From bbae1e24d92b2862d4cb441972b680456a44b8cd Mon Sep 17 00:00:00 2001 From: Olivier Philippe Date: Wed, 20 Feb 2019 20:52:31 +0100 Subject: [PATCH] Removed 2018 from 2017 --- analysis/2018/0. Imports and functions.ipynb | 904 - analysis/2018/1. Overview and sampling.ipynb | 959 - .../a. Education and academic field.ipynb | 7218 -------- analysis/2018/b. Current employment.ipynb | 14303 -------------- analysis/2018/c. Professional developer.ipynb | 2147 --- analysis/2018/d. How time is spent.ipynb | 498 - analysis/2018/data/public_data.csv | 998 - analysis/2018/data/public_merged.csv | 1865 -- analysis/2018/e. Previous employement.ipynb | 2806 --- .../2018/f. Collaboration and training.ipynb | 7258 -------- .../2018/g. Publications and citations.ipynb | 2280 --- analysis/2018/h. Open source and DOI.ipynb | 5031 ----- analysis/2018/i. Good practices.ipynb | 15448 ---------------- .../j. Tools and programming languages.ipynb | 4057 ---- analysis/2018/k. Job satisfaction.ipynb | 1557 -- analysis/2018/l. Socio demography.ipynb | 2786 --- .../2018/m. Research Software Engineer.ipynb | 4315 ----- 17 files changed, 74430 deletions(-) delete mode 100644 analysis/2018/0. Imports and functions.ipynb delete mode 100644 analysis/2018/1. Overview and sampling.ipynb delete mode 100644 analysis/2018/a. Education and academic field.ipynb delete mode 100644 analysis/2018/b. Current employment.ipynb delete mode 100644 analysis/2018/c. Professional developer.ipynb delete mode 100644 analysis/2018/d. How time is spent.ipynb delete mode 100644 analysis/2018/data/public_data.csv delete mode 100644 analysis/2018/data/public_merged.csv delete mode 100644 analysis/2018/e. Previous employement.ipynb delete mode 100644 analysis/2018/f. Collaboration and training.ipynb delete mode 100644 analysis/2018/g. Publications and citations.ipynb delete mode 100644 analysis/2018/h. Open source and DOI.ipynb delete mode 100644 analysis/2018/i. Good practices.ipynb delete mode 100644 analysis/2018/j. Tools and programming languages.ipynb delete mode 100644 analysis/2018/k. Job satisfaction.ipynb delete mode 100644 analysis/2018/l. Socio demography.ipynb delete mode 100644 analysis/2018/m. Research Software Engineer.ipynb diff --git a/analysis/2018/0. Imports and functions.ipynb b/analysis/2018/0. Imports and functions.ipynb deleted file mode 100644 index c3ef4c28..00000000 --- a/analysis/2018/0. Imports and functions.ipynb +++ /dev/null @@ -1,904 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Importing modules" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook is used to develop the different functions used in the analysis. It imports external functions and create them. Then it is loaded in the different notebooks where the actual analysis is done." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import json\n", - "import collections\n", - "import itertools\n", - "from math import pi\n", - "import pandas as pd\n", - "import geopandas as gpd\n", - "import numpy as np\n", - "import matplotlib\n", - "import matplotlib.dates as mdates\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.gridspec as gridspec\n", - "import seaborn as sns\n", - "import datetime\n", - "from IPython.display import display\n", - "import IPython.core.display as di\n", - "from IPython.core.interactiveshell import InteractiveShell\n", - "\n", - "import sys\n", - "from pathlib import Path\n", - "sys.path.append(str(Path('.').absolute().parent))\n", - "\n", - "from include.likertScalePlot import likert_scale\n", - "from include.textCleaning import plot_wordcloud as wordcloud\n", - "from include.textCleaning import wrap_clean_text" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "pd.set_option('display.max_rows', 1000)\n", - "pd.set_option('display.max_columns', 1000) \n", - "InteractiveShell.ast_node_interactivity = \"all\" " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This text is used to hide the code cell when exported in html" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "di.display_html('', raw=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "get_ipython().magic('matplotlib inline') # Activate that line to use in Jupyter \n", - "matplotlib.rcParams['figure.figsize'] = (20.0, 10.0)\n", - "plt.rcParams['figure.figsize'] = (20.0, 10.0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Functions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Counting the answers and get results" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "def get_sampled_df(df, columns):\n", - " \"\"\"\n", - " Return a subset of the general df by selecting the columns and adding the\n", - " columns of year and Country\n", - " \"\"\"\n", - " if isinstance(columns, str):\n", - " columns = [columns]\n", - " initial_col = ['Country', 'Year']\n", - " initial_col.extend(columns)\n", - " return df[initial_col]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def count_y_n(df, category, normalize=False, dropna=True):\n", - " \"\"\"\n", - " \"\"\"\n", - " df_sub = df.iloc[:, df.columns != 'Country']\n", - " df_sub = df_sub.iloc[:, df_sub.columns != 'Year']\n", - " results = df_sub.apply(pd.Series.value_counts,\n", - " dropna=dropna,\n", - " normalize=normalize).reset_index()\n", - " #results = results.transpose() \n", - " results.columns = [category, 'Count']\n", - "\n", - " #results = results.reset_index()\n", - " results.set_index(category, inplace=True)\n", - " results.columns = ['Count']\n", - " #print(df_sub.loc['Yes'])\n", - " results['Percentage'] = (results['Count'] / results['Count'].sum())*100\n", - " \n", - " results = results.reindex(['Yes', 'No'])\n", - " return results" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "def count_one_choice(df, country, order_question=False,\n", - " dropna=False, normalize=False):\n", - " \"\"\"\n", - " Count the values of different columns and transpose the count\n", - " :params:\n", - " :df pd.df(): dataframe containing the data\n", - " :return:\n", - " :result_df pd.df(): dataframe with the count of each answer for each columns\n", - " \"\"\"\n", - " df_one_count = df.iloc[:, -1].value_counts().to_frame()\n", - " df_one_count.columns = ['Count']\n", - "\n", - " df_one_count['Percentage'] = df_one_count['Count'] / df_one_count['Count'].sum()*100\n", - " \n", - " if order_question: \n", - " df_one_count.sort_index(inplace=True)\n", - "\n", - " return df_one_count" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "def count_multi_choice(df, category, dropna=True):\n", - " \"\"\"\n", - " Count the values of different columns and transpose the count. It expect multi-choice type of answers\n", - " :params:\n", - " :df pd.df(): dataframe containing the data\n", - " :return:\n", - " :result_df pd.df(): dataframe with the count of each answer for each columns\n", - " \"\"\"\n", - " # Subset the columns by removing the country columns\n", - " df_sub = df.iloc[:, df.columns != 'Country'] \n", - " \n", - " # Subset only the columns that have values for the country. It checks if the unique list is more than just nan.\n", - " col_to_keep = list()\n", - " for col in df_sub:\n", - " if len(df_sub[col].unique()) > 1:\n", - " col_to_keep.append(col)\n", - " df_final = df_sub[col_to_keep]\n", - " \n", - " # As the No can be considered as absence of Yes, fill the value 'No' with na to keep Yes only\n", - " df_final = df_final.fillna(value='No')\n", - " \n", - " # Create the total of participants that have answered 'Yes' at at least one field\n", - " total_answered = len(df_final.notnull().any(axis=1))\n", - " \n", - " # Calculate the count for the column\n", - " df_final = df_final.apply(pd.Series.value_counts, dropna=dropna)\n", - " \n", - " # Replace all the 0 with NA\n", - " df_final.fillna(value=0, inplace=True)\n", - " \n", - " df_final = df_final.loc['Yes']\n", - "\n", - " df_final = df_final.to_frame().reset_index()\n", - " df_final.columns = [category, 'Count']\n", - " \n", - " # Calculate the proportion of each category by participants that answered at least one category (rather than by total answer for all categories)\n", - " df_final['Percentage'] = (df_final['Count'] / total_answered)*100 \n", - " \n", - " # Get the category information between Bracket\n", - " df_final[category] = df_final[category].str.replace(']', '').str.split('[').str[1]\n", - " \n", - " # Reorder the df\n", - " df_final = df_final.sort_values('Percentage', ascending=False)\n", - " \n", - " # Reset the index on category\n", - " df_final = df_final.set_index(category)\n", - " \n", - " # Return the results\n", - " return df_final" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "def count_likert(df, likert_answer=False, dropna=False, normalize=False, reindex=False):\n", - " \"\"\"\n", - " Count the values of different columns and transpose the count\n", - " :params:\n", - " :df pd.df(): dataframe containing the data\n", - " :return:\n", - " :result_df pd.df(): dataframe with the count of each answer for each columns\n", - " \"\"\"\n", - " #df_to_use = get_sampled_df(df, columns)\n", - "\n", - " # Subset the columns by removing the country columns\n", - " df_sub = df.loc[:, df.columns != 'Country'] \n", - " \n", - " def convert_to_int(x):\n", - " try:\n", - " return int(x)\n", - " except ValueError:\n", - " return x\n", - " # first convert the np.nan into a value that is different\n", - " df_sub = df_sub.fillna('to_remove')\n", - " \n", - " # # then transform into a string\n", - " df_sub = df_sub.applymap(str)\n", - " \n", - " # # then replace the -1 into np.nan\n", - " df_sub = df_sub.replace({'to_remove': np.nan})\n", - " \n", - " # Calculate the counts for them\n", - " df_count = df_sub.apply(pd.Series.value_counts, dropna=dropna, normalize=normalize)\n", - "\n", - " # Reorder according to the answers order found in the folder if argument is passed\n", - " if likert_answer:\n", - " for i in likert_answer: # Add the missing likert because they have nan value and are not in the dataset\n", - " i = str(i)\n", - " if i not in df_count.index:\n", - " df_count.loc[i] = np.nan\n", - " df_count = df_count.reindex(index=likert_answer)\n", - "\n", - " return df_count" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "def count_diff(df, columns, country, category, multi_choice=False, multi_column=False, y_n=False, order_index=False, disable_past_year=False):\n", - " \"\"\"\n", - " Check if it is possible to get the difference from previous year.\n", - " Return a dataframe with the count of each category\n", - " \"\"\"\n", - " # Get the count for the 2018 year\n", - " df_to_use = get_sampled_df(df, columns)\n", - " try:\n", - " df_to_use[columns].astype('category')\n", - " except NotImplementedError:\n", - " pass\n", - " if country == 'all':\n", - " df_country_2018 = df_to_use[(df_to_use['Year'] == 2018)]\n", - " else:\n", - " df_country_2018 = df_to_use[(df_to_use['Country'] == country) & (df_to_use['Year'] == 2018)]\n", - " \n", - " if multi_choice is True:\n", - " count_current_field_2018 = count_multi_choice(df_country_2018, category)\n", - " \n", - " elif y_n is True:\n", - " count_current_field_2018 = count_y_n(df_country_2018, category)\n", - "\n", - " elif multi_column is True:\n", - " count_current_field_2018 = count_multi_column(df_country_2018, category)\n", - "\n", - " else:\n", - " count_current_field_2018 = count_one_choice(df_country_2018, category)\n", - " \n", - " # Get the count for the 2017 year if it exists\n", - " if disable_past_year is False:\n", - " if country == 'all':\n", - " df_country_2017 = df_to_use[(df_to_use['Year'] == 2017)]\n", - " else:\n", - " df_country_2017 = df_to_use[(df_to_use['Country'] == country) & (df_to_use['Year'] == 2017)]\n", - "\n", - " if multi_choice is True:\n", - " try:\n", - " count_current_field_2017 = count_multi_choice(df_country_2017, category)\n", - " except KeyError:\n", - " count_current_field_2017 = None\n", - " \n", - " elif y_n is True:\n", - " count_current_field_2017 = count_y_n(df_country_2017, category)\n", - " \n", - " else:\n", - " count_current_field_2017 = count_one_choice(df_country_2017, category)\n", - " else:\n", - " count_current_field_2017 = None\n", - " # Calculate the difference\n", - " try:\n", - " count_current_field_2018['Percentage in 2017'] = count_current_field_2017['Percentage']\n", - " count_current_field_2018['Difference with previous year'] = (count_current_field_2018['Percentage'] - count_current_field_2017['Percentage']).to_frame()\n", - " except TypeError:\n", - " pass\n", - " except Exception:\n", - " print(count_current_field_2018)\n", - " print('2017')\n", - " print(count_current_field_2017)\n", - " raise\n", - " \n", - " # Drop all columns with full na. It removes Difference if it does not exists\n", - " count_current_field_2018.dropna(axis=1, how='all', inplace=True)\n", - " \n", - " # Change name of index \n", - " col_name = '{} for {}'.format(category, country)\n", - " count_current_field_2018.index.name = col_name\n", - " \n", - " if order_index:\n", - " if isinstance(order_index, list):\n", - " count_current_field_2018 = count_current_field_2018.reindex(order_index)\n", - " else:\n", - " count_current_field_2018 = count_current_field_2018.sort_index()\n", - "\n", - " return count_current_field_2018" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "def describe_quant(df, category, remove_outliers):\n", - " \"\"\"\n", - " \"\"\"\n", - " #print(df)\n", - "\n", - " df = df.iloc[:, 2]\n", - " df.dropna(inplace=True)\n", - " if remove_outliers is True:\n", - " try:\n", - " up_perc = np.percentile(df.values, 95)\n", - " df = df[(df < np.percentile(df, 95))]\n", - " except IndexError: ## In case 2017 is empty\n", - " pass\n", - " \n", - " #df.dropna(inplace=True)\n", - " result = df.describe().to_frame()\n", - " return result" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "def describe_diff(df, columns, country, category, remove_outliers=True):\n", - " \"\"\"\n", - " \"\"\"\n", - " df_to_use = get_sampled_df(df, columns)\n", - "\n", - " df_country_2018 = df_to_use[(df_to_use['Country'] == country) & (df_to_use['Year'] == 2018)]\n", - " df_country_2017 = df_to_use[(df_to_use['Country'] == country) & (df_to_use['Year'] == 2017)]\n", - " result_2018 = describe_quant(df_country_2018, category, remove_outliers)\n", - " if remove_outliers is True:\n", - " index_name = '{} for {} (without 95 percentile)'.format(category, country)\n", - " else:\n", - " index_name = '{} for {}'.format(category, country)\n", - "\n", - " result_2018.index.name = index_name\n", - " result_2018.columns = ['Results in 2018']\n", - " result_2017 = describe_quant(df_country_2017, category, remove_outliers)\n", - " if result_2017.iloc[0, 0] > 0:\n", - " result_2018['Results in 2017'] = result_2017.iloc[:, 0]\n", - "\n", - " result_2018.dropna(axis=1, how='all', inplace=True)\n", - " \n", - " return result_2018" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "def count_ranking(df, columns, country, category):\n", - " \"\"\"\n", - " Count the number of time a value appears in one columns and do that for all the columns\n", - " provided. Assuming the format of the column name is \"$code. $Question text [rank$numb]\",\n", - " it extracts the ranking number and use it as new header. It return the dataframe of the\n", - " counted values\n", - " :params:\n", - " :df pd.df(): dataframe containing the data\n", - " :country str(): which country has to be sampled\n", - " :category str(): rename the dataframe with that category \n", - " :return:\n", - " :result_df pd.df(): dataframe with the count of each answer for each columns\n", - " \"\"\"\n", - " df_to_use = get_sampled_df(df, columns)\n", - " df_country_2018 = df_to_use[(df_to_use['Country'] == country) & (df_to_use['Year'] == 2018)]\n", - " df_one_count = df_country_2018.iloc[:, 2:].apply(pd.Series.value_counts)\n", - " df_one_count.columns = [x.split('[')[1][:-1] for x in df_one_count.columns]\n", - " df_one_count = df_one_count.apply(lambda x: x / x.sum()*100) \n", - " df_one_count.sort_values('Rank 1', inplace=True, ascending=False)\n", - " df_one_count.index.name = category\n", - " return df_one_count" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plotting functions" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# TODO: accept several list of likert\n", - "def plotting_likert(df, country, category, to_plots, type_orga='horizontal', order_scale=None):\n", - " \"\"\"\"\"\"\n", - " #nbr_plots = len(to_plots)\n", - " nbr_plots = 1\n", - "\n", - " if type_orga == 'vertical':\n", - " fig, axs = plt.subplots(nbr_plots, 1, sharex=True, figsize=(30, 30))\n", - " else:\n", - " fig, axs = plt.subplots(1, nbr_plots, figsize=(30, 10))\n", - " list_plots = list()\n", - " \n", - " for i, one_plot in enumerate(to_plots):\n", - " columns = to_plots\n", - " category = category\n", - " df_sub = get_sampled_df(df, columns=columns)\n", - " \n", - " df_country_2018 = df_sub[(df_sub['Country'] == country) & (df_sub['Year'] == 2018)]\n", - " df_country_2018 = df_country_2018.drop('Year', axis='columns')\n", - " try:\n", - " axs[i] = likert_scale(count_likert(df_country_2018, order_scale).transpose(), normalise=True, legend=True, title_plot='{}: {}'.format(category, country), ax=axs[i])\n", - " axs[i].set_title(category)\n", - " list_plots.append(axs[i]) \n", - " \n", - " except TypeError:\n", - " axs = likert_scale(count_likert(df_country_2018, order_scale).transpose(), normalise=True, legend=True, title_plot='{}: {}'.format(category, country), ax=axs)\n", - " axs.set_title(category)\n", - " list_plots.append(axs)\n", - " \n", - " for ax in list_plots:\n", - " ax.spines['top'].set_visible(False)\n", - " ax.spines['right'].set_visible(False)\n", - " ax.spines['left'].set_visible(False)\n", - " ax.invert_yaxis()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# Todo: Merge into plotting_likert()\n", - "def plotting_time_likert(country, df_time_spent=None, df_time_wish=None, df_time_diff=None):\n", - " \"\"\"\"\"\"\n", - " nbr_plots = len([x for x in [df_time_spent, df_time_wish, df_time_diff] if x is not None])\n", - " fig, axs = plt.subplots(1, nbr_plots, sharey=True, figsize=(30, 10))\n", - " list_plots = list()\n", - " \n", - " if df_time_spent is not None:\n", - " try:\n", - " axs[0] = likert_scale(count_likert(df_time_spent[df_time_spent['Country'] == country], likert_answer=[str(i) for i in range(11)[1:]]).transpose(),\n", - " normalise=True, legend=True, title_plot='{}: Time spent for each type of activity'.format(country), ax=axs[0])\n", - " axs[0].set_title('Time spent')\n", - " list_plots.append(axs[0])\n", - "\n", - " except TypeError:\n", - " axs = likert_scale(count_likert(df_time_spent[df_time_spent['Country'] == country], likert_answer=[str(i) for i in range(11)[1:]]).transpose(),\n", - " normalise=True, legend=True, title_plot='{}: Time spent for each type of activity'.format(country), ax=axs)\n", - " axs.set_title('Time spent')\n", - " list_plots.append(axs)\n", - "\n", - " \n", - " if df_time_wish is not None:\n", - " axs[1] = likert_scale(count_likert(df_time_wish[df_time_wish['Country'] == country], likert_answer=[str(i) for i in range(11)[1:]]).transpose(),\n", - " normalise=True, legend=True, title_plot='{}: Time wish to spent for each type of activity'.format(country), ax=axs[1])\n", - " axs[1].set_title('Time wish to spent')\n", - "\n", - " list_plots.append(axs[1])\n", - " \n", - " if df_time_diff is not None:\n", - " all_unique_diff = [x for x in np.unique(df_time_diff[dict_time_diff['Country'] == country].loc[:, df_time_diff[dict_time_diff['Country'] == country].columns != 'Country'].values)]\n", - " negative_order = [str(x) for x in all_unique_diff if x < 0] + [str(x) for x in all_unique_diff if x >= 0] \n", - " axs[2] = likert_scale(count_likert(df_time_diff[dict_time_diff['Country'] == country],likert_answer=negative_order).transpose(),\n", - " normalise=True, legend=True, title_plot='{}: Difference between time wish to spent and actually spent for each type of activity'.format(country), ax=axs[2])\n", - " axs[2].set_title('Difference between time spent and wish')\n", - " list_plots.append(axs[2])\n", - "\n", - " \n", - " \n", - " for ax in list_plots:\n", - " ax.spines['top'].set_visible(False)\n", - " ax.spines['right'].set_visible(False)\n", - " ax.spines['left'].set_visible(False)\n", - " ax.invert_yaxis()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_density_func(df, columns, category, country, remove_outliers=True):\n", - " df_sampled = get_sampled_df(df, columns=columns)\n", - " df_sampled.columns = ['Country', 'Year', 'Value']\n", - " df = df_sampled[df_sampled.Country == country]\n", - " # Remove na\n", - " df.dropna(inplace=True)\n", - " # Remove the outliers\n", - " if remove_outliers is True:\n", - " df_2018 = df[df.Year == 2018]\n", - " df_2018 = df_2018[(df_2018.Value < np.percentile(df_2018.Value, 95))]\n", - " df_2017 = df[df.Year == 2017]\n", - " if len(df[df['Year'] == 2017]) > 0:\n", - "\n", - " df_2017 = df_2017[(df_2017.Value < np.percentile(df_2017.Value, 95))]\n", - " df = pd.concat([df_2018, df_2017])\n", - " else:\n", - " df = df_2018\n", - " df.dropna(inplace=True)\n", - "\n", - " fig, axarr = plt.subplots(1, 2, figsize=(20, 10))\n", - " sns.boxplot(x=\"Year\", y='Value', data=df, ax=axarr[0])\n", - "\n", - " sns.swarmplot(x=\"Year\",y='Value', data=df, ax=axarr[0], color='grey', alpha=0.75)#.set_title('{}: {}'.format(category, country))\n", - "\n", - " if len(df[df['Year'] == 2017]) > 0:\n", - " sns.distplot( df[ df['Year'] == 2017 ] [\"Value\"].dropna(), bins=int(len(df[df['Year'] == 2017])/2), label='2017', ax=axarr[1])\n", - "\n", - " sns.distplot( df[ df['Year'] == 2018 ] [\"Value\"].dropna(), bins=int(len(df[df['Year'] == 2018])/2), label='2018', ax=axarr[1])\n", - "\n", - " sns.despine(offset=10, trim=True)\n", - " if remove_outliers is True:\n", - " title = '{} for {} (without 95 percentile)'.format(category, country)\n", - " else:\n", - " title = '{} for {}'.format(category, country)\n", - "\n", - " fig.suptitle(title)\n", - " plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_cat_comparison(df, country, category, order_index=False):\n", - " # Plotting the current categories and the difference with the last year\n", - " if order_index:\n", - " if isinstance(order_index, list):\n", - " df = df.reindex(order_index)\n", - " else:\n", - " df = df.sort_index()\n", - " ind = np.arange(len(df.index))\n", - "\n", - " try:\n", - " diff = df['Difference with previous year']\n", - " fig, axs = plt.subplots(2, 1, sharex=True, gridspec_kw = {'height_ratios':[7, 1]})\n", - "\n", - " # current field\n", - " axs[0].bar(ind, df['Percentage'], align='center')\n", - "\n", - " axs[0].set_title('Current proportion of {} for {}'.format(category, country))\n", - " rects = axs[0].patches\n", - "\n", - " # Difference from last year\n", - "\n", - " axs[1].bar(ind, df['Difference with previous year'], color=df['Difference with previous year'].apply(lambda x: 'g' if x>0 else 'orange'))\n", - " axs[1].set_title('Difference with previous year')\n", - " for ax in axs:\n", - " ax.spines['top'].set_visible(False)\n", - " ax.spines['right'].set_visible(False)\n", - " ax.spines['left'].set_visible(False)\n", - " \n", - "\n", - " except KeyError:\n", - " # Set up columns\n", - " #fig = plt.figure()\n", - " if order_index is False:\n", - " df.sort_values('Percentage', ascending=False, inplace=True)\n", - "\n", - " ax = df.plot(kind='bar', y='Percentage', use_index=True, grid=False, legend=False)\n", - "\n", - " ax.spines['top'].set_visible(False)\n", - " ax.spines['right'].set_visible(False)\n", - " ax.spines['left'].set_visible(False) \n", - " rects = ax.patches\n", - " \n", - "\n", - " # For each bar: Place a label\n", - " for rect in rects:\n", - " # Get X and Y placement of label from rect.\n", - " y_value = rect.get_height()\n", - " x_value = rect.get_x() + rect.get_width() / 2\n", - "\n", - " # Number of points between bar and label\n", - " space = 5\n", - " # Vertical alignment for positive values\n", - " va = 'bottom'\n", - "\n", - " # If value of bar is negative: Place label below bar\n", - " if y_value < 0:\n", - " # Invert space to place label below\n", - " space *= -1\n", - " # Vertically align label at top\n", - " va = 'top'\n", - "\n", - " # Use Y value as label and format number with one decimal place\n", - " label = \"{:.0f}%\".format(y_value)\n", - "\n", - " # Create annotation\n", - " try:\n", - " axs[0].annotate(\n", - " label, # Use `label` as label\n", - " (x_value, y_value), # Place label at end of the bar\n", - " xytext=(0, space), # Vertically shift label by `space`\n", - " textcoords=\"offset points\", # Interpret `xytext` as offset in points\n", - " ha='center', # Horizontally center label\n", - " va=va) # Vertically align label differently for\n", - " # positive and negative values.\n", - " except UnboundLocalError:\n", - " ax.annotate(\n", - " label, # Use `label` as label\n", - " (x_value, y_value), # Place label at end of the bar\n", - " xytext=(0, space), # Vertically shift label by `space`\n", - " textcoords=\"offset points\", # Interpret `xytext` as offset in points\n", - " ha='center', # Horizontally center label\n", - " va=va) # Vertically align label differently for\n", - " # positive and negative values.\n", - " plt.xticks(ind, df.index, rotation=90)\n", - " plt.show();" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_ranking(df, category, country):\n", - " fig, ax = plt.subplots()\n", - "\n", - " # Dropping the columns with NA (the ranks that are not present)\n", - " df = df.dropna(axis=1, how='all')\n", - "\n", - " df.T.plot(kind='bar',\n", - " title='{}: {}'.format(category, country),\n", - " grid=False, ax=ax, stacked=True)\n", - "\n", - " ax.set(xlabel=\"Ranking of importance\", ylabel=\"Percentage\")\n", - "\n", - " ax.spines['top'].set_visible(False)\n", - " ax.spines['right'].set_visible(False)\n", - " ax.spines['left'].set_visible(False) \n", - " # Put a legend below current axis\n", - " ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1),\n", - " fancybox=True, shadow=True, ncol=5)\n", - " for p in ax.patches:\n", - " if int(round(p.get_width())) >= 5:\n", - " ax.annotate('{}%'.format(str(int(round(p.get_width())))), \n", - " (p.get_x() + int(p.get_width())/2., p.get_y()+ int(p.get_height())/2.),\n", - " ha='center')\n", - "\n", - " plt.show();" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_wordcloud(df, columns, country, category):\n", - " df_to_sample = get_sampled_df(df, columns=columns)\n", - " df = df_to_sample[(df_to_sample['Country'] == country) & (df_to_sample['Year'] == 2018)]\n", - " txt_to_plot = wrap_clean_text(df, columns)\n", - " plt.ion()\n", - " plot = wordcloud(txt_to_plot)\n", - " plt.imshow(plot, cmap=plt.cm.gray, interpolation='bilinear')\n", - " plt.axis('off')\n", - " plt.title('{}: {}'.format(category, country))\n", - " plt.show();" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "def radar_plotting(df, title='', subplot=False, percentage=True, fixed_y=False):\n", - " \"\"\"\n", - " Plotting a radar based on the df.\n", - " The df need to have the group in the index\n", - " and the different variable in columns.\n", - " \n", - " :params:\n", - " --------\n", - " :df dataframe(): data to be plotted\n", - " :sub_plot bool(): if the different categories are plotted \n", - " on the same plot or on different subplot. Default is false\n", - " :return:\n", - " --------\n", - " plot(): of the data\n", - " \"\"\"\n", - " def _draw_plot(df, label, fixed_y, ax=None, color=None):\n", - " # number of variable\n", - " categories = list(df)\n", - " N = len(categories)\n", - " # What will be the angle of each axis in the plot? (we divide the plot / number of variable)\n", - " angles = [n / float(N) * 2 * pi for n in range(N)]\n", - " angles += angles[:1]\n", - " if ax is None:\n", - " ax = plt.subplot(111, projection='polar')\n", - " \n", - " # If you want the first axis to be on top:\n", - " ax.set_theta_offset(pi / 2)\n", - " ax.set_theta_direction(-1)\n", - " \n", - " # Draw one axe per variable + add labels labels yet\n", - " plt.xticks(angles[:-1], categories)\n", - " # Draw ylabels\n", - " ax.set_rlabel_position(0)\n", - " if fixed_y is True:\n", - " yticks_range = list(range(10, 100, 10))\n", - " else:\n", - " yticks_range = list(range(int(df.min().min()), int(df.max().max()), 10))\n", - " yticks_labels = [str(i) for i in yticks_range]\n", - "\n", - " plt.yticks(yticks_range, yticks_labels, color='grey', size=7 )\n", - " if fixed_y is True:\n", - " plt.ylim(0, 100)\n", - " else:\n", - " plt.ylim(0, int(df.max().max())+5)\n", - " #plt.ylim(0,100)\n", - " # ------- PART 2: Add plots\n", - " # Plot each individual = each line of the data\n", - " for i in range(len(df)):\n", - " values=df.iloc[i,:].values.flatten().tolist()\n", - " values += values[:1]\n", - " if color:\n", - " ax.plot(angles, values, color=color, linewidth=1, linestyle='solid', label=df.index[i])\n", - " ax.fill(angles, values,color=color, alpha=1/(len(df)+2))\n", - " else:\n", - " ax.plot(angles, values, linewidth=1, linestyle='solid', label=df.index[i])\n", - " ax.fill(angles, values, alpha=1/(len(df)+2))\n", - "\n", - " # Add a title\n", - " \n", - " # Adjust position if subplot or not\n", - " if subplot:\n", - " position_title = 1.1\n", - " else:\n", - " position_title = 1.1\n", - " \n", - " if color:\n", - " plt.title(label, size=14, color=color, y=position_title)\n", - " else:\n", - " plt.title(label, size=14, y=position_title)\n", - " return ax\n", - " \n", - " # Initialise the spider plot\n", - " plt.figure()\n", - " # Create a color palette:\n", - " if subplot is False:\n", - " #fig, ax = plt.subplots(1, nbr_plots, sharey=True, polar=True)\n", - " plot = _draw_plot(df=df, label=title, fixed_y=fixed_y)\n", - " else:\n", - " nbr_plots = len(df.index)\n", - " my_palette = plt.cm.get_cmap(\"Set2\", len(df.index))\n", - "\n", - " for i, cat in enumerate(df.index):\n", - " ax = plt.subplot(3,3, i+1, projection='polar')\n", - " df_to_plot = df.iloc[[i]]\n", - " _draw_plot(df=df_to_plot, label=cat, ax=ax, color=my_palette(i), fixed_y=fixed_y)\n", - "\n", - " # Add legend\n", - " if subplot is False:\n", - " plt.legend(loc='upper right', bbox_to_anchor=(0.1, 0.1)) \n", - " plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "117px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": {}, - "toc_section_display": "block", - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/1. Overview and sampling.ipynb b/analysis/2018/1. Overview and sampling.ipynb deleted file mode 100644 index 505caf96..00000000 --- a/analysis/2018/1. Overview and sampling.ipynb +++ /dev/null @@ -1,959 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook gives an overview of the participants per country. From where they come from and when they started the survey. It also gives the difference with the previous year for the countries that participated in 2017.\n", - "\n", - "Alongside this information, it also subset the relevant participants for future analysis. Only the participants that have finished at least the first section and the ones that report to develop program for their work, or lead research developers, are kept." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "get_ipython().magic('matplotlib inline') # Activate that line to use in Jupyter \n", - "matplotlib.rcParams['figure.figsize'] = (20.0, 10.0)\n", - "plt.rcParams['figure.figsize'] = (20.0, 10.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Loading dataset\n", - "df = pd.read_csv('./data/clean_merged.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cleaning" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The cleaning is about renaming some countries and create a globa category for all countries that are not from one of the participating countries. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Rename US and UK" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# Rename the Uk and US\n", - "df['socio1. In which country do you work?'].replace({'United Kingdom of Great Britain and Northern Ireland': \"United Kingdom\",\n", - " 'United States of America': 'United States'}, inplace=True)\n", - "\n", - "# Drop Canada\n", - "df = df[df['socio1. In which country do you work?'] != 'Canada']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Create a category world" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As said, we are concerned about some countries specifically. However, we collected information about other countries as well. To avoid any confusion and having too much countries to plot, we group all of them into one category \"world\"" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Create a list of all countries of interest\n", - "list_countries = ['United Kingdom', 'Australia', 'United States', 'Germany', 'New Zealand', 'Netherlands', 'South Africa']\n", - "\n", - "# Create a new columns if \"World\" if the country is not in the list\n", - "df['Country'] = df['socio1. In which country do you work?'].apply(lambda x: x if x in list_countries else 'World')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Overview" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Total participants" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is the total of participants. A participants is defined as a person that have reached, at least the second section in the survey." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "985" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(df[df['Year']== 2018])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Repartition per country" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We developed specific questions for the following countries:\n", - "* Australia\n", - "* Canada (but host their own version of the survey so they will not be analysed here)\n", - "* Germany\n", - "* Netherlands\n", - "* New Zealand\n", - "* South Africa\n", - "* United Kingdom\n", - "* United States\n", - "\n", - "We can see the distribution of participants among the countries as follow:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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socio1. In which country do you work?
Germany333
United Kingdom237
United States147
Australia99
Netherlands54
New Zealand37
South Africa23
Czech Republic6
Norway6
France5
Spain4
Italy4
Belgium3
Brazil3
Denmark3
Botswana2
Switzerland2
Sweden2
Ireland2
Malawi1
Japan1
Russian Federation1
Greece1
Portugal1
India1
Benin1
Turkey1
Saudi Arabia1
Poland1
Nigeria1
Ethiopia1
Mauritius1
\n", - "
" - ], - "text/plain": [ - " socio1. In which country do you work?\n", - "Germany 333\n", - "United Kingdom 237\n", - "United States 147\n", - "Australia 99\n", - "Netherlands 54\n", - "New Zealand 37\n", - "South Africa 23\n", - "Czech Republic 6\n", - "Norway 6\n", - "France 5\n", - "Spain 4\n", - "Italy 4\n", - "Belgium 3\n", - "Brazil 3\n", - "Denmark 3\n", - "Botswana 2\n", - "Switzerland 2\n", - "Sweden 2\n", - "Ireland 2\n", - "Malawi 1\n", - "Japan 1\n", - "Russian Federation 1\n", - "Greece 1\n", - "Portugal 1\n", - "India 1\n", - "Benin 1\n", - "Turkey 1\n", - "Saudi Arabia 1\n", - "Poland 1\n", - "Nigeria 1\n", - "Ethiopia 1\n", - "Mauritius 1" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Output the count per countries\n", - "df[df['Year']== 2018]['socio1. In which country do you work?'].value_counts().to_frame()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Visual representation of countries repartition" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "df_countries = df[df['Year']== 2018]['socio1. In which country do you work?'].value_counts().to_frame().reset_index()\n", - "df_countries.columns = ['name', 'count'] " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "df_map = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", - "# Merge datasets together and replace nan with 0\n", - "df_map = df_map.merge(df_countries, on='name', how='outer')\n", - "df_map.fillna(0, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "def transform_int_to_cat(x):\n", - " if x == 0:\n", - " return '0'\n", - " elif x > 0 and x <= 5:\n", - " return '1 - 5'\n", - " elif x >5 and x <10:\n", - " return '6 - 10'\n", - " elif x >10 and x <=25:\n", - " return '11 - 25'\n", - " elif x > 25 and x <= 50:\n", - " return '26 - 50'\n", - " elif x > 50 and x <=100:\n", - " return '51 - 100'\n", - " elif x > 100 and x <=200:\n", - " return '101 - 200'\n", - " elif x > 200:\n", - " return '200+'\n", - " else:\n", - " raise\n", - "df_map['count_cat'] = df_map['count'].apply(lambda x: transform_int_to_cat(x))" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "list_ordering = ['0', '1 - 5', '6 - 10', '11 - 25', '26 - 50', '51 - 100', '101 - 200', '200+'] \n", - "df_map['count_cat'] = pd.Categorical(df_map['count_cat'], categories=list_ordering)\n", - "df_map = df_map.sort_values(['count'])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1)\n", - "ax = df_map.plot(ax=ax, column='count', cmap='Reds', linewidth=0.8, edgecolor='0.8', legend=False, categorical=True)\n", - "\n", - "# Add the description\n", - "description = \"\"\"\"Number of participants per country\"\"\"\n", - "#ax.annotate(description, xy=(0.1, .08), xycoords='figure fraction', horizontalalignment='left', verticalalignment='top', fontsize=12, color='#555555')\n", - "# Remove axis\n", - "ax.axis('off')\n", - "plt.show();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Date of participation" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "def convert_time(x):\n", - " \"\"\"\"\"\"\n", - " try:\n", - " return datetime.datetime.strptime(str(x),'%Y-%m-%d %H:%M:%S').date()\n", - "\n", - " except ValueError:\n", - " return x\n", - "\n", - "df['Date'] = df['startdate. Date started'].apply(lambda x: convert_time(x))\n", - "df_submission_per_country = df[['Country', 'Date']]#.dropna()\n", - "total_per_country = df_submission_per_country.groupby(['Country'])['Date'].value_counts().to_frame()\n", - "total_per_country.columns = ['Count']\n", - "total_per_country = total_per_country.reset_index().sort_values(['Date', 'Country'], ascending=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(2, 4, figsize=(20, 10))\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(hspace=0.5)\n", - "list_plots = list()\n", - "for i, name in enumerate(total_per_country['Country'].unique()):\n", - " if i < 4:\n", - " a = 0\n", - " b = i\n", - " else:\n", - " a = 1\n", - " b = 5 - i \n", - " axes[a, b] = total_per_country[total_per_country.Country == name].plot(x='Date', y='Count', legend=False, ax=axes[a, b])\n", - " axes[a, b].set_title('{}'.format(name))\n", - " #axes[a, b].set_xticklabels(labels=idx)\n", - "\n", - " axes[a, b].xaxis.set_major_locator(mdates.DayLocator(interval=10)) # every 10 days\n", - " axes[a, b].xaxis.set_minor_locator(mdates.DayLocator(interval=1)) # every day\n", - " for label in axes[a, b].get_xticklabels():\n", - " label.set_rotation(45) \n", - " list_plots.append(axes[a, b])\n", - "\n", - "for ax in list_plots:\n", - " ax.set(xlabel=\"Date of submission\", ylabel=\"Count\")\n", - " ax.spines['top'].set_visible(False)\n", - " ax.spines['right'].set_visible(False)\n", - " ax.spines['left'].set_visible(False)\n", - "\n", - "plt.show();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Difference with the previous year" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Several countries did the survey last year, here a summary of the difference in the amount of participants." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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20172018Difference between 2017 and 2018
Germany3253338
Netherlands7754-23
South Africa22231
United Kingdom253237-16
United States164147-17
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" - ], - "text/plain": [ - " 2017 2018 Difference between 2017 and 2018\n", - "Germany 325 333 8\n", - "Netherlands 77 54 -23\n", - "South Africa 22 23 1\n", - "United Kingdom 253 237 -16\n", - "United States 164 147 -17" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results = dict()\n", - "for country in df[df['Year']== 2017]['Country'].unique():\n", - " current_year = df[df['Year']== 2018]['Country'].value_counts()[country]\n", - " previous_year = df[df['Year']== 2017]['Country'].value_counts()[country]\n", - " results[country] = {'2017': previous_year, '2018': current_year}\n", - "diff_year_participants = pd.DataFrame.from_dict(results, orient='index')\n", - "diff_year_participants['Difference between 2017 and 2018'] = diff_year_participants['2018'] - diff_year_participants['2017']\n", - "\n", - "# Displaying the results\n", - "diff_year_participants" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the difference\n", - "ax = diff_year_participants.plot(kind='bar')\n", - "ax.spines['top'].set_visible(False)\n", - "ax.spines['right'].set_visible(False)\n", - "ax.spines['left'].set_visible(False) \n", - "\n", - "plt.show();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Subsetting" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Selecting valid participants only" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "On the total of participants, we only want the participants that code software during their work. \n", - "We had a specific question for this purpose. We asked the participants if they are writing software or if they are leading a group of software developers. Each of these questions had the possibility of Yes/No answer. Here the exact wording of the questions:\n", - "\n", - "* Do you write software for academic research as part of your job\n", - "* Does the majority of your role comprise leading a group of software developers or RSEs?\n", - "\n", - "We will only select the participants who answered `Yes` to at least one question." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Write software Lead a team of software developers \\\n", - "2017 No 14 149 \n", - " Yes 814 176 \n", - "2018 No 39 787 \n", - " Yes 945 166 \n", - "\n", - " At least one of the two \n", - "2017 No NaN \n", - " Yes 828.0 \n", - "2018 No NaN \n", - " Yes 984.0 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the count of Y/N for the software developers\n", - "\n", - "soft_dev = df.groupby(['Year'])['rse1. Do you write software for academic research as part of your job'].value_counts().to_frame()\n", - "# Get the count of Y/N for the leader developers\n", - "soft_lead = df.groupby(['Year'])['rse4de. Does the majority of your role comprise leading a group of software developers or RSEs?'].value_counts().to_frame()\n", - "# Get the count for Y/N to any of the question\n", - "df['any_rse'] = np.where((df['rse1. Do you write software for academic research as part of your job'] == 'Yes') | (df['rse4de. Does the majority of your role comprise leading a group of software developers or RSEs?']), 'Yes', 'No')\n", - "soft_any = df.groupby(['Year'])['any_rse'].value_counts().to_frame()\n", - "# Create one df\n", - "result = pd.concat([soft_dev, soft_lead, soft_any], axis=1, sort=False)\n", - "\n", - "# Rename columns\n", - "result.columns = ['Write software', 'Lead a team of software developers', 'At least one of the two']\n", - "result" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For any further analysis, we remove the participants that answered 'No' at both of the question to only keep the ones that have work involving software development for both year to ensure a proper comparison. " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "# Filtering the df\n", - "df = df[df['any_rse'] == 'Yes']\n", - "# drop the column `any_rse` as no use anymore\n", - "df.drop(['any_rse'], axis=1, inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This brings the number of participants analysed to:" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This section contains the information about the type of education the participants have, as well as their highest degree obtained.\n", - "\n", - "We asked the participants, in which field they are working. With that question, it is possible to see which current field employed the most of RSE/RSD. The questions was specific to each country and was multiple choice. Each participant could choose several fields. We then calculate the different proportion by dividing each field by the total of participants that have selected at least one option. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* `What is the highest level of education you have attained?`: one choice list\n", - "* `In which discipline is your highest academic qualification?`: one choice list\n", - "* `Which professional qualification do you hold?`: free text" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "%%capture\n", - "\n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "plt.rcParams['figure.figsize'] = [20.0, 10.0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Levels of education " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "education_column = 'edu1. What is the highest level of education you have attained?'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Highest level of education for Australia
AQF 10 - Doctoral Degree6364.285714
AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma1313.265306
AQF 7 - Bachelor Degree1111.224490
AQF 9 - Masters Degree1111.224490
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Highest level of education for Australia \n", - "AQF 10 - Doctoral Degree 63 64.285714\n", - "AQF 8 - Bachelor Honours Degree / Graduate Cert... 13 13.265306\n", - "AQF 7 - Bachelor Degree 11 11.224490\n", - "AQF 9 - Masters Degree 11 11.224490" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'Australia'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Highest level of education for Germany
Master degree16950.90361443.0769237.826691
Doctorate13340.06024148.307692-8.247451
Undergraduate degree195.7228924.6153851.107507
Final secondary-school examinations, general qualification for university entrance72.1084341.5384620.569972
Other41.2048192.153846-0.949027
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Highest level of education for Germany \n", - "Master degree 169 50.903614 \n", - "Doctorate 133 40.060241 \n", - "Undergraduate degree 19 5.722892 \n", - "Final secondary-school examinations, general qu... 7 2.108434 \n", - "Other 4 1.204819 \n", - "\n", - " Percentage in 2017 \\\n", - "Highest level of education for Germany \n", - "Master degree 43.076923 \n", - "Doctorate 48.307692 \n", - "Undergraduate degree 4.615385 \n", - "Final secondary-school examinations, general qu... 1.538462 \n", - "Other 2.153846 \n", - "\n", - " Difference with previous year \n", - "Highest level of education for Germany \n", - "Master degree 7.826691 \n", - "Doctorate -8.247451 \n", - "Undergraduate degree 1.107507 \n", - "Final secondary-school examinations, general qu... 0.569972 \n", - "Other -0.949027 " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'Germany'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Highest level of education for Netherlands
PhD2750.00000057.333333-7.333333
WO (Wetenschappelijk onderwijs) Master2037.03703736.0000001.037037
HBO (Hoger beroepsonderwijs) Master35.5555561.3333334.222222
WO (Wetenschappelijk onderwijs) Bachelor35.5555562.6666672.888889
HBO (Hoger beroepsonderwijs) Bachelor11.8518522.666667-0.814815
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Highest level of education for Netherlands \n", - "PhD 27 50.000000 \n", - "WO (Wetenschappelijk onderwijs) Master 20 37.037037 \n", - "HBO (Hoger beroepsonderwijs) Master 3 5.555556 \n", - "WO (Wetenschappelijk onderwijs) Bachelor 3 5.555556 \n", - "HBO (Hoger beroepsonderwijs) Bachelor 1 1.851852 \n", - "\n", - " Percentage in 2017 \\\n", - "Highest level of education for Netherlands \n", - "PhD 57.333333 \n", - "WO (Wetenschappelijk onderwijs) Master 36.000000 \n", - "HBO (Hoger beroepsonderwijs) Master 1.333333 \n", - "WO (Wetenschappelijk onderwijs) Bachelor 2.666667 \n", - "HBO (Hoger beroepsonderwijs) Bachelor 2.666667 \n", - "\n", - " Difference with previous year \n", - "Highest level of education for Netherlands \n", - "PhD -7.333333 \n", - "WO (Wetenschappelijk onderwijs) Master 1.037037 \n", - "HBO (Hoger beroepsonderwijs) Master 4.222222 \n", - "WO (Wetenschappelijk onderwijs) Bachelor 2.888889 \n", - "HBO (Hoger beroepsonderwijs) Bachelor -0.814815 " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'Netherlands'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Highest level of education for New Zealand
Doctorate1437.837838
Undergraduate degree1027.027027
Master degree1027.027027
Further Education (NVQ A-Level, ...)25.405405
Other12.702703
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Highest level of education for New Zealand \n", - "Doctorate 14 37.837838\n", - "Undergraduate degree 10 27.027027\n", - "Master degree 10 27.027027\n", - "Further Education (NVQ A-Level, ...) 2 5.405405\n", - "Other 1 2.702703" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'New Zealand'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Highest level of education for South Africa
Doctorate730.43478373.684211-43.249428
Master degree626.08695715.78947410.297483
Undergraduate degree626.086957NaNNaN
Other28.695652NaNNaN
Further Education (NVQ A-Level, ...)28.695652NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Highest level of education for South Africa \n", - "Doctorate 7 30.434783 \n", - "Master degree 6 26.086957 \n", - "Undergraduate degree 6 26.086957 \n", - "Other 2 8.695652 \n", - "Further Education (NVQ A-Level, ...) 2 8.695652 \n", - "\n", - " Percentage in 2017 \\\n", - "Highest level of education for South Africa \n", - "Doctorate 73.684211 \n", - "Master degree 15.789474 \n", - "Undergraduate degree NaN \n", - "Other NaN \n", - "Further Education (NVQ A-Level, ...) NaN \n", - "\n", - " Difference with previous year \n", - "Highest level of education for South Africa \n", - "Doctorate -43.249428 \n", - "Master degree 10.297483 \n", - "Undergraduate degree NaN \n", - "Other NaN \n", - "Further Education (NVQ A-Level, ...) NaN " - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'South Africa'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In 2018, the proportion of participants that hold a PhD is 70%. This majority confirm the tendency from last year with an increase of 2%. \n", - "Only 20% holds a Master degree as the highest education, and 8% an Undergraduate degree." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Highest level of education for United Kingdom
Doctorate16670.33898367.8861792.452804
Master degree4820.33898322.357724-2.018741
Undergraduate degree218.8983059.349593-0.451288
GSCEs10.423729NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Highest level of education for United Kingdom \n", - "Doctorate 166 70.338983 \n", - "Master degree 48 20.338983 \n", - "Undergraduate degree 21 8.898305 \n", - "GSCEs 1 0.423729 \n", - "\n", - " Percentage in 2017 \\\n", - "Highest level of education for United Kingdom \n", - "Doctorate 67.886179 \n", - "Master degree 22.357724 \n", - "Undergraduate degree 9.349593 \n", - "GSCEs NaN \n", - "\n", - " Difference with previous year \n", - "Highest level of education for United Kingdom \n", - "Doctorate 2.452804 \n", - "Master degree -2.018741 \n", - "Undergraduate degree -0.451288 \n", - "GSCEs NaN " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the count for the 2017 year\n", - "country = 'United Kingdom'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Highest level of education for United States
Doctorate6745.57823160.122699-14.544468
Master degree4631.29251725.1533746.139143
Undergraduate degree3322.44898011.65644210.792538
Other10.6802720.6134970.066775
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Highest level of education for United States \n", - "Doctorate 67 45.578231 \n", - "Master degree 46 31.292517 \n", - "Undergraduate degree 33 22.448980 \n", - "Other 1 0.680272 \n", - "\n", - " Percentage in 2017 \\\n", - "Highest level of education for United States \n", - "Doctorate 60.122699 \n", - "Master degree 25.153374 \n", - "Undergraduate degree 11.656442 \n", - "Other 0.613497 \n", - "\n", - " Difference with previous year \n", - "Highest level of education for United States \n", - "Doctorate -14.544468 \n", - "Master degree 6.139143 \n", - "Undergraduate degree 10.792538 \n", - "Other 0.066775 " - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'United States'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the World" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For the rest of the world, the question is a `free text` type. Therefore, some cleaning are needed to render the results intelligible. \n", - "After manually cleaning the data, it appears that a vast majority of participants hold a PhD (64%), while 14% have a Master degree and only 9% have an Undergraduate degree." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "dict_values = {'phd': 'Doctorate', \n", - " 'phd in progress': 'Doctorate',\n", - " 'mphil to phd transfer': 'Doctorate',\n", - " 'dr phil': 'Doctorate',\n", - " 'master of science': 'Master degree',\n", - " 'master': 'Master degree',\n", - " 'masters': 'Master degree',\n", - " 'master in science': 'Master degree',\n", - " 'postgraduate': 'Master degree',\n", - " 'msc': 'Master degree',\n", - " 'bachelors degree': 'Undergraduate degree',\n", - " 'bachelors in computer science': 'Undergraduate degree',\n", - " 'bachelor': 'Undergraduate degree',\n", - " 'bachelors': 'Undergraduate degree',\n", - " 'nan': np.NaN\n", - " }\n", - "df.loc[df['Country'] == 'World', education_column] = df.loc[df['Country'] == 'World', education_column].str.replace('.', '').str.replace(\"'\", \"\").str.replace('degree', '').str.strip().str.lower()\n", - "df.loc[df['Country'] == 'World', education_column] = df.loc[df['Country'] == 'World', education_column].replace(dict_values)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Highest level of education for World
Doctorate3564.814815
Master degree1425.925926
Undergraduate degree59.259259
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Highest level of education for World \n", - "Doctorate 35 64.814815\n", - "Master degree 14 25.925926\n", - "Undergraduate degree 5 9.259259" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'World'\n", - "category = 'Highest level of education'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=education_column, category=category, country=country)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Comparison between countries" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Even if the countries have different education levels, it is possible to match them on the common \"Doctorate\" and \"Master degree\". \n", - "Therefore we compare them with these two equivalent levels and merge all others under the category \"other\"." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Countryeducation comparisonTotal countPercentage per countries
0AustraliaDoctorate6364.29
1AustraliaOther2424.49
2AustraliaMaster degree1111.22
3GermanyMaster degree30947.03
4GermanyDoctorate29044.14
5GermanyOther588.83
6NetherlandsDoctorate7054.26
7NetherlandsMaster degree5139.53
8NetherlandsOther86.20
9New ZealandDoctorate1437.84
10New ZealandOther1335.14
11New ZealandMaster degree1027.03
12South AfricaDoctorate2150.00
13South AfricaOther1228.57
14South AfricaMaster degree921.43
15United KingdomDoctorate33369.09
16United KingdomMaster degree10321.37
17United KingdomOther469.54
18United StatesDoctorate16553.23
19United StatesMaster degree8728.06
20United StatesOther5818.71
21WorldDoctorate3564.81
22WorldMaster degree1425.93
23WorldOther59.26
\n", - "
" - ], - "text/plain": [ - " Country education comparison Total count Percentage per countries\n", - "0 Australia Doctorate 63 64.29\n", - "1 Australia Other 24 24.49\n", - "2 Australia Master degree 11 11.22\n", - "3 Germany Master degree 309 47.03\n", - "4 Germany Doctorate 290 44.14\n", - "5 Germany Other 58 8.83\n", - "6 Netherlands Doctorate 70 54.26\n", - "7 Netherlands Master degree 51 39.53\n", - "8 Netherlands Other 8 6.20\n", - "9 New Zealand Doctorate 14 37.84\n", - "10 New Zealand Other 13 35.14\n", - "11 New Zealand Master degree 10 27.03\n", - "12 South Africa Doctorate 21 50.00\n", - "13 South Africa Other 12 28.57\n", - "14 South Africa Master degree 9 21.43\n", - "15 United Kingdom Doctorate 333 69.09\n", - "16 United Kingdom Master degree 103 21.37\n", - "17 United Kingdom Other 46 9.54\n", - "18 United States Doctorate 165 53.23\n", - "19 United States Master degree 87 28.06\n", - "20 United States Other 58 18.71\n", - "21 World Doctorate 35 64.81\n", - "22 World Master degree 14 25.93\n", - "23 World Other 5 9.26" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Create dictionary to replace values. These values may not be present in the current df but are present in the\n", - "# potential answers\n", - "dict_values = {'PhD': 'Doctorate', \n", - " 'AQF 10 - Doctoral Degree': 'Doctorate',\n", - " 'HBO (Hoger beroepsonderwijs) Master': 'Master degree',\n", - " 'WO (Wetenschappelijk onderwijs) Master': 'Master degree',\n", - " 'AQF 9 - Masters Degree': 'Master degree'}\n", - "list_value_to_keep = ['Doctorate', 'Master degree', np.NaN]\n", - "\n", - "# Replace the value in education\n", - "df['education comparison'] = df[education_column].replace(dict_values)\n", - "\n", - "# Create a new columns if \"World\" if the country is not in the list\n", - "def merge_edu(x):\n", - " if x in list_value_to_keep:\n", - " return x\n", - " elif x == np.NaN:\n", - " return x\n", - " else:\n", - " return 'Other'\n", - " \n", - "# Apply the function to a new columns\n", - "df['education comparison'] = df['education comparison'].apply(merge_edu)\n", - "\n", - "# Count the values per countries\n", - "df_edu_comparison = df[['Country', 'education comparison']].groupby('Country')['education comparison'].value_counts().rename('Total count').reset_index()\n", - "\n", - "# Add a percentage of each type of diploma per countries\n", - "df_edu_comparison['Percentage per countries'] = (df_edu_comparison['Total count'] / df_edu_comparison.groupby('Country')['Total count'].transform('sum')*100).round(2)\n", - "\n", - "# Display the results\n", - "df_edu_comparison" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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2bBjt2rWjoKCAXr16sWzZMgDuvfde9ttvP9q1a8f48eNL65911lmMGjWq9HuNGjVKP//P//wP+fn5tGzZkiuuuAKAv/zlL7Rt25aWLVty4oknUlxczL/+9S+eeOIJLrvsMgoKCpg1a9ZK/T733HO0atWK/Px8zjnnHL777jsAGjRoQL9+/dh///3Jz8/n7bffXu16li1bxqWXXkrz5s1p0aIFQ4YMWW+fV155JQUFBbRp04bXX3+do48+mr333pu77roLgBdffJGf//zndOnShUaNGnH++eezfPlyAC644ALatGlDs2bN6NevX2kcDRo04PLLL2f//ffn4YcfXun6rrjiCpo2bUqLFi249NJLASgqKuLwww+nRYsWHHHEEXz00Uel97tv374cdNBB7LXXXivd+43FZJokSZIkSVIOZsyYwciRIxk/fjyFhYVUrlyZ4cOH8+mnn9KvXz/Gjx/PuHHjVpqOuTbPPPMMjz/+OP/+97+ZMmUKv//97wE44YQTeO2115gyZQpNmjThnnvu4aCDDuLYY4/l5ptvprCwkL333ru0nyVLlnDWWWcxcuRI3nzzTZYuXcr/+3//r/T4TjvtxOuvv84FF1zAoEGDVovj7rvvpqioiMLCQqZOncrpp5++3j732GMPCgsL6dChQ2nS69VXX10pOTZx4kSGDBnC9OnTmTVrFo8++igAf/zjH5k0aRJTp07lpZdeYurUqaVtdtxxR15//XVOOeWU0rK5c+fy2GOPMW3aNKZOncrVV18NQJ8+fejRo0dpzH379i1t8+mnnzJu3DjGjBlTmqTcmEymSZIkSZIk5eC5555j8uTJtG3bloKCAp577jnef/99/v3vf9OxY0d23nlnqlatSvfu3dfb1z//+U/OPvtsqlevDkDt2rUBeOutt+jQoQP5+fkMHz6cadOmrbOfd955h4YNG7LffvsB0KNHD15++eXS4yeccAIArVu3pqioaI1x9OrViypVqpTGsb4+jz32WADy8/Np37492223HTvvvDPbbLMN33zzDQDt2rVjr732onLlypx66qmMGzcOgIceeoj999+fVq1aMW3atJUSj2u6bzVr1qRatWr8+te/5tFHHy29XxMmTOC0004D4IwzzijtH6Bbt25UqlSJpk2b8vnnn6/z/v0QJtMkSZIkSZJykFKiR48eFBYWUlhYyDvvvEP//v3X2aZKlSqlUxyXL1/O999/v876Z511Frfffjtvvvkm/fr1Y8mSJT8q5m222QaAypUrs3Tp0h/V16p9VqpUqfTziu8rzhERK7WJCD744AMGDRrEc889x9SpU+nSpctK17ftttuudq4qVaowceJETjrpJMaMGcMxxxyTc3yQeWYbm8k0SZIkSZKkHBxxxBGMGjWKL774AoB58+bx4Ycf0r59e1566SXmzp1LSUkJDz/8cGmbBg0aMHnyZACeeOIJSkpKAOjUqRP33nsvxcXFpX0BLFiwgLp161JSUsLw4cNL+9luu+1YsGDBajE1atSIoqIi3nvvPQDuv/9+Dj300JyvqVOnTvz5z38uTYLNmzfvR/cJmWmeH3zwAcuXL2fkyJEccsghfPvtt2y77bbUrFmTzz//nGeeeWa9/SxcuJD58+fTuXNnbrnlFqZMmQLAQQcdxIgRIwAYPnw4HTp02KD4fgx386xgGlzxVHmHIEmSJEnSFqnopi7rPN60aVMGDBjAUUcdxfLly8nLy+OOO+7ggAMOoH///hx44IHUqlWLgoKC0jY9e/bkuOOOo2XLlhxzzDGlo6+OOeYYCgsLadOmDVWrVqVz587ccMMNXH/99bRv356dd96Z9u3blybQTjnlFHr27Mmf/vSnlRbVr1atGvfeey8nn3wyS5cupW3btpx//vk5X/O5557LzJkzadGiBXl5efTs2ZPevXv/qD4B2rZtS+/evXnvvfc47LDDOP7446lUqRKtWrWicePG7L777hx88MHr7WfBggUcd9xxLFmyhJQS//u//wvAkCFDOPvss7n55pvZeeeduffeezcovh8jforhbvrpNLjiKR+YJEmSJEk/gVWTaTNmzKBJkyblFE3F9eKLLzJo0CDGjBlT3qGs0Vqea6yp7po4Mk2SJEmSJGk9li5dyocffsjixYuBzPTNGjVqAPDZZ58xe/ZsWrZsSV5eHl9//TWffPIJVapUYZ999qFKlSosWbKETz75ZKWdOFUxmUyTJEmSJElaj48//pjtt9+evffem+XLl5duKvD999/z7bffUrVq1dK6X3zxBU2aNOGbb75h7ty57LLLLsyZM4fddtutvMLfpDp27EjHjh3LO4yfjBsQSJIkSZIkrcPSpUtZsGABO+20E5DZtbJKlcz4pI8//pj69euv1ialxPLly4kIFixYQF5eHtWqVdukceun4cg0SZIkSZKkdfj+++/Jy8ujqKiIxYsXU716dXbffffSJFn16tVXql+3bl1mzpxJXl4eDRs25P3332evvfYqp+i1sZlMkyRJkiRJWoeUEosWLWL33XenRo0afPTRR8yZM4eFCxey7777rlZ/++23p2nTpgB89dVX1KxZkyVLlvD5559TuXJldt99dypXrrypL0MbidM8JUmSJEmS1qFq1apUrVq1dMOBHXbYgeLiYr777jumT5/O1KlT+f7775kxYwYlJSWl7ZYtW8bcuXPZeeedmTNnTummBfPmzSuvS9FG4Mg0SZIkSZKkdcjLy6Nq1aosWbKEatWqsWDBAqpXr06jRo1ocMVTq9T+eA09vJf9+e56z1V0U5f11qlcuTL5+fmUlJRQpUoVzjzzTC655BIqVdrwMVO33nor55133mpTVX+ooUOHctRRR1GvXr2N0t/myJFpkiRJkiRJ67HHHnvw/vvvM23aNIqLi6lbt265xfKzn/2MwsJCpk2bxj/+8Q+eeeYZrr322h/U16233kpxcfEGtVm2bNlajw0dOpQ5c+b8oFgqCpNpkiRJkiRJ61G9enWaNm1Ks2bN2GeffUp38yxvderU4e677+b2228npcSSJUs4++yzyc/Pp1WrVrzwwgtAJgF26aWX0rx5c1q0aMGQIUP405/+xJw5czjssMM47LDDAHjwwQfJz8+nefPmXH755aXnqVGjBr/73e9o2bIlEyZM4LrrrqNt27Y0b96c8847j5QSo0aNYtKkSZx++ukUFBSwePFiJk+ezKGHHkrr1q05+uij+fTTT8vlPm1MJtMkSZIkSZIqsL322otly5bxxRdfcMcddxARvPnmmzz44IP06NGDJUuWcPfdd1NUVERhYSFTp07l9NNPp2/fvtSrV48XXniBF154gTlz5nD55Zfz/PPPU1hYyGuvvcbo0aMBWLRoEe3bt2fKlCkccsgh9O7dm9dee4233nqLxYsXM2bMGE466STatGnD8OHDKSwspEqVKvTp04dRo0YxefJkzjnnHP7whz+U89368TaPNKpyVlTttPIOQdow/eeXdwSSJEmStNUYN24cffr0AaBx48bsueeezJw5k3/+85+cf/75pSPqateuvVrb1157jY4dO7LzzjsDcPrpp/Pyyy/TrVs3KleuzIknnlha94UXXmDgwIEUFxczb948mjVrxi9/+cuV+nvnnXd466236NSpE5AZHVee02M3FpNpkiRJkiRJFdj7779P5cqVqVOnzk92jmrVqlG5cmUAlixZwoUXXsikSZPYfffd6d+/P0uWLFmtTUqJZs2aMWHChJ8srvKwVU3zjIhuEZEiovGPaN/0B7Q7KyJuz34+PyLO/CHnl7Yk55xzDnXq1KF58+alZQ8//DDNmjWjUqVKTJo0qbR8/PjxtGjRgjZt2vDuu5ndb7755huOOuooli9fvsljlyRJkqTNxZdffsn5559P7969iQg6dOjA8OHDAZg5cyYfffQRjRo1olOnTvz5z39m6dKlAMybNw+A7bbbjgULFgDQrl07XnrpJb766iuWLVvGgw8+yKGHHrraOVckznbaaScWLlzIqFGjSo+V7a9Ro0Z8+eWXpcm0kpISpk2b9hPdiU1naxuZdiowLvuz3w9o3w0YA0xf9UBEVEkpLV1fBymlu37AeaUtzllnnUXv3r0588z/5JabN2/Oo48+Sq9evVaqO3jwYJ5++mmKioq46667GDx4MAMGDOCqq676QVs/S5IkSdLGUnRTl01+zsWLF1NQUEBJSQlVqlThjDPO4Le//S0AF154IRdccAH5+flUqVKFoUOHss0223Duuecyc+ZMWrRoQV5eHj179qR3796cd955HHPMMaVrp910000cdthhpJTo0qULxx133Grnr1WrFj179qR58+bsuuuutG3btvTYWWedxfnnn8/PfvYzJkyYwKhRo+jbty/z589n6dKlXHzxxTRr1myT3aufQqSUyjuGTSIiagDvAIcBT6aUGkVER+DSlFLXbJ3bgUkppaERcRNwLLAUGAs8SiaRNj/750TgHqAQOAR4EJgJXA1UBeYCp6eUPo+Is4A2KaXeEdEfWJhSGhQRPYHzsvXfA85IKa17P9r+NbeOB6YtxzrWTCsqKqJr16689dZbK5V37NiRQYMG0aZNGwC6d+/O9ddfT1FREc8//zw9e/bkqquuYuTIkT9p6JIkSZK2bjNmzKBJkyblHYY2srU818i1/dY0Mu044O8ppZkRMTciWq+tYkTsCBwPNE4ppYiolVL6JiKeAMaklEZl6wFUTSm1yX7fATgg2+Zc4PfA79YR06Mppb9k2w4Afg0MWUM855FJuvHnrtU4r3XVDb54qSK78sorOfPMM/nZz37G/fffz6WXXsqAAQPKOyxJkiRJ0lZoa0qmnQrclv08Ivt9zFrqzgeWAPdExJh11AMoOzSmPjAyIuqSGW32wXpiap5NotUCagDPrqlSSulu4G7AkWnaKhUUFPDqq68C8PLLL1O3bl1SSnTv3p28vDwGDx7MLrvsUs5RSpIkSZK2BlvFYkMRURs4HPhrRBQBlwH/BSxj5XtQDSC79lk7YBTQFfj7OrpfVObzEOD2lFI+0GtFf+swFOidrX9tDvWlrVpKiQEDBnDNNddw7bXXMnDgQHr27Mmf/vSn8g5NkiRJkrSV2CqSacBJwP0ppT1TSg1SSruTGTVWCWgaEdtERC3gCChdX61mSulp4BKgZbafBcB26zhPTeCT7OceOcS1HfBpROQBp2/oRUlbm/vuu4/OnTtTu3ZtiouLqVSpEpUqVaK4eN1LDUqSJEmStLFsLdM8TwX+Z5WyR4BTgIeAt8gk197IHtsOeDwiqpFZgO632fIRwF8ioi+ZBN2q+gMPR8TXwPNAw/XEdQ3wb+DL7M91JeqkLcqpp57Kiy++yFdffUX9+vW59tprqV27Nn369OHLL7+kS5cuFBQU8OyzmdnPxcXFDB06lLFjxwLw29/+ls6dO1O1alUeeOCB8rwUSZIkSdJWZKvZzXOL4ZppqmjWsZunJEmSJG3O3M1zy+RunluZ/IZ7lHcI0ob5W355RyBVGG/2eLO8Q5AkSdKG6l9zI/e3/gEJEcHpp5/OsGHDAFi6dCl169alffv2jBmzrj0UV/fNN9/wwAMPcOGFF/6gcNfkxRdfZNCgQRscS0WxtayZJkmSJEmStEXYdttteeutt1i8eDEA//jHP9htt91+UF/ffPMNd9555wa1SSmxfPnyH3S+DbVs2bJNcp4NYTJNkqTN3Mcff8xhhx1G06ZNadasGbfddttKxwcPHkxE8NVXXwHwyCOP0KxZMzp06MDcuXMBmDVrFt27d9/ksUuSJOmn0blzZ5566ikAHnzwQU499dTSYxMnTuTAAw+kVatWHHTQQbzzzjsATJs2jXbt2lFQUECLFi149913ueKKK5g1axYFBQVcdtllANx88820bduWFi1a0K9fPwCKiopo1KgRZ555Js2bN+fjjz9eKZ6///3vNG7cmP33359HH320tHzRokWcc845tGvXjlatWvH4448DmXWx/+u//oumTZty/PHH0759eyZNmgRAjRo1+N3vfkfLli2ZMGECkydP5tBDD6V169YcffTRfPrpp0Dm77jHHHMMrVu3pkOHDrz99ts/xa1ejck0SZI2c1WqVGHw4MFMnz6dV199lTtuE1e2AAAgAElEQVTuuIPp06cDmUTb2LFj2WOP/ywDMGTIEF577TV69epVukHH1VdfzYABA8olfkmSJG18p5xyCiNGjGDJkiVMnTqV9u3blx5r3Lgxr7zyCm+88QbXXXcdV111FQB33XUXv/nNbygsLGTSpEnUr1+fm266ib333pvCwkJuvvlmxo4dy7vvvsvEiRMpLCxk8uTJvPzyywC8++67XHjhhUybNo0999yz9HxLliyhZ8+ePPnkk0yePJnPPvus9Ngf//hHDj/8cCZOnMgLL7zAZZddxqJFi7jzzjvZYYcdmD59Otdffz2TJ08ubbNo0SLat2/PlClTaN++PX369GHUqFFMnjyZc845hz/84Q8AnHfeeQwZMoTJkyczaNCgjTpVdV1cM02SpM1c3bp1qVu3LgDbbbcdTZo04ZNPPqFp06ZccsklDBw4kOOOO660fqVKlfjuu+8oLi4mLy+PV155hV133ZV99923vC5BkiRJG1mLFi0oKiriwQcfpHPnzisdmz9/Pj169ODdd98lIigpKQHgwAMP5I9//COzZ8/mhBNOWOPfD8eOHcvYsWNp1aoVAAsXLuTdd99ljz32YM899+SAAw5Yrc3bb79Nw4YNS/v71a9+xd13313a3xNPPMGgQYOATOLto48+Yty4cfzmN78BoHnz5rRo0aK0v8qVK3PiiScC8M477/DWW2/RqVMnIDPts27duixcuJB//etfnHzyyaXtvvvuux9wJzecyTRJkiqQoqIi3njjDdq3b8/jjz/ObrvtRsuWLVeqc+WVV3LkkUdSr149hg0bxsknn8yIESPKKWJJkiT9VI499lguvfRSXnzxxdLlPQCuueYaDjvsMB577DGKioro2LEjAKeddhrt27fnqaeeonPnzvz5z39mr732WqnPlBJXXnklvXr1Wqm8qKiIbbfddoNjTCnxyCOP0KhRo5zbVKtWjcqVK5e2b9asGRMmTFipzrfffkutWrUoLCzc4Jh+LKd5SpJUQSxcuJATTzyRW2+9lSpVqnDDDTdw3XXXrVavU6dOTJ48mSeffJLHH3+czp07M3PmTE466SR69uxJcXFxOUQvSZKkje2cc86hX79+5Ofnr1Q+f/780g0Jhg4dWlr+/vvvs9dee9G3b1+OO+44pk6dynbbbceCBQtK6xx99NH83//9HwsXLgTgk08+4YsvvlhnHI0bN6aoqIhZs2YBmTXcyvY3ZMgQUkoAvPHGGwAcfPDBPPTQQwBMnz6dN99c8872jRo14ssvvyxNppWUlDBt2jS23357GjZsyMMPPwxkkm5TpkxZZ5wbiyPTJEmqAEpKSjjxxBM5/fTTOeGEE3jzzTf54IMPSkelzZ49m/3335+JEyey6667AplFXYcOHcqzzz5L165defTRRxk1ahTDhw+nZ8+e5Xk5kiRJW47+88vt1PXr16dv376rlf/+97+nR48eDBgwgC5dupSWP/TQQ9x///3k5eWx6667ctVVV1G7dm0OPvhgmjdvzi9+8QtuvvlmZsyYwYEHHghkNgMYNmxY6UixNalWrRp33303Xbp0oXr16nTo0KE0QXfNNddw8cUX06JFC5YvX07Dhg0ZM2YMF154IT169KBp06Y0btyYZs2aUbNmzdX6rlq1KqNGjaJv377Mnz+fpUuXcvHFF9OsWTOGDx/OBRdcwIABAygpKeGUU05ZbdbGTyFWZAZVMeT/Ld8HJklbqDd7rPn/xqWU6NGjB7Vr1+bWW29dY50GDRowadIkdtppp9Kya6+9lpYtW9KtWzd+/vOf8/e//51HHnmEefPmla5PIUmSpLWbMWMGTZo0Ke8wtkjLli2jpKSEatWqMWvWLI488kjeeecdqlat+pOfey3PNXJt78g0SZI2c+PHj+f+++8nPz+fgoICAG644YbVFpota86cOUycOLF0K/M+ffrQtm1batWqxejRozdJ3JIkSdLaFBcXc9hhh1FSUkJKiTvvvHOTJNI2BkemVTCOTJOkLdfaRqZJkiSpfDgybcvkyLStjP/QkiRJkiRJKj/u5ilJkiRJkiTlyGSaJEmSJEmSlCOTaZIkSZIkSVKOXDNNkiRJkiTpB8r/W/5G7S+XtdJnz57NRRddxPTp01m+fDldu3bl5ptvZvr06cyZM6d01/f+/ftTo0YNLr300o0a49bOkWmSJEmSJEkVREqJE044gW7duvHuu+8yc+ZMFi5cyB/+8AcKCwt5+umnN9q5li1bttH62pKYTJMkSZIkSaognn/+eapVq8bZZ58NQOXKlbnlllv461//yu9//3tGjhxJQUEBI0eOBGD69Ol07NiRvfbaiz/96U+l/QwbNox27dpRUFBAr169ShNnNWrU4He/+x0tW7ZkwoQJm/4CKwCTaZIkSZIkSRXEtGnTaN269Upl22+/PQ0aNODqq6+me/fuFBYW0r17dwDefvttnn32WSZOnMi1115LSUkJM2bMYOTIkYwfP57CwkIqV67M8OHDAVi0aBHt27dnypQpHHLIIZv8+ioC10yTJEmSJEnaQnXp0oVtttmGbbbZhjp16vD555/z3HPPMXnyZNq2bQvA4sWLqVOnDpAZ6XbiiSeWZ8ibPZNpkiRJkiRJFUTTpk0ZNWrUSmXffvstH330EVWqrJ7m2WabbUo/V65cmaVLl5JSokePHtx4442r1a9WrRqVK1fe+IFvQZzmKUmSJEmSVEEcccQRFBcXc9999wGZTQJ+97vfcdZZZ7HLLruwYMGCnPoYNWoUX3zxBQDz5s3jww8//Enj3pI4Mk2SJEmSJOkHerPHm5v0fBHBY489xoUXXsj111/P8uXL6dy5MzfccAOLFi3ipptuoqCggCuvvHKtfTRt2pQBAwZw1FFHsXz5cvLy8rjjjjvYc889N+GVVFyRUirvGLRhfGCSJEmSJG0CM2bMoEmTJuUdhjaytTzXyLW90zwlSZIkSZKkHJlMkyRJkiRJknJkMk2SJEmSJGktXB5ry7IxnqfJNEmSJEmSpDWoVq0ac+fONaG2hUgpMXfuXKpVq/aj+nEDgorHByZJkiRJ0iZQUlLC7NmzWbJkSXmHoo2kWrVq1K9fn7y8vFUP5bwBgcm0iscHJkmSJEmStHG5m6ckSZIkSZK0sZlMkyRJkiRJknJkMk2SJEmSJEnKkck0SZIkSZIkKUcm0yRJkiRJkqQcmUyTJEmSJEmScmQyTZIkSZIkScqRyTRJkiRJkiQpRybTJEmSJEmSpByZTJMkSZIkSZJyZDJNkiRJkiRJypHJNEmSJEmSJClHJtMkSZIkSZKkHJlMkyRJkiRJknJkMk2SJEmSJEnKUZXyDkAbpsEVT5V3CJIkSRIARTd1Ke8QJEna5ByZJkmSJEmSJOXIZJokSZKkn8SyZcto1aoVXbt2Xam8b9++1KhRo/T7kCFDaN68OZ07d+b7778HYNy4cVxyySWbNF5JknJhMk2SJEnST+K2226jSZMmK5VNmjSJr7/+eqWy4cOHM3XqVA466CCeffZZUkpcf/31XHPNNZsyXEmScmIyTZIkSdJGN3v2bJ566inOPffc0rJly5Zx2WWXMXDgwJXqppQoKSmhuLiYvLw8hg0bxi9+8Qtq1669qcOWJGm93IBAkiRJ0kZ38cUXM3DgQBYsWFBadvvtt3PsscdSt27dler27t2bAw44gGbNmnHwwQdz3HHH8eyzz27qkCVJyokj0yRJkiRtVGPGjKFOnTq0bt26tGzOnDk8/PDD9OnTZ7X6Z5xxBm+88QbDhg3jlltuoW/fvjzzzDOcdNJJXHLJJSxfvnxThi9J0jqZTJMkSZK0UY0fP54nnniCBg0acMopp/D888/TrFkz3nvvPfbZZx8aNGhAcXEx++yzz0rt5syZw8SJE+nWrRuDBw9m5MiR1KpVi+eee66crkSSpNWZTJMkSZK0Ud14443Mnj2boqIiRowYweGHH87XX3/NZ599RlFREUVFRVSvXp333ntvpXbXXHMN1113HQCLFy8mIqhUqRLFxcXlcRmSJK2RyTRJkiRJ5e6NN94AYP/99wfgtNNOIz8/n/Hjx3PMMceUZ2iSJK0kUkrlHYM2QIMrnvKBSZIkabNQdFOX8g5BkqSNJXKuaDKtgulf0wcmSZIk/VD955d3BJKkzVPOyTSneUqSJEmSJEk5MpkmSZIkScCyZcto1aoVXbt2BaBDhw4UFBRQUFBAvXr16NatGwCPPPIIzZo1o0OHDsydOxeAWbNm0b1793KLXZK06WwVybSI2CUiHoiI9yNickRMiIjjyzsuSZIkSZuP2267jSZNmpR+f+WVVygsLKSwsJADDzyQE044AYAhQ4bw2muv0atXLx544AEArr76agYMGFAucUuSNq0tPpkWEQGMBl5OKe2VUmoNnALUz7F9lZ8yPkmSJEnlb/bs2Tz11FOce+65qx379ttvef7550tHplWqVInvvvuO4uJi8vLyeOWVV9h1113Zd999N3XYkqRysMUn04DDge9TSnetKEgpfZhSGhIRlSPi5oh4LSKmRkQvgIjoGBGvRMQTwPSIaBARb0fE0IiYGRHDI+LIiBgfEe9GRLtsu3bZUW9vRMS/IqJRtvysiHg0Iv6erT8wW35ORNy6Iq6I6BkRt2zKmyNJkiQJLr74YgYOHEilSqv/E2n06NEcccQRbL/99gBceeWVHHnkkTz55JOceuqpXH/99VxzzTWbOmRJUjnZGpJpzYDX13Ls18D8lFJboC3QMyIaZo/tD/wmpbRf9vs+wGCgcfbPacAhwKXAVdk6bwMdUkqtgP8GbihzrgKgO5APdI+I3YGHgF9GRF62ztnA/60aZEScFxGTImLS3ZO/36CLlyRJkrRuY8aMoU6dOrRu3XqNxx988EFOPfXU0u+dOnVi8uTJPPnkkzz++ON07tyZmTNnctJJJ9GzZ0+Ki4s3VeiSpHKw1U1hjIg7yCTBvgc+BFpExEnZwzWBfbPHJqaUPijT9IOU0pvZPqYBz6WUUkS8CTQo0/5vEbEvkIC8Mu2fSynNz7afDuyZUvo4Ip4HukbEDCBvxTnKSindDdwNQP+a6cfeA0mSJEn/MX78eJ544gmefvpplixZwrfffsuvfvUrhg0bxldffcXEiRN57LHHVmtXXFzM0KFDefbZZ+natSuPPvooo0aNYvjw4fTs2bMcrkSStClsDSPTppEZZQZASuki4AhgZyCAPimlguyfhimlsdmqi1bp57syn5eX+b6c/yQlrwdeSCk1B34JVFtL+2Vl2vwVOIvMqLR7N/jqJEmSJP0oN954I7Nnz6aoqIgRI0Zw+OGHM2zYMABGjRpF165dqVat2mrtbr75Zvr27UteXh6LFy8mIqhUqZIj0yRpC7c1JNOeB6pFxAVlyqpnfz4LXLBimmVE7BcR2/6Ic9UEPsl+PiuXBimlfwO7k5k2+uCPOLckSZKkjWzEiBErTfFcYc6cOUycOLF0U4I+ffrQtm1b7rrrLk477bRNHaYkaRPa4qd5ZqdidgNuiYjfA1+SGXV2OfAwmSmar2d3/fwS6PYjTjeQzDTPq4GnNqDdQ0BBSunrH3FuSZIkST9Sx44d6dixY+n3F198cY316tWrx1NP/eev/CeffDInn3zyTxydJGlzECm5BFd5i4gxwC0ppefWW9k10yRJkqQfrv/88o5AkrR5ilwrbvEj0zZnEVELmAhMySmRBuQ33OOnDUoV2ps9Vtu/QpIkSZIkbUQm08pRSukbYL/yjkOSJEmSJEm52Ro2IJAE3HbbbTRv3pxmzZpx6623AnD55ZfTokULzjzzzNJ6w4YNKz0uSZIkSZJWZjJN2gq89dZb/OUvf2HixIlMmTKFMWPGMGXKFF5//XWmTp1K1apVefPNN1m8eDH33nsvF110UXmHLEmSJEnSZslpntJWYMaMGbRv357q1asDcOihhzJ69GhKSkpIKVFcXExeXh6DBg2iT58+5OXllXPEkiRJkiRtnhyZJm0FmjdvziuvvMLcuXMpLi7m6aef5quvvqJz5860atWKunXrUrNmTf7973/TrVu38g5XkiRJkqTNVqSUyjsGbYD8v+X7wLRW69rN85577uHOO+9k2223pVmzZmyzzTYrrY127rnncuGFF/L6668zduxYWrRowdVXX70pwpYkSZIkqbxFrhUdmSZtJX79618zefJkXn75ZXbYYQf22+8/G8m+8cYbpJRo1KgRDz/8MA899BCzZs3i3XffLceIJUmSJEna/LhmmrSV+OKLL6hTpw4fffQRjz76KK+++mrpsWuuuYa7776bkpISli1bBkClSpUoLi4ur3AlSZIkSdosmUyTthInnngic+fOJS8vjzvuuINatWoBMHr0aNq0aUO9evUAKCgoID8/nxYtWtCyZcvyDFmSJEmSpM2Oa6ZVMK6ZpnVZ15ppkiRJkiRprXJeM81kWsXjA5MkSZIkSdq43IBAkiRJkiRJ2thMpkmSJEmSJEk5MpkmSZIkSZIk5chkmiRJkiRJkpQjk2mSJEmSJElSjkymSZIkSZIkSTkymSZJkiRJkiTlyGSaJEmSJEmSlCOTaZIkSZIkSVKOTKZJkiRJkiRJOTKZJkmSJEmSJOXIZJokSZIkSZKUI5NpkiRJkiRJUo5MpkmSJEmSJEk5MpkmSZIkSZIk5chkmiRJkiRJkpQjk2mSJEmSJElSjkymSZIkSZIkSTkymSZJkiRJkiTlyGSaJEmSJEmSlCOTaZIkSZIkSVKOTKZJkiRJkiRJOTKZJkmSJEmSJOXIZJokSZIkSZKUI5NpkiRJkiRJUo5MpkmSJEmSJEk5MpkmSZIkSZIk5chkmiRJkiRJkpQjk2mSJEmSJElSjkymSZIkSZIkSTkymSZJkiRJkiTlyGSaJEmSJEmSlCOTaZIkSZIkSVKOqpR3ANowDa54qrxDkCRJkqRNruimLuUdgiQBjkyTJEmSJEmScmYyTZIkSZJUoTVo0ID8/HwKCgpo06bNSscGDx5MRPDVV18B8Mgjj9CsWTM6dOjA3LlzAZg1axbdu3ff5HFLqphMpkmSJEmSKrwXXniBwsJCJk2aVFr28ccfM3bsWPbYY4/SsiFDhvDaa6/Rq1cvHnjgAQCuvvpqBgwYsMljllQxmUyTJEmSJG2RLrnkEgYOHEhElJZVqlSJ7777juLiYvLy8njllVfYdddd2XfffcsxUkkViRsQSJIkSZIqtIjgqKOOIiLo1asX5513Ho8//ji77bYbLVu2XKnulVdeyZFHHkm9evUYNmwYJ598MiNGjCinyCVVRCbTJEmSJEkV2rhx49htt9344osv6NSpE40bN+aGG25g7Nixq9Xt1KkTnTp1AuC+++6jc+fOzJw5k0GDBrHDDjtw2223Ub169U19CZIqEKd5SpIkSZIqtN122w2AOnXqcPzxx/PSSy/xwQcf0LJlSxo0aMDs2bPZf//9+eyzz0rbFBcXM3ToUC666CL69evH3/72Nw455BCGDx9eXpchqYIwmSZJkiRJqrAWLVrEggULSj+PHTuWtm3b8sUXX1BUVERRURH169fn9ddfZ9dddy1td/PNN9O3b1/y8vJYvHgxEUGlSpUoLi4ur0uRVEE4zVOSJEmSVGF9/vnnHH/88QAsXbqU0047jWOOOWadbebMmcPEiRPp168fAH369KFt27bUqlWL0aNH/+QxS6rYIqVU3jFoAzS44ikfmCRJkqStTtFNXco7BElbtlh/lQxHplUwRdVOK+8QJEmStj7955d3BJIkaTPhmmmSJEmSJElSjkymSZIkST/CsmXLaNWqFV27dgXggw8+oH379uyzzz50796d77//HoAhQ4bQvHlzOnfuXFo2btw4LrnkknKLXZIkbbgKkUyLiBQRg8t8vzQi+q+nTceIOKjM96ERcdKPjKMoInb6MX2U6WvhxuhHkiRJ5eu2226jSZMmpd8vv/xyLrnkEt577z122GEH7rnnHgCGDx/O1KlTOeigg3j22WdJKXH99ddzzTXXlFfokiTpB6gQyTTgO+CEDUxkdQQOWl+lXERGRblXkiRJ2kRmz57NU089xbnnngtASonnn3+ek07K/D/cHj16lO4MmFKipKSE4uJi8vLyGDZsGL/4xS+oXbt2ucUvSZI2XEVJEC0F7gZWGwMfETtHxCMR8Vr2z8ER0QA4H7gkIgojokO2+s8j4l8R8X7ZUWoRcVm27dSIuDZb1iAi3omI+4C3gN1XOe/oiJgcEdMi4rwy5Qsj4o8RMSUiXo2IXbLlDSNiQkS8GREDytSvGxEvZ+N8q0yskiRJ2sxdfPHFDBw4kEqVMn+tnjt3LrVq1aJKlcw+X/Xr1+eTTz4BoHfv3hxwwAF89NFHHHzwwdx7771cdNFF5Ra7JEn6YSpKMg3gDuD0iKi5SvltwC0ppbbAicBfU0pFwF3Z8oKU0ivZunWBQ4CuwE0AEXEUsC/QDigAWkfEz7P19wXuTCk1Syl9uMp5z0kptQbaAH0jYsds+bbAqymllsDLQM8ycf6/lFI+8GmZfk4Dnk0pFQAtgcJVLzwizouISREx6e7J36//TkmSJOknN2bMGOrUqUPr1q1zqn/GGWfwxhtvMGzYMG655Rb69u3LM888w0knncQll1zC8uXLf+KIJUnSxlBhkmkppW+B+4C+qxw6Erg9IgqBJ4DtI6LGWroZnVJanlKaDuySLTsq++cN4HWgMZkkGsCHKaVX19JX34iYArxKZtTaijbfA2OynycDDbKfDwYezH6+v0w/rwFnZ9eAy08pLVj1RCmlu1NKbVJKbc5rXXUt4UiSJGlTGj9+PE888QQNGjTglFNO4fnnn+c3v/kN33zzDUuXLgUy00B32223ldrNmTOHiRMn0q1bNwYPHszIkSOpVasWzz33XHlchiRJ2kAVJpmWdSvwazKjv1aoBByQHYFWkFLaLaW0tsX9vyvzOcr8vLFM+33+P3v3H2dlXef///E6MaQuIlIqg7hSLQUMg5NAaCEfUIds1BRBWcUVDX+1iBrrp8QfC+pkrEiBLMXXSvkhRiqGmazSKiWShCgiu2xC6PQlZdFQUDyICO/PH3MgIH5c4MCZwcf9duM257yv93Vdr+ucPxievH+klH5aOPbeji4SET2oDfFOLIxAWwAcVDi8IaWUCq83Ao22OjWxnZTS00B34DVgQkRctJPaJUmSVI9873vf489//jM1NTVMnTqVk08+mSlTptCzZ08eeughACZOnMhZZ521zXk333wzt956KwDr1q0jIsjlcuTz+f3+DJIkac81qDAtpfQW8AC1gdpmM4HBm99EREXh5bvAoRku+wTwjc2j2SLi6Ig4cjfnHAa8nVLKR0Rb4IQM95kD/GPhdf+t6j0WWJlS+jHwE+D4DNeSJElSPfVv//ZvfP/73+cf/uEfWLVqFQMH/vVX1wULFgBw/PG1v/JdcMEFlJeXM2fOHE477bSi1CtJkvZM/HUQVf0VEWtTSpvDrqOAV4E7UkrDCzt8jgPaUTsK7OmU0pUR8XngIWATtWHbQOBXKaWHdnDNa4BLC7dbC1xI7aiyX6WUOmxVRw21a6S9C0yndgrny0AzYHhK6TfbXbcvcEZK6eKI+AxwP9AEeAS4NqXUJCIGAP8X2FC490UppVd3+mEMP6z+f2GSJEkHmuFril2BJEnat2L3XQodG0KYpq0YpkmSJO1/hmmSJB3oModpjXbfRfVJ+Wf+vtglfKwtGrCo2CVIkiRJkqQialBrpkmSJEmSJEnFZJgm1ZHVq1fTt29f2rZtS7t27Xj22Wf5zne+Q8eOHbnoor9u0nrfffcxevToIlYqSZIkSZL2lmGaVEeuueYaTjvtNP7whz+wcOFCWrZsyQsvvMBLL71E48aNWbRoEevWrePee+9l0KBBxS5XkiRJkiTtBddMk+rAmjVrePrpp5kwYQIAjRs3pnnz5mzYsIGUEvl8npKSEu68804GDx5MSUlJcQuWJEmSJEl7xZFpUh149dVXOeKII7jkkkv44he/yKWXXkoul6OqqoovfvGLlJaWcthhh/H73/+es88+u9jlSpIkSZKkvRQppWLXoD1QPrHcL6yIdrab5/z58znhhBOYM2cOXbt25ZprrqFp06bcdtttW/pceuml/PM//zMvvPACM2fOpGPHjtx00037q3RJkiRJkrRzkbWjI9OkOtCqVStatWpF165dAejbty8vvPDCluMLFiwgpcQXvvAFHnzwQR544AGWLVvG0qVLi1WyJEmSJEnaC4ZpUh1o0aIFxxxzDC+//DIATz75JO3bt99y/Oabb+a2225jw4YNbNy4EYBcLkc+ny9KvZIkSZIkae+4AYFUR8aOHUv//v354IMP+OxnP8u9994LwPTp0+ncuTMtW7YEoKKigvLycjp27Mhxxx1XzJIlSZIkSdIecs20BsY104prZ2umSZIkSZKkBi3zmmmGaQ2PX5gkSZIkSVLdcgMCSZIkSZIkqa4ZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGRmmSZIkSZIkSRkZpkmSJEmSJEkZGaZJkiRJkiRJGTUqdgHaM62vf6zYJUiSJNUbNSNOL3YJkiTpY8aRaZIkSdWPUfQAACAASURBVJIkSVJGhmmSJEk6oLz//vt86Utf4rjjjqOsrIxhw4YB8OSTT3L88cdTUVFBt27d+OMf/wjA2LFj6dChA1VVVXzwwQcAPPPMM3zrW98q2jNIkqT6yzBNkiRJB5RPfvKTPPXUUyxcuJAXX3yRxx9/nLlz5/LNb36TKVOm8OKLL3LBBRdQXV0NwJQpU3jppZf48pe/zBNPPEFKidtuu42bb765yE8iSZLqI8M0SZIkHVAigiZNmgCwYcMGNmzYQEQQEbzzzjsArFmzhpYtWwKQUmLDhg3k83lKSkq47777+NrXvkbz5s2L9gySJKn+cgMCSZIkHXA2btxIp06d+OMf/8igQYPo2rUrP/nJT6iqquLggw+madOmzJ07F4CrrrqKE044gbKyMr7yla9w1lln8cQTTxT5CSRJUn0VKaVi16A90Pr6x/zCJEmSCna3m+fq1avp3bs3Y8eO5V//9V/5zne+Q9euXRk5ciQvv/wyP/nJT7bpf+utt9KxY0dyuRyTJk3imGOOYdSoUeRyTuiQJOkAF1k7+luBJEmSDljNmjWjZ8+e/Md//AcLFy6ka9euAPTr14/f/e532/R9/fXXmTdvHmeffTajRo3i5z//Oc2aNePJJ58sRumSJKmeMkyTJEnSAeXNN99k9erVAKxbt45f//rXtGvXjjVr1rBkyRKALW1bu/nmm7n11lu3nBcR5HI58vn8/n0ASZJUr7lmmiRJkg4oK1asYMCAAWzcuJFNmzZx3nnnccYZZ/DjH/+YPn36kMvlOPzww7nnnnu2nLNgwQIAjj/+eAAuuOACysvLOeaYY/j2t79dlOeQJEn1k2umNTCumSZJkvRXu1szTZIkKaPMa6Y5Mq2BqTnogmKXIEn6OBq+ptgVSJIkSfWCa6ZJkiRJkiRJGRmmSZKkvbZ8+XJ69uxJ+/btKSsrY8yYMUDtTokVFRVUVFTQunVrKioqAJgzZw4dO3akc+fOLF26FIDVq1fTq1cvNm3aVLTnkCRJkrKql9M8IyIB308p/Uvh/XVAk5TS8Dq6/iDgsq2aGgFlQPuU0v/sxfXWppSa1EFdrYFfpZQ6fNRrSZK0PzRq1IhRo0Zx/PHH8+6779KpUycqKyv5+c9/vqXPv/zLv3DYYYcBMGrUKGbMmEFNTQ3jx49n1KhRVFdXc8MNN5DL+X98kiRJqv/q62+t64FzIuLT++LiKaVxKaWKzX+AXwJT9iZIkyTp46y0tHTL7oeHHnoo7dq147XXXttyPKXEAw88wPnnnw9ASUkJ+XyefD5PSUkJy5YtY/ny5fTo0aMY5UuSJEl7rL6GaR8CdwPf2v5ARBwREdMi4rnCn68U2hdFRLOotSoiLiq0T4qIyp3dKCK6A+cB/1x4/4mIGFm49ksRcUWhvUlEPBkRLxTuddYOrrXDPhHROiL+JyJ+HBH/HREzI+LgwrFOEbEwIhYCgz7i5yZJUtHU1NSwYMECunbtuqVt9uzZHHXUUbRp0waAoUOHctFFF/G9732Pq666ihtvvJHq6upilSxJkiTtsfoapgGMA/pHxGHbtY8BfpBS6gL0AX5SaJ8DfIXa6ZqvACcV2k8EfrejG0REM2ACMCCl9E6heSCwpnD9LsBlEfEZ4H2gd0rpeKAnMCoitt82dVd92gDjUkplwOpC7QD3AoNTSsft7IOIiMsjYn5EzL/7+Q921k2SpKJZu3Ytffr0YfTo0TRt2nRL+89+9rMto9IAKioqmDt3LrNmzeKVV16htLSUlBL9+vXjwgsvZOXKlcUoX5IkScqsXq6ZBpBSeiciJgFXA+u2OnQq0H6rHKtpRDQBZgPdgT8BPwIuj4ijgbdTSu/t5DbjgckppTlbtfUCOkZE38L7w6gNwv4M3F4YybYJOBo4Cvjfrc6NnfQBeDWl9GLh9fNA60KY1yyl9HShfTLwtR18FndTO1IPhh+WdvIskiQVxYYNG+jTpw/9+/fnnHPO2dL+4Ycf8vDDD/P888//zTkpJaqrq5k6dSqDBw/mjjvuoKamhrvuuovvfve7+7N8SZIkaY/U2zCtYDTwArWjtzbLASeklN7fumNEPE3tNMm/B24EegN9qQ3Z/kZEDACOBS7c/hC1I8We2K7/xcARQKeU0oaIqAEO2u7c/rvos36rfhuBg3f4xJIkNSApJQYOHEi7du0YMmTINsf+8z//k7Zt29KqVau/OW/SpElUVVXRvHlz8vk8uVyOXC5HPp/fX6VLkiRJe6U+T/MkpfQW8AC1Uy83mwkM3vwmIioKfZcDnwbapJReAZ4BrgOeZjsR8VngdqB/SunD7Q4/AXwzIkoKfT8fEX9H7Qi1NwohWU9qg7jtZemz9fOtBlZHRLdCU/9d9Zckqb6ZM2cOkydP5qmnnqKiooKKigpmzJgBwNSpU7eZ4rlZPp9nwoQJDBpUu1TokCFDqKqq4tprr+XKK6/cr/VLkiRJeypSqn+zBiNibUqpSeH1UcCrwB0ppeGFHT7HAe2oHVn3dErpykLfycAnUkoXRMSXqQ3Ujkgprdru+v8ftZsO/Gm7Ww+mdu21auBMakepvQmcDZQAjwJNgPnACcDXUko1m+st1PY3fQrX/lVKqUPh/tcBTQrP0wm4B0jUBoVVm/vtkNM8JUnFMHxNsSuQJEmS9qXt18Xfecf6GKZpFwzTJEnFYJgmSZKkA5th2oGqfGK5X5gkSdrnFg1YVOwSJEmS9qfMYVq9XjNNkiRJkiRJqk8M0yRJkpTZ+++/z5e+9CWOO+44ysrKGDZsGAAXX3wxn/nMZ7ZsRPHiiy8CMG3aNMrKyjjppJNYtap2Gdtly5bRr1+/oj2DJEnSR9Go2AVIkiSp4fjkJz/JU089RZMmTdiwYQPdunXja1+r3W9p5MiR9O3bd5v+Y8eO5bnnnuPhhx/m/vvvZ/Dgwdx0001UV1cXo3xJkqSPzJFpkiRJyiwiaNKkCQAbNmxgw4YNROx8iZFcLsf69evJ5/OUlJQwe/ZsWrRoQZs2bfZXyZIkSXXKME2SJEl7ZOPGjVRUVHDkkUdSWVlJ165dAbjxxhvp2LEj3/rWt1i/fj0AQ4cO5dRTT+XRRx/l/PPP57bbbuPmm28uZvmSJEkfibt5NjDu5ilJkvaHLLt5rl69mt69ezN27Fg+9alP0aJFCz744AMuv/xyPve5z/Gv//qv2/SfNGkSb731FieccAJ33nknhx9+OGPGjOGQQw7ZV48hSZKUlbt5SpIkad9q1qwZPXv25PHHH6e0tJSI4JOf/CSXXHIJ8+bN26ZvPp9nwoQJDBo0iGHDhjFx4kS6devGlClTilS9JEnS3jFMkyRJUmZvvvkmq1evBmDdunX8+te/pm3btqxYsQKAlBLTp0+nQ4cO25w3cuRIrr76akpKSli3bh0RQS6XI5/P7/dnkCRJ+ijczVOSJEmZrVixggEDBrBx40Y2bdrEeeedxxlnnMHJJ5/Mm2++SUqJiooKxo8fv+Wc119/nXnz5jFs2DAABg8eTJcuXWjWrBnTp08v1qNIkiTtFddMa2BcM02SJO0PWdZMkyRJOoBkXjMtU5gWEZ9KKa36SCWprhimSZIkSZIk1a0634BgbkQ8GBFVEZH54pIkSZIkSdKBJGuY9nngbuCfgKURcXtEfH7flSVJkiRJkiTVP3u8ZlpE9ATuA/4OWAhcn1J6dh/Uph1zmqckSZIkSVLdqvs104ALqR2ZthL4KfBLoAJ4MKX0mb2rU3vBME2SJEmSJKluZQ7TGmXs9ywwGTg7pfTnrdrnR8T4nZwjSZIkSZIkHVB2OzItIj4B3JFS+pf9U5J2w5FpkiRJkiRJdavudvNMKW0EvvyRypEkSZIkSZIOAFmneb4YEb8EHgTe29yYUnp4n1QlSZIkSZIk1UNZw7SDgFXAyVu1JcAwTZIkSZIkSR8bWcO0n6SU5mzdEBFf2Qf1SJIkSZIkSfXWbjcgAIiIF1JKx++uTfuFGxBIkiRJkiTVrcwbEOxyZFpEnEjt5gNHRMSQrQ41BT6xd7VJkiRJkiRJDdPupnk2BpoU+h26Vfs7QN99VZQkSZIkSZJUH2Wd5nlsSulP+6Ee7Z7TPCVJkiRJkupW3Uzz3MonI+JuoPXW56SUTt7pGZIkSZIkSdIBJuvItIXAeOB5YOPm9pTS8/uuNO2EI9MkSZIkSZLqVp2PTPswpfSjvSxGkiRJkiRJOiBkHZk2HHgD+AWwfnN7SumtfVaZdsaRaZIkSZIkSXUr88i0rGHaqztoTimlz+5JVaoThmmSJEmSJEl1q27DNNUrfmGSJEmSJEl1q27XTIuIi3bUnlKalPVGkiRJkiRJUkOXdQOCLlu9Pgg4BXgBMEyTJEmSJEnSx8ZeTfOMiGbA1JTSaXVfknbDaZ6SJEmSJEl1K/M0z9xe3uA94DN7ea4kSZIkSZLUIGVdM+1R/joi6hNAO+CBfVWUJEmSJEmSVB9lmuYZEf9nq7cfAn9KKf15n1WlXXGapyRJkiRJUt2q22meKaXfAn8ADgUOBz7Yu7okSZIkSZKkhitTmBYR5wHzgHOB84DfR0TffVmYJEmSJEmSVN9knea5EKhMKb1ReH8E8J8ppeP2cX36W07zlCRJkiRJqlt1vptnbnOQVrBqD86VJEmSJEmSDgiZdvMEHo+IJ4CfFd73A2bsm5IkSZIkSZKk+mmX0zwj4h+Ao1JKcyLiHKBb4dBqYEpKadl+qFHbcpqnJEmSJElS3co8zXN3YdqvgKEppUXbtZcDt6eUztzrErW3DNMkSZIkSZLqVuYwbXfTPI/aPkgDSCktiojWe1iU6kDr6x8rdgmSJEmS9rOaEacXuwRJUsHuNhFototjB9dlIZIkSZIkSVJ9t7swbX5EXLZ9Y0RcCjy/b0qSJEmSJGXRunVrysvLqaiooHPnzgC89dZbVFZW0qZNGyorK3n77bcBmDZtGmVlZZx00kmsWrUKgGXLltGvX7+i1S9JDdHuwrRrgUsi4jcRMarw57fAQOCafV+eJEmSJGlXZs2axYsvvsj8+fMBGDFiBKeccgpLly7llFNOYcSIEQCMHTuW5557jiuuuIL7778fgJtuuonq6uqi1S5JDdEuw7SU0sqU0peBW4Cawp9bUkonppT+d9+XJ0mSJEnaE4888ggDBgwAYMCAAUyfPh2AXC7H+vXryefzlJSUMHv2bFq0aEGbNm2KWa4kNTi724AAgJTSLGDWPq5FkiRJkrQHIoJevXoREVxxxRVcfvnlrFy5ktLSUgBatGjBypUrARg6dCinnnoqLVu25L777uPcc89l6tSpxSxfkhqkTGGaJEmSJKn+eeaZZzj66KN54403qKyspG3bttscjwgiAoDKykoqKysBmDRpElVVVSxZsoQ777yTww8/nDFjxnDIIYfs92eQpIZmd2umSZIkSZLqqaOPPhqAI488kt69ezNv3jyOOuooVqxYAcCKFSs48sgjtzknn88zYcIEBg0axLBhw5g4cSLdunVjypQp+71+SWqIDNMkSZIkqQF67733ePfdd7e8njlzJh06dODrX/86EydOBGDixImcddZZ25w3cuRIrr76akpKSli3bh0RQS6XI5/P7/dnkKSGyGmekiRJktQArVy5kt69ewPw4YcfcsEFF3DaaafRpUsXzjvvPH76059y7LHH8sADD2w55/XXX2fevHkMGzYMgMGDB9OlSxeaNWu2ZaMCSdKuRUqp2DVoD7S+/jG/MEmSJOljpmbE6cUuQZIOdJG1oyPTGpiagy4odgmSVL8NX1PsCiRJkiQdwFwzTZIkSZIkScrIME2S9LGwfPlyevbsSfv27SkrK2PMmDEAPPjgg5SVlZHL5Zg/f/6W/nPmzKFjx4507tyZpUuXArB69Wp69erFpk2bivIMkiRJkoqvQYRpEXFjRPx3RLwUES9GRNe9vE6PiPjyVu8nRETfjOeeHREpItpu1z6yUNvIHZzz9Yi4fm9qlSTVrUaNGjFq1CgWL17M3LlzGTduHIsXL6ZDhw48/PDDdO/efZv+o0aNYsaMGYwePZrx48cDUF1dzQ033EAu1yD++pQkSZK0D9T7NdMi4kTgDOD4lNL6iPg00HgvL9cDWAv8bi/OPR94pvBz2FbtlwPNU0obt+4cEY1SSr8Efrl3pUqS6lJpaSmlpaUAHHroobRr147XXnuNysrKHfYvKSkhn8+Tz+cpKSlh2bJlLF++nB49euzHqiVJkiTVN/U+TANKgb+klNYDpJT+svlARJwC3EntczwHfLMQuNUAnVNKf4mIzoU+FwNXAhsj4kJgcOEy3SNiCNAC+HZK6aHtC4iIJkA3oCfwKIUwLSJ+CTQBno+I7wFfA94HvgjMiYiXCnVcFRFHAeOBzxYu+82U0u8iYjpwDHAQMCaldPdH/sQkSbtUU1PDggUL6Np15wOdhw4dykUXXcTBBx/M5MmTue6666iurt6PVUqSJEmqjxrCPJWZwDERsSQifhgR/wcgIg4CJgD9Ukrl1AZq39zZRVJKNdSGWT9IKVWklGYXDpVSG5SdAYzYyelnAY+nlJYAqyKiU+GaXwfWFa7380LfVsCXU0pDtrvGXcBvU0rHAccD/11o/0ZKqRPQGbg6Ij61/c0j4vKImB8R8+9+/oOdPaIkKYO1a9fSp08fRo8eTdOmTXfar6Kigrlz5zJr1ixeeeUVSktLSSnRr18/LrzwQlauXLkfq5YkSZJUX9T7MC2ltBboRO10yjeBn0fExcAXgFcLARfARKD7Di+ya9NTSptSSouBo3bS53xgauH11ML7nXlw+ymfBScDPwJIKW1MKa0ptF8dEQuBudSOUGuz/YkppbtTSp1TSp0v77S3M1wlSRs2bKBPnz7079+fc845J9M5KSWqq6u5+eabueWWW7jjjju47LLLuOuuu/ZxtZIkSZLqo4YwzZNCOPUb4DcRsQgYACzYxSkf8teg8KDdXH79Vq9j+4MR0ZzaIKw8IhLwCSBFxP9NKaUdXO+93dxv62v3AE4FTkwp5SPiNxnqlSTthZQSAwcOpF27dgwZsv3g4Z2bNGkSVVVVNG/enHw+Ty6XI5fLkc/n92G1kiRJkuqreh+mRcQXgE0ppaWFpgrgT8DLQOuI+IeU0h+BfwJ+W+hTQ+1otv8A+mx1uXeBnc/p2bG+wOSU0hVb1fRb4CTg6T24zpPUTkMdHRGfoHattcOAtwtBWlvghD2sTZKU0Zw5c5g8eTLl5eVUVFQAcPvtt7N+/XoGDx7Mm2++yemnn05FRQVPPPEEAPl8ngkTJjBz5kwAhgwZQlVVFY0bN+b+++8v2rNIkiRJKp56H6ZRGzqNjYhm1I44+yNweUrp/Yi4BHgwIjZvQDC+cM4twE8j4jZqR7Rt9ijwUEScxV83INid84F/265tWqF9T8K0a4C7I2IgsJHaYO1x4MqI+B9qw8G5e3A9SdIe6NatGzseUAy9e/feYfshhxzCrFmztrw/6aSTWLRo0T6pT5IkSVLDEDv7h4XqqeGH+YVJ0q4MX7P7PpIkSZK0rb9Z+munHQ3TGpbyieV+YZKkA86iAY74kyRJUlFlDtPq/W6ekiRJkiRJUn1hmCZJkuqt5cuX07NnT9q3b09ZWRljxowBYOHChZx44omUl5dz5pln8s477wC1G0107NiRzp07s3Rp7d5Fq1evplevXmzatKlozyFJkqQDh2GaJEmqtxo1asSoUaNYvHgxc+fOZdy4cSxevJhLL72UESNGsGjRInr37s3IkSMBGDVqFDNmzGD06NGMH1+7L1F1dTU33HADuZy/9kiSJOmj87dKSZJUb5WWlnL88ccDcOihh9KuXTtee+01lixZQvfu3QGorKxk2rRpAJSUlJDP58nn85SUlLBs2TKWL19Ojx49ivUIkiRJOsA0KnYBkiRJWdTU1LBgwQK6du1KWVkZjzzyCGeffTYPPvggy5cvB2Do0KFcdNFFHHzwwUyePJnrrruO6urqIlcuSZKkA4kj0yRJUr23du1a+vTpw+jRo2natCn33HMPP/zhD+nUqRPvvvsujRs3BqCiooK5c+cya9YsXnnlFUpLS0kp0a9fPy688EJWrlxZ5CeRJElSQ+fINEmSVK9t2LCBPn360L9/f8455xwA2rZty8yZMwFYsmQJjz322DbnpJSorq5m6tSpDB48mDvuuIOamhruuusuvvvd7+73Z5AkSdKBw5FpkiSp3kopMXDgQNq1a8eQIUO2tL/xxhsAbNq0ierqaq688sptzps0aRJVVVU0b96cfD5PLpcjl8uRz+f3a/2SJEk68DgyTZIk1Vtz5sxh8uTJlJeXU1FRAcDtt9/O0qVLGTduHADnnHMOl1xyyZZz8vk8EyZM2DJybciQIVRVVdG4cWPuv//+/f8QkiRJOqBESqnYNWgPlE8s9wuTJB1wFg1YVOwSJEmS9PEWmTsapjU4fmGSJEmSJEl1K3OY5pppkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRoZpkiRJkiRJUkaGaZIkSZIkSVJGhmmSJEmSJElSRo2KXYD2TOvrHyt2CZIkSZIk6WOsZsTpxS6hqByZJkmSJEmSJGVkmCZJkiRJkqQ6sXr1avr27Uvbtm1p164dzz77LAsXLuTEE0+kvLycM888k3feeQeAOXPm0LFjRzp37szSpUu3nN+rVy82bdpUzMfYJcM0SZIkSZIk1YlrrrmG0047jT/84Q8sXLiQdu3acemllzJixAgWLVpE7969GTlyJACjRo1ixowZjB49mvHjxwNQXV3NDTfcQC5XfyOr+luZJEmSJEmSGow1a9bw9NNPM3DgQAAaN25Ms2bNWLJkCd27dwegsrKSadOmAVBSUkI+nyefz1NSUsKyZctYvnw5PXr0KNYjZOIGBJIkSZIkSfrIXn31VY444gguueQSFi5cSKdOnRgzZgxlZWU88sgjnH322Tz44IMsX74cgKFDh3LRRRdx8MEHM3nyZK677jqqq6uL/BS758g0SZIkSZIkfWQffvghL7zwAt/85jdZsGABf/d3f8eIESO45557+OEPf0inTp149913ady4MQAVFRXMnTuXWbNm8corr1BaWkpKiX79+nHhhReycuXKIj/RjhmmSZIkSZIk6SNr1aoVrVq1omvXrgD07duXF154gbZt2zJz5kyef/55zj//fD73uc9tc15Kierqam6++WZuueUW7rjjDi677DLuuuuuYjzGbhmmSZIkSZIk6SNr0aIFxxxzDC+//DIATz75JO3bt+eNN94AYNOmTVRXV3PllVduc96kSZOoqqqiefPm5PN5crkcuVyOfD6/358hC9dMkyRJkiRJUp0YO3Ys/fv354MPPuCzn/0s9957L5MmTWLcuHEAnHPOOVxyySVb+ufzeSZMmMDMmTMBGDJkCFVVVTRu3Jj777+/KM+wO5FSKnYN2gOtr3/ML0ySJEmSJBVNzYjTi13CvhBZOzoyrYGpOeiCYpcgSfXX8DXFrkCSJEnSAc410yRJkiRJkqSMDNMkSQe85cuX07NnT9q3b09ZWRljxowB4MEHH6SsrIxcLsf8+fO39J8zZw4dO3akc+fOLF26FIDVq1fTq1cvNm3aVJRnkCRJklQ/7JMwLSJaR8R/bdc2PCKu2815nSPirsLrHhHx5b24d01EfHpX7RHRKSJejYgvRsTXI+L6Pb3PTu7dIyJ+VRfXkiTVnUaNGjFq1CgWL17M3LlzGTduHIsXL6ZDhw48/PDDdO/efZv+o0aNYsaMGYwePZrx48cDUF1dzQ033EAu5/9DSZIkSR9n9WrNtJTSfGDz0IAewFrgd3V5j4joCDwE9EspLQAWAL+sy3tIkuqX0tJSSktLATj00ENp164dr732GpWVlTvsX1JSQj6fJ5/PU1JSwrJly1i+fDk9evTYj1VLkiRJqo+KEqZFxG+A3wM9gWbAwJTS7IjoAVwHXAVcCWyMiAuBwcAfgPHA3xcuc21KaU5EfAr4GXA08Cy73n2hHTAR+KeU0rxCLRcDnVNKV0XEBOAdoDPQAvh2SumhiMgB/w6cDCwHNgD3FI6dBowG8sAzWz1jc+Ae4LOFY5enlF6KiOHAZwrtfw98CzgB+BrwGnBmSmnDnnyekqTsampqWLBgAV27dt1pn6FDh3LRRRdx8MEHM3nyZK677jqqq6v3Y5WSJEmS6qtizlVplFL6EnAtMGzrAymlGmqDsx+klCpSSrOBMYX3XYA+wE8K3YcBz6SUyoBf8NewbUceAa5KKT2ziz6lQDfgDGBEoe0coDXQHvgn4ESAiDgI+DFwJtCJ2gBus1uABSmljsANwKStjn2O2mDu68B9wKyUUjmwDvib/WUj4vKImB8R8+9+/oNdlC5J2pW1a9fSp08fRo8eTdOmTXfar6Kigrlz5zJr1ixeeeUVSktLSSnRr18/LrzwQlauXLkfq5YkSZJUn+yrkWkpQ/vDhZ/PUxtU7c6pQPuILQPPmkZEE6A7tWEXKaXHIuLtXVzjP4FLI+KJlNLGnfSZnlLaBCyOiKMKbd2ABwvt/xsRswrtbYFXU0pLASLiPuDyrc7pU6jrqYj4VERs/pfbf6SUNkTEOpcNcwAAIABJREFUIuATwOOF9kXs4LNIKd0N3A3A8MN29tlKknZhw4YN9OnTh/79+3POOedkOielRHV1NVOnTmXw4MHccccd1NTUcNddd/Hd7353H1csSZIkqT7aVyPTVgGHb9fWHPjLVu/XF35uJFuolwNOKIxUq0gpHZ1SWruHdV1V+PnDXfRZv9XrXU0Z/SjWAxTCuQ0ppc0B2Sbq2Tp2knQgSCkxcOBA2rVrx5AhQzKfN2nSJKqqqmjevDn5fJ5cLkculyOfz+/DaiVJkiTVZ/skTCuEXCsi4mTYsn7YaWy1plgG7wKHbvV+JrVrp1G4ZkXh5dPABYW2r/G3Id7WNhX6to2IW/egljlAn4jIFUar9Si0/wFoHRGfK7w/f6tzZgP9C3X1AP6SUnpnD+4pSaojc+bMYfLkyTz11FNUVFRQUVHBjBkz+MUvfkGrVq149tlnOf300/nqV7+65Zx8Ps+ECRMYNGgQAEOGDKGqqoprr72WK6+8sliPIkmSJKnI9uUoqIuAcRHx/cL7W1JKy/bg/EeBhyLiLGpDtKsL13uJ2rqfpnaTgluAn0XEf1O78+f/v6uLppTej4ivA7+NiJXAexlqmQacAiymdgOCF4A1hWtdDjwWEXlqA7TNAeBw4J5CvXlgQOYnlyTVqW7duvHXQcDb6t279w7bDznkEGbNmrXl/UknncSiRYv2SX2SJEmSGo7Y2T8utK2IaJJSWlvYPXQe8JWU0v/u90JcM02Sdm74mmJXIEmSJKlhyrzUl+tzZferiGgGNAZuK0qQBpR/ZleblUrZLRrgCBtJkiRJkvaUYVpGKaUexa5BkiRJkiRJxbWvdvOU1EB94xvf4Mgjj6RDhw5b2t566y0qKytp06YNlZWVvP322wBMmzaNsrIyTjrpJFatWgXAsmXL6NevX1FqlyRJkiRpXzNMk7SNiy++mMcff3ybthEjRnDKKaewdOlSTjnlFEaMGAHA2LFjee6557jiiiu4//77Abjpppuorq7e73VLkiRJkrQ/GKZJ2kb37t1p3rz5Nm2PPPIIAwbUbkg7YMAApk+fDkAul2P9+vXk83lKSkqYPXs2LVq0oE2bNvu9bkmSJEmS9gfXTJO0WytXrqS0tBSAFi1asHLlSgCGDh3KqaeeSsuWLbnvvvs499xzmTp1ajFLlSRJkiRpn3JkmqQ9EhFE1O4YXFlZyfPPP8+jjz7KI488QlVVFUuWLKFv375cdtll5PP5IlcrSZIkSVLdMkyTtFtHHXUUK1asAGDFihUceeSR2xzP5/NMmDCBQYMGMWzYMCZOnEi3bt2YMmVKMcqVJEmSJGmfMUyTtFtf//rXmThxIgATJ07krLPO2ub4yJEjufrqqykpKWHdunVEBLlczpFpkiRJkqQDjmumSdrG+eefz29+8xv+8pe/0KpVK2655Rauv/56zjvvPH76059y7LHH8sADD2zp//rrrzNv3jyGDRsGwODBg+nSpQvNmjXbslGBJEmSJEkHikgpFbsG7YHyieV+YaoTiwYsKnYJkiRJkiTVF5G5o2Fag+MXJkmSJEmSVLcyh2mumSZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGVkmCZJkiRJkiRlZJgmSZIkSZIkZWSYJkmSJEmSJGXUqNgFaM+0vv6xYpcgSZIkSXusZsTpxS5BkuqEI9MkSZIkSZKkjAzTJEmSJElF1bp1a8rLy6moqKBz584A3HzzzXTs2JGKigp69erF66+/DsC0adMoKyvjpJNOYtWqVQAsW7aMfv36Fa1+SR8vkVIqdg3aA62vf8wvTJIkSVKDs6tpnq1bt2b+/Pl8+tOf3tL2zjvv0LRpUwDuuusuFi9ezPjx4+nRowczZszg4Ycf5u2332bw4MGcf/753HrrrbRp02afP4ekA1Zk7ejINEmSJElSvbM5SAN47733iKj9d24ul2P9+vXk83lKSkqYPXs2LVq0MEiTtN+4AYEkSZIkqagigl69ehERXHHFFVx++eUA3HjjjUyaNInDDjuMWbNmATB06FBOPfVUWrZsyX333ce5557L1KlTi1m+pI8Zp3k2ME7zlCRJktQQ7Wqa52uvvcbRRx/NG2+8QWVlJWPHjqV79+5bjn/ve9/j/fff55ZbbtnmvEmTJvHWW29xwgkncOedd3L44YczZswYDjnkkH32HJIOWE7zlCRJkiQ1DEcffTQARx55JL1792bevHnbHO/fvz/Tpk3bpi2fzzNhwgQGDRrEsGHDmDhxIt26dWPKlCn7rW5JH0+GaZIkSZKkonnvvfd49913t7yeOXMmHTp0YOnSpVv6PPLII7Rt23ab80aOHMnVV19NSUkJ69atIyLI5XLk8/n9Wr+kjx/XTJMkSZIkFc3KlSvp3bs3AB9++CEXXHABp512Gn369OHll18ml8tx7LHHMn78+C3nvP7668ybN49hw4YBMHjwYLp06UKzZs2YPn16UZ5D0seHa6Y1MK6ZJkmSJKkh2tWaaZJUD2ReM82RaQ1MzUEXFLsESZL23PA1xa5AkiRJqhOumSZJkiRJkiRlZJgmSZKKZvny5fTs2ZP27dtTVlbGmDFjAHjxxRc54YQTqKiooHPnzlt2dZs2bRplZWWcdNJJrFq1CoBly5bRr1+/oj2DJEmSPl7qTZgWEa0j4r+2axseEdft5rzOEXFX4XWPiPjyXty7JiI+vYP2b0TEooh4KSL+KyLOKrRfHBEtM1w3Uz9Jkj6uGjVqxKhRo1i8eDFz585l3LhxLF68mG9/+9sMGzaMF198kVtvvZVvf/vbAIwdO5bnnnuOK664gvvvvx+Am266ierq6mI+hiRJkj5GGvyaaSml+cD8wtsewFrgdx/1uhHRCrgROD6ltCYimgBHFA5fDPwX8PpuLpO1nyRJH0ulpaWUlpYCcOihh9KuXTtee+01IoJ33nkHgDVr1tCyZe3/TeVyOdavX08+n6ekpITZs2fTokUL2rRpU7RnkCRJ0sdLgwnTIuI3wO+BnkAzYGBKaXZE9ACuA64CrgQ2RsSFwGDgD8B44O8Ll7k2pTQnIj4F/Aw4GniWHe/YcCTwLrXhHCmltcDaiOgLdAamRMQ64ETg/wJnAgdTG+RdAfTZQb/2wPeBJsBfgItTSisi4upC7R8Ci1NK//iRPzBJkhqYmpoaFixYQNeuXRk9ejRf/epXue6669i0aRO/+13t/5MNHTqUU089lZYtW3Lfffdx7rnnMnXq1CJXLkmSpI+TejPNM6NGKaUvAdcCw7Y+kFKqoTY4+0FKqSKlNBsYU3jfhdpw6yeF7sOAZ1JKZcAv+GvYtrWFwErg1Yi4NyLOLNznIWpHwvUv3Gcd8O8ppS4ppQ7UBmpnbN+P2qBsLNA3pdQJuAf4buFe1wNfTCl1pDZU20ZEXB4R8yNi/t3Pf7DHH5okSfXd2rVr6dOnD6NHj6Zp06b86Ec/4gc/+AHLly/nBz/4AQMHDgSgsrKS559/nkcffZRHHnmEqqoqlixZQt++fbnsssvI5/NFfhJJkiQd6OpTmJYytD9c+Pk80DrDNU8F/j0iXgR+CTQtTNfsDtwHkFJ6DHj7b26a0kbgNKAvsAT4QUQM38l9ekbE7yNiEXAyULaDPl8AOgC/LtRzE9CqcOwlakewXUht6LZ9LXenlDqnlDpf3qlxhseWJKnh2LBhA3369KF///6cc845AEycOHHL63PPPXfLBgSb5fN5JkyYwKBBgxg2bBgTJ06kW7duTJkyZb/XL0mSpI+X+hSmrQIO366tObXTITdbX/i5kWxTVHPACYURZBUppaML0zUzSbXmpZS+B/wjtaPbthERBwE/pHbEWTnwY+CgHVwugP/eqpbylFKvwrHTgXHA8cBzEdFgpt9KkvRRpJQYOHAg7dq1Y8iQIVvaW7ZsyW9/+1sAnnrqqb9ZE23kyJFcffXVlJSUsG7dOiKCXC7nyDRJkiTtc/UmtEkprY2IFRFxckrpqYhoTu3IsDF7cJl3gaZbvZ9J7dppIwEioiKl9CLwNHABUB0RX+NvQzwKu3C2SCm9UGiqAP601X0OLbzeHJz9pTDqrS/w0A76vQwcEREnppSejYgS4PPA/wDHpJRmRcQz1IZ2TYDVe/DckiQ1SHPmzGHy5MmUl5dTUVEBwO23386Pf/xjrrnmGj788EMOOugg7r777i3nvP7668ybN49hw2pXfBg8eDBdunShWbNmTJ8+vSjPIUmSpI+PSGlnsyv3v4hoT+0Irc3h1siU0pTCsd8A16WU5kfEp4H5KaXWmzcgSCmdERGfpzbI2kRtiPY/heu1ozY4fDqldOV2GxD8DugFdEopbRkFFxHHAvcCLYH3gTeBK1NKyyKiD3A7sHljgRuB84H/pXZK6J9SSsN30O8LwF3AYYV6RgMTgFmFtgDuSymN2OmHNPyw+vOFSZKU1fA1xa5AkiRJ2pUdbU654471KUxTBoZpkqSGyDBNkiRJ9VvmMK3eTPNUNuWf2dHGo5K07y0asKjYJUiS/l97dx9kVX3nefz9behGQ4zKKKQjyRprEnlsG0EZZ1KKmZHSjkmIWLKuFokITowaE+Imgloru210MUwQ42OiomZI4kPUlFKGWUMWFkWIPIiJDwxIJMaBQUXFawLCd/+4R4KW0YPd9KWb96uK4p6ne7+n+1t9mg+/8zuSJKnmdqcHEEiSJEmSJEm7NcM0SVKbjBs3jt69ezNo0KDt65YvX85RRx3F4MGD+fznP8+rr74KVCebb2pqYtiwYaxcuRKAjRs3MnLkSLZt21aT+iVJkiRpZximSZLa5Ctf+QoPPvjg29aNHz+eK664ghUrVvClL32JK6+8EoBp06Yxe/Zspk+fzvXXXw9Aa2srkydPpq7OS5IkSZKk3Z//cpEktcnRRx9Nr1693rbumWee4eijjwbguOOO4+677wagvr6eSqVCpVKhvr6eVatWsXbtWkaMGNHRZUuSJEnSB+IDCCRJ7W7gwIHcd999jBo1ijvvvJO1a9cCMGnSJMaOHcvee+/N7bffzgUXXEBra2uNq5UkSZKk8hyZJklqdzfffDPXXnstQ4cO5bXXXqOhoQGA5uZmFi5cyNy5c1m9ejWNjY1kJmPGjOH0009n3bp1Na5ckiRJkt6bI9MkSe2uX79+zJkzB6je8vnAAw+8bXtm0trayk9/+lPOO+88pk6dypo1a5gxYwaXXXZZLUqWJEmSpFIcmSZJanfr168HYNu2bbS2tvLVr371bdtvu+02Wlpa6NWrF5VKhbq6Ourq6qhUKrUoV5IkSZJKc2SaJKlNTj31VH7961+zYcMG+vbty5QpU9i0aRPXXHMNACeddBJnnHHG9v0rlQozZ87cPnJt4sSJtLS00NDQwKxZs2pyDpIkSZJUVmRmrWvQThh862C/YZJqYsWXV9S6BEmSJEnaVaL0joZpnY7fMEmSJEmSpPZVOkxzzjRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKkkwzRJkiRJkiSpJMM0SZIkSZIkqSTDNEmSJEmSJKmk7rUuQDvn4AsfqHUJkiRJkiTtkdZc8blal6DdgCPTJEmSJEmSpJIM0yRJkiRJktpo48aNnHzyyfTr14/+/fvzyCOPcOmll3LQQQfR3NxMc3Mzs2fPBmDBggU0NTUxbNgwVq5cuf34kSNHsm3btlqehkowTJMkSZIkSWqj888/n+OPP56nnnqK5cuX079/fwC++c1vsmzZMpYtW0ZLSwsA06ZNY/bs2UyfPp3rr78egNbWViZPnkxdnVHN7s450yRJkiRJktrglVdeYd68ecycOROAhoYGGhoa/ur+9fX1VCoVKpUK9fX1rFq1irVr1zJixIiOKVhtYtwpSZIkSZLUBs8++ywHHnggZ5xxBkOGDGH8+PG8/vrrAPzgBz+gqamJcePG8fLLLwMwadIkxo4dy+WXX865557LRRddRGtray1PQTvBME2SJEmSJKkN3nzzTZYsWcLZZ5/N0qVL6dmzJ1dccQVnn302q1atYtmyZTQ2NvKtb30LgObmZhYuXMjcuXNZvXo1jY2NZCZjxozh9NNPZ926dTU+I70XwzRJkiRJkqQ26Nu3L3379mX48OEAnHzyySxZsoQ+ffrQrVs36urqmDBhAosWLXrbcZlJa2srl1xyCVOmTGHq1KlMmDCBGTNm1OI0VJJhmiRJkiRJUht89KMf5eMf/zhPP/00AA899BADBgzghRde2L7PPffcw6BBg9523G233UZLSwu9evWiUqlQV1dHXV0dlUqlQ+vXzvEBBJIkSZIkSW109dVXc9ppp7F582YOOeQQbrnlFr7+9a+zbNkyIoKDDz6YG264Yfv+lUqFmTNnMmfOHAAmTpxIS0sLDQ0NzJo1q1anoRIiM2tdg3bCwRc+4DdMkiRJkqQaWHPF52pdgnadKLujI9M6mTV7/bdalyBJ6mwufaXWFUiSJEldhnOmSZIkSZIkSSUZpkmStIdau3Ytxx57LAMGDGDgwIFcddVV27ddffXV9OvXj4EDB/Ltb38bgAULFtDU1MSwYcNYuXIlABs3bmTkyJFs27atJucgSZIkdTRv8ywhIr4P/D4zpxfLvwTWZub4Ynka8Hxm/kvJ99uUmR9+l/Uzgfsz8652K16SpL+ie/fuTJs2jcMPP5zXXnuNoUOHctxxx7Fu3Truu+8+li9fTo8ePVi/fj0A06ZNY/bs2axZs4brr7+eadOm0drayuTJk6mr8//nJEmStGfwN99yFgB/DxARdcABwMAdtv898PD7vUlEGF5KknYbjY2NHH744QDss88+9O/fn+eff57rrruOCy+8kB49egDQu3dvAOrr66lUKlQqFerr61m1ahVr165lxIgRtToFSZIkqcMZppXzMHBU8Xog8ATwWkTsHxE9gP7A0oi4MiKeiIgVETEGICJGRMT8iPgF8Lsd3zSqfhART0fE/wF6d9wpSZL0F2vWrGHp0qUMHz6cZ555hvnz5zN8+HCOOeYYFi9eDMCkSZMYO3Ysl19+Oeeeey4XXXQRra2tNa5ckiRJ6liOlCohM/8YEW9GxCeojkJ7BDiIasD2CrACOBFoBg6jOnJtcUTMK97icGBQZj77jrf+EnAoMADoQzVsu/mdnx8RZwFnAdxw4l6cNbShfU9QkrRH27RpE6NHj2b69Ol85CMf4c033+Sll15i4cKFLF68mFNOOYXVq1fT3NzMwoULAZg3bx6NjY1kJmPGjKG+vp5p06bRp0+fGp+NJEmStGs5Mq28h6kGaW+FaY/ssLwA+Azwk8zcmpnrgP8LHFEcu+hdgjSAo3c45o/Ar97tgzPzxswclpnDDNIkSe1py5YtjB49mtNOO42TTjoJgL59+3LSSScRERx55JHU1dWxYcOG7cdkJq2trVxyySVMmTKFqVOnMmHCBGbMmFGr05AkSZI6jGFaeW/NmzaY6m2eC6mOTCszX9rru7Y0SZJ2XmZy5pln0r9/fyZOnLh9/ahRo5g7dy4AzzzzDJs3b+aAAw7Yvv22226jpaWFXr16UalUqKuro66ujkql0uHnIEmSJHU0b/Ms72HgAmB1Zm4FXoqI/ajOoTaB6tfynyPiVqAX1VFn/x3o9x7vOW+HY3oDxwKzdt0pSJL0FwsWLOD2229n8ODBNDc3A/Dd736XcePGMW7cOAYNGkRDQwO33norEQFApVJh5syZzJkzB4CJEyfS0tJCQ0MDs2Z5CZMkSVLXF5lZ6xo6hYjoBrwMzMjMi4t1M4GjMvPQqP4rYypwApBAa2b+LCJGABdk5ok7vNemzPxwcczVwHHAc8AW4ObMvOuvFnLpvn7DJEk759JXal2BJEmStLuL0jsapnUug28d7DdMH8iKL6+odQmSJEmSJO2uSodpzpkmSZIkSZIklWSYJomrrrqKQYMGMXDgQKZPnw7Ad77zHZqamhg7duz2/X784x9v3y5JkiRJ0p7IME3awz3xxBP88Ic/ZNGiRSxfvpz777+f5cuXs2TJEh5//HEaGhpYsWIFb7zxBrfccgvnnHNOrUuWJEmSJKlmfJqntId78sknGT58OB/60IcAOOaYY7j33nvZsmULmUmlUqG+vp7vfe97nHfeedTX19e4YkmSJEmSaseRadIebtCgQcyfP58XX3yRSqXC7Nmz2bBhAy0tLQwZMoTGxkb23XdfHn30UUaNGlXrciVJkiRJqimf5tnJ+DRPfVDv9TTPm266iWuvvZaePXsycOBAevTo8ba50caPH8/XvvY1lixZwpw5c2hqauLiiy/uiLIlSZIkSeoIPs1TUnlnnnkmjz32GPPmzWP//ffn05/+9PZtS5cuJTM59NBDufPOO7njjjtYtWoVK1eurGHFkiRJkiTVhnOmSWL9+vX07t2b5557jp///OcsXLhw+7ZLLrmEG2+8kS1btrB161YA6urqqFQqtSpXkiRJkqSaMUyTxOjRo3nxxRepr6/nmmuuYb/99gPg3nvvZdiwYXzsYx8DoLm5mcGDB9PU1MRhhx1Wy5IlSZIkSaoJ50zrZJwzTR/Ue82ZJkmSJEnSHs450yRJkiRJkqT25si0zsdvmCRJkiRJUvtyZJokSZIkSZLU3gzTJEmSJEmSpJIM0yRJkiRJkqSSDNMkSZIkSZKkkgzTJEmSJEmSpJIM0yRJkiRJkqSSDNMkSZIkSZKkkgzTJEmSJEmSpJIM0yRJkiRJkqSSDNMkSZIkSZKkkgzTJEmSJEmSpJIM0yRJkiRJkqSSDNMkSZIkSZKkkgzTJEmSJEmSpJIM0yRJkiRJkqSSDNMkSZIkSZKkkiIza12DdkJEPAH8qdZ1qMs7ANhQ6yLU5dln6gj2mTqCfaaOYJ9pV7PH1BF25z7bkJnHl9mx+66uRO3uT5k5rNZFqGuLiN/YZ9rV7DN1BPtMHcE+U0ewz7Sr2WPqCF2lz7zNU5IkSZIkSSrJME2SJEmSJEkqyTCt87mx1gVoj2CfqSPYZ+oI9pk6gn2mjmCfaVezx9QRukSf+QACSZIkSZIkqSRHpkmSJEmSJEklGaZJkiRJkiRJJRmmdSIRcXxEPB0R/x4RF9a6HnUNEXFzRKyPiCd2WNcrIv4tIlYWf+9fyxrV+UXExyNibkT8LiJ+GxHnF+vtNbWLiNgrIhZFxPKix6YU6z8ZEY8W186fRURDrWtV5xcR3SJiaUTcXyzbZ2pXEbEmIlZExLKI+E2xzmum2lVE7BcRd0XEUxHxZEQcZZ+pPUXEocXPsbf+vBoR3+gKfWaY1klERDfgGuAEYABwakQMqG1V6iJmAse/Y92FwEOZ+SngoWJZaos3gW9l5gDg74Bzip9h9pray5+Bz2bmYUAzcHxE/B3wv4HvZ+bfAi8DZ9awRnUd5wNP7rBsn2lXODYzmzNzWLHsNVPt7SrgwczsBxxG9eeafaZ2k5lPFz/HmoGhQAW4hy7QZ4ZpnceRwL9n5urM3Az8FPhijWtSF5CZ84CX3rH6i8CtxetbgVEdWpS6nMx8ITOXFK9fo/rL2kHYa2onWbWpWKwv/iTwWeCuYr09pjaLiL7A54AfFcuBfaaO4TVT7SYi9gWOBm4CyMzNmbkR+0y7zj8CqzLz93SBPjNM6zwOAtbusPyHYp20K/TJzBeK1/8B9KllMepaIuJgYAjwKPaa2lFx690yYD3wb8AqYGNmvlns4rVT7WE68G1gW7H8N9hnan8JzImIxyLirGKd10y1p08C/wncUty2/qOI6Il9pl3nvwI/KV53+j4zTJP0njIzqf5CJ7VZRHwYuBv4Rma+uuM2e01tlZlbi9sI+lId0d2vxiWpi4mIE4H1mflYrWtRl/eZzDyc6hQv50TE0Ttu9JqpdtAdOBy4LjOHAK/zjlvt7DO1l2Iu0S8Ad75zW2ftM8O0zuN54OM7LPct1km7wrqIaAQo/l5f43rUBUREPdUg7V8z8+fFantN7a64TWUucBSwX0R0LzZ57VRb/QPwhYhYQ3XKjc9SnXPIPlO7yszni7/XU51f6Ei8Zqp9/QH4Q2Y+WizfRTVcs8+0K5wALMnMdcVyp+8zw7TOYzHwqeJpUQ1Uh0j+osY1qev6BfDl4vWXgftqWIu6gGJOoZuAJzPzX3bYZK+pXUTEgRGxX/F6b+A4qnPzzQVOLnazx9QmmTkpM/tm5sFUfxf7VWaehn2mdhQRPSNin7deAyOBJ/CaqXaUmf8BrI2IQ4tV/wj8DvtMu8ap/OUWT+gCfRbPcErEAAAEJElEQVTVEXXqDCKiheo8Hd2AmzPzshqXpC4gIn4CjAAOANYB/wO4F7gD+ATwe+CUzHznQwqk0iLiM8B8YAV/mWdoMtV50+w1tVlENFGdwLYb1f8svCMz/2dEHEJ1BFEvYClwemb+uXaVqquIiBHABZl5on2m9lT00z3FYndgVmZeFhF/g9dMtaOIaKb6MJUGYDVwBsU1FPtM7aT4T4HngEMy85ViXaf/eWaYJkmSJEmSJJXkbZ6SJEmSJElSSYZpkiRJkiRJUkmGaZIkSZIkSVJJhmmSJEmSJElSSYZpkiRJkiRJUkmGaZIkSXuQiNgaEcsi4omIuDMiPlSjOr5Rq8+WJElqC8M0SZKkPcsbmdmcmYOAzcBXyx4YEd3asY5vAIZpkiSp0zFMkyRJ2nPNB/4WICJOj4hFxai1G94KziJiU0RMi4jlwFERcUREPBwRy4v994mIbhFxZUQsjojHI+Kfi2NHRMSvI+KuiHgqIv41qr4OfAyYGxFzi32vi4jfRMRvI2LKWwVGREtx7GMRMSMi7i/W94yIm4salkbEFzv2SydJkvZUhmmSJEl7oIjoDpwArIiI/sAY4B8ysxnYCpxW7NoTeDQzDwMWAT8Dzi+W/wl4AzgTeCUzjwCOACZExCeL44dQHYU2ADik+IwZwB+BYzPz2GK/izJzGNAEHBMRTRGxF3ADcEJmDgUO3OEULgJ+lZlHAscCV0ZEz/b8GkmSJL2b7rUuQJIkSR1q74hYVryeD9wEnAUMBRZHBMDewPpin63A3cXrQ4EXMnMxQGa+ChARI4GmiDi52G9f4FNUbyNdlJl/KPZbBhwM/L93qeuUiDiL6u+njVTDtzpgdWY+W+zzk6JWgJHAFyLigmJ5L+ATwJM7+fWQJEnaKYZpkiRJe5Y3itFn20U1Qbs1Mye9y/5/ysyt7/OeAZyXmb98x/uOAP68w6qtvMvvn8UotguAIzLz5YiYSTUce7/PHJ2ZT7/PfpIkSe3K2zwlSZL0EHByRPQGiIheEfFf3mW/p4HGiDii2G+f4nbRXwJnR0R9sf7TJW6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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "df_plot = df_edu_comparison.pivot(index='Country', \n", - " columns='education comparison', \n", - " values='Percentage per countries')\n", - "df_plot.plot(kind='barh',\n", - " title='Percentage of Doctorate and Master per country',\n", - " grid=False, ax=ax)\n", - "\n", - "ax.set(xlabel=\"Percentage\", ylabel=\"Country\")\n", - "\n", - "ax.invert_yaxis() # when barh option, the bars are inverted \n", - "ax.spines['top'].set_visible(False)\n", - "ax.spines['right'].set_visible(False)\n", - "ax.spines['left'].set_visible(False) \n", - "for p in ax.patches:\n", - " if int(round(p.get_width())) > 0:\n", - " ax.annotate('{}%'.format(str(int(round(p.get_width())))), \n", - " (p.get_x() + p.get_width(), p.get_y()), \n", - " xytext=(5, -9),\n", - " textcoords='offset points')\n", - "plt.show();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Academic field for education and professional development" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alongside of question about education level we also asked the participants in which field they finished their highest level of education. \n", - "Here again the propositions were specific to each countries so the comparison is difficult despite lot of overlapping in the categories. " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# Create a column that merge all education columns\n", - "df_edu_field = df[['Year', 'Country']].copy()\n", - "\n", - "# There are numbers in some of the fields, removing them as they are not needed\n", - "def remove_digit(s):\n", - " try:\n", - " return ''.join([i for i in s if not i.isdigit()])\n", - " except TypeError:\n", - " return s\n", - "\n", - "df['Academic field'] = df['edu2. In which discipline is your highest academic qualification?'].apply(remove_digit)\n", - "columns = 'Academic field'\n", - "\n", - "prof_qual = ['edu4. List any professional qualifications you hold (eg. P. Eng, PMP, …)?']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Field of education for Australia
Physical Sciences2727.835052
Information and Computing Sciences2121.649485
Biological Sciences1515.463918
Engineering1010.309278
Mathematical Sciences88.247423
Earth Sciences88.247423
Medical and Health Sciences22.061856
Chemical Sciences11.030928
Psychology and Cognitive Sciences11.030928
Philosophy and Religious Studies11.030928
Technology11.030928
Studies in Creative Arts and Writing11.030928
Environmental Sciences11.030928
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Field of education for Australia \n", - " Physical Sciences 27 27.835052\n", - " Information and Computing Sciences 21 21.649485\n", - " Biological Sciences 15 15.463918\n", - " Engineering 10 10.309278\n", - " Mathematical Sciences 8 8.247423\n", - " Earth Sciences 8 8.247423\n", - " Medical and Health Sciences 2 2.061856\n", - " Chemical Sciences 1 1.030928\n", - " Psychology and Cognitive Sciences 1 1.030928\n", - " Philosophy and Religious Studies 1 1.030928\n", - " Technology 1 1.030928\n", - " Studies in Creative Arts and Writing 1 1.030928\n", - " Environmental Sciences 1 1.030928" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'Australia'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Field of education for Germany
Computer Science8525.83586616.6153859.220482
Physics and Astronomy7522.79635325.538462-2.742109
Geography & Environmental Sciences257.5987847.0769230.521861
Biological Sciences247.29483311.384615-4.089783
Mathematics247.2948335.2307692.064064
Electrical & Electronic Engineering185.4711252.4615383.009586
Mechanical Engineering113.3434651.5384621.805004
Geology92.7355621.8461540.889408
Materials Technology61.823708NaNNaN
History51.5197570.9230770.596680
Chemical Engineering51.5197571.2307690.288988
General Engineering51.5197570.9230770.596680
Civil Engineering41.2158050.6153850.600421
German30.9118540.923077-0.011223
Librarianship & Information Management30.9118540.923077-0.011223
Chemistry30.9118541.846154-0.934300
Economics30.9118540.3076920.604162
Philosophy30.9118540.6153850.296469
Robotics20.607903NaNNaN
Classics & Ancient History20.6079030.923077-0.315174
Linguistics20.6079030.3076920.300210
Psychology20.6079032.461538-1.853636
Medicine10.3039510.307692-0.003741
Agriculture & Forestry10.3039510.923077-0.619126
Education10.303951NaNNaN
Theology & Religious Studies10.303951NaNNaN
Art & Design10.303951NaNNaN
Communication & Media Studies10.3039510.615385-0.311433
Aeronautical & Manufacturing Engineering10.3039510.615385-0.311433
Business & Management Studies10.303951NaNNaN
Criminology10.303951NaNNaN
English10.3039510.307692-0.003741
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Field of education for Germany \n", - "Computer Science 85 25.835866 \n", - "Physics and Astronomy 75 22.796353 \n", - "Geography & Environmental Sciences 25 7.598784 \n", - "Biological Sciences 24 7.294833 \n", - "Mathematics 24 7.294833 \n", - "Electrical & Electronic Engineering 18 5.471125 \n", - "Mechanical Engineering 11 3.343465 \n", - "Geology 9 2.735562 \n", - "Materials Technology 6 1.823708 \n", - "History 5 1.519757 \n", - "Chemical Engineering 5 1.519757 \n", - "General Engineering 5 1.519757 \n", - "Civil Engineering 4 1.215805 \n", - "German 3 0.911854 \n", - "Librarianship & Information Management 3 0.911854 \n", - "Chemistry 3 0.911854 \n", - "Economics 3 0.911854 \n", - "Philosophy 3 0.911854 \n", - "Robotics 2 0.607903 \n", - "Classics & Ancient History 2 0.607903 \n", - "Linguistics 2 0.607903 \n", - "Psychology 2 0.607903 \n", - "Medicine 1 0.303951 \n", - "Agriculture & Forestry 1 0.303951 \n", - "Education 1 0.303951 \n", - "Theology & Religious Studies 1 0.303951 \n", - "Art & Design 1 0.303951 \n", - "Communication & Media Studies 1 0.303951 \n", - "Aeronautical & Manufacturing Engineering 1 0.303951 \n", - "Business & Management Studies 1 0.303951 \n", - "Criminology 1 0.303951 \n", - "English 1 0.303951 \n", - "\n", - " Percentage in 2017 \\\n", - "Field of education for Germany \n", - "Computer Science 16.615385 \n", - "Physics and Astronomy 25.538462 \n", - "Geography & Environmental Sciences 7.076923 \n", - "Biological Sciences 11.384615 \n", - "Mathematics 5.230769 \n", - "Electrical & Electronic Engineering 2.461538 \n", - "Mechanical Engineering 1.538462 \n", - "Geology 1.846154 \n", - "Materials Technology NaN \n", - "History 0.923077 \n", - "Chemical Engineering 1.230769 \n", - "General Engineering 0.923077 \n", - "Civil Engineering 0.615385 \n", - "German 0.923077 \n", - "Librarianship & Information Management 0.923077 \n", - "Chemistry 1.846154 \n", - "Economics 0.307692 \n", - "Philosophy 0.615385 \n", - "Robotics NaN \n", - "Classics & Ancient History 0.923077 \n", - "Linguistics 0.307692 \n", - "Psychology 2.461538 \n", - "Medicine 0.307692 \n", - "Agriculture & Forestry 0.923077 \n", - "Education NaN \n", - "Theology & Religious Studies NaN \n", - "Art & Design NaN \n", - "Communication & Media Studies 0.615385 \n", - "Aeronautical & Manufacturing Engineering 0.615385 \n", - "Business & Management Studies NaN \n", - "Criminology NaN \n", - "English 0.307692 \n", - "\n", - " Difference with previous year \n", - "Field of education for Germany \n", - "Computer Science 9.220482 \n", - "Physics and Astronomy -2.742109 \n", - "Geography & Environmental Sciences 0.521861 \n", - "Biological Sciences -4.089783 \n", - "Mathematics 2.064064 \n", - "Electrical & Electronic Engineering 3.009586 \n", - "Mechanical Engineering 1.805004 \n", - "Geology 0.889408 \n", - "Materials Technology NaN \n", - "History 0.596680 \n", - "Chemical Engineering 0.288988 \n", - "General Engineering 0.596680 \n", - "Civil Engineering 0.600421 \n", - "German -0.011223 \n", - "Librarianship & Information Management -0.011223 \n", - "Chemistry -0.934300 \n", - "Economics 0.604162 \n", - "Philosophy 0.296469 \n", - "Robotics NaN \n", - "Classics & Ancient History -0.315174 \n", - "Linguistics 0.300210 \n", - "Psychology -1.853636 \n", - "Medicine -0.003741 \n", - "Agriculture & Forestry -0.619126 \n", - "Education NaN \n", - "Theology & Religious Studies NaN \n", - "Art & Design NaN \n", - "Communication & Media Studies -0.311433 \n", - "Aeronautical & Manufacturing Engineering -0.311433 \n", - "Business & Management Studies NaN \n", - "Criminology NaN \n", - "English -0.003741 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'Germany'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Field of education for Netherlands
Physics and Astronomy1833.33333324.0000009.333333
Computer Science1120.37037026.666667-6.296296
Biological Sciences814.81481512.0000002.814815
Chemistry35.5555569.333333-3.777778
Civil Engineering23.703704NaNNaN
Geography & Environmental Sciences23.7037045.333333-1.629630
Electrical & Electronic Engineering23.7037041.3333332.370370
General Engineering11.851852NaNNaN
Aeronautical & Manufacturing Engineering11.851852NaNNaN
Psychology11.851852NaNNaN
Communication & Media Studies11.8518524.000000-2.148148
Art & Design11.851852NaNNaN
Chemical Engineering11.851852NaNNaN
Politics11.851852NaNNaN
Mathematics11.8518522.666667-0.814815
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Field of education for Netherlands \n", - "Physics and Astronomy 18 33.333333 \n", - "Computer Science 11 20.370370 \n", - "Biological Sciences 8 14.814815 \n", - "Chemistry 3 5.555556 \n", - "Civil Engineering 2 3.703704 \n", - "Geography & Environmental Sciences 2 3.703704 \n", - "Electrical & Electronic Engineering 2 3.703704 \n", - "General Engineering 1 1.851852 \n", - "Aeronautical & Manufacturing Engineering 1 1.851852 \n", - "Psychology 1 1.851852 \n", - "Communication & Media Studies 1 1.851852 \n", - "Art & Design 1 1.851852 \n", - "Chemical Engineering 1 1.851852 \n", - "Politics 1 1.851852 \n", - "Mathematics 1 1.851852 \n", - "\n", - " Percentage in 2017 \\\n", - "Field of education for Netherlands \n", - "Physics and Astronomy 24.000000 \n", - "Computer Science 26.666667 \n", - "Biological Sciences 12.000000 \n", - "Chemistry 9.333333 \n", - "Civil Engineering NaN \n", - "Geography & Environmental Sciences 5.333333 \n", - "Electrical & Electronic Engineering 1.333333 \n", - "General Engineering NaN \n", - "Aeronautical & Manufacturing Engineering NaN \n", - "Psychology NaN \n", - "Communication & Media Studies 4.000000 \n", - "Art & Design NaN \n", - "Chemical Engineering NaN \n", - "Politics NaN \n", - "Mathematics 2.666667 \n", - "\n", - " Difference with previous year \n", - "Field of education for Netherlands \n", - "Physics and Astronomy 9.333333 \n", - "Computer Science -6.296296 \n", - "Biological Sciences 2.814815 \n", - "Chemistry -3.777778 \n", - "Civil Engineering NaN \n", - "Geography & Environmental Sciences -1.629630 \n", - "Electrical & Electronic Engineering 2.370370 \n", - "General Engineering NaN \n", - "Aeronautical & Manufacturing Engineering NaN \n", - "Psychology NaN \n", - "Communication & Media Studies -2.148148 \n", - "Art & Design NaN \n", - "Chemical Engineering NaN \n", - "Politics NaN \n", - "Mathematics -0.814815 " - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'Netherlands'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, country=country, category='Professional qualification', columns=prof_qual)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Field of education for New Zealand
Computer Science1129.729730
Biological Sciences718.918919
Physics and Astronomy410.810811
Mathematics410.810811
Business & Management Studies25.405405
Mechanical Engineering25.405405
Electrical & Electronic Engineering25.405405
General Engineering12.702703
Civil Engineering12.702703
Chemical Engineering12.702703
Chemistry12.702703
Geography & Environmental Sciences12.702703
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Field of education for New Zealand \n", - "Computer Science 11 29.729730\n", - "Biological Sciences 7 18.918919\n", - "Physics and Astronomy 4 10.810811\n", - "Mathematics 4 10.810811\n", - "Business & Management Studies 2 5.405405\n", - "Mechanical Engineering 2 5.405405\n", - "Electrical & Electronic Engineering 2 5.405405\n", - "General Engineering 1 2.702703\n", - "Civil Engineering 1 2.702703\n", - "Chemical Engineering 1 2.702703\n", - "Chemistry 1 2.702703\n", - "Geography & Environmental Sciences 1 2.702703" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'New Zealand'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Field of education for South Africa
Computer Science1045.4545455.26315840.191388
Biological Sciences418.181818NaNNaN
Mathematics313.636364NaNNaN
Business & Management Studies14.545455NaNNaN
Psychology14.545455NaNNaN
Communication & Media Studies14.545455NaNNaN
Economics14.5454555.263158-0.717703
Physics and Astronomy14.54545563.157895-58.612440
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Field of education for South Africa \n", - "Computer Science 10 45.454545 5.263158 \n", - "Biological Sciences 4 18.181818 NaN \n", - "Mathematics 3 13.636364 NaN \n", - "Business & Management Studies 1 4.545455 NaN \n", - "Psychology 1 4.545455 NaN \n", - "Communication & Media Studies 1 4.545455 NaN \n", - "Economics 1 4.545455 5.263158 \n", - "Physics and Astronomy 1 4.545455 63.157895 \n", - "\n", - " Difference with previous year \n", - "Field of education for South Africa \n", - "Computer Science 40.191388 \n", - "Biological Sciences NaN \n", - "Mathematics NaN \n", - "Business & Management Studies NaN \n", - "Psychology NaN \n", - "Communication & Media Studies NaN \n", - "Economics -0.717703 \n", - "Physics and Astronomy -58.612440 " - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'South Africa'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Field of education for United Kingdom
Physics and Astronomy8134.46808528.1632656.304820
Computer Science5623.82978726.938776-3.108988
Biological Sciences2811.9148946.1224495.792445
Mathematics187.6595747.755102-0.095528
Chemistry125.1063836.530612-1.424229
Geography & Environmental Sciences114.6808514.0816330.599218
Electrical & Electronic Engineering62.5531913.265306-0.712115
Geology41.7021281.2244900.477638
General Engineering41.7021281.2244900.477638
Sociology20.851064NaNNaN
Medicine20.8510640.8163270.034737
English20.851064NaNNaN
Mechanical Engineering20.8510641.632653-0.781589
Aeronautical & Manufacturing Engineering20.8510640.8163270.034737
Civil Engineering10.4255322.448980-2.023448
History10.4255320.4081630.017369
Robotics10.4255320.4081630.017369
Theology & Religious Studies10.4255320.4081630.017369
Materials Technology10.4255321.224490-0.798958
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Field of education for United Kingdom \n", - "Physics and Astronomy 81 34.468085 \n", - "Computer Science 56 23.829787 \n", - "Biological Sciences 28 11.914894 \n", - "Mathematics 18 7.659574 \n", - "Chemistry 12 5.106383 \n", - "Geography & Environmental Sciences 11 4.680851 \n", - "Electrical & Electronic Engineering 6 2.553191 \n", - "Geology 4 1.702128 \n", - "General Engineering 4 1.702128 \n", - "Sociology 2 0.851064 \n", - "Medicine 2 0.851064 \n", - "English 2 0.851064 \n", - "Mechanical Engineering 2 0.851064 \n", - "Aeronautical & Manufacturing Engineering 2 0.851064 \n", - "Civil Engineering 1 0.425532 \n", - "History 1 0.425532 \n", - "Robotics 1 0.425532 \n", - "Theology & Religious Studies 1 0.425532 \n", - "Materials Technology 1 0.425532 \n", - "\n", - " Percentage in 2017 \\\n", - "Field of education for United Kingdom \n", - "Physics and Astronomy 28.163265 \n", - "Computer Science 26.938776 \n", - "Biological Sciences 6.122449 \n", - "Mathematics 7.755102 \n", - "Chemistry 6.530612 \n", - "Geography & Environmental Sciences 4.081633 \n", - "Electrical & Electronic Engineering 3.265306 \n", - "Geology 1.224490 \n", - "General Engineering 1.224490 \n", - "Sociology NaN \n", - "Medicine 0.816327 \n", - "English NaN \n", - "Mechanical Engineering 1.632653 \n", - "Aeronautical & Manufacturing Engineering 0.816327 \n", - "Civil Engineering 2.448980 \n", - "History 0.408163 \n", - "Robotics 0.408163 \n", - "Theology & Religious Studies 0.408163 \n", - "Materials Technology 1.224490 \n", - "\n", - " Difference with previous year \n", - "Field of education for United Kingdom \n", - "Physics and Astronomy 6.304820 \n", - "Computer Science -3.108988 \n", - "Biological Sciences 5.792445 \n", - "Mathematics -0.095528 \n", - "Chemistry -1.424229 \n", - "Geography & Environmental Sciences 0.599218 \n", - "Electrical & Electronic Engineering -0.712115 \n", - "Geology 0.477638 \n", - "General Engineering 0.477638 \n", - "Sociology NaN \n", - "Medicine 0.034737 \n", - "English NaN \n", - "Mechanical Engineering -0.781589 \n", - "Aeronautical & Manufacturing Engineering 0.034737 \n", - "Civil Engineering -2.023448 \n", - "History 0.017369 \n", - "Robotics 0.017369 \n", - "Theology & Religious Studies 0.017369 \n", - "Materials Technology -0.798958 " - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'United Kingdom'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, country=country, category='Professional qualification', columns=prof_qual)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Field of education for United States
Physics and Astronomy4430.34482814.11042916.234398
Computer Science3826.20689725.1533741.053522
Biological Sciences149.65517214.723926-5.068754
Mathematics138.9655175.5214723.444045
Electrical & Electronic Engineering64.1379313.0674851.070446
Geography & Environmental Sciences42.7586210.6134972.145124
Materials Technology21.379310NaNNaN
Geology21.3793102.453988-1.074677
Economics21.379310NaNNaN
Philosophy21.379310NaNNaN
Mechanical Engineering21.3793104.294479-2.915168
Chemical Engineering21.3793101.840491-0.461180
History21.379310NaNNaN
Music21.3793100.6134970.765813
Chemistry21.3793108.588957-7.209647
Politics10.6896550.6134970.076158
Business & Management Studies10.6896550.6134970.076158
Civil Engineering10.6896551.226994-0.537339
Education10.689655NaNNaN
Linguistics10.6896550.6134970.076158
Accounting & Finance10.689655NaNNaN
East & South Asian Studies10.689655NaNNaN
Psychology10.6896551.226994-0.537339
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Field of education for United States \n", - "Physics and Astronomy 44 30.344828 14.110429 \n", - "Computer Science 38 26.206897 25.153374 \n", - "Biological Sciences 14 9.655172 14.723926 \n", - "Mathematics 13 8.965517 5.521472 \n", - "Electrical & Electronic Engineering 6 4.137931 3.067485 \n", - "Geography & Environmental Sciences 4 2.758621 0.613497 \n", - "Materials Technology 2 1.379310 NaN \n", - "Geology 2 1.379310 2.453988 \n", - "Economics 2 1.379310 NaN \n", - "Philosophy 2 1.379310 NaN \n", - "Mechanical Engineering 2 1.379310 4.294479 \n", - "Chemical Engineering 2 1.379310 1.840491 \n", - "History 2 1.379310 NaN \n", - "Music 2 1.379310 0.613497 \n", - "Chemistry 2 1.379310 8.588957 \n", - "Politics 1 0.689655 0.613497 \n", - "Business & Management Studies 1 0.689655 0.613497 \n", - "Civil Engineering 1 0.689655 1.226994 \n", - "Education 1 0.689655 NaN \n", - "Linguistics 1 0.689655 0.613497 \n", - "Accounting & Finance 1 0.689655 NaN \n", - "East & South Asian Studies 1 0.689655 NaN \n", - "Psychology 1 0.689655 1.226994 \n", - "\n", - " Difference with previous year \n", - "Field of education for United States \n", - "Physics and Astronomy 16.234398 \n", - "Computer Science 1.053522 \n", - "Biological Sciences -5.068754 \n", - "Mathematics 3.444045 \n", - "Electrical & Electronic Engineering 1.070446 \n", - "Geography & Environmental Sciences 2.145124 \n", - "Materials Technology NaN \n", - "Geology -1.074677 \n", - "Economics NaN \n", - "Philosophy NaN \n", - "Mechanical Engineering -2.915168 \n", - "Chemical Engineering -0.461180 \n", - "History NaN \n", - "Music 0.765813 \n", - "Chemistry -7.209647 \n", - "Politics 0.076158 \n", - "Business & Management Studies 0.076158 \n", - "Civil Engineering -0.537339 \n", - "Education NaN \n", - "Linguistics 0.076158 \n", - "Accounting & Finance NaN \n", - "East & South Asian Studies NaN \n", - "Psychology -0.537339 " - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'United States'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Field of education for World
Biological Sciences1018.518519
Physics and Astronomy1018.518519
Computer Science916.666667
Mathematics611.111111
Geography & Environmental Sciences35.555556
Psychology23.703704
Education23.703704
Electrical & Electronic Engineering23.703704
Pharmacology & Pharmacy11.851852
Librarianship & Information Management11.851852
Geology11.851852
Medicine11.851852
Business & Management Studies11.851852
Chemical Engineering11.851852
Chemistry11.851852
Accounting & Finance11.851852
Marketing11.851852
History of Art, Architecture & Design11.851852
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Field of education for World \n", - "Biological Sciences 10 18.518519\n", - "Physics and Astronomy 10 18.518519\n", - "Computer Science 9 16.666667\n", - "Mathematics 6 11.111111\n", - "Geography & Environmental Sciences 3 5.555556\n", - "Psychology 2 3.703704\n", - "Education 2 3.703704\n", - "Electrical & Electronic Engineering 2 3.703704\n", - "Pharmacology & Pharmacy 1 1.851852\n", - "Librarianship & Information Management 1 1.851852\n", - "Geology 1 1.851852\n", - "Medicine 1 1.851852\n", - "Business & Management Studies 1 1.851852\n", - "Chemical Engineering 1 1.851852\n", - "Chemistry 1 1.851852\n", - "Accounting & Finance 1 1.851852\n", - "Marketing 1 1.851852\n", - "History of Art, Architecture & Design 1 1.851852" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Set up variables\n", - "country = 'World'\n", - "category = 'Field of education'\n", - "result = count_diff(df, columns, country, category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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GA4/LR8AXnOziKK4yzg4XvT3eqO1aWKOj2UkoEMJ4nfdVo0Vqkua6jpj7el0+nO0uZZyIQUNVG0/+cOu4DBMAC1fNxq4mSQrFhNNS3xnTg9bb66erzUXe7MxJKJViIpgWxomxEg5rhL0afm8w4tbaDDvPYbGZSc1MpHhBHrf+yUqWrCkhKTUBMUMFtbSwhs8TwOcJ4Gx3UX2+iWO7zmOxmknJcJA3O5P1W8pYtqGUzLxUTOaZF9fr7HDT1tA1JuOE3xsYk+u54lojMFli122D0aBcn6cgDz62iTsfXkswEO53pXY7Pbi6e3E5vVSdbeDYrvMEA7E9ohTTC6NpeAFPs9U8Y/vwKzFc22UwGDBbVbs2FL83wM6Xj1A1wF28D5PZSG5RBkvXzWXu0gJSsxKxxVnRNK1/DNVa30l9RSuN1W0sXTcXa9z1twimuL6RUuLu9uD36kZ/a5yF+MS4KSU8PNx4TRiEGq9Nc2bk2wv4gjTXdtBc18Hx3edZdetCPvrF25izpADjNFMuv5oE/EFa6jtpqe/k5L6LFC3I5c6H17Lh7mUkpc4sccCAL0jN+aYxiVr5PAGqlXFiymO2mCicm40QMFSOIKcoXQliTjGEEKRnJ5OenTxIP0JKCfr/OLi9nDOHqpRx4johIzeF5PSEqBCFuHgrBSWZakAaA4NRMKs0ByFElM5KdkGq8pqIgbPdxd6tJwmHBmcCMpoMbLhnGZ/88l1kF6RFsgIMPldKiZS6x0rAF8RkuTpZpRSKq0nAF+SpH7/FhRO1AKy6dSEPfP6WKRXaOqs0B6PJiDakf8/MTSE9N3mSSqWYCGb2TFzq7j+73zjOj7/2NAe2nbqs4NFMJhQMc+lkHb/+ziv89BvPcOFE7YwS/Qz4g1SfaxyTiF53p5uWuuH1JhRTA6PJwIqb51O2vhSb3YIQYLaaKCzN5v7P3awMl1MYIUT/fwaDnkpMTykmoiYPiulLcnoCt3/0BjJyU/RUsAaBI9nOxnuXU7a+VE0CYyCEYMnaEm7YtAhbvFVv1ywm8mZncv/nbyHOPrEZj64Hqs810hIjxG/u0gIe/tJm8mdn6ml4DWJQ29PX/hiNeqpru8OGxTpztLsU1w/tTU4OvH2a8oOVlB+spKGyFS08+rTdV5MFK4pYd9dS4hKsCKGnxs4uTOOBL9xCUmr8ZBdPMQ6m9TJDfGIcRfNzYk4atLAk4A/i8wToanfhdnqGnVhKTVJ5poHffO9V7IlxLLmx5LqciBiMBkqW5GMbEJMrpSQU1PB5/bidXpztrsuuMnrcPvZtPUlDZRuPfuMeVt++aEZ0vKFgmIbqdnyewKjTV9ZdbMHvDVylkikmCiEEecWZ/Pl3Psahd8tpru0gOd3B6tsWUrwgd7KLp1DMeAwGA7d/5Aay8lM5tb+CgD/I7IV5rL5tIYkpajAaCyEEmbkpPPbtj7J/2ykaqtpwpMSz8pb5zF1SqEJhYlBxpiFqHGQwCG68Ywk5s9InqVQKxbXj4qk6XE7PZBfjsqRkJvKFv3uAJTeWUHepBXuCjWUbSlmwslillZ7mTGvjROHcLL70vYewO6LFhjRNEgqGCPpDuHu8tNR1cmLvBU7tu0RbY1dMD4n6ilae/slbZOWnXpcdkM1u4fPfup/c4oz+bVJKtLBGwB/C1+vH2emm9kITJ/deoqK8Hme7OypLiqZJqs818stvv0QwGGbNpkWYzNO6KkVhtphwpMTT2dLdv62j2UlHczf5c0YnslN1dvBAx2w1YTIb8br9E1ZexcRgMAjy52SO+h0rFIprg81uYdWtC1l168LJLsq0QRgEmfmp3Pe5mye7KNOC5poOwkPGiPFJdorm581IzS3FzCIc1jh/rAbPFE813RfaefenNkx2URQTzLSeUZotJlKzEklIsl/2OCklC1YUsXbzEhoqW3njD3t4/7VjuLujVb/PHa1h1ytH+diff+i6W1EwCEFyhoP0nOFjsaSULFtfyh0fX0vN+SZ2vHiYA9tP09HcHXVsfWUrv/3+aziS7CxZW3JdeVDY4i2ULM7nWFdvv2Ghs7WH9mbnqCauoWCY2ovNgww8BSVZaGGN6nNKh0KhUCgUiqlCX+pvbUgWgITEOJLTE66rcY5CEYueDjc1F5qiNFcUimvF9Re7EAMhBAajgbh4KyVLCvjC3z3AQ3+5GUdytFHD7w2w/+3TtDXGTil5vSOErnLrSLazeM0c/vTvH+Cv/vUhltxYEr1iIPX88k/88E2aazvGpMcwVZGaJCXDMUgEsSeiHTGauLvO1h7am5yDBBaLF+QOqzivUCgUCoVictDCGkF/dGir2WK67lOqKxRSSlobOqm71DLZRVHMYGbkDMmeYOOOh9Zw+0dvwGiKfgQNla1Unmm4ribbY8Vmt7Li5gU89s8fZfVtC2N6k5w9Ws0bf9iDz3P96CqEQxqJqfEkpzv6t2lhSX1FCwF/cMTXaa3vxNnu7v/bYBQUzs3WUwkoFArFpCFALQIrFIPQNIkmoxcg+kR2FYrrGU2T1Fe2DQppViiuNTO2pU1IsnPHx9cM0l/ow+X0UHWuUWXuiGA0Gpg1L4dHv3kfZevmRhkogv4Q2/94gPPHqpHa9THrDoc14uJtZOalDFL7rz7biG+E4pZSSpprO+jucPVvS0pNILswTaU2VCgUk4oQKBd1hSIW18cwRqEYNUF/kLNHqtDC6iNQTB7TWnNiPAihr2DPWZRPQ0VrVHxhY1Ubfm9gQvOmSylxOz10tvbg7vbi9wUIhzSEEFisJuISrCSlJZCc7sBiNU/YfScCIQR5szP4+F98iObaDpprOwbtd7a7efeFw8xbXjTqbBZTES2sEQqEKCzN5uC75YQCuqGqvrIVr9tPcprjClfQjTYNVa0EBriIpmUnkZaVdNWME1JK/N4gXW099HT14nX7CQVDSMBkMmKzW3Ak20nJSMTusF2zyUkwEKKztYfuDhcel49QMKyHEFlNJCTZSc1MJDE1HoNhxtpLr0g4rOHq6qW7043H5cPvDRAKaUhNw2A0YjIbsNjM2BNsxDvicKTEY7VNfDsipSQcCtPd2Yurq1cviy8YMeZKDEZDvwt0QpKdpNR47I44DNeZhs90RxhEzO9N0yS9PV46W7pxOT34fUG0sIbRZMBmt5KUGk9qVlIk3a56p8FAiO4ON90dbjxuHwF/EC0sMRoNWOLMJCTGkZKZiCM5Xn0DQ5BSEvSH6GjpHtxfSTCZ9f6qr3+wJ9iuug6YFtbw9vqnbKx9KBimu8OFs0PvA/rqmsEosNosJCTFkZzhIDFl6vSlUko8Lh+drT24nL34vAHCQQ2DQe//7Qk2EpLtpKQ7sNgmJu2qlJJel4+m6jZcTg9Sk9gdNjLzUknJcAwbVqtpEme7i5a6DnpdPoTQPa3Tc5JJy0qa0HDccCiMy+np7899ngChUBikxGAwYLKYsMaZiXfEkZSWQEJS3FV/p1JKujvcnD9Wc1XvMxPQwhruHi89nW7cPV78ngChYBhN03QvLJMRS6T+2x02EpPjsV7FPlXTNDwuHz2dvf39eigYIhzSMBgFJpOx/3uMT4wjIck+qX38jDVOABhNRkqXFbJ360kCvsGu+p0t3WOeQBqMhv4XKqUkFAhTV9HCwe2nOXeshqaadpztrkhHHMZgEFjtFhxJdtJzkskvyWLFTfNYum6u3slMEVdCg8HA4jUl3PaR1Tz1o60MjXo59v55qs42sHDV7Mkp4ASihTW8ngALVhVhtpj6jRMup4emmvYRZXPx9vqpudA8aFtGbiqJqQkTmi9aTwcbpr3JydFd5yg/pOek7mrpwdXtIeAPIaXEYjFhT4wjNcNBdmE681cUsWLjfPJLMjFbTBPaCEkpQerP4PTBCg69U07l2UbaGrpwOXsJ+EMIIbDZzSSnf1CeNZsWUTQ/F5PZGNGKEZgnSB3d5wnw3kuHR9/xClh92yLW3bl0QsoxUvreq7PdzZnDlZw5VElDVSvtTfpAXjfyhNDCEpPZiMliJM5uxZFsJyktgfScFArnZjFnSQEli/OJd8RhshhH/Z71jD6SgD9AY1U7Z45UUXm6nqbaDjpbu3UDhduvt5cSjCYDVpsZe2RQlZ6TTNGCXMrWzqW0rBBbvGXKDJxnMgaDoT+sUTc4abTUdbBv2ynKD1TQWNNOV5sLb6+PcEjDbDZiT4wjPTuZgpIslt80jxUb55GSkYgwiAlpPxqq2tj6xF7c3aNLYZeUlsCdn1hHdmHauMtwJfoyXHV3uDl9oIITey9SX9FCW6NTn3x5AoTDGiaTkbh4K0npCWQXpDFncT6rblnAnMX5WG2WCZtoB3xB9m49yYk9F0Z97rINpay/exmmCUy7d+z9c+x761S/boPJYuK2P1nFgpXFgP78pCbp7nRzbNd5ju0+T92lFjpaunE7P+ivzBYT8Q4bKRmJZM9KY/7yItZsWkzOrHTM1tEPXaWUBHxBgsEwXpeP7k43zg63Ptlv141LPV1uXE4PNReixarbm5387t9fJ8ERN6L72eKtbProDcxZnD/qsg4ssxaW9HS5KT9YyYk9F6i71EJbYxc9XR58Hj/hiOEwLt5GcloCWQWpzFmUz8pbFkRSx1snrK553D7e+P0eGipb+7dlF6Zx3+dujlqUCgXDtDV0sf/tU5QfqqSxqo2uNhcet49gIKQb72xmElPiSYmMSWYvymPp2rkUL8i97MLgnjdOcOz98/1C4ytvXcCaTYsxmY1oYY0LJ2p57bfvc/pgJV1tPWhhSVJqPAVzs7n5vuXcdM9y4hPjBo3TfZ4A+946yTvPH6L6bCPdnW6EEDiS7eSXZLFm02Ju+/AqkjMcY2rr+rLitdR1cPZoNZdO1tJU20FHc19/7iUYqft9E9e4BBtJqXofWjA3i7K1c5m/sph4h23MbW5f+xUKaYRDYdzdHppqOmiobKWxqo26Sy3UXmyOOu/M4Sr+8++fG1VbYTAZWH3rQm68Y8moyxkKhjn0bjkHt5eP+twFq4q5+f6VV2Vx5nKEgvrzPHe0mvJDldRebKa9yakbrl0+Av5Qv6G/z/iUmBxPYmo86dnJ5M3JpGRxPiVLCkhKTcBsHd+4vM8gUVHewMm9F6g800hHszPSr/sJ+PVFJaPRgNlqwmoz40iOJzk9gdTMJArmZlNaVkjxglwSU+Mxm03XLFHEjDZOAKRlJceMI/SMw3putZkRBoGUkrZGJ+88d5B3XzhMa0NnlBEEIBzWLcsel4+W+k7OHKli39aTzC0r5L5HN1K2bu6UEWIymgysv6uMnS8foaGybdC+7g43h949w7xls6Z9jmFN0wcyBXOyiYu39qf9DAVCVJ9rZMXG+Ve8hrfXR92ARt5sMVFQktl//YlAapKWhk52v3acHS8dprmmA2+vL8pwBOD3BfH7gnS19lBR3sDh986y9am9rL+rjFs/vIrC0uwJmzRKTXLhRC2v/GYXJ/ZcwNnhjmmQ6e0J09vjo6GyjZP7LvLeS4e55YFVbHrwBrIL0iID/OhUwWMhGAhxYu9F3nvpyKjPTU53XFPjRDgUprG6nX1vnWT368dprtVXcoYzagUDIYKBEF63n87Wnv7tfZ4UmXkpbLxvBQ98/uYRf5t9xpHm2g7OHa1i31unqDzTQE9XL77ewLCaPKFgmFAwTK/LR1tjF5dO1XHkvbNse3o/C1cWcdcj61m8Zs6U8w6baRhNhv660NPVy65Xj/HmH/bQVNMeUz8o4A8RaHPhbHNRcbqOQ++WM2dRPvd97maW3zRvQjzmnG097HjpcMzsUJcje1YaazcvvSbGCWe7i8M7zrLtmf3UXmjG3e2J2Z73fZM9Xb3UXWzh+O7zvPv8IZbdNI/ND61l7tKCCfHMDIXCnDlcydan9o36XEuchbV3LoUJ7K+rzzXx9rMH+uuQ2WIiPSep3zgR8Ac58t45XvnNTipON9Db44nZXwV8QQK+IF1tLirPNHDkvXNs/+NBbv/oajY9uIaUUU4SA/4QT/xwK0feO4u3Vzem6m1ViGAg3L+KOBxup4fdrx0f8f0SU+JZcmPJuIwT3R1uju46x1tP76f6XKNe12K424cCYVwB3ZOt7lILx3df4N0XDrN03Vzu/MRaSssKJ6S9DfiCHNgscQrBAAAgAElEQVR+mtMHKvq3zV6Yxy0PrOz//qWUuJwe3n/tGG/8YQ+NVW0x25OQpvcTHpeP5toOzh6pZu/Wk2TlH+Bvf/l5Ckqyhi3HhRM1bHtmf/8CYsAfomxdKfGJNo7uOs+vvvMydZeaBz2rztYeOlt7qDrTQH1FKw996Q4cyfH9nh0v/nIHbzyxl64B/SdAV5uLrjYXF0/UUn2ukU//77vJyE0Z0fPqMwS0NnRx/lgN+98+xYXjtXR3uvH2+ocNg+7rQz1uPx3N3Xr933mWd54/RMnifLY8sp5lG8bW5tZdauHk3ovUXGim/lILrY1deHv9+D2Bfm/uWDRWtdFY1RZz33CYzEZS0h1jMk5oYY2LJ+vG1K6FQmHWbym7ZsYJLazR3tzNge2nef/Vo9RebKG3xzusNEDf+/X1+ukeoElntuge9KmZSazZtIgHH9tEfOLIjKEDkVLqC4P7K3jrmX2cO1KNy+kZdsG971v0uv042939Yqhma8RAnJnEipvmsfq2hZQum3VNvONnvHHC7ojtKqiFtJgd5kiw2a0IIag538Tv//0N9r99elQr5VLTU1kdee8sVWcbefCx29nyyPoJX90eC3p4Ryarb1tEY/XOQY1rMBDizOEqutpdpGcPn650uhDwB4lPtJFXnEFni95hBQMhqs81IaW84rtob+4eNMi22MzMXpRPMBAat9iqlBJNk5zef4lnf76d43sujNobw+8N0FDZxh9/8Q7H3r/Aw3+9mZU3zx/XIKZvQntwezm/+/fXqb0QbYEfjqA/RENlG0/9eCsXT9bxma/dTWJKPPGJE2OcmA70reDsffMEL/7Pe1SdbRyXl03fAL+n08285bNG5YXl8wR49fFd7Hz56LjTigUDITpbutn9xgnOHqnmo4/dzuaH1l4XIWDTFaPJiNlspL3JyZM/2sq7LxzGP2I9HXB3ezmx9yLV55u477MbeeALtxCXYJ30PupqoWkaNReaeean29i/7RR+78iFkQGCgTCtDV1se3o/p/dXcN+jG9n04A3XNLxuMgiHwtRdbOmfBL75xF6e+//fobvDfeWTB+D3Bqi92MwffvAmF0/W8blv3Ud2YdqIn50W1qg620jlmYax/Ixriqbp4tvP/Oxt9m49ia/XP6rzQ8EwbY1dvPPcQcoPVnDPpzew+eG1g7wFJgqfJ4DL6SGrIA0pJe3NTp784Vu899LhUYuk+70BElPjsSeMrs+vr2zF5wnQ0dLN7//jDWrOD5+mvaerlzf+sIeswjTuengdEsk7zx/ihf/egfcyz9nnCbDzlaMkpibwqa/chc1+5b5LSskbf9jDO88forK8YVzhvOGQhrNNN4xeOFHLvZ/dyP2fu5mEpNG9050vH+Hpn2ybsAWymUyf8enwjrM8/9/vcvZIVb+X9VgIBkIEO0P0dPaSF0MPcaRl6mzp4YVf7mD7swfo6eode3n8IZx+N852N1VnGjh14BJf/9lniIsfW9lGw4z3rQ34gjHFj8xW05jjQ612C821Hfzqu69wYPvoDBND6Wzp5tmfb2fny0enjECnxWqibN3cmKlYay8201rfdV1kOgkFw5gtJorm5/Zv0zRd5NLd7b3i+dVDRFXj4q3Mmpeju+6Ns2MIBcPs3XqCn33rWY7tPj+uOial5OKpWv7zb5/jvRePjKsD1cIae7ee5L/+8YWYroEju4bk8I4z/OJv/0h9RSsJSdH1bCwIATa7BWucZUqqrvfFez75o638zz+/TMXp+gkL/4lLsLF289JRDWKklNRf0jMXTWQMdkdLN3/4jzfZ8dLhCQ1vUowOk9lIr8vHEz/ayvY/HhyxYWIo3R1uXvjvd3n+v96l1+UbV5mMkVCI8bqzTjSaJjl9oIIf/++n2P368VEbJobSWN3G7/79dZ7+6Tac7a4rn3AZhND1Bmx2S8zsY5ONpkla6jvp6erlzSf28tRP3hq1YWIgQX+IfW+d5A//8caI+uHphtQkZw9X8dNvPMPOl4+M2jAxlObaDp740Vs88cOtdFyFDAw+r1/XdZASZ5uL33z3VbY/d2BM2duEQbBgRRGOlNH1+a11HXS2OHnzib1UjcD45PMEeOvJfbTUdVBZXs+rj++6rGGij6A/xK5XjlJRPrJsfkIImms7OX+sZkJ1xno6e3n+v97lzSf24I/hjX1dIMBiNU/Zdq3P2Pryr3fyi797jlP7Lo3LMDEQk9nI2s1LRmQAG0pPZy+/+7fXef1374/LMDEUo8nA7IV5I/YaGi8z3nNCd8mMHiAnJNkxmsf2QQT9IV7+9Xsc2XFmkPeF2WKiaEEuRfNySMlMxGI1E/AFcLa7qTzTQM35ppgNWFdrD8/+/G3mLMpn9qK8MZVpIhFCMG95EclpDno6B1d+Z5uLxqo25i2fhdE4dQaXYyEU0o0Ts+bl6GE6EYNCV1sPbY1dMY0zfUgpqTrTSHjA5Cu7MI2UdAf1FS3jMt5IKTny3ll+891Xaappj9pvNBrIyE9h9sJ8MvNSsCdYkUBvj5eWuk4qTtfT0dI92EAioa2xi9/+2+vYE22svWPJqENzpJScP17LEz94k7bGrpjHOJLtzF9RRN7sTBKS7EhN69fxuHCilp5ON1LqRo7yg5U8+aOtTNQcxWa3cMfHbmTe8iK8bh+9Lh8el5feHh+9Li+9PV46mrupr2i95sY1KSXubg9P/fgt3nxi72UHMgajgfTsJNJzUkhIisNoMhL0B3H3eGlr7MLZ7ooyJsxfUUTR/JxRlclmt7DurqXs2XoCz5BJpxB6THVuUQa5xRmkpDuwJ9gwmo34vQE6mrupPtdI3aWWmEbV3h4vL/73DhasKKZofs6UmojOFELBMNue2c/hHWcG1bfElHhKlhSQW5ROYmoCRpMBb6+fpmr9G21r6ooy6Pe6fLz0P++RlpXEXY+sG/P7zClK5zNfvwdnJDbd49K/094e/fvsdXmpOd88ak2K8SClpOJ0Hb/8vy9x6VRdzGPsDhsli/PJn5NFUloCpr7voKWb6nNN1F5ojvqmPS4fr/xmF1KTPPRXm/U48jE8N7PVxMb7lpNfkhl5Zv5Iu+btf3adrT3UXmietEUDZ7uLN5/Yyyu/3jWoLTEYBOk5yZQsLSArPxW7Iw6pabi7vTRWt+l9QldvVH0Lh3QjeMnSQu79zE2YRqBLZDAIcmalXXkMJaGppj1qsmqxmskqSB2x3kVCYtyovf6klFSda+SX336RC8drYnrvxiVY++tacroDk9lIwBfsr2s1F5r69T768Lp9vP773YRDGp/66pZRr7Zfjj7Pid4eL0//dBu7Xz8+aJImDLpuQ3ZBmh63bjHpIrKdvbRGjFZ9Y5GEJDvzlheN2nvT6wmw+40T7H3zBOGQRs6sdMrWzyUlI5Hmug6O7DgbNVFrrG5jz5snaK7r6B9HpWQ4KFtfSlZBKj5PgKM7z/W7uPfR3uTk+O7zzF1aMKJyrt9SxtvP7sflHNJmCbDGWcgpTCO3KIO07CTsCTbMVhN+bxBnu4vq801Un2uMep8Avl4/rz7+PnOXFrJsQ+mI32dqZhKzF+XHnPeAvmDbVNPRr+fRhyPZTlpO8qgWbU0mIymZiSM+fui5N35oMalZif19gd4fRNq2Hl//M7rWixx9Gk2v/vZ9nvnJtstm8DMYBMkZDjJyU3Ak6/U/FAzhcflob3bS0dIdZdQoLM3W51CjNMoE/EG2PbOfna8cjWlAj4u3Ulia3d926IKX+jfs7vbQ2tBFU007bQ1dUeO2eEcc6+4sm9AkEZdjRhsnpJTUXmiOOXjOyE0Zs3v7uSNVhMMfhIXYE2wsv2kemx9ey6zSbBKS7FhsZgxGQ0QkJ0hPVy8Xjusx+ueOVRMeUqbG6na2P3+QL8y/f0oIZCalxZNbnB5zdbz2YnO/yMp0pm+Cl1OYTmJyPN2d+mqPs91Fa30nxQtyh+0QAr4gdRUtgxrN2QvzsNjMhELhMYcMSU1y6XQ9T/xwK821gw0TJrOROYvzuePjN1K2fi6O5HhscRaMkYFbX4xbZ1sPh94p5+1nDtBQ3TbISNHZ0s3v/u11sgvSKFlSMPJySUlnaw9//MX2QWJZfdgTbGy4u4zND60ltzgDu8OGyWwCKXWthF4/7U1Odr9+nO3PH6SzuRspofxgxYTpl5jMJhasKmbBKj32WReFCvfH/4WCYU7uvcAPvvJkzMHA1STgC/LS/+xk+x8PxjRMmK0m8ooyWH37QpbfNJ+M3BRsdosuHGoQaGFJKBjC5wngbHdx/ngNZw5XUX2ukd5uLzfcvojElPhRlclgMDBveRGLb5jDoXfLMVvNpOckUzw/l+Ub5zFv+SwcyfHYE6xYbGZMJr0s4ZCG3xfE7fRw5kgVb/x+N+eP1uhK5ANoqmlnx4uHeORvtmC5xsJVCuhodnKgtae/vqVlJXHTvcu45f5VZOanEBevD5QNQhAKhfH26vHPO18+wjvPH6K9yTnoeh63j5d/s5OSpfnMXVo4pslPUmoCG7YsAyIDwLD2wfcZCBEKhfnp15/h0LvlY25DR0NfOujHv/cqleX1g3cKSE5NYP3dy7jl/pXkFKUT77BhtpoxCEE4rOH3BnD3eKkor2frk3s5te/SoBXlgC/IG0/sIT0nmbseWT+mGGmTycjcpYXMXVoI6OEnoaBGKBjqf3YXT9byL1/8zaStsjbXdvDHX2zH69YNE0ajgcLSbO54aC0rNs4jOc2BLV5vz6TUtZ08bj/Nte28+8Ihdrx4hN6ewV4SPk+At5/Zz+pbF5A3O/OK9c1sNfPwX99J4ApeL6FgiB985UnOHKoctD0zP4XHvvMgOYVXFsMGMBgFjlG2uW0NXfzuX1/n4snaqPqdmBrPujvLuPXDK8krzsDuiMNiNWMwROqaL0Bvt5fKsw1se3o/x3dfGGRgCfpDvP3sATJykrn30Y3Y7BOjY+b36n3Oey8dGaQDkZzuYOHqYtbdWcacRXnYHTYsVl2PTdMkQX8Qr9tPQ5WuN1V+oAJbvJW5S0c+7ugj4Avw5hN78fb6ueH2hXzqq3eTW5yBxWbG6/Zx8J1yfvPdV2gfEGbr8wZ4/Q97CAfDaGGN+Stm8amv3k1pWSFx8VbCIY2N9y7nP//uOS6dGvztn9x3ifsevfmKcwQhBIWl2az50GLeef4QRqOB9JxkCkuzWX7TPOav0Bf57AlW3aPTZMRg1PvzgC+Iu9tD1dlGXnl8F6f2XYoaG3S2dPPOcweZv2LkWfJuvn8Fq25bOGy63LpLzfzgb56gq22wR9fSdXN55CtbiBvNar6AeMfYwnINRoO+mLtA91zWND1LWJ9OTCgQpvZiM//8p7/C3XNtPajCwTDvvHCYl3/1XkzDhNFkILsgjeUb57Fi4wLyZmfoHoEWU/9CZygYxu8N0NPVy6XT9ZQfrKSyvJ7uDjdl60rJKhi9flJzbQfbnt4f5QUZnxjHmg8tZvNDN5JTmI49Uf8W+4wf4ZDez/o8fjxufSx+5lBlv6ins83F3LKCUc0JxsuMNk543D4una6PMk4YDHqa0bGKUA6srI5kOx/54u3c8+kNMYVNDAYjJrMRe4KN7II0ihfm8qtvv8SBIQq1Wljj6M5ztH524zUR/boSQggKSrLZv+101L6GylbduDLNJxxaWEPTJBl5KaRmJ/UbJ9w9Xppq2iOqu7Enzi31nTgHNu4iYpywmtHCcswrWL0uLy//6r2oFTyj0cBtf7KaT375TjLyUmIO1IxGPYtCUloCRfNyWLhqNr/+l1c4e7hq0HF1F1t4+dc7+at/fXhEK1KgP6sjO85y+L0zUbGM9gQbD/75Ju57dGOMWFKBNU4PtUhOd1A0P5eFq2bzy2+/SH0kxa92ldKuGowGLEbDoAFGUlrCNV/F18Iax3df4M0n9uBxR7vFO5Lt3PXJdWx5ZD2Z+alXLF9BSRZLbiwhHNJoqGql6mwj85ePTaQ2JcPBzQ+sxGgysPiGOay6bSEFJVmXLYPBoqcSTUiMI6sglQXLi/jPv3+OIzvPDhIoC4c0jrx3jrs+sZ6copEN+BUTRzikEUY3nmbmp/DoN+/jpnuWxzQqmy0mzBYTiSnx5M/JZM6ifH757ZeiPKTqLrXw5hP7yJ+TNeq48aEIoac3M5mMMKDrtMaZAcGwo+sJREp466l9HN11PmpfTmE6n/rqFjZsWRZzNd1kMGIyxxGfGEdWfipL187lxV/u4MUhse1et58Xf7mDogW5LFtfOu4yGwwGLFYDlgFlSk53XDOV9Vj0GUn6WH37Ij73rfvInxPbqGCM9AkpGQ6KF+SSmZ/K0z/eFtU+Vp1tpPxQFbnFGVdsFw0GQUr6CFKAB0KDnl0fJrOJtKwksgpSr3iNsSA1ydt/PMChHWeiRC8z81L45N/cxS0PrIw5Ie6va444MvNTWXJjCa/8epceajVg4ubz+Hn51zspXpjLqlsXTki5wyGNg9vLqatowecJIIRgzpJ8Pv4XH2LN7Yuv6Gkya14OazcvobvdTUt9Jxl5o3cbl1L3xsspSueRr2wZJEKakGTn5vtXcP5YDa//bvcH3qxSNwYBpOck85mv3UPZutL+78RoMjJ/eRF3fmId//PtlwYZFZtr2unucF3We7b//olx3PLAStzdXkrLCrlh0yKK5uVctj82GPTFJrvDRkZeCiVLCvjVd15m16tHB3lFaprkzJEq6itaR2zUSUiyXzZUttfljbkAGhdvJTM3BfsYjQ3jxWAQGCL9EOgGEle355q3a1JKKs808OzPtuFsjw5Ps9kt3PrhVdz7mZuYNT/3ip4mecCClcXc/an1tDU6uXCshvySrDF5KJw9XBXlTW00Grjrk+t46Et3ED9MpqG+MVtcvJWUDMgrzqBs3VyCgRCVZxo4secCxQtyR1TfJ4rpvbQ9DjRN48Sei1Sfa4zal5qVRNH8nHGv/NvsFu7//M3c/7mNI1ZczSvO4ME//xC5McRQOpqdnD9WPWX0HHJmxTaSdLb2DApnmLZICUjSc5JJz04asF33DrlcTGVTTfsgN8LElHiyC9MwGMWY35+UkoPvnOHQjjODthuMBtbdVcYnv3zniCavoA/8F64q5pG/uYvM/OjB1tFd5zm57+KIy9rT5WH7cwej3NOEENz2kdXc+5mbRjRZMZmNrLxlPo98Zcs1bQgnk87WHl773e6olQrQB6V/+vcf5qEvbSarYOTib6Bb7wvnZrPx3uUx3/FIWXvHEr70/Ye4/wu3UDg3e1RlEEKQPSuNR/7mrpjpd+sutdDe7JwybdpMJCEpjo//5R2sv6tsRH2e2WLixs1LePCx26O+UalJ9m49MSoh3KmKlJLzx2rY+crRqH3J6Ql86n9vYcPdsQ0TsUhIjOPDX7iF+z93c9TCR3uTk9cen9gY4amIEIIla0v47DfuvaKRsw+b3crmh9ayfktZzP3H3z8fM4PFdELXfapjx4tHolzUE1Pj+eRXtgxrmIhFvCOO+x7dyJ/82a1RHhKdbT28+vj749L9GMqx3edpbegEActuKuVvfvBJ1m5eOuJvQwjd9X3e8lljXhwQAtbfWRYzy4fRaGT9lrKYMfwGo4FlG0pZuHp21ETXYDSwaPVsUoeEJvh9QZprO0ZctsVrSvjS9z/Og49tYs6i/FEtFAghSM1K5FNf3cLshdEhSa31XTTVtCmBy2uE3xvkjSf20lgdHVKdlJbAQ1/azKPfvI+iBVc2TAzEYDCQlZ/KhnuWjToEt4+K8nq0IWOp3KIMbrl/5ZgWC8wWE/OWzeIj/+s2Vmycf021P2ascaKlrpM3fr87qoEWAorm51C8IHeYM0fO0rVzufMT60YlamIwGCgtK2T5TfOiKkJvj5eaC81TRkQuJSN2LFlPZy+hq7TafS2R6PYJm91C3uzMQV4ENRea8XpiCyhpmkZTdfuguOjMvBTScpLHtSrvcnp476XDuLoGxy7mFKbx4GO3j3rFQRgES24sYcPdZVEeEl1tPex769SIRfJOH7wUUyE7tziDLY+sH5W13WA0sOrWBazfsmzMorTTieN7LlB+sCJqe1yClY988XZu+8jqcbngCjG2fOj95Yi3kpzuGLOxVghB0fxcbti0OGpfMBCioapNGScmCSEEC1fP5uZ7V4zYSwr0QcvN969k6bq5Uft6Ons5sD3ao2664fcG2PnyEVobBnuHmCxGbnlgFWvvWDKqZwa6e+19j25k4ariQVo6miY5sfcipw9UDBsLfj2QkuHgwcc2UXiZNJGxcCTZufXDq2Iu8lSfbxqRmOFUJuALsuuVo1GrniazkQ13L+Omu5eNeiXV7rCx5ZH1LFlbMmjSLTVJ+aFKjo9TSHsgWlgDqS+ufeZr9+ieAdc4rNfuiKN0WeGwIYLZBWlkFUYb6a1x5stmKcsuTI/yNAgFQnS09MQ8PhZWm5mUjMRRtxd9CCHILkxj/V1lGIZouYVDYRqr2gkFp/+Yezpw4UQth4csEELEQ+ET67j/86PPoDKQ8YzXnO3uqLFUalYiKZmjS7s8FKPJiNFkvKZexTPOOBEOaf1K2Sf2XozaH58Yx8Z7V4wpt+xAHMl2Nj14w4jcCIditphYunZulKVLSt2oMhYV5KvBcPGUoWDosgIx0w0hRH9IRh9N1W24hwocRfB5AtRdahnkfpeZn0raGIWBQF9ZuXCiNhKL+kHjYzQZWPOhxcxemDfqhkMIgdliYv2dZSSlJQy+nyY5tf8SHc3dV5w4BgMhTuy+iLtn8PMwmgysv6uMvNlXdrkdWi57go2b7lkWVa7rDZ/Hz943T0R900II1t1Zxs33rcBoNEx7wUiTxcSSNSUx3UXbm5zXRD9AEY3FZmLDlrIxpRhMSIzj1gdWxTScHd99IUpEdTohpaS5rpPDO85ETeCy8lO54+M39qcMHw1CCFIyE9n80I1Rixbubg/7tp6c1s/tcgghWLahlLJ1c0ftii0MgrzZGTEXjTxuH20NnRNVzGuOlJK2RicHtpdH1bX0nOT+lMtjqWvJ6Q42P7Q2yp27t8fL3q0nJzRWPy7eyr2f3cicRaMfi0wEfd6pw93barfE9N6Li7cxe1F+jDMi58WZSUwdPNYNhzTczmvr5dTndWS2RBtROlqcUTp1iokn4A+xf9vJ6AxLAhbfOIc7P7EWq808aeM1k9nI0Dv7vIFxZ5eaDGaMcUILa7Q1dLHjxcP88CtP8v5rx2MKYS6/aT6rb1s47sqVPyeThatnj1m8smheTkzNi+5ON4Ep4pVgGSbdm4yIHF5PFM3PicQ663h7A9RXRAs/gq6MXXfpA7dmk9lI/uxMbCMULIpFwBfkzKHKqBg3m93KDbcvGpdoZGFpdsz0QPUVLbSMYNDX1dpD9bnGKNfaxNQElt1UOqbYOSH0lGKZeVcnvneqUHuxherzTVEGoJQMB7d+eGXUoGi6IgSkZjpwxIh19bh9KOvE5JCU5mD+iuIxnSsMguKFuRSWZkfta29yUn0+OmRyuiClpLK8Pqbr7tIb55I7To2UBatmM2tetOvuyX0XB4n2XU+YzEbW3VU2ZqHxpNSEmHpbQX8IZ+fEhShMBlVnG2IKSS9eM4f8OZnjuvb8FUUUL4w26pw+UKGHYkwQ+XOy2LClbMIErEeL3WEj+TKLgWazieS06P3pOUmXXYwUQpCQZB/i6aThnYRFwqTUBJJjLNh43H4V1nEN6GhxcuZwVVQ2NHuCjVs/vIqMvJGFVV8tUjMTGZrerqGylUsn6yY0Hfy1YFoLYgZ8QVrqOqNS9GiarlzvdfvpanfRUttB1ZkGqs410lDVFnNlQgjBnMX5fPSLt5GYOr7VWqPJwJzFBcOGPYyExNT4mO5p3l5/VIqfyUAIgTAIDEZDVHmk5Lqz4qZlJ5Gem9yvCxAOhak808CGu5dFHevu8VJ36YOBhs1upXjB+FYTel2+mK7/ecUZMfVJRoPZYmJWaTbnjlYP2h4OadSca2LZulLEMGlhpZR0tHTTGCOlaWpmInOXFIz5d9virZQsLeD88ZoxnT/V0TRJ9bnGqKwHCChemMf8FUXT3mOiDyEEZqsZW7yF7iHj4fAE5QZXjJ7i+Tlj1nYRQk8DWTQvh4sn6gYZ2FxOD9Vnm1iwsnha1mEtrHFqf0WU0dBgECy7ad6IY+mHIyk1nqXr5ka1uT1dvZw7Wk1RDMPFdCerIJXi+WMPl7XYzCSmxCPEYFtmOBzG557eYR0n912KqmvCIFi2vnTMwux9OJLsLFtfyql9lwZtd3d7OHekmpLF41fgNxgES26cQ2pW0qR97za7BUfy8MZ8g8lAXEL0AlF6djLmK4Rb6Fl0PhDh1aSclNDlPpHMoYSDYRUaeZWRUtJa1xlTTymrII1Vty6c9DDk0rJCTCbjoMVhd7eXZ3+xHavdwtK1c7HGTZ5nx2iY1saJi6fq+OZDP4t2EZQgkUhN6in2IulnLhdfV1iazSe/fCclSwrGXcHMFhNzFuWN6zrCIGK6y4ZD4UGpHycVCTJWfKwAwyRZz68WVpuFonm5XDyhZ8kIh7R+/Y+h3jHNtR2D9Cbi4q3MGqPATR89nb1R+bZB99AZjaZJLAwGA8nDGNKa6zou3+lJ6Gpz0R1DtTinKH3c4VGzSq+/QXofAV+Q2ovNUWlLzRYT81cUjTvbwVTDYBAxV9XUoGryyC3OHNfkx2wxkT87C4vVNChNpd8boKn28hmNpjLBQJiqsw1R25MzHOTMSh/34M5iM/d7Rw7U9Qn6Q1w6WQsPrx3X9acis0pziE8ae38ghJ7ZSV8Q+WDcITUZlaZ4OhEOaVSdia5rSWkJ5BZnjH88atUXH2x2y6DwwVAwzIUTteO6dh8Go4EFqybXEGm1WQZ5tw7FIERMzQdHsv2KbZRhqBCgZFJE34Uh9m9QfejVRwtr1FW0xtS3mVdWSNI4F7UngrllhRSUZFE5pD2pOF3Pz7/1LLf9yWrWbl5C8YUU5F4AACAASURBVMK8MXk0X0umdumuQDikRXlNjBaL1cy85bP45JfvZNGaOWMOwxiIyWwit3h8rngCPY3aUKSU1yKD2hWRUh8QxHIlMwiBZYpX/NFiiTNTPEApWUpJW0Mnzg4XqZlJg46tLG8YZAjLzEshPWvwMaOlsbotpo6H3WGjp9ONbxhxzpEQCoZjG5nQDQ+X6/fC4TCt9Z0xRdzyR5B7/koMlxHmesDn9dNQ2Ra13WIxMXfp2D1OriVSyv4c2eFwuD9NrtQ++H9N6v/uanfFHNBNgeZsxpKRmxwzbeJI6RNqs8SZBxknQA/t8PYGSBjHhHSy6GjpjpnNIDMvFUeKfdzfZp/XiSPFPsg4EQ5rNNV04PMExiWCOxXJnpU27t80nCjbdJ6bdbX14IxR1zJykklMHX9qaz3bQzJJaQn4PB+4rWmapLm2A1+vf1whpwDWOAu5RePz4BwPQkBcvOXyz0roCzFDiUuwXXHcH/O6E1TnpJSEwxrhYJhwSEPT9BT2A/tQKfV+tLO1J2Y4uuLqEw5p1F2MnYWqdNmsKKHSySA9J5m7HlnH4997bVAKYSklrQ1dPPuL7ex67RhL15awdvNSSssKiU+Mm5KGiqlXomuEwSDIzE9lw93L2PzQjeQUZUyYurDRZCAlY/RCmNON4YS7jCbjsIrJ0xWTyUheccag1Yeezl6aazsHGSeklFSdaxyUzqd4QR7mMcbZ9tHa0IkWI2bsnecPsXfryXENYKRkWOOG3xPgcr1wOKzRNVQcKELaOA0yoOtWGE2GaRcvNxKC/hAdLdHx5WarOWZs9VQhHNboau2hrbFL//8mJ50t3fR09eJx+fB5AwR8QYKBEAFfiGAgSMAfwufxx8wLrpgcDEYDCUn2cRvkkzMcmM3RQwlXVy8BfxCYfsaJzpYeAv5ot+2ktATixump1n+t1ISY3lHuHg8uZ+91Z5xITnNMyUHwZNPZ2kPAF73w4EiJxx4jDGEsOFLsJCTaaWFwTF1vj5furt5xGyccyfbJra+RsMGxMJx22tVE0zSc7W7aI31ne7OTjuZuujvdeHo+6EMD/hBBf6Qv9Qfxe4PRYoyKa4KmadEhuOjeLDlF4/emmwhMZiM337eCyvIG3nn+EIEhCwZaWKOxqo2Wug72vXWKOYvyuWHTIhasLKagJIu4cbYDE8mM6SkMRgNmsxFrnIWconRW37aIlbfMj8rCMBFY4yyRGLXrm+EayYSkOCy266tq9a10ZeSkUFehh1d0d7ppqmlnwcoPtAHc3V6aqtsHzefnLM7DbBmfa7Oz3UU4hneC1+3HexXjbYNXSE+lhSWuYVSrE4fJ5jJS+rKJ2OzWQVbg64VQIBxzddaRbJ9SIR19Kzuuzl7OHK7i6PvnqDnfRGt9F13t/4+9tw6TIz3vte+CZpiemR4eDQpGjKuVFrTMYHvtmJM44OTEOV/gOIm/kxP8/CUnYCc+cRLHECexkzWv17C7XhZrtWIcZuZmrqrzR82MNOoeDWpIdV+XLq+7e6qrq9564Xmf5/cLkDI0I1YkJrO8IPWnziw7UoZU43AwtmKFkQOjoYw15Q63bcEC73aXFWuGkppYOEE4EM0oUrxSkWQRu9OScef6dkcP4qW3NbvTOm+9iYljOSwZgwfxaIKQL0JB6fyEp20Oy6Jbh16PANPqRkyFKIk3agjeEhRFJeSPUH+unbOH62i92s1A9ygj/f6M999geaEqWsaNOLvTOi/r0IVEEARcHgcf//QTZOe5efXbJxgZCKRJASgpFf9wiLOH6zh/rIH8kmxqdpaz9+EtbN23lqxcp+78sYS/aUWvIK12MwVrcjPW5AmigCSJmMdE2LyFHkrXFrBu6xpKq/NxZtkx3yLLF5NZnrVV1kpksGc04+vZee5VOQnJLdBFMceDE7FIgp62QVJJZWJHqLdtcNJi3eGyUlyRN+/dyUgwtjRaI9rNU2Y1TZvSpsjqmP/ESn+GZRbXtGtxUBQ1Y8aK3TV9muli4h8OceZgLa999yRtdT2E/NGb6vcYrAwkWcxYvzxbLFZTxjE4GU+t2HYSjyYznrvFaspYbjkXzBY54/VPJVOrbrEiSiJShuwag6nbmtliWpDnE/RsPDlD1koqqYxlN80PSV56u+s5z7kX4bzDgShnj9Tz+nffofFCB0FfdFkI2xvMHE3TMm4E2hwW5GXWt2Xnufm5Tz3E2q2l/OxbJ7jybjPhQOZMd1VR6esYpr9rhNMHaylfX8SBZ3ey60DNglYUzJbldUVnSfmGIj71//9cmnqtwDXhGIvNjN1pXdQo0FIrti4WXU2ZrTQLynJXpAjadLiy7RSVe7lwvHFiMtHR0Ec0FMeUI6NpGp3NA5N0UArLvAuiYJ1MKMuzrvYmziwL0QaEKUQUVwOapmasHzWZFz/NNBOqqtLR0M93/vE13nn9MrEMQlDjiJLu3COKIqIo6G4+goAg6ho847vNI/3+VVmisxIRRQFhAYLI+s5jentVlGUk3jxLlKQyqTRvHFESF2zjQT9W+vVXFHXVLVwEQbht5kWzJZXK7LQgSgt3zaY6lqpmHoPmxFLf3mUwZt6Ipum6Ht/70hsc+ck5Qv6pM0DFMfc7fRy9NoYi6On6ZqsJSRQZ7vcbuhNLgKbpLpA3IpukZde3CYKA1W5h36Nb2XRHFWcP1XH4x2e5/G4zkVAMVUnvbzRVI+SPcuVUC7Vn26jeUsp9z+7i/vfuJjvPtegbzis6OGGxmiiu8OLMmpsVmsHciUcTdGRwjwBYU52/YBH/5YQoipSvL8RiNU0o9nY29RMJxXDnOFAVle7WgUnR1YKy3Jt6b8+UqcbdNesK0gQ5F5LqLaXTdrxTTtYXaF2yHBbqt4ap7VmXGk3TaLnazdf/4sdcPNGYMaAgmyW8hR68xR5KKvIoLMslt8iDO9uB3WnFajdjsZqRZH3C1dHQx//5g29N2PEaLC2axoIoCapjgm03Iori0i9Y5ogoCZmFF6f4rXNBF7dOP5YgCqsy89AgM/r4mknkU1uwDYmp2q0gCMtCyG81Mi5C+LXPvsi7b17JGFCQZFHPyC3yUFThpajci3dMCNXhsmK1W/RsLZOEKIkM9fr4+0//F73tw0vwi25zBCHjRHzpZ2tTIwgCWTlODjy7i533bqD+XDvHXrnA1dOtDHSNTFl2qSoqjRc66Gzq4+KJRp77tQfZtKdyUTWDVnRwwmDpaK/vY2QgXczPajdTUpWPdKP10iqhYmMJFrt5IjjR36U7dhSW5RIJxuhs7J+YBEiyRGlVHg73/PUD9N30G14U4LlPPsBjH9m/dAv4sah+Jhai3lzTtBWbGj4dgihk7OwTseSS7jhrY6rgz//9zyZlCY0jigLrt5dx4NldbLqjirJ1uk3ddG0wFIguq3KV2x1VURckiyWZyNxexyfUKxGTZYpSleTClaokE0pGC0xZlpDnqVFksHIwW0wZAwSppIKSUhZkQZAac4K4EUkWM4rZGswPTdMI+iJ8+x9e5eQbV9IyoQRRoKKmiHuf2sm2u9ZRtq5wxroFqzWTdLkjQEbtuGQ8uSS2srNBkkQ8Xhd3PrKF3ffX0NHYz8UTjZx66yr159qIhOIZx/BYOMG7b16hs7GfX/lf72Hvw5sXLUBh9EoGs0ZRVC6dbCKQQcyvuDKP/JKcVbvbXVzpxe1x4Bvb/U0lUnQ09FGzs4JQIEpX87VsEpvDQvmGogW5Fs4sO6IoonBdJ6gxlqKlLtmAJYrClOKN4SncXGaDqqjEMyiZrwYkScTutKaJYgZ9kYyLlsUilVR457VLnDlUl7YQs9rNPPjcHt73yQcoKvfOrt0t5y2G25BkIkU8lkTTtHn1UZFgLOPkzOqwrNgMOleWPeO5R0NxkonUgggVxiJxkhm0JcxW07JSTTe4tTiz7Bkn/LFwgkQ8hXUB3GHi0UTGcdRkMWFzLR/x5dWCpsHFE40c+tHZtMCEySJz1+Pb+OCnHmHN2gJM87ByNlg8BFHA4Up3ngoHYiTj8x9HFwvZJFO5sZiy9YUceGYX7Q29HHv5AhePN9LbPpSe4aNBb/sQ3/zcy7hzHGy5s3pRfqfxVBjMCk3T8A0GOXOwLk20SxCgcmMx3iLPEp3drcfmsFC2roCOMb9jVVFpudKtR8pHw/S0DU181u60ULmxZEG+NyffnXEXcnQgSDKhLF1wQhJx52R25fAPzy99X9M0konULXUjWUpMZpksr5Pe9qFJr0dCMYKj4XkrqM+VsD/KwRfPpNlQCaLAXY9v45f/8D043LO3h9Q0DXWFahCsRlJJhUgwOu9JlX84lDFl2ZVlX3AnrMUiO9+d0ZowOBomFkksSClpyBeZyMC7HpvDgtNtlKreLmTnuTI+J0F/hFg4Pm/XK9Cz1jJZv1vtFlye+R/fYDKpZIq3Xzid8fneec8GfvWP3junefJqziRd7oiiQHaeO+31eDSR0XVtOSMIArIskZPvJiffzY6719Ne38vRly/w1g9Opc1JATqa+vjR1w9RubF4UaQUVmbOpcGSoWkal082cfV0S9p7DredXQdqsNhW5oR0JpjMMlWbrwUcVFWjvaEXJaXS0dQ/aUGXU5hFfsnC2MEVVXiRTemPa0/bIPHo0mUWSJI05SDb3zmS8fXZMDoYXPYpc3PFbDVRUJIegEjGUxPBr6Wgs7l/UgbQODn5bp79pQNzCkyAvhheyrZqkM5wvz/j7v1sGOzxpQWyQF/gZ7LKXAnkFXtwZqW386E+34LYGo+XToX8kUmvC4JAdr4bR4bvNlid5BZ5cHrSJ/sjA36CN7SPuaBpGr6hIIHRGzyvBD0w4srw3Qbzo79jmNbanrTXHW4bz3ziADkFc9MJUxSVaMQYQ5cCURIpLMvN+F5bfd+KFX8GfdypqCnmQ7/5CP/zS5/gvvfswnxDRo+malw+2Uz9+Y5F0UUzghMGs2J0IMBL3zyWcTJaXOll+93rV0Rq01wxmWTKNxRP0tQYGQgw2DtKy5WuSZ+t2liyYPVZReVenBl2OFpruxdksjxXREkgrzh7wo3hejoa+1DV+QUWetoG5/X3yxmr3UxpdX7a64l4krqzbUsmjNnR0JfRHnbTHVUUVeTN6Zh6DW541WbBrFR624aIZ+jLZ4qq6iLANx5DNkkUlGav2JRli83MmrWFaa8PdI/qvvHzfDZVRaWnbZDQDX23bJYoX1e4ZPZtBouP2SJTvi69rQ33+hnu9c2/rakafe3Dk1zEAGRJony90dZuBZ3NA4SD6fOy6i2lVNQUzdndIeyPEl6AgJXB7JFkibL16c8pQO3pllWxiWayyKzbVsZ/+/P3s/ehLWnt1D8coulSJ6nErS87NnolgxmhaRqRUIwfff0w9efb096XZJEH3ncHWbnOJTi7xUMQBbxFnkmR76AvQldTf1qkvHpL6YKVWzjdNmp2lKe9PjIQpPZs64J8x1wQBD3VLT9DBsBgzyj9HfPLnmi+3DX9h1YoJrNM+YaiNCtkJaXScKGDwZ7RJTkv33Awo3hacbkXq31uO+GppDJR/mSwfGir651XcNM/HKazqT8t1djhtrFmXeGKDVRLksjWO6vTTBSS8RR1Z1vnbfUZDkT1AOQNu20Wq5maXRXzOrbBymPLvrXpbS2Rou5s27wzm6KhGLVnWtPamskis3F35byObZCZwEgo4wIuvzg7Y0bWTGm50k1qiay4Ne32lo0SRYHSqvyM7nutdT10TuFeuBLxeF08/Yl7sWfIku1tHyIRn/uGxkwxghMGMyKZSPHm99/l5f/MnDWxfnsZdz68+baIwmfnuShYc20xHvJFuHyymaFe38RrVruZNWsLFsymy+6ysnX/2jSRtkQ8yfFXLmasbVwsvEVZlFSl76iPDgS5fKp5zgvSwEh4VQcnBEGgclNJRm2JjoY+zh2pn/ciaC6kkkrGe2ZzWuYcbIuG41w41jDfUzNYYAZ7RulomFsJkaZp9LQNZkxfduc4qNq0MHo7S4EgCmzYWU5OfnqN8am3awn655et1tcxzJVT6aWRRRVeyjcUzevYBiuPDTvKyM2Q6n/mUB3+kfnVs/d3jXDpZHPa6wVrcqnYWDyvYxtkJpVUUDOMoRa7GXmO7iipZIqzR+rmnY06HZIkZgwqJxMptFv83csZQRDIL82ZVNY9znCvn6MvnV8Qh7rlQlF5bsZNx0gwuihZIqt/JWkwLzRNIzAS4kdfP8S3v/haxl227DwX7/mV+8kvXb0uHdfjyXVRWOad2OlIJlIceek8w33XrFULy3LJznMt2PWQZIkte6tZs7Zg0uuaqnH53Wbeee3SkixkQdcaqdlVkVbaEQnHeOe1S/iHQ7MOUKiqytnDdUuWPbBYFJblsnFPZZr1bjQc52fPn6CreWDRz8liNSFkSDuNhhNzamOqonLmYG3GRazB0hKPJTn2yoU57c4mYklOv3UV32Ag7b3128rILZxbXfVyQBAECsu87DpQk9aHdzT06f3tHCdoyUSKt188kyaiJkoC+x7ZgjtndWcfGkxGEATyS3K448FNaf1uZ3M/J169OOexPZlIcehHZ9Js30VR4M6HN+PJTd8FNpg/ZmtmK+J4NJFRPHg6VFXj0jvN1J9rv+XpC1a7JaP4um8omHFj8nYiK9fJjnvWp+nqJRMp3v7haerPta8a0W9N1TL2O7JJXpR1nhGcMJgSJaXSeLGTf/urn/D8F15lpD99EipKIg+8bw/7Ht1yW2RNgF4XvKY6H8t1Ctu97UOTshdKKvMXvMSltDqfvQ9tTqvjDoyE+cGX36LxYueCft9MEUWB3ffVkJ13w0RHg3OH67lwvIHZxCY0TWN0IMibPzhFaJ47lMsdWZa496kdZGVYkDRd6uR7X3qT0cH5uZ7Mlux8N7Kc/ix3twwQC89OjEvfXR/ipW8cJeALT/8HBouKqqicP9rA5XebZj2parnazeGfnkt7tmWTxP7HtiGKK3s8cLit3Pfs7rR+PByI8rP/Ok5nU//sg66KyoVjDRx7+UJa6VRhmZc9D2xKEyIzWP3YnBYOPLOLnBvcAKKhOK9+6x3a6nvnFOC/8m4zh39yPq3EIL80hzsf2bKqxcuXEo/XlfE57u8aITjLcVDTNEb6/bz4tYOTNsBuFVaHOaNIamdjH74V5kqx0EiSyL5HtuqbkzfQ1zHMd/7p9VWjkzbY42O4P729eQuzMJlvvTvgyp49GCwomqYRjyXxDQW5cqqFf/vfP+Zvf+sbvPadk8QylA3IJokDz+zkvb96/4q1jJsL48q21uu96K+bN4iSSGl1fkZP5PkgyRIPf2Ava7esSXuv5UoXX/vsi5w/2jAnRwRN00glU/iHQ1w91cLPnj9OKjnz3dQ16wrZc/+mtLrZaDjO97/0JvXn2jLqGGQ6j3Agyk//4wgXjzfO9mesSNZtL+Oep3ak7VakkgpHfnqOr332h7TV9cxpx0VTNaLhOAPdI+lq7VOwZm0hlgwuC1dOtdDeMPNJsqqodDb2842/fYm6s223d8HqMmaod5Tnv/AqrVe7Z5QyrKoa3a2DfOeLr9HXMZz2/qY7qlaFboIgCGzbv5Z9j27lxo2ipkud/NffvUJ3y8CM06yVlMLV0618429fYrB3ckaYxWriwDM7qdxYfFtkHxpMRhAENu+t4q4ntqWNA611Pfzn51+mo6FvxjaSSkqh/lw73/zcywx0TX5GTRaZu5/Yztota4y2dosorcrHnmH+13y5i6ZLnTO+j6qqMtzn57/+/mecOVS3KJpNJrNMeQbhx9HBIMdfubCqShfmQnGFl4c/sDetxBrg/JF6vvwnP6D2TOucskw0TSMWTTDU68M3FJzVhkF7Qy9vvXCKzqZ+IqHYnN1Dxt19XvrmUSI3ZMqbLTKVm0oyCuAvNEaI/jZCVTUGu0cnHipN1UilVBKxBOFAFN9QiM7mfurPtdN8uYuQPzLlgkgQBfY/tpVf+P2n8BZ5brtBrmxdIQ6XNaO/sd1poWx9YcbUuPlSWOHlfZ+8n972IXxD13bUNQ2unmnlC7//PI9+aB97H9rMmrUFmK2mKe+NpmkkYkmG+/z0dgzRXt/LpRNN1J1ro6A0lwefuwNm2AdZrCYefG4P7751hcHuyRPvlivdfOXPX+DDv/UYO+5en3HhC/pitrt1gFeeP8Hr3zl52wyCdqeVxz+6n9qzbTRd7Ji0E52IJTn843N0NQ/wyAfvZOv+tRRX5N3UBUZVNUK+MP1do/S0DVJ3to3LJ5v5uU89xIFndk17PkXluZRWF6RlbPiGgrzwlbfxFnkoLMu96TMfCcW4fLKZ73/pTWrPtK4KJevViqbB1dOtfPnPXuDnPvUQW/atxWa3ZPysklJovNjJC195i9MH69Im2S6Pncc+vC89i2qFYrLIPPOJe6k900p7fe/E66qqcfL1y0RDMd73yQfYdEcVNkfma6Y71UQ4/XYtL3z5LVpqu9MCdTW7K3jkg/sWzN3JYOVhtph46ufvoe5s26QsSE3VOP12LdFwgvf/2gNsvrMau9M65XGCvghnD9fxgy+/RfPlzrTMpnXbynjsI/tXrJPOSsBb5KGyppie1sm76JFgjBe/doj80hwqN5bc1LUjHktSd7aVF796kLOH6xatbNdsMbFxTxUHXzyTtjh+9dvvUFTh5e4ntmOxmW+7eT/om48Hnt3JxRONnD5YOykIkEoqnD1cx0D3CA++fy+776uhtDof6xTjKVwzG+jvHKGvY5iG8+2cP9bAA+/dzZM/fw/iDMeEoR4f3/zcy0iyyO77NrLpjirK1hVQWOadcmy6kWQiRfPlLl7+r2O889qltPu/Zm0ha7cuTlDT6J1uI2KROF/58x9ituq3Xa8pUkkkUkSCMcKB6IwWhC6PnXuf3skHf/NhCtZk9v1d7WTlOCiq8NLTNpT2nt1lo6Lm1ghNybLEHQ9t5v2dw3z/S2/iH7m2G66pGv2dIzz/hZ/x1g9OUbaukLL1heQVZ+Nw20DQF7uxaIKQL8JA1wgjAwFGBgIM9YwSGA1PTGRm68MtCAJrt67hqZ+/h+/+4+tEQrGJ91RVo+5sO1/8f7/Dtv3r2HVgA2XrCnFl69aoIX+E3vZhak+3cOlkM211vRMDcXGFF4vNPC+9AiWlEPJHURQFVdFIpRRi4TjRDP9ar3ZnnATUnmnjR/96CKvDgs1hxuawYrWbsTmt2OzmsRpTEVESsFjNaQ4c01278g1FfPS3H+Orn30xbUKTSik0XOigtbaHkqo8SqsLWFOdj7c4G7vTiiAIxGMJouE4I/0BBntGGe7zMdSnW9HFY0lkk0RihroCziw79z69Q1eKv64/0CfJVwmMhnn4A3vZdtda7C6bPsHSdA92/3CQpktdnHr7KlffbZlIC9SzjYowmWUaLnTM+NpkQkkphAJRlNTY/UwqxCIJouEY0XB84t5GwnGaLnZktMqsO9vGT//9CI4sGzaHRb+vdgs2h/5v4n6KAha7GZvDsuomYlk5DuwuG30dw6iKyqV3muhq6WfL3mq27V9H+YYivcTHJBELx+lqGeDSO82cOVhLb9tg2sRFkiXuemI7+x7dOuvAbDQcJxZJoKoqqqKSiKeIhq7dz8jYPY2F43Q1D6TtIIb9Ud5+8TSNlzonP58OKzaHGavdgmySEEUBURZxuu0Zd75uRBAEytcX8onPPM2X/+yFSZkiyUSKM4fqaG/oo2Z3Bdv2r6NiQxHZeW5MZol4LMlQr4/my11cPN5I3dm2NOtQQdCzzj7yW49NElmeCYqiEvZHSaUUVFVFmXgObuzXYnQ1DWTcaGi62MFP/v0ITrdtrG+79s9qt2C2mZDG+jWzxaSPIwa3jNLqAn7h95/iX/7kB3RfNw6kkgoXjjXQ2dTHxl2VbNu/loqaYnIK3JjMMol4kqFeP81XrrW1G61DEaC0Mp+P/s5jFM/REtpgZshmiQPP7uT0watpttyX323mC7/3LR76wB3svGcD7hyH3l9q+gZN0B+h5Uo3Zw7VculEE/1d1xzPiivz8BZ6uHji1mWVSrLI5juqKF1bkCaWPNTr46v/34ucPVzPnvs3smZtge4+Iggkx/rsUCBKYCSMbyhIwBfmrse2sXZrerbvVKiq3q8lk2P9WkolHkkQCccmz9tCcfo6hzNmKLTV9fLSN47iznFMjOvj/ZvVYcFiNSFJEoIoYLbIONy2GY/vgiCQV5zNL/z+U/iGgmnl1Kqq0dHYzzc/9xKvf/cdSqsLKFtbQF5JNs4sO6IkkogniYXj+IZCDHSNMNzvZ6jXx1Cfb8Juff+jW2d8zWAs8z2aYHQwSHfLIK9++x3yS7MpXJNLSVU+xRVeisq9uLId2JwWLBYTqZRCNJxgdCBAV3M/Dec7aLjYQW/7UFrmhd1l5b737qK4wmsEJwwWFv2hmZsyO+gRwzXV+Tzxsbt56AN33NYTFckkUVlTwpmDdWnvebxOCstuXdDGajPz+EfvIpVUeOGrbxMcnTwJUVIq3a2DdLcNcvpgrT4pH1ssaKqGqmmoikoqmUJVFi5N0Gw18diH99HZ2MfbPzydtngZ7vNz6MdnOfnGZcwWeeKcVEUjmUiliUVl57v5+O89ScO59nkFJwZ7fPzT//oeIwN+ouE4iVgSVVFRVU2/Huq1/06llIzlJ5dPNlF/rg1RFBFEQV/kiALC2AJWNklY7RbsLiv7Ht3Kh/77I7M6R1EU2Xmgho9/+gm+8Tcv0dc5nLa7mkykaKvrpb2+F9ksI8s33NexgXwqt42ZIpv0ANiJVy9x/lhD2s5A7ekWWmu7cXkceAuzsLuspBIKoUAE32CQSChOLBKfdP/XrCvgl//wWRovddJW1zPjQEkmBrpH+de/+NGEzsv191O/j9fdz6SSMeB65d1mGs63T7qf+v/q91MySfri1m7h3qd38vQn7sU6RcbPSkQQBbbdtZ4H3reHr//ljyaEV0cHghx9+QKnpU565QAAIABJREFU367FZNHbGIKApqokEylikcyCboIgsGlPJe/75P033dWdird/eJo3v3+KUCBCLBzX1e7H2rQ2dl/H/ztT2wn6I7zyn8eR5Oufz+v+WxIxW0zYHBY8Xhe/8kfvmbGbiCRL7HlgI/6Rx/jm515Kq/se6vVx7OULnLnxmml6+0vEEiRiyYy6OyVV+Xzsdx9n897qWWs2+QaDfPnPXqCndZBoJE48mrihX7t2zZSUkvG+1Z9vp+Vq982fA5sehN157wY+8ZmnZ3WOBrNDkkV23LOBj/z2Y3zz8y/T3znZinukP8DxVy9y5lAtZqsJWZYQBAFV01CSCvFYkkQskbGtFZV5+fBvP8b2u9alCTAbLCyCILB131r2PbKVIy+dn5RhpioqTZc66Wru5wf/8hbeIg8Otw1VUQkFoviGgkSCemD2+r/zFnn4xT94ikgoTsPFjoyl1gt17qXV+dz37C6++09vpJUJ+4dDHHzxDCdfv4TJbBpzpNP7O01VURUNRVFRUgqySaaqpnhWwYmQP8rXPvsirVe7x/q1JEpKzTgWKIqaMTjRcrWbzqZ+ROlaXyZcNyZIsjg2vlvZvLeKX/mj9+j99iyuUdWmEn7xM0/ztc++SHt9X9qcS0mpdLcM0t0yyJlDtcgmGem6a6WqGmpKIZlU5lyCcTPi0QSdjf10NvZz7kg9slnGZJLGxsgxR5ax81BS+jwpHktmPBdJ1nWkHnr/3jk7ts0WIzhhMC1miwlvsYe7HtvGA8/toWx94awe5NWILEtUbSnRNRZueJYrNxbf8posZ5ad9/zK/eQWevjBl9+iq6k/PXVe0xe0cymPkCQxTT9iJmTlOvn4p59ESamceO1i2q6BqqhEgjEi02g85pfm8LHffZy7H99O2B/FbDXNWSk6Fonru5b+yPQfngIlpaKkptfyGPfCngsWq4l7n9qJM8vO9/7pDWrPtmb0Stc0SMZTc3JYmAmCIFBQmsNHfvsxQr4IzVe6JgUaNE0XaouG4gx0jdzkSHpAs2pTMb/0P59l2/51SLKEw20nkcHhYaZEw3EaL3ZO+903Y6b3E6BycwnqEnnL3yrMFhOb91ax96FNKCmF//jrn9LdNog2trAd352aCbJJYtOeKj75J+9NcxOaKX0dw9Sfb5976rKm2yozg1O2O60ZXaduhmySeeB9u3G4rTz/9z+jo6FvUn87l2tWvbmUj3/6CXbcu2FO42kinqThfPukndXZMuPnQIDcgnRbVYOFRzZJHHh2Fw63jf/8u1doq+uZFDDXVI1YJEEsMrP+S5YlKjYW87HffZzd92+cs5WlwcwRBAGP18VHf+dxRgYCXDnVklYCN34Pr7egn+pYJVV5/OJnnmbvQ1voaOglO89F7y20jzeZZR7/6H5624c4+OKZtMCmqqiEAzEglvkAY1hsZLRUvRmppELTpc55bUipijpj7TW7yzKn4IAo6YHE3/38x/jW/3mVc0fq0ua746QSSsa53GKRSurB6Zvfrcw43DbufnI7H/vdxxe1XNPopQwyYjLL5OS7Ka7M0yPAj26hsMyL1X571pndiCAKFK7JxeWxp2UuVG8uvWkt4UJhc1i4/727KVtXwE+/cZTzRxumHehmcsySqnz2Pbp1Trsr4wvbX/3j95JbmMVbL5xidCg4YzFE2SRRtbmEn/uNh9n78GbMFhOFZbk4XNbbwsZKNknsOlBDUVkuP/vWCU6+fpmetqEZC2hlQhAFcgqyMipwT/k3gsDGPZX82p89x7f+4VUuv9M062wHm8PCrvtqeO7XH2TD9jIkWaJ8QxHuHAej8whOGMwfm8PMhh3liJLInY9swe6y8r1/foOrp1pmdZ8dbhv7HtnCc7/+IBU1RSveoeNmmC0m9j2yFW+hhx//2yHOHKojMDI75X1BgOw8N/se3crTv3APZesLF20nymDlYDLL7HlwEzkFbn7y70c49dZV/COhWYkKC4LuGrH3oc08/Yv3UrGx+LbfVFpMBEFgzdoCfu1P38e3v/gaZw7WzjigNI7ZamLj7ko+9N8fYeu+tcgmieLKPHILsujNUFK8kGTnufno7zyOySxz9OXzafNcA30Tb93WNfzGZz/AWy+c4vBPztLVNDAvvTRBAHeOkyyva1Zrrex8NxU1xUTDrbNuZ5mQTRKlawt45IN38uB795DldS7q2m9FBCdEScThspK64YZbl7gOWBAErHYLjhvqy+1Oa5pf9ayPLeq/78Zj2xyW6Y8tkPG80j+np6ObzDI2h4WsXCc5BVkUleVSWp1PcWU+5esLsbusqz4gIYoCdqd10jW7WSBGEASy89xU1hTTfLlr4nVpbHF9s+slydKk9iyI4pQikdNhMsts2FlB+YYi6s61c+btWs4draendVCvRU6NpfleF70WRAFBEJCka7XEJVX5rN9RzsZdFdTsriC/OHvOgp76YtjNz//ek2y/Zz0HXzzD+SP1uu7DWH30+OkIon4eskmiuCKPu57Yzv3v2UVRhXdioVNUnoe3yDMpOGG1WWac2SGKev+hzVBVfz6I0tzv5TiSJFJaXcAnPvMMB57ZxbnDdZw7Wk/L1W7i0bESBkXVdyTGb6ugt8nxdHZRErG7LJSvL2LzHVVs27+OtdtmnloJ+o7bljur+e2/+TDHf3aRgy+eobOpn0Q8iZpS9TTO8fsoCIiSgCTp5RDrd5Rx95M72PfIFrJyrw1qLo+d9dvLGOq5JppqmWWWkf6szqB/WyAsVvOcsoiWE2arrhcw3udUbSqhYE0OgiBgMsvsvHcDpdX5nPjZRQ7/5ByttT0kk6mJ/gMAQX+WJFnEZrewcXclB57dyd6HNs+qZnfq87OizMGRZrbYnNY5922ySWLDznJ+c+0HuXC8gROvXuLCsQYCo2FSyWupx4B+vQS9pEQ2SeQUZLH7vhr2PbqVTXsq5y0oJwgCdpd1cZ4DQZhxv2Yyy9hd1kllKmaraUYaH9Nhtsg4XLZJTlJ2l3VBjn09tgzzJ5vTMpbCvjjIssS6bWX8xmc/wN1PNvLOq5c4d6Qe/0h4rOxJnbTjO16+JJsksvPc7DpQw75Ht7B5b/WCbSoJooAt47x0ceeIJotprJxQbweiJM5gHBEwWeS0czdbZNLseG7AMtZ/js8hZJM8o+xYQdS1uP77X36QE6/qY2jzlW4SsSSKoqJdPxcaH79l/bdUbCzmnid3cPcT28ktzJq4vnanlfU7ymlv6J3I6LsV4pSCIFBU7uVX/+i97LhnPQd/dJarp1qIhmIoil6+MWleKQgTpWGSLGIymyiuzCM7b3YZV4Kg99GLNb5b7Zbpbv9NEUSB/JJsPvibD7P/0a2cP9bAmUO1NF3qJBKM6SUpyuT5EgIICBPzX1HS+9fS6nw27ali2/61bNhZMasNwqpNJfzWX3+YK+82c+lkM/Xn2hjs8ZFKpPT7NbYOuDFLRBifO0oikiRic1io2lLKngc2seuALug525LDhUBYDGuaGXDTk0gmUgz2jKbtHlpsZnILsm6JK8JMUFIKo4NBYpHJ6VWyWcZb5JlXlFpRVIZ7fXqq6nWYLSZyCrNuemxFURnp988grUlAEEEQRCRJ0GuSzDIWqwmzxTTvAMtKIplIMdTrm5RWbHVYyMlzT9m+UimF0YHApOs8LpZzs4ErFkkwMuC/rj3rk8yc/PmlzY4L4vhHwvS2D9Fa20Nf+xCjgwGiYb0e2WSRsdrMONxW8ktyKFiTqw8g+W6cbisWm2VBsz40VSMUiNDfNULD+Q7a63sZ7vMTjcQRJRGn20ZhWS5rt66henMJ2XnutElwKqUw3OubFI22OSxk57tntFM7Vf9xSxD0INd87+U4mqbrcYR8EYb6/LTX99LVPMBIv59QIEIinkJAn/ybrWaycp3kjblplFbn485x4nDbZh0AuPEcUkkF32CQjsY+Gi920Ns+TMgfIRZJ6IvVsd9cWp1P1aYSCstycXkcaYsGfyTG6Stt+Eauudw4smx4cq+lC0qiSJnXQ0GWM+P5JOK6w8xiqZc73Daycp0rOivAPxwi5I9MTCatdv35uXHSkUyk8A3p97nhfAc9bYP6wjuhYLaa8OS5KFtbyPrtayipysflcSxI/bp/OETQHyFjsfwCI4gi3sKseQcRVVUvURvq9dFytZu2uh4Gu32EA1EURcVskXHlOCgozaFqUwnl64vweF3YnAuzqZJKKgz2jC7ScyBgc5jJLfRM+8mgL0JgNDRpEiwIAp4817zttQOjYYKj4UmLIlES8Xhdc9I6yYSmaQz1+tLmTyazTE5B1pI4qqiqRiQYZbjPT2ttD6213Qx0jxIO6IKoZosJd7ZjzAWiWBezzXNNCCYvFFPNLU0WE7kFWQseJJqKG/szBAGH00r2TcZdTdUI+sJpltqubAcuj+Om857RwcBYGYM29nUCziw7WbmZx6hMpJIK/pEQXU39NF7qpLtlgKAvQjQcRxwL+njy3JRU5FG1uYTiyjzc2Y6M7c0/EtIFT8d+v81pJdvruiVroXF9hJAvQl/nMI0XO+hqGmBkwE8kpOtiyGMaTVk5+gZnYXkuxeV55BS4ycpxzqrMWUkpDPX6SSYWJ1PWYjMvmOOgpukmAyF/hJGBAO31vXS3DDDY6yPoi0zowZjMMhabGZfHTl6xh/ySHNasLcCT58Lpts0r2KSqKtFQnHAgylCfj562Ifo7R/ANBQn6IsQicZLxJKqqjW2mmXBl2fEWZVNSmUf5hiJyCty4PHakMU2bBWZGB1wRwQkDAwMDg5XP6ZYu/uD5lxkIhPWIfYZxymE18+kn7+UDd85OrdrAwGD5kFQUDjW0crK9a9rPyqLA/soyDqyrXIQzMzAwWI34ozGeP3WBkYiuKSQJAnsrSnlwQ/Wcj6lpGoFYnIONrbQOjZBls/LA+irKcxYmoHEbMqOLtiLKOgwMDAwMVg8uq4W7N5TjtKTvXltMMpV52UtwVgZLjaZphBNJArEYoViChKKQUvWUWFkUkUQRq0nGbjbhtFiwm02IxgRxWZJSVE51dPPNk+em/axJErGbzEZwwsDAYM6E4wlevHCV9hFde80kiciiOK/gRCKl8O3TF/nX46cJxxOYZIlTbV38xXseJdt++zoW3mqM4ISBgYGBwaKS53bwO4/fQ2lu1rSf1TQNjfRw+3XlmxPcuJNxfWbgzdLzhAx/u5qJJJJ8/+wlhsKTRc4E4AO7trAme/r0fdCv75GmNs529qSpsq/L9/JwTTU2081Tesdrcbv9AY41t3Ohu5f2YR89/gDheIJoMoUGWCQJi0km227D67RTnOWmypvDpsI8NhcV4LHraf230328GUlF4Y26Zmr7Bqb9rCgImCQJh9lMjsNGqSeLSm82Hts8rqmw4qVaDJYJ3b4APzx/hYQyfQmTgK57YB5rz9kOKwUuF+U5HrxO+0Qw0+gnDGZCJJnk9bomAjG9fF9JprjU08/V3gHuri5f4rNbvRjBCQMDAwODZcuF9l6++OpxHt66jvs3VXG8oZ2j9W0M+ENYTTKbSgt4fPt6aorzkG6YcCZSCle6+nn9UiP1vUOEYvG0RbTDYuaTD+7lng0Vi/irlpZYMsn3zl6mcXA47b2yHM+MgxPxVIqfXKrjJ5fq0t57dOM67q0uv2lwQtU0ev1BfnThKq9caaDLFyCazFxrHFFVIskko5EoLUO6faZJEnFbrRS6nRxYV8nP791BjmPmrjSrmZSi8lZ9c8Z7kwlREJBFEYssYTebybbb2F5ayMM1a9lWUojbOjutDJMoct+6SiyyTCAWwxfV/wVjcULxBF2jflKLIFJ8uxKIxQjFE4iCQI7djnkFO3X0B4J8/fgZIlP0DTciMNaeJRGzJGMzybisFipys7l/fSV3VqyhOMuNvER6dQYri+QNemWKps4oUGYwd4zghIGBgYHBsiUcT9DQN4TdbOJMaxeHalsp8rhwWs00DwxzsrmTo/Wt/OlzD7Ojonji7zRN443LTXzhlaOE4wl2lBeT53bQOjBKbc8AJklkd2UJO8qLKcxaPP/u5U5d38wt6kbCUbp9c7eFvdjdxz+8fZx3WjvTgkYzIamoDIcjDIcjSILAB3cZOiVzRdU0EopCQlEIxhP0B0PU9Q/yk0t1PLShmk/s38XmooIZH0+WJPZXlbG/qmzS64qqUts3yG9860cMhmZnxWowc54/dYG36lvIsln5/UfuZX2+d6lPadHQAEXTUFIK8ZRCMB5nIBSmeWiEtxta2FDg5RP7d/HYxvVYTcYyyGBqzJLEluJ86vsHJ14rcDmp9uYs4Vmtfoyn0uCWEfJH+Pe/+inNV6YXxFoKytcX8oufeYbsPGNhYmCw3HmnuZN8t4PPPHMfuytLsJhk+v1Bvvzmu7zT1MELp66wttCL06rrWPSMBvnOiYtEE0l+94l7eGBzNRZZZiAQ4ouvHudwbStb1xTyqw/cgWUWE9R4NME3/vYlrp5uvVU/dV4UluXyy3/4LHnFc9PtaBgYQlFVpBm4kwyFI/T4Zx+cUDWN+v5B/ua1w5zv6p0UmJBFEbfNgtNiwSpLmCWZlKaSTCnEUymiySSheJJ46pp7jygIPLChihyHUQN8MwQBrHJ6W1c1jZSqoqjpAaJIIslLl+tpGx7lfzx0D3srSmfUNqZCEkXsJlNalpPBwhGMxTnS1M7F7j7ynA6ii+R8sJjIoohpiswHTdN3t1OKmlbOp2oatX2DfO71owwGw3x8704jQGEwJTaziV/avxtZFGkcGKbA7eSDu7ZS6pm+JNVg7hhPpMEtI5VUaG/ope5s21KfSkZ0i8TU9B80MDBYUPyRGD84dXlCJ+B6PHYbj21P39FKKSrv2b2J992xGVEQdB92j4sP7d/G1e5+ansGGAlFJoITHUOjtA2OUJmfw30bq8h12nULOKuZBzZVc7Kpk+aBEaKJ5KyCE6qq0dU8sGz7tUgoRiI2u8WISRR14UlgIBiiPxiiOOvmdriqptEfCE3a/RYFYUYZEOF4gv989zznOnsmLR5KPW4erlnLvso1VOfl4nXakQQRDY1YMsVQKEKXz0/z4Ai1fQPU9g3SNjxKvsvBnRVrMEsrN3V9Mch3OvnE/l2Yrr9OGsSVFOF4koFgiLbhUa72DRC5bkGrahqXevr5m9cP8zfve4J1+blLcPYGM6V5aIS+QHCpT+OWIYsi966tyFzzr0FKVYklk4xGo/T6g9T1D9I9GkC5rm8aDIX5j3fOsT7fyz3VFQtqoW6wehAFgWpvDn/8xIOoaAjo7c/QLLm1GMEJAwMDA4NFZSQU4ZtHzmYUzKsqyOW+TZVpwQmXzcyBjVWTdm0FQaAs14PLasEfiU3SK4in9BR1q0nGapYnJhPjAQpZEoklkii3ed27KAisy8+lY9RPKJ4gGIvTOjQ6bXAiqSg0DQ5P7LZn26y4bBY6RvzTfuelnj4ON7ZNEjXdVlLI/3joHnasKcKSYXffIstk2axU5+VwYG0F4USCgWCYK70D+KIxagrzjQnjNHjsVj68exs2c7oOiKZpxFMKI5EIDf1D/ODcFY40txG7LoBf2zfIt05f4A8fu9+o11+m6FlJQwyFItN/eIUiiyI71xTx8b07bvo5RVUJxRP0B0Icamzl26cv0n1dptdgKMyLF66yrbQQj83IujLIjCAIyJIxtiwmRnDCwMDAwGBRyXHaef/eLZkzJxy2jCKKeS4nWTZL2usmSUIUBBRVRb0uLT3bYSPLbmUoGGYgEMY95jygqCptQ6NEE0kKspxYMyzUbidUTaM8x8NwOKoHJ+JxWoZGuKuq7KaL/aSi0DBwTZ+iKi9n0m77zTjR0ok/Gpv4/26blU/ecwd3VJTOyBpUEAScFgsOi4XyHA/qmNWowdwRBAGrSaY4y02h28XmogL+5ei7fP/s5UklNEeb2mjePcyGgrwlPFuDqYgmktT2Dky6Z7crkiiSZbPitlooy/FQlOXir149NMml6ExHD/2BkBGcMDBYRhjBCYNbhsVm5u4nt1O5qWSpTyUjBaU52Bzpix0DA4NbS5bdynN3bJmRleg4dotpVrXuawtzubO6jFcvNvDPr53gmV0byXJYqe0e4PsnL5PrsvPQlrUZd5FvhixL7H14MwVlyzO1PSfPjcM9u4l2nsuJ22qhPxginlJoHR4lnlJuWosdSaRous7tY32+l8s9/dN+V1JRaB0emaR2vqkwn+0lRTMKTFyPgL4AMYo5FhZREMhzOfjVu/bQOjTC8ZaOiff6g2Hebetifb7XyFRZhviiMS529y71aSwrxgNvD9dU83ZDC69caZgoPwvFEzQPjhjBNgODZYQRnDC4ZVjtZp78+N2oyuxV2BcDURQwmY1HwMBgJSBkLAKZGrvZxCfu240/EuPtq82caOxAEgUsJpnibDfv37uFu9aVz3pBLJslHvngncu2XxPm0K9p6Bai49aibcOjBGIxrCbnlH/T7fPji+jZD2ZJosqbM6PgRDSRJBxPTHqtLCdrWYjSaZqGLxqj1x9kOBwhHE+QUBQE9Awdq0nGY7OS47CT73ZikaRVvUDPdzl4emvNJDeVeEoPSsVSqZvaxC4XEorCcChCfzCELxIlmkyRVBR9wSrLOC1m8lwOitwu7GbTgt9PTdOIJpN0jPgZDIUJxuIoqop5zLI13+WgxOPGaZn/RommaXSO+mgdHl2AM199WE0mtpcU8WZdM7GxzBJFUxfMNUbTNJKKQpcvQK8/SCAWJ6koSKKI02wmx2GjKMtFjsM+63HnepKKQq8/SK8/iC8aI55KIQgCdpNMjsNOqSeLXId9QXU0xn9btz9Inz+IPxYjkVIQBQG72USOw86a7Cyy7bZ5/bYbCccTdIz66AuECMcTaJqGzWQi12mnLMdDjt026Zmd7TxhuZJMKfQEAvT4ggTGrrUkitjMJnIdNko9WXgW6FprmkYwnqDXH2AgGCaSSJJQFMySiMtqpdTjpijLNVmr6Baz9LMBg1WLIAiYLct/8mJgYLD6EAQBSRRIKgpby4r4wN4tOK0WHBYTpTlZFHpcc3IdWI39WjyVYkOhlzfrmwFoHR7FH42R53RMuVhrHBie0PjIttsoy/EQT03v/S6MiZlejygsncCYpmmE4gkaBoZ4q76FK7399AWC+CIxIokkqTFNElkUsZpkXFYLHpuVQreLmsI87qoqY0txQUadjJWOKAhsyPeS53TQHwxNvN4fDBFJJJdlcELVNKKJJN2+AGc7ezjV3kXXqJ+hcIRALE78uuCERZZwmM1kO2yUZLnZX1XG/eurKMlyI4np7fRGNE3jXGcvXz9xeuK1j+/dwd6KNQD4ozEON7XxZl0TTYMjDIcjROIJFE3DJIn6IsthpzzHw0M11RxYW4l3TLh3uu8NxRPEkilGIhHaR3y0DI3SNjxCQ//QJJ0QfyzG5944mrEk7kZKPFl8+qG7Ma/CtjyO12lHun7RrkFKmb7f6hjx8fUTZxgKhREQ2F+1ho/s2Y4gCBMBqDMdPbx0uZ7avgEGg2FC8cREcMJuNpFls1LodrIu38tH79hOtTdnxv2epmkEYnHOd/Xy6tVG6vsHGQjqwa7xLLTx4GlxlpsdpUU8sWU91d7ceQV+xwO2Zzq6ea22iYb+IQZDYULxOAlFRUQP+njs+iJ2V1kJT2xaT3muZ859oqZp+KMxjrV08MqVepoHRxgKhYkkU2iahkWWx8acLO6truCxTesoynIhCgJmeW4L6Pr+Ib5y9N0ZlUOVZXv4f+7fP+usy3H6AyG+dPgkQ2E9KLavsowP7NyC1SQTSSS42N3PTy/VcbVvgIFAiGA8TlJRkUQ9oJplt1Gc5WJfxRoe37yeshzPnMoaFVWl1x/k7YYWjjS10eULMBKOTARwTZKI02Kh0O0k3+Wc/Nxk4K7KMj46jQ7MTFm9PZCBgYGBwW3NaxcaudTZx+8/fYCndtbMywJxNZNIKVR7c5FEAUXVGAiEGAxFWJuXuXRF0zR993xsETS+IzgTcVGLSU6btA4EQyRSKbCY5/9jZoGiqjQNDvPdM5d4q76ZoXCU5BQLlYSiC6wGYnG6fQGu9A5wtLmNQ42tfP65JyjPnZt163JGEAQcFjO5Dtuk4EQknpzyOi0lKVXlbEcPr9U2crixleGxiXYmBxl9QZkimkwxFI7QODDMu+1d/OxKA792717ura6YkQjeQDDEG3XNE/+/piCP3WUltI/4+PrxM7xZ30wgFuPGU4inFOIpBV80RsvQCO+2d3GkqZ1P3Xcna/Nyb7ojGkul+OLBE5zp6GYwFCaWTJEYEwC+8bcmUgqn2mdm576hwIui3jWjz65UkooyySFIF0iePnATiMU51txO56gu+CtLIh/YuQWzLDMcjvCdM5f47plLDIXCk1xBQG+XgVicQCxO56if+v4hHt24lmpvzozOWVU1WodH+MbJc7xe24Q/Gkv7DtBtfyOJJD3+IBe7+3izvpkP7dnGe7dvwmNL13eaDkVVqe8f4hsnz3GwoYVALJ7WvhQgnEgQTiTo9gU439XLW/XNfGTPNp7aUoNrBtd20m/VNLp9Ab569BRv1DUxGo2mPTvRZJKoP0mPP8CFrl6Ot3Tw6/fuZU12Fs45jiGjkShv1bdMEtWeis1F+fyGeuecvgcgkkhwtLmdLp/eluKpFI9tWkcsmeTbZy7ynTOXGAiG0qydVUUjqSQIxhN0jfq52NXHW/UtfOq+O7lvXeWs5jeJVIqTbV189dgpLvf0E00k02x39T4qwnA4wpXegWmPOZc2NhVGcMLAwMDAYFFRNY1QPE7gOlHEcQT00ou57oBcz2BQn7i3DY7SNezHYTXrSZ+CgDyWImmSDFuweCpFvstBoctFt1+33GsYGOLOilKkDNcmFE/QPuIjpaoIQHGWG4/NOiMbUZMoUuJxI4/ZlwJc7u2nc9RPtsO+aEm5SUXh7YYWvnL0FFd6+9MmwKA/qljoAAAgAElEQVRrWoiCAGO7ozf+vnhKYUOBl1ynfXFOegmQRTFtJ13VtIzXa8nR4McXa/nhhStpE3vQf8u4DaCGRkpRJ9og6Iu7c129/PVrh+FRuG9d5azTphsGhmgZGuHv3zzGkaa2iUWkKAiYJBFRENBg0ndr6M/Ua7WNjEYi/OlTD1GZmz1lv5RUVI42tdFilG/MCr3sxU9KuXbPLbJEVe7MggTXE4jGCcUTqLE4/3ToHX544eqkjBVBEPS2o2lpgYSybA9FWe4ZjTuqpnGms5u/ff0IV3r6Jx3rxjalKCrJsTaVUHTtoH94+zjtw6P8xoE7yXdNXaZ3IylF4Z3WTj735lEa+ocm9X3690qIAmltOZ5SqO8f4vNvHKXbF+SX9u8ixzGz/lHTNDpGfPzt60c42NiS9gybJP351dADJ0lFJZpMcbylnV5/gP924M45BydEQcBmklE1FVXTUNT0/v5W0T7sp2vUzxt1zTx/6sJEgGS8nHA8YyGlapOCwrFUisu9/fzVa4eRRZG7q8tnFKBIKSqHGtv4368epMd/zXLYLEk4LWZyHHbsZplIIsnImFB2IkMwWkAP0o33qzbTwm0uGMEJAwMDA4NFpd8f4q9/fChjuqnNbOK5vZu5Z0PlvL9nb3Upb1xu5L+OnePHZ2onBnmTLFHkcXH3+gqe3LmBfPfMJ22rkURKwWW1UJHrmbDaa+gfmnIBOhgK0x/Qd9JlUWR9vhd1hpM5QRDYVlLIixeuEhrTnhgORfje2ctU5GaTtYC7L1ORVBQON7byd28eo314dNKOkSSKFLgcFGW5yHU4cFstmCSRYDzBcDii6xcE9Hpym8nEvWsrlmV5w0KRUtWJ+vxxrCZ5WVqJypLIfesqeb2uacINxmW1UJzlojjLzZrsLPJdDuxms14/7wtQ2zdAbd/gRFsEaB8e5Rsnz1FT4KVoGkvdG7nSO8DXjp3mWHM7iqZhliQqc7OpKcyjPMdDls1KQlHoGvVzubef+r6hieurahqnO7r59umL/I+H7pkyHV8WBbYUF2Rc9A2FI7RdF7QwSSJr83JxmKdfOJTleBZUp2C54Y/GONfVO2mBt6HAS3muZ9bHCsbjDIbCvF7XxItjgQlZFCn2uCkZ05VwWS2kFJWRcISBUJgefwB/NMb6Ai8FLse036FpGo0Dw3z+jaNc6u6b6KdMkkRFroeNhflU5mbjtlp0HYpAiPr+QWr7BifafySR5IXzV3BaLPzmfXdinUFfpWkaF7r7+Ls3j1HfNzjxvWZZotqbQ01BHhW52TgtZuKKQo8vQH3/IHV9gwTHnqNgPMG3Tl/Abjbxy3ftnlGJRzAe5+vHz3C0uW1SYMJlMbOpqIAtxfkUuF2oqsZQOExd3yB1/YMMhSK0DI/yL0fenbb0YCoqcj381gN3MRqJEojF8EfjBGNxgvE4bcOj9AVC0x9kjvQFgnz/7GVerW0kmkwiAKXZWazP97IuP3dCV2MgGOZq3wBXewcYjUQn/r5zxMdXj52iOi+H4hkEvVqHR/jykXcnBSaKslw8vbWGB9dXUeh2IYkCqqrRG9DLPn5ysY6+QHCiLVhNMvsq1lDpzaEoy0WR28X6Au+CXRMjOGFgYGBgsChIoojDYiGSSFLbkzlN0Gkxc2Bj5aS/cVrN2C2ZxepEUdAzIsY0JkCf5HcN+znX1oPVZMJls+hCXaKApulpqLXdA5xq7qJnNMAfPHMAeRHFnpYbKVXFbbVQ5c3h2JgzQ+PAMHElhSxNXtRomkZ/MERfQJ/YyJLEpqJ8kqqKNsOdpt1lJVR7c7jQ3Tfx/S9fqcciy/zS/l0T9cO3IqNF0zTq+gf54sETkxZx4xPCJ7ds4L61lVR4PWTbromtjZcB9AWCtA2PcqGrj0AszrbiwlVbLqRpGsFYnOFQZNLruU47tmUgYJqJ3WXF7K0opWlgmHuqK9hbUcq6/Fw9W0eSJmXmaJrGaCTKq1cb+cqxU/SOTdY14FxHD6fau3lqi3NW97fbF6DHF0ADch12PrR7K09vraE8xzPpOJqm0RcI8eKFq/zHO2fxjS0mFVXjzfpmntlaw9aSwozfYTOZ+OMnH8wYDPzppTr+8tWDE4u7LJuV33v4XrYUF0x77pIgYF6F/eC44N/3z13hQlfvxAIry2rh/Tu3kGOffeZTIBrjp5fqeeH8FeIphfIcD8/t2MxdVWVUeXMmiaumFJWBUIjmwRGu9PSzoSBv2iCBpmkMhsL848ETXLwuMJFls/LhPdt4ZmsNlbnZaW3KH4tzpKmVfz12hrr+QUDPZvje2UvUFHp5fNP6m7ZnTdPo9gf4p0PvUNd/LTCRY7fx83fu5KktGyjxuNO+dzQS5c36Zr5+/MyEIGsonuD5UxeoKcybNgsppaocbGjllasNk7SL1mRn8cv7d/P45vV4bNZJY0IoHudMRw9fO3aasx3dtAyN3PSa3ox8l5MP79mWdi2CsThfePs4z5+6MOdjT0dCUXjh/BU09Gf74ZpqPnLHdjYV5qcFKAOxOIcaWvjnwycnrrOGbol7oqWT53Zuvmn2YSKl8OKF2kk24B6blU8/dA9PbE5vG4VZLrYUF7ChII+/fu0QA0FdJ8MsSTy5ZQPPbK25JeP08hxdDAwMDAxWHRuL8/jnX37PTbUJBEGYtCO4vbyIL//Kc5hkiWxHukVmQZaTz3/sKVTt/7L33vFxped97/ecM70P2qBXgiBIsPdlWXKrJKtZsqXYuk5c5HoVJXFs+eY6ipMbW47vx4od+zqJ7Diyoljyqnml1Wp3tautJJedSxQWgOi9DQbTZ067f8xgiCEBYsAF+/l+PiQwB3PanHPeed/f+zy/R6fMm4mAmIsm+MtXTnB+YJRfObqbwxsasJiuD0xUTadrZJI/ev4NTvQMMhIMU1/68HkGFIqqaZgliYaSImxmE0lZYS4eZywUprksfzZE03XGQuHrM9NWCw0l/kyof4H7K3U5+eltm7g2HSSWzsy0xdMy37nQwdXJaT61czO766oJeFxr6vwOkJAVvnH6Yq4yCWRCerdUlfP5o4+xrboCxxJGZ0LWlb6xpIiGYj/7G2tJK+pthxE/CGi6Tt9MxshxAUkUqSvy47hPo0W82Y62qmmUr1CBY6Gt+eltm9B0nT9//Xhu5jepKFwYHuPJliacq7zGOpkO/68d3M3P7mjDbr75GARBoMLr5hf37SCcTPLVd8/n/jYTjXG8b5C2ysCSxy4IwrK5/Dea9AkIuKyWuxKRdL+g6zqKppFSVMKJJGPzEV7q6uZHnVdyETIuq4VPbG/j6PpGpNuIAhqbj/DNsxeJp2W2Vlfw+SP72VFbiWWJCj4mSaTS66HC62FPfXVB29f0jEj1Vk9/ToTy2Kz8+sE9fGpnG06LZcl7yme38cGNLfjtdv79iz9hJJSJhAslkvzD2Q6211RS4XEv+0ykVZWXu3o4MziS22+Rw87njz7GR7e0Lts2FjkdfGzLRnx2O3/40hs5j5qZaIxvnetgc2WAEtfy0SKz0TjPv3eJSDKVW1bksPNbh/fxwU3rl4wiclmtHFpXT7HTzh++9CbvjaxtCV0hm75yN6pU6GTEwY9sbuFzR/Yva0btsVn5wKb16MAfv/JWLoJC03Ve7+7lo1tab5kSOxmJcnZwJJemIQoCz7Q2c2T98p4VZkni8Lp6Lo6M879OXQAgkkzxQsdljq5vXLWvSCEY4oSBgYGBwV3BZjFTs8oQWrvFTG3J8uuYJYmqIm/esqHZOU50D9JWE+BDW1vw3SBqLMzw15X4GAnO53WIHkUWPo91pcW4rVaSskI0laZ3OniTOJFSFHqmZnNCRGNpEV6bjXg6TaFYTBIf3LSeS+NTfL/9Um6mLKWonB0apX10gu01FRxpbuRwcz01fh8mSUSA9zVLo+s654fHeOeGsOH6Yj+/8/QhdtVWFbQdQRCwm80PdTrHgmP+i51X82bo/Q4bW6vKEe/TaBFJFKlfpTmpzWzip9paePlSN2cGR3PLr0xMk1SUVYsTAM+0NvPJ7W04VkinsJlN/PS2Tbx8qScXuZFS1Fw1nJXWfxSRtYxfzPQNET0L6LpOWlWJptJMhCP0TgdzYqokCJR5XHxm91Z+dsfm2x5YLRjk1hX5+J0nD7K9tnJFIVWAgitYzMbi/ON7l/Jy/R9vbuBTOzevKIiaJJE99TV8dEsr/+PEWdLZ9vX88CgXhscp3+RednZ9LBTmB+2XkLO+HKIg8HTrOn5628YVj91ikjjcXM/TA+t47lw7sqqhAyf7h+kcm+TI+sZl120fHad9bCL3WhIFjjQ3LCtMLCAKAq3lZfyzfTvof/Enuev8INJaUcYvP7brllWyINPneWrDOl7q6uaN7r7c8v6ZOYLxOOUe95Lr6brO+HyEvpnrEYNum5UDTXUrljJ2WS3sb6zlOxc6iWfNM3ung/RMzbCjwO/N1WCIEwYGBgYGDxVpRc2aWmlLlgZTNZ3eyVmGZkJ4HbZH3nNCz/7XWOLHa7cyHY0RS6fpnQmi63peR2lh4LTA+rISnFbzqsQJyMwA/cbhPUiiwAsdV/Jy/tOqyqmBES6OTvDc+Xa2VVfyZEsTrRWllLtdSDeE5xdKQpY5dm0gL03BZjLxc7u2sKVy6RD6R5GFMPj/ffo9zg2N5v1tQ6CUbTUV9+jI7hxeu42N5WWcHx7LCVezsXhBFWhupNTl5MObN+AsoNSgIAiUuZxsqSzPiROQmeGcT6QMcWIJVC1TwvXCcOEz5aUuJ1U+D7vrqnlyQxMbAiXvu/yvzWTiw5s3sKW6fE0jvHRd52T/cF7amdNi5mNbWwu6pyAjFDzR0sQ/XryUu69UTeeda/0807oOcYloAF3Xs1UkwrllPruNj21ZWZhYwGoy8WRLEy91decirlKKwjvXBni8uWHJQbeW3e/iShluq5Wf2ryhoDKokiiyt76a9WXFeeLig4TdbOJDm1qo8XsLEuCtJom99TV54kQ8W0J5OXECIJRIEEldn4zx2KxU+1f21REEgVKXk2Kng3g6U2VkPhuVtGPFtVePIU4YGBgYGDxUVBf7qCv10T40wVd+cprHNzTgd9nRNJ1gLMGVsSl+3N7DTDTGJ/a0PfLixAJFTgeVXg/XpoPIqsZgMERclvPM9CLJFAPBTKfZJGbM9goxWbsRQRCo9Hr47ScP0lRazN+ffi+XQ7tAUlYYmA0xMBvixc6rbKoo5YmWJp7asI76Yv+qIylCiSSnB0by0k+aSos43NywJtVhHjQyotQN5ep0nZ7pWb59rpPvX7xELH19wOAwm/nUzs0FmSs+aAiCQLXfiySIqGRmmpOKkpf/XigbK0pZV1pU8L3ptFqo8edHf8XT8pLCqsHtUel182RLE/sba1hfVop5DQxdS1wOnm1tXvOw/5SicnpgJC+ib0N5GU0lxatq75pKigi4XXmi16XxaWKpND7HzSmSCVnmzOAI8UXP/OaqcuqKVhft2FxWQonTkRMnNF3n0vgUCVlZMi0klEjSPTVzUzTb+rLCDRaLnA7aKgNcGB7Pq8DzoFDkdHBwXWHVNiATMdJYkh8hJmdLXS+HlvXQWIxZkgpuz60mKU+kSilq3r2ylhjihIGBgYHBQ0XA4+Lzzx7gr18/xRuXennrcl9uZkvLloQscjn43LOP8cndbTzilURzCMDGigBvXxsAYCgYYi6eyOu89M3O5aIcihx2aou872vW0G2z8qmdm9lVW8Xz7Zd4q7uf0VD4ptJlsqry3sgElyem+f7Fy3xw03p+qq2FmiIfpgI7dBPzEYbmQrnXkiiyubKcKt/qKjI8qCRlhUsTU3kdTE3Xcx4jg8EQnWOTXJ6YZiIcyYV2Qyb94Od2b+Gxxtp7ceh3BafVkt8W6Kx6oCOJAk2lxUsO/pbDJIo3pY6kZCWvqoRBPmZJvKUooGo6iqrmSm9eHJ3g6tQM3zzbzoZACZ/cvoldddXvy4tjfaCEwB0QtmdiMa5Nz+aJqOvLivGv4p4CkCSRGr83z4shkkoxOh9e8v4cD0cZCs7nLWstL8VtW50YaTVJVPu9XF1kuhhKJJkIR2gsubls61gozGwskbesrTKwpJBxK1oCpVhMEkr6wRMnyj1uam8QKFci014JubRMVddIrCAW3PhdrelaXjt/K2RVQ9Gut0km8dbP4PvBECcMDAwMDB4qTJLIY+vraKkspWNogsGZOWKpNKIg4LJZqfR7aK0qo8K3fPjjo8rGitLc70NzIULxJNW+652m7skZUnJmRrfU7cz72+1ikSQ2lJfyhcBhPrmtjTe7+3jn2gAXR8dvmrlOKSq9M0H+69uneL27j187uJuj6xsLCjvum53LG/DZTJn9FipuPOgMBkN85qvfWvV6Fknik9s28asHdq+Ym/wgI9yQLLRUZMlK2Exmav2+VQl2mUpD4g0DjcJK8z6KmCWRo+sbObxu6XLTOjopRSWWSjM2H+bK5AyXx6dIygpj82HG5sOcHhzh41s38usH91Didt5WmlhzaQnWOxBxFYonGV2UWiGJAuVe96r3JQCeG8SXtKLeVH1ngZlILGdkCZnBZ4XXveoBqLiEYWtSVgjGEjQuEQwxE40RvsErosbvXXU0W43f+8C25fXFPkxi4ecrCAKSICIJAkq2ndBXEFPFrHGpWRJzgkQsJTMVidJcVrziPucTSebi16+T3WLG57gzRruGOGFgYGBg8FBS7HJwZOPyJlwGN1Pr9+G12ZhPJpmLJxibD7OxogxREFA1jd7pWdKqikBmtmctZw5FQaC5rJjGEj8f2bKB3ukgP7nay7t9Q4yHIyTl62HuC6HCf/zyW4zMhfnMnq0rGlROzEfyQoctJhP1qzRofZQwSyK1fh+fypbDXE00wP2AqmmEkynmE0kmw1GG5kJMRmLMxxPE0mmSskJaVUkpKmlFYSIczZkHArc1YLWYRIqWqCpksHZIgkhbZYCf2dF2y/fpuk5SyQyK20fH+fvTF3lvJBP2H02l+fb5DhRV43NH9lPiWn05Ub/DvuZlhHVdJ5pK56owAGiaznNnO3j9at8t1lx6W4tTOiDzTCwViq/rOuFkKi8tQNU1/vb4Wb733qVV7VfTNEbnw3nLFE0lKS89qx9OpvL8JiRRoMTpWLXQcCeux92ixOW84xGcgiBQ4XFT4/flyq7OxROcHRplV13VLQX+pCxzfngsT0QqcztpWiISZi0wxAkDAwMDAwMDBEHAa7fRUOLnvZFxdB16pmY5ur4RUZKYiycYnQ+j6ToWSaK5rPiOzFRJopgRPtwu9tRXMxYK8+qVXl69fI2u8cm82aHJSJT/+e5ZKrxunm1txnSLXPJQIsnigqeSKDxSJRYLxWEx01xazP7GWp7d2Mz6spI1L+l6J9F1ncFgiHf7hjg5MEzX2CRTkRiqrqHr+RERax2bIAriQ13F5UFioapOlc9MhdfNxvIy/uNLb3CibwhNz0RXvNBxhZbyEn5u19ZVb99hMa/5c6GT8fVZ3MbpkIv4eN/bzxpF34im64STyby/6ToMzc0zNDd/0/tXi7bMrL5OprzzYlHQLElYzaZVV2aySNIdiWS5GxRqdPp+qfF72VlbyWBwLpP6pGm80H6ZvfXV7GtYOmVP13XeGxnnhY7LufZSEgV21FTesZRIQ5wwMDAwMDAwADLu3etKi3J5ylcnp1E0DbMkMRGOMBWJARk3+NbysvdV2nMlFurM1xX7+cX9O3h2YzOvXbnGt893MjA7lwt7D8YS/K+T59lSVX6TseBiUoqSF6UvCsIjVQ3BZbWwo6Yyb3ZRIDMYcFjMlLic1Pg9NBQXUeHNRMXcqZziO8VsLM5LXd18770u+maCedE2i5HETCqFJAiIgogoCsiquuz7C0UUBCwP2Gf2KCAKAnXFfj57YBfdUzO5diyeTvNyVzdPb1hHicu5qm1K4tq3fbquLxthsCbbZ2lBTs96z9x19Iw3yOJjMosi5lWkOCyw8H3xIHK32gy7xcxPb93E2cHRnAH1SCjMl15+i3+yawt766tx26wZY2A9E2F0sn+YfzjbnudH0lhSxM/saLtjkSqGOGFgYGBgYGAAZDovjSVFmEQRRdPon50jnpaxmUxMhKPMRDOdeofFTFPpnQnpXAqTKFLt8/CZ3dvYUlXOH7/yFl3jkzmx4erUDKf6h28pTiyVwv/gxAO8fyq9Hv7Txz+A/cbyfELGb0EUBCQx8/NOik53imAszn97+xT/+N4lYjeUtnVazNT4fVT6PBQ57XhtNlxWCzazCZvJhM1s4szgCD9ov/K+3f4fwI/ukaElUMrO2ipe6uoGMgP1gdkQfTPBVYsTd4obmykpW0lmLdKqXBZLwcaaJlGk1u/FvQbRZT6bDY9tFdu5jWdI4GbDxweFu9netlUG+Gf7dvDnrx8nlE3T6J6a4T+98hYlLgfVPi92i5mkLDMSCjMTjeV5P1X5PPzzI/tXVU1ltRjixENATE4RTMdzRkoGS2OVTJRYXQ9sTpqBgYHBnSZToqwIj91KMJZgPpFkYHYOt83KwGwol6/cUFyE7y6nRAiCgMUksb2mkt84tId/98JrBLO52WlF5dTAMJ/YvmnZDqrNZMrr82q6nlcq82FHEMBuNmG/SyHEd5N4Os03zlzkuxc6SSyaAS5xOnhqwzqeaGmkxu+lyOnAabUsmY4UT8v8sOPq3Txsg7uMw2JmfVlJTpyATN79RDiKruv3XJQTBAHbDeKh1Wzi0zs380xr8/vevigIS5oYCoKA9Yb92s1m/um+HRxsqnv/+xWFZUURsyQhcF2UkTXttirV6OgoBVaeeJSxmCQ+uqUVi0niq++eo28miKrppFWVsfkIYzf4lCzgtFjYUhXgl/bvZF9j7R2NUjHEiYeAtyau8SedPyatGjWxb8VGXwV/suvjlNjWvvSTgYGBwcNCQ7Efr81GMJYgnpbpnQnSXFZM7/Rs7j0tgZJ7llsvCgLbayrZWFHGsd5BICM0jM2HSaTlm8oyLuB12DKDj4WKCJpOKJFY8r0GDxbXpmf57ntdecJEucfFv3ryIE+sb8Rptaw4q2pM7zz8mETxJp+ZtKoSS6fRufeRVALgtlqRRCFn3qtqGhaTiepVlppcDaIgZPYrCLnyq4qm4bCY7+h+M74gJiwmKTc7v5BetVqxSFF1UooxDioEh8XMT7W1oKoaf/raMeaTmQgKm9mEomrZey6b7ud0UlfsY39DLU+0NFLmvvOTvIY48RCQ0hRCqQQpzXgob0VEThmluQwMDAxWoNLnoczton92jkRapnd6lmiqju5s3XpREFhfVnLTDN/dxG420VRanBMnAJKySvwW4kSFx40kCijZybW0ojAwM8f+ZYzADB4c3u4ZYDrrIwCZTvand27mQ5vWFzzDl0jLeYapBg8fug7KErPy90vXUMiW4SxyOJjOptClFZXJcBRF1W5p+Pt+9+uz2/DYbblKISlFyRjJatodHYx67TacFgspJbNfVdOZjsZyXkeFEkokSN9GxMWjiKyqvNndx9dPv8d8MolFkji4rp6PbWnFIklouoZJkrCbTfgdDso9LlxWy12LLDLECQMDAwMDA4Mc5mwljtODI6i6zshcmMFgKFeWzu+wU+333NP8XgEBy00ddR3tFoPL+hI/Zun6DF1SUXOGn3ei6ojB3WGhrOziSgN+h50nWppWNbiZjcXzJjDuk/GqwRoiqypT0VjeMpMo4rCY73nUxAJ+h41qnycnTuhA/2yQSCpVsF/E7VDqdhJwu3LihKbr9M7MEkvLeGzWO7bfEpcTt82aS9EDGJ6bJ6Woq3p+R+fDS1YiMchH03U6xyb5izfezZUUPdhUx+9/4AgVXvd94dthfBsbGBgYGBgY5LGpoowFM/qR0Dwn+4dJZkNmyz0uKr2ee5qfrWga09F43jKb2YTrFtU3Kr1uav2+3GtV07g4OsFwMGR4Nj3ApBUlWyb2OgG3a1UGh0lZpntqJhdKD/c+xP92yAws8o/ciBi9TiSVonNsMm+Z126j1OW8534TC5S4nGwoL80bJF4cmWAkNH9H26kKr5vG0qK8u+fc0ChTkegd2ydkDBZL3fnPasfoBNFUquBt6LrO5fFpI3KiANKKwj++d4nemSA6171Fqnz3dsJhMYY4YWBgYGBgYJBHU2kxVlMmuHJ8PsKJ3sFcLfpyj/umzuTdJhhPcGl8KvdaFATKPW4ctzB79Npt7K6vzut8983M8fa1AaNT+wCz1KAyY7JXWEdb13W6xqcYyJbWyy1fk6O7u9jN5htMX7Wcie2jjq7rnBsazWs3ICO21hb5llnr7mORJPY11OZFK8xEY7x+tQ/5DkYG2Ewm9tXX5KXFjYcivNndf0cjEtw2Ky1lJXnRa0PBEJcnpgveRjiZomNsAtkwxFyRhKzkSoVDJsqs3HN/efEZ4oSBgYGBgYFBHsVORy7KIJxM0TU+haJpWCSJdaVFt22GqWgaaUW97RlAXc+Ynr3QfpmhYCi33GKS2FNffcvZT4fZzOPN9XnCSkpR+MaZi5wbGjVCgh9QLJJ0k8/IbCxOUi5sUD4XT/Cd851MhO/sDPHdwO+w5z0DSVmhf3bukY8MUjSNzrFJvvrueSLJ6zPyJlFke00llV73PTy6fARBYG99NZsqA7llOvD9i5c42TeMqmmrvp66rq+4niAIHFxXl1ciUtY0vnO+k/PDY2ja6u+hQvYrCgKHmxtwLhKWI6k0z1+8RDiZWvFcVU3j3f4hrqxCzHiU0XSd9CLj0FA8QffUDClFQbuNe+tOYIgTBgYGBgYGBnm4rBaaSotyrxdCw61mEy2B0tvebsfoBH9z/AynBoaZmI+sKmJB1zNGad88284/nGvPpZkANBb72Vtfc8v1BUFgW3UlB5rqkMTrA7ihuRBffu0Yb/cMEEulCzoWVdOYjsQYCoaM8nX3GEEQaCopyrum09EYZ4dGb5nSoCVNDgMAACAASURBVOs684kk/3C2nVcu9zwU6Q8lLgelLkfudTwtc+zaALOxR7PcfEKWGQqG+EH7Zf7gxZ/QNTaZFxFT5fPw4baW+67EvMdu41M7NudFT4yHI3z5J+/wVk8/iQKFNy17j3eMTXKib3DFKJpSl5Of2dGGa5HYNzQX4k9+/Dbv9g+Rkgsz3td0nbl4gosj45waGM5rq5diY0UZ22sq89Y/0TvE9y503fKYdV3n0sQUXz91gVAiWdCxPerYTCYqfZ7c67gs86evvsNfvHGCH3V1c7xviHdv+Heyf5izg6N0jk0yFAxlzIPvYHtiGGIaGBgYGBgY5OG0WlhXVpxXfx7AaTazPlCy3GorMhGO8pV3TmM1m2gNlNJcVkxrRRkNxX6qfB68dhuicD0gXwdSssJwaJ6LIxO82dPH6YERkos6yR6blZ/bvZWqRR2u5XBYzPzCnu10T87QlQ3v1nXoGp/i3/3wNY6ub+Do+iY2VpThc9jyj0NRmZiP0DcT5NLEFF3jUwTcLn7vmcM3lSd8VNH1TL0LTctYk2b6r3rud1lVCcYTqLq2aB2IptME4wlsJhOSIICQMT1dCAIQBAFJEJaNjNnXUMN3LnQSzYpL0WSKv3v3POUeN1uqyjFLYraMLGhkZnMvjU/x3LkOfnyph7gsY5ZEFPVWlqr3P0VOO9tqKhmbvwpk7tuT/cN85Z3T/MLe7VR43Sx+uhaui5ad4V6u0s39hKJpnB8a42snzy/7HlnViKXSTIQj9EzP0j05c5MQ6rZa+IW922mtKLvTh7xqREHgQFMdn965ha+fvpAtrQlXJ2f4Dy++zpMtTRxtaWRDoBSP3ZrXTqUVlelojMFgiCsTU1yemKZ9dIKmkiJaAqW3vMZmSeLJlibaRyb43sUu0oqaM1D84guv8uzGZg6ta2BDoASn1ZL3/ZCUFaajMQZm57gyMU3X+BSdY5PsqK2ktbzsltF2RQ47n9y+ifbRiZwxZiSV4q+PnSYYj/OzO9oyJSyzz78ORFNpjvcO8vVTF2gfm0DIthmrERl1XUfV9dxAW9ezT4UOqp4pNR1P5wvWsqoxE4sjCGASpex+gWx7JWSvn3ifCV4LWM0mPrx5AxdHJohlz21obp6/PXFu2XUEwGoy4bZZKPe4aQmU8nhzA4811eIwm9fcr+W+Eyd0XUfTZSTRctNyHRUB6b4xrTEwMDAwMHgYkQSB+iI/Lps1Lwy6pshL0Ro4xkeSKU4PjnB2aBSHxYzTYsFuNuGyWXO/62RmfkOJBNFUmvlE8qZZNJfVws9sb+ODqygZub6shH9+ZD//76vv0J81BYPMbPt3L3Tx2pVevHYbXrsNj82KIAjE02lC2f3HUmmiqTSKpnF0feMDPZhdazRd5+LIBK9e6SGWkomm08RTaWLpNLGUTEpRSCpKnjO/omk8f/ESb1/rxyyK2M1mHFYLTosFp8WM02oh4Hbx4c0blhWg2ioDPNZYx2tXrqFlBZIrk9P8m+dfYXd9NW2VAbw2KylVZSoSo2tskssTU0xGoqiajt9h59M7N/Ni51WG5+bv0qe19nhsNp5tbeZk31DuM04qCt8638HJgWE2VZRRmh3kJWWFSCrFXDzJbDTGhkAp/+EjT93jM1gZRdM41jvIqYHhZd+j6TqKpuUZnC6m2Ong0zs350on3o84LWZ+af8OgrE4L3RcyYkrk5Eoz53v4JXLPfjsNvwOO06rBU3XScgy4USKeDpNPC0TTaVz6zWVFN1qdzk8Niu/enA3kVSKH1++hpxdf2w+wtdPvccLHVfw2e34HZkSoKquEU8rhJOZ9jGz39Sq/B8kUeRAUx0f3dKaiYrLis/BeIKvnbzAa1d6aQmUUO5xI2SX90zNMBIKE04kEQWBg+vq0XSdd64NFLzfuXiC5851MBONZdr1bDsVS6dJyHJGTI0l8tYZmJ3j17/xPBZJxGIy5bVTDosZj83K3voaDjc3FHwcdxNJEHiypYn+2Tm+cfpiTqC4FTqZdiQZVZiOxukcn+KN7j6ebGniVw7som6NPVvuO3FC1VMMRN+iyrEbk2jFJDhQ9TRDsWMEkz1UOXcTsG9DFO7PxsTAwMDAwOBBRxAE6op8FDnseeJES6AUq3ntug6arhPNDvZXi99h55/u3c7P796Ky1p4qTuTJHK4uQFJFPmrt05ycWQ8JzCouk4wnsgbPBsUjqbrtI+O89V3l5/VXor5RJL5W4RlV3jc7KytWlacKHI6+OyBXfTPBumZms0dy+h8mNGLl3j+4qVlt13ktPO5x/fzREsjI3PhB1qcEAWBw+vq+cjmDfz9mYsoWR+VlKLSMzWb+2yWwmN7cKJ/FE3LndtqEAWBptIifmn/Tj64af1te+fcDQRBwO+w89tPHcRjt/Gd8x1Esu2kqmnMxuLMxuIrbOWGbRa430qvm999+jAem5Xvt1/OicKKpjETjTMTLXy/hU4nOywWfvmxXYSTKX7QfnnRvavQNxPMlb28EUkQ2Ftfw28/eZA3untXJU6EEkn+9+n3VvU5plU1z+/oRkyiiKbr9504kQli04kkUxzvHWRiPpKXCreqbek6s7E4377QSSyd5vc/cBS/w7ZmwQP3nTih6QpX53/AUPQdrJKXTb6fBUFgKHqcgH0zveFXcZoCeCzV9/pQDQwMDAwMHlpq/F6KnQ4Gsx0xAdgQKM1V8bgdqnwettdU0DczRyieWLX7vEkUKXY62F5Twc9sb2NnbRW22xBLREHgscZaqnwevnOhkzeu9jE2HyalFOaBYRJF/A47dcW+PJd5g3uDKAhsqijjix98gr8+dprzw2Mr5tfbzCbWl5XwK4/t4vHmBkySSFtlgB91XX2g/SfsFjOfPbAbh8XC8+2XmAxHCzqf+6WM4FohkBEibSYzbpuFCq+Ho+sbeaKlkRq/t+BIq3uJIAgUOex87vF9bKsu55tn27kyMc38DaVzl8MkinjtNmr9Xp7duL5gEVcQBAJuJ//yiQNsr6nkuXPtXJuaZT5ZWHnPXPtY5OPJliYcBYpApS4H/+rJA5S5nfyw4wpj85Fl710B8DvtPNWyjl9+bCe1fh99M0GsJhOpFTwuHkW0rCnsV945zbnhMeYTSSRBIOB2Uep2UupyZqr93NAMqJpOUpaZTyQJJZLMxuKEs/eBruu80d3HtuoKfm7XFkxr9Ezdd+IEgMtUzs6SX2MmeZWxxHnKbBuxSR6a3E+TUIMk1CAeDHFigSqHl8fL1xFKJ4graWJKOvczoaZRH+Av2dvBIko4TRYcJmv2pwWnyUKrrxyrdF/e8gYGBgZ3DbvZzKd3bWY2mokOqC3yLVmC022z8vO7t7KvoQZdz3T0d9VVLTkY99ptfGb3ttzs97qy4iUjLLZUlfP/ffqjdI1P0TE2Qf/MHKOhMDOxGPPxJLG0TFpRUHUdURCwmiTcViulbifVfi+t5WXsqqtic2XgfYkkkAklbiwp4l8/eZBPbtvEsd5B2kczxzQViRJOppA1DUkQsJpMeGwWSt0uqnweWgKlbK+uYEt1+X05+2qSRJ7a0ES1z5tbVuJ2YJLurJAiCgJbqiv4zUN713S7mcHlrSsqSKLI7roqGkue5bUrvbzbP0T35Awz0RjxtIwgCDgtZkrdThpKithTV83TresIuF25Gb+D6+pIyPtJKypOqwXfCilMTaVFeefqtJqp9K7sfXIjO2oq+c1De1jorvkdNoqdjluvdAtK3U5+6/G97G+s5Y3uPjrHJhiem2c+kSKlKIiCgMNixme3UeZ2Ue33sr+x9rb3dycp97j57MFdyMoqhEwhM6PutFoocTlpKPbTVFKE/Ralhm9FqcuZ174BbCgvvStp5kL2PJ7duJ7HGus42T/M6YERrkxOMxYKE4wnctd0wRegLNtONZcV01YRYFtNxaojYwRBwGu38dEtrTze3MDx3kHODI7QPTXDWChCKJEgpaiZ9tFswmOzZu4ln4fmshK2VJWzuSqwqqg2QRAodTn53JH9HG5u4NXLPVwcmWAwGCKcSKLpOk6rhSqfh7bKAE+2NLGvoQZbtg1uqyzjc0f2EU/JSKLAtpqKW+7PZ7fzi/t2rGm5XVEU2Fa9/H59Djv/x56tzCeuCz1bqspXfS8FPC5+/dCeXBUVq1nKq7RyI5fGp/jDl96gY2wSyFQ5+lBbCz+7o42NFbf2BIFMtM5kJMq7fcP8j+Nn6M+WXo6nZV653MMzG5sJuNemJKlwn7j35g5C1uKcn/0frHN/gGC6l6lEJ0XWJoKpXnaW/CqX575HpXMXAfuWe3m89xVpVSGqpEhrKoqmImsqsqZlf6rE1DRROUlYThKVU0TkJOHsz6icJCKniMgp0pqComdC5RRdRdW0vNeKpqHqa28WJSJgEkVMgogkSpgEMffatOi1XbLgNltxmW14zFbcZhvu3M/rv9tEEyZRwpz3T8QqmXGZrPdsdkDXdULJJJPRTLkyu9lMpdv9QKj3a4Gm6wQTCVKyQrnbtaw7dkKWmY7FSCgKJlGkzOnEvejLTdE0JiIR7GYzxY7b77zljkvTmIrH0TWdMpfzvnPtXkDXdcKpFDPxOGq2pGOF2/2+B2i3g6brzMRiKJpGhdt9T3yAdF0nlk4zEg4DmS/aKo/nnnweBrcmnr1Omq5jFiUqPW7sZnMmRzqbF52QM34EsqplSs+RmRmTRBGLJGG3mHHbrLitFkRRLDhUeDVouk40mWI+mzu9YAa3YMZoMUk4LBZc1sy/+7WtMMi06+Fkirl4goSsIKsqgiBkPC0s5oyniM1635rWrRW6rpNWVOYSCSLJFCkl07cThEy/y2oy4cg+Ww6L+aGLnngYyZRTVnNePElZyV3TO9lO6bpOUlEIxZNEU/n3kiQKWKXMveSyWXBZrIi3mTKwmKSsEIzHCSdSpNVMCWqzJOGyWih2OnBY1t6M8WFkPpHk//nR67zc1Y2q60iCwCe3t/G5I/spW1RauxAUVePbFzr48mvHcumYTouFb/zypwqp5FXQxbrvenGSYKHM1kbH3Dcwiw78liYi8jiSYKE9+L9JqmHsUmGmLo8KFslE0TIRAYvFJ53rLrRZX9qc0KDpOklVJqakiClpovLinymiSppYdtlYPMRrY1eR9cJLwC1FpcPLwbIm/FYHTpMVl8mC05yJdnCZrDjN2WXZ382CmGuEbnTGZZH/NIuc3gHmk0nOj40xMh/GZjaxtbycxqKiux6Kq+k6Fycm+Lvz5xmen6fM6eLPf+pDBFxrozTeiK7rzCUSXBgfZzwSQRQESp1ONgfKKXM517QTous6KVXFIknLbldWVb7d0cnl6Wm+9PRTS6rpcVnmufYOvtvVha7ruKxWfnXXLp5a15R7TySV4ktvvc2Oygo+u2vX+z72hKLwldOniadlfv/I4wXNLkxFo7zU05MrIWgzm6jxetleUYHLar0jA6dgIsGfHz/ByeFhrCYTAZeL3z/yOI1Fd789TCkK//PceULJBH/41FNrFsq3WvrnQvz5iROMRTID37/88IdZX7K6ShJJReHY4CCDc/k5pCZRZGdVJW2BwDJr3r+cGx3j4sQ4ug4Wk0Sl282W8nJKnavrhKwVI+Ew/+XEuwyGQiQUmS9/8INsq6hAzM4I3i8VAkRBwGO34TEqbzzwiKKIz2FfMfLhYUfIzmqXm92Ue24deWLwYCAIArbsNb3b+7Wbzdi9ZuDu7NtmNlHp9VDpXfm9BsvTMzXDqYHhXCR9hdfNJ7ZtzCs7XCgmSWR3XTUemzUnTsTS6Vt6Bq16H2u2pTVCFEzUug5RatuIJFiwSX40FBJKkJnkZdzmSlzm8nt9mA8MixXF3LB+mZGTVTLhtdz6i1zXddrnxnhnshe5wNzc5Wh2l/H5jUcosd25wflkNMqfnzhBx+QkXpsNWdV4rr2DX965kw+sb76rswSiILC3upqmoiKea+/g1MjIHXN513WdM6Oj/PfTp5mJxXFbrei6TlyW+fTmzXxi08Y1nWEOJZN89dw5fn7rVsrdS39pmSWJj27YwFNNTcuGjw2FQnyj/SIf3dDKM83rEOCmAZXLYuFf7N+PZxWhgrdCJ5NTp2iFRwWNhsP82fETtJaW4rPbmE8kmUsm2FZRwb987LE7IjgdGxzkzOgov33wAE1FRQiCQMUyn/WdxiJJ/NyWLSi6dk9nj1tKS/jSM0/zck8PX7/w3m09TwlZ5rudXXROTtJcUpxrM22SiUqP+4EUJ94Z6Oeb7R20BQK5iC2f3cZnd+5iT031XRdmG/x+/uCJo7w1MMDfnDn7QOfzGxgYGBgYPCiomkb/7Byzi0xMAx4X6wMltx11slRETqF+TYVw34kTuq4ja3Hm00OktSgLc/w+Sz11rsNkZsuNEJ57xULY2FogCsIdFQdkVeNH3d2cGh7htw8c4GhjI5F0ir848S5fu3CBtkAZtb61LX9zKxZU54DLhfcOu2IPz8/zZ8dPIIkiXzx6hNayMnRdZywcxmOzrXnprCvT07RPTvIz6vKNkygIVN0iF1fXdSKpFMF4gkP1dbQsMwNuliRaSlc3O34nsEgSv7FnN3uqq0mpKj+8coWvnD7DrqoqPrlp05ruK3PtIthMJo42NOTyK+8VkihS5797z85SCIKARZIIuFwU2e03mTitlsfqavm3R47kvnAFwPwAh3w3Fvn5t0ePEHC56AsG+evTZ/iz48f5o2eeXnV0yfvFLEmUuVwU2+1G2LiBgYGBgcFdQtE0grFE3uRNplz37fcjQ4lkLnIYMv2lpXyrbpf7TpxQ9TSXQ98jIo/hkIpzyy2iB7+16RZrGhjkE04leaOvn93V1RxpbMjl3316y2Z+96WXOTs6So3XSySd5iunT/P0unWMhsOcGBwiqSjsqanm462tWE0mxiMRftxzjUvTUyRlBZ/NxtHGRg7U1eY8IxRNoy8Y5MfXeukPBtGBIrudT2zayIbS0oI65bquM5dM8kp3DxfGx1A1nY1lpXyopYVyl6sgYU7RMqLMdCzGnzz7LDsqK3LrtZRezweTVZWuqSle7u5hMhrFY7XyZFMT+2prcuJF5+QkL169yoc3bODMyAhdk1MIgsAnN21kV1UVA6EQL3d3887gIL2zQf7jG2/iyLr9/usDB6jx+dA0jdf7+vhRdzcJWaGpuIjf2rs3596saBrnRkd5uaeHvuAc0XSa/3LiXTxWKwGXi9/cuwe/3Y6sqnzlzBmuzQZJqwrPrFvHxzduvOncL09N81J3N+ORCE6LhaeaGtlfW5uLFImkUrze18/xwUEkUWBreTkJ+fbMkCySKRPmaDZzoLaO5y9dpi+YKXeVUhT+/uJFShwOqr1eXu7uYSoWo87n5Rd37MBvt6NqGldmZnilu4eR8DwOs4VD9XUcqK3FZbUSl2Ve6u7mwtg4F8bGmIhG+cIrryAgsKOqkk+1tWE3m0kpChcnJni15xrT8TjFDjtPN61jZ1UlZknKCj9p3hro58zIKJF0CqfZzLaKCp5tbs5F1szG47x67Rqdk1MkFAW31cJjtbU8Xt+AzWxC1TRevNrNm/19xNIybYEAv7l3T95MvKpp9MzO8kpPD4OheewmEwfqajlYX4/HaiWWTvP1994j4HIhCSInh4eIpWU2lwf4WGtrLlKmkGduLTGJInazecmoAlXT6Jub4+XuHvrn5rCZTOyrqeHxhvqc0BhJpfjrM2c4XF/PbDzO8cEhYrLMzspKPrFpIx2Tk5wdHcVtsdIxOcnT65rQdJ03+vrZVlHOx1pbsZvNRNNpjg0Mcmp4mPlUEpvJTFugjA+uX4/fXniIuiiIWCUJh9nMprIyfm3Pbv7NKz/mxatXaS7OfLdORKO83N1D5+QkoiCwtaKcDzQ3U+J0MhYO86fHjvHpzZvZXV2da7+molH+y4l3eba5mYN1dWjoKz5zK6HrOvOpFK/39nF2dISkotBUVMyHW1qo9nqQRJEzIyO8NTDA7qpqTg4PMRmNUuvz8fHWVmp9PkRBQNd1pmMxXu7uoX1yAgGBzeUBPtDcTKnTiSAIxNJp/vbcObZVVKBqGm/1DxBOJdlYVsbPb9mCw/L+UkyO9w7yrXMdxG+zTbldBGB/Yy2/tH/nXd2vwcPLfCLJV989R9f41F3ft0WS+N2nD1Ff7L/r+zYweNjJ+DupWG4jglrVNM4NjhJOXTf0LHE58a2if7IS9504oekKMXmSrUW/gNNUllsuCvfdoRrc5yRkmf65OZ5e14Rt0QNY7/djNZkYCIWQVRVZVTk1PMJIOIzHaqXO7yOaSqNpem4WtX9ujs7JSQIuF06LmYsTE3z5+HG8NivbKyvRdZ0r09P8+5+8jsdmZUdlJaIgMBoOk1bVgj0IwqkUf/nuu1yZnmZPdaYizSs917gWDPKFQ4cKGpxEUinaJyZoKiqiLVC2rKBxfmyMPztxgiq3h+aSYkbmM4ORz+/fz9HGBiRRZC6R4Ce9fUzFYvhtdppLipmOxhCFTASTVZJo8BcxMBdiOhpjd3VVzqRywVNCEATWl5SQVlVeuHKV9omJvPrkAuC329lSXo7TbOHc6Cg7Kiuo9HhwWyy5AY4kCByorSXgdPHV8+cZCN1cZ7p9YoI/PXaMgNNFc0kxE5EoXz52nP9zv8rTTU1IosiPrl7lq+cvsK+mhgq3m3eHhumammJr+e2ni+lkvAtSioLLkjlvNXtPTEZjlLtdVHs8+Ow2UoqCJSsYXJmZ4Utvvkmxw8mmsjKCiTj//fRpJiJRPrNtK5IgUOXxIAoCwUScmJzmUF09oihQ4/XmBtLHB4f4q1OnaC4upqWkmN7gHP/p7bf5vcOH2FtTg67rvHyth787d54jDQ3UeL1MxqL0BedIKgpuq5WkovCN9nbeGRjkQF0tNpOJiUiEgbkQj9Wq2DAhCgJtgTJEAZ7r6KRrajLf10bXuRYM8kdvvoXHamVzeYBQIsnfnDnLWCTCL27fnhOQfnjlKnU+H5sCZYSSSZ7r6CSaSvNb+/ZikaQVn7m7ha7rDIRC/NGbb2I3mdlaUU44meJ/njvHaDjMZ3ftxCxJyJrGmZFRBuZCeG02qr0eErKMpuuYRJHpWIzvdnZxuKGecDLJn75zjD011Vglib8+c5atFRW0lpbyVn8///XkKQ7U1dFaWsZMPMbAXIiELK9KnFiMIAisLy6hxuvl0tQ0CVkhJqf58rHjTEWj7K6uIqkofKujk5H5ML998ABWk4lYWual7h62VVTknsOzo2O0T07wiU2bEARoH1/5mVuJlKrytfMXeLO/j8dqa/FYbZwfG+Pc6Ch/8MQT1Pq8TMdivHD5Cpcmp9gUCFDv83NiaIj+4BxfPHqEEqeTYCLBnx0/wfD8PHuqq5E1le92dTEYCvE7Bw9iN5tRNI0LY+NcmpqiyO6g2uvBb7fnjNbeL5PhKCf6hoikCiu5t1aIgvC+qjsYGNyIrKp0jk1yrHfwru/bbjYRTa1txRcDg0cRkyhS4nIgCOSqAU2Eo/RMz7KxIrAqjzRN1+mdDvKDjivEsn4TAG2VAfyOtYsIv+9G/IIgYpW8JJQgNsmfszkUEAv0+DQwyJBQlEyH3mbP6yCbRBGP1UookUTODpKj6Yxb/O8dOkSF241Oxu17YfC3q6qKtrIy3FYrgiAwMDfHrz7/PJemp9lWkSkZ9FxHB6Ig8H8//jhNWZNCWdNyA/mV0HWdjslJftxzjf/41FMcaWxA13XaAgH+87HjnB0d5el161bcTlJRmI7F2FpesezAIJZO8+3OTortDr74xFG8VivRdJovvvYa3+rsYEdlBUVZkWE0HOYjG1r4lV27cJjNqNnPTBQEqr1eqr1e5hIJBkMhPtDcfFOqjCAI1Pp8BFwurs7McmF8LO/vkiiyvqSE9SUlnB4Z4e8vXuSJxiY2Bcry3ieKItsrK6nz+/n+lcs3nVNclvlOZxcui5V/98RRfLaMEPDF137Ctzo62FlZiUkUeeHqVXZXV/GFw4dwmM1cm53lX7z4oxU/1xvRdZ1gIs7ofJiJWJR/7LqEBjxWW5N7j6brjEXC/MvH9rM1awAoqyomUSQuyzx/6TIWycT/dfgQlR4P6ewg7YUrV9hfW8P6khL21WS2NxYOMx6J8NMbW/MMKCOpFN/q7GBdcRG/f+RxXBYLM/E4v//qqzx/6TKbyjIlonpnZylzufgnWzZT5cmk1yQVJRfal1IUrs3OsqGkhM9s3Uqxw4Gm6aQ1NSfuCYJAY1ERFW43p0dGmYpF8z6TpKLwwytX0HSdLxw+RJ3Ph6yqfLO9necvXeax2trcvmVN43cPHaTO50PNOspfGB8nmEhQ7nKt+MytdXrficEh/tWLP8pt12uz8is7d1LudvNSdzfxtMwXjx6lqagIWVWp8/n4Zns7B+pq2ZIVtmJyGnvaxBcOH6I6e57KonZE03X+6fbtjMyH+aM33+RgXSZ96fz4GOORCK2lpfQGg3htNj61uY16vx9REEjIcp7AejtYTBLFDge9c0HmU0nOjoxycWKcP37mGXZWVqLqOnU+H187f4EPrG9mcyDA4w31fLuzMxelkFZV3h4YoN7np6W0hISirPjMFWLCeXlqitd6e/ln27fx8dZWJFHk2myQ33n5ZV7svsqv794NZMTbn9rQwsdaWxGALeUBvvTW25wbG+PppibOjo5ycniYLz37DPuqq9F0nUZ/EX9z9iztE5PsrckIvglFJi6n+d1Dh2j0+3PX6VGpnGRgYGBg8GggCgKNJUUE3C4mwpk+22gozNdOXuBzj++jyudZcRJB1TRiaZmLI+P87YmzdIxO5P7mtll5asM6vGtoJH3/iROIaCicnfkKfmsDJiEzU1Tl3E21c989PjqDh4Ub7dhEQWBbeQXl2bKIAiAu6qhKgkAknebK9AxROU0klUJRNVKKAmRm/jonJ3msto56vz83wFmtt0PX5CSCIDASnueVnh4AxsIR0qrKtdkgkFX82gAAIABJREFUT6+sTWSqsejcMgd/OpaZjc1EDgwBmYGTpkNfcI5IOp0TJ8ySxJ7qGuwLEQz3aR7+bDxOb3CWIruDk8PDueWqrjMwN0c4mSSlqkRTaTYHynPnU+Z0sr64eLnNLktaVfmz4ydwWSyYRBG/3c7n9u1lQ+niUkoCVW4PW8rLc2HxCwOgaDpN1+Qke2qqc9EmFklib0013+rsoH9uriBvgNFwmNFwGI/VxrHBwdyxAVwLzhKXZVxWK/tra3lnYJAvHzvOk01NbK0op8brzR2Xw2LhUH09f3f+Av/52HGONjWyORAoOJ0IICbLdExOsqU8QFl2UGqWJPZWV/ONi+30zM7mxInm4mJqfb5MSTtBoNrr4fL0NOnsM7XSM7fWOCxmKjzu3OfhsliwSBLJ7Dm1ZT+LhXPaU1PN1y5c4PL0dE6cEAWRtkCAKo8n95ktpNVApqa6w2zGZ7PitdkodTixSBIOs4WknDmvvdXV/KS3L3eddlRWUOvzrclzp+k6AgKKptE5NYlJyIgA07EYANOxONF0mv65ObZVVLC7qprvdV3i9MgINT4fQ6EQfcEgH9vYitNsZiQcXvGZK0ScuDQ9jUUS2VpRkRPeqrweNgfKODs6yq9mq/L47XbWFRUhZQXfxqIiihx2umdmOdrQQOfkJJIo0h+cI5RIAJnUlbgs0xcM5sQJEYGm4mIaFrXVayVMVHjdHG6uv+1UsdtFQKC1omzlNxoYFIhFkthWXYHFdPdFO4tkwm1bG9NrA4NHGUEQWFdazN76an7YeTVnAP/KpW6CsTgf2byBdaXFFDkd2MwmJFFA1XTkbH95Lp5gMBji9MAIJ/oGmYnGc6bWoiBwqKmOJ1sa13RscN+JE6IgUes8SKU9P2/Sbb57YbwGDwd2sxmH2UwwmUDVtJzYoKga4VQKv92GWZJIKgpmScRjsy3pC6FqGj+8epUfXL6C1WSi2JExdYvJck7lSCsqsqrhtlrel2FoOJUiLqf58bVreTOl60uKqXAXVgHCmp0hHQtHlnXFTykKcVmmZ3aW73Z15f1tR2VFXq64w2zGYTbd90a06ew5zSWCN53TzqoqbGYz86kUOjpO8/Xa2KIg4LSYScirG/SaJYmf37o1G5lgotLtptjhuKlCjtdmW7LRVjWNmJzGZbHk3XcuiwVV0wo+noSskJAVLk1NEUzE8/62ubwcc7a862O1tfzxs8/w455rfPXcORwWCx9vbeUjG1qwmc1YJIkPt7RQ6XbzWm8vf3XyJMUOB5/ZupXD9fUFDd40TSOeljM1zhedk9NiQdW16wM2ATw3nPfCZ6RT2DO31myrqOALhw7d5DkRjMeJp5e+TrquE09fH4SaRBHvMu0IZAw2hezAWhSEPPPNhRPbWVnJl555mlevXeO5jg6+09XJh5rX88m2TTjfhx9CXJaZjsdwW604zWYiqTRzyQQvdV/Nu7ZtgQDF2fSRhiI/TUVFvDs0zNPr1vHe+AQpVeVAbS2CIBT0zBV0bOk0oiBiN11/v0kUcVosRFPp3CU3SxImUcwTf82ilEmfASKpNPPJJC/3dOcJwxvLSildlPIgicu39++XvQ017KqrWvPtFoJhNmqwlrhtVn7j8N681L27yd2uKmRg8LDitln5hb07GAjO0zE6gabrpBSVY72DnBoYpsLjpsTlxG42IYoiqqaRVlUiyRRz8QSzsTiqlt8OWCSJg011/Nbj+9a8ZPN9KE6YqHBsz1sma3GS6vw9OiKDBxW7yURjURFdk5NZASLTWe2fC5JWFOr9/jw3/uW6dWORCN/u6KTW5+Of79+HMzvIfXfo+kyhzZwxRpyOxkir6m2X6SxzuvDb7fzrAweouyE9otCOvstqpbW0lJe6u+kPzrF+UXnEBZwWCz6bjY2BMn5zz568cxcFAfeiMp3Cov+XY2Hz96oTA5mZf5/NTmORn8/v33/TOS0YTGb8GzLOxQKZWd5QMoV1lTOnoiDQWlqam41djuVEHYvJRKnDyVQ0hroopHw6FsMsSXgLnDXy2qx4bVYeb2jgM1u35p23JIq4sgNaiySxJRCgubiYT7W18a3OTr5y5gxtgQCtZZloD7vZzP7aWrZWVDAcmud/XbjAfzt1mo1lZQWVLTVLEqVOJ1OxKIqmsXAG07E4JlHEZ7v+BSbc4p4q5Jm7W5hEiVKni+lYLM8rZTqW8V4puskH4v0NEE2SxMbSUhr9fj65aRPfv3SZr7/3HhsDZeyqur1Br6brdE1OMRya5yMbNuCwWCh1OqjyePk3jz+ei3LJHL6QM6s1iSJHGhv4q5OnuDw9zcnhYXYsStUo5JkrhFKnE0VTCSUTVGcr+qQUhZlYnDKXM7fdWDpNXFbQdR1BEIim08SzXhyiIFDqdFLudvF7hw9TsbicryDguKFNvlPjeFEQ8qLuDAweVBai2gwMDB58NpSX8jtPHuS/vXOK88NjuWhNWdUYmptnaK6wcbYoCFR43TzTuo6f372NKt/yVfhul/tGltR1LftPR9OVvH/z6SH6Iz+514do8IDhsdk42tjAmZFR3ujrI5xKMRoO8w/tHZQ4HeyuqiooGiCtqCQVhXK3C192tu3MyAhz2bBhyMyIHqqr453BQc6MjmY60WmZmViMUDKJruuZMrmqSlpVUTQNbdHrBR+HnVWVgMDZ0TFEUcRmNmOWpLx9rYRFkni2eR0Wk4n/fPw4nZOTRFIpItnzn0skKHO52FpRTtfkFOORCFaTCZvJhKxphFPpVUdJ+Gx2korCSDhCXJaJZ40AgbzzVrPnnYk0UZeN7FgKTddJqwvrZWbX01nHYV3XKXE42FlZ+f+zd9/RcWX3gee/773KGagqhEIGARAMYG6SzdDNVrdaLaslWbYVnBRGsiyN7LHHOzP2HM+ZtXftOd7Z9TpJHoe1HGRbcpLaClarM9mJZDOCBECAyDlUAZXjC/tHgRAjCBJgo0jej04fdQOFW/fFqvt79/5+9MzNMR6LL22TquvEcjkkoNbjocrl5q3RUSbjcdL5PF2zs3TPvvvZyD1WK4caGzg9MUH33BzpQoFwKs33+y5T5XJftzzk1mo8HjYFKzg7OUU4ncZqMmE1mciqKql8AUmS0A2D/kikeB4ZxcHg7lCIWDZLVi0++c+pKpfDYeLZ3GI+keJylHA6TWFxmcg1x9IwrjsmBi6LhUMNDZybmuLizAzpQoFIOs33+/ootzvYWlm5om1ayTVnGMWpiXm1eD0ZBtecZ2sVKHNYzBxqaODCzAznp6dJFwrMpzP8W18fbquVHaHqNXmfKwbm54mk0xiGgd/hYHdNaPFY5m//x1fRDJ2MqpLI5TgxPs4fnzhBmd3OM22tWBSFR2prSeaLyXPNioLNbMakKMyn09fM/tpeVYXNZOLo0BA9s7McbmxYylOykmsOivkc8ppGQdcxMCgs/veV47QrFMKqmHixv784U6VQ4NzUNGenpjjS1LQ0wySezXJseJiFTIZ4NsfJ8XFi2Sw7qqswy/JSYs9zk1OYFrfJvLhNpT7zSxAEQRDuFZMss6ehhv/xoaf5T08dZm9DLV6bFatJQZHlGwL2EsVAhEmWsZpMeGxWdtRW83OHHuF/fuQZfvk9B6kr896TGXslM3NiJnsB3dCotG1lMPkyeS2x9LtkYQaTvHaJNoSHg1mWeaa1jd5wmD995x2+3nmBgqYhSRKf3bObkGdl0b6Qx83umhCvDAwyHoujGzoG3DCz4ce2bGYkGuX33nyTSpcbRZKI5bJ8eucuHm9qJKOqfKuri6lEkjNTk0zG4/z5O6eodLk43NjAtqoqWv1+vrD3EZ7r7uHt0VFcVktxmrzVwq899tjSE83baQsE+NK+fXz19Gl+7YUX8dmsSEjkNI1ffHQ/hxoa+MS2bSxksvzWq69R7rAjIxHP5Xj/xjY+unXrHd1wdlRXUe1283tvvkntYhWJ/3jwADUeD9Fslue6e5hNpTg5Ps5sMsn/OnmCCqeLQ40NbKlY2Trp3rkwrw4NMpdKMxqNLuUeqHa7ebqlhYDTyUc7thJOp/gfR4/it9uRZZl4LstTG1r4yW0d2M1mfmr7Nv7w7bf51ed/QLnDQUHXbjiW7wazLPMjGzcyOD/P//P6GwScDlL5AjlV5dO7d1HpWukyHhOf3LmDPz5xkt98+ZVi5QGKiTI/vq2D97ta0Q2Df7xwkYszM5TZ7UiSxEwywfuuSmCazOf503dOMZNM4rXZUHWd2WSSj2zetJR/JJxO81x3D+F0mnNTU6QLBf7o7eMEnA6ONDWxobyc97a2cDkS4fffepuA00EmXwxWfXLnTkIe94qqGKz0mnuuu4fRaJSu2Vnm02n+5uw5ajwe9tbW8Eht7Zo89VMkiSPNTVyam+Mrx08QcDjIqirxbJaf3blzKfHlWvl2Tw8nxycoW1wONJNMsq+ubkX5R642NL/A//nqq2i6TjKXp9Lt5hf276NhsezmrlCIj23t4FvdPbzQ34/DbF58nYv/duTI0kyecoeDQw0N/EtXFw0+H+2BH5ZFNivKba85Bfh+Xx/9kQh94QjhVJpvdHby9ugoO6qrebSujpDHw6d37eKvz56he3YOu9nETDLJE83NHGlqXgpy+B0OumZm+PUXX8LAYCJWTNbbHgwiSRIdlZX87I4dfK+3l1cGB3FaiqVZAw4Hv37kyF3PaBMEQRCE+50kSVR6XHx8dwdPb2phZD5K30yY4cgC4VSaTL5AXtWQZQmbyYzXbiXgclJf7qU5UE61143XbsNmurdLvaX1nIZ9FWMyfRrdKFBh28pr079JtX3X0i9T6gxm2cnuwM+tYxeFKy4uTPLp179GUl1dqbQnqtr47d0fpNx6+4RpqxHLZjk7NcVEPI7dZGJbVRVNZWVLT+MyhQIvDQzQ6vff8mn1QibD6YnJpYHbrlA1Y7E4LouFzRXBpYs0nstxbmqK8VgMkIpPFmtClNvtpAsFvtfbS/q6RGkSErtrQktPlXXD4HI4QtfsLOlCHrfVSqvfT6vff0dJ23TDYDKeoHN6mvlMcVp90OlkZ3WIssWsuolcbnHfJJAlqHK52VpZsZQ7YSIe582RUd7T3ExgmTJ1umEwEY9zZnKSRC6Hx2rjSHNTsSpKNsv3+/puSGRokmX21NRcs8+nEwleGRzkfa2tS0kir+gNhzkxNnbDbAuPtbikwe9wYBgGyXx+8RjEAah0u+iorCSwuE2qrjMwP0/n1DRg0FFVhabrRDIZ9tXWrmgAM5tM8srgII83Nd1yuYOqaby92N/Hm5pu2VY8l+Ps5CTjsTgOi5ntVVU03CQB4vnpacaiUX5k48YbAkeGYRDNZjk7OcVUMoFJlql2u+morMRns2EAg/PzdM/OElucGVHj9bCzuhqvrXguFDSN3nCYvnCEZD6HRVFo8JWxvbpqKSgWTqV4/vLla5Y3QHG2zv66OpoXq9QkF8+r0Vjshmsup6ocHxvDLCscaKhfaqN7dpbhhSiHGhvwWK23veYAvnupl8h1eTYANldUsGuxOsvtZFWVt0ZHsZlM7K+ru2VQLrV4Xg1Ho9hMJjoqK2kuL196j6yq8vLAAA0+3w0zRK6UI+2ZneNIcxOZQoGT4+PsqanBbjbz+vAw7cEgTWVlDC0s0DUzw0I2i0Qx+LajuvqG62E5Zycn6ZyewcDAbjJT6/WwpaLihjrkqqbRMxfmUniOvKrhtVnZGAyyobz8mv0wNL/Am6MjNPh8HGxouOZ3K7nmnu+7zHQywfVa/H721tRgMZnQFq/LizMzZAoqDT4fu0IhHJbiufdvvb18+fgJfv3I4yRyeeYzaWo8XvbUhK7JxaHpOpfmwvTMzZFVVbw2K22BQDGR5uL599rQEAGHc3GmmlDqjMVZWqquL+USKeg6ElyTg+RmdN2ga3qGgq6zo6b6nuXlSOXyvNQ3wJ76Gmq8tw5YGobB6EKM4fkFHm2qv+Ok2Q+zl3r7qfa42VK9shl498qZ8UkS2RyPt9z6c30tXT1Oe7dngOVUlVf6BjnQVL+m1RgAOiemWchkONjcsCb5RebTGU6OjPPYhsalz407FUml+aezF8mpKh/Zvpn6snf/wVWpG5mP0jU1w5HW5rvZzys6gUsmOHGlH6qRpS/2XTb7fnzplwv5QSZTp9la/vH16p9wlfstOPGgUHWdwfn52z55rvf5VpQhX7iWYRiE08VZGcvx2Gw0+nyi7GAJ0w2D2WSSiXh82deV2e3U+3z3ReI1wzCYS6UYiy2/LtRrs9HwAJ6f/9bbyx8dP8Hvvv8ZNq9wtpXwYNB1g6MDQ3z9dCe/+f4nqfK4+D+ef5WAy8HnHt2zbEBZ03XeHBolr2o80dp0z6pNRVJpfuelY/zMnu1sr7n1Ui/DMOienqNnZpYPbm0Xs3nuwO+8eJSOUBUf2LJxXfvxD2cuMJ1I8EuPH3hX3i9TKDCTSFLj9bzr9/VMocDXT3fy4Y5N+Jd5QHU3vnW+m9FolC8e3ItlDa6D6XiC53su8+M7tlyTN+1O5FWV/vA8X3n9OJ/Zt4s99cvnFHsYnRwZ5zsXe/iVJw5RdueJMFcUnCiZu+JSOS/Jzpayj17zO7c5RINbDLaEh1tOVflmVzddt8mP8OldO3lyw4Z3qVcPjmLSwBn+4vSZZV+3raqKzz+yB+8DNvh7kOiGwamJSf7hwoVlX7e3tpbP7N61lDS0lGmGwbmpab527tyyr9sVCvHZPbsfuOCE8PAyMMgWVC7PFZcFuWwWumdm2aZUoy/mc7rymO36b76SJHGoueGan195GGZc9XpJkq55Qn3175b72ZWf38mDvk1VQTZX/XDG4K3ed7mn5Lfbhlvtj+W24crrl9sXV353/euv9OnqvXCr95Gu++8VvXZpXxhLsydvdqxXMsvgZvto2eMvSXDNti1/rG92bG54DSs/bhPROP909iJfOLQXr912TX9vt/+u377rX3+7c8xqMvHpfbtuef2spK2bvv7q2XdcKXO9Mjd7X8MwqHC7+NTeawsq3Mn1IEkSFpOJpvKyO6qMtdz1cLP3WO64rfR6uP6cWe5cutX7LPfet7werjluxi2P20qvxVspmeDEFYahk9MTWGQnslTsnll2YJbXNmInCPcbu9nMF/Y+Ql7Tl32d21r6A61SJEsS++rq2Fyx/JRRi0nBfR8MZh9miiTxnuYm9tYu/9TDalJWnMdlvSmSxKHGBnZUL5+A02pS7otgy53y2my0+suvKbEsPDwMisuFJmNxJKDC5QKpWBr8jdERXusfIpMv0OQv46M7O3BbLZybmOLbFy8RSaXZW1/Lx3d1YFEUhiILfLOzm/lUmgq3kx/t2ExDuY/ByALf6uyi2uOhZ2aWLVWV/Oi2TeRVje9199IzPYfDYuaJ1mb21NWQ1zS+caaTvtkw5U4H0fTtE1d/r6uPl/r62VgR4FN7d+GwmBmLxvj7U+dxWS1MxhMEnE5+avc2qjw3XzKoGwYD4Xme6+xmIZ2h0u1amoKeyOX5fncfF6Zm0A2D/Y21PNPeRiqf57tdvfTNhnFazDy5sYWdtdUksjm+eb6LocgCJkXhybZmDjTVc7R/mO7p4hKrhUyGzZUVfGT7ZsyyzMt9gxwfGcPQDXbVhXhmUysmWeHNoRHeGholkkozl0zx7NZ2nt2ykRcv9RPL5ohmMoSTaZ5ub2F/Yx1d07N8r6uXRC5HwOHgE7u3Ue1x80fHjuOyWhhdiKLIMh/f2UFr0I+q65wcmeD02BR5VeW97S3srgvxtXfOs6u2mn2NdaTyBf7i7VM81tLIztqbL9vKqirf6+rlwmRxH+2sreaDW9sZjCzw7Qs9WE0KU/EkIa+bn9mzA7fNysmRcZ7vKZYozhbUZWcRDITn+U7XJZK5POUOO3lNQ5Zkfv7AI0wnknyrs4twMo3DYuYj2zbTXhkkkc3xrc5uBsLzyJLEE61NHGpu4Mz4FN8400nnxDThdJoN/nI+sbsDt9XKy32DnBgpVrDaWVPNe9tbMCsK/9/bp6hwObk8F0HVdT66YysbAuWcHpvkpb4BkrkcNV4Pn9i1bdntGJ6P8tXjp0kXCvxvTxwktLhc6U/ePIlZUZiIxinoGh/c2s6eupprEilf7Zud3cwmksQyWZL5PE+2beBwcyNQXCLwe6+9RTybZXNlBR/q2MTx4THm02k+sm0zJlnmhUv9xLJZfrRjM2fHJ3nl8iCpfJ46n5ef3L0Nn93OmfEp/vHsBexmE7/0+AHKHPbibNhUmm9fvMTg4n59sq2Zx1ua6A/P883zXcSyWdxWKx/b2UGzv+yOB9GZfIFvX7xE5+Q0VpPCoeZGDm0oLlM5Nz7FC739xDJZKlxOPrpzK1UeN++MTvBq3yCZQoFNlUE+1LEJq0nh+PDYDfcxwzD4qxNnsJvNTMTiWE0KH1u8Hm51H5uKJ/jm+W5mEkkmYnFCXjefP/AINpOJvzp5lg2Bcjonpqn1efj4rm1IwD+fv8hAeB6TLPP4hiYOtzTy9tAoZ8cnKWg6kXSaPXU1S7OWwsk0f/7WKWKZLLU+Lz+1ZxuDkQXeGBjh3+3fjctq4cTIOGfHJ/nMvt3YzHf2uV1yc1lVI8el6LfIagvr3RVBKCmyJOGz26lwOZf9x36fDLZKjSRJ2M3m2+5fn82GfB8sA3iYSZKEw2K57bH0LlYCuR9IiyU+H6RtuhMHGxr4w2efXcprIjxcdMOgodzHRCzOYGSe+jIvmq4jyxK1Pi8/vXs7//7wPi7PReicnEaRZXbX1fC/P/MentnUxmwytZS34htnOgk4HXzp8H7cVit/f6YTTS/Oznh9YISA08EvHN7PE61NWBSFo/3DjM7H+MLBvRxoqufvT51nNpnk+PAo3dOzfPHQPvbU1zAZvzGvyvU+sKWNH9u2mal4YmkGQE7VeLV/iLoyL79w+FES2RzH+odv2UZOVfnG6U5qvB6+dHg/NrOJb5wpzhJ7fWCYNwZH+Knd2/jFx/YXB42yxCt9g0zHE3zh0F4eqa/l66fPE0mlsZtN7Guo4z88foCDzfV8q7ObaCZLLJPlraExntq4gU/s2sbJ0XEG5ubpmZnjxd5+frRjEz+9ZztvDY1ycmSccCrFc53dfGDLRn7liYN4bDYONzdiURQi6QxvDo7wREszXzy0l01VFciSRIXLyUe2beYXDz9KMp/nraFRAHpnw8QyWT736B6q3C6+2dlNXtPIqRqpfJ6ffWQHB5ob+F5XLzlVI+R181r/EJquMxmL0zsbJui69WxrsyyzpaqCzx94hJ/YsYVjA8OMR2NkCgVe6x9iY2WQX3xsP1OxBG8PjxFJpfnGmU4ebaznZx7ZQSKXuyHv0tXShQKD4QXe197KO6MT7G+sYyIaYzIWx2ez8t62Fv7D448S8rh5sbe/WClrLsKZsUk+++huPrN/F60VgcVzOMRP7d7OpqoK/utTj/H5A3sos9vpmZ7jjcERPrajg4/u2MqxgWEuTs1gGAZjCzHOTUzziV0dfGbfbqq9bjKFAs9d6GZjRYD/eOQgT7VtuO2DrCZ/Gb/61GHyqkp+sWIXQN9chLGFGJ/ev4vtoWq+19VLpqDesp3ZRJKLUzP85O7tPNm2gX84c4GpxWtlOp7gfe0tS+fYcGSBWp+HM2OTzKczZAsqbw6NEvJ6yGsq3+rspiNUxa8cOch7WpuXZjjsrgvx+QOPMJ/OLB2bgqbz3YuXGF2I8tn9u/nCwb1sriouCSx32PnA5o380mMHcJjNvHZ5cNljeiuvDw7TOTnN5x7dzTOb2ooBprl5ZhNJ/vrkWdorAvzykQP82PYtlDnsTMbiPNfZzXvaitdCz8wcr/UPokjyTe9jqq5zemwCRZH4+YOP4LbZ+EHP5WXvY0f7h9AMnf/y5GF21YbYWlVJyOOhoOmcGp0Aw+ALh/bygS0bsZuL1d0eqavlPzz2KEdamvhO1yUW0hli2RynxiZ5ur2Fj+7Yymv9Q/TOhgGYiMXZU1/Dzx/cy8hClHdGJqhyu+ifizAejWEYBq8PDBNwOu44MAElOnMirc6z2lrxgiAIgiAIwoOhvszLdDxBOl+g1uddejI8Ho1xZmySVKHAeDRONJO95u+uDiWn8gWm4kk+sWsbNT4Pj7c08ftH3yK9WKq3xudhZ201Fe5itSTDMDg7Psml2TmixzLkNY1IOkNe1bg8F6GtIkBDuQ+b2URjednKNuQmwcM6n5ddtTWEvG4a/b5ly4cnsnnmkik+uXcnNT4PR1qb+PKx42QKBXpm5tjXUMumyuA108tPj08yMr9AJJUmp2rMp4vbksjlOT85zUQ0RjiVJpbJLg1Et4Yq2VxVQaagUu6wk8jlCKfS1Hg9tFcEMSkyGysC9M6Gaa8MYjebGVuIkcjmcFstWE0/XFq2raaKtgr/Um4BTdeZTiR5Y2CERC7H5bkI1YszRVxWC7vrQtT6vOxtqOUvT5xB1XRsZhMdoUqa/GWousYrfQOoms7+xjqOD49xeS7C+YlpNgTKlw1OZFWVvrkI/XMR4tkc4WSaVL6YqLzZX8bOmmqCLid1ZV7m02kS2Rx5TWNbTRU1Xg/ba6qJZbO3bF8C/E4HW6orKHfY2VJVwYu9A6QLBYw0vD08SiSdYWR+gUq3G03XafSXUV/u469OnGFnbYhDzQ1A8aGUIkvFko6KgklRMAyD/nCEC5PTfFVVkYDpRJJkrngOm2SZ3fU1NFx1Pqq6zntam3m5b5CZeJLDGxpWGMS+8TVOi5n9jXU0lPmIZbKcHptAW2ZgL0sSHdVVNJT7sFvMSNLFpf23NVR1zTmWzOfZXRfC73RwbnyKKo+LvKqyLVSFw2LhPW0bONo/xGQ0zuGWxmu24fqe5lSVwcgCR1qbaLpqVoRhGMwlUxwbHCaeyXJ5LkJ7ZfCOy4+ruk7X9CxbqytoKCsj6HIScDkYi0ZJ5OyYFZnDGxqXZqcYhkF3Ism58SnymobigSAiAAAgAElEQVRVUZhJJGlLByjo2i3vY36ng30NddT6vLQF/Zwdn1z2Pua0WEhk5xmIzJMpFIpLgRZ3TsDp4JGG2qVrDWAhneHC1AxjPTHmU2kW0hmyiwnsN1YE2BDwoxs6QZeTqViCMoedlqCf7TVV+Gw2an0eFjIZgi4nW0OVvDM6gdVkYiqe4OO7Ou5on15RcsEJRbYQsLUxnjpBpX0bilR8CmyRXViUlZXWEwRBEARBEB4cLouF+VSGqXiClqAfgOlYgq+9c45/t38320KV/M+XX1+2jSsDmIJeHIDnNQ1FkjEt5mixmkw35GsxKwqPtzTx0R1bF9uQ8NitKLJ8zRPl6ytJ3QmH2YRJKYZRZElaNquBJBWXuahXtkHVUWQZkyyjSBKFmwwUrYrCk20b+HDHpsU2JLw2K3/zzlmmYkk+f2APU/EEX379BFc2w2kxF9efL/5jLP5dQdfRKa6bL2g6dosZv9PBtpoqjg0MsyFQzk/u3o7Xblsa8DnM5mumzCdzeb528ixPbtzA4Q2N/NWJs0tBG90wlpavFjS9OACVikvbnIvVAaTFI2lg4Hc4aK8M8vrAMAPheT64tX3ZKiinRid5fWCYLxzci9Nq4f966djSNjss5qWkqfLiunl5cYfrurHUv+VJKJKERDGooEhycf8ZBl8/fZ5qj4cvHHyENwZHOTM2CYDfYecXDu/n0uwc/9bVy8h8lM89uge7uViy0bjujJCQ6AhV8sWD+5aeTLsWZ0JIEjcsV1Qkife0baAjVMWbgyP8+dun+PeH9tFeefMKdctRZHmpSsOV8+J2clpxsKvrxRwxV86FG84xw8CiKBxqbuClvgG8NhvtlUG8tmKCy6c3trC9poo3Bkb40zdP8stHDtDsv/lsOkliqULb9b72zlk6QlX89J7tfK+rl6lYYkXbcU37gCIV7wHF/AvFoJtFMaHIEpph3PRcaSj38e8P7aN8MZmk3WxmOp685X3MYjJhXTyfr9wblruP7ayt5qW+AV7uG2BTVZBDzQ3XlP+2KtcO/b/f00f/3DxfPLSXcCrNHx59e+mg5tXithmL26bIPzxuiiTD4jmuGwYmWeZISxNfPX4aXdcJed1Uuu9u3F5ywQnD0Ijk+pjPDTCaegN5sYuN7iM0u59c594JgiAIgiAI7zZZlvG7HAyG5/EsDlaQil+OY5ksrw+MMLoQY9ctcg0AOC0WtoUq+dcLPexrSPL28Bg7a6uvecp/tWJCzXq+29XLmbFJ7BYzmq6zp76GXbUh/vbUOV7uGyCSSjN9m2UdeU1jNpFkKhYnlskxMh+lrsy7tB0r5bFZ2VwV5NsXLrGrLsSbg6PsqavBrCjsbajjG2c6qXA5KXPYsZoUtoWqOLShgRcu9XN2fGppW/fU16BIMrqhMxaNcWxgGN249RNwCdhSFeTtoRFeuNSPzWRidCHKT+/ZUSwnHo2zq7aaPfW12EwmCpq2bCUkRZZJ5QqcGZuka2qG3XXF45bOFzg2MIxZkXl9YITNVRVXBRtu3E+mxeUPXz52HJMis6OmetncAVcGarPJFIMjY8Qyt54FAVDmsFPpdvF8Tx9tFQE6J6epv3Lc7lAxoKVyaWaO48OjS4GwgfA8Q/MLeGxWgm4nsUx2aWDrsljIFAqcGBmjsbyMxnIf22qqOD4yxtvDo9R4PWQKKh2hSnyL5T6v3/p0ocDJkXFMskzA5cSiKNcE1q6nGwbz6QxTsTjJXJ7RhRg2k+mWeVCWoxsGnRMzvHZ5kJGFKF67jQqXk76Z8E1fL0kSm6sq+LfuPk6MjPHfnj6CJEkkcjneGZnAYlKocDsxKzJ5VUPTdeaSaUYXoiRzeUbmo0iAz25nT12Il3sHUBaX7XrtNrZUVaBIMrmCysXJGU6NTizl04imi8HPRC7HeCxBdSxOpdt10/NYlmUONNXzL+e7eOXyINFMFk03aAmW47RY8Nqs/NO5i+ysqUbVdTZWBGgo81HhdvLG4AibKoOk8nlag34kiTW7j8WyWawmhfe1t+K0WNAMfdnAS/EeYDAejfHW0CiFa5bwhHm1b5CcppHM5WkOlBNO3li+/cpx2xAop8xh53vdvXzp8P67Tsyt/MZv/MZd/eEa+40r/yIhE7Rvocn1BPXOg9Q5H6XO+Shl1qalWRTC+prNJnhutJO8fusb20o0ufw8GdqI3fTgJW8TBEEQBGFt5FQVn91GY3kZFS4nLUE/iizREaqi3GGna2oWRZHZU1dDQ7nvh8sygP65CHOpNHsbarEoCs2BcqKZLL0zYZr8Zbx/cxt2sxlVN8AoVtO4+kt1tceNz2Gnc3KayViCoMtJQ5mPaq8bkyLTOTmNz25nZ22IlqAfj812022IZbL84FJ/caBnNjEWjVFmtxNwOtB0nU2VFdjMpsUp7g4ayn03bUeRJJoD5cyl0vTNhmkJlvPMpjZsZhOVbid+p4Pu6VnGonGCLie1Pi+1Pi8em5XOyWmm40mq3C7qyrzU+bzMJdP0zoTZWBlgU2UFGwLlGBSDII3+ciSpuBSiyV9Ok7+cKrebnpk5Iqk0T7VvoCNUSTST5dTYJMORBbqnZnlraBRZktjg95NVVQJOB7U+71VPcGWCLiddi0k39zXU0VBeRo3Xw+uDwzT5y4r72u3gg1vbcVktpPIF6nweKt0uVF1HNwzaK4PYzGasJhNvDo6wo6aavQ21ywYnriSp7Jmeo8rjYltNFY3+MuxmMxISGyuCWBSFTEEl6HLREiinrszLQGSehXSGvQ211Pi8NPlvvoxH1XQkSaI16CeVz7OpKki2UNx/rRUBBiPzzCZS7KipZkPAT32Zj0xB5fzkNL0zYdw2G89u2UjA6VjKn+SyWuiZnkPVtOI14HZS5/PQNxthMDKPzWyiJejHZjKRzhdo9JcRuGppi67rDEWixeOfSPLYhkZ21oVuWVpX0w1Ojozz+sAwLquFqXiCTEFlU2WQZC5PU3kZfqcDVdeRJNhYGbzlQPTM2CQOq4WsqpJVVX58+2ZqfV5yqnbTc6zcYccky4zH4mQKKs9ubcdmNqHpBoORBTonp5lNpDjS2sz2mmryqsbR/mHOT07jtlqYiCWWBsp1ZV4sikLX9OxSOdZqj5sqT/EcjmWz7KmvoclfRr3PR+fUDK/1D2FRTMyn0yyks7QE/FhuEryUKCbpddusnJ8o5of40Nb2xXPJREvAz1Q8waWZOVRdpyXoJ+hy0hr0M7oQ5dLMHBISbRUB/E4HPrvthvtY0OUgp2q0Bv24rFbymobDbKatwn/T+5jNbObM+BSXZ+fpD89zanScnuk5tlZXYlZkCrrGpqrgNSWMQx434VSanpk5WoN+NldV0BwoZywaI5MvYDEpzKfTvK+9hc1Vlai6jkmWaavwY1JkMoUCVR43Ia8HWZJIZHP0zkb42M6tuK3W66/F37zlhXn1vr3TNTb3iPHDfzEwDI2sFkU3NJymIJqRR5IUEZwoERcXJvn0618jqeZW1c4TVW389u4PUm4VZWJLjWEYFHSNtFYgqxWI5jNMp+PMZOPMZZPE8hkShRwZLU9B11B1HUWSsSgKFtmEVTHhUCyUWx0EbC4CVidBm5syqwO7YsammLEqpmvKLgmroxsGOU0lpxXIaAVihSyzmTiRXJpILsV8LkWikCWva+Q1lbyuoeoaiixjkU1YZAWrYqbMYqfc6iRgc1Fpd1Np8+AwmYvHzXRlKp8gCA+b4ueCSjgfW9N2HYoNr9m5pp8FumFQ0DQMw+BfL/QQTqX53KN7rvlSfi+MLkT523fO3fBU2mEx87N7dlLtXdmT55yq8vXTnQzP35gc/umNrexrrL3lwPLdZhgGr/UP8frAMF86vB+LovD97j4G5xf4T08cWlqustK2fv17L/Lhjk3sa6hb0es1w2A4ssCXjx3ni4f20lYRYCA8z9+eurHsstdu41OP7KR8mSoVK5FXNf7x7AX6w5EbfvdEazOHmhtK5vjcylqdY5qu887oBM/39N3wu/oyH+l8AbfNwqf27rptW8ZiaeBYNsefvfUOmyqDfGDLxnXbl7phcGFymm91dt/wu0q3664qUdxL8WyO3/rBq3xy706aysuYiMX5yuvH+ZUnDt0y2Hkrxeo+c3zx0L7bJtq/Uh61oGn89cmzGIbBZ/fvudm1v6KbfOns0UWGoTOdOU9f7DuoepbHq/87U+lzWGQHVY4d6909QXhgGYZBwdCYSEUZTEQYSMxxKTbDYCLMbDZBXtPQDB3NKD6x0Lm2vjxcWTcoFdf6ISFLxTWwilRcDxuwumhy+2ly+Wl2B2hyB2hy+XGbb4iuCiugGwbxfIaR1DzDyQgDiQijyQhDiXnmsgnyuoZu6ItrHxfXCRuLQeCr2rn6uF05ZrIkY5JkPGYbdc4ymt0BNvmq2OAO0Ojy47M6RNpiQXjIDKQm+a/n/2JN23yqchefb/kAljV8AJXK5/nOxUuk8wX6wxE+uGX5PARrpdrj5ucOPHJDcr0r1bZWyqwoS2VMr+eyWkuuIk/Q5SSVK5YrhWKp08MbGpfWqN8reU3jjcERjg+Psbm6grqy4gCsvqy4rv96iizjtd98ZsudMCsyz25tJ6/eWKXCabWU3PG5mbU6x2RJYluoiuabzCQxKwr/ePbCivM56IZBz8wcr/QNki2o7GusW9cgjwRsrAje9FwyKfItl4Otl+LSGxev9g1y3ulgKp6gvsxHmePuzvk7mb4wPL/AS5cGGJpf4HOP3jQwsWIlF5zQjDxjyTdpdB1hOPnaYpKRPLPZIRGcEB444WySv+o/znBy/o7+zq6Y+WTLPjrKbr0mbSUMwyCrqYRzSU7ODXN8bojL8TnGU9G7mhljUBz4Fu9oBly3fjWaz9CfmAPALCtU2tw0uMrZ4qvmYOUGWj1BPGZ7MZnUffDh/m67MqMlms/QFZ3i+NwQvbEZxlNRZrKJpeRId9wuPzxumqFRuOp38UKW8XSUt+eGMEkyFXY3tQ4fHsvKv2jfa2UWB59rO0CDS5SZFIR7SdN1YoXUmraZ1nKs9SRes6LQ7C8nUyhwoKmelqD/XflMMSvKspUiVupOgxnrSZIkNlYE+Oyje5iMxTGAfQ11bAiU39U+/+nd26lezAFwO7IkEXA6eE9bM5srK5YSNRbzEty7JPqSJC3ld7hfrdU5Vlx6Yl7a99d7ur11xYEOCQm31cKOmiqaA+V3nVBxrUiShM1swma+PwoyWEwKn3xkJ5fnIqQLBVqD5bQGA7it1jtua09diI0VgRUHdR1mM60Vfp7c2HzTQNWdKLnghGHoqEaWcmsro6k3AdCMwm3+ShDuTxmtwMm5EToXJu7o7+yKmV3+ulUFJzJqnt7YLK9O93F0+jLjqShpNc/yqXPWTkHXGE9HGU9HeSc8wjdHzrG9vJYnQxvZ5a+j3ll+Xzx9eLfkNJXe2AzvhEd4bfoyl+OzpAp5Csbqcr/cCdXQmUzHmEyv7bTu1aq2e/ho0+2njAqC8HCwmUzsb7z9sgBhbZgVhbaKAG0VgVW1I0kSW6or7+h9t9dUr+o9hXvrVrk5bkaWJRrKy64pgyrcmYDLeU2+kbtV5XFTtcLXSpJUfP1dJEy9mZILTiiSGbe5hr74d0kWpumPP08408NG34fXu2uCUDIKusZAYu6akkwrUZwpUaAvPss/D5/l7dkhJtLRdykccWt5XSOcS/HyVC+vz/Sz0VvJ+2u28EztZips7mUzfj/IDMMgoxXoiU7z7bELvDkzUBLHSxAEQRAEQRDWWskFJ2TJTIvnfQwnj+I0BYnmhmh0P0HQtmm9uyYIJUM1dMZSUQq6hkVZ2WWsGzoT6RjPjZznu2MXmUhHUZcpG7Ze8rrGhYVJBuJzvDbdx8ebdvNYVQsu08OVl0LTdXrjMzw3cp6Xp3qZySRK8ngJgiAIgiAIwlooueAEEtiVclo9P0KL+xnMsh0DnRUm+BSEh0YkmyScSxJyLJ+B90qegmMz/fx1/wnORsbui0FuWitwMjxCd3SaZ+s6+HTrPuqcZcg82PkoDMMgms/w/Yku/mHoDL2xmfXukiAIgiAIgiDcc6UXnDAMwrlL9C5W6zhY+Z+ZzXRjUZxi9oQgXGUhn2Ymk7htcGI+l+abI+f4+8FTTGdi992SgKSa419GztIXn+GL7Y+xP9iIWSqtDMlrRTd0+mJzfPXyW7wy1bfqcr2CIAiCIAiCcL8ouYXcqpFjKPEKQdtmDEPDwCCvJ5hO31ivWBAeZvO5NNOZ+A0ly64wDIPpTJw/6HmVL/ccZeo+DExcUdA1zkTG+K1z3+eFiR7ymnrL7b5fFXSNE3PD/Pez3+G74xdFYEIQBEEQBEF4qJTczAnD0CjoaUKO3cxkOq/8FN24sZawIDzMMlqByXQM1dBvOpNgOBnhD7pf45WpXvJ3WWKy1Iym5vm/L75IWs3zbF0HdtPNS1fdb3KayvfHu/jT3jcYTkbu2yCSIAiCIAiCINytkps5IUtmbEoZQ4lXyKjzTKROMpZ8m4Ctfb27JgglZzg5T1a7ttSuYRhMpmP8Xter/GCi+4EJTAAYwHQmwR90v8ZLU5fQDP2+n0GR11RemOjh/+16mSERmBAEQRAEQRAeUiU3c0KRLLR5PsBA4kUAhpOvUec8QJV9+zr3TBBKz3AyQkYt4DbbgGJgYiab4Pe6XuHVqd4HdqAbySX5Ss8xyiwOHg02odynCTILusYPJnr4ve5XmM0m17s7wkMqo+WYzERQ79NApiRJFP8HsiQhSzIyMookY5IVTJKCSVawSCbMsglFkh/opLqCsN4ShTRTmXmMEv0WUrxnULxvSBIyEoqkoEgyiqxgkmTMkgmLLO4ZgvBuK7nghCRJuC0hdvg/tXRTk0SlDkG4qdHkPGk1v/TfeV3jry6/zXfHLpToV4K1YVAMzPxh92tU7nbT6qlY7y7dMd0wOB0Z5fe7X2UyHbun7yUBLrOVMosDr8WOVTEVlwJJxQBJXlOJF7Is5DMk8ln0++zsKX65FO7WUHKa37j418zl7u15eK/IkrQYjJAwLQ4oLLIJq2LBYbLiUGw4TTbcJgdesxOv2YHP4sJv9eC3eAhYfbhMNjH4EIQ1cmq+j9/u/ju0Eq0MJiEVAxGSjCzJmGUFm2zBpliwKxbsihWXyY7X7MRjceIxOSizuAlYPQSsXvwWD05xzxCEe6LkghOGoTOX7WEkeYyCnobFL8m1zv3Uuw6tb+cEocQk1BwT6RiNbj95XeVfR8/z3GjnfTa0vHs90Sm+1n+S/9LxXlxm63p3544MJsJ8pecYk+nomrYrAW6zjaDNRbu3ks2+alo9FfitTuwmM5bFp0BXZpvohoFm6OR0lZymMp9LMZgI0xWdoic2w2wmQSyfWbeAhUVWsCpmbIoJm2LGYbIQtLkIObzU2H3UOL3UOspodgfWpX/C+tMNAx0N1YAcKqnbTABRJBmrbF4ciFhxmKz4LR7qHBU0Oitpclbhs7hwmuw4TTYUSYS+BOFBYmCgGhqqUbxZZDSIk77l62VJxiabsSvWpeBFwOalwVG8X9Q5KygzF+8ZDpNV3DMEYRVKLjihGln64t/Fa66nyr4dafECd5tr1rlnglB6VF1nMBnmQEUTFxYm+bPeN4nmM2v6HjISPqsdv9WJ12zHqpixKMpSEs6CrpHTVRKFLNF8hkgudc1sjnupYOj8YKKHR4INvL9mMyb5/igxmirk+MvLb3MmMramQ/6gzcXeQANPVLexy19H0OZefKpcDESs5CmPYRg8WtGEZhjE8hnOzo/x+nQ/r88MFKvDrGF/r3YlqOK3OgnYnASsLvw2F5U2NxV2N5V2N5U2D0GbC6tiKk7JvWo6vyCslGbopLUcaS0HJAC4zAQnIpeQJQmzbKLKVk6zs5pWTw3NzmqaXdX4LR7xpFQQHkL6NfeMosvJCU7QgyRJmCUTIYefDa4QLa4QDc5Kmp3V+K0eZBGoEIQ7UnLBCcMwkFFodj+J03z/TdUWhHeTZmj0xWaYzsT5y8vHGV/lU3iTJOO12KmwuWj3VbHVV02jO4DHbMNpsmBXzJhkBUWSlp4MaIaOqhefvGfUPIlCjrHUAj2xac5GxplMx4jm06j3aHpnrJDh7wbeYXtZDfWu8nvyHmtJ1XVenurlpcneNZvyWmZxcKhyAz/RuJN2byUe891PN70y4JclCNhcPFXdzsGKDfxEfI5/He3kBxPdRHKpNQlStHkqeKyqhVpHGdUODz6LHafJitNkwWm24lg83wTh3WBgoBkGmpZnODXNcGqa1+bO4zU7CVq9bHCF2F3eSru7njKLG7tiEcEKQXiI6RhgGGhGnsHkFIPJKV6RzuIxO/BbiveMnWUb2OipW1oKIoIVgrC8kgtOyJIJu6mcgcSLVNo7UCQLAHaTH6cpuM69E4TSohkGb80OEc4mOTE3fNftWGUTG72V7PLXcbCymS2+ahwmCyapGIi4ky/ghmGww1/Lj+hbSKt5umPTHJ2+zFuzgwzEw/dkecCl2AwvTPbw2dYDJT9YmErH+PvBU8QKq5/hIgFNLj+fbTvA0zWbcJqsyGu8/ZIk4TBZ6CgL0eIJcrCymT/rfZNz8+OrbluRZJ6t20qLu2JpmUmpHz/h4aIbOgv5BAv5BP2JCV6dOUuFrZw95W3sLGthq7cRr9kpzltBEIDiA5uFfJKFfJLB5CSvzp6lzOxme1kzu8paaffUU2MPiMC7INxCyQUnwKCgZ5jNXWQ+148iFbtY5zyE0/34OvdNEErPRDrKxF3OmHCaLGz1hfhQ/Tb2Bhuosnswr/IDU5IkFCQURcaimDhQ0cwefz0/1rCDlyYv8e3RC4ynF9DWsARoVivw/Hg3T1W30+AqL9mBgm4YfHusk4sLk6tuS5Yk9vjr+eXNT7CtvOaef9G5EqR4oqqNkN3Ll3uOcnSmn8IqKjxcik3z9cFT/GrH0zhMljXsrSCsPR2DrF5gND3DaHqGl6ZP0+wKsS/QzgH/FiptPqyKOI8FQSjSMcjrKjO5BV6YPs2x2QtU28vZ4m3kUHArbe5a3CaHCFQIwlVKLjihSFZ2lH8aA/26n4sPfEFYKxLFKfU/0biLp2s24bfe2w9Hi2KizVNBo8vPvmATX738Fm/MDJBfw9KFffFZ3pwdpMbpW8qHUWom0lFemLy06iUuEhLby2r51Y6nafdVvqvJtyRJos1bya9texrpgsRLk5fuei6MAbw02cvBig08FWpf81kfgnAvxdU056L9dMdHeHHqNI9VbONwsIMGRwWKGGwIgnCdrJ5nKDXNaHqWY3OdbPY0cCi4ld1lbVTYfGLJhyBQgsEJSZKwKM5rfpYszDCbu0Cd68A69UoQHhxus5X3VG/kUxv20eatxCS/Ox+GkiRhVUzs9tdR5/wR/rr/BP88fJZ4Ibsm7ed1jVemenlvTTsVNveatLmWVF3n5cleRpKRVbfV4gnwnzueYpOval0G9LIkUess4xc3HWEhl+Z0ZPSuAxTzuRRfHzzF1rIQ1XaRcFC4/+T1AoOpKUaGZzg6e57HK7bzVOUuKm1l4omoIAg30AydeCHN8UgPZxf6aXHVcCi4lcPBDoI2Hxa55IZngvCuKZmzP79YNtQs2clqMQx++EQ1mh8hnLskghOCsEo+i51Ptezjo4278FvXZ520JElU2Nx8ru0AVtnE3wycILVG1T0uLkwyEJ8ryeBEOJfkxckespq6qnbsiplPtexnW1lo3WcabPAE+GzbAcbOLjCTTdxVGwZwOjLKO+ERnq3biiJqbwj3Kc3QGUpNMzkS4Z35Xj5cc4D9/k24zHZRU0YQhJvK6QW64sMMJCd5bfYc763azaFgB0GrV8ykEB5KJROcGEkeRdNzbPA8zanwn1DQf1hvOKfFqbBvXcfeCcL9r9ru5Qvth/hgXce6r++XJIlyq5PPtD5KopDln0fOkdUKq243qeZ5abKXfcGmdR+4X80wDPpiM3TOry7XhIzEU6F2ngq1l8QTWUWSOVjRzAfqtvI3/SfuerlKXtf419HzPFbZQpnVsca9FIR3V04v0BUbZiQ1zUn/Zj5W/zhNzuqSuGYFQShNWT1Pb2KcwdQ0x+Yu8L6qPRwMbMVtdpTU9xlBuNdKJjhR69iPgY6x+OV2d+DnYPFJw0JugPlc/zr2ThDubz6LnS+2H+bZuq3rHpi4mtts5VOt+xlLRTk6c3nV7WmGTld0img+TbnVefs/eBe9PTdEwVhdjo2gzcWPN+zAa7atUa9Wz6KY+GBdBy9P9TKSnL/rdi7FZjgdGeWpUPsa9k4Q1k9SzfLq7DlGUjN8vOEJDvg3YxPlRwVBWEZBV+mMDjKUnOZE5BI/VneIzZ4GzGKph/CQKJn5QnZTGQ6TH0W2stH7IbyWeryWOryWOsqtrfgsTevdRUG4L7nNNj7T+mjJBSagOIOixuHjU637qFyjpRhT6RiX43MYa1gNZLUShSzvzI2uup1HAg3sDtSX3OCmyeXnmZrNq5q6Hs1neH1mgNwazKARhFKhGTqXkxP8Ye83+fuRV4gWkiV1bxIEoTQl1DTH5jr5ne6v83cjLzObXUAX9w7hIVAywYkrZEyUW1uu+ZnLXEmd6wC6oYoPdUG4AzIS76/ZzMebdpdcYOIKWZLYWV7H+2o2r7qMKUAkl6IvNoN+1yka115PbIaZbHxVbZgkmadC7Wuyj9aaVTHxaLCJCpvrrtvQDYPz8+NMpmNr2DNBKA1xNc2/jB/jT/u/y2QmIr7LCIKwItPZBb4x8iq/e+mfOR8dIK+vLm+VIJS6kgtOaEaOwcSLJAvTxcSYhoFuqAwnj3Iq/CdMpE+gG+LCFISV2OSr4pMt+0pqGcDN2E1mfrRhG1V2z6rbUg2drug0qcLaJNlcrSv5JuL51VUlaXL52VJWvUa9WluSJLGlrJpmd2BV7QwlIoymFsTATXggZbQ8L0yf5o/7v81Iekac54IgrEhOL48jD00AACAASURBVHBy/hK/0/11/nX8TRKFtLh/CA+skgtO6IbK5di/cXLuK5wO/xnR/BDJwjSTqZN4LQ0MJ46SKEytdzcFoeSVWRx8pnU/TS5/yS0DuJkmV4DHKltu/8IVGEqGSam5NWlrtXK6ymAyQm6VTzu2lddQbindZJEuk5UtZdWrmtmR01W6FqbI66vLzSEIpcrA4ESkh//V/x2GUtNimrYgCCs2m4vyN8Mv8Mf932YsPYd+l0moBaGUlVxwAsBlrmZf8Bepde5nKnMW1chiVTw0uZ7AaQ6Q1RbWu4uCUPL2BRt5snojilySl/kNrIqJx6tasSvmVbc1llwgvUblSVcrls8wlIisqg2rbGKzr7pkl+ZAcfbE9vJaLKtcdnIxKoITwoNNM3RORi7x5wPfY0os8RAE4Q4k1SzPT73DH/R9k67YCIZhiHuI8EApuVGLJMnYTD7SWpisFmM+289M5gKakUczCpTQMnJBKFk+i52PNe7CtgYD/XeLLElscAdo91auuq2kmiuZ3AWJQo7JdHRVbXgttvtiBkyzy49DWV0AZSQZWZOysoJQ6k7N9/HVwecJ52JicCEIwh05t9DP7/b+E0fnOkUeCuGBUnJ1aRTJSqV9GxcX/gGL7CJg20SyMIVJsnE28peoRga74l/vbgpCyZKA91S3sa08VPKD2esF7W42+ao4Nz++qjikbhgMJSMcZm2WiaxGRisQyaVW1YbbbKPG6VujHt07brONaoeXuVzyrttIFLJMpWMEV5FcUygNXrMTs3RvErjqGGiGjqprqIaOZmioqyzV+25TDY2jc+cJWD18qul9OEzW9e6SIJQsGQm32XHX9xSD4ncDHR3N0CnoKnldxbhPn3rqGIykZvhK33MkmtK8r3oPFvn+eSAlCLdScsEJWVKocx4gaN2MIpmxKl50VHJajEi2F5e5Gpe5ar27KQgly2dx8FSoHed9+EXXLCts8lbhNFlIrmJZho7BbDaxhj27O4ZhEMtnVr3ExGmyUrFGpVbvJYusUO3w0Lkwcddt5HWN6UycbdSsYc+E9fALrR+m2RW6Z+3rho6OsZg42yCn54kV0sQLKeKFFJF8gqnMPHO5KGk1S0bLk9ayJfWUUTN0fjB9ipAjwAeq92EqwWo8glAKPGYHX2r9UZpdd58Y2li8XxQDFToFQyOr5UmpGWKFNAv5BAv5BLO5KOFsjJSWJavlyWg5slqhJAMZ4Xycrw4+T1rL8SPVe3GbSzc3lSCsRMkFJwzDoKCniOR6yWvJpRtBuXUDtc4DAPfd02BBeDdtcAfYG2i8L68TCWj1VuAy21YVnDAMiGRXN1thLRiLQZLVfp1xm63YlJK7Xd/AJCuUW5yraqOga6ueaSKUhpA9sKqBxJ24elmEceWbw+IgJKcXiORiTGYiDKVmGE5NM56eYyQ9Q0pdXRWdtRArpPiXsWO0uWtod9ffl/duQbjXFEkhZPev6T1luftGwVBZyCWYzM4zkZ5jPBNmIh1mJD3DbDZaUjO1ooUkXxt+kYKu8uN1j2Ff5fJKQVhPJfdtVzPydC/8Myl1DqcpSHG4Ak5zhfjAFoQVeDK0EZf5/ps1cUWtw7fqxI8GBpFcCsMw1vW+YRgQW2UJUQkotzrvi/ufSZbxWeyrakPVdRZy6TXqkfCwuPr6kBa/N1z5P5Os4DTZqHdWss+/iayWJ1pIMpuN0hUf5p1IH+OZOaL55LoNOMbTYf5p9Bhfav0wfuvqSyoLgnB7y943ULA7rIQcAfaUt6EZGolChvl8grnFe8eF6BDjmTDxQpq8vr65klJqln8cPYoiyTwb2i9mUAj3rZILTuhGgbQaZkf5J3GYgks/l+7RulVBeJC4TFYeCTSsdzdWxW22EbS5GEyEV9VOvJChoGtY1nHGgQHkVpncUULCWcJVOq4mI2E1rW7Nq45BRiTEFO4RSZKwm6zYTVaqbOVs8TbyodABBpKTvBG+yOn5vv+fvfuOkvu6Djz/fb9UOXR1zmg0MkAEAiBIkGIOEimJsvJawRrb2hmv15PWMzvn7Pwxe/asZ2bDeMKZYM9Ze5wUbI3kIEuiKCYxgwABImegG43Osbpy1e/39o8GmASQRFdVV3X3/eDgNFK/umxWV/1+9913LwPpMbwlLt++PmJ0R8NaPt2xf1kkI4VYTUxlEnfCxOwQfaE2bk+sJ+8VGUiPcXjmPG/NXuTc/BBzxdpV/s2XMnx74FkMZfBLXffgGHV3myfEh6q7Z61SJn4rznxpBNsMoa4NFDHxYUiCQogPdFuig9bA8t51U0rRWoH+CgXPI+sWa5qcAE2+Aufbyx3PuVSUUmXH6mldVz0BxMqllMJSJmEjwI6GfrbEernasY83p8/x09FDXEqPLOlzMePm+fHwAXbG19ETlGpRIerR9e9LW1nYhsXW2Bo2R3t4vH0fl9OjvDZ1igNTpxjNzZCvQTXFfCnLdwefI2IFeKj1dnzLaGqbEFCPyQkMXC/PocnfI+6swVJ+ADpDd9ITvrvG0QlRvwyl2JnoKrusvtYU0OArvxzR0x5Fr/ZnQvNumTc3Ckyj7qY+35ACTMq7odJoSp5XmYCEuAW2YdEbbKUz0MTexo08NXKQ58ePcDU7tWQxXEiN8PPxo3yx5365qRBimTCUQcIXocEJsyXWyyc79vHziWO8NHGc86mruHpp39NmCin++PLTROwg9zRtk0SnWFbqLjlhKJO+yEN0h+5moSh64RsqbC9NUy0hlquY7WdLvB17meyy34xC0eBUIjmha56c0FD+RYkGV9dfh/AbWWgiVt7XXKGwlkkyRqw8SilsZdEdbOEbfY9xR+Mm/mLwBQ5OnyXnlTd156MoaZenx95kf/NW+qs46UQIUXlKKfymQ0+olV8ONnNf83ZemzrFT0bf4Ep6gqJeukqssdwMf3TpKeJ2mK2xXgwl76tieai7Z6pSJg2+fgzDBhRtwZ3EfX34zXitQxOirsWcIH3hxlqHUTYF+CpwFMPTHqUl3q14PwUVSRYVyq2+WCKe1hTc8pIThlL4ZcdY1AHLMNkWW8M/2PhZPtf9MRrs8JI87mh2ihfHj71nkoAQYnkxlEFXsJnPdN3N/7blKzzZtZ9mX2xJY7iUGuWPLz/NaG5mSR9XiHLUXXLC0yUuzT/Lqdnvc3TmzyjpPGPZt7iaOVDr0ISoa83+EN2hFZDEU1SkiZOnNaWaH+tQBMq80dZo0mWMVV1KrvZIFfNlrWGgKpKcEqISDGXQ5Ivx1TUP83fXfZJ2f6Lqj1nULq9OnWQ0N131xxJCVI9SCtuwWBtu55v9T/BPNn2JOxs34zOWJgHvoTk0fZbvDDxHplTee7MQS6XukhOuLjCVP8O2+JcImAsXAYaySRau1DgyIeqXgaIv3LRiOjPbFSjr17DkHfffT6mFipZyaGD62ljUelfyXKYL5XUqNw2DsLV8R+GKlclvOjzYuotfXfsJOgNNVX+8K5kJDs9cwKtx9ZcQojIcw2J3Yj3/aOPn+UL3fTQtURWFRvP8+Fs8PXqQojSbFstA3SUn0KC1xlALWUXXK5ApTWIboRoHJkT9MpRibaRpRTQ9Urxr3vgyp1A0+ct/7Zor5Mgsg+qJoucykUuVtYZjmLQGyp/WIkSl2YbFfS07+Gb/47T4qlullnXzHJg6zXwxW9XHEUIsHUMZtPjjfHXNw/zW+s+wPtyJsQTXO/OlDN8ZfJ7TycFlsdEhVre6S05Yho9m/2ZOz32fmcJFjkz9IZO5U3SG9tY6NCHqllKKjuDSnmUUH04Bzb5w2eM1U6U8I9lkZYKqoqxbZCg9W9YatmEu+3G4YuWyDZO7mrbyue6PEbHKb9z7QY7NXWQsL2fFhVhpfKbN3U1b+YcbP8fexo1YqvqNzEdz03x38HlmiuVtIAhRbXWXnDCURV/kIdZGHmNT7EkS/vVsT3yNmNNDwU1Jxk+IG7CUIcmJOqSUIub4afWXVwmQLGQZTM/U/evfaDbJTCFT1hp+0y776yVENTmGxRMd+3i0bQ9mFTvgzxXTHJ25ULX1hRC1Yxomm6M9/MMNn+P+lh1Lciz34PRZfjT8OgU53iHqWN0lJ2CheqI9uJON8SfZEPskMacbgGMz38bV9V/aLMRSa3CChG05p1+PonaAnnB5TfSSxRzn5sbx6jw5cXRmmHyZk0V6QwlC8lwWdS5o+vl0511sjHRXrSjb1R6HZy/UQWNfIUQ1KKVo9Tfwzf7Heaxtb9UbZea9Ij8aeZ2zySt1v9khVq+6TE5cp679uC5bmkYjzaGEeL8GX3DFNMNcaeK+AOuizWWtUdIeR2eukizmKhRV5RU9lyNTV8rekdna0I6vAuNXhagmpRTdoYUxgWErULXHuZKZYDg7VbX1hRC1pZSi2R/nV9d+nEfadlf9Wm4kO80Prr5M2q3f6wmxutV1ckII8dFEbT9WFcuLxeLZymRLvK3sCRRvTl3haqa8fg7VdC45wdnkRFnzUSxlsCXeji2JNrEMKBR3JDayr3Fz1R5jtjDPxdSw7HIKsYIpFHEnzNfXPMqDLbuq3oPi4NQZXhw/JtOARF2SuxkhVoCI7ceW3ea6pJRiV2MPjb7ymufNFDK8MHquQlFVVtFzOTBxmaF0ec37ukJx1oQTGCtg6oxYHSJ2iAdbdxGpUvVEqpTjYmoEV24ihFjxmnxR/s7ax9id2FDVKR7JUoYfjRxgPFe/Gx5i9ZLkhBArQMT2YRny7VyvOgMxNsfby17n6eHTDKamKxBRZY1k5vjR0AlKZdxAKWB7QyddoeqOaBSikgyl2BLr5bb42qqMQNZoBjLjZKQEW4gVTylFsy/Or6/9BBuj3VV9rDPJQV6aPE5RmmOKOiN3M0KsAEHLqWrXeFEeQyke7thU9k7IxflJfjD4Fjm3WKHIyudpzU+unuT03GhZ64RtP3e29BE0nQpFJsTSiFpB7mzcTKBKz90rmXHSpXxV1hZC1BelFGvD7XxtzSMknOpNripql6dG3mA0V38bHmJ1q7u7GY3G1UVSxTHmi8No7VH0sri6wKb4ZzCVXLgK8X62YUopfJ3bkehkY6y1rDUKnsv3Lh/mwMRAXUzu8LTm0OQg3x84QqHMiQK9oQbubO5DyfNYLDNKKXbG+0k40aqsP5KdJlXKVmVtIUT9MZTB7Q3r+Xz3vQTM6k2vupKZ4LmxI7haJgKJ+lF/yQntMZJ5kwMT/4FXx3+Xos4ynDnEWPYYjb4NqPoLWYias5RRlZJiURlKKVoDUR7t3IxTZm+QiVyK3z/zEpfmJ8tqPlkJQ+kZfv/sSwyUedTEQPF49zaa/eEKRSbE0mr0RdkWW1OVtXNegal8siprCyHqk2NYfLLjTvYkNlTtMfJekZcnT8hEIFFX6q4luqvzDKVfoz/6cS7N/wwArV0mc6foCO6ucXRC1CfLMGXHuc45hsnHOzfz46ETnE2Ol7XWkekh/u/jP+N/2fYQ/ZHmJa+a8bRmLJvkP5x6gVfGL5WdJNkYa+W+tvUycUYsWz7TYUdDP0+NHkRXIW04IjcPZdFa46HJuwXyXpG8W2SumGYyP8dkPslcMUWqlCVVypFzC5S0S8lz8fAwMDCUgWOY+EyHgOkjYgWI2kEanAiNvigJO4Lf8uEzbHyGjWNY8p4syqKUImwF+EL3fZxJXmE8X53mlRdTI7w2eYq2roRMyhJ1oe6ehVprXJ2nweljQNnAQsJCdoWFuDlLGVJTtAz0hhM83rWVC6cmy+q+X9IeL46dx9Uev7X5frY2tC9ZzxGtNeeTE/zH0y/w3MjZsqcIBE2bT3ZvoyfUIBfzYtkyUHQEGonaQeaK6YqvX60bk5Wu5JWYyM8xnJ1iKDvJQHqMocwEV7OTzBezuNrF1R4eeiGBoT003DDBpK5diSqlriUsFIYyMJWBY1g0+2J0BJroDjbTE2yh1Z+gI9hI3A5hSOJVLNKGSBdPdNzJtwaeIe9Vvt9USbu8MP4W97XsoMUvDalF7dVdcsJUNlG7mzNzf8V8cZizc3/DdO48m+OfrXVoQtQtuadbHgxl8HjXVl4YPcfh6aGy1nK15uWxi4xkk3y9/w4e6thE3AlULUmhtWa+mOO1icv8wblXeWt6qCL7w3c0r+EzvTtkFK5Y1pRSNPmitAcaq5KcWMnHOir59uVpj6xbYCI/y4m5Ad6aucBgZpzx3AxzxTReGa9a+nrKQmtcPN6/1HRhnjPzC6/rtrJIOBFaAw30BlvZ2dDPxkg3DU4Ev+lIjyjxkSil8Jk2j3fcwcHpMxybu1SVx7mcHuPNmXM81rZHNglEzdVdcsJQNuuijzGYeom8myRVHGVt9BEa/dU7cyWEEEulIxjnl9fu5VJqitlCeU3uPBaqGP7f48/w0thFPtO7ne0NnTT6QhW7wNBakyrlOTk7yt9eOc7PRk4zk89UJDHR5A/z1f47SDjBCqwmRG3F7QitvjinGaz42jPF+YqvWS8swyo7QeFpj8l8klPJQd6YPs3hmQvMFubJuYWyEhKLVdQlxvIzjOVnODF3mefGj9DoRLg9sYE9iQ1vJyokSSE+ikYnyic67uDc/FVyXqHi62fcPK9MnuBjzbcRsvwVX1+IW1F3yQkA2wixIfZJNsQ/BSBHOoQQK4ZlGDzUsZFDU4P898tHKFagS/ZcMcdPh09xYPIyW+Jt3Nncx96mXnrDjfhNC9swF5qmfsiF8MKxOk3Rcyl4JcZz8xyaHOSV8Yscmb7KRG6+Ypf5UdvPr66/iz1NPbJTI1aEgOnQ6ItioCp+QzxfzOJpb0UeDwiYzqJfA4peifHcLC9OHOOVqZOcnx8i61b+5q0crvau9bPIMpAZ56ejB9kQ6eKuxi3c3byNZl9MzvqLD6SUYl9iMzsbjvHa1MmKr6/RnJwb4Oz8EDvj/fKeLGqq7l4NXV3gQvKn9ITvJmAlah2OEEJUXNBy+Fr/HZxPTnBwqnK7rLOFLK+MX+LNqSGi9gG6Qg1siLawNtJERzBG2PYRMG1sw8RUBoqF4yGu9si5JTKlAuO5eS7PT3EmOcbF+SnmClnSpXxFb7UMFI93beWLa3bhN+0KrixE7SilSDhRLMOiUOGz4SW9kDD0mytvnHpwEaMSPe0xnp/l5YnjPDVykCvZCXJ1lpS4mXQpx+GZ85xODvLM2Js81r6Xu5u20uSLrcjkk6iMuBPi4dZdnJi7xHwVRgtPF+Y5OnuRLdFefPK+LGqo7pITni4ymT9FT/juWocihBBV0xdp5Le23M+/OPy3XEpVthN/zi2Sc4uM51K8OXUFWDjXHbQcQpYPxzSxlImhoOR5lLRHplQgVcxTKrPB5YexlMHHWtfxzQ13E7alfFSsLI2+KE6VkhNZN78ikxMB0/eRK2S11uS8Ai9PnOCvr77C6eRgRarPaiHrFjgzP8TF1AgvjB/lU513sb9pC35j8ZUkYuUylMHexk1sjPZwaPpMxQ8raTSvT53i8fY7aDalMaaonbpLThjKJub0MpU/SyMbMdRCkzRT+bCMW8+uCyFEPTKUwe2N3fxPm+7ld088y3B2rqqPp4F0qUC6VLvdRVMZ3Ne2nn+y7WHag7GaxSFEtcTsYFVG4nrXjlutRAHT95Fuxj2tuZwe4S+HXuGliWPMFFNLEF31FbXLW7MLjTuPzV7kM1130xNskSoK8QsiVoD7mrdzbPZiVSZ3XMlMcGb+Cs0ytUPUUN0lJwBSxREuJJ8ibLdjXhsn2hu+l77IgzWOTAghKsc2TB7t3ExJe/zbE88yllvBTe+Uwf3t6/ntbQ+zJtxY63CEqAqf4VTlpnKhH8wKTU5Yvg+sm9BaU/RKvDF9hj8deIbTyco3HK0HM4V5/urqK5xPDfOV3ofYk9iApUypohBvU0qxO7GenmAL51JXK75+1s3z2tRp9jdtleSYqJm6S04YymJD7FP0Rx97z58HraYaRSSEENXjMy0e79qKqRT/+fSLFT/iUQ+itp/Hu7byzY130x6QigmxcjmGVZUm3pqFZrUrUcB0PvBrNl/K8OORN/iLwReYLqzckarXnZwb4N+d/T6/3PsgD7buImwFah2SqCONTpS7m7dxITWCR2WPYbra40LqKhP5OVr9DRVdW4iPqg6TEyYNztpahyGEEEvmeoKi2R/hd088w/HZEbwVciPS5Avxaxv28/k1txOx5WieWNkcw6rieMiV8ZrwfoGb9NHQWjNbTPGtgWf52+HX6m4KR7VoNGO5Gf7rhR8xW0jzue6PEfyIR1/EyueYNrsa1vGj4dcZz89WfP3h7BSXUqO0+OLynBM1UXfJCa095opXGE4fJO8m4do3RmdwLy2BrTWOTgghqsMyTO5o7uV3dj/Jn1w4wE+GTjJXrHxH7qUSNG32Nq/ha/13sKepR6ZyiNVBKahC5YRSCvNaD66VxDEsLGX9wk2QRjOen+VPLj/N06NvVrzB6HKQKmX57uBzlHSJz3XfS8wO1TokUSfWhTtZG+5gIj9b8ZTlfDHDqeQguxrWydQOURN1d6CopPOcmv0+88VhRrOHsZTDVO40rs7VOjQhhKgqUxmsizbzz257hH++4+PsbuzGqMKNTrWtjTTyP2++n3+1+0nubu2XxIRYNYpeCV3hUmtYGL9rrsAz4H7DwTJ+MekynZ/nDy7+hJ+OHFyViYnrMm6ev7jyc/5y6OVlMypVVF/Q8rEnsQHHqPx7qwaOz10iVYVxpUJ8FHVYOeHi6gLbEl/m5Oz32Bz/HBG7k9nCIO3B3bUOTwghqi5gOTzevZWdjV08O3KGv71ynPPJSTJ1fHHqMyx6wg082rGZRzs30xduxDHr7i1GiKoqeKWqHMkylMIxVt73k2PaWO+rCJkpzPNnA8/w/PiRZTsmtJJyboHvD71IwonwaNse2c0WAOyIryVqB5nIV37S16XUCDOFeRp90YqvLcSHqbt3OqUMbBWk6KWxlJ/B9EtkSpNoeYMSQqwipjLoCsb5av8d7Gns5X8/8iOOzlS+O3e5gqbNbYlO7mru47HOLXSH4pjKkLOqYlUqeiV0FZITpjLx36Q3w3LmM96bnMi5Bf7q6iv8ZOQABa9Uw8jqS7KY4VsDz9Lsi3Nn0+ZahyPqQLMvzsZoNxMTlU9OZNw851JXWRfprPjaQnyYuktOmMpHf/RRAmaCrtA+Ts3+AFsF2NLwhVqHJoQQS0ZrTd4rcXBykD86/xpnk+O1DgkAv2kRsf20+CPsberlntZ+1kWbafaFMY2VV3YuxK3IunncKhzrcAwLXxVKuGvNZ9pY1143il6J58ff4i+HXl41zS9vxVhuhm8PPktnsJGuQLMkgFe5kOVnR7yflydOoCvceaLouZyYu8zH2/bK80wsubpLTmg8MqUJil6WsNXCXS3/GFPZmGrl7RgIIcTNzBQy/PeBI/zZhTcYyyZr1qffZ1g0+cO0BSJ0BONsiLawI9HJ+mgLIcvBNky5eBHimplCipJX+UrPiBVckd9n766cOJ0c5DuDzzFXTNc4qvqk0ZyYu8xfD73CN9Z+nJDlr3VIooZMZdAXaiNuh5gppiq6tofHQHqMtJuTUbZiydVdcgKg6GWZyV9k0J2l6GUJWA10h+6WaR1CiBXP0x4X56f4vTMv8czIGTKlW9tBNFA0+8M82L6B9mCMkWySyVyKZCFHulQg5xUpeS6e1iilcJSJbZr4DAu/adPgC5LwhWj0hWj2h2kLREn4gsSdIHEnQNCSRLEQNzNdmKdYheMICSdS8TXrgc9wsJTJZH6Obw08x5V09SrErGtHYxzDwmfaxKwQcSdM2AoQtHzYysJUBq72KOoSBbdE2s0xnZ9nrpgi5y68fubdQs16Ybja42djh9kWX8u9zbetyISV+GiUUnQFm2kLJCqenICFROtIdor1ka6Kry3EB6m75ISBSbN/E44RYr44TLo0fu3jGCDJCSHEyqW15tjMMP/+5PO8NnEZV99aebitTPY29/L1/n3saerBMUxc7eFqjac1Gv0LzfoUgFIsDEBUmEphKOM9H+UCWIgP52mP2cI8pSrcuCZ8KzQ5Ydq4aJ4fPcyRmfN4Fa4R8xk2bf4EXcFmuoPNrAm10RlspMXXgN90Fl7fMDCuvcYpeDsCrTUeGk97FLwSk/k5BjPjXE6Pcjk9xkB6jNHc9C2/Tpdrrpjih8Ovsj3eR8MKTVqJj6bJF6Uz0MTp5JWKH+2YK6YZzk5LckIsubpLTpR0nqPT36KkczT61tMa2EHU6SJstdU6NCGEqBrX83hz+gr/17GnOTEzcssX6XEnwBfW3M4X+26nKxiXhIIQSyxTyjNdmK/KEawWX0MVVq294ewkf3r5aQ5MnSbnVabPhN90aPXF2dmwjl0N6+kONtPqbyBo+sp6XWz0RdkY7UZrTbqUYzg3xYXUMC9PnOBUcoC5YnpJEhUaODE3wM8njvFE+74bjmIVq4OpTNaFO3hp4hi5Co/cTZdyXM1MUPJceY6JJVV3yQlT2fRFHmSmcIFsaZpiPstcYYD24G6a/BtrHZ4QQlScBo7PDvO7J55dVGKiIxDj1zbs58me7YQsRxITQtTAbDHFeH62Kmu3BxJVWbfWhjKTjGSnK1Jt4jcdNkW62d+0lX2Nm2nyRfGbDoaqbKNepRRhO8B6q5P+cDt3N23jdHKQZ8YOc2DqNLNVKLF/v6yb52ejh9jXuIk2/8p8boiPpj/SgWPaFU9OaDRD2QlyXoGwIX0nxNKpu+QEKBwzTMBMUPQyzBUGcHWRiN0hyQkhxIqjteZyapp/d/I5jkwP3XJiojMY4x9tfZBHOzbjmHX4ki7EKqC1ZrqQZCw3U/G1g6aPRl+04uvWA40uOzHhGBaboj18vG0vexs30uhElyRBq5TCxCRqB7mjcRPbYn0cnjnH31x9lcOz56s+CvVMcoiDU2d5omOfJKRXsa5AM1ErRLKYqfjaV7NT5NyCNMUUS6rurmQ9XWI0cxjL8NPs38ra1qKApAAAIABJREFUyMM4RhjbCNU6NCGEqLi5Yo4/ufA6ByYGfqEfxIdp9IX45sZ7eKRjM7aUXQpRMx6a0ewM81W4QWgPNBIyZTLDjbT5G3i4bTcfb9tLq7+hpuXnQcvHnU1b6A938P2hl3h69FBVqyiKusQLE2/xQOtOmdyxigUsHx2BRoayExVfezQ7LWN9xZKru+SEUgZtwV00+TailIHWmpw7Q8adImp01Do8IYSoGE9rfjZ8mr+5cpzSLZ5VNpXiC2tu58nu7fikYkKImip4RU4kL1el30RPsEVuPt/HUiZbYr18pfchbm9YXzdn4k1l0BZI8HfWPkZvsIU/vvx01Y76AFxIDXNs9iL7GjdL9cQq5RgWPaEWDkyfrvjas8U0s4V5uoPNFV9biJup7EG8CnC9PBeTT6N550J9tnCZK6lXahiVEEJU3tXMLN+7fJj5Yu6WP3dnootf6t2OXxITQtRcspjh+Ozliq+rUPQEWwiavoqvvVw5hsUDLTv47U1fZHdiQ90kJt4tYPp4pH0331j7GO1V7AkxW0hzcPos+Qr3GxDLh60sugJNVVnb0x7D2amqrC3EzdRNckJrTd5NMp0/T6o0ymTuDJO500zmTzOafQtNbWZKCyFENRQ9l2dHznByduSWPzdsOTzZs53uUEJ2y4SoMa01p+YGmMjPVXztiBWgL9yGWYc34LUQMB2eaN/Hb6z/NN3BZswKN7usJMewebj1dr6y5mGiVrAqj6HRHJo5y3Rhvirri/pnKoMWfxyfYVd8bY1mtAp9dIT4IHW15ZYtzTCQ+jkz+Uscn/kOCgUoAlaCtZFHah2eEEJUzFQuzU+vnqbg3XritTMU59629RiSmBCi5gpeiYMzZ8m4t14B9WHiTpi1YTnSCuA3HJ7ouJOvrXmEyDJp0GcZJg+07ORqdpIfXHmx4hMVAK5kJricHqUj0FjxtUX9U0oRsYNE7CD5CidIPa2ZrELSVYgPUjfJCaUUcV8vu5p+DcvwsyPxKxhqITyFIbuDQogV5VxynFNzo4v63G3xDpp80iRYiFrTWjOQHuPIzAXcW+wb81F0BBqreixgubCUyUOtu/hq78NE7epUIVSDQhG0fHy26x4uzA9XpS+Aqz0Oz5znrsYtcq28SkWsIDE7VPFEgkYznp9Fay3PLbFk6qYeTmuN1hpbBdgS/zymcjCUiaFM+YYQQqw4ByYHKLiLGzW3Od4mVRNC1IGCV+L1qVOMVOFctqkMdtVRs8daMVDsTWzk632PLKvExLslnAif6/4YCSdSlfVPzg1I34lVLGIFq/a9kSxmyMnEDrGE6iY5MZJ9k1RpDI1HpjQFVel5LYQQtVfyPE7Njd7yhI7rmvxhQJITQtTaSG6K58aP4FXhmiVk+tkRX1vxdZeb7mALX+97hBZ/w7LdrDKUwY74Wu5pvq0qfTKmCkkG0+MVX1csDyHLV7Vxw3m3QLJU+RHJQtxM3SQnrqZfJ10cp+TlOD//k/dM6xBCiJVkrphlNr/4N3vHMCU1IUSN5d0iPxx+jaHMRFXWvy3eR6u/oSprLxcRK8iXeu6nfwX03fCZDg+17qLJF6v42slihgupYbSWjb3VyDFsInbwWq++yip4JVKlbMXXFeJm6qbnRMBMcDn1HLOFi0znznEh+TTGu7LLDb5+Er51NYxQCCEqI1nIkVvkkQ6A6XwGjdROCFErntYcnb3IC+NHKerKTxNzDIu9iY1ElukxhkowlcGdTZu5t2U7lloZR1s2RLq4vWE9Px45UNF1c26ewcw4rvZWzNdKfHRKKeJ2GFMZlCr8eiTJCbHU6qZyYm30YRK+fuaLwxS8FHPFAWYL7/zMuTLKRgixMhS1W1bzvCNTQ5QWMeVDCFEZw9lJ/uLKC1XrZN8ZaGJHQ39dj8qstjZ/A0927idk+ZftcY73cwybu5u2VnzsowauZidJlyo/MUYsDzE7WJXEVNErSnJCLKk6qpxoZF30ExS8eRQGOxJfx3hXeEoywUKIFcJWZlk3Ha9PXuZscpxtDcu/1FmI5SZVyvLngy9wZOZCVdY3lcGOeD89wZaqrL8cGMrgodbdK+I4x7spoC/cTl+4ndPJwYquPZKdJu3miCGTnFajkB2oSjKz6LlkSvmKryvEzdRNSl4phaFMHCPCxviTWMqPoSwMZWMaC5M7hBBiJQhYNnYZHfiHM3P8lzMvMZCaljPGQiyhVCnL31x9lWfG3qSoF38064PE7TAPtu58z9HW1aY32MK9LbdVvMKg1pRSNPtibIn2YlT4YN54foZ0KSfvCatU2ApU5TWjpF2Z1iGWVN1UTlxnKJOA2cBI9jDJwhUsI0CzfzMxp6fWoQkhREVEbT9By1n057va4/mRs1jK4Nc27GdzrA3LWL03MkIshaxb4EfDr/OdwefJuNXZSVTAXU1b6Au1V2X95cBWJnsbN7Em2LpijnO8m6VM1kc6CVi+ih7DmC9mSBZlqsJqFbL8VamccLUnY2rFkqq75ISnS1yaf5aR7JtE7A5KxQKjmSNsbfgCDT4ZqSWEWP4ClkNXKM7hqSuLHkFY0h4/HT7F2bkxHuvawsPtm+gKxQlaDpYyVuRFvRC1MltI8cPh1/jzwReYr+JYvRZ/Aw+17iJkVWcs4HKQ8EV5oGUHZhnVZfVMKcXGSBdRK1jR5IQGJvOz0ix5lQqYPowqvO+XtEveLaK1lusKsSTqLjlR0nnGcyfYGv8SMacHjceF5NMMZw5KckIIsSIoYEusjR8bJyiU0djS05qLqSn+4Oyr/NXgUXY0dLIj0UVfpJGEL0TM9hOyfPgtG8dY6HOhQC4whPiItNaM5Wb43pWf8+ORA1WrmICFXhN3JDaxOdqzqr9Hd8b76Qo01zqMqmrzJ2hwIozkpiu67lQ+iZb0xKrkM6yqjBIFyHtFNLpq6wvxbnWXnFjYRNQYyrz2TWBgKEVJztAJIVaQvc29xJ0g47n5stfKeyWGM3MMZ+b48dWTBE2HhC9I3BckbDkETAfHXEhOVOqcs1JgGSa2MrENE59pEbX9xJ0AcSdIoz9ERyBGyHKwDRPHtKSiQywbWmvyXpE3Z87x54PPc2JuoOIj+t6vO9jCpzrvwmcu/sjXcuc3HO5s2kzQ8tU6lKqyDJPuYDMnkwMVXXe6MA+LrMYTy5vPcKpSOQFQ9Ep4WmPI27dYAnWXnDANh0bfRo7PfJeY001J50kXJ9ja8PlahyaEEBXTEYxzR3MvP7xyvOJrZ9wCmUyBocxsxdd+NwUo1EJDY8A0DExlXEtaGPgtm1Z/hN5wIxuiLayPNtMWiNIWjBI0HUlUiLpU9EpcSo3yzNibPDd+hMn8XNVv93yGzSfa76B3FU/oAOgONdMf7lzxrw2GUnQFK18dMl/KoKVwYlVyDAtVpTkHnvauVeQIUX31l5xQNv3RRwnbbcwVBrGNEH3hB+RIhxBiRYnafj7VfRuvjV9mMp+qdTiLomHhgkVrXKDoeu/9B3kYSs9yaOoKAEHLoTsYpz/azN6mXu5s7qMtEMVnWlXb8RHiw2it0WjyXonB9BjPjR/h1cmTDGbGl+TxDRR7Eht4uO12HHNlTae4FQaKjZFu2vwNK758XGHQHkhUfF1piLl6mcqkWm+jrvZkCoxYMnWXnNBaY2DSGdxLR3A3eW++aplAceu01rgVeoHytMaTFzuxShlKsaeplwfaN/CDgSOUtPfhn7TMZUoFziTHOZMc54XRczT5wtzRvIbHOjezJd5OgxNY8Tumon5orSlql8ncLJfSo7w8eYIjMxeYzM9SrPIRjnfrDDbxue57abDDS/aY9Sho+dgWW4Nt1N2lacUpIG5HKr5uxs3LDvcqZajqpfSkbkIspbp7B/B0kUupZ2kN7EBrl6Mz38LEYmvDl4g6nbUOb9m5nul8Z4dz4aN+19/rax9zXpFUsUC6lCdVzJMuFUiV8qSL+YWPpQLpYp7h7Bx5t/yxQmeTY/zbE8/R4AsQsnyEbd/CR8t5+9che+H3IcuHZRgLJeQsNPRbeBFWKPVOefnCH630PRexUoQsh2+su5NL85McnBqsdThLKl0qkC5NM5Ce5qmrJ7mzeQ2f6tnO/pa1BE1bkhSioq6/13naw9Uuk/kkp5IDnEwOcmpugEvp0ZqMywtZfr7QfR/bYmtW/XM+YgXZEuutdRhLQim10KzYdMi5hYqtW8m1xPKyUH1YndcQOdYhllLdJSdcXWQse4y2wE4G068SsdqxDB9XMweIOr9U6/DqUt4tkSrlKbouRe1S9N75WfBcMqUC88Uc88U888U8qVKOZCFHqpgnWcqRKi78Ou+5lDwXV3uUPI/StY+u9ihp9+1fV+rlaSSb5HsDhzFQWG+fVTewlIGlTMzrvzYWfh+wbCK2n4jtW/ho+d77e9tP2PbhNy1sY6FJn61MbHPho9+0CdvVGbUkxGKtCSf4+1vu518fe5pTs6OLHi26nCWLOZ4ePs3BqUEebN/IF9fczqZ4K84q2EEV1XG9oWXGzZMp5UiVsozkprkwP8zZ+SGGs1Mki2nSpVzNvuccw+axtj080LoTS63MsZm3ojfUSoNT+WqCemUbFmErUNGEwvXGhWI1UnJ9K1aEurzyUyjy7jzT+fPsSHyNucIgk/kztQ6rbh2ZHuJPLhxgrpAlUyqQLhXIXPuZdQsVO4ZRLR762jhFFypQSesYFkHLJmQ5BK9VXQQtm82xNv7HjfcQcwLlP4gQFWIaBnub1/C/bn+Uf3P8GY5MD9U6pJrQwHQ+w3+/fJgDE5f55oa7eaJ7GwGpoli2NJU9uqfR144WepR0iaLnknML5NwCGTdPqpRlvpRhrpBmppBipjDPRGGOidwc47kZ0m6uYrFUwl2Nm/lyzwOELXlPAtgY7V5VCUlTGRX/771eHSRWI021LvcNZaz4PjCiftTdu4Bp2MScXg5P/QFtwe2E7XYmcqcIWau7g/UHGc7M8eLoefJeqdah1IWCV6JQKDFbyL7nz1PFAr+yTr5Gov4oYHdjN//Hrk/y/517hedGzzH3vufvaqGBwfQM/+bEM5yaG+XXN+ynLRCTHaFl6F+d/A7+Cjd4vH4McSHxsVDNt5Cs8Ch5JYrapeCVKHqlui1DNlDsaOjn632P0uSL1TqcumAog/5wB5aqu8vSqjEwKv7fq9G4SHJiNbr+ulgNplJVa7YpxPvV3buAqRw2xj5Nd3g/IasZhUFzYCuOEaTk5TGVjJ8TQqw8pjJYH2vhn+/4BPua+/jupYMcmxnBXaW7YDOFLN+5dIjpfIZ/vPVBesKV72wvqmsoO1HrEOrS5mgvf2/dp1gbbq91KHUj4YRp8q2uJKShFLZR4YbvGpmqsEq5VUxOGEjlhFg6dTkGwzJ8RO3OtxMRUbsDvxnn+My3cbU0+xFCrDye9pgrZBnLJrENgwYniLmKLtRvxNOaZ4ZP86+OPc3l+Sm56BbLmoFiS7SHv7vuk6wLd9Q6nLrS4msgbodqHcaSMpTClF4jokI87VGtYjFTjnWIJVR3lRMfJFUcQ0u5mhBiBSl5HgOpaQ5ODXBwcpA3JgeYyqUpSXdsAIra44XRs4Qsh3962yM0+1f3uEWxfN0WX8tvrPsUGyJdtQ6l7jT6okTsYK3DWGJysycqp6CLVWvuaxvWqqpqErW1rJITQgixEmitmS1kOT03xk+GTnBo6gpDmVlyFRjRuxK5WvP08Gma/WF+a/N9BCyn1iEJ8ZHZhsUdiY18o+8x+sMdcjT1fRSKJidK0PTVOhQhlq28W0RX4RioYmGykFROiKUiyQkhhFhC6VKBNyYu8zdXjvPy+AXmi7m6n6hTD3Jukb8ePMr2RCePdGzCVHV5KlGI93AMi8fa9vDVNY/Q7ItJYuIGbMOiyR+Xr40QZch71amcMJSBT6ZmiSUkyQkhhKgyrRfG5Z6eG+M7Fw/y87HzTOXTtQ5r2ZnMp/lv515jU7SVNZHGWocjxE0poM2f4DNd9/BY2x5izurqp3ArHMOiyYnKzqwQZci5hYqObr7OUiY+o7JTl4T4IJKcEEKIKksWc/z14FH+5MIBrmbmVu0Ejko4MTPCD4eO85ub7pWdHFGXLGWyNbaGL/fcz+7EBixpeviBbMOiwYnUOgwhlrV0KbfQFLPCTGVIckIsqbpLTmitcXUeQ9kYyrz2+wJKGayPfhxTyTeIEGJ58LTm4vwk//Xsy/xs+DTpUmWmDRko/KaFz7QJWDbN/jAJJ0TcFyBoOjiGiWWYFdqJ1HhoXK3xtEfRc8m5RXJuiXQpz1whx1whS7pUoOi5FD2Xglei6LlVac1V1C4/vXqKT3RtZW24URIUom4YKBp9MR5r28PjHfto9TdIE7mPwFYmcUca3QpRjlQpW5WND9uwCFjSD0YsnbpLTri6wMX5Z+gM3UHIagZgLHsUBbQHdyPdjYUQy4GrPU7MjPBvTz7HgYnLlCpw0RC2fPRFGumPNLMl3saGaAsdwRghy4dpGJhKYSjF9R+V887cEK0XkhVag4eHqzWu55Eq5RnLzjOSnePy/BQD6WmG0rMMZ+aYKWQqGAtcTk3zzPBpetbfhS270qIOhEw/OxvW8WTnfrbG1hCwHDmm8BFZhkl01U3qEKKyqpmcCFn+iq8rxM3UXXLC00XGs8fpCt359p+VdI6Z/CU6QntrGFn98psWCV+IgleqdSh1Leb4624Xy1QGMSdAo6+888gB02ElJe78pl321yTuBGrWNNHVHoenhvido09xana0rJGgpjJo9oe5p7Wf+9rWsznWSlsghmXUV0PIFiKsjTQBCwmMoucxmk0ykJ7i4OQgL4ye4+L8JAXPLfuxCl6J50bO8unu7bQFo2WvJ8RiBU0fGyJdPN6xj72JjVIBsAi2sgiZcvMjRDmSxQyuLv/99f0cwyJsBSq+rhA3U3fJCa7dPObcOQJmAtDkSjNynOMD3Nu2nu0NnWXdAK0GjmHR4NTX7kyLP8z/efunyk4sRe0AZp0lXhZLoXiwfQO7GrvKWscyzLITHIuhteb07Bi/e+KZshMTDU6A+9rW8/k1u9gYayVk+eouwXYjSikc06Qn3EB3KM6exl4+3bOdvxk8yl8PHmM4O1f2Y5ycHeVSakqSE6Imwpaf/nAHD7Ts5M6mLTQ6Ucw6SxguFwHTwZDpO0Is2sJ48lRFKjTfz1aSnBBLq+6SE6ZyaPSv563pP6LJtxlX55jJX2R74qu1Dq1uhSyHkOXUOgyxCJZh0hKQRmDvppQiZPsI2cvvjKPWmuHMHP/h1PMcmR5adGLCQLEu2syvb9jPQx2blvX3t1KKgGXTH2niNzffx5Z4O//mxDNcTk2XtW7eK/HK+EXuaumrUKRCfDBTGUSsIDvia7m3ZTvb42tpdKLS96RMQcuPfAmFWLyCVyJZylRlk1IqJ8RSq7vkhIHF2sgj+Mw4s/lLGMpia8OXaPD11zo0IYT4QBm3yHcvHeLl8Yu4ixzpZSjFnsYe/tHWB9nW0IFtrJyeCrZh8kD7Blzt8S+PPsV4LlXWesdmhil5LtYK+hqJ+qKAiBWkI9jEjvha7m7aSk+whYgdlN3+CvEZtvTnEKIMGTdHupSrytpByy89J8SSqpvkhNYa0IDCZ0boCz+ADt+Lp10MZaLkIqCmPM+j5HoopbBMQ3aKhHgfrTWvT1ziB4NvUSyjr8Ltjd3809seYVtDRwWjqx+2YfJIxyaOzQzzB+deLWutkewcw5k5esKJCkUnxEKFhGNYdAdb2Bnv57b4WjZGumnySZVENThm3VyKCrEspUo55ouVbTwNC8nZRl+0Zv27xOpUN+8Iri5wNXOAJv9GQlYLBW+eU7M/YKZwkYRvHZvjn8Uxlv78uFjw+lsDfOeHB2ltjvL3vnwPibj8vxDi3abyab576RCTufSi1+gNJfjNTfexOd5Wwcjqj6kMPtV9Gz+5epLhzOL7T8wXc1xMTUlyQpTFUiYRO0DcDtPqb2BrbA3bYn20BxLE7BB+c/keq1oObGVJ5YQQZUgWM8wVF3/tcTMKRbMvVvF1hfggdZOcKOkcQ+lXaHDWorVmMP0y88VhNsc+y0D6BYbTb7Amcn+tw7wlrx25xNHTV/E+Qnn3/XesZ0NfK4ZRn2/QB44OcOjEFXyOxRc/cbskJ4R4F9fzeG3iMm9MDi76zGfAtPli3+3c0dy74ncplFL0hhPc09LPn19+c9HrZEtFxrLJazV3Qnw0trJo9EXoDDTRGWymO9hEd7CF3lArzb4YpoynXVIr/fVOiGrSWpMspquTnFCSnBBLr26SE+iFS3rbCJJ35xjNHKY/+hitge3kvDnm8gO1jvCWHTo+yHf+9k1c98O753a1xlm/poV6vcTev6uPodEZetobaE7IqDQh3i1ZzPHjoRNkSoVFr3F7YzdPdG1bNRfqAdNmV2M3Pxo6QaqUX9QaebfEeG4erbWU29chx7AwqMLzWS28U6prPwylMJSBee2npUxsw8IyTIKmj4QTpckXpcXfQLs/QYs/TsgKEDJ9BC3/Qs8Def7UjPTuEGLxPDwm83PkvWLF1zZQtPobKr6uEB+kbpIThrKwlJ/LqecpehkUJolrTTA9Xd6YxVpriAW5a1cfQf/NS0PXdDXW9cXR3u297N3eW+swhKhL55LjHJ6+sujP9xkWn+q+jSb/6kn8KaVYH20m5gQWnZzw0EznMhS8En5Txk3Xm891fYz2QGPF11VKYVxPSmBgGxY+08Zn2PhNh6DpI2QFCFt+Aqavrt9bhRCiHAXPZSg7WZW1bcOi1S/HJsXSqpvkhG0E6Y8+yqX5ZzGUxZaGz+EzFubXu17u7UTFctTSGOEbn91HS+PNR0aapiGjtIRYhrTWvDh2gVRxcTfYAOuizexs7MIyVtcOYkcwRrjMkbE5t0jJ80Aq8evOPc23sSUmSW0hhKiWgldkMD1WlbWbfDHCMqlDLLG6SU4ARO1OtjV8GQADk7ybBKArdCeWsXy/OZQC2zJx7Lr6cgshKiBZzHFidpjCIid0mEqxLd5OZzBe4cjqX8wJELLKazaY90q4+sOPzgkhhBArTd4tMJSpTuVEeyAhDYHFkqubu+WCl+aVsf+HvJvENHxYhg9L+VHXzqt2h/fTG763xlEunT/9qwO8cXSQL39yNzs3d3Ly/CivHb7EwPAMJdclEQuxc0sXd+5cQyIWumEjzUKxxMDVaV49fInzAxPMzWcp3aT/xSfu3cLH79uCZS5sPyZTOf7Lt19k4Or0e/5dW1OU3/jKx2hquHn5+e99+yVOXhjlVz9/F+t6mzl6+ioHjl5maGQW1/NoTkTYtaWLfTvWEI8Gblhy63ma2WSGw6eGOHJyiJGJJFprmhNhdmzqZM9tvTTGgxg32WkullyGRmd54+gApy6MMpfM4jgWPe0N7Nu5ho19rYRDN96xfe61s/zg6be4f996PvPwDmaSGQ4dG+TQiStMzqSwLZOOlhh7t/eyb8eaum1iKpbGYHqGofTsoj8/aDlsT3RiG6tv699URtnJiYLnfqSmw0IIIcRKczU7xXyp8mNEAdr9jfgNSU6IpVU3yQlDWTQHtjJXGMRUNrYRwmdGCFltRO0OInZnrUNcUgNXpzl4fIBtG9o5d3mcv/jJYeaSWQzDwPVctLdwE713ey+/9fX76GiJvecmv1TyeP71c/zR91/n6tgs8WiQWNhPOltgbGoe1/UwDEV3WwNNiTCOY3GjZpy5fJFsrsj0XIb5VI6ejgT5wgf3ALl4ZZKDRwe4Y3svB966zF/+7CjzqdxC7K6LBp555Qx3717Lb3713hsedzk/MM4f/eB1Xn9rgHyhhGkotF6YivDTl06zY1Mnv/qFu7htQ8cvfG6hUOKFN87zJ395gMHhaVxPY5kGJdfjZeBvnz/BJ+7bwi9/eg+J2C9OHRmfnufQ8St0tMQYGJ7mD7/3Ki+/eZF8oYTnaRRgWSZz81n27VjzIf8nxUqmtWYsm2Qyv/gu2QHTYUOstYJRLS8+o27ehoQQQohl5dz8EHm3Gs0wDTqDTfikn5NYYnVzVWgbAbY2fJGSlyVVHCNVHGG+OMzV9Kucc6dZH32cvsgDtQ5zaWn4yc9Pki+W2NjXygN3bqC1KUI2W+SVwxd55pUzvHToAr2dCX7tC/tx7IWdV601FwYn+G/ff42R8SSP37+Vj39sC7FIgFyhyMFjg/zZX79Bcj7HJx/cxiP3bCIWDmC+qwIgHHT49S/eTSabp1B0+eFzx/n+T9+6ldD5y6ffIpsrsmNTJx/b209TQ5h0Js8LB87z8zfO8+yrZ1jb08TXP3PH24kVrTVXx2b5T996kSMnh9iyrp2H7tpAd3sDmoWkzVMvnuKNYwtJi3/2dx+hu73hPZ//0qEL/Kc//TnZfJGH9m9k/661xCJ+srkiR05d5amXTvL9p46glOIbn91HKHijCoqFOH7v2y9xYXCST9y3lc39rfgci8npNKcvjrJ3e69UTaxyrvYYzsyVNaUjYvtoD0QrGNXyUirzSIalDAxp2COEEGKVcbXH+dRwVSZ1ROwAnYEmmaYjllzdJCdcXWQse5RUcYSCl6LoZXB1gZizhm7nHpr9m2sd4qLNzWd57rVzxCI37pvREAuyY1MngRtM8xibmuee3f38w288QHMijGEoNLBraxfZXJGfvXKaVw9f4ktP7CYRCwLguh4nzo8wcHWa9b0t/A+f3ENXWxylFFpr+jobOXFuhOdfP8fFwUkSseDbxzmuMwyDRCz49prNifAt3wCMTc7z8P6N/MZX7iURD2KoheqH7Rs7SWcLvHTwAq+8eZEvPXE7fmchM5svlHjqxdMcOTnE5nVt/PavP0RPewOmufDiePvWbjb0tfA7//kpTpwb4emXz/C1z+x9u5/H5Eya7/3kCFOzab7y5F6+/MRuIiH/281G99zWQ0M0wB9+/zV+/MIJ7tnTz45NN67KOXp6mJ6OBv7Br9zP7m09OLaJUgpGl1KnAAAgAElEQVTX8ygWXSxLXrBXu6LnMp6bL2uNJl8YZxVXD5ST2AHwmdaqGb8qhBBCXDedTzKcnUJT+aONMTtEe0AmdYilVzdXxCUvy9HpPyPnzuAYYfxmnIDZgOsVyZQmMZVN0GqqdZiLMjKe5N//8fM3/fvtGzv4F3//iRsmJ4J+h196dAdtze/srCogEvJz9+61PPvaWeZTOSam599OJJRcj9GJJFovJD7a33XkQymFbZus7W7i+dfPcXV8jmod145HA/zSoztoTrzTn0KphT/fv6uPlw5eYDaZZWomTWfrQjPA6bkMz712FssyeeTuTfS9b8SqbZls7m9j55YufvjscQ4eG+DTD91GcyKM1prDJ69w7vI4XW1xHt6/kWjY/57PD/gdHty/kb969hij43McOj540+SE63l88oFt7Nu5Btt6J3ljGOZ7fi9Wr6LnMZVb/JEOgAZfcNXu/GdLxbKTE2HLtyr7dQghhFi9tNZcyUwwkp2qyvoJJ0Kbv6EqawvxQeomOWEbQe5o/k20dm+YAQxalZ+VvlRCQYeNfa03ndbR192Iz7nx37U3R+npuHHmsjEeQrFwE53NvVPSpZQieC3RUSy55PNFrPcdXUhlFsYeBv3VO0vW2Rans+0XX9iUUiTiC70eXNcjm38n9pHxOUYn5jAMg5m5DM+/fu4XPl8DyfkcSsHoRJJsbuHmplB0OT8wQTpboN0yOXlulMHhmV/4/Gy+iOd5eFozNHLzRoaJWJCt69uxTNmVFTfmao90afEjRAH8pn3DprCrwWh2jnQZyQkFRG2/JCeEEEKsKq72uJQeYbaQqvjapjLoCbXik2aYogbqJjlhKIuEr7/WYVRFV2ucf/LrD9+w8SOAYSxUM9xIUyKMz7nx313vd6AB7b2T0LEtkw19LcQifi4PTfHSoYvsv70P2zLxPM3A8DQHjw1iGIrbt3ZXrW9CSyKCfZOjD9f7W2itefeR89HJJCXXo5Ar8gffe+0GLTrfoVDkCyXca//t+UKJ8amFF+nzAxP8699/+gPjM5Qik7/5jVE8Grx2JGR13jiKD6fR5L0PbhD7YWzD+MDn+UqltWYwPUOymFv0Go5p0eS/9SNnQgghxHKWdnMcm72EV4UjHZYy2RrrletfURN1k5xYyZSh8PssAouoUnBs85YvvA1DsW1DBw/v38SPf36S//inL/DyoQu0NcdIpnIcPX2VkYk57trZx/37NlTtwn4xsefzCzd6fp/F7m09RG4y7vM6v88mFFjI7HqeplBc+Py25ijbNnxY1YNiw5qWm/6tZRrS8FJ8IK3BLfNcVMFzq3BpUf9crTk1O8pcIbvoNQKmTWvgxklfIYQQYqWayic5PX+lKmuHLD/94V+chifEUpDkRJ1bbN4gGvbz1SfvoFAs8aMXTvL6W5dRSuH32XS0xPj4vZt59J7NtDZFqpYZXcyywWuJhnDQxzc+eydb17d/5M81TUXAt5AAWtfbzG//2sNEwzduQipEJRhKlT0KM1XMo6vV+KVOaa2ZKWR4Y3KgrGkdYctHT0gadgkhhFg9tNYcmb1QlSMdAH2hdhrs8If/QyGqQJITK5TWmvMDExw7M8yebT38ymf3kYiHMJXC57OIhPw37XNRS+0tURzbIpcvcXlo6paSE37Hpq05+nYviplkRpIToqoMpQiUOQN8LJuk6LkVimj5ODc3zlvTV8taI+4L/v/s3Xd8HNd56P3ftJ3tHb1X9k6RlCiqkeqyLMuSJfduRSlO8XWSN2/Kdcp1clPsxI4dt7jFli2r92ZRjRQ7KfYKEL0Di+1ldub+sSAkCCBVCLCerz78kAJ2Zs5smZ3znOc8hwqXb5paJAiCIAjnvqyZY+fIEbKnOa30ZGZ7q3Cp4v5ZODtEpb8LVDKd48mX9tI3GOP6NXNYOKuCqlI/FaV+wgH3ORmYACgv9tNQHSaZyrJxZyujsdSUo8qWZY3/OUHTFOY2luH3OGjvHmb3wS5yxtSdPsuyMN+2vSC8V7Ik4VRPr2DUYCbBYGZmRj/OVYZl8lDbLuKnWUx0trcYl3rqqV+CIAiCcKGwLIuj8W6OxbpnZAlRt+pgtrcamzxzBfMF4VTOzR7qBcayIGvkx+shTEVRZGRJmrYpFqZpFgpL5gxe2XoUh13D73UgIYFUqKfgcugUhdw49HNntYCA18GNV87laNsAm984zq+f2sENa+ZQFPRg0xTypkk6YxCNp+kfihEOuCasZrJoTgVL51WxftMRfvXEdpx2G4vnVuJx6SiyTM7Ik0xlGYkmGRxJML+pDJdTdG6E90eTFYrsp5f6mMhl2D3cRZP35PVPLiR5y+TVvqNsHjh+WvuRgKWh6mlpkyAIgiCcD3JWnl2RY/RnTr7a3Okoswepd5WdM/0C4eIjghNnQP9gjB8/sGl8ec+pXH/FHOY1lr3vGhNvZVkWbqfONauaOXisl5c2H5m0JKduUykt8nLp4jruuHEJZUXe8QuRkTfp7B0hEk2RSudIpXMcauknnzeJJzO8tr2FsiJvocinrlFW7CssazoNjVdVhWsunUVr5xCPPL+b/3lkC6/vaKG5rhiXUyeXyzMSTdLZE2EokuD3P3nlhOCE26nzqQ+tZGA4zp7D3fzT959nfnMZFSV+NFUhmc4yMBzneOcwLqeNf/zqB0VwQnjfbLJKhdOPjPS+K2YnjCxbBtu4qXI+DvXCHqmwLIvORITvHXqNgdPMFgnqLuYHRMEuQRAE4eIRycbZOLiP/GnUazoZGYladykljsC071sQ3i0RnDgDRqJJnnll/ykfM7u+mLkNpTANiwrm8yb7jvTwytajWBbUlAex2ZTx4IFlWWSzeYZGEjz47C5Gokm+/OmrCHidAMQSaX7wqw3sOdxDPm+OZSvkyBl5hkeT/PDXG1BVBUWWUBSZj96ynDtvWoIyTVFWt1PnU7etpKLEz1Mv7aNnIEpLxxBGPo8kSeg2FbdTp64qRHnJ5Pnm9dVh/uye63jg6Z1s3dPG7kPdbN3dhmlZKLKMw67hdTuY31yG832soCIIJ8iSRNjuxmOzv+9VJ0wstg+2c2C0lyXBygt6tGIok+B7h15j70j3ae9rRbhGrNQhCIIgXFR2jhylNd4zI/vWFRvLAk0okpj1L5w9Ijgxg5YvqEG3aZjmO4+oNtUWT+iUXL68geKQh9rKEHZ96g50adjLpz60EruuUVLkHf/5/mO9/NP3n2c0luZTH1rB1aua8Xsd48ti5vMWkViK9ZsO85MHN/Hq1qN8cN1C/B5HofOvqaxcXEdNRehdnWdjbVFhusiYtZfOorGmiOa6YjRNmXKbyrIAn7l9FR63TtDvnPT7gM/JHTcs4coVTRw81ktnX4RUKoeiygS8DmrKgzTUFOGeIutBkWXqKkP88eeuoa1rmEMtfQxFEmRzBg5dozjkob46THV5AFWZ3L65jWV85vZVhAMuUVBTeEflTh8lds9pLYnZmYzwePsemr3FuLULL5PHAkazKb578FWe7Nh72suvulQba0oa8Wri8ykIgiBcHJJGmvX9O0nnszOy/2LdzwJf3YzsWxDeLRGcmEErF9WyclHt+9r2yhVNXLmi6ZSPKSv28YWPXDbhZ5Zl8eLrh+nsjXDt5bO58cp5kzrYqgIlIQ/Xrp7Nk+v3cqx9kEg0hWUVlv90OmzcunbB+2o3wHVr5pzy95IkUVMe5Et3r37HfRUF3RQFG99XO1RFpqE6TEN1+D1tt6C5nAXNIl1ceHcqXX5q3EGORPtPqzTVc90HWByq5ObKeajy1EG985E5NpXj+4df48mOvWSmobp4g6eI1SX1F3SWiSAIgiCcYFoWO0aOcijaOQNlMAuWB5vx20RGonB2ibydC4xlQe9gFCNvUhr2nnJVjlQ6h5E3kSQJu65OS70LQbjY6LLKwkAF+mkuKXpiysPO4c4ZmUt6Nhimyfahdr6260kebdtNKp877X2qksz1FXMotosbKEEQBOHiEMsleb53G5HczKzu5VLtLAk04lBObwUyQThdIjhxgZEkCPqcKLLEwZY+BoZjE6aVWJaFkTfpG4zy6Atv0DcQpaYiSEnYe4q9CoJwMpIkcVlxPSHdddr7ao0N8o+7n2NjX8uMrV9+JuTMPB2JEb5/6DX+cvvjbOxvIWdNvazvezXXX8q68lkia0IQBEG4KFhY7IocY9vw4Rk7RoO7nGbPhV33Sjg/iGkdFxhJkli9tJ4N21vYvredb/3sZS5bWk/A60SSJdKZHP2DMbbubWfX/g5sNpVb1y6gosQnLkiC8D5VuwNcWlzHA8d3ntZ+LGB/pId/2P0Mn2+6jBsq5+I5j+oqmJZFXyrK+p4jPNm5hz0j3WTN6QlKALhVnTtql1Lh9E/bPgVBEAThXBbNJXmyexPJfGZG9m+TNZYFmgnrk4vMC8KZJoITF6Bl86v50t2r+fWTO9i5v5Nte9rHC1OeWH1Dt2k01BTxwbULWXtpMzZNvBUE4f1yqTrrymbxQvdBIqdRGBMKAYrj8WH+Ze8LbB48zkfrljPLV4JLtZ1zAUTLsshbFnEjTUciwvqew2zsb+HQaN+0TOF4K0WSuKK0kRsq5lxQNTkEQRAE4WRypsELvTvYO3p8xo5RpPtYXTTvnLvHEC5Ookd6AdJtKtddPocFzeXsOdRNa+cQsUQGy7Kw6xohv4v66jCz60vwex2oipjdIwinQ5YkFoequLSojue6D5z2ahQAo7k0T3fuY/tgB1eXNXFN2Szm+ksJTsP0kdNlWhaRbIrW2CCHov1sHTjOjqEORrLJac2UeKt6T5hPNa48rzJJBEEQBOH9siyL9kQ/T3S/TmqGsiYALgnOoswenLH9C8J7IYITFyBJktBUheryINXl4mIjCGeC3+bgo/XL2T3STVcyMi37zFsWPalR7mvZxjNd+2n2lrAkVMnyUDX1njAu1YZNUbHJKhJM26iHZVlYWBimSdbMkzXzZPI5upOjHIz2cSjSR2t8iM7ECP3p2LQEY06l2O7hnllrmOcvEyM7giAIwkUhY+Z4sPNVjif6ZuwYIZuXNUULsCsX3jLmwvlJBCcEQRCmyfxAObdWL+BHhzdOawaBBQxnkmwaaGXHUAf3qdsI293M8hZT5wlT4woS0J14NB2XqmNXNHRFwSarKJKMLElISFhYmJaFOfZ33jTJmsZYAMIgnTdIGlkSRobRbJrBdJzOZITOxAidyQixbJq0aZDJG2dsRRGPpvPRumWsK5+FJqZzCIIgCBcBw8zzcv9uNg7um7FjyEgsDjTQ7K1EFoF/4RwhghOCIAjTxKFo3F23nCPRftb3HJmRDnzWNMhmDSLZFEejAwBISLhUGx7NjlvTcSga9rGMCkWWkZGQpbcEJyyLvGWSt0wy+UJgIpM3SOdzJMaCEzM1PeO9cKk2PlG/go81XIL9NJdqFQRBEITzgWVZHIp18Mu23zKaS8zYcfw2N+tKluFWHTN2DEF4r0RwQhAEYZpIkkSx3c2Xmi+nNxljb6T7jBzXwiJuZIgbGTi9epznDK9m5yN1S/lU40q8os6EIAiCcJEYzIxyX9uLdCT7Z/Q4i/wNzPPVzOgxBOG9EpUQBUEQppEkScwLlPFH866m0VOESJR878K6m3tmXc49sy4noDtFnQlBEAThgmdZFqO5BL9qX8/W4UPMZDWnoM3DTeUrcImsCeEcI4ITgiAI00yRZFYW1fK/5q+lyVt8tptz3pCQmOUr4asL1vGx+uW4VVGgSxAEQbg4pM0sT3Vv4emerWRNY8aOo0gyl4XnMddbI2pNCOccMa1DEARhBmiywhWlTdgUlX/ft549kW7MGV7V4nzmUDTWlDTwpVmXM8dfiiKJ2LkgCIJw4bMsi5xl8HzvDu5vf2lGlw0FKLUHuLl8JU5VTJkUzj0iOCEIgjBDZEliZbiWf1h2K98+8DIv9R4mnZ+50ZDzkSrJ1HpC3FW7jBsq5xLWXWIahyAIgnDRyJo5ftu3k5+1PkckF5/RY6mSwvWll1DvLpvR4wjC+yWCE4IgCDNIkWUaPGH+avGNzGot4Vet2+hLxc52s84JQd3JLVULuKNmCY3eIpFeKgiCIFw03pox8ZPWZxnKRmf8mHN9NVxXuhxNEl1A4dwk3pmCIAgzTJIkQrqLzzVdyvJwNT8/upnNA8cZzaXPdtPOOFWSKXF4WFPSxG01C2n2FuNQNJEtIQiCIFxUYkaSp3u28qu29TOeMQEQsnm4o3INRXaf+M4VzlkiOCEIgnCG6IrKJeEa5vpKWd97mMfa97Bl8PhFMdVDlWQavUVcXdrMteWzafYVo8rK2W6WIAiCIJxRFhYj2Ri/alvPE92bZ7zGxAlXlyxmVXgusqjpJJzDRHBCEIRzimVZ5K00OTOBXQkincEvUcuyyOSHUWQHmuycseO4NJ2bKuexsqiObYNtPNm5j70j3QxlEuTM/Iwd90ySAJeqE7a7mB8o5+rSZhYEyil1eLEp4qtHEARBuPgYZp6j8W5+2fZbNg8dJGvmZvyYEhIL/fXcWrEaVRKDAsK5TdwhChc9y7JI54dojz0LgCxpeGzVFNmXIMs2svkI/antpI1hNNlNyL4Aj63qLLf6vTOtHCAjnwdfTKPZo3TFX2Zu8POo0plcg9vkWPQhwvZFlDhXzOiRZEmmyO7m+oq5XF3WzIFIL6/2HWPTQCuHR/uJG2dmJGW6ORWNBm8Rs3wlLAlWsjRUTaXLjyLJoqaEIAiCcNFK5bNsGNjLfe0vcjzei8mZWcErrHv5RO06Kh1hMZ1DOOeJ4IQgAEmjj/b4czT4PoyETGv0STL5Ecpdazgy+htMK49XqyFnxsmaM1+waLpZWHTEX8Rnq8evN53t5rwjr1aH7gugSLYzfGSZGs/N2GT3mTuiJGFXNJaEqlgQKOeO2sV0JiLsGelm22A7R2MDxHMZkkaWzAyue/5e6bKKXdVwKhoh3UWjt5gFgXKavMWUObyE7S4c6pl+/QRBEATh3GKYeTpTAzzSuZGX+984I/UlTtBljQ9VXs5if4MITAjnBRGcEIQxDrWIcufl2BQfWTNGJHOMYsdy4rkumnx3EtTnYGEChWkGpmUwmm1hNHsUy8oT0GefsuNvWSZJo5eh9F4MK41HqyJon4eMSiR7lEjmEJrsJuxYjCa7iWaPkTaGsTDRFR9Jo58i+xJMciRyveTMOJl8hIA+C7/eQCY/ykjmEGH7IlTZTiRzGACXVklv8nVao4/h15vwZuoI2Rfis9VhmCmG0ntIGv241DKC9vkoko10foh4rgsJiOba8NrqCOlzkU6SdWFZJtFsK8OZg2iyk5B9IXY1SDTbimEmSRmDGFaSgG0WXlsdkiQTzbYxkjlAzkwiIRHQ5+DXmxjJHCCSOYxbq8KhlqCgkM3HiGSPgGWSMHpwqiWE7YtQZB3DTDKY3k3KGMStVRDU56LIOnkzw1BmH4lcNw61iLB9IYpsJ5uPEM0eR5ZsRLMtuLQKwvYFWJZJV+IVDDNJsXM5NsULQCRzlLyVIWX0YVgZgvpsPFoNkiQzmmlhJHsIw0whIRGyz8Nnazjp8/ROVFmh3OmnzOFjSaiKj9Yvpz8d42h0gKOxQY7HBulOjjKUSTCcSRLNpchbMzvyIiPh0nT8NgcBm5Og7qTI7qbC6afaHaTOHaLc6UNXVFRJQZEkcQMkCIIgXPQsLGK5FK8M7ObRzo20JnrIW+YZO74qKVxdspgby1aIGk/CeUMEJwRhTDYfI5I5jCQpxLNtlDhXocouvFoNx2NPYZhp/HoTNtmDZZkMpHbSEn2EoH0+qmQna556echYroODIz/FpVVgV8Nk8qNYVp6h7CFao48S0OeQzB5lIL2LRu8dtEafQJY0UkY/NsWHZZnkzTQ2xcfBkZ9R4boSC4tDkV8wN/A5DCtJS/RRfLYGVNlOb3ILAI2+amyyFwsTTfZgV4Koko5p5eiMv0gkewSvrY6O+AskjT5qPDcSz3Wwa/A/qPZciya7McwkFoU6AlOJZI/QEn0Uv62JaLaPgdRO5gY/x0BqJ53x9ZS7LidvpelLbmZ+8B4kSeXo6P0E9Llj02a2EbYvQkJCkz1kzTitsccJ6nNQFI1Mfpjdg9+iyLkMt1pBa+xxDDNFqXMV7fHniWXb8diqaY89R9Lop9p9Ld3J1+hPbSegz6I78SrxXBcN3g+SNPrYPfRtKlxXY1O8GGYKy7KQJBm7GuJw5Fk0xY1bqwCgP7WNnuRGyp2XkzMT9CU3syB4LxYWR0cfIOxYSNoYZCi9hyLHklM8S++eJElokoImK9S6Q9S6Q6y1LLKmwUg2RSyXJpbLEM2m6E/HGEwniObSjOZSRLNpYrk0mbxBzspjmCY5Mz9+QySPBQ9UScEmK9gUFbus4lRtOFUbbk3Hq9nx2xz4bQ6CuguXasOl6rg1Hbeq49F0caMjCIIgCFMwLYuEkWLXyDGe6tnMnkgrifyZXZ1LQmJxoJFP1V6HT3Od0WMLwukQwQlBGJM0+uhIvIg01rnUFT+qZKfBdztdiVdpiz1FZ0KnwXs7Hq2anuTrFDmWUOe59V0VbexPbUeTXczyfwxZ0gALCZmexAZ8tibqvbeSzg+zc+Bfiec6MK085a41DKf3F9oiO0kZfaiyC7saospzLZrkZO/w9xnO7MVrq5/yuIqkU+RYgiNWTNi+iGLHMgCyZpSuxMu4terCAyXoTr5KjedGADTZQaXrKhxq8divT36OPYkNZPIRJElGkhT6U9upM24FwKmVUu+9lawZZ8/Qd0nlh1AknZyZoNixjEw+QjTbikMNI0kyHq2akH0eo9mjE44hyzaqXGvx600YVorRbAsh+wK6Eq/gtzUCYGLQk9xApesqOuPrsSvBwraSQk/iNeo8t4w9J3bKXWvGAxASCpIkUWRfTIf620nn51LLqffdRtoYZvfQt8nkR7AwMawUxY7luLQK4kYXdiU0YwU8JUlCVzRKHRqljkJWR6F4qIVpmZiWhYlV+NuyKPwHWNaUs1qlwk6RKNzEFIIWhUwJWZKQx2pEyIhMCEEQBEF4JycyJfaOtrK+bxdbhw8RzSWZ+lt4ZtW5S/l07bWU2gPiO1w4r4jghCCM8euNLAzdiyq76Yg9x/HYk/j1JnTFT53nFipcazgyej9tsWeZF/w8hpnEroSQJe1dXfhzZgyb4keR7OOPz1tZsmYUr60OWdJQJSeypJO3MsiSiiLZkSUNTXYhS9rYtBLQZDeKpCNLNlTZgWGmxo7y5hegaWXH22ZZheNJEuPHtsiTyY/i03VAJqDPxa4ExrfXlSCa7EGWTn2ZsLBI50eQUQEZXQnS5L8bhxoGwKmWIEs6ipRBkhQsK49bq0BXAuwb+SGa7KbMtRpNPnVkX5cD2BTv2POik7PimOTI5qPIUuEcQvaFOJQQFhaZfASXVg7IeG2NhO1Lxqdb2BQfuuJ7x3M7wamWoEg2FElDkmRM8ni0GjTZzd7h76PKTsqda97xHKZbIQNCglMEjgRBEARBmBnWiazGXIxdI8d4uX83B6NtRHKJs9amamcxv9NwC3O81SIwIZx3RHBCEMZYVh7DzCChkrOSgIRpGcSy7dgUH1AYcc9T6GQ71RKGM/sJ2RegSDZM8hM692/n1iroSrxKwujCJvvIW1l0xYdHq2I0c5S0YwUJo5u8lS6MwI/ncFCIKrxFPNdJ0uhBkz0kjQFC9gXIkoZpZUnnBwGL0ewxAvqswuZIyCikjWFyZhJZ0pCx4bFV41CKKHddjmVNLLZ4Ykz93fDaahnNHKXUsQJZtmGYSdSxpTinyrhQZBsWFpWuqwjqc9Fk94Q6DdZYHYW3jjUUvmAntkeR7Hi0KpxqCWWuy7DGViSRJAWvrRab7KXcuZqxnILxtkgnPS/rLX/eeuzJ56DKOmBR5V6LX29Gk11ndNlTQRAEQRDODtOyiOYSHE/0sjvSwobBfXSlBkkambOSKXFCke7nE7XrWBJoQhHTL4XzkAhOCAIgo5I0+tg7/F+FbAMkaj03AhYt0cfImqNIKKiykxrPDchoVHuu5ejoA+wZ/i9kVEqdK6l0X33SYxQ7LiGR62b/8H8jSxo+vZFaz01UuddxbPQh9gx/B5CodF+DW6tClZ1Ikooq21EkGxIKiuwACWRJ5Xj0KbJmDJdWVqjXIMmE7Is4HLkfm+LBpvhQ5cIynJIkU+pcSXfyNUayh6l2r8Nva6be+0HaYs8wPLQfRbJR5ryMUmcYWVILAYN3EZyQkKh0XUU2H2XfyA+RUPDaaqj13IIi6eNtAHksA0Qlb2YwzDgd8RfoS27GoZZQ7bkORbLRFnuGofRe4rlO9o/8gArX1TjU8Fh7Cp1/RbKjyg402U2d94O0x59jMP0GqqRT5rqcEscK6ry30hp9vPD6SColjhVUuK5AQpmwrxOG0vvoTrxCJHOYtDFELNtOg+92VMn+5mMlGU12I0sqhpkmZ8Zpiz1DT2IDTrWUas91Y1M7xEiFIAiCIFwo8pZJ1jRIGWnakv3sHDnKgdE2WhI9jGTjZzUgcUKx7ucz9ddzZdFCURdKOG+J4IQgAF5bHavL/hkodLYVyYFN8SIBs/wfI29lAAlNdo6N8ku41HLmBj5PzkwAFprsZjTbSiLXNWn/diWEX2+m0XcnWTOKZZmoshNVcqAqTpr9HydnxpAlFZviQ0al2f9RVMmOR6tBHssqCFuLGErvwa1V0uj7MLKkY5PdaIoLy4JG3x3k8jEkSUYZm+pwQoXrKsKOJYCFTfYiSTJBfQ5urbKw2oQkY5MLtQz8tmbmBSvHAwuWZRLPdRHLtU06N13xEdDn0OS/i1w+ioWFKjvRZBeV7quxrELGgk12MzfwWRRJpye5EbsSosx5GSDTmVhPX3Iz1Z4bqHKvpdy1Zuy1kLEpXhRJZ0Hw3vEVNCrdV2FZeWRJIWSfj8dWTd5MI0kKNtmDJEn4bY3MC34Bw0wiIWDwiBwAACAASURBVKMpHkDCY6thfvAetLctF+q11WFXgtR5C7UyTgRoqtzrxm86bLKXecEvokoOuhIv4dIqKHWuAsukI/4CA6kdVLnXMR1FMQVBEARBODsK0zVyDGfjDGejdKeGOBhtZ99oG/2ZCAkjRfYcWt67eCxjYm3JEjRZdO+E85d49woXPUmSUCQbbrliyt/b1eBJtpPHMhQ8QGFaSDQbJWn0TvHYwkdNlR1vySR4k01xY1Mmdpb1E1NJ0N++M6Sx2g4njj32YzTJiTY2neLtFFnHKRe/bVcKuuJHV/wTHyvpKPLE4xpmYspze7MOxuRja9JbazAUjmVaBpn8CJKkYlfD5Mz4WI0NDRkFh1o0Zfvf+jq8tbaDLCmF6TRvGySQJBl9rLbEhHPDhjLFazpV+wHkt7wuJ45lWgZpYwhFsuFQQmTyo+St7LuuYSEIgiAIwpn15pRRa7yItGVZmJjkTZOYkaQ/HaE7PURXcpCe9DC9qWF60sNEzpHsiKmU2AN8ru4GripZhE3WznZzBOG0iDtpQZgmhWkVCwnZF57k99Mzmq7LPjxa9Xg2xZkgSRJ+fRb+sRoWU/3+Xe8LhTLnatrjz3M48kskScGvN1HqvOy8qdkgoVDhvor2+PMcjPwCWVIJ2udT7LjkvDkHQRAEQThfGFaetkQf8nu437BOBCCAvJUnZ+bJ5LMk8xmiuSSRXJzRbIKhbJTBzCixXJKsaZA2s2TyOQwrP3MnNE1qXaV8snYdlxfNF4EJ4YIgghOCMG2kt9etnBFB+1yC9rkzf6AJpu/cJEnCpZUxJ/Cp6dnhWSBJEm6tgrmBz5ztpgiCIAjCBS+aS/Ldo4+/+1oKY4GJ/NhS24ZlnFPTME6XjESzp5J7Gm9hgb8O5QwOWAnCTBLBCUEQBEEQBEEQzlkWFjEjebabcU6wySorgrP5RO06Gj0VKCJjU7iAiOCEcMaZpsn+1w/zxvp9LLhiDgvWzBGrGwjCOWL9fa/Rurd9ws+cHgdX3HEp5Y2l72lfHQe72PzUDoqri1h50xJ0p/7OG10Asqks255/g87DPVxy/WJq51eJa5wgCIJw2pyKnZvLV3JX9VUEbR7x3SJccM6r4ET30V7iowkA/EU+iqomL9mXTmboOdZHLpNDkiVK64rxBNxT7U44S4xsnl/+n4fY/twbLL5mPl9/+v8XF1dBOEfs3XiI1x/dSi6TI5PKkoqnCZUFaF7e8J6DE8/8eD2PfPtpgiV+GhbVUNFUNkOtPrcM90b40f/3C3qO9THQPsjvfvOzYgEXQRAE4X2Tkah0FnFX9VVcUbQQtza5uLogXAjOq+DE9776MzY+thUsuOGzV/Pl73wRTZ9Y/KXljeN87cP/wnBvBNWm8he//EPW3L7qLLX45FLxNAe3HKVqVjmh8sBF1TmXZIlweQBNVymtKUISd+0XvIHOIXpb+2lcUofDbT/bzRFO4c6vfICr715NIpLkwOYj3P/Pj77vfQVKfNhdOsXVYWwO2zS2cmYNdQ/TdbSXhsW1uLxTr35zKqquEiwNEOkfpagqJAITgiAIwvumSDKXFy3gY9XX0OgpRxbTOIQL2HkVnACQJQkTi97jA4wOxghXvLkkoJk36e8YIjIQPec7+y1vtPGvn/8OX/inT3DFh1chKed2e6eTqil8+m/v5uZ7rqOoMoQkXzznfjEysgbr73uNVx7YxJ///A+obC4/200STqG0tpjS2sKSszaHxkPffOJ97+uGz17D4mvm4/a5CJb633mDc4CRM3j1oc08++P1/OlPfp+6BdXveR+BYh9f+eG9xEcTlNYUn/PfR4IgCMK5R0aiwhnmA+WXck3JEjGNQ7gonHfBCXfAjZEz6GsbINI/OiE4YWQN2vZ1YFkWgVI/0aHYWWzpqe3deJCBziGyqew5umryzJEkiVBZgFBZ4Gw3RTgD4pEEe187SKR/lLxx7i/LJUwfd8BFY6DubDfjPUlGU6f9flVUhdK64mlumSAIgnCxcCl2VhfN47bKy5nlqURCEoEJ4aJw3uUFKapCZVMZw70RhnpGsKw3u/a5rEHLnnZ0h42q2efu6GzeyLNvw0FM0zzbTRGEGRcZiHJkR8vZboYgvCujgzEObzt2tpshCIIgXIScis4ifwNfmX0nv990G7M9VciSLAITwkXjvMucyKQyVM+tpHVvB52Hulm6biGarXAaqXiKzkNdlNQW4fScvFBMNpOj+0gvPa19RIdi5I08dqdOsCxA7fxqfCHPKaca5I08fW0DdBzsYnQgipHLo+ka3rCHkpoiyhtKsNnfnF9tWRapWJre4/0MdA7Rebi70FmzYNf6vaSTGeS3XHRcfhdL1y3AF/ZOOrZlWWSSGVr3dtB3vJ9UPI3NbqOoKkT9whpcPudJL2D7Xz/E8b0dzFnVTN2CavJ5k85D3bQf6CQxmkTTNULlAapnVxAo9U/rhXCoZ4Rtz+4il85N+HlZYynL1i086XapRJqNj24F4NIPLMfu1Ok+1sfxfR3ER+KF+hUVQRoW1eIr8s7oxduyLIZ7Rug41M1Q9wiZVBZZkXD73RRVBqlsLsflm3p+ei5r0HWkh87D3cRHEiiqQrAsQN38KoJTZJD0tPSx44XdzL98DiU1RRzccoSBjkGKq4uYdUkjutPGcG+E/RsPkU5kqJ5TQf2i2vHPAsCGR7YQHYqx8uZlBEp89LUN0LqnndHBKJpNo6y+mLoFNVPWgBgdjPLaw1vQbCqLrppHSU3RpMfkjTw7f7uH3tZ+auZWMntVM5pNxTRNRgei9B7vZ7BzmN2v7Ge4N4LL5+Sl+zcSKp14vuWNpcy/fA42uzbpGJZlMToQpWV3G0PdIxhGHpfXQWVTGVWzKybVnHlr2zY8soVkNMXq21bgCbpJxdO07G6j73g/2XQOh8dBSU2YmjmV2N32aX3vnGh3+8EuhrqHScXTKIqCy++korGMylnlE16rE0687uUNpSy+Zj6ZZIZjb7TR29pPLpPDV+SlYVEt4cogsjw5trztuTfobx9kydr5lNYWM9wT4dgbxxnpjaCoCuHKEE1L6076Pj1dqXiaLU/vJPa2rDVv2MMlNyzG4X53Bbwsy2Kwa5jOw90M9xQ+a4qi4A64KKoKU9FUOmUtCDNvMtQzQuehboZ7C9upmoI35KWyuYyy+hIUdeJa8KZpMjoYo2/s+rxvwyEGu4awOWy88sAmDm4+MuHxJXXFLLxiLvrbami07e9k/+uHyOfezLaQVZmGxXXMWt7wrs47m87RfqCTrqO9JGMpNJtKUVWI2nnV+MKeKbfZv+kwrXvambOyiboF1SQiSY7uamWgcwgja+DyOameXUHlrApUTZlyH4IgCMLZpUoKTZ4K1pYs5crihQRsHrFEqHBROu+CE9l0jpq5VWj6Vlr2tGFkjfGb/K4jvcSG4yy6ah55Y+qshG3P7uKZH6+ndW87I70RUvE0lmWhagrugJvauVV84N7rWHnzUlRt4tNjWRax4ThPfO85Xn1wM/0dg6Riacy8iaxIODwOAsU+5qxq5jN/d/f4tAXLtNjy9E5+/X8fIToUIzocJ5PIALD+Vxt4+TevT6iXVtFcRvWciknBibyR5+iu4zzyH0+xd8NBRgei5LIGiirjDXloXt7AB37nehZeOXfKjs8rD27i4X9/is/+3d34i7w88f3nefXBTfS1DZBJZlBUFV+Rh5u/uI6P/sXt09pZ62sb4L6vP8zoQJS8kSeTymLmTa78yGWnDE4kIgl+8le/Ip3MUFpTxOHtLbzw85fpbukjncgAFp6gh7p5Vdz51Q+yZO0CFGV6L+aWZTHSN8rL92/kld+8Tk9rP7GROLlMDlmWsbt1fCEPy69fzL3f+OyEDoBlWnQf6+Xx7z3HtmffYLBriEwyiyRLePwuqudUctMX1rLylmUTAmpHdrTwrd//EXf96QfxhNw8/O9PMdIXIVga4NbfvZ5Lb13OT//mfrY/t4tMKktJTTGf/tpHuPIjl42/bvf/y2Mc3HyEv77/K2TSWR77zjN0HOwmFUshKTLBUj9LrpnPnV+5lYrmsgmd3YGOIb79+z/E5XfxlR/dO2VwwsgaPPG959nwyBZuueda6hcXgiPJaIoHv/Ekm57cTnQwSnw0iZk3iY3E+fX/fXRCIA7gijsvpWlZ/aTgRCaVZeMjW3jyBy/Qcaib+Egc07Sw6RrhyiBL1y3kg793A+WNpZM66kYuzy//4SHa9ndSv7CGoe5h7v/nx9j96n4ifaPkcga6Q6eoMsiX//OLLLxy7vt/g7xNpH+Up37wAtuee4Pe4/3EhuPksgaSJKE7bYTLgyy/bjG3/9FNFFWFJ3zOju5s5d/v/QGX3LCYQKmfR7/9NFuf2cXoYOGz7vQ4qGwu59bfvZ41H141qYP81A9eYMPDm/nyf36RcGWIB7/5BK172kmMJkECX8jD/DVzuOurH6R+YQ3yNH9WktEkj33nGVp2t2EaJtl0FiOXp35RLbNXNL1jcOJEAPDF+17jtYe30Hfis5Y1kGUZh9uOr8jLypuX8sV/+uSEz1pvaz+PffdZ9ryyn/6OIeKRBHkjjyxLONwOiqpCXHHHpdz0xXX4i968tqbjaR75j6fY+NhWooMx4pEEuYxBLmvwwL89jvy2QPWqDyyneVn9pOf+8PYWfv63vyEZTZHP5cmks6iayl1/dts7BidM0+L43nYe/tZT7H31IEM9I2PXFwlv2EP9ghpu/d3rWXz1/EnLsb720CYe/MaT3P1nt5EYTfDAvz3B4W3HiA3HMYw8ut1GSU0Raz68klt/70a8IbcYgRMEQThHOBWdGlcJVxUvZnV4HqWOoAhKCBe18y44kc/l8Rd7CVeGaNvXSTadHR/5bdvfUQhezKuifX/nlNu3H+hk0+PbCJYHmL2ikWBZAJtdY6RvlCM7Wtjxwm6GuocJVwRpXt4w4SYum87y2Hef5Tf/8hiKqjB7RSNFVWEURSY+mqS/fZCuIz2M9EUmdpAlKK0tYs2HC6uGxEbiPP+zlxkdiHLpB5bTsLh2wnG8Ic+k4nGWaXFo6zH+88v/zfF97VQ2lzP30mZcPhfxSILW3W1sfnIHHQe6uPebn2XJNfMnjRBCYZRwsGuY3/zr4zz9o99S1lDC0rULkWSIDsUZ7hnBV+Sb9pvXqlnl/O43P8voYJToUIznf/oyx944/q63T8XSPPiNJ9i74SDBsgArb1qKw21npH+UfRsOsfPFPSSiSYqrw1TPrpjWto8ORPn51+5n/X0bSCXSlNYW07BoHg6PAyNrMNIbofNoD+6AC0V983W3LIvetgG+/9Wfs+25Xbj9Luavnk24IkQuk6PzcDcHNh+mbX8Ho0Mxbrnnukkjm1uf3YXNrrHwirkMdg2zd8NBnv3Jeg5uPUp/2wCrb1tJ+8FODmw+wlM//C0rblyC8y0jymbe5LmfvUTr3nb84UKnTtM1BjuH2L/pMM/97GXikST3fuMzFFWGpuX5UjWV5mX1OL2FjmjrnnZe/s1GXF4n1376SvxFvgmPr5lbOSHTCAqftRd/8So//d+/JhlL0by0nrKGUhRNYaQ3wsEtR3nie88z0DHEl/75k5Q3TL3EpZEzOLTtGK89tJnWve1Uz65g1vIGjFyeoa5hLJjwfE2HVCLNlmd2cnxvB1Wzypm7qhlvyDOePXN42zEe/c4zyIrEZ/7u7knnbmHReaSH733lp3Qd7aVxSR3+Yh+ZVIajO1s5uPlIYWRf11h9+8pJwTjTtNjw6FYGOgZRbSrLrl2Iw21nqGeEA5uO8MoDrzPSM8Iffe8eKprKpvWz7gm6+fTX7mKwc4jEaJLXH9/Gjt/uedfbj/SN8uO/+hWvPPA62VSW0roSGsZWeDGyOYZ7IvS09uF522cNCtfVTY9vY3QoRs2cCooqw7j8TtLJDG17O2nZ3cavWx7BZtf48B/fMn7eiqbStLR+vNPftr+Tl3+zEd1h49pPXjkps6lqVvmkAAHA4qvn8fvf+jyx4Tj9bYM8/aPfEhmIvuM5W5ZFx8FOvvNHP2bvawcIlQdZtm4hvmIvmUSGtv0d7HxxLx2Huvn01+7iqrtWTzp3y7TYu+EgW5/ZyVBPhKZl9YQrgmRTWVp2t3F8bwe/+bfH8YQ83PTFddhOknEkCIIgnBlORWeOt4bVRfO4LDyPoM2DKitiBTvhonfeBScsLOxOnbr51ezbeIjBzmF8YS+maXJ8XweqTaWyqYz2A11Tbn/57atw+pzUL6ihtL4Yt9+FLMuk4ml2vbiX//rKT2k/0Mm2596gbkHNhNHc4d4Irz6wCTNvcvsf3cyH/uAmPEE3UBipHemN0H2sF5fXiTvgHt9OlmVmr2xi9somoJC6veWpHYwORFl1yzLWfuKKdxztjw7F+OX/eYgjO1tY+/E13P3nH6K8oQRVUzGyBh0Hu/jRX/ySbc+9wf3//Ci18yoJV0zd2dz42FZ0h42P/+WHWfWB5YTLg0iyRDySYKhreNJo7nTwBNysuHEJALlMjoNbjr6n4EQmmWHTkzu46q7V3PEnt1A9pwJFVUjH07zy4Ca++8c/oWV3Oxse2ULln942abTz/cqksjz7k5d4/uevIElw673Xs/YTa6hoLMPu0skbeSIDUXpb+ilvKp3wvCVjKR791lNsfWYnJXXFfPbv7mbJ2gW4/a7CyjLtgzzz3y/y4Dee4IF/fZyqWeVjgaI399HT0sdn/vYubvzCOnpb+vj6J/6Dlt1tpBMZ/vj7v8OSa+az+5UDfP3j36S3tY/OIz00L5s4Srv9+Te45mNruOtPb6O0tghZkYkNx3nxl6/yP3/3AFue2sGcVc3c8Se3TMvrbnfpXHHnpeP//9L9G3j1wU24fE5u/uI6auZWnXJ7yyoE4n7+d78hlzH41N98hKvuWk2wrDDVKBVLs+OF3fzgz/+HLU/vpHJWOZ/527smZTqd8OA3Hsftd/Pl//wCc1Y14wm4yBt5RnpHSUSTVM0qn9b3e3FlmI/++e1YlkXN3EpCZQFsDtv4lINf/ePDPPFfz7HxsW3c+IW1VM2aHEzrPtaLosh86Z8/ydJ1heBC3jA5tquVH/3FL9m1fi8PfvMJmpbVU1o3eTWInS/uYdUty/j01+6ioqkMVVNIRlNseXoHP/jT/2H3Kwd49icv8emv3TWtqf42u42FV7yZhRIbibP75f3vatt0IsNTP3ie9b/agKLK3PYHN3HNRy+nrKEEu0vHyObHpwtVNk8OqtTOq+LTX7sLT9BN1ewKAsU+VJtK3sjTcaibn3/tN7zywOu89vBm1n3yyvHsCd1h4/LbV47vZ8PDm9nw8GacHgc3fO4aGpe8u4KeRZWh8QDfQMcgm5/e8Y7BCcuyiA7GuO/rD7N3w0HqF9by2b//KPMvnz12fTHpOtLNI99+hmd/vJ77vv4QlbPKaV5WP+n897x6gIqmMr787S+w6Kp5uPxO8kZh6t53/+TH7HxxL8//7GXW3L6SUHnwJC0SBEEQZoouawRtHpYGmlgZnsNcbw0Bm2dSRqkgXMzOy7whu8tOzdxKMskM7QcKGRKJSJLe1gF8YS8ltcVwkjUwiipDXPvJK2laVo836BlPB3e47Sy7fhGzVzZiWdB1pIdMKjNhWyNrEB9NICsyRRUh3AEXklSonqvZVIqrwyy6ah6NS+omjWydrp0v7uHApsMUVYX58B/dQvXsCjSbVji2rlG3sIZb7rkWu0vn6M5W9r9++KT7Gugc4oo7L+PW372BisZS7C4d3WEjVBageXkDgRLfSbc9m8obS/nwH99M3fxqVE1FkiTsbjsrbljCvNWzyGVytO3vJJ1IT9sxh7qHefG+V8llclxy4xI+9he3M+uSRjxBN5quYXfZKa0tZtHV8yZlHvQc6+PVhzajaArXffoqLvvgJXgChZTqE9X8b7nnWhasmUN/xyDrf7WBZCw1YR9un5Ol6xZi0zUqmsqoaCrDMi3qFtbQuLgWRVUoqQlTXB0mncgQ6R+ddA6h8iAf+oObKG8ozLeXJAlvyMM1H1vDkrULyaSybH5qO4lIctqet9ORz+V5+f6NDHQMseiqudzyO9cRKg8gy4WCUE6vg+XXL+KKO1aRy+TY+ds99LUNnHR/qXiGT/7NnVz6geUES/3Y7DYcbgfljaU0La3H7po8Cn46FE1h+fWLWHHTUsrqS7CNpf/LikxRZYh1n7gC3aWTGE3S09I/5T5kSeKqu1ZzyfWLcXocSJKEqik0Lavn1nuvxxvycHh7C0d3tk4oCnyC2+/kg793AzVzK9Fshc+Ky+dkze2ruPTW5ViWxZandzA6MPn9crYMdA7y4n0byOfyXHbrJdz9Z7fRtKweT8CNZtNwuO2U1hWz6Kp5U3auNV1j9YdWsmTtAooqQ6hjU9sUVaF6TgVX3nUZiqYQ6Y8y2DV0pk/vpFr3trPpye04XHZu+4MbWbpuAY6xGiiqplA9p5Lb//Bm6hZU03Gom9cf20omlZ20H8u0uPHz17DqA8vGv5tUTaFmXiVX3bUa3WFjoGOQ/o5z59wFQRAudBIQsnlZGmjiE7Xr+NqCz3Bv062sDs8jpHtFYEIQ3ua8DE5oujo+2nl8bOnQoe4RBjoHCZUHppwff4IkFzqGZt4knUgTjySIDsUYHYiSHE1id+nIikQylsLMT6xb4fa7aVhYSzqR4fHvPsf6+15juLcwN/hEB0GSJCR5epf7yWVy7H7lALHhOPULqtGdNiL9o4z0Rcb/RPpH8Zf4sbvspBOFInon4wt7WfPhVdjs2nkz91hWZJqW1lM7r2pCZsGJTteJtP5EJEF2ihv396vljTZ6W/pxeR2s/diakxYKPRGkeqsDmw4z0jeKN+Th0luWTRrZlySJcEWIxWsXoOkab6zfx8jbggsOj2N8io+iKniDbmRFory+ZHzO+4kgyYlaHm9XM6+KsoaSSe1z+Zwsv34RAP1tg3Qd7XmPz87MiEcS7H6lMNrevLyRVCw16f2ejKULU6pUudDhaj95h6txcS1L1y0cD8ycCYVjFYrvJqNJYsNxRgejRAaimGYh+8vM50nFU1Nu7w64xwqfTgycyLLMwivnUlQZwsgaHNp6dEIBxhMqGsuonl0x6XwVTWHFTUtBgpHeCK172qfvpE/T0Z3H6WsbwBNwsfbja/AXTz29bKrP2gmqpmBZhYynxGiS6NjzHh2MIcsSNruGkTXIJKfvGnE6zLzJvg0HSUSShCuCrLhxyaTpeJIkUdFUyrzLZiHLEjte2DNlINEb8rDs2kVTbl89p7KQZZfLEx08d5fYFgRBON9JSNhljYDmZnmwmS813MJfzvsEfz3vk3y8Zi1Nngpcqh1Z1JUQhCmdd9M6TiipLcbld9J1pIdsKstQzwiR/lEWrJmDwzN59YETjFye7mO9HNxyhKPbW+k53k9sOEY6kSGbzjHcM0LeMLEsePuApC/s4dbfu4GhnhGO7TrOf/7hj6mZW8mqDyxnweVzqJlXOT7KOZ0S0RT97QNYlsWul/bx59f//ZSV+vNGfnwkNDYcP+n+SmuL8AbdJ/39uUjRlPGR/7eTFHl8lDRv5LHMqbNm3o+uoz0YOQN3wEfdgur3uG0vZj6PL+wlUDp5RQ4oBMvKGwrZK/0dg8RHJr5udpd9QtFCWZUBCafHMf5zSZKQZbnwns1PPvfiytCU7xdZkQlXBNEdNpKx1KTAyNnS3zE43vl64F8f58nvPT/l41KJNHnDJJ3InDJbpmp2xZQFYmdSbCTOsV3HObD5CO37OxnqGSEZTZJJZUnF0owOxnD5nJgnea86vQ68J1mdwRNw4xubktDXPjgpiAoQrgyi6lOfc7g8iMNlJ5PKMtg1/D7PcPp1HenGNPI4fU5q57+3z9oJw70Rjuxo4eDmo3Qe7mKkb5RkLEU2nSURSZKOZ/AE3VNmm5wNplmoLwIQKPNPuUITFIJSlc1laLpWWKUplgImXlOKq8O4/a4pt9d0FUkCLMgbxnSegiAIwkVPRsKnuQjrPiqdRczz1TLfV0ux3Y9bdaBKZ25wRBDOd+dtcKK0rphAsZ/+9kEGu4bpaeklk8rSuLjupMVkjJzBb3/xKg//x1O0H+hC01VCFUHCFUGCpQF0h41D246RiE6d3i4rMsuuXUig2MdL92/ktYc2c3h7C/tfP0ywLMDiq+dxzcfWsOjKeWM3g9NzIcqlc6Tihc6XPJaVYU0xbUVWZcKVIRRFPuVSgXa3HeU8W1JOlqUZW/7wVOKRBKZp4XDbsU9RBO9UEqMJLKvQ0TzVNB+Xx4E6ls2TGJ343lNtCkx4Pxf+LasyTPH+mqrLpTv1qR46PiVIe5+jyTPVvUtEkhi5QgdKVqZ+r0OhtoXdVYTusJ10SVFgvDDnmWBZFj0tfdz39YfZ9MQ2EqNJ3AE3JTVF+Ev8ON32QhC0L3LK/aiaetKAiiRLhSLAEqRiqUlBVADdoU8ZkJIkCUVT0J06qXia1DROgTpd8ZEElmXh9DgmrYTxTkzT5Niu4/zyHx5ix293Y+Ty+EIeSmqLCFcUgjHR4Tgj7/C8n3GWNf6Zd3mdp1zC2ul1IisyRs6YNP0LwOF5p+u6uDEWBEE4HTISiqSgSDJ2xUa5I0SDu5w6dymVjiIqnGGKdT+qfH7dYwvCueS8DU74Qh5Ka4vYu+EgPa39tO3rxKbbTjq6bVkWb7y0j1/8/YP0tw+w4qal3Pyla6meU4nu0FBUBVmR+f5Xf07XkZOnt0uSRP2iGiqaylj3ySvY9eJeNj+5nWNvtLH+vg3seeUAd/6vW7nhs1dPWdH9/ZBkabxg5qUfWM5H//xD4/PYT+aty1JOdQ7n322qdMob95lyIj3fMPKY73G0VbUVOsxGLn/KkdpczhgfQddsEzvZJ3ul3ssraGSNKTuwUEgrNw0TRVPec50U0zAxjMlTCk6Xoirjr/Wn/vdHWHbtolM+XpIk/MVTjzif+P2ZbwC+kAAAIABJREFUkoql+M2/PM4L//MK/iIvn/irO1l581K8IQ+aTUVWZLqP9Y5PWzkZM2+SP8Vza2QNsApBjKneCkbWOGkGkWVaGDkDSZZQp8hEOlsKHWvpHT8vUxnuifCTv/41259/g7L6Ej705ZsKRSF9TlRNQVEU9rx6gD3v8LyfDSc+80b21BkN46+pJI1nir2VLJ+P13VBEIRzj4SELms4VB2XouNQddyqgxJ7gGpnMdXOYsodIdyqA6dqx67YxPKfgjBNztvghCRL1C2s4fUnttF1pIeWPW0UVYUoqpp6hYpsKsvrj2+jp7WP+gXVfP4f/h977xkmx3Wead8VuzpP9+SEATDIgQBIgDmLomiSEi3Jsk1ZkmWtLNu7tmTL9u61n+0Nzuug9X7e9Vq2ZVmyZMkSFShLFMVMkSBABAIgchqEGUyOnbvS2R/V08BweiLCDMi6ec0F9kzXqVNVp6r7vOd9n+fDLFnXMmHi4roC13FnLAuQJAkjHKBtbQtta1t490fv4fBrx/j2/3qKfc8f5Jt/8T3W3LyC1dtWXJFjNSIGsWpv8pVPF6iqj0+Z/utzZUk2VCErMvlUntG+MWrmoHJf21KNrMiMDaQo5kyiFSo7hBAM945iFi1CsSCRROW07MthdGAM4U5O/ReuIDOao5ArkmyompwSXro3prof8pk8+VRlzYS3NDSn/ibq42V7TbNg0bi8fk7bLyTdHf28/tReAB76xP38zH98bFIp0uCFYWzTrjjBHKeQK5BN5RFCTAquWEWLVKlsq6ouVtGZZnQwVTFwJIQgl86TT+cJxUJTlo4sBMmGBLIskUvlGO1PzekZ1/HmOfY9f5BgOMDP/PZjPPjxeydkjgghUDQFu4I+x0IiyVJZSHe0P4VZsCY4RI0jhGCoZwTbdqiqjxO+wtlAkiShyxq6fOW+EkhcWe0ln9kjhEDg4ArXK/vjymVyemPlyn51fKeuMkuAJqtX9HxqV/jazBdZ8ib3tlj4Z66EhCxJKJKMjIwiy2iShqFoGIqOoeiElABh1SCmhYmpIaKa91OlhUnoURJahLgenlN5hhdkFziilAkqKUjI/nPRx2cGFsdTbJ60b2pDlmUOv3aMc0e6uPkntmCEK+tNFPMmQxdGQEDLqiaSTYlJD4jRvlH6zg3MedUuFAuy9cHNxGtinD10ntRQmjMHz08ZnJCViw8ny7Qni1u8tf2owbIblvDa93ZzfM9p+s4O+MGJa8TyG5YSjBjk0nn2PvsmyzYuqah7UYlVW9sxQgFSQ2mO7z5FddO2SWPOzJuc2HOaQjrP2ttWEau+8log549eIJvKTcrkMYsWJ/eexnXcksvNRSFZRZUxQgFs0yY9kp3UphCC/s5B+jsHZ9y/UpokCiGwzZm/qNS2VtPUXk9PRx/7XzjEw5984Io7alwthi4MY+ZNVE1h1db2imPl7KHzmEVr2uBEaihD96keNt2zblIb5452MdLrlScsXd+Kokzex4WTPaQGUiTqJjvvHN99Csd2CcdCtKxqmushXjXaNy0lEAqQHsnyxvNv0rKqcdb32kDnIK7jEIzGWLFl2aSSFtu0OXuoc9pslHFkRQHJC8pZM2QzXC6yIrP65hUomuJpGR04y5qbV0x6TuQzBU7u7cAqWKzYsozgNJlx82FZuIE/vuHf4VzhiURjsPJigc/VQwhB3hlh//C36M4fJKrWsaX6p6kzVl2R9tsjTfzt1l+/Im2NE9FCi2ZSfS2pCcT5z2sfx3StK9amJquE1Kl1164VNyVX8b9v+jRXrwB0bngZw95zdTxYIUsyyoQfBU1WUCUVVboyQYSOzGscGnkSF5eV0ftYHX8ATVr46+Pjs5i5rj8Nmlc0EkmE2f30fnKpPMtvaPMmVBVWxxRVKU9wUsMZirkikSrPbs2bNNns/P5eTr7RUXFfQggKuSKOaRO+ZIV5fHsk0AyvPASJaSce4VioXCN//kgXju2UAxaXBkbGH4yyLHPbe7fy7Jdf5sLJHp78m6f51J99lFj15FVP13FJD2eIJiOz/mLvMzWtq5tYf/tqtn93N8986UXW3rrSU81XJqfv2ZYzQSegfVMb625bxZ5nDvDMl15i7S0rSZScN8Cb/BzZcYJdT72Boqnc+shNVNVeeRvXno4+dnxvDw994v4J/e460c2Of9uDrMi0b1lKXWtN+W9G2KC2tZpzR7o4sv0Yd33gFk/noEQhU2D7d3fTf37m4EQ0GUGSJQrZAl0nulm+qa3i+8bHu27o3PPTt7P/xcMcfPUoz/7zyzz48/dWXFE2CxaFbGHRBOs8tx8Z1xWM9I5OCnQOdY/wzJdemnGSbJs2r377dbY9tIW6JRevSzFn8uNv7GDwwhCJhipW37yyJJI6kZHeUV751k6aVzZO0CEY6h7hx9/cAcDSDa20rGq8nMO9oixZ18LaW1ey++n9/PAfnmf11nZWb1sx+V4TXpnVpfeaNzYlbNNmpH9s0nk/d6SLl/51+6z6EU1GkGWZYt6k63g3a26uHGS+El9cZVlmzS0rWLF5Gaf2neHpLzxPy6rGCVlMju2w++n9HH7tOIGQzq2P3HTF9XcMRWdJuO6KtjkXevNHOZ/dhSMuTtISehurYw/MeJ5Hiuc5nf4xlrionxJSkqyJP0hAub6En68EAsGF3AH2jzyBKyx6kVBlg3c1/tZlty1JEoaisyyyeJ4b1zOarNIcqpn5jYsE081zfOxZMrZngS2j0h69ixqjfdJ7I2qQSOTa6T0tRkw3y96hr9JfOA7AmHmBhuAaaowrk1Xt4/N25boOToRiQdrWtbDrqX2EYsHyF/FKwYlgxGDNzSt45duvc+z1k3z/b5/lzg/cgh7UyY7l2Pn9Pbz09e0EIwbFXLHi/k7sOc0//KevcsPda1lz6yrqWqvRAp6YYPepXp7+pxcZ6h6mbV0Lq7dOfliX+x0PsvLG5Zw+cJYfP7GDuiU1bLxrLYqmYBUtXMdl6YYlE3Qjlqxt5gOfeZgv/u7XeelfX2Oga4g7f/JmlqxpQVZk0iMZuk70cGzXSUKxIL/8Fz9PdJE4ctiWQy6VwzJtz+4yZ5YFPvOZAj0dfSXNAwVVUwnFgtfcXWEqoskIj/3qT9B5rJuuEz385Sf/L7e/bysb7lxLNBnBKlr0nxvk5BsdGOEAn/rzj5W3jdfE+MBnHqH7dC97njnA//r3f88DH7mbxvZ6rKLN0Z0nePofX2Coe5ibHtzEAx+5e9qg1nyRFZmv/4/vMtqfYvP969GDOt2n+vje3zzN+aNd1LfV8tDH75sQzErUV3HTuzdx/ugFXv7mDiJVEW57bCtGOMDYQIofP7GDvc+8SaQqTGp4emvCuqW1tK5u4uzhTr71V99HVhUal3sToUK2SDgWonVNU9lqVZIlbn30Jg69eowXv76df/q9r3Fs10m2PriZ6qYEru0y1DPCuaNdnNhzmq0PbuKnPvveK37e5kPL6iaa2hs4suMEP/j756huStCwvB6E4Pyxbn7w+Wc4c6iT6BSuCuPohsap/Wf5P5/+R97zifupW1KDVTB57cnd/ODvnwPg/p+9g7a3lKaVtw/qPPWF58lni9z88BbC8RAD54f44Ree4/ie08Sqozz8iw+gBy5q1wjXC8AWSi4ojuUw1DOC6wocx/v/vrMDKJqMonqimsGwUdYHcV2XXCqPWbBwbAfHdkgPZxBCePfJ+UEEwrvPVYVgxJiQzVNVG+P9n36E7tN9nDvSxZ9/4m+4/X3bWH/7aqLJMMW8Rd+5AU7u7SCajPDv/vjD5W2XbWyjpjnJQNcQ3/mrH6DpKsmGBLZlc3r/Wb7/+WcY6RudEGCbitrWapasbebE3g6++9dPoRsazSsbQfKCQ+MlfeP36nhwOzuWKx23y0DXIFbBs5hOD2foPdOPosoomoKmayWRXO9+q2ut4UO/+V4+/9tf5oWvvUoxb3L/h++iujFBMV9k3wuH+NEXXyQ7luPun7q1ot3o9c5A4QT7hr+J5V4UBK4z1rAiejeqNH3WVFduP3uHvz5h2+rAMpZH73yHBiccsvYQbjnQI0hbvQvap/lgu0Wy9hASEiG1GlWem0iuz5VntNjJnqGvkrUHAJBRsEWR6sDy66pUwXIL5OxhJEkmrCRRrtLYKjgpis5FB7acM4LpzqYU1sfnnc3imAHOEyNssGxDG7ue2kdNc5L6ttopH5CyInPXT93GwVeO8uNv7eRf/vjbPPk3T2OEDTIjGVzH5d6fvZPV29r50n/514ptOJbDyTdOc2zXScATcNMNDatoY5uewFzr6iZ+/r//DI3tU9fJy7LMI596gON7TtFx4Bx/+5tfQgtoKKq3Wrd8Yxu/8/XfILT6YnBC1VTe/bF7kRWFb/7l99j33EH2PXdwcuMS3PGTN8/hLF59ejp6+dqffIfBC8Nl28e+c96H28FXjvJf3/9nnvNCKECyMcH7P/3wFdPruFxkRWbTPev5xT/7KF/7k29z7PWTPPG57/PE574/6b23vvemSdtueddGPvFHH+Yrf/gEr31vN699bze6oePajpdpEdC45ZGb+Pjv/yw1LVcnBfr+x+9koGuQr/zhE/zz738DRVOxCiZCeBOxj/3XD7H6lpUTtjHCAR751AOcOXSevc8e4Bt/8STf+qvvo+oKZsHCCBu895fejVm0+MHfPTft/mubk3zgM4/wD//5qxzdeZLf/9BfEAgGEK7ALJg8+kvv5pP/4yMXgxOSRKK+ik/80eMYYYPnvvIyz/zTSzzzTy9NatsIB9hy/4Yrdq4ul3hNjA/++qP0nv0iJ/ac5r998C+I10RxHcHYYIq61ho+8ns/xf4XD7Hv+Qr3b4mmFQ3c/tjNPPfPL/Pf3v9n6IaG43gBA0WVuftDt/HB33h0SuHb2x7diitcvvvXT/HE5/4NLaBiFiyEK6iqi/Hh/++DbLl/4wSR2WLB5Ll/fpkd/7aXQq5AIVskNZjGzJtYRYt/+i9fJ14TwwgFMMIBNt+/kff+8oPlCX92NMfX/vQ7dLx5jkLW237wwjBW0aL3TB9/+cn/SzgeKt/r7/mF+7jrg7eW9z/uhvTJP/k5vvan3+HkGx1848+fnHRsksSE7cbP1wd/41G+/N+/we4f7efNHx8hWh3FzJukRzKsvHE5v/AHj/P0F1+YsRQp2Zjg/b/2MJ//7S9zYm8Hf/j4/yQQ1BHCK8N68Ofv5Vc+93EilwQSj+06xTf+/Mny8y07lqPv3AC2ZfPi11/l0CtHCZSOu3llIz/92++jYakXoFNUhTs/eAv5bIGv/METPP/VV3jhX15FNzRsy8axXQKhAPc/ficf/t0Plm1k3+4UnDHGrG6qA8umfI8QguHiGWx38bjOLDQSCmG1BkXScISFhExCn58170IhEPQXjvNy319jKDHuqvsP1BjLF7pb73gu5PZRdFLl1y4OPflDFNwUQeXKZ31eDQSC3vxhXu3/v4TUBHfV/SrJQOVszsvFUGIYSpSxUpwwqta9IwOmPj5z5boKTtS31bJswxKCpVQxPaix5uYVLN/Uxqobl5eFxSRZoq61hmUbWgnHLqa/Jhuq+MU/+yjr71jDG8+9yVDPCHpAY9M969j20Ba2vGsjZt5k+3d2Ud9WM8m9YNW2dn7n65/l0KtH6TrRQ2owhWXa6IZObUuSdbet5sYHbqB19cVV4KlYsWUZ/+lLv8aPv7WTYztPMDaURtNVEvVVrL9jDfEKQnXBiMF7Pn4va29Zwd5n3+TozpMMdg/jWA7heJCmFY2suXkFG+5cW9E+sbohwbKNbTQuq7umVqJm3mKgc5CxwYsr7PVttRPe432pL+LYbjmrAkBRVVpXNxGviRGvUMYC3mSlujHBso1LaFhad8VXFWVFZttDm1mytpn9Lx7m8PZjdJ/uo5AteCu0TQnaNy3llodvrLjtbe/bRuuaZnY9tY9D248y3D2CGlBpXtnIjfdvZMsDN0xymwjHQyzbuITG5fUTBA+rm7zjrKqPl3+vagoNy+uwTKtiunekKsyHfvN9bHvPPvY+9yYDnUMEQjorb1zOne+/hVVb29ErWHE2r2zk0//7k+z4/h4OvHSYoe4RVF2lqb2B29+3lU33rmf/i4c4vvs0Nc3JitaVAFpA496fvYNkY4LXntzNuSOdFLJFghGDmpZqtr5nc8X9JxsT/MIf/iy3P7aNN547wOkD50gNpUvBizhL1rSw8a61rL55cpaSJEs0r2zAdV2qKuguXC1UTeGWR28kVhPhlW+9zqn9ZzALFtFkhDXbVnD7Y9toW9eC67gM94wQiVfOoBCu4I7HtrH1wU38+IkddBw4RzFfpG5JLTf/xBa2PbSZZGMFhdUSmqHxM//xJ9n64GZ2PfUGPR19qLpK27oW7v6p21h3++pJ1rjCcRkdSDF4Yaj8u1AsyNINreXXtmmTMW0yo1lGekdxnYtCq47tMHhhmOGekfLvkg1VJC8pZTILJmbBJDWUrqhl4t0vW1m2cQn7XjzE4e3H6T1TutcCGtVNSVZsWTbpXgsEdR76xP3Ut9Wy/bu76Dx+Acd2STZUse62Vdz2vm3Ut9Vy/tgFL7gyjZOSpqvc+cFbqKqLs/17uzlz8DyFTIFgxKC6OcnND9+IHpw4XnPpfDngCl5ZX/PKi6nvruuSLwmRBoI6VnGiloUsy7zrw3fRvmkpr//gDY7sOM7YYIpAMEDbuhZufPcN3HD3+oqaNMmG0rNvWf2Uz/VAUKdtXQvgWZIuZiRkBC5FJ8NosXPa4ETRzZCyehFMFvx9pyIh0RzaxObkh+jOHSSht7Ix8dhCd2tOuMKmr3CcoWIHca1pQrmPz8Jgujm68wexxUTL8ZTZw0D+BK3hrddF9oTjWvQWjjJU7MAVS3DF1dMV0uUwN1X/HAdHn0RCYk38PcS15qu2Px+ftwvSXMUfrxKz6oRteVZqinZRLVe4Asd2PLtNVSnrNji2i3DdskVoeUdCIMZdOUpaEZIkTRCptC0HSaLc3qXbIrwvmsIVE/UhZAlZlpHk2SuUC+H1w3VFWRRTkjzLzEv7U2k74YpyP0oblo7D+7fSto7t4DruhHN1LXDdki3iLIfapddMCOGV6QiBrCplS9VLKZ/Hq3xsQojSvkrXfj7XbMK4k5EVqeKkftxK8q3HM34NZUWeoFPi2I53b1xy7j5z5+9y5LXj/Ox/+kk+9t9+GkVVLo4ZSUKeoc8V+01prCuexer4/Xdpf6ZsyxU4josQrjcWJAlJuigQO925m/I+keXyPfzWbZySJaWsyNc8Df5iny8e6/j5Bsrj9a3Pp1e+tZPf/+m/pHVVE7/ztd9g+aa2Ccd+6TirdL5+/0N/ySvf2sl7Pn4fv/y5nycUC150ICpto6iVr9Ol99FskGR5QluXnvPZMN11mfCME1y87rKEJMuebWalYxgfYyV3GkmSkBS5HMhzbG8cK6o8ZTDt0rZc95JxNz5e3/KcH+/rbMQ2S51CvcQu963H7boCUX5OlITbFHlKK+XZPNfH7WOBSWNuMXBw5EleG/h7LDdPld7MqNmFhMItNR/npurHkaaw6BsunuNH3X/AULGDgBzFFkUcYVIdWMajLX9CVFs4HY2FxHPrcBG4nmsK1+7z/kpQcNK81Ps5TqVfJq4182DT71IfXL3Q3XpH05c/xjPdf8iY1Y2ETECJUHBSSEhsq/kYNyU/jCJPXmRYbOTtUZ7v/XPOZnaQ0Jfwnqbfq6iZcSUYd+tw8T4bZDy77OvpXvTxucLMavBfV5kTlbIRJEWa9EVLkiRUTQEmf/H1vqxO3uZSptI7kCQJJFCukO2VN1FQKvRy5u1mOoZKKKqyILXKsiwj6/P7MixJ0oz6E+XzeJWPbXxCOMOcZupt53DNxif7b6XScXrjfepzND5VnKrN6Zip33M5JkmWSpZxc7tO87lPJEm6Kvodc9m/1+fKvZ7teJ3vM2IcWZ55Ej5pX/O8j67kOZ/vM26mMabOIWNMkiUUeeZzP9++TtWWokgwh7Zmc80kWSqLMC9mJGSS+lJSZi8uNqNmJ5abR1cmZxgJIcjag2QsL2OlxmhnuHiWvGNOeu87Dc+ZYO7P2sVCwUkxUDi50N3wKeEKh4HCCdJWHwBRrY7G4EaOp55FIOjK7mNd/BEi8uIX98w7owwWTl+TfXlBCAmFxRUM9vFZ7FxXwQmfa4djO5zad4aTeyu7l8yGurZaNt+3oaLLwtXENm2O7TrJ2UOd826jaUUDm+5d/7YTnvOpTCFb4I3nDzLcPTLzmysgqwortixj1U1+XbSPz+WgyQZRrZ4x6wKj5gWKbqZycAKXtNVH0fUE56r0VsbMC9e6uz5XgcHiKQqXaBv4LCymm6Urd6CcAVBnrKE5tJlT6ZdwhMVg8RRjVjcRbfEHJwYKpyi604t4+/j4LCx+cMKnIrblsOeZA3z9T78z7za2PbSFtbesvObBCcu0ePW7u/jB55+ddxt3f+g21t+xxg9OvEPIjuX53t/8iMPbj81rez2o86HffJ8fnPDxuSwEsqSR0Fu94ITVRcFJEVHrJqVCO8JkqHgGEKhSgJhWjyzN7nkthMARFkUnxZjVw2DxFKNmFzl7FFsUUCQVXQ4T1eqpDrRTZ6wkpCSQJW3OKdmOsMnZQ/QXTtBfWn223ByqZFClN9Mc2kRUq2eqbNeAEsVQKustAeTsEawZHABmamM2CCGwRYG01U9f4SjDxXNk7cHyvjXZIKgkiOmNVOvLietNGEoUVTKmL/dD4AoHxy1iiyKmm+d8ZhdWSeTUFTZZe4Axc+r+K5JGUE2gSLP7SiuEi+nmGDU76c4dZMQ8T94ZRQABOUxCb6U+uI6awHIMJTZlWVElbLdIzh5GIFAlnaCaQJaU0vkrMmp20ZM/yGDhNHlnDCFcAkqEmN5IbWAldcYqQmpy1mP5WpCxBujNHwa87KbG4AZqjZXEtSaGzXNYboHO7B6aghvndH8I4ZJ3RsvXOqhWocuh8t9y9jB9heP05g+Tsnqx3QKKrBNWq0noS6gPriWht6LJlYWhx8eWXRpblpvjfHYXtutlVznCJmMPoJlTW54qkkZITSDPMLY8d5lhpqtfnm1bE45BCCxRIG9fXDgJKlVocnDGcy2EoOCkMF1P30lCJqxWTyi/EUJQdNMUnQyypBBUvPsoZfVxOv0SvfljKJJKfXAt7dG7ys9iV9gMFc9wKv0yI8XzqLJBvbGGpZHbiGn1c7pnfHzeih+c8KmIqimXnfXQuLyeQPDa23+pusYtD99I9TSCgTOxZE2LH5h4BxGKBXnoF+7jpnffMK/tFVVh7VscT3x8fOaOLKlU6a2QfZ2CM0ba6qcmMNm9yXZNhotnAQiqCcJq9axkjRzXZLDYQWd2L+ezuxk2z2G7BVxh4+JSEolBQkKWFBRJJ641sbbqJ1gVux9DmZ1bihACy83TkXmVw6M/YLB4GkdYCGEjSvtQJJUDI98uTUQnTzRkZDZX/ww3Jn96yv3sHPhHzmS2l9qczGzamM2xjJqdHB17mtPpV8jZQzjCRuCU9zuubTF+zmJaI0siW1kXf4S43lixXcvNcyF3gBGzkzGzixGzk5TZQ84ZxsXTSMnYAzzX8z+mndBVB5Zzf8NvTbmficfi0lc4xpHRH3Auu4uCk8YVdllUVUJGllQ02aA5uIl1VY/SEto8az2FwcIpftT9B1iiSL2xhvsaPktEqyVrD3F07GmOjv2QnD3sjYUJ+/TOW3v0Lu6o+5XLDiZdSbrzByk4YwCE1AQ1hhd8SgaWM2yeQ+DSnXsTy81VzHKaCluY7Bz4Rzoy25FRuKPul1gdfzeOsLiQO8CB4SfoyR/GdoulrA3vvpFL1yisVnNvw6/TGt46qW3TzXEht59Rs4vRS8ZW3hlBlDJA0lYvz3T/8bSBoNrASu5v/K0Z9Wv6Csd4tvtPsEVxmrZWcF/jbxLTGmZ1fsbpyu7hhd7PlV/fW/8Z2qN3M1P5vsBh3/A3ODL2FACGHOUnWv77BJFhR5gcGvk39o88QUhNcF/9ZwmqVbzS9zdcyO0rC6CeybxGd+4gd9X/e8JqDd25N9ne/7cMm+dKrkASZ9Kvci67izvrfoWEvsTX1vCZN35wwqciiqqw/vbVrL/9+hOh0nSVLfdvZMv9Gxe6KwtKVV2M2pZqIvGQZ2niMyXBiMG9P3PHQneDQFCntqWaRENiXvoNseootS3VRJORKQUUfXwWK95Kp03SaEOTDCyRZ7B4mqWRW0saChcpumlGzS4Awmo1IbXaE9udgbwzxuuDX6Qzu3eCy4eEgirp3opfKbNi/GegeJLRgQukrG62Vn+EgByd8Yu3LQrsG/4Gb458p5xGrskhdCWGKgVwhI3l5jHdXHmydBEJGQVVNmCGY3KEienmJkywJ7akXJbVqjeZP86O/r+jO3+wvA8ZBUUKlM+Xi40jbFxhY4siA8U0BXeMpZHbiFM5aJC1h/hx31+Tsnqm3j9ueeV3KopOZkbHFiEErrA4nXmFPYP/wrB5pvw3RdKQ8Rx8HGwcYeI4Jqczr9BXOM5N1Y+zOv7u8qr+dLg45J1UKcvEKztyLYfXB77IqfTLOKXJnhfIURHCEy51hIsrXIJKFfoUmQALge2adGUvTlIT+hISehuaHKQxuJ5zmZ1YIs+Y1U1f4Tgt4S1Is9O8A7wgQsEZQ0IhZfXiCptTqZfYMfAFMnY/MB6O8O5/F8f7EV5gLKJWDhpkrAFe6v2fZO2hin+H8bGVmbZ/RTczq+eKEO4l9/N4kHN+bb0VR1jl4BB4QR0vTDNDnwBL5C9uK7xMkrdiiwIFZwzTzTJknmE4fZbO7B5kSS1ZEpvYosjZ7E4So62sjN7HjoEvMFg8jSLpqFLAy0wRXgbNodHvcWvNJ+YUqPLxuRQ/OOHj8zblNz7/y9imRTASnJMQoM/Csem+Dfz/r/0RiqoQTczdD/0Tf/Q4H/m9DxL+RFGJAAAgAElEQVQIBQhGjKvQQx+fq4sjTKr0JehKGMvOM1TsqJgVMGp2Ybo5JCRiWgMBOcxsLKGCaoKY1lhe6Q9rtVRpzcT0JmJaPbocxhEWY1Y3vfkjDBU6cLGx3ByHR35AnbGGFdF7JgVLLkUIl470dg6N/htFN42ETHVgOeurHqE5tImAHCnV6ndwPPUs5zKvl1dcQ2qS5uAmwlotUbWe5tCmaY9nWfQOQmqSopOi6Oaw3TxZe5ih4ulLztv8A5V5Z5Q3hr5eDkwokkZNYAW1xiriWiOabOAIi5wzQsrsIWX1MGb1UHTS1AZWUh2YutTNa2s5YXWiVsGo2UXeGSm9RyehL5kydR+gSm9BlabP0hQIOnNvsHPgC6SsXgACcoQ6Yw21xkoiag0CT2S1v3Cc/sJxTDdHxu5nz9BXCChRVkbvnVO6uulmyVj9nM/u4VT6JYQQJPU24noLYbUGTQ54+7D6GbN6sNw89cG1i6qkY9TsZMQ8x3jJVa2xiqASR0KiKbQRQ4lh2Xny9gi9+cM0h25AmkPZwkW8c9+TP8zuoX8mY/cTVKpIBtqIqg0YShSBIGcPk7J6GbO6qTNWE1SrKramSDo1gRXEtKYJvx8xz5cn66oUIKEv8YKAU5DU21DkmTOAY1oDm5IfIG+PUnQzWG4eyy3QXzgxYwBkseAKm470q4wUO2kN30RzaBOmm+NE6gVSVjeusOhIv0rGGmSo2EFTaBOt4a0I4XA6/SqDxZMIXM5mdrKh6n0k/eCEzzzxgxM+Pm9Tqmpnl37ss3gIBHUCzdXz3j5WvXhSgX185oMjLJKBJQTkKFkGGTW7sNwcylvKKQaLHTjCRJY0agLtuLhTljZciiKprI2/h4KToim0kTpjNVV6KwE5MiEbwhUuaauHvUNf4+jY0whcLJHn+NizLI3cii5NvYo+nsI/PsGu0lu4r+Gz1BmrJkxuo1oDDcF1vML/4VT6ZQQOISXB1pqPktTbZpUWvSJ6NyuidwNeUMQWRc5n9/BM9x/jlFPM52cZL4RLf+EE57O7SqvBEmviD3FT9eNE1bpJE3VX2GTsQUbNTvrzx6kxVkybBRBWa7i34bOTsh5e6fPOBwhCapLban+RGmPqIIeMSkCZPpibsrrZO/S1cmAipjWyrfqjLIvePikTJmcPczL1Em8MfY2sM0TWHmLf0L9SHVhGUl8663T1gpPm8OgPuJA7gKHEWV/1KO3RO4lrzaiyl6kxXv4zZnWTtnppDG7gcoJJVxK3VAIzfs50OURLaEv5use1ZqqN5aQzfbg4XMjtZ13Vw4TVuX+GCVx680cYNs+TtvppC9/ChsT7qDfWeMGQ0j5d4ZC1BxkuniOgRKfMZolqtbyr8T9OGlsv9n6Os5mdgCCs1nB73S+RDLRN2S8FFX2GsQUQ0xu5uebnvWMRXgaYJQr8oOt36MkfmuVZWHi6sm+wJHIz9zV8lpCSRCCIa4281PdXOMJi1OwibfXREFzPvQ2/TlxrRuBSHVjOi71/Sd4ZJe+MMVA8Ne159fGZDj844ePj4+Pj47MIEJ5AoBwhrjcybJ6h6KQZM7sxgheDE65wGCmewxEmmhymOtBeSpee3SS81ljJPfWfQVdCyKgVJ5uyJBPTmtic/BD9hRMMFk8B3spr1hpEDyypfARCkLJ6GCicKP9ueeSOSYEJ8KwGg0oVa+PvoTO3l4Izxoh5nu7cARJ6C9Icv6JJkowmBdHl8Fumt/Ob7Lq4DBfPlrM6AnKE9fGHp6yZlyWVmNZAVK2nKXjDjFkGsqQQUidrQ6myjoR3NWUUDCU2rwnvOI6wOTb2LP2F4wAYSoxtNR9lVex+lAoZF0ElwfqqR8jZw+wfeaIsvnom/RrxZPOMWRrj2KLA2exODDnGrTWfoD1296TJtCRJ6EqIWmUFNYHlLJbABIDlZunJHyyXosS0hgmZMIqs0xLawtnMDgD6C8dJW33zvlZDxTNISCyL3sEddb9cMQAmSwpRrb5UzjF1cYMsqZXH1iXXzhOAjF/W2KqEJEleqZBQ5yR+uRhQZJ2V0XsJKUnvuSigMbSRhL6EweJpBC6ypLAydi9xralsW1xrrCSmNZF3RnGFzZjZvdCH4nMd48up+vj4+Pj4+CwKxsUiaw1PYNZ0cwyb5ya8p+CkSFt9CARBJUaV3jynfciSSlCNo8zgviFJEnG9qSS4573PcgvlleTK/XfLFqjjNIc2TzlRlySJ6sCy8gTJERb9heNlB4MFRUzUe9BkY9ryinEkSUKVAyjStXXqqsR4sOhcZmdpki3RHNzEiui9FQMTcLH/q+PvJlrSNHCx6ci8St4ZndP+JSRWxu5jZey+GTUrJEleVCKCWXuY7tyb5dfNoc0TMlRkFBqCawkqXmmF6eboyu1j3pk6uES0Om5MPk5Ma5g2uCVJ0qI7X28HNClIrbGqfF4lScJQYp5IcYmAEqMhuH7C9QkpVQRL2W2ucMjZw9e24z5vK/zghI+Pj4+Pj8+ioibQDniODqPm+QlCchl7oGTbB8nAUnT56tU2y6jEtYbyiqvAwXRzU75fICaI10nIU9bFl/chqQSVePl1zh7BEdZl9vzykSS5PPEEb7Lakz+MK+wF7NVcEQwVTjNUEsCUUWiL3Io2jc7AOCE1SY1x0Slm1LxAxuqf096DShUrY/eXyziuJ/ryR8v3mSoZNATXT8g8kCSJqNY44Rx1Zd8oW3XOFQmJpZHb/HKABcQTZJ0YRFOlwASXIl0OleyPLyJL2iXaHQJ7BntjH5/p8IMTPj4+Pj4+PouKmNaEIccuyUTwVvCFEGSsfnKOp8JfHWif1URzvnir6EZZpHC8nnxqJiviz0YL49L3zMXt4GoioVBjrChPTAQOuwe/zP7hb5G2+j3HBDG/VfJrhee2cqp8zVQ5UM7KmQlF0ojrFwUVHWEyYp6f0/6Tehvxt4gyXg+4wuF8dnc5SJbQW0o6KBOnDUGligZjHXKpBGnU7GKweJr5ZE/ocpjG4Pqrej/7TI+hRicJso7b3Jbfo8QmZUWNl7KAhEAsiuCqz/XL9VUM5ePj4+Pj4/O2xksljlAVaKU3f5iU2UPBSWEoUVxsxqwLWG4eRdJIBtqmTM+fLZ6tZw7TzeG4nn2owEEIFxeHMasbd5YWgBLyhBp2gUvG6qfOWDXlNpYoTLA8DKmJRVESIUkSNYHltEfv5ujY07jCJm33sWvwS5xKv0R79C5awzcR15o9nYtFmGLvCIvh4tnya00OMmp2zcpe1RE2BSd1yW8E+QmvZyaut6DIC38t58qYeYGh4hlAICFRbbRPWi0HT5ulKXQDh0e/T84ZJu+MciF3gDpj9ZxdR3QlUnEfPtcOVQoiTVq3liYETDU5RCWtD09/wgtLzSYg6+MzFX5wwsfHx8fHx2dREVCiJPU2evOHGbN6KDhjCNGE7RYZLnoaFCElSVStn/OkeHy1P2sP0ZM/RH/JkSBrDVJ0s1huDluYuMILVDjCZrYrwRIyicASgkqcfKm841x2N0sjt5e+vE/sqxCC3vzhco32eLbCbLQdrgUBJcqNycex3DynUi/h4mCLQtlu882RJ2kObWJp5FZaQzdilMpTFkugwsWZEPjJ2oP8qPv359WW56wxdUlPJQJKFHka29nFiBCCvsIx0lZf6TcyKbOX3UNfrvh+y82XV8odYdGdO8ja+EMVBSmnQ5G0q1qi5TMziqQykyirMiuRTz844TN//OCEj4+Pj4+Pz6JClQwSgTZkVEw3w5jZQ52xBsstlFZ0IaLVENXq5tSuQJCxBziVeokTqedJWb0l8cqJX6YlZCRJQUZGkdRZpylLkkSV3kJreCsnUy8icDmT2U6DsXaSbaXtFhkonOTN4e+UdSyqA0tpDm1GnsHp4loS0xq4s+5XaArewJGxpyY4eGTtAU6knuNcZieJwBJWxd7F0vCtRLT6xXEMQkyrETL35pyZ33QJs5nsLTYsN0d37iCW8HQDBA7d+QN05w/Mavu+wlHSVh9BpWpOQSqpdK/5LBzec2/6a7ZYys583r74TwGfBUcIQW+hl658F6PWKKZrokkaMS1GS7CFBqMBVfaHqo+Pj887BUmSSOitBJQoeWeEoWIHK8TdFJxR0lYvIBHVGgipyTm0KkiZPWzv/1vOZHYgGJ9oSkTUWpKBpUTUWgwlji4HUeUAqhSgt3CUk6kXZh2gMJQYG6seo79wglGzk5w9zCv9/5vz2d3UB9cSUKI4rqdfcDazkzHrAgABOcaGxGMk9aVc2Qnt5a1iSpJESE2yvupR2iK30JF+hY7MdnrzR8o2k0U3Q2/+CH3545wMvshN1Y/TGt664OUpAnfCddPlMAl9ybz65dlYNs5pm+txIpdzRrmQ2z/v7QvOGD35Q57rw5yP//o7X4uaRa4J4+NTCX/G57NgjAclXuh/gSOpI4xZYxTdIo5wkCUZXdaJa3FWRlbyrrp30RJqQZljDaOPj4+Pz/VJQl+CcUlwwsVmqHgW2zVRJZ3qwLI51bXnnRR7h/6Fs5mdCBwkZJKBpayveoSm4EaCahJdDqJIgQklGPKowqnUy8DsRd7qg2u4vfaT7Br8MsPFc5hujpPpFzmdeQVF0hHCwRYmIJBRiemNbEp8kFWx+xdNScRb8dwZ6tiY+Enao3czWDxNR/pVLuT2k7EHylodPflDvNz319xc8zFWx949Z+2BK8vE1fioVs9d9b9K5BJdkNkjLZpym6vJQOEEadtzJRm/R2YqtxC4jJkXylar57O7WV/1KLLki1suHALbF6b0uQ7xgxM+C0ZfsY+vnP8KR1NHJ4nnOMIh7+TJO3n6Cn1cyF/gw0s+THukfYF66+Pj4+NzLYlqdYTUJCPmecasbopOlqHiGRwsdDlUthudLf3545xKv4yL59yQDCzlnvrP0BhcD0hTBgU8Mcy5rUBKKJ7OBAov9f1PsvYQklckgu3mkSWNsJokpjXSEFxPe/Qu6ozVFcToFh+ypBDWagirNbSGbmLU6uJk6kVOpV9m1OwEIG31sm/oG9QGVlJjLNzntizJE2wQbbdIUIkTmWM50DsFgeB8dnfZ3SSqNXB/w29TYyyfdjtHWLw+8EUOjHwbEIwUzzNSPEddcPU16LXPVPiWnj7XI35wwmdByNpZftjzQ46nj8+o6isQnMme4amep/j40o8T1aLXqJc+Pj4+PguFLKlUB5ZzIXcAsxSYGDHP4QqbgBwhoS+ZU3tduTewSi4NEhJr4w9RH1wzyR7xUjwRxHxJFHNu9OaPsHf4a+TtMaJqA5uTP0WtsRKBi4SMJhsYSoyQkkCWtEWbMVEJCQkkT8SwOrCMqupmlkVuY9fglzif3YvAYcTs5Hx2D4nA/MoorgQyKnGtmd78EYCyo0Sc68/e81qQtvrpL5xgPBhXa7RTpTfNeP0USaUxuIFjY89QdNMl14791Borp72/fGbDW58LgtkES4VwJ4jB+vhcL/hPDJ9rjhCCnnwP+0b34cxSXEogOJE5wens6UXvq+7j4+Pjc2WoDaxAQsYSeS7k9pGxBwGv5ENX5qbsnzJ7EHiWoAElSk2gHXmGNRpHmKTtvkv0KWZHwRljz9BX6M0fRpMNttV8lA1Vj9IY3EBzaBNNoY3UGiuJavUosn5dBSYqocg6dcYatlZ/hHBJB0TgMFw8Uw4IzZ5Lz8Xlfd4rskatsbL82nFN+vJHL6vNtysCQV/+CBnLK+lQpQB1xhp0OTKLrSUaguvKDh22KNKTP0zBTV/FHs+HShP9xY0qBSa8nu39lHdGyZZcgHx8rif8zAmfa45A0JHtIG3P7UMrY2c4kz3Dutg69Mv0tffxGUcIgUBQdIuYronpmqSsFIPFQVJ2ioydIWNnyDt5bNfGFjaOcJCQUCQFRVJQJZWAEiCoBAkqQcJKmJgWI67FiWpRdFlHkzQ02fuRZ6GI7ePj45VeqJKO7RY4l91FwfbsOWuMFZO+tM+E5zDhTUYUSUeRp89WEEKQtQfpyR2ac7/7CycYKJwCIKgmaA3fhCK/vT+3JEkirjcRUqvJ2AMAWKKAEO6c2vFW6SVA4AoH9zLq5mVU6o01hNVqsvYQLg4dme2sij9AsGR76uNhuwUu5A5QdLOAJ+zaHNo068+qsFpNrbGKEfM84Ll2pMweDCO2aD7vVElHQkIgcIQ9r4yoa01AiTB+PwCkzG7PNWYaLRchBN25gxRKdsY+PtcTb8vghCtcugvdnMueW+iuXFUUSWFZeBn1Rv1Cd2VOuMKlO989r217C72Yron+Nv+S53P1cYVLykrRW+ilv9jP+dx5ugvdDBYGyTk5HOHg4uIK72e8/OitZUjjonlSqWZ9PPAgIyNLMpqsEVNj1AZqyz81gRqSepKkniSkhK75F7cRc4STmZNY7vy/9Me0GKsiqwgoc5sgXg1OpE8wUBy4rDYSeoI10TWLw/7Qp0xQqSKmNzJU7GC4eBaBQEYhGVg651KBgBItT0wsN4fpZBFCTHn/CQQdmdcYLJ6ec7+LTqZct1900nRm99IWuYWgEkOSlOvSxWE2mG4O08mUXxtyDHmO9pCGEkOWFBzhUnQzZJ3haa/TdEiSRCLQRlNoE6dSLyFw6S+c4MjoD9mUeD+qvPDPr8WBIGeP0J07yPgkOK43z7F0SqI1tIUTqecAyNrDDBROeKUdLA4xc+8ZICNwKTop8s7IvMfWtcJQYoTUJLlSiUZP4QgFJ01YnkrUVZB3Rjmd/nHJJtnH5/ribRuceHP0Tb7Z9c2F7spVJagEebz18esuOCEQc86aGCdrZ2ddCuLjcylCCBzhkLEznM+f5/DYYc5mz9Jf7CdlpXCZ2+peud1LgxYCHJyJmaIOjFljdOY7y78KKSGqtCqq9CoajAaWh5ezLLyMmBbDkA0USbmqX5a6cl189dxXSdmpebfRZDTxayt/jQal4Qr2bO44wuHJ7ic5kjpyWe1sqtrEqsgqPzixyNCVMNWBpQwVO8olGSG1mpjWMOda9urAck5JLyOEjenmytaelwomgvesMN0sZzKvcWD4W+X9zmlfxlJCaoKi6dXfvzbwdxwd+yEBJYr8lomaImkElBgJvZWG4DoSgSVoUnBOzwCv3FEgcMtBkdJfSnaathdAnUPWlu0WOTL2Q2oCy6jSl6DLIRSpcgmKKxwKTpojo0+VnR4USaPGWIEmz82xIakvRZF0HGF51yH9Kg3GOsJqdcV9jz+Dpwr4GEqUDVXvpT9/nDHrApabY//wN5CA1fEHMZQoMmq57fFz6QgLWxTJ2sP05A5RZ6x82wo8CkFJ0+V8+XctoS1zDt7UGqsJKUlyzjAgOJfdzar4A+hS6Ar3eH5UB5ahSCqusCm6GTrS20t9TsxrbE1GIITnXiKEO6EMWSBwhY1byrycToR3HEmSCCpV1BurOZN5DYChQgeHx77PDYkPEJAjE8atwCXvjPHmyHc4n93D9VC24uPzVt6WwQmfxY89z1Q6Rzi+5oTPnHGFS1+hj+Pp4+we2c353HnyTn7BAl05J0fOydFd6OZ4+jg7hnYQUkK0hlpZE13D0vBSGo1GImpk0U6WB81BMnZmwVedRswRRs3RBdu/z9VFl4Mk9DYuTWuOanWE52EF2RzaREhJlEsOjqeeQ5fDLIveQVCp8rQt3Dxpq4+z2R2cTL1IwUkT0xrJ2yNYYvbaCVV6KxsTj7Fn8KvknGEKzhg9+alSrL2ggSppGEqc9uhdrE+8l4TeOmX74wKhtijiCBPHtbBEAcvNM1g8jVt6tgkEvfkjHBr5HpocRJODqJKGXCpriai1xPWmipMvR9gcG3uajDVAMrCMxuAGqgNLCapJNNlAkTSEcLDcPCmrl7OZnZzL7sIRJuBNBFtCm+bsQFJvrCaq1TNU7ACgI70dRQ6wInoPIaUKSVJwhY3tFrHcPKpsUGesmnYiXW+s5YbE+9k1+E8U3Qx5Z5Q9Q1+hM7uXJZGbqdJb0Eq2l44wKThpxqxuBgunGCyexnLz3F3/6bdtcAKgsyRkCqBJBg3BdTNqslyKJEmE1ST1wTUXJ9LF06TMngV1bLmU+uBawlpt2VXmVPolZEmlPXqX9wyQ5PLYMt08uhKiNrASdYpsXSFcRsxOcvYwjrBwhIktTCw3j+Xmy88agJw9zPHUs0TUOu8+lAMokoYiaWhykJrAior7CSgxlkVu40JuP6abwxJ5Dgx/m7w9xtLIrYTURPnZlbJ6OJX+MV25fbjCIqo1kLZ6r87J9PG5SvjBCZ9rjoSEoczP+9pQjEU7WfNZfDjCYcQcYefQTvaM7KEr37XoMm8utc0dMoc4MHqAuBanOdjMyshKNlVtoi5Qt+jGvuma9OR7WB5evqAp6r2FXrJOdsH273N1kSWVKr0VXQ5hullAIqY1EFKSc26rOrCc9VWP8MbQv2KJPAUnxd6hf+F46nnCahIJCdPNkbb6KboZJCQaguu5peYXeG3g8/QXjs+4D2/10iFl9lJw0sjlunCv1KuSIJ/3n4MlHCy7wIGRbzNqdXN3/a8SVesrBv9GzE6e7flTik4KW5g4wqLyKqmgM7uHzuye8m9kSfU0NySNtfGHuL32U5O7VdrWERY5Z4RcboSu3BvIKASUGLocQpZUBC6WmyNvj5UtWkEirjVzY/JxqvQlcw5eRrV61lc9ys6BL2C6WSyR58joU3SkX8FQ4sgo5awGy83RENzAuxp/e9rghCrrrI0/hIvD/uFvkrWHMN0cnbm9dOb2okgBNDkAAmxhTtAnAVAlY4rz+/Yg74zSkz9Yfl1ttBPXm+d87QJKlMbgBs5ld+MKi7w9SlduH9WB5YuidCKuNbE+/gi7hr7slXa5OQ6N/hun0i975UTIOMLGFgVMN09LaDP3NfzWlMEJW1jsG/5XzmR24LgmjjBxpxDPzdqD7Bn6avm1hFwKTuiEtRoebfkjYvLkTERZklkevYuu3AFOpV7Cxabopjk4+l2Op54rBVUkLDdP3h7FxUZGpT16N83hzbzU+1e8nceuz9sPPzjhc82RJIkqrWpe2yb1JJq8MJZkPtcPQggKboE3R9/khf4XOJs7i+maC92tWSEQjFqjjFqjnEif4JXBV1gfW8/DjQ8vuhKuznznjFbAVxMhBH2FPnJ2bsH64HP1ietNBJU4pptFlXQSgbY56xiAp3q/vuq9FJ0sJ1LPkXNGcHFIWd2krIk6SJocoiW0hW3VH6HGWEmNsaJksTg9LjZn0q/xxvDXGC6exxUO1YHlJPRWgkoV8qWfXwJcYWO6GbL2MKNmJxl7EIFLZ3YPJ8aeZ3PyQ6gVBKAdYZG3h+eUzVHuo7BxhY0FE/Qh3oosKVQHlpOxBsq16y4OeWeEvDNScRtdDlNvrGFT8oO0hLbMa0IqSxqrYveTs4c5Nvaj0uqzoOCkKDiTS9FmW3ajKyE2VD1KTK3n4Oj36C8cLwW8wBFFHKdYcTtDiVEdaCei1s35WK4X+vJHy044EjJ1xqp5BQBlSaE+uJagEidrD2KJAr35w6yNP1QSdlxYFElnTfxB8s4ox1PPlqw2BQVnrKJ45Myfb4KCk56X8KTAxRZFbFFEtpVytlMlDCXGtpqPIqNwNvNa2QXFdDOYb9GVMOQYy6K3s7X65yi6OUJKolRm4+NzfeAHJ3yuORISS0NLy8Jks0WVVNpCbQR8AStc4dKV7+JM9kzFvyf0BKujq9+R58oVLgPFAZ7te5YdQzvIOdfvxNUSFkPmECczJ+ddCnU16cx14goXZRrV8KuJJSx6Cj1Yl6Hm77PwNIc2c3f9r+EKm6g2OQCX0Fu5ve5TFJw0iqRSH1w/adJbpTdze+0vYYsiASWKoUQntSNJEiE1wS21H6c5vJlzmZ30F06StQewXRNVDhBSk9QEltMSupEl4a0YahwJiRuqHqPeWFva/9qKxyGEl6Xw2sDfkbJ60OQgG6vex/qq91Klt0yZ+SSEwBJ5enIH2THwDwwWT+MIk47MdlbH301UnjwprtKbubv+01Ou0s6W6QQPVcngzrpfYUX0XgaKJxkuniVjDZB3RrHdQnmFVpNDRLW6culHY3ADEa1m3n2SJAlDibG1+udoCt3Auczr9BdOkLH6sUQBGQVdCRFUqqjSW2gJbUGXZ2crq8lBlkfvojG0gQu5A3Tn3mSw2EHGGsASOUBCkw1PiFVrpDqwjFpjJTWBFYS1mUuJ4noz91xyXeqMVZdkzyxeYnoDt9d+CoGLhEy9sXrKbIGZqDVWclfdfygHtMZLpt6KIqmsr3qU1vBNAATkyFV3UJEkiaBaxbaaj9Ec2sy57OsMFE6WxlYRBRXtkrG1JHwT+jSaKYqksjHxGEsjt15Wv1RJJ6RMv2iX0Fu5q/7fsyx6O53ZPQwUTpGzh7DcArKsEVFrqA2sYEnkZlpCWwgoEYpOlrsbPk3RSaNIGlGtdkKbsqSyPHInUc3L2IhpDaUsoYtISKyI3UMisKT0nsZSFthE1sYfojG4sfwen7njuA5ncme4kL9Q8e/1gXraI+1v+0VaPzjhc82RkGgLt9FoNNJdmL1rR0uwhVVRX7AOwHItXhl4he1D2yv+fW107TsykOMKl1OZU3z3wncX7YR+rkhItEfaaTAWVniyEiPmCGPWGDWB+U9ELoecnaOn0LMg+/a5ciQDbSQDbVP+XZODtEfvnraNkJpkdfyBWe1Pk4MsDd9Cc/AGTDeHLUwoTcpkSUOXQ2hyaMJnTY2xghpjxbTtFpwUR0Z/SMrqBSSagjewrfqjnkPANBkEkiShSyGaQ1tYEbuPwQHPHWTU7Cyv7Fc63rVVD83qeOeLF8xJsixyO0vC27DcvKdvIexStoILni8Riqx7mhaSMWeh0qlQ5QCtoZtoCK7HcrLYwiztV0KWlFJgxECVjUkio7M5rhXRe2gL34JVGgPjGRjj6faqHECVPG2NudhpXu3rcjWoDiynOrD8irSlyyFWxO6Z8X2ypNIavvGK7N5wMTIAACAASURBVHOuaLLBkv/H3p0/t3VdeQL/3rdhBwGuAFft1mbJshV5kSVHshNLcuyknanqTDrJTM0P6f5lav6Uqenp6erpqZpJJulMkm7Hjh2vsiUvki1vkmXJ1kZS4gaAIEBix3t4y50fINCyFgCXBIgH8n5SqpRkPOASxHt499xzz/F8B2H3TpTMAszbPlsiJEiCE7LgrNppRCAShj17V2zcDtGHDd79GHI/iJJVgEn1xXFLRIEsuKEIrsVz0CF6sKnKtVMgInpd91WtpUKIgJBrO0Ku7VXHNuB+AAPuB5b0c3FlBbOA47PHcSF94a7//eHOhzHsHubBCY5rNEIIehw9ONhzEH+e+TOKVrHmMX7Jjyf7nkSfw15p7a1StIq4mruKonn3906ztDVVOJRSCgvlLj0vzrz4rc4Y7U4RFOwN7m1ZdkI1RbOIqBptSXCCUoqCWUC0yIMTHDtCBCiiB4pY34p7PTJ69GZdinK70xHvI3BK/prHVYhERlAZXPy7SUvQrdZnfhFSnvgsdSV9ua+tEBcUwdWE5xagiG4ooj06SXArqxIUVIT2+v0349rF2UPWyGI0N3rPe/uSVWrpVtqVwoMTXEvIgowD3QeQ0TP4IPHBPVuLChDQ5+zD06GnsTe41xYFlewgUozwDgW3sGDhYvoi/jj9R8yqs60eTkONuEcw5L531f5WUi0V0WIUO/07W3JuLugLSOn8PODsoWTlv6mJQAT4pJ7qB9ymXFzym5vSciYHv01bqyxqIqNHUTSae42TBTe6HOv5/RXHtdh0cRo54951gNYK/q3HtYxbcuO5/uew0bsRZxfO4kbhBhZKCyhZJSiCgl5HL7b6t+I7we9gnWcd385xE6UU47lxqBZ7IbTViFKK0dwoXph+ATF1dbXMEomI3YHd8DOsvq6kklVCVI3CoAZksvJphtOF6TWxisC1I3qzg0b9TFpCrHhp8e8uKQhFaH0RQa41SlYBnyR+g6uZ4019nZBzB3488t9wj5YtHMetAEoprmavwrDafzvycvHgBNdSDtGBPYE92OrbiryZR8kswYQJkYhwCk74ZB9khv2ea4FmaW3VfaKZKKWY0+bwcuRlTBenG/KcEpHgEl1wik44BAc8ogceyQO35IYiKJBurmQa1IBhGdAsDTkjh4JZgGZqKFklaJYGzdKW/TvqUrqwzb8NkmDfS3VciyNn5BBUgiv+2pOFyRV/TY67F0Xwwil2IGfEQamFmcIXWOd9tK7tEKZVwkTuY9zIfbT4b2HXjrsW9uQ4juNWl6JZxGRhElad3YdWM/ve8a4wAoIupQteqX1WKZyis63Gey/l4lRuuKX22vfXKvOl+VW3dWGpNEvDifgJXM5cXtYKOgFBr6MX6zzrMOIeQdgVRq+jFwElAJfoAqljRcmiFnJGDik9hfnSPOa1ecxqs4hrccTUGOa0OZhVWoXdbUzrPOsw5LLnlo6KuNqa4IROdUSK9RfU5bhm8ysh9Dg3IZeLg8LCaPZdBJRBbO14+p5tFCm1kNYjGMt+gAsLL91smwk4xQ5s8j0Bh8CDE2uVSGQMeh6A3OTC1h1yP3jWBMe1VkSNYKF09xbNaw0PTtzkEBx4svdJPNT5UKuHUjcCsiqCE1z9KKWIa3EktESrh9JylFJcyV7Bx/MfLznS7BE92ODdgL3Bvdjk3YQOuQNu0b2kTB2BCPDLfvhlP4bdw6CUwqQmCmYBBbOA+dI8JvITGMuPYbowjayRRdEs3jOo4hAceDDwYMuyJggIZEGumf1RqfswSAdXNMOpEhSppRJY4ts/uGZzCj5s7XgaCXUMWWMWRTONjxO/wljuFEKu7fDLYSjEBQsmdKuInDGHBW0KC6UJZPVZGFQDACiCBzs6nsGQh9dZWssk4sB9/qew2Xeoqa9DIPDPGce1EKUU04VppPV0q4diCzw4cRMhBF7Zix4HWwErjltJOtUxWZjk9SZQbrn0fuL9JV3MCQg2eTfhUO8h7OrYtZgd0cgbtHKFewl+wQ+f5EOfow9bfVthUhMpPYWx3BjGcmMYzY1ipjgD/bb96WFXGJu81VsXNpNX8mKnfyc+mv+o6uNMaiJajGK7fztEhnZ+yxVVo/esaF1BQDDoGoRqqZjT5lZoZNxaRYiAdZ6HUexK4dPkb5A3EihZeUQK5xEtXMCdq9N0sX1lhU/qw/3BH2J74BnIgnPFxs7ZDyEEImSILajnw3HcylEtFROFiTvuA9cqHpzguDaimRpGc6OtHkbLUUpxLXcNV7NXmVfEXaILj3Q+gu+Hvo9eR++KFFqtBD0ICAQioMfRg25HNx4KPoSF0gKiahQX0xdxOXsZyVISJbOEBwIPwC+3rhCmSERs8W3BudS5msGwyeIkTGquWLtTi1p1BScUQcGOjh0Yy43x4AS3IkRBwdaO7yPoGMbl9JuIFL6EauZgUBUWNRaDEZVOHCKRIQsueKRODHm+g/Xex9Dt2NiStp0cx3HcyssbeYznx1s9DNvgwQmOayMZI4OZ4kyrh9FyqqXiy9SXzC2XZCLjUM8hHAsfW/L2jUapbJvocfSgx9GD7f7tSOtpXExfxFRhCjv9OxeLb7aCQQ24JTc6lU5E1Oq1HSLFCAzLgLJCEyrVUhFTYzW388iCjLAzjCvZKysyLo4DAElwoN+1C73O+5Az5pBQR5EuRaBZWRhWeeuGSBQ4RB88UhcCyiCCyhAU0QMBEk+x5ziOW0PmS/OrrtvccvDgBMe1kfHcOApGodXDaLmF0gIuZi4yHSMSEY90PYKnQ0+3PDBxq8o4ZCKj29GNJ3qegE51CC3eB0wphSIo6HZ01wxOZPQMkqXkihW1zRv5ur7I/ZIfXUoXb83FrThCCGTiRFAZQlCxd1FbjuM4rnVGc6P8PuUWzc9n5jiuISxqYTw/zluIApgoTCCjZ5iOGXAN4EjoCHySzzaBibshhJRblra4fSgFhQChvPWlxleFaqor1jmDUoqckUNcjdd8bL+rH5IgMXVJ4TiO4ziOWwkWtTCWG+MtRG/BgxMc1yYyenlLx1q/gFFKMZobhW7VXziIgODx7scRcoZsHZiwE4ta0CwNA+4BOMTqrew0S8OMOgNKm98Rg4JiTp1D3szXfOywexgCBBiUr0hwHMdxHGcvyVKSb+m4DQ9OcFybiGtxJEvJVg+j5UpWCVE1yhSk6XX0Yrt/+2JbSa42CgrVVDHgHIBDqB6cMKiBuBqHdnM/fbPHNVWcqvk4iUgIO8MAAQ9OcBzHcRxnO5OFSWQMtkzg1Y4HJziuDZjUxExxBqlSqtVDabm0nkbeqL1qfqvNvs3oVDp51gQDCoqiWUSfsw8+yVfz8XPaHLJGtunjsqiFqULt4ERQCaLL0QWLWnwvJ8dxHMdxtmJYBibyE8z3tKsdD05wXBvQTA038jfW/JYOAMgaWaaioBKRMOgahFNwNnFUqw+lFKqlwiE4EHaFaz4+WUoy1wFZioJZqKstaJfShaAchGEZPHOC4ziO4zhbKZgFTBQmQNH8LbHthAcnOK4NFMwCxvJjrR6GLRTNIlNRUKfoRLejm2dNMKps6xCJiBH3SM3HZ/QM5kvzsGhzA2jRYhQFs3pwioCgx9EDn+yDSU0enOA4juM4zjYopcjoGdzI32j1UGyHByc4rg3E1BgWSgutHoYtGJbB1H1BJnJd2xK4b7NQLogpEhEDrgGIRKz6eAqKmeJM0ztjRNQIimax6mMUQVkcs0lN3q2D4ziO4zhbmSnO8HoTd9HaXnUcx90TBQVoeZJ4LXeNtxC9yaBswQmBCFAEpYkjWp0oLWdOEEIQVIIIykEkSomqx0wXp2FQAzLkpozJpCaixWjNc8EhODDkGgKllPnzwq0dlFJQ0HJdEmogo2ewoC9gvjSPrJ5FySqhZJWgUx2UUsiCDFmQ4RAc8Mk+BOQAgnIQASUAmcgQiAACwrO0uKaglMKCBYtaKJgFxNU45vV5pPU0CkYBJasEk5oQiQhFUKAICjySB51KJ7qULgTkABRBWdOf09vP+bSexkJpAQv6ArJ6FpqlQbd0lGgJoPjWOe+X/YvnfIfSwc/5Zbj9szynzWGhtICMnkHBLEA1VZjULLc0JwJkQYZTcMIjedAhdSCgBNCpdMIlur75HbTJ76HS1cyChSvZKy0ejT3x4ATHJGfkEFfjLbnZd0tuhJ1hCGR1JvxULtZFs4iCUUDBLGC+NI+YGsNnC58xpaYXzAKu56/Dq3mbOOI7OUQHws4wZKE5k1MAAAHzFxDfz8eOgi523/BJPvQ6e2sGJ6LFKDRTg0t0NWVMeSOPuBav+fv0SB6EXCFQUKaWs9zaYFELWSOLpJZEpBjBWH4Mk4VJ5IzcYkDCoAYsWr55rtT6ESBAIOU/EpEgCzIUQYFX8mLINYQRzwiG3cPoVrrhl/22+q6ilCKmxpAzcszHdiqdti0orJkaImqEuegtIQQDroGGXKsopZguTkM11Zqv2evohV/2Mz1/5fMaV+MYy4/hWvYaYmpscYujTnWY1IRFLVBQEJDy5xTCtwIVXsmLDd4N2OTdhEHXILod3U27VtuNRS1k9AySpSRmijMYz41jqjiFrJEtByOWcM4Pu4exzr0OQ+4hdDu64ZN8tjrn66VbOmJqrObnVyACeh298MlLy0SllMKkJlJ6CrPqLMbyYxjLjWFOm4NqqtAtffGzXAlMAFgMPIhEhEjExYCRU3AiqAQx5B7CsHsYYWcYHXIHfJIPIhFtc72q/NxFs4iCWb63T5aSiBajuJC+wPRcGSOD8fz4itdQc0tuhJyhmhm0jcKDExyT0ewo/veN/70iVflvt8O/A/9l839py4t/RSViWmFSEwv6AuJqHHGt/GdOm0NCSyChJZA3l1bB93r+Ov5+9O8bMWQmw+5h/OdN/xndju6mvYZEJAgMO9IsavGskyXSLR0WteCVvOh19OJrfF318XmzHDwIKIGGj4WClm/QtXjNx4adYbhEFyhoeQWMW/MqN4hRNYqL6Yu4lL2E8dw40zW2stIHCpRQAm7G6Oe0OVzPXwcSgEf0YL1nPbb4tuD+jvsx7B62zYreudQ5vDD9AnNh5QcDD+IX636BDrmjSSNbGkopPlv4DL+d+C1Uq/rE6nYbPBvwyw2/bMjk3IKFX934Fcbz41UfR0Dw85Gf44meJ2rex1TuFVJ6CudS5/Bl6ktcy12rWW8HKF8rTWrChAmd6ovvTaKUwI3CDZyIn0CX0oXt/u3YHdiNbb5ti++DHT6njVI55yNqpHzOZy5hPD9e13tYUeucfw/vwSt5sd6zHvf57sNO/04MuYdsc87XI6Nn6vr8OgQHfjr8UxzsOcj0/JWFt0gxgs8XPsdXma8wkZ+ATutbOKD4Jtvl1s8zUN7m+VXmKwDlRZRB1yA2eDZgo3cjNns3wyN5VuT3cPu9vUENzJfmEdfimFVnMafNfevevmhV35p6LxfTF3ExfbERQ2ay078Tf7vxb+GVVmbBkwcnOK7JDGpAMzUUzSKKZnExYjqjzmBWnUVWz0K1VOZCj2uVRCRIgrR4k1BLySohq698MG01MGi504VMZPS7+qEIStXPqGZqmCnOYItvS+MHQ8ttZOe1+ZoPHXGPQCISKOWZExxQMAqYKk7hdOI0LmcvI1VK1X1jzCpv5nExcxGXs5fxQeIDbPVtxWNdj2HEMwKn4GzphGV/935MFabwyfwnTAGKi5mLeH/ufRwNHS1fe22AUorJwiTejL3JHJjocfTgRwM/Qo+jp0mjuzsKill1FrqlwyE67vk4i1pI62l8vvA5Pkx+iEgxspjF1ijJUhKnEqdwLnUO69zrcKj3ELb4tqzY5KOZKC23wZ4sTOJU4hSuZK8gpaeaVhg5Z+RwIX0BlzKX8P7c+9ju345Huh7BiHsEDsHRNkGKWnRLR9bIglJa189EQWFa5eDQ6cRpnEudw3xpvmmZ11kji0vZS7iSvQK35Ea3oxsHuw/iUO+hhr/WYjaEVYRqqigYBSRKifK9fXEGs9os8kYeqlm+t2/W981qZY9vGY5bhYpmEWcXziKqRhczI+a0OaaoPXcnt+hmqiGhWRqSpWTdX6jcN0xqQrd0KJKymAJdLThRskqYKc405b22YCGmxmpmQggQMOgehEQkGNTgwYk1zKIWJguTOBk/ibOps0va0rBUBjUWV8vOLpzFvs59ONR7CIOuwZZchwgh6JA78Gz/s4iqUUwUJuo+tmSVcDJ+Eus867DTv7Pl19FKFtUr0VcwXZxmOlYmMg73Hm7ZzzGrzUKztHsGJyxq4evM13gj9gYuZy83dQstBUXOyOFi5iKu5q5ib3AvjoSOtOwz2ggmNTGRn8DJuZM4u3B2Re+3DGqUM2Dn4vhs4TPs69yHw72HMeAaWLExNJMFC1k9CwsWRNRO7y8YBXyU/AjHZ4/XlfHYKBYs5IwcNFND3lha9nE1WT2Lzxc+x6w2u3hvn9ASzEFS7t54cILjmiSjZ/DC9AtY0HmXjUbySB6m/XYGNTBTnIFmaXCKK7tPr91VMieA8lYJt+hGWk/f8/EWrMUAnEfyNHQsJjUxVZiq+bigElzcH08p5SsWaxCl5cnrR8mPcCJ+AgktwbyVoZHyZh7vzb2Hq7mreKLnCTzc+TB8kq8lE8CwM4xnws/gNxO/YdqemdJTeCXyCnocPQg5Q00cYW0WtXA6cRrnU+eZ6gmJRMTDXQ/jsa7HWjb5nlVn75kFkdWz+DD5Id6Jv4M5bW5Fx1WySjiTPIPJwiSOhY9hT2BPW31fVrJNPkp+hPfm3sOcNtfSWlM5I4d34+/iWvYaDvUewt7OvfCK3rYN+lRU6vJU2w5l0fIWjteir+GL9Bc1u2s1i1N0NiWLc06bwx+m/sCDEU3Uvpv3Oc7meEp5c/gkH9ySm+mY8fx41Uk1d3eWZS0WmvNK3rrSoOdL8015rw3LqGuVtMfR862Cc6yF8rj2Vkn3//WNX+NP039CXIu3NDBRYcHCTHEG/zr1r3hh5gXMarMtmTwRQnB/x/041HuIKQONguJa7hpOxE+09HuNUorR3Cjeib/DnKY/4h7B0dDRlraWTumpuwaFMnoGf4n+BX+a+dOKByYqLFiYLk7jXyb/BW/NvoWC0R5Znha1cCN/A7++8Wu8NPNSXUWTV2RcsDBVnMLvp36PF2deRKKUsMW4liNn5Kqe/5SWrxO/mfgNzsyfaVlgAgBCzhB6Hb0Nf14LFr+3bzIenOA4rq24RBe6lW4Q1L8CEVNjGMuPlQtbcXUzYS5OAAQiYMQ9UvOYSlu22wtELVdKTyFVStV8XK+jd3HywQOEa0fld30+fR6/vvFrnEuds2UxVJ3qOJ04jV/d+BWuZq+2pPOVU3TicO9h3N9xP9N1FADOJM/g0/lPWzJuSiniWhwvR17GfKl27ZlbBeUgngk/g7Az3NLVa5OaiBVji3+nlCJZSuKF6RdwMn7SFnWn8kYer0dfxyvRV5DRM7adUFfO+bOps/i/E/8X59PnbZkpV7JK+GDuA/yf6/8HY7n2vg/JGtl7fkYNy8CX6S/x24nf4lruWss/N1t8W9ZMN5rVhgcnOI5rK4QQDLrKNQXqZVITZ5KtjeK3o0pLL6Bcy2HIPVTzmLyZb0oafaQYqZlGqQgK+l39i58NCr6tY60wqYkz82fw24nf4nrhestvjKsxqYmr2av4/eTvcSV7pSWTFb/kx9HQUYSdYabjskYWr8dex3RhuuEByFp0quO9ufdwOXOZ6ferCAoO9x7GDv+OlqfVVzrGVBTNIl6Pvo5TiVO2ulaploqT8ZN4NfqqbTMoKoG+/zf5/5hqqLSCQQ1czl7G7yd/j9HcaNsGKO4VnKCU4qvMV/jX6X/FdHG65ddfp+DEes96puwwzj54cIJjIgkSPJIHLtEFh+BgbuvIcY2w0buReT/saG4UZ5JneJo/A4ta31oh7XH01JUSPVOcaWjGAqUUM8WZmn3YXaLrW8XcKCj/fa9yldXTU8lTeHH6RSRLyVYPqS4UFBOFCfxu8nf4OvP1imciEEIw4h7BM+Fn4Jf8tQ+4xXRxGm/E3lhyq+ulMKmJswtncTpxminwKUDAA4EHcLDnYNUOGSvFohaiahQWtaCaKt6efRunEqdssfXodpql4f259/Hu3Lu2CuxTSlGySnh/7n38OfJn5iyaVqGgGM+P418m/qVlQcnlqtScuDUwaVELV7JX8ML0C4gUIy0c3Td6HD3od/a3PBjJLQ0viMkxGXYP4ydDP0FGz6BgFsp/jAKKZhGqpaJklqBZ2uKfklWCZpb/306rAlx763H0IOwMI5urv6Bb0Szinfg7GHIPYbN3M//SqsOtwQlCCLySF33OvprveyU40aiCajrVMavN1txj7hJdCLu+WQmmlDatfRxnDyY18en8p3gl8kpDig+LRIRX8sIjeuAUnZCJDIEI5bZ41IRmaSgaRWSN7LILolGUg24vzrwIt+jGBu+GZY+fhSiIeCj4ECYKEzgRP8F0rpxPn8e6xDoc7j0MWZCbOMpvgpNvxN5AxsgwHTvkHsKR0JGW1pm4FQVFqpRC3sjj6+zXOB4/ztwmVBEUeCUv3KIbDvGbRSKTlrfhFYwCMkamIZ0qVEvF8dnj6JA78GjXoxBJ7S4NzWZQA2eSZ/Bq9FWk9Npb/WoRiViuZSW64RJd5ffztnO+YBSQNbLLbulKQTFZnMSLMy/iZ8M/w7BneNnjX0mqqd6xSDBTnMGLkRdtkTEBAAQEYVcY3Y7uVg+FWyIenOCY+GU/dgd23/Hvlar4Jau0+Ee3vv33ygW+YBaQ1tP4IvXFirYXWmluyY2DPQcb0p/8fOo8EqVE3Y/vVDqx3b8dDmFlV4qCSnBFKnx7JA/u77i/nB7JsOIUVaN4aeYl/GT4Jxh0DUIgPOunmlu3dQDlophhZxijudGqx82qs8ibefjkxkwIMnqmriJxIWcIHvGbLiGVm0tudbKohQvpC8taPZWJDK/kxaB7EJu8mxB2hhGQA+XswMrEjwjlvvYwUTJLUC0VOSOHOW0O47lxjOfHsVBaWHKw4kb+RnmyMvIz9Dp6VyxwSkDgEB14svdJxNQYLqQv1D25KJpFHJ89jiH3ELb6tjb1Wpozcngz9iZz6n5ADuCZ8DMYdg/bKhidMTI4mzqLk/GTdbW3dQpO+GU/Nno3YsQ9gpAzBK/khUt0QREUiESEQARYtFyoT7VUZPUs4locV3NXMZYbQ6qUWvICUVpP4/Xo6+h39mO9Z31L30uLWvgi9QVeibyy5MCETGR4ZS+GXEOL53yH3HH3c56aKFnlcz5rZL8553PjWNAXlnx/N5Ybw4uRF/HT4Z+Wa2jZ6PNZDQVFRi8HCCmlSOtpvBJ5BaPZ0bqvHRKR4BAccIku9Dh60Kl0IqAE4JN8UARlcVumQQ0UzAKyehaJUgIJLYGUnlpc9LzXvZ8iKNjs3dy0oGmH3IHDfYcbkvnyyfwnTF2TQs4Q7vPeB0lY2el72BWGTJobhL4VD05wDUEIgUKUqvu7KKWwYMGiFrJGFgktsaqDE17Ji2f7n23Ic8XVOFNwos/Rhx+Ef4AOuaMhr18vArIie/wkIuE+333oVDqZ3hcAuJq7ij9O/RHPDzyPdZ51PEBRBQX91hewQ3Ag5AxBJGLVSb9qqoipsYa1HMzombomn8Pu4TtW9nhwYnWilCJSjODV6KtL6m4gEhFDriHs7NiJPYE96HH0wCk6IRGprolC5fvskc5HkDWyuJi+iLOpsxjLjTFPWCxYuJS9hLdn38ZfDfwVczei5ep2dONo6Chm1VnMarN1H5csJfFm7E2EnCF0Kp1NGZthlVfJv0h9wXScIijY37Ufuzp22WK1/1ZJLVluRVhjm1pl3/xDwYewzb8NATmwGIyo9RmllGIrtmJf5z4kS0l8Nv8ZzqbOIlKMLGl1O6pG8U78Hfz10F9/qxvSSqKUYqowhdeirzF/7wPl+4Zh9/DiOd+ldDGf8yZMPNr5KDJGBhdSF3AudQ5j+THmQqYWyoHVk/GTeLb/2bYq3Jg20uV6Tla5Bsz59Pm6Fom8kheDrkGs96zHJu8mDLgG4BbdEIkIURAhovy5rhTprdx/WNSCQQ3olo60nsZkYRLX89cRUSOIqbE7ira6RTc2eTc17efvUrrw/MDzy34einLnIZbgxIh7BM8NPAe3uLLfEQIReHCCW50IIRAhQiQiFEFZ9ZNCgQgNyyJgfa8EIsAhONqqTzkLQgiG3cPY5t/GvAfZpCa+ynyFnJHD9/u+jz3BPXAKzrZZuVhJFrW+9d4SQhZvKKp9oepUx3RxGg8EHlj2GCilmNfna3bqICjvob91IsIzJ1avtJ7GK9FXMJ4fZ5psERD0OnrxeM/j+E7wO+hx9Czpu6jyfeaW3HBLbvQ6erG3cy/OLpzFu3PvYrowzXxdOpM8g2HPMPZ37V/R70eBCNjs24ynQ0/jhekXmGpJXMqUgyrP9T8Hh+Bo6HXUohZGc6M4PnucaYsCAcGujl043HfYFnUmbmfBqlrDQYCAflc/nup7Crs6diEgB5jf18rn0yN54JE8GHANYG/nXpyMn8Sn858y1wuhoDiXOof1nvU43Hu4Jfdv8/o8/hz5M3MGDQFBn7MPB7sP4qHgQ+h2dC/5nJcgQZIkuCU3+vr68J3O7+Czhc/w3tx7mCnOMF2LTGridOI0htxDeLjz4ba5J06VUrBg4cv0lzgRP1E1MCNAQIfcgd2B3dgT2IMRzwj8sr/uLkGV73MHyudxQAlgxDOCx7sfR8bIIFqMYjw/jovpi5gqTqFoFjHoHmzqlo5G3dtTSpm7JYlEXNX39hU8OMFxXFtyiA482vUovsp8taSU7onCBP4w9QdMFiaxv3s/+l39tltha7XbMycAIOwMwyW6qgcnLB3RYrno23JvuAxqlJ+rxkSvQ+646+ptOxYd46ozqYmPkh8xbUMAyjd2GQ0RCgAAIABJREFUW31b8Uz4GWzwboAiKMw3h/dCCEGH3IED3Qcw7B7Gy5GX8XXma6Y6DjkzhxOzJ7DRs3HFW16KRMTe4F5MFafw/tz7dQf1Kh0TNng3YE9gD0Q07hq6UFrAm7NvYq7ElhnT7+rH06GnEZADDRvLShGJiF0du/Bs/7MYcg3VlSVR7/MOuYbw/MDzCDlDeD32OtJ6muk5imYRHyU/wv0d96PX2duwc6cehmXgdOI0vs58zXTOS0TCNv82PBN+Bus96yELckPP+YASwBM9T2DEM4KXZ17GpewlpoB4xsjgnfg7WO9Zjz5HX1sskqT1NOa0ORyfPV61BoxbdGO7fzsO9x7GiHsELtHVsJ+vcr3tkDuw0bsR+7v3YzI/iXOpcxjxjKz4lmausdojTMdxHHcXGzwb8EjnI0vuGJMxMjg+exz/PP7PeHv2bSS1JExqrniLPLuioHe8F12OLgSVYM3jEqUEU7rivRjUwFRhqubj+px95RWZ225+7FCgi2scSikm8hN4P/E+UwcBkYh4pPMR/GLkF9jm31Ze5W/C5EoSJGz0bsTPR36OvcG9zK8xWZjEh4kPmdPEG8ErefF039PY6N3INO6MkcHr0dcRVaMNuXZSSqGZGk7ET+Cr9FdMx/okH46GjmKDZ0PbrERXSETC3uBe/HT4p1jnXgdJqG+7Qb0IIfDJPhzuPYznB55fUvBmojCBzxY+a2g3ploopbiev45TiVNMW6ZEIuKxrsfwH0b+A+7z3dfQYOStZEHGZu9m/M3I3+DBwIPMr3E9fx0fJz9uyTm/FNfz1/Gn6T9hPD9+1/9OQNDj6MGPB3+M/7juP2KbfxvckrtpgRdZkNEhd+D+wP34m5G/wf6u/Uyt5jn7aa8rN8dx3C0UQcH+7v3Y4N2w5JsOCxami9N4aeYl/NPYP+FU4hTmtDm+4o7yTeHtk3sBAgZdgzWPTZfSWCgtv3uCZmqIqtGaj+tz9MEreZf9epy95c083p17F7Nq/bURKlkBPxz4IXocPU0c3Te6lC481/8ctvu3M12bLFj4eP5jTBenmzi6uyOkPKk4FjrGnBY9UZjA8Rjb9ot7sWDhYuYiTidPMxVxFImIx7sfx57AnrYLTADANv82PD/wPLqUrqauoMuCjIc7H8aR0BHmFeZK1lJCY6/5sFQ5I4cT8RNMrykRCY90PoLn+p9rWj2U2/U5+vBc/3PY4tvCds5TC2fmz9T1PWcHUTWKc6lzd80QISBY51mHn4/8HAe6D6x4/RyRiA0P6nErr/2u3hzHcTcRQhB2hnE0dLTman4tqqViND+K30z8Bv9z/H/ijdgbiKrRNZ9JcbfMg3XudTWPS+kpzJfml/3ezWlzNTMwZCKj39W/IsVYudahlOJa9hrOLpxlyojZ7N2M5weeR4+jZ+U6YRCCkDOEvxr4K+aJ/nxpHqcSp1pSL0UgArb7t+PJ3ieZzieTmvhk/hN8Mv/JslbVKaWIqTG8Fn2NadsBAcE23zY82ftkWxUXrOhSuvCD8A9W7DPqEB14vPtx7Ovcx7ydMa7GcT51fkW+FymluJy9jC9SXzCd8/f57sPzg8+jy9HcQM+tKjWZftj/Q+aAyJw2hw+TH7bFosi9ajkREGzwbMDPRn6GHf4dDd1Cw60tPDjBcVxbI4RgZ8dOHA0dbchNqUlNjOfH8efIn/EP1/4Bf5z6I67mriKrZ9vixmElhF3hmm26NEvDrDa77AnWTHGmZrqrS3RhwDWwrNfh7E+1VHyY/JBpdT4gB3AsfGzFMiZuRUh5FfFA9wGmrWcWLFzJXkGkGGni6O5NIhIe7XoUe4N7mSauqqXi7dm3cT1/fckT16JZxFuxt5iLHoacIfyg/wfoVDrbbtVUIQqe6Hlixdt0ukU3vt/3fYSdYabjdKrjfPp81XoDjVI0i/gw8SHTdo6gHMQz4WdWLGPiVoQQbPJuwv7u/UwTc5OauJS5hJgaa+LommvANYAfD/4Y69y8Cxq3PPzTw3Fc26ts7/h+3/fhFBpTxbhklRBRI3hr9i3892v/Hb+68Su8P/c+EloCFrXuuuVhLSCEwC/70evorfnYSDGyrH20lFLMFGegmdVvTN2imwcnVjlKKa5mr+JK9krd551IROzv2o/7fPe1bMIqQMDDnQ+j39XPdNycNoevM1+3JHuico4fCx/DsHuY6dioGsXr0XKxRdYAhWEZ+GT+E3y68CnTz+0QHHg69DQ2eTe1XWACAEKuEPZ3768Z8G00Qgj6Xf042HOQeYV7qjCFsdxYU7MnKKW4lL2E0fxo3ee8RCQc7DnY1FaS9Yzhkc5HmIM+MTWGy9nLbdlhyif58Gz4WWzxbeGBCW7Z+CeI47hVwSW68L2+7+FI6EjDe0DnzTzOps7iD1N/wH+9+l/xm4nf4Hz6PJJackULg9lFvcGA6cI004rX7YpmEXEtXrNTR6+zl9ebWOWKZhFnF84yFVkNO8M40HOgpdt9CCHoVDqxr3MfU5E2gxo4nzqPrL78orJLFXaG8YPwD+CX/HUfQ0HxVeYrvJ94nykwSUExnh/Hm7NvMhU6lYiEx7vLbWGXWhi51fZ17kNQXt62xKWqtF0d8YwwHVcwC7iSvbKs63s9r/HZ/GfIGbm6jxlwDeCx7sdWPNBzK0IIuh3d2NvJlnlUOefzBlub11arZFrtCuziHc+4hmjPKznHcdxdeCQPjoSO4PmB59EhdzT8+VVLRUSN4N25d/EPo/+A/zH6P/DSzEv4OvM1VFNt+OvZlUt0od/ZX3O1LVlKLqtjR0pP1VVUc9g9zFdrVrn50jwuZi4yHfNg4EH0OfuaNKL6SYKEnR07mbsj3CjcQLKUbNKoahOIgJ0dO3G49zBTgEenOk7ET+Dr7Nd1H5PRM3g1+ipToVOgXE/kaPhoU7sBNJNf8uP+jvtbNvbKRPqh4EPMHQ4uZy83dSKd0BL4OlP/Z0iAgIeCD9WV1ddssiBjV8cupsAeUO6EsZTW6K004BrA4d7DcIqNyVrlOH43x3HcquIQHTjQcwA/G/5ZU/c+mtTEjcINvBF7A/9r/H/h70f/Hsdnj2O6MA3VVFd1EU2BCAi7wjVrfOiWjpnizJJeg1KKVClV143aiHukbVdNudoqq/EZvf497n7Jjz3BPU0cFZtB1yDz1g7N1HAle6VJI6qPIig41HsIuzt2Mx2X0TN4I/oGYmqs5rVQNVW8G38XlzOXmbbKdSld5ToT8srXFmiUrf6t6FK6WjoGkYjY1bGLOXgWV+OYKtZu87wUFBQX0xeZsiaCShC7A2yf02Yadg8j5AwxHaOaKq7mrjZpRI0nEhH7u/e3/DPMrS68EexNhmUwXwhbodI/+MHgg60eCsfZlkxkPBh8EP2ufvwl+hd8Nv8ZU0s6FhYspPQUUnoKV7NXEZSD2BXYhV0du7DFtwVO0bkqK1aHnCF4JE/V4oQGNZbcEtGChUQpgbxZfWXOK3nR41z5YofcytFMDRfSF2BQo+5jtvi2MHfJaCZJkLDBuwEX0hfqnoBbsHA1exVHQkdamhnkk3w4Fj6GmeIMImp9RTopKEZzo3h79m08P/h81a12lzKXcHLuJEq0/m0gLtGFo6Gj2OzdXPcxdiMRCZu8mxq+DXEpBlwDGHQPIlGqv12nTnWM5kbxQOCBho9HMzVcyFyouaXvVvf57rPVJFkiEjZ6N+JS9lLdxxjUwLXsNTzV+1RbZAMOugZxf8f9fDsH11A8OHGTTnV8PP8xPp7/uNVDqemBwAM8OMFxVRBCQFBuM/rvh/49tvq24p34O4gUI0wTHFYmNZEoJXAifgKfzX+GYfcw9nbuxQ7/DgTkACRh9Vxy+xx98Mt+zGlz93yMQY3ye24ZzD+7bul1BTbCzjC8orctU7q5+kTUCOJavO7Hy0TGFt8WW0z6Kipt9gQiMBW8S5aSWCgtoMvRukkXIQRD7iE82/8sfj/1+7pbfFqwcCZ5BsPuYTze/fgdky1KKWbVWbwWY28buq9zX8trCyxXh9yBde51trh2CRCw078TX6S+qPsYk5qYLEwu6fpey1Rxqup3y+0UQcF9vvts10Z2g2cD0+MpKOa0OaT19LLbozebSERs829Dt9Jti88wt3rYPyzHcRy3RIQQeCUv9nfvxy83/BKHeg+tWOGxjJHBxcxF/G7yd/jHsX/EifgJxNX4qmlHqggKQs5QzayQVKmcVcKq3i0hYWeYF8NcxSilmC5MM01efbKvvNXHZiuPnUonc8Akb+SZAjPNIhIRe4N78VjXY0yZYHkzj+OzxzFVmLpje0fRLOKt2bdwPX+daSzrPOvwdN/TtpuIsvJJPoRdbB0dmmmdZx1z8diF0kLD66JQSjGRn2AqBtshd2DQNWi7c77L0cXcQSxn5JDQ6s9gaRWv5MVO/06IAs+a4BrLXmcxx3FcgxFCIBKx3IN74Mf45YZf4vHuxxGQAytSp6BklXA9fx3/Nv1v+Mexf8TrsdcRV+MwLKOt61IQQjDiHqk5UUnraSQ19pvXvJmvWRxPIhL6Xf0t7cbANZdmabiRv8HU+aFD7rBla1mn4GTealI5D+xwrRCJiMO9h7GzYydTgCJSjODV6KvfClJa1MKn85/izPwZpkySbkc3ftT/I1sUOl2OyhZdj+hp9VAAlK/nATnAfN5k9AxzEdNaVEvFjfwNpq2YATnAXN+h2QghcIku5nM+Z+Qwp83Z4pyvpkvpwoin9j0Ax7HiwQmO49YMh+jAfb778NPhn+I/rf9PeKz7MQTl4Ip8uepUx0RhAi9HXsY/jf0TTidPI22kmQrA2c2Qa6jmXtOskUWilGC+0YqpsZodUNyiG/2ufp5SuooVjAImChNMx3Qr3bba0lEhCzJz9f6SVcJ8aZ5p732zEELKRSjDP2AKDliwcD51HmeS5UAEpRSThUkcjx9nahuqCAq+2/Nd7OjYYbsVclYEBAOuAVtdu1yiC2EnWyZHwSxgvjTf0Il0zshhsjBZ9+MrgR47ZtLIRIZfZjvnNUvDgr5g+3uD9Z71cAiOVg+DW4VWzwZojuO4OlRWM3b6d2KzdzMmChP4MvUlzqXOYb4039S+7cDNTIrCdUQmI/h84XM82ftkuXCm4LTVjWo9gkoQQSVYNe3coAZiagw61aGQ+jMcpgpTNVfLPZLHlivkXOMUzALTyqyAcicZO55LEpHgkdhXyjNGBrqlQxRbnz5NCMEm7yYcCR3BHyb/gKJVX3ChREs4ET+BIfcQws4wXom8gmgxWvfrChCwN7gXB7oPrIrie4SUJ9R24hSd6HX0goDUPTE2qIH50jwMakAmy6//QSlFwSgwbWUSiYiw06bnvCAtKTsmo5fPeYdo38n/es/6VXEucvbDgxMcx61JhBA4RSe2eLdgnXsd9nfvx5fpL3EhfQHThWlkjPrbFi6FZmm4mL6I6eI0Hut6DE/0PIEupautVgRdogv9rv6aN5KRYgSaqdW9/cKiFqJqtGbx0k6lk7n9HddekqUkVKt6Bs2tCCHodfQ2cURLJxJxSau7WT0L3dLhFNn2rjeLQAQ8FHwIE/kJfJD4oO4iw8lSEq9FX8OgexBfpr9kygYZ8YzgSOgIfJJvqcO2FQGCrbrJAOVzp9vRDYfgYDrnkqUkSlapYcVJE6UE0yKBQATbBXoqJCIt6bzN6BkY1IAD9gxOKIKCbkc339LBNQUPTnAct6YRQuAQHeh39SPsDOOxrscwVZjC5exlXEhfwKw6C83SmpJiSUGxUFrAG7E3MJ4bx9HwUWzzbYNIRFuuAt3OJbow6BqsWeF9pjgD1VLhQ30Ti4yeQUJL1HzPRzz2K3rINVakGGFKGScgtq1yTwiBRNhvu7JGtqldhpbCK3lxNHwUMTWGy9nLdV0fKSguZy/jau4qU52JgBzAsfAxDLoHV81kyCE6bFfIl6Bcd8IhLi044UFj6mfUUwj5VgIEBBR7BqkJlnHOW/Y6528VlIPwSrxLFtccPDjBcRx3EyEEftmP7f7t2OTdhIM9BzGWG8P51HncKNxAQks0ZZJgUhOXs5cxX5rHsfAx7OvcZ5tV0mokIqHP2QeH4Ki60pUxMlgoLdS9urWgL9TVnWHEPVL3WLn2NKvNMgcGZ4oz0K36i+mtFJOaS+psULJKTJP5ldKtdONo+CjiWrzun4uCMv0slToTO/1sRTjtziN6ljRpbTa/7GeuI5DVGxs8i6ts3WksWJguTNesUdQKBjWwoC8wH6dZGkzY75yv8EpeXm+Caxr7XRk5juNarJJN0SP2oFvpxkPBhxBVo7iavYovUl/gRv4GimaxoUXqKChmtVn82/S/IaNn8FTfU3AIDluvTBBC0Ofog1fyQivdOzhhWAami9PY4ttS8zkppUhqyZrBCZfosl11dq6xKKVIlVJMwQmDGvjd5O+aOKqVp1u6LYvjEUKw1bcVT4eexoszLzIVt6yHAAG7OnbhUO+htgjWsvBIHkiC/W7BfbKPuftR3sw3dJWfdTJfskr47eRvG/b6dmD3bl4eycO7ZHFNY78rI8dxnI0QQiATGcPuYQy4BvCdzu9gqjCFswtncSV7BXPaHFPLs1qyRhZvxt6ESMS2uCnvdfbCJ/mqrpya1MRUYaqu5zOpiVlttuae47AzbLu0aK6xTGoiZ+RaPYyW06kOi7a+W8fdSIKER7sexUR+otyNo4GrvQOuARwNHV01dSZu5RJdttyS5hJczBkdqqk27DuQn/NlOtVt0aHnXlyiq2E1Rjjudjw4cZMAAX3OvrYorjbkGmr1EDhuTRKJiA65Ax0dHdju346oGsXXma/x+fznuF64XrO7RL1yZg6vx16HT/Zhf9d+W2dP+CU/uh3dmChM3HN114KFmBpDySrVXG3RLK2uPccDrgFbtovkGidv5pvePacdmNS0ZeYEUN5T75W8OBI+gpgaw1h+rCHP65N8eCb8DEY8I7a+/i2VIigQYL/ghCIozJNOk5ooGIWGvH7OyDXse7SdmZZp68wJiUi2/PxyqwMPTtxU2de4r3Nfq4dSE49WclzrCURAv6sfIWcIDwYexFhuDB/Nf4Tr+et11UuoJWtk8UbsDYScIWz0bLTtDTohBMPuYZxLnau6lzyjZ5DUkgi7wlWfT7M0RIqRqo8RiYh+Vz9PK13lCkbBdoUgW4Le/GNjYWcYx8LH8NuJ3y5pj/2tFEHB492P44HAA6u2VaFMZFtmTlS6WLFiKaBZTaO3iLQruwYjKyRBsuXnl1sdeHDiJkII3JLbthV/OY6zHwICkYjocnShy9GFXYFduJy9jI+SH+FC+sKy92DPFGfwZuxN/GLkF/DJ9k1tHnYPQyRi1eBE1sgirsURcoaqBloyeqZmcT2P6EHYGeY3R6ucXQtBcncSiYhdHbvw3d7v4tXoq8ta/d7u216uuSOu3oJ7kiDZtsDnUoK+jQoolMySrbczcGUCBNt+frn2x+/sOI7jGsQpOrG7Yzd+PvJz/O2Gv8Xujt3L3npwIX0B51LnbJ3i2evohUes3kYub+QR1+I1V4SmC9M1Oy14JS/CzuoZGFz7M6hh21oL3J0kQcKB7gPYE9iz5InLgGsAx/qPtcUW2+UgN/9nR6zZKhS0YRlOBrV3IUiO45qPByc4juMaiJDyHuzdgd34u41/h58M/QRDrqEl34hqloZTiVPIGJkGj7Rx3JIb/a7+qo+xYCFajNZcUZ0qTtW80Q0oAXQ5upjHybUXk9p73zV3p4AcwOPdjy8pKCsRCbs6dmGjZyPPimqhpWylaVSGk0ENnjnBcWscv/pzHMc1iVN04rHux/B3G/8OB7oPwCksrfPGVGEK51PnbbuK7BScGHAN1HxcVI1W3eqiWzpiaqzqja4AAUOuoVW7F537Bp+otJ+ckcPZhbNLqkFgUhNXslcwU5zhQakWWkrKfiODE/x3z3FrGw9OcBzHNZFIRISdYfz10F/jB/0/qLn94W5US8X51HnkjXwTRrh8iqCg39VfM2BQKzixUFpASk9VfQ5CCEY8I0saJ8dxzWNRC5/Mf4Iz82eWNFmloBjPj+PN2Jurvp2kBcu2RQ+X0h2GB4s5jmsUXhCT4ziuySoFd5/qfQoCBLwSeQVFi61Y5uXsZcyX5m1ZGJMQgh5HD3ySr2pwIW/kMafN3XMLSKKUQEavvn2l3iwNrv1JhL1ooEQkeCXvqtoWEJADtv95LGrhSvYKjs8eX3Yh4LOps+h39eN7fd9btd3J7NwedimBJYk0ZjohEYm5M5VMZHgkj+3PERYBOcADPtyaxYMTHMdxK8QhOnCg5wASpQTem3uP6SawYBYwnh+3bdZAj6MHftlfNThhUQvThWnsDuy+479RSpHQEsga2aqv0+fsg1fyLnu8nP2JRGSecAy6BvH84PPwSfYL4i2VRCQElWCrh1FVQkvgtehrmNVml/1cRbOIk/GTGHYPY7t/+6qadFbYuZ4Ka3CCgDQ0OCEwJnWPeEbwo/4fwSOxZyXalSzI8Mv+Vg+D41qCByc4juNWkEf04Ht938NYbgwThQmmY69mr+K7Pd9lXllaCUE5iKAcxCQm7/kYCorJ4iQopXf8DCWrhEgxUvPGeNA1CJfoasiYOXuTBZl5YioQAQOuAXQqnU0aFXc71VRxfPY4LmcvN+w5E6UE/hL9C7qULoRdq68zj2EZtsycoKBLqhciCY2ZTsiCzPz9JhIRA64BBJTV3eGF49aK1ReO5jiOszFCCPocfdjXuY95tSmmxWp2u2gVkYg1605QUMxpc3dN+1YtFVE1WvU1BAjod/XDITiWPV7O/hRBYU5tLlkl2xaOXY0My8DnC5/j4/mPG9ZOsmIsN9aQbSJ2pFpqw4pINhKlFJqlMR/XqIDxks95XjiX41YNHpzgOI5bYYQQ7A7sZk7Vzht5JEqJJo1qeQghGHYP1wy45PTcXVO/VVNFpBipeqxH8iDkDK3KNG/uTh7RA5mw1RwomkVbTvpWI0opruev47XoazW3Yy2FQQ18PP8xziTPQLf0hj9/K6mmassgmmZqMCy2IJNEpCW1jr0br+RlDtoXzAI/5zluFeF3eBzHcS0QkAPY5N3EdEzJKiGtp5s0ouWrJ6shb+YRV+N3/Hs99SZ8kg+9jt5ljZFrH27JDafI1n43b+Rtm1202qT1NF6PvY6YGmvaaxTMAt6afQvj+fGmvUYrqKY9MycKZoE5EOQSXQ3b1uGRPMyZcXkjv+qCVxy3lvHgBMdxXAs4RSdG3CNM3Qh0S0dWb/wKZaP4JT96ndWDB0WziKgavePGfKo4VfNmPagE0e3oXvY4ufYgEhEdcgfTMQY1bB3AWy2KZhHvxN/BxfRFppT6Pkcfdvh3MF33ZtVZ/CXyFyS1pG2LSLLKGlno1H4T6oyRYQ7ueSRPwwpiChDYz3nLqNnlieO49sGDExzHcS0gQEBQCTKtEpnUhGqyFytbKQ7RUbPNJwVFTI196+egoJguTFcNTlTqTTRqhY5rD0ElyDSRpaC23fq0WlBKcSF9Ae/Nvcc0wfaIHhwJHcG/G/x3GHIP1f96oLiSvYIT8RNLKtZoR7qlI2/kWz2MO2R09uCEX/I3LDgBgLmYrQWLn/Mct4rw4ATHcVwLEELKKaxi/cEJi1q2XG2rUAQFg67BmpPJSDHyrSJ3qqliVputWr1eEiTmTBOu/fU7+5l+5xa1atYu4ZaOUorp4jRznQkBAvZ17sMjXY9g2D2M58LPISDX311Bpzrem3sPZxfO2rJWAysLFhZKC60exrdQSrFQWmAOAHU5uqAISsPG0e/qZ3q8SU1+znPcKsKDExzHcS0iE5lpxYmC2vrGXICAXkdvzeJocS3+rVXDhJaouV1FEZSaWRnc6lOrA8ztKCiixTu3DXHLRylFxsjg1eirmCpMMR273rseT/U9BafohEAE7ArswmNdjzH9bvNmHm/G3sRkYbLtt3dQShHX7qy900qVDATWzIkupfHBCYFhemJSEzE1xs95jlsleHCC4ziuRVizAAQi2HpbAyEEXY6umv3mNUtbLKJHKcWsOouckat6TI+jB37Z37Cxcu0hIAeYu9okS0kkNJ7m3WgUFB/MfYDPFj5jqjMRlIN4NvwsQs7Q4r/JgozDvYexzbeNaQzTxWm8HHm57euKUFBE1aitgiyqqd61WHE1EpEQVIIQBbb2n/dCCEFQDjJl1QDlAPd8ab4hY+A4rrV4cILjOK5FdKozrfYIEBq6QtUMnUongnLtyWRl5dWChbgWR8EsVH38kGsIToGtcwPX/lyiizljJqNnMFGYsNXEr91Z1MKF9AW8O/cu0zVLERQc6DmA7f7td7QADipBHAsfQ5+jr+7no/im3gVry0s7oaCY0+Zs1Vkmb+QRUdm2R3gkD7qUroZut3NLbuatHQv6AqYL0/yc57hVgAcnOI7jWoCCQjVVpptTkYjMbdZWmkt0oc/ZVzNde7JYTs3WTA2RYqRqvQkCggHXAFN9Dm51cEtubPRuZErzzpt5jOXGbF2fpZ1UtiD8OfJnJEtJpmN3+HfgUM8hyIJ8x38TiICtvq043HuYKehqUAMn507iq8xXtt7mVktGz2BWnW31MADcrDehLzCPxy/70eesP7hUD6/kxQbvBrZz3sjjev46DNq+ASuO48p4cILjOK4VKJDW00zdNxRBYW6z1gpD7iHI5M7JyK3mS/PIGJnF1qLVuEU3+px9TDer3OogEhHrPeuZt/R8lfkKqVKqSaNaWwpmAa9FX8ON/A2m4wacAzgWPlb1d0cIwSNdj2Bf5z6m8zutp/HSzEuYKc607Wp5xshgqjhlm/GP5caYJ/fdSjfztqtaRCJio2cjvJK37mMoKC5mLrb9dh9ubeEFvu+O3+lxXBu4PR22FotaVVeiudbTrHLGAMvebYfoYG6z1gpDrqGaK6F5I4+YGkPBLCzWn7iXgBJAt6MbhPAv8rVo2D2MLqWL6ZhIMYLx/HiTRrTfBt4TAAAgAElEQVR2GJaB08nT+HT+U6bvFJfgwlN9T2GjZ2PN7y+/7MeR0BEMugeZxnajcANvxN5A0SrWfrANqaaKG/kbtsjwMamJrzJfMR0jEhHD7mGmoqb1Wu9dzxz0mC5M43r+esPHwnHNwu/t744HJziuDchEZoqwGtRo63TXtSBv5JknT27R3RaZE0ElWLMoZtEsIlqMIqpGoVla1ccG5ADz5JRbPTyiB1v9W5m7dpxOnP5Wy1qOjUUtXMlewVuxt5jaS4pExKPdj2Jv5966A4phZxhHQ0fhl9gyZM6lzuH9ufehW62f4C/F5exlW6z2TxYmawaJb+cQHNjs3dyU8XhFL7b6tjLd9+hUx4fJD/k5z7UN1gLnOtVtk2nVTDw4wXFtgPUCVjALfO+lzU0WJjFTnGE6Ztg9zNR6tFUcggODruqroJWOHdfz16sG0kQiIuwM277WBtc8hBDsCexhSvMGgOv56/gi9QUP1C5RspTEq9FXmetMrHOvw/f6vgeP6Kn7GIEI2B3Yjce7H2cKQhXNIt6KvYUr2Stt+XuOFCOYLEy2dAyGZeDL9JfMQZKQM4SwK9yUMRFC8GDwwZptqW83mhvFxfTFtvwscGtPre2vt8sb+TXRMpcHJziuDbhFN1P6V6qUgmqqayLC2o5UU8VHyY+YK7Vv9m1ui60NiqBgyD1U83GVG8lqaYoSkTDsHm6Ln5trnpAzhB3+HUzH5M08TsRPIK7F+bWQAaUUeSOPN2Jv4FruGtOxnXLnYgcO1nPWKThxqPcQ84r5gr6AV6OvYk6ba7vfswULZ5JnWpb5QWm5a8jZhbPMk55t/m1MAShW/c5+bPdvZzomZ+TwTvwd5oAax7WCR2I7f+ZL87bq8NMsPDjBcW2gQ+5grlbPv5ztqdKS73L2MtPeQZ/kw5Cr9oTfDkQiIuQI1aw7MZ4fr5k9oggK8150bvVxi27sCexhngyN5cbwwdwHttjX3y5MauLzhc/xUfIjpgw8iUg42HMQO/w7lhRMJISgS+nC0dBRdDu6mY4dzY3izdibbZnSP5obxdXs1ZYEVixYOJ86j+niNNNxXsmLzd7NTW1t7ZbcS8qeuJq9ilOJU23dapZbG1i36Wb1LFL66i/0zIMTHNcGgkqQuXDO1exVpmKLXPNRUMwUZ/B67HVkjSzTsTv8O9qiGCZQnmQElSCCcvWCZvTm/6rpUroQkKvXr+BWP0IItvu3Y6ufbVWdguKDxAf4MPEhdEtfE8XEloNSirH8GPNEX4CAXR27cLDn4LImrIQQbPFtwff6vse0lcugBs4kz+Dj+Y/brv5EWk/j5NxJpPX0igYoKC1/H51KnmI+L0bcI9jo2djUjDaBCLi/435s9m5mPuffjb+Lj+c/hmEZ/JznbIu16KtOdVzLXmu7DDFWPDjBcW2g19HLXBH7SvYKsjrbBNjukloSeSPfljcbFBTzpXm8EnkFE/kJpmNdogv3d9zPvILUSkEl2JBgyqB7kNeb4ACUz4MD3Qfgk31Mx2WNLF6NvsrrT9RAQbGgL+C16GvMxRFDzhCeDj2NgBxY9oRVIhIe7nwYDwQeYMoYLFpFHJ89jvH8eFt9R1BQfJn6Ep8vfL6iCwp5M4+3Z99m/l0rgoLdHbuZU9KXwi26cbDnINwS23dfxsjg5cjL+DL95aqfyHHtK+QMMT3eoAYuZS+1ZYYYCx6c4Lg2EFSCzOlfMTWGsyn2faR29t7ce/jn8X/G8dhxzBRnUDSLbTHZsKiFmcIMfjfxO5xLnWO+AR12D2Nnx862qrvglbzocfQsu4/3sGu4qanDXPsghGCzbzP2BvcyTVoB/H/23jxMjuO803wjMrPuvu8bNw+ABAHwEgnxPkCQBHWRkqjDliXv2DvrXc88O7PrGXt2vJ5HMzvzrHe9O15rfNsSZdmSLFMiKFK8CR4QSAIEQAIEQJBAA+j7rjOviP0jqwvdQAPoArrRDTBfsp9uVFVURkZGRGZ88X2/jyFniB8d/xHbh7dj+/aiW7BorbF9m4HCAHvH91LwZ58dY67Ie3leGHiBfRP7ypqj4kac+5vvZ1ly2ZzMUUIIKq1KHmh+gM5EZ1ll+wp9bO3ZypA9tOiu8dlwtcuz/c+yd3zvRbln277NG0NvsGNkR9nHa441c231tRflfiSE4IqKK1hfvb7sMT9gD/DDYz/krZG3FvWY7yv08d74e9j+2bNWhVx+1EXqyg5VPJo7yvsT718Sz77ny+KXfQ8JCSFmxOhIdNBb6J11mYIqsG1wG6tSq2iLt11SC9szMeFN8N74exxIH+DFgRe5ouIKrqy8ks5EJw3RhkW3iNVaYyubA+kDbO3dyuHM4bINExEZ4Za6W6gwy9stXmikkLTF24jIyDlThZ6JuBGnMVa+11DI5Utcxrm94XYOZw5zNFeeB9KAPcAPj/+QEWeEjfUbqY5UX7Dx7ELRWjPhTXAif4J9E/vYM7aHlJmifVk7MSN20eqhtGL3+G5eH3q9LJ0JQxjcUHMD62vWz/k4bYu3cV/TfTzR/QRZPzurMhrN/vR+Xhl4hQdbHyRuxOe0TvPJkD3ET078BEtYXFV5VdmhnLPFVS5vj77Ns/3Plj03m8LkU7WfuqghhgkjwZ2Nd/Jx9uOytTH67D5+cOwHDDvD3Fp/K5VW5aIY8+PuOCfyJ3h/4n32ju+lJlJDR6KDqBF6CX5SEEKQMlO0xds4mDk463IZL8Mrg6+wJLmEhmjDPNZw4QiNEyEhlwBxI86q1CreHnm7rMXtkdwRtvZu5dGOR6mxai4LAwUEaSj77X767X7eGH6DplgT7fF2VqZWsjy1nIZoA5a0MIU5bw94Z0NphaMcjueP8/rQ6+wc3cmEN1H29wiCOPtrqy7OLtVc05HoICqj522cqI3UUhepuyTPPWR+EELQEe9gU/Mm/q7778oeV+PuOE/1PMWHmQ+5s/FOVqZWEjfiF22eUFrhKhdb2fTke9if3s+h9CFO5E+UzmVpculFDUvQWnM0d5Sne58uO53ksuQyNrVsKjvN62wwpcm6mnUcyR3hpYGXZi1q6mmPV4depTnezC11tyzIPeB80Gi6c918v/v7PNT6EOuq1xGV0Tmb/7TW5P0820e281TPU4y6o2V/x5LkEjbUbsCS5aVAvBCEEHQluriv+T7+/tjfk/VmZ6iaZMwd48meJzmUOcSdDXeyIrWCmBFbkDF/PH+c/RP7+TDzISfyJ0raU5dSyGbI3JEyU6xIreBQ5lBZc/4H6Q94pu8ZPtv2WZJG8rJ7RgqNEyEhlwASSWeik5pITdlZOHaO7UQKyYMtD9Ica75kHtRmi6c9TuRP0JPvYffYbhJmguZYMytSK+iId1AfrafaqiZlpjCEMa+TuKtcRp1RjuePs3d8L3vH9zLmjp23m259tJ57m+6l0qqc45peHJpiTSTMxHkZZgBqrLnRrQi5vBBCcG3VtXTXd/N8//NlZ+JwtMPe8b0czR1lTeUarq+9ns5EJ9VW9ZzPj1prFKqksj5kD/FR9iMOZQ4xaA+S83ILnklkzB3jmb5n6Mn3lFWu0qxkU/MmmqJN81QziBpR7m68m2O5Y+xP7591ubSX5rn+52iLt7EkseSSenjvKfTwg+4fcDx3nJvrbqYl1oIpL+xxXWlFf6GfVwZf4Y3hN8oWZIZgAX1L3S3UReouqC7ngxSSddXr6M518/LAy2V59wA4ymH32G6OZo+ypmoNG2o20JnoDDKhzcOY9/HJuBlG3VGG7CEOZw5zKHOIIXuInJ8ru/4hlyemMFmZWsk2c1tZY9LXPm8MvYFEcl/zfZedB0VonAiZdybj/KYq8/vKLzv+T6PxtIdUEkSwqzzpnncpPXicD0IIOhIdLE8tZ2RkpCwLq6Mc3hx+k/5CP7c13Mba6rUkjeR5LdQ1muB/XXroVlqdvDZI4kZ8Qa6HRlNQBQpOgRFnhH0T+5BIaiI1NEYbqYvW0RBtoCnWREO0gRqrJtg9QSJEsTdN/p7sV8Xfk+09ed4ajdIKhSLv5+kv9HMif4KjuaOcyJ/gRP7EBeeijskYdzXexZUVV16yBqWYjNEaay1bcA0Cd/GmWNMl5ZYdcvGIm3Hua7qPUWeUt0ffLvthXxO4Vr8+/Do7x3bSmehkWXJZYNRMdJw0ZiKQQk6bE6bOv6fOCRqNq13GnXEG7AH6C4GH10BhgEF7kFF3dFHpALnK5ZXBV9g1Wp4WTlRGubPxTlZXrp7X+UkgqI/Ws7llM/12PyPOyKzLdue6ebr3aR7vfLxsVfyFZsKb4Jm+Z9g9vpsNNRtYW7WW1ngrpjBnde+e7JOe9hhzxtg5tpMdIzs4mj16XqKbAsH66vXcUHvDgt2PkmaSB5ofYMwZY9fYrrLH0aTg67ahbbwz+g5diS6WpZaxPLmc9kR7acxPfSaAc495hcJTHmPu2MkxX+hn0B5kwB5g1BkNM6eFzMhkdqK2eBsfpD8oq2xBFXhx4EV68j3c0XgHV1ZcSdyIX/Cz/eR9bGrftqQ1p15c5yI0ToScF1oHNz1Pe/jax1PF3/qU3yr4jKvcYOHoBz9pL01PobxdmkF7kGf6niFhJIjJGDEjRtSIEpVRDGGUbtqmNKf/e+pvefLGc6kRNaKsr1nPvol9ZLxMWWU1QXq43kIvrw29xurK1SxPLafKqiJuxLGkVWqXyZuur/3StZy8jo5ysJVNxssw4U4w7o4z7o4z6owy4U1wZ8Od3NF4BwaLQyNAoRh2hgNvkzRYwiIiI6WflJmiJlJDpVlJ0kySNJPEjTimNEv9Bg0+QV+2lU3Oz5H1soy5Y4w4I4w5YxRUAdu3sZU9J+7YlrDYWL/xknJJnglLWnQkOtg5trP8siIoeymO1ZD5RyCosqrY0raFnJ9j7/je8x57eT/PgfQBPsx8yLahbcSNOHWROhqjjVRHqqmyqojJWDBPConSqjQ3FvxCaU7IeBlGnBEm3AkKqoCjHBzlLNoUpr722TO+h21D28r23riq8iruaLjjosTISyFZVbGKuxru4me9PysrTGzv+F5eGXyFzS2bF40mUcJI0Bpv5Vju2FnPRaE4kT/BQGGA14deD9J3ppbTkeig0qwkZsSIyAhSSCSydN+2lU3OyzFkD3Egc4CD6YMM2oPnHV4H0B5v5+6mu8sW75tLBIIaq4bPtH2GvJ9n38S+8x5XOT8XhFRlDhE34ifHfKyRaquaSquyNOYNYUx7Hpo65tNemlFnlHF3HFvZi37Mhyw+4mac62uu58PMh2Ub2RWK/en9dOe7A+H0yjV0JbtK88Nk/wWmbShOfbZ3tVtao6Xd9PRne3eUCXeCz7V9jvU16y+aXktonAiZEa01Y+4YR7JHsJU9bfE1+XtyEp46GZf+rR0c/+R7c2E1HrQH+WnPT097XSKx5MlFZ+lvEZn2+uR7URkYNCYNG5N/V5qVLEkuWbSCRALB6srVXFVxFW+NvnVe35HzcxzKHOJQ5hCWsKiOBDfhuBHHEhYCgUKVDEuuDq7p5DXP+/mzPuDMVrRsoXC1i+u7pXr22/2wyKpsCpMNNRt4qPWhSzacYxJDGLTH25HI8xIC7Yh3zFPNQi4HhBA0R5t5tP1RHOVwMH3wgu41vvbJeBkyXoZBe7DsnaxLCa01vflenup5qixvBAhSW29u3lx2BqkLISIj3N5wO935bnaM7Jh1OVvZvDz4Mp2JTtZWr10U4rr10Xq+3vV1Xuh/gVeHXj3nItbVbsnIvnNsJ6YwqTArTt67i/pKvvZxlEPOzzHqjJLxMnOyQK6yqnigJcicstDGYiEELbEWHu14lCeOPnFeItNT8bRH2kuT9tIM2ANlhQ6FhMwFAsF11dexY2RHWcKYk2g0GS/Dvol97JvYR0RGqLFqAgObEcMU5ozP9raycXyHgiqQ9/Nn9fYtqIubPSo0ToTMiEZzIH2A73d/H1/7Jfeeyb8Xk0VYoQKjSRm7AhIZuO8JiRQSA4PWeCvfXPpNGo3GeazthZEwEtzReAeHs4fLfqA8FVe7DNqDDNqDc1S7kAvFEhY31t7IltYtl7xhAoIHydpILVVWVdniazWRUG8i5NwIIWiNt/KVzq/wkxM/Yff47kUVNrFYyfk5ft73c7pz3WWVSxgJNjVvYmly6UVfqCbNJPc33c/x3PGyPC/H3XG29m6lIdpAR2LhDZ6uchFCsKl5E0POEPsn9pe1wPa0x6g7el6CluUSkzHub76fddXrFo0XnxSSjnhHacy/N/4ePuGYD7l0qYnUcFfTXfQWes9LD2YqjnJKgvGXKotjpglZlLjKJe2lyfm5kouqr/1FZZg4XxSqZDnM+3kyfrBbttjjAqWQrEqt4s6GO4nKxenhEXJ+RGSEOxrv4LGOx2iMNS54urO5YNL1vj5aX3bZ9nj7onHDDlncTKat/XLnl7mh5gYscfEyCVyKuMpl29A2do7uLPuet6FmA7fW33rBAo3ngxCCrmQXD7Y8WHZ4wZHsEX7e93NyXq5svau5xlUuBa9AU7yJx9ofY0lyyYLW50xMeqvcXn/7RU1rOxukCETCH+98nHU16zBFuNcacukyKfj6qbpPLQrvroUmNE6EhFximNLktobbuKXulvCGfBkgEDRFm3i0/dHLxmNiKpVW5XkpSXcmOkPjRMisEUJQF6njS51f4uHWh6m2qhe6SosSrTX70/v5Rd8vynbVXZJcwv3N9y/ouDSEwYbaDdxcd3NZBlyFYtfoLl4denXBs6M4yiGv8ggCoevHOx9neXI5chE9ksdkjHua7mFzy2YS5uJMcymEoCHawOOdj/NQy0MXNcwoJGSuicgI9zTdw7rqdZ94A8XimQlDQkJmTYVVwZbWLdxYe2NooLiEMYTB2uq1/NrSX+OuxrtImamFrtKcY0mLllhLWbvZURmlOdb8ib9Bh5SHEIGnzgPND/BrS3+NFakVC12lRceQM8RTPU+VHRJQZVaxpWULLbGWearZ7ImICPc33c+y5LKyyhVUgWf7nuVA+sA81Wx2uNol7+eBoM8uSy7jV5b8CqurVi8Kj7mkkWRzy2Yealn8ukdCCGoiNTzY8iBf7/p62X0iJGQxUR+t59H2R1lTuWZRGSsvNuGqJiTkEmTSXf4L7V+g0qrk1cFXyfm5ha7WvJM0kkSNaOnB7lLFEhbtiXZuq7+N66qvo8qqWnChsfmkPdFOzIjherPbsayN1FITqbms2yRk/jClyZrKNTREG9g+vJ3tw9sZtAcXfdjepEjx1ZVXE5Nz60avtSbrZ9nau5WPsh+VXa/bGm5jTdWaRaE7IISgLlrHltYt/O3Rvw2yMc2SMXeMrb1baYoGKaUXYo5xlUvBP+m1IoSgPd7OVzq/wvMDz7N9aDsZv7yMXHOBRNIab2Vzy2bWVa9bdKEcZ8OUJtdVX0dLrIU3h9/klyO/ZNAeXPRhyJawqInUcFXlVaGnYAiCwBvoS51foqq3ih0jOy66GOViIDROhIRcogghqLaq2dIa7GY93/88x/LHFrpa88odjXdQE6lh99huDmcPX3JGCkMYLEks4brq67i57mZqI7UIxGW/CG+NtxIzYrMWeqqP1lMTqZnnWoVczggRhEttad3CNVXXsG1oG3vG9lwUEcFyicooXYkuVletZm3VWtribfPiNbRjZAdvDL1RtmDoVZVXcWfjnVhy8Wh5SCFZU7WG2xtu58meJ8s6pw8zH/J079M81vHYgoQsTKaj1FqX5n4hBI3RRr7Q9gU64h28NPAS3bnui2ZQi8oo66vXs6llE+3x9kXhwVEuUkiaY8080vZIaczvHd/LmDu20FU7jZgRoyvRxZrKNaytXktLvGXRpGAPWVgm712PdjxKS7yFlwdevqTFLc+H0DgREnIJI4QgbsS5tf5WliSXsH14OztHdzLsDJedL3kumG83tIZoA3c13sX1NdfTV+jjQPoAH6Q/oL/QX0pzuth2SqIySspMsSS5hOtrrmd5ajm1kdpPVMhChVlBY7RxVplhJJLGaCMJY3HGOYdcOgghEARu823xNj5d/2l2j+1m19guRpwR8n5+QeYLU5gkjAS1kVquqLiCNVVraIm1UB2pnpd5QWnFocwhnut/rmy9hZZYy6KN55dCsrF+I0dzR9k1umvWC3lf+2wf2U5nspPbG25fkLk47+fx8TGnPIYLIYgaUW6tv5VVFat4c/hN3hp5iyF7aF50MgSChJFgSXIJtzfczpUVV1JhVcz5cS4mQggMDFakVgTeifnb2DW2i91juxlxRgKj0AKMeUtYJMxgzF9ZcSWrK1fTEm+hyqr6RD0LhMwOIQQpM8XdjXezMrWS14Ze473x9xh1RxckG9XFNlaGxomQkMsAQxh0xDtoaWvhxtobeWf0HQ6kD3Asd2xeXcIkkiqrioZoAw3RBpanls/7JCaFpDpSTZVVxYrUCu5puoe+Qh9HckfoznbTb/czbA8z5o4tiIEGAjGxhmgDLfEWVqRWcGXFlTREG4jIyCfCU+JUTGHSkejg/Yn3z/nZiBGhPd6+KNzHQy4PhBDEjBjLksvoSnSxsX4jB9MHOZA5wNHsUXoLvfM+V0RllPpoPU3RJjoSHaxIraAz0UnciAe6QWJ+HgC11ow4I/ys52f0F8rbfYvJGHc33s3y1PJFOx6rrWo2N2+mN99bVnpRW9n8ou8XdCW6WJZcdtHn5IIqoLRipktuCIOmaBMPtTzEjbU3snN0J+9PvM+R7JGyUqafjdpILStTK1lbvZbVlatJmanL6r40uXGzPLmcJYkl3FZ/GwfSBziQPsDR3FH6C/0XZcw3RBtoijXRGe9kRcUKOuIdxIzYvI75kMsHS1osSy6jPd5Od10374y+w6HMIY7njuNoZ96OawiDGqum9GzfFm+7qH1VLHRKpSJzWgmtNUPOEL353lmXMYRBa7w1dCUuorVm1B3leO74QlflojHpZhc1Lv0UnUorRp3R0qL9cOYwfYU+8n4eV7l42sPXPkordPE/CG6Uk4tngcAQxrSfmIxRE6mhMdZIQ7SB5lgzNVYNVVYVFVbFgsdMTqa/Tbtpxr1xBguDDNqDDDvDDDvDpN00vvZP/uCjtUZphUKh9cm2mLq7cq52iRtxaiI1NEWbaIu30RpvpdqqpjpSTUzGFt1DX9pNczx/HFedfTfOlCYd8Y4L3k0rZ042pUlbvG1Odmo95XEsf4y0e+5wkkqrkq5E16K7ViHzh+3bjDgjDNgD9OR7OJo7Sk++h4yXwdNeaZ70tV+aG6bOlRAYSyUSKSSGMDCFGcyVRoy6aB3N0WZa4i00x5qptgKjatyIX7TFvtaanJ/jSPZI2TtulrRYklxC3IjPU+3mBqUV3blu0l66rDShk2EAdZG6Cxr3vvb59v5vl6XlcWfDnTzW8disdB0m7+c9hR6OZI9wMH2Qfrsf27dxtYunPBSqdD+HYONAiOBeZQkLS1okzSRLk0tZnlxOV7KLpmjTos3EMV/Yvs2wM8yAPcCJ/Am6c9305HvIetkLGvOmNEsGyJZYMN6bYk3Bc4BVTdyIL9p7i6McunPd5LzZ65bVRetojbUu2nO6XPGUx4gzQm+hlyO5I3yU+Yj+Qj8FVcBVbqnvnu3Z/oz3q0gdDdEGGmON0+5XKTM1lyF9s+owl6VxIiQkJEBrXbrhTt6Uh+yhYAHvpcl7+eDhRnugwZDFG60wiRpRkkaSlJmiwqqgwqygyqoiKqMYwkAKWcoUsthuUBoNOkgfN9UY4SiHtJsm42XIeBlyfg5b2di+ja1sHOWgtMKnOLkXY4InJ3BTBA8gSTNJ0gzapsqqotqqJiIjpc9IIRddm4SEhMyM1hpf+3jaw1EO4+444+44Y84YY+4YeZXHU8F7nvbQWmPKYE6wpEVcxkkYCRJmojQfVFgVWMIK5gRplhaLIZcf52Oc2Fi/kS93fLks48Dk/dxVLhkvw7AzzKA9yJgT9FFHObjKRSCIyAgRGSFlpqiL1lEfqac2UkvMiGFJ6xPfHyfHvKtdHOUw4U4w5o4x5owx7o6TV8FGzuRmDlDajIjICDEZI2EmSBrJaWN+0lBhCOMT38Yh88fUuaCgCgzZQ4w4I0y4E6S9NAW/gKtdfBUYpE1pTjOiJc0kFWYFKTNFpVVJlVmFJa1pm24wL8/2oXEiJCQkJCQkJCQkZL44H+PErXW38njn4584z4WQkJBPNLMyTizOIMKQkJCQkJCQkJCQkJCQkJBPDKEg5iJFObvw8z9FmF0Y8S8gZGqhq3RJoLxu/NwPQFiYiccRRiOzNNRddijvY7zMfwWRwEx8FWldsdBVCgkJCQkJCQkJCQkJmZHQOLFI8fNb8XLfB1mLjN4eGidmiXJ+iZf7G9AKGbkBw2hc6CotGFqN4ud/BrIaI7YJCI0TISEhISEhISEhISGLk9A4sUgR1gqE0Yq0rkCI0DAxW4TRjjC6ECKOkA0LXZ2QkJCQkJCQkJCQkJCQWRAaJxYpRmwLMnIrQsRB1i50dS4ZZGQDkdo/Q2CArOeTGtIREhISEhISEhISEhJyKREaJxYpQiYQMlRxLhchIgijbaGrERISEhISEhISEhISElIGYbaOkJCQkJCQkJCQkJCQkJCQBeWy85zQWgMO2n0f5b6PVqOARJjtSGtDcVddIMR0d38v/zO0dwgj9iDCXIVWPSjnHbR/DLSHkHVI6zqEdVXwfeL0cAGtNegJlLMT5R0GPQ5azVhPGd2IjNyEEIF9SKs0fv7HaH9w2ueE0YgR/yxCVp7xnL3cD9H+cYz45xBGJ9rvLta9B1AIozGou7lqxnM/2W4K7R1CuXvQfj+gEUYT0roGYV5xxvM+ee45lLsb7R1AqwkQUaTRiYxcD7K+dK6n4tvbUc4byMhNyMgtgI/2DqCcd9FqGEQEabQirGuQRhdM+R6tNX7hJ2j38CkNnMSIfwZptJ6x3fzCyyh3JzJ6G9LaAGoY5exA+UdBOwhZhTKyIu4AACAASURBVLSuRVhrAOss1zyHct9FeQdAjYH2ZzyejKxHRj+NEJEz1qkcTl6zD1DOTrQaCbQ2rDXIyDrEOWyPQXmN9o8Gbe2fABRC1gTX3FoDGGfpL6D94yh3J9o/DioP6NMPJJMYsQeRZlfpJeXuwy/8HGmtRkbvD87D/7jYbwdAGAjZiLSuRZorpl3z6ed+uNhf+4K6Gw3F/nrlGeteKq/zQVnvA7QaL/azjmJ/bTxjfw0JCQkJCQkJCQkJmXsuK+OE1sHi2sv+Ocp5E+2PAD6gQcQQRjNm4osY8S+AqJpW1i88hypsRcga8A7iZf8c7R0BbQMeiAhCNmDEH8FMfgNN9bSFj9Y+ynkLL/sdlPs+oAAjKK8zxX8LkDUIkUQYLRC5cUrl8/j2Syj3A9Au6BxgI8yrkLF7EZzZOOHnn0I52xBGB7ADL/vXRaOKHZy/iCJkE0biMczEV0BUnN52qgc/+z38wjNoNRjUAV087zqM2CaM5NcQRvsM7e6h3Hfxsn+Gct4FNVFsdwEijjSXYiS+ihHfHGhonIJyd+Jl/hgzmUeay/Fy38XPP1Wshw1IECmM+BYilf/b6eXtHfj2y4ALuhC0nWzAiHwKzmaccN7Ez/45pnZBTeBl/gTlfQg6X6y/iTDqkNF7sFK/iZaNp1xzhfb242X+GN95G/AAE7QDOk3pmouqINuKiCOjt5yxPuUQLK7H8LJ/g59/smhMcoPjyyqM6K0Y0XtAnGWIq2G8/A/x8/8YlNc2wTU3EbIWGb0NM/ktMJaevsjXOfzCT/Gy3w0MA8Iovp4tth+AFWSbMdqCa8EU44R3EC/z/yFjDxCJ3IiX+xF+7u/Rqr9YXoKIYUTvIFL9f89Q9z683N/h57ei1UDQ5mgQVrG/3oOR+FWE2TlD23lod2+xv+4MDBNT+qswOzETX8GIPRyGVoWEhISEhIScE6UVQ/YwrvZojDZgyUt3iaW0YtgZIe1mSq8JIaiN1FBlnXk9cqnhKo8BexBLmNRH65CXyaaURjPqjJHzctRH64gaUcQlpMF36Y6cGdDeR7gT/zvKeRNhrsBI3FvM2OCg3PdQ9mu46T9Eqxxm6lszLJR14EHh9yBksBgWRguoNMp5E+W+h5f5DsJoxoh/ialii9o/ipf+Tyh3LzJyC0b8IYTRglajqMIv8AsvAD5m8tcxoncUPTimDAJZg1Xxu2g1BDqDn38Sv/CLcs4eL/f3aP8jhGwselE0ghrHt7ehvQN4mf+KMFow449ML6lG8dJ/iJ9/Mji32INFQ4dCex/hO9vwsn+BVkNYlb+HkNXTyiv3Xdzx30F7RxDWGoz4IyBrgnZz30U5b6Mm/gOgMOKPnMFzQKP9ftzMH+Pn/6m4o34bCAv8YZT3IdJcetoOOoCZ+k2M+OdAp1HO9iAFaxnt5juv4ReeQqMw4psCA4wuBPV23sHPPYEw6oOFOrEpJz6Am/7PKPt1hLUaM/4owuxEqzTKfhW/sBV0ATPxZYz4Awijc3r5C8LBy30fL/MdQCMjNyAj64EI2j+MX5g0dOkZNUG1SuNlv4OX/R7ICozYXQhjOSDQ/gl8+yX83N+h/UEiVX8ARvO08sp+CTf9f4LOY8QewYh+GkQc7R/Dz/8I5e5BGG1Ylf8WYa4MxtEMbY8awcv+FV72CYTZhRG9CUQC1AjK3Y8wl580fJTqPoab/iP8/I8DI1RsE8LoIuhDH+Pb24oGuiGsqn+POEVQVrvv4Yz/Lto7gLCuxow/XOyvWZS7B+XswJ34j6A9jMQXECJ6IRcqJCQkJCQk5DJnzB3nTw7/JSPOKP/Tyt9gWWrJQlfpvHGVxz8e/xmvDr1Res0UBo91fI4HW+5bwJrNLd25Y/zRoe9QH63jt1b8d9REqs9d6BLA8R2+3/0j3hvfxzeWfpUbatad0ZN4MXLZGCe0yuLl/hrlvI2M3o5V8S8R5ioEETQ62CXOPYGX/TO83HeLIQQ3nHaxtLsHGdmAVfE7COtKhIiitY/2j+GO/68oZwd+/mcY8c8Awa6q1h7K2Y5y9yHM5ViV/xphri66hWt05Ca0GkI5O9BqFGldeVr9hbAQ1kpgJQDKPQi8UF4buO8ioxuxKv5nhLkCISJo7WHEHsaZ+F20uyeoe+xBRHFHXWsHP/cT/MIzCHMVVuW/QVrrEGLy3CaQhedx09/GL/wCGbk5MHwUF4xajeNl/gTtfYwR/zxm6jeCdJ6YaHy0GsDL/D/4uX/Ey/5F8N3Wihnr79vbELIWq+JfYcTuDRaMSNCFIGRBVp1WRgiBMLtgMmRAe8CPymy39xHmVUSqfg9pXgsiThBm0BsYu+wX8PNbMeOfK3liaK1Q7l6UvR1hNGFV/C/FMB0D0OjoRrQeRRVeQKshhLEMIZNl1evsdd6Hn/sh4GPEP49V8dsgGwjaK4OMvoA78Z+AAjDdU0ZrD99+CS/3w2LdfwcZvQVR9KjROo907sQd/3co+zW8/E8wk99CCKv0vlfYCmoEI/5ZrIp/gTAaSu0izC6csd9G6zQgp4VznEoQknECM/mNIHzJqCPwPileczG9zbR28fNb8QtbEeZSrIp/g4xcX/qc1hmk/SLuxH/At19E5m/ASHz5ZH9XE3iZ/4b2DmLEtmBW/PdB6llMNKrYX/8EP/cPQX+NbEDMMF5DPjnk/TxP9TzFgfSBha7KZcfy1HK2tG4hac7d3BgScqkzuZu7f+IAhzMfM+KM4mmPhJGgJd7M1RVXsKJiGalPyLjxlc+O0Xc4ke/l4ZZNRI352zDQWnMoc5hXBl/nC+2PlLVYtX2HjJcl7+cpqMK81fFiYEmTB1vuZ33NWsbdCV4b2s7H2SPzdjzbt+nOHWf32Hscy58g42UQSCqsFM2xRlamlrMytZwKKzWnx837eXJ+jqwXw1XunH73XNBXGOCZvue5o2EjS5KnewKfCU97pN0MBd8m7+WCdfA8cCHj5WxcPsYJ7yDKfhlkCjPxNYS5pmR4EAi0rMdMfCkIW/AOoJxXkZHrgFN28UUicAe31p4sL0wwlmDENgcGBr8X7Q8gzCXFg9so9yPADRY65hVT4tUFFPUqlLMD7e6bv0aQ1ZjJbyLMq6fU3QJrFUbsXjx3N9o/UVwsBzvhWg3iFZ4EwIh/Fhm5pVh20mhTiRG7B7/wLMp+DmW/hBG7G0SwG62cN1HOrsAjI/E1hLFkSrubIFsw44/jF15Ge0dQzpvIMxgn0GMY8a9jJL5Y9K4o1kFEzqq5MReYya8irZumGKsMMNow4g+hnDfQahDl92CUwkR8lPcR4IBsQEbWlww2IBCyEmmtRxVeRnkfEIRczB2+/UoQTiGbMJNfRxhNnGyvCozYQ6jCK/jFazsNncbPPwk6j4w9FoQNCXmyPHGMyEZU7G783PdR9isQf+SkYcYfRvu9THpsIOtKXx0Yi5YjjWWBF4J3GIO7znwiOouMfgYz+SsIWTHlHKziv09BDQfnpL0g3W70tlP6awojehcq8jx+4Sl8+0WM2ANg1AfFnbfx3bdANmImv4Ywlk/prwbIZszE46jCi2j/GMp5fUZjYsgnB1/79BX6OJw9fO4Ph5RFwkzgn0GjJyTkk4ijHF4b3M6z/S/QW+gDBAkjjikMsn6eXWN7eHXwdf75il/nmqqrF7q6F4WcyvP26LtkvOy8zxcKxZ7x93lvYj8P+ZvKKlsfrWVL6wPk/QJdidkvJBcjAkFbvIW2eAu2sjmSPTpvxglHOTw/8DI/732ecXeCqBElbsTwlEc2k0NpRdSI8j8s/3XW1Vw7p8fuSnby+bYtVEeqqI3UzOl3zwUH04fYPfYe62vWllUuYSS4v/kurqm6mjVVq5HzlP/iQsbL2bgsjBNa+yjvINrvRZhLQVho//DpdiKtESKOZtIz4fRJThhtyMi1M7q/BG75BHoMamLqO1MWppqZRAH15LFOcVGfS6SxBGldPUPdzWKYBkFsvsrApESAdxztHgSZRMh6tP/RDO1G0ZNCoLzDaJVFyFq0dgKNCT2GMFaiKcAM7a5xAg8UPJR38CwnUIcRvZ3AYHQR3Y9kPdJaf1q7CSGQRjvBTr5/yjWHUiMCp19zwcn+NbfXXOs82jsA2EhrTdHQdGrdTWT0BvzCz04v7/ej3H2BAcBoQfsfz2hTDa65RHvdaDWGmDTMTDNkKKafuwCt0UW9jXOKSopKjOgdRR2Uc19z5feg3ANFDZmGmfsrBKEhSLT3EVpnENSjtYty94IaQVjXobU7Y39FF0DEAL84T4SEhISEhMwvtm/zwsAr/LTn5zjKZUP1ddxUdz0N0XqkkOT9PB9ljjDmTtAeP7Oe1uVGxs3yceYIDbH6edr/PYmrPA6mD8+o7X0uLGnx6YZPzX2lFoCpz8MCAfMUEqC1Zt/EAZ7ufQ6B4Avtj3Bl5UqiMorSirSX4Ui2mwF7kI5E25wfv8JM8UDLvXP+vXOB0opDmY+wlV12WSEE62vWlm3UKJcLGS9n47IwToCD9o4RaCR8jDP6G5xxoaOLrlaTmTRO+Zgw2mYUbQzetCa/hGBRNvl6BGEuA6Jo72O0ux+sa09m4vD70c67AEhz9Xmc3+wIxCpndncTTNZdMdUoo/1uwAU1gjvxbzljdtmi4KBWEwTCjwTZDvzjgEY57+CM/OoZaqaL7a6L4oNnqL9sKgqGXty4KGE0gzyTq9jUaz7VmGUgzWVFnYV+lP0WMrpxSvaVEZTzDuAhras4zUPnQlAZtBoDQJptnPGayyAzzalo/3ggOqlzeBP/BU/84czH0S6g0DqL1icnRyFrkEYHvrsHZW/HiN4LU8I6tHcA7X0EshJhrjzrqQhZgzhFaPRsaL+7KNzp4E78Pmfvrwqt0sXzAHQ+OHc02t2DM/oNzjxPBKKek+0cEhISEhIynxzKfMTW3l/gKId7m+5kc8t9VJipkkif1ppVqZVoFOYpYte+9ukvDHI830POy2FJi8ZoA52JNiJGpCSG52ufw5mPGXfTXF15BX2FfnryfdRFa1mRWoYhJB9mPqKvMEB9pJaVFcuJyOD5ZaAwyP70QZYmu2iNtTBgD3Isd5y8XyBpJliS7KQuUjtNVNBTHh9mPqK30M+y5BK6kh3T6q204kS+l4PpD2mJN3F1ZeCpWPAL9BUGGLJHOJj5kGFnFEMYvDr4OpY8+TxVH6lhbfU1p4iVa8bdCU7kexl1x3CUQ0RYVEeq6Uy0U2Gmpn3eVS799iBD9jAncj0cyx3HR/Hm8A4qp4g/Js0419esw5JW6bWsl+O98X2kvWzpNUNIbqhdf86wG1e5HM/30FcYwPZtYkaU1ngLrbFmzFPENDNelj1j71MVqeSK1IrSon3CSyMR1EZqWZrsJG7ETw9XL7M9LiaudjmUPkzGy3BX4+080HIPljiZHU9rzerKK1EoLGHN+B1Ka8bdcY7lTjDuTuBrn4iMUGVV0BxroiZSPa1PjjpjvDe+H1s5pdeSZpwbataf1u6n4imP4/keegv9065ZW7wF45TN50F7iH0TB1iS6KQt0cqQPcyx3HGyXg5LmjRGG+hKdpTGFwTjc8geYdAepL8wyAcThyj4Nu+O7mGgMFT6nCEk19dcR4V10sPYUQ77Jg4wZI9Mq8e1VVfTGGs453n1FfrpKfST9bIIBDEjRn20lpZYM0nzpDj8hYyX2XJ5GCe0QuuioqyII4wlMwonTuVMn5ncLS4HIUxkZCMy+imU/SbOxL/HiN4V7DSrUXz7lUCPwlqDEX+orO8uC5mkXI+DQBcAwAo8Q86R5lLI2pOfKWUVIViIyrZzWFdl0RPhTF8eZSG6pBCJIASlrDISaa3FiN6PX3gGd+IPMOL3B/1Kp/HtN1DODoS5PNAnEXMlhAngnFxwi/iZvXFk4O1yKrqUPcZAmO1FjY0zI0RimsFOiDhG/PMody++/SJ6vICM3ooQCbR/NBBy1XmM+ANI6/pznIs1xeg3C1SGwFBU9AY6h1ilEKkpn/GnzBOpwJh31nlCIMyOs7wfEhISEhJy4XjK55XB1xl3x1lfcx0PtNx7WlYEIQSmMJjqjam1JufneWHgZd4Y2sG4O4FCIRDEjThrqq7igeZ7aIk1I4TAUx7bh9/m3bE9PNz6AC8MvEJ/YYCYEePzbVuwpMnPep5hyBkmYSR4qGUTdzfdhiEMjmS7+d7Rf+COhltpijXyyuDrjDrBYlcIQVO0kYdbN7G+Zm1poeZqlzeGd/Da0Jt8vn3LacYJjWbfxAd89+jf8+mGT5WMEx9nu3my52mG7CEm3DSe9ui3B3my52mmPtesrrySa6vXlIwvrgqO98rgawzawzjKLaVNt2SEpckOHmzZxBUVK0oL1iF7hB8f/ykn8r2k3TRpL3hOeKbvhWmL2qZYA9dWrZ622Mp4GV4efI1j+RP4yifjZTGEwYrUmTVBtNYM2kM82/8iu8f2kvFyaBQSSYVVwfU167iv+U6qzMrSIn3MGedHx5+kNd7MeN0Erw69Tk++D0c5eNonJqNcXXkFj7Q9SFv8pAD5+bTHxURpTUHZSCGpsiqnGSZgss/P/HyutcZWdrF/baevMICjbLQGKQRRGeXKypV8pfOxaVoIQ/Ywv+h/gVFnHFe7ZLwsLbFmrqu+BvMMawGtNUPOMM/2TV6zbGmcVVmV3FR7PXc33U6lWVGqf3fuOE8c/Qc21n+K9kQbLw9sY8QZxVUuPoqUmeCGmvU80raZlBlskGa9HE/3/oKD6Q9JexkmvDRK+2wbehNjSjtY0mRFauk044TtO+wYeYe94/vwtU/Wy+Jpn99e+ZtnNU7kvBw/73ueX468TcbL4qkgy6UQgoSR4IqKlTza/gh10dpi+53/eJktl4dxAlFaMAtzJZHqPwxSgp4Vk5kzJ0x1WS+jBkYLVupf4KICEUHvIMENxETIKozYvUFcvbmq7O8uoxbnUSJYuAlZh1X17cAb4KxImBQpFLK0sJSRm4PMDOJcAk3ld9L55zwtxrIWs+J/BDz8wla87F8Q9CsDISuQkY2YyceLISNzOekbJw0S2j1jRg7OGJtZDJsRyaKQ57kMCOLkNS8iozdhVfzLYraSF1HOG8XPRRGyETP5q0Udidmk4iyj/Se1SGQ1VuXvz0IPQoBIlf4WRQ8WGdmAVfn7QYrXs7IY+2tISEhIyOXEoD3IkexRpDD4VN2NVJozaC7NgK1snul7nmf7XqA6UsUdjRtpijaS8bK8P7Gf7cNvMeaM8/UlX6Y+cjJz1bAzyo6Rd7i+Zh0ZL8OLA9v4ac/PaYo1sr5mLRrNSwPb+OXI26yvuZb66EltqZ2juxFCsqpiBbc1BOnRP5g4yK6xPfzw+D9RE6lmeXKGFORl0Bxr4sGW+/C1z6H0YZ7qfZa2eAuPtG6eJohZaVZMS5EohSTn5fC0zzVVV9MWbyVlJhlzxnln9F32jO9DaU3zsl8pLVirrErubboTRzkM2cP8+PhPAXis47PTFrVRGSUqp2+I1Efr+NbSr5PxMgw7o/zlx98jM8WLYibSXoYfHX+Sd0bfpSvRwcb6T1FtVTHqjLFrbA/P9b9I3s/z+fYtpxk4juaO0ZPvozpSxd2Nt1FlVTFoD/HW6C5+OfIOMSPG17q+WFoQnk97XEwsaVIXqcHXqujRM0GVVTmrvuMolxcHXuWnPc/ga58rKlbQmeggZkRJexn6Cv3URmpKC/9JliQ7+a0V/4yMn+VItpu/PvLEOY+V8bL804mtvDH8S5Ynl/LphluoNCsYcoZ5e2QXT/U+g0bzcOsmIqds8u4e38vOsd20x1u5ue56Ekac7twJfjnyNi8NbqM+Ws89TbdjCIOYEWNj/c2sq7mWrJflyZ6fM+yM8GDL/dMEMSWSukjdtOMkzQRf7Pgcm5rvIevleKL7H/g4e/Ss56W04o3hHTzb/yI1VhV3Nnya+mgdSisG7SGO5U8QN2IkzJMblBcyXmbL5WGcEBbSaAmc7nUatH1aust5rwICTeBJIKw1mInHiwaSCELWIswl8y7qeD4EOgIGGgfUaHntJuJBKAaAGkYgLnq7LySCQO9E6wzC6MJM/lpRmNJCyOpAMFVUz727nEgWNRpA+wOAA5zu/aDVIDMFgkmjJVjk61wgjnpe10ygi6EPMvYARmxzIBwr4gjZjDA7z5Ay9sIQRisIs6idMlJmf42VhGBRo4D+RPXXkJCQkJDFSU+hj7SXoS5SQ1u8ZVa72FprDmc+5hf9L1FhVfDNpV9nRWophjDQWnNL/U189+gPeHdsL68PvcnmKSkgNYrmWBMPt25i3J3gaO4Y+ycOcm31ah5p3QwCPsx8TF+hn3F3YppxYtgZZXPLvWxp3UzMiKK15qba64l0R3lj+Je8MvA6bV0txI2ze2WejZpIFTWRIEObpzykCDI3rKm6epqL+akYwuDW+ptYX7OWukhtyU1facVVlav4zuG/4nDmY3ryfaWFVMKMc3XlFUCw2z3pZn9lxSpa4k1nrachDOqitcWfOqJG9KzGCV/7vDW6i3dGd7M02cU3ln6FllgzUkiU1myovY6/+vh7bBt6gxWpZdxaf9O08iPOKFdVrOIbS79Ka9Ebxtc+HYk2/urIExxIH6K/MEh7ovW82+NiYgiD1VVX0T7UyvsT+/mbo3/HHQ0bWZZcQtyInTXM4mjuGE/3PgdoPtf2EJ9uuIWkkUAIUfIo8rWPdcp3WNKiMdZAIw1IjGnGrZnQWvP26C52jOxkVWoFX+v6Uql9tdZcUbGSP/3or3l18A1WV17FlZXTw5kH7SFuqr2Br3Y9SmXRG8ZRLlVWJf/Us5XdY3u5qXYD1ZEqItJiZcVyIAg/eb7/FcbFOMtSS7i26uyyAJPeJ1VWJUrr04wyM1HwCxxMf4jSPpua7+H2hlunhZFl/Syu8qaN5QsZL7Pl4vvwzAtmENsua9B+L8p9F629i1oDTQEv+wTK3Y+Z+CpG/HMYsfswYncEApuL0DABIMwuhNECagLlvInW5aQ/iiGt1SASKPcAyvsQrdW5i10maFz8/A9Rzg6MxOcxEl8sXvM7kZF1gZ7CfMTxiSTS7ARMlLcfrUZnrJ1y32eaNspkcaMNaXQFWWbsN9EqV3YVtH+86CkisVL/HCO2CSN2L0Z0I9JaMS+GCQhEaYXRBjqD77xZMpDMjijCugpEKhB29Q58ovprSEhISMjiJONlcYsLlrgxuzBQXyveHdtLxsuwrvoaVqaWlcIphBDUWFXc0XArpjB5a2QXGffkolli0JFoxxAGCSNOQ7SeiIzQmWgnIiPFmP1KCr6Nc0qKxZSZ5KbaDcSKHgxCCCrMVLArbCY4kD7EmHOqgPjFo9KqpCnWOG1hK4VkabKLplgDWT9Hzs8VwxsuLlkvy7ujexACbqq7npbYSUOUFEGGjFvrb6bg2+wYeee07CQCwa31N9McO6nVZQiDpckuGqINZLwsY+50bbfF3B4A7fFWPtv2EO3xNt4d28N/O/xX/OlHf83Lg6/RnTuOq2Zez707todxd5yrKq/gtoZbSJnJKZkKBUkzQaU1Ow+ks5H1c7w7thdf+9xcdz2t8ebSe0IIlia7uKJiJWPuOPsm9p/WjnEjzu0Nt1A5xSMkIi2urryClJlkyBkm7y9M6lkpJJa08LViyB6m4Nul+gshSJmpBTFaXRaeE0IIpLUGGfkUqvAMXva7CKMdaa0vxpsLgh1kD3QBrYYDEb5zunSXgcqhVR9oF+0dRntHQFZz0mVdBCEQIhHsMC8ShGzBiD+El/lTvPxTCPMajNidpWwHJSFIbQcZG0QcUUzLKIRARm9Hmleh3HfwMn+OVVkH5nICd3hBsDj2AjFCNYIw2hHn0Am4ZNA22u8B7aC9I2jvMMh6Tr/mccCcM0OFEBIZ+TTkn0J7R/DzP0MkvzlFO8JDux8EqXVnME4gqzHiW1Due/j2NmT+hxjxh0FUctJe6QXeCXockIEBa+qpqxG0GgYMlLsPKSuYlmVFSCAWeCvMYUiLMBoxYg/jZf5f/MKzSOtajNi9xdCN6f0VNR6I1RqNxXYTyMgtSGsNyvklXvYvsWQDWFdw5v7ahphTvZCQkJCQkJDpeMpDoTGFOeu0fwrF4ezHAKyaQTNACEFbvJVqq4phZ4R+e4Bl5hIgWAhXFndWpTCwhIUlrWkx85YwUdpHnWLEr43UTBO+mzxWZ6KdpJGg3x4k62UXbLE7eVxXu3jKw9cKXfxPColGL1gK45xf4Eium5iMsTy5FHnKc6FE0ploJ27E6Sv0M+qMTfNaSRhxOhJtp/WRqIwSk1E87eGeYkxazO0BgXFlQ811tMdbeXt0FztHd/NB+iB7x/fRGKvnuupruavxNhqLWWsmz+lw5ggKzbVVq4ldgJfOuRhzxukt9JM041RZVSWNhUk85VFlVhR1UYbwtDdNvLPaqgo0X07x0EiaSUxhYCsHf4bskReDqIyytnoNu8fe47mBl+kvDHBD7XpWVawgZaYwhbEgYqmLZ5V8oYgqzOSv4vrH0O77uOO/h4zeVUytmUDrDNrvQbnvodUokapvI+Qc6j/IKmTkRpS7Fy/3Xfz8k4H7eVA5EEmEubS4u3z3NE8KrX1QI2idA9xgsav6ABUYU9wDKJUu6jtEgpCBuTKsiBhG/DGUuw9lv4qb/o8o5zVkZANCVKK1jVZ9wWLX78ZK/RaGcdfJ4rIJM/Ut3Ik+lPMmzti/Cs7PKhoodBrtdaO89wCLSNW3wZgbtx+tFeiJYgaRYrv53QSLU1DeR0XByMl2qwBROXeLZZFARm7Gt1/Hz2/Ft1+fYngSRXHWTozYXRjRe0oZLeYCGVmPEb0LP/9jvNzfovU4RuRmEEHGGD//k2LGipkW1hZG7H6Uuws//zRu+o9QztvIyM0IWROEJ/kDKO8gyjuEmfgqZuIL049vdCGt61D2K7gTf4CYJsZqBH3UuhYj/iDSWjeHnhRRjMRnUO4elP0Sbvq/oOw3kZEbELIKGrjXzQAAIABJREFUjR1kx/EOoLyPMVP/DNN4oFRayAbM5Ldw/T6U8xbO+L8O+qu5MjBk6jTaP4Zy3wPtY1X/HydTqM4zWmvSXoGe3DgTTh5beRhCkrKiNMYqaYilMGbou55SDNppBvJpsp6NrxVRw6Q6kqAlXkXKjKKBfWO9DNsZKqwYa2vbT/su2/d4f6wHW3lcU91GyjrdiJj3HPaN95L1bLqSdXQmaxdM5ftiYQiDtngbWf/sccQh5dMebz+j2FlIyCeJiLSQQuIod9YLRU95ZLzA8/FU8cxJTGFSYaUYc8cZd9NT3hGlnXRB0XiPwJAzCWxPNzIkzPiMYSdJM4EpDDztUTiP9IdzRc7P82HmIz5IH+REvpcJN01BFXCVx6gzk6fpxcNRDnk/T9JIzrirL4pCjgkjjqNcMl5munHCTBCRkRnvu1PylUx7fTG3xyRSSFrizdwfvYdb6m7icPYIO0ffZd/EAZ7rf4njuRN8teuLJa8FR7nk/KDv10ZqkOerHTcLCqpAzssx7k7wFx9/97QwEa0p1SUQKPWwpuiVpczUaZk8YPJ6iSBz5MLY8RBCcF31NWTbc7w48Cq7xvayd2IfrfEWrq9Zx3XV19ASa7roYqmXzVNB4D2xHqvy3+FlvoNyduDn/rZojdIE3cAAYSHMq8rLEHAOtFZo/0SQflBEg11XnQE9OVg0MIz2PkTZ29DJ45jJb54UC9QTuJn/C+3uC1I26gJajQAO2j+GO/G7RU+GKIhYcbH4mTmpuxACYXZiVfwOntGIX3gOP/8kfv7HnBwtRWFPs61Yj+nlZfQurEoLL/unKPc9vOyfEOxAT233CDK6kakq0xeMLuBlv4eyXyi2m43W46AzgMBN/+eiEScGIhqIkia+fpq443kdWmtQg0FIhYgCNugM+rRr/jHKeR0VP4D1/7P33kF2HHl+5yfLPG/6tfcN7wiAMAQNQL/0HM5wZjRWOzu7q729CZ10Oq2k0yniInRxd9Kt4kKhi7hbxWpXszs7OxqO5ZAces4MPUGAAEgQ3jUa7btfdz/vqyrvj/f6EY026G40XDM/QUSwqyqr8mVlVWX+8vf7/oL/HKGFr/jaAIgQRuB75fCGwtvYmb/Fzvwdk4+0Zm7BDP5zSum/qPSli4oKAXoTRuBfILQGrNzz2PnXsPMvMfWe62WDypR7LpHSKht+MCoClaWKgeiiY5xRqGTzcIX+DzT3fUtiFBJCIPR2zND/gpVpws6/gp1/ETv/HNP6q94yTaC13F/vwQz/b1jp/4JT+hQr81dM768mmusOxFL211mQUpKzS7w/eo5XBo5yMjHERCFLwSlVYgi9dPprebJ9C091bMWjm9VyQ7kEL/Yf4f3Rs/RmJkiV8ljSwaOZ1HsCbAw3893Vd7Eu1MRfnn6bN4dP0eGP8J92fYMNoaYpA5x4McufH32VkVySv77rO6wLN02rZ3d6jD/76OeMF9J8tWsn/3rzo/iMqxPCc6Pg0Tw82fIkj8nHrndVlh2a0BYtmKVQLCdCZgi35iJeSpC1c0gp52n4vfysZrZJ60yx9vO64qweEaJ6BjnP2ZaU5fCUpUBWUko+N/ASeyc+Qhc6q/wrWB1YgU8vT+rfG9tLf25wSa63yFoyH4eSairNS7brQpv3RPzmaI+puDSzquGxrWYLp1Jn+GX/CxxJHOe9sb18vePLAFXPD+CqT5ylLF/Lpbno8LXPGXa1xr9ymlfL9fI+mC8uzcV9DXvYHN7I0cQJDsUPcyZ1jp+ln2Xf+Ed8oeUxdtZum9HAcrVYNsYJACF0NHMHrvD/hVM6hFPYj2P3AznAW461NzeX9QAuSWmpGevAtRthrmW2ZhGiBs21G6HVwUWeC9I6Syn5f+JYJyux948htHo+czO3kHYUO/8ydu7X2Nln0D0PI8R6Pku9aZS9KyqTqTlXay91AzM3ARbCWMXsaSXrynXXm6cZGACEsRoz+G/QPU/iFPcjre5K2kUToTehGRvL7WasnqE6LjT3fZjGepzSRzjFQ0h7GCgihL+sE2BuQXNtgxmyqAi9rVw3Y/XCXeiFVgmVKf8mQfMcB+tc/OnV9C6kazfC3MCsKVS1AJrr9sqlPlO6xhmmlPx32MUP0N33oXu+WBFbnGx/G+mM4+R/h5X7OXb+RXTPoxXvhit/SZUNDJ2YoX+LVnivrBfijJXTfrp2Vrxz/Oil4zh274xGEaG3YQT+RzTPwziFD5HWaaRMUvZ8aESYa9HN2xDGmmoZKW2c/G8ppf5vQGIE/hm6a2clrKISPiXzOHYfduYH5XCf7E9wuXcDn01ChNZQ6Y+tM/bHy/5+fSVm8F+hex7HKe4rh1LJFGUx0kY0c33Z+2e2/uq6G7NmDU7xIE7xQKW/Fsr9SO9AM7egmdtAq5tWfqlJlvI8c34/P+k5QKqUo8Nfyx0NK6lx+chaBQaycfqzMZKlXNXbwZGSc6lR/tPx37B/rAePbrIyUE+brwa3ZhAtpBnIxjidHEXXpn4oh7IJXuk/wsoNdVVDx3xwkBye6Ge8kEYXGofGexnJJ1nhr7uhP7xXihBiijq8QqFQLDUtniYCRoCh/DADuUE6fe2XFeozNB2/Xh4zJqd4RXyGJa1KekuN4DwE8uZD1s5NC/UAKlkhLAyh45nB6DjTnFwiq6vOV4pEcjB2mLei79HibeY7Xd+gzduKW3Ohi7Lw4cnU6es6GXdpLny6F1va07wioDwRLjpFsnaOGjOMX1/4+Kh6rpugPeZiUpdhovEezqTPcTbdXTXauTSzathOlJJI5GWfl8Xi1l1lcU5h8GTLI6zwdc56rKEZVYHImwlNaDS467m3YTc7I9u4kO3jrdF3+Th+hOeHXqbV20y7r+2a1WdZGSegHI+P3oCuP4rueXTe5czgPwH+yRznFQjXZtx1l6SckRI79yxO8UM0z8OYwT+bOomtXgA0cw1O8SOk3YO0h5HG+rKdWYvgCv/v867rtFOH/vWc+4XQ0N23o7tnT5cjhAYijO6+B919z4LrIISBMNrRjHbwfnlBZQ3vlzC8X1r4NTUfZuAfQ+AfL7gsgOH/Nob/23Meoxkrcdf+1dSNUpZX7AtvopmbMYP/sizSOGP5dTilj8sirXY/EmfJVuMn+7rh+zL4Zm7zufqGEOU0m7prF7pr1/wu6kxgZX+AdIYwAv8Tpv9PKvoSl5xbbkUgKcYPlrU4nAxcNMHT3XvQ3Xvmd81Z6x5Cd+9Gd+9eRHm9bBTztoH3i4uux5ViS4fnej/hb86+jyY0vr3yDr7atYMOfwRdaEgpiReznEtFafdHMCsut6P5FP/x2Bu8P3qONaEG/mTtPdzduIawqxx3aTk2fZkYE8UMKwP11et5dRND03l18BhPtG9h/SXeE3NRcmzeHT2DV3exOtjAsfggpxIjdPnrrqJDpUKhUCx/6t11rPKvYDA3xLtje9kYWk/EnDvbl0Z5Jfx0+izdmR5ui2yfcryUktHCGLFigrAZotHTuCR1nSjGSJZSU4TypJQM5IbI2Tnq3XX4jXLWBEFZcM+RDnk7P80jxJYW/dm5J8eTx9vO3B4WjnQ4lTpLSVrcFtnOptBnqcYlkoyVJWvNLaKtoSFE+Rs6X++PheDVvXT62zmdOktPpo8uX+eU9nCQDOWHyVpZVvtXUOuavqA3X5aiPa42k208m2FBQ6tmnXAucjnRhEanr41TqTOcTJ5mV2T7VVtEqDHDNLobOJ0+S6KUnCK8eTURCIQQOFLiSGcB3lSLRxc6ITPIlvAmOn3tjJ+O0Z3pYaQQpc3XOu0+Xa3nZZlk67ieSBzrNFBCMzdeJmRAo+r2puJsb2IkTulsOW2ssQ7EXEq2k/ccLvXcuBmRMotjnaOcqWXTjIaJz6jsE9pljvt8IqXkdHKEZ3s/puTYfGvFLv7R2j2sCNRVPSSEEETcfm6rX0GzN1wt9+rAUfaN9dDuj/Avb3mER1tvqRomoLyitjJYz866rineEbrQeLhlI8O5JK8PHl+QO+25VJSzyShrQo081LoRieS90bNL5pKrUCgUn1c0oXFP/V1EXGFOpc7wbP+LDOaHp2QqkFKStwskSylsaaMLje2RrQQMP4dih7mQ7at6NEgpSVsZ3ol+QNEpsj2ydck8JzJWlo9ihyjYhbJzfSVt40exQ6StDOsCa6gxy98rUzOod9XiSIfzmV6SVqoaFmJLm1Ops1VRz9kIGH50oREvxUlaM3uITDIpMFl0ilO8OyzH4lDsMEP54TnL+wwvpjBJW5mroscQMPzsiNyKIyX7Jg4wWhirtoeUkmhhjPfG9mFqJjsj2+ZMpTkfrrQ9rja2YzOSj5IoJadprTjSYbwY41DsEzQEK/xTDTnba27Fp3s5nDjCwdgn5f54kQGjrMmSuWKxz4AR4NaazQgE70Y/oDfbP6UtJ71dJgqxaWKkV4JbL4ucFpwCY4VxnJkE7q+QkmMxUYxRsItTtktZ9kTRhEAX+qwhHVfreVEz5CtFCCYzgkh7qJytg4vFaibjy4rY+d8inShojQitfim8+xXXAyEqYSAa0h4pa4RI3wz33MIu7sWxL4CIIPQGnOIHOIW9i7+0sQrd+wRCXD1l4rnRELiQJJH20JSUQ3BRLKpMYedfL+/TuxYVurHcsaTDvuh5zqfH2Bhu5sud26lxXb6dUlae3wydoOhYPNG2mdvrV2Jo8zP+5O0S9zSt5dPYAG8MHuepjq3zCsuQUvLRWA+xYoYHW9ZzV8Mq/psnyOGJPqL5FK2+a59qSqFQKJYTa4OreKrlCX458DxvRd/lfKaHjaH1NLrr0YVB2kozWoji1tw83fYkITPI6sBKHmy8j9eGf8v3z/89e+rvoMndSNbO8kn8KIdin9Dpa+e++t24NRdFp3j5ilwGj+7m7ej7FOwCa4NrEAiOJU/wbnQvYTPIPQ278RrlMYoudNYGV1PnruVE8iQ/6/sVW2s2YwqDgdwg74/tu6wobr2rjhZPM33Zfn7R/zy7Ijvw6G7ydoGA4WdzeCNQNvCsDazmvbEP+WjiEM2eJlq9zRSdEqdSp/lo4mNMzZzT/T9oBOjydzCYH+a5wZeIlRIEDD8lp4QQGtvCm6sGg/KktETeyVOwC8RLCUpOCYlkOD+CqZl4NDdu3YVbc6MJDV3o3BbZzrHECQ7FPuXvL/yEnZFt1Jhh4qUE+yYOcDp1lu01W7gtsv2K7tOVtIflWOTtPHmnQNrKkLbSSCBejDOYG8atuSqTZw/GjCKq8yNlpXmm9xdY0qLd20aDuw6v7sGRklgpzonkKU4kT9HibWF3/e1Tyq4NruK+hj28MfIWP+r9GSdTZ+jydeDR3eTsPCP5URwkT7U8Ro2rbCxzpKToFMjbBQpOgZH8SDn4XpYYyA0RMoK4NTdu3Y27IjyqCY0763ZxNt3Nh+MH+P75v2dHZCt1rjqEKIdUjeRHiZeSfLPzq7R4lkb036O7Wenv4njyJL8ZeQtb2jR5GrGkTdEucGvNZvzGZwviJadUvWd5u0C+kp40WhhnKDdc+U1uPLq7amyIFeP8rO9Z/IafTl87Na4aTKGTKKU4mjzOhUwfK3ydtHpaZuwnC3leFoIyTlwxAt21B6fwPnb+NYRWi+5+CKlVYvBlCemMYOd/h51/EaSF4fsKQu/gZl9F//wi0Fx3YOdfxil+QCn9FxjeLyC1MOV7bpX1JgpvY+d/DU4a3fslNGM9Vu4XWNkfLfrKuvtedM9DcJ2ME0ILo7nvws49j5X5PqChmZuQwk1Vb8I6i517Eaf4Pmi1GL6vo14108lYBY7EBxDAttoO2uY5wT+XijKcSxAyPexuXI2xAK8USzrUuwN8oX0L3z/7Pi/1H+FP192D6zKDw3gxx8HxXlyaUa3r9tpOPoieY/9YD1/quHVZ604oFArF1aYsTLcbv+HjzdF3GMwP87vRt6k4eANlT4Qt4VuqZTy6mydbHsEQOu+N7eW5gZfK6SFlOU3k5vAmnmp9jBZv85K9o1f6u1jp7+KjiUN8OHEAy7GwpEWtO8IXWx5jXWD1lInMCl8nX2h5jFeHf8u+iYMcjH2CIQx0obMxtJ4NobX8sOeZWa9X4wrzxdbHeXbg13waP8rRxAmMymru9pqtVeOEQLAjcivdmQt8HD/MM32/xKO50SvCu3fX3wnAswMvznotQxg81vwQsWKcC5k+fpj9CaYwKmEE7WwObcSojGcydpYfX/g5Z9LncKRDSVrES3Fs6fB3Pc/g0kx0oRMwAvx3q75bzTQRMoN8vePL+A0/h+NHOZc+jxACKSWmZrKn/k6+2Pr4rBlY5suVtMfrI2/yztgHlCrZY1IVb523o+9zIPYJutDw6B4ebfo97mm4a9F11IWOV/dyJHGMk8kzCMEUQUm37mZL+BaebH2ULl/HlLIezcMXW5/Aq3vZO/5R5d9+BAJJ2VN0fXDtlDKjhSg/6Pkx44VxbOlQdIrY0maiGOf/PfNXFS8BjQ5fO3+04h8SNMveRiGjfM/CZohDsU95eeiNKec1NZMuXwfmEnrFCwT3NuxhpDDK0cQJftH/AqZWTjUcNAOsCqycYpx4buAlDsQ+xpLldLHxYgKAXw++whsjb1ba2sPX2p9ma80tlfbXKMkS+ycO8uHER5UwDVENIVkXXMNTrY9T755BroCFPS8LQc0YlgDd+ySO1Y2d+xlW+v/DyvwNaDWABk4aZAKQIGrQ/d/B8P9JJfWi4mZF99yPtH4fK/M32Nm/xc7+GLRahNDLKWGdOOCACKL7vorh/x5odWWhSr3jsuefDaE3XjfDBIAQIQz/nyDtYZzih5QS/wpEGKEFkdIq93VZFrcSxjoM/5+iue9ZuvSty4icXaIvE8Ojm6wJNk4TrpyNwWyCdKlAmy9CvTuw4AGnRPJY22ZeHjjK6wPHebxtM6su0qWYdryUDGRjHIn10+gJcmuknZDpZUddJ28Nn+LAeA+PtG5a9lk7FAqF4mrj1t3srrudbTWbOZfuYSg/QtbOIiX4DS8N7npW+DsJVCYlAkHA8PN025PsiuzgTPocSSuFW3PR6m1hfXANHt1TNRboQmdrzS0EzQBNnnJ6c01obA1vptYVocn9mS7FjsitNHoaaHBP/T5oQuORpgfZVbuDM6lzZOwsYSPIhtB6mj2N07InGJrB/Y13sy64htOpsyStFC7NpN3bxvrgGnJ2jq+0fbFan0vRhc5ttdtp9bZwOnWWeCmOQCNkBqeIEwohiLhq+IOub7Crdjt92X4saRM0AqwJrKLT185oIYotHdq8M4vOCyFYHVjJP1nzpxxPnmS0MAaAX/fR5m2dkkbSFAbrgmumaG/MxKQIZvUaCJo9TfxB1zfpruvhfLaXnJ3Dp3tZ4e9klX8FpjZVrDpoBni46YHK/09PQerRy8aGeClJU2Xl/krao93byq7I9hmFTycxNGPWezZfgkaA73R9g55ML6OFKCkrTckpVY06Hb5WunydeGbQkxBCEDQDPN32JLvrbudsupuJYpySLOHR3TS461np75pi5PHqHraGN5Gx5hZhjbhqptxrIQQN7nq+3fk17qm/i+7MBRKlJI50CJoBmj1NrPR3TREwbfE08WTLo0Rc4RmzUgWMAI80PYCDrBpBLqXRU88frfh9TiRPMVQJ8/LqHhrcDdRcYryaDHuZPZtO+Z5d3F9rXRH+eOV36E6XdSVydhZHSry6lxZPE+uCq/HpvlnHmQt5XhaCmOtHXENuiEosFiklyBRO8QB28QNk6VQlpaVEaD6E1owwN6G7diGMdZX0loqbmfI9z+KUDuMU3sOxjpfTikobIbwIvQlhbEBz3VbRIgktm5XlcurcQZzihzjFD5F2H9LJgNARIoQwOtHMW9HMHQijC7GEaXuXE/2ZGP/9hz8iVsjyb299ikfbNs2r3M97DvLnR19lc00rf77jK7T4Lp+etmhb/NmBn/Pm8Cl+sOcP2VnXxV+eepu/PvMu/8P6+/numt1MFDL80/0/mZZK1HJsftpzgP9w9FWeaNvCv9vxNLrQOBob5M8O/Ay3ZvD/3P4NVgXql00fVygUivliS5t/f+Lf053pnneZPXV7+Hbnt/EZN0/I4/7xg/z1+R+yNrCK763+Y0IzTJIVCoViDuY1SFSeE0vAZOYAzf0AmvteyraWi+0tgrI4oKYG78uE8j33o7nuQnPdATh8Xu55OUtIG7r3K+jep2GKSM9knvOyEOhy++1LSbmlPtMpWVi5+eeRnwlNCB5p3cSL/Z/yysAxHm27BZdmzPjVKNgW74+eQyC4s2FVVaxzXaiRLn8d+8bOczoxwspA3VVL5aVQKBQKheLGYzQf5ZP4ESxpXf7gi5gUBw0skVCrYvmgjBNLSHkippr080T5nuuVf58fyr970gihWAy6phMyPYzmk0wUM/MuFzA9mJpOspQnby9eGbrDH+GJ9i38qHsfrw4c4wvtW6e54wKcT49xOjmCLR1+eG4vz/V+Ut3XnS67hL43epYHWtbj0VV/UCgUCoXi80K0MMbrI29WBRjnS7OnkXXBNco4oZiGmkkrFArFdcCrm7T7IxyND9KdGsN2nHnpTrR4wwQMN0PZBGOFNCsCl8+2MRMuzeDhlo28OnCM3wydYEddJ65LVLellOwb6yFWzOI33MSLOeLFz/KiawgMofFJrI/RfIpO/8yiSQqFQqFQKJYfK/ydfG/1H82pTzETLs1FxBW5SrVS3Mwo44RCoVBcB/yGiy01bbw+cJxPJvq4kBln5Tx0G1YF62n11TA4foH3R8+yJdKGR1+4rocQgjXBRu5vXsdPzn/E+6NnqznRJ0kUcxwavwDAH67ZzT2Na6bsT5UK/PWZdzkWH2T/WA8dvogK5VEoFJ8rNDS+1fktspcR2buYiCuCewaRvxsZt+6mwV1HjSs87Vuh+PziN/ysCay63tVQLCOUcUKhUCiuA7rQ2FXfRWegltPJEZ7t/Zg/WXs3Na65BdIChpsHmtfzyUQfL/UfZXtdJ3sa1mDMM9vHlDpoGo+1bua1geO8OnAMr/5Zxg0pJb3ZCU4mh2nyBLm/eR0bwy1TypccmyPxAQ6N93Jw/AJPtG1WWTsUCsXnCiEEawJrLn/gTc6m0Ab+zYY/Qxf6jNkTFAqFYilQAcIKhUJxHZj0XPhq53b8hpuf9RzkPxx9jX3R84zkkowXMozl03Snorw9fJoL6fFquUdaN3F34xpG80n+/Mir/PDcXs4kRxnLpxkvZBjJJTk80c87I6fJWsU567EqWM+jbZsYyMbpTo9Vt1vS4UhsgGg+zdpQE6sD01OGmZrO9toO6tx+jsQG6M/G5kxjpVAoFIqbE1MzCJoBfIZ3Rn0ihUKhWAqU54RCoVBcJwxN50ud28jZJX7ac4BX+o/y3sgZ6j1BQqaHnF1iLJ/GrRv8z5sfpStQB0CzN8w/3fggQgj2Rrv5z6fe4sfn99PgCWBqBvFilngxy6ZwKxvDLYRN76x18OomD7Vs5I3BE/RnY9XtOavI3mg3htC4o34lLn3mz8WGcDMd/lo+mejjdGKE1cEGdJW1Q6FQKBQKhUKxQJRxQqFQKK4jNS4f312zm1tr23l35CyfxvqJ5tPEilm8uklnoJZba9pZE/zMc0ETgg3hZv7XrU/wweg59ka7OZeKMppPISWEXV621XbwQNN6AoYbBARND3VuP8YlopdCCDaFW7i/eR2vDR6nxvSiaxoj+RQjuSRdgTpur18xa/2Dpofdjau4kBnnWGKI32vZgFeFdigUCoVCoVAoFoi4QVxwb4hKKBQKxfXCkZK8XSRjFSk5NhKJhoap6XgNE6/umiZCJqXElg4Zq0jeLmFV1LINoeHSDfy6C7NijJgoZMjZJRo8AdwzCGgmijnSVh4NjXpPAEc6TBSyCAH17sA0o8bFpEp5kqUcHs0k4vYrsTSFQqFQKBQKxcXMa3CojBMKhUKhUCgUCoVCoVAorhbzMk4oRRuFQqFQKBQKhUKhUCgU1xVlnFAoFAqFQqFQKBQKhUJxXVHGCYVCoVAoFAqFQqFQKBTXFZWtQ6FQKBSKa4RELkplSSiRUYVCoVAoFMscZZxQKBSfS7JWjlgpQdEpYgqTiCuMT/eqSeAc2NImUUyRstJIJH7DR8SsmTOTh+IzSk6JWDHBcD5KT7aPwdwI8WKCjJXDkiWE0HBpJgHdR40rTKO7njZvMw2eOiJmGL+hMqEoFEuNIx0SpRTJUgoHiV/3EnHVYGpqiKxQKBTXGvXmVSgUnzsSpRQvDLzO3vEDxEtJAoafXbXb+HLbY9S7a6939W5IHOlwLHGaZ/tf5nymF1vadPra+ULrQ9xeuw1DDeRnRUrJaGGMd6L7OBA7TF92ALuS9vVyCCBoBPlC60M81vwAbt11dSurUHzOOJ3q5pf9L3EmfZ6SY9HubebR5ge4p+F2TG162mWFQqFQXD3UaFJxXZFSUnRK5O08BaeIJW1saSORCAQaAk1o6ELHpZm4NBcuzUTXdMT8MtIoFFOwpc3+8Y95Y+RtCk4RgEQpyTvRvYSNAF/reEp5T8xA0krzy/6XOJk6W912LtPDL/pfpMPXQru3VbXbDFiOzaeJ4/xq4FW60xewpLWg8hJIWWm8ugddKA8VhWIpydo5fjXwCp8mTlS39WT7+dXAK3T4WlkTWKHeawqFQnENUcaJm5iPY0cZyA3PuM/UDLbXbKbRU7+oc2esHHvHD5C3CzPu9+oe7qjbTsDwL+r8lmMxlB/lXLqHC9kBhnIjjBdjpKw0ebuA5djoFRdnUzPx6V4irjC1rgh17ggtnkbavM20eJvwaG41eLjK5Ow8ByYOkyilFlxWINCFhqkZuHU3ft1H0AxQ56ohZAav+YQrZ+c5mTpbNUxMUnRKnEqdI+8U8Oqea1qnm4HezADD+dFp2wdywwzkRmjztiiD4SU40uF0+hw/7Pk5QzO03XypMUN0+trQhdKwViiWkoHsMAMYe5F2AAAgAElEQVS5oWnbRwtj9GYHWBXoREcZBRUKheJaoYwTNzHvje3n/bH9M2qr6ULHt9pLg7tuURP3vuwAP+19nqSVnnF/vauWTaG1CzJOSCnJOwXOpnp4b2w/p1PnGC/Gpk0SJylJyDtl48g4Mfpyg9V9Hs1N2BUiYobZEFrD9prNtHibCBkBZai4CmSsLC8O/YaeTN+iypc9YHQMzcClmXg0N36jHNe7NrCSjaG1tHmbCRh+tKs8AbMdm4yVnXFfwSlSsJVxYiYydhZL2jPvs7KL0Xhc9sSKCZ4feG1Ww4Rbc+HTvbg0s9LvBRIHW9qUHKvSH4u0eZtp8jSod5tCscRk7RwlZ2ZvpoyVxZESXT12CoVCcc1Qxollii1tBnMjFJ3SomKU+7KDFJ3SktVHIhkpRHlj5F3ejX5IqpTGuYLpTN4pkM9HGclHOZM+zxvD7/Bg0x6+1fm0WuW4AXGQONLCsi3ydp4kKSjA+Uwfn8aP49E9bAytZU/9LrbV3HJVjQOa0PDo7hn3uTQXLhXTPyNezTPryr3f8CmfiRk4kjjBqdS5ads1NNYGV7Kr9lZW+1dQ767Do7vRhKDolMhYWWLFBNHCOIO5YZo9TYTN4HX4BQrFlTFRjDOaH8NB4tZcdPhacd1AOg4e3T2r957f8CkBWoVCobjGKOPEMqYvN0DRKS7YOCGlpDc7QEkujXHCkQ7dmQv8pPcFTiRPz7r6ulhsaZO1c0TMGuVWfhNiSZu0leGjiU84kTzDHbXbear1EZqv0kqxV/ewJrCSjyYOT4n/d2suNoTW4NWU18RMdPhaqXPVTgvtafe20OZtVs/eJRSdEgdjn04LjdMQ3Fm3g3/Q/iSt3uYZ+3itq4YOXytQfn860rnqHkUKxVLjSMnbo3v53ej72NKmxdPI99b8AQ3uuutdtSptnmaaPPWMF2NTtje5G+j0taGhnjuFQqG4lqi37jJmIDs8q2bEXOScPCOF6LzV5C9bj9wwz/Q+z9HEyTkNE7rQCRoB6lwRGt311LoiBI0Aprj8Kkutq4ZbwuvUBOkmJ21leDu6l2d6fzVtsLhU6ELn9tpt3FW3k5ARQBMaYTPI7vpdPNC4W7nOz0KNK8STLb9Hh7cVUzMxhMFKfydPtz1Oi6dRtdsljBXGGcqPIi/xEKt31/Jo8/2zGiYuRROayoSiuCnJWFnOpM8zWhhjvBgjVkou2bhiqfAbPh5v+T1W+jtxaS4ModPpa+Op1odZ4W9X7zWFQqG4xqgRzzJCQ8Phsw9/opQiWhinwbOwVYrxQoyJYnzKNgGLCsJIlTK8MPAaJ5Jnpg3SBYKQGWCVv4uNobW0eBoJGH5MzUAT+kVx1wXGCzGG81F6s/0M5IbJ2jkKdgEHiQC2hjfS6K5XA4lrjFf3cHf97Xh17xxHSSxpk7fzJEopRgvjJEpJclZ+Ru8cS9ocjB0h4grzjY4v4TPmOvfCEULQ6KnnOyv+AQ/m9pC18vgNLx2+Vvy6b0mvtZzQhc6ddTtY4W8nWphAIml019PibVJCjTMQLYyTvMTLRCDo8newKtCl3lWKZY2UkvHixIxikzcSQgh2RrbQ7m1mND+Og0O9u5ZWT5MyCioUCsV1QL15lxEt3iZG8tGqq7olLfpyg2wKr1vQeSaKceLFZPVvQxiEzACJUgp7ASEZjnQ4mTrDofjRaeUMobMxtJbHWx5kXWAVHt2NIYwZB+xSShwcSo5F0SkRK8U5m+rhRPI03ZleMlaWW6+yToFiZny6l8dbHqTeFZnzOEnFPR2Hol1iOB/lSOI4H8eP0Zvtn7aaZkmL96L72VW7jc3hDVel7mEzqOL4F4ihGbT7WmmvhBwoZidZSpOz81O26UKn3duCqSY9imWORDKSjzJWmLjeVbksutBp9TbT6m2+3lVRKBSKzz1qhLSMaPY0UHJKjBbGACg5Fr3ZAaSU816ls6XDSD5K2spUt4XNIB2+Vo4nTy/IOJGz8+wbPzTlXFCOud5Vu43f7/oqda7IZesmhEBHR9d1PLqbkBmg09vGPQ13MJwbYbQwzobQGrUSeR0QCFyaiXsWgckZMaDWXcOG0Gr21N/OcwOvsm/i0DQB1rSd5YOxA9wSWq/ureKmQkpJ3i5M69O60Kh1KW0cxfKn5FicSZ9fco0phUKhUCxvlC/uMsKRDm0XWf4dyoaGyXSc86HoFBnIDU8JwahxhQibQZwFxoqmSmlOp85P217vruPJloeoc1/eMDEbQpQnxR2+NnZGtip3/JsQTWi0eZv5esdTs3pHnE33zJrOVqG4UZHIKWKrkwgEbk1lg1EsfwpOkTMzfP8VCoVCoZgLZZxYRkhkVeF9klgxwfgC3CoLdoG+7ED1b4GgwVWHT/fhyIWpTgzlR8nY2Wnbt9XcQruvZUlWD4UQ1X+Kmw8hBPXuWh5qvAffDLoVKSvNYG74OtRMobgyZnxfCpQ+h+JzwWgl1bdCoVAoFAtBjZKWESXHotnTOGVlriyKOX/jRNbOMXzRgMIQOh2+VmxpI1mY50SsmJgWBqILjXZfCx5tAWEAimWNVukTrd6mafsKdmGaOKtCcXOwGAlhhWJ5cDbdM01zRaFQKBSKy6E0J5YRBadAvTtCjRlmpFA2MGSsDKOFMRzpoM1jxW4wN0LWzlX/NjWTLn87B2OfLnioXXCK01YPTWHi1303jaeDlBJb2uTscnrV4XyUeDFJxspQdCwkDqZm4tJMAoafiBmmzl1OherRPehCQ6A8Oy5HyAxS54pwlp4p2y1pk7VyMxeaBSnL2UEWakyDsjCaLvQFl1ssZbFXWdWKGcgOM1acIGNlKTolNKHh1d1EXDW0eBpp97Xi0z1oaCBYUu0CWzoVY+LCnnSBmFXMdrE40qnEqn9WFw0NXehTrjPZfgW7wEBumIHcMBPFODk7hyVtTGHgM7zUuSK0eZtp8Tbh0lxoV/hMSiTl/yYD4CRSlv9ypCRtZUiWZghHkuU+XXSK876Whl5+j1xh+07Wr9zXxhnIDTFWiJG2MtW+5tFc1LpqaPE20e5twat7y54eS9zXLMfG4WLDtcAQ+ozfKCkljnRIWRl6swMM50dJlJIU7CIScOsuQkagnGHB20SdqxZD09GYu80u7WMX92NZ+W5lrCzHk6e5kO2nYBfxGT66fG2sC67Gb/gQMLU/Uq7reCHO8eQphvNRSk6JgOGnzdfC+uAqgpX0xVfCpEi05dhMFGMM5aOMFcZJWWURVls66GiYmonf8FHjCpUz63ga8eqe6jtuqZ7Zi/u+g0PWynI8eYbCJf18sv8tpP8DCDSMS579+TLTu2R+11z699p8mWxPS9okSykGc8OMFWMkiknydoGSLKFV7q9bdxEyg9SaNTR46qhzRarP0lKNPSbrY0ubVCnNcD7KaGGMRClJ3i5SdIrVUFu35iZoBKh3R6h31xJx1WAKs1KfpetzCoVi+aKME8uIvF2g1hUh4vrMOOEgGcgNU3CK88pm0ZsdwHI+i5X2GV6aPA1YzsJFrfTKx+hibOlgSQuJvKFF4RzpEC8mOJfp5dP4cU6nu0mV0tWBgeXYlYmJRENDE+WBzGeGCh/t3lbWBleyJrCSRk89ISOgPsyzYIryoOZSJExLQXs5UlaaZ3qf53Sqe0HlXJrJ4y0Pcm/DHQsqt1hKjsVIPsrhxHE+iR1lKD9Kzs5TdIqVyZuDQKCL8iDUo3uoddWwNbyRnZEtdPja8CxEiPQyHI4f4xf9L1GwFzZx6PS1lsVt3XNnbFkI/dkhftT7LOOFWHXbHXXbear14ep7zJEOQ/lRPo4d5aOJw0QLY5X2K1U8vWRlgqHj0lx4dDdNngZ2RrayM7KFRk/9ogxRiVKS8UKMjJ0jWUoRLyZJlBLES0nixSRJK0XeLpC6RAgYygbbn/a9wK8HfzPv6z3YtIdHmu7FFOaC6zqJ5ViMFMY4Ej/Bx/GjDOSGZ+xrmtBwaSYerWwQ2xLewM7arXT62pY0G9Krw2/y7ti+6nfFrbv4oxVfZ21w1ZTjSk6JC9kB9o0f4tP4CeKlROUdbFU1kDRRnri6NRde3UODu57N4fXcWbeTZk/DrO/cM+nz/PjCr0hb5dDDTl8rf7Dia0RcYSSSk8mzPD/4GufSF8jaORzpoAsdn+Gly9fOU60Pc0toHYYoD6OklOSdAh+MfcQbI++W9Z7sAg4OhjDw6h7avM081vwAOyJbcOnmgr+BtrSJFRMM5kY4kTzDqdQ5xgrj5J0CBbuIJS1s6VT7viYEutDLk1jNRdgMsi64ip2RrazydxEw/Iv6JkkpKThFsnaOjJUlZaUZyo1WDIRDRAvjjFXSDV/MaH6M/3jqL9HFwoaeG0Kr+WbHlwiagQXX9WTqLD/tfaF6n+dLi7eB3+/6Ks2exgVf80ooOiVG8lFOpc5xOH6M/uxQOXW6U6TkWDjSrqRQF2iVZ9bQjKphIOIKs8LfzobgWjp9rTS463Fp5qLHHo50GCvEOJPu5uPYUbozvWStbKU+JRzpYFffHwKNcn3cmgtXxdi5OtDFuuBqOnyt1Ltqr6g+CoVi+aOME8uIyRWaBncdp1LnqgOD/uwQebtw2cGllJK+7OAUde1WTzMezTOjuNvl8Bu+aStEliwxUYxjOw6Gdu1WqOfL5ABz/8QnvBP9kFOpc5QuUdy/FAcHp7IiOik+Ol6McSE7wPvjHxE2gzze8iBfan30hjbIXE8cHGymG8B0oS14Am5Lh2hhnP7c4ILKuTQX6WsgvimlJGVleDv6AW+N7p0mQDvl2MrqmWWXvXdixTjn0j28Hd3LnrpdPNJ8Hw3uuiUZ6GXsHAPZoQUJ6AK4dXNR74e5KDhFhnIj1cxDADWpEI/Y9+LR3JSkxcGJw7ww+AbdmQuznkciKUmLkm2RsbOMF2OcTJ7hvbH9PNX6MHfW7bjsCvulvD92gGf7Xya1iL4ikUwU40ww/1ClRDG5YANd9XpSkrGyvB39kLeiH9CXHZyzr5W9xCp9rZSgO3OBd8Y+5K7anTzacj9N7tkn+wshUUrSnx2q9huX5mK0MF41Tkgpydg5fjfyHq+PvE20MD7ruWxpY0ubglMkaaUZKYxxOt1NwPDT7GmYtVzBLjCYG64K7pacEhPFGDVmiFOpc/zN+Z/Qd8k7xJIWyVKKI4kTRAvjfHfF19hesxkhBEVZ4rWht3hu8NVp4QyWtEhZaU6mzjKQGybvFLi34Y55GccmvTj6soMciB3mcPw43ZkL0zLBTCuHxJYSWzoUnRIZskwU45zP9PFOdB/bazbzhdaHWenvWLAnx3B+lNdH3uZCZoDRwhixYnxeWTksaTGUH13QtQDq3DXT0k3Pl1zFq2qhz6uAy377l4rJezxSGOPt0b18OHGIodzInM+9RGJTvr8l26r0uRSjhTFOpc7xxvC7tHib+N7q77A2sHJRdSo4RT6a+ITfjLzLmXT3nPeg2t+4uD4wWhjjZOosrwy9SYu3ka3hTdzbcCerAp0LrpNCofh8oIwTywiHsldCp68Nl2ZWXSqH8uVQjQjhOcsnrdS01Y4V/nZMzVhQCtFJGtx1mJrBxXNOCZxKnSNlpYm45q7PtUZKyYVsP78efIOPY0dnFPNcDJZjU+uKKMPEHBTswozhG27NTa2r5jrU6OogpeR8ppdn+1/m08SJaW7P82WiGOeV4d9xJn2er7Q/UV7B1Zb363xyJdqtF3hj+G1eGHxjUQYCh/I9+PueXxAvJnio6Z4FpcLN2wXy9sIMONeDyffZcwOv8nHs6IKNTpPEigleG3mbM+kevtL+OFvCGzC1xXtxzFzXsqda+f8liVKSn/e9yLtj+xb1jNSYIVYHuhZkSElZacaLMYJGgF/2v0x/bmjO40fyUZ4feI1WTxONnnr2jR/ileE3L6uzkLLS/HrwdTp8rawJrJhX3fZNHOJnfS8yko8uiSEwZ+fZO36Qgdww3+p8mq01GxfkRRQtTPDB2EHipcQV1+XzjpSSolPi4/hRfj34Oj2Z/iW5xw4OLs0gYPgXVadEKcWvBl7hvbH909LBL7Y+A7lh0laG7ZHNV3w+hUKxfFGCmMsIR5bjObv87VMGjxkry/A8Viui+XHipWT1bx2Ndl8rhtAXlau8wV1LxJw+sTyRPMvJ5JkFn+9q4kiHU6lz/JdzP+K9sf1LZpgAaPLUszm0XrkxzkG8lGB0htXRkOmn09e2oHNpQqPGDBEyAlWX6xsBKSXnMhf4r90/5qPY4UUbJiaxpM3J1Fn+uvu/cSh2ZFEGxIvxVgxBXt1zQxrSUqU0o4Vx3ovu57mB1xZlmLiYWCnBL/pf4lD86BLV8MZBSklPpo/vdz/Dh+OHFm2YmMSWNmfS3eW+O3F4SujfUuAgiZfKHiLlsKzneCv6waKfkUZPPe2XZK66HFk7x0h+jP0Tn3Asceqy3ioSyelUNx/HjzGYG+HV4bfmPVkfzo/yXnQ/pXm0oxCCWlekoqOydO0uKRuvfnTh2bJHzQKzcd0sTOqo+HRvWavnBsOSNm+MvMNfnfsRZ9M9S3aPdaGzKbSOxkV41mXtHM/2v8RvRt5dEsPExXT62ljp71jScyoUiuXFjTNyV1wxZbEpixZPIwHDX/2o2NKhNzPAzsjW2ctKyWhhnGQpVd0WdoVodNdVRb4Wilf3sjm8np5s35TtBafAC4OvU+euZXWg65oKEM6ElOVB5vfPP0NfduZQAA2NoOmnxgzT4mmkwVOHT/eiC52CUyBZSjOSjzJeLAvMZaxs1aCzI7JlUbGynxdsaXMm1TNj2rnNoQ0EjYW1XcDw8Y3OL/FU68OUpEXeLpCxMqStLBkrS9rKcC5zYV4TkKVCSklvdoAfnP8p3ZneaftNYdDoqWddcBVrAiupd0Vw624saZMoJenN9HMydY7+7NA0w1m0MM5P+p7H0Ay21dyyaLG9TaF1/Iv136PolCjJElkrV223tJUlZaXYO36IxEUGzGuJJW1+O/oe3ekLU9rAr/vo8LWwMbSWdl8rNWYIDY2cnWc4H+V0+hynU93Eiolp9ztr53h56LesC6yat2bGCn879zfeNacxSEpJf26IM+nzU7brQmd9cPWc4QaXsjqwYsGTqv7cEH934eecTZ+f9psNYdDormNtcBVrAyupd9fi0d3Y0iZRStGbHeBE8kx1lfNixosxftr3PIbQ2Vl765KlRS1r/CQp2kVeHvod748fqL4/daERMoLUuSO0epqpc0fw6G4c6ZCxsozko4xUxPnSVhYpJRuDa3AtwrujHK5Rzm61OtDF7rpddPhayNsFPhg7yKH4p1PCKRwcPhw/SKwYpyfTh0DQ4mnkjrodrAuuQiA4kTzD29G9Uwz/dsUYPl6YoNl7eU2Dlf5Obgmt492x/dVtGlpZ7NIM0extpMPbSrOngaAZwKOV3x0pK01fdpCTyTP0ZgdnNLoP5IZ4Y+Qdfr/rq/PWFal11XB3/a4p4tkXYzk2x5KnGC/Gpmz361621mxasH5Jh7d1UfcTys/PP1v3JxTtIiVpVXQyPnuvpa0M+8YPTavr1UYiKdolfjv6Ls8PvDrrgohLMwmbIWpdNbR6mqhxhfHqbhwkOSvPRDHOSD5KvFQW6s7aeSSSkBFgR2TLojzqDsY+5Z2xfdMMJYYwaHDXsjqwgpX+Dhrc9fgNL4YwyhokVpZoYYLB/DD92WEmKuOhSSOjLjR21W6bMW24QqFQTKKME8sISXmi59W9tHmbq94StrTpzQ4gpZzVgm5Lm+F8dMoKW62rhjpXbVmBexHGCbfmYltkM++O7SNxkdED4Hyml++ff4avtj/BjprFfUCXiolinJ/1vUBvdmDG/REzzK7abeyIbGFNYEV5ZVmI6urypFq/IyUZK8P5TB9n0z2cSp1johhnS3gj5g20gn+j0Z8d4rej700bCNW6ari74fYFr/roQqfBXQvu2imrgRflVeCd6D5OJs8syiNoMeTsPM8NvDptsgplF/T7GnfzQMNdNLjrqirrF3NX3U7ydoEDE5/yyvBv6cn0T5l0DuSG+UXfizS662nzNi/KS8dnePEZ5UHjTO1WdEqcS1+4jsYJi33jh6b87rWBlTzW/ADbIrfg1b1cKsErkTws7+F0qpsXBl/n0/iJaZP1C5l+9k98wqPN983LsLOt5hZurdk05zGOdHh1+K1p99sUBg807mZP/a7LXmcSgViQJ0vOzvPCwOucTJ6d9ltDZpB7G+7kwcY9NLnrZ+xrd1b62sexI7wy/Du60xdwLjrPcD7KL/tfosnTQKevbWmyASCJlRIcjB3hdyPvVWP9w2aIO+t2cHvtdlb5O3Fprsq797NyUkqydo7udC8nU2c5k+pmS83GRdVjsn/cElrHH638ZvlZqlxtfXANxgWd98c+mtKuZ9Ln6c8NYUubTl8r/2jlt1kTWFE1um8JbyRg+Hmm91dT2nEwN0y0OEHTHKKdkxhC5+6GO9g/8UnlOu1sCq1jfXAVa4OrCBp+xGR2hkvKOnWSnJXjQOwwvx58Y1q4ikTycewo9zfsZm1wftoEbd5mvt315Vn3Z608f3H2b6dN+GtcYb7e8UWaPPXzus5niGnP9nzx6G7avM3AzO81SVlr65obJ6TkcOI4v+p/pap7cjECwapAJ7fXbufWmk20epoq46RL+3/ZSBbNj9Gd6eV0upvTyW4aPHWs8nctuF55u8A70X3TwpPcmot7G+7kkab7aPU2zfjuqNaJcqjKQG6YM6nznE6d41TqHF7dy4bgmuu+IKVQKG5s1IxpOSHLE2SXZtLla+Ng7NPyZiTRwjhpKzPrCn7eKUwTECyngQqTtjKLWmEWQrAmsILba7fz5uj7UyaCEujJ9PE33T/hk8gx7m/cTYe3FY/uvqbhD3m7wKvDb82Y2UEXOreE1vFU6yOsC67CXRkYz4YuyoOv7a4wt9Zsqq7kLcatcrkjpSRv5zmf7efZ/pc5f4moYcDw81TrwwsO6biUi9v94oHUYge6i8FybN4f28/HM4QPNLhr+Wbn09wWuXVO4U8dHb/h4+6G21np7+DHvb/icPzYlMnO+Uwfrw6/ybc6n8Zv+K6ozjO1W3nifn378eR7SEPj1pqNfLPzabp87bM+XwKBS7jYFFpPjRnmB/KnHL3EY6bgFDkcP8ZddTupcYUuW4f5GDDEbJMpUe57V2twbkubvWMHORg7PO2dXeeK8PWOL3JH3fY5V651BH7Dy+7621jhb+eZ3uf5OH5kihheb3aAV4Z+xz/s+sqSeYX1ZPr4ad8LJKwUAsH64Cq+0v4k64Or5373CghpQW6NbGJzeAOJUoKQGVxUHSSSGjPMF1ofps3bPOVeh80gDzXdw8nUWcYq3hVQbvO0lcGne3my5SHWBVejXVRXnfJq8btj+6YYwPNOgZFclE2htejM3R+EEKzyd/GVtieod9eyJlj2rro0te5M6AgCpp97G+6kxhXmv3b/eJrAaMpKcyRxgjWBFfP6Vgkh5qzz7B415ewS12tyOtv34HqEsUUL4/x68I0ZDRMBw8+9DXfwUNO9NHsa5m4vAaDT5muhzdfCHXU7GC/E0IRYVDan3uwAQ7mRKdsm+/DXO75YMYTN3l6TbenVddYEVrDa38W9DXdUNYNavU1qPKRQKOZEGSeWGRKJqRm0+VrQhFb1eEhW4rVnNU7YBQYuWlExhUm7twWj8lFcbDiqR3PzaPP99OeGODGDzkSslODN0Q/4JH6M2yJb2Vm7lTWBlVc8uZoPk3HZ70Y/pHTJqr2GxpbwBv5gxddo8TQu2FVeExoRVw01N5jo5/VASomDQ8kpK3jHSwlG8lGOJ89wcOJTxouxKRMpr+7hkaZ7eaBxzw2lGbEYpCwbBn83+v60lSif7uWp1ke4o3ZH9Tm7HLrQ6PC18vWOLzJRjHMh21/d5+Cwf+Jjtkc2zxnCtRzo8rfxrc4vz3vlXhOCNm8zT7T8Hr3ZgWmeXN2ZC8RLScJm8KYdOEspGS/E+O3ou2Qucbf36h6eaHmQPfW3zfuZ0oRGm7eFr3c8RbyU4Gy6p7rPQfJR7DDbI5u5o27HktQ/ZaWrOiKr/V18d8U3WOFvn/e7VyAwNJ06d+0V1aO9EiJ06XWFEKz2d9HqaZpinJiky9/O1ppNUwwTk+VqzCAr/Z3TvPNGC2PY0p7XZD1o+PlC60PVFeuF9lOB4JbQOh5s3MOz/S9P+eYVnRK92QFKTgmX7lrQeRULx3Is3hvbT88MIX5uzcUTLQ/yeMuDeDXPgu+zSzNp8TYuOmRxtDA2LVzHa3i5LXLrZQ0TMyGEwG/4WOlX2TkUCsX8uLlH/ooZkGhCo8FVR40ZYqJYTlmXtFKM5KOs8nfO+HFJlJJE858NuFyayQp/xxUP1EVlUvDNji/xowu/5Fz6Ag5TQ0QcHMaLMV4beZt9Ex/T5WtnW+QWbgmtp95di1f3LDqOfi4sabN3/ACxGUTMuvxtfLPzaVo9V2blvxGFBZeSRCnFfz77A0xt7gGtlA6WtCk6RTJWlkQpNW0AZAqTVm8Tjzbfz111Oxccl3wjIpF8mjhOT6Z/2r5tNbewp25XOaPNAhBC0OVv4/GWB/hhzy+mtGOylObd6D42BtdWQzSWGy7N5OGm+xYcUiCEYH1wNWsCK6teZZMkSinGCuN0XaGnzvXmSOIk3enpE54t4Y3cU3/HgrNsCCFo97XwePOD/G3PT6doUGSsLO9E97E5vGFJjckN7jq+0fnFBRkmlgpd6Kz0dcz67nHpLjp9bRxLnpqWVnFTaB0BfeZ2cOvusgcdYsqkMV5KzDtkUghxRcZaIQSmMNlVu423ox9OE8mOF5OkrAx1yjhxVZFSMlIYY9/4x9PSwRpC5+7623m0+f5FGSYuZrFjj7xdmBbuaAidsOvKDLc3q9FXoVBce5RxYpkScYWpc0Wqxom8nWckH8WRzoyrNP3Z4SkfSq/hqcZpXima0FgXXMUfrvg6zw68wifxYw0VzRYAACAASURBVLOKycVLSeKJ45xInSFshtgcWs/Wmk2sC66i1lWzpIPViWKMo4lT07YbwuChpnvo8LaqD+plKMkSx68g84qGRsgM0uJpYFN4HXfU7qTN27RsYlILTpEDE59OM8h5NDd319+Ob5GTOl3o7Ihs5e3RDzmR+qz9JZIzqfP05QargnzLjZX+TrbWbFzUs+nWXKwLrppmnICym7VE3rRtZkmbAxOHp/U1t+ZiT/2uRYdf6ELn1ppNrPR3cCRxsrpdIunOXKAn08em8LolaTcNwa7IrdwSXn/NDRNQ9kxqvcx3r8Fdh0CDi9rZEDpt3uZZjT9CCIJmAEPoUzwW0lYW5xpnyWjxNFLrqplmnMjaOfLO3GlQFVeORNKdvjAtjBagydPIYy0P4Nd9123s4dLMaWE5JcdivHBtNTkUCsXnF2WcWKZEXGEa3HVVQTZJWcE95+QJaNPzXl/I9k0xGLR6mhacJWEuNKGxOrCCP175Td6Jfshbox8QLUxMG0hPUnRKRAvjvBn9gL3j/z977x0mx3Xe6b6nqqtznp6cZzDIAJEBBjDnJIpBOfjKCisH2fI6yLve9V17/fheOdwrX8myrZW4smRZpilTzBQJJhAgApEHOUzOoSd07q5w/+jBAI1uYDIGA/TLBw+f6VB1uvp0nXO+832/3/50yqxnOZsL1lJkCWCWlRlNhg3D4OTo2fHgzcXUOatY7VmOLF17tmPXEyYhs9q7nC0F66m2l1NmK0ERpusqINQZ684olzpPrbOKGkdlVgr4VPAoLlZ7l3Mm3JSx0zWYHOJMqJl6R/W8Cs3OBQLBTZ7leJXplUvJQqbCVprzuZFU6Cp5t8wN3fFe2nMseKrtFdQ5qma02HcpTm7yruBU6FxGEHsoOcKpUBOLXXVTzsrIhdPk5JbAxnkLTkpIBCYoC/Eo7vTv9qLO4jA58CruK2qfWCULsjBlBCcSevKqOQadxySZ8JuzLb5VQ0XVr45A8I1MSk9xZPh4VuYNwCb/mmkLGs8WfrMXq2zJKEOMaTF2Dx5guXsxfrP3uhqj8+TJc+1xfc1c84xjEiZKbcUoF02GOmM9xLUETlNmcELVNTpjPRmBgip7+axMNi9GCEGB2ccjpfey3L2Yd/t20jhyckKV7Lie4FToHM2RNnYN7uPmgvVsCayn1Fo07UmsZmg0RdqydABkIbHc3YDf7FuwO6gLBdXQ0paF0W7K7WWs8ixlsauOKnsZ5gnKRBYK58KtRNRMiziBoNZeiWeaon0Xs8ydtkxUtYvFZg3OhpuJ6zfjvM6CE06Tg2pH5aQ1OnJhG7MAvjR7K6ElYAGHJ5rDbVnWnwJBlb0cX47F6FRZ6qrHIlkyghPn+1pMi8/KeFHnrKLQUjDj40wXIQTuCTJMLLLCpcKwdtk6oT2iSTJlBSO1eQoG2GRrVomJbugZArt55oaIFqP5Ent1SH8nN3mXT9k2eLapsJXhN3sZSl4od9UxODx8nF90vMr9JXdQaS+7brIb8+TJc+1xfc1c84wjhKDaXoFFtpBS08GJ3ng/o6lw1s5QMDmUkUEgSL93ur7iE7XLIptZ6l5EraOKc5EWDgwd5cDQEQYSQySvsJOU1FN0xLr5Redr7A0e4u6iW7mtcNO0UiAjWpSeeF/WuRyynQZnHSYpP/BOBgFYpMk5rOiGgYGOZmjju0YxLU5Mi9ObGODgUCOFlgLWeldwV9GtVDnKF/QESDPSQb/ERfa8kLa2q7SXz0pWQ8Dip8DsJ3rJjnlrtIOYFs8KRC503IqLkklYL14OIdKiiWZJIaZlLgxz7WQuFNJ9rZu4ltnXLJKZSnvZlHVNclFg9lFo8Y+LVp6nLdpJVItP2yHjYmodVTjmUStFkRQs0pUdDmRhygpbmyUzlgmcEXJZws5XOODybhr54MRc0xPvI5SKZD1eaS9LlwzNc1aCx+xivW81LZGOjABuykjxbt+HnA41sblgLRv9ayixFk3oYpYnT548UyUfnLiOqbCXYpUt47tpST1Jd7yHOmemanJvfIBQ6sKE0624KLQWzHnmgEU2s8zVQJ2jmruLbuHoyCkODR+jLdrBYGL4siUfuqHTGu3gufaXaYq08bHyB6asjxFRozlLOmyy7bJp33mycZocPFXx6IS7jbqhk9ATRLU4/fFBehMD9Mb7GEgEx0sSDAz6EgO83beD0+EmPl7+EGt9q+YkSHY1iKlxgsnhrOm+RTLP2u6wWTJTaC3ISucPpcKMJEfndRd6LrDL1knZfU5M9r3taqfXzyZxLcHAJa43kO4fRdbArJxDkRSKLAGaLnEYCKsRhpMjlFgLZ3R8WcgUWHzz6tBjkcwTllrlelaRTPPabgMDdcwNKa4lSOopVENFM9LBYN3Q0QwdnXRguD8RJB+ImB/64gMk9WTW42XWkqviUjYRAsGtgY0cGT7BydDZjOd0dNpjXfR29bNz4CNu8q5grW8l1fbysXKnfClsnjx5Zk4+OHEd41FcFFkC47ZnumHQEung1sCm8dcYhpGO5F+UDlxo8V+1ukIx5sVdZiuhzFbC1sLNtEU7OTpyigNDR2iPdpHUUzkXDhEtyvv9uxhJjfLFmk9Qai2adJvjWiIjIHMeu8mGL2//OWkskoUN/tVTWgQbhjGeBXN89DTv9n1Id6x3PBilGhrNkXZ+1PxzvmjobClYtyAnPXE9dx9TJGWWFtigCBO+HPoLqqHlDL4tdKyyZcL0+RuRhJ7MskeF9KLZq8xOXzNJppzlIZqhT1iaNxnMkoJzHoUAIf17EtNIq5eEdIVshNklbc1skNSTDCWHaY600RHtpj8RJKSGiagxEvqFAIWqa2PZatpYwEJb0FlCC52h5AiqnmldLhAUWHwTZu1cLYosAT5d9QQ/bvl3WiLtWRtFST1Fd7yP7p4+tvfvps5ZzXL3YtZ6V1BqKx7PpsiXxubJk2c65IMT1zGKMFFtL+f46GlgLOod7UIz9PGJVHqQ6UW9SKQrYCmYtuDcTLHJVpa46ql1VHF74WaOjZxmz+B+Toebs+qpz9M4cpIXOl/nc9VP4TY5JzW5TeqpLCtLSHvJL+RSgoXA+dKeOkcVVfZylrsbeL7jVQ4NHcuYBA2nRvll5xuU2YqpdlQsuIlOUk9laZpAWgh0thbYspBz7rbphpGVfn89YJEsCzJQNdekdJWomn0/k4U8bUeYXMfKVXJhGHrOINx0jm+a5ywpSUhMJzYiEFclqKIbOn2JQU6NnmXf0BFaI+1EtGhO+8c81yZhNZLTqtNlcsxIIHk2kYREg6uOL9d9mle6tnFo+FjO+RKkXV6OjpzkdOgcb/fuYKm7ns3+tdQ7a2bdYS1Pnjw3BvngxHWMSTJR7ajIeGwwOcRIanRcrTumxem4yE1AESbKbSVY5tnr3CwpFFoKuKNwCxv9N3Fk+Djv9e/i6MipjEAKpOutdw3sY6mrnruKbp1wEWtgoBkaqUt2L4Axf/trY4JwvSOEQBEm6hzVfLbqSUKp8Li7zHnao12827eTT1d9HOsENd3XGvrYTuWlSEKatVIVSYicxzIwSORIHV7ICMR15z4yW6T7Wirr8cv1j+kgEDmFag2Ylb4mEPO+OBPX6ELKMAyiWowPB/bxfv8uzoVbL1v2mOfa5fx9+dLvThbyhJolVxt5zGHty3Wf4aPgYd7r/5CzoRZSOe4zkA7GDyaD7BwIsnfwIA2uOjYXrGOzf02+5CNPnjxTIj/Tu46RkCiyFOKQ7US0tGNAWI3QHesdD05EtRidsZ7x91hkC9X28nlpby6EEDhMdjYXrGOxq57t/bv5Vc97DKVGMl6XMlQ+6N/DRv+aSQmz6Rg5J3f5rImrjxCCMlsx9xRvpSvWQ+SiHRodnX1DjdxTvJVKW9mCEt4yMNBzpk+LWZyoXe5YxnWZur3QsmeuFgbpbJlsBNIsXTMBl+23ufv5QuXa6mOGYTCQDPIfHa+xa3B/zmys85iEjE22YZUtmCUFkzAhCxlZSMhCHhPuNNMSaRvTnchztcl1XxZCXLNzD4fJztbCTaz0LOHI8HF2De6nJdJOSI1cVqcnZagcHz1NU7iV3YP7ua94K2u8K7HLtgU1hufJk2d+yAcnrmOEEPjMbgotfiLR88GJKN3xPpa7FyOEIJgcYvgiy6jzTgLXGpKQKLD4eKzsPuwmG//a9susSVpHrIdToXNs9K+54rHERf9dOrjmd6PmB0lIrPEu5zWLn0i0M+O5gcQgnbEeKm1l89S66SGQkHJMOI1ZDRzkDoAIxIzsNvMsLMRlglSz2dfSAZDcpQPX6sJqoWMYBkOpEX7a+gs+Ch7K+V3KQqLUWsISVx0V9lIKx8oynSYHNtmKWVYwCwVZkseDe987+78Z6N+dl8S8ylwuOyj927p25x6ykAlY/NxVdCtbCtZzbPQ0h4aPcmjoGIM5hHjPE9cTnBg9Q3O4jdsLt/B4+f0EzP58gCJPnjxXJB+cuM7xKG4KrQFaoh3AmGNHLK0xoQiF1khnxo5bsaVwVizh5gpZyNwa2MiZUBM7Bz7KMGKLajGaI+2s962ecGdaFhImYcpKUUxb8eWnbPOBXbZRZS+n7ZLgBEBbpJNN/rXI19iu5pVI71Rm32J1QyepJ4ArO5xMBt3QiWvZKfUCgSVHCn6e6xNZSDlLLtJ9bXbKe4wr9bV5LgO8XkkZKm/2vMe+4OGswIQsZOqd1dxbtJUl7no8ihvrJG2d88wfilCQEBlzF93QFkQZnhACu8nGBt9qVnqW8GDJXRwfPcO+4CHao10Mp0ZzBirieoJ3+3YynBrhc9VPUWQJ5Ptpnjx5Lks+OHGdY5dtlFqLkIU0PrnpjPUQ1eJ4JIXWaDvGRdkCNY4KlHm0RJsIIQROk4MN/jUcGj6W4TKiGRp98QESenJMO+LyKJKCTbaSUjODE6OpcD57Yp4QQrqss0DaiWBhBY0skhm7nC1GqBkqETVGYBZKjFVDI5JDKFYS0jUdZMwzu5glM84cwpeaoRFWo7NyDg09pyixJARuU76vzQVtkQ52DOzNKXa5xb+OT1Y9TvEMLVzzXF2cJjuykNEv0iNK6SrhVBjDMBbEol0IgU22Umkvo9Jexp2FN3M63MS+4CH2DR0Zd4i7mJSh8lHwMD6zl09XPTHhHC1Pnjw3LnmFmuscIQSVtjKs0oWBoDPWQ1SNEdcSdMV6x5d8AkG1o3JBiM5V28ux5XA8iGoxUnpuwaaLsUoWXIoj5/tHktmWfHnmHgGX7XsJPUHOkvprGJtswZMjQJDUUwwlR3K8Y+qkdJVgKvtYspDzlrg3EFbZnNNSNqWrDM2SpezljiUJCb8l22I0z8zQDJ39Q4057xUNzlo+XvEQRZbAtI6t6uoCC/VeP3jM7qxxzsAgmByetSynq41FNrPSvYTPVH2c/7z4azxSeg8FZl/W6wwM9gwe4MTomXloZZ48eRYK+eDEDUClvSzD6WAwGWQkNUpfYoDRi+wGHSY7xZbArAmozSVOxZFzIZvSU2iTsFSzm2z4zNkT6pgWo/Mi95I8Vw8DLiv2Jgt5WhZ/84lVtlJoKUC65DYb1xL0Jvpn5RwJPUlfPPtYbsWJ5zJZKHmuPyyShSJrIKuvJfQkPbPU15J6kp7EQNbjLpPzshlPeaZPWI3QHGnLypqwSGZuCWyg3FYy7V32yCxl0+SZOsWWQM4SrO5476xlOc0HaYtwC7WOKj5T9SRfqv0UFbbSrNeNpsJj+il569s8efLkJh+cuAEotBTgNV+YPGqGTlu0k65Yb8YkpdgawGv2LIi0QlVXMXKKg8mTckJwmhyUWAqzwjARNcqZcPN16XRwraMZGv2JwZzPuZWZ6zNcbYQQVDsqstJXk3qStmgnyUlk+ExEb7w/y7kGoMpeseCsV/NMHyEElfZyHKbMbLKknqQ92kUih1bEVOlLDOTMnKiyl+dTtOeAiBolmON6u0xOlroWTdvxJ6xGGFHz2YHzRamtGEeOrM/WaGdaXHKhpQheghACkySz1reST1Y+npXRpaPTGesZK9XMc6NhGAbR0RjdTb2EhyMLvr/nmRvywYkbAEVSspwOWiLtdMd6iaoXbBuLLIGcaejXIkPJEVK6mvW4w2TPuStxKYowUeOoxCJlTqpVQ+P46JkMB5M8V4eRVIiuWG/O54oshQvSRrLeWZOl/WAAzeH2WUm3Pz56Out3IBA0OGuwSvngxI1EvbM6Z7ZMWyS96Jkpx0fPkNASGY8JBIucNTlL7PLMjJSeyplJZpaUcSvw6dAe7SKUCk/8whmS+35tsODq82YZl8lJVQ5HtIgapXHk5GWdLxYaspBZ41tJjaMy67mIGs2pX5Pn+kdTdbb9ywd865G/5JV/2oaWymfQ5Mnm2hcXyDNjTJKcHiD6d40/djrcTFSLjYs/moSJclvJgljQ6IbO6VBT1uAmIVFkCUzKpUAIwTJ3Az6zm+545gTwbLiZxpETbC3cnLfIu0pohs6+4KGcQSGLZKbKXrYggxMFZi9LXfV0xzODLm3RDs6GW9JlH9PcAR1MDNE4ciIrPbbA7GORqzbfd28wvIqbpe5FdFxSltYR6+Z0qIlia2DafWIoOUzj8AlSRmYgzGf2sNhVl7etnQMMyLlQTe9MT2/qltJTNA6fYDg1OsPWXRlJSDnva9oCcaWYSxTJxGrvMvYGD2WJb+8e3M/NBesotRYviAzWiTBLynhp48WfVTU01BybS9cLPS39/PR//oKhvstvct10+3I+9psPYLGl56tv/fQDdrywFzV14boISWC2KPiKvdSsqOCm25dTWl+MYk7//jvOdPO///Q5YuE4i9fX8ek/+hhm64X5r5pU+Ze/fIHT+5tw+hw8/buP0LC2dlqfyTAMfv7tFzm681TG45IsYbVb8Jf6WLyulpW3LiFQ7kc25R4TNFWju7mPgY4gva0DqCkNk3l+l6JHtp/gxb//FfFoOvguSRJ2t43CigKWb2lg8YY6fMVeZHl29/MNw6DpSBtv/mQ7z3zzEQLl/lk9/kImH5y4AZCQKLeVogjT+OSyJ9absXNrlS1U2suu+QHRMAyGkiPsGzpMXM/cxXOY7NQ6Kie92Cu2BljqXkR3vC/j8aSe4q3eD6h31lBpL7vMu/PMFoZh0Bbp4IOBvVnfKUCto5KAxc8CjE1gEiY2+tewa3B/xmdLGSrb+3ezwr0Y7zSEK1Vd5aPgITqimQtRgUj3W9u1/1vOM7sIBJv8a9kxsHfMEjmNaqjsGNjDSs+S9O9oiqi6yoGho7SO2VFffL5aRxU1jsp8X5sDTELOGWhXDY2wGsFpyhZ0vhKGYdAV62V38MCc1/srkpLTXjauJRhOjVBNxZye/1pGQqLBVUeJrTArU7Ar1suvet7nk5WPYzct/GwkwzCIaNGsIJsiTCiSMk+tmnskWcJiNyPJEtHRGG0nOwkPRSipLaK4phCL1YzZqmRMaTrP9rB/2xEUs4LL70AIgUE6wBAZiWIYBmX1JXzuv3ycLY+uw6SYiIxEOfjuMcJDEULBMA988Q5KaorGjxkJxdj1yn5ajrbjLfJw/+dvn9HnOne4lX1vHsHtd2J3p/unYUAyniQ6GuPNH8vUr6nmS3/+KZZurEfKsZg3WxVue2Ijkiyx+eG1WOzzb0Md7BnmwDtHUZMqnkI3QggS0QSxcJzXf/QOSzYu4qnfeZjVty8bDwzNFvu3NfLhS/t46Et35YMTF5EPTtwACCHwmT0ELAXjO7gpQyWlXojQ2mUblTlSDadLXEswmgphN9mwyVYkpBlPYA3DIKRGeKPn3ZxqzyXWQpa46yd9PJMwcVtgE/uDjYxeUoPbHGnj39pf4jNVT1BiLZr27vb5dgP5CfwlGIaBZmi0Rjt5rv0lWiMdWa8xSwob/DfhVTwLMnNCCEGDq5Y1vhXsGTyYMUk7MXqGt3o/4NGye7FKlkn3D90wOBNu5o2e97KCOW7FydbCTdfFxDbP1BBCUO+sZoNvNTsH9mX0tVOhc7zZ8z4fL38Qq2yddF8zDIOmSCtv9LybVWLgMNm5LbAJRw4L0zwzxy5b8SjurEyYqBqlJdJBsaVwSt9jWI3wavc2OmM9c9HcDGQh4Tf7MAk5Q9AzpEY4HWpmhXvJgnAFmwuEEJRYi9jsX8crXW9lZCOphsr7/bvwm73cW7wVu2yb9rzh4lr+yY8tOgk9iSIUZDGzOZthGPTG++mIdmcFJ9yKc0HqSE2Wwgo/X/v250jGUwR7hvmnb/0LR7af4P4v3MFDX7oLs0XBbDMjm7LnlevvW8XjX78fq92CYRioKY2BjkG2/WwHB95u5Kd/8QLVyyuoWHxBbNRb6Gaob5T+jmBGcKLjdDfR0Tj+Ul/OQMF0uf8Ld7D1qc1IksAwDBKxJN1Nvbz6g7c59uFpnvvrl/nm97+MpzC7zFAIwYpblrDiliWz1p7ZonZlJZ//70/j8jmIRxJ0nu1h+/N7OLrzJN3NfXzpzz/JrY9vmLVrqWs6R3eeRNf0G77c7VJuzNHhBsRtclJsDWSll5/Hb/biz2FFN10Gk0P8c8u/Y5dtrPGupNpRTpElgG0KE+OL0QyNjmgP23q3szOH77ssJG4JbMBlmsKAJ6DOUc3NgfVs6/0gYzdJMzQODDWi6RqPlt1Lg6sO8xQj/aquMpAM0hcfpMJWgt+Sba11I2JgoOkavfF+ToTO8lbvdtqjnTlTmKvsFWz2r8MkLdy0cZfJyX3Ft3M21MJA8oL/e0JP8mbv+7hMDrYWbp7UIk8zNJrDbTzX/jI9l2T8CATrfKtY5m6Y9c+QZ2HgkO3cW3w7Z0LN9F7krJHUU7zTtxOX4uTOwlty2ihfimZotEY6eK795ZwZOmu8K1jpufYmmNcLTsVBibWQ46OnM+6NYTXKnsGDrHAvxmlyTDieGoZBf2KQV7q3sWfw4Fw3e5xKWylmyYyqXdC10gyNvcGDbPCtptZZddXacq2hSOmNkcPDx2iKtGU8F9PivNz1FmE1wj1Ft6VdeKawOWIYBnE9bROf0BLUO6uxTFIceTQV5o2edwhYCmhw1lJqK0IRyrTmbCOpEG/0vEvXJcEwWchU2MumNldbYAghMFvNmK1mdF3HYjMjhMDptePNsWC/GG+hm0VrarC7zmcmGBj6IqqWldN5tofWEx10N/VR0XAhOFFSW0T7qS762gfRdQNJSn9fbSe7kGRBSVkhfR25xcanQ2FlAYvX1Y4v0g3DYMXNi3H7XfzNV/+RU/vOMdQ3Mh6c0HWDthMdtJ/qyjhO+aJS6lZf+T6gazp97QN0NfURC8XSC/lLCFQUsHh93YzLLuwuG3Wrqigo9WEYBitvXcq6e1bx82+/yLaffsDz/8+r1K6soqKhJON9o8EwPS19DPeNkkqkMCkm3AUuyhtKcPky79FqSmWgM0iwe5ju5j6ajrSRjCU58HZjxvWxOizcdMfyjDIdgFg4Tk9LP8HuIeLRBJIk4fQ5KKsvxlfsQZKuDynJfHDiBsGpOCi1FnOY4zkXgbWOylndydANncHEEIdix9gbPESRpYASWxGVtjLqnNWUWovwKG4UyYQkJMTYf5BevBqkd9UTWoK2aCeNIyc5MnKSjmhXVvsFgps8K9jiXzel3XWBwG6y8UjpPbRG2jkZOpfxvGZoHBw+Slu0k7W+laz1rqTWWYVFMqetLXO0N6Wn6I0P0BJppznSRlu0k4ga5Sv1n7sugxNJPUnjyMkJhVQNwxgTeEswmByiO95LR7SLrlhvVh37edwmJ4+V3UuRNTDldp3fNTIw0DHSAzw6hpH+O7dThkFKV4lpcQQCSZzvlekdpPMWu1OdqJ3XN7mv5Haeb38l4/OOpkI81/4yzZF27i6+lXJbKRZJyehfmqGjGiphNcLe4EG29X5AV6w343cggFpHFQ+W3I1Dnv5Odvo6MX6tDAz0sf8n9WRWjTSkf+txLUFcS6Sv19i1EuPXT+Szhq4SQgiWuOq5v+ROnmt/mcRFmTUhNcx/dLxGa6SDe4u3UmEvzbqX6eikdJWIGuWj4GHe7vuA9hz33Cp7OQ+X3nNdLzDmG7NkZoVnMXuCBzIsJg0M9g8dpshawAPFd+BW3Fm73IZhoBoaMS3GidGzbOvdztGRU+O/X0UopIyZuwVdicWuOnxmL9FYLOPxtmgnP2v7JU9XPkKVvQxFmJEvWnyn7zk6Oga6oaEZOiYhY5bMM84iSI8FesZ97fzYfSk6OnEtOSf3NYGgzFbMo2X38Wzzzwldop8VUsO82v02J0bPsNa3ijXeFRRa/ChCGR+XzmuS6IaOZmhEtRgd0W6aI220RDpoi3ZSaivi6/VfmHRwQjVUGkdO0hxpp8RaSI2jknpnDUtcdRRaAijChEmSx+8ZF8+BdENHNTQSeoLmSDvv9O7g4PDRrPHdq7jZ7F87o2zUGwkhBEIWVC0tx+l1oGs6sUg8455cUl1I17le2k50kIwnsdotaKpG24kOzFYzxTWF9LTOjqX05doom2RqV1VitplJxVPj+g0Ahq6z65UD/Md3XkPXdRKxJKmEypPfeIivfftzOY9pGAbJWJJ3n9vFm/+8nZ6WPlKJFGpSJR5JoOsGitmEzWXl9qe3UL+6CjlHKdlMPpNJkSmpKeSZ33uU5qPtnDvcwq6X9/HEbz2IYjaRSqrsfmU/b/30A9pPdREKRlBTKpIs4fDYWbKhno//9oMs39yAGAsYDXQGefa/P0fTkVaGekcIj0TBgB//j+czAgvF1QH+8tU/Hg9O6JrOib1nefF7v6LlWDtD/elAiBACm8NKxZJSnviNB9j88NrL6n0sJPLBiRsESUiU20qwSOacdf3Vjso5E9BTDZWueC9d8V6ODJ/AKlswSwoO2U7A4setuLDKZiySBYEgOaZSHkwO0Z8YJKxGiWmxrGyJ89Q6Knmy4uFp26AWWQI8XfEoP2z+1yz9CQODgWSQd/p2snvwAF6zm1JrET6zd1w8yttDWgAAIABJREFUNKEnx9s7kBgipsWIawkSehIDI71wv04ztkJqhJ+2/gJpEsY/Bjq6kQ4ATDQxdpmcPF7+AGu8KyfdlqgaozPWQ1JPpsuW9BRxLUFMi6cXz3qcmJYgrsXpiHVn2cWqusauwf30xPuwSBZsshWrbEn/kyxYZStmScEkmVCEiYDFP+kafgmJOwtvpi8+wPb+PRmfP6JF+WBgD40jJ6l3VlHvrKHA7MMmW9EMjZFUiI5oF6fCTfTE+onr2Qr+xdYinih/gEp76ZR/A92xXoZTo6i6SspQSWgJ4mN9Oj72L6YliGox+uIDWe/vTwzyfMcreBT3hWsmWbDI6WtokcwokoJJmMa1baaahZRn8khCYmvhZvoTg7zTtyMjEBfVYnw4+BHHRk9T50j3tUKLf7yvhdQw7dFuToXO0RPvy+kWUWQp4GNl91PjqMgHneaYFe6lVNsrOTaaKUKX0JO80fMu58KtbPKvocxWnC7XQZDSU0S1GO3RLk6MnuFsuIWwGhlfzBSYfWwpWM9bve/Pip3x5fCbfaz3raYr1pMV3Do6cpLueC8r3Uuoc1bhUdzIQkYzNOJ6gqgaI6RGGEmNMpwcZaVnCXcX3ZZTx+Jy9Mb7x1y9UqiGOjZOJ8buaWPjgp7+u/OS0hmAYHKYFzpfxz821o+PBbJ1/O/z9zWLrFBhK5uSffP5TLf+xCAvdf6KiJYZxNEMjTPhZlqjHWzr3U7A7KfYWohbcaFIpvS10hKE1SgDiSDDqZGxcS5Baux7nU5g//y5O2M9dMV62R88gs1kw6d4KLUWUWIrxKd40tdBTpceJPUUo2qIvvggzZE2umK9hNVIVjDbJGRuKdhArePGzZqZLv0dQWKhOE6fg4IyX8a91+q0UlwdoPV4J4loOjgRHonS3dSHJ+DCX+JF1+d+EtrT0k8qoeIr9mRkiEiyxIO/didr71pBaCjCmz95n+3P77nisQzd4PD2E/zkz3+BSZF54jceoHZ1FaHBMG/+ZDsH3znK4vV1fPkvP0NpXRGKeW7mFEIISmuLWHvXCpoOt9K44yT3fW4r3iIPkiQY6AzS29pP9bJyqldU4ilwMdQ7wv5tR9j18j4S0QS/+/0vU1Ca3px0eh3c9clb2PLoOoZ7R/i3v3oZVdX45O8/RqDiwnzS5rCO63qkGwLR0Rgtx9opKPOx4f6bKCj1Eo8lOfTuMY7uOEl4KEJZfTE1K7IdchYa+eDEDYJAUGkvw26yEU9mBifsso0yW/FVqelP7wCnI+lBhmmPdU3wjssjIVHrqOSz1U/S4JqeAjGkbz7LPYv59dpP89PW/6At2oF+yWTq/MQ9PXmffpuvNwwMIhft6s0UgSBg8fN42f3cWXTzpGxhz9Me6+K7Z54lpIZJ6qkpi77p6DRH2mi+JM32YiQkFEnBJlt4qPRunih/cFLHFkLgNXv4ROVjGMAHlwQoNENjMBlkMBhkb/DQpNssSAfXPln5OOt9q6cVYHy56y32Bg+S0JOkdHXKVnZhNTphm03CNK7c/p+XfI1ia+GU25ln8ngUF09WPIxu6LzfvyvDIUEzdILJIYLJIfYNHZ7ScQstBTxT+RibCtbm3WCuAm7FxSOl99AZ685y2IhrCRpHTtA4cgKbbE3rEyBIjgUWc2WkFZh9fKb649Q5qmgcOUFbtHPO2m6WFG4v3MzRkZM0RVozntPR6U8M8m7/h7zb/+GExyq0+DFyZG1dibd6t/N+/27iWnqxPtX7WkyLs3/oyBVfYxIyimTGq7j5vSVfzWkRejmEENhkKw+W3AUGvNT1JhEteyxN6imCyWGCyWFOh5um9BlmikG6RCSeTDCUHM76HqeCIkys863iwdK7sMnWid9wg5IaE8A8X76QSqToONPDG8++y2gwxH2f3UrN8szAsEmRqVtVReOOk8TCMTwBFyP9o/S09LFq67L0TvosahokY0kiI9F0NoAB0XCMlmMd/PK7b2BSZB75yj34Sy7YHQsh8BV78BV7MAyDUx+dnfAciViSHS/sZWRglM//t6d55vceRYxpXJQ3lNB6ooOhvhHcfie+otkrSc+FbJJZtKYGm8tKy/EOIqEY3iIPsknm9qe3sPbulZTWFY87r+iazuaH1vA3X/snTuw9S/PR9ozgxJZH1gHQda6Hl77/FslEio0P3HTFoIIkSSzf0sAfPfsbFNcU4fSmM2QNw+COp7bwN1/9R84dbuXgu8fywYk8C4tSWzEO2U6Q4YzHiy0BPCbXrO6CCQTM4a6a0+RgrXclj5XdR4W9dOI3TIAsZJZ7lvCVus/wUtebHBk5kXPXMM/c4TQ5WOKq56HSu1jiqp9SYALSGh8hNTyn35uOTkJPoBpqhiPCZPGaPTxT+SgexcV7fR8ylLq81dhEyEKmwVnLx8ofYJVnGfI0dTkiWpSwmq2oPpuohoqqpb+fSzNW8swN5wMUXsXNtr4PCCaHJ37TZZCFTL2jmsfL72eNd8UNK2Z4tRHASs9Snqx4mBc7f8Vgcijn62Ja/Ir3PYGg2BrgmYrH2OxfS1JPUeOonNPghBDp0oWnKh7h5+2/vOpB/agaI5zK3r2fTVRDQ9ViSIhpO6BYJDMPlN6J3+Ll9e53aI12zOs9ci42qeyyjZsL1vN42f0UmH35jKsr8MF/7OXI9hPjZQCGbpCMp7A5rTz5jYd54It34PBklm4qFhPli0rY9cp+elr6Ka4uZKhvhP7OIIvWVNN5dnZFcJ//zmu88eP3xv/WVZ1kIkVhRQG/9j8+wdYnN6FYZpbJoCZVOs/1YlJMNKytHb8eQgj8JV5Ka4voauqlv2MwQxx0rvAVe1HMCqHBMKnEhcBvQalvPPBwHkmWWLyhnqql5ex94yChYBjDMGbc7x0eO/VrajIeE0JQUlvE6tuXc2LvWQa7grNyrvkmP8O4gbDLNkptxVnZCqW2YtwTaAZMFa/ZzdbAJnYN7qcz1oOqqzOeJEhIWGULy9wN3BbYxBrvill1JZCFxCJXLV+p+xwfBQ+yfWAPTeFWktPYdbnQXjNLXPX4Ld6J33ADMa7mICS8iptl7gbW+1az0rME13Ws4g1p8dmnKh5mkbOGt3q3c2L0LMmxEqDJICFRYPFxa2AjdxXdMiXV/jw3Fj6zh8fLH6DWWcW23g84NnJqvNxsMkhI+M1ebi5Yz93Ft405F+X72tVCCIFFNnNv8Va8iocXOl+nPdp52RLHrPcjMEsKN3mX82jZfSxy1iCLtGZAraOSnQMfzamtqCxk1vlWYpOt/LLzdU6Gzk6rlOR6vr+dz6C4vXALtY4qdgzsZffgfvoTwWl9N+fHVZ/iYamrftJ6E5B24NlauJmUrtIZ60Y1tGkHrQUCk5BZ5KzlzqKb2eRfi81kXZCuW1cTs1XB5XOOiU0apBIqyXgSWZHpbemju6kXl9/JxbqHskmmrL4Yi81Cc2Mbq25bSufpHnRNp2ZF5awHJ6x2C26/E0hnMsSjCRLxdHZe+6kugt3DlC0qmdn+pBAoZlNaryx54Z5hGAa6bpBKqkiShGmWrT0vh2IxISSBqmoYl4hyGoaBrunouoGhj6nBGGlRS0NPZ8PMFmmB1LHzGQYY6XPZnGnHt1RCzQcn8swvpdZiFrvqx4cOt8mB9QrpcpKQuMm7LCM9VCIt1nel95mETKW9lORFaehexX1Fn2qnycFDpXdxS2ADHdFuToeaaI60M5QaJqbGSegJkmO1oJqho4+JVJ1vkyxkFEnBOla37jf7aHDWsMqzjHJ7CS6Tc84ElVyKgzuKbuYm7wrOhls4Mnyc5kg7ITVMVIuR1JOouoaOPj4RkIWEWTJjHdMqKLD4qHfWsNy9mApbyYJfcJuEiRp7xZSzGS5GkA4AWSQLbsVFkSVApb2UClspHrMbu2yf0cLHJttY5KzNSGGfK2QhTVpvIheKpLDOt4p6Zw0nR8+yf+gwLdEOQqlIOiVbT6Gjj/0W0loNDpONArOflZ4lrPWtosxaNCORuPOUWUtY7Kq7KrIobpNzUnoTNtlKnbMKr/lCuqY0JiI3U2yylQZnbZb2TrrUZPYGdJ/Zy2JXprWxRTLjmuVA8EQokok13hXUOao5FTrH/qHD6ftZKp1llBzra+nFhAmrbMYu2ymw+FjhXsw632rKbMVYZqGvnafQUsBiV13GItsh22Yk5jpV7CY79c6ajFr/4jHRvyvhMNlpcNVlLLKr7OWYJnifW3GyyFWbkeFQZS/PEIO8HLKQ2eBfTY2jgn3Bw+wbOsxAYoiIGk2PR2PXURISimTCKllxKQ4qbKVs9q9lqbsBr+Ie//4kIVHvqGG1Z9n45w+YfeM6SrOJJCSWuRdRavsih4ePs3fwID3xPsJqhLieGNu4MMbHUkWY0mOpbMFushEw+1nmapjw+l5KsbWQxa66rBLNucA2prMzUypspTxZ/jC3BTZxfPQ0jcMn6E0MpK+VlhgvVzQwkBBIQk6LhcrpuYfDZKfclp4XLnUtotBSMKV2WWULdxfdyhrvCloiHRwbPUVbtJPRVGjsXpEu/VMN7ZI5m4RJSouW2mQrLpODakcFa7wrWOSsxWf25MvAJsn6e1fzqT98HKsj/b3pukFkOMIHL+zltR++w/HdZ/jGd7/Esk2ZrlwFZT68RW6aj7WTSqo0NbZSVlc8oTvIdHjgC7dz3+dvH89m0FSd4b4RXvvRO7z2w3dobmzjN//fL1JWXzLBkS6Pxaqw4ubFHN15kh0v7KVuVRUuvxM1oXJk+3Faj3dSf1M1lVchawLSLhmaqmG1m5EVOePx5qPtHPvwVFqosneEaChOKpGip6XvgqWvwYynF8lEio5T3RzffZqzh1oY6BoiOhIlmUgx2DWEro3d7a4Djbt8cGIB83TlIzxd+cikXy8LiXuLb+fe4tundB6X4uTXaj851eZhlswUWgootBSw1rcS3TAIq2GCyWFGUqNjQpfxjMV+up0yVsmM3WTHo7gJWHwEzP6rmkosC5kCi48Ci49N/jVE1Ci9iQEGE8Gx0oEEmqEiSE8GFUnBZXLgVTz4LV78Zu91NRh7zW6+vuiL892MK1LnrOJPlv/OfDdj0khCwmf2cHNgPZsL1hJMDtMV62UwOURUjZIy1LHfggWv2U2RJUCJtWhKonATYRgGz1Q+xjM8huDa2aGssJfyzcVfnZNjV9nL+a/LvzH+t3FRLa4B6d0ILppHiKnv9Ulj1sa3BDbMqK0zpScS4tWWkyz1FbG5pJLNBWvZ6L+JoeQIXbEeBpNDRNQYKSOFLGQskhmv2Y1P8dET0jgzNMSLA23IooNCm4N1RWUs8eXWC4mkkrzSfBK7SeHeqkXYTJcPQt1fcgf3l9wxe58zGuLFcyewmkw8Wb8Cl3niBdkiZw3fWvZbWY8bhjHuWpOLOkc1f7Lsd6b8W1npWcpKz9IpvediZCFTbC3k4bJ7uKd4K12x3vFFfkJLMJpKcKS/l45QlISwUuoso9xeRY2tBp85e4GyxF3Pt9zZn38ukEQ6A+euolvYGthMb6Kf7lgvI6lRoloczdDG9HxM2GQbLpMDn9mD3+yjN5Lg/Y5m7AyysmDywcmPlT/Ax8ofmMNPNXW6wqP8suk44dSFAHqVy8OjNUtxmi3jmTKV9jIq7WXcW7yVoeQIvfF+hlOjhFMRkkYS3dDHN3Askhm34sKneAhY/JOyl70cAoEiKRRbCym2FrKpYA0pXSWYGCKYGmY0FSaqxkiMiW6eD/yYhAmbbMFpclJg9lJiK8Ih26+Z8WQhYXNaKCjzjVuJAlAVoHJpOb0t/bzz8w9577ldLFqTqbMWKPNTUOqju6mP0cEQTY1t1KyoyBRVnCUcXgeBcv+4lShASU0hBWU+us720LjjJLtfPciT33ho2udQrAp3fuJmDr13jO3P76GnpZ/yRSVEQzEOv38cl8/BU994CHdg7oP9hmHQ1zZIMp4uXTFbzRiGQWQkyi++8zqv/a+3iUcT1K6sorS2iPJFJZhtZva+niQ8PDuabMlEird/toOff/slgt1DVCwupaKhlOKqABabmTMHmwn2Tr9081ojH5zIc9WQhMCtuGa9hGSuEULgVBw4FQf1zur5bk6e6xBpLBNjJtkY02EoEeP/3PM2A7EI/23T3SzzF13V8883qq7RMjrMzu5W9vd10h0JkdI0PBYrDd4Cbi6tYnNJFU5l9gJCU0U3DIYTMXTDwG+dWnbRe51N/O3BnWwoKmdVoAS32YIkpPHAay7CqQQ/OPoRz585SlRNYZHTtoFWk4mvrtx02eBE42APf3foQ2RJYmWghFr31bNO7o9G+MnJA3gsVu6vWjSp4MTlSGgq3zuym7fbL1hLC8BmUii2O9lQXMEd5bVUubyY5sFTXiCwyhbqnFXUOdOuB/2xMN/e/wHvdyTQDAlFUjnV184e6wAVTi+ljtnfPZ0uJkmm3FZCuW3iXdW4muLlpkP84NhHtIaG+Ytb7r8KLZw7QqkEu7rb6I2GCaUS9EXDbCyu4K6Kepw5+qws5HkZF85zviyoxFZEie3GGhuuNRSzibrV1bz73C7aTnaha5klP1aHhYrFpezf1sjx3WcI9gyz5ZF12JxXT3zU4bFTvbyS47vP0H56ZhozQgjK6ot5+ncf4fu//88Ee4ZJRBNYnVbu+fRt3PbxjWktiqsQAEvGUxzfc4ZYOE79TVXjmh97Xj/EL77zKoEyP9/47pdYvL4Om9OKYjYhyRK9rf20nZwdrZ1T+87xb3/1EtGRKL/+F59my6PrcLhsKBYFySTx/N++QuMHJ2flXNcC+eBEnjx58tygqLpO00iQ7kiImDp3toLXIglV5Y220/z9kd2cGhrALMkU2Z2YhETTaJD3O5vZ1n6W7975OCsLpp+eOlOiqSQ/OPoRZknma6s2YZ9CoMRrsWE3KZTYnciTmMQZhsGZoUF+dGwfVpPCb990M0v96WDEaDLB8isEr1yKBafZjNtswSov3KwxHegMj3Ai2E+5002B1YYBDMajNA728HrLaZ7zF/Knm+5mY0nFpMoy5rS9hs4Hna283HSCSpeHr67cRKXLQ0rTiGkqS3zTs5O8FpCEhM9qH+/DC50lvkJ+dN9ThJNJtnc182d73pnvJuVZQMTCcTAMTIrMpTUCQghqV1ax44W97H3jEJIsUdFQmnbquEroupFuIwLTLJx3qG+EV3/4Nm6/iz989utULim76tk4um5wen8T+986gsVuZu3dq3B40tkoR94/RiKa5JbHN7DlkXUZ1zoaihEdjV3usMBYpqoAQ9cnNFM5MRZw2nDfau765M14AhcCzslEitEx0c3rhXxwIk+ePHny3FCous5LzSf4v/a9T0JT+VjdMj5ev4JypxsJQURNcmSgh4SmUecpmNe2jiYTbO9sZm1h2ZQlhW8vq+HH9z9DgdV+xTKLizk3EiSUSnJHRR2fWbIGq2ly04TFvgDfvfNxzJJMoW3hLyTNssynF9/Ex+qWYWCQ1DVaR4f54bF97Opp43tHdvO33kcotDnmtZ0JTePsyCAGBvdXNfDUohVzpsd0tVEkiacWrWBLSSVl11D2x0xQJBmf1UbA6phUwDBPHl3T6Wnp48DbjRgGNKytzdA9OE/tygp0TefAW414i9yU1c9co2myqCmNc4dbOL7rNBabkuUqMR26m/o4va+JVVuXUVR5dYOshpEOtJze38xP/+IXDHQF2fzQWjbevxpJksZK/9K/X13TMwIDalLl0LvHaDnWccVz2N3pzIeBziBDvcPUrKiYMPiia2lB0PF26gbNjW3s39Y4g0977ZEPTuTJkydPnhuKs8OD/ODoRwwlYnxlxUZ+e80tOMYW70KkFchXFpRgGMa8u1M0jw7RHh5hbWHZlN9rV8xXzHbIxUgyLdhYbHNMqWxBkWQavAt3l/5SBOCzWqlwpUVZDaDO7cdrsfGb773IiWAfJ4J9FJbXXvE4c42q64SSCWQhUWRzXDeBCUj/Fr0WG17L7NfN58kzVxi6QSKWIBZJMNg1RCwUx9ANhvtG6WsfwGq3YnNaMZnlrMVoX9sgB7Y1YralM+Q0VaO/fZAdv/yIU/ubKF9UzC0f2zCWPZFJoKIAf6mXk3vPUbm0jJKa3CV4M6XtRCcfvXl4vO3JeIquc7288/Od9LT2s+bOFay7Z9X46zVVIxFLkogmiUcTjAyGAQgNRehu7sNiM6f/2c2YlAvLUpvDis1l49iHp3j2T58jUO5DkiSEENhdVqqWVdCwtmbGtqXnGR0Mc+jdY1idFkb6Q5w91MKe1w4S7Blm+ZYGPvOtJ/BcJDC6ZEMdb/74ffa8doBFa2qoXFpGKqFy6qNzvP2vO9LzB/ny92OX30XNigpaj3fwi++8Riwcx13gIpVIZ7Guum3p+Gerv6kGu8vGsV2neftfdrBq6zLAoONMN2/+83aio7Gr5lxyNbh+PkmePAuMUCpMSI1M26prLpEQeBU3tlm0as2zsDAMg5FknKODvezt6eDM8AChVBKrbKLW7ePOijrWFZVhlU3jk5T3O5p49vh+1haW8eWVG3FcUoJgGAZNI0H+7/3b8VgsfGvDnRRY0/WbkVSS08MD7O5u4+RQP8F4DJMkUe50c3NJFbeV1eAeE42bCSld45Xmk7SMDrGpuILPL1ubpSkhzotgXnIuwzAYTSbY19fJex1NdIRHAFjsDXB3ZT2rAyUZ1+M8/3LyELt62vhPqzZT7nCzvauZHZ2t9MXCOBUzy/xFfGbJGvzW9O+tLTTMr1pPc3JogKODPYRTSd5qP8up4YHx3VZFknmmYSWP1y3PONeBvk7+oXEvo8kLrhBbSqr42qpNObMnRhJxXmw6TuNAD/3xKM0jQQBeaznN0WDfePLwEl8hf7j+9ozvtDU0zHcO7qQrcsEBqsrl5ffXbaXoCmn4mq7TER7hvY5mDvR3MpSI4TZbWV9Uxl0V9VS5vFlBIcMwCMZjbGs/y67uNoYTMYodLu6rXIRTMc95ecX5/lDp8tDgLeBgXzddkVDGa04PDfCdQzvZWFzBZ5as4dhgL2+0nebccBDd0Kly+3i8dhlri8oykrKTY9kPb7ed5Xiwj6iaotDm4Layam4prabQlily2B0J8fzZRs6NBOmLRjg7PEBcU3n2xAFebz0NpDWebimt5rduujmjjYZh0BeL8GF3Kx92tdIXi2A1mVjhL+LeqgYWeQowX1KWYxgGUTXFof5u3u9somlkiJiawq4oVLu8rC0s49ayajxma0Y7dcOgNxrmg85m9vZ20B+LoBk6BVY7Dd4At5RWcVOgFPmSINjLTSd4/uxRElragk8WEg/XLOGzS9dc9vsxDINQKsHu7nZ2dLXSHh5GEoLF3gB3VdSx6pLfpmEYvNJ8kp+dOswfb7wTh2LmzdYzHB7oJjZ2/e+sqOPWsmp8lwRHEppKy+gQe3raaRzopTcWQiAI2BxsKq7gzvJaiuzOvCDkDUpPSx8/+ON/pa99gEQsSX9HWkzxtR++w4cv78NkNrHpwTV84vcexWLP1Bo59N4xTu47Nz70GLpBMp5CNsks27SIT/3hx6hdUZmzb5ktCnWrqjm9v5mqpeVZx54t3vn5Tna+9NH437qqk0yksDosbHl4HZ/9Lx8nUHZBc+jDl/fz8j+8RXQ0hppSCfakhRt3v3qAMwebMSkyFpuZO5+5mce/ntaV0XUdh9fOsk2L+PClfbzx7LtIY/eJ83NmT8DNHU9v4ZlvPoLTN30h2PO0nujgH/7gpwjBmFWpwBNw8/jX7+eRL99NRUNpxjk2P7SWY586xUdvHeEf/uAnOL2OcQeTWx5bj8Pj4OfffvGy5xMCnvjNB+lp6efE7jOcOdiCxWZGCKhoKGXxurrx4MTSTYt4+Nfv5vUfvcvPv/0ir/6vt5FliVRKY+Uti7nvc1t59r8/N6PPfy2RD07kyTNPvN+/mxe7fjUt3/e5xinb+GLNJ9hUsHa+m5JnntAMnbfazvI/976DbkCx3YldUehKJtnR1cIL547xzbW38aklq5HHllolDhfnRoK0hoZ5tG4p9ZeUROgY7O3r4K22MzxWtwyv5YJY16H+bv5gx2uMJOIEbA48FitxVeWj3g5eajrBZ5es4TdWb5mR2CFAMB7lYH8XQgjuq2qg1D55gd5gIsbfH9nNC+eOjWtUqLrOgb4uXjh3nK+v2sxnl67JWty1hYb5sKuVO8tr+cXZo7zYdByXYkESgqF4jDPDgzxet2w8ONEbDdM40Es4lRyvRZWFwCKbMoITuRbkdpOZcqcbc1SmLTzM0cFe/FY7mp67KCSla3SERxmMx8BIHxdAliQssml8EW2WsnfqLJJMmcONquv0xcIc6u9mKBEjcYlY26Uc6O/ibw/soHGwh2K7E6dioW10hHfaz/F6yxn+68Y7WRUoyQhQDMSj/PX+D3i15SQWWabU4aYnGmZHZwsbisvHXVbmGkF64Y8gKy0/nEqwv68TSQiK7U7++sAHRFJJHIqZSCrJof5ulvoKWVt0IQtG1XXeaD3F/3d4F92REKUOFzaTwpnhQV5vPcU9lYv4/XVbqXJ5x98TU1N0hEcZScSRhUCR0r9AZew7Y6yNub6zttAIf3VgO+92NFFgteOz2IhGkuzsauXV5lP87tpbub+6IaNvqYbOz04d5h8a96AbBqUOF4ok0R0Jsau7jRfOHefv7niMW0qrxt9jGAad4RH+bO877O5uw2Ox4bPYMDA4NxzkjZbT7O1t5/t3PYHjEotqr8VKmcPNUCLG2eFBWkJDEzp1DMSifO/ILn7ZdByTkChxuNAMnf19nbzYdJyvrNzEJxtWY1cuBOi6IqPs6mnjpabjHOrvpj08QpHNQUpPv++ttjN8Ydk6vr56C/aLAnvdkRB/tOMNTg71U2C1U2C1k9I1Dg9083rLKXZU1vMnm+6m+DrQycgzdRSrQuXSsivaeBZWFCAuCsot2VDHQ1+6Cy2VeZ8WssDpsVMgVrbdAAAdDElEQVS1rJzVW5dRUOob3433Frq5//O3s2zTImSThCRL3PrEBkxmmS2PrB/PAly6cRG6ZhAon1mJ4rp7VuH2Z4+XsiLh9rtYtLaG5VsW4/I7kaQL90a330ntykpSCfWyx5ZkCV/JhXtcy7EO/vnPnqfjdDcP/NqdlC8qQbGk721qUqW/Y5D3n9/DS99/k2WbF7H54bXTDk6U1RfzwBfvIBlLgQCTIuPwOCipLWTphnpKagox2zKttIUQFJT5+E9//Xk2vt3IuUOtJBMpPAUulm9pYNnmBvraBxkNhqhoKL2sjejSjfX80bO/wf5tR+g624tuGDi9dupWVmGxX7gv2l1Wnv7mIyzdtIgTe84QHo7i8NipX13NmjuXo+s63c19VC0tvy6CovngRJ4884RqqMS1+DUZnJCR0IwrLzDyXN/IQmKFv4j/Y/kGVgVKKHe6scomYmqKN1vP8L0ju/nZqUPcXVlPqSM9YSl1uLm1rJqXm0+yo6uVOrc/Y6BMqCrb2s4iC4kHqxdnLIDqPD4+0bCaBm8B1W4fTsVMUtPY19fJ3x3ayb+faeTuyno2FlfM6HMF4zHaQsP4LDZW+Iuydm0vR1xN8a+nDvPc6UbuqKjlC8vWUWRzoBk6Rwd6+c6hD/nH/7+9Ow+S8y4PPP5933777uljunvu0Vw6ZqTRLY0tyZYs24BxHKcIhKUwRzAbL5CwTlKVFCmyKSiqdqkQwrKEDcRbyy6BIgYTDI5jr8Fgy7JkybauGR2jGc1931ff77F/9Kitcc9IGo/wyPLzqVKVrOl33qPfbr+/5/c8z6/lOBUFAe6trMt7QIjrGX7Qegqf3cHfNN3D2mAY23xwImnoRFxv9C7YEinhS7ffg2nBzy618PUTh9lbWsV/3rYXj5Z9YFEUFgyYLqsvjPLF3QdJGTrPdF/ki0eeu+p5hZxu/njL7WRME7B4/OIZvnbiJQ6U1/Dotr25MgG7quZlXpR4C/izHftIGwbNY0M8eujfrrovy7LomZ3i708cpmNmgke37WNfWRVezc5sOsVTXRf4UetpvnbiJb52x/tz95VpWTzR3sIvOs7RUFjEH2+9nVp/IRnT5PhwL4+1vMpQfBa/87czU5g7frKBo47pCbyanepFViQxLYvXRvoZis9xf/UG7qqoxas5SBoZhuNzbCoszj2nmpbF6yP9/P3Jl8kYBn+5cz9NxZW4NI2xRIwftzXzTNdFNEXlr5sOUjifZVRZEOALOw9gWBZxPc23T7/CU53n+f26TfzBui1A9lnYeUWQzLIsJlMJvnnqZV4e6OKjG7byQHU9QaeLhK5zZLCb7zQf55unjlBZEGRTYVHuHu6ameRHF0/j1ux8YdcBGgqjaIpKXM8wMDfDUHyOdcHwgnteN01+3dfBof5O7q1cyyONTQScLizLYiqdpH1qnKDTjXuRniZ3lFVze8ka5jJpvn/hBN86ffSq74tumvyf86/z47Zmbiup5A837mSNL4BhWVyYHOW7zcf49umjBBwuPlC3Me+z+UR7C5vDJfztvvtYUxBEt0xeGerlW6eO8ER7C/vLa9hV9MZDf7HHx/012UyOdcEIQacr21x4ZoKvn3iJ53rauKeyjt+tabju7xdx64iUFfKpL394WdvseWAnex7Yuaxtiqui/Ke//diCf9v1nq3ses/W3H8risLeB3ex98GVLWutKAr3f/rut7Tt1gMb2Xpg47VfOC+TyvD0Y8/T/NJ5PvmlP+C+PzyIw7Xw/z2GYaIoCj/5xtN0tvSy+71bUR1v7bO2fmct63fWLns7RVHwhws4+OG9HPzw3ryfr6kv45GvPnTV7RWbQvnaEsrXXr3pdraUxU3Tfdtoum/xDLKP//UHl3cCNzEJTgghhMijKAobQlHqgmHsqi03i21ZFj67kxf7O+mbm6ZrZjI3iPTZHdxRVs3Tna0cGejmg2s34bO/MWC8ODXGhYlR1gbDeTOhxZ4CPrv5Nuw2FQUlNxAo8fo4MdLPU50XaJscW3FwIqHrzKRThN0eIstoZtg/N8OTl85R4vXxJ1v2sCEUyc1MrfEFGYjN8M1TR3i2+yJ7SirzlgY0LIvxRJy/3LGf20oqURUlt72JhXrF1IrTpuVmwL327IyNy6ZR6PJc17KmmqqiqQ68mn2pCZscm6oSmM9gsSwrtxqIW8vu71p9J2yKiltT8Tmc1+zPoVsmh/q7ODM+xAfqNvGx+m25VHvLsij1+Tk5MsArgz00jw3l7qvJZIJf9bShKAqf2riTA+W1ueMq9/kZiM3yP8+8cs3r8lZYZK/LXCZF18wU3zv3OgNzs9y7Zi3rgvkzkRbZ7JwPrW3kjxqbKLC/MeNmWiZXTqHFM2n+vauVodgsn960i4+s34p9vqa6qiBImc9Px/QEz3S38mBtA3dVZB+gLzdVBJhLa9lrSPZeibg9S57LufERnu2+yO7iCj63+XaCTlfu2lf5g5ydGOapjgu8PNDF+mAYx/w9OJlMEMukqS4Isau4nJIrso02hKIYppk3CDcsi9F4DMuCzZEStkRKFpRUbJ5fAUdZ5A5VFAW7zYYXBy7btevJL02P81xPG4UuN5/bcjs7i8pz92KVPzsb+1dH/h9PtDdzsKI2d+0u82oO/nTbPrYXlaHOX48KX4Cjgz08191Gx/QEO4rKchliLpvGJxt2YFNUbMob31U1gRDnx0f4hzNHaZ0c476q/OsixGpJzCU59ZuzzE3Hl7Wdw2Wn4bZ1FFW+Pc2h43NJBjqGcXqcVDVU5DImrqSqSrb/BGCzqbSd7KSvbWjZ+ypfW0J9U12uZETcHCQ4IcQq0RQNt82FTbn5lt27WY9LvL1sqopiKaQMnaSuo5smJiZxPU3A6aJ7dpJYJp17vaoobI2UUhcs5OzECK2TY+yIZpf/MkyTQ/2dTKQSPFBTT/GbVnRQFQWHzUbKMEgaGTKmiWlZJHU9N+M6m0mt+JxMy0Q3DWwouRKG63FidIDh+BwHymtQFYXB+MJ+A1GPD7dm59LUOBOpRF5wAqCppIJN4eIFAxZFUXKDnltdLJPm2HAvKrAhGGEytXCpNd00KfcFOD7cR8v4MO+tWgdkB5+DsVmq/SE2hosXBEw8mp2m4gr+t+3GPs6kTYMfXDjFi32dmFjEMxn6YzOMJmJsLyrlM5ub8Dtci25b7PFxT2Ud/jfdA29uVjmTTnF0sAef3cF71qxdUA6kKApFbh/7y2t4baSfwwPdueDEW3V0qIe4nmFTYTExPU3CWJi1V+b1oyoK5yZGSOh6LjhR5Q9S7vXTMjHMPzW/yofWNlJREMBnt6MqKuoiS8faVZX6wigOm42ftZ+l0OlmX1k1YZcbp01bVrPVq7Esi+axIfrmZjhYUUt9KLogSGZXbWyNlLIuEKZjeoLzkyPsLa1a8Ds2hKI0Ropz2ymKgluzs6YgkCu9MkyLy6epzJfMZEyTWCZNxjQwLAvLsihwOFFQmE2n3rZSIyGux8zEHI9//Sn6Lg4ua7tAuIDP/N3H3rbghNPlwB/yEpuOc/bIRSrWl+L2ZQOppmmSiqc5d/Qih3/+KgWFPqobKzn+zCme+qdfLXtf9370DjbsqgWJTdxUJDghxCppDNTj07w3ZfmEXdWo8lau9mGIVWRZFjE9w+vDfRwb6uXC5ChjiTgxPU1S1xlPxvFo9ryGrmW+AnYWlfPDC6c4OTLA5nAJDpuN0USMY0N9FNgd7C2ryuvLkDJ0WsaHOTLQzbmJEYbis8xlsvuaSiXnj2nl56WpKg6bRsYySRrXX1LVOztFytT5dd8ljg/35qWGpw2D6XSSuUya9BI9F9YUBHHd4EH0O0nS0OmdnWYuk+brJ1/iH87kp+vPprMBqKkrAhfjyQSxTIa6QDhvwK8oCgGHK+/fV8qab+YYz6RR5vt9lHkL+N2aeh6sbaDWX7hkpojf4VqQXbCU2UyasUSMAodz0derikL1/Mx/9+zkyk6IbHkGwD9fOMlPL7Xk/TyeyZAydKZTKXTrjdr3iMvLI41NfPvMUR5vO8NzPW3sKa3krvJadhSVU7JI80dVUdhTuoaHNmzjqc7zfOX4b6gNFHKwooZ9ZdVsKizKZemshGlZDCdipAydYrdv0cyioNNF1O3lwuQow/G5vJ9XFgQW7d9iV22gZDN+rvyeMy2Li5NjHBns5szYEH1z08ykU6SMbFZW2jRuykbX4t0tGCng4a/8BxJzyWu/+Ap2h52axrfvedDpcbD/Q7fTdqqLJ/770zQfPk/F+jI0u434bJK+tkG6z/bicDl48LPvZePt6ymtKaL+trXL3ldRZUSyJm5C796nJCFWWbW3gmrvylLUhViJqz0+z2XSfKf5OP9y8TQOm41dReVsjpQQdLqxLIufXTpL/9xM3nY2ReXeyrX8/NI5ftPXwYO1DUTdXtqnxzkzNsTmSAk757MpLtNNk8cvNvPY2ePEMmm2RcrYU1pF2OXGrmoc6u/kUH/nDTlnj91BocvNTDrFYGyW9cHIdTWQSho6lmVREwjRGC5ecnWIiNu7ZNNO5yIrebybWJZF0sjgsGnsLqogepWymh1F5bm/66aBaZnYVTWvCSVkM3yWkwVzPRyqjY+s38J9VetzZTVhl5uA033N8hXbfFnCtVyecbfbbEv+zsvlPUl96WZy1+vy72iMFFNdEFoyX2ddMJzbL2Sv73vWrGVDKMKv+y7xbNdFnutu59mui2yJlPJQ/TbuqazDcUUDVUVRCLs8PLp9H/vLa/hlTxsv9nfy3ebj/LitmQPlNTy8aTdrA4Ur+kxYWGQMI9sQ1Ja/NOPl49dUFd0yySwSOFys78VSTMvihb4OvnHyZTqmx9kcKWF7URlRtxev3cHp0UH+9dLZt3w+Qvy2OD1OttzZsNqHcU2KotD0/u14Ax5e+tfjtJ3o5OhTr2MaJk6Pg0hZIfc+dCc737uFzfvqcXmdFIS8rKkvv/YvF+8IEpwQQoh3Kd00MSwLTVXzUs5fGerlJ21n8Duc/Jemu3PLhmqqylQqyZHBnkWDE5Ad3GwKF9M8NkTb1DgBp4ujgz0k9AwHyqvzlhhtnxrnh60nmUun+cKuA9xdWYfP7kBTVTKGwWBs5oYFJwqdbtYUBDk80EXL+DD7yqqwX0cJk8/uRFVUtkZLeXTr3iVnfVVFwbWMwc67iaqo+OxOXDaND9Rt4s7y6iVfe2WwwaVpaKqNpKHPN+5cSDcN0uaNzUBTFIVyn5/Nkas3Klti6+t6lVez47TZSOqZJY//cibJjcgMuRw0u7uijg+v27xkQMSmqnkZPjZVpdof4uP123mgpoFTo4P8W+cFDvV38t9efYGg08XtJWvyggMezc6e0jVsjZbyUP12DvV38lTHeX7afpapdIqv7n1frufJW5G9p7KfxVgmvWj/i7ShkzR0HKptic/t9QdHRuJz/N/zJ+iYmeBTG3fy0Q3bCDpdaKoNm6KgovDzjnNv+XyEEGB3aGzZ38D6HbUkYkn0tI5lgWpTsDs0XF4XTo9Dsh5uUfKuCiHEu5BlWfTNTTOdShByuvPSoZvHhphOJ7mzrJqmkgqCTjcuzY5NUUnoOiOLpEdfFnC6uKeyjrie4Td9HcymUxwe6Cbi9nBneXXeAKZ9vqfAxnARBytqibq9uDU7dtWGYVkMxmaX2NPyhZxumoorsCkqT3deoHtmEus66kXWBsN4NDuXpiYwydaWL/bHa3csmVXxVlxuGGhY1o2pa/mtW3qg59bsrAuGSRk6l6bH8dodS17HKwM8xZ4CChxOhmJzTCTjC94v07IYS8aZTi0vVflm4LM7qQ0UMpdJ0zY5lncf6qbJ2YkRAOpD0RXvr74w+zsuTo7i0rQlr71Hsy8auFAUBYdNo9jj431V6/jqvvfxe7UNDMZmeXmge8lyJlVR8NkdrAuGeXjjTr6y5z1U+0OcGOmndXJ0ReekKgpV/iB+h4ue2SkmkokF19GyLEbiMfrmpil0eajwBVa0v7FEjNbJUYrcXn6vbiNlPj8euwPHfPbLQGwm+1kVQqyIqqp4/G7CpSGKq6KUVEcpqowQKg7i9rkkMHELk3dWCCFuYSlDZyIZR79ixjm7pOM0P2lrZiwZpzFcTIlnYYNKTc2umhHXMxjmGw/bumVydKiH1qmlBxWaorI9WkaJt4DTY4O82N9Jf2yG20vXUO7NHxzYFAUFhfSbZsYN0+TM2BCvjfSv5BIs3Jeq8r6q9WwIRWidGuN/nD7KpekJMqaRG9RYQELPMJVK5JrabY+WsS4YpmVimGe724hl0nmD5InfwiDZP78KxkBsJq+B4c1p6YGZ127nzvIaXJrGcz1tnBkbzLsvU4bOUGx2wUC3NlBIjT9E39w0Rwa7SRlvlDhMpRK80NdxwzMn3g5+p5O7K+tIGwa/6DzPZOqNgbVhmZyfGOFQfydhl4d9ZdUr3t/e0ipKPD5eHuzhpf4uUvOlSpdlTIPReIz4FU1uIXuNJ5OJvAaPLptGsbcARcl/1w3TZCQ+R0LP5AVdCl1ugpdXiFnxWcG2aCkbQhFaxoc4Mti94Dskrmd4oa+D7pkpGsPFrA9GVrQvRVGwKSqGZS4otTEti47pCQ71dy24p4UQQiyP5J4KIcQtrGd2im+dOkqRx0eptwC3pjGaiPHKYC+vjfRRFwjz0Q1b81aX2BYtxe9w8tJAF/9y8Qy7ispJGBleH+nn6c5WIi7vkoNlRVGoC4TZGinh1eE+Hr94BsM02V9Ws2g/hvWhCKXeAs5NjPL98ye4q6IWVVE4Oz7Mkx3nsN/gGZJqf4jPbdnDV47/mn/vbKVtcow9pWuo9ofQVJWJZILumUkqfAE+s+U2nDaNqNvLw5t28eVXnudbp45wYXKULZESfHYHsUya3tlpumeneKCmnvurN9ywY10filDk9vL6SD//eOY4e0orURWVWCZNQyjKutAbg63Lq5vE9TTxTIaB2CwWFrPpFJ0zk0TcXjyaHY9mzwafVlLrb1mkDCO3r57ZKTKGQUo16J6dRFWU7L7sdhyqLTeou6O0igdq6vlp+1m+eOSX3F1ZR40/BMBEKk7H9ES2vGf3Acq8fiC7RO2H1jZyemyQx1peYyqVZEukhJRhcGSwm8MD3QSWWDnjZua0afxOdT1HBnp4vvcSpgV3VdTgdzjpmZniZx3nGE3E+NTGnSvOnFAUhfXBMA9v2sW3T7/Cl449z31V69gQimJXVWbm75GReIw/atzNtmhpbtsX+jr5VW87awNhagOFBJxOUrpB29QYT7S34LM72VlUtqDJbVzP8I9njhHXMzQURinz+nHYbEynkxwe6KZ5fIjt0fK85VgN0yRhZIhnMkynk4wmssuRTqQSdE5P4LE78Gh23PP3MEDU7eOTDTv40rHn+cbJw3TMTLCpsBjDMnltuJ9fdJ6nzOfnE/Xb8divvTTp1RR5fGwIRXl5sJv/dfZVfr+ukQKHg/apcZ7sOEcsk160L0q234pOPJMhpqfpm5tGN03ieobumUkM08Rjt+PRHLnlZIUQ4t1IghNCCHELMy2LrplJXujvwLQsFLKzlV67gzvKqnmkcTdbIqV52+2IlvGJhu38qPUM32k+Nl9moeLSND64dhMZ0+QHF04tuV+3prG/vIZD/V2cHB1gfTDKruLyRdPFqwpCPLxpJ4+1vMqP287w847zOGw2nDYb+8trqA9F+a+vvnDDrokCHKyoxavZ+d751zk7Pszjbc0okDs+t2bnd64IMmiqysGKWqzbLP75wkl+3XuJ57rbsLBQUNBUlQqfH4+2ssHPm1X6gjzSuJvHzr7GT9tb+EXHOWxqts7+0W17FwQnemen+IvDzzCWiGNYZm7lkNdG+vjsb55EU21oispH1m/hY/XbcK3gWGczaf7m6C9pHh9CN02SRnYFl4lUgr84/AxOVcOmKuwrreLPd9yZmykPOF38yZY9hJ0enu5q5YetJ+erVaz5xpN2dhaVo72pNOZgRS2f37qXH7ae4vvnT87fHxrlXj+faWzi5x3nmNPT+Qd6kyvzFvBXuw/w3ebjvDLUy5HB7txn1O9w8h837eaTDTuW1bRxKS7NzkMbtuGyafy4rZknL52bL0GwcstjrgtG8vpN2FWVtqlxjg72oMCCgXPU7eXj9dvz+k0oioJumbzY38GvetsXbGdTVJqKK/n81j0Ene4F+zo+3MdXX3uRmXQS3TSZSacwLJNnu1o5NtSDTck2t/zz7Xfw/is+nwcratFNk++de50ftZ7OZWSoisK6QJhHNjexs2jlDfPCLg+f3rSTmXSSF/s7OTrYi9Nmw2GzsbGwiE807ODLx57P2246neTPDj1N9+wUxnxQYiqdZG4yzZ8eehqHzYamKLy3ah2f37oX9w3+HhFCiHcK5Xpqbd8GN8VBCCHErSZjZGc4L0yOMZ7MDlq9moOaQIitkdIlV5aAbEnImbEhzk+MkNAzBJ3ubGp0KELXzBTHh3rZW7qGmkDhotuPJ+M81XGemJ6huiDE/dXrl5wR1E2TtqkxTo0OMpNO4rU7WB+MsCVSwkw6xS972mkojC5YxWGlssulpmkZG6ZzZjLXfLDA4aSyIEB9KErY7V3QRcGyLCZTCU6ODtA7O0NCz+Cx2yn1FtAQKqLC5887xyOD3ZwZHaKppJKtkZK8hn3XopsmFyZHaBkfZiqVxKHaKPL42FFUlssuAJhIxnny0jkS+tXLP7YXlbG7uCJvhQvLsmgeG+KlgS62RUvZU1q1ZNPEpJ7h6a5Whq7RD6TaH+Luyrq8wZZhmlyanuDsxDCjiRgAAYeLan+IjYVFi96X2VKHUZrHhpjLpAi7vDQVVxBxe3K9Te6v2YDP/tabR2ZMgxf7Ork0Pc4dZdVsChdf97ZDsVme6b6Iz+7ggZr6ZQ0w45k0p8YGaZ8aJ2nohJxutkRKqQsU5jIEFpM2DF4Z6uHC5Ch7StZcVwNPc76Py6nRAYbic+imgdfuZE1BgIbCorxVVDKmQdvkOG3TY4wn4qQMHbtqI+rxsjlcQrU/lHefWJbFdDpJy/jwfG+bFKZl4rE7qPaH2BYpXbQRZuf0BL/qbV+yf8VlBytq2bjIe9M/N83J0UEGY7PYFIXKgiDboqV552RZFqdGBzky2M2OonJuK6nMO4djQ72cHB1gV1EF26KluffBsix656Z5dbiPsUQch81GjT/EjqJ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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, country=country, category='Professional qualification', columns=prof_qual)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Comparison between countries" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# Count the values per countries\n", - "#df_edu_comparison = df_edu_field.groupby('Country')['Academic field'].value_counts().rename('Total count').reset_index()\n", - "\n", - "# Add a percentage of each type of diploma per countries\n", - "#df_edu_comparison['Percentage per countries'] = (df_edu_comparison['Total count'] / df_edu_comparison.groupby('Country')['Total count'].transform('sum')*100)\n", - "\n", - "# Display the results\n", - "#df_edu_comparison" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "#fig, ax = plt.subplots()\n", - "#df_plot = df_edu_comparison.pivot(index='Country', \n", - "# columns='Academic field', \n", - "# values='Percentage per countries')\n", - "\n", - "#df_plot.plot(kind='barh',\n", - "# title='Percentage of academic field per country',\n", - "# grid=False, ax=ax, stacked=True)\n", - "\n", - "#ax.set(xlabel=\"Country\", ylabel=\"Percentage\")\n", - "\n", - "#ax.invert_yaxis() # when barh option, the bars are inverted \n", - "#ax.spines['top'].set_visible(False)\n", - "#ax.spines['right'].set_visible(False)\n", - "#ax.spines['left'].set_visible(False) \n", - "# Put a legend below current axis\n", - "#ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1),\n", - "# fancybox=True, shadow=True, ncol=5)\n", - "#for p in ax.patches:\n", - "# if int(round(p.get_width())) >= 5:\n", - "# ax.annotate('{}%'.format(str(int(round(p.get_width())))), \n", - "# (p.get_x() + int(p.get_width())/2., p.get_y()+ int(p.get_height())/2.),\n", - "# ha='center')\n", - "\n", - "#plt.show();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Academic field of work" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "# Getting all the questions about the academic field of the current employment. \n", - "to_sub = [x for x in df.columns if x[:12] == 'currentEmp13']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
field of work for Australia
08 Information and Computing Sciences4545.454545
02 Physical Sciences3636.363636
06 Biological Sciences3434.343434
10 Technology2626.262626
01 Mathematical Sciences2424.242424
11 Medical and Health Sciences2424.242424
09 Engineering2323.232323
04 Earth Sciences2222.222222
05 Environmental Sciences2121.212121
03 Chemical Sciences1010.101010
07 Agricultural and Veterinary Sciences1010.101010
13 Education99.090909
20 Language, Communication and Culture55.050505
16 Studies in Human Society44.040404
19 Studies in Creative Arts and Writing33.030303
21 History and Archaeology33.030303
22 Philosophy and Religious Studies33.030303
17 Psychology and Cognitive Sciences33.030303
15 Commerce, Management, Tourism and Services22.020202
14 Economics22.020202
12 Built Environment and Design22.020202
18 Law and Legal Studies11.010101
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "field of work for Australia \n", - "08 Information and Computing Sciences 45 45.454545\n", - "02 Physical Sciences 36 36.363636\n", - "06 Biological Sciences 34 34.343434\n", - "10 Technology 26 26.262626\n", - "01 Mathematical Sciences 24 24.242424\n", - "11 Medical and Health Sciences 24 24.242424\n", - "09 Engineering 23 23.232323\n", - "04 Earth Sciences 22 22.222222\n", - "05 Environmental Sciences 21 21.212121\n", - "03 Chemical Sciences 10 10.101010\n", - "07 Agricultural and Veterinary Sciences 10 10.101010\n", - "13 Education 9 9.090909\n", - "20 Language, Communication and Culture 5 5.050505\n", - "16 Studies in Human Society 4 4.040404\n", - "19 Studies in Creative Arts and Writing 3 3.030303\n", - "21 History and Archaeology 3 3.030303\n", - "22 Philosophy and Religious Studies 3 3.030303\n", - "17 Psychology and Cognitive Sciences 3 3.030303\n", - "15 Commerce, Management, Tourism and Services 2 2.020202\n", - "14 Economics 2 2.020202\n", - "12 Built Environment and Design 2 2.020202\n", - "18 Law and Legal Studies 1 1.010101" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'field of work'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=to_sub, category=category, country=country, multi_choice=True)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
field of work for Germany
Computer Science13841.44144134.7692316.672211
Physics and Astronomy8124.32432427.384615-3.060291
Geography & Environmental Sciences5616.81681720.307692-3.490875
Biological Sciences5315.91591626.769231-10.853315
Electrical & Electronic Engineering4012.0120123.6923088.319704
Mathematics3610.8108119.2307691.580042
Mechanical Engineering309.0090092.1538466.855163
Robotics278.1081082.7692315.338877
General Engineering236.9069073.0769233.829984
Geology236.9069077.384615-0.477708
Materials Technology226.6066070.3076926.298914
Aeronautical & Manufacturing Engineering195.7057060.9230774.782629
Chemistry164.8048056.153846-1.349041
Medicine164.8048055.230769-0.425964
Education154.5045055.230769-0.726265
Librarianship & Information Management144.2042045.538462-1.334257
German123.6036041.5384622.065142
History123.6036042.7692310.834373
Agriculture & Forestry123.6036042.1538461.449757
Communication & Media Studies103.0030030.9230772.079926
Civil Engineering103.0030030.9230772.079926
Linguistics92.7027033.076923-0.374220
Classics & Ancient History92.7027033.076923-0.374220
Economics82.4024022.769231-0.366828
Chemical Engineering82.4024021.8461540.556249
Theology & Religious Studies72.1021021.5384620.563641
Law61.8018020.6153851.186417
Psychology61.8018022.769231-0.967429
Philosophy51.5015020.6153850.886117
Politics51.5015020.3076921.193809
Art & Design41.2012010.6153850.585817
Pharmacology & Pharmacy41.2012010.9230770.278124
History of Art, Architecture & Design41.2012010.9230770.278124
Business & Management Studies41.2012010.6153850.585817
Sociology30.900901NaNNaN
Marketing30.9009010.3076920.593209
Music30.9009010.3076920.593209
Accounting & Finance30.9009010.923077-0.022176
Food Science30.9009010.6153850.285516
American Studies30.900901NaNNaN
Criminology30.900901NaNNaN
Land & Property Management20.600601NaNNaN
Veterinary Medicine20.6006010.615385-0.014784
English20.600601NaNNaN
Middle Eastern and African Studies20.6006010.3076920.292908
Social Work20.600601NaNNaN
Anthropology20.6006010.3076920.292908
Architecture10.3003000.307692-0.007392
Town & Country Planning and Landscape Design10.3003000.307692-0.007392
Sports Science10.3003000.307692-0.007392
Anatomy & Physiology10.3003001.230769-0.930469
Social Policy10.300300NaNNaN
Russian & East European Languages10.300300NaNNaN
Counselling10.3003000.615385-0.315084
Complementary Medicine10.300300NaNNaN
Physiotherapy10.300300NaNNaN
Iberian Languages/Hispanic Studies10.3003000.307692-0.007392
Dentistry10.300300NaNNaN
Ophthalmics10.300300NaNNaN
Nursing10.3003000.307692-0.007392
East & South Asian Studies10.300300NaNNaN
Fashion10.300300NaNNaN
French10.3003000.307692-0.007392
Hospitality, Leisure, Recreation & Tourism10.300300NaNNaN
Youth Work10.300300NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "field of work for Germany \n", - "Computer Science 138 41.441441 \n", - "Physics and Astronomy 81 24.324324 \n", - "Geography & Environmental Sciences 56 16.816817 \n", - "Biological Sciences 53 15.915916 \n", - "Electrical & Electronic Engineering 40 12.012012 \n", - "Mathematics 36 10.810811 \n", - "Mechanical Engineering 30 9.009009 \n", - "Robotics 27 8.108108 \n", - "General Engineering 23 6.906907 \n", - "Geology 23 6.906907 \n", - "Materials Technology 22 6.606607 \n", - "Aeronautical & Manufacturing Engineering 19 5.705706 \n", - "Chemistry 16 4.804805 \n", - "Medicine 16 4.804805 \n", - "Education 15 4.504505 \n", - "Librarianship & Information Management 14 4.204204 \n", - "German 12 3.603604 \n", - "History 12 3.603604 \n", - "Agriculture & Forestry 12 3.603604 \n", - "Communication & Media Studies 10 3.003003 \n", - "Civil Engineering 10 3.003003 \n", - "Linguistics 9 2.702703 \n", - "Classics & Ancient History 9 2.702703 \n", - "Economics 8 2.402402 \n", - "Chemical Engineering 8 2.402402 \n", - "Theology & Religious Studies 7 2.102102 \n", - "Law 6 1.801802 \n", - "Psychology 6 1.801802 \n", - "Philosophy 5 1.501502 \n", - "Politics 5 1.501502 \n", - "Art & Design 4 1.201201 \n", - "Pharmacology & Pharmacy 4 1.201201 \n", - "History of Art, Architecture & Design 4 1.201201 \n", - "Business & Management Studies 4 1.201201 \n", - "Sociology 3 0.900901 \n", - "Marketing 3 0.900901 \n", - "Music 3 0.900901 \n", - "Accounting & Finance 3 0.900901 \n", - "Food Science 3 0.900901 \n", - "American Studies 3 0.900901 \n", - "Criminology 3 0.900901 \n", - "Land & Property Management 2 0.600601 \n", - "Veterinary Medicine 2 0.600601 \n", - "English 2 0.600601 \n", - "Middle Eastern and African Studies 2 0.600601 \n", - "Social Work 2 0.600601 \n", - "Anthropology 2 0.600601 \n", - "Architecture 1 0.300300 \n", - "Town & Country Planning and Landscape Design 1 0.300300 \n", - "Sports Science 1 0.300300 \n", - "Anatomy & Physiology 1 0.300300 \n", - "Social Policy 1 0.300300 \n", - "Russian & East European Languages 1 0.300300 \n", - "Counselling 1 0.300300 \n", - "Complementary Medicine 1 0.300300 \n", - "Physiotherapy 1 0.300300 \n", - "Iberian Languages/Hispanic Studies 1 0.300300 \n", - "Dentistry 1 0.300300 \n", - "Ophthalmics 1 0.300300 \n", - "Nursing 1 0.300300 \n", - "East & South Asian Studies 1 0.300300 \n", - "Fashion 1 0.300300 \n", - "French 1 0.300300 \n", - "Hospitality, Leisure, Recreation & Tourism 1 0.300300 \n", - "Youth Work 1 0.300300 \n", - "\n", - " Percentage in 2017 \\\n", - "field of work for Germany \n", - "Computer Science 34.769231 \n", - "Physics and Astronomy 27.384615 \n", - "Geography & Environmental Sciences 20.307692 \n", - "Biological Sciences 26.769231 \n", - "Electrical & Electronic Engineering 3.692308 \n", - "Mathematics 9.230769 \n", - "Mechanical Engineering 2.153846 \n", - "Robotics 2.769231 \n", - "General Engineering 3.076923 \n", - "Geology 7.384615 \n", - "Materials Technology 0.307692 \n", - "Aeronautical & Manufacturing Engineering 0.923077 \n", - "Chemistry 6.153846 \n", - "Medicine 5.230769 \n", - "Education 5.230769 \n", - "Librarianship & Information Management 5.538462 \n", - "German 1.538462 \n", - "History 2.769231 \n", - "Agriculture & Forestry 2.153846 \n", - "Communication & Media Studies 0.923077 \n", - "Civil Engineering 0.923077 \n", - "Linguistics 3.076923 \n", - "Classics & Ancient History 3.076923 \n", - "Economics 2.769231 \n", - "Chemical Engineering 1.846154 \n", - "Theology & Religious Studies 1.538462 \n", - "Law 0.615385 \n", - "Psychology 2.769231 \n", - "Philosophy 0.615385 \n", - "Politics 0.307692 \n", - "Art & Design 0.615385 \n", - "Pharmacology & Pharmacy 0.923077 \n", - "History of Art, Architecture & Design 0.923077 \n", - "Business & Management Studies 0.615385 \n", - "Sociology NaN \n", - "Marketing 0.307692 \n", - "Music 0.307692 \n", - "Accounting & Finance 0.923077 \n", - "Food Science 0.615385 \n", - "American Studies NaN \n", - "Criminology NaN \n", - "Land & Property Management NaN \n", - "Veterinary Medicine 0.615385 \n", - "English NaN \n", - "Middle Eastern and African Studies 0.307692 \n", - "Social Work NaN \n", - "Anthropology 0.307692 \n", - "Architecture 0.307692 \n", - "Town & Country Planning and Landscape Design 0.307692 \n", - "Sports Science 0.307692 \n", - "Anatomy & Physiology 1.230769 \n", - "Social Policy NaN \n", - "Russian & East European Languages NaN \n", - "Counselling 0.615385 \n", - "Complementary Medicine NaN \n", - "Physiotherapy NaN \n", - "Iberian Languages/Hispanic Studies 0.307692 \n", - "Dentistry NaN \n", - "Ophthalmics NaN \n", - "Nursing 0.307692 \n", - "East & South Asian Studies NaN \n", - "Fashion NaN \n", - "French 0.307692 \n", - "Hospitality, Leisure, Recreation & Tourism NaN \n", - "Youth Work NaN \n", - "\n", - " Difference with previous year \n", - "field of work for Germany \n", - "Computer Science 6.672211 \n", - "Physics and Astronomy -3.060291 \n", - "Geography & Environmental Sciences -3.490875 \n", - "Biological Sciences -10.853315 \n", - "Electrical & Electronic Engineering 8.319704 \n", - "Mathematics 1.580042 \n", - "Mechanical Engineering 6.855163 \n", - "Robotics 5.338877 \n", - "General Engineering 3.829984 \n", - "Geology -0.477708 \n", - "Materials Technology 6.298914 \n", - "Aeronautical & Manufacturing Engineering 4.782629 \n", - "Chemistry -1.349041 \n", - "Medicine -0.425964 \n", - "Education -0.726265 \n", - "Librarianship & Information Management -1.334257 \n", - "German 2.065142 \n", - "History 0.834373 \n", - "Agriculture & Forestry 1.449757 \n", - "Communication & Media Studies 2.079926 \n", - "Civil Engineering 2.079926 \n", - "Linguistics -0.374220 \n", - "Classics & Ancient History -0.374220 \n", - "Economics -0.366828 \n", - "Chemical Engineering 0.556249 \n", - "Theology & Religious Studies 0.563641 \n", - "Law 1.186417 \n", - "Psychology -0.967429 \n", - "Philosophy 0.886117 \n", - "Politics 1.193809 \n", - "Art & Design 0.585817 \n", - "Pharmacology & Pharmacy 0.278124 \n", - "History of Art, Architecture & Design 0.278124 \n", - "Business & Management Studies 0.585817 \n", - "Sociology NaN \n", - "Marketing 0.593209 \n", - "Music 0.593209 \n", - "Accounting & Finance -0.022176 \n", - "Food Science 0.285516 \n", - "American Studies NaN \n", - "Criminology NaN \n", - "Land & Property Management NaN \n", - "Veterinary Medicine -0.014784 \n", - "English NaN \n", - "Middle Eastern and African Studies 0.292908 \n", - "Social Work NaN \n", - "Anthropology 0.292908 \n", - "Architecture -0.007392 \n", - "Town & Country Planning and Landscape Design -0.007392 \n", - "Sports Science -0.007392 \n", - "Anatomy & Physiology -0.930469 \n", - "Social Policy NaN \n", - "Russian & East European Languages NaN \n", - "Counselling -0.315084 \n", - "Complementary Medicine NaN \n", - "Physiotherapy NaN \n", - "Iberian Languages/Hispanic Studies -0.007392 \n", - "Dentistry NaN \n", - "Ophthalmics NaN \n", - "Nursing -0.007392 \n", - "East & South Asian Studies NaN \n", - "Fashion NaN \n", - 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CountPercentagePercentage in 2017Difference with previous year
field of work for Netherlands
Computer Science2037.03703753.333333-16.296296
Physics and Astronomy1527.77777826.6666671.111111
Biological Sciences1425.92592628.000000-2.074074
Medicine1120.37037014.6666675.703704
Geography & Environmental Sciences814.81481513.3333331.481481
Chemistry59.25925914.666667-5.407407
Linguistics47.40740713.333333-5.925926
Communication & Media Studies35.5555566.666667-1.111111
Education35.5555568.000000-2.444444
History35.55555612.000000-6.444444
Civil Engineering23.7037045.333333-1.629630
Psychology23.7037042.6666671.037037
Politics11.851852NaNNaN
Philosophy11.8518521.3333330.518519
Pharmacology & Pharmacy11.8518525.333333-3.481481
Ophthalmics11.851852NaNNaN
Mathematics11.8518526.666667-4.814815
Anatomy & Physiology11.851852NaNNaN
History of Art, Architecture & Design11.8518521.3333330.518519
General Engineering11.8518521.3333330.518519
Art & Design11.8518521.3333330.518519
Food Science11.8518526.666667-4.814815
Electrical & Electronic Engineering11.851852NaNNaN
Dentistry11.851852NaNNaN
Classics & Ancient History11.8518524.000000-2.148148
Chemical Engineering11.8518521.3333330.518519
Sociology11.8518521.3333330.518519
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" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "field of work for Netherlands \n", - "Computer Science 20 37.037037 53.333333 \n", - "Physics and Astronomy 15 27.777778 26.666667 \n", - "Biological Sciences 14 25.925926 28.000000 \n", - "Medicine 11 20.370370 14.666667 \n", - "Geography & Environmental Sciences 8 14.814815 13.333333 \n", - "Chemistry 5 9.259259 14.666667 \n", - "Linguistics 4 7.407407 13.333333 \n", - "Communication & Media Studies 3 5.555556 6.666667 \n", - "Education 3 5.555556 8.000000 \n", - "History 3 5.555556 12.000000 \n", - "Civil Engineering 2 3.703704 5.333333 \n", - "Psychology 2 3.703704 2.666667 \n", - "Politics 1 1.851852 NaN \n", - "Philosophy 1 1.851852 1.333333 \n", - "Pharmacology & Pharmacy 1 1.851852 5.333333 \n", - "Ophthalmics 1 1.851852 NaN \n", - "Mathematics 1 1.851852 6.666667 \n", - "Anatomy & Physiology 1 1.851852 NaN \n", - "History of Art, Architecture & Design 1 1.851852 1.333333 \n", - "General Engineering 1 1.851852 1.333333 \n", - "Art & Design 1 1.851852 1.333333 \n", - "Food Science 1 1.851852 6.666667 \n", - "Electrical & Electronic Engineering 1 1.851852 NaN \n", - "Dentistry 1 1.851852 NaN \n", - "Classics & Ancient History 1 1.851852 4.000000 \n", - "Chemical Engineering 1 1.851852 1.333333 \n", - "Sociology 1 1.851852 1.333333 \n", - "\n", - " Difference with previous year \n", - "field of work for Netherlands \n", - "Computer Science -16.296296 \n", - "Physics and Astronomy 1.111111 \n", - "Biological Sciences -2.074074 \n", - "Medicine 5.703704 \n", - "Geography & Environmental Sciences 1.481481 \n", - "Chemistry -5.407407 \n", - "Linguistics -5.925926 \n", - "Communication & Media Studies -1.111111 \n", - "Education -2.444444 \n", - "History -6.444444 \n", - "Civil Engineering -1.629630 \n", - "Psychology 1.037037 \n", - "Politics NaN \n", - "Philosophy 0.518519 \n", - "Pharmacology & Pharmacy -3.481481 \n", - "Ophthalmics NaN \n", - "Mathematics -4.814815 \n", - "Anatomy & Physiology NaN \n", - "History of Art, Architecture & Design 0.518519 \n", - "General Engineering 0.518519 \n", - "Art & Design 0.518519 \n", - "Food Science -4.814815 \n", - "Electrical & Electronic Engineering NaN \n", - "Dentistry NaN \n", - "Classics & Ancient History -2.148148 \n", - "Chemical Engineering 0.518519 \n", - "Sociology 0.518519 " - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'field of work'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=to_sub, category=category, country=country, multi_choice=True)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
field of work for New Zealand
Computer Science1745.945946
Geography & Environmental Sciences1540.540541
Biological Sciences1027.027027
Physics and Astronomy924.324324
Mathematics718.918919
Civil Engineering513.513514
Mechanical Engineering410.810811
General Engineering410.810811
Electrical & Electronic Engineering410.810811
Geology38.108108
Materials Technology38.108108
Chemistry38.108108
Agriculture & Forestry38.108108
Education25.405405
Aeronautical & Manufacturing Engineering25.405405
Linguistics25.405405
Medicine25.405405
Psychology12.702703
Robotics12.702703
Social Work12.702703
Accounting & Finance12.702703
History12.702703
Communication & Media Studies12.702703
Chemical Engineering12.702703
Art & Design12.702703
Anthropology12.702703
Anatomy & Physiology12.702703
Youth Work12.702703
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" - ], - "text/plain": [ - " Count Percentage\n", - "field of work for New Zealand \n", - "Computer Science 17 45.945946\n", - "Geography & Environmental Sciences 15 40.540541\n", - "Biological Sciences 10 27.027027\n", - "Physics and Astronomy 9 24.324324\n", - "Mathematics 7 18.918919\n", - "Civil Engineering 5 13.513514\n", - "Mechanical Engineering 4 10.810811\n", - "General Engineering 4 10.810811\n", - "Electrical & Electronic Engineering 4 10.810811\n", - "Geology 3 8.108108\n", - "Materials Technology 3 8.108108\n", - "Chemistry 3 8.108108\n", - "Agriculture & Forestry 3 8.108108\n", - "Education 2 5.405405\n", - "Aeronautical & Manufacturing Engineering 2 5.405405\n", - "Linguistics 2 5.405405\n", - "Medicine 2 5.405405\n", - "Psychology 1 2.702703\n", - "Robotics 1 2.702703\n", - "Social Work 1 2.702703\n", - "Accounting & Finance 1 2.702703\n", - "History 1 2.702703\n", - "Communication & Media Studies 1 2.702703\n", - "Chemical Engineering 1 2.702703\n", - "Art & Design 1 2.702703\n", - "Anthropology 1 2.702703\n", - "Anatomy & Physiology 1 2.702703\n", - "Youth Work 1 2.702703" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'field of work'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=to_sub, category=category, country=country, multi_choice=True)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
field of work for South Africa
Computer Science1252.17391326.31578925.858124
Biological Sciences1043.478261NaNNaN
Education417.39130410.5263166.864989
Physics and Astronomy417.39130463.157895-45.766590
Electrical & Electronic Engineering28.6956525.2631583.432494
Mathematics28.69565221.052632-12.356979
Communication & Media Studies14.3478265.263158-0.915332
Economics14.347826NaNNaN
Librarianship & Information Management14.347826NaNNaN
Linguistics14.3478265.263158-0.915332
Psychology14.347826NaNNaN
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" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "field of work for South Africa \n", - "Computer Science 12 52.173913 26.315789 \n", - "Biological Sciences 10 43.478261 NaN \n", - "Education 4 17.391304 10.526316 \n", - "Physics and Astronomy 4 17.391304 63.157895 \n", - "Electrical & Electronic Engineering 2 8.695652 5.263158 \n", - "Mathematics 2 8.695652 21.052632 \n", - "Communication & Media Studies 1 4.347826 5.263158 \n", - "Economics 1 4.347826 NaN \n", - "Librarianship & Information Management 1 4.347826 NaN \n", - "Linguistics 1 4.347826 5.263158 \n", - "Psychology 1 4.347826 NaN \n", - "\n", - " Difference with previous year \n", - "field of work for South Africa \n", - "Computer Science 25.858124 \n", - "Biological Sciences NaN \n", - "Education 6.864989 \n", - "Physics and Astronomy -45.766590 \n", - "Electrical & Electronic Engineering 3.432494 \n", - "Mathematics -12.356979 \n", - "Communication & Media Studies -0.915332 \n", - "Economics NaN \n", - "Librarianship & Information Management NaN \n", - "Linguistics -0.915332 \n", - "Psychology NaN " - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'field of work'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=to_sub, category=category, country=country, multi_choice=True)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Most RSEs derive from a background in Physics and Astronomy (38%), followed by Computer science (37%) and finally by Biological sciences (28%). This top three is very different than the results in 2017, while Computer science was the first academic field (42%) and second was Physics and Astronomy (33%)." - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
field of work for United Kingdom
Physics and Astronomy9038.13559332.5203255.615268
Computer Science8837.28813643.089431-5.801295
Biological Sciences6728.38983134.959350-6.569519
Geography & Environmental Sciences4318.22033913.8211384.399201
Medicine3916.52542415.0406501.484773
Chemistry3715.67796615.853659-0.175692
Mathematics3012.71186416.666667-3.954802
Mechanical Engineering208.4745769.756098-1.281521
General Engineering177.2033908.130081-0.926691
Education177.2033904.8780492.325341
Materials Technology177.2033906.5040650.699325
Aeronautical & Manufacturing Engineering166.7796614.4715452.308116
Chemical Engineering145.9322034.8780491.054155
Civil Engineering135.5084754.8780490.630426
Electrical & Electronic Engineering125.08474610.162602-5.077856
Geology125.0847464.4715450.613201
Agriculture & Forestry125.0847462.4390242.645721
Economics114.6610173.2520331.408984
Robotics114.6610173.6585371.002480
Sociology114.6610172.4390242.221993
History104.2372883.2520330.985256
Linguistics93.8135594.065041-0.251481
Pharmacology & Pharmacy83.3898312.4390240.950806
Classics & Ancient History83.3898312.8455280.544302
Psychology83.3898314.065041-0.675210
Librarianship & Information Management83.3898313.2520330.137798
Social Policy72.9661022.8455280.120573
Art & Design62.5423731.6260160.916357
English62.5423730.8130081.729365
History of Art, Architecture & Design52.1186441.2195120.899132
Accounting & Finance52.118644NaNNaN
Communication & Media Studies52.1186441.2195120.899132
Anatomy & Physiology52.1186444.471545-2.352901
Dentistry41.6949150.4065041.288411
French41.6949150.4065041.288411
Music41.6949150.4065041.288411
Town & Country Planning and Landscape Design41.6949151.6260160.068899
Criminology41.6949150.4065041.288411
Business & Management Studies31.2711862.439024-1.167838
Nursing31.2711861.2195120.051674
Complementary Medicine31.2711860.4065040.864682
Ophthalmics31.2711861.626016-0.354830
Sports Science31.2711860.4065040.864682
Theology & Religious Studies31.2711861.626016-0.354830
Land & Property Management31.2711860.8130080.458178
Iberian Languages/Hispanic Studies31.2711860.4065040.864682
Food Science31.2711861.626016-0.354830
Architecture31.2711863.252033-1.980846
Social Work20.8474580.4065040.440954
Anthropology20.8474582.032520-1.185063
Veterinary Medicine20.8474580.4065040.440954
German20.8474580.4065040.440954
Philosophy20.8474580.8130080.034449
Middle Eastern and African Studies20.8474582.032520-1.185063
Marketing20.8474580.4065040.440954
East & South Asian Studies20.8474580.4065040.440954
Law20.8474580.8130080.034449
Youth Work20.8474580.4065040.440954
Physiotherapy10.4237290.4065040.017225
Politics10.4237290.813008-0.389279
Russian & East European Languages10.423729NaNNaN
Counselling10.4237290.4065040.017225
American Studies10.4237290.4065040.017225
Fashion10.4237290.4065040.017225
Hospitality, Leisure, Recreation & Tourism10.4237290.4065040.017225
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "field of work for United Kingdom \n", - "Physics and Astronomy 90 38.135593 \n", - "Computer Science 88 37.288136 \n", - "Biological Sciences 67 28.389831 \n", - "Geography & Environmental Sciences 43 18.220339 \n", - "Medicine 39 16.525424 \n", - "Chemistry 37 15.677966 \n", - "Mathematics 30 12.711864 \n", - "Mechanical Engineering 20 8.474576 \n", - "General Engineering 17 7.203390 \n", - "Education 17 7.203390 \n", - "Materials Technology 17 7.203390 \n", - "Aeronautical & Manufacturing Engineering 16 6.779661 \n", - "Chemical Engineering 14 5.932203 \n", - "Civil Engineering 13 5.508475 \n", - "Electrical & Electronic Engineering 12 5.084746 \n", - "Geology 12 5.084746 \n", - "Agriculture & Forestry 12 5.084746 \n", - "Economics 11 4.661017 \n", - "Robotics 11 4.661017 \n", - "Sociology 11 4.661017 \n", - "History 10 4.237288 \n", - "Linguistics 9 3.813559 \n", - "Pharmacology & Pharmacy 8 3.389831 \n", - "Classics & Ancient History 8 3.389831 \n", - "Psychology 8 3.389831 \n", - "Librarianship & Information Management 8 3.389831 \n", - "Social Policy 7 2.966102 \n", - "Art & Design 6 2.542373 \n", - "English 6 2.542373 \n", - "History of Art, Architecture & Design 5 2.118644 \n", - "Accounting & Finance 5 2.118644 \n", - "Communication & Media Studies 5 2.118644 \n", - "Anatomy & Physiology 5 2.118644 \n", - "Dentistry 4 1.694915 \n", - "French 4 1.694915 \n", - "Music 4 1.694915 \n", - "Town & Country Planning and Landscape Design 4 1.694915 \n", - "Criminology 4 1.694915 \n", - "Business & Management Studies 3 1.271186 \n", - "Nursing 3 1.271186 \n", - "Complementary Medicine 3 1.271186 \n", - "Ophthalmics 3 1.271186 \n", - "Sports Science 3 1.271186 \n", - "Theology & Religious Studies 3 1.271186 \n", - "Land & Property Management 3 1.271186 \n", - "Iberian Languages/Hispanic Studies 3 1.271186 \n", - "Food Science 3 1.271186 \n", - "Architecture 3 1.271186 \n", - "Social Work 2 0.847458 \n", - "Anthropology 2 0.847458 \n", - "Veterinary Medicine 2 0.847458 \n", - "German 2 0.847458 \n", - "Philosophy 2 0.847458 \n", - "Middle Eastern and African Studies 2 0.847458 \n", - "Marketing 2 0.847458 \n", - "East & South Asian Studies 2 0.847458 \n", - "Law 2 0.847458 \n", - "Youth Work 2 0.847458 \n", - "Physiotherapy 1 0.423729 \n", - "Politics 1 0.423729 \n", - "Russian & East European Languages 1 0.423729 \n", - "Counselling 1 0.423729 \n", - "American Studies 1 0.423729 \n", - "Fashion 1 0.423729 \n", - "Hospitality, Leisure, Recreation & Tourism 1 0.423729 \n", - "\n", - " Percentage in 2017 \\\n", - "field of work for United Kingdom \n", - "Physics and Astronomy 32.520325 \n", - "Computer Science 43.089431 \n", - "Biological Sciences 34.959350 \n", - "Geography & Environmental Sciences 13.821138 \n", - "Medicine 15.040650 \n", - "Chemistry 15.853659 \n", - "Mathematics 16.666667 \n", - "Mechanical Engineering 9.756098 \n", - "General Engineering 8.130081 \n", - "Education 4.878049 \n", - "Materials Technology 6.504065 \n", - "Aeronautical & Manufacturing Engineering 4.471545 \n", - "Chemical Engineering 4.878049 \n", - "Civil Engineering 4.878049 \n", - "Electrical & Electronic Engineering 10.162602 \n", - "Geology 4.471545 \n", - "Agriculture & Forestry 2.439024 \n", - "Economics 3.252033 \n", - "Robotics 3.658537 \n", - "Sociology 2.439024 \n", - "History 3.252033 \n", - "Linguistics 4.065041 \n", - "Pharmacology & Pharmacy 2.439024 \n", - "Classics & Ancient History 2.845528 \n", - "Psychology 4.065041 \n", - "Librarianship & Information Management 3.252033 \n", - "Social Policy 2.845528 \n", - "Art & Design 1.626016 \n", - "English 0.813008 \n", - "History of Art, Architecture & Design 1.219512 \n", - "Accounting & Finance NaN \n", - "Communication & Media Studies 1.219512 \n", - "Anatomy & Physiology 4.471545 \n", - "Dentistry 0.406504 \n", - "French 0.406504 \n", - "Music 0.406504 \n", - "Town & Country Planning and Landscape Design 1.626016 \n", - "Criminology 0.406504 \n", - "Business & Management Studies 2.439024 \n", - "Nursing 1.219512 \n", - "Complementary Medicine 0.406504 \n", - "Ophthalmics 1.626016 \n", - "Sports Science 0.406504 \n", - "Theology & Religious Studies 1.626016 \n", - "Land & Property Management 0.813008 \n", - "Iberian Languages/Hispanic Studies 0.406504 \n", - "Food Science 1.626016 \n", - "Architecture 3.252033 \n", - "Social Work 0.406504 \n", - "Anthropology 2.032520 \n", - "Veterinary Medicine 0.406504 \n", - "German 0.406504 \n", - "Philosophy 0.813008 \n", - "Middle Eastern and African Studies 2.032520 \n", - "Marketing 0.406504 \n", - "East & South Asian Studies 0.406504 \n", - "Law 0.813008 \n", - "Youth Work 0.406504 \n", - "Physiotherapy 0.406504 \n", - "Politics 0.813008 \n", - "Russian & East European Languages NaN \n", - "Counselling 0.406504 \n", - "American Studies 0.406504 \n", - "Fashion 0.406504 \n", - "Hospitality, Leisure, Recreation & Tourism 0.406504 \n", - "\n", - " Difference with previous year \n", - "field of work for United Kingdom \n", - "Physics and Astronomy 5.615268 \n", - "Computer Science -5.801295 \n", - "Biological Sciences -6.569519 \n", - "Geography & Environmental Sciences 4.399201 \n", - "Medicine 1.484773 \n", - "Chemistry -0.175692 \n", - "Mathematics -3.954802 \n", - "Mechanical Engineering -1.281521 \n", - "General Engineering -0.926691 \n", - "Education 2.325341 \n", - "Materials Technology 0.699325 \n", - "Aeronautical & Manufacturing Engineering 2.308116 \n", - "Chemical Engineering 1.054155 \n", - "Civil Engineering 0.630426 \n", - "Electrical & Electronic Engineering -5.077856 \n", - "Geology 0.613201 \n", - "Agriculture & Forestry 2.645721 \n", - "Economics 1.408984 \n", - "Robotics 1.002480 \n", - "Sociology 2.221993 \n", - "History 0.985256 \n", - "Linguistics -0.251481 \n", - "Pharmacology & Pharmacy 0.950806 \n", - "Classics & Ancient History 0.544302 \n", - "Psychology -0.675210 \n", - "Librarianship & Information Management 0.137798 \n", - "Social Policy 0.120573 \n", - "Art & Design 0.916357 \n", - "English 1.729365 \n", - "History of Art, Architecture & Design 0.899132 \n", - "Accounting & Finance NaN \n", - "Communication & Media Studies 0.899132 \n", - "Anatomy & Physiology -2.352901 \n", - "Dentistry 1.288411 \n", - "French 1.288411 \n", - "Music 1.288411 \n", - "Town & Country Planning and Landscape Design 0.068899 \n", - "Criminology 1.288411 \n", - "Business & Management Studies -1.167838 \n", - "Nursing 0.051674 \n", - "Complementary Medicine 0.864682 \n", - "Ophthalmics -0.354830 \n", - "Sports Science 0.864682 \n", - "Theology & Religious Studies -0.354830 \n", - "Land & Property Management 0.458178 \n", - "Iberian Languages/Hispanic Studies 0.864682 \n", - "Food Science -0.354830 \n", - "Architecture -1.980846 \n", - "Social Work 0.440954 \n", - "Anthropology -1.185063 \n", - "Veterinary Medicine 0.440954 \n", - "German 0.440954 \n", - "Philosophy 0.034449 \n", - "Middle Eastern and African Studies -1.185063 \n", - "Marketing 0.440954 \n", - "East & South Asian Studies 0.440954 \n", - "Law 0.034449 \n", - "Youth Work 0.440954 \n", - "Physiotherapy 0.017225 \n", - "Politics -0.389279 \n", - "Russian & East European Languages NaN \n", - "Counselling 0.017225 \n", - "American Studies 0.017225 \n", - "Fashion 0.017225 \n", - "Hospitality, Leisure, Recreation & Tourism 0.017225 " - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'field of work'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=to_sub, category=category, country=country, multi_choice=True)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
field of work for United States
Physics and Astronomy6342.85714324.53987718.317266
Computer Science5940.13605456.441718-16.305663
Biological Sciences3926.53061232.515337-5.984725
Geography & Environmental Sciences2315.64625912.2699393.376320
Mathematics1510.20408214.110429-3.906348
Medicine96.1224497.975460-1.853011
Economics85.4421773.6809821.761195
Electrical & Electronic Engineering85.4421777.975460-2.533283
Geology64.08163314.110429-10.028797
Chemical Engineering64.0816335.521472-1.439840
Materials Technology53.4013617.975460-4.574100
Education53.4013616.134969-2.733609
Social Policy53.4013610.6134972.787864
Sociology53.4013613.680982-0.279621
Chemistry42.72108814.110429-11.389341
Pharmacology & Pharmacy42.7210881.2269941.494095
Anthropology42.7210881.8404910.880598
Mechanical Engineering42.72108812.269939-9.548850
Politics32.0408162.453988-0.413171
Communication & Media Studies32.0408160.6134971.427319
Anatomy & Physiology32.0408161.2269940.813822
Psychology32.0408163.680982-1.640165
Business & Management Studies32.0408161.2269940.813822
History32.0408160.6134971.427319
Librarianship & Information Management32.0408163.680982-1.640165
Linguistics32.0408161.2269940.813822
Robotics21.3605444.294479-2.933934
Theology & Religious Studies21.360544NaNNaN
Middle Eastern and African Studies21.360544NaNNaN
Accounting & Finance21.3605440.6134970.747047
General Engineering21.3605445.521472-4.160928
Agriculture & Forestry21.3605443.067485-1.706940
Civil Engineering21.3605445.521472-4.160928
Art & Design21.3605440.6134970.747047
Architecture21.3605440.6134970.747047
American Studies21.360544NaNNaN
Veterinary Medicine21.3605441.2269940.133550
Marketing10.6802721.840491-1.160219
Law10.680272NaNNaN
Land & Property Management10.680272NaNNaN
English10.680272NaNNaN
Philosophy10.680272NaNNaN
Criminology10.680272NaNNaN
Complementary Medicine10.680272NaNNaN
Classics & Ancient History10.680272NaNNaN
Town & Country Planning and Landscape Design10.6802720.6134970.066775
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "field of work for United States \n", - "Physics and Astronomy 63 42.857143 \n", - "Computer Science 59 40.136054 \n", - "Biological Sciences 39 26.530612 \n", - "Geography & Environmental Sciences 23 15.646259 \n", - "Mathematics 15 10.204082 \n", - "Medicine 9 6.122449 \n", - "Economics 8 5.442177 \n", - "Electrical & Electronic Engineering 8 5.442177 \n", - "Geology 6 4.081633 \n", - "Chemical Engineering 6 4.081633 \n", - "Materials Technology 5 3.401361 \n", - "Education 5 3.401361 \n", - "Social Policy 5 3.401361 \n", - "Sociology 5 3.401361 \n", - "Chemistry 4 2.721088 \n", - "Pharmacology & Pharmacy 4 2.721088 \n", - "Anthropology 4 2.721088 \n", - "Mechanical Engineering 4 2.721088 \n", - "Politics 3 2.040816 \n", - "Communication & Media Studies 3 2.040816 \n", - "Anatomy & Physiology 3 2.040816 \n", - "Psychology 3 2.040816 \n", - "Business & Management Studies 3 2.040816 \n", - "History 3 2.040816 \n", - "Librarianship & Information Management 3 2.040816 \n", - "Linguistics 3 2.040816 \n", - "Robotics 2 1.360544 \n", - "Theology & Religious Studies 2 1.360544 \n", - "Middle Eastern and African Studies 2 1.360544 \n", - "Accounting & Finance 2 1.360544 \n", - "General Engineering 2 1.360544 \n", - "Agriculture & Forestry 2 1.360544 \n", - "Civil Engineering 2 1.360544 \n", - "Art & Design 2 1.360544 \n", - "Architecture 2 1.360544 \n", - "American Studies 2 1.360544 \n", - "Veterinary Medicine 2 1.360544 \n", - "Marketing 1 0.680272 \n", - "Law 1 0.680272 \n", - "Land & Property Management 1 0.680272 \n", - "English 1 0.680272 \n", - "Philosophy 1 0.680272 \n", - "Criminology 1 0.680272 \n", - "Complementary Medicine 1 0.680272 \n", - "Classics & Ancient History 1 0.680272 \n", - "Town & Country Planning and Landscape Design 1 0.680272 \n", - "\n", - " Percentage in 2017 \\\n", - "field of work for United States \n", - "Physics and Astronomy 24.539877 \n", - "Computer Science 56.441718 \n", - "Biological Sciences 32.515337 \n", - "Geography & Environmental Sciences 12.269939 \n", - "Mathematics 14.110429 \n", - "Medicine 7.975460 \n", - "Economics 3.680982 \n", - "Electrical & Electronic Engineering 7.975460 \n", - "Geology 14.110429 \n", - "Chemical Engineering 5.521472 \n", - "Materials Technology 7.975460 \n", - "Education 6.134969 \n", - "Social Policy 0.613497 \n", - "Sociology 3.680982 \n", - "Chemistry 14.110429 \n", - "Pharmacology & Pharmacy 1.226994 \n", - "Anthropology 1.840491 \n", - "Mechanical Engineering 12.269939 \n", - "Politics 2.453988 \n", - "Communication & Media Studies 0.613497 \n", - "Anatomy & Physiology 1.226994 \n", - "Psychology 3.680982 \n", - "Business & Management Studies 1.226994 \n", - "History 0.613497 \n", - "Librarianship & Information Management 3.680982 \n", - "Linguistics 1.226994 \n", - "Robotics 4.294479 \n", - "Theology & Religious Studies NaN \n", - "Middle Eastern and African Studies NaN \n", - "Accounting & Finance 0.613497 \n", - "General Engineering 5.521472 \n", - "Agriculture & Forestry 3.067485 \n", - "Civil Engineering 5.521472 \n", - "Art & Design 0.613497 \n", - "Architecture 0.613497 \n", - "American Studies NaN \n", - "Veterinary Medicine 1.226994 \n", - "Marketing 1.840491 \n", - "Law NaN \n", - "Land & Property Management NaN \n", - "English NaN \n", - "Philosophy NaN \n", - "Criminology NaN \n", - "Complementary Medicine NaN \n", - "Classics & Ancient History NaN \n", - "Town & Country Planning and Landscape Design 0.613497 \n", - "\n", - " Difference with previous year \n", - "field of work for United States \n", - "Physics and Astronomy 18.317266 \n", - "Computer Science -16.305663 \n", - "Biological Sciences -5.984725 \n", - "Geography & Environmental Sciences 3.376320 \n", - "Mathematics -3.906348 \n", - "Medicine -1.853011 \n", - "Economics 1.761195 \n", - "Electrical & Electronic Engineering -2.533283 \n", - "Geology -10.028797 \n", - "Chemical Engineering -1.439840 \n", - "Materials Technology -4.574100 \n", - "Education -2.733609 \n", - "Social Policy 2.787864 \n", - "Sociology -0.279621 \n", - "Chemistry -11.389341 \n", - "Pharmacology & Pharmacy 1.494095 \n", - "Anthropology 0.880598 \n", - "Mechanical Engineering -9.548850 \n", - "Politics -0.413171 \n", - "Communication & Media Studies 1.427319 \n", - "Anatomy & Physiology 0.813822 \n", - "Psychology -1.640165 \n", - "Business & Management Studies 0.813822 \n", - "History 1.427319 \n", - "Librarianship & Information Management -1.640165 \n", - "Linguistics 0.813822 \n", - "Robotics -2.933934 \n", - "Theology & Religious Studies NaN \n", - "Middle Eastern and African Studies NaN \n", - "Accounting & Finance 0.747047 \n", - "General Engineering -4.160928 \n", - "Agriculture & Forestry -1.706940 \n", - "Civil Engineering -4.160928 \n", - "Art & Design 0.747047 \n", - "Architecture 0.747047 \n", - "American Studies NaN \n", - "Veterinary Medicine 0.133550 \n", - "Marketing -1.160219 \n", - "Law NaN \n", - "Land & Property Management NaN \n", - "English NaN \n", - "Philosophy NaN \n", - "Criminology NaN \n", - "Complementary Medicine NaN \n", - "Classics & Ancient History NaN \n", - "Town & Country Planning and Landscape Design 0.066775 " - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'field of work'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=to_sub, category=category, country=country, multi_choice=True)\n", - "\n", - "# Showing the results\n", - "result" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the World" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
field of work for World
Biological Sciences2240.000000
Computer Science2036.363636
Mathematics916.363636
Physics and Astronomy814.545455
Geography & Environmental Sciences814.545455
Medicine610.909091
Education59.090909
General Engineering47.272727
Agriculture & Forestry35.454545
Psychology35.454545
Sociology35.454545
Economics23.636364
Anatomy & Physiology23.636364
Politics23.636364
Pharmacology & Pharmacy23.636364
Chemistry23.636364
Materials Technology23.636364
Communication & Media Studies23.636364
History23.636364
Marketing23.636364
Civil Engineering23.636364
Geology23.636364
Classics & Ancient History23.636364
Electrical & Electronic Engineering23.636364
English11.818182
Social Work11.818182
Social Policy11.818182
Architecture11.818182
Art & Design11.818182
Philosophy11.818182
Middle Eastern and African Studies11.818182
Ophthalmics11.818182
History of Art, Architecture & Design11.818182
Business & Management Studies11.818182
French11.818182
Linguistics11.818182
Librarianship & Information Management11.818182
Iberian Languages/Hispanic Studies11.818182
German11.818182
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "field of work for World \n", - "Biological Sciences 22 40.000000\n", - "Computer Science 20 36.363636\n", - "Mathematics 9 16.363636\n", - "Physics and Astronomy 8 14.545455\n", - "Geography & Environmental Sciences 8 14.545455\n", - "Medicine 6 10.909091\n", - "Education 5 9.090909\n", - "General Engineering 4 7.272727\n", - "Agriculture & Forestry 3 5.454545\n", - "Psychology 3 5.454545\n", - "Sociology 3 5.454545\n", - "Economics 2 3.636364\n", - "Anatomy & Physiology 2 3.636364\n", - "Politics 2 3.636364\n", - "Pharmacology & Pharmacy 2 3.636364\n", - "Chemistry 2 3.636364\n", - "Materials Technology 2 3.636364\n", - "Communication & Media Studies 2 3.636364\n", - "History 2 3.636364\n", - "Marketing 2 3.636364\n", - "Civil Engineering 2 3.636364\n", - "Geology 2 3.636364\n", - "Classics & Ancient History 2 3.636364\n", - "Electrical & Electronic Engineering 2 3.636364\n", - "English 1 1.818182\n", - "Social Work 1 1.818182\n", - "Social Policy 1 1.818182\n", - "Architecture 1 1.818182\n", - "Art & Design 1 1.818182\n", - "Philosophy 1 1.818182\n", - "Middle Eastern and African Studies 1 1.818182\n", - "Ophthalmics 1 1.818182\n", - "History of Art, Architecture & Design 1 1.818182\n", - "Business & Management Studies 1 1.818182\n", - "French 1 1.818182\n", - "Linguistics 1 1.818182\n", - "Librarianship & Information Management 1 1.818182\n", - "Iberian Languages/Hispanic Studies 1 1.818182\n", - "German 1 1.818182" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'field of work'\n", - "\n", - "# Get the count\n", - "result = count_diff(df, columns=to_sub, category=category, country=country, multi_choice=True)\n", - "\n", - "# Showing the results\n", - "result" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "451px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "280px" - }, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/b. Current employment.ipynb b/analysis/2018/b. Current employment.ipynb deleted file mode 100644 index 63526aae..00000000 --- a/analysis/2018/b. Current employment.ipynb +++ /dev/null @@ -1,14303 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this sections\n", - "\n", - "* `Please select your organization type`: one choice\n", - "* `Which university do you work for?`: one choice\n", - "* `What is your official job title?`: free text\n", - "* `Are you known in your group by a different job title? If so, please enter the job title you use`: free text\n", - "* `Do you work full time or part time`: free text\n", - "* `What is the nature of your current employment?`: one choice\n", - "* `When did you start your current position?`: numeric\n", - "* `What is the expected duration (in years) of your current position (in total)?`: numeric\n", - "* `Please select the range of your salary`: one choice\n", - "* `Which of the following sources are used to pay for your effort as an RSE?`: one choice" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "plt.rcParams['figure.figsize'] = [20.0, 10.0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Type of contract and type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "current_emp = ['currentEmp1. Please select your organization type']\n", - "\n", - "which_uni = ['currentEmp2. Which university do you work for?']\n", - "\n", - "current_field = [x for x in df.columns if x[:len('currentEmp13')] == 'currentEmp13']\n", - "\n", - "title_job = ['currentEmp5. What is your official job title?']\n", - "diff_title = ['currentEmp6. Are you known in your group by a different job title? If so, please enter the job title you use']\n", - "\n", - "contract_time = ['currentEmp12. Do you work full time or part time']\n", - "\n", - "nature_contract = ['currentEmp10. What is the nature of your current employment?']\n", - "\n", - "start_contract = ['currentEmp9. When did you start your current position?']\n", - "\n", - "duration_contract = ['currentEmp11. What is the expected duration (in years) of your current position (in total)?']\n", - "\n", - "german_orga = ['currentEmp20de. Which Fraunhofer institute do you work for?',\n", - " 'currentEmp21de. Which Helmholtz institute do you work for?',\n", - " 'currentEmp22de. Which Leibniz institute do you work for?',\n", - " 'currentEmp23de. Which Max-Planck institute do you work for?',\n", - " 'currentEmp24de. Which University of Applied Sciences?']\n", - "\n", - "salary = ['socio4. Please select the range of your salary']\n", - "\n", - "salary_de = ['socio10de. Please select your renumeration group according to your collective bargaining agreement']\n", - " \n", - "salary_ausnzl = ['socio11ausnzl. What is the category of your pay-scale?',\n", - " 'socio12ausnzl. What is your academic pay-level?',\n", - " 'socio13ausnzl. What is your pay-level?',\n", - " 'socio14ausnzl. What is your government pay-level?']\n", - "\n", - "# Get the funding information\n", - "fund = [x for x in df.columns if x[:5] == 'fund2']\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Organisation type for Australia
University5454.545455
National laboratory2121.212121
Government1313.131313
Non-profit organization88.080808
Other22.020202
Private company11.010101
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Organisation type for Australia \n", - "University 54 54.545455\n", - "National laboratory 21 21.212121\n", - "Government 13 13.131313\n", - "Non-profit organization 8 8.080808\n", - "Other 2 2.020202\n", - "Private company 1 1.010101" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df, current_emp, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
in which field for Australia
08 Information and Computing Sciences4545.454545
02 Physical Sciences3636.363636
06 Biological Sciences3434.343434
10 Technology2626.262626
01 Mathematical Sciences2424.242424
11 Medical and Health Sciences2424.242424
09 Engineering2323.232323
04 Earth Sciences2222.222222
05 Environmental Sciences2121.212121
03 Chemical Sciences1010.101010
07 Agricultural and Veterinary Sciences1010.101010
13 Education99.090909
20 Language, Communication and Culture55.050505
16 Studies in Human Society44.040404
19 Studies in Creative Arts and Writing33.030303
21 History and Archaeology33.030303
22 Philosophy and Religious Studies33.030303
17 Psychology and Cognitive Sciences33.030303
15 Commerce, Management, Tourism and Services22.020202
14 Economics22.020202
12 Built Environment and Design22.020202
18 Law and Legal Studies11.010101
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "in which field for Australia \n", - "08 Information and Computing Sciences 45 45.454545\n", - "02 Physical Sciences 36 36.363636\n", - "06 Biological Sciences 34 34.343434\n", - "10 Technology 26 26.262626\n", - "01 Mathematical Sciences 24 24.242424\n", - "11 Medical and Health Sciences 24 24.242424\n", - "09 Engineering 23 23.232323\n", - "04 Earth Sciences 22 22.222222\n", - "05 Environmental Sciences 21 21.212121\n", - "03 Chemical Sciences 10 10.101010\n", - "07 Agricultural and Veterinary Sciences 10 10.101010\n", - "13 Education 9 9.090909\n", - "20 Language, Communication and Culture 5 5.050505\n", - "16 Studies in Human Society 4 4.040404\n", - "19 Studies in Creative Arts and Writing 3 3.030303\n", - "21 History and Archaeology 3 3.030303\n", - "22 Philosophy and Religious Studies 3 3.030303\n", - "17 Psychology and Cognitive Sciences 3 3.030303\n", - "15 Commerce, Management, Tourism and Services 2 2.020202\n", - "14 Economics 2 2.020202\n", - "12 Built Environment and Design 2 2.020202\n", - "18 Law and Legal Studies 1 1.010101" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Which university for Australia
The University of Melbourne814.814815
Curtin University of Technology814.814815
Monash University611.111111
The University of Western Australia611.111111
Griffith University47.407407
Deakin University35.555556
Swinburne University of Technology35.555556
The University of Queensland35.555556
Queensland University of Technology23.703704
The University of Adelaide23.703704
The Australian National University11.851852
University of Tasmania11.851852
University of Wollongong11.851852
University of New South Wales11.851852
Macquarie University11.851852
The University of Sydney11.851852
University of Newcastle11.851852
University of South Australia11.851852
Murdoch University11.851852
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Which university for Australia \n", - "The University of Melbourne 8 14.814815\n", - "Curtin University of Technology 8 14.814815\n", - "Monash University 6 11.111111\n", - "The University of Western Australia 6 11.111111\n", - "Griffith University 4 7.407407\n", - "Deakin University 3 5.555556\n", - "Swinburne University of Technology 3 5.555556\n", - "The University of Queensland 3 5.555556\n", - "Queensland University of Technology 2 3.703704\n", - "The University of Adelaide 2 3.703704\n", - "The Australian National University 1 1.851852\n", - "University of Tasmania 1 1.851852\n", - "University of Wollongong 1 1.851852\n", - "University of New South Wales 1 1.851852\n", - "Macquarie University 1 1.851852\n", - "The University of Sydney 1 1.851852\n", - "University of Newcastle 1 1.851852\n", - "University of South Australia 1 1.851852\n", - "Murdoch University 1 1.851852" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB2YUQSqqj+pqr+rqq9X1cer6lcGNRgAAAAAgzPtCFRVT0vy/yZZ0VrbNclWSV4zqMEAAAAAGJyZPh1sfpKtq2p+km2S/I+ZjwQAAADAoE07ArXW/iHJqUm+k+T2JHe11i59+OOq6vCqWltVa9esWTP9SQEAAACYtvnT/Y1V9eQkr0jyjCR3Jrmwqg5qrZ334Me11tYkub/+tOkeDwAAAIDpm8nTwX43ybdbaz9orW1O8skk/24wYwEAAAAwSDOJQN9J8ryq2qaqKsmLktw8mLEAAAAAGKSZXBPo2iSfSLIuyY1Tf5aL/gAAAABsgaZ9TaAkaa39aZI/HdAsAAAAAAzJjCIQwONxyy23ZP/993/g/W9961t55zvfmdtvvz2f+9znsnz58pxzzjlJkvPOOy933HFHjj766FGNCwAAMFZmck0ggMdll112yfr167N+/fp87WtfyzbbbJNXvvKVWbduXW644YYsXLgwN954Y+6+++6cddZZOeKII0Y9MgAAwNgQgYCRuPzyy/PMZz4zixYtyubNm9Nay8TERBYsWJBTTz01Rx55ZBYsWDDqMQEAAMaGCASMxPnnn58DDjgg2267bVauXJk99tgjixcvznbbbZdrr702++2336hHBAAAGCuuCQTMunvuuScXX3xx3vOe9yRJjj322Bx77LFJkkMPPTTvfOc788EPfjCXXnppli1blre//e2jHBcAAGAsOBMImHWf+9znsueee2bHHXd8yO3XXXddWmvZZZddcuGFF+aCCy7Ixo0bs2HDhhFNCgAAMD6cCQTMuo9//OM54IADfu72E088MWvWrMnmzZtz7733JknmzZuXiYmJ2R4RAABg7DgTCJhVP/nJT3LZZZflVa961UNuv+iii7JixYrstNNO2X777bN8+fLstttu+elPf5rdd999RNMCAACMD2cCAbPqCU94Qv7xH//x527fb7/9HnIx6FNPPTWnnnrqbI4GAAAw1pwJBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADrgJeKBgTr9jVfM+jGPOGOfWT8mAADAXONMIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6MCMIlBVbV9Vn6iqb1TVzVX1W4MaDAAAAIDBmT/D3//+JJ9vrb26qhYm2WYAMwEAAAAwYNOOQFW1XZLnJzkkSVpr9yS5ZzBjAQAAADBIM3k62DOS/CDJWVV1XVV9sKqe8PAHVdXhVbW2qtauWbNmBocDAAAAYLpmEoHmJ9kzyX9ure2R5CdJjnv4g1pra1prK1prKw4//PAZHA5gbrnzzjvz6le/Os961rOydOnSfPnLX85b3/rWLFu2LAcffPADjzvvvPOyevXqEU46c73s2sueAACMp5lEoNuS3NZau3bq/U9kMgoBkOSoo47Kvvvum2984xu5/vrrs9NOO2XdunW54YYbsnDhwtx44425++67c9ZZZ+WII44Y9bgz0suuvewJAMB4mnYEaq19N8mtVbXL1E0vSnLTQKYCmOPuuuuuXHXVVXnDG96QJFm4cGEWLVqUzZs3p7WWiYmJLFiwIKeeemqOPPLILFiwYMQTT18vu/ayJwAA42tGLxGf5MgkH62qG5IsT/JnMx8JYO779re/nac85Sl53etelz322COHHnpo5s2bl5UrV2aPPfbI4sWLs9122+Xaa6/NfvvtN+pxZ6SXXXvZEwCA8VWttdk83rQPtvNxnx3kHI/Jpve+dNaPmZO2m/1jJslJd836IXf7yG6zfswbX3vjrB8zSW5+1tJZP+bSb9w868dMktPfeMWsH/OIM/aZ9WM+mrVr1+Z5z3terr766jz3uc/NUUcdlSc96Ul517ve9cBjDj300LzpTW/KunXrcumll2bZsmV5+9vfPsKpp6eXXXvZEwCAOakey4NmeiYQAI9gyZIlWbJkSZ773OcmSV796ldn3bp1D9x/3XXXpbWWXXbZJRdeeGEuuOCCbNy4MRs2bBjVyNPWy6697AkAwPgSgQCG4KlPfWqe/vSn55ZbbkmSXH755Xn2s5/9wP0nnnhi3vWud2Xz5s259957kyTz5s3LxMTESOadiV527WVPAADG1/xRDwAwrv7iL/4iBx54YO6555782q/9Ws4666wkyUUXXZQVK1Zkp512SpIsX748u+22W5YtW5bdd999lCNPWy+79rInAADjyTWBfgnXBBou1wQaLtcEAgAA6IZrAgEAAAAwSQQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOzB/1AABz0Wn7v2wkx33zX39m1o9523F/O+vHXPLe35n1YybJSSed1MUxAQDokzOBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAj+jee+/NHnvskZe97GVJkgMPPDDLli3LCSec8MBjVq1alYsuumhUIw5MT7sCAP2acQSqqq2q6rqq+swgBgIAtgzvf//7s3Tp0iTJDTfckK233jo33HBDvvrVr+auu+7K7bffnmuvvTb77bffiCeduZ52BQD6NYgzgY5KcvMA/hwAYAtx22235bOf/WwOPfTQJMmCBQty991357777svmzZuz1VZb5R3veEdOPvnkEU86cz3tCgD0bUYRqKqWJHlpkg8OZhwAYEtw9NFH55RTTsm8eZNfKixdujRPecpTsueee+blL395vvnNb+a+++7LnnvuOeJJZ66nXQGAvs2f4e9fneTYJNv+ogdU1eFJDk+SM888M4cffvgMDwkADNNnPvOZ7LDDDtlrr71y5ZVXPnD76tWrH/j1y1/+8px55pl597vfneuvvz4vfvGLc9hhh41g2pnpaVcAgGmfCVRVL0vy/dba137Z41pra1prK1prKwQgANjyXX311bn44ouz88475zWveU2uuOKKHHTQQQ/c/+lPfzp77bVXfvzjH2fjxo254IIL8olPfCITExMjnHp6etoVAGAmTwf77SS/X1WbkpyfZJ+qOm8gUwEAI/Oe97wnt912WzZt2pTzzz8/++yzT847b/JT/ObNm7N69eoce+yxufvuu1NVSSZfXeuee+4Z5djT0tOuAADTjkCtteNba0taazsneU2SK1prBz3KbwMA5rDTTz89r33ta7PNNttk2bJlmZiYyG677Za99tor22+//ajHG6iedgUA+jDTawIBAGNs7733zt577/3A+0cfffQDv66qfPzjHx/BVMPR064AQJ8GEoFaa1cmuXIQfxYAAAAAgzejl4gHAAAAYG4QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAS8RDwAduvyKZ876MV+0z8ZZP+ZTv7h+1o+ZJN994fKRHBcA4JdxJhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAIAO3HrrrXnhC1+YZz/72XnOc56T97///UmSt771rVm2bFkOPvjgBx573nnnZfXq1aMadUZ62TOxa2LXubxrL3smdk3Gb9e5vKcIBADQgfnz5+e0007LTTfdlGuuuSann356rr/++qxbty433HBDFi5cmBtvvDF33313zjrrrBxxxBGjHnlaetkzsatd5/auveyZ2HUcd53Le84f9QAAAAzf4sWLs3jx4iTJtttum6VLl+Y73/lONm/enNZaJiYmsmDBgpx66qk58sgjs2DBghFPPD297JnY1a5ze9de9kzsOo67zuU9nQkEANCZTZs25brrrssLXvCCrFy5MnvssUcWL16c7bbbLtdee23222+/UY84EL3smdjVrnNbL3smdh3HXefantVam83jTftgOx/32UHO8Zhseu9LZ/2YOWm72T9mkpx016wfcreP7Dbrx7zxtTfO+jGT5OZnLZ31Yy79xs2zfswkOf2NV8z6MY84Y59ZP+Zp+79s1o+ZJG/+68/M+jFvO+5vZ/2YS977O7N+zCQ56aSTujhmklx+xTNn/Zgv2mfjrB/zqV9cP+vHTJLvvnD5SI77WPz4xz/OC17wgrztbW/Lq171qofcd+ihh+ZNb3pT1q1bl0svvTTLli3L29/+9hFNOjO97JnY9X52nZu79rJnYtf7jdOuW9ie9VgeNO0zgarq6VX1xaq6qar+rqqOmu6fBQDA8G3evDl/8Ad/kAMPPPDnvli97rrr0lrLLrvskgsvvDAXXHBBNm7cmA0bNoxo2unrZc/Ervez69zctZc9E7veb5x2nat7zuSaQD9L8ubW2rqq2jbJ16rqstbaTQOaDQCAAWmt5Q1veEOWLl2aY4455ufuP/HEE7NmzZps3rw59957b5Jk3rx5mZiYmO1RZ6SXPRO7Pphd596uveyZ2PXBxmXXubzntM8Eaq3d3lpbN/XrHyW5OcnTBjUYAACDc/XVV+fcc8/NFVdckeXLl2f58uW55JJLkiQXXXRRVqxYkZ122inbb799li9fnt122y0//elPs/vuu4948senlz0Tu9p1bu/ay56JXcdx17m850CuCVRVOye5KsmurbUf/pKHuibQo3FNoKFyTaDhc02g4XJNoOFyTaDhck0gAIChGe41gR44StUTk/yXJEc/UgCqqsOram1VrV2zZs1MDwcAAADANMzkmkCpqgWZDEAfba198pEe01pbk+T++jOrL0UGAAAAwKSZvDpYJflQkptba38+uJEAAAAAGLSZPB3st5P8UZJ9qmr91NvKAc0FAAAAwABN++lgrbX/lsd44SEAAAAARmtG1wQCAGDL0M0rqaajXb1q7NCN4pVjvWrscHnV2OEaxavGJqN55dhxfdXYGb86GAAAAABbPhGImuWGAAAgAElEQVQIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADswoAlXVvlV1S1V9s6qOG9RQAAAAAAzWtCNQVW2V5PQkv5fk2UkOqKpnD2owAAAAAAZnJmcC/WaSb7bWvtVauyfJ+UleMZixAAAAABikmUSgpyW59UHv3zZ1GwAAAABbmGqtTe83Vr06yb6ttUOn3v+jJM9trf37hz3u8CSHT737K0l+Ov1xp+VfJ7ljlo85KnYdT73s2sueiV3HUS97JnYdV73s2sueiV3HVS+79rJnYtdxNYpd72it7ftoD5o/gwP8Q5KnP+j9JVO3PURrbU2SNTM4zoxU1drW2opRHX822XU89bJrL3smdh1HveyZ2HVc9bJrL3smdh1Xvezay56JXcfVlrzrTJ4O9tUkv15Vz6iqhUlek+TiwYwFAAAAwCBN+0yg1trPqurfJ/lCkq2SfLi19ncDmwwAAACAgZnJ08HSWrskySUDmmVYRvZUtBGw63jqZdde9kzsOo562TOx67jqZdde9kzsOq562bWXPRO7jqstdtdpXxgaAAAAgLljJtcEAgAAAGCOEIEAAAAAOjCWEaiq/o+qet3Ur59SVc8Y9UzDUFVLRz3DbKmq/23UMzBYVXVkVT151HPMhqp6eVWN5cfbh6uq91XVLqOeg8Gqql+tqt+d+vXWVbXtqGcahqr646rabtRzzIaq+mRVvbSjj02Lqmqn+99GPQ+DU1XzqupJo55jWKrqtKp6zqjnGLZe9rxfL9+v3q+qdqiqf3P/26jnGYa59Hl1ix/w8aqqP03y1iTHT920IMl5o5toqD5cVV+uqsPH9QvyB7mmqi6sqpVVVaMeZliq6leq6oiq+quq+vD9b6Oea0h2TPLVqrqgqvYd5/+uSfZPsqGqTqmqZ416mCH7dpJzqurqqjp03D42VdWPquqHv+ht1PMNQ1UdluQTSc6cumlJkotGN9FQ/WqSdVX1sfuj1xj7qyR/mMmPTe8d13g79QX53ye5Lcm1SW5NcsVopxqOqvqbqrr4YW/nVtVRVfUro55vkKb+jT6pqp6Q5OtJbqqq/zDquYbk5iRrquraqnrjGIfqXvbs6vvVqvr9qtqQya8Pv5RkU5LPjXSo4Zkzn1fHLgIleWWS30/ykyRprf2PJGP1Tcj9Wmu/leT1SX49yfqqOqeqXjjisYblNzJ5hfU/yuQ/rD+rqt8Y8UzDcG6Spyb5PzP5gXJJkh+NdKIhaa29PZN/dz+U5JD8y3/XZ450sCForR2UZI8kG5OcPc7xtrV2RmvtuUkOS/KsJDdOfWz6nRGPNhCttW1ba09K8v4kxyV5Wib/nb41yepRzjZERyT57SQ/TJLW2oYkO4x0oiFprR2XyY9LH03yxqraUFXvrKqdRzrYELTW/mtr7cAke2byi/L/WlX/vapeV1ULRjvdQL07k39/b2mtPT3Jvkn+drQjDc23kvw4yf839fbDTH4N8RtT74+TZ7fWfphkv0x+Q/mMTH6NOHZaax9srf12koOT7JzkhqkINlZf8/ey55Ruvl9N8q4kz0vy9621ZyR5UZJrRjvScMylz6vjGIHuaZMvedaSZOonBGOrtXZzJr/5eEsm/1GtqaqbquoVo51ssNqky1prB2Tym8vXJvlKVX2pqn5rxOMN0r9trZ2Y5CettY8keWmS5454pqGZ+rf63am3nyV5cpJPVNUpIx1sCKa+WP1EkvOTLM7kFwDrqurIkQ42BFOnwT4jk1/E/c8ktyQ5oarG6adcv99a+6vW2o9aaz9srf3nJGP1cfdB/rm1ds/971TV/Ex9jh1HrbX7MvnF26Yk92Xy3+unq+o9IxxrKGryqdaHJDk0yXWZjJt7JrlshGMN2s9aaz9IMq+qqrV2WZLfHPVQQ/LvWmt/2Fr7m6m3g5L87621IzL533WcLJj6pmq/JBe31jZnjD8uVdVWmfzByrOS3JHk+iTHVNX5Ix1swHrZM319v7q5tfaPmfwYPK+19sUkK0Y91LDMlc+r80c9wBBcUFVnJtl+6hT212f8fvqRJKmqZyd5XSZL8pVJXtla+0pVPT3Jf0vy6RGON1BT/6AOyuRPeb6X5MgkFydZnuTCTH7DOQ42T/3vnVW1aybjyFj+xL2qjsrkT3vuSPLBJP+htbZ5KiBsSHLsKOcbpKkoe0iSf5vknCS/2Vr7flVtk+SmJH8xwvEGqqr+YyYD15eS/Hlr7b8/6L6/H9lgg/eTqjowk1GvJTkgUz/RG0NfqqoTkmxdVS9O8qYkfzPimYaiqo7I5A8ZfpjJsxTf1lr756mPS9/Mv5y6P+dV1aeS7JLJM1Bf3lq7fequv66qtaObbODuqqonZvLronOq6vtJ7h7xTMPyxKr6N6217yRJTV5344lT993zi3/bnHRmJkPt9UmuqqpfzdTZiuOmqv5Tkpdl8mmMf9Za+8rUXe+rqltGN9lgTe358iSXZ4z3nNLN96uZ/J7miUmuSvLRqY/BY/n10lz6vFqTEXK8TH2R+pIkleQLUz/1GTtVdXUmv3m+oLX2k4fdd0hr7eyRDDYEU988npvkrNbabQ+7762ttfeNZrLBqqpDk/yXJMuSnJXJL97e0Vo7Y6SDDUFVnZzkw621//8R7ls6dZbbWKiqjyT5UGvtqke470WttctHMNZQTH0xc35r7eeexlhVi1pr/zSCsQZu6ulB78/k00xakquTHN1a2zS6qYZjKoC8IQ/6vJrkg20Mv4Coqndn8uPSxke4b9fW2tdHMNZQVNXK1tolD7vtX7XW/nlUMw3D1NNu787k392Dk2yX5Nyps4PGSlWtTHJGJp96XJn8AdmbMvmDwsNaa+P6lNUkk2cpttZ+Nuo5Bq0mLx78c1/rT923XWvtrhGMNXC97Hm/jr5ffUKSn2ZyzwMz+TH4o1NnB42VufR5dSwjEOOnqv7v1toFD7vt/2qtXTiqmZiZqjq3tfZHj3bbOKiq97XW3vpot42Dqlr2CDffleTWqafZwBarHvkVhn7SWrt31ocZsqpa11rb89FuY26pqn+VyafSJJPXQfrpKOcZlqraMcmfJdmptfZ7U2fH/1Zr7UMjHm3gqury1tqLHu22uW7qBw5/mOTXWmvvnDqT7akPOiMItmhz6fPq2D0drKpeleR9mXwKTU29takLeY6VqrouP//857uSrE3ynnH5ifuU45Jc8LDbjs/kU8HmvKo6qLV2XlUd80j3t9b+fLZnmgUPeRnQqeeB7zWiWYbtxZm8dteD/d4j3DYOPpTJp2n+XSY//i7N5FPetq2qw8flrKeqekomr0+2cx70ubS19vpRzTRoVXVjfsk1NlprjxT85rqbMnkNoB9l8u/vE5N8v6puTfL/tNauG+Vwg1BVT83kBc23rqo9MrlnkjwpyTYjG2zAqupLrbUXVNX/zEP/Ht//deGiEY02bHvlXz4u7V5Vaa39L/bOO0qyquzezx4kSBgQAREQGJCMICAZVAyoJAM5f4gZcQATiopgBANhMKGAwgcIOCACH0iQOOQZhgwqwUBS+AGOBEn798d77vTtmu5Gnbp9us6tZ61eTd2aZu1aVXXvue95371PzCupEX5OdEwflB7/HjiNuAYVgSLRbV5gEUmvYvB3dclswprjB4QP29uAQ4nz8GRg3ZyiuomkGcT5SAx9XirmflXSVbY3qb3mmU9R3mvtuetqcUUg4HBiBq+YUZIRuDj9PiX93gmYmzBi/TnhFdTTSHoPsAWwpKSja0+NJ4yES6EyhCs1GWAmkr4AVP4i1fy+CL+CY7MJawBJHyda8ZeXdEvtqQWI8aESuR/Y2/YtAJLeAHyZeM9/RRSISuBsImHoYqC4LpHEVun3Pun3Sen3bpRrwHoucI7t82DmeM3WRHTvjynDqP9dhEfZUkB9g2EG8T0thSpRaJGsKkYRSScBywPTGTgvmfCiK41FbJ+e1hTYfkFSaefijwL7AUsA02rH/wEck0VRs6xve+20yY3txyXNlVtUN7Fd/Dq/wvYm6XcbXnPPXVeLGweTNCXFCxbPMC1nU22vI+lW22/Ipa1bSFqTuGk8FPhK7akZwKW2H88irM9sI+lbtosxWR0KSQsSiWffIrrZKmYU1qk3E0m32V59qGOSptsuoghU0mt5OSTdZHutjmNjsr15dhnq2inpFttrSLrZ9pq5tHUbSdvanpxbx2ggScCiDO7aezCfomaQdCcRnV7W4n4IJF0GbAtclAoHGwCH2X5LXmXdR9K+tosJkBgOSdcBGwE3pPd0UeDCzutPCbTBEkHSiN2WJa6De+m6WmIn0I2STgN+Dcw0YbJ9Zj5JjTGHpHVsTwWQtDYwZ3quiC4Z2zcDN0s6uUSzv4qOLqdZsP2p0dLSNJJWtn0XcEb6zA7C9rQh/qxXse37FYlDgyjJJLmDuyRNIlKzAHZMx+amkPNS4tyhDAALRZI2tj0lPdgIGJdZU1M8IunTDP78/i2NqxbRZVCNHwPLDjWCXNr4saRPEBtJjxGjJhDdMatmE9UctwGLAw+93D8sgAOIlNjlFUEpiwLb5ZXUXSS9zfbvgAeS3cUgCry3ORo4C1gsmfRvB3wpr6TG6LREeAXlWSJMZWD0rRMDy42unOboxetqiUWg8cDThNt6hYHSTpQQbaInSZqTgXGaDyYX9sOzKusSkk63vQNwk6Sh5klL8aSYmlvAKHIA8BHge0M8Z2IWvBROIUZqhroQFnUBrLEHsC8DnU9TCP+uF4CSTCwnAl+U9C/geQqcca+xN3B86mwTMXJcjPdRBzsTBYML0uMpRJrJK9JzJVCNH88/4r8qhwOAVUpMAxuCRYA7JF3P4I3QnrcH6MT2NElvIeKYRZhgP59ZVrd5CxELv/UQzxV3b2P7ZElTibWCgPeVZu/RJksE2xNyaxhFeu66WtQ4WNqp+5TtI3JrGU0kvRqg0Ki919p+SNIyQz3vIeLF+/Tpk5e0o7UCsUj9Y8ldfG0iFYEoLaZ3KCTNSxT1nsmtpc/skcaG3l5iwlsnqSgyC7YvH20tTTFUR0ydArtjWkW6l3sNg0c3/5xPUTO0wRKhTjI2XwGYpzpm+4p8ivoUVQQCkHS97fVy6xgNJC1AGK6+OR26DPiG7RnZRDVE6m56xvZLklYk4k/PL23XJ80/f55oU6+fKEvqjgFA0vbABbZnSPoSsDbwtRLSdzqRtDEw3fZTknYjXuuRhS5sNiUMhB8gdrcWB3avRolKovRFTRtTCyWtRgQrvDYdegDYy/Yd2UQ1hKTDga8DzxCdT2sA+6eW9mKQ9DPie3oug7tjRhzD7lUU0elVmtL1tv+WU0+3kXTCCE+7pITGCkkTiSS0GcBPiTXEgbYvzCqsy0jaFzgYeIQYvy2t638mw6wLjypxc1vSh4ju6aUI0/oNgGsKvbfpmetqiTP9UyQdI2lTSWtXP7lFNcTxxBjCHunneeIiUSJXAPNIWhK4ENidWKiXxsnAncAE4BAiaemGnIIa5MupALQJ8A4i1vXHmTU1xY+Ap5PR+aeBexhIWiqNI4AtbG9seyNgS+CozJq6TlrUXAH8lviu/hb4ak5NDVBPLRzqp0R+AnzR9lK2lyLip4tq0a+xue1/ECOr9wOvBz6bVVEzPER8V8cTvjHVT3FI2gG4Htge2AG4TlJRPjm29xrhp7gCUOKD6bu6OfBqYg387bySGmEisJLt1WyvYfsNJRaAEkOtC0tM8YN4X9cF/mR7M2At4Im8khqjZ66rJXoCVWkth9aOleYzUrGC7e1rj78saXo2Nc0i209L2hv4oe3DC32tr7Z9nKSJqX37ckmlFoGq1vwtgWNtnyfp6zkFNcgLti3pvcAx6T3eO7eohpir3jVh+87SIl4T1aLmWtubSVoZ+GZmTV3F9k/S70NyaxlFFrB9UfXA9sWShvIvK4EqSGJL4AzbT0aIVlnY/nJuDaPIQcC6VfdP6i6+GPhVVlUNIWlLwmC33o156PB/0bNUX8wtgBNt364Sv6zwF6D4ceNEm9aFz9p+VhKS5rZ9l6SVcotqiJ65rhZXBEoVxrbwrKQNbF8LkOIxn82sqSkkaUPCoLM6Sc6RUU9TVONtD6XFzYPAiBGLPcwDkn4CvBM4LKVHldidCDAjmQHuBrxZ0jgGLhSlMU3Sj4Gq9XVXoLgRP1q0qJE0D3He7bzZKnHX/f70Xa069XYjdvNK5DeS7iLa1j+eCgbFrSEkLULstHd+fjcf9o96l3Ed41+PUeh1NV1n5gU2A35GJEldn1VUc0yVdCHRJf6FZAfx0sv8TS9yL3CZpPMYPLpZ3Ogx7VoX/lXSQkRy90WSHgeKG3tL9Mx1tURPoK8MdbzEnYE05nYSMDexS/A0sEehnipvBj4DTLF9mKTlgP1Kik4HkLQVcCXwOmAS0b5+iO3fZBXWAMl49d3Arbb/IOm1wBtKm3EHkLQ4sAtwg+0rJS0NvNV2ca2/qWDwKWCTdOhKYJLtMXkR/G+RdBawF7Af0Wn6ODCn7S2yCmsASWcAdxGf4UOJwt6dtidmFdYAKWjhawz+/H6ltOCFdMOxAfG+Pmn7xeS9t4Dth/Oq6y6SLiBip/cH9gH2BB62/bmswhpA0ncID4pT06EdgVtsfz6fqmaQdIvtNWq/5ye8IjfNra2bpI6fpYgRxnttP5HOU0vaviWvuu4i6eChjpfYjdqmdWGdZF6/IOEJ+lxuPd2k166rJRaBPl17OA8xk3dnoTuWAEhaGMD2/8utpQlSUsBhtj+TW0uTqEXpdum13m575dxamia91otb1qXYKkpe1ABIusn2WrWbrTmBK21vkFtbn/+e6n3NraNpJE21vU7t8yvgulJDRCRtC2ycHl5p+6yceppC0nW215d0LfABouvpdtuvzyyt60i61fYbcuvo0+c/pU3rfeit62qJ42CDZvclfZcw7CwGSUN2v1Qzh6UlXqRK6iYv/y97m/Q6dyaMdYsmvda7JS3tAhOy6qTX+pKkBV1wtLakmwj/tSGxXYRBf1V07+DW9Ht+oMRifDWm+oSk1YGHgcUy6uk6qbNrpM/viLHUPcolqWBwpkvbERxM9fl9WNK7iDHrV2fU0yi2JwOTc+sYBc5NIybfAaYR39+f5pXUGNMkrWu7SI9ISecw8vl3m1GUMyokC49JwCrAXITFxT9tL5hVWJdp03o/0TPX1eI6gTpRRPjeUNLOgKSvjfR8iSaIkn4ELAmcATxVHbd9ZjZRDSDpCGIm+DQGv85p2UQ1hKQriISA6xn8Wku82J9NvNaLGPxaixlnlLT8SM/bvme0tDSJpPuIxepQTn+2vdwoS2ocRRLaZGLM5ASi2PUV28Wk+Ul6+0jP275ktLSMFpJmEAlwLxL+BVUc8/iswrqMpG2Ay4FlgB8wMGZd1PoBZr6nnQv7J4EbgU/bvnf0VTVP8hScp9SNluQxsgLhT/YUhUWnp25aiI6uxRnwFNwZeMT2/lmENYikG4GdiPuaNxEpzyva/kJWYQ3QsvV+z1xXiysCSbqVgQvgHMQM7aG2j8mnqs/sIumEIQ67tDE/SZcOcdi2i0u3q130B+FIRSsKSXsOddz2L0Zby2iQjFjflB7eaPvRnHr69PlPkPQKItYV4I+2X8ipp0+ff5e0SfhX4BTi5mMnYHmiU+bjtt+aT113kHQzMCX9XG37vsySGkfSMkMdt12Uua6kG22/6eWOlUD1uqox1XSsZ0aJ/hPatN7vJUosAtVPlC8QFeQiF3CSlgCOYsDA8gpgf9sP5lPVZ3aQtFznTt1Qx0ohfV9XcMQwzwvMYXtGbl1NIOmVwNK2786tpUlSG+wRhKGugI2I81JRvhSSNgam235K0m7A2sCRJbU7SzpgpOdLTGyRtCkRuPAA8fldHNjd9pSswhogeePsCkyw/TVJrwNea7uohKVkuPpJYFlqNggljvhJutn2mh3Hptt+41DP9SJpJHWj2s98wDUMFIWuyyivMZItwgq2T1AkDs1fWgFM0p3AltWaV9IE4P9sr5JXWfdJ3THvIJLtHgYeAv6nhO9oJ5IO6zSnH+pYCfTSdbW42MhUFV8I2Bp4P7BqXkWNcgJwIbGwWZYYNRmqY6bnkbSipEsk3ZYeryHpS7l1NcCvhjh2xqirGAUkfZh4vT9Jh5Yk4iOLQ9LWwHTggvT4jZKKS3xLfAVY1/autncB1ge+mldSI/wIeFrSmkT89D0MxIqXwgIv81MiRwBb2N7Y9kbAlsRmS4n8ENiQSKgB+CcxLlUavyFusn5KvL7qp0SelrSDpHHpZwcG4omL2PW1fZvtY23/j+0VgTWBy4jkt6uzimuIlJr1eaAaFZqTgZGpktifiIi/TNLlwKVAcSmUid2J+/BPEiNSrwO2zaqoOd45xLH3jLqK0aFnrqvFGUNLmgh8GKhmvU+WdKztSRllNcVrbNdN8H4m6ZPZ1DTLT4HPkgoGtm+RdArw9ayquoSklYHVgAUl1XcnxxMpdyWyD7AecB2AIya+KLPZGl8lXutlALanSyrOOyYxzvYjtcd/o8ANB+AF25b0XuAY28dJ2ju3qG7iAmN5/w3msn1H9cD2nZLmyimoQda3vXYydcf244W+1udK7Fobhl2JouUPiaLPtcBuqRO1iPVhShtai+gC2pgYd3uA6Ki4JqO0Jnk/8ZqnAdh+UFJxhXjbF0haAaiSpO6y/a+cmhrkUeLc9CxwSPpcz51ZU1eR9HHgE8Dykm6pPbUA0blXIj1zXS2uCATsTbwBT0G0mxEXhRKLQP9P0k6EiTDADpSZTAMwr+3rqwS0REljfisBWzHQxVYxgyhqlsi/bD9XvafJh6OIncoheN72kx2f35dyiWmYCyWdB5yaHu9EYQmNiRmSvgDsBrxZ0jhid7Y4JK1IdD69xvbqktYAtrFdRBG+g2mSfszALvuuwE0Z9TTJ8+nGwwBpxKTE89Kk1Dn8W2DmDaXtW4b/k94kjdFsPczTV42mlgaZAdxB7K4fWNpI1DA8lzYdqu/qfLkFNYGkqcBxwKm2H8+tp2EuIcbB/pkev5KY7tgom6LucwpwPvAt4MDa8Rm2S71f7ZnraolFIBGO3BUvMnSKSwl8kNjt+QEDOz5FGSXXeDSlD1Vfqu2I+dkisH02cLakDW2XupPVyeWSvgi8UtI7id2CczJraorbJe0CzJF2uT5FoW3rwGeIgvTG6fEvGHrMsdfZkWj33dv2w8l35DuZNTVF0Z2YHXyM+H5+Lj2+kjI3kQCOBs4CFpP0DWA7oMQx6xWBDxHjB9Vi3MCbsylqiHTD8WFm9T8qaW24NzFu8SFgL0k3EJu919h+IKuy5jhd0k+AhdIo/QeJ83Jp7AjsBdyQ0rNOAC4c61Hb/yXz2K4KQNj+Z/LGLIaU1vdkKsI/bPtfkt4KrCHpRNtP5FXYCD1zXS3RGPoAYE/iDRDwXuDnto/MKqzPbJFGZ44lKuSPA/cBuxaYjHA4cWP1DOEfswZhqlvc7HfqnNgb2Jz4rv4W+FmJF/t0YT+IeK0Qr/XrqQ24T58xjaQbbK9bTy6pzGZza+sze6RR5LcT5+BLbN+ZWVLXkfRHYLWCx0pmIulqonA5ldqGqO3J2UQ1SLq2rkesDfcixjmHTNLqddJm2cz1ku2LMktqjLQ+3IroQH2RKAYdVVL3iKQpwL62p6XH6xCj5RvmVdZ9JE0nEmOXBf4POJs4J2+RU1dT9Mp1tbgiEICktYnELANX2S6ylVsRw/xBZt3x+UguTU0haQ7bL6YW2HEFJ0hVKR7vJy6ABwBXFJoW8AHgvJYszNeuLvSlkzxyvg0sQVwABdj2+KzCukz6/B4GLEbBrxNA0vmEn8gZadZ9O6IDqjhjR0kbAAcDyzD4urpiNlENIelo4Je2S+1KBEDS2cTn9dHcWpqmLcXZtBZcnwFfoHWBvwBTbBfhfVQnbXCfVnCn00zSuPFewBbEhtnJxD3d7iV9tiWtC/wSeJCBJModbU/NKqwBJE1La4fPAc/YnlTfVCqJXrquljgOViGiCFTqKBhEJfVaYs77xZf5t73OfZIuIPyPfpdbTINUniJbEjdcnT4yJbE1cIQiJvM04ALbJfk81fmepMWJsajTbN+WW1CDfA94v+1bcwtpmMOBrcfqDk+X2YfoxFxZ0gNEJ+ZueSU1xgnEKNigTopCmQp8SdJKRPf0L23fmFlTEywA3CXpOgZ7AhUXEQ+cK2kL2/+XW0hTJMPV1wE3EmPV3wOurY/WFMgChN/e/yPWS2d0BDAUQfIEeoLwBTqwtkl4naSNh//L3sP2DaljZKV06G7bz+fU1CDPS9oZ2IMBz7IiPRTpoetqcZ1Akr4CbA9MJgpA7yNOlsV5F7RlxwdmtvxuRZjMrg2cS3yxSjE6BEDSt4nP7DNEi/NCwLm2188qrCEkzUn4NOxI7PRcZPtDeVU1QyoC7UC81vFEMajE89IU20Ut1seU8Z8AACAASURBVIaiLa+zTumdmACSriv1fDsckhYmool3Apa2vUJmSV1F0tuHOm77ktHW0jSSZgDzAc8B1Q1lUR2KqVPk1hJHx1+O9Np3JL6vf7X9jsySuoqk5ZK5efFIugq4nBjfnFL4dXVVwm/vGtunSpoA7GD7sMzSGqMXrqslFoHuBtasvDYUsZjTba808l/2HpK+BVxq+8LcWkYTSa8iIlB3tT1Hbj3dJp04nkzjb/MC420/nFtXU6RC0LuJ9t83214ks6RGkfQGotNgR9tjMjZydpB0JLAo8GsG77r/JpuoBpB0FNG+3fk6z8wmqsukEYRhcYGx2+m6CnAmhSdJVUhaj7ixfC9wp+3h0qV6krQOfDalKy1P7LxfWHDnaZ9CSZtJ2xM3lgvYXiOzpK4gaWvglsrnM23obwv8CZhYYgJcKoRsmn42IK43V9reP6uwPl2hF66rJY6DPQjMA1SGq3MDpc7Qfgz4vKSniV2fypNi4byymkHSW4gv1LuJNuAd8irqPpL2qP13/akTR19Ns0iqOoDeClwG/IwC31MASaswsHv3GNHO/emsoprj1UQCzza1YwaKKgIR3VxPM2D2DfE6iykCESMIEDfN6zLwHm4NXJ9FUfNs0vEbyk2SOhx4P3APcU76WqFpLVcCb5a0IDFOPo24id5jxL/qUSRtw8Dn9TLb5+bU02f2kfQJYn20KHAG8GHbd+RV1VW+QRRCkLQVMW68M7AW8GPgXfmkNYPt+yQ9S9y/PQdsBqySV1UzSLqPlO5cx/ZyGeQ0Si9dV4vpBJI0ifiALU0sVi9Kj98JXF/i7LekIbtgbBfnYyDpfuAm4HTgN7afyquoGdLnuGIewl1+mu3tMklqDEmnEifI80s3h5Z0DfFaT7f9YG49ffr8JyTfri2rdnVJCxCm7sUVRtqEpI8Ck0s3TK6Zkn4SmN/2t0sdp08j5esSZroQN9I32v5CPlV9ZpfUoXia7em5tTSBpJurABRJxxP+OIelx9Nsr51VYANIugd4FDiFKFRPt/1SXlXNIOnVtYfzEN1sC9v+SiZJjdFL19WSikB7jvS87V+MlpbRJLWGLs3gFJMx70j+nyJpvO1/5NYx2khaiPA+enduLX36/Du0JbVQ0opEfO1rbK+evBq2KdTn6W5gjapYK2luonW/xDHruQhftmUZ/Pn9Zi5N3UbSyrbvSkmqs1BakmGKJ/4wcDTRQXGbpFttvyGztK4j6RbgjdXNZNosvKmUsaFOJG3ErN/VYjqnq7VvsgmYBRcSmZ4+txsR3bX3AdtWZrqS7rC9ak59TSBpItFx+jrgLsIf6Arb92QVNkpImmp7ndw6ukUvXleLGQcrtcgzEpK+SbRM3sVAiomJWMUikPQ524cDXx8qJcv2p0Zf1ajyFDAht4huIukq25skA8sqwW/m78IMLE+3vYOkWxncClu91hIX5m1JLfwp8FngJxCeMZJOAYorAhHjqNdLOis9fh9Q6jX3LGKcvOR0sAOAjxCpSp0YeNvoymmcA4BDiJCF2yQtR+y8l8pCQFUcWDCnkCaRdBKwPDCdwWvgYopARJfIVsT5qDPx2EAp4zRHEu/jPwj/lKoAtBbwUE5hTWH7KOAoSfMTnphfBZYCSvQ6rRdGxgFvoqAaRKLnrqsldQJ13mQNosSbrU4T7BKRtLXtc4br9Cqt+CfpHAY+x+OAVYl0u8/nU9Xnv0XSa20/JGmZoZ6vTBBLotQxi04k3WB7XUk32V4rHSv2tadF3Kbp4RW2b8qppykk3WZ79dw6+vT5b0gxzN8GLiUKBm8morZPyyqsASTdCazaxpSwEpG0JLAYcHOtk+21wJy2/5xVXANI+h7RCTQ/cDWxcXZlieloki6tPXwBuB/4ru278yjqA2VV4bbKLSAD91FgxbiO7XPS76KKPSPw3dp/vwD8yfZfc4lpmtSq/hoGt3IXc7G3/VD6XVyxZwTOl7R5C1ILH01JQwaQtB2F7ljCzFbmaSkm/gOSvm57y9y6GuBaSasWZro6LKWP08DMEdVPA6sRfhQA2N582D/qUVL88mWELxDA5wtOF72NSGgs9rxbJxVJlmHwd/WKfIq6i+0H6AjyqdZQhXINcLjtR3ILaRrbm3Uek/SaHFpGg165rhbTCVQn7bqvYPviFA36isrQsgQkHUHceLwOWAO4mMFRtiPG+vYiyX/jM8z6pRpz7XXdRNImwM6298mtpdtI2hc4GHiESJOCQkekJH0AOIzY5RJljr49zkC7+oLEbH+xqYVppORYwsfgcaIov5vt+3PqaoLkk7MlsAuR0jIZOLMq0peApJuIz++cRBraH4jravX5LdGYdMhxmtLGrCVdQIz57Q/sA+wJPGz7c1mFdZHhfCgqxqIfxX9LrWN6AeCNRFJhfQ28zTB/2rNIOoxIGL2Dwd/V4l5rW5A0jrimTrD9NUlLA4vbLjV5s/I53ZZ43avYXiKzpK7TS9fV4opAkj5MzOQtbHt5SSsAP7b99szSuoakvUd63vZxo6VltJB0MxETOcinwfbUbKIaIs1A70K4599H3GxNGvmveg9JfwTWt/1Ybi1Nk17r1rbvzK2lKYZLK6xwgamFAKkzZlxJGw0VkjYn0oU2J8ZLTgMm2V42p64mSF1dw1KiWWdbxmkqA1JJt9heQ2EweJ3t9XJr6xYd4xaduKQNM0lvGel525ePlpbRotOcvzQkTbB9X24do4mkHxEboG+zvYqkVwEX2l73Zf60p0jNGO8l7mvWIoq37yPGyotLQ+ul62pJ42AV+wDrAdcB2P6DpMXySuouVZFH0jzAc7XZ2XHAXDm1NcgLtn+UW0RTpE6nndPPo8TNloZqoSyIvwBP5hYxSjxScgEIBoo8krYBLrf9ZHq8EDH3fm5GeV0ntTJ/E1jC9nskrQpsWFgR/gLCQHeTaoEu6ai8kpqhKvJIWpcwJv1nerwA0RlUIm0Zp3k+/X5Y0ruAB4FXj/Dve47C1wqDqIo8kg7r9EtMHTPFFYGAe4kuxSKLQMCvgHUkXVLSpv3LsL7ttVMXKrYfT123xZDCMjYFLgQmAb8D/mj7spy6GqZnrqslFoH+Zfu5KklK0isYwTC6x7mU2KGtdqDnA35LjCeUxjmSPkG0dNfbfouIxyQS3q4EtrL9RwBJ++eV1Dj3ApdJOo/B7+n380lqjBslnQb8msGv9cx8khrj0Lo5su0nJH2NwopAwM+BE4CD0uPfE8XbkopAawM7ARdLuhf4JYX70BEjfvXY2qeIBLhiomxrLALcIan0cZpvSlqQGCn/ATCeSPYrhjRyPCyFXmveCXSGZrxniGMl8DQwXdIlDP6ujrkRk/+ScZK+CKwoaRZLi0LXhc+nDurKV3BRBqwRSmFVYlz+TmJz5UVJpd6TV/TMdbXEItDl6UTySknvBD4BFONb0MEr6yMItmdImjenoAap0sHqC7eS4jE/QNxsXZr8C37J4CjQEvlz+pmLcjvYKsYTi7i6EamBEhfmQ31uS7zWLGL7dElfALD9gqSiRt5sTyfm2g9MRoc7A3NKOh84y/axWQU2w7h6i7rtlyTNmVNQg3w1t4AmkfRJ28fY/k06dAsDCXelsfUIzxV1rZH0cWJtv7ykW2pPLUCkLJXIb9JPqexEjAi9gngf28DRxMb2YpK+AWwHfCmvpO5i+42SVibWDhdLehRYQNJrCjbE/mpuAf8uJXoCjQP2Jm62RHTG/KwXZvP+UyRdDXzc9s3p8RsJ/6MN8irr89+S/EXeS5ww3wacSNxslZ601KcQJP0c+Bux4w7wSeA1tvfIJqoBUgLPtsBFqaV7A+Aw2yP6VfQ66Rr7DmAn2x/MrafbSPo1sW44lrh5/jjwrrG4i9dnZCRNK9HQu+2krq5XAd8CDqw9NaOg7vBWIuk9ts/PrWO0SAWStxP3q5eUbhsgaR3i/mYH4K+2S5xc6RmKKwK1CUnrA6cCfyJOIK8jkqSKcZYfosXZhGfO9BKNWOskk7jtgR1LmpGuJXtUVO/ppbb/N4+qZpA0ieFf61V5VDWLpPmJnZB3EK/3ImJE7J85dXWblMYzCVidmAFfFNjO9i0j/mGfMU3yevoB8Fbi83spsG9Ju5aSZjDMeYmIFC/CrL+NRaBUIDkYeHM6dDlx/i3Ofy+lKc2C7T+PtpamkHQrw39Xv2v72SzCGqJNn982k8z5N7V9RW4t3aIXr6vFFIE6WkJnwQXGTgNImhtYJT28w/ZzOfV0G0knDHF4YWANYG/bvxtlSX1mk2GSPRYGdgP+YPvAIZ7vSSTtOcThhYldkNNsHznKkkYNSfOUtkDtJHnOrUQU4e+2/fzL/EmfPmOStOnwP8BGtrfPLKcrSHqBGMOd5SkiMWv8KEtqHEmTiaL0L9Kh3YE1bY/oGdSL1AokAuYBJhDn4dWyCusikpYZ4vDChEXCfLY/PMqSGqUNn9+OYoFq//0KYC7bJY7Pt5Kxfl0tqQg0nfginUJ4AD1Tf972n3LoapIUuzcRWNb2xyS9HlihDa2U6cJ4uu31c2vp0x2SQd7UuqlwqaTv7tW218qtpdukDsWfAQvaXlrSmsCHbO+bWVpXkTTkeJvtE0dbS1O0NLb39UQn0OK215S0BrCl7W9lljYqlNQ9I+mmEs+xIyFpeuc1dKhjJZK6Mz9h+0O5tYwGJX6+2/j5Td3T+wAfJewfPp1ZUp8uM1avq+NyC+gW6QSxMzA/UQj6BrAa8ECJBaDE8cR7uEl6/CARWVw86T0t1ayzlVQR423A9jMv/696lqOArYDHAJJnWYnxxevWfjYlRuBK8435FUBKpGkLPwMOYSCl5VaiS7F4kgF2fxe6t3lGUrUmRNLGdGyKlortaUCbNgaLuYer0ZrPr6SFJH2VMKxfAFi3XwAqj7F8XR2Tov5bbN9FzJIeLGlHwlT3MOA7WYU1xwq2d5a0PYDtp9OcZfFIWola9F6f3kHSwkMcfhWwB3D7KMsZddII0e7AX3NraYhxtv/UcSoqrsDX2dkkaSEi1a8k2hjbO5/tq6vPr21LKmrMb5g48VcBO5IKf4VwRm4BGfg48IvkrQIRzzzUWHLP03FOGgesTWyGFkPqburkVURhuhg/lRofA04s+fMraRHg08T59nhgrdI9j5J1ybbAstRqD7YPzaWp2/TidbWoIpCkJYmYwfcTJ479ifi9UnlO0jykeVJJE4DSPIE6TYQh5qFfS4G7s+kkchiwGDErXKJ3wVQG5vhhwDztMmIBWwxDGMVB7GpdTrT+lshfJK0HOI347Qv8PrOm0eApwpOiJNoY2/tYupZW19X3AQ/nldR1OuPETXTuHWX7vAx6GsF2Kzqj69ieDqwpaXx6/I/Mkpqkfk56ATgPmJxJS1N8r+Nx9V29jEgwLIrUOVz65/dPwN+BEwjPsr3rm2aFbq6cDTxJrP9L3cDvuetqSZ5AlxMXhNOJi8AgF+4SYyMlvZuIx1wVOB94C2GWXEzr/hAmwtWX6g+lmWADSPojsHXpMZF9ykXSYsDRRDoYwMXAJ20/mk9V9+koUI8jzsOnl2RsXtGm2N7kCXQssAGxUH8I2Mn2/Tl19ekzEpIeA64DpgBXA9fZHsoUuziSpwqlJVD2KZM0AjbszbftQ0ZPzegg6Tbbq+fW0WcwJRWB7mfgS1V/UVUnxXKjLqohJC1dRWBKWhTYiHidV9v+W1ZxfWYLSVNsb5xbR58+/ymSPmn7mNw6RouOAvULwJ9sFzni14bYXkkfsH1m7fGCxBrpiYyy+swGkibaPkrSxran5NbTJKlzYgNiPbgRsA5wH1EUmmL79IzyGkHS6sBJRHc4REfxnrZvy6eqT58+nUg6Fphk+9bcWvoMUEwRqE2MVZfxPrOPpKOAxYFfU2uZrN+c9OkzFmnbeUnSCsAq6eG0UgtA0JrY3lZ9fttAlSrUxvdW0nzAXsB+wATbc2SW1HUkXQ0cZPvS9PitwDdtb5RVWJ8+fQCQdCvRmPEKYAXgXuLepmrQWCOjvNZTlCdQi2iF+XNLGU/MCG9eO2agXwTq02cMkAygfw6sAUxPh4+QdDFhavku2xdkktcUy9vetvb4EEnTh/3XffqMDe6U9AdgCUm31I4XdwMiaQkGuoDWTYenAl8Crsmlq2HmqwpAALYvS8WvPj2KpKmEWfIpth/PrafPbLNVbgF9hqdfBOpNlpR09HBP2v7UaIrp0x2Sie4tto/IrWW0SGbuyzA4LaDExIvq/X0Ng1/rn/Mp6jprSBrKxLE0c/NJRPHnA7ZfAkipjF8CzgFWTD8l8YykTWxfBcXG9q7cUSioKLFgMEvSW51SjElTeuriwG+BbXLraZi/AtOAI4ADS/RMHIJ7JX2ZGAmDCAu5N6OexpA0L5EotbTtD6dO1JVsn5tZWrfZkehgu0HSjYR58oUuaGylTWOqtv8EIOkk27vXn5N0EtFVXBS9lIRWzDiYpAm278utYzSQ9CfgK8M9b/sXwz3Xq6Sbjq8yUDAozusJQNL1ttfLrWM0kHQYccG/g4EIcdsubrEuaV/CU+UR4KV0uLQby5tsr5VbR9NI+oPtFYZ57m/Axrb/MMqyGkXSmsCJwKDYXttDFU16Ekm3A1sM93y1mC0BSQeP9HyhxqRzMVCcvdv28zn1dBtJGwIbEp1AE4D7iQ6ga4AbbReXyCPpVcAhwCbp0JXAV0vsIJF0GtHZtYft1VNR6Grbb8wsrREkjSO6SH5ErA9PIFKWej7kp41jqp2vNW2K3mp71YyyGkHSBQwkoVX3NtjuTPrLTklFoKm215F0ie2359bTJG06cVRIugvYn1m/VI8N+0c9iKQjgDmB04jIaQBsT8smqiEk3Q2sUeLitJOU+rZ+aZ/XOv0iULzPtl8/2ppGi5Jje9vy+W0jycT9RKIwIuB1RBGzyK5TAEnLEpHFE4GlbM+TVVDDpILQEyV1jNSRdKPtN9XPU5Jutr1mbm3dRtIaRDfQFkQX38lEoW/3Eopekk4F3gQsAdxTf4ryNge/AHwReCVhdVHZmTwHHGv7C7m0NUUvJaGVNA42TtIXgRWHanUupb050YY2306ebElEcXWBq7cNGnhbBi1Ncy9R8Cq+CAT8hdgZKJkzcgsYJa6W9BXga/UbDklfIqKZi6XE4k+Notvyh0LSPMDewGrAzCKB7Q9mE9UM3wc2t303gKQVgVOJBK1ikLQyA75AGwMLAdcCP86pq9uk8+/ptu9KoxfnA2sCL0raxfbFeRU2wnOSXklKP5a0PAWunZIn0BPAccRYY/Uar0sTAT1Pm8ZUbX8L+Jakb5VY8BmGqyW9oReS0ErqBFoJeB+RhDDLBa/E9uY2IKnqeNoBmIMwSK6nZhXXIVM6kiYRC5kliYXbJQx+T4vztJJ0HLAScB6DX2tJxelWkLphjgPWZsAY+o3ATcAHCy+U9CkISWcAdwG7EBsPuwJ32p6YVViXkXRL5+76UMd6GUmPAg8S419TiFGhP+ZV1QxpdHN125b0EeLz+3Zi3O8XJY7US3on4Tu3KnAhUeT7H9uX5dTVbSQtZ/vejmPF2n2UPqZaIenNQx0vqRuzF5PQiikCVUh6T0s6RlqBpEtHeNq2i+qQkfQa4JvAErbfI2lVYEPbx2WW1jUk7TnC07Z94qiJGSWG8+DoF6d7l7QTW82z32H7npH+fZ8+Y41qtKQqiEiaE7jS9ga5tXUTSccTXmz/mw7tCsxRUseTpAVtl95tCgwe3ZQ0mTAO/kl6XKxdgqRXAxsQN5XX2n40s6SuM9T7V9l95NLUFG0aU5V0Tu3hPMB6wNSS7uEkLTPS82PRV7CkcbCKqyV9H6iqjpcDh5Z0cSy5Kt6J7c1yaxhlfk4Y4B2UHv+e8AcqpghUGZdXCQn15yQVtQNd0YZiT5sSLwBS0acVhZ82xPZK2t72GW26vgLVrvMTklYHHgYWy6inKT4O7ANUXaZXAj/MJ6f7lLTG/Tf4V/q8PgJsBnym9ty8eSQ1g6SV09hbVRh5KP1eWtLSpXTDp1HG1YAFJX2g9tR4aqOqhdGKMVUA21vXH0t6HXBkJjmN4IEktA2A223PSI/HA6sAY64IVGIn0GTgNqBKyNodWNP2B4b/q96iTSbYFak4cAIwA/gpMYpxoO0LswrrMpJusL1ux07X9BLM8DoZZsenKHNWSUfa3i/tgsxysnVBSWhtTLxoC5JeTxh17giUGts7zfbabfr8SvoQMBlYg3hP5we+YrsoD5k+ZSFpfWKNvyhwpO2vpeNbEObBO+fU100kHWv7I8N0xRfTDS/pvYSlxzbAb2pPzQB+abs4v702jKkOhyQRhZIS08FuAtau1keKpLsbx+K6osQi0Cw3zKXdRKcP2BnE7tYRnc+X6DNSpSBIehfwMWI2+qSx+KWaHSRdBmwLXJRuSDYADrP9lrzKuoeknYkZ/k2IHdmKBYCXSipsSlrH9tTU9jsLti8fbU1N0ZbEi5Z1igxCZcf2XkQUatdl8HkJKKtg26c82taJ2SbSeXfDNryvkja0fU1uHaNBG8ZUK2peoADjCB/F+23vlk9VMwxThxiTxb0Sx8GekbSJ7asAkpv8M5k1dZudiIr5K4gb5zZQxQpuAZxo+/ZUSS6NA4hdkOUlTSF2urbPK6nrXE20NC8CfK92fAZwSxZFDWF7avrPf9b+GwBJW2WQ1BgtSrz4FdCqTkyYJbZ3MgOxvb9jINWwl9mS6DA9icHnpWJJyUrbAstSWw/aPnS4v+kzZtkLOAqYRHyO+xSC7ZckHQMU0yXdiaTP2T4c2CVtFA6ixMAQWjCmWuPG2n+/AJxacFHzXkmfIjbLAD5BmESPOUrsBFqTMNpaMB16nDDaKurmEtplgi3pBCJNagKRKDUHcFlpZnFpUf4ikSQl4G5gnAdiMvv0IJKmAXvYvi093hnYz/b6eZU1Q8mJFy3txKzH9k6un48knVnYuPWitv8uaX4A2//MrakpJF0APAlMJa47ANguqgimHonrnR3a0onZViR9l0h+O7OkMdwKSVvbPme44JDKS7JP71LyurCOpMWAo4FqVPNiYr3/t3yqhqa4IlBFMmLCBcf1SloQOJiCTbArUjvsG4F7bT+RUhKWLK24N4xPTlEeFZKusr2JpBkM9smpFqvjM0lrDEnLER0kuwCbAnsAWxX6XS068ULSSkQn5n7ALN4pJZqAq0Wxvclw9iRgYeLz+3fi83tbVmENIOk226vn1tE0kq4E5iaCF04u8bwLMFInpsdgMk2ff5+0XpqP6KJ4loLXSxVp3T9/yfdxbUHSWwkfr/spcF3YqxRbBGoDbTDBriPpVcAK1JICSjmBpMXbksRs8C4MjL+NB35se+Vc2rrNUDeUbSAlP/wa+DPwftuljakCM7tGdulMvCiwa69NnZhtiu29GjjI9qXp8VuBb9reKKuwBpB0LDCp9C4ZAEkrAB8kxquvB06wfVFeVc3Qoh33q4jNzyuBKU5pPH16F0mnEL6fLwI3EGvgo2x/J6uwPrNFW9aFAJKWIsZyN06HrgQm2v5rPlVD0y8C9TBtMMGuSCkmE4GlgOnABsA1BSUj7An8D9HOfQMDRaAZwM9tn5lJWtdpU7qdpFsZ3O20GDF+8S+AElv025J40YZOTA3E9h4OfLb21Hjgs7ZXyyKsQaoQgpc7VgKS7gBeD9xHnJOKHh2SNAfRxXc08A/i9X6xsOtr0Z2YdSRNIDprNyXWhP8CrrS9f1ZhDVHyRmiFBlJGdyWlAANTSzwntWFMtaIt60KYGTJxCtFRDLAbsKvtd+ZTNTQlGkO3iTaYYFdMJFJbrrW9Wbo5+WZmTV0jzTv/QtK2tifn1tMw4yR9EVhJ0gGdTxbmqVKU+fO/yY2SfsbgxIsbR/j3vcrxRCfmDunx7kRaVkmdmCsRn+GFgK1rx2cAH86iqHnulfRlBi/gSu1cfE9uAaNBzdR8S+AiYGvb0yQtQfJZyamvy3wf2Lxzxx0obsfd9n2SngWeSz+bAavkVdUMw22EMuA7UgpzSpqTKNYeY/t5SaV2K/ww+YD+nILHVBNtWRcCLGr7hNrjn0vaL5uaESiuCJRazo4HTrH9eG49DfMx4MS0Iw3JBDujniZ51vazkpA0t+27kjdHaSyV/KxmAD8l7YTYvjCvrK5SpdvNQeHpdp0+DMkwbp5h/nkptCXxYnnb29YeHyJpejY1DWD7bOBstSi2lxgZOoQoDJj4/BYX2QtxfkphGpumQ1favjmnpoaYBPyM6PqZuVFm+0FJX8onqxHmrApAALZ/n26qi0PSPcCjxK77ccC+tl/Kq6oxit4IrfFjoovtZuAKScsQXXvFYXvT2pjqVEklj6m2ZV0I8Jik3YjiO8DOwGMZ9QxLceNgkl5P7PjsSFQZTwAuLNFNv6IlJthnEe/rfsTOx+PEYmeLrMK6TDV2IOldRJHvS8BJhRlDT7R9lKSvuCVRxJK2IWKnlwD+BiwD3FniOE1bkHQNMRJV78T8ru0N8yrrHkqxvZImMXisESg2trc1SJpIdHRVnTDvB461PSmfqu4jaT/bR3Ycm2j7qFyamkLS8cBLDN5xn8N2cYXM9PndhBh5u4sYyb3C9j0j/mEPIukG2+umjYb1bf9L0u0lrSGSEfR2tk+vHRPx+X0hn7JmacOYakXyK1sNeMBjMC2rG6TC5SRgQ2LddDXwKdt/zipsCIorAlWkk8lWwI8Ig7ETCHOx/5dVWJ/ZJs28LwhcYPu53Hq6STUjK+ko4DLbZ0m6yfZaubV1i9rMd1GpZyMh6WaieHmx7bUkbQbsZnvvzNL6/JekDooTiXMRpE5MF5RYqH5sb9FIugXY0PZT6fF8hNdeUT4NwxibF3VdrUjjJfsQxRFIO+62/5VPVbNImp/YJPwMsJTtOTJL6jot2gi90fabcusYDYYYUz2uPqZqe5msAruApB8T4QO3p6mVa4h78oWBz9g+dcT/QZ9GKbIIVPtibUHEZZ5M+E/XHAAAIABJREFUXBB3L9E0uS2kavlrqI0xjsXK6uwg6QQiJWwCsCYxMnVZSQ76kk4lDLCXAOo7dsWaklYLm1QMWsv2S6WazbaNNnRi1lE/trcYknH9urafTY/nAW6w/Ya8yrqDpJ2JtM1NiGJIxQLAS6UHE5SOpO8R7+38xG77VcRIY6keXkDxG6HfJkb8TgOeqo6XuIEv6XJiTPVX7kiLlbS77ZOG/sveod6tlnxx3mr7fYpE5PNLKsQP1zFdMRY7p0v1BHqCmA8+sLb7cV1q1+/Tg0jal0jieYRodYb4spVWMNgbeCNwr+2nJb2aKGgWg+2d0wXgt8A2ufWMEk+k3corgZMl/Y3aAqck2pR4Ae0o/miI2F5JRcb2Snq17TE5v98AJxBro7PS4/cRa6dSuBp4CFiEGMetmAEU07HXYq4BDrf9SG4hTSNp6drD+9LvxYGiNkIJKw+IbrYKA8tl0NI0Z3UWeqox1RIKQIl6kfKdwBkAth+OSb+iqIyuNwZWJQqZANsDd2RR9DIU1wkkabnOXQBJE2zfN9zf9CptMsGW9EdiDrroxXmaf94VWM72oenCv7jt6zNL6zMbpDGLZ4BxxPu7IJEGUdznWdKVQFsSL1qB2hXb+wcifecEYqeyrEVSB5LWpjY6ZPumnHr69Pl3SV2JuwATbH+t5PVS6toz0TE9D9EtfndJnkBtow1jqpIuJQrwDwCXAiunAtArgNtsr5xVYANIuhbYpPKxSsb8V9reIK+yWSmuEwj4FbFI7TxWzDhNjR2JLpEbJJVugv0XoA03kz8kOp3eBhxK7FhOJlIhikDS6bZ3qC1qZj5FoeNgtp9KZnEr2P6FpHmJUb/iaFniRVtoU2zvisA7iM/v0ZJOB35u+/d5ZXUPSeNt/0PSwkQSz/215xYuZfRC0lW2N5E0g6GvNeMzSWuMlnVi/oCB9dLXKHC9VNE5opmKt5/IJKcx0troAGBp2x9Ja4mVbJ+bWVrXqI2pTpD0m9pTCwBFnHtrfJQwvF4c2M/2w+n424HzsqlqllcB4xl4L+dPx8YcxXQCKeISVwMOBz5be2o8keBSbLW8DSbYko4DViJOGjMNDm1/P5uoBqh2Buq7AaV5x0h6re2HUlFkFtwRq14Ckj4MfARY2PbyaWHz45I9KUpPvGhZJ+a+RPfPzYSJ5dLA/9redMQ/7HGSgfv/AvMRr/1A29fkVTX7SDrX9laS7mPo4kiJoxetoE2dmG1YL42EpFtL8e+qkHQaMBXYw/bqqSh0dUl+rmntOwH4FnFdrZgB3OKCk9DagKS9gK8SnU8C3gx8dSwGaZTUCbQSUQhZCNi6dnwGEYFaJB0m2JMZMMH+HeEtUwp/Tj9zpZ9SeT7dPBtA0qIMeCAVQSoAzUHsrm+WW88osQ+wHnAdgO0/SFosr6RmGCLxYut64gUDcdS9Tis6MdMmwyO2l6wd+zNQ5Hc3+bDtBuxOeNDtC/yGuJ6eQSzeexrbW6XfPf9a/h0kLQ/81RGr/VbCS/BE20/kVdZ9WtaJWfx6qULSAbWH44iJhwczyWmS5W3vmLplSN6YRZnHpI3OPxER4n0KIn1WLwbOB9ZPhz9f64AaUxRTBLJ9NnC2pA1L2Kn7d2iTCbbtQ2BmFCi2/5lXUWMcDZwFLCbpG8B2wJfySuo+tl+U9JKkBUveqazxL9vPVWuZNA9dVLGgxiQi8eKL9cQL2w9KKuazbPuPwEGSvkxsQBwPvKhI+CumE9ORZPc54PTaMQOl7lZeA5wEvM/2X2vHb1TE3RaDpEs6uxGHOlYAk4E3SXo9cCxwNnAKsXlWHGmT4UuEUenRwFrp5qSYTsxEK9ZLiQVq//0C0RU/OZOWJnlO0isZKOwtT637vwTaOKbaFmxb0v+lDr2zc+t5OUoaB/uc7cM1TESbx2A02+zSMhPs1YmF+cLp0KNEu+jt+VQ1QxptfDtxQbjE9p2ZJTWCpLOBtYhukXoUaInf1cOJgu0eRGfBJ4A7bB+UVVgDSNrP9pEdxybaPiqXpqbo6MT8LQOdmLsX1r7eptjeHWyf3nFse9tn5NLUbRRR8PMS7epvJa41EOPzF5Rm1lkbG/os8KztSaUZsFYM0Yl5XL0T0/aQY9i9SlvWS21B0ubAQUS60oVE0tL/2L4sp64+/x3V2k/Sxran5NYzGkj6BeGdeENuLS9HSUWgrW2fI2nPoZ4fi7N4s4uGdpafars4E2xJVwMH2b40PX4r8E3bG2UV1iUkHUnE2U6x/UBuPaNBy76r44C9gc2JxepvgZ+VNjoE7Ui8gFk6MSfXOjGRdKbtD2QT12WSd0wnRXrHDPP5neVYLyNpIrAfsASR2lIVgf4B/NT2Mbm0NYGk64AjiZvLrW3fJ+k226tnltZ1JF1OdGL+qt6JmZ7b3eVET7cKSecwQvew7W1GUU6jpJHcDYjz0rW2H80sqRHaMKaqgWTRoq6hIyHpLuD1xMjfU4zh0JtiikBDkW685rf9j9xaukkbTbCHMvsryQBQ0ieBjdIPREHoamAKcLPtIufc20TyK8D233NraQINJF5sAlxZe2oB4KXSRkza1InZBiS9h+jo2oHoeKoYD6xqe70swhpE0r62J+XW0TSSVgU+RnTCnCppArCD7cMyS+s6bejE7BijUe2/XwHMZbsYq4sKSUcRCUv/mw7tTHiW/RrA9uWZpHWVVOw6BfiN7ade7t/3MpKmA28ClgX+jxgfWs12MWOqkk4lXuMSwD31pxijhZHZRT0UelNcEUjSKcTF/kXgBmIBd5Tt72QV1kUkvZdI3dmGMKysmAH80vbVWYQ1iKSzgGnESBiEcec6tt+fT1UzpLbtqiC0DbBYSTPC6fO7lO0fpMfXAYumpz9n+1fZxHWZ5MNwMPBJwswR4tw0yfah2YQ1gFqWeNGyTsw2xPauSZg/Hwp8pfbUDOBSF5oAl0atVwXmqY7ZPjGfou6SjINPtL1rbi2jQVs6Meskr8h9iDjqs2x/OrOkriPpRttverljvY6ktxChC1sS93C/BM61/WxWYQ3QljFVSYsT3e+zdKuNxcLI7CJp6aGO2/7zaGt5OYqrlhM7dv+QtCvhzn0gETdYTBHILTTBJpIuDmEgWejKdKwYUsHgDUTxZ2NiYf5HBgpfpfA5YKfa47mBdYkY5hOAYopAwP7Ee7lu1SEiaTngR5L2t31EVnVdxC1JvKh1Yi4oqT7yNZ7ajXRhnEBcR6tOxQeIpKxiikC2bwZulnRyaQXL4ZB0MOEJtCqxE/0e4CqgmCKQI4RgGUlz2X4ut56mqHViTpBU3xxcACjOuwtA0kLEWOMeRPfIurYfy6uqMeard5+mbrb5MmvqOqmj6fJUvH0bke58PHF9LY3n0/d2TwZSrefMqKcRHMlYa0qaC1gxHb7b9vMZZTXJeUR3oog14QTgbmLdOKYosQg0p6Q5iU6ZY2w/L6modqfKBBvYJZ1ABlGisW7ahS3udVVIuoi4yE0HriX8jko1OJzL9l9qj69KC7fHJJW2qNkdeGd9pt32vZJ2I0wPiykCqT2JFysRaWALMbBwg+gY+XAWRc1TfGyvpNNt7wDc1LFmKLZtnUhTWhO4yfZekl7DwLhJSdwLTEnFkbqx+ffzSeo6VwMPAYsA36sdnwHckkVRQ0haBPg00TFyPLCWy08Z3R+4TNK9xDlpGaLzqTgU6WBbE+/v2kBxPpGJvYjJlW8kn7IJlLfpC8zs8DoRuJ/4/L5O0p62r8gqrAEcyWAzkbQ2EQYz5iixCPRj4kN2M3BFGlEoyhMIqIoDN2ZVMQp07GjNQkFmePcSpnArAI8Bj0r6e6GGeK+qP7D9ydrDRSmLOYd6D23/PRWri8H2Jun3Ai/3b3uZlnZiFh/bC0xMv7fKqmJ0ecb2S5JekDQe+BvwutyiGuCe9DOOwVHbxdCWTszEn4C/Ex2KTwN712vShRX3ALB9QRrDrZL77qqHEZSCpNOB9YALgGOAy0v0xEydTgfVx1RTt3hxPmWJ7wOb274bQNKKwKlAcePznTjSGdfPrWMoiioCJSPoR2wvWTv2Z2CzfKq6j+1z0u+Z1fFSTbCJBc1fiJPFdQykmBSF7Y8CpIX4BsTYxT7JTPg220MmafUo10n6sO2f1g9K+ihwfSZNTTHS+EGRowmlJ160sRMT+CqxKH+dpJNJsb05BXUb2w+l/3yUgeLIisRN1/n5lDXKjWmk5qfEuN8/geIKm7YPgfC2sv10bj1N0KJOTAh7h+o1FlnU60TSPsDJaWwVSa+StLftH2aW1m2OA3a2/WJuIU3SljHVGnNWBSAA278vbSO0QtIBtYfjiG62BzPJGZESjaGLM0objpaYYM8BvJNIQliDmLU81fbtWYU1hKTKH2djohC0AfC3zvbCXkbSYkSixb8Is2+I3YC5gffZfiSXtm4j6UVq4wf1p4B5bBd3ESw98ULS1rbPkTRkYbZenC8JtSe2dyqwKdGxOIW4tj5XurGwpGWB8baLGh0CkLQhcXM5v+2lkwn4R22PyRb9Pn06UYra7jhWjImwpLfZ/l2Hz95MbJ851PFeRtKJwCpEwE+pY6oASDoeeImBceNdgTlsF+XtCjO99ipeIKaTJo9Fc/MSi0DfJnbyTmPwl6o4Y7zqopBMsNcmmWAX6l1QFUh2JnaBDrF9TGZJXUPSEUTRZwXgJmI3dgoRaVtEB0Unkt7GgFHa7bZ/l1NPn+7QlsSLOgV3YgKti+2tPr/7Aq+0ffhQN2C9zHDpJRVjMcVkdlAkUG5HfH7XSsdus716XmXdp/ROzLYi6VZgDaebtrRBeovtMWc2+98g6RDbB0s6YYin3YJiwUyqzsWSSPdv+wCbpENXAj8scaSxlyhqHCyxY/q9T+2YgeUyaGma4k2wYebJY0uiALQscDRwVk5NDXAfUSGfXnobbEUq+vQLP+XRisSLoToxJRXViVnju8S19duSio7tJYIaNyR2KvdOx+bIqKcJ6uklFSY82RajvNeL7b90eJmXep2dDLxJ0uuBY4lOzFOAIjoxW8wFwGmSfpIefzQdKwLbB6ffe+XWMlq0YUy1IhV7vp9+iqQXPWyLKwLZnpBbwyhSvAl2apdcnRgrOcT2bZklNYLto3Nr6NOnS7Ql8WJV2/9InZjnkzoxiU7FonC7YnsnAl8AzrJ9u6TlgEsza+oqQ6SXLAt8HngH8M0MkprmL5I2Apw2ziYyELBRGi/ZfkHS+4FJVSdmblHdRNJE20dJ2tj2lNx6RonPE4Wfj6fHFwE/yyenGdKm77bEhu/Me1Tbh+bS1BT1MVWgP6ba+/Sch22J42DzAgcAS9v+SHLTX8n2uZmldZU0frCd7dNrx0TMWL6QT1l3kfQSA2N9pZsd9unT06QiwYml+6cASLodeCOxy36M7csl3Wx7zczSGkGzxvaea3vfvKq6S/r8Hmb7M7m1jAZpfXQQsD4RK/4L28/nVdV9FJHiRxFFLgEXAhNtP5ZVWAOk0bcjifd161SIL2r0rWaFMM322rn19Okeki4AniQ2VGZ269n+XjZRDdGmMdU20IsetsV1AhGRkVMJfxWAB4AzgKKKQCm55HPA6bVjJkyoisH2uNwaRgNJExzxkH369CwtS7wovhOzQi2J7U2f301e/l/2NpJWJ4oEqwGHA3sXPoasNhSmE23oxLxT0h+AJSTVjcyrzcHifDFTwfZbwKrAPNVx26VZXSxl+925RYwWbRlTlfQG27fm1tEk6Rp6AXBBzcP2suR3NSY9bEssAi1ve8fkSYHtp9XxDSuIiyV9hhaYYLeAXwHrSLrE9ttzi+nTZza4F5iS5qOLTLxInZiP2F6yduzPwGb5VDVKK2J7Ezelz+4ZDP78lpROczPRtn4eUdxbr75Msv2pTLqaYoqk+4m10uT/396dh8tV1tke/67ggCEC4kArKJOAMkRARBlahFbBiRblaiNIg9P1atuiV/rS0lfRtpVu1AbxaRRUBsUGFJShFRVBECNjGEXUq4EWHJkjKlPW/WPvIpVKnZwMp8576t3r8zx5cmpXnWSdnDqp2r/9e39vrUOS2yvRh/UXvNqLS/9aLtXUs72vpL8AvgXMuDkbI3IC8EHg32leZw6i2X66NvO6UDBodWmZ6n+0hZETgVNs31M4z0iM2wzbGotAD7Rt670J+pvQbEVdoy4Nwa7dLEnvBzaT9N7BO2s6gY7q/bz9NQt4fOEsI9GVTszetr3AGsBfD15Pqaww0rM6cAfN7KMeAzV9rdXttLMstjeTtAPwN8Bhkm4ETrX9pUk+dax0qRPT9m+A50h6DLBZe/gnNS5nbD3O9nclyfYtwOGSrgI+UDrYFNsFOFDSAppzt2q7u2g69o4G1qNZtfJtljyfq4btv2y72d4EXCXpcuAE298pHG3KjOMM2xpnAr2Ups15C5ofqJ2BA21/r2SuiGWRtDnNLm8H0ywzWUKNW0ZG3Wrf8ULSEcDtVNyJ2cVte6Nu7XygTwL72a5uF7T2ROTZQLWdmD2SdgVOplmWK+DpwN/avrhkrlGQNI+mQPJVml1VbwOOsL150WBTrF1WvZS28FUVSU+2/fvSOaZT2634apoOmXtpfm7fX8MFpXGcYVtdEQhA0hOBF9D8w19q+/bCkUaiK0Owu0TSy2x/s3SOiJXVv+OF7Wp3vGivVA5yhTMaOkXSZsCxwLq2t5I0F9jL9kcKR4uVJGlNYG+aTqBNaNrzT7d9VdFgIyDpg8OO13ghqe2EeYPtn7S3N6MZxPrcssmmnqTn0SwVWhv4Z2At4N9sX1o02BSRtM7AIQN3u8aT1Jakn9IUMKtepgrQvo4eRLNU6jvA523Pl/Q04Ie2hxb/YrSqKwJJOodmt5azbd832ePHmaTTaIZgH9C+WZ0NzLO9TeFosZIkrUWz7vuF7aGLgA/Xun426pMdL+rTsW17LwIOAT6b528d2oLt12kKPz8snWc61N6JCSDpusFlQsOOxczX/oyaJbfVnkMzv+wttm8ukWvU+papvhqocpkqPPK6+jngq7b/NHDfG23XNrx+LNQ4E+jjNLNyjpB0BXAqzVa2fy4bayS6NAS7K74A3AC8rr39RpqBgK8plihiBXVhx4uOdWKexeJte2udsdcz2/blA8/fqmY9ddDGNXcU9OvvxASq7cRsXSnpc0DvpHk/4MqCeaZcO6R+QrarGIxte6NhxyW9hmZEQpU7htm+HLhc0kdplqmexOLnc02+NljokfRu20enAFROdUUg2xcBF7XrDncH3kpzYj3j1uJNgS4Nwe6KTWy/tu/2hyRdUyxNxIrryo4XJ9AURXZqb99Gs6NUjUWgLm3be3v7Wtp7Xd0H+HXZSKMh6ck075E2ZMkOrypmPUk6yvbBwNmSlioC1XICPeAoYA+amUDYvlbSC5f9KWPrf9EM0u3tZvd94D/KxRmJHWl28vtP4DKW7JSpnu0zJf1T6RyjMMEy1R2KhhqdA2j+b+p3IM1g7CikuiIQQFsYeRVNR9B2NJXVGh0OnAc8XdIptEOwSwaKVfYnSbvYvgRA0s7Anyb5nIiZpCs7XnSpE7NL2/a+EzgOeJak24AFNB0GNTqL5sT5fCrs1gN6V5g/XjTFNOtCJyaA7ftpuieqG3rd5y+Al9BsOf0G4L9o5h79qGiqaSJpDs1OozW6lmaZ6odrXabavj96A7DRQFfb44FqNtEYV9UVgSSdTlNJPQ/4NHCR7UVlU42G7W+3g/F6Q7DfXesQ7A55O3ByOxsI4C7gbwvmiVhRsl3rSXO/LnVidmnb3ltsv1jSGsAs2wtLBxqh2bb/T+kQo9Ib/Nx2iHdFVzoxO8H2wzTnM+e1s9n2Bb7X7tz46bLppo6k9w45/ARgL5pzuRp1YZnqPJpO2icBn+g7vhC4rkiieESNg6H3AM5v/+OsWpeGYHdN2yaK7XtLZ4lYEV3Z8ULSS4HDgC1oup12Bg60/b2SuUahY9v2/jfNSddpwAU1v0mX9BGazSS+UTrLKLUdtYcDG9Bc/OwVMavbyU/Sk2g6MV9M83V+m+YC4R1Fg8VKa4s/r6ApAG1Is9TvC7ZvK5lrKg3Z1c7AHcDFtXWg9paptudwXVmmGjNQNUUgSbvbvqAdIrYU22dOd6ZRk7QrzZK3VwC1D8GOiDHRoR0vnsjiTsxLa+vE7Oi2vbOBV9I8f7ejmfF0am+Jbk0kLQTWoOnuepDFxZGqZihKugl4D80Mr0cuENZYGJH0ZNu/L51jOnRhiaqkk4GtgG/Q/D90Q+FIsYokPdf2Ve053FJq6lyUdIntXdrXmv73DVW+1oybmopAH7L9QUknDLnbtQw6HGZgCPae+aGKiJmgvSr9SWA/26uVzjOVutCJ2dVte3skPYGmq6K652+XSLrM9vNL55gOXenEBJD0feCxwInAKbbvKZto6klaBPReX3ISHRFTppoiUFcNGYJ9ru13lU0VEV01wY4Xp/fmc9Siy52Ybcft22rdMazve7snzZbTp9k+o2yq0WgLXZsCq/eO2b64XKKpJ+kIYDXgTPrmdtmeXyzUCHWlExNA0qbAm4D/AVwOnGD7O2VTRUyuY8tUNwFutX2/pBcBc4GTay5Sj4PqikDt2tnXsvSWpx8ulWlUBoZgn0bFQ7C7oh30/QXgy7bvKp0nYkW13SNfpyn8VLnjRb+udmJKmm97u9I5ppqkm4GrgdOpuMsLQNJbaAYHrw9cQ7O08Ye2dy8abIpJunDIYdf2dQ6quROzX/t/8KuBTwH30pxMv7/GMRBRj44tU70G2J7m3PwbNDtTbmn75SVzdV11u4PRPLHuofmhqnWnlp7PA/t2YQh2h7weOAi4QtKVwAnAt2uewRHV6cKOF8DQTsyTyiaaHpVv2zu3QwP53w08j2ae1W6SngV8tHCmKWd7t9IZpssEnZg7FA01IpLm0rxfegXwHeBVtudLehrwQ5rOrxgjkjYDjgXWtb1V+z3ey/ZHCkcbhXtsf7N0iGmyyPZDkvYGjrF9jKSrS4fquho7gW6wvVXpHKPUxSHYXSNpFs1w0mNprhCcABxt+86iwSIm0LUdL7rQiTnZtr22j5/mSCMj6R9s/5ukTw273/bfT3emUZN0he3ntVdpn9+26v/I9pals02FIc9fA7cDl9heUCDSyHWpE1PSRcDngK/a/tPAfW+0/cUyyWJltd/TQ4DP2t62PVbleV2XlqlKugw4imZH1VfZXlDr93Wc1NgJNK8DOwbsClxAcwV6kMnVj7HWd3Xr5cAZwCnALjTf820KRotYlt4b7o8XTTF9utCJ+fiB2wZ+A+xf4Wvsj9vfq5pdNYlbJa1NUzT4jqS7gFsKZ5pKg89faJYjHCbpcNunTnOe6dCZTkzga4OFHknvtn10CkBja7bty6X+vQh4qFSYEesNq9++75hplpfX5iDg7cC/tAWgjVj8njEKqbET6EbgmcACmspqb9DW3KLBIpZDOxPobpoTzDNs399335m2h3Z/RcT0SCdm1Kgdhr0WcJ7tB0rnGSVJ6wDn1zTTqmudmDB8Lpmkq3sdJDF+JH0T+DvgK7a3k7QP8GbbLyscLVZSO7PrZNv7lc4SS6qxE6gz/1F0aQh2h/wP27/oPyBpI9sLUgCKcdCBHS/SiVmxdibF+1j6dbWaq7OS1rR9b1sM6el1ds0Bql52bPtODbQaVKAznZiS9gXeAGwk6ey+ux5P5c/dDngncBzwLEm30VzQ379spKnVtWWqth+WtIGkx9R+gWHcVNMJNPBmBpofqrtrbouVdB6Lh2D3T5b/RLFQsUomuLJ1le3nlsoUsSK6tONF1EfStcBnWPr5W80yMUnn2n5lOz/GNIXanpoKtkNJ2g34vzUV9rpE0gbARsDHgEP77loIXGe71uVDnSFpDWCW7YWls0w1SR8ccngdYA+gymWqkk4Gng2cDTyy46btTxYLFVV1Al3F0m9m5rRv6N5i++YiqUZrfdt7lg4Rq67dlWVLYK2BZSZrAquXSRWxUjqx40U6Mav1kO1jS4cYJduvbH/fqHSWUZJ0PUsvjVoH+BVwwPQnGr0OdGJi+xaa2VU7ls4SU2vwdbXXsFfT66rtDw073lumClRXBAJ+3v6axfBZbVFANUWgid7MtCfUnwFqLJZ0YQh2V2xOsxvY2iy5zGQh8NYiiSJWzoWSjqT+HS/OYnEn5v2TPHasdWzb3nMkvYNma+3+5281y0wkLXMWTkU/q68cuG3gDtv3DXtwJT7PkE7Mmki6xPYukhayZJGvV/Bas1C0WHWdeV0dVOkyVWBx4UvSbNt/LJ0nGtUsB1uWYUtsapAh2PWRtGPt27pG3SRdOOSwa1t60aXtTTu2be+wmQxVdVJM8DPaU93PapdIusz28yd/ZMTMU+vryvKoeZmqpB1pCtRzbD9D0nOA/2n7HYWjdVo1nUATkTSHpv2sRp0Zgl07Sf9g+9+AN7RDD5dg++8LxIpYYbZ3K51hmnSpE7Mz2/bWvkQKOvUz2kVd6cRE0ibArbbvl/QiYC7NLkR3l00Wq6D619UuLlMFjqKZeXQ2gO1rJb2wbKSopgg0ZNo6wBOAvYBPT3Ockeobgt0bmFb9EOwO+HH7+5VFU0SspK7teAHsAhzYdo7U3ol5e3vCZYB2295fl400tQZmscHi5+81NQ4n7ZG0FbAFfbPnbJ9cLlGsol4X0PZ9xwxU110AnAFsL+mZNDtKnQV8GXh50VSxwiTdACyiOS89SNIvqPd1tYvLVLH9y4ELSVUuVx0n1RSBWHrQlIHfAPtXWFHu4hDsqtk+p/39pN4xSbNoWifvLRYsYvkNG/a3IXCYpBp3vOhSJ2b12/ay5Cy2nnWAuZLebPuC6Q40au0uNS+iKQJ9g+Y5fQmQItCY6liX1yLbD0naGzjG9jGSri4dKlbKesA2pUNMh3awedf8UtJOgCU9Gng3iy9+RyGdmAnUFe2VzLdlx7DxJenLwNtpKuRX0OwOdrTtI4ulHu/gAAAaZ0lEQVQGi1hJvR0vapnL1teJ2dOZTsyat+2dSLsd9ek1zllplyU8B7ja9nMkrQt8yfZLCkeLFdTBTkwkXUazzOQw4FW2F3R5psw4q3V2azQkPQk4GngxTQPDt4F3276jaLCOq6kTqPNsnynpn0rniFWyhe17Je0HfBM4lKbzK0WgGEsV7njRuU7MLmzbOxHbt7RXLmv0J9uLJD0kaU3gd8DTS4eKldK1TkyAg2gumv1LWwDaCPhi4Uyxcp4ywVgPAGx/cjrDxJST7f1Kh4glpQhUkcqHYHfFo9sTjlcDn7b9oKTqOwyiXu2OF3eVzjFVJhoc3HZifgaosROzs9v2Stqcer/mKyWtDRxP8739A5DdKcdQbwvmQb1OTKCqIpCk1YDD+k8s246nfy2XKlbBasAclry4EvX4gaSbgdOAMzK8fWZIEWgMdWkIdgd9BrgZuBa4uF2KkJlAMeN1dMeLR1Teibl+7cuMJZ3D8OfvU6lv/hFtd97H2jfjn5F0HrCm7esKR4spVGEnJgC2H5a0gaTH2H6gdJ5YZb/uQmdpV9neTNIOwN/QdCfeCJxq+0uFo3VadUUgSZsBxwLr2t5K0lxgL9sfKRxtKnVpCHZntIOgf2t7vb5j/w10adBjjK9O7njRU3knZvXb9gIfH7ht4A7gZzWeZNq2pG8AW7e3by6bKEahtk7MAb+g6TA4G3jkdSZLh8ZSdYXKWJLty4HLJX0U+CRwEpAiUEHVDYaWdBFwCPBZ29u2xzIoLsaCpCttbz/5IyOihMk6MW0fP82RRmZg295NaU66at22t3MknUTznL2idJZYNZN1Ytq+afpTjVa7u91SJloaFzOXpHVs31k6R4xGO3Nub5pOoE2Ar9FsuHBV0WAdV2MR6Arbz5N0dV8R6Brbndh6MMabpCNodvQ4jSWvbOXFMWIGGHLi0esYubi2ThlJd7GMbXs7utVtNSTdBDwTuIXm9SbFvTHVLh3v15lOTEmzbf+xdI6IGE7SAuDrNIWfzJ2bIapbDgbcLmkT2isikvYBfl02UsRye337+zv7jhnYuECWiBjQsavMC1LoqdoepQPE1Ojiz6mkHYHP0wwUfoak5wD/0/Y7yiaLiAEbu7aukwrU2Am0MXAcsBPNOugFNLNybi6ZKyKiK9qr0pvaPl/S44BH2V5YOlesGEm30qzdHyqzN8abpC/afuNkxyJmIkmXAfsAZ2f8Q8TMI+ko2wdPsPECtvcqECta1XUC2f4F8GJJawCzaj7xkPRk4K3AhvR9L22/qVSmWDWSZgPvBZ5h+22SNgU2t31u4WgRy0XSW4G30cyj2ARYn2bXu78qmStWSme27Z1gpsojKl0itWX/jXbb7ecWyhKxwmz/cmDzs4dLZYmIpXyx/X1w44WYAaorAkl6LPBa2sJI78Wh0q0HzwK+D5xPXvhqcQJwFU0nG8BtwFeAFIFiXLwT2AG4DMD2zyQ9pWykWEld2ra3t7tdbylu783rfgWyjJSkfwTeDzxO0r29w8ADNJ3UEePgl5J2Aizp0cC7gR8XzhQRrd7gZ9sXlc4SS6uuCERTGLmH5kT6/sJZRm227f9TOkRMqU1sv17SvgC2/6iBy1wRM9z9th/oPW0lPYpldFiMK0mbAccC69reStJcYC/bHykcbSp15v+e3kwVSS/pLS1pHSppPnBomWRTz/bHgI9J+pjtfyydJ2IlvR04GliP5oLZt1lynmJEzACSdgYOBzagqT30NiHIvNOCaiwCrW97z9Ihpsm5kl5u+xulg8SUeaCdodIbbL4J9Rczoy4XSep1GbwEeAdwTuFMo3A8cAjwWQDb10n6MlBTEaiLS/gkaWfbP2hv7ATMKpxpVM6VtIbt+yTtD2wHHN3FIcMxlmS7uk69iAp9HngPTYNGVq7MEDUOhj4OOKa2rXqHkbQQWIOmSPAgiyuraxYNFitN0kuBw4AtaK5q7QwcaPt7JXNFLC9Js4A3Ay+l+T/pW8DnatsZQtIVtp8n6eq+oaTX2J5wS/WY+SQ9F/gCsBbN8/cu4E225xcNNgKSrgOeA8wFTgQ+B7zO9q4lc0UsD0k/BW4GTgPOsH132UQRMYyky2w/v3SOWFI1RSBJNwCLaLqbNgV+QVMc6RVGahzqGBWS9ETgBTTP3Utt3144UkQMkPRN4O+Ar9jeTtI+wJttv6xwtJgCktYCsH1P6SyjIml++9z9AHCb7c/3jpXOFrE8JO0A/A3wauBG4FTbXyqbKiL6STqCZqOJM+lb3VDjxZVxUlMR6C5gwiuwNbU3S3qW7ZskDX2jlh+q8dVuo/hlmi1P7yudJ2JFdWXtt6SNaYbo7kTTLbIA2N/2zSVzxaoZ3Fyid7zGAdmSLgLOAw4CXgj8DrjW9tZFg0WsIElPAj4J7Gd7tdJ5ImIxSRcOOWzbu097mHhETUWgzly9knRcu314fqgqI2lX4PXAK4ArgFOBc23/uWiwiOUk6SaGrP22fUexUCMkaQ1glu2FpbPEqpN0Hos3l+h//n6iWKgRkfQXwBuAK2x/X9IzgBfZPrlwtIhJSVoT2JumE2gT4GvA6b0diSIiYmI1FYFupbkKMJTtCe8bV5JWHywODDsW40fSasDuwFuBPTPnKcZFV9Z+d6ljpEsk3WB7q9I5ImLZJC0Avk5T+Plh6TwRsSRJ7x04ZOB24BLbCwpEij417Q62GjCHDm1pC8yj2c1jsmMxRtrdwV5F0xG0HXBS2UQRK+RCSUdS/9rvs1jcMZId/OoxT9LWHdpconcl8DHAo4E/2F6rXKqI5bZxbRsORFTm8UOObQgcJulw26dOc57oU1MR6NdduQLbtnCvR7MF87YsLnytCcwuFixWmaTTgR1o5jR8GrjI9qKyqSJWSK8LaPu+Y6bpbKvJ+rb3LB0iptwuwIFtl0HVm0vYfuQNuiQBf02zKUHEjCXpKNsHA2dLWqoIZHuvArEiYoDtDw07Lmkd4HyakRdRSE1FoC51AO0BHAisD3yCxV/7vcD7C2WKqfF5YF/bD0/6yIgZpt0e/ljbp5fOMg060zHSMZ3c3a3tqPi6pA8Ch5bOE7EMX2x//3jRFBGxUmzf2V54iIJqmgm0ju07S+eYLu3J1r62TymdJVadpN1tXyDpNcPut33mdGeKWBmSrrS9/eSPHE+SbgAW0VxE2RT4BZV3jHSRpKcAq/du2/7vgnFGYuD1ZhZN996utncsFCkiIionaTfg/2Yjo7Kq6QTqUgEIwPYiSe8BUgSqw67ABTSzgAaZZr5KxDg4X9L7gNOA+3oHK/o/ej1gm9IhYjQk7UXTYfs0mi3TNwB+DGxZMteI9L/ePATcTLMkLGLGk7QzcDjNz+ijWFyI37hkrohoSLqexXPnetYBfgUcMP2Jol81nUBdJOkIminrtZ5sRcSYaWepDKrmjbmk+bYzfL9Skq6lmV91vu1t2yuW+9t+c+Fo00LS82xfUTpHxGQk3QS8h2Y4/yNL6G3fUSxURDxC0gYDhwzcYfu+YY+P6ZUi0Bir/WSri7LtdMTMJulW4JMT3W97wvti5ustZ2yLQdu2XbfX2n5O6WyjImkLYN/21901L+eMeki6zPbzJ39kREQMqmY5WBfZ3qh0hphy2XY6xpqkoS2+tk+e7iwjshowh25tRtAld0uaA1wMnCLpd/R12tZC0oYsLvw8SLOkZnvbN5dLFbFCLpR0JM1y+UfeL9meXy5SRMR4SCfQGOvAyVbnSLrB9lalc0SsLEnH9N1cHfgrYL7tfQpFmlJZDlY3SWsAf6Yp8u0HrAWcUtMSE0k/BNak2Z73VNs/k7QgF5ZinEi6cMhhZ9hsRMTk0gk03p7X9/EjJ1tAikDjK9tOx1iz/a7+25LWpjnZrEU6gCo2MKvgpGJBRuu3NAPO1wWeDPyMpYd3RsxotncrnSEiYlylE6givZMt23uWzhIrR9KNwDOBBWTb6aiApEcDN9jevHSWqSBpnQzfr4+khTSFELFkQaT3f/CaRYKNiKS1gNfQLAfbFFgb2MP25UWDRUxC0nsHDplmk5RLbA+blRkREQNSBKpIbSdbXTRkkj4Atm+Z7iwRK0PSOSw+iV4NeDZwuu1Dy6WKiIlIegrwOpqC0DNsP71wpIgJSfrgkMPrAHsAh9uuqfM0ImIkUgQaYwMnW7OALcjJ1liStM7AIdPs0pIf0Bgrknbtu/kQcIvtW0vliVgRkjYBbrV9v6QXAXOBk23fXTbZ9JC0QS46xDhq30edn5ltERGTSxFojOVkqx6SFrB4KULPHOBa4C3ZsSXGiaS/AHageU5fYfs3hSNFLBdJ1wDbAxsC36DZsXFL2y8vmSsiJifpatvbls4RETHTZTD0GJL0TGBd2xcNHN9Z0mNt/7xQtFhJE+3KIuk1wGeAzHmKsSDpLcAHgAtoiprHSPqw7S+UTRaxXBbZfkjS3sAxto+RdHXpUBGxbJJ2A+4qnSMiYhykCDSejgL+ccjxe9v7XjW9cWJUbJ8p6Z9K54hYAYcA2/a21Jb0RGAekCJQjIMHJe0L/C2LX0sfXTBPRPSRdD1L72a3DvAr4IDpTxQRMX5SBBpP6w7bQtz29ZI2nP44MSqS5tDMe4oYF3cAC/tuL2yPRYyDg4C3A/9ie4GkjYAvFs40EpI2A46leU+xlaS5wF62P1I4WsSyvHLgtoE7bN9XIkxExDjKTKAxJOlntjed4L7/Z/uZ050pVs2QLU8BngDsBXza9vHTHClihfQ9h7cBtqaZpWLgr4HrbB9YKFpEDCHpIprOvc/25qhIusH2VmWTRURExCilE2g8XSnprYOFgXYWx1WFMsWqefzAbQO/AfYf1vUVMQP1nsM/b3/1nFUgS8RKkbQzcDiwAc17JAG2vXHJXCMy2/blUv9+BDxUKkxERERMj3QCjSFJ6wJfAx5gcdFne+AxwN7ZiSciImLFSboJeA/Na+vDveO9GVc1kfRN4O+Ar9jeTtI+wJttv6xwtIiIiBihFIHGWLsTQq9t+0e2LyiZJyKinTPyPpotth/pNrW9e6lMEctL0mW2n186x3SQtDFwHLATza5KC2i6T28umSsiIiJGK0WgiIiYMpKuBT7D0p0UWaoaM56kI4DVgDOB+3vHbc8vFmrEJK0BzLK9cNIHR0RExNhLESgiIqaMpKtsP7d0joiVIenCIYddYyebpMcCr2Xprr0Pl8oUERERo5fB0BEzSLbsjQqcI+kdNHPL+jsp7iwXKWL52N6tdIZpdBZwD03X3v2TPDYiIiIqkU6giBkkW/bGuJO0YMjhWndXisq0Gy98FHia7ZdJ2gLY0fbnC0ebcnltiYiI6KZZpQNExBJm27584Fi27I2xYXujIb9SAIpxcSLwLeBp7e2fAgcXSzNa8yRtXTpERERETK8sB4uYWW6XtAlggHbL3l+XjRQxOUm7275A0muG3W/7zOnOFLESnmT7dEn/CGD7IUkPT/ZJ40TSDcAimveAB0n6Bc1yMNF07c0tmS8iIiJGK0WgiJnlnTRb9j5L0m20W/aWjRSxXHYFLgBeNeQ+0+y2FDHT3SfpiSwuxL+AZm5OTdYDtikdIiIiIsrITKCIGShb9kZETD9J2wHHAFsBNwBPBvaxfV3RYFNI0nzb25XOEREREWWkCBQxg2TL3hh3kn4OXAp8H/i+7R8VjhSxQiQ9CticZnnUT2w/WDjSlJJ0K/DJie63PeF9ERERMf6yHCxiZsmWvTHutgCeD/wlcKSkzYHrbO9dNlbE5CTNBt4LbGD7rZI2lbS57XNLZ5tCqwFzaIpcERER0TEpAkXMLOvb3rN0iIhV8DDwYPv7IuB37a+IcXACTRF+x/b2bcBXgJqKQL9Od2lERER3pQgUMbPMk7S17etLB4lYSfcC19MsNzne9h2F80SsiE1sv17SvgC2/yipto6Z2r6eiIiIWAEpAkXMANmyNyqyL7AL8A7gLZLmARfb/m7ZWBHL5QFJj2Px7mCbUN/S3L8qHSAiIiLKyWDoiBlA0l0sY8te27dMY5yIVSbpWcDLgIOBp9h+XOFIEZOS9BLgn2hmW30b2Bk40Pb3SuaKiIiImCopAkXMANmyN2oh6QzgOcDPaXcIAy6z/eeiwSKWk6QnAi+g6cS81PbthSNFRERETJkUgSJmgGzZG7WQtD1wte2HS2eJWFGSXjjsuO2LpztLRERExChkJlDEzJAte2OsSXoe8EvbV7a3DwBeC9wCHG77zpL5IpbTIX0frw7sQLNb2O5l4kRERERMrXQCRcwAWQ4W407SfODFtu9suylOBd5FM+vq2bb3KRowYiVIejpwlO3Xls4SERERMRXSCRQxM6QDKMbdan3dPq8HjrN9BnCGpGsK5opYFbcCzy4dIiIiImKqpAgUMTNky94Yd6tJepTth2iez2/ruy+vNTEWJB1Duz08MIumk21+uUQRERERUytvzCNmgMxLiQr8J3CRpNuBP9HsCoakZwL3lAwWsQKu7Pv4IeA/bf+gVJiIiIiIqZaZQBERMSUkvQB4KvBt2/e1xzYD5thON0XMeJJmA89sb/7E9v0l80RERERMtRSBIiIiotMkPRo4EngjcDPNnLZ1gWNsHyFpG9uZbRURERFjL0WgiIiI6DRJnwJmA++xvbA9tibwceBhYE/bGxWMGBERETElUgSKiIiITpP0/4BNPfCmSNJqwO3Ay2xfWiRcRERExBSaVTpARERERGGLBgtAALYfBn6fAlBERETUIkWgiIiI6LobJR0weFDS/sCPC+SJiIiIGIksB4uIiIhOk7QecCbwJ+Cq9vD2wOOAvW3fVipbRERExFRKESgiIiICkLQ7sGV780bb3y2ZJyIiImKqpQgUEREREREREdEBmQkUEREREREREdEBKQJFRERERERERHRAikAREREdI+nfJR3cd/tbkj7Xd/sTkt4r6UWSzp3gz/icpC2W8XccLul9U5scJD1N0len+s8d+Du+IWnt9tc7VuLzj5T0I0lHrmKOoyTdJmml369JOljS7JX4vBMl7dN+vMzvdURERIyPFIEiIiK65wfATgBtgeFJLB6ITHvfvGX9AbbfYvvGkSWc+O/9le19VvXPkfSoZfwdL7d9N7A2sMJFIOBtwFzbh6xslvb7sjfwS2DXlcjQczAwtAgkabXl+QNKfa8jIiJi6qUIFBER0T3zgB3bj7cEbgAWSnqCpMcCzwbmt/fPkfRVSTdJOkWSACR9T9L27cd7Spov6VpJ/TtqbdE+7heS/n5YEEl/6Pt4H0knth+fKOlTkua1n9/rStlQ0g3tx5dK2rLv878naXtJa0j6gqTLJV0t6a/b+w+UdLakC4DvSnqqpIslXSPpBkl/2T7uZklPAo4ANmnvP1LSyZJe3ff3ndL7s/uOnQ3MAa6S9Po27wWSrpP0XUnP6Pv6PiPpMuDfhvzTvAj4EXAssG/fn79Eh1Wbe8P2a/6v9ntwQ/t3/z3wNOBCSRf2/r3bTq9rgR0lfUDSFe3nHNf7/g58Tf3f62MlXdl2On1o2Pc0IiIiZq4Jr4JFREREnWz/StJDbUFiJ+CHwHo0haF7gOttP9DWA7alKRT9iqaDaGfgkt6fJenJwPHAC20vkLRO31/1LGA34PHATyQda/vBFYj6VGCX9s85GxhcBnYa8Drgg5KeCjzV9pWSPgpcYPtNktYGLpd0fvs529F06dwp6X8D37L9L21XzGDHzKHAVra3ab/WXYH3AF+XtFb7b/e3/Z9gey9Jf+j7nHOAk2yfJOlNwKeAXiFpfWAn2w8P+dr3Bf4TOAv4qKRHT/JvtyfwK9uvaP/etWzfI+m9wG62b28ftwZwme3/3T7uRtsfbj/+IvBK4Jxl/D2Htf92q9EU0ubavm4Zj4+IiIgZJJ1AERER3TSPpojRKwL9sO/2D/oed7ntW20vAq4BNhz4c14AXGx7AYDtO/vu+y/b97cFiN8B665gxq/bXtQuRRr2uacDvaVhr2NxkeilwKGSrgG+B6wOPKO97zt9Ga8ADpJ0OLC17YXLCmP7ImDTtvC1L3CG7Ycm+Rp2BL7cfvxFmqJWz1eGFYAkPQZ4Oc3Xfy9wGbDHJH/P9cBLJP2rpL+0fc8Ej3sYOKPv9m6SLpN0PbA7Sy4LHOZ1kuYDV7ePzaygiIiIMZIiUERERDf15gJtTbMc7FKagsXgPKD7+z5+mBXrIl6ez3Xfx6sv4/OXWqZk+zbgDklzgdfTdAb1Hvta29u0v55h+8ftfff1ff7FwAuB24ATJR2wHF/TycD+wEHAF5bj8cty3wTH96CZR3S9pJtpCke9JWEPseT7t9UBbP+UpsvpeuAjkj4wwZ/9517hSdLqwH8A+9jemqaja/B78AhJGwHvA/7K9lzgv5b1+IiIiJh5UgSKiIjopnk0S3/utP1w2x2zNk0haJlDoQdcCrywLRAwsBxsefxW0rO1eBDyijoN+Adgrb5lSd8C3tU3v2jbYZ8oaQPgt7aPBz5HU0Tpt5BmKVu/E2mGLbOcw5LnAX/Tfrwf8P3l+Jx9gbfY3tD2hsBGNF0+s4Gbezklbdfeh6SnAX+0/SXgyL6vZdjX0NMr4NwuaQ6Lu6omsiZN4eoeSesCL1uOryUiIiJmkMwEioiI6KbraXYF+/LAsTl982MmZfv3kt4GnNkWcn4HvGQFchwKnAv8HriSZqjyivgqcDTwz33H/hk4CriuzbSApuA16EXAIZIeBP4ALNEJZPsOST9oB1F/0/Yhtn8r6cfA15cz37uAEyQdQvM1HrSsB7eFnj2Bt/fluE/SJcCraJZyHSDpRzTLxH7aPmxr4EhJi4AHgf/VHj8OOE/Sr2zvNvD13S3peJpOsN/QLI+bkO1rJV0N3ESza9kPlvX4iIiImHlke/JHRURERESvSHM9sN0y5u5EREREzEhZDhYRERGxHCS9GPgxcEwKQBERETGO0gkUEREREREREdEB6QSKiIiIiIiIiOiAFIEiIiIiIiIiIjogRaCIiIiIiIiIiA5IESgiIiIiIiIiogNSBIqIiIiIiIiI6IAUgSIiIiIiIiIiOuD/A4qSGko6q10nAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Contract type for Australia
Full Time9393.939394
Part-time55.050505
Prefer not to say11.010101
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Contract type for Australia \n", - "Full Time 93 93.939394\n", - "Part-time 5 5.050505\n", - "Prefer not to say 1 1.010101" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Full time or part-time" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Nature of employment for Australia
Permanent -- funded by Institution core funding3636.363636
Fixed term -- funded by project funds2323.232323
Fixed term -- funded by Institution core funding1818.181818
Permanent -- funded by project funds1212.121212
Research/Student Assistant55.050505
Freelancer, consultant, contractor33.030303
Prefer not to say11.010101
Zero hours contract11.010101
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Nature of employment for Australia \n", - "Permanent -- funded by Institution core funding 36 36.363636\n", - "Fixed term -- funded by project funds 23 23.232323\n", - "Fixed term -- funded by Institution core funding 18 18.181818\n", - "Permanent -- funded by project funds 12 12.121212\n", - "Research/Student Assistant 5 5.050505\n", - "Freelancer, consultant, contractor 3 3.030303\n", - "Prefer not to say 1 1.010101\n", - "Zero hours contract 1 1.010101" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018
Duration of contract in year for Australia (without 95 percentile)
count74.00000
mean6.35473
std7.26787
min0.50000
25%2.00000
50%3.00000
75%6.00000
max30.00000
\n", - "
" - ], - "text/plain": [ - " Results in 2018\n", - "Duration of contract in year for Australia (wit... \n", - "count 74.00000\n", - "mean 6.35473\n", - "std 7.26787\n", - "min 0.50000\n", - "25% 2.00000\n", - "50% 3.00000\n", - "75% 6.00000\n", - "max 30.00000" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, columns=duration_contract, country=country, category=category, remove_outliers=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Salary" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Salary for Australia
< AUD 45,00022.50
≥ AUD 45,000 and < AUD 65,00033.75
≥ AUD 65,000 and < AUD 85,000911.25
≥ AUD 85,000 and < AUD 105,0003442.50
≥ AUD 105,000 and < AUD 120,0002025.00
≥ AUD 120,0001215.00
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Salary for Australia \n", - "< AUD 45,000 2 2.50\n", - "≥ AUD 45,000 and < AUD 65,000 3 3.75\n", - "≥ AUD 65,000 and < AUD 85,000 9 11.25\n", - "≥ AUD 85,000 and < AUD 105,000 34 42.50\n", - "≥ AUD 105,000 and < AUD 120,000 20 25.00\n", - "≥ AUD 120,000 12 15.00" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Salary'\n", - "order_question = ['< AUD 45,000', '≥ AUD 45,000 and < AUD 65,000', '≥ AUD 65,000 and < AUD 85,000',\n", - " '≥ AUD 85,000 and < AUD 105,000', '≥ AUD 105,000 and < AUD 120,000', '≥ AUD 120,000']\n", - "# Check if there is no new answer between development and the list of answers manually created\n", - "try:\n", - " df_salary = get_sampled_df(df, salary)\n", - " assert(len(order_question) == len(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) -1)\n", - "except AssertionError:\n", - " print(set(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) - set(order_question))\n", - " raise\n", - "\n", - "result = count_diff(df, salary, category=category, country=country, order_index=order_question)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Type of funding for Australia
Institutional support52.052.525253
Grants32.032.323232
I volunteer my time20.020.202020
Consulting & services16.016.161616
Industry support10.010.101010
Membership1.01.010101
Open core1.01.010101
Foundations & consortiums1.01.010101
Venture capital1.01.010101
Crowdfunding (one-time)0.00.000000
Crowdfunding (recurring)0.00.000000
Books & merchandise0.00.000000
Advertising & sponsorships0.00.000000
Donation button0.00.000000
SaaS0.00.000000
Dual license0.00.000000
Trademark licensing & franchising0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Type of funding for Australia \n", - "Institutional support 52.0 52.525253\n", - "Grants 32.0 32.323232\n", - "I volunteer my time 20.0 20.202020\n", - "Consulting & services 16.0 16.161616\n", - "Industry support 10.0 10.101010\n", - "Membership 1.0 1.010101\n", - "Open core 1.0 1.010101\n", - "Foundations & consortiums 1.0 1.010101\n", - "Venture capital 1.0 1.010101\n", - "Crowdfunding (one-time) 0.0 0.000000\n", - "Crowdfunding (recurring) 0.0 0.000000\n", - "Books & merchandise 0.0 0.000000\n", - "Advertising & sponsorships 0.0 0.000000\n", - "Donation button 0.0 0.000000\n", - "SaaS 0.0 0.000000\n", - "Dual license 0.0 0.000000\n", - "Trademark licensing & franchising 0.0 0.000000" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Funding\n", - "category = 'Type of funding'\n", - "result = count_diff(df, fund, category=category, country=country, multi_choice=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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AUsrRpZQbSyk3Ll++fDOfDgAAAICheNEzgV5MrbWWUurv+PjyJIP15wUfBwAAAMDI2dwzgR4opUxKkoHfHxy+kQAAAAAYbpsbgf4hybyB2/OSrBqecQAAAAAYCZvyFvEXJfnfSXYspdxbSvl4kmVJ5pRS1iTZZ+A+AAAAAC9Tm/LuYEe8wIf2HuZZAAAAABghm3s5GAAAAACvICIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBABoyf/78TJgwIdOnT9947NOf/nRmzJiRj33sYxuPrVy5MqeddloXI44Ke7CDQfYAALREBAJoyFFHHZXVq1dvvP/YY4/lBz/4QW655ZZsueWWufXWW7N+/fr8zd/8TRYuXNjhpCPLHuxgkD0AAC0RgQAastdee2WbbbbZeL+npycbNmxIrTV9fX3p7e3NKaeckmOPPTa9vb0dTjqy7MEOBtkDANASEQigYa973esyd+7cvP3tb8+kSZOy9dZb5/vf/34OPPDArkcbVfZgB4NwHYbBAAAgAElEQVTsAQAYy8Z1PQAA3Tr++ONz/PHHJ0k+8YlP5Atf+ELOPvvsXHnllZkxY0ZOPPHEjiccHfZgB4PsAQAYq5wJBECS5Ic//GFqrdlxxx3zd3/3d7nkkkuydu3arFmzpuvRRpU92MEgewAAxhpnAgGQJPnc5z6X5cuXZ8OGDXn66aeT9L8+Sl9fX8eTjS57sINB9gAAjDXOBAJoyBFHHJF3v/vd+elPf5opU6bknHPOSZJcdtll2X333TN58uSMHz8+M2fOzK677prHH388b3vb2zqeevjZgx0MsgcAoCWl1jqazzekJ9th0RXDNcdmu3vZh7oeITlp664nSE56rOsJsuuKXTt9/lvn3drp8yfJHTvt3PUI2fknd3Q9Qs784+90PUIWnvX+rkcAAADaVTblQc4EAgAAAGiACAQA0LjVq1dnxx13zFvf+tYsW7YsSXLkkUdmxowZ+cxnPrPxcUuXLs1ll13W1Zgjzh762YMdDLKHfvZgB4PGwh5EIACAhj399NNZuHBhvvnNb+b222/PRRddlFtuuSWvec1rcsstt+SGG27IY489lnXr1uX73/9+DjzwwK5HHhH20M8e7GCQPfSzBzsYNFb24N3BAAAadv311+etb31r3vKWtyRJPvrRj+aKK67I+vXr88wzz2TDhg3ZYost8vnPfz5LlizpeNqRYw/97MEOBtlDP3uwg0FjZQ/OBAIAaNh9992XN7/5zRvvT5kyJffdd1/e9KY3ZbfddsuHP/zh3HXXXXnmmWey2267dTjpyLKHfvZgB4PsoZ892MGgsbIHZwIBAPBvnHbaaRtvf/jDH85f//Vf58/+7M9y8803Z86cOVmwYEGH040ee+hnD3YwyB762YMdDHql7UEEAhgDTj18v65HyH//2693PULuXXRt1yNkyrLZXY+Qk046qesROp/hqu/8h06fP0n2fv/arkfYJNttt13uueeejffvvffebLfddhvvr1q1Ku94xzvy61//OmvXrs0ll1ySD3zgAznyyCOz1VZbdTHyiLCHfvZgB4PsoZ892MGgsbIHl4MBADRs1qxZWbNmTf7pn/4pTz75ZC6++OLsv//+SZINGzbktNNOy/HHH5/169enlJKk/8Uxn3zyyS7HHnb20M8e7GCQPfSzBzsYNFb24EwgAICGjRs3Ln/5l3+ZD3zgA3n66aczf/78TJs2LUly5plnZt68edlqq60yY8aM9PX1Zdddd83cuXMzfvz4jicfXvbQzx7sYJA99LMHOxg0VvZQaq2j+XxDerIdFl0xXHNstruXfajrEZKTtu56guSkx7qeILuu2LXT57913q2dPn+S3LHTzl2PkJ1/ckfXI+TMP/5O1yNk4Vnv7/T5XQ7Wz+Vg/bq+FOvlMIPLwQCAxpRNeZDLwQAAAAAaIAIBAAAANGBIEaiU8sFSyk9LKXeVUhYN11AAAAAADK/NjkCllC2SnJnk95PskuSIUsouwzUYAAAAAMNnKGcC7ZHkrlrrz2qtTya5OMkBwzMWAAAAAMNpKBFouyT3POv+vQPHAAAAAHiZ2ey3iC+lHJLkg7XWTwzc/8Mk76y1/pffetzRSY4euPvqJI9v/rjD4o1JHup4hq7ZQT976GcPdjDIHvrZgx0Msgc7GGQP/ezBDgbZQz97sINBL4c9PFRr/eCLPWjcEJ7gviRvftb9KQPHnqPWujzJ8iE8z7AqpdxYa9296zm6ZAf97KGfPdjBIHvoZw92MMge7GCQPfSzBzsYZA/97MEOBr2S9jCUy8FuSDK1lPJ7pZQtk3w0yT8Mz1gAAAAADKfNPhOo1vpUKeW/JPlWki2S/K9a64+HbTIAAAAAhs1QLgdLrfUbSb4xTLOMlpfNpWkdsoN+9tDPHuxgkD30swc7GGQPdjDIHvrZgx0Msod+9mAHg14xe9jsF4YGAAAA4JVjKK8JBAAAAMArhAgEAAAA0IAxH4FKKX++KcdoQyllz1LKHw3cflMp5fe6nonR93z/3Fv/d6GU8oZSyoyu5wDg5aWUsn0pZZ+B268ppbyu65kAulZKmfE8v7YvpbzsG8uYf02gUsoPaq27/daxW2qtfthpTCllcZLdk+xYa/2/SymTk/xdrfU9HY82qkopX06yNMn6JKuTzEjy32qtKzsdbBS9wH8Xbqq1vqOrmbpQSrkmyf7pf5OAm5I8mOR7tdZPdjnXaCmlXJ7kBf8SrLXuP4rjdKqUsm2SLyaZXGv9/VLKLkneXWs9p+PROlNKeX2SWmv9VdezjKZSyu5JZieZnP6/J25L8u1a66OdDjaKSinvTvKf0r+HSfk/e7giycpa62MdjjeqSikLkhydZJta638opUxNclatde+ORxs1pZQ/TfI3SX6V5Owkb0+yqNZ6ZaeDdaCU8h+T7JBnvblQrfW8zgbqUCmlN8n0JPfVWh/sep7R5HuGfqWUG5LMTPLjJCXJzkluT/K6JEfXWq/qcLzf6WVfqTZXKeU/l1JuTbJTKeWWZ/36pyS3dD3faCulfLmU8vpSSm8p5apSys9LKf+p67lG2UfS/wPvb5Kk1np/+v+QtmbfWusvk+yX5O4kb03yPzqdaJSUUnYqpRycZOtSykHP+nVUkld3PF4Xth74d+GgJOfVWt+ZZJ+OZxpNpyQ59Xf8asm5Sb6V/h/8k+TOJP+1s2k6VEqZNfD9wy1Jbiul3FxKGfOBuJTyR6WUHyQ5Iclrkvw0/WF4zyT/byllRSnl/+pyxtFQSvlmkk+k/8/DB9MfgXZJcmL6/55YVUppJhAnWZjkPUl+mSS11jVJJnQ60eibP/B35b5J3pDkD5Ms63ak0VdKOT/9f2/umWTWwK/dOx1qFJVSziqlTBu4vXWSm5Ocl+SHpZQjOh1u9J0b3zMk/T9HvaPWOrPW+rYk70j/Lj6Ql/n3kUN6i/iXuQuTfDPJl5IsetbxX9VaH+lmpE7tW2s9vpTykfT/C3tQku8maebsjyRP1lprKaUmSSnl33U9UEcG/9x/KP1nQj1WSulyntG0Y/rj1/gkH37W8V8lWdDJRN0aV0qZlOSwJJ/tepjRVmv9/7qe4WXkjbXWS0opJyRJrfWpUsrTXQ/VkXOS/Emt9dqk/zLi9J8FMNbPIN4qyXtqreuf74OllJlJpib5l1GdavT9Ya31od869uskPxj4dWop5Y2jP1Znnqi1Pjn4fUIpZVx+xxmUY9TgN0lzk5xfa/1xaegbp2fZPckudaxfRvLCZtda/3jg9h8lubPWemApZWL6f+a8qLvRRp3vGfrtXGvdeHJJrfXWUsoutda7Xu7/iRizEWjgB9tfJ3l7rfWfu57nZaB34PcWf/AfdEkp5a+TjB84vXl+kv+n45m68PVSyk/Sf3r7fy6lvCnJ4x3PNCpqratKKV9P8ula6xe7nudl4Avp/z85/1hrvaGU8pYkazqeadQNXN7wpfT/3/6NZ4TVWt/S2VCj7zellH+fgR/uSinvStLMJS+/5enBAJQktdZ//P/ZO+8oO6vyCz879BYQQVCkIx1CBwWlCQgK0hFBEZQuICgCgkaKIs0CigoiUqRIkw6RktCEkAAhVKUpIkXkR4j0hP3745ybuTO5KaB87+Se86yVNfOdO7PWZpj57vne8757SxoXKagJbP9iCq/f15SWSDoUgN7T13QRwyR9B5hF0kbAPsCVwZqaZqSkIcCiwGHZE+mdYE0RPADMDzwbLSSIt9o+3wi4CMD2cwU+U9U9Q+IRSacAF+TrHfLaTEC/3jeU4Al0ObCf7W4/uZoskn4EbEl68F+D1AlxVR7/KIa8gdmYdKpzve0/BUsKQdLcwBjb43NH1By2n4vW1RSShtteI1pHpX8g6TZgMPATUofYrsAA298LFdYgklYBTiH5GzwAzAts237CVQqSfkoahzqftMHdgVQoPxfA9j1x6t5/JC0J/BKYz/by2TB+C9vHBEtrFEljmbjjZQwwAvim7SeaV9U82eD0q7TtnYDflNQNkn8GKwFP2H45P/wuUNr9UdLNpJ/DcODN1nop/nn5v/8k4BngZmDpXACaHnjA9tKhAhuk7hkSkmYF9iONSALcTvq5vAHM3p/940ooAt1CMnAbTvaCgXJuWC1yRXI2ej/4z277+WBpjZPNPtsN7YoaD8w3rIOAhWzvkbsglrJ9VbC0xpD0E1J33IX0vi909cNdX5QS0fZjYpPH0u6PI22vKmm07RXa16K1NUF+wFmL9D65FOlB71Hbb4cKCyJv9CeFbW/QmJgAJA0j+cT92vbKee0B28vHKmsWSUcD/yDZCwj4ArA4aSRsb9vrxamLIR8gfbS0Bz0ASVuTHvRM6p69LFhS40hat9N6KaPVuUB+Mqkb6qe2f5fXNyHZbnwzUF7j5OJX8XuGaZUSikBF37BaqHMa0kRr3YykPYEjSdXZd0g3LRc28oGkC0lJUF/Op7yzAnfYXilYWmNM4iGv6x/u+iJpFMn/ZDRtre0F3h/vIG3uLwZuIp3y/cj2UqHCGkTSva0H/krZSLrb9urtvxOS7ivpPQLS/TEbfbav3Wd7pU6vdSvqnCJ5h+0DI3U1iaRTSSEaLc+XHYDHbe8bpyoGpVSo1fPl8NJSsSoJSdsB19keK+kIYBXgmAIPU9cidZIvTO/D1CXDRE0lXesJ1ML2sJJvWNmsbAHSLPfK9JjbDSSZQJbEt4DlC5vl78TitndoJRnYfq00g0Pb60dr6Ce8YfvkaBH9gANI98P9gaOB9YEvhypqnhuVkvMuLWnMox1JO9s+V9JBnV63/eOmNQXxoqTF6fF62JYyPUBek7Q9qTgMsC09/nkl/Y3MafsVSV8jpUgOllRaJ9AGJAPY1t/EWaQY6KLIfw8nAENJzxOnSDrY9sWT/cYuQ9LMpBHJ5ejtI7hbmKjm+a7ti3Jwwoak1LhfAkXZjJBCI75NKpBPU8bYXV8EqjcsNgG+AnwUaN/AjgW+EyEokMeB16JF9APekjQLPRv8xWmb7S4BpWjPwcCn8tIw4Kj+PLv7PvEzSYOBIfSe7y/qJAdYxPbdpASgXWHCKdddoaqaZU/SmOh4Sa/T0yk5MFZWo7QSI+cIVRHPvsBpwNKSngGeBHaOlRTCTsDPgFNJ75d3Ajvn98+vRwprmKJTJDOPAQsBraCZBSkwRIH0/3/11mF6Dha5gZ5CaSmcAzxCesY6inSveDhUUfO0Ch6fBU63fbWkonzjMq/YniaN8ksYBxsFbNT3hlVKG28LSdvYviRaRyS5E+pM0oNd+wPv/mGiAsjm2EeQkpCGAGsDX7E9NFJXk0i6hGRkd1Ze+hIwyPbWcaqaR9KxpP/2x+kZBytxLK74cdlKpS/ZO3CA7bHRWipx5IL4d0k+OPvkFMkTbG8TLK0xsk/W6iTfNJMCVkaQ05BK8dFr983L1wOAUe1rJdAalZV0v+0VJc0A3Gp7rWhtTaGUtPsMKSVtFVLw0PACn6+PzZ9eSu9ny37fLVlCEajesJhgDL0NExvAHhWlqWkkDQduY2L/k7Mm+U1dSk62WIt02n9naSNynfwtCvW8eAxY1vZbU/ziLkTSpsBmpBPuC9teGkj6uRSVICdpC3q644aWZBbfTj4s2p2J3y+LaPWXNBdpHHIRev/3l3ZgUvTvQaWHSfmLtijFR0/SCcCK9PZGGm3723GqmqeVMJvDh/YBniMVQIrxGM1+op8h/f//a+4WXMH2kGBpjSLp1g7Ltv2pDuv9iq4fBwOuk3Q9vW9Y1wTqieJy0onFSAob/WljBtsdvR5KQtJWwE22r87Xc0na0vYfg6U1yeuS1rF9G4CktUmnGKXxADAXyeizRP5JOs3dgnRvbDEWKMb0FEDSj0gn3b/PSwdIWtv2YYGyorgcuJU05jBNzfj/j7iGNPrU68CkQIr+PZD0bdvHSzqFDh5IJRUFSynyTAnbB7elpAGcVmJKGnCapA+QOuSuAGYHvhcrqVmyn+jlwHySFsrLj0RqisD2J6M1vFe6vhMIesU6QmrXK+6GVWK8a18k/RB4CriS3i17pUXEd+qCKSoZSNJKpFGwOUndUC8Bu0wL7Zv/S3Lqy4rA3fT+myiitb2FpOltj4vWEUk2el3J9jv5ejrgXtsrxiprnhK7Atupo5CJ+nugzW1fKWmXTq+X0EUt6Tbb60gaS+9CWImeaUg6zvYhU1qrdD+S9iN5az5PbzuBIvYMkna0fb6kjsXwaSF0pYROIIA7SKc475AedkrkDkkr2B4dLSSQHfPH9pNtA8W0b2YGdFgr5V4AgO37gEGSBubrV4IlRTE4WkAkkv5ge3vgXkmdTrqL2My0MRepIAqpQFoqV0nazHaJXcMA50jaHbiKgg9MKPz3oGV2WkKxZ1LYXid/LN0svsVGQN+Cz6Yd1roeSZ9l4nSwYiw2SKmqS9n+d7SQID6QP84bquK/oOs7gXKk5feAm0iV+3VJKUC/DRXWMJIeApYgpXy8Sc8pRmkPOcUj6bfAy8Av8tK+wNy2vxImqmGyJ9JgUoegSV5RRxX8ZlYkkj5s+1lJC3d63fbfOq13I5J2BH4E3Ex6f/gUcKjtCyf7jV1E22m/SElhbwJvU9ipv6R9gR+Q3idam0SX5HcBE34fSv49uJIOY2AtCuwYnQ6Yj97+UH+PU9QckvYmed8sTkpKazEHcIftnUKEBSHpV8CswPrAb4BtSZ5AXw0V1iCSbiYFLxXdRT0tU0IR6FHgE62Hu/zwd4ftpWKVNUvJDzmSNrB9Ux4LnAjblzatKZKc+PJd4NN56U/AMbZfjVPVLJL+BNwCnJuXdgLWs/3pSX9X99GnxX1GYAbg1VIectqRND8p8cXA3bafC5bUONnYcfV8ObzEn0EFJD0BrFFaYEClN21myFsD89Pzfrkj8LztYnzT6uiL5iR1PhwLHNr20tgCOwRpSwVrfZwduHZa9od5t0g6A1gKuJreHaM/DhMVQE4HOxZ4jfSzWAk40PZ5ocKmghJGQP5NMvlsMTavFUWr2CPpQ7S1LhbCuqROsM07vGZSrF8x5GLPoVP8wu7mw7aPbrs+RtIOYWqCaG9xlyTg86TUuKLo0DF6iqSiOkbbDOOvyNclGsYDE4zi77P9qqSdSfG3Py3l1J900v9atIgoJC1t+xFJHX2RbN/TtKYIWmbIkk6yvVrbS1dKGhEkK4qiR19sjwHGSBrX9/BY0jm2vxQkLYpWkMhrkj5CGqP+cKCeCP6e/82Y/5XKprYPk7Ql8CypSH4zUItA/YDHgLuyg7lJDzn3SzoIyqlY5ujfk4CPkJKAFgYeJs2zdjW2W74nR9l+sv01SYsGSApB0k9tf2NSLd6FtXYPkfQF4A/5elvg+kA94Ti1hf5R0mDKKxIeDKzct2MUKKYIBAxuD02w/XL+XSiuCAT8kuQZNgj4Jqnd/xzSgUIJvArcl9v92094S0mDOgjYg7Rn6ouBDZqVE85skhaz/QRM2DfNFqypaZ4mJeyWTq9nBknTA6sGaYnkKklzAcfTkyz6m0A9jWP7SEhR8baLPTSgp5ayGfAH2y918pjsj5RQBHo8/2txef5Ymsnb0aQT/htsryxpfWDnYE1NcwnpRLediynnDeyc/PHEUBX9g92Bb9DT3j4AeFXSnpTl+dA+IjkAWA14I0hOJLVjtBrGtzPOtiV9Hvi57TMkFeP1QCr8lVj8A8D2HpIGAEfYvj1aTz/gQGBoHhMU6RBxz1hJzdA6MAaeIP0Mihx9kXQY8B1gFkmvkH4PAN4CTgsT1jCSVgeebnWS5zGw0aRo9J9EamsaSR8HzgBmBxbKhyZ72t4nVlnjXCvpAVIA1b6S5qHtHtGf6XpPoBY5Bci2x07xi7sQSSNsryZpFOnE+x1Jo2wPitb2fiNpadLpxfGkE/8WA4GDbXd9N1Q7+cH/atvTxE2q8v4h6cy2y3HAU8Dptl+IURSDpLOBFUiHBBM6RvO/Ijb61TC+B0nDgOuAXUkG2S8Ao2yvECqs0iiS7rW9crSO/oCkmYCl8+UjpewfcjfkJGl1Q5SCpGNtHzblr+xOJN0DfDp3e3wKuADYj+QDs4ztbUMFNoiku0hd9Fe07pOSHrC9fKyy5slWKy/ZHpcLg3PafiZa15To+lM+SasBZ5I7fySNAXazPXKy39h9vJx/MW8Bfi/pBVLLdwksBXyOFH/c7gs0ltQRUhqbAz+RdAtwIXBdie7+uRjWSge7tUTvE9u7RmvoJ9SO0bSR/S7pnmCSYfy+oYri2AH4IvBV289JWgg4IVjT+46kP9jeXtJoOo8MF2GC28aNkrYBLnUpJ6aTZlVgEdJzwyBJ2D47VtL7T6ciT+4Sm932KwGSork2Fz96YfuWCDEBTNdmhL0DcJrtS4BLJN0XqCsE208nO8kJjI/S0jSS1rU9LNuttNbav6TfF4G6vhNI0v3AvrZvzdfrAKeWtpnJiVCvk1r+dwLmBH5fksmdpI/b/nO0jv6ApBmATUlvYusAf7L9tVhVzSHpVGAJ4Py8tAPwuO0iHnolfdv28ZJOofPDXineH5VKL3IM9A2214/W0jSSPmz72ZLTRNtRT0T8ONKYbFER8S0knUOKBr+Pnoc8l/Q+Iek8YC/Sf//dpE7yn9nu+uJwO9lTssXMpETNkbaL8MnKYz8r5Y6PR4A9WgWw0rpgJF0M/Bj4ObAmyTx9NdtfCBXWEJKOsX1Evj/2xba/3Liod0nXdwIB41sFIADbt0kqqushb2qvypvad4CzgiWFUAtAPdh+W9K1pALALMCWQDFFIJKx5zKt011JZwEPxkpqlIfzx9ISXjoiaV7g26Sx0QnpiaVsbCs92B4v6R1Jc+ZEnGKw/Wz+dB/bh7S/Juk44JCJv6s7yWmJyxWUCDc5VgOWLbwbalnbr0jaCbiWFJ4wkgI6BNux3StlV9KCwE+D5ERwPjBM0oukg/VWg8ESlGccvhfwM2ABUtfLEArqHrZ9RP44zSbjlVAEGibp16Q/XJNO/Ie2oj9LiPoseVNbmRhJrQ6g9YChpESD7QMlRfAYsBDQOtleMK8Vge3Wad5rti9qf03SdgGSovk9aQzqc6SNzS7Av0IVVSL5DzBa0p9oG5suqPNhIyYu+GzaYa1rycbgV5O8wkrnAWB+UvxxqcyQO6i3JJnFvz2tJAC9z/wDWCZaRFPY/oGkG0lx8EPaCqMDSCPVxWD7RdJkSdFImpF0X1iEtrqK7R9GaZpaSigCtYyP+5q7rUxZUZ+lb2qRNJ3tYuZVJ8OXSNHoe5Zi7tiBOYCHJQ0n3QfWAEZIugLA9haT++Yu4jDgoqlY63Y+mBOgDrA9jHR4cHe0qEoYl+Z/RSFpb2AfYLE8St9iDqDElKx7JK1uu/R7wTzAQ/n9sj0Zq5T3SYBfkYITRgG35JHJ4jyB+oyQDyAZInf9YXo7tu/ssPaXCC2R5A76A2y/nK8/AJxke7dYZY1zGWlceCTTmCdS1xeBSpzrnwTtm9rWDVyT+Npu5a+SLgHOtP1QtJgI8mjgh0s0Qe7D96IFRJK7wTYDFpB0cttLA0n+F6Xxdv74rKTPAv8E5g7U0zh5JG53Jj7NKm1Dh+2zJM0CLGT70Wg9DXIeadTlWNK4S4uxbWaoJbEmsJOkv5EOz1qeQEV5SgLfjxYQSTaCft72Am1rfwdKfL5oHyEfB5xvu8QCcQVWbBWAAGz/n6QS0xQXnla9oLq+CCSp48Oe7aOa1hKBpM8DH7X9i3w9HJiXVAgqprU7Mwj4AvCb/Kb+W+CCkhIe6mhgInd7lMw/SZu5LUinFy3GAgeGKIrlGElzAt8ETiEVw0r7OVxO8je4gWnsNOt/jaTNgROBGYFFJa0EHNXtnQ/5PWEMsGNrTdIetk+LUxXKJtEC+gOlv1/afkfSt0kd1K01U+CBSS6QzwgsTXqOKKlIXunNAEkfsP1/AJLmpoC6QgfulLTstNhcUEI62DfbLmcmeT48XMrppqTbgS/Yfjpf30cagZud1BGzYaS+KCStSzr1nAu4GDjadhGeMJIuJ41DljwaOJaejrgZgRmAV0tKfcldYefY/mK0lko8ku6zvVK0jv6ApJGk98mhtlfOa0Ulv7SQdI/tVaJ1RCBpoU7rpZlFS1qLVBxfhvR+OR3lvV/+CHiR5B3Xvm8qqkNO0mbAr4HHSZ1xi5KsBa4NFVZpHElfBr5Dsg8QsC3wA9ud0rK6Dkn3kp4jZgCWAv5KGpdtdYz2+/fNrq/Y2T6p/VrSicD1QXIimLFVAMrclt+0Xsqx8cWQH3o/C+xKGnk4iWQI+0ngGmDJMHHNUqTfRTu252h9nlNgPg+sFaeoeXJX2IKSZrT9VrSeSOpsOwBXSdrM9jXRQvoBb9sek24NE3gnSkwwpY2Nt3M1aZMv0iHioqTOh+UiRQXwc1IX9UWkpLAvU85+qcUO+WN7+pGBxQK0RPJjYP3WoamkxUl/J7UIVBi2z5Y0gh5v3a2nxW6Y/4JtowX8t3R9J1Bf8ub+bttLRGtpAkmPTeq/VdLjthdvWlMUkp4AbgbOsH1Hn9dOLqwTpkS/i8ki6d7WqX8pSDqbdLp7Bb1PN38cJiqATv/vS/t9yN1xswFv5X+t06xiTvtbSDoDuJHki7MNsD8wg+29QoUFIOmjtv8RraM/kFNl97H9tWgtTSJphO3VJN3f8kMq7f5YSUi62/bqbdcChrevVbobSQNtv5LHvyaiwO641UkTRv/J13MAS9keMfnvjKfrO4EkjaZn7GM6kh9OEX5Ambsk7W779PZFSXsCw4M0RbFi64+0L4UVgIr0u2hH0tZtlwNIp5tvBMmJ5PH8bwApAahUip9tb++Oq7AfcDiptft8Uvfw0aGKGkTSfMAPgY/Y3lTSssDHbZ8RLC0U2/dIWjNaRwCvZR+Y+yQdT4qKHxCsqVFyPPzewKfy0lDg17bfnuQ3dRFte6YRkq4h+SMZ2A4oPT2vNM4jWauMpOf5GvLBEeV1x50GrNp2/SppZHFuq+kAACAASURBVHLVzl/ef+j6TqAc49hiHMnhvxgzN0kfAv5I2sy2YhxXBWYCtrT9fJS2ppG0KGlzvwi902+KKX5A9bsAkHRm2+U4UvTr6bZfiFEUi6TZASZVJO12+sy2Q9rYFjPbDhNOdHcCFrV9tKQFSUmCpR0WTEDSQFI31NhoLU0i6VrgTOBw24MkTQ/ca3uFYGmNIumgtssBwCrAB20XZRid99HPkw6ODgTmBE4txUcRQNJvSN4fZ+WlLwHjS+kK67Nn6osLG52uVCYgaZTtQX3WJnRN9mdKKAItDvzD9puS1gNWBM5uj7UrAUkb0DPH/qDtmyL1RCBpFHAGMJo2f4fSki8k3Wl7rfZ27mnlhlX53yJpeeAceuLQXwS+bPvBOFUx5G6H1mz7TYXNtiPpl6T74ga2l8mj00NKbPPP7d2/pac7bgywm+2Rk/6u7qE18tHnPaI443BJg9suW4cFl9gusWu0aCbxoDfRWqXS7eSx2Eli+57Jvd5tSPojqVv4NFIn1N7AJtNCg0EJ7e6XAKtJWoL0P+hyUivbZqGqGiYXfYor/PThDdsnR4voBzwo6YvAdJI+RvK7uGMK39NV5Jb2Y4DXgetIxeEDbZ8bKqx5TgMOsn0zQC6Unw58IlJUBLnoU1Thpw9r2l4lJ15g+//yCEiJnEHyfrkVQNI6pM6YUgrlr0r6ILnVP6dDjYmV1Dy2j4zW0B+QtDbwfWBhendRlzT2MV7S4rYfB5C0GDA+WFOlEsFJk3nN9BymlcKewC9II+Mmec/uHqpoKimhCPSO7XF5nvUU26e0NrmV4vhZPtkbQhqPA8qrWlO430VmY9vflrQV6XR3a+AWoLQi0GytAhCA7aGlpQZWJvB2TlBsPfjPS7mJWONbBSAA27dJKmaMHDiIZBa/uKTbSV6K03wSyrtF0p+A7fqkBl5Q2jgYqSh6IMkDpNTCx8HAzTlgRKSC2K6xkiqV5rG9frSG/kS2VZkm3x9LKAK9LWlHUqTl5nlthkA9lThWIM1xb0DPw01xVWvbr5GKQIfnh77ZCmxvb937Pgtc1CEOuhSekPRd0kgYwM7AE4F6KnGcDFwGzCfpB6RNzRGxkpqlrc19mKRfk4rkJsVDD43S1TTZAHldYCnSA++jpRjg9mHeduuA3B33oUhBQYyxXXQEuO0bc+f0UnnpUdtvTu57KpVK9yNpHmA3Jvab3SNK09RSQhFoV2Avksnnk9kcuBizz0ovtgMWs/1WtJBIJJ1H+psYT0p1GCjpZ7ZPiFXWKFdJeoQ0DrZ37noorRAG6Y3rSODSfH1LXiuObH76Mds3SJoFmL4kQ2Dbv8+m8RvmpS1tPxypKYC+be7tnjDdbaA4MWvQs6ldRRK2z46V1DjjJS1k++8w4R5RzO9BW1H0ZkknkN4niuyilrQdcJ3t+yUdQfqbOKaknwGApJmAbZj4gbek1OVKpZ3LgTuB25jGOiW73hi6UmmRzbv2KDUBqkXL4FPSTqS0k0OBkaUZQ+cY8DG2x+cRqDlsPxetK4q2rrBXorU0jaTdgT2AuW0vnk98f2V7wyl8a1eRH/rWIT3o3l7aA04lIekcYHHgPno2tba9f5yq5pH0GZJv2jBSR9QnSXuI60OFNYSkmyfzsm0X00XdCs/I/mBHAycC37O9ZrC0RpF0HckfrNdooO3J+cRUKl3LtByaUEInUKXSYi7gEUl30/s0q987uP+PmUHSDMCWwM9tvy2puGqw7ZfaPn8VeDVQTgi1K2wC+5I6H+4CsP3X0sY+JH2P1C15CemB90xJF9k+JlZZ80iaizRCvgi9T7tLKYKsBizrwk8JbV+XC6Nr5aVv2H4xUlOTVO+PXrQKHp8FTrd9taTi7o3AR21/JlpEJY6aDjYR10ra2PaQaCHvlloEqpTE4Cl/SRH8mmSGPAq4Jbe4F9f9UQHSg94ruSvsWnJXGFBaEehN22+1fKEkTU9BYx+ZnYBBLX8wST8idYKU+KBzDam9ezRlmmM/AMwPPBstJBKlG8JnSGPkR0laSNIatodHa2sSST8Eju9jkP1N2yV5hj2TfcI2Ao7LY1EDgjVFcIekFWyPjhZSCaOmg/VmL+AQSa8Bb5EO0Wx77lhZU6aOg1UqhZM3utPZLin9pgJIehBYCTiP1BU2TNIo24OCpTWKpOOBl0ndH/sB+wAP2T48VFiD5NGPrdoe9OYCLi1p5KOFpHtsT/a0s5vJvwsrAcMpuGtW0i9JRcANbC+Tix9DbK8eLK1RJN1re+U+a0X9jUialVQQHJ07RT8MrDAtnv7/N0h6CFgCeJJ0b2g98BZlJ1CptMhWChNhu9/7A3VtJ5CkK5nMSW5pm5lKZVLklv+iCkCSLiXF3l5ru8ST/ha1KyxxKPBVUufHnqROkN+EKmqeMcCDORbbpBPv4ZJOhqJGoQDOyT5RV9G7CPLSpL+lq/h+tIB+wpq2V5F0L0xIB5sxWlQA00maqZWGlY3zZwrW1Ci2X5N0OSk9caG8/EikpiA2jRZQ6T9IWh5YFpi5tVZagED2FZ2T5KM3c9tLdwRJmmq6thMox5tOEtvDmtJSqVT6F5I+TUoOXAu4CDjT9qOxqvoHkqYvqSssn+KcbXunaC2RSNplcq/bPqspLdFI2hf4Aak7rLVJsu3F4lQ1i6T5gFbHy/ASAxUk3QV8Arg7F4PmJXUCrTyFb+0qJB0CbA6cmZd2Ba6wfXycqmaRtB/JUuB5ekZEi+yAkTSIZJIOcKvtUZF6KjFIGgysRyoCXUMqEN5me9tIXU0j6avAQcACpIPE1YE7ba8XqWtq6NoiUKXSTn3Qq3QiV+93BA4HngZOB861/XaosIaoca8JSbeRRj7eitYShaSZSW3+AI+1vIFKRNITwBolmQC3I2l7ki/YUHpSsQ62fXGkrqbJXmk7kFI0zwK2BY6wfVGosAByUtqn8+WfSklIayHpMVJn2L+jtUQi6QBgd+DSvLQVcJrtU+JUVSKQNBoYBNxre1A+ODjX9kbB0hol/xzWAP6ck5eXA46yvU2wtCnSteNgLXLU77FM3K5WzIleZUK73sKSZiz5Qa8dSfsAl9t+RtI3bP80WlOTSPogsDPwJeBe4PekeOxdSKcbJXA5PXGvb07ha7uZJ4DbJV1BW0qc7R/HSWqGbIL9Q2A34G+kh/4FJZ0JHF5KQbQPjwGvRYsI5HBg9Vb3T+6AuQEoqghk+/eSRgIbkv4utrT9cLCsRskHaDfkpLDrovUE8jTpvbJ0vkoqhr0KIOk44M9ALQKVx+u235E0TtJA4AVgwWhRAbxh+3VJ5GfMByUtFS1qauj6IhCpfXUw8BNgfVIba4mO/pWCH/QmwazA2ZLeBKYDiikCSboMWAo4B9jcdisF50JJI+KUNU6Ne008nv8NAOYI1tI0J5D+mxe1PRYgb+hOzP8OCNQWxavAfdkgud0TqBRfpAF9xr/+TWH7plz8eND20pTp/QJMOEB7R9KctksugjwBDJV0Nb3vCaXtHwW0G96Oz2uV8hiRAyROJx0k/odUECyNZ/PP4UrgekkvAf8I1jRVlFAEmsX2jZJk+2/A9/PJzveihVUap+QHPSR9nuRt8M+8dBJp/GNDCooElzQAGGl7q06v216tYUmR1LhXwPaR0RoC+RywpNtmw22/Imlv0sNviUWgP+Z/pXKdpOuB8/P1DiTPh2LIxY9HJS1k++/ReoL5DzA6m8a3H6CVUhQF+Hv+N2P+VypnAnflgzSALUkhG5XCsL1P/vRXkq4DBtq+P1JTBG1BU9+VtCEwJ3B1oKSppus9gSTdQRrxuBi4CXgG+JHtaaJVq/K/R9Kstotr9Zd0P7BSbt+cgbTBfwY4BBhqe61QgQ3SKfK2RGrcayJ3fEz0ZlhCPLqkv9he8t2+1u3kBKSFSjWMl7Q1ae8Eyfz1ssl9fTci6RZgZWA4vYsfRaXLTso0viSz+BaSZgew/Z9oLVFIWoXe94Z7I/VUYpD0qU7rtm9pWksUuWP0ftvLRWt5L5TQCXQAaexlf+BoYAOS50elMCR9nHRiMTuwUE442LOtmt3tzAATzJAvBW6y/YO8NkuksABulLQNcKm7vRI+eWrca+JbbZ/PTDLLLiUh7SFJX+4b6yppZwodg5G0OWkUbkZgUUkrkYweu/rhP3dMG8D2pfSYv3b8mgL4brSA/oDts2pRVMuTxsfnztcvAl+2/WCosIaQNDB3iM4NPJX/tV6b2/ZLUdoqYRzc9vnMJHPkkaTn7CLIHaNPSFrA9jPRet4tXd8JVKm0yHGv25KiTVfOaw/YXj5WWTNI+j7wRdIo3PPA14HbScbIXyrJ0V/SWGA20oP+G/R0wAwMFRZAjXvtjKThtteI1vF+I2kB0sP+66QNHMBqwCzAVtPixua/JY+Mb0DqkCzmvULSUOASUmDA39vWZ6THNP9m278LEdgQU1PoKqkY1l4UtV1MUbSdPFVwuO2b8/V6wA9tfyJUWENIusr25yQ9Se+u2dbeqYbtFI6kBYGfTgupWP9Lcif5qiQ/pPaO0a3DRE0lXd8JJGlJUrVyYXpHIBdTqaz0YPtpqZeH3fhJfW23Yfv7kn5DKny8SeqKugYYBXw5UlvT2C7OE6oTHeJez5VUXNxrPt1sMYD0hj5nkJxGyUWeNSVtALRamq+xfWOgrGjetj2mz3vFO1FiGuQzpJS48yUtCrxMKgYOAIaQNvgljH7cLGmKxTDgdzHyGuf7pFP+oQC275NU2kP/bK0CEIDtoZJmixTUJLY/lz8uGq2l0m/5B7BMtIimkDS97XHAMdFa3itdXwQCLgJ+RXIvL+aBv9KRpyV9AnD2xDkAKCru1Xa7Y32/r1K/X0i60faGU1orgBr3mhhJOt0UqUj6JOlnUwy2byL55lXgQUlfBKaT9DHSOPkdwZred2y/AZwKnJrfI+chxQC/HKuscWoxrDelFkXbeULSd0kjYQA7kxLDiqLunSotJJ1CT1fYAGAl4J44RY0zHFiFNEnxlWAt74kSikDjbP8yWkSlX7AX8DNgAZIh8hBg31BFlUaRNDPJI2weSR+gJ9p0IOn3ojRq3GtimfwAPAFJM0WJqYSzH3A4qWPyfOB6kqdgMdh+G3g2WkcEtRg2EUUWRfuwG3AkPV2zt+a1Iqh7p0oHRrR9Pg443/btUWICmFHS9sAnJU00Gmv7igBN74qu9wTKPigvAJeRNnQAVBOzSqU88vjTN4CPkAqBrY3MK8Dptn8epS0CSQeRRhva415/Z/uncaqaR9I9tleZ0lqlUqmUhqRZSUXRjUnvmdcDR/ctnJdADtZ4x/bYaC1NUvdOlU5ImhfA9r+itTSNpHVJHYFbk6w12rHtfm+zUUIR6MkOy9XErECyP9QvgflsLy9pRWAL29PsPGflvSFpv9J8byZFyXGvkuYnnWKeSzJNbz/d/JXtpaO0VZpH0mRP7koywq1UKj1IWh34LSlYA2AMsJvtkZP+ru6j7p0qSnOhg0nhMgPoGaM/xfZRkdoikLSn7V9H63gvdH0RqFJpIWkYyST81yUlvvRFUicvoDHAaNsvNK0nAknbAdfZHivpCNJc7zG2S5pnRtJawIOtU01JA0mjUXfFKmsGSbsAXyGlYbW3No8ldURNFJFd6V4k/Qt4mjQCdhd9RiNtD4vQValEImk14DvAIvQOWFkxSlPTSLof2Nf2rfl6HeDUkn4GLSQtDyxLigUHwPbZcYoqTZI7yDcF9rD9ZF5bjHTIfp3tn0Tqq0w9XV8EyvPcewOfyktDSUWAt8NEVUKQdLft1SXd21YEus/2StHamkTS1cDHSekmAOuRjHEXJcW+njOJb+0aJN1ve8W8kTsGOAH4nu01g6U1iqR7gVVaUceSBgAjShuDkrSN7UuidVRikTQdsBGwI7AicDXJ5+DBUGENI2ksvWOgIR0UjAC+abs4Q9ySkfQo6QBtNG2G0Lb/FiaqYdr3jW1rxY0MSxpM2jMuSxqB2RS4zfa2kboqzZH3jRvZfrHP+rzAkL5/J5X+SwnG0L8EZiCZ/AF8Ka99LUxRJYoXJS1O3txK2pYyjS+nJ3V7PA8gaT7gbGBN4BZ60i+6mZYZ8meB02xfLanEsUC57STA9juSSnhf6MtV2fh0EXqfdBfX2lwytscD1wHXZWPwHYGhko4szPPip6S43/NI3VBfABYnJb/8lvQQ2PXUYtgE/jUtmJy+zwyT9GtSl6CBHUj3hlUACuoi3hYYBNxre9e8fzw3WFOlWWboWwCC5AuUGy8q0wglbPZXtz2o7fomSaPC1FQi2Rc4DVha0jOkGOidYiWFsGCrAJR5Ia+9JKmUDrln8oZuI+C4/MA3IFhTBE9I2p9UGAfYhwJjb4HLSQ93I2kLEKiUR74XfJZUAFoEOJke4/RS2KLPvum03DV7iKTvhKlqnloMSwyW9BvgRnoHrJQ0Ltv6exjcZ31lUlFog2blhPF6Piwal8fHXwAWjBZVaZS33uNrXY2kjYFhtt+UtMW0UDgvoQg0XtLith+HCXOL46fwPZXuxLY/LWk2YED2g1k0WlQAQyVdBVyUr7fJa7MBpUTgbg98BjjR9suSPkxqdy+NvUgPuUeQNrI3AnuEKorho7Y/Ey2iEouks4HlSWMOR9p+IFhSFK/l6NuL8/W2QCsJqrs9BHpTi2GJXYGlSV31rXEw0xOX3vXYXj9aQz9hhKS5gNNJhyb/Af4cK6nSMIMkvdJhXbT5RBXI1sBRkoaTLGj6fRGoBE+gDYEzSafbAhYGdrV982S/sdJ1TCIGeqTtVaM0RZCd/bcB1s5LtwOXuNtvBm1IWqjTuu2/N62lEo+k00jJFqOjtVTikPQO8Gq+bL8finSIMLB5Vc2TD8t+RvKOM3AncCApGnpV27cFymsMSX8GfkLvYthBttcqyU9Q0qO2l4rWEUmOSD+TFBpwOilM4lDbQ0KFBSJpEWCg7fuDpVQqjZMN859qH42TdDjwLWBv2xeEiZtKur4IBBPau1tvYI/aru3+BSFpaWA54Hh6d3sMBA62vVyIsEoYkkaTHm5aJxeLku4N9XehQCQ9BCxBGhF9k56H/uKSXyqVSqIWwxKSzgROsP1QtJYoJI2yPUjSJqQO2iOAc0ozhgaQtADpQL3dP++WOEWVSvNIug9Yy/Yb+fp4Uq1hD9LB+jqR+qaGrh0Hk7SB7Zs6xGEvIam0WebSWQr4HDAXsHnb+lhg9xBFgeS/ieOAD5Eedos65QawvUL7dTZ33CdITiWeTaMFVCr9hZzysjsTG6XvFqUpgmz8vPkkXi6iAJRZC7hPUslFcuWPmwFn234wd1UXhaTjSKbYD9FjrWFSqEilUhLT234jp4qeQfo72Nr2+Gyv0e/p2iIQsC5wE53fwIuaZS4d25cDl0v6uO06u5w6oja3/XC0kP6C7XskFRUPX+nB9t8krQN8zPaZ+SF49mhdlUoQlwO3AjdQsIdiLYZNoPqlwUhJQ0hdw4dJmoMef6SS2BJYqk5UVCrcme8J8wMfAD6RC0DrAK/HSps6un4cTNKitp+c0lql+6kbuoSk222vPeWv7F4kHdR2OYA03/9B25sESQolt7FeaHukpJ/YPjBaU5NIGgysRtrcLinpI8BFpf+dVMqkJL+bySHpDlIxbCRtxTDbl4SJqoQgaQCwEvBEDpP4ILBAaX44kq4FtrP9n2gtlUo0ktYjJaI9S/KOmwOYCdjG9ohAaVNFN3cCtbiE9IDXzsVAUWbAFaCebrYYIelC4I+UG/c6R9vn44CrSfeKUhkOHCxpOeDuaDEBbEWK+r0HwPY/80lvpVIiV0nazPY10UKCmdX2IdEiKvHYfof8/pCv/w38O05RGK+RRgNvpPf+cf84SZVKDLaHtl2umpOGn5tWgna6tgjUZgY8Zx9foIGUHWFXMnVDlxhIeiPfuG2tqBFJ20dGa4hE0l7A1bafzktXA18BXgL+GqUrkLdsW5IBppV57krlfeIA4DuS3gTepkDfuEwthlUqvbmCaSD6ulKJwPaz0RreDV07Dibp86TZ1S3ofcMaC1xg+44QYZUwJB0D3FE3dOUi6Up6Rz/3wvYWDcoJQ9Loljm2pA+Q7pGXkeKQ77K9RqS+ppH0LeBjwEbAscBuwHm2TwkVVqlUwpA0FpiN1PFQcjEMAElz2B6bP1/C9mPRmirNI2lGYMl8+ajttyP1VCqV90bXFoFaVDPgSovSN3SSvm37eEmn0KEQUkI7r6R186dbk8zczs3XOwLPl+KFI+kR0kjsPKSxwJNsn5tfe8D28pH6IpC0Eak7TsD1tv8ULKlSaRRJS9t+JKclToTtezqtV8pA0ijgSeA84FjbiwdLahxJy9p+KH++lu07ozU1SfZAOQt4ivReuSCwS42Ir1SmPbp2HKyNPSRNFANemhlwBWyX7vHRSgPr92Zl7xe2hwFIOsn2am0vXSmppJ/LScATwHTA/QCSFgJ2AR4N1NUokn5B6vi5PRd9auGnUjLfJIUnnNThNQMbNCsnhloMS0ialTQqOw7A9iBJewPnA18IFRfH8bl79nLga/R0xJTCScDGth8FkLQk6feh+qxWikTSih2WxwBPZy+xfksJRaCr2j6fmWQA+s8gLZVAJH2q03opJxi2r8yfvmb7ovbXJG0XICmS2SQtZvsJSImBpC6xIrB9uqTf5svpSSNQh5GML/cME9Y8fwFOzGZ+fwDOt31vsKZKJQTbu+eP60drCaYWwxI3kWwVngOQtBWwN7AJcCBw0aS/tTuQtAjwku1XAGx/TtJ+wInAFwOlRTFDqwAEYPsvkmaIFFSpBHMGKTnwQVJ33DLAQ8AckvawfWOkuMnR9eNgfckxj7fZ/kS0lkqzZD+YFjMDawAjbZeyoQNA0j22V5nSWjcj6TPAaaRuGAELA3vavj5UWCUESQuTTra/AMxCOtk83/ZfQoVVKg3SJ0RjIgpLkCweSaNsD8qf70EqjG1m+1+SRvTppu1KJI0ENrA9Jl/vD+xA6gL6RYH7x98C79AzSr8TMF2drqiUiqSLgKNtt7rqVwC+C3wHuNj2SpH6JkcJnUB9+RjwoWgRleaxvXn7taQFgZ8GyWkcSZsCmwELSDq57aWBpJj0YrB9naSPAUvnpUdsvzm576l0L7b/BhwHHCdpZeC3wPdI43KVSim03iM/BHyC1AkCsD5wB4UkSNZi2AT+LWkwyfdlK2AJ2/+XOydnjJXWGDO2FYB+CKwMbGT7NUlzxkoLYW9gX6DlIXkrcGqcnEolnGVaBSAA26Ozd9hjkiJ1TZGuLwJlM+D2dqfngBoTXgH4B6ltrxT+CYwkJeaNbFsfS2rtLo1VgUVI98FBkrB9dqykSgSSpgc2JXUCbQgMBb4fKKlSaRzbuwJIGgIs24q7zQ/9vwuU1jS1GJbYjvTQ/xdgD2CIpNGkn8PhkcIa5DFJZwIfJRWAlsoFoJL2jhOw/aakc4BzbP8rWk+l0g94JAfuXJCvd8hrM9HPD9iLGwerlEufVKwBpBnOp2zvHKeqeSRN3zJ6LJW8iVkcuA8Yn5ddQkJapYecCLYjqUNuOOlN/HLbr4YKq1QCkfSw7WXargcAD7avlUAuhu3Stxhme5NYZTFI+giwNnB/uy9MN5Mf5LYD3iKNj58J/IvURbxLKSmSSi0Ng4Gvk/bPkPZOp9g+KkxYpRJMNtDfD1gnL90OnAK8Acze6iTsj3R9EUjSjbY3nNJapfuRtEvb5ThSAej2KD1Nk0/wJvkHb7uTw31XIulh0kl3d98Ap4CkA0ib2rHAb0gnnYfaHhIqrCEk3USKO77E9v9F66lU+gOSfk4anT8/L+0APGZ7vzhVzVOLYZW+SJoZWAH4q+2Xo/U0haSDSN2ye9h+Mq8tBvwSuM72TyL1VSqVd0/XFoHyjXpW4GZgPZL5KyT/k+tsLz2Jb61UupJsfjtJsi9KEWQjt/1bJ7yl0jL+lLQJKRXsu6Q272JMwiuVysRkX5xP5stbbF8WqSeCWgyrVBKS7iV5Ib3YZ31eYIjtlWOUVSqxSFqL1CW3MG02O7aXDBM1lXSzJ9CewDeAj5Bij1u8Avw8RFElhMl0wIg0AlREB0xJRZ6pYB7gIUnDgQmG0La3iJMUQqs4vhmp+POg+ruTXaVSed/J5seleN90xPbX+xTDTiuxGFapkKLhX+y7mJPiakR8pWTOBL5N8lodP4Wv7Vd0bSdQC0n72T4lWkcljtoB05s+ZukzAjMAr9oeGKeqWSSt22nd9rCmtUSSDS8XABYFBpHSsIbaXjVUWKVSCSMXPo4jGSOLngOTYt4jKj1Img143fY7kpYk+eFca/vtYGmVhpB0z6Q6hCf3WqXS7Ui6y/aa0TreC11bBJK0ge2bJhX1WVDEZ6UNSfMBq+fL4bZfiNQTTe76+Dywlu1Do/VUmiV7XKwEPGH7ZUkfBBZoj7usVCplIekxYHPbD0driaQWwxKSRpK6oT5AMj29G3jL9k6hwhpE0twdlseWUgiTNB7oFJggYGbbtRuoUiSSjs2fXkrvyYJ+v4/u5iLQkbYH55Puvtj2bo2LqoQiaXvgBFL8s0ibmoNtXxypqz8g6d4SZrr7dEH1eokCN/cAkhZg4lnmW+IUVSqVSCTdbnvtaB3R1GJYotXpIWk/YBbbx0u6z/ZK0dqaQtJTwILA/5H2C3MBzwHPA7vbHhmnrlKpRCHp1g7Ltv2pxsW8S7rWE8j24PzpUS0n+xaSFg2QVInncGD1VvdPNrS7ASiqCNSnO24AsBopyrDrsT1HtIb+hKTjSGanD9Ezy2ygFoEqlXIZIelC4I/0PtksrYP6+dILQBlJ+jiwE/DVvDZdoJ4I/gRcbPt6AEkbA9uQ/EBOBabJcZBKpfLfYfuTU/6q/knXFoHauAToO6t6MVA9L8pjQJ/xr3+TiiClsXnb5+OAp0gjYZXy2BJYyvabU/zKSqVSCgOB14CN29ZMeUbRtRiWOAA4DLgshwcsl243qwAAGnVJREFURkreLYm1bO/eurA9RNKJtveUNFOksEql0jySdrR9vqT9O71u++SmNb1burYIJGlpYDlgzj6dDwOBmWNUVYK5TtL19I57vSZQTwi2d43WUOk3PEEyBq9FoEqlAtT3iDZqMSzxdHtypu0nJJ0TKSiAZyUdAlyQr3cAnpc0HfBOnKxKpRLEB/LHeUNV/Bd0syfQ50mn3FsAV7S9NBa4wPYdIcIqoeSC4Dr58tYS414lHQ8cA7wOXAesCBxo+9xQYZXGkXQJKRXsRnqfdHc82ahUKt1P9lKcaHNYvRTLJBtDb2H7mXy9LvBz2yvEKmsOSfMAg+nZP94OHAmMARay/ViUtkqlUnkvdG0RqIWkj9v+c7SOSjySDgIubG1kSqVl6ChpK+BzwEHALbYHBUurNIykXTqt2z6raS2VSqV/IGmbtsuZga2Af5ZWHK7FsISk1Um+N5uT7BWOBT5n++lQYZVKpRJMTgc7ltQ1ejUpcfdA2+eFCpsKunYcrI2tJD1I7XqowBzAEEkvARcCF9l+PlhTBK2/+8+SfgZjUlJ8pTRsnyVpRmDJvPRoKZG3lUqlM7Yvab+WdD5wW5CcSK5q+3xCMSxISxi2786+F0NIIRKftv2vYFmNImlJ4FvAIvRO0twgSlOlUukXbGr7MElbAs8CO5I802oRqB+wse1v566Hp4CtSck3tQhUGLaPBI6UtCJpnnuYpH/Y/nSwtKa5StIjpMLo3jklrYh0sEpvJK0HnEW6NwpYUNIuNSK+Uqm08THgQ9Eimqb0YpikK+ndCTUrafzpDEm0+wQVwEXAr4Df0JOkWalUKq1aymbAH2y/JGmaGLMqoQg0Q/5Yux4qLV4AniOlg5W4sT00+wKNsT1e0qvUdLBSOYlUKH8UJpx2nk9NT6xUikXSWHo//D8HHBIkpz9RWjHsxGgB/Yhxtn8ZLaJSqfQ7rpX0AKk4vG/2D5smwlZK8AT6Eckg+nVgDWAu4Crba4YKqzSOpH2A7UlO7heRKrYPxaqKQdInmLit+ewwQZUQJN1ve8UprVUqle5H0tq2b5c0s+3iu0MnUQw7rG+HUAlImg9YPV8Ot/1CpJ6mkfR90gHiZfQOUXgpSlOlUukfSPoQ8JLtcZJmA+aaFvxnu74IBCBpbnq6HmYFBtp+LlpXpVmyedeFtu+L1hJJjnZdHLiPnrZml2b6WQFJvyXF27bGY3cCpivN+LRSqaQUKNurSrrH9irReqKoxbDeSNoeOAEYShob/iRwsO2LI3U1iaQnOyzb9mKNi6lUKv0KSWsw8cF6v/cEKqUIVLseKpWMpIeBZV3CH39lskiaCdiXntjbW4FTbU8TrayVSuV/h6Q7gftJ3dMX9H29lIOCWgzrjaRRwEat7p/sI3hDTRStVCqlI+l3wLJMfLC+T5ioqaTrPYEm1fUA1CJQpVQeAOYnudhXCiYXe36c/1UqlbL5HPBpYBNgZLCWSN6WdBrwUUkn932xlGJYGwP6jH/9GxgQJaZJJG1g+yZJW3d63falTWuqVCr9irVIB+vvRAt5t3R9EQhYjdr1UKm0Mw/wkKTh9J5tLynpo2gk/cH29pJG09vzAoDqCVSplIftF4ELJD1se1S0nkBqMaw310m6nhQaACld9ZpAPU2yLnATsHmH1wzUIlClUjYPkrxmn48W8m7p+nEwSRcB+9uuXQ+VCiBp3U7rtoc1raUSg6QP235W0sKdXrf9t6Y1VSqVWCSdQoeicIvSOmAkDSq8GDaB3AkzYWzY9mWReiqVSqU/IOkGYGXgTnofrHfsHuxPlNAJVLseCqdDwseEl0hzmwMblhSK7WGlJ32UTltRfB/bvaKfJR1HjYOuVEpkRP64Nsnj4MJ8vR1QTJJmezFM0kSvl1YMy9wOvE36uQwP1tI4kg4AzgTGAqcDqwCH2h4SKqxSqURzbLSA90oJnUC166FSaaMmfVRadDI+rRHxlUrZZIPodWyPy9czkLo/1opV1gySdsmfdiyG2d4rRFgQdc+QzLFtD5K0CbAXcARwTjUOr1Qqkj4KfMz2zZJmJqXsvhqta0p0fSdQLfZUKhNxOLB636QPoJgNXelI2hvYB1hM0v1tL81BOvGtVCrl8gFgIPBSvp49rxWB7bNgwn2yvRj2K1KCYmnUPUMqfgFsBpxt+0F1ahOrVCpFIWk34OvAnKQgqoWAU0m+cv2ari0C1RGgSmWSFJv0UZnAecC1pDbWQ9vWx9p+qfO3VCqVQvgRcK+km0l7pk8B3w9VFEPRxbA26p4BRkoaAiwKHCZpDmCaSwOqVCr/c/YH1gDuArD9l2y50e/p2iKQ7TmiNVQq/ZROSR/XBuqpNIztMcAYYEcASR8CZgZmlzS77b9H6qtUKnHYPlPStcCaeekQ289FagqiFsMSJaeDtfgqsBLwhO3XJH0Q2DVYU6VSiecN22+1GgMlTResZ6rpek+gSqUyMTXpowIgaXPgx8BHgBeAhYGHbS8XKqxSqYQh6VxgGOm94ZFoPZFImp+eYthdhRbDit0zSFra9iOSOnr/2L6naU2VSqX/IOkkUjz8riSbhX2Bv9o+LFTYVFCLQJVKIUhaApjP9u191tcBnrX9eIyyShSSRgEbADfYXlnS+sDOtr8aLK1SqQSR7wOfzP8WB+4FbrH9s1BhDVOLYRMjaR7g3y7k4UHSabb3yN1gfbHtDRoXValU+g2582cPYGNSx+j1wK9t9/tx0VoEqlQKQdJVwGG2R/dZXwH4oe3NY5RVopA0wvZquRi0su13Wiko0doqlUoceWO7OrA+KQ3pddtLx6pqltKLYZLWIo3EvQQcDZwDzEPyA/qy7esC5TWKpJltvzGltUqlUhY5DeytVtFH0gBgxmnh3tC1nkCVSmUi5utbAAKwPVrSIs3LqfQDXpY0O3AL8HtJLwD9PtayUqm8f0i6EZgN+DMpDWtCMlRJ5LjfW+hdDFsOKKIIBPwc+A4p9eYmYFPbd0pamuQPVEwRCLgD6DsS1mmtUqmUxc2kLqCx+Xo2UjfQJ8IUTSW1CFSplMNck3ltlsZUVPoTnwfeAA4EdiJt9o8KVVSpVKK5H1gVWJ5kIP+ypD/bfj1WVrPUYhjT2x4CIOko23cCZI+cWGUNkT2hFgBmkbQyPVHxA4FZw4RVKpX+wiy2WwUgbI+VNE3cG2oRqFIphxGSdrd9evuipK8BI4M0VQKx3d71c1aYkEql0m+wfSBAjsH+CnAmMD8wU6CsCEovhrV7WvT9by7FS2IT0t/AR4GT6CkCvULqkqpUKmXzmqRBtkcBSFqJdLja76meQJVKIUiaD7gMeIueos9qwIzAVqWmnpSIpLFMZhNve2CDciqVSj9C0tdJPjirAk+RumButX1TpK4o2oph3wLmt11EMUzSeNJ4sEjdwq+1XgJmtj1DlLYmyR4fO9r+fbSWSqXSv5C0Jmk89m+ke+OCpPvF8FBhU0EtAlUqhZHNLpfPlw+WurGvgKSjgWdJhp8ijYR92Pb3QoVVKpUwJH2LVPgZaXtctJ4oajGs0qIVohCto1Kp9D8kzQQsky8fsv1WpJ6ppRaBKpVKpVA6JYHVdLBKpSJpEKkAAqnwMSpSTwS1GFZpIelHwIvAhbSFJ9h+KUxUpVIJQ9K6todJ2qLT67avaFrTu6V6AlUqlUq5vCppJ+AC0njYjtR0sEqlaCTtD+wBXJqXzpV0mu1TAmU1ju0TczFsr2yEXGQxrALADvnjvm1rBhYL0FKpVOLZCBgGbNfhNQP9vghUO4EqlUqlUCQtQoo7Xpv0pnU78A3bT8WpqlQqkUi6H/h4yzhe0mzAn22vGKusWToUw7YCiiuGVSqVSqX7qEWgSqVSqVQqlQoAkkaT4tDfyNczA3fbXiFWWbPUYlilRY58PghYyPYekj4GLGX7qmBplUolgHxIMElsn9yUlvdKHQerVCqVQpE0L7A7sAht7we2d4vS9P/t3XuwnVV5x/HvD5ByE1CrWGvSVPACipCgggzaRlFrvYJKiIp4QesFsaWdVme0tRdtHK2Xam07iqigmCpSIVVQCnIRMEoSE5FGARkroowXBDESE57+8b6n7JyeZO9zQs86mf39zJxhr7X3u9/f3hmG8Jy1niWpudOBryY5px8/FzitYZ5WAmweGG/m7iPCNV5OpztV9ch+fBPwacAikDSe7t86wPayCCRJ4+tzdI1PL2TL/9mRNKaq6t1Jvgwc1U+9rKpWN4zUisUwTdi/qpYkWQpQVb9M3yhK0vipqre0zrC9LAJJ0vjao6r+onUISXNDkp2Ba6rqEcCq1nlashimARuT7E7XO48k+wN3to0kSTNnEUiSxteKJH9YVZ9vHURSe1W1Ocn6JPOr6nut87RiMUyTvBU4H5iX5BN0hym8tGUgSdoeNoaWpDGV5HZgT7rfaP6art9FVdXeTYNJaibJpcBCYCVwx8R8VT27WagGknwOeP04F8N0tyT3A46g++/kVVX148aRJDWWZNeq2jhpbt+qurVVplG5EkiSxlRV3bt1Bklzzg7f6+Aech/gmiRjXQwTJDkP+CRw7sRpcZIEnJ3kmKraBJBkP7qG8Y9tG2s4i0CSNKaSPHGq+aq6dLazSGoryQHAflV1yaT5o4Cb26RqymKYJrwLWAIsS/I14FPAiqr6VdtYkhr7PLA8yQuABwPnAW9sG2k0bgeTpDHV/3Zzwm7A44Crq+pJjSJJaiTJCuBNVbVu0vzBwNur6lltks2ugWLYVybNHwXcXFXXt0mm1vpeUU8CXgn8gVunJSV5A7AY2B94bVVd1jjSSFwJJEljavL/1CWZB7y3URxJbe03uQAEUFXrkiyY/TjNvBd40xTzP++fG4timLbUnw72LLoVQYuAj7VNJKmVJKdMmloArAYWJllYVf84+6mmxyKQJGnC94EDW4eQ1MS+23hu91lL0Z7FMG0hyb/RrZQ9H/gAcElV3dU2laSG7j9pfN5W5ucsi0CSNKaSvB+Y2BO8E3AoHocsjauvJ3llVX1ocDLJScDVjTK1YDFMk50GLK2qza2DSGqvqt7Sbw99W1XtED2AJrMnkCSNqSQnDgw3ATdO7oMhaTz0p5qcA2zk7qLPY4BdgWOq6oetss2mJGcBF22lGPaUqlrSJplmW5Jjt/V8VX12trJImnuSXFVVR7TOMRMWgSRpjCXZFXhYP1xfVb9umUdSW0kWA4/qh9dU1UUt88w2i2GakOT0/uEDgCOBiX8XFgNXVNUzmwSTNCck+SDwQODTwB0T81V1brNQI7IIJEljKsnv0zW3vBEIMA840SPiJY27cS+G6W5JvgS8pKpu7se/BXy0qp7WNpmklpKcMcV0VdVLZj3MNFkEkqQxleRq4IVVtb4fPww4q6oOa5tMkqS5Icm1VXXgwHgnusKgBylI2iHZGFqSxte9JgpAAFX17ST3ahlIkqQ55j+TXACc1Y+PBy5smEfSHJDkN4CXAo8EdpuYr6pXtco0KlcCSdKYSvIR4C7gzH7qRcDOVfXydqkkSZpbkhwDPLEfXlpV57TMI6m9JMuBG4AlwNuAF9KtEjylabARWASSpDHV/wbjdcBR/dRlwAer6s52qSRJmruSPAE4vqpe1zqLpHaSrK6qhUnWVtWj+9X0l+0IJ4a5HUySxkyS+VX1vb7Y8+7+R5IkTSHJQmApcBzwXcDj4SVNnKh7a5IDgR/RnSY451kEkqTx8+/AIoAkZ1fV8xrnkSRpTukPS1ja//wYWE63i2Jx02CS5orTktwH+CvgAmCP/vGc53YwSRozE8tXJz+WJEmdJHfRbZN+RVVd18/dUFUPaZtMkraPK4EkafzUVh5LkqTOsXQngV2c5HzgU0DaRpI0VyTZG3gxsICBukpVndoq06hcCSRJYybJZuAOur/M7g78cuIpoKpq71bZJEmaS5LsCTyHblvYk4CPA+dU1RebBpPUVJLLgVXAOrrTdgGoqtOahRqRRSBJkiRJGqLv//ECYElVPbl1HkntJFlVVYta55gJi0CSJEmSJEkjSvJnwE+AFcCdE/NVdVuzUCOyCCRJkiRJkjSiJK8G3gHczt09Nquq5rdLNRqLQJIkSZIkSSNK8l3g8Kq6pXWW6dqpdQBJkiRJkqQdyHXAnN/6NRWPiJckSZIkSRrdbcDqJBexZU+gOX9EvEUgSZIkSZKk0X2+/9nh2BNIkiRJkiRpGpLsCsyvqutaZ5kOewJJkiRJkiSNKMkzgHXAl/rxoUnOaZtqNBaBJEmSJEmSRvc3wOHArQBVtQY4oGmiEVkEkiRJkiRJGt2vq+rWSXM7RK8dG0NLkiRJkiSN7tokxwE7Jfld4BTgqsaZRuJKIEmSJEmSpNGdDBwG3AWcA2wE/rhpohF5OpgkSZIkSdIYcDuYJEmSJEnSEP0JYFtdSVNVx85inBmxCCRJkiRJkjTcB/p/Pgd4EPCJfrwU+EGTRNPkdjBJkiRJkqQRJfl6VT1mYBxgZVU9tmGskdgYWpIkSZIkaXR7JVkwMJ4P7NUmyvS4HUySJEmSJGl0fwpclmQ9EOAA4DVtI43G7WCSJEmSJEnTkGR34KB++K2q2tAyz6gsAkmSJEmSJE1DkkfQFYF2m5irqk+2SzQai0CSJEmSJEkjSvJm4KnAI4ALgKcBl+8IR8TbGFqSJEmSJGl0S4DFwM1VdQJwCLBn20ijsQgkSZIkSZI0ug1VtRnYlOTewA+B32mcaSSeDiZJkiRJkjS61Un2BT4CfB24DVjZNtJo7AkkSZIkSZI0giQBHlhVN/fjA4C9q2pV22SjsQgkSZIkSZI0oiTfrKpHtc4xE/YEkiRJkiRJGt2aJAtbh5gJVwJJkiRJkiQNkWSXqtqU5Brg4cD1wB1AgKqqRU0DjsDG0JIkSZIkScOtBBYBz24dZKYsAkmSJEmSJA0XgKq6vnWQmbIIJEmSJEmSNNz9k5y6tSer6t2zGWYmLAJJkiRJkiQNtzOwF/2KoB2RjaElSZIkSZKGSLJqR2j+vC0eES9JkiRJkjTcDrsCaIIrgSRJkiRJkoZIct+q+mnrHNvDIpAkSZIkSdIYcDuYJEmSJEnSGLAIJEmSJEmSNAYsAkmSNKaS3C/Jmv7nh0luGhjvOos5DkryjSSrkyyY9NzxSa5NcuE9cJ9dktzaP56XZPn2vmf/Xrsnuaj/3p6/ne/1zSRnbsf1903y6hle+/0k+ybZOcllM80gSZLmrl1aB5AkSW1U1U+AQwGSvBX4RVW9q0GUY4GzqmrZFM+dBLysqq66J29YVf8NLLmH3u4wYGNVHTrqBUl2qapNk+YOBjYBi5PsXlUbZpDlvsCrgX8Z5Z5TqarNwBNmcG9JkjTHuRJIkiRtIcnbk5w8MH5HktclOTrJxUm+kGR9kn9Kkv41T09yZZJVSZYn2XOK912U5KtJ1iY5O8k+SZ4NnAy8fvJqnyR/AxwBfCzJsiQnJXnvwPPnJzlqYoVP/5pv9Dke0L9m//6e64C/Hrj2gCRr+scnJflMkguSfCfJ3w+87o+SfLt/jw8P3r9//kHAR4HH9yuBFiR5av94XZIPTayq6lfaLEuyGjhmiq9+KfBx4CLgWQP3uDzJRLHugUmu6x8fnORr/b3WJnkIsAx4eD+3rP8z+3KSFcC6/rrzklyd5JokJ03x5zS4YmrvfpXTqv4ez5wityRJ2kFYBJIkSZN9BDgRIMnOwAuAT/bPHQ68BjgIOBB4Tl9weSPw5KpaBKwF3jDF+54JnFpVjwbWA2+pqnOBDwPvrKqjB19cVX8JrAGWVNUbh2TeB7ikqg4BrgRe3s+/H3hfVR0M3LKN6w/pP+ejgRcneVCSef3nOpxuZcxBky+qqh/Qrby5uF8JdAvd9/e8/p57AK8auOSWqlpYVZ+eIsNxwHLgLLqC0DCvBd7V3/exwA/6vOur6tCB7+wxwGur6sB+fGJVHdZfc2qS+2zjHhuA5/Z/rkcD7xkhlyRJmqMsAkmSpC1U1XXA7f32pKcDK6vqZ/3TV1XVjf2WoU8BRwFH0hVIruhX17wIWDD4nknuB+xWVV/ppz4GPPEejL2hqr7QP7564P6PpyusAJyxjesvrKrb+i1Y/wXMpyv+XFRVP6uqjcBnRshxIPDtqrq+H3+cLT/nlH2IkhwB3FRVNwFfAh6XZJ8h97oCeHOSPwfmVdWvtvK6K6vqewPjP0nyDbpi2YOB/bdxjwDLkqwFvgjMS/KbQ3JJkqQ5yp5AkiRpKqcBL6UrpvzrwHxNel3RFQrOr6oT/p8zbWLLX2DtNvB448DjzWz5d5zJmady5zauvyfdsZX5pcCjktzYj/em65V0Olt+7v/9zFV1RpIrgWcA5yd5Od1qoK3eM8nRdEWpI6pqQ5LL2fJ7nOwldKusFlXVpiTfH/J6SZI0h7kSSJIkTeVsur40hwKDvXqOSDK/3yZ2HHA53YqU3+t70pBkzyQPHXyzvgn1hiRH9lMnAJdMM9ONwMJ0FtA1ZB7myj4ndCuUpmMlXZPmfZPci64oM8y1wEMnvgvgxQz5nEl2Ap4PHFRVC6pqQX+viS1hN3L3Z33+wHUPqarrqup9wAq6rWy3A/fexu32AX7aF4AeSbclbFv2odvCtinJU4DfHvJ6SZI0h1kEkiRJ/0e/tehSulO77hp4aiXdyVPfouvrc25V/Qh4BbC832Z0BfCwKd72BOA9/daig4C/m2asS4Cb6Aot/0DXL2iYU+i2P60F9pvOzfotVO8EvkZX7LoB+PmQa35J9118tm9GfSfwoSG3Wgx8t/8eJ1wMHJJkvz7DG5KsAgb797ywb+68hu77PrN/j6v7ptRTnbb2H8AeSb5F9/1/dUi2M4Aj+89yPPCdIa+XJElzWKpGWSEtSZLGSb86ZQ1dU+Ab+rmjgZOr6rlNw82iJHtV1S/6lUCfA/65qs5rnUuSJGkmXAkkSZK20DeEvp6uz88NrfM09rf9ke5r6VY+rWicR5IkacZcCSRJkiRJkjQGXAkkSZIkSZI0BiwCSZIkSZIkjQGLQJIkSZIkSWPAIpAkSZIkSdIYsAgkSZIkSZI0BiwCSZIkSZIkjYH/AYF/SP67Hcb/AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Germany" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Germany'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Organisation type for Germany
Helmholtz Association of German Research Centres8324.92492525.230769-0.305844
University6920.72072130.153846-9.433125
Fraunhofer Society6419.2192190.61538518.603835
Max Planck Society3811.41141124.615385-13.203973
Other339.9099107.3846152.525295
Leibniz Association288.4084087.6923080.716101
Government92.7027031.8461540.856549
Private Company61.8018022.153846-0.352044
University of Applied Sciences30.9009010.3076920.593209
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Organisation type for Germany \n", - "Helmholtz Association of German Research Centres 83 24.924925 \n", - "University 69 20.720721 \n", - "Fraunhofer Society 64 19.219219 \n", - "Max Planck Society 38 11.411411 \n", - "Other 33 9.909910 \n", - "Leibniz Association 28 8.408408 \n", - "Government 9 2.702703 \n", - "Private Company 6 1.801802 \n", - "University of Applied Sciences 3 0.900901 \n", - "\n", - " Percentage in 2017 \\\n", - "Organisation type for Germany \n", - "Helmholtz Association of German Research Centres 25.230769 \n", - "University 30.153846 \n", - "Fraunhofer Society 0.615385 \n", - "Max Planck Society 24.615385 \n", - "Other 7.384615 \n", - "Leibniz Association 7.692308 \n", - "Government 1.846154 \n", - "Private Company 2.153846 \n", - "University of Applied Sciences 0.307692 \n", - "\n", - " Difference with previous year \n", - "Organisation type for Germany \n", - "Helmholtz Association of German Research Centres -0.305844 \n", - "University -9.433125 \n", - "Fraunhofer Society 18.603835 \n", - "Max Planck Society -13.203973 \n", - "Other 2.525295 \n", - "Leibniz Association 0.716101 \n", - "Government 0.856549 \n", - "Private Company -0.352044 \n", - "University of Applied Sciences 0.593209 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df, current_emp, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### In which field are you working" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
in which field for Germany
Computer Science13841.44144134.7692316.672211
Physics and Astronomy8124.32432427.384615-3.060291
Geography & Environmental Sciences5616.81681720.307692-3.490875
Biological Sciences5315.91591626.769231-10.853315
Electrical & Electronic Engineering4012.0120123.6923088.319704
Mathematics3610.8108119.2307691.580042
Mechanical Engineering309.0090092.1538466.855163
Robotics278.1081082.7692315.338877
General Engineering236.9069073.0769233.829984
Geology236.9069077.384615-0.477708
Materials Technology226.6066070.3076926.298914
Aeronautical & Manufacturing Engineering195.7057060.9230774.782629
Chemistry164.8048056.153846-1.349041
Medicine164.8048055.230769-0.425964
Education154.5045055.230769-0.726265
Librarianship & Information Management144.2042045.538462-1.334257
German123.6036041.5384622.065142
History123.6036042.7692310.834373
Agriculture & Forestry123.6036042.1538461.449757
Communication & Media Studies103.0030030.9230772.079926
Civil Engineering103.0030030.9230772.079926
Linguistics92.7027033.076923-0.374220
Classics & Ancient History92.7027033.076923-0.374220
Economics82.4024022.769231-0.366828
Chemical Engineering82.4024021.8461540.556249
Theology & Religious Studies72.1021021.5384620.563641
Law61.8018020.6153851.186417
Psychology61.8018022.769231-0.967429
Philosophy51.5015020.6153850.886117
Politics51.5015020.3076921.193809
Art & Design41.2012010.6153850.585817
Pharmacology & Pharmacy41.2012010.9230770.278124
History of Art, Architecture & Design41.2012010.9230770.278124
Business & Management Studies41.2012010.6153850.585817
Sociology30.900901NaNNaN
Marketing30.9009010.3076920.593209
Music30.9009010.3076920.593209
Accounting & Finance30.9009010.923077-0.022176
Food Science30.9009010.6153850.285516
American Studies30.900901NaNNaN
Criminology30.900901NaNNaN
Land & Property Management20.600601NaNNaN
Veterinary Medicine20.6006010.615385-0.014784
English20.600601NaNNaN
Middle Eastern and African Studies20.6006010.3076920.292908
Social Work20.600601NaNNaN
Anthropology20.6006010.3076920.292908
Architecture10.3003000.307692-0.007392
Town & Country Planning and Landscape Design10.3003000.307692-0.007392
Sports Science10.3003000.307692-0.007392
Anatomy & Physiology10.3003001.230769-0.930469
Social Policy10.300300NaNNaN
Russian & East European Languages10.300300NaNNaN
Counselling10.3003000.615385-0.315084
Complementary Medicine10.300300NaNNaN
Physiotherapy10.300300NaNNaN
Iberian Languages/Hispanic Studies10.3003000.307692-0.007392
Dentistry10.300300NaNNaN
Ophthalmics10.300300NaNNaN
Nursing10.3003000.307692-0.007392
East & South Asian Studies10.300300NaNNaN
Fashion10.300300NaNNaN
French10.3003000.307692-0.007392
Hospitality, Leisure, Recreation & Tourism10.300300NaNNaN
Youth Work10.300300NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "in which field for Germany \n", - "Computer Science 138 41.441441 \n", - "Physics and Astronomy 81 24.324324 \n", - "Geography & Environmental Sciences 56 16.816817 \n", - "Biological Sciences 53 15.915916 \n", - "Electrical & Electronic Engineering 40 12.012012 \n", - "Mathematics 36 10.810811 \n", - "Mechanical Engineering 30 9.009009 \n", - "Robotics 27 8.108108 \n", - "General Engineering 23 6.906907 \n", - "Geology 23 6.906907 \n", - "Materials Technology 22 6.606607 \n", - "Aeronautical & Manufacturing Engineering 19 5.705706 \n", - "Chemistry 16 4.804805 \n", - "Medicine 16 4.804805 \n", - "Education 15 4.504505 \n", - "Librarianship & Information Management 14 4.204204 \n", - "German 12 3.603604 \n", - "History 12 3.603604 \n", - "Agriculture & Forestry 12 3.603604 \n", - "Communication & Media Studies 10 3.003003 \n", - "Civil Engineering 10 3.003003 \n", - "Linguistics 9 2.702703 \n", - "Classics & Ancient History 9 2.702703 \n", - "Economics 8 2.402402 \n", - "Chemical Engineering 8 2.402402 \n", - "Theology & Religious Studies 7 2.102102 \n", - "Law 6 1.801802 \n", - "Psychology 6 1.801802 \n", - "Philosophy 5 1.501502 \n", - "Politics 5 1.501502 \n", - "Art & Design 4 1.201201 \n", - "Pharmacology & Pharmacy 4 1.201201 \n", - "History of Art, Architecture & Design 4 1.201201 \n", - "Business & Management Studies 4 1.201201 \n", - "Sociology 3 0.900901 \n", - "Marketing 3 0.900901 \n", - "Music 3 0.900901 \n", - "Accounting & Finance 3 0.900901 \n", - "Food Science 3 0.900901 \n", - "American Studies 3 0.900901 \n", - "Criminology 3 0.900901 \n", - "Land & Property Management 2 0.600601 \n", - "Veterinary Medicine 2 0.600601 \n", - "English 2 0.600601 \n", - "Middle Eastern and African Studies 2 0.600601 \n", - "Social Work 2 0.600601 \n", - "Anthropology 2 0.600601 \n", - "Architecture 1 0.300300 \n", - "Town & Country Planning and Landscape Design 1 0.300300 \n", - "Sports Science 1 0.300300 \n", - "Anatomy & Physiology 1 0.300300 \n", - "Social Policy 1 0.300300 \n", - "Russian & East European Languages 1 0.300300 \n", - "Counselling 1 0.300300 \n", - "Complementary Medicine 1 0.300300 \n", - "Physiotherapy 1 0.300300 \n", - "Iberian Languages/Hispanic Studies 1 0.300300 \n", - "Dentistry 1 0.300300 \n", - "Ophthalmics 1 0.300300 \n", - "Nursing 1 0.300300 \n", - "East & South Asian Studies 1 0.300300 \n", - "Fashion 1 0.300300 \n", - "French 1 0.300300 \n", - "Hospitality, Leisure, Recreation & Tourism 1 0.300300 \n", - "Youth Work 1 0.300300 \n", - "\n", - " Percentage in 2017 \\\n", - "in which field for Germany \n", - "Computer Science 34.769231 \n", - "Physics and Astronomy 27.384615 \n", - "Geography & Environmental Sciences 20.307692 \n", - "Biological Sciences 26.769231 \n", - "Electrical & Electronic Engineering 3.692308 \n", - "Mathematics 9.230769 \n", - "Mechanical Engineering 2.153846 \n", - "Robotics 2.769231 \n", - "General Engineering 3.076923 \n", - "Geology 7.384615 \n", - "Materials Technology 0.307692 \n", - "Aeronautical & Manufacturing Engineering 0.923077 \n", - "Chemistry 6.153846 \n", - "Medicine 5.230769 \n", - "Education 5.230769 \n", - "Librarianship & Information Management 5.538462 \n", - "German 1.538462 \n", - "History 2.769231 \n", - "Agriculture & Forestry 2.153846 \n", - "Communication & Media Studies 0.923077 \n", - "Civil Engineering 0.923077 \n", - "Linguistics 3.076923 \n", - "Classics & Ancient History 3.076923 \n", - "Economics 2.769231 \n", - "Chemical Engineering 1.846154 \n", - "Theology & Religious Studies 1.538462 \n", - "Law 0.615385 \n", - "Psychology 2.769231 \n", - "Philosophy 0.615385 \n", - "Politics 0.307692 \n", - "Art & Design 0.615385 \n", - "Pharmacology & Pharmacy 0.923077 \n", - "History of Art, Architecture & Design 0.923077 \n", - "Business & Management Studies 0.615385 \n", - "Sociology NaN \n", - "Marketing 0.307692 \n", - "Music 0.307692 \n", - "Accounting & Finance 0.923077 \n", - "Food Science 0.615385 \n", - "American Studies NaN \n", - "Criminology NaN \n", - "Land & Property Management NaN \n", - "Veterinary Medicine 0.615385 \n", - "English NaN \n", - "Middle Eastern and African Studies 0.307692 \n", - "Social Work NaN \n", - "Anthropology 0.307692 \n", - "Architecture 0.307692 \n", - "Town & Country Planning and Landscape Design 0.307692 \n", - "Sports Science 0.307692 \n", - "Anatomy & Physiology 1.230769 \n", - "Social Policy NaN \n", - "Russian & East European Languages NaN \n", - "Counselling 0.615385 \n", - "Complementary Medicine NaN \n", - "Physiotherapy NaN \n", - "Iberian Languages/Hispanic Studies 0.307692 \n", - "Dentistry NaN \n", - "Ophthalmics NaN \n", - "Nursing 0.307692 \n", - "East & South Asian Studies NaN \n", - "Fashion NaN \n", - "French 0.307692 \n", - "Hospitality, Leisure, Recreation & Tourism NaN \n", - "Youth Work NaN \n", - "\n", - " Difference with previous year \n", - "in which field for Germany \n", - "Computer Science 6.672211 \n", - "Physics and Astronomy -3.060291 \n", - "Geography & Environmental Sciences -3.490875 \n", - "Biological Sciences -10.853315 \n", - "Electrical & Electronic Engineering 8.319704 \n", - "Mathematics 1.580042 \n", - "Mechanical Engineering 6.855163 \n", - "Robotics 5.338877 \n", - "General Engineering 3.829984 \n", - "Geology -0.477708 \n", - "Materials Technology 6.298914 \n", - "Aeronautical & Manufacturing Engineering 4.782629 \n", - "Chemistry -1.349041 \n", - "Medicine -0.425964 \n", - "Education -0.726265 \n", - "Librarianship & Information Management -1.334257 \n", - "German 2.065142 \n", - "History 0.834373 \n", - "Agriculture & Forestry 1.449757 \n", - "Communication & Media Studies 2.079926 \n", - "Civil Engineering 2.079926 \n", - "Linguistics -0.374220 \n", - "Classics & Ancient History -0.374220 \n", - "Economics -0.366828 \n", - "Chemical Engineering 0.556249 \n", - "Theology & Religious Studies 0.563641 \n", - "Law 1.186417 \n", - "Psychology -0.967429 \n", - "Philosophy 0.886117 \n", - "Politics 1.193809 \n", - "Art & Design 0.585817 \n", - "Pharmacology & Pharmacy 0.278124 \n", - "History of Art, Architecture & Design 0.278124 \n", - "Business & Management Studies 0.585817 \n", - "Sociology NaN \n", - "Marketing 0.593209 \n", - "Music 0.593209 \n", - "Accounting & Finance -0.022176 \n", - "Food Science 0.285516 \n", - "American Studies NaN \n", - "Criminology NaN \n", - "Land & Property Management NaN \n", - "Veterinary Medicine -0.014784 \n", - "English NaN \n", - "Middle Eastern and African Studies 0.292908 \n", - "Social Work NaN \n", - "Anthropology 0.292908 \n", - "Architecture -0.007392 \n", - "Town & Country Planning and Landscape Design -0.007392 \n", - "Sports Science -0.007392 \n", - "Anatomy & Physiology -0.930469 \n", - "Social Policy NaN \n", - "Russian & East European Languages NaN \n", - "Counselling -0.315084 \n", - "Complementary Medicine NaN \n", - "Physiotherapy NaN \n", - "Iberian Languages/Hispanic Studies -0.007392 \n", - "Dentistry NaN \n", - "Ophthalmics NaN \n", - "Nursing -0.007392 \n", - "East & South Asian Studies NaN \n", - "Fashion NaN \n", - "French -0.007392 \n", - "Hospitality, Leisure, Recreation & Tourism NaN \n", - "Youth Work NaN " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Which University" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Which university for Germany
Other913.0434784.0816338.961846
University of Jena68.6956522.0408166.654836
Technical University of Berlin68.6956524.0816334.614020
University of Potsdam57.2463778.163265-0.916888
Ludwig Maximilian University of Munich57.2463772.0408165.205560
University of Kiel45.7971015.1020410.695061
Technische Universität Darmstadt34.347826NaNNaN
Free University of Berlin34.3478265.102041-0.754215
Karlsruhe Institute of Technology34.3478266.122449-1.774623
Humboldt University of Berlin34.3478269.183673-4.835847
University of Hamburg22.8985514.081633-1.183082
Heidelberg University22.8985511.0204081.878143
University of Trier22.898551NaNNaN
University of Münster22.8985513.061224-0.162674
University of Cologne22.8985516.122449-3.223898
Saarland University11.449275NaNNaN
University of Hohenheim11.449275NaNNaN
RWTH Aachen University11.449275NaNNaN
Leipzig University11.4492752.040816-0.591541
University of Stuttgart11.449275NaNNaN
Technical University of Munich11.4492751.0204080.428867
TU Dresden11.4492755.102041-3.652765
Goethe University Frankfurt11.4492753.061224-1.611949
University of Würzburg11.4492758.163265-6.713990
University of Siegen11.449275NaNNaN
University of Mannheim11.449275NaNNaN
University of Hanover11.4492751.0204080.428867
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Which university for Germany \n", - "Other 9 13.043478 4.081633 \n", - "University of Jena 6 8.695652 2.040816 \n", - "Technical University of Berlin 6 8.695652 4.081633 \n", - "University of Potsdam 5 7.246377 8.163265 \n", - "Ludwig Maximilian University of Munich 5 7.246377 2.040816 \n", - "University of Kiel 4 5.797101 5.102041 \n", - "Technische Universität Darmstadt 3 4.347826 NaN \n", - "Free University of Berlin 3 4.347826 5.102041 \n", - "Karlsruhe Institute of Technology 3 4.347826 6.122449 \n", - "Humboldt University of Berlin 3 4.347826 9.183673 \n", - "University of Hamburg 2 2.898551 4.081633 \n", - "Heidelberg University 2 2.898551 1.020408 \n", - "University of Trier 2 2.898551 NaN \n", - "University of Münster 2 2.898551 3.061224 \n", - "University of Cologne 2 2.898551 6.122449 \n", - "Saarland University 1 1.449275 NaN \n", - "University of Hohenheim 1 1.449275 NaN \n", - "RWTH Aachen University 1 1.449275 NaN \n", - "Leipzig University 1 1.449275 2.040816 \n", - "University of Stuttgart 1 1.449275 NaN \n", - "Technical University of Munich 1 1.449275 1.020408 \n", - "TU Dresden 1 1.449275 5.102041 \n", - "Goethe University Frankfurt 1 1.449275 3.061224 \n", - "University of Würzburg 1 1.449275 8.163265 \n", - "University of Siegen 1 1.449275 NaN \n", - "University of Mannheim 1 1.449275 NaN \n", - "University of Hanover 1 1.449275 1.020408 \n", - "\n", - " Difference with previous year \n", - "Which university for Germany \n", - "Other 8.961846 \n", - "University of Jena 6.654836 \n", - "Technical University of Berlin 4.614020 \n", - "University of Potsdam -0.916888 \n", - "Ludwig Maximilian University of Munich 5.205560 \n", - "University of Kiel 0.695061 \n", - "Technische Universität Darmstadt NaN \n", - "Free University of Berlin -0.754215 \n", - "Karlsruhe Institute of Technology -1.774623 \n", - "Humboldt University of Berlin -4.835847 \n", - "University of Hamburg -1.183082 \n", - "Heidelberg University 1.878143 \n", - "University of Trier NaN \n", - "University of Münster -0.162674 \n", - "University of Cologne -3.223898 \n", - "Saarland University NaN \n", - "University of Hohenheim NaN \n", - "RWTH Aachen University NaN \n", - "Leipzig University -0.591541 \n", - "University of Stuttgart NaN \n", - "Technical University of Munich 0.428867 \n", - "TU Dresden -3.652765 \n", - "Goethe University Frankfurt -1.611949 \n", - "University of Würzburg -6.713990 \n", - "University of Siegen NaN \n", - "University of Mannheim NaN \n", - "University of Hanover 0.428867 " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Which university for Germany
Fraunhofer Institute for Factory Operation and Automation69.3750NaNNaN
Fraunhofer Institute for Laser Technology69.3750NaNNaN
Fraunhofer Institute for Solar Energy Systems ISE57.8125NaNNaN
Fraunhofer Institute for Manufacturing Engineering and Automation57.8125NaNNaN
Fraunhofer Institute for Wind Energy and Energy System Technology57.8125NaNNaN
Fraunhofer Institute for Mechatronic Systems Design57.8125NaNNaN
Fraunhofer Institute for Cell Therapy and Immunology46.2500NaNNaN
Fraunhofer Institute for Ceramic Technologies and Systems46.2500NaNNaN
Fraunhofer MEVIS34.6875NaNNaN
Other34.6875100.0-95.3125
Fraunhofer Institute for Chemical Technology34.6875NaNNaN
Fraunhofer Institute for Production Technology23.1250NaNNaN
Fraunhofer Institute for Intelligent Analysis and Information Systems23.1250NaNNaN
Fraunhofer Institute for Mechanics of Materials23.1250NaNNaN
Fraunhofer Institute for Environmental, Safety, and Energy Technology23.1250NaNNaN
Fraunhofer Institute of Optronics, System Technologies and Image Exploitation11.5625NaNNaN
Fraunhofer Institute for Integrated Circuits11.5625NaNNaN
Fraunhofer Institute for Algorithms and Scientific Computing11.5625NaNNaN
Fraunhofer Institute for Building Physics11.5625NaNNaN
Fraunhofer Institute for Machine Tools and Forming Technology11.5625NaNNaN
Fraunhofer Institute for Molecular Biology and Applied Ecology11.5625NaNNaN
Fraunhofer Institute for Material Flow and Logistics11.5625NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Which university for Germany \n", - "Fraunhofer Institute for Factory Operation and ... 6 9.3750 \n", - "Fraunhofer Institute for Laser Technology 6 9.3750 \n", - "Fraunhofer Institute for Solar Energy Systems ISE 5 7.8125 \n", - "Fraunhofer Institute for Manufacturing Engineer... 5 7.8125 \n", - "Fraunhofer Institute for Wind Energy and Energy... 5 7.8125 \n", - "Fraunhofer Institute for Mechatronic Systems De... 5 7.8125 \n", - "Fraunhofer Institute for Cell Therapy and Immun... 4 6.2500 \n", - "Fraunhofer Institute for Ceramic Technologies a... 4 6.2500 \n", - "Fraunhofer MEVIS 3 4.6875 \n", - "Other 3 4.6875 \n", - "Fraunhofer Institute for Chemical Technology 3 4.6875 \n", - "Fraunhofer Institute for Production Technology 2 3.1250 \n", - "Fraunhofer Institute for Intelligent Analysis a... 2 3.1250 \n", - "Fraunhofer Institute for Mechanics of Materials 2 3.1250 \n", - "Fraunhofer Institute for Environmental, Safety,... 2 3.1250 \n", - "Fraunhofer Institute of Optronics, System Techn... 1 1.5625 \n", - "Fraunhofer Institute for Integrated Circuits 1 1.5625 \n", - "Fraunhofer Institute for Algorithms and Scienti... 1 1.5625 \n", - "Fraunhofer Institute for Building Physics 1 1.5625 \n", - "Fraunhofer Institute for Machine Tools and Form... 1 1.5625 \n", - "Fraunhofer Institute for Molecular Biology and ... 1 1.5625 \n", - "Fraunhofer Institute for Material Flow and Logi... 1 1.5625 \n", - "\n", - " Percentage in 2017 \\\n", - "Which university for Germany \n", - "Fraunhofer Institute for Factory Operation and ... NaN \n", - "Fraunhofer Institute for Laser Technology NaN \n", - "Fraunhofer Institute for Solar Energy Systems ISE NaN \n", - "Fraunhofer Institute for Manufacturing Engineer... NaN \n", - "Fraunhofer Institute for Wind Energy and Energy... NaN \n", - "Fraunhofer Institute for Mechatronic Systems De... NaN \n", - "Fraunhofer Institute for Cell Therapy and Immun... NaN \n", - "Fraunhofer Institute for Ceramic Technologies a... NaN \n", - "Fraunhofer MEVIS NaN \n", - "Other 100.0 \n", - "Fraunhofer Institute for Chemical Technology NaN \n", - "Fraunhofer Institute for Production Technology NaN \n", - "Fraunhofer Institute for Intelligent Analysis a... NaN \n", - "Fraunhofer Institute for Mechanics of Materials NaN \n", - "Fraunhofer Institute for Environmental, Safety,... NaN \n", - "Fraunhofer Institute of Optronics, System Techn... NaN \n", - "Fraunhofer Institute for Integrated Circuits NaN \n", - "Fraunhofer Institute for Algorithms and Scienti... NaN \n", - "Fraunhofer Institute for Building Physics NaN \n", - "Fraunhofer Institute for Machine Tools and Form... NaN \n", - "Fraunhofer Institute for Molecular Biology and ... NaN \n", - "Fraunhofer Institute for Material Flow and Logi... NaN \n", - "\n", - " Difference with previous year \n", - "Which university for Germany \n", - "Fraunhofer Institute for Factory Operation and ... NaN \n", - "Fraunhofer Institute for Laser Technology NaN \n", - "Fraunhofer Institute for Solar Energy Systems ISE NaN \n", - "Fraunhofer Institute for Manufacturing Engineer... NaN \n", - "Fraunhofer Institute for Wind Energy and Energy... NaN \n", - "Fraunhofer Institute for Mechatronic Systems De... NaN \n", - "Fraunhofer Institute for Cell Therapy and Immun... NaN \n", - "Fraunhofer Institute for Ceramic Technologies a... NaN \n", - "Fraunhofer MEVIS NaN \n", - "Other -95.3125 \n", - "Fraunhofer Institute for Chemical Technology NaN \n", - "Fraunhofer Institute for Production Technology NaN \n", - "Fraunhofer Institute for Intelligent Analysis a... NaN \n", - "Fraunhofer Institute for Mechanics of Materials NaN \n", - "Fraunhofer Institute for Environmental, Safety,... NaN \n", - "Fraunhofer Institute of Optronics, System Techn... NaN \n", - "Fraunhofer Institute for Integrated Circuits NaN \n", - "Fraunhofer Institute for Algorithms and Scienti... NaN \n", - "Fraunhofer Institute for Building Physics NaN \n", - "Fraunhofer Institute for Machine Tools and Form... NaN \n", - "Fraunhofer Institute for Molecular Biology and ... NaN \n", - "Fraunhofer Institute for Material Flow and Logi... NaN " - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Which university for Germany
German Aerospace Center2833.7349406.09756127.637379
Helmholtz Centre Potsdam, GFZ German Research Centre for Geosciences1922.89156642.682927-19.791361
Helmholtz-Zentrum Berlin1315.6626512.43902413.223626
Forschungszentrum Jülich78.4337351.2195127.214223
GEOMAR Helmholtz Centre for Ocean Research Kiel56.0240964.8780491.146048
German Cancer Research Center44.8192774.878049-0.058772
Other33.614458NaNNaN
German Center for Neurodegenerative Diseases11.2048191.219512-0.014693
Helmholtz-Zentrum Geesthacht Centre for Materials and Coastal Research11.2048194.878049-3.673230
Alfred Wegener Institute for Polar and Marine Research11.2048197.317073-6.112254
Helmholtz Centre for Environmental Research11.2048197.317073-6.112254
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CountPercentagePercentage in 2017Difference with previous year
Which university for Germany
Potsdam Institute for Climate Impact Research1035.71428636.0-0.285714
Leibniz Institute for Astrophysics Potsdam828.57142932.0-3.428571
Leibniz Institute of Plant Biochemistry310.7142864.06.714286
Leibniz Institute of Freshwater Ecology and Inland Fisheries13.571429NaNNaN
IDS – Institute for the German Language13.5714294.0-0.428571
GESIS – Leibniz Institute for the Social Sciences13.571429NaNNaN
German Institute for Economic Research13.571429NaNNaN
Other13.571429NaNNaN
Innovations for High Performance Microelectronics13.571429NaNNaN
Deutsches Institut für Internationale Pädagogische Forschung13.5714294.0-0.428571
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CountPercentagePercentage in 2017Difference with previous year
Which university for Germany
Max Planck Institute of Molecular Cell Biology and Genetics923.68421113.759.934211
Max Planck Institute for Iron Research GmbH410.526316NaNNaN
Max Planck Institute for Ornithology37.8947371.256.644737
Max Planck Institute for Meteorology37.8947378.75-0.855263
Max Planck Institute of Plasma Physics25.263158NaNNaN
Max Planck Institute for European History of Law25.2631581.254.013158
Max Planck Institute for Cell Biology25.2631581.254.013158
Max Planck Institute for Evolutionary Biology25.2631583.751.513158
Other12.6315798.75-6.118421
Max Planck Institute for Colloids and Interfaces12.6315793.75-1.118421
Max Planck Institute of Immunobiology and Epigenetics12.631579NaNNaN
Max Planck Institute for Polymer Research12.631579NaNNaN
Max Planck Institute for Gravitational Physics12.63157911.25-8.618421
Max Planck Institute for Molecular Biomedicine12.631579NaNNaN
Max Planck Institute for Human Cognitive and Brain Sciences12.631579NaNNaN
Max Planck Institute for Biophysics12.6315793.75-1.118421
Max Planck Institute for the Science of Human History12.6315791.251.381579
Max Planck Institute of Neurobiology12.631579NaNNaN
Max Planck Institute for Research on Collective Goods12.631579NaNNaN
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CountPercentagePercentage in 2017Difference with previous year
Which university for Germany
University of Applied Sciences Dresden133.333333100.0-66.666667
University of Applied Sciences Jena133.333333NaNNaN
Ostwestfalen-Lippe University of Applied Sciences133.333333NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Which university for Germany \n", - "University of Applied Sciences Dresden 1 33.333333 \n", - "University of Applied Sciences Jena 1 33.333333 \n", - "Ostwestfalen-Lippe University of Applied Sciences 1 33.333333 \n", - "\n", - " Percentage in 2017 \\\n", - "Which university for Germany \n", - "University of Applied Sciences Dresden 100.0 \n", - "University of Applied Sciences Jena NaN \n", - "Ostwestfalen-Lippe University of Applied Sciences NaN \n", - "\n", - " Difference with previous year \n", - "Which university for Germany \n", - "University of Applied Sciences Dresden -66.666667 \n", - "University of Applied Sciences Jena NaN \n", - "Ostwestfalen-Lippe University of Applied Sciences NaN " - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#list_new_val = ['Country', 'Year']\n", - "#for col in [x for x in df.columns if x not in list_new_val]:\n", - "list_new_val = ['Country', 'Year']\n", - "list_result = []\n", - "for col in german_orga:\n", - " result = count_diff(df, col, category=category, country=country)\n", - " list_result.append(result)\n", - " result" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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tabnkkksyMzOT1lqmp6ezcOHCnH322Tn55JOzcOHCCSceGWpuAAAA4N6MQNrK7b///vnoRz+aW2+9NdPT03n/+9+f73znOzniiCNy4IEHZvfdd8+iRYtyxRVX5Oijj5503PWGmhsAAAC4t2qtTTrDfAwi5IPl7W9/e/7iL/4iD3/4w7PffvvlIQ95yAb3DDrhhBPyu7/7u1m5cmUuu+yyTE1N5bTTTptg4pGh5gYAAIBtRM13QyOQBuAlL3lJPvOZz+Tyyy/PIx/5yPz0T//0+nVXXXVVWmvZZ599ctFFF+XCCy/MDTfckOuvv36CiUeGmhsAAADYkHsgDcC3vvWt7Lbbbrn55pvzrne9K5/85CfXrzv99NOzYsWKzMzMZM2aNUmS7bbbLtPT05OKu95QcwMAAAAbUiANwHOe85zceuutWbhwYc4555wsXrw4SXLJJZfkkEMOyR577JEkWbp0aZYsWZKpqakccMABk4ycZLi5AQAAgA25BxIAAADAtsk9kAAAAAB4YCiQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAEDXgkkH2Nbsfer7Jh3hXm4668h5bTfk7AAAAMD9ZwQSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUCCOfzZn/1Z9ttvv+y///55wQtekLvuuivHHntspqam8upXv3r9dmeeeWYuueSSCSbd0FBzJ8PNPtTcAAAAm0OBBBv52te+lre85S258sor89nPfjZr1qzJihUr8rCHPSzXXHNNPv3pT+f222/PN77xjVxxxRU5+uijJx05yXBzJ8PNPtTcAAAAm0uBBHO45557snr16txzzz2Znp5Oay2rV6/O2rVrMzMzk+233z6vec1r8vrXv37SUTcw1NzJcLMPNTcAAMDmmFiBVFV/UFWfq6rPVtU7q+qhk8oCs+2555551atelb322iu77757Fi1alJe//OXZddddc9BBB+Woo47Kl770paxduzYHHXTQpOOuN9TcyXCzDzU3AADA5lowiYNW1Z5Jfj/Jk1prq6vqwiTPT3L+JPLAbN/97ndz6aWX5sYbb8zixYvz3Oc+NxdccEGWL1++fpujjjoqb33rW/PGN74xq1atymGHHZaXvvSlE0w93NzJcLMPNTcAAMDmmuQUtgVJHlZVC5LsmOTrE8wC633oQx/K4x//+Oy6665ZuHBhnv3sZ+ff//3f16+/9NJLc/DBB+fOO+/MDTfckAsvvDAXX3xxpqenJ5h6uLmT4WYfam4AAIDNNZECqbX2tSRnJ7k5yTeS3N5au2wSWWBje+21Vz75yU+uv5/Nhz/84ey7775JkpmZmSxfvjzLli3L6tWrU1VJkjVr1uTuu++eZOzB5k6Gm32ouQEAADbXRAqkqnpkkt9I8vgkeyR5eFX91kbbnFhVV1bVlStWrJhETLZRhx56aI455pgcdNBBWbJkSdauXZsTTzwxSXLOOefk+OOPz4477pipqalMT09nyZIlOfjgg7N48WK576ehZh9qbgAAgM1VrbUtf9Cq5yY5vLX2kvHj45L8XGvtdzfxlC0f8kGy96nvm3SEe7nprCPntd2QswMAAAD3UvPdcFL3QLo5yc9V1Y41mtfxjCTXTSgLAAAAAB2TugfSFUkuTrIyybXjHOapAQAAAGyFFkzqwK211yZ57aSODwAAAMD8TGoKGwAAAAADoUACAAAAoEuBBAAAAEDXxO6BBFvK3qe+b9IR7uWms46c13ZDzb415k6Gm32+7xcAAIAHixFIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJYBt122235ZhjjskTn/jE7LvvvvnEJz6RU045JVNTUznuuOPWb3fBBRdk+fLlE0y6oaHmBgCAIVMgAWyjXv7yl+fwww/PF77whaxatSp77LFHVq5cmWuuuSY77LBDrr322qxevTrnnXdeTjrppEnHXW+ouQEAYMgWTDoAAFve7bffnssvvzznn39+kmSHHXbILrvskpmZmbTWMj09nYULF+bss8/OySefnIULF0428NhQcwMAwNAZgQSwDbrxxhuz66675rd/+7dz4IEH5oQTTsh2222XI444IgceeGB23333LFq0KFdccUWOPvroScddb6i5AQBg6BRIANuge+65JytXrszLXvayXHXVVXn4wx+es846K8uWLcvVV1+dN73pTTn99NNzxhln5Nxzz83znve8nHnmmZOOPdjcAAAwdAokgG3QYx7zmDzmMY/JoYcemiQ55phjsnLlyvXrr7rqqrTWss8+++Siiy7KhRdemBtuuCHXX3/9pCInGW5uAAAYOgUSwDbo0Y9+dB772Mfmi1/8YpLkwx/+cJ70pCetX3/66afnDW94Q2ZmZrJmzZokyXbbbZfp6emJ5F1nqLkBAGDo3EQbYBv153/+5zn22GNz99135wlPeELOO++8JMkll1ySQw45JHvssUeSZOnSpVmyZEmmpqZywAEHTDJykuHmBgCAIavW2qQzzMcgQs7H3qe+b9IR7uWms46c13ZDzT7U3Mlws2+NuZPhZp/v+wUAAGAz1Xw3NIUNAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0LVg0gEA+OHtfer7Jh1hTjeddeR9brM1Zp9PbgAA2JYYgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADomliBVFWLq+riqvpCVV1XVT8/qSwAAAAAbNqCCR77zUk+0Fo7pqp2SLLjBLMAAAAAsAkTKZCqalGSpyZ5cZK01u5OcvcksgAAAADQN6kpbI9P8u0k51XVVVV1blU9fEJZAAAAAOiYVIG0IMlBSf5Pa+3AJN9PcursDarqxKq6sqquXLFixSQyAgAAAJDJ3QPpq0m+2lq7Yvz44mxUILXWViRZ1xy1LZgNAAAAgFkmMgKptfafSW6pqn3Gi56R5POTyAIAAABA3yS/he3kJH87/ga2Lyf57QlmAQAAAGATJlYgtdauTnLIpI4PAAAAwPxM6ibaAAAAAAyEAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAEAAADQpUACAAAAoEuBBAAAAECXAgkAAACALgUSAAAAAF0KJAAAAAC6FEgAAAAAdCmQAAAAAOhSIAHAFrL33ntnyZIlWbp0aQ455JAkySmnnJKpqakcd9xx67e74IILsnz58knFnNNQsw81NwDA1kaBBABb0L/8y7/k6quvzpVXXpnbb789K1euzDXXXJMddtgh1157bVavXp3zzjsvJ5100qSj3stQsw81NwDA1kSBBAATst1222VmZiattUxPT2fhwoU5++yzc/LJJ2fhwoWTjtc11OxDzQ0AMGkKJADYQqoqv/Irv5KDDz44K1asyM4775wjjjgiBx54YHbfffcsWrQoV1xxRY4++uhJR72XoWYfam4AgK3NgkkHAIBtxcc+9rHsueee+da3vpXDDjssT3ziE7Ns2bIsW7YsSXLCCSfkjDPOyLnnnpvLLrssU1NTOe200yacemSo2YeaGwBga2MEEgBsIXvuuWeSZLfddsuznvWsfOpTn1q/7qqrrkprLfvss08uuuiiXHjhhbnhhhty/fXXTyruBoaafai5AQC2NgokANgCvv/97+eOO+5Y//Nll12W/ffff/36008/PW94wxsyMzOTNWvWJBndr2d6enoieWcbavah5gYA2BqZwgYAW8A3v/nNPOtZz0qS3HPPPXnhC1+Yww8/PElyySWX5JBDDskee+yRJFm6dGmWLFmSqampHHDAARPLvM5Qsw81NwDA1qhaa5POMB+DCDkfe5/6vklHuJebzjpyXtsNNftQcyfDzb415k6Gm32ouZPhZp/v7ygAAAxczXdDU9gAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAICuBZMOAABDtDV+e1zyo//Nd0PODgAwZEYgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACga6IFUlVtX1VXVdV7J5kDAAAAgE2b9Aiklye5bsIZAAAAAOiYWIFUVY9JcmSScyeVAQAAAID7NskRSMuTLEuydoIZAAAAALgPEymQquqZSb7VWvtMZ5sTq+rKqrpyxYoVWzAdAAAAALMtmNBxfyHJr1fVEUkemuQRVXVBa+231m3QWluRZF1z1CaQEQAAAIBMaARSa+2PW2uPaa3tneT5ST4yuzwCAAAAYOsx6W9hAwAAAGArN6kpbOu11v41yb9OOAYAAAAAm2AEEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAABbmbvuuis/+7M/mwMOOCD77bdfXvva1yZJjj322ExNTeXVr371+m3PPPPMXHLJJZOKuoGh5k6Gm32ouQEYngWTDgAAwIYe8pCH5CMf+Uh22mmnzMzM5MlPfnKe8Yxn5GEPe1iuueaaHHbYYbn99tszPT2dK664IqeddtqkIycZbu5kuNmHmhuA4TECCQBgK1NV2WmnnZIkMzMzmZmZSWstq1evztq1azMzM5Ptt98+r3nNa/L6179+wml/YKi5k+FmH2puAIZHgQQAsBVas2ZNli5KeOZYAAAgAElEQVRdmt122y2HHXZYnva0p2XXXXfNQQcdlKOOOipf+tKXsnbt2hx00EGTjrqBoeZOhpt9qLkBGBZT2AAAtkLbb799rr766tx222151rOelc9+9rNZvnz5+vVHHXVU3vrWt+aNb3xjVq1alcMOOywvfelLJ5h4ZKi5k+FmH2puAIbFCCQAgK3Y4sWL8/SnPz0f+MAH1i+79NJLc/DBB+fOO+/MDTfckAsvvDAXX3xxpqenJ5h0Q0PNnQw3+1BzAzAMCiQAgK3Mt7/97dx2221JktWrV+eDH/xgnvjEJyYZ3edm+fLlWbZsWVavXp2qSjKaxnT33XdPLHMy3NzJcLMPNTcAw2MKGwDAVuYb3/hGjj/++KxZsyZr167N8573vDzzmc9Mkpxzzjk5/vjjs+OOO2ZqairT09NZsmRJjjjiiCxevFju+2mo2YeaG4DhUSABAGxlpqamctVVV8257hWveMX6n6sq73znO7dUrPs01NzJcLMPNTcAw2MKGwAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBrwaQDAAD8qNv71PdNOsK93HTWkfPabqjZh5o7GXZ2AH50GYEEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0TaRAqqrHVtW/VNXnq+pzVfXySeQAAAAA4L4tmNBx70nyh621lVW1c5LPVNUHW2ufn1AeAAAAADZhIiOQWmvfaK2tHP98R5Lrkuw5iSwAAAAA9E38HkhVtXeSA5NcsdHyE6vqyqq6csWKFZOIBgAAAEAmN4UtSVJVOyX5xySvaK19b/a61tqKJOuao7alswEAAAAwMrERSFW1MKPy6G9ba++aVA4AAAAA+ib1LWyV5O1Jrmut/ekkMgAAAAAwP5MagfQLSV6U5Jeq6urxvyMmlAUAAACAjkl9C9vHWmvVWptqrS0d/3v/JLIAAABb3i233JKnP/3pedKTnpT99tsvb37zm5Mkp5xySqampnLcccet3/aCCy7I8uXLJxV1A0PNnQw3+1BzJ8PNPtTcybCzb+0m/i1sAADAtmfBggV505velM9//vP55Cc/mXPOOSerVq3KypUrc80112SHHXbItddem9WrV+e8887LSSedNOnISYabOxlu9qHmToabfai5k2Fn39pN9FvYAACAbdPuu++e3XffPUmy8847Z999983NN9+cmZmZtNYyPT2dhQsX5uyzz87JJ5+chQsXTjjxyFBzJ8PNPtTcyXCzDzV3MuzsWzsjkAAAgIm66aabctVVV+VpT3tajjjiiBx44IHZfffds2jRolxxxRU5+uijJx1xTkPNnQw3+1BzJ8PNPtTcybCzb42MQAIAACbmzjvvzHOe85wsX748j3jEI7Js2bIsW7YsSXLCCSfkjDPOyLnnnpvLLrssU1NTOe200yaceGSouZPhZh9q7mS42YeaOxl29q2VEUgAAMBEzMzM5DnPeU6OPfbYPPvZz95g3VVXXZXWWvbZZ59cdNFFufDCC3PDDTfk+uuvn1DaHxhq7mS42YeaOxlu9qHmToadfWtmBBIAALDFtdbykpe8JPvuu29e+cpX3mv96aefnhUrVmRmZiZr1qxJkmy33XaZnp7e0lE3MNTcyXCzDzV3MtzsQ82dDDv71s4IJAAAYIv7+Mc/nne84x35yEc+kqVLl2bp0qV5//vfnyS55JJLcsghh2SPPfbI4sWLs3Tp0ixZsiR33XVXDjjgALnvp6FmH2ruZLjZh5o7GXb2rV211iadYT4GEXI+9j71fZOOcC83nXXkvLYbavah5k6Gm31rzJ0MN/tQcyfDzT7U3Mlws/u7uOW55lvej/o1B2CQar4bGoEEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6Fow6QAAAMDw7X3q+yYd4V5uOuvIeW031OxbY+5kuNmHmjsZbvah5k7m//flR4kRSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALoUSAAAAAB0KZAAAAAA6FIgAQAAANClQAIAAACgS4EEAAAAQJcCCQAAAIAuBRIAAAAAXQokAAAAALomViBV1eFV9cWq+lJVnTqpHAAAAAD0TaRAqqrtk5yT5NeSPCnJC6rqSZPIAgAAAEDfpEYg/WySL7XWvtxauzvJ3yf5jQllAQAAAKCjWmtb/qBVxyQ5vLV2wvjxi5Ic2lr7vVnbnJjkxPHDhya5a4sH3fo9Ksl3Jh3ifhhq7mS42YeaOxlu9qHmTmSfhKHmToabfai5k+FmH2ruZLjZh5o7GW72oeZOhpt9qLkT2SdhqLkfTN9prR0+nw0XPNhJ7q/W2ookKyadY2tWVVe21g6ZdI7NNdTcyXCzDzV3MtzsQ82dyD4JQ82dDDf7UHMnw80+1NzJcLMPNXcy3OxDzZ0MN/tQcyeyT8JQc28tJjWF7WtJHjvr8WPGywAAAADYykyqQPp0kp+qqsdX1Q5Jnp/k3RPKAgAAAEDHRKawtdbuqarfS/LPSbZP8lettc9NIsvADXWK31BzJ8PNPtTcyXCzDzV3IvskDDV3MtzsQ82dDDf7UHMnw80+1NzJcLMPNXcy3OxDzZ3IPglDzb1VmMhNtAEAAAAYjklNYQMAAABgIBRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgAAAKBLgQQAAABAlwIJAAAAgC4FEgAAAABdCiQAAAAAuhRIAAAAAHQpkAAAAADoUiABAAAA0KVAAgDupar+sqpOn/X4ZVX1zaq6s6p+rKp+oaquHz8+epJZH2xV9U9VdXxn/flVdeaWzDRf49fnCZPOAQAMX7XWJp0BANiCquqmJD+e5J4ka5J8PsnfJFnRWls7x/YLk3wvyc+11laNl304ybtba2/eUrm3BlX14iQntNaePGvZ+Um+2lo7bVK5AAAebEYgAcC26ajW2s5JHpfkrCSnJHn7Jrb98SQPTfK5Wcset9HjeauqBffnedsi12purgsAbHkKJADYhrXWbm+tvTvJbyY5vqr2T34wLauqfjrJF8eb31ZVH6mqG5I8Icl7xlOkHlJVi6rq7VX1jar62vi524/39eKq+nhV/VlV3ZrkdePl/09VXVdV362qf66qx63LVVWtqn5nPE3utqo6p6pq1vqXjp97R1V9vqoOGi/fo6r+saq+XVU3VtXvz3XeVfX48X63Gz9+W1V9a9b6d1TVK8Y//2tVnVBV+yb5yyQ/Pz7v22bt8pFV9b5xniuq6ic2cdy9x+d2YlV9fXy9XjVr/euq6uKquqCqvpfkxVW1XVWdWlU3VNWtVXVhVe0y3v6fqur3NjrGqqp69qzr+JPjnxdV1d+Mr81Xquq0Wef/uqq6YI6cC2a9hl8en9+NVXXsHOf26Kqarqofm7XsoPHxFs7jNX9zVd1SVd+rqs9U1VN612Wu6wsAPHgUSABAWmufSvLVJE/ZaPl/JNlv/HBxa+2XWms/keTmjEYx7dRa++8k52c0Je4nkxyY5FeSnDBrV4cm+XJGo5neWFW/keTVSZ6dZNckH03yzo1iPTPJzySZSvK8JL+aJFX13IxKqOOSPCLJrye5dVyGvCfJqiR7JnlGkldU1a/Ocb43ZjQt78DxoqcmuXNcEiXJ05L820bPuS7J7yT5xPi8F89a/fwkr0/+f/buO0yyovr/+PuzBEEUDCAqQRCJooIEEVEUCcpXQFCQZAAVFQOIP1RMIAZEREFEJYPIklQUVDKyJJGcliBIEBRRkLCCEj+/P6p6p2e2p6dnF7aqhvN6nnl27u3p2bO91bfvPbfqHF4I3AJ8a+TfOcLbgKVJr9MXJK3b9dgmwC+AFwDHAJ8G3p1jejlwP3Bg/tljga06T5S0Aml22O96/J0HAAuQkn9rk16/7caIE0nzAT8E3plnra0JXDXy52z/AziX9H/V8X7gONuPD/B/fimwEvAiYDJwoqR5uh4f+bqEEEIIYTaKBFIIIYQQOv5OungfF0kLAxsCO9t+2PY/gR+QkirTf7ftA2w/Yfu/pETMXrZvsP0E8G1gpe4ZKcB3bD9g+6/AH0jJBUiJqe/avtTJLbbvICWbFrK9p+3HbN8KHDIijm5TgLUlvTRv/yJvL0lKTF09jpfhJNuX5H/LMV2xjubr+bW6FjiCriQQKUH1a9tPdb1WX7Z9V07W7QG8N88OOonhr9s2wK/yz02XZ4NtCexme5rt24F9SQmeQTwFrChpXtt32x5t+eJRwLZdf+dWwNH5sb7/57Z/bvu+PEb2BZ4DLNvndQkhhBDCbBQJpBBCCCF0LAL8eyae9wpgLuDuvCzsAeAg4CVdP3Nnj+fs3/Xz/waUY+j4R9f3jwDPy98vBvxllDhe3vmd+fd+iTTrqZcpwFtJs4/OI82eWTt/nd+roHgfo8U6mu7X4w7SzKJej0H6d53U9W+6gVT8fGHb00izjTpJsq3oPTtnQdL/0R0j/t5FevzsMLYfJi1x/Djp//h3kpYb5cd/A6yQk3DrAQ/m2W2df8eo/+eS/l9e3vZgfnyBHHfHyNclhBBCCLNRFCAMIYQQApJWI13IXzATT78TeBRYMM8s6WVk29c7gW/ZnpmlSHcCvWoM3QncZnvpAX/PFGAf0tK9KaR/+0+B/zFi+VqXp6t97WLAjfn7xUmzv0b7O+4Etrd94Si/61hgd0nnkYqd/6HHz9wLPE5K4lzf9ff+LX//MPDcrp9/adf32D4dOF3SvMA3STO7hi13zD/3P0knkGYhLcfQ7KPOv6Pn/3mud/R50rLDqbafknQ/KcE0/df3+HeFEEIIYTaJGUghhBDCs5ik+SW9CzgO+HleUjUutu8GzgD2zb9vkqSlJK3d52k/BXaT9OocxwK5ttEgDgX+n6RVlLwqL4O6BJgm6QuS5pU0h6QVc3KsV9w3A/8lJTum2H4IuAd4D6MnkO4BFpU094Cxjuarkp6b//3bAcf3+dmfkupGvQJA0kK5nlDH70mJoT2B43vNnLL9JHBC/j3Pz79rF6BTOPsq4C2SFpe0ALBb57mSFpa0Sa6F9CjwH9KSttH8jFTkemOGJ5D6/Z8/n1RD61/AnJK+RlpGGEIIIYRKRAIphBBCeHY6RdI00qyQLwPfZ4CCyn18AJibNLvlflI9oZeN9sO2TwL2Bo7LXbWuA945yF9k+0RSkerJwDTg18CLcpLkXaT6Q7eRZt0cSloKNZopwH227+zaFnDFKD9/DjAV+IekeweJt8/fewtwNvA922f0+dn9gZOBM/L/2cWkouQA5HpHvwLWJb0mo/k0aabRraTZVpOBw/PvOJOUxLoGuBz4bdfzJpGSTX8nLTtbG/jEaH9Jnin1FHBFrk3V2d/v//x04DTgz6Sldf8jlqyFEEIIVZEds4FDCCGEEGYHSUuQkltz9Vnu1zxJ5wCTbR9aOpYQQgghPD2iBlIIIYQQQnja5CWDrwc2GetnQwghhNCOYkvYJL1D0k2SbpH0xVJxhBBCCCGEp4eko4CzgJ1zh7gQQgghTBBFlrBJmoO0xn09UueTS4GtbF/f94khhBBCCCGEEEIIYbYrNQNpdeAW27fafozU+SWmOYcQQgghhBBCCCFUqFQCaRGGd9a4K+8LIYQQQgghhBBCCJWptoi2pB2AHQAOOuigVXbYYYfCEYUQQggTxGSVjmBGW0dX2BBCCCGEAgY+MSyVQPobsFjX9qJ533S2DwYO7mzOprhCCCGEEEIIIYQQwgillrBdCiwtaUlJcwNbAicXiiWEEEIIIYQQQggh9FFkBpLtJyR9CjgdmAM43PbUErGEEEIIIYQQQgghhP6K1UCy/Xvg96X+/hBCCCGEEEIIIYQwmFJL2EIIIYQQQgghhBBCIyKBFEIIIYQQQgghhBD6igRSCCGEEEIIIYQQQugrEkghhBBCCCGEEEIIoa9IIIUQQgghhBBCCCGEviKBFEIIIYQQQgghhBD6igRSCCGEEEIIIYQQQugrEkghhBBCCCGEEEIIoa9IIIUQQgghhBBCCCGEviKBFEIIIYQQQgghhBD6igRSCCGEEEIIIYQQQugrEkghhBBCCCGEEEIIoa9IIIUQQgghhBBCCCGEviKBFEIIIYQQQgghhBD6igRSCCGEEEIIIYQQQugrEkghhBBCCCGEEEIIoa9IIIUQQgghhBBCCCGEviKBFEIIIYQQQgghhBD6igRSCCGEEEIIIYQQQugrEkghhBBCCCGEEEIIoa9IIIUQQgghhBBCCCGEviKBFEIIIYQQQgghhBD6esYSSJL2kPQ3SVflrw27HttN0i2SbpK0wTMVQwghhBBCCCGEEEKYdXM+w7//B7a/171D0grAlsCrgZcDZ0laxvaTz3AsIYQQQgghhBBCCGEmlFjCtglwnO1Hbd8G3AKsXiCOEEIIIYQQQgghhDCAZzqB9ClJ10g6XNIL875FgDu7fuauvC+EEEIIIYQQQgghVGiWEkiSzpJ0XY+vTYCfAEsBKwF3A/uO83fvIOkySZcdfPDBsxJmCCGEEEIIIYQQQpgFs1QDyfa6g/ycpEOA3+bNvwGLdT28aN438ncfDHQyR56FMEMIIYQQQgghhBDCLHgmu7C9rGtzU+C6/P3JwJaSniNpSWBp4JJnKo4QQgghhBBCCCGEMGueyS5s35W0Emn20O3AxwBsT5V0AnA98ATwyejAFkIIIYQQQgghhFAv2U2sDmsiyBBCCKEJk1U6ghltHR/1IYQQQggFDHxi+Ex3YQshhBBCCCGEEEIIjYsEUgghhBBCCCGEEELoKxJIIYQQQgghhBBCCKGvSCCFEEIIIYQQQgghhL4igRRCCCGEEEIIIYQQ+ooEUgghhBBCCCGEEELoKxJIIYQQQgghhBBCCKGvSCCFEEIIIYQQQgghhL4igRRCCCGEEEIIIYQQ+ooEUgghhBBCCCGEEELoKxJIIYQQQgghhBBCCKGvSCCFEEIIIYQQQgghhL4igRRCCCGEEEIIIYQQ+ooEUgghhBBCCCGEEELoKxJIIYQQQgghhBBCCKGvSCCFEEIIIYQQQgghhL4igRRCCCGEEEIIIYQQ+ooEUgghhBBCCCGEEELoKxJIIYQQQgghhBBCCKGvSCCFEEIIIYQQQgghhL4igRRCCCGEEEIIIYQQ+ooEUgghhBBCCCGEEELoS7Zn/snS5sAewPLA6rYv63psN+DDwJPAZ2yfnve/A9gfmAM41PZ3BvirZj7IEEIIIYQQQgghhNCLBv3BWZ2BdB2wGXDesL9dWgHYEng18A7gx5LmkDQHcCDwTmAFYKv8syGEEEIIIYQQQgihUnPOypNt3wAgzZCw2gQ4zvajwG2SbgFWz4/dYvvW/Lzj8s9ePytxhBBCCCGEEEIIIYRnziwlkPpYBLi4a/uuvA/gzhH739DrF0jaAdghb04F/vc0xzgRLAjcWzqImdBq3NBu7K3GDe3G3mrcELGX0Grc0G7srcYN7cbeatzQbuytxg3txt5q3NBu7K3GDRF7Ca3G/Uw6zfY7BvnBMRNIks4CXtrjoS/b/s14IxuU7YOBg5+p3z8RSLrM9qql4xivVuOGdmNvNW5oN/ZW44aIvYRW44Z2Y281bmg39lbjhnZjbzVuaDf2VuOGdmNvNW6I2EtoNe5ajJlAsr3uTPzevwGLdW0vmvfRZ38IIYQQQgghhBBCqNCsFtEezcnAlpKeI2lJYGngEuBSYGlJS0qam1Ro++RnKIYQQgghhBBCCCGE8DSYpRpIkjYFDgAWAn4n6SrbG9ieKukEUnHsJ4BP2n4yP+dTwOnAHMDhtqfO0r/g2a3VJX6txg3txt5q3NBu7K3GDRF7Ca3GDe3G3mrc0G7srcYN7cbeatzQbuytxg3txt5q3BCxl9Bq3FWQ7dIxhBBCCCGEEEIIIYSKPVNL2EIIIYQQQgghhBDCBBEJpBBCCCGEEEIIIYTQVySQwjNOUoyzMLAYL7OfpBeXjiGEZ5qk5UvHEMIzLcZ5CCGEZ1JcqDVE0jKSDpF0hqRzOl+l4xrAzZL2krRM6UAGJWnbru/fNOKxT83+iJ5VmhsvALnr5NaSviTpa52v0nEN6GJJJ0raUJJKBzMekjaT9Pz8/RclnSBppdJxjUbScyXN1bW9rKTPStqsZFyDkjRJ0pql45hJh0v6o6QdOmOmFZLe2dp7E0DS5l3vz69I+pWk15eOaxANx97yOJ9b0haSPp8/S78k6Uul4xoPSS+U9NrScQxK0imSTh7xdbSknSTNUzq+0Uiar3PDMV8fbdz92VozSeuVjmFmSdpX0qtLxzFeLY+XGkUCqS0nAlcAXwF27fqq3SrAX4GfS7pA0vaSnlc6qDHs0vX9ASMe2352BjIz8kX1zZIelPSQpGmSHiod14BaHC8AvwE2IXWefLjrqwXLkDpSvJ+UwPt2Qwm8PWxPy0mNDYFjgJ8Wjqmf04AlACS9Cvgj8Ergk5L2KhjXQGw/BRxYOo6ZYfuNpOP30sBVkn4m6W2FwxrUBxl6by5dOphx+Gp+f64FrAscBvykcEyDajL2xsf5ScD7SF2in+z6qpqkcyXNL+lFpPP0QyR9v3RcA7oV+A9wSP56CJhGOi84pGBcYzkPmEfSIsAZpPOXI4tGNLiP5XP0PSUtWTqYcboBOFjSnyR9XNICpQMaUMvjpTrRha0hki63vUrpOGaFpLeSLvDmB04Avmn7tqJB9SDpStsrj/y+13aNJN0CbGT7htKxzIpWxguApOtsr1g6jlmVLzR+DswHXA180fYfy0Y1us77UdK3gam2j6n5PSrpWtuvyd9/A3iR7U9Kmhu4vPNYzSR9j5T4+pUbPInIdyE3AX4EPAI8Duxm+zdFAxuDpBcA2wAfAv4HHAEcb7vaRHXX+3Mv4Frbk2t+f3ZrOXZoc5y3+jnaNVY+Aixme3dJ19iufiaSpEttr9Zrn6SptqucbSLpCtuvl/RpYF7b35V0le1qZyB3UyodsC3peP4A6Xh+ou3/loxrUJKWBbYDtgIuBA6x/YeyUY2u9fFSm5iB1JZTJO0o6WWSXtT5Kh3UWJSWPGwo6URg//y1HHAm6W58jTzK9722a3RPq8mjRscLwEWSqr/470XSi/N09cuA/wd8GlgQ+BwwuWhwY7tb0oGku9a/z4mYmj/buo8f65DGNbYfA54qEtH4fYw0I/axlmY4SlpB0j6kO6jvADa1vTSwAfDDosENwPYDpPfjUcDipBP3qyXtWDSw/v4m6SCG3p/Poe73Z7cmY298nF8saYXSQcyEOSW9DNgC+G3pYMbpeZIW72zk7zuzvh8rE9JAJOmNpKT67/K+OQrGMy627yMljQ4CliIlY66VtEPRwAYgaQ7SeflywL2km427SDquaGD9NT1eajNn6QDCuHww/9m9bM2k5Q81uxm4ADjA9nld+4+T9JZCMY1lOUnXAAKWyt+Tt2t/vQEuk3Q88Gvg0c5O278qF9LAWhwvAGsBH5J0G+k1F+AW7kCSZpMcDbzb9l1d+y+TVPNyMEgn7BuSxsv9kl4OfLFwTP1ck2fw/A14FWkqdWd2SRNsN1VXpcshwKGkZY/TZ+3YvlPS7uXCGpukDUkXGCuQZgiuYftuSfMB1wM/LhlfH1uQkhjfs/1AvshuYek9tBt7s+MceANwZZ5F3f05Wnvtqa8DpwMX2L5U0itJ5zIt+BxwgaS/kF7vJYEd87HlqKKR9bczsBtwku2p+TWvdgZMN0nrk47nrwOOBda0fZdSzbLrSCUFqiTpB8BGwNnAt21fkh/aW9JN5SIbU7PjpUaxhC084yTNb7v6u9PdJL2i3+O275hdscwMSUf02G3bLdRvam68wOhjpvaxAum2TItLkTokzQ8sStdNEdvXjP6MciTNC+wEvAw43PbVef+awFK2jy4Z3yAkiXQXb0nb35C0GPCyrhPJ8DSTdKPvOLgAACAASURBVAxwmO0ZGmdIWt/2GQXCGoikFwKLMfz9eUW5iPoba2a37X/PrliebSQt1Wu/7b/M7ljGQ9KbbF841r5a5dl1y+XNm2z/r2Q8E12+wXsYcObIcy9J77R9apnIxiZpO+CEXkunJS1g+8ECYYXZLBJIDVGqFv8JoDML41zgINuPFwtqAOpdSPBB4DLbv+vxWHXyWuW3AH+1fXnpeCayVsfLKBcd02p/fwJIOrnH7geBy0jHmGpPJvMd9R2A2xhaHmbbNc9Wa5qkn5CW261je/mcIDhjZB2N2ki6khmXIHfG+V6RGHj65TpfHwL+wvD35zrFghpDnkVq8uyX/GeHbVc9C7n1ca7U4enNefN821NLxjOITn2VsfbVKt/AWILhSd6fFQtoAJLOBDbPS3s7ierjbG9QNrKJTb07UT4I3GH7idkdz6BivDy9YglbW34CzMXQVPX3530fKRbRYJ5Pmnb/i7y9GelkcnVJ69j+XLHIRiHpt6TiwdflaetXkE6+lpJ0sO39ykbYn6RFSd3j3pR3nQ/sNGJ5Uq2aGy/ZFaS77PeTLjheAPxD0j3ARytPPN4GLESaSg2p5kd3F5b3F4prEFsDr7T96Jg/WQFJ19KnjlojSx7fkItRXgmQlw7OXTqoAZyV/+zU9doSeA7pPXsksHGBmAYi6X5GTwrsavv22R7UYLYgzayruZbKMLZb64o0Usvj/FPAjqTl9wAnSDrQdpVLNHNNlTWBhSR1d++dn0bqq0g6mlSD5yqGOt4ZqDqBBCzUSQbA9M+hhUsGNChJ/2L04/kXbP919kc1sB8Drwc6ZT5WBKYCC0j6RMWzYZsdLzWKBFJbVrP9uq7tcyRdXSyawa0IvLmTmZb0I1I7xTeTCq/VmBBY0vZ1+fvtSNNMP5DXJ18IVJ1AIhXmmwxsnre3zfvWKxbR4FocL5CKIf/C9ukwfY37e0iv+49JtR1qteaI2SOnqKsLS7GoBjOVlHRsIoEEvKt0AE+Dx3MRTQNIWog2CoC/fcSMgCuVu5vmxF7NDgTuZigpsBVpxsDVpGNMrW3aryMl0/9ZOpCZke9SLw3M09k3ojZfjVoe5zsAq9v+D4BSd82LqLfG19ykgtNzkj6HOh4C3lskovFbFVihwWXsT0pavJNsyWUEWvgcglTj6J8MP54vRjpeHklqsFGrvwMf7swMzEXv9wQ+D/yKXNexQi2Pl+pEAqktT0paqrMWPBcAe3KM59TgRcBzSR+oAPOSWlc/IanWi77uZUdvJ83CwPY0SS0ccBay3V0H6UhJOxeLZnxaHC+Qitp+tLNh+wxJ37P9sVxfoGbPG/HB2koXFoBvkS6QrmF4wfjNyoXU1+eBya3UxhjFD4GTgJdI+hbpQukrZUMayBySVunMBsxT8efKj1U79T7baMQNpB8rtSD+vKTPF4tqbHuR3p/XMfz9We0smA6lluw7keqrXQWsQWo4UPPFHbQ9zsXwz5zHGb6EsCq2pwBTJB3ZQr3DUVwHvJSUoG7Jl0nFv6eQxsibSQnIFvyfh7eP/2E+nu8qqdabpB3LdC8rtX29pOVs35rKI1ar5fFSnUggtWVX4A+SbiUN/leQZsfU7vvAVZLOJsX9VmCf3OHh3IJx9XOnpE8Dd5Gmap4G0wvgztXviZW4T9K2DC1J2gq4r2A849HieIHUTv4LQKeN6fuAe/JMjdqTjq12YYEU3w+Aa6n/dQb4M/C9vDT2BOBY21cWjmlcbB8j6XJScl2k7n03FA5rEB8Djs71BDsXqtvncf7dopGN7b+SNnPupClpM4YSMjWP+6OAvWnn/dltJ2A14GLbb5O0HPDtwjENouVxfjTwJ0m/zNubUvFnkKT9bO8M/EjSDDN4WkiUAgsC10u6hIaSvLZPy8nRNfKunW3fWzKmcXhM0sa2TwaQtDFDN65rP05OzXUQu891r883Squt+dn4eKlOFNFuTH6DLps3b2qo7seiDC3hucT2nSXjGYukl5CmZL4MOLCzplfS24BVbH+vZHxjyVMzDwDeSFpmchHwmcrXVU/X2ngBkLQgsDuwVt51Iam174PA4rZvKRXbINRoF5bOUrvScYxXfo9umb/mJSV7j7X956KBDSgnRhdmeNHVVo4vLwaw3UpSHUmvIh3TO8fFP5ESHHeRlrdPKRVbP62+P2EodklXkep+PSppqu1Xl45tEC2OcwBJqzP0OXq+7UtLxtNPZ6aXpLV7PV7r+7Jba7Hn2S43jlLMueoOjx2SliEtS14177oM+DTwV+CNts8uFdtY8o30HRl+rvtj4H/AczvLT2sxEcZLjSKB1IBcOPicfMdxBp07kjWTtCFD3eOmuOIWlaG8GC+zlxrt8AggaV/gEeBkht89vaZYUOMkaWXgcOC1tqsvvJpnZ+4O3ENaRi1Sd6qqC4DnGnZfZfg4/5btacWCmuCUumo+yozvz+pP2iWdRJrlvTNp2dr9wFy2Nywa2BhaHOeS5rP9sKT5ez1u+6Fe+8Ozj1Ijmx0k/aHHw3bFHR4nCqWmGcuSblDfVPO5YoyXZ0YkkBog6eu2d5d0RI+HbXv72R7UOOQaGW9ieEeQi2xXWzND0in075RU5dReSZ+3/V1JB9AjftufKRDWuLQ2XjpT2EcbM7WOlW6SDiUtzewsFXg/8KTt2js8Iun8Hrtt+y099ldD0pzAO0nj++2ki7xjbf+mZFyDkHQLaUZGazMbTiQtIewe58vbrr7YraSXA/szdNf3POCztv9eLqqxTZST9jxLYwHgNFfeUa7FcS7pVNvvlHQnwz9HO8npxQuFNhBJt9H78/+VBcIZiKQLbK8laRq9X/Oeybww6yS9lLT0/s151xTgc7b/US6qwUh6K+nYcjtprCwGfLD25gKS5hk5s77XvjCYSCA1RNKStm8ba19tcnHblW0/mbfnBK6o+W71aFN6Oyqe2ruR7VMkfbDX47arrSXQ0dp4mSBT2K8eUaC3574w6yStR6pJtiFwCamOwG9sP1w0sHHISYH1nDsltiIXKV1prH01knQ68AuGWmu/H9jc9gblopqYJM1v+yFJL+r1uO1/z+6YxqPlcd6qznLBbB5SB9wX2f5aoZAmPEmbkxK60yR9hVSv9Bst1BSUdBrwG4aSvB8g1RJ8R7moBpPrH25t+6a8vQzp5tcqZSPrT9IVHt6dsue+MJgoot2WX5IOkN1+AVT9ps3mJ03/huGtTqvUwkV/L7ZPyd8+YvvE7sfyh20rmhkvzp1uuseMUuvnxRpaRtVqh8dOC/lvAovYfpdSS9nVbR9ZNrJR7UaaXfc52/eP9cM1kbRL/vZW4FxJv2P4sqTvFwlscP+TtIbtiwEkrUGq29CChW0f0rV9qKRPFYtmQJIWJhWefnmeYbICqcbHYYVD62cy8C7gctLMDI34s9pZJVmz41zSGbbXH2tfbXrMxtwvX2hXn0CSdLTt94+1r0JftX2ipLWAdYF9gJ8yVCeuZi+1/ZOu7Z9K+nixaMZnrk7yCMD2n3MZhCrl2V6LAPPmcgGdVnHzkzo+h5kQCaQGKHX+eDWwwIg6SPOT7nTU7rvAFRreVeurRSOa+HYDThxgX42aHC+SzgU2Jh1XLwf+KelC27v0fWIdWu3wCHAkcAzwhbx9M3B83l+jb3UKZI6cQaquLluV6iRz/5q/5s5f0GfJb0V2JHWneg5pnD9CuvPbgn9L2pI0tgG2AKqeCZMdCRxBaqEMaWnV8UC1CaSciBawthspDD9Cc+M811SZB1g413DqvsirevkawIgCvZNIxZFbucYaVhQ+z/pu4cZ05ybX/wEH2/6dpG+WDGgcHpD0Xtu/AJD0HuCBwjEN6rJc9uDneXsbUhHwWm0AfAhYFNiXoWPLNOBLhWJqXixha4CkTYB3ky5OT+56aBpwnO2LigQ2DpIWoat7jO2/lYxnopL0TtLSmC0YutCAdBK2gu3ViwQ2Ti2OF0lX2l5Z0kdIs492l3RNrUvvRlK7HR47nZKutL1y3lft8rvuKdMjp0+3Mp1a0ua9ZjiO3FerztKk2pcidZO0BKnTzRtIybqLgU/Zvr1cVGMb5f3ZxHIqSdfafk3pOGZWS+Nc0meBXYCXkIrzdy7yHgIOsb1fqdgGMaLW1xPAbcC+3TM1aiNpN9IF9LykJCOk1/0xUkJmt1KxDULSb4G/AeuRVmf8l9S1t8rP/m55lvdPSYlGA5cCO9q+tWhgA8jnip+kq1Mi8OPazxklvcf2L0vHMVG0kh1/VstFVX8j6Y22/1g6nkFJGnnh3Glj/mJJL25oeQ8AkiYBz3Pd3UD+TroTsDFpFkzHNOCzRSIa0AQYL3NKehkpefflsX64BhqlsyPwKklNdHgEHs4XSgaQtBrpoqNWGuX7Xtu1amqGo6SezQPSJBOw/cPZGtBMyImiqrt/jeLhXB+m8/5cA3iwbEgDu0LSaq64jXy3lse57R8AP5C0c+3Jol5sv610DONley9gL0l71Z4sGsUWwDuA79l+IJ9/7Vo4poHkRFHVyzJHkxNF389fLVlUqcvjNOAQUtLxi7bPKBtWmyKB1JYrJX2SNN10+tI119uF7cA+j5mhFrPVkjQZ+DhpquylwPyS9re9T9nIerN9NXC1pMmuuK3mKFofL3sCpwMX2r4032G6uXBMY9moz2MGWkgg7QqcArxS0hTSWvea6315lO97bVela4bjIpK6L0bnJ911r9VCpQOYWZJ+QP+OoLUvkd2FNHN6KUkXkv4van5/dnsDsI2kO4CHGepOVeus0mbHeYft/XLZhhUYfp47efRnlSfp28B3bT+Qt19IqnNXZffYEU6VNMP5lSvvqgV8Azjc9s0Atu8G7i4bUn+S9qH/8fzzszGccZF0Lf1jr/W42LG97f0lbQC8mNSI4mggEkgzIZawNUSpNeuNwNaki9VtgBts71Q0sAmsM9Ve0jbkbDVwee0HSklLA3sx40lY7cU/QxiXXK9hErA86QLveuCpWjuESXqA1IJdpBa+nZN0AWvZfmGp2MYi6XXASsDepMLlkBJH9wDntlYUvAWSPtzv8cqLUXeWOzxJWh4r4CZgUu3LHQAkvaLXftt3zO5Yni2UummtDyxHuiGzAXCB7dFmy1ahe4lm175WliSf0rU5D7A66Tx3nUIhDSSXC9iONBniCFInsKpnN0r6WL/HbR80u2IZr9GOhx21Hxc7JSUk7U86Xzmp1/s2DCYSSA3pqrHSeRPMBZxve43SsfWTL/B2YGgGybnAobVe4HWTNJV0wTQZ+JHtKTXXV+mQdAGwO/AD0iyT7Ugn7S10BGlyvCi1Mv0JqVvSinlJ3sa2qy/qKGkB0njpvOZTgD1rPxmD9lqzSlq73+OuuANk/sz5FvAR4Pa8e3HSyfuXap/1KOnlwP4M1W44D/is7b+Xi2p8JM0LYPu/pWMZRGvvz5GUOjwtbfsIpY6Pz+sufF+jlsd5nuWwEnCF7dflZUlH2t6gcGh9SboGWK2TGM3v08tsv7r/M+sjaTFgP9vvKR3LICQtSzrH3Qq4kFQz6w/9n1WHXDwe24+VjmU8lLprrpY3L7H9z5LxDELSEaQZ6ksCrwPmICWSWigYX51JpQMI49I5OX9A0orAAqSCg7U7EFgTODx/rUkqBtqCg0gXSvMB5+UMfM31VTrmder0JNt32N6D1KmiBa2Ol0NIdWAeB8g1m7YsGtHgDietC98ifz1ESgpUS9JL8oyYeSW9RtJr89daVNya1faUfl+l4xvDd4EXAq+w/fqcBHgl6bPoe0UjG8wRpOnqS+SvM6l8nHdIWkHSpaRlsTdL+pOk5UvHNRpJL5W0Crl1sqTX56+3UvH7s5uk3UndHTv1YeZiqPNQzZod58B/bT8JPKHUje0fpK6gtTsGOFvSh/OswTOBowrHNLPuIs3orZ6kOUiz1ZYD7gWuBnaRdFzRwMYgaVlJfwTuAO6QdGFeulk9SVsAl5CWIm8B/EnSe8tGNZAPk1aRrGb7EVIH2Va6DVcnZiA1JE/X/CXwWtLJwPOAr9n+adHAxtBrxk4Ls3hGI2nOBmbDXES6+/gL4BxSp4rv2F627xMr0Op4UdvdhmaIs/bYJW0HbE+6W30lw1uzHuFKO4LlO9Wjqnl5rKSbgWU84sQhn8TfaHvpMpENpsVx3pFnlX7d9pl5e11gD9tr9X9mGZI+SGqdvCqpfmD3+/PIFgr0S7oKWJk0G6ZzTK++s2bj4/wgUtJuG+AzpJsZN9j+QNHABiDpHcC6efNM26eXjGdQkg5gqLbNJNJn6u22ty0X1dhyfbiNgLOBw2xf0vXYTTWf70o6H/i27VPz9juAL9t+c9nIxibpamC9zqyjPDPzrFrP0SUtZ/tGST1nvdq+YnbHNBFEEe2G2D40fzuFdNe3FU9JWsK53bBSO+KnSgY0KEkvAD5AuovX/X7p2e2kIjuR7vJ+hlRocB3gg0UjGlyr4+VeSUsx1G3ovVRe0LHLfyWtZfsCAElvIrXErZbtI4AjJG1h+4TS8YzDU6QxMplU/Lvq13kEj0we5Z1PSmrhbtS/JW0JHJ+3twCqb3GePb+TPAKwfZakfUsG1I/to4Cj1Hbr5MdsuzO2Jc1XOqABNTvObXdqxBwo6XRg/tov8HIC/SynTmynlY5nJlzW9f0TpFpCF5YKZhyuAb5i++Eej60+u4MZpwU6ySMA26dJ2rtkQOMwacSStfuoe0XTLqSyGL0+L026PgrjFAmkhoyWzLBdezLjC8D5km4i3YV8FWkqYQt+D1wMXEsbSQwAPNR2+D+0N0Wz1fHySeBgYDlJfwNuI91FbcHHgZ/lWkgiXWx8qGhEg3uJpPltPyTpp6Ri97vlJZzVcSrKvxypXsNkUtHvycAZtc9sBK6X9AHbP+veKWlbUoOH2m1PWg57IOnE8eK8rwW3S9qN1DUGYFuG6lDVrOXWySfkGTEvkPRR0lg5dIzn1KDZcS7pDNvrA9i+ZeS+GuUE+lOSFmihbuBIto/KtXiWI42XmwqHNJBcl2yRvJS9+5rovAb+H+6QtCvDj+d/LRjPeJyWk7vH5u33Aaf2+fmibO+Q/3xb6VgmkljC1pC8LGmGZEa+01e1XFCws6b6hpYLgLZA0qrAl0m1A7o/WKueet/R6niB6XepJ9meVjqW8coXethuoc4XMKyzxvqkJN7XSK19myiMKOl9pAu9vW3vUzqefiQtAvyKNGvq8rx7VWBeYFPbfysV20Qn6cWk2aSdJWvnk5aw31cuqrF1lh8rtU7+OPAV4OhWPlclrUfqCibg9O5ZYOHpkxMY85DG9VoMLXmcnzS7p+r6MJJ+Q1rueCYwfUZMAzd4kbQhqd7nX0iv+5LAx7pnyNRI0ndIdSavJ3V6hDRLduNyUQ1G0oLAtxle6P4rtu8tF9XgJG1G12eR7ZNKxjOIHPNIDwLXtlAEvDaRQGpIq8kMAEmrM+PMqcnFAhqQpM+SZvH8Fpjedth21dPB8+ydXZkx2Vh1m82O1saLUheQHUh38ABuAA62/edyUQ1OqdX2e5jxNd+zVEyD6rpA3Y90IvNLVd6aNSditgQ2Be4HTgBOsv2fooENSNI6QKe70PW1zvYaKZ+0b8+M43yHUjFNdGq4dbKkvW1/Yax9tWlxnOdzrV1IjWHuYSiB9BCpq9Z+pWIbRK75NYNGbvDeCLyra8bXUsDvGkja3QS81rnzXZg9JC0J3G37f3l7XlL34duLBjYGSb8D3gh0OvS9lXQjbElS1+GjR3lq6CESSA1pOJlxJLACcBXD7xLsWCyoAUn6JKlt9QMMFRm07aprUEm6oNbiqmNpbbxIeiNpVsZBDBVzXhn4KLCZ7YsLhjcQSaeR7sRcztBrju1qa6x0SPoZsCCwDKnBwCTgvFqT7ZKmAM8nJY1+SaofMF3tx/OWSbqQNIt35Dg/ftQnVULSq0gX2EswPClQ7dIeaLt1cq+bdo0U0W55nO9ce7JoolFuANK1LVJr9tX6PK04SacCm7dy46WbpFcCOzPj8XzDUjENStJlwJq2H8vbcwMXNjBeTgc+YPuevL0w8DNSOYHzbK9YMr7WRAKpIQ0nM24EVrDdTA2hDkm3Aqu3Mq20Q9LbSQfFsxmebGyh801T4yWfxOxt+9wR+9cm1fp4Z5HAxkHSda1+eOYCpqsAt9j+d777vpjtKwuH1pOk2+k6fnc/RAPH85apkU5UvSh1BDuMGZMCfyoW1AAkdbo63Wr7gbwUbxHbfbsRliTpE8COpGYlf+l66PmkC6Xau1M1N84lrW17iqSey49snzy7YxqEpBNsbyHpWoYfz4E2ygZI+gmp3MEJpH/D5qR6PGdBfeeNGuoatwgpKT3yPLeFZYNXkpIXI4/n1Rcv73V8URudkq+3vULXtoCptldoZVZsTaKIdls+B7yqtWQGMBVYiDQtuTW3AI+UDmImbEdaTjUXQ0vYTJopU7vWxstSI5NHAPlk+OAC8cyMiyS9xva1pQOZCZOBw0lLwcjHx2qPkbaXKB3Ds9ipktZ3GwWcR3rK9gGlg5gJJ5Len1cB5JpNVddtIh1TTgX2Ar7YtX9aIzMEWxzn65E6DG/e4zEDVSaQSB1vAd5VNIpZMw/pfGvtvP0vUl27jajzvLHTNe5y6h0XY7HtH5QOYib9S9LGnaSupE2o+Jyry7mSfkv6TAJ4b943H2liRhiHmIHUEElnAO+23VRCQ9JZpCU9FzP8LkGvgmZVkXQSqdbHH2joDoekm2wvWzqOmdHaeJF0+WjLMVqpWybpelK3u9tIr3lnNkwLd0/fQUqYvp7UtvrITi2HELpJuh9YgHRT4DGGxvmLigY2AEm7A3cDJzH8uFh1wXtJ65Len2uQTtyPsN1El6cOSS8hXWQDYLvqbkktj/PW5KWlC4+cOSLpTcA/bP+l9zPDrJC0EumcZartG0rHM16SvgbcxYzH8+qv73KNrGOAl+ddd5GWhlV93pVnHHUX/74Q+KUjETJTIoHUkIaTGW/vtb+FwqutFkbMdSf2sX196VjGq7XxIumfwHG9HgK2sL3wbA5p3CS9otd+N1J0HUDSC4FtgC+QEmGHAMfafqJoYKEaebnjDGw/2Wt/TSTd2WO3bS8+24OZCZIWIC2r/jJwJ+n9+XPbjxcNrA9JGwHfJ10o/ZO0zOcG26/u+8TCGh/nzwe+Crwl75oCfNOVdjXNMxp2Gzl7V9JrgG/b3qhMZIPLRZE/zYz1eKrsZibpq8D7STOQ3gDsZfuQslGNj6S7e+y27Zf32F8lSc8DaKkGVa57tDppZt0lju5rMy0SSA1pNZnRutxhYPGW7ppKugFYigZnlLRmtPdlRwvvT0k9L0Jrv9PekZNHWwMfIE2lnky6y7S07XVLxhbqIumlwOIMv1C6qFxEE1+ue7Qt6aLv76S712sBr7H91oKh9SXpamAdUhv5lSW9DdjW9ocLhzamVse5pBOBPwOdz833A8vbfm+5qEY3sgD1iMeutf2a2R3TeOVxfhgzdu2dUiyoPiRNBVaz/Ug+tpxWewHniUDSfrZ3zt/vZHv/rseOtP2hYsENQNIWwD7AuaRrojcDu9r+Rcm4WhUJpMbkavfL5M2bar5715HXx36HdBdPDCUz5i8a2ADyHcjvAXPbXjJPm92z1jszHS3PKGl5vLSqqwCoSEs1liQdX6q+0w7TLzheQ7ooPcL2XV2PVVkYMc8QmOrK2yRPNJK+TUpk3MjwDo/Vd74BkLQ6M84SmFwsoAHkmdPLAkeTlpfe3fXYZbZXLRbcGDrx5QvslW0/1Uix2GbH+SgFeqstCi7pZttLj/LYLbZfNbtjGi9Jf7L9htJxDGpkaYB+ZQRqJun1zHg8P6FYQGPoft17/B9UX64hH8fX68w6krQQ6eZA1cfzWkUR7YZIeivprsztpAu9xSR90PZ5JeMawL7Apo0W6N2DNN3xXADbVym136ya7TskvY6UYQc43/bVJWMah5bHS5NG3iXNJzY7FgpnvA4mnQT06oBTXfII0lISSTdJWryVWV4TxHuAZWz/r3Qg4yXpSGAFUjHq6UkB0my7mv3Q9h96PVBz8ih7IC/TOA84Ji9XfrhwTINodpwD/5O0hu2LASStAdT877hM0kdHLqGS9BHSEqsW7J9rrJ3B8PIYV5QLqa9XSuoUzxawVNd2tUvvukk6jNSd8mqGH8+rTSCRXute37di0ogla/cBk0oF07pIILVlX2D9zlIqScsAx5JaWNfsnoaTAY/bfjDVXpuu+vbyknYCPspQ94yfSzrYbXTxaXm8TAi2r5BU9R1JSasAd9k+M29vQyqQeAdplmDtXTVeCEyVdAldF6UtnPw27DagZ32YBqwBrGC7+s8fAEmrAXd2kkeSPkBKbNwB7OE2upltQkpefJZUX20BYM+iEQ2m5XG+I3C0pOeQLlIfIS1NrtXOwEn586eTMFoVmBvYtFhU4/Ma0lLBdRjetXedYhH1t8mI7e8ViWLWvImGjufZpFwuYFLX952LoxaON6dJOp103QzwPlK3zTATYglbQyRdM7KGTa99tZDUuRBah9SW/dcMv7tRffvNfJfgbFIr3/cAnwHmsv3xooGNQdI1wBttP5y35wP+WOtYgYkxXlolaZeuzUmkjmYvtr1BoZDGJOlyUkL9PklrkTo87Uy6q7eU7S2KBjgGSWv32l9r3YmWSfoB6YJoMeC1wFkMP7bsMspTqyHpl8COtu8pHcsgJF0BrGv735LeQmo08GnS+7PamjYtmwjjvEPSiwAaSTSS62OtmDen2j6nZDzjIekWUjLjsdKxPFtI+hXwMdv/Kh3LoCTdTkow9pp9ZNvVr86Q1N2F7XzbJ5WMp2WRQGqIpMNJb96f513bAHPY3r5cVKOTdHSfh2275rtKAEh6LqlrzPp51+nAN2w/Ovqzyss1bVbrTGGXNA9wac0FHVsfL5K+C3wT+C9wGukE/rO2f973iRXI09c7niAtk/1lzUsgWWOyRQAAIABJREFUumuRSPoRcJ/t3Uc+VrNcq2xp22flY80crrTbUMsk9S16bPuw2RXLeOUaQgbmB1YGLmZ4UmCzQqH1NeL9eSDwL9t75O1qa9oASJpGes2n72KoRly19fgaH+d9uwnb/uHsiuXZRtKvgR0cHamecblmo4EXkI7nFzH8eF71ja+JRtKFtt9UOo4WxRK2tnwC+CRpFgzA+cCB5cLpz/b7S8fwNPg/218mJZEAkLQ5abZDzY4A/pQvPgDeDRxeMJ4xTYDxsr7tz0valJSA2YxUO6P6BJLtr5eOYSbMIWkOp9bUbwe6ZwVWv65d0keBHYAXkTomLgL8lPRvCU+jzoVzTqQ/1lk2IGkSaalJzX5UOoCZNIekOW0/QRrTO3Q9Vvu559nAS0lLwI9rpU5Z4+N8odIBPIu9ALhR0qUMT2bEcuqn36GlAwjD9OxAHMZW+4d4GO7jtr8PfL+zI9e62X/0p5SXl4F9rlOTJK+b/a7tj5aNbCC7MWOyqNe+qtj+vqRzGZqquZ3tKwuGNLCGx0vnePp/wIk9amdVS9KqpCTpKxjeEaTaJY+kYpN/kPQv4DFSQh1JSwEtzOL5JKlA/58AbN8s6SVlQ5rw/kCaTdoZH/ORZpWuWSyiMdg+G0DS4sA/u2aVzgssWDK2MRwLTJF0L2lWZuf9+SrgwZKBjcX2uyUtQLoJcEhOyBxPSia1sKSqxXH+1dIxPIvtPvaPhKeD7dMBJC0C3NtZzZCPMS8qGduzVCzDmkmRQGrLB5kxWfShHvtq8/rugra2788FcKsl6Z3AhsAikrqnTs9PWuJTNUlH5xk9V/TYV7vmxkv2W0k3ki6WPpFbhFa7BGyEY4BdgWtpoEg8gO09JZ0DvAw4rasY5VwMzdKs2aO2H+skGSXNSZzMPNPm7V4iaHtaXjrYgl8xPAHwFPBLUhKyOra/Jels0vvzjK4uiZNItZCqZvtB4AhJRwFbAj8E5qHrBl7Fmh3nkpYAfgC8Me+6kHRD6fZCIU14tqdIWhhYLe+6pIXlbJJOYcbPzAeBy4CDal6CT6rxuVaPfVUez1uW6x71fAiYd3bGMpFEAqkBkrYCtgaW7G5VCTwfaOFu2CRJC+QTss6MkrkKxzSWv5M+hDZmeCvWaaSOLLV7dfeGpDmov1tfR4vjBdtfzHWQHnRq0/4wM3YLqdW/WixSbvuCHvtuLBHLTJgi6UvAvJLWI3UfOqVwTBPdI5JeZ/tqAEkr0U6Sd87uIre2H82dqqrl3Ip9xL4/l4hlvCStCWwFvBm4ANjU9vlloxpYy+P8WOBgUockSOe+xzKUUKpKj3pZw9RaL6ubpC2AfYBzSRfVB0ja1fYvigY2tltJSx+7u2pNA5YBDiF1lqvVXN21VG3/r/bjeaew/Wgqnp25UZ/HfjvbophgIoHUhouAu0nT1fft2j8NuKZIROOzH/BHScfn7fcB3y0Yz5jyidfVkibbfhymJzIWs31/2ehGJ2k3oHNR+hBD3RIeI52UtaC58QLTk3RrAUvk2SQdLdyx3l3SoaTaH90nNb8qF9KE90Xgw6RZXx8Dfk/UR3imfZbUcvsO0rFxMVKSoAX3SdrQ9u8BJL2LNm4gNSd3G3qA1DluB/KsY0mvB7B9xahPrkPL43w+20d0bR8pqdqbdrafDyDpG6Tz9KNJr/k2pNl3LfgyqenKPwHy7OmzgNoTSGvaXq1r+xRJl9peTdLUYlEN5t+S1rd9BoCkDYBqry2yyxlqJrA4KV6Ramj9FViyXGijs71d6RgmoujCFmYLSa8ltWcHOMd2C4kvch2hjUnJ1suBfwIX2a72hAZA0l62dysdx8xqcbxI+j3pLu+wZWAtFKiW9HNgOWAqQ7G71g6PLZN0tu23S9rb9hdKx/Nsk+/yLp83r2+ldbWkpUl32l+cd/0L2LaVGT0tyZ/7nZPjzgVTh22vM8OTKtPwOP8OcC8peWfSDaQFge8A2H6oXHSj69X5s6FuoNd2d+jNRdevrrlrL4CkG4ANOkXuc524020vL+lK2yuXjXB0kpYljfHn5V3TgK1bmEEt6RDgpK6bGe8E3m37Y2UjC7NTJJAaMmKq7NykZT0PNzJFdg1gGds/k/Ri0l2m6jubdD6EJH2ENPtod0nXVF5cGElv6bXf9nmzO5aZ0eJ4aWFcjEbSTbaXLR3Hs4Gk64GPAIeRlmcMq7TewOyGZuXC0zsBS9j+eC7ovLTtUwuHNjBJLwDorhMXQreWx7mkO/s8bNtVdk2SdBGpK3In8bUV8Enb1RYu75C0D/Bahi8Fu9b258tFNTZJG5I6l/6F9Dm6JGkp+LnAR23vVy66wUhaEMD2vaVjGdTIhONo+8LEFgmkRilVXt0EWMP2F0vH04+krwBvApayvUzuPnC87ZEF5Koj6VpSN5OjgC/bvrSFREEuLtgxD6kw3+WN3DltcrxI2hs4uzMluSWSjgD2sX196VgGJel++teeqLKjiaT3kpaurUWqs9atidkNrZJ0LGmG4Na2V8yFhS+s+U51R15W8k1gEdvvkrQCsLrtI8tG1l8uYLo38BLSRZ5I47z6G1+tanmctyoX/96fdO5iUvHvnVsp/p3fp51zrPNtn1QynkHlmXbL5c2bKi+cPV1OHH2ddDx/t6TlgVVtH104tDFJOp3UVfPnedc2wFtsb1AuqjC7RQKpcbVP0wSQdBWwMnBFJ9YWkjAAkjYHvgpcYHtHSa8kXWi/p3Bo4yJpMWC/FuJudbxI2pT0gToJeJyGLpTyVPClgNtINZA6sVf7mueaUwL2IC0t7a49sZDtr5WLbmySvmr7G6XjeDaRdJntVbs/NyVdZXul0rGNRdLvSN0Sv2D7dZLmIh0jq77rK+kWYCPbN5SO5dmi8XG+O/AN566akp4H/MD2R8tGNvHkmWkL275wxP61gLtt/6VMZIPLxe6XoKumr+2fFQtoQJJ+C5xA6jDYOZ5fXvM5V0cupr078BZSsvQ8YM9ai2hr9C5sQNT6nFlRRLshI94Ek4BVaaOzxqO2LckAaqSdbHaO7RM7G7ZvBapPwvRwF0P1EGrX6nj5PqlTzLVuLzP/jtIBjJftJwEkbTSizsQBOQlZdQLJ9jckbUw6CQM413Z0BHlmPSZpHvLMNUlLkhoMtOAltidL2hXA9uOSnhrrSRW4p7XkkaQ32b5Q0nPc1SmpIS2P8+cBF0vaDlgY+DFpmVLVJC0D/ISUkFkx13Hc2PY3C4fWz35Ar1qZD+bH+nWvKk7S0aQbX1cBT+bdBqpPIJHGyc+UC8Q3dDzvdFvbSdJ8th8uHc8AOuP4JcCawDl5+22kJlWRQJoJkUBqS/fB/AngdtpoE/4rSQcCC+STgg8DhxeOaVAX54vRI4BTW0kMSDqAoeU9k4CVgFZqq7Q6Xu4ErmtljHSzfYdyl0GGfy7cUSik8fivpPcBJ+TE4/toILEuaS/S0tJj8q6dJK1p+0sFw5ro9gROAxaVdBSwNun40oKH853fTlJgNaDKgsIjXKbUUfPXtNPh8YfAKsAfgdcXjmVmNDvObe8qaT3gUlInvLe6jULxhwC7AgcB2L5G0mTSstNaLWz72pE7bV+bl+TVblVghRbPuYBHcj27zvH89cB/yoY0mDzr61BSsndxSa8DPmZ7x7KR9ebchU3SGaTxcnfefhlwZMHQmhZL2BonaTXbl5aOYyxKVfrXJy0xOb2FYo4wvdbUusD2wGqkKadH1n5CI+mDXZtPALePnKZcsxbHi6QjgVcCpzL8Qun7pWIalFIL4g+RilFO7z7UQj2evKz0ANLsL5Mu+naqffq9pGuAlbqWaswBXNnCFPbWSFrcQ516FiLdhRSpo+Y/iwY3IEmrkmqsvBq4GlgEeK/tq4oGNoZcX20ku+IOj5IuBq4h3aA7fuTjtj8z24MawAQZ52sCB5Ne9xWB+YAP276naGBj0FD7+GaWDUq62fbSozx2i+1Xze6YxkPSicBnOgmBlkh6A2nW+gqkm7tLAJu7gSYakv4EvBc4uWusX2d7xbKR9SfpBtvLd21PAqZ27wuDixlIDcrFM7fKXw+QsvDVkXSG7fUBcgKg+iTASPnOxpnAmZLeRqpxs6Okq4Ev2v5j0QBHYfuo7m1Ji0na1fY+pWIaywQYL7flr7nzV0u2IBUtb2WZw3R5Wen/lY5jJr0A6NQNWKBkIBPcr8kzSWz/C/hN2XAGJ2kN2xfbvix/Bi1PSgo00Zq9c/e3Me8i3TjaALi8cCzj0ew47/JDYKvOzJg8o3QKQ4WSa3WvpKUYmlHyXqD2xMZlkj5q+5DunUpdh1sY9wsC10u6hOE37TYuF1J/nZv+tv8kaR1SklSk2evVz5zusH1nur8+3ZOj/WxFzs4FwLu7DZ5VMJ6mRQKpEXk6aSdp9DjwClLF/tvLRTWmhUoHMKuUWshvC7wfuAf4NHAyaUnYiaS2oVXKdyA3J42ZlwO1d9VoerzY/jqkmk22HykdzzhdR0pmNHGXuptSN5PtmbGQ5g6lYhrQXsCVkv5AOoF8C1B1R82GaewfqdaPGUoKPEaafdQMSYuSZgi+Ke86nzRD8K5yUfXn1FL7uHzHuqXXu+Vx3rGG7Sc6G7aPl3ROvydU4pOkmVPLSfob6WbSNmVDGtPOwEmStmEoYbQq6QbYpsWiGtwepQOYCQcxdDx/lDYSdSPdmWcKOhf/3gmovs6d7U/lWsJvzrsOdiPdBmsUS9gaIOmPwPzAccBxtm+WdJvtapMXAJJuBf7faI9XXgMBAEl/JnV3OmLkCa+kL9jeu0xkvUl6PrAZsDWwDKk43PtsL1o0sAG0Pl4kvRE4DHie7erXhXfLy2N+Q0okNXEnr0PShcDFpBOx6XfBbM+w9KQ2eQ3+annzEtv/KBnPRCXpn6TPz55qXZIEIOkK2y3W4QFA0pnAZNLnKKQbMtvYXq9cVINpLfnV+Djf1/bn8vefsv2jrscOs111DSdJS9q+TdJ8wCTb0zr7Ssc2ljyzsbP8aKrtFhJ2TWr9eA7Tb9rtT5qlKeAM0nHxvqKBhdkqEkgNkNSZlnwyMNn2RZJutf3KwqH1Jek+0kVpr7tiVddA6JCkToG+XGT4gZoL9kn6L3AJ8BXgglxUuPqxAu2Pl1bXhQNImkq6M3YtML0TiO0pxYIaUO11JvqRtAhpNmn3zKnzykU0MUm6gz5d+UYu+a2JpAdIbZJ7qj3J2+v92cp7trXkV+PjfPqF9ciL7BYuunvFKOly26uUimmiknSB7bUkTWOoZiOkc0fbnr9QaGPKx/NRE3S2+7acDzMvzz7am9SNTTQwXmoWS9gaYPvdkhYgzSzZQ9LSwAskrW77ksLh9XNH7Rf9o5H0NVJXpxslPYfU0eR1wBOStrZd67rZ3YAtScsejlXqftOKZsdLR6PrwgEesf3D0kHMpFOl/8/eeUdJVlVd/LfJcUAUEVByBkmSgwRFPwUEBQQkKCCI+kkyACYEjASJKoqAZCVKECTnzJCH8IEYUDERR3LY3x/nvunqnuru6oGZe2/zfmv16n6vptbaFFWv7jv3nL31IduX5hYyEiT9iJjBH0df0c4MUSxomWSeKPnmeRj+DRyaW8Qb4AlJ29LnO7E1UMtO9Tttd5qA/0rSHtnUDE/N73MN8nfRSFqCMLafLd2gNowBZsijanRje630e9bcWiaBfwM/yS1iUpD0NdsHqX/K8wRK7nBMHARsbLv4cbsaaAtIlWD7GSJK/gRJ7yRMbw9LqRvvyatuUKpZBHRhS+DA9HeTaDYnMRZ2IoUar9k+HDg8JVNtRZhqziNpb+Bcl50eV/P7BSqdC09cp4iVP5/+I2zFJ4IAuwJ7S3oeeJm+XaU58soalk2BxZMPQsvkpXiz6SEYX0Mn4BDsSIyBHUbcdNwI1GKs/Z/Kil81v8+nSiP4U3X83awJps4na1gWJ0zXZwc27jg/Htg5i6JRjqQhv9ttPznU45kZb/uK3CImkWY9e3tWFZPOP9vi0ZtHO8JWOZLmt/3n3Dq6IWkZ2/fl1jEpDIhiPRu41PbP03Hx7dSdSFqGWPhu6YJjWWt+v8Cgc+G7Fb6YASAZOQ/Ettef4mJGiKSuNxe2i+7+knQxEdv739xaWspF0jntWEMeJM1PFL9Wp6/4tZvtv2QVNgqR9FeiE7NzI8n0bQjMl0VYj0ha3YWm8g6HpAWBx5sUMEkzAnOVGtIj6Y/0vTfmA55Kf88O/KVkf1hJ59neJLeOtyKSjgDeRWysd26UFu2vWiptAamlpQuSbgY+SySvPQS8rzFDlPSg7dIjZVumMJLWtH3DcOda3nzSiO/CdIwM2L4xn6LB6Wj/npcYi72C/ouZ0tvAW1qGZRSMO7S09IykGYCdiHG2zu+h4sfyJd0OrOFIeUTSdMANtlce+pl5kXQs0Vl/UTr+CLCp7c/lVTY6kXQBXa7lDRX48Z3Q5XTx/qql0o6wtbR0Z3fgLGJs7bCO4tFHgTtzCmsplqNI8azDnCsGSXsN9bjtH08pLZOKpJ2AvYiCzL1EqtnNwLoZZQ1F0/49lhgZbGkZjdQ+7tDSMhJOBh4EPgwcAGxDPSPs0zTFIwDbL6ciUumsZnvCmKDtiyUdlFPQKOeQ3ALeCLZrGZ2ugraA1DJZSeMlJ9neJreWkWD7FmCiLqO003HRlFfUUiqSVgfWAOYcUJAZQ9neDQA1mlAOZA9gJeAm22tLWppYwBdJxSa31VK5Z0aV2L4g/fm87TM7H5O0RQZJbxkkHQocb3tcbi1vIRaxvYWkTWyfKOk04Lrconrk35I+Zvt8AEmbAP/JrKkX/i7pm8Ap6Xgb4O8Z9YxqOr34UoFxCaIj6aHOAmSp1NwlWCJtAakCBmsBbyi5Fdz2a5LmlzRdDReYlvxI2ogwMG/izUuP2pwOmIXQ2lmQeRbYPIuiHrG9f24NbwIv2n5BEuk6M07S4rlFDYekNYHvMPH7fKGcukYpY+nzzBiIgSpec0nz0vd+AcB26al9+wJn9nCu5c3jAeAXkqYhwldOT0EsLZOPV9Lvp5Pv5D+IuPAa2BU4VdLRxDXyMWD7vJJ6YmtgP+DcdHxtOlc8kpbtcvoZ4DHbr3d5rBgkbQgcA/yBeL8sKOlzti/Oq2xYau4SLI7WA6kCJDUpYGsCSwFNNPsWwP22d80irEcknQQsSYxrPNecr2E8pjYk3cvQxcZuX1pFIekR4BPAva7oAtVpaC9pKmAW289mljXqkXQ+sdj9MrAW8CQws+3/ySpsGCQ9COxJFDcmGH7bLjnlqSUTkn5EpIPeT9/7xaX6TiQ/ko8SibG/6XhoDLCU7VWyCBsBknYnCjDjgV8CKwD72L40q7AeSYX0HYib6huAY213C0woCkmrAYvZPknS24nredHG5ZI+C5wNvBf4FbGp9K0mfKUGJM0C0AY7TH4k3QYsD4wjijBLEtf2WYFdSk5qS2uXjWw/ko4XBn5XujdsE44k6R7by6a05Otsr5ZbW420HUgV0Iw8SPo8sJbtV9PxMdTRIvuH9DMVo2NkpmQ2Sr+/mH6fnH7XNEL4GHBfTcWjxA8k7Urc3N0GjJF0hO2DM+sa1XTcQH9L0geA2YDfZZTUK89UsGM36pD0NmBR+rewl97FA7ApsLjtl4b9l2Xwd8L/6GNEkbRhPFE4rYEdbR8h6cPA24DtiO/U4gtIyT5gifTzH+BuYK/UKbBVVnFDkEaS1iRCEU4iPqenEZsDRZI2jJ61/RTRBVNLR+O2tk8Z6IUoRaNmqZu8tZs5J/4E7GT7HgBJ7wW+BXyd8F9dPp+0YRnfFI8SjxLX9dKpuUuwONoCUl28jdi9a/waZknniqYZk5E0k+3nc+sZCZLGAscDp6XFQdF0dMBsYHuFjof2kXQHsE8eZSPia8BFkq6hfzpVkYuZDpay/aykbYCLidd6LNAWkKYQJe/adeEqSQcD59D/fX5HPkmjm9QlsDvwbuAuYDXgJmD9nLp65FFgWjreKyVj+27gbkmn2X5l2CeUSTPy+FHg5DQe220MsigkHQZsTCQ8ft/2remhH0l6KJ+yntic6PS6A8D23ySVOr4OgO3XJX0NOCO3lhEyU/pd28Zu1WbOiSWb4hGA7XslLWX7kQouMbdLuoh4v5uYhrlN0icAbJ+TU9wQ/CJtIH2TmIiZhSjatUwCbQGpLn4I3CnpKmJh837CQ6NoksnwccSHdT5JywGfs/2FvMp6YkuiBfy2FHV6AnBpBd0x6oyQl7QG0QFWA98D/kvsPNaQBNIwbWqJ3RQ42vYrkop+n4yGFLaKWTX9XqnjnKmjmFEru5NS+myvJ2kJ4PuZNfXK88Bdkq6gf8GxWA/ExAKSfkCM33d2fdXQpTFW0qXAgsC+kmYFivYnSdwDfNP2c10eK3108CXbbr47Jc003BMK4XJJXyHGNTutGko26F84/b5/oNF9yXSaOVfMg8nf9tfpeMt0bnrg1XyyemIG4J/AOun438CMRNHaxKZYcdj+Zfqzmi7Bkmk9kCpD0rvou/G4xfY/curpBUm3ELtK5zddMZLus71MXmW9k1qUNwJ+RowonQAcUeriQNL7iM6p2Yhi41NEO37x3Q21vTcaJO0G7E2MCmwIzAecYnvtrMKGQNJ+6c/FiRvrJlZ+Y+BW29tmEdbSMhmQdJvtlSXdBaxq+yVJ42wvnVvbcHR4Ifaj9FQ/SdcTRrdNV8wOwFS2v51VWA+k7/3lgUdtP538eObt7BwoEUkrdjn9DPDnxgKhVCTtTXx3/g/wXSI16Szbh2cVNgyS/tjldNGhCMkzc1lgrO1u75kikXSG7U8O5vlZidfnTMCX6BvNvAE4CniR8M9sTe9biqYtIFVGjSkskm6xvWpjYJbO3W17udzaeiGlJexAtLFfApxKXPS3s13ynDKSZgOo6ctI0kHA5bUYlTZImtr2ax3HAqYufcEOIOlaYEPb49PxrIQp4vvzKhseSTMSSWxOZo6LE12CRb/ukrreQNs+YEpreasg6VziWr4H0en1FDCt7Y9mFdYjiujkxdLhQzWMhkkaa/t9ku61/d7Oc7m1DYekjwNXNt+fkmYH1rX927zKhkbSzcCKRCeSgGUIs97ZgM+X/t2aDNg/RGi/pPWKmzykEeqdiemATnuJopNvJc1t+3FJ83d7vLFyaJk8SFoIOIIYATcxBr6n7UezCmuZorQFpIroSGEZR18bdbEpLA2SzgJ+DBxNdE/tDqxUspFjQ/JAepoYwTu708BU0jm2P5FN3BCkNtjNgAXoX2ws/uZU0nhgZuDl9FP0YqZB0qOE+eEJtquKBk2+GMs27+/0/rnH9uJ5lQ1PGi19P3FzdDPhnTHedtExxJK+3HE4A9Hh+IDtHTNJekshaR3iPfN72y/n1jMcktYFTiTMVwW8B/h0BRtINxIbLmcBVwJ/A35YybXlroGbRJ0bYaUi6RwiAWxcOl6KiK3+GnBO6RtfNdL4vwzgGSJN9l9TWs9IkHSe7U1y63groUga3I+JGwIWG/RJhZAK1D8BTk+ntgK+ZHvVwZ/VMtpoC0gVMfAmrxYkvYOoVn+QWPheCuzuCuKqJS1UY1Vd0u+JxcvAiPBDs4ka5aSuna1IIxrECOGvbT+bVVgPSPoGEbd9bjq1KXCG7eL9YSTdYXtFSf9LtH7/sNuNX+mkot0lttfNrWW0khbt4zo67cYQZqa35FU2PGkz41O2H0rHiwGnl97JI2ll4AFgduBAomh3kO2bswrrAaW45wHnJnRSlUq3MfDmXOnXRklPMfFY0jNEot9Xbf9piovqAUm/A1YHrkqn1iXWXwsCB9g+eZCntkwiabOxea9MR4QMPFf6ZiOApAeIgu7ANfo/s4nqkUGui8VPlaRx6muI9PIbmnVAy6TRFpAqQtLFwBa2/5tby1uFQUyGnyFmxu+a0np6pVYfIZgw+rUNsKDtAyW9B5jbfUkyxZO6G04jbprOAg50/9jT4ki+Wc08/rW278ypp1eSn83OwJHAzrbvq+EmbyCKdJDbbC+SW8toRdKdwIpOC5/kcXN7Df4fgyzaJzrX8uYh6XiiA/kn6dQXgTlsfyabqB6QdAbwBP0Net8BbAdcb3vlXNqGQ9J3gceJ708RmzILEN6Cn7W9Xj51gyPpEmD7pgAgaS7gJGBr4vu0uPWYpOttr9VRiFHn7xoKMQ1p3bgJsJrt4tOGG2uP3DomhTQN8xRxfTFxfXkbKXHY5XrDLgisnX5WI8IorrO9Z1ZhldIWkCpC0tnAckQ0azUpLMnT5rvAC8DvCdO+PW2fklVYD0g6jUhJuiCd2ojwFVgAONP2QZmkDYmkXwBH2b43t5aRIulnxIjm+raXTDfWl5a86IXwQCLMs3cg3h8nE35ZaxNRykW3Jif9c9G/nfov+RT1hqT1ga8QO0rfS/P5X3HhKY8DDECnBuYkdqqPzqdqdDPISFIVRZhUzHgdaL43tyE81ooeeZS0EvANJh7VqOE1n5mIef5gOnUZ8F13TzcrhuQL9wX6G/T+lDDonankTchunQzN57bkLgdJ99tequNYRLfjUjWMPY4WanmtFcmUEIllnfdzRRv0A4MZxjfYZRvHz02kx60NrAf8xfb/5FVVJ20BqSJUbwpL8+X/caIAsxexI1PkQqCTZC780WbBJWkW4HdEQsjYzgVDSUi6H1gE+CPx5dTsKNWwaG9GkqoyXU8eSFcBx9m+ccBjR5Zc6JX0JWIe/59EO3U175cGSdPXNN47wAD0VeCfLtz4u3aSN8zVRJomxE32erY3zSaqR9KI4xfpKwpcB/y09Pd8Gr3/KnAvfd6NrdHtZCJtBJxke5vcWiaF5K9ykO1z0vEngL09IIilNCT9lEiPOzOd2hx4jHjvX1hq5xSApJNtbzfcudIY4Ds1FbHZu47t1TNJ6hlJ13U5bVcQXNINSdO68FAHSX8A/kN0N14H3GX79aGf1TIY0wz/T1pKofRC0RA077MNia6dZ2Jzpgq1JC4bAAAgAElEQVTeScfuAPAKMJftFySVvHD/SG4Bb4BX0iK4GTOZk44bj4JZdrCd3ZKLR4ndgcVr8CUbiKRVCJP72YD5JC1HjDp8Ka+yoWluoCW9kzDRnkdSFV1fFbMrMer4TeL6cgWwS1ZFPZIKRT9OPzXxb9vn5xYxEiQdbnsPSRfQPSa82OAS269Jml/SdK7AHL4L2wJHSfol8drfCmyniD3fI6uyofki8An6CrwnEsErJjodSmbpzgNJ0wBFe6slNu74+1UiYKAKM3Dba+fW8EZJXXbrA58imgPmyqtoWI4kPp9bAysA10i61vYf8sqqk7aAVBGSFgV+ACxF3HAAUHK7YOJCSQ8SI2yfTwWBFzNr6pVTgVsknZeONwZOS63t9+eTNTRdbk5r4kjCzPmdkr5H7OR9K6+kwZG0M3C17YfTF+rxRALen4DP2L4jp74eeYzw9qqRI4nFy28BbN8tqfQFO5I+BhwKzAP8ixjxeYABi/mWNw9HGlLx6Z+dSDrD9icHjDxOoIIuwf1SMWDg6P05+SQNS2N4fEhWFZPOo8ANks4HJozb2S6++Ji8AgfbALtmSmoZCbatSAR9xvblqeA1C1CsUa+kfYGvAzNKasI+RKTf/iKbsB6xvUNuDSNF0ta2T5fUdVPR9pFTWtNIUYRRfIoIW5mDKJ5+JauoHrB9BHBEmiTZAfgO8G7CQqBlhLQjbBWRHOT3Aw4jChk7AFPZ/nZWYT0gaQ7ii/W19MU6xvY/cuvqheThsGY6vMH27Tn19MJgN6e2q7g5lbQE8AFiMXOF7QcySxoUSfcBK9h+RdKngC8DHyJ2OParYadJ0nHA4sR4ZudNXvE3HJJutb1KhSOPdxO7d5fbXiEVvba1vVNmaaMOSV+zfZCko+hehCm2Q1DS3LYfHzDyOIHSR8EknQIsAYyjr5PUpXs31Yyk/bqdt73/lNYyUtKo5meIQnrnRmnRnYJpI2kXwmR94bThe4ztD2SWNiySfmB739w6ekXSDIRx81OEP+lXgfcDfyACS/6TUd6QSPqC7Z9KOrDb47ZL3iz9PrAF8BfgdGKj93bbC2YV1iOSDiU6kGYBbiLG2K5zhUnbJdB2INXFjLavkKS0aPyOItq3+AISUcj4YLrwN5yUS0wvpDGqcbaXICJka+JAImWg381pZk090TF7/2CXcyXyasfs90aE/8QTwOUKA/ka+Ev6mS791MRjaYzN6TP7JeD/MmvqhVdsPyFpKklT2b5K0uG5RY1SmgJ0bddxbD+e/vyC7b07H1Ok4ew98bOKYmXbi+cWMSlIWpPYpW4MwBtvuKK7vptCkaSZbD+fW88IOYnooNoI+B7R6TAuq6Le+CKwCnALQOpIfmdeSb1he19J8zKx0f21+VQNyUmEncTMxIbdfcDRRHHgV8R7p0hs/zT9LrZQNASfJdZWPwMusP2SpJq6UG4i/NX+mVvIaKAtINXFS4rY4Ycl/S/wN6KSWjRpN2xdYvTuIqI9+XoKLyClbqmHJM1XoS9JzTenA+fxp6bsefzXFckOTxFdU9/reGzGPJJGRg0700PweWKMbT7CBPzydK50nk6t1NcCp0r6Fx3jJi1vHrYvSL9r9REE2ICJi0Uf6XKuNG6UtJTtYke+h+A4YE9gLBEuUAWSVie0z0KfL9znXHgyZWIx21tK2tD2cZJOIjoFSucl2y83/p7JR6iKm2tJPyRGe++n731u4rupRJayvUx6jf9qe510/veps7d4JM0H/C+R2NtZtPvEYM8pgLmJ76GtgcMlXUWMP05TQwCI7bMkfUxSY1R+TbM2aBk5bQGpLnYHZgJ2IzpM1gO6JrMVxubAcsCdtneQNBd9UcSl8zZgnKRb6e8lUKyJZqK6m9OK5/G/TXQ2TA2cb3scgKR1iJ3U4km+ZF9j4rGB9bOJ6pEafW0SmxC+cHsSkeyzAQdkVTTKUYWR8pI+T6TFLSypM+J5VuDG7s8qitWAuxTRz1UlghJj9xfnFjEJHA58GDgfJvjC1ZLu1HTzPi1pSWJToIZOnmskNeuXDYjPbC03px8nQjRKDobp5GUA269K+vuAx2op9J5PbKJfRh0hMdh+Dfg9Uaibnuj0mhH4m6QrbH8qq8BhkPQDokvw1HRqN0mr2/56RlnV0nogtUx2OjxKxhJFr/GEH88SmaUNSyoCTITtYs0cAZLJ9wtEtGlzc3pqDSlbtc3jw4TdxlltP9VxbmbiGts1ma0kJF0K/IYwQtyVKEz/e+DITElI+rLtQyUdRndfm70yyOqJ1FV3uQuOdh6NqMJIeUmzERsZPwD26XhovO0n86jqnVq9m2BCZ8bUwDn094YrOhhB0i0eEHtfgy8cgKTPAWcAyxNJZjMRXoI/ySpsGNJ0wE6E/6GAS2wfm1dVb0i6GNiihrUKQNoQ/TXxOm+Z/iYdf9J26WlgE+6Lcut4M5A0BtjUdtFTJWkDZnnbr6fjqYnGhho2M4qj7UBqmRLcLml24FiiFfy/xCxq8di+Ji2AF+1I1ijesd920230OrEIq4kLJc1s+zlJ2wIrAkeUfMOR2nefGnCu6I6vAbw9jQvsnoqj10i6LbeoYWiiV+/LqmISSOOxr0uazXat6Xc1Ul2kfHp/PCPpCOBJ2+MhFu2SVrV9S16Fg5MW6JfUsFk0CKum3yt1nDNhfl8yj0lag/CFm5boXi82iKIT2z9Pf15FjCXXwpccKU8Tikbp+/SIjJp65XmiS3BgUmKp4QJf7fh7oK9dLT53R0n6JnAJ/V/zewZ/SpnYfpbCLUk6mB1oNl5myymkdtoOpJYpiqQFgDHAf2wPbD0tjpqTNWol7RIsByxLGCL+kthV6toN1vLGkXSz7dUkXUL4Cf0dOMv2wpmljVoknUck9V1G//HYUhft1SPpA4R/Q02R8gBIuhNY0WnRljoebre9Yl5lQ5Pe51+q0EewWiS9AzgC+CDRlXEpsHslHchjiMCPBeg/ZlpsRymApDsGfhY7O8BKRlJXK4zKPeOKRpHC9lnC5qAznbKWUdPqkLQ18EOiOC0iuW8f27/JKqxS2g6klimK7T8BSPoLdewuVZusUTGv2rakTYCjU2dMG20+efluGpX5MnAUUeTdM6+k3pB0LhOPsD1D7EQea/vlKa+qJ85JPy1Tjh2ISPlp6Vi0U8f/B7ljx8/262l0tnRq9REEQNKGTOwNV7RXmSPGfJvcOiaRi4A7GDBmWirppvRTwIKSOrsbZ6Wv06FobJ8oaUZgPtsP5dbzFmFrYIGKfKeqx/bpkq4GVk6n9rb9j4ySqqaGxUdLIhnd7szEOzM75tL0BlBuAT1SbbJGxYxPhtrbAu9PO+3TZtY0LJI+DlzZjCSlsc11bf82r7LhsX1h+vMZwqesJh4D3gWcno63BF4kOtiOpbCgAaVUx3Z3NwvVRsoDj0rajYhQhjDprcGkv8a4agAkHUN48KxHdMJuDtyaVVQPVL5WnKmyLswbgceBdwCHdpwfD1QxjiRpY+AQYDqiELY8cEAtRd5KGUcUGaspIEkaMiGu1E5eSQO7dP+afs8jaZ7SPe1KpR1hqwhJNxJxpv0iZW2fnU3UJCLpL7aL70CSdBDwNLA98CVi0X6/7W9kFTYMku5l8K6M75bcyi7pXcSO3m22r1PEna5bgUHfXbaXH3Cuihb2mpF0m+2VO44F3Gp7ZUn3214qo7yJ6Bx1kHS27c1ya3qrIOkE4GBXGCmfOl+PJPx3TIzh7ZFSCItGkbzafEZvrUEzxDi17WU7fs8CXGx77dzahqLmtaKkrwBPABfSf8z02UGf1PKGSAE36wNXd5iu32d7mbzKBif5q+1m+7DcWiYFSVcSm1y30P99PmSRJifp+xMiFXEN4Mp0vB5wo+2NsggbBklXDfGwXUHacIm0HUh1MVPJqUgDkXQU3bt1RBiZ1cA+RLLGvcDniPbqX2ZV1BsXEwvH09LxVsRO6j8IX6GN88jqiS2AE5pEs+SdUXTxKDFVl3PtNXbyM6ukd9uesKtE7OxBmbt7nd2XC2VT8dak2kj5VHTZKreOkSLpk8DBwNXE632UpK/aPiursN54If1+XtI8RGFj7ox6eqWqteIA/gscDhxI3/rRFG55kLozfkTcXIu+a8uYrMJ64xXbzzSd9omixwdTEMXWQJUFJOB7uQWMFNs7wITU3qVsP56O5ybuK4rEbdrtZKG9uamLCyV91PZFuYX0yFBpCFUkJaS4x2PpSNaohA8OMHS8t+l8SMlmJTMXcJukO4DjiRSfGlolb5f0Y6CJG/4isQNcPJKmtv3a8P+ySL4G3CTpQWLRvhjwv5JmBk7Nqqw7HuTvlsnP/+QWMKmk3d+J3i8VjCV9gxgd/BdMGK+6HKihgHRhGkU+mPDlMXVsINW2VuxkbyL1tooutQ4OAja2XUXa3QDGSfoUMHUKitmNGM0rnRskHQ38hv7+akWPJKXuqX1sb5BbyyTynqZ4lPgnBRd4JX3f9tfT3xvYviy3ptFAO8JWEZLGAzMDLwOvpNO17HBUiaQ1ge8A8xMF12ZXqejOAUl3AzvbvjUdrwz80vZyNYxVpTGkDxGmtysBZwDH2f7DkE/MSCpYfItIvoFI1/qu7ecGf1YZSHoUOJvo/KpxvGdGoBlVu9/2C0P9+5xIeo1Y7AqYkYhQhrp2rKtF0lrEDeoJqZgxi+0/5tY1HJI6Rx1nAD4O/L10vxhJ99p+b8fxVMDdnedqQNL0wAyNx13JdKwVXyLWitVcWyRdRhRiXsytZSRIusH2mrl1TAqSZiIKvR8i3iuXAAeW/v9gkNGkKkaS0gjbpjWOZqai3aL09518xPaX8qkanAG2AROlJbZMGm0BqaVlCFJXw55M7CVQrIcQTCgYHQ/MQiwIniUiQ8cBG9o+I6O8npC0HFFA+h8idnM14DLbX8sqbBQiaVZiPGYHYhTveODXNSxukrH9LkQkK8SozC9tv5pNVEuRSNqPKEgvbnuxNJZ0Zo03fqkQc73tNXJrGQpJBxNeH503G/fUMmIlaQ0mNqOuYaS6SiSdTWwGXEl/b5i9sonqAUlHEGEOv6W/7iKNhVvyktJjlwcupX/3VNHv84Y0stl4wV1r+9yceoaiLSBNHtoCUmVI+hgdN0od6UktkwFJt9heNbeOSUURzU4Nu6YNknYnTMv/Q4wL/Nb2K+mG6WHbC2cVOABJh9veQ9IFdB8xqSrJRNI6hHfW7MSYyYG2H8mranAk/ZzYbW9u6rYFXrS9Sz5VLSUi6S5gBeCODrPYe2rwQBqIpMWB39leJLeWbkia3imiOt1srJUeuq7km41OJJ0MLAzcRd8Gkkvt+pK0re1T0t9r2r6h47H/tX10PnW9IWmnbudtHzeltYyEDoPhTlzyiGnta5e0vt2Pvnuia4j0uOLXu7W+z2tE0l+BHxOb6Xumvydg+8fdntcyNG0BqSIk/ZBIMml8PbYGbre9bz5VQzMKkhJ+CEwNnEP/XaXSZ6ynBzZj4p3TA3Jp6hVJ+wPH2/5zl8eWLM1jQNL7bI9NhZeJsH3NlNY0UtLndEOiA2kB4GTiOrM28H3bi+VTNzSS7ra93HDnWlok3Wp7lQ4/uJmBm2ooIKWxJJPGkYhAhH1daLJWx2t8su3tcuuZFCQ9QJjFVrFQHmqnvd15bxlI7WuX1K12H3BiOrUdsJwLTjLrJHVPNxsAj9TSNV2bYXzqPB4U2/tPKS2jidZEuy4+CiyfjJ2RdCJwJ1BsAcn1JyU03UcrdZwzEXlaMucBzxCjdyUmUU1EmsN/xfZ+6Xhx4j3/56YNvLTiEYDtsel30YutYXiYGBM82HaneeZZkt4/yHNK4XVJC9j+E4CkBSg8QaYlG2ekjrXZJe0M7EglAQm2Zx3+XxXFdMmYd410w9GPSkZ77iPGkh4f7h8Wggb5u9txUUi6kyFCBUotfmnwtGEASu1Wg761CxFq80LHvcXUwPTZhPXOwrY7veH2T12mxSNpbWKj7m/EZ/Ndkrbr7BosmKoM49sC0eShLSDVx+zAk+nv2XIKGQFVJiVA1fGP77ZdW+LQ74GdgIclLQLcRHTBbCRp5ZI77aBew/XEsrb/2+2BkhfAib2B6yQ9RLzmixDvo5aWftg+RNIGhCfc4sC3XXgii6Qhb5wL/h7dFdiGWLNsPOAxE129RdIx0jMrcL+kW+nfgVzqaM9QCY+ld1FtnlvAJFJFovAwXEGEfzRrgBkJb56i/dWAFyStZft6mLAGKzZAYwCHAR9tQkskLUkUlFYa8lll8M9aikctk492hK0iUifPD4lOARFzv/vY/k1WYcNQY1JCMxue/t7d9hEdj/3K9meyiesBSb8AjrJ9b24tvdKZ1iPpQGAO21+UNB0w1oWn9tRquA4gaSHgCGB1onvnJmBP249mFdYjKYVtyXT4gAtOYWtpGQkd358zEDcXdxPf/8sSI+yr59LWC5J2qs3XY7CRnoZSu00lPQ88Qrw/Fk5/k44Xsj1zLm0t5SLpLtvLD3euNFLQykn0baY/BXza9j35VPVGN++9Wvz4WsP4Fmg7kKrC9umSriZ8kAD2tv2PjJJ6otIuns6xnU8TN9cNxV/gCcPSz0j6I3GBb7phStbeWc1eHzgYwPbLkmoYSXrG9sW5RUwipwE/IaLBIRLZTqdvhLM4UqBAN94tCdvnT1FBLcVTm3cD9H1/SjoHWLHZFJC0DNHxWDS2j6styawpEElaEHjcKc48FarnyqltGJYc/p+0tEzEc5JWbLoZJb2Pgjt5OjZ1Z7G9nKQxAK4gNbaDOyQdA5ySjrchLElqYAzwPPChjnNFd5W2vPm0HUgVIGkJ2w8O1specAs7UGdSgqQ73ZfSM+HvdFy8GaWk+bud72ZMXQqSTiGMYf8G7AMsaPt5SbMD15Ruilyr4ToMuhtWtBF1SkgaDNvefoqJaakCSY9QkXdDJ5LG2V56uHOlUVuSWSeSbgfWsP1yOp4OuMH2ykM/s6WlHiStDPwa+DvJjwfYssMjqSia7qga1uKDIWkGYDc60imJqYEX86kanUjaa6jH3aawTRJtB1Id7AXsAhza5bEaDJ2PJ8woP5mOtwNOAEpOSphK0tuAqTr+bkwop84na2gkjUm7MONza5kEdgZ2J3aqP2T7+XR+KeCQXKJGQK2G6wAXS9qHWEQa2BK4SNIcALafHOrJOag12aklKzV7N9wj6Zf037EuflSDuB5Wk2Q2gGma4hFM6IadLqeglvKoPW3Y9m2SliB84QAesv1KTk3D8ICkh4F5JHVeA4vvtJc0r+2/pULRQemnKlLxaydgaWK0GgDbO2YTNTS1BVBUQduBVBGSZhhYne52rjRqnK+W9CfCC6ZbckmxxsiSLrS9URpdayKfG4rV3ZKX9H4ZjKLfN5JmBb5F/w7H79qusYjaMhnoSAFbh0q9G9Ki/fP0vc+vBX5Wwff/mcTNdS1JZhOQdBnRFXB+Ot6E+G/5QF5lo49aU9gaJN1qe5XcOkZC6jx6rLHCkLQ9sBnwZ+A7JW4cNUh6F3AJMNEoe+Gd9hO6piSdYfuTwz2nNNI1/UHgU8ABxGbGA7Z3zyqsZYrSFpAqolu7Zg0tnJJuAr46ICnhkNLNP2tFkoD32P5Lbi1vJWoc1RwNpMXM/wEnplPbAUvarjXVp+VNRtIJQzzsgndO+5G6XxYnbrRL7xIAJpiALw/UkmQ2AUkLE0mg8xKv+V+B7W0/MuQTW0ZMeq0h0vumJhKpIG5OX7O9dxZhPSLpMGBaKkoblnQH8EHbT0p6P9GB/CXi89p+h04GhrLHqIVGd2N9IGla4Drbq+XWNhQVdk4VTTvCVgGp0j4vMKOkFejrKhkDzJRNWO/sCpyUbrAhJSVk1DOqsW1JvwOKTi0bhdQ4qjmBZMq7FP2/WIs1uu1gUdtbdBx/S9Jd2dS0FIftHXJreKNIWpcokv6JWAO8R9KnbV+bU1cPfCe3gEnF9h+A1STNko7/O8xTsiLpXobu4il2tCe91kj6wIBN0TtToaPoAhJRdIHoyGgofYR96o4uoy2BX9g+Gzi7/Q6dbHiQv2ui2bh4Oq0b/0EEU5TOyUTn1Ifp6JzKqqhi2gJSHXwY+AzwbqDT7Gs88PUcgnphlCQl1Modkla2fVtuISNF0nubpKHKWNj2Zh3H+9eyCJO0H7AuUUC6CPgIcD0RkVs6L0pazfbNAJJWA4oe62mZskg6GHjE9s8HnP8cYda/Tx5lI+JQwhvuIQBJixFJie/LqmoYXGjkfS9Imgv4PjCP7Y9IWgpY3fZxmaUNxkbp9xfT784unlqYesD1fFUK9p1scJ1pw1NLmsb2q8AHCK/Vhvb+cPKwnKQniU2AWdPf0OffNEc+aT3zi+QL+03gfGAWwkagdBaxvYWkTWyfKOk0wry8ZRJoR9gqQtJmaXegCkZDUkKtSHoQWISYZX+OCswFGyRdB0wP/Ao4tZYRsJpHNdPO9XLAnanYOxdwiu0NMksblpROeTLxnhERL7u97VoicVsmM5LGAisNNHKWNBVwj+1l8ijrnUGSEic6VwqSxtN9h735LhozhSWNGEkXE12k30jXxWmIa2TR3b3dRmNqWYclX54TiE7Y5nq+Y+mbYTWOsEv6BvBR4D/AfMCKqYN9EeBE22tmFdgjkmbqCF0pmmS4Pii2Xxvq8ZZJp/Epk3Qt8AWic+rWkj0+S6atMFeE7bMlbcjE85sHDP6srFSblAATLvTjbC+RW8sk8OHcAiYV22tLWhTYERgr6VbgBNuXZZY2HDWPar5g+3VJr6ZOwX8B78ktqheSx8TSJSfGtWRn+oHFI4D0nu8WlFAit3dJYbs9o54hsT0akm/eYfsMSfsC2H5VUg03eJK0pu0b0sEaRKJs8aRC0TKS3p6On8gsqVeqG2G3/T1JVwBzA5d2XCOnIryQiia9r39JdMDMJ2k54HO2v5BX2eC0BaKsNJ1T36Kvc+rbeSXVS1tAqghJxxCeR+sRF83NCWPKIrG99VBJCaVj+zVJD0marzZDatt/lrQW4Q9zgqQ5iYtlFdh+WNI3iRukI4EV0o3e111gYlLqZFi84lHN2yXNDhwLjAX+C9yUV1JvJGPhTYEFgGmaeoDt72eU1VIWL0ha1PbDnSdTofqFTJpGyueJ0aTd0vF1wE/zyXlL8FwqZBgmjMcW21HSwU7A8WkzQ8RmRhVGsRVfz6scYW9GBQec+78cWiaBw4jN0vMBbN+dzMBbWibC9i/Tn9cAbdfRG6QtINXFGsnx/h7b+0s6FLg4t6ihcMSDLpdbxxvgbcC41AXTmaxRdEEsedqsRCT2nECkg5wCFN+SLGlZYAdgQ+AyYGPbd0iahyhqFFdASp0MXwPOqKxw1KT2/cD208Axkn4PjLF9zzBPLYVzCc+jsUC7u9fSjW8DF0v6LvE+gbg+7gvskU1Vj6Ru2ONtb0N/H8SWyctexM3pwpJuAOYkNu6KxvZYwmtltnRcQ9Grodbr+QuS1howwl5LcbpabD82oIm0pvdMyxRA0ra2T5G0V7fHbbffqZNAW0Cqi8YY9vl0M/0E0XraMvmowRiuGx8HVgDuALD9d0m1jBQcBRxHdBtNWICl/4Zv5pM1LJdL+goTx/gWPVKVPA8uIqX22f5TXkUjZv4aPGxa8mH7YkmbAl+lbzTjPmCzGgz7Uzfs/JKms/1ybj1vFdLGxTrERoyAh2y/MszTsiNpemAzJu7iKdXuoJNar+c1j7DXymNpjM2KKPndaVO1JjvJU/B44DTbT+XW0wMzp9+13ANVQVtAqosL0pjJwURhwMTISctkouIEmZdTYaBpvZ95uCeUgu11hnjs5MEeK4At0+8vdpwzdbTKVpvaB9wsaSnb9+cW0lIutu+j7hu6R4EbJJ1P/wJ1u3v6JiNpMN+axSRR4hj1AM4jRu3GAi9l1jJSqrqeq00bzsmuwBHAvMDfgEsJc+RikfQU3cMFAKgkhW1LYkrgNkm3E1MOnR5aRWH756mL91nbh+XWM1poU9gqIXmsrGb7xnQ8PTBDTa3JNSUlNCTPg6OAJYHpiDjZ50pPkEmdMIsCGwA/IPwPTrN9VFZhPZASwQZemJ4h/JC+W6qppqQZbL843LkSUd2pffcCiwGPEDdLjfbiE4daWnoljSVPhO39p7SWXhgihQ2Akr9DJb0O3JV+IK4pDbZdtJ+QpPsq7eKp7nquitOGa/6MQowJNkbxQ50riVTIEPAdIqzk5HS8DTCn7WpMndN96UbAz4jRwROAI0rtum9S2HLrGC20BaSKUJdo1hroTEqwXUVSQkOqrm8FnEl4ZmwPLGZ736zCekDSBsCHiC+nSypIMQNA0kHEl9Fp6dRWhHn8P4C1bG+cS9tQdFtA1rKolDR/t/O2/zyltYwUSQt3O2/7D1NaS0vL5CCFIMwPPJK8yqpB0oHA4/S/UZq75BulNO64FVFUPw843fYjeVX1jqRfAEfVMJ45kNqu55JOJ9aG8wCdGmvahKnuMwrVr7nutr3cgHN32V4+l6aR0OFV+lEiKOlUYC1gu1L/GyQdRvjBDrSZuCObqIppC0gVIekQkolwqa2C3ZB0C2E8eX5TAKtlh0zS7bZXSsbly6ZzVRTyUlFgUduXS5oJmNr2+Ny6hmOoRYGke22/N5e2biiSBuclTMo/Rd9u9RjgGNtL5NI2Erql9tn+Y25dvZCMwOekYyzb9t/zKWopjbTzu1ttLeySPgt8n7g5XRDYxfb5eVX1ziA3ShOdK5E0+r0JMbLxduAbNYy1S7qfKH79kf5dPMUXMxokzQHM0ByXfD3XEGnDlWzCVPUZlbQ6sAYRgNB5PR8DfLxU3Z1IupnQfkaym9gS2NP2apmlDUvyQHqa8Co92/ZLHY+dY3uwEeCsSLqqy2nbXn+KixkFtB5IdfE5IhXkNUkv0LcoKLrNFKpOSnheESt7V+qMeRyYKrOmYZG0M7ALMAewMFHgOAb4QE5dPTK1pFVs3wogaeOokAIAACAASURBVGVidBDg1XyyBuXDwGeAd9M/IWk88PUcgkaK6k7t+wJwABEq8Ho6bWCpbKJaiiMZUW9N/xuOGtgDWNr2vyUtROz0VlNAAp6TtA3wa+JzuTUdu7+F8yIxPv0s0QE2w9D/vBg+klvApCJpQ+Iz+m7imj4P8DBQ7EaM608bru0zOh0wC3EP22mM/CwVpCQmPkXYY/wseZXeRHR+1cAWth/t9kCpxSMA2+vl1jCaaDuQWiY7ks4ibqyPBlYlkhJWsr1VVmE9kLp4/kXcUO8JzAb8tPR2dkl3AasAt3R0fRXXvdMNSSsRRYxZ0qnxwE7A/cCGts/IpW0oJG1m++zcOiaF9H5ZAbij4/1yTw071pIeAVa3/e/cWlrKpsYW9oEdmbWMaDRIWoAwul2TuDm9AdjDBac9SlqfGGFbBbgc+LXt2/OqGjmS3kn/Lp6/ZJTTE+m7aAPClHeFNIr/Sds7Z5Y2aqnxMwqxPq+hw2u0IWmvLqefAcbavqvLY0UgaS6im3ce2x+RtBSxdjwus7QqaQtIFZHGNLYBFrR9oKT3EHPKt2aWNiSS3kF8OX2Q6Jq6lBglKNJobTQg6RbbqzbjdpKmIYoDRRcEkinf5rbPUIrDdV1G8RsCS9N/0V58dHJjLtgxKjgzcFPp7xcASVcDH7BdS1djSyZqbGGX9C+iM6Bhq85j27tNcVGjnGSifQ9wPXFD3W+hXPprLuljwKFE986/iO6pB2wvnVVYD3TYBtwNLJ/Ge4odp2rJR7qeT3QTW/L1vCHdF+0ILED/0ftdcmnqFUmnER3rF6RTGxHXywWAM20flEnakEi6mNic/oYjMXEa4M4aNtZLpB1hq4ufEiMa6wMHAv8FfgKsnFNUDyxuu19rpqQ1iV2OIlH3JLAJVHBjfY2krwMzph28L9B3sS8W269L+hoxF15N4QhA0jGE2fd6hGn85kDRxd0OzpD0c2D2NP64I3BsZk1DIqm5iXsEuFLShXREVts+MouwlmKptIX9qwOOx2ZRMYkkP7WdmfhGqeQksx1yC3iDHAisBlyeNpDWA7bNrKlXnpE0C1G8OykVUF/IrKlnVGfacI2fUYCvdPw9A7AZZdocdOM84GbifV7b5te7gRVt/xcmWCD8Dng/8f1UZAEJeEfanN4XwParkmp77YuhLSDVxaqpO+BOANtPJX+e0jkKGNhy3+1cSWyUW8AbZB9i7OtewjvrIqKoUQOXS/oKE4+ZlN6xtobtZdPo1/6SDgUuzi2qF2wfkgqNzxI+SN92+al9c6bfj6ef4r3gWvKSuhr3Ixa6ANcAB5RcrLZ9Ym4Nb5DzgOuIUbAqFuuj4DV/xfYTkqaSNJXtqyQdnltUj2xKFIz2IFJvZwOKTF7tRB1pw0BVacNU+BkFsD2wmH6DpFo27Wa2/eXcIiaRd9KxWQe8Asxl+wVJLw3ynBJ4TtLbSc0BklYjRu9aJoG2gFQXr6QkmebNPyd9prHF0ZGUMOeAmdkx9JkiF0nnXHWam226vG61/a88qnrH9utEB0nRXSSDsGX6/cWOcwYWyqBlJDS7pM9LmocwAJ07o54RkQpGpReNJmD7W7k1tFTH8cB9wCfT8XZES3uxxp+jgJls751bxFuMp1MXz7XAqamLp2RT5Al0JMW+RqQ81cJhRKDG+QC275b0/qGfUgxVfkZTUl/DVMD7iIJjDVws6UO2L80tZBI4FbhF0nmELclGwGnJ+uD+rMqGZi/i87mwpBuITcgt8kqql7aAVBdHAucCc0n6HjEi8828koak+qQESZ8EDgauJi6UR0n6qu2zsgobhjQi+B3C+2Aa+hL7Si/CYHvB3BomkQslzU68X+4gil5VdH1J+gTwI2JnSVSU8Cjp98BWtp9Ox28DTrG9YV5lLQWysO3NOo73T6a9LZOPCyV91PZFuYW8hdiE2NDYk/DNnI1IqmyZjFScNlzrZ3Qssc4SMbr2R6LzvgZ2BfaW9DzwMn1rrjmGflp+kgfvxfSl9O7aETJQcpLcOGAdostewENUkKpdKq2JdmVIWoK+KPYrbT+QU08v1JyUkIwcN2i6jlLX1+WlGzpKepBYPI6lYxFj+4lsonpE0kzETsF8tneRtCjho3VhZmk9I2l6YIaSR2M6SUlmG9dwPRmIpLtsLz/g3J1NmlxLS4Okm4Cv2r4+Ha8JHGJ79bzKhiZ1Hu9m+7DcWkaKpPHAzMTIwytUUpyu+TVvmfKo7rThWj+jM9h+ccC56W2XPEYFTLi+TEQtYSBpRPP9RAHvOtt3Z5Y0LN0STGtLNS2JtgOpPmYixr8MzJhZS6/8SlKVSQnAVANG1p6gjor1M7ar8N/pwglE4WuNdPw34Eyg+AJS8kFYgHRtlYTtk7KK6o1/1lg8Srwm6d22/wogab7cglqKZVfCmLcZc3gK+HRGPT1h+zVJWxNjMlVhe9bh/1V51PyajxbS53Re2yWPxTTsSqQNz0usWS4lwkuKp9bPKHAjE3up3tTlXHGk68tswMJ0pPYS/01FI2l3wnT9bKLYeIqkX9g+Kq+y7kh6F/G5nFHSCoRmCDuVmbIJq5y2gFQRkr5NzGs2H9oTJJ1p+7t5lQ1LzUkJv5d0CXB6Ot6SMKQunaskHQycQ/9kqjvySeqZhW1vmRbv2H5eA/rCS0TSycRi4C76ur4MFFtASqNrALdL+g3wW/q/X87JImxkfJswz7ySuC6uC3w+q6KWopC0u+0jgFlSfO8YANvPZpY2Em6QdDQThwsUf01PY6WL0nGjZPvafIp6ptrXvFYkXQF8nNgovQN4UtKVtgemEZZGdWnDndT0GR0NBQFJOxGd9vMSYTcrE6ls62aU1Ss7EaFOzwFI+hFRuCuygER4k32GSI/7ccf58cDXcwgaDbQjbBUh6SFguaZlU9KMwF22F8+rbORIutX2Krl19EK6yV4rHV5n+9ycenpB0lVdTruGri9JNxJjmjek1MGFgdNLf79IegBYyhVdVCWdMMTDriDGF5hgdN+MId1Yg9F9y5SjGXOsuV291mu6pM8S4zzvJorrqwE3la4b6n3Na6YZP0432AvY/lZKNl02t7ahqHk8prbPqKRPEwWBlYDbOx4aD/yqho0vSfcCqxCv8/KSliYSQTcb5qnZSdpX7rgXnQG4zfZ78yobGkmb2T47t47RQtuBVBd/J3YHmpnf6YlW2aKpPCkB2+dIuhZYG/hLbj29YHu93BreAPsBvwfeI+lUwqjvM1kV9cZ9wLuISPlaGGv76Nwi3gTWIzrXvifpPZLe1yXit+WtywOSHgbmkXRPx/nG66Pom1Oo+pq+O2l33fZ6ycfx+5k19UTFr3k/JJ0IPA/8xPZ9ufUMwzTJa3ILoru0aGpOG+6gqs+o7ROBEysvCLzoiL1H0nS2x0mqpRngBCKFrdlM35QKEhNtny1pQ2Bp+nfatQEDk0BbQKqLZ4Bxki4jRmM2AG6VdCSA7d1yihuC6pISJF0I7GP7PklzE63UtwMLSTrW9uF5FXZH0ra2TxmwkJmA7R93O18Sti+TdAexCyZgd9v/ySxrUCRdQLy/ZwXul3Qr/cfAPpZLWw/sSJh+VksaMZmWMHT8HjFqcgyxIG5pwfbWaezhEqDkz+OgJL+M/Yj3OcA1xI516Ub9L9p+Md0oTW/7wVpulCp+zQdyNDAfsB1Qelz794jX+Xrbt0paiFgzlkr1acNU9hlt1rnAAt3WujWsc4HHFam9FwCXSHoS+GtmTT1h+8eSrqZvMmMH23dmlNQTko4hRhzXIxKSNwduzSqqYtoCUl2cm34ars6kY6Qs2S0pIZeYHlmwY6duB+Ay29tLmpWYaS+ygEQkaUD/hUyNzEAY3E4DLJXMqIucxwcOyS3gLc4aadTxTgDbT0qaLreolrKw/Q+g6PTMYTie6HL8ZDrejtgJ/sSgzyiDv6Ybpd8Cl0l6CqgllbXK11zSe23f2xzbvg24jfDPLBrbvwZ+3XH8KLBJPkVDY/sa4BpJv3KlacPU9xlt1rmzdHmsCguBjo3Fb0n6ADGV8buMkoZlwDTJn9LPhMdsPzmlNY2QNWwvm0Zi95d0KFBr2FB2Wg+kikhzpoukw0cGFmVKpcbZcHVEgydTx2PTwqZrbHjLm0cy5NsSGAe8nk678E4eJC0IPD7Ao2wu23/KKmwIJL1KjDZM9BAVxPgCSLqF8D+6PRWS3g5cbnuFzNJaWt40un3v1PZdJGkd4kbp97Zfzq1nOGp9zSVdR1gc/Ao4taaOKUmLAD8B3pUM75cFNrT9g8zShiT5ZdWaNjyBmj6jkta0fcNw51reHCT9kb5pkoHY9kJTWNKIkHSL7VUl3UxsAjwBjLO9yDBPbelC24FUAZKmIeaRdyR2BUT4w5wAfMP2Kzn1DUblSQmPSfoS0VK6IuHJ0xQFps0prBeascYBPEPcZJ83pfWMkE2JRJOXhv2XZXEm4YXQ8Fo6V/Io1b2joNDyE2JnfU5J+xPdAvvnldTS8qbzgqS1bF8PExKeXsisaUSkbo2aqPI1t722pEWJNePYNFb9K9uXZpbWC78kkpF+ko7vJVJwiy4gUXfa8AQq+4weRazPhzvX8iZge8HcGt4gF6ZOu4MJWxIT15uWSaAtINXBwcRI0oK2xwMoYogPST+7Z9Q2FDVHJ+4EHAB8ENjS9tPp/GpEC3vpzAAsQRQwIBYzfwSWk7Se7T2yKRueR4kiXW0FpGk6d+xsv9yOUk0+JE1j+1XbJ0kaS3xWBWxRgVFsS0YkzWS7W+ddyewKnJR8eSBGfD+dUc9bgWpfc9sPS/om4d14JLCCJAFfLzylambbN4bUaGuQVOQmaSddQhtuSIW7ljeZUWJcXjWSPkafN9zVti/MqacXbB+Y/jw7+dzOUFN3Zmm0BaQ62AhYzB3zhraflfR54EEKLSDVnJTgiAHftcv5q4Bu0b6lsSywpu3XACT9DLiOML27d6gnFsDzwF1pdLDTjLpUk/iGf0v6mO3zASRtAhRr/p04c/h/Uiy3knYabY8jRh5bWgZF0hrEjuMswHySlgM+Z/sLeZUNjqTdbR8BzJJGesZArAEySxu11P6ap7GvHYANgcuAjW3fIWke4Cag5ALSE2kc3ACSNgX+kVfS8KjytOHKqN64PE0zvJgKpAsDiwOX2i6+a03SD4nO+lPTqd0lrWG7yMYASYN61iV/1ZKvh8XSeiBVgKT/s73YSB/LTUci2JfpPhteQ1JClUh6CFilqa6nHdRbbS8u6c6Sx5Ykdd3hTQXJYkmLgFOJsU0T44/b234kq7BRSunv45bySH5ZmwPnN+8dSffZXiavssFpPHdK9w0cDEkzAy/Yfl3SYkRn7MWljt7DqHjNryEKpWfZfmHAY9vZPjmPsuFJHki/ILq9/w08Dmxtu+QktoH+ME3a8AHN+GPJ1PgZBZA0f2NcLmkqouBbS5H3dqKDZzbgZmKkarzt7bMK6wFJ9wDL2349HU8N3Gl72bzKuiPpdeCu9AP9PZxse8cpr6p+2g6kOrhf0va2T+o8KWlbogOpVKpPSqiYg4gunquJi+X7ge+nhcLlOYUNhqQxtp/tViiSNF8OTSPB9h+A1STNko7/m1nSaGdg+3o/2gJ1SzdsP9aMxyRey6WlRx6Q9DAwT1q4NzRG90Uu2ju4Flhb0tuAS4k0sC2BbbKqGpraX/NzBxaJmq6qkotHAGnDZf206aUO+4DSqTFtuKHGzyjADyTtSlzDbwPGSDrC9sGZdfXCVLafl7Qj8DPbP5R017DPKofZgSZ1rfROu08AWxGTGecBp7cbu2+ctgOpAiTNS7QcvwA0c9YrATMCH7f9t1zaeqHWpIRUVd/N9mG5tUwKkuYGVkmHt9n+e049w9G52yvpCtsf6PZYqUiaizC7n8f2RyQtBaxu+7jM0kYlkh4Hfkb3RBBst0baLf2QdBbhx3c0sCox/r2S7a2yChuGFEhxCTBREqULjw5vrt0plGJG2wepjiSz6l/zAeeK7tiUtLXt0yV1HVW33S0YpBgGec2LX7dA1Z/RplNwG2KcfR9gbAUFXlKxaGfCn2xn2/dJutf2ezNLGxZJWwM/JOw8mg3qfWz/JquwYUgb6JsQxdG3EyFUNZnGF0XbgVQBqUC0qqT1gaXT6YtsX5FR1kioMinB9mvpQlllAYmYw/838TlfRNIitq/NrGkoOgsBcwzxWKn8ijBY/0Y6/j/gN0CxBaShOnig+C6ex20fkFtES1XsChxBjJn+jdhtL9b/qMH2P4DlcuuYRJRMb7chwimgAqPbGl/ztF75FLCgpPM7HpqVvm6BUnlb+j1nVhUjRHWnDTdU+RkFppU0LZHce7TtVyTV0hWxF5EWe2EqHi1E+JQWTyr0Xk1fwvDe6XpZOi8SadTPAvMTYUMtk0hbQKoI21cCV+bW0SsaHUkJN0g6migEPNectH1HPknDI+lHRJV9HPB6Om2iVblUPMjf3Y5L5B22z5C0L4DtVyWVPh4z6/D/pFhqKCq2lMXitvuNZSii2Yvuhq2cPYB9ibGqcelGqYYgihq5kfAMegdwaMf58cA9XZ9RCLZ/mn5/K7eWEVJz2nBDrZ/RnwN/Au4GrpU0P1EcKJ6B93O2H6XwzQxJS9h+UFKz+f/X9HseSfOUel+Umi+2IiYyLgeOsH17XlX1046wtUw2JK0DrEvs+h7T8dB44ALbD+fQNRIkdfsSte31p7iYEZBMtJe1/dKw/7gQJP2VWIAJ2JO+xZiAPWy/J5e2Xkg7MpsBl6V28NWAH9leJ6+y0YmkOWyXvqveUhA1j5m0tIyEdDO9qO3LFYlP09gen1vXcEjq1vX6DHC77d9NaT29ogrThkcjkqZxwUlmks5liA1R24MmhuVG0i9s71LbfVEy0b4HuJ547fu9/i4/4blI2gJSy2Sn5qSEWpF0MbBFTUbOkvYb6vHSPW3SrsxRwDLAfUQr/ua2i935lTSkr0T7xdoyGujoht2D/iPJYwgfwWpGlSTNZPv53DqGQ9LhtveQdAHdU1gn8hYqlVpe8wZJOwO7AHPYXljSosAxnb6CpSLpWGAp4Kx06hPAH4jv0wdtfzmXtm5oFKQNS1qJ6JZagI7JlNK9hJJJ+WZMrLvY0XZJQ34GK7ImqQYNkuzc0C24p2V42hG2ikgGd6fYfiq3lhFSbVJCSgLZjzCJA7iGiGZ9Jp+qnnieSGG7ApjQhVRyQaD0AtFw2L4jdd0tTnRNPeTCY3DpM+VvaRnNTEekgU5D/7HNZ4HNsygaIZLWIKLZZwHmk7Qc8DnbpY49NGlfh2RV8Qao8DVv+CIxrnELgO2HJb0zr6SeWQZYu+kiSRYC1wJrE6NKRRWQGB1pw6cCXwXupc/yoAbOI7rTxtKxzi2ZzgKRpGmARdLhIyV3TjWkzsbnbP8nddmvRWj/bWZpg9IWiCYPbQGpLuYCbpN0B//P3nlHWVqV2fvZTWqCDago0EgYMgJNVpFRwYggopiQaAT1J62jCOKgIo4tIIOEGUFBgiAGUARGBJuBRoI0NDnIgCAyjpglSKb3749zbtdXt29V3aqm65y3+nvWqtX3flW11uZw6wvved+94dvAxY7RQraR7YdzUsJF5KQEoPoCEmmdbwPeld/vRTJKrrbNNHN+/mpZyEga6rOwniRs/2hcBY2C7gtrtJ12AElrkQy1n8jvlwZebPs3RYW1VENOWpkl6bTaE7SG4RiS38r5ALZvlvSq4X+lHLbn5H/npdwoxYS/pOauzC5CrXmDJ20/JSWbuPygGuFeEVKAxjIMeNksTeqkekZSdUUC2yfllzPdI224gKSx8CfbEe8XV7P9ptIixoKkfyYV2X9H2nBcWdJe3Z+hmpD0eWAfwJK+B7wOuBzYSdJrbH+ipL6W8aUtIAXC9r9KOhR4A/A+4ARJPwBOsf3rsuqGJXJSwtq2d2u8PyzHb1aJpCm2H+5VcZe0eglNiwDnADflLxhs7myg2gJShzzicwrxdtoBfkgaT+rwbD62de8fb1mEOa3XtadW74ZubD/QKQpkajfp73jD7UK635wD/FHSVbaHTYCshYhrTiqWHkJKBns9yZz3gsKa+uXfGeieFslH86gcwX15QV0jETJtOPMFSScD3R3rtd+7XC1pE9u3lhYyBo4B3mz7DgBJG5IKSlsVVTU87wE2JBV4fwusbPuxXKCu9rmoZeHQFpCCYduSHgQeBJ4hRZ+eI+nntj9TVt2QhE1KAB6XtJ3tK2HejtLjhTUNx+XkGxZJl3Z5HpxHjJuZaLyddGHdlNRSfbbte8pKGjVfJ+ZOOyRz2Kc6b/LO+5IlBbVUy6cbryeT/DOqHxvIPJBHqpw3ZKYDdxbW1A/L5w7kDwJn2P6CpCgdSFHX/GBSHPutwH7AT0mjeNVj+yRJ/wW8LB86zPYD+XV1RccJkjb8PmADYAkGp/bWXkDaDthX0n2kwpdIj0lVezdlluwUjwBs3xngvuWJfK/1lKRfd7rVc3fgUyP8blEkLQYcYPuYEX+4pS/aAlIgJE0H9gb+TLoZODB380wC7gaqLCDZPg5omvXeL2n7UnpGyf7AGdkLCeBvpBbOWmlulT5/mO9VR9fN13zUakaZZ7/PyzukbwWOlvQC4HPN8Y3aCbrTDvAnSbt0WvAlvZV0jmxpGURnrKrBVZJmFxEzevYHjgWmksYeLqHy2OfM4pJWIY2Bf660mFESas0bm0YzbB8EfKu0pjGyKQMdpI8BDwzzs6UJ768GbG17/dIixsCOpQUsADdIOhE4M7/fA7ixoJ5+WCFbNojkZduxbxCw/NC/Vh7bz0rancEhGi0LQFtAisWKwNu7PRxsz5W0cyFNIzJUUgJQc1LCdNvHkhLjpkmaAhAgPc5DvO71vjY6N1/rk24eOzP5bwEiPOQ9QTJ0fBhYg9ThEIWoO+2QHvLOymarIj1s7F1WUkuNSGoW1ScBW1L5jW+D9W3v0TyQO2Kr9czIfAm4GLjS9nWS/om04RWBaGu+Sj6P75I9SgbtCNi+oYys/pH0b8Arge/mQwdKeqXtfy0oa0h6+aspXtrw1ZI2anbE1EzjPP5IUSELxv7AAQxs/P+CNPJYM7NI9+OQjO3f0vjeFeMvZ9Rcle8Tvw/8o3MwwnmxRhTDg7klt9/dbnuD0lpGi6SfMZCUMK+rwfbRxUSNgKSbbG8m6QbbYca+JP0vyUNAwCfza/L7T9h+SSlt/SLpCmAn24/k988D/st2lSNVknYgjbBtA8wEvmf7+rKqRoekF5J22l9H+qxcAky3/ZeiwkaBpOUAbD9aWktLneRRB5M+488A95FSNa8sKqwPel2LIlyfJL0g0nmkSbQ1l/QO0ujadkD3NcgRvL7yeOPmtp/N7xcHbqh9LEnSd0lFgXlpw0CUtOE7gbVJ58PqR8G6zuPd2PY/jbOkMZE/2+uS/ltCpLBFRtJlPQ6HOC/WSNuBFITcfneXpNVt/7a0nlESMSnhTkl3A6t2+TVUfWEltaw/r8drCOKBQEobbM5TP5WP1cpM4BbgSmApYG9J8zpgbB9QSli/2P4zqYU6DJL2tH1m9+hjZwyv1pHHlqJs2Enr65A7ZKtlAnis/DIHT5wKXBQhOTbqmts+h+SJeajtw0vrWQCmkOwCYPA9TM1EThsOdX9ue63SGhYUBUxhi47tKNYpIWgLSLFYEbg9ezY02+92KSepL8IlJdjeXdLKpNb72td3HrYPK63hOeAMYLakH+f3uwLzpcpVxPtKCxgrko4i7Xyd1HV8P2At2weXUdYXy+Z/ozxgtJTnauYPErimx7GaiO6xsh6ps/H9wHFKybGn2f6fsrKGJfSa2z5c0oqk7obJjeMRxkyOJPnDNFPYDi2qqD/Cpg3bvj9PObyY9rlwvIiYwhaa7GX7BaAzzTCL1IH8UDlVcWlH2AIh6dW9jtdu1CvpDmAdgrTHtpRH0pakNnyAK2zXbi4YEklzgK26uwKyh8Mttjcuo6yl5bkjbwZMJRmWvpeB0YcpwIkRRsMlrdHtfxiNHJ5xJqn4ezNwsO1ryqoamqhrnhPvpgOrkeK1Xw5cE2VUQ9JUBlLYrrX9u5J6+kHSAcBBpM/1TsDqwJm2/7mosD6Q9HHSg/UfaKSwtffoCw9Jt3Svb69jtZHvDV9u++rSWkaLpHOB2xjYkN4LmGb77UP/VstQtAWkYEh6MQPpFLNt/7Gknn6QtEav4xFvzFrGh167YQFHN6tH0m1DFYkk3W77peOtabRIWgv4OF0m/QE6M1vGCUn7APuSdneb3jCPkLphao+r7vg3zHfDVntRICdS7km6Wf8DcAopIGEz4Ic1j6MEXvNbSfeJv8xejhsAX6n5QUnSsA/Otm8Z7vs1ImnxCL42ku4BXhbVqywikk4jBa80U9iWsV1zyjMAkm60vXlpHaOl42070rGW/mhbFQMh6V2keerLSTuox0s6MM+9V8cESUpoGWe6dsOeJXeskaJ9W55bHpe0ru1BqUiS1gUeL6RptJxHeii9gIHd05aWedg+HThd0m62zy2tZ4x8uvF6MinZtPqHU9KI4HeAXW3/b+P49TnGumairvkTtp+QhKSlbP9KUu0x7f8xzPfMwNhJlURMG27wACnoJgyRg4UyEVPYOlwqaTfgRxE87Ro8Lmm7TmhGTtSMcp9bHW0HUiAk3Qy8vtN1JGklYKbtaWWV9WaiJCUASFrG9mOldfRLt7Fw5iFgju2bxlvPaIi4G5ZvZg6wfUxpLaNB0o6km5Yvkww/IXVpfJaU2vfTUtr6RdK1tl828k+2LKo0DNc/Re+OkpCG65Jm296mtI7hkKRgDxnDEmTNf0zy5vsEsAPJkHoJ228uKmwCEzRtuHOf+FJgfeC/SDYTQP3nRUk/AT4eqTtd0mm29y2tY0GQ9AhpDPkZUhdVx5ZkSlFhIyBpGsljdfl86G/APhG7G2ug7UCKxaSukbW/AJNKiRmJmlvT+0XStqT0suWA1fMJaD/bozYOqgAAIABJREFUHy2rbES2yl8X5Pc7k5LC9pf0Q9tHFlM2MuF2w3JK4u4kY8Qw2L5I0q7AgaQxMEgz4rsFMr0/VtIXgEsYfPN7QzlJLZXRMVxfrsf3QhQ3Gh29kK77WzJwI1wdki4gr20nGbFJhBHTaGvewfbb8ssv5jG85YGfFZTUNzna/MMMdBxdDpwcYBQsYtpwxyD+t/lryfwFMc6LEYOFwnfS2w4VXCJpuu1jgeVsT5M0BcD2w4WlhaYtIMXiZ5IuBs7O799NigttWXgcA7yR5NmA7ZslVd1KnVkN2ML2owD5Afu/SDdlc0hJJ7VyL3C5pFC7YcBVkk4Avs/gm5mqCxm2bwOqn7sfhk1I/io70DAAze9bWmikDM7sjknObewRmMNAR+8zpFCKDxRVNDxfKy3gOSDUmktaBnja9tP5/fqkhMH7bT9VVFz//Aep4Pvt/H5P0n/Dh4sp6o+IacOHAUh6p+0fNr8n6Z1lVI2KCOl83SwjaXN6T2ZUf7/YIVjK4/uAY0nd9lu0haPnhnaELRiS3s5AOtUvbP94uJ9vWTA64zFN0zhJN9c6NthB0q+ATRo3kksBN9veoHYDvFzsmo/OzU6t5J3ebly74Wp08sjjRoEekFoKIekG21uMdKxGJE22/UTXsaVsPznU77QsGNHWXNIVwAds3y1pHWA2cBawEXCd7YOLCuyDXvdXQe65wqYNBz8vrgGsa3tmLqAuZrta39U8/nUdQ1t7VH+/GC3lUdLZpImMVYFfN79FkL/RGmk7kAIh6QjbBwE/6nGsZeHwQB5js6QlSCfNOwtr6oezgGvzjDjAW4DvSloWuKOcrJGpvVA0FLa3L61hEeU2YAWg+kTKljJIegWwLbBSlz/cFGCxMqpGzdWkTowm1/Q4VhXZkH8GqYjR3K2O4IEYbc1XbAQi7AOcbfvjkpYkdVNVX0AC5kpa0/ZvACStSYxwhB1LCxgt2QPxzcBUScc1vjWFAGbxkj5E6kx7PrA2MBU4EXhtSV0jcE+thZZRMJ2BlMftOymPhTUNie3dJa0MXAzUPN4YiraAFIvXA93Foh17HKuGCZKUcCzpwvQ7ks9K7f5H2D48mzpumw/tb7sTX71HIVl9kc3hP0Mydmw+cFR90ZW0PCk9rjPiOAv4ku2q/ZyiGoA3WAH4laTrGDzy2N4otHRYkuR/tDgDvh8ADwPvKKKoT/KN71Rg6a7RhynAMsWE9c+ppPPiMcD2pHGCar0bIfSaN0cKdiCl9mL7KUkRijCQ7md/Ieku0rqvQ91jg5HThv8PuJ70UD2ncfwR4JNFFI2OjwHbANcC5M67F5WVtEgQLuXR9oNA1V2M0WgLSAGQ9BFS0WJtSU23+OeRdsiqJZsL3yVp9UhJCQ3Wtz2o4JI9M64a4udr4gZS0WtxgED/D84i+QjtTCrg7QP8qaii/vg2qRvmXfn9XqSHp7cXU9QHUQ3AG/QceWxp6WB7FjArJ+DcDyBpEslUs3Y/hDcC+5LGBZo+cI8Ah5QQNEqWtn1pTmO7n2TsPAf4fGlhwxB1zW+R9DXSdX8d0oYXklYoqmoU2L5E0nrAhvnQnbZrjtpu+mR1Y6DaTjvbNwM3SzorgEl5L57MxVFgngF77b4s1W74j4L/zeeU84CfS/obcH9hTS3jTOuBFIDc2bAiqQ282YL8iO2/llHVP3kuf3PSPH6UpAQg7my4pI+THqz/QIqUDTPrK2mO7S0l3dLRK+k621uX1jYckm6yvdlIx2pE0jHAEgQzAG9pGQ2SvksqSj9L8qGYAhxr+6iiwvpA0m62zy2tY7RIuprk23gO8N+k4sZXbVe9Yw3x1lzS0qTxklWAb+cCQSdNdm3b3ympr18kbQOsSWOT2/Z3iwmaoEj6ge13SbqVHoWX2u8XJR0J/B3Ym5Qi+1HgDtufKypsEULSq8kpj60P5aJFW0AKhKSXk8bBHsnvpwAb2r62rLLhySeY+ci7wlXS8Mz4BIM7M6YAbwtg6HgP8DLbfymtZbRI+qXtl+fEweNIbdbn2F67sLRhkXQNcKDtK/P7VwJfs/2KsspGJrIBeD4vHk/asV6S5GnzD9tTigprqY5OQVfSHiQfm4OBOTU/KEna0/aZkj5F74e8qtMpJW1N8g1cATic9LBxpO1fFhU2DNHXPDKSTiP5Zd1EKvRCuhZVbx0QDUmr2P59NqKej063Zq3kLtIPAG8gbZJeDJzs9sF2odAY1+xJhIYGSGmVth8rrSM67QhbLL7BYPPGR3scqw7bs3olJZTWNQJhPTMyDwBVe+8Mw5dz192nSIWBKcSYx98fOCNrB/gbafyueoIbgJ8AvAf4ISlpY29gvaKKWmpliRyGsCtwgu2nJdX+sLFs/ne5Ht+rXTu2r8svHyX5H0Ug9JoH5+WkVM0onk1hycWjxYDTIt0DSLrU9muBGTlE6FulNY2VYMWMsOOaMK8T82TSeX11SdOA/dri9NhoC0ixULOybntunvmtmohJCb08M4JxL3C5pP9isLFw9Tunti/MLx8ima5WjaTpto8l+alMy52BBPBWmUdUA/AOtu+RtJjtZ4FTJd0IfLa0rpbqOAn4DXAzcEXe2Kj679T2SfnlTNuDvPdyl2PVZD+bA4E1GDySVG13Y/Q1D87twEqk8fuWhUz2QJwrafko13tglVwM2EXS9+gqaEQYvY9YzLC9VmkNC8gxJH+78yF5gEl61fC/0jIU1RcfWgZxr6QDSF1HkOZ97y2op18iJyWc1muHuuab38xv89eS+atl4fE+UlLf8cAWkQpHDUIagGceU4qpvil7IvyeylOeWspg+zjSWGyH+yVVX6TOHM/83ca9jtXGD0kbRt9iYCQpClHXPDLLA3dI+iWDN7+qvRZNgLThR4FbJf2cwR6IB5STNCyfBw5lfpN7SJ0wtd+fQ+BixlA6bV8x3lpGi+0HOqbrmWjXpGpoC0ix2J908/uvpJPkpaTOntqJmJTQ4dON15OB3YDq0ypsH1ZawyLEnZLuBlbtSkkMY1xOMljdrfH+MEk3FVMzOvYiFYz+H2nU8SWkv9OWlkFIWor02ViTwfc/XyoiqA8afnwrSfqXxremUP8oOMAztr8x8o/VwwRY80FI+gqpo/fkAL6IM0oLGC0TIG34R/krBLbPAc6RdKjtw0vrGSuBixkHNl5PJjUIzKH+wt0DufPLeZR9Osmfr2UMtAWkQNj+I8nrIxqzJB0CLC3p9aTOqQsKa+oL23O6Dl0laXYRMX0g6eu2PyHpAnqbf0ZIvuuMIoXA9u6SViYZOFa/vkPwuKTtugzAa45OBubt/H7F9h7AE0BbOG0Zjp+QHqTn0OhuqJzofnwXSPoo8GMGd5TUbLgafc27mU2yDziG5BFXLbYvLa1hjKwI3J7vD0OlDds+PXfxdrwD77L9dElN/WD7cEm7MDB6f3nDAqF2whYzbL+l+V7SS4CvF5IzGvYnTQtMJaWBXkJ6Hm0ZA20KWyAkTSYlDryUVPUFwPb7i4nqg8hJCV2pA5OALYHjao0glrSl7TkRk+86SLoXOBc41fYdpfUsCuT5+zNI4wOQDcBt3zL0b9WBpCuBHdoI2ZaRkHSb7Y1L6xgLktbo+PHla+pyEcZlJd3X47BtV224CnHXPDKS3gp8FViVdL/Y6eStOlUz+D3Xa4DTSf5wInXx7lP7SJKkGaTul7Pyod2B62wfUk5Vf0h6IamY8TrSml8CTA/QITgfSm1Ut9veqLSW4ZD0yl6edt3HWvqjLSAFQtIPgV8B7yW13O8B3Gl7elFhQ9BJSpB0RE5KCEe++e2kDjwD3EcyF76yqLBhyF0ZZ+SujHBIeh6p0+59pKLdt4HvtTfuzz0dA/DORTSoAfgZwIYkL4Hmzm/1hvEt44ukbwLH2761tJbRIum7pB3UZ4HrSONUx9o+qqiwMSBpyQgF32hrLul4hrEHqNjTZh6S7gHeFvRvdL60YduPlNY1EpLmAO+1fVd+vx5wtu0tyyobnmwZsFknsS/f+94YxDYgLF3nmUnAZsBvbO9ZTtXISLrB9hYjHWvpj3aELRbr2H6npLfmltPvAr8oLWoYwiclABvafqJ5IPtoVEuex18jyk16N/mG61vAt/Ku3neBYySdAxxu+56iAicWE8EA/Nf5axKDx01aWrrZDtg3bww8SSyfso1sPyxpD+Ai4GDSKF6VxYxu8i71DqQNsJ2BF5dV1BfR1vz60gKeA/4QtHgULm24wRKd4hGA7f/JY1URWAHojMMuP9wP1oSklYAP0eXHV/tESaZ5nnmGVGystotnonna1UJbQIpFZyb575I2Bh4Eak4zmwhJCVczf+LKNT2O1ca9JL+mcF0ZeRdpJ1JxY03gaFKL8j8DP2VgTr9KJC1j+7HSOvokvAF4xzA+2Lq3lGHH0gIWgCXyQ92uwAm2n+6VEFobkl5OKhrtSnq4/hiDwylqJtSa2z69tIaxkr1sAK6TdBZwHoM9s84vIqx/IqcNXy/pZODM/H4PYhQjZwA3SrqMdM/yKlKRNwI/ITUAzCSOeXaHc4AnOl6lkhar/P5ronnaVUFbQIrFNyWtSEphO5/0B3FoWUlDEzkpIZsiTyUZf2/OQPfUFGCZYsL6J3JXxt3AZcBRtq9uHD9HFcec5m67k0l/l6tnX6H9bFdr0jcRDMDz7tIpBFr3lvGl4WVX/TjJMJxE8ii5Gbgij8tU2zGYk7/eCfwWOJtkcH99sCJHqDXvkLsbDgI2YrBfZs2bdu9svJ7L4OuRyXHnFRM5bfgjpAJYZ8TxF8B/lpPTH7bPlnQ5sHU+dJDtBwtKGg3LRLX2ICWAvw54NL9fmuThtG0xRcOQfchmSTqt42nXsuC0Hkgt40K0pARJ+wD7AlsxeCfmEeA022EiT6MhaTnbj478k3Uh6VrSbsb5tjfPx8Ka9kahXfeWkejysusmhKFzLyQtbvuZ0jp6IemPwP+Q0nkusP2kpHujrnWHmte8g6RLgO+TOr32B/YB/hT4gbV6JB0J/J2UcvdxUrrTHbY/V1TYBEfSVGANBo+BVW3+DSDpy8DVtn9aWstokXST7c1GOlYbuVOtVzp1zYX1amk7kAKQq6b75tf7BNvB65WUMF3StjUnJeQ1Pl3SbrbPLa1ntAQ/UX6ls4vX4CHS7vVPCujpG9sPdGmP1pocknbdW4bD9lqlNSwo2XtvN7o8M0iBGjWyCvB6UjLS1/M1aekIBZgOAde8wwtsn5JDEjq779eVFtUPkk4BPmX77/n9isCRtj9UVtmIHExKG74V2I80bn9yUUV9IulW5r9ffIi0efrlWpPBJB0BvBu4ndS1Bum/o/oCEjAdOETSkyR7khBpg5l/SNqi42MraUvg8cKa+qE5Oj2ZdG4PcS2qkbaAFINpjdfTSXGbkdiJwUkJpwM3AtUWkCTtaftMYM0u0zUghJdQ5BPlZGAD4If5/W6k9Ltpkra3/YliyobngTzG5uybMR24s7CmRYF23VsWBX5CeqibQ8MbplayP8bPgJ/lQszOpFGH3ykltL63qMD+CLXmDTp+mb+XtBPwfyT/qQhs0SkeAdj+W35ArZL8WX4tMCN3eH2rtKYxcBFp0+W7+f17SFYNDwKnAW8pI2tEdgXWtx3pbxMA29GsJZp8AvihpP8jFb5WJhXyqsb2nK5DV0maXUTMBKAtIMVgIswZRktKWDb/u1yP71X//yP4iXJT4JUNg75vkGbytyPt7tXK/qREs6nA70gz4aF8eCo3QhyKXuv+saKKWlqee1az/abSIsZCfsA7FzhX0hTSg18Eoq75lyUtD3yKlLA5hfTQF4FJkpa3/RDM60CqORFsIqQNv64ryvzWTry5pJqj2e8lfTbCFJAkbWD7V5J6BvFE+LzYvk7SBsD6+dBdtp8e7ndqoOGFCMkfdktiPI9WSVtAisFqko4jXZg6r+dh+4Dev1YN4ZISbJ+UX87sjqeU9MoCkkZF8BPliqTC3UP5/bLA820/m9t9a2V923s0D+TPSrXxph0iGoB3sP1nUmpMS8tE5mpJm0SMOG9i+2HgjNI6+iTqmv8tF2AeAraHGPctma8D10j6fn7/buDIgnpGYiKkDS8maRvbswEkbc1AvHl1neuSjiet7WPATZIuZXBiX83PRP8CfJiULtxNiM+LpGVI/x1r2P6QpHUlrV+7ty2pk7TjhfgMabLhA0UVBaY10Q5ANnQekgieSJJWYSApYXaUpITOLsxIx2qjyzS2c6L8ku0riwrrA0kfICUNXs5AwfErpCSfL9o+sJy6oYn6WYGYRtSSjgLuaRR7O8f3A9ayXXWRumV8kbQYcLvtDUprGQuS7gDWIZ3Ln2TAM2PTosImMFHXPPK1CEDSpgw8SP+37VtK6ukHBUwb7pALRt8mbSCJlDT4QZK30E62f1BQ3nxMhGeiyOTi7hxgb9sb54LS1QFMtCfbfqLr2FIRRyBroO1ACsAEORlOAv5M+sytJ2m9mpMSlKLBtwVW6vJAmsLAzkzNbNjrRFlKTL8oOSFfQjKg3CYfPsT2/+XX1RWPJsBnBQhpRL0D8Jkex78F3ELlXY4t40vuYLxL0uq2f1tazxjYsbSAsdDrBj3QTXuoNZ8o1yKS/85fbZ8h6QUR/mZtH65gacMdbF8HbJLHHumMD2aqKh7BhHkm6nR+r8ngBLkI3Zlr2363pN0BbD+mHsk3FXI10F1Ev6bHsZY+aAtILQudoEkJS5J2YxYHmmZ3D5M6NWon5InStiX91PYmJAPTCET/rEBMI+ql3KOF1vbcIDczLePPisDt2Q/uH52DtncpJ2l4GuPIjxQVMnZ6XXeqvhYFXvPw1yJJ/wq8ElibNOo4mWTuvF1JXSOhgGnDvQJi8nGg/rCYPJb5RWAN0me+0yH4TyV19YOk75A+4zcxsFlnYoz3PiVpabIfrKS1qdiHStLKJI/MpSVtzoBP2RRSsbplDLQFpJbxIFxSQiP69jTb9wNImgQslz0cqmSCnChvkLR13hWrnl6flYBENAB/XNK6tu9uHpS0LjEiZVvGn0NLCxgDTd+GbgxU+bAU/FoUcs0nyLXoHcDmwA0Atn+XjddrJ1zaMIOLjN1E8Dc5Bfgk6e+19o7pbrYCNuq1CRaAL5ASNl8i6SxSwXffooqG540kfd0+ZY9Q999n1bQFpCBk/4YDbB9TWssYCJeU0GCGpP1JF6frgCmSjrV9VGFdQ9E8UR7NwA3ww8Q5Ub4M2FPSb0hdAiF8J4DTJPXqiKneFJGYBuCfBy6S9GXSDSSkm7LPEidxqGUcsT1L0hrAurZnZu+Gqkd7bK9VWsMYCXvTHnjNOywl6ZvMPx4T4Vr0ZO5E7nQ31F5sbBIqbdj2YUN9L/si1c5Dti8qLWKM3AasDPy+tJDRYvvnkm4AXk66P5+ew0yqJI88ni5pN9vnltYzUWhNtAMhabbtbUb+yTpoJCVMBaYBkZISAJB0k+3NJO1Bark/GJhTezEj8okyP+DNR+07qpK2bLydDOwGPGO7l09PVUQ1XZW0MckXq2P2fRvwtYCpSS3jgKQPkRJwnm977dytdqLt1xaWNmGJfC2KiqSbgRPp6sywPWfIX6oESQcBqwNvAr5MSkk6x/bXiwobgewH81VgUNqw7e8P+4sVIWkjYPf89XfbWxWWNCySvkraAPgRg58tbigmagQkXUB6LnoesBkwm8Haax6nHvZ+sNZ1l7Sn7TMlfYoenXW1j2rWStuBFIurJJ0AfJ/B/g1V/tEC1+d/5wDnlxSyACyRPWF2BU6w/XSvLpMK2VLSpbb/DiBpReBTtv+1sK4RsX2/pO1IXQKnSlqJ5OtQNT1uzq/KXivVEt101fZtwLCJLC0tDT5G8im5FsD23ZJeVFbShOdCSe9l/m6YLxVTNPF5xvY3SosYC7aPkLQj8BRp4/HfInSZ2D5b0uUMpA0fFCFtWNKaDBSNnib5CW1l+zflVPXNy/K/zUKXGUjwq5GvlRawABw9zPdqXvdl87+9niMiPM9VSVtAikUnIrF541XtH+0ESUo4CfgNcDNwRe6OqdYDqcGOTfNG23+T9Gag+gKSpC+QbgjWB04ljT+eSZqzrpaG8Sqk1MEtqb+NPbzpakvLKHjS9lMdk1hJi9PeQC5sfgI8RNpIijjGHpELJH0U+DGDuxv+OvSvlEXSJbbfAJALRtUXjXoQLW34GtJm0feA3XJB/b4gxSNsb19aw2jJPmVIWgv4fSctOZtSv7iktpGIuN4Atk/KL2faHmTLkK0aWsZAW0AKRNQ/3shJCbaPA45rHLpfUoT/D4s1o5LzxWmpwpr65W0MNtH8P0nDmT3WQtN49RngPlL7fbVMENPVlpZ+mSXpEJKx8+tJRvEXFNY0ItkD8XbbG5TWMgZWs/2m0iJGS/A173RlHtg4Vq35d2al0gIWhKBpw38gWUy8mLT+dxOooC7p872OB+lu/CGp+7vDs/lY9d5TeSrjI6QxTYDLgZNsP11MVH8cz/zpn72OtfRBW0AKhKTlSe73nT/aWcCXbD9UTlVfhE1KkLQUyctmTQb/vdR+gToLuFTSqfn9+4AoHWFPdZloLjvSL1TChp3dpA758xOBkAbgwcMFWsafg0lF3VuB/YCfAicXVdQHtp+VdJek1W3/trSeUXK1pE2i+ZJFXvOgJuDLS3r7UN+0/aPxFDMGIqYN75qfK94OfDF7wq0gaRvbVY/fZ/7ReD0Z2Bm4s5CW0bK47ac6b3Jn7JIlBY2Cb5AmA/4zv98rH/tgMUXDEN2qoVbaAlIsvk0yiX1Xfr8XacRnyItuJUROSgjZfp99BG4BOuawh9u+uKSmUfADSSeRbmQ+BLwf+FZhTf1wNfPvZFzT41iNfLrxep4BeCEtfZMf8nYH2gJSy5BkP7jXAjNsH0SM80k3KwK3Z1+1pgditaarme2AfSXdR7qGRknVhKBrnpPL/gVY3faHc2FgfdsXFpY2HMuTCgDq8T2TjJJrJmTacN6APhU4NfvBvQs4JhdOX1JW3fDYHuTJI+lrQJT73D9J2sX2+QCS3koaf4zA1ranNd7/dzbur5XWqmEh0KawBaKTCDbSsdqImJTQQdJttjce+SdbnkvyeMkbSDeTF9v+eWFJQyJpZVIb+JnAexm4AZ5CSniKOAIRJvVR0jGkG/co4QIt44ykO0i7o6cw+G8UiPFZkfTqXsc7nhq1EjVVE0Kv+fdJm1572944F5SurvleMULqZy8mQtpwLyStEeFvtEkOi7nO9jqltYyEpLVJkwKrkq5HD5D+Xu8pKqwPJN0AvNP2r/P7fyIlJVb999v8TEuaBCxnO4KnbZW0HUixeFzSdravhHneQo8X1tQPEZMSOoRsv5f0ctJs74ak6vtiwD9sTykqrE9ywajaolEXbwT2BVYDmnGgjwCH9PqF2ghqAN4hVLhASxE+DxzK/H+jEOSzYntWLsasa3tmLgpU334fNVUT4q45sLbtd+fuTGw/po5zfL3Urm8oJkLa8HxEKB5JupUBz6bFSD5OtdtLAJCLLy+XtFx+/2hhSaPhQOAySfeS/m7XINlk1M4MSfuTrFSuA6ZIOtb2UYV1haTtQAqEpGnAGQw82P0N2Mf2LeVUTWzyzvU6JEPkMO33kq4H3kMy5dsK2BtYz/Zniwrrg+yDcATwItJ6d9a86uKXpN1sn1tax1jI4yXdBuBf6hSrW1omApIOtX14aR1jIY/zfhh4vu2181jSiXk0r1qaqZq215O0KvBD29Wn3wRe86tJ4+tX2d4idzucXXNHqaSNbd9WWkdLHLq6G58B/mC7+tH7DpJ2Al5Ksg0AwhiAd/w9189v74rg/dWZ2JG0B8la4mBgTu3Pc7XSdiAFQNJ028eS2u2mSZoCEKX1LnhSwo6lBYwV2/dIWsz2s6T59huB6gtIwJHAW2yHMEOUtKftM4E1uwz6ALDd3fFQI2ENwAOHC7SMM7YPl7QLjfSYyn1hmnwM2Aa4FsApcvtFZSX1RdRUTYi75l8Afga8RNJZwCtJXbLVEr14pKBpw5GDKBrjSC8iFWFWlUQE03tJJwLLANuTghzeAVRtXD6Myf06ed1r9ylbIifI7QqcYPvpXuExLf3RFpBi8D7gWHLcYJTCUYNwSQmNkZ5HigoZO4/lRIebJB0J/J40mhSBP0QpHmU6KXG9xjKiXJwiG4BHDRdoGWckzSAVBM7Kh6ZL2tZ2hFHTJ3NSDwCSFifG+SVqqiYEXXPbP88+JS8nFTKm245i0BuVkGnDkYMo8mbA0SQfoT+Sind3krp6amdb25tKusX2YZKOBmoPGzoHuCl/weCx0whG9ycBvwFuBq7IHWzRnqeroS0gxeBOSXeTquvNcbUQ41RBkxLmMDDS042BqneVSA/Rk4D/R7qpeQkpWSsC12cT0PMYbEZZ5cXJ9kn55UzbVzW/l3clq6VhAL60pM0ZbAC+TDFho2Nt283P9mGSbhryp1sWZXYCNrM9F0DS6cCNxPAqmyXpENLf6uuBjwIXFNbUD1FTNSHumkM6ry9Gus9/VZAOgchEThu+StIJxAuiOJxUJJ1pe3NJ2wN7FtbULx3/2sfyWO9fgFUK6umHt5OsMTYlJVSfHcH0u4Pt44DjGofuz5+ZljHQeiAFIT/oXQzMFx8bweyuSaSkhGgox1VLOsIprjockk7tcdi23z/uYkZBrxSZ2pNlJO1DGm3YigEzUEidd6dFeOCQdA1wYFe4wNdsv6KsspbayBswr7H91/z++aQxtqo3YWBeaswHaKRTAic7wE2cAqVqNom65pK+TXrIux2Ymw9Xfw0FkLQzqTDQPQpWuwdi5LThy3octu2qwwUkXW97K6UI+c1tz5V0swdHzFeJpENJUyWvBf6DtDF9su1Diwrrg9xF+lbg3cALgM+58mRKmGfLsBuwJo0GmiB2KtXRFpBaFjpDJSXYPqGcqomJJkBcdTQkvQLYFvgEg9vApwBvC3IzE9kAvA1tOgA+AAAgAElEQVQXaOmLPKrxVeAy0rnxVcDBtr9fVNgwTIRNgWhEX3NJd9jeqLSOsSDpHlKnw621F+qaRC3CREbSTJKfzQzghaQxtq1tb1tU2CjJhY3JUXwbs2/Wm0jdSJsAB9mufaoEST8DHqJrzLR7SqalP9oRtpbxYOfG63BJCcEIG1ct6Qe235VfD7pxl3SJ7TeUUzcsS5L8jxYHmuawD5OMEaslsgF49HCBlvHH9tmSLge2zocOsv1gQUn9sIqkbYFdJH2PYJsCkh5hft+gh0gdj5+yfe/4qxqR0GsOXCNpI9t3lBYyBh4AbotUPAKwHXYUJnAQxVtJo2CfBPYgbSJV3U0yjBE1tY+ZStqBVDTaBpgJHGv7+uF/qypWs/2m0iImCm0HUsu40UhKAAiRlBAVBYyrlnSj7c3z60GjX83v1YqkNRqpIJNIhY2qixmS9rN9klLUdjeuubVXA5GsVY8JttSFpKkMjMcAYPuKcoqGR9I7SGNU2zF4zBQCdDhIOhz4X+C7pELMe4C1SalsH7H9mnLqejMB1vzVwPnAg6RxqhB+mQCStiaNsM1i8ChYtZsZEDttWNK5pCCK0/OhvYBptqsNoshdMDOjFe4kzWUYI+qax0yz9luAK0mbAoMKCLYPKKGrXyR9Ezje9q2ltUwE2g6kgEhaxvZjpXX0S9SkhHyBut32BqW1jIFZkl7VfbDmByWGT7eJUOmeIWl/UmvsdcAUScfaPqqwriGJbABO8HCBlvFH0hEk34ZB3jBAtedF2+cA50TcFMjs0jXG+81c/D0oG1RXxwRY81NIRYBbGficR+HfgEdJm41LFtYyGsKlDTcIF0ThlB43V9LyATqlmkQ2on5faQELyHbAvpLuI1hhvUbaAlIgckv1yaRxmdWz98d+tj9aVtmIhExKyBeouyStHrBb6sDG68mkltM5VDzCBiyTk8AmMTgVTMDSRZX1x0a2H5a0BymO9WDSmldbQGpwPNDdxdPrWDXY3n24cIGWlh7sCqxv+8kRf7IybB+eN2M6GwOX276wpKY+eUzSu0gR0JDGep/Ir6veGAi85n+yfX5pEWNkVdsblxYxWrp9VBQjbbjD45K28+AgisdH+J0aeBS4VdLPGZweV20njO3zgPMaRtRHSwphRG379JF/qmp2LC1gItEWkGJxDPBGUmsytm/u1WVSIU/b/oukSZIm2b5M0tdLi+qTFYHbJc1m8AWq6gdW229pvpf0EqD2Nf89A75NDzLYw6l2nxKAJSQtQXpIPcH205KqfkBqGICv1OWBNIVkeF812b+mepPylmq4F1iCxmhMFCTNIG0EnJUPTZe0re0qu3ga7AEcC/wnqWD0S2BPSUsD/6+ksJEIvOY3SvoucAGDx8Cq9Vdp8FNJb7B9SWkhC8gyJC/KCOwPnJG9kCAHURTU0y8/yl8ReYLkBfcwaSpj8vA/3jJWctoqpHThlueItoAUDNsPSIP8HJ8d6mcr4u+SliONCZwl6Y8MbvetmeojNfvkf4ENS4sYjmiz7D04CfgNcDNwhaQ1SDcHNRPWALylpV8kHU8qXjwG3CTpUgY/WFe7Y91gJ2Az23MBJJ0O3AhUXczIJtlvGeLbV46nljEQcs1JHbtPAs3gCRPjYfsjwKclPQU8xcCYyZSysoZnqLThcopGJmoQRWcqIGJHzAQwoo7IHNLfpnp8z8A/ja+ciUFroh0ISeeQujJOAF4GTAe2sv2eosJGILdqPk4aTeokJZxl+y9FhfVJLgSsa3umpGWAxWxXXcluPDBBWvfNgN/Yrn50cCIhafEIiYMRDcBbWvpF0rC76REeRLLP12ts/zW/fz5ppKpK/wZJn7F9ZNe1aB4RinbR1rylHPk+sUOItOGoQRRNvZLO7fJvqpoJYES9GHCA7WNKa2kpS9uBFIv9Sa3gU4HfAZcAVfsf5ZPNhbm7ZC4DKQ8hkPQh4MPA80nJMVOBE4HXltTVB80djWdIRn1XDfXDLQuOpKWA3YA1GXxurXoXMhPOALybaOECLeNHhAJRH8wgjSZdRtpJfRXJZ61WOgbCkXfXo605AJJWAj5E17Wo5oSnDkot9nsAa2UPqpcAq9ieXVjasDQ2YDppw6sqxbLX7J8ZNYii2UkSrXsktBF19obdnWSp0rII03YgBULSK3slJdVeGMjjAm8PlpQApB0aUqvptR6ImL/V9iZllbXUhqSfkWba59AYLe0216yRxk7kHiTj7IOBORXfQM6jGS5gO1K4QMs4k81hv0jynFicgQelEA8hklYBts5vZ2cPsJaFSMQ1l3Q18AvmvxadW0xUn0j6BmmzcQfbG0paEbjE9tYj/GpRhkobtl172vCQQRSdolhtdHUgheqemghIOobkJfh9BnvD3lBMVMu403YgxSJcUlImXFJCgydtP9XxnZK0OJUnx0DMByVJw36OA1ycVrP9ptIixkg4A/AGUcMFWsafU4BP0vVgHYhJwJ9J5/T1JK1n+4rCmnoi6QKGuVbWHkTRIMyaN1jG9kGlRYyRl9neQtKNALb/JmnJ0qL6IGracMQgimmSHiYn9ObXEMQvawKwWf632V1v6k55bnmOaQtIAYielETspIRZkg4hXaReTxoZvKCwpn6I+KDU6dSZDGxFMqMWsClpDOIVhXT1y9WSNrF9a2khYyCiAfg8goYLtIw/D9m+qLSIsSDpCODdwO2kDg1IN+21FjO+VlrAghJwzTtcKOnNtn9aWsgYeDpbHxjmjePNHf5XqiBy2nAobEd47pmwRAy8yeeU221vUFrLRKEtIMUgZFJS5KSEBgcDHwBuBfYDfkoal6mdcA9KnYuSpB8BW3QKMZI2JnVT1c52wL6S7iMl4NTuIzAP28cBxzUO3Z93UCPwQB5jc+6ims6A/0pLS5PLJB1F2tBoprDV3t0IqTtwfdtPjviTFWB7VmkNzwGh1rzBdOCQnGT2dD4WpTPjOODHwIsk/RvpHjdCGm7ktOGWcSS6EbWk5YEvkDzhAGYBX6rZpiR7N93VeS4trWci0HogBaKZlBSB4EkJl9p+raQjIraCS/oqqTst3IOSpNu7fQN6HauNrhSWeUT4mx3KANx29Qbgkl5IChd4Halodwnp5uyvRYW1VEc2Q+7GtqtvvZd0EfBO24+W1tIPXbHmg75FkMJ6tDWfKEjagBRUIuBS29VvCERPG4Y2iGI8kTTb9jaldYwFSecCtzEQirQXMM3228upGhlJVwCbA7MZbKcSZZy6KtoCUiDyzW+vONwqb34l3dgwnp73OgKS7gA+SBoFey+DUx+qL8QEf1A6m3RyPzMf2oNkkLx7OVVDk6OdhyRCISO4AXjIcIGWln6QdDzpuj+V5FVyKYM3Bar0EhyqoN6h5sJ61DVvkk2dOx0Cl9u+sKSefpH0Hdt7jXSsJnJHycyIoz3QBlGUILIRdSd0ZaRjtSHp1b2OT5Bu2XGnHWGLxacbryeTOgaeKaSlHzzE6wh8ntQ2vRrw713fq94sLuqNTOZ9wEdIbfiQWsK/UU7OiMwhfSbU43smRsxsZAPwqOECLeOMpM/3Ol55p931+d85ZKP4CDQLRLmYtK7tmZKWpv57z5Br3iF3IG8NnJUPTc9F9c8WlNUv3d3HiwFbFtLSF3k8Zq6k5Wse4xmGNohi/IlsRP24pO1sXwnzQnseL6xpRGzP6roWLUMMH+Eqqf0i3tLA9pyuQ1dJml1ETH+ETUqwfQ5wjqRDbR9eWs9YkLQT6WZscudY5Q9KANh+gnRDE2I+3PZapTU8B4QzAJ8A4QIt40/Tk2QysDOV+2UF9xBE0oeADwPPB9YmbcqcSBpRqpLoaw68GdjM9lwASacDNwLVFpAkfRboBJY07xWfAr5ZTFj/RE4bboMoxpngm7z7A2dkLySAvwH7FNTTFz2uRVOp/FpUM20BKRBdozKTSLsyyw/x48WZCEkJtg+P2Aou6URgGWB7UmvyO0hzv9WTdzO+CKzBYD+eCJ08UYloAB4yXKClHN0jmZK+BlxcSM6o6HFe7PyN1n5e/BiwDXAtgO27Jb2orKT+CLzmACsAnfHpau8TO9ieAcyQNCNIp1Q3kdOG2yCKcSaiEbWk6baPJY06TpM0BcB2lMTesNeiGmkLSLFojso8A9xHSghrWUhImkE64TRbwbe1fUhBWf2wre1NJd1i+zBJRwNRUtlOAT5Jlx9Py0Jlx9ICRkueW58l6bSa/VRaqmYZUkdMBKKeF5+0/VSnu0HS4sQZaY+65jOAG7MXokgPqQeXldQ3F0pa1vY/JO1JGkU+ttZz/ARJG96fFEQxFfgdKYii9T9auHybZET9rvx+L+BUoGYj6veRPifHk5KSoxSOOkS+FlVHW0CKxYZ5vGceOT2pZeGxE71bwWsvIHXmkR+TtCrwF2CVgnpGw0O2oxS7QtPoanykqJAF4zRJYcIFWsrRlQy2GLASgz0oaibqeXGWpM5o0utJD6YXFNbUL+HWXOnp6Erg5SQfJICDbD9YTtWo+AbJ/mAa8ClSB/UZQE8D3Ao4j+y3Fy1tuMH6tvdoHsjdd20QxcJj7a7PymGSbiqmpj/ulHQ3sKqkWxrHI3SsQ+xrUXW0BaRYXM38xrDX9DjW8twSqhU8c6GkFYCjgBtID00nl5XUN5dJOorUDt5Mvqk2nSIbfd5ue4PSWkbJRDAAjxYu0FKOnRuvnwH+YDvKZyXceTFzMKlT+lZgP+Cntr9VVlLfhFtz25b0U9ubENAAHHgm/ze8FTjB9imSau60b147I1wve9EGUYw/4Yyobe8uaWXS2PcupfWMgfmuRcR5LqqOtoAUgPwHO5VUNd2cgQvWFFILfsvCI2QreMP4+1xJFwKTa56t7uJl+d+tGseqTqfIKSx3ddrZS+vpl4lgAB4wXKClEJ0xmOx7MJm0k0qQv9lw58XMx7NvxryiUcNLo3airvkNkra2fV1pIWPgkWyovSfwKkmTSHHntRI2bbgNoihKSCPq3Mk4rbSO0SDpUtuvBWbYPojGtahl7MgOdb5bJJG0D7Av6Sbm+sa3HgFOsx3VuC8EklZhoBV8ds2t4JKGnZ9uPysLD0lXAJuTzMqbKSwRd2rCMES4wHG21y8kqaVSciDC0cCqwB9J5sh32n7psL/YMmYk3WB7i65jN9revJSmiY6kXwHrAPeTrkVRRkw6G6bvBa6z/QtJqwOvsX1GYWk9kfQsA2u8NPBY51tUnjYs6dXAa0jFjBMb33oEuMD23SV0TWQ6xXNJr7R9VUAj6nBIugP4IMnT7r10ddzX3FFaM20BKRCSdrN9bmkdixqSpjJ/ItgV5RQNjaS5wE35CwafKG37/eOvqj8k7Wn7zK6dsHnY/vfx1jQa8s3YfGSz55aFRE6O6w4X+FKnNbylpYOkm0ndIzNtby5pe2BP2zWPyAAg6fO9jtuu0sNJ0u6km/XtgF80vvU8YG7eEa6aaGveQdIavY7XakTdRNLHgTNt/620lkUFSWtE+GxMBCTdZHuzXoX1loWDpHeQRte2Y3ATBqTnoto7SqukHWELQOfBGliz18N17Q/WkZF0BPBu4HZgbj5soMoCEinB4T3ApsBPgLNt31NWUt8sm/993rA/VSm2Z+Ub93Vtz5S0DG0b+HjQhgu09MvTtv8iaZKkSbYvk/T10qL65B+N15NJfk41R21fDfweeCGp66vDI8AtPX+jPkKtuaQpuZMhcijCi4HrJN1ASqq62O1O98KmDaIYP6IbUc9D0jK2Hxv5J8ti+xzgHEmHNuw9WhaQtgMpAJL2s32SpC/0+LZr3w2LjKS7gE1tPzniD1eEpGWBt5KKXy8APld7J4ykFSPvOkr6EPBh4Pm215a0LnBi7TvtgQ3AgSFHZNrdvZb5kDQT2JXkbfdC0hjb1ra3LSpsDOQi6cW2X1Nay6JC7Wsu6ULbO3d1ZXaw7RAmzzlJ7g2k2PCtgB8Ap9j+dVFhExRJWzbezguisP2ZQpImNMMZUUfoBJO0Lcl8ejnbq+fExP1sf7SwtBHJY+yvym8vt31hST2RaTuQAmD7pPxypu1BsZrZub9l4XEvycAxVAEJeAJ4CHiYNH43uaycvrhL0p9J0bFXA1fZ/p/CmkbDx4BtgGsBbN+dzXqrJqoBeBsu0DIG3kpKuvkksAcpVTPqBswywGqlRYxE9uU7AngR6W+0em+YYah6zW3vnP8NHY6QU9geBB4kjSWvSOog+Hlb1HjuaYMoxpeIRtRdHAO8kZzyaPtmSa8a/lfKI2kG6R79rHxouqRtbR9SUFZY2gJSLNqozXFC0vGkHbzHgJskXcrgGN8DSmkbDkk7kEbYtgFmAsfa7p75rRLbL5K0HikVZFvgU5JWAn5JKiYdWVTgyDxp+6m0eQqSFidOKsuKwO35pjGKAfgbSeECqwHNMd5HgPaGoGUQudPuQtvbk8aRTy8saVRIupWB88liwErEKH4dCbzFdrWjX0MRdc0lnQ+cDfwkwohJE0nTgb2BP5O6HA60/XROY7sbaAtIzzFDBFEsP8SPt7Rg+4HOvW7m2VJaRsFOwGa25wJIOh24kfZ+cUy0BaQAtFGbRegUXeaQq+xBmEnyl7gSWArYW9LenW/WWvjqkDuO/oc0k7828GZgOqmdvfYC0ixJh5A6Yl4PfBS4oLCmfjm0tIDRYvt04PQ2XKClH3Kn3VxJy9t+qLSeMbBz4/UzwB9sP1NKzCj4Q8TiUSbqmh9NGl//qqTrgO+RiqdPDP9rVfB84O3dozy250raeYjfaVkw5jB/EEX1wQItxXggj7FZ0hKke/Qo5/gVgL/m122RdAFoPZAC0EZttvSLpH2G+35+6K6SfEHaFngF8BLS+OAv89cNtp8qKG9E8g7pB0jFLpFm3E+OYgDaywDcdrVmrI3Uvk/Ro9OrDRdo6UbST4DNgZ8zuNOu6sJ6kzwWO28kufaxU0nHAisD5zG4i/dHxUSNkmhr3iF33e0AfAh4U81jg/ma87Ttp/P79UkbSPdH+qxERNLkXkEU0bw/IxLFiLqJpBcCxwKvI93rXgIcYPuvw/5iYXIy6FeBy0i6XwUcbPv7RYUFpS0gBaIZtZkfVpfLiRstC4nsMfVFko/Q4gz4N4Qwo4yEpLnADaT56h9HuahKutT2ayUdYfug0nrGQkQD8DZcoGW0DFVgr7mw3iGbfx4NrEoy/14DuNP2S4sKGwFJp/Y4bNvvH3cxoyTqmgNIWhp4C6kTaQtSB9LHy6oaGklXAB/I3oHrALNJXiUbAbNtf7aowAlMG0Qx/gQ3on5lLz/e7mM1ImkVYOv8dnb2o2oZA20BKRCSvkvqQnoWuI40wnas7aOKCpvASPoVyXB1Do0ZX9t/KSZqgpJNkTtdSNuQCnY3ANcA19i+t6C8IZF0B/BB4BTgvQxOvsH2DSV0jQZJN5ENwG1vno/danuTsspGJvLNTMv4EM0gvheSbiZ1k8y0vbmk7YE9bbejJguJqGsu6Qek8/nPgO8Dszq+H7XSvN5IOpy0mfExSUsCcyJci6LRCKI4k8H3LlNIG0ghk1kjIOla4B3A+Y17rttsb1xW2chELjhKmspAQwAAtq8opygurQdSLDay/bCkPYCLgINJhY22gLTweMj2RaVFLArknYAf5a9OS/v7gcOAtajX7+vzJA+hbjNnSKNVO4y7otET2QC8DRdoGYnzyJ8HSefa3q2wnrHwtO2/SJokaZLtyyR9vbSooWgEUfQkyNhgqDVvcAqwu+0IxrYdmp+VHcj3tfm6VHXxKzBtEEVBohlRR/fjlXQEqSPzdlKQBqTzTltAGgNtASkWS2TDsl2BE3IyRZSHvKhcJukoUlGj6d9QbVdJ9j04wPYxpbWMBknLk/yPOl1Im5NSVy4Aqu0msX0OKWL4UNuHl9YzRsIZgEe/mWkZV5p36VHHj/8uaTnSze5Zkv5Iw8epQkKkf45AtDUHwPbFkraVtCaDd9rPKCZqZG6R9DXgd8A6JF8VJK1QVNUEpg2iKEpEI+olgeVI55TnNY4/TOqmqp1dgfVbb6/nhnaELRCSDgAOAm4mxRGuDpxp+5+LCpvASLqsx2HbrrqrRNJs29uU1jEaJP2JPK5GKhhdZ/vxsqpGR/bMeFV+e7ntC0vq6ZeIBuBtuEBLvzTb66O02ncjaVngcVLM9h6kBJmz2nHqhUfUNZf0HWBt4CYGuhpcc9dX9myaDqwCfNv2zfn4tsDatr9TUt9EpA2iKEdUI2oY7McbCUkXAe+0/WhpLROBtoAUHEmLB4mVbRlHJB0DLEHyP2imDVXbORUdSTNIvhNn5UO7k4pg1baCTxAD8DZcoGVYJD1LOg8KWBroGPR3QhGqTaeCeV2lM21vX1rLokLkNZd0J8nyoL3BbxmSNoiiHJG9G/PGeq+CY5Ub641x6qnANOBSBk+UVFtYr5l2hC0QkpYCdgPWZPD/u/Ykv5CQ9PlexwNcWDfL/zZ1RvHjicpOwGYds1JJpwM3UreXwCp5h3cXSd8joAE4MEPSoHABSW24QMs8bIceabT9rKS5kpa3/VBpPYsCwdf8NmBl4PelhbTUi+2T8suZvYoZBSQtSkT2bvx04/Vk0nNpzY0MnXHqOcD5JYVMJNoCUix+AjxE+iNoZzjHh6bfwWRgZ+qfUybirukEYQWg04K8fEkhfTIRDMDbcIGWRYFHgVsl/ZzBXaXV7p5G9eNrEG7NMy8E7pA0m8E77buUk9RSMZGLGaGYCN6Ntud0Hboqn2uqJHt9tTzHtAWkWKxm+02lRSxK2D66+T6bPF5cSE7fZEPqLzDgxzML+FLtO6nBHzhmADfm9l6R1v7gspKGZ4IYgLfhAi2LAvMSKqOQu3h2ByKezyHgmme+WFpAS/1MhGJGQKIbUSPp+Y23k4AtCbBhmrvqvgisQVr/zgh71GCNorQeSIGQ9E3geNu3ltayqCJpRZKvzTqltQyHpHNJbeydyvtewDTbby+nqj8iGoB3kLQKsHV+O9v2gyX1jIbABuBtuEDLhEXS6rZ/W1rHWInoxxd1zSVtYPtX+fVSzbQhSS+3/cty6saGpK+QOu9Prt28PBptEEU5ohpRA0i6j9ShLtLo2n2kDeoriwobAUm/Aj5J6lDvhAvQnlfGRltACoSkO0jxpveR2pI71dNNiwqbwEi6lQGzuMWAlUgnyhPKqRoZSTfZ3mykYzUS8YGjg6SpDOxuAGD7inKK+iOiAfhwtOECLROFrgS5c23vVlrTaIiYZBp1zYdLGwycPrgrKVFumu29S+uZiLRBFONPNCPqJpIm236i69iggnWNSLrW9stK65gotCNssdixtIBFkJ0br58B/hDkwfRxSdt1dgRy6+bjhTX1S0gDcElHAO8Gbgfm5sMGqi8gEdMAHGjDBVomPE1j+3Ct9kH9+KKuuYZ43et9CGyfV1rDIkAbRDH+RDOibnI18/tjXdPjWG1cJuko0lhy0xuu+s3pGmkLSAFozJs+UlTIIkhjV+ZFpJP8qpII0N6+P3BG9kIC+BuwT0E9fRP0gQOSB8/6te/CDEM0A/AObbhAy0TGQ7wOQVA/vqhrPpzuEP8dko4Evkza8PoZsCnwSdtnFhU2sWmDKMaZaEbUAJJWBqYCS0vanIGi9BRgmWLC+qfTfbRV41j1m9O10haQYjCHgXnTbkysHbJQZF+Yo4FVgT+SxpPuBF5aUtdQSJpu+1hSC/I0SVMAIrUjB33gALiXNHoXsYgRzgC8QRsu0DKRmSbpYdLf5dL5NQyMsE8pJ60vvk3y43tXfr8XcCpQsx9f1DVfTdJxJJ2d1+T3U8vJGhVvsP0ZSW8DfkP6nFwBtAWkhUcbRDHOBDWifiOwL/On9j5CgG71wJvTVdJ6ILW0DIOkm0nV6Zm2N5e0PbCn7Q8UltaTjs9RVL8DiGcALul4UiF3KjANuJTB7bG1Rz4DcQ3A23CBlpZ6iezHFw1Jw3YZR4izlnSb7Y0lnQycY/tnkm62Pa20tolKG0Qx/kQ1ogaQtJvtc0vrGC2SPt/ruO3W7mAMtB1ILS3D87Ttv0iaJGmS7cskfb20qGG4U9LdpFG7WxrHIxmur91lWnqYpJuKqRmZ6/O/c4DzSwpZQCYBfyZdF9aTtF4EA3BgO2DffEPWhgu0tNRFZD++UEQoEPXBhTkt6XHgI5JWAp4Y4XdaFgDbxwHHNQ7dnzdLWxYeG/Yyoi4lph8k7ZlHSdeU9C/d37f97z1+rSb+0Xg9meRxe2chLeFpC0gtLcPzd0nLkVqoz5L0RwafhKrC9u55TvliYJfSesZIqAeOiXDTHtwAvA0XaGmpl7B+fC3jj+2Dsw/SQ7aflfQY8NbSuiYybRBFESIaUS+b/12ux/eqH2eyfXTzvaSvkZ6VWsZAW0BqaRmet5KKF58E9iDNKFd9Uc2jR5HbvUM+cORC1xdJPlmL8//bu/dgy8r6zOPf5zQoNNgt1EDJZWhvgImRBsQbWARkNLHCtBc0hjQTjYziaAlhdCJFBsaRPxAJKkJSUOIEUrbiBBgFKwRpCpsEDJemwRYJYUq8TGqECYSbGITuZ/5Ya3P2OX3unN7vetd5PlVdZ++1u6se2+acvd79vs9vfCdMDR1l1RWAZ7hARHf1oY8vRk/Sx4B1tre0l15A04P05+VS9V4GUYxIzUXUti9uH663ffPwa+3739osp+lzigVIB1IlJC0D7rH9qtJZlor273x9itdGY3DDIekI2zfXdsPRbrs/leZN2ODNL7YfLhZqjiRdC7zX9pOls8zVpA6ByWpZuIvopT708dWofd9ysu0vlM6yENN0Zm2yfUipTH036J0qnWMpaHvKPkAzCeyOoZeeAC61fVWJXPMx1ff0Gr7PS9rM+E6pZcAeNL1TF5ZLVa/sQKpEu5X3Pkn7VTBCvhfav/OtklZWMAGsD/4QOB+4ADi0loWjIY/ZvrZ0iPkYKgB/CrhLUjUF4LZfVjpDREyrD3181WnftxwPVLmABL4fLeUAACAASURBVCyTJLefbrcLYi8onKnvbpH0mgyi2P7ayoPLaiyilvQm4HBgj0kdSCtoFmS67tihx88CD9p+tlSY2mUBqS67AfdIuo2hHh7btXbd1OBJYLOk65n4d97ZG+thkpbbfqp0jjmq/YbjRknnAlcxcRHmznKRZtWXAvCI6JCe9PHV6mZJFwLfYOL7li7/LBr4G+AbkgbHZU5qr8X2k0EUI1J5EfULaPqPdgBeNHT9ceA9RRLNg+2fAEjak6ZEe29JZFPGwuQIW0Uk/eZU121vGHWWpWK6sbhdL06WdDhwCU3/xH6SVgMn2f5o4WgzmumGY/DNv6sk3TjFZdt+y8jDRETEklTzzyJJYzSLRse0l64HLhnqRIpFJmnVVNe7/p6rRpJOsn2xpP82xcuuYaS8pFVDizFjNPcZnT8xIGkNcB6wN/AQTV/pvbZfXTRYpbKAVJn2G/3+ttdLWg4ss50S2UVW+1FBSbfSfCJw9aA7IOfcYzqVF4BHRETEPAwNopiS7UdGlWWpGXR9znatiyR9jWbYzRbgdpojbOfbPrdosFlIuht4C0237SGSjgZOsH1i4WhVyhG2ikj6EPBhYHfgFTRN/hcx/klNLJ5v0o7TlHSl7eMK55k32z+TJvQL5xO87UjSmVNdr+ETJeArTFEA3nUZLhARMVE7wfS/AUe2lzbQlMV2tstR0v+0/buTim6fk+NU28VGZhhEAeQDpO3nAtp7jFmuddGv235c0lrgWuA0mn9LnV5AAp6x/bCkMUljtm+U9MXSoWqVBaS6fAx4PXArgO3727OcsfiGf6DW+EP0Z+0xNkvaETgFuLdwpr77xdDjnWgK+2r5O6+uABwyXCCiFpX18dXufwA/AH63ff4fgL8A3l0s0exOab8eO+PvikWTQRSj14MiaoAd2/uKdwIX2n5GUg3HmR6VtCtwE7BO0kNMfN8e85AFpLo8bftXg10lknZgik9qYlF4mse1+AjNRLN9gH8CvgN0uv9ostpuOGyfN/xc0p/S9DnVoMYC8IEMF4joqOE+PqCaPr7KvWLSrun/LumuYmnmwPb/bb+mdyf6rOoi6tbFwI+Bu4Gb2mqVzncgAe8Afkmz234tsBKo4YRAJ6UDqSKSPgc8CvwB8HGaBYEf2v6TosF6SNIWmptRATvTjDmH8W6YFaWyzUXl56urLACfTNJuwO22X1k6y2wqL13NcIGIjkof3+hJ+h7wX2z/Xfv8COBPbb+pbLLZSXo3cA6wJ837rSrec0XMR61F1NORtIPtZ0vnmE5bd7De9tGls/RFFpAq0n6TORF4G80P1etoplPk/8SYQNKdtg+d7VoX1XrDMam7YRmwB03vxIXlUi0NGS4Q0U2SbrX9Bkmbhr6f3217delsfdV+6PKXNJ+wA/wL8H7b3y+Xam4k/W/g39uu5fh3xLzVWkQNIOmFwHHASxk6ydT1vk9JNwDv7nIXXE1yhK0Ckm6wfQxwtu1PAV8unSm6qSfnq2stAB/ubngWeLDLn8gMq7kAPMMFIjotfXwjIukU2+fT7GZYLWkFQGU7Gx7M4tHoZBBFMbUWUQN8C3iMJu/Ts/zeLnkS2CzpeibWHZxcLlK9soBUh73aN2BrJF3OpIkJlfSUxGj04Xx1lTccQ9uR96Qp0d5bEpWUO9dcAJ7hAhHdVX0fX0X+kObv+gLg0MoWjgbukPQNmkm4w318V5WL1F8ZRFFMrUXUAPva/u3SIRbgqvZXLIIsINXhTOAMYF/g85NeM9D5npIYjbb3ZYOkSysuo6zyhkPSGuA8YG/gIWAVzSLMq0vmmovKC8AzXCCiuw60vXb4QtvJ0/k+vgrdK+l+mg8vho+rDXqEDiqUaz5W0HROvm3omsmN3/aUQRSjV2sRNcAtkl5je3PpIHMxWBy1fVnpLH2SDqSKSDrD9lmlc0T3taXI2/zHXUkpcpUF4JLuplnMXW/7EElHAyfYPrFwtHmrrAA8wwUiOqrmPr4aSXoJzeL/Njf/FX+oFNtRBlF0Q9eLqAck/RB4JfAAzS7BTi9QD/+8kXTlpAmVsUDZgVQR22e1uxyObC991/a3S2aKzvrk0OOdaArvOv+DqXUBMPnmYqprXfOM7YcljUkas32jpC+WDjUX0xWAl0s0L6fRDBfYDJwE/DXNFL+IKKQvfXy1sf1zoNqCckn70vy8P6K99LfAKbb/T7lU/WZ7w1SDKErn6rPpiqip433X20sHmKfh2peXF0vRM1lAqoiks2m6Pta1l06RdLjt0wvGig6yvXHSpZvb7cmd1YMbjkcl7QrcBKyT9BATu4W6rLoC8AwXiOi0PvTxxej9BfA14L3t8xPaa28tlqjnMoiiiOqKqCXt3j6sbcKtp3kcz0OOsFWkPdN+sO2t7fNlwKaubhuMcoa+0QOMAa8FvmT7wEKRZtVuoz6KpgPpoqGXngCusX1/iVxzJWkX4Jc0f99raUYor7P9cNFg8zBUAA7Q6QLwdhv1fwS+Avw+GS4Q0TmSVuXoVMyVpLtsHzzbtVg8ku6iHURh+5D22mbbrymbrL8k/cD2b5TOMR+SHqBZgNEUL9t2J3f3SNpC82GugJ1pOtZg/OjdilLZapYdSPV5MfBI+3hlySDRaRsZ/0b/LM1Z5U538dRcAN4u5n7b9tHAVqCqsr5KC8AzXCCi+y6darpQDX18tZO03PZTs//OTnlY0gnA19vnxwPVfAhTqQyiGL2qiqgBbL+sdIaFsF3DCYbqZAGpLmcDm9qCZNF0IZ1WNlJ01K/Z/tfhC+2Z6xpUd8PRjsLdKmml7cdK51mAs4A3MqkAvHCmGdm+ArgiwwUiOq3mPr4qSTqcpgduV2A/SauBk2x3fpop8EGaDqQv0Cxi3AL8YdFE/bdB0unAzpLeSjOI4prCmfruzcAH2l09nS+ijpgsR9gqI2kv4HXt09vawsSICWqefCPptUNPn7vhsP3HhSLNiaRvAYcA1zNxFO7JxULNkaQ7bB/WTpI7xPZWSXfbrqKMNcMFIuoh6Tbbry+do68k3UrTM3X10JGkzh+ZaXfynmz7C6WzLCWSxmh2qL+NZiHjOuAS5wZxu2lLy7dR2+77WLqyA6k+Y8A/0/x/d4CkA2zfVDhTdEQ7wncfmk+SDmH8rPIKYHmxYPNQYwF466r2V42qLQDPcIGI7pqmjy/H77cz2z8bHElqbSmVZa7anbzH0+w+iu0sgyhGr+Ii6ogJsoBUEUnnAO8D7qHpWYFmi28WkGLgt4APsG0vzBNAFTfUtd1wSNrP9k9tV9V7NMk7aArAT2W8ALyGcbIAv8PE4QKXAZuo5N97RM9V18fXAz9rj7FZ0o7AKTSddjW4WdKFwDeYuJM3QxEW317tv5M1ki4ngyhGYfj74WSm42Pm212C99h+VeksUVaOsFVE0n3AQbarGPkY5Ug6zvaVpXMsxKRJD4Mbjs/Y/ruiwaYxfDRQ0pW2jyudaT7aNwTr2wLw6rTTKY+y/Uj7fHeaY2zpEogoTNJOU/Xx5X3M9iPp3wDnA/+O5ufod2iOhj0y4x/sgLbjczJ3uQOxVpLeQ7OY+2bgjkkv5+88ptTWNXy8y1N6Y/vLDqS6/AjYkaZwLWIbkk6w/VXgpZL+8+TXbU+eVtVFtRWAD3+S1OlPj6bSgwLwDBeI6K5bgMnde9+b4losngNtrx2+IOkI4OZCeebjRNs/Gr4gqbqfqzXIIIpYoN2Ae9pqieFdgmvKRYpRywJSBSRdQLMj4yngLkk3MLSIVENJb4zMLu3XXad4rZbthrXdcHiaxzV5EtgsqboCcNtfl/RdxocLfCrDBSLK6kMfX8UuYNufl1Nd66Ir2DbnX9EcZY/twPZZGUQR83BG6QBRXhaQ6jDYWroRuLpkkOg22xe3D9fbnvBpY/sJZGdVfMOxWtLjNHl3bh/D+FjWFeWizVnNBeCQ4QIRXVN9H19tJL0JOBzYY9IO5BXAsjKp5kbSq4BXAyslvXvopRU001hjO8kgipgP2xvaKXL7214vaTkd//4Siy8dSBE9NNzLM9O1LpH0fpobjsOYeB7/CeBS2zUvcHTSoAC8dI7nY7rhAtlOHVFezX18tZH0m8BRwEeAi4ZeegK4xvb9JXLNhaR3AO8E1jDxg9IngMtt31Ik2BLQ9ggOD6JYBmxKj+D2UXsRtaQPAR8Gdrf9Ckn7Axe1E/1iicgCUkXaHSSfBlbRfNI+2OGQ8+EBTPgE8o+YOAp3BfAu26uLBJuH3HCMTu0F4JDhAhFdNOjjk/QJpjjaW0kfX5UkrbL9k9I5FkLSm2x/r3SOpSSDKEav5iJqSXfR7Fi71fYh7bXNtl9TNlmMUo6w1eUrNGO2NwJbCmeJbnoBTf/RDsCLhq4/DrynSKI56kkBeG2qLgBvZbhARPf0oY+vVpdKmmrRroapWg9KugZ4I82/k+8Bp04u1o5FlUEUo1dzEfXTtn8lNW8fJe1AvqcvOVlAqstjtq8tHSK6y/YGYIOkSwefQEoaA3a1/fjMf7q43HCMXrUF4BkuENFdNffx9cAnhx7vBBwHPFsoy3x9Dfgz4F3t898Dvg68oViinssgiiJqLqLeIOl0ms7PtwIfBa4pnClGLEfYKiLpszRFZVcx8UbpzmKhopMkfY2mB2ELcDvNEbbzbZ9bNNgcSDpiqhuOydfi+ZO0hebTLwE70yzGQAUF4G1n1rRsXzaqLBExtRr7+PpI0m22X186x2wkfX/y0SlJd9dw/L5mkvZhvB4DgAyi2L6mKqK2/UTpXLNpP5Q+EXgbzXvF64BLnAWFJSULSBVpt5dO5kq2JccISbrL9sGS1tKMxD0N2FjDmfbccERE1K0PfXy1ajtsBsaA1wJfsn1goUhz1g5F+Bfgcpodpu+jOe5zLsCgpycWTwZRjF6NRdSSbrB9jKRzbH+qdJ4oK0fYKmL76NIZoho7StqRZqrJhbafmaoToUtqHkEc5WS4QEQnVdvH1wMbaRZfRHN07QGaHQM1+N3260mTrv8ezf+mfF9ffO8EDswgipH6GG0RNYDt+yXtWTbSrPaSdDiwRtLlTOzQzGmYJSYLSBWRdOZU121/ZtRZovMuBn4M3A3c1G6V7XoHUm44YiEyXCCiYyrv46vdr9n+1+ELkl5YKsx82H5Z6QxLUAZRjF6NRdRn0nQ37QtMHmpjIKdhlpAcYatIOw53YCfgWOBe2x8sFCkqImkH250v0hweQZwbjpiNpFttp2A1ooNq7uOrVa3HwNsdGB8DXt1eugf4M9sPlUvVX0ODKPYBVgMZRDEikj4HPAr8AfBxmiLqH9r+k6LB5kDSGbbPKp0jysoCUsXaT5Sus31U6SzRLe2/jeOAlzKxFLHzu9VywxHzkeECEd1Vcx9fbSS9hGYx4KvA7zN+xGQFTb/Kq0plm017FPlrwKU0u0mh6W56P7A2QzQWXwZRlFN7EbWkNcCR7dPv2v52yTwxejnCVrflNFsJIyb7FvAYzRux2rYl/7rtx9sbjmtpbzhoSzQjJhnsPjps6Fq2U0d0Q3V9fBX7LeADbHvE5Ang9BKB5uE84J22Nw1du1rS/6I5kp9dpossC0SjNyiiBs5ui6i/XDrTfEk6m6a/aV176RRJh9vu+veYWERZQKqIpM2Mn5FdBuwBdH5HSRSxr+3fLh1igXLDEXOW4QIRnVZjH1+V2gWByyQdZ/vK0nnmacWkxSMAbN8l6UVT/YFYHBlEMVJ9KKL+HeBg21sBJF0GbKL7i9SxiLKAVJdjhx4/CzxYQ6dNFHGLpNfY3lw6yALkhiPmLMMFIrrL9peALw1d+omkLPpuB5JOsP1V4KWTJpkCYHty8W2XSNJutv9l0sXdgbFCmZaKDKIYnb4UUb8YeKR9vLJkkCgjC0gVGSoW3pOmRHtvSdj+adlk0UFvBj4g6QGaI2yDT5Q63zuRG46Yp18MPX5uuEChLBExZLo+PrJ7envYpf266xSvdX0X7xeA70j6JDDYhfFa4Jz2tdh+HrN9bekQS4HtK4ArKi+iPhvYJOlGmnuLI2mqJmIJSYl2RdrSsvOAvYGHaLab3mv71TP+wVhy2l072xgsQnZZzQXgUV6GC0R0h6S/YbyP77ndDbbPKxaq5yQdMbl0eqprXSPpWOCPaaawGfghcK7ta4oG67kMoiij5iJqSXsBr2uf3mb75yXzxOhlAakiku6m2d643vYh7a6ME2yfWDhadES73Xtath+Z6fUuyA1HPB+SdgNut/3K0lkiljpJP7D9G6VzLCWS7rR96GzXIgDanSST2XYtx6mqM0UR9fE071uq6BGStA/jnVkA2L6pXKIYtRxhq8szth+WNCZpzPaNkr5YOlR0ykaaT+40xWsGaihFrLkAPEYswwUiOq3mPr6qSHoTcDiwx6QOpBU03xsjtpFBFEVUW0Qt6RzgfcA9wNb2soEsIC0hWUCqy6OSdqX5j3SdpIeY2P8RS5ztl5XOsAhywxHzkeECEd1VbR9fhV5A03+0AzA8uexx4D1FEkXnZRBFMbUWUb8TOND207P+zuitHGGriKRdgF/STKRYS/MNZ53th4sGi1hEkn4IvBLIDUfM2dBwAYAMF4jogJr7+GoladXQ0JUxYFfbnZ5kKukU2+fX0NXUN5I+MfT0uUEUtj9YKFLvSToe+CwwoYja9jeKBpsDSdcC77X9ZOksUU4WkCohaRlN91G2mkav5YYj5iPDBSK6pw99fLWS9DXgIzQdgrfTHGE73/a5RYPNQNJdtg9OV1N5GUQxGrUVUUu6gOao2j7AauAGJpaun1woWhSQI2yVsL1F0lZJK20/VjpPxGIbuuF4omiQqM1ZwBuZNFygcKaIpa4PfXy1+nXbj0taC1xLM2J7I9DZBSTgXkn3A3tL+v7Q9exAHr3lwL6lQywBY8A/09yLHyDpgI4XUd/Rft0IXF0ySJSXBaS6PAlslnQ9Q91HWfWNYe1utXtsv6p0lnnKDUcsRIYLRHRMT/r4arWjpB1pukoutP2MpE4fN7B9vKSXANcBa0rnWUoyiGL0aiyitn1Z6QzRHVlAqstV7a+IabW71e6TtF9NPTC54YgFynCBiIhxFwM/Bu4GbmqPhXe6AwmgPcKzWtILgAPay/fZfqZgrKUggyhGr9oiaklHAJ+mqQvYgfFdgvmQdwlJB1IFalsIiPIk3QQcAtzGxN1q+WQveiXDBSIiZiZphxoWBST9JvCXNAtgAv4t8P6OH+3phQyiGJ2ai6gl/QNwKs2pgS2D63nPtbRkAakCw6WCkq60fVzpTNFt7ZuwbdjeMOosEdtLhgtEREzUliAfB7yUoZMGNYxll7QR+H3b97XPDwC+bvu1ZZP1VwZRjE4fiqgl3Wr7DaVzRFk5wlaH4U6YbBGMWdne0G5b39/2eknLac62R/RGhgtEdFfFfXy1+xbwGM0OgdqOyOw4WDwCsP2PbZ9TbD8ZRDE6fSiivlHSuTSVKsOLX3eWixSjlgWkOniaxxFTkvQh4MPA7sAraD7tuAg4pmSu2eSGIxYgwwUiOqjWPr4e2Nf2b5cOsUB3SLoE+Gr7fC3jN92xfWQQxYj0pIh6sPvosKFrBt5SIEsUkgWkOqyW9DjNTqSd28cwXly2oly06KiPAa8HbgWwfX97vr3TcsMRC5DhAhHdtRtwj6T08Y3OLZJeY3tz6SAL8J9o3r8MPgD4W+DPy8VZEjKIYsRqLqJOZUBAOpAiemlwRlnSpnZL8g7AnbYPKp1tNikAj7nIImNE96WPb/Qk/RB4JfAAzRGTwc1p53/+x+hlEMXo1VxELenMqa7X0LEWiyc7kCL6aYOk02l2rL0V+ChwTeFMc3VG6QBRhW8CGS4Q0WHp4yvi7aUDRB3a2oBvt7tKtgJ9OGJVg8dsX1s6xAIN707bCTgWuLdQligkO5AiekjSGHAi8DaaTx+vAy5xJf/BT3XDYfuJ0rmiOwa76yY/jojuGO7js/0KSfsDF9nudB9fjSTtPtPrth8ZVZaoh6QbgHdnEMXoSPoszUJ69UXU7dTH62wfVTpLjE52IEX0iKQb2jfmZ9v+FPDl0pnmq9YC8Bi5DBeI6L4q+/gqtZHme6GmeM1UNMVX0nLbT5XOsURkEMXo9amIejmwb+kQMVpZQIrol70kHQ6skXQ5k95IVvLpRm44Yi4yXCCi+562/Sup+VHU9vFlwXc7sP2y0hmer/b9yyXArsB+klYDJ9n+aNlkvZZBFCNWcxG1pM2Mfw9fBuwBpP9oickCUkS/nEnTIbQv8PlJr9Xy6UZuOGJWttOjEtF9Nffxxeh9Afgt4GoA23dLOrJspH4aDKLoyWj5qlReRH3s0ONngQdtP1sqTJQxVjpARCwe21fYfjvwOdtHT/pVw+IRbHvD8VfkhiMiokanAf8P2AycBPw18F+LJopOs/2zSZe2TPkb4/n65uCBpCtLBlmCfjH0awtN8f1LSwaaK9s/sf0Tmsl9y4C9Je1XOFaMWEq0I3pK0hpg8Mndd21/u2Seuaq9ADwiYqkb9PFJOqft44uYlaQraHZPX0jTE3MKcJjt3ysarIcyiKI7aiqibu8tzgP2Bh4CVgH32n510WAxUjnCFtFDks6m6RFa1146RdLhtk8vGGtGfSgAj4gIoB99fNVpx7LfY/tVpbMs0EeA82mGZ/wT8B2aY4+x+DKIojtqKqI+C3gjsN72IZKOBk4onClGLAtIEf30O8DBtrcCSLoM2AR0dgGJ3HBERPRFH/r4qmN7i6T7Bv02pfMswIG21w5fkHQEcHOhPH2WQRSFVF5E/YzthyWNSRqzfaOkL5YOFaOVBaSI/nox8Ej7eGXJIHOUG46IiB6wfQVwhaQzbJ9VOs8Ssxtwj6TbmDiWfU25SHN2AXDoHK7F85RBFEXVXET9qKRdgZuAdZIeYuj7TCwN6UCK6CFJxwOfBW6k+TTpSOA0298oGmwOcsMREdEftfbx1UrSb0513faGUWeZK0lvAg4H/ohmEtvACuBdtlcXCRaxHUnaE9hp8LyGXYOSdqEp0B4D1tJ8QL3O9sNFg8VIZQEpoqck7QW8rn16m+2fl8wzH7nhiIio3xR9fMcDt3e5j68PJK0C9re9XtJyYJntJ0rnmk676HUUTQfSRUMvPQFcY/v+Erkitodai6jbjrX1to8unSXKygJSRE9J2ofmh9JzR1Vt31Qu0dzkhiMioh8kfZ+JfXzLgE22DyqbrL8kfQj4MLC77VdI2h+4qB1S0WmSVrUjwiN6S9LdNLUME4qobZ9YONqsJN0AvNv2Y6WzRDnpQIroIUnnAO8D7gG2tpdNc2a562osAI+IiKnV1sdXu4/RfAhzK4Dt+9ujMjW4VNI2n2zbTgdi9EnNRdRPApslXc/EjrWTy0WKUcsCUkQ/vZNmmsnTpYMsUG44IiLqdzawSdKEPr6ykXrvadu/kppBppJ2oJ4x7Z8cerwTcBxNyXBEn9RcRH1V+yuWsBxhi+ghSdcC77X9ZOks81VzAXhERExUcx9fjSR9DngU+APg48BHgR/a/pOiwRZI0m22X186R8RiqbGIWtJ+NZR8x2hkASmiRyRdQPNJ4z7AauAG4LldSLVsMc0NR0REP9Tax1crSWPAicDbaD6EuQ64xBW84Ze0+9DTMeC1wJdsH1goUsSiqrWIWtKdtg9tH19p+7jSmaKcHGGL6Jc72q8bgatLBnmexoB/pvkedYCkA3LDERFRl8r7+Koi6Ya2KPts258Cvlw60wJspPn3IZqjaw/QLIZF9ILtLZK2SlpZWRG1hh6/vFiK6IQsIEX0iO3LSmd4vnLDERHRG7X38dVkL0mHA2skXc7EGz5s31km1rz8mu1/Hb4g6YWlwkRsJzUWUXuax7EE5QhbRA9JOgL4NOPHBgTYduc/NZB0H3BQbjgiIupWcx9fbSS9h2a3zpsZ34084BommQ0fk5npWkTNJL1/qutd/hBY0haaxS4BOwNPDV6i+f6yolS2GL3sQIrop68Ap9JsB99SOMt8/QjYkaHupoiIqMdQH99TwF2Squzjq4ntK4ArJJ1h+6zSeeZD0ktouht3lnQI47unVgDLiwWLWESDIuouLxRNx/ay0hmiO7IDKaKHJN1q+w2lc8xHXwrAIyKWuuk+YR+o8QaqJpLW0EwwBfiu7W+XzDOb9t/LB4DDmLh76gngUtsZGx7VSxF19EUWkCJ6SNJngWXAVUxchOlsB0JuOCIiIp4fSWcDrwfWtZeOB263fXq5VHMj6TjbV5bOEbE9SNpk+5DJjyNqkwWkiB6SdOMUl6voQIiIiH6ouY+vVpK+Dxxse2v7fBmwyfZBZZNNT9IJtr8q6RNMUdBr+/MFYkUsqkk7kNLtFdVKB1JED9k+unSGhcoNR0REb9Tcx1ezFwOPtI9XlgwyR7u0X3ed4rV80h19sVrS47RF1O1jSBF1VCYLSBE9JOnMqa7b/syosyxAbjgiIvrhMdvXlg6xxJwNbGp3IoumC+m0spFmZvvi9uF62zcPv9Z+qBRRvRRRR1/kCFtED7XbwAd2Ao4F7rX9wUKR5qzGAvCIiNhWjX18fSBpL+B17dPbbP+8ZJ65mupYT476RER0SxaQIpYASS8ErrN9VOkss8kNR0REP6SPrwxJ+zB+DBwA2zeVSzQzSW8CDgf+CPjC0EsrgHfZXl0kWEREbCNH2CKWhuXAvqVDzNFg99FhQ9cM5IYjIqIiNffx1UrSOcD7gHuAre1lA51dQAJeQNN/tAPwoqHrjwPvKZIoIiKmlB1IET0kaTPjxZPLgD2Az9i+sFyqiIhYSirv46uSpPuAg2w/Petv7hhJq2z/pH08Buxq+/FZ/lhERIxQdiBF9NOxQ4+fBR60/WypMPORG46IiN74xdDj5/r4CmVZKn4E7MjQEfCKnC3pIzQDNG4HVkg63/a5hXNFREQrO5AiekzSnjRv2gGw/dOCceak5gLwiIiYXk19fLWRdAHNzuN9gNXADUzsETy5eE8DNgAACY9JREFUULQ5k3SX7YMlrQUOpZket9H2QYWjRUREKzuQInpI0hrgPGBv4CGaMs17gVeXzDUXts8bfi7pT4HrCsWJiIjFU1MfX23uaL9uBK4uGeR52FHSjsA7gQttPyMpn3RHRHRIFpAi+uks4I3AetuHSDoaOKFwpoXKDUdERIWm6+Mrl6i/bF9WOsMiuBj4MXA3cJOkVTRF2hER0RE5whbRQ5LusH2YpLuBQ2xvlXR3DaNwUwAeEdEP7QLAQFV9fLWSdATwaZqdxzsAAmz75SVzLZSkHfJvJiKiO7IDKaKfHpW0K83Y3nWSHmJimWmXVVsAHhER44Ymag36+PaWVEUfX8W+ApxKc5RtS+Es89J2ZB0HvJSJ9yjZtRYR0RHZgRTRQ5J2AX4JjAFrgZXAOtsPFw02DzUWgEdExLjp+vhsd76Pr1aSbrX9htI5FkLS3wCPMWnxa3I3YkRElJMFpIiekbSMpvvo6NJZFiI3HBER/dAeo34Lk/r4bJ9YOFpvSfoszfHvq5g4he3OYqHmSNIPbP9G6RwRETG9HGGL6BnbWyRtlbTS9mOl8yxAnwrAIyKWsmdsPyxpTNKY7RslfbF0qJ4b7D46bOiaaRbyuu4WSa+xvbl0kIiImFoWkCL66Ulgs6TrGeo+sn1yuUhzlhuOiIh+qLmPr0q17j5uvRn4gKQHaHZPDQrADyobKyIiBrKAFNFPV7W/apQbjoiIfngHTR/fqYz38aUQeTuSdOZU123X8Pf+9tIBIiJiZulAiugRSfvVXjbdhwLwiIilrvY+vlpJ+sTQ051oJpvea/uDhSLNStLuM71u+5FRZYmIiJllASmiRyTdafvQ9vGVto8rnWk+csMREdEfkm4A3l1pH18vSHohcJ3to0pnmU57ZM00R9Yms+2XjzhSRERMI0fYIvpl+M1XdW+4elAAHhER42ru4+uL5cC+pUPMxPbLSmeIiIi5yQJSRL94msc1yQ1HREQ/1NzHVyVJmxn/+b8M2IP0TkVExCLJEbaIHpG0hWbRRcDOwFODl2i2ga8olW2uJL1/quu2Lxt1loiImL8+9PHVStKqoafPAg/afrZUnoiI6JcsIEVEJ+SGIyKiH2rv4+sDSXvSlGgDkJ+vERGxGMZKB4iIaH1z8EDSlSWDRETE81J1H1/NJK2RdD/wALAB+DFwbdFQcyBpmaR/KJ0jIiJmlgWkiOiK3HBERPRDH/r4anUW8EbgH9ty6mOAvy8baXa2twD3SdqvdJaIiJheSrQjoitywxER0Q+rJT1O28fXPoaK+vgq9ozthyWNSRqzfaOkL5YONUe7AfdIuo2JQzTWlIsUERHDsoAUEV2RG46IiB6wvax0hiXsUUm7AjcB6yQ9xNBiTMedUTpARETMLCXaERERERE9IGkX4Jc0NRVrgZXAOtsPFw02R+0Uuf1tr5e0HFhm+4nSuSIiopEFpIiIiIiIyklaBqy3fXTpLAsh6UPAh4Hdbb9C0v7ARbaPKRwtIiJaKdGOiIiIiKhcW0S9VdLK0lkW6GPAEcDjALbvB/YsmigiIiZIB1JERERERD88CWyWdD0Ti6hPLhdpzp62/SupGcoqaQcyVCMiolOygBQRERER0Q9Xtb9qtEHS6TSDNN4KfBS4pnCmiIgYkg6kiIiIiIiKSdrP9k9L53g+JI0BJwJvo5nAeh1wiXOzEhHRGVlAioiIiIiomKQ7bR/aPr7S9nGlM82VpBtsHyPpHNufKp0nIiKmlyNsERERERF109DjlxdLsTB7STocWCPpcib+b8H2nWViRUTEZFlAioiIiIiom6d5XIMzgTOAfYHPT3rNwFtGnigiIqaUI2wRERERERWTtIVm6pqAnYGnBi8Btr2iVLa5knSG7bNK54iIiOllASkiIiIiIoqTtAY4sn36XdvfLpknIiImygJSREREREQUJels4PXAuvbS8cDttk8vlyoiIoZlASkiIiIiIoqS9H3gYNtb2+fLgE22DyqbLCIiBsZKB4iIiIiIiABePPR4ZbEUERExpUxhi4iIiIiI0s4GNkm6kab8+0jgtLKRIiJiWI6wRUREREREcZL2Al7XPr3N9s9L5omIiImygBQREREREcVJ2gdYxdApCds3lUsUERHDcoQtIiIiIiKKknQO8D7gHmBre9lAFpAiIjoiO5AiIiIiIqIoSfcBB9l+unSWiIiYWqawRUREREREaT8CdiwdIiIippcjbBERERERUYSkC2iOqj0F3CXpBuC5XUi2Ty6VLSIiJsoCUkRERERElHJH+3UjcHXJIBERMbN0IEVERERERERExIyyAykiIiIiIoqSdATwaWAVzT2KANt+eclcERExLjuQIiIiIiKiKEn/AJxKc5Rty+C67YeLhYqIiAmyAykiIiIiIkp7zPa1pUNERMT0sgMpIiIiIiKKkvRZYBlwFROnsN1ZLFREREyQBaSIiIiIiChK0o1TXLbtt4w8TERETCkLSBERERERERERMaN0IEVERERERFGSzpzquu3PjDpLRERMLQtIERERERFR2i+GHu8EHAvcWyhLRERMIUfYIiIiIiKiUyS9ELjO9lGls0RERGOsdICIiIiIiIhJlgP7lg4RERHjcoQtIiIiIiKKkrQZGByNWAbsAaT/KCKiQ3KELSIiIiIiipK0aujps8CDtp8tlSciIraVBaSIiIiIiOgESXvSlGgDYPunBeNERMSQdCBFRERERERRktZIuh94ANgA/Bi4tmioiIiYIAtIERERERFR2lnAG4F/tP0y4Bjg78tGioiIYVlAioiIiIiI0p6x/TAwJmnM9o3AYaVDRUTEuExhi4iIiIiI0h6VtCtwE7BO0kPALwpnioiIISnRjoiIiIiIoiTtAvyS5oTEWmAlsK7dlRQRER2QBaSIiIiIiChG0jJgve2jS2eJiIjppQMpIiIiIiKKsb0F2CppZeksERExvXQgRUREREREaU8CmyVdz1D3ke2Ty0WKiIhhWUCKiIiIiIjSrmp/RURER6UDKSIiIiIiipC0n+2fls4RERGzSwdSRERERESU8s3BA0lXlgwSEREzywJSRERERESUoqHHLy+WIiIiZpUFpIiIiIiIKMXTPI6IiI5JB1JERERERBQhaQvN1DUBOwNPDV4CbHtFqWwRETFRFpAiIiIiIiIiImJGOcIWEREREREREREzygJSRERERERERETMKAtIERERERERERExoywgRURERERERETEjLKAFBERERERERERM8oCUkREREREREREzOj/A/vowdfrHkA1AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for result in list_result:\n", - " plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Contract type for Germany
Full Time26679.87988078.4615381.418341
Part-time6318.91891921.538462-2.619543
Prefer not to say41.201201NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Contract type for Germany \n", - "Full Time 266 79.879880 78.461538 \n", - "Part-time 63 18.918919 21.538462 \n", - "Prefer not to say 4 1.201201 NaN \n", - "\n", - " Difference with previous year \n", - "Contract type for Germany \n", - "Full Time 1.418341 \n", - "Part-time -2.619543 \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Full time or part-time" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Nature of employment for Germany
Fixed term -- funded by project funds14543.543544NaNNaN
Fixed term -- funded by Institution core funding8024.02402425.538462-1.514438
Permanent -- funded by Institution core funding7121.32132127.076923-5.755602
Research/Student Assistant144.2042045.846154-1.641950
Permanent -- funded by project funds123.603604NaNNaN
Prefer not to say72.102102NaNNaN
Freelancer, consultant, contractor30.900901NaNNaN
Agency staff10.3003000.307692-0.007392
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Nature of employment for Germany \n", - "Fixed term -- funded by project funds 145 43.543544 \n", - "Fixed term -- funded by Institution core funding 80 24.024024 \n", - "Permanent -- funded by Institution core funding 71 21.321321 \n", - "Research/Student Assistant 14 4.204204 \n", - "Permanent -- funded by project funds 12 3.603604 \n", - "Prefer not to say 7 2.102102 \n", - "Freelancer, consultant, contractor 3 0.900901 \n", - "Agency staff 1 0.300300 \n", - "\n", - " Percentage in 2017 \\\n", - "Nature of employment for Germany \n", - "Fixed term -- funded by project funds NaN \n", - "Fixed term -- funded by Institution core funding 25.538462 \n", - "Permanent -- funded by Institution core funding 27.076923 \n", - "Research/Student Assistant 5.846154 \n", - "Permanent -- funded by project funds NaN \n", - "Prefer not to say NaN \n", - "Freelancer, consultant, contractor NaN \n", - "Agency staff 0.307692 \n", - "\n", - " Difference with previous year \n", - "Nature of employment for Germany \n", - "Fixed term -- funded by project funds NaN \n", - "Fixed term -- funded by Institution core funding -1.514438 \n", - "Permanent -- funded by Institution core funding -5.755602 \n", - "Research/Student Assistant -1.641950 \n", - "Permanent -- funded by project funds NaN \n", - "Prefer not to say NaN \n", - "Freelancer, consultant, contractor NaN \n", - "Agency staff -0.007392 " - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Results in 2018Results in 2017
Duration of contract in year for Germany (without 95 percentile)
count262.000000300.000000
mean4.0895045.505110
std4.7713048.613619
min0.000000-1.000000
25%2.0000001.000000
50%3.0000003.000000
75%4.0000004.000000
max29.00000050.000000
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Duration of contract in year for Germany (witho... \n", - "count 262.000000 \n", - "mean 4.089504 \n", - "std 4.771304 \n", - "min 0.000000 \n", - "25% 2.000000 \n", - "50% 3.000000 \n", - "75% 4.000000 \n", - "max 29.000000 \n", - "\n", - " Results in 2017 \n", - "Duration of contract in year for Germany (witho... \n", - "count 300.000000 \n", - "mean 5.505110 \n", - "std 8.613619 \n", - "min -1.000000 \n", - "25% 1.000000 \n", - "50% 3.000000 \n", - "75% 4.000000 \n", - "max 50.000000 " - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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B66r7KWZdV6Szvd/bxPTGfDjJ3O7x9datyLfJc7B7j6CvpPMzvDbJv2zw3L9L575Hy6tqzibW/3fpXO51ezqXBL5nxGMnJrmhOp9YeGk6peiWCs4rksxLZ6Tb37TW1t2fa3PH95N0C7/XJfmjdM7R6/OLe519oPsaV3UvH/12tv6eS59Pcnh3/1+0uQW3dPx2R60+3P23DgA2qlob1ZHyAMA4V1U/S/I7T6FYY5RU1QFJbkuyb2vtwS0s+7Ek97XWPrVdwo0hVXVgOqX25Kc6anKsqqp/TvL57s3FAWCjlEwAwKipqlPTGTn1/O6lP/RJ95LTv02yW2vtt/udZywbjyUTAGyNLX1yDQDA01JVlyc5PMk7FUz91f2EvyXpXGZ3Sp/jAAA7KCOZAAAAAOiZG38DAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0DMlEwAAAAA9UzIBAAAA0LNJ/Q6wjbV+BwAARlX1OwAb5XcwANixbdXvYEYyAQAAANAzJRMAAAAAPVMyAQCMcVX1haq6r6pu2sTj76iqG6rqxqr6QVUdub0zAgA7PiUTAMDYd16SUzbz+F1Jjm2tHZHkL5J8bnuEAgDGlx3txt8AAONOa+17VXXgZh7/wYjJq5LsP9qZAGCsW7VqVRYsWJCVK1f2O8p2M3Xq1Oy///6ZPHny03q+kgkAYHw5Lck3N/VgVZ2e5PTu5NTW2ou2SyoAeIZZsGBBdt111xx44IGp2vE/4La1luHh4SxYsCAHHXTQ01qHy+UAAMaJqjo+nZLpA5taprX2udbarNbarCTj50+3ALCBlStXZmBgYFwUTElSVRkYGOhp5JaRTAAA40BVvTjJOUle21ob7nceABgLxkvBtE6v22skEwDADq6qDkjyf5K8s7V2R7/zAAA7JiOZAADGuKr6cpLjkuxZVQuSfCjJ5CRprf19kj9LMpDkM92/UK7uXg4HAGyl/331Pdt0fb91zAFbXGb+/PmZPXt2lixZkqrK6aefnve+971ZtmxZ3va2t2VoaCgHHnhgLrzwwkybNi233XZb3v3ud+e6667LWWedlfe///1Jkttvvz1ve9vb1q/3zjvvzJ//+Z/nD/7gD7bpNlVrbZuusM92qI0BAJ5kfI1Z77OqumYryyi/gwGww7n11ltz2GGHrZ/uR8l077335t57781RRx2Vhx56KEcffXQuuuiinHfeedljjz3ywQ9+MGeffXaWL1+ej3/847nvvvty991356KLLsq0adPWl0wjrVmzJjNmzMjVV1+dmTNnPunxDbe7a6t+B3O5HAAAAMAz0PTp03PUUUclSXbdddccdthhWbhwYS6++OIMDg4mSQYHB3PRRRclSfbee++87GUvy+TJkze5zu985zs5+OCDN1ow9UrJBAAAAPAMNzQ0lB//+Mc55phjsmTJkkyfPj1Jsu+++2bJkiVbvZ4LLrggb3/720clo5IJAAAA4Bns4YcfzqmnnppPfepT2W233Z7wWFVt9afCPf7447nkkkvylre8ZTRiKpkAAAAAnqlWrVqVU089Ne94xzvy5je/OUmyzz775N57703SuW/T3nvvvVXr+uY3v5mjjjoq++yzz6hkVTIBAAAAPAO11nLaaaflsMMOy/ve977189/whjdk7ty5SZK5c+fmjW9841at78tf/vKoXSqX+HQ5AGBs8ely25FPlwNgPNvEp6xtV1deeWVe+cpX5ogjjsiECZ1xQh/72MdyzDHH5K1vfWvuueeezJw5MxdeeGH22GOPLF68OLNmzcqDDz6YCRMmZJdddsktt9yS3XbbLY888kgOOOCA3HnnnXn2s5+9ydfs5dPllEwAwFiiZNqOlEwAjGfPhJKpH3opmVwuBwAAAEDPlEwAAAAA9EzJBAAAAEDPlEwAAAAA9EzJxJg3PDycM844I8PDw/2OAgAAAOPWqJZMVTVUVTdW1fVVdU133h5V9a2q+mn3v9NGMwM7vvPOOy833XRTzj///H5HAQAAgHFr0nZ4jeNba0tHTH8wyXdaa2dX1Qe70x/YDjnYwTzyyCO59NJLs3Dhwhx++OG58sorM3v27AwMDPQ7GgAAADuaa87dtuub9e4tLjJ//vzMnj07S5YsSVXl9NNPz3vf+94sW7Ysb3vb2zI0NJQDDzwwF154YaZNm5bbbrst7373u3PdddflrLPOyvvf//716/rkJz+Zc845J1WVI444Iueee26mTp26TTepH5fLvTHJ3O73c5O8qQ8Z2AH86Ec/yu23357WWiZNmpT99tsvc+fO3fITAQDGm2vO3fZvjgAYdZMmTconPvGJ3HLLLbnqqqvy6U9/OrfcckvOPvvsnHjiifnpT3+aE088MWeffXaSZI899sicOXOeUC4lycKFCzNnzpxcc801uemmm7JmzZpccMEF2zzvaJdMLcm/VdW1VXV6d94+rbV7u98vTrLPxp5YVadX1TXdr5tGOSdj0P3335/ly5entZYkmThxYi6//PL+hgIAAIBtZPr06TnqqKOSJLvuumsOO+ywLFy4MBdffHEGBweTJIODg7nooouSJHvvvXde9rKXZfLkyU9a1+rVq/Poo49m9erVWbFiRfbbb79tnne0S6Zfa60dleS1Sf5LVb1q5IOt0w60jT2xtfa51tqs1tqsJCtHOSdj0IwZMzJt2rRUVZLk8ccfz3HHHdffUAAAADAKhoaG8uMf/zjHHHNMlixZkunTpydJ9t133yxZsmSzz50xY0be//7354ADDsj06dPz7Gc/O69+9au3ecZRLZlaawu7/70vydeS/HKSJVU1PUm6/71vNDOw43rpS1+aX/mVX8mqVavywAMPZP78+eubXAAAANhRPPzwwzn11FPzqU99KrvtttsTHquq9YMvNmX58uW5+OKLc9ddd2XRokV55JFH8qUvfWmb5xy1kqmqdq6qXdd9n+TVSW5KckmSdU3AYJKLRysDO7ZJkyblhBNOyHOf+9wMDQ3lhBNOcNNvAAAAdiirVq3Kqaeemne84x1585vfnCTZZ599cu+9nTsR3Xvvvdl77703u45vf/vbOeigg7LXXntl8uTJefOb35wf/OAH2zzraI5k2ifJlVX1kyT/keQbrbV/TXJ2kpOr6qdJTupOw9M2ODiYI444IrNnz+53FAAAANhmWms57bTTcthhh+V973vf+vlveMMb1n/w1dy5c/PGN75xs+s54IADctVVV2XFihVpreU73/lODjvssG2et9bdNPmZrKqu6d6baUue+RsDAPRi82PB2ab8DrYDWffJclvxcdkAdNx6662jUsQ8FVdeeWVe+cpX5ogjjsiECZ1xQh/72MdyzDHH5K1vfWvuueeezJw5MxdeeGH22GOPLF68OLNmzcqDDz6YCRMmZJdddsktt9yS3XbbLR/60Ifyla98JZMmTcpLX/rSnHPOOdlpp52e9Jqb2O6t+h1MyQQAjCVKpu3I72A7ECUTwFP2TCiZ+qGXkmm0P10OAAAAgHFAyQQAAABAz5RMAAAAABsxFm4xtC31ur1KJgAAAIANTJ06NcPDw+OmaGqtZXh4OFOnTn3a65i0DfMAAAAA7BD233//LFiwID//+c/7HWW7mTp1avbff/+n/XwlEwAAAMAGJk+enIMOOqjfMcYUl8sBAAAA0DMlEwAAAAA9UzIBAMCO4ppzO18A0AdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmRizBseHs4ZZ5yR4eHhfkcBAACAcUvJxJjVWsutt96az372sxkeHs7cuXP7HQkAAADGLSUTY9aNN96Y73//+1m6dGn22muv3HHHHUYzAQAAQJ8omRiz7rrrrixevDittSTJs571rJx33nn9DQUAAADjlJKJMWvnnXfO8uXL15dMa9asyXe/+90+pwIAAIDxScnEmHXUUUdljz32SFWltZbFixfnpJNO6ncsAAAAGJeUTIxZe+yxR97znvfkrrvuys0335wHHnggs2fP7ncsAAAAGJeUTIxpe++9d171qldlzZo1OeWUUzIwMNDvSAAAADAuTep3AOjV4OBghoaGjGICAACAPlIyMeYNDAxkzpw5/Y4BAAAA45rL5QAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAAAAgJ4pmQAAAADomZIJAGCMq6ovVNV9VXXTJh6vqppTVfOq6oaqOmp7ZwQAdnxKJgCAse+8JKds5vHXJnle9+v0JP9rO2QCAMYZJRMAwBjXWvtekmWbWeSNSc5vHVcl2b2qpm+fdADAeKFkAgDY8c1IMn/E9ILuvCepqtOr6pqquibJntsjHACwY1AyAQCwXmvtc621Wa21WUmW9jsPADB2KJkAAHZ8C5M8Z8T0/t15AADbjJIJAGDHd0mS2d1PmXt5kgdaa/f2OxQAsGNRMjHmDQ8P54wzzsjw8HC/owBAX1TVl5P8MMmhVbWgqk6rqt+tqt/tLnJpkjuTzEvyD0n+vz5FBQB2YJP6HQB68eijj+bzn/98fvrTn+b888/PH/7hH/Y7EgBsd621t2/h8Zbkv2ynOADAOGUkE2PW4sWLc8EFF2Tx4sU59NBDc+211xrNBAAAAH2iZGLM+slPfpKFCxem88fZZM8998zcuXP7nAoAAADGJyUTY9bjjz+e5cuXry+ZkuSyyy7rYyIAAAAYv5RMjFnPf/7zM23atFRVkuShhx7KCSec0OdUAAAAMD4pmRizDj300LzpTW/K8uXLs3DhwixcuDCzZ8/udywAAAAYl5RMjGkvetGL8uIXvzhLly7Na17zmgwMDPQ7EgAAAIxLk/odAHo1ODiYoaEho5gAAACgj5RMjHkDAwOZM2dOv2MAAADAuOZyOQAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGejXjJV1cSq+nFV/Ut3+qCqurqq5lXVV6pqymhnAAAAAGB0bY+RTO9NcuuI6Y8n+WRr7ZAky5Octh0yAAAAADCKRrVkqqr9k7w+yTnd6UpyQpJ/6i4yN8mbRjMDAAAAAKNvtEcyfSrJHydZ250eSHJ/a211d3pBkhkbe2JVnV5V11TVNUn2HOWcAAAAAPRg1EqmqvpPSe5rrV37dJ7fWvtca21Wa21WkqXbNh0AAAAA29KkUVz3ryZ5Q1W9LsnUJLsl+bsku1fVpO5opv2TLBzFDAAAAABsB6M2kqm19iettf1bawcm+c0k322tvSPJZUl+o7vYYJKLRysDAAAAANvH9vh0uQ3mDo3PAAAgAElEQVR9IMn7qmpeOvdo+nwfMgAAAACwDY3m5XLrtdYuT3J59/s7k/zy9nhdAAAAALaPfoxkAgAAAGAHo2QCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmQCAAAAoGdKJgAAAAB6pmRizBseHs4ZZ5yR4eHhfkcBAACAcUvJxJj2yCOP5POf/3x+9rOf5fzzz+93HAAAABi3lEyMWYsWLcpXvvKVLF68OM973vNy3XXXGc0EAAAAfaJkYsz6yU9+kkWLFqW1liQZGBjI3Llz+5wKAAAAxiclE2PW6tWrs3z58vUlU5JcdtllfUwEAAAA45eSiTHrBS94QaZNm5aqSpI8+OCDOeGEE/qcCgAAAMYnJRNj1vOe97y8+c1vzrJlyzJ//vwsXLgws2fP7ncsAAAAGJeUTIxphx9+eI488sgsW7Ysp5xySgYGBvodCQAAAMalSf0OAL0aHBzM0NCQUUwAAADQR0omxryBgYHMmTOn3zEAAABgXHO5HGPeNddckxNOOCHXXnttv6MAAADAuGUkE2PCo48+muuuuy7Lli3LjBkzcuSRR6aqcsMNN+Tcc8/N/vvvn7/4i7/IRRddlDvvvDO33357Jk+enBe/+MXZe++9+x0fAAAAdnhKJsaEyy67LD//+c+TJMuWLcuaNWsyceLEfP/738/kyZOzxx575FnPela+853vZMGCBeuft3jx4px66ql51rOe1a/oAAAAMC64XI5nvJUrV64vmNa55557Mn/+/AwNDa2f96xnPSsXXHDBE5Zbs2ZNFi1atD1iAgAAwLhmJBPPeFOmTMnUqVOzcuXK9fN22223TJw4MWvWrFk/b82aNbn//vuf9Pzddtttu+QEAACA8cxIJp7xJkyYkJe//OWZPHlykmSXXXbJy172ssyaNStr165Nkqxduzbz58/PypUrs99++yVJqiqHH3549tprr75lBwAAgPHCSCbGhJkzZ2bGjBl5+OGH8+xnPztVlSR55zvfmTPPPDOrVq3K2rVr84lPfCJHH310Hn744UyaNClTp07tc3IAAAAYH5RMjBmTJk3K7rvv/oR5L3vZyzJ58uQ89thj2WWXXXL00Ucn6Yx2AgAAALYfl8sx5n34wx/OhAkT8pGPfKTfUQAAAGDcUjIx5h100EF50YtelAMPPLDfUQAAAGDcUjIxpq1duzbnnntubrnllpx//vn9jgMAAADjlpKJMev+++/Pl7/85SxatCgvfOELc9VVV2V4eLjfsQAAAGBcUjIxZl177bW566670lpLVWXffffN3Llz+x0LAAAAxiUlE2PWww8/nOXLl6e1liSpqlx++eX9DQUAAADjlJKJMWvmzJmZNm1aqipJ8uijj+b444/vcyoAAAAYn5RMjFlHHnlkTjzxxKxYsSJLly7N/PnzM3v27H7HAgAAgHFJycSYVVV5xStekUMPPTQLFy7MySefnIGBgX7HAgAAgHFpUr8DQK8GBwczNDRkFBMAAAD0kZKJMW9gYCBz5szpdwwAAAAY11wux5g3PDycM844I8PDw/2OAgAAAOOWkokx7e67784//MM/ZPHixZk7d26/4wAAAMC4pWRizLr99tvzrW99K/fdd1/222+/3HrrrUYzAQAAQJ8omRiz7rjjjixevDittSTJLrvsYjQTAAAA9ImSiTFrypQpWb58+fqSae3atfnud7/b51QAAAAwPimZGLOOPPLITJs2LVWVJPn5z3+eE088sc+pAGD7q6pTqur2qppXVR/cyOMHVNVlVfXjqrqhql7Xj5wAwI5NycSYte++++bd7353FixYkNtuuy3Dw8OZPXt2v2MBwHZVVROTfDrJa5McnuTtVXX4BoudmeTC1tpLk/xmks9s35QAwHigZGJMmzFjRl7xilfkscceyymnnJKBgYF+RwKA7e2Xk8xrrd3ZWns8yQVJ3rjBMi3Jbt3vn51k0XbMBwCME5P6HQB6NTg4mKGhIaOYABivZiSZP2J6QZJjNljmw0n+rap+P8nOSU7a1Mqq6vQkp3cn99x2MQGAHZ2RTAAAO763JzmvtbZ/ktcl+WJVbfT3wNba51prs1prs5Is3Z4hAYCxTcnEmHfeeeflxhtvzPnnn9/vKADQDwuTPGfE9P7deSOdluTCJGmt/TDJ1BilBABsY0omxqyVK1fmkksuycKFC/OCF7wg3/ve9zI8PNzvWACwvf0oyfOq6qCqmpLOjb0v2WCZe5KcmCRVdVg6JdPPt2tKAGCHp2RizLrmmmtyww03pLWWnXbaKfvvv3/mzp3b71gAsF211lYn+b0k/zfJrel8itzNVfXnVfWG7mJ/lOQ9VfWTJF9O8q7WWutPYgBgR+XG34xZS5cuzfLly7Pud+SJEyfmiiuuyPve974+JwOA7au1dmmSSzeY92cjvr8lya9u71wAwPhiJBNj1j777JNp06alqpIkq1atyrHHHtvnVAAAADA+KZkYs44++ujMmjUra9euzSOPPJIFCxZkcHCw37EAAABgXFIyMWZNmTIlp5xySmbOnJl58+bluOOOy8DAQL9jAQAAwLjknkyMeYODgxkaGsrs2bP7HQUAAADGLSUTY97AwEDmzJnT7xgAAAAwrrlcjjFveHg4Z5xxRoaHh/sdBQAAAMYtJRNj2oMPPphzzjknd911V84///x+xwEAAIBxS8nEmLVgwYJ89atfzZIlS3LwwQfn+uuvN5oJAAAA+kTJxJh1ww035N57701rLUkybdq0zJ07t8+pAAAAYHxSMjFmrV27NsuXL19fMiXJZZdd1sdEAAAAMH4pmRizDj/88EybNi1VlSR54IEHcsIJJ/Q5FQAAAIxPSibGrOc+97l5y1vekqVLl+buu+/OokWLMnv27H7HAgAAgHFJycSYduihh+alL31p7r///pxyyikZGBjodyQAAAAYlyb1OwD0anBwMENDQ0YxAQAAQB8pmRjzBgYGMmfOnH7HAAAAgHHN5XIAAAAA9EzJBAAAAEDPlEwAAAAA9EzJBAAAAEDPlEwAAAAA9EzJBAAAAEDPlEwAAAAA9EzJBAAAAEDPlEwAAAAA9EzJxJg3b968vP71r8+8efP6HQUAAADGrVErmapqalX9R1X9pKpurqqPdOcfVFVXV9W8qvpKVU0ZrQzsWFauXJklS5Zk9erV6+etWbMmH//4x/PYY4/lox/9aB/TAQAAwPg2aRTX/ViSE1prD1fV5CRXVtU3k7wvySdbaxdU1d8nOS3J/xrFHOwA5s2blx/+8IdZu3Ztdtppp5x00kmZMGFCvva1r2XnnXfOC1/4wixYsCDz5s3LIYcc0u+4AAAAMO6M2kim1vFwd3Jy96slOSHJP3Xnz03yptHKwI5hzZo1+dGPfpS1a9cmSR577LFcc801ue666/LTn/40SVJVmTFjRs4666x+RgUAAIBxa1TvyVRVE6vq+iT3JflWkp8lub+1tu56pwVJZmziuadX1TVVdU2SPUczJ89sq1evzuOPP/6EeStWrMgjjzySlStXrp83YcKELFiwYHvHAwAAADLKJVNrbU1r7SVJ9k/yy0le8BSe+7nW2qzW2qwkS0crI898O+20U6ZPn/6EeQcddFAOOuigTJ06df28Rx55JDNmbLSzBAAAAEbZaN6Tab3W2v1VdVmSVyTZvaomdUcz7Z9k4fbIwNh23HHH5YYbbsjy5cszY8aMHHbYYUmS17zmNfniF7+4/qbgn/3sZ/ucFAAAAMan0fx0ub2qavfu989KcnKSW5NcluQ3uosNJrl4tDKw45gyZUpmzZqVk08+OYcffniqKlWV448/PmvXrs2iRYvynOc8x02/AQAAoE9G83K56Ukuq6obkvwoybdaa/+S5ANJ3ldV85IMJPn8KGZgHDjzzDOz884758wzz+x3FAAAABi3Ru1yudbaDUleupH5d6ZzfybYJg455JB84xvf6HcMAAAAGNdG9cbfALCtDQ8P54wzzsjw8HC/owAAACMomQAYMx577LGcc845eeCBB/KFL3yh33EAAIARlEwAjBn/8i//kiVLlmTatGm59957c/311/c7EgAA0KVkAmBMWL58eW699da01pIkrbV885vf7HMqAABgHSUTAGPCTjvtlGXLlj2hZPrZz37W51QAAMA6SiYAxoRf+qVfyt57752qSpKsXbs2hx12WJ9TAQAA6yiZABgz3vOe92TevHm5884789Of/jTvete7+h0JAADoUjIBMGYMDAzk+OOPz0MPPZRXv/rVGRgY6HckAACga1K/AwDAUzE4OJihoaHMnj2731EAAIARjGRizBseHs4ZZ5yR4eHhfkcBAACAcUvJxJh33nnn5cYbb8z555/f7yjAdnDeeefl5ptvds4DAMAzjJKJMWvFihX52te+loULF+awww7Lv//7vxvNBDu4G2+8MUNDQzniiCNy66235t577+13JAAAoEvJxJh1zTXX5Oabb05rLVOmTMmMGTMyd+7cfscCRsmqVaty8cUXZ9Kkzu0Ed955Z6OZAADgGUTJxJi1bNmyLF++PK21JMnEiRNz+eWX9zcUMGoefPDBJ5zzrbUMDQ31NxQAALCekokxa/r06Zk2bVqqKkny+OOP57jjjutvKGDU7L777tljjz3Wn/NVlQMPPLC/oQAAgPWUTIxZRx99dI455pisXr06Dz30UBYsWJDBwcF+xwJGycSJE/O2t70tK1asyKpVq7Js2bL89m//dr9jAQAAXUomxqxJkybl5JNPzkEHHZQ777wzxx9/fAYGBvodCxhFhxxySA499NDccssteclLXpK99tqr35EAAICuSf0OAL0aHBzM0NBQZs+e3e8owHbgnAcAgGcmJRNj3sDAQObMmdPvGMB24pwHAIBnJpfLMebNmzcvr3/96zNv3rx+RwEAAIBxS8nEmLFw4cLcdNNNWbZs2fp5y5cvzyc/+clMnDgxH/3oR/uYDgAAAMY3l8sxJvzoRz/KLbfckiS59tpr86pXvSoTJ07MpZdemsmTJ+e5z31uli5dmnnz5uWQQw7pc1oAAAAYf4xk4hlv1apVue22254w78Ybb8xNN92UoaGh9fP23HPPnHXWWds5HQAAAJAomRgjWmtPmm6tZeXKlU+Yf88992zPWAAAAECXkolnvMmTJ+f5z3/+E+a96EUvygtf+MJMnTp1/bxly5blOc95zvaOBwAAAMQ9mRgjjjnmmEyfPj3Lly/Pfvvtl7333jtJ8pa3vCV//dd/nZUrV+b+++/POeec0+ekAAAAMD4pmRgTqiozZ87MzJkznzD/6KOPztSpU7N48eIceOCBbvoNAAAAfeJyOca8M888MzvvvHPOPPPMfkcBAACAcctIJsa8Qw45JN/4xjf6HQMAAADGNSOZGPOGh4dzxhlnZHh4uN9RgO3AOQ8AAM9MSibGrNWrV+fqq6/O3//93+fhhx/Oeeed1+9IwChbtmxZPvvZz2b16tU555xzsnbt2n5HAgAAupRMjFk//vGPc+ONN2Z4eDi77bZb7rzzzixdurTfsYBRsnbt2lx66aVZunRppkyZkiVLluSqq67qdywAAKBLycSYtXDhwixevDittSTJlClTMnfu3D6nAkbL8uXLMzQ0tP6cb63liiuu6HMqAABgHSUTY9a0adOyfPny9W84V61ale985zt9TgWMll133TXDw8NPKJnuuOOOPqcCAADWUTIxZs2aNSsDAwOpqqxatSoLFy7MySef3O9YwCiZMmVKpk+fvv4+TCtWrMgRRxzR51QAAMA6SibGrJ133jm/8zu/k9tuuy0333xzVqxYkdmzZ/c7FjCKTjvttNx222258cYbc/fdd2dwcLDfkQAAgK4tlkxVtU9Vfb6qvtmdPryqThv9aLBlAwMDOfnkk1NVOeWUUzIwMNDvSMAoGhgYyCmnnJK1a9c65wEA4Blma0YynZfk/ybZrzt9R5I/GK1A8FQNDg7miCOOMIoJxgnnPAAAPDNtTcm0Z2vtwiRrk6S1tjrJmlFNBU/BXXfdlZtuuilDQ0P9jgIAAADj1taUTI9U1UCSliRV9fIkD4xqKtiIRx55JIsWLcqqVavWz1u1alX+6q/+KhMnTsyHPvShJJ1PnFqyZEmWLVvWr6jAKDr33HNz1113Ze7cuf2OAgAAjDBpK5Z5X5JLkhxcVd9PsleS3xjVVLCB22+/PVdffXVaa5k8eXJOOumkTJgwIV/96lez3377Zb/99svChQtz9dVXZ/Hixbn//vuTJDNnzsyxxx6bqurzFgDbwr//+79n4cKFOfjggzM0NJShoaEceOCB/Y4FAABkK0YytdauS3Jskl9J8jtJXthau2G0g8E6a9asybXXXpvWWpLO6KVrr7021113XebNm7d+uenTp+czn/nM+oIpSe6+++4sXrx4u2cGtr0VK1bkiiuuWD89ceLEXHDBBX1MBAAAjLTFkUxVteGdVY+qqrTWzh+lTPAEq1evfsIlckmycuXKTJgwIWvW/OL2YBMmTFhfRI306KOPjnpGYPQ99thjWb58+frzvLXmXmwAAPAMsjX3ZHrZiK9XJvlwkjeMYiZ4gp122ikzZsx4wrznPve5OfjggzNx4sT18x5++OGsWLHiCZfG7bTTTtl///23W1Zg9Oy+++4ZGBhYf45XVQ4++OA+pwIAANbZ4kim1trvj5yuqt2TuD6B7erYY4/NzTffnGXLlmXGjBl5/vOfn6rKiSeemK9+9atZuXJllixZkr/+67/OjBkzcscdd2Ty5Mk5/PDDM2XKlH7HB7aBqsq73vWufPCDH8yECRPyyCOP5Mwzz+x3LAAAoGtrbvy9oUeSHLStg8DmTJ48OS95yUueNP91r3tdPvOZz+Thhx/OLrvskqOPPjpJsu+++27viMB2sN9+++UlL3lJvv71r+cNb3hDBgYG+h0JAADo2uLlclX19aq6pPv1L0luT/K10Y8GW+fDH/5wJkyYkI985CP9jgJsB4ODgzniiCMye/aGtwwEYFOuvmtZrr5rWb9jALCD25qRTH8z4vvVSe5urS0YpTzwlM2aNSvf/e53+x0D2E4GBgYyZ86cfseAZ5SqOiXJ3yWZmOSc1trZG1nmrencW7Ml+Ulr7be2a0gAYIe3NfdkumJLywAA0B9VNTHJp5OcnGRBkh9V1SWttVtGLPO8JH+S5Fdba8urau/+pAUAdmSbLJmq6qF0/tL1pIeStNbabqOWCgCArfXLSea11u5Mkqq6IMkbk9wyYpn3JPl0a215krTW7tvuKQGAHd4mS6bW2q7bMwgAAE/LjCTzR0wvSHLMBss8P0mq6vvpXFL34dbav25sZVV1epLTu5N7btuoAMCObKs/Xa47rHrquun2/7N359FR3ff9/5+fWTQaLQhJLBICJEDCQjK7bHBqHMDYxUucfpN++0vcBH71N/Fp08bf72nTNj/bJ47b+luniXNau2mTOItxmuXEWdw43m2w4yVgYwwGIYEEaEMLaN9nNDOf3x+SxhokG2ykuRr0epzDEfeje996XTxX1rz1uZ9rbd2UJBIRERGRyeYBioDNwELgd8aYldbaznN3tNZ+F/gugDFmfzxDioiISGK7kKfL3WKMqQJOAS8DNcDTU5xLRERERC7MaWDRmO2FI2NjNQC/sdYOWWtPAccZbjqJiIiITJrzNpmAfwQ2AsettUuAa4G9U5pKRERERC7Um0CRMWaJMSYJ+BTwm3P2eZzhWUwYY+YwfPvcyXiGFBERkUvfhTSZhqy1bYDLGOOy1u4ByqY4l4iIiIhcAGttCPgr4FmgAvi5tbbcGPMPxphbRnZ7FmgzxhwF9gB/O/LznYiIiMikuZA1mTqNMWnAK8CPjTFngL6pjSUiIiIiF8pa+xTw1DljXxnzdwv89cgfERERkSnxnjOZjDHfMsZczfAjcPuB/wM8A5wAPhafeCIiIiIiIiIikgje73a548DXgXLgfmCltXaXtfZBTa+W6aStrY077riDtja9LEVmAl3zIiIiIiLT03s2may1/2atvQr4KNAG/MAYU2mM+YoxZnncEoqcxyOPPMLhw4d59NFHnY4iInHwyCOPUFFRoWteRERERGSaOe/C39baWmvt16y1a4FPA/+D4UUlRRzV19fHL37xC06fPk1paSmvvvqqZjaIXOIOHjxIXV0dpaWlVFZW0tjY6HQkEREREREZcd4mkzHGY4z5mDHmx8DTwDHgE1OeTOQ89u/fT2VlJdZaPB4PCxYsYNeuXU7HEpEpEgwG+e1vf4vLNfy/rpSUFM1mEhERERGZRt5v4e/rjDE/ABqAzwNPAsustZ+y1v53vAKKvJeOjg46OjoYfmAOuN1uXnrpJWdDiciU6enpibnmrbXU1tY6nEpEREREREa930ym/w94HVhhrb3FWvsTa21fnHKJnFdeXh6ZmZkYY4DhWQ6bN292NpSITJnMzEyysrKi17wxhiVLljicSkRERERERr3fwt9brbXfs9Z2xDOQyIVau3YtH/nIRxgaGqK7u5v6+np27tzpdCwRmSIul4tPfepT9PX1EQgEaG1t5c/+7M+cjiUiIiIiIiPOuyaTyHTl8XjYunUrS5cu5dSpU2zdupXs7GynY4nIFFq2bBnFxcVUVlaybt065s6d63QkEZFp4yf76th3qt3pGCIiMoN5nA4gcrF27txJTU0NO3bscDqKiMSBrnkRERERkelJTSZJeNnZ2Tz44INOxxCRONE1LyIiIiIyPel2ORERSSjV1dXcdNNNVFdXOx1FRERERETGUJNJRESmpUAgwNGjRykvL2dgYACASCTCN77xDdLS0rj//vsdTigiIiIiImPpdjkREZl2gsEgTzzxBH19fQAcOXKEW265hSeffJLk5GRyc3Ox1rJv3z42bNjgcFoREREREQHNZBIRkWmopqYm2mACGBwc5MiRI+zfvz86ZozhZz/7mRPxRERERERkAmoyiYjItGOMGTfmcrkYHByMGevs7IxXJBEREREROQ81mUREZNopKCggPT09up2SkkJpaWnMPtZavF5vvKOJiIiIiMh70JpMIiIy7Xi9Xj72sY9x6tQpIpEIS5Yswefz8Zd/+Zd86UtfIikpie7ubr71rW85HVVEREREREaoySQiItOS1+tl+fLlMWNFRUVkZmZSU1NDQUEBhYWFDqUTEREREZFz6XY5ERFJKHfffTepqancfffdTkcREREREZExNJNJREQSSmFhIU8++aTTMURERERE5ByaySQJr7q6mptuuonq6mqno4hIHOiaFxERERGZntRkkoTQ3d3Nc889x89//nNeeeUVhoaGGBoa4rXXXuO73/0uubm53H///U7HFJFJdOLECR5//HF+/etfc+zYMQBaW1v5j//4DwoKCnjwwQeJRCIOpxQRERERkVG6XU4Swp49e+js7ATg5MmTuFwuPB4Phw8fJhgMkpaWRiAQoKqqiqKiIofTisjFamtr49VXX41u7927l/T0dJ5++mkikQherxeAF154geuvv96pmCIiIiIiMoZmMsm0Nzg4GG0wjWpubqapqYmampromM/n45//+Z/jnE5EpkJzc/O4sRMnTlBVVRUz9swzz8QrkoiIiIiInIdmMsm05/P5SE1Npa+vLzqWlZWF2+1mcHAwOhYKhTh16pQTEUVkkmVlZY0bW7BgAf39/bhc7/5+pKWlJZ6xRERERETkfWgmk0x7xhg2bdpEWloaAHPnzuXKK6+krKws+mYzGAxSU1NDfn6+k1FFZJLk5uayatUq3G43LpeLkpISli5dSiAQYGhoCBheqy0pKcnhpCIiIiIiMkozmSQhzJ8/n0984hOEQqHoWiwAX/jCF7j99tuji//+67/+q1MRRWSSrV27llWrVgHgdrsB+Nu//Vs+97nP4XK5iEQifO9733MyooiIiIiIjKGZTJIwjDExDSaAwsJCFi9eDEBBQQGFhYVORBORKeJ2u6MNJhi+5gsKCohEIrrmRURERESmGTWZJOHdfffdpKamcvfddzsdRUTiQNe8iIiIiMj0pCaTJLzOzk4GBgbo6upyOoqIiIiIiIjIjDVlTSZjzCJjzB5jzFFjTLkx5n+PjGcZY543xlSNfMycqgxyaenp6aGuro5AIBAdCwQCfOMb38Dr9XLPPfcAEIlEOH36NGfOnHEqqohMAmstzc3NNDU1Ya2Njt9///243W7uu+8+B9OJiIiIiMi5pnLh7xDwN9baA8aYdOAtY8zzwP8LvGitvd8Y82Xgy8DfT2EOuQRUVFTwxhtvAMNrtGzbtg2Xy8UvfvELcnJyyMnJobGxkb1799LU1ER3dzcAeXl5XHvttRhjnIwvIh9QOBzmueeeizaLs7Ky2L59Oy+88AJpaWmkpaURCoU4ePAga9ascTitiIiIiIjAFM5kstY2WWsPjPy9B6gA8oCPA7tGdtsF/NFUZZBLQzgc5sCBA+O23377bU6cOBEdz8nJ4dvf/na0wQRw+vRpmpqa4ppXRC5ebW1tzGzE9vZ2KioqePnll6NjHo+HRx55xIF0IiIiIiIykamcyRRljCkA1gL7gPnW2tF3/c3A/Pc45nbg9pHNOVMcUaaxUChEKBSKGQsEArjdbsLhcHTM5XLFbI8aHByc8owiMrnG3hY7qre3d9z13NPTE69IIiIiIiJyHlO+8LcxJg34JfB/rLXdYz9nhxfZsBMdZ639rrW2zFpbBrROdU6Zvnw+H4sXL44ZKywspKioKObR5t3d3fT39+NyvfuyTk5OZtGiRXHLKiKTIz8/H6/XG912u91cfvnlMdc8ELOPiIiIiIg4a0pnMhljvAw3mH5srf3VyHCLMSbXWvs3zscAACAASURBVNtkjMkFtDqznNemTZuoqKigo6ODvLw8li1bBsB1113HT3/6UwYHBzl79ixf//rXWbRoEVVVVXi9XlasWKE3oSIJKCUlhRtvvJHKykqstVx22WXMmjWLz33uc9x77734fD46Ozt54IEHnI4qIiIiIiIjpqzJZIZXWv4+UGGt/eaYT/0G2AncP/Lxv6cqg1w6PB4PK1euHDe+fft2/v3f/53e3l7S0tJYv349APPmzYt3RBGZZLNnz2bjxo0xYytWrCA5OZmamhoKCgooLCx0KJ2IiIiIiJxrKm+X+wPgs8BWY8zBkT83Mtxcus4YUwVsG9kW+dC++tWv4nK5uPfee52OIiJxcPfdd5Oamsrdd9/tdBQRERERERljymYyWWtfBd7rufHXTtXXlZmnrKyM3bt3Ox1DROKksLCQJ5980ukYIiIiIiJyjilf+Ftkqu3fv5+tW7fy1ltvOR1FROKgra2NO+64g7a2NqejiIiIiIjIGGoySUIIBoPs37+f559/nvLycqy1WGupqKjge9/7Hjk5OdHb5U6fPs3u3bt55ZVX6OjocDi5iEym/v5+Hn74Yfr6+vj+97/vdBwRERERERljSp8uJzJZXnrpJZqamgBobGwkGAzidrt5+eWXSU5OJjk5mdTUVPbs2UNdXV30uIaGBj7xiU/g8/mcii4ik8RayxNPPMGZM2dIT0+nubmZ/fv3U1ZW5nQ0ERERERFBM5kkAQQCgWiDadSpU6c4deoUNTU10bHU1FR+/OMfx+wXDAZpaGiIR0wRmWIdHR1UVVVhrQWGm07PP/+8w6lERERERGSUZjLJtOfxeEhKSiIYDEbHUlJS8Hg8hMPh6FgkEqGnp2fc8ampqXHJKSJTy+/3097eHtNkOnHihMOpRERERERklGYyybTndru54oorcLmGX64+n4+ysjLWrVsX3cday+nTpxkYGCA7Ozs6vnTpUnJycuKeWUQmn9/vZ/78+Rgz/ODSUCjEihUrHE4lIiIiIiKjNJNJEkJhYSELFy6kq6uL7OxsPJ7hl+6tt97KvffeSyAQIBQK8cADD7Bu3Tra2trwer1kZGQ4nFxEJtPnPvc5PvvZz2KMIRQKRRf8FxERERER52kmkySM5ORk5s+fH20wAVx55ZXRN5tpaWmsX78eYwxz5sxRg0nkEpSdnc22bdvo7+9n+/btMTMXRURERETEWWoyScL76le/isvl0owGkRli586drFy5kh07djgdRURERERExtDtcpLwysrK2L17t9MxRERERERERGY0zWQSEZGE8sgjj1BZWcmjjz7qdBQRERERERlDTSYREUkYBw4coK6ujpKSEo4fP87p06edjiQiIiIiIiPUZBIRkYQQCAR46qmncLmG/9eVnJzMj370I4dTiYiIiIjIKDWZREQkIfT29tLR0YG1FgBrLbW1tQ6nEhERERGRUWoyiYhIQsjMzCQrKwtjDADGGJYsWeJwKhERB+z/odMJREREJqQmk4iIJASXy8Wtt95KT08PAwMDnD17lttuu83pWCIiIiIiMkJNJhERSRhLliyJLvq9fv165syZ43QkEREREREZ4XE6gIiIyAexc+dOampq2LFjh9NRRERERERkDDWZREQkoWRnZ/Pggw86HUNERERERM6h2+Uk4bW1tXHHHXfQ1tbmdBQRERERERGRGUtNJkloLS0tPPzwwzQ0NLBr1y6n44iIiIiIiIjMWGoyScI6efIkTzzxBGfOnGHx4sUcOXJEs5lEREREREREHKImkySso0eP0tzcjLUWgIyMDM1mEhEREfkw9v9w+I+IiMhFUJNJEpbL5aKjoyPaZIpEIuzevdvhVCIiIiIiIiIzk5pMkrBWrVpFZmYmxhgA2tvbufbaax1OJSIiIiIiIjIzqckkCWvhwoV89rOfpampierqas6cOcOOHTucjiUiIiIiIiIyI6nJJAktPz+fK6+8kr6+PrZv3052drbTkURERERERERmJI/TAUQu1s6dO6mpqdEsJhEREREREREHqckkCS87O5sHH3zQ6RgiIiIiIiIiM5pul5OEt3v3bjZv3syePXucjiIiIiIiIiIyY2kmk0w7tbW1HDhwgGAwSFFREWvXrqWrq4vf//73dHR0sGDBAq666iqMMezdu5fHH3+coqIiHnjgAbZs2cLBgwc5duwYXq+XtWvXsmTJEqdPSUREREREROSSpyaTTCt9fX28/PLLWGsBOHz4MGlpaRw9epSuri5guAnldrvxeDwcOHAAl8tFamoqixcv5le/+hU9PT0ADA4O8rvf/Y7s7GxmzZrl2DmJiIiIiIiIzAS6XU6mlbNnz0YbTKMaGxujDaZRLS0ttLS0UFtbGx1LSkriiSeeGFfzzJkzUxNWRERERERERKLUZJJpJTs7e9xYTk4OaWlpMWNz5sxhzpw5MQ2poaGhcc2o0X1FREREREREZGqpySTTSnp6Oh/5yEdITk7G5XKxfPlyli9fzjXXXENGRgYw3HS68sorKSsro7e3F4BAIEBNTQ3d3d0UFxfjcrnw+Xxs2LCB2bNnO3lKIiIiIiIiIjOC1mSSaaeoqIjCwkIAjDEAzJ07lz/6oz8iEongcr3bG7311lv5x3/8x+iMpnvuuYcNGzZw5ZVXxhwvIiIiIiIiIlNLM5lkWjLGTNggGttgAti6dStutxsAj8fDli1b3vd4EREREREREZkaajJJwrvzzjsBuOuuuxxOIiIiIiIiIjJzqckkCW/r1q289NJL0VlMInJpa2tr44477qCtrc3pKCIiIiIiMoaaTCIiklB+8IMfUF9fz65du5yOIiIiIiIiY6jJJCIiCWP37t00NTWRn59PbW0tJ06ccDqSiIiIiIiMUJNJREQSQl9fH6+//nr0aZIul4vHHnvM4VQi04MxZrsx5pgxptoY8+X32e+TxhhrjCmLZz4RERGZGdRkEhGRhDA0NERHR0e0yWSt5dSpUw6nEnGeMcYNfAu4ASgBPm2MKZlgv3TgfwP74ptQREREZgo1mUREJCHMnj2b7OxsjDEAGGMoLCx0OJXItHAlUG2tPWmtDQI/Az4+wX7/CHwNGIxnOBEREZk51GQSEZGEcdttt9HS0kJbWxu1tbXcdtttTkcSmQ7ygPox2w0jY1HGmHXAImvtk+crZoy53Riz3xizH5gzqUlFRETkkqYmk4iIJIycnBzKyspoaGhg06ZNZGdnOx1JZNozxriAbwJ/cyH7W2u/a60ts9aWAa1TGk5EREQuKR6nA4iIiHwQO3fupKamhh07djgdRWS6OA0sGrO9cGRsVDpwOfDSyO2mOcBvjDG3WGv3xy2liIiIXPLUZBIRkYSSnZ3Ngw8+6HQMkenkTaDIGLOE4ebSp4BbRz9pre1izG1vxpiXgC+pwSQiIiKTTbfLScJra2vjjjvuoK2tzekoIiIicWetDQF/BTwLVAA/t9aWG2P+wRhzi7PpREREZCbRTCZJWNZaysvL+c1vfkNHRwe7du3ir//6r52OJSIiEnfW2qeAp84Z+8p77Ls5HplERERk5tFMJklYhw4dYu/evbS2tpKdnU1VVZVmM4mIiIiIiIg4RE0mSVi1tbU0NzdjrQUgOTmZRx55xNlQIiIiIiIiIjOUmkySsNLS0ujo6Ig2mcLhMLt373Y4lYiIiIiIiMjMpCaTJKz169eTlZWFMQZrLU1NTWzbts3pWCIiIiIiIiIzkppMkrBmz57N7bffzokTJzhy5Ajd3d3s2LHD6VgiIiIiIiIiM5KaTJLQ5s6dy+bNm4lEImzfvp3s7GynI4mIiIiIiIjMSB6nA4hcrJ07d1JTU6NZTCIiIiIiIiIO0kwmERFJKG1tbdxxxx20tbU5HUVERERERMZQk0kSmrWWH/7wh5SXl/Poo486HUdE4uCRRx7h+PHjuuZFRERERKYZNZkkYXV3d/Ozn/2MxsZGSktLef311zWzQeQSt3//furr6ykuLqaqqoqGhganI4mIiIiIyAg1mSRh7d+/nxMnTmCtxeVykZuby65du5yOJSJTJBAI8Mwzz2CMAcDn8/Ff//VfDqcSEREREZFRajJJwurp6aGjowNrLQAul4uXXnrJ2VAiMmV6e3tjrnlrLbW1tQ6nEhERERGRUWoyScJatGgRmZmZ0VkNg4ODbNmyxeFUIjJVsrKyyMrKil7zxhiWLFnicCoRERERERmlJpMkrDVr1rB582YGBwdpb2+nvr6eHTt2OB1LRKaIMYbPfOYzdHd309/fT0tLC7fddpvTsUREREREZISaTJKwXC4XV199NUVFRdTX17Nt2zays7OdjiUiUyg/P5/S0lKqqqq44oormDNnjtORRERERERkhMfpACIXa+fOndTU1GgWk8gMoWteRERERGR6UpNJEl52djYPPvig0zFEJE50zYuIiIiITE+6XU4SXltbG3fccQdtbW1ORxERERERERGZsdRkkoTW2NjIww8/TGNjI7t27XI6joiIiMilZf8Ph/+IiIhcADWZJGFVVVXx1FNPcebMGRYuXEh5eblmM4mIiMgl7Sf76th3qt3pGCIiIhNSk0kSVmVlJc3NzVhrAZg1a5ZmM4mIiIiIiIg4RE0mSVgej4eOjo5okykSibB7926HU4mIiIiIiIjMTGoyScJavXo1mZmZGGOA4QXAr732WodTiYiIiIiIiMxMajJJwlqwYAE7d+6ksbGR48ePc/bsWXbs2OF0LBEREREREZEZSU0mSWiLFi1iw4YNDAwMsH37drKzs52OJCIiIiIiIjIjeZwOIHKxdu7cSU1NjWYxiYiIiIiIiDhITSZJeNnZ2Tz44INOxxARERERERGZ0XS7nIiIiIiIiIiIXDQ1mURERERERERE5KKpySQiIiIiIiIiIhdNTSYREREREREREbloajKJiIiIiIiIiMhFU5NJREREREREREQumppMIiIiIiIiIiJy0dRkEhERERERERGRi6Ymk4iIiIiIiIiIXDQ1mSTh7d69m82bN7Nnzx6no4hIHOiaFxERERGZnqasyWSM+YEx5owx5siYsSxjzPPGmKqRj5lT9fUlcVlraWho4OTJkwSDweh4a2srVVVV9PT0RMf6+vr4z//8T1JSUrjvvvsAGBoa4uTJk9TX1xOJROKeX0Q+uMHBQU6cOEFjYyPWWgDC4TC1tbXU1NQQCoWi+/7bv/0bWVlZfO1rX4uOdXV1UVVVRUdHR9yzi4iIiIjIMM8U1n4E+Hfg0TFjXwZetNbeb4z58sj2309hBkkw1lqef/55mpqaAPD7/dx4442cOHGCgwcPAmCMYcuWLbjdbh577DHy8vIAaGlp4bnnnqOrq4v+/n4A5s2bx/bt2zHGOHNCInJenZ2dPP3009Gmcn5+PldffTVPPfVUtGk0a9YsbrrpJn72s5+xZMkSACKRCE8++STFxcW8+uqr0XobNmyguLg4/iciIiIiIjLDTdlMJmvt74D2c4Y/Duwa+fsu4I+m6utLYmpubo42mAAGBgY4evQohw8fjo5Zazl06BCHDh2ipqYmOj5v3jweffTRaIMJ4MyZM5w+fTou2UXkwykvL4+ZtVhbW8uRI0diZiV1d3dTXl7O22+/HR1zuVz86le/ijagRx08eDA6G0pEREREROJnKmcyTWS+tXa0g9AMzH+vHY0xtwO3j2zOmepgMj2MvSVmVDAYJBwOj9vPWhvzRtIYM+GMpYlqisj0MTQ0NG4sEAhMODZR8+jca1zXvIiIiIiIMxxb+NsOv1N4z181W2u/a60ts9aWAa3xSyZOWrBgAenp6dFtl8vFihUrWLp0acx+xcXFFBcXxzSVOjs7aW9vx+12R8dSU1NZuHDh1AcXkQ/tsssui7mWs7KyWLVqFcnJydExr9fLypUrY2YqAnR0dHDZZZe9bz0REREREYmPeM9kajHG5Fprm4wxucCZOH99mebcbjc33ngjx48fJxgMsmzZMjIzM/mDP/gD5s+fT0dHB3l5edHG0ebNm/n5z3/O4OAg7e3tfOUrX2Ht2rVUV1fj9XpZvnw5Hk+8X+Yi8kHk5uZy4403curUKfx+P8uXLycpKYmbb76Z48ePY62lqKiI1NRU/uRP/oTvfOc7JCUl0dnZyZe+9CXWrFnD7NmzaWlpYc6cOeOa0iIiIiIiEh/xfvf9G2AncP/Ix/+O89eXBJCcnMyqVatixlwuF8uXLx+378c//nEeeughQqEQHo+HLVu2AFBWVhaXrCIyOebMmcOcObF3RqemprJ27dqYsW3btnH//fePu+YLCgooKCiIV1wREREREZnAlN0uZ4z5KfB74DJjTIMx5n8x3Fy6zhhTBWwb2Ra5KHfeeScAd911l8NJRCQedM2LiIiIiExPUzaTyVr76ff41LVT9TVlZtq6dStbt251OoaIxImueRERERGR6cmxhb9FJsvDDz/M5s2b+cEPfuB0FBGJg927d7N582b27NnjdBQRERERERlDKyKLo06ePMmxY8fwer2sWrWKefPm0drayqFDhwgGgxQVFVFYWMjAwAAHDhygo6ODBQsWsGbNGgDeeecd3nzzTRYvXsxPf/pTbrvttouq6XKp7yrihMrKSk6ePInf72ft2rXMnj2bxsZGjhw5grWWkpISFi1aRHd3Nz/60Y9Yvnw53/nOd9i8eTPhcJi33347uvD3unXrSEpKcvqURERERERmHDWZxDGNjY288sor0e3m5mZuvvlmnnvuOYaGhgA4c+YMPp+Pw4cPc/bsWQDa2toIh8O43W6effZZUlJSSElJwe/38+1vfxu/3/+ha15xxRXxOn0RGVFVVcW+ffui22fPnuW6667jxRdfJBKJAMPX8k033cTPf/5zMjIyAEhJSeGxxx4jNzeXkydPAsPXcn9/v26nExERERFxgKZtiGPq6upitsPhMOXl5dFm0KiTJ09Gm0Fjj62vr6elpSU65vf7+f3vfz+u5tGjRy+4pojE37nX3sDAAOXl5dEG06iKigqqqqpixl544QXq6+tjxurr67HWTk1YERERERF5T2oyiWNmzZo1bmz+/PnjxmbPnk1ycvK4Y9PT02PGwuEw/f39446fN2/eBdcUkfib6Nqb6LqdN2/euMbTwMDAuO8F6enpGGMmN6SIiIiIiJyXmkzimOXLl5ObmwuAMYYVK1ZQWFjI5ZdfHn2DOH/+fEpKSti4cSNerxeA1NRUysrKWL9+PYFAAIBIJEJDQwOtra0XVVNE4m/lypVkZ2cD4HK5WL9+PUVFRSxbtiy6T35+PkVFRTQ1NUVnKQ0ODtLa2srGjRujt8n6fD6uuuqq+J+EiIiIiIhoTSZxjsfj4frrr6enpwePxxN9k7h+/XpKS0sZGhqKzlDIz88nLy+P3t5eMjIyog2jtWvX8stf/pKhoSEikQg7duy46JoiEl/JycncfPPNdHd34/P58Pl8AFx99dWsW7cOay2pqakA/Pmf/zn33XcfHo+HQCDAPffcw9y5c/njP/5juru7SU9Px+12O3k6IiIiIiIzlmYyiePS09NjFuuG4Ted594C4/F4mD17dkwz6PbbbycQCERvobntttsuuqaIOGPWrFnRBtOolJSUaIMJYOvWrRhjCAQCeDwetmzZAgzPgJo9e7YaTCIiIiIiDlKTSRLen/7pnwKwY8cOh5OISDzceeedANx1110OJxERERERkbF0u5wkvM9//vN8/vOfdzqGiIiIiIiIyIymmUySMILBIG1tbTFPl4pEIrS1tUUXABeRxGStpb29nYGBgZjxnp4euru7Y8a+9rWv4ff7ue+++6JjoVCI1tZWQqFQXPKKiIiIiMh4mskkCeHUqVO89tprhMNh/H4/27Ztw+Vy8cILL9DX14fb7Wbjxo0UFhY6HVVEPqCBgQGee+45Ojs7McawevVqVq1axe9+9ztqamoAWLhwIVu2bOGxxx6juLg4ui7Ts88+y5o1a9izZw+BQACv18tHP/pR8vLynD0pEREREZEZSE2mGeqhhx6iurra6RgXLC0tLWZx7gMHDgBEnzAFUFFRQW9vryP5JkthYSFf/OIXnY4hEleHDx+ms7MTGJ7RdPDgQXw+X7TBBNDQ0MCxY8f4/e9/H/1e4PP5+OlPf0ogEIh+HxgaGmLv3r188pOfjPt5iIiIiIjMdGoyybRnjBn39DeX6907PUdvnxvdz1ob13wicnEmag63t7df0JjH4xl3fG9vL9ZaPTVSRERERCTO1GSaoRJttswzzzxDS0tLdPvyyy/H7XZz6NAhqqqqALjqqqu46aabnIooIh9Sfn4+9fX10e2UlBRKSko4ceJETBO5uLiYYDBIUlJSdN+enh7y8/NjZmbm5+erwSQiIiIi4gA1mSQhbN68mYMHD9LR0UFeXh6XX345xhg8Hg+VlZWEw2G2bt3qdEwR+RCWLVtGJBLh5MmTpKSksHr1ambNmsX111/PkSNHsNZSUlJCdnY2t9xyCz/5yU9ISkqis7OTL3zhC2zYsAG/309LSwtz5sxhzZo1Tp+SiIiIiMiMpCaTJITk5GQ2btw4bvzyyy+nv78fAL/fH+9YIjJJioqKKCoqihmbP38+8+fPjxnbvn073/jGNwiFQng8nmhzed26dXHLKiIiIiIiE3OdfxcREZHp48477wTgrrvucjiJiIiIiIiMpZlMIiKSULZu3arbY0VEREREpiHNZBIRERERERERkYummUziqPb2dqqqqvB6vRQXF5OSksLAwACVlZUEAgEKCwuZM2cO4XCY48eP09HRwYIFCygoKACgrq6O5ORkwuFwdI2Wi60pIiIiIiIiIh+cmkzimPb2dp588snoI8pPnDjBxz72MZ566il6e3sBqKqq4oYbbqC8vJyamproWF9fHx6Ph7179+L1evF6vbz88susXbv2omqWlpbG9x9BRERERERE5BKhJpM45sSJE9FmEEB/fz/vvPNOtBkEEIlEqKysjDaDRlVVVeF2u2PGGhoa8Pv942oeOnRoXM2KiooJa6rJJCIiIiIiIvLhaE0mcUxSUtK4Mb/fP27M5/ONayh5vd5xx7tcLnw+30XVFBEREREREZEPR00mcczy5ctJS0uLbufk5FBaWkpeXl50LCUlhZKSElavXh0dc7lcrFmzhtWrV8c0ilauXElJScm4mpdffvm4mqWlpRPWFBEREREREZEPR7fLiWP8fj8f//jHOX36NF6vl9zcXIwxXHvttTQ3NxMMBsnLy8Pj8bBy5UoWLlxIR0cHOTk5pKSkAPDJT36Su+++m0gkEm0SXWxNEREREREREfng1GQSR3k8HvLz82PGjDHk5uaO2zczM5PMzMyYMb/fTygUmtSaIiIiIiIiIvLB6XY5ERERERERERG5aGoyiYiIiIiIiIjIRVOTSRJKJBK5oP2stVhrpziNiHxYE13LE12z73UtT3T8xdYUEREREZGLozWZJCGcPXuW1157ja6uLnJycti0aRMul4tXXnmF9PR0IpEILS0tzJs3jzfeeIOqqio8Hg9r1qyhuLjY6fgiMqKnp4dXXnmFs2fPkpWVxaZNm0hLS+P111+npqYGv9/PFVdcQUFBAYcPH+bw4cNYa1mxYgXr1q2joaGBffv20dvby+LFi7n66qsZHBy8qJoiIiIiIjI51GSSac9ay+9+9zt6e3sBaG5u5o033sDj8dDY2AiAy+Xi5ZdfZs2aNVRWVgIQDofZt28fOTk5zJ4927H8ItPFQw89RHV1taMZUlJScLvd0e3XX3+dUCiEz+eLjh06dIj+/v6YJz5WVFTw4x//mOTkZILBIABVVVU8/fTTuN3uC6o5MDCA3+8fV/PchwfEW2FhIV/84hcdzSAiIiIiMhnUZJJpLxAIRBtMo1pbW/F4Yl++AwMDNDU1jTu+tbVVTSaRacLlir1L2+12T3jrmtfrHTfm8XgwxsTcFud2uy+45rnfMybKIyIiIiIiH56aTDLt+Xw+MjIy6Orqio7Nnz8fj8cTM5aWlsaiRYuoqamJOX7evHnxiioyrU2H2TIvvPACp0+fjm7PnTuXxYsX89Zbb0XHPB4PW7Zs4fnnn485duvWrbz22mscOXIEgKKiIlauXEl7e/sF1dy6dSvPPfdcTM3rrruOBQsWTOo5ioiIiIjMVPoVrkx7xhg++tGPMm/ePLxeL/n5+Vx55ZWsX7+eJUuWYK0lHA6zefNmli5dyurVq0lOTiY9PZ1NmzYxa9Ysp09BREZ85CMfIS8vD6/XS25uLps2baKkpITi4mKSkpKYPXs2W7ZsYcGCBWzcuJHU1FT8fj9lZWUsWrSILVu2EA6HsdZSVFTEqlWrLrhmbm7uuJpqMMmlwhiz3RhzzBhTbYz58gSf/2tjzFFjzDvGmBeNMflO5BQREZFLm2YySULIzMzkhhtuGDd+zTXX8Mtf/hKA7OxsANasWcOaNWvimk9ELkxKSgrbtm0bN75hwwY2bNgQM3bZZZdx2WWXxYzNnz+f/v5+YLhhBcOzlC6mpkiiM8a4gW8B1wENwJvGmN9Ya4+O2e1toMxa22+M+QvgX4D/J/5pRURE5FKmmUwiIiIiie1KoNpae9JaGwR+Bnx87A7W2j3W2v6Rzb3AwjhnFBERkRlATSYRERGRxJYH1I/ZbhgZey//C3j6vT5pjLndGLPfGLMfmDM5EUVERGQm0O1yIiIiIjOEMeYzQBnw0ffax1r7XeC7I/vvj1M0ERERuQSoySRToqWlhY6ODnJzc8nIyACgu7ubxsZGMjIyyM3NBSAQCFBXV4fX62XRokW43W4ikQj19fUEAgEWL15McnLy+9b0er0xjzSfjJoXklMkUYVCIerq6rDWsnjxYrxeL9ZaGhsb6enpYdGiRaSmpgLQ3t5OS0sLc+fOZc6c4QkN/f391NfXk5KSwsKFCzHGxLWm2+3G5XLR19c3rXNeTE2RD+g0sGjM9sKRsRjGmG3AXcBHbrh21AAAIABJREFUrbWBOGUTERGRGURNJpl0Bw4c4PDhw8C7T4Zzu93s3r0bay0AJSUllJSU8Nvf/pbBwUFgeOHuG264geeee44zZ85Ea910001UVVW9Z83RhtGbb745aTXPl/PGG2/E5dLdppJ4hoaGePLJJ+nq6gIgLS2Nm2++mTfeeIOTJ08CsH//fq6//nq6urp4/fXXo8eWlZWRm5vLM888w9DQEAALFy7kmmuuiWvNlJQUAH79619P65wftua11177wf/Dykz3JlBkjFnCcHPpU8CtY3cwxqwFvgNst9aeiX9EERERmQnUZJJJFQqFKC8vj25ba3nnnXfweDzRxg1ARUUFQLRxA9DW1sbhw4ejzSAYnkF09OhRjh8/fkE1rbXjar7zzjvjapaXl1NVVfWha54+fZpFi8b+0lgkMdTW1kYbIgC9vb0cOXIk2hABCIfDHDlyhPb29phj33nnHdrb26MNEYCGhgaOHDmimpNYs729naysLEQulLU2ZIz5K+BZwA38wFpbboz5B2C/tfY3wNeBNOCxkdlyddbaWxwLLSIiIpckNZlkUllrY5o0AJFIhHA4PG6/UCg07vixb7ZGhUKhC6459ra5scefKxwOX1TNc/cTSRQTvXbf6xo597U/0TUC733dOlnzQr8XTMea+v4iH4a19ingqXPGvjLm79viHkpERERmHN3vI5PK6/VSWFgYM7ZixQpWrFgRM7ZkyRJKSkrweN7tc6anp7N69ero2kgAbrebkpKSC665YsWKuNRcuFBPfpbEVFBQgN/vj277fD5WrlzJggULYvab6HooLi5mxYoVMWsGzZ07l1WrVk27msXFxeNqrly5MiFqjq7VJCIy6if76qJ/pqr2vlPt599ZRETkPMy5szmmI2PMfmtt2QXsOv1PZgaw1nLq1Cna29vJy8uLLp7d0tJCfX09s2fPZunSpbhcLrq7uzlx4gRJSUkUFhbi8/kIBoNUVVURDAZZunQpGRkZ42pmZGRQWVnJ2bNn2bNnD6FQiH/5l3+5qJofNKdIohoYGKCqqgprLYWFhaSmphIOhzlx4gQ9PT3k5+dHGx319fXRhaoXL16MMYb29nZqampISUmhsLAQj8cTl5o9PT1UV1fz29/+lkgkwt/93d9Ny5yTUVPel1ZGjyP9DDY9nNtcWlb3GBv+599MuN+yusfYsCQLyv4s5nP7HnsAYNxxo7Xf6zj2/3D447njIiIy01zQz2BqMknCCYfDPP744/T29gJQVVVFf38/3/zmNx1OJiJTpbGxkeeffx4YvuYjkQj/9E//pAX4ZyY1meJIP4NND2oyiYjINHBBP4Ppp3NJOE1NTdEG0yiv1+tQGhGJh7EL9QO4XK6YBf1FRERERMR5mpMvCScpKWncWCLMyBORD2+iW1R126qIyHkEeqF+L6TOdTqJiIjMEGoyScKZN28eixcvpq5ueHp3JBIhGAw6nEpEplJpaSm1tbUMDg4Cw0+fy8zMdDiViMg01dsCP7wJ6vdBZAiMi5x5W2nOvsrpZCIicolTk2mG6+vr46233qKjo4MFCxawdu1ajDEcPHiQhoYGMjIyKCsrIy0tjaqqKo4dO4bX62XVqlXk5ubS0tLCwYMHCQaDLF++nMsuuywuNTdt2sTZs2c5cuQIx44dw+fz0dvbO+1yftCaIueqqKiguroan8/H2rVrmTt3Lo2NjbzzzjuEQiFWrFjBsmXL6Onp4a233qKrq4tFixaxZs0aIpEIBw4coKmpiaysLNavX09KSkrC1BwrPT2dT37ykxw7dozKykrcbjeHDh1i1apVDA0N8dZbb0UX1F6/fj0+n4/y8nJOnjxJSkoKa9euJTs7m/r6eo4cOUIkEqG0tJSCggI6Ozs5cOAAPT09FBQUJHzN5ORkh16tIjIduCJB2P8IhINw1Reg4Bp4+1Hyj/43qYPNMPSX4PWft46IiMiHoSbTDLdnzx7a2toA6OzsJBKJ4Ha7KS8vj451dXWxfv16Xn/99ehxZ8+e5aabbuKFF14gFAoBsHfvXpKTkzl8+HDcajY2NuJyuXC5XLz44ovTNueF1PzEJz4x7o21zGynTp3ijTfeiG63trayfft2XnzxRSKRCACvvvoqfr+fN954g66uLmD4dWaMYXBwkOPHj0fHent7KS4uToiaN9xww7h/D5fLRUVFBW63G4CDBw/idrtpb2/n1KlTAHR1dTEwMMDixYt56623AOjo6KC1tZXrrruOPXv2RG+vffnll/H7/bzyyiv09fVdMjW3bdv2nq8pEbn0FTQ9PTyT6bO/hmVbhgcLr6X+P/8HC8/sgee/Ajd+3dmQIiJyydLT5T6Ahx56iOrq6qn8EnFljCEtLS1mbPQN4blPbAoGg+PWQppobGhoaNwi3FNdc2BgAAC/3z/hvhebM141BwYGok2rS0FhYSFf/OIXnY5x0Zy87pOTk8e9TiZ67Uw0Fg6HcblcGGPOu+90rNnT04PH48EYQygUwlqLy+UiNTU15pp/r+NDoRAeT+zvUS70e06i1+zp6cEpcbru9XS5OJouP4PNdBf6dLnf/+rfueqdu6DoevjTx2I+t++xByhofIr5nW/DX7wO84pjauvpciIich4X9DOYZjJ9ANXV1Rw8UkE4JcvpKJNm1bI8vCOzAgC6+gaIWEtm2rszasKRCKdbu1g8L3b9k5NNrSzNnRMz1nC2k/lZ6XGtaYb7OHT2DdLY1sWiuZObM141K+rO0j94aawt5e5vdzrCpKmurqaq/G0Wp4Xj/rVdmbm4s/NixgaaT+LOWRozNni2Flf2Qozr3dfeUE8bxu3FmzIrOhYJBQl2nU2ImklDg3i9w2NeV5juhgoioSH8S1Zj7HDTNjLYM/y1fSl4klOjx4eHBhnq7cSVmTPmq1sGm2vw5CyJzdRSg2feYjDvNoITvWag9ghOqOt1n38nEZk6/e2Uld9Hd0o+s5Zvn3CXhnmbmd9fBc/dBZ/5ZZwDiojITKAm0wcUTslioPhGp2NMmuOuQQqTuvASYcC6qXJnYYEVSR2kmBAhXFQHM+jI8eFP6iTbNYgFTofSaMy7HJenh4WeXlxAR8RH3fwSulzBONW0lCR14Dfhd2vO9+FP6iDLFZi8nPN9JE/2uU9Qs63gckdeA1PBX/mU0xEm1eK0MHeu64771w3ZPt4miVYycRGhkFqWzaqn0rqoJY8IhhxaWZ1+kha6KaeIITyk08f69EpCuDlAKf34SWKI1VQyO7N72tdcSh2VLAPendm3KCODy00VdbaSYywjhJsMelifXkk/Pg5SyiA+fARZQwXpWX28hZcOMnATYTknyU9v5Chu6lmABfJoYWX6SU7TT8U5NQfxcSBBa2Zlx/+1CvB/D8w6/04iMnUOPIo33E9l7h+y0rgm3CXkSYHNfw/P3glVz0PRdXEOKSIilzo1mWa4jkgy+wd9JJkwAetmdAbcwcBcfCZE0LqxI2PHgpl4CRPBEGb4h5eGUDpNoVRcWIZwx63mPPcA+d4ePERoD/s4PjSbFBNija8VvwnRG/FQNTSbAet1NOcHrSkylseEuYLDDNokPITxmOHZVMXmJMtsHREMPjMEQC5nmWfbCOAlxQSiNa6xbzJAMskEcJnhu1mme81Oxjcrwrg5aItpZh4ehiimhiXmNCfsIk6ymAiGPJop5TjukYm8GznEgPXhJRTNVEo1RbYGOybTQprJsWcYwot/JJOPITbbfSOZBnElWE0RmWHCIXjjYZqzrqQ/Oef9973i8/Dm94cbTUu3xCefiIjMGHpnK1gMAevh3FssA9YTbYiMGsI9riESxhVtssSjps+EWeYdni1kgCx3gPnufpYndeI3wzMf0lwh8r09F1xzOp27yLmSTTDafBjlNaFo82GU20RiGjcAxkCKGYw2gxKhZiZdZPDu9evC4iJCE/OwwBBejrOUFpvFcZYQwk0EF6fJ4Syxt7H6TWBcpqQJMnlMJNq4GZ8pZjhhaorIDFL5BHQ3cKzgM+ff15ME134FWo9D1bNTn01ERGYUvbuVhJNqQuNWHJvlGiL5nDdoaa4hRCTxGANXcogSqimklj/gLYY4Z1F9DC3nNJQAukiPV0wRkelj739CZgGN8665sP2Lb4b0BbD/B1ObS0REZhw1mSTh9ES84x5h0xHx0Wdj7/7sCvviF0pEJpXHRMg3jRSZWtJMP1l0xnzeTYSFtIw7Lvuc/URELnmn34L6fbDhz7HmAhfgd3tg3Weh+kVS+09PbT4REZlR1GT6AJKTk/lIyRLSXe14iZ01k2qG8J9zW4PPhEgzQcY+1ddNhHRXEBeR6JjBku4KquZ5eAiT7goSxkVlMJN+6yGIi9ZwMh3hJI4FM+mKJBEaGTs5NPEitK6RHO4xOcCSZoL4TChmX78ZIvWcc/OO5DBjzk01Y2uuL1pEWloaia67u5u0tDQylqyj3WYwZN/94d1a6LTpDNjYZmaPTaHbpsaMDdokOuwsIvbdOXgh61bND1Azn9MsoYEkhkhhgEJqmE03KzlGCgP4CLKIJjLovuCaiXLuiVCzwaYyp/QakpKSEJE4e/P7kJQOa/70gx23bgcYw7IGPWVOREQmjxb+vkD33nsvfr8fgM100R3uoio0l+ZQKiuS2slwDT96vi2SzLHgbAo8PeR6+jBAv/VQHshilitIUVIXLiwhDJXBTILWTWlSOz4TxgK1ofQZXbMxNHFjYq67n0JvFwYYwkVFIJPjwdmU+tqZ4x4k2z3IyaEMyoPZ7/vfcZYrQHFSBx4sEQzHgxn0RJIo9bWTYkJYoDGUSm0onctGnv4G0BVJoiKYRY6nj3xPDwYIWDflwSySTFg1ozVdfCS5D2NSo9fNH/7hH7Jx48YLus6mk8cff5xDhw7h9XrxZmTz31xLHmdYbSvIoIc3WE0fw98Tltk6CqnhbUo5w/BrMNt2sp7D1LCQKpZgAT8BrrCHGCCZtyklhBs3EdW8kJoM1/QyRBVLOMZS6sjjCg5RShVvU0o9uTQy/9I792le8wj5RPDj8YLH6+Pee+/lnnvuuehrUEQuQCgAFb+FklsgeRZ8kNmcGQuh6HqW1f6aw4V/MWURRURkZjHWnnvj0fRjjNlvrS27gF2n5GS+853v0NzczNh/K2stHb39nD7bycK5mTH7151pZ/G8rJixlo5ustJT8Xre/a1wfyBIIBgiMz1lzAnYGV3zUPVpwpFIzPHGwOplC3G73p1419M/SMRaMlL90bGItRyqbiDyPq/pFfk5pPje/U37UChMe08/8zNj13GZ6Dzqz3awcO5szJgVodp7+klO8qjmiHR/Eh7Pu71rY4b3T8Q3nPfeey9AzHUfDAaJ9HcQ7OskOWNezP59Z+pInbc4dqy1jtQ5ixi7CHygpw2PLwV30pjXbiiomg7V7G+tJ2XOQtW8iJre1NnRax2Gr/vly5fz6U9/mimiJc7jyOmfwWTYT/bVxWwvq3uMDf/zb+D4s/CTP4FbH4Pl1/OTfXXDn1uSBWV/FnPMvsceABg+btTI8a+s/SZJwc4Jj2P/D4c/njsuIiIzzQX9DKbb5S5Ae3v7hOMGg3+CWwNSJhhL8npimiwASR4PXm/s2EyvmeZPYtmCuZQU5LIgOwMAl3HFNJhGayZ5YyfiuYzB7R7/kk5NTiIzPQW3y0WSJ/YYr8dNknf8+gUTnZs/yRvTZBk+D7dqjuFyXdrfUtxuN/8/e3ceH9dVHv7/c+6dVdtoXy3J1mJ5ke3YjiMndhKymDiEJLRNCk2hJS0Nv1LSFCiFtl8KlNKWfpv+SilQaCAUWrOEUJJAEmcxwXHiKN53yYtkydr3ZTSa9Z7vHyONNR45XiRZkv28X9FLmjP3PvfcOzPOzDPnPMew2TFsidfI5nInttndnPtvsWFzJOwvMa9MTHOSmNFkisScSsyJCaZxra1S40WIqdhS25yQWJrUkZ+D0wNl77q8A1XcyYirgPIzMmVOCCHE9JDpchfhfe97Hz/5yU8mtCgsSzHszqPZTCfd2RN7mx5B0WgsIcXVi2NCjZp2WwVh22hsChJAZyQJv2UjyX62hsiItl3TMQsrcmOrxOWlQ6AghZZwKn2OPtKNs8t2d4RTsFCU2s4ucz5kORiqqGaicvsgeaYPgDCK/oiTLPNsP3otF902Nx5Hf6wtiMFpcwkZzh6MsS9mNXDGXIzTMUjyhNpFHfY03EaYgrFjXPMxI0FyDIuJX2iPTzOdbwzDwJowqk4pSLP1UZXaRV5qL/s5O7XTTYDrU0/wJh4iY7l7A82Nqac4gBMvZ0fsVae2MEQKzRTE2gqQmFci5rrUE7yREPMkB3BIzCnEbMWKRpwwjuWRRx5BCDHDwkGo/yUseQ9Mkgi+KIbJ6cJ7WNr4JO1Z64HMC+4ihBBCvBNJMl2EpUuXUlJSwunTp1FKYVlwLJJJSyiFENHaNAU2H1pDaziZADYOB7IosnlxKIuuiJs+y8VA0MGozUaKEWLQctAWTkajsFBkmn782rymY/aFnSx39sdd+wwzQEc4mf6II1Zsui/ioiPiJtP00x9xYCqN13LQEk4hzQiQrMIMWg4iqFiCCRirG6RpCqfiMYJ4LTst4WQsDOpD6eSaowS1QUs4hYC2cSiQSZFtBKWgPZzEiHZwNJDJArsXl4rQF3HRGUlCRTRBbUrMsZi36DOk2MMopTBNk7/4i7+4oq/X6fK5z32Ov/3bv0VrjdYap/KxmmbKacZUFlor2sjFRYAyzpCk/NygD3CaBWgUpbSSpnys0wc5RQk+3BTQzQLVgaUVTgL048HD8DUds4xm+kgnj24COEllhDLOEMJGER0MkYKLIKW04iBMPl30kImNCAV0k08XoMnChYVBJoPnjTnXzv1qirmPJUQTTZqysjLS0iZfeEEIMY0afw3+QVj2vimFaSrYzPKGJ8gcqgOKp6dvQgghrllSk+kSPPbYY+xp6GR0yXtm8jDXLBOL611dmBMext6IizQziH1sZNSItnEwkMVyRz9pYwXHwygOBrLJNUdZYPMCY6NvwimUjN0e1285ORaUb+lmmrvuedaW5fHVr351trsyZY899hiBpt381ZqhC28sLtlBXUUreUB0dM31HGQUN4dYHNtmMY3k0sdOriNCdIpnNv2s5gg7WRMbieMiwE3spZ6yhJhZavAKn9m15+/3puEsvf5KvO6lJtMVNFfeg11rxqfKPVRTEnd7XHnzU9TYG+DYs/Dpk2Bzxra7pJpMwJa3mrjn9ftQWpN2+yekJpMQQojzkZpMYn6JYHAq5CE89tz1ajsBbcQSTADJKswCmzeWYILoCKVCm5dC20isTQFZpp9hbY+1aaAzfHZaiBBido1qZywZBGChaKSYU8QXqG6ghEaKYgkmgB4yOEVJ3FQvP04aKZo0phBCXE2UjkDdL6DqPbEE0+UHUzQXbCbV1xQdGSWEEEJMgUyXE3NKT8RNX8SFTVkEtUnJhJpL4ybLjCqITaebuN3hQCb5Nh9OFaEn4mLImuIbMSHEtNGTfBkyPo323LbJt03818CapG2yfYUQYj5LHTkN/gFYPrWpcuOa8jez4uR/QPuBaYknhBDi2iUjmcScY6EI6uiIhc6IOzayCcCvTc6EUxjRtrjt28PJdETiRym1hZOJYNAaTqEh5JEEkxBzTJLyk0tvXFsprSykJa6thFZKaYsVowdIZ4gymnBxdkEAO2HKaJk0phBCXE3Sh0+CzXX5q8qdYyi1HJ8zF9r2TUs8IYQQ1y4ZyXSRXn31VdLT07ljTTqBSCMnIlm0R5IIaBsOFaHQHMGmLDojSQxbDgw0+bYRklWYActB91gCJNscJcMI4NM22sNJWBikqCB5tlEiWknMSWIeCOSQa/pIM4KEtUGW6edwIIscc5QMMwA6WiC8KZTCkOUg0/DjUBZuFcapwvP63OdjzDLVR/qaKgC+8Y1v8LGPfewKvUqn35e//GXS09Mh/U6e0n2s4zgltGMoTY/OiBVBLqUVpwrh1Uk0UQgoimkjTY0Q0jZOU8QoLvLoIU/1ojWcoYA+PKQzdE3HXMUxOsihiyzCmAyQRimtpOKjjRx8uIlgw8BiA3toIZ8BUnERoJ90bmIvbeRhoSiiE5cKslofpY1cfLjJowcnQer1IgI4KKKTLDWApRVNFDJIKlkMsIAOlIIOnU0n2STjo5RW7CrCoE7hDAUYWJTSRrIaxa8dNFEkMcdifk+/j7xV0e+tXnzxRTZv3jyLr1whrn4Z3hOw6BawT98Krr2eZSR1vQaDLeBZMG1xhRBCXFskyXQR+vr62LFjB0pFR9S4bLBU9ZJjG2WfP5sVjl6cKgJAjjnK4WAWhbYRsgx/rM0+tjLPIvvZ4sFpRpDmUCornL2xsToSc/KYSUYYz1gdpizTz+mxmBlGdBRDBoFYzGy7HwV4jCA5tlH2z0A/Jeb5Yg6QYcJ4Tbju7m6+9a1v8dGPfpT55stf/jLhcDj2uveSRS0VeEkmV/eyh+rYtp1kc70+yE5WEx6rG9RKHhv0bg6wlEFSY22rdB1DJMfqBLWTKzHppZNsAHrJiMbkIJ0sI4xJP55oTHbThycWs51cVlHHIhU/8slQmgV0AmBpxeusw4cr1o91+iBt5MVqN7WTix8nbh2IKzjeQwbV+gRvcV1sGl7b2Lm9zXUScyxmh84CDMZeKtTW1kqSSYgZlDrShCvYB5Xvnta4vWnLKe56DY4+Azf+ybTGFkIIce2QJNNF+MEPfpDQZhpgtyyKbd7Yh22IfrTOM31kjn2AH5dn+hLqjGQYAYI2I67VjsSc7pgL7Ikx8yXmjMTMmKT0TUdHR2LjPBAOh+Nuaw1DkUx2+EyCIyk4Uib+85nGnoHFuNLjp2QeG6zE6cmIazs5WoLNkYQyz+7fpBdIzEuIGRxbC8BhRGMOt8Y/nyeyuVNJK0qJazsxXIojNZOJC2Q0houxwkFsrgl9I4u3hixcaY6JETk8UIkrXWKOc6Qkzrx//PHH+dSnPpXQLoSYusLu16N/VNw5rXEDzixILYBjv5AkkxBCiMsmSaaLkJaWxsDAwKT3BSasdjQupA0sFOaE+iHhsbaJn9ijtYcS35xLzMuPGZospmVybtigxJyRmPoqXMBaKYUeOzGtNcqVimlzY9jtcdsZ6XYMlyu+TTkwnPGJEsN0oUwTwzh7bbXWEvMSYurR0ehtlxvDdOEsTYvbzmazYR+LFwqFMFzx00kMw4my22Oj1AB0JIKhNYYt/n+L5mTnMVnfruGYWutYvPHfWVlZCCFmRmH364w6snFnLpr+4Pkr4cRL4O2ClNzpjy+EEOKqJ0mmi/Dwww/zxS9+Ma5t1IJ+y0lbOJlUIxSbeuTXJm3hZILaZKF9CEX0w3pTOBWNYpmjL/bh/kw4hc5wEtmmH/fYyBCJOfWYWefGjCSTakrMKxHTsI+OTXo66847p/eb1iultLSUpqYm4OwH58WLF7NhwwZyc3N54YUXGB1LdlRWVlJTU8NLL71EV1cXAJmZmWzevJkDBw5w5MgRAJxOJ3fddRdDQ0Ns374dy7JQSknMS4z585//HIDq6mruuusuMjLOjphqb2/npZdeit222WwUFhbS3NwMQFJSEnfffTdtbW3s3LkTAMMwuO2223C73bz00ksEg9GpuStXrmT58uW88MILsS8a8vPz2bRpE2+88QYNDQ0SMymJlpYWhobOTrUF+PCHP4wQYvqZYR+5vbvoylzL9FVjmqBgJZzYCvXPw9oPz8QRhBBCXOWUngdDD5RSu7XW11/EpjN6Mn/9139N2NIcsfLxEi12PC5FBbEpi0HLGVsu26XCJKkwQ5aD8FhNCxMLjxHEp234x1ZIU2g8RpAISmJOEjPHHCXf5kNpPZaISiHJCFNsG8auIoxYds6EU7G0YqF9iGQjRECbtISTGbaclNiGyTQDhLWiK+KmK5I0b859vsZcRQNuh53HHnuM7Oxz007zx9GjR3n66adxOBx84AMfIDs7m+TkZCA6na69vZ2kpKTYqA2tNZ2dnViWRUFBQSw51d/fj9frJT8/PzbCxufz0d3dLTEniZmamsru3bvp6OjA6XSybNkySktLOXr0KKdOneKtt94iFArxD//wD3R0dHDo0CEikQjLli2ju7ub+vr6uMdx48aNeDwe/H4/+fn52MZG7Hi9Xnp7e8nNzcXtjn5cCwaDdHR0kJaWFi36DliWRUdHB6ZpkpubGzu3np4eiTkWs7a2lpdeeomUlBQ+8YlPTPZymk6TTMwVM2WuvAe71mypjSbGH6opid0ub34KvzOHW/c+yrHSD7L04a9Pul9581PULMqE6x+Ou6/2qccBqHnwUwn7ANH9FmbAm1+FrAr44NPRDXY/Gf19TryY3U+e/z4hhBBXk4t6DyYjmS6B1+tlT0Mno0uWJN6nHQlvr/wTPqiPi2DQZ50z1QDFgBU/JUFiRmOmGwEq7IPRRgVJRpieiJulE0bcJJkR+i0XBbYRUlUIALeKEDBtpBtBimwjsf1tStM5tpLaXD/3+RzzrbrTrC3Lm9cJJoBly5axbNmySe+z2WwUFxfHtSmlyM/PT9g2IyMjbrQNREeAlJaWSsxJYm7fvp3GxkYAhoeHOX78OKFQiD179gBgjk25Gxwc5Fe/+lVsOuOOHTuorKxM6ENqauqkz8WUlBRSUs6pL+RwUFJSEtdmGAaFhYUJ+0vMs2pqaqipqUnYTggxvQq7txMykxhOKrnwxpdDKVjyXqj9FvgHweWZmeMIIYS4aiUWXBFiDskw4wv6KqDAHImrJwSQZfhjCaZx6UaADDMQ1+ZW4bii1UKIuae1tTXudkdHR2y62zilFPX19Zw7Gtdut5OXlxe7vXjxYnJzpa6IEOIqoDWF3a/Tkb0ebczg98RL7wMrBMdfuvC2QgghxDlkJJOY03yWPaHI9IDlJI/RuDavtpGizbgE0qi2EdKKZPPsKmFhDEI6sbhZYHQGAAAgAElEQVS4EGLuSE9Pj9VigujiC1lZWQnJp4KCAk6ePBnXlpWVxbp16xgYGMBut8em4wkhxHznDvSQ7O/gSPkfzeyBFqyDlDyoew5WPjizxxJCCHHVkZFMM0ChUQmlCTQGVsK20TZ9TptOaJs85sTYifddfJzJ+2ZO0nbxx7/48z1/nzRdETc9EVfsTFrDSfRabk6HU6OroQH9loP2cBInQx6CY0/pUW3SGEqlKZyGV4+tMoWiIZgW2286+3kppvoYzMTjOtWYYmZZlkUkEj8CT2tNOBxO2DYUCiW0hcPhhBE/cznm+vXrSU1NBcDtdlNTU8Py5cspKCiIxfT7/ZSVlbFs2bLYanULFy5k0aLoakvp6ekkJyfPu3OfzphCiKuLx3sKgLacjTN7IMOAJffAiZchNHrh7YUQQogJZCTTNCswRyixD48lSJI4FUojzQhSYR/EpSIMWQ7qg+koBVX2flKNEH5tcjKUzrBlp9w+SI45SgRFcyiVjkjypDHHa27lj91noumOuDkV8qDQVDoGyTT8hDFoDKXRE3FTbBuO1SdqDyfRFE4j0/BT5hjEjsWA5eR4MB2HirDYMUCyCuPTNo4H0/Fp+6TnO9nxU4wQlfYBXCrCsGWnPpSB1lDlGCDNCBLQJidDHgYtB+X2IXJNH9bY+bZHkhNingil0xUJUG4fpMjmI80IUR/KoDfspMoxSIYRZLWzl5MhD3v8OVTaB8kyR1np7KU5lMrBQDYLzGEK7V4qHQOkRwIz0s9TIU+sAPb5LBh7DBSajkgyp0OpZBgByh2DOCY8BjZlsdgxQIoKMTr2GIxqGxX2AbLM6ON6OpRKdyRpVmOGJU894/bt2xdboa2qqorrr7+eM2fO8NZbbzE6OkpRURE333wzfr+fX//61/T39+PxeLjllltIS0vj9ddfp7m5GZfLxbp16ygrK5sXMX/jN36D2tpaTpw4wbZt26iqqmLTpk2cPHmS48eP43K5eOWVV7j55ptZuHAhO3bs4PTp0/T398/7c59qzMzMzCv9NBVCXAEe70kGkxfhcyfWSTuXpaFn2E9mkgObeRn/r156L+z+Lttf+BHOQB8ANRdT/l0IIcQ1T5JMl8j09eGue37S+1wOO+ULC2DsC+UCegl19lGQ7cEejk7RSgcqh0+ilMKTEi1AnQQsCbfT0TdEfm60QK4JVNCDbu2ivCg3Lmaws4+eQS9Ou42KRYWx+/KBUNchbDaDnExPLE6V7sLe3kNpYQ5EV6emGAi197AwPwsjHE2MZAFl/fUkuxykuKOFnlOAJYEzHGvqQCmw22wEQ9Fv0c93/LzMNBxj5+sBFnsbsLQmPTU6bcUNLIm009YzSEFeZqyf5WPnWzHhfC8UMy01GWVFotdQR2PmThJz4SXEnEo/uwaG454ThqEwDYNQOEKyy8nCkrzYY7CAXkIdPZTkZmKGo28AM4HygXqcDjtpSdEC3MnA0mALvUMj5Ganx/qxmG5srd0sLMqZtZjNXf1MxvT1AXmT3icuXnt7OwcPHozdPnr0KFlZWezcuTM2mqW1tZUDBw7Q29tLf3/08RgcHGTHjh0UFxfHahn5/X7eeOMNDMOYNzEnrhI3HvPtt9+OrXA2MebQ0NAFY5qmOe39nIsx77vvvkmfT0KI+cuM+EnzNXO89AMJ92mtef5QB68c62Rf8wAjw2UM7LUT0q+SkWTn7hUFvHdlAUqDcbFrMy68GVzpFHe8SlfG6uk9GSGEEFc1STJdgoqKine832az4XY74toWF2XFlu0el+yMXvbxKR7j0ly2hG2rS3JxOOJjVhVlUZqVPOnxKgszUUrFlqket7wkNyH2suKchLYkRzqGYcQ+xAGkuh2kOYtwuVwopbAsC5/Ph2makx7/Ys831Zl4vssnOd8LxRwdjQ7lznS7J41ZXZqX0DbVfp4vZnHm2ZXr7HY7TqcTpRSRSIRQKITLFX9uSxdc/GOQkexMeFyXleQkXK8rGTMnJX67s/Iu+HoRF9bX15fQ1tramjBdqre3N2Hb/v5+kpKS4tosy6KlpeWajXnmzJlrIqbWOu61LoSY/3L79mDoMO3ZG+LaD5wZ4Eu/OMrupn5yU50kOUyqUkZZmRMid/E69jYP8PN9rWypbSbdVsGNmUMsHgmSkXy+/3+PMe1Q9R6KjjxHt2cl2pB6lkIIIS6OJJkuwaOPPvqO93u9Xn72s5/F1dW45ZZb2L9/f+xbdohOfYhEInEFa9PT06murmbHjh2xNsMwuOuuu3jxxRfjYm7YsAGPx4PT6eSZZ57Bss7WyNm4cSOjo6Oxpb4hmuy4/fbb2bp1a1x/N23axPbt2wkEzq7Adt1119Hd3R1XYDcvL4+BgYG47UpKSqipqeHpp59OOP7hw4cZGBiItVVUVGCaZtyohNTUVFavXs327dtjbUopNm/ezNatWy8p5okTJwBYs2bNtMW83H6Wl5cD0efC008/HXe9y8rKaGhoiGu74447ePPNN2OJMoAVK1YwNDREU1NTrC0nJ4eysjJqa2tjbTabjTvvvJMXX3xx1mKuWbMGMXPy8/MT2srKymhra8PvP7vyYkFBAQ6HIy4xk5eXR0FBQdxr2W63U1FRwalTp+Z1zIkuJWZlZeW093MuxpQEkxBXn4KeHVjKRldmdM5aX9DGJ3+8n5/tayU7xcFXfmsFD6wt5se7zlDevJeaRZlw/SI+vAFGgxG21XXx/edf46XuDPb/2+v82++sZt3CC0ytXXYfjgNbSPM1MpgiXxwJIYS4OOYXvvCF2e7DBX3xi1985Atf+MK3L2LTL8x0X96Jw+EgPT2dgYEBTNNkxYoVVFVVUVBQwODgIOFwmIULF7Ju3ToKCwvx+XyMjo6Sk5PDxo0bKSgoQCnF8PAwKSkp3HjjjRQWFsbFLCoqoq6ujvr6ehoaGli+fDnBYBClFAsWLGDx4sUUFhYSiUTwer14PB42btxIfn4+KSkpDA4O4nA4WLNmDYsWLYolkLTWVFZWsnr1agoLCxkeHiYQCJCfn8/q1aupq6uLO1etNcuWLUMphc/nw263s3z5cpYsWYLD4cDr9aK1pqSkhBtuuIGUlBSGhoYIh8NkZ2ezceNG0tPTGR0dxe/3k5KSwvr162MfkC4lZlNTE5Zl8cEPfnDaYl5uP3t6eggGg4yMjCQklFJTU1m5ciWDg4PY7Xauu+46ysvLyc/PZ2BgAMuyKC8vZ82aNRQWFjIyMoLf7yczM5MlS5bEChp7vV5SUlJYsmQJhYWFZGZmxmIuWrSIBQsWUFpa+o4x8/Ly2LBhAwUFBViWhdfrJS0tjQ0bNpCfn09aWtpF9fPcUV9ieiUlJcW9blevXk1ZWVnc67aiooLVq1dTVFSE1+uNvW43bNhAYWEh4XCYkZGRuMd3NmMmJSUxNDSEZVmxmB6PB6/XSygUwuPxsGHDBjIzM4lEIoyOjuJyuVi9ejULFy7Ebrezb98+lFJs2LBhyjHn+/WcLOa5IxGvQl+c7Q5cS+bLe7CrzaHWQQBWLIiWP7C//H8I2D0cX/QhjrUP8fh+xfEuH4/cWsbXH1rDmtJMDKU41DpI5uBRFmS4oTA6zc1uGizOS6Wk/SVWp3nZ58/ju2+cxlSwtjSTI23RL0LP3Q9PMaE3v4ECBlIXs2D5TZN3tm3/2X2EEEJczS7qPZg6dzWbuUgptVtrfTHlBuf+yUzR008/jdfrjd1OT09nw4YNvPLKKwQCAZRS1NTUUFVVNa3HffbZZ2N1PyC6ilNHRwd+vx+lFOvWraOiooKtW7fS29sLQGlpKbfeeis7d+6MjTbyeDxs3ryZlpYWdu7ciWVZOBwO7rjjDmw2Gy+//PIlx6yvr8fn8/Hxj3982mJOtZ8LFiygq6uLYDAYu2Y33XQTlZWVl3Tdjxw5wp49e9Ba43K5ePe7300wGOTVV18lFAphGEYsWbR161YGB6NvSquqqli/fv0lP85CzBStNdu2bYuNusnNzWXTpk0cO3aMvXv3AtGV5O666y58Ph+/+tWvYs/xm2++mdzcXLZu3crQ0BAnTpwgGAzyla98ZUoxFy5cOCvXQkyZDNW6guQ92OzYUhut1fZQTQkMnIF/raYp7918I+dzPLXnDGXuUZ78+HvipumP71fe/NTYSKaH4+6rfepxAJbd+6f89f8e5tkDbWyoyOKWyhxSXfZJ92v61vsp7NrO3qpPUvPbn568s7ufTDiWEEKIq9JFvQeT6XLziNaakZGRuLaRkRH27t0bm8qmtWbPnj2UlZXR1NREW1sbGRkZLF26NKH2zqW4/fbb2bNnDwMDAxQVFdHf3x+btjF+zGAwGEuyADQ1NVFXVxdL3EC0MO2RI0c4fvx4bKpZMBhk9+7dOJ3Oy4ppGAZ2u51du3Zddsxjx44l9PPw4cOcOHHismK2tLSwbt062tra8Pl8lJeXX1SCaXh4mN7eXnJyojWQ9u7dG5sq6ff72b9/PyMjI7Hlyi3LYteuXZSXl8cSTBBNvFVVVZGRkXHBYwpxJZw5cyZuWldXVxd1dXXs378/1jY6Osr+/fsZHByMe46//fbblJaWxk07djgcHDt2LCHmsWPHLimmTC0TQsx5p14FYGt4FT/ZfYbSrGT+T/HxhATTxUp12fnqB65jQ0UWn3/2CIdaBvmjm8son2Tb5rw7KW1/kVRf8xROQAghxLVEkkzziFKK0tJSTp8+HWsrLS2lu7s7brtQKMSBAwdiy183NjbS09PDu971Lg4dOkRDQwNut5s1a9aQk5NDU1MThw4dik2BKy8vp7+/n927d+P1eiktLeW6667j1ltvjR3jueeeiztmJBJheDh+ZTUgrubROK/XGzfCB8Dn8xGJRC47pmEYU4o5MUEzbmRkZEoxHQ4Hd955J42NjRw+fJiGhgaqq6tZtGgRvb297NmzB5/Px8KFC1m1ahWnTp3ijTfeAKKP9dq1a+NqPo33aWJdJIgmnyaObpu4rSSZxFzh8/kS2gYHBxOe4z6fL2Fbv99/3v3PNT5t7mJiSoFsIcS8cOJl+my5/H3rdSzOS+GhG0pxt+258H7vQCnF+9eVUF3k4YFv7uQ7OxpZVJ74saA952YsZSNzqG6SKEIIIUQiKagyz2zYsIHq6mry8vJYuXIl69evp6ysLG6b/Pz8hNWJmpubOXLkCPv27WNwcJCOjg5eeeUVenp6eO2112KrFO3YsSN2X1tbG0NDQxw6dIjDhw/HxTv3mDk5OSxZsiTuA5vdbmfFihW4XK64bSsrK1mwYEFCvKnEDIVC0x5zqv1csGABvb29bN++nb6+Pvr6+ti+fTtdXV288sortLe3Mzg4yIEDBzh69GhcsXatNfX19WRlZSUcf7w207ji4uKEldzcbvekRaOFmC3FxcVxoykNw2Dp0qUJidDJXmOlpaWxovrjLMuiurp6SjGlppgQYs4LBwme2MYL/hWsS/fywZpSHLbp+7dreaGHP9i4CH84wpeOl9Dui48dtiUxkFJB5tBRsCLniSKEEEKcNSsjmZRSm4GvAibwhNb6H2ejH/ORzWZj7dq1cW0rVqyIrTCUnp7OihUrePXVV+O2sdvttLe3x7UFg8GEgt4AJ06cSPjWv7W1lcrKSk6fPo3dbmfx4sXY7XaampoIh8MUFRWRlJTEpk2bYjWSsrKyCAaD3H333Rw+fJjBwUGSkpKwLIubb76Zw4cP09XVhWmapKamxor6XmrMo0ePAkxrzOnop8/ni1s1atzx48fjVoiC6PS6c0dNBQIB3vOe93Do0CGGhoYoLi5m8eLFWJaF2+2mvb2drKwsqqursdvt3HbbbZw8eRKXy8WKFSumND1SiOmWnJzM5s2bOXr0KJZlsWTJEjIzM9m0aROHDh1ieHiY0tJSKioqsCyLpKQk2trasCyLnJwc8vLyeNe73sXJkyepq6sjHA6jtY7FHB4exuPxEAqF3jFmR0cH2dnZVFdXz/YlEUKIC3rjV8+yIeKjMWMDnyhu5bQ5/cnxonQ3D9+0iO+9fpyHtqfz4+v85Kad/eKt17OczOE6aHoDFt0y7ccXQghxdbnin0KVUibwdWAT0ALsUko9q7U+eqX7crVQSrFkyRKWLFkSa1uzZg2vvPJKbGrX6tWrGR0djVv+WylFYWFhwlLZ+fn5NDU1xU0LS0pK4plnnonVfjp69Cj33HMPx48fp7e3l66uLo4cOcI999xDcnIyTU1NdHd3U1dXxy233MKCBQtiNY9Onz5NVVUV1dXVHD9+nEAgQFtbG8eOHbusmHa7PVa/aLpiTlc/Jz4mE69vY2Nj3JSezMxMPB4P9fX1sbbKykpcLhfr1q2L298wDJYvX87y5cvj2ktKSigpKbmIZ4wQsyMrK4ubb745rs3tdnPDDTfEtRmGQVVVFcePH2d4eJjOzk6OHDnCvffeS2NjI6ZpYpomzzzzDJs2bSInJ4eGhga6u7s5efIka9asmTRmdXW1JJeEEPNGS78P/5s/Y51hp+yGuzE7Xrj0ILufjP6+QGHu4swk/rKyhX88WcxDT9Tyo0fWk53iBKIry0UMB+ahn0qSSQghxAXNxlCHG4CTWusGAKXUj4D7AUkyTaP8/HwefPBBOjs7ycjIIDU1lWAwSE9PD+3t7djtdtasWUNZWRm9vb3U1dWhtaa8vJyKigpM06S2tpZgMEhOTg5OpzOWYALo7+/nwIEDccWug8EgR44c4eTJk3F9OXToUMKomuPHj2MYxlUfs6OjI/ZhGWDx4sWUl5ejtWbXrl2EQqHY1Ee73U56ejo9PT3k5eUlTIETYqq+9rWvJTxH5yq73Z4whfXtt9/G6XTG6pLV19dz5MgRDMOIm/p2/PhxnnjiiSva36moqKjg0Ucfne1uCCHmkCF/iP9+q4nnzP1QuhEcKTN+zKqUUZ7cOMjvv2njD/9rNz9+JLpKrWXY6U+tIvvoM/CefwabY8b7IoQQYv6ajSRTETCxYFALUHPuRkqpR4BHxm66zr1fXJjT6Ywb2eJwOHj3u9+N3+/HZrPFEirr1q1j1apVaK1xOqPfWpWVlVFaWkowGMTtdsfVCxo3vurZuW3ntp+v7dzivDMV83zHuRIxAdavX8+aNWuA6GMA0VFKZWVlses7brKRT0KIeOfWUpLi3UKIq4k/FOF/3moiJ9RGqb0VlvzpFTt2TU6If/vAaj7633v41E8OcGN5tDZkr2c52c2H4NQ2qNp8xfojhBBi/pmzRVu01t8Gvj3b/bganTs6AM4mPyYyTTOWAKmsrKS+vj62BLjH42HlypW0trbS398PROtFLVu2DMMw4qZ9LV++HJvNxq9//etYW0VFBcuWLaOhoWHGY65atYq2trZZi3kx11eIK2E+jZYJBoM8++yzjIyMANF/t+677z7efPNNWlpagGhy6c4774ythjlu5cqVrF69elb6LYQQU6G15q9+dogz/aN8rew0tAGVm+AKDkJ99/J8/vLuJfz983WMBMNUpsBgcjm4M+DwTyXJJIQQ4h3NRpKpFSiecHvBWJuYw9LS0rj//vtpaGjAbrdTXl6O3W7n7rvvpqGhgUAgwKJFi0hNTaWmpoaCggL6+vooKioiNzcXgJSUlFhx8tLSUpRS0xLzK1/5CpZlcdNNN01bzOnupxDi0jgcDt773vfS0NCAZVmUl5fjdru57bbbaGxsxOv1UlJSQkZGBoWFhWRmZtLR0UFOTk7CqpBCCDFffGdHIz/b18qdS3NZO7wLsiogqxxONl/RfvzRzWU0dI/wo11nWLYwjVuzhmDZ/XDwKQj6wJF0RfsjhBBi/piNJNMuoFIptYhocukDwEOz0A9xiZKTk1mxYkVcm91up6qqKq5NKUVpaSmlpaVx7dnZ2WRnZ097zPFV2canzMzFfgohLp3L5WLZsmVxbYZhUF5enrBtQUEBBQUFV6prQggx7fY29/OPL9Tx7mV53F6WTN62XXDDR2alL0opvvS+at4+3ce3mgrIdYSouf4B2PM9qH8eVjwwK/0SQggx903/OqgXoLUOAx8HtgLHgJ9orY9c6X4IIYQQQggxFwz6Qjy6ZR/5Hhf/98FVFPa9hWkFofLds9Ynu2nwuzeUkucI8vipIppSr4P0Etj7/VnrkxBCiLnviieZALTWz2utF2uty7XWX56NPgghhBBCCDHbtNZ8+qcH6Bzy8+8PrcHjtlPc8QoBexos3DirfXM7TD5T0YJG8Yff34t/xe9C46+hr2FW+yWEEGLumpUkkxBCCCGEEAK+9+ZpXjrayWfvXsJ1xekQDlLU9Wtacm9jy+52ttRe2XpM58p3hfhkeSune0b4bMNKtDJg7w/ecZ8ttc2xn0ntfjL6c47apx6n9qnH33k/IYQQc5okmcS8MDw8zLZt23j66ad56623CIfDhMNhamtrSU5Oxu12MzQ0BEBdXR3PPPMMv/zlL2ltlZryQgghhJibDrYM8PfPH+OOJbn84cZF0cbGX+MID3Mmf9Psdm6C5ak+/vb+an5+SnMi7SbY/z8QCc12t4QQQsxBkmQS88Jrr73GmTNn8Hq91NfXs2vXLvbt20ddXR2GYWCz2di2bRvNzc3U1tYyMDBAT08P27Ztiy2BLoQQQggxVwz5Q3x8yz5yUpz884OrYguYcPQZQmYyHVk3zm4Hz/FQTQkfvmkh/9RdA95OOL51trskhBBiDpqN1eXEHPC1r32NkydPznY3LopSipSUlLi2+vp6ILrS1OjoKAC7d+9m586d2O32uG0///nPEwrNj2/bKioqePTRR2e7G0IIIYSYQVprPvv0QVoHRvnxI+vJSHZE74iEoe6XtObeimU6ZreTk/g/9yzlI92b6Gj+Ls4dT5Cx9L2z3SUhhBBzjIxkEnOe1hqtdVybZVlEIhEgmmgyDAOtdaxtosnahBBCCCFmy/d3NvH8oQ4+fVcV1y/MPHtH0w4Y7aN5Dk2Vm8hmGnz1oet52bmJtNbXaDpxcLa7JIQQYo6RkUzXqPk2WqatrY0dO3YwOjpKeno6t99+O4ZhsG3bNvr6+nC5XGzYsIHCwkJ27NhBY2MjpmmyYsUKVq1aNdvdF0IIIYQAonWYvvzLY9y+JJdHbi6Lv/Pos2BPoj1nw+x07iJ43HZu++BfEf7u/7LvR1/C9a73kjfbnRJCCDFnSJJJzAuFhYU88MADBAIB3G53rP3ee+9ldHQUp9OJYUQH5t1yyy3U1NRgmiY2mzzFhRBCCDE3DI6G+JMte8lOcfD4g6swDHX2zkgIjj0HlZuImO7zB5kDFpQsom/Jb3P3sZ/w4dfv4VvrQqS57BfeUQghxFVPpsuJecMwjLgE0zi32x1LMI1zOp2SYBJCCCHEnKG15jM/PUj7gJ+vPbTmbB2mcSdegpEuWPU7s9PBS5S56VM4jAi3+l7ho9/fQyAs5QmEEEJIkkkIIYQQQogZ919vnubFIx18ZvMS1pZmJG6w9weQkgcVZ+sxlTc/deHAu5+cxl5egqxy1LL7+UPHyxxuOMOfP3UQy9IX3k8IIcRVTZJMQgghhBBCzKC3Gnr5u18e486luXzk5kWJGwx3REcyrfodMOfRSOwNf4bd8vOfSw/w3IE2PvfMYUk0CSHENW4e/V9MCCGEEEKI+aW518cf//ceSrOS+Jf3X4dSKnGjAz8EHYHVH7ryHZyKwusgdxk1bf/FJzfcw7+80UwoYrFyQTrGZOcphBDiqicjmYQQQgghhJgBw/4QH/n+LiwN3/n9dZMXx9Ya9v03lNwE2RVXvpNTtfQ+VMjHo/qHPHZHJT/Z3cJTu88QkRFNQghxTZIkkxBCCCGEENMsYmn+7Ef7OdU9wjd/dw0Ls5Mn37B5J/SehDXzbBTTuNR8uOER1N7v84nqUT59VxUHWgb50a5mwpY1270TQghxhcl0OSGEEEIIIabZP22t49W6Lr70vmpuqsg+/4ZvfxucabDs/ss6Tm1jH6cizee9D+BUpJnyy4p+kW79DBz8CbzwGf7k4Rc40jbE84fa2VLbzINri3E7zCkfYkttM+XN0XN9qKZkGjo9M7bURh+LudxHIYSYSTKSSQghhBBCiGn0413NfOvXDXxofSkfWl96/g27j8ORn8O6j4DjPCOd5gN3OtzxueiorD3fY2NFNvetKqS+Y5jf/OabNPf6ZruHQgghrhBJMgkhhBBCCDFNnt7Twmd/dohbFufwN/cue+eNX38c7G648U+uTOfG7X4y+jOdVv8elN0GL3yG9KE61pdl8Xs3LqS138e9/76DXx/vnt7jifM/hhd6bKf7sRdCiAkkySSEEEIIIcQ0+Pm+Vv78pwe4qTyLb39oLXbzHd5q9zXAoafg+j+A5HeYTjdfGAb85n9CUiY37/sUtpCXqvxUnnt0IwUeFx9+8m2+/quTaC0FwYUQ4momSSYhhBBCCCGm6NkDbXzyJ/tZvyiLJ35vHS77BeoQ7fhXMGxw48evTAevhJQceOC7JI+2sv7Q36B0hNKsZH72sZu4d2Uh/3drPR/5r920+eQjiBBCXK3kX3ghhBBCCCGm4JcH2/nEj/ezbmEm3/nw9RcudN3XCPu3wJoPseVYKFYsej7ZUtvMltrmWHHxmNKb2F/1CUo6X+bGA38FkTBJDhtf/cB1fP7eZbxxqoc7t2byxHE34YisPvdOxq/x+e5LuPaz5J36Kc6S6ySuFZJkEkIIIYQQ4jJorfn+ztP86Y/2saYkne9+eB1Jjgss3qw1/OLPwOaCjZ+8Iv280uoW/T77Fz/Gwvbn4acPQziIUoqHNyzi5U/cSk1OiL87mMp9//4G+88MzHZ3hRBCTCNJMgkhhBBCCHGJ/KEIf/7UQf7mmSPcujiHJx++gWTnBRJMAPv/Bxpeg01fAE/RTHdz1hwt/wh7lvwFHHsW/uveaA0qoDgzie9uGOSb6wfpHQnwG994gz/94T6OtQ/Nco+FEEJMB0kyCSGEEEIIcQlaB0Z58D928vTeFpUrgLoAABaXSURBVP70jkqe+L3rSbmYBNNwJ2z9Kyi5Cdb+wcx3dJbVL/oQ/NZ3oOsYfHMD1H4bImGUgrsXBHjlk7fyyC1lvHqsk7u/+jpfObmAOq97trsthBBiCi7i/4ZCCCGEEEIIgDdO9vDoD/cRDFv85+9dz6ZleRe3o2VFp8mF/HDfv0VXY5tFtY19nIpcgfowKx6Akhvh2UfhhU/jfe1f6fGsoDvjOtZdb+cv717Kx26t4Ps7T/PtXx3l8/WllHafwjRgc3UBHrd95vt4lRl/bB+qKZntrpzXxNpE09XPmYgphLh0MpJJCCGEEEKIC2gfHOWxH+3jd5+oJTPZwTMf33DxCSat4cXPQv3zsOmLkF05rX0rb36K8uanLmu/Se1+MvozXTxF8MGn4f3/w6gzh4UdL7Km/nH48Qdh/w/xRHp59I5K/r36FB8u7sQbCPOZpw+x7u9e4aM/2M3zh9oJzUSR8Ms5x+m+Nu8Q83If1yn14zL2ecc+Tuc1nolrL4SYdjKSSQghhBBCiPPwhyL85/YGvvHaKSJa8+jtFfzxu8ovXOB7otcfh7e/BTd+HGr+v5nr7FymFCx9Ly8PrWRV3b+QPXCQvJbdcOy56P2eEpbrVBa6C9i45rfJr6rhZ8d8PHewja1HOrEZiiXJxRSNdrG8MI3qIg+moWb3nIQQQiSQJJMQQgghhBDnGAmEee5AG19/7SRn+kbZvDyfv75nKcWZSRcfxLJgx7/Ati/Bit+GTV+KJluucd6kYrxJxeT91ieg4wA07YQztaSe2Eb20BFKO1+BXVDtKeFzZStodi3mhy3Z7OhNZevRTrYe7STNZWNVcTorijysKPJQXeRhQYYbJddXCCFmlSSZhBBCCCGEGHOkbZAfvt3Mz/e14Q2EWVqQxpaPrOSmiuxLC+Tthv/9KJx6FZb/Jtz/9Vmvw3Sxahv7on/MdFkbw4DC1dGfGz/G/qcexxb2MZhWye2eDug4iGo/QGnvL/ns2C6DGcUMZa1ib6SCVwdK+e6pbPyWCUCay8ainBQWZSWxMDuZRdnJHGsfJs1lI9Vl50M3liac53hdqnNr+IzX95mO2j7TGWsmTXctpy21zZQ3X3rM8efflaor9U61nCa7750ez8t9rOfSc+RK9+VKHG8uXd9rgSSZhBBCCCHENSsQjrC/eYA3T/Xyq/ouDrYM4rQZ3LOygIduKGFtacaljY4J+mDv96MjmEYH4L3/P6x9WEYwXaSwLYmO7Jtg4odB/yCvbHuZxae3oBQUD+ym2PsL7gd0kgtf5nLOuKs4rMvY41/Am42ZPHMgjNZnQyjgq6+eIN/jJCPJQXqSg0BbHiFvBy67iaU1brtJksPE5TA51e3FUIq9zf3YDIXNMKIP4YAZ/d0xBEDE0mgNltZELE1T7wiWhjdP9RCxom117UNYWvPCoXbClo5tO75vpNGFBehwExoY73hjVzoGEVpe240z2Ic71I87PIArNEhGVyeG9wRN36vDZvmxRfyYOoSBRVFfO9ktLzN4JBll2MHhBnsSOFIw3B5U70mUcmMkZWGkZGGm5GCm5FyRx1cIcfWTJJMQQgghxDynlNoMfBUwgSe01v94zv1O4PvAWqAXeL/W+vSV7uds84cinO4d4VTXCCe7vOxu6mPX6T78IQtDQXWRh7957zJ+c00R6UmOiw8cCUPrbjj+YjTB5OuFkpvgPf8E+Stm7oSuFS4PXVk3kDrSxKmSB3nohmIYaoWWXagzu0hu28uStp+zJOTjAQDDjlW0iJGUhRz0ZdFJDm06E5WWT9Ooi1ZfEkf67HQPpOLt7kYDLxzumPTQ//l6wzktWdFfL7/+jl1O3A/+u7YZ0CQRIINh0pWXTDVMFkNkqUFyDv6CHDVIDgPkqEE2qwGyGMbo1okHAEa1A2+ji1HtZAQHQexEMNAolK+T0X4LByFcBHGrACn4catgdOf6pxPiLdcuCg7/BwefT2OIFAZVKsMk41XJjKgkRpUbPy78ykVIOQjiIBwO4YsoAsde5OXXHESUDa0MUCZD/gi2cCrB4zt5/s29YBgYSqEMk76RECgDpRSvHTyJUgaGYaIMk4H2PFAGvq4zsSSfaShsPSkYCsyOo5imwlTRdmPs96HWQRRgKMWwPxTL6ypU7O+JiUeNxtKwr3kAPXZHrzeANZY01FpzsHUQraP7NfWOoIGjbUNorTnV7Y1PZCqo7xhGAU19I5hKjfXdwDTgcOsQpqGIWBZ208BuGjjtBk6byYnOYWymwf4zA7jsBi6bictuRv+2mzhthkwFFfOGJJmEEEIIIeYxpZQJfB3YBLQAu5RSz2qtj07Y7A+Bfq11hVLqA8BXgPdf+d5eOsvSRMZGfoyPAAmGLUKR6O9gxMIfijASCDMSDDMSiP7dOxKkezhAtzdAz3CA9kE/Z/p9sQ+FSkFlbgofWFfCTeVZ1CzKwpNkP3tgrcEKQyQI4QCEfBAcgdF+8HaBtxN6TkB3HbQfAP8AKBMq7oSNn4DSG2fngl0LlALPgujP8t+ItkXC0HsCOo9A52GMnhOk9p5ife9rmNZYYqU7PkzEaSdoSyNsOHG7k7AMBxHDxMKkd1RjYeBJdmNhYKHQykD7+qJJlORctFIoFNH/FAqLvuFRDCLkJhkYVhAzEsA3MozDGiVZ+TEDQygdmfS0tOnASsrFSs7FSllGV3cPDWYyeavvxnLnEHZnEXFlEHJm8PNjIxR2vMKKux4mFIm+LkIRi7ClObjtx7Rk38LGymxCkfH26GvGCgVRp17FzC7DHhjAHuzHEejHFewl3FmH3TTIt42QFR7EHe7CHRnGGRnB0O+wup8BWMDoee4PAYPv8HiOTN4c9huEu22EsBHETkDbCODAf8aJDyc+7cSrnfhwMaJdrMWFV7vw4aKhLpp88xH98WsHfhwEsBPAQVDbCGIjgkkIEwuDCAYvHe0gOu4t+jRTnE1SvX26F4UiYmlQcKAlelIK0IDWmlBEo9HUnu7DsjRhKzFB+MtD7ee9FJMlJ8f74rQZuO3jyado4mnib4fNwGkzzv4eS2TZTAOHqbCZBjYzmvgyxhNgpoGhook5U0XPc29zPwpIckRH7SmlUBP6oSZcn7g+nqffF3K4NXodXzw88bok7jj+eET/ju9TXN/GHzelMMbaTnV7AXiroTeaiDTG7huLM56oVGPXwhjb1zAm/K1UbD9DJW6rVOJ9432aeP+1kCyUJJMQQgghxPx2A3BSa90AoJT6EXA/MDHJdD/whbG/fwr8u1JKaa0nHyIxBzT2jHDbP782pRipThvZqU6yUxysWODhfauLqMhNoTwnmbLsFNwOc/IdQ374ct6FD2BPhpwqWHovVNwBZbeBO31KfRaXybRB7tLoz4oHYs0/fqsJZ7CfJH8ndy8EfH3RkWaBYboOv4Y3aQGmFaQs3YRwEKwQREIMWz6UFSbDEQEdAisCOgL0RQu6h0PRRKS2JnySVtgtC60M0s0UcDjBlkqvmYPXdOMpygOXB5xp4M6ApCxIyoTG18GZglr/sejonLFobU89DkDFzX+ccLoZrc0UDoSoyE1NuM9K9eHOS+WOped5Dtu3w/V3JjTXPvU4p0oeZMO5dWu0hqA3mmQd/4kEIeyHo89S3zFIZ9Z6bqlIj14nKwLa4q1TXeT27qI7cy01Cz1nr5fW7D7diyI6RGhtaXpsH3SEMwe3o7AYSKuiOs+NKxKCSAA6DkEkBKn5Y0lfH4RG0MFOCHixAt6zCcUp0KixUVYGEQ0ohSY6ZRKgLWMtr13/zYuuyTSebNpS20zE0ty/upBQxIomycMWgbDFcwfaCFuaDRVZ+EPRxLk/ZDEaiuAPRQiEIvjDFqPBCKOhCIHw+DYRAiGLAV+QwIR4gbAVTS5GosnFkGVxqf/aP7Wn5bKv4eXY8nbzhTeaou/saJzxY1wsNSEZBuN/j92HisuzJSTUJtx5bs7qo7eU89idlTPS54ul5vB7CyGEEEIIcQFKqQeAzVrrj4zd/hBQo7X++IRtDo9t0zJ2+9TYNj2TxHsEeGTspktrXT3T5yCEEEKIq4OMZBJCCCGEEDFa628D357tfgghhBBi/pkf66gKIYQQQojzaQWKJ9xeMNY26TZKKRvgIVoAXAghhBBi2kiSSQghhBBiftsFVCqlFimlHMAHgGfP2eZZ4PfH/n4A2DaX6zEJIYQQYn6S6XJCCCGEEPOY1jqslPo4sBUwge9qrY8opf4W2K21fhb4DvADpdRJoI9oIkoIIYQQYlpJ4W8hhBBCCCGEEEIIMWUyXU4IIYQQQgghhBBCTJkkmYQQQgghhBBCCCHElEmSSQghhBBCCCGEEEJMmSSZhBBCCCGEEEIIIcSUyepy4qqglDoM+Ge7H0KIK8alta6e7U4IIaaP/L98UtlAz2x3Yg6R6xFPrkciuSbx5HrEk+uRaNrfU0uSSVwt/Frr62e7E0KIK0MptXu2+yCEmHby//JzKKV2yzU5S65HPLkeieSaxJPrEU+uR6KZeE8t0+WEEEIIIYQQQgghxJRJkkkIIYQQQgghhBBCTJkkmcTV4tuz3QEhxBUlr3khrj7yuk4k1ySeXI94cj0SyTWJJ9cjnlyPRNN+TZTWerpjCiGEEEIIIYQQQohrjIxkEkIIIYQQQgghhBBTJkkmIYQQQoj/1969x9pRlWEc/r32UMpFqUCD0IJAbCCFSLlIKBICFC0VQsVwKZEEBWNMSKRGoqARUxOIJgZQFBICVQxQqBWkkIhcbESNUnozbSmN5dpioSRYStH0Yl//mHVkc1Lraff1nHmfZIc9a2avfGuVtWedb8+aiYiIiIimJckUPUnSoZLmS3pO0gpJV5fy/SU9Ielv5b8fLuVHS/qzpM2Srmmo5yhJSxteGyXN6Fa7ImLHWjXmy76vlTqWS5otaVQ32hQRgyPpojJmt0s6acC+6yStlrRK0pRuxdhpks4pbV4t6dpux9MNkmZJWi9peUPZDs8JdbCr58nhTtIoSQsk/bX0x8xSfoSkZ8rYeUDSyG7H2kmSRkhaIunRsl33/nhZ0rLyd+DCUlbLMQMgabSkuZKel7RS0qR29EeSTNGrtgFftz0BOAW4StIE4FrgKdvjgafKNsBbwFeBHzZWYnuV7Ym2JwInAv8EHupQGyJi8Foy5iWNLeUn2T4WGAFM70wTImI3LQc+BzzdWFi+A6YDxwDnALdJGtH58DqrtPGnwFRgAnBp6Yu6+TnVv3uj/3VOqINdPU8Od5uBs2wfB0wEzpF0CvAD4GbbHwP+AVzZxRi74WpgZcN23fsD4Mzy92D/jxh1HTMAPwIes300cBzV/yst748kmaIn2V5ne3F5/w7VABgLTAPuLofdDXy2HLPe9rPA1p1UOxl4wfYrbQs8InZLi8d8H7CXpD5gb+DvbQ4/Ippge6XtVTvYNQ243/Zm2y8Bq4GTOxtdV5wMrLb9ou0twP1UfVErtp+m+kGh0Q7PCXWwq+fJ4c6VTWVzj/IycBYwt5TXpj8AJI0DzgXuLNuixv2xE7UcM5L2A04H7gKwvcX2BtrQH0kyRc+TdDhwPPAMcJDtdWXX68BBu1DVdGB2S4OLiJZrZszbfo3q6qZXgXXA27Yfb1uwEdFOY4E1DdtrS9lwV9d2D0Yz88Bho4Vz4yGtLA1bCqwHngBeADbY3lYOqdvYuQX4BrC9bB9AvfsDqsTj45IWSfpyKavrmDkCeBP4WVlSeaekfWhDfyTJFD1N0r7Ar4AZtjc27rNtqi+OwdQzEjgf+GXLg4yIlml2zJd15NOoTqSHAPtIuqxN4UbEIEl6stwnbeCrdlfoRGvsyjxwOGnV3Hg4sP3vckuMcVRXAB7d5ZC6RtJ5wHrbi7odS485zfYJVMuPr5J0euPOmo2ZPuAE4HbbxwPvMmBpXKv6o6/ZCiLaRdIeVCfRe20/WIrfkHSw7XWSDqb65WIwpgKLbb/RjlgjonktGvNnAy/ZfrPU+SBwKnBPu+KOiP/P9tm78bHXgEMbtseVsuGuru0ejN2dBw4LLZ4bDxu2N0iaD0wCRkvqK1fv1GnsfBI4X9JngFHAh6juv1PX/gD+e4U7ttdLeogqGVnXMbMWWGv7mbI9lyrJ1PL+yJVM0ZPKGuK7gJW2b2rYNQ+4vLy/HHh4kFVeSpbKRfSsFo75V4FTJO1d6pzM+2+AGRFDxzxguqQ9JR0BjAcWdDmmTngWGF+eCjWSarn/vC7H1Ct2dx445LVhbjykSRojaXR5vxfwKarz/XzgwnJYbfrD9nW2x9k+nOo743e2P09N+wNA0j6SPtj/Hvg01YMmajlmbL8OrJF0VCmaDDxHG/pD1RVREb1F0mnAH4BlvLeu+FtUa8/nAIcBrwAX235L0keAhVRZ++3AJmCC7Y3lS+VV4Ejbb3e2JRExGC0e8zOBS6iexLME+JLtzZ1sT0QMnqQLgFuBMcAGYKntKWXft4ErqMbzDNu/6VqgHVSuRriF6gmZs2zf0OWQOk7SbOAM4EDgDeC7wK/ZwTmhWzF20q6eJ7sSZAdJ+jjVTYpHUF04Mcf29yQdSXWz/P2p5gCX1W0OIOkM4Brb59W5P0rb+58q3gfcZ/sGSQdQwzEDIGki1Y3hRwIvAl+kjB9a2B9JMkVERERERERERNOyXC4iIiIiIiIiIpqWJFNERERERERERDQtSaaIiIiIiIiIiGhakkwREREREREREdG0JJkiIiIiIiIiIqJpSTJFRE9R5Y+SpjaUXSTpsW7GFRERETHcSJovacqAshmSbt/JZza1P7KIGKqSZIqInmLbwFeAmySNkrQvcCNwVTP1SuprRXwRERERw8hsYPqAsumlPCJilyXJFBE9x/Zy4BHgm8D1wC9svyDpckkLJC2VdJukDwBIukPSQkkrJF3fX4+ktZK+L2kJcEFXGhMRERHRu+YC50oaCSDpcOAQYImkpyQtlrRM0rSBH5R0hqRHG7Z/IukL5f2Jkn4vaZGk30o6uBONiYjuyy/7EdGrZgKLgS3ASZKOpUoUnWp7m6Q7qH5puw+41vZb5Wql+ZLm2n6u1LPe9vHdaEBERERELyvzpwXAVOBhqrnVHOBfwAW2N0o6EPiLpHnlivOdkrQHcCswzfabki4BbgCuaFtDIqJnJMkUET3J9ruSHgA22d4s6WzgE8BCSQB7AWvK4ZdKupLqO+0QYALQn2R6oLORR0RERAwp/Uvm+pNMVwICbpR0OrAdGAscBLw+iPqOAo4FnihzthHAutaHHRG9KEmmiOhl28sLqsnOLNvfaTxA0njgauBk2xsk3QOMajjk3Y5EGhERETE0PQzcLOkEYG/bi8qytzHAiba3SnqZ98+vALbx/tuv9O8XsML2pPaGHRG9KPdkioih4kng4nLJNpIOkHQY8CHgHWBjWe8/ZSd1REREREQD25uA+cAs3rvh935UtxzYKulM4KM7+OgrwARJe0oaDUwu5auAMZImQbV8TtIxbW1ERPSMXMkUEUOC7WWSZgJPlht+b6V6Ct1CqqVxz1NNdv7UvSgjIiIihqTZwEO896S5e4FHJC2jmms9P/ADttdImgMsB14ClpTyLZIuBH4saT+qvzlvAVa0vRUR0XUaxL3bIiIiIiIiIiIidirL5SIiIiIiIiIiomlJMkVERERERERERNOSZIqIiIiIiIiIiKYlyRQREREREREREU1LkikiIiIiIiIiIpqWJFNERERERERERDQtSaaIiIiIiIiIiGjafwDbzMiSlG2O/AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, columns=duration_contract, country=country, category=category, remove_outliers=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Salary" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Salary for Germany
Less than 27.499 EUR269.48905119.455253-9.966202
Between 27.500 and 32.999 EUR93.2846727.392996-4.108325
Between 33.000 and 38.499 EUR165.8394165.4474710.391945
Between 38.500 and 43.999 EUR259.1240886.2256812.898407
Between 44.000 and 49.999 EUR3813.8686139.7276264.140987
Between 50.000 and 54.999 EUR4717.15328515.9533071.199977
Between 55.000 and 65.999 EUR4717.15328515.5642021.589082
Between 66.000 and 76.999 EUR248.7591245.4474713.311653
Between 77.000 and 109.999 EUR124.3795624.669261-0.289699
Prefer not to say3010.94890510.1167320.832174
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Salary for Germany \n", - "Less than 27.499 EUR 26 9.489051 19.455253 \n", - "Between 27.500 and 32.999 EUR 9 3.284672 7.392996 \n", - "Between 33.000 and 38.499 EUR 16 5.839416 5.447471 \n", - "Between 38.500 and 43.999 EUR 25 9.124088 6.225681 \n", - "Between 44.000 and 49.999 EUR 38 13.868613 9.727626 \n", - "Between 50.000 and 54.999 EUR 47 17.153285 15.953307 \n", - "Between 55.000 and 65.999 EUR 47 17.153285 15.564202 \n", - "Between 66.000 and 76.999 EUR 24 8.759124 5.447471 \n", - "Between 77.000 and 109.999 EUR 12 4.379562 4.669261 \n", - "Prefer not to say 30 10.948905 10.116732 \n", - "\n", - " Difference with previous year \n", - "Salary for Germany \n", - "Less than 27.499 EUR -9.966202 \n", - "Between 27.500 and 32.999 EUR -4.108325 \n", - "Between 33.000 and 38.499 EUR 0.391945 \n", - "Between 38.500 and 43.999 EUR 2.898407 \n", - "Between 44.000 and 49.999 EUR 4.140987 \n", - "Between 50.000 and 54.999 EUR 1.199977 \n", - "Between 55.000 and 65.999 EUR 1.589082 \n", - "Between 66.000 and 76.999 EUR 3.311653 \n", - "Between 77.000 and 109.999 EUR -0.289699 \n", - "Prefer not to say 0.832174 " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Salary'\n", - "\n", - "order_question = ['Less than 27.499 EUR', 'Between 27.500 and 32.999 EUR', 'Between 33.000 and 38.499 EUR',\n", - " 'Between 38.500 and 43.999 EUR', 'Between 44.000 and 49.999 EUR','Between 50.000 and 54.999 EUR',\n", - " 'Between 55.000 and 65.999 EUR', 'Between 66.000 and 76.999 EUR', 'Between 77.000 and 109.999 EUR', 'Prefer not to say']\n", - "# Check if there is no new answer between development and the list of answers manually created\n", - "try:\n", - " df_salary = get_sampled_df(df, salary)\n", - " assert(len(order_question) == len(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) -1)\n", - "except AssertionError:\n", - " print(set(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) - set(order_question))\n", - " raise\n", - "result = count_diff(df, salary, category=category, country=country, order_index=order_question)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Type of funding for Germany
Institutional support141.042.342342NaNNaN
Grants103.030.930931NaNNaN
I volunteer my time89.026.7267276.46153820.265188
Industry support39.011.7117122.1538469.557866
Consulting & services19.05.7057061.2307694.474936
Foundations & consortiums5.01.501502NaNNaN
Membership2.00.6006010.923077-0.322476
Books & merchandise1.00.300300NaNNaN
Donation button1.00.300300NaNNaN
SaaS1.00.300300NaNNaN
Dual license1.00.3003000.307692-0.007392
Crowdfunding (one-time)0.00.0000000.0000000.000000
Crowdfunding (recurring)0.00.0000000.0000000.000000
Advertising & sponsorships0.00.000000NaNNaN
Open core0.00.0000000.0000000.000000
Venture capital0.00.0000000.307692-0.307692
Trademark licensing & franchising0.00.0000000.0000000.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Type of funding for Germany \n", - "Institutional support 141.0 42.342342 NaN \n", - "Grants 103.0 30.930931 NaN \n", - "I volunteer my time 89.0 26.726727 6.461538 \n", - "Industry support 39.0 11.711712 2.153846 \n", - "Consulting & services 19.0 5.705706 1.230769 \n", - "Foundations & consortiums 5.0 1.501502 NaN \n", - "Membership 2.0 0.600601 0.923077 \n", - "Books & merchandise 1.0 0.300300 NaN \n", - "Donation button 1.0 0.300300 NaN \n", - "SaaS 1.0 0.300300 NaN \n", - "Dual license 1.0 0.300300 0.307692 \n", - "Crowdfunding (one-time) 0.0 0.000000 0.000000 \n", - "Crowdfunding (recurring) 0.0 0.000000 0.000000 \n", - "Advertising & sponsorships 0.0 0.000000 NaN \n", - "Open core 0.0 0.000000 0.000000 \n", - "Venture capital 0.0 0.000000 0.307692 \n", - "Trademark licensing & franchising 0.0 0.000000 0.000000 \n", - "\n", - " Difference with previous year \n", - "Type of funding for Germany \n", - "Institutional support NaN \n", - "Grants NaN \n", - "I volunteer my time 20.265188 \n", - "Industry support 9.557866 \n", - "Consulting & services 4.474936 \n", - "Foundations & consortiums NaN \n", - "Membership -0.322476 \n", - "Books & merchandise NaN \n", - "Donation button NaN \n", - "SaaS NaN \n", - "Dual license -0.007392 \n", - "Crowdfunding (one-time) 0.000000 \n", - "Crowdfunding (recurring) 0.000000 \n", - "Advertising & sponsorships NaN \n", - "Open core 0.000000 \n", - "Venture capital -0.307692 \n", - "Trademark licensing & franchising 0.000000 " - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Funding\n", - "category = 'Type of funding'\n", - "result = count_diff(df, fund, category=category, country=country, multi_choice=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Organisation type for Netherlands
University2953.703704
Non-profit organization814.814815
Other611.111111
Government47.407407
National laboratory47.407407
Private company23.703704
NGO11.851852
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Organisation type for Netherlands \n", - "University 29 53.703704\n", - "Non-profit organization 8 14.814815\n", - "Other 6 11.111111\n", - "Government 4 7.407407\n", - "National laboratory 4 7.407407\n", - "Private company 2 3.703704\n", - "NGO 1 1.851852" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df, current_emp, category=category, country=country, disable_past_year=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
in which field for Netherlands
Computer Science2037.03703753.333333-16.296296
Physics and Astronomy1527.77777826.6666671.111111
Biological Sciences1425.92592628.000000-2.074074
Medicine1120.37037014.6666675.703704
Geography & Environmental Sciences814.81481513.3333331.481481
Chemistry59.25925914.666667-5.407407
Linguistics47.40740713.333333-5.925926
Communication & Media Studies35.5555566.666667-1.111111
Education35.5555568.000000-2.444444
History35.55555612.000000-6.444444
Civil Engineering23.7037045.333333-1.629630
Psychology23.7037042.6666671.037037
Politics11.851852NaNNaN
Philosophy11.8518521.3333330.518519
Pharmacology & Pharmacy11.8518525.333333-3.481481
Ophthalmics11.851852NaNNaN
Mathematics11.8518526.666667-4.814815
Anatomy & Physiology11.851852NaNNaN
History of Art, Architecture & Design11.8518521.3333330.518519
General Engineering11.8518521.3333330.518519
Art & Design11.8518521.3333330.518519
Food Science11.8518526.666667-4.814815
Electrical & Electronic Engineering11.851852NaNNaN
Dentistry11.851852NaNNaN
Classics & Ancient History11.8518524.000000-2.148148
Chemical Engineering11.8518521.3333330.518519
Sociology11.8518521.3333330.518519
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "in which field for Netherlands \n", - "Computer Science 20 37.037037 53.333333 \n", - "Physics and Astronomy 15 27.777778 26.666667 \n", - "Biological Sciences 14 25.925926 28.000000 \n", - "Medicine 11 20.370370 14.666667 \n", - "Geography & Environmental Sciences 8 14.814815 13.333333 \n", - "Chemistry 5 9.259259 14.666667 \n", - "Linguistics 4 7.407407 13.333333 \n", - "Communication & Media Studies 3 5.555556 6.666667 \n", - "Education 3 5.555556 8.000000 \n", - "History 3 5.555556 12.000000 \n", - "Civil Engineering 2 3.703704 5.333333 \n", - "Psychology 2 3.703704 2.666667 \n", - "Politics 1 1.851852 NaN \n", - "Philosophy 1 1.851852 1.333333 \n", - "Pharmacology & Pharmacy 1 1.851852 5.333333 \n", - "Ophthalmics 1 1.851852 NaN \n", - "Mathematics 1 1.851852 6.666667 \n", - "Anatomy & Physiology 1 1.851852 NaN \n", - "History of Art, Architecture & Design 1 1.851852 1.333333 \n", - "General Engineering 1 1.851852 1.333333 \n", - "Art & Design 1 1.851852 1.333333 \n", - "Food Science 1 1.851852 6.666667 \n", - "Electrical & Electronic Engineering 1 1.851852 NaN \n", - "Dentistry 1 1.851852 NaN \n", - "Classics & Ancient History 1 1.851852 4.000000 \n", - "Chemical Engineering 1 1.851852 1.333333 \n", - "Sociology 1 1.851852 1.333333 \n", - "\n", - " Difference with previous year \n", - "in which field for Netherlands \n", - "Computer Science -16.296296 \n", - "Physics and Astronomy 1.111111 \n", - "Biological Sciences -2.074074 \n", - "Medicine 5.703704 \n", - "Geography & Environmental Sciences 1.481481 \n", - "Chemistry -5.407407 \n", - "Linguistics -5.925926 \n", - "Communication & Media Studies -1.111111 \n", - "Education -2.444444 \n", - "History -6.444444 \n", - "Civil Engineering -1.629630 \n", - "Psychology 1.037037 \n", - "Politics NaN \n", - "Philosophy 0.518519 \n", - "Pharmacology & Pharmacy -3.481481 \n", - "Ophthalmics NaN \n", - "Mathematics -4.814815 \n", - "Anatomy & Physiology NaN \n", - "History of Art, Architecture & Design 0.518519 \n", - "General Engineering 0.518519 \n", - "Art & Design 0.518519 \n", - "Food Science -4.814815 \n", - "Electrical & Electronic Engineering NaN \n", - "Dentistry NaN \n", - "Classics & Ancient History -2.148148 \n", - "Chemical Engineering 0.518519 \n", - "Sociology 0.518519 " - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Which University" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Which university for Netherlands
Delft University of Technology724.137931NaNNaN
Radboudumc, Radboud Universitair Medisch Centrum413.79310314.705882-0.912779
University of Amsterdam413.7931038.8235294.969574
VU University Amsterdam310.3448288.8235291.521298
Maastrict University26.8965522.9411763.955375
University of Twente26.896552NaNNaN
University of Groningen13.4482762.9411760.507099
LUMC, Leids Universitair Medisch Centrum13.4482765.882353-2.434077
Radboud University13.4482762.9411760.507099
Wageningen University13.4482765.882353-2.434077
Utrecht University13.44827611.764706-8.316430
Other13.448276NaNNaN
Erasmus MC13.4482762.9411760.507099
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Which university for Netherlands \n", - "Delft University of Technology 7 24.137931 \n", - "Radboudumc, Radboud Universitair Medisch Centrum 4 13.793103 \n", - "University of Amsterdam 4 13.793103 \n", - "VU University Amsterdam 3 10.344828 \n", - "Maastrict University 2 6.896552 \n", - "University of Twente 2 6.896552 \n", - "University of Groningen 1 3.448276 \n", - "LUMC, Leids Universitair Medisch Centrum 1 3.448276 \n", - "Radboud University 1 3.448276 \n", - "Wageningen University 1 3.448276 \n", - "Utrecht University 1 3.448276 \n", - "Other 1 3.448276 \n", - "Erasmus MC 1 3.448276 \n", - "\n", - " Percentage in 2017 \\\n", - "Which university for Netherlands \n", - "Delft University of Technology NaN \n", - "Radboudumc, Radboud Universitair Medisch Centrum 14.705882 \n", - "University of Amsterdam 8.823529 \n", - "VU University Amsterdam 8.823529 \n", - "Maastrict University 2.941176 \n", - "University of Twente NaN \n", - "University of Groningen 2.941176 \n", - "LUMC, Leids Universitair Medisch Centrum 5.882353 \n", - "Radboud University 2.941176 \n", - "Wageningen University 5.882353 \n", - "Utrecht University 11.764706 \n", - "Other NaN \n", - "Erasmus MC 2.941176 \n", - "\n", - " Difference with previous year \n", - "Which university for Netherlands \n", - "Delft University of Technology NaN \n", - "Radboudumc, Radboud Universitair Medisch Centrum -0.912779 \n", - "University of Amsterdam 4.969574 \n", - "VU University Amsterdam 1.521298 \n", - "Maastrict University 3.955375 \n", - "University of Twente NaN \n", - "University of Groningen 0.507099 \n", - "LUMC, Leids Universitair Medisch Centrum -2.434077 \n", - "Radboud University 0.507099 \n", - "Wageningen University -2.434077 \n", - "Utrecht University -8.316430 \n", - "Other NaN \n", - "Erasmus MC 0.507099 " - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Contract type for Netherlands
Full Time4379.62963
Part-time1120.37037
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Contract type for Netherlands \n", - "Full Time 43 79.62963\n", - "Part-time 11 20.37037" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Full time or part-time" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Nature of employment for Netherlands
Permanent -- funded by Institution core funding2240.740741
Fixed term -- funded by project funds1425.925926
Permanent -- funded by project funds916.666667
Fixed term -- funded by Institution core funding611.111111
Freelancer, consultant, contractor23.703704
Research/Student Assistant11.851852
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Nature of employment for Netherlands \n", - "Permanent -- funded by Institution core funding 22 40.740741\n", - "Fixed term -- funded by project funds 14 25.925926\n", - "Permanent -- funded by project funds 9 16.666667\n", - "Fixed term -- funded by Institution core funding 6 11.111111\n", - "Freelancer, consultant, contractor 2 3.703704\n", - "Research/Student Assistant 1 1.851852" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Length of the current position" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Results in 2018Results in 2017
Duration of contract in year for Netherlands (without 95 percentile)
count38.00000022.000000
mean8.8815791.972727
std11.4723130.803078
min1.0000000.400000
25%2.0000001.250000
50%4.0000002.000000
75%7.0000002.750000
max50.0000003.000000
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Duration of contract in year for Netherlands (w... \n", - "count 38.000000 \n", - "mean 8.881579 \n", - "std 11.472313 \n", - "min 1.000000 \n", - "25% 2.000000 \n", - "50% 4.000000 \n", - "75% 7.000000 \n", - "max 50.000000 \n", - "\n", - " Results in 2017 \n", - "Duration of contract in year for Netherlands (w... \n", - "count 22.000000 \n", - "mean 1.972727 \n", - "std 0.803078 \n", - "min 0.400000 \n", - "25% 1.250000 \n", - "50% 2.000000 \n", - "75% 2.750000 \n", - "max 3.000000 " - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, columns=duration_contract, country=country, category=category, remove_outliers=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Salary" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Salary for Netherlands
Less than 27.499 EURNaNNaNNaNNaN
Between 27.500 and 32.999 EUR3.06.2500002.9411763.308824
Between 33.000 and 38.499 EUR6.012.50000014.705882-2.205882
Between 38.500 and 43.999 EUR6.012.50000014.705882-2.205882
Between 44.000 and 49.999 EUR10.020.83333319.1176471.715686
Between 50.000 and 54.999 EUR3.06.25000013.235294-6.985294
Between 55.000 and 65.999 EUR10.020.8333337.35294113.480392
Between 66.000 and 76.999 EUR1.02.0833335.882353-3.799020
Between 77.000 and 109.999 EUR2.04.166667NaNNaN
Prefer not to say7.014.58333317.647059-3.063725
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Salary for Netherlands \n", - "Less than 27.499 EUR NaN NaN NaN \n", - "Between 27.500 and 32.999 EUR 3.0 6.250000 2.941176 \n", - "Between 33.000 and 38.499 EUR 6.0 12.500000 14.705882 \n", - "Between 38.500 and 43.999 EUR 6.0 12.500000 14.705882 \n", - "Between 44.000 and 49.999 EUR 10.0 20.833333 19.117647 \n", - "Between 50.000 and 54.999 EUR 3.0 6.250000 13.235294 \n", - "Between 55.000 and 65.999 EUR 10.0 20.833333 7.352941 \n", - "Between 66.000 and 76.999 EUR 1.0 2.083333 5.882353 \n", - "Between 77.000 and 109.999 EUR 2.0 4.166667 NaN \n", - "Prefer not to say 7.0 14.583333 17.647059 \n", - "\n", - " Difference with previous year \n", - "Salary for Netherlands \n", - "Less than 27.499 EUR NaN \n", - "Between 27.500 and 32.999 EUR 3.308824 \n", - "Between 33.000 and 38.499 EUR -2.205882 \n", - "Between 38.500 and 43.999 EUR -2.205882 \n", - "Between 44.000 and 49.999 EUR 1.715686 \n", - "Between 50.000 and 54.999 EUR -6.985294 \n", - "Between 55.000 and 65.999 EUR 13.480392 \n", - "Between 66.000 and 76.999 EUR -3.799020 \n", - "Between 77.000 and 109.999 EUR NaN \n", - "Prefer not to say -3.063725 " - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Salary'\n", - "order_question = ['Less than 27.499 EUR', 'Between 27.500 and 32.999 EUR', 'Between 33.000 and 38.499 EUR',\n", - " 'Between 38.500 and 43.999 EUR', 'Between 44.000 and 49.999 EUR','Between 50.000 and 54.999 EUR',\n", - " 'Between 55.000 and 65.999 EUR', 'Between 66.000 and 76.999 EUR', 'Between 77.000 and 109.999 EUR', 'Prefer not to say']\n", - "# Check if there is no new answer between development and the list of answers manually created\n", - "try:\n", - " df_salary = get_sampled_df(df, salary)\n", - " assert(len(order_question) == len(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) -1)\n", - "except AssertionError:\n", - " print(set(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) - set(order_question))\n", - " raise\n", - "result = count_diff(df, salary, category=category, country=country, order_index=order_question)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Type of funding for Netherlands
Grants26.048.148148
Institutional support25.046.296296
I volunteer my time16.029.629630
Consulting & services6.011.111111
Industry support4.07.407407
Foundations & consortiums2.03.703704
Venture capital1.01.851852
Crowdfunding (one-time)0.00.000000
Crowdfunding (recurring)0.00.000000
Books & merchandise0.00.000000
Advertising & sponsorships0.00.000000
Donation button0.00.000000
SaaS0.00.000000
Membership0.00.000000
Dual license0.00.000000
Open core0.00.000000
Trademark licensing & franchising0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Type of funding for Netherlands \n", - "Grants 26.0 48.148148\n", - "Institutional support 25.0 46.296296\n", - "I volunteer my time 16.0 29.629630\n", - "Consulting & services 6.0 11.111111\n", - "Industry support 4.0 7.407407\n", - "Foundations & consortiums 2.0 3.703704\n", - "Venture capital 1.0 1.851852\n", - "Crowdfunding (one-time) 0.0 0.000000\n", - "Crowdfunding (recurring) 0.0 0.000000\n", - "Books & merchandise 0.0 0.000000\n", - "Advertising & sponsorships 0.0 0.000000\n", - "Donation button 0.0 0.000000\n", - "SaaS 0.0 0.000000\n", - "Membership 0.0 0.000000\n", - "Dual license 0.0 0.000000\n", - "Open core 0.0 0.000000\n", - "Trademark licensing & franchising 0.0 0.000000" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Funding\n", - "category = 'Type of funding'\n", - "result = count_diff(df, fund, category=category, country=country, multi_choice=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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m+c7hZ9k63MFAIkLSNHDoNmo9Id5Sv44/WLZxVoCiKzbBZ3Y+yNsb1lPk9PCj9p0ci45iWCYNvhI+t/Fm1hZVFc5LbyLCXUeeY+twO0PJKLrQqPYEeUPtGt7VuAmvzXHKAYqRVIwfHn2BxwaOMJCMAFDuDnBD1Qre27SZsNOLEIKUafAvex+l1OVjdaiSX/Xupzs+gWGZVLgDvLluLe9p3Izf7iy0pT8R4Ttt23hmuJ2UaZDIZogbGRBQ6Q5yS80qPrLicuyaTsYy+U3vQe7t2kMkkySRzfCuxk18do4MivboKP/7+Z/z3qbNTGVSPDbQxnAqhk3oNAZK+OPWS7mqoqUQELCkpDM2xvfanuOF0S5GUjFsmk6dt4g3163jHcvW49Rssz5vv+k9wD35+zBpZgja3awvruFDrZewuqiiEKyzpORXvfv5cfsu/mXzG3mk/zBPDB5hJBXDrum8vmYVd6y5Br92dod/KYqinGsqOKEoiqIop8mqUCXN/jAP9x4sjIGv9oRwzPGkWkpJW2SYz+9+GAT86YrLafAVM5Cc4qcdu/jKvscIOtxcFK4vPKlPmgZ3H9vOimA5n1j9OkqcXnaM9XD3se1889AzrCmqJOhwA+DQbLy9YQM3VK1g78QAX9r76LztTplZfnB0Oz9q38mVFU38+eqrcet2nh/p5BfdLxE10vz12usocXlnvW8g3wF26Q4+tuJKAg4XXbFxqvNP0E/Vfx15nq1D7dzWfBEbS2rIWCadsXGOREYocb7cBlNKnhg4ytf2PUZzoJS/u+BGwi4fx6Kj/KRjF5/f8zD/tPFWWgOlCCFYX1LNVy98CxLJgz37+f7R5/n4yiu5qqI5d850G6UuX/786Xx0xeVkLJN7O/fwvSPP8el1N7AxXFu4HuXuAADN/lKeGcoFAep9xbRFhslKi4DdxZGpEdYVVxPPZuiMjXNpWWMu4EQuYLWltJ4NJTWEHB66YuP88Nh27jr6AsuD5VxUWj/rvGQsk4f7DxK0u7myvIkPtm4hbmToT0SodAcL601mknz9wBNsH+3mjXVruShcTzyb4Te9+/n+0RfQNZ33Nm3GIU58+r+QlGnwrUNbebj/IK+vXsVl5Y2Y0uLxgSPc0/kihmVy+6qrcM24/luH2mmPjnJzzWrWFlUxmo5x97HtfLvtWZYHy7iqogUBZC2T/27fwe8G2nh/88VcUd5ILJvmO23b2DrUzh1rrubSssZChohTt/Gexk3cWruaF8d6+eq+x07a9qxl8ZP2XSzzh/noiiuo8ATZM97LD49u5xuHnmFlqIIqT+48DiejfG3f47RNDfOmurVsKKklkklyf/devt32LC7dxlvq12ETuQyOxwfauPPgU9T7ivnUuhsIu7zsnxzgZx27+fK+R/mnjbfS4Cue1Z6JTIK7jj6PTej8UeulFDk99MYnCTncePSlB/YURVFe7VRwQlEURVFOk3K3n4+vupL/OPAk/37gCX7R/RKXlTVyVUUzG0tqcMx40mpKiwd69tERG+M/trydK8qbCtupdAe4/bl7eLBnH+uKqgoZCKaUeG1O7lhzLY3+EoQQrCuuZiAR4anBY7RFhrkw36HVhCDkcBNyuBlLJ7DNkYYOuSBJZ2yMn3TsZG1RJZ9ed0NhGMeGkhocuo0fHH2BS8uW8aa6tbOCLBEjhUO38dkNNxGwn76nvMeio1R5gtxau4ZqTxCE4PLyphPmHY8aKf6nfQdeu4NPrr2O5cEyAC4M11Hm8vMXL9zLA917+cTqq9GFwG934c+3s9TlQxOCCneA5jmGumhCoy7fmSxxeRECqjwBmv3hEwJNzYFSUlmDoWQ0F3SaGqbE6aHCHWDfxABvrb+AiXSCsXSc5kAYXWgE7C7+fPXr0Hg5u+bCcB0Zy+Tf9j/O0akRLgzXzdpXVpp0xSb44qYr5q2TIaXk2eEOtg538N6mzXyo5ZJCoGhjSQ0fefbHPNC9l2sqW6g/rrO8ECklu8f7+N3AYa6vWs6fr35d4d7cVFLLQCLCo/2HublmFauLKgvvmzJS/Nmyq3j3sk2F4/HZnHzsuZ+yc7SHy8oaceg2xtJxdo320OAr5i316yhyepBS8s5lG3l66BhDyRhFM4bqaEJQ5PRQ5PQwmIwuOAxCIrFpOnesuZZVoXKEEFxQXMVEOsF93S9xYHKQKk8QKSWPDx5hx1g3t6+8incu21AYxrEmVMlHnv0x93bt4cqKJsrdAcYzCX7S8SJu3c5nLrixcF43h+tw6Xa+uu8xHhto44MtW2a1J57NYErJFzbdTCgfVFQURfl9poITiqIoinIabSip4Uub38TTw8d4tP8wD/cd5De9B7i4tIEPtFzMimCuU5S2srww2kW520/WMtk30V/YRiJr4Lc7OTAxSMYyme6O6UKwKlRBg7+40Mlz63ZqvUVYSKaM9JLbK8kV8hxKRvmTFZfPqi/h0G1sDtfx045d7Bjt5g21a2YNTXFqNm6oWnlaAxMAl5U38v0jz/OVfb/jzXXrWB4sI+zynTDOvzc+SUd0jGuqWnNBjGlCsDJUTkuglOdHOklbWTzamXsSXeMN4bE56E1MEjFStEfHWBEsp9Tl44XRLrLS4lh0NFczw+V/eaiPlExmkoUhJqa0yFomkMtQkJw4MfwFRdWsKaqct4CnhWTnWA+WlPnMjeFZy/12Fy+N9zOeTiw9OAG8NN5HzEgTdvpoj44et20nI6ko/YnIrOBE2OXNZQDNaHONN4RHdzKZSRaCToZlYkgLv26bVYvCrdvQhUbCzCypvccTCFoCpawIlhXa4tRs1HqLgFxNEsidwx2j3diFjku3cTgyVNiGYVkEHC7apkaYMlKUuwOMpePsGe9jU7iWsXScqJGatU9daByYHJyzTTdUrVCBCUVRlDwVnFAURVGU00gXGhWeAO9o2MCbateyd2KA+3v28que/Yyl43xx8xspdfmIGmmmMik6Y+N85NmfzLktu6YjpZy17TKXb1ahSSEENi03TMCSx+cWLExKyXAyiiSXsTGTAIodbjw2B2PpOCnLwKu9HLzQhKDC41/yPhfy3sbN2ITGr3r2c/tz97AqVMHVlS3cUruaak+o0DEfTcfIWFnKXD4cMwIXAnDpdkrzQzymjNQp1b9YLJdup9FfQldsjL74JN2xcd5Qu4aAw80Tg0fpi09yNDpCjTdEyJnriCazmXzw6hBHo6Oksga6ppEyDaJG+oQskWnFLs9JjyVtZhlLxxlLx/nc7ofmXEcjFwhYKsMyGUnFiRgp/u3AE/zbgSdOWEeQGyY0q81OL+7j2qzl71tLSmT+aIudXio9AY5NjdI2NczaoioyVpadoz2Y0qJlnmKuiyWEyBVq1U78/GgIrHw7klmDiXSCoVSUv935wJzb0oQga+WKdY6nEySyGR4fOMLjA0fmXD82I2AxU6UnMOfriqIov49UcEJRFGWReuJjpCwDALvQqXCHTqg0rygzOXQbG0tqaAmUkswaPDvcwaHIEKX5AINAsCZUyR8vv4yg48TsA5dux3fcTBmnOgPGvASFwotzdViz0sKSMt+B045/6wmvveLm5FP1P9iyhRurV7JnvI+H+g7y3+07eHa4nb9Zez2r8k/lp2edMCyr0MGdJqUka1m5TvDpPmfHcWg6rcEytg6305+MMJiMsjxUnq+NIDkaHaU9OpYLTjjcSCm5r/slvnnoGVYEK/izlVdS5yvCrtnYPtrFv+9/Yt59CcQJ2RQzaUIUglgfXXHFnDNXAKwIli/5OEX+XAbtLv5o+aWFApzHOz6IoOdrbCzEbXPwnsZNfPGlR/nUzgdoDpSSNg26YxO8rX49F4brltzm4y3m86MJgSYE1Z4gH115BTWe0AnrCAR1+YyL6aK1t1Sv5q0NF8x5vxUdN3PMzH0piqIoOSo4oSiKskj/uPde9k32AFDpDvHFDe9ieWDuL+eKMk0Igd/upMFXzDNDx0hlcwEun81JmdvHUDLKylB5oaNztmkIar1F6EKjPTo2a5kEhpIxYkaacnfgFRW5XCqHbqPBV0y9r5jrq5Zzb9ce/u+hZ3iwdz8riyoRQLUnhEd30B0fJ2lmceaDhRJy01EmJih1+Qp1Jk7VdDjAmme5XdNpCpTys87ddEbH8doclLn8hJ1e7JqNveP9TKaTbC6pw6nZyFgmj/W34dBsfGzlFawtqioUyNw/MTDvfhbDqdmodPuxpKTU5WNLacMr2NpsdqFR6QmgCQ2/3Xlatw25YNfyQDkrQ+X0xCepcAfw2Zy8vWEDW0obTpgq9Uxx6XYq3AEOR4ap8YQWPM5ip4eQw41hmWwqqcWtgtaKoiinRAUnlDMmZRoMpyKY86QZT38R04WGXdNx6Xa8ujP3hEU9SVDOQ1lpYsjck2VDmqeUQq+8dkkp6U9EyFgmIYcbl25DExqGZTKQiLBzrJsip4dqb642gkPXuaFqBV/Z9xi/6HqJ9zZtxmtzIgRkTJOokcJrcxRm3ziTWgKlrC+u5tH+w1xT2Uq9rwhNaAwnozzUewBd07iyvOmsPOVNm1lGUzE8NgcemwNdaGhCo8oTxKHps4YMlLn8XFbeyBODR9g+0sVl5Y3YNZ1k1uCR/sMMJKZ417JNCxZKXEjA4QIE7dFRNofrcGo6ppTYhIauabnhLS4/NqGxY7Sb1mAZfrsTp25jma+Y7WPdpK0sTYHpYpoSS0qEyBVGBYkpJQOJKZ4YPEIiu/TaIdOEEFxZ0cLDfYe4r/slGvzFhaEwWcsins0gkZQ6fSdMbbuYbW8pbeCezt082LOfNUVVLPOVYNc0slKSyGYwLJMylw/bKcwEArBtpIOXxvv5izVXc01F66whGGeLJgRXV7Xy1NAx7ut6iQp3gHK3v3AOY9k0AkGpy4tAUObyc3VlC08NHuW3fYd4XWULLt2GlJA2DaLZNMUOL167moFDURTlZFRwQjljjkWH+NvdP2Yik5hzuRC51HiPzUmJ00eNp5gVgSrWhGpZEajEqdsXSF5VFEU5f1hS8qve/dzTuZsVwXKqPUGcuo3JTJI9430MJaPc1nwRLYHcjBIaghurV3Jwcogfdexk78QArcFSdKExnIpxaHKQD7Vewi01q5fciYTcVIj7JwdIZA2OTI0QN9J0xsb5ZfdeXLqNsMvHmlAlTt1GpSfAh1sv5Ut7H+Vvdz7A5eWNuHQ7u8d72TPex7sbN7H5NKTUL8Z4OsGndj1IkcPNMn8JXt3BeCbBs8MdODSdK8qbCr8ZPDY772nczJGpYb6873dsH+umxOGlKz7OU4NHeV1lCzfVrGRxgwrmtzpUQZUnwN3HtjOaihF0eEhmM7y+ZhWt+RlCSlxeSpxeXhzv5UMtWwpP+VeFKnio7yAV7gCN/jCQm+b1wtJ6Xjzcy7cPP8uW0gYMabJztIeUaeB+hdNIri+u5j2Nm/lu27P8zY772VhSi0d3EDFSHJ0apjVYzh1rrjmlIqHNgVJua76IOw88yad2PMDmcB0Bu4tYNk17dJQip4d/3HAz/nlmh1mIKSVTRopH+g4xmMjNwKELQZHDw9qiKipm1GgYTE5xYGKQpGlwKDJEPJvhWHSU+7v34tRtlLn8rA5VFIYtLcXF4XreuWwD/3NsB12xcdYXVxc+z0emRtgcruPjK6/EqeeySP6w8UJ6YhN8ed/veHLwKLXeEIa0GEhE6IlP8tn1N3FBcfUpnRNFUZTfFyo4oZwxlpQkzAwJ8+RPgCaNBP3JCfZO9vDbgb2UuQJcWNLE22ovZEWgat7p7xRFUc4nmhBcXNpAb3ySo9FRjkyNYEqLgN3FimA5H1t5JVtKGwozTgghKHX5+Ms117C+pJrfDbTx5OBRTGkVMgLWFVUVshVcup1qT2jOTIqA3UWVJ4jH9nI6+ZGpEb51+Fni2TSGZeK1OxlJRvnW4a3YNZ3VoQoa1hTjzM+EcFVFMz67g1927+XJwaNkrCyNvjB/s/Z6rqlsnZWqLshNU1rtDeHQT+/P6JDDxVXlzWwdbueRvsNkrCw+m5NVwQpurl09q+6AEILlwVL+aeMtPNC9j+dGOokaaUpdPj7YsoWba1dTPmN2jJn8dic1ntCsczafJn+Yv7vgJn7etZvHB48gEJS7/VxT1VpYp8TpZVWrcU0/AAAgAElEQVSogpRpsCJUji1fzHRtURVhp5cmf5gKt7/Q7nc0rMcuNB4daONHHbsIO71cXt7IdVXL+fLe350wFMWh61S5gxQ7PQtmFzo0nXc1bmSZv5iH+w6xfbSbZNYg4HCyPFDO9VXLcWqn9hVQE4I35Kd4fajvIC9N9BMzUnjtTpr9pVxftbxwrwghKHP5SJjGCXUYbEKn2pM/nnzwKG1mcWg6RQ4PW4c7eG6ks7C+QLAiWM5frb2Wpvx0rocjw3zj8DOkTIOMaeK3u+iPTxbu8QuKqlnmL8Gh23Bouf0VOU6s/eCzOanyBGcNG/HaHLy/+WKa/WEe7W9j20gnaTNLyOlmRbCcqytbChk5ufuwjM+ufz2P9B8q1JbRhaDSE+TmmlXUemfUrRC5z2ydt6gwFElRFEUBIc+PtOTzohHK6bV3oodP7PohE5l44bWZhbzkCeXLXqYLjSZfGbcvv5GLSppUgEI5L7x/2zfZO6PmxJc3vIeVQfUkTMmRgCUt0mYWw3p52I8mBHZNx6nb0BAndCyllJjSImkaher/utBw6DoOzVYIThiWSTybwanpJ8x8kDINUmYWj24vPCXOmNl8Cv/cbELDZ3eg5TuNUuZ+JqdMg4xlIqUsDLk7fliElLKwT7/deVp/RkspyVgmGStbOB9CCBxablpHMc85TFtZ0mYWS0p0oeHSbSd9Yp4yDZJZA6/Nsagn66a0SGaNQtFQXWh4bI7CuZFSEs9myFomHrsTRz44YUqLKSONXdPw2ZyFtkspMSyTpGkU2uzUbdg1nZiRxqHrODVbYf3ckIw0Nk3Ho9sXNfzRzN+P09dz5r34SgurWvl7YHrbYnrbmm3WOYll00jJrHsNwLQsotk09vx5NKXk0f7D3HnwSa6pbOWqihZ8+WEQKTPLU4PHuPvYdj7YcjEfbr0UXdNIm1kSJ7nH7ZqG1+bMD8cwiWUzODT9hNlO0maWpGng1u0n1FUxpUUqa2BIa9Y5nB62NdP0NU3lp4UFsGkaTs1WKN46vV7azJIwc1MGHz9FrqIoymvQolIYVeaEctY0+cr4w2WXE7DnnlpIaZGyDMbSMdpjw7w00U1/coK0lful3hYd5D/bHiG0xssq1QFUFOU8J3i5w7qk9wmBTegLpsHbNZ3QPPUnXLr9hJljHAt0zudqh4BcrYdFrOu2OU4IkswkpSRqpIkvsn6CQFDi8hY6z0spvimEmPMcnMxS19eFdsLMKce34fjl09e2eI6ZGoQQ816jwBwzt9g0bcn1R6bvx7mu53TgIGYsvr5F2OUrdKQ1IRa8V3LFYOcuRqpr2qz7OW6keGygDSEE727cRKUnOGt9t27n3q7dTGSSmNJCR1vSfWI7yefnZNvRhYb3JNd9ppNd0+PXc9nsuBaRtaMoivL7RAUnlLMm6PBwSbiFUlduvOj0UzpTmqStLKOpKL/o3ckve3cwZSQBOBod4v7enTT7yk9pzKiiKIpybqStLD88tp2fd+5e1PoOXecbl/zBvFNfKqdXxjL5SceL/M+xHYt+z7cue9cJ04SeLoJcgexovjZKkdOLU9PJSouhZJSH+g5iWCaN/hKVTakoivIapXp7yjkz/ZROEzbsmg2fz8UfNV+NTWjc3fEMhjTJSpMdYx10JUZp8Vec6yYriqIoi2QXOtdUttKULwK5EF0Iwi7vGW6VMs2Wn4GlxhNaeOW8cpf/jLXHa3NwU81K9kz08YU9v2WZvwSXbsOwTEZSMXrjk1xbtZxrK5eflVljFEVRlLNPBSeU84pHd3BD5VoeHzpAZ3wEgMHUJH2JcZp95WqKUUVRlFcJXdNYGSpnZaj8XDdFmYMuNFqDZYXZRs41XdO4pLSBL2y8laeGjtERHSVmpHHrdtYX1/Dh1ku5oLiaorMwta6iKIpybqjghHJeEULQ4C2lyh0qBCeSZoaRdBQLib6IWiq5YmpZBpKTHIz00ZUYJZIfo+qxOalyh1geqKTJV47H5jihoNViTBc5i2ZTHIkO0hEbZjgVJZFNY2Hh0GwE7B7KXQHqvWHqvGE8ugP7jOJ2i9oPEpmfO74zPsKBSB+DqUliRhpNCIIOD3WeElYHa6hwh2YVT1ssS1pkLJPJTJz22DBd8VFG01Hi2TQCcOkOihxeajzFLA9UUuL0L3k/hmWSNg0kEk1oeHRH4f2WzM0Z3zY1wKGpfoZSU6RNA4dmo8TppdYbZrm/knJXcFZBsQXPXf4axbNpOuIjHIsOMZSKEDVSmNLCoel4bS5KXQFqPMUs85USsLtzxzZHwb3jifx/Ukqy0mI8E2PfZA/tsRHG0zEkEo/uoMwVpDVQQbO/Ap/NueT7LXcPQMbK0psYY/9kH73J8cLQJ5/NSbW7mJXBKuq9YVy6Y0n3mCUlSTODJS1A4NbthZTp6SKDfYlx9k720JsYJ5pNoZEbR17lLqI1UEmtp2RWoT9FUZRT4dBtbCipYUNJzbluiqIoinIOqOCEct5x6LmOvUAU5vNIZtNY0lqwunjWMmmLDvLrvhd5dvQIE5k4STNXPV2Se1Lk1Gz47C5WBKp4U80mLixpwmtbXLEryHXYhlIRnhg6yMMDL9GfnCCRTZPJF/KU5AqF2USu0r5bdxB2+thYvIwry1awrqgOxyKncEtk0+wc7+SXvTs4GOknaiRzFeylhSA3FZtLtxNyeLm0tIU3VG+k2V+xqMrfprQYSU2xb7KXbaNtvDTZw2QmTtI0MKyXK41rQsOe30+x08fFJU3cUr2RFn/5osf9vjB2jG+0PUrcTFPjKebz695B0OEhbRrsGG/n3u7t7Iv0Es+mctX2kWhMV0R3UOzw8r+aruTWqg2L2p+Ukv7kBFtH2nh0cB/d8VESZoaMmTt3Mr/93IwINlyanYDDw5pgDe9puHRRQ4hsQkMTgolMnIcHXuI3/bvpTUyQNDP5av656vsOzYbH5mR1sIa31l7IhSWNOJYQ3DEskwORXu7v3cXO8Q4mMwnSpkFWvjxjgFO347e5WF/cwBuqN7K+qH7Rhf7G0lH+z/776YiPoAvBX628lYtKmpBIuuKj3Nezg6eHDzGeiZEyjfx9IbDl9+u1Obkk3MIdq27BrS+tEKSiKIqiKIqiTFPBCeW8M9f0tjZNnzEJ6dxSpsETQwf4ztHH6YyPzJpaTOT/N6VFwsyQMDMMp6bYM9HFm2su5H2Nl1PkWHissyUl7bFh7jz8MM+NHsXIdxCn90G+lZaUZGSWjJUllk0xkp7i4FQ/3fFRPh9454LBCSklk0aCuzue4b6eHUSMxKzlub1IDGliZE2i2RQ/7Rpj28gR/qj5Gm6sWrdgIGcsHePLB3/FtpE20lb2hOXTx2NKKzeVmmUwaSRojw2za6KTj7fewCXhlkV1shPZND2JMWLZFBnTIGIkcOg2ftX3It85+jgj6egJ77HITw1oZZHIRWVrTGdLbB9r5672p9g10VGYznGu7Vv58xcnzVgmRtRIcnPV+gWPB8Cp25nMJPhx1zYe6t8z6xxO36tZaZHN329PDh9k32QPf9xyDW+u2YxNnDywI/MZDQ/2vcjdHc/Ql5yYtXz6HshKi2w2NyPCQ/172DHWznsbLuOttRfim6dK/kxZaTGQnKA7PgrAQHISU1rsj/Tyn22PsGu8Y45p+l6+92LZVK52zOJmiFIURVEURVGUOanghHLeyVhZIkaikDWhC42Q3XvSzrZpWTwysJc7237LaL6j69BsVLiCVLhDFDu8aEJjIhNnIDnJQHKStGUQMZL8uGsbIPmjlmsWfPI7no7x/44+xrOjbZj5Tm+Jw0eFO0SpK4Df5srPaZ9gLB0nYiQYT8dIWQZu3cGF4cVlaUwaCb599HHu791B0jQA8NlcVLlDlLuCBOxuDGkykooykJxgODWFhaQ7McY3jjyKU7dxVdnKk2Y2uHQ7Ls1W6FTbhU6R00uRw0uJw0/Q4UYgmMjE6EtMMJCazGcEQNvUIN859gTVnmLqPCVLG+IhTYZSU+ye6OK7R59gJB3FqdkJO3347W4cmg1JrmM+mUkwkYlT7PCxJli74LZNafHE8EG+fvhh+hIThXtIIzcEpsjhxa07sAmNrLRImhmmjCSRTIKsNGkNVLIyWLWo4zGlxU+6tvHc2FHSVpaA3U2Vu4hyVxCf3UUqm2EgOTlrCMZYJsYP2p+hzlPChSVNJ91P2jL4Re8Ovn308cL7XbqdSneICleIIocXS0rGMzEGkhMMJiMY0mQ0HeWu9qewpMW7Gy5b0nSMACPpKQ5PDfD1w79lz0QXmtAocuTuC5duR0OQtrJEjSTjmRhpM8um4mWqer6iKIqiKIryiqjghHJekVLSHR9jIDlZeC3s9FPpLpq3IyelZG+kh+8ce7wQmChyeHlb3UVcX7GWem+4MMzBlBa98XEeHniJn3Y/x0QmTtoyuK93B83+cm6sumDeIIhEsm30CM+PHi0EJi4I1XFb4xVsLm7EO2PMvZSSKSNFT2KUQ1P97J7oYiQV5fLS5Yt6+v9A7y7u69lOJh84WBGo4p31W7gk3ELY6S/UFEiZBgcjffys+3keHzpAxsrSn5zgm0d+R503fNIioj6bkxsq17FjvINmfzkXlzSzOlRDo6+MoN1T2IcpLTpiw/yiZwe/7N1Fwkwjkeyf7GHbSBtVdRdjXyALYCbDMnlm+BBPDR9iJD3FykAVN1VdwKbiZVR7ivHanFjSYiITpyM2wt7JHgSCsvwUtCc7b/sivXyz7VF6E+OF14scXq6rWMOlpa00+8opdnpxanYyVpaxTIzu+BhtUwPsj/RyWWkrfvviiq11xUfpjI1gIVkbquUddRdzSbiFkMOLJnK1KCJGgieGDvJf7U8W2tSfHOeBvhdZFayZN7NBSsm2kSN8v/3pQmCizBXgXfWXcE3FaqrcRYX7NGuZtMeGebDvRX7Zu5NYNkXESPCjrm20BCq4JNyypDoXx6LDHIr08+JEJ8UOLzdVXpA7d/5ygg4PNqERzaboS0xwMNLH0egQq0I1C2bqKK8tibTBz599ialEmktW1LOxqfpcN+mcklISSaTY3d5P1/Ak8VQau00n5HXTXBVmbX0FNl19RpTTI5bK8MTeY0TiKa5Z10RFkV/V/FEWlDayPH+4m/ahcS5ZUU9rVfg1ed8cGxjj1zsPzcrE1oRgQ1M1l61sOKtt6Rga5+n9HVQWB7hiVQMux+KG3M5FSknH0DgPbj9I0Ovm5k3LKQ36TmNrzw8qOKGcVxJmmkcG99KX78gJRL545dzVxKWUTGTiubT3RC7tvcTh409br+P1VetPGAqgC406bwm3NV5BwO7mm0ceJZpNMWUk+Vn3C1xQ1ECVOzTnD2spYfdEF/FsGsgFTT7QdBWXlbae0PkTQhB0uAk6alkVrOHGynXEs2nCzoU72Aen+vhF7w4yVhYBrAxW81crb2X1HB1Al25nfVE9dd4wNqHxq/7dAHTEhnmw90U+vvyGeQMHmtDYVLyM/9j8vyhx+ihyzJ2doguNJl85H2m5jpSV5YHenbmhBNJi53gnN1WtJ+TwnPS4ZooZKe7r3YFhmVxdvpqPtFxDg7d01pN3XWiUuYKUuYJsKl5Gxsou2PmdNBL8qPNZuvLDEwDqPCXcvvxGtoSbcc8owgm5YRlV7iKq3EVcWNJI1EgtuhYI5II2AsH6onruWHkLrYHKWW0UQhByeLmlegMu3c6XDzzIpJFAAi9OdNKfnKDFVnHCvSalZCA5yY+7tjGWD7ZVuYv4xIrXc3nZ8hPaaNN0WvwV/EnLtbh0O//dsZWUZTCajnJv93ZWBKopcS7+l9fWkcMYlskybyl/0nodl4Vbcen2We0M2j0Egx5WBKpImZklnbe5JDMGvaMRjKw563Vd03DYdfxuJyGvW3XuziOpjME9W/fSPz6F1+U4Z8EJKSXxVIaJeJJk2sC0LIQQ2G06HqeDoMeJ22E/o1/ApZTs7RrkWw89x/6uIeLpDJaUubpAusalKxr48gdvOWP7VxYnkc7QPTKJZc091G8mn9tJdUkAXTs/f+Z0DI3z1V88RTyVAeA9Vy1uOKKyeJmsSc/oJOnM7GGvQuR+N7mddoIeFz6381Uzte3oVJw7f/Us7YNj9I9PccdbrsJhe+1lPQ5NRvn1jkOkjSyGaRJLZUDCbaZ11oMTv3huPz96ajclfg/Lq0upK1381M1z6RqZ5LuPbKc2HOTi1loVnFCUM2W6xsK93dv5addzhVoORQ4Pb6zeSOAkU4ftj/SydaStkMJ/TcVqbq5aj3OegoBCCFy6nTfUbOSZkcNsGz0CwL7JHvZOdlPpDs05ev744SZBu4d6b3jBp9KaEPjt7kU9kU9bWR4e2EtPYgwAv93Nu+svZW2odt4v10IIih1e3lm/hedGjzKWiSGBp0cO8ba6i6jzlsy7P5/dxXJ75YLtEiI3O8Obajbx5NBBxjMxANpjw6Tzw04Wy0ISz6ZZF6rjY63X0+ArPen6Nk1fcMiAJSX7JnvYNnIEK399ih0+/mz5TVxVvmLBa6QLbUkBlmkhh4f3LbuClcH5O2Z2Teea8tXc37uL58eOAjCUjDCYjMxZeNOUFjvG29k90Z0v4iq4uWo9V5evOuk94LE5eWvthTw3epT9kV4Adoy3c3hqgEtLWxZ9TAkzQ9Du4cPNV/O6BYYGafn9vlLtg+N88q5f0TsaKbwmAIfdRrHPTX1ZEVuW13HDhlaqS4KveH/Ka0PGyPJ8Ww+P7jnCS50DDE3GSGYMbJpGwOOisshPa1WYLSvquXZdM/oZCm5FEim+98h2th7spDTg440XrKKqJEDWtJiIJVleXXrSTu7R/lHSRpbWmlLs+muvo3C+ONw3yke/cR+JdGbBda9a08g/v+8mfO5X/vPtTHA7cj8bdSEoDS5cL0tZupFIjL+569e09Y/Oel0TArfTTnnIx/LqUq69oJnLVy7D7Tz1J+Jni8OmEw546R+botjneVUEVaYSKQ72DNNSFabYv7jvaesaKvnyB24hmkwzGo3zrYeep2/G94uzKRzw4HbYqCwO4LSrn++LoYITylmTzGboiI8wmS/uaEmLRNZgND/Gfed4B0eigyTN3BcHn83Fexou4+Jw80m3+8TQwcLwB6/NyTUVqxf1JNel27kk3FIITlhIdo53cF3FGrQ5sg1s+Zk+pkWMBF3xUWo8xac0HenxpJSMpKZ4dqStUMSx3htmS7h54WkthaDaU8yaUC1PDh8EcvUx9k32nDQ4sVQVriC1npJCcCKWTc0qCrpYDs3Gm2o2UeMpPi3tSpsGW0faiJu5rBYNwRVly7m0dGlDGpZqdbCGDUX1C65n13RWh2oKwQkLyXA6giUl+nHXNmlmeGr4UGE2jiKHj6sr5g9MzBRyeLiwpLEQnEiZWV4c71hScEIg2FjcwGWly89JHYnykA+fK9chMC2LeDrDzqN97DrWx3OHu/nLN19Jy2s0FVVZvETa4N5n93LXYzuYiCbxu50Ued2E/V5MyyJlGLT1j7K3a5CsJbl6XRNn6m7uHJ7gQM8QTpuN/3XtJt56yRo8TgdSSoysOUdB2dnH8d1Ht2NkTT77ruuwe9SX1zNNE4KSgAevc/4aU+UhH5p2/v6MqS8t4qsfvBXDtKgpCaqfh2dYsc9NUb5jLC1JJmsyPBmjY3Cc59t6ePPFw3z4hovwus7vGauK/R4+885riSRSVBb5z/tsRMuS7Grv51/ueZy/f/d1bFm+8PctyGU+ranPPfyJpdL89OmXzllw4k0Xr+bCllr8bifhgAokLoYKTihnzaGpfm7f/v1ZWQmSXC0HKWXhiTdAlTvEH9RfwptrNp+0SOWUkSx0xAAavGGq3EUsZuIADUGTf/ZwkbapAUxpYZvja+z08AanZiedT5v/YcczuHUHG4oaTkv6Z29inM7YSOHfa4I1+GwLz7gA4Le5qPW+3NmPZ9O0x4aRUp62Ly52TZ81RCBrmRhzzPSxkBpPMWtOY52CuJlmz0RX4d8OzcZ1FWvmzZ45XS4saVx05sDxNTNiRqqQhTPTaDrGoan+wr9b/RWUOv2L2odDs7FsxhCorMxNrWtJuegnJG7dzsXhZnynISPiVHzslku57oJcMCWRNugameCxPUe5/4UDPN/Wzd1P7OKOt1xFwLO4z4Xy2rSva5AfPL6TiViSK9cs440XrWJZRTFuh51kxmBwPMqhvhH2dPRz3QXNZzQ9fzKWZDyaoDToY219Be78mGIhBA77yb9m9Y1FONw7QknAM+/MQsrp5XM7+NjNl3LF6mXzruOw6YXreD6y23Qayk9PcF85OV3TeOula/nQ9RcCkDUtxqMJdrX3cd+2/bzUOcDPn93LippSrlvfct4OBYLcsVSVBKgqOfkQ4/OFYZq8eKyPkUicTHbpD8LOBwGPS31fWSIVnFDOGgmFp8HzKXH4uLS0lTfVbGJVsHrBzmVXfJRI5uVpNj02J+PpWGFWiYVEMkl0oWFKC8hlAsSz6Tn3K4TgyvIVPDK4l7boIAC7xjv43N57uTjczI2V62jylxOwu9EQpxQQaIsOzgrSuHQH3YmxRXfiM6aZn2Ay93R+MhPHsEwcS5yxYT4CgeO4p+mn8n260h2izHX6nvYMJicZz8Rnbb/OGz4t256PLjTq87U+FsN5XDaPIed+otoeGyaRr2sC4LW5GEpNMWWkFrWfeDaFhijcR1EjScrMLDqI4tLtLPdXnrMncdOdAk0TeF0OwgEPK6pLSaQz3P/CQbYe7OS2qzepX/a/55491Ml4LElLVZjbb72MxorZGWINZcVctLyOqcTqXM2JM9QOKXNPUQ3TwmHTcdoXnvJ45ns7h8YZmJiiJLD0YWXKqRFCqKeYypLYdA3PjEybgMdFbWmIutIiPvejR+gameSZg51csqJe/W46jVKZLHs6+hdeUXlNUcEJ5azSjvuKOJ05Me2icBOfWPF6/Hb3op70DqUipKyXax7sGu/kY9v/i0WlTgAWViEwAZCVFnEzTTFzF5ip94a5rfFK/uPQQwynp5BAX3KCX/Tu4LHB/VxQVM9lpa2sL6rPdVyXmBbfP2OWCYD/7tzKT7q2Lfp4DCs7q8ObNDMYMotjER91KSWmtBjPxBlLR4ln0yTNDGkrS9YyyVom0WyKnuPaeCr8dveiplRdrKFUZFYGR623BM8C08K+Uj6ba9Eze0AusDPTfEGdweQkmRnBtceHDrB15DCLvQdMac4KcBnSJLmE4IRN6EsqoHmmCSHyBRdreHTPUaYSaYan4jRXnRh8mp4xoa1vlOFIDCNr4nHaqS0N0VRRgnOBp9gpI0vH4Bi9YxFiyVxRQ4/TTrHfQ11piLKg76RPxVIZg6MDY/SNRUikDRw2nfKQn9bqMH63c95O63S7O4bGGZqMkUhl0DSBz+WkNhykobx43rablsVje44SS2e4Zm0zQa+LRDpDW98o/eNTpLNZvE4HlcUBGiuK8cxTHHK6DccGxxmejJJMZxEC/G4npUEfDWUhAh7XnO8VCCwp6R2NcGxglEgihRCC0oCX1upSSvye0x7sGptKYJoWDaVFlMzTydSEIOQ9+Wc0a5p0j0zSOTxBJJFCFxrhgIfmqjBlcxQak1IyFk3QPjhONJlmKpHixfY+AKLJNI/uPsLezsHC+nabztXrmgjmOyymZTE4EWVwIkr/+BSPvXSMRNpgeDLG/c8fmPW0XghYVVvOytoyJmJJHnvpKD63k6vXNhXuB9OyONw3wv6uIVwOG1uW180qkNY5PMHu9n7Kgl42NdcU3pfJZukemaR3NEIkkSJrWrgddkoDXpqrSgh53fNes4M9wxzoGWJFTRmr68qxLIue0QjHBseYSqSw6Tphv4eG8mLKQ745t2NZkp7RSdoHx3P3C7mU86aKEiqK/efdWPjBiSjPHOjk/7P33gFyXOeV76+qOuee6Z6cMwY558AcJQaRkqxo2Wt7HZ7Xlld+fs/7dm2v7bXfevfZGyxbkiXZihRJMUgkCBIgcs6DmQEwOefu6Z7OoareH9VoYDA9A5AYkLCN8x8w1d0V7r11v/Od73zFbjtbllSSTMt0jfoYnAoQjScxGfSU5DloKPUsaMAqKwpDU0F6xnwEo3FSaSXncfkOCxsbKmaVCbT0jtI5OjXL0FMniayuLaWqwD3vuQ9MTnO6Y4hyr5P19eXEU2k6R6YY9gWJJdOYDTrK8p3Ul3gW7CSgqirheJKO4UnGA2HiqTQWg57SfAd1JZ5bKk0UVWXUP0PPmB9/OIqqqrisZqoK86jwuOYtowlF4+xr6cZqMrBjaTUGncRMNMGVoQkmZ8LIsordbKTM46SqwH1LtdJiQRJFllcW0VReQP9kgL5xP7FkahY5MR2Ose9iJ/l2KzuXVSMIAoFwjMtDk/hCERRVxWExUel1Ue5xoc9hTnltzega9REIx0BA6wJUnE+x2zH/fYslONzWmzVNvRnFeXbW15cv+F5UVZVYMkXniGagGUsmMen1FLm195rVaLjl2i4rCsO+GfonpglEYiTTcqaTkYnSPCdlHmf2HFRVJRRLMOwLMh4I0zEyRc+4H0VVONLex/h0eNZ3u+1mNjVWZEtBFxOKqjI+HaJ7zIcvpI1Xh8VEdWEelV73vPc9mkhypL2PYGR2QslpNbGtuWoWyTUf0rJC34SfnjE/kXgSi8lATaGbqoK821obFVVlxBekZ8zPdDiGiorbZqa6MJ+yfOe85x6MxNnX0onTYmbHsmp0okgwEs/MNW282s1GKjLE3N0yU71PTtzHR4Y6eyFfqdmJU389QzQaD/D1jr1ZD4Pz/j7agkNs9txejfxMKpb1mwDNTDAq39rsaj6oqkpayb1ZANCLOh4sbMauM/Hj/uO0TA8QkRMoGUPPgxOXOT7VSZklj9XuKh4uWsYSZwk2Xe5N/c2YviH7D5oJ54e/Go1sWUgqrKoqETlBf3iKU75uLgUGmUqEmEnFSMgpjYWts20AACAASURBVJhQZWRFI3FkVZkV+H4YCIBJ1C/q5jOYjJG+gWRy6i3o77CDxK1gFHXoBWnRg65AKjpLYZRWZdLyh5czKqo6697cCnpRd8fdNxYbgiBgNOi0Fq2Q020/mUpzuL2PV49donNkiploHFlR0OskvA4ra+vK+fzOVVQX5c0hGFRVpXNkiu8fOM/5nmF8oSjJVBpFBb1OxG42Uuiy88iqer64a80cY0VZUegYnuJHhy5wrnsIXyhKKi0jiSJOq4mmsgJe3LqCTY0VczafM9E4b5xs42BrD0NTQQKROKmMAsqo1+F1WllXV86XHlxLmcc5Z96kZYVvvnuK7jEfDSVeJmfCfHfvGc52D+MPRUnJMia9jgKXnT/89IOsqyubc+3heJK9Fzp5++wVBiYC2Q2kIIDJoMdlMbG6tpSvPb8zZ7CfVmReOdrCGyfaGJgKEEukUVFxWkzUFOXz5QfXsrmpclHrm+1mI6IoMB4ME02kssH/7UJVVYZ9M7x67BKH2nq0YCuZQhAEbGYjNYV5PLNpKQ+uqJ2z8T3VMcjfvn2cWDJFLJkimdLeQf5QlH98/+ysNcFuNrKiqih7fhOBMH/zsyNcGZokEIllA4eByQD/662j3EhC6kSBX350g0ZORGJ8ffcJjHqJhhJPVikSy3hvvHz0EmaDnj//0uM8sLwWIdPO+OClbv727eN8cmMzqzMdVY5d7uP1E210jk7hm4kSTaRQUbNGorXF+Xx62wp2LK1Gl8Og8+jlPv73W8f44gNrKMlz8LNT7bx15jLDvhmiiWR23D+xtpHf/eT2WfdDVVUmghFeO97K/ktdmYAnDajYjEZKPU6eXr+EJ9Y23pJY+ijRPerjz19+n9U1JZTmO3n56EUOtvbiC0VIpmQkSSTfbmF9fTlfeXgdVQXuOdcdjMR59dgl3rvQyXgghKyoyIpCLJlGzuw7DDoJi1HPyuoSmssLZ5ETx6708/LRi8STaVKyQjKVxmLU8wcvPrggOdHaP86fvbyPHUtrcFnN/ORIC8eu9DEdjpFMyeh0Ih67lS1LKvmlh9fnbEuaSsuc6hjklWMttA9MEIjGkGUFnSSRb7ewqqaEz+9cTWNZbvNXfzjK7jNX2X32CkNTQSKJJKqqYjZqpM7DK+t5dtPSnJ0HfKEo/+21g+TZLaysLqZ3zM8PDp6nfWCcYDSOomjfU13o5s+++MQdd0P4IDDqdbgsZkRRIJ5Mz3k3jU3P8Ocvv09DiZf1DWWc7RrmRwfP05F5R6mAxainubyQP/n8oxS6rpdwXiOMf3qslXcvdDDqnyEST4GgfabC4+KxNY08vX4JLuvcPWYwEuf7B84x5AuiKCqKqqJk/DJkRWHH0mqWVRTNS06kZYXW/jFeOnyRi70j+MMxUrKMThRx2cwsryziM9tXsrqmJOc6cY2A/OnxVk5eHWAsECIcT5JOy+gkEavJgNdh41NblvGZ7SsRRZFkWmbPuQ5+cvQiwUicYDROPNMt5afHLiHeNLaWlheypKxg0cmJQCTGnnMd/Pz0ZQanAkTi2ng1GfQU5znYtbyWF7Ysp9A1d7yG40leOnyRjpFJZFklkU6TlhUaSr0srypakJy49sxfOnyRd893MuIPkkzLGPU6ilw2HlvdSLnXteD+2TcT4eenL7PnfEc2UaKqKhajgZJ8B4+tbuQTG5bkVI5NBMP85SsHKPO4WFNbSvvAOD88eJ4rwxPMRLVYx2zQ01Di4T9/4bG7ZlB+b+1A7+NfNBx6M2vzqvFmau9VVSUqJ+kJTfDywAnSqsJEfIZXB07R6Ci5rextUknPCr5Nkv62PRpyIc9ou6VM3yjp2eytp8FRzIHxdvaPt9MaGMySIkklTU94gv7IFAfG29lR0MQnM2Uqt1JSJG7yb3DozXcUKDr05jkZ+2tQVIXe8CSvDp7mwHg708nIHOXFzRAFAUEVcnol3D4E7XsWUWidVNOz+lmbJP0co8nFhiSKdyW7l1RmX4tVMmLWfXgViNtgReL2g8J7LWMJZLPyicxm3HOTBD6VltnX0sX/+NlRpsMxmsq8bG6qwKDT4Q9HaRsY52en2hjxB/na87uoK55dAjAdjvE/f36Uo5f7Kc13sKWpErfNjKyoTIejjPhmtJZyqfScjIOqqlwZmuDPX95P5/Ak5V4XO5fVYDcbCceSdI1OcexyH73jfr723E62LKmaFaTHU2mOXe6nfWCCygI3yyqLcFnNpBWF4akgrQNjvHa8FVVV+Z1ntmOfp3tAWlZoGxhj38UuOkenqCnMY2lFIWlZYSKokb+5NnDheJLv7jvDK0dbCEbiFLntrKktxWY2oigKvlCUgckAZoM+Z5ZEUVVOXBmge8xHvt3CtuZqrEYD/nCUi70jnOkaJBSLU5Bxtl8sLK8q4s1T7VwdmuTtM5d5ceuKBdUpN0JVVcYCIf76zcMcbuvNBIPFFLnspDJKiraBMTpHpghGYvzCjtWznlllgZtnNjVn/9096mP32au4rGYeW9swa9Nn1Otw264H2WaDng315dSXeJBlhdOdQ5zpGqIkz8ETaxsxGq6v96IgsKamVCtDMBmpLHDRO+ZncCp4nZxIprg6PIVRLxFPpemfmM6WmKRlhSHfDIqqUul1Y8oEIT3jfg629uBxWllWWYTXacWgk/CHorQPTnDiaj+TwTCFThvNFYXzKm18oSg/OnSel4+04HXaWFdXhk4SmYnGGZsOkWebq5iZiSX4xjsnePNUOy6rmTW1ZXgcFmRZC2TaB8f527ePMR2O8YsPrcNyT3VAUBnxz/DfXj9Ia/8Y1UX5rK0rRRJFBianudQ3xttnrqCoCl97bifOG8iVVFrmjVPt/MN7pzHqJR5eVU9jqRdBEGjtH2NfSxcz0Tirakp4cesKagrzyL+pM8FjaxqoL8knGE3QN+7nteOtWVLjlmeuQt+En7967RCdo1PUF+ezoaECAa0tadvAOK+faEMSRX7rqS2zupSkZYWjV/r4768dYjwYpr7Yw/qGMswGPYFwjPbBCfacu0rfhJ8//PRDNJcXzvrtSDzJ994/y0+OtGDQSTRXFFLktmtts6dDtA2M8a33TuELRfnNp7bMu8bFkimOX+nnhwfPE4jEqS/xYDMZiKfSjE6HsJuN2TH+USEty4TjCVRFyyjPR8BGEkkOXurhW++dIpFKs6SsAItJTyyRYsQfwmExYdBdP/drQerf7dbmCsDSikLK8p2oqsrIdIi2gXG+vvs4UzMRfvmR9XPKSTwOC199ZjuBiBbgx1IpwrEkB1u7Od+zcKmEoqi09I3wF68coG9imqoCN6tqSrCZjASjca4OT3LgUje9437+4IUHWFNbOoeU6hn38f+9cZiTVwcQBIGqAjcrq4oxGnTEEmkmgiGCkTiuG9YJSRSoLHDz6OoGQCNz3z5zhWgyxeNrG6m8iYTzOmzzjpcPi2giyQ8PnudHhy4iCQJLygsoztPilrHpEK39Y3x372n8oQi/84nt2C2zf99pMfEbT25mPBAmFEtwsLWHk1cHbuu3Y8kUPz50kX/af5ZUWqa5vJCqQjcCMDgV5CdHW6gudCPNo3wIxxJ8Z98ZXj12CYtRz/LKYgpdNpQMGd8+OM439pzAF4rwb5/YjG0eA1dN/dHLP75/lkg8SWOpF6vRQCyVZtQ/g8NivKUS9U5wn5y4j48NgiBg1Rn5VMV6Tvt76Mr4LZyY6uLAeDufLFuL/hbBvCjMLhRZn1fD56u33fJz88Eo6rLkyUKQBJECk4MXKzayq7CZtuAQhyeucNrXjT8RIa6kkFUFXzLMG0NnOevv5Us123mseMWC8vqbvSW+ULWVNXnVHzo779JbchqKKqrKOX8ff9vxHi2BwSzZYJYMuA1WamwFlFvyyTfasOtNmCUDRlFPUknz8sBJWgK3t9B+VNBGwfV7lFbkO1Z4fFyQmE3cPFS0jKdLV39oky2LZFiwFe+9ClXVMj2JVJqO4Sneu9BBUpbZ1VhLkWu2QWjn6BRf332CUCzBlx9cy7Obl1HgtCIKArFkmvPdw/z1m4c53TnIS4cv8PvP75qlYLjQO0JL3yj5dgu/9+wONjVWYDLos5LWiUCYIV+Q2qL8OXMxEk/yrXdP09Y/xmNrGvnlRzZQVehGL4mkZYX+iWn+11vHONTWw7f3nqauxENJ3vU1Jt9u4csPrSWWSFFb7KHAacWo16GiZeK/t/8cPzx4nsPtvTy3eVnWgTwXvrf/HA6zkT988SFWVBXhsJiQFQXfTJRwPKFtcm44/7SslYT86NAFUmmZJ9Y18eLWFVQX5mE1GVAUhUAkzrAviNdpw6SfGyimZYXzPSM8tLKOrzy8jtqifHSSSCyZYn9LN//1pwfpHvWz90In9SWeRSO/NtSXs31pFe+e7+Tb752mfWCcR9c0srqmBKfFhEE3v6oplkzx8pEWDrb2UOiy8ZtPbWFLplZcUVUmAmFeP9nGd/ee4Xv7z1FdmMfWJVUIguYltLSikKUV1wOw9y50sPvsVZxWE89vWk5j2fwkjMtm5oWtKwCtDCgtKxo5ke/gCw+smVctYDMbqS7Io61/nMHJQNboeHImwtBUgLW1ZbT0jXJ1eJJ4UispmoklGPEHsZmNVBS4svfj4ZX12EwG6ku8lOU7syqUaCLJqY5B/uq1Q/SM+Tl2pZ/6Es+8MvmTVwcwG/V8ZvsqHlvTQKFLK3sKxxKMBcJ4HdZZzyCVlnnzZDtvn71ChdfFb39iG2vryrAa9ahorRvfONHGdzJk2YqqIrYsqVp0wlRRVAKRGGPToZx/FwUBh8WYs8RhxD/DTDTBLz2yjk+sb8bjsCIIWsbxe++f46UjFznY2sMzG5eyrq4se/2TMxHePNlGUpb50oNr+crD67R5rqo8ubYJt83M9/afI5pI0VxeSJlnbkayujCP6owJ5tXhSd670EkwErvt6+4bn2YmmuDfPLKBx9c0ZLtPjE2H+Naek7xxqp13zl3lkxubWVJWkD33gclp/v6dk0wEI7y4dQWf3b6KIrcdSRRIpNK0D07w318/xKX+Mb6//xx/9LlHsoF2WlZ4/1I3rxxrxWU1a3NtSWVWSTQdjvHehQ7+11vH+PnpyzSXF/DU+iU533fT4RjfevcUtUX5/N6zO2ko8WAx6kmkZSaDYWRFnUUE3m0oqkrXqC/barSxzDtvVnwiEObru0+wrLKQz25fRXVhHmajjngyzUQwjCiIs4JsRVXZc66D1463YjUZ+JXHNvLIqnry7RZUtHvx7vkOvrnnJD89fomSPAcvbl0xizw3GfSsqy+fdR7xZIqpmcgtyYmpUIRv7DlF96iPpzcs4RcfWkdZvhO9TiKZStM95uev3zzMyY4BvrvvDLVF+bPafAYiMb6z9wwnrgzgtJr44gNr2LmshkKXHYNOI1J9MxGmZiI0ZEg6AJ0ksaGhnA0N2nm39o9xsLWHRErm0dUN7Fhac/sP6ENAlhUOt/fx0uEWrEY9v5ExznVZtfEajMbZd7GL//GzI+w+e5Xm8kKe3bR01ng16nWsvUGhOBOLc6ZraM5v5UJr/zivHG0hlZZ5ZuNSfumR9dn9zlQowqvHLvH9/edIyXNJybQss+d8B6+faMPrsPJbT29lY2MFDrMxu59459xVjfA62c7yyiIeWVU/R40Cmlrp7985yZIyL5/dsYra4nwsBj3xVJrJoKbwvnZP7gbukxP38bGj0urhqZJV/G3He6RUmbiS4vWhM6zJq5rVeSAXLJIBnSCRQFMcWHRGljhKsOk/GkMiQRAoMDnwGJewPq+Gkdg0hyaucHSyg46ZUeJKCgWVgaiPb3btx6oz8kjR8nk3zTf7MHiMDla4Kxatq8U1TMSDfKfnEJcyxISAQI2tgE+UrmFbQSN5Bit6UUInSIjCdaVDMBXl/fG2RT2XxYBFZ5yllIjIidvOKN1rsOiM2mY8w63Y9SaWukox3WUPjXsFl/rHkEQRVdXY+65RH8cu9zEwFaC5vJBf2LEKx00vxb0XOhmcCrC5sYLP7FiJ22rh2nCwGPWsry/jyXVN/PWbRzjTNUT/5DR1xdc9K8KxJKm0gsOio8htz2YEBEHAYjRQVZg3J2NzDWe6hjnfM0yBy8YXdq2mvuQ6gaHXSVmJ/PmeYTpHprjQMzyLnJBEkfV15QiiMCsIEwCPw8rT65fw1unLRBMpBqYCC5ITsUSK339+ZyagE6/fA2/usROOJ/j5mctE4knW15fz209vvUnSLVFk0N8gXc29bpXkO/jyg2uzmWDtvhvYsqSStXVl7L3YSe+4n2g8OSsjeydw2y386mObkASRg209vN/SzanOQWoK89i+tIYNDZo6IVcd/Ih/hvcudCIIAk+ua+LhlfVZskoSBIrcdl7YspwrQxMcbO3h7TNXWFFV/LEa3ZkNOioK3MiqyrAviKyo6CSBzpEpEqk0a+vKmI7E6B71EU1ode/XFAwOs5EKz3Wpe6HLxtPrm5HE2cbN157Z8vNFDE0F6J+cJp5Kz0tOTM5E+PzO1Xx+12psJmN2vBn1upw+IOOBEG+fvQLAp7YsZ+sSrcuVIGgjq8Bp45mNSzl6uY8LvaMcae9jdU3pordnDMcT/M3PjvL375zI+XeHxcRXn93B1iVVOf++ZUklz25cOusaC5w2nlrfxMHWHgamAgxMBlhdU4pO0m7KkC+IPxzDIElsba6atcaYDDrW15fzxsl2+iemmQ5Hc5ITdwoVeGB5LU+vX4LzhjW02G3nkxuXcri9j4lgmMHJAE1lBdnZvv9SN92jPprLC/jczlUUu53ZZ20yaKqjZzYt5VL/GBd6Ruga8dGcIe8CkRi7z1whnkzxwpZlPLyqHr0kZT/vtpl5dHUjx64McOBSNwdae9ixrCYnSZdMayVqv/r4RprKCrLrpUGvW/Ts+XxQVZW0rBCKJegZ9/PykYv0jPnwOq1sb67GPI/SJ55K47aZ+NXHNlJdmJeddwadLue6MhNNsPvsFeKpNI+vbeT5zcuujxk0UvupdU30T0zz48MXePd8B7uW1+YsM/gwOH6ln7b+Mco8Tr6wazVVBXnZZ2bQ62gq8/LCluVc6BmhfXCC1v4xdiyryd6jq0OTHGnvRRIFPr1tJZ/etnLWPNbrJOxm47zv1Y8LM7EEu89cIZJI8tS6Jh5f24Be0mWv3Wkx8fDKek52DLDnXAcHW3vYtbx2jsrpw+Jgaw/+cJTKAndmrl1/Hxc4bby4dQVnu4Y43TmX7PCHYrx95grJTKLhgeW16DJz7dqYeWJtI8cu93H0cj8HW3vY1FSZsyQykUpjN2uk2I2t2w363ON1sXGfnLiPjx2iIPJI8XKOTnZwxt8DQGdojFcHTvGbDY8uKGn3GO0YJR0RWetu4EuEiMiJj4ycuAZRELDpTTToi6mzF/J06WqOTF7llYFTdIfGUVAZjwd5ZeAUK92VFJpybzyKbvr/0fg0iqosKjmRVmRO+bo56+/JqgtqbAX84bJnWOYqX/C3bqfjyscBj9E+q2RmNBYgLqe4O9VwdxcFJgd6UZct8ZmIB4nL6X815MQPDpznBwfOz/o/h9nIc5uW8fzmZSwpL5gVUEUTSc50DaEoKs3lhaTSMv7wbO8WVCjM9HT3zWhlCjeSEzVFmoR6xDfDd/ae5tPbVlJf4sFiNGRlurkIxVRa5lz3EIFIjM1NlVhMWjnDzXDbLJiNBqaCYa4MTfLkuiWz/i5J4vWuD2mZtKKgKlp75WtGhdFEkug8xmbX0FjmZVNj5W2rbHrH/PSO+dFJIk+ubcxKV2/GQsotQRBoLPXOyn5dg9VoyNZ/h2MJ4qn0opEToiBQXZjH157fxc7lNbxzroMLPSO0DU7Q0jfGK0dtbF1SxYvbVlBX7JkViF/qG2MyGMFuNrJree0cHxBBEPA4rGxurOTElQHOdQ8zEQzfdtnI3YAgCFQWuLCZDIxMzxCKJXBZTbQPjGM06KkpzKOx1Mv+S92MTYcodNkIhGOMTodoKi2YRYgJgoBOEpAVhWQyTVqWkVUVVdUCC7Nepykp4inkHP4u1+CwGHl4labCuNVtUVWVgckAHcOTeOxWaovzCUbnZv0lSSTPbkFAUwfEkqlFJydQQZZlkvOccyot5/S1AY142dxUkVUdXIMgCJTkOTXidErLbN9YcqooakbtAgZp7njTSVqZoOYNcGeXNx/MRn2mm8TsOSgIAhVel3afg9q5owKCpjI60zVEIpWmqawAVHKvr04bekkkEI3TPXadnBibDnGpfwyLUU9DqZdQbG7XKVUla5zaOTJFKJrISU7oJJENDeU0lng/0vJDRVHYd6GL/olpAFJphZlYnP6JaaZmIrisZj6/aw1r6srmPS+9TmJbczWVN3mRzIeO4UkGp4IIgqZ0yiWht5uNbG6q5K3Tl+kanaJnzEeB03rHa1QyleZs1xChWIJNTZWZ8sjInOM8TitGg45IPEnHyFSWnEilZS71jxGIxKkpyuPR1fXzzuGPaz2dDxOBMC19o5j0OhrLvIRiCSAx6xhVhSK3ZtrbPeYjGIktCjkRS6S4PDiOrKhamWEO7xeHxcTaurKc5MSIf4a2gXGsJgMNJR5m5plrHocNQYDOkSkisWROckIviWxuqqS2eK5a9KPAfXLiPu4JFJgcPFe+js7QGMFUlJQis2+8jW3eRjZ4ahHnCZjLrflYdaZsG8nBqJ/pRIQCo+NjW/REQaTI7OKZsrVU2wr4i7Y36QlPANAdGqc3PDkvOVFjn12r2TEzSkqRF9XcMa6kuDg9kG23qhckHi5aektiAjRiYyZ5+zLSjwqlZjcWycA0mXEQ8eFPhik0//OjJyqtHkySnnBae7H0hCcIp2O4DP86Wg02lHrwOKyoKoz4gvRPBqgpyuPLD62lNH9u+9mJQJhAxhX7J0daeOvMlZzfm0hpplSJVHqOe3ljqZdnNy/jRwfPs+9iF+e6R1hVU8K25iqWVxZT5nHm9FuIJJKM+GdQVTjfPcJvfv21eTsTTGWcrgORuRuGSDzJlaEJLvWP0TXqYzIYJhxLEk+liSVTjAdCGHTSLdv2VhXk5XR7nw+DU0HiqTR6SaKxbGGV2nyQRIFyjytnrbUgCtnzkTOGbIsNp9XEgyvqWFdXTv/ENIfaejjVMUjHyBSvn2yjdWCcrz6znfUN5dlM8MBUgLQs47Ka8M7T6UMQtOuyGPWMB8IEo7fXyvduosLjwmE2MjYdIhSLY9RJ9I5Pk2czU5znoLYonz3nOugcnWJ5VRGj0yFiiZRWZnRDPXtaVhicCnCpf4zLg+MM+2YIRuKauWdaZjIYQc4E0yxQHlfosuf0lcgFRVUZmAqSlhUmZyL8P9/fMy+JprnLaxLqu6GAs5oM/JvHNrLxJsn7NUiSSHGePeff7GYDRW5HziD0GsEAmjz8xglb7LbjtJgY9c9wvmeY2uL87JxJpmXaBsaZicUp97hwWu6OCsBlMeGZJ3jV66TsuadlhWvshD8UxR/S3vk/P32Zg609Ob87lZZJywqCIDMTvR7MDfk0r6BUWuavXjs0r7v/TCyhdWqIJkjNYwBt1OmoLHDPMSS+21DRSgc7R7XyDUHQzsVtM7OxoYJPbmxme3P1gn4XZoNeO/fbJI6HfEGNmDMaKXLnHouCIOB1WnHZzAxOBZicCV/jlO4IM7EE4wHtu46293GpbzTnmJEVhVA0gSgKs9bHlKwwMKkROR6HlTLPR2dQeqcY8gU1f45kir958wh/tzu3uioc08whQ9EEyfTiJOymI7EMGULmnTp3rkiiQGle7n3t4FSAZFommU7zX17eP+9eIBiNo6qaOme+uWYy6Kn03v54XWzcJyfu456AJIhsL2ji0MQV3hu9hILKRHyGnwycpM5RhMeYe3EuNruosnoZjPoAmIjP0BIYoM5eiE64Oy1ubhd6UccadxVbvQ0MRHykVZlgKoo/Ec7WC9+MOnsh+QYbvkz3ko7QGL3hSZqdpYtGtqQVmbF4IPtvnSix9DaICdC6iYzEArc87qOGy2Cl1l7IcEx7IYbScY5PddLoKLknDR4XQrklnzJLHlMJrR56KOqnPThMqTnvnssy3A384kPreHRVAyqaxPE//3gvnSM+TnUM8smNdsSbXtjheJJUZnMwX3ss0DKeJXkODDppThZKr5M0p/lSD2+ducLJqwO839LF/paurN/AJzc2z9lcptIy4QzRIQowX/pYFAUKXDZEUZhlnqWqKuOBMN/ddyZbP263GClxO3DbLViNemRFJZBpBXYrzGduNR/Cca38yWzQfWjjQUEQsJtv83fvUkZYEkXcNjNum5mV1cWM+Gc42NrD9w+c48rQBN969xQNpd5sPbq2sdSC1IU2X1aTAZ0koagq4did9E1aHJTmO3HbLPRO+AlGEyRSWr16ab6D4jx7JnATuDo0iSwr9Iz5EQWBhlJPdmimZYW3zlzmBwfO0zvuR6+TKHDaKHDZ8DismAw62gbGicQTC58MYDLo0Otub/OqbYa1AEYQFs6Yum1m3JjJt1vuyvotSSLl+c5sdv+DQC9JmA0ffOtc5Hbw2JoGvrv3DP/0/lmC0TgNpV5EQaszf/NkOzpR5PE18yuY7hRGve4DG0ZGE9e70VzrlpTrieh1EsV5DnSSiOmG+zMTjWcVIws9S4fZiMNsxGY2zjsnRVG4rTaMiw1RENjaXMX25moEQRsDFqOeQpedqkL3bXWV0YnCB1pjI4kksqzgsJjQL0DGmPS6jHeJVp6oKCqidGdzJpEhxSEzT+d5bpIoZrxHxFnKCCXTDlQA7CbjXWs3eTcQisWzJPpC49WWGavaO2JxAvh4MpX1krCZDOTazmit1XOPI40U1M5dWGAv5LSYcFpM5Nkt8841SRSwzPM7HwXukxP3cc/AqjPyXPk6zvv7mEjMAHDW38u+sVZeqNiYM3gWEdhZ2MSxqQ5kVUFFZc9oC1u8DZRZ8j7qTlCuCQAAIABJREFUS5gDQRCw68xZDwEBYd4FTxAECk1ONnrq2D1yARWYSoTYPXKBapt3QSPNDwIVZmUwBUB/G8SErCocnexgJjVXtv5xwyTp2eyp5+hkR7bl6d7RVnYVNFNtmys3v5dh05nY5m2kZXoABZWkkubt4Qusz6/Fbcid5f2XBFEQtE4oosCG+nI2NVWw90InPz12iTU1pVQXzZ7XN3ZN+cpD63hgRd2CmwpBIOdm0mTQsWVJFcsqi+ifmOZgaw+nOofoGfXxg4PnOdczzG89tZX19eXZvZp2rto/tjZX82uPb8xpGnkjbtygpmSFHx48zyvHLmE3GfjKw+t5YEUt+TaLlskUBSaCYdoGxgnchvHdBx3mkigiIJC+A1WDxsncO/NLEARK8528sHUFBp2OP/vJPnrGfVwZmmBzUyVAxiwT0umFbXNTspy9Lx9EkXK3YMhkjlv6R/GHoigZR//NTRU4zCYKXTby7VYGJgPMxBL0T06jk0TqMp09VFXldOcg33jnJKPTIbY3V/HC1hXUFOVh1OuQRBFJFPjvrx/KStgXwgfpuCQIoMtshIvddv7si0/cUgqtk0TctntLMSYIAuKHyE0b9RIvbFlBMBLnjZPtfHvvaSzG6wGI02LiU1uW8eLWFXfNBV/gg3fJkkQhS/p+ZvtKnlq3ZOFgTGCWTPxauaXLauY/fOYhaovy5/skoBEQ86qZ+OBr3GJAEASWlhfy4rYV2bv3Yda8D3LvNV8OgbSiLFjmc60d7fXPfODTmgNRFLL77cfWNPD5Xasx6hYYk8JsYlxAe7eoaGvofMm4exHaOxHsFiN/8MIDWinTAhAEcra//bC/nVUvKfOnI+YbD9fmZb7dyh9/7tFZPkO5f0/A45x/T7mYHfU+KO6TE/dxT2GZs5wnSlfx/d4jyKpCOB3n9cGzrMurocZWkHOB2+SpY6mzlJbAIADtwSG+3X2A32h4hHyDbcFFUVW1BSCtaEacFskwb7vPhJwipciZNpXiLRfba61Sr86MkM6UUNj1ZlyG+WWwdp2Jx0tWcsrXzVQiREqReXvkItW2Ap4qXY1R1N3yehRUknIaGQWrNLdGWieIs4LctKrQF5lifX7tvN8tqwqtgUF+NnxuTrvTewF6UWJDfi119kKuzowC0BUe5393vMtXlzxJsdmdMQXKfX0qWr21oiqIwt1pEXq70IsS2wsa2T1yke7wOCpw2t/DP/Yc4is1O7X2sLcc0yopRSappDNmoR+PNO9O4bSasqZbV4YneeNkG7/19NZZm+M8uzmbqYun0hS77R86kBQFAZfVjKvazPKqYnwzEQ5c6uEHB8/T0jfK9/afpanMmzWEMhn05GWCp2giidtmJt9++wTSRCDMgUs9pNIyT65bwr99fNMcyfJCMuc7RZ7dgl4nEk2kmApGbhk4/HOCQSexqqYYh8WYdcS/hoJMV4npSIxYIgU5hHmqquKbiWbb1zo+IsO9hSAIWtmTcJqsbDotKzSUeDV1jtNGkduObybCkC/I4GSAfIeVgozbeyKV5mBrD0O+IA0lHn77E9uoKZqtyFJUNeM/sbgyFwEBb8asLy0rSKJwV0wf72VYTQa8Tit2s5EtSyppLPVmVT/1JZ55y6M+TjgspqxaIZ5MUeiyzWv6mAtepxVJFLQyIdR/vs/8FsqPxYbXYcWolwhF44TnUTGpqspMNE44nsSok3DZTItyjlajAYdVW++iiSQeu3WWgeqtIIli1iw2GIkTiiUWx0TxI2jA5nXakCQx4/3y0Y5Xu/l6e05/KKr53ty0lbnWaSgXvJmSLVlREOCf71wD7q1V8D7+1cMk6XmqZBV1N3gvdIfH+dnwOaLyXFmt1i3Dyeert+E1alLIpCLzzshF/mv7zznh62IiPkNcTqFkNlwpRSacijMeD9IZGuP9sTb+S/ubfL1zL5H0/FLWvsgUf3zpp3yr+wDnp/sYjvqJpBMo6uyaWFVVScgpBqI+ftB7lFO+7qzxZLXNS6V1/jZzgiCwLq+Gx4tXZNuhBlNRvtH1Pt/sep+rM6NMJyOkFDnTalEhKacJJqMMR6dpCw7x6sApfv/Cj3h/rC2nFNwo6WlylGSzPyklzZ7RFrrDE8g5riWYjHJw/DJ/dfktBiO+D5U1+ihQZsnjubL1OPVasCirCkcmr/Knra9zcLydkeg00XRCU9ioWrYhmk4wGZ+hOzTO++NtfKfnIP2RyY/1OgRBoMrq5cWKjbgy1xKXU7wycIq/vvoOFwMDTCVCJOV0tt1mSkkTSsUYiwW4OjPK7pGL/Mmln/LDvmPE5dTHej13iqUVWrsrRVF572InF3tHZgVOHoc16/h9zcRrMSAKAl6njWc2LeVzO1YhIDA0FWQ8cD3INRv1NJZ6MeolrgxNMDQV/EBB3eRMJCufXVZZmLOWuntM675wN1BXnI/DYiItKxy93Ef6LpEgHwdUVSWWSJFKy+gkEZvpOrnQXF6IxagnFEvQ2j+W85kl0zKtA2NE4slsm7xFz/4JQraNm6woC5pPXoNm7inSPeand3wak15HQ6lm7uq0mijLdxKIxLk8OMFMNE51oTsrA46nrpM0lQXu7Gb2RvhCUUb9M4seBwgC1BS6cdvMTIdjnOsezngb/OuACpzvGeZ7+89TW5zH7z6znV/YsYrPbF/Jo6sbqC7Mu+eICdBKbKoL3YiiwPmekZyGvwuhwuvC67QRiSc52zm0aPX5/9LRUOrBbbOQkhUu9IzkXKNkRaFzdAp/KEqh257Tk+nDwGYyUlfsQS+JXOofYyyQu+XufNDrJJpKvUiiwIh/hpa+0Q+tzJOy5QnqXSPpb0S5x0mhy0YsmeJ052C2pOmjgNNq0kwwgcuD49m9wY1IKwqdmda1N6OqwI3HYSUUS3Cmayhb7vrPEfeVE/dxT0EQtJaWT5asoi88RUJJIasKu0cusjG/jk2eujmLrySI7CpYwkjUzze79hOVkySUNHvHWjk51UWTs4RySz52vQkBgYScIpiKMREPMhD1MRnXNmI7CpqQmX+zlFTStAeHeX+8je/3HqHa5qXa5qXI5MJlsGKS9KCqhNJxRmMBWgODdITGsgG/TWfkyZJV85phXoNR0vH56q2MxYPsH29HVhWmEiG+23OIPaMtNDqKKTK5MEt6ZFUlJifxJ8OMxYL0R6ayRoob82tzfr9ekFiXX0Opxc1g1I8KtEwP8CeXfsqDhc1U2wowSXpicpKhqJ9LgUFOTnUTSscoNrmodxRxeOLKR0FifyDoRIknS1cxFPXx4/4TpFWZtKpwytfNxel+6uxF1NgKcOrN6EUdSSXNTCrGeDzIQMTHRDxIkdnFxvy6j/tS0IkST5WuYiwe4Id9x0gqaWJykjeHznJ44gpNjhLKLHlYdVr/6ricJJCMMh4PMhjxZT1Lni9fv+gZ0I8aFqOep9c3c7itl4HJAK8cu0RdsSebyZFEkcdWN3CkvY/W/nFeP9HGZ3esylkXnpI1j4i8G6TiSib7ZDboZ9XGCoKAqqqIgoDRoNNa6orCLAJBFAS2L63mlWOX6B338+PDFynNd+aUqyuqSjASx2ExZYMQs0GX3XxNzUSyz+rab/vDMd442U4skZpVx71YKHY72FBfzsBkgD3nO1hTW8rW5qqs/P5GpGUFnXRrxdhHgXgylelIYZ/3vkQTKd4+e5VIIkWV00Z9yfXuLPXFHtbUlLL/Ujdvnm5nTW0p3hvkrSqaD8D+lm4kSWTb0up5peZ3Ap0oZBUZvpkok8EweTZz9vlfw433vMhtx20z0zvu1wzxHFZKMgZpkihSV5zPexc6aOkbJZ5KU1OUjzWT+ZZEMdtaNRiNE0umsZvV7O+lZIVDrT1cHpxY9Gu9ZjC6dUkVb525zGsnWlleWcTKmpI5dLeKZhIr3WWPgdtZGxdrvMuyQv9EgGAkRlpWCEbjWI2GWevJjb90L8wz0MbMw6vqOdjaQ8fIFK8eu8QvPbI+O6ZuRDpjkJh3w/rnddp4YHkt39t/jr0Xu1jfUM6WptwdhaIJrTvMzd1E/jWiOM/B5qYKesf9vH32CjuW1VDpnS3T75uY5q3TV1BVrbtDTeHilDKLosCu5bXsPnuFEd8MLx2+yL/7xNac6gdZ0d6fTqsp+0wlUWR5VTFVBXl0j/n44cELlHtc2c5NN+JagiWX+SNoagJ9xvenZ8zPgytmvyOvYbHmS77dwoMr6vjWu6c42NrD5sZKti+tzkkcxpIp0hlfkMWAJIpsaqzgSHsvbQMTnO4c5OGV9bOO6R3zcfLqQM7PF7rs7FpWw0tHWthz7irr6srYUF8+x4tLRVPEoLJo3bMWG/fJifu45yAIAg8XLeP4VCcnproA8CfCvNR/nEZHMXnGufVdOlHi+fINGCU9P+o7zlDUj4pGFJz29XDal9th+kZIgrhgjdWN9Y4xOUl7cJj24DACAnpRykrnU4o8q92mgGbY+AuVW3ikePltye68Rge/2/QEDr2ZfWNtBDM+D6OxAKO3aUg5n5RfEATq7YV8tnIL3+4+gC8ZRkGlLThEZ2gMi2RAEkRkVSEqJ0kqaQQEKiz5/EbDI1h0BtoCQ9kA+F6CRTLw5ZodGCU9bw6dZTJjKplQ0rQFh2gLzm2/dK/CLBn4YvU2TJKB1wdPMxYPApop6fGpztv6Dq386G6e5d2HIAjUFefz5LolfGfvaQ619rC9uZon1jZmNySbGit4btNSXjvRxrf3nqZjZJKtzdUUu+2oioovFKVn3M+l/lFWVBXz609szn5/WlZ4+UgLF3pHWFdXRmNZAW6b5hMTT6a42DvKa8dbUYGlFYWUuGeb1ZV7XHzxgTX89ZuH2Xuhk8lAmAdX1VObyYTOxBIMTEzTOjCGTpL42nM7s5v3Mo+TqsI8RqdDvH6ijdJ8p9ZqDhiYDGjdJvrGcFiMdyXjaNRLfGrrctoHx7k6PMmfvrSPB1fUsb6+jDy7hbSsMBYIc3VogqQs8zuf3DZLgfBxIRhN8Dc/O0IgHGN5VTG1xfkUOm0Y9TpiyRT9kwGOtPdytmsYs0HPJzc2U3JD9wWHxcQv7FxF74SfM52D/MlLe/nEhiVUet2kZIX2gXFePXaJEf8MGxrKeXbj0rviOSGJIrXF+eTbLQxNBfn23tM8v3kZbpsFRVGJJpIUuuyz5Lk2k4HqwjyuDk+CCg+sqJ3lUdBQ6kUvSVzsHSGZlqn0urJ/txj1LK8sYu/FTi71jfLykRYeXlWHUa8jHEtwsLWHd85dxWzU58za3SnsZiNf2LWGnjE/l4fG+eMf7+XhlXWsqC7GZjISy5BO7YPjDE0F+fUnNrOqpmTRzyOdVrg6PLmgQaHbbqG+2IPuDs0Fr0GSRBpKPRS47FzsHeU3v/4aZqNec4EQQCdJFLnsrG8oY+eyGopc19sIqqpKIiUTTSRJKwppWWE8EMr6EfhDUUZ8QSRJRBJFjHodVqNhQYPgD4I1NaW8sHUFPzhwnh8fukjfxDTbl1ZTnu9CRWU6HKN33M/FvlHqivL56rM7sp81G3Q8v3kZlwcnONs9xF+8vJ9dK2pZV1eOy2oikUozHgjTMTxJ95iPz25fxQMrcidW/jVBJ4o8v3k5bQPjXB6c4D/+YA/Pb15OY6kHRdWC1FePt9I+OE59iZfPbF+JybB4BoYNJR4+t3M1X3/7OG+dvsyIf4YHV9RRXai1Qg1GtFaqLX2j5Nkt/N6zO7KmmIIAlQUuPrN9JX//zglOXB3g//qn3Ty0oo7GMi8Wo4FwPMHQVJD2wQlWVBXx6W0rc56H22ahodTLkC/IGyfb8TisNJV5EUWRRCqNANSXeGeR1Mm0TCSeJC3LWcIskdYUEKFYgmFfEEkU0UkieknCZr5ujGzU6/jkhmZaB8Y4dXWQv/zpAU51DrK+vhyXzUwqrY3XzpEpOkameHHLCh5ZfZ1AUBSVSDxJIp1GzszVYEQzhU2lZcb8IVC19UAniliM+lnPbVtzFXsvdnK2a4j/+fNjTAYjrKgqRhQFukd9vHrsErFkKmcCwWLU8+ltK+kYmeJC7wh/9pN9PLCijrW1pTgsJuKpFOPTYa4MT9I37udLD65l65KqOx0qdwX3yYn7uCdRYHLwqfINXA6OEExFUVA54+/l/fE2nilbly15uBE2vYlPV2yi3l7MG0NnODJxlcBtmDc69WZWuit5vHgFFmn+LI3X5GBnwRL2j7czngkUQfMrSM7jw2AS9azOq+TZsvVsK2jU1BW3AUEQKDK7+N2mJ1jlruJnw2dpmR64pd+DgECpxc26vBpWuSvnJVv0oo5ny9dhlHR8v/co/ZGp7HXcfC16QWKDp5YvVW9ndV4Vk/EZSizue5KcEASBPKONX617kKXOMt4cOstpf8+C5TrXYNUZWeYqI894b5hOCoKAy2Dll2p3stRZyutDZzg51Z1VxiwEr9HOSnclOwuaMIgfn+PyYkGvk/jEhiUcbu+htX+cnxy5yLr6MgoyRlROq5lfe3wTRoOON060s/vsVXafvZrze5bkMLiKJJIcvdzHkfY+QPMr0Iki8XQaRVHRSSLbl1bx5QfXzcnUi6LAk+uaEASBf9x3htNdQ5zuyk2CbW+unpUetRgNfGHXavonpuka9fHvv/1WtqPEdFjrnf6Vh9fTOTLFnvNzr+dOIQgCTWUF/P6ndvF3u09wunOQl45c5KUjF+ccu6q6RKuBvQcgCFot87meEc71jMx7XIHTxme2r+TTW1fMysyJosDa2jJ+5xPb+ft3TnCkrZfDbb0Y9brshlLr817Bv/vEtnlb+d35dQisqCrmqXVN/ORIC3vOdfDe+U5Meh0pWSs/+73ndvC5nauzn7EaNXLiRCZ7tqS8YJbip9LrwmU10T3mx+uwUua5LvW+lgU/2z3Eexe6+Na7J/nx4QtYjHpmolrnlifWNrKsooj//faxu3K9TWVevvb8Tr7+9nHO9wzzzXdP5Ty25C51rABtvn9jz8kFj9m5rIY//+Lji5ZZlGVtXBW5bUwEwwxOBecc09o/xr6WTk51DPL7z+/KjjtZ0cquXjveSiyZIpZMMRON45+JIqsK399/jt1nr2A26DEb9CwpL+CLD6zNriV3CpvZyJceWItOEnn12CX2Xexi38WuOccJQHn+7Oy4IAhUFebx1ed28K09Jznc3ssPDpznBwfOz/m8Vjq1KKf8zx7XSPn/81MP8DdvHuFU5wAXe0ezcz2ZlpFEgaUVRfwfT2+lueyDd55ZCEa9juc2LUMQBH544DzHr/Rz/Ep/zmOfWNs45//0ksQzm5YC8I/vn6F9YJy2gfEcx4mULjDXzQY9n92+ko6RSQanAvzRj97DqNfa3sZTadbVlfNnX3wMk+H6Gt3aP8aPD11gOhwjlkwRSSQZ9gVRVJW9FzRi1mzU5kpxnoNfeXQDpfkaASwIAuVeF199Zgf/8N4p9rd086NDF/jRoQtzzs1lNc9pXROKJfiH907RMTKlzdVEiolgmFRaZsgX5D/96D3sZgOmzFx9duNSHl51ndwodjv4zSe38P/+9ADtgxP85asHskanaVlheVURv/LoRr757tz1SxAEaovz+b1nd/CNPSc5fqWff3r/LP/0/tk5x3od1nu0QFvDfXLiPu4aau0F/I91X86aQVp1Rly32W1AFEQ2eer5+oavkJCvB8sekx1pQSd+gdXuSurthbxYsZHWwBCXZ4YZiwUIpeMICJgkPW6DlVJLHvX2ImptBRSanLgM1gVVDQVGB79e/zDPlq+jNzxBV2ickeg0vmSYqJwkJacRBRGrzojXaKfGXshSZxk1Ni/5RhvihzAltOiMPF6ygnX51fSGJ7g4PUB3eILJ+AwJOYUkilgkI16TgwpLPo2OYiqs+RSanJglw4JSN5Ok5+nS1ax0V3LW38vF6X7GYkGicgKdIOE2WKi2FbLaXUmzs5R8o12rwzc5+I/LnyeciqMTRUos7ltex/r8Wv52/VeyJS651C+LCZ0osb2giRXuCvrCk1wKDNIZGmM8HiSSTqCiYhT1OPRmis0uam0FNDhKKLW4F+yI8R+WPUc0Q3QYRB2VVs+8x96Mbd4GvrPp17L/LjQ70d3GmJAyc6HZWUpfZJKL0wN0hsayz0pEwCwZyDPaKLfkZ8pXvBSanLc0zwTIN9r4kxUvEst4uhgl3W3P08WCSa+jqsCNWa/HPk8wUOiy89ntq/jH1FnSssL57hEeWVWfzQ7m2S386mMb2bG0hmOX+7k6PMF0KIaKVjddVehmTU0py6uKZn2vXhL59LaVlOY7ae0fY8Q3Qzh+rdWkngqvW5NHNpTjmcfs0mzQ84n1S1hWUciJqwNc7B1hIhghlZaxmgyUe10sqyhiTW0JDvN1CagoCGxsqOAvf/FJ9pzroH1gnHgqhd1sorm8gB3Lamgq8/J+SzfdY1OzXPCvQUCr61ZUdZac+nYhCgKrqkv4o889wvnuEc50DtI3OU0knkQnSXjsFupKPGxdUjVLYi9JIpUFbixG/bxBkIBAfiYDXZrvXLSa+jybmX///E7Odg1xdXiKiUCIUCyJrCiYDDoKnTaWVBSyob6cumJPztIPURTY1lxFhdfF4cu9nOseZiIQRi9JlHmcbGysYFNjxbzP/EbYTEbqiz2U5Dsw6j+YwsJqMvCVR9bTVFbAobZehv1BZFnBZjZS7nGxrHL2eDUadCytKKSx1ItOEmnI1HZfg8VoYGNDBaIgUuZxUn6TY7vHYeV3n9nB6ppSTlwZYHImgkEnsa7OwdbmajY2lJNIpdnX0kVxniOn/D4va+DoRD+PHHs+CILAqupi/vSLj3G6c4jTnYMMTgaIJFIY9RKFLhtNZQWsqSmlsXR+f6YPA7NBR11xvmaCeguU5DlmKQ8sJj31xR7y7JZ5M9SiKFDucRJLpGZ5lCRSaV46rJF+dpOR33t2O/XFnqwaR1VVIokULX2j/PR4K8cu9/PehU6+sGt1Rr6uteQcm75e+2/S66m+QcYvy1q723AsSb4jMsvPw242Ul/iodhtn3d8ioJAZYFLMwW2mbk56nJaTXz5wbVsaark2OV+2gfH8YWiqKqK02qissDNquoSVlbnVro0lnr5vz/9EOe6hzndMUjPuI9wLIlOEvE6bTSUelhTW8rS8rlBtl4nUVOcn72Wjwo6SaTC60IUhVt2lpkPRr2OumIPdrNx3haQ80EQBJrLC/hPv/AwJ64OcOLqAKP+Ga2zm9vGhvpyNjdWUpKfe57eKawmAy9sWc6amhKOXxmgpX+UyWAEWVGwm41UeF2sqCpmdU1JzjJKo07iuU1LWVVdwomr/VzqH2MiECaeTmPJEAPLK4vYsbRm3nMQRYE1taX8xZeeYO/FLtoGxgnFEhj1El6HlU2NlXPUfJF4krFAiGhcm+eSIFLhub5PVVWIxlNE4ylEQSCRmqtKrC3O5/c/tYtHVzdwqmOQ7lEfoVgCnSTicVqpK/awrq6UpRWz12dZUZj4/9l77ye5ruzO83ufTW8qszyqCt5bgjAEQRJ0TYrNbrXULbWRRtLMTm/E/AW7v+zERsz+uhEbMRE7ilVrZLpbarWabchm04EOJEB4QwAFoGDKm6z09vl394eXmayszKrKzMpCFYH3kRoE0rx387377j333HO+J51DLJ0vvxb2uivmEUU1oKgG0kQul1ee+3v3rO/Cf/uLV/Dx9fu4fH+inA56cPM6vLhvMwSOxYV74yjIWs3KPjv7OvFff/ASLt2bwIW7ExiOJJCXVfCc9axt623HE5t6sbPGsybyLDZ3hyDwHDz1lghfAcgayUdeE42webQoVS0wi/8tdTJS/JMBASGk4VJ4pQofVoWH0nErj0+Kxy6doxW/BQDM8jnnnu+r31ASq2z899S6TtbxSg6btZID2wiLXzfrTwLLMCMtulcrxVK/hZT7c+N9erUxKYVhWLKxHFP8HfPaT4uCtnpx955lrL5Z63MmpTDNedenqBlR69pYx0ZZNLfe782nfO7i8SqOQazw7VrHsARavzo3gWWklJ49s/g+y5AqI5RSCr147Wq9Xy+lc5vmvGtQVKmfPw7Uc97S9TBMWi4l2ap+Sedc5+p7NveaN3bPSt9nCFN3WLxpUuhFhXSWbbzaz1fX/quygXP73vzjzRXP5Oadr9SXTEpBiu8v9CwZ5lf9jRCAYb6SO9YNE4QUS+stcP7l3tPyc0or21HvvWvmfPWKcDLzfns999gan0xQWjk+3Ridwf/2j3+ArOn4P3/4Mo5tH6jZt3Kyiv/nzc/wq9PX8e3DO/F//OAlCBxb8RzVw/z7YpomdHPh/lBu+5zneaHr38z4Opf597zUXmaRe17SQwGs+YFZgYV4LVoxtpb6HAHKJbKbaUepmlh5fCBfpW028pzIqob//vsz+Nknl/Hsrg34b3/5Ss3S2vPPv+C8Vsc9n/t9WP8/Z5ytPd/XPIZZslOL9tsC/abU3+thqTG70f46dwyoh6XmTtOsbRPopllOD2lV20vn1ZbZX5egrgPakRM2jyylhVqrn62SQwMgdT5mrTknALArcM6Vuk5rgZW8bg+bR+m3zIchBMwSOf0lA0ZYwj4khIAlBI1s0pOi42C5lWjK527ie4vlti/2ewghLdFDKI1rTJ059vWct5l7US+lY7fqOMu5ggxDICxQgrreNljXvr5jsAyzaH9YSieh9CwtttZa7N4udv5GYAipu7+1AoaQihSYhr5bxz0mhFRFklBKMZ3MYiqRwY6+DmzuDtWsygNYofAlwVI658/lPkcMw9Q1btYzjiy7LU3cc7KM+7YcWjG2LqfPzW2HNT8t/xqYlEIt6i/wHFuXw2W5Y2QrxlhCCFi2vmPU09/rpdH+WmsMaIalnrN6zvF1etbmYzsnbGxsbGxsbFYc3TBxcyyCocnmy/X2hv04tHndighU2qw9ZFXD+aHxihK+jcAwBFt727FnXnrMw6S0U1nKf1+IqUTimTFmAAAgAElEQVQG14anwbMsetp8LVnkPI6kCzJOD44gLy98rRdD4Fkc3LSuQoj2USGZk3BnMmrpc3ldK1IFysZmudi90sbGxsbGxmbF0QwDp24+qCmGVy/P792Efeu7befEY0Je0fCrM9dxfmi8qe/zHIu/eO7AqjknrBKqfqzvDGIsmsI/nLyIPzu+F90BLxiGwKQUBUXD4FgEb54fxM2xCDZ1t+GFvZu+Vql5a4l4poCfvH8eU4lMU9/3ux3437/7/NfWOWGYpqUJkilgXdhfjsaJpHL41ekvMTgWQdjnwrHtA7YDzGZNYjsnbGxsbGxsbFYcnmVwbPvAsurCD7QH1kTYqc3DwSXy+NbhnTi4eV1T32cZUlNk8WGyobMN339mH/7h5EW8e/kOTt8aQbvPDYfAQ9F0JHIF5GUVmmFiW287fvzKYWwuCkDaNE6b14m/PHEA2SYjJ0SexcautqU/uEYxTIozt0bxTx9dAs9apWUZQpBXVORlDW4Hjz89uhtHt/WvdlNtbGpiC2La2NjY2NjY2NjYrBCKpuP6yAxO3XyAwfFIuZoPz7IIepzobw9g/8YeHNzUi772wIpUX7B5PDAME2duj+I3Z29gOpFBTlZhmhQ+lwPbetvx3O4NOLS1D25x8YpuNjYrQF0dznZO2NjY2NjY2NjY2KwgJqVQVB2ypkM3DKs6TLEqiMCxcAhczeooNjaNUKq4IKsaNN0oV7hgGQKR5+AUeNv5ZbNa2M4JGxsbGxsbGxsbGxsbGxubVaUu54TtOrOxsbGxsbGxsbGxsbGxsVlVbOeEjY2NjY2NjY2NjY2NjY3NqmI7J2xsbGxsbGxsbGxsbGxsbFYVu5SojY2NjY3NGoNSCuv/zPLf50KKfxJCQMCAFP9uY2NjY2NjY/N1xXZO2NjYPBbopoaYMgXFLFS8LjAOdDj6wBJ7OLRZfSg1UTBySKgRRORRzMijSKlRFPQMVKqAUhMs4SAwDrg5P/x8G0JiD8JiL/x8CH4+DJ4RVvtn2NjY2Ng0iWrKSKlRyEYBLOHg50Nwcz4QYge82zz62Na4jY3NY0HByOKtqZ9gJH+z4vUux3r8zYb/Ci8fWKWW2dhYkRI61XAncxHXUp9hJD+IgpGt+/ss4bDOtQXf6vkxup3rV66hNjY2NjYrAqUUilnA2fg7uJT4CCk1CpF1YMC9Ey93/hCdjgE7Qs7mkcd2TtjY2NjYLAtKKTSqQjEKUE0ZOtVgUgMmNUEIAQMGhDBgCQeeCOAZBwRGBMtwIPVVlnqkoZQioydwavY3uJ76HHkj0/AxDKpDMST4+OAKtNDGxsbGZuWhGMkP4tTsb6CYEgBAMvK4nbkAJ+PGd9b9F3CEX+U22tisLF9L58S0NIyh7GWY1Kzr84QQKwyWiHCwHnj4AAJ8GH4+DI6xH3IbGxubZjCojpgyhbH8bUzLo4gpk8hoceT1LFRTgkF1EDDgGQEcI0BkHPBwQfj4Nvj5EMJiLzod/egQ18HBuh/bHSGdqvh09g2ci7+7rOP0ODfCzflb1CobG5vV5HrqDGLK5Iqfx8sHsT/wLDg7HWzVMaiB0fydsmNiLuPSEApGFj6mbRVaZmPz8PhaOiempAf4KPJL6FSr+zsEDFjCgiM8eMYBB+uEhwui37UVGz170OUYgIvzgbHzuWxsbGwWhFIK1ZQxKd3DleSnGM3fQkZPQDOV2p+HAcWUoJgS8kgjoUbK7/FEgIvzwcP50e/ahq2+g+hy9MPDBR+bsdikJm6kv8CXqc9rvs+AgZP1QGSdYAkPBowlk0kN6FSHRhWohgydqtjo2f2QW29jY7NSfJn6DIOZcyt+nh7nJuzyPwUOtnNitaGgkI18zfcMakAxJMDeU7V5xPlaOieagcKETk3oVINsFpDVgagyiZH8TZyNv4MB9w7sDz6Lbd4n4WBdq91cGxsbmzUHBUVai+OL+Nu4nPgIBSMHzKsi0QgaVZHWYkhrMUxJD3Ax8SH2BZ7Baz3/ESLrbF3D1zA5PYUryU8hGbmq9zxcALv9T2GTZx86HOvgYr3gGAEmNaCaMgp6Fmkthrg6g6QawXr3zpa1SzNVzMgjljEMICz2wM+HbEE2GxsbmxWCgCy4BuEIb69PbB4LHhvnxEJQUCimhKHsZYwXhnDPdw1Ph7+NTkefbYTZ2NjYFKGUYkoexsmZf8H93JcwqN7a48PSrQgI7Y9N5RRKKaLyBMbyt6ve8/EhvNL1H7DTfxg8EatSXhysCz6+DV3OAVBKYcIAg9bNWSk1it9O/C3yehoA8ELn93Gw7QWwLTyHjY2Njc1XMIRFn2sbBMYB1ZTLrxMw2ODeCRfrXcXW2dg8HB4PC7BOJCOHq8lTSKpRfLPnP6HLVsW1sbGxAQAk1Bl8MPMz3MteA10kWoIBCyfrBs+IYAkHgxrQqQLFlBdM/Sjh5QLY6Nnz+DgnYGJSugeNVl+XXb6j2Ok/AoERlzwOIQRsi6fzGXkUs8o4TGoAsErbUQrY+qU2NjY2KwMBwXr3DhwNvYZrqVPIagk4WDc2evbgWPh1MIRd7Sba2Kw4j5QFOODagfWeHRWGrbWjZEI1JeT1LFLqLNJaHLKRryk4Y8LASP4m3pv+Kb7d+2O0iV0P8yfY2NjYrDkkI4/Po7/Dg9yNKscEAYGb86PXuQkbPbsRFnvhYj1gGR4MWFAY0E1LGyGjJRBXZhCRRxGRR1EwclAMCSYMAAQD7h3ocKx7bJzCJjUxI49Wvc4TEdt8B8GT1ckBp9RSjKd1ik7b2Ng8HDjCY8C9HV6udaKIQaHjsXEIr3UIIXBxXpzo+C52+59CwchCYESExR64WN9jMzfaPN48UqNRv3sbngl/B/wcxWFa/i8FpSYMqiOrJTCcv4k72csYyQ9WhE6VPjucv4GLiZN4seuHYG1PpY2NzWMKpSYmCndxI/1FVSoHS1isd+/CsfDrGHBth8A4wBC2pgFFKQUFhUF1GFRHXk9jUrqP4dxNTEh3kdES2OLdDwfjflg/bdWhoEir8arXfXwIPr5t1aIUVFPBlPRg0QgZGxubh4/IuPBU6JvY6NnTsmMSwqyaI9SmNiLrRK9r02o3w8ZmVXiknBMMGLAMv2Q5JBfnRYejH7v9x3At9Rk+i/4OWT1R8RmdariR/gI7/UfR69xkeyttbGweS3Sq4Wb6LApGtuq9bd4n8Uc9f4Mg37HkGEkIAQEBQwTwEOBgXQiJ3djlP4qkOoukGkG3c+NjNdZSUEhmtTK7m/NCYBwgq+SdiMhjyGjVThMbG5vVhRBYZZkfE8FgGxubx4/HVtmKEAIPH8CTbS/hmfY/hoOpVsBNqrO4n/uyGHJsY2Nj8/ghGQWMFe5Uve7l2nCs/fW6HBOLwRIOYbEHmz374WZ9y2nq1w6T6mVNh7lwjLBqEXuUUkzLw8jrmVU5v42NjY2Njc3jy2PrnCghsk4cCJ7ARs+eql0qS39iEJJeXeLNxsbG5nEgoc6gUGOhusmzG92O9S2LdCCEPFZRE4DlCKiFVXVjda6FasqYLNQW6bSxsbGxsbGxWUkee+cEADhZD7b7DkFgHFXvReQxyGZhFVplY2Njs/rktGSV1gQDBmFxHcQaEWc2jbK2dB0KRhZT0oPVboaNjY2NjY3NY8gjpTnRLIQQ9Lm2wMG6qyp45PW0tWso9iz7PJRaYnCyWUBUnsCsMoGMFodiFGBQHSzh4OQ88HFt6HD0ISz2QmScYAm3ojuKpXappoKUOou4Oo2kOgvZLEA1ZRim1TaeESAyTvj4NviFdgT5drg5P1jCrVgbLRE9E5qpIqMnMCONIqlGkNPT0KkKSikE1gEP50eb0IlOxwB8XBs4RgBDVsb3VrpeOtWQ01OIKZNIqrPI6WnIRh4GNUBAwDNWXr2HCyIodKBd7IWL84IjAghat0tsUgOqqVSI13GEs84z7xwUFCa1qtfElClE5HGkivfaMDWwhIeDdcPPhxASu9AuroPIusARvqVtttptwqAaZKOAuDqDuDKFrJZEwcgV760JjhHAEQEuzgMv1wY/H0ab2Akn4wbLcGBQW3yxEeZHTJX6nGoqiCvTmJFHkdaiVrtMDQxh4WCc8PJBhMVedDr64GK9YAn/SO78a1SFicqqDQzh4GTda/r3WpWarGcjocxgVhlHSo1CMnLQTBWEMBAZB3x8CGGxB52OfjhZDzjCA6S6XzTbBqtgqCXITGGWK0jpVEVSmYVualXfM6gBxZAgMdV6FLUgIBAYseEycyWRUpMaMGFANzVMFO4hqkxUfVYzVShmHhqt32wojYPzKwGUxlCNqhWvs4QDX2Pcqt12E4op16geA/CMo660mIXawRO+7ufZLAptq6aMpBpBTJlCRksgr2egURkmpWAJC55xwMV6iv2tG21CJ4QVmN81U4VBtfJVWex6WL9fQ17PYEYeRVSZQk5PlkXCeSLCzfngF8LoENchIHSAJ0LL2jx3rE1rMcxII0hp0eK1U4v92gEvF0Cb0IUu5wDcXAAc4VdsfrdZGEopNKpWOKsZMOAZsep+mNSAZqpIqhHMyKNIqrMoGFnopgoCBiLrhIcLICR2o9PRD0/xvq6UHWlQHYopIaZMIqpMIq3FIRXndAJSbk9Y7EGXYwAiW7/jvZHxglIKnarQ5zn864EjfMuvkW6q0KvGC7HmmK1TFTk9jWlpGHF1Gjk9DdUojhWMADfnR1DoQJdjAH4+DJ4RW243zqVkQ+b0NCLyGOLKNLJ6qlj22gTPCHBxXgT4DnQ6+hAUOou/bWVTJivWLVoc0/IoUsU1gk4VAAQ8IxbXLV3ocqyHlw+AI61dt1Bqja1z7TcGjKVnVWNtQCmFZipIqrOYkUeQUGchGdmy3SuyTvi4NgSFjqK95AXP8CBgWn6PbedEESfrgYfzI63FKl6noMjXEIJrBGtAVzAjjeJ29iLuZq8gq1kGgE41mNQABS2KxbHgiACRccAvhLHV+wS2ep9Ap6O/ogpJq1BNGTPSKO7lruF+7ksk1VlopgKt2KHnto2AKbaPB8fwEBknQmI3+lxb0efagnZxHXx8W8vqMFNqIq3FMZq/hZuZc5iWhiEb+bLxVXrgGDBgCV90BrixzrkZO/yHsN69C14u2FInQFZPISZPYqRwC2P524ir01ANuTxhl64XABAwYAlbduw4WA96nBuw3XcIA67t8PPhlrQtqkzizYn/Dzk9VX5td+AYTnR8FzwR57TfREaL4072Mm6mv0BUnoBqWm2v1Qd5RoCb9aHXtQnbfYew3fck2BYMGVY7EpiQ7uJ+9hrGCncsY9RUoFPdysOHtagrDXosOHCMNTE7WBfaxXVY59qCftc2hMTuZd1nhrDlZWipz93LXcP11BlElQkohgS9eH+te0vAEqvPCYzlGNvs2Yed/iPocW4Ez4iLne5rBwO22oEDs2jQ0FUTbVwM3dQQU6ZwL3cVQ9kriCmTUEwZuqnCoAYoTFhPKAOO4SEwIjxcABs9e7HDdwg9zo1wNGCc1j7/JPJGBpKeQ1ZPIa+ni/9NIaulIBl56FRBVktVfX+icBf/PPJ/gUF9Y6lfCOGbPf8JnY6BRT9XcthIRh6SnkPByCKtxRCVJxBVJhFTppDVk9BptcPki9jvcSX5cUP328G68ELn97HNd7DqvXu5a3h3+p8rypVu8u7FS50/govzLHnspBrFGxP/Hbl5148hHF7r+Rts8e5f8hgG1XEh8QHOxv5Qfo0Qgmfav4MDwecX/a0lZ/6UNIzR/C2MS3eR19PQTBm6qVnzQdkoJMV5igXHCOAZET4uiI2evdjqPYAe58aaBmMzXEh8gIuJD2CY1uKHZTh8q+fH2ODZVfE53VQxJQ3jZvos7uauWAuN4maE1W5abDMHjhEgMA74+TA2efZgT+A4OsTllfw1qYmkGsGD3A3cypxHRB6DYkrF+V2veEZZhoNARDg5D/pd27DDdwT97m3wcP5lXCmbRlFMCR9GfoGhzOXya0GxE6/3/C8IFzfwKKXI62ncz32J6+kzmJZGLKdmzbGXA09EuDgfNrh3Ybf/KaxzbWmp2KduqojI47idsWzvlBa1bNyy7V2yI9liP3NAZB11j70AcCz8TRxse8lybC+Baso4Ff01bqS+aPi3HGx7Ecfbvw3SQNuW4nLyE5yNvwOj6CTnGREvdv4AO/yHAFj3UzVlTEh3cT11BsO5GygYOWimUmGHk+JYUbLDux3rsSfwNDa4d8HLB1vW3lKbCkYW44U7GMycx1j+Ngp6FhpVoM8Zv+a2SWSc6HCsw3bfYWz27ENQaG/ZWmUuJjWR1qIYyd/CYPocZuQRa643LYdURX8rts3JerDOtQU7fYcx4N4BDxdoyVyQ1zN4a+onmJFGyq/1uDbh270/hpP9ao6llCJvZDCcu4EvU6cxJd2HYhYqntnS2qC81mLc6HL0Y4v3APYEjsHBtrbKmu2cKMIQFg62tkGkmc3l3pZ2zRJqBOfi7+J66jQy86qCVHx+Tpk9xSwgoycwXhjC5eTH2B94FodC34CPa1t2py21K6ZM43ziPVxPnamqVlKrbRQGTGpApypgAjmkEFenMZS9DJ6I1iLW+yQOtr0AF9e8sF3JmTOUvYJzsXcxVrhd01guYTlRFGiGgoKRRUKdwWDmHDZ69uBI6FVs9uxreqen5AGNKVPlyW1SegCljlQfawFnLeIUU0JOTyOmTGIwfQ797u14Ovw6Nnn2LdvppJsaEupMRd+alcehmgp4Riz/hrvZa/g8+juM5AcXFHmd3wdzegoRZQxpLW5dR7b5IYNSCtnM42b6LK4lT2GsMGT1pcW+AxOUWvovmmE9h1k9iagyicHMObhYLw6HXsWLnd9vepEsMCIIYWCYOobzN3Eq+huM5AerUhnmtsqgBgxqQDVl5PQUZuRRXE+fxqG2l3Eo9Arcj1A9cifrrprEDaojrcVgmDo4ZmmD7GFBKUVOT+Fy8iNcTZ5CVJlYpBxmKbKidB/TmJFH8WXqM+z0HcbR8GtoF3ubMmDyehpvTv4dxgtDTQkqa1RBQo3U/XmjGPWwFDpVcTV5CoOZc0hrMaTUWF1jGQDkjQzyRmMimU7WUxWNCFgOAIFxoKBXHpPPC1DMAlxY2jkxI48gIo9CMiqjSxgwGC8M1eWc0KmKicJdxNSp8msOxgWRcdbcwSoZ6mOFOxhMn8NI/iZiynQd99jqayY1oBkqJCOHjBbHhHQPlxIfYk/gGI6GX0NY6Fn2uFHQs4gr0+U5kyUskmoEG7Cr/BsKRhYXEydxPv4eUlp0wWNZc6tabnNai2FaegAP50eHuK6p9lFKoZgSbqa/wIXEB5gs3KuKzJrzaeu6mQY0KMgbGcSUKVxPn8E27xM4Fn4d61xbWhJBZ7M0FCayWrLieZHNApJqBGGxp1h2+h4+ib6B+9lrVRFJlUcqjr3F+xpVJnAzcxb7As/gePjb8PGhZd3TUj+/EH8fF5MfIrnEeFrZz9INnatg5FBveh6FaW1yzbmG9bISIsWSkUVcmSqPFxzhMS0/wA7/IVBKkdbiOBN7C1eTny46/tNiNKBeHCuSagR3s1exxbsfz3V8Fz3OjcuOCijZsqP52/gi/jbuZa/VnF8WalNKi+Je9kt0O9fjSOhV7A0crxlh3GzbVFPGnewlnIu/i/HC0CI2JObMB9a6Ja5OYzB9Fpu8e3E09Bo2uHctO0LNhImUGq3oazwjQtJzcLKecuRkRB7Dp7Nv4FbmwoI2+dy1gWpKyCONuDqFaXkYGzy7bOfESrLQ4oatwxtaCxMGhnM38FHkl5iQ7i3aURcjqUbwefR3mJIe4KWuH6LLsX6ZDznF/dx1fDDzc0zLI023ay4aVTCSH4SDceGJtuebb1nRg3cm+hYuJz9GVk82dRydaribvYKIPIZj4dfxRPB5uDhvU8cazd/B21N/j5gyuchk21jbHuSuI65M40THd/FE8IWWL/BK4ZPW+VTcSH+BjyP/jrg6g2Zy3De4dy2rjZSamJZH8Hn0TdzJXoJs1BeuvhQG1REU2pe1ey8wDpjUwPX0GXw8+0vElMaNBgBIa3F8Fv0dUloML3X+CB7O/0gYzAGhvSICp8RE4S6yehIBvn1N/E5KKSal+/h09g3czV1t2qmc01O4mPgQk9IDnOj4LrZ4DzTsQDRhQjbza67Sk051jORvYih7eekPrzBeLggf31Zh8Ca1KGSjPmfJlDQMzawej02YmJaGQakJssQ8qRUjbObi4nwICp0LfudU9De4lPgIOT1V3gVbDnkjjQuJDxBVJvBq91+3YH6vhFKKbDGqrvT3jyL/hmupU+X0jUZwc370ubY27ezP6Amcmv01riZPQa5RRrceNFPBzfRZTEnDeK7jT7E3cBwCqdYMs1l5JCOPlBqDQXU8yN3Ae9M/xbQ8gmbsjLyexrn4u8hoCfxR9183HV1KqbUp+GHkF7iVOd9UP39cMaiOmDIFk5qIKZN4f+bnuJu9sugG4UJoVMGtzAWktChe7f4rbHTvadpWKC3+r6VO4fPom03bsiYMTEr38e70P2NGHm2ZIyynp3E6+jtcTn2CvN6Yc6uERlXcyVzCjDSK4+1/jAPB51q+6FdNuezQp6B4kLuO92d+jmnpwSJO4oXpc22FawWqrNlJe0Ws/NVaRhFpOLy3lNc/lLmCtyZ/gtHC7WU7ADSq4k72En478T+KhldzImpWmbgRvDP9j8tymNRCYERs9OxpuqNaKTQZnJz5V5yOvdW0Y2Lu8dJaDB9F/g1fxN6GYsgNXzdCCLy8FTraCsfEXNJaDB/P/jvu569XhDa3glLOLqUUN9Nn8e70PyOuTqOZwZwnIvpd2xoKc5yLSU2MFu7gtxN/i2upz1rmmACAoNCBTZ7mJzzAKts4kr+FD2Z+3rRjooRiSria/BTn4u80vThea/j4EAJCuOr1icI93MteWyQy4eFRcky8Nfl3GMycX/a1twyYe3hr8u9wM/1FXVEJcyFojWbFo4yXD8LHhypes/Jdl44Y0U0NEXl0QYM5qc7WFeUhGZmqVE4350NQ6Kj5eUIIAnwYkpFtiWOihEF13M9dx4eRX1Sk57UCCiCrJcs7yR/M/ByXkx81vWALCO3odPQ33g5qzcdvT/1PnE+837Rjonw8UCTUGbw3/VNcTnwMzVSbtotsmsegVuTmROEu/jD1D5iWh7EckV+D6hjMnMMns29ANvMN39NSZM4ns/9e0wFHQODlgtjmPYjDoVfwTPt3cCz8OvYEjqPT0V+XnUPAwMV60eUYwFbvAXQ6+pd0hM79rpcLwMu1WVGba2yesOzmOOLKND6K/BK3Muebckx8dTwTU9IDnJz5BRLqTFPPqLVrr+Fs/J1l2bJzKRhZfBF7Gycjv0DeyDS/poIVrfnezD/jTPztph0Tc4+X0qI4OfMvOBd/t6if0bpxTTVlyIb1XI0XhvCH6X/EpLRY9NrCsIRDn2vbslJgF8KOnChihd1XGwViMae8ESilGMnfxHszP0VMna54j4DAxfrQ7VyPftc2dDoG4OZ8YBkeqiEhrcUwUbiH0cLtYmhm5YJ4UrqP92d+hu+s+y9N7VgWjAxOzf4GEXm86j0n60GXYwB9rq3ocPTDxwfLFUwUQ0LeyCCuTCOqTCAqTyKnp1AwsmUHh59vxzbfwaYXiqoh49PZN3A1+WnVYMgRHkGhE32urVjn2oKg0AEH44IJEwXdCgkcyd/ClPQAeT1dsWBSTAln4m/DxfnxZNuL4Elju6BtQhe2+Q4iqkyU20VALJ0SPoiw0I3OooCpm/NDZJygoJCMLKLKJIZzg5iS7hd3ryoHmYyWwJnoW0UBoVCNszdHQc9CNWU8yF/HJ7O/qujbTtZtibIJPWgTu+DmfGDAQjVlZLQ4YsoU0locOT0FxZSKQkIdze1ggGKscAe/n/w7zMijqDWhMGDg5vzw8W0IiT0I8h1wcm4w4KCZMvJGFgllpiyUJhnZ8n3Y5nsSbi7Q9HUCgJQaxaezb1SENwuME+1iD9a7d6LHuQl+PgSeEaCaMtJaHOOFIQznbiKuTlc5+HSq4WLiJAbcO+oKLV/rcITHFs9+jOQHK143YeB07E0EhDA2evZUCWg9TCLyKN6e+ntMSvcwv49xhEeb2IUB13b0ubYiIHRAZBwwqI68nsG0PIKR/E1EpLGqBW1GT+DkzL+CJRx2+Y/WneIhME7s8R/HgGvHop/TqY7BzBdVqQl+PoSNnr0QakSs1MLF+eCuY57iCIdNnn2LVllJarM1Iyv6XdvR5RhoyJjmWREhsbvmeyLjRJvQBQZsOcKEUrMoxnlk0eOmtdii6QgFI4OoPAmPZ/GxIapMVTidCYg1/iyQ4gkAmzz70O3YgHFpqPwaS3h4OB98fAgdYh86iuJrTtYNnhGhmQqyWhJT0n0M5wcRVay0u/k8yN3AteQpK6+8RdETFBRZPQmDajgT+z2+TH1WHrMYsPBwfgSKgs0BoR0i47Qif4wc4koECXUaWS2JvJGBQXVscO8E10QqYsHI4mTkX3Erfb4qokhgRISEbvS5t6HXuRl+PgSRcVrPqJFBRBrFaOE2pqXhqhD6gpHFR7O/hIvzYrf/qZbm49vUx2j+FsYKtzGrfGVX8kRESOzCgHsH1jk3W2KqjAjdVJHVk5go3MVw/iZm5YkqO9ekBq6lTmGjZzf2+I+hkbLKJgxcSX6Cm+mzVe95uCCebHsRu/xPwcdbzgEGXDn8v6DnMFa4jS9if8CUdL/K8b7JsxcHgifQJnTCwbohMA7wRIDIuurevOEZEU+FX8f+wHMwqAGNKkUNoCwKRg6SkcOsPIGb6TNNLRhbQUqN4v2Zn+Fe7lr5NQYMAkI7ep1bMODejpDYDSfrhklN5PUMZpUx3M9dx7Q0DMnIVR1zUrqLc/F38VLnDyGwjUU5GaaOC4mTOB19syqNgwELvxBGr3NTWYPMyboBEMhGHnF1BqP5W8sUfkIAACAASURBVJiU7iGtxiquKQXF9dTncLBuvND553AwrobtXMWQ8PHsv+N66nSVLcgTAUGhE/3FcS0otENkXDBhoKBnMSuPY6RwC1OF+ygY2Yr+JpsFfBZ9Ey7WhwPBE3XpmdTVXlO2+pgyjvdnfoZZeaz8nsCI8PEhtAldCIu98HIBsISDTlVktVS5WEJOT0E28vBywZak69TCdk4UmamRuwoAYbG34bCalDaLjyP/XlPxfJNnL46FX8cGz27wjFDT0Hui7QUk1VlcTnyEc/F3UZgnyPkgfwOno2/h5a4fNSQcRCnFtDSMO5mLVbs+7eI6PNfxp9jpO7KkMBelFLKRx5T8AOP5IQznbxZzfPchwLfX3Z65GFTHtdRnuJz4CBqtNNrcrA+HQ69gf/BZhMSeBYzjIzhmqhjO38Rn0d9iOHej8kE38jgd/R06HX3Y6NndUNsYwmKP/2lcT51GQo2gw9GHzZ59GHBvR79r26LiNdtxCEdDr2E4fxOfzv4Ko/k7Vdd+JD+I8fwd+APHGmrXYkhGFjFlEufj7yOqTAKwFmkbPXuwP/AcNngskaJa19KkJuLKNMYLQ7if+xJtQhe8fFtT7ciocXw486/FMM9qvFwQewLHsM17CH2uLQv2PUuvooAZaQST0j0M5weRVCLY7NnXsLNpPtaC9itCQjeOhl/DvsBxuBbQjtgfeBYJNYLPY2/iSuKTqj6b01O4kvwYG927wTJf72GWJRy2ePfjfOL9ql3mqDKJtyZ/ghMd38Vu/7GGjY5WIBsFfDr7a4wVhjDfMeHhAniy7SU82fZi0ZlbPYnu9B+BZloaN6ejb2KsMFTxjCa1WXwU+SVCYje6HRvqMl5cnBcnOr+75OckPYexwq2quaddXIdvdP0FfE0+dwvBMyKeaHt+wdQ7SiluZy7UdE7s8h/F0dBr4FrUnwkh6HCsA88IZYOTgmJWrp4355NSo8ho8fK/nawHLOHKTtiCbjmG13t2LupMiSqTFVExDGHR6RxY9B77hRD2BJ7GlPwAHOEx4N6JDZ5dWO/agS7nQM2S5CX2Bo4jb2RwKXESX8T+UBUdqJoybmbOYm/wmRY6qymyWhJ3spdxIf5+2bHr4QLYF3gGO31H0OvaBK6GPVIKpZ6WhzGSv4UHuRvY4j3QcAs0U8X5+Hu4kfqiyjHh50N4KvRN7Akch18I1bxfu/xHoRoK7mYv47PY7zBRuFvxfl5P49PZX6PD0YeuJURhbVrPaOF2xb+9XBBHw6/hQOAEfHxtnbQ9/qeR0RM4F38X5+PvVo2BqinjUuIjbPMerNvOpaBIqrO4mPigahHr5vx4tfs/YI//eM0xjIclTNgmdKLLsR6/m/xbjBeGKj5T0LPodW5Gh6M5vRUAYAgDD+dfdNNzJD+I25nzMFscrVsvKS06b7PGgT3+p3E0/EcLzoE7cRhHQ69hMH0WH8/+Cgl1puJ9gxq4lvoMB4In0O3cUHdbKDUxkh/EqdlfV20eCIwDewPHcbjtG+heZJF8NPQqpqQHOB37PQbTZys2PzWq4mLiA/Q4N2Jf4HhDzk3d1HAl+XHNDVUPF8CR0KvYF3gGbWJXzXFth/8wnjZV3M9dx2fR31ZtAElGFp9Ff4sORx8G3NvrbtdiaKaMtBbD3dy1ivP1ubbiQOAENnv3o03oXMAON5HWEpgo3MWD/HUYVG8qiq4evt5Wc4tQTQW3MxfLJXFKEBAMuLcvuosyH81UcSH+AcYKdypeZwmHvf7jeL7zzxbsqHPPG+Q78GzHn8DPh/Bh5N8qjBiTGria+hTbfE9gs2d/3Z4+EyZG8regzltIORgXXuz8Pnb6j9ZVYocQAifnwSbPXmxw78IT+guIK9Pw8+Gmd09n5XGcif0e8rzUmqDQgZc7f4Qd/iMLOnNK8IyALZ79CPBhfDDzL7iVuVCxyEhpMZyLv4se54aGHU5tYiee6/hTEDDod29FgO+oW6zGatc+eDg/fj/19xjN36p436A67mQvY5f/qdZVFoGJjyNvIFZ0THi4AI6Hv419wWfgXUJUlSEM2h29CDt6sMN/2Crp2YTXVjVlnI2/U/UsAJa3e6NnN55p/xP0u7eCJ+KibSKEwMm6scGzCwPuHdgfPAHZyC9o+DQHQY9zA17t/isMuHeCW6QvE8IgJHbjxY7vgyM8zsXfrfCaU1BMFu5jVplAt3N9i9q3OliLyD4cCJ7A6eibVelNcXUa70z/E4ayV3Ao9DK6HRvgZD0PRYfCoDq+TH1eXExXOiYCfDte7voL7PQdXtJpwjMidvgOo9PRj/dnfl61uxtVJnAm+nv8Uc9f1xWhYFMfHY4+8IxY4ZxIqhFoprqgzodJDcTVGeR1y2lPQLDOtQUsWNzOXgRgGZxRZQK6qS14HFrMqTbmGJUs4dC1hLHFEg7bfAdhwkC3YwO6HANwcb66do8IIfBwfjwVfh1O1osPZn5etfkQV6YxLQ23RPy6REQew3vTP0XeyICAoN+1Hc93/hkG3NsXHXsJsUosDrh3oM+1zdJuYhvTbqKUYqIwhAuJ96ucuJ2Ofrza9dfY6LGcuAvN71apRwd2+Y8iKHTinel/xEh+sGIDIqpM4EL8A7zS/ZeLOohsVpaw2INXuv4KW7z7Fy17SQiBnw/h2fbvQGAc+Djyy6oFXkQew6R0v+4NJUqtSM3ZGpHBTwSfxy7f0SWdq4QQdDr6caLje/jNxP9bEXUaVSZwPfU5TnT+2YqXo1wrOBgXnun4ExwJvQIHs3j5cAfrwr7gsxBZN/4w9T+rottyegr3c9cbck7k9DROx96qKiYgMk483/HneLLtRTg496JrA4aw6HVuxje7/yM8nB9n4+/ApF/N76op41z8Hax371gwpW8+lFLMyKM4Hft9lSMsJHTjG11/gW2+gzWdviVIsaToNu9BBIR2vDf9U9zNXqkY15JqBOfj76HT0d+S9AkKivPx98trSpFx4UDwORwNv4aQ0L3oPEYIg4AQhl8IYavvAFRDhsi0rrLOXB57zQmTGniQu4572atVHn0PF2hoZ5ZSihlpBNdTp6sG2QH3DrzY9QO0CYs7JkqU1Mz3BZ/D/uBzVe9LRg6Xkx83pBlhhcxOVr3e7dxQ1BRovDswhIWPb8N69866H+pa7bqc+Ki8kC4hMk4cD/8xdvqP1p2bRwhBu7gOJzq/VxVOTGFiOHcDo/nbDedw8UTEgeDzOBB8DiGhBxzTWK1pQhh0OQbwVOibVQ+ztVs4tqjqcDPMKmMwYcDFevFi5/dxNPzako6JijbDcgi4OG/DRrL1LIzicvLjqmeBgMEm7158q/fH2OTZ03AJvdLOQ0jsbmnZTh8XxAsdf46N7j2LOibm4ub8OBJ6tab3OK3FMSOPPBJ50BwRcLjtFWzy7q35fsHI4nr6DH4x+n/j91M/wc3M2Zbnzs+nlMN+IfF+lVNTZFw43v7H2BM4VncfYQiDkNCNlzp/gHWuzZXnAsWt7AXcz11vWfttrJS5+c7/QrGSxUJopmI9V0XHM0s49Dm3ok3srpjDZuWJRcU1JSOPtBqvMARFxomQUDsNZS4hoRtPh7+NTZ698PCBhsNaeSJgf/BZbPbuA5k37xaK6YCtFFOVzXwxTxvodW3G673/GZs9e+seewkI2OJc36gwsmrKuJg4ifS8e+pkPTjR8T1s9u6z5tO65ncGPc6NeKHzz+HlKssTGlQvliQdfyTG3K8jAiPiufbvYofvSWszqY6+JTIuPBE8gQH3zqr3rHKRQ3XfT0otG29+OoSH82On70hDc8Fmz150O9ZXvK5TDQ/yN5DVFq9u96jAEBYHgs/jSOjVujccWMJhq3d/zXULACuque77STGYPlu1occSHgfbXsSh0EtwsIs7JkoQQuDm/Hg6/C2sr9HXIvIYbqbP1t82UFxKnKzSSBIZF57t+BNs9x0C38C6pVPsx/Odf1YlxmzCxL3cNUwU7rVsXIupU1BMCSzhcDj0DXyj6y8RFnrqnscIrPWph29NydNaPNaRE4apY7RwCx9F/q3KK8eAwRbvAfS7t9V98TWqYDBzrspb6GBceCr0WlOLd54I2Bs4jsH02aI67VeM5YcwI49WGdKLUWsB7GDddU8kC7Gc787IYxia5y0kIFa+YeBYw0r5hBB0O9Zjp+8wTsfeqnDg5I0MhrJXsN69s6GUGELIsoWLGMKi370NXc71VYOtZBSQ1uItF5YhYHCw7UXsCzy77JKljUFxPX265gK1yzGAlzt/hJDQvbw+10IhKQIG+4LPYmOD4pqEELQJXdjs2Y+IPF6xC6tRBTFlCgbVW5YvuFoQQuDj2/BS5w+hmzoe5K7XWDxZgnvXUp/hbvYq2sVebPbux2bvfoSErpolSZfLvew1TM+p4V1ii3c/9gaebjiSixCCsNiDp8LfRGxyqmJXWzEKuJr8FFu8+xuKprNZGIER0S72VqRAykYeCTWyoFaFYsqYlobL/2YJh05HHyQjD55xlIWtZ+VxyEYOXr627kRGS1SNT2GxB2IdY/By5wNCCARiRQLcyVyqmpeTagS6qS6rdHMtAnw7Xu78kaUdsgJ5wrWYKNzFg9yNitcIGOzyH8VW7xMNO3YIIRhw78QW7wFcSn5Y8V5ai+N+7kt0O9Z/7cfchZCMHN6d/id8OvtGS4633fckDodeWXa0CQHBDt8RbPc92VDfIsQSqNzhexLjhTsVApYGtarpaFStS39Hpzoic3LoS3SIffALjVX+YAmPfvc23M1drXg9pkwhoyUREJpLYf460Sn240joVTgW0SiqBUcEbPU+gcvJj6sczUl1FgUjCze3tHB+RkvgRvps1fjYIfbiqdA3G46ALkXrPBF8HlOF+xWbGqop4272KvYFnoGXDy5yFIsZeQR352hyANYzsMW7Hzt9Rxp24hJCsM65Gdt9T+Js7J0K+yqnp3AvdxX9rq0tS50lINjmPYinQq81tBZ6WDyWzglKTSTUCIayV3Au/m7Vjj0AtDv6cCT0akM7szk9jaHs5SoRnVJIZDOUjOV+9/Yq50ReT2E0fwu9zk11D7q1BvisloRsSnCh9eVglsKkBu7nrlU5dETWhd3+Y01X/mAIi+2+J3ExcbIqbHYkfxMFI7sqD6SXCyAs9GAsf7uin+hUhaRnF/lmc3SI63AgeOKhh7lm9CTuZ7+sep0lHA6FXi4ax2tHpTrAh8t6K43CEAb97m24kHgfklEZJZLW4tCoCg5ff0OZEIIuxwC+1fuf8VHkl1YViwVUvAtGFqOF25iQ7uFs/B2sd+/EFu9+bHTvRlDoaImTwtoprUzdAqw81H2BZ+BsMPy8BENYbPHsR49zE+7NMUwpKKakB5iSHlhOrDWmsv51hCU8Ohx9GMycK78mG3mk1NkFv5PX0xVzIc+ICIu9UEwJwhznRFZPIK3F0b5AfnhWTyI3T1m9XVz3UMfKLsd6OFh3lfGd1zPQqY7WxYVZ7PAdxkbP7hURMKtFKWUxZ1ReZw/nx97A8aZDghkw2Ok/gsvJj+bZWxQPsl/iSNsrLS/PvVYwqFEUl24NIbEHZguqhbk5H/YGjjfluCWEwTrXFjhZd1V1jZyehGpIEOqwxSUjVzNayseH4GAaL8nYViOKKq+nrWo9lK4pG6bVsITDdt+TCIs9Df9OQgiCQgfCYk+Vc8ISXk8s6ZwopU1MSver3tvhP9J0pDYhDLZ49sPHhyArlX1lRh5GQo0sqiMHWOuWu9krVb/NyXqwx3+s6c0LhrDY4TuES4kPq+aEB7kbeCr8zZY5JzxcAIdC36iqmLVWeKScE5KRR1KNgJuXhmFSE6oplY2aaekBpqThoke2WjE7LPTg5c4fotu5viEDdKJwFym1cpFt5dbvgYtrzlAGLOOryzEAnggV+d4aVTEtj0A1FYh1dFhCCNrErqrXZ+RRDGUu4Ym2F+uaAFqJZOQwnLtZtcjxcW0YcO9c1uAfEDoQENpRkCoX/Uk1iqQ62/TgthwYwsLLB8EQrmKX3aRGy0uVMmCx1Xdw2REKjUIpxVj+NjJ6dWh2t2MDtnj2g2HWVr5ml3M9OpfhMGkXe2vu1El6tqXlelcbUkx9eK37b9Dn2ooLiffL0SG1sCpipHEz/QWGMpcQFnuwybMXewJPWwtB1tH0Ij+qTNbMLe5yrF9UHKsenJwHW70HMJIfrFCSz+kpjOXvYMC1vamKBTaVlKIeCEh5kalRFQk1AsPUa4rJTksjFaViA3w7XJwXHvjh4jzIFqMgS86kzd59VccwqYm0GqtQlSewBDof5hwoMCI8nL9KaFYzlZaX6HUwLuwJPN3y6KXFyGpJTBSGKvK7AViVt5xbm5+XCMpCzfMXCDF1GmktDidnRzc9TNqEbgy4dzR9T0NCN4QazirJKNRtG6mmVNXXAMth3YyQb61IVgqrVCkFfaQd1CLjXFb1PTfnqynqq1MNkrH0RpxOVYzkb5adzSV4RsRmz75l2bRuzo92sbeiugxgbTBHlUn0ubYsKoyZ1zMYzg9W2T0+PrysZwCwxkY/H65qW1KNIKVGWySUTNDr2oz1y2zrSvJIOSeuJD/GjfSZmu9RUJjUhEl16FRfsEZ5l2M9nu/4Hrb6nmgoJNhakN2pKg/m4rzF2snNG8oEVug4zzigGZWDdEqdhWzk6nJOMGDQ59oKlnAVD5VOVZyK/hYGNbA3cHxJr2GroJQir2dqeka7nOvhWmboNE8EhIRuTEkPKl43qIaoMtFw1Y5WITIOMGAqguKp1UNbeh4n58EG986HXuLRhIFJ6X7VDgYDFgPu7VZ45Rqa1DkioNe5aVmLEp4Ra6bNaFQFbcGu1FqilLt5uO0bWO/egcvJj3Enc8mqYb7IgqrkTJ1VJnA9fQa7/U9hX/BZdDkGmuqjU9L9qqgoAiu6w8ctHZa5FAPuHRAZB/Q5Yy6FVRtcNiV4bOfEsiEg8PFhuFhvhRJ7Qo1ANWU4meo5YFp+UFFho93RC54RwIJDSOipCOuempP+MRedaoir0xVjroN1Iyh0VmlArCQETM0FmQkTaLFuQo9zE9rm5TOvJJRSpLRoTZ2rHufGZekFWQKZTrQJHVXOCc1UEFOn0OW0q3Y8LAgIepwbGw7/nwvPiDXnYN1UazocFmlMDaill9yg2bFQRMnjoGnS7li3rIUwAxYi46xwPAPWNdXMpZ1NmqnWFFMPC70t2e0Pi701X7dEkvUFnbiUUuT0VEVqYYke5/qGU03mwzMi2sSuKueETjVElcmWVO3gCIcN7l3g6yxVvho8Us4JjapVi/f6IHCxHmzxHsCx8Ovodm5oWIlXNWXElKmqPGwn64GfbyzXrRYO1l2zTTk9DWVeGNyCEFKsBbwdw/nKHNC0FsPJyL9gKHsZu/3HsMW7D24usKjacitIqdGqcmqAFb2yXDVkhrA1w6tMmFU7VQ8TQhhrkqya31o74TlZN7oc6x+6Z1Q28ogpU1ULVQfrQr9r20N3liwFzwjodPQv6zoxYGoa2yY1Wr4DuhYghIAlHLqdG/CKuA77As/iXu4qbqbPIaHOQDGkBZ1tBtWR1mI4E3sbtzMXcSD4PA62vQAvF6g7V9mgBqLKZJUzmGdEdDr6W1K+1ccHERDakZcqy5dF5DEoRmHRUnA29WHlmweqrnNCnYFiSnCicvxWDAkRebxinm0X15WNrG7negxmzpbfiymTkI18lcGomUpVqW8PFyiWm3144yUBWSDCp/VjRpdzYNmGcyNQmEgokSoHImBFmi33OnOEg6PG/K5TbVFB1UcByy5rjRONI9yytwoIYaxI42VpSKHmHEph1r1xY9nJ1WO/ZOShURVsg0uefA3NLAIGDta1pjZYVoJOsb+m47ReCCFFQUgGdM54bW3DLX0/c3oKyRrpfW1CJ8QWpN4tFM2e1mJLpjkl1dmaemphsXfZKXMs4WqvW6jRsnULSzj0Ojev2agJ4BFzTjSDm/Wj17UJewPPYKv3AFysp6lBP6enkJ+XVwlYu/Sj+VuYrSHS0whxdbpm6LRiFCrCjhfD2qUK4Wj4jxBVJqoeLtVUcC/3JcYLQ7iU7MN27yFs9OxBh2Ndy4UaS5QUxOeT0eMYzJxfVsSJTrUqhXDA8nwWWqjvYEXlGJCNPBRDgmoq0KkGk+owqAETBkxqWH+nJiLyWEtyPJfCxfrgXkY6UbPIhlRzEBUYB9odfQ+9PUvBEg6BFqT4PMwd17UEx/DodW5Cp6Mf+wLPYjR/G0PZS5iUHiChzCxYdYDCRFydxqnorzEl3ceJju+hx7mhrvFXNSWk1RjmL+J4RmxZuhZHBASFzqrILsnIIaMlFxRstGkMN+eHnw9XXOekGqmZO57SohVK+Rzh0SZ0FRckFB1iZYpIwcgipkxhnWtLxXE0U0FcqZx7PJwffmH5O3KUUmhUseYDU4ZuqtCp/tV8UPofDOT1bJXuxUrAgEWAb3+oIpEGNZCYp5NVIqnO4kaqdpRrvaimjIKeqXrdpAYkPVfjG48GJU2dsNjTkuNZkWvL6xcETEvG3eXOoU7WDQ8XQEyZqng9qUZQ0LMN27G1tD3cnM9a2K7ddV1L8AvhuisVLsTCDpylna8JNVKRvldCMQsYyl6pu6LaQtSK6AKAgp5d1HlCYVbNHSXSWgyD6XPLclxpVEVWq96wNanZsnFNZF11iX6uJo+9c2Jf8Bk82/6nCyp618tCQjwJNYLfTv6PZR17MaxFcP0hbwxhsN37JFLtMZyafaMilNbCyqcbLwxhonAX/kQYvc5N2Ozdh42ePfDxIfBkeZU95jJfo6PExcRJXEycbMk5qqF1hZXV/Ca1/L6qKSOrJTElPcCMPGZNfkYGsiFBNWXoVINB9aJTQp/jnDBaWiJuMdyc76Epss9FM5WaBreDdcG3BgdElnBwNSmeWMmjFyFRL4QQ8ERAUOhAUOjALv9RxJRJjOQHcTtzERPSvQWjKVRTxmDmHPJ6Gq92/zX6XEvnomumUtMZzBG+ZZMuSzj4+Laq101qPvI7sw8TkXEiJHaBAVseGyUjj7QWrwjNp5QirswgO8ep7uEC8PMhEEJAAQSEMNycrzz+yEYeEXm8apcoqycrjmMtrjobFs2jlMKgGmRTQkyZwrQ0jFl5HFk9gYKeg2pK0KgK3dSK478Oo8JZbbQ8na8WPCPAydVXCrBVLLbT93nsdyt2XgoKbQGh3kcBgRGxy/8Utnj3r3ZTyjCEgbtJ8fLWtoPDevcOjOQHK16PyOOYlh8gILTXtbNdKlM9Mq+qGmCJjPv40CMeOUHgZn0PVZ9mPhktXnND9l7uGu7Nq5LRSix9k4VtOQq64Lh2Lv4uzsXfXaGW0Zoaic3gYr3Ldu6sNGu7dQ3i5vzwcP6ag4Zmakio01Uh1hOFe1BNCcDynBOKKVepDD8MaBNB4yzhcKjtJXi5AL6Iv41J6X5NBweFlTOa0mK4l7sGPx/GVt8T2Op9opxfuFxjp9o58nCoJ6ys6jvUSgcZy9/GrcwFTEr3IBk5qKayJkUPl5PTuxx0qkI28lWvu1hvw2GVDwOBcSw7hcjiUTZWGoNnBHQ7N6BD7MNu/zGMFe7geuo0hvODxYit6lFrrDCET2ffwLd6/9fygnMhdFOv6QxmCAtxGXnP849VKwyewqwZqm7THISQYpUMsaK0W0yZwDY8Uf63CQNxZapibPFwgbIzioDAxfkQFDrLzgnVlBFVJmDCqBh75ou4ciVhzgbmM81UMCuP4272Gu7mriCuTEExlaKY5drSmSGEeeilNU2YLY1QrBdK6SOn87PW4Ym4JtI1GTDY5NmHc/F3Ic0ZJzSq4EL8JLodGxAUOxd1LFBKoZoyLiZOIj4vAoMjPAbcO+HllrdeWOuwhAXPtG4TshkKRq4xrZEWYVJz0X0mSumqrFsoFtZAaRRrg3ltR/qu/mjSQnb6jhTLf1ZPwjk9jXem/hET0r2K16ek+7iQ+AAvdv6gpqBdvVg7Iw9/gUrn/FkvhFhiUvuCz6DXtRFfpk7javIUUtrsAr/BiqaYVcYxGx3HleQn2ODehf2BZ7HRswcC42h6EFsNh06jUGr9/luZ87iYOImJwr26U2nmM18caCVZTkpMs5SEZ/UakSkC6wTWYI5baxwTNrVgGQ5eJoidviPY7NmPscItXE5+jNuZi1XPPoWJu9mr+DL1GY6FX190MWXCqFnGlAFZ1jg+FwJSM6yVgtYMN7Vpng5HHwTWUeGcmJ2nCaEYMqblkYrx0y+E4Z0jfupmfQgJXRgvDAGw7lVUnoBk5Cs0Qmbl8Yq5jmV4dDrqE1A0qYmkOovzifcwmD6HhBpBc1FTpCg9tPLzAbHULVb8PBUUF3mrwaOo87OWYQm7JvLXCSHodm7ATt8RXE5+UuEkfJC/jnem/wknOr6HDsc6sIS3notiuym10nMLRgbnE+/jbPydqiohHWIf9gWOr2pEwcOAgFn136iaclObiA+Dr8O6ZTEIYdb8Vtoj5ZxwsR6ExO6air9tQhcOh15FbPofKnZedKrheuo0tnj2Y8My6n9TmF9Lb31I6MEz7X+MHb5DuJk+izvZS4gpU4s+fHk9jRvpLzCSH8Rmzz4cCb2CXtfmpjznq+EZbYSSMu9n0d/iauoU8ovkBzOwdlodrBM8I4IjAljCgiFc2RPNEaFcAnGt7a61CkvuqPq3sYuUZlpdCOyoh5XFcog6sNmzH93Ojdjg3o1T0d8gqUYqPvf/s/feYXKd933v5z1let9esA29d4AgQYIgRVISiyQqVo177NiOb+LET5yb4jixb3Ltm/jaN7GTyI4tuchWs2RJFEmxiiIJEARAotddYHvf2enttPvH7A53MANgdwEQwOJ8+PDhwzOzZ96Zc85bvu/v9/0Z6JyIvcWG4J6qZY9nsbCu4pgublq47bUWdB9Wata9QtjRgFv2kZjjJzGZH8G0zNKYnDczjM3JAVeESr2ztcz81CG5qHU2l1Wkx+EIoAAAIABJREFUmsgPkdVTJXHCtIyZyIkPrqFb8hJxXP1+m8WyTHrTZ3h9/Jv0p89VFchmUYUTl+zFKbuKO8uSgoyCJGQUSUERTsCiL312SUbiWFhlv7HN0kXcQWOoS/Kwu/ZjDGV7yjwjDEvnXOIIY7kBVvo30+5di18JIwsVC5OckWY018v55FFGsr0Vc2CP7Of+uqeI3ANeQ3dCysqdvDa4k9u2VFhS4sS1kITMhuB9nE8e4XT8EHN3OmLaBO9MvUCDqw3fIr0n5iqwc6lztrCr5onFNvu6KEIlpNYt+u+LueJOmtydNLo62Bbez6X0Kc4ljtKXPkPWSF9lEV1ctB+LvcFA5gJ7655hc+ihBUdRVJv8CwQ7I49T56pe6ufGEfM2k8oYKV4f+yZHpl/FqDIRlYVCjaOJdu8aGl3thBz1+JQgbtmHQ3IXBQlJRUYp/S6vjH6Nqfww+l0oZl0PMeefK3ev7AWdjRACnxJkZ+QxnJKb54b/d8XCLFoY41L61DXFieLOTmXfMV8n8PlQPFe1e1bcESHMSwmH5KTW2VJWBjStx0nr8VLaRlKbZnqOR5EqOWl2d5VNpIUQ1LvacUoeMjOht9PaOEl9mlqrGSEEGT05UyHqg/6p1tmCU762M71lWQxmunl++MuM5CrLyAkETslNi2cFrZ6V1DlbCKgRvHIAl+wtlRuerbQgECS0KF/t/T0y2aUnTnCVSiQCib11z1T1c7lJn0qTu+OWnNvmzkcIQbOri/31n+H5kS+X+QOYGEwVhpmaGuadqRdQhANVcmBaBoVrpGN5lSAP132a9cH77EjLD4mrRf6uCexguW/TLftcvxK+bvSlqLLRJhDsrvkYNdeYt9wYgnpn6y06953HPTXDcsoedtd8lP70+YrylZdSpzgZP8DumicWFc4kCwWpyoTVr0S4r+bjN1xe5sNACEHE2UjIUc/awE6m8qOcSxymJ3WyWJLNrMzxhmLFjZdGv0rezLG75qM4FlA7t3rpKIvVge2s9m+/raGCpmVybPpHHI+9WSFMCCQaXe3sjDzGcv8mfEoIp+S64/O4PgyEkFGEWhESmTdycA/UB7eZH2sCOxjInOfQ1A/LRICCmWM4e6ls1/xKipFIVfoOy7xpKRdF49vKcwmKO/Q2Nw8JmQZXG6fjB0vHCmaOmDZREifGc/1l/bBL8lBfpfpPg2sZLtldEidMy2A8N0CHdx0CQVyLVngh1LuWXbfme0KP8vr4txjN9Va85pBcrPbvYFtkP02uYq17RVLviB3I28VsKcErsbDYELyfVs+K29Aqm3uFNYEdKJLKG+PFalDVopx0q4BuXD1FVxYK9c5l7K17hnWB3Xa//yGizJQhvZIW9wr21Dx5W9cG1cQLC4u1gZ0s9226I1Kc7nbuKXECYJlnFZvDD3Fg4rmyCXHOTHMk+jJdvg3FcmQLvLmckhuHcHKlDaBmFYr12j/E+uI3iiQkvEoQrxJkmWcVe/QY3anjnIm/S3fqWNWUj6yR4q2J7xJxNLAusHvev59Xqe7wnDVSWFi3bXJnWRbThTHej/2InFlp7rjct5Enmn6SZnfXYs5+4w28g1GEikv2ounlg37GSNjREzbAB743awO7OBU/WCYWW5jEChPX7DcV4ahaC9zAIGvcnHJbpmWQrRJuL7gznOmXErIoihNzKZhZYoUJlnlWYVkWo7n+snDaWmdz1So7QbWGgFoz4wVRZCR3ecY82iKpR8vuEYGg3tV6zd0yy7K4mDxGd+pYRUSYQ3Kxt/YZ7q97+q4a5281EtJVqiBZN+0ZtbGphhACRaisCeygztnCj8a/NbPJND9fOFko1DlbWR+8j82hvUQcTfaC80PGI/uQhYx+xXQ5Z6QxLP1DN/idRQhxx65blhL3nDihCifbw49yKXWS4eylstfGcwMcib7Cow2frerSfi3ciq/4N1eIs3kjQ1qP37WTFiEEfjXMltA+Vvm3MZjt5vDUS/SkTlSIFCk9zuGpl1jmWTXvkM2gWlv1eKwwgWkZty3ixMLicvoME7nKWsi1zhYebfgsTa6ORZ3bsPQlbdjlkJx4lUBFdFLOyJLQphf8bNksXepcrXgUf8W9UjBzaGb+qv2mU3JVLRmqm4Uy34IbQbf0queShHzLQtLvXQRBtRavEiz5+uTNHNOF8ZJRXbHqxgdh103uLpQqgoIkZJpcnWXlBMdmoi4knCS16bJKLx7ZT0itu+biw7B0TsUOVFncCDaF9nJf7ccWNcYXfRnuvEpPNwNJSATVmqqvTRfGP+TW2NyLFMw8/ZnzDGQulITN2WgIvxoiZ2QwZuaZTsmDXw1T52yh2d1FrbMZvxJGqWKwb3PrCag1VdMnE1oUzcqjcJvEiZmxqhoxbWImNciOoL5R7jlxopiT2sr28KOM5wbKQr1MTI5P/5gu7wbWBnct6Lx+JYR3jhv4LBkjyXRhfN4eB3cqs2rhKt9W2tyrOTT1Am9O/P0VqR4WfZmzjOX68SvheSnNdVfJoRrPDxbV0dvUARXMHENVqnJIQmaVfyvLPKsXraTnjMxNKwl0J+KUPYTUujIzKijuhI7nB6h3LdW8uaUrON0q3LKv6g6Ibl27+pEqOYk4GpGQy6JxNDPPVH7kprRNMwtVz+VVAviqCCM2i0cIgVcOEFbrS+KEaRnEtEl0SyOpT5PUY6X3S0g0uttRq9w7Aqkioi2lx4lrU4TUOmLaRNk941fDxdK119jtmiqMEi2MVhz3KUG2hPbhWWQkjWkZVSPzlgKyUK4675nrLWJjcyvQzALvRV/j1bGvlXyNZKGwJbSPffWfvoXeADY3g1pnUzGa7Ypg28n8MDkjWzVy8sNAIFHnrO6HN54bwLRMZDtw4oa5Z+WdtcFdrPBtrjieMZIcnHqBuDa1oN1th+SmztVS4VeR0ZOM5vqWjGu1EAK34uX+2qfYGt5f8XrBzDOSvTzv3aCQo46AUjnRH8levq0O5ppZqKgkAMXIm07v+kULE3kjS0KPLtlKHVDMBa9xNldM9nNGhoH0+SXzLNjcOLqlVRXqZKEgXaO6ixCCBldbRRSOZhUYy/VX9YpYKNHCaEVEB0Cjqx2ndG3zRJuF41H8RBwNZccS2hQFM8d0YazMJ8Kvhgmr9VU9fsSM4fHca1QwskzmhtHNArE5pprFc0XwXycSJj6TZnQldc4WapyLD/m+MopjKSGQiDgbq6Z2DGV7yBuVv6eNzc3Asix6Uid4bfwbpXmkhMyG4B4+0vj5in7G5s7Dp4QIV7lOk/mhMpPT20HIUYdfqSyeMJy9bKes3STuWXEioITZVfMEvituMAuL/vRZTsbewjCvXibsSoQQdHjXVRjmmBj0JE9UGHDd7aiSk83hB6tO0uPa1Lwc82ed+1s9qypeS2rTXE6dviltXQwmOtkqO1qykK8a0jUfYtpkVdFjKSELhRZ3V8W9YWLQmz5L/IrFgc29S0qbRrMqhQSn5MYpX9t8rNW9An+V6kqjud6bco9dSp2qEDkEglbPSpyS54bPf8dylYV2UVC9ddFBTslNxNlYJkoltemiMWZhomzSF1LrCVwlZaAY5RekxvFByb+8mWOqMIxmFcomthIyEbXhumJTzsxUNdTzyP4bSlMbzHajm1c35LubEUIQVuurmpZOF8boz5y/Da2yuRfQLY1DUy+WlX73qSH21D4576hem9uLKjnp8K6rOK5ZBS4m378NLSoihCCgRmh2L694La5NlqUT2iyee1acEEKi07eBdYHdFTt0mlXg3ehLjFRx5b4Wre4VZROiWfoz5+jPnMVaQpUKhBC4ZV/VVBbdKsy7KoNb9rHct6nCKT1vZjgdP0hKi92e3+0aH7nYMoKGZTCYuXDTws7vVIQQtHvXVl08jOR6uZB8H91cmnnWNvPHskwGMhdJabGy4wKJkKMOx3UWjD4lRId3fcXxifwQfZlzNxShE9em6EmdqKjSE1AjtHlWL+lycspV+re8keNWihNCCOqcrTjmiFIpPUbWSBMtjM1JsRNEnA1VhalZPIqf2jmlqHWrGAmXNzJl4oQiqdS72ha9WBFCumrJu+uRM9J0J4+hVRE9lgp+NUy7dy3yFek3aT3BydjbxVLlS2heZHNnMJkfYjw3UHYsoISpc7bawsRdgiJUOr3rq0ZenUscZio/ctv6Do/sZ7lvE4oo9zzKGWlOxQ+S1hN2v3aD3LPiBBTLweyIfKRq7tl0foxDUy8uKPTQqwRZF9xdUf4mb2Y5NPXDm2bUdidgWRa6qVX9fRySe94DgCQkVvq3VFwDC4tL6dOcSbx7WwzDJCHjrFI2ysQkPVOibqEktCmOx35cdQduqRFUa+jybag4blgah6MvVS3HZ3PvYFkWKT3OqfiBihLFTslNq3vlvMxw1wV2V+x6G5bOsek3SGhTi2qbYeqcSxyuuEcFgmb3cprcnUt6guuUPFVLuMW08VueklXnaim7nmk9TlqPlVXeUIWDemfbNdN+nJKbOmdLmXAQK0wS0yZJz4liVIWDhio7+1fikFzIVT6vYGarVq+6HqZl0J08zmDmIkvZq0YSMmsDOwlc4dFiYXImcYie5AmW8ve3uT0ktOmKktK6paMt0SilpYgQgkZ3B23e1XBFivBEfohDUz9cVN97M5CEzOrAdsKO+rLjFhbdyeOcTxy1K9PdIPe0OCEQNLiWsSPyWIUCZmJyPnGUc8kjZeXLroUiVNYGdtLk7qh4rS99ltfGvk68MHlDlRqKzuUmWT2FbmoLUuc0M0/eyGDdBDNGC4v+zPlSLfm51DibKrw3rkXE0cim0IMVEQkFM8tbE9/lXOJI8bve4O+mmYV579QokoOgWldxXDc1BjMXF/S7W5ZF1khzcPJ5+tL3SiirYHPoIfxV/ETGcwO8PPo3jGQv37AxqGVZtkJ9CymYeSbzw6T0WLHKzE34rS3LIm9meWfqBbpTxyteDzvq6fBVhnNeiRCCFndXsXTxFUPZQOYi70w+v+CdWcsyGche4ODk8xUTH7fsZ0t4Hy556aZ0CCFwyV58VSLihjLdVT04biYRtdyjQLMKRAtjTOWHS8ccsosmd8c1BSJJSNS7luGcc63i2hRjuT7MOWK3W/FXzWu+koAawSFXRvJEC2PEChMLHg9Gsr28OfndRQvddxONrnbWB/dUPKNZI8WPxr9Fb/rsDVewsiyLgpknZ2Ts8cAGRVIr/GiihVHemXqe6cI4BSOHaRn2vXKH45UDbA09XDEeGZbO0eirvDf9Gnkjd8N9h2HpZPXUguajNY5GNoUeqLIZneHHE9/hYvIYhnnj/ZpmFsjdgxFm91y1jiuRhcqG4B7OJY5wOX2auSp+xkhyaPIFWt0r5+XsWwxLbWFb+BGi+dGyHUHd0ng/9iMMdPbWPkOda9mCQoNnH6CYNs5gppsLyfd5oPbpClfya9GXPseF5Hss86yi1bOSkFpb1VDsepiWwWCmh0NTL1Y8eB45QKPr2rtaVyJEsRzbxeQxLqdPlb02VRjhpdG/JmukWBfcfdX6wlejKAykGM8NcDl9Gt3SeKT+M9dNzXBITupdyxBIZeaVulXgXOIwG4MPEHbUz2sHNalHeWfqRY5Ov1pR/WPJIqDB1c6W8D4OTv6goipOT+oEPxj+MnvrnqHLtxGH5LzGySoxLJ1oYYzJ/DCNrvYKBdvm5pDW4/xg+M8BWOXfRot7ObXOZtyyb1HRA6ZlMp7r50j01WJ/eEVUlITMxtADBJT5lep0yV521TxBf+Y8U4UP0qV0q8DR6ddwy3521jw2r37DsAyGMt28PPo3TOavLCEsWBPYTpe3MhpoqeGSPdQ5WyuEiOnCBMem3+Ch+mcX/LzOF1VyUOtsZiR3uXRsIjdYFjnhln1XdUufS71zGS7ZW/KqSOpRxnIDmHPGrDpnS4VPVDUijgZ8SrDCLyiaH+V88ih1rpaK1MRqzN5jr4z9LcOZnuu+fymgCAdbQw/TkzxRdl2h6A/z3PCfsa/+WVb7t5WJSfPBsizSepzRXB+X0qdwy14eqH0asYD5h83So8bRhEf2k5pT4adg5nh74ntcSp1imWcVYUc9DsmFVHUcE8hCRhEOnLKbgFJDQK3BITmXdNTcnYYQghX+LawJ7OBI9JWy13Jmmh+N/x1ZI8328CME1JoFXZtZQXMiP8hA5jwT+SEea/g8bqUyjeQqrWNz6CEuJN9nIHOh7JWJ/BAvjvwFmboEawI78cz7nB+0LWMkGcv1z6xL4eH6TyPfQ0v2e+ebXgUhijVrd9U8wXiuv2InYyBzkfemX+ORhusvaKEY7rM59CAT+UEOR18ui7owLJ3j0z9mKNPNmsBOVgd2EHE0oAoHkpARCCwsLExMy8K0dPJmlpg2wVCmh+HsJSbzQ0zmR9CsPNsjjyzou2aMJO9Nv87h6MvUO5fR6O6g3bOaVs9KPEoARSjIQkUSEgJpptqChUmxLbqpkdLjnEse5mj0tYoJvECw3LeReueyBXfgQbWW/Q0/QXIoyuScXTIoChQvjvwl5xKHWRe8j3bvatyyH1kopYoQ1uwvZxnolkZGTzCW62co28Noto+pwjAJLcpy36Z5KZmyUGjzrCKo1hDTys31hrI9vDL2t+yrf5aIoxFFqGXfd1ZIypkZhjLdvBt9ie7k8ZIwoQonulW4IUX1TkcgcMou7qv5OCPZXnpSx8u+r4XJ5fQpJvNDLPdtYk1gBy2eFTgl98x1lUrvszAxLAPdLO6iDmcvMZTtYSI3SMZI8YmWX7TFiVuEZZlk9CSD2Yt0J48TVGsIO4omdy2eFdQ5W/ArYVRptg+TqjyTOgUzz1iun+7kCS6lTzCeG6yoWCMQdPk2sCm0d96+LkIUDSr31D7Jy6NfLauokDVS/Hji24zmLrMz8jgN7nackmvO/WVhYqKZBTJ6gjOJQxyJvspkfuiKZ1PQ7O5iT+2Tt6182YeJVw7Q6VtPX+ZMWRqHZuU5NPVDFKGyOfwQXiWIUvaszo5dJqZlzPytiVP2zPt6SkKi0d3ByfjbpWM9qRPkjA/MiWdFh+sRcTTgV0IlQSGtJ+lLny0bkxtcbajS9ctVu2Qvy30bGcx0l923JibvTv0Ql+xlU+gB3LKvImrQskw0q0BKj3Mmfogj0ZeZzA9jYSGQUISCtoRF69ny7Q/Xf5rnR75S5vlhYRUFiqE/44zvEOuCu2l1r8Ale5DmPKdz7y3dLJAy4oxm+xjMXGQ8P8BkfoiUnmBbeP+SHlehGM12Kn6Akezl6795nvjVMBuDD6DM41m4GwiqEdYFdzE5PlxeatoqzHjAnbvuOSRkFEnFIbnwKUFCjjqW+zazyr+VsKMeCfmGhArLKr+vLcyZYyZ5I1v1LtYtjayRnqlmJSGEKI65QkJCAGLJiSdOyc0DtU8zkR+iP32u7PlO6THeGP87LqVOsjawk+W+zfiUYDFyBglKaxgTyzLRLY2ckWYyP8xgppuR3GUm88PECuOEHQ08Uv+ZebdLCFH8m4bP8v2hP72i1LTFRH6I50e+wpnEu6wP3scyzyrcsq9s/nHluiWtx4vrlkw3o7l+pvLDJPVp1gR2FPfNl9alvSb3vDgBM+qcbxOrA9t5b/r1stdMDE7E3mKlfwvtnrXzevDdso8Hap8hpcc4lzhStjtoYjKeHyQ6OcbR6dcIqXVEHA14lQCyUDBmJvJ5M0NCi5LQomhmHs0s3LQFbcHMMZi9yHC2h5Oxt3DJXkKOOmocTUQcDbhlHw7ZjSLUmfZkSWhF0WAke4mEXpnPBxB2NLA98uiiJvCSkOjwrmVf3ad5ZexvK0oF5cw055NHuZw+jUcJUOtoIqDW4JwJtdXMAgUzR8ZIEi9MkDFS6GYBzcovOk+6yd1Jp289x6d/XFZ9xLB0TsUPMJEfZF3gPhpd7bgVLxIyuqWRNzJM5ofpzZxlIHOBjJ4sTWi9SpDt4Uc5Flt8TvzdRFCt4ZGGnyCtxyt2zQCS+jQnYm9yLnEErxKgxtk4s0NR3M3UzDx5M0dCmyKhTZEzMmhWAd0sPgt31mJxaY8cJgbT2jjT2ji96bOo02+gSCouyU3QUYdXDuCQ3KXdJd3UyJtZklqUaW2CnJGmYOau6iHT6GpnX/2zMxFd8/8tJSGxKbSX6cI47079sKz6R97Mcjr+DpfTZ2h2d9LiXkHQUYtTcmNaBhkjyXhugP7M+WK4b5Uc1oijgX11n6LR1b7kJn7VkITMav92jk2/URaNApAxErwx8W3OJY/Q5d1A2NGAU3ZjYaGbBfJmlqyeJmMkZnYtBR9p/Py8Ih2gaIba4FzG7KQSirtQc8e9Zncnirj+IkoWCvWutlJVCAuTaGG0dK7ZevVXmjVejXWB3RyffpNpbbzseEKP8urY17icPs1K3xbCjnpUyQkUQ3LTeoLhbA+X0qeYzA+X3WPt3jXUO5dxOPryki4vXczR3kFCj/La2DfJXlEmPG3EORU/yMXUMbxygFpnM341PPOcWmhWHs3MkdLjxLVJska6OL6bhXsut7tg5jg2/UZVX5jF0uzuZG1gJwpLQ5wAwY7IY0wXxjkTf7dqRajrYWJQMA0KZo6UHitG56RO8X70de6ve4o1gZ24F1CpRzPzDGcvkzezGKaGZhUomPmib42RIz/jX5M3s8QLkxVmzAAXk++TMRI4JTcOyY1TcuGQXDjkmf9KTmShogiVgBqpWinnbkMIQa2zhY80fJ4XRr7CcPZS2eu6pXE5fZqhbDdvT36fiKORkKMOl+xFIJXWAVk9NeM5lEC3Cmhm/ob93yQhsdy3kYfqPsWrY1+riDbMGinOJQ5zKXUKr+Kn1tH8QYqgxcw9kCOjJ4hpE2SNNJpZbNu91q9diS1OzOCWfeyIPEZf+lzFhGy6MMaByeeobW7Gdw2H8FmEENQ4G3mi8adwSm5Oxt6u2BnRLQ1dj5PW4wxlu2/qd5kvJiZ5M1vsDLVJ+tJnF30unxJiX/2zdPk2LHoCLwuFTaGiev/a2NdLu0uzWBRz1fOF7IdSjtMhFXf+R7N9FQtrw9IZzl5iOHsJVTiKHaGQ0E0NzcxV3QnzKSEeqvsUm0J7Gc8P3BPihBCCZZ5VPN3yC/xw5C8ZyF6s8HAxMcmZaXKFdMWzd3extHfs5mJikDcz5E1IE2eqbNdgYUjINLk7ebzxi3R41y8q1cyrBNhX/yxgcST6SlkEhYlJSo9xIfk+FxZQgkwgiDga+Ujj51kT2LkgH527GSEETe5Otkce5fWxb1T0ZQUzx0DmQkUoazVCal1VIfvqHw5BRx0+JUBqpgzg3DFAFgqN7vZ5R2K0uJdzhJdL/z/3XF4lQEitm5fxKkC9q409tU/y2tg3yF1RZjprpDgdP8iZ+Ds4JQ8OyYlFMdqkYOQqJpoCiVbPSj7a9FMUjBxnE+/ecj+P282sAbkiHLwx/ncVEYkWJjkjTc6428eBW8/NNtXWLG3JjV4e2c+OyGPEChP0zSNSYj4UzBzDuUv8YPjPGc8N8GDdJ+ed4pjQovz94P8kphWFh8UYvU8VRq75bAgEslBRJQcbgnv4ZOsvL/gz7kQkIdHpXcfHmn6GV0b/hoHMxYo+tSj05IlrU5C+yoluAbJQ2BLehyKpvD72zTIBHGbXLRnyhUxZeqLNtbmnDTHnUjRXW86G0P0V5pgWFucT73E++d6CIhcijgYea/wiD9V/al6mWwtBEY4Fl7QUt2hnt8HVzhON/5BNob0L8pqohiI5WBe4j6dbfoGV/q0zO1A3B4HAIbkWJJ40uTt4tOGzNDjbrvr7aVaBpD5NQpsiYySqCBOCkFrHIw2fKUWWtLpX3MA3ubuQhDwjUPwim0MP3WHRDjeTJbirLkTx31uES/ayMfQAn2z9JTp9G+a9UKyGVwnwUP2zPFz/DwipddzI9ZCFQod3LU82/xzrAruRpXtLx5eExLbwfrZFHrll/hLVEBRLVEcc1T2eAkqEoFo770vb4Fp21XEyqNbgUysNe6+GIlS2RR5hxzWiAy0scmaahB4lqUfJGemKSbSEzHLfJj7e9DO0uJcTcTYWv9M9gENysS38ME81/zztnjXzioCZLwKpGLW1FPthm3kx6yNwOX2aF0b+gm8P/BHDVSI2b5SskeLQ1A85Hntz3iKDaZlkjBQFM3vLKtBZWOhWYUbky1z/D+4ixEx09Sdaf4nN4Qfnldq3EIprg8XNP1TJwcbgAzzd8gss921CvWINeSMIBKrkWpLTy2txb824roMiqWwPP8Ll1KlSKOgsulXgnakX6PCuJeJonNcCVwhBQI2wr/7TdHjXc2z6x1xIHiVjJBfcORUVUQWn5KbDu47Vge3UOxcWstXiXs7W8MOciR8ipccxrMVXwJCFUiydGtjF1vB+Wtxdi36wr0SRFLq8Re+KU/GDnIi9xWjuMpqpLTj0dTZvMOyoZ41/B6sC2xckoMhCYXVgBx7Fz5sT36UndQLNzM/rdyt2Kk46vevYU/sUnd4NKJKCZVk0u7tQhWNJ5xrPRRISTe4Onmr+OVb6t3Bs+g36M+er7ipen6JZlVNy0+nbQMj2m7hleOUAO8KPogqVkVxvMdzQMm4ovUwWCg7JRYd3HZtDD7LCvwWX5LkpKRM+JcgDdUWj4MPRl+lJnSBvZMrSsq7XtpBaz6bQA2wL758xvb03NXy/GuYjDZ8jqNZyOPoS8cLUgp9VIaQFLxY9so9aZ3PFGAwQcTbiV8LzOqcQAp8SIuJoYKLC4LToc+RXrh8JOfd8btnL/obPUONs4sDkc0QLY/MeyyVkfGqQzaEH2RX5aMlQOaDWUOtsYijbveT9EqC4AbEmsLPoLRJ7m+OxN5nKD6MvYj4iCwVFqNQ6m1kT2MmawI6bmu5gc/dgWRZpI8HByec5Gn2lLBJJQsYpu4k4GgipdThl91VFy2KK2mxK4jQxbZyckamIVsmbGQ5NvUiHdy1N7s5b+t1sikhCpt65jKeaf5453Mw4AAAgAElEQVSV/q0cm36DvvQ5NDM37zG+dC4kZKHgVyOs8G1mdWD7DVXiUiSVFb7NNLiWcTJ2gBOxtxjL9c/0awtft6iSg7CjgTWBHaz2L2zdshS4K8UJvxqmy7cB/YpJQcTZWFbXfDGEHHU8UPs0atRZMVAqQmU4e4mwo2FBEy5ZKHR619Pk7mRH7lEuJN+jP3OehBYlO6Ok6qaGiYlAQhYyklBwSE5csgeX5KXG2cQyz6qSy3DReGth3zXsaODRhs+xI/IR+tLn6EufJVoYI2skyRtZClYewyyGm80+6AKBNOtaLLlwyz6CjhraPGtY6d9KrbMZp+S+6bnYQgj8apidkcdYE9hBf/ocF1PHi6alepK8maZgFjAtHYvi4ldGRpEcOCU3LtmDTwnNmH6uodHVjk8NowrHgtsqCYk2z2o+0fKP6Umd4HT8HSbzw6T1xEwOffHazQohTsmDR/FTNzNh6vJtxK+ES9ermPbTzLrgfaUB1C37cMsLq0Qyi1N20+5dW2HmWqw2cmfJrS7Zy8bg/XR5NzKcvUR36jjD2R5SWoysmUYzc+imPvMsFAejYkftxCm7cUkego5aWt0r6PCuo87VimeekRiyUGhxd1U8NzWORpQFRiFVO3fRWLbclbnJ1bHgCKc7CafsZmv4YVYHtjOVH6E/c56R7GVi2uSMh0SWwowfjmkZZcKFmBn8VUnFIblxyV6CaoQW9wqW+zdR52zFI/tvKFqiGrJQ6PJtpMndyUDmAucSR4r3mB4nN5PTaWKUzAgdshuP7COk1tHp28Bq/zYizkZUceud2YtRRavxq+XVSZrm6atwq/EoAfbUPsly3yZOxQ/Qlz5HUo/O5MbO+vlYpYmeKjlxSC5cshevEmCZZxW+BQgAUKyU1OFdT1ybqhiDV/g2L8j53KP4WRfYzUD2YtlxCYlO34Z5Veq4EpfsYVv4Edo8qzmdOERP6kRxLNeT6HPCtUtjuOTBr4Zpca9gfXAPze7Osgg+Wcis9G8t+iTNLICaXJ2L7jcijgY6fRvKRBOn5K5aHvZ2UTSTq2dP7ZOsD97H5dRpulMnmMwPkTGS5Ge8hWZTAD8YB4rVE5ySh4Aaptm9gjbPahpcy2YMWtUl5QvT6Gonb2ZvuWhV62ie1+JHQqbB1VYx1/DKgRveLRZINLu7Kq5f0TT+2tFbs8LEq6Nf41jsjTJfF78SZm1gF5tCewk7GuaYN1/tPimWJzcx0GdKTPakTnAk+goT+cGyazFdGOdc4giNrmuXNgZQJScd3rVkrvBbuRUIBA2utnm9N6TWV6ynFKEuuN+uRsTRSJdvY5mo7ZI8eBc514UPyl1vDD5Al3cDw9keziffZyR7qTTGF8z8THliEwkJSSilsd4leXDLPhrd7bR51tDs7iKgRm7KOmZWbN5d81HWBXfRmz5Ld/I44/lBMnqCnJmZs8Ezu25RZtYNs+uWMM3uTtq8a2h0teFTQiiLWLfA7Lx0BQ65fJxrcLbN22vpdiHukNqpd0QjPkwKZo7pwgRxbZJMaZGrIwm5lDPmkf34lRB+NYJH9t/0QdfCImekSWhRUnq8KJQYOXSrgDGzyJAQyJKKS/LgUQIE1RqCai2qdPPCluaLaZmk9TjThXGS+jRZI4VuFndbZPHBA+5TQqXf7WZPViwsDFNnujBOtDBKxkhSMHOYllmKbCk6O9cTctReZxC0sSyLnJkhXpggrk3NiHU5DMsoRQspkopb9uJVgviVMH41sqAyvDY3l9nyvEk9RkZPkJ0RKTSzUJoQwGzUkgOXXJyMBNQIAbXmQ3eEtyyTpB4jmh8loUfJGRkMSyuJXl4lQMhRV5y4LnIScC8we90nCyMktSky+uxi2ppZiDtwSV48SgC/GiagRJaM+//VsLDI6immCqPECxMzpnZ5BAJFcuCWvfiVMDXORjxKwB4LroFpGSRmdqpTWoycmZ4Z34uLpVnh36fOjO9KeMnfXzbzwzB1Dk49z0ujXy0zkvQqQT7a+JNsCj14Q/eKaZlcSp3kO4P/o8IrZbV/O59t+xclc3abD5/ZsWm6MEZCnyajJ2c2TMyZkrAqquTCqwTwK+GiKeUCU7wXi2kVPa9m1y05I11atyhCmdlQdeFTQviUMH41vORE1iuY1xezxQkbGxsbGxsbGxsbm7uOyfwwf9v3XxjN9ZWOyULlwbpn2Ff/D26K6GxYOt8a+O+cjL11RfWg5Xyu7depcVb3ybGxsSljXg+inZxnY2NjY2NjY2NjY3NXYVkWPckTTBfKS/wG1AibQg+WSlvfKLJQaHS1V1RtKsxUvLOxsbl52OKEjY2NjY2NjY2Njc1dhYXJaK63zGcCitV4ap3NN/WzXJKnIjWrGH1uB3/b2NxMbHHCxsbGxsbGxsbGxuauQjPzpI1EhWmoXwnddDPqgpmrNMqX1Lva9NrG5k7EfqJsbGxsPkTihUmyRvp2N6MqspAJOupwSNd2R7exsbG5GzAtg5g2ScHIXf/NtwFFUgmr9ciSPR1fDIZlYJjVyvneXENB0zIYy/WVKsjMMlv9wcbG5uZh94Y2NjY2HyKvjn2d47Ef3/LycIshpNbxmbZ/Tqtnxe1uio2Njc0NkzezfH/oT+lJnbjdTalKg6uNL7T/BmFH/e1uyl2JLBTkKpU4kto0uqndtIou47lBBrLdZeO2QBBUa2+oNKaNjU0ltjhhY2Nj8yFiWsZMTfE7T5wolgK989plY2NjsyisYp9rWNV2128/xh06FtwtqJKTgBJGIJXKWANEtTEGsxdp96y9YUPMuDbF25PfJ5ofveKzXXT41tlRLzY2Nxnbc8LGxsbGxsbGxsbG5q5CEhLN7uU4ZXfZ8aQW5e2J7xPTJmZMKxeOaZlM5od5fewbnIi9iUl5SkeNo5EVvs2LbruNjU11bLnPxsbG5kNElZy4Ze8dGaHgkr1IwtasbWxslghC4JBcuGTv7W5JVYoVIOw+90bo8m2g1tnMYOZi6ZiFxfnkUYwhg/trP06TuxOn5EEWStVICsuysLDQLY2CmSOpTXM+cYRT8YOM5fsrvCYckptdNY8TVGtv+fezsbnXEItVFG8yd0QjbCCra7w70YdpWexp6MAl35x8vWpk9AKHJ/qpcXpZE2pAkewB+kbIGRrvTQ6S0TX2Nnbhku9c7TFv6Lw/NYgkBFtrWlEl+bp/M55NcjI6Qleghk5/zYfQyltDf/oc0Stqst8pOCQn7d61eJUPcmgNy+RCfIIL8XHuq++gwe2/jS388Hl3op9YPsOOujYiTs/tbs68SGl5Do734pZV7qvvuGP71uFMnPcnB1keqGVlsA7ZFsZsbjK6qdGXOUtSi93uplTFJXvp8q7HIbtud1PuWgxL573oazw/8pWKkqICCY/ip82zimWeVYQdDbhkL4pQS6kgxowgkdGTRAvjjOX6GMn2kjES6JZW8XmKUNkW3s9HGr+AR/bfcNqIjc09xLweljt39XIP0ZOY5MsXDjGVz1z1PQJYE2rgn65/6Ja2Janl+KMzb1EwdDZGmm6pONGTmOR33n+JzZFmfnPrE4Sc7uv/kc1VSRby/O/z7zCcibOlpuWOFidGMgn+68nXcUkK/2X3J2jyXN9Q6uB4L//p2Mt8Yfl2/tmGfTfZi/vDo827hjbvmtvdjHljmCYvDZ7jS+cO8KW9n73nxImvdh/hZHSYP7jvU3eNODGVz/B7x1+l2RNkW20riuS43U2qyqnpEX7rvRf5mZW76PLXIMt3ljhhWRYJLc+Bscu8M95LQsvR5gvzSPNK1oUay0TV2fcemxrknfE+RjJx3IqDTZFmHmleSb3LZy9ibgOKpLLct+l2N8PmFiILhQ2h+5nID3Mk+gp584O5tIVJWo9zNnGYs4nDyELFKblmIigkLMvEsHQ0M49mFa77WU7Jzdbwfh6s+2SZiG9jY3PzuHNXL/cQmmkwlc8wkUsBxYiC3mQUl6zQ5a8t6UxNhaXVETa4AzzespqVwTrcyq0TQWzuPMJON480rcQpKwQd89sxWu6v5all69lS03KLW2djY2MDedPgLy4e4qvd71Hn8hJwuDg+NcyrQxf4V5s/wv0NHaVoj/Fciv919m1eHjpPwOEi5HCTKOR4aegcRyb6+ddbHqPWdWemFtjY3O24JC8P1X8KRVI5En2FtB6v+j7D0sgYldEQ10Mg0eBaxrbwI2wJP4THrtBhY3PLsMWJO4Aufw3/YdtHMayi0/DZ2Bi/dfQFOvwRfm/n06XdFucScwSud/v4jc2P3u5m2NwGgg43v7Ju74L+ZkOkiQ2RplvUIhubJYi9Ub9oLMvinbHLfP3SMXbVLeOX1+6lzuXjeHSY/3ryNb509m1WBepo8BQjiXTTJKHl+GzXVvY3raTB42cql+ZPzx/k1eGLbKpp5idX7LA9XWxsbgFCCLxygIfrP02bZzVHo69yOX2agplbdKUWWSiowkGts4W1wV2s8W+n3rUMSVw/DdXGxmbxLK3V7l2KQ1bKQqUnsikUScIpKTR5gkhXCQU1LZOJXJqB1DQZXcMpK7R4gzS5A8hVcowtyyKazzCQjpHU8oCFR3FQ6/LS5AnimBOiKgRopsmlxBSj2QS6ZRJyuOn01+BTHCXBZDSToC81zapgHZIQ9CajxLUcipBo9gRp9YbK8p1n89dHM4nSsUZPgJWBumvmRSe1HIOpGNFCBsO0cMoKEaeHFm8Qj1IMWT4bG2Mql2ZTpJnAnN143TS5lJxiPJsse82iGLUymJpmPJciZ+iokkzQ4aLJHSDi9NxQGK5hmoxkEwyl4+QNHa/qYJk3RN0V4b2D6RjDmQRrgvUYlsnlZJSUlkeVZVo9QZq9wYpcbMM0GUjHGM7EMS2LOrcPn+K86lpEMw0G0zFGM0k0y8CnOOnwRwg53GX3l24aXIhPoJkGm2taiBeyXE5GSWo5VEmmwe2nzRvmXHycvKGxLtyIS1YxTJPTsVGm8xk2hJuomdkhHEzHGEzHWBdqxKc66U9Nczk5Vfq8kNPN+lAjjiopKPFCltPTo+SN8olFo8fP6mB9xSTfAhKFLP2paWKFLKZl4ZJVal1emj1BXIp6Q2u1gmEwkJ5mLJvEsEz8qosOf4Sg6ipdT800ODM9ikNW6PRHGMumGE7H0UyDgMNFpz9CYM77F8tULk1/apqknschyTR5ArR4yp+1RCHHmdgobd4wYaeH3lSUyVwaAdS5vHT4a3BIcllbLMtiIpeiLzVNztAIqC6W+UJcrbnz7YNMy2I4E6cvNc3WmhZkIdGbjDKRSyGEIOxw0+WvwTUTQTWWTXI2NlbVZV0IQYcvQoc/UnY8q2v0paJM5dJYQNjpodMfwS2rFb93MQQ/R28ySkLLIQlp5t4OVb0XqzGeTXIhPoFbUVkfblpUGpVlWeQMnb6Za6OZ5aZrQgg2RZrL0kkyeoH+1DSTuTRQfIY6fBF8qrPi/BKCvKGX3i8JUbVfnnvu3mSUqXwGCYi4vHT4IrjkD0zkCobB6dgIHsVBuy/MaCbJSCaBZhoEHS46/TX4VWfFfZXWC1xKThEvZHHJKm2+MOIqT6RlWSS1PJeTU6XrU+/y0eYL45zzO8fyWc7Fx2j3RQg4XPQlo0zli9+z1uWj0xeZ9/W8kqyh8fpINwL4woodrA01IITgwcYuLsTH+YuLhzk82c9TbesBaPL4+bdbHsctq6Xfq9bp5dmOzRwYu8yZ6TGyuoa3ynWysbG5cYQQOISLVf5ttHpWMpK9THfyGMO5y6S0GFkjRcHMoVsahmUAFgKBJGRkoaJKDpySG5fsxacEaXS10e5dS6OrA68SLPpU2KlZNja3HFucuEsxTJPXRy7y191H6U5MlBYG7b4wX1i+ncdaVpdSJSzLQjNN3hrr4euXjnEuNjYjToBHUVkdrOc3tz5RNtk3LIvv9Z/i5cHzDKZj5E2doOpiX9MKfmXt3tJu0TsTffy30z/mp1bsoDsxyTvjfUTzGaSZBcQ/XLGDp9rWlybCumnywsAZvtd/mkQhR1LL8amOTfz7rU/gkyonbYZlcjY2xl9ePMyxqSGi+QyGZeKUFVq9IX5t/T72NnYB8JUL7/Lq8AX+7MHPsXlO6H/e0PmbnqM813+67LWsXuCr3Uf5wcBpRrNJ8oaOIiSCDjc765bxrzZ/hJBjcT4YeUPne32n+HbvCfpS0ZI4sSpYz8+s3MXu+vZSvvJrwxf5q+7D/Oyq3bw/OciRyQHihRyyEKwI1PJzq+7jkeaVpcWeZhr8YOA0X+0+Sm8yihCCJk+AvQ1dVZ1lE4Ucf9d7nO/3n2Y4HadgGvhUJ5siTfzMyl1sq11WEigyusafnj/IcDrB7+16mj85d4BDE31M57MoksQjzSv5d1se5xuX3ud4dIjf3/1JlgdqSel5/uN7P+RMbJT/a/vH+XTnZgzL5O97T/LdvpP86YOfw6OoHBrv5UvnDpLQciS0HDtr2/hve56lpsoCYjiT4H+efZuhdIysoZPRC2T0Ap9o38h/3vEkDrl88duTmOR/nTvA8akhYoUMxow40eD285MrdvDJ9o1VRbvrYVkW04UsX+t5jx8OnmMkmyiJE9trWvnZVbtZF25EEoKMrvGHp3+MLAT7Gpfz3MAZ+mcW+j7VyZ76Dv6PdQ/R6g0uapJjmCZHpwb4yoV3OT09WhKx2rxhPtG+kU+2b8SjFCdQl5JT/OvDz/FE6xpcssLLQxcYyyaLYpbLy6c7N/NTK3eVFtWGZXIyOsL/OPsWp6Ij5E2dsMNTdq9e2Zb59kGmZfL6SDd/cPJH/Mnez3B4sp/nB84ykoljAV3+Wn5351MsDxSdz49ODvCbR5/HnCNOWBYUTB3Dsvhn6x8qi7wZzsT5yoV3eWv0Uik9Luz0sLexi59euYs2b6j0e5uWxZnYKF++cIj3JweJF3JIkqDJHeBjy9bxua6thBzuq14fy7IYzSb5f0++zjvjffzUyp2sDTUs+FoCJLQcf3b+EC8PnSeh5TBmdt8LpkFAddHuD/Pb2z5GxOnBsixGsgn+4sJh3hztYSKXwgTCDjcPNHTyj1bfR+uc7wnFfuivuo/w8tB5RjNJwKLNF+ZnVu3i8ZY1pYW+ZVn0p2P8+fl3eGeij6lcGoGg1uVhf/MqfmrFThrcRVE1pef4/ZOv41dd3Fffzg/6z9CfniZv6PhVJ/c3dPJP1z9EsydYasdINsGXzh3gjZEekoUcXtXBulAj68KNFb+JaVlcTEzwZ+ff4cjEAHEti4Sg0R3g8dbVfGH59pJwfCExwb8+/BxPtq3HsixeH77IeC6FNSPYfqZzKz+5cse8DHevZDqf4UxsjFqXl82R5g8iGGWFTZFmVEni/alBnly2DiEEkpAqPEmEEPhVJ4okY92R9XlsbJYekpDwKUFW+rewwreZvJklrk2S0uPkjBQFM1+KpiiKE8qMMOHCLfvwKkH8ShhZUq4qoNrY2Nw6bHHiLsS0LN6d6OcPTr1BQHXxq+sepNkTZDAT49u9J/iDUz/CLat8pGUVQghMLA6MX+Z33n8ZIeCJ1jVsCDeVIh0008B/xW7OYDrG3/ee5InW1WypaSVZyPHt3hN8u/cELd4gv7jm/tJ7k4U8f37hEKsC9fzKur3UOr2cmh7hb3qO8r8vvMOaUD1rZibvDknmZ1ft5ic6t3AhMcG/P/rCNb9rd2KS/3zsZS4np3igoYv76jvwKGpxty6boNGzeHO+N0cv8Vfdh1kZqOMXVu8h4vQSzWc4NT2CS1EWnUajmwYvDp7lj8+8Sas3xK9v3E+jJ0B3YoLv9J7k/z7+Cr+17aPsqmsr/c10PsuXzh5gXaiBX9+4H7/q5L3JQb526X3+5PwBVgbr6PBHMC2L9yYH+aPTb+GQZX5twz7afRF6klM813+KnsQU9W5f6byGafKty8f48oV32VnXxs+vug+PonImNso3Lx/n90/+iP+040k6/ZGyRc1QJsYfn3mTgmnwj9fcj1dxMpCOUefyokoyywO1vD12mclcmuWBWoYzCdJ6noDq5GxsDCjuZA+kpwk7PTS4/chC4uNt67i/oYuhTIzfef+la/6Oy/01/Jddz6CZBqZlcTo2yn869nLV92Z1jb/sPsxboz38RNcWdtW2I4RgKB3jdGyUkNN91Qik62FYFn/TfYS/7jnKw00r+Cfr9qJIEsemhvl273GmC1l+e/vHaJmzGDs2NcRgOsb+ppX80pr7KZgG3+k9wff7T9PoDvDP1j+EvMD2WJbFufgYv/PeD9Esk384s5s7Xcjw/b7T/PGZN5GF4NmOTaXdYs00+F7/aVo8AX6icwsrArX0pqL81cUj/NXFI6wK1vNw0wqgaFL6h6d+xIX4BM92bmJ3XTvRfJYfDJzm9PRoWVsW2gfNktELfP3SMUazCZ5p28Ayb4jJfJqEli+LdnqwsYuv7f/psuVcopDjT84f5FR0pGxRm9YK/I8zb/Hy0AUeb1nNvqYVyELwzngfzw+cIZbP8m+3PEaNy1tchKei/D/HX2Uyl+azy7exJlhPSsvz3MAZ/vTcQVQh8dOrdqGWhe5+8B3Gskn++MybHBjv5adX7uSLK7aXorcWgmlZPNd/hm9ePsb+phV8ccUO3LLCC4Nn+dLZAzzavJJfXf8QTTNRdfFCji+dPcCPRrp5vHU1e+o7MCyLt8cu88LAWTJ6gX+z5THCcxbIF+LjWFh8rmsb7b4wPclJvn7pff7w1BvUu/zsrm8HIFbI8v+deoO3xy7zVNs6HmxcjmGZvDnaw3f7TpLScvz6xv0E54i1Ryb66U1GebR5Fb+8di8Zo8B3ek/w3b5TtHpD/Oq6BwEoGDpfvnCI5/pOs795JU+0rkEgSueeFcqheI8PpWP83vFXGc7E+YmuLawNNZDRC7wwcJavXHgXRUj83Or7SsJKfubZWuYN8fnl2+j019CTnOSvu4/yFxffZW24gT31HQu+Pmm9wFg2ycpAHe4rjKFrXF48ioPRTJKcoV/VM8myLHqTRXG6zReuOI+Njc2tRQiBS/bgkttYnIRsY2PzYWOLE3chiUKOr116j4Kp8x+3f5RVwXqgONlt84b5Pw9/n7/vO8H9DZ14VQcprcBfXjxMUsvx29s/xkdb15Yt1Krt5uimyTPt6/lHq/egSjKWZdHiDfGrB77FW6OX+LlV95WiITTLoEbx8C82PlwKfb2/oZNoIcM3et7nYnyC1cF6hBDFEG6nh7DTQ1ovoFwj/9awTL51+Thnpkf5hTV7+NlVu8sWATe6C3UpOYVmGnyifSMfn9n9AniybR2GZSItUjGfyKX46+4juBSV39z6BKtDxeuzp76dTn8N//bwD/hq9xE2hptKk9q8odPiCfIvNz9K10yZzPsbOhnNJvjBwBn6UlHafWGyusaLg2eZzKX47e0f5+n2DYiZ99a5vPzLQ98ra0tvKsrf9Z5gfbiRf7f18dLO3kNNy5EQ/Mn5g7wx0s0y346yxdjs7vNvbfso4Sq7yCuDdWT0QmmX8nxsjJCjGF7enSimhaS0PL2paVYEa1ElaWYX0YVfdSG4voeKQ1ZonFPFY7qQveoOqGYanIuN0+oN8YWu7TR5AqU2W5aFibXocMyLiQm+03eSBxu6+DebHystovc1rkAzdb7a8x6Hxvv4RPvG0t+ktTyf7drCr214uPT8tPvCnImN8tbYJX557QO4FxHF8Y1Lx7icivK7O5/m48vWlZ7jjeFm/tXh7/FX3UfYPXOfAZgz3/+X1z7Aw00rkITE/VYHqiTxu8df5fBEHw81LkcSggNjl3lvcpAvrtjBr6zdW3rW1oUa+NUDf8f0nGpCC+2DZtEtkwvxcX7/vk+y3F9z1WviV134gzPpV5aFbpl8rec9zk6P8dMrd7G7rr302sHxy7w6fIH9TSv4jU2P4J+5Pvc3dCIJ+Obl4zw0upyn29ZjYvHS0HmORYf53Z1P8fFl60qfuT7cxD89+G2+3XuCjy1bS4s3VHpttu+ayKb472fe5I2Rbn5u1W4+v3zbooQJKAo170704ZZVvrhiB+tnBJdnOzbz+kg3F+ITRJyektB0ZLKfFwfP8sUVO/jF1XtKKTAPNHSSKOR4YfAsz3ZsYk9DZ+kzZEni51ffx0eaiyLRffUdhB0e/sN7L/L3fSfZUbcMCcHrI928OXqJZ9rX8+sb95e+0wP1neimyQ8GzrCvaQX7m1bOab/GE61r+Cfr9pbu8TZviHOxMd4c7eGX1jyAIklcTEzw2vBF1swIr42eAALYWbeMyVya/tQHJR5Ny+LV4YscHO/l93Y+zTPtG0qvbQo3888PfYfv9J3ko8vWfnCPWyaKkPgn6/byQEMXkhDsaehAEoLfP/kjjkz0s7uufcHiZMEwSGk5go7KNCyPouKUFdJ6gayhVRUnLMtiKp/mxcGzeBUH+xqXLypyy8bmVmJZFgVTpyc1yNlEL9FCojhWK16W+5rZGl6FbHss3DYsy+LF0XfoTY+wr24rawMdd2VqSUrL8Or4EYazk2XHH67fxmr/wvtnm6WNLU7cZViWxWQ+xeGJftp8YabzWY5ODpReT2g5PIqDgXSciVwSr1pDXyrKxfgEu+raqk7SqnUJAYeL/U0rS4tBIQR1M94UCS1P1tDwz6RhCGB77TK6Ah8sNhRJYqW/DiEEMS2LYVkoC+x8pnJpTkaHafGGeLxlTcWu0412ZSsCtchC4luXjxF0uFkbaqDG6UGWpAqPh4UwkI5zNjbGJ9s3/v/snXeYXGd97z+nTu/be5e06rKq5SI3cMHGYHqwMRAgkAAXktyQ3ITkpjzJvSE3EEJI6IQaGxeMjWUbG8uyLNmS1cuuyva+Ozs7vZ1y/5jd0Y52Ja3WkrHDfPTo0aOZc86855z3lPf3/n7fL/UuX/5zURBZ5auixVNCZ3iM/ngoP6gTpl+oa2bNviuiRKu7DN08RiSbwsQkqWc4FBykctoicOYYCMAybzl1TsfiK9sAACAASURBVF9+ttk0TY6GhhlLRlkbqKYrGizQe5Cnz21nZIyklkVRz76AeFQbt9YsmzcwAVDr8GKTlXzJz8nwOA5ZZXNZPb/oO8ZwIkLG0OiPhbj9nGDYlUCVJJZ5y3m87xg/PvMqd9Qtp8bhzde+S4vsLaZp8up0mU2J1cnJyHjBlqySgmEadIbHyBhntTGsssJNVUsKrh+fxU6dw8dYKkZCy1yyQ000m2Z/cIAWd2kuzXzWd5V2N9dWNPPtzj0cmRzOD9wEoM7pY0NpXV6jQxREGp0BHLLKVCZF1tCxSDIHgoMoksSmsvqCa63G4WWFv4L+eCh/TC71HjSDJAhcW9F8wcDEuRiY7Bnr4T9P7+Xq8kbe27Q2PzDPGgb7g4NohsF1lc0FugsWSeamqjYe6jnMvok+bqpuRURg12g3HsWKCQXtjmcz+C02OsJjdEcnC4ITqigRzab5ee8udo508aHWja8pMAG5QE3W0FFEEfusviAJAjZJIZZNoxs5keRcEKYXwzRxyCrHps5mshimiVu1ktI1OsJjBcEJv8XOukBNwX15ua+CaoeHM5EJJtMJ3IqV/RP9KKLIdRXNBefeKivcUr2En/ceZd94P1tnbduhqNxUVfiMCFgd1Di8RLNpknoGl2jlZHicqXSS22vbKbe58v3WrVhZV1LDzpEzBcfkxdGunC7LOecnoWXwqXZ6opN0RYMFfbzJFWBtoCZ/n5EEkWZXCTZJZiqTRDP0S9aeMDDRTHPeZ4EoiAgI6KaRF7I+l7Su8VDPYXaP9fDhtk2LLv0pUuRKkjU0fj74Ao8N7SSupVCnSxkMDDb6l7PS04wkFYMTv0n2BI+yJ3iMOnsFS931b8pSk6yp0x0b5kS0h6yhMZ6eImNkaXJU0eaqo6jeXGQ2xeDEm5BIJs1YKsZYKsYHn//BvMs0u0tITQsJDsbDJPUsTa7AvKJp8+FWrAQshbZnkiiiihIJXceY9UImTYvJWc8JHlgkGVEQpl+wLz3PYTKdIJRJUmFz5V5qL/MAd2t5I/e2bOAHp/fy2d0PszZQzbWVzdxS1UbN9MBkMb85GJ8iaxjUOX1zXmw9au64dkyNMZ6K5YMTiihSaXfPeYG2yjICuUwWE0jrOmOpGC3ukoJBhCAI2KScuOlM1oMJjCSiOb2ErgP8V9eBedsby2bmvGDbZZXqc+rXZ+OQVRqc/px4XipBXzxEld3DMm8Fj/QcoTsaxCLJTKYTtHhKr/jD1CYp3Ne6nsl0nP88vZdf9B1jS1kDN1S1ck15I/ZZIq6XgoHJUDzMVCbJNzt3863O3fMuF8umC/QRXIpljm2gJIiokoxJLhPgUhlLRoll0yz1luM4R3BQFSWq7R40w6AvFsp/LgABiwOXUmjXqkoykiCim0Yus8Q0GU1GccqWOQEpUcjV+8/mUu9BZ9sj0HBOCdGFmEmL/9rxFymxOPnE0i14LWdLC1J6luFEGKukUG2fq+NR5fBglWT6YiHSuo5A7n44nIzw2d0Pz9srvaqd2KxSA8hlcT3YdYBnh05xTUUj9zSuek2BCQCnrNLkLmH/xAC7x3qosntQRInjU6OcioyzqbQ+X7qgT5c7hDJJ/v7Qr+Ztt0CuxG42PtWeD+TM4FFteFUbE6k44XRO22Y0GcMuqwUZRzNUO7wookRfbBLNONtv3Yo1L3w7gySIWCSZcCann5HLHsjpBFXYXAVBSkEQKLe5UGYNfDLTwr3BdJzPvfzoeQPns89PThvDOefZlnv+TPfxebZzMUQEZEFEM/U53xmGgUEuY+Pce7xpmuimwdODnXz/5F6uKW/iA81X5YPBRYq8kTgTH+SxoZ1EsnHeVrWVFZ5mBASiWoIKqx95ngxH0zQZTgXZOX6QWyo24leLtppFLoxXcfLx5rcT15LE9RRfPvlTTkR6f9PNKvIGpRiceBMyM5DcVtnCB1uumndmxyYr+QH2zPKyKC14kJhT8V9Ye0RBWJTg2MUwTBNzeubqUuvzZ2NiFgwcZ7BJCh9q3cC1lU38aqCTXw+f5lsdu3mk5zAfX3o1t9YsPafufOHthpnZtbmIgjCnTSLCgn5rRlRt/tm8ws9Nci/JNknhfc1rua6ied5tBiyOOS/2IsIF3VMskkyLu5TDk0N5F5CryxppcgUwge5oEEWUKbU6KT1nAHMlEASBZlcJ/3vdbRyaHOSXfSd4daKfHSNn2FBax+dWXE+Dc+GD4hlMM3f9OGWV+9s2clVJ7bzLzQTn4loGyGW9XO6AjDF97sXzbFkUcp/rzA58CKgLmPUyyV1r4nT5wmwEmNMXLvUelN+WMHdb523TtLvQv5/YRSST4s/XvoX6cxw68teRwLzZOcL0Hx0TMNHN3Dqt7lI+uezqAn2GGWRRpMVdWvDZYCKMbhrUO/0cCg7x3NBp7q5f8ZoGnLIo8a7G1ZwIjfCVozt4ou84FkliNBmj0Rng/raN+eCEMR1AKrE4+L1lV+eFQ8+lzukr+L8gzJ2PEjj7We685/4VznsMc5/rZqGg40L6uMnM/VCYt4/IYmFvNkwD04R6p49Pt187J/gBIAsiTbP2X7hCzx+LJONRrUxlkphmYVlYTMuQ1jTsDnVORp9uGjw/fIYvH9vBMm8Zf7TyBgLz9LMiRd4IdER6iWQTrPA0c0/NDQQsZ7M3zyfhamBwaOoUD/Q/ywZ/ezE4UeSiCIKAXbZil62UAnbJetF1ivz2UgxOvAlxyBbssoIkCGwtb7roi5lXtSGLIhOpGBlDW9Bg5VK5EvPiDlnFJitEs2ki2fRFLdgEYfol/pwHqm6ahDPJeZYXsMoK7d4KlnnKubd1A08PdvLNjt187fhO2r3l5x0EXIhSqxOBXFnKuUGRlK4RzaSwSco5s9kLO4KKKE2n4yfnZDtkDZ24dnZGUUTAo9qQBAGfaueaiubLdp4sokyLu4TtAycYTIQJpuMs85bnbFjtbrqjkximSb3LV2C1eSWZSSu/saqNbZWtnAqP89Ou/Tzae4SAxc4fr7rxkme7JUHAO+0MUG5zXdZjeKn4LHYsosRUJjnHXlU3TULpZO4YWC49GCQJIi7VSlLPktSyBd8ZmEQyqYLPLvUetBjSusYD3QfZNdrNZ5Zfx+ayhjmD5xlL4ayuE0rPvcbDmSRpQyNgcSALEqKY0z2JZdOsCdTMGcyfD6es8rkV22h1l/K/9j3B14+/SK3DO10us/geUWXzsDZQw1AizGp/FXZZpcbhZXNZPeXT2gyQy6zyqDZ006DJVbLgfhjNpguyHSCnFRHXMlglOX+P9ShW0rrGVDo1ZxvhTJKMoRGwOpAEgdm942JtEAUBp6IiCMx7D45m0wX3MYsk41YtDCcirApU5/V3LsaVuCZdioUqu4eJVJy4likI4E6kYsS1DBV2V4GFrDktFPulI89RYnHwx6tunBNQK1LkjUQkG0czNSqsARxyoTvZ+YKPGV3jRKRn3kmfIkWKFHmtFNWZ3mTkBmB2VvqqOBke51hoZM4DwjTNfK0y5NKry6xOXhnvoyc2iTnP8ud+9kagzOaiwemnLzbJgeDAnJfsc9vtVqwktQyTqUTBMZlIxeiYGpuz7kxKO5zVBHh7/Qpurm4jlE7QOys9/lKod/pocPnZPzFAaNYLuTltd9kdm6TG4V3wwGg2VklmqbecgfhU7lzO2vZIMlrQZkEQWOotw2uxs3ein5FEpOB4zcxqnq9m+kKIgkCVw4MoCBwLDeNULJTZXIiCyDJvOT2xSTrCYzQ4/XmBwivJufshCgJLvGV8ctlWSq1OuqLBOan6C0EQhJxwqaTw0mgPwWkB0Blyx9B4XV7S/BY7y7wVnAyP0RsLFbQjlE6wb6IPt2Jlha9yUdtf5i0nns3QGR4la5xNZY9nMwXXz2LuQZeKbhj8augkP+s+yN31K7ltlvjnbCxiztbRxGTfRD+ZWUEb3TB4eayXjK6xyl+ZFzFcX1LLSDLC3vG+OW00mS6hOmd/HLJKrcNLq6eEz6/chipJfOnIc3SGC+8rl0pHeJQn+o9zW207n11xPX+w/FrubliZF42cQRAE1pXUoJkGu8d6iJ0TLDKn9/fcdk+m4znHjunPDdOkJxZkKBGhyuEhYHVgkxRW+qtIahoHggMF514zDF4a7cE0YbW/CnURDkYNTj8OWeX41CjRTCp/z8oaOidCowXBMFkQWV9Sx3gqzitjvQs+P1cCn8XOSn8lk+kEr04M5Pt4SstyIDiIZhqsmaXnYZgG+4MDfOnwr/EoVv7Xmlto9ZRe6CeKFMmjmwahTJSBxBg98WF64sMMJseZzETIGtp5+7xpmsS1JMPJCXriw/TFRxhLhcgY2XnXyRgaE+kpBpPjdMeHGE9PYUxvozc+QndsiO7YEL3xEVJ6pqB9kWyc0dQkp2L9HA/3YGDktjO9TndsiL74CEktjYlJOBunJz7MVCZa0N6pTIzu2BCDyXG0WfebjJGlPzHKUHKioO1ZQ2MyE8kfm974CEPJCaLZxHmfvZqhM5wMMpAYy7/rxbUkQ8kJeuMj9CdGmUhPnffYmqZJNBtnMDmeO66JUYLpMFlDm+fXXjumaRLTkvnfG0yME83mRKgvlqGmmwZTmVj++PQnxghlovO+20WycbpjQ4wkgwXl2ecSykTojg8zngrN2Y5pmqT1DGOpEH3xEXrjIwwngyS01BW7N+umXnB9DCTGmMrE5t0HwzQJZaL0xodJaCkM0ySczR2f3vgwQ8kJEtrcQPy5+zijjdGXGKVner2YljzvPuqmwVhqkv7EaL5fJbQUw9N9ri8xyngqREaf/9oscpZi5sSbkBKLg3saV/MPh37FPx35NR9u20izqwQEgVA6Tm8sRLnNxeZp+7SA1cGddSv4yrEd/PPRHdzbsp56pw8BmEgnGE1E2VRWP6dG/kpjnvPvuVglmTvrlrNvop9/P7GLpJZltb8KRZKIZFIMJSI0uQL5F8AVvkoQBB7sPkiJ1UGV3cN4KsYPTu9jLBUtSCvWTIMdw2fIGjqt7hJ8FjuGaXIqMs6RyWEcskqFbXE2peV2N3fXr+S7J1/mGx0v8d6mtfgtDgbiU/zg1F7GUzHub9uIT7VdfGPn4JAt3FjVyosjXXyn82Xs0+0cSUT58ZlXiWbTeUeOmWOyrbKZh7sP8/UTu7irbjnlNhdZ02A0GWUoHmZdSU1eXG6h5ARSnbgVKy+N9rDMW4ZDVhEFgWXech7tPUJKy/KW6iXz2uflkuzPlzR66YTSCZ4dOkm900+1w4NdVoll0+wa7SacSbEuUINtkRoB60trubq8ke0DJ6jscHNHbTt+i4OMoTGcjDCSiLClrJFqh+fiG3sNiORsQnePdfONzt2IQk6/IZZN84veo7w02s1d9StpWUS2D+TsO3/WfYgHug5SZfew2l9NXMvwWN9RzkQLFbYv9R50KcxYpn6zYzdNrgAfaLkKh6wWBCdFYbpsalpg87G+ozzWd5Rap5et5Y2ICBwMDvJfXQeocXi5rqIln93xtrp2nhs6yTc6diMIsMpfhVVSCGdS9MVCiILAjVWt85ZZiYLIhtI6PrH0av7+0K/42vGd/NW6WymxOucsuxAEchkiL450IQkCVklBQMChqLR7y2n3VuQdHrZVNvPUwAke6jmEU7FwQ2ULbtVKUssymJhiPBXnlqolBZoc4WmbZ1WSc1av8RA/PvMqaV3jLdVLpsv3BG6ubmP7wAl+2nWACruLjaX16KbB3vE+Huk9TLuvnM1lDYsqr1vhq2SZt4LdYz083HOYm6vbEAWRV8Z72TXaVfDiKwkid9S188xgJ9/q3IMsiqz2V2OTFSKZFH3xKUzT4MaqtnzJy5VCFSXeWrOUpwY6+N7Jl3HIClV2D6+M9/Fo7xHaPKVsmmUH3Rke55+O/JrRZIRPL78Op2KhNzpZsM1ymxu7rLwp1faLXBlM0ySpp3lh/CC7Jg7TFR8ilk0gCAIexUm1rZQ1vlZuq9iCSyksDzJMg6PhLp4d3cfRcBeTmTCyKFNpDbClZCU3lV1FmbUwc6cnPsz3up9gMDlOJBsnpecCCS+MH+DFiUP55Zyynb9e8TGWuHN9fCQZ5IH+ZzkZ7WMkFSSh54L9f3/iPwuGzj7VxeeXvJ+1vjZeDh7lm2ce421VW7mv8TYEBDJGll8M7eSnfb+iwVHJny67jxp7TntrIDHGF49+k0ZHJX+94uMYpkFvfIRdE4c5FummPzFKVEsgIuJX3Sx113Nz+QZWe1vnBK8j2Tj/eupBJjJh/n7l7zGWDvHk8B4OT51mKhvDIinU2sr5SNPbWOqqL1g3a2gcCZ/hmZFXOB7pIZyNoYoyDfZKri5ZxY3lV+GS7ZftOjZNk85oH08O7+bg1Cki2RhO2c5KbzN3Vl1zQbeUlJ5mT/AYO8YPcCraT0xLYpMsNDur2Va6jq2lq7BJZ7O+jkyd4R87f0Sjo4q/XP5RvOrcZ1fW0PhR79M8M/IKd1Vfywfr34oknX1/GkpN8KuRvewLnWB4OsgRsHhY623jloqNtDhrLt+xITfA3zlxiBfHD9EVGyKhp3DIVlqdtdxQdhUbA+0F+6gZGk8O7+aRgR18quWdeFQnvxx6ieORbpJ6Bp/qYr1vKXdWX0uNrXTetk5kwvx67FV2TxxhMDlB1sjiVV2sdDdzS8VGVnia5qwX15J8u+txOqN9/M3Kj5ExNLYP72F/qJNQJoIiylTbSrm34VbWeNsuy/H570oxOPEmRBJFbq1ZylQmyY9Ov8rfHngam6wiAFnTQAA+2LI+PzBQBJF7GlYxlUnyy/7j/OX+J3HKuQs5a+h4VBttntIrHpwwTJP9E/38+Mx+4lqaiVSc8VSMncNn+GTiQdyKlSqHh99dsjkvgLm1vInPLr+O7558hS8f24FTtiAJApppIAsSn1l+bT44sbmsnjtq29k5coY/euXnuBQrumlQZnVye207Tw10FLRl70QfTw90YJdV1OmBS1zLoBk697VuXFRJB+SCKu9tWstUJsnTA53sGevFIskktSwZQ+N3l2zh9pr2Rd28ZVHkhsoWjjWOsH3gBJ/f8yguxYJJboZyW2VLgSOHRZL53SVbMEx4fvg0u8e6sYgyJrlz71IsNLr8lxycACi1OvBb7ewe7eHt9StwKLk+WOPwktE1DEwaZ7kynAyP8d2TrxCaFjrtigYRBYFP734Ij2LDZ7Fxf9vGvEjopRDT0jzQdZBwNlcyI4simqETzqRodZfwOy1X4VxkcMIiyvx++zWYmGwfOMGO4dM560RMMoZOwOJgua+Saq5scEIQBDaW1fFHK2/ke6de4c/3PYFdVtFMg1g2zY1VbXy0bROORe7njA7Df5x4ib89+Aw+1YYoCLgVK2+rW85Pz+zPL3up96BLIalnebzvOB3hMSYziTn2uIIAW8ub+P32awAosTr43Irr+ecjO/j6iV388PS+nKBbNoXf4uD326+heZaTULuvkj9dcwv/fmIXXz66A6diQZx2XkjrOjdVt7KtsuW87VNEibfULGUwEeGHp/fy7yde4g+WX4v3EoONM8GWGoeHjvAYw2ciuWiFmSul8ShWPtS2gXc2rEYRJcpsLv5w5Y38y7Ed/LRrP7/oO4osiBiYZHSdOqePa8qb8HK2HTdVtWICf/HqL5EFkWg2TVzL8IHmdVxf2ZI/JlV2D3+4chv/fHQHXz66Y7rkzCScSVFl9/DZFddR7ZgrOLoQ3KqVjy/dwj8efo5vdu7moZ5DqKKMJArcVL2Eqe6D+WUFQWCJp4wvrn0rXz2+k68cewGXbJnWvDBIGzrXVTRx/QXOz+VCEARW+Cr5SNsmvt25hz/b9wRWSSGSSeKz2PnksmsKNDGeHz7N4ckhRAS+1bmH7516Zc42/3LdrWwurZ/z+ZXAxEQzNFJ6Godsz7v1FHnj8fjQLn7S9ww2yUKDoxK/6iZraAynctkQoiBwS/nGgnU0Q2fXxGF+0PskE+kw9dNODmk9Q3d8mAf6nqUz0stHm+6kxlaWv3adso3V3haWuHJBh4NTpzgR6abFVcNa71nbUIuk4Lec1ZJQRIlaezl+1U1cS/LM6F6yhsYtFRvwKmcncmyShQprAAGBUosPRZQZTgVJ61mskkrayHIq2o+AQDAdZiQVpNpeCiZMZiIE02GuLV2DIAjTg/ZeHh/ehUVUqbGVU2LxkDYydMUGeX5sP2dig3y27T0sddUX3J9ywtM6CS3F7uAxnhvbRzAdptTqo9JWwmQmTEpP51SJZq2XNTSeHd3HD3q3kzGyNNgrWeFpIq4lORMb5Ps9TzCYHOODDbfiURYXlJ6NaZqcjPbzb6cfojs+RKW1hI3+nMX1mdgg/3rqZ+fNcIhrSR4b3Mmjgy/kXLgcVfhVN6FMhNOxATojuUDSe+puQhVzk0RNzmqqbKUMJsc4Funi6pKVBZkZpmkykgpyLNyFVbKw0tOcX9c0TXrjI/xH16OciPRQZvFxlW8JoiDSlxjlqZFX6Ij28onmu1nmbrgs95xYNslP+p5h+8gerKJKo7MSn+JiMhOhM9rHsUg370hez93V12GXp+3HyQXuknqaX43tI5yJIgoia3xtZPQsZ2KD/HJkN72JUf6g9V0FAYqZ/f921y94NdSJT3Wx0tOMVVIZTI7xwsRBOqK562q9f9k5Om+5DI+knmb/ZCe7g0cZTgUptXipsPoJZaKk9MycPldkLsXgxBuQgNXBXXUr8toF82GXVX6n+So2l9azZ6yHoUQEE3N6oFTB2kBNftmZkoVPL7+OGypb2DcxwHgqhigIlFgdrPJXUTstXGeVctZxuqHPcd+wyyo3V7fldCumB/ONTj/vbFhFu7diThsbXH7e1bCaJZ6zD0ZJEHEpFpyKSpnNdXY9IZe6ZpeUc6waZd7ZsIrVgWr2jvfRFwuhmyYe1cpSTxkbZ73olVqd/Onqm7m6vJHOqVEMzg7Yx1MxnLIl/zKpihL3tqynzV1Kd2ySWDaNiECF3c2G0lravRX5fVwMXtXGp9uv5ZryJvZN9BPNpghYHKwvrZtOjz677TZPKe9sXEXLPCnAre5S3tu0lkaXP/8AcStWPrP8WjaU1HIwOIhumizxlnF9RTP7gwN0TI0W1EFX2z38yaqbuKV6CYeCgwTTcRRRys2OB6pYPuvcKaLE1WWN1DlyWhEXwqPauL22nQann81lDcjTM9kVNhe/07KelJ4tsM8TEXHIKoooUWpz0jYjOjh97i2SzPwSohen0u7hC2tu5mBwkLFklLSuYZdVGl1+tpY3zetCsFAEQaDB6eev1t3GvvE+Dk8OMZVJoooytQ4va0qq89kKqihxQ2ULk+kETqUwSGCVZLZVthBKJ+bNJlkIFlHmHQ0rafdVsGu0i9FkFLusstJXyaay+pwF4/R+BqwO7q5fQb1zbs17wOLgrvoVNLkC+Zl5VZR4e/1K6p1+9oz1Es4kqXJ4uLGyNWeTakLlrGyiS70HtblLeW/TOhrnac9sxOlypPc0rpn3e0GAclvhS+EKXxX/sPFOXhzp4mR4HBOTOqePayuaqbF7Cl4gVFHixspWlnrK2DXaTU9skpSexavaaXGXsKG0ruD63FreSIPTXzAQtUkK97asRxZEguk4U+nkJQUnTNPkZHiMv9z/JJV2N/+w4U7KrE5EQcg5rsRD/Ovxnfys+xBbyhrzzj/LfRX8w4Y7eXm8l+OhUWJaGrusUO/0s76klrLp4+JSVN5Wt5yt5Y3UO328MNLFyfAYiiixJlDNlrKGgiBWzg66ji9tejs7R7o4HR5HFEUaXX6uq2iedtrIHUOLqHBjVRvx7Fw7XJukcENlK9FsusB5aF1JDf9n4538eug0Q4kwHtXKlrIGmtwlKILICn9lfvuKKLG1opEmd4Bdo910R4Ok9Cwe1Uazq4SNpXX5Z1OZ1cnd58kWKpn+bpm3fNG6ILIg8u6mNSzxlLF7rIdINkWNw8s15U00uQMF96tWdynvblwzp/xwNovJlls0JpyOdXFo6gh3Vt2GQ359MyOLLIyEnmLH+AEM0+B3m+5iS8kKRETAJGNo9CVGEBBwyWezJkzTZCA5xk/6nmEyHeVdNTdwR9XV2CUbJiajqUm+1/0Er0wep8Ti5aNNd+ZnliusAe6p2Xa2vMrU6Ij00Oas4711N+cHogDyrBn7UouPu6uvw8RkLB3ipeAR4lqK2yuvpsFxtpQwJ6Ar5X/LrdgJpqeIZhNYJZW4lqQvMUq7p5Gu2CDDqWCuRJdc5oSBSZOjanpbAqu8rXy86e00O2sos/gQBRETk/7EKF899SAno/28OtlBs7MaVZj7XA1nY/xs4DlWepr5VMs9VNlKEICkniGYDlNtK3zv6ooN8mD/c6T1DPc33sENZeuQhZzL1tFwF98483OeG3uVBkcVt1duec2DzKSeZvvIbk7HBljtbeX3mt9BxXS2y2hqku9On8f5OBg6yaODL+CQbdzfeAfrfUuRBAnd1Hk5eIxvdj3GL4d3s8Rdz3rfUgRBwK+6ucq3hIcHnmd/qJMN/mUF59zA5HRskP7EGEvd9Tnr0ul9jGlJfjbwHMfCXWwpWcm99bdSasmNHaayMX7Ys51fj+/noYHn+Wzbe15z8MYwTXZOHOTpkZcJqG4+2nQna7ytCIgYGOyb7OA7Xb/g54M7qbaVct10UGuGrKlxZOoMt1du4Z6abbgV56y+8zMOTZ3i2dG93NtwW95uPmVkeHJ4Dy9PHmeVp5mPNt1JlS3nOBfXkjw08Ot8MLHRUUWZdW55dlxL8ujQC7S56vhQ4+3U2ysQBYG0kWU8NUWl7dInA3/bEN4gdS9viEYUKVLkjcv+iX4+t+dRNpXV83fr77giIoxFirweZA2db3Xu4d+Ov8h3rns/G2aVB0Bu8PEne3/B3vE+vnr1PYvWESny20vWyPLzoScYSAzykcb7cCuLK1MscmUJZSL8z0NfYyI9xZ+3f5g1L+tyLwAAIABJREFUvrZ5nW1moxkajwzu4Dtdj7PB386fLLsXh1w4mdAR6eVvj38XgC8su48VnqZ5t/Wd7sd5sO9Z7qjaysea7sIiXTzzbjQ1yR8d/CoxLck/rfkMTc6qeZfLGhpfPPpNRpJB/nz5h2l2VrMneJSvnHyAd9Zs45fDL3GVbwkfabwTVZT52umHeGZ0L/+0+tMscV84w8g0TX7S9ww/7XuGrSWr+FTLPQVlL8F0mP/b8UMOTp1ilaeFP1zyfsqtF3bsyhoa3+l+nMcGd3Jz+QY+0Xx3fjZ+5vtHBnfwve4nuMq3lD9a+oHXPADvjg3xl0e/RVxP8T+X/g6bAssL9vFouIu/P/F9gpkIn2l9D7dVbkYURFJ6mv/T8UNeDh7jQw23846a6wuCDCk9w3+ceYSnRl7mrRWb+Xjz27FJFkzT5MDUSb7U8SPcipM/W3Yftfby/HGJaym+dupnvDB+gA/Uv5X319+CgJBvyxePfgOv6uKvln+Uekfhc+lMbIC/Ovpt0kaGLyy7j3W+Jefd7z87/HVeDXXy+bb3cXPFxnn7fDAd5h87fsSJSA8faXobd1RuLXDIyhoajw6+wA96nmStbwmfa3sfXtVJWs/yYP+z/KB3O42OSv5X+/3U2s9OlJmmybOj+/hS549pdFTxd6s+kXec6YoN8r+PfZu0nuULy+5jja+1oE3j6RB/ceQb9CVG+ZOl93J92dr8d+FsnK+efICdE4doc9Xxx0t/h9pZWUtFgAXqVxczJ4oUuQCjySivjPcViDZdCK9qY2Np3UWdRYpcGoZpMpgIk9AyeBTrRV/e5kMzDI6FRug6Rz/hfAgItHpKWH4FBoZJLcvusZ55HQzmwyLJrAvUUGEvWra90TCn++be8b4Fr+NVbYwmI4iCMG+GViSbYiwZxaVYsC8yy6bIWYbiYV4Z71uwyk2J1cH6kro5mSGXm+ORDhRBpsZeQ1+in8l0CEmQqLSVU2mtnGNVmzWy9CcGGE9PYAI+1Uu9vRaLaMm/AKf1NAPJQUZTYxyeOoppmrwc3Itt2rqvxl5Nvb1uUS/MpmkSzkboTwwQ02IIgohTdlBmKSVg8edLAibSQU7FztDqbKbEcnaWMK4lOB45QYkaoNHZkP+8O95LUkvS7GxkKhtmIDFIxsjgUlw0OOpwymcHgDmxuxD9yQESWhK7ZKPWXoNf9b0pBwFuxUmzs4a+xCg/6n2KYCbCCk8TFVb/edPis6bO0XA3giCwytuCXZ77vlFpDdDmquPVyQ5ORHrOG5y4ksiiRI2tbNquNI5pmnTFBrFJFmrtZVRZS+iJj5DU00iCSH9ijHKLH7dy8SwfQRAosXiQBYmUkcFg/owlWZBY7W2hzHrx/hHOxjgTG0ARZZZ7Ggt0DGa2VWsrwy5ZGUkFCaYjrzk40ZsYIaYlKbN6aXQUBnkEQaDFVYNXcRHMRAq+G01NMpgYxynbWOqqRxEKh3MWUaHOXoEiyPTEh4lPa1EIgsASVx219nKOhbs5Ex+k2l6WzxwYS01yPNKNW3Gy3r+0oOSjM9pHQk+z2t5KlW1upm9A9VBh9dMZ7aMrNnjB4MRCGE+H6EuM4lPdLHM35LM8Z5AFieXuRryKk+74EBPpqTkaGmUWP5XWuZl1La4avKqTcDbGYGI8H5w4ExtkKhOjxVlDvWNuRrhHcVFlK6U7Pszp2EBBcGIGSRBZ5m44r55FkYtTDE4UKXIB+mIhvn78RWLawpwe2jxlLPGWFYMTr4HZg71KuxuLKNMVDfLD0/uwyypXlzcuKk07a+g8P3yKh3oOXXxhcg+Y9zWvuyLBiZiW5ken93EqMr6g5f0WO19YfXMxOPEGpTM8xj8ffX7By68vqWNtoBpRyOkTvLdpLVV2N5pp0BOd5KnBDjrD49zTsIqqKyy0+tvA6cgE/3JsB9oCnYnWBGpY5i2/4sGJJ4efRjM0qu1VnIyeIqElyZoaLtnJbZW3sCWwGXG69j6iRdk+/DSHw8dIG7nnkSLILHUv4fbKt1Ki5nRVprIRnh97keHUMMOpESREXhjflQ8cXFO6hXp73YWaNS+madKfHOThgUcZSo5gmAYmJrIg0+hs4N017yBgyaWjd8d7+V73D/lo430FwYlQJsSPex9gY+CqguDEy8G99MR72RzYyN7J/Yylx8gYWdyKi4803pcPTuimztHwcX45/BShzBSGaeTcg1Q/d1XfzlLXkjedtoaIwHvrbiJraByaOsW/nX6IWlsZy9wNbC1dRbOzGodkKxjkGKbBaGoSAYEKq5/53BxUSaHM4iNjZBlNTc75/vVAQKDRWYU2ojGamiRjZOmKD+OUbVRaS2h0VvGr0b1EtQSaqTOZiVBnr8A+y9JUN3RC2Shd8ZwbyGQmQkJLkTE1hpITpIzsjML2vKiiQqnFu6B+EddSTKZz7ihPDL3E7uDROctMZWKk9AwJPUVKv3QHsHOZzETQTZ2A6pnXDckqqrjmCdaEMlFiWoKUnuGHvU/hHHphzjKjqUmypkZUixe4jDhkGxv87RwLd/Ny8Bgb/ctxyFZM02RfqINQJsqWkpVUWgvLD4aTuYmdM7FB/u749+YMvDVDp3/aHSWcjS/qeMww414SzsbyOizn9nNBEPBb3NhlG4PJcWJaouB7EQGP4pgT5BUEAauo4lPcjKdDhGa5yQwng+imwVBqgv/X+ZM565qmyenYAJALZs2HIsiULbDPFZmfYnCiSJELsMpfxfeu/8CCZ9xkQcLzetYV/zdlJBHh346/SFLPopkGkiDiU218uG0Tm8oWJyhnlWQ+3LaJ9zXPjXTPj4B9keKSF8NvsfN/N96FZi4sI0dExP06WLIWWRxbyxp58Kb7F7y8KsoYpkkwneBXg5382b4n0E1jWntFwq1YeXfjGj7YchWWRdh3FilkY1kdP7nxQyy0glQRZTyv0/V2MnYKi2ThvbXvosJaRl9igAf6H+bXYy+wwtOOR8kFp14cf4md4y9xc8UNbA5sRETkaPg420eeQRYk7ql5B1bJQkD1857ad5DUU/zb6W/ikB18oP49OKc1Jyzi4u5puTr2vfQlBvhg/fupt9eimzqDySHSRia//cUynBphz+ReNvjWscTVimEajKcnKLecnaEdSY3yyOAvsElWPtx4LxXWMgYSQzwy+BiPDj7OJ5rK8wGSNwuCIFBvr+Azbe9mf6iTXROHORXt58mR3bw4cZiN/nburrmOOnt5frBjmiaaoSPAee19RQQUUcbAJGtk513m9aDeXo4sSAwmxxlLTzGeChFQPZRZfTTYK0npGfoTY7hkOyk9TY29FPt0xkLG0Ng3eYJHBp6nLzGKTbLgUhxYRAVJkEjrGS52TYuCgLzAe6hu6mRNHcM0GU+Hzjv4LLF48CrOOQPXxZA1tFyQT5TPO8s+3znOmjqaaaCbBsOpCeT0/G0ps/gIqJ45A+W1vjYeHdzBiUgvo6lJmpxVxLQEh6dOA7DOtwSHXPgum57uRwk9RU98eN7fs0oqTtk2p8xoMeimgW7qiIJ4XscSWZCmtZr0eaxThfMGCARBQBbFaeHUs4GbtJnFJOegM6P3Mt9vVloDOOX53/UFQUAWis/t10Lx6BUpcgEskkzZIi1FiyyeNk8Zf7P+dsKZFFlDxyYr1Dl8NLj8i9aaEAQBt2rFzW9+kC8JYoHAYpE3L4IgYJUVrIuYZf/Usq3cWrOUwXiYpJ7Nu6NU2T3UOr1FXZXLhFVSsNremOUxVsnGTeXbaHfnBOt8qo8TkU4OTB1iPBXEo3iIalF2B19hibuVm8tvyGcSXG+5hqHkMAenjrA5sJEmRyOyKOESXciijCxIKKKMS3ZeFs0JzdQQEHDKDpyyA1VUKbPOTe9eDDEtxkbfVVxfdtY6sc5Rm//eNE32Te4nko3wrpq3s9TVNm236WEiE+SRgcc4HjnBtaVbL0t7Xk9EQcSjONlWto7NgRX0xIc5NHWa50b38fToy4ynQ/yPtvdRavXml3fIVkwgpqXm3aZuGsS1JJIgzhlkvp4EVA8B1cNQcoKRVJColmCtrw2rpFJhC2CXrHTFBim1+DCBGltZftB/KtrH108/TFxL8tbKTWwOrCCgerBJFhRR5rnRfXy/55cXbcNC8yxlUcYqKThkK++pvYl2d+N5l5VEiap5ygUulZlSi5SexjiPBmB6nuCSRVRQRBm/6ubDjXdQYzu/y5kiyvjUwuu/3OJjrbeNF8YPsm/yBA2OSnriI5yJDVBtL6Xd3ThnYD8TcFjnW8I7a7Yhcf6Bv/c1lrsIgoAqKlhElayhkdIz8y6X1DNkDQ2bpBZobgD5IINpmnMCPzOuGpIgFpTvOKScqPgydwPvq715TmnPbC5UflQs5nhtFIMTRYoUeUMxE0RYjA1lkSJvJlRJZqm3nKWzXG2K/HYRUH2UqiX5l2dREHFNBx+yZm5QMpoaJ67FqbWvxSGdfSGWBIlGZz07J3YRTIdocpx/MPVakQSJdb41nIqe4Vtd32OVdwUrPcupt9fhURbvhjSDS3ZR56iddqqYS9pIM5QcxjRNJjNTHJo6kv8ulJlCM3VGUwsrk3ujIiBgkywsddXT7Kym3d3AV04+QGe0j5OxvnxwQhJE6h0VnIz20xMfxsScM8Ob1NMMJMemLTgv3Z77Yu2cwTyP1sMMVslCjb2M0VSQsdQkKT1Dk7MaAQGf6qLE4qEvMYphGiiiPO2mkdv+walTTKSnuMq3lPfW3oxHcRb0s7ShzTNbvnjcsp0yi5+R5CSSINHiqrniqfllVj+KIDOWniKhp/BRGESI68l5MzhKLT48ipPR1CQuxUGrq/aSrkG7bGWtbwkvThzmaLiLm8rX0xntI5yNszmwgkrb3AykentOgyGhpWh0VGK9wMD9cuBVnJRavUSycUZTQSpshSVMM7af0WyCEot3TrDAxCSUiRLXUwVZDqZpEs0mCKYjOGUbpbMcN2rt5SiCTFxLUmUvzbuRFHl9KRbEFClSpEiRIkWK/AZQRRXlnBm/mUHGTDlh2khjYmIRLXOm5KySFROTzPQyVwpBEGhztvCRxnu5pmQLZ2LdfLvr+3y7+/scnDqMvoAStZw0wPxtVEUVRTh/artmaqSNDKHsFA/0P8y3u/8z//fXYy+giPKihJJ/0+imTkbP5jQ8pmfOBSFXklFtK6Xc6scwjYKZY0WU2eBfhiLK7A91MJgYz69rmia6aXA03MXp2CAlFi8rvM2Xtc2KmMvIMUyDiXSYC7n+2SSVOnsFk5kIZ2KDSIJI47TLg09xU2b1M5ScoDcxgkOyFlh7xrQkJuBRnVils6KvpmkSTIc5Gj6Ts7m+TLgUB6u9OXeGnRMHGUlNYswKfpimiWEaZIxsgYbDa6HBXkGJxctkOsz+yU706X4w81sHQqeYTEfmrFdq8dLubiClp3lh/AChbLTgPOTbqmfnFXQXBZF2TyPVtlK64oOcjPZzINSJTbKwJbBi3jKKZe4GKqx+TscG2DfZkStJOec3NUMnrWcv2CcWSoUtQLu7kUg2zp7gMeLZZP7+kdOkSLBn4ihRLcEyd8O8tp6DyXE6Ij358zhzfbwyeZyEnqLaVlqQAdPqrKHOXk5/Yow9E0fIGNnz7GOmoG8UubwUMyeKFClSpEiRIkV+Q1xsvtMpOxAFkbgWn5OiHM3GEBGxSba59dGXObdYEASqbVWUW8u4umQzZ2JdbB95hocHfk6ppYQae3XBz852UDDNnPbBYkUEFUHBJlkps5Tysab7cStzxYHtkn2eNd/YnIz28+L4IVpcNVRYc2UOApAyMuwPdXIq2odPddEwy7ZRQGCFp5mtJSt5aeII3+z6OXdWXUOpxYdu6nTFh3iw/zkM0+CtFRupsF5eHQ5VVGhyVDOcnGD78B6csg2XbEcnN7CusAbyFpyqqFBtKyFtZDkSPkOVrSQ/w22TVKptpRwLdxHXk9TZy/HOKj+os1cgCyInIj0cCHXmrSsnM2GeG32V7vjwosSxz4ckiFxfuoZDU6c4EDrJv59+mLdUbMoLamaMLMF0mJPRfpqd1dxQftVr/k2f6uL60jX8uO8Zfj60E5tsodmRu476EqM8OvjCvE4ksijx1opNdEb7eHH8MJqhs61sHT7VhYBAysgwmpzkTHyQjf521vra5myjzOJluaeRJ4ZfYu/kcc7EBml0VNHkrJ6zrCAIVNlKubPqWn7a9wzf7v4Fw6kgy9wNWEQFwzSIagm6YkMk9BTvrNmWP8+maaKZOllDQzN1NFPPB5ViWpKpTBRVVJBFCVWUERHzopVvqdhEZ6SPZ0ZfwSZZ2FyyAquoktLT7Jo4wq/HXqXaVsotFRuxzqOnk9BTPND3LCk9S429FMM0OB7p5qmRl7GKKjeWX4V1ln1uwOLhbVXX8O2ux/iv/meZysZZ5W3GLlkxTDOvtzGcCvKe2hspKWZWXBGKwYkiRYoUKfLfAsM00TUDwzQRAFnOveQU7byKvJmpsFZQYglwKnaGUCaEX80NNtNGho7oSfwWP6XWQts6gZwoW0pPoZt6wezfYm1EDYz8dgOqn4DfT1xL8JO+Bwllp6imCgEBVVSRBYnx1ETOUQMBA4PeRB8JPXHxH5sHVVRpdDTQGT1FKBumydmYLwExyc0Sn08070oxM8OdyeoMDU/R2xdkbCJKNJokk9EwTVBVGYddxeuxU17mprrKh8/rQFEkRFEgrWfYMX6ARwZ34JTtuGU7oiAS0xJEsgm8qot3195Erf1saUZOm8TFB+tvxcRk18QRjkx14be4yBo51wu7ZOEd1dfz1orNc2rxXytWycKtlZs4Fevn5cljnIj04FLs6KaBXbLy6dZ3s8Rdl29rudWPRVTpT4yywd+OZbo9giDQ4Kgka2iEszGuLVlTkP2y3r+Uq/xLeXWyk3/q/AmV1pwjTTAdJmDx8L66m/hx79OXdd9KLF4+0vg2fihuZ99kB/tDnThkG7IgkdQzpPQ0dtnKvQ23XZbfs0i5AfhAcpwXxw/xLycfIKB6EASBmJZgvX8ZtfYynhp5ec66Tc4qPtH8dr7f/SQvThzmxYnDOGQrIgJJPU1Kz+JTXaz2tsz726IgsjmwgmdH97Fj/AApPcOmQPt5tRQsksLtlVvQTZ2fD+7ku92PYxVVbJIFzdSJaykMDDb4lxXcb3TT4PGhXXREe0nrGdJGNi+o+eTIHvaHOrFIKhZR4cby9azztSEh5bUf7m+8g+/3PMGD/c+xfSQXDItpCaLZJNX2Uu5ruI1l7oY59zVZkFjjbSVjaHz55E/xKE40UyeYDqOKCndVX8vVJasKSncUUeba0tVkjAwPDTzPT/qe5uGBXGDUmNZx0TFodtZc1pKiIoUUgxNFihQpUuRNj2GYHDrSz+PbDzEwOInLZePG65ey7Zql2O1XxnWlSJHXA4uocmPZNn7S9wAPD/6CLYENiILEkaljnIqe5rrSrVRaC3VLJEGizl7Lzold7Am+QouzGd3U8aoeKqyXrnES0+I8P/YCqqRSa69BERQiWoS9oVcpsQTwKmctb0stJZRaS9gdfBm/xU+JGmAwOcTOiV2LrlMXBIH1vrUcCx/nkYHHmEhNUOeonZ7NDjKWHue2yrfgV+emdl8JDNNkKhTnlVe7ee6FDvoHJonH06TTGllNxzBygzNRFJAlEUWRsFgU7HaV1uZyPvSBq2moL2GJu55PtryTI1NnGEkFiWtJQKDGXkazs5p1viU0O6pR5lH/r7KV8PHmu9kcWMGrkx2MpUMogsyWwAo2B5bT5qrLZzCcj3KLj3ZP4/TAf2FlMZIgstrbyh8v+QC7gkfojQ+TNXQcso0mZxUBS2FWS6WthDXeVoZTQVZ6mguCJc2OKlZ6molqCVZ4CjVTAqqbT7Xcw87xQxwNdxHXkjhlG1tKVnJ1YCVe1cWp6AAexYl0jniwIso0OCpzDmqXIM4oCAL1jko+3foeDodPczB0kpFpG1SnbKPKVspKTzPtnoYFb/Ni+FU3H226k1XeFl6d7CCcjeFWHKzzLWFLYAXHIt30J8bwqy5mp0NJgkS7u5E/WvoBDk+d5vDUacbTU+gYuGU7dfYKVnqbWeo6v8NZo6OSa0pX0xsfwa3YWe1tRb5AkM8uW3l79XWs8rawb7KDrtggMS2JLEqUWry0umpZ423FqRRmMQUzYcZSofz/a+1n70EJPU1iOqMqlk1gmmd3UxJENviXUWUr4eXgMTqiPcS0JLX2cpa5G9jkb6fKVjpvSZeJSUD18O66G3lp4ghHwmdIaClWeJrY5F/OVf4l2KW514dVUrmlYiNL3Q3smzzBqdgA4UwMSRDxq25aXDWs9rYSUAttvmVBpMZeRkxL4rcUbd9fC8LlqAu6DLwhGlGkSJEiRd6cDA1P8df/8BgdJ0fyn3k8Nj7/B2/h+muW/AZbVqTI/Py/k18lqSX5ZPPv4p9lgfnE0HZ2jO/k/sZ7aXcvBSBjZHg1dJDnRp+nL9GPaZqUWku5pmQL15Veg0MuHAyYpslQapif9T9KR/QkGSODXbJxd/Wd3FS+7ZLbmtCSbB95hpeCe5jKhDExUQWFRmcDN5VtY413VX6AaJgG+0MH2T7yDL3xPkRBpNpWzebABvaHDlLvqOP9de/Ob/unfT/jwNQhPtX8Meoddedtg2majKbHeGbkOQ6HjxJMB5FEGZ/iZaVnOXdX34nrNboELATTNOnqHuc7P3iRV17tJptdmCX0DI31JfzNX7yDmurXJ5BSpMhvE2k9y4P9z/Kjvqe5tWITn21772+6SUXOsqC0vWJwokiR33IMw2QiGCU0NTfdtrbaj82mFNPii7zheX5nB1/6ylPE4mdr2kVR4I5bV/H5P3hLsQ8XecMxlhrHwKBEDSCLZ2fGw9kIMS1GQPVjnTWzp5sGkWyYmBYHcmKYXsWDfB4hScM0iGlxItkouqkjixJexTsnkLEQTNMkqaeIatGcQKdpIgkyTtmBW3HNcTXQTZ1wNkJ8uq12yY5LcTKVCSOLckGGQygTIqEnKbWUoM5TN35uO9JGmnA2QlpPT1sOqrhkF7ZpG8AriWlC/+AkX/7XpzlwuP+Shf8EAa69uo0vfuEuZPnNJ+BZ5CyGaRLKRAhm5gpWXgxZkKi0BS5oVVlkccwOTry1YhP/oxiceCOxoBt0sayjSJHfcjIZjf/4zg6eff5EweeCAH/xJ3ex7bolRc/mIm94YvE06UyhgrphmEQiyd9Qi4oUuTBl1tJ5P/cobjzzCD5KgohP9eFbYOmCKIi4FRdupdCeUDd1jkc6OBPruug2ZEFhjXcVNfYq7LIN+yxLvgshCRJ+1TenzGK+ffapPnwsbJ8EQcAqWQuCNq8nqVSGRx7bz6GjA/MGJvw+B5UVHpxOK5IkomV14ok0oVCC4GQM0zRZtaKmGJj4b4Bmamwf2cN/9jx5yev6VTdfXP4RlrkbLn/DihR5k1MMThQp8lvO6HikIBV+BtOEl/d1ce3VrYjK6ys0VqTIpeJwWLCockGKtSSJ+LwOLrttwZuERDLDgYN9JJIZrFaZlctr8HrefI4GRS4vhmkymQ7RFeu96LIWSaXVeXmtKN+smKZJT1+QXbtPoeuFYnhVlV7uun0N69bU4XHbUBQZURQwDJNsVieVyhKNpRgemWJF+1w3hCJvPiRBZK23DbXp0gVHraKFMkuxrKdIkfkoBieKFPkt5+DhfkJT8Xm/O9ExxMRkjMpyz7zfFynyRqGtuZzqKh+dp84G2vw+B5s3NPHbWtHR1x/kH/9lO9FoitISF1/8wp3F4EQRZEHi2tKr2VqyeQFLC5fVrvHNjK4bHO8YYmwiWvC502HhY/dfx3Vb/z977x0dx3nm6T5VnbvRDTQy0MhgAECQAMFMiSKpZMmWbGnkHGbGHtvjSbt3d/acu3vv2XPvprvpzp317Ho843EYeWYcZCtSmZREMZMgQRIMIHLOQAd0DlV1/2gAZKFBAt0AKULq5xweHRW6q7+urvre73vD792AKN6+O5CiKNTVFH9i56OPGyIitbYKamy3F5y8Ewmtf9OkSQOknRNp0nyiCQQitF4dJBiMLPr3aZefy60DFD5an67ZT3NfU1SYxXd+/6HZbh0ucrItPPn4ZrY23F5g7+NOW/sofn8YSZKRJDnp+vg0H08EQUBASNCJSHNnYjGZtvbRhOPbmyrY1liORnPn6xlva3y3RpfmXjO3Jko7Ge4vdKKGRwt3sCVrHdn6dNeMtUjaOZEmzSeY0XE3HV3j3G7PEgiEuXx1iP0PbsRkSrdjTHP/IooCTY3l1G9yIEsKoiig02kQxU/mwlGWFa5dHyYWS/diT5NmNZBkmeERl+qYTqehtqYYq/Wj0cBIkyaNGlEQKTTmUGjM+aiHkiZF0m7zNGk+oUiSTFf3BCOj7vljBr2WTNtNwTNFgettI4xPzKSjrmnue0RRwGjQYTbrMRp1aDTiJzbjZ3raR//gdPq5TZNmlYiEY3h9IdUxo1FHYb7tEzvPpEmTJs1qk3ZOpElzn3B9aoK3ezrxhENLv3gVCIdjXLjUrxL2ys21smtHlUpJfGjERU//VHqTkybNGqJ3YIpp5+JaMmnSpEmecCSWIISp1YqY01mFadKkSbNqpMs60qS5i1waH+X51osEolEQQCuI5JjNbC0oYl9pBdkm07zY2NvdnbzS0caPPv05Mg23TxH1hEP85NIF2qenQAC9RkOhJYNthQ52OUrINBiXJWA2OeXlWtuw6lh+npUD+zbSfKEXlzsAxDMszp3vYe+uaoyGtD8zTZr7HUmS6eoZx+0JfNRDSZPmY4MkywklkKIgLKk1kSZNmjRplk96Rk2T5i4y4ffz4WAfg14PAhCWJFonxvjPp47x384cZyqQfGQzIkk0jw5zfmwYWVEIRKNcGBvlP5w8yv917H163a6lTwK0Xhuad0BAPCV+fXUBtRuKZtsv3uT6jVGc6ShsmjRrAr+iam8EAAAgAElEQVQ/TEfnOLKcznZKk2bVSD9OadKkSXPXSWdOpElzlzFqtHylbgtfq28gJksMzszwfOtFXmy/RlNhEV+u25LSeWty8vj+Y59GFETG/T4O93bxNxebkRWF/3Tg0TtmXwRDUS5e7ld16dBqNTRuKSUry8zG9QX09E3O/23a6eNS6wBFhZmrXlurKAqxmEwwGGFs3MPAkJORMTceT5BQKEo0JqHTaTAadNisRvLzbBQWZlJclEWGxYBBr11VbQFJlgmHYjhdfgaHnAyNOJma9hEMRghHYoiCiMGgxWzWk5djpSDfhsNhx55lxmDQoddpVm0siqIQjUp4fSEGBp309E0yPjGDzx8iFpXR6TVk2kw4iu2sq8qnuDALk1mP9i5G8hRFQVEUQuEYMzNBBganGRx2MTXtw+sLEolICIKAQa/BbDaQbbeQl2ulxGEnP9cav0Z6bdJClYqiEAhGCIdjy36PKAiYzXr0+rtn6mRZJhyO4Q9EGB13MzDojP9GvhCBYARZktHptFgsBnLsFoqKsqgsz8Vut2Ay6u7YenA5xH8PiMUkojGJaFSiu2cioauArCh4vSGcruU7GQ0GLWaTfsX3c0yKP9+jo266eycZHnXj9gSIhGNoNAIZGUbycq1UludSWZGHzWpEt4rP0UdJLCbFO6bMOooEAawZRrRazfxrZFkhFIowMuahvXOMwWEnMzMhYjEJk1FHdnYGVZW5bKguJCvLvGpzjM8XIhqV5vfcJqMOo1GnOreiKMQkGa83RF//FN29E4yNz8zf20ajjqwsM0WF8fu6MN+GyaRf0e+nKAqSJMefqVE3XT0TjI17cM8EiEQkNBoRa4aRgnwb1VX5lJdmk2ExotWuzA7MzW2SpCDLMpKkIMkysiQTiUoMDjmJRiXVe2RZwedb3nMlCGAxG1Y8H0myTCgYZXLKS1fPBEPDLpxuP6FQdH7Oy83JoLw0h+qqfLIyzRgM2rtiuyVJJhiMxm33sJORERduT5BQOEo0etN2W61G8nOt87bbajGiN2jRrqLtlmWZUDiG2x2Yt0vT07643YjEr43BoMNsil+fOdudnWWZtUurbLtjEj5fmIHB6Xnb7fXdYrutJoqLsqiuysdRnIXZpFfNCysh/tmh+UwfjShgyTAmrA1kRSEcijIx5aVjdu5xu+O/n1YjYrEYyMu1UurIpqI8F5vNiNGwcruVJs2dSDsn0qS5BwhCfKOk12ipyrLz9PqNHO7r5tL4WIJzQpJlOp3TjPl9gEKe2UJlph2DNvFxFQQBo1ZLmS2Tr9RtYToY4MUb1zk+0M9n1m24rfGY2yTcmqJamG+jrCSubry1oZy3D1+dX7QGAhFarw3x8P5ajEbdalyS+HeVZEZG3TS39HHmXDd9A1MEg1EikRgxSUaW44tFQRAQxXj6rE6nQa/TYLOZ2FBdQF1tMXU1xZQU27FYDCmPRVEUZrwhLl8Z5My5blqvDeH1hohEYkRjErKsIMvK/G8pakR0Wg06nQaTSU+pw86mOgebah1UVeRizzIjiqk7CWIxib7+KU6f6+Z0cw+jo+75BV+8LWT899dqRfS6uLNkw/oC9u3dwI6mCuxZllXvVKEoCi53gGttw5w518PVtmE8niDhSJRYNN6uUp69qUQx/ptpZ6+R0aAjL9dKXU0RW+pL2VRbTE52xrI/OxqV+MULZ3nvaNuy35NhMfC9P9jP9qbKpL/rUsRiEiNjHrp7J7h0eZAr14ZwewKEIzGikRiSHN/gzP1OGk38Wuh1GjIyjNRsKOTBPRto3FJKtt2y9AfegqIo+P1hXO4Abk+AKaePoWEXA4PTDAzGnWkLN0sul5///v230emWb/Yfe7iO3/vqA2i1qd1HsqzgdPk539LH8VMddHaP4w9EiMzW7s89TxpRRDt7jxTk29i7q5q9u9dRVZG35lPmh4Zd/MX/fIfJKR8AOq2Gf/3nT1JXU4wgCITDMa61DXP4g+tcvDyA1xciHI7Nt36de4aMRh35uVb2PbCBgw9txFFkX/G1+eFPjtJyqX/eDjz9ZAOff2YbBkN8jlcUhalpH6fOdPH+sTYGBp2EQlEiUWn+3o6PLz4HGY06SortPPTgBp54bHNKWgyyrDA67qHlYh/HTnbQNzBNIBAmEpWIxeRZe8C8LTAZ9TiK7Tz0wHp27ajGUZSV0nXxB8J0do0zNe3D5Q7gcvtxuWb/6w4w4w0SCsfwLCiV8swE+R9/fWRZDgejQcsf/sEB9uysTnp8oLZRx091cPXaMD5/iHBEIjZrowSYtU0iBoOOnOwMtjdV8NAD61lfXTD/264UWZYZHfNwvqWP0+e66embIhiMLMt2W61G1lcXsKmmmLraYkoc2WSs0HZ7fSFarw7FbffVITwzwUVttyAIs/PNzXu21GGnrraY+toSqipzybZbVmS7JUmmb2CKs829nDrbxfCIi1A4RjQaU9tujYh+1om/riqffXvXs2NbJTnZGSu23d09E/znv3hz3pmfl5vBv/jTx6mqyJt/TSQS40bHKO8dbeP8xb74NQvf/P1unZsNei02m4najUU897ltbFhXsKLxpUlzJ9LOiTRp7jGCIJChN2DR6QjFoqq/xWSZN7s7OT08wLDXS0yWyDGZ+d3NW/l8zSaMizgo5s5p0et5snoDr3bc4PTwAI9UVGHSJS5EJEmms2ec4RG36vjmTSXYs8wArF9XQE5uBlOzC2pFUbjRPsbouIeKspwVe8wVBQLBMB+e6OC1Ny7S2T2RIDSmfn08miVJMpFIDD/gcgfoH5jmyNE2CgtsPHKglm98eS8GQ3LTmqLEF1rXbozwyqEWzjb34A9E7vh6SVGQ5HiUmmB8gTo27qG5pQ9rhoHNm0r4o28fpLQkO6mxzH1XjyfIO+9d463DV+gfmLptq9e5zIpoVMIfCDM55eV8Sx9NDeU8+9kmmhrKViWrRFEUIhGJ8xd7OfTmZS5fHVJl3SzG3IIwFpMJhaJ4vSEmp7xcvzHCobcu83//H59jz87lOyfmrsvYuGfZ77FmGAklkWmxHCRZprNrnKPH2jl/qY++/qkl23XGs4NuXosZb4iRUTenznSzc3slX/vibtavK1j2gjQSlXjptRaOn+pgcsrHzExw3il0O2RZSVogc2YmSCq57HMR1QuX+nnxlQtcvjJIOLL476Ao8cyKmBS/Nm5PgPbOMT44doOnP93IYwfrsFqNazZKF41JTEx6GZ+YmT/WP+ikZkMRPn+I19+6zCuvt8w7LxYiywqRSIxIJJ6p1Ns3yakzXXztS7vZvaNqRVF4lzvA6NjN52lgaJpYTEavB1mRud42wi9eOEtzS+9t7/H4+CQiEQmfP8zUtA+LxcCTj21OejyBYISzzT289FoLN9pHicakRV8XzxSSZzPuojhdfq7fGOHIB208+3QTDz2wAZNJl9Q9Mzzi5i/+6h0Gh5dXFjnHnANuORiNOkKh6NIvXICixOfSG51jvPzqBU6f676tjVKI23hJimcReGaC9PRNcuxkO48d3MTnnmokJztjBVktEApFOH6qk1dev0hH19gd57/b2e6BQSfvf3iDgjwrBx6q4ZtffyBpx4mixO/T9o4xXnqthTPnuvH5w3d8ffxaxrPMgsEonpkg4xMznL/YT4bFQG1NMX/ynYNUlOcmNZa57zrjDXHkg+u88U4rvX2Td7bds9lu/kCEySkvFy7107C5lN/5bBM7mipWZLsjEYmxcc+8cyIciTI97aOqIg9FAa83yJvvXuHlQy2quUk9RvXc7JkJMjLq5uGHalIaU5o0yyXtnEiT5h4jKwoTfh+ecIgSa6bqb5MBP8cGevm9zVtpLCxi2Ovlry+c5WeXW9heVExNTt5tzhqnOisbq97A4MwM3khkUedEvKRjgNgtCz+jQcemOgem2RTunGwLm2odfHi8ff41QyNOevsmKS/NXvFGIRCM8NuXz/PK6xdVuhepoCgKk1M+YjEZnS75aIcky7Rc7Odvf/YhvX2TK67T9/rCuD1B9PrU0jNHxz388oWzHDl6nWAw+YVsOBzjTHMPg0NOvvrFXSvOdlEUBc9MkFdfv8gb77QyOeW97YJruRTmZ1LqsK/sJB8R0YjEq69f4vAH15Z0SixFKBzlxOlOJqe8/G9/8hgb1xcu632yJNPdO0ln98SKPv9uoCgK4XCMwx9c51e/PcvIqDul+6VvYJqfPH+ckVEXX/vibrKTyLK53xkYmGLGG+KFF89x6O3L+Hy331AtRJIV2jvH+JuffEAoFOHAQzXok8iGuRMuV2A2aipz6cogf/uTo3T1TCQ1Jxr0Wmo2FCU95/h8IV4+1MIrr19MqcuMJMm0d47xo599yOCwky88u51Mm2nZtkqR5fnSm/uNWEzm7Pke/v4fT9LbP4kkJT/OsfEZXni5mZExN7/7lb2Ul+WkNJZQKMJLr7Xw0msXVtwNSFEUJqd9RKIxdLrk7eVK7tPF8PnDuN3+lB1+E5NefvXbs7zz3jUCdwhw3I5IJMb5ll6GR1x86bkdPP7wJkyr1AkmEpHmBZJ9vhC//M1ZDr11+Y7OnMUocdhxFK9N251m7ZB2TqRJcw+ISjLBWJRgNMb1qQl+1noRg0bLgXJ1urlO1PDMxjqe2ViHVhSpyspmzOflL86epH16aknnhFmnw6DVEIhGiMmLR52cTh9Xrg6pjuXnWanZUDgfuc2wGNmyqYTTZ7uJzEY8YzGZ8xf72LOzekUGMxqTOHaind+8fD7BMGo0IhkWA45iOznZlvkFbiAQwe0JMjbuZsYbmk8JnyPTZmTfnvUppWL2D0zzk58fp7tHvdETBAGjQUthQSb5+TYyLAY0GpFwOIrXF2Z8YoZpp4/oLSnOEE9zfmD3OuwppOpPTvn48d8f49jJjoSNr0YjkmkzUVaaTbbdglarIRSKMj4xw9Cwi2AoMn9NFEVhaMTFj352jEgkxtOfbkwp1XkuEvTzX5zi9bcvE4kk3lNzKdZ6vZasTHP83lAUgsHIbGqtFK/blm+We+zeUUVeri2psWg0Irt2VKLXa/D5w/j9YXz+ED5fGJ8//i8QiNz1lrc6nYZtW8s5cvS66vjcdTDotRQUZJKXk4HZbECrEfEHI4yPexgZcxMKxVRjlGWFtvZRfvHCWf71v3xy2c+WTivedhE9l1GT+B4NQhLpwpoU6p8VReHtI1f5yfPH8frUbZE1YrwevrQkhxx7/PmORGM4nX4Ghp34vCHVBjEQjHDorctIksI3v/EgtjWcQXErHV3jvPlOK6++eWl+EzP3fJeWZJOZacKg1xIIRhgadjEy6k74PUdGPfz4+RNkZVnYtrUczQrS0OeYdvmJxSQ6usb5u599SEfX+Pzf5sqSMixGMjLi93UgGMHtCcyWmsXT+M1mPQ1bSpP6nfz+ML955Ty/eek8gQUZWaIoYDYbKHXYyc+La9ZEoxLTTh8Dg068vpAq687p8vPbl88TicT4xlf2YLOaljUGQRTQ6zR33Jje7rnSajXLynpKRWtHlhVOn+vmb35ylJFRdbajKAoYDTocxVnk59kwm/REYxKeWS0gjydI7JZrEw7HOHrsBpFIjD/73iPk5VqT+p1iMYmTZ7v41Yvn8HoXPNsaEYs5XmKTk5OBac52ByN4PEFGxzx4vcH5koE5MiwGHtq7ISXbPTTi4qc/P666TyFuuw0GLYX5NvLzbVgzjLO2O4bPF2J8cobpaZ+qPAni13PvrnXk5iTnCFWUeFbaT39+nPeP3Ui4RzQaEZvNRJkjfm3mbPfElJehIWdcv2XedsPIqJsfP3+cSETi2aebVK3dUyUSieHyBAgE486lV16/SHA2i0eY7ThjNGixWk2YTTokScbjDeLzhZGlm4672o1FK8q8SZNmOaSdE2nS3GUCsSg/bDnHL6+3zqYhKlj0ev7Fzr3U56nr9jKNRjbnFaCdNdSiIJBtMqHXaOLtSJcgJsvEZBmLTo8oLG7QWq+qu3QIApSV5lDquFmCIIoC9XUOcrItqrTfq9eGcbr8OFbgnJia8vHam5dUjglBECgrzeZTj9Szc1slNpsRvV47v+CWJJloTCIwu8m7cm2Y6+0jDA27mHb6aNhcmlIJRUySeefIVXp6J1XHbTYTD+1dz8GHaikuysRg0M2LrcVLFSRC4ShudzwFvfXqEH0D04xPeLBnWdjaUIYuyY2dzx/mxVfPc/xUp8oxIYoCVRV5PHKwlh1NlWRlmueFuyQpLsY4Nu7hxKlOPjzZrspscHsC/OrFc+TmWtmzszppB0UoFOW3r5zn7SNXExwToiBQWJhJfZ2D7VsrqCjPxWLWz3+GJMkEghFGxzzcaB+lrWOU4RE3ogg7tlcmnVmi0Yjs2VnN9q0VxCQZKSYTk6T59O7xCQ9/+YPDDCWZlp0sc89G7cYiWq8OYTLpKCrMYl1VPk0NZVRX5mO1xu/fObG3mCQTDkfpH5zmyAdtnDrTmZCWfal1gOaWPvbtXb/kws9g0PHdb+3na1/avejfh0bc/Mf/dkglHmq3W/jj7xxkXeWdHZy3YrWakrpnJEmmuaWPX//2nMoxIYoCjmI7Dz9Uw56d1WRnW+afb1mRiUQkXO4Ap8918/7RNvoHp+ffG4lIvH34KiUOO5/7zNaUIqz3G1fbRujsmSAQiKDRiKyrzOexR+poaijHZjOi02oQNWJcFNIfpr1zjFffuMTV68OqjfjE5Ay/+s1ZSkuyKSrIvMMnLg+vN8jwiItfv9g8v+Ezm/Wsq8pnx7bKWZuQgW52LpQkGa8vLpR56cogHZ1j5OZaKUkisipJMu992MbLr7WoHBMCUFCQyb696zmwbyN5uVYMBi2iKKLICuFIXP/h7PlejnxwnYEh5/y1CUdivHX4CpmZJr7w7A4My4iEl5fm8B/+7bOqjMKFTEx6+e/ff5up6ZslOJmZJv7wm/up3Vi05GcIokBujnXJ180hywo3Okb5+S9PMTqmdkwU5Nt4cM969j+wgYICGwa9Do1GRJ51oMx4g1y6PMDbR67S3Tsxn20hyQpnmnsoLsziG1/dm5TWg8sd4NCbl1WOCUEAR7GdTz1az+7tVWRmmtS2W5aJRiWCwQjjkzNcnbXdg0NOpqf9bN7koLws+RIKSZI5/P51OrvVjglrhpEHdq/j0YN1OIqzFrXd4XAMtydAR9c4rVcH6e2fYnx8BpvVyLatFUnPMYFghFcOtfDBAseEIAhUlufyyMFadm6rxJ5lRq/TIogCsiQTjsQYn5jh5JkuPjh2g4lJ77zj2usN8cJLzeTmZLBv74YVOyiiUQm3O8DJ0528+NoFgqEooihQkG9jS30J27dWUFmeh8kUv4/mSjnnSjFbrw4xPjlDfa0Dk2n1dMfSpFmMtHMiTZq7jE4U2ZJfSENBIXqNhnyzhYaCQioz7QmbEJ0oYtWrFwsCcVVkZRm13xMBP8FojGq7GdMiqb6RSIyWy/3zHnOIR1Mbt5QlGOSqilxKHHaVc2La5efy1SGKi7JS9pzf6Bilb2BadcxRlMWf/9njbKpzLBkBLC/NYef2KsLhKJ3dE7ReG6J2QxEZGckLak1Oemm9OqiqbdbrNHz5uR0898z2JRe1jiI7m2odPPPUVkbHPPO19dVV+UldH0VRONvcw5vvXlEtbkRRYM/Oar71uw9SXZl/2/cX5Nuor3PQtLWcn/78hGrBNjY+wz/88jTlpTlJOXAkSebCxX5ee+NSQoqqXq9l3971PPe5bWxcX3jHDez66gL27V1POBKjs2ucickZNtU6kr5/4uKfmtuqmWs04qqlty81jvw8G48erCMv18q2xnKaGsspyLct+Z0KCzKpr3VQUpzFr19sVm3GPDNBzp7vYUdTxZLZE6IYHwN38DOIC8ai1YgUF2ZSWbF850QyKIrCxKSXf/zlaUYX6IJs21rOt76xj40bChPGNUderpV11flsbyznBz96n+u3dBsJhaO88vpFNm8qYcO6gjUftZvTkNBoRHZuq+SPvn2QEod90ah6VqaZ4qIsamuK+dsfH+X46U6Vg+LajRGOvH+dr35p14qzJ7y+MP/067NcuNSPLCsU5Nn4wu9s55EDdWRl3r5EomZDEY8/smm2G0EYq/X2naJuRVEUunsn+c3L55lZsOGtrszne3+wn8YtZbd95vNyrVRV5rNnVzU/+tkxzp3vmY9A+3xhXjl0kY3rC9nWWLFkxoLBoFtyftTrtQlj0WpECgvuznPl9YX4zcvn6VpQvrVhXQHf+saD7NxeeduMg9ycDKoq8mhqLOfHzx/n5JnOead1NCrx1pGrbNlcyt5d1ct+njo6xxIc+YX5mfzLP32chs2lSzoyy0pz2NFUSSQSo6tngtarQ1RXxrvzJMtcB7FbneYajcjnn9nGlz+/c0n9iuKiLOpqivnspxsZm/DQemUQfyDCxvWFSdvu8y19vP52K5EFtntbYznf/dZ+1lffXjwyP89GXU0x27ZW8JPnj3Oj4+a8Nznl5flfnKKyIpeKFBw4C7l8ZYhjJzuYmQmi02rYub2SL39+J7Ubi277jJWX5bC9qYJwOEpf/zQ52ZY1P/+muf9JOyfSpLnL6EQN+8sr+PqmBoAlJ/ZU531Jljk9PIg3EmZTbgEZusQNztCwi57eSVVaeUaGkS31JYnj1mnZ1ljOhYv98wu+QCDCpdYBHtlfk7Lqd0/fpCo6pdWI7NheyabapR0Tt2Iw6NhUWzwfsUolLXRyaiahbra8LIcD+2qWFW2bQxRFHMV2iouyZrUvkou8TE56ef3ty/h86gV6w+ZS/ujbB3EUZy15jrmNjk6r4S9/8K5K8LSrZ4I3323l27/30LIj4S53gFfeuIhnJqg6btBree6ZbXz5uZ3LFiqMl8joqK9zAMk7Ju43RFHg0YN1HNxXg8ViSCpV22Ix8LmnttI/OM37H95Q/a2rewK3J7Bqdcb3EklWeO/DNto61C1MazYU8p3f38/66qUddqIgUFtTxHe/tZ//+pdvqRyjY2Me3jlylYry3KSezfuZmg2F/OG39lNakuiovhVBECjMt/Hdb+1n2uXjyrXh+b+FwzFOnO7kwL6NlDiyU7YfAMFghOaWXmRZoaw0mz/69kG2bS1fltNPFEWKCrNYOn/gJoFAhDfevszwiDrbyVFs53vfPsDWhrIlbYIoxqPTf/it/YRDUS62Dsz/bWraxyuHLlJVkZdUZ6D7AUVROHW2i+YLvarjjmI73/3mfrY2lC3L5pWV5vDNrz/A5JSX9s6x+eNeb5A332ll65YyzOblzTe9/VPzZZ4wuwHfWr4sx8St6PVaajcWsXF9IQqkVHI47fQzNe1VHStx2Hl4f21SaxNRFCguzKKoIDMl2z3t9PH6W5fxzKi1szbVOviz7z1CiWPpgIBGI9LUWIZWu5+//J/vMjDknP9b/8AUr791mT/69sEVd+dpax9BURS0GpEnP7WZr395D3k5yyvRMBh0bNywPE2kNGlWytru0ZUmzRpBIL7AvFubMkVRaHdO8Y9XL5FtMvFoZXXCok6WZTq7xxPqVms2FpGXu3iqaeNm9cJFURQ6uxLPkQxeb0hVc6rRihTm21IyvHO1kqka7WAoSjisLpfJy7WmvDkUBCHpxY0kybRc7qetfVQlHGi1mvjSczspcdx543IrGo3I1oYynnx8M8ZbupZIkszxU52qdPmlOHehl7Z29UZTFAUeenADX/78TmxJiM3NcTefgXuN2aTHajWm1PLNZjXxyP7ahFTdsXEPfn/yQmr3A1NTXt4/2qaK6lszjDz3uW3LckzMIYoiDZtLeXDPetXxmBTXvBkZubtlO/cKrVbkqScaKC1ZnsCwIAgUF2Xx7NNN6BfMMd29k7R1jCLLKxNohXgpgTXDwFc+vyveDeQuZiMNDDn58GSHyh5oNSKf/XQjW+pLlu2sFgSB8tIcvvjcDux2s+pvl1oHuLxAY2kt4PWFeO+DNlX5o16v4VOPbKJpa/mybZ4oClRX5fPoQbUwsqLAjY4x2tpHlj2mGW8I6ZZ7TCPGs0ZWYru1KdruUCiqygAFZnV+7p3tlmWZK1eHuHJ9WGW7zWY9X3puB2WlOcu2DxpRZMumEp5+skFVNqEocPJMF719U0mNbfHxxgfZsKWUr39p97IdE2nS3GvSzok0adYo/miE61OTnBzs54ct5/jf33+XCb+fP9y6g8qsxEh7IBDhYutAQuphQ33JbUsi8vNt1G5Qx8KGRlx0906qFinJYDDqVNE9SZKZmPDesZXo3UK3SJnA1LRvyTaZq4nfH+ZMc49KHwBgR1PFsuqYF6LRiBx8qCYhYjM+McOZ5m6VQNptxxQIc7a5m0BALVhaUmznC8/uwJqRfBpumpuIokBRYRYF+WqdAK8vRDgSveuinquNoig0X+hlbEJdzlFVmceuHctPG7+VB/asT8iQGB5x09s/tSqb8I+astIc6mqLk3Zubap1sGFBV5dYTOJS6wChcPLdfRZj5/Yq9iSR7p8qZ5q7Z9vV3qSqMo/dO6uT1uwRRYHGLaVs3lSiGncwGOX4yfaE+fV+Jt66e5TuXnU5R2FBJvsf3Hjb0qg7sXN7FdkLRJpdbj9td2jZuhCjUaf6bFmWGZ+Y+Uhst1YnJtwjU9P+BEHVu0kgGOF0c09Ce9htjeXU1zqSPp9GI7J/30bKS9WdVCanvJw823lHPZTlkplp5tmnmsjNSU4MNU2ae0naOZEmzRrl8vgYX3n5Bb739mu80HaV8sxM/p8Dj/HU+o1oFhHDdLr8tC6IIOVkW9i4vvC20Qub1ciWzaWqBXQ0KtFyeSClfu0AxQsiLXNdQDq6xlfcCixZsrLMCfWu/QPTnDzTtSoLgeUw7fJzrU0dvTLotezYVpmyEyAnO4PtTRWqY9GoxKXLg3gXbAYWY2TUTXevuke7KApsb6pgXZJ6GmkWx2TWk5Wp7iQgy4oqbXqtEAxFab02lHbX0sEAACAASURBVKBN0tRQhiXFSGZ+rpWiIrWTVZJkOrrGF+2YsNaoLM+lIG9pnZKF2LPMNG4pSyjfuNE+SjCF9oULMZv17Nu7YdldLlIlHI5yqXVQnUWnEamrLU5Z08ho0LF7exWGW7LG5Fldi6Fh5x3eeX8RjUpcuzGS0GZ7c10JOUl2kpgjK9NM2QJNDVlW6OweX3bby8KCTLS3ZBdIskLL5QGut4/ec9udaTWRmanOkhkacXLiVOc9mx/c7iBXrw+rjulnbbfNltrzk5VlZsc2dRe3WEzm8pWh+VagK6G6Mo+tjWUpZfylSXOv+HgUbqZJc5+yvaiY//WppyjOWLpt4hdq6zlYXkmZTR1N3VZYzF899mmKrfFzZBqM/NsHDuCJxKPaOlEkQ6+nwJJBltHE7UzOlWtDOF1qfQVHsZ3KirzbLgS1Wg2baorJtltUCuWtVwdxOv1YzMmLUNbVFJOVaWZ8Ymb+2OCwk+//9WE+/8x2tm+twGYzpqQhkSxFBZlUlOfSP+icj1aHIzF++Zuz+HwhHj1YR2GBDa1Wc9c25F3d4yqtCYDcXCuV5bkpLyD0Oi2baovRakVV54+OrnHcnsAd25wqisLIqFv1+0C8heaeXdXpRc0qodUs3gpUuseL/NVg2ulLSDsWBKitST4zIP5eAZNJR0G+jb5+9XkHBqeJxWQMyU899w06nYaykmzVJjqZ91aW52I2GfDfktnkcgcYn5wh9zYlesulqCCTqorU557lMjjkYnJKrRlgMumoqylOOdVfEATqaorJsBhUzvOJSS/9g9NUVd7e1t1P+P1hbnSMJRzfsL5gvkVnsuh0GoqLEjMqh0bcBIMRMpexma7dWES23aJyZoyMuvn+Dw7zhd/Zzs6m+KZ8pdoIyyE/z0Z1ZR69fZPzjpFYTOaFl5rx+kI88Wg9hQWZ6HR30Xb3TiRk/mTbLVRX5qX8/Oi0GuprHei0GlVGS1fPBE6Xf8VtPBs3l2FMUS8sTZp7RTpzIk2au0i2yUxTYTGFGUtHO0ptmWwtLMa8QMjSbjKxtbCYAkv8HHqNhrq8fPY4StnjKGV7kYOanDzsd3BMRGMSFy71E7kltVWn1VC7sWhJpex11fkUFaoXNU6XnyvXUqvjLS7O4sE961XGO94ybYz/8YPD/Pfvv82RD9qYmJy569EYo1HHwYdqEiLYTpefX7xwln//Xw/xwktxtfS7lUnRNzCtciBAPDpakL+0Q+t2CALk5VgT0ng9nkCC02Eh0ajE8IgrIfpUkG/DUbT8FoFp7owgLC2OuxZQFAWPJ8jYgg4dGRlG7Fnm27xrabRazaJZF9PT/pRLyu4XDHot+cvo7rIYghBv/7ewFC8SlRgZ89zmXcsnL89KXt7KHBzLYXjUleCUNRp0VK6wK4HVakzYhIdCUYZH3Anz7P1KIBRhYEFHK5NRR25ORsqbXo0oLNo21OXyq0o970Rhvo19ezeoxqAoCl09E/zVXx/hv/7lWxz+4DrjE3ffdhsMWg7sq8GetbBUJcALLzbz7/7LIV54qfmuZlr1D0wnXLvMTFPCeilZcnIyEjJkZmaCjI/f2XYvhSDE13PpAEOa+5105kSaNJ8AhoaddPdOIt+Sp28y6WhqrFhygWzNMFFf5+D6jZH52tJQMErLpQEePVi3aPT3TphNep7+dCPdPfE2oLcuYnz+MCfPdHGxdYDy0my2NpSzd9c6Shx2MjKMKUfUbocgCGzfWsGTj2/mpVcvELrFeRONSXR2jdPTO8nbh69Qu7GIvbvXU7uxiKzZXu4r3VwqisLYuCdBByLTZlp2O77FEASBDKsRe5aFicmb0UkFGF5CzDQWkxI2mgCljmzMa7CLxL1AURTC4RiBYAR/IMzkpJfJKS9uT4BAIEIoHJ1tHykRjcaIRCX8/jBdt7R8XasoSrx2/VbhPoin7f/VD49gMqZ2z0iSvKiAqz8Qvucp5KuNVqdZkePGnmVOeBalmMT0LdltqSAIAlmZ5rseWVUUhckpL4GgujTQbNKnXLYwh16vpTA/k1bUzvOxcQ/hSCxp0cOPAo8nmNAlKRqT+PkvTvPq65dSOqesKKruN3MEghGkJDQnPvOpzXR2jXGxdVClNeEPRDjT3MPlq4OUl+bQuKWMvbuqKS3JwZphuG2rylQRBIGtW0p56skt/PrFZlWmTEyS6e6ZoK9/krcPX6VmQyF7d6+LZ21mmTGsku0eH/ckBC1sGcZlZaHcDkEQsJgN5GRbEuzw8KgbRVFSHrvBoEsIWKRJcz+Sdk6kSfMxR5YV2jvHE7zuGo1IT+8kTufSC9pAMKKqcZYVhe6+CYZH3VSWJxfpEgSBspJsvvut/fzjr07T3NKXENkIBCK0tY/R1T3Jm+9cYVNtMbt3VLG5voQSR/aqOinMZj2ff2Y7KPDW4SsJdb6SJDM47GJ41M3JM92UOOzs3llFU0M566sLMJl0KS8WJElmZiaoEkAURSGeGrvCshajQbdo5Hmp3zsmyQnXAOI6Fnr9/b+wv5fIssK008eNjlGutY3Q3jnG0LCLQDCCLMlIsoKizP1j/nee+/+PA4qi4HQl3i+RiKRqeblaSLK85gUxNaKI2ZR6XYrZrE94FiVZYca7tJ7MncclYLEY7npGj6IoeL2hhI2d1WpMWghzIVqNSGZm4ubQ5QkQWyNaJS53ICE7KBaTVa1AVwtZlpctaBnvGGPnO9+M2+6z53uIRNTXNBiMcqNjjK6eiVmnfjG7dlTRUF9KaYl9VZ0URqOOZ59qQpEV3ninNaEtuCQpDI24GBlzc/pcN8VFN233hvUFmE361G23rDCzoPOYIAirUtZiNGgXzXJxOn0rshsmkw6tVvxYZOyl+XjzsXJOhIIRfL6bURVBAEEU0Os0mMwGlcfc4w7wq388hVYr8tXfe/COrQMVRcHvC8/X2d16XqNJf1dr2u7E3KIXhLueIhyLSZw42s6JYzf4yjceoHp9wV37rIUoioIsx73F6XS05PEHwosqubvcAX744w9SPu/wiJvOrnHKS7OT1ocQRYHajUX8iz99nPeOtvHOe1cZGk4sJYjGJNyeACfPdHHufC9lpdlsbSjj4QO1VJTlYjKm7hiYQxAEsu0Wvv6VPWyqdfDK6y20tY8mRIJlWcEfCNPeOUZH1/i802T/vo00bi4jMwWdjEhESkgLFQRhVTIUdDoN+kVq2v1LiJ/Fv2fiaywWA5pVjn6tVWRZweX2c/TYDY6e6KCnbxL/gvvlk4KsKPj8oaVfuFoorHnHjigm37bwVvR6LRqN+v2yrKy4I4UgCgkdUu4GkqQktIEEMJn0LKLlnBSiKCy6ngsEwmumHMjnC93TezyZjxJFgQ3rCvjnf/wYHxy7wduHrzA47ExwUsRiMm5PkNPnumlu6aW0JJvGzaU8cqCOyorcFTkG5hAEgawsM1/94m5qa4p59fWLXGsbwedXX785m9bZPU5XzzhvvXuFuppiHnpwA00N5WSm4FCIRmIJ4sWCwKrYbq1Wg2GR7CV/ILKi+0Kv06446JEmzb3gY+WcOHe2m+d/fAy/L75IFIR4hKHYYWfX3vU8uH8jWbMpTeFwlEstfeh1Wr74VQnukIUlSTIvvnCWtw5dnj+vafa8DY3l7H5wPY4S+z0R8LuVWEzm+pUhMqxGKqvzE9S7VxNFURjon+LU8Q6eeKrx7n3QIoTDMVov9lNSlkOxI13zniyuFehD3IlIJMblq4Ps3b1uUS//UgiCQG6OlWc/28TObZUcOXqdcxd66e+fXrS1WTQm0d07Sf9gvJvG/gc38vgjmygvzVkVAS6TUc/unVVs3FDImeZujh5vp71zDK83ceM1l5Z87GQHLZf6adxSxpOPb2brljJVL/mlkGUZZUGKuiCAqFn5wyyKwqILkaXaxikKi+pr6LRiSi3sPm7IskJn1xj/8KszXLzcf0dnj1YrYjbpMRp16HVatFoR7Wz7WlmWGRpxLVsp/75F4WPRPeNes5InSSMuHv1cTpvgpbgXgRZFURaN1sfn8ZVvWBfLrIvF5DXTojcale5rD5wgCORkZ/C5zzSyo6mC9z5s42xzD739U4vOBbGYTG/fFINDTk6f62bf3g186tF6KstzV8V2Gww6dm6vZOP6Qs4293D0+A3a2keZWdR2x9uFHz/VycXLA2ypL+HTn9pCU0PZHYOUC5FlJaG8TBBYle8jisKi54nb7tTvC0EQVvp4pUlzT/hYOSfCoSjTU1421hZTV18CKDinfVy5NMiPfvAevT0T/N4fPIQ1yXowRQG/L4zfF+KBhzZS5MjCOxOis32Uf/r5CU6d7OAb39xHY1P5PXVQeGeC/OIfTrJjVxXllbmI4sczqjk67OKfnj/BF76yO+2cSIFrbSMJquirxaXWAZwuX0rOCYgbc4NeS1VlHn9Qto8nHq3nUusgJ890caNjFH8gnCBiFovJjI55eOGlZlou9fM7n23iwL4aDIaV1ZHOLSxyczL4zKe28MDudVy/McKZcz2cb+nD6fITXhApkWdTO4+d7ODK9WE+9cgmnn26ify85fUQF0UBYWE2kAKytPKF6VzG0UKWWjwJLL5BkRUFZQULo48DiqJwo2OUH/zo/YT2rxAXrcvPs1G7sYjKilzy8+LChSZjPA1fN+uY0Oo0uFx+/uqHRxZV5V9rLHa/5GRb2LOrOqWOPnfCZjUm5QC8H7nds7lcZFlZdKOtWSOZhYLAolmQ8XKdlc0xCiyaIaHRiAhrZGe22POUkWFg78512O2pa5UshkYjpqR/IgjxDJ6K8ly++fUHePzhTbReHeLE6U6u3xi5re0eG5/ht69coOVSP89+tolHDtRiNKwsA1IQQCOIZNstPPFYPXt3r+N62zCnz/Vw/mIf005fQlaRoih4fSFOnuniWtsIjx6s5bnPbaOwIDNl260orIoejqwoi5au3YsuKGnS3A98rJwTczQ0lvPMF7aj0YjEohJDg06+//++xZG3r/Dg/hoam8pTOq/BqGPfgRq276pCisl4Z4Icfb+NF399ln/82XHy8m2UlGbfsxIPl9NPT9c4O3ZV3ZPP+yiQZYXhYRdjq6BC/kkkFpM5f7GPaFRt6DQaMaUSGSkmq0Q1nS4/166PUFaSs+KxajQiZaU5FBdl8eDe9fT2T3HydCetV4cYHHYmLC5kWaGja5y/+/vjhCMxnnh0c0qt+RZDEATsWRb27FxH4+YyRp/ycO5CLxda+ujunVy037jL5eeV1y8y7fTzvW/tJzs7Y8lsJt1sNP1WFEVJcIKkQiwmL5olsZTYnSCAfpGU83A4FnearO194YqY6+LS1j6qOq7RiKyvLuDJxzezvakcm9WE0XDn+l4BEn77tcicg3EhNquJZ5/eRnFh5iLvWsnnCav2nH9UKIpCZAXdfyLRWMIGXBCEpMWJPypEUVw0bT0cjq04YeB25S0Gg3bNlIUaDFoWGg+zSc8Tj9VTu7FodT9MAIN+ZZO6KIqUlmRTXJTF3t3V9PZPc+pMF61XBxkYcqrEKiF+/3f3TvLTn58gFIry1BMNq+ZwFASBTJuJXTuq2VJfyjMTW2lu6aW5pY/ungncnkDCPeb2BDj01mWmnX7++DsHyc2xLmm7tVoNukXm74Xls6kgSfKiHVSMq1DGmibNWmBtWLIk0Wjj/ePn6rY21BTx0MFafvI3H9DbPUHD1rKbLxYEZjxBzp3ppqtjjGhMorjYzq496yhyZKkyIQQhrrJtMOjAAGaLgWc/vwOX08ehV1o4eayd3/nizpQWCLKsMDU5w4XmXgb6pgiFopjMehwldjbVl1JemYsgCCiKQvOZbro6x2m7NozHHeTD99vo752a9+Juqi/hwKN1GAw6RkdcvP5KC47SbD799FbVZ46OuHnjtRbKynJ5+LFNaHUaFEUhFpNpuzbMpZY+vJ4g+YWZbNtReduxB4MROm6McvliPx53gIwMI3X1JWxuKMVkvllX2HymmxttIzzyeD3emSDnz/XgnPZhNuup31JGQ1P5fPQ7EIhw7nQXfT0TXL44wIw7wKGXL3DuTDcQ91rv3rue3Q+sT/paf5IYGXXR1TOhirKZTXqeeXorVRV5SZ/vvQ/bONfcgzQbHQiHYpy/2MejB+tWTQVdq9WQbbeQbbfQuLmUsXEPl1oHOXqinettwwQCEVVsbdrp4xcvnKUgz8auHVWrarzFWYG4dVX5rKvK5zOf2kxb+ygnT3dxprmHaadPFSkJhaJ8eOIGhfk2vvLFXUvWn2q1GqwZRgThZhavLCvzIpkr+S7hcHTRkoGlomSiRsRqTcwu83iCRGMSxk+od0KSZJpb+jh3oVctggbs2lHF9/7gAKUO+7J/M4X7OnN72QiCsKgAYSAYQXOb+v9POpKkEAikrlESDEaILqjx12iEhPai9yuiKGKzGtFoRFV5x4w3tGxxxtshSfKi6fyZNtOqd4y4W2TaTAkldOFIDFlR7uvnKZ6FYcGeZaGhvoSJyRkutg7GMwuvDREIhFVzntPl55e/OUdhfiYP7Fl3V2x3VWUeVZV5PPnYZm50jnHyTBdnznUzOeVVzePhcIwTpzvJz7Xyu1/bu2TG103bLcyvr+RZUdqV2u5IJLaohpE9c3WzZtKkuV/5WDonFiM7O96eKhhUC8oE/GGe/8mH9PdOoTdoCYeifHjkOiePt/PH/+zxJYUf9QYt+x+u4713r3LhXA9PPtWYknOip2ucv/vh+4yOuLFmGBE1ApFIjBNHI2xuHOaf/6sn0eu1yLJCy4U+BvqmmJyYQVEUZjxBRoZd85NhscM+X8fudgX44PA16hvKEpwTbrefo0eu07itgv0P16LVaYhGJT44co1f/cMpJEkmM8tM2/URzpzsxLbYAtQf5sVfn+PIO1cwGHXo9VrC4ShH3rnCQwdr+eJXd2OfvfY93eO8+2YrM54A7W2j86mpbpef9w9f45nndvDZ57ZhMOgI+MOcO92Fc9rH9KwRcU77kWbT3UVRwLtCZfKPO7KscP3GCBOT6i4d+fk2nn6yIaVe3KJG5HLrIIFgfNMrKwo9vZMMj7ioSLJrx3LQaEQcxXYKCzLZs7Oa5ou9HHrzMjc6RlUpo5NTXt46fIUt9SWYVzmN/FYybWZ2ba+ivq6Exx+t59Ablzh9rhuv7+ZiOBKRePf9azywex01S0S5BAHy82zxLK/Z76MQX6QHAhEsKZbLQFw8a2Ym8RnJz7Pd8X1ajUhudmK7sfEJD+FwFGtG6i1O1zKhUJTTZ7sSRNAKCzP5+pd2J+WYgHjrx9XIkPmoEUWBHLsFjUaYn58h7szyB8IrXqh/HJkT+k0Vz0wwIRo9tzFcCwhCvPuPyahTCQ8HZuesrBVswqLRGFOLlDHm5ljXRBtRgOxsCzq9RhWFDwQieFbBaX2v0GhEigqzyM+zsWdHFRcu9XPorctcbxtRZfQ5XT7efLeVrQ1lK7J3S2GzmdjRVMGmmmI+9cgmDr15mVNnu1QtW6NRicMfXGffAxuor3Pc8XyCEF9LabWiSmfD6w3h94fJWIGdDAQiuD2L2e7llYumSbPW+cQ4JyYm4mUBObnqh3t42IXVZuK7f/ooFZW5+H1h3jx0kUMvt3D47Vaq1j265LnzCmwUFmUxPOTC5w2RmUL93nuHr9LdOc5Xf+8BHti3EYNBy8xMkKEBJxkZhnmHhygKfOePHgbg+NEb/Jd//ypPPdPE557bPl+PtpLOHf29k/zy56cwGLX8/rcPsLG2CL8/zLtvtfLGqy2q10qSzNH3r/PGay3sO1DLE081YLdbcE7HM0neev0S2TkZfP7Lu+bH43EHeP/wNZ770i72P1yLwaiju2OMH/7VYV5/9QLbd1VRUZVHTm4Gf/5vniIajfHSC838+p9O841v7eOBhzbOf356kr4zgWCEy1eGCC7oJd9QX0KmLbXFX836QvJyrfQPTs8fGxlz0945Rllpzl1Lm9VoRLKzLTz+8Cbqax388McfcPpc9/xmKN4udYyevqklFxUrRRAEMiwGNtc5qCrPpaI8l1+8cEa1yHY6/Zxr6V3SOQFQUZ6DVqtROVvcngCT096UF2uKouByB5ha0DZUr9fgKL6zU0qn1+JYRNulf8iJZyZEbo41pTGtdbz+EF09E6pjggAP7F5HdWVeUvPRXOnOmhfD5GYJVE52BhOTNzeFoXCU/kEntRuL76pY81okEokxPhtcSNaOzYnxLuyQotNqKCxY3RKau4mjOIuMDINq3gyHowwMOSkrTb1MMBiMMjTiUh3TaAQcRVlrpuwlw2KkMD9TJcYcjUr0D0wTicQWLYm5X9FoROx2C48cqKW+1sHf/PQoJ0533nTGK9DZPUFn9ziNW8qWONvKEIR4NkVdTTEV5blUV+bx/C9Pqa6z2xPg7PmeZa0jyktz0Ou1KufEjDfI+ORMys4JRVHwzASZXBBU0uk0OIrt6bk0zSeCtV/wegdkWcHvD9N2bZgTH7ZTUJTJ+g2FqofbZNLx7Bd2sHVbBTm5VkrLc3j4sXpy86x0d00sqlq/EK1GJDPLTCwq4fOl1lItFIyi1YrkF2SSk5tBlt1CWXkuex5cz+bGmxO2IMRVfG/VDJgTl7p5PPU+xufP9TI95eWJzzSyfVcV2TkZlJbl8Mznd1Bapl4wuJx+3n/3Krl5Vr76u3upXldAdk4G1esL+PRnG7HbLZw/243nlgiRLMs0NlXw5NONOEqyyc21smN3Ndt3VTM+NjMf8Zj7nqJ4s0PArd8xVc2ETxJOp4/LVwdVx/Q6DQ2bSzEaU1ukZdpMbK4vUR0Lh+NdO1aSprxc4n3Ws/jaF3dTsCADwOnyMzbuuaeK7Gazns9+uoEd2ypV92NMkujqnljWWNZXF2Axq1N1p6a9DA46U/4usZhMd89EQnS1vDRnyaikRhRwFNkTMiR8vhBXrw+nNJ6PA06nP6H9odGgo7IiL6VNj8sVYHrat/QLU+UeTo/Z2ZZFdWeuXB1ccZr+x5FoVGJ4xJ1S609JVhgYcia0Os6wGFZd3+NuUlqSTW622tEZCEZo7xhbkahgX/8UngVRZ3uWhRKHfc2sGSwWAxvWJWbtXr8xkvC7rxUEQaCgwMbXvrSb4iK1g9ztCTA86r6ntttk1PHk45vZu7NaJSQry8qybfe6qnysCwIITqefvv6plL+LJMl09Uwk2JpSRzbZdks6KJfmE8HH0jnRfLabv/+7D/nJ37zP//r/3uY///tXmZz08sWv7qG0PEf1cNtsJurqHbds9AUyrEasNhORcJRIeBmiVYIQrztbwZi37ahEkmT+4afHeOGfztDTNb4sx8hqoigK3Z1jGE16qtblq1IgMzIMVN9iLBVFweMO0NE+RjAQ4cVfn+Onf/sBP/3bD/jZj47y7hutBAIRXE4/HtdN54QoitTVO8i8ZYMkiiL5BTYURSG4wj7OaW7S3jnG+ITa++4otlNZnpdyVxmTSc+WTSXo9er02Eutg7jcqacpJ4MgCDgc9oSshEhEwu8P39N+EoIgkJFhZOuWMlU0S1HipRnLWWTn5VrZsL5QdcznC3Pl+lCCc2G5BIIRmlt6E47X1TqWdE4IgoCj2E5piTp7IhaTOXG6YzZVP6VhrWnC4VhC21e9Xotttu44GWIxmbb2kbtW1iGIie0UF2t9t1pkZZqp3ViYIPB5eVbMdq20cLyX9A1MMTnlTfraeL0hrl0fSfgtqyrzyLCsnZIri9lA/SaHSlshGpW4dmMEt9uf0j0jywrNLb0JooTFRVmUl61+2eHdwmzSU1/nSBCabe8co3OZG+f7EUEQKCrMoq6mWHU8OhvYu5dfay6LorGhDOMCHY8Zb3BeV+tO5GRnsHGDeh3iD0RovZqYsbpcwuEYzRcSbXdtTRF2+9oo20qTZqV8LJ0Tfd0TnDjWzukTnfR2T7Kxpoh/9W8+w+NPbkmIcFluKZmYQxCEuLNCYVlGQIpJzHiC6HQilhQFqbbvquaf/fkTZGaaef3VFv7d//ki/+0/HuJCcy+hFCe5JVnw1WRZwe8LYzTqEpSTBUEgY0EL1kAgTDAQweXyc+ZUJ6dP3PzXemkAm81EYVEW4i2LZK1OJCPDmBDBmCtJWatG935DkmTOnu9RtaMSBIF11fkUFaUeXRNFgXVV+Ql6FdNO3z2Nqgss3gdcED+aZnGiRkz4XFFcXk/xDIuRPTurEzpknDjdxcCQM+mxKIpCy8U+urrVJQhZmWZ2NFUsq9NBfp6V+rqSBAG5thujvP/hDSTp3jpO7wdMRl3CvCXJi3dEWYqJyRmOnexcraEloNGICcJ5wWCEQDByV+ZYjUZk145qcmb1heaYnPLy5jtXEqKAaWBgYJobHaNJO4z6+ie5cm1IdUwUBRq3lK25Fqt7d61LEPFs7xjl0pXBpK9LvAPEBC2XB1TZOnqdhqbGcrIW0cy6XxFFgfpNjoTyFr8/zJvvtDIzk1qG7v3AXMvuhYii8JGULGg0YsLnCsLy1hFms569u6oT9hCnznbTOzCV9FgUReFi6wDtner20jarkR3bKjGtsec7TZpUWRsFeEnyxFONPPFUI3q9BovFgNlivO2kp0kxgnwrbleAsVEXRcX2lOvMjEYd+w7UsnVbJVcuD3DmVBfNZ7s5f66Hr/7uA/zOF3ekHO2+HVJMUqvOC/G+zYqiLMuDPbdQ37VnHd/9k0cXNzgatVr7vOMnzV1lbNxDR9e46nc0m3RsqS9ZspXkUjgcdirLcxkYnJ4/fyQi0dzSy+OPbLonvbgDwQj9A9OqYyajDpvVdM/THmVZoa9/ikj0ZhRcEASy7ZZlzS9arciOpgqqq/JVLSrHxz288vpF/uwPH8FsXp5Cu6LA+MQMr7xxiZkFgrEb1hewtaFsWddHoxE5sG8jx060M3ZL9o3PH+aXL5zBUZxFU0NqLZnXKlabMcFZEwxGGRv3IMvysufnQDDCq29cUum2rDY6rYZMmxL+lgAAIABJREFUm0mlAREIRhgYnKapofyuCANuWFfA9q0VvPFO6/yxaFTi7SNX2bCugEcO1N6TuWGtEIlKvHX4Cg2bS5cUqZ0jGIzw+lutCXoThfk26msda0bwcY7Kilz27FrH/8/ee8dXdV753t9dTu9FvReE6B1jwNgGN2zHNbYTO3YSp0+SucnMmzeTTO7c6e+dkjuZZDKT3ElxZtIdt7hgYxsMNqZ3AUIgUO/l9LrL+8dR4UgCJAE2OPp+Pv4In7P3Ps9+dlnPs561fuu1N+pGPovGUrzw8kFqqvMpnkD75nxEoylefOUwrWMcunm5LtatrrnmwuGLCj2svq6Kppa+EU0DTdPZs/8sL716mAfvW3bJtvz9IJFIj7PdZpMBl9P6vtnuc9OrMmKttkm9qyRJZPHCUmpn5XPkHIdhX3+E5188QHmJb9K6UboOvX2Z/caK5VZV5rJ8Sfk1dw/PMMN0+UCOFBxOC/kFLnLzXNjs53dMXA7SaYW336onGkmyZHkFlklOIs6H3WFm1ZpZfO5LG/jaNz9Ebq6TNzfX0dUZHLft8HldyJEgihmHQyqlZK2Y6brOwECURCKVta3PZycWSxEeUoUeRtN0+nuzFbDtdjNen52e7hAmk4zTZRn3n91uvvQBqQCgz0RVTBJd1zlS10bfmHx2l8vKwvkll3x8k1Fm4fySrIGRPlS1o6198AJ7ZpwmL246zLET7QSCsSnno+u6Tiye4tU3jo6b3OX4HVMazCYSaba8dYJ3dp6iqyc47hmZDIqicuBQM7v2NmYJWhoMInNrJ1+PPi/XxcbbFmTpPKiazvZ3TvL083sZDEQvegxd1+nsCvCzX77LsRPtWe8Fp9PMhzYuumh5tHOpKM9h/Y3jJ5QdXUH+/f9uZfuOBiLRxKT7TNczk9X+gQiNZ3unnbLyfuGwmykp8mZ9lolQOkt3z/jqAGPR9UyVhRdfOcwrrx0ZV/XjcmKzmSasnrPt7QY6u65MbrfBIHHXHQspKsx+BiORBD/9+Tu8tOkwwWBsSr+tqhqhUJzTZ3p4cdPhcSuK1zrHjnfw69/tYWDwwmkMuq4TjSV5/uWD7N53JuvZliWR5UsrKCudvojk+4XdZuLO2xeME+k9fqKTp36xg47OwEUjKHRdJxxJ8Ozv97Nl24ms7Y0GiTtum39REeCrEVEQuGX9XGprslP+Eok0Tz+3j189vZv+/khWdOTF0DSdSDRBc0s/mzYfZf+h5knv29Mb4sVNhzl6rI1AYHq2Ox5P8dqbxzhztjfrO6/XRlmJ9zx7jieZVNj29km272igsztIcjq2W9U4UtfKjp2nswQtRVEcl3ZyIXL8DjbeviCrnLKu6+zYeZpfPr2bgcHJ2e7unhA///VODh9tG7OoZOSeuxZjv4KVTGaY4WrjAxk58V6RSKR5+616Nm86TF6BizU31ExLGE3TdBRFxWCQMtELgoDVaqJ2biFFJR4aT3UTjYwXQTKbjQhCRphybC706DYGrDYTvT0hBgeieH2jJVUP7m8ad9w584p4683jHDrQzIJFpZgtmQloX2+YhnNWdQVBwOuzs3BJKQf3NbF752nW3TQH6ZycY03TSacvTVlaFAXMZgOaqjM48N5oGlzrxOKpIYHK7EoAtTUF5Pjs59lraixaUIzDYc4K1+7qCXHiZAelJd7zevjDkQS/e24fgWCMhfOLmTe3iJqqPMpKfXjc1guuPqfSCo1nenlz2wlee70ua7VDFAXm1BZSWjz5AU5aUdlz4Cxbt9VTVZnDkkVlzKrKo7oyh9wc5wWfZU3T6O0Ls3PPGV546eA4p0xejpMlU4gsEEWBm26YTf3JTl59vQ5taHQSjaX45W9309Ud4q7bF1IzKw+jYXy7YrEkR+raePb3Bzh4uGWMo0TijlsWTDnSwWySueuOhdQdb+fo8ewB0+kzPfzTd15l3ZoaVq+qpqY6D5/XNu76aVpmUtXbG6a1fYCzTb0cOdZOMBjjr751H8WFk3cmvd+YTQYWLyxl38GmrM+PHmvj2d/v57FHVp1Xz0NRVBrP9PLipsNs2XZipBTvlcJqMTJndgFvvX0ya+B98lQXT/18B088upqSEu8FI3syGhXauGiRCzGrOo+PPrSSH/zorSzhvs6uID/8yTYO17Vy45rZzK7JVP0Z6/gansD0D0Tp7ApwpqmPk6c6OXqsHVXV+OoXb2P2GH2Wa5lkSuGlVw8TjiT40MZF1M4uGPd8a5pOd2+IlzYd5vkXDxAd814vKHCz8db5k0rXutoQBIH5c4u4+45F/OwXO0gMvdPTisrW7ScIheLcc+diliwuxWoxjrMriqLScKqbl187wtbt9VnPlSgKLFlUxq03z71mqnSMpTDfzUcfWkVn12tZiw2BYIxfP72H4/WdbLhxDnPnFFKQ78IwwbOaSKRHxKKbW/qpP9VF3fE2BgaiPPnEWpYtnpxdiEaTPPfiAXr7wiycV8z8uUXUVOdRVurH67mw7U6nVc409bJ1ez2vbD6afZ0EgdqafMrLcybdL6qqcuBwM5ter6Oy3M+SRWXUVOdRVZlLXq5znFbHuWiaTl9/mN37zvLCywfHLXL4fXaWLSmfdFtEUeCG1TXUn+zkxU2HR5xjsXiK3z67l96+MB/auIjZs/JHxvjnEo+nqDvezrO/P8C+g01ZaYKyLHLr+rmsmEJ7Zpjhg8C1+cZ+n0inVOqPtZOIpxnoD3P0cCvH69qw2c08/skbKK+cWjm5YVJJhad+9BaCIDBrdgFuj5VkIs2xo20cO9pG7dwiCibw/OcXuskvcLNj+0ny8l2UlPlIJRW8PjuV1bnIskROnpM5c4vYtvUE//nvb7L6htkYDBL7956l7kgrhjEv8aUrKpg7v5g3Nx9FFAUWLi4lEk7w9rZ6UmOUxe0OM/c+sJzW5n5+8sOtnG7ooromH0EQ6OsL03SmlwWLSrj9zkVT7pNhJEmktMyPxWpk86bD2OxGPF47iXia4lIvpROsDv4ho+s6fX0RjhzNrtIhigLLl5RdthJkOX4HtbMKsksHJtIcOtrK2utnXTC9SdU0gqE4b797ind3N+JxW/F6MqUICwvc+H12rBYjJpOMomrEYkl6esO0tA7Q1j5Id29o3KpNSbGXD21cNOVB6HBJx+P1nZw42YndZsbns+NxWynIc5GX68RuN2MZctIlEgqDg1HaOgZobRukvTNAfMxEM7PSsWScIvnFcNjNfPTh6+gfiLDvYPPIOSaTCq+9UceBQ81UVeRSXZWD3+fAaJCJJ1J0dQc5dbqbppZ+BgejWVIysixy/coqHrp/+aRTQ4YZFi978uM38P0fvsmpMRoW4UiCVzYfYceuU+T4nfi8NrxeG2aTAVXTSSTShEJxgqEY4XCCQDA+FGlBpuThJFe6FEXjzNleenpDxIZ0E2KxzN94PEk0liIeTxEIxujsCmTtG4uneOrnO3j19aNYLEasFhNWqwGL2Zj5f6sRqyXz79qafFzO86cFGQwS1y2v4PWtx7LCkjVN5/evHOJ0Yw+rVlYyqyoPp9OCpumEwnHa2gepO97GiZNddHUHUVVtZFKWl+tk2zvZDoTLgSSJrFhWwabX6zh1unvk87Sisn1HA2ea+5g3p5CKMn8m7FjPlHGMxlIEQ3ECgRjhSIL1N9Zy6/p5k/pNQRAwyBIbbppLb1+Y3z6zN8t5GYun2Lq9nn0HmsjxO/D77LhcVqxWI9rQ/RKNJgkEY0SjSYLhOMFgfGSw73Ja0N9TudsrR26Ogxy/gxMnO0mlVN586wRH6tqoqsylqiKHHL8Do0EiGk3R1NLHiZOdtLT2kxpzn1gtRh64ZynVVbnXbMi3JIpsvG0Bff1hXtp0ZEQkVlUz4panGrupKPNTVZVLYb4bs9mAomScw41nejjT1Et3T2hMimomzeiJR68nZ0z5+GsJSRJZvqSMxz9yPf/9651ZDopkKiOcePxEO36/gxyfA7fbOpJGkEikicWSBIJxotEEoXCCYCg+8q4xGKQpCVDqZJzy4XCCHbtOs2vvGdyuYdttG7XdVhPmEdudoqc3RGv7IG1tA3T3hrIc55Bxrt1z55ILOhQmbI+uk0op1Dd0Ud/Qhd1uwufN2O78PBf5eS4cdnNGp0HI2NGM7R4cst2D4xZwLGYD99y1mJIpRGAC2KxGHnlwJX39EXbvPYMyZLvTaZU3th7n8NFWKstzqKrMJdfvwGiUSSTSdPcEaWjsprmln/6BSNb1kCSRlcsrefThVdMuKT7DDNcqM86JKRCNJvnNL3YiyxJGk4zXZ2fZikruuHsRtXOLprTCdC6iKCCKIrvePcXmTUdQ0iqiJOJ0Wli0tIwHH7luQqHNvHwXH31iDc/9dg9P/WgbuqZjsRq554FllJX7kWUJi8XIfR9eTiyW5MC+Jt59pwGz2UjVrDwef/IGfvHUO1nHzM1z8onP3Mgv/2sHmzcd4aXnD+D2WFl+XRULF5fyn/++ZWRbQRCYO7+Iz3/pFl54dh/bt9bz8gsH0dGx2cwUl3ixr5k1rT459zdmzy3k3geW8+bmOr737dcQBHC4LHz8UzfOOCcm4PSZbjq7s9OAcnOcVFXmXja9D6vFyOKFJby981RWOOWRulYGBqOT1l5RVY2+/sjQoKsbSRIQhIxAlSAwJEoLmq6hqhOPpHL8Dp746Gpmzxpfem0q6Hpmwh2OJGhqhsOiMCTSJWSlUOmajqppEw7sTEaZ22+Zz20b5o0TuLwYgiBQXOjhs5+8EUHYzp79Z0cG3JqWCfvs6Q2xZ9+ZjPCnMNQ3mj5hiK0si1x/XTWf/sQ6/D77tAbooiiwYG4RX/j0zfzwJ9s41didNQnQdQgE4wSCcU41DqWRMaq1ezmqQyQSKX72yx3sO9iU6f9hTRw9k+qV+efEOjnDZdkaz/YAwtB9dc5fMn8R4C+/eS+rVlSetx2CIFBe5ueeOxfz0/9+JysyIJlUOHikhbrj7UjycClnHV3LOOMURct6Tmqq8/j0x28gFkux/2DTFal0U1Tg4c7bFvDjzkBWWxVVo6m5j5bW/iwxuHP7VtN0DLI4rmzwZDCbZB68dzmyJPHMC/sInFPWcbiKTSicoPFsb6ZSw/BtqTMSMfRBx+Wy8snH1/J/f7qNU6e7s5/vvdnPt6pqEz5HJpPM3RsXsuGmOdMee1wtuJwWHnt4FYqi8dobx0aqbeg6DAZiDAZaOFzXNiqaOPzem+A9LIoCs6ry+Pynbqa2puCadUwMYzTK3HbLPGSDxH/98t1xFbiisRTRln6aW/qzbBWc/714OVBVjf6BCP0DEU41ZkpQC+faS33YoTGxfYJMtYvHP3r9lFIgz0ckkiQSSdLc0o8otl3Adk+cImwwSGy4eS533T5eOP9iZBz5Lj77yXUIgsC7u09PaLv37j87adu9fGkFn/3EOnJzrl3n2gwzTJcPlHNiybIK/uJvHqSgyH1RITqX28qXvno7giCM04nwem18/su3AGC2GBBFkbvuXcry66qAjPEzGmVcLgs5eU6sU8jjngiDUeYjj69mw23zCYfjI84Ju91MQZEb+3lK1RmNMutvnUft3EL6+yJoqobRJJNf4B6JiBAEgYqqXL701dtpbxskEU9hMMrkF7jw5zjx+x1YLMYRIS1RFKmdW8hXvraRzo4AqaSCzWGipMRHWlEpLvUx65wcSFEUWbS0jMrqXDo7AkQiSdAzThKf34HPP5pGsO7mOdTMLqBkAofCmnWzKS33U1WdN04jxGYz8eBHruP6tbMIDMbQ0bFYjBRNIYT/DwVd19m198y4AUlNdR6FBe7LZuQkSaRmVj5+n53evtHoiZ7eMMfrO8apjA8jS+JQeO7EC+cZB8TkVpGNRpnZ1Xk88uGVrFxWgWGCdIcLIQoCVosRWRbHrebA1EovSqJAjt/B3RsXceftC3E5p6cMLwgCFeU5fPnzG3j6uX1s29EwVFYv872uZyaXF+oiQRDweW1suGkOD9677JJXDiVJZNGCEr7+Jxt55vn9vLPrFKHQxFoTk+0vo1FCmKSjTCcjHphMTl+jIdNUfeTvRGiTyKE2GCRuv2U+0WiSZ36/n2AwW3Q0ragXrN5hMsksnF/MJz+2ltmz8hkMxHA5LVfEOSGKAreun0s4nOC5Fw+M+43M/X3+tk53TiMIAk6HmYfuX05xkYffPb+PxjM9IyH7WW3Q9Un9kCxLeNzWS7a1VwuJRJqqily+9NkN/OyXOzha10YqrU7y+c5M5u+5czH337MUp+PaqUJxPgRBwOu184mPraEg383vXzlEd08wyyGtqhoXKxJks5m4fmUlDz+wkurK6ZfMvtqwmI3cun4ueTlOfvf8fo7UtU6YGjZZZ4Qkibhd1iyNo4sxaruFCd/9qqbDZN//BonqqlwefmDlhNUuLoYgZITWL4ftFkUBv8/BxtsW8KGNiy5aavtCbSot8fHFz95Mfp6Trdvrh7RkMt9P1nZ73FbW31jLh+9bTl6uc8YxMcMfJB8o54Q/x4E/xzGpbU0mA/MWTCwOaDIbmDtmxais3E9Z+ZVZpRcEcDotOKcxoZFlidIy/wUjCARBwO2x4Z6gRvLY8xzePuNYGN+Xy1eOX1kUBAGny4rzIi/1gkIPBefJMc8vyKSonA+z2UBl9aWtjP8h0NsXGScaZzLJzK0tvKyCSoIgUFzkobzUl+WcUFWNvQeauHX9xFU7CgrcfPSh63j73QZOne6mqyc05ZB2i9lARXkOK5aWc+v6eRTku6Ylumo2G9h42wIkSeTYiQ5a2gaIRsdru1wISRIpyHOxYH4xt9w0h/lzizEaL20VUxQFCgvcfOYT61g4v4TXtxzjeH0HwVD8gvsJgM9nZ96cIu64ZT4LFxRPmKc9HSRJpKLMz+c/fROrVlayZVs9x+s76O0LT2kQ6HHbqCz3c92KSlzO6Q0C329sViMfvm85+XkuXnntCCcaOi/qOJEkkaJCD+vWzOLO2xaSn+dCFDOT+PJSP00tV6Zyh81q4qEHVpCX6+TVN+qoP9k56bKeBoN0SdUAzGYD69bUMHtWPlu2n2D33rOcOdszTjPhfAwP1IuLPMytLWTNquoPjN6EoqjE4knmzy3kq1+6jZc2HWbHrtO0dwxe8Hkymw3MrS3krtsXsGplFVbLpQlwX224XVYeuGcpNbPy2PzmMQ4caqG3L3xRsUO7zURtTQE33TCbNdfPwu1676s2XWmMBpmli0spL/PzzrsN7Nh1mpOnuwldxC4MIwAOh5miIg811fmsua6KeXOLJv37eblOPvLh69i+o4GGU5kUtbFpRhfDbDZQUeZn2ZIybls/j8ICD7I8ddttMsnctmEeuq5Td7yDltb+rOiwySBJInm5ThbMK2LDjXNZtKD4krVJBEEgP8/Fk0/cwIJ5xWx+8xjHTnSMq74xET6vjbm1hdy+YT6LF5Vis14e2z3DDNciwlVSAeGqaMSloigqu989zeuvHp30PstWVHDH3YuvuRJgM1ydBENx6hs6s/RBZINEdWUuORM4my4FXddpONVNT18o6wl2OM0smFd83uglXdeJJ9J0dAzS2RWkpW2Ajs4Avf1hQqE4sViKVFodKc9oNsm4nBZyc5yUlfqorMihvNRPXq7zspQmVBSVnt4w7Z2DtHcEaG0boKc3xGAgk/ueTKYzoZeCgNEgYbOb8XvtFBW6qa7MpazUT2mxF5NJvuyDCV3XCQbjNJ7tob6hi1ON3XR1BwlHEiiKhskk43JaKSpwU12Vy+xZ+ZSV+nE6plfSeLJtisVStLQNcLa5N1OlpSPAwECEaCyJomjIsojRII/kAefnuSgv9VFU5KGowIPHPfmycYqiUt/QxeAkVM8vhblzCvF6bJNul6br9PaGOHGyk+P1nTSe7SEQiGXymIXMQNzntVNU4Ka2poCa6jxKS7xZET6apnO2uY+OjlFB1fnzinC7Lm9ZPU3T6OuPUt/QScPpLs6c7aV/IEI0lkJJq8iyhNVqxOWykpfjoKjQQ0mxj5rq3EmXubwQw+lbZ5v7RnQCenrDBEMxUikFURAwmQ1YLUb8PgcF+S5Kir2UFHnJz3Pi89qv2TKkpxq7+dZfP5cVjp+b4+Tv//IBqitzAUilFJpb+jl2op0TDZ20tg0SDMVRFBWL2YDP56C6Mof5c4uYPSv/sukoHDvRwcBgZOT9LYiZ1LKJKr28lwzbiLNNvTSc7uZkQxftnQECwRjplIIkSzgdZvJynVRVZN57lRU5+LyTf36nQzye4ujxdpLnOPiMRpnZNfnTXnGfDrquMzgYpamln8azPTSe7aWrK0ggGBtxlJpMMhaLcej966S4yEtJsZeCfBc5Pse0xpy6ntGG6egMDNnu/ozt7gsTDMWJxVOkUqO22zRku3P8DspLfVRW5FJe6iMv1zUtp8RYFEWlty9Me2eA9o7BIdsdZjAQJRJNkkykM9E3QsbZareZ8PnsFBV4qK7MGbHdZrPhitjucDjB6TPZtjsUTqAoaib62mmhqMBNVWXmHi4v80876nIswVCcuuPtWRGBJrOB+XMKPzARaDNck0zqQZtxTlxGFEVlz85GfvSDLfT2hKgZEre8EEuXV3D7nYuQ/4CdEx3tg7Q091FRmUtevmvc97FYilMnO3E4LVRU5k6pNGxfX5hTDV0UF3spuQZLrX3Q0XWddDoTCq8oGpqqoQ1rCeiMaANIkjgy4Z1I8fpytUVVNdLpTFsUVUPTtKxQWVEQEKVMewwGGZNxtMLOlWS4n5IpBSWtZkJodR1BFJBEEYNBwmiUkUf0Dt4bVFUjlVIyfTacGz904QQhI3YnySIGWcJgkK7ZCeaF0DSNZEohlVRQhypcDOtbyLKEQZYwmeSRHOj3t606qbRCKqVknrdzrpcojj5nBoM0pPwvTOl9ezGG7+Ph31e1US0OQchoL8kfsPtlIudEjt/B3/7P+5l9Tork8PsnkVRIp5WhlAYdQRAy7z6jjMlouGy6QdcCw32STGbeMaP3i4AkCciyhMl45WzC1Y6u6yjK0DtYUVHVsc/TkK0653m6XP00znZrmffJhLZbyty/75XtVtXRd8uw7RYEAUkUMvbIIGE0vDfv5CzbrahZz7U4ZLtN74PtnmGG94lJ3eQfqLSOK8XgQJTnfreHrq4hkUEh4y3Py3Mxf2EJtbWFmC0GZFli9Q011NW18taW4zz6ibUsW15xwWM3N/XxL9/eRDo17O024PXZmTe/iNo5hTguoB7/QWHfnjP8/Gfv8JkvrOfW/AXjvm9p7uNf/vkVZtcW8rVvfGhKHveTJzr4l39+hQcfuo6Pfmz1JbVTVTRi8SRWq+kDMWi+GhCEjH7L1VDqLTMJkK5KcbmrqZ/ORZJELBYjlms/7X3aiKKYqf5hvvpD7EVRwGwyXFK6xqVwtd7H7wdjK48Mv3/ssgTMrGzC1f1OvhoQBCHjSHwfFreupmf5ar5PrqZ+mmGGa4WZp2USxOMp9uw+Q0f7AFWz8kDPCJ8d3N/EKy8d4q4PLeGBD6/AOo2c/sBglG1bjuNwWsjNc6JrOseOtrL51cMsWFjKo4+vobTM94ERdpoOHq+N666vpqw8B0l6/xw1zc19/Own2/ncH22gcIqlpmaYYYYZZpjhakBVNdq6AgTDcWaV52bKLV4mNE2nuy9EV2+I6vIcHLbLm2KmqBo9fSG6+8Ikk2lkWcLttFBS6J1yOcoPCslkmoazPTjsZkoKPRcVhJ8KqbTC6aZeDLJERakfeWZhZoYZZrjC/GG+yadJSamPv/67h9CBRDxNw8lOfv2Ld3nhuX1UVedx/SWUzVx3Uy0Pf2QVug493UHe3n6SzZsOEwrF+R9/csd5hST/EMjLc/GFL936vrZB03RaWvpoqO9AuYAa/wzvH6oWpTf6ezQ9Qa79IWTRfvGdpkkwsYe+6Ivk2O7FYVqKIHzwBmyanmYw9ibB5C4KHE9gMZy/zOblJhOanAnf/qBHjl1u0uogXeH/IqV2j6zO59kfxm5cdN77dDS98/3v85lrPzk6uoP85sV9pNKj+kKSJGK3mikucLNkXgn5ORPr8kTjKf77mV3UNXTyP/94I/NqCi9bu5IphedfO8yr247xtc/dytoV1Zft2JqmsXN/Iz9/bg+dPUFSKRVZFlk4p4ivPLmB3Musq/R+EU+kiMZSeFzWSUVpnm3r5++//ypzqvP5yqc24JxCFY6L0dkT5P/85xu4nBa+8Ud34PdeObs6wwwzzAAzzokpIUkijiGxGqfTgs9vZ3Awyo9+sIVjdW3jnRO6Tl9vmJ7uIOm0itlioKDQM2FVDqPJgN1hwWSS8fkdFJf6kGWR55/dxxub6/jYx9dOe6Cm6zqplEJPd4hgMIaiaBgNEnaHmZxcZ5YYkKpoDAxE6O+PkEykEQQBm91EfoEb6znqwbquc6axB0kSKSz00NcXZmAggqpqOBwWCgrc40q06rpOPJ6io32QaDSJ0ShTUOjJ5DSPOTVN0+jqDNLVFQBAQMDjtVFekXPe80wk0nS0DxIJx5ENEnn57kzu45iDD+cA9vWGCQSipJJDAltOC/kFLozGUWHDdFqlpztIf1+EPTsbicVSnDjeTt9QhQpREKipLRgnMJRMpunqDBIcUml2OjN9YrwCookzZFC0IP2xl1C1GF7L+ivqnIinG+mJPI3dtACHaTHwwXNO6LpKJHWEnsgz+Kx3vKfOCU1PEEkdwSKXY5RnqvRMFU1Pklb7iaUbSShncZmuw25ceMF9EkozabUfu2khAu9P2geATppI8ggGKQeLoeyi23d1B+nsDk66asyVpiDPNVKN5UoSCMV4ZWsdBoNErs+BKAiZsrsphUg0Sa7fwZOPrGHVkvJxNsdokJgzqwCz2XDZJ5uyJDKrIpf+QJTCvPNX4JoOsXiK37y0n7bOAI/dt4LZVfkkUwqyJFxREeD3mnf2NrL/aAufe+wGPJMQ2vS6bCyjTmJKAAAgAElEQVSdX0p1Wc5ljx5x2i0snleC027+wFWHmWGGGa5OZpwTl4AoCvj9GdXjWCw57rvjdW0898w+TtZ3kIinsNrMrLiuksc/vpbcPNd5J6mCAA6HhZvWz+XtbfXs3XOGe+5fhmsaatC6rtPbE+LFFw6wZ1cjPT0h0ikFszmjbfHZP9owoouh6zqvbz7Km6/X0drSTzSSRBAF3G4rK1ZW8shjq8nNHVVuf+rH20DPiHq+teU4ra39pFMqXp+dG2+ew4MPr8Q5pJmh6zoD/RGe/vUu3nn7JMFgHJvVxKKlZfi89nEDOUXR2L3zNM89s5dIOEE0muTG9XP45v+8b8JzjEaTPPPbPWx98xgD/ZFMybX5xZSV+8etPKRTKs88vZt33zlFV1eAeCyFLEv4cxzcvGEuDzy0EsuQEe7tCfH9726muamPgf4I6bTKv33ntZFrZzTJ/OP/eYzKqtyR4/f3R3jhmb3sfPcUPd0hEMDvd7D2xlruvX8ZnilUBJhh8hgkH4XOz6HraYxywfvdnBkugYTSREvg2xS7vjDjnJgiBslDmef/BaAj9FOaB/9hEnup9ESeJqm0UWn8G0Th/XNOpNU+WgL/TI7t/kk5J7Zur+epX+y4aDnX94qPP7qaxx5Z9Z7lmK9YWM6nPrIas8mApmoMhmK8s7eR371ygN+8uI/5NQU4xqykm00GHty45Iq0x2CQuGVtLbesrb3sx+4diNDdG2bhnCLuWr/gslU2uJrQdZ39R1voHYhM2uGW63fwtc9dmehSj8vKlz5+0xU59gwzzDDDRMw4Jy4BTdXp6Q6iqBo5Y8qthYJx3thcx4pVVdz3wHLSisq2Lcd5+616fH4Hjz2+5oKDF0GAnFwnRcVeWpr76OwITMs5EQzGeOrH29m96zSLFpVy34PLcbut9PdHONPYM67dAPkFbm65bT75+W4ikQRb3jjGG5vr8PkdPPr4mqxt64620t0TZN2NtXziU+sIheK89PuDvPDcPsrK/dy0fi6SJJBKqTz/7D5e31zH9atncePNcxAEgXe217PlzWOkUtkDS4NB4pbb53Pd9dU0nu7mB99/47znqCgam189wosv7GfBwlI+90e3YDLJ7NnVyNY3jhOPp8Z0bqaDa2bn8+DDK/H57HR3h3jx+f38/vn9lJb5ueHGzMDK73fwhS/dSiya5Onf7mbfnjP82Z/fQ0Ghe+g6CeQXjK4OJZNpfv2Ld3l7Wz033jyHZcsrUVWNXTtP8epLh1DSKk98ch0m08yjd7kRBRMey7r3uxkzXCK6rhFPnyGpdLzfTfmDQdMThJMHMEq5F9/4CqLrOim1m1j65PvajmsJs0kmx2sfEWTNy3Hiddk4dLyN7r4Q3X0hHHYzuq4TiSY529Y/sq9Rligr9p1Xc0LXdYLhOH0DkUyEgizh99jwusc72GPxFGdb+1G1TOlCSRQpK/JgH6M5oes6rZ2DqKpGUZ6bcDRJ/2CEVDpTNjXHZ8dhM48cP5FM090bJp5Mcbqpl0QyTSqtcPJMN2azAVEQyM9xjosAicaS9A6VNxZFEbfTQo7XPk40MZVSaG4fwOkwk+N1EAzH6R0Ik06rmIwyfo8dt8tKLJ6irXOQ/FwX8XiKgWAMr9uK32MnGI7T3RfGYjZQmOfCOFQuWNczKRoDgSjhaBJV1TAYMhoZPo99RL9B13Wi8RT9g1H6ByOcON2F0SBx4nQnTkfGAWMyypQWekaus6bptHcHGByKzgTwOK0U5rkumAoST6ToG4gSiSbQdB2DLGG3mfF5bCNRF5qu09MXpqc/PLKfw2aipMA7oSD58L3VH4gSi6fQND0TBey24XZasjTTunqCRGIpigvcJFMKPf1hUkkFg0HC77XjucxllGeYYYZrj5kZ0hQZLpUUCSc4dLCZV146hNtlZdmK7KocqZTCwsWlfOLJG7EPhRvW1ORzsr6TY0daCQXj+HMunB9ptRpxOi0kE2ki4cQ02qpRd6SNHW+fZM0NNXzxj2/DdoFcREEQuPX2Bdy+cWFW+kZunovTDV0cq2tD1/UswxEOJ/jIY6v58CPXjRhEj8fGX/z576g70sr1a2ZhsZjoaB9gxzsNlJX7+fTn1+N2W9F1nYqqXDo7AtTXd4xri8NhweGwEAknzqvCrOswMBDhzc11eL12Pv/FW0bKkc6anU8oFGPb1hNZ+xgMEg9/ZFVWGan5uo7ZbOA7395Ew8lO1q6bnVFZNsmUlPqIxZI4HOZMGkuRh9IJ6sDrus6J4+28+04Da26YzSc+deNIBMb8BcX0dIfY8fZJblo/h1k1Myv7lwNd14ikjjAQe33kM6OcT47t/nFpHYoaoCf6LFbDbOymBYQS+4il69F1FbNcgsuyFoPoy7r3AZJqO4H426TVHgySH5d59VCq0PgBlK6rJJRWgomdpNVeRMGEzTgPp2k5gmAaOXY0VU8wsQOPZQOCIBNM7CSldCJLblzmNVjkcgRBGnNsnZTaQTDxLkmlC0GQsBpm4zSvRBLso4N5pZX+2Gu4TKswyQUEEzuJp88gCDIWQzUu82okwTbmPHWi6ROEEntRtTAmuRCnaeV5zlFHRyGWOkk4uY+0FkAWXThMS7AZ5yEwmroUiL9LXGnEZ70dRQ0TTO4krfYjiTacpmXYjYsY1hZQtSih5F7i6UYG41tRtH56Is8QSuwDQBBkXOY1uMwrp3aTjGl7JmXkMNHUCRQtiCiYMUq52I3zsRhmZfWLqocJJfYSSzeg6wpmuRiXeTUGKTdru/7Yy2h6Ao/lFhJKE+HkfhQtjFHKwWm6DouhaugchHPaESWU3Ecs3YCqRRAFCya5CLtxIWa5dEQfYiC2hWj6OH7r3VgM5eeci0IwsZNQch+5tgcxG0qn3Bfx9GkiqaNEUyeIputJa/20Br6HKGTeW0a5AL/1bgySe2SflNpJJHmYhNKMqseRRQdWwxwcpqWIgvmce/w4wcQuvJZbQBCH7vEORMGMzbgAp2npyDOh6WnCyQPE0g2EErsyKVrx10goLSPtdZiW4bGsQxDGD1tmpjKjCIKA2WzAajYyoEdHSikCnGrq5S//5SWisSTJlEKe38E/fOMBqsvHp0tqms7hE2089+ohDp9oIxRJYDUbmTurgA/fuYRlC0qzSlO2dQX4+3/bRHdfiGRSwWYz8bf/zz0sXzg++uUnv3mXnv4w99++mNffPsGxhk5i8SRup5UVi8v5+IOrKByKLm1uH+Af/2Mz7d0BYrEUmq6z+2ATew42AZkKZ599dC0P370MyNyjbV0BfvvSfvYebqKnL4zBIFFR4mfjjfO4/aa5mM5J3ewbjPA3332FtSuqWbO8kl+9sJfDJ9qJxJJ4XVYeumsZH7lnOc3t/fztdzdx9y0L2H3wLCdOdVFbnc+TD6/m2VcPsevAGTxuK1/+xM1cv7QCURRp7xrkty/t50h9Ox3dQZIpBZvFSEWJn/vvWMy6ldUji1Tbd53ily/spas3RCKZBuAb//v5kT4rKfLyl1+9m5qKjAMxrag8/9ohNm09RjSeQlU1Nt40j698agM26/j0C13XaesM8OyrB9l/tIXOniCKomG1Gikr8vLkw6tHrpWqamzZUc8vnt9LNJ5EUTSuW1zOX/yPuyaMVqk72cHzmw9zvKEz49hRNNwOCzVVeTx67woWzSkacVA8t/kwuw+e5dF7V7DncDN7DzcRCiewWYwsnFvMEw+uYnZl7oyDYoYZ/oCZcU5MgTONPXzhMz8GHRRFJZFIY7OZeOLJdVRUZq84mc1GFi8tx2Yf1SLweu24PTai0STp9JUPQU2nVU4cb0fTdNbfMv+CjolhRFEgHk8TCsZIJNOoikZ/XxijyUAikUbT9KyKGQ6HmcVLy7LSMnLzXNhsJkLhONpQTee+3jC93SGuXz1rJAJEEDIpI3PnF9FwsnOaZ6kTCsZpOtvLzbfMw+cfnZDabGbmLyzl7W31WXsIgoAgQCSSJByOk0ykUdWMHoYoCiQS6ZE63VNqiQ71xzuIRZN4PDZaW/rP+RJsNhMD/RG6u0MzzonLho6qhYml60mr/cTTjZgNFXgtt413TmghuiO/xiJXYIh5CScPZfbXE2haFHtsCeWeb2AxVIwcO5TYTXPgH0mp3UiiHQGZ3ujvMctlMKYUoKYn6Yu+TGf4KVQtiiBI6LqKrqdxWdZQ4voyJjkjPBdLn6Ij9FOSSgdxpYm00o1GClWL0h3+DSWuL+O13jrioND0NMHEO7QFvk9aG8hM0HQNTU9hNy2i1P1VzHIFgiCQVDrpCv2MuOUUqhYmnj6LjoamxdD0JF7r7ZR5vo4s2IfOMk1f9GXaQz9A1aJIog0BmT7pRaQJdDs0PU5n+Cl6Is+QcSyI6LpCV/hn5NofIt/+MWQp4yAMJ/fSG32BlNJBKLkfVQujo6BoYbqFX1Hk/Bw59vsQMJLWBukO/4qU2kdSaUPTFaKpOhJKMwACBsxyKTA954Su6ySUs7QF/51gYhcC4tBEV0fTU/isd1Du+QbDZjGWPklr8HtEU3WIggkQ0PUUXZFfUez6Em7z2nMcCK8TS58mlm4gEN8BaGh6GlULYZRyKfN8HZd5NZC5nim1i5bAtwkl955zbBWdFDbDPKr9/4gsZJzXwcQ79EZfwGFclO2cQCOU2E176Ee4zKum7JwAnUDibQZib6BoA2hajBS9BBM7Ru47i2FWxrkwRDRVR9Pg35FSe4b6TkDTk+h6Gp/1DopdXx5xZMRSJ+kM/ZSU2kU0VU9a7UVHzTwbiOTaH6TQ+TkkwYKmJ+iNPks8fYaU0jW0fwNptXfkt2XRhduydpwjIj/PxdLFZaTSV4dQcWGhG+EK602cD13XSaYUTjZ209Y5SFWZn8IhZz3AnOp8vvdXDxOKJPjvZ3fT2Nw74XE0TedYQwff+fEWNE3joTuXUlrkpW8gwmvbjvNPP3ydP/3MLaxaOrooU1bk5X//2f1Eogme33yYbbtPXbCtZ1v6eOrpndRW5/OVT61H13W27mxgy46TWC1GPvvRtVgtRkoKPHz9C7ehqBqtHQN8/7+2U1uVx0fuWY7ZZEAUBXJ8ows9nT1BvvfTrTQ293LjqhoWzikiHk/x1q5T/PR3O0mk0tx3++IsbQZN0zhxqpMzLb3YbWY+/cgaEKC1Y5CSc8TIU2mFre82sGHNbGaV5/HMpgP84BdvM6s8h88+upZf/X4fL2+pY9mCUswmEUXVCITiLJpTzEc+tByrxUhTWz+bth7jBz/fTnGBm9qqfABWLCqjvMTHYDDGvz31Fg67mScfuR6nfTRyoih/NErTYJB49N6V3L1hAWdb+/nXn2y5YH+3dgzynR9voeFsNwtqi7jn1oVYzAZ6+sJ094Vxn+N0kCWRO9cv4PpllXR0B/m3p9664LFTaZVoLMlN19dQVZaDQRY5Wt/Bq9uO8aNf7+Cv/uRu/J5RW9LTF+anT++krMjL5x67AZNRZu/hJrbuPIWqanz9C7fhddsu+JszzDDDB5cZ58QUsFiMzJlTOLIyUVjkYfHScoqKveM0EywWA66x4WkCyLI4FH1x8d9LJNJEo0kMRhnrBJ7wi6GqQ44Fo0x+geui2+u6Tt3RNra8UceJ4x2EgjFEUUTTNAYHosx1FY/bx+myYrGass5zuOa0rmW04nUdIpEEiqri89mzJv2SJOJ0WS+pPnUkkiCZVIaOPXpwURRwOMzj0meUtMqePY1sffM4Zxt7iEaTyLJIOq0SDMSG5pwZtfjxnXT+diiKysBAlHA4wVM/3pbR5BiDIEBqaFVkhktHECTclhtwW24gpXTT0PcnqHr4gvsEEm9jNc6h1P01bMZa0uoAXeGf0Rd7md7o85S6vwpAWhugNfg9EkoLpe6v4rGsR9MT9EVfpiv83+iMpgvpukY4eYDW4HewGmZR6PkmZrkURQvSE3mGrvB/YRA9lHm+xvB9peoReqPPk+94HL/nm0iChWBiF63Bf6Ut+H2sxtlYDBVDK9ynODvwdxglPxXe/4XVUI2qx+mLvkxH6D+RRDsVnm8hCZkBnaan6Iu+jNuyjgrvX2GWS0kozbQG/pX+2Mu4zKvw2+4CMpPAtuB3EQUTFZ5vYTctQtECdIV/Tl/0xay+03WVvtjLdIb/C69lA7n2RzBKOSSVNjrCT9ER+jEGMYc8x0Mj55lSe+iO/JZ8x2P4bfcgCmbCyf00D/4DHeEf4zSvwGKowCQVMTvn+2h6gvbgD+mK/IJyz7dwW27KXGvgUoRHFW2AlsC/EIhvx2fdiN92Nya5EFWLEEs3DjmlMsdPq4O0Br5DOHWIQseTeK23DLX7IG3Bf6Nl8B8x+QuwGkdFkOPp06h6mCLn53Gb1wI6fbGXaQ/+B53h/8ZuXIA8NHHvj73GYPwtcu0PkGt7GFlyoaiDRNP1iBiRhKmn8E0VQRApcHycfMcTxNOnqO/5HA7TYiq8f4kkZtL9BAQ4p8KHUc7Da70Dk5SH1ViLJFiJK2dpD/4H3ZHf4LbcmJVapehhusK/Isd2P2Wer2MQPURTJ2gJ/BPdkadxmdfiNC9HEuxUef8OHY3eyHM0DnyDYtcXybU/NNpexAk9xjevq+XmdZdf3+Ba4VRTDz9/bg8GWULTdQYDMU439zK7Ko/H7luJzZJZIBEEAYvZQFmxj3A0MZIuMBGJZJoXNh+mdyDMN794x0jFDV3Xqa3O5y++/SK/fnEfC2oLR9I2TEaZkkIPiWR6UhPLcDTJ6mVV/OlnbhkRWpxXU8if/9MLmZX1e1ZgtRixWozUVGZ0Z2RJxCCLuBwWZlfmYbOOL9/+xjv1HDrexic+vIoP37V0JMVixaJy/v77r/Lbl/azdH4psypGF5R04ODxVj7z0bU8dM4+Y9F18HvsfPjOpXR0B9h96CzBcJzH7l+J3WriVFMvR+vbSaYUzCYDpYVevvXljRgM0sjYZPXyKuxWE9/96dZM9EVVPoKQcbDk+Bz09IUxm2RsViOzyvPweSbuS1EQ8Hls+Dw2VDWTnnE+NE3n5S1HqWto58GNS/nYA6P3xfB5nYsgCLidFtxOCwZZumga6uK5xSyoLczqtxWLykmkFLbvbuBsS1+WcyKeSDOrIpevfGo9+TmZsemqJRX0DkTZf7SZvsHIjHNihhn+gJlxTkyB/AIXn//SrQhCZlJ9bkjjWARRuKTVE32o0kdnxyBuj5Xc/Is7FyZCkkQ0XUNVtYv+XsPJTv7j314nmVS4+54l1MwuwGIx0N8f4T//Y2KvvCiOrYUxMaIkIiCgjGmHrutDTozpK60Pp5OMPUdd14f+y/7s3Xcb+PEP38LjtfHwR1dRVu7HYJBpOtvLDy+gbXExBEHIVHRxmHnk0euZXTtBdIQgUFY+PiVkhvcOUbBS5PwMHstNCIKIUSog1/4IwcROoqljaHoaUTAQHgrn91nvIMd2P5KYGSwVOp8kkjrCYHz0mVD1GH3Rl0DXKHH9MXbTIgCMegH5jo8RTu5jML6VfMcTmOTMShm6hs20iHzHYxgkPwICftuHiKdP0RX+JaHEnqFIAZ3+2CZSaheV3v+F23LDyO/m2z9KJHmIYHwHcUcTduO8oW90jFI+xc4vYDPOz6QoSbnk2R/i7OBfE02fwKffgSBIBBJvkVS7KHd/A491A6JgwEQBRc7PER4K3x8mpfbQG3kOk1RIqftPMUjezHlK+RQC0eRRBuJv4LPePhI9oaPiMq8h3/EERilz75ukAoKJd+mJPEtK7cEsD1cUkEGXRybEgiAhThDGP1V0XSOSPEwg8TZuy1rKPH+GLI6KEttNCxn2POq6Tii5l3DyAF7rreQ7HkcSLUPnmYeqRWgO/BP9sU2YDaUIGIfOM02O7T5y7R8eSYvItT1IMLGDWOoEih5GJuOcULUQAhJWQw1mQxmiYMAo5WA11qDrGu9VooIgSEMJSsMTGwFBkM/b5wYxhwLH48Co7TNIflL2nqH0oVPZui+6hs04hyLnpzHJJUP3YT7R1FHaQz8ioTTj0IdL8WaigUauPeJlufYfdNo6ArwWOZ6p1jEU1WmzmrhucTl2m2lcKuZkGAhEOXqyg9mVecypHrVjgiBQXuxj+YJSdh1q4nRTL4vnlUyr3YIAN11fk6V34bCbKS/2cfBYK9F4EphaadB4Is2h42143TaWLSjLmrB7XFbWrZzFd462cKS+Pcs5AVBa6GXN8qoLTvJFURgpz2o2GXC7rKTTCjleO2lFw24zoahaRpzVkdlelkXC0STRWJJ0WkXVNCRJRAdCkamn606HQCjGsYZOcn1ONqypxWrOXuy61AwKURTQEQkEY8QSKdKKiqrqmI0yqqoRjmYLxgsCrFleleWwMBllqsty2H3wLOFIcuxPzDDDDH9AzFj+KTAcMfFeoCgq+/aeoaN9kI13L8E7jXJfspwpp5lKqTSd7aNsgrzSYTRN53hdO+2tA3z8yXXce/+yofQHAVEUL+rcuBCCAE6HBaNRpqsjkJUyoaoag4NRFGX6x7fbTdjtJjo7AiM6AcPnFAzEsurAq4rGnp2NJOIpHn38NpavqEQQMte2vy+MdoGQlrFaBGORZZHcXCeiKGKzm1m8tHza5zTDlcMg+XCYVoyE5AuCgEHyIIsuVC2GridBMBBNn0TXVezGxYjnrGSLohW7cT6B+PaRzzQtSji5HxAZjG8llNw78p2qxVH1BKoWIqm0jTonBAmroSqjczEcFyAYsJuWIkR+Szx9Gk1PIggiocReRMFIMLErSyxQ01MoehhVj5BIN5/jnBAwG8qwGmeP3LeCIGKUCxEEE6oWQUdBQCKSPIYsOEb0Ikb7yYvNOOcc54ROWu0lmjqG2VBGb/TZrH5Nq4NopEipXaS1gRHnhICI07wCg+g5Z2sRs1QMqKhaZIpXcOropImk6tD1FF7LrVmOiVGGnm9SxFL16KRxmlYiCqPpcIIg4TJfjyTaCCcPoWhhDKJv6FtpSI9k1EaIohmjVEAsdRpVi4587jAtoyf6NO2h/yStDuK23IDFUIUoGEbuy6uRjD6ESiLdSFxpQtGCaHqCeDoTwq9qsTF7iNiN8zHJhVn3oUkuRkAcuvYaH8RSvO8VKxeX8fiDqzAbZTRdJxCKs+9wMy+8fpjTzb185VPrsyaBk6GnP0wsnqIwz415zKq5xWwgP9dFIpmmvTs4beeE2ZQRvzwXURAwmwwZJ8s0xhzBUIxAKI7HZcU9VCls5NiiMJIW0doxMG7fXJ8Dp918QUeOIAhYLJnnWxAFZElEloxDegrakINIRxsSBY3FU+zY18jOA2c409JHZGiSnkopoOsXHG9cTgaDmX7xe+3k+R2XXc8hEIqzdedJ9h5uprVjkHgijSBANJ5CgHHnaTDI5PodWcKdgiCM3GvTufYzzDDDB4cZ58RVgqZqpNMKqqoSiSR59+0Gnv/dXkrKfNy+ceG0aqYbDBILF5Xw8osHePnFg5SUesnPdyPJIoqiEY+lsFqNWIZSRoYNiK5nKpGIkkA4FGffnjN0dgZwnye88GIMV7Qoq/Bz7Ggrp052Ul6ZgyAItDT1cfBA0wXTJS52bI/HzrwFJTSc7KTuSBtz5hUiiiLdXQH27GrMOnYmzSTjHdFUbcTR0NcXZsc7DYRC8Ql/RxRF7HYziqLS0txPQaEHURSG1LflEXHNxUvL2PTyIba8cYya2QWUlHqRJQlV1YjHMysKPt94xfAZ3jtk0YkkjNVfEWEoz15HR9c1FC2AIEjIUvZEVkBAlrycu7qt6nHSWgBVC2e0GITx19co5WctUQlISKJz3GTUIHkRBJm0FkDX0+hkUkxULUZv9IUJBQEzk79zPhdEDKJ7ZAX/3N/MOEKGn3UVRQsgiTYkcaxKuoRBGnUo6DooWhhVD5NIN9MZ/vm4doiCGYPkz+obUTAii+5xAp+j7b3yA3RdV0mrvQhImOSiCw7OdT1FWu1DQMYg+cZtK0tuRMFCWuvNOLKGkARrljBpBuEch8/ogNtpXk6551t0hn9GZ/gn9ER+i920iBzbvUPCkpNRrH9vJjYjv6ZrJJRmOkI/JpI6AugIGBAFC6oemTD6TRAkZNEz7p7NRGoI6GjnS6CbYZLYrKasKg4AtVX59AeivLWrgQNHW7j1hjlTmpCqQ7ZRPk90qCSJoIOqTl/nwyBLSOL5o0+ng6plIjElUZhwzCRJGTs90WKILIuTGmeN3eZ87U8k0zz/2iF+/eJ+Kkp8PHDHEooL3JiMMvWN3Xz3IhoRlxNV1dA0DUkSLljJYzoEw3F+/OsdbN99isXzSnjiwevI8zuRZZE33qnntW3Hx+0jScJ5760ZZphhhhnnxFXC8bo2fvPLnUSjSc6c7uHMmR5KS31DYpvnj3i4EIIgMHtOIXffs5Tnn9nH//c3LzB/YQl2u5lQKCMi+eBDK1m7rhZRFJhVk4/DYWbTy4dIJtNYbUYaT/fQ1jpAbu74kqNTITfPyW23L+Cpn2zne995jeUrK5FEgePH2kEH05iIlIGBCKdOdhGPp2ht6ScWTdLZEeCNzUcxGmXcHhuzawswmQy43FbuvHsx3//uZr7/3c1cv3oWJrPMyROdBAIxbLbR3EpZFpm/sISd757i6d/sprV1AEkUOFbXRigU///Ze+9oOa47v/NToas6h5cz8JAzAZBIJMFMiqREUqIkSqORxrLGmrHHxzN77LNn1rvneNfes971Wdtrz3rXHuvsajUjiSOJEimSYiYBBgAkkXMOL8d+nWOFu390v8Zr9AP5EgBSrI+OKLG6XvXtqlv3/u73/kJNPfhJNE1h9Zo2fveSws/+5gMuXxrFpakYRZOvPLW54tmyaHEjX/vGFv72/3uff/u/vcT6DV34A26y2QJ9PVFCYS9/8U8fRfU74sSt4qoL+6efOfPPyuEB2gYWR/77Sm6Ba793MgyihAAxjXEvLBCiHO9/9Xvcri6W1v0vaJOeF1XXllHl8JR/n83vnASK9+sAACAASURBVNKeaa5c/a+lf6/zPkRn+L+Z9ioSLlxK/ZQjcilfwC1HKomTn7qon5pnYZpzhZgSfjA1144yY68HCY06z0ME9TtI5PcRy+0mWfiYWG437cEf0hr8QZUHxvWwuXn5ayyRYiD510Szr9Ps/yaNvq+VRDFK1WbOjP2jaf5KqhGlvmiEgh4eun8NydRV4TvgdxOeQ2nwmeLWVTpbIxiGxfhEZtYJnkNBD6qqkEjlMM3qMarkpp8v5YvyXz9vxa3A79Vxu1WyuSK5a3I7CQGpdB7btquSP94o4oksv3vnBOGgh7/4wQMsar+am2wifq2H0Y3F43ah6y6yOYNMrljJ8TFfhBD0Dkzw9t6zrF3eyj/7k4cI+MoVeGzB/qM90/7d9apdOTg4OIAjTswIRZFpbAzg0mZmZAWDHpqaQ9MmEapv8KNrKkq5VrSmq7S0hhkfT/HurtN4vRrNLWG+/8f3cPsd3XR21VfViJ4tHo/G09/YwqLFDex5/yynTw5QKJgEgh4WdzfQ2VVfCWtYtbqNP/mzB3nz9eO89cYJ3G61dOwfPsDHH11kaDBWde1InZ9iwazxAlBUmabmIJGIvzIZK4rMAw+vw+PVeOuNE7y3+zTBkId77ltNR0cdv3luf6XsJkBfT5RfPLuPdCqPYVi4PS4S8SzP/nQvqkuhu7uRjo469HK27q3blyJJX+KN146xd885vD6NHXcuZ8WqNn776/2Vcq6SJLHz3lWYpsXut0/z6suH8fncbLp9MT94bAN/8+P3CYU9XDtxyrLMxk2L+eE/fIB33znFrrdP4XIptHfUYU3ZhZFliQcfWkdLS5j3dp/m7JlBMpkCXq/OosUN3LVzZY0Q4/DZo5SLoh5Bacf92rhtwxpl6k64InvRlKZSOIMcwq1+uquzEBaGHa3kuJikYA0jMErlKnGV29JCpngKRfbN6Noz/50KmtJI1jiHaaeqfqfAojilWgISqFIQVa7DsCbQlJaqdi9Ym6b8/+uFUM36mpKKprYCFnnjEkH3Fq6XLUeSNHSlDRuTgjlQ8+wL1jCWyOJRllSFfMyuPRIlz5R6GnxfJuJ5gFThSDlR5C8Je+7Fp5WTPEoKQpjl/055PsKiaI3M6funaVH5fwXX88gwrBjx3Hv4XCtoDfygEp4khIUlMtP+TfW1Z8vN9Qy5UTQ1Bvnh9+/59BMXCCFKZSaHx5JIkoTfp886p0BTfYCutgjnLo8yHstUkmcKIRiPZTh9fphw0MPSRXPbOLlRBPxuli5qZPe+c/T0T9DREqnYIIViKR+F5lJZtezGV8vKF0ziyRxrlrdQH/FVPBbyBYPTF65fnUxRSvnKioaFOQ/PlKk01Plpbw5x7MwgZy4MU3fHEpQpduXkODsXT4Z0tpRPo605VBUWk0hlOX9ldEHa7+Dg8MXCESdmQENjgL/8H56csY311NN38PgTm6ZVp//JX3wJW1CpvrF8RQv/7q++W7HDJLnkdqdpKqq6MG5vXp/OXTtXcsfWJZhmyV2zlKipOguzpqnctXMlt29ZgmlapeRlLgVNd7F4SSO2ZVe5NP7pnz2Ibdt4r8mYXVfn41/8y6dRFLkSMgLgdru49741bNu+DNOykWUZt9uFJMGqNe1VbVmzrp3/8X/++nXtU1mR8fmuXtvlUtm2Yxm3bVqEZVpIsoSuu1AUmZWrWquSXPl8Oo8+vpH7H1iLZZfiRDVdRdNU/vyfPloO0aj9To9X46FH1nH3PSuxLBsJCUWVKzGolfuoq9y2aRGr17RhGBZ2eUHhUhU0XV1wt0qHG4PXtRYZF8nCARp8X0GVSjkUTDtJunAMwVXDUZF8hNw7GEn9nFhuF83qd6oW7kIIBMVy2chJbDLFMxTMQdxqF5IkYdk5kvlSvgqvtqJ8viDsvotEfi8T2TfxuJZdE65RKoUpoc1pvPDrtxHNvUmqcIiAvqmS4NGwRskWr7rkSkhoajMBfSOZ4ikS+X2E3XdV7YwLYSMwrvmds0SSkSV3OeQk9unnz+SSqPi1dciSh2juDSLeB9CURqYO6pOJKCVU/Pp6FMlHIr+Xeu9jlfwZtjCI597FFlkC+iYUeXYJ+0rfIxAYSKhlTwsJRfYSdG/Gr28kmn0Fw75ahtgl1yEwyJt95TwhpX5VMPvJFE7O57ZUkCUdSVLKOSSm98YQlMriSpJe1f8sO0U89/6CtANAkUoLYcOuzQvgUEuhaBJLZMnmDRCCTK7I0VP9fHj4Es0NAVYubZ5+XPgE4c/v1Xl45xr+y0/f41e/O8QzX9lMXdhHOlPgtXdPcur8EN94fBMt1/GonLzyTUqpUEGWJR64cyX7j/bw/OtH8Pt0ujvrKRoW+4/2VEIPVi1tvuFtcbtd1IW99A/HudQ7zuplLeTyRqlk5t5z19108vvchAIeLvdFOXF2EF1TS3ODZRPwu6+TsFPU/LOqLbqL+3as5NiZQZ797X5sW7BscSOqqpDNFRifyNDWHKS9JVLzt5OXvJ5sGfC5Cfh0LvWO0z8cp6k+QCKV460PTnPkZL8TuuHg4DBrHHFiBiiKXNl5nwkej4ZnGq9BSZLwXRM2oKoKoRm4d5qmRSKRxbJmNtvrulq5bqmKhFQjIkyHoshVYRCTeDzXZneWpj0PSl4GgWncJiVJQlFr7wFAIFA94bpcKqHQ7Lrn9druv+b7JEnC5VJwuWon+ev9pklUVcE/g5AMWZZwezTcny2v1987bGFg2UmEMClaowhRQAgDwxotLTslGVUOzmmxHHRvJujeSiy3i/5EE3WeB7FFgYncO+TNvqpzZclDo++rJPMHGEz+iKI1TEDfjCTpGNY4WeMMutJOa/DvXf0jSaFg9tGf+D+p9z6OKvtJ5D9kIvcGfu02gvo2JElGCEG99zES+b0Mp36OYccJ6dtQZB+GPUG2eA5F9tMa+H5lYTcbwp77GM+8zEj675BQCOibMe0449mXMK9JVumS62kN/BGXJv4nrsT+Fxp9X8WnrQYEBXOEnHGeoH4H9b7HZt2Oym1BxeNaiiSpjKZ/gypHcCl12CKHrnbMyXNEkmT82gbqvY8Rzb7Kxeg/p877MLrShmmnyZs9yJKH1sD3kCQFv7aRBt9jjGdepjf+b4l4H66UQB1J/x1ebTX13seQJdesvTsERYaSP8G0U/j19WhKI0KYpIvHiOd2oysdeNQllfOD+h2ocoTh9M+QJAWva2WpakrmBSxR7R4uhI0l0th2HoGNaScAgWHHKVoj5UocOooUrFo0uJR63OpiUoXDjKafI+TehhAmSAo+12oU2YMqB/Fqq8gWzzCe+S0h913lfvIKqcLhOXuRVCPhVrtwKY2MZ17BrXajq63YIodLacSjLvlMJwy9FRw63su/+o+vlDYORGlnPhrP4PNofOerWyveDelsgV+/cojBkSTpTJ7TF4dJJHP8p5/spj7iw+vWeOCulWxY1Y6qKty/Yzmj0SSvv3uKs5eGCfjc5PIG47E0D961kqcf24RaFtpz+SIvvnWMK31R0pkCF3rGyOcNfvyrvby6+yQet4vtm7rZsbn7hovz61a28YNn7uSnz3/Ev/uvb1EX9mKaNqPRFJ1tdfyDb995U8pURkJevvLgen7+2/38+x+9RXNjEMu0SWULbNvczb6Dl6b9O11T+dI9a/ivP/+A//rzD2iqDyDLEq1NIb7/zR20NAaxbcGZi8O8uvskuVyR8ViGWCLLoRO9/Ov/6zX8Xp2mhgBffWQj9REfkiRx5+1LmIhneO6VQ/zVj9+hLlzy5igUTWzb5vvf3FERJy73jfPiG8dIZwvEElmGxhJE4xn+zf/9ejkkycOTD22gozXCovY6HrxrFbv2neNf/h8vEwn7KBQMLFvw8M7VfHh4+t/p4ODgcD0cceJzwthokv/9f32Z0dHEjM7fum0Zf/5PH73BrXJwuLXkjEv0xP51ydXeTmNYUcDmzNiflpI8Sj4WRf47Qu7ts762IgVpD/4jbFFgPPMSY+kXUGQ/Xm0lrcHv0xP7N5VzJUnC61rB4shfMpT6CdHsq4ymfwPYSOWEkE3+b1ZdX0Yj4rkPWxToif1rTJFGQsLnWk176M/KO/ula+tqB4si/5zB5I+I594lmnmlfG0Xqhyi3jt3McCjLqIz9BcMJP8Lg6n/Fyn1YxQ5SFC/g+bAtxlM/PWU3ykTdO9gUfi/ZSj1t4yknsUWpXJ4k5Upgu6tc25L5Tv0O2j0PcVE7i0uRv8SSVJR5RAdoT+fc1iLIgfpCP0ZiuwllnuX3vh/AGGVF+xe6r2PMrk3qMgeWgN/jIRKLLeLidzbCASK5ManraU9+EN0tWOuvxBbZJnIvsZY5tclEQAJWXajK+20BX+Iplwtc+jT1tAW+AEj6b+jL/4fkCQVRQ4Q0DfREvhD+uJ/VTnXElkGEz9iIvcOtshiWDEEBv2J/8hw6ifIkpew5y66wv8MiauCnSx5aA3+EWY8xlDqxwwlf4wsaYTc2+mK/CUKHlxyhNbA9+lP/Cf6E/+FgeSPUCQvHtdS2oM/ZCj1N3O8H1PujCThcS2lNfD3GU3/issT/wIkBVly0xb4Ae7Aos9I/pJbT9DvZufWZRSLU1z/pdLidufWZWzb1M3SRY0VAcG2bZLpPLl8EVmWWDMZ2iCBYVgkzTz5/FWvGZ9X59tPbmHdijY+PnKFiUQWv1fjm6s3s23jYgJTXPhtW5BOF8jmigAs7WpkaVdp/DJMCytjk80XK54Ua5a3orkU/NdsBqiqzMolJa8G/zSbKX6fzo7NS+juariuyOFSFR64cyWdrRE+PHyZ/uEYmkvlwbtXsWNzNy2NwSoPULfuYutti6mP+D+xjGjA52bbpsUs7ijl09FdKhtWt1+ttCRLLF3USL5goOsuNJfCVx5cT33Yx+GTfWTzBg0RHztuX0Jbcxi/V2dxR92033Xv9uUEAx4+OnyZRDKHrqss726s8sYtFE2SqTxCiMp9gVJukVzeIJnOV1VZ87hdPPXIbaxe1sLB4730D8WxbZtgwM3y7mZuW311PCsaFol0DtO0cbtdbNmwuPSBVBK/kikJo5yLxO/T+f43d9Dd2cCp80PYQtC6pJl7ti1Dc6nomkpT/VUPs6VdDeUyotUCkSTB4o567tuxgrobmI/FwcHhs4+0UDG98+Qz0YjPMtlsgRPH+snnizM6v6ExwJq1czWeHRw+HxjWBMn8x9hcvy56UN+CrrZh2RkS+Y+QJZ2Qe1tVBQHLTpMsHERCJejeWgnJEEJg2hNkiqcx7URl91iWdOK5D/Bra9HVzspurhACSyTJFs9hWFEEJorsQ1NacKvdKHJpd3ks8xJXJv4VLcG/R4v/22SKZ8tVM/z4XKtwKY01O8Sla2fIGecoWmMIUUSWvGhKMx5Xd6XCg2FFSRYOoClNBPRN19yv0me60loqHTpZoUQICmYfOeMClsiXy4iuwbKzpAqHCLq3oikNU9piY9jjZIsXKqEXqhxEVzvQ1Y7K/csUz5A3LuPXN6Cr7VW/JWdcIGOcIqhvQ1NqXc9NO0W2eLaSV0GVQ3i1lRXRZm6UQmByxiUK5gC2yJeridThcXWjynVV7bDtPFnjAgVrACEsXEo9XtfKqlKkQghShUMY1igh952VEBAoefZkiicpWiOE3NtR5RAgMK0EOfNK+TnmoZzQ1OtaNu2zt0Wh1A6zv9IOn7Ya286TLHxM0L0dTWnAFkXShaMUrMHr3gFNaSao31FTQUMIi7zZR864iC2ySJIbt9pRLnGqTTnnCjnjMrYolN4H18pKaVWX0oBPWwlA3uwjUziJx7UEr7ai6rvyRh/p4nF82krcavf0v7d4hrw5AAgUyYtXW4GmtDqeEw4ODg4ODp9PZhTn5YgTDg4ODjeZijgR+B6d4T+/1c1xcHBwcHBwcHBwuJHMSJxwwjocHBwcHD43FK1RhpI/mXHCRJdcR3Pg2wta5cTBwcHBwcHBwWHhccQJBwcHB4fPDaXkp8MUrZmVqRNKEVvMLBzOwcHBwcHBwcHh1uGIEw4ODg43GQkFSdJr4v4dPh1dbWN5w7+71c1wcHBwcHBwcHBYYJycEw4ODg43GdNOUrTGcMlhXEr9rW6Og4ODg4ODg4ODw43ESYjp8PvD9frptRn+HRwcHBwcHG4Nn2ZTOnO2g8P0OHauwxcAJyGmw+8PKTPNvvGDHIgdI2flaHY3ck/jdtaFVqJI169N7uDg4ODg4HBzyNsFnu9/laPxU1XHg64Af7L0D2nUHU8xB4drsYXNUG6Ed0b3cCF9BYDlgSU80HQXLe4mZEegcPgC4YgTDp95LGHz1sj7PD/wGkW7lNjufPoyF9JX+CfL/j7LAt23uIUODg4ODg4OtrAZK0S5ku2rOl6nhTFs8xa1ysHhs03azPCz3uc5GDtWOXY2dZHB3DB/uvR7hFyBW9g6B4ebiyNO3ECEEBTsIkkjxWghSl92gOH8GLFigqyVpWgbSEhosoYua7gVnTotTINeR6PeQIMewa/68KkeXJLrC+vaFS8mOBo/VREmJhnNj3M0fopuf5fjPeHgsMDkrDzRQgxL2J96rlT+h4SEIsmokopLVtFlHV3RUST5hrfXwcHB4fNOykgTMxLc6IhrWZJo0uvRFf3GfpHDjLic6eNC+nLVMYHgePw0w7lRR5xw+ELhiBM3iLxV4EzyPIfjJzmZOMtIfgxTWIjyf6ZDKv9TQkKWJHyqly5vO4u8HSz1L2Z5oJsGre4LJ1KkzQxJM11z3MYmWoxh2CaK4ogTDg4LyZnkBf764t+Smubdq6U0brlkBU3W8atewq4gjXo9bZ5murztLPZ1EtZCN7zdDg4ODp9X9kUP8rc9v8YW1g39Ho/i5i9X/WOWB5bc0O9xmBnjhQmKtlFzvCgMYkb8FrTIweHW4YgTC4hAYNoWF9NXeGvkPY4nzpAwUtcVI2r/fvIqAltAwkhxPHGG44kzeBUPze4GVgdX8LX2Rwl+gVRUWZJRmH7nVZVVpJnlV3FwcJgFNgJTWJizMJINyyBr5YkbCfpzQwDIyARcfpr1BjaEV7OtfjOt7mZcsjP9ODg4OEzFFgLTNrH5dI+1+TC5Webw2UCRlOvasqpTctzhC4bT4xcQwzbYFz3I8/2vMpIfw17AgT9r5bic6cOjeLBusKL+WSPoChDRQvTlBquOa7KLdk8Lmuy6RS1zcHD4NGxsEkaShJHkUqaHD6OHeLj5Hu5u3Ipf9d3q5jk4ODg4ONxSWj1N6LJG1spVHQ+qARr1hlvUKgeHW4MTCLxAGLbBOyN7eLb3twzlRz9RmFAlBU3WcMs6uqzhklwzislWJZWN4TUE1S+O1wRAQPVxd+NWGvV6FElGQsIt62wKr2NL5LYvXJiLg8PnFVNY9OeGeLb3BX7e8zyxYvxTSw86ODg4ODj8PtPpaWN7/e14FHcptBuZkCvIo6330+x2xAmHLxaO58QCYAubE4mzvDz0FrHi9LFhftVHu6eFRr2eei2CV/WgyS4sYZO3CmTNLDEjQdxIMlGMEy3EMEV1Zut6LcL60BrkL1hyOVmS2V53O0E1wPHEafJWgQ5vK1vqNhHRwre6eQ4OXyiCqp8md0PNODTpjpy386SMDFkrd1234bxd4P3xjwD4dtdXCag+R2R0cHBwuA5+1bugnmZuWcfleJ1+ZvAobr7a/iid3jYuZ/qQJYnVweVsCq9Fl7Vb3TwHh5uKI04sAHEjyatD7zBWiNZ85ld93BG5jR31m+nwthF2BVGnibUWQmAIk7SRJm6kGMmPcinTy+nkeYbzo+SsPMsCi+nytn0hjXhd0dgUWcemyLpb3RQHhy80q4LLeabzCdzXZHkXQmAKk4JdJG1kGStEOZU6x5nkBSaK8ZpwtKJt8N74R7R7W3m05T4UnKS2Dg4ODteiSirb62/noaadC3ZNWZJpdjcu2PUc5ockSYS1IA82332rm+LgcMtxxIkF4HTyPOevKQEEEHIFeKr9S9zXeCdexfOJooIkSWiSizo9Qp0eYbGvg82R9WSsHBfTVziWOM3m8PpphQ0HBweHm4UuaxXvr+shhMDGZlv9JgZzw7w+/C4fTxyhYBeqzjNsg12je9gYXku7p+VGN93BwcHhc4eERNgVotvfdaub4uDg4HDDcVa688QWNodjJ8hZ+arjqqTyYNNOHmzaWbPDOBNkSUZXdHRFp65uI5sjG5yaFA4ODp8LJElCQcGnelkeWEKzu4mwFuTVoV014WrDuVE+jh7mqfYvfeFC1hwcHBwcHBwcHK7iWILzJGmkGM6P1sRWN7sb2F6/ecFixRRJdgx3BweHzyUB1ccjzfeyOri85jNDmJxJXSBppG5ByxwcHBwcHBwcHD4rOKvdeZIwUmTMbM3xZr2RNk/LFzI/hIODg8NUJEmiUa/nroYteJXacJC+7CBxI+lU7nBwcHBwcHBw+ALzexXWIYSgYBdJGikyVpaCVawkYVMkBV3R8SkeQq4AmqwtiHBQsIsY17gpy8gEXQFcn7P8ELawyVo50maGnJWnaBtYtoWNQEZCkRRcsoqu6HgUNz7Fi658MbMIT+1rWStH3ipc09c0fIqXoCuAvkB9bbZYwiZlpEmZaXJWHlOY2EIgSxIuyYVXcRNw+fGrvpvulWMLm5yVr/S1gl2s6WuqrOJWdDyyG5/qRZNdN/Q+GrZJykyTNjLk7QKmbWIjUCQZTXbhUTwEXX58itcRHeeAJEmsCiwl6PLX1HKPFRMkjfSCfp8tbNJmttT/zRyGMLGEXe7/Km7FTUD1EVD9KPLNS8ZpC0HeypMxs2SsLIZtYAoLW9ilcBhJQZVU3LKOR3XjUzwLNl99GkIIirZB0iyJ7gWrWAnDUcolsH1q6T1wy+6b1iZDGJUKMHmrgCGM0v1CQpZkXFJpXvIqHgKqD9cNHitm0/aslSvbJDkM2yj3QRmXpOBWSmNbQPWjSsoNbbMtbDJmtjzmFijaRSxhI8pjXKlNLtyKjldx4y2PuTcaIQQ5K0+iPJdOtkuC0hwg6/hVLwFX4Ka0x2F+TCZ3TxhJMma2xja6OoYEcMv6DX9PJ/tX0kyTNSf7l4Wg5JGsyxo+1UvIFbxlttpnmcn8UUkjTdpMk7Ou2kZy2TbyKm4Cqh+f6r1ptqQlLFJGptImwzbKbSrl73Mr7pK9pnpRpJubbLtoG6SMNGlz0pa0oHK/NLxlW/LTchHeLCbn2ISRIm1mKVTeWQm1vJ7xKh4CLv9NeWfh90CcEEJgCZtocYKj8dNcSF9iIDdCrBgnbWYw7JJhpckufKqXOi1Cu6eZlYGlrAutol6PICMv+M2WJQmBQPqMZ4qYFCQupK5wNnWR/twg44WJKYZCyQisCBOyTtDlJ6j6adDrafe0sNjXQbevC6/qmdO9nCjG2TW6h5SRmdXfeVUPOxu20uppntXfzZXJQTpajHMsforzqUsM5IaJFROkzQxF2wCm9rUwreW+tj60iga9bl59bawQ5b2xD6vu08rgUm6PbKgYbZOLiyvZPg7HTnA508tofpyEmSoPOKVn6VHchFwBmvQGuv1d3BZeQ7evC5ek3rCBZ1KQuJgu9bW+7CDjxQkSxZKYeLWvybhkF7qsEXD5CaoBGvU62sp9bbGvC5/iRZHm994KIRAI0maWs6kLnEicpT83xHghSspIk7eL2MJGlVS8qoewK0iLu5FuXxcbwmvo8rah3sD79ftIvR4h4goznB+rOm5jkzCS8x4zS/2/yKVML8cTZ7iS6WM0P07cSJK38pjCQpFk3IpOUA3QoNezyNfO+tAqlvuXlGrM34DnOfle9uUGOJk4x5VMH+OFCWJGnJxZEoINYU4ZZzUCqp+wFqROC9PuaWWJfxFdnjb8Lt+CzlmT41q8mORE4gxnUhcYyA0zUYyTMtIYwkAIgas8rkW0MK3uRpb7l7A+vJoWd+OCt0dQEn/7soOcT12mLzfAaH6ciWKCtJkmbxUwhYWEhCIr5QWsj4gWpFlvZIm/i3WhVTTpDSgLtOhPGWneGnmfxJTwo05vGzsbt1Utmifv51ghyqHYcc4mLzKUHyVWjJcM+/JzdiulubTOFS6PbZ2sCS6nyd2IsgAGfqkdgrSZ4VzqEudSFxnMDTNemKgs1AzbxMZGLYvBnvIiI+QK0qjX0eFtZbG3k0W+DtyKPq/nLE15syef8WghypHYCc6mLjGUL82lWavULkmSKu9Bgx6h3dPK2tBK1gZXlgV1Z9y9WRyLn+Zo/CSWsAFwySp3NWxhsa8TmHyekDGznEic5njiDP25IaKF2BTbaMoY4grR5mlheaCbTeF11OuRBV1AlipHWQznRzkSP8nFdA8j+THiRoKMmcWwTQQCl6RWbLU2TzM+1Tfj+afd08LOxm0zzil3NnWRD6OHZu0d2Oxu4N7GHZ+YgHq2DOVGeH/8Y7Lm1U2CDeHVbAitriTdn9yAu5ju4Uj8JFcyvYwVoiSMFIWKbaTgUTyEtSBNegNL/Yu4LbyGLm/Hgoutk/ctbxc4n7rE8cQZerMDlTZNimBV9q27gUXeDjaEVrPEv+iGiU+T41nSSHMqeY5TyXMM5IaJFiZImZnK/XLJKl7FQ1gL0eJuYqmvdL/aPa3ztmensnf8AOfTlyv3zKPoPNi8kwa9rqbdGSvLicQZjifO0JcdrHpnJUBTtMo726Q3sMjXwcrAUrp9XTd0w/BzLU7Ywma0EGXv+H72RQ8xWhgjbxWmPTdvF8gXC0SLMc6nL/HRxGGa9AZ2Nm5je/1mGrS6Od1kTXahStW3cVJltMov72cRW9jEigkOxY+zd/wAA7lh0mamptzfJKYwMS2TnJUnbiQqx12SC5/qoU6LcEfdbXy59cFZJwBNGmneHf2QkcLYp588hTotzJrgipsiTtjCZrwwwd7oQfaNH2CkMFaTBHWS6r52mf0TRyou7Tvqb6dJb5hTX4sXk+we3cdoYbxybKwQZW1wBZrswhIWCXm7jAAAIABJREFUQ7kRXh9+lwOxoySM1LTP0xQlD4GUmaY/N8SxxCneHdvH5vB6Hm6+h84FLldrC5u4keRI7AR7owfoyw6SNjOY1+1rFqZllftasnLcJal4y4bE7ZH1PN76EL55TNgpM82xxBneGfmAvuwAKTNTkzsGKCvKBgkjSU+2n0Ox47wzuofbwmu4v+kuFnnbnSo6M0RCJuDyT/tZzspPe/9nStEuci51mV2jeziVPE/SSE7bx0xhkTazpM0sg/kRTibP8N7YRyz3d/Ng892sDi5fsN0BgaBoFTmfvsLu0b2cSp4jZaYrQmZt26aOs0n6coPA1XE2ooXYEFrDxshalvgWzSnZclX7hCBajLN/4jDvj33EUH6UnJWb9ikU7CKFYpGJYpyL6SscmDjGmyPvsa1+M3c1bKHV3TSvXTOBoGAVGcmPcSp5joMTxxjID5M2sxTt4nX/xrZtDNsgZaYZyo9wivPsix4kooXYUreR+5vuonkBFvxZK8d7Yx8ymB+pHFsXWlUSh7Wr4nDCSLE3eoBdox8wkh+nME3bTWGSNk3SZobB3Agnk+dwKzpLfF3842V/n3o9Mq+2WsJirDDBwYmj7IseZCQ/RtrMYmNPe74hTIxyv5soxivH9fIuX6O7nh31d/CllnvnXPJXk13Ikly5Rx9GD7JrdC/D+VHydq3dNrnjnbPyjBbGOZ28wIfRg3T7F/Gl5vtYH1r1hfXcvNlcyvTw+vC7GGJyA0YjrIUq4kTRLnI8cYbXhndzOdNL2px+o6lqDMn0sH/iCLtG93Bv453c3bAFv+qb97hbWheM887IB3w0cZiJYuK640dRGBSNBDEjwcVMz6y+57bwGrbXb57xGNybHeC1oV3XfQevx+rgcrbVb8bLwokT0WKMd0b3EJvyrmetLKsCy1BlFUtYXMn08+bwexyJnyBppirC1FQMYWKYKZJmit7sAEfjJ9k1upet9Zt4oOku2tzNC2ZL5u0Cp5PneXvkAy6kr5A0UtPey2vt26Pxkn27KrCMh5p3sszfveDjRsJIcTh+gt2je+nPDZExs9PaMkXboGgbxI0kVzJ9HIod4+3RD7g9sp57G3fQ4W1bEGH6ROIMu0b3Vu5PQPWzJriiIk4IITBsg1Op87w2tIvz6cvXbfPkGDxemOB8+jIfTxwhooX4o8Xf5I7Ihnm39Xp8Li3qSZXqaPwULwy8xrnURexZGrU5K09Ptp/+3iGOxU/xzc4nWOpfPOuOEVD9eBR3zfHxQpTxQpRmvfEztbM69d69OPgG51IXr7tInAmGMIgbpZetyV2/gC39bDB5v04kzvLbwdc5lTg368klZ+XpzQ7Q33e1r60ILFmQnYLh/GhFlT2VOMfPen/DlUz/rBZ5prAYL0zwxsi7XMr08N1FX2dlYOm83fMmVdsTibO8NPgGp5Lnayo1zIZJV9GEkaROC8+rXcOFMV7of5V90UM15S1n0o7RwjhvjrzHqeQ5nmh7mDvrt9zwsJPfByRYsCTBk0yq/28Ov8frw7uJTRFPZ4IlSl4bB2JHOZ06z8PN9/B4ywMEXYF5e+akzSyvD+/mjZF3SUwR2mbL1HH2cqaPI/GT/MWKfzDn8quT7+a59CVeGHiNI/GT2NMYn59E3i7QnxtioP+Vyri2NrhiTkJdSSSJ8fLgmxyKHWdkigA7F/J2gaH8KC8NvsmJxFm+u+hp1gRXLPj7mTVz5Kw8YYIIIRgvTPCLvhf5MHqospCbCYLSQjzg8qPN4/0o7RibHIgd4+XBN7mU6Z31c51KwS5SsIvEjSRd3nbkeaQp02UdWZKZKMb5Zd+LvD/2EdYs5lKBIGVmOBY/xeV0D19tf4xHW+5bMM8Yh5lj2iaDuWGEEOTtPG+NvM+LA2+QNGcXmpe3C1zO9DGQ+w092T6e6XySiCs05+dpC5tTyfM82/sCl9JXZr0u+CIzmBvBEAamrXE0fpKf9f6GgdzwrK4xaRu9MvgWF1NX+N7ib9Dt65yfaC0EcSPJ74beZvfoHlLXEb6uhyUsJopx9kYPcDp5nsda7+fh5nvn7SU5OYf254b4Tf8rfDxxZNb2bdE2GM6P8ruhtzmROMPXOh7njsiGBffItYRV2eibFCbeHt3DCwOvVm0AzoTSvCYIz9M++jQ+l+JE0TbYFz3Ar/tfqdpFnguWsDieOEPcSPKtzqfYFFk7q0VjyBWgTgtzOdNTNQwO5Uc5Fj/NA011NZ4Vt4rJnYhdY3t5degdxgrRBbu2Kilsrds0p5hQWZLQFQ1VUsuxgJ+dCcUQJh9HD/Or/pcZyY/Nq22TE+ePLv2cb3U+ye2RDajzjHWPFRPEi0lG8+P8Tc9z9GYH5nW9i+kefnz5F/zp0u+y1L94ztcpGS0F3h3bx+8G3573ezoVRVLYWrcR9xzUbyEE59OXebb3Bc6mLl7XU2imDOSG+VnPb0gYKR5uvgef6p3X9X7fEUDOnt7jyKO4Zx3SMWm4/LLvRfaMH5i10HQtGTPLq0PvEC3EeKbzCRr1+jlPwFkrx3P9L7F79EPy1/nNc0FGotPbRqM+dzHYEhaH4yf5u94XGMgNz2tcEwgupC/zo0s/45nOJ7mz/vY5CRQFu8jJ5Ll5CxPXtu1Spoe/7XmOf9D9HZb6Fy+oQZW1cuTtksfPcH6Mn/f+hoOx43MaVyQkVgWWTbvZMRNKYliG3w29za7RvVUejvPFrehsq9s0r3unKxrxYoJXh3bx0cShWQkT15IyM/x24HV0WeO+ph24JCcXxc3ExmY0HyVlZtg9uoffDLx6XU/SmVC0DT4Y+xgZme8u+vqcQhhK9tU5fnLlV9PaQYqk4Fd9eBV3aXwSJfsua+ZIW5kZiXhKOWeALmuEXcFZLbpVqZRDq2AX52133AiixRhJI8351GV+2vMbhqZ4iM0WG8GZ1AX+5sqv+OMlf0CXt31O1xFCMJQf5Rd9v+XgxLGa/H6zJWYkeH7gNaLFOF9rf4yIFprX9U4lz/HTnt9wJdM3603La+nJDvDjy78gUUxxX9OOeXtFTsUSViVstmAXeGVoF68OvT1rMXGSZnep4MON5LOxap4FAsFHE4d4tveFaRUfRZJp1Ovp8LRRp4VxK3olr8Jofpze7EDNAxEIerMD/LTnOXyqZ1a7xqqssjKwlKPxU1U7JQW7yJsj79Ht62R5YMn8fvQCYQqT14Z388LAq9O6mk4iIREsiy5+1YsqqZjiqstnwkjWuHh1edtZ6l80J4W0XovwdMfjxIpxsmaOrJUnZ5V2pCZ3pobyI7NWTOeLQHBg4ig/732eaDFW87mMTKNeR6e3nYgWwqPo2KJksI4VxunJDtSURxQIBnJD/LTn13hVD2uDK+alKhvC4FDsOKeS52omZK/iYZGvg2a9kUA5Tj1vF4gWYpVYvWsXJQJBT7afFwff5M+W/hH6HAdIG5s3R97jub7ffeKCUUIi4PJTr4XxqT5cU/parJggbiRq+lq7p4Xlc/A8EQj6c0P8zZXnuJC+NO1yLOQK0OVtp1Gvx6t4kCWZvFVgohinNzvAeGGiZhJKmRleGHgNRVJ4tOX+z10i3JuJXU7Sei1yuR/MRpyY3El9tvd59ozvn9YDzKO4afe00OYuxRNrsouiXSRppunPDjGYG64xeAp2kQ/GP0aRZP5w0dMEXYFZ/07TNvlg/GN2j+6b1mVdk120uVto9TRdTZqLRMEukrVyTBRjjOajRIuxGkNWV9xzFoKhdN+OJ87w055fM5wfrflcRqJOi9Dlbadej1SMpKyZY7wYozfTX6qsMuUNEpRCzJ7tfR6P4mZzZP2svBAlSaJJb2BjeC0DueFpjfeA6qfZ3UCT3oBP9eJW3EhQcTntyfYTKyamFVquZPr57eAb/HDJd+b0PK9H1syRM/MkjTTP9b9cI0xISARUHw16HX7VhyIppYSjRopoMVaVGDasBVnk65yzYJ21cjw/8CpvDL/7iUa8hEREC1GnhfEqHhRJwRAGWTPPRDFWdpeuvofL/d1zXmBM5a3RD9gbPVD1jBRJps3TQoenlYgWwiW5MIRJyii5ZfdnB6f9PUkzxQsDr7HY18myBRadHD6dmBHn7ZH3eXX4nSphQkKiTguz2NdJvRbBo7ixKSVjHc6P0ZPpI3NNQmQoCQV7owfo9nfxQNNds5rfhRCMFaL8su+laYWJZr2ROxvuYHVwOa3uJryqByEgY2YYyI9wKnGWfdGD09p5YVeQ5YFu6rU6IlqIiCtMnR6mSa+flZC4KrCU7y76OhkrS87Mk7Vy5KxJe7eUHHwgN4xxnZC/G03BKvLxxBH2TxypESb8qpdF3k6a3Q34VR8AeatQGXenu28CwbnUJV4ZepsfdH971h5hgpI33U97fs3h+IlpxSOf4qXT20aLu7GS+LJY9vTqzw4xnB+tsQtyVp43ht/FJal8q+upOc2jAsHlTC8/ufIrerL9NZ9LSIRdQbq87TTodXgUN7Ikl9dQMXoyA0SLsZq5KmEk+VX/S2iyi3sat89783KSkudECsu22DN+gJcH3yRjVVeZ1GWNRr2+Yo9YwiJr5YgWYiSmhNCokspS/+IbvhH3ubKibWFzNnWRFwZerxEmXJLK8kA3Oxu2sTK4jIDqx63oqJKCQGDYJlkrx3hhgo+ih9gbPcjENS/UUH6U5/p+xw+XfIcWT9OM23VbeA1vjbxfkzOhLzvIz3qe55muJ1jm776lmaZN2+TdsX28NvzOtMKEIik0aHWsD69ifWg1re4m3IobTVaRkBHYmLZFzs6TNFJcyfRxJnWR3kw/aTPL+tBq6rW6ab750/GpXnbU3w6UE5xiY9ompjAxyv/7bO8L7B0/MK3heSOwhc2F9BWeH3i1ZuAtvZyL2NmwjdXB5aXM9YqOIqlQ7ms5K8d4Icb+iSPsGd/PeHGi6hqjhXF+1fcydUu+S7t37gqkYRu8PrKb/BTjIOwKsaXuNu6sv4NmdyM+1VPKXo+EJazKwv9Q7Di7RvdOm+vjZOIsR+On2FK3cdZGn2lb7I3u53eDb00rTCiSTL1Wx7rQSjaEVtPqacGj6LhkF/JkXxMWeatQ6WtnUxfpyfaTMjKsDa6kaQ67xtFCjF/2vcjF9JWqXiQh0eJu5K6GrWyKrKNeC+NRPLhkFQmp3JbSAuRE4iy7xvbQlx2oEk1yVp5Xh96h3dPCxvDam1795PPCWCFKrFi7oxvRwoRdQWbjOGHaFm8M72bv+IEaAyTkCrI5vI67GrfSrDfiL1cekCUZS9gU7SIpM0NfdoC3Rz7gZPJsVR4IgeDD6GGa3I082fYwrlmO3ePlmN5rhQm3rFdylZQSsHnRZa1iiFvCxhQGOatA1swRLcY4l7rI2dRFBnLDJI00i70dLJujV5MQJfHxubIn2FQUSaHL2869jTtYF1pZqcgxaSCZ9lWB+lDsBO+NfchoYbxqTJ4oxvlF74s06nWVePSZ4pJVttdv5qPoIUYK43gUN3VahGX+xawPraLD04pf9eFRPWiyWh5vwbJNcvbVdu0a3cN4YeIa8URwLH6Kc6lLbI6sX7D3M2vliBtJzo1c4uOJwxVhIuwKsiq4jNsjt9HlbcOrXB2DbWyKVpGMlaMvO8ip5DnOpy7T7G6gzT1zu2MqRdvgteFd7BrdO+1CXpVUmtwNbAytYX14NQ16HW7ZXRrjJAlb2JXnmzCSXEhf4VzqEv25IbJWjk2R9dfNFTNTrmT6uZzpqzwXTXaxKrCc+5vupNvXRcDlw10O/bCFXcp4b6a5lO7ljZF3pw1BHS9O8O7YPhb7OnF9RjxUvygM50Z5cfCNijAhSzLt7hbua7qTDeHVhFxBPIq72gYv5/l5b+wjPpo4XGW3QGkefWdkD7eF1tDkbphxW0xhsWd8P+fTl2s+Wxdaxbc6n6Tb11njLh9w+Wh2N7IuuJKN4bX8su8lzqUvVf29JMk80nwfq4PL5uVu3+ppruRHmwy/MoVVsXETxSR/df7/qcppczPJWjleGXqLrHn1mdRrEbbXb2Zr3Waa3PVTxrHSPc9ZOSaKCT6OHubdsX01trKNzZHYSU7XX2BDaPWs7l3GzPLy4FscnSbksF6LsLVuUylfoF6HT/XiktTy/G5RsIukjDTn05fZPbqPs6mLVSEXAsHusX20eVq4t3H7rDz9hBCMFMZ4tve3NUKYjEybp5mdjdu4LbyGiCtUegdkFZCwhEnOKpAwkhyLn2LX6F4GcyNVG17p8mZXi7uRVcFlCzJXWcImXkxwJnWBl6YIE7qss8jXzpbIRlYGlxJUS2GFSvmdNcvr5mgxxpnkeU4nL5Ay06wNrph3mz6Nz9VonjBS/HbgdQZyQ1XHNVnjvsYdPNX+Jeq0MJIk1ezAKUopO3bEFWKJbxHLAt38svfFmoHgbOoCu0b38kzXEzNWbpvdJVX2xcHXqxYsAsHp1Hn+84Wf8GDTTu5u3Eq9FrnpCr8QgsuZPl4afKsq0/gkuqxxV8MWHmm5l05PW+V3T9dOIQR4YE1wBV9quY/RwjjnU1fKA//8VT5JklBRUBUFuLpr71EWLhnQTEiZaV4efLNm8HFJKjsbt/O1jsdoKD/L6/W1sCvEEn8XywPd/KL3xUpyu0kupC/z9uj7/OGip+ecf2IyQ/YkTXo93+76KtvqNk37HOVyJYyA6qfN00KXt52fXPlljSt1ykyzP3aUdaFVs3KxFKLkhfTCwGvTejZpssaO+s080nIvi72dM+hrrawOLueRlnsZK0xwPnWZznKVjNkghOC9sQ85GDte4/mwNriSb3R+mRWBJdNmo9fK5bICLj9tnmbWhlbw857nORw/UbUAihZjvDL0Nou8HfNOaPf7iBAlV8/UNK6EHZ5Wwq7gjD0nhBCcTp7jrZH3axZjTXoDz3Q+cdW7QKLquqV3oFSBpVlvYLl/CS8Ovs7bIx9UiQl5O8+u0Q9YG1zBysDSWY3bF1KXGbwmXldGZmfjNr7Z8ZXK7v2115QlGRcqHsVDxBWi3dPCutAqDNvgSqaPE4kztHtb57z7n7VyvDa8mwvpKzVt21F/O9/o+DLN7sbrjmu6ohNyBVnk62BFYAm/6PttzbX6cgO8Pvwuf9z9B7Pe+enydrCtfjMDuWE2R9azMbyWsCuELMlITD9OKIqGpmgE1QCdnjaW+Lr4yZVfMnSNV0jeLnAodpwN4TVoCyROmMLkw+hBzqUulbObS6wMLOUrbQ9zW3g1quRCuqb/TSKEoNvXyd2NWxnLR0mbaUKu4KzbYAubk4mzvDXyfk2JXijtLt7btJ2Hm++hSb+aGPS6Yy7trAutwhQmA7kRejJ9JSN5HvkmgCqh2i3rPNxyD19ufagkSlI7T01WD2nSG1js6+TZ3uf5aOJwzXWPJU4zmh+j3ds6r/Y5zI7JJKpQ6t+bwuv4dudTtHtbkZFq+lfFBq94VYT53dDbNZtllzO9XEhfnpU4kTCSfBg9VLOInZwLlvu7rzt+S+Ww4rWhlXwDwX+++JMqAT1WjPPxxGHWhhYuZ41ULufuwoWnPESqknpLE2tPVi6bpMvbxjc7n2RzeN20eV0m7aKgGqDd00ynt42/7XmuKqEulEIpDsdOsDKwdMahCkIIDk4c4/3xj2oEyQ5PK3/Q9VU2RdaVxqRp5/dSVZhmdyOrgyt4ru8l9owfqPJuL4XAvcWKQDcdnpkngbeExTsjezieOF2zWbopso5vdHyFxb6OUnWia98BSUOTNYKqv1J96KdXfs2J5Nmq80YKY7w6vItOb9u8RWG4Gh3wXN/LFW/JOi3Moy33c0/jdkKuwLTthdKz6PK2c1t4DVkzR092gKW+RfNu06fxudneE0Lw0cRhTl7zEBVJ5p7GbTzd8XipVKMkf6KBK0kSqqywJXIbT3c8TlCtfvCGMPl44jA9mf4Zl/yZjHtcFVg+7XePFqL8euB3/Puzf83Lg28ymBsmbxVmXVJoruSsUsKi6Vx4g6qfr3d8mT9c9DSLvZ2o5Z2UTxrIJUmqDADtnlbubdpOl6/998atUgjB/omjHE2crjouI3Nnwxa+0fFlmvT6GfU1RVLYHFnP1zu/XDHCJrGExYGJY1xK9yxIX6jXInyn62m21W2a0XN0ySq3hdfweOuD07onnktdImYkZtW2om3w9uj70yZS8qs+nmr/Et9b9A2W+hbPuq+1eZq5p2kb3f7OWfU1IUpx5++PfVTjcr3Uv5jvLPoaKwNLPzWxmkSpLZ3eNr7V9STdvq6ac86nLnMwdvSmvdufF4QolQ3cN36gJjZZkzXWhVfNeME9mWfiteFdNQJYnRbmW11PsqP+dnRFm3aRPcnkZBzWgny948tsqd9Yc+5YYYL3xj6cdTz1lWxfTWhCg17HvY3bK4k2P60PT54zWfp0VXAZX+t4jK2RjXMSgoUQHI2f5ODE0arjMjJ31G3gmc4nafU0z3hcWxdayTc6vkK9VivEHYmf4EzqwqzfA1VSeLLtEf7h0u/xQNPdNOh1qLKCPMP7pcoqG8KreaLtkWkFzAvpK9et6DVXDsSOETMSKJLCHZEN/MnSP+T2yHo0WSu1+3r9rzy2qZJCq6eJ5YElc5pDE0aSN0berVkUANRpEb6z6Gs80/kEbZ4WVFmZ8ZiryRrdvk7ubdpREawWAhmZB5vv5un2x4looRm1p8XdyFPtj9LhqRUgkkZqTn3NYWGQkFgXWsV3ur5Kl6/9U0siSpKEX/XxpZb72BxZX/N5KWH76Vk9z3OpSzW79opUEly7fV0z6ruyJLMysJTN4fXI17yzJxJnGcrV2s+/r7S4G/lO19PcHllfsdOuhyRJaLLGlrrbeLj5nmkTXp9Onp92U2I6Jj0T3h79oKbqS4u7ie8t/gabIlcFk0+a32WpFHr9zc4n2BBeVXPOYG6YPeMHZpwvorTBcpG90f1VwoSExJrgCv6g66uVBKCfds8USWaxt5NvdT1F6zQec6eS5zgaP7Vg41pvdoCzqYsIBK3uJr6/+Bkeb32AiBb6xPZetUMUAi4/60Ir8ahzy4s0Gz43nhNJI8WesY9rSrB1edt5rOX+moXfp6HIClvqNnIwdpyPogerYiyHC2McT5yh09s+I1dBSZJo1hv5esfjZHuyXM701ZxTtA0uZnrozQ7wzugebo9sYH14NUt8XQtSPumTuJi+wtH4yZrjJSNhJ4+23D+vSgOzTWL3WSdlptkzvr/G5bDd28KXWx+cdaUIWZLZHF7P4fBx3h/7uGogHCtEORI/ySJfJ9o8knrJyNzVsIUtdRtntVupyipb6zfx/vhHNTugo/lxJopx2twzL9V6OdPL4diJadt3f9OdpVKz8yjTOJe+VrQN9o0frHFj96leHm99YE7ZpDu9bTzYfDcDV4aqdn7ydoH9E8e4s1wWzaFE1srx1sh7nEldqPms1d3EHZENM34GAip1zq/dubi7YStbIhtnvQPlVT082nwfJ+Jnaqp9HEucZjg/yhL/zHcLEkYK+xqjIuwKUjdPzzlFUmYV+jKVjJVlz/j+mtw9je56nmx7ZNahUpIksTa0kq11m3hj5N0qMSZeTHBg4gjLZ1m2TZKkee8UychsCK9mqX8RZ1MXqz5LmxnGCxMEF2A3apLJ373E18U3O5+gzd1yU4X6k4lznE6erznulnW+3PoA9zXumFdlqIWe35f4u3ik5b5ZeeRJkkSXt53NkfUM5Uer+lqpGtbgZ7p0+3yxsbmU6eHN4fcW5HpBl58N4TVzTr46lbAW4om2h2adIC/oCnB3w1aOxE/WiL+92QGKtjGjsUMIwZVMX801/KqPNcEVswr30WWN1cHlfBg9VBWTnzCSXMz00PEF8M5xyS7ubdzBhvDqWY0bLtnFjvrb2Tt+oMZLeDg/SsJIzSiJsyUsjsfPcDFdXdpVkRQebLqLDaHVs7bX6rQIjzTfx5nkxarnKoCDsWM81LyzUmbzkyjYBfaO7ydaqBaCQ64AT7Y9QoendXZjv1SaN+5vuotf9b1c5dmRMbPsjx1lc2T9nBLEXosoW0sB1cfX2h9jc2T9rMNVbyafC3FCCMGxxGn6rwnn0GWN7fWbafXMvpauhIRb0dlRv5kj8RNVA5stbI7GT3FP4/YZZ3OVJIlVwWX8vcXP8Iu+FzmfujxtWRlDmAzmRxgaeov3xj+io+zasym8jiZ3A95y4pSFwrANPo4dIWHWhnOsDa3gwea7nRKIUxBCcCp5vjacQ3axtW4jHd5ZDj6U+pquaGyr38zB2PEqNdjG5ljiNA803T2vUIBmdyM7G7fNKYFOQPWxNriyRpywsRnJj7E2uGJGBqphm+yPHZk2S/zK4FIebr5nXsLEXBBCMF6c4EDsaE12+NWBZWwIrZnT+6ZICutDq2j1NHPlGjGyPzdIT6b/hpQu/DwhhKBoG4wWxnl9eDcfjH9c46KpyS4eat5Jyyxi7U3bYF/0YI1Q3exuZEf97XPK7SMh0eZp4bbwWnaP7a36LGGkOJ44M+MduP+fvfcMkuQ88/x+6cq79r57uqfHD8ZhgAEG3pEgQQO6XS53V4rTne500sbJREgfJEVInxQh90F3CulCd8e44y2XPHJpQBAkAMJjBm4w3vv2vrzNSqcPVd2Y7sqeqe7qnjbI3wSAQVV3Vlbmm+/7vI/5P4BtCrxmaRXnfL+wLItbmUGuZwYqxAgPRR6gN9CzrHnNJSocaTjIJ7FTxO+I3JtYXExdI15MrGjUvarzEgTqlDD9gS1cS9+c577STL18npVZT7Xgl3x8re2ZZa0PtaAaxXLt/vxsEAE4XL+vvCasHzPPI3l4uukoTVVsBBaiiDJ7wzt4f/qTira8UTVO3sgTFFfO6bSeMCyDU/HznIqfX5Hj9fm76fP31OycEBHZF97FrmUIe89mIXZ4Wytsj6yRI1qM0+69d2BEs3Rb4WCf5KPduzRHoSCU1gGP5J63iS0YBcbzk1iWtenX9G5vO0cbDy/LoRlxhdkZ6q9LpsHRAAAgAElEQVRwTuiWzmRhuiqtpIye49PYqYr9U7evg4fqDy7LXhMFgd5AF9uDfZxOzA+ezagxLqWu80Tjw3e9t5ZlMZaf4lzyckWmxd7wTnaHti1rDZVFmQfr9vHu1EfzhEgtSmv2eGGSPv/S12c7JEHkwbp9HGk4uK4dE7BByjoKpsrF1LWKesqgHOBAuR5quWzxdxG2SSceyo0uuRWXJEjsCG7lH/X+iKebj941cmphkdRSXExd5Tcjf+D/uPr/8pOBX3AidpZEMVUREVwuUTXOjfRARS2eT/LyZNMja6KBsZ5RzSKXU9cq0sn8ko+DtY41Xxd1SqWzazg3ZpuSuxT2RXYtSyQSSuO2x2+vxJ6wES9cjHgxwbXUrYruGl7Jw+OND9fUlrEWbmeGmFiQNSEgcLBuL/4aPNJN7gbaPS0VjptEMcVwfvxL1WPdsqySiJ1RJKmlGc6NcTpxgd+M/pF/fv3f8M7U8YrIliLIPN10lEcaDi0pOjupznBzgTELsCPQtyxH9SxeyUN/YEtFpK1oFrmZGVxSG7OIK1hhRE0VotzKDq5JGznN0riavlmxqXOL7lLqbg3zWpev3ba0YzQ/wfQCIeD7hSRINLkbkRcYYCZGRUbcStAX6GFveOd9F8IdzU8wnButsBdCSojHG48QkleuM8lK0OSqZ19k97LX0Q5vm+2GOqNn79qBzGF1cIkKD9XvX7bYe1gJ2UasNVMjbaOPZodmarZld4ooE1CW3lEgIPsrHHpmWY9hoW2zGTlQt5d6ZWnZwbO4RMW2q4+FVbUtOZofZ9Cm48q+8E4a3Ms7L4CQHKTX310x9+SNArcy916XTUxuZgaYUeevaQICD9btW3I3kjtp97bQYqOxMqPGGM9Prdh+0C/5ebzxyLK78N1P1o9LfREsyyKppbmevlXxXqevraZe71AySNu9rRWbF9UsMpIbt60rvxuiINLhbeUvu7/DvvBO3pk6ztX0zZLGxCIDbNbz+/70J3weO0dfoIejjYfLYmBL66V8J7O1WwuF2aAUZTwQ2et0FVhAWs9w1WasdXhbaPE01XRst+Si3dta4VUumhoj+TG2BXuXdVyv5GF7oA+3uLwJR0AgrIQQESo21HmjUNXEONvKa+F3g9Im/lDd2o21C6mrFd8h4grR7eusSeRNFEQ6fe3IsTPzNq4mJiO5MVRDXZF0vPXGpdQ1/sWNH1cs8rMK5KpRJK1nSGjJeQJbd+ISXTzZdITvdX59SeKOllVqT7awHbRbdNEf7MWzzGcAyuV5nib8sr/CMT1TjJEoJqsWaevz9yAL8jyDJ2vk+N3Ym/gkL7tD2+9rxlpOL3A5VVlS0+ppmlOQXy6KoNDpbePGAqV8wzIYzo1VnXm1kgiCgF/2IgsSGl9kq5iWZdtythZcosKe0HZCcvC+fs+S+PAIMzZt/Hp8HWxfpobFaiEg0O3vWFbWxCxBOWBb066aqm2mqsPq0uRuoMfXuezfd4sugjZBvFJXseq0YUzLtG0zKSAgsXQnmLSI5o5h6eWI+eYsHYJSEG5boHfZUXURcU5ccV63JAtbsd6FlISub5DX5zub/JKPrYEtKDWUPguCQIe3FY/oXlDaYTFemCSj54i4FpcH0Eydi6lrFbZko7ueLl/7ss8LZrOIOkoaE3cc38RkOD+GZupLKo9cjN5AF93+9g1Rir/unRMAyWLKVsyxw9u6ZNX+hUiCZJs5YVoGU2p0WccUBAGf7OVw/QG2Bfs4l7jEJ9FT3MwMVBjVC8kaOc4nL3MzM8CnwVN8peUp9oR3VK1yeyeGZTCan6xoZwfQH9hiuyh82Ulqacbzla2cOrxtNadBSYJExFU51izLYqqwvLEGJY9wLRFjQRCQBRlFVCqiT9UafCYmY4VJ2whGX6BnzSJ4RVNjKFvZh7rBVT8nTFgLc87DBf6bGTVWrh/cfM6JaDFu29e8Whpd9Tzd/CjPtzxJ+C7GgB2mZTKcG61IY/dKHto8zTXfz4DsKxkBC6ovMnqWtJ6lmeqcE73+bjq8rdzKzq+bHcyO8OPbP+fJpkc4XLePTl87yn1Iu0/rGVsndZu3ZVlry52IgkDdIvdxqjCzYlGfpSIJUoWwHbDi5+MW3csWs6yFoqkxmp9AW1AqpAgy/cFefPe5w9W9EAWBXn93TU5qQRBsx6thmY4g5hrQ5euoqZOaIAi4RTci4rxUecuyqs4wkwXJ1jYrtZRUl7ypyxsF289WRGWu081mpd4VodFdX5MtqYgKiihXlDBW4xTWLYOh3Mg87QWAgOJfkczbkBIorbcLTiVRTJE3CkRY3B4pGAWGbTI6WjyN+GVfzedWV+5WtnB9mlaj6JaOm9qdE/2B3hXRmbkfbAjnxFhhwnZgB2Q/GT27ZCX1O1FN1TZ6alpWRQrsUpEEkXpXhKeaHuXBuv3czg5yLnmZM/GLTBejqEZxUUMpZ+Q5k7jI7ewQjzc+zNfanqXBVY+4hAdAtwzbrglQGqTrKaqyXhjPT1ZMjFAaa1k9h2osP3W01GqucqxZWEsuIboTv+yzTateCiWF9sqIwEJRv8UwLJPR3CJjzb9lzbImZtRYhQAggE/yoFs6iWJtz3jp+a18jlJaGt28/+n76xUJEb/sZ294B8+1PM6OYP+yNuVZI8+UGq2YN2VBxiW6ar6fRVOz3dAWjAL5KiI/s9S7IjzX8jgTg1PzIkYWFlPqDL8aeY2PZk6wJ7yTh+r3szXQg0f0LEszphomCtO2Tuqg7CevF2oaqyVD3n4tSWhJLPtHZMlYWGCVPs/ELEdMrTmhL7Cw7vj/vF64L24Rr+SxTcldbVRTnVejPIsiKmxdoRrllURAXJK48mLYlYRYa+YCuz8ICLR5mmvOcpql1dOES6q95rzV01RzRHeuS9YdN9CieieiS3LbRusLhsqUGl1y2+WpwgzqAue3LEg1ZTFvFEJKcMnNBRYilv8spBrnYUpLz2vjOotbdCEKYs3ru24ZtlkDGT1L8R5lYVPqDFkbGyAg+ymaxRWwJe1JaukVKScSBZE2T3NN2Sf3kw3hnJheJIPhD+Nv887U8ZqObWGRtU09tlas5VhJgdzPA+FdbA+WhAEvp65zKn6eW9khZtTYohNxUkvz5uQHzKgx/qzrW0tSCzYsg5haWfMrUmrN5VDJtBq1nUTfnHyfD2c+renYFhY53X6DU6ihXtYjuQnIS6+tXElMyyRqU18uINDqbV6zNLJYMW676FxN3+R/ufTPazbgVaNoe3zVLFbdnurLwM7QNr7R/gLbyxHd5Rp5eSNv6zSOawn+r+v/pubIlmEZJG1qnTVTRzOrTxuXRIlHGg5xOzPEBzOfVowRC4uxwiST6gwnYqfZ4u/icN1+tgV7afU04xZdK7q5nFGjttHAD6Y/5eQKiOzdfV6rbduomRrxYpKEliKppZhR4yS1FGk9Q94ooJrF8v3RSv+1Sv/NlN9fbUJKYNk197WgmToxtVKrSBHlmksQVwNREIhUKTDuMB9ZkDhcv59vtn9lRY4nCeKKRFDDSmjNO6RIZWFNt+ia54BN6xlupAfoW0K2jm7qXM/cJrdg3vBKXrp8GyMdvhZ8kqemTJhaSesZMkblfmwsP8n/duX/qdk5pJu67fpetLR7ZnZE1XhFlhrAmfhFbmQGah4bBUO1tRnvFsReCh7RvSIZHveLDeGcWMwjlS6n2q4GFtWntFfLbEqiR2oqK8sfZiA7xLnkZT6NnmaiMG0btddMjc9iZxAFkf+k94cE5UBVA8y0TNsH0St58a/xZna9ktRSttNARs9WiGSuFBYW+hI2PgvxiO41V2S3LNN20+iVPASktZsQ03rGdkFRzSLqKor16ZaxadOMRcRFI/yWhe0cJgki3b6OmturqmbR1plsWCaxGkpN7oVZ/lMtAgIB2c/3u75BSAnw9tRxUlq6wsgwLIOEluJM4iLnEpdp9jSyI9jHwbq97A5tJyD7Ebl7z/RqSGop2yyonJGvqhZ4uRjLmNdKKd0mCS3JxeRVLqdvMJIbZ1qdIaVl1p3TzyN5atKuWS66pduWifol37pM3VUExVYvwqEaBFyia0Vb4NaKJEh4V7i73HLZE9pBxBWeV/6tmkWOR0+wP7Kb1io6BlmWxXB+jBOxsxW2f5O7nm2B5WmCbRRKHQxXL3uvGvJG3lawWC/r8q0WhmVg3WNdKWXDVq5nBVOloK5MINsO3dJXxJZURHlNnOjLZUM4J1bTeFpL3JKL7cGt9Aa6Odr4ECdiZ/h45iTD+bGKKJeFxen4Bd71f8TX2p7FVUVqjoVF3iaV1yt51tzbvV4pRQDXYlO5vM8UENZFSyALbAWsPNLaOk7yhoq+Jgrbm9MxAdAf7OWJxiO2acE5Pc+fJt5nbEG6+dX0TT6aOcFL7c/XlN2gm3pNWUbLxqouLXUhESXEtzu+Sm+gh3cmj3E1fXPR9czEZKIwxWRhmpPx83T72nm04TD7wrto8jTU1CkoZxTuaXytBkuN+FiWxZQa5fPYWY7NfMZEYapqUd61opb7UguGZdpmd/pk77qsjVdEeUllqQ7rm5KTen2MsyZ3Aw/WPcAfxt+eN1PczAzw6tibvNzxIo3uhkXHn2mZjOUneWX0Dcby4/PekwSRRxoeJLjE8pCNhgD3Rf/obhRNzTaYdD+41/KeN+0zG1aflVn7hEXKbdYrG8I5sZR02o2GIAi4BBcd3lba27/K4br9vDN1nPemPpqnKAslD93bU8c4XLePjirKOxaLyMuivGFSe+43mqWvYzPYnvUQuVh0rAnymqZC6pa+JpuyzUyLu5HHGx+y7USimToC8HdDv5kniKWaRd6dOs7e8A56/d3Lnn9MrGVF49eKUrach4fq9rMz2M/p+Hk+in7OldQNVNM+XdPCIqNnuZS6zpXUTfoC3TzW+DCPNR4udYRYxrXTTf2extdaYlkWJiaXU9f5zejrXEpeu6shKMz+EWb/Vn5dEFAEBZeooFk6WT276vP5Ws1uFpZtdudaz7mLUVqn1t95OSyP0rO39rYHlDrmPNX0KOeSlxnOfdExzLAM3pv+mLHCJI83Psyu0DYaXHVzzjvDMphWY1xKXeOD6U+4lRma17FMAHYFt3G08bCtFtHmQlhzW9KwzHXbrlUzVyaDYa0Q5v61MdgQzonF6PS24Vul8gSxLEB0P5ltdfODzpeod4V5ZfRNUvr8soypwgznk1eqck4szsZ9wNaKdm9rzSnpiyGUj+9w/4goIZpXsS67wRVZFxkt9xtZkHi4/iCn4uc5n7wyb/M9UZjmzckP+Kue79b4LFWusG7RTbevY9Wcrm5RqemcBUEgpAR4oukI+yO7uZ4Z4NPoKa6lbxEtxhctITQxuZEZYCQ3zoXkFV5qe44dwa0rlo3U6mkiVKMA2t3o8rVXV4KIyen4BX46+GvGC/Z93T2im4grTIMrQqunmWZ3IxFXiIAcwCu5cUtuXKJSig8JIp9GT/Hr0T/eU+hsI7MenRAODvcbQRDo9LXxcvuL/Gzot8zcUbJpWAaXU9cZyA4TlAMEZF/JsV5ub1kqD8/YZiH1+bfw593fpsFV5wT01hC/5KWjxnadd8MrufEus2tVg6uOhhraI9+Ldk/LmpbarBUbwjlhl2okIPDXPd9nf2T3ppo0BEHAK3t5vuVJYsUEr42/Pe99C4uLqat8tfXpe37vUsp/5bXTTL3qLgxfNhRRQWC++0ZA4C+6vs1D9Qc21VhbSQQE2w2TZmlrWiNeiiJWRgMeqj/AP+z9C+d+rjCCINDgruOFlie5nR0mfUdNvInJJ9GT7A/v5pGGQ8u69iIiks1C3epp4n/a81+ve4eQKIhEXGEeqt/PwcgeRvLjnEtc5kziItcztyrar81SMFVOxs8xkhvnr3u+x8G6vUtyUMiigrBwYgO+3f5Vnml+bE2fA8uyGMyO8Ivh31WUA0GpNeau0HaONBxke7CPtrKxdq+NeUgJbupop4BgW1JSNLV50V8Hhy8DkiDxaOODmJbJL0ZerRDSzxsF8kaBqSrkAUREdgT7+FHPd9ge7FulM3ZYiCSItnNaX2AL/8Ouf7am65Qym3G+YGp9uvkoP+j8hmNLrjAbwjlhJ95oYZE38lhYmzJ64BZdPNLwIJ9GT8/zAgNMFqbJGrl7RvIEBFvl3ayeQ1+juq71jl/ywQL3RGmsFTbtWFsJBEHAZzPWcnoezdSwLGtNJm9fWV9loT2iGkV0S98wbZU2GrvDOzjScJC3J4/Ni4LnjQKvT7xLf7CXpmVEGxRRxiu6WSiNpVs6BUNd986JO5FFmR5fJ12+dp5oepih3BifRE9yKXWdGTVqqx4+qU7zs+Hf4pN97A5vq3o+8kvespNuvqMwZxQwMZFYSxG0Am9OvM/IglpvgKAc4FvtX+GJpiOEleCS04438xZdEkR8kneeAxAgq2dtO7M4OGx2REQebTxMq7eZ18bf4kTszJLKBNyim2Z3A480HOKp5kdrbtHusDRcostWtFEzNYpmEfcysxtWAp/kLTtO5u+dCkYBwzKQhQ2xnd4wbIirWadEbF+Pa0lMy1zzOqnVQBAEWjxNdPhaK5wTqqmR1rL3dE6IgkjERsSnYKqr1uVko1PnClf0y4bSWDMsY1OOtZVAQCDiqkwPV80iaa1SUf5+EVJCpQ3rAls9Y2Q33GZ2I+GXvDzb/DgXklfnKahDSaTs3aljvNzxIq4lqve7RZftvKeZGkktTXAdqdlXgyAISEjUuSLUuSLsC+9iODfGx9GTHJ/5jEl1puJ3xvKTvDb+Flv8nVV3XapzhUtz14LdelJLoZsGkrQ2zgnLshjJj3MmcbFiE+ER3bzc8VW+2vr0sp7TUsbW5nVPyIJMSAkwqU7Pez1nFMhqOZrcDWt0Zg4Oa0NJc0amw9tKl7edM8JFDKsUmhAR8cteCmYRvayNpJTL9epddXT4WukPbGF/eDeN7nrH1lsDFus0VDBUMnp2TZ0Ti7XNTWlpiqa25h3zNhsb4mq2ee21H8bzUyWP1cb4GkvGJ3lsDXHDMiiY9+7fLgsSTe5G2/eGc2PsCe+o+Rw3G3MtpxbYtBP5KTRTdzaziyAJIs2LjbX8OPsiu9ck66TJXY9Hci90dhMvJsjo2Q23md0oCIJAj6+DJ5uO8MroG6h31P1rls47k8d5ILyLXaFtSzquX/ZR56p0VhcMlcnCNJ01afGsPYIg0O3voM3bXFaff4fPYmfmtWe1sLiWvsXV9E0ORvZWlZHU4mlCFiQWqi9MFKZRzSJuaW1aPBqWye3sEAktWfHe1sAWnml+bNlzrmoU16242krgEhUa3fVcz9ye97pu6Yzmx9kS6FqjM3NwWBssy2JajfL3I6/xSfTk3LoTUUJ8tfVpDkT2YGFhWiazApAuUcEjuQnIfjyi20nPX0NCriBBudImyxo5osX4qmo73ItmT0M5mDI/sDulRskZeVuBcIflsyFcg22eZtv+2Lezw4vW6G4OhEVrZqvZ6MliyYNsx7XMrQ2tPLtatHqabYVxBnIjqDZtWR1KSIJEh9d+Y3gtfatsDNx/Gtx1RGwE/yYLM8SKCecZWEVkUebJpkfo9XdXvBfXkrw+/i55m57md8MreWj1NFW0xMoZBYZyo5vmfiqiwtbAFv56y/d5sO6Biu+b1jPcygwuKqS5kBZPo22WxVBulNyCrlD3E93SGc6N2eY37I/sti0VqwbDMkpZIVVen42IW3LT5mmpeL1oalzPDGyaZ8HBoVryRoHfjr7OB9OfzDkmwkqQv+z5Lt9of4FefzdbA1vYFuxjW7CXrYEeunztNLkb8EoexzGxxoTkAI3uuor9TVJLM5afXNM5rdHdQMgmE300P0FKSzvz7Qqz7p0TgiAQVkK2Bu6UOsPt7PAanNX9QTVVska+4nVZkKoy2kREOrytBG2yL25nhpkoTNv81pebkBKk199T8fq0GuVWZmgNzmhjICDQ7m0hZOP1HsyN2Ard3Q9Kwlb9Fa/njDxX0zc39eZlPVDvivCV1qds56tzyct8Ej25pPp4URDpD2yp2Gjrls619K2K7kYbGUEQqHOFebHtGYJK5Rw+m/VQDX7Jx9bAlorX48UEN9IDNZ7p8jEtk6SWsn2v09e27M1CRs8xmp+o5dTWPYog0+1rr0iDNiyDG5kBYsXEGp2Zg8P9x7IsPo+f5dPY6XlluU82PcIjDYdwiYrjfFjniILItmBfRTC6aBa5krqx5GDGSuIWXbbiqBk9y9X0LdsOUw7LZ907JwBCSoCdof6K6FFGz/J5/OymzZ6IF5NMFaIVr/skr200eCGCINDsaaTTJqI9U4xyInYG3XQ2Z3cSkP3sCm2b64M9S97IcyJ+lqKxedvS1YIgCDS56+nxd1a8F1MTfBY9vWZjbW94u63I0sn4eRKLbIwcVgYRkX3hXRyI7LHJdsjz+sR7TBSmlxR16A/02gqVXcvcYjC7ebInZmnxNNnqB+SMfNVlC17Jy+7Qtgol9KKpcSJ2xraN3v3AwkJbZF7wSctrE25ZFjNqlFuZwVpObd0jCALdvk4aXZWpziP5MS4krzjCmA5fGnJGnlPxC2Tu0FOTBZlDkQcc4esNxM5gv22GwvnklQr9qvuJLEjsCW1HsRG+PBE7Q1avDCQ7LJ8N4ZxQRIWDkb3Uu+fXGhuWwcnYOa6mb65Z2vhqoZs6V9I3bB/GHn8XriprhOtcYXaHd1Q8UEVT493pjxjMjWw6Y74WFFFmX3gXjQs2A4ZlcjZxkYupa5turK0UISXE3vDOCkeAZml8OPMZt7KD932sCYJAl6+DnTbZE8O5UT6c/nTRzZFD7QiCQEDx85XWp2i0qRcdzI7wzuQxtCVksIRdQQ7V7a0obMvoWd6ZOlbRvWDDY1m2rZ9l4d7tNOd+VpTYFdpGu3d+GYCFxaXUdU7HL6zJRlZAsHUcAlXpKtmhWTqfxc4Qt9Gx2Gy0eJrYHuyrcPzljQJvTx1zsiMdvjRk9CzTCwSEZUFydMI2GM2eBvZFdlW8Hi3GeXvqGOoaBQhFQaTX301foDKz+lZ2kI+iJ5xg7wqyIZwTAFsDPewJba8wxmaKMV4be4vxNfComZZJsdwmcSWxLIvB3AhvTX5YkXY+G4msFkmQOFy333ZjMJ6f5HejbxItLmzM9+Vmi7+LvaEdFQZfrJjgtfG3Nn268HKRBJEH6/bZCmNOFqZ4ZfRNpmy6D6w2YSXI0cbDFaUFqlnk3amPOJe85EQYVxEBgb5AD481PlQxf1tYfBw9yZXU9arnURGRh+oP2Ir9nk1c4p2p42uWCbAaxLQkMZs5OuIKoyxBIbzd08KByJ6KlmcpPc3vx//EQHak5nNdKqWOUmHb90Zzla1F74VpmVxJ3eD4zIlaT21DIIsSRxoOEbIR9r2ZGeT3Y2+R0jZPqZODw2JYllWxjhdMlfPJy1WXvzmsPW7Rw5H6QxXZ4RYWn0XPcGzmU7Q1ypZvcNdxpP4gbnG+Ll2pRfp7XNmEgfK1YsM4JxRR4fmWJ23TW88lL/PTwV9zOzu0rCioZVnopk5ay3ApdZ2PZz6varNSMFT+OP4Ovxj+HVdSN+ZayizXWWFZFgVD5VLqOj8Z+HuGsqMVP7M92Mf2YO+Sjtvla+OxxocqShUsLD6Pn+MnA79kIDu87GtXNIskiknSWmZTZGEoosxzLU/Ydom5mLzG3w7+mpuZgZrH2pXUTY7PnNhUG+N2bwuPNz1ckT5uAWcSF/h3A7/kVmZwWYtLaaxpJIopUksYa6JQ2szuCe+o2BxPqTP8bPC3fBo9TcFQlzx+Lauk/J3T84zkxnln6viiNfRfZlyCwhNNR+gLVGoHxYoJ/jD+TtUCpYIg0Olr59nmxypqU3NGnt+P/YnXJ94lqaWWZShYloVqqEyrUY7NfMZgdmnZZeP5KT6eOcl4fmpZY+rO88joWd6e/LCi9bMsyPT4Om2FohdDFmWebjpqW3p1MzPITwd/xZXUjWWVSc5uDDJ6lpuZQT6Y/gTdvPe8JgtySVvC5r1T8QuktWzV108zdS6nbvCzod8wo8bu/QubhG2BXh6qP1DhTNctneMzn/F3Q79hND+xrHVm9lkodTdaO+FUB4d74ZU9to7OP4y/zY9v/5xjM59xKzPIZGGaGTVm+09UjRMvJklqaXJ6Ht3UN4VNu5EQBYHtwT6ONByydaT/cvj3vDv1ETk9v2x7rWCoTBSmeXvyGJNLKCuVBImjjYfZYaM9MZaf4O8Gf82ZxEVUo7isczMsk6yeYzA7wntTH5H9Es+5G6oH5xZ/Fy+2PcMvh1+dJ4xiWAZnEheIFRM803yUB8I7aXI33jWqZFkWqlkkoSWZVmMM5Ua5mLzKzcwAWwNbOFx/AOkeGbOGZTKQHeFE7DTvTB2n19/N9mAfPf5OmtwN1ClhfLK3YqNmdy4pPcNEforTiQt8FP2cqcJMhcBKQPbzXMvjRGxa6d0NWZB5vPEIl1LXuZy6Pu+4uqXzefwsU2qUp5seZU94By2epkVTbWfPt2CoRIsxptUYNzIDnE9e5smmR3im+SgSd/++G4FuXzsvtj7Dz4Z+S+4OUVITk3OJS8TnxtouWjyNd00dnNtUl8facG6Ui6lr3EjfpsvXzsP1B+45RjYKIiKPNTzEpeQ1zievLBhrBqfjF5hRYzzV9CgPRHbS4m66axtDy7IomCpRNc6MGuNmdoDziSs80vAgz7U8blv/Z4df8vH1tucYyo0yuSDVeSQ/xr8f/HtuZ4d4qH4/Xb6Oe7YU00ydtJ5hRo0xXpjicvnZMiyD7YE+wlVownyZEASBVk8TzzQ9xlh+ct78bWFxIXmFz+Nneb7liarmD0WQeab5KFfTNzmduDDvvbSe5ZXRNxjMjpS7hXQRVkJ3vZ9m2SiIFuNMFqa5mRnkXPIyk4Vp/lHfj+jytVddQhErxvnFyKuICByI7GFHqJ82T3O5rW1lD3c7dPWBaXUAACAASURBVNNgJD/Ge1Mf87GNaGiLp5H+wJYlC7y1epr4euuz/NuBX8wrf7GwuJy6zr+8+ROebX6cA3V7aPU0oQiLi8hZloVmaiS0FDNqjJH8OJdS17iavkmDq45HGg7BPe6lJIh0+zoIK6EK/Zdb2UHemHiPr7U9g0/y3vU8UnqGU/HzvDb2FiP58S+VOJlX8vBc8+NcT99mIDdfIFw1i3w4/Rlj+UmeaX6MncGtNLkbkO9hG2WNHFE1wbQ6w/XMbS4lr/FS+/Ple+pwv7GwSGjJFdVREQWRVk9zqdX2JiAgB9gV2sbF1DWKd2RKpPUsH05/yonYGRRRLjnxbOYSgdLm0yt58Ms+WjxN9Hg76A100+3ruOsc5LCyuEUXX2l5isHsMFfSN+e9F9eS/GL4VQaywxxtPMwWXxd+2XfXezPrOJ9RS+v79cxtzicvM6PG+G93/FPbbN/FCCshXmp7jpH8eIXo8K3sED++/XOeanqUQ3V76fC24RZdd127dEsnpWWYVqOMFybn9mlu0cUD4Z22Xba+DGwo54RLVHim6Sgzaoy3Jz+cl6o12y99ZGCMdm8rXb52Or1t1LsjeCUvlDeIBVMlo2WZKcaIF0vpslNqdJ6IztKiuhaapZPQUpxOXOB04gIe0U2ju556V4SwEqLRXU9ECeGR3LhFN7IooZk6qqmSKKaYVqNMqjOM5SeIF5O2hpUiKDzd9ChH6g9WZEDci9mNwQ+6vsGPb/2c4fzYvPdnr91wbpQ2TwudvnY6va3Uu+rwyz5EQaBoaqiGSlJLM6PGiBUTTKtRZoqxuY3Gw/UHSyHyKudvzdRQzSKmZWFhopk6BUOlYBQomCoFQyVvFFBNleHcKCy4LgVD5UTsDNPqDB7RjUfy4JZcc3/3iC4kUUZAQBQEPKL7rkbZnSiiwuONDzOtRnlz8v15aeImJoO5Ef528Ne0e1vmxlqDu27eWFPNIhk9w7QaI1FMEi1fszs3Ba1mZXbGRqYkjNnAn3d/i+TNNIO5+anis9fup0O/pm2qmU5fW+nauerwy35EQUAzNQqGSkovTdgxNcFMMcaMGiVXHmv7I7uXfF7bA738Wdc3+bvB38wrZbIoRe9fHfsTH0dP0uPrpMPbWm6/6EcSxPLzWiSn54gWE8SKcRLFJFNqlHgxiUkpQh+UA1+qjdFSkASJRxoOcTZxkRPxs/Pe0yydP018wPbAVrb4O+9pBM52cfpB1zdI6WluZYbmXfeckeej6OdcSF6hy9dBl6+dVk8TYSWEIsoYloFqFCmYKvFikhk1NrfJnlFjaNYXa8BSsy8sLPJGgXgxwUh+nDcnP6DF00irp5k2TzOtniZaPE0EZD9eyYNLVDAsg4JRcpZP5Ke4mR3kWvoWY/nJubE1i1t08UjDg3T42qp2mMwiizKH6/czpc7w2vhb86LhJhbjhSl+PvwK709/TJevg05vK43uerxlw1wzihTMIlk9d8caWtrEprTM3D0IyoGF07UtpSyYNnaHtvNx9OS8e5g3Cvx+/E9MqtM83vgw3b4OFFFBKF9jwzKIqgmupW9yJnGRq+kbc/ODJEjsCm5jOD9KcpOXNQiCQI+/k+92fo2/HfwVU+p8EW3d0rmavsmtzCAdvja6vO20e1uod9XhK7dPVM0iBUMtr1PxkjO4WHoWVLOIJEhrVuvtULqHH8+c5Hzi8ood0yO5+af9/7FtJ7yNiCSIPNF0hFuZQU7Ez85z6JqYpSDTEpKHLqeuIyAQUULsCG7l2ZbH2RXqv6vDdiGzwRXd1LEoRe1nn7WCoZbt3AKFsm2d1ir1kmJqnA+mP6HOFSnbtm48ogu35CnvKVxIgoiAgCRIeCQ34hL3COsNQSh1f/t+1zf5t7f/A6P58XnLSVrP8PbUMU7Fz9NdXt9bPE0ElQCyIKGbOqqpkTfypfW9GCNZ3mtFi4l55fJ2ek53QxREdod38P3Ob/CL4d/Nc6pbWEyrUX498geOzXxKt6+TTm8rTZ5GfJIXSRDn9ga5cjAkpiaIa0mmCjMktNTcGtjkbvhSW5IbyjkB4JO9fLPteQzL4P2pjymY82uLNUtnMDfCUG4URZSRBXnuQbUsCxMTwzLRTb3C6FspCqbKSH6ckXypZlYRZCRBQhREREFAQMDEKnvNDDRTu+uGxi26eLzxYb7e9hzuZXq5S5uzrfx597f4u8HfMF6YrPhE3TIYzo8xnB9DEZSSl1kQEWDOgaBbRvna1f7YnIqf583JD8jqWQqGimbpmJY591mzfzcpa3ss+P2ckeedqWPleywgIJauMUL5WosoooJHdBNSAnyv8yXbVkCL4ZO9fL3tOQzL5J2pYxVtjHRLZyg3ynBubNGxZlolp8tqjbX1iCAI9Pl7+GH3t/nbwV+V+lMvuHuGZcw9IxVj7Y5nYyWfU1mUOVJ/sNQLfeR1ZorzU79nF5ZpNcqZxEUUsfTcfjH+S8aFZumbqhTnfhKQ/Tzf8gRX0zdJLRCuHC9M8vbUh/yo+zv45Hu3ShYEgS3+bv6q53v8bPC3XM/cqpgjUnqGi6mrXElfRxEUJFFCRMCi5HQwKZVZrWZL2aJZZDg3xnBubE6gzSUq5bFVmqu+WJuMsiO4aDvuRUT2R/bwTPNR5GVmW3kkNy+0PIluGbw+/i5ZY37q6OyzOZofRxEVm3nNwrSMFZvX/JKPp5sf5UZmoEKTJm8UOD7zGWfiF4m4QtS5wrgEBdUsktYzpfRro4BqFObuvYDAA+Gd/FXP9/jp4K8rMms2I6IgciCyl7yh8svhVyvmNijZRgPZYQazI/PWq9n5zbxjfXccrOuPrJGreFZrwSt51qx2f7WoU8J8v+sbFE2Ns8mLVXczWgwLi7iW5NPYaW5kBvh623M803y0qvVplt+M/pHLqesUDBXVUDEsc842NO+wE2cdFwuZUqP8ZuSPczatSGkfId7hkHCLLjySmw5fG3/Z/R3bbhcbDVEQ2RXcxg+7v80vh39fEeiCUhZFPJnkQupqeU0tXZOSrVay13TLWPH13SUqPNH0MAWjwG9H36hoYW5iMlGYZqIwzWlBRhGVBXupknNdtwzHllyEDeecAKh31/Fnnd+k3hXhzYn3S7XKCxZTi1L0usjSJ9+leR3v7UHVLH1JavRfHLnktX2+5Qm+0vq0rejVUpBFiUN1DxCUA/xy+FUup28s+mBoloZmrO7CNa1GuZK6UdPEUe09douuZUXQ6lxhvtf5depdEV6feJcZNbaiY22zpgmKgsj+yG4Cso+/H36Ni6lri97n+zHWZlHEUgZSnRLm1yN/YDA3gm7zDOiWjm4sfVzOOh8d7BEEgR2hfh5vfJg3Jt+fN//olsHH0ZPsi+zmcN2+quZhSRDZHdrOP+j9Ib8d/WOp3tPGwDMsE8NSWc5eeiXvp24Z6IaxrH7tbtHFwbq9/LDrZdv2kUshqAT4ZvsL1ClhXht/i8nCdIXD2aL6+XUhomCfOm2HIAjsCe3gG+3P84vhV+dlMULp3qX0NCk9zVCuUofpTmRBYl9kN3/R9TKd3jZ2BLd+KZwTAG7JxeOND+GXfbwy+jq3soO2m7Na1isHh/VIqUxb5WZmkBOxs+VOPSs3b1tYzBRj/GrkNcDiK61PVd0F5HZmiGvpWzV99sIg7GLkjPym6j4mixIP1u0jIAf49chrXEnbayIZlkHeWPomX0BYtg3uEl280Pokda4Ivxn9IyP5cdssS83S0ZZhS37Z7cgN6ZwACCh+Xmx9hl5/N29MvMf19K2KSNxS8Uoe2j0tPBDeWVXphCxKtHtbaHDVEdeSK6rSGlZCbAv08kLLE+wI9eOtslb5XkiCxPbgVv7TrX/Ju1Mf8VnsDJOF6Zq8dwKliGhA9q/kerBu8Ms+Xmh5ki3+Tt6YeI+r6Zs1pwp7RA9t3mb2h3dvGr2JhUiCxLZAH/+w70d8MP0xn0RPMVGYsnUGLIWA7CeoBJY91BRR4WDdXprdjbwzdZyT8bPMqPGaosCKINPormdXaBuBL2mNYLV4RDfPtjzO+eSVihKzjJ7lzYn36fN323YYWowt/i7+Qe8POTbzGcemP2U0P7Esh/AsAgJ1rjDdvg7avM1LMhSCcoAObys5PbciKvGSINLibuLxpod5uuko9a7Iijg1vZKHp5ofpcvXzpuT73MxeY1Eje033aKLFk8TByN7l1R+KAkSTzY9gizI/GH8bUbzE0uO3oeVIEfqD/GN9ufnhLO3BnqQBLHmCOpGQRZlDtXtpdXTxFuTH3I6fp5pNVbT3DYbJPEvIVrs4HC/MC2T0fwEb068z4n4GVJaet7z7hHd+GUfSjmyfrfj6JZB0SyS0/O260fWyPH6xHv0B3vZHujbtMGl9YQoiOwI9vGP+/6K96c/5qPo50zUuGcREWlw17HF10XDEjX87sQlujhSf5BWTxN/mvyQs4mLtsHypR1TocndwL7wrhXb921ENqxzAkrpqfsju9ka6OFS6jqn4ue4lLpOVI1jWiZW+c9ChPIfURBwiS7avS1sDWxhe6CPnaF+6l2RqqJ2XsnDN9tfYE94B9fTt7ieucVQdpS4lsSwTCxr9vMXH6qz5yIIAoog0+5tYWeon33h3WwP9q2KGIooCLR6mvnzrm+VasDjFzmbvMxAdhjVLM6d992unSAIuEWFNk8L24Nb2RvewY5gf4Vi+N3PQ8IlKgjm6k/wLlFBrGEhcUsu9oZ30uvv5nLqOqfi57mUulYy/KoYa4Ig4BIV2jzN9Ad62RbsZVdwGw3uuqozdURBQBEVFEGZ99py07vnHZvS+S3s0yyLtR1bEARaPI18r/MlHqo/yLnERc4mLnE7O0zBVKsea7PXbntwK3tC29kZ2laTU0cSJLr9Hfxlz3d5tOFBziQucCZxidH8BLqlzaXe3e2cJEGk0V1fEsItzx2d3raqdU3WOyKV4w1WZkx0ett4tuUxfjb0SoWq9e3sEB9FP+eltueqvseiUHImvNT2HIfr9nEqfp6zyUvczAySNwpYlmk7Ewvlf4uCgIhIQPHT6+9ma2ALu4L99AV6lmwgdPs7+Md9f8nF5DUupa5xMzvAjBrHsIy7jvfSmdw55l10+9o5ENnDwcheuv0dK+7IdIkKO0P9bPF3cSV1g1OJ81xIXmWqMF1aw6p4NhVBptXTRF9gC9uDfewK9tPsaVxSBqIgCHglD880P0a3r4PjM5/NRUCtufO48/Nno14iAdnHruA2Hmt6mH3hXfME/prdjbR5WpgszMx93+XWYwuLPQ+CvK42KZIg0eVr5697vsdjjQ9xJn6B88krDOVG0Szd9nrOcqdt5JHcdJSzT/aGd7ItUH2XMEmQKq6TIig1RwMFSt20Ko8tb5q4iCSIZR2a1XWole5HtbZH6Zzu9HHV8izdiVS2A3Xzi2MpVR7btExuZAb4ycAvuZkZmJf91eCq48G6fWwL9pZ1czylZ9VmpMym2RdNbU4Y+XZmiJPxc+UsjC+YUmf4JHqSLb6uu4p5zyLbjNfVotpsDgERlzD/vCRBXJH1RSjbqXeO31qPLQoiTZ4GvtP5NR6uP8ipxDlOJy4xlB0p71ns57TZPFahXO4ddoXo83fTH+hlV6ifLf7uu4r/V4MkSvQFevgHvnaup29xOnGBc4nLjBemMCy9aluy2d1IX6CH7cE+dgb7afe2LPuaSeXy0TsD5iW9po0zSwrrpE1OzSdhWRY5I09SSzOWn2A4N8akOk2ymJ7bBLlEBbfkwi/7aXY30OxuoNXbQkQJEZB9uO+h0H+3zzYsk5yRI1cWYJkqzJRE1vQUGS1L3ihQNLWyt8+aqxMLKAHqlDCt3mY6vK00uOoIyP67KryuJLO1/Wk9Q6yYYDg3xlh+gmgxTlbPUTSLWJRaAbokhYAcoNFVR5O7gQ5fW/naLe98U1qm3HZx9ceggEjDrDhqjVhWSfAuqaUYL0wxlB1hUi2J2cy2DlREBY/kwif5SmOtLIhX5wrhl/337AZhh2oUiRbjGPM8+iWjfilR5sWOPa1GsRZE2AKyn4gSXpGxONtusDTWkvPGWkbPzo01RZBLz6nkp9FdT5O7nk5vGxFXGL/sW9a1u9d5aZZGUkszrcYYzA4zUZgiVkyQ0wvolo4iyrhFF17JQ72rjhZPIy2eJhrdDQRkH17Ju+lKOvJGgVgxgbkgQuGTfNS5wjUZprNCYaWWj5UmhU/y1pQhoJsGGT1DtJhgODfKSH6cqFoaZ5qpzzmmPZKbiBKm2dNIi7uxLKrlxyf5kEWppvtpWiZ5o0BGzxIrJhjPTzGlzpDU0mT0LAWjgGZqmFhl499FQPbR4Kqj1dNMt6+DeleEkBK4Lxvg2XuS1NJMFKYYzI4wWZiem9dMy0ARFdySG5/kpcldX9r8e5upUyKlZ3MFxNhmU7Sn1RgD2WFuZ4eIqnGyRh7d1FBEBZ/so9FVR4evjV5/F42u+rJ484J2mqbOTDGOVs5gERCpK88jS0U3dabVGLo1P63YU54TlipUfT8ozW2l1tXRYoyh8pwbLyZLz4Kllzf8Cm7RRUgJ0lCe39q9rYTkYGl9r2ITNotpmcSKCfJ3dLmCksF8ry5q1XyfaTWKuiDNXREUGtz1NR17vZDWsuUMptW1iwREmtwNVd3blJYuZ4t+cU4CQklUtcaMmkQxVRYJ/+LYoiBR74rc0zE8np/kX936KZfu6EInIrIjuJUfdH2DvkDPsuyF2Y5055NX+HcDv6jQcOnydvDf7/4b6l119zzOtBpDNZdexrccZEEpd+O5+6a2YKjEivEF2QcCftlHfQ2ZBFCyG6JqfIEtKRCUA0RctXcxu3PPMqPGGMqNMJafLO9ZSmuEJEi4pJK9FlHCJXvN3USzp5GA7MMn++b0KVaSUme+IkktzZQ6w2B2hInCNPFigrxRQLeMsi3pnrPbZ9fQeldkTiRbqNGWjBUT5Tak85+pBlfdeujOU9UX2zTOCQcHBwcHBwcHBweHzY1hGfx86BX+MP7OPD2rDm8r/2zbP6THd++uT/dCMzV+NfIHfjf2xrxMgLAS4r/a9o/YHd5e0/EdHL6EVPVQrj9Xv4ODg4ODg4ODg4ODgw0ThWnOJS7Pc0yIiDzW+BDdK+CYgFJG0bZAL37JP+913dSJFRM1H9/BwcEexznh4ODg4ODg4ODg4LDusSyLycI044Wpea+7RIUHwrtq0hdbSEgJ4pLm6xLMdrxxcHBYHRznhIODg4ODg4ODg4PDusekpGuyUHskqAQIyYEV/6yFheclcdyNr2/i4LBecZwTDg4ODg4ODg4ODg7rHrMsgL8Qt+hakQ4idxIvJigsELSUBJGg7F/kNxwcHGrFcf05ODg4rDKn4ud5Y+K9dZkK6hZdPN/yBIfr96/1qTg4ODisCG9NfsAn0dMLOhKsD/yyj2+3f5Vtwerbszp8gQBINrHVnJFHs/TKX1gmqqFyOXWDrD7fEeKRPDR7GlfscxwcHObjOCccHBwcVpl4McmV1A0KC9JQ1wNe0cOhugfW+jQqUDWdkwOj9DTW0VG39BZkqXyBS2NT7OtqxeeqvhWiHRPJNB9fH0I3DQ73dtHbdPcWcquJbphcGZ8i4HHT07D8dqsOS+P04BgeRWZXe/N9/+zhWILhaJKj23pW5Hg5tchnt0bY29lCY/D+R4ALms6ZwTG2tTZS7/euyhieLMxwOXV9nmDieiEsB8k0Z9f6NDYsoiASUoIICHMtRAHSWobR/AQd3taaP8OyLK5nbvNZ7PS8zwDo9LYRVmpvi+ng4GCP45xwcHBwcKgJ3TD54Opt/nThOrppki9qBNwuvC6F7z/8AHs6WpZ8zHxR41efX+AbB3YuyzmRyBX44Mpt+prqa3ZOuCQJlyzxymeXcEly1c4Jy7L47NYIr565zD955ghd9eGazgPAME1OD47RFgnR3RCpqi+XaVkMzSTwuGRaw8GazwEgU1AZnEmwp7O6ezscS/Lj90+Q13Q8ikxXfZgX9+2gPRLcEA6WNy9cpzHgWxPnxOXRaV4/f+2uzgndMHnv8i1ePXMZn6sk4OdWZL7z4B72d7fN+9lUXuVvPzrN3zz/6Ko5J+42PgpFjfev3CLs81Dv967K5ztsXkRBpMndQEQJEdeSc6/rls67U8fZFuglooSWNa9YloVu6dzMDPIfhn9X0ZVDEiQO1+/HI7lr/h4ODg72OM4JBwcHB4eaEEWB/pYGXLLE1fFp3jh/ja8/8SD1ft+KbYaXSkddiP/i+UfxKrUvc3V+L0/u7OXjm0NL+r18UeOTG0NcGpnk5O2RFXFOuGSJ7z/0AKIoVNcwnFKk+vXz19jX1bpi9+PS6BTHrw9W7ZzIqkVuTcf4wcMPoEgSb124QTST4z9//lEC7tqcRw6lTdVoPIkAPL+nH7ciI4ki7ZG1ifDebXyEfB7+5oWjuGXHBHVYHm3eZrr9ncQTXzgnLOBC8gr/YegVXmp/nk5v25IcFIZlMFGY5lT8PO9MHqvoBgKwLdDL3vAOREeyz8Fh1XBWBgcHB4dVpsPbylPNj6KZ6y/F2CUqdHrb7v2Dd0EUBLobInQ3RFAkiU9vDvNwX9dcVFY3TS6OTvLupZvkVI1trY28sLefiM+LYZpcGZ/m/cu3iGXzBD1unt2zla660kb+8ugUF0cmSReK7O9u5bk9/SSyBV47e4WmoJ/LY1OIgsBj27fwUG8nsiTy5oXrfHJjCAv4L79ylIivFJ21LIvhWJK3Lt5gPJFCEkUe29bDEzt6iWVzvHHuGoPRBIZpcbCnjWd3bcXjUhAEAVGo3hkwSzxXYCia4MkdvZwbnuDFfTvwKDK6aXJ6YIzj1wfJqkXCPg/fOriL7oYI+aLGsWsDnB0ap6gbdDVEeGn/DuoDPoaiCX514gLjyTQvH9o9F0m3LIvJVIY3zl9nNJ7EJUk81NfF0W3djMZT/PbkJd66eIOzQ+O8dfEGeztb+dq+7QgCvHPpJhdHplB1nZ7GOr55YCcRv5dXT19GN02i6RyTqQxbm+v52r4duGSJ189d5Q/nrjGVypAuqER8Hr5zeO89nS9uWeZAdxsddWFcksRPPz5DXtXwKPKi42Ox61Hn95JRi7x7+RaXRidRJIkndmzhwS0dCILA5bEp3r9ym1gmR9Dj5oUHtrGzrQlREPjtyUsEPS5mMjluTkXZ1tLISwd24lXkRccHwFgixb9+78S86xH2eRb9vqZlLXoe18anOXF7FL/bxbWJabwuha8+sI3tLU0YlsmnN4b48NoAAY+73BrRWvRz7qS9LsSj/d347nD4lBwXKV49fZl4Lk9HJIRhlo53ZWyKY9cH+dEj+/G5XQzOxPnD2av88JH9RHyeJT8vFtx1fJwdGuePZ68ync7yNy88Sm9TfelamRZXxqd49/ItErk83Q0RvrJ3G82hAMevDzISS2JZFrdn4tT7fXzr4C7a75JR1R/YwjPNRzEss6rrdj/xSR4a3GtXGrYZCMlBHm98iNuZQVJ6Zu71oqnx/vQnDOSG2R/Zw+7Qdto8zbhEV3kOL83iFhamZVI0NWLFBMO5MW5mBriVHWIsP2GrXdHkbuCb7c/T5G7YENleDg52GKbJ9WgUVV+6PSqLIv0NDavuWHacEw4ODg6rTH9gCz3+TrCq22DcVwQBRVjdpWBgOs6P3/+cw70d7G4P8vq5q2iGwY8ePcDAdJx/8aePeKCzlSd2bCFf1PEqpbR0VTM4NzzBNw/uQtV1Xjl1ibZIiLDPw+vnrtHf0sALe/u5NRXj3x07SVd9mM76MA/1doBl8ZPjp1G1LwTxErk8/9+7n+FxyTy6tRvdNAl6S+m5hlmqLD7S18V0OsuvTlyksz7Mvq7lO26ujE/jkiWe29PPv3rvM4aiCba3NpLMFfj3x09xZGs3h7a0MxZPIYulSNzATJyff3KWlx/cQ9DjJpbNIUul91pCAb6+fwf/8p1PGY2n5j7HtCxeOXWJiUSa5/duI5HNI4olp1G938uj/d2cGx7n6LYe9ne3Uefz4JIlirpBQdM50NNGUTf4xWfnaQ75+eoD2zk/Msn54XG+e3gvXQ1hXjl1Cb/bxdf27eBATzs3p2L4XQovP7gHlyzRUGV6vmVBrqgxEk/REPChyNLdx8ci10M3TN44d41Pbg7x3J7+8jU9TdjrYXtrI5mCSnskyAOdLXx4bYC/++gM/91LTxLyergwMsFYIsWzu7dytL8HjyIjCcJdx4dumFwYnmRnW/O86/HNg7sW/a4CLHoe0WyeV05d4pGtXTzc18Xnt0f42cdn+W9efIKJZJq//fgMT+7opc7v5fdnrmAY1W2yB2cSvH3pJm5Zwutysa+rFUkU+MmxUxiWxZM7tnBmaJzhWCldPZrNc25onB88VNKdSeVVzgyO8fKDe5b1vOxub7nr+OhvaeC5Pf38r6+9TzL/RReE0XiKf/3+5+xqb+KRrd18emuYf3/8NP/k2SMMziT4zcmLfH3/Do70dfHHc1f53enL/GfPHln0Ohyqe4B9kd3rds51icpan8WGRhAEDtU9wI3MAG9PHpunLWJicjs7zEhunLcmP8QreYgoIbySB1mUsSyLoqmRM/KktQxFs0jR1CiaWql1qA0RJczLHS+yL7J7xTuCODjcT3Kaxv/4p7cYSiTu/cMLqPf6+PH3vkN7aHUz8hznhIODg8MqI4sy8pd4uv3oxiCSKPLC3m3Iokg0m+PDq7f58yP7+Oz2CEGPm79+7CAh7xdR6EQ2j4XF83v6eXHfdlTd4MTtEYajScI+D5ph8N3Dezjc28n21kaOXRskns3TWR+mzu+jqyFS4d2/NDrFTDrL//zd5yvKGxoCPr59aDdF3UAzDD66McRwNLls54RpWnx2c5jmUICg141bkbk0OsXW5nokQcCjyEynM+zrauXBLR14yzoBiiQhiiKxTI7dHc080t819z3cZa2G2UyQOwm43aQLMxQ1nSNbu4j4vEiiSMjrob+lYsIfMQAAIABJREFUgbDXw5bGOvZ1fSEW51EEvrZvB6quoxkmZ4fHuT0dB0rR9n1dbbx8aDeKLHFlfJpbUzFkSaS3qZ62SJBcUZt3vHuRyBX4v9/6GN0wMS2L/+jxQwQ9Ln53+tKi42Ox65HIFXj/ym2e2LGFw72dqJrOJzeHODU4yvbWRh7c0kGuqKMbBpIo8q/fP0G6UCTk9WBaFt0NEV4+tBtZkubO7/PbI4uOD4ADPe0V1+PuCIueB4DXpfDDR/aXx6yXf/nOpxQ0jZMDozQG/PzZw/uQRIFkTuXYtdtVXeOpdIZzw+PIokSdv3Tv80WNi6NT/I/ffoZd7c1saazjwyuLH292O7/c5+Vu48PvdtHdEMG/ILPj7PA4lmXx50f2EfJ66KwP87//4QPGE2kA2iJB/uKR/XhdCtlikePXBu96HRRRQcFxAGxm/JKPlztexLAMPp75nOyC9qKapaPpOhk9y7QaXdZnyIJMr7+Lb3V8lQORPY5TyWHDo4giT23pZSaXm3vNwuL8xAQD8QRb6iL01tXjdylohsFoKs21mRmaA37++uABwp7FswVXii+vtezg4ODgcF9IZPNcn5jh//zjhwAUijoRnxfdMIlnctT7vfM2K7O4ZYn6gA9JFBEwUETp/2fvvcPkuM473bdCV+c0OWdgMBhgAAIgSAAEQIpBDMqSRXnXV9fZXluOd9fSeu1dedd7/ayuLVt+VrZle2VZlijZkizJIkWKpEiQIAKR08wAk3Pu6Zwq3j+60cRgegAwAATFfvk8IjVd1V116tSpOr/z+74P3cytbLnstsIkXRREJFHAuM4qaSSVQZElytyuVZ9dml3kmXMDpFUNw7KYyNvV3yhz0TgXZ3MxyyMLIWajCVyKjfs3tuNzOfjV99zNj/uG+KdDpwi6nfxfe7bRUOanuSLApx7YxYH+Eb74/BG66qr4qZ2biwoSlxEFkQ9s6yLgcnDg4kgu58eWDexe11xwXRRjNhLnyTMXWUokMU2Lc5Nz7MuHMEiiUHA2QC4paEp9c6VwHTaZ7S319M8ukNWMnFAjitfsH2u1h2GahBJJnj53ieOjU1gWJDIqTpuNlKrx0sVRzk/OoZsG4WQaVTOw8v1DlkQqve4VwgRcu3+8kfbIahov9I+seRx+px2vI+dEkEURLAvTyrkt3HalcO18TgXbVce6Fnc01fHL9+3ElQ9HUmSJofkQYBUSZdokCY+jeEI/w8oJR9drj7f6fklmVTx2peAgcuf/O5HJIggQdDkKAp4iyRjm7ReuUeLWIggCQZufxxs/QJ2jhgOLh5lJz6G/BeVjbYJMnbOGrYFu9lXeTa2zCkm4sXuwRInbGbss8ws7tnHlcH18eopXJyf51K67ebRzPS6bDVEQsCxQDZ0T0zN8+eRJ7LKMcoPPojdDSZwoUaJEiRI3lYagn/W1Ffza/buwyxKWZSFLEjZZor7MT9+FRRZiCSq8biwLxHw4ryAIrBXaK179Wf5Be3nil/u3hWlZhb/VBLxkNJ3RxWXaqsqwrJz13iZLfOf4BSRR5Gf3bkcQBP74+y+s+D7TytnYzfx3CvnjK4ZlWfTNLOB35kQIt93G2FKYrx0+w0I8QYs9SF3Qx8/es53ZaJzPP3OQQ4PjPH5XDwLQWVvJhtpKRhaX+fMfvcLGuqrX8kvk/9e64jggN1l+cFMH+za08sy5S/zLsXNsrK+iwutGFHLtpeo6mmEg5nNoPN87RP/sAr/10B7cdoX//dyRwjlczrOxFrIkoRsmqp7/PvHa20NOnNi9rom72hv506cPcmhgnAc3rbtm/zBNs2h7bGqoobkiSHd9Nfd2tSEKAqZl4Xc6mI3E+eqhU/zS/jvZ1lLP2YlZvvzyiVX952qu1T+u1x7FmArHrnkca31fpdfN4HyIeCaLIknMRuJktRuLDxZFAZssFUQUAQGnYkOWRBbjSeqCPqLpDKFErpSlXZZQDYOUquFUZOajCWLp7HXbY6375TLF+sfls7WwwLKwrNfuryqvm0gqQyyTxSZJzEXjaKZJuceVP6+Slb7EagRBwGfz8nDtfWwJbORspJezkT5Gk5NkzAxmXmyzMFdlbRHy/+TGQxFZkClTArR7WtjgbafT206ts7oUxlHiJwpBEFZUMLMsix8NDtHkD/ChjV2Uu64Wo+3sb23h3Nwc37nQy56mZiqKCNZvJSVxokSJEiVK3FT2rG+hd2aBbx8/T43fSzKr0l5VxoOb1nFnawOHB8f50ovHaK0MYhgmmxprWF9d8YZ+K6PpXJia49zkHEvxFC9dHKGlIsjW5jo6ayrYUFvJ3790nK66KizLorHMz0Ob11Pl83BpdpFXBsYIp9KkNa0w4R1ZDHNxZoGp5VyyyYDLwca6KqrXqHyR1nTOjM+wpam2UMWk3OPimXMDnBmfRRJEnjx7EY9dwTQtdMMsJJM8PzXPgf4Ryj0uUqqK12GnyufBtCzGQxH6pudzq9SWRYXHTVddFT6nnSfPXGQ5kcLntDOyuEx7VXlhpdlhs7GupoJnLwwyE4nTUV3O9pZ6KrwuVM3g6NAEaU1nJhKjLnBj1Tzaq8p46eII//jKSap9Hvasb6bcc2NlKeuDfh7evJ4nz/Szoa7ymv3j7Brt4XEoPLKlk6fOXCSlathtMqqu856N7TgVmXK3k76ZBUKJFBdnF4s6c67mWv3jjfBGj2NneyOvDIzzv587QpXPzfmpOUTxxoSR3ul5vn7oNLa8uLN3fQv1ZX7uWd/C14+coXd6gelwFCk/2W8qD+B3OvjyyyeoC3i5OLtYcGm8kfvlMsX6h8/h4NLcIn3TC4SSKY4OTRBLZ9jaXMfW5jqODE/wdweOURfwMTC3xN71LVT5PG+g5Uu825AEkXpnDTWOSvZU7CSiRZlMzTCbWSCsRkjoSbKGiomJgIgsSjhEOx7ZjV/xUamUUeOsokwJ4JKcOCVHSZQo8a5hZHmZtmAQxxqJLiVRpNzlYiwcIWvc/MTu0mc/+9mb/iM3wGff7gMoUaJEiRJvHlkSqfJ5aK8qL0xy3HYbmxpqMEyTrG5Q6XWzqb4Gv8uBx6FwR3Mdkiii6gblHjedNZX4nA48DjsdVeX4nA4EBFx2hbbKMio8bso8LtbXVOKwyYiCQMDlZF11BYKQi5XXDION9VWYloWqG7RWleG2K2xurMHrsJPVdNx2hQ21lZR7XLRVlaHYckkiNzXUcHd7E80VAbwOO6OLy0yHo7RVlhF0O0lmNap8nqJ2d8glT7Qs2NnWSMDlyNvrZcrcTgJuJ03lfnTDJK1puOw2HujuYEtTrg1kUczngDAIup08tmVDYdV6fCnMRChCS2WQco+LZFalwuvOhSiIAmlVw7QsuuqqeKSns5DDQxYl2qvKsMkSmmFQ4/dS7ffQXB4k6HESz2RpLg9w/8YOWiqCVPrcOGwyrRVlhcmh3SbRXB6gNl+astLnpi7gI5lVcdkVmsuDOK5RtlUURco9Ltqrc6JJbcCL12GnzOOiPuhbs3+s1R6SKNJQ5qepPEBSVREFgbaqMjqqKgi6nayvrSStasiSyH0b2wqJLO2yjMNmo6UyuGria5OkNfvH9dqjGG67suZxuBQbVX4PrZVBZDEXllThddNeXU7Q7WJDbSWqbhBwOXmwex3raipoLA9c895z2Gw4FRt2m4wsidhlmcbyAJVeN501FbgVBdUwuLO1gbvam2jNt0FHdTmmZeFUbOzf0EZPYw0tFcE3dL9cDj8q1j9EUeDS3BLhZJpNDdUoskQiq9JcHqDC66a7vhpRFDEtkzvbGnmwuwOnYkORJRqCuWS3ueskUhvw0lxRqnhR4jWEvAPCIdkJKH6a3Q10+zvZUbaF3RU72Ft5F/sq72Zf5V3cU7GTu8u3sS24mY2+9bS4G6mwl+GWXSiirVSNo8S7iqcvDTKfSLC3pQWf3b6i/1uWRTyb5V97+1hOp/lw90a89uJhgTfAH93IRsJlS93bzG1xECVuLpZlEVZTjMZzScSqnV7qXP7XbZUt8c4lnE0xnlgumhvAJdto91agSLeXocu0LCJqmuVskpSuYVgGoiCiiDJem52g4sQlKzf9ZWYhHWc6FS3Eg1+Jz2an1VtRiNe+EUbiS0Sy6VWDryhApcNLg/vaE6F3O6puMDS/RKaI3V6RJVory25olfwnhXdjeximyehimNgVVScuc7m8bpnnrbG/mpbFTDjGQixR9PPagI9qn+eGHRYlSpQoUaKEZVn846nTfP6VQ9zX1sZHN3VT4/VgkyQM0ySczvD0wAA/6L/I+7s28Lt7duN54+LEDT2gbq9ZwNuIlY8nvhZXtmhJVX39mFgcmh/h/zn2PQB+cf0ufmfTfYilJEPvGo4ujPH7J39AUldXfbbBX83f7HmcOpf/bTiy1ViWRdrQeGF2kGem+uiPzBPKJMmaGjZRwiM7qHf7+XBzDz/dtv2mH8+Ppi/yuXPPkzVXT/52V7Xyl3d/DJ9y41mU/+LCAX403b9q3LOJEp/s2Mmnex54k0f8k01W0/MVQlKrPvM67ATdrp+4yfi1eDe2h26anBqbZnRxddUOSRR5ZEvnWydOmBaXZhc5MTpV9PM961uo9LoQKT1PS5QoUaLEjfP+rg0MhEL8W18/zw0NUelx47LZUHWDxVSSrG6wp7mZn9m6Bbdy85/jJXEizxf7D/LCzADGVTWOBQQUUcJrc9DoCbIpWMvWsnoa3UHst9kK75thLhUjqavUufw45VKppBvFtCxmU1Eyhk6jO3DbrfrfblQ43GwpqyecTaGaBildZTGTQLduv8zrumXyzZFT/HX/QaJaBgFwywp+xYlpWaQMleHYEoZlsmbWxreQWqePLeX1xNQMmmmQ0LMsZRLXrVCxFuv8lczk+65mGoTVFFE1ff0dSwDgcSj87N7tFHMfCgKrKkH8pPNubA9Fkvjwjm7MYlUqBF6Xk+l6SKLA/g1t3LO+pfjnkohUWjQpUaJEiRKvA0EQKHM6+fS+vexraeGl0VFGlpdJazoup8KmmmruaW5mT3MztV7PLVmcL82k8symovRF54papgvM5/7V5A7yU6138HjbNvyK88Y8KrcxhmnyufPPcyE8y5/u/BA9ZfVv9yG9Y8gYGn946inm03H+avfHafaUvd2HdFtzZ2Uz/1DRRNbQiWtZLkRm+OMzzzKZDL/dh7aK8cQy3xw5SVTL4JJsPNTQxd2VLQTtTjTTJKqmiahp7qluvyVjwAP1ndxft560oRHXsry6OMb/Ovc8i5niNu/r8Rsb9/NrXXtJaSpxPcvXh4/zj4PHSjF2N8jlMo0lcrwb20MQhFxelVtw2oIgIEvCNUvDlihRokSJEq8XQRDwOxw8vH4dD69fh2VZGJZVqOx1qymJE1chCQIb/NU05ieZlmWR0lWWsgkW0wmWsykmkmH+qv8gYTXFr3ftw2t7w7E3twXTqSgD0UXiWuYNr8K+WxmNhxiJhzAt69rCVokCgiDgkG04ZBt1agC7eHtOaM4uTxPK5srt7apq5Q+2vBevbWWioCtLOd4KBEHAJSu4ZIU6px/5TWYTlwQRr+LAqziosHsQBaE0BpQoUaLEW8RMNEY8o+Jz2KnyugtVUkqUKHFzMS2LcCpNJJWm3O0qJOstcX0EQUB+G514JXHiKhRR5qMtW3m8bduKv2cMjTOhab4xcpKX54ZIGxrfGzvHlrJ6HmnY+DYd7VvDQHSBhUy8ZAl9A5wLzxBV03htNx7rX+KdwXw6TiZfMumOioai+RxKyVxLlChRosRa/PmLh3mmb4BHuzv5/Yf243eW3hVKlLgVpFSN/+/5gxwYHOHDW7r5vQf2lvIFFsGyLHoXFohmMtxRV4fL9vaH9pfEiSKIgoDtqtVcmyhxT3Ubnf4q/vDUUxyYHSSspjgwO8i9NR045Xdmoi/V0OmLzBFTMwTtJVXxRrGArK5xITxLSldL4sRPGJZlkTE0zHwuDLf8znZHlShxJfFMls/9+CBjoeuHU1V63PzeA3up8XlvwZG9s8jqOklVw2tXCmVzbxbRdIYvHTrO+Zm5wt8EQJFl/E4HbeVBtjfV01VdiddhLwmntwm6YaIaBoZ5a/MqJbMq/3T8DIdGxgt/EwUBl2Kj3O2iq7qKrQ21tJYHcdrkmz5pM0yTWCaLQ5Zx3ILfe7O8PDTG146fJl2k+tCVbGus4zf27SqFW90EVMMgkcnisdvfUMigbhqMhyPEsyrT0RgWN1gq4l3IP546zVg4zJ89+ghNgbe/UltJnHgdCIJApcPDh5p7ODg3jG6ZjCWWCWVTNFxDnFBNnYlEmPHEMlE1g2lZeBU7Te4grd5y7OKND9SWZRHXsgzHl5hPx0hoKqZlokgyfsVBtdNHkzuIe43ShpZlkdCzzKXjzKdijCWXOTA3iIlFxtB5bvoiFyPzq/aziRIP1K0nYF8787gFpHWVgegC06koaV3FKSs0uAOs81XikGSE1zk0pHWN8cQyE8kwcS0LWPhtTpq9ZTS7y1DewAthWteYTIaZTEaIaxmyho4sinhlOxVOD03uIGV296qXO9OyiKkZ5jMx5lIxhuMhTixOYAEpXeWpyV7K7e5Vv+e2KTxQ14nrOgKWZhpMJMKMJULE1FyIjddmp8EdoM1bkWu/6/QTy7I4OD/MdDJKs7eMuytbEAUB07KYSoYZii2xnE1hYuGRFaqdPtq85QQU5zW/O6FlGU8sM5uKEdMy6KaR73NOGlwBmr1lKLdpeMb1MC2LUDbJdDJCXMsS0zLEtQxnl2e4nOfu5NIEYpG+2+mvoqes/pqJ73L3nMpQbJGZ/H0hiSJliptWbzl1Lv9bmjjv7cS0LKJqmqHYIguZBCldRRFlKhxu2n0VVDu8q/qZZVlcii5wZnkKRZTZV9NOhcOzYpvZVIyDc0MYloXbpnBf7bpVguBQbJGTS5O0ecu5s7L5pp/rOxndNLkwM0/f3MJ1t20I+IqWB323Y1oWJyam+e7ZPv7D3rtor7i5+YY0w+DS/CLHxldX67hswXXbFR7s7OAXdu+gtTx4U4+nxO2NbpqMLC2v6i8C+f4i9lPhcfFYdyePb+uhMXhzq2QtxJP82Quv8N6uddy3vu1ttYzfCIIAmmkSz2ZJqzqhZIp4NotNEqn0uPHY7ThtMlZpxntTsCyLvtkFvnz0JL+yZyfdtVWv+zvcisIv7trB6akZ7l3XVrpM12A8EsHvcOCy3R4L7SVx4nUiCAJt3nLskoyuqyS0LBlDK7qtZhr0R+b5l9FTnA5NsZCOkzI0TMvCKdmodHjYWl7PT7XeQU+wHpsorjlBvDzBeWlukO+Nn2MkFiKspsgYOqZlYRNFXLJCQHHS4A6wv6aDDzdvWWVFn05F+dz55xmKLRLJ5hL6Xa6UkNRV/n7gSNHf98h2Ngdr1xQnDNPkzPI0Twyf4PTyFKFMEtXUUUSZSoeHLeX1fLJ95ypHylpkDJ2zy9N8a/QUF8KzLGYSpPVcO7tkhWqnlx0VTXy89Q46/VXI1/leC0hoGV5dHOffxs8zGFtkKZskratopoEkiDgkG37FQaXDwweaNvN427YVxzsYW+DzF15kPLFMOJsmpmVylRqAmJbhL/teKvrbDa4Ad1U2rylO6KbJpeg83xo9zYnQJPPpGCn9tX5S4XDTU1bPx1q2sq28AZsoXVNIeGL4BC/MDnJf7TrurGgilE3zvfFz/HCyj+lUbgJuWRYOSSZgd3Ff7Tp+a+O9BIo4Z8YSyzw33c+RhTGmkhGWsylSuoppWUiiiEdWKHd4uKOsnk+0bWdjsAbpTeZBuNVopsFTk718degYaV0jpatkDR3zitSQT0728uRk76p9f7bjLroCNWuKC0ld5eDcMP86dpah2CLL2SRZU0cURDyynVqXj301HXykeQtNngDiO6ztLmNZFlE1w4+m+/nhVC+j8WWiahrV1JEFCZ/ioNEd4KH6Lh5r7KbKsTLjc39kjj85+xymZfHXuz/Onmp34XPDNDm6MMofnvohFjnBrs1bzqZgXWF/3TR5fuYSf37hRR5v21YSJ24QURDY297M+zZtWHMbl6JQ4Vktur7byWg6h4bHOTw6zs/cufWW/vY9bc08vm0zkiiS0XVmozEOj05wZmqW757rI6Pr/OHD95VCCEoAsLWhlp+7axuSKBLPZBkNhTk6PsnQYogvHz3F4GKI//iee+ioLL9pjobzM3O8MDDC5rrqohV9bjd2NNXTXlFGVjdIaxr/fPIc3zx1npayIP/x/ntoDPhRZBmPXSmFRN8ENMPg6NgkB4fHeHzb5jf0HTZJ4v7Odu7vbH+Lj+4nD4cs45BlZPH26MslceINIApiYVVdyP9zNbpp8PLcMF/oPcBgbBHDMnHLCjVOLyICYTXNaCLERHKZ06EpfmPjft7b0IUiFJ9ka6bBP4+c5G8vHSaqpnOlXxQXVQ4vJhZJLUskXz1gPBHGJkp8sLln1fdYWGCB3+bEb3NSZxmMx5eJahlkQaTdV4GniIXdKdvWLDFqWCanQlP88dlnGIguYOQnvrVOP6IgsJxN8cPJPkbjIfbXdCBdJ+meaug8NdnLX/cfZCoVwbQsfDYHdS4/FhbhbIrB2CKj8RCnQpP87qb3cG9Nx9rCDhDOpvjK4Kt8e/R0wTkAOaHDI9tRTYOkniWhZ5lJRXmssXvVVc0lPxQIKi6CiousqTMaD5HUVWyixHpfJQ5pdRtVOj1rijK6aXBkYYw/u/ACA9EFdMvEJduodnqRBIFINs1YYpnJZJgzoSl+rWsvjzV231AZ2+Vsikg2zd9cOsR3xs6Q1lUckg2fzYFq6qR0lVQqiiyIa1qSvz16mn8aOk46L8C588KQIkqkDI1QJklYTTMWDzEYW+J/bH+M9b7K296yeTUOyUa1Y6VtfToVZS4dA3IVeiqvWs0HaPAE1rRPx7UMXxs6wdeGj7OUSSAKAuV2N1WyF800WMom6YvMMRxf4vzyDJ/ueYD1/qp3pB17IZPgSxcP8f2J88S1DJIgUGZ345a9ZAydUDbJYiZBf2Se3vAsv73pPhpcfgRBQBAEGt1BAoqT2XSMqVQEwzKR82OhahpcjM7nxi4go2sMxZZWiBNpQ2UiES5VGnmdiIJAW0UZj3V3rrmNgHArKuW+40iqKmevCLG4ldT6vexf14oiSVjkQgfev7mLLx06xjdOnOPQyDhnpmfZ197yjhuLS7z1VHrc7OtoxWmTMS0LzTD5RLKHfz3by9eOn+GV4XHcisIfPHwvZa613bFvhtPTs6j6O8eB5bTZcPpz73O6YVKZF2idNhvtFWU0Bt9+6/tPMhnd4MzUzNt9GO8attfV8fzwCJFMBr/D8bY/N0rixBtgLhUrJMrzK45VK+KmZXFmeZrPnX+e0XgIj2zn4YYuHqrfQLnDjUhuwn54YZR/mzjPWGKZv+g9gEvO2ZWLTU56I3N8Y+QkETVNi6eMT3bsZEOgGresFMIK5tIxLoRnORuaZm9NO/4ieRBqnD7+YOt7C26JiJrmf517jiMLY3hsdn5z4710B2tW7Xd5YlWM2VSML/QdoD8yjySI7K1u46MtW2h0BxEFgaVMkgNzgzw12csTwye4lmhumCYH50f4y94DzKZjlNvdvK+xm/21HQQUF2CxlEny4uwgT0/1cSm6wOcvvEBQcdJTVl+07RJaln8cfJWvDB4lY+h4ZDs7K5u5r3YddS4/dklGMw0WMwnOh2cYjy9zV2XLKgdAu7eCP9r2aMEtMZeO8T9OP0NvZI6g4uQzWx6i0b36gSULIn5ltSvBtCwuhOf4k3PPMRxbxCHZeH/DZh5u6KIiH1YSVtO8ujDG9ybOMZEM85d9L+GUbby3fsN1V9mXMgn+YfAoP5g4T4e3gocbNrLOV4lTtqGaBlPJMOeWZ9hd3YqziKgCsLe6nR9NX6TFU8bdVS2s81USUJzYRImMoeecQSOn6IvOcS48zbdHT/Pb3ffifgdVsFFEiUcbN7KvZqW6/n8GjvDE8AkMy+KjrVv5YNNq9d4j24uGs6iGzvfHz/O3lw6RMTQ2Bev4aMtWOv1VuGQbmmkwlYzwg4kLHJwf5vDCCF/oO8B/2/oINS7fTTvXm0Fa1/jywFG+NXoazTLY4K/mp1q30hWowSUrZA2dsXiI70+c59jiOE9P9YEAn+l5sCD4NHoCBO0uZtMxRuIhNNMsuKGy+bw4kiDS4PYzmYjQG57lQ1eIr0ldZSwRQgBsawi8JYojILyuCgJpTSOWzuZcLHY7bvtqR5hlWcSzWZJZDVEUCLqcBWdgWtWIZDK4bDZ8DjumZZHIqmR1HcsCmyTitiso0rUdYpZlYZgWSTW372U3l0OWcSm2a57TciqNqusEnE4c+QlbStVIaxqGaSIJIoos4VJsyPnjtiwL3TTJaDpZw6B3dp7hxRAWEEqmmI3GV/yGXZbwOx03pTrD5QURQRDyeSckqjxuHuvu5MeXhpmPJRheXGZPazOytLoNDdMkpWpkdB3DNBEFAbss48632/XaPaPrpFUNzTCxsAolVR2yhMNmu6bAalkWaU0nrWnoRu5ZapMl3IrtutfcME3Smp477vxvS6KIIkm4FQVJFNbcP5rOkNY0fA4HLsWWq8SmaaRVDT3fBoos47LZsEnF28DKV+VKaRpZTUc3LcBCzPcXp02+7jmoukFSVVENA8uykMVcP7vZeR8uh3NIQu5+rw/4+IVdOzAsi68cPclzF4fY39HKB3u6Vu2rGyZpTSOr6+j53BnXu9cM0ySj62R1g2g6zdmpWbR83om5WGKF21ASBQJOZ9G8AqZlkdY0MpqOnr/ml6+V+4r783YilsmSUlW8djsuxYZhmiRUDTU/TsmiiFOx4Sxyr5iWRSiZwjQtyt3Ogjsqpb52v1wem27kfil+nyurcmRYlkVS1YhncqErAZdzTUeolR8vY9kssigScDpWLHBZeQEsrWmouoFhmQjkyiA7bLmt0I0hAAAgAElEQVR7rFh4p57vM6puMLy0zMX5JSzLYjmVXjW+KrJEoMj4mtF0IunMSneOAC6b7YadZJf7XFrV0U0jVyY7P8aslfsimVWJZ7O4FBte+8rn2uVnk9Mm47IpiLeJO+FKPrixiwvzC3z7Qi//fusWfHZ7cUdQvi1u9iJaSZx4nWQNnRdnB3M3OgLt3grKrgp1iGsZvj58grF4CIck8zMdO/i/O+6izO4q3JCWZbG9opF6l5+/6D3AVDLMPw0dY2OgmlrX6ti/C+EZljK5soY/1XIHj7dtQxZWDsqmZfGe2vUkdXXN/AQ2UaLK+doKsV2UsYu5biAJAhUON3VFfv9avDg7yJnQFAKwtayeT/c8QLuvojC5tyyLLeX1uGWFrw4dW2GXv5qFTIJ/HHyVuXQMj6zwy527+UjLFnw2x4q221beSJXTy1/3H2QwtshXho7xX7c+vOpaAJxamuA7Y2fJGDp+xckvde7mQ02bKbO7kfIrt5ZlYWLxYP0GVENfVTISQJFkqq9ou1w4TW6gEgWRKofndbVdWld5YuQEw7FFFFHm8bZt/HLnbsrt7pX9pLyRerefP79wgNlUlK8NHWdzsI6GIkLIlcyl43xz5BT7azv49a69NLmDhZAQCzBMg/c1bsImrj3QbC6r4y/v/ijVTi8e2b4qpKQ7UEu108MfnHyKUDbJsaVxImr6HSVOCIKAz+bAd5WYd6WDyJ937twow/Elnhg5SVJX6Smr47N3PEqnv2qFg6Y7WMvmsjr+6NTTvDI/wqsL4/x4ZoB/1779tnvZWgvLsnh1cYynJi+QNXU2+Kv4g60PcUd544rxqSdYR09ZPf/v2Wc5ND/Cj6b62VnRXKiKVGH3UOX00B+BsXgI3TKAnGAWyiaZTEYIKk72VrfztcQJBmOLaKZRaM+klnNO2CXb6x6/Srw+Li0s8bnnXmY+nuDDWzbyS7vvxC6/9iphWRaRdIY/+/ErHBwZY0N1JX/48H3U+3Oi28vDY/zJswe4v7OD37lvD0dGJ/hh7yUGF0OoukGN38s9bc08snHdNVcnFxMpDo2Mc2BohJGlMCk1V66xs6qS96xvY1drE15H8XHoc8+9zPGJKf77Yw+wo7GeE5PTPHdxiHPTc8SyWTyKQltFGY9v28zO5gYgl5ztpaFRXhwYZWw5zMRyhEg6gyAI/Jcnn8N21cv+Xc2N/P5D+ylz35yV6Ku5XKfe73AwF0sQz2ZzDiRWHlcim+Xo6CQvDIxwcWGRaDonFLVWBNnf0cbe9maqvKtdYpCb7JzL2/PPTs8yF0ugGQZOm41qr4fO6gp2Njewq7UJZ5GM76pu0De3wHMXhzg1NcNSIokoCNQH/OxsbuDBznZay4OIV004TMtiOhLlzNQcJyenuTS/xFIyiWFa+Bx2WiuC7G1vYX9HK+VrtPffHz7BU72X+K17d/No93ouzM7zdN8ApyZniKYzOGw2WsoCfGBzF/d3theNTw8lUxyfmOLQyAQDC0ssp9KYpoXXodAY8LOproYP9XRR7fWsGsNFQWApmeLo6AQvD48xvhxBN0wqPC7ubG7gfd2ddFSW39JSo07Fxsfv2MRLgyP0zS3ydN8Aj3avL0w0dcNgbDnCqckZTk/NMLgYIpLKAOB3OlhfVcH+jhbuaW/GY195r11aWOJ75/oYXlxmPBxhLpabXH7l1VP8y6nzK/I01Hi9/OHD99FTv3JhbDYa59zMHCcmprk4v8h8PIFuGHjsdpqCAXa3NXHvulbq/LeXoP+142f41unz/PyuHbyvu5MXB0Z4YWCEkdAyqm4QdDm5o7GWR7rWs7muGvmKiX1K1fiP332ahXiCL3zsfdgkiScvXOTo2CQL8SSCAI1BP3tam3hk43pqfMXzOCWyKkdGJ3hpaIz+uQWimSxOm8y6qnL2tbeyr6OFMtdrucYMy+LHA8P8xYuHqA/4+ewj76Gjsrzo+WmmyTdOneOfjp1mQ3Ul/+2R9xSuQUbTuDi/xOmpXJ8ZX44Sz2SQRYlyj4ueumoe6Oygp75mxXNDN02OjE7w7MUhxkJhxsMRlhIpLMvij595cZUosLm2hv/2yHuo9q0cq05OTvPHz7xIQlULf5MEkUe7O/m9B/Ze99plNJ0zU7O8MDDMuZk5lpIpbKJIU1mA3a1N3N/ZTp3ft+qd+en+Ab748lE+sLmLX9i1g8Mj4zx7cYjBxVD+2eRgc1017+1ax53NDW8oX97NZD6RYEttDd/p7eX41BSbqqvx2O2rxkGXzcbjPZvxO25uyGBJnLgGFkB+0qqbJlE1zZOTvfxwqhcTixqnlwfrN6yy2J8Pz/DqwhgW0OWv4Wfa76TcsdJ1IAgCLlnhfY2bOB2a4geTFzgVmuTY4jjva9y06gGlmkbB1iyJubCSYg8/l6xcN/HiW0nG0PjxzCVU08Brs/PRlq2su8rWLwgCAcXJ423bODA7xEBs7SRsJ5bGObs8DcDOyhY+1NyzynUgCAJem52PtWzlxOIEhxZGeGl2kN7mLdxT3bbitzOGxpOTvSxlE9hEifc3dvMz7TtWtZEgCEgIuGUF9y1qv77IHEcWRrGAdb5Kfm7dXasSAQqCgFO28WhDN+eWZ/j22BnOLc9weH6Uj7T0XDPXhmGZNLgD/OqGe2j3Vqy8JoAsSniuk6vDJSt0BVY7aS6jSBJbyhroClTzyvwIU8lIIQTk3Yphmvxoup+JxDI2UeITbdvZFKxdtZ0kiDS6g3youYcToUkSepaX5ob4QPNmvO8QcSehZfnRdD8LmQSSIPLTbTvYVt64ql9Kokibt5yfW383F6PzLGYSfH/8HA83dOFXcqtD63yVvDI3wkQyTFrXCgkvL0bnSWpZNgSq6Smrxz56hvl0nJlUlGZPLgnhXDpGWE3jszno8FXc8nZ4N9FVXclDXev4woHD/PPJ83RVV3HvutbCM8u0LH5w4SL/dqGfgNPJR7d2U3vFC3RG05iNJbg4v8jfHz7B98/3kdF0nIoNVTc4OzXLifEpTk5M85mH9tNSFlgxdlmWxfhyhC+8dJiXBscAcNsV7JKUcwwsLfPCwAgf6uniV+7ZWXSyGkmnmYrEmIpEmQxH+ZtXjuWS3YliLgwwlWY2FmdfR0thH900GV5aZiIcQRRybpBwKhdiWeP1rHKQVHndt3SieaUjQQB8DvsK95+VX5H9u8Mn+H4+L4VbUXAqNsLpDJND47w8NM6961r57Xt303xVuxumyQsDI3z+hVeYCEdx2xU8ioIkiETSGeZiCY6NT3FhZp7NdTWrxImsrvP9c/186dAxFhNJXIqCW7GhGgZnp2d5dWySA4MjfGrfLna1Nq5oO80w+JdTF/jqsdMA2POrr7IoMheLM7gY4sWBUT68ZZ7f3L+LgHO1LTmWyTITjTEdjfJs/xBfOHCYpWQKJS8qhVNpZqMxeuprioZ0Di+G+N8vH+WV4XHSuo7TJufEUQHi2Vweh965Rfa2N1NdRNxJqipfePEwh0cnkCUxd+66Qf/cImen5zg0PM5/f+wBumurbpk4LQBVHje7Wpvom1tkeCnEVDhKaz65azyr8qVXjvFM/2DOKZFvd4DJcJT++QWevzTEz9+9nU/edQdu5bV7YD5/jxumRZnLSSiZQjNMylxOKj3uFedY4XHhsK2ejjzVe4m/PvgqmmngkGWcig2bKLGYSDIaCvPS0CjHx6f4zIP7qfK6bxtRP5HJMhuN0zszz+DCEk/3DSDmE9bqhsnQYogLs/McHBrjvz7yHnY2NxT6u2VZLCdTTEaivDgwwsvDY1ycXyxUOUllNV4dm+To6CTnZ+b5zEP7V/Q3y7JYSqb4u0PH+e65PrL5+9yl2Ain07w4MMKBgVEe3NDBr++7m6ZgLrxSEkU6KsqwSRLnpmc5PTVLa3mw6BgWSqT48aVhlhIpWrqChZAXgOlIjD959iV65+ZRJLnQZ7KGzsDCEmemZvlR/xCffnAf7+16zSlumCbjyxFG8xWkylwulpNpTKDK68F3ldBc7fMgFXEgVHs97OtoZSmZJJzK0Dc7TyiTIp7JXPOaWXm3xNdPnOXrx8+ylEziVhTcikJS1zg+Ps2R0QleGBjht+7dzR0NtSv6W1rVmIsl6J9b5K8PvsoPLlxE1XXcdgXTgvHlCP3zixwcHuP3HtjHg50dt1WFl786eozz8/OFxYWBpVDR7cqcTh7b0FkSJ241hmUyEF3kxdnB3P83TRJ6lslkmBOLE5wLzxScCR9s6mF7ReOK/S3L4uTSJLF8DocdlU1FY9Uv41Mc7Klu47mZS2QMjZNLk9xf14lHXHkjdnhzuSAyhs53x8/S4A6wvbxxhRvj7WA6GWUmFQUgqLjYWdm05vFU2D1sLqtdU5zIrcKOkzV1nLKNu6uaCRQJh4DcpL3C4WZXVQvHlsZJ6ionlybYXdW6woo0m4oxEFvAtCyCioPHGrtvqXizFpZlcTI0SVRNIwoC2ysaqXGurf57bHb2VLfx1GQvaUPjZGiChxu68ClriwuSILKnuo02781LcgXgkm2FiaRqGKiGcdN+651AWE1zfnkW1TSodnjZWlZ/ze07/dXYRZkUKrPpKPPpGF5b5S062jdHWE1zKpTLBt/g9rOlvH7NhKiCILC1rJ5WTzmLmQQTyTCXogvszCevXOerQhJEElou70uV05uv5DFP2tBo9ZTT6A5Q7fQSUdOMxkMFcWIkvoSZz+vT6i2JEzcTRZJ4/6YNXJid55m+Ab589CQt5UHaK8qwLIvzM/M8ceIspmXx0a3d7GtvKfqCe2FmnulIjAc3dPD+TRsod7tIaRovDAzz1VfP8MrIOF89dprfvW/PCgdEOJ3h74+c4MeXhumsquTf37kltwonyUTTGZ69OMg/nz7PN0+do9rn4efvXtuJ9MLACJPhKJvrqnmoq4P2inJMy2JiOcJYKMyW+prCvk6bjZ/ZsZWPbd0EwJHRCT77wx+jyDK/fd9uumurV7WT137rRMasYXBqcpq5WIJyt4t1lRUrXt4Ny+Jbpy/wjZNnqfP7+MT2Hna3NuGxKyRVjaOjE3z12GmevzRE0OXgd+7bg++KF9DFRJInTpxlMhLl3nWtfHLnHTQE/AhCztJ8aWGJExPTdFZVrDpv07I4PDrBlw4dI5rJ8oltPbwvf80Ny6RvdoGvnTjD6clZ/urgUeoDvhWilCyKbGmo5a6FJe5srmdbQx1V3tzkZDYW51unLvB03wA/ON/Pveta2dveUtT5YAHHx6f5Ud8g9UEfv3LPnWyorkRAYDoaY2BhiV0tq99hFhNJvnjwVZ6/NIzHrvDBri72dbTQUpbLObQQT3JuZg5JFGkMBor2t6NjkzhtNj52RzcPd62nyusmqWocGBjhH149Rd/cAt8+c4EN1fcVDcW5WYiiyMaaXCWEeFZldDlSECdcio07GurIGgY7mxvoqa+hzJV7JxtfjvDVY6d5ZXicb548x/6OVjZeUVFhV2tjLvklufb7z//2LBfnF/nwlo18eEv3yrAOQSjqcuqpq2FbYx1bG2rZ3lRHnd+HLIosJVM8deES3zp9nhcHR9nb3sIHe7puu8SUz18aRpFEHu5axwc2d1Hn95HVdY6MTvD3R04wGgrzzZPn2FhTtSrkQDNM/uHVU3gUhV/fezd7O1pw2WyEU2n+5fR5vneun4PDY+y4WM+/27HlNfFX1/nGibN852wvdlnmp7f38PDG9fgdDtKaxuHRCb5+/CzP9A8gSxK/d/89BFxOBKC1PMjm2momw1EOj4zzYGc7Adfqd/ChpRD9c4sEnA7uaW9eEdJR5fWwtaGWtoogu1qbWF9Vgc9hRzNM+ubm+dtDJ+ibW+AbJ86yp62pMMbYZZkPb+nm4Y3rATg3PccfPPkcaU3jP9yzkzvzDrbL2CSx6PjaWh7kN/bvwjBNoukMn336xxwdnbzutdJNk2cvDvGVo6dIazof6tnIBzZ3Ue/3oRkG52bm+ObJcxyfmOIvXzrC/3zfg9QHVr+zH5+Y4vzMHHe1NPJTd2yiKRjAtCxOT83wt4eOMxJa5uvHz3BHQ+1tVZ77N3fvIqFmr7udTZQocxafl72VlMSJq1BNgydGTvDEyImin0tCrpzox1u38cmOO1fF6qumwUg8hGoaOCQbXYGaa04MRUGg2ROkzO5iJhWlPzpP1tDxXLVyuq2ikf216/j++DkuRRf4zyf+je0VTeytbmdPdSu1zlzuhMtxhbeK6VSEhJbr0NVO76qV/yuRRZFWT3GbGOQqdIzGQ/kqFQqd/uprnoskiHT4KvHIdsJqit7IHCYWV07XZ1NRFtIJAFo8ZTR5bm65txtFMw1G4yEyho5NENkYvH4/aXAHqHB4mEyG8xM2FR9rq5duWWHDVaEEbwTTMkkbOovpBCPxJebSMWJqJlfVwtRJ6xq94dnXtufW1nO/3VjKJJhM5tT/jKHzxf6D1xTEklqWtJGzICa0bL5k7juDpUyiIE42uHJJQ6/Vj+2SzHp/FceWxolpGQZjiwVxosNXgV2SyRg6Y4lltpY3kDJyyS8108iXXQ3Q6Any6sIYw/El9tV0IAoCQ7FFTAtqXb5VLrUSa2OYJq+MjBN/8rk1t7lvXdsKZ4QgCJS7XfzSrjuZWI5wZmqWrx47zacf2EskneGLB48yGY6yv6OVT2zvWWHdvZKMrnNPezOf2nf3ihfzpqAfw7T40ivH+GHvJT64uWuFSHB0dIJn+gap9nr4zIP72NZUX5iI1gd8tFeWoRoG/+fISb5/rp9HNq5f0/Z9ZHSCD27u4nff89oLOsCmq4QGyI3BXocdL7lnsy+fNEwUIOB0rlg9vNmohlGIZ85oBjOxGC8NjvLds30IgsD9ne1svWplb3Bhie+c7UUSRT61724e7e5cYU1uz6+S/umPD/Js/xDv7VrP3S2vLb5E01lGlpZxKwof7NnIzuaGFd+/rqqCRzaux4JVk8RQMsU3TpxjPp7k3+3o4bfu3b1ilb0x4Kfa5+E/fe8ZzkzP8vLQKPXbtxSs3JIosq+9hV0tjbiUlfHqdX4fjQE/g/nV6Asz89zd0rhmv3t1bJIHNnTwX957L1VeT+Gab6yt4sENHau2tyyL5y4O8fLQKIos8St7dvLTO3pWOEM6qyu5p70Zi7Xfv1Td4ON3bOY37921Yt/W8iAzsThPnDjLiYlpopnMmqEpNwOB3Cq0AKi6TiSVLnyWmzBu5CNbu7HLK0M6GwJ+yt0uBhdCzMcT9M0vrBAnHDYbjvx5GqZZCHtyKwoVbteaSbivZFtjLZ//yKN47Mqqa94U8DOytMzLw2Ocm5njoa6OVaElbzfxbJaPbOnm0w/ux3OFs6q5LMByKs3fHjrOmalZFuKJovkQLMvi1/bexfs3byi0V33AR7nbxfhyhKNjkxyfmOYjW7tx2nJ5VC7NL/GvZ/vQDZNf3L2Vn7trW+E6ALSUB6nyevgfT7/A032X2NfezIMbOpBEEZeisK+jlZeHxzg+Mc1kJLpKnDAtixcuDZPRNbY21NBTt9JZ63XY+dS+u3Ha5BXhKpAb20Hgd/71KcbDEUZDEbbkQ3kEQcBjVwrt5Hc6Cg5xv9Nxw+OrJIqF77icC+dGWIgn+frxs0TSGd6/aQP/6f69K59LZQGaggF+/wfPcnJimu+e6+OXd9+5KtwkpWrsamniMw/uWyE+NAb9pFWNP33hFS7MzjMVid024oQgCGyvr7v+hreQkjhRBIdkKyS5EwUBOV9mMmh30RWo5pGGjWwtb8AlrU7qkjG0wmRdFAQq1ii9eSVem6MgcixnU/l465V4ZDu/3rUXn83Os9MXmUlFeWl2kOOL43xtyMvOymYeqO9kU6D2lrop4loW1cwdb5ndVbRyyWUEhDWdEAAJPUsqXy7UJopF80dcTZndhT0/+ISyScyrsm0mdJWUnpv41Th9b3qi/laRMfTCJFQQBCrWSDZ6JV7ZXgg5Wc6m0MxriwA2UconEX3jxLUsry6M8cOpXs6HZ4hrWbJGLimWaZmYWFgWhZCjEpAy1MK1jWppnipSgnQtNNNEM985zpOImsbI90OvYl8zseplBHKOJ8it9IazuZhSQchVwal1+RiNhxhPLAOwkA/f8Mh26t0Byu0uGt0BDlsmI7El0rqGXZIZTSxjYbHOV4X8Di3H+nZgAQMLSwwsLK25TZXXw76OFq4eOdsry/jFXTv4o6df4Ef9g3RVVzIbjXNkdIK2ijJ+de/OVfbtK3EpNva2t6xaMbXLMg9t6OA7Zy4wFYlxfmaOnrqcUG2YJi8OjpBUVR7euI7O6opVTxxFktjT1sxXjp5iIZ6gb25hTXGiwu3mE9t7CBZZHbydef7SEKenZhDITRayukEsk8VjV/jY1m5+ftf2FZMh07I4NDLBfCxBT30N2xvrV7WbKIrsam3C57CznEpzenJmhTjhsEkEXA6Gl8IcGZ1gY03lqtjrYg4Zy7IYC4U5NTlDudvJg50dhdCAywiCwMaaKpqDASbDUU5NzvDhno0rXvwVWVozGV2lx02tz0Pv7HwuD8Q1sm67FBs/vb2naOhFMeJZlcMj4yRVjX3tLTzavb5oPo3LyUnXIuhy8L5Nnav2lQSBHU31PHHiLClVYymRurXihCBgEyVkScIwc8lOr8SprD2m1/t9VHhczMXjhJKpt/zYZEnCu8bk0u900BD0IwkC4VQazbj9FkXsksQHNm9YcS9C7j7Z1liHXZbI6joLiSTrqlY7/torynigs33VBDvoyuUvODo2SSSVJplVcdpsaIbJqckZ5mJxOirLeXjDulUinZwX+rpqqnhleIwDg6Ps7WgpiIV3NtfTkBf7Do1MsKluZZjTXCzOqancYtR969pWiIyXWSvXD+TEOLeioBnmCiHs7aZ3dp6hpRB+p4P3b9qwKoxEzI9Re9tb+Kfjp3l5aJSPbumm1r9SYLCJIo91r18lpoiCwNaGWrx2O0vJJPPxxE0/p3cyJXHiKhRR4oNNm9mbz9wvIOCQZLy2yy/H7mtmKdVNs1AJQwAU8fpNLItSwQqtmjp6kQerkF85/0+b7+eBuk6em77EgblBppMRxhIhRhMhfjjVy92Vrfz79h3sqGhEuYFyk28W1dQL1SsUUb5myTlB4JolMDXTKHyXgHBDQsKVyRyzhr7qpUQ1jcJkzyHJiNd8fbh1GNbKSeiN9RPxin5iFPrZWoiCgO0NxjxblkVSV/nbi4d4YuQEcS2LLIg0uAOsK6+kxuXDZ3utUs2Tkxfoj8y/od/6SUM3TVQzX83H5mS9v/KG78WA4ixaZed2JWu89iIrC+KaIR2XEaCQgNfCQjX13GojOadPh7eCS9EFJpNhNNNgLh1jJhWlwuGhwRVAkWTavBU4JBuDsUXiWoaYZhHKJwvu9JfEideDKAhsqa9hT1vzmtvsbG4o+syTRZF9HS08vm0zXz56ii++fJREVkWRJH5h1/ZVK2pXU+ZyUuPzFP3ulrIg5W4XU5EYQ4vLmBaI5KpsjC/nyksPLob4/AuHik6IlxJJEATSms58bO2XwHWV5UWtubc7KVVDM3IJBk3TQjNNyt0ufu+BvTy4oWPVBDilqgwuLqEaBqFkir955VWUIs6ClKqRzFevmImtzI5f7fXy8Mb1/N2h43zr9HkGF5bY39HK3o4WWsuD2CSpqHPTsCxGQmHi2SyiKPCdM708e3Go6HlNRnIurJlYfJX4blm585yPJRhcWGIuniCWyZLRdFRDZ3BxuVBW9VoVwVrKgjSX3XgZyMV4gqlIrqT0zpaGNywcNJcF1xREAnlru2GZZPRbm7PJsiwMy8q5G/LVRq7+PKsbTEejDC0usxBPEM+7dpJZNZfo0qJQSeItPzbTZDGRYnBxiZlonFgmW6gCcWZqtpATzrrWRX+bqAv41hxffI6cM8C0ckkYr0YUBNZVVeAr4qiQRbEQDqEaRkGYUQ2D/vkFLHLlhpvKiocYuRQb3TVVHBmdoHdunqymF0SGMpeLfR0t9M8tcGhknJ/e3lNwEFiWxbHxKaYiUWp9Xu5sbiia98E0cxVtRkPLjIUiLCWTJPPVShbiSTTDwCZJhcovtwP984uoukGdz5sTvYu0myJLbKypwq0oDCwsEUmnV4kTlV43zWvk6vA6ctVFLCuXo+J243I1Iiv/38W4XPHnZi+Al8SJq5AEka5ANQ/Vb3hD+9tEqeC6sOCGkgNqpl5wS9hF+Zov17IosaOiie5gLY+3beP4Ui7Df19kjqVMkudnLjEQm+dTXft4rHHTmqWA3irsorxCWLnm88HimhNqhyQXjtfEWjHxWYuMoWPkf9Qh2VbZSRVBRBYldMMkY+jXrBRyK7GJ0gqh5kb6SU6QuLF+8mYxLIunJnv55shJ4lqWRneAT3bsZF9NO37FlbtWgoQkCqR1jbPL0yVxIo8siHmxKUujJ8Dvb3loRYWcayEi4FXeOeKES35tEqQV+ufaK21XjokiAg7JVpALXbJCmy+Xa2Mpk2Q5m2IqGSGqZuj0V1HvzlXhWOerxGOzM5ZYJqpliGsZ4loWhyTT4im76SWufpLIiRO1/Oo9O6+5zVpt6rDZ+Pi2zZyemuXw6ATi/8/ee0fJcZ132k+lrurcPd09GRMwwMwgJ4IkmMQoSqSyHOSwtuRwbNleW9510kqyLXvl47jrtb2f5CA5yVbwmhIlKpCiCAaQAEGAyHEwOc/09HQOFb8/utHEYAKRCVL98ByeM+jqrtu3bt2u+973/f0EgQ9u2cD93V1LHn8hqiyjyUuPFUkUqg/fyUKhmplVtugrj59jE1OcmFxeXFmsiLyV7R6Xps7rft2A2s3IAz1d/Pwdt6BIEqemZvmL779A0TCZy+WXVIEvGibzFZeF4USyutheDkWUqhlR59EUmZ+4ZQuqJPO1oyc4NjHNsYlpvnLoGJubG3lkQw9bW5uIXOAAAOWsjXi2HDxMF4o8ceLMyueWJGzbWW9NgpEAACAASURBVPBwbNk2p6fjfPXQUfYPjZEqlhCF8rHnx+ds9tJ27kMe92Up5ed0g2xJRxZFol7vFT9ThVewZlxxV+cGkCqUs00USVqw661bFodHJ/jyq8c4NjFFrqQjiSKyJFaszJ3quLrWOI7DQDzB/zt8ghf6h5iv7LIrklS1jJ3PF1Z+5nyDCbmXH2sXSPwumXkqAJFlM7oucueovN+ybeZy+bJgr9u9oiBvxOdBFASyJZ2crlddhVRZYldHG1959RiDcwmOTkxx1+p2BEGoZBGNkNcNHujuYlUouEisOG8Y7D47wNePnuTcbIKSaaJIEnJFyN+wbXTTwvPGS78tIJ7LYzsOQbd7xVKQsLf8erpYIl1cXILrU9UlM6ugYud7rRp8jTFtm+H5JPvHxhhLp5bNRPIqCj+9fRuh66w7UQtOXGM8skLI5a6kW9rMFDMrHu84Dkm9QK5SehDVXv/H77zTR1cgSlcgynvaNnEwPsqXBg7y7GQfw9l5vtC3j011zay+zuJwfkUrT74GzJXyKy7+bRySpeXTuHyKVhVWNGyLmWKWxY7br+E4DnOlXDWIUb9EvbtXUfHKCkXLYLKQxrhJxBo16cJx4lzSOEkbxWrJUFTzXtcSlXk9z3fHTpEyikiCwM/33MEPdWxbcmxajo35JipFuN54ZBcBRWOulCNZyuNT1BVFcd/MRDQvLknCNO3qPOZfIfPDwWG6UB7rqiQvKEFTRIl2XxhNkokXc0wX0pxLxxEFaPfVEaiUhK0NxPArKgOZOSbyKTJGkZxZotkTJKLdPIrtbxbEy6jLvRjHKZd1nU9oF6DyG3CJKwZh+eOqKu4XLVLPZ8e9vXct21c1rxiMkiqptMu+Lopv9Lrwigi73fQ2xFBlmVWhIIfHJvjqoeM8duQkd3V1sCZatyhAcH6XcltrE2/vXbuiUrwgCHQukV0Q0DQ+fPt2HuzpYnffAM+dG+LQ2ATfOnGGZ84O8LY1HXz07tvoro++dl0cqg+6DX4fP7FzK54VSgWgvJA/737iOA6np+N8+jvf58j4FK2hAO/e2EN3fYyoz4PX5UKVJf7s6Rd4eXjsdfvu/ML2UrEcG8txyiW+S+wSXyouSbop5yarkoUEZT2I1spOv+M47Bsc4Q++u5vxZJquaB2PbOhhdaSOOq8bj6JgOQ5/8J1nGIgnrmmbHMdhLJnmM089y0sDI8R8Xh7sXcOGxnpiPi8+1YUqy3x+30GeOtV3Tc99LVEk8cqD5ZXg2+Vi2+dd/VY+7/mNPMcB64IAriAIrK2PsLGpgT39Q7w8NMbOtlZUWWIqnWHv0Ag+1cWdXe2Lyjd0y+LrR07yl8++REE32N7WzJ2d7bTVhQhqGm5FZiKd4RPfXF7j6I3CrsyP5flh+eOkC8q3Lg7gwvkM55vvPl8Jx3Hoi8f5ze88yZl4vPy7XnlNgGp2a8jt5paWltctKb8W1IIT1xhZlOgJ1qNJCrptcTwxyXvbNi87Qdk4DGbmmC+Vo/7rQo1ol5DifyEe2cVdDauryvVPT5xhIDPHuXScTt/rOzWcf9254P+XSqs3hF/RKouJDLOFDF7/0qKXlmMzmF3angbKJTXrgg3snx0mb+qcmp/i7oauZfvOqij5n1+wbwg3LTq22ROkXvMzV8oznC3Xssfc126h+No0dXn9JosiPcEGPLKLgmlwLDHJD3U4y35XB4eR7DzxSvp6b7Bhwa71tSZrlBjJlR84Gt0BttS1LDvhJvUCM8Va/dx5YpqPVb4wg9k5Zos5zqZmq/fmW4061ctqf5Tj85OMZOeZKWRo0Bb7rp8nb+qcSZUzbAIujbWB11xJBEGgxROkTvWSKJXnk3PpWVyizPrQa3WvQZebNl+Ygcwcp5NTSIJI3tRZ5Q1ftcZKjcsjpxv808uvcnB0nOagn5xu8O0TZ9jU1MCPbN+04s5dybQoGUsHNW3HIVMqz+sBVa3Osx6XUq2hXhuL8KPbNy0rfPiDgk918f4tG9g3NEp/fI7HDp/gl++5fUGdu0uW8Vf+bvD7eP+W9UsK8F0KoiDQVhfiJ3du5ZENPfTHE3z35FmePtPP986cI6cbfOZdD9EQKP/OCgKEKufyqi4eXreG9rrwJZ/PsGy+duQEJyZnWBUK8vuPPMAtbS0LBBodx1lRG+Fq0GQFtyJjWGVdD9tx3nSLj5XI6wZ7K24GDX4vnZHytSmaJv9+4Chj8ym2tjbxyXfcR3d9FEUUq/2eKZauOLC5Epbt8O2TZ9g/PE6d18MnHr636lZx4TUP3GQCmG80kigQ8rhxHIdUZawu90yZLBRxHAdVlhbZIIc9bu7obOPAyDh7Bob40e2baA0F2D88xkwmx7qGGLs6Vi36zMmKsGtON3jnurX8xgN3L7BUdhwHbVq+KUtwQh43oiCQLpZWLFFKF0qYto0siitqa7zZ+ObpM4ymUnz0tlu5t7OTP33+BdZGI3xgwwbG0ikeP3mKTKnEL9y684a4dbz58hnfBOyq7ySierEcm1fiI1Xl/qWYL+XZPdGHblu4JYWd0fZlU11XQhAEGt1+NofLiqu6ZVK8hFIBURCqNeBF06BkWZc1cbR4Q7R5yz9miVKOF2cGl31/vJjjcGJ8xc+7q7ELr+yiaJm8ODPI7DKLXsdxmCqkeH6qH9Ox8SsqO2NtizQlmj1BekMNSIJASi/ytZEjVYHMq0UWxOoPc87UL1vI8LZYOzHNh43DgfgIQysEblJ6kWcmzlKyTTRJZmes/bpaop6v74WyHoYsLr3rYzk2J5NTDGSWb/sPGmHVw/ZIK6oko9sm3xg5Ssa4PqmvbzR1Lg+76jsREZgqpNk3M7TsfeA4Dvtmhqpil52+OnpDC10Rmj0h6lQPKaPIdCHDcDaBKslsCL22+y0JAusrf59ITjFdyGA7Dm2+MME3UUnMmx3Tsvn+2X4eO3ICj0vhN+6/i5+5fTuGZfP5fQc5NjG94m9JslBgLpdf8pjZbI5Erpxl1xYOVneyYj5vVWjsxNTMkrXaN4pqYsAbLAgsCAKbmxvKivuCyDePn+bI+OSCY3wuhbZw2fayb3aO+cLVC9FJokjM5+X2jlV86h338ev33Ykmyxwdn+ToxNSC4zoiIRRRJJEvVHfpL5Vkofwe07a5Y3UbW1ub0BR5we9RTtdJFa7PHBvxuon6vDjAyakZcjdhrfiVYtsOu88OcLJSHnVf92o8Fe2BqXSW0fkkDvBgzxq6Y9FF2R+pYrEaRFyZC4sYXp+crnNqahbDstja0sRtHavwuhY6dhRNk/l8fkXx0x80FElibSyCA0ynlxcptWy7fE85Nh2RMNpFAV5RELhnTQcxn4f+2QSnpmexHIfnzw0BcFdX+5LaKwPxBLPZHB5F5pENPTQF/YsC1Il8YZHo6lJc+Lh5I4IZPfVl6+VEPs9EaulMZttxGJhLkNMNWkIBgtpb53nj2NQ0O1qa+altW9ne0kzI7SakaWxrbuLdvb38/gP345YVnj7XT+kGZKDXghPXgU5/hLe39CILIv2ZOH9/5iXGcvMLJlG7Us7x5YFXeTk+jIjAzlgb26Oti2pgS5bJ4bkxzqVnSemFqmjkhdiOzXg+xatz5bTGkMt9Sa4dmqTQ6Cmn8eUtg1fiw9USk0vBJUo81NyDJsnkTJ3/HDrMkcT4AqEbx3FIlHL8e/8BRrIrp/9tCDVyb9NaREHgcGKMf+t/hZlCZsHkZDsO8WKWfzn3CifmJ5EEgfubuukJ1C/6vqok865VG6nX/JiOzXfHTvP5s/sYyyUxbGvR52aNEuO5JDOVBc9KeBVXNV0/a5TYPzt8WQGKdl8dD7esQxZEhrMJPntqDyPZxILzOo5DSi/w1cFDvDgzgIDA1rpWbo21X9daabf82riYKqQZSMcXjDvHcdBti8NzY/zj2X3XLODzVkAUBN7Zup6eQD0OsGd6gM+e3sNobh7TthY8nNkV4dHJfIpX4iNMF1auBb/ZUCWZt7f00ukvPxB9dfAQuyf7KJjGgnvLsC2OJib4Qt8+knoBTZJ5b/tmvPLCnYeo5qXB7ce0LY7NT5DSCzR7gjRcoNkhCiK9wQYEoC81w3g+iSYpdPoiyDeJG89bHcdxODE5zedfOkDJNHnflvXc39PFB7Zs4MGeLqbSGf7m+b2MJdPLPljmSjr7h8fI6QvnDtO2eeHcEPFcDrcis6mlsbr7p8oyd65uw63IHBmbZO/gyLK7XGUXi+sXvHArCmLFQeS8psIbhSxJvH/LBrqidRXbziPVGv3zr9/euYqI18Pg3Dy7zw4sG9hxHAfdNBf9Dpm2vWxZpCSKbGttwq9p2I5D/oJrKgoCq6N1rGuqJ1Uo8u0TZ5hZRqnecRwMy1r4/MDKC1rLttk7OMrofGqFo66ciNfDlpZGXJLEC/3DvDo6sWQ6N5TH3M24K7wUBcPghYEh/u7FV0iXivQ2xHiw5zUr1QtTu5cKvhmWxe6zAwvG2XKoslQtQ41nc68rhLiSIB+U+/nYxDSnp5d3GfpBxCVJ7GhrIeJ1MzKf4oX+oUXzo+04HBmf4sTkNKIgcldXO5qyOPusJRhgZ3srpm3z/LlBzs3O0R+fw6e6uGdNx5IZGeVA7fL3a9E0eerU0mK4F+NWFERRwLYdZm/A/LqpuZG2cIhUociTp/sWzY+O4zAyn+TFwREs2+b2jlVVnY63Alm9RIPPh0cpByc1WSaj69Vylwafj3s6O3hhaIjMElob15of7HzI64RbUvjQ6h0cT05yYHaEx4aOMJlP8WBzL83eILIgMlXI8OJ0P7sn+8ibOu2+Oj6y9nYatMXCeSXL5J/P7edoYpxtkVWsCzXQ7AniVzTkSkrzeD7JMxN97J8dQkRgc10LvcHFXu0Xo0ky2+paeUw5Qtoo8qX+gxi2zbZIK25JwbDNSlaAzb1Na5asJ7+3qZvvTZzh+alzHJ+f5A8Of5d3rdpIl78ciZwpZHlxeoBnp/pocAcYzyWXFcYMudx8ZO1tnEvPcio5xT/37WcgHefepu7qAmUin2L35FlemhnEdGzWhRr4me5dBJexKb0luooPrd7B507vIWMU+dzpPeydHuSOhk6aPIFyCY5lktDzDGTmOJ6Y4J2t6/nZnl2IwvKLHZ+ssq2ulWcmzlKwDP7h7F7ypkFvqB6XKFOyTHJmCUkQubdp7SKnEpco8aOrt3N8fpK9s4N8c/Q4s8Usb2/ppcUTQhZFZgoZXpoZ5PsTZ8maJVo9IT6y9jaa3NdXYT6serg12s7xxAQFy+Bzp/eQNUv0BBuQBZFEKcex+Qm+NnyUuWKOVm+IifzrPxyWMzIsipZBwTKZKqSrVrS6bTKRT1WtezVJRlkmY+Nmp80b5hd67+TTh77DTDHLP559mcNz49zVsJomdwCXJKNbJvN6geFsghPJSeaKOT6z4900LHNtzweEyn1nMF1MV++jgmUwnk9SsnxosowmKciCuGLf2Y5DqXIdipZBopSvPlyn9SLjufKiX5OVsgDrEin6giCwKdzMT3Tdwl+eeJaR3Dz/88iTPDo3xpa6FoIujYJlcDY1w7fHTnI2NYMsiLxr1UYeaOpZ9HmyILLaH+V5sZ99M0PkTJ2eYP2CLCEBWOUNEVY9TBUy5EwDn6Ky2h+5acWmbmZ0y1rxYUMUBNwuZcHD6Gw2z9++9ArnZue4vWMVP3nLFtyKgibL/MKdt1Zs6Ib58sGj/Oq9u5YsvXCAbx4/TWs4wCPrewi5NXTLYt/gKP/6ymFyJZ23re2k+yKLvYd61/Bs3yB7B0f4q+f2ki3p3NbRSsznAxwyJZ3JVIazM3FkSeR9m9dfq65aQL3fS1DTmExn+O7JPjY1N1bdGM4v5DVFufKa88ukPRziA1s38GdPv8DeoVF29w3wno3rqtoSO9tauG9tJ189dJwv7D2Iadnc172a5mAASRTI6wZTmSz9s3OkikXes3HdgrTlvpk4LwwMs62lidXROsJud3XxMJ3J8q0TZ0jmCwTd2qKyjZZggB/auoHB+DxPnT6HT1X5wJYNdEbCuBWFolkW8xyam2coMc99a1fTUSkvCGgqjQEfAvDq6ARnZ+Jsa21CEARKpsnewRE+t2f/JS2SrwRRFHnXhh5e7B/m9PQsf/HMHhK5PDvaWqj3exEo242OJVMMJ5Ls6my7ZJvSG0XZkcOmYBikCyWG55O8ODDMN4+dZjyVping51fuuZ2OC3RGYj4vdR43/cBLAyM80N1FZyRcFkYsltjdN8C/7D9EXjded971a2q5rwTY0z/MvWtXs621CUkUsR2HomHikqTqWPUoCqvCQURB4OTUTFWUURJFDMvi0NgEn9uzn4nUmyuYf70RBIENjfU81LOG/zxygs/vPYhbVrhnTQcel4JhWRwZn+Kze/YzlkyzuaWRe7o6l/xtVxWZe9eu5onjpzk+Mc1Tp88xl8uzs62V1ZGly1RbQgG8LhfxbI5n+wbZ0dZCsDKHzGZzfO3ISb576uwlzYlRr4c6j5t4Ns9Tp8+xs72V5mAAgXJJd8k0ccvlAMa1oDno54NbN/BXz+7l60dO0uDz8Y71a4l4PViOQ388wb/uP8ThsQlaggHeu2kd3utUSvZG4HOpZPXzGeAKUa+H0VSKZLFInacsnupTVeL5/A2xu68FJ64DgiDQ5gvz8c0P8Vcnn2PfzBAvTA+wf3YEn6IiCgI5o0TeMlBEiXWhRn5l3d3cGmtfcjEhCAKKIDGWSzGaS/LE6HF8sooqyYiCgG5ZZM0Shm2hijLboy18tPcuIqp3idYt/uw7G1bzcMs6nhg9TryU4x/OvETApVUVu3XbIuRys6WuZcngRFTz8rEN91KwDA7NjXF8fpIzqRkCilb9rpbjsKuhk0da1/Pnx55ZVgBSEAR6Qw38zuaH+OuTz3E0McFTE2d4YXoAb2WBkjV1ipaBKpYDKx/beC+9wcVZE+fRJIUf79oBwH8MHmKykOLA3AgH50ZQJQVZFLHsspuHg4MAPNy6khTna219R+s6DsRH+P7kWSbyKf7PyWcJKlpFJb5sKdnhi3Bbfcei4IQgCDR7gnx8y0P85YlneWl6gJdmBjkQH8F/vu9Mnbypo1S0TD7aezd3NKy+7gt2VVL4oY6tHJ+fYP/sMCeSU3zm8FPUqeVJKm/qJPUCAUXjp9behl9R+euTz6GvkO71jZFjPD58jLypYzoWhm2TM3WmKtkCY7kknzj4BG5JKfuuCyKqJPO+9s28t23TmypIIYki9zSu4VNb38Hfnn6Rs+kZDsRHOBgfKbvKVMZcqeIgI1AuaVhK5NS0bb46+CpPjp9Gt0wM28JwLDJGqapVczo5zX9/+WuoUrkERxElVFHmI923cXdD14K+S5RyfPbUHk6npssOMHb5WsRL2XI2EfC9idMcnR9HESUUoay0HVA0PrH1YVq9C4XyREHgfe2bsRybf+7bz0QhxT/2vYxfUdEkGcO2SBslbMcm4NJ4R8t6fnnd3UuWYAiCQHcghiJKTBbSCJT1VdwXlLoJgkBY9dDpi3BwbpSCZdDpj9B5ncV/34qYts2Tp/o4dkEa/sXU+3184u33Vi3TciWdrx46xov9w7SGgvz8nTtpDJRfEwSB3sYYP3P7Dj7z5LN87ehJuuujPLqhZ5EAY1s4RHPQz+f27OfrR04R9mgUDZPh+STTmSzd9VF+btctRLwLMwAb/D4+dt8dWLbN4fFJ/vh7z9MU9OGr1J+XDJNUscRcLscj63uuW3Ai5vPyyIZu/unlV3n6TD8DcwliPi8CAjldZ0dbCz+365YbVpesSCIP9HTxvdPneGV4jC8fPMq21uaqhoAiSfzcHTvJlHSePzfI3zy/j8eOnCDo1hAEAaMSpJrLFVjfVM/DvWvxU267A4ynMvzVsy8R8XqIer0E3SqaolA0TBK5PCPzSRRJ5INbN7A2tlB3ShJFHt3QQzyb54uvHOaxIyfY0z9MxOtBkcq/lTndIJHLoykyW1qaqsEJTZZ557puXh2Z4Fx8jk8+8T2666O4FZnpTI7BuQSNgbLN6ZPXQRxRANbGovzK227nL3e/xEA8wR899SyNAT9+VQWhPOaShSKmbfM3P1x30wUnDo6M8/Nf+jqO41TKIQrEs3kkUWRDUz2/eOetvG1N54IUfJ/q4tGNPfTNzvHK8Bj//WvfoStahyQKjCfTjMyn6K6PsiYW4bm+wRXPL4sij2zo4dDYJGdm4nz8G0+yKhxElWXyukHY4+Zj995RveaKJPJgTzkIeW52jv/53d30NsTwqyrxXJ6BuQR+1cV7N6+/Ltccyq42+4fHmM8XSBdL7B8u63KMp9L83YsHaAr48GkqXdE6dnW23TQuUX5N5Wd23UKyUOLZvgH+8MndtO8PEXCrFHSDsWSamWyW9Y31/NrbdtEaCiz5bCUKAusaYvQ2xBiIJ/jG0VNAuaQjfJEjz3laQ0HesX4t//bKEZ44cZrBuQQtoSCmbTGcSDKRynBXVzsjiVTVNng5gm6NRzf0MpzYx57+YX7pK9+gIeBDEkRyuk5vQ4xfuvs2whc4mkyns7w0OEyyUCSnGyTzBc7NzmE7DofGJvmzp1/A41LwulxEvG52dbYRrZQJqrLM+zavZzyZ5hvHTvF/nnuJrx09ScTrwbAsptIZxlNpGv1+Pnr3rWypBEjfKvTGojw/NEQ8nyegqmxqaODJvj6e7h/grvY2MrrOC0NDBDXturtAQi04cd0QBYF1oUY+ve0RvjFyjBemBxjIxEnpBRzAr6isCcS4NdbOe9o2sTYQW3Zyc0sy727biCQK9KVmmS5mSOtlhXrHKadWR1Uv7b46bom18d62TbR6l/Y3Xgq/ovKrG+6hyRPg2ck+RnPzpPVy/aa74j7SG2pAk5YeLue/6+9veyf/MXiYvTODjOeTpPQCblmh0x/hzobVfGj1DizHpsHtX9GdQhJEdsba+KNb3s3Xho/y8swQg9k5UkYRAQgoGhtCjdxe38F72zbR5guv+F0FQSCgaHyk+za2RVr59tgJTs5PMZ5PkjV0coaOS5SIqB4aPYHqdbkU0auY5uM3Nj1AqzfESzODjOWSzOt5RATcsouI6qUnWL+s7acoCKwNxPi9be/kW6MneG6qj3PpOGm9bO3lUzS6whFuibbz7raN9AYbbogYlwC0+8L8jy1v59/6D/DK7DAT+RRjuSSyKBLRvNxe38l72jZyf1M3A5k4XtmFbi2/ezWYmWPfzCDGMlkzum0xuIR2xZa6lmv1tW4oqiTzQHMPqwNRvjVyggPxEYazCVJGoRxwEiTqNC+Nbj+d/gh31HeyNhhb9DkODmdTM+ydWf4BsGAZnMssTnF9uHWxJXLRMnl1bpRj85OLXjtPUi+Q1BdeS1WSyZpL77B7ZRc/tnoHawIxvjlynKOJcaYKGRKlPC5RotkTpDsY4+3NvdzX3E1Q0Za9Z7sCMVRRJo+OT1Hp8EcW3T8hl5vV/nJwAsqirRH1rZNieSOZzeZWTJttDQWq5RGO47BnYIivHDyKKAj8yPZN7GxrXbCoEShnNxydmOKxIyf4h70H6IrVsaFxYQDZpyr8wp07eWlwlGfO9nMuPodh2dR5NB7o7uK/7Ny6pBuHJIpsam7k048+wONHT/HS4Aij8ykG4vM4joNXdVHv83J3Vwf3da++tp11AR5F4Sdu2YplOzx3bpDBuSRnpuO4ZImgprG1tfm6nXspBEGgKeDn/VvWc3p6llNTszx+7BT/9Z7bK64kAm3hIJ98+F6+2dLI7r5BBuMJxpJpTNvGrchEfV62rWriwZ6uqvYAVH4P6kK8vXctZ2fijCVTnJkxsGwbRRIJud1sbWniwd41PLqhZ0k3Dq/LxYdv286aWIQnjp/m1NQsfbNxSqaFIomE3W66onXsaGuhJRhY8L3uWN3Gr927iy8fPEZffI7h0+dQZZmo18PtHW38l51bmc3leOZs/3XpW0kUuHftaqJeL48fO8WroxNMptJVlwqPS6HB72NjcwN13usvFne5zBeKzI9OIFWyoEJujds7VrGjrYVH1nezKhxcpA0gCALv2tCLYVo8fuw0Q4l5+mbjaLJCY8DHw+vW8uO3bObAyMTrBicA7u7q4Nfu3cX/O3SCgbkE+wZHkUQRn+piU3PjgrlBEAQ2NTfw3+67ky++cphT07PsPjuAIkuE3W62tDTyoR2b0RSZPf1D17q7ADg8NsFfPLOHbKn8nH2+rHUul+c/jxxHpOz6cl/3am5tb0W8DsKgV0pbOMjvPHQPXbG6cklGfI68buCSJZoDft6/eT0/sn0T6xrrVxQtbgz4uLW9lZOTM4yWUrSFQ9UMlqXwuhR++rbtCAg82zfIsYlpjoxP4XEptNWF+PBt23jXxl7+ds9+xl4nOOGSJD64dQMl0+TpM/2MzCc5NzuHIkkE3CprY4szJc/F5/iz7+8hXSxVypKcsi0xcG52jsG5+fJ7BIFGv4/mYKAanICycO+vvG0XnZE6vnvqLP3xOc5MzyJJIjGvl/u7u/jg1g3c2tZ6QxboN5K7OtrZMzxSLbPc0dJMsz/AHz/7HJ11YbIlnfF0mp/YuqUclL3OCDdJfdwb3oizqRmmCmlEQWS1P0KzJ3jNPtuybWaLWaYLGXKWXlaWlhWiqo9Gt/+SUtcdx6FomcwWMyT1YnX32XHKFnzn9Q+iqu+KbxrDtpjMp4kXsxQqYpouUcKrqERUD1HVt+JE5gAly2Ain2KumEO3LVyiRFTz0ewJokrlUofTqWlSeoFWb4gOX2TFiLNhW8wUMswUsxRMHRDwyAoxzUd9pe8ul6JlMFPIMFfKU7SMqvKuW1IIqx5img+3pFxWVFS3TMbzKeZKOYqWgYCAKsn4ZJWo5qVO9b5uZN1ybOLFLFOFDHlTx3Yc3JJCRPPS6A7gusRxciI5RaKUwyVK9AQbCF/Foq087gzGcikSpfI1lUSRgKLS6A5Uv1fRNDg6P4FuDvyBwwAAIABJREFUmWyJLJ1hM5SZYzSXvGzxuFXeMB2+uhsepb6wvWsCsauaE8zKHDBbLF9bozrmXIRVN1HNh2eZMWc7Dv2ZOJOXUDZzMWsDMRrdC3dGipbByeRU1eXmUhER2Bppxacs/8PkOA55U2cinyap5ynZFoog4ndpNLoDhF1L77hcSME0OJIYR7dNXKLMulDDopItx3EYzM4xlksC5SBhT7Dhptm9utkxLItjE9NkL0HMTlMUNjU14HYpOI7DQDzBRDqDIoqsb2ogsERmgOM4zGRynIuXd6166qPlrAJB4PGjJ/mtx5+kuz7C//7Ao7SGgozOJ0nkC1i2jU9VWRUOEnIvH8A6j25ZTKezzGZzFAwDxwFNkQm6NRr8Pvyqa8nPOD45TSKXpzHgZ3W07qoeNAuGwXgyzVwuj2FZyJKE16XQ4PcT9XquWdqxblqcmZllPl+gMeBnTTSy5GdnSzonJqcpmRZhj5sNjfWLjrNsm9lsjulMlpxuYNsOLkkk4NaI+bzVko0LcRyHnK4zlc6SKhQpmSaW4yCLIl7VRaPfR8TrWfEZ4fznJAtFJtOZijK+VV2kRr1eoj7Pkg4Qlm0znckymcpQMExkSSSoabSGAvhUFzld58j4FPU+H6uj4UXt6JuZYzKdoc7rLos7ypf/7OBU0sknUhkS+QIlw8ShrKkQ8rhp9PvwXTTmTk3NMpvNUe/30hWtW/TdzvfHsYkpVFlmXWP9kvfU5WJYFv3xxAJ9D1EQy+4MLhcxf7ls4/Wul2FZjCfTzGRz6KaFS5Ko87ppDgZwKzKJfIGTUzO0hUO0L2E/eyGmbTOVzjCdzlIwzHLJmCJT5/XQHPQv6hvbdojncown0+R0A0kUCGgqLaEgQU2lZJocGZ/Cp6p010euqXPIVDpDfzyxrL7IeSJeD+sa6xf89gxUgn5Bt0ZvQ3TJsrZMscSxybJzVXd9lGhFv8C0bI6MT5I3DNrDIdqW6FPbcRhPphmcSxDQNHobYkvqRhiWxWQqw0w2R8k0kUWROq+HlqB/QfBxJSZSaQbn5qtz85aWxtcdMwXdYDSZYi5XLhVVZZl6v5emgB9ZFBlOJJlMZ+iujy4prHkhJdNkPJlmNpvDqMwVXpeLen9ZHPnCtiTyBU5PzbyupgmUHYzWNcSWdC2ybJuZbI6pdIa8biAJAkG3RlPQT2gZp4rxZDlY6VVd9DbElgzQFg2ToxNTlEyTtbFINePwjcah/Ds2lkqxKhhEk+WyNsnUFP/wygFOzc6iyTJ3tbfz4e3baQ4s78h2CVzSG2vBiRo1atSoUaPGDeF8cGJtrBycWFu/tPV0jRo1atSoUeP64jgOc/k8flVd4MhjVwLSecMoB4UqulJXuVF4SW+ulXXUqFHjTYFhWyRLBUzn2ojxSIJIneqpOTzUqFHjumFYFvP5ApZ9ZXswoiBU9R1q/GBQMAxShSJXuncoiyIhj3ZNMwneDFz1vSYKBDVtySyEGjXeyvzp83tIFgt0hMOsiURYG4nQ5PfhVhSCqoZLlhDghmUw1+7AGjVqvCkYyyX55MEnGMnOX5PPq3f7+V+3vZ9239LK0zVq1KhxtYwn0/z2408ykb4yZ4GgpvGbD9zN29Z2XuOW1bhZeWlghD/+3nMUr9AKd1UoyGfe/RCdy7gqvFUZiCf4xBPfY3oZq9rXI+x28/G3v41dnW3XuGU1atzcNAf8zOZyHBgbZ/fAAAXDwOdSWROpY00kQlddWei3weejJRC47pobteBEjRo13hTYFd2VfEUP5WopWgb2zVHWVqNGjbcoLlmiPRJasgb5UvCpLrzqpdWH13jjKNt1FrEdHUX0IaxgQ/56+FWV1dE6dPPKsgQbAz5cywiYX28cx8F2SphOEcexEQQBSdCQhNfXkLlaVFmmoy58xYJ9AU294vv0zUr5eulYThFZ9CFexbj9QaAstGli2FkU0YcovPnHiyAI/Nodu8jpOrO5PLO5HNO5LKPJFAOJefYMD/PVo8dAEFhdF+YvHnknDb7r60hUC07UqFHjTUGj289vb36QvKlfk89TJZl6980hSFSjRo23JvV+Hx9/6G1XHAgVhLLTRY2lsR2LojlN3pzEdIqIyMiiF7dcjypFbthiy8ZgKPN1ZvJ72Rz9LXxK6xV/1pbWRv7o3W+/4veLgrCsha3j2JSsBDlzDNPOIyAiiR40KYpbjl3VYqssoD3DQOqrzBZeQbczKKKXjsD76PB/gEssN79iWkNBPvHwvVdxrwn4rvO9ZjsWWWOYnDFeOaeILGhocj0eufGGL3YdLMZyTzGS+RabI/+NoNp9Q89/KdiOSUo/S9Fc7OYG4FNW4VPaEJZxxbu2OMQLBzme+Cs2Rj5GvfvWG3DO648gCPhUFa/LRYPPS0POR9TjIaRpuBUZARicTzKXz19x2dTlcNMFJwzL4tWBcboaI0T93td/Q40aNX4g8Coqt8ba3+hm1KhR4yrY0trEHz76IEG3Rv0PwG+8LIqEPTefveRbAcexGMs+yVD6MXLGKKZTQBQUZMFLUF3Lhrpfxe+6Ub8ZDqadx7CzOFepi6TK8pIOD1eL49hMF/YxkPoKab0Pw84hICKLHtxyI5siH6NO23RV5xhKf43+1Jdp87+bkNqD7Zj4ldWLFo6mnWcm/zIR9xZU6dqUn8jSzX+v2U6JofRjnEv9O7LgRhBkZEHDLTfS6L2bDv/7UKXIDXQnc7DsAqadxXaurIzoemPaec7Mf4GJ3G5kYfH17Q5/mO7QTyNwY+w9LaeEYWVwnGuTxftG4zgO/YkEp2dny1bNySRT2SzT2SyOAx3hENuam/mhjRvpDIeJ3IB77KYLTpQMkycOnebDb9tRC07UqFGjRo0abyE66sJ01IXf6GbUeAswXzrB2eQ/oophNkY+hltuxLSzpPUBitYcinTjMuNEXKwO/DBt/kfRpOgNO+/lkDVGOTP/D1h2gZ7wz+NX2rGcElljmFTpLC7pyu2yzxMvHCSo9rI29JN45BbKZnyLd1rT+gCDmf/Eq7Res+DEmwlNirKj/g9QpRB5Y4Lx3PcZSP0HRXOGdXW/eMP6REBmlf8RGj13o8k357g9j1/pYFvsE4sCFKocRbhhy1mBmPs27mr+HJr01nGa+szu5zg+PU1Q0+iORrlv9Wp6Y1HagqFyaaHLhSbLN8yu/aYLTggIuGQJ23FwHOcGRg9r1KhRo0aNGjVqvBlIFI9j2Bk21v0ajd67qv/e6L0bZ4kFseM4gI2NBY4DgoCIDAgLnjXtyo6ogIyDiePY5b8FCQFpwbGO42BjgGMjCS4kQV1xB/d8zfprnykisNiez3FsbMxK+8rp96+9R0ZAvOzn45wxQtYYojf8i3QG3l/99wZ2XUZ/SXDBuR0cHMeutM9Et9N4lBZEwYXtlAChWqpQ/u4WDjZzxUOUrASWU8Syi+UTCiIiCuBgO0blfefPU+4zUVAQBLHaPwIioiAvbmu1byUuvr6X27eLr9nicXC5iIKMT1mFV2khpPYSc+/kTPILDKb/k5C6jnb/+17r40u4Dgvbai3I3jnfDxdmr7z2nSxEZFSprtJXS/PaNba5ONhU7rPye21Hr/wtYGMuaO/V6LAASKJGUO1GEZfXO7Cd8jgUBQUHu9oPS/VB+Xtd2F8X3QOV8SgIwoL+EgBNiixbgnM588fiNiw/bpc/9urnD1kUMWwLv+rC51IomSaZko5hW3gUBUUUK+e+MY4dN11wwiVLdDfFeOpoH/o6E+0CcZqWukDNTqtGjRo1atSoUeMHHEGQwCkviC7ezBJY/FBfsuYYzz3NVP5FdCuBJkVp8t5Ps/deFDFQff/R+F8giRqNnjsZyXybtH4OUVCIuW+hzf+eBXoSup3k9PzfkyydxrILuKQw22OfxKM0L2qv5egkikcYyz5JqnQWBImQq5s2/7sIq+sXLN7mSyfoS/4LXcEfw7CzjGa/Q9YYQRF9dAY+SLP3PgQu83lYEAGh0l/2goXaxf0FULRmmMg9w1T+RUpWEk2K0Oi5ixbfg7jEULW/xrNPMZ59mpKdIGuMkDen2Dv5MQRBQpMibIz8On5XO5ZTZCTzTWYK+5kvHUe3Urw6+wdIggZAwLWGbbFPkjNGOTjzu2yI/Fei2i3odoqTif9L1hhmS/S3Cbi6yJnjnEp8lkbvPbR6H6ZkzTGWfZJ48VXy5hQCIl5lFat8D1Pv2YXEa1oSydIZziS/wOrAD2M7BqPZb5MxhpBFLx3+99Lie6h6vO0YxIuHGM18h4w+gCCI1GlbaPM9QsDVddUL7vPIoo9W3zuZzL3AeO4ZVvneiSRoOI6DbieZyO1mMvc8JWsWVaqjwXMXrb6HcInhC4IYNhljmNHMt0iUjmJYWRTJh0/poM3/CBFta/V8hp2hL/kvxIuvlsUwBQ9bY79DwLVmUdssR2eucIjR7LfJGRPlgJJTQEBCEQN0BX+UJu+96FaKAzOfos3/LgQExrJPUrBmUcUQTd77WOV/x4qBhWvBdP5F+lNfYl3dR5nJ72W2cADLKeBXOmkPvIeItnVBUCFnjjGSeYL54nFMJ49p53GwkQUPddomesI/hyqFcDAYSP8nE9mnsZwSllNkS/TjxNw7FrXhcuYPx7HJGqOMZr9FvPAqtlOqjNtHiLlvqd4bUA68pPU+RjPfIVE6huOY+F2dtPnfXflery3pL3f++PSDDzCZSXNyZpYT0zPsGx3l2YFBLMfGLSusjUZYX19PbyzKhvp6XNeh7OxCbrrghGnb9E3F2d8/yu4T/XguUKn+3Q88wJrGt04aTY0aNWrUqFGjRo3LJ6xuQBRc9Ke+hEsKUadtqqZ3X7y7Z9gZTs5/luncHhq99xDTdpDW+zk+95fkzQl6wz9ffW/enCStnyNeOEDQ1U2z917S+gD9qS9TMGfYGv04klgWnJQFD62+h6lTN5WDDnpfdef0QmzHYia/lyPxP8UjN9PguQsHi5n8PuLFQ2yN/g4RbVu13aadJ633M5h+jKI1g1/ppMG9i7w5RTmUcPn19T5lFR65mZHMN/Apq4i5b60ufhb2l4NupTmZ+P+Yzu+jyXsPUW0HOWOUM8nPk9b7WV/3S7ikAAAepYVG7104QN6cQpXqaPM9iiy6kQR3tVxEQMQjN9HouRPTzpF2Bmj2PoBHbgCo7N6XMy0sp0iydIaotgPDzjBXPIxuJUmVzuJXVlM0Z0iWTtPmfw8AWWOYsexTBFxdhL0bMOwsk7nnSBQPs6P+08TcO6vfznKKZPQBhjOPU7Rm8SntNLh3UTBnKu0sBxwcx2Iqv4djc/8br9xMo+cuLKfEZP455gqH2V7/qYqextXvJAuCgE9pxe/qJKMPkjen8Ls6sDE4M/8FRrPfptFzD1FtCxljhDPzf0/OGGN93UeRBQ8Aup3m+NxfkjVGaPLeg0sMUbLmSemnyeojC4ITsuim2Xs/AXUNU7nnmSm8jGWXFrXLcRySxVMcnP00YVcvHYH3YthZhtOPU7Tm6Ar+GGFtIwIiDiYZY4hzyS8iCCIx907CwnpmCwc4mfgbADoC7786kVrHqWYAXNB71Wtg2Fnmikc4Fv9fKJKfmHsnpp1nIvcM86Xj3NrwZwTVcgDGtAucTHyWZOkkHYH3o0lRZgr7GMs+RYf/fbT6HkYRvZUzyNS7b8UtxZgrHuZc6t8w7dySTbzU+cNxHLLGKK/O/j6GlaHRew+y6GaueJjD8T9mfd0vs8r3jmrmRko/w6GZPwRBoNFzNwIiM4X9HJr9DFujHyfm3nlF84cgCDQH/DQH/GxvLgdV84bBcDLJ4Pw8ffE5Xhkb5xunTuNXVb78oR+lNRi48mt4Cdx0wQmXLPHT9+zgx+/cuui15vD17YwaNWrUqFGjRo0aNz8htYee8EfoS36RgzO/R1DtocX7ABFtK5pcX10EOThM5p9jJr+P7tCHaQ+8F0lwo9sp5ISb0cx3aPDcSUTbXP3s8sLrQ3T434cs+tDtJPasSaJ4jJwxRkDtAkASVSLaFsLqejLGACm9b8m26tY8fckv4lVa2RL9LfxKJw4Oq3yPcHDmU/Qlv4gv1o4mv7YBZ9g5ssYQGyMfqwRiFCy7gCAoV7Rj75Fb6A3/LGfm/5HD8T/Br3TS4rufqHYLXqV5QfnFZP55Zgr76Q7/NB3+9yEJbkwnRyC9hr7UvxDRtrDK/04EBCLaZiLaZhzHYSD1FbxyC23+RxdpWEiiSqP3bgDSej9FK06z9z5Cas+C4xSxvNuf0QdxsMkZo7ikELLgIa2fAxwK5iwOFj6lFUEQCKsbubXxT3CJASTBjYNJSF3H0fifM1s4SFS7ZUEQwXQKpPV+NkV+nTptczUgIiAhChJO5Rxn5/8Zn9zKttincMsNONhE3ds4OPNpRjPfoSf8s0uKNF4JkuDGJQawnSKGncHBYSa/j8ncbroCP0ZX6EPIghfDzqBJEUay36Les4tGzx0AlKwEKf0sbb5H6An/LJLgxsZAt1KLMhZEQSGsrSfodFMy55gpvLxkmxwsZgovYzslesI/S1jbUC4FERTOzv8TmhTBIzcueE/JTrAt9inq3bciINHie4h9U7/BTGEvLb4HUaXQFfVPRh/guYmfXbCwFgWJbbFPElLXVf/NdnQUyc+26Mdxy43YjkHAtZrD8T8mUTxcDU6k9XMkSydZ5XsHa4I/gSjIhNWNJEunERAJuLqq94QglP/2K6sRBZlzqX9bsa2XOn8MpR8jb0ywvf73ysEFJArmFAdmfpeh9GNEta14lCZMJ89A6qvYjsH22O8SUtcjINDqewf7p3+LgfRXCaprUaXX9Jwudf5wHIeMrpMtlcjoOvFcjoHEPAOJBEPzSeL5PLplEfN6afT5UKTrLzx60wUnJFFkVSRY7qxiCdOyCXo0JPHGqLDWqFGjRo0aNWrUuLkRBYV2/3sIqxsZz32PqfxLvDr7hwRd3XSHfopG792IgoLtGMwWXkEWvTR470IWyzvNqhQi6t7BRO455ovHFwQnvHIz9e7bqqKaqhQm6FpDSj+Nbicvu61pvZ+MMUhP6CP4lI5KrTj4lDbqPbvoT/07BXOmnD1QWUQLgkRE20pU214twRCvQuRTFCQaPfcQcK1hLPs00/kXORr/c7xKK13BD7HK9wiy6Ma088QLB5EEjRbvg9X+UgQf9Z7bGM48znT+RVoru7rXGln04Xd1EC+8iuPYzJdO4ZbqUV115IxxdDtF1hjBK6+qtk0SVTzia4tkAYWQ2osilhfzZT2BC8t+ROq0jZXd5krfChcs4B3ImaPMl46xJfrbuOWGyjUTCbp68CltxIuHWOMUkblG7gVCeRFclhC1cRyT2cIBQKTZd381wOCSAkTc2xjJfotE8Ug1OKFKIXzKKibzL+CWG2j03I1bbsAtx66qWYadRhY81XtBECRcYhgQ0O3MouPr1E3UVRbDUM6s8SqtlKy5ig7JlSGLXmLajgVlGYIgoogL74nzJRXnS6skQSXg6sIl+ilYs9XjypkPDi4pXC2JUEQPiuhHt9NX5bpzKfOH6eSZKbxMnba5GjwA8CjNhNWNjGW/Q86cwKM0UbISxAsHaPSW79/z7fUpbQTVHmbz+ylZcwuCE5czf/zfvft4ZWyc0VSKZLFIxOOhPRSkIxxmZ2sLneEwHeEw7aEg7hsgr3DTBSccx2EqmeGr+45xdnIW23GIBXz88G2bWN9aXwtS1KhRo0aNGjVq1EAQJILqWnyudtr97yVeOEh/+sucSPwNLilM1L0N085TsubJG+O8Mv0/FtRm61Yaw85WFrCvoYgB5CV2m6G8cLxcilYcAQFVqkO8SJTPLTdW2pBeeD5kNDm2SMTvahAEEa/SytrQT9LmfyfzpZMMpL7Cibm/xiWGaPE9gOWUKFlzuKTAoh13RfSjiD6KVgLbMZAE1zJnunJEQcKntDGdf5GiFSetn8MrtxBSe+hPfYWcMU7WGCKgdpWzJBwHs5LOHy8eJG9OYdk6ppOjYE6zlFuIKMhoUv2KfVvOzrA5l/oSo9nvVP/ddkxyxiiaHLtq29gLsewShp1BElwoog/LLlKy5ihaMxyc+d0Fi3LDzmJY6QVjxiUG2Vj3a/Sl/pX+1FcYynydiLaVVt87CLl6kcTLv1YCImF1QyUg9RKCR8ZyikznXywLVC6hUVEeswsXsJKgUHLsJa7EpeOW61lX94vI4kInx4uFPEUUNGlhQEYQJARBxuG16+VzdeASQ8wUXiaibcUlBsqaJcYELd4HECulW1fCpcwfJWu+HAgsHuKlyV9dMBYL5jSGncOyC+VjzTlMp8hEbjfzpZMLNGJyxjimU8C6qJzscuaP+UKRrkgdj/R0szYaocHnI6CqBDUNt6LcMJeO89x0wQndsvj6gZMkcwV+/M6taIrMwcFx/um5A/zWu99GQ+jGWUPVqFGjRo0aNS4d23aYms8wNptkLp0nWyhhmOUHQkWW8Kgugl6NWMhLY10Av0e94Q8+Nd56SIILr9KCW25EEX0cif8Js4VXiLq3IVT+k0UfUfd2xIsW1OXShIWlxKJw9e4CC89RLhVYKrBxofL+gvcIwooOCleDKMi45QY0KYYmRXl5+jeZzr9Ii++B6nmXcjBwKv8JSzgJXEt8ShsCMsnSCXQrSaPnbvyuLnQ7Tc4cJ2uMVTQzVGxHpy/1rwylv07UvZ2gqxdVCmLYOTL6wLLneL3re34BGHR143O1XfTq7ahiGEm8RlkTQNGaJWeMoUp1uOVGzmd7SIKHqLZ90WJZQCCsbnjtb0EkpK5ne+z3SZZOMpXfw3T+JSayz7A5+hu0+B68glYJ1HtuZ5XvUU4l/o7h9OM4lBfa3aGfxu/qXPQOEXlJgdWrR0AQpAXBxeW4lGPcUgNdoR/nxNxf8fLUb+KSAliOTrPvflp8D1WcY66MS5k/BAQQyu2IuncsOl5EwntePFMQERDwyasIa5sWzBVR9y3lQMRF1qaXM3985u0PIiBgOTZT2Szz+QIuSaLhBtqHXshNF5wwTIuh2Xl+5t5b6GkuR7466+v4o6/vJp7J14ITNWrUeMvgOA5nx2Z5Yt8pBqfm8LtV7t+2lrs2duJWa85ENRbjOA6ZQonvHTjLvlPDFA2TDe0NvHvXBpojgeu6YFipTalckUPnxnn61T76J+aYzxbIF3VKholl2SCUyzYVWcLtUvC6XYS8GuvaGvjJB7fTGruyOuSL2zExl+abe09yYmgK1SWza307D23vxu9Ra9bkbyHOW19evAgSEHFJISRRq+6SyqIXj9xM3pyk3f+eSxYxvJajxaesQhJcZI1hLFuvCmqCTVo/h1uur6TKXx+W6y8QKtkQ/mp/SYIHn9JGWu8nZ0xWa/Qdx6FozlKy5gm6u6sColfGeXvGpbNQvMoqJEFltnAQx7EIutbiEgOoUph06SyWU8IjN/3/7L1nfFzXee7732U6pqD33gj2XsQiihJlSZbVLEuKLUuOYztOnN5P6olPcpOc5Pqm2HGLbLlILpIlqzeSEovYO0EQRO+9TS+73Q8DDDkESAJgFY3nC36/jT171qy99l7vetbzPi+CIBJW+ugKvEOmbRWL0v8Aq5wJGIxG62n2/nTWLbSb8pEEG2nWhZS7P31lRo6XgaqH6QvuJqB0UuV5Clm0Yxg6DlMBJimFAue9eMzzLjNuBQQBZMFKhm05adZF5Dpu58Tgv9Due4X8lDuZ6ag+t8DVybKvpsT1CBJmLHLca+Ji5TQ/ChDGSwlbpFTKXI/hMOUjiyk45LxEOsYVXf8y/7dK6VildEyimwrPk1jOq7xyIWxSFmbJg8NcRLXnc1elfYl2CgKiINAwNMwPjx3jRG8fQSXGlrIy/vz2TUiiSF8gwM9PnmJtYSEr8vOueRbDTUdOTDxcgWhsvLYvRBWNmKohiXOBxRzmMIdbB0O+IP/1yz0crO9E1XQEAY419WCSJTYvKb/RzZvDTQhV03nvSAP//tJuQtEYhgEH6zvpHw3wR49uwmm3Xv4iVxGGYdDeP8r33j7EzpPNBMMxdGMK8a4Rb7uq6YSjCiP+EJ1ATNH49JZlV6UtgXCUZ946wJsH6omp8Xr0++rawYCHNyxijpu4dWAYGmPRegw0HHIBZsmFgUFI6aE7uB1Nj5BqmQ/EVQs5jo30h/fR6vsF5e7Hscm56IZCVBslog7gsdQgX8Vd8AuRYi4mw7qCnsAO0q3LyLStxMBgOHyUgfB+sm3rscvZ145AGy8zGdWGSTEVYZZSERCIaMP0BN8npPRQ7noCiOfoZ9tvoyf4AW3+l6iWPo9FSiOiDdIVeBvNiJLr2HRFbbVIHlQjgD/WittcgYCMjoo0vtg1ix7MUioj0VNYxFTsci4IAi5TGYORI8iCFZucBYCOjm6o47vq5kTZ2K7A20S14Vm3McVUQLZ9HZ2Bt3Gbq0i1xqvDKJqfoBpXODjk/Fml3Uz4Sqh6mLDaT19oN83en+CxzCM/5e5xEkkkx76e7sC7tHh/RqXnKRymfAxDI6qNEVJ78ViqEp4LYbWfiDoUJzREJwISkmBGEKRZpSJNIKz20xvaTZXn6biCYxqqhGsCw0A3YpOqigiChIA0q/HYG3wfs+gh074Gm5R1XQlsUbCQ57iTs6PfoyvwLgWOuzBJLjQ9SljtQzOieCzViIIJi+Qh1347nYG36LEuIce+AVl0oOlhQmovAC5z5awINMMwaB/z8nfbttM0Mkx5Wjq9fj+j4XBiHS4JAh+2d9Dj8zMvMxOXdfYpL9PBTUdOWE0Sq8oK+N77h9iXn4VFlmkeGKYw3TNXrWMOc7jJYRjxF10gEmXUH6ald5i2vlH6Rnx4gxHCsXhOnMUkYzXLOKxmslKd5KQ6yc9wk+Vx4LBasFlMyNfBEfhG42znIHXtA6haPHAwDBj2Bdl1soXbF1+dEmVzuLUQiansOtlCMBJLHFNUjd2nWnlq64rrSk4YBnQOjvG1F3dar/loAAAgAElEQVSx93Tb1KTEJSAIUJSdSm761Znbe4b9HKjvJDaeRmIA4ajCjuNNPHDbAkTx2u18zgGiisqIL4SmT38hNLFrJ0kiZlnCYpKxmOT4ju0lXn+6odIb/IDe0E5MojPhfaDoQRTdT4nrUTJsKxLfkWFdQYX707T4fs5opBZZdGCgoxlRzKKL5Zl/O2NywjAMhiPHGAjtHy9hGC93eWb0O9jkTKxSFvkpW7HJmciCnUrPZ6kd+U9qh/8Dm5yFgU5Y7SfFVEKl57OTctSvJgx0hiMnaBr7MSbJiSxYAQHNCBPVxih03keuYzMQ76906zLK3Y/T6nsJb7QBk5iCovuJamNUuD9NuvXKCMUs+zp6gu9zdvR/6Ay8hYiMy1zOgvTfSbTBaS6mL7SLNNdDiIIJUZBxWSpp979Chm0F1nFywiZnkW1fT39oD4cH/gaT6ETRfdjknHFTxJnPo4IgYBY9zEv9EqdHvs7J4X/DIqUiIKEbCqoepDL1aexy3qwUNlFthCMD/xtRkFH1IFFtjFTLQqpTfwOHnJdog8dSQ6XnaRq9P+LIwN9hElMw0NGNGJJgZWnmXybICV+smbOj3yOuhrFjYBDVRlH0AFWep5P6YSRyiv7QXmK6j9HIaVQ9SMPYs9hN+VildPIdd2E35WIYBrJowyZl0jT2HL3BnQiICIKMw1RAvuPO8Won1345GVA6OND3Z5PSH4pS7qPQ+fEZK3kMQ8duyqMvtIdD/X8RL8kqiJhFJ5m2NeQ5NicqzvhjrfQEPyCmjeIbTxVq8b3AUPgwZslDjn1TQmE0ExSm3EtI7aHV+wI9gffGyTUN1QiTal2YqBgiChZKXZ8krA3QMPos7b5Xxs1+VTQjPJ72VAqzTAN7o/4sTSMj/OnGjWwsKeYP33gz6f82k4mqjHSO9/YSUpRfPXJCEkU+tqQKh9XM8bZeRtUwS4vz2LqoEqft2nbGHOYwh9nDMAxGA2GOnO1id20rx5q6GQuEUTQNTTPQDZ2JtYsgkMhZlSQBWRSRZYmcVCfzirJYUJzN/OJsynLTb+n0Bl8oQjgaSzqm6QbDvqnrZ89hDpquM+SdPD7GAmGiytUzZ5sOoorCi7tOcfBsx5TEhNthJcPtwGYxIYliQjXhC0XwBsNIosji0hxk6eqQBuGYgi8YmXR82BecMXEyh5mjqXuIf3huG/2jkx38p4KAgCyJWM0mXA4rWR4HBZkeKvIyKMtNoyw3HatZnpKklQQzhc77sMhpBJUuVD2IgIRNziHDtoxUy0IkwXre+RZKnA/hsdQwGD5ISOlBFMzY5GwybMsxn1feMNO2Cs2IJn0ewGUuJ9dxBxYpI3FM0f1EtCEMDFyWClzmcgRBIqb5EgtZmChFWMGyjL+iL7QHb6wBAZFc++3kODZik5JVE1Y5g1zHHbjMZdPr/Mv2tUy2bS0GGsFYBzHdBwhYpTTSrIvJsK5IMhqURAslrkdwW6oZCO0jqo3iMleQaVtFunUJojB1PJ7r2DRu+nnpedttrmJJxl/QG/yAiDaMLFpxXvBbs2xrCKv95No3jC9+RVIt8yl03o/HXB1fTAKyYKcm9Ut4zNV4Y02ATqZtJbmOzXQH3hsnfc71rUVKI89xx5Rmjkl9Joi4zZUsy/xrBkJ78cYa0fQoZsmD21JJlm1NUlnL6UAQZFItCyhweAEQBTNWKZ006yJSrYswi64kJYaARKHzXtyWKgZC+wiq3Qmjw3TrMmxyduJcj6WGEtfDeKNnien+uCeFdSFZtrV4LPOS2qHoASLaMLqhkGIuJsVUiCBIKFrcYFMbr6qhGzEGwgeRRQcWKT1RHUU3VIbChxkKH2Vl1ldxmSvGq7vcGS9zeR5ZISCSYVtJTPOOk2IzgyiYyLCtuGjJ1vNJPYcpn4KUu5P6BcAsushzbMFtjveDYeiMRc8QUnrwWGowS55xXxiNiDZC/eh3UHQfFe4nEQQBVQ8T1YZR9SBWOZ2ilPsRBBFF96OjoRqhxHdN9/0hCHGD3PlpXyHLtjZBbkqiDaepmAzbSqTx50wQBGxyDovT/5jB8CFGIidR9ACy6MBlLiPTtgaRc146M31/HOnpZnleHlsrykm32zFdMCfLokimw8FIKIyqX/s4QzBujgk70QjDMNANI2HAoekGiqZhlqW5Sh1zmMNNikhM5WhjFz99/zjHm7sJhGOX/9AlIEsiOWlO1tYU87sPbcBpvzWJyfePN/G/f/Au/vA5maIoCNy7Zh5fffqeORn6DYZhGLT2jSQWW3npboqzr11e+HTgC0b40++8zqGznUnHXXYLz/zJ45TnpV/kk1cXhmFwur2fP//uG/QOJ1cZyPakcP+6+ayoKiDT7cBqNiGKApqmE1FUAqEoI/4wfSM+1i8svWp9Wtfezx984xWGLiD3VlYV8I3fewSTPKecuJY40dzDXz7zFr0jvsuffAmYJJHsNCcLinO4a3klq+cVkWIzzynJzoNh6MR0H5oxmYy7EAkfjmtQWeNXHfH74E0s5i8FARGLlPqR8mkYCB/k5NC/UuJ8mGLXgwmCQEelN/g+Rwb+nlXZ/0CuffO00lsMw0DR/UmL+YtBQMQsupDEq68GjGojHB34PwAsyfxzrFLGODmhE1Z7OTTw11ikNNZk/8tH6n7NBoZh8Kmf/JSy1DT+7s47cJjNfPpnPyfL4eCfPnY3NpOJsKLw3wcO8EpdPT954jHyXbNWO07rJX7TKSc0Xed4ey/5qS4ynA72N3VwqKWLNRWFrC4vnMTmzGEOc7ixCEcV3jxYzw/eOUT3sI+rQXiqmk7XoJfRghD2W1g5UZKTRn6Gm/rOgcQxl93CmnlFc8TETQBF0/nBu4fZfaoFWZL41KbFfPHja29omywmmaUV+Rxt7ELT48+aKAisqi4kzXntcuYvhKrpnGrtpe+ChajdauI3P7GOe1ZVJ+T5U8EwDBRNR76Kmw6ZbgfVhZkM1wUTKi2TJHLbghLEOc+qjwyU8fd/z5CPQ2c72bKsgsc3L71uxNtHAZoRpWHsWfpDH172XLPoYlH6H5FqXXDZc+cwM6hGiLqRbzIcOXbZcy1SKksy/uKqqWGuB6LqMJoeQRYd4/4VIoZhoOkRQkoPkmBFFpKVKZeCbsRo9v2M7sC7lz1XFh0sSPsKmbZVV/grJkPTo4S1AVLkQmTBNu5bIaAbGmG1H00PYzGlXrNqOTcbsh0p9Pr9BGIxHObJJKY/GuV0/wCFbjeW67AOv+nIiaiq8crhOh5ZvYBQTOH5D49Tk5/Fi/tPUZTuoTD9yh29b0boukEsqhCLqui6DsRzME1mCbNFRrzOqhFV1Tiyr5njh1q475GVFJZkXP5DNxCxqEooFMVikbHdJLvshmFgGMZ47uytGRjHFJV3Dp/lG698yFggPOn/kihgMcmYZAlZErGYZHTDIKZoaLo+bpCnoaj6JNm1JArcubwS6Rb2nijK8vDFj6/hhZ0naOsbJdVp4xPr5s+ZYd4k6B320dA1yFgggkmWiMTUG90kzCaJB29bgC8Y4cCZdhRNZ3llPp+9awWelOtHTsQUlVMtvVzIRa6ZV8zmJeVYzZcmFQVBwHyVlQzpbge/cd9qLGaZuvZ+Uqxmtiyr5BPrFsyVK72BkCVx6jlwXCmr6wZTUdq6YTDiD/HS7lN09I/y+5/cSHVB1hzRRDwdoCjlPrJsq6dxrulcScI5XFVIgpUS18Pkjft1XArxNKKsa9+oq4g06yIcpgKavM8xHDmKSXShGVEi6iB+pY1C5714LNXTjnFFQY77VFguT5QJQtyH5FrALHnItW+iw/86Rwe/ik3KAkEkqo0SUNowiU6KXQ/Myuz0o4gtFWX84/s7eam2jk8uXBCPz3UdfzRKfyDA8ydOcqK3j99euwan5dqvsW46ckIfT+NIddg50tpNWVYaj61dzH++vRdvKELhLUicq6pG/aku9myvo762C583jCSJpKanUFqZzYYtNSxaXnJd26QoGqeOtvHBO7UsWVl605MTRw8088Nv7WDzxxbx2NMbbnRzAOjvGaO3a4T5S4qwWG/N3f+zXYP8eNvRScSEKAiU5KSytDyPJeV5FGenkeq0IYsiBqBqGr5ghJ5hPx0DozT3DNE+MEb/iJ/R8WuV5qSzoCTnBvyq6wdJFNm4qJQlZXlEFBVZEnE7rFd90TaHmcMwDDoHxugdnl7+/PWCIAjkpjn5yoO38fTdKzEMA4fNjNN2fUtlKppOx8BY0jGTLLKsIg/Xda4YMgFREFhcmstff+YuQlEFSRRw2a0X9S2Yw7WHLInctbyS/HR30nGDuJFrKKowGggx7AvSN+JncGyyP4huGBxp7OJbr+3jzx6/g/yM5Gv9KkIUJNyWKtxU3eim/EpDFGRSLTU3uhnXDHY5j8UZf0Zv8AN8sWZCatyrJcVcSLHrQTKsyzCJ05f4C4KEy1x2w9UjkmCl3P1pUkxFDEWOEtaGEACT5KbY+SBZtrW/UoTeppISjlT28MNjx3i3sZF2r5c+f4C/fPc9Osa8DAaDrC8u5p6qSsy/isoJSRSwm83sbWjnWFsPj6xeiNUkXxcDjhsBXdc5fqiV//6/bxIORZm3sICyqhyiEYWerlF2vVdLWkbKdScnLGaZu+5fSvXCAmoWF17X754NIuEYA71e/L7Ju/c3Cru2nab2aDvF5dm3JDkRVVRe3Xua9v7RpONWs8zdK6p5YstSqvIzL7nLtbA0F4hLxPtH/bT2jnCsuZuD9R2sqykmy3Pt3MtvFsiSRJrLfqObMYcLoKgaDd2D+EKXz+m+3hAEgRSbhZQbaBIdVdRJpKTDYiY/3X1Dd7ZFUcSTYruuKpI5XBxmWeKBdQtYO7/4oudous5YIEJb3whHGjp589BZugbH0HXjvHMM9p5u55W9p/ny/evm1BNzmMN1QNzItRSXufRGN+WqQhAEzJKTQue9FDrvvdHNuaEQBIFMh4M/2biemqxM3mlsxCSKjEUiHOvppcjj5qH5K3mgZt6VeE3MCDcdOWExydxeU8orh+uoystkWUke3lCYVLsN9w3ajbmWCPojbH/jBOFQlC//8b0sXVWKbJLQdYNoRGFowEdm9vUvoSpKIiXlWZSUf7QkaDcLJtQwEyUib0V0Do5xvLknqWycIAhsWVbB7z+yAU+Kbdq7lbIkkp/hJi/dxcrqAj61aTFmkzynIJjDDUMwqlDb2nejm3HTIhJTE54XEzDJEg7bnOneHGYGSRRJd9lJc9pYWJrDmppivvf2QfaebksaY5qu8/6xJj62snrOf2IOc5jDHK4i0ux2Hl+8iI9VVhKIRQkrKmZZIsVsJtVmuy5eExO46cgJSRTZVFPKmopCTOMVOkSHnS9sWU2q49bbCYlGFHq7RkjLcLJsdRkuz7kdVKfLRkbWZGLCMAwC/ggnDrXS3NCHqmhkZLlYvracvII0JFlMXPu9149js5tZsbaCxvoeztZ2Ew7FyMp1s2JtOXmFaUmeCP29Y7z50mEi4Xj5K4tF5u4HllFQPDmtwxjPFW1r6ufkkTaGh/xYrWaqF+SzcFkR1gvctQd6vWx74zjL1pRTWpHFmVNd1J3sJByKkp7pYsXacopKM69q/14MhmHgHQtx/FArbY39aLpOdq6H5WvKycn3TPL4MAyDgC9M7fEOWpv6CfojWKwmMrPdzFtUQGlFNoZh0N0xzKlj7XS0DFJ3ogPZLPODb27HOh6we1IdbP3EUjKyXCgxlW1vnGBowMcnHluNJ/VcGa9wKMau92rj//vU6sS46Gof5v23T7J+Sw25+amcOtpOQ10P0ahCZraLlbdVkleQlriOrhsM9I5x7GALvV0jCKJIcVkmS1eVkpqeknR/hgf9vPvqMRYuK6Zqfh71tV2cPtFJKBhJjM/SiuxEf3QPeukaTJZ1p6bYePz2paQ6Z6cEEAQBq9lETtqtpzSZw0cLY4FwklHpHJKh6fok81tRjJeGnMMcZgNBiHsULS7L5Q8/uQlfKMrJ5p4kP4rOoTEO1ndQmpM2p56YwxzmMIerCLMkkZXiIAvH5U++hrjpyAnDMFA1HbNJRhQEYqpKIBLDbbfekkGPbJJxeey0NPbT0zWC033p3WbDMOhsG+KH39xBc0NfIl0gEo7x3uvHeOzpjdy2eR6ySUKJqez7oJ5QKEbdiU5qj3cgyyKKouEdDbLt9eP81p/eR82ic3lVmqozOhRgoM9LZ/sQkVCMpavLpyQnYlGV914/zmsvHERVNCxWE5qms/2NEyxdXcanv3A7GVnOxO8ZGwnw1stHEEWBE4da+ODdWjDi8mkBcHts14Wc0HWD1sY+fvDNHXS2DWG1mjCAcDDKe68f58kvbWb56jKk8V17wzBoPNPDT7+3m7OnuzFbZEwmCU3TUWIad963OLFob6zvZfe2OgK+MKFQDDmm0ny2D3mcMMrK9RAZL7Opqjr7d52l+WwfW+5dnEROxGIKB3Y30NzQx533LUmQE4P9Xl5/8RAut51d751m/66zGAaoiookS2RmuxPkhKpqnDjUynP/s5OxkSAWqwld13n/rZMUlWXyud++k7Kq7AQR4xsL8fYrR1EUjfraTra/eRKM+HUMwG43J36nphsMjAWIKsnpVtWFmeSmX3+lzxzmcLVxtnMAX/DmS+mYwxxudQiCQFF2Kp/atJjW3pGk1KqYonG6rY9gJHbLlpiewxzmMIfrBcMwGAwGscgyLsvU3lWGYRCIxdB0A5fVcs0Npm86ckLRdLadaqQiJ52iDA+vHjnD7vo2bq8p5f7lNVhNN12TrwgOp5WVt1VQe6ydZ/7zPT755G0sXlmCbXyn/cJBEoup/OSZXdSd7OSJz29i1W0ViJJIS0Mfz35jOz/89g7yi9IoqzpnJNh4pptQIMJnvriZeYsKUBWNd187xs++v5s3XzpM1fw85PGFeF5hGn/0dw8RiSg8/z87eePFQ1O22zAMThxu5dlvbKdyfh5P/PpGCoszCAQibH/zBK/9/BCOFAuf+dLmxG+BODHwwbu1ZGa7efKLmykqy0TTdAb7vJRUXJ8UkoAvzI+/8wEdrYM88flNLF0Vz6VrqOvh+1/fxve/vp3cf0olvyguGx0a8PHsN7bTUNfD3Q8sY93meaSlpxAKRunuGKaoLE6oCILA7VsXsumuBQz2+/j7P/4Jbo+dP/n7h0lNP+edcKW7Pbpm8O7rx8jMcvO5395CflEGSkxlaMBHeXVu4ryezhG++x/vYrOb+dIffoyyqhwUReXg7gaef2YXzz+zk9//qwdwn6fWMXSDPTvqyMx28ekv3E5JeVZcfdE3RlHJOeJI13UC4cl1vTM9KVjMN+czOrHLG4mpdA156RwYY8gXxB+KEFM0EMAiy9isJtKcdjLdKRRkuslw2RPP4UxN9Sa+c6bFVYVZfNdsMNG+YCRGc88wnYNjDHuDhGMqhmFgs8T7ojDLQ0VeBikXeS/N5Psu7IuJK01cc6JNvlCEpp5hOvvHGA2EicQUBEHAbjGR7nZQnJVKWV4atvGqEFfSX+crAAzifgqHz3ZNIt8MmGTWdznM5l5O1U/T+R5m8V2XasOUx4kTq2OBcJInwLnPTb+PPqp9cymc32+hqELnwFj8ufIFCYRjxFQNURCwmCTsVjNpTjvZnhQKMj3jqXDXr603M0RBYO38YoqyPZPSq9r6RwlGotMmJy723rmwjyfu3VggTGP3EJ2DY4wFIsQUFUkSSbFZyHQ7KMzyUJyVinV8rrsa755wVKGlb4SO/lGGfEFCEQXDMLCYZdJdDgoz3VTkZ5Bis1yT+eH8cTvkC9HSM0TPsI+xQJhITEUSRRw2M+kuO1UFmRRkeBKbLpfDdNs70/vkC0Vp6h6iY2CU0UCY6Hg77VYzmZ54nxVnpyWVI59Nv018Xyiq0DPsS8QOwUiMSEwBA8wmGZfdQobbQUGmh8JMNxbTzMfHVDHD+X1gGAbeYIQjjV209Y2iajpZHgcLS3Ioy0tHvKA6nDFeEae+Y4BTrb14gxFsFhP5GW4Wl+aS4XZcso0X3pPz36UTm8mn2/uoa+vHF4qSYjNTmZ/JotIcbBbTpLYYwMBogKONXXQPeRFFgXSXgwXF2ZTmpiOJV17dbuJ7RnwhmnuG6R7yxsexoiIKAo7x8VGSnUZJThoWk3TJPpjNd09gqrkn6VnzBmnoGqRn2Ic3GCGmapgkCZfdQqbHQXF2KgUZHsxXsY1T4f/u3sOy3Fx+bcniKYvCKprGu41NNA4N8Vtr1+C2XlubhZtuFRFTNT48205xhofm/hE+qGth66JKdp1pZUVpPqVZaZe/yEcIsixyxz2LGR0KsOOtk/zHP75KQXEGt22ex7I18bQL83mLvboTnZw61s6W+xZzz4PLMVvi/8vMdtPVNsSPv/sBJ4+0UVR2bqEvIPDxT65kw501iGK8RvHW+5ey74N6ms/2EouoyCmTc4ku9QjousG7rx4DAR7/9Y0sXlGCIAikZTp58PE1dLUNseu902zauoCq+flJn/WNhfjtP7uPRcuKEw/axI789cDxw63U13bz4BNruPO+xZjGJ5CsHA+tjX38/AcfcuZkJ7kFaQjAicOt1Nd2sWnrAp780mZs9nPpKhXzcpOuHSceBCRJSEwooihe9XKYkVCMT39hE5U1eYm2nE9IAex9/wz9PaP86VcfYfWGqgQpctfHl9JQ18OR/U20NfWzZGWy0dHokJ/f+pO4/8nEtS/0HhEEAdMU+We6bjCptuANhmEYicX3ntpWDjd0MTgWIBiJEVVUFFWLt1sAURCRJQGzScZqkkmxWchJc7KkPI+VVQWU56XjslunPUFousGPth3h3cNnp91em9nEFz++lnWXMJC7GojEFFp6R3j/eBMHznQwcF6faLoOBkjj5V/tVjOZbgdraoq4c1klZblply0VORU6Bsb4txc+YMgbBOILkL/6zF3UFMXHl6JqtPWPsu1IAx+ebkvcp4nSswggiyIWs4zDaiE33cmWpRVsWlxGQYZn2sRfvE67jj8UJRCJ4Q9F6Roco7VvhJaeEbqGxugcGEvyU1FVjVf3nmZfXdu0f2+mO4W/efIuMmdo7Hq6vZ//fnUvo/7QtD+zdl4Rv3HfmqtikhmOKXQNehnxBRnyxSspDHvjf4d8IbzBMIFwjNFAcvuGfSG++uP3khYDF4PVbOJ3HlzPiqqZOaK/uu80v9h9CkWdvkn2U1tX8LGV87jW6/2JhUNj9xC7T7VwvKmHYV+QYEQhqqiomoamGwgCSIKILInxd405/q4pzHKzpCyPFZUFlOSm4byBhqc3A2xmEwuKcyaRE0Pe4IzK+ta29fFvP/+A2PiYyUl18gef3ERxdmriHEXVaOkd5t3DDeyta2PIGycIYqqKrsdLgsuyiNUk47CayXA7WFKezyMbFlKSM/O41DAMYqpGW98oH5xoYu/pNgbGggQjUaIxFXV8LpVEEbNZxmExkelJYfW8Iu5cVkFZXnqCmL1SGIZBKKJQ29bL24fOcrqtj9FAmHBUSbx7BUFIlAN3OazYLaZpvW/TnXb+8NHbp+UR0tI7zP/58TaiSvzepjnt/P4jG6kqOLcxomo6Hf2jbDvWwK6TrefN5Rr6+e00x+9TmtPO4rJcHl6/iPL89EvGtRf2SUzVGBgL0Ng1xIEz7dS29eMNhhPzpKrpaOO+YqIoYJIlLOPjIys1hbXzitm0pIyynDTM09xYNQzYf6ad//rlnsSxL318LXcsrUDVdE409/DMWwc40zFAIBzFMOIm5OkuB/esrubRjYsT841hGPSN+PnJjmO8f7yJIV8IRdXihQesZvLSXTy2eSl3La/EYZ3aK2jEH+IfnttO34gPgDXzivjC+DzTO+Ljue1H2XGsmVF/CEXTkCUJt8PK4tJcfv2eVcwrykIaV+dGFZX3jjTw/PZjdA97CUUUBCHuNZjucrBhUSmf2bKMnHTXrHbmDcMgEI5xuq2PHcebON7UzWggTGh8HOsTMYQkjcd3ZvIz3Ny+pJwNC0vJz3BfsUJ/96lWvvvm/oTfXFluOr/38AayU52Jc2KqRkPXIG8dqOdwQycj/hChqJKIRQUxHl/H5wUzme4U1tYU84l186+ZMvns4CDZjkukcggCo+Ew21taeXr58l89cmKC5UuxWvjgTAuLCnPYPL+MI61d+COTd2o/6hAEAafLxme+uJkV6yrYvb2OYwda+O6/v0t2noePf3Il9zy4nBSXDcMwaKjrxu8N09Mxwgs//DDpWu0tA6iqTnfHMKpybuK22swsWlGSkO8LgoDNbiYt08lA7xiRSAx7ysyCIO9okLbmAUorsikoSk9arLk9dhYtL+HI/mYa6nomkRNV8/MpKs28ITtDhmFQf6qLcChKa2M/P382uQ/bmgfQVJ2u9mF0TUdVNRrP9CJKIutun4fdkdxPN2p3a/7iQvIK0y/Jdp861o4gihzd30xr47nceU3TGOz3Eo2o9HSOTCInKublUVKedcnfJooCKVPsWg2M+YkqKs4pPnMjYBgGp9v6+cXuk3xwohnvpWT6BmiGjqZDVNHwE2XQG6S1b4R9de1YTBJf/dw93Lm8ckYBTv+on7Odg9Nus8Nqxn+NK0QMeYP8YvdJXt5Ty8BY4KLnqZqOqsUIRmIMjgWoa+/ntX11fHLjIh67fcmMvUWiMZWWnmF6R86V52zsHmJeYVYicPn+O4do7x+ZmuMy4uo6JRwjEI7RP+rneFMP7x1p4IsfX8vamuJpBxcNnYN8980DdA6M0T3sSwTEF4NBPFAbmQFh4AtGUWZhihuKxGjuGWJwLDjtzxRmeiYZVM4WLT3D/K9n3qRr0Dujz6maTucF5UUvBrvFNKX66nIY9oVo6BqMq52miRF/mPgdvHbva1XTOd7UzQu7TrL3dBvBSOyi5xoGqEa8jnxEUfGFYGAsQEvvMDtPtJDmtPGPn7+XNTXXlqC82SFJItmpk4m9YMPcgLcAACAASURBVCQ2I7PpUCRGQ9dgQgk16g8z6A0kyIlwVOHtQ/U8+85hOgenHr+GYRBTNGKKhi8UpXfEz+m2ftbMK5wVOTHsC/HLD2t5afcp+kYvXq5Y1XXUSIxQJMagN0hdez9vHjjDA7ct4FObFpPhTrki0s0wDHqGffx42xHePFCP/yLP5MRiPaZqFz1nKmSnpsTVBdNAOKbS2DVIeJx4SnXa6BvxJ8iJqKKy41gT33vrIC19w1POEUntDEXpG/FzpqOfJWV5cYJkGn2lqBpnOwd4/3gzH5xopn1gdEqV2PnQdAMtphKJqXiDEXqGfRxv6uGVvad5bPMSHt6wcNrlnv2haFLMcKqllzuWVlDX3s//8/x2WvtGks4PRRVCg2M8+/Yh/KEov/PgeuxWM6OBMN945UPePFifdL6uxUlUbzDC117YSTga45MbF2OawoBc1XRae4cTZaNlSeKxUARdN/jWa/t58+CZpL5RVI0hb5Adx5sYGAvwN5+9i8r8TGKKypsH6vnPl/ckV8AyzrX/pzuOMewL8seP3j5jQh/iscTPPjjOe0caCIQv8v4dTyVXxsdx74ifww1dvL6vjie2LGXriirsltmbOvuCERo6BxPzflSJj4cJcsIfivLyh6f4yY5j9I9OHXsZukFUVxOf7R7y0d4/ytr5xTcsbVogvjEUiEbRjGtv9H/TkROyJOJxWPnFwVo6h8f4/B2r0A0jISu7VSGbJBYuK6aiJo/7P+XlxKFW3nnlKD/93m4URePxz23AMOKqg1hUob62i/aWyWZtOXkeHE4b57+BbQ4z1gtYUUEQkMQJmdjM2+sbCxGLqTjdtiRlB8QrfTjddgwDRocnP3xujx2T6cZUYdA0fbwPVWqPt9NU3zPpnPyitDgJIQiois7YSBBZlqY0J71muMw9caU6LimpVBQNnzdMLKJw6MNG5Cn6O68wLaG8Sbq2x4bJfOn7IwoCGS4HdouJUPRc4NHYNUT3kI8M940tARrfCYrxzuEGnttxlLa+0YvK1KeLdFdcYvdRFlsbhsHZrkG+9do+DpzpuOyCfCoMeYM8+85hmrqH+PIn1lGWe3GSbDpo6R0mElN4cddJfvjekRkt/idQ29rHPz2/gz96dBO3Lym/LEFhAL0jfnaebJllq29taLpxS1caupowDANfKMJLu2t5ec8puoe9Vywey051UpDpuToN/AhDFMA2hQrnSt/l55fBDUZiPLf9KD/ZcezS5PUUKMryUJSVevkTz4NuGDR1D/Gt1/ax/0z7jBQgExgYC/Cj945wtnOA37x/HTVFl95MuBgMw6C1b4T/7xe7OHCmY9IzL4lxg2qTLGIY8R3fSEyZ0fiWJXHW+ekxRUvMB+Gowgu7TvDctqMMeqdP2gLkpbsozU2bFoljGNAz7ONff76Tuvb+JPXcbNA74uM7b+xnyBvkSx9fOyuflJbeEXzBCM++c4i2C4iJ86FoOm8drGdZRT7rF5bwws4T7DjedMlr+8NRnt9xjJqibBaX5V52HPUMeRnxhdl1soUdxxovSdqc6ejnJzuO82eP38Gp1l6+++b+S5bmNoA9p1qpzM/gcx9bNe01n6JqHDjTwbff2Ed9x8CsSPqzXYN87cVdtPaO8ORdKxLpLleKYDiWIOFHfCGefecQL+05lRQ3TwdleenkXUViwjAMIqqKOm5srekGMU3DH41Oel4Nw2A4HOZ4by8uq+W6rMVvOnLCYpK5f1kNrx87w5YFFczPz2I4EKIiJ4MM5411D70esFpNFBSlk1eQRllVNv/6ty+zb2c99zy4PG6KKAjYHRY++5t3sHpD1ZTXsFhNWK0mgoH4LoEkiVddziqKYjznTDemDBQMQweMKWV/wlXIKZstBEEAAVJcNr7we1tZvGLq2s1Wmym++BdI9N1V2pScFgzDQL2EbPlycsrxn0lWjps/+JsHE/4ZF55zoRIkfm2Ry20vCIJATpqT3DQXzb3DiePeYIRX9p6mqiBzyqDyeiGqqPxs5wmefefQxRl04sGXy25NtDUSU/CFopOCNIG4nDE/wz2jsSuKAgtLchhZHpftBcd3wIKRGKFobFw2PP0d4CtFW/8o/+8LOzna0DWJ/xIFgUyPgyyPE7vFhG4YBMJReoZ9+IKRpPMndrCiisafP3EH+RnuWbepsWuQD04086NtycSEKApkuVPITnNiM8toenwR2DXonbQrHScbfHz3zf0UZnmSZMAfRWS4HdyxpIK+UX98vETHx0xEIRSJEYmpM/a+uFVQkZ/BXcsr8QYjhCJK4lma6J/ZEG5XAl8owvfePsSLu04SvkTAaZJEnHYrVrOMYRiEYyr+UGRSIC0IAhsXlZLhuvXjnctBN5hy8W6W5SvyborEVMYCESIxhV/sPslz245OUgOYZIkUmxmrOW707Q9HJ93fRWW5pM1QPdbSM8zXXtzJofrOyf4KQrziVW6aa3wRKxCKxugb8THkDSU981FFZU9tG/5QlL/4tS1U5mfMOK4a8YfiJElde9I4lCWRmqIsVlQWUJyThtNuQdd1hsdz+A/Ud9A96J30DrKaZTLdKaS77KS7HKS77BRleciaQv0yHcRUjVF/KL7rfjCubJkglSZgkuLli21mGd0w8IejhCLJ96m6MIvsVOe0+yfdZacsN43att4p/2+zmMjypOB2xGMHw4BgOErPSNyj48JXcziq8Mre0xRleXh4w6IZpw70DPt4+1A9Rxq7QIDCDA/ZqSn4Q1FaeoeT1HneYIS3D9VjNcu8svc0kVjcZ6E4O5UMt4OxQJjWvpGkGKdr0Mue2laqCzMvm645GghzqrWXlz+sJRRVcDuslOSkIgoiLT3DeM8jHzTd4EB9B8cau3hpT21CKZDhslOYlYqBQXPPMP7QuWcvFFXYebKFe1fXTHsxvvd0G197cdeUqieTJJKb7iLNacdqNqFoGr5ghO4h7ySCwB+K8vOdJ4ipGl++fx0ux5WnLgQjcXIiEI7yo21H+MXuU4QvUBJZTDIOmxmrSUZR48qsC+exZRX5Cc+vqwFF13n1zBmO9PQCBv2BAB+2d+CNRLhwwajrOp1eH7X9/Xxy4XxSzNe+XPhNR06IgsD8giyqcjMQRQEBgTSHnSc3LMV+HTrkZoAgxD0L8grTyStMY6jfRygYxZPmICvbhWGA3xfGk+a46l4G00V6lpOUFCuDAz5CoRguzznTQCWmMdDrjUsy82a2q3CtIYoCWdluNFUjHIqRmu6YVDb0fJhMEpk5bpSYSlfbEBXVObMwN7rIIkKIE0eKoibyFicQjaqMDF1cbn85yLJEVo6b7s44cZCWkXLVCaH8DDcLSrJp6x9JBDa6YbD9WCP5GS4e2biY1JTrX/43qqj88sNafrzt6CRiQgDSXHaqCzJZU1NMRX7cQ2JCzqhqcaPP7iEvde39nG7vp3/EjygKbFhUOq1c+vMhCgJ3r6xm0+IyFDUuCY6qKooSl532jfr5+i8/pL1/9Gr9/CkxkXv69V/u4XhTd9KIdNotLC3P455V8ygdD0TNspQwhhz1hznZ0sMbB87Q3DOcCGoM4MCZdr731kF+9+ENuB3T9+I4HydbemnvH2XYFycmUmxmlpTlce/qeZTlpeMevz9xBZ3C4FiQnSebeefQWYa8waTf0tI7wi8/rOX3Ht5wySBLAJZX5vOdP3z0oud849W9nGg+p6ySJZG7llfyyIZF0/5tZpNMumvmZXVLslP53Yc3EFPUhEQ5pmjEVHVcgn6WF3ednPF1p4uy3DT++Qv3XTJ1omfEx3/8Yjej5y0WUp02vnDvGirzJ1d3uhCiKFCWe/k89Atx2/xillXkE1M0FFUlqsQlujE1Plafeesgx5snK+KuBcJRhee2H+Ol3acmLVxFQSDD7WB+cTar5xVRnpuGw2bBJIkYMB6Exsm22tY+6jsHGBgL4LCaWT2vKGGA9qsMXdcZ8U1WUnlSrJinkKBPFzFFZdQfYk9tK8++cxh/OIogCKS77CwsyWHVvEIq8jJwWE3IUvzdE44q9A77qG3r43hTD6OBMEvK8rBZpzcnTKT4ffO1fRxpSH4Hm2SJqoIM7l01jyXlebgdVixmE8J4W73BCA3dQ7x14Ay1bX2JRZVhGJxs7eXff7Gb//VrWyjMmr7aRtV0dhxrYvepliRiwmE188QdS3nwtgXkpLmQxHObWxOpLU09Q/x421G2H2tMWuQWZ6fyB49spCgrFYfVjN1qGv/87GIPRY0rJw7Wd/D9tw8yFggnCJya4mzWzCuiIj8Dp82CSZYSpN/AqJ9Trb0ca+phyBtkcWnutP1bBCHeB3evrGZPbSvDvhAp4x4jC0pyWF6ZT3F2Km6HDZtFTnhvxdU4EY43d/PmgTM0dg8nqS4C4Siv7D3NmpoiCjM9M+qTrqExvvd23Jz+qa0ruXf1PNwOK+GowvZjjfzw3SNJ5Nqhs10EwjH6RvxkuB18essyNi4qw2m3EAhHeetgPT/ZcSxpcX6wvoPHNy+dlpfUj7cdYdAb5LYFxTy1dSUFmR5EAc50DPDt1/fT0HUuJWVg1M/33zlEY/cQsiSydUUVT2xeSoYnTr6eaunlv1/dm0gbAWjvG6W5Z4jctEsTSrphUNfWz7df35dETAhAutvBhoWlbF5STn6GC7vFjEmW0HSdSExlYCzA3tNtbDvaSM+QN/E8RmIqr+49TX6Gm0c3Lr5ig/dwTGHYF+Ldw2fj80RMQRQFMt0pCS+zCQ8vkySi6QahaIzOwTFOtvRysqWXUERhYUlOwmD1akAUBHKcTgR6OdU3QDAWo9vnwxeNTrk1aZZl7quu4unly3H8KpITEGdLa7v6aewdojDdzaKiHIZ8IQrSZczirTVhq+OL5BRncmBvGAaDfV4G+7w43fbE4n/B0mKcbhv7d53lts3zyD/P78EwDDR13PDlCibu6cDusLBoeTFvvnyEhtPdZOd6EhPY0ICXI/ubSctwUjU/75q2Y6YQBIHFK0p4+5Wj7P2gnhVrK8jOOzehG4aBqmiIUtzE0mwxUT0/n7dePsLubadZuqoUT5ojqc8NY7KSwWyWkWSRYDBKJDz1bpooCLhTHQQDUfq6R5PKqLY29tPVPoQ7dXa7Z4IgsGJdBft3nWXPjjrKq3NwpJxjgQ3DQIlpyCZp1jtQVrPMXSuq2FvXnjA4hDj7/L23DtE34ufRTYspz8u4bmWAdcPgVGsvP952dNIOiyyJLK/I54k7lrGiqgCbxTSlM7RhGKyoKuC+NTUEwzFOtfXS0T/GiqqCGQdZgiBglqWLBtLpLgeO66Aw0XSD1/fXsetkciCa4XLw9N0ruX/dfJy2uNHrhb+xIMPN/OJsbltQwrdf38+2ow2JnSFF03nn8FlWVBXwsVXVSLMIQkNRJREkeVJsfPau5Ty4fiFuh3WS8zjEvRXmF8clqF97cRd95/lXqJrO/rp2Ht6w6JILZEEQSHXaWVl9ceLAk5K8ayIIArlpLlZWF874N84UoijisJqnNCmLqRqnLjAIvNpIsVlYXHbpd3dL7/CkHGWzLFFdmMnyypmZXM4EsiThtEkwBe85FgjjuU6EqKbp7K1r4+U9pyYpeSwmiXXzS3js9iUsLs/FLMsXfdfo1QafWLcAfyjC0aZuxgJhqgtnJ9O/1RBTtKSFzgRy011XpMwziJOi2442MhYIx+eGygI+vWUZyyvzsZonzw2GYbCkLDeu2glFaOgcojg7ddopCzFV4/UDZ8bJgHOLVlkSuX9tDb/+sdXkpDmnHCe56S6qCjO5bX4xL+w6yc8+OJ7YbdZ1g4P1Hbyw6wS/+9CGKX0DpoIvFOHtQ2eTKhJNtOXJu1bgsk/2RxAEAYtZZn5xNr/1wDoGvQGONZ4jWlp6RhgYC1xVr5T6zkFONPfSO+JDEgUWlubymTuXsbq6CLvVPOV9MoxcNi8pJxCJUd8xQF66a0ZxjiAILK/IZ/2CEvzhKOsXlLKmpoh0lx2TLE05LwHkZxjMK8pi9bwi/vPlPew93Zb0/7Odg5zpGKAg41y8PB1EYiqRWIAHb1vAF+5bg328CoZhGHzq9iU0dQ/x3tFzKRaBcJQjDV3Ikshjty/hM3cuR5biJFHmOFlxvKknrsQYR++wj0FvYFrpDL0jfkpz0vjKA+upLspKPAPpLgf+UJR/+dn7CbJW0w2ONHaDYbBqXiFfefA2ctNcif5Lc9rpGvLyrVf3oY4/F/5wNO6xUFN8yfHsDYT54XuHOXvBO6KqMJPfuGcN6xeWYDHLU6QpxFOylpTnsXZ+Mf/18h7q2vsT/w9FFV7YeYJFpbksLks2vZ8pDAM+PN1GY9cQ/nAUsyyxfmEpj29ewqLSXMxyPAaf9K4Z3zAa9gVp7hlh3ixTty4GSRDYUFzMmsJCfJEIX3z5l8zLzOSpZUsnP/cIOC0W0u02rLJ8Xeamm46cUDWd90418tqRM+gY5Hpc5KW6+Om+Ezy5YRlFGbdWHubQgI9v/MsbFBRnUFyWhSfVgabHTS337zqL3xvmgcfXkOKMB8qlFdnc89ByXvjhh3z9n99gw5b5ZGS7iEYUujuGGRrw8eDjaygun3lZTl3X8Y2FiUUVImEFvz9eKm5kyE9fz2g8YE6xJFIBtj6wjNrjHTz/zE6Gh/yUVebg94bY8dYputqGeOLzG8m5jsoJA+hqG2b3trrkfwjx9IbqBXFjzupFBWy9fymvv3iI//rn11l/Rw2p6SlEwjE624YYHQnwqac2kJufiigKLF5ZwtpN1RzY1cC//8OrrF5fSVqmk2AgSnf7EKnpKTzw+Jqkr0xx2Sguy+LD98/w+ouHWLW+ElEUMAyorMnFkWJFNkksWVnC+2+f5PlnduH3hknPctLVNsT7b5/CeoUSrtUbKjl2YB4736kl4IuwYm05DqcVvzdEe+sgkijy6FPrcbpmF8wLgsCyinweWDefH207gqKeC7jCMYVffljL4YYu7lhawdYVVRRmunFYzdf0xRYIRXlh50l6hn1Jx2VJ5ONr5/PF+1YnTYwX+12SICCJcWfyTYvKYNFHt7SfYRjUtffz+v4zScSE22HlN+5bzUO3Lbzk7kDc/VygNCeN3/rEOkZ8IY42nksLCUUVXt5zajx4m70U3Wmz8NTWFTy+eeklFx6CIGCzmLhjaQV9I37+/aXdSXmvnYNjNHcPUZabdkv7FM3hxmJgLMDPPjiRUPxMwG4x8cjGRTy9dSVp55UhngoTKklJErGaU7h7RVXi+K86DAOaeoZo6RtOOi4IAlUFmVdcyeRAfQeariOJAvesquZL968jP/3ic8MEcWsWRTLdKWTO0FfpbOcAr+2tS1IayJLIPavm8eVPrLvk9SbmpAx3nEwWBYHnth9NkGK6YfDO4bOsrSlm3fziaY2fMx0DkxR7OWlOHtm4GPdl5OyCIFCY6eH+tfNp6BpK5NQrmsbbh85y98rqq7bLe7ypB8MwEBC4Y2kFv3n/Wkpz0y9KCsXvE5hFmTSTzG0LSmb1vWaTxFceXJ8oETqdPp2YKyvzM/jifWvoGBhNMhXW9Hi1jTuWlGMWZ9Y/KTYL96+dnyAmJr7PZbeyZVkle0+3J6kndMNgXkEWH1tZnbTAnyDml1fmc6KlJzEeo4pG58AYNUWXr5wnSyKbl5ZTkZ+RdB9MssSKqgLKc9OpbTtHoBuGgdth5eH1i8hJTX7GLCaZpeV5pLvtSQaRnQNjxBT1ouSEYRjsOtnCh7VtSWk0hZkefvehDayZV3RRZXn86+MbRyurCvi9hzfwD89tS7pXPUM+Xt17murCzCsey7tOtqBpOlazzEPrF/Lr96wiw+W45LtmIgbNS3eTlz77tNmLISnOdTioysggw26nJitr1h4xVxM3HTkRVVX2NnTw2Y3LEUWBt080YDXJBCIxfOFr62B/IyBJIppmsPf9era/eQJN1RFEAZvNTFauhyd/czObP7YoMYhFKV4W1GyW2fVeLc8/s5NoRInX4HbbqJyXN6X54XQQCkT57n+8S/2pTsKhGAF/hGhU4b//9U0cDgtWu5l7H1rB/Y+uwmyRKSnP4st/cg8vPbePX/5kP5FQDEmWyMh28qmn17P1/qWXNVa8qjAMDn7YwLGDzUmHBVHg9q0LE+SE1WrioU+vxWIzsff9en74rR3EoiqSLOFy26hZVJBkNul02Xjyi5txue0c2d/ED7/9PpqqI5vi59/18aWTmiJJIvc/uoqRYT873jrJu68dw2SSqV6Qz5f/5B4cKVZEUWDZ6jIeeGwNu7ef5pv/9haySSI1PYV1t1dTUZPHgV3TL0F5IdLSnXzud+7ilz/Zz/FDrRzZ34SqaJgtMi6PnXWb5l1R3i5MBOKLaR8YY+eJ5qTAS9MN2vtHeW77Ud45fJb1C0pYN7+Y+cXZZHpSrskL8GhTN0caupKOCYIQL3917+WJianwUV8oRBWNdw+fpXckmbC5bX4x96+dP23ZoiAIFGWl8sjGRTR0DybliTb1DHOkoYu7V1bPup2rqgt5cP3Cae+IioLAxkVlvLL3NM095xYwmm7Q0D3IHUsrkMxz5MQcrg321bVT15asYBEFgS3LKnlq60rSZ2Go9lF/11xNBCNRXttXx6g/WQHncVhZUp43bYXAxaBqOgKwuDyXz9+z+pLExJVCUTXePdyQKMc4gZKcNJ7aumLa/iKCIGC3mHl002JOt/fxYW1b4n9D3iBvHjjDwpKcaeXKN3QOTlL8lOakUZY7vcojgiCwoqqA1BRrUtWdjoF4GeaKaaR2TQcTKpOaoiy+cO+aKzZgni4EQZhVxYiJz1YXZrJ+QQk/33kiafHc2jsyK8PGsty0cQ+Gyb+9uiCTFJtlkm/KisoCMj1Tj62y3HQkUUzEbKqmT9toNMVmYVFpLvIU5eSzPCkUZnk43daXlLqU5UlhWUX+lDFndqqT1JRkcmLIF7xkpSv/eHrK+f4NVrPMJ9bNZ1V14bRT3iUxrpq6Y0kFz+84lhhvqq5ztLGLtr4Rqgtnvtl7PlRNRxBg3fwSntq68pLExI3ClrIydMO4aQzfbzpyYqL+fIbTTmh80Km6jqbrNwWbc7WRnuHkj/72QQb6vAT9ERRFQxQFHCkWsnI9ZGa5EM97yARBwOW289CvrWXtpv+fvfcMkyM9z3Pvquqcu2d6ck7AYJCBRV4ssNjAJTeQoiiSS1KUaNmkZEmXj5yPji752D4+R6It+7ItkbISTTFpmTaSmwFsQE4DYABMzjl3TlV1ftRMY3q6MZgEYAD0/QeDmu7qb6qqv/B+7/s86zQr0HAcSSficFnIL3ThmikFMJkNvPiPHyMSjuHypHZQVruJF3/rMSLhOHaHNpAZTXqefn4b+x5bf8v2FpV5kGYW7pIksnFrOSVlufR2jxH0R9DpJfILnRSWeNJKSwpLPfyzP3oet8eW0SViJTRsLeNf/YdfIRHP0JkJ4M2/KawjCAJuj41f++oBHj3SwMjQNNFIHJ1ewumyUFDsxuE0p7w+v8jFV3/ncZ58bivjo37isQR6gy75+kzUNRTzB3/0aXq7x4iEY+h0Ep5cG54ce/K8TreVL/7WQQ4cqWdiLIAoCnhy7ZRW5jI67GPX/tqUe1dZk8+/+L8/Q36RC/1tFpWCKFBU4uFrv/cE/T0TTIz6icdljEYdLo+VwhIPZsvN7Iy8Qie//4fP4XCaMZkXt0CcTXX//c8cwGEx8tbZ5jSRoXhCZnDcx08+uMxbZ5upLsphS3URj26qoqpQ0zi4VZrkUojE4nxwuT2tnCPfZeM3nn6Eojs4+VyrqKpK/9g0J691pwSOrCYDz+1tWLqGhiiwr6GCklwn13tuugX5Q1HONvdyaEv1ov3c52I26nl+XwNOy+IFqIQZAc8tVUUpwQnQBL4SisLK9lazZMlMMBzlWGNbms5ERYGbFx/ftiydkSwaqqriD0V55cRV3r/YliZOvL4sj+21xavSl7tsZr50ZDtlee47Ojb0jU1zrqU3ZbEliQJPbK+lumhpi21BAI/dzKf3beR8S19SMFRVNWHAruFJNlUurI2laRD5iCVSRfdmF6yLxWOzkOu00TtnxzkYidI7unrBCdB0kT732BZqiu9OYGI1MBn0NFQUYDl1PSUINO4LLssBpNTrwm4xZiwHsZmN5LltKRsQRr2O6qKcW+76e13WlDWVrCj4FulWYzUZNOeyDG3R6yQKcxzodBLxGbFvASjxOpM6E/NxWk1Y5mm3+ILRW14nVVW50NpPa/9YyvFSrystU2Qx6CSRx7fV8OrJphTHnr6xaa73jFBTnLviLMwCt50vHt5Knnv19d9Wg6fraoG1EyBfc8EJvSRRluPip2evUuRyMOYL8u6VNiRRfCDVq0VJJDfPsWSbSkkSKS7LyejCMItOL9GwpSzj7wwGHRvm/U5v0LF5R8WS2gHg8ljTgh+ZsDvMPLKvdsnnXwzefCfe/KWlPul0EqUVuZRW3H4QFQQBo1FPZU0+lTW3T3sDbSGXm+8gN3/he2s2G6jbUJx2vKQsh5J599flsbL70cwuLbfCZDJQXVdAdV3Bgq+z2kzs3FuzpHODNlkqyXXyO8/voyLfwysnrtI5OJFRBtQfjnKpfYCm7mHeOH2dzVWFHNlWy9bqIgpuI350O4Ym/FzvHklTEN9eW8yW6ttbZD2IqKpK+8AYPSOp6bt1JV4qCha3QzYfh8VIdVFOSnBCmbGkm/CHKfDYl3zOuhIvNcW5S3YVMhv0lHidSKKQshs1FQijrNACLkuWW9E5NKnZE885ppNE9tSXzzzHD19fsxpEYwk6hyb45ZkbvH7qWtpOsMNi5Pl9DSsu6ZilpjiX3fXlK84gXAhFVekYGKdnONVJwGExsb+hYlnPiiAIrC/Lo7Y4N0V/ZioY4WJbPw0V+Qvq/yRkhVA03RLUsYTgMIAgkmaNGU8oKZkUq0F5npv9DRULipevRfJcNkwGXUpwIpaQk4v2q+cz1AAAIABJREFUpZDrtGK+hVilJIm452kk2cwGvK5bL4Rt5tRAhyY4vTinI5NBt6A2hdtqQieJN4MTgkBxrvOWG8wmgy5Nlysci9/SpjSWkLnY1s9UMHUjaltN8bItQDX7ZmdKcCIhK9zoHeHJHXUZ9Z8WiyhoWikNFQVrcpNdEISMGRMJRWEqHEZWVVwmEwZJumtj25oLThh0Ep/dvZGXTl3ho+YuwtE4fRPTfOXRbQ+FlejDTtuNQV750Wnii7SDKyzx8Jkv7tFsVrPcMzSlcysvHtHEJt8628x7F1sZnQpkTM2LJ2TGpoO8f7GNk03d1Jfl8dTOOg5trSHHYVlylFpVVQbGfXTPW4QLgsDhbTUZ0w8fBuKywqX2gbQ00nWlXjx287IHmkyBjaEJP5OBpQcnBLS01Fzn0lMdBUHAbtGU2uU5E6twNH5XrX+zPDyoqkrH4DgjU6luSlaTgce2VN818d/7BVUFXyjKuC+YdjwWT+APRxmdDtI9PMm17mGudQ/TOzqVtjAx6rV67eUu6DOxa13pihYdiyEWT3C9Z5jIvDnNulIv+e6lB3JB6/fyXDbqy/K52jWUEmQ439LHFx/fxnIew0y28Au/gbT7pKKmBT1Wys66Epz3wPlrpZiN+rT+QIUll3VIoojDalpQQ8E4L3BhMRpwLVDeo5fSXVTi8uKCJjaTEdMCGZJGgz5lET77vN4KSRTT5nwJWbmVzx3TwYhWNjLvBZurC5ftcmQ26ij1umjqGk453jk4QSSWWFE/YdTr2LWudEUivqtNXJZ5t70dg6Tj0YpyDPPmyP0+Hz9svMylwUESikKl281nGxrYVlR4V7S81kxwIiErSdXdfKeN33r8EYKRKIqiYjbqsZsWJ0iT5f5GlhVCoSjx2OI6yWgkvvQBNcsdQxI1f/SKfDdP7qjj3QstnGvpo2t4Is17fJZwLM6Ftn5a+kf54EonXzi8lZ11JYuytJpFVhT6RqfSIv+5TguVy8wQeBBIyApt81If9ZJIgcexoprtTDts08EIoXk1zIvBqNdRmudCv8xFnUGnS9tRk7N9QpY7RCwu0zMyRWze7mehx0HZEqwcHxYisTjffOloxvRyRVWRFZVEQiYSTxCJpe/mg+Z+8tSOOl48sn3VggmCoJWI3GmicZmOwYm041WFOSv6W3SSSHm+G5Nen1J33z82zXQwgneBHWSdJM7snAsp86cJf7pt60IkFCWtjFIvSdhWKbNllnWleejus6wJYGaBPm/dsoyhSSeJC5ZgCghp18egkxa0uRUEISVjSFUXH5yy3UasXXMGmftZYF8gK2d+W7T2qBnbM1v21TWUuhFlMerxOpevZaa5QKU/t2PTQRKLDNrcCqNeoq7Ee/sX3kXGQiF+2KjZke8sLkoJTgRjMb59+gyvXr+B12rFbjTwfnsHrWPj/Psnj1Dv9d7x9fiaCU68c6WVEo+TdUVeznX0sb2yGK9jeWI0We5f1jUU80d/+vl73YwsK0AQBCwmAxsrC2ioyGdg3MeVzkFOXevmbHOfJnSUIa0xEI5xoqmLlr5RPn9oK58/tGXR7h4JWaFvbDrteHmeOy3t9GEiGIml7fAqKhxvbKd7KH3CvFjml4mAlq0QjSc0ZfUlDFxGg478FdRhCkIGibBsbCLLHSISTzAwnt7XVBZ6bpl2/TCjQpqjyWIRAKfNzAv7Gnjx8W3LFijMhEmvJ8995+eY8YRM/7yxSRCgMMe+aDHiTAiCQFGOA5NBlxKcCEVjDI77FgxOaOLGLswGXYpGVEvfKNF4YtHuBP1jmv3kXGwmAyXe1XMXMOp1M3X6q3bKZaGqKnFZIZGQk+PqmC+ELxghFI0RjSeIxeWZsg3t5+GpAL7QyoX8JVHAtNCzIpB2fXSSeNv7uNxLajbql3Q/BFiyvtVCTAXCTAZS+xRZUfnBexd488yNZZ0zoSgpdqKz+MPRNN2bpWIxGZZdbnKnGA+F6JiY5GBlBU7TzcCRqqqc7Onh3bZ2dpWW8Pt795BjsfBRdzd/9tHHvH6jmQq3G4v+zo51ayY4caVnCKNOosLr5q3GFuqL8xZMG8qSJcvaZ7bWsDDHwf6GCgYn/Hx8tZOPrnbR1j+WVlMMWqT6u++cI55I8JUndy5qd0lW1IwT4FynFdMd7kTXMpP+UIqPPWhZJhfb+rnY1r+qn6Wo6rIGcb0kLbirkiXLWiKekNMcJECrL1+pg0SWmzitJjaU5/PCvgb2b6xc1cUNgMWkvyvlftF4Im2BatDpsFtMK64/d9vNac9cLC4vKgNic1UhTqspJTjRNTzJ+ZY+9ixChyOWkDl2qY2pQOrfVux1UZ63ehbyZqOmR3CvMqdlRWFkMkDn0ASN7QNc7xmmb3SaUDROPCGTkDXBfkVVUVQVVVFRZrIQ5utfLRdRFJb8rAqigCTcmWyT5fRzq1kKMO4LpmVYReMJjl/uWLXPmEWeub8rwWY2rDlb81Asji8SodqTmlnsj8V4t60DSRT4je3b2ZifjyAIPFlTwwedXZzv7ycYiz08wQmHxcSptl4SikL/xDRn23uxm1J3PDeWFqyaEFKWLFnuHqIgYLeYsFtM1Bbn8sK+jZy63s3b51s4e6M3ZecHNPeHH7x/kcrCHJ7aUXfbiYmiqCnWlrM4LCb0urU1KNxN/OEo8gqj/ktiGZMxURRW7COeJcvdQlYyC/4tVBP+sKNlN92iD5/5nSiAQa+jLM/FluoidtSWsLOuBIfVdEcWpiaDHukOCmHOEorG0oK2ep24Klk2FqMhTdMgISsEFyFIWVWYw466El4/dT15bHw6yN++eYY8l43KQk9GF63ZDIKTTV28fuoa0TlaGpIo8PTOuhVlhMzHqNfdEx0XVVUZnQ7y1tlmjje2c61neNGCkauNgLDkZ1UgPZtitVjO92Y12zK9SFeR1WKlMSaTQX9HRXeXg6yqJFQVuzF1TT3g8/FhVxdbCgvYWnjT9ces01PtyaFxaIjYCstcFsOamRE+uamGfzh5mZfPXqNzdJKfnbmKfl6k8A8+9Wg2OJEly32OIAh4HBY+8cg6dteX8fHVLl463siNnlSnjUA4xk+ON7JnfdltxbBU1IylInqdtCbVke8Wsbi8ars3dwpBYEFl+SxZ1hKKoqbpTQAYdRJrbP65JtBJIvsbKijwpLpWCWguAyaDDpfNTJ7LRonXictmxmkxzaSO37kLqp36zt+whKykLW5EQViVnVRdBlFDZSZ4cDuMBh0v7NvIueY+hib9gFaC09g+wH/43rv86sHNNJTn47CakjvlkVicCX+Yk01dvHziKoMT/pS/ae+GCvY1VKz475qLFtS6u1+seELmcscAf/2LM1zuGCC8QFBCr5Mw6nUYdCI6SUISBSRJE3iMxROMTAWWLICZmbXUudz9ezKX6CIF89cKa1Ev0aiTsOj1jIduZlkpqsrRjk6mIhGerKnBpLsZIhAETa9M68/u/JxyzQQnqvNz+LcvHGIyGObP3viQf/rUvjSlWaNucc1VVTVZcqxFDxf/YERicV47eQ29KPLkI+tWLL7kD0V4/0IbDquJQ1ur1+RD+jATCEc5erENs1HPke212ftzFxFFkRyHlWf3bqC+PI9v/sMxLrT2pyymW/rHOHWjZ1HZE2tq7F7DGHQSm6oKyXWsvsONd7k13Nl7l+U+IlNXtLZDgPcOg07i84e2smdD+b1uyj0hU3BcZRnOGBlQNRXDlGOCkPkzM7VrU1Uhv/7UTr716olkiaWsqFzpHORa9xBFOU5KvE5sJgOKCtPBMD0jU4xOBVKedwFNtPK3n9u7oCvD/YCiqJy+0cOf/uhoRh2rWa2PuhIvFfluvC4bLpsJq8mAyaDXAhV6CYNOoqVvlP/80vElC41muR3pz7fdbGRLdeGqu+9YTcY77uhzL8gxWyh1Oviwq4tPb6jHa7VycWCQnzU1UZebw47iopQAqqwoTEciGHW6u7JOWjPBCdC+9FajgQPrK3BYjMtOe+sf8/GnP3qfaCzBv/3SkYy2d7ciEkvw+olrmAw6DmyuXPFDOTIZ4O/fOU9xrpMDmyqzNalrjPHpEN975zweh5XHtlSv6v0Zm9aEHws89nsa9EjICoPjPlw2U1Khey0hCgLVRbn89vP7+OPvvJUyIQiEolztHOTwlmoMC6T+CwhpPtmgfZ9XZ9fi/sSo16WlE5oMej69fyOPbqpc9c9bS1ZZWbLcCURRyDhORGIJzVYxO8RnmYPRkN4Hy7KSMftmqUTjcpozkSiIiy6rMOgkntu7AVlR+P57FxieDCSDJrKi0js6Re/o1ILnMBv17Flfxm8+s4t1pXlrbn6xVDoGx/n2ayfTAhN6ncTmykKe3buBzVWFuG1mrCZDxuyVWSb94TWXzv8gkOn5dtvNfO2Z3VQVrq47m4CAdQHXk/uVQoedp2tr+Ztz5/lHP/05TpOJnqkpBEHgG7t2UeRIzXSLyDJtExPk22xptqN3gjUVnABtMv2JLetQVRVfOEJCVnBaTEtKgTvX3Etj2wCRWIILLf1LCk6sNnluO199emdG4aIs955cp4Vff2onNotx1e/P3799nlA0xr958fF7mrY+4Qvx777zFl9+aieHtlTds3YshCgIbCjLZ29DBT8+3pg8rgLdw1P4w1FyFghOiKKQ0d7SFwoTT8gP7aLZbjGmWYzJioKiKBmvV5YsWRZGEsWM5aXTgTAJReHB22PLshIsRkPaRlssLhOKxFDVldXi+2fmyHPR68Ql9e1Wk4HPH9pCfVkef/n6Kc429y7qfQadxMbKAp7YXsszu9bjtC5cenk/EI0neOXEVVr6RlOOG3QSz+xaz28/vw+v07roAMzDuy1yZ5mfVQ9acFgvLe3Zf5gxSBIvbt2CCrzT2sZYKEhNjocXNmzgufXr0uaNQz4/LWNjPF1be8fFMGENBidUVWVoys9Lp67QMjiKoqp4HTY+t3sTG0rybhukCEfjXGjtw2TQ43FYOHmti+f3N9wTQR3QFgfP7Wu4J5+d5fZYzUY+tXfDqp83FIlxo2eYYu+9970fmQrQmcFnfa2h04lsrMjnx8dTj/uCEWLxhXeZJFHIaNU0NBEgHIvjyDCYPQx47BZMxtRuPhpPMDYdRFHVh1qPI0uW5WDQS+Q40vuagQkfsbjMQ+xcnCUDekkk321LyUBIKArjvhAJWV7RpsjoVJDYvPp7o163oI3ofFRVJZ5QGJkKMDrHdtppNVFVmENClonGE+h1OmxmAx67hboSL3UlXioLPOQ6rfdsfr3aDIz7OHW9Jy3gs62mmN9+bmmBCYBoLL5ip4cs6XidVkRR0DLVZvCFIvjD0SVbmT/M2A0GvrZjO8+tX0dMlrEZDHgslozr7BKXk2+98Dx5VitmvR5FVZkIhbDo9VgMqx+SX3PBiZgs8/K5a0wFw7y4fysmvY7znf185/g5/tVzj5Hvsi/4/oFxH809o2ysLMBlM3OprZ/u4Umqi3LSXivLCs29I7T0jhKXFcryXJTlu1MebFlRONXUTf+4j6d21uGaJ8wXT8gcv9ROLCFzYFMlDqsJWVFo7hnhQutNq77iXCeHt9Xcst3hWJwb3SN0DU0QicUx6vXku23UlXrJcVhTUsNUVWVsOsjVziFGpgLodRKVBR7qy/PTvJCDkRgnm7pw28xsqy2hbWCMG90jhGNxXFYzm6sLKfDYCUfjfHilE0VReHxbbVraVCAc5b3zrbjsZnbXl2FaRslNQlboGZ6krX8sacWW67TSUFlAvtuWLuykqHQPT9LcO8KkP4wkCrjtFioLPVQUuNOslUKRGE1dQ/SOTBGJJ7AY9eS77awrzcNtNyfPrygqLX2jnJuzQ1DgsfPEjrpbtj0SS9DcO0LnwDjhWAKjXiLPbaO2xIvXaUMUBS2wNuGnuXeU5p4ROgYnCMcSfP/dC8lFYGmei4Obq5JtUVXNArO5d4TBcT/xhIzVbKCmOJe6Em/KoN83OsX55j52bygHVK50DDHuC2IxGlhflkdVUU7y9Yqi0tw7QvfwJCeudhEIx/jgUjt9I1PJnZq9DeVUFeasmY5cFATcGYQvo/HEbQd4nSRRmiEQ1D08yXQwQr574X7jQcVi1FOU46RraDJ5LCErdA1PEo7GH8hayixZ7iQmvY7iXGfa8Y6BCUKRWNocIcvDjUGvo6LAw7mWvpTjvaNThGPxZQcnVFWld8bSci52s5ECz+LHO1lRef3UNb712omkLWiJ18nXn93LoS3VGHTSPA03rQQ7k5PH/YyqqgyN++genkw5Lgjw3N4N5LqWFpgATdQ7kcgGJ1Ybp81MntOWFHIFbY7eMzzFzrqSu2IR/CAgCAJGnY4SZ/p4Nh+H0cjmgoLk/4OxGP/PseM8XVvDJ+puvXZaLmsuOBFPyHSNTvK1QztZV+QFoDLPw396+Shj/tCCwQlZUWjrG2VowsevPrYZvU7ioyudXGztT9oizRKOxnntRBMvHWskGktg0EuYDHrqy/NnggM3H+6u4Un+x88+xGM3py1gu4Ym+MvXTlJVlMPBmZR5VYWRqSCnr3Uz7gvRNTTJI+tLbxmcmAqE+evXT3PqejeKMuOVPBP9O7ilin/8qT3YZ7ZjFFXlzPUe/uYXpxmbDiGgORVIosjeDeV85akd5M1ZiPlDUX58rJE8l42BcT+vfHyVCV9opt5R5V994TAFHjsqcLl9kOOX2ijMcbC1pjiljedb+viLV07wmUc3LkvYSlVV3jh1nZ8ebyQYiaEoKqoKcVkm323n9z/7KFuqC5Odfywh8975Fr7/7sWZ9Ed1phZSoCjXwR/82mPUFOcmzz8+HeRbr57gYms/qkryGoqCwCd2r+fXn9qZTO1XURmfDnL6Wg8T/hCdgxNsqS68ZXBiOhjh7355ho+vdiHLSsr92buhnG+8sA+n1YSiqpxv6eP1k9cYmw7iD2opl7+YY9X1yPoyHt1UhSBo16RzaIL/8g/HGZ70IyuaqndCVjAZdPzKo5v4lYObkwGnjoEJ/tfrp+gcmqBraILBcT/ReIJoPIHNZOA3PvEIz+ypRxQE4rLMG6euc6NnhIGxaRRF4WxzL9d7hpNtKc1zUVWYHrS7V6gqGVWxDXoJ8TYZU5IoUJrnwm42JoW9QIumX+kcoq7Eu+rtvR/Q6SQayvM50dSVcry5d3QmsHVnFfHvb7LXJUs6ep1ERYEbs1FPeM7CcGw6wLWeEYoyBC6yPLwY9Trqy/LSdnpv9I7gC0aWnYbuD0dpHxhL2+WvK/EuevNIVVXONvfw3XfOJwMTNrOR335uH0/uqHtgMiIWg6KoDE0G0q6n22ahuihnyaOBoqj0jk2l2aRnWRmCIOC0mqgtyU0JTgA0dgzwyd3rsZmzwYk7jayoXB0aZmthwe1fvAzWXHACBAQBAtFYUpgnGpeJJeTbeutGYwnONvdi1OvYXFU4E3DQcbG1j6cfqcM+ZxC41j3M3715llKvi9985hEqCjz0jkzx3bfP0TsyhbNSu+CiILCjrgS33cLxxg4e31abzGKQZYXG9kGmghH2bChP7kJKosCBTZXsri+ja2iCP/rbNxds94XWft4538KhrdV87tAWrCYDE/4QN3pGKPDYU7Ih+ken+fOXPyaekPnG83vZVFlIMBLl3fOtvHaiCb1O4p88tydlcFIUbdEcjMR4Ztd6NlYWkFAUugYnWF+WB2g7rPs3VnDsUhsfNHawqbIw6dkei8ucbOrGoJPYua40o/DgYqjId/PEjjrWl+VR7HWSkBXeOdfCd948y88/vMLGygJ0knZtp/xhvv/uBQw6id/94mEqCtyEonE6ByeY9IfTdgY+utrJh5c7+dSeep7dtwGzQc/YdJBrXcNUF+emtFkUBHZvKGd7XQm9o1P80d8sfH+udgzyy9M32L+xgi8e2YbNbGQqEOZGzwgeuwXLTNBDFASe2lnH4W01NPeM8MffeYttNcX8iy8cSqZJSaKYUmPqsJjYs6GcPLeNdSVeDHqJlr4x/uLlj/nJ8cvsri+jek4QJhiJ8cap6zy1s45/8txeHBYjF1r6+V+vn+KlY43s3lBOrtOKQSfxTz+9H0VV+enxy/zFKyf43c8c4MCmiuRidG4Abi0gKwq9I+niW267JS0jaD6zCtoVBR6udA6m/O5YYzuf3LX+odSd0EsiW6qLMBt0KYGf9oFxrnUNU+J1ZZfgt0AnCjPB3xlUNZuimwVBEKguzCHfbadr6Ga5XDgW54PLHTy6sXLRgoRZHnwkUaCmOJd8ly3FerNvdIrW/jFKllH6qaoqg+M+rveMpBwXgB11JYsu1wtF47x5tpmB8ZvijzvrSthTX3bb+faDhopKOBpLO+60mjAZlh7E94Ui3OgZSQt2ZFk5DouJzVWFnLzWnXJ9G9sH6BmZYkN5/j1sXZbVYM2NoCa9xCNVJfzt0bOcLM7DqNPRPjJOaY6LIrdjwfeO+0JcbO1nQ0U+XpcNi0lLj7/Q0s/IVCAZnFBVOHaxjXAkzhePbGN3fTmiKFDgsZOQFW7M6fAFQaA418mu9WVc6Rike3iSyhk12OlQhJNNXXjsFnatL0t2XoIgoJMEdDMe3rcbKGIxLW29wGOn0OPAYtJTmONgQ3nBzPm018mKwvsXWhma8PN7nznAEztqk4ve4lwtdfv9i20c2VHLhvL8m6UDaJkIz+yu5/FtNcmgQ0NFasRrU1Uh1UW5nGvuo39smtI8bdDsH5umsX2AykJPynmXgiAIbKouZPOc7AhVVfnUnno+vNxBW/8YsqLMKUtQCEXiePOtlHidM6UTIpUFOSnXZJZINIGqqhTlOChw2zEbtWu4sbIw7fVz74/ZoL/t/YnGZWRZId9tpzDHgcVkoDDHwfqy/JRzC4KAQa/DoNccEURB+wyryZCxhksQBHIcFr705PYUy9vCHAdXOwf53jsXmAqEU2roVFWlssDDb3ziEXJn6h+9LhuN7QOcbOqme3gyeXx2MT7rcmE06LCaDGt2p9wXjHDqenfKMUHQglqZBOjmk+eysbWmiOs9wykD1pWOQd672MonHln/UO0EwcxCqiiHjZWFKUJnsqLw6slr7FhXgtd5f1u/3SlmvytJ9XpVZToYyda0ZqE83019WR49w5NJ62NZUTl9vZszzb3sayhfkoh3lgcXQRCoLPCwsbKQoTluGLGEzC/P3GBPffmSA+fxhMxHVzsZGPelHC/Ld7OxsmDRIpvjviBt/WMpbqQFHjtW09pz9brTCAgZM060jNalSVuqqkpz7yjn55XyZFkddJLInvpyXvm4KcVVZXQ6yGsnr1GR78aSLVm9r1lzo6ckijy9pY7ndtQTiMQYmvKztbyIrx3aedsFSmP7AJP+MFuqi7FbjOh1IjvXlTI6HeBa1810dkVVaB8YJ9dlpTTPlRJUqC3JTcmwALCZDezZUEYoGuPsjZ5kal7/6DSX2wfZs6GcHKdl2X/z+vI8qotyeOloI//z5x/xweUOzUdaVVMGmVAkTmv/GBajgc3VhSmTH7PRwOaqQsang/SNTqepBOe77WypKUoGJjJhMxs4uKWK/rEprnYOoahaicmNnmEGxqbZt7FiRbvPAuCbsYb88HIH755v5eOrncQSMvGEnJLyaLeaOLythssdQ/zpD4/y+slrdAyMk5DljAPvttpiinIc/N2bZ/n2qyc50dTNhC8EqIseqG9FbUku68ry+PlHV/jvP/2I45faGZlMvz/LQRAE4gmZzsEJTjV18d6FVt4628zwZABZVtKi7jpJoqY4NxmAAE1JOsdpRVXVlDTjO4miqCTklVuhzRKNJ/jFmRvc6E3dCXJYTGyqLFxUUEGvkzi0pTpNDMwXivD375ynqWtoVbzl7zdynVYOb61OZvjM0tg+wI+PNxKKpO8WZQGXzZyi9aMoKn1j0/hC0QXeleVhwKDXcWRbTbLccpax6SB//8452gfG71HLsqxFrCYDT2yvxTlHmFlV4XxrH0cb25a0u66q0Nw3yi9O30gZz3SSyMHNVRTlOBYdWJBlNc3StH1gnNHpwEM3Vs6WC8xn3BfCF4ou6XpM+EP87KMrTAcjq9nELHOoK/Gyc11pyhw8npB553wLxy93EF8Fq94s9441lzkBWnr8ExtreXqzpgGwmI42Gk9w9kYvgUiM9y600NQ5iIoWGVZV+OhKJ5/cU48kisTiMuFYHItRj8mgS3m49ToJ27yImyAI7Kovw+OwcvJaN0/srMNtM/PRlU4QNGFB4wI2h7ejPN/NP/+1Q7xzroVjje18eLmDYq+LQ1ur+cSudbhsmphjLCHjD0UxZLCKEgRw2c2oaDvQiqIiSjf/MJNBU1peCEEQ2F1fxs8+uMzRi23s21iBJIp80NiBe152yFKJJ2RONHXxykdNjEz6UdH8sVFhZNI/o35+s/O3GPV8+cntFHudvH22mW+/ehK3XRP1fH7fBmpLvCkLh5qSXP7lFw/z1plmPrrSydGLbZTluzmyvZYjO2pxWJa/E1DidfIHnzvIO+dbOXpRC6gU5Tp5bHMVz+xZj8duWda5VVUT/PzBuxdp7h0hlpAx6nWY9DqGpwKatsW890iikHweZhEEQbMqndGxuBuMTgf4zlvn2FCex9aaYtw2MyaDfsmZCYqiMhUI8/b5Fv7+3fMEwqkL5XWlXh5ZV7ro61tflsfj22r54dGLKcGu1v4x/utPP+Drz+5ha3XxzPf+9ufU9Eu0LB5/OEqOw7Ki7/q9QBJFntxRx8dXu/h4jvZEOBbnpWONCILA5w5uwW03L3q3V1XVZH/U0jeKJIrsqCt5oDJTqoty0euklIVDx8A4Z5t7OLylZsFAb5YHn+21JezfWMGbZ5qT2RMqcKGtn//20w/4+rN7WV+at+gSD1UFWZEJReMEwzFyndas/fgDgiAI7FpfxoGNFbxx+noyU2HSH+av3jiN22ZhZ13Jbe+3rCh0DEzwrVdP0DOSKtwH7/3PAAAgAElEQVRYke/m+b0bliRWbjXp8dgttHMzmHaxrZ8/+dFRjmyvoaYoF6fVlFFgcFYYUxIF9JKE0aDDoJPu24wLQYB8tw2P3cKEP5Q8HozEOHmti/VlebctaZ4Vq//fb5/jw8sdd7rJDzV6ncSvPLqJ8619KeXAE/4Qf/n6SSKxOE/uqFtStrCiqkRjCaaCYa73jFDgtmdLRO4Ra26WHY0n+MnpKzxWX0W5173o9w2O+WjpG8VhMWI26JMRS50o4XVZae0bo390mrJ8NzpJRCeKRGKJtIi1qs7uCKd28NrivJTXTjTRNzKFKAicb+mjtjhXE8tZQYc8m7FRmufi2b31nLnRy9GLbfztL84wOhXgH31qN1aTIVkmIisqkXi6cGBkZtfcOC/gkvycRVSXe11WHt1cxWsnmugcnMBs1HGlc4h9DRXkuZeX/q2qKh2D43zrlRMIgsBvPvMIGysKMBn0TAXC/MkP30+6d8y9Jm67hef2buDg5iqaOoc41tjO0YtttPaN8odfPkJ5gSf5elEQ2FCeT2Whh08f2MjJa90cu9TOt145wVQgzItPbLvNoH3rayMIAlVFOfyG18knd6/nXHMv719s53+/fY6hST9ff25v2g7aYojEEnz3rXMcb+zgc4e28NTOOhxWE5Io8ONjl/mrN05lfN9asH8MR+McvdTGG6evke+ys7m6kIbyfCoKPOQ6rDhtZmzmzOUsqqoSisYZnvTTMTDO2+dbOHOjJ21H2mY28Jn9G5d0bY16HZ/e30Bj+4CWKTHnd1c6h/iP33uXZ3bXs7+hgop8N05r6u74bPvCsQRTgRDDkwF6R6Y419LLwLif/+vLR6jI93C/4bZb+NIT2+kYHE+pe/aFovzgvYu09o3x7J566kq85Lnt6CUxrU9LyDK+UJRJf4iBMR8t/aOcbe6lpW+Uz+zfxLba4vkfe1+zrtSLy2pKyUaaCoT53rsXsJtNbKstXnCyqqpaeZooPliq9lk0HFYTnzu4hevdI3TO0Z5QFJUzzb0MTvh5dk89u+vLKfW6MgbIlZlstwlfiJGpAB2D45xv7SMSS/B/vniEPFe25OpBwW4x8rnHtnCte5iOOdbe3cOT/JcfH+NLR3awr6GcPFe6c5mqqvhCUS609vGjo5e40NqHPCf4rglob6ayYGljk9thYUdtCY0dA0m77oSscKKpi4tt/Rj1kjaGZ+i+xJnSUZvJSFGOg9qSXBoqCjR3tPvQsUYQBPLddmpLcjl9vSfld6+fuk5diZd9DRUZNydUVSUWl7nRO8JPPrzMu+dbiWaYo2dZXeqKc3nx8W38xSsnUoTQe0am+PNXTnC9Z4Qj22qpKvTgsVsybihE4wmmgxEt63xsmqbuIc439zHuC/GN5/ZmgxP3iDUXnIgrCk39Izy6vnLR71EUlZb+MQbGfLywv4GvfuKR5O9UVeVnH1zmR+9f4lxzH6V5LnSSSGGOg1PXuhmfDlE+xz50bDrIdDCCY156lwAc3FLFzz64wpkbvUwHI4xMBviVg5syep4vlrk73WajnvICD2X5HvZtrOBPf3iUt8428ysHN2E1GbCaDJTne2hsG6C9f4xCjz3Z7oSs0NI3itVkoNBjX/YC1qjXsW9jBe+ca+H4pXbsM9aoexvKl207qKrQPTRJ99AkX/vkLp7auS75twciUaYD6alvs9dFr5PIdVo5uKWa3RvK+P47F/j+uxe42DZAWb4n6Xoxi8VooKooh8rCHPZuKOf//f57vHnmBs/vb7hNcCJzxsHcc5sMesry3ZTmudm/qZJv/ugYb51t5lcf25y2gNYuv4CsqCiKSqZNVl8owsXWfmqKc/nswU14ZyaisqIwHQyzWkkQoqCFpWRZRvM7WR0URSUQjhEIj9M+OM4rHzfhtpvxOm247WY8DgtOqwmzQY/RoENRVCKxBNOBMGO+IEMTfvpGpzOqWVtNBj5/aCsHNlUtaWE3W9/7O8/v45svHUtZNKiqyuCEn++8eZbXT16jssBDgcdOrsOKyai1LxzTBqoJX4gJf5DBCT8TvhCKqlLgsSPLi7spiqLSPz7N2HSQcDROKBIjGI0TjsQIReOEotq/E74Q/fPqhqPxBD8+3si5lj7MRj0Wox6L0YDFqNf+b7r5c/mMHsftrpEoCGyvLeGfvrCf//Hzjxie42cfjMQ41tjO+ZY+yvJclOa58Ngt2C1GREEgGk8QisSZDISY8IeZ8IcYHPelWNglZJlVe2DXCMU5Dg5uruKl443JP01F0zD5D997h931ZdSX5ZPrtCKJAvGEQigawx+KMhUMM+EL43GY+epTO7EYF9d3+oIR+samCYSjhCI3n5PQzHMTjsYIhGNp5U8AV7uG+M8vHcNhNc08M9pzM/+ZyXFYKMl1pQXl1jpDEz5GpgIEI7GZazNzfSLadQlF4zM7XsNp7/3lmRt0Dk5gMc37Ls3+bNKuV3Guc9GZcKIgsLGygN/65G7+x8sfMTQn6Ddrg/3t107y84+uUp7vpjDHgceuZV7JskI4FmcqoH2fxn0hhib8TM5oDK0vzUvJ/Mpy/yMKAhvK8vn6s3v5bz/9kMGJm/1+x+AE33zpKPVl+WysLKCywIN7JkMyEI7SPTLJ9e4RrnYOMRVM3cgxGXR8ev9GPrl7/W1dreajlySe39dAx+A4xxrbkyUeiqoSjMRYbFXC1a4h3j7fgstmYltNMZ8/tJWt1UXo77NMCo/DwuNba2jqGkrJ4uwfm+ZPfnSUw9tq2FNfRlmeG4tRTywuMxkI0zYwxuWOQc419zI04UdRNQe9A5sqGRibprV/7B7+VQ8uBr2OZ/dsYHQqwI+OXkqZk0z4Q/z0g8scvdRGeb6b4lwnbpsZq8mAiraZG4jEmPCHmPSHGZ0OMDIZSH4HrCZDVgD7HrLmghM6UaTU42RkOkB5rntRE6hwLM6Flj50ksiBzZXkOFL1H/Y2VPDyR01cauvnyZ112C1G9jSUc7yxg7fPNWsLFKcVXyjCL0/fwH+LmuLyPDebqwr5+GoXgXAUURTYs6F8RZM8RVHpGZkkGpfJc9mwmgzJ3RRFUVM691kXkHfPt/Dqx00UehyU5DmJxWUutvZzrrmXjZUFVK0gk0MQBGqLc1lX6uVCaz+SKFDocbChYnlCmNpJtSCDKApM+EMEIzHMBh2TgQjvnW+lZ2QyTbF60h+md3SKfJcNh82EJIgEIzESsrYTOTd9XFZUOgfHUVXIc9swG/XIijb5U9TZa7iIRmZAUVX6RqcIRuLku23YTEbt/kTiyIqCXpIyBoIcFhMmg46+0Sm6hycpzXMhywoqJIM8OlFEr5MIRqJMBcLkOK1EonEa2wc4c6N31Uo0PA4tO6Cpc5httcXYzEbiCRmDTkqKZa4Giqoy7tMm2qBdUUkSU/zQFVVN2rHeCofFyKf3b+RLR7an6SQsBnGmxOB3P72fP3/lY7qGJlM+T1FVRqYCjEwFEAQhJUtgMe1bDNF4gr/+xWlONHUl7YG1QJWS9vP8j0rICudb+7nYNoAoammzoiAiioL2f0FAFLX//19feoIDmyoXFXAy6CSObK8llpD5X2+cYnjCnxKS84ejNHUPc617GEkSZ9TaBU17RlFSduoeBiwmA8/squdscx8dgzfTnlVgYNzHqyeaePtcC3pJhBnhTEXRHD0SM3oxm6sK+dKR7Yv+zLMtvfzPlz/GH4pq13zmnIqiIqtK8udMz+fQhJ9fnLmOKGj3ThQFxJlnRUr+rKWX/+GXjiw6YLJWeOn4ZX5x+jpxWb55TWa+Q9rPKoqqZIyRXese5kbPyJzvkDjn+tz8jv2jT+7is49uypjGnglJFDm0pZq4LPNXb5xiYNyX8vmyojIw7mNg3JcUSBZFIZlVk1AytzfLg4kkiTy6qZJQNM63XzvJ8BwrxEgswcW2fq52DmI06NCJWr8iKwrReCKZ2TAXs0HHM7vq+dondi1KNDoTbruZ5/c1MDjh5+pMOfRymQpEON7YQXPvKN94bi9P71x3X5UmSaLI41trOHOjh/cutqX8bmQqwM8+uMxbZ5sx6iVEQdQyrRWFSDROOBZPjpHiTIn07316P2+cup4NTtxBrCYDX3x8G4Ig8JMPLqfofGil/dqc9GJbPzpRnAngzY6pajYIvEZZk8EJl9XMdz+8wLnOfhxzOtxPbFmHN0OWwqQ/zPnmXmpLvFQX5qT9fl2pl8pCNxdb+xmZ9GMzG9jXUMGTO2t593wrnYMTeF1WfMEICALlBenlJIIg4LKb2bepgr9+/TQjk3621RZTkeG1QxN+jl1qY8IfZmTSz+jM7ul//fEHWIx68tw2Hp8RR0rICu+eb+WtM80U5TqwW4zIisrwhJ/BCR+fP7wNj92SbMPGygK+/OR2/uaNM/z7775DiddJNJ6grX8Mr8vGV5/euaJMDtAm5Y9vq+Gb/3CMSCzB5w9vXVF6qSgI1JZ42VhRwPsX2hj3hbCbjYz7QsQTCXauK03ZdQLoHJzg//vB+9oO/Ew6li8YoW1gjE1VheyoK0kGHOIJmVc/buL09R6KchxYzUZkWdF2rqeC/OYzqQP36FSAoxe1doxOBRiZ8jMdDPNff/wBZqMOr8vG49tqcdvNyLLC8UsdvPzRVYpzHTisJhRFZXgywMDYNJ85uIlcZ/r1zvfY2F1fxqsnmvhP33+PQo8dRVVpqCjgy0/uALQ0z8Pbavjhexf55o+OUZbvIhSJ0z82TUNFPt1Dk2nnXQ715flsqCjQREUHx7GbjSQUhc8f3rrsVHxBENDrFt6lUWFJQl96nURFvpsvHN7KUzvWYb2NRsrtznVwUxV5Lht/9+ZZTlzrIhJLT7Oc1U5YDPNtYBdCRXN2mA3ULAdFVVFkFa15mdsYiSdYSjqMUa/jU7vrKfQ4+M7bZ7nU1k903qR39r4t5rIIgF4vLctqba0jCAIbK/L5+rN7+IuZGu/5C8/gKouJRmIJxqaDyz6vqoKsKiz0tZsOrF5W1t3EH4oy5gsuezI5+31ige9TMBJb8rUxG/U8s2s9XqeNv3/nPBfb+tK+U7Ofv/i+Rlix2HKWtYnJoD0vbpuZv3nzDNe7U92l4rJCPLzw918UBHKdVn714GY+++gm3PalC7LHEzKt/WO8ceoa51r66B6eTAYmBJjZdMtcDDyrsJIpuK6oWkDu26+dxG0zs6+h4r4aGzwOC19/di+BcIwLrX3E592bqUB4gXeDSa/jwKZKvvHcXioLPGytKUJ4+4FLLFxT5Dis/ObTj1DidfLD9y/RMTieoWRfu38LDo4ziIKAyaC77/TFHiTW3JWXZ+rRc+xWRn1BJgI3J/fRROYarkl/iLJ8Nwc3V2WsT9frJJ5+ZD1vnrmRTNVyWk389gv7qC3xcqGlj3A0zqaqQg5vq+Fccx9DEz7083ZPJFGzr2nqHGLCF+YTu9ZnrDn2hSI0dQ4xFYygKArrSr0IQFv/GJIoMDZtZ9/GCpxWE3qdxOFtNciKStfQBFOBCDpRYF2Zl19/eie71pdhmiOoJQjwqT0bKMt3c+xSOz0jk5j0Oj5zYBOHtlUn7T9nMegk1pflASwpw2NTdSE5DisT/hD7N618cCnMsfPPP3+It84209o3hixr1+XpXeto6x/j7I3elJTE6uIcvvD4Vq52DjE+MyF12kx89elHeHRzJQUee/K1Rr3EM7vrMRn1dA9NMhUIo5dEtlQXsmdDBdvnCU0FwjGauoaZ8IdQFJXaktT743UF2buhArfdjE6SeHRzJZF4gs5B7f5ovuU5vPjEdvZsKMvoYKKTJL7y1A4KcxxcbO1nOhjBadVKHWbR6yQ+f3grOQ4L55r7GJ4MUJTj4BvP76PAYyMQiqaoR7tsZrbVFFOUm26pW+x1srW6CFeGWs8Cj51/+YVDvHn6Bh0D4/jDUXKd1mWX6YDmAPHVpx7h+OV2ekenGJsOZlz83w5B0LJMSrxO9m2o4MkddZTnu1dlt0WSRDaU5/Ovv3CYj6528ta5FtoHxpj0hxedGSEIYDMbKc5xsmdD+X1ZSzsfvU7ikXWllOa5eP9iG+9dbKVraAJfMLLoXTOTQUeuw0p5vpsDmyp5bHP1AyWGOYsoijy2uQqn1cT3373A1a4hJm8zOZ1FYEb/Z9UKqbKsVfSSxK71pVTku3n/YhvvX2qjc2h8xnp2cecQZ9wCinOdHN5as6L+OcvaxqCT2N9QQYnXyasnmvjwSid9Y9O3dRgQRYFch5Ut1UW8sK+BbTXFKfPDxaCqWrbxm2du8IP3L9IzMplcyNnMRkpynRTm2PE4LJj1mYPOsqoQnSmBnN3kGZr0pywIByd8/OTDy6wvy1vxhtndRBAEKgs9/OGXjvC9dy/wweUORmYEyhdCr5Mo9bp4amcdn9m/kZyZTaviXCf5LjtDk/4F359lZVhMBj65q54N5QX84vR1Tl7rpnd0atEOdgJgNRvIc9moKc7l8a217K4vu7ONznJLhDViF5RsxM32ZHcO7iWdg+P8H3/+KrXFufzhV57IuOjNkiUUjdE1NEnH4Di9I1P0j08zMhVgyh/GH44RjsZJyDKyoiKKAgadhN1ixGO3UJTjoKLAQ12Jl/WleeS704XAVpPpYISmriGudQ/TPjBG3+g04z6tzCguy+gkEYNOh9VkINdpJd9to7LAQ1VhDuvL8pZk0RaXNXea/tHp2794BRzYWJlih7wcRqcCXO0aoqlLuy794z4m/SEisQSKqmLU6zAbdLhtFgo8dopyHdQUaULAlQUezMbFZ01M+kN8cKWD4JydQYvJwIGNlRkzkBZD5+A451r6Uib2HruFw9tqVnXnYyoQ5lL7ABdb+2kbGNO0IUJRIvEEoiBg1OtwWE3kOLRnu9TroqGiYFEq/Mm/ZWiCc829d9QGrTDHwYGNlSsOAE4Hwxy91J5iRWsxaVmJd0LI8cyNHtoHxu+oI9GW6iLqy/KWXLs/F1VVmfSHudI5yPWekeR3asIXIhTVShP1koRBL2E3G8l1Winw2KksyKG6KId1pd6Mooj3A6PTAU40dROcI06n00k8uqmSQk96UP1uMTTh4/jlDuQ5i2ebxcjhLel2sHcbRVFpHxjjfGs/TV1DdA5NMDIVSH6vTAZNJ6bU66K+PI/NVUU0VBQsq+QRIBZP8MqJa/z5Kx/jC2kp8IKgWTN+8fA2dteX4XVaF/UdmLUv7xic4I3T1/n5R1dSsoPMRj3/7XdeYGddyaKe53FfkPcutKXYlFtNBg5urlpWdshKmM2qvNY1zOkbPVzvGaZnZApfMEIknkASBawmI7lOC5UFHurL8nlkfSkV+Z6UQH0oEuOjpi7GZnSe7BYTT2yvzbipNfu5PSNTfHy1M3nMoNfxyLpSyvMzmwTEEjLnW/ronFN+6HFYOLi56pble75ghLfPtxCbEe4URYGa4lx21pWmvC4UifHexTb8oZvlEpWFOexeX3bLDc/2gXEt62TmWRBFkQMbK9LKt+dyvLFd09+a6d9dNjOHtlRjWUaQVlYU+semudwxyI2eEdoHxhme9DMVjCT/XpNB0xnKcVop9Ngp9bqoLsqhpjiXEq/rts4st6JzcJzTN3pR5uhVeF02DmysvOU9vx/xRaN84Yc/4otbtvCVbVuX8tZFDWxrJjihqirReILusSl84Sgem5nSnOU/IFmWj6wo/PC9i3znl2f5/c8+yif31Cc7W1VVmQyE6RlefMlBeb77rg8sWe4uqqoSlxUisTjRWIJ4QiYhKzM14VqZg4BW463TiRh0UnJwuNs1qfGETCiqBU5iM+1UVRVBEJJ14Qa9ltJ3L9p3L5idiAUjMSIx7brMin/O1uTrdRImvR6zUbs29+PiaaXMjlOBsHadtGdcu06SKKDTSRhnnm2zUYckLkbvJsuDyGyfGIrc7GtkZX5fI2HUS5gMOsxGwwOZfZRlcciKMiNCGSMWl5NZCJIoYNDrMBv02MzaM7KSvrexfYB/99236Z4zh1tf6uXffPEIG8rzl/UMqqrK6HSQP/nRUY5eStVq+GefPciLj29dtI7LWiQ20+fPBhdlRUUQtDJ0g16HxaTHajRk7aXXGKqqibBr85pEUq8ItO+VJIoYZspSzQY9et3KvlsPE3FZ5kxfH6VOJ2WuWwedMrCoC7xmyjoSisI7V9v4u2Pn0EsSkijwG4/t5MlNNdmH5S4gK9okSlZUrneP8NqJa1QWethVX5oyWKkqnL3ew7//7juLPvcff/Upnnpk3Z1odpY1giBoWREGnQRrPA6l10k4dWac1mw20CzCzM5/tsZyYQRBwGTQ38b5J0uWOX2izZzNPMxyWyRRxGEx4bCYbv/iZZKQFd4610z/2M2MPp0k8tmDm9lcVbjs8wqCgNep6WydnKfvNDA2jayo3M8xfoNeh0evw7PWJzdZUhBm7G4fpIyFO4WqagKh3ZNTDAX8JG7hVGKQJLYWFmLW69lfXn7H2rNmZqLhaJwPrnXwlUe3sbumjPOd/bxzpZVH11dgzk4E7zi+YJQ/f/ljrnQMEIrEcVhN/PrTO8lz21NeJwiwd2MF3/k3X1j0uefqQ2TJkiVLlixZsmS5u4z7gjT3jqZoQ+Q6rGyrWZ4w9lwEAbxOK0a9LiU44Q9Hs2KQWbKsYVRVZTQY5C9OneGDri5C8XiaxoqAFpgoc7n4s089g1l/Z9flayY4kZix1dpeWUyR24HVaOD9q22M+YOU5iwpZSTLMjAZdOxtKKfAY8di1PPI+jKqijxpNpmCINzx6H6WLFmyZMmSJUuW1WPCH2bMF0w5VpTrwLZMG9L5CEK6/G8mq/UsWbKsLd5qbeMHjY3sLC5mS2EBb7e2kW+zsbWokOFAgFM9veTZrPyTXTtxme78+m/NBCdUFaJxmd7xac3TOSETiMRoH54gHNPUVktzXNksijuE2ajnyPbae92MLFmyZMmSJcs84gmZgXEfsVu4lt1t9JJEca7zodDkeVCIxRNJQcBZDDrdqgQQFFVlaMJHeJ5rl8dhWZJTXJYsWe4+J3t6WJ/n5Q8PH2K9N5eOiUnq87z83t49hOJxzvT18a1TZxgPhe5KwHHNBCd0kohOEvnLd08nj8mKwl8fPZuMxP7xZ49QU5B7bxqYJUuWLFmyZMlyDxieDPCv/+qNFEX+e0mJ18V//91PU5zrvNdNybJIJFFEmufCMRUIr4o7kC8Y4XxLH9F5wY/KAg9SNjiRJcuaZsgfYH2ulwq3SxMKlSRC8TiiIGA3GtlXVkbj4BAvN13nYEUludY7q7+yZoITNpOBf/vCoVuKcADkOWx0jkxg0usocNmzQplZsmTJkiVLlocAlYQsE5dvPUe6myRk+Y7aumZZfRwWI06riYFxX/JY7+gU7YPjFHgcy3YWisQSvHuhlZPXulOOe51Waotzs6UdWbKscXSSiIqa7NMdJiNjwSDheByLwYBBkih1Onn52nWi8p3P3lszwQlJFCl0394H++OWbrx2K/lOe9aiLUuWLFmyZMmSJUuW2+B12SjLc3GjdyQpUhmKxPjh+xepLPBQlONY0qafqqpMBSO8eeYG333nHKFoPPk7URDYVV9GWZ4ru5GYJcsap9TppGdqGl80hs1opNrj4SdNTbSMj7O5oICYLNM9NXXX2rNmghOLRZYVlAWyK7JkyZIlS5YsWR4k9DqJ6qLcNWNjm++2Y9Ddd1PIhxqzUc9jm6s5c6OXyUAYABU429zLv/vfb/Nrh7awpboIi1GPUa9DEsXkJqCiqsiyQlxWiMQSTAfDXGjt51hjO43tAwQjsZTPKs1z8dkDm1ZNbDNLlix3jj2lpfxZz8eMBAIU2m3sKi3he5ca+Y/vH2NncTFTkTAfdHWzragQyx126oD7MDiRJUuWLFmyZMnyMOF1WvmjLz+BrKyNUgpRELCa1kagJMvi2dtQwYFNlbxx6nrSLjAhK1xo66Olb5TyfDfry/IozHHgMBvR6yQUVSUaT+APRRmbDtIzMkXX8ARTgTDReCLNKtRtM/PrT+6gofL/Z++84+Oqzvz93Dt9RmXUe6+2LEu25Y4btrHBEMBA6Glk05PdZEt+u9nNtmw2m9102CUhEEhIaAaDsY1775Zt2epW712a3ufe3x8jC8sayTaukHk+n0DQ3Llz7r3nnnPe97zv900MRU2ECPEx4I7MDNx+PymRgQyGnOhoPjd7Fr8tP8UrZ86gEATyYmN5sqSECM2NdzgKt0nO4BU34pX9p4iPMLCmpCCkABwiRIgQIUKECBEixBUgyzLt/SZ+8c5Bjta0TRCwvBYUokBmQjRfWDuXFbNyb5sonxAhQlw9Lp+PuoEBuiwW1AoF2dHRZBqNE0R1r5IrMtxDzokQIUKECBEiRIgQIf4MkGSZ7kEzr+2tYOep8wyZ7Ve+CA+CIEBiVDhzC9J4aOlMCtPiQyVmQ4T4BDDORyAIV+ZZmJorOkUorSNEiBAhQoQIESJEiD8DREEgJTaSb9y/mGUzszlY2cKx2jYGTDY8Pj8+v4QkyWNpHxCwKARRQCEIKBQiSoWIQasmJzmWsvxUSnNTKEyLC0VLhAjxMUOWZVw+HwpRRCWK41KxLvx/WZbHKjSpFIobnq71sYuc2H72PEaDlrk5aaHyRCFChAgRIkSIECFCfARkWcbp9mK2u2jtG6G5e4jeEQsjNicOtxe/X0IUBFRKBQatmkiDljhjGCmxkaTHR2EM0xKmVaNS3niDJUSIENcfWZZ57thx8mNjWJ2bG/Q99vr9HGlvp8di5b5phRjU6o/6c5+cyAlZljna0E5WXBQrinIQhSu8uhDjcNpc7HnrOO3ne5i9fDrzVhcjhFJjQlyC2+Vhz5vHaa3touSOAuavmYkiFKIZIsQnCqfdzY4/HqKlugulSsGj376HuJSoW92sEBcRmrND3GgEQUCvVaPXqkmKiWDh9Ixb3aQQIULcZLY3NOD0elmVmxvUvpZlmdqBATbV1LE8Ow4jc0EAACAASURBVOtanBNXxMfCOeGTJE40dhCmUZMUFXFdzulyuBnuM2MdseNxeZH8EqJCRK1VoQ/TEhETRpjRgEJxTcIftxXVxxt542dbGeweof5UCwVzMjHGXp/7GeLyyLKMw+JkqM+M3ezE6/EiSzIKlQKNTo0hXEdkbDj6cO0t3YE4f6qVN362lb6OIaqPNZJXmkFcSvQta0+Iq6e/c4je1kH8/vFllwVRQKlUoNGpCI8yEBUfiVqrCu14/RnidXs5taeaEzsqUWtV3PO5Zbedc6K/c5juln7kq6hQodaqyJ2ZjkZ3YxdPN4PQnB0iRIgQIW41giCgVSoxu1z4JOnyX7hGbhvnxAcV9dT3DAb12PhHnRMrirKv+XfcTg/Vxxo5uOkUjWfbGOgcxm514vf6UaqV6MO1GGMjSMyMJWt6KnNWFlEwOwuV+ra5VR8Zl8OD2+VFkmTcTg9+322R0vOJR5Zl7BYnx7ed5eTOKlpqOhnuNeG0u5EkGZVGSViknqj4CFKyE8gtzWDe6mLSC5JuidHodnpwOz3IF/qJ/8YPRCGuL4c2neL3P9yEy+Ee93dBFFBrVBgidcSnRJM1I5WFd5dSsqQw5KQIcdtxaNMpXvyXt/H7/Ff8nfi0GP5z47dJyU64gS27OYTm7BAhQoQIcb2RZRl53L8D+gp+SUIOsg50er10mMyoFOJNWSfeNhb38cYOJFkiPiIsyKfCdbkZNrODjf+3i21/OMhwn3lsN0apUiAqFXg9PkwDVkwDVlpruyjfVcVIv5mMwuRPhHNixsI8Vj+xiJbqTpavn4sxLvxWN+nPgu7mfl7/2VaObq3AZnaAHPBCKlQKRBE8Tg9DDg9DPSYaz7Zz9IMKlCoFaXmJCIqbbywWzs3mricX03i2nSWfmkNsovGmtyHE9UM5GpkDIEkyPq+P4V4zw71m6s+0cmJHJcvXz+Phb67BGBceclCEuC1RKMUrSi9Taz45TrbQnB0iRIgQIa43fkniWEcHTcMjgMyI00lVXx9/PHuWS2ty+GWJ5qERdjY2Mjc1Bb3qxove3jYWd2y4nntmFZIdPzF83Ov345dkrkVpwuv2sv3VQ7z93A5cdjdag4YZC3LJK80kMjYcURRw2t0Mdo/QXt9DU2U7Xo+PvNIM9OG6a7iy2wdjbDhf/JeHb3Uz/qxwWJ289pOt7N1wDL9PIjImjNJl08goSCbMqA9EVZid9HUM0VrTSWttN2qNkvxZmbcstzgsUs/n/2n9LfntENcXQRSYsTCPNU/dAYDfL+G0uejvHKbqyHnqT7cy1GPivRf2oA/X8si31qLWhtTWQ9x+zFo+nXl3zbxsqqU+XEtkzCfDiA/N2SFChAgR4nojAW0mM+9U19A4NITL56PXZuNwW3vQ4xWCwLT4OJ6eVUqERnPD23fbOCceX1RKuC74BStFkeXTs0kyfrQFhyzLDHQNs/3VQ7jsbsKj9Hz2ew+yaN0sImLCUIyGqciSjMftxW52MNhjor2+hxkLcj9RuhMhbh6yLFNzoolTu6vw+yTSC5N45vsPMX1BLoZwHeJov5L8Ei6nB5vJQU/rAAOdQ7cspSPEJwtBEEjOjmfFw/PH/ibLMj6vn8HuEba+vJ9Nv92L2+Fh95vHWLC2hJyZ6bewxSFCBCd3Zhp3f2bJJyKKMUSIECFChLhVqESR9UXTWZ6dRY/Fyt9v30F2dDT3FhZwqekhIGDUaUk3GkkKD0ch3nib+LaZ5WPC9ZN+JggCs7NSrun8/Z3DdJzvAWDWsuksf2geYZHjf1MQBTQ6NRqdmuhEI/mzMq/pN0P8eSP5JVpquhgZsACw+rFFzF4xHZVm/M60qBDRh2nRh2mJTw0JT4a4sQiCgEqtJCkzjoe+sYaqow3UnmxmpN9CzYmmkHMiRIgQIUKECBHiE4ogCOhUKlJUKpLDw8mPiyXTaGRdYQHibbAxets4J6ZCkmW2nqmjKDWBrCBpH1eCzexAHtWSik6IRB+uvW7tc9pctJ/v4eyBOpoqOzANWhBFkejESArmZFGyuICk7HjUmuDh0uYhKy/969u01fWw9uk7WPnpBbgcHupPt3BqTzXdzf04rC50YRpSchOYs6KIwrJsDBG6KXfX9288ydaXD+B2eiZ8ljU9hb/8+Weu6jovCDu2VHVy9lAdrbXdWIZtqNRK4lKimLEwnxkLc4lLib5sbnBXUx/P/8MbeN1e1n/tLubdVYzX7aWtvpuTu6poONOGZdiGUqUgJslIXmkGZauKSc25eSJnPq+fvvZBqo41UHOskcEeE16Pj/AoA1nTUyi5o5Ds4rRJq2v4fRIOi3Psv+PTYlBex10/yS9hGrTSXN1J7YlGOs73Yhm24fP60erVxCRFkZaXSMGcLDKnpRAeZQh6niNbzrDpt3tx2d0TPkvLT+Ivf/Y0StXVlRL1enx0N/dz7lA9dadaGO41IUkykTFh5JakM3NxARnTUtDq1UHvndPu5u1nt1O+u5rSpYU88q21KJQiTefaObW3htaaLmwmByqNkoSMWEqXFlI0L5foxMgrijjx+/wM9Zppqmyn9mQT3U39WE12/D4JfbiW2KQo0guTKZidSUZhypTjhc/rp78zUNmk+lgDA90jeN1ewowGMgtTKFlSQM7M9Mu+r7eCyJgwMqelUn+6Fa/bS3/n8JTH+/0Spn4L1ccbqTx8nt72QVwON4ZwHSm5CZQsKSS/NIPImPDLpiVdGE+aqzqoPHyetrpuzEM2fD4/Wp2a6MRI0nID/TclJ4Go+IjLjisOq4v2+m4qDtTSVNWJZciKqBCJTYqiYE4WMxcXkJQZO8FBeGm7vG4fQz0m2uq6qC1voaupD8uwDVmW0YdpSciIZVpZDtPmZhOfGj0WBTUZbz+3gyNbzpBRmMLn/vEBwqMMmAetVB1t4Mz+Wrqa+/F5vBgi9KTmJjJzcT4lSwvR6icPn5RlGafNRWdjH7XlzTSdbWO434LT5kKlVhIZE0ZyVgI5JenklaQTlxqNOMWOhyAE5rLzZ1op31NNZ0MvNpMDjV5NUmYcs5dPo3BuDsbYj58uidvpYfOL+zi46RSFZVk8+bf3odaqaKnp4sy+GprOtWMZsaNUKYhPi2bm4gJmLMwjLjn6sv3Y4/LS0dDLmf21NJ5tY6TfjMflHVtvBOOezy1l5acXTOjP12PO9nn9HH7/NBuf30VyVhxf+OeHMMaG09Xcz6m91dSXt2AatCIIEJscxbS52ZQunUZiRuxl3y9ZlnFYnbRUd3H2YB3N1Z1YR+9bXEo00+ZmU7won4T0GJSqy891kiRhHrRSe7KZyiPn6Wrux2lzoQvTkpwZFxhPZmcSFR+JeJnn8Op/vc/pvdUUlmXz9N/fj0anwjRg4ezBes4erKe3bQCf10+YUU9aXhIlSwqZuTg/lMYW4orp7zXx8x+8jyzJrH9yIXMX593qJn1ssZqdvPn7Q7S3DHDvQ3MpW5T7sZtXPkmUpVxbAMD15mPhnPD7Jeq6B0iL+ejCfPpwXUCyQg44A1x293XRkhjuM/Per3ez642jjPRbkCQpIHlKYLG37+0TJGXG8akvreSuxxehNUxcbPo8flpruqg/3UpGYTLT5ubw3q93s3/jSRw217gyasKuKna8ephl6+fy5N/eN6UxZhmy0Xi2DftFBvLYea5yEJBlma6mft5+bgeHNp3CbnYgXZB3HT3f7jePkV2UysPfXMOCu0unDL91Odw0VLRitziZv7YElyOfPW8d581ffEB/xzDSRRUiBAGObKlAkmRSv7r6qtr9UXE7PRx87xQb/28nbXXd+H0S8oXVpgBHtwYM+uXr57H+a6tIzIibcA5RIaIL+/B5D/ea8Hn91yUs2ef1cWZfLe+9sIeqow14nJ5xzwMCz0QQBYyx4Xztvx7njk/NCXouy4idxrNt2EyOCZ/5ff4Pr/sKcVid7HrjGO+/sIeu5n5kSfpwoS7AofdPY4wLZ81Td3DvF5YTE0RwU/JLdDf3U1fejFKlYNn6eRzZfJrNL+3DPGid0Pd2vX6E2cum8/l/epD0wuQp+7fb6eHYtrO8/+I+zp9uwevxBa4xyL2LT4vmr5/9PMWL8oOey+PycmTLGd5+bgetNV34vP5x/eTY1gref3Evd3xqNo98cy3J2fFXdS9vNIIgoI/QIgggSzJet3fSYyVJomJ/LW/9chs1J5oC9+3isUkU2PryAcpWFvHoX91N9oy0SY12WZbpaRngjZ9/wOHNp3FYnJP2X5VGybzVxXzlh48RkzT5HDDYPcLG53ex583jmIesl4zFAnveOkZqbiKf+tKdrPz0gkkNf4fVyeaX9rN3w3G6Gvvw+/wT2yYKbP3dfvJnZfL0//sUM+8omNKw62sfoq68BZvJgdvpxTTQy59+spkjm8/gdfvGvWMndlZSdbSBtIIkkrOC9xdZluls7GPzS/s4+G45pkErsiSPf1cFEAUBUSGy7vPL+Pz31096zSqNCpvJwWsbtrDtDwexmhwTnu3O144w/66ZfPZ7D5CUFfexWkhKkkxv+yB15c2jTuchzh2q553ndzLca57QV3a9foyZi/P53D8+SF5JxqQOCqfdzY4/HuLd53fT1zE0fqwLgiAIGCJ0uOzuoMddlzlblhnuM1FXHoiG6m0b5OzBOl776Va6m/snrFH2bjhObkkGT/7dfZStLJrSgdXfMcSGZ3ew7+0TQdcAu14/SvaMVB748kqW3F92WcO/6mgDb/1yO5WH63G7vBP63Ad/OEjpkkIe/fY9FMzOnPId627up7a8OSD66/HR2djLn/5nM+W7qvF5xr9jx7efo668mczpycQm3ZryuX3dJsqPNuByfjjmCoKAWqMk0qgnOS2GtKxY1KE0ptsGj9tHQ013wKlmst/q5nysGRm2sf3d01jMDuLiIyhblHurm/RnzVOlJcC1KDteX26bUe93+8qp6uhDEWQRIMkydd0DrC7+6J03NjmKhLSYsUVJ5eHzzL6z6JoMxf7OYV7+wUYObTqF5JeIT40mLT+JmCQjvtGd486mPjob+/j9D9/FZrLz4FdWoQubfBe28Wwbr/5oE8d3nCMsUk/erEziU6KRZYn2+l7az3djtzjZ/sfD6AxaPvuPD0wakbHo3llkFaVgNTmwmRy01nax7Q+HsJsnGqFTIcsybbXdvPD9tzizvxZBgJjkKDKnJROTZMTt8NDZ2Ed3cz/1p1v5zT++yciAhbVPL5m0bRfwenyY+i3sev0of/jRJnxeHyk58UQnRKLSqDAPWjENWBAVCqbPy7mqdn9UvG4v7/92Lxue3Y55yEZkTBipuYkkZcahUIoM9ZhoretmqMfE1pf3M9gzwlf/8zFik6PGLSAVSpHU3ETCjHpsJgcH3i1n5h2FZE1PuexO6+Xat/1Ph9nwy+30tg0iigLhUQaMcRFExUegUiuxjtgxDVqxmRwY48LJnSJUf95dgYgUm9mBzWSno6GPrS/vxzpy9ZOvw+bizV9sY9MLe3DZ3RjjI0jPTyIhPTag/dI5TFt9NyP9Ft55LmAYfP7764mMCZt08d3XPsSGX23jyJYKVGolBXOyScmJR6FU0N3ST1tdN5YhGyd2nkOhFPnaj58I6vCAgGPinf/dyaYX9jDSb0FUiBhjwzHGhWOMi0ChUGAesmIZsmEzO4hLjiKjMDn4c/D42Pryft765XaG+8xERBtIzQv0E6VKyXDvhX4ywvZXDzPca+brP36CuNTo28awkyQJ04AlUNJWrSQyNriuj9/n58iWCl75j410NvYRFqknY1oKqbkJaPUazINW2uq66e8Y4tD7pxnsNvGVHz5K/uzMoNfqsLl45YfvcvC9UwiiQEJGLOn5SUQnRCLLYB620tsygGnIhsPiRKFQEGacPPWvt22QF/9lA8e2nUWWZBLSYwJjcUIkXrePzqY+upr6aKvr5pUfbMRpdXHvM8uDGut+n0RLdSft9T1j4ooJ6THEJkUhKkWGukdorQ0815oTTTz/D2/w9y9+icxpl995sIzYaK/vZtNv91Kxv5bwKAMxSUYiosPwur0M9ZixmuzkzEwjOiFy0mfWWNHGC/+8gZrjTfh9fnRhGoyxEYGowAgdbqeH4T4zNpMdt9NLYVn2lNEioijw3m92c2JnJfowLUXzc0nKjEMQBboa+2ir78ZmcnBw0ynUWhV/8e+PEBEdrLLW7c9Qr4mNz+/k5M4qJEkitySdtNxEVBolve2DtNUGxqcz+2vxe/1857nPk5AWM+E8XrePfW+f4NX/eh+byUFydjyL751Fzsx0ZEmmpaaTQ++fpquxD4DZK6Zz7zMriI6PICEjFoVy4hxwvebsC9hMdrb94SCVR85jHrKRWZhMemEyWoOG4V4TLdWdDPaYOH+6hZf/fSPRCZHkFKdNeGcvOMNe+Kc3Ob23BkEUSMqKJ70gCWNcOG6nl86GXrqa+2g428YL39+A2+ll1WMLgzoo/H6JM/tqePGfN9BS04U+Qkd2UQJp+UnowrRYh220n++ht22QEzsr6e8c5iv/+RgzF+dfduy0DNtoquzg9Z9uofZkM8bYcKITIwmPMgQqY/UG3rGCsiwiom5dH+5sG+QPv97HyJBt3N8VShGdTk1klJ6CGamse2guhTNSUF5BpZoQIT4uRBr13LFyOp1tg5QtCkWg3EoEQUCluL3Gl9vGOdExZCI3MZqU6IkLMr9fwuqcGHJ+pQiCQFxyFIvWzeL93+5lqNfMS//2DoM9JhbcXUJ0wpWFgl+Mz+vjg1cOcOi9U8jILH2gjPVfv4uU7IDRJMsyHpeXEzvO8ep/vU9P6wDv/O9O8koymLu6eNLzNlcHKjYULcjl03+5lunzclGoRJAJOCVePcSGX23HbnFyeMsZ7vz0fHKKgxueMYnGwAJXDiwuzp9p5cDGk1e90LGaHGx4djtnD9aBLLPg7lI+/Vd3k56fNHatTpuLA++Ws+HZHfR3DPH2sztIzU2kdEnh1Ia4DBUH6jAPWYlNMnLfF1cw584iwowGBCEQotrd3E9XUx9peUlX1e6PgiRJVByo473f7MY0YKWwLJtP/+VaZi7OR6VVISDg9/lpru7k9Z9u4eTOKk7urCQ9L4nH/2bdWMlGCPS7wrJs8mdlcmZfLefPtPHr773BA19ZyczFBRM0T66ofX6JqmONvPWL7fS1D6JUKShbOYM1T91BwZwsdGGBXXBJkhnqMVF/qhlRoSAmefLdoej4SKLiIsb6SVtdN/vePn7Vzgm/X+LI5tN88MoBHFYXs5ZN4/G/XkfOzHRUakWghrJXovp4I6/9z2ZqTjSx750T5BSncfdnlqLSBB+OBruH2ff2SZKz43n8r+9h7qpi1FoVggBup5djH5zllR++y2D3CKf31VJzvIkl90+MEvH7/BzbdnbMMaHVq1l4TymrH19EdnE6Wp0ahIBxOtA1TF15M2FGQ9B0GEmSqDpyno3P72Ko10ReaQaPfGsts5ZNG22bgN/vp72+h9d+soVjH5zl1N4aNr2wlye/ex+6IBFUt4Le1kGaqzqRpUC6Ql5pxoRjLvSJ136yhc7GPuLTYnjs23ez+L7ZaPUaBEFAkiT6O4fZ8Kvt7HnrOPWnW9jw7A6+9dOngt6/muNNnD1Yj+SXmLOsiGf+9WGSM+M+FImVJJx2N601XdSebKZwTtaku7A+j4/NL+3j6NYKRIXI8kfm8eBXVwWciYrA+ORyeDi2rYI//nhzYHx6bifZxWnMXj59wvnCjHru/PQCDBE6iubnUrQgl4iYMESFOPb+N55t56V/e5u68hba67s5vu3cFTknHBYnb/1yO43n2lj+8DzWPLGY9MJklCoFsgx2s4OGs21ERIWNG0suZqTfwus/+4CqIw3Iskx6YTJrn7qDBWtLMMZFICoEZBmcVhdNVe10NfVTtCBvyrB4q8nO0Q8qyChM5om/uZfZK6ajGE3lctnd7N9Yzp/++31MA1ZO7qpk2UNzKbtzxmWv93ZkpN/MvrdPEJ8aw6N/dTcL7ilFZwj0Y6/Hx6nd1bz07+/Q2zpA5dEGzh2qZ/XjiyacZ7jPNObEjUuN5sv/8WlKlhYGNjzkgKOhaH4uv/j2HxjqMWEetJI5LTng9JlkvXG95uwL2C1O9m44TkR0GI995x5WPbqQ8ChD4J31S9ScaOLlH2zk/JlWWqo7Ob79HGn5iWi04/uey+Hh3ed3cXJXFRqdmtWPL+K+Z5YTnxaDKIqj6R4uDm4q5/WfbmW418xbv9pO5vSUCZsKsizT2zrAqz/aREttFzFJRh755hqWPFBGWKR+bDwZ7jXz7q93sf2Ph2mt7eKtX2wjoyAJY1zElNdsGrTy2k8201rbzV1PLmb144vGnNmyLGMZDkQKxqVETzrn3GzmLc4jOi4cWZJxubz0dY/Q2tjPvm2VtJzv41vfu4/CGamXTW0JEeLjQoRRz5f/ei2SX0atUd42GzZ/zvgliV6bjWGHY7RC5kSUokhebAwa5Y0dO2+PkRnISYhh2fRsUoM4J3x+iV6z7ZoUQrUGDZ/6izvpbu7n1N4a2uq6+e0/v8XeDceZs7KIuSuLSUiPwRChu+yutizLNJ7rYP87J/C4vcxdNYPPfu9BEtLH765odGqWrZ+Lzezglf94F5vJwbZXDwUWfpN4wWVJJiUvns//04MUzMkaF2Kp0al54CurOH+mlaNbKzANWKg92TypcwJGQ0GFgNpq4LqubgCQJInqYw0c3VqBz+tnxoI8Pvu9B0kvGO8o0OjU3P2ZJYgKkd/92zv0tQ/xwSsHyClOJzJm6t2J+tMtZM9I45s/eYq8WZkTqqPkz8q8aeKkliEbW185wEDXCHGp0Xzm7++ndOmlDhYV0+fm8MTf3EtnYx89LQPsfvMoyx+eN8FAiYqP4JFvrcU8ZKOlupNzh+ppr+8mf1YmC+4upXhRPjFJRnR6zRWVDrWZHWz7w0H62gcDhthD83j6/32KhPTYCcfq8xJJy0u8orSMS/vJR0n7Gega5oPfH8Q8ZCM1N4HP/dODFMzOGn+gFuasmI4sSfz8r37PcK+Zna8dYcHaEuKD7E4Gzg0R0QY+8/f3s3Bd6bgdJLVWzfKH5tJa18Wm3+zB4/Rw7lB9UOfEcJ+ZLS/tZ6TfgkKpYN0XlvPwN9YQFT9xsWuISBmLmAh2L6wjgXe5r32ImCQjT333U5StnHHJbqiK/FmZgX7S0EtnYx97Nxxn+cPzgu5O3mgu9AO/T8Lj8tDbNsibv9hGR0MvgihQumwa+bMzJ3zP6/axd8MJWqo7CDPqefTbd7P6icUTos7S85N47Dv30Ns6wLnD56nYX0PNiUbm3TVzwrX2tg7gtAVC1xesLSGzMHnCuKvVa4haFkHJkkKQ5aD3S5Zl6k+3cvDdcnxePwtXF/O57z04If1Do1Nz5yMLsAzZ+ON/b8Y0YGHHHw9TEiQdQxRFZi0tpHRJIaqgiyYVRQvzeOArq3j2b/+IddhOzYnGSe/7xbidXmpONPLAl1fy8DfWEHHJ2KgzaIidwpEoSzJHt1ZQcaAWWZbJmJbM13/8BNPn507YWdUZNEQnFlO2MvDcp+xvMkQnGvnC9x9i1orp48ZgjVbNmqcW01zZzs7XjmC3OKk60nDTnRP73inn/Jm2KdMOFEqR+55ZQdmqKdomB9I8H/323ax6bOE4bQS1VsWidaV0Nffx+k+34nZ6qNhfG9Q50VLTRVdTH6IoULwwj9Jl08ZFCqoVIsWL8plzZxE7/niY1tpu+toHScqcmAJ4Mdc6Zwc7371fWM76r66e4OArWVLIA19eyXPf/RN2s5PKw/Xc+4Xl45wTsixTdfQ8R7dWIEsyC+8u4bPfe2CCc12jU7P26SUM95h55/920t8xyO43jlIwO2tClMj+jSepP92KzqDlwa+u4p7PLZvQtuTseB79q3vo6xjm+Laz1Jxo5PTeGlY8PH/KudJhcVJ/qoXHvrOOe59ZPqGdOoM2aCTMrWT9kwspmZuFLIHH48M0bKP8aCOvvXiAlsY+tmw4SXpWHGHXUSstRIhbiSAIaC4TWR3i5iDLMiaXi9+fqWBfczNmlzuQsncJSlEkKTyc/7lnLQlhNzbq7LapkfnQvBmTlgpViAJ3zcwjNSZ4mOuVIAgCiRmx/MW/f5o1Ty7GGBeO0+am6mgDr/33Fv71qWd57rt/Yt87J+nvGJrSoPP7/FQcqKWvYwhRIbL0wbnEJgcPI1eqlJStnDFWd721pove9qFJz61UKZi9ooj8WZlBF2FavZoZCwMhUG6nh4HO4avWBLga3E4v5buqsFucqLUqlq6fS0pO8DxopVrJ4ntnkTk9YKBXHWukra7rsr8hCLDm6TvIK8245WVbu5r6OHeoHkGAGQvzmDY3O6izShAFMgqTx5wmg90jNFd2TDxOEChelM/XfvQ489fMRBemDew+7qziN997k3998lle+cFGTuysxDpiv+yz7Grqp+pIAwBJmbHc98UVkxr1F7fhRhvCsizTUtXJ+TOtCILAvDUzyZqeGvRYUSFSWJZNWm4iAD0tA7TWdU95/vzZmcxdPSNoaKtKo6JoQS66MA1+v0Rv+2DQ+9hS00X96WYAsmeksvbpOzDGTV6eeKr71tM6QMWBOhCgsCyb4kV5QcO0BUEgLS+R6fMDKWlDvSYaz7Xf0Hf2YgJaMX3sev0Iu984yo4/HWbTb/fw4r++zY/+4gUOjqakFZZls/5rqwmLnBjlYBqwcHJXJbIMKdkJ3HHv7EnT4WKTo5g1Go1gNTmoP9WKxzVRx0Jr0Iw5BZqrOnHYXJNegygKkzqMfV4/5XuqGOgeCTjr1s8N6mwCUKmVzF1VTESUIdBfqzsnFQBVaVRjETCTtSl3ZjphEQHDZ2Q0NeZKyChMZu3TSwiPDi5QOxV2i5PyXVU4bC5UGiV3PbGYGQvypgz5vpL3XxAEZizIpXRZYdAxWKNVU7QwD5VGhc/jIyz6qAAAIABJREFUo6996jnyRtDbOsDpvTWU766a9H+n9lQz0DW1qCtA9ow0FtxdElS0UalWUjQ/F0NkQJOqp20g6LX2tQ3i90ko1UpSchKCpjBqDZrRCB4Rv8/PYNfITb9vCemxLH0guP6DQimSU5I+prvQ1zGEz+Mbd4zX7ePEjkpMgwGn7p2PLJg06k+tUTFvTTG6MC1+n0TjuXaG+8zjjrFbnBzfdg5ZlolPjWbZA3MnjYqKjA1n7sqAo8lhdVFb3ozLcfko2rxZmWPRTx8HBEFAFMVASodeTWJKFGvun82cBbmICpHqinYsHzF6JkSIECEux97mFl44cRKvX2JmYgJev58wtZrSpCQyjEbsHg86lZIHi6YTrrnxkb+3TeSEVh2YnCRZxmR34pekcZ9H6DQY1MHDXK8UQRBIzU3gmX99mIX3lHLwvVOcPVjHyICFge4R9m04wbEPzpJTnMbKTy9k0bpSIoMok9stTs6facXvk4iINmCI0E2YgC9GluWxKg12q5Pe1gFSJhHG0xo0FC/Mm1L4KXZ0V1CWZJx2N5Iko1DcGOPT5XBTd6oFCFQ5yS/NmLRtgiBgjIsgrySDuvIWHBYndeXNzFxcMOVvGOMjmTE6Cd9q6k+34rS7UaqVxCYZAzoMkywKZFkeEziVZWgfLVV7KUqVgqIFuSRlxXHuUD373zlJ/ZkWrMN2OhsDmiR73z5BYVk293xmKbOWT5vUMDp/pgW71YkgCuTMTCd7xs3fgQ+G3+un/lQLXrcvUCkk0Yh5yDrp8bIkox4NW/eOipfNmyLdaebigin1S6LjI8cMDbfDHTAaLqkwUnuyCa/bh0IpMmNhHklZ8R/53jWcacVhdaJUKYhNMmK3OIOK2EGgn1ycxtFxvicg/HYTurssyWNq9ZciiALGmHAWrpvFfc8sJ2NactCw4ebqTkb6LQiCQEySEY/bO6kBKMuMVWCRZZnOpj48Lu+EFIXp83JISIuhpaaL/RtP4LS7WPnoAvJKMggz6lEoFVf0bGwmBw1n2pD8EpGx4ejCdQz1mqb8zoWx2GZ2XHYnW5YD4noetw+f14/kl5AkaSyMfSwaxevH7/MjXkbDSKEUySvNIDEz9iP1vf7OIbqa+kAGY1wEZXcWXZdxU1SKFC8umLLCQkyiEYVCRJYD84Lkly5b3eF6EhUfQXSiccr7plQpJtVNuZgZC/PQh01uuBrjI8bGG7fDE1TI2HuR+O1Uz0AUhbHgh5vslwCgcE7WpA47gHCjYUy42ePy4rlEFNc0aKWluhPJLxOdEIZGr57SASSK4pizzDxkZajXRFzKh9FAbbXdDPaMAIFoHZ/PP/n5ZFDrVAiigCzJdDf347S7p9TtUqqVTJubQ9wlGlAfJwRBQK1Wkp2fgGqHiNPpwTLiIPmSUuOyLON0eGhu6OXsyRa6O4bx+fxERhkoKEqhpCyLqJiwoA5HWZbx+fz0dIxw7lQrLY29WM0uZGTCI3UkpURTUJRCVl4CYZNUJPN4fPR0DnPmeDNtTf3YbW70YRoycuKZPT+b5NTooI5sv1/CZnHS0TpI7bkOujqGsVtdKFQKoqIN5BelMHN2JlExhqCbdBaTg989twtRFPnMV1agN2jobBvk5JFGOtsGcbt9GKMM5OQnsmBpAeGREytlyZKM3e6iub6X2spOujqGcTrcKBQiUTFhpGbEUFSaTkb2ZOsEAdOQjbOnWqk+2455xIFSpSA1I4Y5C3LIzElAfYPShlxOD+0tA5w53kxn+xBul5fwCB2505IoLcsiPjFywtjc0zXCi7/cSWKykc9+9U4sJgdnTrZQV9WJxeRAo1GRlhVL2aJc0jJigz43WZax29zUnuug8nQrA32WgJAtEwe2uIRIHn5qEfEXRTGeOHSeXVvO4vV+6ABVqZQsXV3EHXdOTLG8QGtTP6/+Zi8Z2fE88cVlDA1YOXWskcbaHqwWJ1qdmsyceMoW5ZKcFj2ps97r8dHbNcKZE820NPZjt7rQGdRkZMcxe34OyekxkwrQyrKMw+6mqb6Xc6da6O4cwe+TMEYbKJyRSklZJsYoQ9C5wG5z8dKzu/B5/Xz2q3cSHqmnq32I8qMNtDcP4nZ5iYzSk50X6K+RUfqbPnbta24mNTKSf1l1JyWJiXx90/tMj4/nGwsXYHG52N/Syh8rzqJXqVDfBH2K28Y5cQGXx8cvtx2h32xDRsYvSVgcbiINWv7hgRVkxF67srI+TMvsFdOZNjcnsBuzr4Yz+2tpquzAPGil+lgjbbXdnK9o5am/u4+YpPELIpfdTW/rIBBYHP/i23+YstSiLMuYBwOiRz6Pb1IjBgK7e4mZE0P0L0a86MULKG/fuBWPddiGZdTINETqp1TLh8CkmpQVh1KlwOvx0t08cNnfiE+JwhB581/GYHQ29gWqFnh8bHn5AHveOj7l8Rc/S2uQahcXExUfwZL75zBr+XTa67s5seMcVccaaanuxDJk4+SOSporO/jUF1ew7gvLg5Yo7W0dxOfxoVQpSM9Pui6VP64Hfp9EV3NA+M3t9PLaT7bwzv/unPI7FzQtJEnCfpl7l5wVN2Uor6gUxwwASZYD7wXj38nu5v6AQ0mnIS0/6ZoExjqb+pB8En6/xM7XjnDo/dNTHu+wfhgZYDM5bqqRotaqxi3m7RYHPo8ffbiOJ/72XlY8Mn/KMqc9LQO4nR5kWebUnmr+6q7/nPL3LhwLAQ0Fv1+acExSZhwPfGUVr/7XJga6RzjwbjkVB2rJnZnBvDXFTCvLIS0/CY1u8ugFCJS+7GsPjMXWETs/+frvph6LJXnMaeb1+MY9l0sZ6TPTUtNJU1UHnQ19DPWYsFscuBwevG4vLoeHkf7JndLBUCgVJGfFT5maMBWWYRumwUD7k7PiCL9OopSiIJCcNXW6wcWLLlmWA07x6/LrV8ayB+fy0DfumrpEpRCY3y9HUmbsmKZGMBQXpbbJ8ug8ewmxyUYUShG30xuIOPD5J4wpHpeX/q5h/D4JhVL8SPpW10p8egyaKUrSioqLImuCXKvNbGewO+BMMA1a+eEXfhM0SuwCkl/CPCry6HF5J5So7m0fxDn6t+pjDfzNPT+eMnPF4/6wiofd4sTv809+MIHxLuky88XHBUkKmH2CIAQd14YHbbz3+jF2bz2HxTxaYWe08tLuLWfJn57C488spag0fYKDwufzc2BnNW++coi+bhNejx9RFEadrwFHX1i4lgefWMBDTy2a0G+dDg97t5/j/TdO0N05gs/nRxQE/JKESqVgx3vRPPjkQpauKgroOV1Ef6+Zl5/bxblTrdht7sB3RQF5tOtpdSoKi1P5wjdWkZ2fOOG3PR4f5Ucb8Xr83PvwXMqPNvLmK4fo6RwZq76lUIhEx4aTU5BIeOR4R6QsyzQ39rHpjeOcONSA3ebC6/EhSTKCAAqFApVawbw78vm7f18/4b0WRIGRIRu//tl2yo824nJ4AvaKL3DtO9+v4LHPL2HlupLrHg1sNTvZ/PZJtr93huFBa6CynSAgSxLqD1Rk5sbz2OeXMHtBDqqLxkq71cXRfXUkpUYxd3Eem944TsXJFjyj1aICz03Jng/O8cQzS7njzukTxvyhASt/enE/R/bW4fX4xpw+pmE7jtF32hCmIT7JiE6nnpAa4HJ66e0awWZ14XR4MI/YA9Fb+YlTXrN5xM6RvXX0dpkoLcvijVcOUV3RHtgwGJ2L1GoF+7ZX8vSXljNnUe6EOdbl9HBwVzXvvnaczvahCf11+3tnuP+x+axYOxOdfuJG+ECfmXdfO86+7ZVYLc6xMUmWZXZtOcu04lQef2Yp04pTJ/y21+Pn9LEmrGYn9z08l6ozbbz20kG624fwjPZXUSESFR1GZm48kVFXr0d3rXRbrBTFx1MQG4tKoUCtUOD0+lAIAtF6Patyc6ju72djdQ3zUlOJ1t/YqLTbw7K5CI1KwaMLZ+Ia9az5/BL13f1UdfahvYK62VeKKIoYInSB3efiNFY/sZjzZ1rZ/85JTuw4h3XEzu7Xj6IzaHjqu58aFx7o8/qxWwLGlCwHFsiXW3AoVQqUKgVqjWrKsE5RIWK4yhKnN9LOsVuc+HyBGUOlVqIzXH7hFxZpQBAFJL8cKDcmyVMKOWkNmikNipuJdSTgFEMGj8uD3zv1QggY2xW+3FJIEAQUSgWRMWEUL8qnaEEuA10jVB9tYM9bxzl7qI7B7hFe++kWImLCuOuJxQiXRMRYR409jUp1RTuENwtJlsecDbIs43Z48Lp9U35HEAQ0OvUVOVgMEdc+WF9wCihVysvqoFwO64h9bOL1uLz4fRONl0sZix64iWtmURSYtWwaD3x1VeAPMux/5wTbXz2My+6i8Vw7Kx6eP+U5bGbH2Hvg8/qDlpy9lAvXKiqEoM5TUSFy5yPzScqMY9urhzi9pxrriIPy3VWc3ldDYkYsMxbmsfSBMorm56IdFSy8FJ/Xh+3CWCzJVzgWK1GqQK1WBh2LPS4vZ/bXsvnFvdSdbsE2Yg98R61EoRQRRRFBFALlV69y8BVFEf015I27nR7cTg8AkTHh123cDJS4vPkLoqtBa1BjjIu4Lg5ZQ4T+msUF80oySEiPpbWmi8rD9dQcaxytihJon9fjo/ZkM6d2VwOBVJKU3ISb7pzQh+mmdCZcbkDyunw4R9OuAhFDzstew4VnFPj3+JfEbnaMpY74ff5JIxMv5sPx5PKGnkIhXpGD6nZGlmXcLi8Ntd34vH7iEiKJumjOkmUZi9nJn367n52bK4iJC2f9kwvJyk1AFEX6+8wc2FlFRXkLVouTb/6/deQXpYx7budrunn1N/sY6DWzYFkBZQvzCIsIpOMM9lk4X9tNV/sQqRmxE4wtj8fHng/OjUYvCCxfM4OiknT0Bg1ms4PyIw2cPtbECz/fgUIUWb6meFwfVKkUOOweIqMM3LGyiKzceCIi9Xg8Phpqu9m7rZLyI42Ehev4zvfvR3Np2s9ol3K7vezdVsmBXdVERRt45DOLiY4Nw+Xy0trYj+QP7GxffN2yLNPW1M/zP/mAqjPt6PVqSudmMX1mOhFGHR6Pj+72YWorOygtywq6ieFyetj6Tjlul5fFKwqZUZqBWquip3OEvdvO0drYxxsvHyQzJ5686VOXNr8aHHY37/zpKBv/dJSwcC3rHiojrzCwSTU8ZOPwnlpqzrbz/E+28fW/W8echTkTfnuw38L//ngrdrublffMpGBGKiq1kvaWAfZuq6S1sY/XXzpIenY8Gdlx45y0mzec5IONp0hMiuIzX1lBdn4iCoVIZ/sQm944Tu25DtKy4vjyd9aSnBZNxCVpVWWLcsnOT8Dl9AYiOX6xg6HBySNsL6W7c5hf/mgzHrePdQ+VkZ2fiFKpoLmhlz1bz3G+ppvXXjpASkYsSakfRk75vAFH3G9/sQNZllmyajrFszMxGDRYLE5OH2uk/EgjLz0biMZZua4E1ejcKssy5hE7r/5mH3u3VZKQZGTN/bPJzAlE1PT1mNi/o4pTRxuxWZx88+/vIzs/+Djv8fg4sKuag7triIjUs/6pRcTGheN2+2ht6sfr8REdJFr/ZiAIoFSIiKO/Ha7RMOx04Pb50KpU6FUqCmJj2dXYhNPnBf7MnBMKUWRayocpD7Isk5MQTX3PICM2JwmR198gEwQBY2w4ZStnUDA7k8I5WfzhR5uwDNs48G45qx5bOE50UpZB8gdGx8jYMFY9tmjKsMmLUWtUZBcFz8W/gHhblYwSLlm6XN1qXB775+QvmyBevQDjjeJC3rhaq2LhPaVXLMQpIIxpbVwpoiiSkBYoUVi0MI+N/7eLrS/vx2lzs/vNYyy5f84Eg0Hyf1ij/rZS7r7ondCFaVi2fh5peVN7wy+gUIjkBqkSMe6Y6/BOSKM7+IJwGXHAqziXSqNk/pqZTJt75WVuMwqSA0b7zWA0FWPW0mlAYDyNiA6j8sh5upr6ObLlDPPXzGTB2pIJjrALSJI0tntXvChvympDlxKfGjOW+nQpKo2K4kX5ZE5Pobmyg8ObT1NzoonOpkBZ4r62QU7vrWb5Q/O575kVEwSHA9cD8mi/i4qPYNXjC8f0fS6HWqsio3D8OyvLMid2VvLiP2+gt20QtTagZzJ9Xi6ZRalEx0cSZtSj1akxDVr58VdepL9jcg2hCQiB8e6jIksfjlHXdcwUrs879nHheqTCxKVEs+apO/j9f75Hd8sAz//D6yx9oIzMaamATPv5XvZuOE5f+yCRMWGs+/zycekNNwuF8trm1wtRMhCIFln92OIxPY7LodVrSMoan8IqSfKYU69gThaL7pl1xVEOUXERV6Qj8XGNmpAlGY/Hx9CAlWMH6jhzonks7D084kOHiyTJnDnexO6tZ4mJC+frf7eOGbPSx4x4n0+ieFY6v/rhZpobetnxfgWZuQnjjPzac50MDVjJykvg6S+vIC0zdqzyis8n4XJ4sNlcRAXRxulsHeS9N47j8/p5+ksrWPPAbPQG9WilFZmFywp44Wc72LvtHJvfPknJ3CxiL1ojR8eG88w3V6HRqoiMMqDRqkZTxgLfjTTq+d1zu6mv7qK3e4SMS9OgRx+v0+5h+6bTLFpeyMNPLyY2PiJQ+Wi06onfL00QEXXaPWzdeIrqM+1EGvU89aXlLFpeSFiEDqVCRJJlPG4fDpsbQ3jwucvr8WMesfP0l+9k5T0zCYvQIQiBVK/MnDh+9u+b6O0aoeJkM7mFSZPOrVdL7bkOtrx9Er1BwzPfuosFS/PHolL8folZ87L5v//5gDPHm9m6sZyikrQJlcGcDg9Dg1a++K27WLJqOnq9BgTwuH2kpsfw3I+30t4yQF1lB+lZH6Yf2ixOThw8j+SXufvBOay+t3TMCZmdn4goCrQ3DzA0YEWWZYxBqnTpDRr0o+0Ji9BOiKi5HHarC6VSwdf+9h4WLM0f689zF+cRnxjJb3+xk4baHprP95KYEsWFYa+7c5h3Xz+G0+nhqb9YzrqHytCHaRBFEb9fYuGyAn73q13s3FLBlrfLKZ2bReLoWO33S5w83MiBndUkJBn5xnfXMW1m2ljKjs/np6g0nV/8YBMNtT3s2lzB57+xMmgassftZft7Z5h7Rx6Pfm4J8YmRl/RXP2FXuTl9vUgKj6DLYsHm8WBQq8kwGtnW0ECLyURhbCze0Uoefkm6sTvio9x2zglZlnGOhrlA4B4M2xwMWu03/H6IokBkTDgrH11A5dHzHHi3HPOglZaarnHOCaVKMbb7pdYGKnLklUxtXF0pt9uUaoj4cNfF6/HhtLsJM04t5Ga3BMILRVHAEK79yCHMt4KwSP2YSvr0eTnc/6WVN/w3FcqAk+LTf7mWigO1tNZ00dc2SHfLwIR+ZQjXISoCC4DLpZHcTARRGFuwKpUKZi+fztIHym5xq8ajj9CBEJhMrmS3bioulLwTRZH82Vk89PW7rlMrbyyCIJBekMTdn13Kqz/ahHXEznsv7CGvNHNSw8kQrhsT9EvNTbyu1yqIAhHRYZQum0bx4nx62wapPtbAka0VnDt8nsFuE+8+vwu7xclf/NvD6C+ZuC+MxaZBKxqdmhUPz59UiPVKMA1YeO83u+lpG0CrU3PP55bx0DfuIjo+coLBo1AqLrMjff1Ra1VotAFRSpvZcUUROyEmcj38OmqtitWPLcJld/Peb3bTXNVJc1XnWD8RCETpJGcnsP5rq7nzkflTp6Tcpqg0SnQGDdYRO1q9ltVPLLpsxZGp0IdrA2mfbi+JGYH0rtslcvJW8farR9i7vTJQ9ng09L2tuR+lUsHaB2az+t6SccaO2xWIGHC7vCxYWjBhh1ylUpCdn8iiFdNoqOuhuqI9iJEfWFE7HZ7R0P7A+lsQBFQqBapI3YR0CAgcc3hvLT0dw0wrSWP52hnjHAAKhUB0TDir7yvl4K5qOkd1JZasKho7RhQFMnMTJpxbEAS0OjVzFuby2ksHcDk9DPRZJjonLmpLfKKRRz+3ZMyYDDQCwibpU73dIxzdV4coCqxYU8xd980apw0hEljD6C9T7nvazDRW3F1MhPHDDSS1WknBjFTypydz/OB5ujqGcbu96KZIq7pSZFlm7/ZKLCYHK9eVsHBZwTjjXqlUkJIew4o1xZw+1kRjXQ+tTf1Mm5k24Vyz5+dwx53TMFwUYaTRqiienUFGdhyVp9vo7hjG6/Gj0QbmuIE+M1ZrII25YEbKuHdWoRBJzYglKiaMvh4TI6NpXTeCRcsLmbckb9y16/RqZi/IIentchrreujuHB7TgJJlmaP76+lsGyK3IIkVdwecSRe3PSo6jFX3lnJgVzXdHUNUV7SP9adA+lIlXo+PRSsKKZmbdcm7piSvMIkFSwt4/XcHOTeqxZEyyWZKdFw4TzyzlOSLheyn6K83i7mpKfzq6DF6rFbiDQbmpqbwh4oK/ufAIRZnpDPidLK5vp682JjrmsUwGbfdTOny+vj5B4fot3zYuZ0eL5mxUSRE3tjSJRfQhWlJyohDqQzUnr80jFmjVxOfFkNbXTemAQumfsvYoP5JIyLagDEugoGuEexmx6i4VfSkx8uyTE/LQCD/Vq0k8RoWMbeCpMxArqrH5aWnZQC/z3/TdhSj4iKISTTSWtOFz+vHEUSbJD4tGqVKGRCRbOi9qe2bCoVCHFuwOuxuetsGkfzSbSFyeoHE9MAugNvhoaux75ral5QZh6gQ8bpvfj+5VlRqJSsems/xbeeoPHKe+lMt7HnrGOu/tjpoyHxCegxqnQq300N3SyD08EZonSiUClJyEkjMjGPuXTM5urWC13+6lf6OIU5sP8eyB+dSurRw3He0Bg1xqTF0twww3GfGPGi9prG4pbqLrsaA4GRKTgL3f+lOYhKD6+zYLQ58V5D2dT0JM+qJiA7DbnHS0zKA3eK84qi9ENcfQ4SOogW5HP2gApfDQ86MNLQGDaIYEIfOmZlO6dJCkrPjpxT0vZ0xROiIToykv3OYwa5hrCP2a3JOxKdGo9Wrcdpc9LT043F7/+ydEycON0z4W3p2HI9+bgnzFudNcBKMDNloa+4PaFEoFVScbAl6XrvNhagI6COYR8avY4tK0olPjKS7Y5jnf/IBd31qNtOKU0lMjppSyNHp8NB0vhePx4fBoKGhtof2lsEJx/X3mFEoFbhcXronqYrk90tYzU6sZgdOpxef14ffL9PdMYQoikiShNczeXqoQilSOCNlnOji5Wg+34vF7EQfpmHBsoKPJFqpUinILUwm0jgxFU6nUxMxWs3G6fCMpUVfK1azk5aGPmQZNBoV1RXtQdcvI8M2FEoRm8XJQJ+FaZd8rtYoKShKwRAkvVBv0I45mhx29zi9KLVGhWJ0o9EdpAKX1+PD5/OjUIrXpOc1FTq9msIZqeiCRFyER+jGtCIco4UCIKBz0VTfg9vlxRCupbm+h64gFRMH+8woFCJut4/ujg/769CAhY6WAQQxsBk12bvmdHgQRYGhASsWs5NgcdSiKFAwPXm8I+02YUlmBkMOB/GGwOZzQWwcjxYX86ezZznZ2QlAYng4j84sJlJ749PmbjvnhEohsro4F4cn0PkFBMK1anITYwnX3fjyJRAI2XZYXWPGy6VhhGEROvJKMyjfXYXH5eXswTqKF+ejvQ7e0dsNrV5DYVk2DRVtDPebaTrXQX5pZtBBUZZlLMM2Givb8Xv9hEXorjgt4nahsCwLlUaJ2+Gh/nQr/Z3DJGZ8NGX9q8Xr9eG0B3J7FSpFUEXyvNIMtHo1bqeHpnPtdDX3k5Y3UTDqZqNUKSickxXYYff6qTxSz+rHrzzd6WZQMNo+n9dPzYkmBntGiEuJ/kj3rmBOFlqdGpvZQePZNnpaB0nJ+ejVP242MUlG7v3CchrOtuGyu9n+6iFmLZtGXmnGhGvImZlORFQY1mE7XU19NJ1rp2BO1g27VoVCJCougpWPLKCvfZA3fvYBw/1metsGJzgewqMM5Jakc+5QPe7/z957x8dxnYfaz8z2XQCLRQcWvZDoAHsRiySSoiiq9xrZkqt0ZdmxnHw38c21893cL44Txy1xkWVLlmWJkqjeKUrsHSRBEIXovbcFFttn5vtjgRVBgGAR2KR5/uCP2J09c86cd055z1vcPsp3niB/SfZ5bwQdg85QqkJ7VjzhtukV4oqi0FjZPq0C8UISlxxFQloMXc19DHQPUbmv7oqSuy8SiqLQ2dzH8//6Fo3H29j4ldXc+/2N2GIvnzFvNoiMs5KeZ+dEWTCT1dEdNeSUpJ2360RGQTK2OCtDvSP0tA5woqyJ0lW5X2oZ3njHQpJSogj4JQ7srqOqvJXYuAhKF2VMm2mir8eBxx10W3j5uV28/NyuGcv3egP4Ttnk5+Qn8cDXr+bFZ7ZTXdFO1bF20jJiKZqfxqIVcygsTQ1uAk9xg3SOuHEMBuNL7dlWw55tNTPeWzseX2ICRQm69bS39LP7kyqqjrXT2z2Mc8SD1+sn4JcI+CX8fgmr3jyjxbRWI5Jgt52Ti2tP1zCSJGEyW0hKOf1B20zo9FriEiKmlVlBEEJum/IsmsAP9I+Ggk6+u/kQ724+NOP1gYCMx+Ob8rnBqCMmfvq6i6KAIATX9kH3q88qH5dgJSkliq6OIXZurSK3MBlLmAEQ8Hh8HNnfSH/vKMlp0SQmX5jNt9GkJzpu+pgM4knu4ROuqBBU0E1YchzcXcfBaRSBJ6PVirhOSlfc2+3A6/Hj90m8+MwOXnxmx4y/93r9p1WoaULyevkc2kFQZtNtNr571fLQZ2EGPY8uXEBhfDyNQ4MYNVqKEuIpiI9HexHqf9koJ/ySRNuAA7stgkVZKQyMutBrNbOikFDGg/XpjToMJv2Mk6AsyzQeb6fqQD2yrBAWaSJ1buKka7R6LQuuKWDrpn30tPaz8+3DFK/MZf41+TNqDP1ePwpcUScoepOOxeuK2Lb5AKNDY2x77QAlK+eSnD01noDkl9iu7NnvAAAgAElEQVT3fjlNx4Natpx56WQWnr+J9aUgdW4SxcvncPDj49Qfa2H7awe56WvXzOjnKkkyfq8fvVE/aZKUAhKjQ2NYrGa0uplTIwb8EmVbj9PVFMxuEhVvnfZ0Ki3Pztz5GRzYUkFbXTfvP7eDe767gcgZFsQTi4ELGaNCEAWyS9PIKU2jpqyJY7tq2fPeEa67bzm6GeQ9EJCQ/NJpU6fOJjmlaWQUJFN3tIUTZU18+sp+bnzkaizW0wcCVJRgcNRTF+LJ2fGUrMxl9zuHaarq4NNX9nHrt9cSPoPLkyzJ+Lx+9EbdZTE5lazKZen6Era/cZCupj7ef24HSRl3EnbKaVB0QiSL1xXxemMP/Z1DvPPHbcQmR53WogCCCxufx4/eoJ2iyAx+50Nv0M1suSJ+FlhPoxGnPV3V6bUsXlfEjtcP0tcxxPbXD1K8Yi7FV82Z0ZLF5/UjwBTZ1Bu0od+NjbqRpKmWEYqi0NcxxK63ymbM9nEhiIgKY97V+VQfbAgGZXtuBzmlaaTn2Wd8lhNR6L/MG8DZRpYVju+ppfpAA9aYcK66cT6Rl1GQ4tnCYNSxZH0J+z44xnDfCFtf3kfJyrlkl6TNmInA5/EjiMIUK6sIWxhLry+hqbKN4f5R3v3jNpIy44hLPr2iWFGC44lWp7liLNTOhZVrCyhZmIGiKKRmxvLL1gEqDrewd1sNG25bMGXs83r84++0QG6hnYhp/PtPRq/XTjnl12hEVq7JJ3NOAru2VrJ/Vy2drYO88+rB0ObzlnsWUzgvbVIf+gNBxQFASnoMiclRMyqqNKJIStpnJuyyrHCsrIk//XorLQ29hFlNJKdGU1CaRqTNjNliYNTh5rUX9p75wY27oJwLHo8/aH0wHufifBBE4aKv408OvJ2dm0h0bPiM/mk6rWZSnI8JRFE4L2sRvUHLjXctoqWpj50fV9LfO0LuuHtHU20P5WXNRFhNrL953rQuDbOBRiOeNtXn6QgEpFDqUntKFPa0mJkzv4kCqSdlrvJ6/Mjj2TRyC+2Ez7BeBDAYtNO6QwEgcNlk2JsORVHwyzIBSUYUwKjVck1mBleTEQw5IJwag/DCcdk8pRGXl1+8v4vvb1xJaoyNNw5VkhJt5briObNS/rt/2k5fxxD5izPJKk4lMS0WvUkfetATCoyjO2t477kdNBxvQxBg8XVFJJ3i7yYIAnMXZLDq1oW8/pst9LT28/T/eoU7HlvH4vXFRMZGhMqVJJnBHgeNFa0c31fP4uuKKL5q7qy06UzMlBXkdN+fujgQRZG8RVks3ziPrZv2Urmvjr/85G3u//5G7DkJoQ2v1+1j99uH2fTz93E6XEREh7H+wRVEzFKqu4tFZGw4Gx+5moaKNgZ7HGz+r48YG3Gx7r6rSMqMC01mCgrOYRetJzqpPtiIKczI2nuXTbKeGRkc468/fRujxcjcBRlkFSYTnWSblN5JlmX6O4fY/+Ex3nr6E4Z6RxBFgVW3LpxWIRJhs7D+wRWcONyEY8DJe8/uwDXqYcPfrCSjMGXSwO0addNa203riU7yFwdTM07HmeQERZlyzalyIggC8akxbHh4Fe0NPTiHXbzwk7dxDo2x6rZFxKdEf6bVHrewaa5sp/pgI/aseJZvLJ1RiTEbxNptXP/QSjoaenGNunnlVx8y3D/KuvuWT0otOtG3LdWddDb3Mm91HnHJkyfbiOgwbvjKKk4cbqK/c4g3fv8JLqeH9Q+uIDk7Ho3ms7LGHG7aaruoOtiA3qBj3X3Lp7WKudhYo8O44aurqdxfT1/HILvfOcK8q/NZecuCSf2rN+pYe98yDn9aScuJLj7dfABBENj4yNVkFiZPkmf3mIeOhl5qDjXiGnWz4eFVU8YAn8fHxy/txefxU7g8h7S5ScGF3kki5fcFOLq9hl1vBVO02uKt01owCYJAwdJsVty0gDd//wldTb387h82ccfj17FoXSER0eGTxuKBriEaKtqoPtjI0uuLKViaM6m8hLQYwm0WRofGaKxo4/jeOpZcVxxazChKMCXtq7/6gLJPKs/87swyokZk5S0LOLilgoo9tdQeaebXT73Azd+4lgXXFGCxmkIhjAMBie7mfurKW7DGhFGyIveKNp+f8ImfSOE2IxdBEaPIMqPDQdcet9NDTVkTSVlxRMZETFIUCaF/xv+eoV6zMWfPNoIgULo6j6XXF/PB87torenk10+9wB2PX8eCNQVYIsyh5gUCEn0dgzQca6O+vIWrbpo/1XpSgGvvXsKBj45Rf6yVve8fRdSK3PjI1cydnzFp0+dx++hq6uVEWRODvQ5ueHgVtjjrBW3vpUBg4vBAYMHSbOYtyWLbhxW89/ohihemk5oRO3lMNugQRQGNVuSer65k2erc05Z92nuOpydNy4wlNWM1G+9YRHlZE4f21HFgZx17t9fQVNfDt5+6niWr5obur9VqQuPIijX53PfoKgznMHc7hsb46zM7qK3qICcviUeeWEd+SUqoDEVRaKrr4c1NM6dx/6wh59Zug0GHIIxv9qdJc322t7zYel694TNlyk13L2bdjaXnqVwRpoS5P6tfCQKLlufwzb+9nt/9xwccPdBI+aEmREHAarOQX5zCtRuKWbpq7gVz6whW5Nwu12o0oTXKklVzefixNRhPzf4yAwaDDlEQ0Ou13P+11SxannPmH11BKIqCpChU9vRwqKOTjpERXD4/WlHAajSSEx3NwuRk7BHhwUn4Ign+ZaOcOJWhMTc2y+xFLe1s6uXjF/ewbfMBwm1mwqxmrDHhwcCWgoBzaIyh3hEGexw4h11oNCIFS3O4/fHrCJtGU6bVabj569fgGBhl+2sHaavt4ul/eoXXf/sxMUk2TOFGAt4AjoFRRgbHGB0ewznsIuMcMzqcD7IsB9vSPYzH5cPl9OB2emip6Qy5DQz1jfDRX3djCjNiDjNiCjNiMOqIS4km3DY59ZLFauKu76xnqMdB2aeV7HyzjBNlTWQWpRBrt+F1+2ir7aalppPRoTEiosO45evXsmhN4RV3yiGKIvOvyeeuJ6/nlV9+wGC3gzd+t5Vdbx0mJslGRHQYiqLgHBrDMejEOexiZHCM1bct5Nq7JqdklAISdeWt1B5pxhJhItxmCcmd0awP5YMf6nUw2DOC2+nBYNaz6taFXH3H4mm1uxqthgVrCrn1W2tDyoyPX9pD2aeVxCREYou3otGKjDncDPeNMDouy0/87MEpyglZVhjuG2Ggaxiv24tr1IPb6aWjoSd0IuwYGGXLS3sJs5rHZcWA3qQnzh5FRHTYJDnRaERW3rqQvo5B3vjdVgZ7HPz139/loxf3EJtkIyzSghyQGRlyMjLoZHQo+F7c9cT1LN1QcgF6czJanZZr7lxMR0MPH76wC+ewi7ef+ZQ97x4hOiEyqFQUBZzDYwz3j+IccmGOMJKRnzxFOSGKIsUr5nLP9zbw8s8/oK9jkHee2cbe944Sk2QLpnlVgkoOx4ATp2OMkcExlm+cx7V3L73gbT0bBEEgb1EmK29ZwJtPf8Lo0Bjv/HEbc+YFUyRO9K0gCKTn2Xn4h7fx3L+8QUtNJ5+8so+jO6qJsUdhG39urlE3w32jjDlcjAw6ySpOZe19y6fcV5Zkqg82svPNQ1hjwrHFRZCYFos1JhydXsvYiIvOpj7aarsZ7hvBaDGw4qb55Jwmo4tWp+XWb61luH+U3e8cprm6g9/94yY2//dHxCTaMIUZ8Hn8OAacjA45GR1y4XF5yS5JnVJW6txE5q3Oo7dtgOG+UX7z9y+y/8NjJGfHIwdk2ht7qDnYSG/7IAvXFDLUO0LtkeZZ7ZczEZ8SzQN/dxO//+Emmqs6qDrQQFtdNzGJkUSPt9fr9gff/6ExRgad3Pjo1RQuy7milRPbXz9E3dHWM1qA2eIi+MoPbyP6HPzQzweNVkNWUQpxKVH0tg2y6T/f46MXdk2yAhNEAaPFSFJGLCUrcylZMZfoxMgpCoXZnrNnG6NZz51PXM/I4BgHP66g7mgL//V3fyXWbiM60RZyNXT0fzauAxQszZ5SliAIJGbE8eiP7uCZH22moaKNXW8dpnJvPbHJNmxxwTnMPephqH+UseHgeJKUGcfae5ZdsDZeLhiMOm64YyEVh5tpa+rn/dfL+MrjaydtqOISrBhNekaGXbQ09J6XcuJkBEEgMsrCqrUFLFyWzTXXF/OnX39MXXUnH71zlPzS1FAchfAIUyiDR1tzPx63/5yUE61NfbTU92Iw6rnh9oWULprqIuh2+/COW97NNvGJkWg0GlwuL51tg8TGXxnKrqjY8FD2kJaGXiRJPm/Lj/NBURTcbh/HDjUD8JXH1zB/SRYajYhOH7QWiIgwXVZxxgAs4cZQGt72lgHcLu85KSfiEqwYjDpcLi8tDX1fKOWEoig0Dw/zp7LDbGtsYtDtRiuK6MRg1hq/JKERRZLCw7m7uIib83KxmS5ONpHLVjkx28QmRaE36nCNunGNuunh9OnfrNFhrLh5Abd8Y80Ul45JZdqj+NqP7yQhLZaPX9xN53iAspaazinXCqJAQmrMBV8wQVAj/PYfPuXlX7wfSu94Kt3NffznE89N+kyjFfnOzx5i7b3LJikVBEHAnhXPYz+5j00/f58db5bR1dxHV3PfpN8LokBydjy3fXsda+9dFspNfqWhN+jY+NXVxNqjeP2/t1BT1jhteyeIiAojZU7iFEWMVq8lLjmK+vKW4IJtaOy09wxaHkRz/UMr2fjV1TNanBjNeu54/Dpik6N483dbaTzeRn/HEP0dQ9Nen5AWg8E8tS8CvgDv/3knL/zb26HUmKfS2zbIL7/3/KTPNFqRb/7fe7nh4ZVTos+bw4zc+cR64lKieevpT6kvb6GjvicYZHBKoyEqzhoKLnkxMIebePDvbyI+LYb3/rSd1toueloH6JkmQBJARJQdg2n6iUyn13L9QyuJTYpi839/RPWBBrpb+ulumRocDCA80kLq3MTLaoOo02tZ/+AKyj6tpKW6k8p99Wx//RC3fWst+pMmcI1Ww9INpVijw3jlVx9xZFsVfR1D9J1G5kwWA6lzEqfmpwdEjYaYpMige0T7IH3tg9Qebp62HFtcBOsfWsGt31gz43gSnxrNt/6/e0jKjOPjl/bQ0zqA0+Giuapj6v1FgeScBKKmWZTq9DrufGI9jv5R9n14jN72QT74885J1+iNOlbespD7n9rI1pf3XXTlhKgRKVk5lyd//je89t9bOPDRsdD40jRNezVaDeYw4+fevF5qh5Du5j66TzMGn0xcSjQet/eM180GmYXJzL86n4837WVsxM3YaWKQHN9Ty5a/7mHJ9cU8+qM7p6RZnu05e7YRhODc/sS/P8Brv9nC1k37GOxxBC2Mxt04T0bUiGSXpJ7W3VCjEZl3dT7f+U8zr/7qQw5+XMFA9zAD3cPTXm8w6kiZk3jatMRfNHJyg1kFXn1+N9u3VLJk5RxKFmaGFHPRseFkzYmnq32QQ3sb2HDbAqxncO04GwRBwBJmpHRRJtduKKb+RDd9PSM4Rz0h5YTZYmBOvp2yvfVUHWujrakP67yzz1Y36nAjSTJarUh80lRFHcDxIy2hgIazTXZuAhFWE4MDTvZ8Wh1MC3kZm9pPYI00k52bRH1NF0cPNtHfM3LeMTPOl9qqTt5/vYyC0hRuvXfptPP75YbJrGdugZ39O09Qc7ydloY+bOdg0R0TbyUjJ56+XQ7K9tVz3c2loXfhSqfb6eRft+1ga0MD85ISub0gn3SbjXC9noAiM+hyc7ynh53NLfx0x04GXC6+vWQxJt2F7/fL540UoH/UxZ93HsFqNnKkuZOmvkE6hhxMLIvuXFJEYuT5+XTe/PVrKFmVS315C621XQx0DuN0uPB7/YgaEXOYkRh7FNnFKeQtCprAm6eJZnsqEVFh3PH4OpZeX0LlvjpqyhrpbRvE7fSg0WmIjAnHnhXPnPH4C/GpMVPK0GhFEjPi8Hr82GIjzrh5sUSYSB+3wIhOjJyyaBQEgQhbGKlzk876+UxgOk2bBUEgPi2GR390J6tuXcjhbdU0Hm9jZNCJ3qgjJslG4dIciq6agz0r/oxt0Bv1pM5JJDI2goS0mMvOwkJv0LHshlKyS1KpPdxMxZ5aOhp6QgqGMKuZ+NQYsopTyClNw54VP2kzB8HN6Nd+fCfX3r2Uxoo22ht6GOpx4Bp14/dL6HRaLFYTiemx5JSmk7swg6SMuCnlTFs/o46rb19MweIsasqaqNxfT2djL6PDYyiygsliJDY5iox8OwVLc8gsmBr7QxA+2zCfK0GXk+m3K0azgTV3L6VgSTbVBxup3F9PV1MvYw43gigQbrOQkBZLTmkq2cWpJGXGTZEXURSItUeF5Nw4jXLlZAzj8hQRFRbMuDLDRswcbuKGh1cxb1UeNYcaqDrYSE9LP06HC4Vg6sy45CiyilMoWJJNYsb0acwguLlfdF0RmYXJ1B5tpmJ3Le31QTlRFAVLhIn41BgyC5OZMy+D5Oz4i6K0i4gOJy0vCb8vQHTizMGpkjLjuOUba3j3j9uQJJkTh5sY6B6eEvNEFAXyFmfx3Z8/RN3RFo7tPkFLTSeOfmcwwFiYkbjkaNLzkshdkIE9OwFzxNRJ3GDUces311C4LIfqg4101Pcw2OPAPeZFkWWMFgMxiTZyStOCbh+59jP2P4A1Opy7vrOe5TeUcnxfHSfKmuhtH8Qz5kWr12KNCSc5+6SxOGXqWAwQnxrDY/92P0uuL+HI9upgRgGPH0uEieScBBZcW0DBkmys0eHkL84iPd9OUubMQSmjEyJJzw/654bbPv/CRhAE5sxL57Gf3Mf6B1dQua+exuNBH36f24feqCMyNoKUOQnkLsgkd2HmJPcbCG4g41NjSM+3o9NrzzjuGC0G0nKTcDk9k9y0LiQRUWGk59uRAmefFSU6IXKKX68oCqE+AM7oVqXTa4Pvqlk/bcBRKSBRvusEr//mYxor2oiKsxKXGoM1yoI4MZcpCr5x68n+jiEGuoY5uKWCyJhwvvbPd02yyJzVOVsQiIgOD7U1InrmhbhGE1x/uMe8RI5bL52OyLgI7v/Bjay8eSEVe2s5cbiZga4hPC4feoN2XOYSmTMvnYx8+xSLs1PJKUnj8Z8+QMOxFir21tF4vB1H/ygBXyCYicceRVpuErkLM0jOTiB8hg14rN1GRr4dU5hxxhhRVwIGo45rry/m4O46mut7eHdzGelZ8aETYL1By9qNpZQfaqa2qoMX/rCdm+9eQkx8BDqdJug77pNwu7wMDTjRaDWkZ302jwUCEo21PRhNOmzRYZjM+pApvizJDA44aWvuR5EVrFbzlOwIK67NY/en1TSc6OKvf9jOw9++luT0mFB6x4BfwuP24Rh24RrzkpObFEq7HDUuYy6nh9qqzmBMi/H53+vxU1Xexpa3j878gD6H3iI+0cbya/J4+5UDbPvoOEmp0SxfnUuEzRzM0CcreL1+XE4vfr900RUAM7HmhqBMtDX18Zffb+Puh1cQn2QNukIpCn6/hNvlY3hoDCkgk5177mu7mfC6fciyTHfnMNs/Ok56dtx43wkI4/EUwiJMhEcYL4u4WhMsvzqXnVsrqalo58VntqM3aEnNiA0FfA0EJDwuHyMON85RN9m5SSGZNJn1rN1YQuXRVqrK23j52V1suH0BMeN7teC7FsA15mNoYBS9QTcpZsXlil+S2Hy8kkMdHTw0r5SH588j2WqdEuxyzOejsqeXn+3ezebjlSy021mRnoZ4od0JL7bP7GlQXF4fL+4pZ8TtRSDoly4ITPKNumdZMYm284+EPeGvKisKyEpwfFMI7bEEQQhGqxWFc154hco+JcLtRBAyQRRPG5BMURSkgBT0pR33A5wpMJQiK6HFmqgRETXipOsVRUGW5NOehs+ERquZsf0TbZMlGWXiGXLuz06RFQIBCRQFQRTRaMWLstg9VyYCIsry5PZC0FJEFM7cZkUZl4uTZWNc7oTxcibKOC+5U4L+z1Pqd1KfTPw9pV7nKSeiVjMe2XnmdisnPbtQvThzmxVFQZJklPG6aXTaGQP6TZYnISjHZ3iWyngsjYm+OZlzlueZ5ORzjCvnizTRrwqIGmFG5d9nY4pMMPpnMD3d6YJGTRoDxvt4gjPJ3JQyTvdeXMCxWBTFM8YkCMmGpIT6FiG4yZ34/cR1kl86o8xJASl4Ii4EN4OzaSn0mQzLwb4IPcOZ2xucd2QUWT5jn0NQtqWAfFHHbEmSkSfk8myZZg49dazTjH8/k3wG/OPjiSCErp/4ru5oC//x+J9oPdHJvKvzuf+pG8mZNxEg8uQyg+NYzYFGfvsPm2iqaic6MZIfv/gE2cWpk+43W3P2hDzIE2uEM4zV57L+OPk3n/cdO7W8STIcKk8YT+E383gCwQ2GcoHesQtB2d56fvq/X2dowMlPfvMwpYszJ32vyAqbnt3FC09vQ6fX8I3vrWf9LfMRBAFFUfC4fWx+YS+bn9+Dx+0jOzeRgpJUImxmZElmeHCM9tYB2pv7ufHORdz7yKpQ2R63j1/8y9tUV7SRW5hMclo0VpsFURBwjnqoqmjj8L4GdDotjzyxlhtuXzBpsxkISOzfVctvfvo+/T0jxCdFUrwgnYRxSwjniIeujkEaTnQzpyCJp358e8iU3jE0xr//6HUO7KojNj6C9TfPx54WhSQpNNZ2s2trFSaLAY/Lh8fj47v/6xaWn+K20t8zwvce/QOOIRdfe3IdN9892aV2JhRFoaN1gF//67uUlzWh02nJLbSTk5dEWLgRv19ioHeU5oZe4hKt/OO/3h36bXtLP9/76jPIssy3f7CBtRtLp5Tv8wb49U/e4cM3j7BybT5P/sPNpw+QeI54vX4+eusIf/7tp4yOuEnLjKOwNJXo2HAURcEx7KKrbZCm+h6WX5PHYz+4IfTb+pounnz4aSzhRv72n25h6aqpse+8Hj//+o+b2bOtmo13LOTR76zDMq7IVRSF3m4H//HjN6g43ByMXHHSfKHRiERGWZiTn8T1t8ynZFFmaIOvKApjTg89nQ68Xj9ej5/ermH+8vR2BvtHufq6Qq6+vgiDQYfBqCMs3EhcgjWkKC0/1MT/fOzP2KLD+Lv/czslCzKm1N3t8vFP332BY2XN3PPVFdz/tatDMidJMof21vNfP3mX3i4HMfERlC7MIDHZFpTXUQ/dHUM01naTnh3HD/759kntdrt8bHp2F2++tA+fL0B2biL5xalERJqQAuPvWks/Ha2D3P7AUm5/YLI76/DgGN975A/09Tj46uNruePBqe6uF5s2h4PvvfseOlHkVzfdSLTZPOMcsae1lR+8/wHX5eTw1MoVhOnP+5DtrCaFy8ZywmzQ8+g1iy7oPQRBQNAIXIgpK1T2eRgABAMTnV1XfHaf07dCEIIL5QthjTAhvJ+37OmieF+OCEENGZrz6diTytBoBLgAxiHBBTacj+BdSDmZKF8QQDzPumm1GjjLup2PPE1sTmZDwT8bcjKbaDTiWfujns2Ycur18PnGgFAZF+C9+Dxj8aQyzkI2BEFANJz5uQXfs/Ovz5nqEHyO5ybIEwHxzrYDRFFE1F/cDd+5yPFMnOtYJwinH08mgj+31nYRERXGrd9cS/6SrNOeFGp1ULAsmwVrCmiqameox8GYwz0pLe5sjsUT8nAu7//Zrj9O/s3nfcdOLe98ZPhkgvPF7NTnckAQBVZfV8DBPXVUHm3hgzcOUzgvDXtq0GrJZDZw671LiIoO493XDtHVPkRjbc94hqHgu2006YiNt5Jgn2w9J2pEYuIj8JUF2LfjRCj1oSAIKASDACbYbdxw2wKuXl80Rba1Wg2Lludg+Ecdb27aT21VB9s+rMDvkwAFjUYc32SaSM2IRXPSJjY8wsR9j6zC4/bTcKKbTc/uRGfQohlXeOYVp3DbfUt5//UyDu9vmP3nKgjYU6P59lMbeOuVAxzcVUdtVSfHj7QiSTKiGHx2JrOBzLlTs9JdSgwGHetuLMUSbuSdVw7S1tzPh28eDh7MEOwXg0lHZFQYybOYMWNCubB/Zy3Dg2NE2iwYTZ9lp5s4hHK7fOz5tIbG2h4e+7sbWLgsO/R9+cEmnvnVFgJ+mUBAwucLMDbqQZYVdm6tomxfA1qtiEYbDNL6re9fT1LK7LRBoxGZvziT7/2vW3jzpX3UHO9g+5bjIXkVNSJGow5LmDEorycHNBYEzBYDdzywjJi4cN5/vYyO1kEaarpD75pOp8Fo0hOXaCU+6cKkUZ1tBlwu2oYdPFhaQoxlZpcwQRDIj4ujOCGBiu4eXD7f51FOnBVfoKFc5cuCx+WlfOcJ+jun93c/HxZfV0Ss/fIx31P54tNW183xvXXndVo6HfGp0ZSuyrusYlqofLFxj3k5uqOawW7HrJQnagQWrSsi5gyuSJcSj8tLS00niqwQnRhJQnrMGU2YBfGkVLjjikyVLzcx8RGs3ViCa8xL9DQpHwFiE6zc85UV7NsRi1arYczpmWTtawkzsv7meSxclk3lsTZaG/twjnoQRQGrzYw9NZo5+fYpKSV1Og33PrKSxVfl0FjXw0DvCG6XDwjGlEhKjaagOIV4uw2tdnrZ1uu1zF+ayZz8JE5UdtBQ28XQwBiyrGAJM5Bot5Gdl4Q9JWrSnCRqRHKLknnqx7dx9EAjrU19+P0S4eEmsnITKChNIyzMiHPUQ3RsOAnTxGkzmnRcu6EYt8tHWubp3S5PhyAIpGbG8vUn13PdTfOoreygp2sYj9uPTqchMjqMtMxYcosmu8Nawoysu6kURVFOmy5T1AgUL8hAq9WQnZuITj+787HRpGf1ukJKFmRQfayN5oZeRhwuACKsJhKTo5iTbyf+lOcWEWlmw20LMBi1U76bQKMRWbgsC1u0haL5n7nbeNx+XnthL29tOkBWbiJff/I6MufEhxS4ihK0umiq62HTs/V7piwAACAASURBVDupPtbGtg8rmL8kE1EUEQBbdBilizKnve+pRMeGYzDqJ/19w+0LMFsMRJ8mXbNWK7J01VxS0mPILUieopzV6bWULMwge24itdUd1Fd3MTjgRJYVzJZxec1NwJ4WM20sjXCriQ23LWDh8hyqj7XR2tTHmNOLKApE2iwkpwXftejYqfXTG7Rcc30Row43GTnxZ/UMLjQefwCnz0dK5NnFQTRqtWRFRVPV24dfnp0160xcNm4dl7oCKlcOA93D/Ptjf+LItqpZK/P/vPIkC9cUzlp5Kipn4qMXdvPrp17A5/XPSnnLN5byg98+isly6dOUqnw56OsY5N+++QwVe2pnpTydXsv/+/KTlK76fNkHLiTD/aP84sk/s/f9oyTnJPA///B1MgtTZjSJ7Wsf5D+ffI4j26qJtdv40V+fIKso5SLXXEVFReXcUBSF5voefvjkC0gBmR/8+DbmL82adrzz+yXefnk/v/vZh5QuyuBHP7sf01nEi1K5+OxpaeWRza/xL9et49qsMyuNfAGJv5QfZdOx42x+4D5SrOed5ebKcutQUTlbdHot2cUpQV/p2UAQZsyOoaJyIYhKsFKycm7IpPbzklGQfNn7Wat8sdAbdOSUpIWC3X1etHrtrAQMvZAYTXqSxoML9rQOsP/DY8QlR08brFEKSHS39PPOH7dRsbsWQRQoWJpNrP3ytQxRUVFRORnnqJeB3hESk6NIsNtmVMR6vcH1jFanOa3VjcrlQUCWeaG8nI/rz+w+JSsKLcPDXCxbAlU5oXLFEWY1c893N4z7i81SmZGX94JY5YtH0fI5ZBenMlvGazqDNhi1W0XlIhFus3DfUxuDwSNnA4FJWSwuRwxmPUuvL2Hf++V0NPTw2n9tofZIMwVLsolJsqHRafB5/Az3jdB2oov6Y6201HQiBWQyCpO56WvXzph1QkVF5YuDx+3jvdfKqDjvlNMCC5ZmceOdFzYm30wYjFrMFiNjTi+Ntd3EJUaiPSkgsjKemaiupovdn1Sj0wddWlQX08sXvUZDrMVC18goXSOjZ/27GLMFzUUI7K4qJ1SuOESNSFikurhTubIxmPQXJa2oisqFQtSIX7qNtiAI5C3M5N6/vYHX/nsLLTWd7P/wGEe2VQcX4+PZFKSAhN8bQJZkLFYz+YszueN/rGfugozLMjOViorK7CNJMp3tg5w43nF+BQhgT7108dAEQSA23krpogz27TjBX57eRn/vCKmZsej0WqSAzNioh4babnZ/Uk17Sz85eUmsXleojnOXMfnxcTx/953n/DuNKBJ7hgCas4Eac0JFRUVFRUVF5RyQAhItJ7o48mkV1Yca6GjoxelwIQUk9AYd5ggTcclRpOUmkbcoi7yFmUREh6kLdhWVLxFSIKicGB4aO+8yoqLDThuA82IwEXfiud98SvmhJgJ+Cb1Ri06nRZJkvB4/KGCy6ClekM4dDy4nJy9pVjItqXzhOKsJUFVOqKioqKioqKicI4qiEPAFcI958Xn8SJKMoiiIQjA1r86gDVpIGfUIoqqUUFFRuTJRFIXBfidVx1qpqWinr2cEr9ePVqsJZgmxR5FXlExqZizhVtMZMxipfGlRlRMqKioqKioqKioqKioqKiqXlLNSTqiqLRUVFRUVFRUVFRUVFRUVlUuKqpxQUVFRUVFRUVFRUVFRUVG5pKjKCRUVFRUVFRUVFRUVFRUVlUuKqpxQUVFRUVFRUVFRUVFRUVG5pKjKCRUVFRUVFRUVFRUVFRUVlUuK9lJXQEVFRUVFRUVF5cLQ1+Pgo3fKQ39nZMexdOUcNd3flxCf18/OT2vo7hia8bqklCiWrZyD0aS/SDVTUVFRCaIqJ1RUVFQuEJvfLGPr9upJuZItZj333L6YRfPTL1W1VFRUvkT0djt47nfbQn+v2VDE4qtyUHUTXz683gBb3inn8IHGGa9bvDyH0oUZqnJCRUXloqMqJ1SuOPx+idb2AVrbBxl2uJEkCZ1WQ0SEibjYCFKTowizGBCEs0qnq3KB8Hj9HCxrorPbEfpMEASMBi3h4UZS7VEk220YDLpLWMsLi8GgRa/XMubyMjLipqdvhDCLEceI61JXTeU0SJJMTWUH1RXt034vAIIooNNrMZv1REaFkWi3EZ9oRaNRd3sqKpcSx7CLnVur8Hj8AOh0GuYtziQ1PeYS1+zyQBAEjCYdGo2IJMmXujoqKioqU1CVEypXDJIk09jcxxvvHuFoRRvDwy7cHj+yLKMRRYxGHWFhRhLiIrjlhlKuWZV7WSooXG4fH31SSVpKNMUFyV/YDY3b7eOdD4+x7+DkExqtVsRo0GGLNJOZEcvG64opKkjG/AU8obl2dR6LF2bi9wVobOnjX/793UtdJZUzIEkyh/bW88IzO09/kQAajYher8Vk1mO1mklOi2b56rnMW5xJpM2smsyrqFwCjh5q4g+/+hiXywcElRN3PriMr3zrmstyPXCxMZn1PPLYtdx+31JcY15GR9w4Rzy0tvTz6YfHcY15L3UVrxikgIysyIiiiCgKqnypqMwSqnJC5YpAURRa2wf4+W8+pvpEF0aDjoz0GKKjLIiCiMvto39glI6uYcbGPPgDl++JQEfnEC++up8N64ooyE36wionTibFHkVhfhIg4Pb46Osbpam1n/bOYY5XdnDnrQu5ZWMpFrPhUld1VjGb9CGli8cbUDesXxSU4MLUHfDhdvkY7HfS3NjLoX0NFM9P496HryKvKFntbxWVi4gsKxw+0ITXGwh95vdLVB1rY3TETYTVfAlrd3mg0YikZsSSkh50NlRkBVlRqK/p5sDuOlU5cZZIkszOT6tpbxkgt8BOycJ0dDrNpa6WisoXAlU5oXJF4PUF+OiTSqqqO0lMsPLIQysozLMTHm5EEAR8vgCOETfdPQ7a2gdZND/9stViV1Z3MjLiQZaVM1/8BaGowM6T31qLVqfB5w3gGHFR29DDO++Xc/hYKy+8vA+DQcuN60swGNRhSeXyQRAg3GoiIsIEgALIkoIkyfh8ATxuHx63H0UBt8vH/l11DPSN8vXvrKNkQZqqoFBRuUj0dg9TX9M1xV2hvXWQhtoeShdevuuCi83EcxA0AiKg0YrqszkHBvpGef3FfVQf7+DWexaTX5J8QZQTiqLw0rO7qDjaCoBA0C0nMdnGkqtyyMlLwmj84rrGqnw5UXcBKlcEPl+AisoOBFFg2eIsrlmZO8niwGzSE2k1k5ocxfySNLTay3ND4PdL1NR24fH6L3VVLiqCICCIAlqNiNasx2zWExcXQUZaDL/87VbKjraw+c0yCnKTyJ2TeKmrq6ISQqfXsvG2Bdx+39LQZ7Ik43L56O120FDbTdm+BiqOtuIbP7FtqO1m03O7sKdEEZdgvVRVV1H50qAoCvUneug6KQvFRFyFoQEntVWdFJamoNOpy16Vz09n+yDdXY4zXzgL1Nd2c6Kyg6J5aRhNetwuH3u2n2Dn1moeeHQlazYUfykscFW+PKijtMoVgSwruN0+RFEgymY57UAsCMIU7XVbxyB/fWU/Pl+AmzaUUFqUetr7tLYP8uwLu9FoRG7aUEJxQXLoO0VRcI55qWvoofx4O909DjwePzqdhiibhYy0GPLmJmJPtKE96RRicGiMY8fbaWrtp7V9gCPlrciywqc7aqhv7EU86bQiLMzInbfMJzszfkrdJEmmb2CU8oo2amq7cYy40Wk12JMimV+aRlZ6LKaT4jb4fAE+3FpJTW0X996xGOeYh63ba3C5fcwrTuWqpdkA7NlXT1l5C1qthhVLs1lQmoZWe+HNEzWiSIo9mnvvWExTSz/dvSNs3VbNnOwERHHyCY7b7aOppZ/D5S20dQzh90tEhBuZk5PAvOJU4mLCJ8lE/4CT5zftZWDQyY3ri1m6KOu09ejrH+W5F/cwNuZl7dX5oecyQSAg0dXt4NDRZhqb+3E6PZiMelJTolg0L53k5CgM+tkfShUleDrf1ePg6LE26hp6GHV6MBp1ZKTFML8kjdTkKHQ6zZQTr1ffOERFdQe3bpxH/txE6hp6OXC4ic6uYTQakZTkKJYuzCQtJfq0pz2KojDm8nGirpvy4210dTuQJBlbpIWCvETmFadijTBNaxngGHHz9LM7EEWBRx5agdmsp619iANljbS2D+L1BrBFmsnOjGP5kmwixi2gLlcMRh3WyMkm4bZosKdEUbownWvWF/Lea4d57aX9jDk9KApUHGnl8IFG1t5QfFHeJxWVLzMet5/jR1txjnoAiIoJIzomnLqaLmRZ4cjBJtZtLCYqJvwS11TlSicQkGiq78UxNHbR7hmfGMk3nlxHQlIkbpef2upOfvufH/LO5jIKS1JJSom6aHVRUbnQqMoJlSsCjUYkOiqMxpZ+Gpr6cHv8mM7SlM1iNtDbN8qRY62YTXoK8+yn3SzsO9jAtl0nSE6y8dC9y0KfK4rCwOAYL7y8j+27axl1elBkBUEMKg0EQUCv1xIfG8EPf3AjWRmxod/W1nfzl5f3Mep04/UGGHUGF0+9/aOh/09gizTjnMbn0x+QOFLeyguv7KO+oRevN4AgBJU2Go3IOx8cY8O6Qm6/aT7Wcb9aSZJpaOpl1756UlOi2bO/npraLvwBiX0HGwgEJHx+iWdf2M2o04MsyxytaOP7j6+jpCjlomwWBQHmZieQNzeRnXvqqKzpZGTETeRJG0HHiJvX3z7M+1sqGHK4Qu4wiqxg+LSKrIxYHrpnGfNKUtGN96vFYqCvf5Td++rR67Qsmp9xWoXW0YpWPt1Rg16v5bab5k/6zuv1s2tfPZs2H6C1Y5CAX0YQg2b9Wq2G97ZUcOvGeaxfUzDr8TJ8folde+t4afMB2juG8PkCCKKALCvodBre/qCc229awHXX5k+5d019N9t2niA7I47G5j5efeMQg0NjyIpCICCj02n4ZFs1D9yzlJXLctBPo1zp6nHw6ptlbNtZw6jTi6KMP3dF4cNP9BTl23nonmXkzU2cIis+X4ADh5vw+yVu2TiPA2VN/PXV/XR2DeP3SyhKUG6jbWFkZ8YREW6c1Wd3MREEgajoMG5/YCnNjb3s+rQaRQlaSZXtb2TVmnxVOaGicoEZcbg4dqQl9Pfc/CQS7TbqarqA4OlzV+ewqpxQ+dy4XT5qqzsvrmuuEJxrRFHEEmagZH4aJQvS2bm1ir7ekZBywjnqobaqk9TMGCwWIy2NfQwOONHqNCQl20i02yathcacHlqa+hkeGkOjEYlPtGKf5tBCURQG+p20NvXhGvOiyEooRbreoCWvwI7VZgGgvXWAwX4nc/ISGXN6aWnqw+P2YTIbyMiOI3L8OgDXmJfO9iEG+0fx+ySMJh0JSZEknFTPEYeL+ppu0rPjaGvuR5EVsnMT8fsD1Nd0YzDpyJmbiMmsZ6BvlPbWAVLTY2hu6EWr05A1J4GxMS+NtT2EW41kz02ctOaRJZnO9iG6Oofw+yQirCbSs+KwhE3O+jfm9FJT2UFqejThVjMtDb0M9DvRakUS7TaSkqPQXKZW21caqnJC5YrAaNCxaEEGh462cKCsiU2bD7BhXRHRUUEripk20hHhRlavmMPRilaOVbbT2j5IRlrMlN+43T72HmhAkmTml6aREBcR+s7nC/DeRxW8/UE5NquZu25dSGZ6DHqdFpfbR3vHIMerOzGZdFgjTJPKnpuTwBPfvBZJknE6vfz5pb3UNfSw+qo5rL06f5ILik6nIS0lelK9FEXh6LFWfvX7rfT1jTKvJJWlizKJjDDj8fo5Xt3J9l0neGnzQXx+iYfuWYr5pM3q2JiXt947yqL56WxcX8wnO2o4UNbES68dRKcR2bCukOSkKN798BhVJzrZsaeO3LmJGC9Sik+jUUdhnp2de+oYGHLS3jVEZKR5/OTey19f2c+b7x7BGmHithvnkZMVj1ajoX9wlO27a6mq6eTXv/+E7z62lnnFqQiCgEGvYdXyHPYeaKC6tovW9gEy0mKn3NvrC7DvYCMut4/5JWmTnr0kyezYU8d/Pf0JgYDMymVzKC1OIcxiwDnqpay8hb0HGnjm+Z2IgsAN1xVNu8k/HyRJZvuuEzz97A6GHS5Kxy1dIq1mXC4fh8tb2LO/nmee34nX6+e2m+ZPa73x0SeV+P0SBXlJzC9JI8xioKdvhE921HCirpvf/nEbkVYz84pTQ9YqiqIwODTGH5/fxfbdtdgTI7np+hLSUmMQgO4eBx9vr2bvgQacTi/ff2I9aSlR076DXm+Arduq2barhshIM/fdsZjoqDA8Xj+NzX3IsoIt0nxZW02cDYIgYLEYWLU2nz07TiCNB+Rtqu/B4/Fjtpy94kpRFPx+CZ83gCTJyLKCAIgaAZ1Oi96g/dyR4RVFQZYVfL4AAb+ELMnIymdpUjUaEa1WRKfTImo+370m7uP3BdujKEGl5ES2E51eO8VS6lzbIkkyfp9EIHBSWwQQBQHNeDt0+qkWRrOBJMn4vAH8/kBws6IEn6F2Fu4rj8c1CQSk8cwA430kgKgRQ23Tfo54Acq4wtLnDd5HGb+JKApodRr0eu0VoVxrrOuhvaU/9HfRvDTiEyN5/80juF0+XGNeDu9vJL8o+XPLgaIoKAqT5Hqi3zUaEZ1eg16nRThPuZ7oE78vQCAgI8ufvTeiKKDVatDqNNNazX2ZmRjX/L4Afr+ELCkhpbogCiGZ1uk0Z1w3znSP0RE3Jyo7Z7v654SoEQmPMCHLyqQYK92dw/zuFx+xbmMJzhE3+3fXMzw4hiDC+ptKufcrK9BoRBRFobN9kE3P7aGqog2vxw8IRNrMrF5XwA23LcBk0iEIQtBlqrabvzy9g56uYcwWA/29I/T1jGCLtjB/cSb2lKiQcmL/rjp2flLFLXctZs+OGuprunG7fOgNWv72hzdRujADCL4/Lz27i7L9jYycdPAUHRPOvV+5isVX5aDVauhoG+Rn//dtVq3J5+CeepyjHm64ZR7DQy4O7WtAlmXu/coKNtwynxPVnTzzq49ZsmIO+3bW4vP5ufnORTQ39nHsSAs6rYZHn1jDVauD2fw8bh/btlTywVtHGRoYHT/80VJYmsrdf7Mc+0lrm75eB7/7+Ues2VCE3xdgz/YTDA2OIQhwzfoiHvr6alU5MUuoygmVKwKtVmTF0mzKK9rYe7CBlzYf4HB5C1evzKUw306KPQqjQTvtZKPRiBTlJ5OaHEVbxxDlFW2kJkdNWXDV1HXT2j6Iyahj2aJMtCdpjt0eP0crggGJ1qzO42/uXRYK3Kgo4PMHcI55kSSZqJO0wgC2SAu2yOBnQ0NjhIcFT4kT4q2UFqWccUPrGHGz+a3DdHYNs/G6Yh64eykx0WGIooCiwPIl2cTHhvOXTft498NjLF+SRVH+Z+4o/oBEeLiR22+aT7I9iuioMKpqOmlrH2TV8hweuHspRqMOj8dPQ3MfLW0DuFy+i6ac0GpFEuODfvlutx+Hwx36rqKyg7c/KCc83Mjj37iWRfPSQ8GfJElmfkkav/jNxxyrbOedD46RNzcRk1GPIAjkzkkkxW6ju3eEsqMtpKVET3FBaGsfpK6hB41GZMnCDCwnbSJ7ekd49c1DjIx6+Jv7lnPHTfOxWPShyfqqpdlYLAbe++gYb71/lPmlqaQmT1YsnQ+KotDZPcxrbx9mcGiMa1bl8siDK4iPiwj1+bJFmdiTbGzafIDX3zlMQW4Shfn2KfLf2T3MTRtK+Mr9V4VcJwKSTGlRKj/95QfU1vfw7kfHyJ+bGHIJCkgyu/fXs3NvHfakSL732DpycxJCchoISOTnJfFvP/+A6hNdbPmkkofvXz6tHLvcPt7bcowVy3K49/bFxMaEodVqkBUFr8ePJMuEWa5cq4lTSUmLwWDQ4QoErZ/cLh/OUQ9R0WFn/G0woKaXhtpujpe3UVvVSU/XMK4xHxqNQGSUhZS0GApLU8kttE85ATtbAn6JjrZB6mo6qT7eQUfrIMNDY3i9fgRBwGTWY4sKI9FuIyM7jrSMGJJSorBGWs5JiaAoMNA3Qm11JxVHWmmq72WgfxS/L4DBoCM6LpysOQkUlqQytyAJ6zkqqWRZwTE0RkfbII11PTTV99DRNsSIw4XX40er02C2GIiLjyAtK468QjtZcxLO6T6KotBwopuB/lEQBJKSbaSkxYTuPzTgpOJoKxWHW2hq6MEx7EaWZSwWA3EJVjJy4pmbl0TRvDRM5rNPlRwISHR3DFN/oosTVZ20Nvcz2D8adG0UhHE3IwtxCVbSs2JJy4jFnhpNbHzEWcnExDgY8Eu0tQ5QfqiJqop2OtsGGXN60Wo1hEcYSU6PIa8wmeJ5qZNOMi83FEXh8IFGfL5gzJfwCBMZ2fHExoWTaLfRWNdDwC9x/GgrLpdv0jg/E7XVnQwNOBFEgcQkGynpMaHNaU1lJ0cPNtFQ181A3yhSQMZk1hMdG0723ASK56eTMzeBsPFAumeDJMkMDjjpaB2gsbaHpoZeujqGGHW48fkC6PRaLGEG4hMjSc+KI7/ITkZ2POHncI8LhRSQaG7so793BACNVkN6ZiwxJx3ynA2KotDXM0JTfU/os7gEK2mZsTMGF5YCMl2dQ9RVd1F9vJ32lgGGBsfweHwIgoDRpMdmM5Ngt5GeGUd6ViyJyVFERVvOGLTY75dwjrhxDLtwDLuoONJKf99I6PvuzmEO7W2YMZi3yWwgvzh51hR9Pq+fzrZBwsKNU/rf75fYtqWSzOw4Hv0fa4iJi6C320FYmCE0TztHPbzy/F4qy1u5/f6llCxIx+cNsOXdct5+9RDWSAvXrC9Aq9Xgcvl47/XDdHUM8p2/30hSso2+3hF++ZP3sEaauf+RVcSfElupv3eU994oY97iTO56cDmCINDe0k/qSVbFWq2GlPQY7KlR5OQmYTTpqDnewfNPb+fNlw+SV5SMLSo4d3rdfvp7R/h//vk2Nv15N69vOsB1N5bwTz+5i9//ckvIShFgZMSN1+Pnqf99C3/5ww5ee2k/G29bwC13L+ZXP3mXsn2NLFiShcmk59jhFv7yzA4WLM7i23+7nrAwA+WHW3jl+T1odSJf/866Se7SsiyzY2sVaRmxfPXb1xKXYKWvx4HBqLsg7r1fVtQnqXJFIAgCiQmRfPtrV5OYEMnH26o4Xt3Jscp2khIjKcyzc9XSHBaUpGI2B02xJtafgiCQbLcxrziN1vZBdu2rZ9VVc4iO+mzD4PMFOHi4iaHhMUqKUslMj50UC2ICRVZwurxIshwqWxCClh0XYjOvKAqV1Z1UVncQGxPOhuuKiIsN/yzStgDhYUbWXVvABx8fp61jiEOHmycpJyCYyjMh3oooCqQmR2GNMOHx+inMTw65BNiTIjEatDhG3Pj8gSl1uVAIgoDJpEOjEfH7pVCwUEWBLZ9WMTbm5ZqVc1m2OCvktgHBiS01OZprVuVytKKNmrouWtsGmZuTgCAIJMRbWVCazuvvHOHg4WauXZ2HzWoJyUUgIHO8uoOOrmFS7FEU5NnRji++FUVh74EGmlsHyEiLYf21+YSf5HogCAKRkWauX1PAtp01dHU7KD/ePivKCVlWqKjqoLa+h9iYcG69cR6JCdZJfW6zWbjlhlIOljVRWdPJrn31zMmOx3CKDFojTNywrojIk1Lo6bQa5mTHs2Z1HvWNvVRWd9LZNUxWZhwATqeHT7ZXI0syq6+aS3HB5JNGnU5L3pxEli7O5NU3yjhc3sKN1xeTmBA5pS2KohAfF8EDdy3l/2fvvaPjOs973WfvPX0wM+iD3gvRCRDsFEmJonq3imWVyCV2ipPclZvE95yVe7N8clZOcm6c3Pgkdk7ixLJsuciybBXKElUoir2CAIneex0MgBlMn9n3jz0YAkInIZGS5lnLy8Jwdp1dvu99f+/vTZ03eJEAdczNn41dL2qNhF6vjrTjk2WZgD+46nKhUIieznFefeksZ060MznhXPSd/l4bl+v6OPzGJfKLUrj7oRr2HijFGKNjLXNtWZaZnnJx+I163vttA33dE4u6GixFXLyRvKIUHn1qB5trly+Pmr8dnzfAxXPdvP7yOa7U9eHxLDYA7u4c4/ypTl43nqd6ay73P1pLVU0OoiSueDyyLGMbd/Dhe02cP91JR+sI0/ZZ5GUU1s2XgXebMJp01GzN5eEntlNamYG4xon2L358gqPvNAHwyJPb+fqfHAx7ivTyqxdPc+lCN17P4udlW/Mwx4+0kJIWy9989ykyslZ/NoRCMrbxGQ6/Uc+Joy30dIwRWENbbL1Bw7bdhXzzz+9e5I2yFFqdCo/bz3u/beDQry/S1z2+pET9Sn0/7x6qJ78ohYef3M7e20oXBO1vFiZtTpovDxIKKseQmZ1AemY8cQlGsvOS6O4YRZYVuXln2wgVm7PWFKD62Q+Pc+KDFkRJ4M77q/mTb91DT9c4L71wkrMn2yP+FvPpaB3hzPF2Dv36Ijv3FvP4M7tIy4hbcXuyLDM8aOfoO01cPNtJV/sYjhn3st9vrO8HwBJnYOvOAr7wpR3kFlivS4F0vcgynDzays+eP07AH0Stlnjyy3t48rlb1p1Nfu3lc7z0wknlDwG+/scHycxJZKkYgizLzDq9vPtmA+8cqqe7c2xNz1xzrIG8gmQefHwb23cXLnldOx0ejrx9hbbmIcbHZpgYm8E27mDWubD09vSxNk4fa1txe1m5ifx/P/gKMaZru39CQRnXrJeZaTd2m5PTx9poqOtl664C0rPiF31XEgWe/fr+SHAoJ2+hcrS3a5zjR5p5+IvbOXhvVSRo8fgzu+jpHOOdQ5fYsj2X+EQTjmk3Xe2j5OZbKd+seLbFJ5rYVJpOS+MgwUBw0W/sdHgoq8riC0/uQBtOKBVuWmh2LooCB++tWvBZXHwMrU1DHH23EY/bv+C7ldXZ5BVaqdmWx4fvNbHjliLyCq3kF6XQ0TKM2+UDQKtVs7lWCQ5W1WTTLWWwxQAAIABJREFU2jTIrn3FZOUmkZOfzOSEE59XCZIffqMes1nPo0/vJCNLUUlYU2NpaRyk/nwPfd0TFJemXT23IUU19Tu/d2skIJOdt1iVG+X6iAYnonyqSEuJ5bmndrF7Rz5Hj7fRcGWAoZEpDr/fxJnz3VSVZ/DYQ7WUbkpbMIhWh80ejx5vpaV9mI6usUhwYk7Gfr6uF0mS2LI5e5H6Qa/TsGVzNpcbB/jgWCuyLLN/TzG5OUnExxo+tnaBgUCIrp5xZhwekhJNDI9M4wo/gOfj9wcig5++gckF/yYIAmaTLlJDKEkiep0GlSSSlHg1QKPVqBBF8ao8+RNiTiKLLCMIV1uczTjcdPWMR/at/nL/kgO86Wk3kiQyM+NhYtJJcfhzrUbF1i25vP9hM43NQwwO2omzGFCE0eCc9XDuYg9ySKakOJWMtLjIOr3eAG2diiTfbNLR2TPO0MhiZ27bpDN8zvwMznOJvx58vgAtbUo7vJRkM/m5yUsed1ysgaICK81tw1xpGsQbzkjPJy01dtG1PEd5qeK9Muvy0tNviwQnxiec9A1MIooiAnCxvm/J5b2eAKIohL1TvCzVY0WSREqKU7GuM3v2aSUUlCPZW1COX6dfOWgZDIZoaujnB//8Hm1NQwsCBhqtCrVaIhiU8Xr9yCFF7t3aNMTwoJ3hATuP/87uBYGz5ZiecvHCvx3lyNuXFwyuRUlAq1WCg8FACK/Xv+D+t0/O0tTQT+DxbWua0Pl8Ad56rY6fP3+CSZtzgaxaq1VFgpBznU1cs15OHm2lr3ucZ353P7v3F6NeIQMlh2Su1Pfz0/88xsz0wgmcIKCUIaglQiE53OJV2f6sw8OJD1oYGZriD//sLjaVZ6x7Mjcz7cY166OlcZAf/K936e4cU8ogViArJ5GYmNV/n1BIpr1liBf/4xh157rDMuu14Xb5MFv0a25lKAoir//qPK/89DTTUy7lM1G5DkRRwBsu8QAi19t/fu995JDMvoNlN1WZhyzLtDUrKiNQrufcQiuJyYpJcmlFBqePteF2+Zi0OWm5Mkhpxfoy2KGgzMignZamIX70v4/QcKE3cp+qNUrpSzAYwuvxR4JkU5OzvPNGPY4ZN1//Y8XIcKX1nznezks/PrFo4iuIAlqNCkl19f6c28a03cWRt68wOjzFH/3FPeTkJ6/jzG0sKrXE9j2FHH7jEqPD0xHPnYP3VmFNXf7YP8rMtJu6c92Rv5OSzVRWZy8bFHU6PPz8+RO89XodjnnPA1FUFEZzHVvmyuQi25ly0XxlkDsf8C/7HHA6PPz2tTo6wr4lN5L+3gm+/RcvRYIAoiiyuTaXL3xp54LMPly9BxKSlvdX6elSAp9FJWkLnhuGGC1FJWm8+epFHA4P8Ykm1GoJvUGD0+nB4/Gj06nxeQM4ZtyR5+1HMcZoKS5NQ7NKa/hgQFELTdln8Xr8eL1+3G4fwUBowe8lCAKWOCXwajBq0ek04cC8ELn/QuGkoSSJmGMNCKKA3qh0hzMYtQgo79RAIKgo76ZmGeizYYzR0d8zEVH9gPKemZ5yYbctTBSIgkBufjLJ1s/HmOZGEQ1ORPlUIQgCRoOWzRVZVJRlMDbm4NLlPo6dbKeuoY+jJ9oYHJrij3//wKKMb1GBldJNaRw/3c7R463UVudEXngd3WN0dI2RnGRi59a8RS9CrVbFXbeXM2mf5Z0jTRx6+zJHjrVSUpRKTVUWu7YXkJEWd121v0vh8wUYCT8wO7vH+fbfvrbqMrOuhYMbMTwpmL9fgqicywVqD1FRgSiBgg3Z/TUho5TNBMNGjzqd8lgan3DgciuBmF+9dpFfvXZxxfX4/UG881q0CoJAVXkGGWnxXGke5FxdTzhopZyHgSE7jc2DGI1adm0rWPCCnnV5sU0qL6WL9X3LTtDnkCSRWfdiI9NrIRAMMTo2gyAIJMTHLGv8OqcmkkSRiUkHbrcfs2mhvDMu1rhAbTIfc4wOo1GL2+1jcp7r+MjYND6fomD54YsnVt1fj8cfmch8FKVkJ/aGZvQ+ScbHZnDPy/bExhlXnJjKskxn2wj/8vdv0dWuyJhVKomc/CS27MgnIysBvV6DPxBkfGSahro+Ltf14vX4mZl289rL5zCZdTz4+LZIdmop/L4AR99p5N1D9REVw1zWtXBTKrFxRlRqCb8vwMy0m+FBOx2tw3R3jOF2+SgqSSOvaOXMrCwr0u6j7zTy438/Ggkc6PUaKrdkU16VRWKyGbVGwu3yMdBn4+yJdvp6JggGQvT32viP772HJVbP5q25yz5HRUmksDgFa2osjhkParWENS2WTeXpZGYnkpAYg1arJhAMMjo8zYXTnbRcGcTnC4QDAMO88vMz/B//JYmYdRqxTk+5aLrczw+/d4Su9lE0WhW5+ckUlqSSbLWg0apwu3yMDE3R3jzMyPAUpVWZmCwry+5lWaa7c4zvfedtWhoHIwEPURSIT4yhuDSdzJwETGYDoigw6/QwMjRFd8cYg/02NBoV23YVoNOvrXSksaGPsZEZHDNujDFaNtfmUlqZSUJiDJJKZGbaTWvjIGeOt0eCF2PD0/z0h8cpKk2LlLbcDPh8ARrr+5mZVvbTYNBSsTkrEnyoqM7GZNbjdikTnvoLPRy8p5K4NZRazaevZ4Lvf+ctOlpHkGWZrJxEtu4qICsnEUOMloA/yMjwNGePt9PWMkQwECIQCHL2eDvZuUk8/bW9y06wJZVIRXUWllgDrlmlNj89M55NZelkZCUQG29Eo1Xh8wYYHrRz9kQ7nW2jihdJMMTluj5e++U5vvkXd39siZK1kF+UwqbyDEbDLTbbm4fpaB0hKazaXA1Zlrlc18vI0FTks8qaHNKzEpZ8HgQCQc4cb+eNV85HsuYms56a7XlsKksnLsGIWq0i4FeeayNDU3S2jdDdMYbT4SEnL4mS8vRlVVRarYryzZmLJqKTE07aW4Yjk+fU9DiycpMiY4ulSLJariuoZ4k1cOud5VhijegNalLT4ykqUUwgP3pu5jyQVhqLumZ9qFRiOHhw9XuiIGCI0eL3BSMBUkusgZ23FPHLn5ziP//lPXLykxkasNPWPMQd928mcYkgiFqjQqdfvG9zyLKM2+Xj7TcucfpYG9N2FxqN4nFkG1+sHEQgcv4EQbln5q6puU1E1HPhfw//J5JKmqfGEyIBa7fLh98fpOXKAN/561cXnAdQPODkj0ryBGGRUWaUjScanIjyqUUSRVJTLFiTy9ixNZ9TZzt5/sUTdPWOc+jtBgrykhd0MdDrNezdXcTp811caR6it99GXk4Ssixz8rRihFm2SfGvWIr4OCPPPbWbHVvzeef9Rppah2i40s/lxgEOHb7MrbcUc//dVSQnmjdsMhYMyZEJ91ymfDVZdWH+wjakgqCcq6VYqnTlkyYQCDI4pKgODHpNxJ/D6wsQCr/8iwtTiI8zstLuqlXSglKdufXt2JqnBCcudPOFB2qwmBWzzTPnu3DOetlUmEJJccqC5YLBEL6wNDTVaiE7K2HF31QUBPKWMNy8JmTl2OeywCuh0UgQ7tri9S2WlkuSyHInTRAF1CoRV9hAbA6vV5nEqcKqh9Wy8lqtmphlargFFrf2/awSCAQ5d7IjYoYJUFKRgWaFoIFjxs0vfnQiUl+t02u49+Ea7n+0lsQk8wIzxUAgyB33beb9ty/zy5+cwm5z4nb5+PUvzlJUmhYxGVt6Ox4+fK85EphISjbztT++na078zEYdQvMUGVZqWd2Oj2Mj85Qf76HhCQTCatO5mTaWoYXKBrSMuJ48rk9bNtdiNliiAwYZVlRmNx+dyUvv3iK9966TMAfZHR4ipd+fJKcguRIrfFSpKTHcesd5WTnJrFzXxF5hYqXhN6giTwf54wyb7+7kl///DSvvXw+otZorO+no3V4xXO2FCNDU7z4H8fo6Rwjr9DKg49vpWZbHiazHq1OUR3MZdAdM24G+iZJTF7dB8I+OctLPzpO67zAhCXWwP47yjl4TyXWVAt6oxZVeJAdCCjbmHV6GOi1MTI0RWFJ2prfO10diuIjKyeRJ79yC1u2K8cQOXchmVvvKGfLjnye//4RhsOqsIFeG2dPdtxUwYlpu4uGC72RiUlsvJFN5emRf09OMZNfZGUsrHxrbRxkdGR63cGJyQkHkxMO1GoV+w6W8ciT20nPSogE/mVZJhgIsfdACS+9cDJyTft8Ac6eaOfA3RUrlvbk5Cez72AZkzYne/aXkJ2XhMmiRxfO/sNVo8xb7yznpR+f5J1D9ZHnzaXz3fT32G6oxFwUBfYeKOXEBy2RYz/5YStbtuetKXDm9fipO9uFM1zSEmPShZ9RSy/rcfv58L2mSGDCbNHztT+6nV37iokx6RYEaubKzZxOD7ZxB/UXetDpNSuqOiyxBp752r5F5W9nT7TzL3//VmS71Vtz+eJze1ZUyUmSiFZ37VOu2Dgjd95fTWp67Nomxqt8x2LR4/cHw8cgMzcxD4VkZqbdaLWqiCJDpZbYd7CMy3W91J3rZnjQjsGg5ckv72HXvk1LKt1W20NZljnxQQsv/+QUe/Zv4uA3q4gx6wgGZQ69cp53DjUscUyrH/Z6vmowatFoJGq25/PM7+6N+JlF1iEIK6pPonx8RIMTUT71iKJIXKyBg7eWMDo+wws/O0l75xgTNueC4IQkiZRtSiM/N4mOrjEu1veRnZnA2ISDhqYBJFFg767CZSdTgiBgitGxtSaHmqosevomuHBJ6ZpwuWmQn718hq6ecf70D+8gMSFmQyKrc6oHgKJ8K3/5Z/dhvhbzqxsfg1gWrzfAleZBQMn0p4e9C5QoujK4eOyhLRzYV3pNQZ+tW3J56dfnGByeoqFxkD07CpiadlPX0I/fH2TntvxFigNJEtGEr4Pamhz+8HdvRa9bu6Hd9SAIoNeqkWXCEl552WvJ4/GDrNwDuiXkkz5fYHHkP4zSRSGIIAoLpJdarQpBBJ1ezVee2UNNVfZ1H89nmTmH+Lpz3Rx7vylyvs0WPdv3LN2mdW65k0dbuXi2C1lWMj0H7irnqa/uXTKjr1JJxCfGcP+jtcw6PPz0h8eQZSWLd/iNS5TPyxZ/FKfDQ1/3eOTvLTvy2LarAONHVB0RDx29Bp1eQ2KSmZLyjI+ubkn8/iBv/voCQwPKRFZv0PDUV/dy4O7KRfetICglBNl5STz79X2MDE1Rf6EHZGi+MsCZ4+3ccd/mZe93SRJ54PGtqCRx2aynIChdDZKsZr7wpZ10d4xx4UxX5Hy0Ng6tOzjR36N0g8jJT+abf3E3pRUZizLVKpWEKkbCGKMjZV6p2HLIsszZ4+2cOdEeKacxxmh56qu3cM9DW5aURavDHQdiTLp1SeYj2wzJmCx6nv3Gfnbv37QoeCKIAjEmHbfcWsL4yDQ/+Of3Ivt68UwXj3xx+02TORzos9HdMRb5u7g0jbj4q6VsOp2GzbW5nPpQ8QSYdXqpv9BDcWnauo5BDnfjqNmex9f+6PYF24Dw9aaWyMxO5IvP7aGjdYTOthFlH3tt9HVPLHD+/ygqlcRTX92LSiUte90LghLsTc+M54lndtHVNkJbs1JyYJ+cpaN15IYGJwRBoLg0jYLiFFquKO/0yxd7GRywk19oXXFZWZYZG52h7nxPJNCUmh5H9bblVVRul4+ezqu/fWVNNjv3FmO2LPZdEcJGslqdmoREE0UlaYu+81HmOmJ8FGOMdsGQSqNVYY7VL+iStuEILCh7vV7yilIwGLVcvtRH9dbcyHNmZsZN8+V+CjalEmO++n7obB1hZEgpH6qoXptny0r4vAHaW4YRRYF7Ht5CVq4S8HQ6PNiW8Fz6OLDEGsjJT6a7YwytVk1mzs0TdP28c3NaL0eJcg2o1SpSrRY0ahVerx//EqZI1mQzW2tyEIBTZzuxT7k4X9fDhM1BYb6VwoKVX6BzSJJIfm4yX3hgC//1z+7jG1/ej0Gv5cz5bi7WX83iLGL+83wNpRNajQprsgVBgHGbk8mp2dUX+hShGH4O0tI2gkoSqSzPiGTqkxJMGMKR++7eiWUn2SshCAJpVgs1Vdk4nB4u1PXg8wVo6xhhYHCS5CQTleUZiwJSRoM2osIYGLQv6fPxcaFSSaSnxSHLMhM2Z6S05aPIsszg8BTBUIjkRBO6JYInEzbnAg+E+dinXMy6vGjUKhLnZamtyWa0GjUBf4iePtvGHNRnCCUYobR4nJlyMdBn4ze/OMv/+rs3sY07AGWweuDuSkpW8DWwT85y/EhLpMbcmhrLA49twxiz8gBXo1Gxa/8m0jLiI/vTfGWQvu6JZZdRfCTme1moN3xy2dk6ogQYwtTuzGfb7sJVg1OJSWb23l4ayY66Zn3hdnHLGwLCwuDlasTFG9l+S1HkPvf7AoyOTC//nF4Bs0XPE8/uCv+21z+Ecsy4Ofb+1eyvJIkcvLeK2++pWrVe+1oRRYHd+zZRuyN/RVWHpBLZvDWX5HlmtuOj00zbXR/Lfq0XWZY5f7ozYuAsigJVW3LQzCtXlFQiBZtSI8GEYDBE3bnuiIpmPZgteh5+YtuiwMRHSU2Po7ImO9Im3O32MTxoX6CqWgrNGtvqCoJASloc1dvyImokj9vP+Ni1XdMbSXxiDDv3FkfutUmbk9PHWlc135VlmdbGQYb6r3pmbdtdsGSgYQ6f1/8Rjx7156aE8HrJyErgzvs3c/xIMy//9BQtjYM0XOjl+e8fYdI2y533b15w7ifGHDhmlCB3W9MQbc1DdLaNMDo8tWxZ50qo1Erg2OPxc/LDVrraR2m+PMBLPz5JZ9voJ5LUEASBex6qIRgM8W/ffYf3377ClUv9nD3ZwcsvnuIXPzqxpJlzlI+fqHIiymeGQCDI2IQDnz+AKUa3ZK2+JIncsrOQw+810tQyRGvHCJca+vD5gmzbkktSomldg3ZJEklONPHI/dV8cKyFxpYhBobs4Yn04vWI4V7bAB6v4rOwEmq1RFG+FYtZH/ZIGAp7W3z6pfKyLDMwZOenL5/FPjVLSrKFW2/ZFDn/sRY9RQVWunsnOF/Xy0P3VpOctH4TIpNJx/YtuZy50MXlpgEGhqZobBliatrNLTsLyc1OWvSb63RqSotTOXqijZb2Ebp6xheVjHxcaDQS5SVpvPqmiuGRKVrbR6muzFy0j+MTDlrbRwiFZCrKMpZsYzY0PMXwyPSS562uoY9gMESMUUtuztVsmzXJTG52Ihcu9XD2QjcHby2NtL/9PBIMhKg/3xOR28sozxr3rI/x0Wk62kYYHZ6O/LskCey7vZTHn92FYZlylzl3/ubLA5HPijalkpOfvOqgTBAEUtNjycpNZDA8kLfbnHS2j5C3THbSaNSiN2hxzCjdBa5c6mN40E5+UcqS318vsqwoR+a6jOj0Gmq352O2GFY/HlGgrDITY4wO16wyQW9rHmJm2r3ixGQ9iJJIWkY8RpOOqclZQiEZ96x3RVXScuQXpbBtd+GGtdXs6RxXyizCrwJrqoUDd1es2w9jPcSYFVXPctfnHIKgtLC1psZGyiLmjPBiV5mgfxI4HR6uXOqL3HsJSSbyCheWPgqCQHpGHDn5ydgnFaPFwV6la0dpZea6tldankHuKgoAUN7zOfnJqNRSpNvKtH2WQDC0Yd1OJJVIZnYiOp2aWafSxtw167uma3ojUakktu8u5O3X6hgasCude850cce9VSRZLcsuFwiEOPVha0Q9ZDLr2bqrcMVgg96oXXANN18eoL93gtKK9f2un0f0Bg2PPLkDtVriyNtX+MWPTiBJIrkFVp7+6l527i2O3EehUIikFDPBYJDv/t2bkXVodSqyc5N54nd2s3Nv0brGpSqVxN4DpQz02njtl+d45Wen0es1bN1VwEOPb+WXPzm54ce8FKUVmXzzz+/mN784y7//0zvMTLvQ6tRYU2PZf7Bs2ZLoKB8v0eBElE8FQyNTdHSNkZ2ZgNmkR69To1Zfrb+ddfm43DjA2+9eQRAESjalLVsjnZkeT3VVFoffa+T9o820tI2QEGdkW23esuaBMw43vX02rMkWTDHaiKu5LMv4/EF6+2zMONwIAiQmLB/g0Os0xJr1CAI0tw4zOjZNVkZCZF3BoLwggAFQXpLG5oosPjzZxi9/cx6zSUdleSYGgwZRCNc4ewM4nB7GbY5FXhs3BbIcrpcNKj3DZ700tw3zymsXaWwaJMao5bGHa8n5SC3znQfKOXO+i+6ecZ5/8SSPP1KLNcmMRqNCRulS4nb7sU/NIssyBXmLB46CIFBdlU1qSiy9fZM0Ng9SV9+HXq+mtiYHo2Hpco2d2/J592gzDVcGeOFnp9BpNeRkKwaFAopxpcfjZ2bGzYzDTWG+dVWPiLUgiiKlm9KoKs+grr6PX712gbhYPZnp8UiSGFFUvPzqBXr7bKRYLezanh8pQ5nPrMvLbw7VYU02k5hoQhIFxQCqbZgPjrcgh2SqKjKxzgtexBi13HmgjObWIeov9/PSK+e4+2AFCfFGVCopcs27XD5sdid6nYasjKV9Wj4LzGVa5zvIL4UkieGJZSV3P1hN/Ao17aGQTE/nwnaBhSWpa84WGYw6LPO6sLhdPkaHpgiFQktm800WPWVVmZEJZk/XGN/7zls88uQOSioyiI27vo5Ds04vXe2jEbWayawjew2BljkSk0wLDD3Hx2Zwzixu03g9GAwaNOqr9+ecu7sorm+yWFGTvcgd/1oJBkP0905EHOEFAXILksnNX5uC71oxm/WL2voth0ajWlDzHwiEbopsoizLtDQOMjrPPDGv0LpkmYslzkhRSSqX6/oIBIJM2pw01vdTXJa+riBTUVkaxlUCOnOYzLoFnk5utz/iobRRGGO0CyaEwUBw2cTIJ0lWbiJlVVkMD9qRZWhvUYwxE5KW9+Pq6x6no3Uk8nfVluwVy2BAmWBXVGfT26WUrI0M2fnXfzjMw09up6I6m7h444YFEW8kX/792/D5AmvyP8jIiue//vdH1hTcNFv0PPrUTvYdLGPW6UEURSyxBhISTRFFTigkc+l8D89//wgH76mioiYbjVallBSOO3j9V+f55Y9PUlGdRWz4nbT/jjKqtuSQmr5yyZk1NZavffN2HnxiG35vAI1WFVFplVRkkGS92gb1v33ni6SmK2VyVVty+Jt/eor0TGXccc9DNew7WEZCkokYk47/+388SlqGMl7ac2sJJRWZxIeP6bGnd+L3BTGFS1YklUhlTTbZeUnYbU683gCSJGKM0RIXH4Nac/X+Sk2L47/89cOLyiGjbDzR4ESUTwXDo9N89/vvIkoi+TlJpKXGYjbpkCQR56yX3n4blxsHcTg9VJRlcP9dlWiXmShqtWpu2VXEB8daOXexB4fTw/baPDYVLp9FHB2b4W/+4U3iLAYKC6ykWi3o9RqCwRBj4zOcOd/N4PAUudlJbK7IXHZQrlZLVFdlcepcF40tQ3zvB0eorc5Bq1VaM8myzN49RaQkX80wGI1avvTYdsZtDppahvh/v/s21ZVZZGXGo1GrcLl9jI076OxRTM7+5v955KYLTnT2jPPSK+cIhWTs0y66usfp6BrD5fZhMet59MEt3HV7+aIJdllJGk8/vpMf/ewkv33nMq3tI1SUpRMfZyQky0xPuxkYstPTO8Ft+0qWDE4ApFjNVJam090zwQfHW2nrGCXFaqa2OnvZwU9igolnv7iLf/yXw1xuGuDbf/ca1ZVZpKcq3SdmXT6GR6bo6B4nPTWWv/zzeyPBCVmWmZp2MWFz4vEG8Hr99A3YCAaChASBto5RzCY9Wq0KrVaN2aQjOcmMKjyQSko08eSj2xifcHDyTAcTNgc7tuYRF2vE5fJRf7mfC/W96HRqHnuoluKClCWPI9Vq4WJ9H//jH99kS1U2ZrOe8XEHH55so39wkrTUOO6/u2qB6kKSRHZtL6Cja4xXD13iZy+f5cKlXspK0jCb9ASCISYnZ+kbnGRo2M7TT+z4TAcn1oJer2H/HWXc+UA1RSWpSNLKXXuCgdCiMozOthFefvHUmrc5538ASj280+EhEAih0SwejBtjtBy8p5KGi73Yxh2EgjKX6/roaB2hojqbXfuKqdqSQ1pG3DVlXR0z7kgrR1Cy66ePtdHU0L+m5X2+AK7Zq91uQkF5QeBmIxBFAeGjp+YaJPDZuUlrLidZDb8vwFD/ZCRbrHRqsS4YEH8cWOIMa1Y+KMHyhcc7v0ToRhEIhGi81BfpJqLWSBSVpGFeojOKJImUV2fz9uuXmLK78PuDNNT1cvC+qsiEajXUaomUlNg1Kx8k1UIz4o/jnCmGx1f/vsEVHRGUrHgJH77XhNfjx+P2c+pYG5u35i4Z2AuFZC6c6WIyHKTTGzTU7ixY8recj06r5sBd5Zw/1cHI0BSyDC2Ng3znr1+jfHMWu/YVs7k2l4xVDK1vZgRBWNFI9aPo9Jp1KeK0OvWK6w8FQ5z4oIVgMMSdD1RjTb06NvX5AnR3jnHk7csLTLUTEk0kJK7NSNJk0S/ZzWj+MegN2gUeIWaLYYGqLslqYU77qdGoFviExCXELDC/nQtwzEcQBGLjjKs+C7Q69YapDaOsTDQ4EeVTgcmow2q10D84ycX6Xs6c74qUREiSiFajwmzWsXtHAY8+uGVJqf4coihQlG+lpDiVi/V9isP0CkaYAHq9msT4GHr6bbR3jREMhhAFARkZURQx6DVsrcnl6ce3k562/ABfEAT27CxkYMjO4fcbqavv43xdjyIdEwTSU2OpqsxcEJwQBIGCvGT+9A8P8vKrF7h4qY/T57v48GQboZCsmDdqJIwGLRWlGYsch28GWtpGaGkbUTqHSCIatQpTjI6aqizuvbOS6sqsRYOWuVan991Vidms4zeHLjEwaOeNtxoIBJUMrUolodOqSYg3krHES2f+uvbsLOTt9xppuDKAPxCktjpnxVINURTYXJnJ//Wn9/DSr8/R2DzE0eMNMOnSAAAgAElEQVSt+P1KdkqSRLRaFUajjpyshAUZrEAwxHtHW3jl9QsEwi3lfL4AnnCd8+u/reedI02oVCIqlUR5STp/8LVbiYs1RPa3qjyTP/n92/npL8/S3jnCiy+dCY8+ZbRaNTlZCTx8Xw37byle9totK0mnIC+ZQ4cb+NnLZ/GH+3vrtCrKNimBn6J868I2s4JAjFHLk49uJznJxJuHL9M3MElrx0i4vlcxZdPr1KRaLQuu1c8igqBkXmPjrg6GZBmm7LOR2nsZmey8JIpKUtckbQ2FQgt6qgO8/9YV3n/ryjXvp8ftV2ral0jqi6JIZU0Oz359H7/88UmGBuxKaYPLx9kT7TRc7CE1PY7Sigx27d9EQXEKZovStnItwQq3yxuZJILScvPnzx+/5mMB1uTzIssyHrefmWkXtgkHg32TjI/O4HC4cTm9eDx+/L4APl+Qafvsop7160UQlDKxjVLN+/3ByIQMlDrsNbvxXwdmi+Gm6NR0rcgyTE3OUn+xNxLY0es1xCea6O9d2idHb9BgMGqZCt+zTQ0DjI3MrDk4odWp0a/SnnE+wjWqF+SQjMvlZWbazcTYDIP9k0yMzeB0eJh1evF5A/h8Afy+ABPjDmYdG6sw2ijyi1MpKU/n0vkeAOov9DDUP7nk5G7KPkv9hZ6ID0hKaiy1O/JXPdeCKFBUksZX/uA2fvrDY/T32JROW+FSkiuX+khNj2NTWTq792+KtE0WpbU916KE33+xBibGZ6g710VldTaiJOLzBmhs6Ofk0dZIWV6UKBtFNDgR5VNBfm4Sf/Wt+2nrGGVw2I59yqVM9GQZvV6DNdnMpsIUcrIT0WpUq7544uOMFBWkcOlyP6kpsVSUruxIn5oSy1/+xX00tw4zOGRnatqFzx9EJSmdQvJykijdpGSWV4vQW8x6nn1yF7XVOTS1DmO3zyKKSieQ7KyESLeK+cwZcP7x791OV/c4Ta3DTNgc+HwBdDo1yUlmCnKTyMtNxhAuU5BUIhVlynFtKrwq4dVqVezdVYR9ykXSPJlgYlwMd9xWhlajiqzjetBq1OyozSN5LoIuCKhUIkaDlqTEGIryU8jMiMeg16w42NfrNdy+v5Saqmwam4fo7pvAETbLs5gNpKfFsqkwleRVJI+F+Va++Og2bDYngiBw8NbSVcsw1OHAQW52Iq3tI7R1jDJpnyUYDGEwaEixWijMt5KdEb8gKCQKAqlWC1vW2OkiMyMetXphdlKSRDZXZJGXncTlpgHaO8dwznqULgeZCVSWZWBNXrltrSzL3HFbKVurc7jY0MvI6DSSJJKRFk9tdQ7JSaZlZa+xFj0P3VvNjq35NLUM0dc/yazLiygKxMUaycqIp7gwhYQlMrA6nZqDt5bidvvIyfp0O2CrNSrufXgLjz29M/KZLMORw1f4j39+l1mnF4/bz1uvXaJ6Wx45ecsHRucIyTLODZ5UKJnZ5XOncyadmdmJvP6r81w43Rlp+elx++nuGKO3a5yj7zZRUpHB/oNl1O4sIHaVFr4Afl8QzzLGrdfKaplmj9tHY0M/Z4930FDXy/DAJIFAiFBIDrdElcM+DnLEz+F6kVRiWO68MRObUEheoBgRBOETGeTrdOobrfy/ThTPlvllAI4ZN//6j2+v+DycX47imHHTWN9HUcnaylsklfixK1pmnR7qL/Rw7mQnl+t6GR+bIRhQyo9kmY/lmv64iI0zsH1PEY0N/fh9QSYnnJw92UFe4cJguCzLDPTaaG0ainxWVZsTkfSvhlqjYs9tJaRmxPHGry5w9kQ79knFONznDdDbNU5/zwTH3m+muDRNea7tKiAxyfyZ7yS1EYiSyG13VTA8aOfln5ziZz88jiSJBIMhjDE6SirSeeSLOzas1C1KFIgGJ6J8SpAkkeQk8zUZIi6Fw+lhcEhpebejNo+kVSRokihiTTIvqM2/VgRBwKDXUFudQ211zrqXKy9Np7w0fdXva9QqDuwr4cC+kgWfGw1annp8x6LvZ6TH8Y0v71vz/qyGwaDh4ftrNmRdkiSSlGhi/y3F7Kf4mtYRazHw3Jd2r3u5ucDRen4vSRLZvaOA3TsK1r29OebaOsbGGrhlVxG37Cpa9zrmlDV5uUnk5a6vxdxcK8aMtDgy1tAScT6mGB2/+zt717XMzYxaIy0yD9x7oITzpzo4ebQVUHwc3nq1jq/84W1otauol2QWudeXlGesKmNeibxC66rlBhqNivLNWWTnJtHaPMSH7zZx6YJiZOnzBgiFlKDJuZMdNNb3U1qZwcNPbKdyS/aKxxQK++XMYTBoKK3MvPZ6b4Fl66tDIZmRITsvv3iK0x+2MRHukAJhFZ1OjUYjIYVbMoqiiCQp3jwT445VOyasumPh+3IjUHyGru6PIPCJmB2L0qd/VlZ3tgvvvGCDLLPg77Vw/lQH932hdkXV5ByiIHxspQGhYIi+3gl+8fwJzp3uZGaeCkmlUq5ptUaFJIlKyZgoIEkifm8A24Qjoh65mVCpJLbsyOOtVy/S2z2B1+Pn4pkuDt5TSWLy1XFUwB+k7lwXjnCgVKdXs2tf8bqUDSqVRHFpOhlZCRy4u4LjR1o4f7oD27gTr8cfCQLWneum5cogRYev8NDj26jZlod+AxIxn2UEQSA9M54/+D/vYnjAjsPhQZZl1GoJc6wBa4plVWPdKFHWSzQ4EeVzhyzLdPWMc7lpkFiLge21uUt2OogS5dPPzTdo/axgMum55+EarlzqUxQIMhx7v4ltuwqo2Z634uBaEJSM33wefXonNdtyr3l/VCppzYasJouemm15lFZmMNQ/yelj7dRf6KG9ZTiSyXfNerlwuouBXhvP/O4+9t9Rhlq99PpFUYy0TQRISDbzR9+657qCLdplytNs4zP88Pvvc+JIa6SFnU6npmBTKgXFKeTkJ5NstWCy6DEateGJnURTwwDf/btDkY4iNwOCICwwYZZlpe1rlJXxePwL2tZeK/29Nnq7xikovnF15LIsMzRg51/+/i2u1PVFglVGo5ai0jQKilPIyk0iyWrGZNajN2iUa1otcfpYG//23Xc23Dx2o8jMTqS0KpP+XhuhkExn2wgdrSPEJ5oigR6Hw8OF012RZUoqMsjKuTa1nTFGR1VNDpvK0rn34RrOnGjn0rke2pqHIko1t9tHw4UeBvtsPPHsbu5+sOZja9n7WUEQBExmPabSa3+eR4myHqJ3ZJTPPPI8/aMsg23SyRtv1TM942LvriIqyzKi9YfzkGWZC5d6+c0bdde8juQkM888sYO4NdbzRonyaUMQBcqrsth/RzmHXrlAMBjCNu7kNy+dJTsviYSk5bv2CIKwaOLu9fg/0bpdURQwGLQUFKeSX5TCXQ9spq15mA/fa+T8qU4cM25kWWZkaIoX/u0oqelxlFVmIiyRPdZqVRhitBE5dTAYIhSW/W4koZDM269f4tSHbZHAREpaLI8+tZOde4tISDQtqx4xGDU3nc+CJInEzDNvCwVDC7w7oixNW9MQQ4P2yN95hVbuuK9q9Sy4DMc/aOH8qU5kWWbS5qThYo+iOrpBhomhkMyrL52lPuzNAErHlsef2UX1tjzFI2GZfVM6R91c1/R8JElk74FSjr3XjNPhwenwcOZEO5U12RiMWmRZprG+j6EBpSWyRqti++7CBZ2I1osgCuj0GnILrOTkJ3PHvZtpbx3m+PvNnD3ZztSkS+l4Nebg5z86QVpmPFu2539qDTOjRPksEg1ORPnMM+vycelyHwICsy4vJ890cvpcJ4kJJu67qwqdLirr+yhT0y6a24aveflZlxdfePIQJcpnFb1Bw90PVnPxrKIwkGWZurPdnD7ezt0PVCOpljHllcRFLQ8H+pY28vskEASBxGQz8YkmyjdnculcDz97/hidbaMAjA5PcfxIMwWbUpc03DUYlbZrg33KJMPt8jIyPEX6Olzm18LkhINzpzojxnk6nZpHntzBHfdvXtUI2O8PLiqludGoNdJCiXsgyOANvA4+DQQDIUWtFA7iiJJA9dZc7n14y5o6aag1KpovD+B0eBRTv/p+br+7EnOsYdVlPw5Gh6e4ePaqcsAYo+XJ5/aw+9aSVctNfL7ATdE5ZSVy862UlGdw7lQHAJfOdzM+NkN2bhJ+f5C6c904nYqqIdlqoXpb3oa1/xQEgfjEGLbGF1BakcHu/Zv46X8eo7V5CDkkYxt3KB475Rlrar0ZJUqUT4ZocCLKZx6bzck/fe9d7NMupcuGKJCYYOKZJ3ZQtULbz88zNVVZ/NW37r/m5XU6NXGWGzPYixLlk0IQBPIKrRy8t4of/esRQiEZny/AG786T1llBjn5yUuqJ1QqkfyiFERRiNSLt1wZxBfu9X6jEEUBs8XA3ttL0erU/M9v/yZSC37lUj8+b2DJIIAl1kBGdgKN9X1KW9MZD+3Nw2yuzd2wiQbA0IB9QZeTjOwEanfmrxqYkGWZabtrgSHizYBarSIzOwG1RsLvCxIIhOhsH2VmynXDJss3O1P2WS7X9RIIe4eYzQY21+YuWwb0USprsklIMkVk/o31/YyNTGOy6G+IgrK7Y2yBWqaoJI3y6qxVAxNzyg+/7+ZOAljiDOzaX0zDxR683gC2cQcXTneSlZPI6NAUzQ0DhIIygiBQWnntJR0rIYpKWcKOW4rQ6zX8z2//hvFR5TnS1NCPa9a7/uBEdNwYJcrHRjQ4EeUzj8mk47a9mxgamQYB0lIsbK/No6wkHc0yNdSfZwRBID4uhvi45dtsRrm5KcxLxuHwUJhvRSV9/AZ7n3f2Hijl5NEWWhsVx/n+ngneeu0Sz/3erUtKzQVBICsngdSMuIjaoK97nKbLA1Rtyb4pyszyCq1kZifS1NAPgMPhJriMGkqjVVFansGH7zbhmvXi9we5cKaL2+6uICnZvGHH43Z5F5gemsx6LGuYxPu8ATrbR3BvcEeR60UUBTJzEklOsVy9DrrGaWzoZ/ueQkRx4wI7nwXmyozamq+q+pJSzBSXpa15HXHxRopL0+ntGgfAPumkpWmQvCLrDbnvnA4Pfv/V+yo+MQbjGgwGXbNeutpH8fkCH+fuXTeSJFJZnU1aZjzdHWN4PX7qL/Ryx32b6euZoD+sFNLqVOzaW7yhwcylyM5LIrfAGglOOB0eAv71BXgklcT86EQgEIraO0WJsoFEZ2ZRPvPExxn5/a/deqN3I0qUT4wnHtnGE49su9G78blAEARS0mK5/wu1DPYfxjmjTDaOHL5C7Y58tuzIWzTJFASB1PR4arfnMzI4RTAYYtLm5PWXz5GRnUBCYsyaJ0pznjorfV8OyeFGE2uffIVCIQL+qxMfvU697MRBEAS27MgnIzuBtnBLwKaGfo6918wDj9YuMv9cdj/n+QMtta+SJC3wlAgGQxHviZXW2ds9zqmjrTflBCIrJ5GS8gyGB+yEQjL2yVlef/k8OfnJpKTF3hSBqpuFUEjmcl3vgja8lTXZmMxrN+qTVBK1O/N59836cNtZOHeykzvu24xG88kHg1RqaYHfgVJ+tPKFGgrJtDUNcWmeT8XNTHpmPJU1OfT1TBAMhOjpHKOrfZSGut5IiVZ+UQqFJWsPMsHann0fJRSS8c8L6Oh06nB74LVjNGoX/Ga28RllndGuFVGibAjRsHyUKFGiRIlyHUiSyK59m6iszo4k1KYmZ3njlQtMTS5tcKjVqThwdwVpmfGAMmg+fbydl144wdjI9Kq15KFgCLvNSVPDAEP9kyt+t7tzjPaW4YjJ5WoE/EEaLvbS1zMR+Sw7L2nFmv74xBjuuLcqUpbi9wf59c/P8O5vG3CG288thywrE4aRoSka6/uV7idLEBtvJGaeyebI0BT9PRPLtlJU2o5O8fPnTzA8NLXiMd8otDo1t91VvqB1av3FHn70v49EJnMrEQrJTE3OMjYyfdN5amw0Xo+funPdkb/VGonqrbnrMjMUBMjNTyY142p75J7OsYhy5ZMmKdm8oCSlt3Oc0ZGpZe+XUDBEd8coP3/hBHbbzdN5ZiVESWTXvmJMJiWIND42Q1vzEI31iipLUols21VAbNz6Spn6eiZoaxpiZtq1pnaqgUCQxoZ+utpHI59l5SSuuSRojvhE04IykPaWYXq7J9b0bI0SJcrqRJUTUaJEiRIlynUSY9LxwGNbaazvj9SQXzrfzdF3G3nwsa2LukgIgkBhSRoPPb6NH/zzu7hdPvy+AG+8coGu9lFuOVBCaXkGySkWtHoNwUAIt8uLbdzB8NAUXe0jdLaN0tk6wrPf2L+i+eSH7zXx/luXKSxJpbg0neLSNNIz4yN19gKKqCAUDDHYP8npY2389tU6PG6lhEKnV7PjluIVB/GSJLLv9jJaGgf54PAVAoEQYyPT/Pt336XhYi879hSRX5xCbJwRlVrC7wvgnPEwPjbDQK+NzvYR2puH8Xr9fOvbDy9ZrpGeGU9GdgKD/TZkGcZGp3n5xdOKO39+cqSTiCyDx+3j4tkuXn/5PI0N/Wg0EsFAKOJVcDNRvjmbux6s5hc/OoHPG8DvC/LBO430dU+w59YSyjdnkZYRF+l+4nH7sE04GB6009k2SkfrCJnZCTz9tX0YYz672dvujjH6e68GzHLzk8nKSVxX5lwQBJKsZkorMyMBCbvNSf2FHnLykz5xpUpeoRVramykxW1fzziv/PQMX3xuNylpcRFPLFmWccx4OH+qg9d+eZ6O1mF0erViirmK0mJu+VBIJhgIEQyF8Hr8eNw+3C7l/7vaR/HNa2M7PTVLc0M/Cclm9Ho1Or0GnV6NRqNGlARUKnFdZUd5hVbKqjI58UELAX+QM8fbGexVSjqSrWaqt+atWWE1x7mTHbz28jnyCqzKc60sjYysBCxxhoXPtZDMyKCdc6c6OPTri5Hns0arYvueogUBz7VgtugprchgJBzwnJxw8sK/fcAzX9tHUWkqqnB7YBlFteZ2+/B5AyRZN67ELUqUzzLR4ESUKFGiRImyARSXpbP/jjLe+JXSWtTt8nH4jUtU1WSTW7i4pl0UBW69sxzHjJtf/+IM03ZXRLXQ3jKMyaRDG5Ydz00sfL4AHrcf16yXYDCkSJJXmZvIsszEuIORoSnOHG8nxqTDYNBijjUQY9Kh0ajw+QJMTTqZsruYss9G5NZqjcS+28uo3rZ6htocq+fZr+/H6/Fz6lgbAX8Qp8PDkbevcPZEBzEmHWqNImMPBWX8gSA+bwC3y4vb5UeW5YiSZCl0ejUH7qqgtWlIyRrLygSlr3uCgk0pJFstICiqld7ucUaHppiZdmO26Hn4yR3Uneui4ULv2n7MTxCtVsV9D2/Bbpvl/bcacM36CAVlOlpH6OuewGTWozOoUaskZJRyFp83gMftwzXrJRAIEWPSfaYzt6FQiPqLPcxMKaoaQRAoq8oiLmH93kh6g4byqiyOv9+M2+XD4/HTWN/Hgbsr1lUishEYY7QcvKeS7vZRPB4/sgwfHL5Ca9MgBcWpJCaZImVfvV3jjI1MM+v0EJ8Qw6NP7+LdN+sjXXVWQg7JnDvZwU9/eAyP208woHSvUf6nGPk6Z64qlrraR/mnvz2ESi0hSSKiJCJJIiqVSGy8kae+spfKmuw1H2eMSceOW4o4f7oDrydAU0M/gUAQQRAoKE4lr9C67nMnyzJTtllODrZy7lSn8lwzajBbDJhMOjRaNX5/gCn7LFN2F9P22UjAVaUS2bGniJ37itdf1hGjZd/BMi6e62ZqcpZQSObKpT7+9q9+jTXVQly8ck163D4cDg/uWS8FxSn8+V89tKaOMlGifN6JBieiRIkSJUqUDcBo1HL3gzVcPNtNf7gkoqt9lMOH6vmdbyw2xxQEgRiTjsee3klcgpGXXjjJ0MAksgxulw+3a3UDR5VKQqtb+VUuimIkA+vzBpj0OpnECau0rdTp1dx+TyVPfvkWYuOMq+6LIAhYUy38/p/eSZLVwjuH6nHMuAmFZBwzbhwzS5drzEejUS3bqUAQBLbvKWR40M4vXjjBrFMJ0AwNTDI0sLQs32zR88Szu3ngsa3IoRBN9f03nXpCEATiEmJ47vf2k2Q189pLZ7GFM+k+XwDbhGP1dXzcO3mDmZly09TQHzGANJl1VNZko9WuT5IPyvmurMkmLt4YucdaGgcZH50mxqT7RLPbgiCw/45yBvpsvPmbi3jcfvz+IH3dE/R1Tyy5THKKhS995RZuu7OckSH72oITgG3CQcuVwTXtl98fxD45u+S/GYxapu1L/9tySJJIRXUWWTlJtLcMR0xAtToVu/ZtuqYuRcpzTfmt/L4AdpsTuw0GWblER6tVccuBUp766l4S55VTrWe7NdvyeOjxbfzyJ6eYdXoIhVuT2saXvlfjEmJuRsubKFFuSqLBiShRokSJEiWMIEBCkonCTakAqDUq4teRnc3OS+Leh7fwweErEQ+AoQE7w4P2ZbODKrXE7fdUsak8gw/fbeTsyQ4mxx3Mznojsm1RFJAkEa1OkVjHxhko3JTKzr3FlFVlrrhPd9xXhU6n5uzJdibGHLhmvXi9fgJh8z1ZVtavUkvo9RqMJh0FRSnsv6OMqi0562qzJwgCCUkmnv3GPrbtKuC9ty7T2jjI9JRLKV3xB5XtSQJqlYRWp8YQoyUxyUxVTTY7bikiJS122fVrdWoefHwrySkW3n7jEn1dEzidHvy+AKGQjKQS0WrVxJh05BdZue+RWipqstFoVWyuzeXCmS583gAp6XFrmtGnpsVFrgWVSkSvX9x9ZaMwmfU88sXtVNVkc/S9Ji6d62ba7sLlunodCIKAJAlotCp0eg1mi568Ait33r8ZnX7pibpOr4kcA7Auo01REknLuHoO4hNi0Oo+vnOwHA6HGxAi+2FNi6W0cuXrfiVS0mLZuquApoYBQFEx2Sdd5MhEAnnzj9tk0WNYh+GhMUZLflEKnnCHmGSrZVnlkTFGy9Nf20dmdiLvHKpneMjOrNNLwB8kJMuowve92WKguDSN+75Qy6bydFQqidod+ZFjSEo2r7hPlljDguvgWtHpNcSY1q8wsabGsnlrLj2dY5HgRGZ2IqWVGde0H/tuL0UQBU5/2MrYyLTyXPME8PsDBEMycij8XFNJ6PRqjDE6cguS2XuglC078jFbrl0lM/ccSs2I47e/uchAn03pvOILEgqFEEVFZaLRqTEYtaSmx0bb1keJskaEm0QGeFPsxEbi9vl5v6WToWkHewtzKE5J+sT3wR8Mcr5nkG6bnduK80ixrD9CvF4mnLN80NpNYoyBXfnZaFRRCdty+AJB3rrSxvCMg9uK8yi0bnx/708T3RN2TnX1UZKaRGV6ClK0jd6GI8syv73SRq/Nzt6iXEpTk6M1sDcZsizjdHjoah9lqH+SqSkXfl8AlUpEp9cQlxCDNcVCVm4Sxhjtgt/PFwhyvKOH9jEbW3PSqclKX7Buny/A8ICd4cFJJm2zzDo8+HwBgsEQao0Kg0FDcoqFrJxErGmxkdrp6z2e0eEpujvHGBuexunwEAqFUKtVaPRq2h12bIKP9MwENBple6VpVnblZ6FeoQ2uLMu4XT7aW4bp77UxM+UiGAyi1aqJS4ghOzeJnIJkNOusY/+k6Zmw815LJ/FGPQdLC4nRKhN/WZaZsrvo6RhleNDO9LQbvy+AKIlotSoscUaSk81k5iYSFx+zLlPIKDcnsizjnPHQ1jLEQN8kzrDqSKfXkJAYQ25BMpnZiZ/q0oDjR5r5h//+Ok6HB0GAL31lL198bvc1KWDmCPiDDA/ZGRqwY59w4nC48XnDzzW1hN6gJclqJjM7gbSM+A0/f3NtXft6JpiZcuH3B9FqVegNyvM6NT2O1PQ49AZN9H0b5fPOmm6Am/ut/REcHi/D044111XGGw0kxBgQb8DDwOMP8Fp9M2d7BkgyGW9IcGLW6+O775+kfcyGLMs8tX3zx77Ns90D/N1bR8lNjCc7IY7cxLjVF/qc4g8GeaWukYt9g6THmj/3wYlXLzXxo1MX2VuYy1/dfxvxxvU5d0dZG280tHCktYt4o4GSlORoNucmQxAETGY9VVtyqNqSs65lfYEA7zR1cOhyK9+8dcei4IRGoyI7L4nsvE/ufaS0Wo0jJW3xu8DjD/DDkxd4v66R85fHmHF7mPX5eaK2gm05GSsGJwRBwGDUXtN5upnottn516NnKExOYFd+ViQ4IQgCcfFG4rblUX2D9zHKJ4MgCJgserZsz2fL9vwbvTsbTjAQoqlhAK9H8X1ISDKxuTbnugOIKrVEZnYimdk3ZgxlMGop35xF+easG7L9KFE+a3yqghOnu/r51q/eIhBaua/5HP8/e+8dJkdW3vt/qro6h+nJOQeNNJJGWVpJK2lX2tVqE2HBZknGBpwuvoaLweF3wWBjwAEers0PMLA2F0zyLixszlrlLI3iZE3OeXo6V9W5f3RPa1rTMxrFXa368zz7PKvprq6T6tQ573nf7/uxjav5020bsBhvq2reMGRJIsVqwaIouK1Xp0Z8rdhMRqwmI26r+Y5t9zuZU5299E142FlTedWeDy6LGYuikGa3osyzKUmSJMk7A7Ni4CMbVvLQskV4AkF+cvgUz55uuGX339/SQVhV2bqo7C05xEiS5E6ip3uUk0cvEg5rSBKUV+VQWZ2b9CZIkiRJHLfV7jHVbmVtST5aNJ+xQNA/4eHi8BipNivVOZlxC4zC1JQ7esFhN5v4mwe3MeELUJY5twL6jWRdSQHf/dC7cJhNZDmvLKCW5J2DPxTmyRPnaBse5b4lFVyteeE9q2pYU1JAtsseOz1MkiTJOxdJknCYTbHnPcflvGWePJ5AkB8fOolJMXB3ZSmy4c5dK1wrwUCYkWHPTRcYlQCr3XxN4oVJ3h6EQyrHDrbEhIKtNhObtlVflY5HkiRJ7gxuK+PEisJcvvW7D8cEKjRd58kT5/jnl/eyLD+bf3rfrjg3UKNBRrmD49YNsnp6lS0AACAASURBVExRmhtujV0CAJvZRE3e1aeESnL7MzTlpXlwGMM17i5SbVZSbbc2jVuSJEnuTLrGJugem6As4xa+IN9htLUO8s2/f4aB/ombeh9Zlth8z2I++4VHb+p9ktw8OtuHee2FMzEhzJLyLFauK3uLS5UkSZK3I7eVcUKRZRTTJWODqusYDZF/y7KMxahgVuavkhCCsKYxGQgSDGsIBCaDAac14lI+n3uZEIKQpjEVCBFUI2rAsgQmRcFqMmIzGhOKUklEDCmTgSD+UDiivizLOC1mbCZj3D2FEHgCQSYDQdLsNqxGhalgCG8whKrryJKEzWTCZTEhJzC8qJrOsNdLSL0U+iJJEmk2K/YFnEYLIVB1HU8gSCCsogmBBJgMhkgdTcZZ7vpTwRBjXl+cqqlZUUi321AMcxuHhBCEdR1vMEQgrKJqOpIUuZfDYsJqNM7qj5CqMjzlw2JUcFutqLrGhD9IUFUj5VQUXFYzJoPhhrsKCiEIhFU8wSAhVUMCzEYFl8WMaZ5xpwuBLxRiKhCKjVmHOXJakKiIqqYzNOVF03UynfaEY3rM52cqEMRpMeOyWhJ6CGm6zlQwhD8URtUjJ1uKLGMxGrGbjbPiuSPPxnR/hFGj49uoGHCaI2E6l7dpWNPwhcL4w2HO9QzQNjRKYZqbrtGJuL43KQYy7La4cA1dCCb9ASYDwbjftJtMpNqsVxR404XAGwzhDYVQtcizYTUacVrMCcedLxRiZMqH22bFYTbhD6t4AkHCWiTXutWo4LSY541zvxamx403FCIYVV83yBIWo4LDbJ4lGiuEwBMMMekPkGazYjUZ8c4YP5E5IFLPuUJnhBD4QmE8gSCqrqPIMg6LGbvp2kXH5sMTCDLuC5DusGI1GlGj810gpAICo2LAYU78TF/rnDw9H3ui87GuC2RJwqTI2EwmrCbjnJ5zIjp2pmbMq9Zom85l0J6+3/R8pcXud2m+SkRI1Rjx+lBkmQyHDQGxe2u6jkGWY2MvUX9ey5w8ja4LPMEgvmAITQgMsozDbMJuNiVsm0BYZcTrw2Yy4rZa0IXAEwjhC4Vi7y37HNcLIdCi76+Z7zmHxYTNlPh+10PsfRwMEbysP5wWE5YE/RFSNXyhEP6wGglBG/eQm+Kka2wCw4z5xmo0kma3JmzX6XnVFwrH+s9uMuIwm+eds9ToGPeHwiBJWBSFFGv0PXAD2uOtQNd0/P6Fpby9HiRJiqUQTfL2ZVoPbuacHQ6r9PWM89Mn9tLeOgiAzWZi17tWkZ6x8CxISZIkuXO4rYwTN4K+CQ+vXGhmb1M7naPjaEKQ43SwqaKYB5ZWUZ6ZlnAxLITg4vAYb9S3crS9i87RCXyhEGZFIdvlYEluFh/asILitPgUXbIkoeo6bzRc5Nkz9TQNDOMLhcmw21hdks9jK5dSlZMRW7iFNY2nT13gJ4dP8dn7N5PvdvF03QVOdvQw7gtgMxlZkpfNu1csYV1pwayN66Bnii/89lUu9A3G/mZRFD7/wFZ2La26Yvt0j02yp6mNg60dtI+MMRUIoRjkmKjnB9YsZ3FuZlwddze08k8v741tgAFqC3L50qPbyXEldsPUdJ324TH2tbRzoqOHtuExJvxBjAaZbKeDNSX5PLhsEdU58fdqHRrlr379MiuL8vi9u1ayp6mNNxou0j0WObnJd7vYvrich5ZVk3kDw0o0XadteIznzzZwtK2b3olJDJJMYVoK2xaVsaumikynPeHG63zPAL89Xc+x9m4m/AHS7TY2lBWya+mihBuhQc8Uf/HkC4x4fXzzdx5K6Iny40MneerEOT6wdjkf37xm1kJ83Bdgf0s7e5raaBoYZtwXAASpdisVmensrKlix+LyWHk1XadlcJQDre2c7OilbXiMyUAAo8FAjsvJ2tJ8Hl5WTUVWelwd67r6ePrUeZr6h+ken8QbCtM8OMyHnvhlXHmW5Gbxd4/eR37qpVRnIVXjF8fO8H8PnYz77oPLFvHp7ZtwWuZ29wypGqc6e3nxfBNnuvsYmfJhNRmpzMrgviUVbFtUissSr7NyqLWTLz37On+waQ1bqkp45nQ9h1o7GfR4MRoMlGemsbOmMk4x/3oJhFVOdPRw+GInZ3r66RmbJKiq2E0mSjJSubuyhF1Lq0i1WWPtquo6z59p4Pt7j/KZ+zZTkZnGr09d4Hh7N2M+P1aTkcU5WTxaW81d5cWztF2EEDQNDPPM6XoOtnYy5vOTYrWwrqSAx1YvjRl0byTPnWnge3uO8Ne7trG+tJBX61t4rb6FtqHRyBzrcrBr6SI+vGG2KO+1zMlCCAYmp3jxXBP7W9rpGp3AHw5jURSyXA4W52axvbqcdaUFszaYIVXjdHcfL55t5FRXH6M+PxZFoTong/uWVLKtqhS7OV5VXdV1GvqGONjawcnOXjpGx5kKBDErCjkpTjaUFfLo8sUUpqXMKmvn6DhffOY1clwOvvzoDhr7h/jt6XpOd/UxGTUwLsnN5DM7NifMqHQtc/L0/x682MEzdfWc7x1gKhgixWqhtiCX966qYVl+ziwj3vneAb707OtsqyrlD7es41h7N8+fbeBC7xCBcBi3zcpd5UX88Zb1uKzxz6cnEGJP00VevdBC8+AIvlCINLuVlUV5PLismpWFuTcsA4+q6ZzvHeDQxU5OdfbSOTrBVDDSH/luFxvKCnl4+WIKUl1x7XKgpZ3nzjTSOjRCz/gkAVXlWHs3H/zhL+J+f0NZEf/7oXtIv0yU1xcKc6Clg1cuNFPfN4gnEMRltbAsP5sHly5ibYJ3shACbyjMqxeaefl8M82DI8gSlKSn8fDyRZgV5bbNTGS1m6msziM9c/4UlteLJEF+UdLD5e1OR9sQ3R0jmM2Rg7pgUKW7c4SDexpovNCLpunIBonVd5WzfnMlhpvwLkqSJMntzx1jnBBC0DE6zr+8vI9DFztJt9uoyEpHliTaR8b4jwPHOdrezed3bmFJXlbcKY+m6xzv6OH/vHaAc70DOMxmMp12spx2JgNBOkfHmQqGeNeKJbPuKwGv17fSOjSC0WCgLCMNTRc0DQzxsyOnaRoY5suP7KAkmtVCAIFwmCGPl+fPNDLomWLU66c0I5WCVDcdI2O8eqGZEx09fPnRHdxdWRJX1hSrhQ+sraVrdJyhKS+vnG9m1OcnpM5/6qALwfneAb712gFOdvRiNhrIcNgpTnczFQzRP+Fh3BfggSWVs65dlp/Dn27bwLg/QH3fIHsa2/AEguj63FlVBLCnuY0f7D2GSTGQn5pCeWYa3mBkc/ujgwPUdfXxpUe3U5ZxaXOiajoT/gBnuvv45qteTnX2UZDqYll+NiNePw39Q5zvHaB/YopP3bMBxzwb3IWiC8GJjh6+9dpBGgeGyE1xUpObTUjTaB0c4V9fP8ipzl4+t3ML+W5X3HVnu/v5hxfepLF/iFy3kyW5WYQ1jVcutFDX1YcvNPvESdcFE9GTaE1PHMvrD4UZ9wXwh1RmJq8RQtA34eHbuw/xWn0rmq6T4bBRkOoirEVOcI+2dc8yeAgBrze08ONDpzArCgWpLiqy0pkKBmkaGOZcbz9nuvv50iPbKZphgBMC0mxWVhbnkeVysLvxIqk2KztrKuPGZW6KC9tlqcIUg8zmimJsJhOeQIDDF7s41dWLLxieNyNPWNP4Td0FfrjvGGM+P8XpbpYX5OIJBDnd1cux9m7O9w7wh3evI91xaXMRUjXGfQH2Nrexv6Wd1qFRitLcLMvPoX/Cw5G2Luq6+vCHVB5bXXNFL6yFENY0fnTwBHVdfaTZbZRmpGIzGRmYnOJ4Rw9H2rron/DwJ9s2YJv2ahARo8bwlI+XzjUx5vMz6JmiND2NgtQUOkbHeaOhlROdPXzx4Xu5Z1FZbHMzbZj4hxd2c7qrnyyXg+popqC9zW2c7emfc0xdD0FVZcwXoHFgiNPdfbx0rgmbyUROipPJQJDeCQ9jPv8sL7FrmZOFEAxNefnGq/t5vT6SgrE0IxW7ycSY30/P2CTtI2O4rRbWlxbGlTOkarx4rpF/e+MQnkCQonQ3tfk5TAYCHO/o4fDFLlrXr+ATm9fEeZoJIXjuTD1Pn7qA3WwiP9VFVVYGE/4ATQPDnOnu40LvIF94+F5yXI64emq6zqQ/AELwwtlG/vv4WcZ8frJdDmwmI4MeL12jE+iXjfnrmZMlJI539PDs6XrCuk5JeiqSJNEyOMxv6i5wvm+Av31kO7UFuXHXqbrOhC9A9/gkT544yy+PnUEIyHTaCapGhqZ89E94EDP85IQQjPn8fH/vMX5bdwHFIFORlY7LYqZ7bJLfnKrnaFs3f3bvXexYXHFDNuICwW/qLvDC2UYcZhP5qSlUZWcw7vfTNDBMXVcfF/qG+MLD95DlnHk6K5HptJFmt+IeHOFIWxc5LidbqkqZ6fRQlpk+6/n3BIL81+E6fnq0Dl0XlGelUZaZxuDkFK/Vt3KkrZtP3r2W962qifMQU3Wd/zp8iif2H0eSJCoy00l3WBn0ePn27sOUpLtv21zqBYVp/Olnd6JpN7kGElgsN8frK8mN49jBFn76xD4MBhlZjni7BPyh2BpFliUWLy3gAx/djDs1qUmWJEmSxNwxxompYIgfHzrFwdYO7ior4k+2baAg1QVIDHmm+M6bR9jd2MpPDp/ir3dtxR2NfRdC0DM+ybffOMS53kFWF+fze3etYkluFopBRtMF3WMTjPsjopOXn5r5QmGOtHXx7hVL+MhdK3FbrYDgbM8AX3/xTc529/NGQyu/v2l1fL56TWNfSztriwv4/ANbKc9MQ5YkRqZ8fOOVfbzReJHfnDrPxrIi5Blu4TaTkXury9B0wbjfT33fEKM+/xXbZ2TKx/f3HuVYezeLc7P42MZVrCjIw2w0oOuCAc8UveMelhXkzKpjUbqb/FQXui7Y3XiRIxe7rng/gySxobQQs6KwsjCXbJcz2p4653oG+NqLe6jr6uNoWzdFae5LrvbRWzcPjDDhC/Bn997FtkVlWIwKgbDKC2cb+d6eI7x0vokHl1WxLH92ea+WIY+XJ/Yfp3FgiPesrOGD62pJd9gi3jRDo3zztQO8Xt9KeWY6n7pnQ+x+nkCQXxw7Q0P/IOtLC/nMjs3kuZ0IEfEA+dbr+2kdGr2usl2OLgS/PHaGZ083kJvi5CMbVrKlqhSnxYQuYNIfoHlwmKWXtYtBlthUXozbamFlUR5ZTkesP0539fG1F/dwvL2Hk5295KemoESvXVmUy9L8LISA/S3t7G68SG6Kkz+7dyPGGZsQWZZmhb4YJIkledksysmMitxKnO0ZmLd+QkSenf88cIKpYIg/2bqeXcuqsJlMsbHz7d2HeOrEOfLcLj66YeWs/j/R0UNZRhpfePheVhTkohhkPIEg/3ngBL86eY6nT53nnkWl5Lqv/zTQajLy2KoaHly2iNVF+TitZmRJIhhWeerkOX6w7xgvn2/mkdrFVF2WSlbVdQ60drCiIJevvWcnldkRD6tRr59vvXaAV+ub+c2pC2wsL8YWDXfzhcL8+tR5TnX2UVuQy+d23k1xuhuInOD/2xuHONrWfd31motXLrRgNSr8j3s2cFdZMVaTgqrpdI1NzDqFvtY5GSLP/6sXminNSOUr776fPLcLWZLQdJ1xX4D6/kEWZWfMcrNv6B/ih/uP4w1Nj51FWIwKmi441NrBN187wFMnzlKVlc4DS6tiY0eRZe6tLqckI5VVRflkOGwYZBlV0znW3s3XX9rDvuZ2zvX0k+2qSOim3zEyzk+P1LG2pID3r14W8+wa9fmZ8Admpc69njk5qKocaevigZoq/mDTarJdDkCidWiEb7yyn3O9/bx4tonlc8yPZ7v7aR0c4dHaxexaugi3zYKmCwY9UwBx4UGaLnj1QgtPnjhLcXoqn9mxiSV5WSiyzFQgyH+fOMvPjpzmif0nqMrOiBlKrgdFlrlvSQXVOZmsKsojfUZ/7G9p5xuv7GdP00Ue61saZ5zYVFHM+rICdF3wdN0FjrR1UZ6Zxv+8dyPKjLEiyzLmy8KtDrZ28ONDJ0m1Wfmze+9ibWkk1ak/FObFc018f+9RfnLoFEtys1iWnx2r47meAX518hxCwB9vXcejtYsxKQYCYZXnzzTwHweOMxkIXFd7vFUYTQoZWTfXayLJ7UUoGE4okGoyKyytLeLDn9hCWVVSl+x2oXV4hK7xCRZnZ5HtTIbhJLk13BHGCSEELYMjPH+mgXSHjU/dexeLc7Nin7ttFv5g82rqunrZ39JO00AN66InbroQ7Gtu52RnL5VZ6XzxoXspyYhfXM0XPiCA6pxMfn/TagpSU2J/X19ayM6aKr639wgN/UMEVW2We3aazcrHN69hVVFe7NTQZTHzgXW1vNnURtPgCBOBABmOS/eXJAmDJGGQibqLLmwReLS9m4OtnWS7nHzu/i2sLs6Lq2OG0z6n0KUsScgGAxgi2gILWXdK0Y3pkgS/ubmyhLtbOvj50dO0Do0SUrVLxomoBV4Xgp01VTy2amnMNTnFCo+tquHVC83UdfXRMTpBTV72NQs0QuTU8/DFztgG4ROb18S5Xq8oyuOjG1by2a4+Xqtv4f2rl8Y+7xgZZ29zGylWC3+waQ1L8i6NudW2PD60fgWtg2/gTeA9ca1cHB7lpfPNyLLEH21dx7tXLIk7qcxw2BJmbpEkidrCXGoLc2d9tnVRGXua23nq+FlaBkdQNT0WjmI0GDAaDAghYieN05oIV9JukCQJCZANBowGFhRu4AuFeelcEz3jE7yrdgkfWFd7yeOAyObDHw7zN0+/wjN19dy3uIK8y4wMZkXh8XW1bKsqjbVNitXC4+tqebPpIu0jYwx4pm6IcUKRZR5Yumj2B1Z4V+1iXq9vpXc8ctJ/uXECIMVi4eOb17CmpCA2B0TKupw9TRdpHhxh3OePtUHfhIfdDRexmoz83saVcf05PQ4b+ocYnvJdd90SMTLl4692beWR5dVx4y7LFb+ouZ45WUBEn0LVSLFaKUlPjdPuSbMnHuMhVeO5M/V0jIzx3pU1vG/N0pj2C8COxRU0D47ww/3HeOVCC5sqinFFUzBLksS60sJYGWZy35IKXqtv4fmzjbQMjnBvdXlCMZlRn5/NlSX86bYNcR49M/9/JtczJwMUpbn5+OY1VM4IxaotyOVdKxZT191L48AQvlA4oRZRz/gkn7x7LZ/YvBbzjPdSonfdqM/Hr0+eR9V1fn/jKu6uLIl9lmK18LG7VnO8vYfT3X0ca+umMNWNcp2ZMSRJYmN5MZTP/mxnTRW7Gy/y8vlmWgdH2FZVGvvMpBgwETHumKLzk0GWsZmM8+oj+UNhnjpxjslAkD/ZtoH7llTOeO9YeN/qpZzs7GV3Yyt7m9uoys7AYlQIqRpvNLTSN+FhR3UFj62qiRnZUqzw3lU11PcP8dyZW5c+NUmSm0VhcQYr1pQy2D+B3x8CAc4UK4UlGaxaV8qqdWVk5cwOfXuncKSji2fONeBXwwAYpIjGT0VGGhtLiiJz3y0O4ZrWyFnImiwRLze28POTZ/jbnfeQ7ay4CSVMkmQ2d4RxAiKnF5OBIKuK8hIuXPNSXOSnujjfO0h9/1BsEarpguPt3ehCsKmimOKMqz/1WVdaMCutptEgk5PixCgb8AYjgm6XGyeK0tzUXBZiApDltGMzGQmrGh5/MM44ca2caO8mGFZZV1IwK375ViNLEnluJwZZxhe6zMU/WiyjQWZzZcmsBaXTYiY92h6TvkBEfPA6yuIPq5zp7kfVdZbmZ8/aZElAcbqbDIeNEa+PlqGRmHGieXAYbzBEdU4mi3LiN56SJLGiMI8Um+WGGifOdg8wMuVlUXYG60oKb4gInSxJ5KU4kWVpdn/cYjyBIHVdvViNRtaVFcwSIZQlieqcLEozUukd93Chb3CWcSLVZuWusqJZ7uXpdhtuq5UxX4AJX7xI583AajKS43LQNTaBLxRO+J38VBe1hbmz+jHT6cBuNkWEJP1B8iLOEbQOjTDhD5DttM8y/EmSxLL8bNIdtptmnMh3u9hUXrwg1/1rnZMloCgthRyXgwt9g/zbG4fYWVNJRVY6jsu0ImYy4vVR3zeESVFYXZyP3RS/KTcpBqqyM7AajbSPjDHi9cWME/MhS1IsnMs7Rz8CWIwKW6tKSbUvLCPN9c7Jy/JzKExNmeUhlZPixKwoBELqnMYJh9nEPYvKZom1JqJlcITeiUlyXE6W5efM+txts1CakUZdVx/n+wZ5WNPmNQRcL4oskZcS7Y/gjZlb20fG6BgZJ9VmZUVh7iyjv8NsoiIrjb1NbTT0DeELhbAYFTyBIM2DIxgkmdqi3FnjyWkxs7Iwj+eTxokk7wBWrStjUU0+aliNhfUaDDImsxGb3YTBIL9jDRMAnWMTvNTQTKrNSpbDjiAivPxyQzO/OVfPZ7ZuYkNR4RXFvm8kfZMevvzyG3xm6yaW5GRd+YIkSd4G3DHGifaRMQA6Rsf5++feSJAFQqNnfBJN1xnxeGN/14WgczQitlidM9tQcCUUOWqEuMxiKUkSihyJy9OFmBVvLBE5UbtcFFCSJGRJQjHIMXX060UIQefYBJoQVGVnLGhBeiPQdB1PIETTwBCtQ6OMTPnwhsKEVJX6/iFUPaLcn6iGVpMp6qocjyRJkRN4iTiBzmslGFbpGovEg5/s7OVvn3lt1nc8gWBkUyIEY95LITT9Ex40XZCb4kyYzcNpNpFitdA7Pnnd5YRpvYlJfGGV4vRU3DbLVS0EIrHxEY2J1qFRRrw+fKEQIVXjfO8Amh7pi7cyPjoQVukZn8RsVKIbr/jPJUnCZTGT5XTQ1D9M37hn1m+kWC0JT6slKaKDgeCG6TJMZ0AZnvJyoXeQzrEJJvwBAqEwU8EQjYPDse/NKg8RLwBXAt0UWYrMLUKAJi6VtX9yirCmk53ixJJgzNnNpmho2c0hz+3CalzYa+Va52RJkijPTOfPt2/i3/cd5adH6njlQjPLC3LYXFHCxvIispwODLIU95sT/gBDU15UTeeZ0w0cbZ8d3tI37olmDgnMMhhN69009A/RNjzGqNeHLxQmrGnUdfcBiftxGpclolW0kHfI9c7JBkkix+WYZfC+5FknJ3zvTJPptC94/uganSAQVtGF4Nu7D2FNkBHmTHcfQghGpnzoN+jZUjWdcZ+f+v4hOkbGGPX68YXCBFWVuq5If+g3aLbqm/DEMrs8sf/4LDFQgMb+YTShM+L1EdYidfSFQrHsUjku56y+N8gy6Q7bvNmekiS5XTCZFUzmO3ssy5LEB1Yu4/21S9GEYMTr47WmFn509CQ/PHycivS0y3Rwbh5CCHomPBzt7CakaVe+IEmStwl3zCwyvdAcnJxif0vHnN/LcjmwxMXT6rG0nHbz1QsyKQYZs2H+FKWJkCQpYerGm4EuREww8/LUpjeLoKpyqLWTnxyuo3VoBLMSSYtnlA3IksTwlHfOhTOARTFcV7jGQtGFIBAOo+uCzpFxhmZskmZii6b0m2mECkbHjVlREsagS5J0zaKLuphtJIiIqaoIIbAalatyHwyGVfY2t/Ozo3W0DY9hjqbHNUYNaIOeqbfUY2IaTQjCqobRbJiz7QwGGZNiQBWCYAIh2MhzdbNLGmHM5+dXJ8/z7Ol6JgNB7CYTZqMhsjnUBR7/PB4a1zAHhNSIQc+sKHNugi/fsN5IzMrCU/he65wMkTo8uKyKquwMXjjbyOG2Lg62dHCwtZOSdDe/u3Y59y2ujNtEhjWNkKqhahoX+gZojhqGLsdts5Jms2GQLj0//lCYV+tbePL4WbrGJrBEn49pA/PwHPPCTAyyvOBn8nrnZFmWMF/H+8NoMCBLCyvrdFrVqWCIo+3dc467LFfE2+dGPHy+UIiXzjXz1Ilz9E5MYjEqWI2R/pAkiZGpK/fH1RCpo04gHOZkZ8+cnkEZDjsuqyVWRT2aJtcgy3MamIyGhY+LJEmSvP2xGo2kRL2k0mxW8lNcHO3s5kL/IANTU3HGCVXX6Z/0MDjlJazpEYHfFBfuBF57QkTm2e6JSTzBIEIILEaFdJuNLIcjNsdouk7fpIdhr4/Xm1rxh1XO9g3gD18yuC/OziTFcskAPf3bHWPj+EJhrCYjhW7XnGmOp4Wp+z1T+MNhzIpCnstJhiOxAX7693smJ2Pp4y2KQprNRpbTHguzS5IE7iDjxLTr6saKYh5fWzunW5UUPXGaxiDLmIyRh8YTuEYX0Wtci0m3KPu5PGOTPBUM3fRNqBCCM939fPnZ15kKhnikdjFbKkvIc7twmE2YFAO/PHaWH+w7OvePSNyS5PAGWcJqNGJSDDxSW819CZTxZ363OC019u/pTbA/HE54fieEiBm+Lme+qgkh8IfDCb1tpjez0ye6Vq5sUNOF4ERnD195/g38YZVHaxdzd2UJuSlOHGYTZkXhJ1G1+bcaRZawmoxouj5nKERY1QiEVYzRWPLLuVWGiaCq8otjZ/jhvmNkOu189K6VLM/PId1hw2Y0MhUK8bUX9nCmpz/h9dcyxKf73x+aPT4ulevtcYJyrXPyNCZFYUleFotzs+gdn+REZw+v17eyv6Wdf3xpL55AkA9vWBnb+JkMEYOWy2rhD7esi2UxSYTJYKAgLaIRpEWFSf/xxT0IIjoB60sLyU1xYjcZMSkK39tzhP86Ujdvfa+mL69/Tr6+t8fVjD2ryYhBlihJS+OPtqzHbZs7FMZttVy3cUzVdXY3tvHPL+/FIMs8tnop60oKyHY5sJtMyLLEd/cc4ZfHzlzXfWZiNUY0KXJtLv7HPRsSeu1N4zCbYhsLQ1RYU9N1guHZhlIhBKqm35QMOkmSJHl7YDUqZDudnOrui3lVCSEIhFV+e76e356tp210jKCqkWq1sKYonz9Yt5qqrIy4jX776Dg/OHyMY509DHt9CCFwmE2UpafxiQ1r2FJeAsBEIMg33jzAyoUExgAAIABJREFU2d5+BqKG2n/ZvT/uQO8773+U9UUFsbJ0T0zyw8PHebOljclAALfVysaSIowGeZaxIaxpHGrv4r+O11E/OMRUMIjNZKImJ4vHVy5nS3lJnAFXF4JzfQP85Hgdp3v7GIqGldpNRpbmZvM3O7ZSlOq+8Q2f5LbljjFOlEdjmsOqxoqi3Fmx6nMhSxIl6alc6B3kQt8Aj9RW35A4/rcTkiRRnJ7KoYudUXFO9ZqEcxaKpkdERvsnp9heXc7/2rEZuzn+dDCsacyTifSWYVYUSjIibSNLMmuK8xecCi8/mkGgd9xDIBzGcVlstycQZNw/O5PKdFymquuoukAIEdc23qir8OUbFkmSyE9NwW4ycnF4lDFfAKfFfMXT07CmsbepnaEpLzuXVPHpHZuwX3ZaGzmRXxgC5vV6uR6sJiOlGamc7x2kbXiUVUX5ccYGIQTj/gC945M4LWbyZ4jQ3moGPV72NLUhSRIf3rCSD6xZjnHm6enkVNxJxo0gL8WFUZbpn/TgC4VIJz58xRsMMea9OXoTV8u1zsmXI0kRbY5ct5ON5UU8efws3993jNcbWtlZU0VuVAPGbbOS7bIzNOUl1WZl7QyR0fnwh8K82djGZCDIu1Ys4U+3bcA6wytBzOGhcz3c6jn5eihOd2M1GvGFwlRmpSfUD7mReIMh3my8iDcU4n2rl/HHW9bFeRiFNS2hISAO6ZKRUswZPHiJglQXTrMZbyhEcZqb5QkypCTCZjKS5XTQ0D9E7/gkui7ijHC6EAxPeW/4+EmSJMnbB18oTO/EJOl2WyzTUVjXeb6+ke/sP8LS3Gw+tm4VbquFCwODPHX6PF97fQ9ffmA7JTMOvH5y/BRvtrTxodW1rC7MR9V0OsfGaRgcjsuG5TKb+PSWjQRUlZ+fPMPPTp7mHx7cQXXWJYP8tC4PQEBV+Y8jJ3i5oZkHlyzi3ooyQprGK43NvNnUNmutWdfTx1de3U2q1cqf330XRWlueicmebLuHN94c39EE6yoIDbXNQ+N8A+vvknPxCQ7qytZU5iPQZboGp/AEwiRZrt5oaZJbk/uGF/C2oJcMp12zvcNcrKjFyFE3AM3/e/L/67IUiRdpySxt6mdhv6hea+9XbmrLJLW88jFLk519t3UOgoEo1Fthjy3K84wIYRg1OuLiFC+DWLkrCYjq4vysRiNHG3r4uLQ6ILGDcCinExSrBa6xyc43dU367vHO3oYS5Dm1WUxYzUq+ENhukYn4jb6QgiaB0ZoHkjskr6yMI9Mp52mgRH2NF1EW0A/6rpg1OdHQor0hym+P4anvJzt6b/i6Z4pGkoQVCMijTfjeUixWlhfVkRQjYShTPj9sfsIIdB0wanOXtpHxilIdVGT99YJQAXDKp5AEKvRSGFqSkwEcLr9Lw6N0jZ8Y1PJVmSlk+6wMTA5xYkZ89z0f6e6ehm6wS7v18q1zslz/V2WJNLtNlYX55NiteALhgnM2KSmO2ysKMwjrGm8Xt/CmNe/oN9VdcGYz49BlshPdcUME9PfG/RMcb53/hS418KtnJOvh6qsDMoyU+kZm2Rvcxu6vrD+ulZUTWfM50eRZQrcrphhYvr3+yYiQrjzIRGZryQpsnHwBucX+i1OT2VRTgYjXh9vNF6MGGsXUEeXxUJ1TiZCwNG2bka8l4zKQggmA0GOtne/pTo+SZIkubGIqJ5PSFVpGxnjB4eP0zA4xLriAvJcEaPAiNfHz06eIdvp4C+3b2FndSXriwv56JqV/NFdaznT28+L9U1x88nFkTGynQ4eWrKI9UUFbCor5oOra/nyru1xYpeKwUBxmpvyjDTSogLMBe4UKjLTY/9NhwsKoHFwmH2t7azIz+XPt9zF5rJi7qko5VObN1DoTonTttOF4BenzuINhfnM1k28t7aGdUUFvHvZEj6/fQu+cJgnT5/DE4yEboRUjafPXqBtdIxP3rWWv7x3C7sWV3H/oko+vn4Nn966MS5rVpIkcId4TkiSRGlGKo+vXc5/HjzB11/aw4fXr6C2MBezYkAXAk8gSEPfEOP+AI+vq43Fi0mSxF3lRWyqKObwxU6++NvX+ND6WmrysjEaZDQ9snlrGRxlY3nRTT81mg8hROS0XdNRdZ1Jf4CwpiNEREV+wh9AkWUMsozRIMd5AKwozGP74nJePtfMP760h651tawsysNiVND0yGl0y+AIS3KzWF5wSZF9OqZ2+p5TwRC6iCwgJwNBnIFgLNbaGPUIkKP9IUlwoqOHM939sQwXg54pfnXyHC1DI7ckbONKyJLEutICdlSX89L5Zr7ywm4+sGY5ldkZGGQJVReMe/2c6enHYlT40PoVsWvz3S7uW1IZO8k1GgyUZqSii4jC/U+P1KFqszf8NpOR2oJczvcO8rOjdaQ7rBSnpSKI6F785PApJvyBhOEJBakuHq1dzPf2HOWH+48z5vWzbVEZTqsZROTUsXVoFLvZxH1LImmhDLJMaXrEOn+8o5uzPQNRt2XBwOQUvzx2lo6R8Xm7Q5Ik0u1W8lNd9IxN8KuT57h/SSVmoxJLPZrlssed/mq6Tjg6bjRdxx9Wgcgp9GQgGBONnR6rkiRhMhjYuaSS/c3tHGzp4Lt7jvBo7WJSrBbCms7Jzh6e2H8Mq1HhsdVL404TbjUui5m8FBfdY13saWqjKM2N02ImpKo0D47wxP7jqDfYPSjLaeeBpVU8se84Pzp4AofFFEtR2jEyzg/3H39bhHVcz5ysC8Ezp+sZnvKxqiiPdLsNo2KIGTZ/W1fPuM/P6uJ8MmYInyqyzLtqF3Oio4d9ze18/cU3ee/qpWRFRSpDqsbgpJczPf1U52SyfXEkT6VJMVCS7ubNRp0jF7vYWllKhsOGLgS9E5P89EgdA5M33uBzrXPyrcZlNUfSIg+N8p8HTuIJhNhaVYrTYkKIiF5D69AILYMjvGdlDSUZl04C4+YATY9q5kRCjyb8ATRdj76vDDGBU7NRoSQtlcMXOzl0sZO7yotIt9vQhKBnbIIfHz7F8BUMcJIkkZsSiY9u7B/mxXON3FUWcWFWdR2zopDptMfekSbFwOPrarnQN8iTx88SDKvsrKmMjcmgqtI5Ok5D/xDbq8tZGs1aohhkti8u56XzTRxt7+I/D5zgPSuXYDUZ8YfCvHCuiVOdvUnNiSRJ3iHoQvD9Q8d48vS5SOiGqhJUNdYXF/LJDWtiHrTto2N0jo3z+KrlZM3IuCfLMktzsylwp3Cko4tPbFgTWzdtLC3iicMn+MbuA7x72WIWZ2eS4bhOvQYh6BqfYMwfYEVeLi7Lpb1PjsvJkuxMOkbHYl8fmvLSNDjM4uxMKjLT4rwPS9LcLM/N4WR3L+N+PylWC6M+H+f7B8h2OniguvKWCe4nub25I4wTEDkB//CGlQRVjZ8fPc2Xn30dp8Uc2SxoGuM+P2FNZ1NFMe9fsyx2XWQR4+Kz993NN1/dx/6WDv6/p18hxWrBbjbhD6uM+/w4zCbKM9PeUuOELxTmuTMN1PcP4Q+FmQwEaRkcIaxp/OrEOY63d2M1GrGajDy4rIpVRfmxa9PsNj617S5UTeeNhla+8vxuHBYzLouZoBppH5Ni4MuP7IhbCLcOjvDcmQZGvH58oRA9Y5P4Q2E6Rsf45iv7cNusWE1GitLcvGflEtLsNmRJ4p5FZbx8vplzvQN86ufPRBasIrKBynTa+eiGlfz73gSaE2/BEZPbZuVPtm0ASeLFc40cb+/BbbNgNRrxh8NM+AJoQvCBtcvjrnNazHxkwwo6RsY42NrJZ/77efLcLnQ9IiR0d0UJ2S4nuxtb466TJInHVi/lVFcfZ7v7+fQvniM/NQVN1+mfnKI6J4NHaxfz27oLs8oqSzKPr63FGwzx5ImzfG/vUf7voVO4bRZ0IRj3RRb8j69bHjNOGKML6FfrWzjbE+2P9FR0IegYGSM3xclHNqzgO3uOzNtORWluHlm+mP84cJxv7z7E06cu4DCb8IXCVGSl878fuicuVvtoWzd7miLxjf5QmKaBEcKazqnOXr72wps4LGZsJiNL87LZtawKmymSJrIsM43/uX0j33rtAP91uI5nTzeQ7XLgDYbom/DgtJj5+OY1PLh00VuatizDYefRFYtp6B/il8fPcKy9myyngwl/gK6xCe5ZVEZlVjrPnW28Yfe0moy8f9VSWgZG2N14kc899SL5bheSJDE4OcXakgLuWVTGc2+D1IXXOicLAa2Dozxx4Dgmg4FslwOnxRwTAfP4gywvyOGD62pnZTsqzkjlL+6/m2+8up8Xzzfz0vlm0uxWjAYDnkAwIlpqNvEX92++VE6jws6aKvY0tXG0vYs/+/kzFKSmENZ1OkbGKElP5cMbVvB/Xj94Q9vnWufkW41BltlSWcpndmzm3/ce4TtvHuZHB0/gtlnRdZ1xf4BAWKUoLYVdS6virj3Q0sGBlg48gSC+cJiG/iF0ITja1hWtrwmr0ciKwlweqKnCbFSwm4zsWlbFgdYODrR20DY8Rn6qi5Cq0TEyzqKcDD64rpZv7z48b7lrcrPYXl3Or06e4+sv7SHf7cJiNOILhlhbUsBn7787Tj9jdXE+f/nAVv719YP8+NBJfnnsTCwt7KQ/gDcUJtNpZ3005e001TmZ/P6m1Xzzlf386NBJnj/bSJrdyqg30n8PLlvE6/Xx74AkSZLcnkhAfoqLysx0DLKM22phcVYmG0qKcM5IdT2dOSrb4cA4wzgpAXaTiTSblXF/kKlQiNRohq3fWbEMgyTxzPkGPv2bF6jOymBbRSkPLVlEUar7mkLOdSGYDAQQCDId9rhDKEWWSbVZ4w4yR31+fOEwaTYrNmN8qLJRNpDtdDAVDDHmD1AM+MJhxnwB3FZLnBEmSZL5uK2NExKQarNSlZ0Ri++fD6fFzCfvXsv60kL2NbdT3z/IpD+I0WBgdVEeNXnZbKwoJsUSL+glSVCVnc6XHt3B0bYuDl/somN0nEA4TLbLQUFFEauK8qnOvRTPZZAl8t0uKrPSSUmQChAgxWqmMiudPLcrJlQjIZFmt1GVnTGn6JZJUajITI8JNU4T1jTq+wY5FU2jBpGUcJlOO6qu0zp0yYV8ZVHurDoWprn5613b2FlTyYGWyKLPGwphVhTWluRTW5DLutKCuOtGvD5OdvbG1HeBmIFmwONlIKpiP+7z80B0YRqJp3bz1ffcz7On6znZ2Ys/FCbFauF31ixjZ00ldrOJk529s9KvWYwKZRlpSBJzWotzU5xUZWWQarPeMFHRglQXn9t5N9uqSjl4sZOWwRH8oRA5Lgf5FSnUFuayqbxo1nVFaW6+8NC9vFrfwuGLnYz7A2Q67HxofS33Li7nQHMH3WMTs9JFVmal87X33M+L55qo6+pjMhAgw2HnoWWLuL+mkpEpH00Dw2Q4bXEbcEkCl9XCH21dz8aKYvY2tdHYP8xEIIBBkliSm8WS3Cx2RA0TkWskyjPT+Op77uf5Mw3UdfXhC4VxWy08vq6WB2qqMBoMHG3vjp0yJ8JqMvKRDSsoSHWxu+EifRMeJCkSk76mOH+WOGX32AQnOntioqCKQaYiKz3y2Yz0qgZZjisvwJrifL72np280djKsfYehj1eclKcbFtUxj3VZdQW5M66n9NipjI7ncLUlIR1MMgyRWluEJfEGq8HWZa4f0kFKRYLL55rpG1kjKlgiMK0FD64vpatVaWc7RmgbXgM10xlbikyr1Vmp8f0Ei7HZDBQnpkWyepzWdaSnBQnf7VrK2tLCzjQ3M6Iz0+qzcpjq2p4YGkVJzt6aRoYjmy8bpDtZmZ5r2aBdC1zskGWeGx1DSk2C+d7BxiYnCKoqpgUA+tLC1lZmMeWqhJK0lNn3U+WJJbl5/D19+7kYGsnhy920jM+SVBVKUxNoSQjlbUlBXHznBR9br76nvt54WwTZ3v68YbCpNutfGzjanbWVBLWNPY1t5PpnL34MisKJempBFT1qnQ1rmVOlqOpq6uy02PuvJdjM5uoyEynMC1l1om91WikLDONFKs5Xh/lCpiNCg8vr2ZRTgb7mtup6+pjeMqLJElU52RSnZPJ+rJCijPi+6RjdJwTnT0xkTizosQ8fbrGJi6V2WRkx+IKzET6Y3lBTqQ/zjVyvncQXzBMusPGJzav4f6aSrzBEAdaOsmYZzHssJj5463rqcyOlHnI48UgR+bCFUURD56ZGA0Gti0qozjNzf6WDk509DDomUIXgvLMNKqyM1hbUhDzmpjJw8uqyU1x8vL5ZpoGhpGjdXho2SJyU5zRe8socvJUMUmS2xlJkthZXcnvrlyGHPX+TKRTZjIYkKSI9sTlZ2561AtaliWUGVmT3FYLH127ku1V5Zzp7eflhhb+u+4cB9o6+fy9d7MiP5erRSKy9kFExIZnMh2eMhOjLGOQJFRNRxeXfZ9ouaOpziO/H/GW1oWOLsQtybKX5PZHeqvjVaNcUyGmHxxNF8gSMdfvhVw3HYs/XX1JiixcZUma8zeEiMhm6Xr8AytLkRNrSSIuVl/TdXQRWUwnmpw0XZ9V9vg6SbE49cvLEdZ0pOgEMPOeqq6zkC6dq0wz6yi4cvvoupg1oSXi8rJO30uP/idE/D0gMlFKSDF3XohM2pqmQ4LfmyYyaQoM8vz9eS3oQsRiqqebOVH/zyRRPQ3Rck33tSJLyJf1x3ztI6L1lGUp9luJ7ns14zx2Pz1St4T9Ic19v+nfEETG9pXuOT3+r8Rcz3ai9pmvfNNjNdFYnP696ednOkXk9XLpedJjAq/SdH2IeAFoQkeWLj2PC50D1OhzYJBnq2nPN3amf/tGPh+X5rL453WhXPNYnfH9K11z+fWJ+kVCQpYjJs1E99Siz8fl9wIIz/E86tF3ASTuq4W0zULn5Gndlen5L9Ecr0fHTqLnYL7PFlrWy/tlvj5Z+Bwwe1zN1x/T8+NcbTDzN6afwYWuBa62jnHlnbF2mK4TXNoUXEubJ0mS5O3Bk3Xn+Kc39vHprRv50Oraeb97rm+AT/7yaXZWV/K5e+6OHYhENCCG+NRTz1KRmc533vdowvf7dOr4Z8438K97D/JAdSVf2Hlv3HmDqut898AR/m3fYX7x0d9lVUHerHIIIXilsYX//cKrPL6qls9s2xT7jZCm8ZVXdvNKYwtfeXAHO6oq8ASC/P4vfo1JlvmXd+2KE9Yc8/n5i2depGdikic+8F7yU1wMTXn5q+depmfCw3ff92gshDjJHcuCXnC3t+dEdCOSYO1+xeuUa1gASFJk0SobrnytJEkoV4gDM8jyrLIvpE6SJCWM25Ik6boV3a+mjhA5HTZd42lPrK5zfJ6oLrIkIV/hRG/mZk7VdAY8niurtyfAZjLGxR3H7r/AtplmvnrO19fzXRcRdJu/Ha52nF9p7C1kbF0aP1f+bqLxfzVcafxczpXG6uXPT1BVGZicSqgLciXcNgtumzWyWWHu9pAkkC+rwULngPlOthc65sKaxsDk1JwpbefDYTGRYbdHNuQ3oC+vaaxex/0WOk5nXqNEOiwhcz2PkTnj2uflq3/vzP89eY73x5U+WwhX2y/XM27m64+FzI/Tv5HoGbzSNdcy9ubrm7drJpYkSZLcHPJTXGwoKeRAWyc7qvpYXZiHIstMBoK80tDCmD/A9srymGEipKoMeX3YjEZsJmP0wAbyXE4sikIgQcYfCWIaEi3DI9TkZGGQIro6M7W8yjPSyE9xcaSji6bBYUqjGmf1A0PU9fTF/abDbGJreQk/PlbHvovt7Fpchc1oJKhq7Gltp2FwmEdqqmPplFNtVjYUF/KDw8f52cnT/N7alTEtsJCqEVBV3FZLLHV2kiRwmxsnkiS5EqM+H1/87auc7uq/6mu3VJXwt49sj4meJbmz6BgZ57NPvkDfuOeqr/29jav45N1rsRjf3lPskMfL5556keaBkau+9sFli/j8A1tmpchNkiRJkiRJksxNSjRE4+9feZOvvvYm28pLcVktNA+NcLi9i/sXVXBvZVns+2P+AF988TVsJhPl6WnYzSbG/X4Ot3chgK3lpbOOpGVJYlluNpkOO/9x5AS9Ex5spkja5/cuX0JRqhuAkrRUHq6p5geHjvGVV3azvrgAVRec6etHkQ1xIW6SJPHe5TWc7x/kuweOcq5/kIKUFAY8Ht5saaM8PY3Hltdgi4YwKrLMI0sXc75/kP+uO0fD4BBLc7KRJYmhKS+jfj+fv+duqrIybnaTJ7mNeHuvnJMkuU5sJhMP1FRRW3D1sXilGamz4o6T3Dmk2qy8d2UNnhl6KgtlVVFezGX77YzDbOLh5dWMTPmu+trqnEyM1+MukSRJkiRJkrxDcJhNFLhdCzLYy5LE8twc/m7Xdp4738jRzh68oRB5KS7+eNM6dlVXkma7pBvkspjZUl7K/osdvNbUSkhVsZtNVGVm8ODiKtYXF866hyRJLMnO4m933svTZ87zUkMTiiyT63LxSE117HuKLPM7K5bitlp4/kIjL9Q3keVwsGtxFak2K788dSZOLynX5eSL99/DM+cb2H+xg+OdPbitFt69bAkPLqmiPD0tLjwt22HnL7dvYXVhPvsutrOntQ1Jkki32VhfVDCvNlCSO5PbWnPiZqPrXgLBI2h6/KmixbwOxVA0T2ypSjB8lnC4Je7vRqUMs6kWSUrahK4WITRCaiOh0AWMSikW8+oFXiei6VSvfojJsjRvDLCmjeAP7keSzFjNm5DlxOKFb3fCajfB0AmECMX+JstOrOYtyPJbl4rzrSYSf68tSMPlciLu6jdW7+RmcDOfjyRJkiRJkuROIaiq+MNhLIpxwV6T0+lGQ6qGLgSKLGMxKrNCvSLvao2gqsU0ciKhqDIWRZlX70bVdfzhcCxEVZHlWGjIzN9Xoyndp1M4W6N18IXDEQH+GWUSQhDSNIKqGtGbkiPi3BGhz8RaPaquE1DVWDkMsoTJoGBWEl+T5B3JO09zQtNGESLAvLYMScEgpyJJ1+9qrOvjTHh/RDB0EtDQdQ+gkZX2/6NYC5mrjYUI4/O/jMf7UwQaQvchCOKyfwSTcXHSOHFNqPj8rzA2+S847R9csHFiLn2OG0FY7WB4/G8wyOnkZPzotjVOhMINjE1+A00fQYgQQkxhVCrIzVh2RxsnIvH37+xn9WY+H0mSJEmSJMmdgllRrlo7QZIkrEbjFTM5SdH1yLWsSRRZxmlOnDVw5u8bDYaE+jcpCf4mSdJV1Xe+30+S5HJuq5X36ORX8QXeYL6jTEXJJ8P9NcymZdd9P4Mhiwz3l1C1QXR9nNGJrxJWm694nSSZcTk+hs2yA12fwOP9Gd7AS9ddnpuNqnYTUluwmDcgS0mdhTsFq3k9WWnfQdNHCYXPMjbxT291kZIkSZIkSZIkSZIkSXKHcVsZJ3R9DE3rx2DIwSBnkMhzwSCnI0kLzyU/H5JkxKiUYVTKEEIwMfXvCzROyCiGHBRDJN95IHQMAi/fkDLdLIQIM+V/hsmpn5CX9Wtkw9VrNCS5PZFlJ2bT0tj/k/TsSZIkSZIkSZIkSZIkyS3mttyFOG2/i9P+oTnCIwwY5JRbXqbbHV2fIhg6DVx9SsEkSZIkSZIkSZIkSZIkSZLkergtjROy7EQxZF/RQyIi8hZGF34kjAnj54XQEcIHCCTJelvrQUTqq0aFDTUEICEBhmhbKXGiM0LoQBghVFSti2CoDtDR9Sk0aSL2PQkZSbIhSbMFeiL3C0fvJ6L3U5Ak06zvJy5veMb1zLjeGC33wkRyhBAI4UcQRkKJ9uWNySQghI4gBCJMRO9EQZLmj9+bLhPoCBEkYvQRROpkIlFfCOEHNCTJMqdmyqXxqkfraLzs8+k2DQE6IIGkIGG+Ye0x+35abMxdqqOZRP13qfwSkmQFxIz2gem2na+sl49zFjDmhFCj7asgSZbIfeP6VI62pSkpzHQVBHxBjr9xnvpjF3G47dz9yCryyrKQb4NMJUluDJqqcf5oK8deO4diUli3YylVK4oxJLVM5kQIwcSwh33PnqS3bYjCyhw2PbSClPTbU7coSZIkSZIkuVHcvjvxBSHw+l9mbPLrWMwbyUz951nf0PQhhkb/F7oYJ939d1hMCxNafPshULVOfIE3CAT2Eda6ESKILDswGooxm1Zis94fl2VEVTuZ8j9FMHSWsNqCqnUDMv3DH4nb5CmGfNJSvoTZtOTS3USYULiRQPAwgdBxwmo7QgSQZRtGpRKbZRtWy73IkmsO5d4QoXATvsDrBEPHUbV+hAhhkN0oSgk2yxZs1oeQuLL2hRCRuo9OfJ1wuBG79UFSnH+MJDmuv1VFiEDwOF7/MwTDZxBCxaiUYrc+HBFeZW4Dma6P/j/23jtMqvO8+/+cNnOmboelL3WBRVQJBBICgbosN7nbsmPHccvvvZI4iR3nTfy+qX7TnMSJYztustyiYquCJIRER6J3WNruUpbtZfqZOeX5/XGGYYftsBIC5nNdcF07c8pzznnOmfPcz31/v6TSW0kar2GapxBYqMoYfN6V+H33oKkTuVia5Ig4XdF/xjC2EA59npD/Y30OtG27ibbur+HYnZQW/x983tt7tNXCtOpIpNZipN/EdtqQJB2PNoeAfr+rJSL7GaJY7lDODrbTQsrYQtJYj2mdASxUZTw+/W78+mo0dXx++51W2rv/HBkfJUV/SsY8SSL5HBnrFBISHk8NAd8j/eqeCGFj2edIpF7BSG/HshuR0NC0avz6vfj1u7LCpPnHmDaP0Nn9V+jexRSH/hcZs9a9ppn9OCKBIpege5dSFPxdJKmQeTVUju2u5/v/+ym62mKoqkJjXStf+dZH8QcLmjU3Cxca2vjxX/2W04fPIUkSB7Yc589+8DlGjS+71k1712JmLF5/ege/+vZajESaYHGAVNzg0a/ce62bVqBAgQIFClxTbvjghCOimFYdqjq5n0XcrAHXqSD1zjZvhLg4OO/o/iZJYwOyXISHrC3cAAAgAElEQVSqjEOWi7CddjLmMZLG68hyEUH/JZcRR3RjWReQJC+qMg7TOoMkaXi06dlZbRdFqUCWfZft06Qz+i1SxmZkKYCqjkORw1h2O+nMsyRSaygOfZmi4JeRJH+vdePJ39Id/Q6mfRZJ8mY1RBQ34JHZh+PE8On3wiDCnO6xn6Gj+5uk0tsJ6A8QCnwCSbp632QhHBKpl+mMfAvLbkRVKlGUStLmEYz0m+je26GPGX4hBLbTTlf0n4knf4OEgqpOQpK8pDMHSBqbSaY3UFb0TTR1OpIkIUtBNLWKmP0Lkql1BPT7UZQyeg6yBQIjs5N0ejeaOg1Nmdhjnzap9FY6I3+LaZ5CUSpQlEocJ0Y8+Uz2evw+4cBne13LKzs3Ass+R2fkWySNV5HwZI/Rg5HZTdJ4g5S+gdKiv0BTp+YCVEKYWNZ5hEgQiX2fpPE6kuRBlkux7VZiiadJpl6ntOjrBP0fzcugEEKQzuyjM/J3pDP7kOViVHU8QhgkUmtJpl4hHPw0RaHfR5GLL2uvgWmfQbFKSaTW0h37Tyy7CVUpRwgT06pHIBEKPMaV5pfYls3GZ3dzpvYCAF6fhzsfWcCk6rFD3kYimmL9U2/R1NAGQKgkwD0fuZ3RE96dA72T+8/Q1RbDsR0ytsOxXacxkulCcOIm4kxtE81n27Et1x7u+L4GutvjheDEABiJNLV7G0jGDACinXFq9zTg2A6yMvIZbtcLm1/YQ+3uehzH6fWdBCiaii/opaQizNgpo5hUPYZQsR+lYEVYoECBAjcMN3hw4mbBIWVsJGVsRvcupjT8jawYp4Qgg2Wdzblw9BzsebTZlBZ/E4RDxjyGkdmDIpdQUvS/UeVRlzYvKciXDfYlSSegP4zPuwzduwxFLkdCxRFJYslfE43/hFjiafz6A3g9Nbn1hBCkjC10Rf8N224h6H8/ocDHUZWxgITjJEibh9DUichSfzaWUm5bln2ezsjfkkpvI+B7hNKir6PIlSPyomJa9URiP8C2mwkFPkk4+GkUqRhHGCSNV4jEf4RttyGr+RkaQqSIJZ4gnvwtHq2GktAfomnTkZCx7At0x75DKr2F7tj3KCv+JopUgiTJ+LwrUJUfY2R2YVoNyHIZPQ9DiAxJYwOOSOH3rUZWSnPfWVYDXdF/xrTqCAc/TyjwUWQpgMAiZWyiK/ZvROI/QlUnEdAfuurz44gYkdh/kzReweu5lZLQH6CqVUhIWHYTkfgPSRrr6Yr+M+XFf4OslGdLdi6e27MIsZ5w8HMEfA8goeOIOLHEr4kmHicS/yEebV5eto7ttNAV+zZp8wDBwEcIBz6FIpcjsEln9tIV/Rei8Z+jKhMIBR7r8xjTmSOYVgO6dwkh/4dRlAoQDpbtBhQUOXzF58S2HN565QDb1u4HIFwSYErN+GEFJ4xkmq0v7ePwm67w7uiJZSxaOetdG5wIFvvzznO4NIg6RH/3AjcGgbCOql3K8goW+fDqIyNKfRHbsrFMG1mWUD3qdT8QVVSFYNGlILGsyITLAkg3eTnUga0nePUXW7Ht3sEJcO0IFVVG86r4AjpFZUFuWTqdZQ/NZ9rcCfhDvuu+bxToH+EIzIyFQKBqKspNHMgrUOBG5vp8ixQCt1a9rx8w6ab7cRKYblkEFh5tNl7PAnqeB02twsddvdaTJA9KVttAtsO4g34ZRS5C6THw7QtJkgkHP9Hnd0WB3yFlbMGyGjCtE3nBCUdEiCWfxLLPEfC9h7Kiv+61r57L97FnJEnLBSY6uv8PqfRmgr73UlL0DRS5YkSuvxA2RnobafMIXs8cikNfRlMn5b5X1d/BtOqIJX7Za13LOkMs8WtkyU9J+E/w68t7rDeWYumPSHccIWmsI2R+NFeaoamT8XoWEk8+Qyq9JXsdlWx7BKZ1mnTmAIpShu5dipzVvRDCIp58jkzmMD59FcWhr+SdUyXwISz7PN2x75JIPo/fexeSdHW1zRnzCInUiyhyGaXhr6F7b+txjONQlTGY1mkSqZcJ+B4h4HuQvEgLFj7vXYQDj2XLMFyKQl8kYx4hlX6LpLEejzYDSVIRwiaZWo+R3oFXm09J6A9R1UuDflWpxHY66ej+C+LJ5wj4HkFRSnpfG7uBkPfjlBX9BXKPQISmTbmq83ERIQTCca2OHdtB0L/t8Y3A/OXVLFwxkyM7T1NcEeY9n12BPzi4HkuBG4dpcyey9IH5bHpuN16fh4c+s5yK8QP/fgwHx3HYu/EYb75ygPFTR3PfJ5YRLOovcH194At4Wf7IQk7sO0NTQxvT509i9YeX3HTvLsNFCIFluoGqVDxNZ0uE+qONvPHMTpa/dyHv/fzKXDC4cC5vPDpaunn2+6/jOILVH7mdabdMuNZNKlCgwNvAdRmciMR/RDz1LL1r5yX8+t2UFn3jWjTrmiHhQdOmIkk6ydQ6PFo1Pu+dqMoYQHvHf6QlKYCmTsK06nCceN53lnXBHWDLpQT9H0SWew8gB9k6suTHshuzGRNbCPo/SGn4a9lMg5E5ViGSpM3DgI1Xm4+q5GsnSOj4vCuIJX7Va13D3Idlt6B7l+D1zOv1vaZUoSlVpDO7SWf29dCNkAj4HiSefI6k8QbhwGdRlIvlCW52gGWdQdeX49Fmc7H/204XRmYPSDJ+fQXyZSUNEjpebS6yFMhqizThka8uOGGk38Rxovh996Np03p9ryhj8XnvzAYaNhPw3Q95BRMSundpr5IfRR6F7l1MKv0WGfMwjohns1XiGJmdCGGhe29Hydr0XkLFq81Glkuw7POY1mkU5dZe7ZIkHwH/+646OFPApXJiOX/4b48R7Yjj0TXKx5YUhBBvMoJFfj7z5+/lkc+tQFZlyiuL0QMjF6BKxgw2PrebN57ewdxlM7jr/Yuu++CErMjMvWMGf/n4F13NiSI/JaMLWjeXUzmxnKJyNzNROALLsskYJsmYQbQrjpVxhZTjkSTrfr2dkwfO8tjX3sOCFbPQPNfl622BATiy4zQv/3wriqYw5/ZpheBEgQI3KNfl09sRcegr7U+ScZzoO9+ga4wkyfi9qwgFPkIs8STtXX+GR5uNX1+FT78L3bMg61Aw0ggcJ0HGrMWyz2M7EYRI4TgxTOs0rgtC/nVyRATLvoCmVuHRqq8gmCDhCIOu6D+SSL2MT7+DkvCfoCjlI3VQgKtRYFmNrh6HOqGXOKUkyajKqDxtjouY5ilc15NuIrEf9HKAESKN7bQhcLDtlh7blPBot+DRZmNa9RiZnQR89wHgOFFSqQ0gKfi9K/Lsch2nO1eWkErvwHY6e7fJakBgYzsRHCd2xefl0vbqEKTR1Cn99i1Nm+Eua57g8n4gSX4UpbzP86oo45AkHctuQjgpkIsRThLLagDcrI3u2L/32p9lN4OwcEhgO119tkmRR2WvW2FWbSSQFZnSUUWUjioMrG5WJEkiVBwgVHz1Oj99EetKcGJfw9uy7WuJqqlUThzZ360bjY/+wQPc94mlyLLsZg9mLCLtMS7Ut3Fsdz07XzvEyQNnsEwb23I4dfAsP/jLp/nCX3+YxffOKTznbzCO7jxNJm3i0woB8AIFbmSuy+BEOPBJgv5H+7T9lKUrqRm//lOvFaWUkvAf4/PeSSz5DJnMASLxHxBLPoXuWUw4+Gl0z62D2q8OFcdJkEi9SCzxpDsohJyehTvobuu1jmv3mQbMrO3jlbzMWiRTa7P2sDKmeQrTPDZi5Ry5tuIgMAC5T9cIl74tRR0RBwSmeYqo3Uh/7hiuaGP+j6yqjMKv300k9j1SxmZ8+l3Iko5pN7iaIEolPj2/REeIjGujKgySxmuk0hv73J8keZBHwMHELakyAIEs+5Do+0XhomaII5K924LC5cd+qZ06EgpCpBFZi1GBhSMSgEkqvQ0js6vvpkly9hnQ9zm/aONaoECB64ML9W20nu8dcC1wcyFJEh6vRsW4UsrHljDn9mms+tBtbH5+D8//cAPtTd0ANDW084t/eonS0WGm3TLxptfxuFGIdSWoP9aYE94tUKDAjct1+ZauKKPwaDNHZKAtcLIDresfWSrBr9+Pz7uSjHmUpPEaSeMNEqmXyJgHKS/+x2wq/dWJCF102+iM/D2S5CHofx+6ZzGKOhZZCiGEQWf0HzDSb/VaV0IFFISwrvC8OwigKPhFbLuJaOIXdEb/iYqScXj6KC+4cmQkvICDIzL9tgVh9frUzSRwyxaCgQ8PYDcq5elYuHjwee8ilnwKI/MmltWIR5tKytiA43QT9N2fFQ/tuT81G3gIEw5+Nlvy0c8eJS+aWtXv90PFzRiRcBwDgdNnKMDJut/0JWwqMIHe5w7I9gsbSfIiZUtBJGQ3aCH5CAU+hu5ZMkDbtAF0SwovqgUKXE8c21WHlen7WVHg5sQVxlSoGFfK+z5/N5WTKvjvbz5NW2MXQghOHTzLiz/dxBf/+sMEwlfvTlXg2nP+dEshSFmgwE3CdRmcGDpSdjAMCBMhRK/Zddtpz87IXv+DFvfYJCTJh+5dhNczl6D/A3RG/4lk6lXiqefxeuYOod5+4EwS22knnnoBIQyKQl+gKPil7MAxq4Fgt4Gw+2yfLBehKKNwnG5M6zSqMn6YGQ8yPu8yikNfxHa6cEScRGoNndG/p6zo/6IqE0Ykg8It56hEpDNYdiNCOJfZWjrZ/Sd6zf9r6lTc66AS0O/NE3wcfL8SXu98PFo1KWM7GfMIilxCKv0WSB78+speOg3uOR2DZTejqVUEfO95m9NZpWw5h9e14BRGn5avbnkLaOoUuMygUwgD225FCDuvtEMIB8tqxBEGqlKJlLU9leQAqjKRjHkURR5NwPfwVQfZblSEEGTSJoloinQyg205SJLrEOD1efCHdby651o3812FbdkkYgZG3MA0LRxHIMsyHq+KL6jjD+pvi8Xjxf2m4gZWxkIIgawoeLwqesCLL6gPW5FeOIJUwiCVSJNJm+5MowBJllBVBc2rovu96H7Pu9q28mIa/7HddTjO25vdaJkWqUQaI5nBzFg4lgOSW7akeVR0n8e9Fqp83ZYK2LZDMpoimdfXZDSvhi/gxRfwXnd6MZIkoXk1br9/Lh3N3fzsW8+TiqcB2PXaYZbeP4+lD/bWfeqP3HMgkXZdIRwHSZbxeDX8IR1f0Issj8w9c/E5nYoZpA0Ty7RxHMcNvCgyqkfF6/PgC3hRtSuzSrVth2QsRSruHo/jOMiy26d9QS/+oA9FvfrjEULgOIJkNEUqkcZMmwiRvX+8Kv6gji/gveLnjWM7NNReoLMlctVtLVCgwLufGz444QouSthOG47TlediIIRDytiCcJJI8ttTL3stkSQNTZ2B37uClLEZ225D9JMF4Ka7KwhsV7dD6d/+UDgpHKcdSfbh0WYiy26mwEVM+zymdarPdVVlDF5tDkljA4nUGnTPQqRhleJI2UCIF0UeTUn4j7HsZpKpdajKOErDXxsRsUNZ8uNRXdHJTOYgtt2c5w4BJkZ6B5drKQDongUocjnpzBHSmQPo3juG9WIhSz78+j2kjC2kjM3IchGWVYdHq8aj9a6jVeQydM9CjPROksbr+PV7B3VbuVp07+3I8Z+RzuzBNOtQvAvzvredVoz0dkBF15dxeXACBEb6LQK+h/Kuv+20k87sBcCj1eTKUGQpiO5dTNJ4lVR6CyH/oyjKmOt2oHC1RLsSbHtpH47j4A/qLFw5m6KyIJZpc/rQWXa+dphje+q5UN9KMmYgKxLBsJ/KSeVUL5zMbatrmDpnApp3aD8ByViKfZtr6W4fWK9k/NTR1CyZlmctOeB24wa7Xj9MvNst/QmG/SxYOYtwyfCexxcHsedOuiVmqqYyc9FkJlWPGXA9IQSNp1vYt7mWIztPc6a2ie72KGbGwqt7KB1dxJSaccy5fToLVsykbHTxsNLEj+w4xdkTTQgBY6eMYv6d1bn9tl/oZtfrhzmw7QRnjjUS6YhjmTZ6wEtZZTGTqscwY/5Elj20gOKK0KB9XQhBR1M3B7ef4OiuOs4eb6LtQhepuIFtOXi8GoEiH+Vjihk7ZRSTZ49jSs14qmaNwzcEActM2uTIjtNcqG8dcLni8hALV84e0jYvx7ZsutvjtDd10X6hi7Mnmqk/1pj7vqO5mzee3kmgqP/ZcEWRuf2BeRSXD/47EO2MU3+0kZMHzlB/tJHzp1vobouRSqSRJAnd76G4IsTYqgpmLKhi7h0zmFQ9dsj9G6C9qYv9W46TTvWXgecGDqsXTGLy7PH9LjMYx/bU0XD0AsIRVE4qZ+HKWYDbLzqbI+zecIT9m49Tf6yRSEcMK+P2tdLRRUyqrmT6vEksfXA+ZZVF191zVdUUlj+ykH2bjrFj3SHAvbZbX9rLwpWz8PoGDsbatkNTfRv7Nh/jyM7TnD3RTHdbFDNtuUK/Y4qZXDOOeXdUM/eOGZRVFg+4vYEQQpCIpDi2u45ju+s4ffgczWc7iHYmMDMmiqrgC3gpLg9RObGcidWVTKkZz5SaCVSMKxnStRFC0Hymnf1bjnP4rZOcOX6BzpYombSJx6tRMqqIqlljmbNkGgtXzqJiXMmQgi57Nhyl+Ww7siwzuWYcMxdOdvtXS4Q9G46xf0stDcca6WqNYluX+lfVrHHMX17NvDurKakY/H1POIJk3Mg+B7ppOdvBlhf3YKbdDCozbbFn47FBf4+m1Ixn5sLJhdKeAgWuM27w4ARo6iRUZRKmdZZI4keE/B9FlgIIkcZI7yCefAaB6JU3IYQAbMDOWpZaiGw2gBAGQiQRqNm0c5We1p3ucrZbLy+cXEBACBMhEjiOlJ31VYGrn4lxnBjx5AvIchivVoMkB92afWxsu5WksQFEBo82vdes+0VkKZh12DhFPPksocBjyJKOwAEkFLk4V0YjyQEUuZKMWUcq/SZeba4b3BEWpnWG7th3sJ3uvvcjlxL0f4h05hDx5HNIkpeQ/6MocjlIEkJksKzz2E47ft99A+g9uLMmqjKJ0vCf0tb1NeKJp1GV0YQDn0OSrs7vXJJUfPqdeJIzSJsHiMR/SDj4KWSpCCEypNKbSRov09ctpKlTCQU+QST+Qzojf0tR6Mt4PQvcAJBwcEQS0zqOZTURDHwoqz2Rt3d83jtQlbEYmbeQ5RC2003Q/2i2pCP/uCRJI+j/IKn0VpLG63RG/4Fw4JPZcyojhIXttJHJHEBVJ+DXV+fWdfu51aOvprgoZOqIJI6TBEnJ9fOL59SrzSHgfy+xxM/piv4zJeGvoqoTkZCwnFYisR+RsU7g01fg8yzr1WaQSRob0RK/JOB7D7LkwxEJYoknMTI70NQp+PV7LvU5SSWg308ytQ4js4POyN8RCj6GpkwESQZhYzudpM0DyFKYoP+9V3ztrwc6mrr5rz//H6yMTSDs45s/+xJTasaz9oktrPv1mzTVt/aabY60x2msa2XfpmO88fRbPPjYch76zPIhOR9EOhM8/Z/rOL63YcDlVn9kCTMWTBry4E1RZF5/age71h8GwB/U+bMf/C6LVtUgD+OFsqstyuN/9zzHdtcBUD6mmK//4Hf7XV4IQTySZMsLe3nlF1upP9qIZeZneyUiKTpbIpw6eJbNz+9hxoIqHvncChbfcwuaVx3S82Xz83tY87PN2JbDsofnM2eJW3p2cPsJnvnuOo7uOE3aMPPWiUeStF/o4vjeevZuPMq0uZMoruh/oC2EIGOY7H7jCC/8aCMn9jdgJPseCHe2Rjh3spl9m2tRNYXyMcUsWDGLz3zjfRSVDaxHk05lWPfr7Wz8bT96L1lmLJjEjPmThhWcMDMWG36zkzdfPkBXW5RoZ5xoZ4JkLOU6h2dprGvlp3/33IDb0rwqU2rGDxiciEeSbHx2F9vX7OfsiWa62qI4fYhsRzuh9XwnJ/adYcuL+xhTVc59H1/GA5+6Y8gCoOdOtvCTv3mWrtb+xbp1v4fHvv7eqwpObF+zn+d++AZWxua21TXMvWMGSK6I4FP/8SqH3zzVK0Bysa+d2NfAng1HmTx7PGWV16e4bXF5iLvet4hD20+SjBs4juDE/jOcP93C1Dl9uzoIIUhEU7zxzA5e/dV2zp1oxry8hCgCnS0RTuw/w5bn91K9qIr3f2EV8+6oHjTocfm+MobJwW0nePnnWzm6q45oZyyvf18k2hGn5WxH7nlbXB7ikc+t5ONffXDQ/SSiKd585QBrf7aZ04fPk7ns+ZIgRVdrlLrD59j64l6mzpnAez67gmUPzcfrG9jdbe0TW9i+dj+yIrP6w0uYdstEju2u48l/e5kju+owEum85WPdSdoauzi+t4GtL+5l7h0z+PgfPcjUORP6zaI4fegcLz2+ifOnW7PPgTix7iR2j+dzOpXh5Se2DHouHv3KvcyYX4VSCE4UKHBdcUMHJ9zB6wTCgU/QFfsOkdj3SKbWu2UFdjuWfQHduwRZLs66S/TEIpl6jYx1EkckEE4CyzoLQDz5HBnzOJIUQJYD+Lwr8WizuDgAS2f2YmR24zhRHJHIai84GJk9dEW/jSyHkaQAHq0Gv74cuLoUa3ewvIGksQlFLkFVxyFLQRyRwrLOYNtteD0LCfje26+zgqyUEfR/gK7ot4nEf0QyvRlVKsURBopcTEnRn+PRpgLuTH3Q/whp8wCxxC/IZA6jquNwnG4y5gk0bToB30MkUmv7uCYyfv1erNB5IrH/Jhb/OYnkCyjKaCQ0t1TC6cLrmYdPX9FnuUD+9sDrWUhp0ddo7/4mkdh/oyrjCPge4Wq7t6ZOJxz4LF2xfyGaeJyksQFVGYvjdGE77ejeJX3uQ5L8hIOfwXG6iCefo63rT1GVCmSpGEEa23ZLibyeeQT87+lz32rWijOeepZ46kVkKYxPX9XL3eJSW6dSEv4TOiP/QDz5FMnU2uw59eKISNbBQ6Yk9L+gR3DCdlpJpF7GdjrcPm6fQ4gMtt1Od+w/UeRyZDmAIo8i4Hsol5EhSUGKgp/DtttIGutp6fw9NGUKkqRhWvWulapnISWhr7rtuOyFR5ZL8XrmEon/mHjyNyjyKGynBdOqR5aCFAV/J3tPXUJRxlAS/iqd0X8kYbxMMr0RVR6NJPlwRMw9RmESCjx2wwcnepKIpjh7vIkjb53it99fTzyS1fpQZPxBN1XbSKZJp9yXVMcRNJ/t4OnvrgPgfb9396Av2bIs4dE1ZEXucxB3pXh0jdvvm8vejUexLYdk3GDvpmPMvWPGsF78G45doO7I+dzf0+ZOpGpm/9lfiUiK335vPS/8ZBPJaCr3uXvOdBRNIZ3K5F62jWSGQ9tP0NTQRiKS4u5HF+PRh6d5lIymiEeS1B05z39/82nOnmhGDFKuMKaqgtJBZrKFI9i2Zh8//dvn6Gjuzhvs6AEvus+DEMI9nlQmV7VnmTYt5ztJRFP4Q4O7OUmS2wcUVR5xUTrbcjiw9QRvrTv4juhTd7VFWfP4FhpqG3vtz+vT8PrcwEoqbuQGq7Zlc/5UC0//x6s4tsP7v7BqSH1UVd2yAEmiz4Ho20EybhDvTnD2RDPf/8unaTjWOGhfGz2hjIqxQ5uZfzciKzIzFlQxemIZ9UfdbJvW852cP9XClNnje82eCyGIdsZ58t9f5bUn38xlb4H7vNMDXjSPSjplkk6lEcI9r/s3H6fxdCsf/6MHWf2R24dsWWok07z267d45r/W0d7UPej16Ill2UyYcbl9dh/7SKR58aebePb764l2JXJ9W1ZktzzEo5Ix3OeaEJAxTI7trqPlXAeRjhgPPnYnun/woKJjO7Sc6+DA1uM88f9e4OTBs7nj0f0evD4PlmWTihm5IHkimmLHqwdJxQ2+8q2PMWF638fTWNfKtjX7iXUlhnh2ChQocKNxXQUnZLkURRmTTfUe2g+oLPsJBT+DolQQT63BshowrTo0ZSLF/kfx++4hlngSIRJZAUQXIUwSxlpS6TcvbUxSUJSxZKzTZHoEMxS5Ao9WzcXUdSO9g2jiF1nRv+wyyhgckSBhrMt9FtDvw+ddnC2puHJkOUQo8ClkuYSMeQLLbgVxHknS0bRphAOfxu+7D482g/7OmyzphAIfR5aCJIxXsKwGMqILWS7Go8xC7lH2IkkqAd/7kSSdePI5TKsOK9OMqowhFPg4Qf8HyJjHyZhH+3TkkGWdcPCzeLX5JI11GJm92HY7YCPLxXg98wn4HkDOs+mUkOUgqjIWOS/TwNV28Ov3UhJqozv2PWKJp9DUGQOIIg4NSVII+h9FUUaTSD5L2jyCZZ9FUycTDn4O3bOIrti3s24lao/1JFRlNCVFX0f33kHSWE/GPIbttLulNto0vFoNPn0VilzSz75D+H2r3SCXSKB7l/UarF/eVp93OaNKx5M0XiGV3oZlnccRUWQ5jM+7DN2zBL/vnrz1LLuJWOIXedabijIagFR6a+4zValE9y7pEZyQ0NQqyoq+ic97BwljXdbq00ZTJxEKfIqA78EBREoFocAnCYgEieTzmFYdIOPX7yPofz8+fUUfNqMSXs8iKkr+haSxjpSxFdOqx3HakOUgumcRumcRft+9vc8PHjeQIQcu6dDcQKz52WY6mrpJRFOUji7KzZyWji5CUWRSiTQnD5xl0/O7aTzVguMI4t1JXvjxRmpun8bs26YMOCgpLg/x2b94P12tUZIxg3h3kngkybmTzWx5ce+wXrR7IkkStyybTuXEchrr3HKBfZuO8cjvrmRsVcWQtuHYDm++fCA3Q6ioMksfnNfnzP3FQfqLP9nI8z/aSCpuIMkSpaOKWHLfLdyydDrFFSEUVSGdzNBY18L2tQc4vq+BdCpDW2MXv/yXtRSVBVly39xhpQsnoikOv3WSZ777GmeONxEqDjDtlgnMum0qY6rK0f1e0qkMzWfaObH/DGdqLzBz0WRKRw2cBn3uVDO/+a/1ObcCr8/DwpWzuG11DaPGl7lBFCFIGyYdzRHOHL9A7e46mhracRyHO9+zYBemmZ8AACAASURBVEgDLN3v5f2/t4qlD8zLDn6TJCJJ2pq62fTsbpKx1KDb6A9FlZl3ZzW+YP41S0RS7Hr9MIlsAKmssoj5d80ccAClqgpFg5R0VIwp4bbVNZw72Yzu9zB6QhkzF01m6twJVIwpwev35PZ/ZOcptrywNye2GOtO8tLjm5mzdPqg9w1A1axx/OG/fop4JEki4gaool0Jjuw4zZEdfZc/Xi3JmMHRXXX89vvrqT9ynmCxnyk146lZMo2xVeXoAZ2MkaH5bEeupGXG/CrKxlx5ucK7gcqJ5VROKneDMdnB97mTTWQyZi+dHTNj8ez3X+elxzflygVCJQHmLpvObffMoWJsKapHIWOYnD/Vwq7XD3Nkx2nSqQyt5zv5xT+vwev3sPyRRYNmimXSJq/8YhtP/vurRDrcUgRJgmBxgMmzxzH7timMqarAF9RxHIfu1ijnT7dycv8Zms+2UzVr3IB9TQiBmbZ45Vfb+M13XyMeSSJJEsUVIW67p4ZblrmlKKrmHk9TQxtvvnKQY7tOk0qk6WyJ8Ot/fZmSUWHuet+tQ8paO1N7gR/85dM01rXi8ahMn++WBU2YNhrd78GyHNovdLF97X72bz2OkUjjOILDO06x9oktfO4vP9Dnc2dMVTn3fmxpXpaPbdrU7q2n4Zhrma55VObeMYPKSQNb8c6+bQoFaaoCBa4/rqu39NKiP6ck/FVkKUR/NoR9IUshgv5H8ev3I3AfeBJadsCtURz6CuHgZ/PS6yVJp6zorxGk+9lqz+2H89oTDn6GYOBDDDYF5GonXL3WhSR58HmXo3sW9bBfFLiCoBeP08NgAR1FLiYU+CgB33uy50kACrLk7dVOSfIR8D2Cz3t3blkJLTv486Ioo/F65vdjXSkhSz5071K8nnmuDWbOuUHJOk/4ye+eGiH/x7JCiL3T0CVJIxj4KH7f/e725ZFJTZVlHb9+N7p3cc4+U8KDLAcBhbKiv0Fg9RlkUORiAr4H8esrcLIOFBdFWi86T/Qn6ihJEj59NWM8twIOkqRn+33/SJKCpk4lHPw9Qv5PZINjArd06OI5zZ/t9WqzqSz/JX1pZ1x2NH0fo1KZ7TMP591bbj8YIOgmbGTJj19fjV+/O1f65B5nsN8MEUmS0dSJhAOfJuj/UNaa9uIxakiSv8/9ej01jC5/HCmnQ3Njcab2AkJA1ayxfOKPH2bhill5AmRCCOYtr2bBipl878+f5NTBc4Bbw79z3SFmzJ804ADV6/Mwa9EU1w7YETi2g+04HN1xmu1r92M5vQVwh0pZtrTgQn0rQkBbUzcHt50YcnCi9XwntbvrsiVKMG7qaGYsqOozbVgIweG3TvHS45tJxV23oCk14/mdb7yP2YunoAcuCd4JIZi/vJol98/lt99/nVd/uY2MYdJ+oZPnfriB6fMnDav2vKM5wpPfeZUzxy4wZfZ4PvDF1SxaNRt/UEfzqEiylBWBtN0B0LmObKZC/791Qgj2b66lMasDoXlU7v/kMj7y/91PcUUIWblUNiiEwLEFZtokGTdoqL1A/ZHzzLl9+pDar2oKk2ePo2rW2Ny2HNuhtbGTvRuPXlVwQtUUVn7gVu58ZEHe5xfqWjmxvyEXnKicVMHH/uBBSgcoPZBg0IwGr9/DsofmYyTSzLptCjVLphEs8uP1ab3O2fy7ZjL3jhn88Ju/4fzpFgA6mrrYv6WW6fMm4vEOnEETKgkwf/nMS+fMcTAzFs//cMPbFpzoaovy5Hdepf7oeSZWj+GDX1rN4nvm4A/58vqadbGvNXaiqMqwtDTejaiawtjJo1BUJVem1XSmHdOw8oITjuOwZ8NRXnvyrVxgomRUmI//0YPc9d5FBIv9uX4ghGDendXc8fB81v58Ky/9ZBPxSJKOpm6e+vdXmVQ9lik1/ZfjOI7DsV11vPDjjbnAhCxLTJs3ifd9fiULVszCH9RRPWouKGBbNmbayt2nsiwRLh247OrE/jP89r/WE4+4GSATZlTyqT95mIUrZ6EHLgnrCiGwrWpuf2AeL/54I8//aAPpVIZYV4Ln/vsNZt02hdHjywY915GOOJHOOD6/lwc+dSeP/O5KyscU58Q7L4pkLrhrJr/9/uus+dlmMoaJlbHZv6WWC3WtTOoju21yzXjGTxudl2VkJNL84p/W5IITHp/G6g8vYcn9cwdso3aFQqIFChS4tlxXwYn+ZpkHw304aShKf7PUYWTCl30mX7GooCyHkBmaKKP7AI/nbBeHg4SSLRFRkSQlKwR5dWKQkuRBUQbP5Bj0nKIjK4OVZEjZoMfgARp32SAy/f9Ay5KOrLipgkLY2E4Xog+rz8H35c0OkLM2lpKCIoWB3jOY/R3/pW2512Wo/aEn7vEMnm6dvz/JzQBShlbvLUke1GymxJUwWD/oH5FdX0WRhn9fS5IHZRgZR+5xjhr2fq4XhICSijCf/JOHWfrAvF4DWkmS8OoeZt06hQ98cTXf/oMncqn5B7efIGOYQ5o9lyQJSZGQFRkVhl3a0Be+gJdFd89mywt7iHTEScUM9mw4yvJHFg5qA+g4gv1bamk51wG46cu3LJ3O2KqKPl9KE9EUax7fnFN9Ly4P8Zk/ey+3ru6dZSVJEqpHpXJiOR/9gwdc4cxNtQghOL6vgV3rD3Pvx5cN2U2jsyVCZ0uEybPH8ZVvfZSZi6b0Usp3r5OMV9eGJArq2A7nTrWQzmpMFJeHuPuDi/ucAXftFyUU1ZsTqlu4ov9srP5wn8USsgxoCl7dg3yVA4CLJSOey4Knut+L1EOoT1Fk9IAHf3B4z8W+9jd9/iSmz5uYF4zoazlfwMttq+dw/pSrHWFbDkJA7Z56VzBxkOBEz20pqoSCjCxLQy4HuBK622J0t8WYOKOS3//Wx6hZMrXPZ4JHl/HoGqFhCtC+m6kYV4KiyrngRFdLFMu89B4ghKCrNcqan116DviDOh/80j3c94llvTIsJMm9VhXjSvnQV+4lY5g8+4PXEY6gofYC6369nS/81Yf61VCIR1K8/POtNJ9pz21v1m1T+Mq3PkbVzLF9rqdqKqrmOgUNJQBqmTZrfraZtgtuBmSoJMAn/+Rhlj28oNfzSZKknN7MB798Dxca3DIK4Qjqjzay9YW9vP8Lq4bk3CLLMssens8nvvoQweL8SSPXdUSifGwJH/jSamr31Oc0gZrq2zh3spmJ1b1FrVVVQb28r0Je4Ozi8+JqnwMFChR4d3JdBSduRIQwiMR/SCzx62GvqyrjqCj9VzS1auQbdp1jO+20d32NjHls2Ov69XsoLfoGI+H6UaDAO4EsS8y/ayYLV84e9KWyeuFkxk4elXO26G6L0tUaGTQQ8HYhSRKzFk1m/LRKIh2nEEJw8sAZzp9qYcaCSQPOfCUiSfZtriWV1YYIFfu59e7Z/bqQHN/bwIl9Ddn9wuL7bmH2kqmDtrF0VJilD8zj2O56UnHXanD/luMse3jBsJxFfEEv7/nsij4DE1eCYzt5Ay8kbgRX7HeE4Vi0SpLEghWzKPqv9bkBbfuFLmzryjOG3m48usZDn7mrz8DEjUywyJ8X0ErEUtiX6eTUH23k8JuXslYm14xj9YeXDGqx7A/prPrQYnatP5x7fu7ZcJTzn25lYj+aEA3HGjn05onc30VlQR798r1MnjVuxFwk6g6f5+jObKmxBPOXVzN/+cxByzPCpQHueHgBB7YcJ9adJGOY7N9ynFUfWkzJqMGzT4vLQzz42J29AhOXU15ZTM2SqZw8cAbLtEkbJs1n27FM+20N0hUoUOD6pPBUuMa4aepT8HmXD3tdRSlDkq7NgOLdjiR58WYtPYeLR5tJ4dYocD3hD/m4bXXNoDNJkiQRCPsYW1WRe7k2TZtoV3LA9d5uispDLFw5i+N767FMm9bznRzecYopc8b3+/IqhKD5bDsHth7PfTZheiWzF0/tM6Dh2A77N9cS6XSF1vxhHwvumjmk2TdJkph162T8QW+uHOTEgTPEu5PDCk5Mqh7LratrRiQwAe4Ma+moIhRVydpwxtj20n7GTR5FsNhfSGkeQYJFfkZPKM0FJ4xkppfDy7uJCdMqWXzvLTdVYALcoEzPbm9mrFzJF7jiq/s21+ZpGiy5b+6gbjXgPgfGT6vklmXTOX+6BeEI2hq7OLjtOBOm9xZ+FkKwb9MxYj3ENhesmMmc26eNWGDCcRwObDue65c+v5d5d1YTGsL9L0kS1QuqCBYHcm2sO3KO7vY4xRXhQdevWTKVCdMGF+qUZImJM8agapfKbaKdCWyrEJwoUKBAbwpPhWuOB7/vfvz63VewrlwITvSDLIUpCv4ers7DcFH7dTUpUODdiD+kM23uxCEtq2oKvh7uDI7tkE4Nrq3zdnPrqhrW/mwzHc0RhCPY/fphVj26mJIBBCH3bzlOpCMOuJkQS+67BX+o72dirDvBmRNNudnucEmA8VN7Dyj6o2RUUV4ZS2dzhER0eEGdmYsmExpklnE4SLJEze3TKPr1djqbI5hpi7VPbCYZT7H6Q0uomjUWX1AvBClGAEWV8fUIZAlHjLhryUhSvbCKcOmNU64xVC4X55UlmZ7pRLZlc3L/mdzfqqYwc2HVkIMFHq/K9LkT2RjwkowZpFMZ6o6cJ53MoF8mwpsxTOqPNuZ0LTSvyrw7q0c0Sy0ZM/KskP0hH5Oqxw75ni+uCOcEYAG6WmNDdsqYdsvEIZdWBMK+vIyWdCrTy+66QIECBaAQnLjmuBoB+qCWmQWGhyTJIyI2WmBkUeRiikNfxnFiaOqUa92cG4ZwaXBQh4KLuLXAl14SLwqXXWvGVJUz945qNvxmJwB1Rxo5ffgct67q23XHSGbY+dqh3N9llcXMu7O636yESGeCjqyjBbi14C/8eOOQbDQBMikzbwbUsZ28v4fCuCmj8Hivzp3pcmoWT2XZg/NZ+7PNOI4gGTNY+8QW3nrlIAtWzOS2e+Ywb1k1wRI/ygD6CjczF2fWhSNwhABHIHp8jgArY3E91cyMnTIKfRh2vDcKGcNE9IgZeXQtr7wh2pWgI5tlAFBaWUS4LDTk+0KSJMZMrkD3u8EJwLUYjqV6BSe6213tj4sUlQYZWzWqX32KKyERTeX0LABSCYOXf76FrS/tHdL6tuW6g1zEdaQZPDjh8WpUjC9BGaKIqqLKeRkttu28I7bBBQoUuP4oBCcKFCjwjiHLIYL+D1zrZtxwhIr9Q7J/ezcTCPu49e7ZvPXKAVKJNMlYip3rD7Pgrpl9pqbX7q6j8bTrUiFJMGfpdMb0I4QJkIobecGEWFeC1/7nzT6XHQoCgZEYesaJJEn4wz5kZWSvk9fn4dGv3INl2mxbs8+d9RSuAOcbz+xk52uHGVtVwaJVs7l1VQ0Tple6s5iFIEXWWtako7mbjqZuGutaaD7TQaQzTiKSxEimyaQtTMMklUzTcrbjWjd5SEgSBEL6iA6CrxeinXEc51J0IlTizwtYRjpi2UCTS7gkiHeYwr7FZaG8coRIR5x0yuy1XCKaIpktAwMIFPkpKh+8fGQ4GMlMzgUE3EyKN57ZeXXbTGQQAgZ6RHh0DV+gkJVVoECBkacQnChQoECB6xyvzzNiNczXClmWmb1kKuOmjOLUoXNYps2xXXW0nOtkTFV53ktwJm2yZ+NRIp3uS7k/5GPR3bMJFvVfMmGmzbw686tHyqtlHwxZkVDVkbe2kySJyonlfPFvPsSc26fx8hNbOL6vAcu0EY4g1pXgeFeC4/saePnnW1m4YharP7yEmtunubaSN+HgQgiBbTvU7q5ny4t7ObT9BOdOteQNWq9nZEXOWTreTAghaG3szCu3KR1dhKpdetU1kpm8770+bdgaMLrfm7eOkUz3qT+SMUzM9KWghcerDmpzO1ws08oJAo8Ujhi8XEnRlIJeRIECBd4WCk+WAgUKFBgJpNx/ANm08OFtQjgir2Za6vH/gLuWpeso4bx/Ro0rZc7S6TTUXsAybc6faub4vnoqJ5YhZTMOhHBF6PZvPo5ju+dq9MQy5i+fOeC2hcivRw+XBFh49+wrFqdUVIWKcVdmN/12oPu9rPzgbcy7cwYHtp5g03O7qTt8ju62WM6toKs1yhu/2cn+rcdZ+sA83v97qxhTVX7TzbB3t8VY+8QWXv3VNjqaunNlTbIi4w/q+IJePF4NVVOQVRlFUZAkuFDfRiI6fNvvAu8MGcOk8XRLnovKuMmj8i2PRe4/IGuHPdwgzmWLi8u2eRHnYplQj32NeIbbZc81f0jn1lU1/ToWDQXXinngZa7ktBUoUKDAUCgEJwoUKFBgBJDl/BdPx3KGPRNrZizMzKWZNllVUG+i2SlZkbn9gbm88cwOop0JjGSGPRuOctvqObmsCCGg7vA56o815tZbuHI2JRUDa24o2dnki1SML+VLf/cRikpHNs36WqIoMuVjSlj94SUsf+9Cju+pZ9cbR9jzxlEaai/g2A7CEXQ0dbPm8c2cP9XMl//+o0ycMeZaN/0dI22Y/OZ7r/HCjzfmhAoVVWb6vEnMXz6TqtljGT2hjKLSIP6QD69Pw+PV6GqL8o9f+SkHt50YZA8FrhWNda009yi98QW9jJs2Ou++9+haXjAuk7ZwhilsmjHMXGAUXP2Fvqxp1Wxg6yKWaWOOcHaOrMh5vxElFWE+/38fpWJsyYjup0CBAgXeKW6et94CBQoUeBtRVCVvhs7MWKTiBkKIIadXp1MZjMSl0gNNU9D9N5eo3cQZY6heOJld6w8DcGj7SVrPdeSCE5ZpsWPdIZxsNkAg7GPx6jmDzv57/R78IZ3udrcUJGOYxLuTN1Rwoicer8acpdOpXjSZ+z++jMM7TrH+qbc4dfAcRiKNEIJD20/yzHdf4yv/72M3hXiicAQHttTyxtM7c4GJYLGfD3xxNSs/eBujxpVmhfv6uV8LAn7vWizT5siOU7SeuxScGFNVwfhp+Y484dJgXjlCIpIkk+6tFzEQse4klnkpyBAq9udnZ2TRg3re89tIpkc888bjVQkV+XNiv2bGItaZKAQnChQocN1yc+VyFihQoMDbSLg0mBNvNDMW7U3dfdYi90ekI54bPAN4fB4C/Vhj3qiEigMsvmdObrazuz3G3k21ue/bL3RTu6c+9/fsxVMZP3304Nst8lNcccmWNB5N0ny2fYA1rn8kScLj1Rg7ZRT3fmwp3/jB53n0y/cQKHL7lG07HNhynFMHzl7jlr4zGMk0ezYepavNdSdQVJllD83n/V9YxZhJ5QPqNLiWuyOpWVJgJGlv6mLjs7vJ9MiGqV5QxZhJFXnLFZcHCfcISLY3dZOMpYalH9N6rgOjR18oH1uSZzN7kaLSAMEe1sGRjjjtF7p7LXc1+EI65WOLc3+nEmka61tHdB8FChQo8E5SCE4UKFCgwAggSRKVk8rw9Kj1PXXo3JBnyizT5tzJ5pyNmyRBeWVx3ov0zYCqKcxePJWxk91BRSZtsn9LLYloEiEEB7cdzw0uvX4Pt66aTVFpcNDslOKKMOOmjMotF+tMcOrAWSxr6MGj6xW31l2mdHQRH/zSapbePy+ntdHZFuHcqeZhDc7eSXpd1atoZiqR5kxtU+5vX1BnyX234A8O7jpgJDN0tkYGXKbAtcFIZXj551s5eeBM7rOSijB3vW9RXkkHgKqpTJ8/Kfd3OpWh7sj5Ifd/y7KpO3KeVNaFQ1EVJlWPwd9HcCJUHGDMpIpcVlcyZnBi/5kRDXKFigNMqh6bE0ROxlKc3N8w4uUj15q82/Pd+agqUKDACFEIThQoUKDACDF59nh0/yWv+9rddTTWDW0WK96dZPfrR3LiZoqqMGXO+CsWbLyemTCtkhkLqtyXegHnTjbTUNuEkcxwZMfpnD1feWUxC1fOHpKgo+ZVqVkyFX/IHURYps3O1w7R2XJzDTh9QZ3qRVV4dDfd3MrYw7JEfSdRNCXPhca27Jx45ZVgWTbxyCU7WVVTKK8sHmCNS9QfbaSrNXrF+y7w9mAk0rz6y228+qvtuVIdSZZY+tB8ZvQIQlxEVmTm31mN6rkUtNj1+pE+rUD7orOpm6M7T+ccP4pKA8y6bUqfbkmyIlOzZGqutEMIwc7XDtFybuQsaVVNYfaSaYSyGRq25bBvcy0t5zretQHH4SLJUl6QSQiBmbnxg8oFCtys3HxvvQUKFCjwNjFheiUTZlTm/o52JVjz003EuhMDvihapsX2l/dzZNfp3GehkgALV856W9v7bkXzqiy5b26upKWjuZuT+xtoamjj+L6G3MxZzZJpjK2q6H9DPZAkiYUrZuWJP57Yf4bXn9pB2hj6TKYQAsdxrmqQPFIIR7gil8MYhAjh2os6tvtyr3nUPlPS3w34g3qe60BXW5RY18D30kDIspxn5ejYgkTMGHAdIQTd7TFe+583b4osm+sBIQQZw+T8qRae+McX+dW/rCGSLYeTZIlZt07m4c8s77NfSxJMmzeR2bdOzX12dFcdu9YfynP56ItM2mTHa4c42aMMatq8ScxcNLnfzJu5d8xg/NRLZWdnTzTx4k82EY8kRyR4IEkSc5dNZ0rN+Nxn9UcbWffr7cPSt7j0XBueOOg7gaIqBMKXymMs06LlbPsNE3wpUKBAPoXgRIECBQqMEIGwj2UPzc/N8ghH8Na6g/zPv75MW2NXn+sYiTTb1uznN99bT7w7O6srwcKVs5gwrbLPdW4GZi6azPhp7ku9bTkc3VXH8X0NXKhvA9wZw6UPzh2WDWbJqCLu+8Qy9ICb3WKZNi/+eCNrHt9Md3tswJddIQRGMsPpQ+d469VDRDvjV3F0I0OkM86bLx+g/mgj5hBE/RxHcO5kM7t7zBQXlQUZU1U+ZNHWd5JQsZ+yHpkNLec6OfTmyWHpuPTE69OonFiW+9tIpjm47USeuGFPhBB0tUV58t9f4dBbJwvp5NcIIQS27ZCIprhQ38r+Lcd55r9e41tf+BEv/WQT0c5EbtmqmWP5+FcfZsK0yj77tCRJlFUWc98nluZEdiMdMZ76j3Uc2XE6Z7t7OWbGYs8bR3n+hxtyApr+kM59H1uaF/C6nLLRxaz+8JLcMpZps+GZnfzPv71C85mBB9gXgzBnTzTRer6z3+UCYR8PfOrOXGmJbTm8+sttPP/DDXS2RIa0jzO1F3jz5YN0tcb6XfZaoWoKoyeU5kRHM4Zb6jfYsRUoUOD6pODWUaBAgQIjhKop3H7/XN569SAHth5HOIJUPM2LP9nEif1nuXXVbKbUjCdcGiCTtmg+286+zbUc2HI8r7xg4vQxPPTpuwgU+QfY2ztDMm6QihtYppv+n7r4L25w+vC5vAyC5oZ2tq3ZT7g0gM+v4wt60QNePLqGpqkEi/15SvkDES4NcPv9c6ndW49wBMd21ZExzNzs5rS5E5k6Z+KwjkXVFO54aD6nD57ltSffJJ0y6WqL8ot/eol9m2u5bVUN0+ZOpLgihKopZAyLWFeC1sZOzhxvov7Iec6dasare/j69z5HcfnA9qVvN91tMX7+jy/hOA5VM8cyc9Fkpt4ygVETSvH6PMiyG7ixLZtoV4JD206w6bnd1O5tAFz725m3TmHa3IHPY9rIEO9OYVs2RjKDkTBy/aD1fCfJHmUh0Y44b716kFHjS9H93mwf0PH63D7gD+l5pU8DISsyC1fMZN+mY1imjW3ZPPuD17Esm6UPzMMfcrUiLmaQGKkM8UiSSdVj+3S58Qd15tw+nW1r9pNOZcgYJuufepOyyiIW33tLbnuO42AkM5w6eJZ1v9rO3o3HkGQoKg/lZugH42KGSsYwXeeeHvdOMprk1MFLs++25XDq4Bm2vrQXX8CLL6CjB9x7R/OoeLwawWJ/n3aVNzJrn9jMng1HAHdQb6QyxLoSdDR3E+mI50rgwL23p8+bxGNff4S5y6YPGLRUFJllDy3g+J4G1v58K7Zlc/rQOb77jf9hxftvZfG9cygZVYQiS9i2Q8u5TnauO8gbv9lJ+wU3yOz1adz/yTtYsGLmgIE9zauy/H2LOLa7nq1r9mFlLBKxFC/8aANHd55m4cpZzLp1ChXjS9B9XmzLIdadoK2xkzO1TdQdPU9bYxcPfupOHvjUHX3uQ5Ikbltdw8O/cxcv/nQTRiJNtDPB099dx+Edp7h11WyqF1RRMiqM5tEw0yax7iRtjZ2cPdlM3eHznD/VgmM7fP37n6OssuhKLtfbhiRJTJkzgTH/P3vvHV3HdZ57//a0U1EOAAIkQADsvVeRorosyZJluci2FDnuvSV2bm7uTZxmX8df4sQtxTW25SrZsXq3JKqyiGIVewMLiN5Pnbq/P2ZwABAHJEixycKzlpa4Ds6e2TNnz579Pvt5n7e+gqP7mpHSV7v85Kv389YPXEH15HH+XCclnidxbIdkd4aiRIzKiWUXu/tjGMMYzhBj5MQYxjCGMZwjCCEYV5PgPZ+7gd6OJA27TwD+rtvOjQc4sP0IRthAURWklDiWQy5j5ctiApRPKOW2j1/DzMX1KAXymC80/vCb9Tz28xdIJ3N4rp/OID0Pz5U4tjuk73u3HuHI3iYURSAUBUUVKIpA1VTG11Xw0b97FzOXTBrVeXXD94ioGF9Ke1M3na29pAKZsqqpLL16DqXjzpwciJdGee8XbsTM2jz/wKtYpk02ZbL52d3s3HCQUFhH1XyvA+l5uI6HY7tYph9kIv30nUsFtu3QdLiNxoOtvPLMTkJhg3DUoLgslicB0n1ZejtTZFI5zIxJ/2Zj/axq3v7Rqwua+Q3Ga+sO8NOvPUCyK43juD4Z4AUycMcjO4icaGvs4mdfe9AvyakowVgQqJpCaUUR7/n8jVz59qWjvr7l189n7e83sX/b0fzxf/WNR3js7hdIVJagaQpmzibdlyWbyhEvjfF3P/sk1ZMrhx1LURWWXD2bOcunsC0gDzuaevjp1x7gqd+so2ZqFUZIJ5PM0nSk3Sde+rIomsr1717JuJoy7vnWry2SJwAAIABJREFU46MyG3Rsl5989X62v7wf27Rx3eC5Ce6blRtQutiWw8uPbGPT0zuH3DNFUdBDGrOWTOaTX30PicriU5zxjw8Hth8bkkJRCEL4iqjLblrArR++itrp4/MVk06FcNTgXZ+5np6uFBue2I5tOhzb18y933mCx+5+gdKKYsJRg0wqR09HknRvNq+Y0A2NNW9bwrs+df2oUqJKK4q444tvxcxZbHp6J47tYlsOe149zKHXjhOKGmi6iqoq/vhwB805pkMoamCdJvUsEg/zrk9fTzZt8vS9G8hlTMyMxfYX97L31cOEIsagec1Xoji2g2062KaNlFBZe+kG8rXTx7PyhgU0H2nHMh2snM0LD25m6wt7qZhQSiQWxnFcsqkc6b4snufxvi/cxNs+fNXF7voYxjCGM8QYOTGGMYxhDOcQiqKwcM1MPvnV9/Cbbz3Ovi0N5DIWSDCz9ojGa0ZYp276eG7/3A1cdtPCUS2wLwS62/toamgflZTetV3SduE8Z8/1yKZPnd8/GEIIJs+pYcaSSXQ09yA9mTdurJhQytJr54xahXHycSuqE3z4b9/BxOlVPPHLl2g/0Z1XhpzKHFIIQSiqU1ZVckop94WCpivES6Jouopju5gZCzNj0dfFiDJwISASDzF72RTu/OJbmb1symlTOtK9WU4cbsPMnN6bw/Nk3rD0ZGT6ciQHSfBHg/H1FXz4y+/gv79yH0f2NPm/U8ai+UgHzUeGl4L1g7vCUm8hBFW15dz1v27Bshz2bW7AsV0yyVzBQFgIKC4v4rr3rOTdn76e5qMdPPmrl08pse+HlJLW4520HB1duVrLtPPB78koKY+PmHryZoJQBIqqoGkqekijYkKCJVfPZsX185i5eBKhqDHq9KT+sfDJr9xO1cQynr53A31dKaycTWdLL50tw41yFVUhUVnM9e+9jLd9+CoqJozOTFUIQd2M8Xzq/72HmimVPHf/q3S39eI63il/d7+x/27QQ/ppz1FaUcSf/u9bqZlSyaN3v0DrsU7sgADPneLZFUIQiuiUVZYQiY1O1XShoekqt37kKnq7Urzw4Oa8mq+7ra+gUa2mq2fkJTSGMYzh0sEYOTGGMYxhDOcYqqowb9V0vlhfwcuPbGXTMztpPd5JX1eaXMbEdb28OV9xIsa4mgQL18xkza1LmDi1Ek0/9dQcjYdZfu28vEHf9IX1KKMkM1RNYcrcifR1+0FivCRKySnKlU6cVsWy6+bm3enPFsWJ2BmXRY3Ew1z59qW+O7s5EJzVz5zA1Hm1Z92X/oX8bR+7hgWrZ/DCA5vZu6WBjuZukj0ZrJyF9Px7ZYR1YsURSsqLGF9fwYLV01l81Wwqqk8fmNTNnMDy6+bhuh6q6pfyPJeoqqvgE1+5nZcf3cqhHcfoau0j1ZchlzaDNAgPIUAzNMKxECVlccbXV7D8urmsvGE+FRMSo/LsKBtfwrJr5mCZry9ADkWMM5ZZq6rC/FXT+cI37uKpe9ax+5XDdLb2kklmcWwXVVXQDY1wNERRWYyJUysJFUjpGIxZy6bwuX++k6d+vY7X1h+g/UQXmaQf7CiqIBwNUVIep2ZKFde8ezkrb5hPJDDnXHXTQpqOtJMYV5TPgS8ERRHMXDL5tEHlaDBxauUpzwX+znL/nKCqChUTEq/7vBcak2ZVs+z6eUPUWP3QNJVQ1KCkPE5lTRn1s6upnVZFUSJO+AxIicHo95+4489vYt6q6Tz3+1c4vOsEXW29ZFO+UkzVVWJFERKVJUxbUMdV71jK3JXTCqYNne5c42rKuPOLN7Psurm8+NAWDu44RmdLL6neDFbOxvO8YDzrRItCFCfijKtJsGDNzFGbIxclotz8gSuYu3IaLz2yhV0bDtLe1E2yJ42ZtZGeh6KpGCGdWHGY4rI44+sqmLtiKsuunUtVXcWIx56+sC6vGoqXRCkuH71yrbSiiKVXzyEXlFGdNKv6jCtRlY8v5YP/5+1Mml3Nhie209TQQbLHT51CSvSQnwIVK4lSVlVC5cTy0x90DGMYwyUHcYmYyVwSnTgb+PfPRkob6N9ZFICKEBqgIcT5yxOV0sPz2jHNdTj2HjyZRKCjqBWEjNXoxkKEeP2LozGMHlLaSJnl9MNaQ4jIeR0fZwMpJba9lWz2QUKhNYRC111yfXwjQUpJui/LiUPH6GhuI5Ny8RwDRVOIxsOUVZUwYdI4Ssrj+HNJlpPHhpQuUqYZOqb6F+Nq8Izro1qgD52zvOCY/XOWEfz/4qeTXEhIKelq6aX5aDttJ9bS2f5rPM9C01Ui0RCJcZOom/45qibOOy1x1A/P6yaT+R1Im0j0vajq6KqKnG3/071ZWhs76e1MkerNYOdsHMdFCJEnWCqqE1TVlp82jeNs4LpNZNK/RVFKiERvR1HOvR+HY7u0Huug5VgHfV1pbMtB1RRCYYNocYSyqhLGVZcSjUcKlnYc1mfHpfV4F02H2+jrSWObNqqqEi0OM646Qc2UKiLx0JvueXizwsrZNDW00XK8k1RPBtdx0Q0tCODLqaqrOCu1ViF4nkdncy8txzro6UiSS/uktaaphCI6RYkYZVWlVE5MjNqj5WRIKelpT9J8tJ2u1j6fcPE8NF0lHAlRXB6nfHwp42oS5+y6LgSkJ+nrTtF4sJWu1j5yGV/tZoR1wlGDkooixlUnKK0oumQUiGMYwxiAgYXrqb80Rk6cPaQ0se3dmLlnsKztuG4LYCNEDFWdgK7PwQitRNeXoCiR89EDHKeBvt6vYpqvBOfur6ftUFT0OWLxjyHE8IWo/7tbgMqbMRg5nzDN9fT2/F8kp95lNIzlFBd/GVW9tNh9KSV9vX9LOn03odAaysp/PkZwvU5IKUklv0Umex+R8C0UFf9lQF4O/o5HLvcH+vq+iq7Po6Tka/mxYdt76O76ApLBKRMCISKoSiW6sYhw6Cp0Y37B533gHDl/zjJfwra24rotSJlDiDiaVo9hLMUIXYGmTUaIN+eiLpd7hmTy20gviecl8bw2VLWWRNn3MIyFoz6Oaa6jp/vP8LwUZWU/IBS+8jz2+vVDSg//naANG5ujQSbze/p6/x5QKK/4Pbo+/Vx3cQxjGMMbFFnTpqWzj950Dsfx0DSFWNiguqKE2CWQIvdmRk8yy+GmDiIhg6k15RijJOAvNbR2JWls68EdZJRbFA0xbWIF+hhJdalgVMHmG3MEXgKQ0iWT+T2p5L/jusfxF3Rh/PtuYtuvkcs9gZ5bRFn5fwPnnpyQ0iST+R9yuWdQtXpisQ+gqXVIXDyvG8NYChRi3CWe10k69UNCocsxQlcwyvEyhlFAygyOcxiQKEoJI1Xsld5o1BUXB6pWj6KUoumzGBsb5wae14HrHMbz2kb8jpRJXOcwipJgQInlkwqO0wBYKEplQEJ6eF43jr0f01xLJv1r4kWfJxq9YxgZKqVEet2k0z8nk/k1rnsCf87yFRc+0bqdbPZBioq+SLzoM/jE5ZsPodAadH0unpfEsl4l2ff1szqOopSjqBNQFAvlEiMgh0Piee2kUz8mFL6aUKhwVYBTQVXHoyjjUNQKFCV2Hvo4hjGcH0gp8aT0TUv7N+wEKEL4/yliyAaO63o4J6ee9H9f8duMVsUmJbiel/83+CkgqjL8vG9ESCnp7Mtwzx+28OL2w7R0JrEdF0NXqS4v5kt3XsOy2WefojeG148dh5r4ux89ztSaCr7+6VuoTFzcKlRni5e2N/Cfv3+RrGn75Yc9yYJp1Xzjc2+nrPjiVz4bw+gxRk6cJWx7O+nU9/G8NiLRdxGJvANVrQEE0uvFdvZhmRvRtMkoysg5fK8HnteHbW0DNKKRdxGLfSi/w93/gi30YpMSXPco6fRPUNQqjNCa89K/NztUdQKlif9AVQrnWAsRRVFGZ6h1oRGN3kEodE2wc//mDFIvRSjKOEpLv46mTwckUlo49l7SmV9imRtJp/4LTZtMOHz1kHZSJkkmv0sm8wsAQuHriETehq7PBXSk14tlbcaytwfzwZt3J0uIEKo6HlUdj+d1gTi7e6FpU0kk/guQqOqlU92jEKQExzlMOv1TVK3urMgJw1hGWfnPEMJAUYZXyhjDGwee69F6vJOuAkaD5xqqplA/Y8Koql6cD7iex9HmbjbsPML2g020diWxXZeIoVNVVsS02gqWzJjI7MnjMYLd17VbDvDLJzeTDYwsFSGIhQ0qy4pYMK2apTMnUj8+ga6NrEqVUtLWnWLHwSY27z3OkZZuUhkTTVOoShQxs76SFXPqmFVXifYG3vW1bJdHX97FvU9vpSga4qpFUykvjZEzbRzXO2XQeLipk5CuUV1R/IYnacZw/nHl4inUVJbQk8yy4+AJ7nvutYvdpTGcJcbIibOAlC6W+QqO00AotJri4r9BVauGfMcILSca/RP8VIvz82KR0sLzuhAiHMiwB6T3p5vILWsHUmbOS7/G0A8dTZuEqr6xFupCCIQoOi8542N4fRBCQ1Wr0bRJ+c90fSaaPpOe7i9g23vI5R4nFLpyiF9FNvsImcw9SGkRi3+CoqIvBKqeARihZUjp4KeLjHmMvF4IoaFpEy92N0YJD/t1vhOECKFp9eewT2O4WLByNvd972ke+dkL5/1c8dIoX/3N55i1ZPJ5P9fJcD2PV/cc599/9yL7j7WhKIJ4NIQiBOmcxfaDTTz1yj6WzJzIP33qFspLfEVQX9qkoakL1/OoCD5r70mx41AzT2/az8RxJdzxliXcumYuYUMbsh7rV0hsP3iCnz7yCpv2HMNxPXRNJR4xMG2X3Q0tPLv5ANsPNPHVT7yV4jcwOdGbzvHitsMoQvD+m5bxvusWo6r976aR22VNm3+6+w/MrKvkS3dejTpGTozhNBhXGmdcqW+6HQvrPPjCzovcozGcLcbIibOCi+f1AC6qWoOiFJbs+gv8kY2MfDPLbjyvG2QOhIIQcV8aW8CjQkoP6fXgyR6kNHGcY3heH+Diuo1Y1vZB546iafWDPChcpEzieX1ImcQ01/pX4jZh268xWLqvKAlUtRYhwHGO43m9aFrtoF1+ieu24rptwYJ0EkKEgvM4OM4RwEXT6hAiMtB3mcbzupAyjZQuAhWhRFGUCoSIjaDy8PC8Vjy3E1WrQ4giwMR125AyBdJDiAiKWo4QxQWDKv8YPXheJ0gzuM9FqOq4oN+XxktPShvHOYRAR9XqAInntuPJPpAuCMOXiiuJEYNHf+GTwfPakDKDlC7DU0cEqlKBqlUPauePIX9cD2BgLBS+R56XxXUbAp+VGsDBdduRMgnSAxFGVSsQouQUhJlESgfP68DzepHSRggdRSkNxsappqmhbZF2cJ8SKEr5iMSg//wcRaAG91pFyl5ctzN4FlWEiKMqFYjz4hdzbqGqtRihy7HtnbhOI1JmEMJ/SbtuE9nMb5EyRTh8A/H4x4cREz7EOfcW8RVcJp7XheclkdJCIECEUJSygmO53+TXc9tRtRqEKAl+m3aQFgg9eA7KRmjbiud2oWoTEaII6fXgeh1BW2NQ23P/3HteL45zlMHPnBA6qlo/6lQHKd3gvdDjj0UkCB0hYihKKULEh/V94LnvDOZXB4ESzK/lCFFUoI2LlH2Br0YXpvk8AK57Ysi7BEBRylDVicOCLM/rDFKEBuC/Eybn3wmnvlYHz+sMrtUCoaEoJcFzP1yxMvB+8dC0OkALnv2eUT/7/nGs4LzBfIMI2hYFY/Li7OKP4cJBSklrV5Lv3/8yR5q7uG75DN5+xTyqEv7zlbMcGpo62byvkdn1lcQjw8fzjNpxfPGOqyiJR7BslxPtPTyxYS8bdh7lRw+uI5nJcdeNSwkb+qDzwuZ9x/nGr9ZyvLWb2spS3rZmLktn1hIN6ziux7HWbtbtaGDFnHqip6nScqnDsh3aupNEwwbzp0zIExPgl+odCYebOmnrTjGz7o21uTOGMYzh9WOMnDgrqHkvAddtxvO6z9iJXcocudxaspn/wbK243kd/iJWm0Q4dBXR2F2oav2QxbeUWVLp/yabfQDP7fIDQPy8x76+fxpyfF1fRKLs+8ECDjyvk1Ty3zHN9bjuMT+wB9Kp75FOfW9I20jkXZQmvgMopFM/IJ3+DaWlXyMSvQMhBFJapJL/RTr9YxS1hvLyX6LrMwFw3WZ6uj8LQCLxX2j6VDwvjWk+Sy73DLb1Gq57HCmzgXx6Ioaxklj8A2janOEBg8yRTv2EdPrnlCa+hWEsIp3+FbncE7jOMcBBUaqIRG4jXvQZhBgadElpkss9QzZzH5a9Bc/tQggdTZtCKHw9sehdQ4L0iwnP66K76+MIUUxp6b9gWuvIZh7CcfYjZQ5FSWAYS4nG7iIUuqrA4lviug2kUz/DNJ/DdU8ElR9Ohk4s9iFKSv9xoKVM09f3T+SyDw/5ZiTyTkoT3wYKL5Ac5xBdnR9AN+ZRXPzX5LJPkMs9juMcQkonqBpzGbHYh9GNxQVJFc/tJpO9n1z2URxnH56XQlGK0PRZRCPvIhJ9Z57kOhmu20k2ex+57GPY9n6kTKMoxej63CDd6u0FAw3XOUF316dRlBJKE9/BdRtJp+/Gsl7FczvyaqSioi8Rjryl4LkvJQihBT4VBEasvhmrlB6Osw/L2oaiJIhG33fBUgykdLGsLZi5JzGtTYHfRi/+/FmGYSwkEn0v4fA1JwWyNpn0r0mlvkdxyd+iaTPIpO/GNNfjed0oSnHwHHyAUGjNSYSKSTr1M9Lpuykp+QqqVkM6dTeW9Qqe14OilGIYS4nFP4xhrDznZIxprqe76xMwyAxXUSZQVvZ9jNDy07b3vF6y2UfI5Z7EsXfjul34c1w8IKDWEI9/asj7xp/j1vrGzPY2XOdYoIAIoWkT0I1lxGIfQNcXDJkzPK+NZPLfscyNwTvBLy2bSn6XVPK7Q/oVjf4JJaX/wlAi1yGbfYi+3i8P+a6mTaWs/BdD1D0jX+tDZLOP4ti78Lw+hIig6zMJhd9CNHoHqlpxUps+enr+Aun1UJr4Jo59kEzmt9j2nkHP/nyi0TsIR24uSGy6bjuZzL2YuadxnAN4XhJQUJQEmjYZI7SKWOz9qOqEU/b/jxmKqjBpTg0rb5h/3s8ViYeJl1ycfPBjLd3samhhak0FX7rjasYlhpY6nj2piptW+SU8lQKRdMjQmFBeQkWpTzxOm1jBstl1/OapzfziiVf57TPbmDOpipVzJ6EE1WM6etP89JFXaGjqZMHUCfzVn17H9NpxQ9Y+02vHcc3S6QhOr4K91GE7LqbtoqkKIWN0862Ukj1HWunuG1P3XggILpUtujGMwccYOXEWEEJFNxajqjVY1ibSqR8Tjd2JqtYEi6FTP+ZSmqRTPyGV+gFS2n6gHFqOJ7O4ziHS6Z9hWdspLvmbwB1eDJxXmwHhmwHwZJJc9jE8L0U4fBWaNi1/DlWtRlGKB51VRdXqCQeBWjb7EK57HCN0BYY+f0ifdX0e/dOVps9ECA3HPQqYQBjP68Z29vn/dltw3SY0bQZCCFy3Cc/rQtfnoeTTGUwymXuxrK2oyjgMYyWKUoLndWLbe8lkfoXjHCaR+BbqiDJoB9vaTjb7KLa1EUUpRzcWI72Uv1uIPWynzvPSZDK/IpX8HhILXZuOalyG56VwnP2kU9/HsfdQXPKPw3YFLyZct5Fk6rtY5quoaiWh8DUgTWx7H7nc0zjOQUpK/wXDWD5Iui9x3WP09vwtlrUBXV9IJHIbiAi2vQ0z9wJS5giHrycSvS3wGhiAEBFisY8RCl2B9HrJ5Z7FstaPus+OvZ9k379hWZvRtBrC4RvxZBLH3k02+xCOc4jSxDfRtFn5++zvvLaR7PtnstnHESKKri9AUcpw3TYcey999tdwnOPEiz49ZPdXSonnNtPX93VyuT+gKEUYxiIUJYHrtmDbr2H37sR1jhOLfxJFiRfst+f1kss+SiZ7H9JLoqoT0dRJwU5/F+INYuwnpRXsYAsUUYIQ/Yt9B9vaBVh+BSFjyQXslcA0nyeTuTeoBjIDVR3vVwxx9pPLPYNlbUGU/iuh8LUFVBAm2ewjSJlDyjSGsQwQOM5BcrnnsOzXKCn5f0QiN3LynCtlzidxZRIpcxiGTww4zgFyuWex7T2UlH6FcPi6YW1fDwxjEaWJbwZGpQfJnkT2jQT/+W0imfwGuezjgIeijscwFoPQ8LwuXK8T12ksoEjwyGbvw8y9iKqOwzCWoSiJYJ7eSzbzOxz7IKWJf82TyD40NG0SiogBLtnsw7juCUKhq4fND7qxqECv1YBY+qbvs2TvIJd7YlTX67odpJLfJZP5LUIYaNpMVLUSz+vBcQ6SSn47mJv/NkiZFCe1byeV/CG2vQNFieU9MhxnP6b5Mo5zCIRBOHzDkHHleT0kk98im/kdilKKri9CUcqQMoPrnghUGZJY7P2juo4/VughjWvfvYLLb1l83s8lhCBWfHHUaamshZRQHAtTMoLnRSFS4lSIhQ3ec+0i9hxp5aXtDTyxcR/zp1YTj4aQUvLi9kPsPtJCWVGUj9562TBi4mzPeypIKelOZtm6v5GNu45yor0Xy3aJhnVqxpUyd8p4Vsyuo6J0qIJVSjBtm71H23h5RwMHj7eTNW3KS2IsnlHD5QumUFkWR1UGnjHTcli75QCb9hynszdNR0+K3nQOAfz9jx/Pq0hURbB6/iQ+cutlAHieZNuBRjbsOkpDUxd7jrSSsxye2bSf3Q0tDJ4D1iyczJ/csATb8fjXX63FcV2+eOfVeUl/S2cf37rnedq6U9x14xKuXTojTw798olXeXlHA598x2oWTq/GcT1OtPey42ATOw81c6LDvzfxaIhpNeVcvnAKsydVYRTwD3lh2yHu+cNW3n3NAi5fMJkDx9t5fush9h9rx3FdKkrjrJ4/iRtXzhrWNp2z2NPQwovbD9PQ1IXtuIxLxLlsbj3L59RRUVJYTXy2v7/teuw90sraLQc4cKwdIQRTasq5fvkMXE+iKCOrcZMZk20HTrBuxxGOtXYDUD2uhDULJrN45kSKowPllrv6MvzwgXUcbenmgzevYOXcuoLXcby1m3/79XNomsJn3rWGKTUDCnT/N+nh5R0NbD/QRG8qSzRsMGfyeK5cNIXJ1eXntPqGlNDVl2br/hNs2HmEpo4+hIDaylKuWDSF+VOrKY4NnR+aO/r49r3PUzc+wXuvW8Shxg7Wbj7A8bZeDF1lzqQqrl02nckTyoeohfrheh4dPSle2t7Aln2NdPamCRkaM+squWLRFGbWVRb0rHl1z3F+/vgmrls2nRsvm8XR5m7WbjnAniOt2I5LWXGMFXPqeOuq2W/oCiVj5MRZwjCWEo3eQSr1PVKp72OaLxKJvA0jtBpdnz2ipFVKiWm+TCr1I8ChqPhLRKO3I4QfBDnOYVLJ75LNPkIq+R+UJv4FJW+oGCIcuZVw5BYgkN+arwIukcg78p/7EAyuEqEoZcRiH6ZfbmzbvoIhHL6eWOyDDK0ooeQfCE2biRARHOdwIBUP43ldOPYBQqHLMM2Xse3dhEJXAgqe24TnJVG1SXlZuRBFxGIfJRpJYYSWD0qD8cjlnqS358vY9nZy5vPEtLtGuG8WmczvULUaikv+IcipDwNeUBnD4OQUGsvaSCr5PUBSXPx/iURuy7ex7V309vwdudyzqNpUioq+NOLu/NlCyl4y6V/k78MQCIVQ6MqTggUfnteOmXuBePzTxGJ3IZTioM/76O35qyAIeBJdn5cfN+Bhmi9ims9jGEtIJP4dJdghlzJFsu9bpNM/AaETCl0zqF0/NAxjWVDhReLJ7BmRE/7Oa46ioi8Sib4jCI49LGsLPT1/GfT5OeLxaQyoMEyymd+TyTyArk+nuOTv/WAMDSktTPNZenv+nnT6x+jGfMLhm8gvUGSOTOZestlH0fXZQdsF+OkZJrnc4/T1fo1U6ofoxkLC4etH6HcjqfSPCYeuIRb/CJo2GVDyBNbJQdq5gG3vI536EcOruMggxepsjrkLM/cSQkSC37D/Hrs47jEAFLXqvJnzFoIQgkjkZjS1Ft1YgqbV4purShznKL09f4VlbSCbfYBQ+CqG3w8by1xPNPpe4kWfR1V9hZPrNgeE1v1BxaEVg+bIfliY5stEY39CPP7ZvCeQ6x6jr++fyWUfJZ36EYaxNK84ORfwVVzvov+3NM2XkDI3ipaSTPrnZDP/g6JUEi/6JOHwLXm/Gr9aywH8Cisne8EYxGIfJBy+kZBx2SBS2MM0X6C3529xnN2YuaeHzDeKUkEs9lH6jVX9ctgnCEduCvyShlxZgQWmQFUnEY3WA5Jc7hlM8/QeBVJKstn7yWTuQVEqKS7+K58kEjq+98V2+vq+Rjb7OKpaQ7zoz1GU6EnH6ME0nyEafT/xok8F7xSJ6xylp/fLWOZLZLMPEgpdhhADpsOu20Qu+zBCFFFa+k2M0Ar6x52U2UCBkUFRLm0D0/MNIQSRePiimVReKJSXRNFVhbauJMdae5g28dzMj8WxMFcvmc6mPcfZuq+Rzr4M8WiITM5i0+5jpLMWV62eyrypEy7Ipkh3X4bv3b+OJzfuRQhBeXEUXVNobOvhld3HePTlXXz29jXcfs2iIakWOdPm/hde45dPvEpPKkt5cZRISOfgiQ6e23KQZzYf4FPvvJyF0wbUp67nB/tN7b1IJJqm5hUguqZi6H7ApChiiNGnJyV7jrax81AznifzVISiKMNKW2qqgk/ECzKmxdb9jXT1ZfLkxKETnWzd30h3MsvmvY1cvWQ6CgLH9di6v5HjbT15sqKzN8M/3f0HdhxsxtAUyktj6JrGkeYu1r/WwCMv7+YL770yIBhOvq9Zdje0sGBaNTnT4YcPrqM7mSUeCZE1bTK5RgRw48pZQ9qlsia/eWoL//PsdtI5i4rSGLqmsvdoG8++up8rF03ls7dfQc24QumXZ4fntxzku797gfbuNKVFYYrureMvAAAgAElEQVRjYQ4cb+fF7YdZNqsWVSk8Drv6Mvzk4Y08sm4XUkJlIo4nJTsPN/PMpn3cvHoOH731sryxaUksjKapbDtwgmmvNbBg2gSi4eEpepv3+UTUkpk1QxRLjuuxee9x/vP3L3GwsYPiWIjiWJhjrT2s33mEx9fv4bO3r+HapeeuVHVzZy/fv28da7ccQFEEFaVxPE+yI/CcueXyOXz4lpVDzFtztsO+Y220dafwPI/H1u1BUxUiYZ3O3gwbdh7hpR0NfOE9V7Bsdt2Q8/Urg/7jdy/y2uFmoiGDRHGEbM5m057jPL5+Dx+/bVVBgqE3nWP3kRbqxieIbjvMDx5YR2tXkqJomJxlk85amLbDDStmjpETb0YIoROLfwRVnUA6/XMc5yB9fd9AVcdjGIsIR95GKLQ6yLUfnJrRRzbzAJ7XSTT63qDs38CDqWkziMc/5Qcb5suY5kbC4ZsQ+dJUg0kHhQE2WTllbr7fVg36IIe0A3XE/FxNq0dREjhOA9LLIoWH4xzF89oxQh/HcRuxrR2Ah5RuoLAAXZuZf+kKoQXVAwrIIkNXEQqtIZt9ENc5ipRyhJe1X1axqOgLhELXDumvrs8Z9m0p/cDX8zqIxT5KJPKOIfdZ1xcRjd1FX+8/kss+Six2J4oyZcT7dzbwvC6SyW8X/JsQGkppoiA5ARAKXUEs/qEh6hddn0c4fCO2vQ/H3h2kbAyQE7a9C/DQjaWoWs2goxVjhFaQydyD6xzH87rQtKGEycA9FyeNj9FCJRy+kWjsfUPSKAxjJeHQ1aSdIzj2Tny5ux84u24rmex9CKERi30Mw7gs/6wIoRMOvxUz/BKZzC/IZh4MCAYjaHuCbPZ+hAgRj38iUJGIfNtI5G2Y5nqymXvIZh4MxkwhP5Ikhr6KeNGfow26Z6pahqpedob3YHSw7e2nICFOXVpWStsvXWwbgIPndmLZ28hmHsB1GwmFVhGOvHWIwsRP4epXVFxIdZBA12ej67M5eTxp2jQi0XdjWRv8XW68gkdQtVqisfejqgO7L6paSyz+EUxrA7azD9PcQCRy87C2mjaJWOyuQNHW33YKsdhHsMxN2PYeLOtVwuFzl7YzMEfDSCWEC8F1GsjlHgcE8finiMU+OITgFsIISKdC51QIhVZT6Jk1jFWEw9eRTv/Mn8MHza+D3wngDkoAF6d8lwycd+D7/f0YzbzhuU3kso8ipUks9gHCkRuH+EvoxjLiRZ+np/tLZLK/JxK9DSGGp/zp+mLi8Y8NSVNStWlEI+/Atrbh2PvwvL4hFZGktANPGyNQRan5axVCJxRaedr+j+GPA0IIJlaWsmx2Ha/uPc43f/Mcf3rTMmZNqqI4FkIRyik9EU537Nn1lYQNjXTO4khzF/XjE3T0Zmhs60XX1Lya4nzD8ySv7DnGkxv3Uj8+wSduW0V1RQmqKsiaDk3tvRxq6mTpzNp8wA7+u+PpV/fz00c3Eg3p/Nl7r2TRjBoMTaUnleWJ9Xt5fMMevnffy/zNh97CxHH++yVs6Nx+zULedrlP7Dd19PK///NhVMXfIZ9cPUAkR0IDaR6qIrj18rlcv2wGnif55ZN+WszKefV84rZVQ5QkkZBOyNCwbZepNRVs3HWU4609zKyrxJOSQyc6AKgfn+DA8XYcx08r6e7L0NGboTIRz6tEimIhVsypZ9msWhZOr6G8JIaqKPRlstz79DaefmUfv31mKyvn1lFWXFhJuXHXEV7c7nL5gilctXgqJfEwlu1ytKV7WKURy3Z4fN0e7nl6C+NK43zhvVcyo24cqqrQ0tnHr57czAvbDxOPhvjc7VcM27E/Gxxp7uKnj75CZ2+ad1w1n1svn0s0rJPMmDy2bjfPbD5AMmMOa5fJWfz6qS08sm4X0yeO464bl1E/PoFEcqS5i589+goPvbiT8pIYd92wlJChoaoKaxZM5ulX9rFx5xHec81C6sYPJScs2+HFbYeQSK5aPHXIODh0ooP//P1LNLb18N5rF3H9ihnEwgY5y2Ht5gPc+8xWfvTgeqrLi5lZX/m61zQ9qSz//fBG1m45wPyp1dx5wxKqK4qREo61dPHLJzfz0As7iYYMPnjz8mFEy8HGdnqSGe68YQkr5tQR0jU6etP8z7PbeXH7YX722CZqqxJUlQ1sKrR0JvnefS/z2qFmbl49h1vXzKUoGsJ2XNa9doRfP7WZnzyykYrSGKvmTSp4jdsPnGDbgRMsmFbNW5bPJFEcwXZcjrf2UFYce0MTEzBGTrwuCFFMJHo7Rmg1Zm4tpvkclrWVbPZhcrm1vvlc0WfQ9QHW1PO6se1tCBHDCK0etoMthEDTZ6Dps3GcA9j29iCwvziyR99YcyqmtQFP9qBQhW2/FuQGz0PXpuE4B/G8JEIoOPZhhIig6TMGH+UUx48EO/wy2GEcOTDW9GlBAHv6h851m7Gd/YCOEVpV4D4r6PpcFKUI1z2G67agaeeWnBCihGj0nYMk9oOhoGkzCnzuIxS+cpjiQggFVatFCD3I3XcKNz4pKPInttEFDmcLIYygz+GTPlcCw0mB5/UEwZH/N9veh+s0oSjlGKEVBcgDFd1YCJlfBF4UyaC0KdjOHly3JUhVWFZg8jYw9AVkuQfb2YuU6QI7zgCCcPgtw6rtnE9o2kxC4asRBZUT+zHNZ0Zs63mtdHd/ln4Fgv/c2EFgdRVFxX+Bqp6cGnUx05VGPrcW9NNP23ALBgKqWhuYKw78UQiBqtaha3MxzbU49j5k+KZh40fVJg0hNfrbatokdH0GprkOx96PDF1XkLi6kPCVbG1+Gc/w1ZxZKddTza8hFHUCo5lfLxQc9wiOcwRVrcIwlnCyn40QCoaxClWd4Kdn2XvQtOEEVyi0GuUkTwohBIpagxARpOzzTTIHQVXHoxsLscz19PV+hWj0fRihlYG/0xt7MTeGM0d5SYyP3LqSdM5k877jHDjeztJZtayaN4mF06uprSwtKMkeDeJRf8e3vSdNV+CdkMmZ9KVzRMMGlYn4OU3dGAmO69HSmcSyHWZPqmL1gsn5NAwpJTPrKrly8dQhqRkA3cksD7+0k0zW4uNvX8VtV8zD0H2ZuZSSiZWldPSm2LjrKM++up87b1iKoakoiqAkHqF/z9+0HRQhUBVBWXF0SJA2GEIIimP+jr7resSCIDAa0qlMxIf1D0DXFCZXl+FJydGWLgCyOZuGpk4qSuMsnFbNhp1HaOlKMmlCGa3dSXpTWWZPqsrvgkdDOh+4eTkCX5ExmNg3NI0t+47T2pXiWEv3iOTEgcYO3nPtQj729lVEQ3r+Hs2dMlyB1dqV5P7ndwCCD92ygresmIkSbD5OmlBGNGzw5R88xrOvHuDmVXNYNKNm+AnPAK7r8fzWQxxp7mLB1Go+8NZlTCgvzvexsixOY3svG3cdHdJOBiTP4+v3UBwL85l3r2HR9Jo8gTV5QjmeJ/nqT5/iyQ17uX75DOqqfBXirPoqptRU8NqhJnYcbKJu/FB14oHGDg42dlCZiLNw+sS8asN1PR5bt5uDjR3ctHIWH7xlOaXxSL6v48uLaGzvZe3mAzy9aT9TasqHqWrOFLsbWnhm036qyor4/Huu8AmP4G9TqsspjkX4x/9+gkde3sWahZOZP3WoR13Ocli9YDLvu25x/vmYNKGMkliYIy1d7Djo34PrlvmpRa7n8fSr+9lxsIklMyfysbdfRmViwOR6QkUJnb1pfvfsNp7cuJfFMyYOIW/6cbCxg7dfMY/P334FsYiRv0dzJvtj7kLMLecTY+TE64A/mDQ0rQ419gEikVuDXOrHyWYfJZu9HylTlJT+f4PkuRlctxm/WkRNgaDKX1D6u0Fa4LxvnvOUg9FCCANdn4NpPofjHEbTpmJb29C0yWjaRDRtOpa1A8c5iKZOxHEOoqgVqGpt/hj+7m0a1zmCZW/HcQ4Pqtph4tj7+795ip4oqMq4Eb0DTobntiODAD6V/A6Z9M+HfUfKNK7XCXh4bueo78looShlxIv+/KxKifr3r9Dk0u9pcvJOs4KhLyLDr7HM9dj2vqB6horndWKazyFlBk2ffp6k/eqQ33x4nxnWZ9c9Dviu+T3df0GhVCjXawV8JYz0eiEgJxznOFI6uG4rPT1/jhgWzPkVZfx/5vy2BUujhlHV8Rc0MDGMhRQX//Ww3WkpA++AU5ATYAT+LlG/soGIo6p1GKHlGMZiFGX8sGBcEUX4qTo9SOld0EBcSjPwANmBY+/H9VqQXir4vO207RURL5gWJUQ0MIV0g2fY5uS0LkUUjdA2HqQB9Ld1ODMy4NzDdZuQMoum1gcVOUa/sOiv1OG6jdjWVhznEG6+aoeJ6xwe/O1z3/kzhO/n0ouuzwiqLBV6B0ZRFH/e9I2Ph/fb9yca/rv1+z5J6SFPaqcoFRQX/x9Sye9gWpvo7f17//kxlhGOvAXDWIwQpRedrBrDhYEiBAunVfPXH3wLT2zYy/NbDrJ+ZwPrXmugZlwJl82t56ZVs5lyFjnuQghCuoaUEsv2NxJsx8O0HXRVIfw6g6rRQlMVxpcXYegaW/Y18uyrB1g8o4bSogiqoqAoAkUZfm17j7ZytKWb2qpSls2qxdC1PIEshKCiJMaahVPy8vxbVs+honR067NzBSEE48uLKYqEONrcjZSSnlSWw01dTK0pZ3rtOF7cfphDJzqpH5+gtStFJmdRW5UgpGv5YxgFflshfDKlZlwpx1u7SWasEfuRKIpwy+o5eUKlv32h8qd7j7ZxrK2H6RMrWD67bgjpogjBtIkV1FWVsmXfCXYcanrd5EQqa7LnSCtSSpbPqaeqbMC7y0/xiXHZ3Pph5ITrebx2qJmO3hRXLprKgqkThihrFEUwe1IVlYk4Hb1p9h5pzZMTsYjBlYunsHV/Iy9uP8wNK2fmSQTH9di0+xgdvWmuXz6DiZUDis723jSvHWpGVxXWLJxMSUBM9Pe1NB5h4bRqXth6iJ0NzfSkslQmXl/J+w07j5IxbZbOqmVKdfmQoF4ImDWpkgXTq1m7+QAbdx0bRk4IAavnT84TE/19nVJTwZxJVRxp9v1T1iycQiSk05fOsXVfI1LCmoVTGFc6tPpWPGKwcHo1D7+0i4ONHbQGxNrJiIYN3nb53CHqq5HG3BsRY+TEOYIQAqGWYSgr0fV5GPpienv/AdNcj2W9QiRyCyBAev5Op6JwKqd4P9jyK2MgC0ueLwwMNG06Et8Pw3U7cNxjGPpiFKUcTZ+K7/uwD0UpCUw21wwhU/xKCD8ll30Iz0v7pSWVUgQhECojSbqHQfj3ZDSQ2PSX0fRNOjsKfk9VKvBlzBc3ODkZyhmTUQqh0BrC4evJmWvp6f4ChrECIaLY9q7AJHMu0egd54noEsNUE6dD/06un6pwhJFk8Ko60SfrBv/0MoefSmThOg2nbKsoI6sifFLi9Ca2lwpUtYKSkn9Ay6uxFARa8GwU8gVQ8yazPmHXjVALlz4+1/C8tO8tkP4FjnMkKBFZ7o8/YdCfqnVqDPXOGYBC/vUl7YB0KfSdQr/r4LYOo55/ziOktAA3IOjOLAjyvHbS6Z8FaWx9fqlUtRRBGISKvKjvj+Hw52UX/zpHvtaB8tQmhcgJf745s+dWCBVdX0hJ6TcwzZfI5Z7Ctrb5/jW5RwiFriAe+whGaNkZH3sMb0wIIZhSXc7Hbr2MW1bP4ZXdR9mw8yg7Dzdz7zPb2Lj7GJ9+1+Wsmls/xCPhdJBS5lUDIcOfb1RFoKkKjuvheBfmuRQClsys5dpl01m7+QBf//nTzJsygTULp7BwWjWTa8oLBuctnUmSmRyz6ispLYoMm1+FENSPTxAxdI61dJPJ2cOOcb4hhKCsKMq4RJyWrj6ypk1PMsPx1m6uWTKN2qpSVEXQ0NSJu3gqLZ19uJ5k8oShpaSl9FUtTR19dPVlyJo2tuPSnczSl84hAe8U8+iE8mISRaOrONPQ1Inrenie5Pmth/IkST8sxyWTs5FS0taVOqv7MhjpnEVbd4qwoVNdUTxMgaKpClVlRcPIN8f1aGjy1Sg50+bJjfuGHbsvk8P1JLbj0t4z0FdNVVgwtZrKRJwDje0cPtHJrEn+OqwnmeGV3ccI6RorZtcPIXQ6elJ09WVQVYW9x9rImsPVwYebOkFAV2+GXIG/nymONHchpWRKdWHjSkNTmVxdzh9e2UdD0/BNzGjYGOJF0Q9NVaiuKEFTlUC55PrkRCpHc2cfiiI43trN4+v3DGt7MEhL6kubpLLD020AqhJxyi9SlaMLgTFy4hzD94aIEwpfjZ5diJn7A65zfCDXV+i+j4C08by+gseQ0sOTfYDrlywdRf7v+YIvy69BEaU4zmEc5yBS5tD0WfQ78AsRwrEPoCgVSJlB1+fkg33Py5BO/ZB0+pdo2mSKS/4MXZ8f7A6GAUlyBGXDST05w35HESKEEEUUFf9FUIFkZGjqpDM6/nmHoECwdYqvC4GiVlNU/Fe4PR049h48rxtQUNQqorEPEYm8HV2f+7pz9E7R5TNCfzleTaunuOTLpzQm9NVEA4y1UHwvF02bTlHxX59UmWZ4W+UMS/1eulCCnf/RGmVp6NocwMB1m7GsVwmFbzhvY6AfUjqY5lqSfV8HIBb/MKHQlahKVUBO6FjWerq7PnWa45iBcuxk4sumvxyyUGLDVCh+2xz9FYaGwsqXzfTTvS7+a1AocaA/XavwYqQQpMyRTt9NOvUDFGUcRcX/C8NYMmh+FaTTd5NKfud8df2MoYgoQoSRMhuUPC0ED8/r8b+vJBhpdjmbYSyEgqqOIxp9J+HwW3CcQ1jmerLZB/zqV+4JSkr/DV0/d4ZrY7i0IQICYdKEMiZNKOOGFbPY3dDCb5/dxiu7jvLDB9ZRX5UYJk8/FZIZk2TGRFWVfPASNnRiYYOWriQ9qdwpPLbOHYQQVCbifO7dV7BkZi2Pr9/NnqOtbNnXyPjyIpbNruW2K+Yzo3ZcPjiTUgYBukfY0PMmlicjFgmhqgqpjInjXhwSNFEcZXx5Mcdau2ntSnKkuZt01mJ6bQX14xNEwwZHW7ro6ktzvK2bsKENqQyRypq8tP0wT72yj+aOPnKmjeP55IHjevSlc6f1BomE9CGqglOhL2MipWTf8Xa+fe/zpzzmqQiR0cJxPXKWjaYqRMPDN0SFEBi6NoyckNInH6T0zSt3HGoe8RwhXcP1BghkIQT1E8pYMK2atZsPsmVfI9Nqx6EqgiPNXew81ExtVSkrTqrkkTNtcpZDKmvy66e2jJiaoAiBUASefH1KQCkl6ZyviPFTI4Z/RwhBPGIgJQV9OQxNRVULbQxBNKyjCEHWtPK/peW4ZEybnGnzwAs7eeilXSP2T1MVPK/wNUbCesFUpz8WXPxV2R8tRJBTLgJ1gA9FKUbTpmHb23Gc/Uh55TAJqZQ9uM5RQKJpU87bTreP009+ilKBqo7HdZpx7H0INDRtehAcTkZRSnHdo9hWHBBo2nT6h5bnNmFZGxFCEIt/iGj0fUNUCp6XDIwdzy1UtRpFrcB1mxAihq4veBPkFFtY5st4bjPx+KeJRN8d3GstIGsi530hdCbQtGlBbnjS947QZ59B2+lAKPChqEHXp522zZsTAk2fjq7PwbZ3kMne7xumque3aoeUOUzzRTyvl3DkZuLxzyHEQGk0PxXh9EG453Xiee0oSu1Jn/cG5ruhIH1p+KvM89rwvK4hpJb/eTeu24gQEVStmjNVKpwPaNokFCXup2S4zSjK6Fz8Xbcdy3wJKV2isTuJxd4/JD3K8zJnML/2V8I5v0GGqk5AVavwvDZc90RQEWrotXpuM57Xip82OZUzMRc9EyhKHMNYgK7PwgitoKf7L7Gs17CtzcGccunMl2O4cCgtinDZvEmMS8Rp7UpyvLUn75A/WuwPym6WxiN5uXtJPMK4RJyG5i6ONHdiOe6wnfPzhfKSKDevmsXl8yexq6GFF7YeYtuBEzz84i72NLTyF39yDfMHVQ8xNBVVEdiuizsC8WDZLp4nMXR11MH5uUYsYlBdUcy+o220diU52NhOaVGECeUllJfEqEzEOdHeS2tXksa2XhLFUSqD6hCO4/LIS7u4+7FNCAEr5tQzf+oEKhNFxCIG6azJ9+5fN0QVUAhnsq7yVSqCOZOquHrJtBHThQSCKTXD5fxnCkX4ah1PShyn8O/oSRkYoQ/vqxCwbHYtq+dPHvEcqqIwd/JQf41oSGfFnDpe2tHAK3uOcdOqWSSKoqzfeZSsZbN8Tt0wtYmqKqiBZ8ktq+eM6E8CEI+ERq1WORX6VUOW7RbMepTB3wQUfFZtx8MbQQVl2S4ShpQEVRSBpihEIwY3XTab+lPMKZGQzoTywhtvAnFW5PwbBWPkxFlAShvP60aIcLA7pQeDpL/SgYllbcG2d6IoZWjq5DwBoSjlhMLXYlnbyGUfIxS6NiAg+hlrEzP3Ira9A1WtDaoQnPufSQT5934+r8OpFuiKUoGq1eLYB7GsVxEimq8yoSglPtni7EFKJyAyJgxcD1awg6mhiBIGDzkpXWx7N5Y5+pKVo4WiVBAy1mBbO8lmfoeuzwsMLwcMncDNpxb4gdMbm4V03Xay2QcAjXDklsAYUVxShMRgaNp0DGMpudxzZNK/oajoi3lFBPRXlbGD4MoInjf/WnR9JoaxGMvaSCZzD0VFn0OI4hHahlCUP+6SeCPBN4+sIRJ9J07fIXLZJ9HUicTiHw92pP25a+B+2YHiaOSUs9HBQ3ppQATeDwO/nZQentdNNvv4aY/iOAexzA2oauUgmb+FZb2CY+8JTBULGaL6hqumuYlI5K15QlRKE8vcgG0fQNWq0fVFl8TzYehL0LQpWNYm0ulfUFw8MfCGUQbNVzZSOsG97J+r/DEuhIoiShlsLimli+McwMy9OKo+9BvGOu6x4DznZ3mgalPRjaVkM/eRzT6Mrs9DUSrz1yllmkz2Ply3GV1fgKbPPGeLMM/L4KfPhPFJ2/7qKgaqWouqTsBxDiAZOb98DG8OKIqgqqyI+vEJGtt66EmOjuSTUpLMmKzdfADTclgwrZryEt9IsbQowoy6Srbsa2TdjiPcsnoO9eNffwA6Gggh0FSV8pIYVy6ayqp5k9h/rI0fP7SB9buO8tCLO5laU5E316tIxIlHQnT2ZkhmTIpjQ1M7pJQ0d/Rh2g4140oIG+dwvhh8ntN8VRGCyRPK+YO7n5auJIeaOplaU05xLIyqKMyoq+Thl3bR0pnkRHsPC6ZW54PMlq4kj6/fQypr8ql3Xs67r15AeJD5YFNH7zknXWrGlaAqvvnnO66cf06qcZwK4ZBOoihKQ1MXHb3pYWodz5P0pbOY1tAUCVVRglKm/nPwvusXn5HJohCC5bPrqC4vZsfBJo619qCpKpv2HCMW/v/bu/MoK+7rwOPf2utt/d7rlW5oaPZVIIlhs8AStnZh2cdWPHG8yBnZZ5JYs2SceDJxYk+cnImPpZn42DNJnHhs2SMd+1h2JFkbChaykMBiESAQIGgWAWp2ul/32+u9qpo/qrrppruBhsYN9v2c0//Q/ePVq/q9elW37u9ek+XzpwxqX5pOREnGI5ztzrPshjYWz554Vb+fFUVhQlOKN/cepeN0N67no513K1StunSc7kbV1CFbuxZKTrD05/z96vuc6spRrXrUp+IY4X8cj1jUp2J0ZgssmNbC3UtnXRPXINcaCU5cBs/rIdvzdTw/j2neHAQf1CBrwPcLVJydQWtM9xSRyH2Y1qK+sUGbw4/glDdQLm8g2/M/iER/J1hT71dxKjso5H+I75eJRj+FYc7jajy9MYz5lIrPUSqtwTDmht01FHy/jKrWYvTrtqEoUXStLbyoz6LrUwY8jTSMeZTLv8Rzu8LWo+eeygbBivFUqwcpFn+OqtWhqg34vkO1up9C/gl8v8JoPxlTFDVoVVh5k3J5I92ZPycS/Si61gqKju+X8dwOHGcrmt5KLPbvRz1DxfeLOM7G8KZhMFVNoxszRq3ehRKupfe8MxTyP8S0lvZLh9dQ1Ro0rRVVbThvvWUQUAvSrJ2w+GQm/F0O1z1K0HHECG+MoqNyMlXVFNHYZ6hU3qFQ+Amel8G2b++rwO/7eaqVgzjOG0Rjn8SyPkDvZ0FV64jFPku1eoBC/gk8rxPbWhmODdpnVisHKDsbicV+H9u+9Yq393qlKAbR6EepVHZRLDxNPv8YjrMD2749CNgperCvqwdxq0eJxT4Tnneu5DXN4JxShLKziVLxBfTwSbTrnqBYfJpqZQ8XLkSpAD75/D/j+zkM4wZQVCqVd8jn/gnfL2PZK4fJuAmKxuZz/4jv92Dos0FRqFR2kc/9M+Bi2x8c0EkJguUovl8Il5M4eN6JoC6FouC6x3Gr9aCYKIoZBjT1IcfiO7jucYJCnVVc9wTVakc4zgw/Q+cughU1TTT2aSqV/ZSKz+F7GWz7vjCzQwk/C/vx/QLR2IN9mS+qmkbT2qhUdlMsPR92KBkHfoVq9RCFwo/C5REXyw7RMI35lEsvUSquxjDmoOuT6f1O0NT68Pj131eVAfvKdU/i44Y1ZI6F5zUjDHbF+jLXVDVCLPpJKs7blIovoKBjR1ahqil8v0i5vJ5C/v+hKFFi8QfD75rR+Q4sl9ZQKq3BtJYM/N72spSd9TiVbWhaC4Y+a9ReU1ybgkAYF7z5zBXLnOrKoalqX4DhYgolh5+//jZb975HImpx+6IZfen0eljo7+Ut+zh47AxPvbqTh1YtIXGVb1CHYugacyaPY+XC6WxvP8bJziwlp0IsEpyTp0+oZ1xdgiMnutj/3pmwJea567SSU2Xr3qMUyxXmTRlHIjp67yHoqhScL0ph/QfNHP4asa25FhQ4erKL42d6WDJnYt9SjBmtDfTkSxw63klXT4Ep4+v7shW68yUyuRI1MZvZbY1YZv/grs/JzizHTndfdseWocxuayKZiLA/7Fhx0/Af0PYAABVHSURBVIyhC+OPlkTUYnJLLRt3B3VU7n3f7AHHqlB22HPo5KAlErqmMndKM7aps/vQCd47laG1cWTFmtM1URbPmcSP1rzJlj1HKJUrnOzMMnfKOCY1D16u11SbYHJLLYeOnWXb3veYP7VlyE4Vo2nhjAm8sGE32/a9R1e2MChb43Qmx84Dx7FNnfnTWwaN93yft9qPsXBmK5p27v2cyeTY/94ZFAWmTajvqzuTTkSYNamRnQeOs3nPEZYvmELi19BS+HojwYnL5Pl5SsU1lIpBb/rgJlANU5VdVDVONPoA8fgfDeizHix7mECi5r9B9n9SLr9OufwaipoM61BkUdUEsdhDxOKfG2Kt9eiIRO6jXF6HU95MJvPn4RplDd93iETuJ5n663NbHLY3DS7WO4lEPjzgwtow5+F5OcBB027pa/cIoKoNRGOfolo9Sqn0CxxnC6pa1/d/2ZE7sSN3ke35u1F/j7o+mWTyv5PNfpNy6VWczGbOFZxzwqfENrHY71+VLwfPO0mm6z8x3EWuaS4nlX407DpwZXzfR1FT2JG7qFR2ks9/n3z+sX5/oaGqaQxzPvH4H56XkVOhUPgZpdLq8EajhFs9CkC5vJmuzv8QLgmx0I0ZJBJfZKguCCOlKBqWtTw4Rrm/p1h8jmLx531zPshqCYJj0egnzhurY9m3UcNfksv+A8XC0xQL/xIGmPxzY9UYsdhnr3hbr3eKUktNzZ+hac0UC0/iOJtwnA0Ec1MjKFCoomlNRKIPjMIrWkTs+3DK63GczWQyXwrnuYbndaFpzcQTD4eBguEELSVVLUU2+yi93TiCrDUd276bePwPhgnuaVjW+1EUk57uv6W3vo3nZcIA8YeIxT43KEOkUnmbfO67eN5ZfL+I53WFtVsUsj1fR1XTKIqNqqaJxR/CNBf2ja1W28nlvoPnnsT3S3heJuxI4pHNPto3VlHixOKfx7KW9I1VFAXbvhc/WSGf+w6l0quUSmvD+az0ZXiZ1hKisU/2G5ciFvsU1Wo7Tnkjmco7YSeSKq7biWUvJ574wiXUnNCIRFZRLq/HcbaQ6fpSX9cQ33eIRv8tNckvDxjhOBvJ558I9o9fwvVO43s9uOTpznwFVa1BUSxUNUki8Sf9ghsKhnkjNcm/JJt9lGLxKYrF54JsPr8YFk1uDJamRe4f1QwO3y9RKq2lWHw2PI4JQMXzcvh+EU1rIh7/AwzzxlF7TXHtemVrO5lskRumNjOurgY9vAn1PJ/jZ3v46Stv0X70NFPH1zO7bXBhZc/zKTkVCiUHp+pysOMsL218hzWb9uJ6Hh++bT6L5gzsyDBvcjOrbpnLY89v4qlf7iCTLbJq+VymT2hA11R8fLpzJQ52nGF8Q4q25torenpfLFfYtPswMdtk6oR6bLM3Ww568iXePngcp1plXF3NgKyB8Q1Jbl80k//77Bs8/tKbJGM2Myc1oioKpUqVlzfv45Wt+2lMx7l90cwh6xlcLlVRaErHiVgGuw+doP3oaaZNaAhCzr6PrqkDUuVbm1LEIxbb249RLDlMGV+PFdbJmNRcS8Qy2LLnaFAMs6W27zjHbJN4xOToqQwHOs4yc2Ijhq7hej4dp7t5fPUWCiVnVINHk5pruXvJLJ5cu51/fGo9D31oKbPbmvq2yam4HD7RRcfpDMsXTLnizArL0Fk+fwprNu9j/Y5DrNm4lzuXzELXVCqux7ptB3h9x6FBV6mqqjBv8jhWLJjCuu0H+NZP1vHgvYuZ0lIXzB+CuXWw4wzZQpnlC6YMWvZg6hrLbmjjmdd2snHXEXJFh2K5wtJ5bdTWRAdlxEUsg1Xvm8vO/cd55rW3iUUs7lo8sy/Q5Hk+nT0F3jlyiolNKWZNOveZ9MOlKb4fzJHegrO+71OtulRdN1wKESyH6J07C2e3snBmK9vbO/jBC5v49N2LSCWCB5Vnu/M89vxmjpzoYtm8SSyYNjg4oSjw0sZ3mN3WxI0zxqOrKvmSw7/8cgd7j5xicksdC6a39B1f09C5e+nsoAXvm+00phPcv2IeqXhwnD0/+PzvPXyKdE2Em2ac3xr+t4MEJy6DqqaoSXwJy1pBtfIOrnuir7CXotag61OxzCUY5nwUZej1QoYxl1TqG2GA4A1c7wQKJro+DctagWHeRFCsbXiKYmOaN+F5rYP6vV94nIKmtZJKPUKpuJpKZRue1x1crGnNWPbKIbfXslfgez1Y1vsG/E7X2rAjd4a/W0b/ln7BRfftaGojpdKLVKsH8X03SMe2lmJZ78fzeqjY28NlF+dvrIamt2FZt2DoIytQFtTEmEUy+TdUIlspl9fjuu+FadBxdH0ShrkQ01zEaLYSVNU0lnUL/kW6EejG9IFPTxUTw1yIqjUPO280rR7TWhoUFuy3zb6fp1j4KYX8j9G0VnR9UpimrRJ0tchRdQ9TLq3D97Kk0t9C1/u3ey331QBQFBvdmA4M3N9BB5QC/RMtVTWGaS0KixYOvf5P01qwrFvQjbmDls4oioFlfxDdmEW5vJ6KszVoH+p7qGoKXZ+BaS0Onpqf9/WpKCa2fReGMTccuw3XOxWOrUU3ZmCai4cshqooEUzzJlxvwnnBw6tH06diWsvDehnDFHpSGzGt5Rj6wIwaRUlgWcuCGz710p7g9acoCqraRDz+MLZ9J+XyBqqVvXheJ+AF5y0t+DwYxpzLfIcDX0/TJ5NMfZ1S8SWcylZ8L4+q1mAY87Hs21HVOlz3KJ57etC8CHioapyamr+gbC2nXH4dzz2LqqYxrWVBls2wbXGDYsKJmj/FslZQLq/H87qCZXXWsvD1h0in9oNlEj4uKCaq1oSpDbwp8XHx/GKY8dXv3/1qv7EGqtaAeV7g0ccDvwhDLBtQ1SjR6McwzYWUy69RqezEc88Afrh8bjqWtXzAe1YUBdNaRir9d5SKL4Z1jCpoWgOmuQTLvhXfd6hUdvZlQgyl93il0o9QKr6IU9mO72XD74QWLPv9g3eV74TLpjxQTDRtfFj/4/x9VRh0LlQUIzgn6JMol17Bcd4MAkdqNPiusW7DMGZyfnthRTEwjflh0GPoY68qSUxrMcGSooHZcHbkDhQ1geNswXU78L1suO9T6MYsLOtWjFHMZhPXtp0HjvP0qzuJRy2S8Qi1NREMTaMnX+JUV46ubIGW+iQP3ruIcUOsfz/YcZZvPL4WH5+uniJne/L05Euk4hFW3TKXj3/wxgHdCABMQ+Njt82nUHRY/cYeVr+xh427DpNORIlHLZxKle5ckXzJ4eEHVjBxXBr1CrJ4nEqVtW+2s2nXEeqSMVoaksQjJiWnypETXRw52cWkpjR3LZlJ1Op/PaJw3y1zOH62hzWb9vLV765mWms9iajN8TPdHDrWiWXqfOKOmwfUqhgtN89qZcbEBt4+cJy//t6/Mr21AV0Pim8umjORj7z/Buww0yFiGbQ2pti4611qa2K09evGkYzZTByXZvehE6QTEeqTMXrPg811NSyeO4kjJ7v43rMbeav9GA3pGGe7C+w9fIrGdJzFcyax5/DJUXtfUcvgdz5wI2cyeV7fcZCvfnc142oTpBMRnKpLZ3eB7nyJ8Q1Jbp7ZOirLPhZMb+HeZbP5ycvb+YenNvDym+3Up2KcyeQ51ZVj1qTGIesmpBIRPnvfYnJFh027j/DO4VM019X0zZ+z3cF8XzirlaVz2zg/yUFRFCY31zK7rYk9757kdCZHbU2UJXMnDVvM8cYZ43nwvsX84PlNfO/ZN3ju9V00pOPomkp3rkRnT1DM+gsPrBgQnDidybNjfwc9+TL5ksO+I6dwPY9TnVmeXLud2mSMqGXQkI5z88zWvmVIdTVRHvrQEr715Gs8v2EPb+0/RltzLb4Hh46f5djpbma3NfGZexcPWeOiPhkjnYjyyBNraWuuJZWI0nEqw/6OM8QjFh+7bf6gpVvTW+v5d6uW8k/PbODHa7byi817aapNYOoaPYUynd15Kq7H7915829tcEIZqgjKGLgmNkKI65Hv+5SKz9Dd/WV0fQY1ya9hDloO5FOp7CHT9V+oVg+TSj9CJLJqrDZZiGH5fplc9u/JZh/Btj9Ebd13RjC2SLbnm+Ry3yYS+Tjp2m9exS0VQlyvfN9nyztHeX79bg52nOV0JkehHLRwjNlBkcUbZ4xn5c3TmT25acDN1DPrdvJ/fvY6+ZKDQlBwMB61aK5LMHdKM7fMnxzUNrhAHYZi2WHjriOs236APe+e5EwmT7lSxTJ06lMxpo6v4xN3LGR2W9MVZU44lSqvbT/Ii2/s4d3jnXRlC1SqHqau0VibYP60Fu5eMosF01uGDDB054qs2bSPV7a2c6DjLGWnQioRZe7kcdyzbBaLZk/EvEBRz6Mnu/jCoz9F0zQe+cL9TGu99Adpb7V38OTat9hx4BjduRKGrlKbiPLABxbw4RU39O1fp+Ly/ec38sMXNzO9tYH/9R8/0tchJVcs8+0nX+O59buYP7WFrz50F+P6FRk8k8nx9Gtvs3ZLOyfO9qAoCk21cZbObeMjt97Ahh2H+PEvtvHF31vJigUDH6A9+/ouvv3kOhZMH8+XH7yj74n7pejsKfDK1nZe236QAx1n6MmX0FWV2mSMqePrWbFgCisXTiNqX3mgtLcOygsbdvOLzft493gnqqowsSnNPe+bzbwpzXzj8bUYusbXPn9PX8HQ3rEnO7P866a9/Ortd3n3WCeFsoOhazSmE8xobeAD/2Y6y+a1DVnc0/N8Hl+9hcde2IRTqXLbzdP4q8/fc8FOE5Wqy7Z9Hby8eR9v7e/gdCZP1XVJRG0mNCS5aeYE7nvfHCY0nnuw9Oq2A/ztD9aQHab1Zq+p4+t55OH7By3faD96mhd/tYc3dh3mZGcwD8bV1bBsXht3L5nF1AkD5+2h45388TefwnU9vvzZO9hx4BivbjvAiTM9GIbOjNYGVi2fy603Th3yPFB1PfYeOcXqX+1h6773ONkZtBuNRyxa6muCz+XSWcyY2Dhg3Ctb9/PoE2uZ2JTmr847VteJSzqZSXBCiJDvl6hU2iFcEjAiio6hz0JRr0ZnlQvz/TLdma9QKPyIRM2fEo//EUN1JvG8TjKZ/0q59CrJ5NeIxn73176t1yPf9/G8s7jVQ5c1XlHT11U3Ed/38NwTuG7HZYxWULVGdH3iFby+BCeEEFef5/nkS2XyRYdypYrr+oCPpqnYpkEyZmOZ+qCb9p58ibPd+b42f0rYEcG2dBJRG3uIMcO9fqHk0FMohZ0vPFRVxTQ0YrZFPGqiKuoVF4Stuh7ZQilYflJx8XwfVVGwTZ2aWISobVxweytVl+5ciXypjOv5mLpGImqTiFoXDZw4VZdjp7tRgHH1NSPqTuJ5wU11T75IpeqhqGDqOsm4Tcw2+7bZ930yuSKd3QUsU6elPtm3Xb1LAbpzRSK2QWM60Zdi3zu2XKnS1VOk5ATZcLapk0pEsU2dbKFMV7ZAfTJGLDIwk6t3HtimQWM6PuLaFL2tSnPFMtWqh6IEaf+xiEkibNM6mipVl65sgXyxgqIErS7TiSgKcKIri0JQ90E/vyokvXMgyOhx3WCeWoZOPGISi1x4HvT/vNTEbRpSF7+h7m3z2ZMrUa5U8X3QdZWIaVATfi77yxXLnO7KDdt6s5dpaDTX1fTVNOn/eiWnSiYbzIPe9sLpeGTIc0BvcKJYrvC/v/gxWptSfXNIVRXiEYtUPHLBY9jbsrc7fI+e56FpGhFTJxEb+jzS+z5NQxv2WF3jLulsJss6hAi57gkyXQ9TrbaPeKyq1lFX/zMMdcbF/3i0+R4+4ZIMgjZVA34dBiBd9wzVygEUxRzUXlFcWLm0lkzmP1/GSAXbvofauu+O+jZdPQ6Fwk/IZr9xGWMNYvGHSCa/MupbJYQQo0lVlfAme2Sp8zUxe1TS7VVVIR61+tbUny/47va5yP3WsBTOBU7Siehlt140dI36VIx6Rr6k0NS1oGDlZVBVhWTcJhm/8L5WFGXY96eqSrDtqaG3XVEUbNOguX7omhkXOtZXOg90TaW2JtqX5TEU3/cv++lt75VgX5ezMNuBIbpXTmi48PLWYA7EuZwm5JeznxQluMGPRy6tWORI/na414tYxmUX4LzQHLrQa0Ztc0TZMVf6Pq8XEpwQIhQUufscnts14rGKEkEbdv37VaZYGMY8SsrzFAo/Q9enohuzgnXTvofnF3GrB8nnv0+1ehDbXok+ZIcDMRzDvIFE4s9GPlABXZ86+ht0VelhXZmRv19FUTEMKSYohBBXyqm6PPPqTp55/e0Rj61Pxvjj373tsgMD4tpw4myWR55Yy8mu7IjH3rVkFh//4I19tTmEuF5IcEKIkKomicU+PdabMWKKohKJ3E/F2UGx+DRdXX+IprWhqjX4fgXPOx22NdSwrBUkav4krOgvLoWiKBjG7GFaVv7mURQd01ocFhUUQggxFhQgFjFpvIQ0+POlElF0fXSXBYhfP01TqU1GuZwl+PGIdVXblApxtUhwQojfAKraQE3yL7DtlZTK63Crh/D8Ago6uj4d274b01qKad6EqjYN0x1BiGuBgqrVo+uz0fTxF//zAVRUrSEYqzVfla0TQohfB0PXWLlwOstumDzisaqiDLtcRFw/6pJRHn5gxUVrKQzFMnXMIYpUCnGtk4KYQvyG6F2fCl7400sJf1QI+zwLca0K5rEHuICKolx6DD0Y64bjRzZWCCGEEOJiOnsKPL1uJ5Wqy0dvm39JRT4FIN06hBBCCCGEEEIIMcYuKTghud1CCCGEEEIIIYQYUxKcEEIIIYQQQgghxJiS4IQQQgghhBBCCCHGlAQnhBBCCCGEEEIIMaaulVLm0j5ACCGEEEIIIYT4LSWZE0IIIYQQQgghhBhTEpwQQgghhBBCCCHEmJLghBBCCCGEEEIIIcaUBCeEEEIIIYQQQggxpiQ4IYQQQgghhBBCiDElwQkhhBBCCCGEEEKMKQlOCCGEEEIIIYQQYkxJcEIIIYQQQgghhBBjSoITQgghhBBCCCGEGFMSnBBCCCGEEEIIIcSYkuCEEEIIIYQQQgghxpQEJ4QQQgghhBBCCDGmJDghhBBCCCGEEEKIMSXBCSGEEEIIIYQQQowpCU4IIYQQQgghhBBiTElwQgghhBBCCCGEEGNKghNCCCGEEEIIIYQYUxKcEEIIIYQQQgghxJiS4IQQQgghhBBCCCHGlAQnhBBCCCGEEEIIMaYkOCGEEEIIIYQQQogxJcEJIYQQQgghhBBCjCkJTgghhBBCCCGEEGJM/X+zJD4M9f+LSQAAAABJRU5ErkJggg==\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Organisation type for New Zealand
University1437.837838
National laboratory1027.027027
Government616.216216
Other38.108108
Private company38.108108
Non-profit organization12.702703
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Organisation type for New Zealand \n", - "University 14 37.837838\n", - "National laboratory 10 27.027027\n", - "Government 6 16.216216\n", - "Other 3 8.108108\n", - "Private company 3 8.108108\n", - "Non-profit organization 1 2.702703" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df, current_emp, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
in which field for New Zealand
Computer Science1745.945946
Geography & Environmental Sciences1540.540541
Biological Sciences1027.027027
Physics and Astronomy924.324324
Mathematics718.918919
Civil Engineering513.513514
Mechanical Engineering410.810811
General Engineering410.810811
Electrical & Electronic Engineering410.810811
Geology38.108108
Materials Technology38.108108
Chemistry38.108108
Agriculture & Forestry38.108108
Education25.405405
Aeronautical & Manufacturing Engineering25.405405
Linguistics25.405405
Medicine25.405405
Psychology12.702703
Robotics12.702703
Social Work12.702703
Accounting & Finance12.702703
History12.702703
Communication & Media Studies12.702703
Chemical Engineering12.702703
Art & Design12.702703
Anthropology12.702703
Anatomy & Physiology12.702703
Youth Work12.702703
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "in which field for New Zealand \n", - "Computer Science 17 45.945946\n", - "Geography & Environmental Sciences 15 40.540541\n", - "Biological Sciences 10 27.027027\n", - "Physics and Astronomy 9 24.324324\n", - "Mathematics 7 18.918919\n", - "Civil Engineering 5 13.513514\n", - "Mechanical Engineering 4 10.810811\n", - "General Engineering 4 10.810811\n", - "Electrical & Electronic Engineering 4 10.810811\n", - "Geology 3 8.108108\n", - "Materials Technology 3 8.108108\n", - "Chemistry 3 8.108108\n", - "Agriculture & Forestry 3 8.108108\n", - "Education 2 5.405405\n", - "Aeronautical & Manufacturing Engineering 2 5.405405\n", - "Linguistics 2 5.405405\n", - "Medicine 2 5.405405\n", - "Psychology 1 2.702703\n", - "Robotics 1 2.702703\n", - "Social Work 1 2.702703\n", - "Accounting & Finance 1 2.702703\n", - "History 1 2.702703\n", - "Communication & Media Studies 1 2.702703\n", - "Chemical Engineering 1 2.702703\n", - "Art & Design 1 2.702703\n", - "Anthropology 1 2.702703\n", - "Anatomy & Physiology 1 2.702703\n", - "Youth Work 1 2.702703" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Which University" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Which university for New Zealand
University of Canterbury428.571429
University of Waikato428.571429
The University of Auckland321.428571
Other17.142857
University of Otago17.142857
Victoria University of Wellington17.142857
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Which university for New Zealand \n", - "University of Canterbury 4 28.571429\n", - "University of Waikato 4 28.571429\n", - "The University of Auckland 3 21.428571\n", - "Other 1 7.142857\n", - "University of Otago 1 7.142857\n", - "Victoria University of Wellington 1 7.142857" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Contract type for New Zealand
Full Time2772.972973
Part-time1027.027027
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Contract type for New Zealand \n", - "Full Time 27 72.972973\n", - "Part-time 10 27.027027" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Full time or part-time" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Nature of employment for New Zealand
Permanent -- funded by Institution core funding1335.135135
Permanent -- funded by project funds1027.027027
Fixed term -- funded by project funds924.324324
Freelancer, consultant, contractor38.108108
Research/Student Assistant12.702703
Prefer not to say12.702703
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Nature of employment for New Zealand \n", - "Permanent -- funded by Institution core funding 13 35.135135\n", - "Permanent -- funded by project funds 10 27.027027\n", - "Fixed term -- funded by project funds 9 24.324324\n", - "Freelancer, consultant, contractor 3 8.108108\n", - "Research/Student Assistant 1 2.702703\n", - "Prefer not to say 1 2.702703" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Results in 2018
Duration of contract in year for New Zealand (without 95 percentile)
count25.000000
mean11.872000
std13.361996
min0.000000
25%2.000000
50%10.000000
75%12.000000
max45.000000
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" - ], - "text/plain": [ - " Results in 2018\n", - "Duration of contract in year for New Zealand (w... \n", - "count 25.000000\n", - "mean 11.872000\n", - "std 13.361996\n", - "min 0.000000\n", - "25% 2.000000\n", - "50% 10.000000\n", - "75% 12.000000\n", - "max 45.000000" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, columns=duration_contract, country=country, category=category, remove_outliers=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Salary" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Salary for New Zealand
< NZD 45,000411.764706
≥ NZD 45,000 and < NZD 65,000514.705882
≥ NZD 65,000 and < NZD 85,000617.647059
≥ NZD 85,000 and < NZD 105,0001338.235294
≥ NZD 105,000 and < NZD 120,000411.764706
≥ NZD 120,00025.882353
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Salary for New Zealand \n", - "< NZD 45,000 4 11.764706\n", - "≥ NZD 45,000 and < NZD 65,000 5 14.705882\n", - "≥ NZD 65,000 and < NZD 85,000 6 17.647059\n", - "≥ NZD 85,000 and < NZD 105,000 13 38.235294\n", - "≥ NZD 105,000 and < NZD 120,000 4 11.764706\n", - "≥ NZD 120,000 2 5.882353" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Salary'\n", - "order_question = ['< NZD 45,000', \n", - " '≥ NZD 45,000 and < NZD 65,000',\n", - " '≥ NZD 65,000 and < NZD 85,000',\n", - " '≥ NZD 85,000 and < NZD 105,000',\n", - " '≥ NZD 105,000 and < NZD 120,000', \n", - " '≥ NZD 120,000']\n", - "\n", - "# Check if there is no new answer between development and the list of answers manually created\n", - "try:\n", - " df_salary = get_sampled_df(df, salary)\n", - " assert(len(order_question) == len(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) -1)\n", - "except AssertionError:\n", - " print(set(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) - set(order_question))\n", - " raise\n", - "result = count_diff(df, salary, category=category, country=country, order_index=order_question)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Funding" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Type of funding for New Zealand
Institutional support20.054.054054
Grants12.032.432432
Consulting & services7.018.918919
I volunteer my time7.018.918919
Industry support3.08.108108
Crowdfunding (one-time)1.02.702703
Foundations & consortiums1.02.702703
Trademark licensing & franchising1.02.702703
Crowdfunding (recurring)0.00.000000
Books & merchandise0.00.000000
Advertising & sponsorships0.00.000000
Donation button0.00.000000
SaaS0.00.000000
Membership0.00.000000
Dual license0.00.000000
Open core0.00.000000
Venture capital0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Type of funding for New Zealand \n", - "Institutional support 20.0 54.054054\n", - "Grants 12.0 32.432432\n", - "Consulting & services 7.0 18.918919\n", - "I volunteer my time 7.0 18.918919\n", - "Industry support 3.0 8.108108\n", - "Crowdfunding (one-time) 1.0 2.702703\n", - "Foundations & consortiums 1.0 2.702703\n", - "Trademark licensing & franchising 1.0 2.702703\n", - "Crowdfunding (recurring) 0.0 0.000000\n", - "Books & merchandise 0.0 0.000000\n", - "Advertising & sponsorships 0.0 0.000000\n", - "Donation button 0.0 0.000000\n", - "SaaS 0.0 0.000000\n", - "Membership 0.0 0.000000\n", - "Dual license 0.0 0.000000\n", - "Open core 0.0 0.000000\n", - "Venture capital 0.0 0.000000" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Funding\n", - "category = 'Type of funding'\n", - "result = count_diff(df, fund, category=category, country=country, multi_choice=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Organisation type for South Africa
University1773.913043
National laboratory313.043478
Private company28.695652
Government14.347826
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Organisation type for South Africa \n", - "University 17 73.913043\n", - "National laboratory 3 13.043478\n", - "Private company 2 8.695652\n", - "Government 1 4.347826" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df,current_emp, category=category, country=country, disable_past_year=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
in which field for South Africa
Computer Science1252.17391326.31578925.858124
Biological Sciences1043.478261NaNNaN
Education417.39130410.5263166.864989
Physics and Astronomy417.39130463.157895-45.766590
Electrical & Electronic Engineering28.6956525.2631583.432494
Mathematics28.69565221.052632-12.356979
Communication & Media Studies14.3478265.263158-0.915332
Economics14.347826NaNNaN
Librarianship & Information Management14.347826NaNNaN
Linguistics14.3478265.263158-0.915332
Psychology14.347826NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "in which field for South Africa \n", - "Computer Science 12 52.173913 26.315789 \n", - "Biological Sciences 10 43.478261 NaN \n", - "Education 4 17.391304 10.526316 \n", - "Physics and Astronomy 4 17.391304 63.157895 \n", - "Electrical & Electronic Engineering 2 8.695652 5.263158 \n", - "Mathematics 2 8.695652 21.052632 \n", - "Communication & Media Studies 1 4.347826 5.263158 \n", - "Economics 1 4.347826 NaN \n", - "Librarianship & Information Management 1 4.347826 NaN \n", - "Linguistics 1 4.347826 5.263158 \n", - "Psychology 1 4.347826 NaN \n", - "\n", - " Difference with previous year \n", - "in which field for South Africa \n", - "Computer Science 25.858124 \n", - "Biological Sciences NaN \n", - "Education 6.864989 \n", - "Physics and Astronomy -45.766590 \n", - "Electrical & Electronic Engineering 3.432494 \n", - "Mathematics -12.356979 \n", - "Communication & Media Studies -0.915332 \n", - "Economics NaN \n", - "Librarianship & Information Management NaN \n", - "Linguistics -0.915332 \n", - "Psychology NaN " - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Which university for South Africa
University of the Witwatersrand635.29411812.522.794118
University of Cape Town211.76470612.5-0.735294
North-West University211.76470637.5-25.735294
Other211.764706NaNNaN
University of the Western Cape211.76470612.5-0.735294
University of Stellenbosch15.882353NaNNaN
University of the Free State15.882353NaNNaN
University of Pretoria15.88235312.5-6.617647
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Which university for South Africa \n", - "University of the Witwatersrand 6 35.294118 12.5 \n", - "University of Cape Town 2 11.764706 12.5 \n", - "North-West University 2 11.764706 37.5 \n", - "Other 2 11.764706 NaN \n", - "University of the Western Cape 2 11.764706 12.5 \n", - "University of Stellenbosch 1 5.882353 NaN \n", - "University of the Free State 1 5.882353 NaN \n", - "University of Pretoria 1 5.882353 12.5 \n", - "\n", - " Difference with previous year \n", - "Which university for South Africa \n", - "University of the Witwatersrand 22.794118 \n", - "University of Cape Town -0.735294 \n", - "North-West University -25.735294 \n", - "Other NaN \n", - "University of the Western Cape -0.735294 \n", - "University of Stellenbosch NaN \n", - "University of the Free State NaN \n", - "University of Pretoria -6.617647 " - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Contract type for South Africa
Full Time2295.65217489.4736846.17849
Prefer not to say14.347826NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Contract type for South Africa \n", - "Full Time 22 95.652174 89.473684 \n", - "Prefer not to say 1 4.347826 NaN \n", - "\n", - " Difference with previous year \n", - "Contract type for South Africa \n", - "Full Time 6.17849 \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Permanent -- funded by Institution core funding1356.521739
Research/Student Assistant313.043478
Fixed term -- funded by Institution core funding28.695652
Permanent -- funded by project funds28.695652
Prefer not to say14.347826
Freelancer, consultant, contractor14.347826
Fixed term -- funded by project funds14.347826
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Nature of employment for South Africa \n", - "Permanent -- funded by Institution core funding 13 56.521739\n", - "Research/Student Assistant 3 13.043478\n", - "Fixed term -- funded by Institution core funding 2 8.695652\n", - "Permanent -- funded by project funds 2 8.695652\n", - "Prefer not to say 1 4.347826\n", - "Freelancer, consultant, contractor 1 4.347826\n", - "Fixed term -- funded by project funds 1 4.347826" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Length of the current position" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Results in 2018Results in 2017
Duration of contract in year for South Africa (without 95 percentile)
count19.00000018.000000
mean5.9473684.277778
std3.7634753.379098
min0.0000000.000000
25%2.5000001.000000
50%5.0000004.500000
75%10.0000005.000000
max12.00000012.000000
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Duration of contract in year for South Africa (... \n", - "count 19.000000 \n", - "mean 5.947368 \n", - "std 3.763475 \n", - "min 0.000000 \n", - "25% 2.500000 \n", - "50% 5.000000 \n", - "75% 10.000000 \n", - "max 12.000000 \n", - "\n", - " Results in 2017 \n", - "Duration of contract in year for South Africa (... \n", - "count 18.000000 \n", - "mean 4.277778 \n", - "std 3.379098 \n", - "min 0.000000 \n", - "25% 1.000000 \n", - "50% 4.500000 \n", - "75% 5.000000 \n", - "max 12.000000 " - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, columns=duration_contract, country=country, category=category, remove_outliers=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Salary" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Salary for South Africa
Less than R 189 8801.05.2631589.090909-3.827751
Between R 189 881 and R 296 5402.010.526316NaNNaN
Between R 296 541 and R 410 4601.05.26315818.181818-12.918660
Between R 410 461 and R 555 6005.026.315789NaNNaN
Between R 555 601 and R 708 3104.021.0526329.09090911.961722
Between R 708 311 and R 1 500 0003.015.78947454.545455-38.755981
More than R 1 500 000NaNNaNNaNNaN
Prefer not to say3.015.789474NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Salary for South Africa \n", - "Less than R 189 880 1.0 5.263158 9.090909 \n", - "Between R 189 881 and R 296 540 2.0 10.526316 NaN \n", - "Between R 296 541 and R 410 460 1.0 5.263158 18.181818 \n", - "Between R 410 461 and R 555 600 5.0 26.315789 NaN \n", - "Between R 555 601 and R 708 310 4.0 21.052632 9.090909 \n", - "Between R 708 311 and R 1 500 000 3.0 15.789474 54.545455 \n", - "More than R 1 500 000 NaN NaN NaN \n", - "Prefer not to say 3.0 15.789474 NaN \n", - "\n", - " Difference with previous year \n", - "Salary for South Africa \n", - "Less than R 189 880 -3.827751 \n", - "Between R 189 881 and R 296 540 NaN \n", - "Between R 296 541 and R 410 460 -12.918660 \n", - "Between R 410 461 and R 555 600 NaN \n", - "Between R 555 601 and R 708 310 11.961722 \n", - "Between R 708 311 and R 1 500 000 -38.755981 \n", - "More than R 1 500 000 NaN \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Salary'\n", - "\n", - "order_question = ['Less than R 189 880',\n", - " 'Between R 189 881 and R 296 540',\n", - " 'Between R 296 541 and R 410 460',\n", - " 'Between R 410 461 and R 555 600',\n", - " 'Between R 555 601 and R 708 310',\n", - " 'Between R 708 311 and R 1 500 000',\n", - " 'More than R 1 500 000', \n", - " 'Prefer not to say']\n", - "# Check if there is no new answer between development and the list of answers manually created\n", - "try:\n", - " assert(len(order_question) == len(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) -1)\n", - "except AssertionError:\n", - " print(set(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) - set(order_question))\n", - " raise\n", - "result = count_diff(df, salary, category=category, country=country, order_index=order_question)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Type of funding for South Africa
I volunteer my time11.047.8260870.00000047.826087
Institutional support10.043.478261NaNNaN
Grants7.030.43478310.52631619.908467
Consulting & services3.013.0434785.2631587.780320
Membership1.04.3478260.0000004.347826
Crowdfunding (one-time)0.00.0000000.0000000.000000
Crowdfunding (recurring)0.00.0000000.0000000.000000
Books & merchandise0.00.0000000.0000000.000000
Advertising & sponsorships0.00.0000000.0000000.000000
Industry support0.00.0000005.263158-5.263158
Donation button0.00.0000000.0000000.000000
SaaS0.00.0000000.0000000.000000
Dual license0.00.0000000.0000000.000000
Open core0.00.0000000.0000000.000000
Foundations & consortiums0.00.0000000.0000000.000000
Venture capital0.00.0000000.0000000.000000
Trademark licensing & franchising0.00.0000000.0000000.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Type of funding for South Africa \n", - "I volunteer my time 11.0 47.826087 0.000000 \n", - "Institutional support 10.0 43.478261 NaN \n", - "Grants 7.0 30.434783 10.526316 \n", - "Consulting & services 3.0 13.043478 5.263158 \n", - "Membership 1.0 4.347826 0.000000 \n", - "Crowdfunding (one-time) 0.0 0.000000 0.000000 \n", - "Crowdfunding (recurring) 0.0 0.000000 0.000000 \n", - "Books & merchandise 0.0 0.000000 0.000000 \n", - "Advertising & sponsorships 0.0 0.000000 0.000000 \n", - "Industry support 0.0 0.000000 5.263158 \n", - "Donation button 0.0 0.000000 0.000000 \n", - "SaaS 0.0 0.000000 0.000000 \n", - "Dual license 0.0 0.000000 0.000000 \n", - "Open core 0.0 0.000000 0.000000 \n", - "Foundations & consortiums 0.0 0.000000 0.000000 \n", - "Venture capital 0.0 0.000000 0.000000 \n", - "Trademark licensing & franchising 0.0 0.000000 0.000000 \n", - "\n", - " Difference with previous year \n", - "Type of funding for South Africa \n", - "I volunteer my time 47.826087 \n", - "Institutional support NaN \n", - "Grants 19.908467 \n", - "Consulting & services 7.780320 \n", - "Membership 4.347826 \n", - "Crowdfunding (one-time) 0.000000 \n", - "Crowdfunding (recurring) 0.000000 \n", - "Books & merchandise 0.000000 \n", - "Advertising & sponsorships 0.000000 \n", - "Industry support -5.263158 \n", - "Donation button 0.000000 \n", - "SaaS 0.000000 \n", - "Dual license 0.000000 \n", - "Open core 0.000000 \n", - "Foundations & consortiums 0.000000 \n", - "Venture capital 0.000000 \n", - "Trademark licensing & franchising 0.000000 " - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Funding\n", - "category = 'Type of funding'\n", - "result = count_diff(df, fund, category=category, country=country, multi_choice=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "RSEs mainly work within universities: in total 73% work within a university. The other significant workplace for RSEs are the national laboratories where 10% of RSEs work. This is the same tendency as 2017.\n", - "\n", - "About which university they are working for, the top 5 are University of Leeds (11%), University of Edinburgh (10%), University of Oxford (9%), University College London (UCL) (7%) and University of Manchester (7%). This is almost the same repartition of last year. Only University of Sheffield lost its position in favor of University of Leeds.\n", - "\n", - "The vast majority works full-time (95%) and have either a Fixed term -- funded by project funds (36%) or a Permanent job (27%). Another 20% have a Permanent contract but funded by project, which can be interpreted as a fixed term.\n", - "When they are asked how their RSE work is funded, 55% are supported by Grants and 34% by Institutional support, which is in line with the type of contract they have. However, up to 17% volunteer their time for their RSE works. \n", - "\n", - "\n", - "Half of RSEs are paid in the range of £32,277-£43,325, and around a quarter are paid in the range of £43,325-£58,172. This is significantly different to academic staff, where around a third of academics are paid in range of £32,277-£43,325 and a third in the range of £43,325-£58,172 (see [HESA](https://www.hesa.ac.uk/data-and-analysis/publications/staff-2015-16/introduction)). This is exaclty the same tendency as in 2017." - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Organisation type for United Kingdom
University17373.30508565.4471547.857930
National laboratory2510.59322016.260163-5.666942
Private company135.5084753.2520332.256442
Government125.0847466.910569-1.825823
Non-profit organization72.966102NaNNaN
Other41.6949155.284553-3.589638
NGO20.8474582.845528-1.998071
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Organisation type for United Kingdom \n", - "University 173 73.305085 65.447154 \n", - "National laboratory 25 10.593220 16.260163 \n", - "Private company 13 5.508475 3.252033 \n", - "Government 12 5.084746 6.910569 \n", - "Non-profit organization 7 2.966102 NaN \n", - "Other 4 1.694915 5.284553 \n", - "NGO 2 0.847458 2.845528 \n", - "\n", - " Difference with previous year \n", - "Organisation type for United Kingdom \n", - "University 7.857930 \n", - "National laboratory -5.666942 \n", - "Private company 2.256442 \n", - "Government -1.825823 \n", - "Non-profit organization NaN \n", - "Other -3.589638 \n", - "NGO -1.998071 " - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df, current_emp, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n"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CountPercentagePercentage in 2017Difference with previous year
in which field for United Kingdom
Physics and Astronomy9038.13559332.5203255.615268
Computer Science8837.28813643.089431-5.801295
Biological Sciences6728.38983134.959350-6.569519
Geography & Environmental Sciences4318.22033913.8211384.399201
Medicine3916.52542415.0406501.484773
Chemistry3715.67796615.853659-0.175692
Mathematics3012.71186416.666667-3.954802
Mechanical Engineering208.4745769.756098-1.281521
General Engineering177.2033908.130081-0.926691
Education177.2033904.8780492.325341
Materials Technology177.2033906.5040650.699325
Aeronautical & Manufacturing Engineering166.7796614.4715452.308116
Chemical Engineering145.9322034.8780491.054155
Civil Engineering135.5084754.8780490.630426
Electrical & Electronic Engineering125.08474610.162602-5.077856
Geology125.0847464.4715450.613201
Agriculture & Forestry125.0847462.4390242.645721
Economics114.6610173.2520331.408984
Robotics114.6610173.6585371.002480
Sociology114.6610172.4390242.221993
History104.2372883.2520330.985256
Linguistics93.8135594.065041-0.251481
Pharmacology & Pharmacy83.3898312.4390240.950806
Classics & Ancient History83.3898312.8455280.544302
Psychology83.3898314.065041-0.675210
Librarianship & Information Management83.3898313.2520330.137798
Social Policy72.9661022.8455280.120573
Art & Design62.5423731.6260160.916357
English62.5423730.8130081.729365
History of Art, Architecture & Design52.1186441.2195120.899132
Accounting & Finance52.118644NaNNaN
Communication & Media Studies52.1186441.2195120.899132
Anatomy & Physiology52.1186444.471545-2.352901
Dentistry41.6949150.4065041.288411
French41.6949150.4065041.288411
Music41.6949150.4065041.288411
Town & Country Planning and Landscape Design41.6949151.6260160.068899
Criminology41.6949150.4065041.288411
Business & Management Studies31.2711862.439024-1.167838
Nursing31.2711861.2195120.051674
Complementary Medicine31.2711860.4065040.864682
Ophthalmics31.2711861.626016-0.354830
Sports Science31.2711860.4065040.864682
Theology & Religious Studies31.2711861.626016-0.354830
Land & Property Management31.2711860.8130080.458178
Iberian Languages/Hispanic Studies31.2711860.4065040.864682
Food Science31.2711861.626016-0.354830
Architecture31.2711863.252033-1.980846
Social Work20.8474580.4065040.440954
Anthropology20.8474582.032520-1.185063
Veterinary Medicine20.8474580.4065040.440954
German20.8474580.4065040.440954
Philosophy20.8474580.8130080.034449
Middle Eastern and African Studies20.8474582.032520-1.185063
Marketing20.8474580.4065040.440954
East & South Asian Studies20.8474580.4065040.440954
Law20.8474580.8130080.034449
Youth Work20.8474580.4065040.440954
Physiotherapy10.4237290.4065040.017225
Politics10.4237290.813008-0.389279
Russian & East European Languages10.423729NaNNaN
Counselling10.4237290.4065040.017225
American Studies10.4237290.4065040.017225
Fashion10.4237290.4065040.017225
Hospitality, Leisure, Recreation & Tourism10.4237290.4065040.017225
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "in which field for United Kingdom \n", - "Physics and Astronomy 90 38.135593 \n", - "Computer Science 88 37.288136 \n", - "Biological Sciences 67 28.389831 \n", - "Geography & Environmental Sciences 43 18.220339 \n", - "Medicine 39 16.525424 \n", - "Chemistry 37 15.677966 \n", - "Mathematics 30 12.711864 \n", - "Mechanical Engineering 20 8.474576 \n", - "General Engineering 17 7.203390 \n", - "Education 17 7.203390 \n", - "Materials Technology 17 7.203390 \n", - "Aeronautical & Manufacturing Engineering 16 6.779661 \n", - "Chemical Engineering 14 5.932203 \n", - "Civil Engineering 13 5.508475 \n", - "Electrical & Electronic Engineering 12 5.084746 \n", - "Geology 12 5.084746 \n", - "Agriculture & Forestry 12 5.084746 \n", - "Economics 11 4.661017 \n", - "Robotics 11 4.661017 \n", - "Sociology 11 4.661017 \n", - "History 10 4.237288 \n", - "Linguistics 9 3.813559 \n", - "Pharmacology & Pharmacy 8 3.389831 \n", - "Classics & Ancient History 8 3.389831 \n", - "Psychology 8 3.389831 \n", - "Librarianship & Information Management 8 3.389831 \n", - "Social Policy 7 2.966102 \n", - "Art & Design 6 2.542373 \n", - "English 6 2.542373 \n", - "History of Art, Architecture & Design 5 2.118644 \n", - "Accounting & Finance 5 2.118644 \n", - "Communication & Media Studies 5 2.118644 \n", - "Anatomy & Physiology 5 2.118644 \n", - "Dentistry 4 1.694915 \n", - "French 4 1.694915 \n", - "Music 4 1.694915 \n", - "Town & Country Planning and Landscape Design 4 1.694915 \n", - "Criminology 4 1.694915 \n", - "Business & Management Studies 3 1.271186 \n", - "Nursing 3 1.271186 \n", - "Complementary Medicine 3 1.271186 \n", - "Ophthalmics 3 1.271186 \n", - "Sports Science 3 1.271186 \n", - "Theology & Religious Studies 3 1.271186 \n", - "Land & Property Management 3 1.271186 \n", - "Iberian Languages/Hispanic Studies 3 1.271186 \n", - "Food Science 3 1.271186 \n", - "Architecture 3 1.271186 \n", - "Social Work 2 0.847458 \n", - "Anthropology 2 0.847458 \n", - "Veterinary Medicine 2 0.847458 \n", - "German 2 0.847458 \n", - "Philosophy 2 0.847458 \n", - "Middle Eastern and African Studies 2 0.847458 \n", - "Marketing 2 0.847458 \n", - "East & South Asian Studies 2 0.847458 \n", - "Law 2 0.847458 \n", - "Youth Work 2 0.847458 \n", - "Physiotherapy 1 0.423729 \n", - "Politics 1 0.423729 \n", - "Russian & East European Languages 1 0.423729 \n", - "Counselling 1 0.423729 \n", - "American Studies 1 0.423729 \n", - "Fashion 1 0.423729 \n", - "Hospitality, Leisure, Recreation & Tourism 1 0.423729 \n", - "\n", - " Percentage in 2017 \\\n", - "in which field for United Kingdom \n", - "Physics and Astronomy 32.520325 \n", - "Computer Science 43.089431 \n", - "Biological Sciences 34.959350 \n", - "Geography & Environmental Sciences 13.821138 \n", - "Medicine 15.040650 \n", - "Chemistry 15.853659 \n", - "Mathematics 16.666667 \n", - "Mechanical Engineering 9.756098 \n", - "General Engineering 8.130081 \n", - "Education 4.878049 \n", - "Materials Technology 6.504065 \n", - "Aeronautical & Manufacturing Engineering 4.471545 \n", - "Chemical Engineering 4.878049 \n", - "Civil Engineering 4.878049 \n", - "Electrical & Electronic Engineering 10.162602 \n", - "Geology 4.471545 \n", - "Agriculture & Forestry 2.439024 \n", - "Economics 3.252033 \n", - "Robotics 3.658537 \n", - "Sociology 2.439024 \n", - "History 3.252033 \n", - "Linguistics 4.065041 \n", - "Pharmacology & Pharmacy 2.439024 \n", - "Classics & Ancient History 2.845528 \n", - "Psychology 4.065041 \n", - "Librarianship & Information Management 3.252033 \n", - "Social Policy 2.845528 \n", - "Art & Design 1.626016 \n", - "English 0.813008 \n", - "History of Art, Architecture & Design 1.219512 \n", - "Accounting & Finance NaN \n", - "Communication & Media Studies 1.219512 \n", - "Anatomy & Physiology 4.471545 \n", - "Dentistry 0.406504 \n", - "French 0.406504 \n", - "Music 0.406504 \n", - "Town & Country Planning and Landscape Design 1.626016 \n", - "Criminology 0.406504 \n", - "Business & Management Studies 2.439024 \n", - "Nursing 1.219512 \n", - "Complementary Medicine 0.406504 \n", - "Ophthalmics 1.626016 \n", - "Sports Science 0.406504 \n", - "Theology & Religious Studies 1.626016 \n", - "Land & Property Management 0.813008 \n", - "Iberian Languages/Hispanic Studies 0.406504 \n", - "Food Science 1.626016 \n", - "Architecture 3.252033 \n", - "Social Work 0.406504 \n", - "Anthropology 2.032520 \n", - "Veterinary Medicine 0.406504 \n", - "German 0.406504 \n", - "Philosophy 0.813008 \n", - "Middle Eastern and African Studies 2.032520 \n", - "Marketing 0.406504 \n", - "East & South Asian Studies 0.406504 \n", - "Law 0.813008 \n", - "Youth Work 0.406504 \n", - "Physiotherapy 0.406504 \n", - "Politics 0.813008 \n", - "Russian & East European Languages NaN \n", - "Counselling 0.406504 \n", - "American Studies 0.406504 \n", - "Fashion 0.406504 \n", - "Hospitality, Leisure, Recreation & Tourism 0.406504 \n", - "\n", - " Difference with previous year \n", - "in which field for United Kingdom \n", - "Physics and Astronomy 5.615268 \n", - "Computer Science -5.801295 \n", - "Biological Sciences -6.569519 \n", - "Geography & Environmental Sciences 4.399201 \n", - "Medicine 1.484773 \n", - "Chemistry -0.175692 \n", - "Mathematics -3.954802 \n", - "Mechanical Engineering -1.281521 \n", - "General Engineering -0.926691 \n", - "Education 2.325341 \n", - "Materials Technology 0.699325 \n", - "Aeronautical & Manufacturing Engineering 2.308116 \n", - "Chemical Engineering 1.054155 \n", - "Civil Engineering 0.630426 \n", - "Electrical & Electronic Engineering -5.077856 \n", - "Geology 0.613201 \n", - "Agriculture & Forestry 2.645721 \n", - "Economics 1.408984 \n", - "Robotics 1.002480 \n", - "Sociology 2.221993 \n", - "History 0.985256 \n", - "Linguistics -0.251481 \n", - "Pharmacology & Pharmacy 0.950806 \n", - "Classics & Ancient History 0.544302 \n", - "Psychology -0.675210 \n", - "Librarianship & Information Management 0.137798 \n", - "Social Policy 0.120573 \n", - "Art & Design 0.916357 \n", - "English 1.729365 \n", - "History of Art, Architecture & Design 0.899132 \n", - "Accounting & Finance NaN \n", - "Communication & Media Studies 0.899132 \n", - "Anatomy & Physiology -2.352901 \n", - "Dentistry 1.288411 \n", - "French 1.288411 \n", - "Music 1.288411 \n", - "Town & Country Planning and Landscape Design 0.068899 \n", - "Criminology 1.288411 \n", - "Business & Management Studies -1.167838 \n", - "Nursing 0.051674 \n", - "Complementary Medicine 0.864682 \n", - "Ophthalmics -0.354830 \n", - "Sports Science 0.864682 \n", - "Theology & Religious Studies -0.354830 \n", - "Land & Property Management 0.458178 \n", - "Iberian Languages/Hispanic Studies 0.864682 \n", - "Food Science -0.354830 \n", - "Architecture -1.980846 \n", - "Social Work 0.440954 \n", - "Anthropology -1.185063 \n", - "Veterinary Medicine 0.440954 \n", - "German 0.440954 \n", - "Philosophy 0.034449 \n", - "Middle Eastern and African Studies -1.185063 \n", - "Marketing 0.440954 \n", - "East & South Asian Studies 0.440954 \n", - "Law 0.034449 \n", - "Youth Work 0.440954 \n", - "Physiotherapy 0.017225 \n", - "Politics -0.389279 \n", - "Russian & East European Languages NaN \n", - "Counselling 0.017225 \n", - "American Studies 0.017225 \n", - "Fashion 0.017225 \n", - "Hospitality, Leisure, Recreation & Tourism 0.017225 " - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Which university for United Kingdom
University of Leeds1910.9826594.4025166.580143
University of Edinburgh179.82659013.836478-4.009888
University of Oxford169.2485556.9182392.330316
University College London (UCL)126.9364166.9182390.018177
University of Manchester126.9364166.2893080.647108
Imperial College London105.7803473.7735852.006762
University of Bristol84.6242774.4025160.221762
University of Southampton74.0462433.7735850.272658
University of Birmingham74.0462433.1446540.901589
King's College London63.4682081.2578622.210346
University of Sheffield63.4682088.805031-5.336823
University of Cambridge52.8901735.660377-2.770204
Cardiff University52.890173NaNNaN
University of Leicester52.8901730.6289312.261243
Newcastle University42.3121391.8867920.425346
Lancaster University42.312139NaNNaN
Durham University, Durham and Stockton-on-Tees (Queen's Campus)31.7341041.2578620.476242
Swansea University31.7341040.6289311.105173
University of Strathclyde21.156069NaNNaN
University of Bath21.1560691.886792-0.730723
University of York21.1560691.257862-0.101792
Other21.1560691.257862-0.101792
University of St Andrews21.1560696.289308-5.133239
University of Warwick, Coventry21.1560692.515723-1.359654
Royal Holloway, University of London, Egham21.156069NaNNaN
The Open University, Milton Keynes10.578035NaNNaN
University of Glasgow10.5780351.257862-0.679827
University of Nottingham10.5780350.628931-0.050896
Aston University, Birmingham10.578035NaNNaN
Brunel University, Uxbridge and London10.578035NaNNaN
University of Dundee10.5780351.886792-1.308758
University of Hull, Hull and Scarborough10.578035NaNNaN
Northumbria University, Newcastle upon Tyne10.578035NaNNaN
Royal Veterinary College10.5780350.628931-0.050896
Queen Mary, University of London10.5780350.628931-0.050896
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Which university for United Kingdom \n", - "University of Leeds 19 10.982659 \n", - "University of Edinburgh 17 9.826590 \n", - "University of Oxford 16 9.248555 \n", - "University College London (UCL) 12 6.936416 \n", - "University of Manchester 12 6.936416 \n", - "Imperial College London 10 5.780347 \n", - "University of Bristol 8 4.624277 \n", - "University of Southampton 7 4.046243 \n", - "University of Birmingham 7 4.046243 \n", - "King's College London 6 3.468208 \n", - "University of Sheffield 6 3.468208 \n", - "University of Cambridge 5 2.890173 \n", - "Cardiff University 5 2.890173 \n", - "University of Leicester 5 2.890173 \n", - "Newcastle University 4 2.312139 \n", - "Lancaster University 4 2.312139 \n", - "Durham University, Durham and Stockton-on-Tees ... 3 1.734104 \n", - "Swansea University 3 1.734104 \n", - "University of Strathclyde 2 1.156069 \n", - "University of Bath 2 1.156069 \n", - "University of York 2 1.156069 \n", - "Other 2 1.156069 \n", - "University of St Andrews 2 1.156069 \n", - "University of Warwick, Coventry 2 1.156069 \n", - "Royal Holloway, University of London, Egham 2 1.156069 \n", - "The Open University, Milton Keynes 1 0.578035 \n", - "University of Glasgow 1 0.578035 \n", - "University of Nottingham 1 0.578035 \n", - "Aston University, Birmingham 1 0.578035 \n", - "Brunel University, Uxbridge and London 1 0.578035 \n", - "University of Dundee 1 0.578035 \n", - "University of Hull, Hull and Scarborough 1 0.578035 \n", - "Northumbria University, Newcastle upon Tyne 1 0.578035 \n", - "Royal Veterinary College 1 0.578035 \n", - "Queen Mary, University of London 1 0.578035 \n", - "\n", - " Percentage in 2017 \\\n", - "Which university for United Kingdom \n", - "University of Leeds 4.402516 \n", - "University of Edinburgh 13.836478 \n", - "University of Oxford 6.918239 \n", - "University College London (UCL) 6.918239 \n", - "University of Manchester 6.289308 \n", - "Imperial College London 3.773585 \n", - "University of Bristol 4.402516 \n", - "University of Southampton 3.773585 \n", - "University of Birmingham 3.144654 \n", - "King's College London 1.257862 \n", - "University of Sheffield 8.805031 \n", - "University of Cambridge 5.660377 \n", - "Cardiff University NaN \n", - "University of Leicester 0.628931 \n", - "Newcastle University 1.886792 \n", - "Lancaster University NaN \n", - "Durham University, Durham and Stockton-on-Tees ... 1.257862 \n", - "Swansea University 0.628931 \n", - "University of Strathclyde NaN \n", - "University of Bath 1.886792 \n", - "University of York 1.257862 \n", - "Other 1.257862 \n", - "University of St Andrews 6.289308 \n", - "University of Warwick, Coventry 2.515723 \n", - "Royal Holloway, University of London, Egham NaN \n", - "The Open University, Milton Keynes NaN \n", - "University of Glasgow 1.257862 \n", - "University of Nottingham 0.628931 \n", - "Aston University, Birmingham NaN \n", - "Brunel University, Uxbridge and London NaN \n", - "University of Dundee 1.886792 \n", - "University of Hull, Hull and Scarborough NaN \n", - "Northumbria University, Newcastle upon Tyne NaN \n", - "Royal Veterinary College 0.628931 \n", - "Queen Mary, University of London 0.628931 \n", - "\n", - " Difference with previous year \n", - "Which university for United Kingdom \n", - "University of Leeds 6.580143 \n", - "University of Edinburgh -4.009888 \n", - "University of Oxford 2.330316 \n", - "University College London (UCL) 0.018177 \n", - "University of Manchester 0.647108 \n", - "Imperial College London 2.006762 \n", - "University of Bristol 0.221762 \n", - "University of Southampton 0.272658 \n", - "University of Birmingham 0.901589 \n", - "King's College London 2.210346 \n", - "University of Sheffield -5.336823 \n", - "University of Cambridge -2.770204 \n", - "Cardiff University NaN \n", - "University of Leicester 2.261243 \n", - "Newcastle University 0.425346 \n", - "Lancaster University NaN \n", - "Durham University, Durham and Stockton-on-Tees ... 0.476242 \n", - "Swansea University 1.105173 \n", - "University of Strathclyde NaN \n", - "University of Bath -0.730723 \n", - "University of York -0.101792 \n", - "Other -0.101792 \n", - "University of St Andrews -5.133239 \n", - "University of Warwick, Coventry -1.359654 \n", - "Royal Holloway, University of London, Egham NaN \n", - "The Open University, Milton Keynes NaN \n", - "University of Glasgow -0.679827 \n", - "University of Nottingham -0.050896 \n", - "Aston University, Birmingham NaN \n", - "Brunel University, Uxbridge and London NaN \n", - "University of Dundee -1.308758 \n", - "University of Hull, Hull and Scarborough NaN \n", - "Northumbria University, Newcastle upon Tyne NaN \n", - "Royal Veterinary College -0.050896 \n", - "Queen Mary, University of London -0.050896 " - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Full time or part-time" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Contract type for United Kingdom
Full Time22595.33898395.528455-0.189472
Part-time104.2372884.471545-0.234257
Prefer not to say10.423729NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Contract type for United Kingdom \n", - "Full Time 225 95.338983 95.528455 \n", - "Part-time 10 4.237288 4.471545 \n", - "Prefer not to say 1 0.423729 NaN \n", - "\n", - " Difference with previous year \n", - "Contract type for United Kingdom \n", - "Full Time -0.189472 \n", - "Part-time -0.234257 \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "#df[(df.Year == 2017) & (df.Country == 'United Kingdom')][nature_contract]" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [], - "source": [ - "#df[(df.Year == 2018) & (df.Country == 'United Kingdom')][nature_contract]" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Nature of employment for United Kingdom
Fixed term -- funded by project funds8736.864407
Permanent -- funded by Institution core funding6326.694915
Permanent -- funded by project funds4820.338983
Fixed term -- funded by Institution core funding187.627119
Research/Student Assistant125.084746
Freelancer, consultant, contractor62.542373
Prefer not to say10.423729
Agency staff10.423729
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Nature of employment for United Kingdom \n", - "Fixed term -- funded by project funds 87 36.864407\n", - "Permanent -- funded by Institution core funding 63 26.694915\n", - "Permanent -- funded by project funds 48 20.338983\n", - "Fixed term -- funded by Institution core funding 18 7.627119\n", - "Research/Student Assistant 12 5.084746\n", - "Freelancer, consultant, contractor 6 2.542373\n", - "Prefer not to say 1 0.423729\n", - "Agency staff 1 0.423729" - ] - }, - "execution_count": 112, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country, disable_past_year=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018Results in 2017
Duration of contract in year for United Kingdom (without 95 percentile)
count167.00000081.000000
mean6.83013828.265432
std7.99647512.418003
min0.0830001.500000
25%2.37500018.000000
50%4.00000033.000000
75%6.00000036.000000
max35.00000048.000000
\n", - "
" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Duration of contract in year for United Kingdom... \n", - "count 167.000000 \n", - "mean 6.830138 \n", - "std 7.996475 \n", - "min 0.083000 \n", - "25% 2.375000 \n", - "50% 4.000000 \n", - "75% 6.000000 \n", - "max 35.000000 \n", - "\n", - " Results in 2017 \n", - "Duration of contract in year for United Kingdom... \n", - "count 81.000000 \n", - "mean 28.265432 \n", - "std 12.418003 \n", - "min 1.500000 \n", - "25% 18.000000 \n", - "50% 33.000000 \n", - "75% 36.000000 \n", - "max 48.000000 " - ] - }, - "execution_count": 114, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, columns=duration_contract, country=country, category=category, remove_outliers=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Salary" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Salary for United Kingdom
< £18,03184.0404043.3980580.642346
≥ £18,031 and < £24,05742.0202021.4563110.563891
≥ £24,057 and < £32,2772110.60606117.475728-6.869668
≥ £32,277 and < £43,32510151.01010147.0873793.922722
≥ £43,325 and < £58,1724824.24242426.699029-2.456605
≥ £58,172168.0808083.8834954.197313
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Salary for United Kingdom \n", - "< £18,031 8 4.040404 3.398058 \n", - "≥ £18,031 and < £24,057 4 2.020202 1.456311 \n", - "≥ £24,057 and < £32,277 21 10.606061 17.475728 \n", - "≥ £32,277 and < £43,325 101 51.010101 47.087379 \n", - "≥ £43,325 and < £58,172 48 24.242424 26.699029 \n", - "≥ £58,172 16 8.080808 3.883495 \n", - "\n", - " Difference with previous year \n", - "Salary for United Kingdom \n", - "< £18,031 0.642346 \n", - "≥ £18,031 and < £24,057 0.563891 \n", - "≥ £24,057 and < £32,277 -6.869668 \n", - "≥ £32,277 and < £43,325 3.922722 \n", - "≥ £43,325 and < £58,172 -2.456605 \n", - "≥ £58,172 4.197313 " - ] - }, - "execution_count": 116, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Salary'\n", - "order_question = ['< £18,031',\n", - " '≥ £18,031 and < £24,057',\n", - " '≥ £24,057 and < £32,277',\n", - " '≥ £32,277 and < £43,325',\n", - " '≥ £43,325 and < £58,172',\n", - " '≥ £58,172']\n", - "\n", - "# Check if there is no new answer between development and the list of answers manually created\n", - "assert(len(order_question) == len(df_salary[df_salary['Country'] == country]['socio4. Please select the range of your salary'].unique()) -1)\n", - "result = count_diff(df, salary, category=category, country=country, order_index=order_question)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Type of funding for United Kingdom
Grants130.055.08474664.634146-9.549401
Institutional support81.034.322034NaNNaN
I volunteer my time41.017.37288110.9756106.397272
Consulting & services20.08.4745766.9105691.564007
Industry support15.06.35593213.414634-7.058702
Foundations & consortiums8.03.3898312.4390240.950806
Membership2.00.8474580.8130080.034449
Advertising & sponsorships1.00.4237290.4065040.017225
Open core1.00.4237292.845528-2.421800
Crowdfunding (one-time)0.00.0000000.406504-0.406504
Crowdfunding (recurring)0.00.0000000.0000000.000000
Books & merchandise0.00.0000000.406504-0.406504
Donation button0.00.0000000.0000000.000000
SaaS0.00.0000000.813008-0.813008
Dual license0.00.0000000.813008-0.813008
Venture capital0.00.0000000.406504-0.406504
Trademark licensing & franchising0.00.0000001.219512-1.219512
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Type of funding for United Kingdom \n", - "Grants 130.0 55.084746 64.634146 \n", - "Institutional support 81.0 34.322034 NaN \n", - "I volunteer my time 41.0 17.372881 10.975610 \n", - "Consulting & services 20.0 8.474576 6.910569 \n", - "Industry support 15.0 6.355932 13.414634 \n", - "Foundations & consortiums 8.0 3.389831 2.439024 \n", - "Membership 2.0 0.847458 0.813008 \n", - "Advertising & sponsorships 1.0 0.423729 0.406504 \n", - "Open core 1.0 0.423729 2.845528 \n", - "Crowdfunding (one-time) 0.0 0.000000 0.406504 \n", - "Crowdfunding (recurring) 0.0 0.000000 0.000000 \n", - "Books & merchandise 0.0 0.000000 0.406504 \n", - "Donation button 0.0 0.000000 0.000000 \n", - "SaaS 0.0 0.000000 0.813008 \n", - "Dual license 0.0 0.000000 0.813008 \n", - "Venture capital 0.0 0.000000 0.406504 \n", - "Trademark licensing & franchising 0.0 0.000000 1.219512 \n", - "\n", - " Difference with previous year \n", - "Type of funding for United Kingdom \n", - "Grants -9.549401 \n", - "Institutional support NaN \n", - "I volunteer my time 6.397272 \n", - "Consulting & services 1.564007 \n", - "Industry support -7.058702 \n", - "Foundations & consortiums 0.950806 \n", - "Membership 0.034449 \n", - "Advertising & sponsorships 0.017225 \n", - "Open core -2.421800 \n", - "Crowdfunding (one-time) -0.406504 \n", - "Crowdfunding (recurring) 0.000000 \n", - "Books & merchandise -0.406504 \n", - "Donation button 0.000000 \n", - "SaaS -0.813008 \n", - "Dual license -0.813008 \n", - "Venture capital -0.406504 \n", - "Trademark licensing & franchising -1.219512 " - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Funding\n", - "category = 'Type of funding'\n", - "result = count_diff(df, fund, category=category, country=country, multi_choice=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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7uu8QIiIiIiIi5mudVxJJer6kyyRdLumDXf+8iIiIiIiIiIi47zqtJJK0APA1YHPgauBMSYfbvrjLnxsREfddqsUiIiIiIsZb15VETwIut32F7duA7wMv7fhnRkRERERERETEfdR1kujRwFVD21fXfRERERERERERMR/pvXG1pB2AHQD22msvdthhh54jmiYHzuxpG7wm0zbuybhNbRm3453x/8Nwn/+Px+45jvbN9P/j+/pePNOPF3L+cU/yHLdvpj/Hed26ZzP9mHO8zes6SXQNsMLQ9vJ1311s7w3sPdjsOJ6IiIiIiIiIiJhE10miM4HVJa1CSQ69CnhNxz8zIiIiYvyM4Wjn2MlzHDHz5f845nOdJols3y7pP4BjgQWAb9u+qMufGRERERERMSONWwJh3I43YgbovCeR7Z8AP+n650RERERERERExP3Xe+PqiIiIiIiIiGhQqsVmnFl9BxAREREREREREf1LkigiIiIiIiIiIpIkioiIiIiIiIiI9CSKiIiIVqUPQkRERMR9kkqiiIiIiIiIiIhIkigiIiIiIiIiIpIkioiIiIiIiIgIkiSKiIiIiIiIiAiSJIqIiIiIiIiICJIkioiIiIiIiIgIkiSKiIiIiIiIiAiSJIqIiIiIiIiICJIkioiIiIiIiIgIkiSKiIiIiIiIiAiSJIqIiIiIiIiICJIkioiIiIiIiIgIkiSKiIiIiIiIiAiSJIqIiIiIiIiICJIkioiIiIiIiIgIYMG+A4iImC+9xn1HEBERERERMVKpJIqIiIiIiIiIiCSJIiIiIiIiIiIiSaKIiIiIiIiIiCBJooiIiIiIiIiIIEmiiIiIiIiIiIggSaKIiIiIiIiIiOABJokkvVzSRZLulLThhNs+JOlySZdJet4DCzMiIiIiIiIiIrq04AN8/K+BrYC9hndKWhN4FbAW8CjgeEmPtX3HA/x5ERERERERERHRgQeUJLJ9CYCkiTe9FPi+7VuBKyVdDjwJ+OUD+XkzymvcdwQREREREREREfdaVz2JHg1cNbR9dd13N5J2kHSWpLP23nvvjsKJiIiIiIiIiIh5ucdKIknHA4+Y5KZdbB/2QAOwvTcwyA6l/CYiIiIiIiIiogf3mCSy/Zz78X2vAVYY2l6+7psnSccCy9yPnzeOlgH+3ncQIzRuxwvjd8zjdrwwfsec423fuB3zuB0vjN8x53jbN27HPG7HC+N3zDnemMoxtp9/T3d6oI2rp3I4cKCkL1IaV68OnHFPD7o3AUch6SzbG97zPdswbscL43fM43a8MH7HnONt37gd87gdL4zfMed42zduxzxuxwvjd8w53nigHlBPIkkvk3Q18BTgqFoJhO2LgB8AFwPHAG/PymYREREREREREfOvB7q62Y+AH01x2yeBTz6Q7x8REREREREREaPR1epm0b1xWwpu3I4Xxu+Yx+14YfyOOcfbvnE75nE7Xhi/Y87xtm/cjnncjhfG75hzvPGAyM6CYhERERERERER4y6VRBERERERERERkSRRRMSoSFrl3uyLiIiIiIjoQ6abxXxJ0mdsf+Ce9rVG0ibA6rb3lbQssJjtK/uOqwuSPgvsDtxMWQXxicC7bR/Qa2AdknSO7fUn7Dvb9gZ9xTQqkh4KrGD7gr5jGQVJSwC2PbvvWLok6Z3AvsBs4JvAesAHbR/Xa2AdkbQc8CngUbZfIGlN4Cm2v9VzaJ2RtCHwdOBRlNfrXwM/tf3PXgOLaSNpJcq5x/GSHgIsOAavXU8FVmZoER/b+/UWUEyrcXmtlnQEMOXFvO0tRhjOyEh64iS7rweusn3nqONpUZJEM8g4XVRPcTF9ge3JXhSaIGlXYEPgcbYfK+lRwMG2n9ZzaJ2QdJ7tdSW9DHgx8B7gZNvr9BzatJO0BrAW8FngfUM3LQG8z/ZavQTWMUknAltQTsLPBv4K/ML2e/qMq0uSNgK+DSwOCLgO2N722b0G1hFJ59teR9LzgLcCHwX2n/j63QpJR1OSYrvU414QONf2E3oObdpJ2g7YGbiSOf+/DwYeCzyNkiz6qO0/9BbkNFXs93MAACAASURBVJP0FOC1lKTYI5mTFDsKOMD29T2G1wlJbwF2AJa2vZqk1YE9bT+759A6I2l/YDXgPOCOutu239FfVKMhaSFgbeAa23/tO56ujMtrtaRnzut22yeNKpZRknQmsC5wEeVc6/HAxZRzrx1s/6zH8Jqw4D3fJeYjz7X9/npR/TtgK+BkoJkkkaQdgZ2A1SQNVxwsDvyin6hG5mWUUfhzAGz/UdLi/YbUqcHrz4soybDrJfUZT5ceR0mELQW8ZGj/bOAtvUQ0GkvavkHSm4H9bO864f+6Rd8CdrJ9CtxVHbgvJanfosE/7QspyaGL1PA/MrCM7R9I+hCA7dsl3XFPD5qhFgGeZvvmyW6UtC6wOtBEkqheVP4ROAz4JHMnxZ4FHCbpi7YP7y/KTrwdeBJwOoDt30h6eL8hdW5DYE2PwUi5pD2BPepr85LALymJsaUlvdf2Qf1G2JmxeK1uNQl0L/wOeNOgOl3SEyiDVB8GDqEkkOIBSJJoZlmofm75ovpA4Gjg08AHh/bPtn1tPyGNzG22LckAkhbtO6COHSnpUspI7Y51et0tPcfUCduHSToS+IDtT/UdzwgtKOmRwCuAXfoOZkTuGCSIAGyfKun2PgPq2NmSjgNWAT5UE9stl3rfKOlh1PJ+SRtTStybY/tr93D7eaOKZUReZ/vvE/b9izJwcw7wBUnLjD6szt1q+7bB+WStuGg9efJr4BHAn/oOZASebvtt9evtgP+zvaWkR1DOt1tNEo3NazVArQD8NLAmJbkNgO1VewuqW48fbl9g+0JJa9q+vMFr414kSTSzHNH6RXVNfP0LWM/27/uOZ8R+IGkvYKla/r09sE/PMXXG9gfrFMrrbd8h6SbgpX3H1ZV6jFtS5siPi92AY4FTbZ8paVXgNz3H1LWT6v/xQZST01cCJ0paH8D2OX0G14E3UUbsrrB9Uz0p367nmLr0HuBwSrXrL4BlgW36Dalbkh4LfANYzvbatRfEFrZ37zm0aTVJguh+3WcGOknSh4GHSNqcUs19RM8xdW0Z4GJJZwC3DnY22r/ltqGvNwcOBrD958YvpsfttXpfYFfgS5TKx+1oe4GqSyXtAXy/br+y7nsQ0PLA3MikJ9EMUv/wF2XORfWilMbGf+k5tGkn6TBg55Z6Hdwb9QTtuZQpHMfa/mnPIXVG0iKUN/EVbe9QR0EeZ/vInkPrjKQvUSoC/xe4cbC/wcTB2JJ0wjxutu3NRhbMiEjaCtiEkhQ71faPeg6pE5JmARsDZ1CmkAq4zPa/ew2sY5JOovRS28v2enXfr22v3W9k3ZA0m7tX0lwPnAX8p+0rRh9Vd+rf9ZsYOvcAvtnyVKyp+ri0OHWnvid9AbgGOAFYoyaIFgR+bXuNXgPsUD3GsXitHiyCIunCQd+llhdGqdcQO1POPaC0JNmDUjyxWIv940YtSaIZZIpmznfb1wJJJ1P685zB3BfTLY7yzKWuijS82kaT0+wk/S+lGerr6+j0IsBptpudRzxFAqHJxAGApFUob+IrM/ffdPP/x+NC0teBxzBnysIrgd/afnt/UXVH0rmDRMm4kHSm7Y2Gj32w8EDfsXVB0ieAqynT3wW8itLk+BxgR9ub9hddtyQtDSzvMViFUmX1q43q5hmtNnGulYBfpUyv+7Lt79T9z6P0Ov3PHsPrjKSXA8fYni3pI8D6wO6tDspJOo2SMDkE+DklKfjfth/Xa2AxYyVJNAPUecOPpjSofg1zGoUuQVmBorlRgHEa5RmQ9Fbg45Qs+J2U59mtzieWdJbtDSdceJzf4upm40rS+ZRGzhcy1Kemxf9jSa+1fYCkSVdus/3FUcc0CnUK9OMHVQe1KuHiFt+XACR9ntL49dCWKy2G1YbO/0Hphbi+pG0oDUNf0HNonZjsfUhzVuNs7j1Kk69CeZrtd/cZV5ckvQL4HHAi5Vzr6ZSVRg/pM66YPqorItfFIz4BfB74L9tP7jm0TqisrHoJZYGUT1CuET9r+/ReA+tI7TG1K7AScw9CPra3oBqTnkQzw/OANwLLA8MXGrMpXdybY/ukcRnlGfJeYO1Gex5M5jZJD2FOU8HVGOoN0KK6ssiuwDPqrpOA3Roui73F9lf7DmJEBo3mW16RcDKXAysCgx5yK9B236m3UqbJ3iHpZuYk85foN6xOvR3YG1hD0jXAlZRl4lt1U00iDBIG2zCn/2OLicFxXIVyF2CjwXll7fF5PHOe8+ZIejBlWuFazN3YePvegurWYCWzFwH72D5KUlN91CZY2faZlGb728Fd1VRNJokoPZjeT0lsN7dq3fwglUQziKStbf+w7zhGYRxHeSQdA2xl+6a+YxmF2n/pI5SVGI4Dnga80faJfcbVJUk/pKyq8t2663XAOra36i+q7kh6DWWJ7OOYuzlok+Xe46j2q9mIMjXYlKW0z6KuIpOphe2ofRBn2Z7ddyxdqg32vwI8hfI3/Svg3ZTpGxvYPrXH8KadpAsp/Yi+C+xSFxm4wPYTew6tM8N9W+r2LOD84X2tkXQwcCllRsJuwLbAJbbf2WtgHVFZUfYaSrPu9SmL/pzRWiXgwDi1JAGQdHqrVWHziySJZpDauHpr7t7fY7e+YupKnaay+cRRnlZf3AEkrUfJjJ/O3BfU7+gtqI7VlZA2piQCf9V6FdVkfTwa7+3xaUoi7LfMmW7WbA8muOu16i3c/XW6ydHaqaYGDzQ6tXAL5lQDnthys30ASUsBr+fuf9PNvjeNk1pt8FFK0/mdapLsc7a37jm0zkj6HPBE5u6ldqHt9/cXVbcGU/uHpmEtBJxie+O+Y+tC7XP5fMrz+htJjwSeYPu4nkObVpJeALwQeAVlUZSBJYA1bT+pl8A6Vs8vAQ5l7mum1qsgRybTzWaWwyijs2fT+LQcymjl8PSyf9D2Uo4Ae1Gazc3Vv6VVkl4G/Nz2UXV7KUlb2v5xz6F16WZJmwxGoiU9jTK61aqXA6vavu0e79mOw4BTKFMXmi+BbjEJNC+S/ptSOfW9uuudkp5m+0M9htW1n1CqacblvWmsEr22D6Yui163r6AMSDbL9vuGVmUE2NuNrso4ZLCy13WS1gb+DDy8x3g6ZfumulLycpJWrLsv7TOmjvyRUr27BeX6cGA2pQKyVZtM+Ayl8vMZk9w37odUEs0gLS85O9EUozwX2P5Af1F1a9xWzZmiqqbp34GkdSkl/UtSqqeuBd7Q6siHpB8DO4xBP7G7tFwZNkzSqbY30d2XC2+6R0/t1bKu7Tvr9gLAuY1PzWl2ysJk6ipBpzCh10Vr0/0lvd/2ZyXtwSS9llquFJP0mYnnk5Pta0ntOfVDyrn1vsBilEbOe/YaWEck7UzpAfkX5q5kbvK1WtKCtm/vO45oR5JEM4ikvYE9bF/YdyyjMGGU55TWR3kkfQr4HXAEc5dOXttXTF2arOfBxD4BrZK0BIDtG/qOpUt11ZwnAmcy9990s31qamPM02z/pO9YYvrVJNGmg9flumT4ia1eeABIejelGeqRjMd707gkel9i+whJb5jsdtvfnWx/C6bo39J0H6ZxI+ly4Mm2/9F3LF2S9APbr6i9xSZL9jb1Ny3p1bYPkjRpEnuMFkvpXKabzSybAG+UdCXlRG0wYtvUC8CQ0yijeHdSLjJb9+r6eXjagoFVe4hlFM6S9EXga3X77cxdKtuc2oNpV8r/siWdSlndrNWTmF37DmBUhipqBHxY0q2U8v6mK2vgrmqa5Zh7as4f+ouoU58GzpV0AuW5fQbwwX5D6txtlIUkdmHORUjL701HSnph64le20fUz80mgyaStCOwE7DahBXcFqecczZN0ou4++pmzfU1ra6iLqDQuEHj8Rf3GsXoPLR+XrbXKMZAKolmEEkrTbbf9u8n2z+T1bLY/6L06BHwTMrF9Ld7DSymTV0p56PAc+qunwK7276xv6i6JemnwMnAAXXXtpSqhOdM/aiI+de4lfQD1AaoG9XNM2z/uc94uibpCuBJrS8sMFATvotSBuOaTfRKOoJJKg8GWqz4lLQk5SLz08yd3J3damXcgKQ9gUWAZwHfBLahvH69qdfAOiLpW8DjgKOYuwLyi70F1TFJj6CsMGrgzNbfm6JbSRLNQJIeztyjAM2N2Eq6DHjqoMKiVmCcZvtx/UY2/SRtZvvndXrd3dg+dNQxRTcm6yvW8hS7Cf1qFgYWAm5s7WJrWG1Gfp7tGyW9lrL07pdbfJ2G8SnpHxhquH993V6KkuhttuG+pOOALW3f1HcsMX2GVibcCngEcwYvXg38xXazTW8l7W/7dfe0ryVDq5oNPi8GHG376X3H1gVJk1Yy2/74qGMZhXEbXK+rm30auImSCFwXeLftA3sNrCGZbjaD1GV3vwA8CvgrsBJwCaV0tDX/oHTmH5hd97XomZQX9ZdMcpspyzs2Q9KXbb9rqlHMFkcvhxwn6VXAD+r2NsCxPcbTKduLD76WJOClQJPL7Q75BrCOpHWA/6SM2O5P+T9v0biU9A/sOtwfz/Z19WKk2SQRcCNwXp1iNzwi31RjY0lr2L5U0qRNum2fM+qYujRYmVDSF2xvOHTTEZLO6imsUZnrvFnSgsAGPcUyKoOVVG+S9CjKwhmP7DGeTg2SQZIWGZME9/uA9SYOrgNNJomAF9j+kKQtgT9RktsnAEkSTZMkiWaWT1AusI63vZ6kZwGv7TmmrlwOnF6XrzTl4vICSe+BtspFbQ9GO3azfeXwbZJW6SGkru1fP3++1yj68RbgXcwZsZ0F3CjprTQ4nWGYS9nqj+sFdcs9XG63bUkvBf7H9rckNVfOP3gtBq4ATpQ0LiX9sybZ1/q51I9pOwk28B5gB8pg3EQGNhttOCOzqKRVbV8Bd513LNpzTJ2Q9CHgw8BDJN1AqbiA0ndr794CG40ja+XjZ5nT//GbPcbTKUlPAb5FWcVtxTpw81bbO/UbWWfGaXAd5rzvvhD4ge1rJWV61DRq/cSmNf+2/Q9JsyTNsn2CpC/3HVRHfls/Bg6rnxef5L6t+CFlasqwQ2hsdMv24OTkYcBRtm+d1/1bMlxZMw4mTKGcBWwI3NJTOKMyu16IvBZ4hqRZlGl2rRn8Lf+hfixcP1o3dg33x6Wxse0d6v/rR2z/ou94RujdlETvFZSkyUrAW/sNqRu2Pw18WtKnbX/oHh/QAEkbAVfZ/kTdXgy4ELgU+FKfsXXsy8DzgMMBbJ8v6Rn9htSpsRlcr46W9GvKAkdvl7QMQwNV8cClJ9EMIul4YEvKHMxlKFPONrL91F4D61BdKty2Z9/jnWcoSWtQSp8/SykXHVgCeJ/tFqcTImlfysjsycD/AsfYvr3fqLpXEyebUN7ET2m8l8m+Q5u3A78D9rH9134i6l5tHPkaStPIUyStSOlZs1/PoXWuXmAvZvuGvmPpyoSG+6Y03P9kiw33x21p5QFJ59per+84RknSg4A16ualrQ/eTJUssH3yqGPpmqRzgOfUSotnAN8Hdqb0cHm87W16DbAjkk63/eTh/2dJ59tep+/YujBVD6aBFnsx1R6919q+vSY/l7R9Td9xtSJJohmknpzeTBmR3xZYEvheiw1DJW0I7Muc0errge2HqlCaUaelbAlsQR3xqGYD37fd7LKskhYCXgC8kpI4+antN/cbVXckfR14DHBQ3fVK4Le2395fVDFd6lLwx9t+Vt+xjIqkA4G3UUbzzqQkt79i+3O9BhYPmKRH2v7TOK2sCiDp88AvgUM9JifJkp4KrMzQDIOWE9u1J+LAgykrQp1tu7kphcOJEUlfA/5m+2N1+zzb6/YZX1ckHQJ8Efgf4MmUpeI3tP2qXgOLB0TSM22fVPv03o3twyfbH/ddkkQzxLhdfEi6AHi77VPq9ibA11sduYQyf9r2L/uOY9Rqouj5wHbAM2wv03NInZF0KWXkznV7FnCR7cf3G9n0kvR+25+VtAeTVyA01fB2mKSfAVsNVr9q3eAiQ9K2lOmyH6RcbDX7Wj1uJH3G9gfuaV8r6qqMi1KqH2+hTMFqtmecpP2B1YDzKMleKMfb7Ov0RJJWoKxCuXXfsUy3OiVn3VptcSmww6BiSpOsuNqKOv3oK5SqTwHHAe9scWAdQNKywPspMxOGV8BuKvEpaXfbH6mvWxPZ9utHHlSj0pNohrB9h6Q7JS05JhcfdwwSRAC2T5XU9FSkcUsQSRpUEG0KnEhpoPiKHkMahcuBFYHBCPwKdV9rLqmfW18hZzL/Ai6U9FPKqlBA04mxhWqid0tKo+5/p3lkczYHJiaEXjDJvhmvrsK4lu0/9B3LCG0IrDkuVVNTuBpoarBmyEHASZL+TpmNMBh8fQwNr0xp+++UWRfj4nuU1g0vplT3vgH4W68RdcD2R+rn1/UdS+uSJJpZxuni4yRJe1He3ExJJpw4WJq2taVox9TrKEvBv7X1/gdDFgcukXQG5e/6SZRGuIPGipOWz840tgel/DfZPnj4Nkkv7yGkUTq0foyLPSm9ps4HTq5Tk5rtSTROJO0I7ASsWqt7BxYHmmzsXFcmPAp4Qt+xjNCvgUdQlpEeCxOqXGdR+vM0eV5p+5O1wvWRwHFDycBZlN5ETZL0XUrl0HV1+6HAF2xv329knXlYXU31nbZPolxHndl3UF2RtDBlcGpl5p4m+6m+YmpNkkQzy/DFx+BFXlPcd6YbNJab2IhtPRpdilbSArbvuOd7znx1+uQjW27aPIX/6juAEfsQcPC92NcM29+V9BBgRduX9R1Pl+p0yb/YfvTQvj8AzU6LriX9b+HuJ6YtXngcCBxNWSzjg0P7Z9u+tp+QRuIcSRvZbvYCa4JlgIvr4MVdAzatDFpMYbjK9XbgoJZXtLP9q0n2/V8fsYzQEwcJIgDb/5TUckP6f9fPf5L0IuCPwNI9xtO1H1GmA5/NnGmyMY2SJJoBamPj5W1/rW6fASxLSZY0V+4NMC69lyb4jaQfAvvavrjvYLo0htMnAaijO82rUwlfCDxa0leHblqCckLeLEkvAT5PWQ5+FUnrAru1eMFl+05J76dUBA72mbaf48Mo0zWOp/ET0/rafD3w6sE+STvY3ru/qEbiycC2kn5Pqdoe9CRqtc/Wx/oOYNRqMn9hyopuBppO6I+pWZIeavufAJKWpu3r3t0lLQn8J7AH5Xzr3f2G1KmVWu2nNb9o+Z+lJe8HhrvxLwxsACxGWQGsuVF5SZNWXNjebdSxjNA6lOf5m3WE/tuU1c1anboxTtMngbsaog6qABcGFgJubLAh6h8pI7VbUEZ5BmbT9kkLlAuuJ1H6bGH7PEmr9hlQx46X9F5KL4Th/+NWK00WabVh8730NqD1JNHz+g5glMZl8GKYpBcCewG/pSQBV5H0VttH9xtZTKMvAL+UdDDlOd4G+GS/IXXH9pH1y+tpuJp3yK8krdn6oHqfkiSaGRa2fdXQ9qn1BPxaSYv2FVTHbhz6+sGURmyXTHHfJtieDewD7CPpmZRS/y/VZTw/Ybu1Bsfj1rsF24sPvq4NUl8KbNxfRN2wfX5dUeV5tr/bdzwj9m/b15en9y539hXMCLyyfn770D4DrSbGjpT0Qts/6TuQnrQ6xX3YWDVwlrQxpfLg8ZTBiwVoc/Bi2BeBZw3OqyStBhxFmV4ZDbC9n6SzmNOeYquWEwrj0oNJ0rmU1+iFgPMk/YYyTXZQ8bl+n/G1ROO9mMHMIOly24+Z4rbf2l5t1DGNmqQHAcfa3rTvWLpS+/S8iLIU/MrA/pTVCp4OfMr2Y/uLrhvj0rtlXiSda7vJefKSTgGebfu2vmMZFUnfAn5G6eGyNfAOYCHbb+s1sJgWQ8uj31Y/ml4efSJJy9u+uu84uiTpQspFiCiDVKsAl9leq9fAOlIvpF9FqUrfEHg98FjbH+o1sA5JOtP2RkPbAs4Y3hczk6QlbN9Qp5fdTatVrpOdS7Z4flkTulOy/dtRxdK6VBLNDKdLeovtfYZ3SnorcEZPMY3aIsDyfQfRsd8AJwCfs33a0P5DJD2jp5g6M069WwYkbTW0OYtyQn5LT+GMwpXAL+rqbcNTkb7YX0id2xnYhTKydRBwLPCJXiPqkKSFgB2BwWvUicBetv895YNmsOFqwHEhaTngU8CjbL9A0prAU2x/q+fQOmF7rpXN6qqqO/UUzkjYvnxo8Yx962h9c0mioffgsyT9hNJPzcDLgXFpVN66AymzD85m7qpA0XaV61j0YBokgSRtBFxi+191e3HgcX3G1ppUEs0Akh4O/Jhy0TFYonMD4EHAlrb/0ldsXRkayYNS+rwsJYHwP/1F1S1Jiw1e7MaBpLMpZcAnDkY6JP265UZ0kvYd2rydsnT4Prb/2k9E3ZI0cXVCAGx/fNSxjJqkJSgVJrP7jqVLkr5JKfseTCt8HXCH7Tf3F1V3asXBtsAqtj8haQXKSo3NDthIOprS/3AX2+tIWhA4d2IypWWSLmz1eCWdDDwH+CbwZ+BPwBttrzPPB85AE96DJ3JrU3NifEh6PfBh5vSpfTnwSdv79xdVd2oiewPbd9btWcCZtjfoN7J2JEk0g0jaDBiUO19k++d9xtMlSSsNbd5OWWa55RVzkLQKpQphZeZeWrnJyhpJv7K98XA5rKQLGl5BZmxJWgxgHJKgdXTr28Cg4uR6YHvbZ0/9qJlL0vkTLyYn29cKSd+g9JjazPbja9+H41qepjKYmjPhtfo82+v2HVsXJL1naHMWsD7wMNtNNrSu51t/oVT1vhtYEvh6g30QYwzUyr8p2T5nXrfPZLXKc9CD6eeN92Ca7Nwj1xDTqLkytJbVpFCziaEJFgSutn2rpE2BrSXtN2jI1qgfA98CjqDtRrcDF0l6DbCApNUpvVtOu4fHzGiSPgvsDtwMHAM8EXi37QN6Dawjktam9NZaum7/HXi97Yt6Daxb3wJ2sn0KgKRNKFUYrZ643CFptaES8FVpe2n4J9tev45iYvufdSntlt0o6WHU6t7a6Pj6fkPq1PCUwtspDY1/2FMsnbP9+/rlLUDzVZ7RvC/M4zYzJ4nSnJoUajYxNMGVknakrLZpyrT33/UaUWNSSRTzJUnnUfq1rAz8BDgMWMv2C/uMq0uSTrf95L7jGBVJi1B6tzyXMlf8WMoqbs326BmMvkt6GWXO/HuAkxuuujiNMkXlhLq9KaUJ+1N7DaxDUzSPPKfVFTckPZuSBLuC8n+8ErDd4DlvjaTTgadSytrXl7QspZKoqeagw+rI/B7A2sCvKdO/t7F9Qa+BxbSQ9DTgY5T/3eEq5lZ7t0TEDFd75X0N2JSSJDoB2LnFFix9SZIo5kuDiypJ7wdutr1Hi136h9WqmtWB4yj9p4C2S2MH6spui9q+oe9YujTouVT7uBxi+5jGp+aMzVSkoRL31wMPoTStNmWJ+Ftsv2eqx850dfXJQcPIy2zfOq/7z2SStqU8pxsA3wG2AT5i++B5PW6mq32IHkdJBF7WamNyAEk/BV4+YSnp7zc83exSyjSzsxmqArT9j96CioiIXmW6Wcyv/i3p1ZQLrpfUfQv1GM8oPIHS9HUz5kw3a7Y0VtKBwNsoJ6VnAktI+ortz/UbWaeOrCfkNwM71iqEZiungCskfZQy5QzgtZSKkxZNLHEfbtrd7GiMpJcDx9i+QNJHgPUl7d5qctv292rT/WfXXVvavqTPmEbkSczpl7e+JGzv129InVl2eGp7nVL48D4D6tj1to/uO4hRqontrbl7D8jd+oop4oGq/cVWt328pIcAC7a6eIakZYDtufv/8A59xdSaJIlifrUdJYHwSdtX1qbOTXboH/JyYFXbt/UdyIisafuGOjJ/NPBBykhms0ki2x+sfYmut32HpJuAl/YdV4e2p/S4OLRun1z3Ncf2s/qOoScftX1w7b30bODzwDeAlqfOLkJZddOUqrGmSdofWA04jzmVJgZaTRLdIWlF23+Auy68mkv0DlU/niDpc5TX6XGpYj6M0lfrbIaOOWKmkvQWYAdKD8jVgOWBPZkzoNGaw4BfAafSdh/E3mS6WcR8QtKPgR1aXQ59IkkXAesCBwL/Y/ukVqcixVhNKVyKUgG5MnOPbr2jr5i6NJgGLOnTwIW2D2x5arCk/6Ik9H9ImXq1JXCw7d17DaxDki6hJPXH4oRR0vMpzVBPojzHT6e8Nx/ba2DTTNK8+obZdpNVzDBn6nffccT0G9fVzWov1ycBpw+tQnmh7Sf0G1k3Wl5hc36RSqKI+cdSwKWSzmTu0bwt+gupU3tRViI4Hzi5jtY2nUAYN2M6pfAnlNGtCxmPVQqvkbQXsDnwmTqNY1bPMXVpW2CdQYN9Sf9NqbBpNklEaVb9COBPfQcyCrVX3PrAxnXXu2z/vc+YujDG1Y8Ap0l6gu0L+w4kpt24rm52q+3bJAF39ZFrObF/tKTn2j6u70BalUqiiPmEpGdOtt/2SaOOpQ8q72wL2L6971hiegyt5rYtsD51SqHtVpeDb3ols8nUVQqfT6ki+o2kRwJPaPXErVZfvGyoqfFSwKGNV12cQKn6PIMxGMCo70XbUqZ/7yZpReARts/oObROSPoU8NkJjbr/0/ZH+o2sO5IuBh4DXEn5mxaleqrZ96ZoW21lcB2lknlnYCfgYtu79BpYRyT9E1gSuAm4jTn/w0v3GlhDkiSKiBgRSYcC3wKOtt18lck4TimU9G7gX8CRzH1BfW1vQXWsTiVcjrmn1/2hv4i6U6cFbwT8lDJKuzkleXI1tDmtcNwGMCR9g1IFuJntx9ekyXG2N+o5tE5MNj209WR3rVy+G9u/H3Us0R1JawNrAg8e7Gu14b6kWcCbgOdSEibHAt9sdZpwPe+4G9vpTzRNMt0s5iuSjmAe5ZGtjlzG2Pg6pSn7VyUdDOxr+7KeY+rSOE4pvI3SfH0X5ryWGVi1t4g6JGlnykpuf2HuVRlbHZH/Uf0YOLGnOEamJneXoyTHAM5ovHfek22vL+lcu1YR4AAAIABJREFUuGt1s4X7DqpDC0h6kO1bAeqqSA/qOaZO2f69pHUo/aYATrF9fp8xxfSStCuwKSVJ9BPgBZQmx80liWrCZD/b2wL79B3PKNTFX5akNOl+8NBNp/UUUnNSSRTzlalGLAdaHbmM8VLf2F5NSSRcRXlTP8D2v3sNbAQkLdjylEJJVwBParGHyWQkXU65qP5H37GMgqQHU6apAFw+6E3UMkmvoCQ+T2ROI+f32T6kz7i6Iul04KnAmTVZtCylkqjVZuwfAF4C7Ft3bQccbvuz/UXVLUnvBN7CnJU3XwbsbXuP/qKK6STpQmAd4Fzb69RE9wG2N+85tE5IOpVS/TgWKyRLehPwHuDRlB6QGwG/sr1pn3G1JEmiiPnAhFGAsSJpJ+Aw29dIepftL/cdU5ckPQx4LfA64I/A94BNKH1cNu0xtGlXmxhvzd1X+tqtr5i6Juk4YEvbN/UdyyjUfjWbt5z4g7uagH4K2B74PSVZsgLlwnqXlhO8ks6nPMd/rdvLAse3Om209lB7JaWP2neBbYCP2D6418A6VFd0e07d/GlrK7lNJOkC4Cm2b6zbiwK/TE+idkg6w/aTJJ0NPAuYDVxie42eQ+uEpP2AxwOHAzcO9tv+Ym9BdagmAZ9E+b9dV9JawG62t+45tGZkulnMlyStDnyau88lbnLKRi2bXEnSwuMyCjBkEWA/SbcCCwDNJokk/Qh4HLA/8BLbg9WC/lfSWf1F1pnDgOuBsxnqz9O4G4HzavJkuCdRc71qqiuAEyUdxdzH29qJ6eeAxYFVbM8GkLQE8Pn68c4eY+varAnTy/5BwyvY2f5evbB8NiUZuKXtS3oOqxN1gOr4utLZMX3HM0KirLo5cEfdF+04qy4ssA/lHORfwC/7DalTv60fsyjvVa27xfbNkqjXThdJelzfQbUkSaKYX+1L6XPxJcoIwHY0fFJaXQH8QlLTowCSXkop4/9j3fUFyvSNZ1MuxJpUmwqebftlk91ue8MRhzQKy9t+ft9BjNiP68e4+EP9WLh+tOrFwGOHm4DavkHSjsCltJ0kOkbSscBBdfuVlB4fzalJk4tqtcGlfcfTtTpAdaekJW1f33c8I7QvcHoduAHYkrKoRDTC9k71yz0lHQMsYfuCPmPqku2P9x3DiP2pJgGPAI6VdC11AYmYHpluFvMlSWfb3kDShbafMLyv79i6Upvs3U1rL/y1zHtd23dKWohy4XEN8AHgRNsb9xpghyZbRaZlkvYG9rB9Yd+xjFJt/Lpi403J5yJpMQDb/+o7li5I+j/bj72vt7VC0laUabFQmvz+aF73n8kkHQbs3OoKfRPV412PsmLf8ABVq9WPAEhan7n/ps/tM56YXpKeMdl+2yePOpZRqNXLd7uot71ZD+GMlKRnA0sCRw0a8McDl0qimF/dWisvfiPpPyhJhMV6jqlTg2SQpEUa72eyENzVvPlQ4Oe2P1n3PaTPwEbgZ5K2Bg5tdVnSCTYB3ijpSspUJAFuue+DpJdQph8tDKwiaV3KPPkmV2asSwzvDyxdt/8OvN72Rb0GNv0ulvT6icsnS3otjVacSNLgdcr2ocxp8jvpfRryUOAiSWcwd9Kkyf9hyvN6t+e2RZKWqBWAS1NW3vzd0G1L2762r9hi2r1v6OsHU/rXnA20mjR579DXD6b0g2yyV2Ct+LzA9loAtn/Wc0hNSiVRzJckbQRcAiwFfIKSIf6s7V/1GliHJD2FUu68mO0V6/Ksbx0qmW2CpI8Br6HMmf4L8B/ALyiNnF/X6soTAJJmA4tS3rhvYU7SZIleA+tIXfL+bmz/ftSxjErtZbIZpSpuvbrv17bX7jeybkg6jdK4+YS6vSnwKdtP7TWwaSbp0ZQL6ZspFxoAGwIPAV5m+5q+YuuKpBOBH1IWFvjD0P6FKQngNwAn2P5OLwF2ZKpVVlteXXVcqh8lHWn7xXXgYvgCaPBe3GTfywBJKwBfHqfGxoPm3X3H0QVJRwBva/G9d36RJFHEfKIuu7sNZenZpi8uJS1PSZTcSkmMPQc4n1KBcGWfscX0qsnOp9fNU2yf32c8XZP0K9sbD08tlHRBq9VTks6fuMrVZPtaIWkzYK26eXHLI5iSHkxZzW1bYBXgOkpSbBZwHPD1lqbo3JuqqBYrp4arH203X/0Y40mSKP3G1uw7li7U6riBWcAGwFdtN9nMuU6v24DSjHy44nOr3oJqTKabxXxJ0mMppaIrMffS2a2WiQJg+6ryPnaXO6a670xme7i53Ni8oEv6me1n39O+Vkh6J/AW5kxlOEDS3rb36DGsrl0k6TXAAnWVxncAp/UcU5eukPRRypQzgNdSmvA3yfbPgZ/3Hcco2L4F+Drw9do/bhngZtvX9RtZZ06QdI+VU8B3+gmvMx+jTMU5EcD2eZKarqgZt/ficSRpD+ZUi80C1gXO6S+izp1NOV5RBmGvBN7Ua0QdkLSg7duB3fuOpXVJEsX86mBgT8rSlU0mSiZxlaSnAq4n5O+kTLmLGa6OyC8CLCPpocxZancJ4NG9Bda9NwFPtn0jgKTPUEZ9Wk4S7QzsQqmSOwg4ljJltlXbAx9nTiLwlLovGmL738Cf+o6jY8+n/O0eJGmyyqkvt1Q5NeTftq+fMEB1Z1/BdGmM34vH0VlDX98OHGT7F30FMwKPr4n9u0h6UF/BdOgMYH1Ke4o39hxL05IkivnV7ba/0XcQI/Y24CuUE5VrKCelb+81opgubwXeBTyKMtozODG9AfifvoIaATF3kvcO5hx7k2rT+V3qR/Ns/xN4R21Ef6ft2X3HFHF/jGHl1MA4VT+O63vx2LH9XUnL1q//1nc8I3AaJXky7JeT7JvpFpb0CuDpku42Jdb24T3E1KT0JIr5Um1u/FfgR5QReQCy8kTMZJJ2bnyq1VwkvYcyRWOwXPaWwHdsf7m/qLohaZ4nJq3296iLDHyb0oge4Hpge9tnT/2oiJhfSFqEktR+LiVpcizwiYlVCS0Zt/ficVJ7D+1KWRRlFnOmX+1he7c+Y+uCpEdQBpcPoCwKM1wdt6ftNfqKrQt1YYHXUlpV/GTCzbb9+tFH1aYkiWK+VFeemKjplSdqH6ZvAMvZXlvSE4EtbDc571bSZL2IrgcutP3XUcczCpJeDhxje7akj1BGeHa33ew8eUnrU/p5QGlc3eJ0DST9DbiKMsXsdCZUTLW6MpKkC4C32z6lbm9CaWjcZKPuiGiDpLWBNSnLhQNge7/+IorpUAenXgDsMFgIpfbY+gbl/OtLfcY33SS9AXgjZbXN4Sl2symDcodO9riZTtJbbe/VdxwtS5IoYj4h6SRKs+69Wl/dDEDSUcBTKI1AATallH+vQllZZf8pHjpjDVa5qhfSuwOfA/7L9pN7Dq0TkjamrCYyu24vQZk3f3q/kU0/SQsAmwOvBp4IHEXpgXBRr4F1bHgVt6F959hurcR9bEmazdzLhUNJ6J8F/KftZhuVjwNJGwIfBlZm7oVCmk30StqVcs6xJqUa4QXAqba36TOueOAknQtsbvvvE/YvCxw38f2qFZK2tv3DvuOIdqQnUcyXaj+AHYFn1F0nUpIn/+4tqO4tYvuMCc0jb+8rmBFYkJIw+AuApOWA/YAnAyczZ7Wklgz687wI2Nv2UZKarBSrvsHc8+H/Ncm+Jti+AzgGOKY2i3w1cKKkj9tuudfFSZL2olRQGXgl5bjXB2i5Sm6MfBm4GjiQUiH3KmA1ykpB36ZcbMfM9T3KANWFNNqwehLbAOsA59rerp5/HNBzTDE9FpqYIILSl6heW7TqyNpbbGXmTvY2N8UuRiNJophffQNYiNJEEuB1dd+be4uoe3+XtBp1xFbSNrS9mswKgwRR9de671pJrSYDr6kX1JsDn6nJhFk9x9Qleahc1fadkpp936nP54soCaKVga8ypx9Tq9apn3edsH89ymvZZqMNJzqwhe11hrb3lnSe7Q9I+nBvUXVkDCun/jaGzV5vru9Ht9cK178CK/QdVEyL2+7nbTPdYZTXqbMZ6uUacX81e7IeM95GE05Kfy7p/N6iGY23A3sDa0i6BrgS2LbfkDp1oqQjgYPr9tZ136KUpYdb9ArKMsuft32dpEdSRnBbdYWkd1ASvAA7Aa1dYAEgaT9gbcrUhY/b/nXPIY2E7Wf1HUN07qa6mswhdXsbYNDUuMWeBeNWObWrpG8CP2PuhUKa7GVSnSVpKWAfykX1vygrQcXMt46kGybZL4b6TzVoedvP7zuIUZP0XOAk27dK2mIME96dSU+imC9JOgd4ue3f1u1VgUNa7nMhaRXbV9Ykyaza3HiVQeO91tQVKLYGnlZ3/QL4oRt+UZK04mT7bf9h1LGMgqSHU6ppNqNcTP4MeFeLjckl3QncWDeH/4ZFabq/xOij6p6kdwL7Uppk7kOZSvhB28f1GlhMm/r++xVKDzkDvwLeDVwDbGD71B7Dm3aSzp8wSEWtnFp3sttmOkkHAGsAFzFnupltb99fVKMjaWVgCdsX9BxKxP0maW/KCm4X9h3LKEnaE1gXOAN4hu11ew6pGUkSxXxJ0rMpFx5XUC6yVgK2s33CPB84g03W7FXS2bY36CummF6SLqRcZA1GtFYBLrO9Vq+BRdxPg4tmSc8D3gZ8BNi/5YR+tE3SL4EvMXfl1HtsbzxIFvUX3fSTdJntx/Udx6hJejTl3HK4f8vJ/UUUcf9Juhh4DGUWwq3MGaBqqgF9bbT/u+G+U5J2Ad4L7Gj7+70F15hMN4v5ku2fSVodGJy4XGa7yTm2ktYA1gKWnLAs/BI0XBpbj/UzwMMpb2ZNV1wA2H7C8HZt7rtTT+FETIdBp/0XAvvZvkgTuu/HzFZXBXrL/7d359F2VXW2x78zdEEaQUXsQKQHEQjSiZQIKhQKKPgEEUvsoGxReHaUVumzfGWLHYilqIiogAhBQQqQHkFEAoRIp6jYPAMoCGbQCIT5/tj7kpPLTSJw9lnnrDM/Y2Tk7LWTMWZGknvP+e3f+i0ePhC11k6T/Wg6p45kQefUayUtD7yjZLCOXCJpY9vXlg4yKJI+STNk/1oWHChhmkMzIkbRrqUDDMjXgG0nLiR9iuaz4obASUCKRH2SIlEMFUk72T53UrEEYF1Jte6R3wDYDVgF2L1nfR7NG/NafQrY3fZ1pYOUYvsKSduUzhHxGMySdBZNV9yhklZifE5IGhc/AC4CzmbBB+pqtYOpd1/E7aq21rW2Ba6SVHUHwiSvADao9eFjjB/bv5O0PbCe7aPb4v6KpXN1YGnb90paCvg6TXF3L9vz23Ed0ScpEsWw2QE4l6nfoBmorkhk+wfADyQ9z/Y4DU68ZdwKRJIO6bmcRjO/5U+F4kT0w5to5gH8xvbdkp4IvKFwpuivx9l+f+kQgzKGnVNjN+yWZpTBMuQUqKiEpA8DW9I8eD6a5t/3t1kw97MWl7YPpp4CrAps1xaItgfuKRutLplJFENpqoHNNQ9xhvF7YyrpCzRf5E9hTE5Uab+JT3gAuIlmWPe9U/+OOrTtwCfYniXpc7YPLp0pIv4xkj4GXGL79NJZBkHSJTSdU7Po6ZyyfVKxUNFXkk4CNuPhJ7odVCxUxGMg6SpgBnCF7Rnt2tU1dgRKeiFwHzCXZnbcSsBywCttX14wWlVSJIqhNI5DnMftjamko6dYHpsTVcaJpP9FM/z12cDP83ccMTokzQNWoPkwfT+Vz4+rcTh1LEzS/lOt2z5m0Fki+kHSZba3nvj81G69+mmNRaLJJD0VuLnm05FLyHazGCrjOsS5NVYt/bbHZkuKpFNZ+Fj0hdjeY4BxOifpLcCPbP+hXfoR8HrgduBXpXJFxCNne6XSGQbsNEkvHZfOqXFk+xhJywLrt0s32L6/ZKaIx+h7kr4CrCLpAOCNwFGFMw2E7bmlM9QonUQxVCS9nGag4B7AD3tuzQOOt31JkWADMC4t/ZLeZ/tTkg5nisJJje3eknZoX+5Fs8Xu2+31vjSzmarafiVpzsRJbpJWpfm/PJPmWOmf2d66ZL7ov97TkSRta/vS0pnisZG0oe3r21MYH8b2FYPONAjj1jk1QdJKtue1r9e1fWPpTF1pt6scQ7PlW8AawP62c7pZjCxJLwF2pvk3fabtHxeOFCMsRaIYSmM4xHls3phK2t32qePY7i3pcttbLmlt1Em6Hngu8CSamVOH2f52e+8XtjcpmS/6T9JpNEMkfwC82fb6S/gtMeQkHWX7AEnnTXHbtncaeKjojKTZwG+B7wIft71O4UidkTQLeI3tG9rr9YHjah5pEHWS9CXgu7YvLp0l6pLtZjGsDmzbJRdS8yyTcWnpt31q+/Ju2yf23pP0qgKRBmkFSWu3Rywj6Vk0hcHaHEZzesxSwNUAktYE9gduKJgr+kTSWsDttv8GYHs3Se8EPgO8pmC06BPbB7Q/71g6yyCMW+eUpMcB99l+AMD2ZpLeChwHvLpouO4tM1EgArD9S0nLlAwU8Sj9EvhMO5fnezTFzisLZ+qcpKlmLd0J/MH2g4POU6N0EsVQkvTKnsvpwJ7An2rcijRB0gumWq+1/XkRw8kftlYTSf8MfJWmgCLgmcC/2j6zaLAOSFqqfbk08HFgF+AK4GDbfykWLPqifRK/k+072+uDgH2ANwNfSpfJ6Js0F/BhajuJctw6pyRdCrzC9s3t9Z7A/wEOofk6/bKS+bok6RvAgyzY+r0fsFTNDyKjbpKeSVPcfTWwPE2x9zjbvywarCOSfg5sDlxD8356I+BampPODrR9TsF4VUiRKEaCpGnAT2xvVzpLV9rhxhOmA1sDsyp8Y7or8FJgb+CEnlsrAxvXPq9G0nLAhu3l9bb/vrhfHzGMJs2d+i+ao3dfafvu2k+iHBc9J1A+GdgOOLe93pFmft5uRYJFX0iabXuz9vWBwAHAS23/ucZt0L3a78NvB7Zvly4Cjsz346iBpBnAN4BNbS+1pF8/iiSdCPyn7Ylu9ecA/w78G/D9nFD52GW7WYyK9WjeqFbL9u6915LWAD5fKE6X/gTMohlOPqtnfR5Q1QDnRXgusBbN19/NJGH7W2UjRTxiN7ZFhGfQFIg2aAtEGxXOFX0ycQKlpLNoCvhz2+unAt8sGK0T49Y5Bdwm6cM0Q5v3BNa1/df273fZstG6Zfvvko4FjrX959J5Ih4rSUsDu9J0Er0IOB/4SMFIXdtookAEYHtOe4DGjZJK5qpGikQxlNohzr1tbjcDY3M8fOuPNO2TVbE9G5gt6dsTsxDGRfumdB3gKmB+u2wgRaIYNa8GXgXcR7N98nxJf6bpkptyKH2MrDUmHTF8C7BmqTAdmnhQM2XnFFBbkehVwFtpZpocCJwlaQ7Nn/eDJYN1Rc2nxw8D7wCmtWvzgcNtf7RktohHoz3RbF+aDv3LgONptlvdVTRY965vT0k+vr3ep11bDhirzxZdyXaziCEx6Uj4aTR7bW+y/dpyqfqvfRO6yC88tqcaRlcFSdfRPJHPF96oiqTpwHOAX9m+o3Se6B9JR9B08x7XLu0D3Gj7neVSdaftnNp/cueU7V3KJuuWpKcBzweu7h3qXBNJh9B0Wxxo+7ft2trAl4EzbH+uZL6IR0rSuTQnEp5k+6+l8wxKO3j/nSzYMnoxcDhwL7DixLzEePRSJIqhJOkc2y9a0lpNJh0J/wBNgai6Iy3b4XqLZPt3g8oyaO0e6oMmPZWvlqR3AUfTbCX8Gs22pA/YPqtosIh4RNqtWP/UXl5oe2bJPF2SdJ3tjXqupwHX9K7FaJJ0JfCSyYcnSFoNOMv2jDLJIiKGS7abxVBpn0Y/DniSpFVpJtZDM9T46cWCDYDtY0pnGISai0D/gCcB10q6DHhoQKbtPcpF6tQbbX9B0i7AqsC/AMcCKRJFjJB2Hk9t260W5RxJZ7Jw59TZBfNE/ywz1ema7bDuZUoEiohHTtK2NFtHn0lPPcP2+sVCVSZFohg2/wq8G3gazXHZE/4GHFEkUccWs/1KNMfuVrn9atLcqWWBZYC7bK9cLlXnPlI6wIBNFHlfSjMg9BplomDESGm7iD5JM6tHLPjeVOXXatvvmNQ59dWaO6fGzH2P8l5EDJejgffRHIAzfwm/Nh6FbDeLoSTpnbYPL51jEMZ5+9WEtnDwcmBb2x8onSf6oz396unAs4DNgKWA83M8ej0kPWGK5Xm27x94mOiEpBuB3W1fVzpL9J+kFYB7bD8oaX2a4fP/U+P/4XZI9VQDfQVMt51uoogRIOlntrcpnaNmKRLFUJG0k+1zF3UUbYVH0C5E0urAVu3lZbZvLZln0CRdWeNMgClO63voFhU/kW9neWwO/Mb2HZKeCDy999jSGG2SbqI5QvuvNP+eV6E5jfIW4ADbs8qli36QdLHt55fOMSjj1jklaRZN19SqNMNffw7cZ3u/osEiIhZB0sfblyez8PiGvL/sk2w3i2GzA82xs7tPcc9UPBNB0t7Ap4Hzad6UHi7pvba/XzRYRyYVAqcBW9KcSlAd2yuVzlBC+2T6FmBjSfl+U6cfA9+3fSaApJ2BV9K0gh8J5Enf6Ltc0gnAKSz8ZrzW78efYrw6p2T7bklvAo60/SlJV5UOFRGxGNtP+hmaz4kvKJClSukkiqEk6VkTx5Mubq0mkmbTnLpxa3u9GnC27c3KJutGuxVpwgPATcBR49Y9VTNJn6QZ+notC/aMu+JB3WNH0hzbz5m0drXtTSVdZXvzUtmiPyZ9rZ5g228ceJgBGMPOqSuBtwGfA97Uzo572P/riIgYH3myG8PqJGCLSWvfB2qeZTJtUoHkNpoOmyrZfkPpDNG5VwAb2P77En9ljKq5kt4PHN9e7wPcImkp4MFysaJfxvBr9bh1Tr0LOBSY2RaI1gbOK5wpIuJhJO1r+zhJB0113/YXB52pVikSxVCRtCHwbODxk7YjrQxML5NqYM6Y4tjd0wvm6ZSkTwEfA+4BzgA2BQ62/e2iwaKffkNzal2KRPV6Dc0xtKe01xe3a0sBe5cKFf3TdhI9rO281k4imvcbdwM796zVvN39D73dnbZ/I+nYkoEiIhZh1fbn1YqmGAPZbhZDRdLLaboP9gB+2HNrHnC87UuKBBuQtjA2sb/2opqP3Z3YiiJpT2A34BDgwlq3140jSSfRnGp2Dgs/kZ/yCVBEDB9Jr+y5nA7sCfwp/4/r0A6u3sP2/2uvdwCOyHaziIjxlSJRDCVJz7P909I5BknSIcAJE2/UaifpF7Y3kfQ1msG3Z0ianSJRPSTtP9W67WMGnSW60R6Z/R5gLXq6k23vVCpTdKs9tfAntrcrnaUL49Y5JWkrmiHzu9Ns8/84sJvtPxQNFhGxCO3pZh+n6fr8Ec1Jugfb/m7RYBXJdrMYVntKuobx2oq0EnCWpNuBE4ATbd9SOFOXTpN0Pc3f8VvbQd1Vnm42rmwfI2lZYP126Qbb95fMFH13IvDfwNdYMJw86rYezfHwtTqt5/VDnVOFsnTO9s/b+R5n0XwPfrHtPxeOFRGxOLvaPlTSK4C5wL40s9RSJOqTdBLFUBrnrUiSNqWZR/RK4I+2X1w4UmckPQG40/Z8SY8DVrZ9c+lc0R+SXggcQ3NynYA1gP1tX1gwVvSRpFm2az5QYOxJmsfCnTU3A4faPqlQpIGqtXNK0qks/Pe6Mc2Hrb8C5BTKiBhWPbsRvgqcYvv0nKjaX+kkimG1TPvzy2g6au6UVDLPIN1K8yb8Nup+WguwIbCWpN6vRd8qFSb67jBgZ9s3wENbk46j7lMKx82pkt4GzGThuVO3l4sU/SDp+bYvBlazPc5dnrV2Tn2mdICIiEfpfyT9gqaD+e2SnkQOSemrdBLFUJL0CZoB1vcAWwOrAKfZ3qZosA61H7T2ppnYfyLwPdvXlk3Vnfb0lHWAq1iwTcUZhloPSVfb3nRJazG6JP12imXbXnvgYaKvJrrEJF1he4vSeQZlHDunJK0ObNVeXmb71pJ5IiKWRNKTgdttPyBpBWCVcZnrOggpEsXQGretSO0QthNsX1U6yyBIug7Y2PkiVC1J3wAeBCZmie0HLFXrANiImki6FLia5oHN8ZPv11bQn+ickjR9nDqnJO0NfBo4n2Zb8D8B77X9/ZK5IiIWR9LWPPzQjMwk6pMUiWJoSdqOh//nz1akSkg6ETjI9tzSWaIbkpYD3g5s3y5dBBxpOy3BI07STrbPlbTXVPdtnzzoTNFfbfv+i4FPAv8x+X5tpxSOcefUbOAlE91D7SESZ4/DDMiIGE2SvkkzR23yboS3FQtVmcwkiqG0qK1IZF5NTZ4EXCvpMhaeZZJhmZVoi0GfbX9EXXYAzqU5NnsyAykSjTjbfwGOl3Sd7dml8wzA/e0Q1GdI+uLkm7V1TvWYNml72W3AtFJhIiL+AdvS7EZ4sHSQWqVIFMNqS7IVqXYfKR0guiHpe7b3ljSHhWd7AJCZRKPP9ofbn99QOkt0Q9LhtP9/pzo4osKiyW40nVO7ALMKZxmkMySdSXOoADSnq55eME9ExJJcQzPD9ZbSQWqV7WYxlLIVaTxkWGadJD3V9lxJz5zqvu3fDTpTdEPSu4CjgXnAUcAWwAdsn1U0WDxmkvZvXz6fpq3/hPb6VcC1tt9SJFjHJG02Jp1TD2m3jT60Ldj2zJJ5IiIWR9LZwAzgUhbejTDlFvh45FIkiqEk6Txgc6D6rUhTnKTy0C2a/bUrDzjSQGRYZv0kfdL2+5e0FqNL0mzbm0naBXgL8CHg2HGa6VK7doD19rYfaK+XoSkkbFs2WX/1dk5NpcLOqYe0D2y2pvnz54FNRAw1SS+aat32OYPOUqtsN4th9ZHSAQbF9kqlMxTyQWCrycMygRSJ6vESYHJBaNcp1mJ0TexDeinwLdvXaKq9STHKVgVWBm5vr1ds12pzefvzlJ1TRRINwBQPbA6XlAc2ETG0bJ8j6RnAerbPkzQdWKp0rpqkSBRDyfYFpTN8Mwr+AAAOvklEQVRE5zIss1KS3gq8DVhb0tU9t1YCLi6TKjoyS9JZwLOAQyWtBGSQZF0+AVzZdvgKeAEVPsiZOK2t/frV2zn13zQnM9YqD2wiYqRIeiPwDuDxNAcdrQkcSTNXLvog281iqIzr1qtxJOnTwKYsPCxzju33lUsV/SDp8TSdBh8HPtBza57t26f+XTGKJE2j2Rr8G9t3SHoi8HTbVy/ht8YIkfQUYJv28me2by6Zp0uSbgCeN/G1StKqwKW2NyibrBuS5th+Ts/1NGB271pExDCRdBXNFtmf2Z7Rrs3J163+SSdRDJUx3no1dmy/d9KwzK9mWGYdbN8J3AnsCyDpycB0YEVJK9r+fcl88dhJ2tD29TQFImi6xkpGio5I+jZwAc0coutL5xmAseic6pHTzSJi1Nxr+76J9x2SstWsz9JJFBEDJWldYHXbF09a3x6Ya/vXZZJFv0naHfgs8DTgVuCZwHW2n100WDxmkr5q+8D2g/Rktr3TwENFJyTtSHOwwD/RtPVfCVxo+wtFg3VonDqnIKebRcRokXQYcAvwBprxBm8HfmX70KLBKpIiUUQMlKTTgENtz5m0/hzgv2zvXiZZ9Juk2cBOwNm2Z7QfNl9r+02Fo0WfSJpu+94lrcVoa5/SbgXsSHOK3T22Nyybqhtj2Dn1EElPAm5zPhxExBBrvycdCOxM0/F5JvAV25mJ2CcZEhsRg7b65AIRQLu21uDjRIfut30bME3SNNvnAVuWDhV9dck/uBYjStI5NAPn9wFuoBlyXGWBqPV14Kk0p3z9RtJJkt5VOlS/SdpW0vmSTpY0Q9IvgF8At0j659L5IiIWYxmaotCetl8BfAVYtnCmqmQmUUQM2iqLubf8wFLEINwhaUXgQuA7km4F7iqcKfqg3Y7zdGB5STNonuRBc1T644oFiy5cDTwX2IRm1tgdkn5q+56ysbrRHqd8IQt3Tj0bqG173RHAv9GcDnQusKvtSyVtSDOf6IyS4SIiFuM8mi6iee31CjTdRNsVS1SZFIkiYtAul3SA7aN6FyW9GZhVKFN04+XAvcDBwH40H0Y+WjRR9MsuwOuBZwCHsaBI9DeaD55RCdsHA0haiebv/GjgKcByBWN1pu2cWgH4KXARPcfDV2Zp22cBSPqo7UsBbF+fIfQRMeSWtz1RIML2PEl5QNVHKRJFxKC9G5gpaT8WFIW2pGkT3bNYqug7271dQ8cUCxJ9Z/sYSccC+9r+Tuk80R1J76AZWv1c4CbgGzTFk1qNS+dU7+yOyX+2zCSKiGF2t6TNbM8GkLQ5zUPJ6JMMro6IItohxpu0l9fYPrdknugfSfNYzIcM2ysPME50SNLltjNnqmKS3kNTFJpl+4HSeQalp3PqPcBTbFfVOSVpPs32X9Fs9b574hYw3fYypbJFRCyOpG1otsX+juZr1ho0D60uKxqsIikSRUREJyT9JzAXOJbmm/h+wFNt/0fRYNE3kj4B/AU4gZ55U7ZvLxYq+k7SZjTdRNCc+jW7ZJ4uTdE5dRHNnzkPMiIihoSk5YCN2strbd9XMk9tUiSKiIhOSJpte7MlrcXokvTbKZZte+2Bh4lOSDqI5qjhk9ulPYGv2j68XKrujGvnVETEsJO0g+0LJO0x1X3bPxx0plqlSBQREZ2QdAnwJeB4mu1n+wJvt53TJyJGhKSrgedNzBiTtALwU9ublk3WnXHqnIqIGBWSPmb7Q+1MxMls+3UDD1WpFIkiIqITktaiOTb6+TRFoouBd9u+qVyq6Kf2NJFDgDVtHyhpPWAD26cVjhZ9ImkOzQlf97bX04Gf235O2WTdGLfOqYiIiMlSJIqIiIhHRdIJNKcUvs72Jm3R6BLbmxeOFn0i6RBgf2Bmu/QK4Ju2P18uVXfGsXMqImIUtEX8RbL9xUFlqd3SpQNERESdJK0GHACsRc/3G9tvLJUp+m4d2/tI2hfA9t2SVDpU9I/tz0o6H9i+XXqD7SsLRuqagPk91/PbtYiIKGu10gHGRYpEERHRlR/QDIA9m4U/dEU97pO0PM12QiStA/y9bKToF0lLAdfY3hC4onSeATka+Jmk3s6prxfMExERgO1/L51hXGS7WUREdELSVdl2VDdJOwMfBDYGzqKZP/V62+eXzBX9I+kHwDtt/750lkGRtAULOqcuqrxzKiIiYiEpEkVERCckfYxmPs3ppbNEdyQ9EdiWZkvOpbb/UjhS9JGkC4EZwGXAXRPrtqc8gniUTeqcioiIGEspEkVERCckzQNWoNl+dD9NEcG2Vy4aLPpG0qnAd4EfTgz6jbpI2mGqddsXDDrLIIxj51RExCiRtKzt+yatrWL7jlKZapMiUURERDwqbQFhH+BlwM+B44HTJo5Lj9ElaV1gddsXT1rfHphr+9dlknVrnDqnIiJGUfuAak/bD7TXq9O899iqbLJ6ZHB1RER0QtILplq3feGgs0Q32m6SC9ptOjvRnGb3DSDdYqPv88ChU6zf2d7bfbBxBiaDUSMihtvpwAmSXgU8AzgV+EDZSHVJkSgiIrry3p7X04GtgVk0xYSoRHu62e40HUVbAMeUTRR9srrtOZMXbc+RtNbg43Srp3Pqgknr2wNzy6SKiIjJbH9Z0rLAycA6wNtsX1Q4VlVSJIqIiE7YXqjTQNIaNB0IUQlJ36Mp/p0BHAFcYPvBsqmiT1ZZzL3lB5ZicMa1cyoiYiRIOmjS0lrAlcAMSTNsf3HwqeqUIlFERAzKH4GNSoeIvvo6sK/t+aWDRN9dLukA20f1Lkp6M01HYG3GqnMqImIErTbp+tRFrMdjlMHVERHRCUmHAxPfZKYBmwM32X5tuVTRD5L2Wtx92ycPKkt0ox0EOhO4jwVFoS2BZWkGht5cKlsXJP3K9nqLuHej7XUHnSkiIhbWzkD8v7Yzg6hD6SSKiIiuXN7z+gHguMknJcXImth682RgO+Dc9npH4BKaOQExwmzfAmwnaUdgk3b5R7bPXcxvG2Xj1jkVETFybM+X9MLSOWqXTqKIiOhMO1hw/fbyBtv3l8wT/SXpx8DrbM9tr58KfNP2LmWTRTwy49Y5FRExqiQdCTwFOBG4a2Ld9g+LhapMikQREdGJ9knPMcBNgIA1gP1tX1gwVvSRpOtsb9RzPQ24pnctYpRM6py6puLOqYiIkSTp2CmWbft1Aw9TqRSJIiKiE5JmAa+xfUN7vT7NlrPnlk0W/SLpCGA94Lh26dXAr2y/s1yqiIiIiHi0UiSKiIhOSLra9qZLWovRJmlP4AXt5YW2Z5bMExEREfWStBzweuDZwPSJddsHlspUm2mlA0RERLUul/Q1SS9sfxzFwsOsowK2Z9o+2PbBwF8kfal0poiIiKjWt4C1gN2AnwHrAPeWDFSbdBJFREQn2ic9bwe2b5cuAo60/fdyqaLfJM0A9gX2Bn4LnGz78LKpIiIiokaSrrQ9Y6I7XdIywEW2ty2drRZLlw4QERF1kbSm7d+3xaDPtj+iIu18qX3bH38BTqB58LRj0WARERFRu4mTcu+QtBFwC/Dkgnmqk+1mERHRb6dMvJB0Uskg0ZnrgZ2A3Wxv33YOzS+cKSIiIur3dUmrAh8GzgR+CRxWNlJd0kkUERH9pp7XaxdLEV3ai+Yks/MknQEcz8J/7xERERF9Z/sr7cvzgDVLZqlVikQREdFvXsTrqITtU4BTJK0AvBx4N/BkSV8GZto+q2jAiIiIqJKklYHX0gyvfqieYfuQUplqk8HVERHRV5LmA3fRdJYsD9w9cQuw7ZVLZYvutK3frwL2sf2i0nkiIiKiPpJ+AlwBzAEenFi3/fVioSqTIlFEREREREREDD1JV9jeonSOmqVIFBERERERERFDT9J7gNuA04C/T6zb/luxUJVJkSgiIiIiIiIihp6ktwCfBOaxYPalbWeIdZ+kSBQRERERERERQ0/Sb4FtbN9aOkutppUOEBERERERERHxD7gRyNayDi295F8SEREREREREVHc34ArJZ3LwjOJDikXqS4pEkVERERERETEKDi9/REdyUyiiIiIiIiIiBgJkpYF1rR9Y+ksNcpMooiIiIiIiIgYepJeBswBftxeby5pZtlUdUmRKCIiIiIiIiJGwUeBbYA7AGxfBaxbNFFlUiSKiIiIiIiIiFFwv+07Jq1lhk4fZXB1RERERERERIyC6yTtDUyT9CzgIODSwpmqkk6iiIiIiIiIiBgF7wCeCzwIzATuA95dNFFlcrpZRERERERERERku1lEREREREREDK/2BLNFdrjY3muAcaqWIlFEREREREREDLMj2p9fDjwN+E57vS/wpyKJKpXtZhEREREREREx9CRdbnvLnmsBl9neqmCsqmRwdURERERERESMghUlrdVzvSawYpkodcp2s4iIiIiIiIgYBf8buEjSDYCAdYG3lo1Ul2w3i4iIiIiIiIiRIGl5YOP28lrb95TMU5sUiSIiIiIiIiJiJEjakKZINH1izfZ3yyWqS4pEERERERERETH0JH0I2BnYEDgT2AX4ie29igarSAZXR0RERERERMQo2AfYEZhr+1+AzYAVykaqS4pEERERERERETEK7rE9H3hA0krAzcAzC2eqSk43i4iIiIiIiIhRcKWkVYBvAJcDfwMuKxupLplJFBERERERERFDTZKAp9ie216vC6xs+4qyyeqSIlFEREREREREDD1Jv7C9SekcNctMooiIiIiIiIgYBVdJmlE6RM3SSRQRERERERERQ0vS0rYfkHQNsAHwa+AuQIBtb1E0YEUyuDoiIiIiIiIihtllwBbAHqWD1C5FooiIiIiIiIgYZgKw/evSQWqXIlFEREREREREDLPVJB2yqJu2PzvIMDVLkSgiIiIiIiIihtlSwIq0HUXRnQyujoiIiIiIiIihJemKDKcejGmlA0RERERERERELEY6iAYknUQRERERERERMbQkPcH27aVzjIMUiSIiIiIiIiIiItvNIiIiIiIiIiIiRaKIiIiIiIiIiCBFooiIiIiIiIiIIEWiiIiIiIiIiIggRaKIiIiIiIiIiAD+P0cIc90EdpJCAAAAAElFTkSuQmCC\n", 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\n", 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1OIfHezgx0U9Uxlmcns/GnAq01MhSLBGncWqQA2PdhOJRyuxubs6twqI3AhCXCbYPtuAwmFjlLkUn1LiFoijK1eaPRtCADJNl5ns9mkjwzlAPG/NLuSGniAyzhX85sY8KZybTkTBbCstJM5rZ0deORLKjvx1/NEJCSnp8kwwGprmjuBrn7LkQKQkpKXI42ZhfhlVvQErJ/uEeTowPoSGIJuI0eIYZ9HtxGk3sH+qhKj2LjXmlWPUGAJZn5bMmp5gci51vn3iHxokRPKEAv7dkDU6jmcaJYY6ODaLXNFbnFLEutwSz3sDTbceJJRI4jSYaPcMU2Z0syshBEwKzXk+RPR2zznBWexemZ7E+twS9pvHu/l56fFNUpbvP2kZKyfHxQRo9w+iEIBSL0TI5ylDAO2fKS0wm2D3YxercItbkFpNttfOt43uZioQoTXORYbKSb3XMvM9s0VNoc5JuslDuzMRlsgDgNlvJttoZ8k/PlL1/uJfVOYXcXFg+067Xe9s4OjaAEJCQ0DgxTK93koSUlDsz2JBfikl34a54MB5EL/ToNT3iKk+2KM1MpzQzXU3rUD4cgv4wT/2fXzDcPYbNaSEjz8Utn1xHYcXldcpDgTDT4z7c+S50+rlfvpFghAOvHictw37ZwYmxfg/WNAu2NOtlvf9iTGYjSzdU85O/f4GBzpFrHpyIhCP0nRpkybqqeW3v9fiIxeK4spzv6xsrFokxPjRJZm46BpPh0m+4Tl7pb+CV/gY8ET+xRAKXycrKzBIeq1w/7zIkcGi8h39sfIO6jCJcRiuh+Nwo/vXki4V5vvcYG3IqKbZlXHCbxslBVmeVXtO2SSnp8Xt4pb+BhslBIokYVr2RNVll3Fu0HONFfszfqzcHmzHrDB+owNFp/liE1wYaeXu4lVA8Sp7FyX0ly1nkzEevnQkgnJjo4+snX6Uus4gMo23OZ63LN87fn3yNAquLQms6wXj0rKCPlJJ27yjZZgcfiCsTRVGUDwGbwUgCmIyEyLHaEUKQQBJPJDBqyd+500HmaCKBEMm1AfSahkHTgUwO/NVnFVCXlQ9AusmCzWC8cJ16I0btzLVzNBGnLC2DzYXlGHU6HqxYQonDRVmaC7fZxtsDnewd7Oa/LUteA+mEBuJMu8Lx2EybAAyajmgijiYETqMZIQQaAinBotfzcHU9B0b6eKGriaNjgzxWs+KCv+l6TZvZZw1B/AILYEbjcSqcbrYUVqDXNMw6Pfm2uQMqCSmJJRKYUvuvpbr8Fyr3vYgl4pjP2Y9YIk5JaqqNSafn/gW1FDmcdE5P4DCYzvodP5/tI2+iFzq25t7+vtt3Kd5wmBdPtHCwp5/PrqknHI1R5HKS63Rc9brPpYZHlKsuEU8QmA5yy0Pr+NQf30M0FOGVH7x1WWVJKeltGeS1p3YTDkQuvOH7uLiWUvLyE2/Td2ro8gu5CL1RT1FVPg6X7aqUfykZOel89MvbsKdfun4pJYe3N3DgtRPE4+/vy9szPMXz39mObyrwvsq52la5S3isch25FicS+FzlerbmL3pPZcRlgqapIYpsLr648Ga+WHMzt+TXXJ0GXyZP2M9rA00XXdBpgSOLr9bdTZndfcFtrgZ/LMK/trzNwfEeNuVWclfhUhY58wjFYmfNR32/JLB9qIXh0PQlt73Wook4L/ad4Hute6hMy2Zb4WLCiRhfP/Eanb6xme0SSJqmhsgyO/i9hTfxxZqbua2gdubCEaDdO4omNB6vvpEv1tzMAyV1WPVnLl71mo7Hq2/k/pI6dJe4WFKuHSklgz4vu/u6iMTj17z+9kkPTzYc4fsnDjEWPPO9PeCb5idNx/jOsQP0+6aT2WZScsozxvGRoStyof9BIqWke2qSA0N9xBIXPw9SSo6PDvHtI+/wy7ZGgueklgdjUXb0dOCLXOT65QPOH42ws6cDf/TXdx8+KJxGM6WOdJ5tP0nHtIehgJfJcJBqVxZHxgaYioQ4MT5EptlGod1JQkLHtCe5ZkFgGiEENRnZTISDFNvTybOmYdcb0V3sd1KcnYVX6sggLhOkmyyUOTKw640YNQ1PKEBlupuPVixhNOTHE0p+BxwfG2QsGOCkZ4g0o5mqdDdCCBo8I/T5p+j2TlKRyjw4txnheJypSJg1OcXct2AxzRMjRC/yfdEyOUafb4omzwgxmSDPNrejLISg3JlJJBEjw2yl1OHCZjCdNyPBqOlYlJHN0bFBJsPBmX1wmS0XP1HzUO7M5OBIP8MBL+MhP9ORMIX25KCew2BmQVoGNoNxTnbIxYyHxzBqxqueNQGw81QnoViMvDQHwUiU9nEPXZ7Jq17v+ajMCeWaEJrAYjeTU+xmyYaF7Pz5PqSUDHWP8caP9+AZmiQj18nmj60lvzyHqTEvb/50L/3tw+gNOjbcs5LaNZUcevMkrz21i57mQYa6RylbVMjtj2zCYNTz+o9203a0mzS3g6kxLwCRcJR9Lx3lxJ4WAJaur+aGO5ZjMOrpPTXIW8++y/jABI4MG7d+agNpGXZ+9e9vsOsXB+g43kNOiZubHryB6hUL6GrsY+d/7cc74aegPIebPrqGzLx0Th3u5PD2Bix2M12NfSzfVMON961mqHuMN3+6F8/wJDaHhS2fXEdpTSFCe29fMiF/mJ3P7KftWDcCWLyumvUfWYEQcHhHA4e3NxAKhCmqyuP2hzdhthpperedd146jH8qSE5xJrd/dhPpWWm0HO7kpf/cidGk51N/cg/p7rTkBXDnKG/8ZA+TI1OYrCZu/+yNlCws4LUnd/H6j/cQj8Vp2NfK8htr2HjvKiZHp3nzZ3sZ6RnHbDWx6cHVVNaVsvPn+/EMTTI55iXgDbJ0w0LW3VVPZ0MvL35vByf3nsIzPEn+ghy2PbqJzDzXlf6ovW9uswO32cGOoVP4omFWZJbMvOaNhvjuqd0ssLvpC0zS6RvFojNye0EtN2SVAfD2cCvbB5s5OTGALxbmz478EoOm47HK9Sx1FRBLxDkxMcDL/ScZDnpxmazckreQ1e5SjDo94XiMZ7oPY9YZsOqN7BpuJRCLsDmvmlvzF/Fs9xHiMkGHdwyL3sDarHLeGGjCZbLymfI1ZJpsNE8N8Wp/A73+CeIyQYk9kwdK6iiyZeCNhnih9wR7RtppmBzkGw2v4zCYyTTZ+PKiLTgMZiYjAX7U8S7NU0OE4lH+dOk2Su1n0iOjiTjHPH280t/AaMhHptnG1vwaVmSWYNB07Bpu493RTirTsnl3rItgPEqNM5f7S+rIMF06KDYZCTASmubOwiXcX1yXHE2Sklgijk5onJoe5ttNO/nyoi0scCQDJ7FEnG837yTb7OATZSuJJhLsGm5l90gb09EQJk3PiswSthUuxqTTs2u4lR2Dp9g93Ebr9DC7htsA+N2Fm6h0ZCORdPs8vNB3gk7fGEZNz2p3KVvzF2HS6XmyfR8mnZ7mqWEyTTZWZBbzan8jBdZ0HlqwGqfRwkjQy0v9J2ieGiKSiOMyWrm9oJZV7tJLHgNP2M8Lfce5rWARj1asw6IzsDKzhK8ceZ7XBxops7vZM9LG6wNNNEwOMBEJ8JUjz2PQdDxcvoa6jCIOe3p5qe8EjZOD9AUm+NsTL2PRGbmrcAk35VYhEOwaaeX53uN4wgHuKKzlwZL6swIboXiU/aOd7Bw6xWQkgF7TUZ9RzP0lyzHpDPiiYXYOn2LPcBuheIxCWzr3FC2jPC0LgaDLN85POw+wrWAxu4bb6PCNkmaw8LnK9RTaPhh//1JKgrEYO3s7ODDURzAWo9CRxseql5BttV/1+mOJOCMBP5kW65wL6olQkGbPGCtzC4C5mYLvR793mmdbG+j3TuOyWLinooYqlxtNCKbCIZ44eZjiNCfFaa6ZFer90Qg/bDiCzWCk0pU5MwIJyaCFLxqhxp11hVt6YT3TkzzX2siQ34tO09hYUMrm4gUYdFe2BaNBHx2THpZm5V7ywjnP5iDHaue1rjY2FpZh0Z/pjETjcRrGh1mWlQtceHT7NG8kTDAWxW2xnvV3eT6BaIRftTdzcmyYuJSUO13cX7WYjCvQ8ZotFIvRMD7Csuw8bB/cJMhfC1a9gU9X1/FM+0n+9eQ+zDo9NxdWsK2kmp+3n+Drh98iw2zlU9XLKbQ5ubNkIc+2nyTLYqc6PQuHwci2kmp+0dHIPxzdhVmn5+6yGjLM1vN2Z+0GI9kW+1kDeIszc+j3l/CjU0dISFjuzuOu0oUcHx9i72A3CFifWzKTiWDQ6fi3hv1IKXmwYglF9nTuX1DLKz0tROMJ1uYWU5uRw8nxYdJSaylY9HpyrQ5iiQTb+9ponxpHJzS2lSzEpNPz9kAnb/a1Mxz08q3je9lSWI5Fb6Denc8LXc14wkHuKVuE02jmha4mdg10MRjw8rXDO7mzZCFL3XkMBqb5QdMhAFZkF5Bvc3DuSKUQgtuLq/hZ23G+fvgt0k0WHqpaji0VrHdbbDiMZ6//YNEbyLHaZwI+nlCAZ9pPcmRskEg8xreP7+WB8iVsKliAJxzgn47twZjKkqhKz+LmggU83XacuEywOCOX+8trcRhNuC22SwYdskxZ+GN+4jKOTlzdb1VfOMICdzKLNhKPE43F0euuz2CFCk4o14yU4JsK0H6se6ZT+soP3sLqMPPAl27n3VeP8eL3dvDZrzxA29FuWo908dAf30MsEsOebkXTaSy/aRGxaJx3XjzCI195ALvTitFs4MjORhreOcWD/20bo33jHHzjBACtR7rY//IRtj12M5omeOE/tuPMclC6qJD/+tYrlNQUcOtD64mEoriyndicFh74/dvpPTXEtsduYuHKBRhMBvzTAV783g6q6suoXVvJ6z/ewxs/3sPH/8ed+KeDvP3cAR79iwdYc8dyNL2G0AS2NAsrtiwmI8fJrl8cYM/zh8gry8ZsfW8L3+gNOspqC1myvprRPg+vPPEWVSvKsDrM7Hh6H2vvrKOyrhTfhB+TxUAoEOaNn+yhakUZ9TfXMjXuxepIXpxULivhwd+/nSf++llikeQIUCKe4MjOBgLTQR788ja8Hh8Z2cnVeTc9eANjg5MYjDruePQmTGYjeqMOi93E0g0Lych1cujNk7z1zH4KK/MY7fdwfHczj37lQabGvPzqu29SVV9K+dJitj12E94JPw//6X24cpwYP8BTOy4klkjQ5Rtn+2AzWwsWsTV/EQfHuvnnlp0U2lwU21xUO3NwGMzohI6B4CSfKFuJTW+iONUROzU9wtdPvsryjELuKKyl3TvKv7TsRKdt5gZ3KRLJQGCKw54elrgK2JhTSTgeI8echoZgMDDF8Yl+7ipaws86D9Lj83BDVhkv9J6gLqOIG3Mq8YT9WPUmbs2vIZyI8Wz3EULxKH+85HaMmp66zCJMOj0nJ/u5q3AJJfZMjDr9TETfrjdzb/FyDo518a8tb581TUBKSfPUEF87+Qpr3GVsK1zMqekh/qlpO/9j0a3UZxYzEQnwYv8JlgeL2JRTRTge5eepgMsnylai1y7+I+s0WnAZbewf7WRFZglFNhc6oWHU6ZFSkm60EopH2DPSNhOc6PZ7ODzewyMVaxEImiYH+Y/W3dyWX0uJPZOxsHcmhVIgWODIwqY3cWyij7VZ5dyUm5zmlGdJfvZHQz6+1bwDl9HKbfm1jId9PNN9mLhMcGfhErp9HoaCU2wtWMQTbfvo9XtY6irkuZ6j3JBVRl1GEc/2HOHd0U4eKK3HqOkYCEzN+7M2FQ3S65/g8epNWHQGhBDkWZyU2jNpmhoiIRNUpGVj0ydHiFqnR/hY2UocetNMIKnI5uLuoqWkG63sGm7l/uJ6ssx28q3paEJDAHUZxbhNdr7Z+CZDgek5663sGGzhP1p3c3NuNRtyKpiOhDDr9Og1HXGZ4KX+E7w+0MTtBbXY9CZ2DrXwraYdfLXubtKNVoKxCIfGe/CE/SxOz+f2gsVMRYIfiAXATotLyRvdbbzU0cJDi5ZTkubEEwpeNDX6SpoMh3mq8SifWVRHnv3skcGFmVlUZbgvPhJ6GaSU/KT5GIFolEeXrGD/YC9PnDzMH92wiXSTGU8oyFQ4xNbSlRQ6nDOX0L5IhD7vFF9YfgM1mdkz6/FIKdlYVAqSK5rddCm/aGuJ82v5AAAgAElEQVREIvn8stV4oxHMOt1Vqb8+p4C67PxLli2EIMtqY2FGFrv6uua87jCaeHzZDfM6n1JKDg8P0DM9yUerl2DWX7yjsG+wl8PDAzy2eAV6TcMbCWO+wkEagAyzhc8vW33FP5MfRkIICm1Ovrhk3cxtMXVCoAnB52pWpe5ewcw6QFuLK9lcWI4Qyd8xTSS7t5+rWUlcSgQQjMd4ruMk3nOyc3KsdjbklVKfVYA2q1Ns0um5q7SGO4qrkST/fnVCsLWoki2FFWe1CaDOnc9HK5Ykp3Kk2rU6p4gV2QVICTotOQXj09V1nB6Lq0rPosKZ/B77THU9iVRbdVqyJetzS1iTU8zpeYU6IRBCsDK7EIlESmZ+v28vrmZrUdWZbVP1faRsEXeWJDNUJZK3+jvp8Z498m8zGNiYX8ZjC5PH6/SxPb3ex6erls/J9ljoyqIq/cx3sMtk4ZGaFXxWJmsSQiTLAB5NlQupKSmp9t5aWHnWsb0xvxQpL53kvSy9ju0jr7NvfC+FliIM2pnfJKNmxG26clmtK0sKeO5oIy3DozQMDFPqdlGakX7Fyn8vVHBCuSb8UwGe+dYrZOQ4cWTYue3hjUSCUfrbh/nMn95LYWUuUkp+8FfPEPAGKarKIy3Twcvf38nitVUsuzH5hWMw6jGaDegNOiw2EyZr8g+1q6mPwso8ShcVkJHrpKgyF5mQ9LT2k1eWTcWyEoQQFFTk0tnQhz3dhtfjY+22OnJLz16Xwmw1oTNomKzGmQUjp8d9THt81G2uJbswkxVbFvPyD94iEk522gorc6lZXXHWVA3vpJ/mA+1MjEzR3zZMRl46idh7T3cNh5LHqbdlgGmPn4mRKYK+EO58F0s2VHPwjROMDUywYstihCYwWYzUb67lwGvH8Xr8rNiyGF3qokbTaRiM+rMW1NM0jaq6MpoPdvDak7tYvmkRBnOyk2o0GzEY9RhMeiw2M3pD8kLHPx2k7WgXo/0TjPSOodPriEVjCE1Qs6qCiuUljA1MYDQbCAUi6A16TBYTOr0Os830ngM0HzSVadk8UrGONIOZMrub5uNDdHrHKLVnUmh1kWNO4/B4D6F4hKWuQpzGMyNXbw424zJZeaxyPW6THV8szGQkwEt9J1mSXjBrDqLkobJVlNgzOb1EZyyV/lie5ube4uW8O9ZFltnBXYVLODbRx0QkQALJKncpC525BGIRojJOy9Qwp6aHkVJi0ulZ6Mwlnkhg0pL/rknPO2v/9JpGgTWdcbs7Oa/1HK8PNJJncfJY5XpcRitrs8oYDfl4pb+B2lRZVp2RB0vqWZO1gGgiTrffQ9PUIMF4FMclghN2vYnPlN/AE23v8FfHXqDCkc2WvIXUpudhT2V53JhTxZ6Rdu4vqcOsM3BwrBujpmd5RhFCCKIyTlxKiu0Z1GcW4TAkVwUXJC96im0Z5Fmc2PUmSuwZ1GcWn9WGg+PdDAenub+4jnyrk5JEBi3Tw7w1dIobcyrRhKDKmcN9xXW8OdhMVVoO2woXs2eknclIAEky68CiN1KVlkOB1YlZN//OrjcawqjpsenP3BJOCIHTaKHbP04oHqXAmk6uOY3jE32MhLwsdRXgMp5ZJyfb7CDb7KDXP8ExTx+LXXkUWM/OVnAaLVj0OTgNc0dXw/EYL/WfZLW7lN+q2oBZZzhrseCh4DRvDjSzzFVIXUbRzPu+c2oXJycGZtbxSMgENc48HlqwGr2mY+6Ss9eXPxrhze527ipfyPqCYnRCoyTNhZSSPu8Uz7U2Muz3kWOz85GKGkw6Hc+3NzMVDmHWGzBqGlORMI8uruet3i6mIyGG/T7C8Ri3lVaxKreAHT0dTEfC3FNZgz8a5adNx7ixsAxNCJ5sPMLu/m76fdMUOZx8YuFSCh1OXutu4/WuVsqcGTy6uB6rwcigz8vTLSew6PX0eqfJslr5aNUScmx2Tk2M8VJ7C2PBAMMBH/U5eTxcWz9nJBDAEwrSNjHO55etpjrDTbrJzL7BXrqnJzkc9PNSxymOjg7yDwd2U5OZxSdrltE2Mc6zrQ2paQv7qHK5+dSiZWRb7fyk+Tj7BnrZVFTG3eULMep0JKSkbWKclztPMRzwkWm2cn9VLSVpThrHRnm1q5XpSIiFGVlsW1CNw2hie087o4FkSvSAz8uWknJuLCy94LmLxOO4zBbcFislaWduxffjpmNE4nEGfNPEpeTu8oUsycohGo/zWlcbh4b7segNbCoqY2VuATqhcWRkgDe62piOhMm3p/HR6sVkW+38oq2Jt/s6qcvO52PVSzDr9UTicXb3d7O3v5tQPEZtZjb3VS7CrL9w0L11YpwnGg4D8Pv1a8m22pFSMhzw8cypBob8Xsw6PfdV1rIwM4sX2pt5prWBiVCQE2PDrMjJ5yPlNVgM568jGk9g1OnIsFjINFvRUp2jWCLB3v5udvd3E5cJ6rLzuaWkAoOm8WTjUTItVk5NjBGOxXigqpZQPMbe/h4erq3DZjBydGSQ/YO9PFxbR9fUBE81HkWvaXypfi1uiw0pJdORMK92tXJydJgEkk2FZWwpKWciFOTFjhbaJsdJN5m5o6ya6gw3/miE59ubafaMohOCm4sWsK6g5JJz8H8TCSHQnyfQc77nBGA8T8BJJ8RMtlICSYXTPefOFg6DCZNOd95jrAmBdk65s8s8Ld1kxqI3YNDODgIKQDtnZH92+7VZwY3z7df56jr9vnOd7/0AOgSndyEhJUV2J/ZzAsxGTYdNb0Snaeet73zTGme3HZLny3CBLIbz7YeAOcdWzJ5bcxHHJo/Q5e+i2duMXWdDp53pthdYCnio+DOXLmSeKrIyebCulo6xCQw6jQXuDFzWK5t1NV8qOKFcExa7mXV311N3Uy1mmwmjyUA4lIzqxqPJEfx4PIGm09DpdWQXpfHZP7uPlkOd7PrlAcYGJ7jjs5swmPSQWlhn9uWtpmkkEqlnUgsEpS6hiccSyQtqkcwSMBj1aJqYmSc7V7ILM7sCSbLM08GFeDSOTq9Dl0p5slhNMwGA0176z52kZ6Vx3+9u5cjORloOdVzWJfmxXU0c2dnIA1+8DZ1exxP/+1mQEr1Bxy2fXM+SdVUceO0EP/3GCzz6Fw/iLnCx7q56KpeXcnhHAz/75os89IcfoXRRwfkrEFC+tJjPffWjnNx7il995w1CgY2suWN5alTszJ1WTnv1yV0A3Pv4LbQe62b3Lw8mixICq8Oc+nfqu3emMzPrYP6aq0jLxpLKMrDqjZg0Pf7YhddumK3DO0qRzUWGyYYQApveSGVaNr/oOUYkEUOfioyX2t0zHc1zU//SDBY0BHa9CafBjE7TJe+PnoiTkJKDY9281H+SYCyKXtPo9I5h0umv2FqH7d4xyh1ZOI3JFcZtBhMVaVlsH2whKpN/z5kzI/TJH3aX0cpAYPKCtzibTQjBUlchX1l+F4fHe9g70s7fN7zGLXk1PFaxDqNOz425lbw+0MiR8V5qXfnsG+1glbsEhyH5+VvozGVL3kK+37qXl/tPcmNOJRuzK0k3zu/HtsM7xkBgku+27kYvNCTJ9PvZ01vSUgEPu95MmsGMTmiYdPqZfdxWsJjvBffw1aMvsMSVz+a8hSxzFc5rQU+BSI0Ynf0HI1MjTtfi7iITYT/eaIhqZ+5MVs3seifCfvoCE4yH/Rzx9ALJi8LZARIAiy75GT+dMXMt5s++F+F4LLlau9M1504lT7ecQC80Pr1oOTt7O/hx0zEeqKzl8PAAdy1YyLOtDdxSUk7X9CStE+N0TU/QPjnO7y1fw6mJMZ5qPEKZ08VwwIcnFAQJsXic9kkPddn5LMvO4xMLlzLg8/L4stXk2R3YU1klNxWVYdA0nm9vnhmNC8aivNJ5ik/WLOPTi5bxVONRdvR2cE9FDS+0N1PqdPFA1WK+fuBtlmfnXzD7YyIUJCYT5KYyNdJNZkw6HcN+LxsKSkk3WfBHI/zOslUUOZzYjSZq3TnYjUZGAn4eWVzPwoysmYv/eysWEU3E6fNNzYwAT4ZDfO/EQSpcmTy2eAXheJx0k5nxYJAfNR1lY2EpFa5Mnmo8ikHTcX9VLcMBP693tfLbS1exubh8TufiXFuKy3mi4TBDfi/r8ktYnVeI1WDk1MQY05Ewv7V4JUdHB/hp83GKHRtpGB/h4FA/n6xJHvMfNhwh3+5Ar+n4/onD3Fy8gGVZuUQS8Zljd0dZJZqA46NDxFN/25oQZFts3Fu5CCHg34++y6LMbJZl512wrWVOF7+zdBV/s28nodiZjuOBoT46pib4/NJVeCNh3NZkSv7m4nLGQwGG/D4eqa3DYTRd9NZ+K3MLODTczzcO7GZ1XiEbCkrIsTlonxzn5c5W7i5fiEmv48dNx8iy2liRU0D7pIfG8REerq3DqOlwW634IhFOjg3T752m0pXJ231dOIxGzDo9lS43jy1Zwd8f2EU4tQ6KRLK9p4O3e7t4dHE9dqMRk06PAF7vbmPI7+VTNcs5MjLAj5uO8gerNtI+6WFPfzdfWH4DUiZHtK9lxs1vMpNOzzL3hT+H78e9ZbWnr5A/0DQhqEy/tmtlXQ21zsUUWYvO+5pVd2XXreubmOLd7j6CkeSC2R1jHrbWVFLocl7ReuZDBSeUa0LTaaRnpeF0n0lZNVmMVK8oY/vT+5ga93F8VzMVy0qw2Ex0NfYx2u/B5rSSlZ9BYDpIIjVqbHdamB730rS/jZwSN3mlWVSvKOOX//YGB14/gW/Sz1D3KJomqKovpXF/G+++cgyhaYz0eVh7Zz1ZhRnkL8jhzZ/soX7zYmKxOHmlWeQUu9F0gjSXjYZ3WjGY9OQUZeLKTiN/QTZvP3eAyuUl7Hv5KLVrK8/cLeQ839SJ1AKSAx0jNLzTipYKZPing3iGJvFPB/AMTjLa58GV45zJSjiXjCc7I/6pIO3HuwlMBYHkLUGbD7RjspooqMjh1OFOwqEIIX+Yhn2tGIx68hdkc2JPC6FAmEQ8wZTHx3DvOEFfiJHeMQxGPfZ0Ky2HOwlMB3FmOUjLsBPwBmf2y5WTTuO+VloOtuMuyCCrIINEIoGmaQz3jnN8V/PMvl7oWACYrCYS8QQn97VSVJlLXlk2Jsu1SZu+0iw6w2X/OOuERjwhZwJmkuQCmuemyJo0/QXnGM9OyTzrtpLAQGCS77XuocqZzecq12HXm3m66yAHxrrPKkOIy48T6YRGXJ4J+iGTqfHJjl2yPQahO2/WxXwrPR3Q2Jxbzbrscl7uO8kz3Ye5ObeKamcuhVYX1c5c3ho+hVlnoMs3zmcr1s6kmToMZh6pWMumnEr2j3XybPcRTkz088WFN5+VyXLhfUxO/fjyoi1nBTSMmp40gyU5GpLa1znBgtQ+VqZl88dLbqdxcpC3h1v5ZuObfLx0BfcUL79k/U6jhbhMMBkNplJ7BbFEgrGwD7vejPU9ZGFcLiEEEogk4smgyDmfUU0ITDoDHy9byZrUmiuQPC7pJutZ213JO6xcLecGgsLxGK0T4/z3FeupynCj1zS+cXA3vmiYNKOJFbkFMyPqg34fvmgEndBYlpVHrTsHl9nCC+0tTIaDF6zTqNORZjJh1OlIN5lJN83+rOlmbt83W67NwYaCEhakZ1DlcjMa8APJ1fMD0SjTkRBWvYE0o+mCHb7Tz5/e5wRyZkqG1WDAOatNaaZkwM+s1+M0mTHqdDiNZpymM7eituj1c1aqH/RNMx0Jc0dZFYUO50x9zZ5R9g30EozF2N3fTZ93CpfJMtOWRZnZ1Ofkn7VWw4UszcrlD1ffyOGhfl7oaKZ1Ynymo12fnc8idzYWg4GdvV14oxHeHeqjYXyEJxuPEonH6PdN441EGA34sej13F5WOSegY9Lp57QlLhNMhoMcGRnEF4kw5PcyHrr4Ys96TcNuNM45J5Xpbnb2dPKr9ibW5RfPBKdsBgNWvQGLXo/LbMV8kcAEQKbFyu/WraFhbJi3+7o4ONTPl+rX0jbh4djoIDGZvINCn3eKkYAfiUQnBCty8lnszpkpx6o3Up6ewbHRQWwGI11TEzy+fPXMCL/NYDzrNyiekJwYHWJTURn1Ofkz3xNSSnb3dTEdCTMZDuGLRJgMBwnHYxTY08i1OXiutYFVuYWszS/+wHd4lfNnbShXT7G15NIbXSEHuvsIRKJUuDNnBhOtxusz/fqDf7Wg/NrTG3TUrC7HlTM3+nbrpzey51eHOLz9JNmFmaz/yAr0Rj0IaD/eg386SGauk7V31WOyJNObixfms/auOo7vbqZ0opCswgwq68rYcM9KGvaeIqfEzbZHNuHKTiOvLJutn9nI0Z2NICVbPrGW0tpCNE1w3+9t5Z0Xj/DOi0dIz3KQW5yMsgoh2PrpDbzz4hEOvnGS9XfXU1SVx12/tZk9zx/iyM5GKpeXsmZbsoORkZvOohsq5gQXbv30BvY+f5jju5tZunHhzHSU9uM9HHjtGLY0Kx0ne/BO+rntMxtJyzj/wmtLNlTjGZ7k3VePUVSVxy0PrceebkPTCSbHpulpGcRg0LHlk+vIK8smGo4S8AZpO9aNJgQb71nJgsVFRMJRjuxooPVIF+4CF3t+dYiFq8pZd/eK5IKX77QSi8Wpqi9j5ZYlM8dixZbF+Cb97H/1OMs31ZCZ52LLx9ayO3XequpL0el0GEwGShbmzwRhTBYjS9ZXz9wVJDM3nVseWk/zwXamx31k5rl+bYMT70dtej57RtoYDfnItaThi4ZpmBikOi33ove7nq+pSJCpaIDV7lJK7W78sTADgamZjIbTdEIjgSQqz9/xvPg+5HFovJvxsJ9ss4PpaJDGyUGqnbln3aLsckUSMRJSYtKSU5DMmp4ciwMJhFOr5Qvg5txq/qnpTRJSUmrPpMSWmepQJ2/Fphc6FjpzKXdkUWB18U+Nb/KZ8jUzwYnTWR2heGzOMahKy2HHUAuxRJwCqwtNCOIyQeKCGVfnkkQTCdINFtZmLWB5RiFfP/Eqe0c75hecMFiodGSzZ6SdlZkl2PUmun3jdPrG2JJXg/YeF9a9HC6TFZfRwsmJfrYVLMZuMCUzzkge/0yTnTxLGn3+CXKLl2PQdEgpicnEnAyEDzKzLtnp7pyaYJE7e6btp0/z6dHy00EindDQaRqaSKVkp253R2oO8unpV5LkqPLpueGJ1LGLycQ588HFzPbzYTUYZhZ81FLrPVj0BlbmFvCTpmMMB3zcUlJBhSvzgmVkWqwYNR293iny7Wl4gkFC8Rj59rm337t84rx/KwkpcVttPFSzdGbBUYfRNPP3ZzPM7cBfiE7Tkh3dBXaybXaebDxCKL44GfQ9fR6kRJw+uhJW5OTzUM2ymTJybQ7GAv7Tp29euqcm+UHDYR5dvIJql5u/2e+bk2E4X5WuTP74hk0cGOrjJ83HmQiHuL00OXXs9Hoe85VuMrMuv5gyp4uv7X+b3ukpEkgqXZk8Uls/E3jJtFhnUsvt50z7Mel03JBXxKudrRg0HdlWGwXz+Fycb7qWQadjc3E5NxUlg5c6TSPDbEUnBF+qW8uJsSFe726ja2qCzy6un1dASjnt9PG+/N+CRGKScOQQUoYwGpah1xdemabN2/vfhyslGusCGUavr0Bc5cUn50siiSQijISGickYeeZ8TJqJmIyhCe2KLpKZk+bgQHc/0Xh8ZmCpzJ1BxnW4saAKTihXndlqYuunN855XghButvBnY/dNOe1stoiymovkMrksHDrQxvmPL/hnpVsuGflnOeXrKtiybqqOc9nFWTwkd/Zct46KpaXUrG89Kznsosyue93t87ZtrSmgNKauVMmypcUU76keM7zi26oYNENFTOPpZR0Nfbz1N/+Ys62zkwH9zx+C3f/9vnbeb7joLOauPG+1dx43+o5r23+2Fo2f2ztnOeXrKtmybrq89bhyk7j3i/cetZzRdX5fPIP8+dsu/q2Mxd89nQbd886vkazgXV31bPurvrz1vNB0eEdpWlyiKbJQYZC0zzXfZQFDjfLMq7Mj/aWvGoOj/fwreYdLHTm0uP3MBCc5EsLN2PRGYkkYpcu5CJyLGkUWF282HcSTzhAt2+cLt/4nBEPp9FKiS2Dn3UepMk1hEVvZGt+DSZNz3jYz6npYZqnhvHHwrw72okn7KfM4SbXnMat+Ys47Onl2007qHLm0OkbwxP283D5mpl7s78fPb4Jftp1AKvOSLrRgj8W4ZinjxpnLuX2M0HEyrRsMk129o6080jF2jMZERIOj/fw+mAThVYXBk3HUU8flWk52GZlHGgIFqXn8cZgEwmZwKDpuDm3mhxLGisyi1nqKuS7rbtZ5S7FoOkYCkyxIrOENVkLLrkPEvhh+z58sTA55jT8sTDdfg+bcud+F51PutHKAyX1fLd1N3934lVyLGk0TQ2SabJzS97CKzI1IpKI0Tg5yFjIz3BoGolk13ArOZY0yu1ZGHV67iuu499b3uYfGl6n3JFFKB7FrNPzQEk9GSYb9xYv56n2/fy/pu0UWNOZjoYIx2N8rnL9Wbcr/SCzGoxsLanghY4WNCHIt6cRS8RZ7M5lsTuH59ub8UbC7OnvoSYjC+tFphrEpeTkyADvDPTQNpGcZ+8yWyiwp/HuYB+Hhvrp8U7S6z2zOKoptYjjkeEBAtEoBY40DJqOyVCQsWCAQDTKsN930Q67lBJPMEB1hpv7K2svGehMM5pYnp3HL9uaiCUSHB0ZpMjhpMjx3lN4I/E4E6EgE+EQ3nCYkYCPbKudAruDLKuNX7Q1sqGghEg8QZHDSY7NTpnTxcmxEepz9PijEfLsjsu6nd/2nnYsegMmnZ5DQ/3kWh0YNB2ReJwDQ31UZ7g5MTZMrs2B02hibX4RT7ecpGt6AofRRDAaJdNiZWFmFr9sb+K5tkYWu7OJxBNUujKxG41MhIKMBwP4IhGG/T7ybA5iMkE8NZX0yMgAI/5k9ko8kWAqHGIk4CcQizHi96EXyYwJbyTMkN9HMBZlJODHYTSRbjLT5BllMhwi355GttXORCg402Vzmcy8O9jLibEh8m1p5NrsF7zd74nRYUYCPtwWK93Tk4AkI7Uex/aedk5NjFHqdOGPRLAaDBcMBAghWJ6Vx7OnGni1q5X7Kmux6A0kpGQ6nFxPJRCLMuL3YdMbSDOZqc/J5+XOU+Ra7diNRow6PYsys1mbX8zh4X6qM9zoRDKgl2O10TM9Tb9vGqfJTGmaiwHf9ExQ78MqHvfgDzxNNNaEQI/RuAq77RMX2X6McOQdrJa7udzOfTD4CpFoAybjauDa3644Hh8mHDmI1XIn1ztAEQnvJ57w4LCXMt87I4XD7+APPIcQZvT6AizmO9Dp8olEjxMMvgqEMRnXYzZvRAjzJcs7lzc6zWvDr9LibcaoGXmo+DPkmnPZM7Ybm97Gqoy51/mXa2BymqrsTKpzsmZ+a+ymi/+GJxISXzBM5P+z995Bklz3nefnpc8s39Vd1d5N97ju8Q7AYOBBgCRIEaDZpURSlI66pdze7t3GRpyL1f1xcVLobNwpFCtLUiuJogjRgiBhBEOYGYz3rmfaTHtb3eUrK/PdH9XTMz3T4+Ah1AeBiOmqrMz3MrOy3vu93+/7LXs4lo5tGIBkZHqeoG0SDb49zQr1D/7gD97WB99l/uCDbkCVKh8kdtCis7eV9Tu7lv3fvbWDUCyA8jEUifqgODI7zBtTF5fKCqYKGVSh0BtrxJM+M8UM7cE47cGK5Z4rfeaKOdZG6ml0KsrGUkLKzRHQTHpjTcvKG0K6xfpoA7OlLIOZWaKGw7/q2M6GWCOqUslmmCvlqDEDrIvWL3e2kDBTylJrBekOJ5guZmiwI3QE48wWs7QG4nSF62gN1DBVSDOSS9ESqOHRxnU4msGWRbFIAEvV6QjFGc8vMJJLYSgavdEmVEXhfHqSZ4aPM12sHGvBLTCYnSWq27QF44QNi/WRRqaLGYYys8TNIP+6YwfrIg2oikLaLSCRbK5pwdYMpKxkdFiazsZY022l+E8XM0wU0kwV0nhSsquug8+3byW6qHMBlXTr0dw8FzPTfGP1HmJXlRK4vsfAYuBnvpSnI1TLlzt3UG+Hl2VIdCxml1zKzpH3XHpijYR1C0vV6YlWAnADmRnmipVrsrmmhRozwEwxS4MTpSNYy0QhTVughiYnxkwxy+pwgqQdYc7NMZSdZSxfyVx5oH41jzf13JbPuSIEzYEYTU6EyUKaVCnP6kiSr3TuojkQu6oPklQpj6XqbKppXjE4lC5XrsemmpZlAYNsucSPLh3lzPwYlqajCZXhXIpsuUh3OIGp6jTaEVaF65gopBnJp3B9j85QHV3hBJqi0OzEaAvGuZSdYyRX0RtYH22gO5xAEQpFr8yCW2BjrOm2bGQ/CATQEooS0HWOTU1wemYSiWBtvJbuWJzRzAKHJ8eI2w6f61qPo+sVy8x4glSxIuhY9Mo0BkMMLsxjqRrTuSwLpQJPre6lIxIj4QTJuEUOTIxgqhob6pKsjtVSYzvoioqj6xwYH2GmkKMzWkPJ9/hR32mOTY2DgP75ymS6zgmwUCqwsa4eR9eZLxYI6AZtkSiHJkc5NjnOselx3hgdZKFUoCeeXDErSghBWyRKqlDg8OQoQd3k86t7KvZ2QlDyPNKlEr21SZyrBBhd32eukKenNknYrKy4j2fT/NP5kwwtzJMvu1ycn6MpGKIxGKYjWsPg/BwHJkaZL+bpjtWSDATpisY5n5rh0MQoWbdEVyxO1LRZKBYIGpWygtvJvjk+NcG+sWHOp6aJWjZPdfcQtx32jg4RNkxGM2mKnsdTq3toDFYm9wHDZO/oMOfnZgjoBquicaKWTUsowsnpSY5NjVP0ynTX1JIvu/zg/CnOzc3g+h7983PU2g4dkRgCwcGJERSh0FObpCMaI6ibPNN/lgPjwwgBA/NzCFG5v1651M9zg30IBIMLKbLlEuvjCYbT87wy3M+ZmSkagyEe6/BrTNwAACAASURBVOgmvJhJEjVtZgs5jk6No6sKreHoDUUjJ3IZXh8Z5MT0BAWvzKdXrWVdvI4ayyYZCHF8aoLj0xNIYHVNLbamM53P0RaOXucSoysKJd/D830eaVtFyDApeR7/PHSRl4YuVmyC0ykK5TJra+poDIbRFIX94yP0pWZJ2AFaw1FaQxHKUrJvbJjBhTkSgSAtoSipYoHXRwc5MjmGpqh8dtU66gOh90VL58OKEDqa1kTZPY2mteE4n0Vg4brH8PxZSu4RfD+NqsTwvAnyhWfIF55FCANfptHUBnw/R6l0GNc9AwIUEQZKuO5pfD9DqXQASQkhbIrFN8kVfoIiAuhaB7q+CtAol89RKh3ClwuoSsVa0i2fRcosxdIhPG8MVU0icSmVjuK6J5C4KEoIzxvGdc/heaP4/hzl8gCqWgu4lNyjuKWTgI+iRPC8EfL5n1IoPA9Cw5c5NDWJ72cplg7ils8iUBEihJQFXPcMvp+mVDoAeChKbMX7RUoPzxumWNpP2b2AECZCBPG8MYql/XjlQYQSQRE2vp+jWDqAW+6j7A0ACqaxBc8bp1g6gFceQSghFLHyJLtYegvfnybgfBHXPYfrHkPTWkmn/z8MfR26sZ5c/keoaiOadv2C3q3YO7uXc+kz7IzfxWh+mJ5wLxE9ykCun4vZPjZFb52Febuk8gUOD48xny8wmc4yvpChrSZKxL5xUGVgfI6/ff4grx8f4NJkimQsSNA2eHbfGTRVoT5+XcbV/3I7bRF3ki72HvKhaESVKlWqVHnvkFJS8j3SbuGG26hCENbtG64OXr2vvOfyv598HpD89xs+ubLGxYcQz/dZcAtL5QIrEdItDEX9WA/WP4r8P4feoMa0+WrPlvf1uGdmpvjz4/v5d9t2EzUtjkyO8fS5EzzY2snRyfHrtt+abOTxjtUfencE1/P48YXTnJyevO69nQ3NPNLWtWIf/rd9r7AmVstTq3vej2a+L/hScmJ6nB+eP33de4lAkK/3bL2lLkWVDzdSFkln/jOq2kjA+QJSSmZmfwNVbUHT2iiVjhAMfA1VbSCb+x6l0n4c50toahOGsZlc/seUyxdRlFrc8jlCgf8KRYkwm/qPWOYehDDR1FYMYyvF0j6y2b9DVZsxzbuxzHtwy33k88+gae2Uy/0YxlYs8wHmF/5wMTtgFUJoOPZnyed/QbF0AE1ro1wewLYeo1Q6iO/P4fkTqGoLUmZw7Kfw/AlKpSOoahOue4pg4KsoSphs7h8olY7hOJ9fbFcvudwPKHvDKEqMcvkCweBvIVCZm/+fscz7EcJA0zoxjbsRKwQwXbePdObP0bQ2hHAwjS0oaoJM5s9QlDhSVlz2wqHfJZf/GcXi6+j6OgrFlzCNu3DsJ8jm/h5FqcX3FxBCJRT8JkJc73qUzT1NuTxIOPT7FEt7yeV+iGU9SD7/PLHo/4qiBEin/wxJmXDod+/4fvibwW+TNOu5K343f9X/53y++Yu0OK0cmjvI/tl9/JtVv3PnN9kNmFjIcGZ8ikyxuFSitbO9hURo5ZJzgO/84gAhx2RLVxPH+8c42T/Or+zuZe+pQTZ0NrB97XUZ8Lc1oKk+xapUqVKlyvvG6dQYf9H3+g3fjxkOv7v2AertlWucpZQUvDJj+Xn6FiY5NjfMf+h5dEkI86PATDHLn5x5mZlS9obb/GbXPRVb1PexXVU+ugQNA01ReG14AFvTOTUzydqaOu5pbGNjXf1124cM8zoR3g8jqqKwp7mdrcnrVx3DhvWR6MO7hQA6IjV8tef61VJDUatihf9iMbDMe7GsB0nLAm75PIaxFdPYie/PEHA+Byh43iz5wguYxg5UtYFi8U2KpYPY1kMAWOaDaFql1FgIHdt6hFLpILq+Hsf+ZCXgn3+eSmZDHUJMUCi8jGlsR8oihrEVx/4sl9eTC8VXCTj/ajEo8hMKxV+CUDCMbbhe/2ImR5ayN0Sh8BK6vh5VTVIq7adYeotg4DcwjO1Imb2qDxPkCy9imrtR1QTF4huUSocwjR0IVCzrITS1ebEPK//mF0uvo6r1hIK/yeXyjGLxdaR0CQR+DYFOav4/4bpnKRbfwLGfwDB2Iv15wKNUOkq5PIRtrUUIh3zhWWxvBF1buZyz7A2SL/ycUunwYn/yKEoIIQKAQFFrcN2zb+vKq0LFx+fqNXxf+sy7KQzl3S2bPDI8xv7BYWK2vRRC2NB0c9cXKSWxoENbfYymugiJaJBn951heiHLhs637xhTDU5UqVKlSpX3je5Igv/Q8+gN31eFQtx0bvg+wEhujj8+8Rwl3+PJ1s1sjDV/pDIMYqbDb62+96a2qnVWsBqY+AjycOsqzA9gktgQCPGNDTs4NTOB6/nc19LBprr6SikIH85ymttBEWJJNPNO+GTH6mVuIv8SEEIQMkxCxvUruFX+5aIIG1VrRggDIQJIudy2XMrL7lsuvjeD9LP4TGFZ92EYvUv70LRmhLhZSaHE96cqZSLeJKqSwDC2ApX7TVNblz7v+/NImUdV6xFCR1Hi+DKNKqIIxUHxgwjhIEQJKYt4/jSaLOB7U5jGLgxjA1cLAS/1QZbw/VmkzOB7Cpb1ILq+DgAhHDS18RZ9qGh3VNplLZ4fH99PoShhFBEAdIQI4PnTSJlFURMIYaGoCXx/Dt+fx5c5PH8agY5jP4UibqzFI/15CoXXkDJNKPR7FItvIHGpaHioSFlcMevidugOruaNmdcIagEKfoHxwjhDuUH2zezlvroH3tY+b4SpqTREQnTXxZey0cLWzdu9a10bF8dmEEKgayq71rdhmTp/8dN9aJpC2fPR1DtfOKoGJ6pUqVKlyvuCEIKAZhIIvrPBdUsgxv+w8VPoikKNGXhXXE7eT3RFpTkQ+6CbUeU94GpLxvcTVVHojsXpvolDx8eJzYm3v2pXpcoHiZSVlfKlsntRMa6+FiEMpCwhZR4wUISJpnViGJsrmQAyj6IE8P0Ui4bXtziyQNM6AA3H+QJwOXi+eOyrMhWECKAoNbjlcyhKDZ43iKrUXtPORattoaFrnej6OizzgcV2OYBAYCL94mIfTISw0bQODGMbhr5lcduKXsTV+7wZqtpIudyH788D+uJr9RRKb+L5MwhUpFxAU5sXS0cuoqmNlL0hhAigqgk0tRnb+iSKEkNSvGlwQtd7CQZ+nYX0/02xuBdNbcf3foDrnkJVk7juGQzjerH+26En3Mu8m2LvzJukSil+NvZTLNWiN7KBjdFNt97BHZDKFxicSaEr6pIgZns8Rsy5sahld3MtLcnostd6O+r5T1//BG7ZY9+pQXZv6LjBp2/MR2tEV6VKlY8lZd8HyduKwP5LRsqKbaEqlPfFWvLDgBACU9VpcaKUPQm+RApA3NoO1fclEnlLPYuVP+tT9iqDNUUI1MV70fcliiJuIMwl8X2JUMSKTguX3/f8yurCuyF8e3lAe7k9l49xozbeCs/z8XwfgUDTlOv2caUPEk1dtD6E27aCvFOklLjliqr85etwq36903NQpUqVKu81nj9HLvc0xeKrlNwQoOLYTwL6kjvT1RaXFU0FjfmFP8I0d2Jbj2PbnyKXf4ZC8SXAJBj4GkJocMNsA43LpQ9CCGz702Sy32F+4Y8QQsOyHsbQNyGEtswh6rLuRC73NIXCy4BCwPkixdKbgIIQKgIFUBHCwrZ/hVzu+5RKewGNQOAraGo7mtYOwmc+/cdYxl1Y1sPY9ifJ5X9IofAcQjgEA18DBELcXhmDZd1PJnOO+YU/BGFhW49i6OvRS22k0/8vUpYxjK1o2ips6zGyub+nVDqE501gGFsrZSnl86Qzf7Kos9FFwPkSKwaIUBYzR2I49mfJ5P6ecPB3Mc17SGf+FISOqjRgmdc7690OjubwUOIRNkY2M12awpc+cSNOwkq+qzaiAIaqEg86xBxraYyk3yILUFWVZQ5oUAmU10YCDI7PcbRv9G0FJ6qCmFWqfAgpumUuTs5ScMtoikJtyCERCSIlDE3PMZ8voikK8aBDMlqxFiuVPUZm50kXioRti6aaMLqqVuoISy4jcwvkii62odEYC1P2fIZmUniLEy7L0OlM1GBoKpMLWSbnMwBEHIuGWAhNUZjN5Bifz+D5PiHLpDEWxtSvj3FKKRmaTpGIBLGNyo+i5/uMp9KEbYuQfWcr588eOUumUOSLd2287c9IKfGlXPKK/yCRUjKbyVNwXRpj4XetPQv5An/z6mEe6Omkp/mDWbH9IPB9ycHjg5w6Pw5IHru/h2TtrZXeJ6YWmE/nWd155+fq5LlRXnjtDNGIQ8gx+dRDvUgJ5/snWNVWR8C5/p52XY++wSmStSFqoten1nu+z2tv9TEwPMuenV10ttbecbuuZWB4hljEIRKqrHbMp/MMj82xujOJrt3ZYKbs+Tz/6mkmZ9IEAyaffKAHx14+ECmXPV59q4/R8RT37uiirbmGcxcnWbPqvbkfp2bT/PX33qS+LkxDIsL9u7oxjJuvsxRLZc73T9LaGCMcenvWZlWqVKnyXiJlCc8bW8wiACFCqGojnj+OqsQQwsLz5wBQRBTw8f0ZfH8eRQlXHDSki+dNIGUOISxUtZ6KlsMkqtpw3W+k500hhImihBfb4OP7s/j+HKCgqgmECOD7Ewglusy1QsoynjdZKY1QIihKDb4/jxAmEheBhsRbnMA7eP4k0s8ghIGqNgDGYh+m8f0FFCWKqtYtnofJxT7Yi32QeP40qlLpg5QebvkcUuaW9UcIG01tR1LE92YAFvsQQsoMnjcJQqAq9SiKs3i+xpCUUYQDwkQREaTM4vlTID0UJYwvs4vn5KpjoaMoNZWSECUOuIvnuRYpfTx/AqSHqtYhxNsb900WJgnrYSx1eYmalJJ5N0W6nMZWbWJGzTsOVpybnOb4yDiaciXgf1fHzQUxb8bg+BzPvHmK33ly99UvVwUxq1T5qDKdzvJHP36F5poIlq6RKRb5yr1baI5H+NMX9uFLSW3QIZXL8+Xdm9nY0sAvz/Tz44OnqQsHSGXz/Mr29exe006mUORvXzvC0HSKqFN5wH12+3rG5hb4i5f2s6W9IjQWDwVoiIWYXMjw1y8fwNA0fCmJBx2+dNdGSp7Ht145QNnzURSFgKnzpbs2Uh8NrdiHb716kM/v3EBvS2WSkiu6/N3rR3iwZxXbO5vv6HzM5wrM52/s8HAtUkpms3nOjk6xtaMJa4UAyvvNq2cu0jc+w7//1B409d0JTni+ZHIhQ77kviv7+6jgeT5nL06wbUMr67rqEUIwm8px+OQlBLC5t4XpmQwDw9N4vmRLTwtBx+RU3xi1sSBSSrK5EgeODVIsuWxc10zQMTl2ZoSSWyYadti0rnlZNorreqxqr+O+HV18/9nDpDMFxqcWmJzJsKqtDiklJ8+NMXBpmubGGjasaWRwZIbhsTmStSEKRZdjp0eYTWXRNJUdm9oYuDTDS2+eo2d1A9GwzdjkPMdOj2AaGts3tjI7n2NkPMVCukBXex2zqRzTcxlMQ6Mm4tDcEOPQiUt4ns+m9U0oQvCPPz1Isi7Mzk3tdLTEOX1+bGmg4Xk+5/on6RuYJB4LsmNjGyfOjjIykaIhEWHbhtZl57lUKnNpbJYnH9tMLBpAVQTn+yc53z9JbU2QntUNnO4b59V959m4rolAwOTU+TG+++MD7N6+inXdDWRzRXzfxzR1CgWXaNjh5PkxBLB9YyueL+kbmCSXL9HWFKcxGeHwyWEy2QK9a5toSkaWDerKZZ94NMBXn9oFwGwqx7GDF8gXXBLxEFt6Wjh6epixiXmkhHt3rmJ8coGxyXlaG2Pk8iWOnBpmPp3HtnTu2tLB5HSaU+fHCAUttva2klrIcfzMCIausWNzG2MTC0zPpplbyLG1p5XENYGw8cIIh+Zex5c+IGi0W9gau+c9u/+rVPmwIaXElSVOLRxhojBCjVFHT3gLthr4wBcHPipUXCjarntdU6+UKKnK1eWAKqqaQFUTV+1DR9OuH1/dyMZSVeuuaYOCqtYu2n9evd31ZVJCaNftV1VvXFamqY2XkzSu6UMSVb0SzK6chxX6oF59LA/XPYHnTS3fmxJHtRtQldg156oS7FGU0DWv6UsioTfaVsoypcIx3PL5a7YJYFsPX3WurrRbCFCUO88YuJZnx59hVbALUzEJaSE6gp0YwmCiOM4PRp5mODdMWA/zqYYn6An3orwDYfCuujgCmEpnlzIGbpU58V7xwY/Yq1SpsiKxgM1X7t1MczzCX798kJdPXeQre7bgGDqPbuxmS3sj33n1IHvPD7EqEefZI2d5Ysta7lndxr4Ll3j2yFm2dTTx4vE+Bqfn+OYjd5GMBCmWy9iGzthcmlXJOP/NJytRTYFAUxVePd1PwDT45qN3ARUrt5Bl8sa5Qdyyz3/9yE6CpkGp7BG0bpxmVxOwmVrIMp8rsJAvYukqvi8JmAZFt8xYKk3BdYkFHGpDDooQZAol8iWXsu8znysQDzkkwleitlJKFvJF0vki9dEQQsB0OsdcNl8RTgsHiDgWs5k8+y4M8c8nLqKrCrWhAM01EVRVYWxugYBpMJXOogqFxppwJQBUKDExn8bzJbUhh1jARgKpbJ6ZdA5vMVBTG3LIFErM5wuUXI+QbZAplAhaJnXhOxee83yfmcU+mLpGfTSEqam4ns/UQoZ0voiuqTREQzimgZQwk84ynclR9jz8q7Lf0vkiE/MZpJTUhgNLwaiJ+QymrjGXzeN5Pg2x8E2v3YcdTVO4b1c3+w4PcPbCOPdsX8X+o4OLQYcix04NMz2XJRyysAyNU+fHuGfbKjRNZWh0lp7VjZw8N0o2X6IpGeH1AxfY2tvK0VPDPHzvWupqglw7ni57PodPXGJsfB7L0rEtg0jY5sDxITYVmsnmSxw7M8I92zrZd7ifeLSSvTA9lyG1kEdVFQ4cG+TeHV0cPzvC2MQ8jfVR6uvCrO9uQFEU3jh4kfbmONOzGU6cG8PzfEbGU+za0o5l6kuBCCkl8+k88ZogNVGH4bEU+48O8uiedcSiATpba2lIRNA0lWDA5NT5cTauayabK7L30EUeuHs1Acek7PkcPztCS2OMeOz6e9cydXZt7uC5X54mEQ/Ru7qRg8eH2NzTwslzowQDJk2LfVjXVU8oYKIqEcJBiw1rm/B8n76BKabnMoSDFpqqsG1DK/FogHP9E5y5MEFNxOHcxUnu29VNPBbg7MUJzvVPUF8X5vX9ffzKJzZhmctTks8PTPLtp/fS3hynMRHhTN84j+5Zx2v7L9DeEufwiUus7arnxNlRnMXr9NaxAdLZIralc+j4EI/uWctbRwZJ1obYf3SIhkSY033jOLbBmb5xYhGHC0NTRCMO07NpMrkS2za0Eg5dL7I4XRznhYmf4MkyAsHm6F3V4ESVjxUSyYHZ1/jZ2D+SLacxVZvZxBQPJz6DdgsBwypV7hQhDALOF9+nY2nY9qPY3FjI+70i7+V4dvwZIloEH5+tsW08UPcgR1NH0IXOb6/6XU7MH+efJ1+g2W4mZtS87WO9fmGQF89eIFcsoS1mXTdGwzfVnHivqAYnqlT5kCIEaKpK0DKJhxwuzaQW36jUdJU9n4V8kaZYmNG5BUplj22dTQQsgy3tjfxw/0lGZhc4cHGEHZ0ttNdVosiXyyyg4ptecCv127qqoKoKDdEQL528yOmRSTa01OMYBkJAPBhgNpPjxKUJ7upqJeLY103griYWdJhOZ3jh+HlePdPPNx7ciU8lEvuLY+d589wgtqHh+ZIv3bWR9c0JDvaP8E9vnaCrPs5Crsi2ziY+uXnN0j5T2QLf+eUhYgGLL+zayNRChm+9ehBDVSn7PnvWdnDvmnYGpud489wQ58enePHEBToSMeKhAJZU+eOfvkp3fS3ZQgnL0PjCrg1EHZt/3HuMoZkUqiIwNY1fv28b0YDFa2cHOH5pnLLnIyX83mN3c7h/lGePnkVVFDRFwdBVHMPg331y94plLjejf3KOv3/jCIoQFN0yWzsqfZ7PFXj6rRNLgZBNrQ18YdcGFvIF/uS5N3F9H0tTuTg5C0C2UOK7bxxlLJVGCAiYBl/bs5VowOavXj6ApiioisCX8MTWtaxrStyiZe8cKSXjhWGOze+/yVYCVahYik1QC1FjJqgz67HVGzt2SKApGeWpxzfzkxeOcfbCBNNzGZCQqA1RVxsimy/RXB9FShgeT6GqgkjIJpOteHjnCi7RsE2yNsyJs6O4ZY9Y1KG1MYa9QuBGUxW29rbyyO41/NMvjjI6OU9dTRDLrFzvQsFFVQTN9TEOaUNkcyXisSCBq8ogomGH5oYol0bnKJU9oiGbcNAiWRdGVQWFokuyLky57JHJFjFNjcZkhOb6GPlCCcvUcGwTz/PJ5oqcvTDOxFQat+yhqQqWpRMKmNTWBAmHLISo9FlbLOcouWWkhJbGGlRFQUrJQ7vXcPTUMAeODdLefO2ql2TD2kbWdzfwX374FqGghUTSmIzQPzRFLl+io6W20ofaMJapY+gqtm3QmIyQyRYpuR4CmF/I05iMcObCBKmFPHPzORLxEDURh0RtiOaGKJqqspAuMD2TIVkborOtbkXtiu6OBF//wt0A9A1MkYiHaaqPYRoaXtnH0DXmFnI8tHsNhqERdMxl17QmGqC5IcbpvnEy2RLTs2lMQ6WpPopjG0zPZfClJFkbJhq2mZ5N01wfpbk+Wl0FXuRo6i3GC8NLf9ea9WyM7EBXqhPRjyMlv8jF7DnS5XkA8l6W/uw5cl6WsBK9xaerVKmyEprQ2BHbyaPJxxjNj/Di5PNsi25nwV2gyW6m2WnBUm1OLBwnXU6/o+DEuclpPt27htHUAm01MS7OzJLK5SH+/ot3V4MTbwNfSmbTOebSi7VOQqApCrapEw1YWMbNf5xPDU3wnRcPcv+GTh7ftqY62KmyIqWyR//ULOOpNCcuTfDA+orHcrZQ4q9e2o+qKHQmanh0Yzejc+mKmNHivWcbOgJYyBfJuy7x0EoTPcm50Sn+8EcvAbC+OcmT23vY2NrAXDbPD946yTOHz/BIbzc7VzXTXR/nyZ09vHTyAi+dvMCete3cv67zhpPxeNBhYGqOolsm6tiMzi3g+z4F1+WXZ/r5td2b6aqP89NDZ/jZkbOsbaqkFxbcMk9sXUd9JLj03RCi0u//8vphkpEgT2xdh21ozGRyZAolvnzPJpKRENGAhaoItrQ3UvY8iq7Hbz96FyHLRAhwy14lcyAa4hMbuyta0brG8UvjnBie4DOL+/3+vhO8deESn9q8lu2dzXQl47iex3dePcSFiRnKvk8yEuK+de08ve8Ev7p7M9/fd5xUrkAycmf1ec8dO0fANHiwZxX9k7M8f6KPu1e3EnVsHt+0mrLnc2Z0ijfPD/LYptXsPT+Epir820/uZnI+wx/++GUATgxPcH58mie2rkNTFb6/7ziHB0Z5sGcVUkosQ+Pr929DVZT3LVVPIhnND/GzsX+86XYCgSo0DMXAUh0ieozVoR56I9tpsJrRhL7sOem6Hm8cvMCl0TmEEOzY1E5DMsLRU8NkskUcyyAasrFMHSkloYDJ5HSaA8cGyWSLtDTE6Gqr5bUDFxgcmWX9YllFNOzc8Hms6yp9A5NMz2YIOAbJ2hB7D/VzaXSOt44MsGfHKqJhh+/99CDhoEVLY6Xk4sLQNIVimbu2dBCN2GiqQihoYpk6QlQCFpqqELANelY38Mt9ldTRPTu7mJnLVjJjBCiKQjhoYZnGooCmwDJ1CkUXy9JpSEQQQGdrLfsO9+O6Hu3Ncd481M/w2ByHTgzSu6aJxvoI//CTAzQkIty1pYNDxy+RzhaIha9/RmRzJV58/QwLmQLRkM3aVUmKxTI/ffE4lqGxqq0ORan04bJAqBCCZG2If/jpQR6+Zw22pVNfF2JmLkttTRC37DE6MU/QMYnHApimRjhQCaQIAetXNzA9lyGdKdKUVND05feqpqnMzGX59tN7aUxE6GytJRK2URRBJGyTL7oUS2Xm5/PsPzJAbSzI4ZOXGByeQVcVtm1sIxqpbB8O2sRjAfbs7OLi0DS5XInamiD37ezmzIVxMtkiAcckGLBwPsKZRu82mXKaFyd+zGDuwtJrSbORNqeTWrP+A2xZlQ8KRSiYikmlpLySzWcpNpr4aE4zpJRcyJ4hVZqh1kzS5qxCvIOU+SpV3g6O5tDstBDQAtSZCQSCrJelLMtLYxVD0TEUg7JffkfHqgsG8HyfiG1xdGSMmWyetppbBxazhRKpTJ6GmtAyUe9ELMin71n/ttry0XxqfMCUPY/vvnKEb79wAABFETimQUtdlO3dzXxm53raErEbqudPpjIc7R+ls74GKW+tMP9hoOz5HLowQsDUWd+a/Ei0+aNOOl/k+WPnaYiFeXzTanZ1tZB3XRxD56HeLmbSWcZSaQKmgW1oSCkplFxsQ6dQcpFAyDYwNZWFFfUaBGubEvyPTz4EgCrEkhvGIxu62b26nVfP9PO3r1UCAl31cXavaWd7ZzMHLg7z/X3HiYcCbOtoWrH9iXCQ188O4Jg6a5sSDE2n8KXE9Xx8KWmJRwhaJp3JGo4Mji4p8DfHIyQjQRzzymTAl3CwfwRL1/hvP72HgFmZrK5tTHDP6jZ+dOAUQcvks9vX0V1fWzHNWpzsKEIs+y5ahk53fS3BRf9mKSUz6RwDk7O8fKpSBhK2TeKhAPP5Aj8+eIpsoYRj6sxlCxRKZRQhiDgWNQGHkGVSE7RRFbEkLnq7SCm5MDFLvuSSL5UBSUddDF1VOTM6xbNHzhIwDVK5PLliGc/3mVzIkogECdsmUsolzY+phQz9U3O8dOoCmqIQDdjEgpV0PEUIupJxwvb1KekfBiSSsnQpey45L8tsaYrBbB/7Z1/jvtpPsCv+II52pezA0FXu29mNv/j8VBev76q2OpASRVFob67hcmpPRWhS8LWndiEBAF6/IAAAIABJREFUddG14Yuf3ra0vRDwiT3rUBSBLyUj4yly+dLSMRuTUX7na/cDV+6pR+5dy0O71yy14ZE9a5F+pU2KIrh7awe7trRX/haCpvooiiK4d8cqKurj8Nj965dcJDaubaZ3deOiYJegcdGiSwiwLZ09O7uuOmeVacDOze2VNi2eg20b2tjS07K0z6ce37zknqEogkf3rFvWxk891AuL53FyJs3c/BWBsWjI5omHNyz7/J6dqyoOJFd9ry734TJPPb4FKSWqqvD4/esX/euvOIjs3HS5zQoIaG+OL35fBXU1QZ58bHPFdUTApdFZCsUrg67GRIR//42Hl66DEIL2ljiKEDx233r6L81gmRoNyQhjE/OU3DL37+pmz86upTY3JiIoiuD+u7tRhKC9Oc6Wnhagoj4eizj0rG5Y+jsedbhNHa+PBYPZ88yUltd6L5RTXMicrQYnPqbowmBDZDv92XNMFEZJmPVsje2+aQbchxlXlvjp6HcZzF5gZ/w+WpzO6+USqlR5j6k16jiaOoyKylRxksniBM+N/5zJ4iSSDnzpU/CKFP0i6jsMBO5e1YaUEl1VGZxNEQ/YdNbeOhNjYGyWlw738VtP3IVpXAlOWIZGa+LtZU1VgxNvB1kRojN1jS/u2URnfQ2zmRyH+0b58d5THOob4fc/s5utXU0rTuK3dzfzf3zjM9RFgu+Kddz7QdEt850XDrB9dQvrWpI3Teev8u5QE3T4jQe2s6ahduk+ybsuQhHUBGw2tdbzf/3sNY4PjdPTnERXVY4OjbOrq4XjlyZwTJ3GWIT1zUkOXhxhV1cLUcfG830MrfLVF1SCErA0jyNXcpFSYmgqPc1Jnjt2nlypRKHk4no+hqayuqGOWMAhnS/eoPWCsGMyOJ3i/nUdrGus429fP0IyEiQedEBWdBAc02B4Zp6aoLPkJKAKcf00QEo2ttazvinJ0/tOEL5/G83xCIoCj/R2sXNVM88dO88zh87wbx7ehWPqqIqC63kUy2UsT0NbPIcCrgschmyTjkQNX92zhWQkiOv52LrGhclZDg+M8R8/cx81QYfz4zNLQkGX93D1d+FWtkOV4Iy3FJRUFUFjLEQkYPPFXRsQovJsCdsmf/v6EaIBi6/cu4VD/aN8942jQEWL5NzYFLmiy0K+yFymouwdcSxWJWv49fu2EQ85lMs+9lW1+uqHxIbVVCzC+pUfLElFIbwsXYp+kaKXRyLx8ZktTfHz8R+wUE7xWP3nsdRKsEUIgaqK6waLy4VGr/r34kVSFPUm24N6+W8pCTnmsqwgy9TQrrGtvLYNqhDL3Maub+Pl79ryfVxGUcSyNl77nF3p9+Tan5CKENfVdnPLW3BtGy+fAykljqWDvDKZsC39OqvOygR/+TGv7sPla7PSe1fafM2VEyt/vpL1YmGbV4J+hq5edx0un1dVFbQ2xdC0LjzPZ01nkrqaEIpyzXVY3P/Vz75l5x1QtKuvQ/UH7zKu73Ihc4ZsOb3s9YKX53zmJFtid2Eod+bGVOWjjxCC7lAPv97++2TLGRwtSK2R/MhmG4zlh5krzeDjIeWdLTpUqfJusTW2nYniBD8f/xmWavFI8hMUvAJtTjuDuQG+PfBXZL0sUT1K1Hhn5VOOoaMIgaGqfHXX4gLDbcxRLVPHNnXyJRddU7gyznn7v53V4MQ7wNQ1tnc3c9faVqSUPHl3Lz8/cJb//PO9/OXzb9Ga+AR1K6R4B22T9a0fLdu/iVSa/olZtq9u+aCb8rFBiIo+w40CWA2xMHd1t/Lzo+foaUnyUO8qfnLoNEcHxxhLpXmkt6sinrmhm6HpFH/6/D4SkQCGpvHJTasByeB0ir96uZIBFAvYPL55NYf6Rzk8MIpj6MznC7TEIzTFIpwameTlUxdxTINcsYSpa6yuX9n6UAiwdJ2CW6atLsaqZJxcsUQsYFMXDrBjVRNPv3WCWMBmcj7Lr2xfv2Jt+ZX9CaIBm0c2dJEuFHl6/wl+/b5tDEzN8eb5ITRFYXIhw5qGuqXsj7pQZaX9714/wtrGBPeuaVsKUFy777WNdbTXxfje3uPUBGx0VeXhDasI2yYhy+DnR8+hKgK37L2jicqJSxN865WDldXaRIyHelbx6MZuvr/vON9+9SC6qtIUC/Poxm7aa2O8cW6Q7+87wfDsPIHFtPKdqyqZK3/+z2+hayrFcmVVubelnkP9I/zDm0eJOjaGpvLohu4buql8UHQF1/Grbd9c+tuXHiW/RLqcYqIwRl/mFGcXjrNQrmisFPwce2deodFuY2vsnnfd23slhBBEIx/NFb+3ixCCYMAiGPjwZNcIIVa0YL0Zhq6toJ1R5d0iU56nL3MKuRiKVYWKJz0kkuHcADPFKRrsO3NjqvIvA1WoJK2VMyk/SkgpuZS7SM5L33rjKlXeQ+JGnC81/2vyXg5d0ZcWaCp6XmMcnNtPrahjW2w7YS38jo716vkBmqNh1jckKuPx2xzrBm2DwYk5/uwne2mqjSwt/j20tYtk7O2NP6vBiXdIZfWzMuEJOyqf2bWesyNTPH/4HPvODvGp7WtRFIVc0eXp149x8PwwZV8iBDy+bQ2f3rFuxf0e6x/jR3tP8uQ9vQQtk+cOn6NvZBofyfqWJE/t7iUauHKTFtwyh/pGeOP0AKMzC1iGzqaOBu7b0El9LLRs4ielJF9yOTk4wZtnBhmcTCGlJOJYrG9N8vDmLmpCDp7v8/qpAfafu8TJwQkm57P88M0T7D93aWlN8hNbV/PErisTS9+XjM7O8+qJfk4MjpMvujTVRrh3fQebOxswdW1pciel5KVjF3j1xEW+8dguUpk8Lxw5z9BUCsuoBH4e37ZmWXr/x4V4yOG3HtpJwzVf7IBp8JV7t1AXCqAIwSc2drOuKYGhqjzS20VnooZULk9NwKEjUYOiCJKRIL/7ibvpn5ojX3IJWgaxgM2mtgZ++9G7cL1KOYVjGhiqSm9LkqBVceMImAZtdTEitrmUOl9wy1i6Rms8SsSxGJ1bwPOvX1kI2xb/05MP0V4XI2gZ/NvHdxOyTWxD57Pbe7g4MUOmUCIZCdISr0R8N7bW0xKPXKdjcf+6Dlzfr3x22zoGp1OYmkrHoshnvuQSslrpTNYsfbYxFub3H7uHifkMscWAg6oo/OaDO2iuWf4QjzgWX9uzlf6pOXLFEhHHIhEOYmgqv/fYPYyn0kQdi8c3rSFsm/i+ZF1TgnjQ4Vd3byYecvjyPZuRyCvCpVcRskzu7m6jNnRlohUPVhxKepqTxIMOw7MLS+02NJWHe1fRVhclX3K5f13FkirqWOiqyjcf2cXI7AJh2+JTm9dQG6q4lFwO2ORLLtGATW3IQVUEX7p744empEMVOsEVfkRrzSQdgTVsju7ifPokz4x9j7HCJQByXoZ9My/THewh+g4En6pUqfL2kVIyURhlJD+49Fp3sIfzmVN4ssxUcZyR/ABJq/EdWdpVqfJBUvKLXMr3U/JLt964SpX3ECEEpmpiKNfMgwRLgpjvFrPZ3JLD251gaCo71rZSXpxLXOZmC463ohqceJexDJ3d69t54ch5TgyM8+DGLgKWgaoImuIRZtN5+kanOXR+hJ6bZE/MpnPsPTNIIhrkzKVJUtk8AdMgV3Q5fGGEp3b3Lm1bKJX5/uvH+O4rR6kJVVam59I5vvXCAfaeHeK/e+o+muNXvOJL5Ypmxt+9fBjHNGioCaMqClPz0wxMzrFrTQs1IadiWbiQo1AqV4IKULFLjASXghMBy1j6t5SSvrFp/s8fvMqlqRQdixPFoxdHeeXYBX7toa187q6eZYKho7MLvHriIp31cV461rfofKAxNZ/BMXUe33bFqeHjhKXrK7op6KpK91XZCmHboqf5ysNkpc9czjrYElhuB+SYBvHQCvaBhr5sEn2ZaMBm6zX6EjPpHD/Yf3LF8o4v37OJTW1XvLHXNF7x03YMnd6W62uTa4IONcHrV6wbYlcms0HLpKc5udgHruvXZTRVoSNRQ0di+WR2bWPdituHHWtZey/TXhdbcjpZia7F69FWF+Mnh05zfmz6um12dbdw39qOG2YxNNVEaKqJLHvNMQ02tl7fHoCWeHQpoHM10YDN5hXOx6rkR2cl2VJteiJbyHoZfjDyNxS8igbCcH6AyeJYNThRpcoHyNn0ccqykq1lqw6bojsZyQ+SLs9Tli59mVP0RrYtrfBVqfJRI12eXxaAq1Llg6LslxnKDzFZmMCTywUvQ1qYjdFN79qxOmpjvHjmAjPZHOZi6ffmpoZKKfZNiAZtPrFjNZNzGQxNJR5x8H2J9g6E16vBiXcZIaA9EcPSNUZmFii6ZQKWgalrPLSpi4c2dfHq8YucGZ685b7ypTI/fes0X9i9gQc3dRF2TApFl2zRJXJVdOtg3zDfefEge3o7+LUHttIQC5Erufzi4Fn+8hdv8YM3TvCNxyp1+FJKfnmyn797+QhrmhP8xqM76EjGUBSFdK5AtujSGK9MBDVV4cl7ennynl5eOnaBM8OTPLKlm689tG1Fsc/5XIFvv3CQwYk5fv+zu7lnXTumrjEyM8+3XzzIt54/QGtdlHvWtS//XLbALw6d5cv3b2FbVxO2qZPOVSa79i2cT6p8sNQEbX77kV0rai28k6jpRxFdVXlyR09FyO8aLgsiVrk9FKGyNrSBhFnPUO4iUKl1H80PsjrUc9v7KftlsuUFhvODXMpdZLY0RdEvoKAQ1MMkzEY6AqupNZOYivW2SnaklPh4ZMtZxgqXGM0PMlOcJO/lKEsXTeiYqkVEi1Fn1lNvNxPRY5iKjabc+U+wJ8tkymlGrupTwcsjUAhqYZJWI+2BbmrNJJZi33GfpJS40iXvZZkuTjJWGGK6MEHWS1PyS2hCxVAtYnqcpNVEk91OWI+gKwYrqMXckLJfJuul8aWPQBDUQmiLNpRSSgp+jonCKBez55gqjJH3soDA0QLUGHU02+00WM0E9cgdlfpIJGXfJVtOM1q4xGh+iNnSFHkvhyfLaELHVh3Ceow6M0mD1UJYj2IqNqpQb+t8XskO9Cn4BcbylxjInmOqOEHOy6IKBUt1qDPraXVWUW81Y6vOhz7bIO9l6cucWvq73mqmyW6jxeng1MIRAPoyZ1hwU+8oOOFLj5yXY3IxS2OqOE7Oy+D6pUVXH5OIHiNu1NFgtxDV41iqfZ2rz62o3OslFtwUw7kBxgvDpNxZin4BX/oYioGtBogZtSTMeuqtZhwtiKlYd3ytKsJ1OSaKYwxlLzBZHCVXzuDjY6sOcTNJm9NFo92CowYQXKurcmdI6VP0C6TcWYZzA0wURpgvpyh6FY0iXTEJqkGiRuV7nDAbcbTAbfXN9Utky5ml0p4bYakWtnpnZVnX4kufkl8k52UYL4wwnh9e/n1VKt/XuJGgwW6l3moiqIVQhHpbzyMp5RVBZt/FlSUGc31MXGWTW/SLpEozKDd5zihCIaAGl55ht9u3vJdjqjjGQPY8U8XxpfNqq/bSPdFgNRPQQh/650OVd59T6ZM8M/oTfHxmijPUmrWky2k8v8z9iQff1eBE2LJIhAIMz82jLWowrUmsXLp9NfmiyzN7T7Pv1BBbuhv53L29vHL0Ipu7Gmmsjdzy8ytRDU68BzimgaII8iV3xXT328X3fboa4nxqx9or2hXXrIpKKXnpaB+KEDyxcz2d9TUIIXAsg0e3ruYn+06x98wgX9qzCcfUyRZKvHL8Iqoi+Poj29na1bQ0abqs7P92GZ1Z4M3TA+zZ0Ml9vZ0E7Yoo1qqGOJ/dtZ69ZwZ58Ugfd69tW/aj6/mSbV3NPLqleyklP3qD1fAqHy4uK+xXWRT/4fbr9KrcHFO1SZhNS8EJH595d+62PiulJOulOZ46wIG51xjNX8L1i5Slh6TyTFaFiiZ0AlqI9eHN7Ky5nxan444HgDkvw/H5g7w1+yoThRFKfpGyX0biI5GIxf9UoaEpGqZi02i3si68kY2RnbedCSKlJOdlOTF/kAOzv2QkP0jJL1GW5aU+KUJFFzqOGmRteCO74g/Q5nTedFB9NUWvwHB+gHPpE5xLn2CyOIa7eAx/UVdgeX90aoxaNkS2s7PmPmqM2tsWwJsojPC9S3/JnDuNoVj8Wus36Qiuxpc+44Vhfjn1C04uHK4EeXwX/3IfUVAVDUOYrAqu5fPNX7/tc+hLj6niBEdT+zg+f5Dp4gSuLOH55aX9V3qnVO6Pq67X/XWPsya04TaOItCEji99hnIXeH36Bc6mj1/TD4GCQFN0LMWmO9TL7tqHaA+sfl80Vd4ug7kLzJYqmWECQaPdSsJqoC3QzemFo0gkaTfFxexZEtbKWV+3ouDlObNwjP1zv2Qoe4GiX6AsXXzpL06GK+dOESqa0DBUi4TZwLrwRjZEtt+25sHlEpVDqTc4ltpPyp2l7JfwpLfsXlCEUrnXF8vR2gNd9ES2si60CVO9vRTokl+kL3Oa/bO/pC9zmoKXo+yX8amkQStUjmGpNq1OJ3fFH2RNaMNt73+l4/Vnz3N47k3OpU+Q9TKUfXdRG+TqvqlLz8GgFmJteCMPJZ4gZtx8QtKfPc8Phr9D9iaaDALBvbWP8mj9595WHwAW3BSDuQucWTjKhcwZ5t25xSDC8ufr5WukKwaNVivba3azIbKDgHZzW++iV2AkP8hMaYLJwjiTxVEmi2PMl2aXlXScXDhEf/bsTfcV1eN8seU3aHE6b6tvrl/iYuYse2df5kLm9OLz4fp7wlBM2gNdS/eEoZjVMdfHiNMLp2gPdHBf3f38ZPRHfLrhMwgEz038nJj+7maRdtbW0B6PLVtI01Xllq6SI9MLDIzN8tiONZy9NImmqYzNLNBUG6kGJz5MFN0y/qKbxzuNdK5rSRC5yUS96Ja5ODFHrujy18/t5x/tK3VJbtlnaj6LRFJyK+lAC/kiQ5NzxIIOGzoa3tXV3KGpFNmiy7rmBJZx5dYSQlAfC5GMhuifmKVQKi9zEQDY2N6AoX14B2VVqlR5fxEIbO2qZ5/kurTGlZBSMlkc5fnxH3Fsfj9Ff7mNrkABJJ708KRHsVTgtennuZA5w6PJz7ExugNNaLccAEopmfv/2XuvKLuu+8zzt0++OVTOhSoAVQiFnAiCWRSDSEqWWrIty7YcxuO229Ozeq1Za+ZhZs3LPMyanoeZ6TU97di2JVvRlkRRpEiKCQQIECByTpVzuHVzOGHPwy1coFCFqgIIUqCEDwsP99S995x9zzn77P3t7/999hSvjf6Q47OHKS2yHwVRSR7xZAnbLZF3c8za04zk+2mwWlc0sZZSMlUa583xn3A88cFt2+RJl6J0KXoFPph+i97sRZ6sfZFtsYeWXVX2pMfJ2cO8OvZDZm6Jiby5Rbe2ZzifZawwRF/2Ml9s+gaNvpXVwLrSIe0kSdoJdGEwY0/RJju5nDnHT4b/ieF8/6Irsx4enlfCpoSEFUUVSiSu53By9kPenvgZw/n+yiRgsfdKXDzpVs5X2pllT9XjK2qXAAzF4HzqJK+MfneePFzM/YYeHh6Sklek5BU5ljjAYO4qX2z6HdaFt9yXBIXj2VxOnyXnZIBy+dWqwFos1U+rv4OAFiLjpCh6BS6lz7A9thf91jrpZZB2Urw9/gofTL9Fzs3M+9vC+6mc8FPw8qTsBMP5fiJ6fEXkhCc9erMXeXnku/RlL827zkTlOgeJV+knSpRX7yeKIyRK06wKrF2WPJBIsk6GA1Nv8v7k6xWT35v3Bdy4n5wSZ1PH6c9dZXf8MR6vfY6QFl3xZFQiSdkJ9k++zocz7y1J5kokrnRwpVNpm5ExebpueTLB8WxSziwZJ3Xb9wgE+TmVxt3AlS6vj/0rRxPvk3dzC/4ubuqPKufIK3I5c5aB3FWG8/083/C1JfuH6dIEPxz6r7fta67D9kokl/GfUIWG463s+VTwcuyffIMDU28ya0/f0q65vvymPvZs6jh92cvsrX6KJ2pfKCtrHhAUvxYoukVa/a1E9AiGYqIKjUZfI5ujWzmTPMXe6ofv2b6O9A+hKgoRn0VrLMJsvsBPTp2nNhTg+Q1dBG7j/2c7LpapEwlauJ5HNl8iV7QXVdivFA/IiU8Aw9NJSo5bTkbQP94gw5qLdrkdSo6L7bhIIFso4bjzlRprm2rwWzrmHFngul7F0NC8x2RAYS6C0jK0BXI6XVUxNBXbcSk57gJy4tbXD/AAD/DrDYmk5N4YEAoBprK0ouo6YfDTke9yLnV8Xm18jdlAVK/Cp/pwpE3SnmWyOErKnkUiGS0M8vLIP2OqJuvDW5eVBNteiXcmXuVo4kCFNLEUPzVWPRE9RkANIYCCVyDrpMg4KWbtmcpAu1wS0bb87yAlSXuGV0a+x+nkURxpz+3LR43VQEyvwqf6caRDyk4wURwjZSeQSMYKw/xs9PuYqkVPZAfqgvDVGxAIokYVjmdXtpmKRdSoIqRFCGohTMWHKx1SziwThVGS9kxlcnApfZa3Jl7may1/dMdRktcnVcP5fn468l2G8n0IFCJ6lLAew1IshFCwvRIZJ0XSTiClpM3fuaJ9OZ7NR4kDvDb2LyRKNzxhBIKAFiSix7EUH6qiVeT3GSdFyk7i4dLka6fZ177i9kwVx3lt7AeM5AcAiOnVVJt1hObKX3JOhuniBBPFURxpI5FMFEd5fexHVBl192XaRcpJci17saIqCGoR2gNrygoKq4Uqo4aMk0IiGckPMFUcp2GFRBWUJ6OHp9/h4PSblXvEUEyqjTqiRhUBLYQmVIpukaybrtxPuTkZfEyvoiOwvEeVlJLJ4hg/HflehZgQCEJ6lBqzjpAWxVJ9c5L7LBknRdqeJWnPYssSKiprQxsJqEuvykN5Zf7diZ/x/tQb5NwsUF4Rj5s1VBl1c+UHClknzUxpiqniOI60yTgp3pv8Oa50ebr+i4saCC+GjJ3m1dEf8lHiACXvhg+UKjQiepSQFplbeVdwPJucmyVlz5J3y4tYa0M9hLTlVzojepR14S2k7AT2XCmE49mkneSShMWdQEEhoscputeJWEFw7l4NaRH8WhBDGJXSlYnCCNk5QqvoFTgys59as4G91U+hisWnOgKBXy2Xid2M6+lR12Eq1rLnIGpUrYiMK3oF3pt8nXcmXqlcE5rQqDbriBs1BLQwSEnGTTNdnGCqOF4uG3Qz7J98A0UoPFX70l2rah7gs4WgFiBpJ1FQ0RWNq5nLBLUAGSdD8R4btp4fm+TMyDgNkRAtsQgBQydsmcxk81yenGZL8+JquPp4CF1VePPoZQYnE/zj6x+hKIKmu1RNwANy4p7DcV0+vDRIyXFZ11qH/2N6JixHjlqGhs/UaYiF+J++9gRtdQtX4QRU4hV1TSVgGaTzRTKFEiHfHeaRL1FiGA36UBTBbLaAJ2VlGCwl5G2bbKFENGjhMx9cdg/wAA+wNBzPZqo0XnmtoFJtLh3BnHdzvDX+CmdTx3Cli0Chxb+Kx2qepTPYTUSPo4iyTDHv5hjK9/Le5M85mzyGh0fCnuL1sR9RbdZRZzUtSVAM5ns5MXu4QkxUG7V8ru6LdIU3EdFjKEJBIJBSUvTycwPoUQZy17iSOcfm6C782vL12AUvz7uTr3EqeQRXOggETb42Hqt5jtWhdUT1qkqbCm6OoXwf+6fe4EzyKK50mbWneXPsx1QbdTT5227bJiEEHYEuVofWM5C7yrrwFjoDXdRZzcSMqop/Rbk9BQZy1zgw9QanZo/MKQFcLqZOczVzge7Qpjta2fOkx2DuGlcy5xnK9RLRY2yP7WN9eDNVZh1+NYAiFIpueSIyVhhiON/PuvDmFSlcLqXP8rPRH5C0Zyrbw1qUrbE9dIU2UWs1EFCD6IqBIx1yToaEPc14fpir2Yu0+FcR0eMrapOHx5XMeRxpYyoWm6O72B1/nGZ/G+bcb+hKl+niBB8l3mf/5BsVefxwvo/jiYPUW1+9r1ZGpZRMFkYZyvVVtjX52ojpZfl/RI/T7F/FYK4PD5fJ4hhD+T7qrKYVq0enimMcnTlQISZCWoQnap9nY2QHVWZt2e9j7n6yZYmknWCyOMpgrpeL6dOsDW4kot/euLjSFjzOJD/iWvZCZVt3aBOP1z5Pi38VfjVY+e096ZWJpNIE48URrmYuMFOapDu8aVlvAcdzODF7iP1Tb8z5pYBfDbIr/gjbYntp8LWUJ7OyTMxMlcY4PXuUA1NvkrCnsWWJD6bfIqiFeaL2+SX3d/2efGfyFY7OvI8ty5MWBYVmfzvbYntpD6whpldjqT4UoVLyCqTtFNOlCYZzffTmLrEluntF112Tv53faf1THOlQ8goU5xRAh6ff4d3J11akcFsOQgh6ojs4NvsButBZF95Mm381NVY9UT1eUYJJ6ZF2UlzOnOOt8ZcrKoi8m+Pw9HusD28lbtQs2q4qs5bfaP497FsmedeyF/nR8Lcqr1cH1/N0/RdRuP21rCk61cbSzycpJaeSR3h34tUKMRHR4zxc/RSbIjupNuvR586z7ZWYKIzy0exBPpgqK4muKy7qrWa2RHevuFzvAT67WBvqpj/Xh6aorAmu5edjr3F89hiJUoK91fvu6b58usY3dm1mY2Md/2X/EfKmQXd9DelCkWS+cNvPxcN+vvbkFj66MERnU5yaaJAtq5uIhe6+PP/BLPEeouS4HL4wwFsnr9BaE2X76uaPJWtZCXRVZX1rLf968Cy94zN0NFRVok1hzuznJkIh7DdZ3VDFL05e4fDFAZ7o6URVlx88aIpSXgW0yz4airKwU2yvjVETCXLy2ggv7V5PPOSfOwaP3rEZxmcz7OluRf8YDq4P8AAP8OuB4XzZxO06/FpwWaXB5cxZjiUO4MqyZL/V38GXm3+fVv+qeQM5IcrGimuCG4jqVdiezcX0KSSS4Xw/R2fe59n6ryw5IejNXiLrlCeVujDYW/05dsYfQb2lJEQIgaX6qVf91JlNdIe+UJR4AAAgAElEQVQ3sc95esWGgdcyFzg6835lwN/ka+PLzb9Pe2DNPPm/EAKfFmB1cD1RoxpPupxJflReyS4McmRmP/VW05JtUoXG8/VfxcMloscXNQktt8fHmuB6InqUtJ3k6txEL+2k6MteZm1o45IqjVvh4XImWSaUaq1GXmj4TdaGNi5YHTQUk5AeodnXRk9kx4pWKrNOmncnX51HTDRaLTxT/xW6w5sWtFHHmDMorKUj0MXW2J6yv8EdmJc60kYVKrurHueZ+i8TuGnCC2W/k1qrgcdqnsORLm9P/BRXujjS4Ur2PBknRUi/+1Wnew0Pj0uZM5VJL0BXaGOFeBBCsDa4gaMzByh6+bnUjvNsjGxfUdkNwGh+iJlS2ShcFSqbIjt5pOYZdGEsuJ8MYVJj1lNj1rMmuJE9VU+gC+O2K+Q3w5UelzNnK6/DWpSn679ER6BrwbWuiLJxblAP0+LvoCeyg5JXIKAur2SYKo2zf/L1CjFhKT4er32Ox2qerZBU5QaVV87rrWbitTXEjBp+MvJtknaColfg0PTbdAa7WRVYuyRx0Je9zAdTb1XOkSo0eiLbeab+y9SajQuuX0MxCGph6q0mukI9FNzcisjS6xBCoAsdXdEJUE6hiurxOzLFXQ5VRi3faPu3+FQ/IS2yaGmaEAphPcqW6G58ip/vDf41iblSiZHCAFPFiQXKiOswFJNGX+u8bVLKBeqPoBai1d/5scutZkqTHJh6s0JGBrUwX2j4Gluiuxf0dbpi0OhrpdqsQxMab4z9GA+XnJvh4NRbrAluuK/6iAf4ZNAV6mZVoANdGGyObkUVGsP5YXbHH2JDZOPyX3AH6KiOc7hviNMj40xncwwnk1i6RsFx6GlcmK53Ha7nMZPMMZ5I01YfY/e6VoanUpiGRsC6s9K+63hg/fox4ErJdDpL79gMRy4N8tevHeY//su7FG2Hrz+xlVVz5pRSSlzPo+S4FG0H23XLbLnnUbQdSraD43qLuvwvByEEz23vpj4a5G9fP8KPD53jysgU/RMJjl8d5gfvn+bQxQFcr/zdftPg2e1dWLrG//ezQ/zo0FkuD09xbWyao5cH+fEHZxmbWWhyVB8P4TMNDl8Y4HT/GDPpHMPTSaZT2RvviYV4afd6TvWO8q23j3FtbJrJZIb3z/Xxj299RDzk4/PbFg4AHuABHuABrkNKj6niOO9MvkrWuV53LtgQ2UqVuTAq9zqKboEPZ96trEhZip/Ha59fQEzcDCEENWY9j9Z8viLbdaTNmeQxpkoTt+2TpZSk7NkbJRaqjyZfG5qytK+DEAJDMYka8RWREyWvyIcz75F2kkC5rOWx2ucWEBO37qPaqGVf9dOE9HLcrCsdzqdOMF4cWfI5I4SgxqqnzmrCUpdO+hBCUGs2siW2B1MpD6wlHuOFkZuk2CtH0StgKCbP1n+FnuiOJWXLQihYqm/ZyYKUkrOpY/Rnr1S2BbUIzzV8lU3RHcu2UREKfi14V8kTrf5OHq95jqAWuu0+/FqQrdE9VN204jpbmmG6tHya16eJgpvjUvrGhD6kRWj1d86biDb7O4jd5J9yJX2OlD3fY+F2uG5gW5wrRdCETqOvdUXmf7qiE9Fj+LWV1eFLPJKlG14MVWYtMaN62c8qQsGn+ono8WWJKiklJxOHGbuJXO0Ob+Lhqs9hqf7b7stQTLbF9rAjtq9ybU+Vxjk2e3CBz8zN8PA4NP12pawBoCPQxUuNX6fR17rk8Qoh0BWdkB5ZEbnzaUJXdJp8bcSNmnIa0BLnSBUqa0MbWHNTmpMrHcYLQ8uminwacKXL6eTRivpIFSqbo7vYGttz277u+vNid/wxmv3tle1D+T4upE/f1ZzhAT5b0BUdv+pHIjEUg22x7bzY+BI74jvxr5D4XSl2t7fwSGc77fEYf/bYbv77Jx/Gp+sEDIOuutub5E4kMnzvnROMTKc4eWUE2/F44+hF+sdmbvuZ5XB/9USfMaSyBf7vH7+PpWuVrq+pKsxvPbqFPevaKl4RUsLhi4N8f/9JssUSE7MZEtk8Pz50jmNXRvBbOttXN/Nbj27GuosykNWNVfyHLz/K371xlL974wiCcvWFIkBTVH7nya3zOueeVQ38+QsP849vfcTfvv4hylzighBQEwmyvrWO+jkm/DqaqyO8sGsdPz50lv/5H36OoZc9JH7z0S18eW+ZvTN1ja883EMqV+CdU1d5++QVEALpSaJBH3/x0j7WNi0fS/MAD3AdrucxOZtlKpVFVQSttTH85srj4qZTWQxNI+S/w/KlmyCl5OrINPmijc/UaaqOfOoeKVJKRqdTREN+/Evs23U9hqaSzGbKRmRV4QANVaF5aioo+8MMT6XQNYWm6giqopDMFhidTlEVCVAdvv0A+l5DSlkxM8u5GYZyvRyY+gVXsxcqzvKNvhZ2xx/HWsJzYijfx3DuhrFZi38VncHuZaWvQgg6g+uoMmsrJMBEcYSJwgh1ZgPcZiVQE2VvHYmk5JWYKU3hSe+exr2N5AcYzPVW2tToa2VtcMOyk3IhBO2BtdSaDaTmTPEmi+OM5YdosFru2eqmEIJWfweW6qtMnnJupkLa3CnWh7eyNnTvVoNybpbzqZMUvPL9oKCwKbKDrlDPJyqJ1oTGluhuokbVsu+tMeupMmqYKI4AVHwO7if0567MM0lt83cS0WPz+oiAFqQj0F2ZkKedJL3Zi9RZjSvahypUFATenIfJTGkKV7r33Bz0etLMdaTsWXJOhphedc/6vKyT5mLmzE3kpZ9tsb34l0mPgHLizrbYXo4lDlYUAOdTJ9lX/TT16uJeJGOFIQZyVyuvTcXi0Zpnlk3d+FWDIlTaA2v4cOa9yraMm2bJeuRPCVknzbnUico1EVBDbIs+tKxnjhCCiB6nK9TDYO4aknL53rXMBbZG96DdZ4TSA9xb2J7NQK6fvmwvOTc/by4XN+Lsq37knu1LVQT1kSASyXQmR3MswkubupGAod3+OptJ5Qj7Lfb1rOL9071oWjkGuWgvbjq9Ejy4qu8Cqqqwd11bRa6iKQpBn0FLTZTu5loigVtYUAHRgMWGttvLYpqqwvNKQFbVx/njZ3ezeQWJGpqqsqe7jTWN1ZzqG2V4OoXjuIQDFqvq4nQ1184rpdBVlWd3dLG1s5HTfaOMJcpse8RvsbqxirbahXWbPkPnm5/bwZaORq6NTWO7HhG/xdbOGwMPIQTxkJ+/ePFhnty8mkvDkxRsh9pIkE2rGmiqWihB29LRyL978WHaaqNLtvEBfv0gpWRyNsu33vyIaNCHlJJndhr4a1Z+rUyncgR95sciJwD+6meHWFVfRaHk0NEY54Xd61CUT0945nmS775zkud2ddPdenv1QK5Y4vvvngSgOhKgq6WW2liQWyu38iWHDy8M0Dee4N//xj78lkEym+flQ+dYVR/ni3s3oH9C6TljhUF+OvKdG22THrYskbZTTBZHGSsMz5vc1poNPFf/b2jzd9528lCObbxGcm6lVhUqLf5VhLWVXSuW6qPObKI/e6Vi8DiU72ddeAv6ImRDWWHQgKlYFLw8RS/PwelfUG81VUwCP+5Ex5Mew/n+ipu7gkqzr43ICuPDLNWizmrkWuZCxRNiON9PT3QHhvh498PNuC63vo6SV8KTdx6hbSoW68Kb8Ksrl5YvhbI8O0lv9lJlW0ALsSm68xM3kwvrMdoCq1c0sTbVstnedaLL9ux5Zoa/bLjS5XL6XCWlQxUa7YG1BLT5CximYtER7OLDmfdwZLkNF1Nn2BF7ZFmlgRCCqF42vUw7SRxpc3L2MKuCa1kX2rSgVOrjQKDQ4GtmMF+OKJ4uTfD+1Bs8W/+VimfFx93XWGGY6eINv5wao54mX9uKicuYUc2qYBeJxEEAMnaK3uxl6q2F5ISUkr7sZdI3EVqt/k5a/Z33lCj9LEAgCGvzx69Ft3AfUBOQtBPzCKQqs5aGW0pKbgdN0ai3mjAVHwUvVzHQzTipFcco32+Q8sY0+/rddq8XRG5Wlqw48WbuM7e+/26+617gXOoM/zr8QwJakNDcc+LGMd35c3YpDCaSfOfoKUqui+t5VAUCfH3nJuKBpRUaAZ9BOlfk0tAUqWyBw+cGGJ1OEQs+8Jz4VKEqCjvXtrBz7cqcqBUhWN9ax/rWpc1ybkZbbWxRkmApVIUDPLFp9YqPqSEepiG+MhdoKCdqPLSujYfWLV33begaWzub2Nq5dKSXEIKNbfVsXIK0+VVCyRlDCBNdvbPz+suClJKSO4quVqHcw8nMnWA2m6fkuHzlkR78loGmKHhSMplIk8mXCAcsqsJ+ppJZXM8jV7CJhXzEQ35S2QICCM6RiJ4nSWRyJDJ5/KZBbTSI63okcwUKJRvb8WiuiWDqC7vFSMDHVx7poX88wTsnr1LcvpZiqch0KoehqdTFgqiKwsRshkyhhM/QqI+HkVIynshQKNnEw37iIT+zmTxTySyqolAbC2IZGrOZ8jHkijY1kQDhgEUyW2Bmrmyqfu4+nUnnuDw8RSRgURNZXMYcCVg8uqmTrpaaSrunklmS2Tw+Q6c2FiIW9LFnfdu8Eq7W2hjbVjeRypUnRlJKUrkiU8kMhqZRGwsym8lTHQkwMp2iNhoklSvescpiojjKG+M/XvZ9fjXAqkAXT9W9QJt/zZL7KHkFxgpDlXhIXZjUWY13dFy3muklSpN40gUWV6qsDW6kxmpgMFee5Azmevl2/39mc3QXW6K7qbEaKiaSdwPbKzJWGKr4Z+iKfldtEkJUFg4TpSkcz7njNI2loArtlgHT3U0FQlqE2jts33KYLc3Mi1MMaRFafKvu2fffDkEtRJVxexLxVuiKUSEnPNzKOb8fkLRn6M1euimlI0RHcO2Cia8iFBp9bVSZtYwXhue8TgaYLI6uKLWjxd9Bi7+D86kTSMrRud8f/Bs2hLeyPb6PequpnIDzMa8PVSj0RHZycvbDitrnyMx+RvOD7Kx6hK7gRqJG1bLRu7eDlJLp0sQ89UvUiBNdIakIZaKn0Wrh2Nzrklcqq8LicsExlUsXhiuElkDQ7Gv/tfUjuJUIux9KOqCsbim6N0jHeqvpjlQPQS2MoRgUvLJhbMZJkXdzRPlskhPHekf41nvHqIsE6air4vOb1xDxL/Q4klJSsB0UIRYdmy2F3okEPzx0mt/et4XmRRZHF8PgdJK3Tl/lm09sn7fddl0+uDTAjo5mApZRNqG1HRAC6w6Py3ZcbNfFf5tozptxPnWe7tB6nq1/vmKWeh3qPSYfP7g2wNaWRvZ2tGK7Lv9y4iy904llyYmm6ghP71zL60cuMTg5y8EzvTy7q5ummgdpHQ9wX0JiuwmShf2UnDFUJUTY2omldZIpfoQQOkFzC46XJJnfT9jai67Gsd0Zkvl3CZrbsPSliZB86TKz+bfxcDDUOsLWXkxt8bibXzbG0v+AT++kJviVFX/Gk0WS+fdRlRAhcxviU5XwOYym/gv1oW9i6csP6KX0kDgI7m5QdyuEENTHQtREAnzrzWM8tL6NTR2NXBud5tD5fhQhSGYLvLR3A//01jHCfgtdVSk6Dv/N87sZS6T529eO8OyOLp7YuprJZIbvv3sSn6mTLdg8uWU1lqHxnXdO0FwdQVMVnt+1btEHYDKT5ztvn6BoO+zqbqVQtHnl8Hk8TzKbzbO7u426WJAff3CWoGVQHQnw1NY1nO0b4/zABEII8kWb3/3cdq6OTnOmd4x0rkhrXZQnNq/mu++cQEqJ3zTYva4V23H51wNnEJQTdp7Z0YUQcPBsH/Gwn+lUjj998aFF03ZmswV+fOAM1ZEAO7qaiYf8vHHsEqpQmEhmeHHPhgpxsRQy+RI/3H8K1/OwHY+u5hrODYzzhd3r+JtXP+S3n9jK/jPX+OPndt9TlYVAoc3fySM1n2d9eOuKTNpKXpGZ4g3ZuYvDpfTZeRPT5dCXuzxvGJtzs5UJ2WKIGVU8UfM8Pxz6+zmDs/KE6hcTL3NkZj9doR7WR7bQGVxHWI/ecSlFySsxfXObpMuVzIWKp8ZKcC1zEe8msiDnZiulMitF0S2QsKdI2bMU3BwFt4AtS7jSwfEcsm76jo7pdjBVi9AKIxNXiunSxLzJSa3VgKF+8kSrpfpXHP8ILHJt3B8TKiklE4UxhvP9lW1xo5rm2xA8tWY99VYzE4WRsjS4OMFgrndFqR0BLcjjNc8xWRxlsjgGlFebD06/xfHZQ6wObmBDeAtrQhuoMmvvujRJCIU1wXXsqXqCA1Nv4kgbR9r05S7Tn7tKndXAhvA2usI9tPvXYKjmHe3LlS5Je6YSY6ygEjOqlk33uBmqolYIEkfaeLgk7Clc6cxTKQGVKM3rMBSTWqvhnpfD3A+QUpJzs8yUJsk4KQpunqJXwPHscn8knXk+H/cTJotj8/reieIov5h4ecXnaaY0OU9RVfQKOPLeRkl+msiXbNY31/HVh3r49v7jvHuuly9s60K7xTDf8TwOXR6gJR5hdcOdlSmd6h+l5LhcGp2iKR5e0bi0aDtMJBf67hmaxmPrO+ZtO3J1iHjQz4aWlS88A1wem2IqlePR9cuPq13p0OBrImp88upyTVXI2zaGpuJ4HkXHRV3Bb6ZrKps7G2mqjpAr2KiKAFEuM77bseEDcuIBPjG4Xo6J9LfxZAm/0Y3jJXG9LOCRKh5GEX58eheTme8hpYsirLIxVuk045lvY3sJ6rU/WLJDydmXSBePUxP8MtnSeYaT/w8t0f+Arv5q1Fra7jTjmW+jK3H8xjo0EVr+Q/cMGg3hP0ZXV7ICKCk4/WSKR4n7v4Aq7o1RTyRg8VtPbuXK8BRvHrtM0Xa4NjrD6d4xmqsjzGbzTCazSA8e29RBW12Mv3zlMKlcka6WWrZ0NqKq5evn2ugMlqHze0/v4OC5Ps71j9PTUY/P0PnC7nVULaEAsEydtc01HDrfT3drDcNTKd45eZX1rXWk8kVGZ1I010TwGTphv0VXcy1CCN49dY10rkg87CeTLzKdzpLM5HFdj3ypxMXBSR7f3AnAru5Wtq1pQgjB8cvDCODrT22b87Qpp+7s3dDO7nWt/F//sp+ZVG5RcsJnaKxqqKK1NkptNMi5/nEOnRugu6WGRDrPWCK1InJiZDpJKlfkz17ay5XhKd4+foWI3+LtE1fpaq7h6KVBgtbyhnW3wlR8xG6pxS96BZKlGTw8JBKf6mdtaOOKnf4d6VQc0KEcw/ZR4sAdHdetKA8ElzCPpBx1pwiFX0z8lNH8QGVCknJmOZLYz9nUMarMWrpDm+mJbKfeasJYJAFjMbjSqaSBQNmo88TsIU7MHvoYbSotuZJYvs48UvYsfbkrnE+dZDQ/SM7NUPKKOJ6NIx086SHx8GT5jN2LybQqtBWlb9wJbvVuCGkRxKfgA24o5q+EpN6VDlcyZ+dNimJGzZKGnVE9hio0HGljyxJXMufYGNm+IpKxM7iOrzb/AW+M/4SB3NWKsiHv5jidPMKl9GniRg2dwW62xvbQaLXhW8Jg8nawVD+fr/8SPtXHoel3SNqzSMrX9FhhmInCKEcS79NotdAT2U5XeBMxfWUEgytdcs4Nsq5spHlnpUoCgalY6IqO45ZL3IpugaJXWHAMtmfP258m9Dsixu5nSCSO5zBdmuBq5jwXU6eZLk2Qd3OUvBKutHGliyfd8tmb65fuR9zaF13NXOBq5sJt3r08yoTM/aOwultE/D52r2nl4MV+hmdSvHuul6lUlqZ4mGe3dvHR1SG+e/AU9bEQPa31fGX3Rg5fHuTQpQFURfDYhg42tS1ckMyXbIZnUmzraGIskaJgO1wdm+F47zD5ko2pa3x93xYGpmZ589RlskWbja11tNXEGJ5J8Te/OEIqX+C5rV00V0V489QVLo9O8cdP7STks/jo2hD//P6JCjnx1Yc2cX54gg8u9lNyXLasamTX6mbODo5z4EJ52+MbOogGLL713nEy+SKnBkb52kObqI3c3oumI9jJhdR5hvNDhLXIPDJLEQrWPSxRfHTNKr579BT/y8tvlqN8G+tYXbv8XCqRzvHtN44xMpWal/74h8/vYlXD3Sl7PlPkhOdJzvWN0Ts2QzhgsW1N88euJV8O6VyBockk69oWZ8ZKjsvB071kCyXq42E2dTasiClKZQuE/Hc+sL8Z2XyJ/vEEq5uqMJaRFV1PBPHfZazL3cCTBQrOALXB3yRobqM8gBVw08MjVThI0RmkMfIXKMKHpES2dIawuYuCfRVPZlCXmZAbWh1R3+fw6WvpT/xv2O40ulpNwe4jXTwCQNDciqWX3cULziDpwhFcL4OltxI296AoFrY7Q6rwAY6XIGBsIGD0AApFZ4B08RiezGJpnYSs7QgMis4gtjuBJ/PknWsEjB5C5jakdMnbV8kUjyMp4tc3EDQ3A1Byx5nM/ACQhM09GFrzktdA0enHUGuR0qbkjKIZ5d+iYPeTLh7FkzksrY2QtRtFmJSccVLFQzjuLKbWRNh6CFUJzLXtII6XwD/XNkXoeNImVzpDtnQekATNrQSM9djuNNPZl1GERcz/NMrcaqPtJsgUj1Byx9CUqjm1S4xM8STT2Z+SLZ2m5E5gae1EfU+gKn7ypSuki0cRwiBk7sDUV2bIJ6WkUHIQwMb2ei4OTpDI5NE1hb3r23h+9zpKjouuqbz50SViIT+KoqAqCp63cICiawrFufugUHTQVAWBIOQzMQ1tSQ8JU9fYtqaJdL7I/lO9rGuro6M+zjef3YmhqSiKQBEKX3tsM5eGJvneuyf5g2d34jN1dne3sndDO9lCCVVR2H+6lz97aS8nro5w8upI5fuDPqNiXKmqCkXHxXU9XE1WpPLxkB9VUdBVFXeRNl7/rtWN1XS11OBJiTE8Rc+qen7/8zuRSMwljI3m/14qruNSsh2KtoOqKrTURvnRgTN85ZFNvPHRJfb1rOJO05LXBNfzu+1/Pm/beGGEbw/857noUMnV7AXOJD9iV/yxFUlfPektyKr/uLhOCN0O5Sg9gy3R3TT7V/Hh9HucSn44b+Uu52bJ5XoZyvXz4cy7bInuZntsHy3+VctOXr05o817CYm3ZJtcz+Fk8kP2T77OYK4XVzqfmixaIO45cXDr72eqvnsYdLg4BOWIxV8F5N38vJQOgOOJQ5yc/fC2n5HSm6c4upI5T9qZXRE5oSoqa0M91FnNHJ/9gGOJgwzl+ivlWkWvwGhhkLHCEMcTH7AhvI2dVY/SGey+I6WAEIKAGuJzdV9iTWgjh6ff4VzqRGUC6eGRshOk7ASXM2dpmG5he+xhtsX2LjACXdB+vHmRqwJxV2VUmtDmmbZeVwbcCg93nkePIpR7Wrb1y0TaTnJ45l0OT7/LdHGich18FlFyi/e0J5Vz/z7rEKI8ZnE9iaII6iJBAqbOu+d62dfdzu41rVwcmeTh7nbWN5fnYQFLp602xtDULO+evUZPa/2Ce3JoOknv+Az5Uonx2QxP9qwmnS8wMDXLv3tuL7qqoKkKPzt+ke0dTWxb1YgrJSMzqbKKdlsXpwfGON47QkddnCc3dnJpdArb9VAVwY7OZk72jbJ1VSNbVzXieh7fP3iK+mi59Oy145eoj4R489QVXtqxnpbqKIoiMDSVh9a2UbIdXtq5Hu1WQ7Bb4EqXS5lLXLt6jQarYZ5fUp1ZxwuNL92zc1Ed8PMn+3Yyk82jqSpRv7Ui5cTIVIp0rsj/8NuPE7hpwWy5ti2FzxY5ISWnro0S8psMjM3iM3S2rG4kmS0gZTkRQgjBbCaP60kiAQtDU5nN5HFcj3DAQtdUEukcrucR8luYukYqW8CTElURRII+coUS6VwRQ1PJFkocOttPLOTH0FRiIT83n6uS7XDy6gh7N7bz0aVBYiEfdbEQ6Xz585GgRdF2SWcLCAGxkJ98yeblg+d4Ymsn1ZEAniyTICXHJegzMDSNXNHGdV0Clomuq8ymc3gSokELTS23YTyR4aOLg9TGgpi6i9/UyeSL+C2DVPbG91mGztm+ccZm0uxe10os5COTL5HJF/GZOpHAylby7hSKCOA3upnK/hBXpgkYPWjKjbrugn2NXOkMDeH/Fl0pR3nZToKSM0pV4AvM5F4nb/cSMHqWPD7Xy5C3L5EufoSuVqGpcYrOCOPpf8DSyzKssdTfUR/+I3S1hvHU36OrNRhaPY5bln07Xprx9N+jCBNDa2Ay831cf4awtRfbnUbKIorwM5n5PkIohMzd5O3LjKb+iqrAF9BEBOZY7GzpNKOpvyZkbkdVIniyUK4llgXyhQvEAs9QcoYZK52nKfLfoamLy7WklGSKxwmbu7G9BJniMXz6GlwvxVj67zC1ZnSlGttLlKNpZY7x9D+gKD4srQ3Hm51rW/n9AgVTa2Yy830cX4Ko73GS+f1MZ39CyNqFIiw8WZg7dxY+Yy2jyb8kaG5GV8sr3Z7MUXInUZUImeIxbHeC2tBvoykxdLV6Tg2zGkOtRwiVgt3HeOYf8Rvrcb0Uo6m/pDHybzG1pf1IrmM8keZHB87gSQj7TR7p6UARgtePXuKvfnaYaMDiC3vWUxX2o6kKihDEQ+V+4I2PLnGuf5y+sRmEEKxrrePa6Ax//ephfIbOMzu6kJT7jeVMZ69//67uVl45fI5dvlZ6Ohr59pvHUBTB53d04TM0Xv3wAvmSTXt9jIjf4rmd3bx94ionr43SWBXixT0b6Gys4rvvnMBn6jRUhVGEIBqw5rkhr26sond0mr9//SiapvLSQ+uJh3wYenmwGgv5FiVBFaEQDd54nwA2tNczOJnkv/78CKqq8OV9Pcxm8vzi+GWGpmb5yQfneGbHWs70jXH4wgAl28EyNR5a18b69nr+7udHMDSVRzd1YGgqjVVhmqsjRIMWjVUrk0rOP0Z1QTRji38Vu+OP8eroD7BliZJX5P2pN2gLrKbJt3Rp12LQhEaTrw3rY0RtNfval0/FQMBcHMELM/YAACAASURBVOkz9b/BtthDXEyf4eTsYSaKI2SdbGVFNmkn2D/5OhfSp3mk+vNsjz28/IRN3Bh8qkKlydd2x6uwN6PBalnUnFBKScHL8/7k67wz+RqZudQSQXkSF9Fj1FlNVJm1hLQwPjWAoZgYiknWSfOTkX+qJJ18HHzyNmOf1mD+VyMueyB3ZYFKQuLh3oERW8qe5Vr2EnXW8n1++X4qezQ8WvMsGyPbuZq5wPHEB4zkB8g4aTxcJJKsm+HDxHtcyZ5nV/xRHq7+XFkZs8L+qEwu6qwOrqPJ18qe/BOcnj3K+fRJEqVpinMJL2Vz3D7GCyOcT5/kqdoXWRNaOjHnVpLtbgxiJXLe5Srm/v06QErJrD3NyyPf4dTskQrZowqVgBoibtZSazZQZdTg14L4VD+GYqILg/7cVV4b+8EvuQWL4JZTV2s2zkXv3t059auBj/UsuF9Qchyujk0TDVic6B0lkc2xvrkOTemvzMsUUf6vqQqFks2rxy7xVE8nJdthaGbhc8fzPPomEnQ31bC5vYH95/sYnEoihKApHiHivzHBzxVK1EdDmLpWKYGsjQSpj4bon5xlIpnFk2Wvwet3tRDlO1xRysbXmqpStEuUXJd1zbVEAz4sXcNnajiuR1XIj2VoICWC8qS95IgVLWTrwmBXfM+ifwvfY1+Zk0OjRP0+2uLROxrXmYaG3zLIFex5bVKFDurdXd+fKXICyuqJ8ZkMtuMS8pucH5jgzLUxHNdlw6p6Qj6TN45eorE6zPauFqSUvHviGpoqqI2F2NndwtGLg0zOZomH/Dy0oY3vvHWcppooNZEAm1c38rND55ESaqNBVjXGGZ5KcvBMH1PJDL/3zM7yRXYT/JZBR2M15/rGyeSLnOkdI1soUbJdntq+hnN9YwyMz1IfD/FwTzuDE0mOXBjEZ+o8smkV10ZnuDQwwch0is2djdTFQ3x4YYC6WJAN7fXEQ34Onx9gcjZLR2MVbXUxXjt8gYCvTEJcGpwgmSmwe30brx+5yJPb1nCmd5TRmTSaInh2Vzcnr47QP5Yg6DPYta6Vn394AYQgXyzxpX09n4gCRREmNcGvksy/x0zuDaazr1IX+joBY2N5MOz0IYSB7U7i09cCUHAG5oiGBorOADn7PAFjPUtdqnn7KsPJ/4TtTtIe/1/RlWpmcj8jb1/F0BpBeuTtK+RKF4j6ahFCwZVpTHU7PqMbIUxse5Bkfj8R3+O4Xrrse1E4QNh6GFNvwfFmcLwEnsxTsHsJmbsB0NQ4Mf+z6MoN6VIyvx+/0U1t6HcQXL9RFQQaQWsbNYGvkLevMpL8f3FlFo3FyQnXS5EuHsevZ3C9DK7MURV4EYSCQMH10gTNbfj1LoQwkDKPEBqul0ZXa/Ab61GEn7x9hYJ9lZbo/4ipNSHQmS28S8jaQbLwHhHfo1QFXpw3oFKVAGFzFxPKP807Jk2J4dM7KDojld/ekyVMrRW/sY6i00/Y2osqyjK1sjJmCEtbhSfzZEtnKNh9GOrKjO9aaqP8yQt7kLLcoRtzHd9vPbkF1/XmmGiN3/v8DnRVRQj4rSe2oKnlyfTDG9phLlJX1xR+4+GN2K6LKhQMXUVK+NK+MLqqzJlXpjl1bXTeMTRWR/jG57aXibygjz98Zhe6ptBQFaLklAkpU9NAwDc+tx0pJZqqoGsqQb9Jc00Uz/NQlfI+v/b4Fpy5YxBCoGsKL+7dUK7Tm0PAMnhhz3ps1wUEpq7y209urUjmvvroZgYmZ3n96MV5x9rZWM2LD62vPCCEEEQCFl9+pAdn7rssXaU6EqCtLlZ5+Buaxu7uNravbQZZVm4YmsrT29fw2OYyIWRo5fKSf//lRzE0hT//4j507d6sdCtCYWvsIc6lTnAlcw4oO94fnHqLLzZ+fVmfAAVlXkmAT/XzXMNX6Qh0faxjurW+eyloik691Uyt1ciO+MNcy1zkbPIYlzPnmClNzpkdeowXhnll9Hs4ns2jtc/edpKjUFZmXIep+Hi6/jfoCt591Obt2iSRnE+e5BcTL5N3y4ZrmtBZG9rI7qrH6Ah0Yak+FBSEUCqTJIFgsjh2z8sx7hWMW47rfnHu/yzAlS6XM+fIf0w/EUfaXEydZlf8kXkRnstBFSrVRh1V8Ro2R3cykL3G2dQxLqXPMlYYqqwaz5QmeXP8J5S8Is/WfxlTvXOHeJ8aoCPQRau/k33205xPneRC6hTXsjc8XmxZ4nL6LCl7lq+1/CEdgS7EIuonRSjz+qtyAsudp6840sG9SSmhKtqi966COm+7J737Ku3lblDyirw78RonZz+sqEL8apCtsT1si+2l0WqZM5EtP0Ov0zYS7tu268KoHCPAjvjDPFL9+Tu6J26GEOKOnk/3G6SUnB8a55/fP8nYbJov7dpA78QMiWyegalZHNcrkwCKQjTg4/3zfWSLJTa1NWC7LkMzScZnMxjqwudnvuQwOD3Ljs5mNrc3UHI8zg2N09VYs0DpubG1ntdOXKQpHqExFiLssxDMT+RIZvOc6BulbzLBgQt97O1qpzYSoCoU4ODFfoq2w561rWxpb+Da+AzV4QB1kSAt1RFaq6O8/NF54gEf65prWd1QTW0kyFunr/Dq8Ys83N1G2Hf70owd8Z23NZm+14vKJ4ZG2dTUQFv8zvwtLF3jXN8Y/3FshsbqcEWF/LXHN9Nyl0mMnzlyojxIVimUbEJ+i/dOXmVsOkUoYDKdzJVX9Wqj5YmLEFwYnOTayDTtDTGmklkS6Ry5go2Ukt7RaXavb8UydB7b3Eks5GN8Js1MKscfv7AHVVEYnEjQUBXmS49s5B9eO0oqW8Ay5tcHjU6n+dH7Z2iqDhPymySzBV54aD2Hz/czMJ6gtS5GKlsAUZZKb+yop6Mxzot7y5KeK8NTFG2HtvoY69vrmEnnqIuGeG53N4amMjCeoGi72I7LwHgCXVVoq4+xqaOBVw6VTflKjovneeSLNrliWfmhKQpXR6YIBSw2dzYQC/rY17OK0ek0J66MsHFVPelckVSu8ImQE+XOM0zc/wUi1iNMZP6Z6ezLBIyN5UmT9TA+fS2T2R9g6asw1EYyxeMEjB4MtYGgsYV86TKuP1tWJtwGAaOH5ui/ZzDxv1Nw+vHpa3G9NELoaEoMIXRqQ79D0OxBEQHqQt8kXTjMdO5l1Py7NET+BI8iniyiqzFUJUI88Pyc+iDJaOqv0JVq/EYXqhJA3iQt1NVqVOFHzJNfZjDV1gXGkEJo6GodQmhlMgG43Urede8NXYli6u1IWSJTPE7B6cevr6M+/IekCoeZyvwIXa2iIfzHqIqfutDvkip8wEzu58zm36Yh/Kd4MgcoqEr5OFUljJRFpHTwZAFNiSJYWVTbVPZfKdi9hK3d6Go1RWcQpJxH/t/o2CWOl0QR1pw6JE59+A/x6StLlBFCoAqxqKOxqWvzQhTMm1aDr5c4mYq2IGhB19R5zK4QYCjl11JKTF2jJjr//g75TCxDq6grzDlyUoEF5k0+c/5gVcACMtPQ1ArJcvO2eZ8TYsGxqjeVnRi6SshnLDjWgFVWXt0cSyzm+syb91E+9vnHaigqBvOPQ1PVW9ooUI3y5yzj3krwo3qMR6qfZqwwRMZJ4UqHk7OH6Q5tYkNk65JlEJoyv87anRugf9KRkbdCCIGKSlALsym6k65QD+PFEU7PHuFY4oOKQWPezfL+1Bu0B1bTHli76L2nCm2eQaSHR8ktfCJtuh6Fep2YANge28vzDV9bVsZ+3SfkfkTolijZWXvmvq1Jv9+QtGfoy16u1LX71AB74o9TYy2frpWyZ/lg+i2SdqKc2pHvZ6KwstSOm1GeeKr41ABd4R46g91MFse4kD7N4el3GC8M4+HhSJsjM/tp9XeyJbr7rgbt15UU1WYd+6qfZmtsDwO5a3w0c4BzqeNzZrKSscIwb43/lJrWBsL6woG3dst960qXtJNEyoVJG7eDlJKck51XquZT/Yve+7pi4NduPAdsaZOyZ5HIz6TSQkrJeHGYI4n3KsSETw3wdN0X2Vv9FOZSnj23lBTdTyhfKzfoiYKbR1OMBQTqrws2NNfNlagqfH7zGuqiIRpjYRqiYVRFsKG5jupwAF1V+NymNfROzJTHYrrGNx7dymQqy7rmOixdYyaTn1vIKcP1PPZ1r6J5Ttm5ub2exniIWMBHS/X8ucSTPZ1cG58uJ6WFg1SH/fybhzYB0N1UQ2t1FJ+p0xgP87uPbsM0NMw5ZeoTGzq4OjaN3zQQQvDC9vX0js9QsG1qI0H8psGLO9ZxbWIG2/GIBsplhRtb6jA1laLtoCnLqzNzbo6Cl1+gwNIVnfgt/l0fB6trqrgwPklNKIA2N96M+33LpqREgj7+6Au7520rVyfc/bzyM0dOaKrC+lV1DE8muTw0SXNNBAFUR4N0tdSgayphv8nwZJKrw1M0VodprYvSXFP+P5PKMZ5IUxcLkS+WO77yJKB8InymjqGpHDzTRzzkI+g3sQwdAaiKmOd8fh21sSBf2LOOeMiP7bgYmsqxS0NMJDJ0NFQhRPnkne0dY8vqRgJW+UI+fH6ATR0NSAmKolAdCaAoClKCZZYnQ56UDEzMkszkCVgGiiKIBn2c6xtHEQLX9Qj4TM70jnH88gjpXJHJ2QxDk0na6+OVi8rQNEamU1zon6C1LkpHYxVVkQAttVGqI5+MNMyTJYrOwFwph5xbmb8xwRDCJGTtIlU8TCL3OtWBL5O3r1Af/iZ+vRvbnWJw9v/AdibQjNuTE0IoaGqcqP8pprOvEDS3YuqtqIVyWYmhNuB6GTQlNjcpd4n49uE3uhhO/idKzjCqEsHQGjDUJoLmVjyZRRE+PJmjYF8jHnkeQ63BkyVu9sxY7OFvae1kSicouo+iiiASG12pmnv/yiZ0EodM8SRBawfVgS8hpYPjJsiXLmJpreVyBN9j+PTVjKb+kpIziqm34Ho5wtYe/MYGhmb/TwpOH4ZaNj/MlS7gN7rIls5gam2oIoCpNpIpHSdgrEcIA/AqZqKyQp/c5PZfOoff2EDQ3E7evoZ3U62rwMDxMjheElBRhIWld5K3LxMwNqEpEVwvg6rceSnApwEhBLGQn1jo3ph5fpIQQlAfD1ciRn8VoAiV7vBmukI9HE98gIdH2klyYOpNmv3tC0w0b4ahmMSNGyaftleqOP7/MmGqFi2+VdRbTawJbeTHw99iKN8PlOMGL6RP0+LvWHQFzFBM4uYNM1rHsz+xNo3mh5go3lAMhbUoe6ufWpaYACi4ubuSrX8aiJs1lYhOgKniOEW38CtTk/9JoZzSMcpoYaiyrcqo4bHa5xadkN+KvJtlIHetkpaTsKfnkjCWT+1YCtfVSTVmA6uD3fxk5J+5nD6LRJJ2UpxNHmN9eMvHJvCEEAS1MOtCm2j3r6Y10ckbYz+aK12SXM6cY6wwvOhvIVCI6lWYikXRKyDxmLUTd0SWOtIhUZrCnVsIUYVG3KhBWWT8YCrmvJhS2ysyWRzFk95nNrGjL3OZzE1mwC3+VeyqenRBOeCtkDCPYL2fUGPWz/VFZUwUR+eUMb+e5EQ85Gdv1/ySzZDPZHP7QnPLqpCfqpvGZW01MdpqyiXijuvx8xMXmUjeUHiZusbjGzoqC1tByyRolfv8aGD+NeT7/9l77+i4rjvP8/NC5YxCFXIiAsGcSTGKFJWDLcu2bNly2yOrp91xp3d9emb79E7Pmdme3d6ZdfdsTwd3VLfttmVZkkUlSlSiRIqiCEaIASRIIhdQACrnl/aPAouACIAgRSoZ33NwDlB49e6974Z3f9/7+31/ZhNL6qYSrpOvvXT9svorSVmvw8aa5tpJ3zOzrGHqdW67lZWN1VM+s5hklk5zv+kQyoV4YWgXg9l+sloOi2Qmp+WQBRMrvav4ev035nSfucAkSRwfCHFyaKSkTfaNdStoCc5OgLjsFtYvqp/yWef5EJmcgtd57Z5s8BkjJ0RRYNOyRtx2Kw0VZaRzebxOGwGvk1xBxWE1I0li6bOGCh9Ws4xZlkhlC7gdFmoDHiRJQpZE1rXX4XZY2b6yGau5uDl02izcfcsihscTmE0y5R4H21YUdQtuXdmMw2oinZskdiQI3L1uIeUeO7IkYTZJ7FjVQmg8Tn2Fl8bKMoYjSco9Du5e307A60QQBB7YtJhoMkteURlPpCn3OBiLpflAC7GmrZZqvxtJFBEEWNpUhctmQZYl/O7LxpOuG7TXBwl4nZhkCV3Xaa7xU+51FAkVQaC9PoAANFWVoekGJpOE3Wrmng3tDEeSWM3yRxItmQ26kWM8vYuCNoqAiCS6KXd+CQBJcCKKNmTRRYXzEUKJvyeWexNZdGGVGxAECZMUwCo3kFW6sZlbpx8Tgg1J9BSFDS3riGf3kc6fwG3dSN7aTzhZDEswy1UEHF9GEMxEMi+SV/sAEadlJRa5DkEwU+F6lFj2TWLZPUiiF7/jPqxyIy7LekZTP8Mk+jFLlSXdDFGwIoke+NCGwWu/nYI2ylD8fyIg47KspcxxH7LoQhSKE1VAQha9wPSbB01PouhjeExbJzwwTNjNS8kUOotilZkXKKiDgITTsgazXI1u5IhmXyOndAMidvNibPICRNFOufPLRDKvMJ55AZNUTsDxJQTBgt/xRcKpnzIQ/zMEwYLXug2vbSfx3FvEsm8XtTES/4jTsoKA82t4bLcSzewhp15AxILV1AhCMe7OZmrCLAUZjP8lTvMK/I4H8Fg3o2jDDCf+HhCwyPUEnF9G4voWrHl8vmGVbGwpv4OedDfjhREAzqdO0xHZx20V98+42TaLFmpsDaXUe4qhMJC5SF7LXpeb942EIAiYBQutzsVsDxZTj2YnTmFHcoPTKvBD8UR0cpvUiTbltMxH0tKYDh9OU1dlq8NnLr8qMWFgMJYfuS639ZsOAbymMnzmciKFYkrWpBqjJ32OpZ41n0qC9NMC1VDoTp0mN2HoCQg0Odrwmsrm9NwckotmZ/tEpo+ihkx38hTLPevmJIw5G4oemTK1tibuqvgS4dzQRCrNYirftJa8Yd5FgiBil51sKLuV0VyId8ZeBYoZMkLZftpcS6atX9BahcdURjhfDH+MFEYZK4Spts1NDPoSuXMJZtFMnb1peg8rUabKWotZtFDQ8xgYE8RQBJ/p6nP404jRibX/EhodrVjFq695Bjrh3NANqMHUZ3Yj/MKqbHXYZUdJdHU4O0BCic45I9U8pocsidy3ZtEnXY2bho7I+2iGxheqv8Q7Y3vZFthOXstxMPIeLc7p7aLrxZLqChr9vimfee0zr6UFtainaLeaSWam7gEOneljVVst1eXXd4D22SInBIHawGWm2ucqbjo/nEljdVvtlL9ba6emzVvZMpXFqq+43BmiKFDtd1Ptv/xAnRPqo3VBL0NjCYYjl1MC+T0OGiqnni4FfU6CvstudnVB7xVxN42VZTRWgqJqVPhc9AxHkCWRlppy/G7HFLdsn8uGzzVVTGpJ01TWbemH/l62YCr7aLeaWd58+bMqv5sq/809dZUEJ5Wux9CNPAhC0ZgXnIBAwPkVLr0ALHIDtd7vIwgyXusORKG4eREEkQr3tymoQ4ynX7ri/rLowW1dj8u6duJvL3W+7yMgIwp2yp0P4tN3TqQptSCJxUwXQecjReFHQUQSHEgTLz2PdQsO8woMo4AgmJBEJwImKlzfQjNSE/c1cWnauKxrcFiWIQpTT+FMYjlV7sfRjFQxfl+0I2Ai6HoUYeK7FrmaOu/voxmpadsmiTaqPb85EZZSfE4e2yZc1tVIgoMK5zcnnuvlNhiGTsD5FXS9GEIkCQ5EoZhmzWvditO8AsNQkUQbouBAEAQsch3Vnt9GN7KlPgNwWdZhN11e8AXBjICM17a9mJEEA1GwFvX1J9KGmqQgNd7/BV3PIQoWRMGGIIgEHA+j2ZMYhjHRDzOnTZrHPGpsDawr28KekefQDJWCkacj+g4LXUupsy+YdrMtCiIN9mY8Jt+EgJ9Bb+Y8g9k+mmYIm/i4IQgCNbZGzKKlFMef1/Mzeh2IgkitrZEyc3nJq2Eg20t/5iItzsU3tE2KXsCYVA+rZJ9TPLOqK1xMnyOn5W5YXW4UBARcsptGR2uJnMioaTrjHbS4Fs8bBbMgq2U4NylLhyyaaHcvvyaxyVbnYt6RXqGgRwC4kO4iMcesHXMto9JWh0N2TZATRdJA06/MaPFRYRbN1NqbJn1iUNBnHvMBSyWV1lpG8yEMDCL5Ufoy56m01szJm2E0P0x/9jI54Tb5qLM3T3utgECDoxWX7CmJlw5ke+hJncPr838mQzs+rBthlxxzGnsZNU1vpvsjl//hta8YXvLRKAqPyUejo5UP4oeBYrrpk/GjBCyVU7KyzGMekxFXYix0LWShq53j8WPU2evxm/2ohsqF9HnWlq37yGUUw8gVTg+H0XSdBeVlBJxXn3PD4wl+ue8DVrfV8uNXD0+xe3tCEVZ8yNa+FnymyIlPGoIgUBPwUBO4cQqpJlli/aL6K1xiPg8ohltM7wJ6yQi+dJ1J8s14nSCYS8bzZOiGFUGwFBVhL5U3SZtCwFJKgTkZsuQBruzDoibElfWQBDsSV25kBayIwpWsYlEr4crvyJNSogqCjCR60LTUtG0TDBlZ9EyQIUUUDX7LRBumcScVRGTBDeKVpFOxbVfmGy5+xwVMTdcqCc5pSQQBM6I0fd7jmcoXRSsiH2/s/zw+u7BIVtaVbeVM4gQ9mXNAMdXovrHX+GLNN3DI06cWrrbV0+JcRDQyho5OpDDGvrE9+M1B3Ka5q08bRlG6crYNY/GaYkz3tdw3ocamiNw5JOesgmiV1lpaXUsYm0ijF1PG2Te2h3JL5ZxPsefSJqtkm/K/jJosEhazxK3rhk5vuptTiaOf2hR/NsnBUvdqziSOk9HS6OiciHfQ4lzEKt/GT62Q5yeN/sxFRguXQ4gqrTVU265tjxKwVFFjaywRBzFlnJ70WSqnydpxaXxeEjicCwzDIKUmphiyVsmG6SohO5fIwGsJL9GMYmrRSxAEYcZ1CIqeXKt8GziXOklWS6MYBd4f30uzo73o3j9DGw3DIK/nODD+Bmk1VSwLgWWeNXhN0++RACqs1TQ72xmPFMmJgp7nrdGXqbTVUmmt/UihNJ8EPkwcJpV4kTydYf0yDAPN0DgSO0Ao2/+Ry7dIlpLHGhQ9XxRdQZKu32SyS05WeNZzPnWarJahoOc5GNnLAmdRiHWufWQYRWFl8Rrmyjw+u7BIFhRDQRREJEEinBvBZ/LhlJ3ElNgNK+eFzjOcCoXx2Ky8e6GPb21YRcA5O5Fc5Xfz6J1rGBpLcMviBu69pb30v5cPnrlCk+1a8NlasebxKwdBELDKTZQ7Hrrix2vbMcV4/6xBEMAs1UzbNp/tDoRf0VjEecyjzBxgg//W0ibVwKAz3kFXonNG8UVZNLHBvx2f+RJ5ZvBB/DCvjjzLWGHkqroIml6M8+5KnuBi+tys12a0FCfjRxnI9hQzQMygpn0JlwypI5H9pZhoEYlKWy2WWTKRyKLM+rJtlFsueweeShzjleGnJ+LKZycFNEMjWhjnbLKT86muGa8rt1RiES8TiEPZfkZygzMeFuqGzmC2lz0jzxEtjM1ah08SgiDQ7l5Bk6Ot9FlWS/PK8LN0RPaRVpOz9p1hGGS1DAOZHjJq6qr9/HmAbuicS50kp10izQVanIunCM7OBWbRQptraYnc0g2dM4nOksDmZBT0PGcSnfRmuuf0nC+lvj0c3V8iPwSKKX0d8uyeeeFciNOJ44zmh1Hn4GWhGzqhXB+d8Y5JbbNSZa2d5VvQ4lzMQtdSLnmI9mUu8Hp4F3ElMmP7ikK5r3IyfqQk3Bq0VLHCs35K5p4PQ0Rkfdk2XPLlQ5f+zEWeG/xXLqbPThHWnKmNcSXKULbvU6Ef82ECq+h1M3OqYtVQOZk4wtvh3eT0Kw97rgWCIGCTHPgnaRiN5UfoSnZedb2dDaIgsti9kmbHotKcGMkN8uLQk5xPnb5qHxXfIUl6M92cjB+Zdh7N4/OHGlstSTWJJEgELUH2jLzKnpFX2Df2Dt4bmEr07MgYj29Zy2Ob1iCLEoOxxFXXYZMsUeay01zt54HNSwj6XKWf9YvqqSibmcC9GuY9J+bxKYfA55cc/jy3bR7zuH6Igsgyzzq6kp0cix0EioTAO2Ov0uBoocwcmPbUqN7ezG3B+3gp9BRpLVU6hRzI9LDYs5JGRxs+UxkWyYZmqOS1HDElwng+zFCuj1B2gJHcABvLb6PZ2X7F/S8hrabYPfw0OS1Dnb2JOvsCam1NlFuC2GVnafNpYJBRU/RmujkWPcipxLGS50TAUkm7a9lVU8nV2hrZWXE/zw/9rHRSfHD8bQazfSxxryq2yezHOqlNcSXKeCHMULaPUG6A4dwAa32baXUtnraMoKWKals9UaVINKS1JK8MP1sMLbE3lVzRL5EspxPHOTD+BoPZPkyiGRHxIxsFNwsO2cltFfcTzodKgqJjhRF+OfgTTiWO0eZaQq29CZfsRhbMqIZCWk0RKYwykhtgKNvPQLaHR+r/LS3O6Z/f5wlxJUpPurs0Th2Sk2ZH+6zG8XSQBIlGRwtuk7eUtWMw28NoLkSlbaphX9DzvDP2CkPZfursjRPzqZGApQqn7C6dKhsY5LQsQ9k+jsfe53jsYMmoc5u8LPOsvao3TCjXz7ODP8Jj8lJra6Le3kyVrZYyc2AiPeUlMkUjWhijO3WGQ5G3Gcz2AkUSpN21nIB1dpdll+xhR/B+RnJDhHL9qIZCR2Q/sUKUdWVbaHa2T5CvAopeYCDbw+HofjpjHaW55JCcbAvcTY29cdZTckEQaHC0cGvwHl4bfq6o7I/GmeRxxvLDLHIvp9m5mKC1ErtUXJ/yep6EEmO8MFJcJ7L9IAj8etP3Z0zdbBgGBT2Paqgoep68niv+aMXfB7K9pWwZwyvE8gAAIABJREFUBgbh/BCd8cNYRAsW0YpZsmIRLZjFomeCWbRM6zFQb2/Ga/ITU8YBGMhcZHfoF9xWcf+EjoYIFL0lIoVRjkYPcCiyj5gyjlW0oxkqijG7sT8bPCYvTc6FhCfCclJqgpdDT1HQ87S5lpaIXAMD3dCKmVWMAuWWilnFdp0mNzsrHmC8ECaU68eYEFcd6wuz1LOGZkc7FdbqkqZQQc+TUhNECmGGc4MMZfsZzPbiNwdY6FqGPG/Cfe6x0ruKJmUBJtHEBv9GUmqKM8kzVFmr2BbYfsPKiedyjKcyRNNZUvk8p0IjRb3C8jLc1tm90bJ5hXA0id1iQpZERLGYba6rL4yqaVSXe0rZ7uaK+ZE9j3nMYx7z+NTBITvZ6L+Ni+mzJdX/vswF3o+8w86K+zEL04RsiTJry7aSVotERlKNoxkaPZlzDGZ7J9y+i8b0pY2laqgU9HxJTE6cQaT2wzDQGSuMMFYY4WTiCBbRhlm0YJXsWEQroiCQ13JktDRZLVMSwQRwym42le+kag6u8pIos8q7kZSa5O3R3cSVKDoafZnzhLJ9WCU7JtGEiDTRpmJqRUUvkNfzxXCOqzhJmkQzt/i305M+R1orquRfSHfxo96/pNJaO+GNUtykh3PDJJQoOT2LTbKztfwu4kqEg5G9c3punwQa7W3cV/U1Xgr9vKTfkdMzRW+cZCdWyYYkyIiI6OhohoYyIeR4ybX703CifLNhGAbDuYGi18wE/JYgdY7ptV5mgyAIlJsrqLE1lOZvTIlyId1FhbV6wsCcXHYx9CMWH+d04gRWaWI+iTYskg1JkCjoeTJampyWIaOmSoawWbSwvmwbLc65CeMpeoG+zAX6Mxc5Ej2ARSoaz1bJjlm0oBsaOS07MXfT5Ev6EgI1tga2Be7EIc3u8iwIAnX2Ju6u/DIvhX7OSH4I1VDoSp6gL9ONXXbhkByIgkxGTZLR0qTVZKlNVtHG1sCdrPZtmpNOhUk0s9l/O2klyYHxN0oEx1hhhP1jb3A4egCzaJm4l4CBhqqrFIwCBS2Hjn7V0J2slua5wZ9wIX0WzVAx0NGNiR+K6ZsnexecSRznYvosAiKiMPEz8bvb5OXhusev8JIQBAG/uYL1Zdt4M/wiilFAMRQOR/dzMX2WCmstLtmNaijECuOMFcIklBiqoeA3B9gWuJujsffouYr322ywiDZW+zZyNvlBSa8mlBvgmYF/xm3y4pBdCIgU9Dx5LYtiKAQslTxc990pXm7TocHRzP3VX+fFoSdLBEWkMMr+sT0cjuzDLFonkXE6amktypW8JcrM04fWzuPzB6fswiE50QwNl+zi7sp7KegFzKIZ2w0U+671enj55FkAMgWFsyPj9IzH+Nqa5VclJ0LjCf5m1wGaqspoqw2wuLGCJ984hsdhpaNrgEfvWH3NXhTz5MQ85jGPeczjUwdREFngbGeFdwP7x15DM1RUQ+G98TdodS2m2dF+hcEkIGCVbOyouI8yS4A3wi8ykhsoGptGAUWd/TRNQMAsWXBIs79IRUFEFsylNJXFjARXP6kTESkzB7it4n7Wlm2dk9EhIGCRrNwauJsyczmvj7xAKNc/cTqooMzi7lxqk2iZNUZeFETaXcu5q/IhXh15lpSawKDo6h2fFGs/GW7Zy63Be9hcvpMziU7ej7w9Y8jNJw1ZlFnp3YBdcvB6+HkupM6gGAoGRun0dzaISL8S8d2KoXAh3UVGK+odiIg02lvwzKJ3MBscsosmRxvnkidRDIWCnqM7dZpVvluwTTLuBQRMogkBccIgU0ipyix3vvw9l+xlS/ntbA3cOeOJ/2RIgow84a1kYJDTM+T0q6eflAWZJkcbd1U+RJNz4ZyEJiVBYpl3LTbJzsvDT9OfOY9qqGS0NBktzXQBUQICZeYAtwbuZv2k0LarQUDALju4q+ohfOZy3hl7hfF8mCJtoJHRUqV+nekOEtKHE1VMgWbojOaHS1lIrobi+jR9P6bV1BXCl5dgkSxsC9xFQo3REdk3ka1IJZwPTUl5fAkiIlXWOu6v/hotzsWMF8IfiZwoCrou4bbgfewefqaUYeNSv00Hq2SbE4EpCTJL3KuwSw7eCL9AV7KTgp5HMzTSWor01fpIEHHKn8507PO48RjLj9IROcRYYQzd0Ka8YYOWIPdU3feRyxAEgd/fuXna/yVyeQ729LOhsW7G72u6jtdp5dYVzezrvIgsizisJh67dz3PvN3JwFh8npyYxzzmMY95fDogAA7ZPSnmX6DiKu7Qk2EWzWz27yRWGCc5YYQLCPSmz9HsWMhMO2mzaGG1byN19gWciB3iVOIYscI4GS2NohfQ0YrpjQVpwtvBhkt2U2NrZKlnDQ2Ollnr5TX5+WLNNzgaPUBf5jxJNUFey1Ew8mi6VooXv0Ri2CQ7LpOHFuciVns3UmWrxzRN+tDZYBLNrPBuoNbWyIl4ByfjR4kqY2TVNIUr2mTGKtlwyh5qbA0s8aym0T57m8yShY3lO/Cay3h37A1GcoOktSSqrqCjl56VQ3JRbatjo38nzc52zKKFKlsdi92ryGgpqqx1Vw1VgaLwaZ29CbepKO5bFO67ear1giDQ6lpChbWaU4ljdMYPE86HyKip0qnkJc8ZWZQxixZskoMyczkLXcuoss68ObNLDpocrWiGhkAxleS1wG+poMnRVhS6E6Rr1ne4UdAMhbyWLc1Xk2BiqXftdWd8EIRiCERPurtkGBuGTl7LTyEnbLKDu6u+TMBaxcVUFwklRk7PThhtKrqhYwASIpIoY5XsuGQ39fZm1vg2U29fMOf0oa2uxTxY+ygnYocI50JkJsK/FF1BNzT0CWHOS+PdJtnxW4Isca9iuWcdXvO1ZcCQBIlW1xL8liBHo+/RGe8gWhgnq6VRJwgyWTBhlWy4ZS9NzjbWl22jxtZwXYKtNsnO5vKdNDsXciz2PmeTHxBXouS0zKR1QkAUJEyCCYtkxSG5qLDVsMp7y6xZeiRBospWV/Lu+Ci45GE2E1wmD/dWfZUqax1HoweIFEYnnpk6URcZi2TFJRfX1Vv8O6i21SMi0upcwnB2AMVQ8JuD1zV+BYSShtF7428ylO0nrSZRjEJpnsuCjGni/RG0VM+5vwRBoNHRysN13+VM8gTHY+8znBskoxbH4iXvk8t9ZMMuOaiwVtPuWkGrazGmz7De2jzmjnfG3uZi+gJtzoWYPzS+vObrI42vBalcniN9Q7OSE2aTTLXfQ5nbjiBA98A4BUVDEIrhHZp27euF8CkRePpUVGIe85jHPObxyWLKO0nghqTCy6hphnODjBdGSKtJVENFpGjEO2U3PrOfgKUS2xxT1k2ua07PMpoLEVMipNRkyaACMImmCQM3QMBSicvkue72XHoul+qX1TIM5wYZy19qk4KIiFm04JRdeM1+ApaqOafhm4y8lmMo10c4N0RGTaOhYRLNuGQ3QUsVFdaaKRvxyX12tbI+3I5PCopeIJwfZiw/TEKJlcJ6ZEGeIKs8+M1Byi0VyNdIJM3j+nBJ02A0P0xciZRIv0tGvGnCiPea/AStVddMFHy4rLgSYSw/QkKNk1FTJcOzOI/MOE3FMRC0VGGWLB95LTIwSClJhrJ9jBdGyGoZDAysog2v2U+VtXZGPZ3rRUpNMpIbJFIYJa2mUI0CAiIm0YxdcuAx+QhYKvFcQ/afjxsJJcZQtpfxwmhJqNUiWvGYfVRaa/Gbgzc1I0lBzzOcGyCcC00QFMW11iJZi+8Pkx//h/SGrgWKrjCaDxHOhUiosZKOikksEtteUxnllko8Jt9nLvPKPD4aXgq9gGZo3F15b8njazJu9pwdjCX45bFT/Pb2W2a8Jp7O8czeE/SORCn3OLCYZOLpLCZZIpHO8+idq2mq8peqPJdy58mJmwSloDIyEMFiNVFeNfc0dvO4fkTHkiQiaSrryjBbTZ/YM9dUjfBQDDCoqC1DFD/el4mmaowMRkknii9xQRAoC7opC34yp3Hz+NWAbhj0pcdJqwUEwC5bqLK5sUjXZtgVNJVXQyepc5Sx3Fd7Q8iJa8FQJkaskEESRHwWO36LE+lTsCH85+53WearYbW/YU7XJ5Uc4/kUtXYfsnjzPBIA0kqep/sOc0f1Yqps06ePvoREIYsgCDhly/x7cR7zmMc85jGPGdCdOseuoV+iGzquSeLAABXWCr5Q/eBNLX8u5IRhGKSyBUZjKWwWE2ZZIpbKMjgap9LvZkF12eS0onN66X8uwjoM3SAymuDU4R7Cg1FURcVqtxCs9tK0qIaKWt/HvgkaOB/mT//dj2loreQP/vybSPLN3RzOA57+u7d47ReH+KO/+Q5L1jZ9YvWIjib5f7//UwTgj//uMZyeucWM3ihk0nl+8bdvcuCVTtKpHAICj/zuHXz9t2//WOsxj18tKLrKD069il2y4DXbiBTS7KxcxM6qRddkHIuCQK3dR5nZ8bETEwA/On+A/kyUKpuHvK7waws20ey6saeZ14ORXIImdW5CaIZhsHfkLE/1HOI/rfgCTa7A1b/0ESCLIs2uIDZpdrdm3TB4a6QLl8nK9oqFN7VO85jHPObxccAwDAbH4ozG0yxrqkKWPnkyG6B/NMZ7p3vJFVTuWddOuWd2EdfPOgzD4EIoQq6g0F4fRPqYDwZvBjoihzAMg+WeFVhEC5NT/Lk/ofC/DyOvqLz7QQ+Hu/pR1MshHN++ey2NVWXXdc/PPDmhazode8/w1A/fIDwYRRCL21ldNzAMg9Zldfzen3wVj3/23Nc3GjaHhab2amoXBBE+BxNkOkRHEzzx317igV/bQvOSmhvripjI8rO/fI3VW9pYtaVtTveuqvPTuqwW1w0mA3rPhtj1z/t45PfupLzi6nmFTRaZhrZKJElENn38U8zutPLI79zB/Y9u5sjbXTz9d29+7HWYx68mnLKVR5o20OwK8MrQB5xJDOOzOOhOjPCl+tVIosg/nNvHg3UrUQydX/YdIaHkqLC6+VLDalyylWf6DtMx3ss3mzZQ5ygjqeR4ons/DpOFoUyMaruXh+pXY5VMvDTQyZl4CI/Zxl3VS2l0ltMZHeCN4dPkNIVFnmrurV1GVi2wq/8YA5kYLpOVB2qXz2iwWyUT99YsZXOwlZ9ceI9j0T5qHD4OhM/TMd6DKAhsq2hjrb+B3nSEXf3HSCo5qmweHqpfjV22sCd0ig+iA9hlC7dVtrPQU8nRSB97R7ooaBrLfbXcXrWYpJLj2b4jVNu9dMYGWedvZEflQvrSEXYPfsBYPkWFzc3XG9ehGhrvjp5nf7gbq2TiwfqVNDrKp10b02qBc4kRGpx+jkT6aHSWo+gar4ZO8UF0EEGAzcEWNgdauJAc5fmB46TUPDV2Lw/Vr0EWRJ4fOE53MozP7OCemqU0OcsZyER5ebCT4WwCn8XO1xvXYxIlfnrxfbqTYRqdfrxmO3lN4e2RsxyJ9KHpOpuDrWwKNvPSwAme6TuCRTLxzsg5HqxfxSJPFQdGz3Nw9CJgsKWilQ3lC6459djnEYZhkFTjJUG+mw2H5MRl8n7iruORfLpIdMpmvCY7d0+Mv7nsAwzDIKcpmETphnkMpZQ8uwaOcVf1EvyWue0lC5qKjoH1GjzHBjNR/uL0G3jMNoJWN/fXLidodX2sxKiiqzzR/S7fadmM6QY8vx+cfJW0msdlsrIx0Eydo4w9oVN8u3kTUBTZ3B/u5oWBEwQsTpZ4q9leuRC7fHVx04+C0ViK3R1d9IWjCAgsX1DFzlWt2CzXF8I1lsjQOxJlSUMF3EBywjAM+kdjvHjwNOOJDJIosnlJI5uXNCLNUk4yk+dnbx4l6HVRF/RimjggLSgq48kM5W5H6bNPEm8dP8+uAydx2Yr93VhZxsO3rsBhvXa9FYDhaJJ0Nk9bXWCOebc+3Sgzl2GTbKwtW4ckyFMObOYiqP1RYZJEfPbZ9Xz6w3H2f9DDPRvacdsvz9uA9/rt7s88OREeivHkX71GdDTJQ49vp21FHRaridhYiotnhjCZZdy+j58trKgr43/7748gCAKi+PnbZBmGwdhInP27T7DzobU3/P6JaJoDr3bSsqSmGPQzh0d49yO3cNfX1iPJN05Z3dANerqGOfbuOb7yG7fN6Ttun4Pf/E9fApj15XGzIEkigSovgSovod4xRPnzSY7N49OHjFZg92AnPouDcC7JtopWCrrKUDaOZhiIhkFfOkJeVzk01oOIyPfatpNW8zgkC2ZR4v7aFYRzSRJKMYOCqmscjfZzb80y7mhezF93vUVXYpiMWmAoG+PX27ZxeLyXJ3sP8d2WLbwWOsUyXy1r/Q3kNBVZEDkZG6I/HeU3Ft5KXlNxmWZ/2YqCiG7oZDUFq2TmQjLMofGLfLl+DUk1xy96O2h0+jkweh6LKPPNiTbYZDNHI310J0f4VvNGuhNhnu47zO8tup06u49HGteTVgv8Q/c+VpXVYQAd4z18w7OBX2/diiSIZDWFp3o7WOAK8HDjWrKagkO2oOgasgj/pnkze0KneHO4i0cX+DBPE4cayaeIFtJsCrTQMd5DWi0QKaR5b/Q832y6BZ/FjoCAaujsH+3Ga7bz6IKNpNU8VknmtdBphrJxvtuyhWPRfp7uPcx3Wjazq/84TpOF32i7lYKu4jHZMIkSX2lYww9O7SGnXRKrE2l1V7DMV8tgJsqzfUdZW97AHdVLGMzEaHSVc3vlImRR5HxylP3hbh6qX41qaPz4wns0u4IErdem7v15hI7O3tHdvBl+8WMpb0v57dxX9bU5i0veLCi6hkmU+V7bdt4Nd/PmcBfVC7xzMvSzmsK7o90s9lRTbZ89xGiu0AydUCaGomtXv3gCnbEBBEFgddncwrAAcpqKx2zj8datPNt3hKORPu6oXoz0MXqQ6Qb0ZyLcqJDvlJrnO82biBTSvDTYyX01yxnKxKZck1RyrPU3sCXYyj9178NlsrG1ovWGlD8T3jjWzWgsxaM711BQVDTD+EgeD8ubqljWVHlTSNUX3juNxSTx7TvWkszmsVmuHracyOSIJLM8fOtK6oLe0ggKx1I8s/8DvnX7GnzOG5eK8noRTWYIep189571AJgkCZv5+jV+Ni6qx4DPDbktCiKHou/zQaJzIvXw5TFaZa3mq3Vfu2FlDceTmGUJn91WGl9+h50vrVwy6/cUVaPC52RVaw1W842hFT7z5ESod4zwYJRb7ljKfd/chGy6zCSt2tKGqmoI05AD2UyeZDRDIa8gSSIOtw2nxzZFHyCfUxgfjuMtdyKbJOKRNPlsAVEScbptON02xEmLmaEbJGIZEpGJVEBC0YOivHLmF6Sm6SRjGTKpHLqmY7GZcXvtWGxTWUPDMEjGMqSTOQJVXnRdJx5JU8gpiKKAw2XD6bVdt76BYRgU8irJaJp8TsEwDGSThM1hweG2IU8wrLpukIpnyKTyHNt3jnQyR3goysD5cOle5VVerHZzaXDruk4mlSedyKIUiptXi9WE2+eYog1hGAapRJZsKsex/eeIjiYYH4nTfyFcWlh9ARcO9+WJoxRUxkIxVKW4aRBEgUC1F8sMrKthGOQyBZKxYt8DmMwydpcVh8taen6aqhX7MprmxHvdZFI5Qn1jqBP1FySRihofpomJaBgGmWSOSPjyCZfZaiJQPbPeiGEYaGqx/7OZPLqmI8kiFqsZp8eOyXyZZNE1nXQqRyaZQymoCIJQeoYmi/yxnayMhxPomo6v3EUmlSOVyGIYBnaHFbfPgfQhIqSQV4iEEzg9duwOS2kMG4aBxTYxBiadVBiGQT6rkIhNjO0Z5tolaKpGIpohky7On8nqNbJJwl/pKd0/Fc+QjGfxV3gQBIhHUuSzCoIoYHdacXntJTLp0nxIxTPksgUM3UCSJZxuKw63vUQ4aqrG2HAch9uGoRfnqN1pwe1zkEnliEfSWG1mvAEXkiSSTmZJxbP4Ai7i4ylUtfgsZZNEdCyJklfx+B3YndYpfaprOsl48dnpmo7ZasLzofkDxfmZiKQoFFT8QTeKopGIpIvrnCzh9NhwuGw3jTCVBJFKm4eg1UVKyTGYiVFh/bDrYbGTFnmrOBrp45m+I2ytaMUkigiCgCyIV5zcBixOVpbVUWv3UWnzMJ5PczE5ytFIH5F8mqxWQBREDMNgZVkd+8LdRAsZtgZbEQWBJlc5+8Ln+MmF99gUbGGFtXbGNmQ1haf7DvPyYCf1Dj8bAws4Mt7H0UhfSU8jrRaIF7Is8VTzZM8hftl/lG0VbUiCyLnECEfH+4gVsii6hqprJApZRnNJDkd6SSg5+tMRCrqGSZTwmu2s8zfinCBMBjNRooUM6/xNlE8y0K2SiZW+OqpsHppdAd4fu4iq65inWfJPxUMouobTZGEsn2IgE6HOUUaTs5yn+w6zrryJ9f5GJEFgibeaZ/qOsmvgGFuDrRjAmXiIFb46Km0elmOwP9xNXzrCSC7Bzqr1VNim9qksTCWEVUPnYmqMM/EQ8UKOoUwM3TAwi9JEBhOxdCobysY5Eukt9iFikUjJp+bJiQnohl4SWL3Z0AydT4sEmAiYRZkyi4PhbIJoIcP+8DmGMnEqbG7uql5CTlN4ceAESSVHm7uS7ZVt7Amd4oX+EzS5Aqwuq2dnVTsHRi9wKjZEKBtnsaeKrRVtvDvaTUZVGMsnS55Yu4c+IJbP0OwKcmf1EroSw7wzcg6zKJFQcsQLWV4ZOsm3mzfRl45waOwi2ysX8vbIWfrSEdwmG/fVLiOcTfDjCwcxiRKd0UG+XL+acC7JvvA5kkqORZ4qtlUsRJ5mv5ZRC/SnI2Q1Ba/ZRryQ5a3hLoayxbX0zuoljOdT7AmdIqcpLPfVsr1iISeiA7w3egEDgw2BBbS5K3h75CxnEyM4ZAv31S5DQODtkbNkVIWUmuOrDWswiTJ7QqcIZWIErW6+WL+SlJLn570djOdSrPY3sK68kUNjPXwQG8AkyuysbMcuW9g70kVWU4gXsnylYc2MZJAsSvjMDmRBQjN0RnIJnjj/LolCltsq24uZWASJKruHWwLNnImHbjo5UVA1bBYTPpcNp81SMmZzBZW3jp/nxIUhrGaZTUsaWdlczftn+jkfGiedzRNL51hUH+SutQuxmk28/P4ZDpzuZVlTJV/cuBSLWUbVdI5fGOLtzgvk8grLmqq4bVULVpOJN46dI50rEElkGEtk2L6imXULZ86GoKga5W47ZW47tQFPaa0di6d5paOL3nAUn9PGHavbWFDl5/0zfbx6uIuTPcP8zQsHWFBVxle3raA3HOWZfZ0cPz/EWCxFfYWPW5cv4ODpPu5e186+Dy5QUHVuW9nCKx1d7FjRzNnBUY6cGySvqCxqqOC+9YuQRJHdh86gGwbD0SSxVJadq1pZ2VxN/2icVzu6GE+kqS73cOeaNip8s6/lFpOMd4IoEQUBQYBd754knS8QjqXIF1Q2LW5gw6IGdMNg96EznBscYzyRQTcMHt25miUNlTy7v5PD5wbYtLiRu9YuxCRLnB0Y5Z3OoldeOJaiLujlwU1LsVvMdA2M8uaxbpKZHK21AW5f1YrTbqFvJMqrh88STWaoC3q5Y3Ub5R4HnRdDdF4cRhIFLoQibFhUz85VN3ecNjtb8JunD+d0yE4MwyCUG6LM7Mf6EUnlN89doL0igM9+mbSSRBHbdJuMSfA6bQyMxvinl9+nocJX2l+ub6+nzH19nuyfeXJCEAUQikbCFf8TBEwfcqs3DIOR/ggv/+wAHW+dYWw4jtVuZtHqRu58eAMrNraUDJS+s8P86b/7MQ8+tg1V0XjzuSMM941jtZlYuLKBBx+7lfZV9SWDVlU19r18nKf/9k2ymQJKQWH9bUv4gz/75rR1Vwoq7712kjee7eD8qUEKOYWKOj+33L6EOx/eQFnANcnAN3j92Q5e+8Uhfv//+TonDp5n764jjAxGsdpMbL13JV//nTtwuK5vcMbGUrz61EEO7DnJSP84mqbj9jlYsLia+765mRUbi2nocpk8P/rBbk52XGC4PwLAX/3xM1M8BP79//gWa7YtLD3vzoPnefO5I5w52kt0NIkgCARrfKzfsYj7vrUZX3lx4VIVjV/88E2OvNNFqHeMbLrAj//8FX72l6+V7v3rf/gF7vjq+tLfkXCCv/ijX9B/Pkwuk8dkkfmPP3yM9pVXnlYYusFQ3xgv/vhdjr17jvFQDEEU8Ja7WLymkYce307tgiAA4cEo//B/v0BPV4jRoShKQeO//tY/l4guh8vKf3ni31LXXFG6/4mD5/n7/7qLbLpAPlegdVkdf/y3j2FzTO+emIpn2PfyCfbvPkFf9wi5TAGHy0pVQzmP/O4dLF23oPQMO/ae4e0Xj3H2RD/x8RSiJFJZW8bmu5dx58MbPjbvoH/9H68wPpLgzq+u552XjnPy0AU0TWfBomru+cZGNuxcMmUsDFwY5X/+0VPc8ZUNVNaX8cKP9nPuRD+KotLQVsXjf/gALUtqS+0cGYiw+2fv0bH3DKNDMax2M20r6rnr4Q2s2tI25d5KQeXgayd55an36T8/QiGnkM8WVa6tdgvNS2r4jf/jQWqaiu77+3afYNcT7/A7f/JVes6EeO3pQ4T6xjGZJdbvWMy3v38vLq8dwzCIjiZ56acHOHGgm8GLoyh5FafHxqLVjdz/rc0sXFmc9/FImj//D0+yclMrod4xDr/dxcKV9Tz0+HbefO4I777SSU1TgMf+/f0sXFlPx94zvPCj/dz18Aae/5d9JGMZHvi1LdQ0lfOvf7GH8ZE42x9Yzdd++3ac7uILQlU1Du89w55fvM+5EwPksgWCNT427FzC3V/fMEG2FMdlIafwyyfe5tyJAR7/wwd495VO3n21k/HhOHanlbu/fgtf/M7WK8jPGwWLKLPG30C7p5KA1cUv+4/hKrdSNHgMCrpKfuJ0fbGnit9ffAf7w93847l9fG/hdppnCLWQRQmLWCTWO9ziAAAgAElEQVThBEHAMAxEQWRH5ULur11RvEaQsMsmAlYXLa4K3hg+zRPn9/O77Tuptnn5zYU7OBLp5bn+YxR0lS3B6TcVVknmjqolCMCF1CjmiXJXldXz7eZNWCUTkiBik8wIAlTZPLwTPscPz+7l99p3IgoCm4MtfLlhDZIgIgkiabUoGPnl+jVU2NyEJp0cSoJ4pWioUVT2nwwBAZtcJKMEhIn/XmlIGobB4fFeUkqe10OnieYznEuEaXVV8I2mDZxLhnlp4ASDmSj/pnkzK8vqqbH7eHvkLD88u5ffbd+JJEqoE+kbDaN4T0kolqpf5UTVMAz6J8Jdvte2HVEQ+Kuuy6FlgjC1bQICy721fLd1K3bZjCiI2K9RRPXzCgEoM5fTaG+76rU3AuWWIMKnQPwVihoru/qPMZ4vGshd8WHihSzfXLCB5/uPcyzSh8tkI6Hk2Bpspd5ZhlUysaF8AReSo9xbs5xGZzlZVeHweC8P1K7g0NhFvBYHkiBwNNLHl+pW0+peiV02EytkqLC6cclW3ho+wy2BJvYMnWRHZTsO2cIT5/ej6Bo9qTEAsmqBgUwUwzDwTejj7A93s9xXy3JfLSt9tVTaPWwLtiGJIr/sP4qEiNts49WhUyzyVlNluzJMdCAT5aneDsotLpb5anl75CzHo/20uis4OHaBOoePnKZS0FR2VC6kxu6joKv8vPcQzc4gGa3AiwMnqGm7FbfJRoPDz5HxXrriwxNhb4M80rSeGrsPh2xm18BxwOC7rVtRDR15ov9XTIgR7x7spMxi57n+o0VPqHSUvSNn2VLRSmd0gIcb11Hv8OOQp3+npNU8rwydRNE1FrgCeMx2BGBHxULOJUY4NH4Rr7lowAgI2GUzBf3mk3GbFjfw0zeP8tfPH2BtWy3rFtbhslk51j3IsfODPLRlGSPRJE++dZwKn4vxRIa9x8/z+L0bEAWBp9/ppK02wKL6Cm5b1YIgCJzqHZ4g+CAUSfDzvce5e91Cqsvc/HzvcSwmmdtWtTASTdFxtp9Hd64pkSOz4dblC/jZ3mMMRZJsaK9nZXM1VrOJ3R1nGE9k+MrW5XzQM8yTe4/z21/YxMqWatwOK/F0nkdvX0NdwIPTaqa9Lsj9GxYTT+d47J4NlLls5AsqY/E0g2NxzvSPomo67XUBwvEUoigS8Dq5d8MiMOCJVw+xpL6CBdV+QpEEZ/pH+ebOVbjtVlx2C5m8wosHTxHwONgxQXC8ePA0j929fsa2GcCZvjA/2nMYgPa6IOsW1nFxOEJvOMpjd69naCzOCwdP01YXJBRJcPx8iN/6wibeO93Lke5BmirLEAS4d/0iVE0nNJ4ovaeSmTyvHT3Lt+9Yy+YlTfzkjSMc7R5kUX0FT79zglsW1dNU6ecX7xxHlkR2rGhm14FT1Ae97FzVykvvn2Z3RxeP7lxNLJ3jlY4uHr9nAxvaGzCbb35YRaO9Ca5i378Q2sU9lfdRZ6//SGV5bTZi2RyGMUXa4qoQBKgu96BpOj3D0dJh8rIF15ZSezI+8+REbVOAugUVHH67iz2/OMS6He14/c4ZXftHh2L88P98jr6zw2y8cymNC6uIjibZ+8JR/vY//5Lf+s8PsXT9AkRRRNd10oksu554B6fHzua7llFe6eVsZx9vPHuYRCzDH/zZN0tZECRZ4pbbl9DUXk1/9wg/+f9eIZ8rTFtvVdHY+/xRfvznr1DV4Oer37sNu9NK17E+dv/sPUYGInz7+/eWDHeYyAAyGGXXP7/D2HCc9TuX4PbaGRmI4q/0YLFe/4bupZ++ywv/sp+Ndy7l/m9tQteLJM75kwPo+mWBE5NFZscXV7PxzqW89fwR9jx1iG/83p0saK8uXdO8uGbKvYf7xomMJNhy7wqq6v0UcgoHXu3kqb99E5NF5mu/VRRqFCWRTXctY8XGFg69eYoX//UAX/jOVpZvaC71ZV1LxZR7+wIuHv/DB0gnczz/L/vo2HsGXZt+85zN5Hnyr17nyNtd3PalNTS1V5PLFhi4EGZ0MDrlNNld5uD+b20mk8zy4k8O0P1BP7/+R1+kLHCpr8UrPGKWrG3i+z/4BmOhOD/+893kstP3PUA6keXJv3yd157poK4lyN1fuwV3mYPoaJKerhDWDxmPgxdHSUTT7Pjiaipqy0gnsuzffYIn/+p1zFYTX/j21hnLupEo5FW6jvUSG0uyeF0T3/mD+4iOJnj9mcP805++gN1hZcXGlhKJo+s6yViW9177AAQIVvv4ym/cRjadY3wkjqfsckza+EiCf/i/nufM0V623LuCtuV1JKIZ3nnpOH/3J8/xne/fx4adixGl4gn56SM9PPHfX6KmqZzv/ccHMZlN7H/5OG89f5SNdy7l3m9sIlB9uY9URWM0FOOln7xLdDTJqi2t7PCvZmw4jt1pwWq//MwzqRznPxigtjnIjgdXY7aYOP/BAG/uOsL4SJz/9b99nWBN2YSnR4G9zx/lljuWsv2Lq3n15+8zGorTvqqBL//6dp79x7d545cdNC6sRFM0hnrGOLDnA3Z8cTXvvX6KJ//6ddpXNbDlnhVcPDPE6892sHb7IlZsbEHXdA680sm//GA3ZUEXX/ruNpweO6cO9/DCj/czNhzj8f/9gUmiqwZKXqWve5hn/n4vyViabfetxOawEOodpyzoRr5BbnfTQTV0etPjqIZOx3gPAYuTCpubd0e76YwNMpyNk5wI1+hKjFDQVeocZZhFibymkNcUwrlkKdPEaC45rSimIAhsKG/ipcFOLiRHiyfxkkyDw09XYhizKLPAFaAvHUGbqFN0wvjwmx2klPyMbRAQcJusrC9v4vzZMO+Gu2lxBzkQ7uZUbIhKm4e8prLUV8PZ+AiqoVPv8HNw7CIFXWVlWR3P9B3hbGKkmJECgYDViWFAXlc5FRtiKBubsXyf2U6dw8ebw2fIli9A0TVa3cFS7a6GoWyMpJLjPyy7B7/FyYHR8xwa62FlWR3hXAKHbKXe4Wcsn0I3DM4kQuiGQYPDz6GxHgwM1vsb2T/aTaXNw6n4ELUOH03Ocha4grw10oVmGGiGRrMrgCiIjOQSZNQ84VyCMrN9YmMokFLznE+GiRWKmYNkQSRgcdGdCNPoKKfK7qHR6ccATsYGqbX7yGoKK3wze7b8KkFAZI1vE4vdqz6W8qySDZNwc4jLa4VFNFHnKGNDoIkau4/XQ6fxmu14zcUMOnElx1p/E7qhczoe4kw8xMON6zCLMrIgYZFkLJKMjoHPbGfXwDE8JjubPZWAQJnZQbXdi8dsQzN09oXPkddUGpx+dAzymkpWU6iwubGKJhyTssuoukZeU1A0jZ7UOB3jPWwNtmIWZVRdK61HJlHCJpvJqgUShRzLfbXUOnysLKvDM0No2UJ3JQ/Wr+L5/mOM5pLEChn8FgctriBt7gqanOWYxGL7OsZ6OWsOc2fVYrKqQos7iEWUcZqsRPIp3h09z7Zg64TBXzzAq7C5qbR58JiL5Hckn6bVHcQpWzAwUHQNh2yh1V3BeD6FIIjEC1kEBFpcQRa6KwlaXYiCQMDqomrSvaaDJIhUWN00Ov00OssZzSUJWFzUOcoYz6foSY+jGQYCkNcUziZGqJyGtLnRaKry8737N9F5McSBU72c7gvz7TvWcPT8IF0Dozz19nEKikYokiCVLQAGC+uCrGqpIVdQ8TqsJDPF94jFJGOb9F41DIOh8QQmSWRNay1uu5VlTVV0Xgxx64riodOi+gqWNVVivooumSAILFtQRdDn5Pj5EC8cPMXF4QgPblrC2YFR7t+wmLbaAG67hQOneogkMyyo8uOyWTDJEm67BfeEZoBFFHHazJhlCY/DittuJSMWcDus9I/GkCURWRLpD8dwWi2YTRKxVI5TvcOkcwVG4ymiqWypbksaKljaWFnKxDAaS3HwTB9Br5OugVHG4xk8Tiu6YcwYZiEAXqeV1pqid0DQ50QUBEySyMrmapY2VuJ1WHnjWDf5goooCOi6TiKTQ9V0fE4b5gl7z2qWsUzzPBuDPtYtrMPjsFJb7mEsniaSzNBxtp9cQeHgmT6GxhN4/n/23jtMjus88/1VVXd1dc5hcgQGmAQMcgaJSIJgzpZEhbUty/F6vWuvr3fv+t71Bj/rta+v7bu2LEte0RIVKIkURVIkAZLImchpBnmAybFzqqr9o3oaGE5AIEiLNN7nAQlUVzp1Tp065z3v9352K9Fkhv1nr9A1OMrJyz30jyQIeY3vN0BNxEdbfRlO28friVJ8PreQmjun5W66aHAr8FgVvn/oOLvPX0YxG/PJJ+Y2URPwTnnMld5hPA4rv/n4cobjKTx2KwhwrX/0pqTbdPjUkxO+sJvHf3k1L/3VO3zrT3/G9p8dZvG6JpoW1FDdUFKU3Y9hzzsnOLb3HF/5g82seWw+smJGUzWqZ5XwF7//Pd595RC1jWXFVUtN00mnsnz1/3qM1iWGqmLBfbPIpnPsfeckF053FckJURTwh934w26sdnnCBPNGDPaO8tP/tQNvwMnX/vgJSqsCiKLA4jWNeAIOfvq/dtK8sJZ1Ty4cd1wilqK/e5Tf/E9PEiz1IIoiqqohwARJ/e2g/Vgn3qCTzV9YQdXMCGCoUXKZ/LhVVrPZROOCGnRdp/3YFQBmtlTQcgOBcCMEQWD1w20sf6AVWTEbWUt0nbqmMq7+9osc2dXBM19biyAISJJIwxyD+eu9OoQoitQ0lDBvRcOkoTkAssVM7WyDDNm35eS07v65bJ6OY53UNZbxyBdX4Au60HWdfF4ln1PHKRzsTitzl80gHk2xd+tJLrebaFpQS0mlf9JzC4KAy2vH5bUzEBnB4bKiapN3Fpqmc+bIZbb+5CCz2qr4tf/4GL6QC1ES0VSNfFbFckNYjCAIPPDcEtY/vQiLYkaSRDRNp7ohwp/93ksc3XOOh19Y8YmFdsRGkzzw/FKe/OXV2BwKqqpRUhXgr//oZba/fpgZreXYndcHK/m8ytmjV/jqf3iUxeuakGVzIaRFRS6E3+i6zq6fH+PkgYs89pVVPPT55VhtMpqmM2dpPX/2r7/Lz17cyYzWcgIRD7lMnuP7zhMfTfLol1bRtnwmCFBa5efYvvPEoymCJZ5xISMAqUSG7suDfO3/fpzK+nDx/QG9GBImCAKRSj//+r8/j1mWMMvGyvnyja0kYml2vHGUgZ5RgqXXO2ybQ2HTLy0F4PCOdhLRFA99bhnBEg9HC+qLVOI6WdU4v4aHvrAcq0Ph6//pVUoq/TzypZWc2HeeE/svcO1iH3OW1jPYF+WNl/Zgcyr85p88RUllAEEUWHj/bERRYM87J1iyrokl65rHlXO4P0Y6leVrf/wEvpALQRBQ8yqiKH5sIR2iIDK7YPx4YvgaIauLh8pb8VscDGXiHBi4RJnNw8ayJuwmI9xgd995AO6PzKLGEWAgE+fdntPousb5WD8AK0IzaPNVYCuszM1yRQhZnTS5S0nks+zs68AkSCwJGoO+/nSM06PdmEWJRyvm4jIrDGbiRe+FameApcG6Kcsx21NCidWNR7axuXwOHTFjsPxIxVz2DlzgxEgXje4SBCCeT7O3/yKCAA+WNVNh92EWJTaUNHFw8BI6MM9XyQxXiAfLmjk4eIkym5fHKtpwmhVEQWSev3Jcv2WVZJ6sms+7PWf4edcJSqxuap0BmjylxRCZkOKk0V06qSFWIp9heaiesOLGJIq0eMrpS8fQdI2OaB/dqVG8so1HKuagA9FcmgMDlxAEgc3lrZRYPZTZvKTULO/3nCWoOHiicp4hWS9r5d2e02zpPoXPYqfS7qM7NcyO3nZ8sp09/edJ5DLMLxh77urroN4VZmNpE2ZRQhQEloXqeKvrBO90nyoabT5ZNY9dfec5NdrNLFfk9pZtPsMQBAGbyYHN9Mkaev8iwCNbme+vwmaS0XWdWmeQd7pO8ea145yP9bG+tInedJSBdBxFMnM1OYyGjlmUUExmdvWdI5HPUOc0iD2xQBJquo6OMVkqtjLd8LmI59P0pWPoOlhNMjWOAO90ncIr20ipOaySGZsk89rVowxmEmjo5HWNRD7DYDG8rBCrbXFwcrgLRTQzz1/FXF8FA5k4dpMFu1meNsVyxOqiwu7j0OBlZjjD9KfjDGUSSKJIg2jianKY4UwSxWQ2CEezhWZPGVcTw/gsdhTJjEkyk8pnGcwmiOczxXTIAuMpzlZvOfsHLpLO57CaZOb7qhAE43mNIWx1UWn30ZsaRZFkwlYjpaEx5pj+XVUkM22+CkpuCPkQBGHcZFXTdU6NdJFSc3QnR/hc7dRpC+8WREEg4LazurWOUr+bv3t9D6PJDLoOc2pLeGJFq3GvGBPmc9cGcFjl4vMTBKb35dCNco2JxDRdR5LE4jjNrsi3PGaTRJFSv5uw14nPaeXV3SfZtGjW9WtgeIWAcNMMFQKGGm5stm2RTficNtqv9hPxOdF1OHu1n4qQh+6hKD/ZeZzn7p9LTcTH/3h52zitnt0qj/t26YDDamHz4kaqI0aWBkU23ZRSL/G7WdF8Y4Y9AUEUcBTGh8XQb3QaKoKYzRI/2HaUiqCbx5Y339TY067IheditDtNNxIm+F12nljRSsBtRyiUJ5XJ4bIpPLy0iYqg0Watsqn4SbJZzEjSZ/P7VO338vzCVtCvP3OvfXpfkjf2nWFJYyVz6kr5xs/28euPLcNiNvH2gbPMm1lO24yyaY+fCp96ckIUBeatbCBS4WPP2yfYt/Uk3/ubLbi8duatbGDz55dRVmOkgTMye5zG7bNTVhMkPpqEUeM83oATj9/BmQ8uk0pkiuSEIED1zBLmLJ1RnLw4PTZqZpey+63jjAzE7ui+O8/3celsD8/9xlpKq/zFc9tdVuavmsWWHx3g4LYzrHls/vhYex1WPNhalKoD43w27hQzmstpP3KF1/9pF2ufWEBFXRibw4Ls+uiGORarjGRSSaey5LNpNE1DEAR8IRfxaApN0z+Rl90sm6hvLufwzrO8/p3drN7cRrDUg9VumdKj4uNAPpvn1MGLpFNZNj6ziEjFDYSHSZowoQZQbDL5nEo6mSWfy6OpOpLJhNNjM3wfNB3hE+ow7U4rLYtqi94foiTSsqiOSKWfM4cvEx9NjSMnAGa0VDB3+Uxs9uurRTcSh6lEhhMHLmB3W1l4/+xieJIoQdXMCC1L6nj7B/vpvjKIP+wuerVIJolAiadIXjm9dmwOC7HhJLncRGmorsOSdU1UzywpvjeTvT8mk4TdqZBOZYmNplDzKrquEyjxkElnyaRy4/YPV/iw2izogC/kQtM0nG4bJrOEy2fn2oX+YuiZRTETqfBhNpvwBpy4vDbKaoLIsgmbQ8GimEnGM+i6Ts+VQTqOdbL8wVYUq8xw/3VPk7KaIJl0lvajnRPICYtiZuWmOYTLr6dxuhv9xHQwixJfrl8x6W/rS5tYXzreVCmoOFngrx63rcwkT3qOp6qum+6uL20s/n1leMaE2OQNpU1s+NC1ZrjCzHBdV10l8hm+2bGToWxi3H6lVg8PlbcWVwKbvWU0e42P6xxfBXN84+OCFwVqWRSonXC/i4O1LA6O37460sDqyMT0mc9UjyegBUEgYnXzSzWLx21/qLx1XHnCiosXL+xhJJsct1+Fzcum8tZiPHtAcfBs4RpVjomxq0uDdZOSNWtLGllb0jhuW0BxTLhfX8Fh/8N4pGLuhG0AEaubL9YtH7etyVNGk+fOBjH38NmDW7bydPUCLKLxjRAEgRnOEOZyib5UlE3lrdQ4AoxmU3gsNlyylaXBWmTRhCyaeKislUvxQcyiie7kKEk1S5uvskB+nuHRirk8XD4Xr8UIh5REkfUljXTE+rBIJn5l5iqcZoXN5a20R/swi1KRtHy2ZiGdiWHqnSGcZoWgxYlFMhQTX6lfQbndIK2XBmvxyTYkQUREYGNpEx2xPqLZFAGLg0Q+Q1Yd/43yyFaeqGzDYVJYX9rIcCZJhd2HR7bRm45ilczIkoRXtjEqJ/FabNQ4AogIPFk1j/ZoL1lNxWuxGRmQKttIqTmer1lEWHFjNZl5sKwFu/n6Qsw8XyVus5X+dAynrCBLJp6rXoRJFPHJdh6pmEO5zcez1Qu5EB9A03WcJgs2k4VNZS04zUph9VYlmkuNK48smXiqaj5e+XrYaVBx8kTlPABqnUF8FjuSIBK0OFAkM+tLGgl+An4z+89cQdN17IrMqcu9uO1WrLKJhQ3lvLr7JJ39IzitMslMDm9hPDPZCCuvqozE0wzFU8TTWWOl3eOgIuRBFAS2n7hAxOvk5KUe1rTNuG2jRl3X2X78Ag7FgskkcvRCN2GfE6vFTEtNCTtPXMRskjhzpY9Sv6t4r1NBsZjJ5vOcuNRLZchDic9J2Otk6+EOFjZUoOk6+85cYeGsCvQbyI+jF7oZjCanPbdDkWmqCnPicg9uu0I2r+KyWQjdJGvDSDzJ2U5jMcKmmCn1T62cyec1Upkcn1s7D5/ThlJY7MqrGiPxFKOJFLFUhv6R+LTZIoJuB5UhD2c6e2k1l5JMZw3yx2WjoSLIycs9OKwy2ZyKx6FcT8P62eQlAIi4HDgVC8lsDndB9TCZL86NyGbzxYXYeDJTbC+ZnFpY+LszfOrJCTCyE5TXhnjsK6tY8/gCTh+6yPuvHea9Vw4y0DPCb/3JU7h9DlKJDCMDcfquDfOnv/MiknR9sG7Iz5O4fHbDWK8AQRAIlLjHDewFQcBkNiGIwh0//IHuETRVI1zuG2diKQgCTo8Np9vG8ICx+mlzjJf/TbV6/1Gw4enFJKJpDm0/w4H3TzNrbhWL1jbStmwm3pDrjldbdV2n+8ogB98/zYn9FxjoHUXLa+SyeXo6hyip8t81V+ibQbFZePxfrUbNq2z76WG2/fQwrUvrWby2ieaFtTg9dzcF6VTI51X6ukYwyybKakM33V/XdTrP93Hw/dOcOnSRob4YmqqRzeTovjLIzNZKPqFHCBgmr1a7ZRzrb5YlfCEXpw5dLJqe3gh/yIXdMbUfSjKeIToUx+aw4A2ON9sTBIFIhZ9MKsvIQLxo1hoq85HPq5w/eY2ymiCiKHDtYj+jQwnqmsqnDHOKVPonNdccg67rpBIZju45xwc7znKlo5dM2jDFHO6Poan6hDarKLJBkGg6kknELEmIkuGHI4qGR8LYEaIkFtVIoiQimaSiysrw0BHQC6mQRwZjhlrj9aMc2nZ23DUz6SzJeIZ4dPyAEIwQs3Gk1z2Mg1Uy82jl3GJ88BjMgoTD/MnINT8q7GYLj1e2TSyDaCqqTO7hHj6NUCQzs9zj45VNokS9M0S98/o3M6A4CCgTJyClNk/RnPFstIecphaVA3ZJxibJ+F3jj/Na7Cyy1IzbJssmFgaqx22rNPmptI/vW9t8E2O9XWYrCwPjz9daCFdSdY09fec5E+0Z9/vK0AxmusIIgoDf4iimLa13hah3XS+31SZPMJ90y7YJ12uZJDyq9kO+PiZRosEdocEdKW5rLJCNVpNcJHVDVhehDxnhjqlSdF2nNx3lra6T436vdvhZGZoxTiViM8nFa42F6QBU2H18kkjn8hw5d42cqhFw2fj82nl4HVbm1JWSzWscajdCmmeWG4ubJX4nFrOEKAqYTCINFSF8Thsj8TSv7ztNZ/8Imqbzyq4TrJ8/k4aKIJ9bO4/txy7QfrWfpY3VLJhZjiAIVIaMurtVoiKeynKo4yoCAhGfk81LGpFNEhsWzOT9o+fZdvQ8XqeNJ1e2FKX0VouZ5prIhNSoYa+TjQsaOHC2k76RGBvmz6Qy5KG5OkJ9aQBN12mpjlAd8uF1WlnZUsuO4xcpC7h5cOEsfE4j01N1xIfNYh4ncrNazDyxooX3j55ny+EOHIrMipbxbfLDKPW7OH6xm1d2nwCgsmBYWVfix11YzFJkE83VRlm6h4wF4R9sO4oAWGQzn1s7D0kQeGP/GboGR1E1nR/vOsHmxbPxOq3MqgxjNkkIghGW4bBZ8DitfGnDQt4/ep6fHzhDwG0n7HXiUGSeWT3HKMMHHbhsFla2GAsNAZedhvLQTdUpn1b0xxP85Mgpjlzt5peXLyCRyVLt91Lpmzqpg6brtF/pB11nMJrk6LkuZLOJnsGPlv76M0FOgDGBkS1mAhE3KzbNoXVpPd/4L69xaPsZTh68yLINLUVjr3C5jwefWzLpZFRWZJw3mgsKTAgNKWy+K5hsTnmj1HCySefHsQIaKvPy5d9/iNUPt3F8/3n2bjnJP/zX12iYU8kXf28TNbMnrozdDGMGh3//J69y/uQ1lm1sYcn6JhxuG6l4hpe//t4nRkyAMUmsnV3Kb/ynJ+k4fpUjuzo48N4p9m09yZJ1zXzx32zC4/9k5LO6rhfN/W62X+f5Pv72j39C1+UBVjzYyooH52B3WomOJPjB/7/1E7nfD9/TZA13urqUTOKUoTnXIRTOO/V5xq5hMkssWjObfVtP8tJfvc3pDy4hW0ycOXIZl9fOmsfnY7VPToaYzNMnZsvnVN58aS8vf/096pvKWPXQHHxhw9Nl91vHeeOlPRPv/ENlm7ZehfGq9emUsbpmtNsF981i/sqJq+4gUFE/keAyCNTPQpbvjweiIBYH/p9WSJ+BMtzDPXzcqHUEWROZxWAmQZnNyyx3BOs/M3knCSIrwjNY8TFnpPikIAgCFXYfvzzjk/G+uhtY1VLLqpaJqjdZFFneVM3ypupx2xfMvK6aM0kSj69oKf77ixsWMBlmV4aZXRmesH3lh66by6u8vu8057oGJuy7sKGSBxY28NDi2RN+c9utPLqsecJ2gIDbzufXzpuw3Sqb2bRoNpsWXT+f06bw1c1Li/++8e+PL5/8/JNlqRAEgbDXybP3XVfN5VWVnx84w4lLPRP2b60pYU3bDBbPnmhgv2HB9fGO32Xn8+vmk8nl+actH7CiuYaVLbXEkhn+7vU9XO4dYlljdVJspSMAACAASURBVDEd6YdRW3KdTFw3/7q5cFXYO2ndlfhcPH//RJ+fxqowjVUT6/Ozgh3nLhFw2GiMhFA1je6okVp0OnJiZkWQ4xd66B6KEvE52X/6CgICFtmE12kjl1dvGnYzGT4z5MSNGIv/n9FawcFtZ4gNG1Ikq92C22cnk8qx4L7ZVM6YrJEJn0i4a6jMi2QS6e0cRtO04kruWMrQ2GiSSIV/nEnfxw1ZMdMwt5LaxjJWb27jvVcP8ZN/2MY7PzrAr/zRIxMmXDemAJ0Mug4dx69ybO95NjyziC/87gNYbRYEUaD36hAmszTpKvv4cxgrznezSuxOK3OW1jOrrYp1TyzgJ9/cxu63jjN7XjXrn1o4sZxMX87bhWSS8IfdBeXDABV1U6sndF3nxP4LdBzv5NEvr+LJX70PxWrEKnae6/1IPiN3imQsTSKWKhIsALmsylBfFI/fOSmZdzPYnQqegIMLp6MM98fw+K/LOo0MO4PIihlvwFkkdSIVflY+NIcff2MbvVeHsNotNC+sZcm6Zuqby+9Y7ZOIpXjv1UP4Qi6+8u82G94UhVjRUwcvfmKqPkEQcPsdKDYZX9DF+qcWTfoiTOezcg/3cA/38C8ZZlGaVEFwD/fwiwJJMgiRtvqJoW1uu3LboSC/SBBFkYUNFZOSNE6rjHQb4zRJFIn4nJy7NoAkCgxEk2iaTonvw+nK7+FOoGo6bquCVU4Tz2RJZHJYTNOP59fMq59SHZPO5tlz8hKr5kzt8TUVPtXaFF3XiUdTjA4lyGZy5PNGjEs+pzI6lODCqWvIFlPRsV8yiSy4bzYDPSPsf+8U6WS2IJ8GNa+RSeXIpnM3uerdQXltiNrZZRzcdpqeziHUvIamaSTjGT7YaRjqzV0+Y1zqxI8Lal4lGU+TTefQNEMy7w+7mbt8Jk6PnYHuyZ3lx4iTgZ5RVFVD03RUVUMfM4IsyONVVcUfchnSdcEwpjx34iqd53qnvCfFKiOKAoO9UXKZXPHc2hQmk7eCXDZPMp4ml82jazqyxUykys+8VYbh5lDf6IRjRFHAYpXJ5zUGe0fRVKOeVFW7Y7LCLEs0zq/GLJvY8vIBBntHyefG2m6+4CtheBzomk4qkUZHxx92FUMVMukcZ49eKaZz/SSRTGQ4vv8CiZjhH5LPq5w8eJHeziEa5lbicN++T4lik2lZXEcylubgtjOkEhnjOedVOs/3cWzfeeqbywmX+67n+O4eYecbR1l43yz+8K9f4A/+8vN86d8+xKy2qo+kGshlVVLxDC6vEV4lSiK6pjPQM8LxAxc+Uhu8HQiCQEmVn/qWCo7u6eDcqWuoec1QgGk6+ZxaeL/uPK7vHu7hHu7hHu7hHv75IAoCQY+DqrB3wh+Pw/qJmZ1/HBAFAb/LPmnZfC77bZXNJIk8vKSRthnlJDN5Ai47X3lgEdVh36f6GX1UmEX5rhBYy+oqOdXdx/aOi/zk6CkEAWoD04dbKbIZl12Z9E8qk+PEhYmKmVvBp1o5oWs6+989xRvf2c2MlgpKqwNYrDLxaJJTBy9y4sBFlqxtYlbbdcnQ8o2tRhq+b++i81wfDXMrMZslBvtinD95lSXrmrj/0fl3NLlJxtP0dA6RTefoPN9HOpUjOpTg5MGLmEwSVoeFkko/ZtmEL+zi0S+v5MU//zn/849/wopNc7A7Fc4cvsyunx9j3soGFq1pvPlF7wJiI0m++aevY3cp1Mwqxe5SiA0nOfD+aZLx9JSZOGpnl+FwW3nt2zvJZfM4XFZS8Qxzl88gWOpFEAXKqgO4vQ62v34Uf8SNy2Pn0tluDrx/+ob0hxNRNTOCN+hky48OYDJLBEs8pBIZZs6ppLKQTlRVNfq7hokOJcjnVQa6R1BVjQunryEIRtrTQNiNp5CO9eqFfr77/71NRV2I8togFqvMYO8o2352BKvdQsPcqgnltChm6pvKePeVQ/zwb9+l/5F5mGUT2UyOxWubisap2UyO7suDpJIZhnqjJGLpYrpLm1NBscpFJYwoisyeX82qzXPZ8fpR/vzffo+25TNwemwGqXa6izWPz2fh6tmIkkhlfQSLIvPuK4ewO63YnBY6jl/l8K72CX4kuq4zOhinv3uEfE7lSkcv+axK79UhTh26iMks4fY5CJR47pj4stpl9r97inwuT8OcSoYH4rzz8n5sToVVD80dZ3p5qzCyYbRw8sAFfvbiLkaHEjTMqSQ6nGD760dIJTI8/dU1+CPXjZJSyQyxkSQ9nYMc2dWOpaAokS0mgiVefGHXHZXR4bJS21jG4V3t/Pz7e2mcX8PoUJzdb58gFc98oh9Bf9jNwy+s4MU/f5O//IPvs3R9M6FyH5lUlq7LAwz2jPKv/vDhccaX93AP93AP93AP93APnzU4rJYJITefNaTVNIl8/Kb7mUQzLpOLzSUP45M/usdYmdvFC0vaeLBpJiZJJOx04LD884TAfarJCUEQCJd5sbus7H/3FKNDcVRVw2q3UFYT5MlfuY+1jy8YN4ELlnr41T96lLdf3s/+rSfZt/Uk+byK2+egpqGEkkp/UQ4uiIaPhTRJvIwoicZvN0x+zp+6xt//yU8Z6ouSSWfJZvLEhhP8P1/9JhbFTOWMCL/zX54hWOrBZJJY8eAczLKJt3+4nxf//E2y6RzhCh9rHpvPg88vLaYoHYNkkpAV8zgDzbsBi1XGF3ax/92TbP3xQXLZPIpVprwuxPO/uZ77H50YtyYIAvUt5Xzx32zirR/s4+//80+LqVQrZ4QNckIQqG+p4PnfWs+b39vL3/yHH2GWTVQ1lPDgLy2l81wvh3d1TCpLL68L8YXffYCffnsn3/nLt9E1DW/Qya/80aNFciKdyPDKN7ez950TZNI5MilDCfOP//0NLIoZp8fGY19exQPPGWmpHC4Fh9vK9jeOMDIQR82r2F1WameV8tiXV9G6eKL0SDJJLF7bRM/VIXa+eZS//vcvG2WYGaZ1cV2RnBjsGeV//vGPuXZpgEwqayhwBPhvv/0iFqtMuNzL1/7jE9Q1GbI9l8fO535nI6VVAXa/dZwf/f37ZDM57C4bFXVBnG5bwZtAoGVxHU//2hreeXk/f/l//sAgTJrLefwrqzm8s53uK4Pj5P773j3F9/5mC9lUjkw6Sy6nsu21w+zdchKLYmbphma+8LsPTCA2bhW+oIsNzyzixP4LvPvKB2iqRu3sUp79jXW0Lqkf578gCgKybJr0HfowPAEnX/6Dzbzxnd3sf/cUb353D4pNZkZLOf/q3z3MorWNxfdN13XsTivBUi+Hd57l8M52jAcGVpuF2tmlPP9b68cRa6IkYrmF98dilXn219cCOm98dw+vfHM7gRIPSzc088Czi/mz3/tu8RyCIGCSTYaPhSCgCzoms8nw2CikqjOZxtKRFvoN2VQ8XhQFzLKpWK4xcmUsXEeSRJaub8Zmt7DlRwfY+pODjA4lMMsmQmVe5q1s+FA9CkY/YTF97CSKqmrogCTe3DvlTqDrOppmuHALAgVDq4K5qG7E6QqAufDsf5Ew9mxMn4DybQy6bqjLbkxX92lBfiwd9m08L13Xi6n6xDtsg1O1sY8CVdNQ84aayWSSiuMJ4zoquk7RnG1sO9x5Ge4m8nm1mNb7Hu5OG5vu3HlVQ/oY0zt/GjHZe/Jxvhf/Uushn1cRxJunHv0oGPtWa9qn87s01jZMt3nvH/VbfDZ2mnd63y7+W9NVjDSo18e/OjoVtkqer/wcpda7k+mqc3gUj01hViSIruv0xRJouhHq8UlD+CQNCafBHd2EruuoeY34aJJUImPI9XUjfEOxGf4SpikGrpl0jtGhuBHaoeuYZRN2hzF5HZtIZVJZ+rqGsTkV/KHxqW1iI0lGBmN4Ak5jIomhnBjoGR2X7eNGjE0obozJV1WN6HCCRDSFpmpYrDJun2OC14Su60SHEwz3x4hU+FBsd89RXtd1w/V/NFkM7RAlsejRMdUzBMhm8owMxEgnM1CYWPlCrnHpMHNZY59UIoMgCtgcCh6/g3g0RTKeJlLhn/T8+ZzKyECMZCIDhTryBp3FsquqEWqRjKUnvTdBFPD4Hbh9hmmcpmkkomni0RS5TB5d15HMRspIl9c+7YAslcgwOhgnk8khCgIWm4w/5Cq2lWwmR9+1YfI5ddLjTSaJQKmnmJVh7LkbIUhxUoksmqYVFTYuj704wQXIpnMMD8TIpLIIoojDZcXlsxMdipPN5AmVeYsTt7F2MhXsTgV/2D1txoqp8D/+zUucPHiB3/+LzxOp9BMbSYKuY3MadfphEiKTztHfNYzVbsEXct2SAWgmZbybmVQWURJxuK04PePrp/fqEP/wX18jncqydF0zgVIPoigU1CI9/OzF3dQ1lfGHf/MCZrPxvkVHEgz3xYrpYzVdp7c/yuCQkU5SlATKS7zIZomLVwYZGogRG06gqhout422tmokk8jRQ5eQnRbsDgWvy4qaypHO5kmqRmjOQM8oVkVm3vwacqrK0cOXSSYyBEs9aDkVj81CaYUfq91CKpFhqC+K2+/A4bIyPJzg8KGLWGwywYibkN+Jx20rtt3YSJJcNl8MN3J6bCi26/nSNU1jZCBOIpoiXO5DniJjyd3Au7vOEoun2by+5ZYGOKqqca1nhNGx7CIChAJOwoHJ40V1Xefs+V5+/OYRBAG+9sJqPC6rYRLbNcz3f3qQWCLDb3/lfgK+XyxjyC07TpNIZnl045xJf9c0jc6uYaKxNKIk4HIoRELuOzKOGsNINMUrbx7huccWoEySjvhWMDZZv5WJWCKZ4cq1IfL56987i8VEdUUA+TaVh6++fRS7VWbdyommb9Pd6+ETnfQNxFi7YhbmO1A7TtXGpkNe1ejtjzIaTWGzypSG3ciFb3pe1di2p50Pjl/BbJL4pccWEgq6UDWNg0cus3P/OTRd55nN86ksqJ32Hb5IPJFl9dIZH6n+7wZ+8NohSsJuVi6q/0Svq6oaPX1RhkaMvliSRCpKvYiiMGUbEwTo7h0llsggiQJBvwOfx85INEVXz0iR9LFZZSrLfaTTOa52DxfPZTZL1FQGsEzjkXQ32tgYNE0DhOIEOJdT+fbLe1m+sI5Z9ZHpD/4XAlXV2Hf4IrsPXgBd57lHF1JW4rmrk9oP10M8keG7r+xn/apGav4FZbh68Uf7mD0jwoLWiWaUdwu6rnPmXA+nO3p4aF3LuHdN1TSEG+phunP0D8Xp7bshjXqJB5/HPs1Rdwe9/VF+/OZhnnl4Pn7vrY8xevujvL3tFI89MBfnHSwC9qZ7uJC4AMBQdoijIx9Qba+lzFqOJEj0ZXo5F+tgTWgdC3wLb3K2W8dLB4/SVl5aJCfeOHmWiMvJ/Mo7Iz8u9wzz+p5T/Prj41KH39LL/KlXTpjMEp6Asyjdv1VYFDOhUu/0+1hlKuomd2Z1emwTsn3YHAqV9bfXECVJxBtw4r3J/QuCgNt3faI9GcaIptvhm8ZYabtTwe68/ZdIthiEy3QwyyaCkzzrm5XHZJYIlEztEitJ4k3r8EaIojhpvd0KxtJnTgXZYqb8FtKC3ghBMFbNA5Gpy1g8v2KeVLo/WdrNmz1XGGO09VtuK0LxP4ButBuP33HT7CYW5faeiyAIKDYZxTZ9mMKRXe0c23ee3/4vT7NkXfO4D1zTwlo6jl+l6/IAqUQGs8fo5lweO64bPmhaXuNq9whbd5zhdEc3q5fOZP0qBUUxs//IJXr6oxw7dZX5rVVE8iptosDxs11sOXQet9NKLpeneXYZa5Y1sH1fBz987RDNs4xOPOh30KKqdFzs58XXDtIyq4z2riGcDoWH17UU29KYymsM3f1RXt56nLrqAOpRHUU28YUnF+P12G+p7YqiiC/kmqC6+jgQjacZjSZvmVpOZXJ86/t7yOdVwkGDqFrUVjUlOSEIArPqI3z+iUX8w0u7it4agiBQWebj115YxX/767fI/wJ6bozG0sQTmSl/z2TzfPvlfWSyOYI+J30DMTatbWL5wjufFFrMErNmRD7yqveRE51UVwbwe6cf/EXjafYcukhP3ygnznaxoLWKkrCbkrD7tsmJkdHUuAnorSLod2BV5Dte8ZyqjU0FXdc5euoqr751FI/TSjyZYen8Wu5bNhOzSWJ4JMHO/ed4eH0r1RV+XIWBaSKRYcuO06xcMoPmhlIchVTMuq4TDrrwedRfiFXb4ZEkzjsIy/uoUDWNK11DbN15ho4Lfdy/vAGX04okCVO2seOnr7Flxxk8LhvZXJ62pgpWL5vJ3g8u8upbR2luMDKMRUIuIiEXJ9u7+db3d9NS6KNdToVIyDUtOQEfvY2B0W5OtffgcihFUkrHmHSlM9Obgv9LQiyeZsv206xf3UhDXRinXbnrapXjp7sI+h2UFsZdqqbRPxgnexNz9s8aBocTJJPZj/06XreNuurgOONLXdc5evIqFaVegv7p5z5ji0hbdp7h4NHLLFtQy4bVjZ8IOZHLq/QNxG7722S1ysyqjxRJ69tFWIkQVgzC8o3un9Hoaubh0keRBOO7quka7/e/y+XkpbtCTui6zq4LV9h/6Sr9sQQnu3vJqxonunt5Ym7TLR0PUyic7vD1/VSTE/cwHvmcyrs/OcTr3919y8f87p8+R82skpvveA+fKSTjab79P97k9OHLt7R/uMzH7/3Z8x/zXd06spk8mqoRG06STWexWGV03VA7XTh1jc7zfUQqfNP6X5jNEgvnVGFVzGRzeZ7ePA+nQ0EHPvf4Irp6R4jF03zhqcV4XTZMJpEPjl9hblM561bOIp/XijnPEQTqakL86udXAAXiVBIRgNKw+/p2CvtPg0jQyeceX4Qoinz9OzvouNjHorYa0pkcvQMxctk8Xo8dn8eGIAhkCtvTmRxWxUwoYAy4c3mV/sEYiWQWh91C0O9EEgXSmRz9g3Ey2TxWxUw44MJslshk8gyPJjGZREZGk9jtFkJ+J6IokExl6RuMkc+pxvYCoZDNqVy5NoSm6fi8djyu6c27JElg430tzGsx0rKNKS4y2Tx9hTJ43TZ8Hvv18LopTjdZBlZV1RgYihONp4tly2RzZLIqLodC30AMp8OCYjEzNJokEpycGFFVjaGRBKOxNKIAfp8Dt9NKMpUlFk+TVzWSqSxup0LA70RAIJXO0tsfLZbnZqyNVTFz/7KZzG+t5L1d7Wzb28HyhfWk0jmisRSCIDAaS+FyKgR9TkBncDjBSDSFYjGNq+dr3SNksjlCAec4wjEaTzMwGEMQBAI+R3FSnM3m6R+Mk0hlsMgmgywCrnaP8NN3jnHfsplUlHiJhNw4piBlwwEXX3hyMZeuDpJK53jh6SW4XVZMkjiuHmxWmZDfWWz3sUSGgUEjBNPtUoorUplMnkudA2iaTsDvxGm3MBpNkcurJFOG4fWNbay7L0oylSXgG2+qZrT7OPFEGtlsIhxwoihmovE0Q8MJ8qqGx2XF73XctI19GPm8xjvbTrGgtYq1Kxpov9DHq28doXV2GSZJ5My5HqLxNKl0jlg8jdOhMBpN0X6xl4GhBNlsntFoCntB/dfVO0o2m8fvdYwLb8zlVPoGYySSGaMMQSdWRSaTzdPbHyWbzeMpvCeCAKPRFJquk0rnSKWz+L0OvFN4Og2NJDBJIorFTO9ADL/Xjg4kkxl0dFLpLBevDKADIb8Te0HFORpNMTAcxyRJhAJOrIoZHWOV0GaVGRxOIIkCkZAbi2wikczQPxhH1TT8HjvuafoG2WxiybwaLLKJ1/XjPLmpDYfdgq4zZRs7dOwKi9qqWb1kJvm8Qe4YIWYwqz48sS8WoKLUe1t98VRtbKxs2VweR6E/nCqEK69qdPWM8OZ7J6iu8JPK5Aj6HDgcFtAhFk9x/lI/JpNIJOhClk1ous7QcILRaAqLxUw44Jw2fE1VjQl2LJHGZBIL9Wa0sbH+PpXOoljMhIMuZLNE30AMxWJmeDSJputEgi5sVplUOkffQJRsTsXvteN128irGoPDCQQglkgb5wm40HSdgaE44aBR/nxepbc/hsdtJZbIkMnkUCzmYthUOOiaUmU3PJqk/XwvQ6NJMoX3xFEow0g0yeBQAlEUCPqdhbah0zsQw2oxMzyaQNcNIsqqTB4jn8upXOsZ4fWtx2mZXUY8mSHkdxbDUIdHk5y71I9slor1MFU/NlU95At9j6KYGRpOIMsmSkIuTCaJaCxF/1DcKIPPeK8EQTD66EJIutOhEPQ5kCSxWA+5nNHvjb3Pk/VjgmBsz+dVMtk8iWQWv9eOz2NH03RGYymGhg2Jvq8wdhhrxxcu9yOIAuGAC6tinrJswyNGO/F77cVyetxGqsh0JkcmY3xnvW5roV8S6BuMMRpLEQ66in1tJpvnavcwr71zjGUL6qiu8BMOuopE7ochiSLNDaV4XDYGh+I89+jC4v1PhmgsTV5VcdoVegeiuJ1WzGaJ0WiKUMDJ8EiSwZEEslkiHHChKOYiAfLhfuxGqAXFnMNuwemYmjQbjabo6Y8W2rpQPLZ/KI5YqO8b29jNMJgdIKKUIt6Qv0JAwCpaac+03/T4W0Wp24ldNhsJIjRjbPtA40xmRYI3PTaVyZFIZwl6jG+5rusMx1K47BYeWX5zcmMy3CMnPkMQRZHyuhDLN7bcfOcC7kRFcA+ffpjMJhrn19zyCrvLa/9nSVs6FZoX1RIu9/HSX7/D2aNXCJa40TSdvq5hju+7gCDAQ59bdlNjW0EQEAupSYWClF0ARLNkxIsLAmaTVJTz+r0OTrZ30zyrjKoy37jVNE3TiqsvJpNUHKxqul7cLkliIQ5x+nuSJJFkysjaYrUak5K3t53izPleQ/qt6zy9eT6RkIsd+89x8NgVFIsJs0niiU1thPxOjp68ypYdZ7BYJFLpHBtXNzGvpYLOrmF+9s5xEIwBx6Mb5zCvpZJrPSP8zT++T1NDCdF4mooSLw+uaUbTdL7/2kGudY/gsFkIBZ08usEIVzh5tot4PEMqncVmlfniM0unnBSNIZdTyWbzxrOXBcMTZU87R05exWyWUFWNRzfOYUbN7SmRAE51dPPqW8dQZIl0Ns/yhXVYZBPnLvaxcvEM/vbFHSxfWEtDXYR3tp/mN79836TnyWTzbNlxht7+KMl0Dr/XzheeXEz7hV5efHkfZREPqqaTzmT58rPLCPgcvPrWUc6c78HvsdPZPUzjjOlJX0EAk0nEqsiEAk7ShUxRF68M8I3v7qSxoYRYPMOM6iAbVjdy6eogP37zCCZRIJNTmddcwdoVs8jlVQ6f6KS3P8qxM9f497+zidKwm3giww9fO8RINImug8dl5enN87HbLWzdeYZ9Ry7hsivYrDKb1jZjt8nsPnSec5f6sFllLl8d4r6lM6ckJ0RRQBQlY7AuFt4Tk1QMlXj1raMoiolUKsfKxfUsW1DH8GiSl145QDSWwqrI1FYF2HhfI6qmcfz4NfoGosTiaUIBJ59/cjHv7+1g/+GLhPxOkqnxbezs+R627DhDVZmPF55egmIxo6oau/af4/29HbjsChaLiQfub6KyzMfh41c4fOIqqqaRy6m88PQSym5BtXYjBobjjMbSzG0qx26zMKMmZKR17h5GAA4du0LfQIw9hy5QVxXA73XQ3TfKgSOX6RuMceDoZQaG4mxc3YhFNnGqvZstO04ze0aE5x9bhKUwIXp/Tzu7Dp7HZVewKmYeWNNEWcTDlu2nOdnejdksoWs6jz/YRlW5j217OzhxpouA3046nWfh3CqWLZg8fdv2vR2YTRL1NSH+7p928MzmeWi6TsfFPnJ5lX2HL3Ll2hAj0RT1NUGe3NRGMpXje68eJJPNoaoapWEPjz0wB7NZ4m++9T41lQGS6SyKbObh9a24XQqvvnWMa70jSIKR8/6ZRxYQnEZpJwhCMZxo7P+CwJRtzO+1c/z0NWbXl1BZCGscg6rqt9YXm8RpF/Yma2OZbJ7Xtxzn8rUhzGYJp0PhuUcWYJoi1DaXzfPB8SucOdfDSDTF8GiSRXOraZxZQiKVKao/+gairFkxi7UrZnHxyiA/efMwJkkknc2zoLWK+5bOnDKsJJnO8ua7JxiNp4gnMtRUBnhqUxuSJPLGuyc4duoaLodiKPfWtxDwOfj2y3uxFcJMBWDjfU2URjy89s4xzl3sw2yWkCSRpzfPxyJL/MXXt+D3OTBJIkPDCR7dOIeqcj/ffGkXn39qMTUVAS5cGeClVw7w9Ob5/OC1g1gVmVgiQ8BnZ3gkya9/cTXhKQjha93DHDh6mf7BGPsOX6SvP4rvvibiyQzf/ckBkqkMmmaQKE8+NA+rYuZb39uNx21F1XQkQeDBNc1UTxGakc7kOHDkEmcv9JItrIgvnV9LWYmHaCzN29tO4bRb6BuMs2lNEysW1U/Zj0nSFBPTWJo///oWmhpKGY2l8LisPP7AXARB4HuvGmGIuq7h9zp48qF5mE0iP3r9A4ZGkoiiQDjo5PEH2hDzKm++e4Lzlw3SSkDguUcX4Pc5Ju3HSkJu9h66wN4PLhIJuUmlssxvrWTFonqudg/zTz/eZ4xlzBJzmyq4f9lMMpkcO/ef4+z5XgaHE7Q1V0wIvbgRW3eeIZPN87knFhGNp/nGS7t46qE2uvuMEIZwwEmmEHL65WeXEfQ7OX9pgC07TmOzyvz6F1dhs1pIprLsOXSBjkIbu9o9zKrFM6YkJ2DyvmEqHDt9lc5rQyyeV8vfvrid+5fNpKLMx459HTy6YQ4vvXqwkGVOo646yMPrW5AkcdJ+bAyarnPo2BW27W3n8ZuEavQORHlj63G6+6L8wW9swO91EE9m+OtvvY/TbkE2m+gbjLFpTRMrF8+Y8jxj8MsBjo8cpUSJEFGMMUVfpo99Q/soUe7OwrIgCNQGfDw7v5WI20nQcXuqlI6rAxxqv8pXNi0CDN+YN/efoaUmQmtd6R3d0z1y4jMEySTStKCGpgWT55y9h3sYg0Uxs/rhkKweZQAAIABJREFUtts+LhBxU14bwmL953HwHUNlfZjf+a/PsP31I3Qc66T92BVMJglv0Mm6Jxew8P7Z1DTcfUXQuhWz2LrzDP/08l78PgcP3N9EdbkfdJ2z53r5f7/xLgBNDaU8cF8jOnC1a7i4vbrCz6Mb5kz7cbvabeyfSGZYu3wWM2vDdPeNsvvAeTbe10TA7+CNrSfYeeAcjz0wl6vdw0SCLlYvnYHDZsHrtpFK59i68wz11UFm1Yc5cOQyW3acZl5LBaVhD5vWNgPw/p52TrZ3MaexHDAm5QvmVFNfbbDlisXMnkMX6OoZ5atfWInLoaCqWnFQ63IovPD0YpKpHN/6/m56+kanJSdUVePHbx5m2952FIuZB9c04fPY2bannVVLZlIacbNlx2m27+2gvjp4W5JeTdPZuuMM81srWbXYGFi+9s5xNq1pIpXO0dU7it9rp6fPWP0oDbunPJdFNrFsYR3pdI6BoTg/f+8k/YOGj0s2n2fz+hYiQRf/+MO9nO7oYVZ9hCMnO/nSs8soL/Hwdy/uuOn9qqpOd2+Uwyc6eX9Pe1GGDsZKxMpFM6gshMyZTCLv7jrLzJoQG+9r5FLnIN/76UFaG8spi3h4/MG5pFJZ/vNfvVk8x+ETV+jpG+WB+5vIZPO8+tZROi72EQ442X3wAk89NI+ZdSFUVcdiMWGSRJ59ZAFnzvXyzMPzqSq/8/RsW3acpjTiZl5LJac7utm68wwL5lSx7/BFMtk8v/bCKqyKjK7rWGQz6BAMOPjKc8vo7Y/xrR/sZng0WSi7xBeemtjG7ls608jOdHmgeN3+oThbd55l8/oWWmeXoao6smxMTpsaSikJe8irKj96/TDnL/XfNjmRKXgVjbV/uWBmm0xmWbGoHp/XzmgsxS89vohI0IUgQENdGK/bRnffKE89NI+6qmCRnFy3chaZrNHGxtDbH2X73g4ee2AOjTNLjPqRTfQORNm+r4P1q2YTDrp46/2T7NjfQVV5YUCoazy6YY4RDjFNCEJFqZeTZ7uR5SFKw26udA1jkkQqSrycbO+mrMTLl59ZapBhbxwmFs+w7/BFkqkMG+9rYmgkwY9fP8ziedVUlvlQVY1I0MV9y2Yahr6yidMd3Zw938OG1Y0oipnX3j7G4RNXWL9q9l2T6W9Y3ciW7af5Xz/cQyjg5MECCaXrBmk61ufOaSxn/arZ6Dpc7hwsbq+tCvDIhjnF1fnJMFkby+XyXOkapr46xMK5VVgVecrVegBFMbN5XQsdF/tY3FbDikWGSXMub5g+tjSW8eD9Tez94CJHT13l/mUzeXfnGdxOK0sX1HLh8gDv7T7L/NbKKaXsVkVm9bKZhufStSG27e1gNJYiGktz5EQnn3tiMZVlXlRVR7EYw35dN/w4nt48D1EUMZskOruGOHKyk19+fjmhoIsfv36Y93afZePqRtKZPEvm1TC/pZLXt57g2OlrzG2qoK4myKFjVygNe9h/+BIz68LYCpmznn9sIV//zg7Wr5rNO9tO0zsQm5KcaGwoxee109M/yrMPL6CyzIcgwM/fO4koCvzKL60kmc7y7R/u5fS5HtqaK9B1HadD4bGNcw1z6WkWIxx2C489OJez53t5cE0zbc3lReWCrussaqtm5aJ63tt1lmOnr7FiUf2U/ZhVmrq+szmVWfVhWmeXo+tgVUy8t7udgeE4D97fTCKZ4ZWfH2V+6wAVpT66ekdZOKeKpoZSbFYZxWLi/OV+Dh67zMbVjfi8dn769jF2H7zAYw/OnbQfKyms8quqxuZ1LfjcNgRRQNV0tu3tIOB18OwjC4rPRxAEdKC2Ksizj8zndEcP7+w4zZoVDTcNc5oKzzyyAJMk8o8/2MPla0ME/U6Wzq9BEgV27D9X3M/jsvLsw/M5e76XJzfNY0bN7X3nb4ag38npcz1c6xkm6DPIYUkSKQ17eH9POwGfg6ceaqN3IMY3vrOTuU3lVFf4J+3HevpGEQSBg0cuc+5SP489MJe6m4xLZtaGsWwy8Q8v7Rq3PZvLM6epblwbuxVyYrF/KcO5YX7a9QqSIKEDqq4SlEOsCq7+qI9rHMq9bqKpNJezueK2kMOOVZ7cw0rXdYaiSTr7RxgYTXC2sw8wxi+dvcPMrb8zYgLukRP3cA/3cBv4/P+xEU3XkaR/XuM2ySRR11RGzaxSNF0rKujHFBAfl/O912PjiYfaGBpO8ua7J3j5Zx/wG19aDQLMnhHht79yP2Bk5RgL66go8/Fvf229sV0Ubx7WEXLz1EPzeO2dY1itZmSzRDye5vK1IfYduYRFNhnS3YKsf93K2bz53km+/+pBZtSE2LC6kbyqcfHKAOlMjs7uYXRNp6LUiw4cPHqZD05cwe20crVrmLISL3rhAfo8NsoinuLkCzAkigGnIYH90DOtKvfjcdmQpLQRYjCFIewYJEnkmYfnM6+5AgRDVn25c5CLnYPY7Zc51SEbq2N34JmRyeYYHk1SU+HHbrNQXuIln1dRFDOpTI6u3hFqKwN09Y5y4fJAMfZ8MvT2R3lz6wljgKdqxBLpYtlKQx5Cfic2qwWnXSGVzpJO5xAEgaDPgdOuUF7iJXPDB37S+83k2PvBBbp6R2huKGXFDSaEIb9znEQ5k8kxOBxnwZwq7DYLJWE3AhBP3GAGfEPd6LpOT3+UK13DvL+nHVEw5NBOh8JINIXZLFFe6p0wqRILyiFjherOlFI6cOHyAE6HwtBIEl3XqSg1iI7e/hjlJd6i7HcMkiRQUxHA5bSSSueQRLHo/1BV5rvlNhZPpNF0naoy37iyxRMZtmw/w9BoApsiMzSSIJ2Zvn4mg6WQdSdVULnkcnkjQ5jV8CQQx1b7BcapqkRxTAUwmQHc+H9H42lEUaDihjLouk4imeVS5yAHjl5GsRjy63DQVQweqiz14fXYbzq5qCj18v6edgRRoKEuzLWeEbLZPM2zSmm/2EdZxIPToRSNQdWCeeuVa4YnBLpOZbm3aLpqsZipqQwUwwh0XWdoJMnla0PsPngek0nEabfc1RhxQRDwe+08/ch8BocSvPbOMX70+mF+40urEQRomV3Gr7+wChivVqupDNxWXzwZ7DYLm9e1GCT1j3qY21TB2pWzEMXJv4nXV3snvld2q1x8dj6PnVxORQcudv5v9t4sOK7rTvP83S1v7nsiE5lI7CDABVzFTSQlU5ItyZI32Za7XFUuV7Vjqh0z3dUdURMxD/M6rx1R3e2JiZquqqkoV5VXWbJs7dYuSpS57wQJYl8TuSD35S7zkECSIBYuomTahS8CASDvzXvvOffcc8/5n//3fcn6PS/VBdtbY37kNcRSRydS/PqNs9isCoVitZ51pxvMpQs47CqxZu+S50HTdCRJpLM1iHOB+miaJun5IqqqEAq6cNpV4lEfJ86OoukGPo+dlmYfjoUAeCKVR5ZFdmyJ84uXTzE0OsflwRn++Jl6sMxuq5fJZrUQ8rsaFLTVIN6Qxbj4nGi6znQiS6TJjdtVzyLyee2k0gVMw0SWRTriwVWzu5bdB0FYcEFjyX1wOa20xvz1++BzMDA0u2Y/thZcTpW2WKDxDjVNk8mZecYm07x15DICdfqJw67icdt44vBm3j96ldMXxtmzo50Du7vJ5sqMjqf46MQQFouMVZUJBZwUi9U1+7GWqI+Az9F4Nms1nblkjq2bWnC7llIRVIvcuP910W2zISJ7K9QdOK7vG4/6Figk9YWLJfodN1XX4jMgIHyi98xqaAq6KBQqTM3M09UeYmImw9DoHNs2tXDkeKKR9dYUAJtNqQt0m8v7sUXkCmVee/cC2za10HKb4qwr7eJyLG9jtwO/4uebLd9isjRBopLAwCBgCdBii6OK984YAeDsxDRvD9SFOLPlCrlyhb/+/CF6moKrfmdwMsmH54YZmUlTKNc1TCRRZGNbE23h29cEvBnrwYl1rGMdtw1JlvjdhiWuQxAEJFlA4u5fbotWcYvioKZprvnyyRcqyLKE22Vlc28zQ2Nz6IYJiy/aRUvQG68TVvx8NciSSDTi4ZGDfbz+7gW2b45jtVqIRbx89fFtxKM+NM2op3abdcGpb31pF1OzWX78y2NEI14290aJRrw8vK+HnVtbMQ2zQVl596MrHNrbze7t7Tz/yilyN0xwFydYN8LvtTMwOMN8rozdWucPL66+3c3gXpEl1BvcJCwWmZZmH0892k9XWwhdN5byes1bqDcsbLQoMk6HysR0hvZ4gJm5LMoCt1ORJSanMzz4QBe5QpmBa7M8erBv1UOeH5gkX6zw3Wf3M58tMTKealzDjfZgizVlsciYptnQE5hL5Rtc/dVgs1k4fKCX/bs6l4lY3hxck2UJt9PG5PQ85d4ayVQeBKExsVgJPo+dzrYgf/L1vThsKpqmY7dbmJjKUK3pzKXyuBwq+sIgv2GjuTD5rmn6XdnrCUBzxMOmnmY+t39Dvd7M+uq/z2NndDJFvlDXutANc2Eyvdy+crG+b9XGbmwbdmtde2Z2LtfgW0uSSDJd4PjZEf6XPz5EpMnNxExm2UFuZ1ge8DtwO22cuzxB0O/k2mhdIyO+hnDzrbH05HabBU03SCRzeF22Rhmsav05+fKC2OZiH7CoVSHegi7WKIPPSbmikcuV6O+LMj6ZJpkuEFrQTpFXCDwH/U42dIb502/sRZZEapqBa8HxSBCWW8C6HCptLX6++fQuQgEnNU1vBFRWrYUFpxjTpNEnr7a/aZrkCxUURcLjtrGlN8pr71yo236yMPlsXNPSY9xJX9w43w1/GwuB3j9+Zg9jE2l+8uJxejqb6Gpbg5u9MAkrV+rP1WIfe6OVoyBcP0+kyU0k5ObJw5sRBAHDMHGu0Z98fGIIRZb4o6/u5upQgn/6+VEAPC4bhWKVZLqARZbQDRPlhufpZv0Hl9NKpVwjnSmiyBLTiSzBBSrHsneDWX8Ht8X8OGwW3jt6FatVpjnsIZ0pNtqiAAh3+YoWBRG/18F0IkuhVA8CZ3NlfF77glbEndneLgY+ygv922LfJq5gqblWP3Y757gRfq+drrYQf/bNfagWBU3TcdhVDN2gtytMZzzAxSvTvPbuRbrbm7DbLLREfTzz5HaiES81TUe1yMzO5dfsx6SFSf/1a6m3gfGpDMVSDVkWF7LV5AZ99HahqjKpTIFKVSOTLS7J9pIlafW+p15xS7SQhIUAUalcXXjPrB2kuC7gfv1ntb7BsxCEmU5kG1TCa6NzPHG4nqU5NZulXKkvZFQqGh6XrRGwWqk+VIvMVx7fxm9PjfDe0as8cqB3zUBho8g3YaU2djsQBAEZmYg1Qki9TnXVTZ2yUcYmre0udSd4oC3Gxkj9HIVqldcvXqVcW10oVhAEdvfF8TptXBqd5ZGd9QUWcYHK90lsateDE+tYxzr+TULTdC4MTPH2hwOMTqR45c1zHNzbs2a6/8tvnSebKyHLEolkjh1bWusTddNkeDzJv/zitwAEvA4OH6gPaGbmco3PnXaVRw/24r2FLgPA1o0xPjw2yLsfXeGxQxvZ2d/KS785R8DvRBIF9u7sIBappyrOJHKIooBFkQn6nditCg/t6+HIsWsMjswhCgJ9PRH27mgnFvVy/OwoU7PzDI4kaGleO7q9bVML5y5N8g8/PoLfa8fltPL5O7B8vBWCfif7dnbw+jsXOLkgwLlzSysbupo4e3GCMxcnmJhK89o7F9jU00z/xhjnL09y8coUE9MZXnv3An3ddUu0h/f18JsPLjM8OkcyU2T3tjY8bhvhkJvT58dpjfkZn6qvFK+12tYUdFMoXuOVt843ROZuVYaezjA/f+kEzU0eZudydLSubUu3qDlxOwNEURR5aF8Pr7x1ntm5LPO5Ets3tazqqCEIAju2tHLp6gw/ffEELoeK1arwyIFeYhEv/X0xnnv5JM0L4oUH93QRj9Y1VNpiAV58/QwbuprYt7NzVdHQtfDogT5efuscs3P1dtnZGuTA7i52b2/jytAs/99PPsTtshIO1ulId4pMtsSJMyN1DYdknlffvsDu7W2EAi727ezgV2+c5cS5MRRFYv/OjnomgMfO2x8NYLUoFIvVujBoTVuxjW3b3LLieRVZ4uH9G3jtnQuMjqca+gF3kxWQzhQ5fnaEk+fGyBcqvPr2efbs6CDS5GZXfysvvHqmblOqSDz4QBfhkJs9O9p55a3zBP1ORFFk9/Y2NnSu7Ci2GiRJxO+1ky9UiIbrFsxWVVlz0nVgdxc//uUxfvT8MWxWBafTymOH+rCtYFUsCALd7U3Eo/66q4nHhiJLPLS3h5ZV3LVqms65S5O88+EAI+NJXn3rAgf3dq/Z9n71xlkKxQqyLDKTyLFza9uCHgUMDs81+txQwFmfXJp169FGX+xQ+fyhPtyulQf3q7Uxu83C6+/WrYJNw8TjttUnOGtAALraQhw9OUR6vsiOLXHaVnDfWsThB3v59Rtn+MmLx5EliVizl4f2dqOqK/cVLVEfA0OzvPj6WWbnstht9fvS0Rqgqz3Ej57/LZFQXfzv4X09q1gvC0QjXnq7wvzi5ZM47Crp+SLPfHHHmkEvm9XCzv5Wfvjzj/nio1twOaykM8U16+N2UXd0aufHLxzjX3/xMTXNwO2y0tsZvisTAEGAjniQtz8aYGp2nl1b2/Ctobu2Wj92q8npzWXYu6ODweEEP37hOA67BbvNwiMH+9B1g9+8f5FqTadS0eqixXYVr9vGpg3N/OqNs/h99ff9gd1dOB3qiv3YapAkkQO7u/jRL4/xTz//CNtCdsDBPSvr0ayFvu4Ix8+M8s+/+JhyudZwaFgNuUKZE2dGOXFujKHRJK++c4Gd/a20twQQBIH2eIBX3jrPtdE59mxvX5ViZxgGV4cSvHP0CuNTdb2sh/b31Om0K0AURZqCLi4PzhCP+rg2OoeuGzgdVh7a281zL5/khz8/SqFYpbujiegtAsuKLNHd3kS0ycNPf3UCv8/Bji3xFSfelarG6QvjnLs0WR+bvHORLb3RhkPP3aCklzidOcVg/golvbQk8BG2hvly9Kt3feybIQpiw87ajkJV1yneIgNUEAS6ogFaQh6KlRrVG4IZAfetM/lWPe6tGthnhPviItaxjtuFYZpkqgWKegUREZtswa3YkO52ieBTxFwlx6/GT/BUbAch660nGovZBPO1ImW9iiCIuGQrDlld80VomCavTZ0mbg+w2Ru/6+s1zTrJYDG9/EZMlzK8P3uJL8Z2YJdvndK2eKybswGgzs8cm0wzveCwIEkiXW3BxkSjXKkxOpGiIx5scDVHJ1IkkjlMEzxuG/GoD9Uik8wUGB5NNmwtHXYLGzrDVCo1rg4nqC6koqsWmY54gGKpuqzTk0QBVVVIpvO0xvwossRMIkupXKM15qda0xgeS5ErlHHa6yuTVlVhana+4RLRFHQRDXuRJJFaTWdsKk0qXain8Tf78HvtZLIlhkbnkOX6qpQkioRDbsqVWj3roCWwhLu7mBEwMpGiWtXwex20tvjriuGaQTTiQdMNxibSeNxWqlW9sYK5CFEQ8HpsTEzPE/I78biXDubLlRoj4ymyuRJ2m4V41IfdZmF4LEkyXVi4h3U+aVs8wOh4ipm5LKZZbyc+r53ujiYMvW4PO5fK43SotMcDWFWFuVSeVKZAV1uI9HyRZLpANOwhmy9zM2RJxOO2MTaZZj5bIuBzIEkiAZ+jrt6eLhCP+pAlkYnpDIoi0RRwkc2XGR5LIggCPo8dQaAhoHcznA6VVLqAz2NfFqjKF8pMz2ZpjweWDIJ13WByJsNMIofdbqG9JbCEfrOoOfG/fvdzDQ5yer7I2ESKak3H67HTGvVhsciUylVGxlPkFlToO1qD2G11DYjMfJGhsSSyLNHe4qdS1Rrt90Z43DYcC+r+i9kqiwObRYeC2WQOSRSJRbyEAk5Ms+4WMTaZRtcNmoIuYhEv04ksklR3K6hUNUbGU8SjdaG6m9tYMFAfrA8OJygu0CvkhRR1v89BparVAwfZIjarQkc8iM2mMD2bZXp2HoddXZggqHhc1mVtLOh34fPaKZaW2+w5bBYcdpXxqXq2gcup0tYSaKRRl8pVJqYyxGP+JYOyalVjZCK1hDKVL1QYHEk0KCKyJNLVHsLnsdf7nvEUmYXnYZGqVC7XGB5P1u+bXaU15sNpV+t2d7pBc5MHURQaKfqLx17S9uwq+UKFqqbRGvUzNTuPphnEYz4mpjLYrAqhgItSucb4VLrRZpLphftmGAR9TlqavYiiyLWRBM1hz/J06HyZ0YkUxVIVt8tGS7OXfKGyovWvx2VjNpljdq6u6yLLIt1tocazUSxVl7Qx0zQZmUjVV28XxF7jMT8WRWIulWd4LLmQ0VbP4ujpbKJYrDI4MtegFqgWmY7WAIUV7BQlScRmVRgZSy5rYy6XlbHJer8qigLRsJemoIu5VH5F2oLXbcNus1AsVRkaS1KtarTG/Pi9DobH5gj6XbhdVrK5EnOpPO3xYIOWtch5b15wzVmpv7IsiHIOjSUpFCqEAk4EQaAp6MKqKhSKFUbGUxSKlYU+MYiqyoyMJfG4bcsCa/liheGxJOVKjWjYQyTkoabpjE2miIW92GwW5lJ5CqUqbbH6pGtwOMHf/vN7/G9/fph41EepVGU6kSUe8zMyliQe9TE1m0WRxRUH+xZFIuBzUqvVn5P4TZSzRDLH2GQaSRJpjfnxLdAQhseT+G/oQxfdNVZqY36vHauqkMuXGR5PYhh1+pfLaWVkPNWgWqTni2SyRTriwWX9WDTiwaYq5FawiVYtMi6nldHxFK0t/mWTslSmwOhECk0z8HvttER9mCaN51yRRVqafY3AUaFYYXQiRa5QWchECqCq8or9mN9rZy5VoFKpEY14lmQh6LrB7FyOydl5TNMkFvESCbkZGU/hdlnxex0UihWmZucJ+p0rPg8WRcLndTA2kSKZLuBx2ZAVkZDfRaVao1CsEmv2Ypp1YVO3y1bXzhhOkC8upvoLtLUEaArWrUMz2SLDo0lEUaC1JdBwGrkZLqeVXL7M2GS68VlHawCrRSFfXH4fbFaFWk0nly/T0RokmS4wnyvV36eSyPRslomZDFaLTHs8gNNhxTDMFfuxcqXG+GSa+MJ4bGI6jWnW60NfgQLjdlqZmp0nnSk2xp1NQRctzd5V29it8P7ce7w9+ybtjg48imdJZozP4udA8OAtj3G7ePPyIK9frOuDCIJA2OXk3+3eSti1upAxwHy+xE/fPsPwdGrJmP0vvribjuZlQaTbiiuuByfWsY67QFmv8T8uv8pEMdmY8D8T30OfZ3Ue++8KE8UU//fl1/gPGx4j7rh1Z2iaJmcyo/x64gRQDzrsC/bwufAm5FV4tYv7vTd7kajNT487ctfXa5gGl7NTxOw+3MrSiVuinOVYcpDPRTavKUq1iLFCEgSI29dexf4sMT6Z5vlXTy17uTnsFr72xPaGteLvI2YSWZ5/9RTlytJBhkWR+NoT25fZc/2uYJomQ6NzvPjG2WXbvG4bz3xxB641KBO3g2pV48XXzzA+nVm27dCebrZvbvnEfFvTrA9iF3nNP/z5Uf73738Bt+uTXfsi6kKap5iazS7bdnj/Brb0xe6Y9nG/Q9N03joywIUrU8u2bemN8rn9G+4oHfp3gZqm88Z7Fxm4tpzXvH1zCwd3d3/mZcgXKjz38smG0OmNePrRfjrbgp+KTtBqME2T0YkUz796etk2t9PK157cjtd9e25mlUqN514+xeyCaO6N+PyhPvq6mz/Rc2IYJhcGJvnNB5eXbQsHXTzz5I7bsiW819B1g2K5yitvnic9X+R73z64ajkNw+D0hQnePXpl2bZo2MNXHt+GRflkZfi025huGJw4O8qRY9eWbYtHfXzpsa1rinLez/hdtrE7fVfqusGRY4OcODe2bP9Fd6s7yW65E3zW/dg/j/wTTsXJE+EvIgo3U48EZPHe3ZNSrbaExqHKElZFWXFx70ZcHJnhuXfO8mdPPoDTdj2447RZVqIJrgcn1rGOTwslvcr/uPwqW72t7A1287PRo9QMje9v+AKGaVLQypT0Gooo4ZKtSEJ9xaCoVSjqVUTAIVuxSkrjeAWtgigIuBQbyoIqb0ErU9ZrCAg4FRWrVF/dzGllFEGiqFcwAbdiwyLKGKZBrlamYtSQBBGXbCNRyfKDy6/xp52HCKguLKKEa40sD9M0+W+XXyZuD/BopH/hWBJ+S32FpWJo5GtlDAxskgWHXJ8Ipat5NMPAbbEtCRyU9Cr5WhlREHDKViyiTMXQqBkammmgGfrCcVQ0UydRzvH3g2/xZHQ7rY4gbsWOKskUtQq5WhmLJONRbI2OWjN0clqZmqEhCxIuxYosSMzXivx89CguxcbDTRuxyypOeXV/6s8Ki5zJlSAIn46Q52eF35eymQ0e7Kd3rYsaJiu93u5VXZimydsfDnD8zAiaZrCjv5Uv3ENHhM+iDPcb1iozwnJNlvsR9+N9u9/6hnvZB3za9b32ta4ksvrZYCaR5RevnKJQrPLMk9vpaF198eOzKMOn3cbu1/twL/C7LNudPj+mSV3E+3dyrZ9tP/aTsR/hUTx8Pvz4suDEvUaxWuPdK0NcnE6gyCK74jF2tcaw3CLQMzCW4NWPL/GtR3bgsquN8INFllaiv9xWBa1rTqxjHZ8AiihhlRRkQURfEGYcLyZ5YfwY+VoZWZQ4HN7EDn8HyUqOn48eZb5aAgEeaupjT6Cbol7lhbFjjBeTSILIZm+cRyNb0E2DF8dPMFqcQzN0+txRvtSyC0kQ+YfBtwmqLhLlLIIAX255gDZHkPPz47wyeYqqrmGXVb4Y24FTtpLTSrw4fhzdNDAx+XrrXnrdq9v82CWVmXKWiqERUt2NDne+WuRXEye4lp9BEkQ2umM8Ed2OKAj8euIkH81d4dm2/XwuvAmAolbll+PHGM4nEATY4G7m8eZtnEmP8tbM3wUcAAAgAElEQVTMeWyyhVytjM/i4NvtB6gaGs+NfcyJ1BAVo0bE6uWp2E7anSEGslO8OHEcwzT5q74n8VocGKbB+flxXps6g2boWCWFZ1r3ErP5eGv6PO/NXsImWxjKJ9gX7OZQU9+StLjfBf5QJ3Xw+1O2+iV+ute6qM5/Z9J7d44929vpX8hgcDrWpl7dKT6rMtxP+EMo8/1Yhvutb7iXfcCnXd+fRX91Nwj4HDz7pV3IknhLx4xPswymaTJTzpEs5+n1hNfM8LxbTJeyddcj1XlPHSbKeo3jc6NUdA2/6qDXE8Ymr2zd+GnBME0uzU/T6Qo2FsxWgmYYjOSTjBbSyKJIvy+GR1l5waegVbiQmQZgkyeCQ1m9fdzp81PXbRZWtsVYQKpS4Ex6gppeF3be5mshYL19baDhfBK/6sCtLM1C/Kz7sQ2uDXyU/IgL2fOE1CaUGzIlZEHBrdy5JtRq+GBwmEszCXa2RilVa/zm8iA+u42+yBpiv4DDauHyWIL/9vP3aAldpxU9vX8j0eDdZcuuByfWsY67RFmv8cvxY7wzcxFREPjjjjr369Wp09gkC09Fd3A6M8qL48fpdUcZK6YYK6T4btfDOGQVh6wiCSJHEpeZLKX4Zts+Zsvz/OvwEfrcUdocQfYGuzggbmCimObF8ePsC20gbPWQquSxiBJ/0nkISRCxSRYy1SI/Hv6Q/aENHAz1opn1jIR0tUBeK7Pd387uQCc/HTnKh4krawYnHo9u4xdjH/ODgVfpc0V5tHkLIdXN0eQVBrJT/EX3YTyKDcM0sUgykiDyJx0HmavkKOvXec7HU4Nczc/wjfheclqJHw0focfVTMXQGCnM8Z96n8BtsfMPg28xkJ1ib7Cb73Q+xEghwZ93HabVEURaeGFt97fjUKz8/dW3GpoGmmFwNjOKU7bydGwnACGrG0kQebplF2PFJK2OIE/Hdi7YJN5fg7t1rOOTQBCEBe7xvbUUW8c61rGOW0GWpXtqEXu30EyDN6cuczo1wV9veZSQ1XXPz2GY5i1HD4lyjlytQqfr1vTZRWSrZX4yfIJD4W7OpCdIVPI82tz7mWZoaabBT4ZO8P2+Q1htKwcnTNNksjjPvw4dZ5M3gm4adLlCeJTlFELDNDmRHOPY3Ch7gu0Y1MfLQ7kkbU4/dvnWlNxPisHcHK9PXOKBYCt22dKwS79dGGtkSHyWmCnPMFIcYnR0GK/iQxEVFoM4UVuUb8X/6J6dK5Evsrc9zgNtMTTDIFMqky1X0AwDaY2gjMNm4WuH+qlqOqJQ7xcwwabefZBtPTixjnXcJSyixE5/B5ppMF2aJ2L1Ypom5zPjmJhMlzJUDQ1lIYrf5Wyixx3hZ6NHaXeEOBzZhEexczU3w0B2ih8NH0E3DRShPh1PVwscSVwhUytQqJWZrxWp6nU+mCJKbPS0EFSvv4SnSxkKWpl+bxyP5TpXNl0tEFLd9Lgi+CxOIlYv48XkquUSBIEWe4B/3/UII4UEL02c4mejR/le1yOMFpJ0ucK02gMrdlQ3fmKaJkP5BFeyU/x09MNlHX2HM0TcEUQWRDyKg4JeqdtbCXU7LAkBeRnHbikUUWJfoIcXxo/x45EjbPW14bM4sEoKEmLDO/3TWElZxzrWgmGYzBdKpLJFcsUKlaqGphsI1AX3VEXGbrXgcVrxOm1YFOm+WxldxzrWsY77HSW9xlw5T8jqJFHKE1SdpKpFBrNzgEmHK4BfdTBVnGeiOI8iSmxwN6FKMsP5JKlKkYjNTYu97twwlE+SKOdxKiqbvBFSlSJjhTStjrrbjGYYjBZSzJZyOBQL3a4QJb3GS2PnyWtV9oba2ORtRhElrmYTZGslYnYvMbt3xT4+qDo53LyB92auMlHIUDN0pktZZkpZ3IqVTncI0zS5kp0lV6sQsjrpdAUoajUGcwlqhk6b049fdTBeyDBVnMcmK3S7m5AFkelSlnytQrZWYqM3gluxMVpIMV3MYpUUut0hDNPkWm6O4XyKFruXmGO5i0VRq1A1NA6Gu/BZ7EiCQM00uJZNMF8tE7N7idjcDOeT/DYxgiSK+FQbsiByIjnGG5OXeLCpkz5PmLKu0eb0cyU7S4vDR7pSxK1YGS+kKWhVwjY3rQ4f87US6WqJ+WoRWZDY7GsmX6twNZtAEAQ6XUG8lpXdctqdAb4Q24RDtmCYJkO5JFVDI10pErG7aXcGSFeKDOeTFPUablml0x0iVSmQLBfwqw5M0yRVKTJbzlHUqlglhR53CEEQlt3bvFZhMDuHbhq0OwN4LDZmSllyWoX5apG4w0+zzX1H7/lWextPNX9pxW0u+d5qeEU9Lp4/fYHBuRSFSpUL07MUKlVG0xn2d7QS866cpeGyqcRCbo6cG6ErGmDf5jbGZjMNgey7wXpwYh3ruEuIgkiLPUCfO8Z/vfgrLmUn2eXvwG9xssPfzuHw5sa+dlnFNE2+3X6AiWKKV6fO8MLYMb7T+RAOWWWnv4PvdD6EgICBiUNSeWnyJBOlFN/rfoRcrcQPLr/GIidPQMBy04R7MQhS0Cp1+sYNXtCKIDUm+oKwIpu6AdM00cw6RaLPE6NiaPx89CiaqWNfyMSoGfVUOdM068GEVTpbm2Sh3xvne92PIAsSJiY2ycIHiQEsosIiNVCgUbRGAEIzDQzTQLhFKmi7M8Rf9jzGldwUPx09iirKPLxAKxER0Yz6cRYSAZcd68TlcX7z24GGBZIgCGxsD/O1z21do5bWsY7lME0TTTe4MpbgvVPXuDA0zVQySzpXorjg6S4gIMsidtWC22El4LETCbjY2Rvny4c239OU4T9kVCs1ZEW6o/oydANB/PTScg3DRNd05NsMNFXKNXTNQBDAYlVuW6RS03QwQZJX73vv5Jqvp1UvhWma1KoapmFiURWEm7jcpmlSLlUxjbrDhmyR0GoGiuXOAm26pmPCpyZit47fP5imyVQyy1vHrjAxl8Vps3BwWyeb2sPL2slIPoUoCGz0RLiQmWKjN8Ibk5eYKxeI2j34VDuKKPHC6FnssoWg1UGL3cuV7CzvzQzSYvdyZPYaX473k6mWeH9mkA5XgIJWYZMnQkWv8cbkJbb4ojzdsgXN1BnNp5kszTNeSHMo3E2HK8BkaR7NNEhVimiGwceJYa7m5rDLCu9OD/LnPfsIWpcLXo8WUvzg4rsIwLMdO5koZnh5/Dw+1c5QLslT8S2YpsmbUwO0On3opkGb088r4xco6BUM0+TjuRG+3bmbiUKGkUKKqeI8iXKefl+U/zlwhB53CKei0ukKMlCa5dXxC7Q6fVglhQ5XgLKhcTY9hVO28MHMIN/ve2gJvUQQBGIOLxvcTfzDlY/Y4W/hwaZOTqXGOZOaIGJz81FiiK+1bqOgVclrFRRRIlsto5sGqUqB6VKWdLVIUavx+uQlDoW7+MnwCR6L9nE+Pclj0T6u5ZPkamV+M3WZv+w9yLnMFG9OXuaBYCsORcUwTV4YPYMoCBS1KmdSE/y7zl0r0lFOJMdIVgq4FJVnO3byk+ET2CSFFoeX30xd5j9vOsxL4+cQBZHhfBJVlPmeM0BRq/KzkZN8q2MX2/0tnEiN8frERfY3dXI6Nc4323eSKOeW3Ns/697Lm1MDVA2NmqFzPDnK19q289zIaQQBWhxefBYHrO06vAwb3Zsaz8OnjSaXk52tUQzTxG1T2dcRRxQEDGPtLJLpdI7n3j2HXVU4e22KB/rivHniKge2tLO54+7E8deDE+tYxyeCQNjm4UBTH69PnWGzt4VD4T7embmIYRqIgojP4mBvsJuruWkuZaewSxYM08Ct2BAFgQOhXn40coSXJ0/hkFVEBA409eFWbJT1KidTQwzlZ9HN5TZlNyKoutjp7+SX48fo97YC0OeOoq7BIVwNL02cRABkUebS/AQbPTEUUeKBQCf/dO19fjr6EX6LA4dsZU+wi4JWZaSQYKqUwSLKnEp56HVH2Rvs5nJ2kpcnT+FZcN7YF+xZ89yyKBFQnfxm+hybPS1s8rbglFWG8gnOz4+RrOQ4nR6h2xWhyerm4+QgqUoeRZRQRbnxkhKAVkeQk+khPIqNDleYDsdy7tzQZJJffXC+YRknCJAvVdeDE+u4Y6RzJV549yy/ev8808kc1RWsBU1MqjWdaq1EJl9idKZukWaa8JWHtnzWl/x7i1d+fJQDj/cTCN/+6tHV8xN0bowif0qK+uVihZGBaTr6oljtt05dfuEf3qNSruHy2tn32GYicf9tnefCsWEMw2Dr3i4E6ZMFJ6ZHk6h2C4Gm5atihm5w4r0BRgam+eK39+PyLnWvKBUq/PBvXsPptmGzq+x7bBNnjl7jwBP9ON23PwqfGq1bO7Z2hz9RWdbxh4NCqcoPfvY+7526RrlaQxJFPjgzzP/xnUfp72pu7GeaJieSo1zLJZkqZjEx+VLrVmJ2L1PFLKoo45KtqKJMs83NXCWPc4FSe3l+hl5PE49F+/jp0EmuZBOMFdL0+2McjvRgUF98aXH42ORtRloIuJX1GqOFFBVdY6aUI1HOsS/UTp8ngigIfCG2kaqu8VFimEy1SMjqRDN18rXKisGJkNXF3lAbHydGCFmdHJ8b5XhylE3e5gUB8grtTj82WUE3TLwWG2W9xvuzgwRUB6oko0oy2WqJ0UKKfK1CslJgophhiy+KKkkcCnfT5vQjAO/PDNLm9PN0fAuCIKCbBlZR5nDzBgKqg7+9/D65WnmZ9oVTVvl623ZGC2meHz2NiclwPsX2QAt7Q+38cPBjruWTHGjq5Ep2FodsYV9TBwBbfFEuzc/wSKSXgNXB5ewM785cZYO7iTOpCdyKlYJWrWt7IDCYm6OoVxGAqN3DUy31a83XKrw3c5UedxOGaeBXHVR1fcXgRLc7xBdbNuOQLThlK7ph8GBzJzsCLQzMz5KulsjVKrQ5/XQ4A7gUK25L/Sfu8DUWz3TToM8T4en4FtKVIpPFeY4nR5fc29lyjvdnrtJs9yCLIg5ZpazXkEWR7f4Ye0P1erjTYLJu6iQqs2SqGYyb5gA22U6Ho/OOjrcWwm4nszkXhWq1EYzY095C0y2sRDO5Eh67lQP97bx/dghZEhFgxfHP7WI9OHEPsbhqZqzgf7sqFlYsRKHuiXu/iUbdDMM0SRaKhJy/e57h7xKKIPFIeDNNVg+SIPJoZAs+i52aoXMw1EtQdXElOw2YhK2ehSCFE5tkIVcrsdETY6e/E6tkoccV4TsdD3EmM0JF12hzBlFFmT3BbiRBZLY8z05/J3uC3QRUF5Ig8PnmrcQdSweyqqTwjba9nEwNM1FM4lJsOBUbdsnCUy078S64bWz2xGl1BKkZWkO74UZIgkirI8hwPoGm13gwtIFtvjZkQaLLFeHfdx/mbGaUol6l2eZDEkTyWpnRwhw7/O0ICIwU5uh0NdHqCPLdroc5lRqhpFdpsQewyRa6XWHcSt25Q0DgUNNGAqqjUbffbj/IidQ1cloZTBPNNJgqZajoGocjm5mr5PCrTqI2H01WN8lKjpJe5enYzkZgRhAEDkc24ZBVUtU8mnH3HeU66v2bbpgUy1XGZzOMTKdJZgoUK1VKC9ahqiKhWmQ8Thshr4Mmv4vmgBubqiCKQqOP+0NEqVLjH3/9MT998zS1u3gpb+2O/sHWzaeBXLqIrhtAvW2OX0tw6dQIVpuFnYd6qVU0Trx/mVKhygMP9zKfKvCzv32b7Q92s+tQL5lUHm+gPuiaTxVwee0MXZykXKrS2hMmEg9w+shVCrkSG3e24/E7OHN0EF0z8Aac9O/tXJK1odV0Bs6Ok03lae9tZj6V59QHVyiXqnj8TvY+umnZ/dU0nUe/totQ1ItW0zl95CobtsUZuTKN3WElMZUhOTOPaZjs+/wW8vNFzh8fZnJ4jp7+FqbHUpw/NgRA/55OxocSzE3Po1oVfEEXbb0Rzv92iGKhwuZd7RiGwcUTIxi6ScfGZvxNbn79Lx9iUWV2Heqlp7+FE+8PkJ7L074hwsadbXRvqZ9nsa5vhGGYON02vvYXD/Hrfz7C1GiSqZE53v7lSRwuK1v2dDI9lqJ7S4zZiTSmYSJbZC4cG0aSRHYf7qNW1bh8eoz23gimaVLIlTn1wRWy6QJb9nTi9to58cEVtKrG5t2dxNpvn89/V2OyO4Akicj3ua3s7ysuj85ycmCCUqW+aKDpBsOTST44c21JcCJbK5Mo5/kvmx8hYnPzd1eOcCU7S58nTJcryMvjF3ht8iJ/1PkAD0W6SVYKPDdyCoso4VRU0tUiuVqFTLVIi8OLS7GSKOco6/UVcKeiYpgGmqkjmPWMzsniPMP5JN/ve4h/ufbbRiaqIkp1tzRdQxQEvBYb/b4oj0X7yGuVVekHNklhhz/ORHGej2aHcVusbPFG+Yue/RiAXVao6hrPtu/kXHqSnw+f5D9vfoSw1cUXYhvZ5I1Q0jWytRIXMtP81abDvDB6pnF8q6SgSnJDx8KpqEwUMhS1WuO6RUHArahIgoAkCMs0GkzTpKBVKWlVYnYvYaubiq5hly2kKoU6baRaxiWvrH8kCfUs1pJeQzMM2hx+Xho7z7MdO7k8P0Pc4eVcepKg6mB3sJ1zmUkw6/muDkVtuD5YJImo3cPX23YQsbupGRquVcQ2HbKFiM2NXVYWMnDBrVgRqZfRMA1aHT5OpybYGYjzQLB1IXPYQDcNakb9N2a9zhRRQhZFBIFl99Yu1c/1pXg/3e4QFb1O6baIEjbZctcaIoP5qzw/8RyZWpqclscpOyloBSRB4kDw4D0NTrx5eZDJ+Rxtfm9Dn+12EjZcdpVcqcyFkRnSuRLvnxliOp3Df5tWzCthPThxD1GuavzwlWO88duBW+4rCgKKLGK3qnhdVpoDbtqa/XRGA4T9LgIex2fy0pvNF8iUStgUhYDdTqFWxW+zkS1XkEQB3TCZKxaRRZGo28Vcochz5y7wZG8PLV4PhmEwlcsjCgJNTgfpUplyrR7ldlosOCwWZvJ1i8mIy4lLvd6JmKbJbL5ArlJBFkUkUSTosDOTy1PVdYIOO6osM5svoBkGLtVCk9PJZDZLoVrDa7XS5HQwk8+TLdctNeNeD+VajblCEafFQtjlZK5QpKbrVHSdFo8bVf7kzV4WJXYFrncKbsXG526gcfR7WxuT5EVEbF6esC3n8QmCQLszRLtz+ar+waa+Fc+/J9i14uc2ycKDoQ3LPr/xs05XEzVD4/mxYwxkJ5ftuz+0gYfDm9jp71i2TWLla21zBGlzrDxobLEHaLEHlnwWs/uJ2a8HV7b72xp/C4JA3BEg7lj6nYfDG1c8fq87uqq4p0O2cjiyecVt67g9mKZJvlRlYHSWI2eH+fj8SIOmUK3p6IaBbtQnLqIgIooCiiwtCVRsiIfY3Blhc0eE5qAbt+N3b+l6L6EbBm8ev8JLRy4sC0xIooDXZcNltzZ0JXTdoKbpFCs1CsUKoiiwufPu0h/XAeVSlSOvnSMYcTN8eRpfyMXIwAxNMW89sBBwYnNa8QacbNndicNt5ezH1zANE9OEyZE5wi0+Rq7McPCJfrwhF1fPjXPt0iThmI/fvnWRXQ/3cvnUKIe/spNA03LesCiJeANOrpwZpVqpkZ8vMXB2nKf/5EHefP44G3e24fEvXYEq5su8+pOj+Jvc7Hqol6vnx2nbEGb0ygy+oItzx4bY9VAv1y5McO3iJGNXZ2jtDlMuVtBqdfpIIOzh0qkRBs6Ok5nLoesGxXyZfLZEei7H9FgKX9DFsXcu4W9yk0rk2LK7g3MfX+Pz39hNKOrFF3QR7w4jCAIurwOtpvPxmxfYuLONW6GYL3Pl3Di6buD2O6nVdDZsjXP6w6ukEznGBmfxBpxcOjlK345Whi9PUS1XaettxmJVsNosCALMTKTp7Ity/tgQlVKV7Qd68AacTI+mSEyk6docu6NsDIBCucp//8l7nLoycUffux1IosgfP76Tpw6sv18+DWQL5QbVchGaYZDNl5fuVyvT5vDjtdiQBIFNnmbmKgVG8ikuZKawSgoPR3ooaTVeGj/PbClHQHXQ4QrSK0q8MnGBvx84QovDR78vSp8nzEvj5/nBpXeI2Nw8276Td2euciE9jSCAVVTY6o8Rtrn58bXjWESZiK2eddTvi/L8yGn+buAI3+rcxZdbt/LK+AX++8W3idq9fL1t+zLqliJKtDi82GUL+0MdHEuOsiPQwmwpx99f+RBZlHi2fSepaoHXJy6hmTo7F0Qev9y6lXemr/D29BU2eiMcaOqkwxXgn699jFWy0O4IYhElYnbvEhrw/lAnL1fP8/8OfIDXYuOrbdtodfhQRAlJEInZvQ2a8I1IlPP8fPgkmmkQtrnYG+rAMA1enbjI3w0codMVpNcTRkAgoDqWZF4EVAedrgA/HjrGoXA3LQ4fGzxN9awFV5C4w4dNsvDa5EXS1SKdziA2WcFtsRLSr/ebqijz5fhWfjV2Fs002BNq40BT1zI9MqesMlZI8zcX3sIqKXy9fTsxu7dxTYv6H4lKnrxW4WRqjLlKns9HN/LO9BWmivO8NTWAALgUFYtUr4+Q1Ylfta94b7/cupX3Zq7y+uQl+n0xDjR10mRz4fgEAqBnMqcIWyN8veWbvDL9Eo9HnsQwDX4z+wZxW+utD3AHiHrcDMzMUazWUBaCQSstYC77XtDN43v6eP3YAIlMnhMD43xx70Zid+nUAevBiXsKwzCZyxS4NrG62OCt4LBZ6G1tYn9/O4d39dAark9mP62B/M/OnMOlqnQEfFhlmV9fuszX+zfz2pWrbGuOcHx8kmKtRoffh99uYyqb4+JMgq5A/f+PxyZIFopkymU2hIIMJOaYL5dRJYmox02b18uRkVF6ggEcirIkOAHw6sBVZnJ5TExcqsoTvT0MJlNMZXOYwLbmML84d5HNkSYS+QLf2bWd4VSGqVyOmVye7+/fw0/PnCfmdvPR6Bj/8cA+3h4cwm5RmM7leWbLJl66NIBFEgk5nYQWAh7/1iGLEs+07llxm4DwmSpFr+P+hGnW106ujiX46ZuneePjAfKlyprf0U0D3aA+8V4YQ04nc1wemeXF988T9DjYs7mNP33yAbpbbn8F9H6GaZqks0V+/f4FMjcNnH0uG08+uJF9m9uJhTw47SqSKFDVdPLFCsn5AlPJHOVqjVjok4lbmabJyYEJzg1O1a3TNkTZ0tl86y/+HmPRc16vGWSSOaw2hZbOEB6/k0JuGF8w3qBKqKqC1W4hGPGgWGTARNcMqlWNSrkKQDDiIdIaQJJFCrky88k8sfYg3VtakMR68KG5LYBtBXcUQQCny4pikTHN+js7EHYTifux2ixUy9qy7zhcNh59ZhdNUR/5bAldM9B1k3y2hNvnwOWxE4n7Sc1kKRcrVMo1/E1u5lMFdN3g7MfXKBcr5DJFKqUqFquCzaGia/UARTZTZD6VJ9ziI9YZopQvE2nx0xT1cfnUKJIs4nTZ8PgduH12Rq/OcPbjQQJNbrLpIqZ5vY5Z+H3zWKSYKzMznuLA41txuK34gi4irX6uXbBhGgYbd7Rx6sgVPH4noWYvTVEf548NcerIFYJhD5FWPw6XtcFrLhUqOD02Ii1+BFEg3tVEpVzl0qlRJElkx8HlwffVYBh13YJPMiZbDZIoLHve13Hv4HXZsVoU5rlex4osEfItDfDFHT7iHb7G/w9Fuht/PxVfSpP7TvfeZef5k67l46Cb93ss2sdj0aULRX/Ze3DZ99qcfv5q8+Eln/3Fhv1AfZJ3Lj3JqdT4ku07AnG+07UXSRTZ6I2w0VsPUj/Tvn3JfhG7m03epf35Zl8zm31LP/vznv3LruuPOh9Y8r/bYuVbHbtuus4HG39/q3MXH84OcS031/hMAA6Eu/jr/seWHf+7PfuWfXa4eelzapctPHvTOf/L5kcAlrib3Fyem51XBEFgV7CVXcH6xFwzdF6buMhsOdfYxyrJHAp383/t+vKS7/a4mxp/f7trNyP5FHPlAv/ntieYK+f58dAJdMPgG+07+Eb7jmVlAniy5XowcvHeLmKrP8ZWf2zJZ1+K9694nNtFQS/S5minSQ1jk2y4ZBdha4T52jyXshfYG1he93eL0XQGv8NOxO1qUFost6EDZBggigIb4iHawj5EUWBoKkk87KXJuzYlZDWsz9LuMxRKVU5cHufctSleO3qZbz66jUcf2IDbsdyu515gb2sLZ6dnyJYreG1WYh43x8cnUWWZmMeNCZyYmCRdKiEKApsjTXT4vTzZu4FircaZqWlM6s4VpWqtfgy3G0GAsqYRdbvoCvjJlMpU9eWpzjZFpr85TLZcAUwms1nG5+epaDpzhQLboxHa/V4e39DDj06fZSZfYCSTAWA4Xf8tCgLZSplHujuRRIEz09N0+QPohkGxVkORRLbHovRH1vmsixAW0trWsY7VUNV03j05yN/98iOGp1Lo9yA1em6+wMXh6T+4VOix2XnODC7NQrJbFf7D1x7kif0bsVuXr5yEvE46ooHG5O+TBqBN0+Qnb5zknZODWBSJ731l/x90cMLmUHnlR0dxum089NR2HvxCP1fPjpFJ5nG4rOz+3EZOvHeZU0eucPDJbfUJenuQl/71Qw49tZ1YZxOnPhhAEEXaesLYHCpun6NBrezb3kpqNks6kSPU7MXqUPGFXKsKcFbKNY69e5mJoTlOvj9AT38LvmB9YO0NulbUufCHXCiK3ChPKOrlzeePU61oOD02fAvbXV47DpcVp9vG0TcvoNV0NmyLUy3XmJvK4PLaCTZ7KBeqqHYLumagWhWa2wIIAqQTOcItflw+B5IsISsS3qALURKJd4U48d4ApgnRtgCmblIuVmndEKZSrnLivQEmh+c4+f4VHnyiH9V6fTVUFAU2bIvz8FPbsVgV8vNFfCEXkiTh9jlRbSrhuI+jb16ga1MMm13l7MfXGLo0hUVVUFSZ4cvTXDwxgglE24L0bkhAG+oAACAASURBVGvl6G8u8NzfvcOOgxuw2iyc++0QpmniuMPMiXX8/qK3NcTezW28eWyAYrmGRZHY1hPj8M7uW3/5PoQAtDh8y1bR/arjvssiFBHocTfRbLtBh0aoZw3cbxAFkX5fdImFvSSKeFah0NyIsM1Fs83N/3PpPSRB5IFAK0Hr/UVZd8h28rUckiAhCzIjxRFcshvNrFEy7m1wtNntYmBmbsHhrv6e6w4F4BZVMjqb5rl3z7KjJ7Zkrip9AnHv9eDEfYpqTefKWIL/+i/vMDE7z3ef3oPTdm+97E3TZL5cwWGxcHE2weGuDrZGIvzj8ZM8vqEHh8VCtlxGlWSuJpMUqjV8NiuGCS9cuMTDHe1si0ZI5Is4LApdAT/nZmaQRAEBAdM0KdZqGKZJrlpldH6edr9vyTUIUOe4iQL6As1jJlegxeumUK2L4aiSjCCAKECmVGIsM09fUwiHpW4PVNN1VNmGAFhlha3NEWyKgstiodnlQkBAldZVwNexjtuFaZp8cHqIv/nxu8ykcqvu53ZYcdpULIqEphuUKlVyxQrV2sqaC4IgsLU7SlvEt+L231dcHpmhUl26Mr6tJ8bndvWsGJi4EfdKZ2huvsDV8Tk03VhQ2F6uEfCHhGe+9/CS/0NRL/17rlPt/E1uOvqWBmce/9b1FdFwzMfGHUtpC12brq96BcIevvSnB5Zsf+Sr9ZU/wzCZuJagcMPKeSTu5/Fn9yy5ly2dTQvf28nc1DyXTo02tnn8Dr5ww/6SJHL4KzuXnG/L7vrvXaHexmf9e5dS+vZ/fm0R1c6NK1PeHv1avSy929vo3X69Hr79nz6/ZL/Hn93D48/uwTRNEpMZUonr/YEv6OTxZ/c2yuD02BvHffDxLRTzZU6+N4BFlWnvjSCIAlv3dbF13/UyBCOeZffpq39+aMn/3/zLpavR6/jDh91q4T9+8xC7+lqYmsviddk4sLWDsN916y/fhxAEAb9qx6/ePQ//s4IgCIRtLsK2+7+uxQUXkbuBVVL4dtfue3xF9xadji6GC8NIgkSrvZ2Xpn7F6cwpJksT7PTtuvUB7gAbI0347LYFMcwFjQ7brRfGHVYLPqeNYrm6JOv6kziMrAcnPgPs3hhnR2/LkptW1XTKlRqZfInJRJZEJk86V2w4BiyiXK3xs7dO43ZYefbR7VjVO3deWAvdwQBxzcOhjnYEQSBVKhGw22nxuOtuB14vfrudfW0tBB11X+M/3bWNYrWG3aLwUEc707m6pkST00HY5ayL3gG6aSKLIooksTMmEnI4mC+Xl6zAHupoR5XlhuiMJIpsba4rHtsUGbeq0ux2YVcUvrSpD7eqErDbMYFdsSgj6Qweq5Vml4uLswm6gwGe3thLslDXybBIEk/09uBU757ztY51/FuCaZpcm0zyjy/9ltmbAhOqRaajOcCD/e1s2xAl4HZgUSREUcAwQNN1SpUa08ksw1Mpzg5OMT47TzpbpFCuYrPIHN7Vc9+tFH1SjM1klvwvSyIb4iG8zs9upffi8Ox6mvlnBEEAT9CJw3194Ga7hTuHw21Fkq+vJN2YgfD7AqfbtiQDRLWtXWbFIv//7L13lBzZdaf5RUR6b8p7C6BQ8EAbAI1GOzbbkOxWk6IRuaKWGkmH2tGOxu3unDO7Z+fsmZ3Rzs6MRjOzkmYoR1Fs0TXbs71Bo9HwQAEooLz3VWkqvYuI/SMLWZUol4UqVCXQ+fXBQSMzI/JlRLz73rvv3t+lvqWCHftrMVnuTPTnWhEEgf3bKqkuvb0FzU1EUbhnUtPyFYfVyDNHdm51MwoU2DJabbtptDShFbXc57oPUBmJjnCs+GEOOg+hqioKCiLrLytt0evompqhbWQCrSRxpKGGHWWLtfBuJRJLMDozS5Fj46JOCs6JTWDftkp+85n7Focyq+mycrKiMjo9y4Ubw7xzppOrfeNZytjhaIKfvHeJPU0V7NtWyUYhCAI1jvk8Z28kSp/Xy/3VlbhMRgRBoNy22HNaYcsuOVbvWnkX1DHneUvIMl3TPmKp+R3GHcVFWG7RoXDc4qkz6dIToFJLOqRsYfRFOJGgxGLBG4mwrbgoI3jpNM4vCj7vlUUKFFgLiZTMx5d66RiYzNLrNhl0fO2xPfz64/sptpsR55ISbx0QVVVlV2N5WvU6pTDuCXC5a5QLHcMAbKtZfbC72/AFI1n/1mk1lLltmWt0p5FlhRsDk4QiBefEZiAIAjZH7juggiBgshjyZoF+OwiCgMlqwGTN/TdodRrKa9yrf3ATkUSBZ4/u3JBFb0GbqUCBAncSvaRHL6XXSCbJzMPFj6CipquPzMmAnvOeYYd1Jw7d+hyuJ3sHCcYS/PaRg4QTSd6+3k2lw8bO8pIVjxNFEZvZgEmvw6Cbdyusxz4WnBObgDiXtrBc/o1GgoYKN3VlLu5vreHHb1/ktZPtWarvM/4wb566zu6m8nXl8ayEy2Tk2R3bV//gbaKTJHZtsO6DWafj2ZbcBbIKFCiwMoFwjE8u9WapNGskkeeP7+a7z9y/qv6NMBc5hSAg6UTqyl3Uljl5/L5txBJJXNb8D2tdK7FbUjokUcC0iTvjs6EYnYOTG6ILUqDAvY4kCvec7k2BAgXubdJzq8WbQRd85yk3VK7bOTEdCrOt1E2ty0lKkbk0PEYonlj1OLvZwPbqYgLhKLOhKFqNhEGnIbWO1NKCdc4jRFGgptTJbz17H/uaK7IeQUVVudIzzoRn+fzvAgUKFFgvEzMBxmYCWa9VFtv50tGdWJeoUpALgiBgNekpdlgWlVK7F1BucQoIcw7pzUBVVTyBMF3D05vyfQUKFChQoECBe4s9lWWc6h3ixfNt/OjsZaZDaf2/1bCa9DRWuAmE44x5AngCYWpLnetKay1ETuQZgiBQ5rbx5AM7uD4wSTg677XyBNKCZxtRci4pK0RjCeJJmZQsoypptXhJEtFpJYx6HXqtdEdzwxVFJZ5MEUskSSZlZEXN7NbejDbRaiV0Gg16nSYttHkH2rPV10NV0787kZSXvxaSiG7OG6nTabYknFRRFCLxJLF4imRKzrRPEoWMp9Sg16Y1RzawfaqqZjRaEimZVEpJf7eqIojpsqdajYRWI6HXadBp7sx9UhSVaCKZacfNBWn6+0UMOi1GvRbxDj2nm8W4J7BI0LKi2E5duSuvfpeiqMQSSaLxJMmUnIkauPk8GHSaO34/VFVFlpWcaoHfKRRVpW/Uw7QvvGVtyCcK9nRptnqcK7AyWzm+qKpKMpXWC4on5YxNE4W0Dphep8Vk0KKR1p/Xfrex1eN+vvTbfGnHcmzV/PReQFVVUorCzvISNKJI1+QMTpORx7Y3UmZbvULL6Mwsr5xs53BrHSVOM9P+MG+cvoHbbqah4vbS+grOiTxEEAT2NldgMxmynBPhaGJF5fzVUFWVSCxJ59AU7X3j3BiYYnTKjzcYIZGU0UgidouBMreN7TUltDaU0dpQhsNi3NDOnJIVhid9dA5O0Tk0xeCEj0lvkHAsQSyeQhTAoNNiMugocVooc1upLXdRW+aipsxJqXNjdl+3+nqoqkooGmdg3EvfqJeBcS+DE16mvCHCsTjReBIQMOg02C0GSpxW6itcbKsuoaW+lDK3dV0pPoqi0D/mpWNwKv2CAFXFdvY2Z+uaqKrK2Mwsbd1jtHWP0T/mYdofIhpPIQoCZmP6PlWXOtlWU0xTVRGNlUWYVxFLWw1VVZn0BukanqZ7aJq+UQ/jngC+YJRYPF0FRq+VMOh1uG0mip0Wqksd1JW7qC51UFPqXLVSwtIILNz0VlWVCU+AKz3jXOkZo3d0hmlfiEgsiQoY9VqK7GZqy53saixnd2M5dWWuuzZCIBpPZaksi4KA3WJAm0O9681AUVRGpvxc75+gvX+CvlEPU74Q4WgcRVUx6LQUOy3UlTlpbSintaGM+nIXmttsv6qqpGSFcDRBOBYnFJn/OxSN4w/FGJuezTommZK51DVKSl7daWEx6jjYUp1zNSZFVQlF4kz7Q3j8YSa8Qd4725V1z2RVpWNgijc+vZ7TOQUBGiuL2F6bnVsqKwpn2wfxBqKZ12pKHbTUla54PVVVpXt4mu7hmazXzUYdh3fVodetPPWY9oVo6x4lPuck00gi97fW4FwhJahgT5e/Lvkw7n9eGZzw0TEwSWpOR6zMbWV3Yzm6uRKyWzm+qCoEIzGu909wvX+S7uFpRqdnCUXS/UWnlbCaDNSWO9lRW4LTZloUVn4rWo3E7sZyyotW33Gd8oU4f2OIXH27ep2G/dsqcdvXryOWz/fl5vfnQ7/dqnbkqz29VzndP8zO8hJayorZXlpESlHonJxhJhylxLpyfwvHEpQ4LTx6oBGDTksskWRw0kcwGr/t9hScE3mK02rCbjUy7pkPr06mZILhGKqqrqnTq2o6QuFKzxivnrjGpa5RZvzhJXf7pnwhuodn+ORyHzazgdaGMr50dCdH9zRgMmjXZWxSssLIlJ/XT7bz2bUBBid8i8rv3UrnUNowCYKAw2KgotjOzvoyHjvYzJ6mCnRL1I5fja28HqqqEkukGPcE+ORyLxc6Rhgc9zLlC2UGyaUYnZ7lev8kH11MD4qNlW4eOdDMM0dacDvMt7Xzl5JVTl7p47/87CSQLuv6yMEm9jRVcvN0gXCMjy728MqJq3QOTS95v6b9MDDu5ez1ISRRoK7CzT/55nHub61d9NlckOW0iOK7Z7v4tK2P3jEPocjKRq5/zJP5f71OQ6nTSlN1Ed/54kF2Ny1dSm85BAH0Om16sROJc+JyLy9/fI2OwclF2gI3GZnyc7l7lDdP3aC2zMkXH9zBs0d2UuTIvxrmq5He+Zj/t0p6F3qtdmejURSFcU+QX312gxOXeukb8yxrP0anZ7ncNcobp25QVeLg4X0NfOmhVqpLHGuePH54oYe3TncQCEeJxJJEYom5P0miieSilA6AaDzJLz68wi8+vLLq+evKnfy/f/Dcis6JWCLJpc5ROgYnGZzwMeUN4g1E8AaiBMLRRVoTsqzw3rku3jvXldNvFEWB7z5z3yLnhIDASx9d5eNLPZkFxCMHmvjfv/ckthWcE9F4kp9/0MYvP76a9Xqpy8p//MPnaa5eWRT1Qscwf/S37xOac85XFNloqHxukXOiYE+XJ1/G/c87528M8Sc/PZGpxLa3uYJ/8/0vUeQwb9n4oqppm3L+xhAvfXSV6/0TeAORZT4doHNoinfOdOZ0bpvZwL/47hM5OSd6hqf5Vz94O+fIM7fdxP/9/S9tiHMiH+8L5E+/3ep25Js9vdf5oLOX7aXF6UgYQUBWVc4PjrKzvHhV54TTYsQbjPLyJ9coc1kZ9wQZmPBS7rYRCMdprS9ds9ZYwTmRp4iigHkJQbWUrKCqsJa+HgjHeP1kOz957zKTvuCSk+nljjt9bYDOwSm6hqb5+hP7KXGuHuKzFClZ5kz7EH/52mk6BqZIpOTVD1qAqqr4glF8wSidg1P4gxEaq9zotGsX19vK65GUFV45cZWXPrrK+MzssoPeSkTjSa71TdA76qFnZJrfee4wNWUrV0zJBRXwBaPIioJGEvGHovzdWxd46aM2AuHcPKCyopJIpnDd5uQhlkhy5togf/f2Ba4PTK7qvFqKeCLF0KSPpCzf1qAoIGA0aAlG4vz4nYv87P3LaadgDscmUzI9IzOMvX6GwQkf33/hCMUOy101ubeZDYgLdpBVFTyzYYKR+KpimHeKlKxwpWeMv379LBc7R4gnc3sukimZ/jEPY9OzXO4e5XtfeoD7dtasKQqkb2yGU1f6Mrv4W4EvEOVv3jzHtb5xkkl509JIRFGgvsLFyTYxs9gfmfKvev2DkTh9o55Fr0fjCfpGPSs6JxRFZWR6di7SIU1FsR37EpUuCvZ0efJh3C+wmNHpWcKxBPqIZkvGF1WFUDTOyx9f5afvX2LSG8w5cuFeZqvvy03ypd/mSztustX29F5HVSGWnB9zZUUhHE/kZBtUQKsRGZj0MTIzSyolYzHq6RqZRiAd8VJwTtwjqHM5swsRBDDoNDk7JlRVxR+K8jdvnOPlj68SjmWrrkqiiF4rIUkioiCgzIUvJ5Iy8pzKqqqCNxDhx+9cxBOI8PtfPUqRfW1eYVlRuNg5wr//8YcMT/oX/SadVoNWEhFFEYH58qopWSG1IJd8vt0C+5orsZrWtlDKh+shCQKBcDoMfKkJflo7QUQS53M7FSXdhlsdOtF4knfPdiKKAv/kW49gX4f4zE0isQTBSAwBgb96/QwvfXQla8IviSIaScyUSJQVZV4DYo7aMie1tzG5j8QSvHziKj988xye2aV3ccQ5lfWb4deqevNZkbOMqADsqC25rbKVgpA+/ifvXeLFdy5kdlYAdFoJnUbKLN4VRSGRkkkm5axJTCSW5O3THRj1Wn7v+SNLLqzylcpiO2aDjkB4vizlyKSfKz1jHNlTv+n5+cmUzOlrA/zJTz9hcMK7aLBceE8E0mkPiZRMIpnKfDaeTNHWPcb/86MP+N3nD/PkA9vRSLk5KG7m1EorpGgoirJoEptrbqskiqt6mxVVJZ5IkUopmZ2N7PeVRddFEISc75UkCVkOqYU0VxcjifPOCV8gwow/TLFj6QnnTTvbN7aUcyJF98gMT64QhRONJxmZ8mfZ/aoSx5L2rWBPF5MP41yB5QlHE/QMT9M/7t2S8SWWSPLLj67wl6+dyXo2JFHAbjHSVFVEZbEdk0FHLJFkfCZA98gMvkBkUTSSQHr+ptGkn2OTQUdduYtiR26LP61GwmUzZTQClDltGFlRUObmgJvFVt+XfOm3+dKOpdjK+em9zs7yEv769EWe3bUdu8FA2+g4E8EglTkIYla4bfzPLzzEtYFJZvwh3HYzrXWlWIz6277nBedEnhJPpLIWBwB6rQb7GvK4ovH0IPTSR1eydqEkUaCu3MXe5kpa68socVkx6TVEEykmPAGu9U1wqXOE4Sl/xluaTMm8d7YTp9XI9778QM750ZDe9fvx2xcXOSacNhN7GsvZ01RBdakDh8WIRiNlfvvYzCwD416GJnyMzQSYmQ0jywoVxXYOtlSvuRRYPlwPSRJ55GAzb5/pZGjCB6QdTmVuG9UlDuor3NRVOHHbzJiNehRFwReM0jU0xYXOEToGskMMZUXlk8t9PNBayxcf3LHuMrPxRArvbIQz14f45cdXM9/lspmoLXPSUOGmxGXFataDmvZkj075GZ7yMzYzy2woxr7myjXrE8QTKV4/2c4P3zy/pGPCbjZQMzeoVJY4sJsNSJJILJ7EE4gwMuVn0hNkwhvAF4iikUQe3t+YyR9dC6qqcqV7jElfMDNBsZj07KwrZd+2Spqri3FYjQiAPxile2SGc9eHuDEwmfVcJVMyb312g/taqnn0YPOa27FVOKzpCerClDJvMMIrJ67SWFmUU7juRqGqKtd6x/nTlz5lYNyb9Z7JoKWlrowD26tori7CZTMjCPO79ld6RrnSM44vEMlMIEenZ/nBq6exmQ08uKsuJxuyvaaELz+0i5S8fOTEp1f6syopaTUS+7dVUl26emkvt92M1bRy/qvZoOP4gUa21y52timKytXecXpG5vUdREFgZ33Zkp9fClEQ2Fm3dJnnmlInBp0ms/hPpGSGJ/20LPN5gOEJH8ElUrGSKZnhCR/ReHJZPZhQNM7Y9Pyzp9NKVJc60C1hUwr2dDH5MM4VWJ5kSuYXH12hf8yzJePL1d5xfvFhW9aiU6/T8NCeer722F4aKovmFuLphWcyKTM06ee1k9d472xX1nFGg5ZfO76H3U3llLmsOG0m9FpNzlWddjeV86f/668TjMQJhmME5v4ORmL4glHePtOJb9l0k41lq+9LvvTbfGnHUmzV/DTfqTBWYpDWd22/0NJEUpb5xaV2UoqC22ziq/t25eScCEbi/PTDNjzBCE6LgWsDk1zuHuWbj++/7YodBedEHqKqKj2jM8ze4pywWQzUlOVWx1ZRVT690s9P32/LMjBmo46nD7fw1Uf20FBVtOTO2rNHW+kcnOLv37vIe2e7Mt7rWCLFyx9fZXtNCU8+sD1nJ8nFzmGu9o5lvVZT5uT3XzjK4d11K4oWKqrKbCjKwJiXG4OTnG0foq7MSV2ZK6fvXniefLkeNaUOHjvYzOsn2zm4o4rDu+vZVlNMTZkT/TKL6UcONuHxh3n5xFV+8u6lrGcjGInz/vluDu+qw2lbe5rLQqLxJB9f6uXlE1czC4ije+p45shOdjWUY7cYFv1ORUmXMuwdmeFq7zjH9jWu6TvTkTXD/M2b5/DMZlccMOq13NdSw7NHd7KnqRyXzZzxit96jhl/mP4xL9f7Jxid9nNwR/XaLwDpBcr1gUkgvTNUVergu8/cxyMHmrCZF//+4wea+MpDrbx6sp0X37mY5VQMReK88el1juypX/be5htmo46H9zdypn0ws7usqvBJWz9mo57vffkBKovsd1zwU1VVJrxB/vL1M/SOZO/CV5XY+fYXD/LYoW24lnjmj+yuIxrfw9nrQ/z47Qu0dY9ldk+GJ/38+S9PUe620VhVtGo7HtrbwEN7G1Zs5z/+45eznBNGvZavHGvliw+25PpzV8RhNfJbz96/5HspWeZPfvpJlnNCI4k8crCR7z6z9DFrwW4xUlFsz9icRDLF4IR3xWNu9h9I60zEEklmQ+njxz0BZvxhasoW231VVQmEY4xOzzuyzQYd9StUiinY0wXH5tE4V2BpUrLC+RvDwOaPL5FYgtdPtjOxQFhdFAQeO9jMH37z+JK2FGN6I6mh0o1Rr+Wlj65konqTSRm9TsMjB5puy5Fn0GmpK196LhdLJGnrHts058RW3pd86bf50o7l2Ir56VYTl+NIgoRGzH6OUkoKBQWtoOWZsi+hFRfLAOSKIAg4TUa+ff8+YskUKUXGqNXm3KdHZmbxhSL8/nNHsJr0hKNxfvDGWYYm/QXnxL1EPClz8nL/IhHAiiI7jZW57YRNeoL84sM2vIH5xZ5OK/HVR/fyW8/et2K4jUYS2Vlfyu+/8BDxeIoTl3szIbbBSJyXT1zl/p01OU3cVFXlas844egCD6wk8rVH96YHtFUWOKIg4LSacGwzsquxnKcebEEShTUvjPLlekA6Auarj+7hkQNNVJXYsZoMSy64FyIKAsVOC19/fD/ReJIfv30xE0IHcK13HM9sZN2TaW8gwo/eukAoGsdi1PPNL+zn1x/fh8NiXLaNoihQ7LBQZDezf1sVGs3a7o13NsLfv3uJKV8o63WzQcc3vrCfrz++D6fVtOI1kkSRUpeVEqeFA9sriSVSG6LGXFXq4B9/8xEe3FW7ore92Gnhm0/sxxeM8MuPrpK8uagHekZm6Bv1rLjTnE9Iosihlmp2NZZzqWskky4gywrvnOlkcMLH1x7dy/2tNbiXcRZtBMmUzAfnu7nYOZIVllnqsvIHv36MY/sal70ngiBgMug4tq+BUqeV//DiR1zpmXdQdA9P89JHV/hH3zh+W6K6nydMhvQC4sacwyGRSgsbK4qyZCqIoqh03lRYB5qqilBVOH1tAEVVmfAEmfGHqS51LGlzfcFolpPSbNRRu4IzumBP58mnca7A6mz2+DI86ae9byJLP6DYaeEbT+xf2jGxAKtJz1cf3cuFjhG6h6eBtObLJ5d7efpwy7JOhruRzb4v+dJv86Udy7EV89Ot5o3x19hm3c4u++6s1zuCN+gL9/KViufRrzNqYiEGrYa1ugYkQUBV0tWydBqJQCSOoihI65gb3l136XNAMiVz6ko/H17szsq300gix/c35pTDlkrJfHZtgKs941l5yPftrOGbT+zHalrsXbwVQRAoL7Lx7acOUXyLmE3HwBSn2wezStct2xZZYdofzpr46TQSB7ZXrcnBIAhCJj9xrbnA+XQ9bp6rzG2jtaEM+wpGdSnsFgNPH26h5pZw8WAkxtCUL+fzLEdKVghGYmg1Ir/2yG6+89QhXLaVHQM3EQQBvU6zph0UVVU52dZHW092ZI1ep+GFR/fwm0/fh9ue+wJYEAR0Wg02s2HdIdlajcQ3ntjPQ3vrVw0DFAQBi0nPC8f3UOa2Zr3nDUToHp7O+fnYagRBoLLYzneeOkSpM/u3JFMy13rH+bc/fI9/9YO3+eXHV5jwBEil5A3/fROeIG98ej1Le8eg0/CNJ/ZxdG9DTqGZkiiyo66U7335AdwL8qBlReXjS720943fNfdlqzDqtdQvWHioqsqUL0RgmQo6U/4QEwtSgiqL7ezfXpmx9/5QhNGZ2SVFPRVVZXDcm6U34babKXEtL6hWsKdz35Vn41w+k5QV4onUuv7I69RD2OzxRVVVRqb9jHuyyx4f2F6VU/oZpB3DD7TWZL02MjXLjYHJe+K5gM2/L/nSb/OlHSu2cZPnp/lAIBUgpmRH0auqSkpJMh4dW+aozaWy2E6Z28b/9/Ip/v1PP+bPXjlFkcNCTenta3sUIifyBEVR8AajfNrWx4/eusCMf95zKQB7myt59GBTTucKROJ8eL47S/DLZjbw7JGday7B1FTl5uCOat749HrmtVA0zrnrQxzb15BjDlm2MbopoLNZ5N/1WB/VpU6aqovoX5CDr6hpr/dGsb2mhG89eQDTEhVjNpJAOMaJy31EotmiS7sbyvnWF+7896/ErsZyHt7XuKYwxDK3lV0N5Vn6KtF4WlRMUVQk6e4IiRYEgft31vA7zx3mz18+xbQvlNWLY4kUZ9oHudY7zs8/aOOB1loO766jvsKN22Zad8qHqsLp9kFGprJ1apqqivjC/dvXlCIjCLCnqYLj+xv5+QdtmdenfSE+uthDS10pBv3WPWf5jkYSqSxxYNRrM6G+vkAE72xkyZDNvpGZjN6EQaehutRBXbkLjSSSTKWFa3tGpkkkt2HUZz8niqLSP5adMtJQ4c5ZvPR2uFfs6b02zt0pUrLCf3v5iVoJZQAAIABJREFUM1585+Jtn0MjifzOc4d55EBuc7Kl2OzxJSUrTHqCJFPZc6/6ChfmFVJrF6LXSjRUZqfCReNJRib9pGTlnsjl3+z7ki/9Nl/akQubNT/dSrwJL1E5QiQVxpvwMBodybwnqzLdoW50Yn7YYbNBx1eP72FsZhZfMIrLaqLIYca4jnlVwTmxCaikJ9sLd4pSKYV4MsVsKMr4TICOwSnO3RjiUufIonJoVSUO/sFXHqTcbc/p+wbGvXQOTWW9Vl3q4OCO6jWHYBv0Wg7dYmQArvVNMBuKrWpkNJKYLk04p+oLaQ/t6fYBdtanw93udA5rPl2PjcCg01BZbEerkTJhhKjpkKqN4osP7FhWjX+jUFU1c28WLny1GokvH2td5HnfTCRR4OieeoqdaxuUdVoNzdXF/OqzG1mv+4IREikZ4x3WadhI9DoNTx9pwW4x8BevncmE9S8kHEvQMzJDz8gML310hV0NZTzQWsuxfY3UljkRxdwqVtxKPJHk3PUhYgvyXjWSyP2ttZS51y7IaTJoeXhfI7/67AbhOUeYoqqcvjbA15/YT2Vxbrb180g6MsGK02rMOCe8gSgzs2HqK7K1IFRVpXfUk3FOmAw6akqdVBTZsZkNmeO7h2eIJ1KLJi+KqtI/nq0v0lRdfEcrxNwr9vReG+fuJNO+ENO3pBGuBY0kEsyxfOFSbMX4IivKIh0zSUzPz3J1JouiiM2kRyOJWRtM/lCUZEq+650TW3Ff8qXf5ks7cmEz7OlWcyPQzhnvafrD/XSFunh/8t3Me4qqYtVaeL7ihS1s4TyCIGA26GiumpcdOHtjiFKXldrbjJ4oOCc2gV98eIWPLvSkQyDmUNX0YJFMykTiSYKR2KLSoaIo0FhZxO89f5h92ypzNhBt3aNZZZBEUaCpqgiHde3CJOJcyKzFqM+arI1O+fEHo6tO6gVBYEdtKe/oOzMqz7Ki8vLHVymymzm+v2muAsmam5Yz+XQ9NgqryYAkCtz8VSpsWDSK02riwI6qDTnXSsiKSt+YB48/WwSztszJnqaKO/79K+G0mthRW7LmHVtRFHDZFj9X0XgyK7XpbkGrkXhoXwPVZU5e+fgqH13sYcK7dM3zaDzJuRvDtHWP8eon17hvZw1PH26hqaoI8xonI2MzAYYn/VlOK71Ow6GW2xM5FQSBmrkd/Pa+iczrg5N+Rqb8BefEKpQX2XDaTIzNpNM1AuEoM/50NM1C0x2JJekb82Rskcmgo6bMiUGvpbbcyeScEN/wpI/ZcHSRDZ4NRrMWjZIo0lDhuqPjA9wb9vReHOfuVbZqfLk1pF4Q1rY5pKpqZrNtIbKiLiqlfDeyFfclX/ptvrRjNTbLnt4JUopCNJUkKctoRBGbfvk0/QPOQzRbtvHK2C+pMtWww7Ij854oiJg0JpzardV5icQSjM7MLvne2RtDHN1dX3BO5DOe2fCiKgSrYdRreWhfA999+j6aq4tzdkzIikL38AyJBTXfNaJIQ4X7tnafBEHAbNRhNWUbmURKZsoXpJWyVc9xf2sNlcV2uuZElCCdT/7vfvQhZ9uHeOpwCwd3VGHUazc8iiIfr8dGoNVIi67VRuV81le4bmtAWiuJZIreEc+i3PNdjeU4N+H7V8JhNVJVsvYBVBCEJVMEZFm5a3Nypbn+8o++8TCP37eNd8508snl3sxC9VYSqXTpuaFJPx9e6OGxQ8187dG91Fe4lhRQXIoJT4Bpf/bOpttmprLo9ic1boeZymJ7lnNClhU6B6d4oLX2ts/7ecBlM1HitHCd9MJdVlRGpmYzav038Yei9I95so4rdliQFYWGcjdn24eA9KSmf9S7SOhyeMqfVaqw1GXBbTff8ei6u92e3qvj3L3KVowvoiBiuaXEZ0pWCEXiyIqSUy6+qqoE5z6/EItRh+Yuy+Vfis2+L/nSb/OlHbmwWfPTjSQpy1yeGufT0UEGA7OEEwm2udz8s/uPZT4TTMQJJuKYtDrsOj1GyYhRMtJia6VYX0y9ZfmKYVtFx9AU//WXny45L+sf9/LgOuZVBedEnmEx6tm3vZIvHdnJ/u1VOK3GNU3MAqEYntlwthdbuGl8ppc7bEXGZ2azt8fm8IeiOR1f6rLy64/v4z/95GNCC7QF4skU757r5NyNYXbUlvDowSb2b6+ixGnZMEdFPl6P5VBVFVlRiSeSJJIySVlBlhUUVUVRbv6toqhqetfyDi12y4tsmDYhBz+ZkhmZztYUEASB2jLnunLVNgKLUY/LtrbQTkg/Fks9t3enWyIbURTZ3VhOc3UxXzm2iwsdw5y43MvAmBdfMLrkDpE3EOGXH1+lrWuUb3zhAF+4f9uqfVtR06W/FlUrKrZlLYTXil6rodRlRZLELDG7wYn1Cx/e60iiSH25m5Oa/kzqw9Ckj3gylbknqqriC0QYmpjv0/UVLiRJRKuRqC13IYkCsqISS6ToHp7mkVt0lIYn/UQX7N5Vlzqxmm4vBPjzZE/vpnFuqxEEgf3bKnMWgVwKSRRzLuu+FFsxvmg1IpVFt6QvAb2jM4SjCWzm1cXWY4kU3beE/ms1EuVFNrT3QNWjzb4v+dJv86UdubBZ89ONQFVV/PEYf3nlAi9332AsFECeG2eCiez5zcXJMf7ozCe0uIr5Px96DKsuPe4dcB5EIj/7ll6n4ctHWzm+RKn1X53pQLeONK+CcyLPqK9w8c9+41HKi2zLGryVCETii3JlE0mZ//rzT/nTlz69rTap6tIhrrF4aolPL0YjiTxx3zam/aFFNeVVNZ2X99m1Ac5eH6SqxMEDrbU8sKuWPY0V6/aQ5uP1uJV4IsXghJf+MS+j037GPUG8sxECkRjReJJEIkUiJZNIySRTMsmkTDyZumOiohaj/o4K0N0kJSuLUjqMOg1Fjju/U7oaJoMWwzoWwvcqgiBg1Gtpri6iqcrNV47tor1/nE+v9HO2fYj+Me8iJ4UsK3SPzPAnPz2BNxDmG0/sx7SCAJssK/gC0UURNS6baV05zYIg4LaZ0UpSlnNiyrdxwof3Mg1VbrQaMbOwGZ70EU+kYG4ur6ppR89Ce9tQ6UYU0uHjFUU2bGYDvmCUZFKmb8yTlaeuKCrDU36iiXnnRE2pE6tp9UXTQj6P9vRuGOfyBUkUePboTp45snNd51lPCeWtGl9qypxUFtsZWCD+ev7GMEMTPnY1lq96/LgnwOn2wazXihxmmquLEZZaid5lbPZ9yZd+my/tyIXNmp9uBHE5xY+vt/Hfr5wnKctUWKzoNVp6fJ5Fn6202PDHopwaHaLH52V/abo/mqT8Ld3cXFlEfZlryfnc4da6nByey1GYfW8CB7ZXsbe5YlF41Gw4xgfnu/EGIpnX+kY9nLjUy9cf34d4G+J50XgyPWG8BVlR2Oi511J550txs9zSbzx5gLpyFy++c5Hu4elFwp+yojI44WNowse7ZztpqHBz/GATR3fXU+a2odWIa1605uP1gLTRnvIFOX1tkBOXehma9OENRIhEE1u+y27QaTalqoSsqIvKEep0mhVraW8GggAG3canGN1LCIKQCd28f2cte5sreeF4gPMdw7x3touOwcmsKClIV2b50VsXcNvNfOlo67KTe3ku1PhWzAb9usuAmY26Rc92IBxDVdXC/V6F+nIXeq0mk5c86Q0SiMQywrWKonBjYD5lRhQF6ivcmWflpm6FLxhFJZ3aNzMbpnxO4DQSSzA2PZuxo3qtRG2ZE10OO7Kfd3uar+NcviKJApotEifeqvElrbvj5FBLNSNT/szCcdof4odvnuMPvvEwFUW2JW2soqTLB//oV+ezKlKIgsDepgq21RTfcV2YO81W3Jd86bf50o5c2Ah72nF5iEunezj+9F4qat3rOtdKdHo9/KTjKlpR4nu7D/Klxu10+Wb4w/ffXPRZh8HIDlcxZ8dHuD4zlXFO9IZ6CKaC7LHvRVEVLvkvcsF3HrfOzeOlX8Cl2zrdCZ1Wg047Zx/8QS53j1HqsrK7oQyzQYfFmFsVoKUoOCc2gQM7qvjNp+9bNBgmUzKplMyrJ9szHTYcS2TE5Bor3Ws2lClZ3rQynWs1MSaDjscONdPaUMY7Zzp5/3wXPcMzi9qrAr5glAudI1zrG+f1T9p59qGdPHqwOTORzZV8vB6xeJITl/v4ybsX6RqeJp5IbfkEeiHpReOdH6AVRSWVyhaB1cyFgG816y2F+XlDr9VQU+aissTBIwea+OhiD6+fbOd6/2RWBEQgHONn71+eC6teWihJVckKO75J2jm5vnZqNeIiJ7Esq8iKctfsxmwVDquRMrcNXzAdlhtPpBidnqVxrrRgUlboGpoPAS52WChZoKhe6rJRZDfTN5reNZr2h5jyBjM2fTYcY8I7H8ViNuqpKXOuOgYW7Gl+jnMFlmerxhedVuLZozu52DFC35w2jKrCJ219zIZjfPmhVlrqSymym9FrNSRTMt5glK6hKd4+3cGpqwNZz1llsZ0XHtmzptLO+cxm35d86bf50o5c2Ah72nFliA9fu8yhY9vX2ZqV+WxsiOlImEdrGvje7gO4jSZ8saXTWowaDVVWGydGUoyG5vW8rsy2oagye+37GI2O8u7k21SbahiODnHee5Yny566o78hF7zBCD965yK+YISqYjvNVUW8/tl1ju6uZ3t18eonWIJ7w6LkOZIgoNWIiya/Wo3EC4/u5VLXaFbec/+Yh1dOXOV3nz+y9nxbdbGSsiDMhURv5ORbSO9CrukQQUASBCqK7HznqUM8dqiZ8zeGee9sJz0jMwTCMeRbvKrxpEzX8DSDv/iUTy738e0vHuRQS03uoXd5dD1UVSUUTfDiOxd56aM2PLORrPcFIV0v2GzU4babKXPZcNlNWIx6TAYtep0Ggy4ddnjych8fXuzZtAHlzqAuujeFme/diyCknUtuu5nnj+/mwPYq/vqNs7x/rpv4AqGtvjEPH13s5VtPHlh693IZBfmNeDSWlBUQuCdCku80Bp2Whkp3pqRsUlYYXjBuTXiCTC2otNFQ4ca+QDPJqNdSV+7iQucIsqzgmQ0zNhNgd1MFAmnH1YRnflJmNempLV9e6btgTxeQR+NcgfxFEAS215Tw3Wfv47/87BOm59IqU7LCxc4ROgYnKXVZsZkMaDUSKSUdxTbpDWbKA0N6aVheZOMfPPcgrQ3lhaiz2yVf+m2+tGOTiIQSSBqJkvLb143JhT6/l7gs82BFNQ7DyvqBWlHCotMjKwqh5HzUaSgVpMpYTUpN0R64SqmhlOcrX+Da7BWuB64ve77NZNIXRKeV+OrxPZy6NoBOI6GoKpFYYvWDl6HgnNhiGircPHt0Jz949XSmlKisqLx7tov7d9ZybN/aFFolSVwU8mTQafln336MbbfpwVqO9ehBaCSR6hIHFUU2HjvYzNXecU629dHWPcbghHfRJDGeSHGhY5ix6Vl+57nDPH2kJacQ73y6HsmUzFunb/D3717MGugBnFYjh1qquX9nLbsby3HbzeldXjG905sOjSbz99h0gBOX++7eyTRpD7hGk30PZUVZcte8wN2FJIrUlbv4veeP4A/GOHW1P/NeIilzqWuELz20E6d1cT6lIAjodIsnRIlkat2ihYlkalFYqVYS15U//nnBMOdcuEkqpTAyPV9GbGDcQ3gulUcA6ipc2BY41wUBmquL0c4JkqZkhcEJL4lkCr1Wgy8QwbcgxTFdIcS6bHsK9nSefBrnCuQ3GknksUPNpGSFH799gd7R+fz3SCxJ/5h3haPTKTE768v4jS8e5OH9jWgLUYa3Tb7023xpx2bhKrai0YhEI3HsrrULoOZKNJkCFWw6PdIqDry0gLOCIAhohfk+pRV0JJUkgeQsXcFODruPYpbM6EUDCWVx+utWYNBqiCdSTHiDROJJOoammPaFsK6xhPxCCs6JLUav0/DUgy2cujJAW/doZnfQG4jw0/cvs6O2ZE0CgUa9FoNusZKtea7efD4hCAIaScJhNXJsXwMP7qplaNLHle4x3s3krcczHl1VhbGZAH/x2mlKXVYO7qhedVGRT9ejd9TDT9+7lL0DIUBjZRH/4CsP8uCuOkyGHHMe74G1lCiIWI16xhe8Fk+mCEcTqCp3fQ7r5x1BEChzW3nu4V1c7BwhtkDosGdkhmA4vqRzQiOJ2M2LJzDBSHzdi8dgJE7qFsFOu2VtFZE+r2glkepSBwadhlgihawojM8ESKZkNJLIwLg3s1Ni0GtprHSj1WRPMZqri9HPHQ/QOzJDLJ5CI0mMTPmzIucaq4pW1AUo2NN58mmcK5DfCIKAQaflmSM7qSpx8KcvfZqee851PUkUUBQVlbSmhCgKaDUSeq2G6lIHxw808eiBJipL7OvWAPq8ky/9Nl/asVnsP9LEqffaOftRB1944RAG453RGrHr9QgC+OMxZFVFs8J3hFNJhoJ+dKJEsWneYVJvrufE9Md0BjvQS3p22FoQEPAmPOjF21/8byRVxQ4ObKvi48u9aVHreJLDrbVUl9x+ZErBOZEHlLqtfOVYKz2jMxkhOFVVaese5YML3fza8T05iYJBOhT21rApRVWzRDfzFa1GoqHCTW2Zk4f2NXCmfZDXPmnnau941m766PQsL398leaaYhyWlb2w+XI9VFXlxKVexmYCWa8XOyx8/4WjHNlTt6ac92RKvmOl7zYLjSTismUvTmPxFJ5ApCBQeI8giiJ15U4qimyZHGcAXyCSVVN9IZIo4LKZ0EhiljPCOxtZV1SNqqp4AovPcVPQscDKCIJAidOKy2bK2LHZUBR/KIrNZGBkyk9i7tpazfo5MczscxTZzZQ6rcyG0hWbBsZ9RONJjAZtVhQGQFNV0bJtKdjTbPJlnCtw9xCKxLncNUL/qCfjmNheU0xrQzmRWIKUomDQabEYdZS7bTRVFVNX4cJhSad8FMbn9ZMv/TZf2rFZ6A1aDhxp5q2fncM3E6J5V2W6FO6CR1qn09KyvwbdOsqWbnMVoddoODcxypebduA2Ll95o8s7w4WJMaw6HTuLSjKv77bvJa7E8Sa87HMcwKaxIasyOlFHq333bbdtI0kpCrVlTv7hC0eRFRWdVsqkht0uBedEHiAKAg/ta+D0tUHePduZiZ6IxpP84sM29jZVsKOuNKdz2S1Gih0WBGE+h0yWFXpGZu6KBd/NaIpih4Vnj+xkX3MlP3rrAq9+cpVkKr1QUVU43T7IyJR/VedEvlyPUDTBtb7xTOoOpNMaHmit5fDutU2kVVUlGIkvKtl4t6HVSlSVOmBBaTJFVekf8xCNJzCvIySsQP5gMuiwWbJLSsUTKZLLREEIgkCxw4zTamLaP69hMDo9m6kUcTtEYkkmPcFFaR31FVundn23Ueq0UOSwzDsnwjFm/GEURWV0gXPBYTFSX7FYBd1o0NJUXUTXcFo40xuIMOkNYrcYGFlQBUCSxIzQ5lIU7Gk2+TLOFch/VFUlHE3wt786z88+uEw0nkQUBR7cVcf3XzjC9prSQtTiJpEv/TZf2rFZnHqvnXd+eQHvTJCXf/gpGq2EdEuKsbvExv/1334LV/HtOyeOVNZQZ3NwYniAv7vexjd27CYupzdlFFUllkoSl2Wuz0zxH8+fYjoS5rHaBvYUz6/3jJKRY0XHs+6BJEgcKzp+2+3aaHzBCC++dwmH1ci+pgp21JSko6/W8ewUnBN5gt1s5CsP7+Jy92iWqNjwpJ+XT1zlDytcS4Zd3YpGEmmsKuLEpd6MCF1KVugeSZfuNK7DC7jZCIJAZbGd7zx1kN7RGS53jWbei8QS9I542NWwcm3ufLkevmAko3J/E60ksX975Zq9i/FECo8/vEg89G5Dr01HyiwcEAGu903gD8UKzol7BEVVkW9xRIir6DyUF9kpdVmynBOzoSiDE77bDjOd8YcW7c5rJJHmqo3Nqb2XcdpMFDvMCKQFSkOROP5gFEkUGV8QxVBb5lyyjJhRr81yOiRTMgPjXhoq3UwuqNRR4rQsiqpaSMGeZpMv41yB/EdRVc7eGOLlE1eJxtPO3royF9//tSNsqy4pOCY2kXzpt/nSjs2ifnsZX/zaoRU/YzTpMJrXNwetttn5Tus+/t2ZT/jzy+c4OTKITZc+51goyH++cJpun4e26QlmImEqLFZ+s3U/Nv38Zs5QZBCtqKNYX4xG1CDM/ZdPqYhlLiu/++UH6R6d4VrfOGdvDFFZZOeJQ9sost+epkfBOZEniKLAvuZKHjvYzC8+upIJPU7JCh9e6OHw7jqO7W3MSbjtwPZKfvaeLkshv3/UQ3vfOAd3VN9VXtCbDop9zRW0901krouqqnhmQ6scnSYfrkcsnlpUR1oSBUpdayuNqqoq454Aw1O+1T+c50hiekB02cx4ZsOZ1wcmvFzpGaOiyHZXPasFFqOqKsFwfNFC0mkxrlh+rsRpobmmmBsDk5lFYzwpc6Z9gKN76tcsYKkoKn1jHoYmssXe6spdVBbb13SufERzS+63ioosb/xiW6uRqCt3odVKJJIy4WgCfyiKJApZjqSWurIl+65GEqkpc2Iy6IjEEiRTMv3jXryBSJZ2RF25C8sKlaoK9nQx+TDOFch/ovEk757pJBBOp1aJgsD+7ZVsry0pPCNbQL7023xpx2bQsq+Wln21d/x79JKG55pbSCkKf3HlAhcnxzKaV8PBWf7rpTMAaEWRJqebPzx0hMOV1Vnlzj/znGIg0k+NqZad1p00WpowSiYkIX9SqyRRpMhhxmrSU+G28cHFHt4938Wexorbdk4U1GzyCL1Ow5eP7aL2lp1BXyDCzz9oY8oXXObIbOrKXexsKMt6bcYf5v1z3Rk19bsJQRAwGXSLFiS5pgjnw/XQSOIi8SgV1pznLCsKbd1jDE34V/9wniMIAnXlLpqrs8O3E0mZ10+247lH8x0/T8iKStfQdFaJSICaMueKJcUkSeTI7nqspvkdBFlRuNAxwuCEb839JhSN89HFnowQI8ynAbjsy+/Q3x0ImG65lrKsEo7GF6WwbAT1lW50c0KXiZTMjD/M8KQ/k3YniQLba5aORrkpklrkMM+1U2FsepbxmQCJ1Py9qS1zYjYs/3wU7Oli8mGcK5D/JJMyvSMzmX+nS0bmLrpeYGPJl36bL+241zBrdXx9x27+5Iln+e3dBzlcUU2Lu5hmp5sWdzFHKqr5vX3388ePP8MTdY3opOxNm6fKnuYLpV8koSR4d+pdftD/33hn8i36w32EUqG80EoKRuO8fbaT//76GX7ywWXcdhP/27cfo7FycWpnrhQiJ/KMunIXzz28i//8008y4mIqcKFjmHfPdvHtpw5medWWwmYy8OQDO7jQMZJRT1dUlbfPdNDaWMbTh1sy5dTWiqqqqCo571yqalr1WYDbHvwSSZnhKX+WkJ0gCJkJ7mrkw/UwGbQY9dndTVFUxmcCOedlqarK4LiPV05czfJu3804rUaO7Wvkas844QU1kdt6xnjxnYv8j8/ev+IOaoGNJV3OSp3rD7ffZ2+ea2TKzysnrmYJW4qiwJ6mCuxmwwpHw96mCnY3lfPJ5b7MawPjXl47eY3f/vIDOaf9KIrK6WsDnLo6kPV6idPC8QONOaXL5TOCkO5HC1FUleEpP8FIHJvZsKGh2g0Vbgw6DaFoOtJhwhPI0msodlopcy8fwVDmtlHisDA04UMFPLNhuoamMvoROq1ETalzRRHogj1dTD6McwXyH3Xuz00UReVK9ygTngDFDkvWPS44LO48+dJv86Udm4WqqsgphekJP9Pjs2g0Etv3VCNKAnJKQZRulpxef5sNGg17S8rZU1xGNJXCE40Ql1PoJQm30YRJu7wj3qFzclB3iH2O/UzFpugOddIRvMF531mK9SXssO5kj30vTp0z3d4tyPcIhuNMeIMc3V1HS00pJsP651SFyIk8Q6sReeRAE3ubK7MmlMmUwuufttM1NL2qp0ySRO7fWcMDrTVZxiAYifMXr57mV6durNkTqqoqgXCMjsEpPr3St/oBc0x6g3x2dYCRqVkSybUrosuywsXOYS52jGTtApoM2hUF0xaSD9fDaTVR7LRkmY1kSuZ0+2Am73MlbgrO/eDV03QMTq2prfmMIAgc399I6y0e+3gixc8/aONHb59nxh9a0w6wqqqEIvFMmcMCuTMbivHjty/w1ukbDE74CEfjt+WZT6ZkOgan+C8//4T2/oms98pcVo7urV9VG8BmMfDcw7uzyo2mZIVXP7nGW6c7cuo3KVnhYtcIP3zzHLOh+dQSURQ4trdhVc2auwFREKgtcy1azF/tGadzaAqVjd1ZcVpNlLjmK5xMeIN0D8/vxDZWuld0KNpMBipL7BlbfNOO3qzeYjMZqC51rDgpLNjTxeTDOFcg/9FqpKzoXBW42DXKv/yzN/nbt85zsq2PS12jXOkZo617NOvP1d4xbgxM0j/mYcYfuuur3OQD+dJv86Udm4GqqowOevjzf/s6/8fv/Q1/9M//nr/6j2+TiCcJ+CL88E/e4dKpHpQNTo0UBAGTVku1zU6T0021zbGiY+JW9JIeu9aBJEjIqkw4FeGS/yI/HPwrLvsvIStbM98tcVo4tqee3lEPV/rGSMoKI1N+oonbFzAvRE7kGemwVxvPH99N19AUs3N5gZDeNfz5B2384TceXnU32WUz8e0vHmRg3Ev/2Hye9cjULP/hxY9o6xnlqQdbaKkrXVbsRlFVAqEYfWMebgxMcr1/kkudI1SXOji2rzGn3zMyNcu//qt3cNvNHGqpYXdjGa315RQ5zKt6UUPRBB9f6uHFdy5mKcED7N9eTWVJ7rniW3099DoNuxor+OzqQCa0XFFVzl0f5JVPrvH8w7sx6NLd8eak/Oagn0zJXOgY4Udvned8x/AdCdXeSoocZn7jyQP0js7gmZ1P5YjEEvzwzfNc75vk6SMt3L+zBqfVtOQusKpCOBanb8xL99A0V3rGiMQ5mIZqAAAgAElEQVQT/C/ffowSl3UTf83dTTIl8/GlXq71jVNT6qS1oYztNSVsqymmrtyFw2Jcsd/GEyl6R2c4dXWA98510TfqyXpfEgUeO7SN3Q3lq+5ISGJ6svT04R38/MO2zM76bCjGn770KZPeIM8/vJvyoqV36UPRBB+c7+bFdy9mhTEDbKsu5muP7VtXqat84WaqRH2Fm84FC+2Z2TB/9doZLEYdO3LMJ8/lMwadhvoKN9f7J4F0XrJvgeOnsbII6wrjkygKNFUVoddqiMaTeAMR2vsmSMylhdjMBqpLVxY9LdjTpdnqce5uQFVVrvVNoF1B8yYXREGgubqI2rK7q9qPUa/l0YPNnL0+lHHkJVMybT1jtPWMrXisRhIx6LU4LEYqi+3sqCvh6O56djWWo5HEnHeZc3FoLPeR9C786sffTVEf+dJv86Udd5pIKM7f/PHbXDrVw+776pn1hpn1hdPPlQCjAx48U0F27K3BbF05wvNOI6sy49Exrsy2cSNwnYgcYYethd+o+R+oNzeQVBKc9nzGWxNvUmGspMxQtvpJNxhPIMLPPmxDUVWm/SH2NJTzq7MdPLS7gZ05Vpq8lYJzIk95oLWWh/Y18Man1zOvKYrKe+c6ObqnjkcPNq96jp31Zfze80f44598zIRnXq8iGInz6iftnGzrp9Rppa7ChctmwmTQIcsK0XgSfyjKxEwAbzAtVBYIxTJpJmtxCgAkZYWOwSm6hqaxmPQ4rUbK3DbqypxUlTpxWAwZTYlYPIknEGFgzMuNwUmGJnxZQmkAZW4rv/bwLuzmlcuI5tv1eHhfA++cvkHn0HTmtUA4zg9eOc31vgkeOdBEZYkdnUaDrChEYkm6hqc5f2OIKz1jeGbDqCqYjToePdDEp1f6FwkN3o1Iosihlhp+85n7+Js3zmXV1k6mZD67NsC1vnGKnRZqS51UFNsyWgTRRJJgOM7YTIAZf4hAOEYgHCeWSNJYVcTdWxxwa1EUlYFxLwPjXt4724XVrMdi1OOwGCkvsuGwGDAadOi0GlIpmUgswZQvxNj0LJ5ABG8gsihqRSOJPLS3ga89thdJyi1oz6jX8q0nDzDlC/HhxZ5M1Y/ZUIy/e/sCJy71sre5ku01JRQ50nnTwUiM3lEPbd2j9I56CN1iP6pLHfzu80cWafvczZS4rDxyoIn+UU/GLgFc7BrhX/7Zmzy4q5aWujIcViOCkHYihebELH1z9+vZozt5oHV1kTCdVkPDglzS0elZlLnFgsmgpb7ChWaV+9tcXZxxToQicULReGYx4rabKHVaVjweCvZ0ObZ6nMt3ZEXl9ZPtvH26Y13n0Ugiv/P84bvOOSGJAg/vb2BwwsvLH19d0zOfkpV0f43EGZnyc/7GEG991sGjB5v4+uP7VnUqwvxuev+Yl0gsQTiWSP8dzf7/4Nx3LCQYjvODV09T7rZhMugwG3WYDFrMBl3633N/u+wmakqdd5XzOV/6bb60405y+UwvfR3jfO+fPsXRL+zi7V+c471XLgFgMOqoaSzhwqddJBIpbk/OMY0yl9YucvvOsl9NvEH77DWsGiv3ux5gm3UHTp0TnZiOuNAKWvY7D3DRf4GovDU6bZ7ZMDazgYd213Pyaj8aTVqscz3pkgXnRJ5iM+v5teO7OX9jOKvEWjia4O/fvcS+5kqcK5Rag3T43vEDTSDAn710ioHxeU+ooqjM+MPM+MOLwq7vFMrcoBQIxxic8HGmfXDN57CZDfzGkwd5cFfdmvPXtvp6VBbb+foT+/lPPzmRUcqGdFjzW6c7eOt0Bwa9BqNeSyIpE40lM5P+mxj1Wr726F6++uheJrxBzt8YviNt3Wz0Og1ffWQvoiDwl6+dWTRhCkbiBCPxRTvxBe488WSKuD/FjD9dUeVy9+gqRyxGEgUe3tfIH3z9GBVFa5uklLqs/MNfP0ZSlvm0rT+jX5FIyvSOeuhdwzNRVWLn+y8c5aG99XfVztpq6DQSzx7Zydn2IS51jWReV5S09sTwB36gbdnjNZLIfS01OX2XViNmNCESSTnLRjksRuorXKte26oSBw6rAX8omk46mTuFKAjUV7jR5LCoKNjTpdnqce5uIJZIZYnj3g6SKGSiue42kimZ2nIXJS7ruhxysqIy6Q3yk/cuMTLl559/57Gc7Pu560P8iz99Y83fl0jJOfXRPU0V/JvvP3tXRU3mS7/Nl3bcSYa6JzGadBx/Zg9mqzFrvJEkEavDRHA2iiKvb3vrtZ4OhoOzPNuwnXrHyo67pCxzZnyE/lkfD1fVUWt3AFCur6CxoolGS1PGIbEQQRAwSkaOuo/h1G7NhovJoCMYidM75iEYiXOhc4RxTxCH5fajTgrOiTxFEAR21Jby1IM7ePHdi1mD4PX+CV492c63vrAf3SqhiRpJ5Pi+RorsFv72V+e42DVCMBxf8ZiVMBt1lDhzN/g6rYRJr8W/zh0prUaivsLFt548wGMHm3Peeb2VrbweWo3EE/dtwzMb5mcftDHtW1wKNRZPEYsvnjQJAhTZzXz98f08d3wXJr2OXY3l98Rk+iY6rcTzx3dT7rbx43cucr1/Yl0TSK0krioeWyAbURSwGHVIopAp4bkeNJJIudvGM0dbePZoK+UrCCUuhyAIVBTZ+KffepSqYge/+uwGvmAk52o9kF6E7moo47e+9AD7t1XeU46Jm5S5rXz/hfSOV9fQdJYI6UYiCALFDgtFdjNjM9lVWJw2EzU5RKQY9VoaKosYGM8u4SmKAk3VuWkJFezp8mz1uF8g/7gZsfD++W7ePHWdvlFPRtRWEkWMBi06jbTkmHmzEo4sKyRSMrFEMsv+qiqcvjbI3/7qPP/TVx9aNe14MxKp7sZkrXzpt/8/e+8dXVl21/l+Trw56gZlqRRKUqlyVYfq3O1OTm3TYBtsDDZhiMMMa2DeADMsWMN7kxYw8Fi8ATwwGBgMmMHGod1253ZXdVd3VVeOyln3Xt0cT3x/XJW6VCWpVKlbbeuzlr3Ut+69e99z9j7n7O/+/b6/jdKP24UoCtg2K3pKWJZFpVTF5b66QuD18s2RCxyanmB7JHZNccKybQ5OT/C/zxxHEcUlcWJPaC8CVxtzWraFZmk4JSdOycWBhntuqq83Q2s0wCN7e/jOWxeYTGSx37Z5dF8vrdHgDX/npjixgVEViY/ev503To8vM+2qagb/9NIJ7hhoY6Azfu3cbUliZ08Tv/mTT/DKsWFefOsiJ4ZmyRbXJxjIkkhLNEBfe4w7Bzu4e/v6dtig7uz+0x8/wGvHRzk1MksiXbxq92otVEWiuyXCge2dPHmgn47G8E07z7+Xx8PlUPj04/tobwzx5ReOc3J4lto1FuAep8q+gTY+dv927t7egSJL2DZs64wjS+JtW4S82wiCgFNVuH93NwNb4jz/5kVeOTbMmdH5Jffoa34HEA54GOiM88DuLvyezUof10PA6+RHP7ifzuYwp4bnGJtNL9uVXi+XfAnu3NbOw/t66euIId3Ejf6Sr8LP/MA97O1r5RuvneGtcxPkr/HApCoSW9uiPLJ/K4/f1Ucs5P2eFCYusWtrC7/9U0/yd88d45VjwyRWWLCvhCJLa1bHuJJI0EM05F0mTghCvQSodx1VVByKTG9blBfeurjsdVkS6WpenzgBm9fTtXgv73ObbDwWciX+/OuH+fp3Ty95TSiSSF9nnP39bWxpDhPwOpfKBF+ObYNhmpSrOulCmfG5NMcuTHNxMrXk/2CYFs++fo4n7upn99aWd/W3fS+xUebtRunH7aBlS4RaVefowYvc9/j2Zf+WThY48eYo3QPNqKv4atwOFEnCpzoo6RpThXfuq6Kw8kZsTs9yNHOED8Qfq1foeI8ea2zbxjAtZEliV3czu3ta2NoWpbul4apy39eDsEGcdjdEJ6qmTrpWIuLwXlVrdj2YpsVUMksyU1r2enPUT1OD/4Yeik3LYmwmfVXonSBAV0sDQa9rXd9rWCbJaoGyoZErVjELMDad5uJkktlUnmyhgmaYdQVdlfF5nMTDPlpjQbY0h2mOBIgEPfjcjuv+HXXFvsZ8Os9MKs/ozAIzyTypXIl8qUqlpmOYJqIg4HTU8wfjYR8djWF62iK0x0PEwz4Uef2GS+vFsmxypQqTc1nOTybeleNRb9cimS1xfiLByaFZhqdSZAplyjUdSRTxuh3EQ156WiNs29JIV0sDIb972a5GvlRleDqFadoIQr1EX0t0/SHzlmWTyBSYSiw3G22K+GmO3Nh4vZXUQwiLTCayXJxMMjy1wFw6T65YoaabCIKAQ5FxOxViIS+NDX66WxpojQVpbPBf07zxEslMkalkFnNRRa+XZnQvy6tfL7Ztky1WGJ5anmoQXtxRvlYu/kbAtm10w2IhVySVKzGTzDOZyDC3UCCdL1Mo1ajU9LpTOzaSKOJUZQJeF40NPjoaQ3S3RmmO+ImFfCiydEtLWV46xuOzGU6NzHJ+PMHcQp7CopO426EQDXnZ0tzA9q5GtjQ3EA/7btuxt22boakUueI7Io4sibQ3Bgn7byZj9cYpVTTG59KcGZ3n/HiC6VSOYrlGTTeQRBGPS617/4T9tMWDdDaH6W2NEvStz8fHME1GZtLkL/vNggCxkI+2+LV3SxKVIkbZZCZRfwgzbYu8ViXi9tDfsbrZ2mpsXk/X5r26z73XGKbF6MzCsrl5qxCEenpS/BqpAxvh/lKp6fzpVw7y5ReOL0UjelwqP/TwLn7goZ3XfX3UDJOJuTT/4/8c5LvHR5ZF2f2Ljx/gpz92YM3fkClUbmuKptet0tXcsGZk8UY4L9dio8zb96Ift/N6WsiV+f3f+EdGz89x9yMDpOZznD02wSd/6kGOHrzI5EiSn/v1j7L33l7Em3hu+Jlnv8qh6Qn+8NEP81B715rvtW2bPz95hP/70Mv82OBufuu+D6z5/vHSGM/Of4t/0fWzN9y/W0GuWOGvvn2E+XSBhoAHzTDJFCo8sKuLR/f1ruT7sq4Tt+HFCdu2qZoGZ3MzTJezGLZFUHXR44vR4g6uqirdCKcy0/zx+Rf5N4OP0+2L3bLvXS+GZXIwOYyAwIFoF7J468x8clqFvxs7zJGFcc7m5vizAz9GjzeGYVlYlr1UhxjqF2lBEBBFAUkUkMT1iwJFvcpkOUOPL4ZyRf/tRXMY06y3adnvtGvYJsfTk4wUUwgCOCSZuNvP7oY2gqr7tj8Y2baNZdm3/Hhcq03brgtQhmld1aYoCsiiiHQdLtjfi9i2jWnVQ0ovHzNw2blZOj/i0mub3DyXnNFNy14+Z4F3/k+4Yo6Ii1ESwi0VJVbq26W5U5+z9dcvzR3p0tzh+3M8LF3TVpk3l+aMuHi+3s1j9F+PvcDn+u4g5qov7JKVIn8zdJR/veOBG/7OzevptXkv7nObvLfYts2bZyb4rS98i+Sib5AAfOS+Qf7lJ+9f9wbXSt976OQYv/0/n11mYn3/7i5+7199/FZ1fxM2zrzdKP24WWzbZuzCHH/7P17k5JujFLJlLMvC4VJp2xLlwz9yFw9/ZDeKKt/Ub7gecUIzTf7wyCH++OgbPN4T50d2rR19lKwlmalM80u9v3zD/bsVPPPGOS5OJfns4/txOxVsG85PJPjySyf46Y/eRfvVJrnrOqAbPq1Dt02+cPEV3loYo8FRd/DOamXui/XyY90HuMmUoGW0e8P8fN/DNLneG1fZyXKGP7nwMgICHZ4w7d7rV3BXw6c4+fSWu9kVauP/OvqP9R1PSbxh74aVsG2bc/k5npk+xb8eePQqcUIQBARAXMHsrGTUeGnhPG+nJ9gebKFiaszMZNkyF+GXBj5A/DafE0EQkCThlh6P9bRZf2iW3leu0u82giAgS8L7Iurge436GBW4iei820Z9XEjI0ubcWYn34pp2LQzLZL5SJFktMVHMUjZ0bGAol6JkrC91azVWup7qmkE6WcDhVHC4FETH9/dY2YhjYpPbS1UzOHxmYkmYgHrq4+N39d2wMAH1sdTXEcPrciwTJzL5MrZtb9iF6fuRjTJvN0o/bhZBEOjc2sgv/ObHmBhKMDeVRtcMAmEv7d1RmtrXZ8p8JRVDRzPf8Qc0LBMbKOk6udrq0VumZXMxk+KF8REcskTBnuGZueOEldXNpStmBbe0dlEE27ZZyJWpajpBr2upKuKtZGw2za7uZjzOerSjIEBnY5igz0U6X15JnFgXG16cmCpleCM1yo923cW9sV4EoGzq2LaFtBg1YdoWM+Us5/PzGJZJiztIn78RVZKpmjpvpyfo8DQwW8mRrBbwKU4Gg80ElPqFuWzUeGthnKxWRhVlOlYQBXJahTPZGdJaibDDw2CgGb9aD4HVLZMz2RlCDg8icC4/h2lb9PkbafeE1xXdYdk253NzuCQFGzifn6fVE0YUBCqGxrHMJB2eBmYqWZLVIgHFyWCwBb/irJdsMXVGiilmyllqplHvY7AZr+xY2ln2Kg6CqvsqwyPLtngzNUZQddMXeKdGbqKa53R2hjsaOvEqTqqmzvncHHOVHDYQdXrp9TfiV5z145Ob4fnZs5zMTPHM9EmckkKTK8D+hs5136j2NXTwL/sfQRREjqbH+cOzz/NGapSn2nZTNjROZKbo9cdIVguMFxeQRJHdoXYizrpwVdCrnMnOsFArEVBdDASaCDvqodW2bVMxdc7mZkhUC+jWOxeRB+NbCahuRgpJyoZGoyvAmdwMJaNGqztEf6AJRZTI61VGCgnmK3lsoMkVoD/QhCpKpGpFpkoZBAEyWpntwRYmS2lKhsauUCuCIHAhP4dLUpmr5BkINJLRysxWcuwMtRJ11ncRy4bG2dws85U8HlmlP9BEzOlDEAQMy+Rcbhav4kQRJc7l5jAsk15/nA5vw9KcuN3k9AwTpRFEQaTXtw1V3PR22GSTTdamZGh8dewUp9JzlIzDOCUFAXDJCh9qG7jl7U2OJPntX/wirZ1ROnpitHXHiDWHiDYGaIj7cXven+kKm2yyXio1nQuXldsFiIa8tDdeu6rOtVAV+aqNFd20MC0bWdqcV5tsXARBIBDysH1/J9v2doBtI4jiTS3evzFcN8C85Kt3diFJ1dD5m9PHeW5seMXP2EBZ1zi7kGS6mKfZ62dfY5Se8FYeij2CLKwskoyXx3k5+dKa/alqBl9+/hgvvHWR+3d38ZkP7id8jSqP10tV03n1xChD06ml1yzL5uJUkgd3rx0tshYbXpyQBHExOkLAIcooooRXeac8iW3bvJUa40tjh1FEGVkQSVQLPNLYzyc795PXK/zF0HfxyA5EBFyyykQpzWCwmX/Z/wHcsopl22S1ModTo7yZGqPXH8O32IZt28xX8/zJhZeZLedocHpJ10q0ukP8VO/9xJw+qqbOVybfRhbEergTNgWjimXbtHnWVwO7LpCMsSfcgWVbvLUwxj2xbjyyg6xe4QsXX62LKQg4ZYXx4gJ7w+38Yv8jqJLMaDHFXw4drO8cITJVTnNHZAuf77kXj3ythaPAq4mLZGolfm3Hh/AqTnTL5MXZc7wwd47twRYcksJXJt7mudmztLiDGJZFzdL58e572BFqpWTUGC4kmCylyekVhgtJ1BtIS5EFEaek4pBktvobCaluUtW6qVtGK/E/L77KzlArc5UcsiixUCvS4goScXpJVYt84eIrjBRTRBxeclqFiNPLT/c+QIs7SNU0+JuR1zmdm2GLJ8KZ3AzDhSRPte3m/lj9YnIoOcwbqVFa3EFKRg3NMmj3NNDnr4s2h1MjfHPqJG5ZRbNMZsoZPtGxn6fadjNSTPLfTj3LYLCZC/l5un1RBGCsuMCHWnZwZ3QLv3fmO/T64kyUFgg5PHhkB5OlBXaG2vjXA4+S16v81chBzuXmCDs8ZLUKiijy830P0+WNolkGX586Qc0yEBAwbYuiUaNq6nR4Gm7IFMeyLcZKQ5zJH0e3NFpc7ewK3oFDWrkMkI3NmwuvYWPT6u6ov2bbJGpzaFaNNnfn9XfiJpmtTPF29g0ONDyEbdu8lHyW+yKPEHM2vet9WQ81zSBfql6XOeztwuuq14bfXKRtcrsJqC5+ZuAAiijxWOtWgosCv0OScd6Az9O1MA2TxHSWxHSWo69dRBQFfAE3oaiPcNRHU1uY9u4YnVsbaWwJ4fQ4UB0yqkNeihraZHU2r2MbH8MwWcgv90FzOxR87qvLEl4vpUqNqqYve83lUG7K/HiTTW43h54/g2VZ3PPoILZdT/kTLtvYs22buakMx14fwtQtBvd10N4dR5LX3vwrajWOJ2ZJVkqUdWNpA/TgzMQ1+yQLImGnix/dtov723yokoRX9q66uR1UQ/jktf1uylWN4xdmGJtJ0xINXJfp9Xp54s4+Ri8rN3uJ5sg2ogEPp8fmGOxsXOGTa7PhxYkWd5BdoXa+OHyQ2UqO/Q0ddPtiuCQFQRDI61X+aeJt+gNNfKrzDkRB4Nnp03xz+iR3RbvwKQ5sIK9X+a1dTxFU3RxMDvHF4UNMlBboDzThkR18sGUHMaefM9mZZe1b2Lw0d56L+Xl+fceHafOEmSyl+a+nv8XL8+d5un3f0ntPZKb5lcEn6A80YtoWDlFGXOdqMa2VuJif52e2PoiFzRcuvEq6VloSFizbpmxo/PudH8Gvunhl/jxfGn2TqXKGLl+UNk+Yf7XtUdySigC8PH+Bvxo5xA+277umOCEKAg/G+/jdM88yVlxgMNhMyajxemqEu6JdBBQXumVyMDnEnnAbn+m6G1EQ0Exj6bvjLj9Pt+/DtG2seZuf6r0fr+yo7+TfwH2qYmicyc6Q16vLIlk0y2CokOSXtz1Kg8OLYZlLYtXB5BAnMlP86uCTdPujJCoFfv/sd/j2zGk+03U3Wb3MK/MX+EzX3TwY38pEKc1/PPF1dofrvhaXOJ2d5vHmQe6L9SAulvC5lKKyL9zJjmArLlnBsm2+cPFVXpw/z1Ntu+v9NjV+sGMfRxbGeGb6FP957w/yrZlTnMvPsTfSgWYZPNTYh2YZ/O7pb/M7ez7OdDnLc7Nn0C2T45lJ3kiN8m8Hn6TTG2GhVuS/nX6W78yc4fM99y318Xhmil8dfILBYDO2baOI8g2XzdQtjSOZg2zz7yaohDFtA1GQsGyTmcoUWT1NWI3Q6GzGsA3GSsMMFc+x1TeAS3IjIDBbneLN9GuIgkjJKNLq7iCjLdDsamO6MoFX9iELCppVRRWdzFYm0W2dqKORmKMRw9ZJ1RJYtklGX1h8vQnNqjFZHkW3dRqdLQRXCXMrmyVGixfp8fajCCrn86fYH76HqllhujxO2SwRVBtocbWjWTVmq1OYlolm1Whxt+OXg5TMIjOVSTSrSoMao9FZz/lb0JIka3PUzBo+2UeHpxsLi6nyOFWzQtzZRFiNots6C7V5TNsiq6eJORpXFUeOD83w3//2JbK3wajtevnch+/g6Yd3bqZHbPKuIIkiP9y9G7ei3v5Ir8VUj0trZ8uyyWVK5DIlxi7MIUkiikPG4VDwBly0dUXp6InT3h0j2hQkHPURivpwb1b9WZHN69jGx6Y+7i/nki/LzXJ2bJ5SZXk61ntt/rrJJtfi4ulppseSeHwu0ok8Xr+Lvp1t+EN1f7tsusT/+v1nOX1kFEmWeP6fffzcbzxF7/a1y5B/sn87j3R0cTqV4Oj8DF8bOkeqUmZHJE6Da+WIBQEQRZG428v9rR0caGnDKUuLafCrtxVRIzzR+ME1f6eumyQyBRRZoqctgsd584LklQx0xOlvj6/4b1PJLAdPjX1vihOSIPKTvffRH2jk5bnzvDB7lq2BRj7VuZ9eX5zJUprz+TnyeoW5St3VNaOVyWgl5is5fEoMAdjf0LkUxdDji6GKMgu1RXMgQUARJFRRumrgmbbFG6lR9oQ76PXHUUSJHn+MPeF2DiVH+OjiohSgP9DIQKAJr3L9DzLH0pOIgohfcdV95gQ4kZla6rMoCOyPdNLqqefv9PriyKJIulZiizeCiMBIIcHZXP1YTJUy5LQKhm2u3uhl9PiitLhDHE6NsjUQZ6SQJFUtsi/cgSJJCJbA3nAHz8+dQxYlHoj10uGN4JSUpfPklBQUUUJc/NslX/9EeD01wu+c+Dq6ZTBbyXEg2s3+hs6lf5dFib0N7XR6ry43dzg1Sl+gkW3BZhySjEtSuTOyhdcSQzzdsXep5NWlPqpSfUF/SYC4RIs7xJ4rBAu4ZOhpcyw9wXCxnv5xelHMunTrDzs8RB0+ok4/caefRleAiMPLVCmDYVn4ZCeNLj9lQyPm8tHsDlKzDGxsapbBm6kxFqpFvjT2JqooYVoWqWqB8dIChm0uXar6/PF6apGyPnf9tRAQUEUnBSNHi6sDr+xDEiQuFE5zsXiWuKOJI8ULbAvsps3diWWbWNRz6Szbqpuc2iYlo4Bb9mLaBrZtcyxzGKfo5JXEs7S5t+BTAoBAs7OVvJ6lalU4nz/FY40fxQZeTDxD1BEnpEaomPXqNEcyhygaedySh6HiOR6MPo5fuboagCiIOEQHWS2NU3Ljlj1gQ82sktXTmLbF6dTzPBT7IALwlan/zb7wPVSMElOVcR6MPk7FKJPXM2iWxpn8CR6LfxRREDmUepGos5FTuaNs8Wyl3dPN8exbLNQS+JUgQ8Wz3Bd9FBGRFxLPEHc2E1LCVK3VS25pukEqV7qqCs97QamqsQE2Pjf5PuJCLkXU6SHi8vLMxFnGixk+0r6NrcHoLW2nsTXEL/3200yNJZkaTTE9liKfKaFrBrpuYhgmZlmjWtbIZUpMj6V4/YWziKKAP+QhEvcTiQdoag/T3hOnoydOvCWIw6miqBKyIt/yHN73E5vXsY2PLIkEvMujIBdyJaaTuZsyw0zlSjxz6Cz58vKKPTu6m2+6z5tscjuxLYsj373I6aPjVMsasiJx4APb+PwvP4E/5GH4zAznjk/w5CfuZEtfI//whZd54Wtv0wSwbTwAACAASURBVNoVXVOodisq7YpKuz/IE1t6yVarPDc+xC/svZsH2zpX/Zy4mHq/1ly8sniFLMg0qGv7Epq2TaWmo0gisZDvtoiGl7yeVsK26wLJjbDhxQlBEAiqbp5s3s69sR5GCkn+cvggXxw+xK8OPknV1LFsi63+OC3ud4w3HmnsX7aAveQ7ANQXo9SFh2th23WzRq/iQF7c5ZEFCZ/ipKhXlw2YoOpGuoGTb1gmh1OjTJUz/JdTzwAwV83zRmqEJ5oH68cBgbD6zm9Y8tvAQrdMvjp5jGdnTnNfrIddoTZCqocL+fl198Gvurg/1suzM6f4aNsuDiVHaHIH6PbFEBCQBZGnO/YSd/l5Zf4iBxND7G3o4Ee7DtDguHXl8gKKiy5fBJ/sZIsvSp8/vizyQ0QgpK6sQJaMGs2u4FKUgySIS+fJtC2Cqpt9DR384/gRRosppssZurxRBoLLd7d9igOHePXUKBo1/vTCy0yWMzwY30os4Kdi6owV38m1kgUJUQARlvpx6YJgYyMKApIgLkVjCFxSR+vvKehVIk4fg4EmlMU+7Ai10uwOoooyulUvAxZU3TdVQ/hyFFHl3sjDnMge4fn5r9Pp6WbAv4tzhZNs9Q3S59vOiexbnC+cpsuzlX7/Do5n32Krbxtt7i0ANDlbaHK2EFajDAZ2Y9s2YUeEC4Uz+JQAmlUjVZtnwL8Lj+yjwRGjZBSYKI9SNPJ4ZD+WbbLNv4tmVzs2NqZtcCZ/gu2B3SiCytn8STJaekVxQkDAI/som2WKRoGIGgNsnJKLiCOOZmlQEkhrSRrUKAElxK7gfspGmYOp59FtDbfsocERp2qWGSsNkdMzOEQXVavKNv8uikaBsBpBAM7kj7PF04tLcpPWUiSrc8SdzVi2xXb/HuLOpo1RH3mTTTYgL88O80RrH7OVAkdSU/QHY3xr6twtFye8fhePP70PrWZQq+lUKxrpRIHJ4QSTo0mmx1JkUgWy6RL5TIlKqYZt13easwtFsgtFhs7MIMkiDqeKw6UQCHlo64rS2dvIrru7GNzbeUv7vMkmtxKnqtDVEuHIuaml1+YWCrz41kU6GsP43Ne3mWbbNvPpAv/wwnEOnRxbFpURC/nY3bspTmyysbk0Yh/+yG76d7UzOZLg5W+e4OjBIR768C4K2TKGYXLXQ/10bm1kbjLNq8+eolyorjuKThQEtgRDqJMysiig3GBEl2mbzFVnSWtprCs2m92Sh17f1lU/K4kCHpeDUkW7JZFS7yYbXpywbBuBeihoUHWzJ9xOslrgr0deJ6OV8KsuAqqb/kATTzQPIgjCMsEgWSsA9cXijSAKAnGnn0Q1T9XUcckqVVNnvpIn5vIhCgKLZZLr3hg3IE5MltJMlTN8tutuBoP1C/up7AwvzZ1nqpzBsRidsNoGTV6v8uLcOe6MbOFHuw6gihIvzZ9fd9QE1Bfyd0Q6+db0KV6YO8fZ3CwPxrcuiwLxyU6ebN7OQ/E+Tman+f0z36HJFeSTnfuBxfAkBOrxBTfGQKCJT2+5G8ca+cerHeG4009aK1E2anhkB7pl1M+T04e8GBnT7YsxUkziU5w8GN/KjlDrUhWYd77/HbHgcqZKGd5OT/L5nnt5smU7pm1xMjO1Qr6tsMJfK71y9b/GXfWx9ljzIBGH96rxrF/2yVupgYbUCA/FnmSmMskLiW/Q5GrDsi0koS6gSIKEZRtrf4kgYGMt9Teixng19Ry7gvsp6HlmKpPc0/AIhxZeQhZkXLIb3dKWjp8qOnFK7qVwNtM2MG2dilEGCXYE9xJSV/dw8StBKmaJolEgpDZgAyeyb5HSkjQ6W9CsKtaiIOmS3DhEJ5qoLUaA2LydOYhm1QiqYbTFfvkUP7Ig83Li21iYbA/sAcC0DKpmGVVQ6ffvIOqsh605RCdOyYUgrJ3Q5fc42d7dRKFcW9f5uZ3Ew7dHUd9kk9XQLZOaZfLSzDAPNfewM9zIn5x9/Za3IwgCgiTgdKs43SqBkId4c4iB3e1APR8/ly6RmsuRms+RmMkyM77AzMQC81NpsukShmFimTa1ikalVCWTLDB2YY5Xv3WSmYk939fixOZ1bOPjcijs72/jW4fOLp0nw7T4yisnEQSBpx/eSUPAg7JYYvfyY3ipbLS1mAZSLNd469wU33jtDEfOTaIb7zxjqorEh+/dRmv86s2DTTbZSAgIdA8089lffBTVqWAa/UyNJhk5N8uDH9qJaVpgg8OlIisSrV0x0sk8mnaNZ+Ar6A01EHA41lUUYTUuFM7zzzNfoWQUyek5AkqAollEsAXuiz6wpjjhcij0tkWYTmSZTmSxLPt9E+m34cWJqXKa6VKWkMODKkpUTJ1DyREaXQH8iguXpNDvb+Rb06dodgcJqi4qhk7F1BgMrl0nFuoXX902KRsaOb2CYVlktQo5rYxLUpFFiQcbt/JnF17hteQQvb44Q4UEJzJT/Hj3PSiitKzqw/Vi2TanszPYNjzRPLhUMrPFHeL52bOczs6wJ9y+5nfIYj1CIKOVmK1kKRk1np89i2FZS7/RsC3KRo2sXl40AK2Q1cq4JbW+gy8INLoCDASb+OrE27hlB3dEOpfa0G2TY+lJgqobl6Tgkx04JBnzCgEkqLrJaxUu5OeIO/04JJmY03/Dx+d6eCC+lf/33PO8PH+BbcFmpkpp3kiO8NG2XbhlFcO2GCum8MgOmlwBHJLCXCWHQ5TxKI4187sAnJKMQ5JJVgtMlzNMlNK8tTAOt3CP/EC0m2/PnOb52bPcHe3CBtK1Ek2uwG0rcVuzqpzJn0AVVUpGAa/kwyN56fVtY6R4AdM2GS+P0O3tX/XhTxBEvJKP6cokQbWBuLMZnxIgq6WJOhop6HkkQUIWZfJ6lmZXGw7RibCGbCgLCv2+HQiIhBbD1xRx9VQht+SlZBZwSW4kQcLGJqdn60KI5FqhrcsewrDJ6xkCSgin6Fzy7xARsWwLh+wk4oghCwqSINPv30HNrC6JIA7RiW6tvxRif0eM3/jcY1flAr8XeFzqpoHZ9wC2bZOulQk73EvztGYaaKaJT91Yngk7G5r5++FjBFQnexqaSdfKRJ23LgJvvciyREPMT0PMz1a7Fcu0qFX1pf8VcxXmpjNMDCcYOTfL2IU55qbSmMb7axfqdrF5Hdv4iKLAnr4W7hrs4MUjFzEXz1W+VONLz73NG6fH2dffxkBnnEjQg7qY725aNoZpUizXmF3IMzK9wOnROeYWChTK1WUpNKIocPdgB08/tBOHsuGXFZt8nyMrEm6vA0Wtj1VRqkfGVco1LMvGvEx0EwQBRZEwTeu6r3P7Gpv5D/c+TH/4xiMCT+VO0uxq4b7I/Twz+w2ebPow2Bbfmf8OTc61o5S8LgcP7u3hjVPjnBqeZSqRpS0efF+IuBv+KpKplfmL4dfIaWVkUcK2odPbwI9330NIrT+Efbb7Hr40+gb//ex3EKlX99gWaGYg0ISAgCLKy4y3LoXUi4KADby9MME/ThwhVS2S0Ur8yYWXiTi8fKh1B/fFerkn2s1CrcSXRg9jLJYw/VDLDu6L9dRD9Kk7rdZ3ma+PsqFxIjvFzlALgcvSFQKKi+3BZk5kpugPNKIu+iS88xsWvRMQ8MlOPt6+h78Yeo3/dPKbeBUHre4wXYvVImzgdHaGvx19g3SthGYafOHiq4RVNx9q3ckD8a316BRB5MF4H1+dPMYTzduXiQq6ZfLVibeZKKdRRRnsepTDw439y47rnnA7bwRH+IMzz+GRHdwd7eJzPfeu61jIooQsrn4M6+dSWtVEbW9DB5/qvJOvTh7jH8beQhQE7o318GjTNhRRIlMtUTRqTJUzfHn8LWwb8nqFu6Nd/Fj3PXhkB9KldIsVOtHiDvFk83aenTnFodQwAcXF7nArk6UMUI8auVShRBTEZeklsigi8k4qx6X3CtRzzZTFckHbAk38Qt/DfGXybZ6bPbP0m3+q934aXXXPBnlx7N6q2AlRkFBEhbSWwim6eCBW93UYUHbiFJ0kanMM+HfS6elZ+sye0F0ElXfy3UREBgK7EPICC7UkEUeMoBLm8caPEXU0IgsKHZ5uVNHBPZGHGS8PIwoiD0QfI6iEUEQHu0N34pGXR7Hc2XA/Q4WzpGoJwo4IIiK6pbNcEBIIKmF6fQOLx1tCs2qE1QjB8D1cLJ6lZBS5N/IwASWMS3KxN3Q3siDjlXzsCt6BS3JzV8ODjJYuYtgm90UepUGNkKzNIQgCquggraUYKw3xVPOn2Bc6wHDxPKlagoAaqgsvkps9oTtxXaP2NNRLsDUENvzld5P3GX9z/hg/t+PupevJSD7NmXSCH+ze/h73bDmPtvTSH4gRdLgIqnUx8KnOwfesP0vRaYKAospYlk1yLsfUSJKpsRTz0xkK2TK2bb8vHuzeLTavY+8PQj43n/vwHaTzJd6+ML0kLNQ0g3PjCc6NJwBQZQmHWvdRMUwLXTfRjLU331RF4p4dW/j5H7yXeHjt6gGbbLIRiDYFOPj8ac4cm6B7oInEdJahM9PYls2LXzvG8cMjWJZNuVTDtm2qFQ3pBsqMhp1u7m/tvKm+Vswy7Z5Ooo4oTsmJW3LR6Gxin5bhTP40dzccWPWzkiRy764tfPSB7Xzt1VP87bNH+fxTdxEJuG9pNSrbtqlqBsPTKbwuB+3xIJph4nM7uGNg7c311RCuNNl4j1i1E5plkK6VKBv1MGtZlAiqrnpZzUu5/LZNydBIa0V0y0IRJQKKC7/ixLQt5qt5vLKTwGLZMs00SNQKhFQ3bkklr1dIVAvL2hUEgQaHd8nfQDMNkrUiVVPDKSk0OLxLZpCmbbFQLSIKImGH57qqJpiWRaKaxyEpS2ILsFTetGYahB1uUrUiPtmJf/E31EyDZLVA2OHBLavolkmqVqRs1PsXVF3ktApRpxdZkCgatSXD0Mu59BsvtTuUT/Bvj/wD/2rgUe6Pb136LZZtk66VFkukWiiCRMjhWSq5unQibZucXo/KsGwbv+Ii4vRe1e6VWLZFqlZEoH7cVzqGumWSqObxKc5VjSA1y2ChWqRs6jhEmQaHZ8mY8y+GvsvFfIJf7H8Ep6QsmltO8sfnX+T37/hh2j1hslq5blbp9CGvUAq1YmikakV0y8QrO3DLDgpGlUZn3X8iXSvR6Kr/XTRqxJ1+CnqVqqkRUN0s1IpEHD4s2yKtlYg5/eiWQVarEHf5kRbL0aa1EkW9igC4ZJWw6kER69EAl4xcGxyemwoXez+S1lIcSr2IcVmKiSRI7AvdQ5Or9Za2ZdsWp3LHGCsNsT2wh6yeZqI0wkeaP4G0gifJJpu8F9i2jW5ZlHSN3zr8HL9xx8N1YdSG1+cnOJNO8G/23P9ed3NNNNPkVGaWvZFbO4ev2a5mUMxVyGdLLMznGT0/x/C5GSaGEhRyZSoljUq5dlWkhKJI+IJuHnlqDz/5K2s7pm+yyUbAtCyGJlP8xTcO8+aZcfKlm0vFUWSJtniQJ+7q5yP3DRIJeN43IeObfH+TmMnye7/+ZWYmFghHfRRyZVxulcF9nZw+Ok65WMPrd3LH/X0c+MA2vvl3h5kcTfDvfvdHaIi9O5Hgl/jy1N/jEB18IPYYX576O7b6+tgR2Mmx7DFO50/xL7p+dtXP2raNbpjMJPN86dtHef7NC/R1xHjsrj62NDfgUOVrChQt0QAe19rFDfKlKl964RjnJhIMdsb51CO7+fqhM9w10EFHPIi43B9vXReJDf+ErYry4o7x6giCgFdxrFglQxakZUaZAKok03rZawHVvSxqYcV+SDIt7pVz6SRBJOa6esBats3F/DzPzpxa9XsDipuPt+9ZEk4uIQrCMhPPK3+DQ5KXKndAPYriyrD/y40kfYrzKiHhErZtL+UWHkwO0ewOsi3YvEwgEAWBiNNLhLWFhksGppdXukjVivzzxDGKxurlxj7Suost3siaE0URrz6XV6KKMk2rnKfpchaXrBJ3+RERsLCXTFEvtXpl36/EJau0yct9Dy6NO7es4l4UQnyitHS8A6qLAPXze3n/Wxbfq4gS7svOlSyKxJw+Ys6rdyEEBKIrvP79QliN8OHmT7w7jQkCPb5+NLvGRHkEh+jk/tijiMJmqbpNNhbTpRx/ff4Ybydn+M3Xv7N07a4aOp/aumvNz17aoLjc3+Z2RQdc8pCC5TsSVVPn2cnzt0WcuHwDxrZtCrkKE8MJJocTTAwnmBpNMjWSJDWfr+car4AggH/RCLOjJ05bV2zp7002eT8giSJ9HTF+/ccf5bvHRnjuzQscH5ohX1p/GVhBgIDHxbYtcfYPtHPfri20N4ZumTn3Jpu8G0SbAvzErzzJd/7PEeanM3T0xHnkqT307Wxl6PQ0hm5imBZ/+p+/wXNfPUqpUOVHfu4RfIFrR8WuxfUEA1y6B3d7ehgrjyIJEp2eLTwz902OZd9mrjrLHeG71vyOXLHKF7/xJvPpAqlsCd2wOHx6gsOnJ3CoMm6Hck1B8T/+7IfYv23t6IfpVI5ipcanP7CH18+MoyoS5apGtlhhS9PqPnFrseHFifczAnURYa3FpHcxleC95iuTb3MhP8+F/Dyf6Nh/lUnkzSAL4mIEg7Lqe9Q1DDBvFXdFuvjS2GF+/8x3CKn1aJSL+QQfbd31fb3g32RlBARckpt9odXD5jbZZCPQ6Pbx6a27SFVKfLZ/D/JiRSCvotLiWVvcvzibYjZT4MHBLgD+4eAJPnnv2oLGjfJ3w8fwKCrDuQXGi5mle59uWRg34d20GlrNYGYixdxkmuGzMwydmWF2Mk0xV6FUqFKtalfFbTpcCl6fC1/ARbw1TM+2ZnoHW4i3hvD53Xh8Thwu5YYEnIVqmdlSYTE9BIIOF00e36qpipewbJuZUp5W77V9h0zLYqFaJux0I69z0WjaFguVMtlalVZvALdy9b3atC3my0XCDhdOWSFRLuJRVDzK9ZUMX6iUkUWRgGPlzZKVyNWqzJeLeBWVuNu7oRfDqUqJVLVMg9NNg9N9XZG0t4pcrYog1CuPXTlO/R4nTx7o58COTuYzRS5OJhmZXmBuIU+2UKGi6YtRyiIORcbrdtAQcNPY4KezKUxrLEDY78HvcSJLN34eLNsmXS2zUC3T4vWvuLl4I1QMnVytStTluWqc1EyD2VIBAWj1BpBEkaJeY65UxKc6iLreiXxOV8uoknTL+rVekpUSTknecD5B16Kg1TBti4Dq3PCpb4Ig0DvYQntXjGpFQ3XIuNwOBFFg+/56BTpdM/jZX/sIx14fprmjgXsfG0RRr39jyrZtCppGslKipGlo67jPRV0eOgL1TdbBwHZ6vD2oosL+0J2IgshUeYpt/u3sDu5Z83uKlRpfe/U0ueLVpZ5rmkFtHQaf10rrgrrnjCgIlGs6mmEyt1AgW6jiVG98XbcpTtxGBEGg0xtZVtJ0o+IQ66kqP93bx76Gjlt6Qw2qbj7WvvYkejd4uLGPqNPLsfQkZVOjxR3ksaZt7Ay1rpjCsckmm2yy0REEAZes0OUP8+mtu9kTaV734i2ZK3J6Yp6ZTJ6gx0VNNxiZT9+2vj7ashVJEDi1MMtnevbS4KzvRJV0jS+Pnrjl7c2Mp/h3n/sC+WyJ1TatJFkk2hikubOhHhGxJUpHT4zWLVECYc8tfdCeKmR5eWaU5yaG2Bdr5e6mNmIuL9eqMqeZJn9w7DX+230fumYbumUxkk/jUx3rFycsm9F8mj8/8xa/sPMAOyNNV72nahh84dSbfGrrTvpCUb508QQHGtu5I3590S7fHD9HxOnhg51963q/YZn8w9AJsrUqe6LNhJ23row21Mdetlal2XPz1T400+B/nT2CKskcaGwj5HC9J+LEfLmAJNYX1iu1LooiIb+bkN9Nf0fstvRhoVqfcxHXyka3lm0zUcjyJ6fe4HMD+znQdGO56Vcyms/wtdEz/PyOA1ct8CuGzqszo5xIzfEf7nwEv+okXa3w5aGT+B1OfnLb/qVKcTOlPH7V+a6LE/80fJreYAMPt3a/q+3CYrp4pUTc7V3yTFuJlc7tQrVM1TTwqQ6u333v3UcQ3qnitBKKKrP33l723tt7w23Yts1INsOfnXiTVyfHmS0VVqjudzWf3raL/+eBxwBQRRV10QjeLbu5L/LAutv3OFU+eE8/5ap+7TevQmwdPjItkQCxkJd/fu00U8ksqWyJ/o4Y7bG1I93XYlOc2ARBEPhQ6473uhu3HVmU2B1uZ/c1qp9ssskmm7wf2Rurp+PZtk3F0LGw8cjqqosuzTCZyxYYS2RQZRlBgEd23L6H4ujiw+wP9+yhxRNYWghUTZ174p23vD1dM8hlSkv/ragyoYiXSDxAe0+Mrv4m2rtihKI+vH4X3oALRZFu287frmgzu6LNJMpFfmLbPtp8waWIhJJew6s4aHC5wYZUtURB03DJMiGnG8O2mCnmqZkGUZcHRZJIVcqYtoWNTaPbhyQIpGtlmj3+pcWFZdskKyUKWg2nLNPs8ZPXqixUy4spqR7cispdje28MjN6zapVV1I1dOYrJWzbJuJ041ZU0tUyOa2KKkpLkQ6pSt3PqaRrqy5YK4ZOolzEpj5WHJLMcC7NuUySj3VtYzAcx7GCkmPbNguLbcqiRLPHh2XbJMpFDMuiweXGLaskKkVs20azTGKuurfVd2fGmCxmeailixZvAAGBgl6jaugYtrUYeWSTqJTQTJMGp3vFqI+aaXA2nWC6mOcnBvfT6as/mM+VCpQNjYDDRcjhomzolHWNsqEjCSItXv9VAoZt2+S1GulqGUWSiLm81EyDgl6jZho4JJkGp5tcrUrQ4UIRRdK1Ck5JxrJtJFGkwelCoB5Jk9OqVE2DiqETcXrwKiqpapmSXsOnOgk7XGRqFXTLomxoi4tylVytim6ZS2JQzOWhYhikKqV6+qnbi2FZ5GpVNMtEEkQa3V6KhsbXRs8RcrjYG22m2eunpGssVMogQNTpwas62BtrYbAhvqqAY1gWmVqFiqGjihKaZRJ1eRCARKWEZdtEXR7cskJBr5GqlElV6vPdph6Zka1V61Xj3B6CDhePtHYzls8stdHuC/JAyxZOp+eXHXunpBB0uJbG+EK1gmFbCECj24soiKQqJcqGvtSPK8eFbdtktSrpxbkWd9fH3JXzVhZEEpUiNdOkYuirzkDNNElUilQNA7/qIOLykNeqpKuVepS2y01R1yjqGoooolsWIYeLmmmgWyZlQyfsqI/f+XKRmNuDZdtkqhW8qoOTqTneTEzxYMsWOnxBXLJCslyiYuq4ZZWoy0NBr111biuGgY1NzOVBpH7/uXQ+1MXxa1gmmUvjSRBo9PjWFEBuN5ZlUy3XqFX1FYVrURTwB92INxEdlKqU+d03v8uzoxfrKe8OZ91PsFbFo6i4ZBndsihqNUzbJuRwMtAQZX/jO1U4DMtgtjrDRHmCsllelhoSVIPcuUZqR8Dn4ud+6L7rSie5kvVU3/E4VT527yB39LdRrNTwOB20RgO4ndcXVXc5m+LEJptssskmm3wP8Mr0KH2hKC5J5n+dO0LNNPlM3246fCvvYDSH/Tx1xzYypQr9LfUd1HfD1G6Lb3keqirK3Blru+3tev1Odt3dzc47umjpjNDYFiYQcl9p2PWuYds2I7k0z08OY2NT1DU+2buDfK3GM+PnlxYEH97ST7ZW5etj51iolmn1BtgTbeKPjh9iT6yZqWKOJ9u3siPSxOuzE3x3doxf2/8wUZeHC5kkXxs9h1tRCDlcfKJ3B+cySY4mpinqGr3BCD/Qvb5KKZpl8k8jp4m5vJzPJLi7sY3nJ4eZKGbRTJOw08XHurZxNDnDhWyKfK3KB9p6aPR4+etzbxN0uDibTtCyQnqKZVt8Y+wcE4UskiAQd/t4omMrRxLTTBZyvD43iVtWCUSdV+3MThZzfHnoFIoo4lMcPN0zyOG5SS7mFjAsC5es8ET7Vv7zkZfYFWkiUSnSH4pxd7yV12bHSVSKWLbNhzsHyGtV/vbCcZo9fmRB5OmeQY6nZjmXSWJaFook8dm+PbivSGcpaDVen5tgupTn1elRnO0yFUPn2xMXcSyKBp/s3cH5TIoXpoZp9QbwKQ5+qHf7VT5GOa3KPw2fpmoaFLQa9zV3slAt8+r0KJ2BMNPFHJ/euptnJy7wZEcffcEIf3n2CE9t2YZl2/zZ6cPc09TBU1sGKBkaf3XuKIZl45Bk7m/pxCUp/PPoGRySTM00eLp7O/88eoaKYeBVVPJajUdau3lhaoiaaSxWvBP4ge5BjianyWs1SrrGnmgzoiDyT8OnGAjHGM1n+Fz/XmqWycHZcaIuD5pp8lTXAEPZBQ7PT1HUazR5/Hymb/c1x1teq/JX545SMQyKeg2XrPBA8xaytQoj+TSSINLgcvPUlgG+dOE4ea2GYVlUTYOFaplvT1xcXAxW+GBH34oRQVdiA1PFHP/fydd5qmsbj7f3cjG3wB8dP8jeaAsTxSwf69pGQHXyzbHzmLbNmfQ8P7/jbvavEEV0Jp3gWHKGol5jMNxId6CBPzj23WXztsHl5h+HThF2urmQTbK9YWUvm4Oz4xyam8CnONgairAn2szfXTyBZVlolsmd8TYuZFMkykWyWhWf4mAgHGWykMO0LVRJwrJtPjewjz86cZBf2/8QRU3ji+eO8nT3IG8mJnlrfhqw+UBrD00eH6/MjJKslFiolvnJbftJVctXndtEucgXzx2lOxDmU727qJkGX7pwgoqhYdg2+2MtKKLEX517m12RJkbzaT7bv4fBcPw9SQGxbZuTb47w8jdPkJzLrlgaOhDy8LO/8VECoRsvcX10boaD0xM4ZZkf6N3GA22djOez/Jc3XuWjPf18cEsv2VqVY/OzfGPkPD2hBn7n/kfp8L/jm3e+eI7/M/VlFFHBI3m43E+yydW0pjghCgIux+rp9LeKZK7E8HSK/X1tS6leN3teN8WJAgKHmQAAIABJREFUTTbZZJNNNvke4IWpYboDDbw8P0rZMIi7PDw/OcxPbNu/4vsFQSDi91Csahy+OIFlg9epsnvL2vXTb5YrH1wqhs5Xxk7x+b47b2k7oiTicCnUqjrYkEkVee4rRzn43Gl8ATf+oJtI3E9HT5z2njjt3TH8ITdujxOnS7mpXbP1YNo2h+cnOZKYoivQQKJSZKZY4O3kDHuizXygrQfLtjAsG5+i8kM921molvn7iyfoCTQQcDj50b49vDIzylghyx3xNh5u6+ZsJsGl7cBXZ8bY3hDniY6tWLaFKIjktRqCIFAxdU6kZvl417Z1PUxKgkBPoIE2b4CRXJqKofO1sbNLUQh5rUqmVqWg1ZAEgWS1xFBugZxWJery8uMDe/nTU4dX/O5MrcrphXl+ZvtdCILAX549QlGr8aHOPoZzC/xw707afCubXb85P0Wzx8cPdm9HEECzLL45fh6HJOOWFRKVIplaBVWU+GTvDsYLWZ4dv8AHO7Zyf3Mnc+UCn966G0kUyaXrER+f6N1BUHWiWSbPjF8AwK86qOg6mVr1KnEi4vLw8a5BEpUSPz6wD1kU+dsLx9nR0Mgjbd188exRTqcTiAiEHE4+P7APURBWTFEZz2f51vgFdkaayNYqjOUziILA1lCUz/bv4c9OHSZTq7CjoZG3k9PYto0siHT6Q8iiyF2NbcuiEXTL4p6mDu6Kt2HaNl8bPUuHL8THu7fx9xdOcHJhjpKuc09TOw80b+E/HXmJRKVIo9uHW1GRBYGyoXM6Pc83x86zLRyjqGuM5DM0ub20+4J8fmA/f33+KNOlPI+197Iv1sKOhkbuaerAWoxGuNSX48kZfmTrrmumvNjUDcP3NrVwaG6cfbEWzmWSJCpFPjewD4+i8udn3uTUwjzjhSz//o5HOLkwxzfGzjGUXeA7ExfZG20hWSkxXsiyvaFxzfagvqAbbIizL9aCuLgQNCyLsNPNZ/v38O3Ji4zns0sRG3WBBrb4rzb+s4F8rVrPxzd0Ti7M0uELLpu3w/k0E8UcvcEIH+vaxh8eO7hq3747M8bTPYP0h2JYts2x5AxVQ+eXdt3DkcQ0h+enUESJ+5o7eWl6hMfaexaFEY2HW7u46/9n773j7Lju8+7v1Nvr9t4LFosOEB0kwQKSYhFpSTYtW7aiT2xZlv3GjuXYTvzGjpM4TiS/dhxblmRLUaMqKRHsBMACoi16Xexie+/t3r19yvvH3L3YBRYgKpvw/EPi7syZM6fNOb/yPPkl/M9jb1vGCsPANK0Ik5Rh4Lc52FpYAQh8pn41HkVlJDZLTEshiyItU6NMJ63Uqvl9C1DpC7K5oIyxdNRK3+w047EI/371Vlqmxnijr4O6QA4FTg+/uWQ1P2o7TW94hoZg3vuSADLQPc43v/IqQ32T5BcFiM7GiczGySsKMDkWxmZXWb25BtV2c0fkU2NDRFMpHqqs4f9Zu4kcp4umwT5UUaLY4+HuUovfYkdFNUtzcvkfh/byL6eP8WcbtuFOpySdnTlDhauSHfkPYxNV5hsnpA8IOfvo1Cwn2gZYU1t8y4xNd4wTd3AHd3AHd3AHHwFYgcImx8cG+URVI3FdY+9g11Xv6Ruf5kf7T1GU5UORRLI8zttmnDgw3M1ILHzZ73Fdo3lq5JY/Lzvfx2d+7wF62kcY7J1gqHeSqfEwkVCcSCjOcN8kbWeh6a0WJEnE4bRRVJ5NZX0BZdV5FJZlUVASJKfAj6zc+o2ggHX42pBfxi9VL0UzDNyKjTMTw8R1i6xMN00MLK93wOawDAsIllS3ascpK9hEOa24dXn4riSKC8qKayn29LXz+ys2cWJskGOjg5hcm76bJIgsy8qnLpBD00g/oiAQsDn4RPUyKrwBkrrORDzKibFBfm/FJp7rOItpmkiCQMrQ0Q2DlKGzWBy1nCYFnUsP0NPpCdcCSRSYTenW6E8X7VFtPFRaR2NWXjqs3cAhy/hUeyac3MREFASS+kLSN5/Njl2SkUQR0TRwKyr3FFWyOqeQuK4RsC0uZT4fIgKyIJI0dAzDSiWRRRFMiwhVuQrRiCSKVPqCGQ4EURDY3ddOlt2JKkqokoxuGqzNLearZw4xGo2wLq/4ihwjdknBo9iQRBHTMJDTRJC6YZIwdHzp++ZIJBVRQjcM7LKCLIi4FIWEriMgUOz28ZtL1uJKk6YeHRkgaHdik6RMhAhY42muXRO6xu6+dn69fhWDkRCv97a9a/vNwXpfCYekpNsiXbahYzcMdMNEFSVM0/pNMwzLWCOK1Ady+beNdyEKgtWfN3Fw8tvsONJzLaknKPH42NPfgSgKbC2swGu7nJsimkrxZn8nf7R6K/uHejg/OQqwYN5ikhmDummSMvVF5zFYUW3xdAqFbhpIoiU9r6UjJ0RBQBHFTF84JAUjXVRUS6EbJpppWKlRgpDhWwklLcUWEQHN0DPqfWcnRphNJXmqqpHmydHM3Jrft4tBFiR000QzDFK6jiBYSi8BuwObJKfHyeLKSO8Fzh7rZnpils/+wQ62PNjIa88e5cLZfr7wnx6ns3WI5771DiWVOag3GXUwHJlFMw3uKigmaLfWDGt+iURTF8ko7bLC/WVV7O/vZU9PB49W1bGpyEo/TxkpCu2F5NhybqoutxNBrxOnXWVoMkxBlpe5aSaJ4g1z7twxTvyCoXtsir97cR/3LavmsbVL3u/qXBcSKY2mtj72NncyMjOLTZFZVVHIx9ctxXUTuU138P5heCrMd94+zsDkDCldJ8fr5t/efxfFWe/OSn8HHx7EUxrffOMIiiTy9OaVuB0fLibyDwtqfNn8z+N7qfAEqA/k8PZgV4Z08kqIJTWWFOfy8fVLr3pguhXY2XOOfKcHh7Rw0zd3eLzV8AVcPPXZrSQTGjOTs0yOhRkZnKLj/CAdzUMM9owTmY0TjyZJJjTruqkIzSd6kCQRb8BJINtDTr6P8tp8qhoKKavOw+NzYHeq2OzKDaWEzClpiILA5oJyXuhq5htnj+BRbXyyZhn3l1TzUncLXzm+l0K3l8crGsiyOxEEAVkUCdgc2GXLWGERosq4FTVz8OsOTfHj9jN8rLye+0uqeaHrPF85vpc8p4dPVC+j0hvkBxdOoUoSBS4PkVSSl7tb6ZiZ5IWu82imwfKs/AXGAUEQCNgdmYO9T7XhU+08Ul7H670XMIHGoOVx9tvs/ODCSRK6RoU3yNJgHmcnRvjGucNEtRTeRTgbPKqNbUUV/KT9DJiwKqeQXIebqJYkYHdcldxzU34ZP+9s5u9O7k+nriznY+X17BvsZt9QN9W+LDYXlBFMt6EqSvhtDkQE6gI5HBnt5x9OH+CT1ctQRclSHEiba1RR4tHyet4e6KJppI8KT4CPXyENRkr3jZjupy2F5bzc3cL/Pn2ALLuTZVn5tE2P430XJYZyb4CV2QV8p+U4kiDySHkdLkVFFAQEQcCr2nBICl7VCu8/PjpAjd8iXt/d18bhkT5ErPdcl1eMz2ZDTc9tSRBYl1fMzs7z/MPpA3gUG6tzCukNTWVU0/w2Oy5FRU4bKhyyQlLRKfX4kQSB77eeQBQE7i+pxiHLGVUQt2LLqLI1BPPY1ddG/+wMv1TdSLUvi52dzTgVlXynh4Su8WrPBVqnxphOxDCxwv/nk5NL6Xe1SzI+mx2HpJDv9LAkmMvOzmZM02RZVj4NwVy6QpN89fQhnIpCsdtHfSCH3vA0/7f5GJIo8FRVI5phpQ71hKf5SZs1PzpDk+zua2c8FuHFrvM8WFrLO4PdnBofomNmAkm0DHD+9Fxzygq6aRJOWrwkY9EIB4Z6yHO6KL0kfc4mS5R5/Xy35QSyKFLg8qBK0oJ561VtLMvOZ2fnef713GFM07wiCedDpbXs6e9gT38HjVl5bMwvpczr5x/PHEIVJbYVVdATmsImyfhtdlRJwqvamErEODE6wMmxQSo8Qcq8AdbkFPGvzUfxqXYKnJZiUKHbi4jA188d5pGyOordPg4O9fDzznO4FRXnIn37qZrlHBruZe9gF9FUCqessLWogoZgLv905hCKIHJ3cSUpQ2fMFsmoSDnl92/PPjkawu11sPWhZbi91lpu6AZ2p0rjmgpaTvWx5+cnWLq6HLf33Q2RV0JS1zFNcKtq5pCuiBI2WWYqvlBBw2uzsyI3n13d7ZwcHcoYJ8pd5XTMdjAaH8UtW1wncxAFMUOWeb0wTXOBdPjNRDyYhsnZzmFOdwzhddqYs078xo61NywlKtwMUcYtxA1XYjoS41jnAJF4ErAsi267SlHQR3lOAEX+YIS9fFBwtneYz331p3xm2xp+9+FbK5GoGwYjM7N0jkwyE7UssW6bSp7fTUm2H5ftxhcjwzA5eKGH//rTN/A6bZTnBjEMg7rCHJ7esvKOcQLQdJ0zvcP0jc8A1lxwqgoFAS/luQEc6u3PPbteTEdivHm2k/6Jad4810lS0/nKZz5GXdEH10r8YYBpmvRNzHCya3DRvwsCbKmvIOC+8Q/v9SAcS/C7//JzHKrCf316BzneG8/jvIPFYZomoVSC9ukJyj0BgnYH7TMTqKJEmffKrNkdwxN8640jLCnOxeOw43fa2ZaWFb3VeLbzNNuLqi/bmEa1JN9vP8EXl26+Lc+dw9yGLJXU0VI6M5MRetpH6Dg/SG/nKCN9U4wOTTMzFcE0Fm5LZEVCUWVcbhvFFTlULilg7ZY6Vm2qvu56RFJJ7LKMJIgZ8lLL82l5qQUEYlqKlKEjCyJORSWmpXApKrphWDwAkkRK13EqKkldTxMhWvfp6WgFR9rzHU2XJQkibkUlrmtpLgEJURCwSTLRVJKUaViEdpicGb8YvQHgUlRq/dn4bZahYC7cW0BIkwIaGa9oTEuhGUbGS6iI0rzfLI/t6fHhBW2S7XBRF8hJe27BKSso6Rz5uJbCJsvohsHR0QEiqWTmPoessCK7AEkUSeoaYvodTdO0vMWmgSpK2GWZmKbhUtSMp9khyZjp/tBNE3c6VSNl6NglObNh1w3Dqr9pIAkifbPTDMyGFtS/IZibOXQ7ZEtq1kj3bcrQsUkydskiwDNMKyrBME3apsfpDU8vKKs+kENOmgQTrLYw0ttkmyQTT5NpyqIVmZHU9YzxIqqlSKbvU9MHoaSuo4hSxsAzf8ypooxdtspUJRlZFImmUkiigGla3woBMEwyv8W0FCZm+rAqZN4nrmmIgoAqSRYBYyqFmD6MJnSNhG6Ra4pY3uK5cSlgRQ+cGR8mql1UFrBJMg3BXHw2O5phIAtihvAzqiUxTav/lXQ7xDUNKZ0qY5Os947rGgLgUhRM04ogMLDSYByygmboJHQrWkEWJZyyQjzdNnN1kEWRlG7gVBSSukZM03i+q5lCl5dVOYX8vOMcDlnJEP7OodDlpTRNejs31xRRIqlrC+atKknpeWsgCgIziTjN6SiLOeQ7PdQGstMRFgaqJOOQ5AXv7ZAVUuk5ltKNTLl/f3I/D5XXUu3Lwi4p2CSLXDQ2116CgF1WECDTJ05ZQRJEIloKMBGxrpFF8bK+nVtPgIwxS0uXL6YNOoZpRW04ZIVEuk8U8faRD18Nz/zTHg7uaebL3/88NrvCnuePs2fnCf7T338ah8vGmy+e5Edff4u//ubnCOZ4b/g5X3rzVZ69cI6/3HwfTzcsRxZFWifH+Z3XnqfY4+NfH3lyASnoj1vO8Bf73+BX6pfz/26+F4CmiYO8OPQCDslBoaMIu3jRsJtty+H+vAeuuT4pTWdgdIb+0WlCkTjxRAq308bGZeV4XNcu7XwpYokU/WMzlxFvXoEU85o6/EMfOTEwGeJvX3iH0ZlZPA5bxrPgcajc21jN01tWEHRf3XN0BzcPTTd4/dQFfnzgNMPT4Yw2riyJ+Jx2PrVpOZ/cuPyGy4+nNN4610lC0/ijxx9gdWURumGg6SaOS7R0pyIxdh5p5r5l1b9QHvhESufZQ2d58dh5fE4HsiQgixIuu8rSkjw+vXUVNQVZHyiNeL/LwZPrLS/UZCTG0fb+97lG7x9m4wl2Hj3P+uoSqvKzbqoswzQ53jnAn//wdTx2G7ZLQtJFUaQqP+s9M044bQp//MTdSKKI/yY+gndwZQiCgE+1sya3KPNbhTe44IC5GAJuB5vqykloGpIo3FZCzEfLGlDTG1ITMuH9kmLnyfLG2/bcOcx5iGx2EZtdweWxU1iWxYbtS0jGU0yMhZkcDTE6NE1fxxg97SMMdI8Tmo6SSlqRFeOjIcZHQpw81MHMZOSGjBOueXwFgiDgVFQu3aW4LuE0mPu3JIo4096yuY2tOi/iRVEvd8hcWpZDVjIe7jm453nzY1rKOqzMOzjYJSs6Y+6AO//+SyMBLn3e/N/MdLj3pc+3SRKKKGa8s3MQ0+0DVtqSfV7qwFy95g5AC+4VhMukJOfqIIti5j0EuOy6S6M0JFHMtI9hWmkEl9Z/LoR5PheFKAiXtYXVV/P6a5Gy5HRovl1efItun3f9nEFoDpe1A+CQF77PYmNufr2dytUdGeplEVZSul4X66GIEj7bxevssrKg3kDGGASQ0nUcsrLAU2mX5LTxQbpM2cGrLvyOXNoOc/W5tA19l9RdFsXL6rXYfLw412REQaTM4+fwcB/nJ0cRBYG1ecWE07wac1Alq28vHU9yev7Ob8f58yORbotLy5IEEc8l+91L33tufzdXX4es4FFteBRbRn1ksfsurcccFovyubRvF1tPVEnOROKANUKU9DhZ7LnvJbLzfei6wWDvBBW1+WTleonOJuhsGaKiroDJsXB67bu5b2GJx4ciSrRNjRPXUrhVGz6bjXyXh+7QNOfHx1iWY5GCpnSdkcjsZekySSNFg/dipNb8lJ8rpf9cCt0w6Bma4udvneF4Sx9D4yEisSSGaVJeEKCuLDdjnBibmuXZN04BcPfqapZULE7OOh82VaYgy5Mpcw7STXA2feiNE2B9ADbWlfHvPraZlGbQOz7N80ea+d7e4+T63Hxy40dfJvP9RsfIBN968yiSKPJbD6ynPCeAacLA5Awtg6OU5dy43i1YWucDkyEKg15KcwJIoogkiqiLjOCBiRl2HmlmdWXRL5RxYg55Pg9/8cv3E3Q7GZme5Z3zXbx1rpPBqRB/8vF7qCnIfr+reAeLYGRmlheONlOZG7xp48QcbLLE5+5bx8a6hfK5giBQfpNz8nogiSKNpe9ORnYHtxbD0TC7+9r5zSVrrniNU1Vw2Swv3r2NVZnIq9uBuU3pTDLO2clhZpKxzAYrx+5Oyza+9xAEAZtDpbA0i8LSLAzDIJXQiEYSTIyG6W0fofVMP62n++hsGSKVvLrB58MOh6ywbhHlgVsBS1LPwZbC8uu+V5EkVs8zvr0fEAWBan821f6b/46KgkClL0il78ZCnz9K+CD07bVCEgQ25pfRmJWPmY58cCu2G86vnw9BEMiyO29ofiwGSRD4bMNaHFcwdP0ioraxGEWV6e8co7wmj9KaPOwOhW///etULSnk2L4LVC0pvGlCzMacPByyzPGRIabicdyqjaDdSV1WNsdHBvnX00f57LI1BB0O2qcmeK2rDUUUKXR7MmVsyNqAbi5OFD0/xeNKME2Ts+1DfPXZ/ZxpHyS1iDLJgusxOd02yLnOITRNp6Y0J6PAcSXMzMb4wZ6TdA6OMxOJ47ApJJIaf/Lp+244reMjM1o9dpXKPGtDX1uYTa7PRet3RnnnfNcC44RpmuiGQTSZQtMNBARsioRdVRbVmk5oOvGkRSQjCgKSJGJXZBRJXOBVME2TpKYTT2nouoEoCjhUBVWWLrtOMwziSY2UrltkOKKAXVWwXXKtbhjMxpOosoRNkYklUyTSJCqKJOG0KQu84KZpoukGsaQVPgmkD/ASdkW+LHwqpelEk6lMfRerw7XiwuAYE+Eov/3Aep68a2mmjDVVRTxqXs5tkWmvpIZuXPn5c+88FYkxG7cYxmciMWTR8oC5bCo2xSIDiyU1kprFSxGKJZiJxJgIRzLt4LbbMEyT2XgCj92GIlsho5F4Ek3Xcad/AwjF4ghYKUIASU0nkdIy7SqLIvZ0/17appFEEqdNRRIFoomURQiEgKpIONWL3ijTNK2wz2QqE2miytY1NyNtp8gSJVl+irN81BXmcFdNCVV5Wfzz64f4wb6TfOmJuzMpHqZpkkqPmcw4UGRs88ZLIqURTaSwq/JlqSGmaRJJJElpBl6nLTMeTdMkkdKIpzQMw7TI5lTlsnlzvdAN47L2cqgL50FK0wmn+9gEookkhmGipK+dW2gNwyAcT2JXZCvMN6VjV613jyaSJDUdh6pgV5QMwc+1rh+RRBJNN/DYbcRTGomURWIlSyJO1RobgmDpgc/9/UhbP5OzMWai8cy4FQURt0O9YS4AQRAozvLRUHxl67duGISiifR6Yo1ZzTAQBGssXLp2zK0zc2vHQuu9gF2VMylcSU1jNp7MhPspkoTbbrvMOx9PpoinNDwOG6n0OjoXvutM99lidYjN9YO4eF3nrr10bV5srTEMa22QJWtuz43fOXI1p01914/0+4GB2RliukaVN8jpieEFIe8DkRD9s1c3NvSMTXOqZ4iZSIyHVtby6onW255W9XLveVqmR+kKT1LjzaYjPMGWvAruyi1995tvIQzDRNd0UikdLakRnoky3D/FUN8kw32TjA1PE5qKEg7FmJ2JMRuKoaWuTAR3B3dwBx99COnUlSzpgx+VPcdRcgcXUVKVy2/+wQ6Kyy0DYzDbw6O/upFn/nEPb75wkoKSIB/7lfU4XTfXbkuzc6kLZjM4G6Y/PEOJ14cqSeyoqGFXdzsvtLdwanQYn83OUCTMaDRCtT+Y4ZsAkAUF3YyTNJKXpU1IonRVzgnTNBkYm+HrPzvIydYBbKpMdUkODRX5zMYSvHaw5bJ7fG4HDZX5HD3fx7muESZDEXIDnkVKv4ihiTCRWIKnti3nbNcQ21fXsOdY203FnXxkjBPzIQgCXocdj8NOLJFa8LdQNM6esx3sOdNO//gMNlVmRVkBT6xrYElxbuaQY5gmfePT7Dx6nqMdfUyEozgUhXy/h0315Ty1fik2Rc5cOzwd5qVjLRxs7WEsFMHvsrO5vpxHVtdTmm3JX5mmSSgW5+XjrTS19dEzNoWmGwTdDjbWlfHY2iUUBS96joamwnx551421ZVSX5TLc01nOd1j5WkuKcrl9x7ZRL7fs+D6t851sq+li8HJMGAS9DjZWFvGr2xegWceCV0sleTZprPsPt3GyMwsfqedTXVlPLVhGble13UfIBXZUh6PxJPohoksXbx/MaPPwGSIV060cqC1h/FQBJ/LzvrqEh5ds4Sy3EDmnp8ePMPb5zoZD0cYmLRyPP/g/75oHVpsCr/1wF1sb6wmltT49lvHONrRT8fwBDPROH/10zcyfVQU9PKlJ7YRiib4m+ff5g8f3cK66hLCsQR//9I+zvWN8AePbmVDbSmabvA/fvYW2R4XX3x4E+OhCC8eP8/xzkGGJkOYQEHAw91LK/nY6np8zovhhc39o3x9dxNPb1mJphvsPNpM58gkiiSypb6cz913V8bgkUhpHLzQy8vHW+gYmcQwTOqLc3h87RLWVBZn6n6zsCsyD62qZfeZNo51DtA7Nk1dUQ6maTIWivDKiVb2ne9meDqMx2FjXXUxT6xryBj7zvWN8Pcv7+eepZV85u7VCwwBs/EkX965l/FwhP/8yfvJ9bkxDIPusWl2HmnmcHsfs/EE2V4X9y2rZseKWrJvkG8glkxxoLWHV0+00jEyiWma1BRk89CqOjbWlmYMJy2DY/zFj3bxxYc30Tcxw57TbUxF4pTn+Hl07RK2LqnAoSpMzsb4Lz/dzeb6ctoGJzjVM8i2hkrubqjgB/tO0jo4zraGCj63fV1m7lzr+vHMOydp7h/h17et5vVTbRzr7Cep6ZRk+XliXQP3LK1EkSUSKZ0f7jvFwQu9tA+PMzUb48s792beJdfn4g8f20ZDce4N9/+7YWR6lj/+7sv80oZGJFHklROtDE6FcKgK66qK+eSm5ZRk+TJrQiSR5NUTF9h1uo3pSDxtLNKQRJGg28Fja5fwqU0rADjTM8zXdjcxEYoSTaZYXVnEHz227bJ0kjfOdvBc01k+/8AGDrb1cuhCD+FYgjyfh4dW1bJjRW2GRNM0TaYiMXadauPNsx0MTIZw2VXWVBbx+LoGavKzM8YP0zQZmZnl5eMt7G/pYXRmFp/TzobaUh5ds4Ty3IvRIzPROF/euZeSbB/3Nlax80gzRzv6SaR0ynMDfGHHRmoLP3hRR+cmRxiKhqnyBvnqmUMLwnJDyQSFrqtvLBKaRrbXmTEKvRc8VN3hST5RuZw9A+08WrqEuK7xxsC1M/jfKHTdIBKOE5qKEJqOMjkaYrB3kv6uUQa6xxkfCZGIp0gmNFJJbVFDhCSLeHwuAlluiivucOPcwR3cwR18mCCKAis3VC0456y/p57KugJC0xGCOR6Cud6blpIO2O38zqq7EAWRZTkXI0dX5hbwmcZVfOPUUXpC0xm1pCK3l3+zfA3VgYvRBqOJUV4bfpmeaA8JI44iqCSNBJIg0+hr5FMlT1/x+ZpucOB0F6faBnA5VJ7esYaHNy3B77Fz8sLgosYJVZYozQ9gV2WGxmeYCsXe1TgB4HKoZHmdpDQDVbH4gaYjsXe970r4SBkn5jZVmm7QNzHDeDjC+pqSzN8Tmsa33jrGz5vOsb6mhF/a0EgolmDPmXbO9Y3wp0/eS2Oplf8TT2r802sHOdE1yEMr6ygKegnFErQPT3BhcGxBXs3ozCxffn4v5/pG2NZQwfZlVfRPzPDsoTNcGBrnTz9+T+ZANjUbY/fpdgoDXj5+11JEQeBE1yDffusYk7NR/vDRrdjTB5OUrjM8HWbP6Q7eONNBjtfNI6vrmInGSWl65gA/twH/2xff4dCFXlZVFPLgyhpEBPonZpiNJy6mzFQJAAAgAElEQVTbcL7T3I3fZWdTXTluu8qRjn6+9eZRkprObz+4Aft1HoyXFueRH/Dw88Pn8LscbG2owOe0L+opH5mZ5Ss793K6d5gHV9RQvqqW4akwr59q41zfCP/hyXsozwkgCALLSvMJepzEEim+984JTNPk6S0r8dhtyJJIbYG1OZREgcbSPEqz/bxyooVT3UM8uX4pJVmWYchlV8nyuNAME03TaR0cY21VMZOzUU73DDMRjnC+f4T1NSWMhyP0jE1ZhKqSSM/YFIfb+qjIDbKlvpyUprH3fDf/+MoBBOATG5dlPNuJlEbf+DQ/O3SWmVicqrwslhTlMhaK4LSpGQ+8phu8eKyFb+w+THlugI+trkcUBN5q7uQ//2gXf/rkdu5prLwlYYJgcTs0FOdlOEFqC7OZisT4h1cOcKClh60NFdy9tJLh6TCvnGilbWicP//EfeT7PVTnZyGLIu80d/HwqjryfO5Mn3aOTnKwtYeHV9fhcdgwTZPO0Un+y0/2MBWJcf+yaoJuJxeGxvnXPUfoG5/mCzs2ZvhhrhWJlMYLR8/zjd2HqSnI4uPrGhAEgaa2Xv7mZ2/y2w9u4NE19aiyTDKl0Tcxzdd3HyY3bRQB2HO2g79+7k14Cu5bVm0RuE7P8tyhs2yoKaU8J8jPms5ypL2PVRWFCILAy8dbWFFWwL2NVde1fsxE4xzvHGRwMkRFbpAn71rKTDTOaycv8JUX9uJz2bmrugRRFKgvyiHX5+bNcx00XejlY2vqqcm3DsEOm0K+331TfR9LpgjHFubCSunoAVEQ0AyD4ekw39t7Arsqs7G2jK1LyjnTO8Kz6XH8R49tw+u0o+kGLx9r4Wu7D3Pfsmp+aX0RoViCH+4/xUw0zpPrG9lQc9HqX5kX5HPb1zEWivDV1w4xEYqiL6LKEEkkOT8wxv/a+Tb5fg8PLq9FMwzebu7k717ahyyJPLHOyruMJlJ87fUmXjnRyraGCrYsqWA8HGHXqTbO94/yH39pO5V5QQRBYDwc4e9e2sexjgG2NVRwb2Mlg1Nhnj/SzIWhcf7sqXsz41k3DCbCEfompjnbO4JDldm+rIpESicUiyPdRi6Gm8H9JTWZ9b3Y7eNP1tyT8Vh0hiZ5vrP5qvcXBrwcbe/nbN8w//DyftbX3P7oBb/NQVLXyXO4OTjSTY7DzXRazu5WIpXUGOydYLBngsGecQZ7JxkfmWFiZIaJ0TChqQiGsbgxRpQEFFVGUSS8ARcllTmUVuVSXJFNbmGA3EI/2Xm/eGmD7xVM0+Sd5i7aBsd5bF0DuTe5Dt7BQkQTSQ619nKqa4hoIonbYWPr0gpWV344Uivu4A5uFJdGYZomSLJEfkmQ/BLLMCCk/3Yzkb6qJHNP6eXk0nZZ5teXrmRJMIdjI4NMx+Pkulysyy9ieW7+Aq6OI5NNTKWmuCdnO02TB9mYtYmoHuXE1HGq3LVXff5sLEHT2R503WDz2gqe3rEalyPNd3IFsQhBEMj2u3DaVaZCMWajiUWvm49cv5u60lyCXid2Veb/PLcPr9NGrv/djRpXwkfCOGECY+EITW19pHSdrtFJXj3RSlHAy8dW12euO9k1yGsnL3Dvsip+d8dGAm4Hmm6wpDiXv/nZWzx/5Bz1xTkokkQ8maJlYIxlpfn82rZV5HhdmVBmwzQXHN5fP3WB450D/NYD63ls7RKcNoV4SiPodvLMvpO809LNE+sakESRoiwff/3ph7CrMk7VOqzet7ya//DdVzjXN8J4OLqAJ0E3DNqHx/niI5vY3liNU1Uy2sFzodOaYbDnTDtNbb18atMyfnXLqvThD+JJDQRw2xeGJxmmyb9/fBv1RbnIosXZMRGOsK+lm8/cvea6jRNFQS+ff3AD33rjKF99/RDPNp1l65JyNtaWUlOQg0OVMweA105e4HTvMJ+7bx1PrG3AabNCqJeW5PHlnXt5/vA5vvDQJlRZYmVFISsrCpmJxnn1ZCuGaXLfsipyvAs3KjZFZuuSCgBaB8e4MDjOproylpcVLLhO0w1yfW46RyYBGJuJoBvWGOgYmSSaSDEwGSKlG1TlZyEIAqsqivjrX83GaVOwq1YKybrqUv7oOy9yomuQR1bV43NdnOjRRIr2kQn+w8fvZkVZIaosZSSF5jzivePT/OTgaUpz/Pz5J+4jz+9GANZVF/Nnz7zKjw6cYn1NyS1VIcn2uNAMg3A8gQm8fa6TAy3d/PLmFXxq03I8Dlvau+/jn18/xK5TbXx6mzWWttSX8603j3JhcJxcn1VXwzDYd74LSRJZX1OKPW0tff5wMx3DE/zFLz/A1vpyFFkimkjx/0kSr564wD1LqxYYDa8Fg5Mhvrf3BLWF2fzpU/dSkF707mms5G9feIfv7T3BqopCKnKtD4thmsiiwJeeuJuCgMeSpqso5M+eeY2fNZ1jU11Zpuxcn5tfu3sVY6EIx7sGyHI7+fTWVUyEo5zsGqRvwgqLv571AyyFinuWVvKFHRvI8brRdJ2ioI+/feEdjrT3sa6qGFWW2Jiuy+BUiFPdQ6yvLsn8drNIpDT+98v7+Zc9Rxb8vrK8gD94dCtZnothqTPROL/3yHY21pahSBLbl80SiSc52NrD1PYYXqedUCzOvtYesjxOfvehjXgdVqpUPKXxT68eIM/ntto7jYDbyfqaUmbjCX6479RV6xpPpgi4HfzhY1spCvowMWkozuUvfrKb/S09PLa2AVEQONTWy5tnO3h8XQP/ZvtafE47KU2nKi/I3720n5eOt/CFHRuRJYE3znTQdKGP37hnNU+ub8RtV0mkNPJ8bv7vm0d582wHn9q0HGneBqRzZJLP3L2aT2xclkkFS2oaTvWDqQgkpkXkTdPk843rF5Cv5ThcbL1C7vJcCpokitzTWEVtYTY2RaY89/bnv+8orsMpq+Q53DzTcYLz06N8rPTWS1sPdI/zn3/n28RjKRLxJMn4lSNDrIgIJ16/E3+Wm8KyLMpr8imvzSO30I/DacPuUFHtVprX+8EyvxjGQxG6RyYJeJyU5QQ+kKlHNwIT2H++m4OtPaypLv7QGycGJ0MMTMxkHFtiOm0u2+si1+e+KfK460VK0/np/jP8aN8pvE47brulAtNQ8u7kd3dwBx92mKZJPJqkv2uM6cnIohxCqk1m2bpKbPbbo3LnkBW2FJdxV0ExWlrNRREvd+ZOJidZ6m1kpX8lF2ZbqfXUEVCCyIJMd6STNYEr80klkhq9w1PYVIVV9cUZw8S71s2moMgS07MxUto1pDEKEI0n6R6eYnVtMSurCynI8pEXvPE1+6NhnDBNmi70caxjIGMF276sit9+YD3VaWI53TA43jlAPJliS305boeNlG558OoKLc9l6+AYk+EoeX4PDpvC8rJ8DrT28p23j3PfsmrqCrPx2G0LNiZJTafpQh9ZHierKgpRZImUbklora0q5kf7T3O2d5gdK2px2a3c8RyvCz0tJ2UakOV2Uhj00jE8YRkTLkFJtp8Hl9dmDqoKEg4uTpjZWIIj7f34nQ6eWr9sQdi8egUSnMbSvAUH91yvi+r8bA609hBLpghwfSz+omilLdQWZLOvpYcDrd38YN8pnj10lodW1fJrW1eT53czG0tyvHMAn9POfY3VmXeyqwpb6st5Zt9JjncNMh6KUBi8cQmfK8HvslMQ8NA7PkM8pdE6OEZh0MuaymJ2n25jOhpjYGIGTdczpIR2VUaVJXTTQDcMTBMKgx5yvC7CsQQp4/LJu6ayaEFqxnxJW8M06RqZpHtsit+6fz3ZXhd62ntXEPDSUJzHia4B+iemqSu6deH8c5JgAJqmc7i9D4eqcFd1CXZVIaVbPAOrK4uwqwpneoeZjSfxOa0UpR/uP8U757tYV12MQ1UYDUU40t5PWY6fZaX5CIJAJJHiUFsvtYU5NBTlgmBJWimyxLrqYnYebeb8wAirK4uuaLldDK2DY/SOT/PZe9dQ4Pdk0ieKAl62N1bz1z97k9PdQxnjhCgILC8rWGDoq8jLYk1VMQdbexiensWTHnslWT5cNhuiz+KTKc8N4E1HgYiiYHHO6Ne3fgC4HSpbl5Rn/q2KMkuKcy2L9GwMzTBumEviWiGJIsvLCqjMW3jgLMn2X2aArC3MXjBmAy4H9UU5HO7oI5JOj9N1g3gyhUORM+lJoiDgc1rtMceJcyOwKzIbassWkOeW5wbI9bqYjlgfSUkUOdLeB8DmujKcNtXqB0GgsbQAn9NOc/8IM9E4HoeNprY+vE4ba6us90rpBqIosqayiO+/c4LTPUM8umbJgpQ3v8vBY2sbFqg8Xa+x9v1CwOZY4O3xqXbW5S1uCOybmOZnTecwTZNwLJGRpqwuyObX7159W+tZ6b1I+Pql5fegmwZj8cgtf04qqTE6uFCmURAERMnij/IH3RRVZFNalUthWTYFJUHyigPkFvix2ZUPjAHiSjBNk52Hm/nnVw6yoqKQv/nNRz4y6mSiIPD4XUtZV11y2fp1ozBNk7M9w0xH4mxdWnFLyrxWvHa8la+91kRKt6JeJVHAZVcpzQnwxF0NPLqu4T0zLI1Mz7LrVBs5Pjf/7dd2kO/3EE0kUe6QJt7BLwCSCY0f/8vb7HruGDNTi393svO8fPl7n79txglIEzHLMldjtlBEGQMDUZAQEZlKTpKlZhNUs2ibvXoqpG6YRGJJZEkk6zrSqU3TxMS8ZvUuWbKUilp6Ry1jhglHWvt5dGMDxTk3Fl34kViJBEFgU10Zv/XAenrHp/inVw8hCgJFQV+GWDCp6YyHo0xF4nz5+bf5P68cyNyvGxZnRGm2n2jS2oTbFZnffmA9QbeTprY+3m7upDTLz46VtWyqLyPL7bQOY/EkoVic3vFpvvTdl1HmfVySms5kJGqlYei6pbudSHGie5CmC730TUwTT2loukHnyCQ+p/0yaRgBAb/LgdN25QmS1HTGQxGyvU68jmsjcMm/JNxGEAQUScLEXJCycj0QBIE8v4eP39XA9mVVdI1M8lzTWZ4/3IwoiPz+I5uIJVPMROM4VJmgZ6EBxK4qBFwOOkYmiSSSV3jKzUESRSrygrQOjjM8FeZc3wiVuUGWl+Xzvb3HGZ2J0Dcxg8/pINvjxDRNpiMxmtr6ONY5kJFJTWo6HSOTLC8t4FI1H0kUyfa4rnj4NgyTidkosUSKZ/ad5MVj5zN/M02T8XAUVZaYib17ONX1YDwUQRLFDEnjdCTO0HSY//iD1xbUVTMMRmZmKc32Z4gnCwIeNtWVcbi9j5HpMKU5AVoGRukdn+Zz963LHFRnonEi8SR94zP8zjd+viAUPpqwiCynI/HrHmNjoQhgkut3L0h1EUWRgMuBLIqMhi5+ZARBIOBaOL5UWSLodpDSdWYisYxxwqYoiJbzGVEQsCky4jwLtmmaJPXrWz8AXDb1Mm4FWRKRBMF6/9uf2o8siTywvIYHViyUO5yTXJ6PXJ97AZ+IIKSNaqYVJQPgddpZXlbAzqPNvHD0PI0lecSSKXadaqM0239T6jiqLJN7yQd0TpXHNC+SrE7OxhgPR/irZ/dgm7eZ1g2DwakwrnR0hCRa6TUDEzP8yfdfWWAISunWmhmKJSxi4nnwOmx4nR9OArFXey/wUGltJhJkIBJiKBJa1EBREPDyqU3L6RmbonVgjG1LK4kmkhztGLht9Zsb8vO3O4IgkNB0ft51lt9ZuumWP1OSRdxeBx6fA1/ARVF5NhV1BZTV5JFT4MPpsuN02VDtym2VUb0diCZSHOsYQJEl+san6RieJFj90TBOACwtzWNp6a3z5muGwesn24gmku+5cQIsSeVfv3c9qyoKSaR0WgZGeb6pma+91oTf5eDuxsr3xCA2E40xGY6ydWkFhUEvgiDgcd6ReL6DXwycOdLFGztPUFSezVOf3YI/6L5MNdRmV3F73/85UegoYiQ+giRIZNuyeX3kdQZig7SEm/Er/qveKwkCTrtKPBFh9hrPE6ZpMhWOEYuncDlsGZqBq0GRJQqyvdZ3aHSGqXAUuyrfVCrsR8M4AQTdDlZVFLKkOJcLg+O8cqKVt5s72bGyFil90JgjUdy2tJKcRaxIQbczc6CxWO79/LuPbaFvfJojHf28da6T//7cmzy8qo4/enwbLruKmGbdz/a6eGB59aJh+OW5gYzn7UcHTvPNN46wuqKQNVXFBNwO7IrMD/efYjqyeM7tHLP/Fd9fsKxbKd245vOOLF7NY3tzpyYpfWAMVBZRGPTSOz7Nsc5+piMxRFFAlkQSmsWcP//AMKccIaW9CrcL1XlZaLpO19gkg1MhNtSWku/3EHA5aBkYpWdsiur8LBRJIhxL8I+vHmTPmXY21ZWxsbYUr9MOJnxjz+FFyxcEMuPiSpBEEUmyomtqCi6XjXSqCkW3KHJkTlGjZXAsE0Iqpi2ifpeD+5dXL/Acz6Eo6MWVNoq57Sqb68vZ39LNgdYecnxuDrT24rSpbKoty7zr3FwryfZxz9IqbMrl42xZaf5lB+N3w1zkiXaJDJJpmuimYaVxzPc6mVymFz2n8CCkVXfmcGk3CYtwDAvpd7vW9cMqV0C6itTTe2CbACwDxZUiqBZcJ0qXtcWlsCkyn9y4jJ6xKf7bs2+Q43OBKVCU5eWLD2+iMi/rhjfXgsAC48hCmOlrrLXB7bCxvbEav+vyzUOuz23xn2AZm4IeJ/cvr8kY0OajOMt3mQKNJIo3qW7+3mIuTcEE3hro5P6SakTTeoOhSIi9g92LGiccqkJJtp/J2Zg1Z7N8hOMJpk6137a67uq/gFNSmEnF6QxNZH5P6Bp9kemr3HljCOZ6+Tf//mEKyyyJ0LyiAKrtckWXDyNM06RtaJyhyRk21pXROTLJoZYe1lYVLapYk/n/9H8vNRBdeu1CDZ5ru/ZK112pDvPvmW8MXuyaxfrsau91aXkAE6EoLf2j5Ac8CwzkV7vnSuXeCCTJco6sTPM63FVbQmlOgL/84S72nutifW0pDpuyaOrR1epxLf0w/5pESiel6zhUGXPe3y5t5yuVe73ja7F6vFt93+3aK113LdffwS82Os4PoqoyX/jzxymr/uCkMo1EZtnZfp4yr58HK2oAWOlfzWRyEkVUWB/cyHhinP3j75Bvz2dL9t0Lxv6lY1xVZYpyfAyOzdDcNcyODfVpx9uV65BM6bR0jTAbS1BfnkfA++7G7uHJMN986TBZXhfLqwq4Z2UlxTl+1EX2/9eKj4RxYj7sisxTGxo50tHPM/tOsrQkj7KcADZZoiI3gNOmsKqiiAeX1yzwkmQW50sWUEEQKM0JUJLt5+6GSv759UO8c76btqFxVlYU4rarlGT5CccSPLC8hiXFuYsumoIgEIrGeeVECzUFWfzhY9sozfEjCgKJlMbzR5qZnr0xQjCHqlCRG2R/SzedIxOsLC98TxdiKwRo8Q2EXbHkJ6OJFCDgdaiUZvtpauujfXiCpSV5aUlFGJ6eZXg6TEHQi991fWkl8yEKAnpapnMxQpvyvAAIcLxjAEkUqcrPwue0U12QzanuIfrGZ7hrQwmyJNI+PMPuM+3cs7SSLz68KRMxMzozyzffOHpD9ZNEgeIsLz6HnYrcAJ+9d+1lh7JbyZif0HReO3nB8o42VFCW48euKJRm++kZm2JbQyWrKwqvOG7n/ruivIDCoJem9j5WlBdyuK2PLfXlC3KBg24HBQEv8VSKj9/VsEB9ZrFyrxWVeUFsisy5vhE21pVlIj2Smk7b0DiCAFXzQn8N06R7dApN15HTBrDZeJKu0UncdvWyyKGrwcTy6l/P+nEjENMRFfoVxu0HBYYJ4ViSp7esZMfKGlRZxu+0E/Q4r2JcuDWwqzJlOQGOdw2yvqaEzfXlCyJp5veDYZiUZPsYmZlle2NVJvVosWs/7BiLRTg43Et3aIqftp9BEkRMoHlyhCrf5cbP+SjN8XO0vZ+/fu5NBEHg3saq21bPbLsLVZTYNdBKlScbj2oZl+J6ipHY7C1/XjDHw5O/sfkj0ceXQjcMznQPEU2keHx9Az/ed5rTPUNMzsYWcMmYpsl4KMobp9stNbGZWeyqQkHAw4a6Mu5fUZ3xjhmmyfBUmNdOtHKsY4CpcBSnTaU4y8fmhnLuaazKKHHphsHAxAyvHr/Aic4BZuNJ8vxu7l9Rw8a6UnyXfMMjiSTHOwZ480wHPaNTJDWdoNvJ8vICntzYmKnz6Mws//zqIbpGJkmkNHK8bn7/sc1UFyxUyjHTKmlvnGrneOcgo9OziKJAWY6f7Suq2VBbil1VMIGW/jGePXCatqFxWgcsTqpf/9sfZsp6dF09n9qyIhNxFE9pHO8Y4PWTF+gemUKRRJaV5/PImnoq87Nu2TonCAJLS/LwOe1MhCPEUykcNoVwLMHXX2si4HbwwMpa9pxqo6mtj1giRUm2n9/YvoaatHKQrhv0jE3xyvFWTnYOkkhpFAa9PLiqlrtqSzJ8Y+FYgn/ZdZj2oQmGp8JMhKPsPHyewxf6Acj2OvmTT9xLQcCb6d8Lg+O8dryVs70jJFMalflZPLiqhjVVC9XE4imNwxf62H2qjd6xaUxMsj0uGkrzeHTtEvLm7RHCsQQHWnp480wHQ5MhRFEgx+dmRXkBj6ytX5CWNB2Jsa+5m7fPdTIyPYvbrrKupoQHV9VSGPBmvsEp3eCZt08wMh3mV7au5Gh7P2+d7WA6Eiff7+FTW5az7jp5ru7gowvDMHC4bBSWXP3b+F5jYDbEt8+eYFtJRcY44VN8+BRrH51jy+GXS36FmB7HLtlxStYa2xvtIdeeh0NauOa6HSqrl5RwpLmXfSe7WL+0jLsay66oBKjpBida+3n9UKuVElxdSO418EYU5/j4g09uYyIUpX9smpcOnWciFOU3dqylsvDG2vgjZ5wAKMsO8IkNy/hfz7/N80ea+eJDmxBFgS315bxw9Dzf33sCl02hoTgPUYDpaJzu0SmyPM4MD8PIzCzn+0epyAtS4PcgSyLxlEYsHbY956WVRJGHVtVyuL2X7+49wa9sXkFZjh/NMJgIRekdn6a+KIeSbH9mw5xI6RimgYC1+L6aPjgu5r2+FrjsKncvrWDv+S6++loTn7tvLdX52QiCFco/MRtlRVkBTtvtIXTTDZOjHf1MzkapKcgm2+NClgTGw1HeONNB29A49y+vwe+yI4ki9y+vYX9rD9/de5zPP7iB0mw/ozMRvrf3OOOhCL+8afllIfnXg2yvk9l4gjM9w9QUZKPKEomUhl1RkCUrrSHb4+JoRz9+l4PK3CAOVaE6P4uXjp8nntQoT8uZWsSPJvFkCtKR+KPTYX64/xTDM2FyfddP+CIIAjUF2ayuKuKl4y2UZPlYU2XxOISiVoqQKAisryl9V0/2YjBNk3hSY3I2ytBUmLebO/npwTPk+d388uYVmXHwwPIa3jnfxXfePgamSVV+FrphMhWJ0j06TUVuIMO7AZDjdbG+ppSXT7Tw/JFzJFIam+vLcc7zPKuyxKNr6vmbn7/FM++c5Mn1jeR4XSRSGiMzswxNhlhTVUSW5/rkRGvys9hcV8bLJ1qoK8phY20pgiBwsLWXF46eZ3lZAUtLLko1GabJ8a4Bdp1uZ9uSCgQB3jjbztGOfh5bu4SAy3FdMkeCwHWtHzeCLI+TRErjdM8Qy8vycaoq8VQKmyLfFDdFJJFk6pJ3FbBIcm8kx/lk1yADkzN8ctMy6gpz3zWy61ZCTB+ed51q49tvHUORJOoKczCx5EV7RqcoDHipL85FFAV2rKzl4IVevvv2cX5160oqcoNpVY4YveNWhNR7QQD5XmA2lSCha/SGpxEFyztSF8jhodKrM3o7VIUHV9YQiVu5qR7H7QtlXZ1teYxHY9Wsyy3Bo1jfvEgqSUxLXe3WG8K1jMs5crRIOE4qpSGKInaHistrR74OXpz3GqFogsNtfRQGvawoL6C1f4znDp2lfWicoPvit0PTDf5l12FeOdbCpiXl3FVbSiSRpGd0it2n2tjaUJExTszGEvz9C/s43jnAhtpSagqyCccSdI1MkjrTwd1LLzLPdw5P8lc/3s3YTIQNdaX4nHa6R6f4n8+9xeN3NfBvH1yfiSSNxJN8760TfP/tE+T6XCwtzcOmyIxMz3Kub4SH19RlyvU4bNy3vJrhqTAvHj1P1+jkolxcAAdbevh5UzOV+UFWVxURSyY50NLLvvPd/OXTD7B5SQUIIIsCJdl+nDaFvvFp8v1eHlhZkymnpjA7M1Z0w2Dn4Wa+8VoTJdl+GkrzSKQ0dp1so6m1j//0qftouIWpJglNQzfMdBi0mKlD/8QMLf2jnO8fZWo2RnlugJSuE4knSWpWe5imScvAKH/5w93EEik21pfhUBXah8f5bz95g6e3reTTd6/CoVp7n7LcAEG3k8HJECPTYSryAmxJE4m77Wpmb2CaJqe7h/jvP3mDpKaztroYuyJzsnuIAy3d/OET27hvRbWVCmzC22c7+dvn91KWG2B5ufUNHJwKsetkG2uqijLGCdOEnYeb+ebuIywtzWdVZREpXWdwMsSrx1vZWFeWMU5E4kn++dUmXj52nrXVxaytKmJyNsaP953maHsff/zUPZm1e06x7ljHAOFYgs6RSWoLs8n1uZkIRzP79ju4A4DC0iwEUWB0aJqi8g+OPHhc00gtomY2B0EQcMounPLF/bNpmrw4tJNHC56gzLWQSF1VZLatqmR3UyutPaN85Xtv8vDmBtY3ljExY6VBGyaEowlae0Y53tLPs3tOMjQRojQ/wEOb6q9oyJiPiZkoLx9qQZIEZEki4HZSVZhN8BqiLq6Ej6RxQhIF7m6o4M2zHbx68gIbaktZW1VMUZaPLz68ia/vauIrO/dmQp0N00QSRT6xsTFzuBgPR/j2W8eYjSdRZSvc2WI3T/H4uiUZok2AtVXFfP7BDfxo/2n+8ie7LE+tCbpp4LHb+L2HN1OS7cdlV3lkdT0/3H+SP/sudzYAACAASURBVPneK3gcdgzTJOh2sqG2lLahiUXf590gCgIba8v47L1refbQGf7qp29Y6hgI6KZBRW6Qmvzs22acMLE+kD8+cBpVkTPyoXqaIG9DTSmf3roy8+FdU1nE57av45l3TvLH33kZVZFJ6TqxRIpPbFzGA8trbuqws7G2jN2n2/ne3hO8dLzF+ihn+/nCQ5soCnqRJYmagmwOtvbwaFpdRRAEqvKChKIJ/C5HJkKiKMvHgytq2Xu+k9//5k4cqoJuGJRk+VlXVUwidQ1Mtosg4HLw2w+s52u7mvjariZsbx2zIkgME80w2N5YxbrqEm4kwHx4OsyXvvsSsvT/s3eeAXYd9dn/zam3793eq3ZXvfdq2ZIL7sYYF0og9AAhpEEICSVACBBCSSGFl1BCMRhw77ZcZMnqxZbVd1V2V9pebj9l3g/n7pVW0kqrZmPY59PuvXPPmTNnzpyZZ/7/51Fy+hjTakp575XzmVRZnCs3raaUP7luMT9as4Uv3ffMCX0B6U2UPnz1ohHkBMCKKfXcv/FVnti+j0kVxUw5JVJIEYKrpk+gazDGo1v3sH7fYTRFwZUS15UU54VoKi+iMOwRFk/u2MeGfZ7g4s7DHfTHU3zt/ucozgsSMg3ec+U8qgrzyAv6+fA1i/juoy/xnUfW8v2s+0QinaEsGuYj1ywi/6QQf1VRmFxZwi9e2s5PX9iG7Tj0xZPMqC3njsUzzkuMcxjnM35cCOZNqGJGbRm/eflVnnv1oJfHFw3z0euWUFeSf+4DnAFp2+Y/n3iZn76wbcTniiL48t3X0lR+fi9mKSUVBWEc1+Xr9z/H95/emNWrUagqzOP6OROZN6EaQ1Ppjyf59cuvcOBYL4PJFAc7e9EUhc/d+yTRoI+aonzeuWJ2znVorGgsLeSjb1nC95/ewFd/u8a7l9l+a2gq77piDpOqPCHZmXUVfOTaRfzf81v54i+fHtHHA6bOn1y7+E1PTgghKAmEuKd5Fo6U3NU0M5c2NVo4/Mno7I/xq/U7PS2coTh1Jfl86JpFl7XOy8rq0U/afTZVjVvqpl7Wcw7DcVz6u2McOnCcnRtbaNndQW/XEJmMjTuc9qWpBEImFTUFTJpVy+SZNZRWRvEHz88C+XKivXeQVw4d587lMz1h4+Zq7l27gx0tHcyqr8hNKoejAGbUlfOJG5dSGg1jOQ6DiRSOK0dsigwm0mxvaWfZ5Do+dsMS8oMBMrbNQCKFQOTS6xzX5ecvbKOjd4hP376SJZPqMHSVwUSaHz6ziUc272ZmfYVHZgjY3tLOz1/YxoKmKj56/RJKo2FUVSGRymA5zgiyOmAaLJviLZj3dfSwfs+hM16/EIJVM5uY11hNNOgj6DOwHZcFu1r4/M+eZNP+NuY1VeM3dJori2muLGZ/Rzcv7mqlqbyQ96yad8bj7mvv5pdrdzClppS/uHUF5fkRHNdl3e5DfPW+Z7l37XY+W7kqF5F3IZDZ9+FgMs2T2/YRS6WZWl12Wlrw7rYublkwhU/evJyCcADXlSQzVk5bLG3Z/GTNVgbiKf7+rtXMa6xCUxX640m+99h67n1xOzPqypnfWEXANLh98XTAI5jXvHKA6bXlZ2yHvliSHz27Gdtx+fs7VzO1phRVUTh4vJev/OoZfvzsFmZkIyld6bK9pQNdVfnIdYtz5EQslWYomab4JOtxx3XZerCdokiQj92whMbyQlxXEkuliaesHInhSsnzrx7k2R37uWPJDN555RyiAT8py2Lta61864EXuffFHXzy5uUjxMZbO/toKC3gK++6znMVy+rCXUrXs3G8+TFrUSMvPP4KP/veM9zyziXkF4dR1JGzbaEIInkBlNfRRSdlW9jOha0pRkNNaT5/fPNC/u2XL3LkeB8/engjD73wao68PtYzyBf/+3Es26FnIE4qY1MQCfDuG+bTXDM2QX7TUJk3qZra0nzCAZNANvrLZ1w4xfCmJycKwwFuXTB1hH2dEIKSvBDvWzWftbtbSaYtXNfLSV/UXENjWSEb9h+htbMPV0ryAj6aK4qZdpKNUmNZIR+5dhGvHe2iP57EkS75QT/Ta8uYVl02gk3y6Rq3LpjKrLoKNh9so6Nv0BNFjASZWlXKxOyCUAD3LJ/FxMpiXj1ynFTGoqowjyUTaxlMpNl08OiIdIY8v48b504aU4qD39C5e+lMFjVVs+lgG10DMRQhKAwHmFlXTl524VYYDnLPslnMqh+5iNI1hQVN1RRGAqfZjp4LmqJww9xJlOdHONLd71lVSk/1fmJFETPrykcsQAxN5baFU5lRW8aGfUfoiSWIBHzMqqtgWnXpGReOpqZy9cymEXaco6G+pIAv3Hk1a3e3cnwgjq4qNJQW5F7omqJwxZQGLNth6aS63ItzSnUpdy2dSTTozzmeRPwmH79+CfMaKzl4vBfXlUwoK2BhUw37j/VwuKt/RH3K8sO8deE0ptWUnV6xkyCEoLm8iM/dsZrNB4+yt72bVMYm7DepK8lnVl3Feetu6JrC0om15GWFrXRNJT/oZ2JlMdOqy7L6ESeOqasq181sZmpVKZsOttHWM4BAUBDyM6W6lClVpw9MdcX5vO+q+Rzu6WdWXQUFpwg+CiEI+0zee+V8Fk+sZcvBdnpjCQxVpSwaZnptGdVFJ0R8NEUhEvARCfgoOyn0U2SjVoYHUCUbbfL5t1/N+r2HaensRSKpLylgYWM1RZHgiEWDEDCrroKlk2pZt/cwA/EU1UV5LJ1UR2l20hIwDW6YO4n6kgJUVck9x1OqSlCEIGDq3LpgKlOrSnN1GOv4MbehkryAj+JTImvy/D5uXTCV6qK80+5vRUGEz96+ihdea6Gjfwg1m1J2qqjmWCCEoLGskHetOLPrghAiN2EL+0zetng6E0oLR2iBKEJhek0Zdy+bSWFWHLZzIMYT2/dRWZhHSSSIkR0H05bN7rYuth/q4Et3XcvM7ATV1DTyQ37yQz5qsvfdu00C86TnvLm8mDsWT6eueCQJEzD0nG7QsE6IoghWTm1gcmUxL+8/wuEuT6sgP+hncmXJCDs8U1O5Yc4kpteUsflAG23ZMOKicIApVaVMqjpB1vkNndUzmsjY9kUtPN5IvKN5lhfxdR4L6KqiPD5+/RKQnqDt/RtevYw19LC1p43KQISqkNcnOpNDHIr1s9h3fhFV54vYQJJ1z+7imfu3snv7ETLZucFo2LWllWce2Ea0KMTiVVNYfcscGqdUoP4ORFRs2HsEV0pm1Zejayo1xVEmlBWwbu9hbls8LTdHMXWNCWUFbDpwlEe37GHF1AbqSqKnjU3gRWHWlxSw9WAbj2/dy9LJdVQV5uUch4bRORBjW0s7M+rKmddUjS9rFZ4f8nPDvMk8smk3L+89zIImLz3y5b1HSFs2dy2fRX1pQa5/XqwLTsTvI+L35d4TqqIwpbqUgnDAm7edZRfyTHBdz82jezDOu1bOoSYb8QoqM+srmFBWyGtHOukaiFN+AZpQGcvm2Z0HONzZT9Ky2N/Rw/rdh5g9oZJrZjePSFEDL5rhrYun50QrgREL7fbeQXa0drBwYs0IQqowHOTGeVN4dPMeNu47wsy68jHtgA7jeH+MjfuOctP8yUyrPTHfrSvJZ3FzLT95bgsHjvVQURBBEYKG0gKe2LaHBza8iuO6TK0pJRr0nzZ3VRXBhLICtrW08dDGXaye2cTEqhLyQwHyT+qOyYzFhn1H0DSFG7KRjsPv7GWT63lgwy62HmznWN8Q1cUjRQFvXTSN2uL8XHuda744jj88HNzdjmM7rHl4F1tf2k95dQGm3xgRqRzJD/Lhv7mRSP6530kJy6IjPkR5MIRfO+HylLQt7PMYg/pSKTLnOWadC6qqsGxWA35T50ePbGTH3naO9w7lvs9YDq0dvYC3OphUV8I7rpvLyrlNY46sbesaYM+RThZP9SI3HMflsZd3M7W+jOkNF7Zh96YnJ8qiYd63av5pnwshmDehinkTqkZ8rmSJixvnnt1T3afrLGyqYWFTzTnr4AnfCSaUFZ6203xqOX/WMnPZpLoR35XnkyMxhlEQDvDulaN72J4KXVNpriimuaJ41DLl+WE+ccOy0z43NI3VMxpZTSOO69LRN0hylFDKU1EQ8lMUDnLtrLOHDw9j2BlkUmUJk8ZolekzdO5cMnNMZb280/wRloSnfj+zrjy3gBpGWTTMB69eeFpd8wI+rps1kVOxoDHAgsaReYw1RdHTjjEaho991bRGrprWeNr3tuNyfGBwTNEZQniWtG+ZM4m3zJk05vMLcfa2OhVBn8EdS2ac87iaKphW7RF5o8HUNa6bPZHrZp/etqMdtzAc4Ia5Y70+ztrHwn6Td19x4vnSVXXEWBJSTd6/asGI34x1/Lhy2oQz5u4XhANnHK+Gj11REOHOpSP7uZSSWDI9wo3kbDB1lZJIiGk1ZeckyQDyQ15UyqkYJnMXNXtjoOO6PLxlN49v28uX7r6WGbXluZeX7Tg8vXM///roS+zt6GJmXTnRoJ93rJg9pjqf6XkECPlN7l42a8Rnw8RVeX6EW+effbd9eGyuLynI2cyOhqDP4G3ZncU3K/YNdPNI6x6GLI8gBphXUsmN9aP317Rlc6xvCIlHTgwkLkz76HzwbPt+bq49ce8s1+Wptn0sLq09y68uHK7jcrSli1/81xo2PLeb2ODYrlFKb6LVc3yQR37+MlvW7uPWdy3lyptmEYpceOrhxSKRzrBh32ES6QzfevBFgqaB47oc7urHcSUHjvXkCHZdVfjgtQsJPW/y4MZdPLZlD43lhaye2cTcxioi/hPRIJGAycdvWspP1mzh3hd38OCG15hYWcw1s5uZUVtGKEvw9wwmSKQtiiJBQj5jBBkWDfmJBH0c6xvCsh0URdDRN0h+yE9pNHzJIk+klAwm0mxtaWN7SwddAzFSlk0inaF7MH5BjkiW49A5EGMokebHz27mgQ27ct85rkvL8T7yAiaDyRTlXAA5YTu8uKuVzfvbUBTvXfJHV83jmtnNlOWfroMUCfgojARGbbOuwTgpy6YsGsJ/yi5lQdhP2G/S0Tt43iRN92CcZMbiuVcOsqe9O7elIZF09sdxXJfeoQTgjbHXzG4mZVk8vGk3O1qPURoNsWJqPVdMm0Bp9IQLlBCCty2ZgaIInt6+n3W7D1NZGOGKaRNYPqWewnAARRGkMzZdA3F8uk5Z/sg+4zd1iiJBWjv76E+kOHkGFjB1SqOhS9bHxvH7ifbDvfT1xGic6qUZ2o6LfYrmn6ZrY3aV+962DTx2cC9X1U7gk/OW5FzEvrNpHevbj4y5Xn3pJHHr0jsV6prKgqm11FUU8MqBDjbtOsKBo90MxFNIV+IzdWrL8pk9qYo5k6qoKc0fIRo/GqSU9MeStHUP0j0Q52C7F/2fSFscOt53wcQE/B6QE+O49Igl0/zzg8+zvbVjTOU/sHohb1s0bfyFcIkxkEjx5fueYV9H9znLaqrKR69dzI3zzr5oHsebDxJYv+8w//TbNWMq31RezN/eftUlc3vJ1SNrc+u4nge2qauoioLjunQPpth/rAcJlOWNXWx0HJcWP9+7najpZ0HpiZSw6vDZ7V2P98e496UdgEdIrciG1F9OCASDmROTwZiVvqQiwKeiZe8x/vufHmbnplZcZ+RCTQjwB01Mn4Guqziui5W2icdSOCe5A7mupP1QDz/+7pPEBpPc8q6lBEJvjOXs3vZujvYMUF9akItIAi8lYteR46zfc4gFTdU5Arq+tIC/uu0K9nd0s/a1Q2zYd4Qv3fs0N8ybzIeuXZgjHVRFYVJVCZ99+yr2tHXx4q5WNu0/yt//3+O8fdlM3rtqHrqmem5UZMWwT71t2ZQFRYiTrBLIlrt093ggkeK7D61l3e5DTKsto6Y4SsTvI5WN4roQeEFdnqNYVVE0R/AMo7G8iIKwPxedeL4I+gw+fsNSFk+qxVBVDF1F19RR3atUVTmje9QwcrpY8lQTeq+9XVdekD3u8FSuJC9EfUn+iLldQ2khhqZSe1LEQiRgcteKWaya2cS63YdYv+cwP3xmM8/uPMCnbr+ShpOiZYrzgrxv9QKunT2R9XsOs37PIf7j0XWs3dXCX9x2BRUFERDetY1mbe9KOSKychjDbmHjGMfZcM1b53LVTbPOWkYIgekbW9TN9s4O9vb1ENQNbOky/FY4ONDH1s6xraMuNxRFUFoQpiQ/xPLZE3AcF8cZdrpTUVVv0/hcToOnYu+Rbp7ffpDDx/sYzDpOqopCU1UR1SVntzo9G8bJiXGchoDP4AOrF47ZF7eyMG/8hXAZEPF7eiWJ9LmZVM++88IHgnH87kIAs+sr+eo73jKm8gHTGKHWf6mgKAorpzSwfs8h/uXBFynJC2HqKhnbYTCRpi+e4Ka5k5lZX3HJzz2OsSHjurytcTpVobMTEiejLBriw9cs8qyxhWAoNbZx/2KwsKSaX7fs5JW+YyhCsLuvkysqGs79w/OElJKe44P86DtPsmPDwdxCOpznp3pCCbMWTqC2qZRoUQjD0FA1Fdd1sS2HxFCKY219vLr5EK9tO0Rv5xC27TA0kOS+/32BaFGY1bfMRr+IvNoLge14eftpy+YTNy1n6eQT0SZ9sSSf/9mTbG/poDeWoDAczJE+pq4xtaaMydWl3DBvEt9/aiNPbtvLyukNzM1GmMrsoi9gGsxuqGRGXTlHugf49oMv8Ojm3aya0ciE8kLK8sNEg36O9gzQH/fcQYZdt9p7BxlIpKgpjmJqnshjXXE+z7/SQsvxvpw4+MVASsm+9m4e2LCLO5ZO50PXLiYS8CJAWo73ct+6nWf8ncgSJo57ZkckTVOpKogQ9ptcNaORG+dPHtUN6EIghCAv6LsgIe0zobIwj7DfpPV4H0PJdC6NQko4mk2xrSvJP+80tdJomLyAjyk1pfzpjUtzgqnDGGHxmf1bV1UqCiK8dfE0rpndzFPb9/HV+57lxV0t1BZH0VT1RFlNpb60gLqSfK6d3cyDG3fxH4+uZ8W+I9yycCoB06C6OMre9i4OHutlRl1Zrn8NxJN09A6RHwpclvfcOH7/oRvaJR2375o8gzzTxxXV9RinPGs+VWNV7QSqwufeLNrf38vzR1ovWb1OxTBZbSoKXIJsJyEECyZXEw352HXoOKvneiLDilDwmdpFuRqNkxO/h5AyiZ1+ASGiqMYshDg/MaBhBfw3BhLXHcCxXkE63SAUhFKCpk9DKJfmhf5mga6pTD6D7sPvGly3FyezGUVrQtXq3ujqUBAOcP3sSSNEay8EUro4mU2Ag2rMQYg3Zpd0OJ3ljZ6ICWBOQwX/+I638NLeQxztGcCyHQpCGrPqKphZV86UqpIx5fhKKXGszSAz2ba9OIcIx3oNx9rF8M6sok1E1acgxOiTcukOYmfWo6gNqPrpaVVvRlSFIjzY8hqLymows5OkfNNPeXD0idGBYz0c6RngutkTkVLyq5d28L7VC0YtfymwuLSOqOFna087rpTc3jCdGQWXntSyMjZP/mYz29cfQEpv96hhcgW3vHMJc5c1EQz70HQ1N2kbxvAiynFcVt08m7bWbh65dwPPPbKDZDxNfDDFQz9dx+RZ1dQ1nTt16lJiIJFi8/6jFIaDzG6oGCF07dN1ptWU8eiW3ext62bRxAADiRStx/sojYYojATRFAUza/HtSolzkuZG12Cc9p5BKgoj5If8KAh8uoYvG+I8nB6QH/SzfGo9v3hhO0/v2M91s5sJ+kyO9Q3xq5d2YmgqiybW5ATRFjTX8Jv1r/DT57YS9ps0lBWgqQpDiTQ9QwnqSvJz0RtjheU4WI6DoWmYuooEugZiPLzpNQbiZ07bMXWNoGlwpLufjr4hSqMh7GwkjaGpKEIwo76CioIID2zYRWVBhAnlnhZPPJ3hWF8Mv6HRXPlGzY9GojgSZNmUOh7c8BrPv9rCVTMaMXWVtp5B7lv3CvlBP/Maq9HPU9RvOC3jxV0tTK8tY15WUDOZsTz3i7TF5OoSTF3z7Lzbu/Gbnj2tT9dRFUHQNBAIbMfNRXUkM57ORl7AR2k0hKFpaKqS7cMydy9MTWX5lDrW7DzAr9ftpDDspyw/QiyZ5tEte2g93ssti6ZeMpJnHH94cByXvq4hBvsTOM7paU+arlJdX4ymn5vYW103geVVdZiqiiZGPmth0+TOydNZUF55zuM82XqATcfaxn4RbzCSaYtUxqa2LJ+KogjhC4woOxPeFOSElA7S7QNO3kFWQfgQIogQb4rLeN0g3UGSg19F1afi15vPm5w467GlBCykG8O7HxLvXhgIEQS0i9oVcZ1OUkNfx06vQ2IDKqo+BTXy+T84cmI0SOki3X5gtLxpHUV9nSZPUuJYu0j0/xVm8L2o4U+8Puc9C+pLCvjc21df/IFkmtTQN5DSIljwbwj1dzMiQEoXZBwpk4CDRyPoCOHPjpGXRm3a0xJRmVhZfJo+zvnDJTX0TaQbI5j/bwjt4jzoHXs/meSvcZ1OXHsvZujDqHoTMMrEQkoc+yCJvr/ACNyFP+9vL+r8vytIWBabutp4tfc4huJd++LyWu5oPLOWxtGeATYdaKOtdwBFCNKWzUDi8kdOgEeCl/hDrCirR1UU0q6N/1Js52QhpaTjSC9P/mYz6ZRnJTh1bh0f/PQNNEyqOGu4+/A7TNNUtJBK07Qq3ldTSEl5lPt+8ALxoRRHDnbx/CM7qPlYyeuq6N7eO8CO1g5uWTiVSGDkgl5RBAsnVvPAxl1sa2lnzoRKjvUN8d2H1+K4LmG/iaooxFIZ2noGWDG1YYSD08Fjvfzbw2sxdI2gz0AAQ8k0HX1DvGXORGqzrkFCCN66eBodfUP835qtPLtjP6au0R9P0R9Pcs+KWcyqr8i147SaUj5wzUJ+smYrX/z5kxTnhVBVhVTGwtQ0PnX7SkJ+k4zt8PKew2w92EYibbFh32G6B+P8v6c2UpGNaLhh/mQqCyLUlxSwoKmGx7fupbWzD0NTGUqlyfP7Rh2fiiNBlk6u49frXuHTP3yEgqzQ73VzJnLt7IkIATXFUd5/zQL++4mX+cqvnvF0EIRCxraJpy2umdX0O0NOaKrCnctmcbw/xvef3MBjW/agqwo9Q54myPuuns/EyuLznpOF/SbvuWoeQ8k0//7oOkryQhiaimU7xNIZGsuK+MvbVmDqGom0xS/X7mBfRzfRoD9XrqNvkImVxSydXJdLWxlKem4unf0x8oJ+NFUhZdlZi/Eq5jd57wEhBHMmVPGOK2bzsxe28bc/eZxo0HPraOsZZPHkWt66eNpF7cyO4w8XtuXw2K828swDW4nHPN2F4Ugq15VomkpZdT5/9qXbiRace92hKyq6cea5hl/TyDNNfNq5320RwxzhYjVWBNQg6lk2YobhSkkqbZFMW1i2Qzpjo6kKJQXhEa43Y0XrsV72Hu1mck0JLR09XLtgbHpwY8GbYlUv3W4SA5/ByXh5sQgFISKo+mR037Xo5kqEcnlVvsfhQbpdWMmHsdJP4dqHkVgoShRFrUf334Duu46L6VZ2+iWs5GMYwbsx/G8HoYNMI05ZbEvp4tp7EEo+ivr67ly94ZApUoNfxko/f8avVX0aocIfvG7VUdQKDP8tqMbYxVvfFBAamm814CLE76aOgpQZ7MwmrORvcawduE4/QhgoajmqMQczcM9FL/wvDxR0cxVSpkC5eG0M3Xc1mrkU1z5ArOfdY6uBUoweuBXNvHS2mVImcaw9qNoEhPL695n3T53Pe9y5SE6k+/u00cdjU1dRhCfUN5BIoQjBjfMu3QRjNKw/fohHj+ymLT7AtPxSYlaG9Z2HeN+ksYkJjxW7tx/h2NE+AEIRP7e9eyn1E8svKA8/GPZxw92L2LPzKBvW7MbK2Ozaeoi+nhiFJZdW3+VsSKQtFk2s4aoZE84Yrj+pqoRrZzdjZi26a4qjvH3pDHYcOkbvUALHdZlQVsBti6ayaGLtCCvRSVXF3LFsBrsOd9IfTyLxUgfeccVs5jVWj3B8KMkL8cmbl7P2tVa2trSRSFnUluSzbEo902pKR6QC+AydmxdOZWJlMS/t9qKuXCkpDBUyo6485wbiupLeWIKOviFcKZlQVkhDaSGqIugeijOYSJFMWwghKI2G+Ns7ruKp7fto6exFU1TmNlaxZFItm/e3kbKs09TmDU3l7hWzKI2G2d7ipcZEhtMsTnKGWjKpluqiKC/uamF/Rw+W45AX9NNcUcSiiecWST8T6koKWD6lnuLIueequua5gwzEk+ja6IsVIQQVhRE+dfuVPP/qQba3dJCxbSaUFbJ8akMuuuFURIM+lk+pp7H8zNGFQghqS/L59O1X8vLew2xv7WAomSHkM6guymPxxNqcq1vYb3Lroqms33OYtp5B0rZNJGCyaGINy6bUU1N8Io2nIBTg9sXT2XygzRNMdRzyQ36unNbAsin1lOefeI4MTeW2xdNoqijixV2tdA7EKMkLctP8KSyZVDvCxUoRgokVxaQyFgFz3J1jHGfHgd3t3P/jtYCgeXoVnW199PXEmDSzmrbWbjJpmytvnEUgeHHRslHTR2UoQkgf23F8moaunJkkOJsm040VN5Gnj57WLSUk0xm272tn3Y4WXjnQQXd/Ast2qC6N8vfvv5aqUu/3iVSGPYc6UYSgpiyf/MjoEbtpy+ZgmyeYu+9oF83VI9dpZQUR/Bf4PIrLKUJ1HjhrJVynnXjfR5FOJ2boA9nPjmOnnsF1O/FHPo3uv+2SRgi8meE6x4n13O1FTuT9A4pyabQIXHeQ1NA/YyUfQDPmoupTQRi4TjtOZgeaeSW+8Mcu6j4kB75IJvUwwfz/QDNmwyhiUNKNkej/M3TfTRiBWy74fG9GSDdOvO/jONYrGIG3I5SR+eWKWoLh/8Nqkz9UWOkXSPZ/FoSObi5DqCVIN45r70W6g/jz/t57Tv9A4Fj7Geq+GAlbggAAIABJREFUGTP4LnzhT150usj5n383if5PE4h+BVWf8rqeW0pJZzLOQ62v0ZNK8JFpizgaG8BUNRryTncqGX7398WTxFIZKgsinjjW6yAq9/Xtz7KqspmHD+/inY1zMFSN/979Mp+fe80lO4eUkm//3a95/L5NAMxfMZFPfuVt5BdeXATesw9u41t/dx+ZtE1JeZS/+Ze7mTTzwhas43hzwnFdBhNpXHluFwyBZ9t8Plae4xjHOC4f7v/xS9z/k5f42OduYeaCCTz0s/W8tu0Qn/zS7Rxr6+PH332K+Suauerm2egX8dzu7e0m7Tg05hfgH0PkxKvdx/nUmidYVFHNZ5esBCBux9nUt4GWeAuWm0FBwcVFIKj0V/GW8hvOekwpJV19MX72+BYeWbuLvqHkiO/ryvP5+iduobbcmyO0dw3wuf98lGM9Q7zjLXO58+rZo84Hegbj3PfcTnYfOk73QJzmmpFp6O+8eg51ZafNPcY0uXhTjZZCKcQI3Imn5GHhmFeQ6P9LMonfoJlXI9SzW8WN4+LgOkewU0+hGYvw5/1DNs1CAZlByiEQfi5KZUVKpBxC4M8uKkbvw459AMc+hM7Y7E5/H6GohRiB21HUqlO+GRcn/UOBlXwcKRME8v4RzVgEwgAcpJsE0gjl4nQ3xnF+cKxXkG6nl2rzBuCBll10JePs7e8m4zq0xQc5NNR3RnJi2Da0siAPU9NY88pBBpNpFjRVUVkwdkHNC0FAM+hMDpG0LXrSCdrjg0SNS08kHWvzoiaEgOqGYvKiF6/bUj+pDNNnkEnbDPbHiQ0mz/2jcfxe4VjfEF/+5TMc7x86Z9mgz+Aj1y1m8aTLY5M7jnGM4/wwNJAgEDSZMrsWVVPQDZVM2vYixeqKmDqnlucf3cniq6ag51/4Mrm5oOi8ytfnFfC1ldcSMk5s8G7t38za7hcp9ZVxOHGIhlAjcStOd7qLSeFzu/MlUhn+79HN3P/8ThIpi1DApCTf09o5fKzvtPKRoI+a8gK272tn6+6jXL90CpHgmd/NBeEA96yezfb97bzaepzblk8b8X1e6MLttt9U5IS36FKzGhMaitaEojXh2nsBK1dKShfXacdOr8G1DyBxUbVJ6L6rEErxiBxsKdM41mvY6Rdx3WMINIRSjGrMQNPnIpRAtpwEbBx7H3b6eVznKEIE0PTZaOYSEJEcuySl4y3k0+txnQNIN45QIqj6dDRzGcpJO93SjZFJ3odQomjmFTiZTdiZjUiZRFErMXzXo5wUli2ljesc8uprtyKlhVCiqPpEdHPFabvorn2YTOZXSOcwYKAas9HNK0AEz393TGaQMoGiVSKUghPtKAwEp+9GSZnBsfdjp5/DdToQwkDVZ6KZyxHihMOHndmBnX4W1+nGTm9Aut2khr6NUPIBFc1ciuG/HintbPtsws68jOscJZO4Fzuz0auGCKIHbkdRiknHvofuuzabauBip5/DSj2L7r8O3VyOlBIr9SiufRAz+D4QGo61FyezAcc5BNJCUQpRzYVoxhwvf3+4TZ0uMolfoBozUfVp2Kk1OJaXcqRoDej+m3LRKlJKpNuLnXkRJ7MTSRpVrUUzV6Jo9WcV7Ds3hNdfxeiEkJ1+GSv9AmbwHTjWHuzMBqQ7hKKWovuuQtGac5otUkqQcezMBuzMpqyuhYMX2KQgRBAj+C5UrQ4pM1ipJ7HTawEXUNB916D7Vp5Wh3Ts+wglgmYuwUq9gGvv9tpKn4xuXpl9JsUpdViHndmMlDEUpRTNXImqTxpxrZ6NXT92ei2OtR0pUyhqNbp5BYrWOKJtHfsAVvIhdN+1IELY6adx7YOAjmrMRPddndtld6y9ZJK/QrpDgIui1WME7h7x3ALYmS1YqacwAvfgOi3Y6fVIdwBFLUEzrxxRX++6Eie1bd8pbRvACNxz3sKMUg4glDCKWjHimRaq/5RyFunYf6Jo9aj6dOzUkzjOIYQIoZnLs33cPKm8RMoB7PRLONY2bzxSKtB9K7N9Rj3l+Ckcazd2Zh2u0wEI7/nRZ6GZC3PHduyDZBL3It0Br23VGozgPShK/inHk0i3BzuzCcfaiXT7EcJE0SZ4aXxq+QVpaUhpZ8eCp/H6rYtmrsLwX3uGshLkEHZmPXZmm1cHJYiiVqEZ81C0yQihIGUaK/UMjvWK985xe0nHvkNGKcjei1LMwN2vS/rZwcFePj5jCd/c9iISL9+1J5U4Y9m97d0cONbD7Yuns37vYXYePkZNUR6Pbdlz2QUxr6mayG9bX2FX33G6U3EqAnnc1Xh2a7cLQSLm6Weomko4Grgk2hCmTycYNhkaSJBO2WTSf7gE+R8qokE/dy+fRTJjnbOspio0nL57OI5xjOMNgm6onmtP1io6EPIRH0phpW1Mn05eQYjO9n4sy3ld6xXQdaYUjYw+aI23MCNvFiuKV/DLo7/g5vJbCWgBHjv2CEn37MS460o2vHqYR17aRTrjsHRmPdcvncKEqiL2Heni7/7jkdPr4DNorilGUxUOHeujuz8+KjkhhCDkN5laX0ZlcR7RkD9nX6ypFxeB+SYjJ05FCin7EUoRw8Jnngr8dlJD38B12hHZCaKdWoOVegx/5G9RtKZso3kL1PTQv+UEHSUuyARW+hkCeV9DVSZkzyWxUo95i2ZUL09aZrCSD6P7VmOGPo5Qi7J1GCA1+FVcuxWUIAIV1x0gk7gXI/A2fOG/OmnRksZOvwDgLR7TL4FQQFo4YheaMReF6mzZDFbqGdKx7yLdgdziHVI41lZPOPKkBZTrtJEa/EckVrYOvWSSD+AG78YMfgjE+e0iCaUQRa31FoPmJlRj+ohF+8mQ0sJKPkw69l+ARCh5SGys1NOoqWfwhf8cNUu6SLcbxz4IMo0kg8RBuoN4CzcN5PAD6ODYe3HsvUi3F7CRMpb9G1AskBnAws68DEoA1ZgJMo2VfJRM6iEQKrq5DGQSO/UUrtuLGfoIrn2Q5MBnABshAkgkttsDyd9ghj6IEbj7pEX8IFbqcVznCFbyMRz7VbwIkjTCPoBurgQlipQS1zlCauhrOJmd2cgeFTv9EpnkQ/gjf41qLLxIguLscOz9ZBK/QLrHcewDCHQkFnb6KazUo/gjn0cz52dLZ0jHf0AmcS+K1oBQCnHtAzjWDhStCd133YiUHYH3t2sfwra2oKhVZyQnrPQapExgpZ7AdXu8Osgh3OTDOObL+CKfRagFuQVpOvZdrNQahBIFYWC7G7CSD2GGP5atg54t205q8BvYmS3ecy5U7PQ6rORD+MJ/iWYuOXHPnONkkg+CdHDsfbjuMa9yMomUsSxhNzwAa4COlAns9HMoWiOG/1bgVOKvJbvQ7jqlbZ/x6pD3BXRz8XBp0okfk4n/xCOllCJcuzXbtnXZ6zr//EaPHHsGK/UkRqAAlJJRFu0OVuoJhBJBiN9miReJ6/ZgpR7FDH0Iw/9WhDCybXuM1NA3sdMbvHFGaNjuOqzUQ/jCn0QzV55oWzdOOvFDMvGfg9By+hy2TKA5R1GNGSddm0csS5nCTq9BUWu9tj2FnACXdPwH2KmnQfiz9zyJm3wQK/Uk/rx/yI0f5wdPLBRElsB+AaEUwxnICWSMVOxfsZKPI9QCBAYSC+k+h2Ptwp/3D4ABMoNj7cR1DmXHreHxK3tG4cMjoi4/IrrJKz3HSFgZjsb62dzZNqqtqCtdhBD0x5NsbWnjpnmTaSgt5JsPvnDZ6zkhUsi7m+eyorweV0JdOJ9S/6UXPNay+frSldiWc0b7yPOF60qsjHc/FVVckH7FON7cCPoMlk+tf6OrMY5xjOMCUFZVgGu7HD7QyeRZNZSUR0klM2xdt59JM6s5tO8Ypk//nRnbA5ofRagIFOJOjEKzkIbgBDb1bTzr7xKpDC/taGUwnmJmUyV/etcKassKUBRBT3/8jL9RFEFpQZiAz6CnP87QKM5HJyMS8DGYSPHr53fSO5QgGvKzaEotNaXRCxatfZOREy7IFFJmcN1OMolfeTvfoQ/nnByk20Uq9l1cpx1/5LOoxnwEClbqMZIDXyQd/35uUimlQyZxPwgNf96XvRxhaeE6bbhuD4pafuLM9j5SQ99GUYvxhT+Fqk9CugOk4z8ik/gpilaDEfjjrCVZCDP4HhAGqjYBRADH3kdq4AtYyUcw/HdkleRPwM5sREPFn/cZFK0RpI10u1HUYWJCescY/DJCCeHP+xyqPh2ED+l0I+WQt3t6EhzrVczguzGDf5xbaCYGPks6/lN0/80nES9jg6JWYIbeS2rwayT6/xzNXInuW4lqzEOIMAIFhMgSRK+Riv0rilqGL/wZVL3JW6AmHyE19M9klAJ8kc8ghIruuwrddxUAif6/wk5vxJ/3d6flbAthZq/n3WQS95Ic/GfM4B9jBG4fUU66A6jaRFxrH0gLKRM4Tqv3mX0E6caRchDXaUM1ZiOEmq3nJ1DUchS1FhDY1haS/Z8hk3zQ21kfsfPpES26/y0E8r6MUKtAxjzSaFi8U8bJxP8XO70eX/jP0H3XI4QPO7OJ5OAXSQ19h0D+t0457tjhOu2khr4Fp7iY6L6rPQIm1x692Jkt+CN/g2YsBhwyyftJDX2DTPI32fsncO1WMol7UY25+PM+j6JEcewDJPr+HCGC+EIfygnPCmGg+69G91+NlV6L0/uRs9bVyWxG8d9MIO+fULRapNtFcvArWOln0K2bEMpKr02T95NO/BLfMCGk5GX77edIDX0LVZuIojWBTJKO/wQrvQZf6OPo/lsQIoBjbSM58AVSsX8hqE9AqCfZN8k4meR9GIF78Pn/GqEUZIktdwRRp+oN+PW/Qso0sZ53nPW6pNuPndmIL/wpdHM5AJnUQ6QGv4qV+BWaschrW+comfjPUfWZ2ZSofFznEMn+v0YiMUMfuCBtGMN/A05mC+nY97Ezm9DNK73oLK0Oz7Fj5MvVTq/FF/4ERvBdCBHGsfaRHPg70rH/QdNno2jNQIpM4l6s1BOYoT/JkhYhHHsXyYHPkRr6BgFtIqpWjZQuVvoZ0rH/QdVn4Qt9yBu/ANftQKAjxIn+qWo1+CN/iZSSeM89WYeR0yGEiuG/Hs1cgqo1IZR8pNtDKvZfZOL/i5PZeEHkhDferED3rcDO7CCW2TRqWe8d82t031WefoVS7JFqdku2bT1yTihh/JG/BiA58DkyycfxRT6LZkwb9diXCzfUTeJn+7azt7+br295nsn5JdzZNPOMZasKorywq5XvPb6epvIiaorzSaQzmJqW06O4XNoTbfEB7mvZwaEhL6y0Ihjh9voZNEQubRpSNKsv4Tgu3ccHyGR3xi4GfV1DJLITtkDQxBd4YyyGxzGOcYxjHOePKbNrySsI0nN8ACkldRPLKCyJ8INvPk5JRZTWfcdYecNMfP43Xscw3yigJ92NKlQCqp+NvRuQUtISP8g55BpJpDLsbj2OqWssm9VAfcXY3q/hgInP0OgdTJDKnDsysGsgxs+e2kp1SZSJ1cUc74vx86e38kfXzaei6MLEot9U5IRj7Wao+zZAgkyD0DEC7/JcHTCzC/i9OJktGIE7s7t73q60Zl6Faj6WTQfoQNVqAQVFKcS29+LYB1DUEoRSgqo3jzCg8ybga5BuP0b4E6j6DIRQEKoPw38bVuoJrNRadP/tCBFFCB3NXMjJuf+qNgnNXEo68X+4bicqI8kJ0DwrRn3+iQmhenJ4j+ulcjhHCIS/iWauOrFDOsqiRlGrMAL35EgWRWtCM5eTzvxLNmT//CCEhu67DkUpz6ZTrMdKP42q1mAE7kDzXY0gghe5sB7pdmOE/xxVn5IlbQwM/43Y6bVY6ecxnHeiapdh90EEUPRGMsn7kTKFax8CJJp5BXbmJVznKODgOh0Yurf4FEoI3XclJ98zzViEqk/GdVq8neYRJIJEUQoxg+9HUWuy9ywPTloMu24nVupxNHNBNtXD28HUzAXovmtIx/8Xx953weHeUsaxrW1ZnYHspQPaqQKIQkf3rR6x262Zy1ASP8N1jgA2oOM6x5Aynb1fXl0VpRhVa/RSEWQSwYW54ggR9kLbtUavL6iV6OYqrNQaXLcTkEiZIJN6BFVrRvffjqKWAqDqUzH8N5Mc+EI20mACrtvtta0xF91/C4rqDbqqMRfdfx2p2L/jWLtRTrofUtpoxiyMwF3ZtCQBykXm1gsNzbwC3bc6Fw2lGUtQ1Nps21qAgXSOI0l5qR5KPkIIFKUIRWvGTj8LMgGcPzkhlAr8eV/ASj6ElXqMdPz7pBM/RjdXYPjvRNEnjYikUNRKdN+NKFktCk2fghG4heTgl7320hqRbj9W8lFUfSaG/9acLa2qz0T330Bq8J9wrV1ZcmIQK/UkCB++3Ngosue6uIWmqk/JjsPDMvqlGL7VWImf4zrtF3XssUBgZkmkozh2K6ruQ4g8NGPOZT/3hUAIwdTCUv4iuJz+tLd4LvYHiRhnXjyXF4R598o5xFMZSqIhfLqGlHD74mm0HO+lIBwgGrzwnNGz4YFDrxLWTT4ydQkCeLnzML9p3clfzFh5Sc9T21jCuqd3AbDvlTaOt/VR3XD+1orDcByXLWv3YWVTOQpL88gvevNYXEsp6eoeorNriEjET2V5FPV1tEH9XYSUko5jAxQWBDHHnR7GMY7fexSW5vHxL9xGtMCbzwaCJne8/wp+9f3n6WzvY+6yZq6/c+FFkxO269KfThE1fTk73dGQdmximQyaohAxzNw7anpkBm2pNjShMSs6h/vbf8Nrg7tQhco1Zded/fyOS/9QEl1Tc24cY4GiCER2o1megwAB6OqPY+oaty2fjt/USWUsfvDIRjr7Y38Y5IRQoui+VUgZx0o+hKYvxBf6ICJrRSelnd0Z78exdpMa+saJH0sL6RxFujGk0wFaLUIoGME/wnV7SA1+gYw2Cd1cls1vn4qXCy5ApnHtFm8xmHoWx9p10nGTSLcfKfxeKK8SRUpAJnCsV3Dsg9n88jR2ZrPn6SJPD/FVlAIUvfkskyYH19qLUPJQ9eljyrdWtYZTNChENrfbBXnuXMkzQQgTzVyAaszDtfdjp18kk3yAxMDf4nPaMEMfybUX6DliIvd7JYKqNWBbm3Dtw5eFnBBCR1HrslEwx3CsnQgRQTdXYKef9MgK4UPKQVRtQm6XUMp+nMx2XOcw0h30InSc1qy43akCdwJFrUDVahhNgNJ1juG63Qi7g/TQv4IYftxcHOtVr372EbjAjTdFbSCQ/80RET7e9QdO+d/v7T4LbcRnXrSAzTA5oajlCGHgWntADiEJ47o9OPZ+FLX0gtIOcudTKxBq6Sl9IepF28gMIL0IIKcdhJ9M/P+dlGZBtj95zze43mLf6cQVQdKx//AsZ72SONbubNsePaUdVE+nRi3gUomGCuHLtq1+0md+hBL0bDKz4fxCLUMIH469D+QAkjyk24tr70UoJSOu9fzOryDUMszg+zACd2BnNmKlniKT/C12ZiuB6Nez0RDZ8mr5SItLIVC1Zrw0hyN4pF0nrnscRSheWlaO/JJZfR8HxznsSd+6cVz7IIpaiZolni4FhjV+XHs/jrUL1+0BmcB1juK9Li9/nr9QS/CF/5TU0HdI9H0czZiPZi5F961CKKUXpHlxuaEKhSJ/kCK/N+nqT6fY3NXGvJJTRXNBVZScheMwAqZOwIxy79odzKwrv2zkRMqxubKikaZIUa7evziw7ZJHbEydW4eqqTi2Q+veYzz/6A7e/oGV6IZ63ueQUnJgVzvPP7YT2/ZSYuqbyyitPDUl6cIgpeTZ53dzsKULn0+ncUIps2dUYxjapXuugOOdgzz+9Kskkxk++bGrCY2ST/x6wnUltu2gaeo5Q6kTiQzPr93D0bY+EKBpKvPn1DN1csVZfzcaHMfll7/ZxO23zKGqclwbYhzj+H2HoggqakZunkyeVcOn//kukokMwZCJql18unXrQB/f2vQS04tLedvEaRT6R0+lPzwwwDc3raXQH+DP5y+lwOe9e2uCtdQEPTHd5vBE3l37HrrSXRSZRZT6zr2xKQQgxj7jlVKSSFlYtoPP0DHG0A4BU2cgnmJ/Wzc1JVGOdA3QO5QgeBFRim8qckJRy/GF/8wTgRR+Mon7sVLPoPtvPmmiaONNog8g3Z5TjqCh6pNHLARUfSqB6NdwMluw0k+QST5AJvlbDP9NGMH3IkQUbzFvg8xgWzsR9t5T6lXq5ehnm9O1XyM19B1c51B2l7QAofiRboxRw3CEAZx9siuxAN3TpBgLhDnqMcfChp310EJB1ZtRtAlo5pJsOPP96P7bsuHpDp5g4xk6dq7+ly8PW9GqECLoLW7sPdl7NAGhFOLY+0HoKGp1VrcD7PQLpGLf9nQjlAJv4Sz8nuvBaNaowuCsj7y0AInrtGFnMqeVVfXppwmYng+EUFFEBEU514RKzfaFs0PR6jACd5GO/xC374MIpRzpHAWZxgz/yXlrlIysq8G5hxvb65duL3Z6PZyixaHq03O6Lrnn3OnAzrzEqf1c1WecoW2VbD0uZai6wtntKr3nTFErvbaNfZ9Y7wdR1Eqk04Z0BzDDH0eIC2OXcxDC29U3V6EZi1C0JtJD38JKP4t5EgEoznjtw23nZus73LbHsTPrOL1tZ54kYOmV98iZS9eu0u0lHft37MxaEGEUpQAhQrhygNdLv0EIA913Hao+FTv9ElbqCdLx/yGT+CVm6APovrdcVr2YsSLt2EgpMVWNhG3hnOQUcnioj2ePHjwjOfFGoiqYx3+9tp5ZhRVIJFu624gafn55cDtFviBXVZ4aWXhhqG8uZ/q8OratP4DrSh7++csYhsbq2+aSXxhCjCGnWEpJJm3x2rYj/OjbT9Bx2JtXRAtDLLt22kWniZyMzVsPUZAfoKqygHUvH+DAwU5uu3kOgUsUXqwIwfSpVV5bPLb9khzzUqB/IMGaF/awauVk8iJnJ8RSqQzPr93LwvkNlJdFURVB0UXYw6qqwt13LCB6CZxcxjGOcfzuwXVdujoGsMcocDnUn0DVFIrL8i6KpNh8rJ01h1s40N/LjRMmnbWsoaoc6OthQ8dRVtU2cGVNA8AIwl4RCuX+Csr9YyNidU2lOD9E3+EuWtp7WTkGzSXXlRzq6GUokaKiOI/IGDYoqorzWDlrAvc9t4NUxiZg6lwxawK1pRdO9r6pyIls0DqKEsDw34mdeoF04keoxtxs/rHiiZuJAGboTzCD95z7iEJBqMUo/mvRfFfj2vtJx/+HdOz7qPpUFN81IEyvjFpKIPp1NGN0VXEpLdLx/83m+H8K3X99VjRSkor9O+nYD89ybWe/dkUpRbp9SKcbtLHoRVx+MRdvN7oB1ZiDk7jPixJRS7I6Chlcpx1FO+EB70UjdHq56Mr52eycDzziIYxjbcd1utHNKxCKH1Wb4kW+CBVVa/by4WUqKzLaiz/vS1mdABWQxPs+imPtu8A6FCGEDyNwO77wJ86xiL3cGEtf0NHNK7BSDyOUSlS1CmHMQTMWZtMxLman+Nzn91Itgqj6XPzRL53m4DCybCEIP4b/Znzhv8y56lyKelweKF7bJh/0Im7UaoQxG82Yf0b3iwuFEAJECN1cRjr2PW+skHaOEHTdHqRMj/iN6xwD6eaEhYVSiBABNPNK/JFPj4y0OO2Epifu6RxDykEEFz/Bl9LBTq/JCgjfiRn+aDZdDuz0RmLply76HGOFEDqq1oCqNWQjUzaQGvwn0rHvoRmzR2qaeL/gXHmglxrPtR3kWCLGuybO5t93rqctPpD7bjCTpnoUQcw3EnmGj4nRYpKOF8E3Jd9L4epJJ9CVS/cs5BeHuf6uhRzc08FgX4L+nhg//teneGVLK0uvnsbUObWUVuajG6dPhVzXZag/yf5dbWxeu4/nH9lBT+cJodPFq6cwe/GlixYCUFVBQ30xVyxrprGhmO9872nmzamjubGUAy1dbN1+GL9PZ86sWkqKw+x49SiRkI+G+hJAsmffcRzHZfLEcrp7Ymza0koylWHalEomNpWdta79Awk2bGqhrz9OU2Mp06d4hNbmra1oukprazcFBUEWLZhAJmOze28HfX0JCgtCJJMZhCJYvKABIQSv7engtT0d5EX8zJ9bT340wK7d7WQsh/b2ftIZi1nTa6irLeLQkR6eenYXGza30NU9RHlZHiuWNhPNG30sEUIwdXIljQ0nUl+HYile2dUGwJGjvZSWRJg/p55AwGBwKMnLGw/S2TWE47gUFYVYuWwSqbTFo0/sxO/7/+y9Z5Qe133m+atc9ebQOUcA3WiERk4kSJAEKeYg0kqWLNmW7Vnbe9Zjr32Oves5Z/aM156dWdnj0R7P2HKQLFGRoiiKFHMEkXMjdaPRADrn7je/lfZDvd1oEEAjEAApuZ9z8AFvV91769atqnuf+/8/j8Jddy4hVrAN3HfwLJIo0HNuDEGAdavrKSsN47oup7qGOHy0l0BAY017PcVFAQRBoLvHuz+KIrFqRQ2VFVEc12X33jMUFwU5drwfQYCN65s+EpmygAUs4PqQTef56//zRwz1XmqdeSVEi4P86dc+R7RonvnPVdA5MUbOtlhaVEJQnZ9gDmsai2LFvHa2i5Pjo7PkxKGpg5RoJVQYF881+jJ9TJoTLA1dWdvKb6gsbSjjSNcA7x/q5oGNSygvCjPfJ2twPMGbezsxLYfGqiJKr/KusmwHWZa4c0UDm9rqGBibJm/ZVBWHUZUb/5b/gpETFyDKDSi+p8kl/gYz8yNE/1e9xaeyCEluxsy+hKyuK1jsyXg2mElAQBBLCvk0eS+6QjAKom0SolyDrG4gn/kpjj0CeFoLsrbJy+vO/LigTVEICXLzuG4CBN3bwXZzOPYoghj0ojTQ59h/7uXGd/0kZG0T+fS/kkv/K4JUWcjpFpmx+PR2+2+NOJen4D+B604UFpEGIBVSJ3qw8wcQpaJCioGGrK7fC9WpAAAgAElEQVTFTP+QfOZ5zx1FjAAWdv4AVn6Xl08uf4TdMcGPF4LeV1hsqXg7viKCICEIIQSxDMs8BIhIahugIimtWPl3AQHFeBQEH64zVRBArUCSGwCxYDF7DNvs4kYXG4JYhqxuwsq9ia3d7Ql8CqonduqmgVxhLN7ozpvruQd8aLHp9cGNlGmRz/y4oB/wewVdltu3mBfEIIq2lXz2RezcLgRtUyHKyfYiWNwUglSCIGgIUgmythkz9w6yfg+ysuLivnWzhTSST04OcT7zE0BED/yuF8XzERc1rmsWLI0L7y9BBVxcJ4WVew8wPWFMYebZwHMIye8t6Eionr5E9hUEKYakLAYkRDGOrG3Byr+Pld+HrK72Im9cyxOwdNOFvlURxDCyuolc6u/Ip59F9X2uELHiemktbr7wvrieT43jpXHgzNE/cXHscczcu+BeXT36ZsB1Erhu0otqEXRAQVaWI8rNnr2qM3WRxgwAQqAgjDuM63rvI++dL92yNJDWWCl1IY/IO5+c5POLVs6Ord7kFMfGh29JvTcC07EZziS5u6KJBySZkUySfaO96JLCqqJKQurNJXBFUWDd1iU8+Mx6fvzN98mm81imzZ63T3J0bw+x4iDhqJ+isjCBoI6qK9iWQzadY2wkwcRogsmxJFPjKRzH+w5Ikkj7piae+OJmdN+tEUwTBIGieJDieJBz58fQNYUXfnaQZUurSCSzfPv7u/jCr2xgfDzF3n09VFbGsC2b1948xqoVNUxOpfnR8/soLQ0RCft44WeHcB5waV1y+R23VCrHcz/ZjwvUVMV48+0TTE1lWL+mnudfPEh1VZTFzeXs3nuGXM6idUk5L758mGVtVbz13knal9fQ1T1MTXWMiYkUb793iuVtVQwOTfH95/byuafXc/DIeQ4ePs+2rUuwLIdvf38Xv/WVrUTCBrXVcY4e66N1cTnFxcGraj+4Lpw8NUAikUVRRGqq4yRTOb717E5WLKuiqaGED3adJp+32bplEa+/dZxEMktTQwk/eG4vn9q+DEXxUkhWLKvim8/uZPmyamJRLx3q7fdOMjWVYfPGJvr6JnjuhQN88bMbOd83wcuvHmF5WzXj40n+9bs7+bUvbCKZzPGTFw/SuqSCTCbPsz/cw+ef2UBRPMCrbxwjGvGxtKUC+SaEin8UuK5LKp1nYiqFZTkYhko86ke5xe2ybYcfv3yQA0fOsXXjIu7evHi2LzzbaregS/bRnXSAj8VlwbJtRqdSpLImPk0hEjBIZnNEAz7kgq6LZTuMTCXJ5ExiQR9hv07OtBiZTGHaNkFDIxbyMTSRJJ3NAxD26wR8GgOj0yBAwNCIB32X1YoZmkiQzOSQJYl4yEfAWBDrBe99MTmWZGoiRVV9EdUNJUTiAQy/hj+ge9aiH5rr6j4V4yOKHY9l0liOQ104iibPPwfSZZkyf4C8bTOavuCkcXDyAG3hZZeQE8PZIfZP7puXnNA1hc0rGnhjbycneob42nfe5jPb26mriJMzvTmh64JpOUwnswyMTfPNn+2lo3uQaMjg7jXNVx1D7xw6jSgIbF3ZyPBEkn96eQ+maVNdEuEz97Rf0Yb0aviFJSc8NfeHCzts30VWNyBr6xGlWjT/r5NN/BfSk7/vuXUIflxnAts6jaS0YoT+DJBx7UEy0/8RBK3gqmHg2qOefaBUdVGEhKxuQDWeJJf2RAylguiga49j22dQjUfR/F8CwYestJHL7yGb/DqystKzJMwfxHUTXMl68xquGFldjer/IvnUv5K2znrCbIKGa4/iOOPooT9E/pDDxc2Di5X/gOz0XyApbYhyFaDjOlPY5l4cewgj+EezQoOyugbFeIp8+tu4zgSSstTTCsm+CYieg8hHiCSQlFYEscizyXSTXnqGC4p+P5LSUEg7acbKvYYoNxRcT0REucbTHXHzni4FkqfjIbdi5t4km/w6ktyAYw9jm4fxrBVvLL9dEKNogd8gM/XnpKf+CFnd5LkOuAkc6xyCoHvODVLJ1Qu7DBx7iFzy7y/Z2RalSjT/F2+oTBBxrLPkU/+MIJUDAoKgIcpN3k5xYfw69hC2eRTXSWCbHbjksM1D5NM/AsFAkhsLC/DrmfRoqL7PYZsnSE//BxR1kxeB42Y8rQEn4VlIKs0IQgjN/2UyU39OZvJPPNtQMY7rJgu6FOCL/KfCNVw7XDeLnT+C4wx5i1N7BHAxMy96xIgYQ1ZX3+DY9XQdculvFpx1xELfNiArq64j+mOmsRkyU3+G6+Y9vQcxhqfTcMZz/1FXe7a2SMyQE4JUTC7199jmUQQxhm0excp/gGp8Gkle7JG2BFD9X8K2ushM/SmythlBLMJ1UwUdjyy+8F8iyFWAgmo8hm0eJJf8H1j5Ax7J4boFu1YFI/SnCFK8QPgdxbEHPFtQZwjcPPnsi57eiRhFVlYVxs8iEHRyqW8WBFMFbLMDxx70ouPmwHEmsPOHcd0pHOscuCa2eZx8+nkEMejpYRR0ehx7DNs84r23rK7CsR2FcasjyrVI8hIEQcLK7ySX/J8FnZLywv07g5V7B1m7A1Gq4cOQ1VXkU/9MNvE3KOZhKLiVKMbDCB9RIPRKqPRfSAl6qHYJ60ovuJhU+EOkzPxVy8jkTabTWWzXRZUkGstihG+BFsF4Ns0/nNjNVxavpdgI8M3O/Uzk0uQdm7Fsiqcalt/0OjVd4Ylf24LjOPz02V2kEx65lUnl6Evl6OsZLeTkCnMCX1zcy3DSoiiw/u4lfPH3t1NZV3RToyY+DEkSkRWJvGmzZ/8ZhoanKS9PkknnOX6in+GRadpaK9m5p5uxsSS5vEkikWXxonLO947TcaIfw1DJ5SwGh6Y40tFLy+Lyy7Z5fCJFz7kxfusrWykrDaOpMjv3dLO6vRZdV1i7up7VK+vw+1Teeu8krUvK8fs17r+njVOdQ2zZ1Mz4RIrJyTTv7zzN5FSakdEE04ksBw6d5aH7lyEIAg11Rdx/z1JGRpN0HO8nkchSX1dEU0MxkbDB0tZKoteQXuG6LkeO9XG+bwKfoRIOe4s1n0/hri2LaWosJZXKcb5vHNt2GB5J0FhfzPKlVby7o5NoxI+iSCiKRMviCnwfSs2RJJG21kruvauV7p4RvvvD3WRzJjv3nGZsPMXoWIJEIsuhI+cYG19Bx/E++gcmKS0JkctZnOocpK9/gqJ4AEkSaVlczl13eGHdt3DIzAvXdRkZS/LDn+5ncjqNokiEgwZPPthOPHZrIzlEUeDh+5ZjmTaj48mLni3bdjh2aoC66jih4EfTuDlzbhRFlqipur3aIZbtsPvEed453I1PVykO+1nWUM7r+zr5wn2riYd8uK7L0Z5BXtp9AlWW8OkKn9+2ivc7ejh5fhhFlqgujrCtvYlvvLQbSRII+3Ta6sspDvv52o/epa2+jEzW5Kk7l9NQHrvkWf6nn+/BdlwMTSEW9PHZbe3XpBnwyw5Vk3niS1vo7Ohj4Pw4Jw+fx3FcKmrj1DaXUl1fTGVtERW1cUJRf+EZFT7ys5p3bFzAkBXEqxQmCiKaLOG4Ljl7/k1s13XJ2GlMZ37tQFEQWLGogoe3LOXbL+/j7f1dHDzVR1tj+Wx7JpMZvv/aAVLZPIc6+xkeTyAgcM/aRWxZUX/Vb1xn7ygttV7k454T5yiPh3hs81K+9ep+ekemaP3lJidkT3XfdZnLbgliMZr/S2QTf4uZewtJXYEg6CjGpxClMm8H1jyM66QQxSiSshhVf5CZHGphZocw9zZm5ue4mN5CVduMajx2kZAcyGiB30BSlpDP/rywM+kiiEUo2mZkdbNXpiCi+j8PYgAr+zp564cIYkkhd7mZXPIfLiYoBAlBKkNE9sQBrwAvXDuEFvgdJHkJZvYVrPwuXNdGlIq8KJHZSbuMKNV4IoYf0nwQhHAhRP96PwICktKKom/Htk5gZt8FLE/gUlmNHrwPWVs3uxgVBAMt8BUkpQEz8yJm5kUQdRRtE4rxREH749JBL4glhTSQ+dk6UarBCP8Z+fR3sHLv4LoukrIIhXtmj5GVFZhSFbKyBkHwezlbUhmSsqwghtlQiKCR0EN/gJgqxzL3ebaXch2a74u45DEzL3GxI4anV3E1lw2PIGnHF/nPmJmXPKcYZxJBDCBJdSjGA7NirtcHEVEqx7G7C3oLF0NSWmfJCUEMIcp1zLVzLPSO90wJMl6kiFuIIpIRBA0z+woXtAZcQET1fRot8JsIgoFtdZFL/SOuM1UgeiqwrdM4qW8AMorxKJpcB0iIUgWuGLxk91wQfIhy/WwfCIKAKDdgRP4CM/syVu5dHKsDAa1g1Xv/bJ97fbsMX+SvMLMvYeU+wHEPeGkhUp3nHDPXxUYwEKXaWY2RK8F1EuQzP8Y2jwLmrO5FPvMDQEGUa7xFvKR7C1+57tK0B6FwzW7+4r5FQhAMrOxrl/StYjyKHvh310dQCAaq8Rhm7i2PIHJTCIKCIFWiB34PWb8HUa4EhNnJoCQ3ohpPYWZfw87vQBCCaIHfRTUem7VjFgQBSW7BF/7Lwn3YgeMe9O6XVIuiP1YgQrxjBbkSPfR/YGZfxcq9g5l924tekspQtO2z7xrXSZLP/AQ7f9DrWwBBxcw85/WtVIkUbkQUfcjqOozQn2NmX8DM/AQEP4q2Cc3/a+TT371IZ8W1+8inv4ljD4ObR5SrcOx+8ul/ARRkbcOswLFjnyOX+mdcZ9Qbt3IVjt1LLvUPgIKi34MUaMSLoluEpK7Ezh/Cyu8GPH0hzf+bXrqeeOmEXlY3YIT/nHzmBfKZFxEEDVldx6WCujcPcycP99cuuuhvpb4Aj9S3zHv+wMQ033n3ILbjIkkipeEAn92y8pYsovKOTc62CKo6p6fHmMyn+e3WjUzls/zozJGbX2EBwbDBM1+9i6qGYl78zi7Odg2RTc8hbdyCDtMVguRkRaKkIsLdD69k+5NrKC4P31JiwnVdpqYzjI+nKCsNc6Sjl1DQc9cAaGosoaYqTiikU1UR5dCRc2RzFvV1RcSifk6f8RY75eVhfIZKVWWU2uork2O5nIkggKbKiKKA4VOxbBvX9RbqquL9rusKZiFvW1UkJElEksTZ8xzHJZ3OEY8GqCiPUFEeYXlbFbFoAAGIRf2IoneOIIAzmwM9Z153Df0qigKffmw1jXPSOgaGpgj4dXw+FVEUkGUJ23bQNJkVy6r46UuHOXain+rK6EXpIJeDLIvEIj6vHEn0dMxdSKXyRMIGFeURKIfFi8ooLQmxe283gYBORXkEURRobCimoc6bj8mSSDTq/1h28+cil7N48dXDgMuv/comQkGdbM4iHNQ9Vf/JFJmciaGrRAtkz8RkCkEQSGXyCALEIn401XP1mU5mSCRziAKEggYBv0YilcN1XcJBA9t2mJhKEwzoaKqMLInIskh+Tt5/Lmdyvn+Cn/z8EPfftZTysjBFsQCaKpNK55hOZLEdh2BAny1zKpFFANKZPKoqF+6TyOh4klfePkZR1I+L14b5UoNuJqbTWd482MUjG5fSUlOC5TgMjiewnRkdJ8jmLd4/eobNS+tYu7iaf35lL0fPDnL87BB3rWykrb4M2/bknsN+nYc3tlJf5n3nTvWOsKiqmC/et4Zn3zzA2aFx6stil7yjFUni0Y1LKIkG+Puf7WZkMknIp5O3LDI5E7+hEfbpJDJZEukcuqoQDRggwEQiQzZv4roQDRqIokg2b5LNW0iiQHEkQDKTYyqVRRJF4kEfpm2TyuYRBAHHddEVuXCtJrIkYdo2Yb+OKsuMJ9LkTYuQXyfk00lmcuRMi2zeQldlYkHfLXunKqrMfU+s5q6HV5CYzDA9kWJ8JMHZriHOnBzg5KHzuI6LqitEYn5qmkpZtKyKttV1l035u1b4FRVREJjMeeN4vpRFy7FJ5vNIgoAhy+wd38PpVBddyU7G8qMcmzp64VjXYjA7wMrI1Z3DdFXhmfvaEUWB598+wthkmvcOds/+fSqZ5bm3Lnx7IwGDbWub+dJDa/HpV48MVGWJTM5keCLJ0Z4hPntPO5GAgU9TyeZvzHgBfkHICUEswhf+q8L/5joOSMja3QTUjYVFhFb4XUFS12KoK718awqkhiADc4TbBB+q73OoxtNcmDxeOG5uGO5MLresb0fW7y6UCyDOKXemvSVo/i+j+T7PzOJjRvDSF2m9eKErhDFCf+p9+a6BMBCEEIrxCIpx/xzXj4vbIIhR/NH/flGfzBynGA+i6PdwveKGggCiVIse+uNCvfP318y1KfojKPpMW2eOVa/4EtKDv+cde9WdaRFZ3eSFnM/0gyDhpXd4kNS1BOLfLdRZGBtiOb7IfwHc2To80qIePfRHsyKWF8pyUbR7mCsoKUhV+CJfu6YtEE+TowUt2ITm/jYXxqKEd79uINRb0DHCfzZnDH4YF16Aiv4AiraND4t6CmIMX/gvvLaggpsgm/gbbOsERvj/9gReBQUXB9cZJzv9l5jZn6MYDyPJDcjqOuToCuYXePXGoxH+D4XxffE9ldQ1BOLfZq5wqyCIiFINmv8raL5fxRtnAp5mgnLRtXl9uwgt0IDm/+qcYy/tW0lZhj/293CVNA9BjHvP4xXTr8TZ59R792y+tG+FCEboPxb6RgM3STb5t9j5Axjh/1QgB2f6dpLs9P+DlX0Nx3gESVw8b/surkdGMZ5EMR4B98IkyBNAnemrD41R1/UcJ4xPzXkmLxUrFQQRUW5CC/w2mv/Xma9vwbMt1vxfRPN9hgvvhpn3XoGwFKMYwT+BKzptXOhbQfShGA+h6PcxI67rXZOMEW5h7jgQ5SX4In/NFQkAQZ49XlKW4Y/+N648bhVm3hWiVI0e/PdzviEzbfTacfnzDRTjcRT9QS7us1vvl+66LueTU8R0HwHFq288m76CCOoFDE0mKY0EeWzdUiRBQBCFW7aQmpmcHRkb4MBYH4vDJRTrAbK2Rd65dQ4sgiDgD+hse7id5Wsb+OD1Dg7tOkNP5yBjQ9OYl/FyF0WBcNRPdUMxS1bWsGV7G3WLypCV63f6uFa4rreIHBqe5t0dp9B1mbqaOKlUjv7+SerrivEZKqlUDl1XEEWRlcur+dkrR3AdlycfW40gQFEsQCCgURwP0lBfTCqVIxDQZ9vtWcQxO6wjER+yLHGyc5DFlHHseD+VFVFkWSSZzNJ5eojKigjHTvRTWjxDqM8lFC5cQ0N9MX39kzQ3lqIoEpmMiaJIIHDF3UNZFsnnLSYmU2iajK4pV7U4zWRN0gWCSS0sID5MdMy007ZdmhpLeOLhdgyfelEaw4f7wjtDuKxYakN9MR3H+2isL0HXZVKpPJoqU1dbRHfPKHU13u5/Mp3DMJTZbvp4aQkPqUyOk6eH+MzjaykrCXnPhE/DcVwOH+vl5Tc6kCSPyH5g21KWtVTyrR/uwjRtRFFgajrDuvY67rmzhcmpDD94YR+5vInjwLr2OjauaeDNd0+QNy2efnQN08ks//id93n0/hUsbrr8Rs74ZJrX3z3B8VMDSJJIWUmI7VtbKSkKsftAD4c7ejEtG02T+dyT63Fdl6//41tEwj4s2yGdzvHo/StoWVTOrn3dHDhyjlDQYHBkmnUr61i/uuG29O3IZBKA1tpSZElEQbpkrHsLfZPyWBBdlSmPhxgaT9DeXMk7h7sZmUyxZnE1hiYznc7x2r5TFIX9tNZ6Lmdnh8Z5fsdREpkcdaWXEhMzcIFU1lsUKpLEy3tPMjA6hd9QWVJdQnNVMc/vOIrjuNiOyz3tzSiyyGv7OzEtm66+Ub60fQ2ZvMX7HWcoDgcI6CqPbl7KiXPDHO4eIJMzWVpXRt6yOHF+hGQmR8DQCBkaLpDI5Ehl8xiqzPKGCuIhH4e7+7FsB0kUeeaulbxxsIvT/WOEfTq1pVHuWtmIdIvDihRFJlYcJFoUoLa5lOXrG7Ath+R0hiN7zrDn7RMc+KCLd18+QnFFhL/6l68SL7lxsfKKQBBFFOkYGSJlmujyleef0/k8J8ZGUCWZUn+AUr2USXMCWfA2rueur3RRZ31sI2ti666pHdGgwRcfXEtLfSlv7Onk+JkhBscSZLJ5XArCmRE/jVVF3L2mma2rmwgYV16nzUV7cyU/2dHBzmNnaayIU18WI5XNk8mZaMqNUwy/GOSEIF5xMS0IMlyyKzyTu6Yxn0uBd4xy1QXLxeVKeJP/+do7T7mX2DwKgHHNXy/veGnec7z+8l/hXBUEFdfNkUt9CzP79jXVq+h3ohrPeDu7N7Gtl56jX9OxFyYh8/XDpWPjSmNpbt9c+sdLF27XQ+7MV7brpMkm/xkrv+eaylKNB1CMx7zd6Gvqp8uPww9fg22PYpsHvfQNbT2gFaJKbFzBhyAGcZ1JZiq9UrmXb8Pl23r5Z/f6nstrPdar6+qvu+u5t/P37QWi0bYnvGgcqQpZ28jFfetHEEO4ziC2dZps8uu4TuKqdYtiFC3w20hKMyBf5+xXuKbxc/33Yf4+/nC/XL1M6QrHGx867tru7YVjry2E2ZsMzP8NufScq/fDrcR3Ow/xdNPyWXLi5MQoZ6bH+VLL6kuOzeRNRqdTZPImk6kMZ4fHCfl0VFlCj9y4CNh8iGoGm8vqePH8cUqNIPdWNqNKEmPZFLWBKFnLRBElpKt4wt8oJFmktDLKo1/YzLZHVzEyMMnkWJLx4QSJ6TRmzkKURHwBnWiRN4ktKgsTKw5edbF8M2AYKu+8f4qjx/qJxfx84Vc2EI34WbuqjomJFM9+fzeC4OlCbL+3DV1XqKspQlNlNFWmujKKIAjUVMfYfs9S3t3RyRtvHycWC3D/PUsRBYGXXj3Cyc5Bhkem+cY332PThiZWLqvhofuX8c6OTt7f2UUs5ufB7csQAF1XGBic4l++vQPbcXnq0dXIskQ4bCCKAtHCznUoaKBpMnfdsYRX3+jgW89+gCh6KQ3x2GICfh2psOCXJIHYHK2DWCzA0tZKfvDjfdTVFHH/vUuvuOstSiLhkMEPn9+HriuoisTWLUuorooSjfiQZe8++XwqwaCO4zhksybHTvQzOppA07w0lfVr6tm5u5vd+7oZHUvy/ef2sHhROY98agWhoI5R2DWUZYloxIsk2LyhiXQ6x7e/twtRhPraYrbfs5T2FbWMj6f4wY/3AVBZEeWBe9tQFIlI2HdVDY3bgXzexrYdImHjokWHadm88vYx1q+qZ/XKWnbvP8PLb3awpLmMVDpPNOzjVx5fw/FTA7y14xSb1jYxOp5kaHSaZx5dQyzix+9TkSQR07JnI2tc1yWXt2Z1IC6HspIQTz+ymvN943zhqfVUlHmRJ64LLYvKqamM4Tgu33luN6d7RqiviTM2keKO9c2saa/jxVcOs//wOZa3VvGpe9roOT9Gc0MJ92292ML+VkOZo59xJczMWWe6w3VdRFFkS1s91cUR9nf28r23DvLMXSuQJZGisJ+yWJCAoXkLfU3Bshw0WaaiKHTZ68vkTZ598wCl0SAbW2uJBg3ypkVtWYyH1rcgCLDn5HlcB778wDreP3qGw939lEY9wmT9khpEQaCmNEpHzxA+TeVz29oRC6R1OmeiyCLjCZMjZwZoqiyira6Uoz1DbGipYe/JXiRRYN3ianYcO8umpXWcPD/Cwa4+Eukc8bCfsakUY1Mp8qZNRTzEU3csRxC4Ze/8Gbiui2XaZDN5shmTsaFpek4N0nNqkKH+CdLJHLmsSf2iMmqaSlmyoprAVZyDrob20nICqsb+oX7ePNfNo00tKJJ0ydQrb9u8da6bIyNDRDSdZcVlVPuqqDKqyNgZany1LAtfSHkUuD59FkEQ0DWFLSsaWL2kmsGxBJOJNJmcie246KpM2G9QGg8S8uvXtTnR1lBO0KeRzpnUl8cQRQFNkXhkcysBQ+Xw6QGWN15fejX8gpATC7gVEBDEIsQ5NoPzHi0Wcc0Wpgu4dggiolRyHfchxq3YhxGEMKJUj5XfQzbxdSS5HgQJ15nCyu/Fyu9D9T1z1VSWBVwKQQx6Ir3598km/ragbyPhOtNY5v6C5sPjSHIjtlSLK6auWqYohvh43V8W8EnEcCaFMWd3RhJFBtPJyx7bNzbF93ccxnHBtG1+vLsDURAoiwb58ra1t6R9qihxX9UitpTVo4gSuuRNQVbEK2iLlfFm/2naiyop890acmQGoigQivgIRbxccMfx/s3kPwmigCSK12Q1ejPxa5/fRL6wU60qMpomexNLXeFT9y/j7qwXdq0q0uyCNxQy+O3fuAsBYXa3XlFkNq5ron1FDbbtIksiuq4gCPDg9mVsv8fTzPImrTKyLLK8rZrmpjJs20FVJXRNIZPJo2kKd25eRH1tEZIkYhgqruvyuafXo+sKX/zsJnRd4YlH21FkL9XjyUdXk8t5u7eq6l3H9m0X9LDCIR+//qU70AvX4PepPP34GnI5C0kSsWybN985Qf5DES2iKLBqZS3/y1e3YVr2nGtQUBSRX//iltl+2biuEcdxGR1PcvDwOT7/zAbiMT8958Z4463jrF5ZS/uKGlqXlM8GTciyhCyLPPX46lkyqrwszJe/sGW2/x59cCXZnOlpXBX6SRAE7r+3ja1bFuO4Looy8zv86mc3fiTV+psFqUDaZHMX92kmkyeRyLCosYRQQGdRYylvvX+SbM4Lt2+qLyES8lEUCxaeE4e66jjtbTW8+NoRimMB7t7ikU8XwWVeYgK8eyeKXm6/KAqzfZ7O5Nixu4vh0QSyLDE+kSJTEIiMRnzUVscJBXSK4gE6zwxfsZzbhVjQSwE61N3P8oYKHMfB+RBRoasyfl3l3PAEFfEQvSNTbGipIWda1JfF0FWZ77xxYFZQc2VT5UVpHSWRIPeubuZ7bx3i3PAkzZWXat7oqsz2NYtZUl2CUXgOFFkiGjBmRTklQcB2nELkhIMoCFQVh9nR0YPrwprF1QQNDVGAaMCYJV5S2TzvHO7mqw+tZ0fiMY0AACAASURBVO+pXrr6Rr1UL1VBlSX8uhdpLEsSqiKhKzKGquC6LooscefyBtYsriKXt4mGDGRJIuTTZ9t1K2GZNvt3dHLmxAA9XUOcPz2MZTlEYgFiJUEaWyqoW1RGbXMp0XgARZGQC6lqHwVtRaWsLq3g1Z4u/nbfTlKmycaKasoDQTRJJm9bDCQTvNd3lm8c3k/aMrm7toGWuJcSJggCKyPtGJKBeBPWX4Ig4NNVGirjQPwim9IbhSyJNFZe7LyoyBKNFXHOD0+y81jPAjmxgGuHIKioxkOoxkMfd1P+TWPGalTlqY+3HWIMPfi/kc98Hyv/Dmb2eS+7RfR7OhDBP0bW7+bGBV3/7UIQImjB30dIl2Hl38PMvlDoWx+iVI8R/ENkbRuiFMdQrj2t4zpbgSAWIQg+4OOfKC/g1iCqGbzbf4atlQ04rsu+4T7KfJePFGkoi/OHj28lZ1rkTU8p3nZdptO3zg1FEAQUQSqoo1+AViApTkwO0RSOU8atJSc+3CZJEpA+5sdCEAR8Pu2yZryC4JEV6mXCZEXRC8//MGRZJCBfSmAGApcnNSVJJOC/fJSQqsqELtpFFDAML7LAV3AsMebkJ2uaR0jMxdzogQ+3WRAENE2ZPSaZzKKql96QmYWn/wrt9M0pcybVwx73IifgQsqMP6AhiAK6oqDrl0Y1zL0WT2jzwv9VVZ4tey5mBDYvaZNx61O6rgU+XaG0OETHiX6qy6OoqozjusiyhKLIjIwlKS4KMjKawDBUNFVGEAUUZSblEiikwCiyxPa7Wlm7so63PzjFC68c5iuf3YyqykwlMpimTSKZZXzyYqL9clSFKAq4QN70IjsEUWBoZJr395zmd760lfLSCF8beW32ZLmgWQKFbZqZQgUBURLJ520s20EUQLzFu/EzCPo07lu9mDcOdPLWwdM0VRbRWlvKWCLN/3hxF5os8dCGVra1N/HiruMc6OqjqjhMY0Wc1/d30jM0gSQKLK0vIxo0yJkW33p1H35dZUVjBdUlEYKGRlHIz/KGcjp6Bqkvj6F86KUV8ulEAgbBwnNg2w4+TUGfM16bqoo52TvCN17ehSSK3LtqEXnLJps3mUxmONI9QGVRGFWRL9IcUGWJ8liQH7/fAUBR2I+hKmiKTMBQUSSJgKF57ym58JssEfbrrFtSwzuHuznZO0JpNMBjm9rwafJF7bqVyGVN/vG//pz+s6OUVEQor44TKw4SiQeIFQdRNYXkVIaOvT2z5+g+lQ3bWtA/wvMb0XS+snw1Z6cnOTU+yl/sfJvaUIRinx9VlMg7NiPpFD1TE5i2w5JYEV9etgq/cqHOap8nvH2lqJyPQizcquiiC+mDYFk3pre1QE4sYAEL8HYe5Eb0wP9asDmd2V2REAS1kCa0sKi9EXiaJrXogd/Fdb/C3L5FUBFuS9+q+CL/GY+kCN/iuhbwceGBmkX8w/G9vDvQg+M4RDSDJxou7+AkCgKiJHGqb4SuwTEeXtOCbbs8v7uD37xv/e1t+AI+kZAkkSWLyggGb2+Ult+vsWl9000pq7g4yLa7Wti1txvLsonHAjzxyKrbsmP7SYLP0Nh+VyvP/ewAk9NpIiEfPp/KlnVNrGuv49W3j3Gqe4iec2OsX1U/r71o99kRDh3rRVVkpqbTFEU9V5Km+hIOHDnH8y8fZCqRmY18mZrO0HGqn87uYWzb4YN93bQtqSAW8aMoMkWxAK+8dYxFDSWsbKvB0BX8hsa+w+cQxfMkktmrSnwJQF11nENHe0GAluZyGuuK5z/pJkEURFY2VtBUEfc0MhQZQ1P495/eiuV4izMvZU7kKw+sxbQc/LpHAG1rbyJr2kiCgN9QUWWJ33hwPflCZJCheuRC+T0hDE1h64pGJpIZ9nf2XRSZEvJpPHXncoJzrB9FUWBbe/NsOhVAxK/z5JZlZPImiiShyBIv7jrO1hWNLK0r45W9J+nsHWFDay1L60pnz5Mlkc9uaydnWl6ElCgiiV56QUtNCZoiU1XsCQUrskRDeQxNkakrjaKpMpVFYUzLRpUlJFHgjmUNty31RhAEikpD2LaDokhMTaSYnkzhnrryOZF4gJUbGz8SOSGJImvKKviTDXfyD4f3sW+wn5Pjo5wcH73oOEOW2VxVw2+tXMvKkrKL9Eos16I/08dobhTbtZlL8QXkIC2hW+XQ+PFCmC9H6jbiE9GIBSxgAQtYwAJ+UeG4LsPpJL2pKURBoD4UI6Lq804CD57p50TfCE9uWIppO/zdK7v4g0fuuO66jwwPUhUMEzW8HfasZdE9Mc6SouKr2qjN4P89/DYP17bSHL49i4oFLODfEhzHpW9wgrPnxzFNi+KiIIubynAcl1OnhxgbTxKPBVjUWIqmypzsGiQa8VFSFCKRzHK2d4zmhlLSmTydp4dIpnOEAjqLm8oIBnRsx+HU6SEGh6eJR/2oikR5aQTHdek42U8mc0HAtG1JBfFoANd1GRqZ5tTpIXRNoWVROT5Dpef8GOf7x4mEfQR8GqGgQSig03lmmIaaIvx+jcHhKaYTWRY1eovoVDrH8c5BkqksTfUlVJXP7871i4pEOseRMwMFNxAPIb/OkuqS6xYhtGyHncfOcvB0P4bmpWHcv3Yx1cWRq5/8CwLbdug/O3ZZ4eMrQVYkKmri9HQOIggCjS0VN1y/47oMpZLsH+rn6OgQfYlpMpaFLslUBkMsKy5lVWkFZf7AJd/qjqmjvDDwPHknx0R+gqgaI2klcFyXO4vv4tGKx65a/4z+y/h0mt7hSaaSWSz72iIa1rRUUxy9Mavhs4MTvPjBMf7dE5vn/nxNk4EFcmIBC1jAJwKu65Kw0kybKcqNIqRryLHL2SYD2VEqjWIU8do+ykPZcfozI6iiwqJgzTWfd6uQtfMMZseu6xpuNTJ2jp7UAGkrS62/jLh6a60TPwlIW1lGchNUGiXI81h+fdLgui7juQw+WcGQFVzgXGKS3uQkJUaAhnBs3mepf3yaH+08SmkkwHQ6R8in8fSm5Vc8/kr42q4dbG9oorXYs2mczGb5//bt4g83bLkk/PhKWCAnFrCABSzg9sF1XfKWzXQqi+O6aIpMyHd9ooi/zPjv//F5RFHkd/70kY9cluO6ZC2LvG3juC6iAKoko8vyFQn8751/FtMxuaP4Tl4ceIEHyx4G4JWhn9MWXsbG+KZ563Rdl7ODE/z0nQ7eOXiaqWQW23bmFW+di7/43YdZt7T2+i60gI9CTnwyZsILWMACfunhui5Hprp4b/QQiiCjSyrNgWpWxZagil7e77n0IB1T3TxeuRVJuno43bSV5LWh3TxTfQ+KeHV2N2Gm+P751wnIBsVahIZAJcpteA26rkvGzqGI8iUExIQ5zetDewrXcHPbkrPz7Js4QVfyPCBQ5y9nXWwp+jx9azk2u8aOcmDiJBVGMWHFT1wN47ouaTuLJqqfiMX7YHaMlwZ2YBYsKP2ywf1lGyjSbmzHZyQ3wevDe/lM9X2fiOu7VliOw/c6D3NXZQNLYiWcT0zy14feA9dj/X+9dS1t8dIrnl8WDfLwmhZO9g1TEg6wqqHyuurPWRanJ8Y5OzXJ0eEh0qaJC/ROTzGZvbx+henYyIJ4kbWl6dheqsknnASbmkjx0vd2k07laGqt4M4Hrp/IWcACFrCATwIEQUBTZIojN7Y7/suOTCqHeJNSwERBwKco+JRrd+/JFtw6YmoMTdRQRZVyo4JVkVV0TB+dl5xwXZeB0Wn+5tl3+ODwGWzHRSxoLF2rsP7VRG1n6kmkcwyMTZOdE51SHPGzqa3umur5MBbIiQXMIp3IMtI/TmVDKfInQF16LlzXZXo8Sc/xfnSfRsPSSpRPgD3XzYDjOPR2DRErDRO4gn3aLwvOpYcwHYstJSuYyCd4bXgPAcXH0rDnR94cqKbGV4YiXtu9jSohPl21Db98bf02mB0ja+f4Qu2n8Ms6snD7xvkrQztZF1tKhXHxrnCxGuGpqrvxyzdfbHT/5En2jB9jc9EKLNcu/Dr/xybvmHQn+1gda2FDvA2psIg0HYtXh3axIb6MMj1+09t6vZjMJ+lO9vGZmu0AyIL8kfqwwijmycq75iVuPomwXZee6QmC9Rq24/DK+U5qAxE+v7idN3pP88Hg2XnJiel0FlkS2b5y0Q1Fx5iOw/7BfrrGx5jMZgjrOrggixIPNS+6rEXcS+dOUBOIEFQ1qvwRBtLTvN7XhQvXFDH1cSIxmeb5b75PYirDtkfaF8iJBSxgAQtYwC2BXw4wbU0jIiGLCt2pbgJykLSdIevk5j3XtBze3t/FrqNncVyXqtIIy5vKqS6NFhyErv69ry67emrU6FSaf3ppD4lMFlW+QCt8YfsqljfeWDrMAjnxCcZw7zivPvsBuXQOX9CgdV0jSzc03bBNUr6gWK1eRp0aoK97iOf/55v81v/1NMGI/7rLd2yHXNZE05WbxjTORTqR5egHnRzbfZo/+G9fIl72y5ETZ5k2P/z6a9z7KxtYtrH5427OLUeRFmFxsA7LtTg2fYaJfAKAXeMdHJvqpilYzYZ4G6rg5T8OZsfYNd5BykrTGmpgWbgJWZToTvbxzsgBImqQe0vXEZAN8o7JztEjKJJCT2oAQ9K4o2glcS3MeyOH2DV2lO5UH987/yrNwRq2FK3AcRwOTJ6kK9FLVA2yIb6MmBoi75i8N3qICqOYQ5OnCCkBNsTbOJPqZzQ3geXYxLUw/ZlRNhUtJ6aGOTrVxanEOVygLdxAW6iRCTPB60O7eXN4Hz2pAUq0GFuKV1DjK6MzcY73Rg9RpEW4p2QtPln3wiwdkyOFsgBWRhbREqonbWfZNdZBX2YYQ9LYEG+j0ii54qJyODtOkRahPboIkQs71Y7r0DHVzZGpLnRJY020hWpfKf3ZUd4c3svByVMMZsfoz4ywtXgViijz6tBu3h05wNnUICV6jK3F7XQlelkWaWIsN0lXspdNRcs5newlogYREdk/cYKklaHGV8q6WCu6pNGXGeFsehDXdehO9dEaamBVdDF5x+Lg5ElOJ/uIqUHWxdqIqZf3c5+BT9ZpDV1sw3s62ctQdoxJM8lkPsGiYC0rI4uQBJHTqT4OTpxk2kxh47A83MTq6BKOT/ewd+I45UYRdxWvQpc0klaavePHkQSR8+khYmqYjUXLCMl+UnaGPWPH6M+OUKbHWRdrI6j4yNg59k+coCc1QFwNsz6+lIgSZNpMsX/yBBElyPHpHsr0OJuKlqFLl3cduB54HvECpmMzmE5wYLifr7atI677qAqE6emfmPf8M0PjdA6M8ulNy2/IpDigqny+bQU522ZzVQ1NsTgC3i7Rle7du4Pd5GyLsGpwR1k9ndOjGJKCISm82nuK32zZcAMtuT3IZUxyGRPbcnCcS/N2Xdclb9tcKWpWFAQUSbwtaVKJbI4XD5/gzNgErguKJHJvSxPtNTeeP/1R4bouO06f40jfIE+taqMo4LutKWOO67L7zHnePNk9G13UXBrnyfallyXS/i1iZ/c5Dp4f4PGVrZSGLs2Dv11I5fK8fNRTLXxkRQvqPCKd14ucZfHWyW5GEikeW9lKUP/o7+IFLOBycF0Xx3WZzufomhijNzFN1rIwFJnqYJimaJyAol72m9kcaKYn3YMkSjT6G3l16OccnNzPaG6E9fGN89abzOT44EgPpmXTWBXnj371HpY3V9x0MeChiQTg8sef21awlP3oWCAnPsGYHJmm80AP935mI7lMnhe+8RaiKNB2AwtY13XZ9fPDBCI+2re2XOGoj/YBmhxN8M6P97Lt6fWEYjc3REwQBMrrirn3Mxs5e6L/ppa9gNuL3vQwu8c7mDQTmI5Fvb8CAYHmQDVjuSkOTXayJtqCKipMmgm+f/51av1lNPireHtkP5ZrszbWSqkeY1m4kRcH3mdL0QoCsoHl2Lw+vJcSLcrqWAsHJ0/y+vAenqm+l+ZgNSk7Q8rOsLloBXE1jCSIvD96mCNTXayNtXAuPcRzfW/yK9Xebvwrgztpjy6mMVCFLEg4rsPOsSOElQBD2TH8aQNFVDgwcZK7SlZjOTZ1/grSdpaXBz6gRIsRUQKsii5h38QJVkdbqDSKiaueY0a5XkRrqJ5XhnaxuWgFPnQcHHaNd7Bz7Cgb4m1oooJW2M0/PNXF/okT3FWymqSVQbxK5EdbuJHnet/ih71vsiLSTI2vDF1SOZE4y2tDu1kba2XaSvOj3jf5TM12okqQVdEl9KWHWRKqY3m4mbASQBRE2iOLODR5ijWxFsr1IiJKkLPpASJqgM7keTqmuqnzl3NsupsVkUUYkkZMDVFpFPPOyAEMSWVtbCkjuQm+e+4VHqrYQmuogZDiBwT2TRznyGQXq6JLOJPu56f97/F09T34LmOHOIOEmWbX2FEAgoqfpkAVfelhftL/LveWrqPMKOK1od3E1BBhJcBLAztYE11CiR7jlcGdPFi2CVEQqfGXMWEmeHfkIJviy9EljYyV48X+91gabqAlVM/OsaM4uGwvXce7IwcZyo6zNNzA4clOps00T1Tdxe6xDk5M99AeW0xXopefDezgqaptJK00L/S/xx3FK2kOVqOLKgI3Z4IgCSKLo8X83dFdgEBTJEZjOIYgCIxl0wTU+ScLAUMjmc3TNTCKrnie9WXR67PyFASBp5a0YigK8jUs8MKqwSO1rWiSzM/OHSdjm9xT30yx7ufrHTuuq+7bjUw6d0XiAWA6m+N//+HL9E9OX/bvLeXF/OF9d1ASuj1h1BnTYng6SffoBP2T09TEIh8rOQHw6vEuXjpyko0NNRQFbnO0oOuJAE6kMgwnUhw8P8CmxhoeX9n6sflR5S2bnrEJysNBApp6U8kAy3Y4PzFJ2NCJ+oxrKvuNE9385NAxVtdUUnoTx2k6n6dvYpqaeARNvvryYzqb43v7jiAKAve2NN1UciKTN/nJoROcGR3nzkX1C+TEAm4JXGAkk+bnZzp57tQx+pLTZEwTx3WRRAFDVqgKhnmiuZUHGpqJ6Rc/o0tCrTQEmlAFlVXR1YiCRF+ml/bIKpaFV8xbdy5v0Tc8habIbFuziBWLKm4qAWtaNslMHsu2EQSBgbFpYsELZPOMneyNYIGc+ITDH/bRsraBcDzIuVODnDpwlqUbmhjtn2DXK0dITqZp29hMy9oGRFFgaizJ7lePMNo3QawszLr7lhGM+nnnx3t55ds7CIR9HH7/FMu3LKb9ziWkk1l2/fwwI73jGAEdt5BfZOZMDr1/is6DZ4mVhll//3LCce8jNXh2lL2vdzA9kaKyoYR19y1j6PwYr39vJ/vfOs7Q+THKaovZ+vhqwkVBzp0cYP/bx7Etm/Y7l9DQVo3ruux74xjhoiBdB8+SSeVYt30ZFQ0lnDvZz6H3TpFJZmlaVsOKOxej3kAKx8TwNMf3dOML6Zzc10NlYwlr721DVmVO7e/h8I5TBEIGa+5to6QqBsDJ/T0c2XEKx3FZtLKWto3NyIpEb9cQ+988hm3ZLNu0iKYVNdiWw6kDPRzf242Zs2jb0MTSDU24LhzdcQpFV+jtHGRyNMGqu1tpWFqFmbc4+kEXnYfOIooCK7Yspq61ElyX7qO9nNh7BiOgsenBlURLQpg5iyMfdNJ56Czx0jBr71tGOB4gNZXh4LsniJaE6Nh1mqKKCBs/tRLjCv7vnyRMmgnOpQfJ2nlUUcZybVzXJaaGKNVjdKf6AI9QG8qOk7BSbC1eTUQNkLBS7J84yaroYvyyQaWvBOlDC3RdVFkfb2NNrAVFkPhg7AgApXqMSqOYsBKgMVCJLmnYrs3hyU7WxFrZEF9Gg7+Kv+v+EaP5SYrUyGxUQVOwGoCUlUFAYEW4mZOiSkQJoksqA1nPGiquhTk+3cNEfprx/DQT+WlK9Ri1vjICskGtv4waX9lsWwOKjwqjGGnOQjVnmxye7GRjvI0tRSsvyssPyAZpO8tgdpQ1sVZKtNi8fV3vr+RztffzwegRfnD+DZoCVTxcsYWDE6eo91eyqWg5aTtHV+I8PekB1seWUusrI6wEqTCKqQ9cWMTU+MoIyD5qfeVU+TzRwzI9Tn9mlLHcFJVGMQPZMTJ2nrgaRhUVetwBelIDTJlJBrJjs2XFtTAb4m2EFe+d4uLywegRsk6e49NnmDCTnE3181DF5nnJiZyT50zKIyuL9Sh1/nIAqoxi7ixux8Xl1PRZxvJTaJJC2spQYZQgCgJ+2SCo+BAFkbASoFwvumTi7pcNNhYtZ3GwloSV5lxqkLxj8cHoYcJKgGNT3YzlpziT6uexyq3sGDsMLhyfOsN4fpq+zAgPV2zx7rVssC7WSqVRMu89u15IgsCTDW3s8p9HANaWVhFQvPdAdSBMcyROxjLRpMuLbvk0hf6JBD/a2YGhypSEA3z2jpXX3Q5FlHBdb5xOZDP0Tk/THIujy/Il/Vqk+zk01o8kiJyYHCZjmYyWpwgo6kflyG850qncvGJijuNwdnSCnGWxtq7qkkVYTTxyUxdZ8yGoa3x582oAnjvQwX999b3bUu/V8PiKFv5/9t47vI7zPPP+TTu94xTgoHeABEmwF7FTFCmJ6m5xT2IrcYrXa8eXEye7m+Tb5MsmcZxdO04c93WRZUm2ilUoiaREsUnsFSwAiN7LOTi9zewfBzgkCIBNlETZuHVJpObMvG1m3nmf+32e+5nr91Ka53jXd+VFUWB1dRmrq8toGx7lD378q3e1/iuhaRp9YyG+9IsX+G/bNrC0rOiWlh+Ixfib53bywcUN3D2v9rper23z66j25VHpdd2y+6NpGqe6B/jnl3fztQ/eS7Hr2imtHSYDn1m9BEkUMetvbbidSafjo8sWEIzF8Vhu3FN4FrO4FjRNYyAa4WsH9/DMhSYSmWxo7YRnoappBBMJ+iJhTg32c2qony8uvQO38RJhqwgKipS1fwyikRWuq3tLXA5V04glUuh0ElXF7lvuGdYxEOCHLx4ko6pc7B3hXOcAXqc1t874vXuWUl5wcyHAs+TE+wEaxCJxoqEYBaVuAkMhfv6vL1FY7qWw0surP99PIpZk3qpqXnvqLUYHxpi7vIpwMIogCEiSSPWCUg7tOE1hpY/FG+fgLsiGROx57gin9l1g6eYGzrzZwuhgdrfnwEsnOLr7LIvW19N1oY9ffusVPvT5rcQicX72zy9QWu+nsqEYQQQEcPnsVDeW0ny8g4Xrs+UbLQZ6Lg7yq2/voKaxDJ1B4dnvvsb9n9lAWb2fY2+cJTgUYvmWBbgKHFmdCw1i4QQOtxWP38muX76Fwaxj3qqaGx624HCIJ76xnbUPLaG0rgCTNZtS7/yRNnY8cYCFa+sZ7gvw+L++yCe+cj+qqvLc915j6Z0NKDoZVdUQBIHB7hF+/f3XqZxXjKKTef6Hu7nvM+spqSkgMhbDW5SHpqo8/8PduPLt5Je4OXOwhdZTXay6dyHFNQXo9AqZtMq+549xaMdplmyai6KXkcYXqWMjES4cb2fFlvmc2t/My4/t44N/soXDu85wdHcTjWvqaG/q4bnv7eKRP76LaCjG09/eyfKt8ympyUdn1F0zD/jtggZ7JR8s3kRGzfB0z+scHDlDodEzrf5DQk0hCiLSeOcUUUbV1CwdPUN/9ZKCedyglQQxe/4MSGsqaS2NblwAURJERMSc8aETp+oYSIKIOP6vImYNL41sOMFLvftZ6Z5PudlPe7QPNafvcP03R0Mjo6k5kdAcBKizlvHx0rs5HrzADy4+x9b8lSxwVCPMUL4oCPiNHh4sWkdLuJsft73Asry5JNQkdiW7IBMRkEUJ7SrjNBMKjG5eGziMRTZlyYnYICk1jSLKPN75CoVGD43OGoaSAbTLtC6ssglFmPz5SWlpKsx+5tiy+iOKb9m4V8XMcOsdOc2JiTECsI17e2S0zPgiQMWjd1FiLuCxju24dDbWeRZhuYZWiVHSYxCzhv7Es6ShoaJRayulyJjVcjDJegSyYqK1tlJqLCVA9lk0SQbCqSgGUYdRvPXkoSAIWHV67iyumvJboydLLn3j+D4+VtuIyzC1v16bhc9tWcGEFsnNLmC2tzZjkhVWl5Tw9Tf3MRSNsrKohI81zM+9vxPYVlLPK93niaVT/H7tMqKZFLu6mxlNxriz8PYObYtdg5yYQKU3jz/duAqX+Yr5QxQmxeX+tkEQBBpL/DS+x94btxO6R8doG756+NXNon8sTMvg8LVPvAzzi/KZX5R/7RNvABlVo3lgmKFw9LqvMSoKm+e8M/OBTpa4o+rmshDMYhbXg0gqxfdPHuaZC01YdDruKSpnbXEZpXYHekkmlk7RGhhhV8dF9nd38NT503hMZrbV5nMhfOaa5Tt1Lla575jxd0kUsJj0JALp6xK2vFEUuKx8ausSNE1D08hleNG0LEnvu0EPzMvx2/uFfJ9goHOYX/7HqyRjKTRNY9GGOfR3DBMcCvGJr9yHw20lGopzeOdpGlZUYbabaDnVSSyaYPGmudicZgRBoKjah9Nrw1/uoX5JRa780weaWXVvIyu2LsDmsjDUG0BNqxzdfZYlm+ay6p5GBrpG+PZf/YKh3lHamnpQ9DIP/eGmydoXFiipKcDqNFM9vwSn14amarSc7MBsNbLhkaXIOpnB7hFO7D1PSW0BAlDZUMya+xflitE0DU+Ri/6OYfo7hwmNRultH7opcgLA6jCxYst8CsouiRAefPUUg92jtJ/rITIW4+S+C4wMBPH4nSh6me6WfpZsmkvlvBJkRaL5eCctpzqz5IYo0HG+l5aTnZTPKaSgzMOZgy2ERiIEhkIMdo2SX+IGoLTOzx3bFqLosq9ZKBDh2BtnWX3fQpZvmZ/bkUgmUhhMOlbd3ciqexux2E3sfvowmqay7/mjpJJp2pq6Ge0fo/lkB3d/ci0AJquB5ZvnUVJbcFNj814hpaaJpONE0lEG4iPUWEsRx61KbfwfAATw6B0kMynOhzooMvk4mVvnTAAAIABJREFUO9ZGhaUQaZxMyBoJUyfdmYz1K6ETZYpMPk4Emikx5XM+1IFOlHEol1xZpytLuOJPgNHkGBpaNrQgNkAodWkRJgoCIiJ9sSGcig2DpMtl5rjU4+x/FVHGb/RwdPQcxaZ8dKKMqml49A6GEgEMko71nkWEUhGaw13Ms1cxU9av9kgfoiBgkU0EU+GsMreoUGUp4vDoWRrjw4wmxwimwvgMeVfdJZOE7F3qiw9hVywYJB1OnY2e2BDL8uZQaPJyJHCOQqMHAYHB+CjrPAsxSQaGE0F8k0Q0J9cjIFBlKWYoESDfmIeIkCWmrhH6kNFUwulYtgxBwDiu4TBdPwQgko6yNX8ljc7p5hMNNG0SiSIgTCH9ZEGmzOwnlI5SaPKSUdOoZInMKmsxgWSIAqMbgay46MQuQvY5em8YxIFYmPQ0+ggAqUyGQ82dtA2OomoaJW4H9y6eKfRvZrQFRlnqL+RAVxdmRcejq5fyH4feIqNpU9zlC812Hi6fz2giSmbc0P9IlQOn3ohTf+uFYW8lsuTEtc+TBBGjTrmuHV9N0wjG4hzt6KFzNEgyncGs11HsstPg9+EwGSedOxiKcKi9m95gCEUSqfLm0Vjsx6R7eyLRmqYRiMU51NZN12gQgHK3k8WlhdO6vaczKqe6+zjdO0AoPpm0USSJtTXl1Piy38OhcIQXT50nHE/kfn+gcQ4e68wEZDKdpql3kLN9g4zFE+hlCY/Vwly/l0KHLUekqZpG+3CAMz399I+FyWgaeWYT8wp9VHry3tW0iFfeH1XTsBn0VHhc1Od7sIyPYzqT4URXH61Do+w610JaVXnmWBOH2rtzs8TdDbWTvEtSmQzNA8M09Q4yEsluPvlsFhaV+CmwWy9pCqkap3v7aR4YZm9zO8FYnFeammkfCeTKXlNdzlz/Jb2iQDTG8yfPMRbLZthRJIlt8+vIt09vYGTHfJTjnX0MhiMIArhMJmp8bmp87px3UCSR5FhnD82DI7x06jxj8QQ/ffMYdmN2HHSyzEML5+Aym3Ljd65/iF1nW3J1+WwW7ptfP6OLuKZphBIJjnX00j4cIJ5OY9bpKHTYaCjy4bosnKVtaJRXzzaTSmd3se1GA/ctqJ/2+dY0jZFIjBNdfXSOBoin0pj1OmrzPcwr9E3yiuoJjLGjqYXV1WWYdAoH27roC4YwKApz/V7m+n3vmsfULG4PnB0e5OkLTZgUHV9ZvpYHq+eguyKt9pL8Qh6orudnZ47zT29mPSxK3SkG1azeWFpL0xa5iEky4dF7EQWR0eQowVSA9d5NV63foFMozXfROzRGZ/+tJz9NBh1VhW4GA2HOdQ6ytK4YvSKTSKU5fK4Lp9WE6SY1KGbJidscRrOBynnFFJR6yC/Nw+Gx0ds2iCRLOXJAZ1DIpDNIssTqbQvxFro4sf88R3ad4eE/upPS2pl3KDLpTE4gU6dXkBWJdDpDKpnOhVLIioQoiagZjWQ8id6oTP+xv+KQpmkkYikUnYwgZhf5E22dgN09+cMXGBzjsa89T0VDMXWLy2lr6s6FmtwMjFYDhstCHTRNIxZJ4PE7qV6QZc0b19SRX+LGZDXwkS/czek3m9n+0734yy+w7ffWk4gnsdhNVM4rRm/UUb+kgtI6P90tA/z8X19k8fo5zF1eSdOh1kkCafY8y6Rx0lQNNa2iN059WXUGBYsz+3GWZBFVVdE0SMRTFFf5cm1dfd9CrE4TwcEQBpMOk3Vml/fbEVbZxP7hE3y39WkUQSbfmMdyVwNj6Qjb+w7QGu4hlI7ww4vPsda7iDprGff51/DmyGneGDpGqamAVXnziWcSvD54lFPBFoKpCD9pf5H59mpWuefh1jvQj3sdGCQ9eZelljSIOvJ09hzhICCw0buEXQOH+FnHdoySnnsL7sCus5LIJPDqXZPSSoqCgEtnRy/psClmzLIRaTwsoMpSTGu4m8c7XsZrcDHfUYlB1OXqWetZyO6hY5wZa2Nz/nJcipWdA4dpGrtIMBXmx20v0uioYa1nIRu8i9nR/xaPd7yCIkosd83Fo3fQGx9i7+BxVDSssonl3rlXzW7QHRvg8OhZ0loGs2TgPv8aPHonTp2NUCrKk507kAWJdZ5FFJuyXgAiAi69DdMVYo2yKLPavYDXB49weuwiW/NXYJGMFBjdFBt9FBo82GQzFeZCLLKJFe55vNz3Jk6dlSpLEZ7x+2CQ9Lj1jikhBhu9S3ht8DCPd7yCKIgscFTjM7hghkhwvaSgairfbvll7tl6qGg9ZtmIU2dFREATRFw6OybJQEJNkVZVnu/dw86BQ1gVE3d6l+ExOHi5702aw50EUmH+b9vzLHM1UGMtxqN35Dw8LLIRl96GTpS5u2AVuwYO8dP2F1FEmRV58/AbPdzpW8qugcM81vEysiCy0FmLz5CHIsp4DM7bUnCvbWCU871DjIZj1Bd56R0N3VQ5DoOB5pERWkZH2FJZhSJKZGbIDPNG30WebjuFhpZ7F6vtbj435+o52y9HYCRMIpa6qba+HQz2Ba87R/z1IKOqHGzr4rt7DtE+PJoTRdO07O7uf9+2Mefqr2oa+1s6+I/X32QoHEUSs15bmqaxpLSQz65ZSrHr5oSiNU3jeFcf3379TdqGRycZ/jVeN3+0YUWOaIBszP5jB4/zq6NnMCgyBlmmNxiibyxEntnMqsoSlpcX585PpjO0DIzQMTLKhYERYskkKytLpiUnsqEOYb77xkH2tXSQUdXct1TVNB5qnMvv3bEYScx6ue1tbuffdu0nFE8iCNnr46k0FoOez61bzqb6ShTp3TEMj3T08H927GMwHMm5bquahl6WeXTtMu6dV5sdv1SaZ0+cpXVwhI6RQPbazh7O9Q/lylpaVkRpniM3Jr84dJKnjpwikc4gjI9FPJXGazXzla3rcloiaTXD9tMXONndR/foGGlV43TPwDjhlB3HCk8ec/2XQsxSGZXWwREuDo3SMjhMOJFkcWnhtOREOpNhx9lW/nP3W8RTKYSJfqoaeRYTf751HfPGPS8GwxF+cegUA6Ew7cMBEqk0+1o7ckaaSadw15yqHDkBEI4nON0zwHAkyvn+Iaq9eWyZWzMtOaGqGie7+/j27re4MDA06f0RgK/eu541VWW586PJFOf6hugNhmgeGMZhMrChrmIKOaFpGt2BMf762R30jWXnRI3scywKAvfOq+X3Vy/JkY89gTG+u+cgbcOj9AZD9AZDpDIZosksQf3pVYv4yNIFt1yMcBa3L/b3dBCMx7mvqo4tZdVTiIkJ6CWZ+yrr2N/dyd7uDsbCZj5R/ykADo6+hUW2sNm3FaucXddEM1FeH3ztmlnqLCYdaxorOHimg70n2ti4tIYi39S119tF/2iI4809LKvLzveCINDU1o/JoOB13pxmzSw5cZvD6jSzYHUtLp99fMLVcPsdJONJWk52Uljp5fzRdsrqCwGNkYEx/BUe/BUefvKPv6a9qYfSWn92x9SoY6hnlFAggqJTMJh0eIvyOPNWK8U1BTSf6CAUiKDTKxRWejn9ZjOl9X6aj3eg0yvY3RZKavwc2H6C80fb8JW4iUUS5Pns6AwKsiyRjCcZGQiiM2TL95d7OPLaGTrP96E36ek838cd2xpzC40r35FYOMFg9yh3f3INBpOesZHIJHekCfeh618cTt33rpxXxMl9Fyis8KI36YgEYyg6mVAgSjqVYcnGuTjcVrb/bB/hQISCMg+KXsbhsVJU6SMcjGG0GBjsGiEailO7uJxYKE44eIW74hWd0xl0eIvzOL7nHP4KL7Iig6ZhdZlhGpXeCc+S4HCI0toCBEkkGUshXT7BvU9COSawxtPIKvel1HuiIOa8Jj5QtGnSrvVE+MRCZy3zHdVoaJPO3+RdykbvksvKynonfKxkK8K4wV5jLaXaemmBXGEpotzin7Qjn6ez83DRRlRNRUDIpc40SgZ+t/y+Sca/QdTzcNF6BETKzP7c8GtkjfqPl92NqmnZNgpMEj1c5Z7P8ryG8XhDCQHYkr+Cu/KXT+qDIAjk6ex8oPjOXEjKRBsaHTXMs2fd97O7+gLnQx2cHmudMtYevZPleXNZ6pqTO18c935QRJmtBSvZrC0fb092rCFLHjxStGHKmyMisMazkFXuBQiQ0/r4XOUj2XYj8NmKB3N/3+xbxkbvklw7J0qrtZZQYynO1TcBl87Gg4Xrc30WEOiM9nM0cG5K35yKlTs8C/iL+k9POi4LEm69g0ZnLSICCvBQ0Xo0Dd4cOYVeUvj98gdQRJnXBg+zb/gEHynZzP3+tZOevYnn7BNl9+bGfrGznkXOOgRBwG9w8zsld6GOz0MT57h1Dh4Zf5YmjgsIePROPl227bZMk5lMZ8izmjHqFLYurOX7Ow7eVDnrSsv5yYlj+MwW5nvz6YuEqXW5p10I7e27yINlDazwljAxid3oeumJ77zOsQMt1z7xFiMwHCZ9GcE+E7pGgzx+8MQkbwZBgIbCfJaUFuaOtQ8H+JdX9jAUjvLR5QtYUV6MRa9nKByhYyRIlfeSx1HnSID/vWMvyXSG/3rnHTQWFxBLpXm1qZmfHDiGJIp8ecsaTNcQQZ0OA6Ew39y5n87RIH+4blmOWHjjQhvfeeMg33rtAH/7wGZs40Zcy+AwP9h7mBUVJXxp82qcZiNnegb4b8+8Qr7Nyp/dtQbnZSEtBXYrf3XvBlRN4x9efJ1nj8/sthxNpvjRviM8fewMd82p5v4F9eTbrcRTKS4OjVLssk/ahS522tm2oJ5Kt4tytxME2NfcwTd27uexg8dZUlaI+13SFfjFoZN0Bcb4wqY7WFZehKZp9ARDnO8bYsFloRIWvY6/vCc7N313z0G+sXM//+3eDSwpvaQ5caUhO6fAC4samOv3UeiwkkhneP7EOb69+y2ePHwqR04oksR/2bQKTYMnj5zin7fv5k82rGRrw6UQQOmKDSa3xcRf3L0eDY2vvbyHp46cmrGP4USKHx84CsBX79lAXb6HeCpFx0iQrtExytyX0g+WuBz80wfuJhRP8E8vv8H+lnb+9cP3UuS4pDmhXNHPRaWFLCguoH8szJeffPGq672e4Bhfe2UPF4dG+cjS+ayuLsVhNDISidI6OEJ9/mSNn7oCD3//0F0EY3H+5rkdXBiYOeTFatCzqb4Sl9lEfYEHo6JwcWiEf3llL08fO8Oa6rJJ4rLJdIbnT55j69xqPr9xJXkWM8c6e/n6q3t47OAJ1taUU3KT5OEs3n9oCwZIqhkW+gquKUztNBiZ781nR3sLveEoZjlr1HdHuyk1leE3+HM2glm2UGYu53jgKOs9G2csUxJF1i6q4ERzDy8fOMu3ntzDRzYvYk5F/ngq0VsDURCJxJMk0xl0ikw6nSEcT7wtEmSWnLiNodMruPLtSLKUeygFQcBXlMfdn1zDvheOkYynKKr2serehWTSKueOXOTU/mYAvMV51C+rzF23YusCXv7ZPn7098+w+r5FNK6pY/0jS3nue6/x8395AU+hi7L6QkRJZOMHl7Pz8QP89B9/jd6kY+vH78DhtmJ1mln7wBJe+vEeNKCo0sddH7sDnSHb1nmranj2P3dRUlfAnR9eQdX8EpZuamD7T/eiqio1C0uzIRqCgN1txWSd7MLr8NhYuK6e53+wG5fPRsXcIhxuK8lEijeeOcyJvecZHRzjJ//4a+atrGbTh2ZOOafoZPLy7ZPSmgqCwPIt84lHkzzxzZcRBIHyuUXk+R1EQzF2PvEmowNBFL3C6vsWYXdbseVZWPvAYnY/fZhUIo232MWdH15JYaWX8vpCnvrmy7gLndQvqcBgyk5ANqcFk804acWtNyrc+eEVvPLz/fzsa8+j1+tYvmUe81fX4vLach4VeqMOp88GgpC9D0++yWP/8gKSLDHvjho8hU4kWSKvwJHTrHg/QBg3Wq80SicwnebExHXT/TbT+ZcLZGYnx5n/f6J8aZyUuFa92XMnjk2deCUkpOmcimbo+9X6PG2brihD1TTsOktOCPJyWGUTsiDNON6XExJT657aruvpw+V/n+leC+PEzfT1XuqzpmlYFdO0fTNJBiRBmtbYv5JUkZBQURERiWYSDCUDpLUM/fERaqwl2RSrM7h9y5OepcnzyHT3eqb7dmVZtxN8DguJVJre0TH++ZnXqfDdnIBVhcPJF1fegSyIGGQZnSSRXz9nit4EgFNvyu4qplO5HXpZEFHE6x+jvu5RWs/23lRb3w10B4I8cejkJO85QRD4yNL5OXIimc6w+0IbbcMBPrtmKZ9csShndJe5nSy5TBwxo6rsPNtKTyDEn25ayab6ytzYfXTZAloGh9nT3Ma2+XUsKvFPIbuvBlXTONTezZneAT66fAH3za9DHifBH1o4h+7AGM8eb+Kti51sqqtEEAQuDAwzGo2xobYCrzXrJTi/KJ+6fA/n+ocYCkfIuywThyAIyFJ2g+VaYRYXh0Z55cwFlpcX86cbV+J32HK/1RdMNjYFQaA0z5HzMJjo9531lexraedgWxexVPq6x+LtIpnJoIgiHqsJu9GAXpbJt1tZWDzZg1UQBBRJQtO0S++AKM6YZlYQBBYUF9BYXDBJJPmeebW8eraZlsHhLDE+TnBPeIpcKjt7bCaDYeL+ANdhVGgk0xmMOgW3xYTNqMdlNuEfJxwuv1wUBHSyhCJfqlsRpRlDHCaIbFGSkMUsuavN4IGVVlXeauvidE8/n1ixkM+sXoJeyZo1pXnTZ6URBQFRklAk6arviCAI2Ax6Prw0m2J54ly3xcSd9ZX8++tvMhyOomnapHKKXXb+YN1y8sdTsK6vLedEVy+/OnqGlsGRWXLifQab03zTYWFpNQOahkGeXoz6coiCgE6S0ICUeon8lkWZnlgPwXQQo5i1l+JqnI5o+zUzfmVUlUgsybK5JZxt7+e1Q800Xeynwp9Hcb4Th9WAJElX3ePctLSGQu/VxWsL8mzoFZn/fO4ABXk2BkZCpFWVQve1RW9nwiw5cRujuLaAj39lG7or4khlncySjXOZf0cNmqoh6+SsmCSw5v7FrNy6AI1sOMaE3gFAdWMJpXUFqKqGTp89XlyVz2f++hHUjIo0Lkip6GVMVgMP//Fm0qkMoiig0yuIkogoiay5fxHLt8zPflQlMRf+YbIYeODRjaSTaURJRNFnwz/WPbSElfc0gqah6GVkRUbTNB54dCPiFW7ORoue+35/PelkGkEUESUBURSR5Gy9K+9uZEINURAFTh1onja1aGGll4blVXzqqw9MyfRhsZvY+vE7SCWyCxZpfJyMZj0f+i9bUVU1m4v+MsHKVfc0svTOBlQ122dFnxVC/MgX7yaTyiBKWQNHGv9z8++sQhCYsjD1leTx4S9sJZPKTj4TdfzOF+/J1VU5r4Sy+kIkWcTtd/Dw5+4knUzn7r2sSDh9dj79lw+i3EQWk1n85kAQwKd34Zsha8d7lZ/+lkDIerVMpF2d8vMN9E1AYJ6jiria4MjoWUSyYSOLxz0hfpvhc1gx63X4XTZW1JRimSbs7HowIcw5AaOi0DwwwlyPd8riRy9JfPP0XmodHsyKDgGBMquTj1cvfhs9ub0w1+/jTzasxGGaHHp3ucEeT6U42zuAQZFZV1N+1Zj0WDLF+f4hDIpMY9HklHAGRWF+UQGvNrXQPjzKwmL/DXmiJNNpmvuzO8iLSvw5YgJAkWQWFBXwyyOnOdc3yIbaCqTLPP2mq0fTZjInrw/n+4cYiydYVVmK13ptt2BBEAjFE1wcGqF/LEI0mSSSTDIciZLOqGRm0Ft5J7C5vorjnb38/y++zp31VayoKJ6kNfF2IAAj0RgXB0cYjkSJJdOMRmPEkil0spQjJ95pGHUKWxuq+c4bB/nbX+/krjnVLC4tpMaX966KvabSGZp6BhAFgXW15Tli4lZBEARS6Qztw6N0B8YIxRMkMxlaBkdIZdRJRiRk13tVnrwcMQFZwsltNSMIEE28+2Fos3h7ePhTq2/aQ9lhMCKKIr3hEEk1g16a+fmMp9P0hkPIoohDf+mbscCxkKe7n+JHbd+nwJD11u1L9DOcGOJ+/4NXrX8oEOHL/+dZugeCJFNpVE2jd2iMvqExxFNtWSLwGn2rKfFck5xwWAx8ausSDp3tpH80TF2pjyV1RbisN58mepacuI0hSSKSNP1CUZREDKapHztFJ08iJCZdI069RhCFaTUQIOu5caVhLwgCkixhnGYRJQjCtPVPd74gCNOmB52pDMiGReguW+epGRWz3UhewdQXx2I3IUoi8jTlCIKArGRJkiuPT3g+XAlJlqb1UtDpFZimH4p++nuQ6/cV10zofmTrypIxubKmGQ9BYMb7NovfHszkhfCbgFvZN0EQsMhGNlwWBvSbBk3TaB0bocSSFdCThKwewWg8xjJfMRlNm7LLBzASivLUgZOE40ke3bycnSdbuH/pnOuqM6OqpFUVRZJIq5ONQA14quk0tXnuKbG2q3xl1Dou2wHXwCTfJNEqgMVmxDTN9/CdQDQSJzwWv+Z5Fr2eap8bt2XmBVpaVQnG4uhlGbvx6vpBqYxKKJ5AlkRsxiu+4wI4xq8PxhNkNBVxBq2W6duhMTbuhmszTG6HIIDdqEcSBYKxBGlVRRJF6vI9FNitvHjyPOVuFw6jgbN9gzT1DVLrc+O322ao7doIxGJogMtsnBJ+MLXtKkfau/nxgWP0BscQEDDpFWRRpHMkmCVJbr1Q/YzYWFeJw2Tg2eNNPHe8iRdOnqPS4+LhRXNZWVGC8SZFS5PpNC+faebpY2cYjcTG02sqaBqMRGLk2y1cl1LrLYBOkvjg4nkU2Kw8f/IcP9p/hCePnGJOgZcPL53PgqL8d0VfJzMuJKtIEk7TrRXS1TSNjpEA3997mKbeAVRVw6BTMCoyA6EImXFdsMshIGA3GibNsYIg5Aijt0fZzeJWIZVMM9gbwOWx5db80XCccye6GOgNUFlXQFlNPrIi4c6/+d3/eR4fRlnhlbYW7iyrosY5vei4qmmcGxni9Y6L2HR65nl8ud+qLdV8pPhjnB47SX+8HxWVYmMJW3xbKTdXTClrUrmqRjyZRpFFFPnm7IXr8RqJJ9Mk0xk2Lqq+ZeLDs+TELN63EESBsjo/ZXXTC37+tu+IzmIWs/jtwrdOHqDO6cGlN3JncTUZTeVbpw7QGxnjxFAvf9CwHLdxcux9z+gYRp3CWDSBSa/Q3Ds0Q+lT0R0aY1fbRR6sredgbzeHe7tzv2kaXAxMrxA+iZgAEpk0+/vbrr+jl0GvV3j406tZd/eCm7r+RvHKrw7z5Pd3k05dW3fiWhAFAb0ik85kSKSvHnogSyImnUJG1Yglp+7AxpLZjF5GRbnh3XNJEDDpFFRNI5aapuzxXTejIufCdMrznDy6Zhn/9toBPv/Yc9iNBmKpNBVuJ59auQjrTaq0AxjGd99jqdTVskYD2VSZX391L4FojEfXLmNFRQkmnUIsmeKbu/az8+xUPZ53EgZFZkVFCfOL8ukYDrDzbCu7zrXydy+8xpe3rGHr3BvPPKZpGk29g/zbawewG/R8ftMq5hR40csSg+EIf/PcDsKJ5DvQm+khCAJWg5675lazqqqUc32D7Dzbys6zLTQPDPP/Pbg5q4/xTrcD0CsyGVUlfotDdzQNfrjvCC+eOs/HlzeybX4dLrMJURB4+thpvv7q3qntEa4nJGYW7zXam/v5zv96gQ/83hqWrqtDVTVe/uVhnvzebhLxFG6fjc/91f00LCmb4t19I1hWUESVw8WpoX7+6c03+HTDQuryPDiNWSH1jKoyFItyarCf7508TNtYgA0lFSz0XbJpJEGi1FRKobGQjJbJHZMF+Zo2jsNq5E8/tIbkdWgkzYSKwmuHebb1jbD7eCuf3roU/Qyb4zeKWXJiFu9bzJIPs5jFLGZxCUPxCOChIxxkZ1cLC9wFhFMJvrRwDb9qPc35wNAUcmIiHV40keRoaw+m60h9OQGTolDqcCBLIod6uskzGvFbszvmmqbRHgxMOj+QiCEKAhlNI5G5ZExEUgle721lvb/qhvssSSKFpW78pTenlXGj8BY6b9m3x6DIVLhd7G/p4EhHz6T0mFfCqFOo9OSxv7WDs32DlLmdOUMonVE50zeAUadQ5LDdsIGkkyUqPHloaJzu6WdxSWFuByyjqpztHUQjm1Z0on2imNUS8FjMPLhwDgV2Kxa9jgq3C5fF9LbGqNzjwiDLHOvoZVNd5aRUqleiPxjiTO8ADy+cyz3zanPPcyqjMhSOznjdO4EJ4UaBrOfMHL+P2nwPC4oL+JvndrDjTAtb5tRMcaWeuF+pzPThJ6qm0To0Qn8wxAcWNbCupjxXX38owkgkNmNIUJZMErJla9qNK89epZ+SKGI3GlhaVkxjsZ8Kj5P/vWMf+1s6qM/3TqpKGO+nRjYl6q2ATpKo9OSRypzlcHs31d68W+axEUulONrRQ1meg4cXzaXImd1Bz6jZ5yrzNrLIzeK9RcuZHoKjERzj2QK7Lg6y45mj1DeWsHxDPb9+7AA7nj1K1Rw/JouBzrEgu7vaKDBbKLLZKbM5Z8y8cTn8FiufXbCUv9v/Gjs7Wjkx2EeZ3YlTb0AnSSQyGYZjUS4GRwkm4tQ483h0wRLs+iu91wQUQUHhxryuTAYdG5ZU39A1NwNZkpBEkWQ6nc2oM/7eX67VcsNl3rrmzWIWs5jFLGYxi/cKhWY7H6leQEtwmO0d56mwu5AFEZ/Jis9kJZyaurta4nHQ0j9MU9cAu041s23J9YV0AOQZTawrKQOgwetjUb6fAssljYCWwMikXe8XO89iUXQcH+5lIBZGNy6AmVIzJNWbM1gEUcBiu7Uu3VeDyay7LvsulckQiMa40stVFkXMeh2SKKKXZVZWlvDciSZ+/tZx8swmanxu9LJEJJliMBSh0GHDYzUjCQJrqst4/uQ5fnX0NCUuBxWWc/uoAAAgAElEQVQeJ6lMNhXpvuYO5vp91OV7bnhBKAoCC4sLKHe7eOnUeRrGy9GAU939bD9znlKXg6VlRbmyx2IJXjx1Hq/VzNa5NbjMxltG2tT63DSWFLDrXCtV3jw21FVgM+hJZVSGI1EkQaDc7UKWRHTj4qtD4QiBaByPxUwwHueVMxc43dN/S9pzvYin0pzuGcBhMuCxmtHLMvFUilA8kU0nOoMmwkQmkSMd3czxezEqMol0BqOioBsXRNfL2Z3S/rEw4UQyF17wwslzdI4GqfRMrzuUZzEhiQInuvtYUVGMw2QkmcmgkyQMN6nREIjGuTAwhM9mJc9sRJYkwolENpUrAvppiBJZEsmzmIin0hzp6MFrMyMJIslMBsv4+3CjkCWRpWXZdKdPHD5Fvt3K3AIvBkUhlkoyMBbBZ7Pgu0wD4nohiSJ6RSYYizMYilBgt5JIpznW0cue5jbSt4hgmcW7j8BwGFmW8JfkkcmonHirlXg0wYOfvIPqhkKG+oO88dJJEvEUJosBk6LgMZpoDY6yt7uDzy5YSr752lo4kiCysbSCRCbNj04d5fRQPwPRCJA13CfoLaMss6qwhD9oXMbifP/7zvvGbjbQPxrip68cpdjryBHby+qLybPdXJakWXLiNkYmoxKNJBAEAZNZf8tieX7boWkambRKPJ7KpoTTsgtcWZYwmpS35cY1i1lA9hmLxZIk4pNdpHU6Zdy4mX2XZ3HrUWi28W8n9xNJJRlLJvhh0yFUTePMSD/90TCVtqkGjE6W2DSvirVzyokl01hvQLjv8ud4W3XtlN8/NGfeJKPj3pJ6BEGgdWyER8rn4dRn9Rgi6SSPtxy7ka7mIEoiFvu7R04Yzfrren+begf46+d25LImTKDa6+LRtctwW8zZDAxFBXx2zVK+v+cwf/vrHRTYbehkiXgqxVgswZfuWsM6azmCIFBX4OHRtUv51msH+O/PvkqB3Uoqk6FzJIDXauHRNUtxW7OLwYyqcri9m30tHUSSSc71DRGKJ3nuRBPNA8OYdAoLS/ysri5DFkVK8hz84dplfGPXfv721zspdNpAg67AGIoo8gdrl1HonJz+0WU28vr5Nv7qmVcw65TsWkWnUF/gZWNdBZ7xPsaSKXaebeFs/yDRRIo3L3aSSGf49utvUeCwYjcaWF1VxvzxVJsOo5E/XLucf375Db675yAvnDqH1aAnnclqdKyqLOGPN6xElkQKnTY21VfyxoU2vvqr7bjMJsKJJIlUmpUVJextaZ80/t2jQV46fYGhcITBUIThSIx0ZpC/e/41zHqFQoeNrQ01uMw3LuYWSSb59u43GYnGcJtN6GSZRCpNVyBIntnEA4310xJbjcUFzC/K54nDpzjR1YdBUdA0jT9av4I5fi+iINBQ6GNeYT7bT1+gazSIWa9jNBpDL0usKC+e0UukvsDDkrIiXj59gdbBEWwGPaqm8dHlC1hVWQpkSZXXz7dyumeAaDLJwbZu4qk039tziEKHDZvRwKrKklz2i95giH/cvhtZknAaDciSRCSRpG14lIZCH+trK6b0Uy/LrKos4dUzzXx795vsaGpGHidI/uyuNfhsWWNvNBLj2RNNDIyFGY5EaR/Jhob9w4uvYzXo8VjN3N1QQ77diiAI1Pjc/PH6Ffz762/yd8/votBhw6DIxFNphiNRPr9xFXfNrUYAQvFEjswJRGOc6RkgGIvz9Vf2kmcx4TIZ2TynmjK3E70scU9DLd967QD/8OLrFLvs4944EeYXZkN2flvRFQngN9kRBYGBWIhdvReoc/hY4MpmIeqJBnHrzeiuIgB5OYbjEXSShFW5uu7OrUI6rSKIoNPLhIJRjuw5T2m1j4r6AhSdjMtjJTwWQ81k6YNAPM7e7g4MssyaojIc+uv7RgqCgEGWub+qjgXefN7s6eLkUB/doTHi6XTW89DuZJG3gKUFReSbb5xEux0gigIV/jxS6QxDY5Hc8dTbCCeZJSduY3R3DPPvX38Zi1XPZz+/Ga/v5oVZZnEJY4Eoe18/x4E3ztPXEyCVTGO2Giiv9PKJz67D+zYEcGYxC4B0KsMzjx/khWeOTDq+dlM9n/jMOgyzYqazeAfwSFUDb3RfxKzoaPT4GUsm6AwHeKL5JIVmG7VOz5RrOgYDtA2O4nNYeHLfSeaV5vPQ8oYbrns4FsWi6HJu9WlVxSDLkzwnbOOKxh+ubCTPYMqlDk1k0qwrqLzxDpMN6zBb3p1FLYDRdHVyQpEklpUXMRCKTPu7LEmT0t3qZIn7F9RTm+9h9/mLtA0FSKkZCuxW6vI9k2L3RUHgrjlVFDvt7DzbQttwAJNOYcWSeWysraTYdenbpWkwFI7SOjSCqmqY9QorKooRhKxxKQoCfoct56IvCgIrK0vw2Sy82tRC8+AwAnBPQy0b6yqm7Mx3jARJZ1Q8FhPBWJxwPIGGRiyZ5rVzrZzrG+S/3nkHNqOBjKrSHRijbSiAqqkUO+0UOe2kVZXu0TFGIjHm+i+JwImiQH2Bh//54Gb2NLdxsqufsXgco0lhcamfDbWVud15u9HA5zeuotrr5lR3P6lMhlqfmy1zq4klU8iSOEmEMpJM0TY8ymg0hqpqubSug6EwwxGBtKqSuMlFtcNo4OMrFvLWxU56AyHimTR2k57FpfWsr506hpA1YEpcdv7HfZvYfvo8FwdHEUUBr9WK5TLdjkKHjb+4ex0vnb5Ay8AwmqaxoryYu+ZUc6qnnxNdfdM+l16LhS9vWcOLp85zoX8IVdPwWi2TBCQzqkpPIETb0CgZTcNvt1Jgt6JqGt2BMYYjUWrz3bnzS/LsfHrVYo529DAUjpBWVXw2CxvqKthQW0GhY6oYatY7x89f3rueXeda6Q2GUCSREpdjkqdFIp2mfXiUwVCEjKoxrzBLWA1HogRiMcKJ5CRdFEWS2DyninK3i9fPt9IyOEIincZns7CprpIFxQW5ty2ZztAxEqBjJIiqqVR5s6Fg4USSaDJFMBYnlEjkyn5o4RwcJgP7WzsJJxLk26w8smguFR4XaVXFa720K2w3GVhZUULFNPe40GFjZUXJdWWeuZXQNI2heISuaACDpFBr99ITDTIYD5OnN+M1WuiKBIimU+hEiUqbm9FEjL7YGIooUWpxMhSP4DVaCCbjSIJIIpPmsZbD3FlYS7XNg0NvwiTrGIpHUDWN4USEJ1qPsshdzBxHPgZZ4eLYMBlUSs0uVDS6I9nx9xmtmGQdL3U1YVZ0LMorptjseMcNdJfHSjqVofVsLyNDIc6e6OJ3v7gFnV5BVTUS8VQ2A+J4M+x6PSsLS+iLhNjX3U59ngfDDQg4S6JIhcNFic3BtnQtyUwml1lHL8njWj6316bowEiIYDiO32PDbLw6GeOymXhk3XyuVB+WryP0ZSYI2pVys+8N3tFGaJpGJJzgfFMP55t6GR4cI5NRMRh05HmslFZ4qKrJx+Yw3VbeCYffbOF/fOlxXG4LX/nbh5g7v/i9btItgaZphENxzp3p4cL45JDJqBiMOtweG2WVHipr8rHZb52b6ASSiTQ//9EenvzpAQQBSsrcmC0GIuE4ZquBL/zFNvL9U/NQq6pGPJZE0cnI8vR5yGdxbbS1DLD9uWNEI9kFgCAIGIwKDqeZytp8qusKsNmMCKLwvh7jTEbl5NEOjh9uIxKOc/pEJ81ne9m8bQF/9KWt71pmgVn89iCbvlEjkcmQ0TQmPquyIJLSVPSiPG2c7NHWbs52DyJLIkV5dvafa+eL96+94fp/cPwIa4pLqXJlF/xjiThPnDnFJxcszJEQE4ilU+ilS7nfVU0jdY1Ua1fiJ998ldOH23B5rHz2K/fiyHt3Fv4tTT18+ePfJhZNsumBhfzZP3zoXan3dsLAWJg//+V2ZEnk8xtX4h/XylA1jZFIlO/vOczuCxf5zicfpi5/KiE2i1nM4p1HIpPm/144SInFgUNnosrm5lftJyizumgLjbDCW8Yz7SdZlFfM2WA/j5QtYG9/K4lMmgqbmzq7j2c7TnJP8RwOD3Xi0BkpMNn45pk3eKBkHgvzirDrDOzsvYAArC+opica5Bund7PKV84yTykGSebQUCddkQAuvQmbYuDNwXZq7F5CqThbCuv4WethrLKetfmV1Ni97/jar7N1kP/15Z8jAPFYEqfHxpf+/gP4Cp1EIwl+9PXtXDzfx1/+68ewu8wMRMPsaG9FAJb7iym1Od53oRc3in9/ci87D53nq7+7mYW1RVc9N55Ms+9UGydaeognU7n799E7F1HsnWJPXdfA/cZ7TmiqRmf7MD/7wRscfauVWDSZC/bJZFQkWcRo1NG4tJw/+fLdWN/F2NVroagkj7vua8RqNVBS5r72Be8DqKrGxeZ+Hv/RXo4fbhu/HwJo2qX7YdKxdGVV1ogz31ojrq9nlL2vnUOSBD7+2XWs3lCPokhk0mo2HZtr+vio4cEQX/ufz3LvQ4tYvb7+NzZ94zuNoYExdrx4krFgFKMpG96gqiqZjIbJpKO8ysd9H1jCkhWV6A03mVrwNoAoCsxfWMKceUVkMhme+PF+Ws/3vdfNmsVvOA4PdPPsxSYSmXSO8V/hK+GRqpk9IaxGPf3BMAZF5q7GGg63dN1QnRlVJZRM0B4IUOPKw2nMfkP7w2HODQ9Pm93wB+fe4kOVjbgN2fl2JBHlmbbT/H7dsuuu98FP3sE9H16OJIlY38WwDp1eQVJufkfoNwFtw6N0jgZ5aOEc5vh9kxbqRkUhf3zXXX2figaqqkZPcIzO0eB1X9Pg991QSNQsZvFOI55JMZaKs9FfgyxKtI4NoYgS6/Or+UXsKIOxMC69idX55YwkIoRSCZZ6Sjgy1EV3JECVzZ0lvbUs0SEgUGF14zfZucNXMYXsFgWBQpOdQrODpZ4SfEYrTYE+OiOjBJNxUmoGl95Erd3LMk8JL3Q1YVb0lFvyKDDZ3hViAsBfmseHP7ue7b88hN9iYNvvrMilDE0mUoTHYiy6oxq9MbsGjaXShJIJzIqOV9qaeaRmLnnGGw/7ej+hZzBAR1+AWGJq9qYr0T0U5I0TrVT4XbT3jVJb4uVcx8A100BfDb/R5ISmaYyORPj+t3bw5t4LlFV4uWN9Ld58B4IA4VCcjrYhmk52UeB3oNxmCw5fgYPPf+We97oZtwyapjE8FOL739rJ0bdaKa/ysWpdbS6MIhSK0dE6xJmTnRQUOpFnUJ9+OwiMRhjsC+LNt7NqTS2+6wzhuNjcz4WmXiKbE9dMbTaLa8Pjs/GBj60kz2MlFk3S2z3Kwf3NnDjaTmtzPx/93TXc94ElSNLt5ep2vRAEAUES0EkiIKPTy8w+NbN4p/HL1tM0uHzUOb05IcYJAmAmlHqcbF5Qjd1kQJFEtiycqh1xNURSKZ44c5oD3Z00jwxjMxgAjWgqxaqiklzqSch6SCQzafpjIcKpBKZx19juSJCuyI3FcL+bIpiXw5ln4dNf2EI8mqSk6p1Pl3g7wm7MPitH2ns409NPuduFKAiMRmPsa+lg++nz1Bd48d6kGNp7jbSa4eUzF/jP3Qev+5rvfPKhXAjCLGZxO8Ak6/AaLfy89QhuvYVVvmyWl19cPEo0naTI7KAtPIKAgCxKCEBfNERaU+mJZok5s6Jne/dZeqNB8o02BMAgKTzVdow7C2sJJRMcGupAQKDcmkepxYVdZ+ClrrOsL6hiOB4hkIxhlnVYFD2SIKKXsuKusiAiAC69iYODHSiixGL3O+8hLkkiq7c0sPLOOYjjXroTpIjFauTjf7oZm8OU2yAbjkcptTvZWFzOz8+eJJpKkXcdnx9N03LhGwjClBWgqmmkVZWMqiKKArIoInJ7eA1H4ymuN7IiGk/ic1pYWldCOq1y78p6IrEkg4EIfvfNhcn/RpMTAB1tgxw+0EJ+gYMvfHUbFdW+nFv+hKt+dhdX/77eqX2/oK15gOOH2ygsdvGFv9hGeZU3G9vFpdCJYCCK2WJA0d1ackLTNJLJDMlkGp1Oxmi6vrh/TdM4c7KLePzdyyP+mw6zxcDCpeWUlHvQNI10KsOd98zn6cff4sWnj/DUzw5QWOJi8fLK2yrUahazuJ0hCyKr/WWUWp3XfY0GJFNpzvcMcUdd6aT4/OuBWVHYVlNLT3iMxQWFlDscgIBOksg3Wybtqo8l43z/3Fvs72+nLxrGIMkggIjAXUU3Roq8VzDbDNzzoWVZkvq3dGqq8Lj40OJ5PHXkFH/+VDa8QxCE3GK82GXn0TXLJukavJ8gSxIPNc7Npey8HhQ6ZrWqZnF7QRZEHiydRyAZQxEkrIqeB0rmEUonMMsKVsVAnsGMUVbYUlSHQZLxpayUWl3oRZk8vYl7i+cSSsURBQGHLhtq/bHKxcQyKWyKAZOk8NGKxQC49GYE4MHSeYRSCZx6E/lGKxU2N6IgYJZ1yKKEqqoYZIUHSudhlBWWeUqptLkxy++eFpcgZEXwJwzwXHpcWSS/aPL302syc6ivmx+HgggIWHXX185wKskLLecosTmY783HrFy6LpnJcLC3i5+eOU5LYIQCi5X7q+rYUlaNSVHeU4JC1bTr8piYgM1swGzUYdDJDIei/GLXcdr7Rlk5t/Sm2/AbTU5oGgwNhkgk0hQUOqmpL5h0w0UxmwXjaqEDE3oVp4930HFxiFgsid1honZuIZXVPmRFmlRmLJrk9VdOk0im2bilAUEQOHGknc72IRKJFE6nhTnziyit8CBJU7ULOi4O8sbOJhKJSzngHU4zG7c24HDOvAuhaaCqKv29AU4d62RoYAzQ8PjszFtYijffNm0Wilg0yZ5dTQQDUe5+YBEGg0JnxzCnj3UwOhJBp5cpKHTS0FiCw/n2cperqsbQ4BjJRBp/sYuquvwbuh+aNu59MRji5LF2+nuCZDIZ3B4bcxuL8Re5cizoBBLxFE0nu+jpHiU4GqHlQj/pdIbBgTEe++GeHCElSSJLVlbmdD3S6Qw9naNcbBmgt3uEPTubSCUz7Nl1lp7OkdyqVBQEGpeWsWBxGSNDYX79y0MUFrvYsGVebte/u3OEXdtPIYoC6zbPobA4G5OdSmXY/epperpG2fbw4lxISSKRpvV8HxebBxgdCaOqGlabkdIKD/UNhRiMU7M9qKrK0bcucvxIO3c/sJB8v4PB/jFOHm2nvzcIAnh9duoaCiksdk26fsJtr68nwJkTHZPOn7+wFG9BdtH1Tk2WgiCg6GT8RS5+53fXMNAXZP/uc7z0zFFq5xRiu8xlO9tWjbaWQc6e7mZkKIQkixQW59GwoARnnnlSWwf7g+zcfgpN1bjrvkacLvOUfmiaRk/nCLtePoXFamTDlgbsDtOk36ORBKePd9J+cZBYNInNbqKmvoCqugKUK+aAt4uJbDIXWwY4d7o7+x7qZPzFLuYvKp1Wi6Xj4iC7d5yhobGEuQtK6Okc4dT/Y+894+M67yv/753eCwZ90HsjQIK9FzVSFNWrLcslrimO/Umym83mv+tkN9lNskmcnjhxLMu2rGo1SiLFTrFXEL33NiiDwWB6uff/YoAhQYAUWEQV47zghwBuv8+993nOc37nXOrFOe5Bp1dTXJZOUWn6NY9VkmImUM0NA3S2OfB6Auj0GvKLUiipsKNWz/+xrL3Qw/nTHWzbvoSsnEScYx7qa3oZ7HciSWBLMlJclk523o3HGy7ixpFpMPOfjedYn5YTVyWk6owUWGzXXKd3dIIDde1M+YOsLsrkV6fq+e7O9Qvep1wmI81g5LGScuxGU7ysYz5Y1Fp+p2IDUUlkZ1YZCWodAqBTKtErPhuSeEEQQPj11kEp5XK+uGYpq/MyaRwaweULAGDQqMhJsFKaloRJe+dMSm83ZIKAVa/Fqv9skiuLWATE3lVGpWZWCoZFrcWivtyuE6YTkyyq2O80ciVXfi3MKg1m1exn2XaFGk8tV6BXzn53m1VazKrL+9Bdg3SY2bdWISNDMdfr7eOCJEm01PbReLGXqUkfYlScY3yony730Bs1ZBjNPFFcgdPvx6LRYFQt7FvV4XLy12ePo5bL+fftj1BiS4rvv250mP925AN6p2IKlRbnGOeGBghEIjxZsgTFAvtLM4TwlDeISilHe0VfLU68LGhLlxEMRQjdgClwus3EzjVlGHVq7l9dyvmWPrZWF5CTOn+88ULwuSYnBAH0ejWCTMDl8jE16cdkWXidUCQSpamun5dfOE5r0xBiVESQCUSjIlqdik3bynjsi2tJTDLG1wkEQhzcW8eow43BoObk0VYaLvURFUWikSiRiIjFquPhp1Zz/yPVqNWzZ6kmnF7OnGhn0uUj4AvhmvCSmZ3IirX51yUn/L4ge96+yJ63axgfizlxS8QaZ3KKiQceW8Fd25fMSQkIBsIcPdBId8cIldXZNFzqY/evzjM54SUSP1493/3D+1m5tmDB124+xO6HBplMwDXhY8odmDXw/CgEg2GO7m/k7dfOMjwwEZdJiaKE2apjx0PL2PHQMgzGy9v0egLsfaeG1uYhwqEIfl8IUZRwu3wc3d+IMD0rr1TJSUkzx8kJnyfI26+dpa6mF783iHPMA0BjXR+dbZez0+VyGWaLjqrlOfi8Qfa9W4s1Qc+GraXIp691zdkuXn7hODKZgNmqi5MTwUCIN185g88T5O77K4GYYeS//XAfvd1jBAKhmGpAikUfqTVKlq7I4Uvf2ExG1uzBhihK1F7o4aXnj1FQnEpP5yi/fP4Yg31OIpEo4XAUrVbFo8+s4emvzB54+LxBDu6t553XzuEcm4rNgCEhiZCSbuaRp1az6e6yOW3144DFqmPrfRXU1fRy8WwXI0OuWW1kwunl3TfOc3BPHe5Jf6ydSxKCIJCZk8jTX1lP9cq8uBpHq1Nz/HAzbU1DpGcmsHHrXL+QSDjKyQ9b+cWPP2TNpiK2P7gs/rdoVKStaZAXf3KM5oaB2Dtg2idDo1WxbksJj39x7YLLgxaCUYebN18+w4eHmvB5gshkl88xtyCZp768nsrqnFllaP2947z2i5M4hifp7R7jvTcuMOnyEQ5HCYciGIwatt5bwZPPrZ/zzImiSHfnKC8/f4y6i72EQpH4OarUSpatzOWpL68nO3eusV1jXR8v//Q4aXYrYyNuXvzPY/T1jBEORYiEoyjVCnY8WM3Xf+eu23Z9FnFtBKIRRv1e9vW1oZh2/16dmnldcsIbDGNPMDM44UaSYh4SN4PSxCRGfT7aneOI050itVxBltk8i5hSyuQ8kVeFUalBMU2Yi1LMJPPKmaVFfLqhlMspTUumNO3Xs7RlEYtYxGcTNac6+Pe/eBe/LzQ98TJ3GUuikfseW8FkMEAwEpssNqpUfNjfw9r0TFL0H23AfGlkGE84RJE1fZZHhT8S5oX6i/ROTZJvsXJ3TgEdLidHe7v5ecMlNmRkk2VaOFnz6v4a3jxcR4JJx7cfW09lYSzyd8zl5S9fOIDHf2Oqb1EU6egfW/DycpmANxDkcE0HGUkmntq2lLFJb7wfcDP4nJMTAhlZNjIyE+jvGeOXzx/j8S+uJSHxo7NkJUmiq32Ev/+L93AMuVizsYjlq/PRG9QM9k9wcE8db792lnA4wle/s21OlNn42BTP/+shNBolOx9dTma2jWhU5OzJdg7va+CVnx0nJz+ZZStnywbLqzL5k//3FN6pAI11/fzbDz/4yPMMBSPsefsiL/zoMHq9hvsfqiavKBbL1dE6zME9dfz4Hw8AcO/OKpSqubc94A/zzuvnqL/YS0lFBkWlaahUCsZG3Ey5/aSlW2955lMmk5GZYyM13UJ3xwivvHCcR7+whoQFuKxHIlFOHG7mR3/3AYIgsG37EorL7SiVcro7Rji4p46f/fsRwqEoj31hTVwRYTRpefK5dTHjTaC5YZD/+Id9pGcm8M3v3oPBGLtvgiDEFQIQy7J/4LHlbLuvgkhE5Cf/cpCGS33senQFq9YXXn6ZCQJJySYEQYgxrNk2hvonGBuZIiM7NiBobxlCpVLE25QkxYga57gXl9NLflFqvMREoZATCIQorbBTXGYnOc2MTCbQ0ergwPu1fHigEaNJy7e/f+81PTlOfdhKS8MAaXYrTzy7FoNRg3vSz/Cgi6Ky2eqhSCTK/vdqef7fDqPXq9nxcDUFxamIUYnmhgEOvF/Lv/3dB2i0KtZvLkb2MXtACIJAeVUWZrOO/t5xujtHKShJAyAUivD6i6d446XTZGbbeOyZNWRk2wgFI1w828Wxg03881/v5ff+eBdLlsXkZHqDmlXrCmiuH+DkkRbWbS5GcVVygNcT5PSxNpQqBavXF6KZNkGSJImezlF++H/fZaDXyZoNhSxfnY/BpGF40MXhD+p571fnCQXCfOOKtnQrmHL7+fmPj3LgvVqy85LY+XA19iwbfl+I+ku9HN3fwA//fDe//z8eorI6e84zee5kB5fOd1O9Ko+KqiyUKjkdrcPs232Jt149i86g5vEvrJ32wIjBMTTJv/7NXhpq+1i6Ipe1m4qwWPWMj05x7FAzh/bW4/MG+d5/e+CahrEXznTS1zWGyarj4adWYbHo8Uz5GehzUlaZsaiauAMQBIHvVi1c8TCDZLOeU60B6nqG+af3j1OcfnODzfrREX5cc55I9PKMi91o4r+u34hCmP3MHR3qpN45jAREpRgZUp1o59nC5Te170Us4tcJAV+Ig29fZMrlY/29FWTkXSaOJUmivWEAhVJOdmHqx1IW6fcGqT/fTcXyHLS32bR8EYv4uNF8qZeAP8T3/tejZBekxCezroQgCGj1al5qrsMV9McTpxrHR1iavDBvmS6Xk1A0SlVyKoYrSkHqRh2cGuzHoFTxR2u3cFd2PoNTbr4beJe2iTHODw/eEDlx8GwbnQPj9Aw5OVnXHScnguEINa2DTHr8C97WzWB00svPPjhPMBxlcGySspxUdp9oZGNVHqXZKR+9gXnwuSYnAFLtVh5/dh0///cj7C5/NZYAACAASURBVH79HI11/WzYWkL1qjxS0szopmfyr8bMYL2/Z5wdDy3jq9/ZhsGkQRBiyonCkjT+9s/f4fC+BtZtKmHZytz4LPzM+kaTxDd+916qV+XGa5uWLMvCMxXg7Ml2LpzppLI6e5bpn0Ihx2LVY7HqmZz0L8gUsrd7lLdeOYtareRrv7WNjdvK4n4N6zeXkJOXzI/+fh+vv3iKsiUZ5BbMbSxTbj8XTnXy7Nc3sXFbGXqjOn6ufl8oPmC7VWRk2Xjk6dW89NPjvPXqWRpq+9i4rZSlK3JJTjXHlS5XY9Th5o2XThMORfnKd7ay46FlcQJi7aZiSsrt/MNfvs87r52lsjqb8qrMeLnAlefr94diLx2tiqKy9GuqUZRKOTl5sU56OByNDzzTMqyULsmYt83o9Woys2x0tTkYHHCSkW3DMxWgv9dJflEKwUCYwX4nXm8Ag0HDQO84gUCYzJxEdLrY9U61W/nDP30UnV6F0aiNX4s1G4qwJuj5j3/cT1vTIM4xT9xI9GqcPdHOvQ9U8cjTa7AlGeK1wD5vaNZs+8zge/fr51Ep5XztN7exYWtpfOC6dnMxJrOWn//H0fh1Nd+A8uhmYTRpMFtj5MTI8GT8WOsu9HBobx3JqWa+/f37WLIsK/58LF+Tj0ar5N03zvPuGxcoLrejmibhlq/J542XTtPcMMBAn3OOAqC9dZjuzhFS0sxxUgNi9/3dX52nq83BfbuW8fXfuQujSRt/LorL0vmbP3uHY4eaWbe5mJXrCm+pIxiNilw828WHBxrJyLbxW3+wg5JyO3K5DEmSWL+1BJvNwC+fP8brL56koDh1DinqnvSx67EVPPfNLXHCa+3GYmyJRp7/10Ps232JjVtLyZxO/xFFiQ9219BwqY/VGwr55u/eQ0qaJe7JU16VxQ//fDcXz3Zx6lgr9+ysmtek9PypDjbdVcYzX91IYrIprvbw+0KfWVPTzwOGfVOcHO7lkbzyef8uiiIJBh0PrCilIjMVlVKOPeHmVEDH+3pYkWbnrtw8ZNPyJIVMNm9++6a0PKps0x2oaIRjw10Eo5E5yy1iEXcCkiRxeHcNoiixZWcVkXCU914+TW5JOiaLjld+dBiFQoZGr6Z4SQYbt1ei1iqZmvTz4fu1dDYPgSRRUGFn886l1y0Vrj/bxaHdNTz61Y3YbzKFTaGUU1Cezis/OkxmQfIscgIJBnudaHUqsgtSuJUCpHHHJFq9Gt1V35lQMEJH4yDFSzLR3iHP02AgzPG99TTX9hIORUnNTODuh6vp6xiht2OE7Y+vRKGSc+pgE84RNzumk3w+bvi8QfzeIFab4WOfvFnE7UFOYSpJqRa0ejVKlWK6PP+qhQQBQYBcs4V0Y1a8TDJFH/PoWAgmAgGiokimyRyPyQ5Hoxzs7cQZ8HFXdj7VKbHvoE2nY0WqnUsjQ3RNTtzQ+SwrzmBozI1Rp6Yoa67CVS4TSLGZUCoW1j4lCRzjUwTDC/smj7m8GHUadizJ5XhdFyqFHJlMIBC6+W/6556cUChk3LOzCr1ezduvnaW5YYCWhgF+ZTvNshW5rN9awtKVueiv+pgMD7moOduFTq+OxXleIYWWy2VUVmeTX5jCiSMt1F3soWJp1qzZSIDVGwopr8yMD6AEQSAxyURFVSZnT7Qz6pgkGAjfclzm+VOdjI64Wbm2gNUbimYdh0qtYO3mYo4eaIwRIqc75yUnRFGirDKDTXeXodOr4zOdcrnstswIz0ChlLPj4WpMZh27f3WO5oYBmur6SUg0Ur0qjw1biqlakTvHrLL2Qg/9vePkFiSzYWvprPIUpVLOirUFVC3PZt+7tZw50U5xeTpK5Z1t3iq1AnuWjUhEZLA/9nIZHnIx6fKxcm0BLpeXjpZhxhxuDAYN/b3jSKKEPTMhTiYplXJS0+cypkqVnOKydBJsBrzeIF5PAJh/EJFgM/DI06vjxATE2p7eMLudRaMijXX99PWMUb06j3VbSma1HY1GybrNxbz96ll6u8boaB2melXe7bhU14UgCPFnwucNArHO0LnTHUyMe9nx8DIqqjJnEXcWq461m4rZ/14tbc1DDPY5ycmPkUvpGQksqc7mwqlOLp7pIisnMX5dRFHi7Ik2vFMB7t5ROUvFM+qY5MKZTtRqJffuqsJkvkzMyOUyyiozKSxJ4+j+Rmov9FC1PGdO2dSNIOAPcfp4G6FghJXrCimryIiTU4IgoNOp2Lp9CQf31tHaOERLwyDVq2ffD71Bw+a7y2e9U1RqBZvvLmfP2xfpaHPQ2eaIkxOuCS9nT3YgCAJ37aicTjKa9lORCeQVJrOkOouOtmFqznWzfkvJvHHLRpOWR55eTVKKaVabu91RwIuYC3coQEQUsaq1DPs8hMXLyoWeqQmanCPzkhP+UJgjDZ30jE6wrjib0sxkjjf3UNczzNfuWnnDx6FWKLBptdiNpo9cNsd4uRZVkiRSdUZeaD1/w/tcxCJuF8ZHphBFcdq/S8IxMEFiaizFTSYTeOw3NuGdCvDG88ewJhqpWJHLG88fY2rSx/1Pr0apVBAKhq+b+iaKEpdOdzDYM05LbR/p2babUpUplHJyitKw2Ixz/yjAxvsqYr4ot6BYkySJva+dY8WmIoqWzE5QMFl1PPH1TXd0MN5a18/FE2088IW16E0aPJN+1Bol7gkvjoGJWGytBK5xD6NDrgUnDdwKZlQqnU2DbH9y1S19/xdx57BiYxENF7r52//+OoXldowW3ZyJJb1Rw64vrGV1eiYCl5+lbVn5aBQLG1tEpGhsMlShjFOEw14PZ4b6UcnlbM3KxaKOja9UMjmJWh1RUWIyGLih8/nyA6vYvDwfnVpFZurc8YPFqOV/f/t+7MkLm3gIhiP84T/uprFzeEHL6zRKvP4QPcMTePwhatoHGXZ6MOtvfuz4uScnYo6sAhu2llC6xE5T/QAnj7bQWNvP0QONnDvVzvI1+Tz95Q1k5iTGG2h3+wheTxBrgh6/L0Rv99z6mxljwoH+WF3/lQO7WMc+dc4gW5AJaHVq5AoZ4VCUaPTm6nuvRHvrMNGIGCvFUM+9pSqVnKLSdE4fa6WlaWjebajUCvKLUmcREx8HBEFApVKw6e4yyqsyaarr58SRFprq+zn0QR1nT7Sxcl0BT395Q8y4cfp+dLU7CATC5BelzhlkQ+x6F5els//9WlqbBolGRJR3OHxFEIQ40TA8MEE0IjLU78TnDZKdm4jFpePimU5GHG4ysxMZ7JtArVGSZp9dMiNJEAqF8XlDhIJholERUZSYcHpAADEqEY1e+8OblZuILcn4kfcxHIrS0ToMQsx0dUalcCVcEz70Rg3OMQ/DgzcW9XcriE6b8czI7bzeIN3tIyiUMoxGLUPzHIvPG0SrU+GZCjA2OkVOfiwz22jSsGJNPhfPdFFztout95ZjnlbMOIZcNNb2o5tOD7lSIdTdMYpnKoAlQU8wEJ73HaDWKBFkAoP9E4TDUTS34J8WDEbobHOgVCli5r1XfSwFQcBs0ZGbn8K50x10tjvmkBNGk5ak1LmDQ71BjT3LRkerg76ey+cx2OfE5fRiNGkQRYn+3vE56yoUchRyGcODEwQC4XnJiYxsG8mp5o/13bGI+fHhYDeDXjdfL1vJX144QuAKBYInFCTXPL8pVcfwOK2DY5RmJLP7XDNRUSQn2cqmsoUnFFyJbLOFn9fV0Dw2SoJWhyCAVaPlgcJi5FeZMZ8d6WPI5wZAQqLDPY5J9dkwUIyEo4yPuBGjIlq9GssCyhJvF6ZCQdRyOSq5AncogEGpnpWGsohbgyRK015b0dhgdxoKpRxrohF7TiJpWTYcAxMkpVloON/Nt/7oAfJL0xe0fde4hzGHm/X3lNPZPMSabaVo9Wpe+/FRtDo1/d2jqFQK7n1sBfacRHa/eApJihElSLB111LyStPmNTefwZs/PU5TTS+b769kzV1lyOUxFVxn0yAn9jcw6fSSkGTknkeXY000cu5oC3VnuwiHIhSU29n20DJ8UwHe+cVJPny/jvbGAVLsCWy6v5LSpVl0Ng/x7i9PIVfIeOY727AmGpEkieF+J4feqcE5MkVSqpktu5aSnG7hnZ+fRBAEhvudRKMiG+6roHRZNgFfiCPvXaK7ZRiZXMbKzcVUrcm/plo4Eo4iV8gwJehITrdOq/Oufa0d/RMcfPsiGp2K4T4nWQUp3P1wNeFQhPdePo1Wp2Kw10lSqpm7H1mONdHAYM84h3bX4BrzkJxuYeuupSSlWehtd3BiXwNmm4HOpkGKq7LYfH8lpw81sf+NC4w7JulqGaaoMpNtu5Yulrp8ytF4sYeak+24J7w01fTGCMWrXqNWm4Htj69ECssIXUH4nx7sY0WqnSTdR0uGjCo1ArHvsChJCEDDmIOm8VFyTBbWpGfNNWhHuiFiTRAEdBolZbnXLjVRqxQkJxiwmhamfBZFCe08Y8lrwZ5oZmNlLgcutNHncBGJRtlUlU9G8s2bnH7uyYkZyOQyklLM2JKMrN5QSF/3GMcONXNwTx2HP2ggEhH57T/YEZetu1xeIuEo/b3j/M/ff2neTnc4FPuA+b2hOY1JoZSjN6jnjxoTQEC4YQfV+SBJMXNHSYqZQs4nK5cJMixWHZIELqd33u0oFPK4ZP1OQC6XkZRiIjG5lDUbi+iZTik5tLeeA+/XIYoSv/l72zEYNbFznPQTjYiYLFoU15AmWRL0CAhMOr2zOhZ3EumZCej1akaGJ3FP+ujvGScaFcnMTcTqDhAKRhjqdzJZnMroiBujSTtLKREORWhuHOTC6Q7amocZdbjxeQIx99xgzNDTnnl9B1yTZWGpKqIo4nJ6EaMSh/c1cPxw85xlJEkiGIygVinw+4I3fkFuApFwlCl3jDk2TQ+Ew6EIky4fwUCE1148yZuvnJmznihKhIJhDEYtwcDlGCSZTMaylXkkpZhorO9noN+JyRJ7Htqah+jrGaegOJWC4tl+HDOGku6hSf7kv7wy/zsgHCUaEfF5g7fc5qIRkSmXL2aceo3yGaVSjtGsJRyK4nb55vxdq1XNK2UVBCF+LWeubez/foKBMO5JH3/1gzfnLamKRKKEQ1H8vhDRyPxkqsmsm3fdRXz82JaRH/dtUMvl/I9Vd8X7WZ2TTvb2ts27ntsXINGkpzrPzoXOAVYUZLE0Jw31TSrONHIF1anpyAQBXziEgHDNGaZhv5t2d4wkkwkCyVoD29JvzXD5TmHMMcmff+9F3C4f6+8p5xv/decd2/cxRxcl5iRyjAm809vIozlLFiwxXsRHo+5sF6IYS0tqbxhgycrL5K8oSow73DhHpyirzmZq0odymrRYCCRJYqhnDK1eRemybNqbBnGNe9Hq1bRc6iM9y8a9j67gxL4GDrx1kWe+s42u5iEkSWLXF9dSf76bva+d47nv3YPRfO1BxvYnV+LzBBgbnmRm9O4an+KNnx6jdFk2W3ctJRSMoDfGSpptKWa2PbQMJHj1P45QtCSDrIIUdn1xHd2tDrY/sZKiysy4KiC7IJmHv7yBn/7tHsLTsu1oRGTvq2fR6tXsfGY1pw408f4rZ/jS79xNW8MASBIPPbee1rp+Dr1TQ05hKn2dI1w62c4T39yCJIFWp7ou6VJQlk7dmU5++U8HKa3OZtnaApLt1x78BPwhjn9Qz1Pf2kr1ugLefOEECUlGiqsyOf9hK1seWMr2J1by/itnOLm/gbsfWc6eV85gSTSy/plyjn/QwN7XzvLs79yDzxvk6J46nv7WVnY9uw6FQo5MLmP5hiKmJv30tA7z6Nc2YTBpUC+qJz71aKntw+sJ8v0/e5yiCjsKpWIOOSEIoNGo+FV7I06/H+V026wfH6HUlkQSH01O5JisKOVyLo0O80BBCeFolLfamwlFo6xKyyDTdFnJEBFF3KFYZOtClRkLhUGrvqESJ0EQ0NxApLhKqWBNeTbLiuxEIiIKuQy1SjFnUuJG8GtDTsxAJpOhVssoKE4jOy+ZotJ0/uEv3qPmXBdtzUOsWJMPxMgDiLFnFUuzUF+HRcorSJnD9spkwpxYy48LM4SEdM3BkRR3Tb1eTfydHlwIQuz6qDUyikrTyc1PprAkjX/4y/e4eKaTzjYHldUxDwCZLJbdJorSNUmdmcHhJzlISk4xYU0wMDriZtThprtjFGuCntR0CwFrGL1BQ3fHCMXldsZHp7AlGrFNd26iUZH3377IKy8cJ+APk52XRNXybGxJRrQ6Fc5xD++9ceEjj+FGfA8EYtcrNz+Z3IJrG+EplYp50xo+DgwNTDA5PUjPzJ1dk6tUyimtyJi39GUGGq2K5JTZ8rU0u4Xyykz2vF3DpXM9FJWkEwyGuXimk0gkytIVOVivMnucuYpmq46q6uy4x8l8yMpNQqX6aH+Y60IAYfplfj3mPJbcMX87j0bFa+ZGzbwDrnwnzfzfYNRQWZ0zryppBonJpjlKsBl8HKZrM4iKIk6vn6gkopDJsegupzzMwBMMEghHsGi1KOQyvMEQ/nAYs1aDUn6L9+VTjpnBqSRJ/EbZSqxXxMRlGi0sT55/VlejUnK+o58uh5Nh1xSeQIgzbX2kWY08t2V57Bt2A9+v9ZlZLElOYTIYIEmnRy6TERXFebdxb0YxxeZk2txjgESe0RaPlfu0I+gPM9Azhs8TZHJifrL/dkOSJFomR9nX38JJRzcmlQaDYlE1cbuRkGQkpyiVaCRKR+NA/Pe97SP8+K/eQ6GQU1ieTtWqPLrbHLH39AJnOSPhKK31AzTX9OGe8NHT5qCzeZC0rAS0OhVLVuWSV5JGMBDmrZ8eIzqtxs0rSyevNB2FSk7t6U783tB1yQm1RoXqqmStwZ5xRFFi/T3ls8iUUDCMe8JLa30/fk+Q8RE3k05vrJzXpEWpkqM3amal3MkVcrRXKWz9viAD3WN86XfvJWtasfjzf9gfS0PQKimpzKSg3A6CQOPFHiKRKMnpVmwpZg6+dZHyFTlUrcqffzJvGkaLjsd+YxOdzUNcON7Gi/98gCe/sQWEmIJi5i7EDMdjG0pOt1BWnU2K3UpBWTpdzUMUV2ViTTRSvjyHvJI0yqtzaLzQjXcqwHD/BNufXIU9JxFJghf/+UB8oiPFbmXJqtxZ10+jU6HVqVFplJisusWyjs8IiioyuHS6E6NZG+tzzRMNPdOGErU6KpNS0U9LsfUq1YLJg9XpGdgadHzQ1Y4/EsEXDnNioJckrZ4HC0pnvb+94RBdky5UcjmJC1BlLAQKuYy0RCNZqdYb6gcJAuinKwMWgrFJL409DlYWZ9LrmOCDc63kpFq5b1UJes3NPRO/duTElYgNdOzkFiTTUNuHY+iyVNxi1aFQyrElGXnum5tJTLp2Ha1MLsTN9+40BEHAajMgyASc4x7EqDTnroqihHPMgyBAQuKdk6DeKJQqBWWVGWTnJtHZ5sAxXWYgCALWBD0KhRyXM6ZomS/W0jnmQUIiwWb4WAdL14NCKScjx8bZE+2Mj03R3ztOTn4yGo0KuUxGZraN3q4xxkbcTLq8VC3PRj5NbA32OXn71bO4Jnw8980t3PtAFRqtCrk8RuK0Ng5ycE/dbTtWmUyGZfpaLVmWxZe/tfXaCwugXIA5660iGhU5f7qTSZeP1HQLaXYrEGsbFqueAaWT9VtKZsV9zjlUgTmJNDKZjDUbizi4p45zJ9vZ+Wg1bpefS+d7MFt0rFhbMGewb7bqUSrlWCw6nv365msakMLteQcoFDKsNj3uSV88uvZqhIIRXBO++PW4Gl5vgNA8JkaSJMVVU2br5Y6m0aRBrVEikws88ezaef1oZiDIPpn3nCcY4l+OnSbdbCLJoGdbcR5G9WwSpWFohOOdPTyzvIo0s5HW0TEOt3XxSGUZOTbrHT/mTwKCIFBomU3m2TQ6ttrz511+SVYq/98TcyNe5TIZTf0jpFqNJJkW3kka8kzx/KWLnOzv5X9s2opVo6V+1MGuwhLkV3Vyjg51sqevmSSNAQQ4MNDO1vR8dmXPb9z5aULAd+sqqZtBntHGIzlLSNEZSdToUcsUqGSfb+LtTiMjL4mVm4oJhSLUn+2K/z7FbuXBZ9eRYreiM8RM9AxmLZFwlIkxDwnJH+2zEvCHGOwZ5/Hf2ERmXhINF3poqx9g3T0VSJIUL/GVRJGZUbokEVerTYujrjuAvxYEQZiXtO7tGGHPq2d48Nl1ZOYn86P/s/sy1yLE/llIS5/haGYmyERRQiYTkMtlyOUytNOkt0yILSxJkJBs5Jnf3EZb/QAnDzQy0D3GQ8+uu67yQG/UULEih8y8JF74uw/o6xxBo1Ph9waJRqJIKgWeSR9avRqZTEY0Ks46pplvvDjr9yLCtIFzLEJdii8TO4fYOhqt8hqpDgu4QIv4VEFn1KDRqfjbP36d/JI0DGbtHNWOwaTh4efWs86ehUKQ4YuECUdFduQWLZicKLIm8khRGT+uPce7HS0ggUah4KnSJZTaZk/2TQQC1I860ClV5Fuur45eKJKsBv7u9x5FIZeh195YqVGqzUSazbggJeXIxBQNncOUZCbz7qkm8tJtdAw66RtxUZJ1c+lfn2tyQppnpvBqRCIiwUAYmSyW4DCDvKJUzBYtQ/1OxkenyMi6OeOiO4HyykyOHmiksbYfrzc4x3fC5wvRVNePXBEjYz4pLOh+hEWCwZn7cZmAKC63o9eraWkcxOX0zUkpCIUiNFzqQ5KgpCIjPuC/HZAJQvzFFQ5Fps9j/nMQBIG8ghT2v1fL8IALx5CLu++vRKmUI8gE8opS2Lf7EoP9E3g9QXILUuIft56uUSbGvaTZrazbXIzZoo//LeY54cXjDlwzYeRGoVIpKC5LZ+/bF+lqHyEcjmKcTqT5JBCNirQ0DLJv9yWikSgbtpWSNN3pMxg0FJakUXOui842BxDrLNzIsRYUp5JfnEp/7zitTUM4xzyMjbpZs7GIjCzbnOXzClOwJOgZGnQxOuImKzfxY702Go2K0ooM2puHaajtY9PdZbMUWZIkMTbqprN1GKNJS0Hx3BpDrydIT8coySmz/R+c4x76e8eRyYW4USiAPSuRpBQTbU1DDA26KJ5OB/k0QQIMahU7ygrRq9WoFQqOtHfR63SRajKyrSiP4uREmh1jcXVIQZKNZscYUUlCFCXO9Q3QOjKGSaMmz5aAPxxmzOsjw2LCMeXh7uLPRknB9SBJEgNeNwlqLXKZjEtjQ4SiUaqT7SiZ+z5UKuRYFPObpDT1j6BSyG+InDjY3UmyXk9lSirhqIhOqeLs4AD3FxTP2fu50T4ez6tidXIWAHXOId7orv9MkBO+eco4P24IgoBKLqfMmoJOoUKjUOIK+tGivMaXaBG3AiH+TwxqrZIUu3WWv0iK3UrVmnzefekUG7cvQaVWolQpyCtJm3cQO9A9TjAQZumafHRGDVq9mh//v/cZc0zi94W4cLwNvVHDmcPNZBfG4g1DwRhJYs9JpLmmlxS7Fa1eTcAXYmJ8Cr83wKTTi3PEjTlBTzQq4XZ58bh9qNRKxkfcca8MtUbJoXdqKKvOIRKOYM9JJBoR40Rb08UeJq4gxWUyAYNJQ0tNL1q9msQUE3qjFu+Un3HHJEF/GOfIFFqdGp1eTV5JGkfevUT1hkLOHW2hoNyOalptKMzTSge6xxgZdGEwabHnJDIyOEEkKnKtIVRPu4PBnnGsiQbGHW4CvhAJSSa0BjU+T4BTBxoxWnR0tw6z/YlVCDIYG5rk/LFWMnKTaG8cYNOOSiBW3nz+eCveqQB1Z7sor87GYNKSlZ/M0T21LFmZx5kjzZRUZcUk/9eBwaxlbHiStvoBktLMJKVakC8wFWERnww6m4aYHPeiN2oYHpiAgbnpGJYEA5GwiF4mZ8gzxe6OZlRyOdkmK+WJyQvynNAplXytcjkpOj2nhvoRgLX2LO7PK0Kvmk3CdbicRESRclsylUkLiyr9KMhlsgX7TFyNx7ZWsnV5AVlpCyFKBCKiSFOvA0mCu6oLefNYPf5g+KNXvQY+5+QEdLYOExUl0uyWWZ4KMz4Gxw410dnuIMFmIK/w8qxhSqqZVRuKeOuVM7z58hksCQYys23xjrsoxrwexsemSE23zBks30ksXZFDdm4ibc1DHNpbz46HlsWN/QKBMIf21tPeMkxGZgJVK27O7Ox2QBQlOluHQRBITbdgMF4eCEuixOSkjw8PNtLbOUqq3UruFYOo8ulkhNqLPex77xKPf3FtXIIeDkU5dqiJ+ku9JCUZWbEm75q+FDcDmVzAZNYikwl0tDrweoKYzNd2PszOS0KSJBpq+5AkicycROQKGTK5QHZuEoFAmMbafuRyGVlXRIkplYpY/I4/NO3vECNBJElisN/JoQ/qYwaNt4mckMkFyiszyStKpa15iHffOM/2XUuxXtEBC4ejjI24CQUjZFzR/m8nZp6lhto+Xn/xFH09Y5SU27l3Z1WcaFOq5KxcX8CR/Q2cPdnO0QONrN9SEk+SkSSJUCjCqCNmsjcf2WC26lm+Op9XWk9Qc66L8dEpJAlWrCmYt1zBlmRkzcYiXv3ZCd58+Qy2RCOZObY4YSCJEu5JH2OjUySnmuc1irwRqDVKVq8v5Mj+Bs6d6uD8qU6qV+ehVMrj76u9b9cwPjbFhq2lFBSnzdmGzxPkwJ46CkrS4mUqAX+Y/e/VMjrsJjcvmZwrYufMFi3rNhfT3jLMu786T0qqeVbSjSRJeD0BRh1uLAl6rAmfjPJq1ONjd30LdouJJekpHO/sYXmmnZqBISrtqaivI1mc8PupH3SwpSiX872D1A050CgUtI6M4Q2Fbosp8acFL7VeYmdOCd5IiJ80nkerVOIJh9ieXfSx73vc72dJUjKuQMzTJCJG42TR1bDrzQz73PR7XUjEUkVMSjXDPjdKmRyb5g7lE94E/L7gNUunPm6cGumh1JJCrsnGnr4mHl70nLhtyMhJjJnWyQRkchl5CbD1TQAAIABJREFUJekkppowmLQUVmTMUeOpNUoe/NI6Tuxr5OyRFmRyGeXLc8idhzQGCPpDVK3Oi6sIzDY95dXZeCb96AwaLDYD5462oNNr2PbgMhRKOerpcoGLJ9qQyWTc9/gKdAYNbfX9nNzfgCCT0Vbfz8TYFDufXo1nKsDhd2pwjXsRBHj/5TPc9/hKUuxWHvnKek4dbOLIuzUkpphJzUwgMy+JVVtKOXO4mdTMBLbuWorFFnv2BEHgroeXc3J/Ayf21bPxviWo1UrOH2uj6WIPRouOw7svUVyZwZZdS7nv8RV8uLeeE/saSLZb2Li9MmYMX5qGbXqSQW/SUrQkE5VajmdSorW2D7fLh8mq577HVqLVXXt2dyYZw+cJojequefR5dPmoAL3P7WKmlMdhFoirLunnLLqbAZ6xkjNTMDj9nPqUBNVq/OpXJ3H1KQfW7IRMSpx+nATeSVprJ6OUN/x5Co+3FPHyQMNpNitcTLDaNZRXJk5h3QSBIHCigwGusY4dbCR0qVZWBONi+TEpxxbdlax5q7S6y4jk8kwmGL9S4fXg0WjxRXwM+R1L1jZIAgCVo2Wp0orebAwtj+tQolqnv7KmvQMfvngk6jlCmzaT77EMS3JTFrSwtI9UqwGZILAkZpO7l1RhFqlQKmQY7iFMqfPNTkhRkU+ePcSpz5sxZ5lIznFhNmqQ66QMzXpZ6B3nJbGQRRKObseX0l6xuUGp1Ir2PXYCvp7xrh4pouhgdcpLrNjSzQQjYq4JnwMD7kIByP81h/smHcW80YRDIQZGZ7E4wng94VobxkmFIrg8wa5dK6b8VE3Wq0KvVFDSpolLrFOSbfw9Fc28O9/v59fPv8hrY0D5BbGZuQ720a4cLoDjVbJU1/ZQLr9k5M4R8JR3n/rIhfOdJKekUBSqhmzRYdcIWPK5aOvZ5zWpkE0WhUPPrGK5LTLvgJmi44nn1vH6Ig7Fm3ZOUphaToqtYLujhHOnepAFCUee24teYUpt3WGWxAEqlfncfpYK0cPNBIORcgrSkWSJHzeIEtX5Ma9MQASk4wk2IzUnOsiIdFI4nRyhiAIpKRZ0OnV1F3sITHZNKvMpqAklfTMBJobBnj+Xw+zekMhOl3MXLPmfDd+b5DkeZIYbuW80jMTePrL6/nPfzrAKy8cp+ZsFzn5yej0aoKBMGOjboYGJsgrSOE3f2/7bSMnJsY9vPPaOXQGNW6Xn8F+Jx2tw/j9IcoqM/nKt7aQdYXHhSAIlJTbeeSZ1bz4nx/y4388wPHDzWRk2VBrlPi8QcZG3DiGXCxfk89Xv7Ntzj5VKgXLVuay950azh5vx+cLkpGVQEnF/GoBhULG/Q9X098zxoXTXfyfP36d4nI7tiQjoigxOeFleMhFMBDm29+7j5IrVEmTLh/jo1OxDHR/iJ7OUSRJYmRokvOnOjFbtGi0aqwJOmxJRmQyGTKZQFlVJg8+vpJf/fIU//I3e6helYc9y0bAH6K5foDaiz3kFabw2BfWzEoWmYElQU9LwwB//advU7okA41WSWebgzPH21BrFOx6YmVcjTJzXe/aXklf9xhH9jfy1//rbUorMkicjgR1T/oYGXIx5Q7w7Nc3sWp94a3e+ptCutnIl1cvQ6NU0u+aJCqKSJLEquwM9CoVU4EgwemazqgoEghHCIQj+ENhjGoVCCAXZAiARauhb8KFTa+jzznJ0oy5JM9nFaMBLwkaLe+3tHB/TjFmlYazI/13hJyoSknlcHcXg1MxgtAVCFBkS5xT0gEQEiO81NHEwcF2AIZ8bhLUOv6q9jC5hgR+u2LDx368Nwu/N3jHlRMzECUY8XvQK1V4wqFP5Bg+jxAEgTV3lcV/lstl3PvYivjPmXlzpcmCIGA067jv8cvLhYJhdv/yFCPzzMRuuG8JWx9cGu+bKJUKHvjCWiQpVgJRsTyXyqvSlwSZQH5ZenyQPIPiykyKK2fHewKYEwx88bfvnvccswtTyS6c20/d/sS1Y4NLqjIpqZq9ny07q9iys2rOsrYUMw8/t37O7+977PL2U+xWHvzSOgD0Ri1PX/GdliSJnjYHe187O2cbJqueXV9cy5e+e8+8x1m1poCqNXPVbyq1grseqibxipLMqUk/CqWC9feWz7mvSWkWHv3qxjnbseckYs+Z/51ksuji57SIzwY0OhUqjZKAL8hgr5ORwQmUagXL1hbEJgh9IZRqRfxZNWs0jHi9tE6MsSQpBd0NRAEKgEoun5eQuBIGlRqD6rOZ8pJg0vHsPdVMegOkJBiRCQJ3Ly/Earx5kuVzTU4IMoGMbBu6C2o6WodpqOmNMeNCrI5Mp49JxbdtX8LGbaUorzC0EwSBNLuF73z/Pt5+7RznT3dw/HAT4dDliEOzVUdpRUZ89vZW0dUxwj/91fuMjrgRoxLhcIyY8HmD/ORfDqKYzttOSTXz/f++Ky7PVijkrN5QhCTBe2+cp+Z8N6ePtyMIsQFZdl4yOx5axoatpfPKDe8UZHKBzJxEGmr7aG8Zpn7W/ZChN6gpLrNz985K1m8umaV+kMllVCzN4tvfv4+3Xz1Dc8MANee7kSQJpUpBarqF+x5YyrbtFXPMoG4HVqzJZ9fjKzmwp47jR1o4fqQFuUKGXq+e9kW4TE5o9Woysm2cP9VBaUXGLCWCLclIQqKBloZBlq7ImWWglJBg4JmvbOCXP/mQ5oYBmur6UarkaLUqisrsfOVbW3jtFyfp6ZobaXmzkMtlrFpfiEaj5O1Xz9LZPkJL4wDRqIRMEFBrldOKgcTbmmnumvDy3lsX4vdeq1WRlmFl2Ypc7r6/Evs8ygeFQs4991dhMml5/62LtDUPcel8d7y+VatTkZpmwZ45d90ZFBSnkpOfxPnTncgEgZVrC0i7hrnmDJn0re/dx1uvnOHcqQ5OHGmJO5QrlHLMFh1FZekYr1LSHNxTx5svnyEQCCOKIgF/GFGUaLjUR2ebA7lchkwmY+W6fL75u/fG3yEajZJdj69Ap1ez771LfHioiUh4Oitbp2LFmnweeXo1xWXp8xJwqekW7rm/iv3v1/LuG+cJ+GMDmKQUM/furGLrfRVz3gFWm54vf2srickmTn3YypkT7YRCYSQpRtAYTVryClM+Mb8apUxGToI1bh6VYjSwMT+X3gkXCTotKrmc2sFh3IEg9YMOkg16GoYcuHx+GodHSDXnUZ6azJH2LgxqFSuz7PhCYQqSEmgeHiUr4ebjrj5tMKnU7O5uZsg3xXMl1dSPO+5YTfQaeyaiKLG/u4NhzxQVySnsLCye17TxHnsxOYYE/NFwvMbdqFJTZE761PsoxMiJT2bf1Yl23utt4oSjm+rEDJSf8mv16waFUs76eysIBeb6/lhs+pubNPmE2tongZQMKzufWTvn9wql7JpmzDeNX6PruojZmCHCXv/JUerOdhHwhUjPSaSiOodgMMwv/+UQS9fks3JzMWFE7AYTO/IKWe5LJ8dsxXormfGfQ4iixJDTzYn6HvLTbawpz8YbCGHUqblZmkH4pGYArsLHdhCRcJThIReOQRfuST/BUDhmSqJRkpBoJCs3EfNHRC+GwxEGep0M9DnxTAViTqYGDcmpZjKybLNemsFgmJpz3bicXiqrs+OGfleip2uU5vp+klLMLFmaFZcLOsc91JzrIuC/fp2OVqeielXenLjBGdO7jjYHLmesdtBi1U/Xzs9vEhkMhqm72ItzzENphZ3MnMQ5y9xOhMNRhgcmcExHbYaCsY+4ZnoQnJWbhMl87UhTSZKYcgfoaB3GOTZFNCpitujJLUgmMdl43SgqgLERN+dOdWAya1mxJv+GiIxQMEJ35wiDfU4CgTBKlQKzRUdeweyBWzgcobG2n4E+JxmZCVQsy4ofVygU4dK5bkZH3GTnJVFclj7LV0AUJUYdk3S0Ophy+2OmrIkGCorT0BvUNNb24xybomp5ziwHbVGUaGseoqN1mOy8JMrnmVX5KHim/HR3jjI67CYYDKOcHnynZyaQnGq+Zv74jWDU4ab2QjfB6fsukwloNEpMFh32TBuJycYFqTOc4x56u0YZH/UQDkdQqxVYEgxkZCVgSzRel0hpquunu3MUuVygqDR9lgfDtRAJR+nvG2eg14l3KgAC6PRqklMtZGQloLsq17y9ZYiOllhJ2fWQkmqmsjp7jmRYjIoMD7no6RyNtQOFnMRkE3lFKRjmKSE7caSZv/zBm2TnJfODv3qSYCBCV3usDWm0KrJyEsnItl33HkajIsMDE/T1jDPl9seyrnUqkpJNZGTZ5hAwAB2tw7Q2DWLPtFFelfmp86v4dYIkSdSOD7Onp5UNadmsTcvm+FA3oiSx2Z53zfVESWJk0sOkL0BBqo1gOEL/+CSJJj0Jhhuf+bjSWygYiaCSy+e8z3/Weo5ejwuT6nJbztCbeSR3yYL3c/pwM0O94zd8fLeKS6c7OHOkBTEqctdDy/j9//vkHdt3RBTp87qQCwKJGj1a+Y357izi0wdJkqg/14092zbHWLOppheLzUDaR8SHL2IupiZ9tDcMUro0C80VfXS/L0hrbT/5ZekYbrEU89cVEVEkEAnHvXAWQpJKkkQwGkEC1HLFJ5o0NDnh5W/+6DXaGwZYvqGIMcckYw43P3zpO0QiIv/4J28ikwn89v98mGPjfaxOy+TS6DCViSkkfApKLhaKKW+A9040YU8ys6o8C9UNxIRLkkQkKjLm8jA46kZCIsliICXBiFqlmPXdGRib5Kd7zqFTK1HIZXz1/lX8Yt8F1lfkUJ47R621oBv/uScnFrGIRSzi844ZciIzJ4k//eun58SiLuLXA6IkEYhGUMvkyASBQDQSU0DJr90pGXS6eeX4JbzBMN/duZ63zjTwhU3LYjHDt9iB/PHF8zxXuXROjNlPW88hAAWmxHgn1aTSUGa9dlrM1fiL33+JU4eabun4bgaRcJRIOKagvNPkxJmRXo47usk2WBElkQeyy9DIFz0nFrGIRdw5XBod4hfNNWQYzBRabdyTVTgn3vtqjPt9vNHRgF6pYnt20SeqPji6p5YX/m4fz3x7K6u3lvLeK2fY/+YFfvjSd5Ar5Lz8o8OcPdLMn/7bV3htoJkdeUW839nKPTkFpBtMKGWy20YKXzkGv91E88DoJN/+81cozU3hj792L6Yb8EZ0un28dbiOvaeamfTEfKS0aiXLSjJ4bFslJTkp8W93Q9cwhy92sH5JDsfquvjGrjW8sOccK0oyWVY4J4RhQSf5uS7rWMTtRcAf4tAH9XS1j9zwuilpFrY/uPQTNQ5dxK2ju2OE/e/XxhUvN4LN95RTWpHxicW8LmIRn2dIksSY38vRwS6cQX+801OWkMzG9GsbIY+4PaRYjAxNuNGplYxMehY8q+UNhRj1ebEbTYz5fTj9viuOB+pHHfPOPEiSxKmRXgZ9bhRCrFObZbTeEDkRCkUI+H69fBcGfW7KramMBjyxWcjFaZ1FLGIRdxhRSWRJYipbM/J4vb2eJbZUGsZHiEhR9EoVq1MzOT3cx5BniuKEJAotNvb0tHJpdJjt2YUYVCoujgzS7Bwl3WBiXXoWdWMOWiZGSVBr2ZyRS/ukk/oxBwalii0ZuQx6p6gZHUKvVLLJnkuP28WQb4qJgI/16dmk600LHtwPdI2h0SpZe1cZOoMGxRWKT7lChsGkxTMVQBQlgtEoLzXV0TflwhUMYFKpeby4ggTNtRXeMwhGI7Q6x7EbjFg02lnfVUmScHg97O1up3tyghSdga3ZuRRYbcgQbgtRIUkSgVCEPocLl8dPW98onQPj8ZKL4uxkCjIS5yghoqLI6wcu8cK7ZwmGI8hlAggCTreXgVEXHf1j/NFX76YwMynmvaNTM+UP0NjjYGLKz7HaLoYnpki4yaQQWCQnFnEDiESitDYNcfFM5w2vm1+Uyl3bFy7ZXcSnExMTXs6f6sB/E4OC0iUZlJTbWSBxuohFLOIG8bOWCzgDfnJMVuTTg37ZRzxvJo2aQCjMsMvD+xdaSLgBE6uBKTevNzfyjWUreLWxntqR4Xh6hASM+7zzruePhtmQmkuROda5EQCj8rNpBnYnUWJJZm9/MwNeN1vS8j9ytnIRn3+Eg2GGe8ZIzrChvt2+DJ8ySJKEe9xDNBLFkmxenOj4hCBKEg6fh+aJUaxqLRJQMzrE/blFpOqNdE1O0DnpZKM9l8P9naTqDBRabDh8HioSU5kKBdnX005VchpnhvvIMVmoHxtGq1SSbjAhl8loGHcgIWE3mAhEI3w40E11cjqtE2PUjTsY83nxhENssGeToLmxQbBcIUOSYmXmVyMaEfFO+dHp1chkAk+VLMF7hfmwMK1E9IRDGD/CwHJgys0ff7gPo0rND9Zvo8Aa80OTJIlet4v/ffIwx/t78UXCqOVy3ulo5o/XbmF1euZt7SUPjk7yZ/+5jz7HBF5/LKFMoZBh0mvYtCyfL+1cSbLVECcoeocmOHiujWA4QlFWEttWFqHTKGnsHOb4pS6aux386mAtv/XkRow6NemJJu5bVcK+c62MujxcaO3n/tWl2BMXlvYxHxbJiUUAC5MWaXVqnnpuHQ88uvyGt6/WKOOxPFeXEn3aa2ZvRXY1s24sFPTmtvFpQlFJGv/lBw/Hs9FvBEnJpsXOxCIW8THC4fPyvaXrSdcvPNUnK8lKeVYq3mCIkUkPO6qLF7xuQYKNP1i7HrkgIyKK/N6aDRQmXO6A/eDowXnXy9BbODHcTad7HJkg/P/svWeYXNd55/k756a6latzRHcDjUbOIAIBEAxgpiiRVLZHltfy2h5r7B3Ps96ZZ5/d8Y416zD2jD0z9lhae2QFW7IkipZESiQhUgQDCIIgiEzEBtDoHCunG85+qEKTiARAkATJ/n0gUV03nFt17q1z/uf/vi8CQWckQU+8/qLbXw5NlyxdM5vuhS1Xve+1cGRfPwd2nbymZ+A7ZV6snuZghILrUBsITbtOZvjokhzL8Pf/z6N84f96iI75F1ioP1woeP25Q2SmctzzK7cgzZkpzPuBrxTDuQyivoWPzV6A43vErQCd0QQR0+JMJklA02kJRUBVclTUBILEzAANwRCpUpHxYo5MucSi2sZKqEdnD7tHB9nWf5JZkTh3zupm9+ggzw+c4p7OuTi+R2MozFAuQ65cEQtmReK0hWNXnb+ifXYDpaLDzucOc+sDb1aeUcD4SIo9L5+gZ0kbVsAgEQxQz7lhsiO5LEO5DMsbLl/pa+/oML3JSWZF4udU+PCU4vtHDrL11AlsXWdVYwvDuSwHx0f5mz07mV9bf13DXgolh9eP9E+/FkDZ9cgXHX74i30USg6/+7nNREOVOdrx/nFGJtIETJ0vfWI9t6yYg5SCQsnh7x/fyXeefI3nXz/BQ7ctpWdWPa6naK2P8b99chOalCjg+MA4qWyB2ti1hRjP3NnvIr7yGS9NknFzaEIjpAepMWNo4sbLsD1ZTvLk8HPc3bSZOuviyZc0TdLU8s5KkXrK5/WpA+yeOgDAJ1rvoiFQh1IKhUJcJzvT9WS4OMZzYzt4oPkOIsbV3Wg+iqeGt7E/eZh1tSvYULcaXXxwb7tQOEBX90xozo1GOBJgTk8TTS3xc6rczPDRoiUUYddoP6vq29CrQqCtG+cknjyfsusyt7mOFV0tSCGYzOYvue35SCGQ1d+zX16ynJhlnbOaf3vn7IuWEr25sQNL09g3MYSvFAsTjdxUf/VJfAEMU2fzfcu448EV17T/1fL4d3fwxp7T+OULV93ebV4Y7qUrUktbKMZPz7zBltaey+YTmeEjwo01ZHr3ELDqjsX4nn9dEnTPcG1ETYvb2+dwx6w5AEwWC9QHQ9MiQXe8lqNTE3zrjddpj8RoDkcYzmWps4MIBPV2iDtmdXM6PYVrBgjqJs+cOcFANkXEtNCEYOfwICdSE4R0g7pAiCV1Tfyk9zCaENzfNZ+jU+NETPOauv7StRUx+xt/+TQHXjtFajJLLl3g8X/cwevbj5FJ5dl83zICwXfm5js6NU7J9VjZ1EL0LS6LU6kpftZ7FENKvrxyHQ/3LKI3Ncn/+fxWDo6Psnd0mFtnXToU81qIhW22rJnLTQs7SERspjIFXtrby7bdx9n6yhFuWz2XjcsribOTmQKFkkNzfYyW+jcdSrZl8OCmRbzw+gnODE9xsHeYQMDg20+/RipXpLk2wgPrF7H7WD/7TwzxpQfWzogTNyKO7/Jo/8+YKqeot2rJuFnuabqVhbG573fTLsBVHmOlSRz/6nMJXA0ZJ8uL47u4tX4tHaE2Inql4+a9Ar3ZPuZGughoN5a9t+w7jJUm8NTVD0Y1Ibm76RZAkXIyH4jMr66fIl/aS9TexPsx6lFKUXSPoVSJoLn4fWmDr4pkSzsJGkvQtXcmyL0XLF3ZyZ9/9YvXtG+q8Cy2MR9Tv/4rz66XJFX8Ba43QSRwM0FzIW/mP/7gjqhv1P6Rdx3+Ys9LdEQSBPXKz/umli4+27PskvscGxrn9FiSB29aiFKK7760l39134arPndD6MJByB1dcy667a6xfrYNnWBhohGB4KWRU5R9j4evolrHWaSURBPB96xMdjjy9rHG1xulFKcykzzdf5SEZVNjBZko5bm95cYbS8zw7uO6HvtfPMzxvacJx0Io359+7+TBM+zd9gaGZbB88wKaOus59MpxLNuke1kHCDixr49CtsiidXMZ659k97MHKORKLN04n7krOklPZjm04xi+rxg8McLsJe0s3TQf3dDJTGXZ9fMDjPdPEKuLsmrLEmqbL12O2Sk5HNxxjBN7T1PTFGfVHYuJ1IQ58NJRfOXTf3QYz/NYcdsi2uY0gYBDO47zxs7jlItlpCZZe89yOha28eKPXqX/6DBLNs5j4dpuNKkx0jfOmSOD5LNFRvsm6FrczvLNC9B0jeRYml1b95MaT9OzanZlH10jm8zx2jMHGBuYpGtRG0s2zMOwDAZOjDAxOEUhV6Lv8AAL1nSzZMOVO8k+KsyvaWB+zZtVzmoCNg93L5p+HTUDfHbe0nP2aY/EaI+8afO/u+PcZ9fHZs8/5/WdHd3cSff06w12BxtaOqZfN4ci19z+YMjiV373Lr73/21jx7OHSE5Wwg+/9d+2Mm9JO1/4nTtZvLrzHTt9R3JZHN+nO1FLoBru6CvFs329DGTTLK5v5OGeRTSHI0Qti1vaOvne4QMcmhi9ruKEZep8+s7lfPGBNRhvEfU2LOsiFg7w7Z+9xsv7T02LE2XXw/MVwYCBdX7p+WiQxbObOTkwycmBCYqey5yWWu5bt4CfvXKYr3xzK+sWdvAvP3EzzbVX7uA8nxlx4l3Gkia3NqxjeXwRPx95kdeTB1gYm4uvfFJOhpybx5QmCTOGLjQUirSTJePmkEIQMyKEtEo8VdbNk3LSaEIjYcawpImqTnpzbh4pJDEjSki3UUoxVU5hagYZJ4dCUWvGsTQLT3kky2nyXgFdaCTMyg9L5VhpPOVhadZ0my6FpzymyikKXnG6TQFpTbcp6+axpEHCjGNInbST4VS+n6ybw8On6JWI6CGybp6jmV62jb4yfZy4GSXvFogZEbJuHoUioodJORkiRoiiVyLjZlFKETXCRI1IJR7RzSIR5L0iru8SN6OE9CCu7zLlpCh5ZYKaTcyMXNbBcvbail6JtJOZ/rtSioybJe1k0aVOwohhSJ2pcoqgZmPrAXxV+RwNaRDSzlqzLnzIFbwiU+UUvlLEzQhhPUTZd8g4WRSKglcirAeJG5VEP67vMllOUfbLhHSbmBFFICh4Jcp+GU955L0CET1M3Kw8FHxVYmDqK7h+CikC6FqcmuDDBIwexCUswb6fp+AcrooTF0cpl2xpF6nC03h+DkNroD7yLzC0ty/LWWlXmaHUn1N2B5AiiCajJIIfI2hWJieOO4SnclVx4toou8NM5L5LbeizmPoF5Ywui1IOhfJhAvoc4J1PPpVSDKf/koJzFEPWEDDmkQg+iCavPInTu0WqsBVNht9WnFDKJ18+wFT+J3h+Gk1GqY/8C0yt/ZLXkCo+Q6F8iJh9O5qMVYQn5yhF9yjx4AOI91ig8FWZ8cy3yZZeQcpK+d/68BcIWZeevF+M690/rhefnbuMT8xexFsDyRLWpV0Tp0eneOXoGQYmU7ieT8m99iSLuwYHsHWDRQ2VZ8BAJs2R8XE2d3SinZcb4fWJAT45exkrait97mhqnH86sefaxAlNEHkPSwLaIfN9uWdrAkEW1zTREAhTZ4dImMEZ18RHlIMvH+Wpb73A6juWMHpmgv5jwwD0Hxvm8b99lgVruilmS3z/L3/GZ37vflJjaQ7uOEZrdxNSCp77/g56VnUxMZzke//lCVq7m4jXRfjJ137O/b92O6GYzT/88Y/Y8OBq6tsSbP2HFwFYsnE+L/5oF32HB1m0vodcKo9S/uWaymvPHmTX1n0s2TCPviODDPSO8MiX72Hn03vpOzzApk/cxPhglh/+1yf5lf/7EZLjGbb+wwvc+qn17H3+EAPHh7nzlzYiBHQtaufE3tPse+Ew81Z1oekVceKb//ExNn58NbXNcZ7+9gsEghYdC1t57K+fJhwL0jirjme/u51ivsSSm+fx9LdfIJ8uMGt+Ky8/8Tqp8Sy3fXod/ceG+f5/eYLbP7Oeps7690zwnOG9RQhBU3sNX/r9e7n/c2sZHUzilF1iNSGa22upa4yhVR2oOaeMpenoUlbGL56LEBC4gmdvyXURQMyyph2Ek4U8OwbO4PuKLR3d1Acr8ztbr+TbKPse44Urdy9eCbFQgNtXzz1HmAAwDY1bVszh0Wf3cXpo6oL9pJAXhMzomkZrY7wSGZDMYgUNFnU1UXJcWuqiNNdGuXftfAxdw/F8zGt0OM38sr3bCCqTYCEoeEUsWXEF9OUH2Tr8PEIIHN9jVWIJqxKLGStP8sTgM0AlLGRlYgnLEwvJOjmeGPoFOS+PUooWu5E7GjcywSrHAAAgAElEQVSggG1jrzBRmqLol2gO1HNf8+3oQuf7/U8QMyKUvDJSSG5rWE+L3cj+5BFeHN+JKU0szWRT3RpCepBUOcMvRl9GFzo5L8/dTZtZEO2+6GUppTiV6+fJoecIaBae8rmtYT3d4U5O5frZOvICUJnkr4gvZnXNUs7kh9g9uZ+x0gQ7J/bQFmzmtob1DBfH2DW5j5O5PrZP7KIp0MCiaA+/GHuZe5o289zoy5R9h7ubNvPU8DbubNrE0UwvvdkzuMrFlAafan+AoBbg2ZHtJKuiTNl3uKlmGQui3RxMH2PHxG40oeErn831a5kXvfiqHsDJ7BkeH3qGoGbjKY+sU1FWx0uTPDm8jZJfwlM+s0OzWF+3iqeGn6fFbuDWhvUUvAKP9v+MlYnFrIgvuujx826Bp0eeZ7AwikQQMcLc33w7GTfL35/8AbOCLRS8Igh4qPUe6qwEe1NvsGtyH5rQUEpxa8N6usMdHE4fZ9vYDprtBjJOloWxHjbUra6eycf1p6iPfBFTa2Uy9yhT+Z/REGmm4BxCk1Hy5b3oso6ofRuON0yq8ExVZDj7UFLkSvvIl/cjhEHYWoUuE0zmHiMW3IJtzMPxxhAYpAvPYZuLMLR6PD9DtrSLgD6bknsSX5VwvFFC1nIsfQ6ON05N6JPYxgJShSeZzP8IS++g4LxB0T1OyFw53QbPz5EpvojjjWKbCwmZyxBvEx6jKFF0TqFUmXx5P6BhGwvwVJpcaTdBcxGF8iEUHmV3ENtcRMhcgq+KJAtbEcJACnu6v5e9AbLFl1H4RAMbMbQWXG+UonsShUvJ6SUcWEdA776o8OP6SRL2fQSMbobTf4WptxENbKZQPkKu/DpShIkE1mNotbheknTxRVx/EktvI2LdjBAB8uV95Mv7MLR6IoENSGFTcI6SL+8FIGzdhKV34flJCs4RBBoF5yghawW2sRBPZckWt1P2hjC1ZqL2bYBPwTlKoXwUQ2skErgZTV64Cq5wmcw9StBaSthag+ONosnKSkiutId8eT+GVk84cDMSnWTh5yRzTyCkTdE5jqXPJl/ew2TuUUpuH447TNBaga+KhMwVFJ2KW8Y2F1MoH8TQGsg7B3G9CSy9g7C1FoQkV9o93W81GSVm3wnKI1PaQdkdIGDMJWStQIqLJYer3A9R+zZi9h0A1WPtx/PzlNzTCKETsTZgaA043jDZ0g5cbwohNILWCgJ61wX9w/EmKJT346kirjdGyFqJbSxA4ZAr7aLo9GLpnYQDNyFFgJJzmmxpJyCIBG7G0Jope2dwvFE8P0nZHSRq34aptV3VRLgxGObl4T6SpSL3d85jspi/bA36WChATdgmmStgmwYR22Lzwmtbsdne38ei+gYWUREnNCF59lQvG2d1cH4LIobF0dQYHeE4IDg0NXLNCTGlFITfU3HCes9NP0IIYqbNA7MWYkodQ0qKnvMB9h7N8E7Y/+Jh5iydxe2fXc/A8RH2bDsEwJ7nDjF8aozGWXWUCmWO7znF0MlR5q2ezfbHdzPWP4GmSSZHUixY003/0WGcksudn99AOBEiOZ5h51N72fzIWiI1YW5+YCVtPU2kJ7Lsf/EISzctwLItMlM5lFKsuWc58brLr2Bv/8lruI7LWP8kuVSBo7t7uecLm5FS0r28k9s/ezODJ0b5xh8+Sj5TZGo4CcDCtd2U8iWSY2lC0SBCCNq6m2juamBiKHnOORINMW779Hri9VH6jw3Tf2yIUMzmtZ8fYNWWxYgzE0yOpNjz3CE65rfyys/2MGdZB6NnJshM5tj18/3c+qm1ANQ0xdnw8dXEaq59ZX6GGx8hBKGIzZwFLcxZ0DKt55//e/vM6V7Wt7RTH6yMibYP9LG4rpG51eSWl8PSdRCVnBtQGUf2pqbYMzpEQyjMhrZZ04mrBWBqlbG9412fkEEBaFJgWwaxi1RKFEIQsi1CtkmuUKq2kWlzq5j+z5tIKYgGLZSq5LKwDJ0ndrzBtr295ItlJlI5vv7kqwgh+JW7V9PVfPE0AW/HjDjxLlPyyjw5vI1tYzuI6GEear0HgJfGXyVmRlkRX0Rvro8Xx19lYWwuU+UUaTfHfc23kTBihPUgEslrUwfIujlubVjHVDnNz4afY0lsHm3BZlYnluAqj9HiBC+MvzIdRuL4lYn7Ay13IJEY0iDppHlm9CU21d3Ekvh8POVhSoOpcsUxUZnMz+Xp4W28kT52SXECqIQ64HN7w82E9RBRI4wCXhx/la5QOxvqVk8LFXMjXSyIziVhxkg5GT7eehdNgXoEgjmhDkQjpN0sn2y7n6gRJufmsTWLsdIEea+Ir3xGSxOY0iSkBVkYnUtnqB3Xd/nx4FYG8sPMjXTiKx9HuXy86S4CmoUmNPJugZfGd9Ed7qArNItdU/t4cXwXPZHZlxz475zcw5xwB7c13My+5CGeHX15+u+ucrmlfh2jpQl+MbqdJbF5LInNY/vEa2you4nx0iRZN0d7sLly/PNWIs8KO/35YR5uu4eQbvOjga28NrWPueEu8l6BdbUraA0281j/k+yeOsD62pVsH3+NhdG5zAq28srk62yfqFyTjyLr5thQt5o6q+aC1WiFj+encIWNwsPUW1A4TGS/i6V3YJuLkSKAQKKJCLqMkyw8TU3oE5U+7PYzkfsekcB6QOKrEqAhhYXvF5AiSMhcDijy5QM4/iQ1wYcoOicqq/KhhxhM/SmJ4EPoMsZY5u9pjH0Z8PH8NK4/ia9KWForUlgYWiPpwnNk1U5C1oqKCyj3GCVvANuYz1TuR6A8QtbqS7o/zidb3IGQAWxjHq43wVT+R+gyzlD6vxIL3I6hNzOe/SZ69MuYejuG1shU/sdEAhvRZALXH2M0/TUCxlwEktHM12mK/jYl9zQj6b8iEXwQXatHoHOpmYtAVB0KleP7fpaS28tk7ofY5mIcb4SxzDdoiP46ycKTlN1BguYSlPJQeBSdQ0zlHydsrabgHKXk9lEX/jy+yqDJKJ43xVjmGzTHfo+yN8xI+m+IB+/D0OoRaPiqwFjmGyhVnnaogMTzs+RL+4gENpEuPgv4xOwtiAucRQIpbXw/jxQmIXMZoJEv72Uy90NC1mqKzjFK7hnqwp8nYMzG0BrQZAzbWICUIXTq0GQcQytim4sxtAYmsv+ELmtJFp5CigCaliBV2EpN6BGU8jC0elKFrSAkIXMFU7nH0LQ4IXMVQugINJKFpyg4R7DNhSTzT6BUiUhg4yX6h8L383h+ChBoMkq2uINMcTuJ0EOU3F4m3FPUh7/IRO4HGFotQmhkitsJW2sRwjynf+haDY43wkDyj6gNfwYpQoxlvk5L/P8gX9pDtvw6QXMJ6eLzeCpDyFzKeO47BPQ5+JQYzfwdzbF/TbF8mNHsN6kNPYKu1Vb70tXxk5NvsHtsgIFcmtvaZvPG1ChjhRyf61l+0e3jIZu7lvdQKDs0xMJXfb7zKbrudBLgouvg+OcOss4+Cu+ftYDv9+7lD3dvBQRNwQif7DrXBvx2BAIGwbBFLBEiGH7vQgGDIet9CesoeA5SSDJOpeb8SyOnuLtt3ox74iNIueAQq4sipcSwdAKhSv/PpfOEY0FauhoQUjB7cTudi9qJ10Von9fCvhcPI6WkfW4ztU1xjr9+CsPS0aulBO1wgORoGqUUhqmjmxpSSizbpFxy0HTJuvtWEK+PcGD7UV59ah8Pf/luOhe1XbSdSinymQItsxtp7qqnuaueVVsWE0mE0HRJTWMMKSWaIUFUtp+7opPnfrCD//G/f5tQLMjtn7kZy36r0HzhvRevj2IGDIQQaIaG63q45cqzqLmjnkhNiOaueho76vFcD6fs0dRRT21znOauehINsenjxuoiWAETMZO8+0NLMV/GdT3C0beE6FX/p5SiXHLxPZ+AbTKSz1JwHaASknEyNUV3vPYCN+DFaA5H0KWkNzlJwXVRKLaePM5UscDaljYW1NZPn99XirzjIITA0K6PY0dKScg2KZZdsvkydedFXymlKJQc8sVyxZ3teggpKDmV61WoC5yUAqbDXXxf8fGNi5nKFi56/sbEtY8pZn7V3mVMabC+diUKxYlsH2EjhEJxOjeAJjVSTgZf+dRbCSSCzlAbi6M9/GJkOzEjwqb6NbTYTQwWRugvDLFt7BWUUtRbCUxpMFaa5IWxnSgUZd8h5xZwq7kRdKExK9hKWH9zFTTvFnF8h1nBVmztXCUtbkZpthsI6TZxM8pQYfSy17YgOpfBwihPDT9PvVXL5oa1RHRBspzmppplhPQgzXYjnvLJu3nqqteIOGsXevPmFpXKvtN/tzSTsB5isDCCrVmgYLAwTFAL4CqX7eOvkXPzGNIg7WQp+W+W+mkLNp8TtpF1c/TlBij7ZU7nB/CUR1Pg8lnhp8pp5kfnENaDNAUaCOsV61V/YZjh4hju2I7q91CDLnV6Il28ML6T07l+enN9tNnN1BgXj8NUKCbLSaJGmBozjikNGgP1jBYnmBPuJG5EqbEShPUgDYFaxktTlPwyfbkBfOXTm+vDUx6tdhOqOtxvDNRTZ9Vc8J0C+H6Wydw/o4kQPg5haw2iupYZDqyvrEijEEJD1+IEzcWki9ve8t1oKOXg+imi1kZMvVIOtCb0CFP5x8iVdhG21hCz7yAS2MRk/ockgveTLx8gZC5HkzF02UDcvhNTbyNbfg3HHao4FPI/RdcS+KpMIng/QuhYegeW0YHnV8JplCqSLe2iMfovCRhzUHhkS68QtJYieGfJOXWZIGbfScCYQ768l5LbT8DoJmgsQJdv2vVLzil8lScRehApggwkv0K+fAApDDSZIGZvmXYRXGri4qsiqcKz5Mr78FUe21xMrrSbknsKQ2/CV3ly5T043jACietPockwQXMpUgRJF57H8UZxvBGUKpAtv04i+DEMrQXHm6wIGO5JfFUEFFKGidlb0GVFuS65pyg6R2iO/R6W3kllqiiRwiYa2Ew8eA+KIkW3lyjudB95sx/o1IQeZiL7PYZS/42guZS4fReZ0nZscz7x4L043gDDqf+O640TNBdXhZh6woE1AGgijKXPrjhwAusQCEy9nZJ7qvK+DFNyTiJlGFNvxfUnKLtDeH6WsttPyFyBwiVs3UQ0cPv0NSQLT2NojbjeOK6fJFt6lXBgzUX7h6/KpIrPUnSPA5Km6G8DYJuLiAfvoeSeZCT9P3D9CVxvlGhgA0KYFJxj6FodUlgX9A8AQ2skZt+FqTWRK+2k7A6RLDyDFAauN4bnp8kWX0EgyZcPVL8XSaF8kJJ7EoWPqTUTs7cgRQiuITnw/slhfnPxOv5qf0VMDeomZ7KDl93H0DX2nR5i28FelIKmRITNi2Zf1XkBljU28diRQyilsHSdF/tO0xGLn5MQs+S5HE+N0xFO8OVFG0mWK4MapRSOf3l7+Pls+cRKltzURTAcIBK/9nrqV4sdNN+XqkNvTI2SLBc4mhojoOmcSE+wpXUm58RHkaauBnr39zE+OMmZI4OM9U8C0LGglVOH+pk1v4VITZhcuoAdtpCaZNkt8/nJ155BSMF9v3obUpM0tNeSmsjSd3iQupYEJw+cYcGaOUhdMj44xalD/ZgBY/qYvueTnszQPq+FtrnN/OOf/IgT+/suKU4AzF7cTj5TpGflbIQUOCVnOlziYgKAYRkoBY/8zj3UtdZgWsY52ymlLqz4dpHjRBJh6loSROsiLFo3l3y2QMC2EFLQ0tVAIGSxcN1cyoWK6DI9R73BErLPcP156ecHGTg1zhd+584L3vM9xZ6Xj3Pq2AgP/tJ6uqJxnjp5jJ6aOlKlIjmnTOgtlTcux4qGZoK6wZMnj9EWiZEtl/nx8cPYusEDc+afIywXXJfBbBpdSuKXCcW8GixTp7U+xt5jg7yw5wStDbFzQjsc12PH/lPkiw7DE2l2HDjNwq5GTg5Wnidlx8P1zv1d9pUiky8hRCVBZkMiTMM7ECEuxYw48S4jqnkjusNdHEwd5Uj6BCtrFlNn1dAZauPmafu9IlCdeG+ouhpeHt/NtrEdPNx2L3EzQne4k4da70YKiac8glqQbWM7yHtFPtl2LxPlJN878zhvTTh3fl4FSxoIBJNOklorgcJHUBEJNKEhufJM/wFpcU/TZibKSbYOP8+uyX3c3riBoB5grDTJHN8hWU4hhcTWL3+zSSHwlYfjO3jKQxeVfA57k28wPzoHheJoppdF0R7GS1Mcy57kl2Y9RNSIcCY/dM6xzr9mTWg0BGq5pX4N8yJzrqgqSEi3p/M7pJ0sRa9ieUqYMeJGlPuab0cKgad8QrqNRNId7uS1qf1MlpNsadyIdo6d+k2vlEAQ1oPk3Dw5N4/SbJLlFAkzhkSQcbNk3RxRPUyynCaih9CFRmOgbjqUw0ehVQWds9d4qfh9TcZojP4Wlt5JuvAMycLTmHo7CImh1b2t+8DQmqiPfJFM8SWGM39Nwr6PqL2ZkLWMgNFFoXyY8dw/oms1hMwVSALkSnsoub00RL6Er3LoWgwpQ9Mr3T4OmghRE/4UIXMpmdIOkvknCZpLL5j0+ZRRuGgyCkKiiRAlVazEul5uHKFU1ZYmqC7LVL8JD6Xc6mcTQZORarsMFM5FD+WrAkIEkFgIoSNFAF/lECKOJsNoMnwFLg6BlCFKbh8BYzam3kqm+CKajGJozZiaTthajak1YwQbkTJCqvBzMsXtNER+DU9l0bUaDK0ZoxqSoVSZ0czfETQXo2sNVUGh8mOiVXN5nG2XUg6iKka8ta1CGNV+oCEwq5/NhYkHhBDYRg8tsX9DwTnCWPZbSBnA97NoWjsCrSoGCHxKb/NZMG2jtPR20oVtmHp7VQQ4jKXPYjL3GE41REKTERRnV+FFxaUyfV0evipiai0YWjOJ4Mew9HYEFx9ASBGgNvRJ4vY91euqrMqddZic3U+KIAGjh7HstzBkPdHAxkofvAS6lkATwUq4kdBQlPFVHkufh6E1E7ObMfVmSu4ZpLAxtRaEsGiM/Tam1kbZHUDXEkgRvGJH0PmYUmOqVMD1fVKlIsdTE9S+TQ3406NTvHq8n/F0ju7mOt7oH70mcWJtazs5x2FH/xlc36crHudjPQvOiVmdKuV57OR+fmPhOhrMCHY1SdgbUyM83X+E311yyxWfb8XN78/E3LJNWjvrSCfzxBLXlon8WpgXr+dIcoxbm+dQYwV5frj3HIF/ho8Oa+9ZzvCpMb75lR9S11LD3BWdGIbO8s0LmRxJ8dhfPw1A65wmtnx+A3YoQHtPC+F4CN/3mTWv4uqcNb+FTZ9YzdP/8CKe49E+r5m19y5naiRFJBFi/0tH2PHTPcTrIqy7bwWe63P41RPsff4wUHEZLFx3aXetEII7PreBn//jS/zDH/8zmq6xZMM8apsThBMhgpFKOJamayTqY+i6JJfKk0vn+ac/fwIzYNDc1cCWX9pAKV/m5//4EsdeP0m55PD3/+FR7vrlTZgBg1hdBKlVBIZIvHLc2pYEn/itO9nxsz288uQeYjVhNn9yLZ2L2nng12/n+cd2cmjHMeyIzc0PrKS2JUEgaBKrDc+4Jj7k9PeOcnjfmYu+JyRMjKbZ9sRe7np4FRtaOwgaJsO5DJamc09XD7HAlYkHyxua2djWwZO9x/jK9ufwlI/rK+6dPZe1zedWp0qVihycGMXWDTqil04wezWEbZObFs1i1xtn+M5Tu0lli6xe2E4iEiSVLbB93yme3P4GmpT4vuI/fetZmmojHOsbRwBjU1mGJ9J0ttRM/44XSg6HT44gpaSp7toTXr4dM+LEe0TCjLKmdjkvT+xmQbSbdbUreX7sFbLVRJZNgXpWJZZwMneGQ6lj6FIn6aRoCTSiCY2ViSU8MfgMPxt+joC0CGgW62tXUWclOJg6wksTrzFZTr5tmdK4GWNVzRKeG32ZY5lT6EJjUaznoivub8eh9DF6c32Y0qDkl6kx4+hCY3ViGS9P7Ga8NMlUOcXCaDdR/fLxe2E9hCENnhl5iVmhVpbG5lNrJZgoT9EcaMBHsX18F3VVR4EuDF6d2otSClddvsJISA+yKrGUVyf30ZcfQgCzQ7NYEp9/yX2WxhewbWwHGSdL2snhV5M+3ZRYxtMjz/Pk8HOY0iCih1lXuwJbCzAvMpv/efJ71Fu1zApW6o2nnAyH0sc4ljmFr3x2TLzO4lgPnaF29qeO8OTwNkxpkHGzbG5YR9l3KPplXhrfRUBajBTH+VjrFiJGmBWJxbwy8TqncpWHane4k4XRKx2g+0BlEofy3zKnf/sfYV/lMbR6asOfYSr3GNnSK4QD63HcITQtjql3IIWNp/IIYRG0ljGR+x62MRdDa6Lknqie5/xzKSrFVj2UKlbbeGF7NBFGl3Xky3sJizUUnWOYegtSXDj5VMrF8SeQmJWcC8JAiiBSRii7A/gqT6G8H1+dddpc2SDE0Jrw/DQlrx/Nt3G9CUx9Fp6fvsS1XYgUFmFrDYZWz0j6q5Tck5h6O0XnGEFzCbqM4asCUti4/hSRwAYCehdDqb/E9aewjW4K5cOErdUgJEqVcf0kjjdK2FpH2Ruqhty8yVsFq4qzQ1J0j6PLBL7KvznZvoLVIqU8yl4/mohh6m3oMo7yy1j6bAruMcJ+kpLbixAahrx0PKaUNp6Twld5JCa61kDRPU44sL7iHikNEAlsZDL3w2qFj0Uk8z+95HWBJGB0I2WASGD99GfIZYVWNS12iKqYwwUTPQn4CHQMvQkhrIpwc9FcFpUjnb9/wOhGCItIYB2+KiOEjlIeuowRMHow9VY8P3NZ0eNquKWli+8e28uhqVH+854XCOoG/+uitZfdp+i4NMbCRGyLR9Yt5hvPvXZN57Y0jbtmd7N5VicKhalpGFI7RwR2fZ+i52DKc4ceUghGC7lrOu97TX1znP/wN1/E9xWm9d4MoYQQhA2LZbUt5N0yrvK5pXk25mXyiczw4aWmKcbnf/9BymddCEJgBQw0XePOz29k0ydumg7NsIKV51U4FuRX/+CTAARClfGeGTDZ+PHVrN6yBN9XWLaJZZsVcSIe4p4vbCbRGKuEjlTLKq6/fyUrb68kqjYsHcM0OLjjGIO9Ixe0s21OEz2ruvjk79xDqVgR/i3bxLB07vvVW6cdSHXNCb747x9BNzQe+6unWXbLAlbetohirsRjf72Vk/vPsGTjPB78jS341ZVcISthKEJAx/xWrKCFEHD3F25BSoFuaCy9ZQE9q2bjOS5S1wgELTRN0rOyi1nzW3DLLlKTWNVrW7S+h3mrZp8XRjLDRwuB1CT5XAnfV4wVcozlc8yJ12BpOntGh6i3g9TYb+/Wq7GD/PbKyu/vgfHK/bGsvpnfWrGGGvvcPEm9yUmOTU7QFAqzqK7xulyJoWtsWj6HF17vZd+xQb7z1G5++OxeZFWMKDkOnqdYtaCdLWt6+Lsf7eD1IwMAzGmrI50r8s/P7ScRCdLVUoPr+bzwei+vHT6DoUkWdF2fdl6MGXHiXUSXOnc0bCBihJFCsiqxhDqzBiEEi2JzqTFjjJYmEAha7Ea0qkjh+A5Fr0R3uIOOYCumNGgONPBQ27305wfx8KkzE9iaxYLoXIKaTdrNsjA6FykktWYNslrCMmHGzmmTIXVuqV9LZ7CNKSdFQAtQa8Yxqrkpzm6/ODaPOeFO0k6W8ltCJs5ia4FKTgUqZUgXRLqZFWpBCsni2DxqzBhjpUkWRufSEWrF0ioP+7gZ42PNW4gb5w7GE2acT7Xfz0hxnLAeQpcaHcFWPtV+P53BNhSKT7U/wKxgCwHN4pNt9zJWniRmRFhds5SoEUEgWFe3Ev08B4ghddbXraQ92FypYCINWoNNZJ0cRf/CFd6AZrE4No+oESbtZKkx4yilCOk2USPMQ613M1AYQaGot2oxZSV7e1Oggc+0f4ywEcSU1dVXBEEtwLraldNtqVRVifBgyxb68oO4yqXVbqIhUEdffpAmq56F0bmVhFO1y2mzm5BCsqn+JjpDbUyVUwQ0i1a7UoFiTngWdVYCQ17sdq5MnEfSX0UTIRCSRPDjSBFGl/Fzkkoq5ZEqbCVdfJ6S28dA8k+I23ehyTiTuR/i+WmE0IjZd+H7eSZy38f1JxDomNqsSt4JIbCN+Yxnv01t6NPVFWC9cq6zDh0ZqzoQDMay30IXUUCSCN6PUg5jma+TKe2sruBLakIPURN+hMnco6SLL6DLmqql/8Lr9VWRiex3qqERFjWhh9FlnEhgPWOZrzOY/DOkCGDpsxDCrH4GWrVdUaSouD6ShacouX2MZb5OxNpAxN5I1L6Vscw3AJ+wtY6A0U2hfABdxi5ox8U4e/yA0UPYWkum+CI1wUcou32Mpr+KEBq2uZSEfS+Z4nZypcokMWStRNfqiNp34HgjDKb+HClMwoGbCZsrCRhzGcl8DUNrqFTcqLpANBnnrRNmQ6unJvwIqfxWkvmnMfUW6sNfqH43lftTChtNhrmY2KJwmco9TtnrR6CjVT9XKYKM577DUOo/I4RRrUJSU73m8HTSyLP9MWgsJFt8icHUnxG378TSZ6OJKIasRVGJ/bX0diKBDaQLz5Mv70fKCJqotEuT8XNcEUIIakIPM5n9PoPJP0GIALXhTxHQLybcCYTQmcr9mEyxEvpQF/5lpAwhhTX9vibjON4YJfcMIWtlNazmF4A/nR/jrf3DMjrQZXxa4NBlHCkMaoIPMpH7AYPJP0UIi0ToQWyjh7C1nvHst0EIAno3deHPVfJtiGsXKYQQbGrppC0c40w2BUBPvI6W0OWPWRcNMas+wdBUmr94/EVaaq6uDUfGxxBC0FNbh1CKwxNjbO09QdAweHj+Qlojb1aksfVKXPjeiUFW1rdhCEnZ93h55DQ11nuX1PKdoGmSeO31t7FeCfsmB3lltK9i/TVtPt6xGPM6xSfP8MFBCEEgZE3nmngrhqVjXEQ0E1JMOxXeim7ohOMXbq+AQMgiWtxCXowAACAASURBVHNuXz8rYJzF83x0Q8O0LpzQa0ZFnLSC1rQAcJbAW15LTRKM2Dgll0KuiGWb+J4iOZbGLTsEwgE0XSNyCaeSbrzZ/rceV9MkoYskyz17vvMxTB3DnJkWfRhxHY9cplipuFFwcB2P5ET2gu2y6QL7Xz1JNB5ESslzfSeImBaPnzhC1AqwqrGFoHFl4pUUgvm1Dfzhpi0MZtMAtIajxAMX9r32aIw/u+0e4gGbztj1cU4IIehoTvDlT2/iG4/vZO+xQYplB89zkVIQDJisWtDOrz24jllNCVrqory4txfT0Nm0Yg4/33mEx36xn1NDkzTXRvF8n+NnxpnK5Fna3cLS7utffn667efHbr1P3BCNmOFcHN9l29gOTuf6L3hvaXwBKxNLpjPNftBwfY/tE7s4ljl5wXvzInNYX7fybV0o7wZ9+UG+f+Zxvtj5KWqt61PC0vUnUaqyaiGFhSYjVBIhpqvhCPr0tr7K4KlCJSRCCKSIIoWO56fxlVvNsRAFROVvlKuhAiGkCAA++fJBJnOP0hT7MobWgFIunsqiiQhCaNNlTX0/P73SL4VZbZfA9VPT7RXCqE7+K+dTOEhho5RHrrx7eruzTE/QAYFZDWvQUMrH8zMoighRCT2ohGbkp9tVEV9MUApPZaol0ipJIDURRuFUnRIVoUFgonDwVQFNVCZgnp8jV9pVzfvwJrpWg6V3VgUKE98v4lNGE1GUKuKpLKAqLg8RxFd5fJWrtvPNCb6vCvgqW/3MwtPX4FddK6DQRATw8VR+ul1v9ge3+l2Wq30hhqcySGFX21XA9VMUnDdQqnzeNdRh6e2cjcc421aEqH6XuapoEZ3uU56frfQPGXxLG7zqd1Ge7jeen0ZWK4T4fg5NRlG403lHKsKBVtlWZarnNt5yTL/6nRWhmisjX953kf7RiKm3n/N3XcarLgpR/Zw9PJWlUD7MVP5xWuP/FlCMpL9KwOgmbt99Qf94sy9VwmgqfdxGoOOrHL7KA/It/aZcvTYPIWw0EUGpUrV/h68q7lkpxXgxT0g3CBomCjiZmuRUZormYISeeN1lk3cVHZepbAHHdRlJZWmMR5h1fuasy/C13a/SEolw/9z5DGbS/MlLz7OwvoFUqUTMsvj1Faunz+/6HtuGenn05D6a7ChR02KskCPjFPnS/LUsrX33BjsfBn506gBt4ThzIrVIIYgY731yzhk+/EwMTfHc91/hjs/dTLz+8mLl280hrvZZNnRylJd+/BqTw0kCIYv5N81h+eaFM26GGS7K2f73dv3sTO8Y3/iLp0gn8wz3T5LPluiad2GJ+Uwyz/hImgc+t47P/uZtfPXgLjpiCXYMnmFxXQMdsTgrG1sIXaFAcbXXcZbr+Vz3fZ/JdJ79x4c4enqUdK5I0LZYOLuJZd3NxKPBSmi971MsuxVB0dA40jfGf/rmsxzsHX7zcwZaGmL8q89s4pYVc9CvXhy/ogubESdmuCSVTK0X/2reLmfDjc6Nem0DhWF+PLCVz8568ALXy42O5+eZyv+IQvkwUfs2ooFNF6n4cH1wvSTZ0isXTKANvYWgueQSZSTffTw/S7a4A1+dm71Y1+qq5S2vT6KjdxPPT5Mp7kCdFyJiaI0ErWVVoeDG5nr0D8cbZSzzraqwINBEmNrwp6oJYW8cyp7H1w6+wh1t3cyvaeBUepK/3LsdW9Mpei5fXLCKZXXNl9y/byzJD17ej68UqXyBOU21fPG21Zfc/nz+dPsL3Nw+i5vbZvHT40d5dbCf31+/iWSpyF/teoU/uOX2c1b3Pd/neHqcI6kxck6ZhGWzKNFEayjK4eQYbaEYUfPGv0/eS5RSPD1wlD0TFctteyhO3LS5s63nsqViZ5hhhhk+zOyfGqTWCtFsR9kxdooVtW0EtAtDfnOZAvtePcmxA/289PRBkhNZepaen8hVELAN5i5u444HV1BTH+GF/tMMZtM4vo8uJYaU3NnZTew6Ja08H6VUJafcDbDwq5Ti8OlRntl5lMOnRvCVYnZrLbeu7GZZT+s5yTWvgiuaXM34l2a4JB90AeJy3KjX1mjV8fmOj59TYeWDghQWMftOooHb0bWad02YANC1OPHg3e/a8a8VTYaJBbe83814R2gySjx41/vdjHfE9egfuqyjIfolfD9LJZwkjBTvj53/cvhKcSaTImpaeL7P1r7jzInV8Ms9K3i2/zg7hvsuK040JcL88uYVKGAinWP7kdNXdf66YJAj4+NETYsX+k5xz5y5BA2DTLmEd5EKHJqU9MTq6YnV46MqaX2rz+LnBo9zd/v8GXHiInSGE9QFQvhKYUiJISspkWeYYYYZAE73TTA0kqKpIUp7Ww2a9v5PcN9NJko5Xh7tJWEFaQ3G2T1xhsWJ5ouKE6GIzbrbFrDy5m40TePAayf5N3/0qQu2k1ISsA2ManndVKnIYDZDrW1jSgNdvjtPXc/3GSvkOJmcQpeSm5ovXQHnvUIIwfyOBjqbEhRKlUTplmlgW8a7XrFqRpyYYYYbCF3qxK5Tcrz3GiE0DK3u/W7GDDNcF4SQ6CIGV5hT5P1CCNClJOc6nMkm2TM+yG8tXkfcCtAcinIiPXnZ/aWQ2GZlMOcEAyRzF69Zfilu75zNt/bt4X/uGWZJQxPr2toRQjCUzdIQDCGorMC8VQw++2/tvGFeyXOnkw/P8CZCCObFG3h1tI/2cJzGYJRtg8eZG61Du4oKWzPM8GFEKUWhUMb3L7TGCynQdYmhazfkgtT15Kdb9/PoP+/ioQdW8r98YSP2hzwUpuy5OL5H2iliFbOsq+/CvogwcRYhBFbApGteE0NnJojXvP1iQ0s4QqZcIlkqMlEokAjY+O/Q63/Wte34HplymYPjI2wfOMPe0SEOT45x3+x5N4Q4AdUqbQETO/De9qUZceI9RCnFVKbA8f7xC97TpKClLkbzNZZmUQqGJ9KMTGaojYVoqY9eNs74o4hSUCiVOTk0iQA6m2sIvsc33AwzXC8c1+PomTFyhQsT1kaDFnPa6q7VdjfDBwhNSBbUNPC3B3cCgvmJembHKomXx4s5Isblw3D6xpN8q1qhQwjB+nkdV3X+WbE4X16zjqLrErMC0+VB59XW0RGL059OEbEsau3gDTM5UErhlD1SUzmK+RLlkotXrQIQjQdpaqt5n1t4cc7kUoQNi3o7zPH0BGsbru67mmGGDyOFQpk/+KMfMziUnP6bEALL1KmtCdEzt4m1q2czt7sR6wZLeHm6bxzPU3R11t0wz8cPCs3BGJ/pWkVAMwjplbH8lXyGS27qoq2r/orOkQjY1AVDpMslck4ZQ0r8a8xEUMkB5zOSz3IyNcXOwX5eGjhNXzpFqlTE8X0Cmk7UvPFDZ99tbqy79CIopXA9f1oR1TSJ/gG2Ku05NsC//eufcH66g4Cp82sfW8cX719zTcfN5Iv89x+8wPN7TrBkTgt/8KW7aUhcvnznRw3f99m+/xR/+u1nkELwrz97K3eumfeu25M+qiilKsVC/cr9O93nReUHRBMCKW/M8JoPAulckT/91jO8cWrkgp/KlfPa+H9/835qYx+88KAZrg5NCD4xexGzInEEsLzuzWRds6M1LEg0kHFKhHRzulY5QK5YZmAyhVLwyPollWNJQci6uoGRFILERbKPBw2DoGHww8MHmVdbx8b2938i7Xk+yYksu144ypF9Z+g/OUY6maeQK+GUPaQUbLpnCb/x7x64YF+lFJ7nv6WUoUTX5Xv6/OqMJHhm8Bjbhk4QNiy0mWfnDDPg+4rh4RT9A1M0N8WwbROlFJlskTP9k+x87SRPP3OQz396LffeuQTzBhEoSiWHv/3GCwD8+3/3IPrMYsJVk3KKlHyXV8dPo1Bsaux+2zw8kViQSOztS4ECvDLUz/6xYZrDEXpq6jCldsXP3bMOCdf3SZWK7B4ZYudQP6+PDHJ4cpycU0ZQcT42hSKsbm5lTVMba1uur2tCKYXnK7L5EkPjadK5Iq7nXZHEsqiriUT0yj6r68mNcYdeBtfz+eNvPsOBk0MYmsZDm5fw0OalH9gJZUtdlHvXLyCdK5HJl5hIZhkYT73j46ayBU4OTVIsu5wcnGAqU/hQiBO+UuQLZcquSyxsvyM3iOv7058NwMmhSVzfn6kV/y7g+4rRqQyHT4+y59gAvYMTJDMFPM/HtgzqE2G62+pYPLuZOa211ERDH9h7+v0iYOpsXDabptoo6VyRTL5E38gUhZLz9jtfhmLZIVcoE7atG26V6Z1Sclyy+RLBgIltXdr++f+z995Rdl3nlefvppdz1XuVcwCqCoVQSEQgQRKkSIqiRUpWsqW25HaSvRym7elZs9ozs2ZWe9asNe1Z3T0eW+5uW25ZsoLFKFEECGYQORcKqJzTq6qXc7r3zh+vUESxAgAiEJS5/8JCvXvuOTece87+vm/vTxIEQcCmGHiosmHF3zaVFNXI/+PFY3xj4zZKTB8sMuajCV473082X8AfiVNqt5LO56l0O/j2k3vuWf/vBXRdJxnPcPTQZV5/4SwTw/Okk9kVQQJRFEjGM6u2kc+pHH7+DEcPXUbXdWqby/jmn3zmphe5dwKb3OV4jBbShTwVFsenYpif4lNcB1kW+Y1f38fWzhp0vUhGTkwGeenVC5y/OMEPf3KKxnovm9qr7ougiH8uyvRMhMqK+7t08H7GUGweSRCZSUXJqgV2ltbdcF7UdR1N1ZFkcdn/pZJZMqkcNocZo6m4PnimaSNP1Dcv/U4QhBs6dei6TlZV8SfjjETCHJ0a48zsNDOJGNFsBnXxw1NqtrC/uo4DNQ10esvwWqzYDcZlQYTbha7rzAZiHDrRyzvnhgnHUhRU9aZLU/79tz/LzvbaO9afm8V9v/Ic94c50zfBbKBo4XeiZ4yDO1tx2T4ZnujXoyguUsb//ltPAUUBlNdO9PJ/fe+N227b47Cysc7HbCDGlpYqvK77T7jtoyCTzfPjNy8w7g/zJ185gOc2GDxZEtlQ58PntqHIEh2N5Z/oLJz7Ebquk80XOHZplJ+8dZFLg9Ooa8yCb5wZwGSQefahTn732b3YLJ+mst0KrGYjv/354iZS13Wm5qP8+d++ytWxudtq91j3KIdO9vG1x7vo2nB/1D3eKZzvm+Kl9y7zzP4O9m9p/Li7c88QzCRXiFM2lHn448/t5+rUHP3TCzyzo41MvsCP3+++6/3RdJ1gJslUMspGl29pMbnDV4vbeGc3+7quE16I80/feYu3Xr5AOrWyDOpmoBgknG4ro/2zJGIZpkYX2PdYB137Wu5of9dDb2SeCouDevv9WXbyKT7FxwlBEHC7LJSXfbDZr65yU1dbwv/6Fy8zPDLP+UsTbGgpX5E9cb17m64XtXyub3ctfPi44u9X9uvDv9d1GJ8M4Z+PUlHuRNdZpplx7ZDVzn19G8v6uWYvV+/rzY5xtWOv7+PNtnE3YFNMnFoY5aGyFi6HZ27qmGg4yTs/v0TX3hZqm33ous744Bwvf/84c9NhOrrqePprD+B0W7EZDMCNyQgougAGUilO+6c5MzvFWf80g6EgOU0FQBFFWj2lpPJ5xmMRHq9v5s/3PnzHbUmv71cgmuSvfnKUt88NLZUu3gryBfUu9OzGuK/JCU3TOdc3SSiWKopqAVdH/UwvRHFaTfcF83k7kEQRgyxxk84q68JqNvAHX9zPrz+xHZfN/Ikkb1ZDLJnh9VP9pHN5svnCbbUliSK72+v46z/7VQRRoNxjv6MM5aeAZDrHj964wI/fuEAkkUYUBco8dqq8TipKHJgMMtFEhulAlPlwnGQ6R2WpE4NyX09F9z0EQUCRRcTb1JlRVY33L41y4vIYT+zeeId6d39A1TROXhnj2OVRdnfc+0jA/QpREJgMROmZmCOWzpDO317mzc3gQmCKH49cYjYZ4y92PUU8n+VycJYvNW254w4UyXiG7/2/R3jrlQvkcx8stERJwGwxohhkUokMuez63xdBENiwuQZfpZtErEhQXDgxxNY9zfcs68ufjiMKAnalGF0ziL/8In+f4lPcLiorXGxsLWd0bIGp6RAFVVvabuo65PMFhkbmOX5qmP6BWZKpLHa7mc0d1ezf00JVpWvVkgtV1ZiaDnPi9DBXeqcJBhPogNNhpramhM2bqunaUovlusDL1b4ZTpwaZmQswOjYAqlUjovdk3z7T/5x2VZgU1sV3/rGfpyOD9byuq6TTOU4fXaE46eGmfVHMJsNdLZX8fCDG9Ysky1mkaiMTwQ5dmqIq70zxOJprFYjbRsq2fdAM431XhRl9YyDQkFldi7K6bOj9FydJhCMk8+r2O0mqivdbN9az+6djWsefzfR5amm3urBa7JRbXVhlm680e/vnuTQT89QVV9KbbOPdDLHD7/zNlfPj1FS5uTVH53Cajfz9Fd3o9xE9mi6UOC9yVHenhjl4vws/mSCWDaDIkl4zGaq7U52lFexr6qWeqebv7lwivFYBEkU7qrjUkHVeOfcEEcvjKCpGj6Pjbb6MmrK3Rhvcs1d7XPdtf6th/t6RxBPZTjfP0U2V6CytJi6vBBJcmXEz4ZaH7L06Uf5epQ4rb90NebD00EC0STWO6Q6bDTI1FV8GnW6G8gXVF49fpXvHz5LMp3DbFR4bGcrzz7USVt92ZI4o67rpDJ5ekZmGZ4OcKCrCcPH8FH7FCuxEEkwNhta1QLyk45IPM3wVIDCR4ge/DKjwedhU205b10ewqjIfLZrw10/5zszw3yhvpMj0wOomobbYKE/unDHvd0LeZU3X7nAe7/oXiImFIPExi21dO5ooLrRi91p4fnvvsfFE8M3bM9b4aKyroTRfj+FvMrYgJ9ELI3DdW9KO8ySzKsTvZSZbbiMZp6uaccg3f9zZ07N0x0dodVejUP5eNYoyUKaU8FegtkYW93NtNirlyKenxSCJ5CNMpVaYIu7CeEjbGpWG6+u64yn5shpeVrs1eu2+0m7XtcgCAI2qxFBEMjn1Q9C/0C+UOD1N6/wD/90jFAoSYnHht1mwj83x5lzoxx56wq/+5sPs3tn4woS8krvDH/9X9+if9CPw2GmxG1D0zQmp0OcPDPC4Td7+Mv/8ys0N/qWjhmfCDI4PIeqakvZG4oi4XSal11Xm3Vlen8yleMHPz7JSz87Ty6vUuZzkExl+ecXz3LyzAjeUvsa90bn6PFB/us/vId/LorLacHltLAQiHPuwjhH3rrCb35jPw8/uHEFwaBpGsdODPHdHxxjfCKAIAg4HMUS6+HRBc6cG2PGH2XL5pqPhZwwywaqFsUwZ1JR3AYL8g0cjGbGg0iiSH1LGQBXL4wxfHWaL/3WAR7+3Fa++5evceqdXh55ZivOmyAnJmIR/ujNV8mpKpIgUG13sreqlq2+CraVVbCp1IdZVpbujVG+N1vvRCrL8UujZPMFaspc/NnXH2VnRw3yJ+Cbcd+SE7quMxuMcXlkFlEUOLCtmUtDM1wd9XOiZ4yn97Yj/5Lb5PxLh67rdA/NkMnl7xg58SnuDnRd5+qonx+8fo5kOofRIPP1J3fwtce3YTMbV9gIWs0GdrXXsmNjzSduofPLCl3XmZgLMxu8fQ2c+w3Xvidj/vDH3ZX7DpIosqGqFJ/TiiCAcocXLk6jCYuyXN9DEkUKukZeVUkWckwmo1jkO6sBous68zMRDv/07FIph7fcyRe+9SD7Hu/A43Us1Ry/9cqFm2pTFAUaWss5+WYvhYJKwB8lvBC/Z+REp6eCKquTrKqSVQt3PfNP0zX6YpO8t3CJpJrBJpt5tmo/ZSb3LbWT11VGErPUWHwfGzlxOthHb2yCPSXt2GVLsRQuvUB/bJKDZV2fiO9QPJ9iLOlni7vplo/VdZ2e6CiqrrHF1bQ0Xh1YyERIq1la7OuX8UXyCY4HevhsxQOfiOt1DQVVY34hjqbplHhsiIvlvLquc+rMCP/4oxNoms5vf+shdu9oxGiQSWfyvHO0jxdePs9/++/v4fFYaG0uXxp3Pq/y6qFLDI8s8LmntvDZz2zGYTctZTeMjC4QT2Qo8y134Hv4wY3s3tmIpum88fZV/vbv36W1uYw/++MnkK4rM1YUCat1+br3xKkhXnn1Alarkd/+8gNs31qHJAn452K88LPznDk/Rv5DGca6rnO1b4Z/+P4xotEUv/6VBziwfwNmk0I2W+DkmWGef/kc3/3+MRx2M7t2NHzwbOg6Fy9P8t++dxT/XJT9e1p46jOd+LyOoj5PMsvAkJ+a6pJ7bjUJ0BOeQdU1eiNzyKJIb8RPs92LUVp/a5tKZBAlAVeJjWw6x8WTw1hsJvY+1oHNbqK5o4ru06MU8jdf0nCN7zJIMjUOJ7srqnmgsgafxYpBklfWwNwDZHMFJuciGBSJx3ZtYGdH7SemlP2+JSe0xc3OQjiB02aia0M1mqbROzbH0OQCE3Nh2urLVj1WVTXOD0wxMLFAfYWHfZsb0DQNf6go0BeKphAEKHVZ2VhXhtdtW/MjPzkX5tTVCSRR4OCOVhxWE7Fkhr7xeWYCUXL5Ag6riYbKEhoqSu5ZBFjXdV4/1U8gmlzxN6fNxMEdrR9J8C2ZyTE+G2JqPkI8lSVfUFFkCafNTEWJg7pyN1azYc0Pk6bp+IMxxv0h5iNJ0tkcoiBiNRuoKHHQXF2Kw2pa8/zxVJa5UJzZQIzZYIz3Lg6Ty6sk01leeu8yDsvKYzsaytnaWrXi/3VdZ2QmyMme8RV/E0WBnW21NFeX3sLVKWYHTMyFGZ0JEklk0DQdp9VEbbmbpqqSdcsThqYCnO+fxGo28khXM2ajQjyVpW98Dn8wTjqbx2iQKffY2VhfdlOlS7quk0znGJoKMBOMkUhm0HQdo0HGbbdQWeqgpsyNySDf1cVELq9y+FQfs4EYoiDwSFczXz64Ffsq9+saBEFAWif7Sdd1MrkCI9NBJufDxJJZJFHAZTfTVFVKjc+17GN+PTRNp3t4hisjfqq8Th7uai7WuUeT9I3NE4gmyOVVLCYDNWUuWmq8WG/i41q0A04xOBlgPhwnlcmjo2M2GvA4LNT6XFSWOleNIKSzeY53j+JftPvdv7lhTZ2NWDLD+5dGCMfTVPuc7O6ow2S48wKOuXyB+XCC2WCM2UCMk1fGi2V0gsD7l0aYC8VXHON1W9m/uXFNG15N05kLxxmfDTEfTpDO5hEEsJoMlC/OAc51ys4GJuY5PzCN02bikW3NGA0ysWSG3vF55oIxMrkCJoNMWYmDtnofTuvqbeULKvPhBHPBODPBKOf7p1gIJwA4fXWC9Cpp/B6Hhf1bGtZ9bn/ZMBWM8oP3LjAyF8Rjs1DutvOnv/LQLbeTV1UuzfuZikaXBL+cRiNPNbeuiO4fqGjiZ+NXOR+cJpxLY5IUvty45Y6M53oM9EwxOjALgKxIfOFbD/L0V3cjKx+9HKKitgRREqAAkVCSeDR1J7u8Jq5FraeSUcbiIcyyQoe7DG4QJbwdZLU8R+bOstnZyEZHLcFcDJtcfN8G41P0xSZwGmxsczUjCiJXo2OoaMxnwjTbqmi115DT8pwI9KCIEqbFlGtd15nLhrkUHkJDp8vdis/oIpiLMZ0OoGoqU+kFNruaqLWUrVif6bpOWs1yLjxAMBvDY3TQ5W7BKpkYTEzRH5vEoVjZ5m7BJCocD17h7fkLiILIWMpPlcXLUGKa1/1nGE/OEcknaLFVoaHTYq9mJh0gVciy0VHLYHyKEqOD4cQMoWyMcnMJW11NSILE1dgYVtlMf2wCs2Rkb+kmAC5HR5hNB6m2eOlw1mMQV87duq6TUjOcCw8QysYpNTrpcrdgkU3MZUJcigyTLmSpt1bQ4axnOr3AxcgQPqNrKbtB03X64xMMxKfwGp1sc7eQ1wr0xSbJa3mCuRgbHbU0Wivpjgxz2H8GHZ2hxDRd7hbqLGVcjo4ykZqn3Vm31G66kOVCZJD5TAS3wU6Xu4VYPsUbc2c5Hx4kpeaoMHnYV7rpvicpNE2nt2+GvoFZFEWko61yKYsznshw6EgPoXCSr3/lAZ77XBdGY3GtpOs65WUOorE0h17v4bXXe6irKcW0KJSYTueYD8SRZZFd2xvY2Fq+bFPf0lSGjr7i2bVYDFgsBjRNx2otfv8NBgmP27quW0cuV+CNt6+STOV49pkunn5yM4bFeayq0o3FbGBsbIGZD1mLpzN5Dr3Rw/RsmKef2MxXvrgLq8WwNMaKCif5vMr3f3SSnx+6REd7FbbFfiVTOV57/TLTM2Ee2NXEH/3+Y5R6inp2147vaKsEhI9j743XZKM/Nk+pyUaZ2c5CJnFT/VAW11K5bJ5YOMW59wfY+dBGnB4rgiigGGQKBXWFYPJacJlMPN3Uyvm5GabiMY5PTXByepJSi4Wtvgq2l1fR6S2jvcSL/R7ahKq6TiqTw6jItNZ5PzHEBNzH5EQ+r3Ls8hgApU4rHQ1F1fEX371MJJHmTO8EG+p8q5IKBVXjnfND/OTNizywqY6tLVW8drKXl97tZjYYI5leXCybDdSWuXlmXwef2b0Bi2nlpntoKsDfvnicbL7Axjofw9Mq3z90ht6xOaLJDAVVw2SQKXVa2be5kS89uoVqn+uuT9g68MK73VwemqGgacteosaqEh7YVH9L5EQ8leHUlQlePX6F0ZkQkUSabK6AqmlIoojZqOCwmqj2ufgfvnqApqrlm3pN0znTO8HhU32LBFCSRDpLvqCBAEZFxmE1UVfu5gsPb2Hf5gZMq6RLfefFY5y6Mr7kPnAtBTuWzPL3Pzu1at+/+dmdq5ITAP0T8/z1C++jqtoyYUZFlvi3X3/0pskJVdUYmg7w/NuXuDg4zUIkSSabR9d1TAYFt8PC1pYqvvToFlprfatOAldG/Pz188ewWYy015cxF4rzozcu0D8xTzxZJIJkWcRuMdJUVcqXD25jT2f9oi7JchSFJ1WOdY/w8tEeRqeDRJMZsrkCOjqyJGExxvSn/wAAIABJREFUKjhsJmp8Lp47sJmHtjXdtUjb9EKUU1cmAPB5bHzhwGac65BQ60HXdfIFje6hGZ5/5xJXx+aIxFNkcwUEQcBsVCjz2NndUcdzBzqp8blXpFtqus7x7lG+++ppNjdXsrOthncuDPP825eYmo+QSOeKaZWKhMtupr2+nK8/uYP2+rJVCQ9d10lmcrx2vJdDp3qZCcSK5F2+aMdkkCUsJgW33UJDpYd/9dRO2urLls0DyXSW59/p5kzvBB0N5XQ2VaxJToRjKX5w+BwDkws8tLWJzU2Vd4WcePfiMN/92SkiiQzxVIZMrrA03lePX131mK0tlWxtqVpBTmiazvn+KQ6f6uPqqJ9gLEVikeBEKF4jh9VEbZmbZx/q5MC2JkyrzFGXBmf4/356lFKXlU0N5Yz7w/zkzYsMTi4QT2XIFzRkWcRhMdFcU8rXHu9iZ1vt0oLzGs72TfJXPz1KNJ4mlsySzn2gpfDm2UHePDu44txtdT46myo+keSEruuouk4gnSSrqVRZHcU0U1Hgqy1bcBhXH1M4mabO66LcZePzuzp44VTPRzr/2+OjvDrYT43DuWS1VmqxYJblFS5LmzzllJqsPFHTiqZDhcVOlfXOK9ZfPT/ONb+01s5q9hxsvy1iAsBdaluab9LJ7EcW2LwV6LrOS+M9zKcTmCSZUDbFN+t23nW3DgEBk6iQ0XIYRYU2Ry2SIDGSmOGtuQu0O+uYSi0wnVpgv7eTfxw/wgMlbXiNLl6ZPsav1T1GudmDx+jk7fmLdLlbccgWQrk4/zz5DnWWMkRB5KWpo3y19iAz6SA/HH+DR3xduA12JGHtiuwzoX56oqNsczej6hqarjGUmObw7BnanXXMpAPMpgN8vno/1WYvJUYnBlGm2VaFRTIiIuBQrLgNdpptVZQaXbwxdw6LZOJE8Aq6rlNidHAs0MOTFTsp6ColRieng73ous4WdxPvzF/EKCp0uhoRERAFgZPBqwzGp2i2VXEicJWMmmNXSduKkiUdnVPBXgbiU2x2NaLqGqquEc0l+OfJd6g0leIzuZc2uHbFioDAyWAv+7xF69/++ARH57vpcNYznJjBnwmxxdXE34/+goNlXThkCy9Nvc9vNDxJidGBVTZhlU0026pwKlYEQaDE6OB0qI/LkRHaHEW73/PhQS5EBulyt1BY7JdNNuE2OLDLFlpsVTiUe28veCPous78QpzxySCaqhGNpbnSN8Obb/cSCCbYs6uJzZtqlt7f6Zkww6PzlHhs7Oiqx2hUlglRWi1G9u5q5ujxQS5fmWIhGKemqlgWbLEYqChzcvnKFK8e7sZmM9FU78VmMyKK4mI7d269NeuPMD0bwWxW2NlVv0RMXOtrfX0pDfVeZvzLMx+DwQSXr0xhs5nYs7sZq8W4bIwmo8KOrnpeO9LD0Mg8k1Mh2jZUADC/EKO3bxa7zcSTj3VQ6rGtyIL9OMmpMrMDm2JEESQMkkyZ2Y7lJjQn6lvLOPJSnld+cJLwQpxkPMOuhzciKxL5vEpoPobVblo3eLasHxYb/8f+x5hOROkNLvDe5BiX5v0E0ikOjw7y5vgwpWYr1XYHW3wV9IcCQDHb4ib5j48ESSxmKWdzhbuobHF3cN+SE5PzEYYmFwBorfVR6rLSVFVCeYmdibkI3UMzxJOZdSNwAP5gnO+9doYX3u1GAOrKPRgNMpF4msm5MJeHZ5nwh0nn8nzx4S1rWuels3neOjfEexeG8QdjVPlc1JV7yOaLaTMTcxH8b19iLhTn33ztYco8d9fGUwCefaiTba3VJNJZ4snMUtTzVhFPZfj+obP89O1u4qkMug52i5EqrwuDIpHJ5glEk0wvRLFbjFiMK1/+vKry8tEe3jo3iKZpOK1mGipLsJmNqJqGPxjDH4ozH4ozNhtCkUUe2royNdHrsrGhrlifp2k6FwenCUSSmI0KO9tqMRlX3p+WGt+K/7uGDbU+/vXnHiCRzpJIZxmdCXFxcPqWro+uw/mBaf76+fe5OuZHAMpLHLRUlyIIAoFokpmFKL8IROkbn+OPvvQQuzfVrUkEJNJZDp3s482zA8wEYlSU2Kn1uUFgKWMkFJ0oui8YH2f7xpoVm29V03n3/BD/8cfvEowmsSwSbQ5rMa3wWgbK5FyEcCzFI13Nd3Vy6p+YJxwvPnvNVaV0NJZ/5I+Wpuu8eXaA77x4jNlgHFkSqPa58DisFFSNuVCMkZkgozMhRqaD/P4X97GxbvUsKoBgNMkPXz/PT9/pJpHOUuN10VRVSq6gMjUfwR+MMxdKEIwm+Z9/47EVxBtAJlfgx0cu8IPXzxFPZXHbzTRXl2I1GSioGpFEmrlQnJGZIIl09rbtPO8VbGYjTdWlaLqOrsPUfITesTkEQWBzc8Wq81h9uWdVoqSgqvz82BUOn+pDVTUcNhP1lR5sZmMxmyJUfLbnwwmGp4MoisSj29d2Oogns7x67CqHT/czH4pTUeqgtty9ZI3lD8UJRpNMz0f5X37zM2xtWW4PZzEqNFaWoC2uAPyhON1DMwgCtNWXrSr0VFXq/ERbjJ6bn+b7/RcIZlL81YFf4XLQj6brPFy1tjOJzWTAZTUzH03w6rlekpmPttm+ujDPk00tPFrf+MHid3HD9mFcDs5SbnGwy1sUJp1Lx7kUnGGHt+YjnXstTI8HrnWEprZKPD7HbS+mzRbjUopuPl+4pdTf24HbYCZdyBPLZUjmc6QKeZwG812d1w2iwuPlOzjsP8NgfIoN9loe9HZyITzEQjZMMOsmo+YYTEzR4WzAqVjZU9JBrbWM/tgE/kyIWmsZTbbKZZvZmXSATCHHI75tmCUj3xl6hcHEFIoo41Cs7CltxyabEVh78yMJIvFCClmQ6XTWYpGM9ERGqbZ4edC7hUguzvfGDhPIRmm2V1EZLsEsGdjsKq47bLKZGouPnFZYKnMoN3mYzQTRdR27YmYyOY9JMlBm9BDJJZnPRsioOWYyAbbQRF4rsM3dwgMl7UDxeT8euIJNNhPOJ0gUUlyOjrDV3YxZWklEi4jE8ikMi8SPRTJxJtSHgMgTFbuWxP1EQcRjsNNgq2AiVXRj0nWdM8E+Qvk4gVyMjJpjID5Fo7USj8HO3tJNlBvd9ETHCGQjtNprKDd5cBnsy8o6qsylVJlLSRbS111bgUQhjSSIbHI2YJctCIJAg7Wc4cQ0m113L9BxOygUNP7qO28iSSI6xWtUKBSDEA/ta+XXv/IAJR7r0tjDkRShcJLGeu+iXsPy9gRBoLLChc1qxD8fI36dzbAkiTz95GamZsKcPT9O/4Cfrq117OiqZ8umGsp8jjUzOz8KFgIJ0ukcbpcVh8O84r0wm5RiycqH1oqJZBb/XIwSj5WqSteqYywpseF2WRgdDxAMJZb+Fo9nmF+IUV7upKHOe19myYSyKeyyEYMkE89lcBss3Iiy3bS9ng2dNfzkv76DwSjz2a/spnFDBYIgkE5mGbwyQ3W996bEMKF4DR1GI3aDl1Z3KU81tDKXSnByZoqz/im6F+YYi4SZTca5MDeLvkhJ9AUXeGt8mK1lFVRY7StI/NuFUZGp8bmZC8aZXvhklevel+SEpuuc7Z1YTC+GXe11RYsgezE6PTFXXEBPzkdw3CD1fWo+wj+/dZHdHXV86dGtlHnsGGSJRDrL+f4pvvfaGWYCMX505AJNVaXs7qhbs63n376E123j3379IB2N5VhMBgqqythMiB++cZ7TVyc4emmE5upSvvHkjlWjgncKgiDw1J42oDgBJ9JZ/vQ/v3zL5EQml+eFd7r50RsXSGXyVJY6eHJPGzvbanHZzMiSSK6gEoql6Bubw+uy4VnF192oyDyxewOZbJ7dHXVsqPXhcVowGRQ0TSMQTfLy0R4OnehlPpzgxXe62d1et4IM+rXPdC1lOOQLKn/+t78gEEnispn4wy89uOpmaa1UJUEQaKoqXdpsFlSVQyf7bomc0HWdcX+Y//LSca6M+nHbzXzx4c0c2NaM01Z89mLJDOf6p/jh6+cYmgrwNy8eo8RppaWmdNVnM5XJ85M3L2IxKfzes3vZ01m/VOoyH07w4rvdHD7Vx0wgyovvdrOpqWLFhimezPDTty8RiCZpqPTwe8/to6mqFItJQdeLFqzBWJKhyQBj/hAPdDbctQ+LrusMTwdIZ/NIokB7Q/lHdt/QdZ2LA9P83c9OMhOIUVvm4utP7GBzSyV2ixFV0wnHUrx5doCXj/Zw6uo4siTyP33jID63bdUxzoXifP/wOSpKHfzhrz5Ie0MZVrORgqoyNR/lHw+d5czVca6OzXHoRC/f/uL+ZQsvXdeZXojy07cvkUhn2dlWw298dhfVPidGRUbVilkVwUiSnpFZ0rk8G+p89+WH/MPY2VbL1pZi1pGm67xytIfesTkkUeCLD2/h4a7mFceIorBqNo9BkXl81wbiqQzbN9aysc5HqdOKyagsWVq9euwqPz92hXA8xfNvX2JvZ/2aGSHxVJYfv3kBu8XE739xP7s7apcyGvyhOC+8082R0/1Mzkd46d3LdDRWLOvXpsYKWmuLxKWu67x9fojuoRlEUeSze9r5lQc3rTq2D2dgfJJwZHKQzze28/LoVXSKm6WLgRkeqV67Rr221EWpw0oyk+PKxBwPtjXc9Pnyqkpy0d3DbTIxl0wQz2WRFyP6kiAsWrEtx+vTAzxT106ltViPnVVVDk3233FyIhErbrhkScJdYrvjgm13O/J1DYIgcKCiqajPkYgwmYxwen6Cp2vbivXMdwmiINBoq+SbDU8ymvDzyvQxHIqFlJrBoVjxmlz4TG62ezbgUCxYJSNW2YQkiEiiREFfnbjJaDkMkoJBVJAEEaOkkFazKKKMRTJhkUyINxBH3e5uRRYlLkaGOBfu57nqB0lrWUqNTiRBRBFlRERy2s27fFWYPZwIXKXC7MEoKgwmpqkwlfD2/AX8mRCbnI1YZXOR8FyEx2Bf6quqa2TVHA3WcrxGF16vizKTG4Ow8h4JCOwq2YhRUjgXGuBcqJ8v1T5CWs1ilgwoorTuNdCBlJrFrdiK5zK62FvagUFUsMsWLJIRSZSQBPG6+3Bz36Qt7mZEQaI7Msy50AC/WnMA3y3qjHwcEARobPDidFqQRAGz2UBlhYu2DeW0tVYuE53UdZ18XiWXU1EUac3ApNmsIMsSmUy+KKa5dC6BjRsq+B//5EnefX+Ao8cGOHV2hBOnhqmqcrN/TzNPPd5JaYn9jrj5ZLN5CqqG06isWv4hCAImk7Ji7VIoqGSzeSRJxGxa/VtrNMgYDDK5XIHcddmTuVyBXF5FUeSlEpT7CelCnlMLY5SbHTTYSnhrdoCvNm6/YUaZ2WrkW//mCR56qhOjSaFxYwUWW3F8siyxfX8rtU1ezJZb09EQBAFJEDCLIvVON3UOF59v3shUPMpAOMjx6XHO+mfwJxMkclnOzc0wFA5S43DRUepjf3Udm73leC0WLHfAXtRmMbJvSwPn+iY50T3GwZ2tVJTePkF/L3BfkhOJVJZLQzNkcgVKHBY2LkbSLWYDnc2VvH66n4VIgt6xOTbW+dZVHi2oGlVeJ7/77F7qyt1LN6XUZaXa5yKbV/mbF95nPhznyOl+trVWrbmxEkWBf/253Ty6oxXpOsueco8Dp82MP1jMCjhypp/P7Npwz1whBEFAlsSPNAGOz4Z54Z3LpDJ5yjx2/vjLB9jTWb9Co0DXdbpaqxGEtcmAvZ0NdG2oxmRQkCVx2fFlHjslTivDUwEuD88yOR9hJhClobJkWRvXX3tJFJCujUkQMBrk24pqisJ17d0kcgWVt88PcXlkFkUW+fLBrXzlsW1YrysB8rlt1Fd4MCky/+GHbzMwucArR3v4g1/dv2p/dV1H1TS+/sQOnj3Quew3PreNUpeVoakAvWNz9I7PsRBJUFu2fGEQTWaYDcaQRIFtrdUc2Na0gnWtKXPR2VRBvqCt+eG9EyjqMKQpqBqyJN6W9VAineOVoz1MzkWwmBR++/N7eGxnK5IoXve+2an2uRAFke8fPrtECn7+wU2rbiwLqobNLPF7z+1j3+b6ZfNFeYkDRRYZmQ4wH05weWSWRCq7QhclEEkQiBYzeA5sa2Zne+2KyFFDhYctLVVo2t293ncSsiQuvc+qpi27foos3fL7tqu9ls3NFavOAT63jTKPnaGpBS4MTDO9EGV6IbpqpgqwlM3xG5/dyWf3tq94T7xOKwMT8wxNBbgy6icUTVJe8oH4mCSJmBfHpmn6MuJCkcVPdIbEWkgWcrS5vRyaKD5/GfXGG7NYOks4kaa5ooRKt+OWaodHImF+cPlicaOUy9MfCnBmZhq3yYwgQLnVxu9u34X8oUYFIJn/IEMjWcih6XfeRWXp+RPunMNAIpZe0n8wGOV7plAvCAI2xchGl48Wp5e8pt71sg5VV5nLhLHLFsrNHmyymYyao8bsI1nI0O6oQxFlclqBrJoDQbgpF4lSg5NkIc1cJoRJMhDJJagwlZBUMwjcnHZcRsvR7qinxuzlv48dJpiNUWUuaklE80lm0gF0dNyGtbNYTaKBRCG9RIyUGBxMpxfY7GpE13UuZYbZ6m7m/YVuNtprabVXczywvOzp+vGKCNRayzCICltcTeS0PAZRXpNkyGp5NjkbqDZ7+fvRXxDMRik3lXAq2MdcOkyp0UleL2CTLSu+NwJQaynDnwmyydmAABR0lWg+ueqzLiBglBRi+SRZLY8sSEsk4op+qXk2Omqptnj5wfgRZtNBfCY3Rkkhp+VJFtKYJAOKeH9952RJ4qu/uosd2+oBEMTi2liWpVXXx7IsIssiqqoVS5BXQS5XQFM1FEVakQkhiSLVlW6+/NwOPvNoO+cvTXD67AgXuyf54U9OMTQ8zx99+zG8pbefSS3LEqIgUCioaGu4aamqtoIslSQRRZHQNH0ZuXI9CgWNQkFdulbXHyuKApqqrRDavB8wk4rQHZ6mN+LngtFCjcWF4SaeSUEQ8HjteLwrnaksNiOPP9eFJIkIt0kqCYKAWVFodpfQ6PbwSG0DoUyac/4ZTs1Mcjkwx3A4RE9gjt7gPD8f7qPS5uBbnV38WvvtazDJkshDXU2c75/i2KUR/v6VU3zx0S0015Te90GY+2tm4YMo5ZURPwCdzZWUuorqzqIg0F5fjs9tZ2IuzMmecZ58YCN2y9oXWRIFHtrWtEIHQhCKEbID25p49fgVBiYW6B2fYzYYp658dYa4rszN/i2NKzbnoiiwsc7HrvZapuYjzAXj9IzMfiIsK0/0jOEPxTDIEk8+sJH9WxpWJWcEQbih2KciS2s+8IIg4HFY2NxcyeXhWTK5ApF4etXf3k+IxNO8e34IVdVoqvLy2M4N2MzLGeQiOSSxf0sjR870c/rqBMcuj/LsgU6aqkpWXSg0V5dycOdK0VJBEKgocdBWX0bf+BzpbAF/ML6CnDAqMkZFRtN0JvxhZgMxykscy57Na/2627ZB+YJGZrGeXxAE7GvoKNwIuq4zORfmTO8kmq6zfWMNuzvqVvS/eA4TTzywkfcuDjMyE+StswM80tW8ppXu3s56tm+oXtGWKAg0VJTQVFXCfDhBNJEhHE+tICdMRgVFlsjlVQYnFwhFk3gcFkRx+fUuviP396R/N3GjOcBlM7OlpYoLA9NkcwXCsRSsLhcDwIY6HwcWxWM/3FZFafE9GZoqZu3MheLLyIl/iWhze/le33km4mF+OnSZgUiA5xo71j1mOhhlcDZAc3nJLRPcXouVJ5rWLs2xKMqq6d87vDX8dKSb3sgcoiDSE/Kzr6z+ls59M3C4i1l+akElEkoUF+C3uSibGJpHW9zI2J0WbI71S0vvNARBQBYE5DucArwacprKW3MXWMhGkAQRp2Kj09WIWTIQyEX4x7HXkQWJTlcjrfYaHLJlaSNuk80YRYW+2ATvBy4zkw7y4tRRtrmb6XK3ssuzkZem30db1G+os5YxmJjGpli4mQh/b2yc86EBAGosPirMJdRafMxlQnx/7HUkQeSAbytupSjgZ5aNmMTl0cgGWzlnQn18d/Q1dnnalspPHIoVRZSWSj22uVs4GbjKSHIWs2TAKpkQELArlmUbdEEQOFjWxeHZM/zdyC8wijKPlW+n0Vq5ov8aRfeMS+EhdKDZVoXX6MIqm+h0NfD81HvIgkSro5p9pZ2cDF7hXGiAuUyY/z56iAe9W9hb2sFrs6f4h9HXUASZHZ4NlJs92K+7D3bFjCLISIJIh6OeV2dO8t3R1zhY1oXP6OKNufNcjo5Q0FQEBB4r305/fJJzoX50XcdndFNl8QJQbvJQZnTz3dHXaHPU8Xj5jlt+pu4qBDCZlJuK8guCgNNhwe2yEotnCIUTlHhsy4ixaxoWyVSO0hLbqu0KgoDBIOPzOnjiYAcP7m3h0uVJvvN373Ds5BAP7m3lMwfXn4NvRnjR7bZiMilEoimSySy6ri9bW+YLKpFoCvU6q+xruhk+r4N0Ood/Lkp5mWvFGMORJNFYGqfDjMtp/uBYqxG3y0I8kWF6JoLPe39F3ZscXn6rZS9mWcGhmBEFAfkm7KhTiWL5utlqXPHNEwThpss5bhaCICAhYFEMWBQDVTYHTzW2MpOIMRgKcnp2ihMzk0zFo4xGw1wJzN+R82pa8Rk5uLOV8dkQP3//Ct2DM2yo81FT7sK5mB2/HvZtafhY1lX3HTmhaTr94/PMhRPIkkhnY8WyzU5dhZuaMheTc2EGJuaZmo/SVr+2eJnVZKC+3LNmxNxhNbKhxsfAxAKBSJKF8DrkRIVnzWibJIm01ZdhNMhkcwWGpoO3MOqPB7qu0zMyi6bpOBwm9nauTkzcKYiCsLTp07Sijdy9x61NrPPhBFMLEQShqFdSVbr6SyoI4LKb2dRYwZneCWYCxahwY1XJijNKokBjVSmla2ykoegaICCgatqq+gVOm4ndHUUy7NLQDH/xD0d4ck8bW5orqfI67ykrqnNncpt1XWdqPkIgmkAUBTY1Vqzp7CIIxcyQmjIXIzNBRqaDBKOpVckJoyLT3lC+ph2tJIm47cVNTL6gks2tjBBUljrY2lLJ2b5JXj/VTyqT4+DOVtobyvG5bXe8VvCXFQJ8MAfoelEscw3IkkhzdSkex9rCa57F+6aqq78n/9LwTEM7b04OEc1lmE7GeKpuAzt869sD2s1GArEk50emsRgVTAaZxrKSdY+5Bo/ZzL6aYilkMJ1CEgRcpuLiNpHLkcjlVp1x95XVY1eMXAjOoOsFPlfbRlfp+v38KKiqL+XMu/3oOowNzhEJJigt++jCm5lUjp5zYxQWyQlvuROP9+7qS32cMIoKn6/aR07LF8UxJSNmqZg1+LnKvaQKxRp8s2zEIMp8o/4zWOTi+/1c9YMogoyOjs/o4tmq/QiAUTJgkUw85NvKds8GdMAmm5AFiRZbFbVmH9dkMNOFLD3RUbLa8nfbpdjY5Gxgg72oWWKWDEuaDs9U7SVVyCILIlb5gzT+g76uZZ9/QRDwGl18s+FJcloBs2TEJCn8TtMzmCUjAgK/0/QMNtmMx2BfEos0iEXCzSgqfK324JIDyTVUmb18te5RsmrRqUxE4Eyob0V5iWdR+6HdUb84hg+u7cGyLh4oaUfTtaVrvsvTxhZXscxORMAqmzGIMs9W7ydVyCIAlsXr+K/qP4N18T58peZRjJJS1IywVfDNxicpaCo22YwsiDxWtp2HfVsBkAUJm2xmq6uZVls1OmCSDFgWr61dtvCl2kfIqEWB1E86Kstd1NWW0HNlmqu9szTWe5eRl/m8ysXuCWLxNJ0dVZR41rfBvUYG7NhWz6a2KiYmQ8wvxNb4LUvrtFyuQDZXWJc4rSx3UuKx4Z+L0jfgZ0NrBfJ1go3z8zGmpldaZXs8Vto2VPDu+/1cuDRJR1sVhus236qq0ds/y0IgTtuGCiorPtj/lJbYaGzwcuHSBMdPDbFxQwWWNdZRHxeMkszF0DRZtYBVNrDP13jDUrcjL55nbNDProc30tJeRUnZvSVdBEHAIEnUOVzUOlzsq67jW9kMPQt+jk1PUO/84B5EsxkKmobdYFzhenUjBKNJ/t1fv8rkfIREKoum6YzNhpjwh5FlcTEjef02qn2uT8kJgEy+wPGeUXRdx2mzUO1zrYiwt9R4OXVlvOjacXWCjevUdxsNCm77SvGYa1BkGd+iNU4ynSWeyq7ZN69r9Zr2ayj32JElkZSmE4gk1vzd/YJMrmgjCGAxGai/zUyPa9aPoViK0ZkgUwsRIvE0yXSOXF4lmy8wOLVwJ7p+O728pV/7g7Gii4YkFu/vOh8PWRIp89gxKjKZXIHZYAxN04u2c9dBkkQqShzrRimXNrt6kbD7MMxGha893kU0keFEzxjn+ibpHpqhrsJDZ2MF+7c00NFYjsN6Y2b0dqHIH9RrXnO1+ChQNZ3ZYKzIaBsVym6w6TcqMj53UUQomy/gD8VorfWu+J3JKFPmsa/57gqwlAGh6/Dhyy0IAqVOG9/+wj7+5oVjXB6e5ciZAY5dHqW52svmpgoe3NJIc40Xm9mwLJviXxqKLjLFjIjRmRCT88U5IJHOksur5AoFhqYCN9WWfO09WWfOvZZmq7Pyvv1LhEVW+GLTJr7YVNTT0NCX1cevBqvRQEHTOT00iVGRKbVbbpqcuB6Hh4eosNl4pL4ovhlKp3ipv5dvb9+F8uFFlSBQarKyxVOx1L+xeIgOT/ktn3c9dO5o4GffP4GqavRfmqT79AgPPbX5I2VPqAWV0+/2cfX8GLquI8kizR1VlPh+ebN1ii4Rq5ODJsmwYmN+/W+vWY5e++2HYRBkDB8quVAEeVkmgk6xVKGgL9/YF3QVo2jAoazcIBc3+Ssj3GZ5FUFKQVwxPofywQbUKRb/LQniquUhq10bURCwyeal8ScL6VXHoOoaJmn1MRhEBcOHtHjsioXVaLDVxmsXr7sPygf3oZj9snyZGuWSAAAgAElEQVSD7TLYVrQpI616zwRBWHL8+GWA223h8UfbGR6Z54WfncPlstC1tRZJFCmoGsdPDfGL1y/jdJh5/NEO7LYPxj03H+PCpXFqa0qorHAhyxKCAJqqMz4ZZGh0vljmWrV6sFMQBDweKw67ifHJEBe7J+jsqEYSRTRdR5JETEZlaZ1os5nYv6eF/kE/P3/tEtVVbto3ViIIAvF4mld+cZHJqdCK89isRp54bBPdPVP84vVuyssd7N3djCJLqJrGhUsTvPDKeYwGmYMPty0jYNwuKwcfbmdwaJ5DR3owmQw88VgHTkdRrLagqiwE4gRDSbZvrVtGetwrXApNEy9kqbO6l0i4G8HhstB9eoRTb/dR0+hl6wNN7H6kjfIaDyazcs9cSAShWBRmURQsikKlzc7BuiZy2gdBm7/rPkd/aIE/7NrDJu/awu+rIa9qzIXipDP5RdfF1ZzobncUdwf3HTkxG4gxMFHcwEbiKf7vf3prhfhaMpOjoGoUVI1LQzM8u0qN+DVIorDuQkQUhSVBtnxBWzeSd6OyBpOhyKjruk7mExDFS2fzFBbHa1osE/io0HSdgYkFDp3s5fjlMcLxFLlcgcJibZwsFmvXcutc33uDW5tw0tk8us6SheWNYDLKSxumVDq7VJt8PURBwHKb9e6CIFDlc/Gnv/YwRy+NcuR0P4OTCwxOLjAyHeCtc4NsrPfx1J429nY24LyBcOzt4FpGjCQK6HrRIeejQNdZin7LkojxJqwzLabix1vTIbUGKSKL4qq2tbcCURToaCjn333zcd44M8B7F0cYmQ7SPTRD75ifw6f62dJSyef2tbOttXqFzeat4j79XqwLTdcZmgrw+qk+3r80QiiWIpsvLNkBS6KIJApr1vZ+GKJ4c+/cp/gAr4718SsN7Usp/9PxKJOJCPsq6tc8xm4x8qU9nVgXn9lcocBsOEap3XpLGViziThV9g+2TxZFYToeW/VZfmt6kCNTA1gVw1KUvNFRcsfJicaNFTS1VzJweYpMOsfzf38Ud4mNTTsabil1t1BQ6T41wo//yztEw0kAXB4bux8p2s99irsDi2xkT+n6KfH3O6yymb2lK8V3P8XHD0EQ2Le7mVl/lBdfOc9//ps3qKstweW0EAonGZsIICDw5S/sZMe2umVrqFg8zfMvnyMcSeEtteMttWMwyMRiacYng0RjafbvbWFT+9p1i82NPrZ01nDi9DD/+W/epKnBi8mkkErlaGkq4yu/uhPbdXubRx7ayJXeaU6dHeU//KdDNDX4MJkUpmcjoMP2bXWcOT+2YoxbNtXwped28E8/OcXf/t27HHq9h5ISG9FYmrHxAIWCytNPbuGhfRuWjVEUBR7c28rMTISXf3GBn754lrfe7cVbYkNWJKLRNJFoiqYGH53tVR8LOXEtO8koKRgl+aY0b/Y81k5jWwXnjw1y/tggR148x5svX6BzVwMPPNK26Oxk/1gCTZIoYr7uvP2hAGdnp4lmM+sctTqcNhO//dxecrehF1JX8fEI4d5X5ISu65xZdOkAQBDW1CUQRQFN0xmYXGDcH2bTGtaFmq4vq8Fa5aRLfxdFYd2HcT3iAqCgaYsK6SDd5Tr/O4HrRT1VTVt1I30z0HSd7qEZ/p8fvkPf+BxGRaahsoTNzZVUljqwW0wYFz2Z3zk/xOun++/kMO4qlhbnOkubrPWgqhr6YghXWWTSV8OdUG8WBQGPw8qv7O/gwLYmro74OdM3yYnLo0zORzjZM86lwRme2L2B3/78nhtm/nxUCIJAXbkbk1EhlckxMDFfzBi5xTFen+Z4TTT0RigUis+tACujs9c1fEeutyhS5XXxr57ayRO72+gZmeVkzxhn+iZZCMV548wA5/un+MLDm/n6E9uxXCeaeqvQNP2mnrf7Bbquc3XUz1/+09tcHZ1DkSXqKzxsaamkstSJw2rCoEhIosh7F4d57UTvTbS6ug3lp1gOXS8ak6maxvHZcZ6sa0Vf1D2ZSkQ56Z9cl5yYDER49VwfGyq97G+r543uIfzhOJ115Tzc0XTT747PYqVnfo5t5RWIgsilOf/iYnElLgZn+LXmLnZ4q+8aaSoIAt5yJ099eRczE0ES0TQj/bP8p//tRR77lS72Pt5BebUHWRGXCczpuk4hr6JpOqqqMjcV5tiRHt58+QKzk8XIpCAK7H2snfata7t7fYpP8SnuDQRBwGIxYLUYb9m+02Yz8eUv7KSupoR33+9nYHCO0bEFbDYTO7saeOShDWzfWo/xQ0R5mdfB4492cO7CGNMzEWb9ETRNx2IxUlPt4Qtd9Tx6oI0Sz8rMlGso8dj4zW/sp8zn5NyFMa72zSKKAi6nhU0dVSuEVH1eO3/wO4/SUHeZk2dH6B/0YzIptG+s5KnHOykUVIZHFzAY5WWqsooi8cxTW6mudPPWu31c7Z9hYiqIxWKks6OK/Xtb2buraVVNDYvZwNe+tIsNreUcPT5A/6CfiakQqqbjsJloavDy4N6Wj4WYAKixujg2P8KVyCxOxUSd1YPM+s+AyWygrrmMuuYyHn9uO0NXprl4cpiz7w9w5t1+ahq9bNvTzI4DG6iqK8VglO9JJsWdhs1s5JkHP5nk7n1FTiTTOS4NTpPO5jEZZJ7e247LvorYlA6DUwu83z3KfChO33jRtWO1KE8ur65bqlFQNcKJIgFiMijrRuqiifWZq3A8japqiKKAc41MjvsJFpNhabzpbIFwPIXtI4gZxhIZfvzGBfrG5zEZZH79Mzv43P4O3HYzRkVGXKxryuXVm07pvl/gcVqWygZCsdQKEaLroes6kXhmKTvE7bDcs9Qwl83Mns56tm2o5rmHOjnRM8bPj12hf3yew6f68bntfPPpXXdNi6KlxovNbCSZzjEwucDYbIjGqltLDRcFgRJHMaUwmysQSaTXvd6aphOOp1C1Ygqkex1tgjsJQRAoL7Hj89jY3VGHPxjjzbMDHD7Vv2Rd3FBZwsEdLUgf8f5ncnlS2Y9WHvNxIJbK8tO3LnF1dA6DIvGVx7bx+Qc34XFa+f/Ze+/4Sq767v89M7c33SZd9S6tpJW0va93ba97WbDBYEwLIYSQXh8geX4QSCB5HniRSh6SQBIwkAQIxuC27t719l60RavedSXd3u+dmd8fV3t3ZZWVtMVro8+f0rkz55w5c+ac7/l8Px/DFXOALCv0jkynni7h2jAai/DGYBcdwQmePH8cSRBRUekITtDqmpuNEE2kSaYzJDMZDncM0DcW4CPbV/HUwTZua6pCnKfA6x2VVfzT0UN88Y1X0YkSgWSCJ5pXzJiaVWi0MhANUGK2TTpOCOgkkTzd9RWXlDQSt93XwsUzg7z01BHSqWyw4cf/tpuXnz5GaVU+pZVuei+OAln21kDPOE9/fx+BiQh9nV76Or34vCFSyezpkygKNK2u4IHHN2BYoNXcEpawhOsPo1HLFz+/k4ys4HbNHgyYDSajjm1b6lm9soJYLIksK0iShNmsw2I2zBigtdmMvPehVdx9RxOJZAZZllHJnnwbDFosFv28NNwqK9z86ke38Ngja0inFZg8pDGb9RgM04WgCz15PPGBDTx0fyuplIwkZXUuLBY9qZTM1/7yMUwm/TTHML1ew/q11TQ1lhCNJpFlGUkSMRl1WCyGWYM6ggBGo45N62tobS4lFkuSTiuoqGgkCYNeg8Wiv2ah4cWiwGClwuzEpjPg1JsXfKBhsRlZsbGGZSvK2XpvM7ufP8Xrz57k3Mk+dv30CKu31LNj5ypqm4qXWHI3EbdMcEJVVQbGApzvzaqUNlUV8smHN5LvmHmiOXq+n/O9Xrz+CAfberln/TLyLNMXNtFEksGx4KwnufFkmu6hrHil02bElTf7Bqd3xEdGlmd0P1BVla7BcVLprBp4+SyimrcStBqJymInpzqHCMcSnO4cnuZqMh8EInGOXRhAVVWaKgt5ZHsLBc7p2ZGKquALRRdX2beJ516an4fTZiIymmTAGyAQiefEE6/EJa2FzqHxSetKPWUF9pt68nsp9aS80EF5oYPGSg9f/rdd9I74OXK+n523NeOZ4blcD1QVuWis9DDqCzM0FuT5A+f41Yc2LIiWL4oC5YUOzEYd0XiKrsEJEqnMrHasE6Eog+NBVFXFaTPddNEecdKZxGrKp6rYRW1pPl/7/qv4wjEOn+1lc3PllGCfKIpoNdkFQDbdYWYmlqqqjAejlxlkbyPmCg5diVA0wdHzWZeV+rJ83nf7CopmEI9VVJWJ4CLngOuFSf3W+bbtnQCdJGHW6tCKUpZJIWQnzC1FFdxWVDXnb406DeVuO3kmA8c6BwknkjjMxiybYAHzbonVxh9v3Mq5cS8pWabK7qDMljfjHJhRFb5z4RAvDrRj1GgRgLo8N7/RtHkhzZ4XzBYDT3zmThRZ5vVnT5GIp0gl0owO+hkd9HP0zfZcWVVVOX+ij/Mn+ma8liAINKws51f/6H4qaj3vmvGzhCW8kyGKIkWFi7cwh6x+UZ7NSN4C3Hd0Os01MwayrA89pgUcDBoM2mmBi+zfRUqKZ997iKKAzWrAZl344akoClgthim6G7cCTvkH6QyPYdbokVWFgooV87ZYVlUVRVYI+qMc2dPO4d0XaD89gE6n5b73rwMEDr1+jpMHOvjkH9/P2tvqkW5xC853C26Z4IQ86dIxPBFCFAXWNpTNGGy4hLqyfCoKnXj9Ec71jDI0HpqxfDqjcPRCP/dvapym+q6qcHFgnIv9YwhAmcdBsXt2Je/+0QDnerzTUkhUFXyhGMcuDJBMZ3DlmVhefX1zZ28U1jdVsOvAeSLxJC8eusCq+lIKXbOLB86EjCzn8v3zLMYZ1XxVNasncmbSInY+0EhSzkM+lc68LWr8douRDcvL6R/10zk4zon2Ibatqp7xNLBrcIIj5/oBWF5dSLE774YtXi+l4Mx1/dICO+WFDnpH/CRTmaumJV0LDHoN925YxuFzfUTjKZ7efZqKQgd3r1s2LYI/GwRBoKzATnN1IQfb+jjY1kvPsI/GyukiQLKicuzCAN1DPgRgXVP5DWMrzaevLzlLuO1mfOEYsUR6WlqKTithn5yjvL4w44Eo5R7HtOtGEykOnOklNYsn+Y2CKAjotVkavqwoRBPT7cpmgywrOSFUm9mAZYYTZVUFrz/MqY7h6131q0IQQK/TZAXLFIVoPJUVHXsXbC4FQcBlMPFQZQOxTJpHqpejEcVcOsXVnl+JK4+2/lG6R32sqCxmPBzlWy8eoCDPsqB0qFAyiU6Scu4dc2FnxXJ2lNROEeMyam6cvoizwMon/vA+iivcvPTUUYb6JpDnqX1yCTaHiTVb6nj/J7dRWTdzGukSlrCEJSzh5kFRVew6EyPxEHk647w0J1RVJR5NMtg7wZHdF9j/6lnCgRjOAhs7P7yJtduW4ZkM8mx/oJXv/f2L/OzJfdQ1l96y7kzJdIZUWkYUBIx6zTXpZWRkhUQqnROnv9Gi+jPhlglOJFJpDrT1oigq+XYzK+tK5hSgtJkNrFpWwsmLg4SiCQ6fm92141BbL8/tO8v771yJfvKaKjDoDfCDF44QjCQwGrRsba2eVVgTwBuI8N3nDvH7H9xOcX5e7hWIJlI89cZpTndmF92rl5VRVTQ3pX02fYf5bIRm+s1MV5vPxmJ1fSkr60s4cKaXg229fOtn+/jwvWuoKXFNOfG6FIDpHBxneVXhlBNhnVaDw2pieCJEvzeA1x/JiatBtq9HJsJ85xcH6R2ZbnU0G0RRoNBpQyOJRBIp9p7sotxjnzEwcLV2Xu5u9S1/n7uPTAYd92xo4M1T3QyPh3jyhcM4rEZaa4tzKX2qCgNjAf7j2UOM+sJYTXru29iAyz637dS14HxvNiDXUlOEK286lU0FLvaP0dGfTaNx55mxmm5cxFsSRTYsr+Tudct4Zm8b/nCcf/jxHvpHA9y9fhmVRVPtfDOywshEmH6vn9rSfAomGVJuu5kHNjVxtnuUwbEg//HsIX73A9soctty75uqqhxvH+AHu44SiiYodFm5e109phlOEq4XjpzrJ5FK01JTjM1imPb5S2dkTnUMMeLLioEWu/OmBWWMei01pW40kkgoluSZvWepKnZOYeIkUxlePHiBlw8vTJdlrvlkvnOJIAg4rEYsJj3hWJL9Z3rZ0lI9K5vsyuvqNBJOm4lwLMnQeIjh8RCWsstzhErWlvfbPz+QY6rdTAiToq15ZiOBSJxDZ/u4e/0yCmdhEr0TN56CIPCB2hYA4pk0GlFCK4pXHQM2o573b2pBmBRzTssKo4EwbtvCKLLPdlyg3GZna/n8dBj2jfYyEgtzaU6utDp5rHrFvO+3EAiCgM1h5tFP3MaarfXseeE0x/ZepLt9hPQM1sGXf5gVvmxZW8XWe5tZt20Zxhnyst9tuLSmmG+AawnXF29d013tOVya/98pz+yt36tbua7vFCx0zLxb0Ooo4ZXhC8iqQoujGIN09XVg++kBnvvRIY6+2U4ynmblxhoe+fhWVm2qxf6WtKBlLaXc9Z7VfPtrzxOPJWFGz5y3H/tOdvPK4Yt4nBYev2f1jFkH/aMBguE4FpOekoK8WdO8e4Ym+J9XTxGOJfnYg2upLy+40dWfhlsmODEyEeJsd/ZUvdzjoKHi6p2xoamCn7x6En8oxon2QR7d3jpNM8Fi0lPgsPAfzx3m8Ll+WmuLsJkMjPhCHDzbR+fAeFaxt7Wa21fXzHm/mmIXR8/387l/eoa1jWUUuWwkUmmOtw9ysmOIRDJNRaGD993einUGilYomsAXiuWcRlLpDJ2DE1krNRUGvAFOdQyh12YdHzSSiNVswGk1TomCZTIy3kCERDLrhpHJyAQjCULRrLZGPJHmVMcQHqcVrSQiSSI6rQZ3nnkaRd5pM/LJhzYSjCQ43+vlxYPnOXlxkNpSNyXuPHQ6DbF4isHxIMPjWeX1r//Ozin97LSa2Nxaxc/eOEXX4ARf+/6r3LGmFo/TSiKVoaN/nANtPYwHoqxeVsLhs/1XfbaXsLmlkleOtOP1R/j+rqP0jvipK8vPBiziKfzhGJuaK9mwfPqCOBCOE4jEycgyGVklkUrTNZjNd1fVrN/vqc5h9FoJjZT1/LVZDDitl7UiBCHr0vCRe9fyH88epK1rhC995wXWNJRRVexCI4n0jfo5er6fnhE/Bp2Gh7Ys547VtTc0paO9b4xv/+IABp2WyiIHVUUunHlmdBqRcDRJ59AEJy8OMjwRwm03s2NtHdYbvKi2GHX8yoPrCUUTObeGJ184wq6D5yl22yhwWNHrNERiSUZ9YSZCMbQaic99dEcuOCEIAttX1dI5OMGPXz3B7hOd9I/6WdNQRmmBPSv4NDTB0fP9DE+EcNlMPH7XapZXFd3Qj/Chs338bM9pCuwWqkpcVHgc2C1GBAECkQTne0c50zVMOJqgqsjJ1hVV09xvJFFkS2sVuw6ep71vjJcOXWBoPMi6xnLyLAaCkQRnu0c43TmE227BZjbMGsxLZ2RGfWFSk24YaVlhaDxIJJ6dA8LRJKc7hiiYtDeWJBG9VkO+wzKnK09dWT4NFR6OnO9j78kuYvEU6xrLMRt1JFJpAuE4BU4rD2xqnOJIkmcxsqW1moGx4/SO+PjaD1/jzjV1FLttJFPZee5AWw8jE2FWN5RyqG1m2vyNRHmBnRV1xew50cWxCwN8+Tu72NhcgdVkyGmc2K1GHtzcNGeQ+laFqqr0hQN8v/0E/eEAkiiyrqCU91Y3YdfPzkK8ODzOsD/M9uVZC9CfHTzDB7YsPEjgTyQotsyP7fOL3jbicpqBSIBV7hIuBMcoNd94ppAkiVQ3FFFa5eb+D6zHO+Snr9PLcL+PkD9KMpHOpseZ9TjzrZRV51Ne48HtsWG2Ga+LsO5ciGfSjCciRDJJVBW0ooRFq8epN6ETpZu20RiIBvj66dfYXlTLw+XL0Qq3FpVZVVWGYiF8yWzqmwBoRAmrVk++wYz2OvRVNJNiIBJAJ0mUmx1z2lpfb/y4+wTP9p8llkmTlDP8QfN2thfVznkmfMI3yDdOv85vN93G+vzym1bXxSAhZ/jWub1EMil+v3k7Vu2tFfCTFYWhWJBAKqszJwoCekmDQ2fEoTfdkkLN3WEf3zy3h6FoiLicpsFewJdX349OumW2eTcELoOZ91a0klEUxhMR5pOLePJgF+dP9LH5riZuu6+ViloPllnmd0EUsNiM2BymBYut3kx0DU7w4oHzVJe6eHhbM/kzlPnvl47z+tEOVi0r4Q+fuH1WnbbxYJTXj3YwEYzywJZG6t+G6eSWGbVHzvUTCMfRSiKrG8qwzmNxWFpgp6HCw77T3XQOjtM97KOlpmhKGZfNxK/v3MTP32xj/5lu9p3unvJ/nUbitlXV/MYjm3HlzX3Sff+mRoLRBD99/RQ/2OWd9v+6Uje/tnMTq+pLZxzkrx69yL8/c4hwLEEimSb9FjX+p/ec4ek9Z5BEAYNei1Gn5d6NDfzazo1YjJcn7/FglK9+92Uu9o8RT6Zz9JtLGJ4I8dlv/gJBAJ1Gg1Gvpcht4w8/dDsr66baGomiyMr6Ev7kw3fy5AuH2X+6h8GxIINjwRn7oNhtm0abspj0PH7XSobGghxs6+XI+X6OnJ8agHDlmfnY/WtZVlGwIFHMlXUlfPCuVXz3ucP4QjGe3nNmWpkCh3XG4MQv9rbxk1dPEI4ls7apV/R3Rlb4wa6j/GDXUSRJxKjL9tNDW5fz6fdsRpKuUDrWSLx3WzNmo47vPnuInhE/AzPUI99u4dHbW/jAnauu2UryarCY9KQzMiMTYXqGfbxO57QyAtkT/I/et5Y719Xf8A+qIAgUu238yYfvpLLYyfP7zjE8EZpzPBU6rdMWfebJIIfVpOfHr57Ipl69ZcwIgkC5x8FH71vLfRsbr2rze62wmvVEYkkC4Tjt/WMzlhEEgcZKD7/y4HpaaopnXBzXlLj55MMb+eZP3qRv1M+xCwMcuzAw5Ror60r41Hs28ey+tlmDE6O+MH/6rWcZmQgRT2YFDa+cAy4OjPEn3/wFAtl0BoNeS0Whg89+ZAd1ZTN9trLwOK18+N41+MMxOgbG2X+mh/1neqaU2bayhrvW1nMlEcds1PG+O1rpH/Wz73Q3J9oHOdE+OOV3TquRJ+5dy8q6YjoHJ+Z2UboBcOaZ+fC9axgPRGnrHplxnlrXWM5da+vhxpGebih+0nkGp97I+2uaSSkyP+ts46W+Dh6ra5mx/FgwQlvfKEP+EHazkWQ6Q9fo4gRLN5eWsa+/D5fJTJ5en3PQ8ZinuwSNJ6J8oGYFz/dd4PbiGu4pred77UcXdd/FQKfXUlBsp6DYTvPauTU5bgZUYDwe4fsdR3h5qJ3eiA9FVbFpDZRbHDxes5qHypaju0kuYKF0knOBUeps+ciqgnaeoqg3E/98fi8/7DwGZL91Fq2eSouTB8ubeKxq5TWJq6qqyuGxPv744NNUWBz83aZHKTVfm6bBQrDaXYZZq+f4+AD/2XWMQCrOVF7EdIwnorT5RxhPRK5S8vpDBfzJGB3BMVa4StBfZUOcUjJ0hMeJplMk5cwtF5yIZJJ8/fRrPNt/FgCNIOLUm2hxFvGeihbuKKq7oWloi4HbYOY95S30Rf38sPMoveHsHPJuRl/EhySI9EWz66RD4z38at0mrFfRnFiztY5NOxoprcqfVxCzor6QX/2j+7HP4bzyTkAoEsfrC+MPx275sXFLBCfSGZnxYJSSgjwMOi1bWue3WLCa9NyxpgavP4wkikwEo1MswbLXVihy2/jcR3dwsK2Xg2d7GZnUtShx57GppYq1jWW488xXHaSCIPCJBzewur6UPSe7JgX70jjzTKyoLWFraxWVRc5ZT1ckUcRq1i+Ifq6bgXYjCAIGnWaahsZcMBt0c25Ol1cV8rmP3sXZnhFOtA/SMTBOMBInnVEw6jUUOKzUleWzqr4EzwwvaEWhk89+dAf7z/Rw+Gwfo74wGVkhz2KgocLDltYqmqo8hKIJ1jWWMxGMYtJffQOv12l4/x0rqCvLZ9+pbjoGxonEk2g1EnkWI2UeO6vqZ/aR1kgiNrNhQYGCmfobsqkr96xfRkNFAYfP9nHi4iBefwRFUXHlmWio9LBxeSV1pW4Ms4hA2sx6qktcKIpK3lVEhZw2E7WlbsxGHZYZNDzWN1XwlU8/yMmLQ3QNTzDmjxBLZPPoTXodHpeV5qoi1jSUUlHouGEuHW+FIAi47WY+8eB6dqyp48TFIdq6RhiaCBJLpBAFAbNBR77DQk2Jm5aaIurK3NOuYzXpefzu1axtLGP/mR7OdY8yEYqikUQK7FZW1BWzrrGc8lnaJpDdjNaWurFbjBjnGGuiKOBxWqgtdVPkss2okfHQliaqipyc7hymd8TPRDBKIpVBEMBs1FNakEdrTTGr6ksocufNecJ624pqSgvsvHmyi7auYcaDMUQhW4fVy8rY3FJJkdtGx0A2LafIZZsWsRcEAZNee9WA6pUw6ednbbpheTkFjvvZfaKTtq4RxoPR7OLfpKfIZWNjc+WMIqVlBXb+5MN3cqCth0Nn+xieCJHJKOSZDdSX57OltZrl1YVEEyk2NJUzPB6a8d3MsxipLnEjCgK2eb4neWbDvObV1tpivvDJe3nzZBenOoYY82cX8hajjkKXjXWN5YtyLLpVMBoL87srtlBqyWonjcejHPUOzlo+lZEZCYTp8frRabKaHHe2zM0gnA3dAT9v9vdxbGQY/eQmusRq47NbbkPzlpP3UrOdQDJOmcXOU92nsekMt+Rp5M1CPJPiex2H+Z/uk9xdsozfatqKJIgMx4Kc9g1n7clvMGvjStTa3Pzj5vfh1JvRi7fEMnFG5BssfG7FDopNeYzEw+waOM+3Lxwgoyj82rJNaBbJdkjKGU5MDCCrCn0RP+1BLyWmG6ch9VbU2tzU2txYNXr+p+fkvPRZgrYAACAASURBVH6zqaCSJ2//COUWx00NTEA2mHPQ28sz/W182ea+anDCqjXwudYdyKqKcw5W19uNcouDv1hzP6oK3REfz/ef5asnXmI4FuJDNasxaW4dtx6bzsC2ohr8yRhvDHcQSc/uUvhuQULO0B/1MxwP4dKbiWemHtTOhprG4ml/S6cyZNIyWp0GSSNOYU8XljgoLLn1TQ7eTRBmy1W+mVBVVZUVBUXJCpdJkjivhYqqqiiqiixn2yBJAqIgkErL/P2Pd/OjV05Q6LLylU8/SEtNEaqaFUO71GJBAFHIWtzN9tF57ehFvvrdlwlE4vzmo1v4xEMbUFUVWVGn5GWKYvbec328ZEXJ1XW+EEUBSZx6XVVVycjKvF7CSxCEbHDkarRUVVVRFDUXVbvUvkt9NFcbVVWd0se5vhEExMk2qKqKLCs5y6X50mRn6nPecu23QpYV5MmUmflipv6e3sZsH6lv+d18nv+l30miMCdNVJYVZEWd9bldem+Vyfrkmqleelbk6vN25RzmxoOaHavq5INbyHiCbBsV5XJvX3rf5mrbpWc0Vx9eWVZWsuVnm39ydbliDObmEa5sy/xyPC/NXdPbdXk+ujR+xcn6X5c5YIFz65XjfD7tnPccoGTrPtNzkZXJsc+l93Hm92Qhz/h6tO1Wh6qq/J9jb1BstrGtuIq0IvNUVxvlFjuP18+cpqGqKkO+EP5onIaSbCrlpblsoUhkMqTe4kAjCQImrXZaf04komhFCUVVeabvLL5EjHvLlrHMfvNzW28FjMUjfGLPf1JjdfHFVfdi15sQAIXsWBWZ+3vxywZVVfnisefZPdLFt2/7IDVWNyowHAvx2/t+glmj4xsb30uBcXH54d54hN/Z/z+49CbOBUZ5sGw5v9W09aaflu8e7uT3DvyUL6y6l/dUNCMKt+YYSCsyXznxEj0RH19fvxO34Z19whxMxfnC0efpCI3zozs/jkmjQyWbSvTVEy9xxj/CX697iM2et5919Vb4kzH+16GfE0kn+fdtT2C4xRge1xOKquJNhDFKWixaPWf8QzTkFU4Ljqmqinc4wPhwkNrlJeivOMhQFIW+Ti/7Xj7LhDeEp9jBhtsbKK+dWcPwZuPTu57myPAAf3/XQ2wpnV3P6TtPH+Cff7qP6lIXf/3bD1NZ5JxW5gvfeo4X9p9nfXM5X/r1+2c93Dpwpocv/csuJoJR/vaPHmHzPAkD88S8OvWWCIkLgpC151zg4a4gCEiCwNXSgNTJsoIA4jwtZma7zqX7aqSFD1pJFK9a1/lAEIQbdhIuCAKSJCyKxDmfPhYEYVF+yIvpc0kSrzsZ9dKGeDHrxIU8f0kSmYvBe2nSvJXdBnLjYZFP4co2LvS9yY3jedw6N7bm09+LeO9nrd9V2jXX+L2Rc8Cl6y+23+c1B8zxYOb7nizkGU/73SLa9k7A+2qa+UH7CfaP9AEqzc5C7i6vm7W8IAi4bWasJj2KqjAWjGIzGbAaF84e0UsSiqqQyGRy30p1ls3UUCzE/tFeIulkLvB3yjf8SxucUFFRFAWtKCEKlwOIEgIzTTkZReFC0MsL/ee4EPIiItDqKub+0kYqLM7c78/6R/ibM6/zO8u30REaY/dwJ8FUggqrgwfLlrPSVTLFdu/14Q5+2nOKSDpJSsnwvsoVPFS+fEZrvolElN0jnewZ6SKQiuMxWrm9qJYtnirMmsssraSc4TsXDqCXNNxVUs8bw50c9PaSkNMsdxTy8br1uAzXlkclCNlk00KTFYfehD8ZJ55ZvLtXR2iMvoifneXLcehN7Pf28OHaNVOCE+1BL1898RJ/0Hw7F0Pj7BnpJJpJ0eosZmd5M+UWR+45HPL28mTHEX6zcQtHxvs56O0lrcqscZexs7yZAqN1UQFBWVH4ae8pXhq8QFqRSckyv9e8nXXusmkbK1VVSSkyZ/zDvDZ0kYuhMdKKjENvytXDMpleEUkneXO0iwPeXgaiARRVpcScx90ly1jvLs9teH3JKE/1nOa0b5gDYz3IisLvH3gqN17uLl7G4zWrc23rjfj5zoX9DMVCJOUM9Xn5/EHz7bn7XomknOHoeD8vDlygPxrAqNGwLr+ce0oa8FzRXycmBvnnc3v5rabbOBsYYe9oN6F0gkqLi4fLl9PqLEJzDet+uDS+BIpNeXyoZg1/duQZXhg4x7r88px9cyAV5/XhDvaOduNLxvAYrdxVUs+mgsocw+LoeD9PdhzhgdJG7i5ZNuUZDUaDfO3UK2woqOTRylb0kgZFVRmJh3i+/xxHx/tJKTJVVicPli1nuaNw3paZM/XtiYlBXhw8T2/Yj17SsCa/jHtKllFsumz/fMY/zN+deYPfXb6Nc4FR3hzpIi6nWekqYWdFCyWmqVbR8Uya4xMD7Bo4z2AsiEmjY1NBJfeULsOpM01p75MXDzORjPJo5QoOjvWyZ6SLSDpJjdXFR+rWUWG5OlNBFASMkhadqEEURIpNdjQzfHMyaZlXnz7O3pfO8Pm/eYKSists3f6uMf7hiz9joGcMo1lPOpnh6Jvt/MafPkRl/ZIr09uFWyI4sYQlLOHmYWgsyNEL/dfFqnJZeQENlZ63xWpoCUtYwmUIgkClzcEnGtYwnogCAladnqvRa3rH/HSN+ii0W/mfA6dpKCngw9tWLfj+g+EQPznXRm8wgChAIiOzwlPIJ1eumRZEfWmgHY/Rytr80pyG0a2Wd34zYdToWOkq4Y2RTl4cvMB9pQ1YtfoZF8aKqnJ8YoCvnngJURBosheSURV+0dvGIW8fX1x9L5UWJ4IgEEon2DvajQoEUwnq8/IxaLS8OdLNAW8vX1u/k2bHZTHhMrOdrZ5qusLj/FfXcTbmV87oBBROJ/jm2T28PNTOCmcJ5RYHw7EQf33yZR6rWsmv1K/PbcgUVaUzPM5EIsaFoJeReIhCow2NKDIYDV5XRogvESOUTuDUG7HpFi9qu3+0B7vOSIuzGLNWzytD7VwMjVFksuXKhNNJ3hztRi9pSchpKi1OtKLET3tOcto3xJ+vvp9ikw1BEJhIxnhtuIO0IiOrCiWmPPypON+7eJhzgVH+v1X34tTPP033EgRBYJmtgKSc4Yx/mJ90n8SXiM5YNq0o7Bo4z9+2vYFB0rAsrwCtKOFPxjgxMch7yi/r0gxEA3z7wgGcehNFRhtpRebY+AB7Rrr4wqp7uLO4HgBFBZ2oocrq5KRvEEEj0OIoxjQZvCg126cck+ZpDWwsqKQ/EuCnvafIKAqyOl17KCXLPNd/lm+e3UOxKY9Kq4t4Js0PO45yeKyPz6+4i+LJNJtgKs6e0S7SqpLd3NrcGCUtb4x0cHCsh29seC/L8q7PKXj2ffPgMdroDE3kghDhdJL/d24vLw5eoMVRRIXFQV/EzxePPs9vNG7hwzVrsukBRhs9YR8vDbaztbB6SlrI3tEujk0McG9pQy7gMRAN8BfHdzEQDbBiMpB4YmKQA95ePtu6gy2eqgW3K63IvDR4gb9rewOPwUq1zU1CTvOjruMc9PbyZyvvpsxsz84fqQS7R7oQBZGUnKHc4kCbTvLfXSc44x/hi6vuxWO0IggCGUXhF31n+NcL+ykx2amwOAimE/zL+X20+Yf5o5Y7cFwxxnsjPk75hhlLROiLBCg02ZAEgaFYaEHtOTDWQ4XZwTJ7IS8OnWNnWQtWceq7n8nInD/Vj9VuwnhFmrSqqrz8s6MM9o7z+KfvYP32Bs6f7OPJf3iZN19so7jCPYVlsYSbh6XgxBKW8EuG9v4x/ua/3iAcu/acxI/dvy5nj7mEJSzh7YOqqnz33DHO+b0YJE2OPLm+oIz3VDfN+rtYMs1EOMpEOMb7NrbwyumORd3/5e5OBASMGi2rCovwxqLZ9J0ZytbY3Lw50s1oPJzTBSg126nNm64/czWcOtTFUF/WnjbPYWb1lrp5LShlWUHOXA7QarTSNXnDXwvMGh0fqV3LYCzIP57dwwsD59hWWMNthdWUmPOm2OP5klH+9fx+tKLEl9bcT50tH0VV2T3SwZ8fe4Gnek7zmcbNGCc3PrKq4I2H+crah2i0F6ACLwyc4/OHn2G/t4cGuyfnxlFjc1Njc9MZGueZvrYZ66qoKi8PtvPyUDsfqV3H49WrsGr1TCRjfPfiIX7cfYImu4fbi6cydk76Bnlf5Qp+b/k28g0W0opCJJMkT7v4IEJGkRmOhdAIEiPxEM/2nSWYSvB49apFC2L6kzGOTwxQaXVSaXGiEUVcejN7R7rY6qmexnAIpuL83/U7KTHnkZJlnuo5xddPv8brwx18oHplrm9TcgYVlS+veQCP0Uo0k+T7HUf5p7Nvck9JA/eXNS64rqKQZcy0OIvYM9rFT7pn16foiUzwrXN7KTPb+f3l21lmzwYnQqkEKSWDWXt501ZpdfFXax/CqTdh1xuRFZXdI538xfFdvDp0kTuK6rKsK4OZj9atzbEcRFHkk8s2zJrWYdcbeaCsiVgmxfGJAYKTbhhXQlVV+qI+vnn2TZocRXy2dQdFJhspJcNrQx381cmX+GnPKT61bFOOwZFWZHzJGH+55gHq87LvwzP9Z/nTw89wwNtLXV4+0nVS4nDojVi1esYSESLpJAUGC68OXeTFgfN8pG4tH6jKvg8j8TD/5+Qr/LDzKBsLKqm1uSky2VjrLmPPSBc9YR+Ndg+CIBBNp9g72k2h0cZKVwmiIJBRZH7cdYI2/whfXvMA2wqrkQSRjtA4nz38c57sOEKDvWDBKTQD0SD/dO5N6mz5fHbFDsrMdtKKwp6RLr5y4kV+3HWCzzRtuSK4qBDNpPirtQ9SPDnGf9R9nG+cfp09I108WtmKCFwMjfH9jiM0Tz6zAqOVaCbFj7qO882zb7I+v4KdFc1T6nIh6KXa6uLPV99HqdmOoqqEUokFMak0gshwPIRRoyORSU8T7AdQZJWJ0SCNqyqmWEGPDPg5treDNVvrufuRNVhsRuwuC2eP9XL6cBc7P7xpKTjxNmEpOLGEJfySId9h4fbVtcSTi6e9XkJdmfumCrUtYQlLmB2j8QgPVzZS73Dn2ApXy5PPMxsYD8WwGPVUeZyYLixuMeZPJFhTWMyFiTGq7A7uqKzim4cPzqgK3hUapz7PzXLHZdps3iJPul95+ji7nz8FQO3yYhpXls9rQdl7cZR9L2c34HqDlm33t+J5m0TPREGgwV7AX659kBf6z7F7pJN/vbCf/+46xqOVK3hf1YrcyfpgNMShsT4+3biJWps7F9xZ6Sql0uLk8FgvH61bmwtOiILAFk81yx2FuY11s6MIt8HMcCy0YNX2aCbFfm8PRo2OneXNOYaCS2/iruJ6Xhy4wO7Rzqz15RUbeb2k4ZHKVkomXS90ElM2xIuBNx7h9/Y/hSQIyKpKocnKZxo3c19p46IFVtuDY4zEw2z2VGHV6ik3O6iwODjlH8aXjOF+y8ZpY0Fl7qTZqBHZWljNkx1HODLex3srmnPUe72kYbOnisLJk2aLRs/2whq+33GEw+N9iwpOLARHxvvxJWN8unEzra5ipEn6+0wbQYOkoS7vsquTJMFyRyEFRgv+ZPyGu4Gc9g3TH/Xz2RU7cuwTg6RlQ0E5LY5iXhvu4EM1q3PBCY0gsdVTTYPdgzipa9TiKMKhNzEcC+X0rq4HBLJpgcqkdlFaUXhztAubzsCO4voc46nQaGWLp4rD432c8g1Ra8uKPN9RXMfTvac55RuiPi8fjSDRHZ7gQtDL7UW1eIxZdk4knWL3SCerXKWscZfmLEHr8vJpdRSze6SToVhowcGJNv8wvWE/v9V4G2Vmx6RNqsi6/DJWuUp5feQiH65dkwtOiILI5oLKLAtmcoxvK6zhexcPc2S8n4crslbDZ3zDjMYj/FbTbTk2hUWjY0N+Bd/THubgWO+04IQoCOysaKba6srNFQvVdVnhLOGFwbOcDYywylWaDcxPg0o6LaM36BAnD9IUReX0oS6i4QTrb2/AbM3OY3qDluIKN8cPdJLJ3Hh76yXMjKXgxBKW8EuGxgoPn//YXQvRCZ0V0qTQ4RLefqiqSlyOoxO1aMR3f7RfVVXCmRCymsEkWdCJ83MjuRoScgIVFaN066rIzwan3si/nz9CgdGS25xt9JTzSM3yWX9T5rKzc11TTsPk4XWzsyzmQkVeHoFEnHqXm+c72ymx2kgryox7ApfBTHtwjJQi53KEi815NDk8C75vOpUhEU8BkEqkZ0xDmAld54f5wTdfAcBiM9LQWva2BScguwkoM9v55LKN7Kxops0/wlM9p/jXC/uJZ1J8qmEzRo2W4ViQhJxm18CFSSePbA+nVZmeiA+jRktaubyoFhGm6B9A9rTRIGnJKAu3841nUgzHQjh0pimpCNmTdAtWrZ6haIiMquRYAwAeoxX7Ndh7zgSH3shnGrfg1Jv4TvtBTBod6/MrMEqLm/9SisyJiUGGYyFeHLzAaf8wAOcCoyTlDOcCo2x9C5X+UrDhEowaLYVGK6PxMJkrxqIkiLlNG2T7y6LVkz8ZJLrR6I8EMGt1lJrtucDEbEjKGTpD4xwa62MwFiCWSRNJJ+mLBHAbLNl3bKa59jrp6/dHAxgkLUVG25T7GCQtpRY7J3yDRDIpLvGsJFGg4ooxLggCGlHEIGmmvAvXA3E5TTyTxqjRYpC0RNJJxhKRSbHMl9FdoQPhTYSJpJNMXJFqU5+XT7OjiFeG2rmvrBGzRsexiQHC6SQ7ii9bvo8lIgTTCUKBET5/+Jkpz+xiaIxAKk4sk1pw/QeiAXSSRNFk0OcS9KKGMoudN0e7CGeSFE7+XYAp4xbApNHhMVoZiYcmAzQyQ7Eg4XSC7108zM97z+TKRjMpwukE3nh4Wl1cejMuw9WdEueCVWvgscrVRDNJNII049gWRJE8hxmfN0QqkUan1xCYiLD/1bPYnWZWrK++XAchKwotZ+TrNp5vJmRZIRCOM26MTPtfMpUBIJ2W8QVjs34rQ5HE2241uhScWMISfskgisI1CcMuYeFQVRUFBQHhhimuq6i8MfYSTbYWKszVN+QetxIUFA759nImeJzt+Xez0r7uulz3eOAQCTnGHQX3XZfr3UwMR0N8oLaVBkf+ZS0H3dxaDoqq4g1GuDA0hlYjsbWhclH33l5ehYKKWaujNxig2+9nZ33DjJoCK1zFFJlsSIKYC144bmFLwZsJURDwGK3kGyw02j38r0M/5+Whi7yvaiUlmrzcetmk0WLS6K4I/mjZVFCJU296y+ZcQDub480i6yjM8evZrqkRRK53HNuo0bHFU02NzU0kk+Ibp1/n1aGLfKhm9ZTAyHwRSiU4PN6Hy2DGpTchTwZvKi1ZTYVTviHW55dPcQOYaxH/FknKGcveaBbC5fvM72mrqspz/Wf5l/P7KTBaqLa6KDRaSetNnPTNbksMXEd2AlMcsa52KwFh0baxC8VANMhEMkq11Y1TbyQhZ1BV0IgiFq1uiiBjpcVJtTWbKnUJdp2RbUVZ5kFHcIwam5vdI500Owqptrpy5S755eklLWaNbkpwcYWzGI0o4dIvXEj2ct/O/+2fz7i9ZDxg1upymiOQnad2FNezLG+62LEkCIjXOGiOTvRh0uhy1r9PVF9mjV2CRiPRsKKM1585yeHdFyivLeDI7nZOHerig79+O1b75SBrJi0T8EcxmnQIt8DBW43dSUrOXPU7fgnD4yG+8m8votNM396PTGSDoBd6vfzv//fcrOnYsUSKUGR6ytXNxLsyOKHRiDy4uYmWmiKMei3lHvuir9VUVcjnP7aDVEamriz/6j9YwhKWsIQZcCpwlEpzDQ6d6+qFFwEBgea8lTh00y2k3o2QBInb8+8hlA6QUlJcr2V+UkmQUN7eD/NiYdHpeWWggzbfaO4EaYW7kLvKZnfs6BsLcKxrkDU1JYTjKXadaOfX7lq/4Hs7jUbimTSxdIrHl7ciTlKfZ3oinaEJVrqKqbbdmHfhnYZLJ1hXniCKgoBLb6Lc4uCgt5eMmj0BLjLZMEha7ipZxkdr185Tsf/6LbJNmuzp+9HxfiaSEYpMebk2ZPPwE6xwFc+omn8jIEzaZt9VXM9rQxf5Uddx1uWX07AIEcTBaIDTviE+Vreej9ety/VtOJ3gs4d+wX5vD49VrZhiUToYC6Kqau5esUyK4XiI5fbCKae4GVWZTDFQc5bK4XSCsXiEte7y69ATc6PEZCeaSTEUDbLSVTIreyKUTvDDzqM49Ea+sOre7IZZEOiP+Nk90jXr9QWEnM32taLS4iQppxmOBWl2FObYE/FMmr6IH4/RivktG9CZtAauN2KZFK8OteNLxnm8pgKTRodWlMg3WginE/xhyx2UTgp1zgatKLE+v4KfdJ/kjZFOVLKpRL/ZuGVKalu+wYxNa6TG5uILq+9bdNrbW1FhcU4yHUKsUhWEyXGQUDK5vrVqLm+EsxaqU8d4NJ1kNBZifUEloiCgFSWKTTasWj1P1Kxhe2HNTXO5CKeTDMaCOPUmJpIxMjMIrGp1Etvub+XEgU6+8/XnMVkNhHxRVm6s4Y6HVk5h/yZiKXouDOMpdaLVvv2HeJ9asZaULGPXz+/5p9IyvcP+OcvEEmm6hyauR/VuGN6VwQlJFGmqKqSpqvDqha8Cj9OKx7k4r+wl3DjIskLv4AQlhQ70usUPY1VVGRwNYNTrcDkWZ2emqir9Q34GRwK4XRaqy9xIN0gg0jsRpn/IjygKNNYWYtC/u+n7qqoy7A2i02pwOa6N/rdQjCW9KKqcSx3w6IvI0zqyCuFpPyOJYUQECgxF2DR5RDJhwpkQHkMhAiJjyVH0oh6DZKQ31sX+id2EM2Hy9QWUGMuxamxMpMYAgWgmTFyOUWAowqlzkVKSDMcHiclR8rR2PPoiREFiODGIJEgE0j4kQUOJsQyDaCStpuiOdKCgYNdepqarqkpUjjAcHyStprBqbBQZStCIWnypcbyJUUDFoXPh1hcgzXHaGE6HGEkMklSyQqpOnQuPoZiJ5BiSIBHOhEgoCQr1Rdh1TpJykuHEAHE5hl3rpMBQiIDAUHwAh86JWWMhmokQSPkoNpZm+1MQCaT9aAUtxcYy9JL+6ovOGf4dSgcYSWQp2QV6D3laByoKE6lxfKlxVFXFrffg1uejohLLRBmK9wMCCTmRO7K78jnYtU4K9B7EybbG5RgZNU0wHcCtK6DAcO3fm2vFHaU1+BIxRITcu1Jisc35m2gyid1iZHV1KYl0mlO9w4u691gsxg/OnGRvfy9/umUbeQYj7RPj3FNdO82toyM4zvJFpHC8WxFKJ+mP+HEbLNj1BrSCRFxOcyHo5bRviDpbPtZJ4chScx4bCsrZ1X+OVc6SnLBhPJNmLBHBrNEt2ppyPjBpdGwprGaft4ene8/wRM2aSUHMKC8PXSChZLjNU31T52rIpgq9v2olf3F8Fz/pPskft9yx4Pz1Q2N9CAiscpVMsUMVyLpM/Mv5ffRF/VOCE/u9PXSFJ6i0OEkpMntGuvDGI3y8rhzdFT7HSVnmzZEu7ilpoMRsI5pJ8fpwJ+F0kvX5Nz44sTa/DHunkad6T1NucVCfV4BGFImms7R7j9GKTtKQkmVimTSlZnMuDSeaTrJvtIeBaGCKY8klCIBNZ6A96GU8EcWtN6OSPXFfDKOh2VlEjc3Nz/vO0OQopNhkI6XIHBzr5YxvmMeqV2LW3Bx3HwVIZNKMJ6O8PtzBf3Yeo9lRyF3F9VlLb1HitsJqjo/382zfWR6pbMGpN5FRFELpBIFUnGqra0oQsdbmps7m5ox/mEg6iUNvnBYwsmj1bC+q4ameU+wdzYqxGjVaUrKMLxkloyqUmx0LdrtpchRSZ8vn2b42WhyFlFkcZBSFw2N9HJ8Y5MGypilON7Kqsm+0m50VWXvclCyze6STiWSMde4ytIKEiECLsxiP0crTvaepsDiybipAJJPCGw9TZLItWqR2LlRb3RwY62ZTfhVnA9k1xJWBFMgGfavqC/ntL7yXfS+34R8PU1lfyJa7m3F5pgaT0ukMRrOe1g3V6I3XZ32dkmWGIiEm4vFJYdy54TFbqLFnD5kchvn1WYHTQktt0TXWdDqsprfHRetdGZxYwjsH/mCMnz5/nGg8hdGgpaGmkHUrKq666U6mMjz3WhsffHgt+c6FCQJdCVWFvYc7KS9xssmxeCp8LJ7i8KlewpEEv//JHZhNswt9qarK2ESENw934PVFMBq0rF9RQeNVJpZINMl///wIkiRS4LZSU+7GoNeSycgkUxmMBt3brv+gKCoHT3Sz/1g3Wk32o1lTkc+925sWZRmnqrD/WDf5Lgtb19XeFPrrJRzzH6Q7epEyUyUxOYqsyDxY9CgqKq96X0Ar6FBQOBU8zo6C+xlKDHA6eIyHi96PVtRyyLeXAn0hy/NW4EtNEEj7CaZ9aASJfH0hKiqngkfpi/ZQZCwBQCNqsWlsHPMfpDNyEbvOgS81zir7epbbVvDCyNNoBA1ufQHe5AhV5lq2uu9AURWCmQD7J3Zzt+dBmrStAEQyYV4c/QUZNYNNk4dZY8WtLyCRSfDS6LNYNdmFpisdwKVzwyzBiVgmxutjL6IVtaSVNGeCJ3i05EPk6ws5FjiINzGCx1AECOhEHWaNhcP+ffTHurFp7fhTE6xxbKTW0sBrY7vY6LyNOmsDQ/F+Dvr28njZr/CK9zlUVNw6D97kMLWWZax3bkW7QP2McDrEa95diJNtORU8yp0F92PVWOmMtONPTZBW0hwLHOShovejE3W85t1FKBPEoXXSGW2nylxLWklzPHCY3mg3Vo0Nf/oQK+3raLS20Bvr4o2xl6i1LENFRVblWyI4UWVzct4/hi8R45NNaxmKhjFIc5/+FNqt7D7bzb++dJB4Kk198cIdMwBe7elEK4rUOJwkMjIejYa9/X3sqKrhrTVY5S7h8Fg/BkmbE0XUitJ1Ox18p6En7ONLx57HojXgMpjQeTZorQAAIABJREFUiRpimRQdoTH0kpaP16/LbRSdejO/0bCFvz71Cv/76HPU2tzoRIloJsVoPMwHq1fxSGVrbvzPF4FUnH2j3XjjYQajQSLpFAfHetGIIlatnuWOopyTwO1FtbT5h/mvzmOc9g3jMpgYiYdpD47xWOVK1hdU3IhumhOSILLVU82G/ApeHDzPHUW1bPZUzTtIk8ik2e/todrmylmxXoJWlGh1FqMVJfaN9rDGVZb7n0HS8IWjz1NldRKX0xwdH2B9fjm3F9VOYY9oRZGUIvOFo89RarYTTMc5Pj7IfaUNU4ITo/Ew+0d78CWjnA94ScoZXh5qZzwRxaYzsMpVQv0kRX44FmK/t4dAMsb5oBeAFwbOMxALkKc1ssZdlmMn1VhdfGrZJv7x7B7+7Eh23GhFkXA6iVGj5fMr7qbAaMGhN7HGXcrLg+185cRLeIxWvIkI8UyaAqN1xm+wJIpsL6pl72g3f3XiJaqsLhRUNhVU8kBZVsMmJWc4PjFIe9BLMJ2gKzxBUs7w7+2HcOiNlJrsbPJU5pg5v9O0jb9re4PPHX6GSouDhJzhtG+IFmcRj1S0ziJ8eH0xEg/xpWMvIKsKI7EwPREfzY4i/qB5ey5IIwgCdxbV0RUa57+6jnLQ24PbaCGjyASScTSixP9dv3NK2ppe0nBncT1/e+YN2oNj3OapniIKCdk0qA9Wr6In7OMbp1/nmb6zmLU6knKGsXiERoeHP265E5OYtfk8Mt5PR2gcXzJGT9hHSpH59oUDWHV6yswONhVUYtRoKTbZ+O2mrXzj9Ov86ZFnqba6SMoZTvuHqbO5eaxq5ZS0MFEQkESRLxx9ngqLg2gmzbHxfm4rrGFrYda9RhAE6mz5fKJuPf98fj+fPfSLSQHNLLPBG4/wv1few9r8y+/NXJiJSTYb6mz51NmyrPYSU97kWE1NEwqVNBL1LaXUt5TOeT1nvo3f/dIj6PRaJI1IT/sIgiBQUbfwYLqqqgxFwvzg7En2DvQyFAkRz2SY2cPqMj7Y0MIXt9y5oHvtWFfP5taqBdfxalgKTizhlxLRWJK2i8M8cEczOq2Gl988j6wo3L6xfs7fGfRannjPOmzWa4vECgLcf/vya6JvCYLAshoP4WiCF3efu2r5RDLDM6+cQhAE1jSXEYok5mVhN+YL4w/F+NSHtuJymNFqsl7Y/cN+jrf1c9/25ZiM16Z+fq1QVZXO3nFURWXbhuwzzLMaFn2KJwhw922NaKRrzUxcHGzaPHYU3E8wHeDpoR8RzmTZA77UOKvtG8moaQ749jCUyJ66zwSzZGGdYxOnA8dY69hEoaEYEHI5nwbJwGbX7RgkAwIicTnKudAZtuffTampgrbgCU4GjtBoa0EFKs01bHTdRnv4HKeCx8goMgbJyFrHJtrDZ6fcuyNygZgc5b3Fj2OQDCiqilbUEkoHiWWi1JjrKTNVYtPakYTZPwcxOcJYcpT7CndikiyMJIYoMpbmmBYmjZmt7juzopSIhDMh2sNnubPgPoqNZZwIHOZE4Ag15rnea4ESYxlb3XfQFbnIgYk9tOatWXBwojvagTc5ymrHBlRV4aBvL/2xHlryVlFjrieg8xOXY+yfeIPxpBeTxkxfrIf3lDyGW1dAZCgr3BXNRDgZOEqtpZ58fSHhUJBTgWM0WlsAEBFZ69hEntbOzckavzqe7mpjMBKiMzTBR+RV9IX99EeCfKJx7YzlUxkZjSTx8NpGRoNRTDoN1YWLS7UYjURo9RSSyGRFt1RVnVVw0RuPsHu4i4PevtxpYX2em99cvmVR936no8Li4LHqVZz0DTKeiJJRYli1BnZWtHBHUS21tvzcHCoKAq3OYr669kFeGWrnlG8YXyqGU2/iAXcTmz1VuU2xTWtgY0EFBW9ZqOslLStdJdTYLm+IIukkR8b6GYwFkVWFVmcRkiBybHxgUlww+xvIWp/++rLNNNkLeWO4g6FYiAKDhUdXtLLFU43pLZubS8wPnXj9lpzVVheRdAqjdPmbZ9bqeKJ2DdFMis7wOGvcZfNmT/iSMQqMFmpt+RQYp/aXIAhUWp3cU7qMjCJPycG/t6QBi1bPnpFO4nKa91eu4OGK5mkigpfcSuKZFIfG+sioCh+vW8fDFc1ThEJ9yRgHvD34UzHSisIadxnxTJrD430YJS1ugzkXnBhPRDjg7SGYipNWFDYVVBJKJzg01odFo6PIZMsFJ7SixIPlyymz2HltqIOu8DiRjIpLb2ZDQQW2yZx2jSjymcatlFscnJwYojfioy4vnwfLmtjv7SWcSkzTwhQRuKdkGQKwe6ST/mgAu84wZZObVhXOBkY46O1FVpXc5r7NP4wkiNTa3Kx2l+ZSJXYU1+E2mHlh4Bz/P3vvHSTXdaV5/u7z6bMys7z3Bt57GtCATiIpUVRLarXRdm+77Y7Yjt2ImY2Jno3ZHRO9vdMx09uzO201o25JFCWKlCg60IIgAQIgAMKbqkJ5b7IqfT63f2SigAIKjgKNJHwREqSs9+6759373rvn3HO+byAZx5AVvt6yngeq26jwXCJzDGseNpbWXaWiYsgqa2M1NAYiS3J3Xg+KkGkLlTGTSzOeSeCRVVpDpXyjZR0bS+uJGb5Fa5qAqvM77VtYEani3bFehtNxdEmhJVTK9qLqy5XYUFrH2lgNCTPLrpqOBTWOixBCUOUN8Wdrd/HWyHk+mOxnJpvCp+psKW/g3srWhQCN6TqcnB3jw6lBbNehylcotfpoZhhZSEyFUqyN1uBRVBRJ5q6KFiK6l1eGznAhMYMuKzzdtIYHqtupvqIsRRaCR2q70CWFveO9ZG2Trzat4fH65ZQa/oVjFUni4dou6gMRXh8+R8/8FA4upYafXdUdV8lENwSiJMz8In6Ki8jbw2TNPjxqC6pcirjJQKsQgqSZRZFkPl6IHWRZwuu/FCR/+QcHkGSJ3/uXj91yW7PZDP/5w/d5/vxpcraNISt4VOWGPBs3V6q3GF5Dw2t8tuv/24k7wYk7+MxhaArtTeXUVpUwPDbL6fNj3L2plRNnR8jmTKZmkoxNJVi/oo4VHdWMjM/x4hvH8Boaj923gnCoQGbz9r5zaJpMT/8UiiJx18ZWqspDOI5Lz8AkB4/2k8mZtDSUsnlNI4oi88JrHzE6McfOre10tRYyF06dG2VqNsnUTJJkOsf6lfV0tlRgWjYfnRridPcYrguruqpZ1Vlzy+mrlm0zOZNi59Y21q2oQwgJIQqL+WQ6x3uHehgejVNVEWbbuiYCfoN9hy+w92A33X2TfP8nh2hrKmPn1nZOd4/x6jun6OmfZGg0Tn11hNVdNfT0T7FhVT0fHO2jJOSlrbGMAx/1sWFlPae6RznbM4EQsGZZLcvbq3Bdl3cP9BAJeznbM042b3H35lZqKsJMz6bYe7CHmbkUHc3lrFtRf8NSmorSICs7qhb9tueD88iyxIXBaSRJsH1DMzWVJZimzYGjfZy7ME4ma6KpCrvu7qKuqoQXXvuIobE4d29qZXl7ob1zveOMTs4zO5cmPpemo6WC9SvqkGWJwdFZ9h++QCabZ2VHDSu7Cjt9k9NJ9h7qIT6fpqu1krXL61AV6ZpzDAo1rKV6BYbsIWtnkZBwXJu4OUvCnGc4O4CERLOvjRI1yqw5s8heu1gjLoRAuKJYNysWajwv7g7E9HI8sheluHDP5DNYrkWJFkGTNKJ6GRk7je1a6JJOmV6BJul4ZR+2Y3E92rA5M05QCeNXFi+UQ1qY7aU7OTn3EWcSJ+gKrmRVeD3yVXvcBfiLGRdvT+7GkAzqvY34lEuLwVK9HEP2LAQrsnYa27UJqwUbYloZJ+yjWK616LPs4OAWa0QVoRBWS9AknZAaJu/mcbg1pnUXl3lrjoQ1x0hmEFnINPqaiemlzOaneWdyNz7Fh0f2kXfzWK6F6ZhF2bMAumwUy2ryWK7JTH6S6XyErJ3FrwQo1csXgkoRLYZfCaJKn58FQffcNH+8civ/8eheoEAYOJlJLXlsIpPjJwdPMTQ1h6EpPLa+k+aPGZgA6IyV8u5APxOpJF5V5Y2+HhrC4atKOgC+WL+MXbXtRSfPRRLSIpb7XzWEdQ9fa17L15rX3tTxsiTRHFxMtLcUukoq+Pu7vnbV72UeP/9hwxcW/VbjC/Nna3fdUp8fq1vGY3XXVoKBglP++53XDzrZrnPTqgqykFAlmd9q27Tk39fFalm3vRbXdbFdl6x9c5LZZZ7AVffkcpR7Avzvax++6nefqvHlxoLc640Q1gyealzFN1uvTd7bGS7nP2y8dj8ux4pIFX++8Ys3dWxBjlNhY2k9G0uvn9lS6Q3yO+1brvq9bQlSw4ttBzXjuvfBp2j8dtsmfvsa43YlNFlhQ2kdG25Q8rIqWs3f7vi1q36v9Ab5vzc9ARS+tTnbuikSSIHAo6j8Udd2/qhr+0319aL9D1S380B1+02dU+kN8hebHr/uMZIQlBp+nm5aw9NNa655nE/R+N2OLfwuV4/ZUtBkmbWxWtbGbi6TIaDqPF6/gq80rb7ucbqssCZaw5ro9bMTAH69ZemAOYDtJJlJv4Dj5vBqXQSNbXjUVgTawvrp00IqmV2QH71VHBgb5pUL3bgu3FffxAMNLUQ93huq5VT7P39UAqZl0zcyg+u61FWWYGifbEn5neDEHXwu4OKSyeaJJzIEfDquC70DU+w92M2Dd3XR2VKBr5heVBLysn1DC99+dh/3bG5bCE6888F5JElwz+Y2zvSM8eIbx/nNL29mcHSW7z5/kLXLa2muj6FpCqIogblpdQPfee4D+oemF4ITF4am2b3nFF98YBWSJHjulSN86+mtxCJ+TMumub6UVDrHT18/TnksSGVZ6JZsNTSVFR1VvPz2SaZmU6zsqKa8NIgsCV55+ySjE/OsXV7L8TPDzMZTfOXRdbTUx0inc0zPJNm+oYXKsiCqqlBXHaGjuYJEKsddm1qJhL3YtsPRU4NUV4Z5/1APpdEAPq/Gud4J1i6vxbIcWhtLic9neGH3McpjQSIlPj483k8ub7FjYwuKIqOpMsl0judeOUo46KGzpYL3DvWQy1ncu/U6H2AX+oan2XuwB4C66hLqqiLsPdhD3rTYua2dnv4pfrL7GL/9lS2c6h7jwEd9PHR3F3s+OE8mm6ekOKbrV9XT3TdJ78AUy9qqEAIGR+P86KXDPHzvMqrKQ7zy9kliJT7CQS8/fuUozfWlVJaFeHXPSSRZ0Fgb5dmXDlMRC9DZUsG7H5zHsmy2rmu+5hyDwl64xNUfkRI1SlQvZXNkB17Zh+maeGUvKStBzs6RtlNIjsREboxKoxjoEBICQcZOYTr5ohN/aSf0cnhkL6qkMp4dxZA9jGQGCahhFKEutLX0bb966RXRIvSlu4mbs3hlH5ZrYsgebNemwqiiXK+kJ3mOI/EDNPnaCGtLSylqko4qVOq8jbT6OwiqIWSh4BQDC1fyQnhkL7KQmciNocs6o9khgmoYVdJQhMq8FSdjpxnNjixwWJiuyURujIyVZjI3gS7p183muMxwLg/QhNQwUa2UjZFtBJQgpmvikT30prqZs+LcU/YgLg6nE8eLtmm4rks8P4sqNKbyk/iVAKqkUqpX0O7vosXfge3aSMVxLIzDp0HBdmsIqDpnZifJWCYjqXmOTo5Q5Vuac6JnbJr5dJantq5gZGaed072/lzBie11DZiOw2u93RyfGGd5WTmPt3cumTUlS4KzMxMcnxnFcV06S8rZcJMpv3fwy4fjM6P8X8feJOdY1z1OINhR0cSfLLvrhm3arsPLQ2f4b+cP3PBYXVL4WvPaGwZalsKtEED+AioT/lJgLp/l3320m97EjUkAq7xB/rfVD1Lh+fw5iJ8VPu1561FbqQn/S3LWAIncPkbm/gpJGIQ89+DX16PLVYibWRt8xvhwbJi0mWdbdT3/auu91AfDnxgX0CeNuWSGf/sPu7Fsm//zDx+lofKTJV7//I/uHfzSY3YuzTM//RAB2I7Lw/dcWiDUVUfYvqEZz2XpSh5DpaEmgnZFKYamyqxZXsuOjS1Ewl5+8toxTMvmyMlBKkqDPHbfyqs4GarKwwvBjcvRWBdj24ZmcjmTM93jDI7MUlEaJBYJcPLsCDPxFNOzSWbiqVsOTqiqzP3bO6goDbHvwx7e/eA8jz+4irXLazl2ZphvfmkzbY1lVJaF+Mcf7COVyVEWC1JbnSEY9NDSULrgvEfDPqrKQ4SDHlobSvF5dWbn0qiKzNjEHMGAQSabZ3gsTrTEh6FrxCL+YnZIiqmZJLNzaSJFssn25nK2b2hZ6Gv/8AwfHLlAV1sl8fk0oxNzHD45yD1b2q6ZMeLiMj2bondgEoCAT6e2ssB8vLy9irs2tlIeC/LDnx0mb9rEi/1tqotxYXCasck5DL0QQKoqCy/Yejlqq0vYua0D13E53T3G5EyS+USW42eGEUKgqTKDI7OcPDeC36tz4OgFVnfVMh1PMTIxx5GTg2xZV+AYWWqOFSAuc0QvOuCC9kAXw5kBXh57AU3SCChBtkTvptSoQJM0Xh57Hl0yAPfS+QjqvA28OfEqVZ4a1pdsJaaXslQ5gFfxsTq8gf0zezkcP4Dp5NkRu6/YmyuOL45Bb/I8pxPHGUxfwHTyTObG2RjZTou/g/70BZ4f+T5eyUdYi7A9di9JK8H7029jOnksx6LWU49Hvvo+Q1EG1bXJ2BkmcuPM5KcoUSOsCq/Hr1xcwC3ul18Jsiq8nn3T73BoVsN2LXbE7kMWMs3+Ng7N7KM7eRbbtRYFIIYzA/xk9FnmzDjrSjbhka9dtjWWHeFo/CDdqbOM58aYt+bYGNlGi7+dwXQfr42/iCZp+BU/myN3U6JGkITEGxMvowp1IeOhRIvQGujg9YmXCKslpK0UASWIXwmwvmQLR+KHODV/DEVSWRZcRUdg+RIWfz7wUH0b3z13lBPTY/y7Q2/RGo7xpealHa5ULk+J30ss4MOna+w5dYG5VBZZEvg9t15n6lEUHmlp45GWxaU7S70n3h7pYd94PysilQgBbw13M51N81TTylu+7h384qPSG+TpptVLMu1fDoGg1ndz6muSEHSEy24qG0UW0pJSh3fwywFDUXioppPZfPqGxwYUHb/y+cmG+9WEhCKFQXHJWf0oUg+2myGR3U88/Rox/1cJe+4FFvNTuK5LWPcif06+zuOpJJbjsLO+idpA6Bc2MAEF32wynsQ0bSzr+u/p24E7wYk7+MxhGCrL26toqIlSFg1QEvYuhGpDAc9NK1+oikzIX3BmZElaqAs1LbuYLXHzfZKLHAdCCCRZYDsu5y5M8MOfHWbHxlaaG0q5MFjgVvg40FSFNctq6Gqt4LU9p9nzwXlWdFTj2O5C0EVVCv9eR0a9gIvC1UX4vBqGodI3NE1NZQkz8TRnusfobK3k3IVxXnzjOHdvaqWxLkb/0PSil3s4uNhBtW0HVZFZ2VFNJOxl3Yo6IuHrq5oIIVi3oo6vP3F56qpAkSVCgUIt30WZQdd1WdlRzb7Dvfznf3yLaImf+7d1LNh+LYQDXmRJYLtuoS3HJW/ZBPwGq7tq8Hk1Nqyqp6o8zHwyi64qrOysJhz0sG5FHbGIf+Hzda05tim6fSEY4FcCPF79VYJqCE3SuK/8YebMWWzXxpC8BNQgMjKPVD5J0ppHEWoh2+AyvoS7Su9nNj+DJCRCahiBYEPJVoBFKhmykFkeXE2Np46ck8Uj+4q8BvBw5RN4i0GEak8tj1Y+iSpplOrlaLLOylBhIa5KGqpQkSWZ+8sfIZ4v9NUjezFkD5qksz22k5ydRZFUQkWFj8F0/0I2xEVIQpCxM5huntXh9eiSzrnEKQ7M7GVn2cNsjd6NJORFWSaKpLAqtJY6bwN5J4dX9i/YvCq8njpvI7Zr41P8OK6NLGQ0SaMt0EmdpwFJyJRoUdJ2mpnc1btduqwRUEKsDK1lWXBV8b4peGQfmqSxs+wh4uYstmthSB5CahhJSDxR9VXSdhpDKpSgGLIHVdLYEdvJbH4GIQQe2YNAIAuFZcFV1HjqyDoZZKEsjEOLv50aT93nqqRDCMGqWCXVvhCzuTQgKPX48F2j5t6naxw4P8DpoXEc12UmkeY//nQPlSVBfn/X5lu+/uD8HLKQqAoE+HB0hFNTE9xd30hd8GppvWMzo3y5cSWrooVstVXRKr7fffSWr3kHny1c12UqHyeo+NDlj/8slHsCPF6/4rb0Ke+YxPNJonpwEVneteC6LpO5OGHt1oi1vYrG8pJKSjRvQfUrM0nGzlJmRAgqvivK6Aw6w+UE1Y9H+Go5NlO5OCVa4Oe6z7+IuB1zzJBVdlZdW075DpaGX9XpCleQdzJk7Cwe+dMhLDbtCabTL5AxT6PJlUR9X8KjtiOERjp3jJn0SwvBiQ8m+6jwBqn3RXh1+DQ7KloWcd58llAlCUkIApq+ZHnjHVwbd4ITd/CZw6OrLG+rorbqUkq5416frdd1C/74okR2IZYMQDTVxXjx9eOcuzBBLOInmzUpiwaKJJgFB/nKAEB33yT9wzOks3nmEhliER9T00kcF9qayhgcmWU+kb26T8Ua6uvBNG3O900sSGPGE2kMQ8VjqFSUBtl3uBePoXLoWD9lMf8NSS41VWEumWEmnsZ1wetRKY8FOXisjyceXI2qzPLOB+e5a1MrUzPJAkFZYxndfZMkUottuPL2Bf0GZbEAjuPSUBMjncmjF8tiroecaZFIFdL1FUXCo6uFNPglznNdF11T+L1v7LgqOHLx7+4VA7RUO+WxAB5DRVNlGmtjJJJZDF1FkgTRoqJLY22MZDqHR1cXrL2WLUH1UkaMLJRipkMBHtm7ZKZBUA0tOu/y/npkLx7P4nMC6tIp94pUUOS4EhHtUtq9LhvoxcVCQA1es62lrisLmVJ9Mfv0bH6a43OHyTv5xX0RCgE1iIREk6+wwOtNnSfvmEWbl97JVCT1qmsAaEIrKntcDUPyUOkp1Ks6rsNIbpKj8UNXHVeiRtgWu4cqz9KlAIbsoWKJrIsSLUoJV5cuGLJnQTFlsQ0KUf1q5+Za4/9ZIW3mOTw5QsYyWVtWTUdJGWkrzxuDPZiOzZeal191zurGKlY3Vi3R2sfDqz3dlPp8bJJq+IePDlPh8zOWPM6fbt6GcsUzFlINTsyOUu0LIhB8ND2yQMh3B58f2K7DqblePIpBi7+GhJni8OxZ1kU68CteHBx+NPQWD1VsocF3+2XsrsTFQMLr4weQhCCqhVhd0k5MuxQAm8rFeX74HX69/mGC6o3lwW0cfjj0Bo9X3U2199KzbrsOjuugCHnJb0RnuJznH/gfFo49PtfNG+MHub98Iw9UbFq0e7u1vJGt5ZeY9LN2nkOzp+kI1BPTb5wJMm+l+E7/S3yl9j4afDd+Zl3X5Y2Jg0xkZ/HKOq2BOtoCdai3kZD04nUs10YWEtLH5ALI2Savje8naabxq16WBZuo91Uu1OV/0nPsdtjwcXAs3s3p+QtIQqLciLAm3E5A/fx8UwBWRqr43s5v8tfnn6U7GWFFqOXGJ90GmM4EApfK4B9iKM2LSll9+mpy9jAA/ckZXh89gyGrxAw/09kU28ubP3UZ42uhOhBEkSQm0ylMx1kkLXwH18ed4MQdABcdwDiuPQ7ChyRXfio1XaoiU1EaXFItI+g3kKTFqeyWZbPng24OHutjLpHhv//oA7paK3nyodWURi458rqmUBYNIEmCVZ01xOcyPP/qUVwXOloqeHBHJ31D0+x+9zTd/ZMMjczSNzTNU48Wdp7DQQ+v7TnFfDLL9vUtNNREiYR8nDg3ynee+4CK0iCrl9Wi6yrx+fRC8CM+n+G//vO73LOljbXLlyZysmybD48PMDwWR5IEsRI/X3ygsPv7+K5VvPTWCf7hmfcJBTx84f6VC5kUuqZQGg0gX1aaIoSgoSZKU22Mf37+AJ0tFTywo5OmuhhnesZorI2iqjInz40SLfFTFgtwpnec//bD/QUbumoLwQYgFvEt4lyAAr/Hr31xPW/vO8fhEwOEg152bmunLHbtesxQwMNb+84yMhYHCvf7yV2riZVcav/i+MiyRCKdY3Yuw199+20URaKhOspj961gejbFy2+foLt/CrV/iqGxOF9+eA1+r0Y07F3gDYmW+PF5NGorS3j8gVXsP3KBt/afpywa4KF7uqiIBfn64xvY88F5DhztIxL2cd/2DqIl/iXn2K8qwmqEhyqWJuiaM+Pss97hxdEfAgUnf2Nk221dzIXUEozLAgpCCOq9TdR5r5bHEiwd6PpVhO04/Lj3JHtH+ghoBgcmBllXWs07wxfIOzZPtdyeHekbIWnmaDOivNN3gTXllTze3slf7n9vkbLBRTxW38WzvR/xfxx+HQHU+MN3Sjo+h7Bdm6Pxc8T0MNWeUl4e3YciyWjFjDAJiSer7yasfnr1+RO5GQ7Pnubhym1M5uL8U9/LfKV2JzXeQiA0pof5Us29+JSb2+WVkfhSzb1EtEvBXReX7uQgk7k4myLLUG+wFpKFxAPlm5jKxW/qmjknz57Jw8S00E0FJ24VLrBv6jhtgTq8isErY/sYzkxyb9m62xqgyDsmb04cYn2ki9KPaUfeMXl/6hjbYqsQwPcHd3N/2QY2RgvlaJ/0HMvYOd6ePMymyDKi+q2V6P48ODnXy3h2mnWRTk7N9zKcnuCJmnvwyHeCtF61E0NpxHFzWM7FzEmBIoWRhIeor0ACW6J5WBauJKAalHuChDXPTavzfBrYVl3Pj86e4s2BXh5sbKEhtDSn1x1cDXHljuRnhM9FJ24FrpvByr2HrG1Akj7pF5qLmXsf2zyJEBqS0oKirUeI25di5boutnmEfPp7uE4CT/jfI0mf/IPkui627RTKKC5zNgp17oX0CEm65Ii4rovjuNjOxQwFgSRAUWRs21lwWJ3icRcdedctLOIvtidJovCb7RSzLwpDOnV0AAAgAElEQVTuqaJIvPTWScYm5/j64xtQFBlZuqiwULiu67gISSyUfQhRaMcpEvMJBLbj8O6BbqZnr2bKX7eijoba6MKsv9ifizVzl65RKE+5aPvlNl11r5zCf4QkkIu2OU7hvl7+v4GrbSj+6zjuwv1baoxct0Bx4Lgu73/Yy9jE/FW2LW+vor25fFGmgyQEsiwtav+inZZl87ff28vy9mpWdlaTSGT5+2fe4xtPbKStqRzbcS6VnSCQFQmKmS4X+3l5u47r4lzW14vz6kobpGLZzlJz7A6uhuu6RWWNSxlNEtJtvWe2ayMQn+ru1S8DcrbFvznwBr/evoYqX5C/OLKHgUScx5u62FnTQlDTP5Va1x+ePsmRsRFmMhn+aP0mgrrOfz18kH99186FHaPR9DwleiENXhaCpJnHxSWoGSji482nP/9fn+GtFwslIdX1Mb7xP92HP3hjiemj+7p57tsFVRPDq/H1P9hJQ1vFLV07Wh6kqf2Tzxj4rJB3TJ4Z2E1UDxFS/RyPd/O1+l2EVD/zZop3Jg6jSDKbossXnPtTc70gYDg9iQusDLVQbkRwcTmb6Kc7OYTpWEhCYn1JJ9WeUvrTY5yZ78N2bep9lbQH6pd0ol3X5eR8Ly8M7+GPW5/GJxt8b/A1XNfla3W7GMpMcHT2LFE9zIZIJ0bR0UtaaY7OnmMqP4fjOkS0IJuiy8nZed6ZPIwuaWyOrSCsFjLsPoqf462JD5nNz7Ms1Eyjr4pV4VYsx+bU/AVGs1P4ZA+rwq0LDq3l2Hxv4FVK9ZJC5sR13mNzZpK/7n6WL1XfS0ewYeF323UYTk9wNtFPzjFp9FXRHqhn3krxdz3Ps7qkDdOxKTNKWBlquWaZg+O6/PmZ/84jlVtZHmrmbKKfZwff4HebnqDMiNCbHOJcYhC/4mFluIWwGqAnOUTOyTOWnSlIyYYL4zacniRuJugINODicnr+AqV6CZqk8t7UR7w1cYhV4TbKjQjrI53kHYvx7DQrQ60oksxEdoaB9Dirwq1LjmnCTPOX577LbzU+Ro2njAMzJ3l74jD/c9vXyDnmknMsaaY5lxzAp3joSQwR08OsCrehSQp9qRFOz/dhyDorwy1Ei1k1s/kEx+e6iecTRLQgq8NtZJwceyePsmfyCKtL2inXI2yIdBHVQ0zn5vgofo6MnaMj2ECTr5BZ15McAiGYyM4QzyfoCjVeN5sl75icmutlKDNJTA+xMtSCRzb4weDrSELiqZqdnJjr4eWx9/ndpicJqT4upEY4M9+PTzFYEWohohWkU3uTw5xN9OPg0uitoi1QhyLJjGWmOTHfg+06dATqqfNWYLsOfakRelJDmI5NWzF7xnULz6EqqYxmpkhYKZaFmqjzVmA6FucTA1xIjSAJiY5gA9WeUv76/LML89SQddaG2wmqvk9szWTZcSZTz5DOn8Z187hYaHI5VaE/QZUXZzKmrBwZy8TBRRYSJZr3tn7v/uJf/ABJlvjTf/vULZ+bNk2+feIwf/fRIe6qbeBbK9bRES39hcygGJ9J8K1/8z1M0+a//Iuv0FL7ccVab24n8E7mxMeE66TIp3+IoTTBpxCcsLKv47o5FG0dZuZl7PxhdN+3ENKt1UleC0IIFG0toJBL/Q2fVrxICIGyBL+AEGLJGi0hBLIsWOrZvpw3QCpyRVw6D6QrpOqW+m3hbwhkWb6C+0CgyIKl1BavtEHYguqKMOElFsmhgIEiL70QF+La17jSpsvPufKeXG7blXZeq315ibYX+nSZfbbtUFkWwrdEuUkk7L2mbfKi8SjYadsFfoP4fJqJyXmGRuPIsoTfpxeDNjLxZIa5ZBZJEoT8BgGPviiAcnm7yXQOTVUwtKs1w5eaZxfnWDZvYtkOPkO76Q+uadnMJNIIBLGQF0m6ejHquC7jMwnylo2uKkSD3hvyadxuuK7LTCJDwKOhqdd+5buuSyKTYy5ZKPWJBr2LynFk5IXPimU7TMwnsW2HaNB3Q2nZm4F8k1rmAHnTYmK2QDYFUBry4zXUmx67RDqLqsifuBzWpwHXdUma+aLGew5Nlrm3ppmN5bWkrTzgEtZv7Kz/vLi/sQlNkgkZOq2RKKPJBPc1NC96j//4wgmeaFjGK4NnebxhGVHjxmn3t4Kx4Rn+v3/34lUB1qWQz12SmMxl8vzgb99BWSKD73rY8dAK/vBf3ZyU4y8y+lKjpK0sT9fdT7AoIaxJCvW+Cn449CaNvuoFx/HdqaNMZGfZGO1iIjvL88lhvlG/i4ncLLvHD7A1upIjs2eYys+xI7aaOTPJ88Nv0+avQ5c15s2lpW+vhEAgSzJdwUZeGd1H2s4QVH0EVB9vTRxiWagJQ9YxHYt3Jo4wa87T4K3kJyPv8kD5JhQhg6xR763kh0Nv0haoWwhOhNUgfsWD6VjUecuJaSEkJEw3x1QuTkDxMpAeoz89yq/VPXj7drtdl+n8HLbroEsqPxvdiyYpRPUwM/l5BtJj1HkreHviQ3JOnu2x60s7Ugz21nkr0CSVkUwh0PDm+CHag/WM5aY5PzTI07X3c3yuh6Pxs+woXcNULs4PB9/gG/UP05scoic1TIu/Ftu12T99nFXhNpaFmijTS5CFTJWnlAojgiHpJMw0r47tp9pTSpke4b2pY2TsLGtK2m7Q00JfOwKF8ZzIzVKqh5ecY3Nmku/2v8qm6HKiWmH97eLSlx7lpdH3aQvUMWsmeGZgN1+r34UmKfxgcDeapFLvrcRyneI91igt2lDtKaVcj6DLGrP5eX4w+DoRPUhYDfDTkXfZVbGZ9kA9x+d6ODXfy7qSTjyKjn0dElfXdTk4c4qjs+foCDZwYq6Xscw0j1ZtL8hem0m6k0Mcn+uh2lOGIWv0JId5bWw/bYF6JnNxfjD4Ol+v24WNw/PD79AVbESXFOatwnMylYvzk5E9VBhRFEnhhZE9PF51F1WeUiZzcQQSioAXht/hNxoeoVQv4Wj8HH2pUdaUtGPIGrbrYLs2B2ZO8v7UMZaHmlElhXxRhjdhpTkx18PqcBsn5nqYyc3xRM09nxjxZNo8Rd4awat14jhpDLWJZO7Ikseem5vg/ckLGJJCQDX4Yt0KjE+Zc+Lvjx1iKHH1Zp1AYDk2Id3gZz1nOTw+Qn0wTJU/iEe5dnn0uopqHmu+OUnaX1bcCU7cBriug2sPYZnHcN00styArK3GdVPY+eMo+iaE0HGdNFb+IIq2AdfNYJuHcZwZJCmGom1ESNdLWxPI2gpUzxPI2hoyc/8aRd+KrK7Dsfux80dByMjqSiS5Bts6W5BCVDoAcOwLuM4csroS101g5w7guPMoaieS0nVd7WDXSWLlD+I4k0XbVgEadv4ACB3H6kVIQRRtM0Ly4boWtnka2zqLJJUga+uRpBCuk8UyjyBJUWzzBEIKo2hbENLnq86urjpCOOi5qQXutSBLEp0t196F+0XepZckibbGazOb34ptmiovlGLsOdCN36fz1S+sp+IyBZQX3z/F2cFJYiEfXl3l1+5bQ8C79GLwwtgMZWE/ldGl+Reuhem5NHPpLO01pdcM0lyJdDbP20d66BmZ5k++vH1JhQPTsvmr5/ZSGvaDC+vaa9i+svFTZW22HZfv7j7Mo1s6aaq6tlRkIp3jR+8cI5HJIQnBzrWtdNZfPc6u6zI4Mcv33zxKfXkJO9e2UBr2M5vI4Pdon4rDPzw1x//z3HtUx0Joqsyuje20VN98JL9vbJZIwEt16aeXxvtJQQiB6dj8p4/2IguJiUyS7vg0hyaGANhe2cCvta36xPsR0g0ebS04IJIQ1IXC1AQXM5TP5tIcnhrm2MwIzaEoUf1ScMKnajQGfj55MttymF8iW+1GcF1Izmdu+bx0Mnvjg37B4eAykplEFjKz+QS1nkL5hCHrLAs18fLYvkXHS0i0+Gu4v3wjg+lxnhnYTcYuOPUSgpXhFnJOniOz5/ArHrJOHgGk7SxtgTpqveWFwMFNQpc0TNfCLmZEtAXq+GD6xMLfLddmPDdNo6+a1SXtHJw5RVQPokoKKgorQs28NPb+ojZrveXUesoxZJ014faFMhaPbFDnrWA0OwUIhtITZOzcbQtOSEKi2lNGxs6RsNKkrSwjmSmiehivbLA5soLOUCOSkDgW776J4EQBilCQhUTesTg+fZJ5K0XGzmE6Fh/Fz/FgxaaC3Z5y7i1bx0xunr/p/TETuZlrtumTPXQGGwlrAZaHmqk0Ct8WWZKKmRjDhcyG5BCPVG696eCzVsyuMB3rmnMMwJA1NkQ6qfUW1lkSgkMzp5nJz5N18uQdk5PzvUzlZsnYeeJmkt9repKg6sPFXSBw7gg2EJ48zIpQM2V64f1zKjVK3Ezw1boHCKl+MnaOAzOnaPUXSnXLjQh3la5Bl7Ubuud7Jz/Cpxik7Sy263Bw9jQPVmzGdh1Oz/cxkB5HETJ/0PJlDEnj4MxJ4maCrJPDdEyOzXXzUH4zJVoQcMnYWVYGWqn1liMLie7kEH2pUSJaCMu1GclM0p0cotZbTp23gt7UMCkrw5yZYjw7Q6leyIiuNKLcXboWVVKKz1+Ow7Nn2RRdztboygWpbMu10SSFjZFlbC9dTYkWZN/UsUIW5Se0jLGdFLpSh0dtIWcNEfLcSzp/AsuZvypzYiKbZFtZEx2hcgQC7Robjp8kXu49z5HxkSX/Jork747rMjA/x8D8HNINZMgtx7kTnPisO/DLARfHHsN1pgCVXPqf0HCRlWbMzI+LjvsqLPMwZvZnKPpmXGce2+pHiABm9jUcZxbN8zhCXG9hLxBCRpKrkJRGbPMsklROPvVtJLkeFwsrtx/d/z/iWoPk8+9jBP4UIXTy6R8jKTVISiP55D+CUBFSjFzqO2jep1C0DUte0XWz5NM/wLYHkJUW8pkfodhjqJ4vkEt9GyGVIKvLsbLv49gTaN6nsfMHyWdeQla7sPJHsM1T6L5v4bppcon/hKJvR8hl4KYA+5MYkJ8LK9p/fpK4wnr8FzcAcT3cTtuEENRVR6irvrZTkrdsdm1sZ11bDf/l+fcYmoxTX15C3rLJ5S1URSbs95DO5SkP+wkHPLiuS960SWZz2LaLEFBSVPhIpHOksnkUWSIS8GLaDooiURMLIUmFkpy5ZHZBTSTsLwSq5lJZcnkLXVUI+Q1Cfg93rWpieGruuooqAa/ONx9cx/mhSfad7GdTZx2mbZPM5FFliZDfgxBc1b7rFrSlTdsh4NHwGhqpbJ5EOldYAPoLGTiprIlp2eRMi5DPwKOrpLJ5kpnCoj/oM8hbFnOpLKPT8/gMjaDv6pKwRDrHyPQ8v//FLXgNbaE8aC6VIZs38egaAY9OOpfnxIVxAh6dB9a3URLwMDo1z5tHulnTWk1tWRghBD5DJZHOYWgqlu2gKoW+5k0LQ1MI+QxM2yGbN8mbNq4L0ZAX23GZS2ZwHJeAz8CrX/1OdByXuvIwv/XwRkI+A9d1SWXz5C2bvGljaApBn4Fl2cynsuRtB0WSCAc8mKZNLOQj7C/ME9OySWQunyceJCEVxsMs2u3VcRyHeDKLZTsEvDpeXSWdNQvz0LTw6ioBr/6pBx5VSeZ/WbODnL30u/TTyJoASJkmPzt/lvcG+/n9dRsJ6DpjyQTrKqsX3hb3V7eye/g85+am+Gn/KbyX1Qc3BaI0tn+y2ul3cOuQEAucArvHPqDaU3pdngRFSET1ELKQUYSyQFzdGqjjvalj/E3P8xiyxj1la9EkFU1W+XLNTo7NdfPS2PvUesp5pHLrTSkzuK7LUGaciBa8ZoBAk1SWBZt5bXw/5xL9VBhRGn2Xkd8u8bgWPnFi4f9dfKb3Tx3neLybNSXtRLQgF1IjV5E1/zyYNRM8M7ibOm851Z4ydFnHprAzr0gKuqwhCwmfbCwQEt8Irusyk58ja+eJ6WEOzZ7GKxsEFC8BxUtd7f0LGQkexUAWMqqkIAkJy7FBiAXicRfIO1bhrhT0tYt36NKmhEfS2RDp5MPZMwVnUVZvisTzYl9Hs1MIIS3iAFkKBRt8C+UzLi4JM4Uhawu2PV17P+VGtFDmIWkYsnadssFLpbUZO4sqFHRJRRYSfsXDRHZm4T5EtBCqpFy3dOciklaaKk+MgOKlPVDHmmL5iSxk1kc62RRZzjODu5nJzxPVQiSsNB5ZX7Dhq7X3E9PD+FUvT9Xex7F4Ny+O7KXJV8WDFVvI2FkkIQiqXjRJ5aGKLbQF6hjLTvPs0Ou0Beop1yOokrIoyyOih1Al+RLxqOtgOiYBxYt8eYmda6NLGiVaAFlI6JJabOeTy65W5VJyVh+KVELcfJ3J5Dx5e3xJ/8irqLwyfIpjM8OENA+7qjtva+aEP+hBuoFiYGOohLxt3bZrVvo/PQ6fzyvuBCduCyQkpQHXTeI68+DmcaxeFG1t0UE/gKy0YuX2ImvrEUJHkmLIaieuMw2oONZ5wAJu5qGSC3wTbgYrfwDHGkBSmhGug22dwbG6kdXlmNmXcO1REAEcexDN+yVcexQrvxfFeBAQuM4MVm4virr+so/xJbjOPFb+Q/TAHyAr7Vi5KszMT1E9D4NQUfTNqMbDWLlq8pkfo3mewMy+Bm4WkBBCxsztQfN8CYQGQkPRtyGrF0na7kzBO7gxXNclZ1o4Luiqwvsn+jnVP4bfo1Ne4ueB9W30jkzzzJtHeWLHcta313J6YJzn9hynoSLC+GyCr9y9Cr9X56X9pzEtG79H54vbljGbTPPcO8epjAZ5csdyEukcf/38ezRXxZieT7GurYaVzVXsPXaB0el5snmLL921gtqymyMAm0/leOPD88zMp1nRVEkmb7L70DnmU1myeYt717QQ8Or8bN8pACqjQR5Y38bZwUmO9YyQN238Ho0n71rBqb5xjnaPkMtbrGqpZHVLNc++fQzHcXBcl7tXNVNW4uel/adJZgolLo9s7sBxXN491oumFJjnf/vhDVeVeAR8OpXRAD95/yRr22rorCtjeGqOVz44g+O6yJLEI5s7mIwnOXxukNlEhnePXeC+dS0cOT/M+yf6mE1kWNNazcD4LBs6ann5gzOsbq1ibCZJV0M53UNTTMwmyZkWX7tvDVNzKV47eJaSgAdFlnhi+wqOdg9zbmiSvGlTVuLn0c2dS5ajjE4neP3QOby6ysauet48fJ6RqTk8ukYub/HrD67lVN84p/rHmZxNAvA7X9jMxGyC771+hMe2drG5q57zQ1N8940jtFRHGZ9N8sS25eiawnvHL5DNmwgh+MLWZQyMz3Kib4y8aRHyefjC1i5eO3iW4el5dFWms66crcsbbkmy+HZAEoKm0LUzYj4tvDvQx5npSXK2TTybxauqvNrTzerySqRizdn60lqWRSpQhODp5tXELivrUJYoi7oZNLRVsHbbZyMT2NB6axwVv6jQJZVV4VaOz/Wwf/oEj1ZuKzpyFLWur1DNWsLjLzhkgi9UbSemhzHkQiAvbWVRJIWt0ZWU61FeG9/PtthKyuRrB6oc1yFppRnOTHB49ix3l65Fv0zW173sv6Wi1naDt5JHKrfhUzzol0k8X7ThSldLkxQSZoqUncalcE5vcpioHmJluIX3p45hOpc7JO7VCmLXg1tQ7UhbWUCgSQpJK11I+6/chiFrmI65EPxIWCn606NE9RA9qeGFHfBrN+8WOSSmeXviQ6J6iEpPlHpvJYOZcbqCTaiSTNbOL9y7/tQoU7k4E9kZTMfCr3jJ2FnmzBSz+QQJK8VQeoINka7CvRUFDqiZ/Dwh1Y8mqSiSTFewiXcnj/LWxCHWRTpuGGhyccnYOYYyE7w6tp8Wfw2hYonNknOMIinyFfOs3lfJvJWiI9iAIWmk7SweWafciJCw0vQkh6nzVpB3TPyKpxjskXFdl9n8PAHFiy6rRLUwaTvLYHqcMiPChdQIdcVMhUvXvjnU+ypRJJmV4ZYCz5lrI4nCrJSFTLW3lLZAHXsnj1LrKaPOW0F3cpDOYCOapJKxs+iyTtrKoksq22OrKNNLeGPiIFtiKynVI/gUD/W+SiqMKBkrS0D10ZcaZd5MLXClXBnMutICTVKIaiHOJPqo81YUM11cvEVi2U8z6O5R29CUShQpRMi5m0T2EBHvI2jy1epfy8JV6MVAUUjz3FLW1c3gid/YdkPb/2zbvQVOu9sETb7jF925Ax8bF3epZFx3jlzq7xAiiKS0FJxwTEBB1jaQT30H2zyJYw2ieQqkKvn0szj2MLK2tlDW4JqFF/ANnv+CqkYKxx5FVtfg2iPFV7YMkh/N+zSy0oaQK5CUVqzcfoQUKGRbyPXY5lFcJwOoIASKcT+ycu1aQNdNAxaSKEEUsy1cNweuDSgIESz+HgI3Bzg4zjRCBAuLFLka3ftNhBTGddMI4UWSym6QIXIHd7AYL75/io+6R+isK6O6NMTp/gmCXoNvPLB2gXBzZXMVh88NLyzmsnkLn6HxtfvW8PzeE/SPz5LJm4R8Bl/YtqxAgCpLBLw6m7vq6RubwaVQBmFaNl/Y2kXf2CxvH+2msSqKbTt4DY1TfeOMzySoucmSAEkSuMDozDxff2At/WMz7D54jhVNlUzGk5wfmmRlcxW249JYEWFZUwVCCF47cJacZVHi9zI0OcdkPEXOtPDoCvOpLEe7R1jZXEUilWXH6iZWN1chhODgmUHyls03d61HUy7yjgjWtdewqbOOv/zBHmbm01RcUfoS8Og8dfcqTlwY5Z2jPUzFU6SzeUrDfh7Z0snz7x7nVN84961rZSaRYXR6ni/dVQgybl5WT//4LE/uWEF1aYhXD5zl8LlhwgEPZwcm8eoqqizhui4+j8rR7mFmEiks28FxXJ66ZxW6qmBaNi/tP03QZ6AqMqf7Jti+orFQFnMFFFnCq6t4DQ1JCOZTWVqqYzy4oZ3/94X3GZ9J0j08TVttKW21pQxPzlEW9lMW9tNZf2nHM2faeDSFr967mlcOnKVnZIp4Msvx3lHqysKMTM/TOzLN6x+eAwQBr87o9ATbljeQzpnUlIZ4bEtXkdvllzNb6mZwbnqKu+saODRaSG/1qCqJfG6RSyFLEn5J5+nm1VT7Qui3YRH22Nc2s+vL63/udj4OVP2XewklEPgUA4+s41e8PFq5jR8Pv81odprRzBSHZk8xlp3hpyPvcjYxwEMVm/HJBkbRGVWERFD1IQmJtJVj3kzz/PA7aJJKjbeMe0rXkbazvDb2AfF8AllIrAm3E9auvXOoCoXJ3CzfHXgVTVLYEl3BupJOsk6ePZNHODXXy2Rulu/1v8bqcBubY8vJ2nnOJQaYM5Possa6kk7WhNs4OHuawzOnmcjN8vzw27QH6thVsQVVUmj113Fq7gL/3P8Kq8JtbI4uZ21JO29OHOKf+l/BK+s0+iqRhMRAaoy3Jz/k9HwfvZLGZC7OrorNlBtLB1gkJLyKwYuje/FNeNAkhXvK1lHnraAjWM9PR94lrAWoMKL4FA8SghpPGSOZKU7NvYwkBF+suuu6Y6cImVdH9xFQfUS1EE9U341P9rC9dBWvjx/gewOvIguJRl8195atWzjvuaG3SVgpNkaWUemJElJ9nJjr5ZnB1wgoXmq8ZQtlLoaksbqkjZdH36fKE+P+8k2UGSV4FYP2YD0vj+6jPVBfDBBdY44Jge06PDf0Fl7ZoNIT477yDQgh+HDmzJJzTBYyAXUx8aFAsDGyjDkzyTMDu5GERI23jPvLNlLrLWdHbDWvjx8ACoouuyo2o8saXllnRbiZF0f3Uu0p44HyjVR7S7m7dC27xw/guA5lRoQtsYKa0KUMnZt71++q2MxrY/v5Tt/LKEJmdUkbUT2ERzaQhUCVFDZHl/PMwG4GMxNsia4kZWf5/sBrC3wh95dvYN5M8erYfubNFLKQ2BDpKnCsKF7WR7rYPfYBDi5RLcQD5RupMKJUGjGeG3qTsBqgzlu+QEjqlY2iHZds0CWN+8o38MrYfr7T9xKarLIx0sWqcBsB1bugWKNKCn7Ve9P2fxxIwkASOiARMnYS0LciCW1JBcHpXJIjM0NUe8PE8xmqvSEU6frBsJGBaQ6/d54Nd7VTXr04yJdKZnnzhSNU1kdZvamZipobZ/MF7shg33b8cn9ZbzNcN1vMdPBg5T8E5IJT7iRxzPPogT9Gkiswsy8CReUIpQGEgpl7B0kuRZILzN62+RGKsRNF24xjnsYldxMdyBUzHfbgOilktRNHqAjzGIq2ASFFcd0UQooihIyibyGf+icQCqrxKEJICCmMkMuR1XZkdTm4aRCey7Im3EX/CCkEwodlnkCRPNjm0YINQgM3jW2dQbZXYJunEVK0wHuhtOC6GVT9HgrMizkQRuFahQTA2zYmd/CrgbtXN7Opqw6/R0crKqhEboJcMhr0YWgKhqYWVErcixovBVxU77gSrltU8ig+CBdGp+kbm+Gpe1bSPzazpDziteA3NHaubSGXtzh4eoDSsI/asjBP7liOXHSwNVXhyR0rON0/zrNvfcSvP7gWRZHY2NnEiqZKTNvGa6js+aiX33xoPUfOj9AzMgWA19AIeY3LCGHdS3FOQUGZRUB5OIAsSWiqgrlElN8qlrds7KwnlckzMj2P/yLpqct1S1cu7qJevC/15WH2nyqUsBzrHSXs9zAwPsvMfJoHN7Zzqm+8qG5TKKPQVQVFlrBsG6+ucd+6VurLS7Adl5LA0pw0pWEfW1c0EvIZC7sWZSUBFFlCVxUsx6GpKsK7xy7QVBlhU+fS0r4AkSL5p6EpxbZc1rZWc+/aFqxiUGrPsV62dNXTUV+GZTuUBDxoikw0UCCB/VVHZSDAqalJZjIZRhLz9MZniHmXZk5PmjkSZu62BCe8fh24szj8JKAImYcqti6MYbWnlN9qeAyPrBNW/TT4KhcyBVRJQZVUHq3avsAvUGqU8M36h9EkjeeH32Z1uI3loWYydo4XRt6hyVdNR7CeJ6rvxnQsZCHhlQ1Mx+LI7NmFEiTWSpMAACAASURBVIKLkISgI9DAny37HQQCRZLxyR5kIeHiFgMVBZ4tgcCQNWby8xyf6+bJmnuIaEEG0uO8NXGIFaFmlgebaLqs5ECVlIWd1ypPjN9oeBTTMdFlDVUodAWbqPdVLhBWQsFZ9SkGj1Xt4JHKbcV+Ftzx/dPHMZ3F5VaKkOkKNfKtxi8u7GYXgkCF7Iwv1+wk6+QWeCKUYpnFbzY+ikCQc0xUoeCRdc4lBhjPXs0LUWFE+Z2mJ7BdG1lIGLKOIRXInkvUAF+s2kHaLqw5dUlbUDVp9tewq2IzLi4+xYMqKYRUP0///+y9Z3gcV5am+d5w6TMBJLz3IAmSoPekRJGUN6WyUtmuLtuutv1MPzv7o2d2+9me3a6e2TbV0+W6nNSlKknV8pQoS+9EC4AAQYLw3mQifYbZHwkkAQK0okhKhe8PiczIG+feiLhxz3fP+U7JdmJmAkWk0gCmnFxFyOzIW8uG7AYkBG7l4lytSSq1nlLy7H4My6Qp0E4gGZpla7mrgD+ufRLTMlGEjEO2pcmPhd7yOe+xHHsGXyl/CJcyM2XNrTh4qGAjESOGZVlok+SDJCQ2ZC9lWUYtumWgSkq61GwqFWIDESOGjIRLcaBIMhuyl9KQUYNpmTgUO/ZJh/eu3FS5+akoCsMyaQl2MJIIzOpbsTMVCfFE6b3EjQQIkbIHie15qydXw4J8u5+vVT6GffI+e7hgExEjBpaFTdZwTBJ+jxffjW6mrqlTsafH6e6cFazOXIhhmZN9cyAQfL7sPuJGIp2mk9KXEGzPW5MSWJ+2FhdCUOjI5ckZttpRhMwTJfemo1+q3MUUO3KvKaXlRpE0BkgYfTi1eiKJJgLRd3DZluG1b0QSM4mH8xMjFDkzCOkxRuNh9CsIlE7h7KluXv73gxSVZc8iJyzDovV0N6eOtLNgaQlu9dakRc5jJubJieuAZY4Qm/hHUlETEprrcwjhAUlG1paTiDyFkLIRUmYqcgCQhA9FW0Mi+h/YXF9Oiz8qts0kY29hJE4BJkLOn9tLAkCAsJOMvYGRbEIIB3bPHyDJJUhSDqbeRTz8AyClR6E5P4PAiazUgLBjWWFkdREgkOQSNOfnSEZfIRl9CSFloDkew0IlEX0BI3EYU79ALPQ/UW2bUWxb0ZyfJhl9ET3+Jgg7NueTkzYpqWMnvotlhbA5Pw/YUB2Pk4j8O7GJ75KKHmlAczwMSCnRz/lSgfO4Djg0Fb/PRZbHmQ6vs6nKjF3qeFLnvRPnae4YYGg8hCRJCES6goNdldFUmSWV+bxyoJkfvnwQr8vOw+sX0do9xJ5T7YxORPC67NSX5xOKJnhxbyNjoSir6krIy/IQT+rsOnIW07Rw2FQ6BsbYdfQsF/pGeXl/E9tW1sza4ReA06GhyBLr68t45UAzj29ZQmWhnxf3NSHLgh2r6pAEvPl+G/GkTobHgcOmcc+KGg40dtDaPUR+lod7V9fh9zp59cAZkoZJlifl+Dls6oxKNTUlObR2D/OT145g1xTuX7sAp01LH+O0qXMuLIYDYV7a30Q8oSOE4O5lVXhddnYeauFHrxxEliW2NFQCKSHT6cKXTrtKbqab53efSqeEqLJEgd9L30gQh02lKCeDE+f6eOv9s8iSjE2VwSJVEWSyHZuqcNfyKg42dXK0pZuKgiy2rZwdsi/LEj1DQf71hf2oSkoQ066pqJNpKw6biiQJwtEE8USSQDhGc8cgeVkeDjZ10tjeT89wAEmS0BQZpy21cLepqRz5+vJ83jx6lud2n8bjsPHw+oXcs7yaQ2e6aOoYoCjbx47Vtdg1Be06Kzx8XLGtoopnmxs5Nz5K+/gY5RkZfGXp8jmrLr3c2cxj5YtnpHXM486DECId1g0pp9urpq6ZKikzvpvCdIcxtcPtImEmCSbDeFUXdlllPDmBYZlokoLExTanEE8miZuJWXnckhDIQpozskIgZrUDMJ4IEdZT4f2ykAkmwylHnVTf5urDVF896kxiVBEyvjkqpGlCIusSIeBAMkTMSKR0G6ZBn0xfmstWIGUTs22acvxdpMbXsEySpp5yJC+Bbun4JiNWLoUQIkVWzKHRMefYisvbJITAJmtpx9WyLMJ6lJ7oIKfGz7E5ZxkO2ZZOK5jLVtMyyVA9c5KYl78+qfvqavZMhyop+LTZ1y41Hlo62mf68XPdZ7O1TSyS1tx9000DQeqZuJRIudxzBcxpD8jpVJe5+jaXrXOd99JzT4ckxJy/cU97DlIE0YfrOkaSLUQSjahyDsOhZ7AppYxFXsOh1mBTimccm+fwsLu/je7IOMuzSq4prWOgdxzLtCgsnZ0OqdkVCkqy2L3zFIn4B9ORMC2LhGGgyfJVRdAN0yRpmkhCoEo3t0z7RxHiZor5fADcEUZcDZaVTIleWgYIeyoKQciT6XBhLDMAQgWhIVARUmqyscwIlhWcPN4+2VYMyxwl5eQ7J48bx9TbZp1XSD4kuTyVFoEMkmsynWJSCMiMYlnjk3Y5EJIPIZRUFRFzHDAnCRN5Wj/GUmkYwoaQMgAZyxzFsqYUy0UqHUTKwLL0i8dLToTwARKRwF+i2R9AVhcACkLKmhwPC6wQljkxab8HhBuwsMyxyXGY58XmcW2YiMRRldRu+NSEHYknwEpFDUBKIDEYiRGLpzQCXA4NWUrtxHucdsKxBJIQ2DWFiUicSDyJIktkuh1EE0nCsQTWpJ5FPKnzry/s5w8+uRHLBJ/bjiQE46FoWnvB7dAwrVRJSt0wUWUZ3TDoHZlZTirb58LtsKUFLiciMdwOGwndIBRN7VxluB0IYHxShNNpV3E7bKk+hWPpMqQZbjsTkTjReBJtMtLAZVcJxRI4Jh1zIC0OGY6myktmehxEYgmc9hRJEgjHCIRijARnVjXIy/SgKBKmaaVEOV12hBBMRGPE4joOW8ouIVIpM4ZppiuUWJZFZFKE02FTcTk0guEYLrtGPKkjCQmbJjMeSu1oyVIqnSalJZLS1Ji6tkndIBBOjatdUxgJRgiELlZSEEJQlO3Dsqx0xESGx4FhmGiKgk1TCEZiRGJJfrP7FHcvq0JRZN443MoD6xaQ4XaktCQQOO0aqiKRSBp4XXYisdQC066pTERiRBN6+j6xIH09pgQ9I7Eksiw+FiVJPygsyyKqJwnE4hiWiUvTkIXAo80WCX3m3HHyHB5W55aiSXI6yufD3I2bx+2DZVl0RPrZP3KS8UQIu6yxyFvBsow6bHOI111tXXo9C/eEmeTIaDNNwXZ0yyBT9bDOv5gyV8F19+N6cDP7MGf7WFdcOV9v+/uHT2FYBptyrq0CyJw2WRZtoW7eHDhEpbsopQUiazfd1jsJH+e+XQ66biBfpmT8zcBY5A3iegd2tZKJ2H5yPV+lP/gv5Hq+hEOduVkxkYxxeLiTgegEC3x5LMlMaXxcCT//x13sfaORv/23r+PNnEly6UmDF36xnxd/sY//9xffxp97fZXfpqMvNMGvW06zNCefVQVFuNTLp5t0BQM8f7aJTJudT9bVX/HY24GB0Ql+978+TTJp8M//+TNUl1x7dbRLcE03zbyHeB0QQkXIs19oQgDCjZiDUQcQkhOB85Lf2BHyxXBCyzKxrF5Mo2f2760kstqAJOa+GYTkQDCbHRVCQswhKpXqx+wSgeKSEj0Xj1dmfZd+8QoHklx4yfEChBchzX6ohXzDN/Q8fksxV9lQp23mxC1Jggy3A9yXPgepha/LfvF4r8s+o1qF22GbUQZ0eDyE067h9858afl9s3dq7NqUaJdF38gEoxORGd+77BqF2T7kyd2yqRQFVZFn2ASQmzlz/pDkVOrKdFxqO4DXOfNvIcSsPvmmjYvXZWd4PDzL1myfiwKfd5Zugs/l4NKuOy6poJEihGy4pp1zqq/TxSyz5xjDS8UuVUVOH2eaJp0D4zNslYSg0O8lL+vyeelepx1ZknDZNfacvoA0WYUjx+fG5dDgkvlyilxwTrsmPreDS1VFLr0eLsedtYC4HYjrOod6u2kfH2Nxbh4NuflEkkkO9HRxanCA76xZN2s3y7AsfnDmIK92ncE+mdpR4fXzldrbox1xszA2PMGZE10A+HO9VCzIR51DzPW3DUIIyl0FlF8jIXAznR5NUtmQvZQNk5oBtwoftlMqENe4zL82rM9ecvWDrgIhBDWeEmo8JTM/v8m23kn4OPftcnhzVyOr11SSlTW3z/NBYVOKGIu+RjhxgiznY+lUDjGHy3p6rI+u8Bge1cZgLIhh5V/VsfX4nBi6wVB/AE+Gc8azmkzoDA8EcHnsH1hD6kh/D98/cYR8l5sfPPD4FQmHuKHzzJlTJA2TBf4cVhcUX/bY3wbMvzXvEKT0KRagKXPVthV3JPsqK9UpTYp5zONjhAyPk68+MHdp3ctBCEFhtpfC7Btn2W8VJCGoLs6muvjOJwolSWJpVQFw/bucTpvKY5sWE4rGEULgcdjmyYQPAfu6O3nuTBPFHi+nBgc4XzRG49AAI5EoD1TXzBlaviqnmDJP5gwdkwxt7lDjjxLaW/v5n//HcwCsu2chX/uLB1B988usecxjHh8fnD3bz6rVlR9a+3a1hlz3lzCtGG6tAdNKkOHYgSL7sSx9RuR10jQI6wlcqg3rGlmiqoUF6EmDt144RlaOhwy/GyEEetKg9XQ3R3e3smhFGTb7B4uIbBkdJmboVGRkXVU0M9PuoC4rhwO9nTQND86TE7fbgHlMQUxKTtx5JMRcEEJgd3/rdpsxj3ncdCiyNGeUxDw+WhBCzBlpMo+bixMD/TxcU8eOympebWvle0cP8aUly9ixuppMh2PON1qlx49T0egKjbPUX4Ai5GsvwXgHQ08YBMZS6VKRUBzL/Oj36WZhKtpSN8y0cK4iS0jiypsvlmVxpneI/Wc6MCyLx9fUk+11zUibuN2bN5ZlkTQMzEkhYlmSkKWbu6lkmCa7TrbR2DXAyqoiNtSVocq3X+/meq6DaVnok+MEpCtmyTdYRjgUi7OvpYMNdeW47fPE863CwoVFHD/ewbJlZdgmKxYpioz9AzrzU5CEitt2Mb1IwoHPsZlY8gITyYNkOLZfTAM1Deyyglex4VK0a/KgapeU0LCuilefOURPxwg1i4vQbCojAwHe33uWZELnrgeWYp8javd60B+eQDdN6rKycShXHhuHolLi8fGOrtMbnvhA5/04YJ6cmMc85jGPecxjHjeEiUSCSDJJ2+gIcUOnMiOLRTk5DEfCBOMxynwZs5yWo8PdPNt+kt5wkP9r9QNM6HGOD/fyhZoVt6kX87gVaO0b5uWjzQQicSQhuLu+ks0LKy6vBQ4EIjF+te8kdUU5lGVnYtdSy9Z4UmcgEKIw03vVqk0fNizgv/7qTSLxJD6njbKcTO5fXkeez33TCApJCJaW5dM1Ms7xC72srSm5I8iJSCLJaChCQYYXRb5yX/vGgvzDK/swLStVClpT+fT6JSwomp1mfC3QDZP+sYm09tA8bg36+sZpPN3N3j2taWJpydISHn3sw52/k+YwkWQjGY5tTG3kFji99ETGGY2HuVhf7cpQNZnPffNuNE3h2P422pp6wEql0haU+HnoyXXUryz/wGkdUV3HtCx8NhvyVdpSJAmXqmJYFtFk8gOd9+OAeXJiHvO4BNZkvcnpk9ylQS23e6fmenG+bYCDe9tYuqKU+iUlV//BbzF6ukZ57+1mopGUOKLLbeP+h5fhy5i7pOU8bh2GBoK88dopKqpyWL+p9kM9VyKu03S6m9YzfUQjCewOlaqaPJatLEe5AWdoIhjlnV1NDA2mRFNVTWbjljoqq/PmPL61uZf9e85iGJNlUvN9bLtvMY47LDUl027nhdYzvHbuLAlDJ6rr/OPhA4CgyOPlrzZtQWGmeNp7fef5VMVSdna3YFgmmZqTtuDw7evEPD506IbJS0eayctw88UtK5iIxrGrCkJc3H2fXuY5VZ7YYiwcJRRLsLGunKKsVNqcZVn0jAZ59sBpvrljDT752qKjpt7pYlr7l35/6XeX2nQ5hOMJPrthKfkZHp47cJqndh/n9+5bh31Sc2R6O9Mxlx2X2jp1XJ7PTX6Gh3MDIzOPncPWufp1JVyuz1eyCeD8wCjvNp7nK3evTEcvXG6ckrpJNJnkOw9uJNvjQohUNa7p/Z/rHrjcub1OO1+666JDfLl2Lu3D9Y7Rtd4Dvy149LEVPPhQw+RfkxXUbLfHnfRpKf2oHLsHr2a/pgg8IQT5xVl88z8/TPeFIfo6R0gmDbwZTipq82fpUNwobLKMQKRJiivBtCwSpoEkxFUFPW8H7JrC5mWV6IaJ2/nhr0HmyYl5zOMSnGnq5Sfff4fxsZQInyQJHE4bJaV+1m2qYUlDCS73rQ0VNwyTwf6USI/HY7/uibOjfZjnf3UIm0O55eTEyPAEhmGSk+v9SLzYk0mDgf4A/b3jtLX2o2kKG7bUzZMTdwBGhid4/plD3HXPwg+VnDAMk+d/dYiXf/M+kixhs6kIAYHxCCtWV9xQm6ZpMTYaov3cIJ0XhgkGo5SU+i9LTsTiOn29YwwNTtDW2k9FVS6b7qq748iJLyxu4BN1C+f8TpVkBkIh3JqGz3Zx3lIlmaihkzAMJpIJ2ifGcCl3Vr/m8eFAEgKHppLjdacjJnpHg7xwuInesSAZbgcPLq+jtiCH95rb2Xm8lVOd/fyPl/ZQW5TN5zY0cLZ3mGf2n+RUZz+joQgVeVlsWVjB7uYLPLZ6Ea8db0GRJbYvreHFw008uGIBxy/08n57D0ndZFFJLo+vqUeWJJ7ZdxJVlukdCxKKxnlwxQKWlhXQ1j/Mq8daGA9HKfL7eGj5AgqyLq8pJAmBy6ZRnpPJp9ct4bsv7aZnNIDf4+LV91s42zeMy66ydXE1CwpzeGrPMZaWFbC2ppRoIslP332fVVXFLC3N583T5zh6rhtJEqyoKGLr4ipslxFWTRoGh8528W5TO/FkkvqSfB5cUUc4luAXu4/httvoGQ2Sn+Hm0+uXMhgI8eapNkKxODleF6FYArfdxle3rmQoGOGFw030jQfJcDl4cPkCqgv8/Ozd99FNk8HxEHFdZ9uSatbXlrKvpYPnDjZyfmCUntEgNQV+PrN+KR7H5cPhBQK7quLQUiWkFUmirX+El442oykyA+MhCjI9PLlpGR6HjaPnenivqZ3RcISB8RBbF1fyqXVL6Bga56ndx7CA7zy4kRyvC90w+f6bh3BoKt0jAczJNKAlpfkMT0R4+WgzHUNjeBw27m2oZWFxLuFYglePtXCmZwinTeWuRZWsqCzCNE3+v1f3UV+Sx7H2HnxOO09sbMDvmU/5FELQ3NTL2FiYHfcuJhpNEIslcbk+WBrEjaBpvB+XamMwNkFPZJwFvjzsc1QAmguyIlFWnUfZZd7BHxS5TjeqJHF2dIRoUscmX97lDicTnB8fRZVk/I4Pf61pWRbmZH6VdA0paB6nnT/47KZUlbxbsAaZJyfmMY9LEI3EuXB+CI/XQf3SEizTYmwszIG9rbyzq5HPfGE9n/3CelT11rGbwUCEv//bl7n/kWVs3V5/y857M/D0T/ciSYJv/dEO5KuEfd4JKK/M4Y//8kGSSZ2//esXaDrdfbtNmsctxvDQBO++2YTLY+c7f3Y/ZRU5xOLJVOjnDeZH+zKcfPnrdwHwq6f28+unD17x+KXLSlm6rJSR4Qn+23957obOeSuQ6XCQ6ZhdLWoKPzh2hDp/NptKytKf3VNYzXPtpzgy1MVgNIRHs/GF6vmUjo8zFFni3oYafvbeMdr6R9i4oJz1tWU4NJXnDzUiCfj2ves42NbF03tO8KePbGbzgnIKM738YNch/vCBDRRmeZElwfLKQoQk0A2TP390CxkuO6OhKMFIjJ7RABcGR5EkiZ6RAOF4Ak2RqS7ws7SsgHhS53uvH2BZWSHVBX6GgmG6RwJ8c8da3HYNh6YyEY3z/KFGlpTms6KyiF/vP8WLR5v55o61V+2nEIK8DDeaKtM/HuJ05wAD4xN8Y8caWnqG+OXeE/z5o1vI9bnZe6aDNdUlDAbCnOkZ5MEVCzjdNcChs118YctyYokkP3nnKIVZXpaWzS0K3D0S4Jf7TvL5Tcso9vv44VuHcWgKyyoKOXyumy9sWs6DKxbwk3eO8uapNspyMukeCfDQygU8tfs4v7N1JS8cbmYwEObVYylS59v3rmN3czu/2n+SP3tkMxcGx4glk3zr3nW09Azx6rEW6ovz2FBXjmXBW6fP8ccPbcIzWcL7SghEYvxwkkDIcjt5ZNVCookk7zW18/v3r+eTaxfzvZ0HOHi2i9XVxbx4pJmHVy2gIjeL//4f76bvmQVFOfzB/ev52/94F90wgJTD1dw9SFlOBl/duoq3T5/j1WMtLCrO440TZ4nEk3xzxzreb+/hmX0n+dNHNrP3TAddwwG+sX0N5wZG+Pe9JyjJ9pHpctLYNUCez81Xt67CssBtv/XO952It99q4lzbIAODAbbctYBz5wZpOzvA555Yd8ttcSs2WgOD9ETGqfXl3ZRy1HrSIBZN4HTbbvh9D7A4Jxe7onCwr4vm0UHWF5Ze9tim4UGO9vfi1jQW+D8csfJE0qCta4izXUOMBiJE40kyPA4e2LgwXV3tcpAkgcd56zZl58mJecxjDgghWNJQyjf/aDtYFrFYkrbWfv7XP+xi12snWb2uitoFH26d9OkYGQrR0f7RC3uOhOOcbemnpi7/dpsyj3lcM8bHwoTDcRYtLqZ2YSGyLOG8DbtCH0cYlkmpJ4PP16zgkbJFAOQ5PeQ7Ll8adh4ffQghWFSSx58/uoXTXQO8fryV7pEAn1m/lM7hMZ7ctIzCLC9rqovZ3XSe8XAUn9OOIqdSghRZQpFTjoIEKHJqt09VZBRZxmXTcDk0ukbGcdk1DNOiY3gMr9OOJATtA2O09A4RjicYCoSYiMXTtjWUF1CZm5l2RHpGAxw910Pf2AT7WzoYC8co8nuxLOuaov8ShoFpWtgUhWPtvXQMjTEaihDXDcZCURK6wZrqUg60dtE9GuBUZz9l2Znk+dzsb+mgsWuAH791GNOCoWCYcCwxd+qHZdE/NoHbplFfkofHYaOhrIDm7kEWl+aT63OzqCSPYr+P+pI8zvQMUZ6TSY7XRV1hDn6Pk7rCHJy2NiKJJIfbuhBCcGFwlHA8lfdumBZ2TWFxaR7lOZnousE7jedImiayJJAnRU1VRUK5Bg0Mp6ayeWEFGS47dlXFY7fRzwQVuZk0lBWQ43VRku1jNBRBliScNpXesQkEAqeWiriYdlPNat/jsLGutoxiv4+6ohzO9Y9gWRZHznUTjMboGwsSTejEkkl0w+T4hV5aeocI7Iymrk849e9UW2trSinIvPOrcN1KdHQM8/kvruepX+wDwOO2EwxGb4sty7KKEUJQHM1gpb/kmqMmroT2lj6e/+levvmfHiLDf+PlUlfkFlKXlc3RgV6+e2gvf7zKYqE/B7dmQxYCw7IIJeI0jgzy90f2Mh6PsaGolGW5N9e30HWD5guD/GrXMU619TEajBBLJLEsKC/IZGNDRZqcGBiZ4N9eOoRpmty/fiHLF9yeqiHz5MTHCOd7Rzjc1Imup3KU/T4nW5ZX4ZxXMb4hyIqUVh+2OzRWrK5kxeoKdr58gt7u0RnkhGlatJ8b5NzZfiLhBG6PnbpFhRQVZ80S1bEsi4lgjObGHgYHAuhJA6fLRn6Bj6qafNwee7rN820DdHWOcPTgeSaCUQ7ta2NkOJTOf1y+qoLK6tz0gmmq7VMnOhkeDOJwaixYVHTZPlqWxUBfgJbmVIiezaZSUZVDVU3+nJEhqfajtDT3MdA/ZbtGfkEGldV5uD32dJvn2gZoPdNHT+coQgie++XBtJ2l5dmsXlc1Y6Gn6wbn2wZpbxskGkvg9TpYWF9EQVHmLDs62odoaepl5dpK7HaNxlNdDPQFEJKguCSLBfVF6WtnWRbBQJSzLSmbE3Edh1OjrDyH6to8VO3WTYPjo2GOHDpPVU0eRSVZtJ7po7N9CF03ycnzsrC+mIzMmQz2+FiYM409DPQHkBWZouLMdP8uXSjH40naWvrpvDBMNJbEpilk53qoqs4jK9sz614MhWKcaeyht2cMgSCvwMeixcW43LYZbVuWxdhomLbWfgb7AyQn79mKqlyqqvOQlZm7C92dIzSd7mb5qgpcLhuNp7vp7x1HAIXFWSxaXIT9ktDAeCxJ29l+ujpGiEUT2GwqWdluqmryyfK7Z9guhGB8LEzjyW6GhoJomkJFVS7VNTd+PaORBCePdzI6kkq9mAjG6O4c4flnDgGgagpr1ldRUDjzfgwGojQ3pvonyxIFRZksrC/C4dRuaRrT1eYgy7I4tK+NWCzJ2o012O0q8XiSd3Y1oesGW7YuxON1EI8lOXroPHWLCvFn31zCQDcNDg118UpnM6qQeahsIcv8RSgfYHdqHh8dyJJEjtfF1vpKXDaV5w6cxlxnIRAkJh1C3TBBiKuKPQoEYKXL0do1hSyXg5beYUqzM4glkzR1DbKkNJ/2wVFeO97CN7evoTDLx988+/aMMrZOTZ3l6Po9Tr60ZTkVuVkA1yy6aVkWbX0j6IZJsd+LpshsXVzFIytTqU9CCLxOG6ZlUZrt49DZLpq7B9m+tAZt8hwN5QV8bdtqtMkxcF8hjFoIgW6a6RDtpG6gqQqySEWWTIlF6oaJPEnoSEKa/FekqopM2u2yady7rJbVVSmHZIockITAaVPT57MsmBrAyatwTWMDoKky9SV55Hin0iNS4+7Q1HTUxZTWhNdho6G8gPea2qnK9/PJdYvJ9V3ZWVRkKa3zIQmBNWmdQ1PZuKCMrfVVqe+kVHlpVZbZsrCCT65dPDWgeB221HhJAsctXB98VODx2Glq6iEcjtPdPcr7Ry+Ql++76eexLH2ydGhqPaJK2TjVxUxXBwkmY3SFxwgn43SFx8l38rhaTQAAIABJREFUeJHEB4tqDgaidLYNok/OSTeKHJeLL9Yvo218lMP9PXxn18usyi+kKtOPU1GJ6Enaxkc43NfNWCxGpt3BFxc1kGG7eREKlmVxsLGTf3xmN+d7hrmK9AWyLNE9OM7R5i5URWZxdcFtERyef+puEiKxBP/6m/20dQ/zlQdXs2phyS3Prx+fiPJ+SzcDIxO0941Snp/JygUlt42cME2T0WAEm6bidtzahfqHASHA6UxNklPiNpZlEQnHeeWFY7y58zTx2EWVXbfXwcOPLWfrjno020U2t/PCMD/5wXu0nxsAi3RbkhB86sm1PPyJlUDKWX/r9dOcaeqhvy+ArhucOt7J+XOD6ak5J9dLZXVu2paB/gA//N5bNJ3qRlFkNJtCZpaL3HzfLMc0mdTZv+cszz59gGAgOrXKQFYkNt+9kE8/uXaGtoZhmJw81sGvnjpAd9cIlgmI1M9cbjt/9Gf3s2hJMaZpcexIO2+9cZqR4RDhcIyujmHeeC2etnvNhmpWra1Ki6FNBGM8/6tD7H23hWRCT5/Tl+nkk59dw/pNtTOczrNn+vjZj94DITjT2EPjqS5isSR60qSqNo8/+6uHsdtTQluD/QH+4e9eo793HMMwsSwL3TDRVIV77lvMp55Ye8vy+IeHJvjlz/dx97Z6ELBvdwvhUBx9UozpT/7TQ2lywjQtzjT18Isf76G3ZwzLstI7dw0ryvjiVzeTneNJP1cTwShP/3Qvh/a3YRgWljl1PKxcW8XvfOMuPN6L4fft5wb5+Y93035uEHPqWAS1Cwv4/Fc2UVaRnV4kdnWM8M//43WGBoOYU2Oom9jsKg89tpyHPrEC27R7/NzZAX7+o90YRopgO3msI319yiqy+Yv/8mianLAsi76eMZ7+2T5OH58kVyfvK0mS+NyX1rPj/qVI00SiBiavaXfHCImETjyuo6gyn/zsGh56bPkNERShiRg7Xz7O0GCQiWCMaCRBT/cob7x6EgCHU6OyKjdNTliWReuZPn7+4910d45evD4IFi8r4Qu/s5n8At+HPu9d6xykagrHjl6g8WQ3VbV5FJf46eka5Wc/eo9QMEZFVS6LFhcTCET495/v49vf2XHTyYmxeJSXOppYnVOKIkn8x4VGyj1ZZNvn87g/7tANk10nz+K0aSiyxIHWTirysrCrCisqi3jzVBvxhE5j9wDV+X58VykB7LJpRBNJjpzrojQ7k7KcDAoyvbzTdJ67FlUQiiXYd6aDHUtrkCUJgWBkIkJL7zCjocgV2/Y5HSwuzWNvSwcJ3SChG+R4XSwquXxuekI3ONMzRPdIgN3N7WxdXEW2x8WGujJ2nWrj+IU+bJOE/4rKIuyqwsrKYn767vu47RoNZQUIIVhRWcSJjj4One0i1+cmltRZUpqP264xEAgxGAgxForSORSgKMtLeU4mNlVm54lW8nxuTncN8OCKBQgp1d93G9vpHQ1yrL2Huycd87kghGD9gjL2tXSkiAgLnDaVZeWFk+/tuecxr9POeDjKkbZuiv0ZlOVkXNGZiScNTnb0k+myI8sSFTmTZO8czRumRd94kEUluWysK8emKiQNA0nASChK59AYoViCzuEAiiThmww7v7QpAWxYUMaB1k6yPS5kSUJVJJaXF7KhrpRXj7Vw7EIvDk3FME1WVhalCJzL9uK3G9u3L+bNNxsZGQnz7K8PU1dXwKZpGlBTUT43+u4zrSTB2HuMR3dhmCFUOQ+/8zGc2gJsSvEMHvHUWC8+1c6SzEJ297exJLMQ97S1gp40mAhEsDm0dPRjLJIgFk1c9vzjIyES8Q9eMUOVZHaUVxNMxPnxyaN0TgTYeaENLrTNOE6RJKoysvh6wyq2llbecGndS2FZFu29o/zwPw5wvmcEr8vOwvJ8FlcXEAhF+dWu47N+43XZqa/M59DpDlo7hxgJhMn33/rIoXly4ibhQt8o7x07R9fgODUlOSyuKsBhuzk1f68VDdWFLCrPY2wiyl//4DWiN+Hh+iAIRRN89+l32dRQwf3rF37kJ/pIOE7nhWEcDg2/P7VotyyLfbtb+cW/7WH9xloe/dQqsrLd9PeN8+y/H+RnP9pNVraHlWsq0iGjb+48TfPpbj71xFrWbapFkSUGB4OcaexhYf3FECpVlfny1+/CNEx2vnyCH/7L23zpa1vYvPXiWGrTnLB4LMkLzx7h/cPtPPjocrbfvwRFlTmw5yzPPXOQWHTm/XD2TD8/+f67+DKcfOMPt1NVk0cwEOGNV0/y2kvHcXvsPPrJlWlHr7tzhB9+723GxsI89OhyGlaU4XBqjI6E6O8LUFSS2mGSJMG2+5dw17ZFtDT38v/8ny+yZkM1X/+9e9IEiaxI6ReMrpu8s6uR//j1ETbfvYAHH1tORqaTnq4xnvnFfr7/T2+R6XezeOlMwi8cTvDic0eoqs3nG3+wjSy/h/GxELGYPsMJdzg1lq8qx5fhorouH4ddpbNjmH/7/rvsfOkEK9dUsrD+8tElNxvJRIp0qqrN4zOfX09JmZ9YJMHgQJDCaVEiw0NBfvL9dxkdCfHElzawpKGEaDTJO7sa2fnyCTweB1/83c3pCJHmxh7eev00q9dV8/hn1+B22xgfj9DW2k9GpmtGpEIoFOPnP97N2TN9fOrJtSxfVYFpWBzce5bf/Powv1L38/t/cl9a4MrtsbNqTQX+HC9VNXloNoXzbQP8+H+9w4vPv8+K1ZWUV+bM6Gc0muCl3xylqiaPr/3eNrJzPAQCYcKh+Axx0YlgjJ//eA8H9rSy5Z5FbN66gCy/m9BEjK6OERbUF82IzLAsi9MnO1mzvprv/OUDZGd7aGnu5ac/fI8XnjvCitUVlJZff86mP8fDX/zvj2JZFi1n+vju37zEkmUl/OGf3g+kFlraNEXysbEwP/3Be/R2j/LZL65n6fIy4rEku98+wysvHMPptPHVb939oRNf1zMHlVfkcPjAOcZGwhSX+DnfNogiS2RkuWg/N8jC+mIi4QR9PWMfiq0xQ0cWEjuKa9AkmSNDXQQTsXly4rcAQqSeoRMdvQgEVflZbF5YgSwJHlxRx3tN7Ry/0Euuz83WxVWpaAbA67CxtrYkvXOfaktQ5PfxybWLOdMzRCSRpDDLS1V+FhvqyqjOzyaWTLJpYTllORl4HDa2La3m+IU+SrMz+MyGJeR4XSkisTSfLJdjxvrEZVN5YuMy3mtq53BbN16njcIriGEKYEVFER1DY2S47Dy2up5lFYUossSGujLsaiq9A2BpWT7S5HususDPispCynIulkityvPzhc3L2d/aScfQGOW5WaiKRCAS4+1T5xgOhrGrCrtOnmX70hqqC/z87j2reafxPKc6+7m3oYaVlYX0jU9QmOlBU2VOdvaxoa6MDQvKGAyEaCjPx6EprK4uQVNS5JDPaeP+ZXV4HXZOXOhDkSXW1pSCgIbyQgqyUmser9PG2pqSlKClEFTlZXHfslpOdQ0QTeoU+b2ozE1OeBwayysKOdbegxACu6rgsdvIcjtZU12SjnhYUJSLpsiE43Ei8SR9Y6N0DI0TT+qsqS7h3mW1HGvv4VRnP+U5GexrucBYKML2pTWsriomezIqI8frYlVVMZIk2FpfhdumcbqzH0mSWFlZhJAEa2pKUBWFo+e7sSyoL8lDkiRkIVhfV4ZrPvJ4NgR87ol1fOrTq9Mf9fcFiMd1cnO9GIbJhQvD1NbeWDpvLHmWscjr+Oxb0JRCIslmhkJPUej7YzRlJkEoCcFANIQsJEbiYQ4NX6Ahsxj/5Dul6/wgP/77nSxZVcFnJjWf9u5qZPdrpy57/tGh4AyS/4PAqap8bsFilmTn8cr5Vs6MDjEcCZMwDFRZJtvhZKE/lwcqa1mcnXtTowiTusGe4+dpbh8g0+PgG4+vZ/uaOpx2laNnuuYkJ1RFojQ/E7tNpW84yFgwckVywrRM+mPDZGk+7PLNS32dJyduAnTDpPnCAKMTESoKszjc1Mlnty275eSELEvIsoQ9kfxAIi43C6PBCI3n+1m3uOzqB9+BCIdi9PaMYegmQ4NB9u1u4eTxDlatraK6NjVBxqJJdr50An+2hye+vIGyipSDlpfvw25X+W//5Vlef+Uk9UuK06xtNJpAmgz/zsnxoNlU8gszWNIwUyxHCJF2PDVNQQCaTcE5R7i4ZcHgQJD9e85SXpnLE1/aiMudOt/9Dy+ju3OEN3eeTh9vGCZvvX6aSCTO13//HtZuqEaSJPLyfRQUZtJ+boidL59g3cYaCosz0ZMG+/ecpbd7lCe/spFPfHp1mrS4tNqAEAJNU9A0Bdtk6oGiSDicGrI8+74MBiK8/soJSsr8fO6LGygsTjnouXk+FEXir//q1+x69RQL64tmlHDUkzpen5PPf3kjuemQwpn10oUQeLwOHv/s2vTiGFJlGdtaB3jqJ3sYHQ5dcy7xzYBpmggBj392DQsWFabPO13m1LIsDu1v48L5Ib7wO5vYdt/idN/zCzNoPNXN/j2t7HhwCWXlqXsukdDRdZPsXA95+T6cTo3cfB81dQWTY3Gx7ZPHOmg63c19Dzbw4CMXIw3yC3y0nOnlxLEOLpwbpH6SEMrMcvHJJ9bNGMO8fB/NjT08+/RBAuORWWOoJw1cLjtPfmnjnKk5U2hr7Wfvey1s3FLLV7919wziYsmy2QJSlgXZOV6+8vW7yC/MQAiBP9vDhfNDvPDcUS6cH7ohciJVlSe1ELXbVIQkUBR5Tq0Jy7I4evA8587286kn1rLjgaUXr09BBk2nuzm8v437H264bDWOm4XrmYPKK3OIRROMDE9gmibt5wYpKMrE7XFwtqUfsBgeChKLJud8Vm8Ebk3DpkyVU7ToiwR5saMJRUh0hsZ4ubOZfIeHXIebuwovv7M7j482ZEnivmW13LdsdpUdt93GgysWzPm7bK/rYsj9NNhVhe1La9i+tGZaOxpf2nJRWPXLd61M//+hy7R/z+LZ95wQAr/HyeNrL87KSd3g+YOnaewemHX8mqoSvnzXijmfGZuqsL6ujPV1s9dBWW4nv3vP6hmfSZKgviSP+kuiNLwO+MrWlcyFitysdPrJdMiyxN31lZRmZ8x57GOrU5ov08f+3oYa7m2omdHOjml/53jdPD7tejhtGg8sT/3esizOD4zy9N7ZTo/PaecLm5fzje1r5uxDsf9iWsCmBeUAHG7rYjgY4U8e3oRDU3m3qZ1j7T08sKKOextqubdh9r30yKpF6f+X5WRSNhmZ4bRJ3FVfyV31lbN+s7amhLU1s6uYfWb90jlt/W3Hr391mJwcDz6fgw0ba9i/r43z5wcxDYt7ti2iojKXMy19lJb6J/0ScV0+SVzvwa6Uk+HcjiRs2NVKIvFTGNYEMPO5qHD7GYuHGUmEWZCRR9I00K2L6Ri6bjIxHiE0TROj+/wgpw6fp+gy64RQMHrV9IfrgSYrLMsrYHFOHuOxKMFEnKRpokgSXs1Glt1x06IlpiMUTXCkuRMhYPPyKh7atAj7JOl7OeFQIQRZXidOu0ogFCUcu3yECYBhGbzev4eHC7fOkxN3GsLROEfPdJGb6WbryhqefesErZ2DFGTPZJsu9I3SOTDGygUlBCainOsZJhxL4rJrVBdnk5c1MyfcsizGJqJ09I0yHAhjGCYOm0ppfiZl+bO1DK4VPUMBmtr7qSryU1Hon+FQmJZFZ98YLV2D1FfkU5ybkbYlHEvS1jXE0HgIfdKWnAwXZflZuCbTNkzLomtgjN6hIIebOxmbiHCyrRdJXCxVs7A8j4rCrDs6zcOyLN59s5mD+9om/waX28a6TbV85sl1aYdloD/AQH+A+oYSsnNmhkDn5fuorMqlraWPcDie/s3qdVW8f7idH/3L27S19LNsVTlV1bm4PZdXvL8GiwkEIvT3jrFmfdUMh8rp0qiqyePtXY3pzyaCUTo7RsjKclNZnTfjxeFy21hYX8gzvzjA8NAEhcWZRKMJzrX243BqrN1Qc1N1Gvp6xxkanODu7YvI9E/fQRUUFmVSWpFNa3Mv8VgSxT1zR6ZhRRmZWVfedRVCoOsG/b1jDA4EiUQS6MnU34ZukvyAeYU3gqraPErK/Jd9BkzT4mxLP8mkzuBAgLffaJzxvT5Z7nQiGEt/VlGVS3VtPq++cJzx0TCr1lVRt7CALP8l84ppcf7sAJFQnGAwyjtvNs1oOxpJMD4WYXQklP5MCEEycbG0ZTQSJ6kbDA8G0XXzsrmZS5eVXjU1oK21n3gsydoNNTMiXi4HIaC03E9+QUZ6/GRFIivbgxCpajsfNqauTzyuMzocmnV9EnGdoaEJAuNXDh+/GbieOSg714vLbae/d5zxsQh9vWNU1eShKDJNp7pJJHQ6O0bIzfNdd1m4/lAIVZLwO2dqpjxQVZvOnfeqdlblFDMaT41Lg78QgMFYCE2WGYqG8Gr2K5Zcm8c8bgcUWWLb0mo2LSyf9Z1DU294PfZxQ0l2Bt+ao6qJNC3t4lqR5XFimCavHWtFkgTtA6M0lBfOa9TcZgTGw1RV5RCNJdm/r4329iEeeWQ5IyMhTp7soqo6j3Aoxuuvn8LptFFbm09pqf+a21ekDBJGL9FEC6qcSzTZhoWOJGbfP17NjiYrBJMxqjzZ1GcUoEkX3x+Vdfn89fe+gmqb+U6pX1HOX/z3z855/iPvtfL0v7x1zfZeKxRJItvpItt5ayIF4wmdnsEANk1haU1Bmpi4GmyagiLLJJJGWsPwSrCwMK2rH3c9mF8B3AQMjIY42dbHxqUVLKsp4rX9zew/fYHNyypnOH0HGzt4ZtdxHr97CYebu+geGCcaT2JhUVno52uPrmN5bVE6z/t87wj/9Os9dA+OE40l09oEfp+LJ3YsZ8eauhsSKglH4/zzs3tZUVfMnzx5F+5pNakjsQRPv/E+e06c5//+g4fT5ET/yAQ/eukgx1t7iCWSGIaFLAscNpXPblvO43cvSQkw6SYv7m7kyJkuBkYmiCWSvHfsHEeau9Jhk7/z8BoqCmez/HcWBAvri9hyz0IkWcLttpGT56O8Ihun66JYYGgiRjJp4PHYUS6pQ64oMl6fk3h8gHAoTs7kpv7yVRV858/vZ9drp3hz5yneeuM05RU53HPfYtasq07v3l4vopEEum7i9Tln5OQJIXC6bDMELmOxZEp00K7inON8vkwXhmEyMZFim3XdJBiMYrerM3a2bwYmglF03cDjdaTV2FN2p0QIvV4HY6NhIpHEDA0MAK/PgXSFHV7LsujvC/DcLw/S0txLIq6nIjpsCqOjKcKP6xDzullwue3YrkDwJBI6oYkY4XCc1146MSNiZAper33GgriwKJNvf2cH777VxJ53znBofxv5hRms31TLtvsWk5HpShE1hkkwGCMaS/Lum03se691Vtsejz09d1mWRXfnKM/98iDnzg6QSOhoNgWbTWV4MDininzaRp9jlljmpQiMR5CkVHTGtfCVQgh8PifiEoHMqVrdt+JqJpMGoYkokXCcN147hbKradYxnkuuz4eF65mDsnM8lFVk0901St8kWbf57oVYlsX7h9vp6xnjwvkhikuzrokomo5X2lqozvSzpax8xuc++8VnNsPm4NuLNly2jZ+0HObuwmrKPJePtJnHxx+WlcRM7EOITCRtCZfTO/hQbTCDmLGdSPb7EJI3JWTpsMM1PhaWpYMVRUhupttv6V2YySPIjk+kP7esOGbsLazkcYRchuR4GCF5MZMtWPo5ZMcDXO8YZHtcfPmulWR7ZjpClmVgJd/HjL0JUiay4zGEnI9ljmJEngVzGMm2BaGtB3TM+FsIuQpJrb6qDUIINEUmx3vjFQ6moyw7k6/ds5qukQCWZbGioojKvDt7Y+u3AXn5Ptauq2Z4eIL33j1DOBzH4dTI1zI4erQdTZNZsaKcaCyRqqRznUS3U1tENNlC/8T3sTCQ0Mh0PoQq58469uRoD6oksyyrmAOD7dR587BPK1kvKzLezJnPgGZTySvKxOObey3rzXTeUqH0DwumZRFL6MiShM917e9zw7QwLQtFka4a0SEJmRJnAa/0vcsibzU2OeVP5NiyKHTMvl7Xio/+6N8BON7aTTiaYGl1IdXF2RTlZtDSMcjgWGhWrs5IIMwzu46zbXUNX39kLUIS7Dl+nl+/fZLn3zlJXWkOrkmywGlLRVRsaqikrjQXVZE40zHIj188yFM7j7KkupCS3Iy5TLoiKouyWVyZz6GmDnqGAtSW5KQn+6GxEEeau1hcVUBp3sUF4q7DLew90c7DmxZx94pqVEWmf2SCk229VBVnp3MoVUXiiw+s4nPbl/PmkVa+99xevvLQGnasqZ1U1wbXLRIf/CAQAsoqc3jwseUIBEISM0Lap2C3q8iyIB7XMY2ZzKFpWsTjSSRZYJvG2qqqzJJlZVTX5tPbM8aBvWc5uLeNf/y71/j672/jvocabshmVVUQgllCPpZlYRgX1bynbFA1mWTSIJmcves9pU8xJXIoJIGqKei6STKpzzr+g8Du0JAkKTWG5kzX0jDMlNihLM3Q15iCEOKKyyXLgud+eZBdr57iwceWs+3exWRkuZAkwa7XTvFv//rOTe3LtUJMKT5eBrIsoaoKfr+Hb/9vO6iqmTs1YPpOuRCCsopsnvjiBrbft4TjRy+w570WnvnFfgYHAnz563fhdqccZk1T8HjsfP3372Hp8rnTrqYiUuKxJM/8Yj/797Ty6CdXsmXbIrxeB5IkePH5o/z8R7sv389rWERqmoJpWiQS135f3e7FqSwLVDUlNvutP9pB7cK5S3/dbEHJuXA9c5CmKZRV5PD+4XYG+gOEgjHKKrKxrFR6YmfHCL1do9QuLLju0qm6aaKbHywKaTQeIWHe3PllHh9VCLhM6PGtM+EDqNQbfRix11DcX7+0UbhUk8EYwoy9juz8NEIuAzHNkbhBGxyaypLSOXL+rShm7HWEuhhJXQZSKp3CjB8CcxDJ+QRC+Lj4gpJu23VQZImKvCwq8u70zazfLlRU5PDLfz+AaVjpVKY9u1sxDBO//6JI9/BwiEULCyc3ga4dsuQi2/VpMhzbMawQiuRFljKRxNw7/5bFFTdJLsW6bYvQ51j3TsGb4aSiNn/OTaGPEmRJ4LJrRGIJAuHY1X9AahxHA2GisQRupw37VeQJLMtkMDbCSGKcg6Mn0n7esoyF8+TE7UQsoXOoqRO/z0l1cTZ+n4uF5Xm8vLeJMx2D5GV5ZiykdcOkviqf33loDV6XPeVQ5GdxrLWHcz0jDI6FqHCkdubz/R6+/fjGGU5xTUkOrV1DPPvWCQITUYpzrl8NXpYE961bwNtH2zh4uoPq4mzkyWiNw02pVIzNDZUzIipGg6ndzcWVBVQX56AqMjUlOWxqSOXvTZkghCDDnXqxeiYrW3icNrIz3GkC46MCaTLn/ErIK8ggM8tFR/sQwWB0RtTDRDBKR/swBYWZ6fKgF1WMU7vnNXUFVNfks3xVBX/3Ny/x1uunuffBhlk7yFO7xIZuXlYfweuzk5nlpqN9GF030rbrSYOBvsAMEsLrc5BfkMHpE130do9N7lqn2tR1k3Nn+/Fne/Bnp3ZA7HaV4pIszjT20NzYy8Yts8tSzgUhUqSOYZhYpjVrTQZQWJiBL8NBe1tqd9c2rQTo+FiErs5hqqrzcLqun9SKxZKcPNZBYXEmjzy+kvzCFJlnmiYTwegsMuROgarKlJRmcfTQeWLRBAWFGTOisC59EU//22ZXKSrJorA4izUbqvmnv9/JO7uaeOTxVbjdKYX04tJUWlhgPEJ+QcaMXOlL256YSJWmrajK5aFPrEg73KZhEgx88NzM0opsJEnQeLKbJctKZ1T9uFOhKDIlZX727W4hFIpddQw/TFzPHKRqMqVlfna+fILO9mH82W58GU4cDg2bptB8qptIJEFJqX/OUsJXwurCIl4+20rSNMm0OxACHIrKopzcj9zcP48bRyri4DUsvT21M29/EORCrOQpzPh7gIFk24pQl2JGngbJgaW3IaRcJMfDIDyY0ZcwkyeRHY8BqbUJRhdG7FUwgwhtJZJtI1hxzOgrCDkPM3kUoSxCst+LELOXtpYVwYy9jpVsAcmbioiQK8DsxYy9gWX0gVyI7PgUWCGMyDNgxcC2bfL3BlbyBGZ8DyCQ7FsRyiLMyFMgubCSbQi5AMnxEJbRixH+GVayEd0cRCgLkByPY+ktmNHfgJTLlPNvJo5gRH+DpTdiRJ1ItvVI8g7MxGHM2E6EUsfFCIsEVuIgZuIQWGbKBnUFYg7ywDKGMGOvYhn9CHUBku3/Z++9o+s47jzfT1V33xyQcwZIkCCYSTBIpAIlURSVg5OcPY47wZ7ZfTuzb87O7Jt9O3lnPJ6dXYc33vXYHmfJpq1sSqIoiWLOCSQBEpnIN9/bod4fFwQJAiDBIEsa4XMOzsHt7ltdVV23u+tXv9/3dyfK6cdJ/Agn/QbCHkQ5I2jex7GTP8ROPgNkIPEDpPcJhAziJH+KYx5H06ovXgc1hJN6aez6hrL9JXNw0i+jMocQWhHScy/IXJzUyyB0lHUC0NB8H0TIyQtqjlJE02lMe+KE8UK6U0PTcGsaupRXfd9VSmHaNinbwrIdxpKKoQmBfoVylFJEpqjDVAgh8BoGPuPd/6x6O7j9jvnU1hWh65LS0hySyQy7d7VhmjYtLXUkUyb7xjJ0eT0ubMehqGjmGR/SVidKmbj1GlyiBKUskmYrbr0STU70ylmSV8GO/naOjfaysqAaj3b1a1J7FaHOqoZiPvHlewiGbyTUGnpiUY4P9jM3r4ASf+Bt0ZW4Eh6XQXVpLh19I+w/2cU9qxpxjS1iTkciZXLgZDfxVIb6igIKruIprQmND1Tex4WEwheKnuqedC3MGidukLM9Q7T3DFFTmkdZYQgpBUvmlLPltcMcOtXNqgXVE4QxXYbGovqyccMEZHNY54V8DI7GSV+S2wYMAAAgAElEQVQygRRCYFoW54djDEcSpDLZm20ilcGynRndRKdjbmUhC+pK2Lb/NA+tbyYc8JJMm+w4cpaS/BBNtcUTJp8r5lWy/cAZvv70G5ztHWb5vAqqSnInGDDej/gDbm65bR4/+M7rbHv5GHdtbMbndxONpHjxuYMM9EfY/NDS8UwJpmnTfroft0cnLz+A22NgmjbptIlSatoJQU6uH6lJTh7vYemKWkJhL6ZpY4ylCxVCkF8YonlxJcePdPHm9laWrqhB1yStJ3vZ+eapCQv1uq6xZt1c9u85y0vPHSQn10dhcYhUymT3jtOcONrNqrUNFBWHx4U5l7fUsW3rUX7xk92Ewl6qqgvQdUkqZTIyHKeoODwp5CMU8uJy63SeG6K7a5iS0pxxK/qFSVROrp+16xp5dss+tm87wfo75uH1uRgdyQplxiIpbr19PtpV8t5PhSazK9yJeJrh4ThFJWEyaZMTx3vY9daZd0RvYiYIIWhZ28C2l4/x7C/2U1CYTRmrGxrptMXwmB5ETV0huq7hOIrurmGSiQyFRUF8fjfKUSSTGRxboRva+OKXEIIly2uoqMxn64tHqK4tpHF+GS63jpmxGB5KYJoWdQ1FGIY+5sWhEY+lGB1JkJsXIJ0yOXKog3272254Ij5vfhl1DcVsfeEwldX5LFxShcfrwsxYjI4k8PpcFBWH3hUivxcQQrBiVT1bXzjMc7/cT2lZLvVzijFcGpm0xfBQDMdR1NYXve2rL9dyDxJCUFAYQtckh/afo6a+CK/XheHSqazO5/DBDmzboeIa4oMv0BEZpSsaof9UfDwmvDQQZF5B4axx4n2EY+7DMY+ieZ8A0iA8YHfjpLYgXbeC0LATP0APVeKkX0Po1UjP3djJLZDehfTchXSvRlknUXY3sBRUCjv5Y4QsQbiXYKeeRsgchFaJk34B6dmYnRDjYUoLOKDMozjp3Wi+DwEZhPCBimPHvwcyD+l9EFQGhBuEC+m5HTv2zayBgjDK7sRJPYt0r0epDHbiX9GDf4CTfgVhNCE9d2AnfgZaGdLVgnSvxcFC830MhA8QCK0a4VqOk7oYzy70eWiezdjOIJrvMYReAxgIfR5Cb8MxT463SJlHsZNbkN4HESKIkLlM6YKnFHbyacBCejbgpF7CwY1034r0PoxyetE89yOMZhCeMcPFIKgkmvcDoBUABtJ1K455BJx+oBHI4CSfRdk9Y/1tg/DjZHaiMoeR3k2ozB7sxL+i+T+JMg+gVGLMyKRN9Ai5hOFkkj/fto2dXZ0Ttrs0jZDbQ21uDsvLyllTWUlVODztJM+0bU4MDLD93Fn2dnfTGYmSskx0Kcn1eqkMhWkuLmJJaSnzCwrHhXoBkpbFf331Fd7q7Jyy7Evx6DqfXLqMjyx6fwpmplIm8XiaVDJDb+8oANU1BdTXF6FpkkQig25omLEU5/sjVFxBEHsqEpljOCqGW79gFDMZSjxDgf/RScaJXLePDaVzsZVDd2J0bIp8Y7g9BoWl1+6VfjnbOtv5h91v0pCbz1/fvpEi/80Jd5opfq+L5fMreeNgOzsOtbN1Vyu3r6jH6556oc+0bN481M7W3a3omsaiOWUU5Fy9zray6Uj2kLYzzAvVEbMSGMLAp1+bxsylzBonbgDbcTjS1kvvYBQpBF/94TYEEE1mxj0qHr8sa4fL0MkNeidYbYUQF2Ptx170lVJ0D0T4ydYDHD7dw0gsia5JDF1jKBIfO/b66i2EID/s5/ZlDXzv+T3sOtbBhhVzOHH2PGe6BlndXE1FUe6EOrYsqObLH7qdX24/wvee38PPXjnAwvoy7l0zj2WNlbgN7R13tX4nkFKwcfNiujuHeepHO9m3q41A0DO+4n/7hgXctqFp3OiQTpn86Ptv0NUxRFFxeHwS1tkxhJmx2Hj/kimtmg1zi5m/oJyXXzxCV8cQwZAX23bY/NBSlq6oBSAc9vLwEyv5h/YBvv61F2mYW4LL0BkcjJKb558kcLhiVT0PPjbEz3+ym/a2AYqKQyQTGU6f6qO2rpAnPrJ63ONDCMGipVU88oEWfvbDnfz3P/8lZeW5GIZOMpEmGk3xW1/awIpVE5Wwi0vCLF1Ry6+fP8Tf/+UzFBYHcRxF8+JKHnosq1LucutsfngZPV3D/PC7b7DzjVZ8fjdDgzG6Ooe4/5HlrFk357ri911unXV3zON7397O17/2ElXV+aTTFr09I9TWFdJxdmDC8fF4mh3bT9LVOUwinuZUay/RaJIf/ssb5BcGCYW9tKxpoPI6Jm/XSl19MU9+8lb+zzdf5at//QzlFXkYLp10KsNAf4zFS6v47G/fha5r2LbDm6+d5Lkt+ykpyyEQ9KAcRX9/hN7uEe57aNl4+lvIZpR48lO38s//62X+x989T0VlHh6Pi3TaZGgwRkVVPr//h5sxDJ1A0MMt6xt56kc7+R9/9wIVlXkkkxl6ukdonF9G57mhG2pnUUmYT3z2Nr71T7/m6197icrqfPx+d1ZscjDG3ZsW8dBjK3C53z3GCciKcj75qXV8++uv8A9/8wwVlflj18dkcCDKvAXlfOnL96DrGpZpc+hAB0cOdZBKZg078XiaF589xOnWPjxeF82LKli8rAaAkeE4r796goH+KCPD8fHUnt/51jbCOT5y87MGvYLC4DXfg/IKAoRyfJw62cud9zTj8RqgYE5jKb9+/hAVVflUVl/7+L6voZF76+dOyHF/YcVylvcPQhaCSuCYO9Dct4HMRWV24mR2gbJAuFD2OZR1DqQf6V6PdC1DWadQdhfggMwDeclKqzOMsjrQQp9AaPlZDwRzP5pWCcKLdN+O0K6cFUfIfMDGyWxHum8HWQB2F8ruRPd9EKFfFt4mC7OGCsi+l1ntOJk9Y22QKOssyu4EERxrw3Ic8zDY3VmDjMwHEUDolYwbEIQv2z+XGFCEDKC0ouw+rQwhx0IYRHCsjNPjx6rMXoQ+F8196xXbqlQSZR5DC34JqdeDM4Jj7gX3LQitBCECoBUjLsTwa4VZQ4dyj9V3rByZnz12fEMCxzqO5n0M6Voy3jcq/eaYV0gG5YyAioMTBSykawXCWHzFlVRHKfoTcTojEXQpcWvauPZadzTKob5efnH8OEtKSvliSwu31dRMMFAopUjbNluOH+ebe3ZzamgIQ8pxDwmlFOdGR9nd1cVTx45yR20df3HPPROME0opBhIJOiMRNCEm7Lscr2GQsm5Oqsn3Ii88f4iurmHa2vppaCjmzJl+Nm5cSONYZjCPx2BhcwX79p0lGPSMb78aStmkrHaS5gkclSCW2QMILHuYtNU26fhdA2eJWxezSewdOMdvNd6CIS/+viLDcdpP9lE7r2RcY8LMZEOIL3jpvl0cHThPXyLGqrKKK46ntwtD11i3pI6Xd7ey/2QXX/vRNvad7GR1cw1DkawotWU79AxE6B2MsvPIWV7YcYLB0TiN1UVsWjv/qrqGCsXOoYPsGDzAqBnlP83/PMcip7GVzS0FU2cXmgmzxokbIJbIsO9E1sqqaVk9CAAU5AS9dPSNcKpjgNJLdCeEYIKQ23QkUhn+z6928uq+09x/SxMbVs4lHPCiScGPtx7gO8/suqG6a5pkzcIafr7tEG8cbGPFvEr2tWbFLtcurMV12Qq+oWusaa5hQW0J7T1DvLb/DG8ebuP//XYHX3rsVjatmT8jMbv3AsGQlwWLKqmovHqc44U0i5/9d3ey8PVK9u5sIxJJUlAU5N77F7O8pY7QJa5hPp+b+x5cyq4dp+nuGmF0JI7LbbByTT2rb5lD4/yyKc9TUBDkC797N1tfOEzb6fPEoknyCoITBCKFEDQ1V/D7f7SZl184QnfXMB6PwYOPrqCsPJdnfrGPoqKL6brcbp0HH1tBTV0hb71+it6eEXx+N49/aDVr182luDQ8oQ5ut8H9Dy9n7rwy3nqjlc6OIWzLoaAoxNr1jdQ1TI4v0w2ND31sLaVlORw52ElkNEk4x0fOJQJFQgiKikN84ffuZsfrpziwp514LEVpWQ4PPbaCZStrJ8W/5+YHWLS0Oht2cpWBt+mBJYRCXvbsamOgP0phUYgPfnQN1bWFWJZD7iV1yaQtzpzqo/3MAI7jUFQcoqgoxEB/hKHBGIGgh7nzSq/bOOH1uWhaWHHFTB0XkJpgzbpGyiry2LG9ldOtvaRSJsGQl8VLq1l969xxHQ5d11h9yxzSaZNz7QNERpNomqCmrohHP7CK5S212UnoJSxZXsMf/snDvLn9JCeP95AYE7W6ZUEjK1bXj3u2GIbGQ4+vJC8/wIG9Z+k/H6G4NIdP/NZtFBaHiMfSk8QTc/P8LFxaTUFR8Kr3BU2TLF2RrcuO11s5dbKXZCJDIOhhXlMZK1bVoRvZF1Gf383CxZVTruznFwRpXlxJfv6Nr074Am6amiuovEJKUiEEq9Y0UFaeyxuvneTUiV5SqWy9Fy6pZNXaOeMhKrbj0NM1xLEjXTi2g8ul07SgHMuyOdXahyYF+fkBFo9lQUwmM7Se6OH8+QiOraiuzdaju2uY3t4R8vICLF5aTUFh8JrvQbl5fpYuryE310/dnGymHqUU8xaU0by4itr6IkLTCIVdCU0I+uIxTg0N4ihFeTBEbU7ulOM8O5mwSNjmeFiQISVl/jDeGbjlzvLuRehz0QNfxEm/jhX7BprvScAZE3p8GIQv672glSDQQfjJTt4l06+4jG0fn+BqWS8HgPEyroJWla1XZgd2/J/RvI8gtAvu3TMxfNoIvW6sDV40nw5aCYjL25D1xhtXQ1Lqqs+omaKwYZq4+8uPzP5daJeEm6KmrwCHif2VPZdwrUS67wRACC/I7Gq5kEGuRcxzXXU1n1m+HK9ukLIs+mJR3ujo4JW2Nvb2dPPVHW9SFgzSWFAwfm9RwL7ubv5+x5v0x+M0FRZyV309jQUFeHSDRCbDudFRjpw/T/vIMAuLi8j1TL+qu6ikhK+smV64VwpBVTg87f5/6/R0j/DBD61my5Z9PProCs62D9DW1j/hmAup6TUpicXShGYksKxImq3EMvvGDBJdAAg0gu61GJcZIA8OdVHhzx33zLOVmnQL6Wwf4Bt/9Su+9McP0jSmr/XqMwfobBvgk1/ZeH0dMENG0ylsx6E+Jw/PO2CcACgtCPPpB1fzjz96jZPnzrNl2xFe3t06/tvpHYzyZ//fC1kB/EQay7IpLQjxyQdaqCm7+nuurWyOR8/wcPkGftnzCgCGNDgb7b6hes8aJ26AgdEY+052sWRuGX/wkTvweS66yuw90clffXcrbx5u59bFtdfsVTASS/LWkbM0VhXxkY3LyQ9nH76OUqTSN8diW12Sy7J5lbxxsI0jZ3rZcbidquJcmusnWjkv1UnICXpZEixn8Zwy1i2p4//55+fZsv0I96xqRMqJBo0LbbadsRvGe8R4MaexlD/+s0dnfLwQglDYxz33Leae+64sZqnpkmUr61i2cnKu7SshNUlNXSGf/sIdVy5fk8xfUMH8BRWT9v3evInXVQiB15tNDbpq7ZxJx0+F1+di8bJqFi+bWkRxKgqLQjz+4dU8/uHpjxFCkF8QZPNDS9n80NKrlrm8pY7lLVfvwwvXZtODS9n04ORy/+hPH57wOTvJu+uq5V4v5ZV5/OGfPHz1A8nW3TA0GuaW0HCVGEkpBVU1BXzs0+tnXBdd16iqKaDqChPwC/XIzfPz4GMrePCxFZP2/+lfPDFp26Kl1dMKbU5Xl9r6ImrrryygVFVTwH/+b49PuW/V2gZWrW2Y8TmvRHVNAX/4Jw9d8RghBLoxs3q73Qb3PbSM+x5aNqPzl5bl8uX/uHnG9b2We5DbbfDJz90+6ftzGkv5y68+OeNzXk7byDBf37sL21EYmmQ0nebRxiburK2bFNZxfOQ8T7UfYiB1MdXqnHABn2lcNZsm8L2O3YdCQ3o2oOxOlN2BMBaAcIFKIbQKlDOE5ILB+fIXAydreFAWKBOlMiBzEFoBTvpNhNGEYx4Zy2BxDTj9KJxsCIPdg2OdQjPmgwzhZHYihTe74q+VMG78UDaoTNYooFWQneRnEFoZyhlBcOGdb4qXGxEAFUU5PSBC2c9YQAawUSoN6IgpBC+z71xm9k9ZY8caSGM+dvIXOGbrWBYQCbJwkleCkD6EXotKv45CxzH3I/T6rCeImll6Y6UcINt2deE64EFoFTiZN7NeFyoDsgDhWoST3pU1SiDIGjAutOvKotWXk+v1srComKD74oLEvXPm8q+HDvJ3b7zB4b4+tp09S11e3niK4oxt89ypVnqiUebm5/M3G++dYLy4gO04dEYieHT9ivH/eV4vt1bP/Pn1fsPnd2OaNqGgh4MHzuEoiESS4/uTyQzbt59g7txSNE3MWE9VCJ0830Y04cdWMXK8dyGQgECIrBH9Us21+yoWUOy9uPhb5c+dZARIxNKc7x7Bd8lCXlf7ACcOdVx/B8wQt5YNuXZrOvIdmgBJKVgxv5I//MQGvvfcHt46fJZoIj2ut2bZDv3DMaQQ6Lpk5YIqnty0ghXzKydkz5sOBTjKwa97EQhs5TCSiY5n7bheZo0TN8CB1m5GY0luXbyciqKcCe4vixrKqCnJ4+iZXgZG4hTmXttqnhTZFC4p0yKezJAX8pHKWBxr72P3sZvzoxJCcOeKObyw4zhb97TSeq6fTz+wiqBv4iq1ZTt0nh/F0CW5QS8uQ8e2nWw8v65N+5MLBzzoUnK6c4DhaIKQ34M19j2XMTv0ZnnvEo0k6Tg3OGNBzeKSMIXXIAg1y40Ri6XoODs4Y5XwwqIQxSXv35Wwm8HL7W0sLCrh/jmNaEJwpP88z5w6yW3VNcjL9GKe6zhBTTCfJ+oWj09dvLoxPtmY5b2LcvqywpMqidAqkK4WkHlo3kdx0i9D6hmEPg/0OtBrstoPADIfITwouxcnuQVlnUDZZ0ENI70PI71P4CR/njUkuJYijGWAidBrZ5TRQjlDOKlfoZwoQitB82wAEULzfRQn9QxW7O8RWiWa7yMocz9O+hVQUaz4t9DcdyDcLUjv/TjpFyGVRhgLEHotQqsZm5SDkEVcWIkReg1Cb8KKfQPpWo70bMRJPYuT3gHOEHb077IpQ41mhPBk28GYV4SKZ9tq7gMnhh37p6zOhLEMaQ9gJ74LSDTPPQjXVMZlgeZ9BDv5NFb8W0i9Dum+E4GOQkNoVRf7/cI3ZMGYEWSsCnY7TvLnMKa1gdOD9NyP5nkQO/lzrNg/IWQOmu8jSNd6cGJY8W8hhIF0b0BoRQitImuYuUE8us7G+gaeOnqMw+f7OHy+j5Rljt8vbMfhzPAwAsGikhLmTmGYANCkpDrnxrUE3u/ceWcTwaCHlpZ6tmzZh+Mo7tnYDEAikaaraxhN0ygpCWMYGoFryvwkCLiXAw4CfcJ1tJ1RLGcYt16DEIJSX5iYmebwSDdBw0OOyzvJCCC1rKjqyGAM1VD0Gw0/r8vJw61p9MajZBwb4x16vmmapKmuhP/wsTtp7Rhgz7EOTncOMBpL4iiF121QXZLHsnkVNNeXUpjrn7HGlyY05gZr+EX3y3Qkevhxx7NErTgPlW+4oTrPzhCvE8t2eOtwOzkBLwvryyZZmIrzgjTXlfDirhMca++jIGcGboeXEA54WNVczZbXjvDVH26jrjyPkViKY219VJfkcqZ7cMLx0XiKnUfPMTASZziaoHtglIxp86Nf7yc/7CMn6GXFvKpJ9agvz2dpYwW/3nWSgM/NssaKSW1Jpk2++fM36Tw/Qm1ZHgGfm4xpc+LsefqHY3zknmVTWqEbKgppqCzgmTeOMjASoyDHTzpjc9fKuaxqnrVKz/Le5eSxHv78vzxNOjUzL6aPfWYdH3hyejfRWW4up0/28ud/+jTxWPrqBwMf/NhaPvqpdW9zrf5tE8ukqQiFCI+teJYFg2Rsa4KX7QUvPEcpmnNLaAhd2Wtnlvce0rUM6ZrsISTca5HuifdAPfCF8f81z50Xywj+zuTvy1yk8X9N2q4Hvzz+v1Jm1rBhXyZqKHPQPPeiB//D5HKNeUhj3mV1XYd0T74faO714J7onaYH/93F/d57LykkhB74zMTvex9G8072nBNaOXrgty9+lgE0/5NoTPZk0nwPo5EtQzlx7MT3wRm+rLwSpOde9Kn6UQTQAp+dtF167p74Wa9DBr8y6ThkaEKbL9brCTQmetFp/o9P/v51UhQIkOPJ3luGk8msR+4lZG8tY16+N+2ss0xFTW0Bo6NJNF3y4INLQQiCY54JQ8NxDh3uRAjYseM0Ho/O4sVVBIMzz3yhyanDCpPWKSKp7ZSFfpcLV3nvYAeHR7oJGR4cpXikejHBS7y4c/OD5OT7+eHXX6arvZ9AyMu50+cZHojx6rMHp62D22OwdE3DDelSrK+s4QfHDvJWTycDiQS+kPGOafMJIcgN+WhZUEXLgiogm7XOUQr9BowmmpDcUrCcAlceZZ5sZq4N4bVU+WamMzIds8aJ62RwNI6mSdYvraeiOGfSgNM1yS2LazndPcjgaBzLdsgL+ZhTUUjIPznWrawgTNq0xnPKet0Gn9zcQmGOnz3HO9l3oovywjCfe3gNRXkBhqNJfJf8aKKJNK8dOEPn+RFsW42fY/exc2iaJD/sp7Y0f5JxIuz3sqq5mh2H21lYX0pVyeQYYZ/Hxf23NvHq3tOc6xvmbO8wLl1jXk0RX3h0LUvnVkwZUlmQ4+f3P3w7W7Yf4eS5fvpH4hSE/decom6WWd5tzG8u52/+8aMz9pzIuwk6CLPMnLnzyviLrz6JM0PPidy8azMezzKZlvIKnjp+jL54HLemsb+vh+ai4gmCmNt6ztCTiBK30vzjke2sLKwkYLgRCIp9Ae4ouzlhObO8X9EQruUINX/iZuECGZz6K+9lhDtr8FGZiZuFNyvK+W+IjG1jOdn7uUefOMnTpGROfj5vdJzjYG8vxwf6aZzNEvS28fLLx3h9+0mMS4Twm5sruP+BpZSW5HDvxkUMD8cpKAiSSKTf1tTalrIp8gTpS0UJ6O5JQUTltQXc96FVPPPDnfzg668ggFg0hWXafOuvnpm23LzCIHObK27IOFGXk8sXlrTwtb07+MaBXXxhSQulgeC7JnRRSjkjtZ0roZRCIChw5xJ2BSj3lpC202Qc84ZCO2aNE9dJcV6Q//bF+694zOrmGlY314x/vrulkbtbGqc89ouP3TLhsxCC4rwgn35gNZ9+YPLx3/xPH5zwuawwzJ/+1r2TD7wKSinSGQuv22B1czVB3+QHmq5J1i6sZe3C2msqW5OSuVVF/MFHrhyPPcss7zV8fjc1dbPj+t2K1+eiprbwna7G+4pV5ZXoUvLaubOkLIs1FZVsqKmf4FUXszKMZJIUeYMUeYPYSjGaSQHgN24sRnWWWYSQk7Nu/BtGCD2rJfE+4MzQEL2xbMaxeQX5uC9Z7XVpGnfU1vLz48c4NTTEn2zdyudWrOTW6up3TIjw3zIH9p/j4x+/leqayeEzmpbVhnjrrdM8/vhKOjoG6ekd4bb186Yp7cZYlFvOC93HiJtpWvKr8VwmqOxy6dz/4dUsWd1Ae2sviWia7S8e5nzXMI98cvqsNx6vC1/gWsJRJuMoxZryStojI/zr0QMcH+rn1vJqyoOhK4Yw1oZzWVx0Y54HvykUigMjx3ih93VidoI/nv9FDo2eRArJyryF113u7K/2fc7gaJw3DrZRmBugpen981CfZZZZZpnl5iGFYGVZBctKysZdRQcTcXzGxVXOzVXZFe2XulqpCeQSMNzke3wMpuJs6znDz9oOsb6kjgLv+9uTRSmFrRJk7PMoZaPLAC6tcErxxCth2sNE0gcIe1agyxv33spmWenGcmJIYeDSCtBE8F2RRvzcyP+iKPAQHv3KL/VKKRyVJG33oZSFLoO4tAKEmP51eDS1m4HES2jSR3nwo+gyF6UyOJg3pV+vFUdlSFmdKGWhCR8uvRApbmwi9W5DkXU7T1kWXZEI3963l85IhMpwmPU1NROMDlIIlpeV8Znly/nOvv3s7u6m/aUXWVRcwj0N9awsr6A4EMCr6zMaq7u6unjsB/867f7qcJj/cueGCaKd7ydyc/2MjCTIjSTRxsLAdV3DM+ZlIKXAUYozZ87T2zuK2/X2TTVjZprGcDHri+dQ4p3aK0FKSVV9EVX1RSilGBmKcVgpNj3R8rbVC+C/73qdV8+1EzczxMwMe3q72dfXg1fXkVdQCf3AvOabYpzICohm/5czyBJ5PdjK5sDICR4ou4MX+94AsjoUZ+Ids8aJWa6NjGlhWg5p0+TZHcc5dLqHzzy4+pp1MWaZZZZZZpnlUjQpx3X6v31gL7/XsnbSKtGLnSdIWCY5Li8bKxo5OtJH0jLJOBYxM83H507OCvN+QmHSF3uahHkaIQw8egUlgYfRxbWFJugyhzzvOmaWKnNmtI/8AwKJJnwYWl52sq6982KySescjpqJxoxNX+wXxM2TSGHg1sso9j+CoU0n3KgYTLxMjmcVOZ7VY0YARSS9H8sZpcB/z01sxcxIW720Dv4pfmMeigxB90IKfZvR5Hs/lKN1cJB/ObAfl6aTtiz6YjF2dnVyemiIfJ+Pzy1fweKS0snhx4bBZ5YtpyIY4vsHD7K/t4etbWd47Ww7FeEwG+rq2Ngwh0XFxVcVJoyk0+zr6Zl2fyJjjoeYvB9xbIf/+T9/TV1t4XjYw/z5ZWy8dxEAHo9BU1M5b+44TTjsZf26qT3GbwaalJwY7ePoSC/lvhxuLarDpU0/tRVCkJsfwOt7+w1Lg8kEfYmst8+1eAbeLDOC4ygOtHZztneI+TXF1JXn3/RkBArIOBlKPIVoY8bzpJ26ovFlJswaJ96HHDrdw788u5vhaILB0QS3LKpl46rGGaWNmWWWWWaZZRaAwUSCE4MDLCkppX1kmLaRi8J8CjgzPDzl9/y6i4drmvFoBq/2nKDOn4AAACAASURBVCZhmTxS00y+x883ju34DdX+3YujMsQzxykJPo7fmDO+Qm45Ufrjz5Awz+LRyyjyb8ZRJl3Rf0GXQTL2AHneW8nxrMG0h+mN/RRHJakIfQpDy8V2UgwntxHJHEQTXgp89+IzaommDxLJHMRRKZSyKA48Mq0Hgi4CFAceQQoPHaPfJGMPgNAZSLxAInMKQyugyH8fLq2ASPogg4mXUNjkeNaS612DrZL0x35F0jqHR6+kyH8/mnQzlHyN0dQeQFDk30TAtYB45gQj6Z0oZWM7MYoDD+HRK4hmDjKUfA3LiZLrWUue9zYcJ8X52C+wVRyvXkNR4EF0OXnBRWETyxyhOPAwAdd8HGWhSz+mPUx//FmSVicevYJC/71I4aI39hOGU2+StvvI2Ocp9G0ikt5Pd/T7KBRx8xRF/s0MJbdT5N9Mb+xneI0q3Foxabsfr17JQOIFTGcUvzGH4sCD2E6K/sSzACTNNsKeFgp8G0iYZ+iPP4etEoTci8nz3oYUU01qFG6tjNrcr5C0znJu9OsEXAvw6OWTxkfK6iaaOUxp4HEclaIn9mMKfHcjhIuB+HOkrB58Ri1F/vsAbcrx0TH6DTTpI2X1EHA1UuDLhhAPJV8hmj6CJn0U+Tfj0SsZSe0gYbZiOVGEcFESeAyXljfjsX+or49DfX0TthlSsqaqik8vXcaqioopXeKFEHh0nfsbG1lRXs6e7m6eP9XKwb4+uiIR/nnvXp5rbeXRpiaeXLSYQv/0i3FNhYV8aun0aZ/DHg9+4/q1CN7r3HFnE6vWNIzpj2aX5nMuW9wsL8thXmNJVtfgJq3aS+FGlxMNoYWeAKsKatjWd4q9gx2sKqzGdZWp7ao75jP/GlKdXy+/s2wNH18wOYX91cj3Ti0Ieq0kUhm2bDvMS7tOsmpBNf/xExuuOXPk1dCEpNZfyZburXQn+9jS/TK9qX42lc48rf1UzBon3ofkh3w01ZYQiaeoKc1l/dJ6CnMC7wrXzFlmmWWWWd4bRNJp9vf1ML+gkC2tx+mNxcjxZFdvlVLEMpkpv5fv8XM+GUMTklOjg6Rsk4iZJs/tw3kbxdPebnxBD/VNZQAUV+Qi9esz+EvhJuRZmp0su86R41mFRpDBxFYsJ0Zl+NP0xn7GYPJVwu5lRFL7qM39MgqHgfgLBFzNuLQC8n130BP9MY7KoJQiaZ5hKLmdyvBniJunOR//BVXhL5Kx+4mm91Od8zvoMowmpn85tlWc/sTzCHS8RhWGls9I6i3SVg/loY/Rn3iBwcRLFAceZST1Jh69kjzfeqQwEGgMxF/AIUNV+LN0R3/AcOo1Cn0bCbiaCLkWM5J+i6HkdnxGPaYzTCS1l+qc38bQ8tGEl7TdR2/sKYr8D+A3LugtCBxM3HoJYc9KuiPfI2meIeie7FYs0Al7VjCQeJ6U1UmOZzXgZyDxEo4yqQh9iv7EMwwkXqQ08ASlgQ+SMNso9G0i5F6CFC7CnpXEzVPoMkiRfzNSuHFUkljmGEnrLI5KYGkRDC0Pl1ZIceARHJWhK/IdQuZSDC2X0dRu8rzrqAp/Ecj+XnpjTxF2L8ejV9Ad/T4evYqAa/pVZyF0fEYDbq2IpHmWeObEpPGR42khaZ4mbfdi2iOY9hCa8NEX34IUbipCn6Q7+n1GUjtxa8VTjo+4eZJczy2UBj9IT/T7eI1aUIpI+gBlwQ8zmt5Df+JZKkOfI2V1Ec0cpSbnt5HCe81hL1XhMIuKi9E1jZFkiu3nzo6nEr21unqCwO5UaFJSFgxSMncud9fXc3JwgBdOnebF06c4PTTEt/bsIWla/O7q1fhdU69mlwSDPDx//pT7sv1+uezi+4tQ2EtbWz/x+JjYpYCqqnwqKrNGqGQyw/btJ3nggWufmANY9ggKB11mBfqVsjGdQTx6DW69mkt9C05HB9jVf5b54RIW5Jbim4EIY05+gJzfgEh5bU7u236OK5FMm5zuGsA0bQI+F7mhmWdMmSkSybrCFRwYOY4mNCxlcXfxLdQHqm6o3FnjxPuQmrJ8Pvfwmt/4eZVSxNMZhmPJCdv9Hhc5fu81KSubts0PXj/A6jlVzCmdeTo6x1H8au9x6kvyaaq4PkFD23F4fv9J3jx5lkXVpTy4ogn3FVylbMdhMJogbVpIKfC7XYS87hnnEX4vYjsOA5E4AY8bv8dFIp0hkkyTH/S9Y7meZ5lllptLTU4On1+2EikEhT4/T8xvpiYnB8im9vvz17dN+b17Khp5vuM4Gcfmgeom4laG5zuOE7cytBTe2EvNO0nD/DL+6G8/DIDX78J3na7DUugU+TeTMOYxmt5DZ+RbVIQ+TcI8RTzTSsbqI2MPINzZ545Hr8BnzMF2ooBCKQshJFK4EZe416bsHgwtH49eiZReBhLPozABgVevwWvUTFK7n4yGS8snkj5AaeBxdBkgZbYzmt6DaQ9jOsN49SqkcJHnXc9g4tf0RH9Ige9udFeIhNlKyuokbXWRtvrRZQhHZYimD5I0z5KyutCkF4UDCDx6OT5Xw3i9kmYbAonfmIOh5YzXShcBQu6luLRCdC2MrRJT1l4ISaF/E35XI6OpPXREvkl58OMkrbPkem7BpRXgNxoZSr4MCDTpRaKjCc942ITEQAoDKdzjaQ89ehXDqdfx6pUobOLmSUo9HyRldTKa2oXlxMjY53FUEshFE16C7kXjbbCdJLH0YSx7GCncpK3usWOvgrJxlIlAm3J8GDIPt15GLHMMy4ngM+qRwks8cwLbiZHInCJj9+E1qlE4U44PKbz4XfNwayUYWj4Z6zwKk2h6P13KxHbi4/0gkASMRtx6+QzG0mSWlZbxf992GwGXi/PxOP9566957exZfnbsKGuqKmc04RNCoAmBV0oWl5TSVFjExoYG/mnnTl46c5otJ45zd309y8vKplyUEzBByHeWiTz37EEyGYuTJ3tZuLCCkyd6CVyShVBqEsdR7Nt3Fr/fTWFhkNzcmYeNxzP7sVWcXO8mQKAwGYw/RZ5vE2594vOh1BticV4FOS4PluPgoNBu0HQUj6Xo6xymsq4Q423Uy3i7sWyHkWgSl6FRW5Z/QylDr4RbGjSF6pkbrBnflrLT+PXr9wB57/b6LO85lFIc6+rnl3uOcX40xmgiRUNJPktry7hv6bwrTvAnleUoWnsGaCq/dgOD16Xj1q//RyqFYH1TLWnL4mTPwFVX+kbiKf7656/iKEXA68alaTy2upl511H39wqjiRT/+YcvsnHJXB5pWcDLR87wozcO8l8/vJHK/Hc+PnmWWWa5cS5MAgA+vGARLk27GGsqYPOcuVOudNaH8vnMvFUoFG6pYytFU04xUggqAzmTjn+v4PG5KK+ZubF8OhxlYdkRfK56pHRzbvQb2CqJSytC9+ZR5NuMwkIKF7aTQAgta4QY7+upn0mGzMVyRrGcCGmrG10EEGiAyGZ+mMFLvSY8hN0r8eiVDCW3E3QtxNAKCLuXUxx4eKyMbJkevZzy0CcYTr3J+fgzVOmfx6UVj4VNbMJRGaRwk7K6GExspSrnC0TS+4lnTo6dTSCYWC8pfTgqQ8YZRJcBbJXOenoIMVHUcprHsqNsLHsUn1GLJjycGz2MrRK4ZAFpqwel0qTtbgwt/wq9IBBoOCqJUheNKN3R71IR+iQpq5O4fQJdhuiOfJcczxq8RjWp0c7xagm0ie0SLrxGNfm+DQRc87GdJK4r1gEclSKaPkLGHsDnqiNt90waH1K4CbjmM5LaiaPSFPsfRgoXHr0Ul1ZMvu8OnLE+TJhtU46PrABnF269BMuOoLtCKBwC7oWUB59ECs+YMWmsb2Y4lqZCSoFL03DrOuWhEB9auJDDfX0c7O3llydO8PkVK3FfYwYOQ9NoLi7mycWLOdDXS18sRtvICEtLS6/qiTHLZIYGY3zkybU8/fQe7tu8hMVLhjl0sGN8vyYFHq/BuY5BpBDoupyRcUIpB8sZJm114ag4GbsHENjOKEnzBI66a9J3WiP97Bxop9AdACG4v6KZgHFjehJtJ3r53j++xL//yw+QXzSdFs17A8dR2UVR79ujsaFQ7B0+whuD+8bEN7N3uGW5C7it6PoFR2eNE7P8xhBCsLSmlKbyIl46dIqD53r47XvX4ncbGJqGZTtEkiks28HrMgh4XAiRVf2NpzIkMyYAAY9rXJE3aVqcH42hSUHI50GXkmgqjUCQMi0EEPK5MTQNpRRDsSQLq0oIX5IyVSmFOXZu23ZwGTohrxshxPh5hRAEPC68rqzyvM/tIuCZ2Y89q1wveWz1QuqK8/j+a/t5dt8JGssKSVs2pmXjKEUqY+L3ZMt1HEU0lSZlWrh0jZDXjSYljlLEkmmSGRNF1lAS9nkwNI1IMoXL0Ikl0+iaJOzzIBDE0mlSGQshBEGPC7ehk8yYpC0bx1G4DY2UaRHwuLNq7KaF7Th4DIOUaeJzZ9tt2Q7RZApz7Pr4Pa5pvV0cpTBtm66hCPG0SdfQKGnTGutrm1gyQ8a2MTRJ0Ju9PrFUGqUgbWWPC3jceAwdpSA21hdSCALe7HaAZMYklkpjO2p8bPjdLkzbIZpMYzsOfrcLnzsbHxpPZ5AiOzYs2yHodeN1vX9jR2eZ5Wbh1nXimQwp2xqfGFaHcyfcIy5MzKQQePWLv7u0lWFXfwcfm7v8ba2jUgozY5FOmViWg2M7Wbfk68TtcREM33xXWdtJ0hP7KabdjxA6YfdK3FoxBb57OB//JV3R7yCFJ+uNIINjcdgSgYYuQwihEUnvZyDxaxKZ01nPBf89+F1z8Ztz6Ih8AxQU+O9FCjdSetDFzNycdRlCCoOwezmR1D5i5glyvWs5H/8V3dHvI4VBnvd2DBlmMPkK8cwJQBFyL0WTXor8mzgf/yWdkW+jCR8FvnvRZQhDy6M39hRSuHBpxYBACheanCgC6tFLyfOuozf6EwDCnpXke29Hl+ExQ4ZEF4FptBrAUWl640+RtvqQQifkXoJHr6DAfw/nY7+gffRrSOGl2P/A+Kp6tk8vfU5IAq4F9MZ+jOmMUuS/H0PLwaXl49bLsZwYbr0cKTz4XHMZSb1F3DyJWy8eC2+R6FoIcckruBAaxYGHGEy8ykhqB26thCL/ZjQmrz4KdCxnhDPDf4smPJQGHsejV045PlxaAQHXfIYS28YNIFnvkc0MJJ6nM/JtdBmi0HfftOMDnKwuSXofLi2fgGs+iKwIaU8sex1yPbfg1krQpBduklikFIJ11TXcUVvHU8eO8rOjR2kpr2BVRcU1hyFLISgNBgi73fTFYiRNE0cpZv04r53cPD/xRJrcXD+vvnIMBViWPb7f5dJZu3YOyUQ2rC8UmplQq8ImktrOcPI5LGeEWHovWc8JB68xB0ObbPiNmClqAwWcT0XRhJzOJnlNpBJpIsOJG3o2vBswdI2ivACjHSmiidTbcg5L2ewaOsyq/CVUeIvHjZKBG/CagFnjxCy/QYQQ6JqGlBKXrqFLic9l4NJ1LNvhrVMdvHb0DKbtkOv38tDKJiryw3QMjPDTHYcZTaYwNI3bmmpZ1VBJyrT49aFWXjlymlgqw4Mr5rN6bjX/++XdWLZDyrSIpTLc1lTLnc0NmLbNUzuPsPN0Bx9bt5T1TXVANgThuX0n2H2mEyklZblBHl+9EI+hs2XPUc70DWHaDnNKC8a3X0/b3YZOXsBHdVEOu093AbCvrYuXD5+mIOSnZzjKqjmV3LukkdbeAZ566wgp08Sla2xa2sii6lJ6hqP89K3DJDMmp3oHyPV7+dLGNRQE/fztltdorirmTN8QOX4vH1y7CLeh8/OdRzk7MIxpOzRVFLFpaSPPH2iltbufeNqkJCdAfyTO6rnVgGLvmS6SGYuSnADDsSSNZYU83LKA/e09vHzkNKZlE/K5eWhFEzVF0wtduQ0dhaJvNErGsgl4sy+LPcNRntp5mNFECttRbFrSyMqGCp7eeYTu4QjOmDFifnkRj65qxnYcfvbWYToHRzEdh0VVJTywognLdnhq52G6hyL0jkbpj8T57IYWVtRX8NqxNnaf7sR2FMXhAI+vWUjY5+Hnu44STabJWDbxdIa7FjawsqHy2gfzTSBpDZFxooRdVdw8feaZ4yib0cw5fHo+bi14XXVQY68Cl66S2U6GUfMcYaMKTWavuVKKlD3MYPokEp18TyNuLYjlpIiYneS66ia4n78dZNt7lqjZg0/PJ9ddjxxbaX0vRxArpUhY/TjKJOgq450YSwDtI8N8/8hBhpPJ8Ze60kCQr6y+BX1sInFkqBeX1EjaJueTsfHvJi2Tw8O9b1vdlFIkYmlaj3RxfP85zpzoYbAvQjyWwjJtuM6X0DV3LeAz/37TTa4t6DJAWfBDOCqNEBqaCCCFG5fmpTT4QRwnCUKiyyACSVX482jCi6Z5qAh/Ck340Qw/nlAFSjkIIcfLKPY/gq1iY4aMICAJu5cTci8eP7/tJIikD0zIfiEQ+Fz1VIQ/hRReBDpVOZ9HkA1vKA08PhZKIdBFECFcFPjuItdzC2K8rgYurYTS4IfHPT50GUKgURX+IooMAhdC6GNhD834XXMm9I0ULvJ9Gwh7WlDKRpN+QFAV/sKYAKakJPgESpkMJ9/AUZnL2tBAaeADk/pW0/yUhZ7EUans50uMNdk2T5xgBdwLqDEqxq5XCIGkIe9P0KQfr15FPnegCR/F/gexffGsp8RYKIhAozL0W+OhEBcIuhbh1WvHPEqy986h5HaUsi5pg8TnamBuwZ+hlDMmEhhACB2XVjRpfABoIkhl+HNjoT5ZI4tXr6Ys+CS2k0QIfez66FOODym8FPjvxqOXIYVvXJOk2P8gtooDary/8ry3Ma3bynXgMww+0NzMm50ddEUi/ODQQeYVFJDjvTajoFKK/niCSDqNLiW5Xs9s6MZ1cueGJoJBL6tW1/PcswdRjuLOu5rG9ydTJr/85X7a2voxdI3bbp9Hy8q6q5Yr0MnxbgAcLCdCjvdOLngpaTKIFJO9LxpDRTzffYzO+AjrixvwXJapI5XM0NU+QDjPT0Fx1mt3eCDKyFB82np0tQ+SGVsMvZlkU0Rf/bdxqUfijeD3uljUUM6xtj5Odw6QzlhvS1pXt2ZQ4yun1Ft408qcNU7M8q5gIBpny+6j3NlcT11xPj996xDPHzjJR9YtZcueY/g8Bh9dvxRNSoyxrCJp06K+OJ/HVzfz6tE2Xj3aRktDJf2RBEGvm8/e1cKhc728fPgMq+ZUkeP38uk7V9AfiZG2Lj7sT/QMsPXIaT5/9yrKckNkLIug141A0NJQyZq51fSNxPjJjoPcOq+GmsJrF7lxHMVIPElrzwAH2nuYO6aTkTFtTvYMjBtiBAKlFE/vOkJdcR53LWxg1+lOntp5hPqSfPa2deE4Dr+76Ra27DnKaCJFeV6YZCbrndDSUMkX7l6FAkJeNyBYPbeKdfNr6Rwa4emdR1heV05/JE51YS6249A1FOGWxhoOnushP+gn6HWzqLqUbUfbeLhlAS8dbGXFYAVb9hxlbWM1c0sL+cXuozyz7wRfvGf1tCsYXpeBLiXdQxEcRxH2eVBKkR/0sXHxXDwug9ePt7P9eBvNVcVEkmkGowm+cv86ekei/PPW3axvqqU0J8jaedW4dZ2280P8cs9x1jZWE0mmOdp5ni9tXM1IPMV3tu1lcXUpPcMRXjx4iodWNlGSE+Bftu3jlSNneGhlE/F0ho7BUb5w96rxEJtrxXJSnIttZzB9CiEExd5FlPtakOLayhrJtDOSaRszTtw4lpOmK/4W/enjoBwKPPOoCqybtl6OMumMv0mZb8WYceLaUErRFttKdeA2tEvcqTNOnLOxV5kffmzcOOEok9bIs6TtCPmeuTgq++BP2xHao6+Sk1+NuMZ0h6aT4Gx0G8OZM0hhUOZbTol3ybRGjpjZy9GRn5DjqkETrjF3bMWZ6FbqghveEUHggdQJTkWe48LLfKGniZrA7eP9NjMUA+kTmE58zDjxzvBS22nCbg+PNDaNv1i5dX2C50RPIoJHM3iu4xh+3T2eXi1tW6Tsm/8yCNkQwPbWXn72v7ezZ/tJhgdiV//SDBkeiN60si5FCDlBT+FSdBGAy0QGjUtSeeoi64asCS8akydwmvCg4Zm0bSJZ3QqlLl4TJQRKOejyopvzpalNNeFHY+LkQRfB8Qny5W24XCjRmCIdqcA1hQeEGPOumBjyMLEPAlhODKXMy9ogx46drm+DwBT1lRNdu7OCiPoUdRgr9xIvi+mugz5F6lIhtAl1s+zIFNdBIhC4tMkTASHElONDCDGpf4WQU16fqcaHLgPoMjTpnFO1TRM335NoQVERjzct4J92vsXWtjbW17TxQGPjuH5VfzzO4fN9zMkvIOzOPtc1KRGMeXE6Dp2RCN89sJ/++P/P3ntHyXWd156/m2/lqq6qzjmgATRyIAIBghmkSEkUTSUHSbay3zjO2H5ea+ZNeGvGnlkv2M9ZsmTZlixbspUsUSRFEiSRM5HR6G50zqlyuHH+qEYDzW6AAAGKpIS9Fha6u244955b557zfXvvL0tzWRltZdHrMj9dt+Rrdj0IgoA49+/nCbOzWV5+6TyyLCLLEoIgUFUVBgEymauBTNtyUFWZLfc0o6gytn1zTJrSotxPUN+J61oo0hXps7Dk+7k3M03OMlgbqWF5qIK47l+UaOi7NMaf/G/fYf22Vj7/h08C8Oqzp/nxt44gXKeKSC5zZ1gGruti2DYnJ0bZP9TPYDqF6dhvGrvbUdvAx1euue3zezSFR7a2c/hcP6cujXDswiBbVjXc0cqMIiIhJcC3Bp9lRbAFXSwxymu8Fbdlink3OHEX7wpkCgbnBsexHRev1k+2YFAe9FM0LMYSaZ7YsIJ40Dc/QBlzMoTV9ZVEAz7qoiFO9Y/iuqCrMqvqK4gH/VRHgtiOM0/7BxYlFvsnZikP+lheHV8wAE6lshzo7Gc6nSNnmMxmCxRNi7eCVL7Atw6eJh700VYZ49G1y+Y/a4xHaIhH5mUiecNkIpnhqc0dlAW8dNRV8NzrnWQKBrGAj2M9Qxy41M9YIs2yqjjS3AAb9Gisqq8g4r+ajZlIZth/sY/ZbJ5M0SCRK1A0S3KKipAf0y7dm1jQi+O4CEA86KcyHCAW9FIe8oNQ8pA4NzhOwbA43DVItmjQVnljbbVPK0lIhqaTqLJEYO76+icTvHKuh6JlMzKbwqeqOI6LJAosrymnMhzAnZPCmJbDVDrHvgt9JHMF0vkiyXwBw7Ln5CAiR7uHyJsmVeEAmiIznclzcXgCSSyxVdL54oJJRHt1nKpI8C0P0GP51xkvnKHBfx+uayOLOgIippNntngZy80TVGrxyeWkzGFc1yFnTyEJKmVaC7KgkzZHMZwMUa2dKw+k7ZokjX7y1gxeOTbPqEgZg8iiTsocRhZ0YvryJQMO08VOhnKHafDvREQuabARcVyLlDFE1ppAFCSiWjuyqDNT7MYnl+ORo/NtMJ3c3DUUCCr1+OQYKXOolHm2p5AFjYjWjOu6jOdP05V8FhEFTQpQ4VmN5RSZLXYTUVuR58zjinaK8fwZxvOnqfCswSOVoUoBCnaSGaOHmL58TvdeQsFOkjD6sZw8PjlOWG1cMuAwlD3MdPESjYFdmE4eWfQAAkU7xWyxFweLiNqELkVImgMMZ4+QtSap8KzFJ8ex3SKjueN0p55FET2ooh+fHEcSNSRBIWUOU6a1kjUnkEWNop0mZ00hiSoRtQlVDFCwZzGcLKaTnQu8tKOJQbLWOClzCFnwENGaUMSlKY45axLTybEi/CEANCmE7RokCv042Bh2mqBag1+uxMEmUeyjYM/iYOORIoTVJtLmCK5rU6a2zvfjTLEHEYmsNYkuhUoBGVEla02SMgYRBZmw2jTHXikya1zGtLP4lSr8SiWua5faL+qkjGG8coyw2nBDdovjuiwri9IRv76Xzq6qFgQBRnJJdlW1EFJLz0jWMvhm98nr7vdW4bouQ32T/M0f/ZCzx/uwrTtDN/9ZhyT6KPPufKebcVuQRT9l3l3vdDNuC7IUJOq9/51uRomZc4tVN+4kdFnm/e3t7Om9zJnxcb555jTrq6poipQSRRPZLP/fvn3YjsOKeJyWsjLiXh+aLJE1TPqTCQ4MDHJ5doagpvHMyg6ay67P+hxOp/iXs2ev+7ksiqypqGBl+c+ub9hSyGaLHD7cjaoqBIM6kYiPsjI/4bAXTbsakFMUieamGLbtcv7CCGvX3Bo7VZFimPYkqcI+bCeFIlXgVVfOsaSuois5wdnECKbjUKZ6OWEPUdcWQRavSq59AQ9tHTXUNFwNJCZnMmTTBdZuXZrNMTmaZGIkcUttXgqGY/PdrvP8xYnDTOQyFG8Q8LoCjyxTF7wzvmyCINDeUM6nP7CFr/zgMF/5/iEMy2L9shqCPs8dK/GqiAq6pDGcH58PDnlknZY32e9GuBucuIt3BSRRoKYsyCfv30BjPILrUlqc2jaqJJHOF7AdZ0HwQBKFeWNLQRDmqbmiIMwbJl2Xrn1NrMKnqeSK5ry/g+u6iKLI0Z4hLo/P8IVHt2JaNv/1h3vfMlsx5NV5estq1jdVzTvmXqE+q7K0YPEsiSKqJDGbzc/5cBRRJAldkWmrivLsSZfJZIYtrfWsaaiapyaKc/tdiwOd/QzNJPn8I1tJ54v86bP75u+LIAgIQsmAaqExV+m3K/+X2iRQHQnyK/etp6UyiuuW2nmjbLMkClRFAuy70Me97Q1MpEo0uh8cO09tNMTT96ziQGc/+zv7cOfatJRk5tVzlxlPZvjCI1uZTGX4s+cOAFAZ8hMLeBmeSdJeE+fBVa2osoQiiTTGI3zu4XsoDwVwXBf1GgNUTbk9L2fLKSIJCmG1EV0KzRmGmfRnXiVh9KOKPvoze+kIf4Se1PMkjH7KPR2kjGFmtTbaQo9junlGcyeQBJVyzypc12U0WnvtMgAAIABJREFUd4LBzH58SgWD2QM0+ndRpi3jfOJfUUU/XjmGLGpE9aVLy9mOgYhESG3AJ8fnFvwuE/mzdKV+PM/QCCi1SKJGzpriUupHeOU4XjmK5RTpTb9M2hxBEb0MZA6wKvIRLiV/RMYaJ64vJ2kMUq53UOvbRsYapeikydvTuNi4uDhYpMxhBjJ7Kfd0IIs6tmtSsGexnDymk8WYqyjguCaJYi/j+dPU+O5BQsR0cpyf/Vdst4hHjmI6WUJqw5L9ZTkFZFEnrDajiN65AFGWi4nvYzo5JFFhJHeMVeGPYtpZCnYC2zUo2kkst4jjWqTNuWuwpnEkk7Q5jCBI6FKIruSP2RT/At2p56j0ridrjmM4aTLmGNNKJyvDzzCeP0VP6idUeteXZBVKLZaT52Lye2hiiIKdZKpwkfbwB5CEpbxNBBTRS3COHi4JKmlzhAMT/4Vq7yZEQaIv8wobop9m1uhlMHOAgFJNf+Y1GgO7CKn1GE6GwexBwmojZXorAK9Pfw1dCuNXKpktXqY99AGCag2die8jizqmk2M8f4YV4acZzh5ionAejxThcuZlOsIfQZcCnJj6W8o9qxEFCdstElLrb/i9WVYW47ud55nK54hoHgQBAqrG9rr6+fFNEUUMx+Z99StQhKvjh1dWeF/99Uv3vRW4rksmVeDbX3mNM8f6cOayd4IAiiqjqDIen4aiyrzVBGgkeuuMo7u4i/caFOmdLYkoCAJNkQjPdKyiZ2aGs+PjfPvcWX5723ZUSSoxJQSBvlSKvkQC23GuMR4tzWUUSaIxHOYT69bzweXLb8ia7Jya4j+9/NJ1P/fIMr+5ddvPXXCisjLM7/7P72NsNMHYWIJEIsf0dJqRkVk8nqsMJ02TaW2tZHIyxaOPdBAO35r/gGlPMZb6MpYziyQGsJwEXmMFcf8vLghQPFpTemfE9QDLQuX8W99JnDdM0uua4/zO//3MojF++bp6fu///eiS5z+85wJ/99+ev6U2L4We2Rm+dOoYQ+kklb4Aq+MV5EyT/cP9rIyV0xyKkCgW6JyZYqaQZ315FR9dsZr1FXeGAWnZDhOzaeIRP9vXNPH9V0/zR199kZXNldRWhAh49Tdl/zy2fTl1Fdf//suixFM1C41KHdfBdm8vEXA3OHEX7wrEgz7WNFbxwqkullXFMG2H9uoYy6ribFvWwJ5zPaTyRTRZpjYapKO24pbPMZnK0jcxw9hsmkujU8RDfpZXx1nTUMUr5y/ztVeOURcNI4kC25Y1EPRoFC2bE73DDE4lMeYMf3JFk66xKS6NTDI6m+ZE7zDtVXFiweu7EQuCgK7KN1XKR5EktrU38MKpS4zOpOgam2Z9UzV+XWVoJkXeMKkMB5AkgelMFk25vptwyKuTNyyOXy4FWqybpNe9EWV+L+ubqvnJ6W4GppJYjkNLZRlr6qtuuF9jPML3j5ynqSLK8d4RACI+D2OJNHsv9nK4a+BNS6qGfR6yRYOjPYN0jkzOy8MN22Yqk6OjtoKArjObyRHy6jTEItTHw/z45CUayyOYls3axirqY3emCkCldx0Jo4/Xp79GTG+fW0QqDGYPUu3ZiFeOMVW4yGThHCAQVhtYEXqaycJ5ulI/pjnwEFGtlbRnHVOFTqBkBDWYPUiNbws13s0M5Q4zmD1EQK3Fdg3KtFYaArvAdRdIKK5FVG9nutjF6ZlvENVaqPZuxivHGcoepsq7gabAA7iuiyQoCIJItW8zo/mr2eqCnWAoe4ha31Y8UhmThQtMFi4gIBBRm1gRepqx/Cn6M6/QGLifev9OxvKnaQu+bz5TIUkh6nzbmShczTp55ShNgQeZLl6i3r+DuL5y7u8x6v07mS1ent92pthN3p5hXdmn8MiROU310t+ZWt8WLiSGOTH1ZeKeFVR776FgJ0gY/WyMfRZNCnJi6stMFs5T59+Og43pZGkJ7kafozjX+3cwXjhDW+hJREFkLHeK6eIlBMCvVJA0BrDdIkGlGp8co2AnkASV8fwZABxsVMlPS/BRFNGLiERP+nmKdopyfTWKNcVw7jD1/h34lcVjlovLVOEChyf/x1x7dhJS6lAED82Bhwgo1Ryc+O9kzDESRh9+pYLW4G5y9iRBpRZF9FKud5AwejHsqxpaUZCp9KylwX8fF5PfY9bopmDPkrHGaPDvxHTy9Kb3UO3dRH9mH3HPSgJyNdPFS4znT9Hg34GLQ7V3E2Gtce6YNx67LMfBqyhcnJycl96V+/xsra2bnwClzAL/0nOKvG3OLyCumBvX+cK0BG9cneBWMdA9zsEXz88HJlRdYeX6enbuXk1bRw3+oOe61N6bgectlgq9i7u4i6tQJImV8XJsx6GtLDo/JlwLQRB4pKWFS1NTXJ6dIZEvMJHJUBsK0RAO818fe5yToyN0Tc8wnsmQNY0SE1dRqPD7WF1RwcbqGmqCQZQlji+JIivi8RvKOa5Anask8vMGx3HI54olZqssYRgWiUQOv09H168G3wsFkxdfOsf4eJKNG5sYHJxh8014TlxBzriAICjUhH4XSQxi2GOMpb6EaU8uYk/U+yK8Ot7Nkak+IqoXRSwlGK9NnL2RIRCM+Ki7Qahd0WQU9fatUo+MDjGWSdMaifK/br+fVbEKTo6PcnRsmIcbWvjU6g1YjsNQOslfvX6Ec5MT+BSVxuCdmatOJTL8xz/7d6aTOQzTIpsvfScOnO5FFAQkSXzTRN3q1qobBieWwmRxhtPJSzxSsf0tt/1ucOIufuoQgBU15cSCvnlqvV/X+JX7NnC8Z5jxRJqQTycaKH2+q6OZWNBL99g0pm0T9OpIksjj69upnVtw1kVDPL6+HUkUeHhNK5WhUkarPOTjyY3L8WoKI7Mp+iYT3NNaB4JA/+QsLRVRwj6dLzyyhaM9Q2QKBtVlQVRZYmNzDY7rMpZIs66xintaaykP+TEsi6GpJCGfh03NNQzPpKgKBwh4tCWJFR5V5omNy6mKLM6ytVRG8WoKyjWZfUGA3WuXUR7yMzCZYEtrHZtaapElifOD40R8Hi4MT1AwTWYyef7D7u2U+T08tbmDkG+hVnTrsnpEUWA8mWFTSy1bl9VTGQ6wdVk9IY+G7bo0xCJEA14eWt2KV1OQRJGwV+fBVa3Egz4eW9dOPOjj4/eu43jvMKMzKYJenXjAh2nZSxr8aLLMY+vaaYxH+KWd62kqj7B7bRsRv5ent67iSNcgBdPig5s6kEQRXZHZ1t4wz3AIenSe2txBNOClMtyEqkhMprJsW9bAve2NRHweeidmUSSJ0dk048kMo7MpHl+/nHvbG/jMg/dw/PIQU+kc8aCPiM+DIAhsX1Y6x+0sSHQpxJqyXyJh9NGfeZVziW/TFnwfOXOKrDKJ4WSp8KwhpNaTMobwK1VIoooi+nBcG5fFkx/LKc7R6ktu7h4pgunm5rwZBAJqTSnzfoNma1KAjshHSBmDDGT3cnb2n1lb9gkMJ0NAqUIS1Bvub7tFctY0WWuCop2m0rOOoFLLTLGLgFI9dw1ebNee82u48yjYSTQpiCr5S2aVN2ivRy5jbfSTzBZ76Mu8QtIYpMKzBllU0aUQkqChSSHy9uxNn9+vVDGYPYgoyJRpLUzmz6FJQXLWJL3pPfiVSgw7g+0W581AvXIcVfQjCqVJUd6apWAnSRr9gECD/755icsbISAQ11eyPvppACRBIW2O4JHL0KQwsqgjCQqWW6RMa6Uz8QMMJ4OASFhtvO51yIK24Lkr2ikKJChYCZLGIAISDf6dyIJGzpokb01jOwZRrZ0yrUTGlEVt7rm5uWo2jzS38GBT8zzbTRBK/jnXZmZkQaLeH8ZwbE5Nj5AyCtxb2YQoCMT0Ny81d6s4e6yXTCoPlBY3Dz+1gV/84oPv+fJwd3EXP0sI6zp/sPPNZUQVfj//10MPLfq7Kkm0x2K0x956GV9dlvn9He9tKdPbjbHRBH/8Rz/Eth0iER/V1WFqaiJomoJtOzhz7OZSJSSXysow+bxxy0xVFwNR0OdMMPW5akTCknOn5eFKanxh8pZJRPOSMPJkBYOodv33yf1PrMVxrk+DjleE2LxrOZp+e5XcumenKdoW72texpaqOnRZJqRpKHOs44he8meJe3383uad/PZLP+KvTh6hI1ZO/R0IUNi2w3QiS2LOQ0MURd4Yl3ur1rWzRhLbdShTw4zkxzGcq744I/kJxvKTb/HIJdwNTtzFTx2CINBYHqGxfGE0LqBr3N+xOLqqyhLrm2pY31Sz4O/bljXM/1wRDlARLi3+N7dc1bdF/F62tzcC0FIRpaVi6cxcRTjAkxsX04p3rmhacvsnNi5f8HveMPnbl44ymVpstvYLW1ezbVnDIvqUIAjURkPURhfryzRFZmtbPVvbrhrKZAoGh7sG+eDmlaysLWcskeYvnj9IKl+gKhLgvpWL2+pRFXatXHxPo4HFNLvy0EJN6ZX7eW0b7rvmfhiWzb8dPsPF4cWD0L3LG3lwVQuSKM63a8vccYIebcl7vbq+cv5nn64uuJ4HOhaq10zb5njPMHXREE/d04Fh2XzrwGmGZ5I4rkvE7+HhNQtd3gFWXXOOtwLXdTGdHC42QaWOGu8WLia/j4tDUK2l2reJmLYc2y0iix4GMwdvqgqFLOp45DBJY4CgUkvGGkcTA6WAAm9eTcJ1XSy3gO0a+JUqan3bOTP7TSy3gC6FSBoDRLVluDiIgrLkglMWPATVWmq8WyjTWrHdIoropS+zZ8lrEJGB0v0QBWnOjf72NIweqYyCnaBgzyIKEo5rIQueRcd1XRfDKX3XwmoT1d4MPamfoIg+bNcka02hSyHy9gxx/fpyAVGQwXWwnByyqOOVyzCdDLYbIayuZCh7hCrvBtLmKAAtgUcZzZ8kYfTNH0NAXNA/PqWckJOiLfQ+ZKEka1FvqNcW5/vj6n1e3OOq6MNxTbxSDK9S8sa4UamzhX0m4JGjBNU6WgK70aQAtmsiIBJU66jwrKXSs6703Ar6nPRGgFswKZ0tFPjW+TO8NtDH72/bSUjX6U3Msqu+cd4g06eoPFZXGjsVQWSikOXJ+pVLZkrvBC53js7/3NhWwZMf30pZ/OdHiuE4DsnZHLMzGYp5EwQBVZMJhb1E44F3xAT2Ln62YBgWQ/3T5HNF5vSZ4EJNQ5RQ2Hv3GfsZQlnUzyc/tRNFWcwqiMb8HD3ay6pVtaiqTCjs4cSJfioqgjzwwK1J9nS5lUT+ZcbTX0GW4hTNPhSpDEVaev4eUHQCSikBkDLyyKJ0w+BEJHbjd0B1Q5Rnfm0n+m0y45LFIo7rUh8Ko82xpq/ItjNGccG29aEQDzQ084/nXufI6PAdCU6UhXz8p88+hmm9ORvoemhvWFq6dCbZRdrK8EjFvXyj/9+RxKty6YyVo8F7e9KUu8GJu7hjuHai/PP2QtIVmS88umXJKKQkLO00fKvwqDIrast59sRFXjl/mWzBoLUySlX4nZlsK5LEh7etWfKa324na0kUWVFbqhryNz85jGU72I7Do2uXve3lwSYKZxnI7kNExnYNKj1rCSl11PvvpTv1HAPiPmRBoz38wbnM/9X7IFAynRzIHGAod4icNcm52W/T4N9JY+ABupLPMp4/i+MatIWenPNSELghhWAOM8UuelIvIAoKjmsQ15bjlyup89/LxcR3mSn2IAkyy0IfAKA/8xpThQvYTpGcPUWNdzO1vm10pX6EIvpQRA/LQ08tOveV3zQpQECp5uT0V4loTSwLvZ/J3AWGcgeZKfZwbvbb1Pq2UOFZ84Y9S2PFSO4oQ9lDzBg9nJ75OrW+rZRpLQSVWk7P/COK6Cek1tMafAyJxcGU0dwJRvLHkFCw3AI1vs1E1GbK9VWcnf0mAiIeuWxeRiK8oQ1QYsH4lUqOT32JiNbCstCTqKIfyyngkWO42KiiH79SwVD2MGdm/wmXa1kjiwOO1d5NzBQv8/r01+ZMUFtpCjy0wPTzKlymixc5MvnnAMQ9HUTUpjeEJkp13qcKnehyhJw9xYzRTcoYpMG/i6HsIYayB7FdA0X00Bi4f8k+K9c7mCl2c3r268iCRlCtozW4m0b/Li5nXmYkdwwBgeXhDyEL2qJjvBle7ushbRSp9AfImSZRr5c9fZfZUdcwf+WW4zBdyOLgMmvkSRkFxnKp0oRNlIjeYfbEtZU5Vqyvp6Yh9lN/N82/F10W6OCvvb1vR5ts2+HUsT6+98+H6L44SnI2iyCI+IM6Ox9ayed/dzeyfPvU5btYGq7rLqpQ+9Po9582ZqbS/I8/+iEXTg8u+Psf/OenuX/36rfs53IX7z74/Trb712c9LmCnzx/lpaWcqJRP7vuW87aNfXouoLff2uLfF1poDLwaZKF1zCsIXSlmbDnIWTxzsgd3gySLOH134Gx8coX/ppxQBUlPLLCRC67QH6iSTL1wRC249CTmL79c1Oq1rFlVcObb/gWsCO2ARd3jj0R4lebfmH+u96fHeHg9O0ZXN8NTswhlcwxMZ6ap/qIooCqygTDXoJB/U118XcBX/vyq/RenuCzX3yQuoa3Tq97L+JO1SW+ESRR5KnNK5lIZilaJfPOeNCHT7uVsoN3DoIA0k2wAt4OiILAmoYqqsJB0oUikigQ9nko89+a8dJbQVzvwCeX42IjC555o8pa3zYiaguWm0cWdHQpTHvoqhFiSK1jQ+wz6FKECs/qefq8JChoUgivHMdTFsVwMvMGmAIC66KfQp8rL3elakbBWihVEAQRn1zOyvAzOFhIgoZXjiGJKlFtGRuin6HopBCQ8MlxHNem3ncvNd57SmXmRB+K6KXBt4OYtgzLLSALHjQpwIrwh5CE0uQiojWzLvqryKIHUZBYFfkYOatUxaNkxlmHKvlo8j+AIIjoUgQBEVnQWRP5JbRryudFtGY8chmtwccRBLHUXkFjRegpsvYUjmuiigGy5gSms7AmuSjIxPTlhNR6XGwU0YtXjiEKCi3BR6m01uG6Dl45hjKnUY1orayWKxawGAQkVkd+kZw9jSyUqq6sjHwYAF0Ksyn2eVQxgCzqbIh9BtPJoUthHNdCQKTGew+VnnVcu+LQpTCrIh8jb00BpQocGXMU08m94RoUYvpytpb/Dq5rz20bRJfCbIh9Zv5erSn7ZQB60y+xMvwMQbWOsdxJhrNHEAWJKu+G+QCMLGoognfumbnqq+G6DroUZmX4mZL5Jza6FEJEodK7gaBah+lkkQQVrxRFEEQ2xj6Hch05ylIYTqXYXFXDsdGRuedaxHyDx03CyPPfz7xG1jLImEVs16UzMYEgCCwLxfmNVTtu+nw3g2KhRDWVZZFoRfCO6IhvFq7rUsib9HSOcmR/F5cvjZFK5RGAYMhLVW0ZK1bX0rGunnhF8I4vVEcGpvnqn79Ib/c4re2VbNvVjiCIzE6nqa2PXvd82UyBibEkNXVlqNrt0Zp/nvG9fz7MnufOYM1lLSVJxOfXqaqJ0LGujlXrGohXhJDk9/bcsizq5/O/s5uJsQTpZJ5//foBRoduXkp3Fz97KBRMTp7sJxLxcfjIZbZvb2VZ282zVl3XRRLDBPUduK4BSFhOAkkMIgq37/OTzRSwTJtQZHEw/Mq4bVs2Xr9+WxUtoroHSRQYyaQwbBtNlvGrKhHdQ18yQaJYmJd2XCk7ajo2OfPtKat9JyHOzf0FRJ6ufRRZvPpuLVNDrAotu96uN4W7wYk5HD7QzZ//yQvksiWqjSyLhCM+li2vYvcTa9m6ve2OlV35WcX4WJL+3imKxbdWbvPnCaZjc3i6k+liiqgWYGNZGx5pcZBhND+Di0u1p0Rn82oqjeXXD0YkjCyzRpom/5u/CCzH5myyn4JtsD7SgiYtnIiajsXL46cxHIt6b4xV4ca3NRjhuC5DuSlEQaDWu3Rwq2AbnJjpYdpIUeuJsS7STLUQXLTN67O9mI7F+rIWNFGmYJsElNuvvy4IAprkR5NKC1zTsTiV6GMoN0W5HmJdpIXgNf3ola/SEGVRxy+W+iWoXpUoGY7JqUQfAGvDTYuME/3K1b50cUgU+xYYTkLJY6DGt2U+4HEtREHCK8exLB8h5erLWJWu/tyVHuFs8iiyILEq3ECDt2ae+eKVr/aFInpQxNJ9TBpZpo08jb7m+W09cgSPvLR5kk+5Sg8UBAGvHFtw7PlzSD7Cc21zXIv+zGskjP4F26iijwb/fUS0xVImRfQQVhdnC65t+7Xt0OUwunw1I3Ntn/mVq4avAWWx+asmLc1a0qUg+lxwwXEtenMnSJlDC/cVAzT4dy3ZZ1eek1IbKrBdk6BSS1fqx6iij7w9S6VnHboUXvIe+sWrz9CVIMWV9r6xzRLykte21N9uhJZIGfuHBpnKZemcnmT/0ADVgcACBlWZ5uV/3/goSyldxbdhbFGvaIYFAfFNqgvdaRSLFt/9p4N855uHSCfzKIqEx6dhWza5rIHrujz3veP84md28dFP3dmgDMDJo70M9U/RtryK3//PT1Nde7V04vXkQI7jcGRfF1/+kxf447/6JPVNP19JhjuJ6ck0PZ1jKKpEMOzFsR2G+qc5eeQyz33/BK3Lq/jIJ3dw7wPL39PJL1VTWLG6lhWra3Fdl1eeP3s3OPFzDstyGBicYXIyTUtznLHR5C0FJ0x7lJHUX2LaUwhz0kJBUKgN/wGavFguMFPMIiAQVHVCqudN56mv/fg0A90TfP4Pn1z0mWM7HHutk+7zI3z0c7vw+m8+QP9GtEViaJLEmclxcpaJJstEdA/1wRD7hwd4qb+Hp9pKssaMaXB6cgzbdfEp70zC8a1AAPQ3rF3CapCgEsBwTBRBfkvv3bvBiTfgfR9Yz4ZNjRiGRW/PJHtfucCX/+IlVEVi4z3NPxM0vLt452G5NhdTQ6wON3ApNUxY8dHgq8BwTIqORZkaQABytoFP0nBcl4yVJ2sVcIGI6kcVZWaNDEXbJKh48UgqaSs//4zmrCIpM4eLS2Du8+liGsuxCCgefLKOLqmcSw6wIlS3KDhhuTYXUoM8Wrme1ybPUu8rRxEkUlYeTVSIqD5yVpG0lUcURKJqANO1SRpZREGgTA1QdEySZg4RgagWKEWF7SKmYxFSfKiiTMLMULQt/IqH/uwEWauAKIgEFS8+WVtAcR/Oz9CVGWFbdDl+xYODS6KYoeiYBGQPuqTSmRrmVOIyGyOtiAh0pUfoTA2xI96BLqlIgkjOLuKVNEynFEjLWgVUSSGi+slYeUzHxnQsolqpFGnCyCIIAlE1sCBCbDo2l7NjlKkBZowMh6c72RptJ2XmsV2HsOrDcmxkUUIRJNJWHp+skzZzGI413y+KINOZHmJFsA5JEEkYWQqOgX/umhJGFsu18UoqEW0NitSG47oIAoQVP6ZjkbLyTBfTBBUPKTOP4ZiIgkBEDZAyc7wweoIHKtYQ04Io4sKhvzs9giJIrAjVEVH8ZK08mSvPmuJDFiVmjQyGY6FLCiHFV3rW5vombxskzSyO6+KTNAKKh6SZI28b+GWdgOwhZebI2gW8kk5I8TJjZErlR12HmBZccnEqCjJNgQfvwDfunYMoyLQEH7mtY0iCwrLQ+8la4/MeFn65ouSZ8S7BrsYmCrZNf3KWvYOlUmkfWr5yAaNMFAQ88k8vG19RHeYsYFs2yZkstu0gSW//QtB1XQ691sn3v3UEURD45c/uYsPWFnSPiuu4JGayXLowQm/XOOvfpnnF5HgSw7BoW1FNpGyh58n1zlcsWHSeG57P9t/F7WPTtlY+8sl7UTWFYsGkt3ucV54/w7lTg3zpT56nWDS5/5FVyEvo+O/iLt6LUBQJTZMJBHTi8QDpTPHNd7oGOfMSkuClIvy/IAlXkigC8hKeE+dmR3l57BK13jCqKHF/ZRte+caL+4nhWfq6xpb8TBAF0qkch1+5wAd/ZfttBSfWV1QR1jycnhxjKJ0ionsIqBpbqmp5dbCX/3Z0P5dmpqkNBDk1McoLfd0EVI2O2HunRK3lWnx3+EVWhdrwS14afDUYjsGzo68xkBuhPdDEwxXb0aVbY7y8e2Y27xK0tFVw733tiKKI4zg0Nsf56z/7CXtf7aRjdR0e73snonUX726ookyNJ8pAdhLTdTg4dZHJYpKQ4mNLdBmCILBv8hxNvgrKtACvjJ9hykiVdOHBWir1MPsmzxNQvKwM1VHjiXJ8pgvLtWn0VXAuOcDh6U4q9DC6pHJ/+WrOJweYKCSQRJGn67YTVnxo4vUXCzmryNnkAH7ZgygI7Jk4g+XapM08u6vWc3j6EgkjS403yj1lbRyb6WbGSJMwcjxQsRpREDmb6GcoN8mjVRuYLCa5kBwkrodYE27EsC0OTl/EL3tYGaqj6JhcSg8zbaQp0wI8WrkO6ZoShgFZR0RkMDfFmnAjk4UkL46/jlfWEBHZEV9JV2aEyWKKnF3Edh0upoY5negjpoewHBtdUueDCJPFFI2+cnoz44wVZnimfgd7J86Tt4sEFS/3RJeV7lkxScrMsSO+kjZ/9YLJvSLI1HvjqKLMoamLnEsO0JkeRgCqPVFkQcR2HVr8VeydPMemslYOTXeiiQoeSePRqvXzwSaA6WKaF8ZO4JV1XNdldbiRH48cp9lfwayRodlfycXU0NxCX2N9pIWR/Mx8v2yLLeelsdeJakEmiykeq9rArJHhVKKPiOpne2wFIXXh0O8CI/kZVElBD6qcTvQxlJ9CFWWafJVU6mH2T13AdCx0SeWDNVs4MdND3ilS74tzMTXEqxOnqfHEcHG5r3wVr4yfQRVlHFx2la9iz9zvBdvgAzVb+N7QQcr1MH5ZZ0d85duSOf9ZwlKsh3cT/IrK08tX8IFly3FxkQTxjvntvFW0r67jpe+fxHWhv3uc5HSGsp9CpQ7TsHn96GVSiRwf+vhWPvyJe9F0Zf5euK7L+i3N2Lbztvg+OI5LsWDiOi6aR0GUbq4PctkiF84MvvmGd3HT8AV0ahvtoSe8AAAgAElEQVRieH0lA9u2FdVs2tbK3//Vy+x5/gz/9Lev0rKskqbWWy+Pfhd38W6Epsk8/tga0uk8oZD3llnngiAjSxFUqRpJvLFUdyA7y/JQBdPFLCmzgIN7m++ckl9aIWfg3qCix82gLhDiseY2Zgp55Ll7IAoCu5vaeLG/h71D/fzt6WMIlJjDLvBYUxvbqutueNx3E1zX5UKqhxkjiQDsim+mTA0zWpjkscr72Dd1nKH8OK3++jc91rW4G5x4AwShlFUQRQFRlFi1pg5/wMPEWJJCwZwPTriuy+R4ikMHujn9ej/ZTJFYPMCmLS1suqcZr09dMBHJ5w1Onxzg8MFuxkYSIEAk4mNFRw3bdiwjdo2DuOu6JGazHD18meNHe0klcoTCXjZsbmLr9jYCQX3BsYeHZjl+5DIXzw8zO5tFliVqasu49752lq+sRr1mIZJO5fnWPx3C59d4/4c2cnDvJY4e7iGdLhCOeHnsiXV0rK6dzy65rksmU+D0yQFOHu9jZHi2lK0Ne1m5uo77H1qJz3c1IiaKAtNTGc6cOsqZUwMU8gZVNRF27FrOqjV1C1x+XddlbCTB/r2XOH92iHzOoKIqxJZtrazb0IjuuTqZM02LF587S9elMT7+K9sZ6Jti36udjI0l8Pk0tu1Yxo5d7WjvIY3srJHh2ZFj1HljNPsrGS/M0hqoYku0fX6bVn8VDi7MGedsjLQgCiJDuWlMx6LCE+HhinXzRjQdwXoupEv0cReXem+cLbF2Xhg7wVQxScLM4gID2cmbqiHkkVREQSCs+inYBmeT/dR6YxRsg5SZp9VfTWdqENtxyNsGpxN9+GQN07GZNTK4gO3aTBlpUmYOx3Wp88XZFV+FKAjsmzxPnTfGzvgqXFxG8zOsCTfR6Cvn8PQlTMdGkq4+M1EtyOPVG7mUHubl8VPUeeOUqQF2la/ih8NHMRyLdeFmZEFkS7QdVZRZHW6g6BjsiK3kXHKA7kzJwX8kP0NMCzJVTCEIAkP5aQq2iQC0B2tZH2kmaxU4nehDlWQc15ljoiy2CnRxKdgmLtCTGZ2XeaTNPCuCtRyf7aZgG9R6Y0wUkvRkRmnxV2G7Doa9UF84WpghqPh4pHIdPxg+XApYqV7eV72Zb/S/woyRpt4XJ2MWCCpeBnKTXEwNXdMvOXRJ5YGKNRycukDWKtARqqfRV85jVRuXfHGXDBPD1HvjeGQVQYB14Wb8sk5PZpS4FqToGMS1ECuD9YRUHx2hes4mr8otGrwV3FfewXOjJ7icGaMzPUxboBrLsejPTnAhNUh7oIacXSRrFVBEmc1lbVR6bq2G9l28u3BmYgxREOiIV2A7LkdHhni+pxuPovCxjtU0hsLvWIBi1aZGKmoijA/P0nlqkDPHetmxe/Xbzp4wTYtcpogkiVRUhxcEJmDOo0gSrtsO13GZnkpz6lgvp4/3MzWRQlVl6ppibL2vnZZllYvK3A0NTPPyj08zNjxLcjZHb/c4juPyynNnuXh6aL58sten8bnf2U1NXUnmMTud4fDeS/RcGqOvZ4LLl8axHYf/8n98d8E5QmEvH/vVnbS0V7L3xXO88O+neOiJNdz/6CoEQcAwLF5+9jQv/fg09U0xfvmz9xOJlhgbQ/3TfO0vX6KiOsxnfrPEIsqkC/R1T3DmZD/9PROkknkkWSRWHmTNhgbWbW4iEvUvenYSM1m++Xevkc8afPH3HiefLXLiyGVeP9rL7HQGj1elobmcR59cR3lVaMH+ju0wNZnm2MFuzr0+QGImi6YrtC6vYsuOZdQ3x5Hlt0/+IwgCggCx8iC/+On76OuZ4NL5EV578RyNLeULzmtZNqNDsxzd30XnuWHS6QJ+v87yVTXcs6ONqtqyBfO0Q3sv8Z1vHKRtRTWf+vUHF8z7rr3+7/3LYY7s62L7A8vZ/f71833sui65bJGLZ4c5drCb4YFpXMelvCrE5u1tdKytx3/N3PN24bouluUw2DfFsQNddF0YIZs1CAR1Vq6p454dyyivDC34jhhFixd/dIrD+y7x0U/tIBoPcPDVTs69PkA+VyReWWrrus1NeLzqkm3N5wx6Lo1xZN8lBnqnME2LWDzIhi3NrNnYSLjMt2i/TCrPt/5hPxNjSb7wu7sRBIFTx/o4fqib6akMmiZT1xjj4SfWUnMDP5efFUxPZyi75j4ZhkWhYPLoY6sJBDylsWDPeYaHZ9m8qRlBgLVrb35xqkrlTBRPYFhjaHLDXOUpiaj3SWRp4XyhwV/GiyMXGcol2BpvRBGXDvaahkViOoPrumQzRYyixcTIYvlROpnnxP5uwlH/bfvB+FSVX1+/BVkUCapX10nlPj//cet9RF4/yusToxi2jUdW2Fpdx6fXbCSs374E+Y1wXRfDtCkYJvYtBF0CXg3lRgF0QaDaU84nGp+iLzvMxVQPGyId6KJKs7+WrkwfGSt7/f2vg7vBiTeB4zjgumiavCD7MDaa5G/+/EW6OkdpbC4nENQZHJjmyKEenvjAep75+Ba8c2VoHMflxefO8I9/t4/aujIqKkNYps3YaIKernFq6soWBCdmZ7J89W9e4cSxy9Q3xAiGvExNpfnKX+/hwrlhfvWz9xMMXX14f/i94xza30VVTYRQ2Ec+V2Tfqxc5fLCb3/jd3WzcfLWUpGXZXO6ZoFg0KRYsjh7uoSzqQxQFensmSSZyCxZeyWSOb/7Dfn7y3FmiUR+V1REEAQb6p5mdyXHf/QtLahaLFv/yjQOYpk1VdRhFkTiw9xLHj/by27/3Ptaur58f0IYGZ/jLP32Bgb4pmlsrCAR1ei6Nc3BfF898bAsffHoTqibP38PRkQTHj1wmXh5k36sXCYY8qKrM5ESKoYHp99wLIaz6eKB8DVWeMuS5rPEVFoPruowXEnSlR3BwafJVIAkisijPOfxCmRrg9cRl9k2eo9FXQVj1cS41SH9ugt7MOKZj05+bQJmV8Uo6aSvPeGGWGk8MTVIoOiYX00P05yboSo+wNty8aGD3yTqPVKzje0OHyFgFWv1VBGQPXq9GlV5Gf3YCv+KhKz3CqnA9rYHSgtsraVR5ytg7cRZNUvBJ2rz2XBdLE3VhTupxOtHH/snzNPjKERGRJHF+EvfGIXSykKQzPUTOKiKJInE9RG92nEPTnQiCQFDxkrMWUggVUWaymOJ0oo86b4yXJ06zIdLCidke2gLVHJ2+RLU3ileak5AIpTYCqKJCa6CKom3ik3UafRWLAhM5u8ixmW4EYFmgBkkQsRyHcj1Es7+SGk+UU4leziUH+EzLbqaKKRq9FVTqESr1CAgCF1OD9GUn6MmMEVb8nDH7OTh1EQeXsOJjqpjiwNQFLMcmqHix3VJmWhQEfLK+sF88ZVxKD89VTBFxAREBF5cDUxdYF2nGJy+kKrrArJFmrDCLLilIgogiSvN9ZuMApfsrCSIpM8e51AC92XEuZ8ZwXRdNUhDmsg4xLUizr4JyLURE9dPgK6fFX0lMCxJQPERUP5IgzrNF7uK9i70D/dQHQ6yMVzCSTvH1M6e4t66emXyeH166yBc3bUF+B8ZmQRCobojx6C9s4ltfeoVctsh3/m4fsYoQK9bXv606f1VTCIa92LZDb9c4+ZyB13fztNbennG+/qVXOXawG0WRCEV8mIbFsUPd7Hn+DB/6+FYe++CGBcdMJXJ0Xxwlmy7gOO68r4TjOJimPZ+9tCyba8tIzExlOH6om9npLPm8MTfnKW0nmVfvkWXZ88d0Xbh4boia+jLue2glkixRyBscP9TD6eN9TIwlefT964lE/biuy8RYkiP7LvHwk+uAUiWRPc+d4etfLvWLz6/jD+gYhsWpo7288vwZtt+/nE//5iNE31D2zzQtejrHmJ3O0Nc9wbPfOcbel86jqCVtcy5T4MLpIdbf00R51VW/FcdxuXRhhL/7y5e5eGaoRDsPeSjkDY4e6OKlH5/mE5+7nx0PrUS6SabJ7SBeGWLLjmVcOj/CiUOX+egnd6B7Sskvy7Q5eeQyf//XexjoncTn1/D6NHrSBQ6+dpHXXjzHJ77wABu2XPWricb89PVMMDGa4OEn1tC8hMZ/eirN/j0X6OkcY/cH1qNcE8DIpAt8+x/28+x3j2OZNuGyEp3+zMl+Xv3JOR56fA0f+7WdiyRCbxWW5bD/5fN8429fY3xkFl/Ag8er0tNZ4OCrnbzy/Fk++cUHWbuxcT6w5jgOo8MznDrWS11DlMG+KS6eG8bn1zENi9eP9bH/5Qs88cwmPvwr9y76zuWyRf7920f5wbePkEnmCUV8SLLIhTNDvPqTs9z7wAo++YUHKK8Kv6GtNr3dE/R1j9PbPcH+PRfY89wZRFFElARymSJnXx9g5dp6auqXLnf5s4R//uZBPvf5B+eTjaOjCQ7s7+JjH98KQCZTJJcziMeDZLNFbMe50eGWgIRPXQ2A4+bBLbEpXCwc10S8phR6WzBORPWSsYrUeENo15lTjA7O8Dd/9EMS0xlmJtMU8gb/53/4xwXbuK5LJpUnkyrw4U/fh+cWxuylIAoCUc9i5ocoCKyIlvPHu3YznEmRKhaJeTxU+AJo0u2XZH8jCkWT17uGOXFxiNHJFLmigXODMuTX4nNPbWdF0/VZXQICftnL0ekzTBoz9GdHSJlZcnaBtJmlaBvIwq2zA+/ODK8Dx3HI500OH+whnzdZ0VE7zxDI5wx+8J1jdHWO8olfu48t21vRdYWJiRT/8vWD/OgHJ2lbXsW2uZI7tu3wyksXiJcH+PXfepT6xii27ZBOFUgmctQ3XB3MDMPipRfOcuRQNx/++FYefGQVPp9KMpnnu98+yg+/d5yVHTU88nipPJ8gCDz51AYeeKiDeEUQn1+jWLDY91onX/3rPezdc5ENm5oWPexdF0eJxQL8+m89UsqguJBK5imL+q55Ebi89PxZXnzuLNt3tPGBpzdRWRUCBDLpPKZpEwgujPDNTGdobI7zxd/cRW19FMu0eXXPBb7y13s4sLeTZcur8HpVMukC//rPhxkenOELv/Ewa9Y1oGkyI8Oz/MNX9/KD7x6nfXkVa9YvNLabnEhx/EgPn/i1nbS1V6GoEpl0AUWRl6y9/G6FKso8XLFuTv9favfGSOsC3wdNUtgcLT1DPlln0zWmmRV6mKDixS/r5OwiHklFFiTagzW0+CvxyhqKKBHVgjTNLRI9soYmKoiCyNpIydyyzhujTPUTUnyYjknRNubPLwkij1VtJKB42V21AY+k8lDFWiaKSURBQBVlQqoXQYC2QDVxLcx98VWMzkkMQoqXXeWrSZhZVgTrqfGWYTn2/GJZEATaAjV4JY28beCVNTpCpeCVLirsjHdgOzYZJ7/gvkXVIHFNoFwPE1F86JJCxiywJtSIX9ap8kQIKB4UsTTIV+kRdldumGuvjyerN1Oph6n1Rqn2RAkqXgq2SYu/ijLVz9ZoO945fZwiSuyMdzCcm8ZybVRRJmsX5qMmLi73xlaQNLMEFS81nhiO68wd0yCoeFFFmR3xDtZHWggoHjxzrIaMlSes+lEEiSZ/JZWeMspUPxV6mF3lq0iZOTpC9RRsk4jqJ6oFaPZvwCdpWK6D5drIwtXa0lf6Jaz42FW+moDsYXPZstKzIco8WX0PWasAQMa8ek9FQWBjWStj+dn5YMe6SPP8sxJUvFxKD1OpRzAci1OJXmJakGWBapp8FfhlnbgWos4bw6942FW+mqgawF/pIWFk8Ms6EdXPw5XrmCmm8UgaoiDyQMXqO2JSehfvLDKGQdjjwXVdjo+OUBMI8vTyDhKFAn9+9NBNT4LeDmi6whMf3cLUWJI9//463eeH+dP/9B0e/8g93LNrOaEyH5quICt3dkKoKBIbt7Zw4JWL7H3pPOEyH4+8fx2xeBBVu75BmOu6TE2k+Pu/2sPJI5fZtK2Vx57aQKw8gGXadF0Y5d++cZBvfPlVPF6NR55cOy8LaVlWyf/0B0/MU5G//uVX+cmPXmfrfe186ONb5zPpgijMMxoA6hqjfO53duPYLmMjs/w/f/iv2LbDZ3/r0QUmmqIkEAp7EQSBmvooPr/OxFiCbKZIMOwll/3/2XvvKDnO8073qdQ59+ScEwY5ZwIgGCFSIiVRVLIl2bItW5bv2t7jY/va18fePd71Xl9r17LlKEsyFShKTGImSIJIJHIYhMEETM4zHaZzd1XdP3rQQGMCMAikQj/nkAC6K3fV9331fu/7+8W53DFKeVUevskQo8N+GlpK0FSd4YEpUqpGTX3hTNaISFmFl03bm2haWkZ5ZR5mq5FUMkXbqT6e+e4h9u89z/I11dz78PI5M0yC/ijf/ae3iceS/PrX7qOiJh9JEvFNhgj4wpSWZ89gjw75+NY39nLh7AA77l/KzoeWYXeYScSTvL//Es//8Ajf/ed38OTZaF1ZedcnOyRJpGlpGYIo4J8KMTzoy5R2dF4c5l++/jq+qTCPPrGODdsaMVuMhKajvPv6Od746Sm+809vk1/ooGzGHreo1M2KNVW8f6CDY4e7qKotyArAaZpO16URLneOUV6VR/PSskzAKh5L8tNnjvLij45SWuHlsU9voKImH0hnvfzoOwd59bkT2J1mPv7ZTZkgyq2i6zqnZoIv4ekYj39uE+s21WM0G4iE4+x/8xyvPHeCf//7N/m9P32E6rrsrJJYLMlrL56iubWMr/3xRygscaGmVE4f6+En3zvMs997j4qqfHY8sDSzTjKR4u3XzvKj7x7E5bHymV/bTl1jMZIsMjrk59nvvcf+vecxWwz86ld2YrPP7pvCoRhPf+cg0XCcz375nsz6QX+EibHpWcf5i0Q600VlfHwany/M4OBUuu3Rob19mGRSzZy7okiYzQbOnh3AVxhm65bFOTeYlVrMzt+d9Xkk0U4gug+v9fHMvk5O9lNodlDvyF9wm/lFTp748j10nBvk7RdPMTkWpKz6unUEMJkNNLSWsvm+1szk6N1AFAQsikK9++4GsyKxBE+9epzn3znLmC904xVmkEQBk1EhFFlYL0QWJLbmreG9qVNYJTOPlOzClwwwGffzvb6fYpMtFJsWr6GRC05cx4VzgxgMMsmEyuWuMd4/3EnrsnK272zOdJBTUyEOH7hEbX0hW+5pygQtyiu8bNneyKEDlzh57HImOCEAdruJsdEAw0M+SsvcmC1GLBYjBYXOrP2HQ3EO7W+npNTNPbta8OalBxFGk8K2HU28+tIpjr7flQlOAJTODCCuPKwGg8ySpWV48mxMTEyj68zymjaZDex+YCnNS0oz6zld2RG+YCDC0fe6cHusfOwT66i5puG9NnPjWkRJYPcDS6mtK0SURDDDhk11PPOD9xke8pOIJzGbFcZGAxw53MmyFRVs2tqYubbVNQVs2tLAmZO9nD7ZOys4AbB+Yz1rN9RmOl77HJ3IzzqSIFJqyW6U8k1X7wVBEHAbbLgNc89SXHmpq7JlRzSbHVdr1aKptOhjk6Ms81njNX8HqLWlFfl1XWcgOsFkfDrzXcHMC6cgCFmp9x7j1Zms6101FNGMXbnqRGGVTQum7RtEeV5nEaOkcGl6iNg1AZMaW1EmgHGFckt2B2OVTVmZAUZJodFRmrWN9J/pc6+0ZjecBVL2rIlVNtEws344FaNzehh9JjphEGXq7CXXbUPK7COzTZMTSP++sihRYc0+5np7tgL1tdd1Mj5Nq7My67edi2t/F4tsvGa/aSqs+emUxlQsU9oC6WydOnsJhaa5PcQtkoFQKsZUIoSqa7Q4y3EarFn7u5YSsyfz55W/A1czRTLL/eLPMP0yUGi1cXpkBEkQONDfy2NNLZhlGf+MB/rd4uLpfibHggsuIwggKxJL11Qz1DvJ2aPd9HeP8+2/e51Xnj5C84oKyqrzcefbMRjlrBKym6Gg2EV9a+mc361aX8vDj6/hue+/x4+fOsz7+y+xYVsjy1ZVUddUhM1hnvUio6k6p45c5sT7XdQ0FPGlr95LcZkHURTQdZ2ahiIMBpn/8z9e4uWfHGPV+hoKZ2Z5jSaFgqKrz7vFakAArDYjBcXOeUseDUaF/JlxSDKlIkoCui7gzXdQWDJ3m1Bc6sbhMDM2EiQ0HcPhsqTLSQIR7vvICt586TQDvZMkEyqg09czgSxJVNak20lBEFi2pormZeUYjDKimA5W67pOVW0Bfd3jvP7iKbrah9m6q2XOrJNgMML4aICv/ckjNLWWZjLuNE1Pa3lcE9DQVI19b5zjwtkBVqyt5jO/vj3LvrW4zMPk+DRvvnyad15vo2FJ6QdSIupwWbBYjSQSKQK+tNWwmtJ47YWTDPRO8tBjq/nkr2zBZjdlrk9RiZvB/knOnuzl/f0dFJd6kBUJm93MqvW1HD3UyZnjPex+eHlWECoeS3L6WA/xaJLmZeWZrBJd1xnoneDV505gMqdfzFeuq8n8JtV1hYiCwN/9txd4+9WzbN21hMqahV8Eb0QkHOf1n55ifCTAxz69gcc/sxGr7eo5llZ4mA7GePfNc7z50il+5bd2Zv0euqZjsRj4xOc3s2RFOaIoous6FTUFBANRnv72Afa+cobNO5szQbmJsSAv/+Q4uq7zxK9sYccDSzP3THVdAVabkf/5Z8/y7pvn2PngMlqWze5vw6E4wwNTfPWPHmbZqqpMUFPXddSUlh7z/gITDMZ4+aVTdHWN8b3/PIQwc4/Y7Sbuvbc1s5woCmzZXE9DfRGyLOKew7LzVlD1aeLqAFxTXJvUNEaiQZwGM7IgYpENWQ5RVzBbjSxdW03zygpSSZUzR7r52l8+Nms5QQBFkZHuYnnXB4Wm6Zy4OMBP3jrNZCCCJIkUex247WYi8QRdA5O4bGZKC5wkkinGfCECoRg2i5F7VtXSWldCTdnC4zRBEKiyllFqTgeeFUFGR0+75bmbsckW7PLis61ywYnrOLivnWPvd5NIpEgmVB7Ys5xPPLmBomvSvPy+MGOjQVRV53/85fNZ0emAP0I8lmR89OqgSZIlHnlsNf/6zbf51398izdePcuadTWsXldDQaFjZsY//RBMB6MMD/kB+PrfvJKl4BwOx0kmVEZHrm5b13VC0zG6Oke5eG6I8fEg8XiKUDDKxPg0eXm2mVTM7IfMbjdROzOLMR++qTATE9MUFDqpqMq7qQfV6bRQVOzKaqQVg4zZbCCZSGVm0SYnQ0xOTNN+YZi//L9/krWNyYlpYrEk4+PTXI+sSDQ0F/9cW299UFwfuFgIQRAot+TPetH/MBEFMSuw8rOAVTax3D3bvvJu4jXa8c4TCFgsgiBgU8yscNfceOEZREGk3l4yK4CSIwfAvTW1/KDtDM+1X2BtSRlritMB77FwmHKHc86B4p3g+e8e5PBbFxZcRhBAliUUg4SqapkysXgsSX/3OP3d4zPLCciKONNv3fzx7tiznK+1zh7gAhiMMo99eiPVdYW89vwJzp8d4EffOcgrz52gvrmYbbuXsG5zPQ6nJdO3xuNJjr3XiabprNlYR0m5J/OdIAjIssTytdVU1xUw0DfJuVN9meDEB4nFZqS4zM2pYz1MB6Pouk7nxWHMZgMNLSWcPtZDd8cIsVgCWZbovzyOJ9+G95ryVVmWZomBCoKAwahQXV+IYpAIBqKo6twBLlEQ2LCticYlJVnbuaIXdi3BQISzJ3rRdZ0N2xrJK3BkjWccTjNLV1Wy7402Oi4MMzUeorjs7mrhXMkgMRhkVFUnHk9rD42NBrhwdgCjSWHTPU2ZwMSVdfILHTS1lnH2RC/nTvexe89ynO50ae7Kdelg1cWzA/T3TGTpJ/imQhw/3IXVZmTjjOg7pF/0L7YNMjLkZ/WGWpavqc7KVJEkkabWUgqKXIwO+7l0fvC2gxODfVN0nB/C7bWxfmtDJjBx5RxdbitbdjZz9FAHp4/1MDkWpKQ8+yWpoiafuqarY0FBEDAaZdZvbeDFZ44y0DvByKCPipnZ8c6Lw/T3TFBVW8CajXXX3TMidU3FlFZ4aTvZy/nT/XMGJwRRYMXaGpaurMoqiUm3Hz8/mbu3giAIeL02fvUL2zCbDDy0Z8VMcAeMRiWTuTw6GmDvW+cxGGRqawpobx9m+fIKXK6FhS1vFYMosX+0kzO+QZyKmUcqlmKS5g4sCoKAoshUNxQxMjC1qFK720HTdcLJBGORMIPTAYKJBB6TmU2lV3U4VE1D1TXEOygkHY0nOHi6m8lABKfNxCd3r2Tz8mpcNjPnukf4s396haX1xfyXz+xIByemQrzwbhtHz/dRWuDigY1NWEwLZ0npus5QdJSjU2cJpyKZibtmRx1rPK0LrrsQueDEdTzy2Bo2b2vgctc43/63fUwHY5ivS2GLx1Louo4si+iajsbVztPuMLFmfQ11jVdnTgUBlq+q5I///KO8+85FThzr5unvHeblF07y8KOruPf+1sxDEo+nUFUdg0FC1/V0/ecMZrPC6nXVmUwJSAdDnvr2QY4c7qSwyElegQOHw4QsiyjK/C/woiTeMGUpmVJJJVUMRhn5JoVhDAZ5zkY685zNjA7jsSS6DrIsZp0jgNtjZc36Gqrn6AAFmCUEliNHjhw5PhxKbHZ+Y/U6kqqKRVEwyul+pTkvn1qPJ8tK9E6SSKSIRxM3XvAm0HV9ZpZ/cRaayURq3u8EQcBsMbB+awMty8vpvDjM+/sv0Xayl1NHLnP+dD8XTg/wqS9sydS4J5Mq/T0TSJJIZU3+nANUi9VIWWUenRdH6O+ZWNTx3ikEQaCytoADb1/ANxlC03S6O0ZxuCwUFruoqM6j8+IwsUginTY/7KesMm+W25mqavgmQ0yOTxMJx0kkUqgpjd7ucTRNR9P0eYWbTWYDFVV5N+V24velsyxkWWJk0MfBt2cHtfoujyMIAsFAhEh4cdaHt4qmpvVADAYpM8M/OuQnGIhgMMp0tY8QnsOGcWIsCILA5Pg0ifjVe7Cg2EnL8nJeee4Ep45dpvkaEenTKVIAACAASURBVPK2k32MjwZoXlpGZe3VTD9N0+ntHsv8/b1322ftLzQdQ9M0UimVidGFs5VuBv9UiKnJEBXV+eQXOmfd54IgUFLuwWY3MTLoIxiIcq2BgSgKeLx2TGZl1noOpxmv10Y4HGN8NJAJTvR2j6OmVAQBjr/XNWscmUykSMSTM2L3gTmP22CQKa/0ohh+sQMRCyHLEnseWYnjmswvVdXQNB1JEhge9lNU6ETTdA4d7uD++5ZScRd1OJZ6Sqhz5Gccom5Gx6p1TRUVdR+MXaeqabRNjPL0xTbe7e9hOhFH03XWFZdlBSfapyY4MNhLhd3FrqoalFvQabieaDxJZ/8EkiiwaVk1T96/CqspLRQ7OjWNLIlIokhpfjqLqqrYQ1mBi//3qbf58VunKcl3cv+GpgXdVlK6yuujB5AFOZ09MRPcdyq3N6GWC05cR0GRg/rGYqqq8+m5PM5rL51mxapKHtizIvMDWW1GZEVi+aoqvvyVnVkR1Ctc+2NemfEor/Ty5Oc28eCe5Vw4N8hLz5/gqf/Yj8VqYNd9SxEEsFqNGI0y9Y1FfPW/PDBL0yG9vfSfuq7z/uFO3nqjjW07mnnyc5vJy7cjigJ9PRNcaBu8rWthMikYTQbCodiiBL1uZihqs6UDKOs21vGFL98z5zLzPRA/34lWvxjouk4yqaJpabHYn/f0t1tF13USiRSRSHqG0Go1Lto263b2HQrHSSZVLBYDxhlBOF3XiUQSJBIpTCYF03VOATly3EkEQcBmmD27YpRljHdxiCEwu1zxg0a4id5IkkRcbitrNtaxcm01QwNTHN7XzovPHOWNn57C5jDxud/YgaJIaKpGJBRHFARsdtOc25NlEavNiKqqhEOxO31KN01NfVoceKB3grqmYob6p8grsFNU6qa6rpAjBzoYHQ6AAJFwgsrq/MwYQtM0BvumeOOnpzh3up+AL0w8liSVSvcpsWgy66V7LiRJxDSPI8P1JOJJopFEWhT1qcMZXa25SJeG3L1ypCvous50MDojCOrIlNVGwnGSiRTTwSjf/ubb897jgpDexrWaLqIosvmeZt565QxHD3aw5/E1ePLsxGNJjh3qIJlIsW5LA45rxpU6OsFAWoPozPEezp3um/eYDQaZ1DyZLIs573g8STyexGCQMc0z2WSxGlEUiWgkMRM4vEo6w2bucYesSJjMBoKBCLHIVSesdIYPXLowxNf/+4vzHp/BKJNKzX2OkiRithh/6fvT99/rYsXKSgpmbJm7u8cZHfGzZWsjKVXj1Ok+ZFkkHk9x5Eg3qqrR0FB0V67bYDjAG0MXmYiHKLO4eKJ6NWZ54QlMi82ExZZuX3X9qnjw9Qi3mcGgahpHRwb5i4Nv0T41gSSkBcPjqko4mR1YDyUT/O9jhymxOViSV0C5wznPVm+eZEpl3BfCZFRY01KOzZztrChLIrFEMlP6LwgCJfkO9mxdQlvnEC8fOM+a5nLy3fOXZaSd6hJ8snwXecY7l22WC07Mg9GkcN9Dyzh5vIefPn+C1mXllFemBZbcHhvVNQVcujiEzxfOymSAKzf71X9rMwJV6XRDAY/XxsYtDciKxNf/5mU62kfYdV9auMfmMFHXUERXxxhjowE8Xtu821ZVjbGRALoOy1ZUUFDoyOxvZNjP1FQoo1lxK3i8NkpKXXS0j3D+3CCrVlfdsZq6vAIH5ZV5XDg3SGg6htuTXZOm3aa/cI7bR9d1RkYDDA370XUdl8tKRZknM8Nzpq2f0bEgu3ctwaAsvimJx5P09E5QWZmHyagQCEYYG5+mrubDEZXSdR2fP0L7pRFEMV1HWVnuzbLKnYuuy2O8+PJpdF3nK7++M2vgtxiC01EudYyQTKYHRooisqSlFPM8aXWapvPG3nO8d7SbXfc0s2tHC7IkoOk6Bw53cOBQB0taSnjskdVz2srlyPHzTPPKyg+9xrth6eLKziRZorwqPVusGCS+9Y23aDvZy9TENIXFLgRRQDHM1Owm5s7i0DQ9Iz6n3EK7e6coKnVjsZoYGvAxPOgjNB2jZXkFDqeFskovoijQ0zWGwSijaRol5R4MxrTb1PCAj2/8z5e52DZARXU+m+5porwqD6fLgtFs4L197fz0x0cXPgCBm+4nRDHtAmW1Gbnn/qUUzaOlAWC2GLPKT+4WmqbT1T6Cpmo4nBaKStMDe0kWEUURt8fGjgeX4lqgXt/pts4KYlXW5lPbWEx/zwTnzwywZWcz/T0TdF0aIb/QSfPSsussEq+WJLSuqGDNprp59ydKIo0tc2usLAZJkpCkdNbsfGU7qZnJD1mRspzy4OrkyFxoalq4URCzSy2uZNjUN5WwYWvDvGUYgiBQtcCs+i95XAKACxeGWLPmanmrrutcvDjMlq2NNDWWkOdNPz86elqk22XF74/cMe2Ja+kIjlFscWCWFQS4KZ0jXdeJhuP0dIzimwjNZMBlv3MYTQZWba6/rUzt8WiYb548QsfUJA1uL9vKq0moKf6j7eSsZUttDmrdHvqCAc5NjN2R4ISmQTyZQhJFnNbscaksSRgUiUgsiapd1egRBIG6sjw8TivdQ5OM+UILBidEBLwGJ8d9bTTba5FnSuqssuW2sidyI9Z5EASBqup89jy6iu/8+7s8+8xRvvSbO7DZTHi8Vh76yAq+/W/v8s9/v5f7H15GUbEbVVUZHQ3S1zPB9p3NmaCFbyrM3tfbKCt3U1buxWRW8PsiHDvSjarqFBY7Mw2e1Wrk/oeW8Y2/e51/++Y7PPzoSsorvOikU/kutQ+zeVtjWnBSFPHk2dF1ndMnemleUorJpNB+YZgXnj1OJHJ7Ka82m4ldu1tpvzDEt/91H2MjAeobiwGdyYkQE+PTbN3RhNO5uFoyQRAoLHLw4J7l/PCpw/zj/36dXfctpaDQQSKpMjrsZ2jQx677Wsmficzm+OAZGPTx9E+O4nZbEBAwmxW8HlvmRbes1IPHY0O6Rf0Pvz/Cd79/mN/+jZ0UF7no6h7npdfO8Cd/uOdDGwBcaB/iqR+8x5pVVfgDEZwOM5/42Np5Aw6CINDSVIrJaOA/f3B4Uf7R19PTO8m3/vMga1ZWYTBImIwKDfVFmOeeQEWSRB55eAWxeJJIJJ6xB5REkd07WxAFgZ7+iXlnBXLk+Hnm8S9s/bAP4ZYxmQ3UNhZjd5oJh+JEZ/pqWZYoLHYxMuhjdMg3Yxud3RjGY0nGR4JpIcui2x/Azs/C7YbNbqK0wsNQ/xQjgz7i8SQ1DYWIokB+oROn20JP1ygOpwWjUaG4zJ3J7Hp//yVOHummqbWUP/yLj1Fake2scen84B0NUFvtJpxuK6FQjDUbatl4T9OHOvut6zr+qRCH910E0kGBK1klHq8t41yyfXcrDS0lizpWt8fG2k11MxalnazeUEv7uUHGhgNs2tFEVW128F8UhIymWkGxk098fvNdvTZXSi+cLguh6Rj+qTBury1rn7quMzEeJBpJ4PHaZmXtappO0B8hmUhlZS7ruk40msA/FcZoVDJ2qACFJS5EScDlsfLIE+vnzUzKcWMURWJgYAqrzYiuw9CQLyNYarMZsdmyfy9V1Th9uu+mgxO6rgIakJ0dY5TKcJi2cG3+tE0x4hLNjESDRFKJG7RaaeLRJN//x7d568WThKdjc6Zj5xU4aFj65dsKThwdHuTE6BB1bg9/tW03qwtLODTYN2dwwm4wUOvycHFynC7/JFB/y/u9giCAQZGJJ+NE4sms74yKhNVkIBJL4AtGsgIQDqsJk0Gmb8RH+AZuHQARNcbx0XOc8l1AmSmrWe1uZXvBuls+9lxwYgEkSWT7zmaOH+nm7TfPsXptNVu2NyHLEtt3tRCJJHjztbN88+/3omsaICDLIt48e8apA0BNqZw63sPLL5zIZD0IwkwK3tYGtu1oztrnqrXVfP6L23j5xZN865/fmcki0JFkCbNJYfXatJidKAqsWVfDiaOXOfJeJ6dO9GIwylgsBlbORDVv98Vk9foaPv/Fbbz47Am+/91DmcGSJAmUV+axccutPUCKInPfQ8uJxVK8/WYb3/j6azMWaGlhsuISN9t3Nt9wOznuHpc6RzCZFJ54bB2SJKKqWiYFs6dvEp8vTGGBI6vMaGDQh9lsYGJymlRKo6Lcg+MW3FSSKZWhYT9+fwS73URZiRtFkRgc8iGKIj5fGEEUqCjzYLUaSSRVhkf8mE0GxsaCWCwGykrdjIwGcTrNuJwWNE1jaDiA2azgcVvnHYDV1uTz2KOrSSVVvv29g+w/dIn7dy/F7w8zOhYkldLIz7dTVOC8WsIxx6aSSZXBIR+BYBSH3URZqeeGdrdFBQ4ee2QVFqsRgXR7oOs6E5Mhhkf8KIpMWakbm/UmUkvn+DoUjtE/MEUioVJc5CQ/z07/wBR5eXYS8RQTUyHKS90EglEURcLtuvMzHTly/KJzJcNxvhIvTdWYGp8mFklQUOjMaDEYjDJLV1Vw4kgXp4/3sPsjKzBbsgf6wwNTdLYP43CaaWi5syK1siQiigJJXc8ETObDYklrX1w4089A7yToZKwwvfl23F47A72TON0xLFYjRSVXU34HB6YAqKkvoqjUndWWxWNJejrHSCYXLutYDB6vjZr6QjrbhzlzopcV62o+MDG867lSzvHcD96ns30Et9fGtt1LMt+XVngpKfdw+mg3F870U9NQuKgMGUkWWb6mmleePUH7+SF6u8c4c6IHWZFYs7FultaYKAk0tZZhMhu4dH6YoYEpSso8dzVAUVTqprwqj0vnh2g/P0hFTX6WdkgqpdJ2so9gIMLaTXWzMogh/RwMD/oov0asXdd1ui4OE/BHqG8upqT8alZzQ0sJdoeFyx2j9HaP0bKs/Je+PONWWbu2hpdeOs3773ehaTqhUIyHH15xx7YfTV4inhrAad6OwNXMUUUqRJHysyavqmweJuNhWl3FuAwWLPOIYV7L2aPd7HvlDFUNRWzY0YzTY501XjKaFGy3mAV7hVNjw0RTSe6tqmNJ3sIZwQZJJs9sIalpTEaj8y63GBRZIs9pZSoQYXDMn/WdxWzA47AyNBHg8uAkeS5b5rrGkylSMzoiN7IClwSJR0p28XDxPVmfm6XbC/7lghMzNDaX8Gu/uYMlS7MbLIfTzK/++nZOHu/JGiSYzQYefXwN6zbW0nlplGAggiiKuDxWqmvys9w98vLt/MZX76X38jjBQJRUSsVsNlBS5qa+oWhWZM5oVLj3gaUsX1XBpYsj+H1hdMDlslBRmUdZxdUGt7DIye/8X/dx7uwAU5NhDAaJiqo86huLON82SCQczzofs8XIw4+sJBpN3FSHZzYbuO+h5SxbWUlXxyg+XziT8l5VnZ+Vcrjr/lZWra0m77qUSJNJ4ROf2pAOnFwzILBajXzyyfVs3FJPd+cY08Fo2nbIa6OmtiDLZlWWJdZvqiO/wJ4pX8lxdykpcvHugUucON3LimUVWC0GBCGdJTE+HmTvOxfI89r53JMbMZlEVFXnJ88fBwFcM9k0FrNhweBEKqXi80dQFIlgMIquaei6ztm2Afa+fR63x8rUVJh1a6rZtrmRHzxzhFgsSVGhI1MC8uielfj8Ef7+m3tZtqSMlKrhdlnxem3sO9COzWbkYx9ZxXQozlNPH2bntmY8C0Tw0+nSEg67meVLKzh+soctmxpoOzdIR9compYu//j8pzdRMo9SvqppnDzdy7sHL+F2WZiYDLF5Yz1bNi4czEupGsHpKMmUiqJI2G0mxidC/OjZoxgNMvFECqvVyMc/uga7bXGNfygc58fPH8fnC2M2GYhEEjz+sTW88vpZNq6vY2BwincPtvNrv7KNYyd7qKrMY8Pa2kXtI0eOHOCbDHPonQsUlbioaSzCdo0bQTKp0naqj+efPkI8nqJleTnevHSfqSgS67c08varbZw+1sNPnznGA4+uwmQxgK4zOhzg6e8cIuAL88BHV1HbMLcN861iNCl48x1c7hzl2OFOKqrzURRpZjZSR5KkTMDFZDFQXpXH+wcuce5UH94CB/kzfbPDZaGo1MWZ4z3pmfE8G3nX9NtXlPuH+qcI+iM4Zv4djybZ90YbJ490o6l3LuPLaFLY+eAyTh29zN5XzuDJt3Pvw8vTThik1fSnA1G62kdweaw0Lrn90oUrXCnDScwILnZeHOHNl06z/81zyLLIY5/ZSO01AuoWq5Hde5Zz6fwgz//wCGarkY3bGzPC7JqmMzk+zeXOUSqq8ymvyrbzFgSB2sYiqusLOXmkmzPH0+4TRaUulq2qnFN8sr6lmI3bGzn49gX+7f+8yae+sJXKmnxEQUAHErEkfT0T+H1hVq+vzYxZr0x+6Xr6f9eXM2szk3YgZF58BEHAm29n++5WutpHePHpoxQWuWhdVYk4o/dx9FAnrz53ArPZwPbdrZn741oGeid59bkTPP65TTicFtDToqwv/eQYABu2NWZptlVU57N99xJe+skxvvPNt/nsl++hrqkYWRLRSZeRDPZNMjzoY9X62lxmxQKsWl1FYZGTnsvjyLJEXV3hrHH/7RBPDRBP9QDbsz5P37vZEzwJTaU35MOfiJDSNartXiziwg4T3e0jGE0Kv/nHeyivuXvCmOORMKqmU+N0Y5IWft8SBQFFTBsh3CkLbrNRobbMS1v3MO29Y0TjScwzGS4um5myQifnLo/w9vEOmqoLsZmN6LrOhcujjPvDWExpLbO5SGopzgU7WOKow21wMBgdxWtwYZHNjMenGIiO0Kzc+vgxF5yYoaIqj4rrGnlIPwzVtQVU186+gSVJpKzcS1n5wkq0oiRSWZVH5Rzbn3cdUaCwyEVh0Y1twtweG1u2N836fPnKylmfmUwKm7Y23PRxXDmWklI3JaULi52sXT/3jWg0Kuy4ZmbgWiRZoqo6n6rqha2pJElkydIyliyyxjfHrVNfV8ieB5ez/9AlDh7uYMPaWjaur8NolFm7uprpUIzuy7PV4q+UQoiicEOXl/GJaX74zBHMZoXJqTCSKJBSNd7ed4GCAgdLmku50D7Evv3tbN5Qj67rVFZ4efyja2i/NMxrb7YRjaXT1TRNZ/nSchobi0FPi3dtWl/Lj549RjgcZ2TETyyWpPK6FOL5EASw20xEZhwBWppKyM+3k0ikeP6nJ+ntm5w3OJGIp3hn/0VKS9w01hdz7sIg77x7kc0b6hbc98Cgj28/dQhZFikr9fDonpW8d6SLcDjO+jU1+AMRXnjpFFs21mNbxMxfOqtliu7ucb78xe143Faeee4Y+w9eorjIyfCIn5HRAAX5ToaG/YTDcfK9d7/uOkeOX0TCoRivPn+CidEgNocZj9eGzWFGVTWmJkKMjwaIRuKs21zPQx9bnal/FwSBsiovT35pK9/9p3f4wbf2c/jddsorvcSiSbovjTA+FmT1hlo++qn1N3TcWiwWm5Etu5rp7Rrjue+/x8W2Abz5DhKJFLIs8vHPbsq4H4iikLbb1HUuXRhi954VmZK/tNtIAQffuoAvFWLZqsqsrLHVG+t4/cVTnD/bz1//6Y+pb05ngFzuGGViLMiKtdUc3jfbNeJ2aGwt5VNf3MpT/7qPH/z7u+x9+TQFRU4UOR0Y902GSCZVPvn5zXc0OHHmeA9/91cvkEyq+Gcs1KeDMbx5Nh5+fA17HluTSYm/wrrN9Yx+ZhPPP/0+//L113nx6SN4Z7IUg/4IU5MhRFHkN3//gVnBCUiPudZvbeDE+13sffk0vskQ99zfinOeoLzDaeHJL2xlOhDl+OFOOi8MU1TqwmY3E48lmZqcJuiP0thaSuuKikxwQtN02s8NMjrkJxKOE43EGZtxujhysIPpYBSL1YDZYqShpSQ9np3RCtl6bwvDA1O88twJ/r+/eoGahiJcHitT49N0XRohHkvyyBPrWLelYVafKcsilbUFHD3UwbnTfVRU55OIp+i4MMT4aJCV62rY8cDSrHXMFgOPPrGOyYlpjh/u5K//5McUlbhwuC2kEipTkyGC/ggFxS6aWstywYkFCIXidHeP4feFefDB5YQjcSYnQ+TPBCg0Tc8IcmuaRjgcn3WPL4RRLiWW7CSRGkCWvFxJa5AEK8J1LhbTyRgXAyMYJZkVnjIU8cYuF7qmY7YYKCr13HDZ20EWRRDSwc90Xvj8JDWVQDyGJIrYlIWDKzeL2aSwtK6Elw9eoHNggstDkzRXFaadpIwKyxtK2Xeii1cOXUDVdNY0lzMZiPDSgXP4pyM0VhTgdc7dZiS0JIcnTlJvq8IgCuwbP8LmvNVUy2WMxCY4G7hEsyMXnMiRI8cdRpYl1q6uZsWyCk6c6uXZF09QXOyisX7+2TpBFKgo92Kx3FzjWlzk4je+tJ2iQhcnT/fy8mtn0DQtXXqQVInNBB5amkvS9XMGmYoyLxazAbvdhKbpM+VA6UBCcbEL0zWdYE11AQ6HmZNn+hga9lNbnY/Xc3MisbquMzkVwmE3E4sleOGlU2i6jstpIRyJk0gk511XVTX6B3zoerojB2huunEKdnVlHr/327uxWIzpQRwwNOJnfGKaE6d6AWhtKV101gSkNT7MZgWXy4LZbKC4yMn5C8PU1xZw8nQfmqZTU5XH8IifUChOfl4uOJEjx63gclvZvruVY4c7GRqYov38UPoFXxKxO81U1xWyemMtO+5vxXPdcybLElt2tuD22Hj1+ROcO9XHpfNDKAaJklIPj39mI7s/snJBUUe4Vmn+ZjxF0hiNCvd/ZCXJhMqBvec5c6yHlKphtRppWFKa9ZIoCALFpW5sDjPTA1PUNRVlZWNW1xWiKBLJpEpVXWFmXUEQqG8u4bf/60O88PQRLp0f4tzpfqxWI7VNxXz6S9uoay6m48IQM4e/wLndPAaDzK6HllFU6uKtl8/QdqqPM8d7SCZVrFYTRSUuWlaU07ys/MYbuwkEAQQRRofS+iGKImO1mygpc7PjgTK27GihvqVkzlI/q83EY5/dSFmVl3ffPM/FtgF6L6ftVe12EyUVXpatqqRygUmdZauqKChy0ts9hsNpYeW6mnnr5wVBoKImn6/98R7eeOk0xw930d0xSjScQFYkvPl2GpeUsm1XC6ZrBJoT8SRP/cs+jr/XOevc332jjXffaMt89pU/fIiHHludEcxzOC08+aVtlFR4efeNc5w/3Uc0msBqM1HfVMKOB1rZdE/TLPvZK8e7dGUFS1ZW8sqzx3nv3XZisSTefDsPfHQVjz6xjuLrJtMEQaC4zMNv/cGD7HvtLIffvURv9xihtkEkWcTtsVJdV8iGbQ3YHNf3r8LM7ynkFDGBt98+T3/fJMNDfnbuWkJPzwSX2of51JMbAYjFEjz3/Anq64soLHBw6HAHVZU3PzkL4I/tJRB7B0UqAEREQaHU+fsY5OKs5fKMNpa4iukLT3HBP8LavMobBihKKr0IosDIoI+y6rxFtyU3S7HNjiyK9AT9xNXUgi4i/liMM+OjmGWFSueNJ6VvBkkUaa0tprYsD7NJQbyu/d66oobXDl/kxMUBnnvnLM+9czbzvVGR2byimuK8+TLVdZJ6WkhURyeqxjIZH5quoWq3V5aXC07kyJFjTsLhOKqmYTTIlJa4sJgNxK8V1dEz/8sgMH+d9XwIQtrFRkh7GSEK6ayBpsZitm9pQJtJGZUkMb2sNPf2r1ghXf/Z2lVV7DtwienpKE9+cgPSDRT+NU0nHksyORXi5Ok+Nq6vJRSK094xwm9/eScup4UL7cPZK2WuxYwopSRSVupmxbIKNq2vy9Tt3agTvHIOV66hrusUFThJJVU++fhaZFkimUxht5tvuC396uEAzARVEkxOhhCAwaG0H3lRoZP+gSmaG4spL/Ow70A7RoOM7RYCIDly5AC708xHP7WeXQ8tIxJOkEym0FQt7cYx85LqcJqz6uyvRZJElq6qpKahKGOzKYoiZqsBt8c6p3359Xz8s5u4d89y3B4r8iI0C5xuKx//7CZ2PbSMaDiBpuvIsoTFapzlqlVZU8Bf/O2TJOIpikpdWW1zy7Iy/vofPo+m6bOEOxVFYt2WehpaSpkOREipGrIsYXekhSt1XefP/tenUBR5ljaE22Pj9/7kIyTiqUULgsqyxLJVVdQ1FhPwR4hHkzOOEGmLSLvTPK+15WJ59FPruee+penSB2HGum/mOtod5hsK7RkMMpvuaWb56mqCgQjxeApd11GUmW04zQvORheVuPiLv/00sWgCxSBRWOJasM8QBIGCYhef/Pxm7n9kJeFQjFRKQxQFjEYFm92E1W7K6j+NJoXf/q8PEQnfWDQvv9Axq++12kzc/5GVbNjawHQwiprSkBUJu8OM021BnEdsW9N1NE1n07ZGliwrJxiIoKoaRqOCew4BzWvxeG185JPr2HZfK+HpWMb5xmiUsdpM2J3mWcdpc5j4rd9/gGg0QV5+rqy4v2+SJ57YwFNPHQTSJdrT01dtjVVVIxZLMjjoIzFTijo46Lvp7RukYspdf3TdpyKSOPulfTIeZjIepsqWR6nFieEmMidWbKjlwOttPPWNvTz6uU14C+yznJ8kScThtt5wvLgQa4vK+OGFs7x2uYMdFdWsKCietYyu60wnEjzT3sbFqXEqHS5WF965zK3yIjd/+mv34bCYyHNla615nFa+/LFN/MMzB+jsHycaSyJKIk6biR2r63hsx3KUefoogLiaoCc8iCLKBJIhBqOjiAiMxMZvSph0IXLBiRw5cszJmbZ+Dh/pwmCQicdTlJa4qCj3MjUV4sDhDo6f7MXnD/PMc8fYurmB0uI743EsyyK7dy3hp6+covvyOKIk0NpcyrYtiytHgpn625oCXnj5FLIkUnuD8iGACxeH+I+nDhIOJ2isL2TThjqmp2O4XRZeePkUZpMBXUu/aMRiSd472sXpM/1c7pngx88dZ/nSclavrOTeHS28+kYb7R1pa9JlreVs27y4cxAEgS2b6vnhM0f41ncOCSMzxQAAIABJREFUYDTKeDw2HrpvKZFoggOHOzl+shdFEUkkVe7Z2oiiSLx7sIMTJ3vwByI889wxtmysp6LcQ0tTCT945ggGg4Suw5OfaEVRJFRNw+WyUFbqweePsLy1bNFBphw5ftZQUyqjQ34cLgtWu+m2Z8hSKRV1xsJQEAQUozzvNhWDjCfPjmdxE4YZBEHAZjfdcnp5XqEjS+dhMRhNSpaA5XwYjHKmzON6TGYDVTMCmXORdhuz4ZnH7rx8nplWWZEorVi4lHYhBEHAajNhvcvB17x8x22/yIqigN1pxu5cvDCfrEiUVS7+OikGmbwCB3k34ZQmimKW6OStIMnizHOyuEw9nXTJtNtrwz2HYOZCyLKEN8+e0Xq5meWLy+5uCcDPEw6HmdOn+wiF4vT1TnDs2GWKrylxFSURk1FhbCzIxMQ0ToeZVOrmdRRkyY1NWpPRNFmo3bYpRh4qW0KeycZ5//ANBRwB2s8OEIsmOL7/EicOXqKo3IPRpGTtx+mx8jt/9tG0WOYtsqqwmG3lVTzXcYE/P/AWTzQvJZ5KZxREU0nOTYzSE/DzVm83r16+hKppPFLXRMUdsBG9giyJ1JfP3UaLgsDKxlL+21ce5khbLyOTQYwGhYaKfJY3lGb0KeZCEiRssoUXht4C0tkShyaOAwI6OmvdS+dd92YQfkZs5n4mDiJHjhxXCU5HGRsLkkyqGI0KBfl2rFYjsXiSwSF/JotCEkVKil3Y7SZGRtNOGc4ZISpV0xge9hNPzE7xcjkthMNxigqdGAwy4XAcnz9MaYkbTdMZn5jGH4ggigIFeQ6cTjMjowGsVuNMqUU6u6GwwIGm6YyOBSkqdM5Kkw2F4/z9N/eyYmk5993bSiKRYnjEP6sTk0QRm83I6FgQURSwWowUFjgwGtN1kxOTIaZ8YSwWI0aDjNmsYDEbGB4JEJxOqysLgoDHbaWo0EkqpTI+MU0gGEUSRfLz7Kiqhj8YmXUtbFYjVqsJvz9CcZEzK1qv6zqBYJSx8SCapuN0WMjPtxOPJRkc9mX83mVZoqzUjSgK2b+PJFJS5MLhMBOJJhge8ZNMquTn2fG4raiqxvBIAIfDhM1qYmjYj81mzDl15Pi5Z2o8yD/81YsEpkKs297Ehp0tlFbl3XLg7eShDn7wT+8QDcexOc187qu7aV5RcYePOseHTSKe4vUXT/LGS6cXva7bY+PXvrabstsIoOSYm1g0wVP/uo8fP3WYPR9fy1f+4MEP+5B+KRka8vHWm+c5daoXl8tCc0spu+5twTUzZlA1jZGRQCajZmIilF6u+ebchTQ9jj/6Br7I67jMO3GYthCOn8JmWo8sXg0ohZJxXuw/S4HJTpXNw5vD7Xy6Zg12ZeHA4ys/OsLeF2bbeV6Ly2Plq3/+sdsKTmi6Todvkv9++B3eG+pHEkRMssxULIpJkimwWAkm4gTiMUyywkM1DfzBui0UWW13pNTkZoI7t7q8rutMp8Jo84h3GiUDvkSQQpMXKVsn5KYOJpc5kSNHjjlx2M1zOm2YTQbq5lE4Lr4uzTaV1HjvSBcTk6FZy96ztYmG+qLMi4LVasQ6k44pSUKm5CB7+1ej8yaTQuk1s3vl181s6LpOPJ6is3uUcCRO65IyBAF8/gh737lAKqVmLW8yKux5aDlLmmen1ImiSEG+g4I5ZsKu3+8VZFmiuMiVOWZV1Xj/aDdn2vpnLVtTnc/O7c2UzSE6KwgCLqcl44CS2b7VSEPd3Pof8/0+FrOB2urs72RZyjqH+c4nR46fJ3RdZ3I0yImDHUTDcc6f6GV00MeX/+hhDIsQZ7uWvCInvskQ/V1jKAaJI+9cpGl5zpLwFw4hnUFws9pJ12IyK7mssxy/0BQXu3jyMxv5xBPrgPQY4tp7XlM1+vomGRkJIAgCrUtKqZ3DVGA+ool2grFDGKQiEuoYAMH4fkxKbVZwYjw2TUdwjJ7QJB3BMartXozijV9r73tsDfd+dNWCywgISDcQdL8RoiDQ4Pbyl1vv5fvnz/Da5Q56g2lLz5iaom86gCwI1Lm9PFLXxKdbluMx3bhk92YJRRPsO95JnstKSb6TIq8dRZbm3f5i9isIAg5l4Yyl7w49z6cr9mBTFh/gyQUncuTIcdcwGGQee3QNcyVH3Yqo2WJIJFK8te8C5y8Ocd/OJRQVOhAEgaJCB1/8/NY5jumq3dndQBRFNq6vZcO6mlnf3e1rkSPHLyM9HaNEZ2bvdKB5RcW8Og83Q3GFl5IKDwPdYyQTKl0XhggFotjnsDrM8fOLokhs3dXCmo11i15XlIQsC8s7iabr+BMRgolYuuxHNuIympGExb9E6brOxcAo5/0j7ClvxXgDq8PFMhELEUzEEAUBs2zAa7QgixKaruGLR5lOps/BrhhxGczEVZWx2DQpLT0TK4sixWYHhjt8XDluDV3XCQSiGAwSkUiCxHXZsAJp3Q6ny0I8nqK7e5wNG2oRRQGPZ3GZAAl1DKNcjVEuI57qR0BC01PoZE8olVrdfKl+E1bFgFNJP3M3sx9JEpEkEV3XSSZSJOIpBEHAYjPe8XGYIAiU2518bc1GPtbQQl8wwMB0gEgqiUVWKLM7qHK6qXA4UcT5Awe3QiAU5R+eOYCu6zhtZrxOC5XFHurL86ku9VLgtmE2KViMBgzKnd03gKprt1wWkXvqc+TIcde4KlL5wb94Gwwyu3a0sGNbEwaDnCmVSAcC+MCP6co+c0GIHDk+GHo7RzN/9+TbqawvTCvu3yKyLFHdWMyx/ZdQUxrjw36mxqczwYlAIkBPpA+3wUW+MQ+TePs6Fzk+eARBwGI1Liis+GHQPT3BD7tPENdSaLpOvSOfx6tWYFNu7ThNkoLHaM1S8b9TfLfzKKenBqmwuUmoKo9UtLI+v4qO4Dg/unySpK6i6TrNriI+WrmMC/4R/rbtLWrt6fp4l8HM5+rWUmC+OlMuySJNrWU89LHVLFl+Z1xVctw8b791nvIKL3vfPAf6dcYlgoBBkbh3dytV1Xnp8tkhP0ZTuvzVuYiAnSLlEYztR9MjqFoQf3Qvup5CErI1Qo5P9FFgtmHSlUW3s8lEivYz/Zx+v5uRwSmcbiuf++rutDVy2yDFFZ4Z+97bfzYEQcAkK9S7vdS5vWlrUV1Pi5/P/Hc3MMgS5YVuugfTNqLdg5McvziALIkokkSe20p1iZfqEi8VRa6Z7AoHeS7rgkKYHwS54ESOHDl+IREEAeNNqNrnyJHjF5OxQX/m76WVebgWOYM3F2VVeUiSiJrSCPjCTAeu0ZARBJJaivZgBwcTh3mg6D7chjtjC7cYEvEkr37/MNP+CHaXhW17VuK6CfG/ocvj5Je6s9xARgem6G0fZsWWhkWVw0yNBXnu3/dhd1ooqylg/e7Wu1rukEykOH2og5LqfErmEdPUdZ22I90EJkNsfnDZTd0L4WCU/q5RqptLMJpml3lEQjGCvjBF5TenMaGmVEb6Jimdp/RuIQ6OdmNXjPxO/TZUXSOlaZglBV3XCacSBBJRJEHEZTBjlGSiapKEmiKhqSQ1FZtixKGkA2b+mWWXe0qyMi/iagpfIkJK03AoJuwzgY9wKu3cktBSxNUUDoNpwdp+HdhZ0sBHK5bx8sB53hxqZ7mnjP2jXXhNVj5Tu4aUpqGhY5JkVF2j0Ozgj5fvBtL9t+G6FH1Fkdm8o5nNO5oXfe1y3D5btzZiNMkc2H+JT35yXVYWmo5Ox6URjh7poqGxiKbGYqIzbjiJpLrAVmdjMTSRUNfji7xGQh1G1abJsz6OImU/Y2d9Q6hTGmUWF5U2DwZRos6Rn7GrnQ81pfL6T47xzL/tJxaJk0ik8BY6+fRv7SQeS/Ljf3+XxmXlPPaFrTd01VkMgpC2db5bwYjr8Tgt/MkXdzMVjDDuC9EzNEXP8BQ9Q1MEQlF8wSjDE5fZd7wTRZFw2824HRbyXDaqS7zUlnnZuLQKt+ODzwzMjdxzfKDouk7vpJ+u0UmaSgoocdlzM0s5Fs2gL8ip3iG8NgurqkoxfMhR3ruJpukMTAXomfAxHUunqFuNBso9TiryXCjSL+6551iYXHu6MP6pq1o33gI7ljvg0OAtdGZesiOhONFIIvNdOBWmLXAeo2SgxdGMVf5wyj00VScUjLHpgWWcOdxJb8cImqbT1zGCwaRQ21JKLJqgt30EXdepbi4hGo7z4ncOsHR9LU2rqjCZDXSdG2B0YIrwdIzGUJyOM/2kkiqVDUXYXBYGOseYHA3gKXBQ1ViclZWSjCeRJJGN9y/l9R++z8qtjUwM+xkdmCKv2EVlQxH9XaOMD/qwuSzULiljYtjPUM84dqeFqqYSRgcmGe2fwmI3UdNSyviQn8h0jFAgQt3ScmRFouvcALFIgor6QkYHppgaDTDaP0lNSykOd7Z1XiKWZKhnHN/4NOFgFMUo031ukFgkQXFVHp4CJz0XhwgFoxSUuimq8DLcN0lyJu1bUzV6O0aYGgvizrNTWlPAyQOXaD/Rw6YHl9OwvJy+S6NMjgZweW2UVOcz0D2W3pdBprq5hIHuMfY+c5TNDy6jflkF5kVkZzgUEx3BcSZiYSptHuQZq81QMs73uo4xGAkgAI3OQh6pXMrh0cvsHW7HrpiYTsbxGC18sX4DXpOVYxN9vDJwngKzna+2bMcqG4irKV4ZOM+xiT4A8oxWnqhZRaHZwRuDF2kPjGGWFfyJKNuL6rinuH7eYxUARZAwSBKgI4sSgpA+h3P+YabiESqsbqTr7EKv6FTnmrGfLQRBIC8/HeCsbyikoNAxq0QuHI5zrm0gbRW8rgZd1/H7I0Sjybk2mUVajFFDECREwYTbfB8O0xZ0PYUoKIiCBSFbWJGNBVU833eWlKYSURPYZCPV9rwbvtj2do7x0++9R2VdAfd/fC1nj3Zz7EAHkHYqyi9xceZoNw99av0dDU580MiSREWRm/JCF7oOKVUlmdJIJFOM+abpHfbRN+JjcDzApD+CfzqCfzpK34iP99t6kSWRv/ndR1jXWvnBH/sHvsccdxxd11E1nUgiQTypouoaAmn3AYMsYVYUZEn8mRi0xlMpvnfoFM8eO8evbF3Fl3eswyD/fN6GiVSKqXD0amdKukOVRBGjImMxKIg5LYG7wtn+Ef6fZ99kTXUZTSX5GOS7U+N7LbquE0+pRBIJkikNHR1REJBnfm+TIs8aaN0uSVXltTMdPHXoJP1TAVKqhiCAQZJ4YFkDv3v/5lnBCV3XmY7FEQWB/5+9946y6zqvPH83vPtyrlc5Z6AKoZAIAgSRmcUgShYtqRVstSxrPB6Hbs+anna726s9q//oWbZ7xu32yGrLlmwliiJFMZNiApEzCkChIirnqpfTTfPHq3pAAYVUKIJB2GtxEfXCvefde86559tnf/tz2T5esuSPO1RdJ5xMo+nXLnsmCOCyKh+La/tpmk8/DGTSlxbFdqcVi/X2iTy7Q8lHTqqqo122K+iWXaz2tTCenqA9co5KRzmKcuumissB0zDJJLP5wPrA62fwF7gZ6BrD1E3isRQDXWNUNZYAufJ/qUQGSc4FkR0n+hnum8BmV0gl0nSeGmB0YIpgsY+Dr7ezYn01+187TcvGWmRFuipLzjRNhnon+OU/7aNpbRWpRIb3XjpBZX0x+146ib9gGwdeO4OvwI3dZSOdyPD+L09SUOLl7JE+rHYFTdXJpFWOvdtBIOThzMFudE2nurkUQRQ48qtzZDMqReUBRFEkncgguGwM9UyQTats2LkSSRLy7ZkYniURSeHxO7lwop/S2hD7XztD05pKMCE2m2D/a6epXVFGqNSHAKQTGc4e7aO6uRTDarL/tTOUVATx+p0IQu46p9MqilUGEzLpLJlUlrdfOMbDX7yXd54/xuotDZw93IvDZUMURJLxDIr11qXo20vqiapp/rbjfcocPh6pWEm9J8S+8R4GErP8Zu16pjMJ/qn7MKsDpWQNjfFUjK83bMYqyfzt+X10RycJ2pzsKW3CKsm8OdKJOSczH0qEeX24g281b6Xc6eMfuw7zytA5vtpwDxlDYyQV4Q9adhC0Om/oc5E1dF4eOsux6QFM4Gv192CTZHaXNhLXMvzN+fepcPp4tKKFWnduR7w/NsN/PvUaAHXuAj5f04ZH+XBLvt7FrWPXrpWYZo6MgJw5uSgKBIMu2tZVMzISprt7HF03mJiMUlTopeIGJWc1Y4Zw6nUCjsfJ6qOYpord0nzdNLxV/jL8ihOrJOO2WFFE+aZUCe1H+zBMk6//0UNUNRQxOjCdf8+iyBQUeTl1sAdduzXFx5UwTJOsrmERJURRvCqRWDN0IpkMaU1DkSQ8ihVFWn7vh/lUZkWUUSzgtCv43Hbqy0NkVI1kOsvwRIQz3aOc7R3lXO8YYzNxVE3Pe8DcCItV+nDKtiWrRO6uYj4FmE2k+KCrn/c7+uiZmCGayiCKAn6nnYqAl7aqEnasqKPUf3s1t5cHwlwQLyBLEh+FF8FyoWN0kj/50Stk1JwxkICARZYIOO3UFwW5r7GazfWVeB13H66fdOiGQe/EDG+d7eFo3xCj4RgZTcNusRDyOGkoDrK5rpLN9ZXYleVj2genI/zP944yMB1mW1M1bVWlWCSJmUSS+sIgdsvV50pksvzNGwcIeVx8Y8fGZWvLrwMGpyP8x5+/yeB0+JqfsUgSX97axlfuu77b953Bp2c+/bCh6wamcftVyy8vv24axoK/00aGsfQ4NtHKloJ7cMs3TqX4sBCPJjn2XgdNa6sorgjScfwiG3euRJIlZiejtGyqJZPMMtg9TkV9EcXlAQKFHhpWV+D2OYlFkpRWh/AEnIRn4kSm4xRXBqlqLOHdXxxnZjKGRZFZdU/dogGEIAiUVYeoairGMEzi0SRDPRO4PQ48ASeGYbBx50rOH7/IQOcYwSIvQ70TCAI43TayGY3uM4OYpsnkSJhsRkMUBcoai2nZWIuu6UyNhWnZWEvjmkqyaRW700rDqgpSiTSzkzEM3ch7DZmmyfjgDIM9Ezg9NjKpLE1tVazd2shgzzgun5OVG6pZt62Jvo5RbBenqKgrorDcj/1cjoi0KDIbd6yg89QAg93j1LWWU1JVwNjAdF590nlqAKtdYXIkjK4aeAIuVrRVMzMWIZtRKaspJFDooamt6paDEL/i4Au169ierOeNkQt858J+/mTVHrqjU3RGJvhh7zEM08QuWfLkQb2ngHKnD9008ChWkvq1d7Gn0nFskkyVK4BXsdPoLeTIZH8+QGnwhCh1eLFJN37GyYLIhoJKiuxujkwOUOLwIgoiQauTL9VuYCQZ4bWRDr7beYB/07obgDKnl/915f0AKJKM0/LREHt3cX1kMxrvvnOegYEZBAGamkrYsLEGj8dOU3MJiUSG8Yko9XWFpNIqonTjfm6YSRLZ0/jtD5NWe9DNOHZLEzd6prksCkemBoiqaZq9RTR7im64SRSLpLBYZIrLF6+OJlskdM3AvM3HRTSb4UfnTlPh8bK1vAqf9VIskNY03h7o5fvtJ+mLzFDkdPNYfROfa2zFa11+Y07IzYHJtMpkOM7kbJyhiTDdg1P0DE0xPBEhlcmSVXV0w8TvsRPyu/A4rx+/mKZJ1lDpSwyRMTK0eBqJawksooVHS3Zik5a2iXOXnPiEYyae5K9f/4BXT3UiCAIht5NCj5OMpjEWjtE7McPB7gEai0MfC3LCKst8aUsbWxqqaC4t/ETL8VXNYDKaQBJFWsuLsEgSGVVjLBLj5VMXeKO9myfXr+R3dt2Dz3HXGO2TCtM0OXZxmP/y4jtcnAzjtlsp9DjxOWxEUmkujE5yamCUoZkoG2rKl/W8w7NRusenaCoJ8adP7CLgurFMfHg2yuHeoWVty68LNMNgOpYknExTVxjEsUiOvUUU8dg/etUEfLrm0w8Dl0vmE9E0mbS25DKi84iFU3mSQ7bIC6TNFsGCIiqkjQwDiUGKrEXIN1HabrkhCFBUHuC+R9ZQUOxDU3Uq6ovY98op1IzKvXtXMTUaITwVIxlLk01lQciZhr7zwjE2722ltKqAI2+fw6LI2J1WKpuKOfF+J0M9E1Q2FFNRX0jv2SFe/Kd9VNYXsXpLQ16lADklhsfvZMOOFbz+k8MIgsDqzfWoWQ1PwIXb5+D0gW7UrEYireLy2lmzpYFYOIndacUbcBILJ1FsFgJFHmRFRrFZ8r4PoiTS1FbFmUM9dJ4cYM3WBmwOKxZFQlXlOWXCpWuiqTozExGe/p2duL0O3nvxBBPDswz1TpBNa8QjyRxZ0zOBmtGIhZOkEhmOv3eBi+dHOF3cxZotjQx2jaOqOpHZBJAjUmYno3zwymlWb64nOpsgYJEIFnmRLBJOtw1RErDaFSRJRLZIKFaZV394kG2PrsHlvfnUn6yhIyBQ7vSxs6SB41ODJLQsHouNtmA5316xDVEQ0E0Tl6zQG5vCKsrzFObcf1dGXJf+ts+ldsTVDA5ZYSaTwGd15IkOJX+sG0MUBAptbh4oa+b0zDCHJi/yUNkKVFNHFAQqXX52lTTw386+S1LPpUYpkkyhbY7QE+Dqvea7+DjgrbfOkkhkaGurwjAMTp8eRFV1du9pwet14HLZ2LunBb/fSTyeJp2+cVqHKDgRsDAc+Us0YwrDVOcqdcz3AZmQ65mrfCdOzgyT1XXq3AUcnOijyhnAJV7/+ez1O9A0ndGhGarqixa8l05lGe6bpLDUh2y5vefphZkp/v70URwWC98NfDZPThimycGRAf5s31tMJhNYJZnJVJILM5Oous5vr16/LFVqDMMgmsgwPhOjZ2iKrsFJBsdmGZ2OMTETI5bIIEkiikXCaVNorCykoTJEXXkBpSEvRQE3RYHrE+wGJgemT3B89hyzapSG5mo6Yr2ohsa20IYlt/0uOfEJhmGYvHehj9dOd1Hkc/Pt3ZtZXVGMRZIw5qTdHSMTjIZj1BZeX1J1pyAIUFngo7LgzpuEfVgo8bn5d4/vJOC0Y5gm8XSWt8718L33jvLzo2fZUFPOzpW1SHfJiU8kVN3gBx+coGtsmsfamvnSljZC7pzDuarrTETjnBoYpcjjwrWIYdpSYZoQT2fQDZOgy4HfeePUFcM0GZgOMxKOLls7fh0RcNr5o4fvo7F4cWM9xzKqY24Hn8b5dDkRLLxEyI8OzRALJ3B7by8FbLB3An0u7cfhsmJzXhrz09kZXLKTFs8GDkwfJqEncNyBlLMroVgt7PncplwKCiBbJNbf30wilkIURVxeB9mMSrDYiyiJuDx2BEFg12c3kk5lcXntFJaJhEp9mHPHs9osFJUFMAwDp9uOrMg8+MxmshkNxSoTmY6RTV8qL+j02nngC/fgdNt58JnNWG0WAoUe0skskiwiSiJrtjagawaKzYLdaeXeB1aRSsyVmPQ5ePCZzWiqnkul8jm4Z3cL0lzAIAgCTWurKKsOYRgmTo+dghIfFkXGNEyyGZWZiSiGfinvctOeFtxeB4IosPOzG7BYJHxBF4Io4HDZkC0SWx5YBUKO2FKsFu59YBUbdq7AalOwOxXW72zG0E1sdiW3IVTq43O/uxtJyl3Xz3xlG4ZhsOVBAafHzs4n12N3Wtn8QCuyRcZikXj869vQVP2W/CYA3h7tZDwVwyErDCXCVLuD+BQ724rr+PsL+/nZxZO4LDYkQWBXSeM1j5PUspwLj3FqZoThRIQDE320+EuocPqodAV49uJJCqxOLkQmeLp6LbfjY+pTHOwubeaVwbOsD1ZwdGqA6UwCh6wwEJ+lzhPCY7ExQoSpVJwXBk4D4JAVthTW3k3r+BhicHCGLzyzmaKi3PzqdNo4eLA7/75pmmTmSo2KopBXL10PsuijyPMNEpmTxDIHEcw0FjHIvHJCECQEriYLDNPEIoo5Nc9NrrFXtFXx0o8P8+x33+ex37yHWDSFoRtMjUW40D7EiQM9PPrMPdgdt7cJ0T45RkJVWRUqJmC79BxIqFn+5dxpJpIJVoeKeLSuia7ZaX7Zc4HnOs/xQE0Ddb7bj9mmI0n+03de4+LINKmMSjqrIggCfreD0pCXwkYXtWUFNFaGqC0L4nHZsFstWJWbT1HWTZ3OeD9PlO3mFyO/AkARLVxMDN9W2++SE59gpDWNs0PjZDWNh1c38kBrwwI37CKvi/qiaztI64bBWCTOwe4B+iZnSKsaRR4X62vKWFlWhFW+lPukGwb7uwZ4+1wPz9y7hhKvm0O9g5wZHCORyeKx22irKmVddSkOZWEuZVbTeaO9i8M9gwvOv6ulnu3NNddsn2mapFWNztEpjvQNMRGNI0sitaEAm+srKfG5Fx1Ab53t5lDPIM9sXkNF0EvX2DSHegYZDUexyBLVQR9bGqopCyyPkkQSRXwOW35Xu8Dt5F9tbeP8yASvne7k+MVh7musQlIutdUwTcKJFEf7hjg3PEE8k8Vrt7GmsoQNNWXYlavzUU3TJJVVOTcywYn+ESajCXTDwG2zUhn0saqimJpQAFm60mDKJJFROdk/wunBUWYSKRyKhRWlhWyqrcDvsi/IC5v3MJmKJTg1OErX2DSziVRuJ8TjZFVFMasqiq+6zwCnBkZ57Uwn9zfVsLG2nOHZKB909tM/PYuAQLHXxZaGKmoLAwvunWmaqLrB8GyEo71DDExHSGazOBSFkMdJS1kRLeWF2K5IYxCAdFbj4MgAx/tHmIknsc/9ts11Ffid9ttWrExE43SNTRN0O/jK1nU0l4YWHLPU72FtVemi3835P2Q5MzjGyYERZhMpnFaFppIQm2rLCbgcC659IpNlf1c/fZOzzMSTXBidBKB7fJr/+Nyb+c95HTae2bwmr4bqn5rlzOAYPRMzHOkdIpHJcqhnkD/72RsL2rNjZS3bm2vZP5cGtqe1gY21OYVFKqvy8skOTg+Nsaq8mKc3tiIIArphcKxvmFdOd/KZtmbaqkrveP9Yyni5HYhzY7rA7bzhZ8ciMX64/xR1Y18wAAAgAElEQVR1RQF2tdTTPzXLwe4BxiNxZFGkpjDA1oYqir0uxCvmK8M0mYknOdQzyIXRSaKpzII0AQCLLLFjRS33NVYDS5tP24fGeeHYOXa31NFaXkz70NhNj5dbnT/mcSvPl3kstX9cC9UNl3bFhnonudg1TnFF4Kr7cLNIJ7OcOdKXz0UOhNz4Aq78+zbRylRmmvboOdJ6Bovw0ZBYgijguqJ0n2KzoFxm7maXrVcFxw63DYf7UjB4ZYUPb9C14O/5XX/TMIlHU6QvMwd1euw4vbn+NN8WiyIvMCX1BhYez+ZQsDkukT3zJVrnIbsWBieyLF3Rxku/TxAFZidj6FqOSBIlgUDIgzSndJlvk9W+kFD2Fy5cF1z5m33BhddEkiX8l7XBE1g4Z8iW3Hku/91u343nlcVQ5y5AMw2yuk5bsJw1gTJ8ih2fYudbzfdxenYY1TCocPqwyxZW+Uspd/qwiBIyIo+Ur6TQ7kYzDcKZJEV2Fw+WNRNTM6Q1lVKHl3/dtIXj04PE1QxfrttIozeEgMDGgiqyhpY34TRNk7Suoi6Sk65IEntKm3DICqIgsDlUjSJKSIJIvScE0ZwKZGOokjWBMjwWGzWuIE/XrCWt5XbZNSPn63QXHz/4/U4OHeymbV01um5w6lQ/RcVeINcvotEU+/Z18vBDq+ntnSAcTrJtW9N1jykIIja5EptciUUKYZhJvLadCDfwNlnjL+ODiV6OTw+wLlB+UylHNU0lPPIbm/iXv/0V50/0o+sGkZkEf/WnzzExGqZ5dQX3P7wai3J7yomLkTBZXWd1qCifomSaJsfGRjg+PkLAZud/33w/W8uqGE/EGUvEOTUxxrGxkWUhJzKqxoX+CSLxFH63nQc3N7OytpiKIj/lhV4KA+7lKRlqGliEHJ2QNTWmM2Hs0u2RinfJiU8yTBNjrlauRZJuyd1Y1XUOdA3wnXcO0zc5iyJLiIJAOqvx08NneHpjK1+4ZzW+ud1awzS5MDrJz460U+B2Mh6N8UFnP6IgoBkG8XSW54+e5bG2Zr6xYyMe+6WOaZom0/EknWNTZDWd0UiMSDJNqd9zzcW0aZqEk2m+v+84L53qIJlRsVrknMGMqlMRbOcbOzayvbn2qmC8fWicnx4+w8back4OjPKP7x8jnExhGDlDQ7siU+R1Lxs5sRgUWaLc70EUBMLJFPplAYduGJwfmeR/vHWQ04NjSGLOVDGtajx3tJ3tzbV8c+cmSq5w3o+k0nz33aO8cuoCGVXDaskN37SqoRsGtaEA/+Gp3TSVhBa0Zd634N2OXgzDRJFlsrrOz4+eZU1VKb+3514ai4MLFuynB0f5v37xNmOROKIgoMg5NU4yo2JXZB5vW8nXt6/H51i4AB6YDvP8sXN47TY03eD/eWM/Y5EYppkzENUNE6ssUx3y5zlwc05t8vyxc/zsaDuj4WjeaFIzDHTDpDbk5y9+40HqCheSbVlN5/sfHOfNsz3oc4ukeDqLJArc11jNHz50H8W+28v7NgyTnNu4eFM7APMwTZOh2QjfefsI757vxQSsFjlvMrSmooTf2b2JlrJLOZKJTJZ3O/q4MDqJqulEUjnDqUgyzfH+kfyxC91OktlLUsnDPYP88mQHsXSGyWgC04TJWHzBdwCaS3N9YzqW5MWTHXjsNjbUlCEIQu4eHD/H8YsjDM9E2dvagNdhmyMm+3nh2FkeaM25s9/J/rHU8XKnEEmmefn0BRqKgkzFkvz82FmSGRVJFEhksuiGyWvlnfxvD25lVUVx/numadI7McNfv/YBpwZG8TlsWGWZcDLFaCSOABT73NQU+Elddq+XMp8OzUR4/vhZDNPgUM8AL5/qvOnxspT541afL/NYSv+4HhpXlaNYZbIZjUxa5c3nj9O8poJA6Nbnfl03OLqvkwtnBnO5yEKuPGlB0aVjFdkKWe1tZVaNsCFQidviuvYBP0UQROGmS2neKVgUmYorJNufdDR4C2nwLl6CtMLlp8Llv/o1Lr22Nngp1W9PWfOixwlYHewpvTqQrPMsVJFppsGLg2dpn7n0jJkbFmwurOaBshV5IsNpUdhWXAdAyO6i2Xf1fSm0u3m8ctWibbqLjxf27G3htVfP8M8/+CCnYGoqyZMPqZTK4cO9nDjRTzicRBDgvvuuT0xcCZeydo6YEjDnYpxrQRIFthbVMpGKYZPkm4qDBAH2PrWewlIf771ympGBGbx+J1a7hc988V62P7qGULH3ttcTkUwawzQoc3vmqtZAVtd5d7CPcCbNY3VNtBbkxoLfZmdtYTGHRgYZiM7e1nnnIQoCTpuFaCJFLJnhyPlBJsMJ6soLqC0LUl7oI+h1EPA4cNqtSyr1LAsSTe46Xhp9l8HkKD8ZeJm0keGJ0j231fa75MQnGFaLTFWBH8M02d/Vz97WesoD3htWiDBNk/ahcf7iF2+TzGT5/KZVbKgpQ5Flusen+OnhM3z33aNYJImvblu3YIdKNwx+cug0NovMM5vXsKq8CBM40T/CDw+c4kcHT7O6oiSXxjD3PUWW+M171/DEupUkMln+2+v7efHE+ev+tlRW5V/2n+T7H5ygOuTnGzs2URX0oeo6xy4O8+zhdv7ry+/htCrcU1dx1e81DJNXT3fSOzHDhpoy2qpLcSgKs4kUQzMRGksWl2svFwzDYCqexDBNAi7Hgms4PBvlL195n5MDozy6tpldK+tw2RQmogmePXyGnx1pRxQF/uTR+/NKAd0weL/jIj8+eJrKoJcvbllLuT83ec4HKhlVoyLgXdCOWDrD//jVIV4+dYFtTdU8sqaJkMdJJJnmldOdvH2uh6ym8Z8+u5eSy4ISr91GkdfNfY3VrCgrJOB0oBsGR3qH+PHBU/zk8GmaSgp4ZO3VCxzTNDnRP8I753spD3h4ZnMuCImlMvROzLC2qiS/aIEcwfDc0Xb+5s0DWCSJR9c0s7aqBI/dRjydoX8qjAmUX/HbAM6PTNA7McMja5vYVFuBXbHQNT7FDz44wevtXdQWBvit+zfcFjsc8jgpcDs5NTDKex19VAS82OaIoWuNM9M0mUmk+H9fP8CbZ7vZUFPG4+tWUux1E02lebejj1dPd/JfXnyX//y5vdSEAjm5ndPOt3bdQ0bVMEyTfZ39/NeX36O1vIh//8Su/PFlSaTYe+l+7WqpZ31NGVlN5+fHzvHDAye5v6mGb+7ctKBdfqcdgVwqgEOxMBKOklY17IqF2USSwekIBS4H0/Ek45EYXocNzTDpnZzB57Tn+8id7B9LGS8fBU4NjHJueIItDVXsbqnD57AxPBvlp4fbOdw7yA/2n+DPntqTTwmJZ7L84/vH2N/Vz0OrG/nSljaCLjv902H+/p0jHO4ZZOeKWv7gwa0LTFaXMp/O4432biySyMNrbm68LGX+uJ3ny/z3b6V/XAuCIFBeE6J5TSWnD/cCcPyDLn72D+/zG/96Bx6f46YWn6ZpYhomF04P8qO/e5vZqVx5UofTyprNdfkdccM0ciaQjlLKKKUn1otHduP6NSEo7uLXC7Io8XT1Gj5bteaq90RBWLJL/118/OHzOfjKV+8jk1ERRRGrVc7PpQ6Hws6dK6msDNLcXLqkkrCCYCWZPUM0/S4u63ocSisZbRC7XI8oLtyRPzo1gENWODM7gmbofK1+M07L9dMxBEHA5lC4Z+cKNm5vIhFLo2sGdqd1WUuHzm8eWyU55/ZimozEYxweHcIuW9hRWYNHmTPbFUX8Nju6YRLNZJbl/H6Pgz/44va86WXnwBQnO4c5em4QwzSwKRbKCr1UFvmpLg1QV15AfUUBxUEPFknMVRgRrr3OBRAFkS0Faym0Bah1VSAisMJTR5n99ojhu+TEJxiSKLKtqZo3z3Zzon+Ef//s6zy5voX11WUUeV3XrBqgGQY/OniKkdko396zma/etz5v/NZWVYLPYecvXnibl091sGNF7QK/CpNc+brf23svj69bkS9bt7aqlPFInOeOtnO0b4itjVXY59IY5pUdXoeEx269KTO5zrEpnjt2Fr/Tzh8/vI2NteVIoohpmqyrLsNusfD37xzhn/efpLG4YFGjwCO9Q3z9/vV8ftMqnNZcfqhhmmQ1bVnMZq7EfDpELJ3h+MVhjvYO4bFb2VRXkWdNdcPglyc6ODU4xoOrGvm9vfdS6HHlv1/q8/Bvf/gy75zv5YHWBjbXVwKgajq9kzNous6OFXU8sW5lflFvmiY7V9aSUXUc1ksSVcM0+aCzn3c7elldUcwfPnQf1SE/opBjo5tKQkzHkhy/OMJ7Hb18YXNukSEIAlUFfv786b24rArKZfLrFaWFRFJpfnLoNEcvDi8afAIc6hnk85tW8bu7N+N12PLnzGo6kriwrG3f5Cw/PXwGAYFv7drMUxtacM6VWZtP91B1PX8NL0cqq/LZDa387u578tL+tVUlZDWdv3njAEd6h3h6Y+tNyfOvBZtF5rMbWuken+Z77x3l4tQsj61tpq4wcBXxdPm1P9I7yFvnumkqKeDfPb6TiqAvfx3W15Tl+8Ivjp/nW7s3Y7PIWCQpT8IYhknXeK7ElcOqUHedFK2gy0HQ5SCjaQRcdgQEPHbbNb9TGfDhsVsZC8eIpjJzQeo0FlliTWUJJ/tHGIvEaSguIKNqDE5HqC7w5+/LneofSx0vt4usptExOkla1a56zyJJNBYX5JVL8wgn0zy0upF/88i2fHrE2qpc2tWfPTdLx8gkwzMRGuZ8LMbCMY5fHCHkcfLlrW00l+TShUIeFzPxFO1D41ycmiWZVReM66XMp/OIpzN8aUvbTY2Xpc4ft/N8mcetzB/Xgy/oYvfjbfScHyERS5NJq7z8o8PMTMR4+Dc2UdVQhNtrXzTNwzRNdM1gajzCyYM9vPD9/fR3jeXfr2kqYeP2SzuCp8JnCKthRHLH6k1c5JGSB++SE3fxqYQAOaPMuxzErx2e/ekRHnp4NYWFiyvQFEWisbEYURTyhpgFBTevYE1rfUwlfoxuJBAEGzZLPTPJX1Lo+hJWsWLBZwUEOiMT1LkLGEyEMW4xFUgURdxXmNIahoGm6lgU+aafNYvBY7UikFNQ6KaJAJyeHKNrdppGf5BNJeULjm+YZl4xshywWy3sWN/A1jW1JFJZYskMEzMxzl8cp+PiOANjs4RjKQ6cucj7J3uwWxXcDishv4um6kKaq4rYsqYGv/vavkmmaZLU09S7qmj21ALzNcRuD3fJiU84akIB/vjhbfx/bx9mf1c/pwbGqC0MsKm2nB0rammrKsVmWTjABqcjnOwfJeRxsntlHXblUjeQJYm2qlIqC3x0jEzSPT5FTWihVLAq6GfvqoY8MQG5AG5tVQm/OH6O4dloXjK8VHzQ2c9MLMnj61fQWl6cDwAFQcCuWHisbQUvHD/Hge5+hmeji5ITFUEvj7etwGW7tHgXBWHZd1cnYwm+8/YRbIpMVtMZmY1wvH8ETTf42rb1rK8uy8ulZuJJDvcOYpFE9rTUEbosaBYEgbrCAOuqS3n1dCdH+4bzqhBJyuXA64bJ2eFxRmajlPm9eVbTKstY5YXDOZnJcqCrn1RWY1tTNTUhf74fCIJAocfF1sYqjvQOsr9rgM/fszq/2yFLIsFFrqnHbmVVeTE/PniamXgKwzQX3SFx26x8dmPrAhNHQRCuCuhM02R/dz9j4Rjra8p5eE3TAlNJYS5l4FpVCHwOO4+1NS8I3iySxJqKEtw2K+OR+AJJ/FIgCAIPrm5EM3S+995xnj96ljfau1hdUcLWhirub66husC/gGHOajrvdvSR1XR2raynqsC/4Hgeu40n1q3k9TNdvHO+ly/euxab984FMQGXnSKPi4HpCLF0mkKPk47RSXwOG5tqKzjUPcDQTATdMOcIjDTrqsvy1/lO9Y+ljpfbxVQsyZ8++8ai7xW4HPzTt75A1RUmlKIg8Jm2FQt8GyRRpL4oSLHXzUQ0TjiZyn8+mVWZTaYo9bkp9l5KSREFgSKvC6diIZpM33b/vRy3Ml6WOn8s5fly5T272f5xI0iSyNYHWjlxsJt3Xzqdy5NPZXnnpVMc/6CL1g3V1DSXUFZVgNtrx2pTMAyDdDLL9ESUob4pzp3op/vccN67AMDjc/DEl7dQUHRJzZXUkxTbivO5tlEtjniDfOkPG5f7l1xP5TX3Ly6ZzwnXfP1Wjv1hIXfu+fNf2eaFr1+Ju1Wzlg/zfeDuNf31QiqZQRSFBXMA5PpBOJwkm9UYHQ2TzWqMjUXweOxs3774RsViyKh92OQaFLmcjDaIKNgwjDiGmb7qs63+nN/XhoJKCmwulGWojjQ6MMO+19t59Jl7rvLuuRXU+QIokszRsWEeq2smo2s813kW3TDYUlZFqesSuaMaBuF0GlEQcNzic+5GsMgSPrcdn9tORZGP9Ssqct4g8TQXx2YYHAszMDbLwNgsgxNhugYmOdmZM7T8qz9+ii2rr+0NqJk6r4y+x56iLRRYry7NulTcJSc+BVhVUcyfP72Xwz2DvHm2m/ahMZ472s7rZ7pYV13K1+5fz8rSorw3Q8/ENLF0hhKvm9FIDFVfSCTM7xZmNI3JWBL9strwAlAe8OCxXb1bN2+Al9W026oPbJomXeNTqLpOY3EI6yLlfAJOO2V+L32Ts/ROzCzI5Z5HU0lowSL8w0I4keKF4+cQBYGMppFWNVaUhvhf9tzLptoKnJe1YSKaYCwcw6FYiGeynBueWHAsVdcxye0+TkTjZDUdq0VGFkU211eyqqKYwz2D/P73X2R7cy07VtRQVeBftFRpPJOle2IaRc7tNF55LmNuJ9IEpuNJkhl1ATEwb4QXTaVJqxqarqObJhPROIKQkzGbprmoQ3JNKEDgJqpLmEDP+DRpVWNNZTFu+63dryKva1FVhF2RkUSBrK5j3G6xanJ9+8n1LbRVlfH2+R7ePd9Hx5wx6bNHzvD4uhU8ub4lv6uv6QZdY1OIgpj3ebgSxT43BW4ns8kUAzMRCu8gOSEIAnVFBRy7OEIkmSGr63SPT+N32llVXoTPaadrfIq0qtI/PYuqG1QX+LBfRuzdif6x1PFyu7ArFjbVluN1XG3q5LZZcS1SjjJwWdrL5VBkGYuc80/RLptr7YqMx24lmVWZiifygfi8p0RK1XDbrdiWsTLIrYyXpc4fS3m+yNLCPnKz/eNm4HTb+M3f2Uk8kuLEge48yRANJ9n/5jkOvt2B3aFgUWRESQATdM0gk1ZJp7NXVV70BV189mv3sXF70wIPmvX+NhRRyRMSPosPp3zzZSIXg2lm0bV+RKkAUfRjGDMY+jSSXIUg3HiuNI1xUvH/ic35VSS57Bqf0kkn/wk1sw+r7WEU+5PkjCUNsqmfk02/gay0YXN+Dbg0Hgz9Itn0q9gcXwFh6cq0Rdtt6pjGBIYxgyDYEKUyBMGWf0/NvE82/RpgYHd9C1GqxjQNNPU42dTzmGYWm+PLSJach4GmHkPXurHanwI+HmWAP0oYpsF0Js5sNpFTa1k9+JRb76vdsTGSepY1/qpla1vW0BhPRUhouXKmxXbfsgSci8E0TSJqCpdsRRaXpwxzUsswkJzGNHMVR4ptXqw3YdL4SUJtXREvvHCcNWsqsVllEAR8Pgfl5QEMwySdVjnTPkRlZZBMRrvlNZgoutCMMKJuwzASpLIdGGYWUbj6mVBkd1NkzynY1vivNcfdGiZGw+x7vZ3dT7TdFjmxuaSCIqeTt/p7mUmnSKkqZ6bGKXF5+Ez9Qh+OuJqlNzKDVZIJOT7ctaAxV01F1XX8bgeyJCHLIrppkNV0YskMqYx6U/fNxCSqxpddQHWXnPgUQBQEgi4HD69pYm9rAz0T07x3oY+XT17gjfZu+qfC/Pnn9tJSlssBiiTTqJpOx+gk3/7eC9c9diqrzuVN5f4WBAHvIoHw/HtwdRXtW8W8waZJrirBYrL5+XYAzF62G3k53DbrHWH0i71uvrVrEy67lbND4/zo4GlkSaKuKJiXM88jmVVJZFRmEkn+j5+8dt3jZlQNzTCwMlc2rSTE//nETp49fIY327v5zjuH+fGhU9xTV8Fja5vZ2li9IJVH1XQiyTSxdJa/fHUff3mdc6m6TkbTcJFb8KayKu9fuMj7F/q4MDbFVDRBIpMlq+n5gPB6cNkU5EXSMK46r6bn73XQ5Vw0deN68Nhti5done+Ly0BMzMMiSdQXBakvCvLM5jWcuDjCG+1dvH2+l//+5iEmogn+8KH7cFoVsppOIqMiCOBbJMCFnPrAY7cSTqaIXKMPf5hoLA6SVjVGw1GCLgeT0QQtZYU5E8ZQgK6xaVKqRv9UGFkSc342cwqgO9U/ljpebhd+p53f23svK8tuPm/SabMuSHHJQ7gkc7z8upT4PKyrKuO1M538YN8JvnLfOoJuB/1TYX52uJ10VmVDTfmyBelwa+NlqfPHUp4vV+Jm+8fNoqKukG//6RP88G/f4r1XzpBJX1KjGLpBInb1jtxiKCrz84Vv7mD3E20oV8zttivcyWezs1hEGYu49MDEMMaJh38fm+OL2JxfJpN6nkziR7iD/4Ak3XghbppZDH0QuHYOsyDIOYLBNDGMaeZ7qSBIKPbPgmBDyx4F01ggRhAEF5LcBMLyLyN1tZ1U4rsIgoJpZrBY78NqfxJBsGIaYTKpZ7Han0C2rEEQc95LhhEnm3oR2bIai3U7gujJqylEMQiSDjdlo/rpx3Bqlh/3H8ylZWByb0EDmwsabvk4DZ6SZW1XRld5bfQ0J2b68VhsOGUbT1duImj9cIK1hJbhpeETPFy6hsAynaMzNsZ/73ydZk8ZYTXJtlATe0s+XUaf8XiaaCTFu+9c8jpa2VJGeXmAQMCJx2Njz+4Wiou9zM4mSCRuzUPBoawkkT3BTPIVVGOKRPYUAcfjWKTFzWDnsVzr/WxGRc1endJ5q6jzB/nyyrX81dH97BvqB8CtKPzWqnU0+Bf63s2kkpyeGMNhsdDoX15zYcM0iSbSjExGGJ2MMjQZYWQizNBEhJHJCBOzMdTLlIGyJFJS4KGi2EfBDSoLSYJEo7uGQzOnWeVtRJl73jkkO27L0knru+TEpwyyJNJUEqK2MMD9TTX89Wsf8EFnPy+d6MiTE6KYyxOsDPq4v7lmgez2SqypLEEShQULyA9bqioKQj4I0nUDrrH7Op86ci1zNFFYjsynG8Ntt7J9RS0Fbieb6yq5MDrFwZ4BXjrRwW9t37BgJ1cQQBRzu6x7WusX3ZmdR3NJCMsV1SGaS0L84UPbeHJ9C/s6L/LO+V4OdA9wrG+YJ9e38K3d9+SVGoIgIAoidsXCrhW1lF6nOkmRx4V9rp1ZTee77x7hhwdOYVcsrK8u45HVTQTdDhyKhZMDo3zvvWPXvSaCcHNZc8Jlxlm6Ydxytp0o3uSJlhlum5X7m2toqyrlnroK/u9X9vHW2W4eWtXIhtpyRPHS79L0xVOcTBN0I2eYdDMGf8uNmlAARZYYmA7jddhIZrPUFwWxKxYai4M8e3iU6XiS4dkoDsWSL1t6Z/vH7Y2XO4ncfHPzndFlVfjqtnWMR2O8eKKDo33D2BSZjKqRyqo8taGVz25svel64zfVxlsYL0udP5byfLn63Ms7rAVBoKQiwG//m0dYt7WRN35+jP6ucaLh5A0XoXanFX/QxbqtDex5ah21TSXIi6j5zoTPElbD+T7Qk+jjoeK9OOXbURUICIIDw5jCMKKY+iSCaCfnYq9jGpMYRhRBsCNKRXPBvDH3egTTjDFPNpimiWlGMPRJBEFGFAsRRAeXrvS1rvjVrxv6NIYxjSQ3Mh/wm6aKYUwhIGAYsTnFQzGCYJkjScYxzQRgzr1XjrBIqVXTVMmknkOWm7E6v4SudZOO/x0WZQOCGEDXzmMaM4CJacYR8GEYUXStE0MfAcsqTCOGIOb6q2GMYZppJLkauLx8tYZhTOQ+K1gQxSIE0XlZW1OIog9BDAJi7lqaGUxUTCOOKAYQpQ/XWPvDwkQ6ioDAF6u24LZc8nTpjo/z5mg7WUNjtb+SraFG9k920hUbJ6llEAWBx8rWUekMcjYyxC+HjrPKV8lnytcBMJWJ8erIKSbSUSqdQR4sWY0sSrw1dpaElmYsFaHWVcjeklVXlXw0TZOBxBQfTHby9drt1LoKyRoaDlmhMzrK2+NnSesarb5yNgZr2T/ZRVdsHDBxylYckpUnKzbwd11vEbK6GUtHWBeoZmuokV+NncNrsbOpoJ7jM32Mp6NsDTXw04FDvD/RQX9yitW+SnYXtZDUs7w+eprRVJhyR4BHytYiIvD66BkyhspIKkyTp4Q9xa3XVHS0eMv5et0OOqIjvD12jr0lqzgy3cuF6AhJLYskijxRvh5FlHlz9AwDiWmCVhd7S1ZRaPNwJjzEB5MXmEhHMUyDbzbsQkTkrfF2ZEFiMhNld1ErDZ5iDk51c3S6FxOTXUUtlDr8vDV2lvF0BJ/FQVxLs85fjWYanI0MkdZVCm0e0rrKl6q3MpmJ8uZYO1E1RYO7mN3FLaR1lVdHTufS9JLTbAzWcX9hLi1D1w2272hmhyBgs1nyS/PLfXtEUcDpspJOq6Qzt+Y3ASCLHgpdX8Fn341uJJBEN1a5AvEm1GJXYnx4lld/eoT6llK27m0F4OTBHtqP9l3zO4O9k2RS2Wu+f7OwShLPrFhFscvFoZEhALaUVbKtvBrbFWnYA9EwPqudap+f1tDyVBmKxtP8y2vHuNA/wWQ4TjyRIZ7Kkkhl0A0TRZZw2BUKA24KvE5qy4I0VISoKQsS8DpwO2z43NcvCWqaBj3xAXoTg5wKd8wRngIbAq3sKty85LbfJSc+pbBIEg1FBTy6tpl3O/roGp/Kl+QJOu1YZZkCt4Ov3Ne2wPX/SghzAf5ySONvFqIgUOByIgoCk7EEmmGgXLFAN0yDqVgCIC+l/zjAY7fyhc2rOTUwwgvHz7GlsYo1lZd2F1xWK26bFQqt/GAAACAASURBVN0weWpDKy1l12aCBYSrOBlBEHDZFFrLi1hZVsjnNq7i5VMX+If3j/L8sbOsrSphd0s9kHP1D7rsTMcT7GqpY2/r9XdG5oPp8yMTPH/sHALwJ49uZ+eKWkTxUgWYeDq7bIoEiyTmDe9ysnztI624cKtw2RT2tNbz0skO3u+8yFg0hmmaWCSJoMvB8GyEibl+eiWymsZMIolFEm/LsHOp8DlslHjdDEyHCbgcZDWdhuICFFmirjCIquu0D44xGU3gc9jz5MSd7B+3O14+zhAEgcqgj1XlxXSPT7Ohpgy33YrPYaelrIg1lcXXNDW+E1jq/LGU58udgsfv4P6HV7NpexPd50boODXASP80M5MxkvE0qqrnfG6sMm6vg4IiDzVNJbSsr6a4wo+8mDJmDmE1jNfizXtOTGanl4XIFwQ7mFou8MZAEJyAiaaeJpP8Z0ACU0WxPYjFtgtD6ycV/1sQJEDEMHLpOKYZJR3/DoYxCxhIcjVWx5cQxVsvtaxr3WRSz2IaCZy+v0AQ/BjGJMnInyGIuTQ205jF5vwysrIZNXuQbOplBEFBzbyHYnsQm+v3FicnjBkMfRTF/iSi6EWQmxAEJ7rWgyDMkE2/ia4NkU2/hiT3YrX/BoYxTjb9OrrWRzbzNro+itX+NJJsR8ueIJv6BaJUjsP9RyA45lJD9pFJ/RxBcCAIdqz2p5AszajpX5HNvI2AjAnYnM8gyS2omX1k068iSeUYRgSLdQtW+6NLva0fKaocBbhkK88NHmGVr4L1gRpM4MWh49xf2EzI5uEHffuochYwnYkzlgrzrYY9vDN+joNTXVQ7C2j1ljOUmCGcTQKgmwYvD5/Apzh5snwDPxs8wrsT59lZ1EJndJRim5ev121HQEC5RgrFSCpMyOqmxhVCkWQUSUY1NH4xdJwdRSsotfv5cf8B3LKdweQMda5CTsxepNVXwfGZPiJqkp74OFtCjWwqqOef+z6gzlXEVCY2ZzRoElGTTGaieC0O9havYjab5Cs191FgdSMJIr8YOoZFlPhmwy5+eHE/Bye7uKeggfPRYepdRXyjbieQK6F4PRimQTibxCHnAuqJdISu2BjfbtyLQ7JiFWXemThPRE3xldptvD9xgddHz/D5qnvYN3mBraFGMrrKB5OdBBU3o+kwp2YH+O26HVQ6CxAQkASRld4y1vgrOTU7wMHpbvbIrQwkptgQrOW9iQ7uL2zmTGQQt2yn0OZhMDFD0OqmIzLMVCbKy8MnafCU0OIt50f9+ylzBCi3BzgdHmB3cQuPlbXlTSZVVePQoR4OH+zFZld44MFWamsLrypBmUqp7Hu/E5/PQXv7EOs31LCu7eZTfzR9Fs2IYJPrEPJz6NKeFBMjYV75yWE2bGvMkxOnD/Xw0+++h81+jaIBqo7Le3speZB7vjkVK4/UNvFQTSNw7Uo228qr2VxagSSIt6wgvhaiyTQ/f+cMs9HcGJVEgZDfRUNliLKQl8piP9UlAapLAxQGXMiSNFft8eZVKJIg8cXKx64yIrXcpqLuLjnxCcb8+v9afcjERNV1BFhglthYUkCBy0HP+AzDM1FKfZ6PlaHRvIP8G+1dnOwf4akNLQRdl9pvmiY94zOMzEYpcDuuMuz8KCEIAuury9jdUs9LJy/wowOnqC7w47HbEAQo9rmoKvBzuGeQztFJVpYW5r1AbvU8kiAQ8jj5wuZVdI1N8cLxc1ycms2TUG6blZbyIk4NjHJqYJSdK+uuMs1cDP1Ts8RSGVaWFbKmsmRBGc5UVs2d45ZbfO3fsbKskFdOWTjcO8RTG1qvMhr8qHG9cSYIAppuohkmsihhmXuoKLJIW3UpJwdGONY3zK4VdQvus2manBueYDaRYmVZYT7wv10ICMiihIk55/1y7RrhTptCdchP3+QsfqcDu2KhZq4aQ7HPjcdu4+TAKOFkisoCH645Rc6d7B/LNV4+rtjf1c+LJzt4fN1Kvr1780dKRlyJpc4fH+fnizC38HK4bKzeVMuqjTVkMxqpRIZsRkXXc47qkkXCarPgcFqR5JurDrLO34ZNsuYUCpgErUFct6WaADAR5sgDQx8GRATBC5hkU88jKxtQbI+gZU+SSf0UWWkjm3kTUSrC5vomunqGZDQnvVbTb2MYE1gdz2Aa06QT38Oi3ItoWX3LrbJY70EQ7DkS5DIi0jDC2OxPYrFuI5P8IWrmILKyAS1zGFlpQ7E9gmmmkZWN1yRFTDONaaqIwtz7ghUEK6YRwWLfgygVYugj2Jy/gyTXASKS6MPu/AamPo3V8QVkZT3zKgnF9jAgomUPkVeRGFNkkj/Can8S2XofoCEINgxjikzqRSy2HUhyPdnUi2RSv8ThbgEMTCOC1fX7CFLxsjjSf1QI2lw8U30vvbEJ9k92MpYO82hpGxeiI6T0LJIgMpWJoRo6ACu9ZfgVB4V2D93R8TlSUZjbJc0hq2sMp2bZGKzDZbFR4wpxJjyQI+tFiSZvKW558ZTgeUiCiGYaCzbD4mqGuJam0VOCTbTgVZxMZqLYJQW/4qTY5iOouLCIMqqh45btVDtDWCUZiyiR0HIpBfNH1C8z8ZQEEXHumSmLEqqh05eYZDoT52I89/9CW870VhFlmr2luOQbpwsfn71I9EIaj8XOw6W5KkaiIFLrKqTQmpsPs4bGWCpMpTOIX3HS4CnmhaGjYIIiSExn4oCJT7lUESyouKh3F2GZU2yktCwnZi4ykJhmIh1FFAR0DHwWB16LgzJ7AI/Fnr+2AcWVV05cjE8S1zJ0xcYYSc1ybLqXyUyMjJ5LeXPKVpo9pTjkS4mSk5Mx3n27g23bm0nE07z5Rjtf+/r92GxXq2CmZ+Jksxqtq8qJxW4tbTWRPUNa6yXk+k2E20zUrFtRyn/4m3+FN3BpLjZNk6ZVFfz2v3140e+0H+3jtZ8dva3zzkNgoUL4WrBIl9aPywWLJNFYGaLA56SuvIC6siBBnxOfy47HZcNqsVwzfrxZ5EqlKqT0NJppMD/SpNsk5u+SE59gpLJZ2ofGCXlclPk9Cyoa6IbB+ZEJXjrZgWXOIX1+Qi3yutm5so6/f+cIP/jgBEFXLsCfl2UZpslULMFsIpWXft9p3FtfSV1RkOMXR3jrbDdPrFuJ1SJjmiYz8WSuGkAixWfaVixqQvdRwmO38vTGVo70DvFORy87V9axu6UOSRDx2m3sbqnjxMVhnj18hoqAj/U1ZfmAyzRzpUiHZ6NUFfhxzAUrWU3j4mSYoMuB32XPT3TzpoSRVApFlnBfZlRqs8jsWFHL62e6eLO9h1UVJexcUZsPgEzTJJXV6J+epcjrzue22ywWJFFkNpEikc3mA1zDNDnZP8Kb7d3Ler3ura+kOuTn/MgE/3LgJL91/wYKPc58f1V1Pbd777Tnr8edxPBshPFInJqQH5/TvuAhE09neO1MJ51jk5T5PVQGfcyXetzRXMuLJ87zzvletjfVsKmuAlnKlcMdnInwsyPtmCY8sKoxH/jfLiRRIOiyY5rQPx1mJpFatKoGgFPJkRMn+0dw2RRqQv58SlChx0nQ5eDc8ARZTaO+MJi/H3eyfyx1vHxS0D0+TSyVQZEkdMO8VgbbR4Klzh+fhOfLPARBwGqzLEtte6fsIKklORPJmSMX24qwiTaU/5+9946y4zqvfH+n0s359u2+t3OjI7rRyCABkmAUSZGiKCrZCtZIlq3nMB57je0Zz1ua5/HYM07Pfrbl5xnLy5KfLVmyEilKlCiCJCgSDACRc+hG5xxvDpXeH7fZCI3QCIRIqTcXFoG6dapOVZ06dc539rf3DcbShPCB0DCNPoTwISQP2AUscwqH6wkkyY+sNJdTDqw0ljmOrHYgSUFsuRZJLjMZTOMspt5DMfdtwEaSquASAnPXULMlWyQpiqysQpL8SFIMw5wEZGSlAb20G9vKAhaSXLuk7Lnr1RBCwbYXJjS2DnYJhGdhFbVMGxbIiMXVa4G9sB0hnbf90rCtFJBHVtuRpPOYl3YO0zgJRRmjdADQkeWOxZ9lpRFJjpefwbsUtm2TNYoYlkVHoJp5PcuRuSE0WaHBW8FD8W6afZVkjRIhzcPR+SEUSS4z0xALDISlUCWZqMPHcG6WVb5KRnNzxJyBC4IAV5vUV7tDTBfTHEkO0RWooWQZOGQFp6wykpsl5gyQ0nO0+qqYL+UWmVfnGFg2WbPIWH6OsMODbhk4ZRWnrJLScxRNg4Hs1GJgqRwMMdGtshCwLCTiriCtvjgPxLsomvpi6kb5GpYXqFwTqOVTTdvxq67F8mLhGItOTkIi4vAyUUiSN0sM52YIa2W3iXpvlF1TJ+kM1PBQfC3qQnsuBynOnX+ykOLlyZP8cvN9nEyNcmiuH+xz90O6KIQmLT7Fct6cIsnUeaJ0h+rYGG4kb5bwKk7yRjlAdXEALpstEgi6uW1LEwj4wt/soFjUlwQnHA6FxoYoHo+DaNRHLndtmhMICds2F1K6r63oxXB7HXSsu9hiXBCrDl5iexmZVB7N8e6fHleEvPzJv38MRZaQZXGB6+HNgmXbnEj18trMAdJ6FkmUx7jbY5vZGOq87uO+++/+zzCS+SL/+8XdzGXzVAW8JEJ+vE4HpmkxnkpzanSKsWSGu9obeKi7dbGcAD68uYu+qVlePzPI73ztB6yujhH1edANk8lUhpG5FDXhAJ9//L4bHjzOZHKMz6dJF4vkCjoD0/MAnBmfZufxXtwODY9DJRH0L1qCxoN+fvmezfzFD1/h755/g339IzRXRigZJgcHxjg8NMaa2io+ecf6C9ww3gkQQrCmtooHu1r4ymsH+Nobh+iqqSQRKkfM71/dTN/kLN/cc5Tff3IHXTVVVAW8CATTmSwjsylkSfBHH3locbKVLep86eW9DM8maawIURMO4NQUUrkiR4bGOTg4RldNJVub6xY7HiEEa2vjfOrODfzDS3v482de5pmDJ6mPBlEkiflcgdG5FHPZPL/32D2Em2oA6K6toj4a5PjIJH/xg1e4s7UeRZLonZxlf/8oQbeTgOvKeWjXgnjQz2fvLj/r77x5lCNDY7RWVRB0O8kWS4zMpbBsm999ZDurKm+uUNBycHR4gr97/nW8TgeJoI+Y34umyGSLJfqn5zg1No0Q8OEta1gVK9dPCEFHdYxP37WRL7+8lz946nm2tTRQFwkwl82z5+ww/VNzvKermYfWtNw0NoAkBO3xClbFwhwdnuD3v7OD7to4qiyRzhfZsqqW25vLH2RNkamPBCnoBkeGJvjM9o2LLIio10NlwMvO42dxaQotVedyq29l+7je9+VGkcwV+P9e2X9Ji2JZEmxtrueO1htXqG+LV+BxqHxjzxH29g0vpjQpkiAW8HFbUw1bW+rxu86t1l1Pf3o9uN7+41Z/X95JmChMktTnKVo6GSOL0+/ErdyooKmELNdTKj6Hw/k4ptkPaAjJi2kOI9vtWNYEiPI2IQWxzSlsu4BlzWNZ6fJR5CiKtgaX97fKIpa2UWZlCLGw2HW+DedycIn9hcw50cm3BsAyklIHpTeRlQY0591I8uXfHSFFEFIFur4fWW3GNPux7cwCS+JGcF5dhQtsGcucQJITgEU56KEhy/U43R9DVjsBkwuHyQo3PFt6B2AkP8v3Rg5gWRZORePeqk4kynoSr0ye5OXJkyRcIR5KdONRnCiirCPjlFX8qouiqfPSxHFemz5DwdSRBwTvTazj0cR6fjh6kP91+nkCqptHq9YhEPhVFw75ytMNIQQ17jCP12xk5/hxnh87SsId4iN1t/HexFpeGD+GaVvUe6J0BBLMlDI4JQXfQgDAr7oXJ0Z7ZnpJ6jk2hBupcgXZEG7gqaF9/H3PC2iSQoWzzFSMOLzUe6J8te9V1obquCvWzoPxbnaMHeHLvS/hVZw8GO8m7PASUN2oy3D0cEgKUYcPr+K8QFfDrTjwmueEeGUhcXu0hWdHD/EPPTtxyioPxteg2ybTxTQ5o8RAdpqsUeTxmk2oQiaoui9ofT7VSZUrwJNDb+JWHCRcoYV74cIhqfhV58L/XXhVJ05Fw6s4cSzuo/BIYh0/njzBobkBog4fD8fXIglxAWNjETaMjMzy/PPHkCTB+Ng8O547isfroDoRontteWyhqgp33FGec+TzJXxX0S24GE6lgWT+eSYz/4pTraMcVpHxOjYiS9eexn3xZHzN5kZaCzWX3d/tcRCMeJekq9woTMuiZJqYtoUkJNxvcwqzJAk81+iAd60wbZNXp/fT4qtn7+wxHqjcxpuzh7HtS2utLRcrwYl3MVyaQkcixmtnBjg6PMGbfSNYloUkSbhUlUTIx8e2ruUjW9ZcQBsXQhAP+flP77ubb+4+wiun+njpxFkKulHOkXKoxAM+WiojOG7CwPGpfcf5l137KehlS6HigpXc88d6eflUP5IQOBSZz96zmU/dWRZWkiWJ7e2NSELwzT1H2NM7zM7jZ5GEIORx8Z7OFj5xxzqaYuF3DGX4fKiyzPs3dPDKqX6ODo3zzKGTfPqujaiyjN/l4Bfv3kzM72XH0R729A6RK5YdK1yaSoXPw6bGajznqcGrskx9NMjJ0UleOnGWomFg2WXNhqDbxd3tjXxi2zqqw4EL66HIPLGpk7DXzVP7jnFydJI9vUOYto1TkQl53LQnKi5YXY8FvPzK/bfxjy/t5eDAKG+eHcaplnPI7+1YxdaWOv746Zdu2r2SJcE9HU04VIUn9x7l2MgkPROnMEwTZeF+ddfGf2KU90TIR10kyJnxac5OzpbdKGwbRZYJuJ20Jyp4dF07969edcFEy6EofHjLGjwOlaf2HeeFYz3kSzqqIlPh8/DR27r5+du7qfB5blobFkLQXBnhl+7dwtdfP8S+vhHe6Bkqa3u4nNRHQxfsWx3y43FozGZzNFdGzktLkWmIhrCxUWSJ2vPa1a1uH9fzvtwossUSPzx86pLPRZXLDKUbCU7YNuRKJYq6QcjjYnQuxchcqjwYsstsod29wzx7+BQf37qOX7pn82L7v57+9HpxPf3Hrf6+vJMgCxnTtpgpziALCfkm2RPKSjN2/pvIagsUXwAhozkfpFR4FtPowzLHULVtCCmI6riTQvafyGf+HuwCUJ4QqY77MPSTFLJfKgcxhBvN9Si2ZaOXdmPoB8E2KEnPoDq2Lbh07MYovYZp9FEsPIOqbUGSY+ilNzFKezHNIUqFH6BoGxDS5dLxbGwrhW0lscxJbDuLgoqsXHrVUqCiOR+mmP8meWsG25pB0TYiy5efTFwOlpXEKO1ZuIaehWu4HUmuQnU+QDH/DQz9AKCgOrYiK02ozrsp5r+HrB8EBIq2AUXddM3nfiejyVvJ55rvxbJBERKuBV2E1YFqGj0VmLaFIsm4ZI17KzsAgYRgfaie7mAtmqRwV6yd26Mt2JSP4VY0fIqTjzVsQ7dMNElZnJx/qG7L4uq/bduM5uc4kRq9oE6apLAx3Mi2aCvrQg2YtokiynXoCtayyluJhY1DUtEkmYfi3chCoj1QjSIk6tzlhQG/6uLR6vV4FAdOWUUVMvWeKL/cci+mZaFK8qIWjCYpPFG7maKpo0oKDkmhyhngI3W3UbIMJCFwyw4kIfj5+q2LwQnbthnOzXIqPXbBNTgllbWhOhrqty4R/Lw92rxEuy2sefhQ3WaKpoEqyThljf7sFKO5ef5j+yOULIMv9b7EVDFFkzfGJxvvvIAuH9I8fKbpbnTLRJFkZCGhCIm4O4giZFr8lchCpsVftchcsWwbRUg0+WJokoJAkHCHMCwTeaEtCOBTjXctsUANhTy0tyWYny/raHWtqaFQ0CkWdQILGg3ZbBHDMJmdzaLrJuPjSVRVZuvW5mW3T8NKYlpZ8tZJCsYZFhJWcant1xWcuBjdtzVd8ffaVTE+/mv335CN6PkwLIueuRkOTo4xmJonXSrREAjy2e5z/UpOL5EzDJyygkdVb8qYsKQb9I/NIhDUVgWXbUueK5SYTebQVJlIwHOBZfbFsLExbIO1wQ76syM0e+sAmzOZQTaFr9+lRtxMq70bwC2vhKEb5DMFPAH3BSqz7wYYukE2mccbdFO0TMbm0sxm8+SKJQzLQpYk3JpKVcBHVdB3xZUp3TAZXqCt50o60oLgYqXfS2XgXFnLthmcnqd3coaacIC2eMWSY02mMhwdniDkdtFVW7k40Tk7OUv/9ByWdfnHLAlBUyxEQ0X4gu2WbTOXzdM/NUe6UFaLjvjcNCxQuC/1AvdMzDAwPUd9NERjReimqt2fj7lsngMDo3g0lXUNiSX52G/Z6U0kM1T4PXRWV16wQm5ZFuPJ8ipiplimx3scGlGvm0TIj1NVFq/Ptm0KusHIXIqZTI58Sce0LDRFIexxURcJ4nVql+3QbNtmOpNjZDZJMlcoTy7UctnqUGBJWdOymExlGJieJ1fS0RSZmN9DfSQEAo4MjaPKMt21VReUG5tPc2psipDHRUcidk2rorZtk8oXGZyZZz6Xp2SYqAsBgETQT8TnXkypmEimOT46SWhBPFC96DzpQpFDg2MIYH19AvcNsGts2y6vVifTpPJFiguTQk2RCbhdVIf8hC5K9zgfb93LwZkkuWJp4V56qYsG0eTLC+zZts1EKsPRoQmiPg/r6pdv22ZaFqNzKYZmkxR0A0WS8Lkc1EeDhD3nJpKpfIEjQ+OUDJO19fELfhuamadnYgaHqrC+PnFBcOgn0T6u5X25XmQKRQ4PjZMr6pfdRxKChooQTbFyX/VWW5OFoLsuvoTJVWamjJMr6XTVVBLxuinqBl959QD/8uoB7mpr4OHuNnwubUE1v+zwcnp8mi/u3I0kSfzVJ95HZ01Zwft6+tMbfV+utf94C8v9vryFG2kfP2mYtolhGfRm+hgvTNDgqafOXYNyGUX/5cC285jGWWS5CcM4iaJ2YRqnFlgECqZxBsscRUhBFGU1QnJj28aic4UkxQCBrDSBcGNZ45j6KcBAkuPISgu2ncUoHca2y6JpQjhQ1G4QDkz9ELaVLrsoCRVZ6UCSIxj6YWxzFhsbIWRkuQlJqcbUTyMpq5AkL6Y5im2lkOXqcqBEOJGk6IJDxiQu3+8snvN8COFECB+m0YtlDiOEH1ldvZh+YVt5TOMkstKCOG+iYtvFhfPXIEnlIKxlpTH1w+XgCGXbVFntRJYTC/ufKAuGCg+K0oEkh7GtPIZxEtuaRggPstKKkCLY1gSWNV8+71XSRlZwedi2zWQhRU9m4oLtmiTTFahdDJRcD4qmzhdOP8fnmu9b1Fp4O2DbNuOFec5mpi7Y7pAUuoI1OOXrv4bZYoZvD+2hZJmATUB181j1BgLajQs03gpMTaXJZAq8/MopKisDTE2lqE6EuO++1cs+RnnV3bzELzf+jb+VsG2brF7iGyeP8o2TR+mZn8FYcBncmqjla+//ucV9dw3383cH9tAejvI7W+7Erd4442F8JsXv/e33kCWJz3/2IRoT4asXAg6fGeXvv/Ma0aCHX/vInVSGL586r1sGT47sYFOoi8PJkxRNnaJVIqwFeF/i3ksVWdYDfNcEJ2zbZrRnnOHTo1iWTbgqSENXHY7rpKyMnBljx7/8mA//x8fwXsXH9Vpg2zan9vQwOTSD6lCorK+grr0a5Qp2am+VMw0LWZYQV6ESDZ0a4Vt/+X0+9d8+SiR+68QgTcOk50AfQghaN60il85z5JUTrOquJ1L9zmQwrGAFK1jBOw2jcyl+9Z+ewrAs/uoTj9FcubT/nMnk+IMnn2d/3yj//cPv4b7VN0prX8HbiZ50L9XuaqaK04TVIG7Fc1URtJ8FmEY/ufSf4/b9Z4QUKruMZL+C5noMvfjakv0VtROH+8OXdPJYwQquBNu2SRsFvIrjbbe8f7vwliZIwdIRCFyyhku+OSvptwKmaaHrJoODM9TVRZieTpPLlWhtrbpq2bKQ9zB5vRewcanNOJQa3q2pVEXT4Jsnj/IXe3aRLBWJOF1ossJIJrUkOHFiZop/98y30GSZv3/oA3RGL+9MtlwMT87zmT/4Goos+Ovf/iCt9cs75pGeUT7/v34AwJ/+xmO0N1ze2tS2bWaKc7gVN0k9xY6J13BIGvfGbiPmvGQa9rIe5rsmrWPwxAjf+etnqGqMIYDxvkmqGmLXHZwIxgJse3wzDveNKcEugQ3f/+IOsKGmLcGrT+2he/tq7vm5bWjOy9c1O59j345DrH9gDf4rRKkATN0kPZvBMm8sp+daUSroPPPF50nNpPm/vvXbjJwZ409+4W/47X/4Ve74wJZ3Xf8xNp/mn17Zx1x26erNleB3OfnY7Wt/IvoHK7h2FHSD7+4/zr6+4WsqJ4TgztYGHlvfcfWdV/COwNHhCb72+kF081KrLpdHVcDHp+7ccMssXZP5AplCiQqfG5e2dDXoLaHP6XQOVZEJed6+VcCfZliWjaGbKKp8TfZo14MzmV7CWojjyRNsDK3DrbgXBE7fZR/GmwxJqkBRu8ln/x4QYFtorvejOR9Ccz50iRLiPPvAFaxg+RBCvK2MiVsBIQRe1YmXm6frdSsxOZliaHiWpqbyRDiRCC1b5LlkjDCa/AK2XQIhIaERD/w6DuXyArrXg/HhWQ7tPsuGbc1UxC9MR8tlCvz4B4eJ14Xp2tSIcgPsvbPzc/zTkf0UTJOfa1/DY83tDKbm+b0fP7dk36jLTXukggMTYxydmrgpwYnrhcflQFMVpmbTZPOlK+5r2ha7Z4+gSSoJVwWPxO/GJTvQpBtjfrxrghNnD/Xj9jl5/NcfRlZkTMPEuRBYmJ9MMnhyBMu0qG6OE60Jk53PMT0yg14ySE6niSZC1HXUIMkSE/1TDBwfwh/1X2CDVcgW6D82RHY+R7QmQnVLFZIkMXhiGFlVmB6ZQXWoNK2px+W7vCWSoiqsvXs12z6whdP7evnGn32Xts3NJJqrGD41wszYPJpTpa6jhmCFn9nxFqzIYAAAIABJREFUeQ6+eIQXvvoKpaJOrC5K8/pGnG4HEwNTTA5MY1kWiVVVVDUuNFjbZuDYEAPHh4nVRalpiYMQzE8mGTk9SrGgE60OU9MaR1EVivkSgyeGSU6l0FwajV11+MJeDN1g5Mw40yMzeIMe6lfX4nBfPj3A4dYwJ02SUymmR2Zx+93IioRhGIz2TDAzOousyNS0JYjEQySnUsxPJSnkSmTmMlTURqlpjYMNU8MzjJ2dwDRMqhorSayqRAhBNpmj/+gg2VQO24JgzE/T2gZsy2LwxAjJ6RShyiC1bQkUTSE9l2F2rCwKNz08U74frQmkq4gMlgyToZl5plLZa2qLYa+L/EKe9wre+bBsm+lUlr7JuWsqJ0mC1Ymf3AdiBdeO3IJIaUm/tuCEYdnotzDYG/V5iAU89E7M8Ozh02xvb1x0bMmXdMaTGZ4+cJxTY1Pc0VpPY8Xy6JgrOAfbtpmfTrPjqf3UNEapaagglgjivML37UagWzon0qeYLE5xMn0af8FPq68Fl/zunGTcNAg3Tvcnsewk2FbZjUMKrQQgVrCCn0K4XBq5bJGXdp4gEvEQjwdJJEL4l6HfkC+dRJWjxLy/gBAK05lvkinuQ5NrbmqfffrIME//y2vE4oElwQnTtDl+YIBDe87SvLr6hnQn3hgdYjST5vZEDb++4TaqvX4ul63gUlRqfQFeHxlkOJ287nPeDCiyhCwJirpx1YUeSQhWeWsZzU9yaP4kY4UpJCG4PbKOrZH111+H6y55i1HdEufV777Jnh/sZ+09nfjCPoQkSM2keeoLP8S2bSRZ4rWn3uSDv/UocxPz/MN//grtW5px+1wMnhzho//pcZrXNVLIFTj1Zi+9h/r5rf/9OYKxAKVCiRf/dRdn9p0lFA8yNTTDPR/dxprtq/nKH34Lp9dJvDHGwPFh1t3bxcO/eB9CvvTLIgRIsoTDpbFqbQP+iI/+o4NEq8Ps23EYvWQwOzaHN+jho7/7OMVckcnBaWbG5pgamkGSJRo6azFUhWOvnmRycIZSocSPv/k6n/7vZRrQWN8E+58/jObUGB+Y4qO/837qV9cwcGyII7tOIEkSQ6dG+eBvPkLLhiYO7TzKy99+g+rmOIVsgWCFH1/Yy/HXT/PiV1+hoi7K7NgczesbeeCT21EvIy5nGiaReIiRnnEmBqaobq7Csmz0gs6BF4+QT+VJzqSRfiDx8f/zg/Qc6OPrf/oUbZtXoagK4wOTfPy/fJB4UyUnd59h6NQolmnx4tde5VO//xGCFX52/PNLzE0mcbgcvPLtN3jiPzxCXUc1+3Yc5sALR4jEQ0wMTLHlkQ1se3wzA8eG+PLnv86mh9aBbVPIFkk0x7maFlki6OO/fuB+TOvaJiWyJC3a5l0rbNvGtA0M2yiLDQoFRdwk8RurxLHkAZq8rQTUm5PuU7KKmJYJQizU9Z2b8zeeH2GsMExXYD3qeVFbp6rwsa1reXzjhTmPtm1TsksoQkYWl+4Kvc6bw6yybZvh/AA5M0urb/USi66L9zVs/aa1i58lrKmt4s9+7r3XLGKkyjIR761bcQt5XHzmrk381Y928cWdu3l6/3H8Cw4nuVKJyVQW07LY1lLPr91/O37XTWb4/Yyg5/go//w3O5BliXhdmA995i7ue//6G1oNuxy6AquZKc3S4W8DwLAMrAUdiuXqTuyZGGL3+BAxl5dHG9rwakuf++HpcQ5OjbKlqobWYMU1p45M57O4VQ23cn1pE3lDJ6MXqXAtT5hOCAHCg8ylWUmvjw1ycGoUh6JwZ7yB5mDkqtc0nc8ymc+wOnx5uvEKVrCCWw+/38W2bS3kciUOHRpk584TbN/eRmfn1QVtDTuFKlcuiF7KOJQ6isYglp0BW0ESjpsS1JwYmcM0LeJ1S9nPDqdCVU2YV587il66sUXI07PTFE2D7TUNVHm8VxzPabJEwOHAsCxSpWu0Xr2JsG2bVKZAoaQjSWLZ3xfd1rGxiTnCIARu+cbGU++a4ETT2noe/dx7ePWpPez54QE2Pbh2gZlwloHjQ2z/8FYkReaFr77MyT1nqKyvQAjBA5+6m+pVVXzlj75Fz/4+mtc1Ur+6ljs+aNN/fGjx+KnpNAd3HuVDv/U+Grpq2fXUHl59ag+dd7Rj27B6axv3ffxO9v7oIPufP1x2xViG/Z/qUHF6HORSeZweBxvuX0NqNsNozzh7nj1AejZDVWOMbY9v5tTeXt7zqbuJJEIIIbBtm9Xb2qlsmCWbzPHsl15k7Owkbp8Th9vBvR+7i9q2BP/2Z0+xb8dhGtfUUd9Zi+pQKOZKDJ8epe/oIM3rG8nMZ5EkQded7VQ1xgjFyur7L3/rdTxBD6vWNaCoMq8/vZc7nthy2eCEQFBRG2W0Z5zp4Vlq26vBttFcDtbd00VyOsXk4DSvPrWH+cly9E91qjz8i/fjj/r46h99i/5jw9S0JWjf0kKoKkgxV+LskQFGzozhdDvoOzrIPR+9g1VrGxg8MVwO1OgWu76zm4bOWhrX1JFL59n15G62Pb55sW53ffA2KhvKQp2ysoxno8jEg1dOobnZyJtZ9szuYqIwimVb1Lgb2Ba9F5kbHyzbtk3OzGDa17ZqfCXsGP8eY/khfGqAoBZha+RufErgHTlpntdn6c/20OHv5vzWKwlB2Ovm4rXntJ7kyZFv0x3YRHdwA9LbLHJWsooUzfxV98uaafbM7OLe2MO863KlfsJwaeoSx5p3ImRRdqipCQd47cwAp8amSOYLCKAq4OWutkbW1yfoqqkk7HGvaBdcJ04fHcYyLSzTYnRgBrfXedPt4d5Ck7eRJhov2JbUU8wUxqhzL4+WXO8LsX9yhFpfAFWWGUrPk9bLtNoGf4h0qcizA6eo8wUJai7mi3mSpQIFw6DK7UOVJIYySWygzhtAkWSGMvOUTJO4x4ciSTx59hgNvhBrolWEHC5GMykM28IhK4QcLrJ6iajLw0QuTYXLQ7JUZCKXximXV/b2T41yeHqMB+taqPYEmClkqfL4mMxl8GtO5ot5SpZJ0TBo8IcomAZj2TSqJFPnK4sAn4/e5AyNgRBrIlX4NSdT+SyzhRyWbVPrK1/DSCZJTtcJOJxUur1M5rOLmgLJYoGxXArTsom63EScHkazKdKlIhUuDxGXm/FsmrligYjTTaXby1B6HtO2sWybpkB45f1awQpuEmZm0ux5s49ctkhNTZgnnthEKLQ8MU8Jldn8SxT0XkCgmxOYdpqSOY4QGlX+X0aTbzwgWSzoCEng9i5ltUmShMvjIJ8rXlF0ejnIlErYNgSdrgtcVi4F2wbLLs+x5J9Qf2TbNnPpPC8f6GV6PkvQ67qqFalpW+yc3E3OzNPsrafWXUWVM0rUcWNsz3dNcEJRFdbf10XXne0cefk4T37hB1S3xElOJZkdT9J/bAhFU2jZ0ESiOY6pG1TURQjFAmguDbffTSF3Lhp18aPPJnOYhkW0JozD7SDeEGP39/dh6AYun5NEcyVOtwN/xIdRMliOjqht2+TTeVKzGULxIKf3nWXHP/+YRHMV+XSeUkHHNE2EEIt/JEksuodMDk7z9P/7LL6IF0/ATSlfQi/pgBN/2Ic/4sXpcRCuCjI5OE0ulefZL71ILp2noiZCPlugVCghyRKbH15PMVdmhyiazBP/4VHiTTHGeicIxgKc2XcWgPUPrEG9gt2MkATRRJiB40PoJZNoorxC3390kB/+44vE6qNYhkmpUMJYoFZXNVQQiPpwuDVcXielQon5iSRP/e0PcfmcBGMBivkSpaKOy+ekqbuB57/yMnt3HKKyvoLK+gpM3WC8bxJPwI1eMnC4Hay9p3NRSjVaHSZUFbyirsc7ASP5QcYLI9wbey8OyUnJKiIhkTUyHEnuY740S527iRZfB6ZtcTx1CJ/iozdzmipnghZfB8dThwDBdHGCGlcD7f4uTNtkz+wu5kuzi4EO27aZKI5xLHkAyzbpDKynylnNvD7HYLYXISRG84N0+LupczddUkBKt0psCG+l3r2KHRPfoydzkrXBzQxl+ziTPo4qOegKrCOixUgbSQ7N7yWtJwk7KlgX3IxDctCTOUlv5hQ+NUBXYD1exc9QrlzewqLV20mdpwnLtjiROsRwbgCX4qYrsIGQGuFk+ggOyclg7iyKULktcheKUOjL9tCbOQnAmuBGbGyyZoZXp3eiWyU6/GuoczddNpAyWRwnWZpjON9Pm78Tp+Qipc9zKLmXjJ6iwlnJmsBGNMnBidRhBrK9OGQnnf51VDoTTBUnOJrcj2HrrPavJeGqw8ZmMHuW05ljWLZNh7+bGlc9ZzLH6UmfpMXXsciamC5OcCx5iJyZIe6socPfzbw+x6vTL3AmfZyMkSLqqGRr5B5yZnZJ+1hhVrx7IYRAU2RWV8dYXb2SOvR2YbBncvHv8boIdatit9Sdy7ItdOvyzi8Xw685CGhOQg4XJdPka6cPUeMNMJxJ8lB9Ky5ZZbqQo9YXRJYkDk2PcXRmgpZgBJ/mQJVk+lKz9Kfm6AjHSHj8fKf3KB3hGF5VwyEr9CVnkRDU+YJYts1XTx1kXUWCao+fuWKeo9PjPNa0mmf6T/He+lZ+MHCKKrePiNNNlcfLaCbF2eQsk7kMbkXjmf5T/EL7ep4bPMNtVXW8MtKHS1GJe3xUuL08P9RTdjfIpXmorpWO8IXt3Qb2To4wkctwV6KRV8f6yeglZCHRkA0Rcbp4Y3yIkmkScrh4YlUnx2cnyJRKtIcqODw9xs6RXtqCMTJ6kburm3hu6DQRh4eMXuT+2maeHThF1OVhOp/joy1r+MaZI7QEI0RdHhr9IZadFP8ThGlZi6lnkhCosrTS/6/gkjAtC8O0sAFJlJmBt6qtSJJEW2sVdXURtKsYAVwMr2MjQlw6DU4ICVncHE0or9+FaZjMTCTxBVwX3BtDN5mdSt+UQLZHUxECcrqOZdtXDDoUTIPxbBpVlgg7r8+Z5dDpEV473LdoWZvOFssMCCH4t+cPEr5KiophWgyOz7HvxBAl3WRVTZTKsP+KZRQh84Hq+xnKjzNemOJEqpfdM4dYG+xgW/RnIK0jPZfBNCycbo2KmghOtxO9aBCqDFLVUMG9H7uTaHWYUr6E2++m78hAeRByBZs+7HM2IZ6gB1mVGT49htPjpP/4EOF4CNWhLgQNlj+gsW0wSgaZuSwHXjyKXtRp6Kzl5W++jjfg5pHP3s/xN05x7LVTi2WkBR2NbCqPL1xCURVGe8aZGZvjA7/xXizLZt+Ow4v7z07MMz0yiyfgZrx/ioqaCJn5LCd2n+Zjv/dB4qsqObPvbDmIsnCR2z6whbX3dPLNv/weB3ceJd50HzWtCSpqI7znU3cDAss0ryoy6ot4GTkzTuumVYvOIqfe7EFWJB769L0MnxrhyCsnzl2bLC2JBk2NzDJwfIhf/ctP4/K52L/jENg2iqbg8jqpbUtw+2ObCFcF8YW8ZJM5qlvidG5rY9PD67FMszzJWziueJfYwbpkN5ZtMVuaptbdSEANYmFxYO4NilaBRk8L++feQJYU4s4a9s7uotXXRYu3HU12oFs6r07vpCuwnjp3E3tnXyWohUi46mj0tPBs6kkyZpoAIVLGPC9PPUeDexWa5ODV6Rd4oPIxUvocr06/yO2Ru2nxduBV/FdMM1CEgkfx4pY9mLbJZGGMg3N7aPGtJm2keHlqBw9VfYAjyf2kjSRt/i6MBaXpwVwfx1KH6PSvZTQ/zCtTz3N/5fuQhUytu4m8meX1mZcIOyqYLU1xInWYTeE7MCwdWchYmJxKHwEEawObFtNLBnJn2T3zMutCW9AkDafkIk2S0fwwbb4uBIJd0y/woZoEzkvQy2zbpj/bQ2dgHZPFMZKlORSHyqHkXgpmjraFgI9AMFEY4/D8XrZE7sK0DWRJIWOkeGV6B9WuOlyym9emd3Jf5SPkzTyvzexkTWADLtmNS3YhCYlqVz1DuX4Gsr20+8vezwJB1BFDFgkOzu/Gq/qpcTXQ6GlhtjTNpvAdOCTnZdtHq3f51lwrWMHPIman04t/T9RFCIRujeDpzYJH1bgr0ci+yWEyeom10TjNgQh3xhuocJWvZVUgwgO1zQghODw9xnguw2wxz1Q+y4aKatZEqpjMZ8kaJep8QVYFImypqqU1GGU8lybsdLO9ugG/5uTozDgWNrZtUzQNsnqJTKnIo6s3IUsy2DarwzHmijlur6pjeoHhAFA0TbBtVFlmbTTOmmgV88U8x2YmCDlcC/sspUkLYH1Fgq5wJQGHE01W2BSKIQnBQHqOqNNNVi+R8Pq5vbKOgMNJRyjGkZlxoJxm2RaMsb26kafPHudsapaTs9N0RiRUSWYwPc/x2SnWRCQkUa6nR1W5vaqOKs+tZU7eCPaeHeHPvv9jTNOivbqC333f3US87w57yRXcWhzoH+ULP3qNZK5AYyzE73/wAYK3SFQ5EvESiSwv5etiaEoCTUnc5BotRVN7HEM32fn9Q3zoM378ITdCCAzDpOf4CHtfOUVbdy0O5405BrUEI2iywv6JUR5d1UrQefln0Jec482xEbyqRkek4rrO1z82y5MvHSGdLZSnfTaL/fMzrxy7KhHXtu3FhfeqiI9H7+wk7L9yH2NhM5gbY6wwyWwpRdrI4lXceJWfkbSOY6+d4vXvvomiKRglk7r2BHUd1SiqzKm9vXzrL76H0+PAG/Ly4L+7GxaYCG9BLMxj8+k8u57aw9FdJ+g/Nsg3/++n2fBAN2vv6eSOxzfzoy+/yM6vaxglk8d+5cEFRsPFMY4rTeVAL+k8/9VXOPzycQzd5InfeISKmggtG5p45os7+MoffYtSvkSw4lxEyhfyEKuL8m9/+hRNa+u5/+N3UVEbQVFlvv3/fB/NpS0KgCIEHp+LH3/jNQrZAqZh8egvP4Db56K6Oc4P//EF/BEfxXwJVVMwTZN9Ow5x6KXjyIpEPp2nobMWIQT3f3I7T//ds3z5819HUWXatzSz/aPb0C6TsiIE+MO+suhla5yxsxMgoKGzloM7j/L1P3kS07Twhr3leyaW3i0BhGIBghUBnvxCmT0hawpCkrAtm3ymwOl9Z8ml8wRjAW57ZANVjTHu//hdPP/Vlzmy6ySKKrPh/m5uf2xj+XksnOudjrirlvWh2ziaPMChuTfpDm6i2dfOkeR+QlqEnJljpjTJQLaHKmc1ilDp9K+lwlm2YUrqc/gUP53+dVS5qjmTOc5saYZadyNhLXrBRHymOIVulegObsIhORnI9TKYO4tfDeFV/awOrMUlX7njKVlF9s6+xqn0UQCaPK30Z88wmCtbypq2yVCun7nSDG7ZQ0/6JAlnLW3+LjTJwZn0CcbyQ8hI5Mwc08UJskYap+xmKNdPUp9jsjiGbhVxSi5KVpHhXP8ia0K3SxiWSbuvi1Xe9sV3uid9ggZPM12Bc5HZqeI41a46VvvXokoax5IHSeupSwYn8maW0fwg98UepWDm6c/1UOGsxC27Gcj2Uumsps3XiSY5cMpOTNukP9vDmsBGolqMwdxZ8maOtcHNOCUXQ7k+BrJnSRtJqpzVdAc3XXA+n+InoIaYL80sbnPILopWgZniFLOlaTJ6CofHQViL4pY9xJ3VCCFRsoqXbB8t3o6r9EQrWMHPNkrFc5PhUMSLy/P2anfY5694LGL57+jh6XH2TY6QM3QebWhHk2RksZD3u3Dc88ciAoEmyYDAsm1GMuV0Bo9SZklkjRKpUpGcodOXmqMjFCPsdPHySB8CiDjdqJK0yJoLOlyMZFJ8v+8EyWIer+rA73Dy9dOHibm93FezCpeiMpxJ8sJQL1vjdRRMg6d6jzG8kE4iIRZTNzyqxoaKBCm9iEtWqfVeKD73Fg5NjzFbyLGhohpZCBRJWhSO0y0Lw7KQEKT0IpO5DK+M9jGQnqc9FMOybTRZRlBmFNT5gqwOxwhqThIeP22hCtZEKvFrDqIuDyGHE1lIqG/jgoZt28vSvTm/ZVxtZTtbLNE7PoNhWXidGsYNCvi+dX+vVM+La/ROYGqUJ1A2U+ksJ0emGJ5Lks4XMUwLTZHxOh1U+D3UR4PUR0NoC/oy74S63yrkiiX6pmaZzeSRJQnjGnXVftrRvraW1Rsa+N5XX2dsaIb27lo0h8r0RIrdL50gmy6w/eE1ON03xsTeWl1H5bGDvDh4lo1VCT7U2nnB+2YvpJadTc7xt/veYDSTYku8hrWVV7ddvRRuX9OApsqc7J/kZN8Ep4emFt02LNtGLKNT8ro02hsr+cDda7h3U8sy2CM2JUunxlXF5nA3MUcE5SakSL9rghNdd7YTb6rEKBloTo1IPIjLV6bjPP7rDzMzOoe+kBYQTYQJVwX51H/7KL5QOYL30KfvRUgSqlOlc1sbjV11PPYrDyEkQbDCj6opbHt8My0bmyhki/jCXsJVQYQk8cn/+mF8C/aeLRsaqayvYH4yyez4/JJ6egJuPvn5D5NN5lBUGX/ERzAWQJIl1tzVQWV9BYVcEX/YC0IQiJaP6w15+MTnP8TceBLNpeEJuPFFvHz2f36C9HwGj9+NrMp4fC4kRea3v/Rr2KZNNpXDH/URriqnV3zsvzzB7IIbiNPrRNUUZKU8kW/orMWybDwBN9FEOR+oeV0Dn/mjj5GaTiGEIBgLkJnLMj08s+TaHG4HH/7t9xOI+vncn/8CvpCXYr64qKvxi//j4+QzBXwhL0IS+MNeKmqi1HXU4Pa5EJLgsV99CM2h4gm4+ewff4LkTAq314XqUHB6nYz3TTJwfIi7P7IVX9hLz4E+nvniDj77x5+g+55OatoSZOazyIpMJF6+5ub1jXzmD38e1y0UtLteyEKm3beGencTA7k+3px9lYijAlkotPm6CGlR1gQ2ElCDSAgkIeNULgwgaJIDTXIgEEhI2PalPzymbSAJGUF5ECYJGdMuD9Y1oS3L6kcWCtXuenJGFk1y4FcDGLZJzFlFp38DiqRwW3g7UUclMWcVfjXAidQRTqWP8XD8CQzboNpVT1dgI0IIHAv1fn7ie7T6OqlwVDGY68O2odIZ5z2V7+dU+hjPjn+H2yP3UOtuAMClXLjiaWKiSkuj2i7ZjSzKA1UhBBZL9TfeEqecLI7z3MR3yRppZkpTbAhtXbj3IU6kjtCTPsGDVY8TVMM8WPU4Z9LHeG7iu2wMbcMhOZAW/jv/3pq2cYEY5+Vg2zYvTz2HU3LR4utgpjTJ5Yaztm1fsn2sBCZWsIIrw+k610cISbzt7P2SWWIkP0rOzCMQ1HvqSLjiyy7fHIzwf6y5raz/4CynMAQ0J3dXNyEvTKafaOrEr5Wpzxtj1QALdGHB3dVNdEWqkIUg4HCiSjJb43XIQiLiLK8OPlDbwkwhR8DhxKtoPLGqE5dSHgpWuX38Qvt6DNvi/tpmIi43H2lew1wxj0NWkISg1hvglzq3oEoSbkXl461ryRs626sbiTjdxNxePEq5D1QlmffUlc9n2zYOWWY6f84dSxYSD9e3Ml8sIAREnR4SXj8OWQHbpsYbYPfEEM3BCLKQODk7SaMvxHvr2zBsi5DDhSrJmLaFR9UW71ekucy2cCkqUZebD67qIq0XccgKmqzwoeYuAo63b7xwZnyGv352FxPJzCV/dygKHqdGPOijNR5lXX2C+mgQj+PtcZK5FEqmyZdf2svzR3uW/CZJEi5VocLvoSkWZl19nMZYhAqfB2UZWmtvFwzTom9qlqf2HuO10wNMp3Pkijq6aZZF8SWBIss4VQWvQ6PC7+GO1gbev7Fj2VpE+ZJOvqTj0lRcV0hxXsFPDqZlkcoXkYTA73Jc8zujagqf+LX70BwKh97o5fj+AaA8ZqysDvFzn7uHNZsbbzgFsCkY4uOr1/I3+17nz3fvYudgH1613DdOZDN86cg+Ts3O8ObYMEPpJBGXm0+v2bDINLtWVIZ9vHfbau7b1EoqW+BE3wR/+I8/wrbhN39+OzWVlw4OvwVFlnE5VYJeJyGfG3kZ77ptgyqpbAh1Lga5JwszzOspWn2NVyl9hbpcd8lbDG/AgzdwaUqm2+fC3XbhwyxPmM/lLoXOeyiJVZeOSqkO9ZK/xerOUWxcXheay8HBF49wcOexJfvWtiW472N3Em9aKtqiaAqJ5kufW5IkghVlNsH5qKiNUFG7VFE2Vhu95HECUT+B6NIcIX/Uhz+6lMIoyRKReGhxom+ZFsffOM3uZ/Yv2beyvoKHPn3Pwr0t3xP3eTlMl7pmzXXhPm+dByCSCBFJXOgqcfbQALlkns472tGcKqO940wMTmPbNoqqEKuLEqu78NpdXieuSwjbvNNg2zYZI0XWzOBT/DgkJ7ZtIQuFKmeCjJGmzd9FzsjilF0YVjmQcL1DlZAWQTeLjBeGcckekqU5NoRuo2TpCwe9+pFlIRN3VpNw1fLM6LcYzg9Q4aikN3MSj+IhoIbIm1kUSSGpz1HlrMavhnhq5F/JGmmqXXWcSB8mqIVQJZWSVcKwDLJGhlpXA3P6DFmjTL3OGBmcsostkbvIT2UZyvUtBicurmmlM0FP+gRtvq4FBxFp2ffKtE0Gsr1sDG1jU3grWSPDj8a/y0RhFI/iJeGqw6+G+N7ov5EzMwghUCWVTZE7KdolBrI9bAnfhWWbjOaH8Kl+5kozdPrX4TG8HJp/k9niFA7ZiYWNV1763tnYzBSn2By+A7fsZe58RoXkQLdKpI0UTtl92faxghWs4MqInWcTl88W0UsG6jXmQV8LRvKj7J87SMKVQBYyEuKarEQjTjeR8/KNHa5yXQPniUhGXefGQb6L3Dx8mmPJtkZ/+Ir7nH88RZKo9l44Bgk6XATPGyxLclnY8i3E3BdSuJ0XuYB4VA2PqmHbNmm9yED63KKOS1FoC1ZcUIeLj7U6HOPg1BiyENxWVUvQ4SR0GXr0W8epcHkW014AIi43EZd7yX5vFwolnd6JWYZnl2cJGPa4uL+rmU/csZ7QSvyYAAAgAElEQVRVleFbEqCwbZvx+TQnR6euuq8qy3TWxHh842re091C0H3rvz+2bfPGmUH+6tldl62zadmYlkFRN0jmCozMpRieTbG+IbGs4IRt2/zo8GleONrD+zeu5j1rWm72ZazgBmHbNiNzKf7imVdIBH389qPbUS7jnHg5CCGI10X49f/6OIO9Ewz3T2OUTPwhN82rE/hDnpvyDjoVlZ/v6CZv6PzT0QPs6D8XCDybnOMPX3tp8d9VHi+/uXEb99adC0RfLxyaQoXmxbZtqiJ+pucztNXHaK2/+fpWlm2yb+4om84LTkwUZjie6vnZCE68kyBJgg0PdLP+/jVLfhOIRR2GdyOEJOjc1sbqra1Lf7sF19bQWUvrplX86//4NpZlEYwFeOSz96OoPx1NNaUneW1mJ4al45CdbAxvJaRFuC2ynTdnd/H0yL/hkl3cGb0fp+wmpEWQznPykJAJauFFazqfGsApuxjMnWX/3G6S+hw/nvwRLd4OugIb2BTexpuzuzBti67AeiodCSaKYwTV5Snp+tUgTtlFSIvSHdxMX+YMt0fups3Xxa7pF7CxqXevYkPoNgazZzmVPoYQgjZfJyEtQtRRFsp8bvxpZCHR6uukxbeaJm8bL0w+Q1iroM7dtBDcmGX/3BsUzDw+NUBnYD0CQVALoUkXDvDbfV2k9RTPjj+JLBQ2hbYtMDvKjAKBIKSGUcTSlY+iVcCwDTq83XhkH5rkoN7dxLw+y2RhjJ7MSYQQdPi7Caghkvoce2ZeIWdmcSteNoW2EdCCbArfyb651zFtg3bfGhKuWkzbZF6f47mJp5GQWRvcRNxVy5uzuxjI9mLYOj8ae4rbItvpDm7kwNwevKqPGlcD7oUUm5AWpdbdyA/Gvk2du4mtkXsu3T60lQDFClZwJbSvq+OF7x0AG8aH50jN5y+p0H4zkNYzpPQ0MUcFLd6ywPBy2Gk/KxBC4Neci2yP5UASglWBCKsCSxdo3i2QJUE86Md53hjGtCyKhkEyVyRbLDGbzfOdPUc5OznL773/HtoTFbc8DSHgdhL1uREITNvGME1yRZ1UvoBumhwcGKN3YpY3zw7zK/ffRkNF+G1zvrkYtm1zamyav33uNU6NTiEEVPi8bGhM0FlTSYWvPJnMFIqMzqU4PT7NwPQ8M+ksbfEoXbXLo8mn80V+fKKPl0/2saHx6taXK/jJ4MjgOC8c7aGrtmpRU+F6ICsSjW1xGtuWz267VvgdDn6pexMbKhM83XOSI1MTZPQiplVm+vhVB+urEnygpYO1saoya+wmwaGp1FWFmJ6/NIPrRmDbNnOlJEeTZxjLT/HjqTcXghM2PZlBaq+BMXgp/HTM+G4x3vpo/DTmsP2kr80b8vD4v38Yy7LALgtdLscW9N2ChKuGJ6o/AdhloVUkhJCIOeK8N/6hhRQNgbyQs/W+xEcWUwcAvIqPR+IfWty2veLBRXp/wlnHWxmkQpRTDjr83bT6ugCQhPT/s/feUXZd933vZ592e53eAQww6ADRCBAkWMEiipRlWbJEucZW/CTHTy9ZfonfSiw7tuJk2YlLrNjOc1zybFmyqF5IsYgdLGgEid4HUzF9br/31P3+uBcXGEzBoBIk8V2LXLh3zt3t7FP2d/9+3y8CQbO/jcbGlmoZJbfIu6ndlC6yuYzpCe6ouQefWk6fWhvfiESioLAusZm18U2VcssJJmviG1kVWz+lLiEEW2ru4fbktinf31P3YDkHrjLPFBTieoImf1tlbM6nTGxveBzlopiIoBrm7roH8aRXLRegI9RZ/d1Hmj5Bd/4kB9NTo4A0RWd9Ygv1vqZyVAQG2+q2U467kBf0q9zWc+fm4nYtjaxkcXjZlGM1oZfJhOTdU76/t/7hao7vufO7OraBldF1lSAWUT2PhuLj3vqHq+MjhJh1ftzCLdzC7Fi1cSGNLQmG+ifLO2TdI9Q3x6/LoupU/jS9xX4KToGUncFQdO6s3UJEef+ILt7CtUcs4OfLP/sQK1vLu5ZSQsl2GM3kONA3zLP7j7P3dD+267HvzCB/89Jufvun7ydxgwQMz+GRNV38nw9vxdBVTNshU7ToHZtkf+8QLx8+xbGzY2RLJj9+9zi5ksW/e/weFtQlLl3wNYDpODx/4DiHB0aQwJKGGv71R+5iy+J2tAtdS2Q5KtH1JIOTGXaf7qcpHiE4z/SMkUyek0Nj83Lju4X3Dm93D1zzMvPZIrlMiWg8iD94bdOrgrrOXa0dbGlpI2daDBWyFB2HgKbREAwT9fmvi32o39BY0JTk3RMD12VN5yFJ2RmKbomewkDlPV3Q7K9nS81tV1X2LXLiFm4qCCFQNbVqh/lBgqjkBWszWHYKIcp9vmjRefE4VI879/cLjp/JCnS2+qaWodHob5lmeRdQA+iKUS13isAsYlp9M313rl3Tj1WZvj64dFurR1YW8zP3+dzvNOJGcpo2gypUQlpkChEnLoxOmeEeromZb5UzfT9Tu1S0aTknc7X/4vGZbX7cwi3cwswQQtDcXsNjn72Dr/3lixRyJZ799h46lzeTmCHF8WqxIrqMjmA7nvQIqAGyThZDub4CnLdw80MIgU/TCBrno2hCPoOacJCupjq2LVvAn//4dX749hE8KXntWDdHBka4Y0n7Dd0kUlUFv6Hj18ttTYSCdNTGuWNJBw+v6eJbuw7wnV0HKVg2b5zo4e9e3sO/fexuIoHrP8czBZPdpwfwpERTFD59x1q2dnWgqxc9DyvpqqoCC+oSdNQmmFvy8zw8KemfSM07FecW3hsULJtD/cOX9RvP8zi0t4djB/p46BMbicbPp3iZJZsdzx7g+e/uJZMqEK+JsP3j67nroZUYvmujOXLuOtaFSiIQIBG4McSjoav81D2ruGP1Alrr56e5Ml8IIaj1JfhI0z2oispDDXehVtOrxVXfu26RE7dwCx9y6IpOR6jzvW7GNYcQgjpfA3W+6Voot3ALt/DBh26oPPwzGxkemOSZb+5iz2vH+ebfvsrPfu4eYslrk1d8DoZi0Gf1k3PyrImvYvfEXjqDS+gbMckUSzTHo3TV13JidJy+iRRhn4/VLY1MFopE/D5qL7CFnMgXyFs2bYkYRcvm3f6zxIMBljVOt5gzHYcDA8OM5wo0RMOsaW3Edl08T15S0O/48BgN0TCxwNypLlJKsqZF1H+LbLmWUISgIRrm5+5ax85TfQyncxRMm/29Q2zqbJ2++K6gTKhXzkvJ5MTQGEOpHEXLRldVYiE/C2oTtNXErjp/XVMVOhuSfGH7FlzP49s7D2K5Li8eOsmdXR1sX734quu4FEzHYThV1qaKhwIsaaxFm0edYp7aWgC24/Ju7xC265XdcW5SSAnjuTwnh8YZzeZxXJeI30d7bZwFdcmyO8kVtN/1PIZSOU6PjDORK+K4LgFDr4qi1kSuTKfF9TyG0jlODY8zkSvgeB5+XaMhGqazoYZEKDDv+7CUkmODo4xk8pc++AI4tsuO5w6w97XjbLl/xRRy4vC+M/z9nzxLKOqnY3EDQ/0T/MOfP0csEWTd1sVXLYp5uchZFpOlIm3RqycThBDUJyPUJ689Ge9JrxItXCYmNKFe0+fpLXLiEpBSUnBNNKHiU6+MRSu5VllNWrv8XFfbc0jZeRQEcSNcZaauBUzXxpEuQfXy1W7nQsExEQIC6q0XmVt47yClh+ul8WQeVYmhiPAHMhXrYnheEdsb5eLYVEX40LUrs6h6v8OTFo47Xn6YqjWIGbRIPuiQ0sXxJpHSRFOSCOH/wF8PQgjC0QBPfP4+QhE/z35rNz/+xi6G+yfZ/tPrWbKyhUDQh6arKMrl7/YIRUxRNFdQyNgZRkqjFNwCRdtmZ3cfy5vq2dndR8l2ODQ4TDTgZzSbp2TbpEsm9ZEwyxprifn9qIpCtmRVc6kVRZAqluidSM9ITgymMuzq7uP2Ba2EDB3H9djfP0S6WGJjRwshn0HJdgj7DLKmRdDQy44Ets1rJ89wT9dCdFUhZ1oYqkrY5yNnWtiuixDltIRsyeLpg8d4eMUS4kH/rIvmW7h8CCFoSURZ097E8wdOANA7NonrSfRZhllTFSzH5aXDp/nWzgMcHxojlS9iOg6aohDyGTTGI9zZ1cEnN6+mJRm7qgW3EIJY0M/P3bmOo4Oj7DszSKpQ4ul3j7Gps5VkeG5L8quFlODKcymr5/67untXrmRyZnSSUyMTdI9McHpkgoN9Q0A5iuLbuw6w82TvjL+tCQf5t4/dTfyi1JuiZfPHT71G/0SakE/ns3euY8PCuTVWXj92hm/uPEDJduhqquUL27fMSipmiyYvHj7F9/ccontkknSxhOt5ZRIhEmJTZxs/u2UNhqrOGVV6IVzPY2AiU3VAGZzMkC2VNREMTSUW9NNeE+ehNUt4aHUXNZHZz/XfvrybPaf6SUaC/OtH7gLge3sO8ZODJ8vlFk08KdE1lXjQT0dtnI9tWMH2VYsJz0B8Oq7H4GSGUyPjnB6ZoHtkkqODI0zkCgCcGZ3gN/7392ed27+wbT1bl7TjOB5njg+zYGkTkdj5c2ZbDs98cw/BsI/P//vHWbamjb7uUf7y97/PjucOsvy29svWKJJSUnQcio6N63koikJI1/Gr2pxztuQ4HB0f5R8O7aMlHOU3b7/rsuq90Xh1dA8dwWbagk28PXmITcnV19RB7kNHTuSdIrvHj2FLl6gWZFm0nagenHXSSCTd+SGSepjm4MwOGZfCSClFzimyItZx2b9N2XmeHtzJuJXhXyx8hIQRnvXYrF3gaKaPjFMgYYRZFmknqM1OEIxbGSbMDCtiHZc9qaSU5N0SeadEg39q3mF/cRRNKCwKN89Zhis9zhbHaQ1Of+G6GrheDsvpwXaHcL084KEIP5pai6G1oym1VXeHW/jgwvVSDKX/iGxpB8nQE9RFfhUhbn5Xl6tF3nqb/ol/i+tdKIIkCPk2sLDu725YO6R0sJwBLLcX100hsQENVQmjKbUYWiuamuDK/Wjmj7y5i6HUHwLQkvgyQd/V5UO+H2G7gwxO/j4l+xgNsf+LePBjwAebpPFcj3yuRKlos+GuLiZHs7zwg3289eJh9u8+TevCOhYsaSBZG8EXMFAuU/W9Y3EDm+5eWv3c4K+nr9jPG2M7aQ40EdEihAyDNS2NJIMBToyMoyoKS+prGEhlKNoORctmb88ABwaGWNfWzPKmOl453k3Eb7CwNoFP02iORSla0+29AQK6jqYq5CybjpoEWdNk15l+hjM5dFVlUV2S10/28OmNq/nh/iPcvWQhLx07jaYo9E6ksByXnxw5RaZkYtoOd3ct5NlDx4n4fUwUinxszXKGMzl2nDyDX1N5YPliEu+BW8MHGX5do+aCBX7OtC7QKJoOQ1V57sAJ/un1fYxkckgJhla20CxZDqlCiVShxKnhcfon0vzmR++mOTHdxe1y0ZyI8uDqJezvPYvrSfZ1D9A/kb7u5ISuqSRDAYZSWdKFEoOTGda2N11VxMZrx87wJ0+9RrpQFvx0XG9KAsiZ0UnOjE7O+NuWRBTTmW5T7nhl3ZBjZ0eJBfw8tGa6sPzFGE7nePNEL3nTwrQdXG9ma/iSZfP1N97hf7+6l2zRRFJ+chq6hmm7dI9O0jeR5tjZUX5qw4oZ01NnwsG+Yf7Hc2+wt3sAq9InXVXx6Wo5YiWdYzid42D/EMfPjvGF7Vuoj828Djk2OMaOY2eIBv3cu3wRrx3t5tn9x8mbNkKAX9NwpcS0z5d7cnicVL7IZ7beNkU0FmA4k+PL332B/b1DOK6L7XpTBDBzJYs3jvfM2reH1ixBAtKTZCbzdC5vxuc//8zrPj7E6aODbL5vOSvXL8DwabR31rNmcyfvvHkSs+QQnH3JNQ2m6/D20CAv93VzbHyMrG0R1g1W1zVwX/si1tY3Tov4kVJyNp/l+yeO8I2jB+jLpPnM8jXzrlNKSdG08TxJKHDjrIj7i0PE9QgtNLAvdZgNF7h1XAt86MiJcTPDc0N7ubNuFYcyZziVH+QTrdtQhMDyHBzPxZMeET2IKlTyTokmf5Kwdv5hnK5EMpieTUD1VSMPTNcm7xTxkIQ0P37FwPRsgpqPpO98WE3eKeFJD9Oz8Sk6IS2AAIquScE1URCE9SC6UKnzxbinfi1PDb4158MK4LmhvVWyYNzMYIZsgviwPJtcpc6g6iegGlieg6FodIQaqsTEuSiRkmuhKxrhSqRH1ikLJTqeQ1AL4Fd0iq7FrvGjpO0899StIawF0BWNomtSY0SnkCKu9MjZRSxZrjOiBXClR3d+iFdH9vPx1junjOOVwvXS5EpvMJn/LiX7OLY7ipSFsoij8KEqCQytlWjgPmrCv4CqXP3D+oMIKSWePEfqhN8TIkdKF9fLoggfinJlL8Kul6VgHcRy+inZR/FkCYUPPjmhqw1EAw/juCM43iQl6yiON4rrZW5I/VJ6WE4vE/knyZZexnbO4nppJG5ZS0MJVq/FWOBhEqFPoiqX8QZwBTDt05j2aQAsd4Ag7y9yQkob18ujKH6UKyTYbHeUon0Uy+mjZJ9CSvuGRpB40sbz8ihKAEXcmKi6s30TfOU/fpdCzqSQN8lniriOV7Z1Thc5+k4vR9+ZeXd0Pnjgp9ZNISc0RWNTciO60FCFymShVPmLxHY9VEWQLdk8ffAYbYk4Wxa2saenn7sWd6Aqgr7JNBuNFla1NNA7kZq50otQFwnx+JrlHBwc5umDx/jUhtWsa2tiolDk7iUL6JtMU7TLekJ502KsErHxL7Zu4G927CFdLLHrTD8LaxOkiiXGcnmEgI+s7OLlE91kSiXWtTfx5ulafmb9qg98tM17AQlTFqU+XZszMv/U8DiHB0YomBYbF7ayfdViWpIxNFVhOJXlxcOn2Xmyl5Lt8PLhbhbWJ/n8A5vRrjLiRVcVbutooiEWYXAyQ8602N87xJr26+d2ABD2GaxoaeDwwAiW4/K93YdZ3lzPwqtwDKkJBdmwsIWSXbZsdz3Jof5hRjJlUn9JY01Fs2KG34aD0xbS1xOO5/HsgRP842v7yBRNDE1l3YJmHlnTRUM8gut5dI9M8tz+4xwZGGEskydVvffMDCkl3aOT/NmPd7C3ewBVEaxsrWf7qiV0NtRgaCrZosme0/28ePgUo5k83997GFUR/MbDW4kFZo+8y5sWf/n8W/SNpwj6dLavWsLmxW0kw0Fs1+Xk0DhPv3OMk8NjTOSK/MNr+1jV1siGhS1TyvRpKstb6gn5zuu1nLO/dTyPaMDHpkWts7ajJRGtbn0IRUxZQzm2y9uvn8BxPDbfuxzDVz6fmq6SrIuQSRXw3JmJoplguy7/fOQA/+vd3fRnp75rvdrXzdOnj/HFDXfwkUVd+FQNT0rytsVLvd3806F3eGfkLJbrURcM0hmfn5veObyw+wTP7zzGPes7+fi9q6uknet6TGYLgCAe9qNp1y7irSPYzMuju3g3fZTj2TP8c+9TU9YKy6OLWJ9YecXlf+jICYAaX5Q7a1cyYWX5bv8ObM/hdG6IN8cPEdECeEi2N6ynxojy9uQJXh87xCNNm1ifKHse/6+TT1Hvj5O1i0T1ID/VuhVd0XhxeB/9hTEUBLfXLGN1fCF9hRG+1/8GC0INfKr9HgCeObubUTNVUfKHx5q3UOOLsm/yJAfTZyi6FpuSS9lcswztMgTwJqwMC0ON3Fm7Ck1RUYWC6dq8Orqf07mzAKxPLGFjsouzxXG+0/8a9f4ET3Tcj4pg0srx3NAeMk4BVSg80LCOhB7hL058n9ZgLSk7T3uwjgcbN3IyO8BLw+/gSo+iY3JX3WqaAzUczfbx3Nk9bEwuZXtj2bmhJz/MT4b3IiXU+WI83LSJrF3g2bO7OZ7tRwjBmtgiNiS7rngP1XbHGM38v0zkn8T1UghhYKjnd2ZdL4vtDJI3d6GrjUg5nfW+hfMYy/4NrpehPvobaOrl3SivBSx3gKHUHxEN3E8i9IkrKkNX66gJ/zwFcx/x4GOoHxLVfJ+2kMbY/w04uF6Bs6k/IFX4/g2pWyKx3AEGU/+JbOlVkC661oJPXwioSGnieBPYzlkspxe/tgTB9Se/Iv67sMI9CGEQMjZe9/quNYrWYcayf0c89NNEA/deURk+vZOa8M9hOb3EAh+54VFERetdxrP/SDL8acL+rTekzkKuxLs7T9+QugAGimfJO3lWxVZUv8uZJrvPDDCYzrB5YRsHB4ZZ29rIqpZGNEVgDGgYmlrNwsqUSpwcGWcok2UwlSHkMzgxMkb/ZIb+yTTNsciUPOiJfJGe8UkE5dB3KSWGpjEwmeHk6DjJYJBsyWRPzwCj2QIhn4HjebzdO0imZBI0dBbWJqiPhFlUm6Q1EePw2RFURUEVClJKFCHwpGRPzwArmxvm7X5wC/NDwbIZTp+PdKuPhudMwxhO5zA0lcfXL+dX79tEYzyCppRdKxzX465lC/iTp3fw43eOYToOrx/r4WMbVtBeE7+qdgohaIiFaYyXyQnX8zg1PHNEz7VEyG9w9/KFvHDoJJP5Inu7B/ivP3qVX9y2nrUdTVMWr/PFbQuaWdZSV73uSrbDH3zvRV48lEMRgofXdPHE1plJbEUIQv4bYxMspWQoleWf33iHyUJ5o/CBlZ188eE7aUpEUSvkzJ1dHnct7eDPnnmdV490X7LcvGnzrZ0H2HdmEInk7mWL+PWH7mBBXQKjQmJJ4K5lC1jV3sifPvUaE/kiP9h7hNs729i+esms7+uO63FyaIzaaIhf334Hj6ztIujTUZXy/WRrVwdr25v48ndfoHt0kpFMjteOnWFVW+MU0icZCvBr92+eQtw9u/84f/zUazimRUsyxu984oFZSbdz6TGKKqhrjDFwZoxCzsTn1znbN8GbPzlM64JaFq84H+UtpcSxyylt812QSCl5Z+Qsf39gL/3ZDHXBEIvjSSKGD9N1OJNO0ZNO8ZW9b9EejbOmrpGDo8N84+gBnjtzkoligYCuc09LO59dvpY7WtrmV3EF7xzr560DZ2isiUzJ5h1N5fitr/wQVVH40uceYmHztbNk3pRcTdKIM1gc5oTaQ72/ZkrkRFi7Mo2Sc/hQkhO25zBuZTiVGySuh9GEStE1SVt5nmi/j6DmL+cmKyp31q6ivzCK7TnV32edIvdE17Io3MTXe1/kbHEC23PoLYzyydZtxI1w5YGusCTSyuaaZZwtTVR/n3dKxPQQn2jdxlODb7Fr/BiPt2xhebSdpdE2jmR6OZLpYW1iEeHL2DW+t/42Xh3Zz5n8C9wWX8zaxCL6CqMcyfTyybZt1PniVXvCBeFGttWt5mi2D6REItk7eRzTs3m8eQtvjB3m9dFDPNp8O1mnyJaaFQQ1H0/2vkzWKbAmvoiewjC60PhI8+3VNqxPLKGvMIpzweJ/uDSJ5Tk81ryFqBYkoPoIaX7ub1iHTzH41UUfueJzKaXE9VKMZP6c8dzXkdImaKwjGf4MQWMtmpIEIXC9DJZzhry5j7BvM6pybZVrP0hwvTSpwjOoShRPmje8fiklpnWcVOEp/PqSKy5HUYLUhD9DTfgz17B1Nz+EUFFF+cEgMBDixrxEAUivxGT+22SLL6IoEeqiv0rEfx+6Wo8QGp4s4njjmHYvRfsgEf+2K46MuRz49EU0J7503eu5HpDSoWC9Tab4wlUt6jUlRn3089ewZfOHlDZ5czeZ0stEAvffsHqFIqo7YtcDF+9EGYpOjzlOb6EPXehE9Tj3di0ia5osb6yjoyZBIhggEQwQ9hm4nseGjhbCPgMk1IaDKELQlozRFIvgVciGlniU+ki4HBLtuMD556ukTEoEDJ0Hly8m5DNY2lCLJ8uWiolggPuXdZI3LR5fs4y2RIyHVyxhLFfgkZVLWFSbpD4SpncihaYoxAJ+7u1aSNhvsGlBuW26qvLY6qWkiyXm635wC/ODlJLukQn295U3kFRFsKatAU2ZfWNKAitbG/k/tm+hKT6VdNdUhYZYhCe2ruXN4z1l8mpsksGJDG3J2FVHviRCgWoKiutJzqayeBUC63pBEYLNi9t4fP1yvrXzAAXLZsexMxw/O8qmzjYeWr2Ete1NRIN+9AutReeAoall8chzny0b7QL9GJ+uEwveHJGWb3cPcLDiUNGajPGL2zbQWjP1XBqayuLGWn757g0cGxydQnbNhONDYzy17yiO57GwLsHn7r+drsbai1zZIOL38fDqLo70j/DPb75LwbL53p7DbFu2cE7BXVVV+JnbV/PY+mVTjjvnXnPbgmYeW7+cv3z+LVzP450zg1iOM4WcUBSF8EUkUNDQq1FFqqIQCfinnMeZoBsaG7Yt5atfeZ6v/eULdCxuYM+O4wz2jvPJz92NL3C+DttyGTmbIhILzlsMs+g4PNN9gt5MmsWJJL+56S42N7US9fkpOQ7HJkb5m3f38JOeU/z1O7tZUVvP908c4VRqAp+qsqqugc+uWMv2jk5qA7PLDMyGofGyWGxDMjIl4spxPQZHM2iqwLav7YasX/WxMraYrsgCCm6R++vvmPOedbn4UJITfYVRvtu/gwZ/ku2N6/GpBooQ1PpiRPVLK3j7VYPWYB0+VcevGDjSJeMUiGpBInoQXbloWGcort6fQFc0kr4offkRCo7JK6P7ydlFJqzyRLtUGsfF6Aw30eBPcDp3lldG3iWo+bClQ0D1EdPD09t1ATwkKSvH4XQPOaeI5TksCJVdDmJ6kAZ/Ake6qEKdkvM1H6yJL8LybJ45u5t6X5xHmjYRvAJx0NmQKf6EidyTSGkT9m+lOf4f8OtLERfYPOpqPT6tk7DvThDqLc2JOVCyy2kA713ai0ve2gc4lzzyFm4uuDJHvvQmEpeIfxu1kV9BEVPvqQatBPTVROUDlWv0Vpj4XHBlnoK1H8n7N9rL9XIUrP1wg/uQqI3w6V+797qVv3DpVIFZTWjknDxH0sdQFZXNyU2sayfTyq4AACAASURBVJ+qvbSg5nyouKootCXOE+WJisDeHYvap/xmS+Wz53kcPjtK3rKqf1tSX8PWRVNtJyN+H7cvaK1+XtU81bGos66GzrqaKcc3xc4vcs+5crQnz++0L2+qn3EMbuHK4XmSgck0X92xj1S+HIa/tKmOZc31c6Z1GJrKvSsX0ThL7j9AUzxCe22ciXyRbNEkfYkw//lCV9Upi82iZWM7Lr7rnOYQ8hn88t0bUBTB9/ccZjJfZCST58fvHOON4z0sqk9y34pONnW20tlQc0PTLq433jjeg5TlJ+XGRa10NiRnXKcoQrC0qY6VLQ2XJCdePXKadKGEqgg2LGplaVPdrGufgKGxZUk7T79zlFShxOmRcfrG03Q1za7D1xyPcs/yhbOeB11V6GqqJRrwVc5lDtN24TrsVaiqwpb7l3PiYD+7XjnGmy8cJhDy8dO/eCfr7lg85Vor5EqcOjxI68I6DN/8Fttps8S7I0P4VJWPL1nB9gWd6JWFetgwWNfQzL9Ys4H9o8O82HOaV/q6MV2XtkiMxxcv41NLV9EaiVajny4XxVL5eRDyGzf8bUoTKg823IkqFBzPQRHKNdGe+OBcvZeBReEmPrfo0WlCmIqYqtbtSY+ia2JJh5JrY7o2PlVHIKaxxHW+OHsnjjNQHCNplB/ycT2M5TmYro3l2RQds+r4cSLbz9r4InrzwzQHapmwshxO9/CLCx/kaKaPI5lyHqztOZRcC8dzKXkmjheckZ1ypUdvfpig5idhhPGpOrbnkPRFyDtFegsjNPmTeNIjYUSwPIeSZ2N7DkXXIqD5aA3WYXo2DzduBCFQK9NcnBsXCeX/lckJn6IzYWXJ2UX8qoEiFCyv3FdB2aXEp+gUXJOVsQUsCDXy7b7XGDXTdGhl7Yuia5K28/gVA0OZW812JrhemvHc1/BkHp+2iKb4bxEwVjDTgqfcj9nvfFJKJDZS2pRfogWgoggdmN42KSVSFpF4KJVyPVkEJEIYlV3r8s5nOQLhwu8vnGclpLQqf/MBEimtioAggIIijBnbUG6HgyfLeWWK8M+aR36unnJ5wSpBUybBHKR0kNjkzV1lAUPVwZO5aVoFAg0hZrZ/mjqGHlRkmwRqZQd/ut1QuX6JxAHp4MoseXNnpc3mjFoJ5fGePh6eNJEzRHuUx3x+mibl9niVc+BU+qBU+m2U+zPneVBRRHlnqTwWVmUszo2Dr1zebCK81frtSv3nQhoVhNAqfbk5yTUpbRxvHCF0fPqiWbUkhFBQxfxE1KR0Zx4LVITQEULl4utdSq9yLU5fDJfn/nwffbJSv1UhBypzQegI9FnPg+cVkDjVeTrjfBL6tHtBue2V81+5Jm1nkIK5r1yuLM1yPYQq43BxO0pIrGnfC+GvtH++18PFYyAqfVARTL8mLu6D5fZTNN8FKfFk8bL6cDWoqY/y2V9/4JqWORfqfLVsb7gXV7oIFPzX2LFKURRWtdyyRn4/wZOSgmVVRQxdzyNvWgylsrzbc5YXD5/iUF95Vzwe9PPpO9bScokIB5+msvGi/PyLoatqVahSUtYB8KREvcoIByEEPl2tpvqUI3Tmn5t/NaiPhflXD97BmvYmvrPrIPvODFK07Gqqx9vdA7TVxNna1cHHN65gaXPdFS/4bhYULZuTldQZv6GzoqWe4BxpLNGAj87GGl471o09i2ZCyXbKIpOeR9hvsKqtYc7oAyEEHbVxQn6DVKFEtmRxemR8TnKiJRmls75m1rEXQhAP+qvkheN6FC17xmOvFkII6pvi/Mvf+ignDw+Qz5Sob46zaFkTujH1XUDXNe5+dA2LVzTjD8wv6rTo2PRl00QNH7c3tVaJiXNQhGBJooalNbUM5DJENIPHO5fx6eWrWVPXeNXuR0ol4qdkOe9JXJstXV4d2kFPYRBD0bgtvpzVsS60OTbEL4UPHTnhUw3ag/VoytRFUlQP0RSYmo+TsnK8MLyP4WKKrF1ASo97G26jI9SAoWioQqE5UENI89MSqGVjcikvDb+DRLKlZgXhaIA3xg5xKH0G07P50eBbPNRUzneWUvLd/h0kjAibapaiotAVaePHg7tI+qIsi7ShCpUjmV52jh8h6xR5fuhtttWtZlF4uviQlJJj2T5OZAfRKukkXZFWdEVjW91q3hg7hO053J5cRsKIsGviKPsmT1JwSvxo8C0ebNzAbYlOCq7Jd/tfR1c07qxbSZO/ho5gQ1n7QpG0BesxlPLid1VsIT8cfIvv9u/ggYZ1xIwwLw2/Q09+uOp/e3/DOoaLE7w1fgTbc1kR66ApUNYwaA3U0RKs5WtnXmBLzXLWJhZfNuuXN3diOqcAiAUfJaDPTEzMDYknLUrWETKllyiYb2O7IwgUDK2NkP8Oov57MbT2KS/PniwwlP5vlKyjNCe+hOmcYTz3VTwvT9i/hZrwL6EqISby3yRdeBopHcL+bdSGfwFNbajOv/HsPzKe+zrJ8KepCX+WvLmXdPEZStZhPGmha41E/NuIBh7EUNum3eyL9hH6x/8dQqg0xH6TaOC+GXs5lv0HJvNPYmjttCX/W1VLwvXGSRWeomgdwnROUbJPILEo2gfoHv1lxEW3iWjgAZri/wE4PxZSShxvnJJ9lLy5m6J1ANs5iyctVCVUHkffFiKBezDU1osWdR4l+yjpwo8pOacw7fJ/AOO5r5IuPDWtLy3J/0TYN91qKZX/AWPZv60sTM8jEfoEddEvVBZSc6Hcj7y5k2zxZUr2STyZRVWi+PXlRAMPEPJtRBXTo0ry5h4GJn+XgLGclsSXsZxeUoVnKJh7cLwxhPDh0xYQDWwn4r+noocyFZ60sZxeitZB8uYuSvYJXG8CUFCVOAF9GZHAvYR8m25Ka1QhVBQRqSyqh/CkVSHWLh9SetjuEHlz5wVjkQZAVRL4tA5Cvk1EA9un6aK43iSDk79PwXpnyveKCNJa818JGqvmWf9ZsqVXyJXexHS6qzacAWMN0cD9BI3bZkxLOZv6L2RLr9EU//eEfLeTM18nU3wR0z6OJ0uVMtYSDz6K31hZIUDPwSFv7iFbeolS5VownTOAx3D6vzOWneq4IoRBR+3/wK8v5WKMZv+ayfz3uJikqY99kUTwp7jUK4CUEsvpIVvaQd58C8vpwfUKCKGjq3X49E5Cvk2EjA0X2dQ65EpvkS29WrmnnMJyBwAYSv1XRjN/NaUeRQnRXvMV/HrnnO252TFcGuHV0dcZNccIayE+1vJRksbMonq38OFAulDiS08+h6GVrzWJxPM8TNslWzKrgoyJUIDPbl3LI2u7pqQXzIR4MEAyNDe5K4SY4gzget41WbhIKbEdtxrZqwhxVa4Zl4uAofPAyk7WdTTx9plBXjx4kv19QwylstiuR+94isGdGXae6uUzd9zG4+uXEfFfndj6e4nhdI5cZWc8oGu0JOeOaBVC0BSPYGgatjudmAYYTmWrdpwCwWSuyFsn5hYGnswXcCpkh+W4TOZnj8RRhKA+GiZgzP18URSlutErKQt/Xk9E40HWb507VTgaD/LRT29GUedvLe14HjnLJOkPUhecWWshYvhI+MrvCj/dtZIvbriDGv/Mm3yXi2S0fC84cmaYQskmErwxgtMAHh6vju5iuDTOimgntufwxvg+FKGwNr7sisv90JETDf5EVZjyQiyLtrEsOlWEJOmLznjsEx3nF3+PNm+u/vuO2hXcUbtiyrH3NdzGfQ3TRXVWxRdyV+1U5etPtd897bg18UWsiS+qfrY8hx8NvkXayle/E0KwPNrOI02388gMoskbkl1sSE61NNpWt5ptdaunHftAwzoeaFg35bvPVPvr4xNt26rftwRr+fzix6Yc+1jLFh5jy7S+roovnFaXoep8sm16n+cLKV0K1gFcL40iAkT893ElU9qTNhO5bzCS+StsdxCBCkIFCUX7KOni86R9P6Ih+kXC/m0XLKw9HHeEon2YVOEHpAvPYjn9SGwK1jtlYkFtYCTzF5UdTJuidRCBSn30C9UoDsebxHROU7QOMpb9O8ay/195ESYUQFKyj5ItvkK2+BJN8d/Gr3dNWdxLaWI6Z8o5/V5+egcrcL2JimOBUtnBLcN2R5gsfA/HHa0UeG4hI5HSAzF1YSNneMWR2EzmvsFw5i/wZL4yhgqggONSsN4lVXiacHErLYnfw6d1XjD3PQrWu0wWvlf9fD6vWV5WOLum1mBoC3C8URw3heX2IWURxx2/oMyZUV6InWEo/Sdkis/jyVKZmBEKSJe8uZdU4QckQj9DffTX0ZSpYZCeLGA53QgEqcL3Gc99jaJ1pEJoKSAditZ+MsXnSIZ/joboF1GV+JQybGeQwcnfJVt6HZDn5yKy0oa3mMh/m7ro56iP/qt5kC03FooIE/TdRsHaQ7b0Ktniy0QCdyO4vJdDKT3y5luMZP6SXOlNJHaFJDv3IlP+e858k4CxZho5IYSOobVje2N4XgbbHcZ2h1FEcMbImun1SwrWPobTf0qu9CbgVc6DgilPkzPfYjL/HWojv0Jd5FfKkQgXnkd3GNM5Td7cTd7cxUT+n/G8AohyFEVJniBnvkG6+Awt8d8hEnig+ntP2mRLO0gVnq60xeb83PVmuB48Zsu009VGfFoHjpfC9SYq9ydrXs4tUkqK9iHOTv4ncpVIpnL0kIKULqZ9nGzpVSZyT9JW80fEtfPPAk+aZEuvkC4+UynL4nzExfQ+SHljdl6vN3JOno5QG43+ehBT1eE/SPA8WVlISDS1HGN5qev7nH7GlSxkpZTYbnnOKIqCKgSuJ/GkV12E255H+UIQaKoyLbpVVnf5JaoyfUF9LgLg3GL74s9XCk+WdRkuhgAUReDXNW7raOKTm1dzz/JFc+bxn0Mk4LskgXExqoGvVwnXK+9wnysqYGjo19AFYD5QFYW6aJiH13Rx34pOTgyN8daJXp4/cILjQ2NYjkv3yCR/+vRrZAolPnffphvexmuFbMmszn1dU4nPw8Y3GvDPOT9ShVI1SiFbMvnvz7x+WW1yPY/SHFEOiiKIBt6fhJBQxGVrJ3iy7MakCIFvligIVVHQK+ekxh8g5rt247N8YQMv7z3JrkM9/NW3drBpRTvRkJ/xdB7XdZFS4WjPCPnSzGRV9dE8w/2hs7WWaHj2NHxXevQUzvKzrY9Q7y9v8Ae1AEczp2+RE+831PvjRPUr84XWhMKGRNcUgU4hIKJdX5/pmxGezGM5vYCHobWjq7PnzM0GKR3ShacYzvw5rjtZdocIfgKfvqgiRLefyfy3KJj7OJv6Q1qSUYLG2inkgOulmch/m9rwLxHx38Nk/puM5f6BidyTGFozddEvEPFtZSL/JBO5b5Ap/YSa8BPTdlyzpVfJm7uIBO4jHnwUXW3G9TJkSj9hMvdNsqUdqJm/oiXxO2jqtVPd9emddNR8pZLW4TGa+Ssm8v9MQF9Bc+JLaErdlOMVJQQXOSwIVHx6J4bWQdBYTci/Gb+2CEUEsb0R0oVnmcx/l1zpdSbz36Eh9kVE1dZTIxb8KGFfWezPlVl6xr6A5fSQCH2S2vAvTWuzps6c/xz2byVorEVKG8sdYjD1exTMPfMaB8cbZSj9p6QLT6GptdSGfrkc4aAksN1RMqUXSOV/wHjuqwhUGmL/GlVMdwAxnW6G0n+KpiRoiv9WJcohhOmcZDz7VXLmTiZyXyfs20w08BAXRvpoahJDbSPk20TYv4WgsRZdbaJMUp1kPPfVMkGRe5Kw7w7C/i3T6n8voYgA8cCjZIuvYDqnGJj8HeLm48SCj+LTFqIqlxZkk9KjaO1nMPWfKVoH0JRawv6tRPzb0NVGQGI5feStt9GUOH598QztCFMX/ZfUyBJSOmSKz3M29UecTwuZq36J5XQzlPpD8uZegr7bSAQ/QcC3GoGO5Q6QKvyQTOEZRrN/jaYmSIY+BUxfVEwWvgPSJey7k3joY/i0hXjSJFd6lfHc17Ccbkazf0PQt75KsCjCT13kVyplludT79hvIHGpi/waseCjUysRojIu0xEPPkYkcD9S2pjOSQYmvlSNNLsUPJllPPuP5Myd+PVOasO/TMBYhRABPJnHtE+Sr0QFBfSpkSiKCFIX/Tw14Z8HoGQfp3f8NwCN+ui/IhrYflEflFn78H5CRA8jkfQX+hkzJ1gTu3IrtZsVnpTs7unn7b5BAB5bvZTW+KUFpkeyOcZyhWn6F/PBeL7AX7zyFg2RMHWREB9dvYwfvHuE8XyBZCjAJ25byVdeehO/rhHz+/nIqi5qLooscDyPnxw9Rf9kmvuWLmJx3dRn6FAmy48OHOW21iZuX9DGeK7AD/YfYXF9Dfcsmb65Ml9oisLC+gRBo0wkC1EOz48H/SyqT7KmrYklTbXURoLzJkEMbXp65I1CulCq6mMoQlAXmdtZ5HrD0FRWtNTT1VjLI2u7eOnwaZ58az9nRicp2Q7f3n2QNe2NbO3qeF8ulku2g+edj1K5lPgjlNN+5jonJduekvJhXOL4i2Fo6pwWrgKqkUIfFkjK98asZZE2Z44qsSokk+k6ZExzSmTThTBUlYA2f0ekO1Yv4PsvH2BwLMP3Xj7A8zuPo2sKnifJlywEgr948rXLJjQBfu/zH2Hj8vZZ/y4op/gPFIcJqH5c6TFqjhO+wjXuOXy4Zs9NgkeaNl3xbxWhVNMiPuy4UI9AU2qqug/zRXkRMsBo9m9w3BGigYdoTf4BmlJffYgFjDWEfLfTN/5vKNoHGM99FX9iEaq48GXMxa8tIhn+2YorgUGq+DSOO4xPu4va8M9XxCUF6cKPsZwBHG8SnalhLq43QTT0KVoTX0ZRzl/YId86FBFkJP0XZEsvkjcfJRZ8+IrGbCYowoehtVbGxKkKYQrhR1dbMbRLe5gLoRLx303QuA1NrZuS/uJnKSFjI66XIlX4IbnS69RFfw2lYmUohEATMbSKg4rjphCVhZ6mxPHpCy6jL34UtUJ6COY9J6SUpAvPkik+jxA+GmK/STL0qSoJ5WcZYf9WDK2Ns5P/mYn8twn5bicaeGgG3YsCKnGa418iEjgfeRUwluHXl3Jm9F9iOqfIFl8hErivojNShqpEaIj/GxQRmGZ96tdX4NM66B77HI47Qt7cQ8i3+aZ64RJCIehbT1P83zGc/jOK9iFGs/+Tyfx3CPu3EPHfS9i/DV1tqBw/ve2ezDGe+yeK1rtoSj1N8f+HeOhjKGJqqGJS/hwSa0b9iLKmRRSV8lzW1JrKjv98yIkSE/lvkzN3ETBW05r8wymRPgGWEzI2gHRIFX7EWPYfiPjvrl5DF8JxJ4gHP0pL4vemEIpBYxVC+Dmb+gNK9gmK1oHqXBFCQVNrqsd70qxE73hoas3lXQ9KEIVgpZzcrHo0M8H1shTtgwihEg8+TjL8c1POV8i3nkTok3iyMO06E0JBV2tBLeckuzJHWaNCQVPrLqsP7yc0+OoJayGiegS/4ieqf/Dsi13P4/DQCBvaW1jf1oyiCCbyRXb19OFJyaaOVibyRY6PjJXdSNpbSAQDvNs/RE0oiJSSvGXzxukeipbNurZmEsEAe3sHMB2XqN/H5oVtUxZLXsV15Gc3rOavX99NpliibzLFr911OwFDR63oH/zSlvWEZog8sF2XPT0D/OToSTa0t5AMBhhKZ9ndM4CuKtzZ2UFTNMLCmmQ1zaIuEmJJfQ2m4yClJFUs8VZ3L64nWd/WzGA6QzIUZCxXIOwzaIiEqy4WFyIa9PO7P7OdVW1l8k3hAh2v9xmklIxk8gyly5Eg54iX9xpCCHRNpSUZ47Nbb2NtRxO//eRznBoeZzid46XDp9m4qPW6i3ZeCVx5XsdtJihCXHamslDEnD8pz7/yvyN+H09sXUtzYv4C6IoQrGydi2Q8X/6HCePFAn+08zUCsxAz+0eHAPjJmdP0pFOz3gPuau3gM8vXzKtOIQSdrbX8xqfv5m+/9yanB8dJ56amNUskk9niLCXMDesSLh+qUNmYWMWzQzt4UXkLR7rEtDCfaL26NcrNd6Xewi3MF9JFyjJDKYSvEnZ9WQVQtPZTtA6jKTXUhJ+YQkyUyxX49SXEQx+jlD5JtvQKpnOGoLF2Skk+fUl1F11VIhhqC647id9YhlL5vrxo9yFnEJksQyMR/PgUYqLcBoN48HEm89/BcvrJll4jGnjwphNFVJTgtLaf/1uAgLGadOHHON54JVT95oEnM2RLL+HJPNHAA0QD900bXyFUYoFHSBeeJm/uJl18loh/G2IGYcdY4GGCvg3Tvvdpnfj1ZZjOaSy3r5xCc9HzSZ8lKqT8AtaEX+sk576B451LVbm53gKEUIkGtuPTFjFZ+DaZ4otYTl852qD4Ij5tIfHQx4gHH8PQWri4/eU5/goCnVjwEeKhx6cRE+V6xBRi51rB9sbIFJ9DCINY4GF82qJpLxGqEifiv7eiS3IM0+6ekZzQlATJ8BMzRDppZe0SJYEnc1ju0DXvx9VCCB1ViSOlTcE6gOmcxqe1TyE4yiTQ7I4BHzaMmKO8Ob4TXejU+WpZEukk8QHTnNAUhfuXLuK1kz0cGx7l3q5F7O0doFBxbdh1pp+caaKrKlG/n319gzy4fAl+XeP02AQb2ps5MDhEqlCisy7JKye6uWNRO3t6BnhkZRcNkfC0O5pEcnJknD9+YQd3dXZQEwqydVEHX9v9LgtqEtzXtZCJfIG/fWMPdeEQP33bCgL6+XmqKgrtyTjNsSirmxvQFIUfHjlK1O+nbzJFLOBn88I2ZoPjeeztHUACiWCAV06eoWBaJEMBTo1NsLiuhqChz0hOCMqbSrPtkr6f4HqSI4MjnJ0skxN+Q6uSLjcLFEWwqrWBj29cwR8/9VrVqjVVKNEwh7vJe4WSbePNkW4TMPTq3HE9OS/RyJJlV0iPmRE09KoIo09TuWNJB5s6pz+/buHyUHBsXui5dGTi8ckxjk+Ozfr3qM/PZ5bPv15dU7l3Qydd7XUc6R6md2iSfMlkIl3gxT0nUITgng2LiUcu3wqlqXZu0koRCqtjS2kO1DNhpVEQNPhriV0lMf+hIics22HvoT5GxrIsaK1h1ZImRidyOK5Ha2PZMiuTKxEMGNXwl4l0gXS2yMLWqw+jl1Jy4NggZwbGiYb93LWxE+2i/CTH9eg/O0ksGiARvbapGp6UHDs9zOGTQyTjQTau6iASuryXe8+THD55lol0gU2r2wn438Ocd3HO+aCSl33Zectuxd7OQVOTBI11MzKZQiiEfLejiiCel6VoHZpGTmhqotqWsihgACEMNOW8WrFAQQgDPFnJwZ4KXa1F11pmbKmmJAnoy7CcM1hOD54sooqZhXfeS0gpcb0UpnMK2zmLK7N4XhGJRd7cXc41lx43m02o5QxVUoQkQWM9qhKf8ThNrSForCNv7sK0T2J7Y/iUqSFvQhgEfbehzHB+yjvHFSFSmZ9RvwPKESyWM4DlnKnoJuSR0sTxUlju2cpB55wfbj4IoeE3umjUf4ua8C+QLb1Ctvgq2dLrFO0DFFMHyZXepDnxpWlpGUX7SFlHRgkR9d9XjbC5UbCdgepcKNqHGcl8ZcbjTOd0RbvFKRNNM0BX6wno098yhBAoIoiqRLCdHFJe2a7G9YSmJIgFHqFgvk2m+DyOO0w08BAR/90V0vXGiW69X5C1szT6G0hbGfJOHsd7/9q/zoWWeIwnNq7h+/uPcGBgiJFsjqLl0JqI0RKP0jeRoikeJajrHBkaRRGCRDDAWEWEL29aJIIBmuNR3u4dxHZckqEAC2sShGZwIhAIltTXsnlhGydHx5HA5gWtrG9v4X++tpNVzQ0kQ0E+t3XjjL8/V38s4KcpFkVRFEayOUzHpSEaoTYcmpPiLWvQ2DTFIiSCAY6PjBEN+BhIZ/BpGplSqWq/+kHGZL7Ic/tPVMPTu5pqWVB3c5JvF+7sZ0smpn1j3zlme7ZfjHS+NKfbSTIUqKZyWI7DWHZ2XbFzSOVLOO7s955kOEjIVybvTMflbOrSGkS3MDvChsH2BZ3XTNBzRU3dpQ+6CJqq0t6YoL3x/PXYOzTJrkO9CAG/8JGNdHVcOztoT3oMl8aJ6mFCWoB6Xw3jVorjuR4szyYaCzN3/M7c+NCQE57n8equkxRKFisWNxIO+bAdl0LJwu/Tyw+fosUzrx5mzbIW2poS+HSVXL5UDS+0bZexVA7Pk/h9OvFogFSmiGk5REI+dE0lnS3iepKATyceDU4JbSoULXYd6OGuDZ34DA1FCAoli1SmiCIEtckwxaKFaTvVOgsli3S2iKoqJCJBckWTUqnMnNYkwigCxtMFHMclGQuiqgqT6QJSQiIWxHeBWq6Ukt7BCRSlHFL4/I4jPHLPCgpFC8t2iYb9lK0vIeDXyeZNAj6dYsmiULQIBX1Ew34CfoOTB3pYuaSJgN8gnS2SK5gEAwbhoI90tohtu+i6SjIWpGg6ZLJFNK38OV+0sGwHy3apiYemtPFyIIRRtSp0vUk8eXk+3hKJ444AVBYKMy9IAXS1DoSO9HLY7vD0tlws+CegbNnpu+i487VfjHI+/sxh10LoqJVFrScLeDKPys1DTkjpYTm9TBa+Tbb4CrY7XImOEJzrtSfzzGTteDOgbJmapSymVltNK7kYAgOtEqrueKkZBUgVEbqEtsLsN2xPmhUBxW9SNA/gymyFzDk3ju68xAxvFgihYGitJENPEAt8hJJ9lIn8N0gXniVbeoXhdIyWxH+cImjpuCNIXBQMdG323czrBdsdRuIhZYl04Uek+dElfqFMc4c5h3K01Gz3t/PXxs0IIXQSoY8DkvHc1ynZxylah5nIfR2/sYxY4FHC/s3oatMcffxwIW7EOZo9Tm+hnyXhToLa5e9U3eywXJdXT5zh1Ng4ihA8uHwJnXVJ3uruI1MqETR04sEAQV3Hp2vEAn5Gczl2nOphslBkb98gXfW1vHD0JL2TKVY21ZMMBUkGg7PmvauqQk0488KWBAAAIABJREFUyOqWBs6MT3J0aJR3+gbJWzbNsQjJUABVCP7+zbeJBXw8umrpNM0JRQiSwQCaIggaOg8uX8I7/WfJFEuEDJ2jw6O8238WVVFoTcTwpGRv7yCu59GWiP//7L13nF3Xfd373afdXqfc6X0wBTMDgCR6IQGQFItEylShFElucXuOa17i92L7+SV2EjvNH9t5jmPJjmw/2ZasZomUSIoFJEEQnShEB6ZgML3euf2emj/uxQADDIABCJCUPOsvDO45++zTz157/daio6KM3RcGAFhTW4XtFGaxG0oiDMUTP/LkRN4w+fbBQnwngFtVeKynjYjvw3mNG1cNzl2KvKR6+2ssVG97mwJwqQUiwbKdWxIipmUxOB1f0NdrURr0EfV7uTgVJ5036J+cxXacG94rtu1waSZO/iZy/PKgn5poiHOjU2R1g5ND4zyxuu26ydIPPT4khsMVvgD/YevDt15wiXDdJb8OTVUIBTwkUnd/8kO3DV4Zf5sHy9fhVdz0pgf53sgb1Hor2DWxH0VS6AjeefrWP5kvimzOYGg8zkPrWqmvLnwIz85leOtwL9WxMBWlASZmkhw7O4ztOHjdKtGwjwPHLyJJEvXVUTJ5nWOnhzlxfoTOlkrWdNbw6t5zuDQFTZFpqCnh1b1nqa+KksnqfPqJ+xYMvDVNIRRwc+HiJF2tlYDgtb3nyOZ0gn4PW9c2MzqZYNe+c+zc2IbPo7HncB9zqSyJZJaNq5vYe7Qft0tldi7Dzk1t5PIGJ8+P4vNoPNBdz/RsilO9Y1iWTVtTjPs6a5GveijLskRlWZDW+nKef/0E5/omePf8CC5NwetWqY6FGZmYY/N9zbzw5kk2rm5k37EBNFXGMC2e3tlDOOjBU2Rd01mdF948hUtTyOUN1vXU8+Lu01SVh5iZS/PEtpUcOzNMOquTSGV5eFM7x84Mk0jlCPpdbFzddMfkhCx8qHJBFq6bl7DsOI5Td3upAPMz+PItyiTkIgvoLFKSIAouV4sONG5n8CFuyjRejvR0cO5AJVJIN7lX0M2LDM/+W5K515GlIH7XRtxaJ6pciSwFkISLRPZVplN/f8/68N5wOUFAILiJ2Zgo/F6AxWJki0C+Ln51KXAcg7nMDxiN/x6GNYFLaSLkeQSX0owiR5GED9vJMpn8Iln93dtu/4PEZcWITypcF7IUYjr5FRLZVygN/BSyFJk/5o6jF74LJXHHMaTvBZeTJYTwEPI8gibfWu7qVRevDy2Qkx9eAuJWkKUAJf7PEfTsYC77A5LZ3WT0wySyr5DMvoFH66E8+PMEPNuXlRRAiRZle/k2kkaKsBbGJX240nTuBjRZZkdbEw+taCw8LYvGeM2lJTgU0jhay0q4PDPTWFK4t392cyFGXRICSQi+sP4+wEGSJATwsZ52pKJ3xNDsHMnclVSdilCAT9/fjSwEn1izEoGgPVZafEwU2vuV7ZvmZ6sTuTwnR65MIvhdGrXRME+v6kAq+j30VFfQVRmb73NFMEDLjoJC9rIx5S89tGH+bwE0lkTn+wywuqYSgcDhxoPFHwWk8zrfOXSKv3v7KOm8jhCwpqGK7SubP7TlKicvXTn/pUH/ooqaazEf9+o46KZ1UxJgMUhCEPIWlH45w2BsLoVl2zc0Or00PUfv+MxNx9iKJNFdV8GRgREMy+L44CjxdJboIiVEANOpDGdHp246i6/IEhtb69l9dgDdtDjYO8TAZJzmWPRD74WiXmXeaVhWUXXywZIqiiQR9dybUIKpbBrdsoi6vbhvk7RQFYlo8N6QE5ZjM2ckCSg+TNtk79QRVoXb2BnbxL7po5xO9C6TE0uBKKoFdPPKYCIS8rKioZxs3kSSJBqqS2iqLWH7+lZixTqbzpZK+i4VaoP8Xhd11VEURWLD6kZOXRjlwsAELfVl6LpJXjeoKg/x6JZ2vvPKcbI5fcHAW5ElHtvSyeDoLLv2n+fxbZ0Mj8f57EcfIOArPNDqqiLUVkRwnIJq4vjZYcIBD7phMZfKIkmCrQ80c7Z/nJl4mtHJBF0rquhpq0I3LPYc7mVsMkHQ7yaRLMjF5EUY47xRMHkaGp+l9+IkzXVlWJZNacTP+YFJ3jk1SCToJZs3ONM3RltDjJxukMkuLEeYnEkiCcHHtnfz3K53GZ1I4HYpPLypjZd2n2ZgeIZ3z41QGvGR100SqRwO0NpQxtru+vd2ToWCW2tDEn4sJ0E6fwCP1sVSH1SFD6uCBMp2sth29roEjcuw7ASOY4KQbqqweC+wnXRhG4vAca7MmEu4EHcgdbfsJM4S0gpuF45jMpP+BqncW8hSiMrwbxPyPIosBRcQPjnjAoIP54eMEB4k4QXswnFyrAWmnvNwzCvnQfhuch5u/wVvWJNMJb+IYY3hc20oljy0LihrMMxxZj60BM+tUTA/DRPyPE488z1MawLjGr8FSQoWBjaOiWnP4OLOnfLvBLIU4rLqKeR9grD3yfd1+x82CCGjKTWU+n+SsPcp8kYvydzrzGW+T0Y/wvDsv6UamZD3kQ+6qzeFaVjEp1NMjMYZHpgiGc+QzxnvKe6zsa2SjTuvxIeP5ydImxlm9VkOzx7lwfIt+JUPj8LtbkAIgSzEdW9ZRb5aOXj9v6VrZmUXLA/Il9dxHAJuF9pVy7tVBblIKlxeTmLx9hzHwaMqC5QTmiIXozuvvH8kIZAW9Pn6Nm/V5yv7+eEe0C0VTjE+1bIdDNMilc/TPznLtw+e5K2zA8xlcgigOVbCz2xfS3nQ974MZmdSGfKGRdjnxq0qN9ym4xQibk9eGuf7R88CzEe1Bm6hbJEkQVmwcK86wIWxKZLZ/DzZsBTIskRLrITdZwawbId95y/y5Jp2qhcxm0zl8rx0/Bz9kzO3bHdbWyPf2PcuGd3gcN8we88P8mhP67xvxGUYpsW+C4OcGLy1h9Hmtnra3ynj+OAYvRMz/O2eI/z8zvXEQv5Fj+/lKN5kNo+qyHg19QMhMkr83oKxaTZPIpund3yalTWxDz2pcqf4syMHODk1wf+1fitrYlW3ta6qyFSWhpiaTS949t0NSEKgSioT+WnGcjZjuSl2xDYiCwm35CJv3yC2dIn4J0NOuF0qLfWlHDx+kaHRWeqqovh9Ls72T6AbJh1NMcpLArg0hcMnL/FAVx0uTeHUhVFGJucYGC5IGJ977V26V1QxMZ2kvCRAQ00JsdIg5SV+VEXGpRUenJIkrmND0xmd4+eG0XULIUBTZcJBL/uO9hMOeuleUUX/0BR9Q1NYjkM07KWlvgxJCLwejdrKCH2XppBlqVCaIQkqyoKcH5hgLpVlRUN5QRUiBNGQlxWN5ddlO+uGxfGzIwyNxamtiFBfHWVqNk1FWZCKsiCx0gDlJQHeOtzLTz6zHpem0lRbSmnUTyjgwed1cfjEIBdHZjjbP05bYwzTsnjrcC/pTJ72phiJd3McOH6RuVSWtd11tNSXFR5mHo2aijD9Q9O4XUt3jb8Z/K6CrDhvJolnnifofQzXkqXgEm51BVAgH/JmHx5t8ei3vHEe28kj0HCrd84G3gyGNYlpxxe1+LOdHLo5QKHsoGS+nKUAgRAyjmPhsPgDwXZyGNYwt1dWsbSPdstOktNP4qDj07YR9GxHka8ncAxrrKhOuBWuLn55f2R7qlyGKsfQzX7yxoVC4sYiMaGWnZqPYlTlChTp7tXb6uYAeXMQSbgJe5/Ao3YtkgSSw7An79o2PygI4ZpXoFxLWLmURgQqtpMjq7+LbxFj0XsJTalFFn4sO0FOP43jefxDYz77ft0Pi+FyAocileB1rSHgfojh2d8mZ5xjLvMcIe/DLG2Q9v7vQ2I2zZsvvsuu549y8fw4hn4lnu+9YMfHVi8gJ1JmmpHsKFkriyopZK3sjxw5ca8hiv4Q72V9r6bNR3cuY2k4NzrF1/cfBwTpnF6cgZ+kd3yaVE7HdhyEELTESvj1xzdzX0P1+zYgfONMP1/fd5z7GqrpqC6ntiREacBH0ONCUxQcxyGV1xmdTXL04gjfPHCC3olpANqrynm4u/Wm0ZdQmP3uqC5HkSVMy2bPuYu8cuI8j61qmx+IO45D3rTI6QZBj/u6NlVZ5v7Gar669zhZ3eBw/whfeesd/tmm1VRFgshSoe2hmTlePHaWv9tzFGsJz6H2qjIe7GzixWPnSOV1vvjaAYSALW0NBNwuHCCezvLW2QH+YtdBssatTTMrwwG+sOU+fv+7u5hJZXnundMksnmevr+T1ooSIj4PkhDkTIu5TJbxuRQXxqc52DvEI90tPNqz4gOh5JrKo5T4vUwm0kwl0/ztnqP8wsPrqS0JzysqTMsmnddxqQruD2FCy+1gKJng/MwUmSWc02vhcal8/MFuNvc0Uh69u2awqlBpCzTw/MguwGF1uINyV6EqYUaPE1Tf2/Z+uM/abUASgnXdDcRKgmRyBf8El6bwQFcdjuMUSQV4dHMHU7NpNE1BVWQ6WyppayzH49ZwaQof2dKB26XgdWuURHzs3NhGMp0j6PcQDngoCftwu1QeWt+Kokik0lekiQ4OJWEfhmGzorGcSMjLR7a0MzKRQFEkZFkQDnp4aF0rmlbYxkPrWxmbSGA7DqGAh4fWryAa8rKqvQZZErhdKkMlAfK6icelsqqjhtKIH90w8Xk0Mll9niRxcFjdXk1VeQif10VdZQRZEmiqTCqTJxzwoCoyqztrqI6FiJUGkSXBI5vbmZ3L4PVoyJKgsjzE49s6Cfo9hPxudmxoYzqeprWhbL7GqSTso6W+jOpYmFDAy9hUYbbZpSms66nH47475IQqVxH2Ps54opesfoKJuT+mPPQraHLNIgMKpzhL5hRnxSW8rjWocg2mNclc5sWiM7/7Kom5g+UkmMu+hO2k8WqrcKvtd6Xv18JxciRzb+DVuhfUcDuOTUZ/h7zRjyS8eF33LfhdEh5kEUK3h8kZvdiOvkAO7zg2mfwR8saFJfRCKhp7iqKPRxan+FFyY1jz5TFCqFw7p1aQSF4knT/IUsgRIZR57w3TmsRx7Hs+OFSkUnyudWT0IyTzu4kY568zSHUch5xxmlRuP0K4Cyapd1FFUygXKqRvCKFdd8wdxyKtH0Q3Bu7aNu82bEfHcXQk4V30nDmOg0OeVH4vph1HliKo8sKoWrfailttJaMfIZ75Hn731gJhcU17l+9l4K5eH6pcgd+9gXjmeRK51wh5H8etdtxg+zYOJoLrz9fdgiQ0BAo2eUxragn3491Bgey8ft8KKSkaHm0lHq2bnHEG057BwblhWVrheSTjOOb7vA8Oc7Np/uaPX2bXc0fJZd/bbM7VEOL6KFy/4mMyN8nKUAfT+izSh1QptoxlXItDfUMc6hta9DdFkoj4PGxpa+Azm1bRWV1+w1KFewHdNDkzMsnxwTE8xVSUoMeFV1NRZBkHh5xuMpvOMj6XJG9aSELQWlnCLz6ygcrwrZMDJCHoqa3k/oZqDvQNkcjm+aMX9vD9o2cpDfgQAjJ5g3Repzzo5zc/vv06NYYkBD11lexc2cyLx85h2jZf23ucg71DVEdDuFWFZDbPWDzJxek4HlXl0xu6+f7Rs8xlFvdME8VSkZ/cdj+Dk3FODY/TOz7N739nFy2xUkoDXiy7EPHaPzGD5dh8cl03r5/uY3wudcP9VWSZ7Z1NTCRS/NWbh5lMpPnB8XMc6hsiFvLjd7sQojDQT+V04pks06kMpmUXkj0+oKCwiM/DR3pW0Ds+g2FZvHjsHOfHpqgrCeNWFfKmRSqXx7Bsfn7nOta31N260R9RqIpMT+vtqS2WClmS2FiyhgZfNQKJSncpqlT4bu8Jt6FKKpP5GaJaGPkOvs/+yZATAKoq01K/0AX12kSM8pKCcuAyOlsWxiSt7lhYf1xbuXDm1F9Mv6gsCzE4OsvM3BXDvIqSIG2NC+VH4aCX8FV9qCoPU1W+cMAT8l+ZRfB7C+1frTy4dp8u/53XTS5cnEQ3CwNHSQha68upii1sv64quuDvcMCzIHKmsixEZVlo/u9rk0suqy4Akuk8HS0VdDRXzJe0hIMewsEr7d0t1UQBgoj/06Tzh0jl9zKb/jamNUPE93Hcalth8CgEtp3GsCbQzUvFj+oOhBC4lCYivo8zmfwS0+m/R5HLCXkeQZHLAAfdvMRs+tsks7uQhJuI75l5Q8S7D8Fs+uu4lEYC7s3IUhTHyZHRjzOV/AssJ4FHXUnAvW3BWopchkttQbcGmct8D69rDX7XJiThwXbSZPV3mUj8T4yi+edNeyAEmlKDJDzkjQGSuddRvFFkKQg4ReM/B1m6co9Iwo8qVwASWf0EWf0EfvcmhFBwHIOscYbJxF+QN84v7SgIFU2pJ2ecJp3fT0Y/gkddWYhhxcC2M4XY0rvoRyCETNj7UZK518nqJxmf+2NioV/GrbYXvR5SZPUTjM/9CaY9iVdbTcj72OKlH3cIVa5EFn50O0Eq9xZBz04UqeCubDkJUrm3mUz8+T0pzblbyOmniWe+i0frQlMaUOXyospHxnFyGNY4ydweppN/g+PoBDyPoSm1C56JilxGxPcJcsY50vlDjMb/gBL/Z3Cr7fPXnWUnMKwxDGsCn+uBG8av3glkKUTE9ynS+UNk9VOMzv0XSv2fx612FrfvYNlJDGucvHG+4E3h/cg9iTWFAvmoKTVk9GMkc28S9OwsqrdUHHRsO4MsBe66KaVhjTGb/hZebTUutQFFKisSlw6WPUc6f5isfhxQcClN3OxLVRJeNKWGnHGGRO51Ap6txXWUe7sPusUr//gOr3/v2F0jJtwejZqmMuqay1j74EKiutxVxo7YQ8hCosHXgCr9k/rEWsaPCGRJ4FFVwj43sVCAtsoytrY3sqq+Ar/b9b77a0R9Xkr8XsbiSbK6wdDM3E2XD3ncbGit4wtb19BVU7GkMbQQgspwgJ/duY6caXJ8cJTZdJb9Fy7N769dnOlrqyy7YcJGxOfhZ3asI2eY7D7TT960ODMyydmRSUTRUwWgOhLkM5tWsb2zmSMDIzckJy73raOqjF97fDN/+vJeTlwaZzad42DfUKGyyClwBSV+L59e28OnNnRzaTp+U3ICwK2pfHJ9N6UBH3//9lFODU0wncowXUzVuRayJKgrCRciWT/AKoqnH+hkeDbBC0fPks7rC46vg4PjFLxxEtn8rRtbxh1BIHDJGg2+6z25Yu7CGOnL/d/kU7WP41du349j+c15jyCEoL4qSv01A//3Ey5NYWVr5a0XvIsI+FxsXP3+1YgLIdDkGqoi/y+j8T8gnd9LIvcKqfxeNKUaSQQQCCwng2VPY9pxaiL/AY9WiPeTJR+lgZ/GsMaJZ55jNP77zKa/WSQgbAxzlJx5AUm4ifqeJex9+p4ZvxUGwm5GZv8dLrUJWYrgODnyRi+6NYwqV1AW/DlcykKvDkUqIeJ7hpxxirzZy/DMb+FWVyAJD5aTRjcHEKiEvE8wl33xVkeUgHsrbrWDjP4O43N/RCLzErIUwsHCcfL43VspD/78/BqS5CbkfYJU7m10a4ih2d/Go3UhiyCWPUvOuIDtpIn4Ps1M+mu3PA4ChbD3Y6Rze8kZFxic/nVcSiOScGM7ecCkIvQbeF1XTAgvp4Wk8nux7UKaiWlNkjf6AEjlDzAW/2/IUhBJ8iILHwH3g6jKFfLRrbZSEfqXjMb/I6ncbvLGeVxqI5LwYTkp8kYvpjWJS11BLFTo092EqlQT8j7BVPLLzGVfxrDG0ZQGBBK6NUxOP4dbbSHkbWYu871F2zDMsaIqYRbbzmDZcTL6MQB0c5DR+O8jCV8xUSRQUAJpbXdtH0w7zkzqq9joqFIZilxa8PIQciEK1ZpCt4bAcfC7NxEL/tJ16hNJaER8T2NYQ0ynvkYi+wMy+UNoSi2SVJDI23YKw5pCEhr1pX+2gJywHYNUbg+6eQnbSWPbabLGSWw7C9hMJf+KZPZ1JKlwHDSliqBn5/z6Qkj43ZuJBX+VicT/IJl9nWz+KJpSX9i+4xSvrykMe4Ko71lCnofv2ceaLIcJeT9aJGsOMjj9K2hKDQIN28khkKiO/h6acuUjwXEsssZpsvpxbDuN5aQxzOF5gjKReRHTmkAWfiTJhywFCXoeLpKQBVj2LOOJP0EWflSlGkWKIgkPDjaWPUfe7MOyZvBoXUT8n7ypma8ilRD2Psl4op907m0uTv0KmlJdUIQ4eSThojry71CVu/e+chyHydE4L3/rMNmiglFIgmhpgO61jTS1VxKK+JAViRf+4QAn37mI5lb51D/fRqQ0gGlapBNZLl6Y4PyJIabG5jAMi2DEy6f++TbWPdSO6xoFYFyPs2/mEKpQiLnLqffVEVJvnhO/jB891JdF+H9+bAdZw0RTZOpL37vCrrs2xh9+4UlsB8JeN+FbeCH4XBo/+eD9PLGmQKC1V5UtKENQZZlnN65iS/v17zFFErgUhYDHTWnAS2nAt6S0i3uFDa11/KfPPs6ZkUkujE8xPJNgOpUhkzcwbRtVlvC5NCojQdoqS1ldX0VndTnh20wSkSTBuuZafveTj/DmmX4O9Q0zNDNHzjBwKQpBj5vqSJA1DVW41Rslqwmay6P85se3s/d8M/vOD9I7Pj1v8BoLBeipq+DB9ka6aisQQvBbH9/BdCpDxOe5YRmCJEmsb6mlOhrijdP97O8dZGh6jpxhEvF56KwpZ3tnc7FvCr/6+BY+vTFJwK0R8Nz4m9Xn0nh8dRs9RdPNw/3D9E3MMJvOYlgWHlWlLOCjvizMypoY7VXlNJRFFn3a//jWNXykpxUhCiTGrdBQGuF3ntlJ1jBxq0qB9LgFhBCUB/38+uNb2NBSx1tnB7gwNkU8m0NC4HNrlAd9NJWX0BIruWV7/xThOA6Gac8TbJIQBaPRW5Q+3S5yln7Hnk7L5MQyfughhIRbbaMm+h+YTf8jydzr6OYgujlYHMwKJOFBkSL4tDVo13hSKFIplaF/jUupJ5F9hbzZS1Y/BghkKYxX6yHs/Rhh71NFs7x7A0nyURH8NWYz3yWd20fGOoqDhSwF8bnWE/U/S8jzGNfetkJIhDyPYjspZlL/QN4cIJnbjUBClkJ4tE5K/D+OJNwksq/dsh+qXE1F6P9kMvnnZPXTpPIHARshtMIxdD1w3Tp+10ZioV9nOvX/kzf7mMu8gCRUJBHArbZS4v9V3Fo7qdwenFtGvgqCnocwQ7/GbPpb5M0BdHOQy+dRlWNXpaxchkNGP8zI7O9SkNrb4FwpN8kZpwvKDSEVPQ4kGkq/uICcQMgE3NuQIl6mU39PRn+HdP5gsUzGhSKXE/Z+jKj/c/hca+AuS7Yl4aU08JM4jk4i9zoZ/TiZ/BGEcKPIpQQ82ygL/BwZ/R2S2V2LtpEzzjAa/09Y9mzxGNjzx8CwxphM/MX8MRDCTSz4S3eVnNCUKgKeneSM05jWNFn99LwPihAqsgjhUTvxuzYS9T9bIF8WmYWTpSBlgV/EpbQQz3yXvNFLzjhz1f3sRZFL8WqrryM3HCfLVPIvSecPFlUmdtFotlBSFM88X0xkKVwHHq17ATkBlwmSZ1CVGmbSXyOnnyRnnJuPDL28fb9rE3735htGAN8NCFxEfJ/AsuMksi+jm5fIGecQyEiSF5fScJ2axsEikfkBk8kvsfB+KNStpvL7SecPgSikEEnCi0frXkBOyFKEkOcRsvoZdHOQnH26eC1JyMKDIlcQ8G2lxP/jeNRObgYh3ET9n8GykySyr6KbA+SMM8V98OFWW++JIqjvzChD/Vc8Wtq6a/ncv9hJ+6paXG4VSZYQAo4f6OPUkYsoisTGHZ3Ur4iBU4gg1/Mm48OzvPj1g+x6/ijT4wm+99X91DSW0bCiYoH346wRx6/4SJtppvUZKt0V3CCVeBk/wgh53Wxua7irbZYF/exY2bLk5TVFpqfuxmSfXPRY6Ki+e6qze4WA28Wahiq66yrQDQvDsjBtu6BCKJYXyEKgyDIuVcGl3CRx6xaQhKCpPEptSYgfW7sSw7Tny9BkSaDKMpoqLzBsvRaXB9BPrm5nR2czedOcV0wokoRHUxcYe65pWJr0XpIkakvCPLuxh6fu70A3LRynkDbj1hQ8qjo/wFxZE2NlTWzJ+1wTDVEVCbJjZTO6WUjBcJyiibUsoSlywZj2JuU8XbUVdN1G+vd7uU9CXjePdLewpa2evGFhOVcG2oX+KriVH7Jo1HsM07IZmojTPzzN0ESceDKL44DPo1FdFqK+MkpDVRS3dmPT2fcL4r04Vd9FfCg6sYwffjiOjWlPohuDmPZscSAskCQvihQtzgCW3qAe3kI3h9DNASwnCQgUKVqUp8cWqTk3yOhH0c1hPFrnvLmmbedI64ew7DgerXte6WDbWZK5twrGka6187O9o/H/zETif+BRO2go+xKyFCFvXMCwRnEcE1kK4VJbFu3Dtf03rFHyRj+WHQchoUgRXGoLilSG7SRJ5nYjCQ9+96YFKRDXt+Vg2dPkjAuY9jSOYyEJF7IUwaXULRzUX338rGHyRh+2nQChoEjhYhRmOY6TJ60fwrYzBNxbb5iMsvB8XCRvDmDZ6YLRbHFQ6FJakCXvVcva6OYlMvo7N23zavhdm1CV61/eTnFmPG/0YljjOE4eIdyoSgUupanop3D9g9swxwq+GkLB57r/hqUGmfwx8mY/ihSdL3+5GradIWf2YpjDOI6BEC5UpRKX0oQs+TDMUdL6ETS5Go/Ws6AvhjlGWj9cjMO8FWQ8Wvv8dXs34DgOjpNDt4YwrElsO4nj5IuRfxqyFEZTalDlyiWVxDg4WNYMeXMQ05osKgUEkuQrlDMp9QsG1FDwvUjn9mHa00vqsyyFCXq23/B3y06hmxcxrDFsuyB3LWy/HE2uWdT8NZXbj2GNosqV+Fz3LUpeWPYcqdwBbCeLV+vCpTbdtJ+2kydv9KNbl7DtLELISMKHKsdwqc3X+MxY5Iwz5IyPKNA0AAAgAElEQVRzSzoGIBP0PHTNsXSw7Cy6OYhpTWA5qcL1iIQk+VDlSlxKPZK0dMmmbefIm33o5jC2c3kf/MV9aLqrpVqO4/DlP3yJr//FGwBESv38y9//FPdtut4c709/9zt8/2v7cXk0/uNf/jTtq66vU06ncjz3lb18/S/fIJPOs/nhlfzibz9FtPzKMRvLjXNg+hBD2REaffVsLt1IUL11vfsylrGMZSxjGdfi51/6DodGh/iThz/K5po7Szi0HYfJmRTfffMEbx7ppX9kGt1Y6P8mSxIVJQEe6Kzjme09rKgrKK3eC0nxZxf+ns/XP0VAXWAKvaQGl5UTy/iRQsFRPoYqL40xXriujEutx6Uu7QEghIrPtRafa+2C/5ckNwH3luuWlyTPTeP2Ls8cypIPr2sVsGrpnedK5N/V8u6rIYvgkmMRC2x5Kf7b8NcQQsal1OFSFjcgEmLx43LT9tSmWw7aCstKt3Xubt6WQBb+4jlYOlSlgrDysVsu53WtumnbkuTFq3WD1n2D7VQSvoH8vdCHDy76UgiBEB7cUsHU8j23V0ynUeSlyzMloRHwbLv1gkuELPkLPjUsnuSzGPzu9UtoN3Rb8ZuScOHR2vFwa0NeIeSit87S+7xIK8iSF4/WDkvY5lIgSW48Wice7eZKi7uFkYtT8//uWFPPiq6aRaWrqiYjJAGOQz63uCu61+fiyc+u5/zJIfa+epqj+3rZ8/JJPvrZDQip4OQfUcOsL1nLCn0Wn+LDI99+5PMy7i4cx2F6Ns2l4RlcLpW6qgh+/709L7phMjWdorwsuGg5hG6YDAxOk80ZRCM+qmKhRSPfszkDl6bcUm7tOA6j43MIUfAxuzQyS31tyYIo+3uJeDrLmZFJ8ubiUeh3ippoiKby6Ac+i7uMZfww49LYLF/89l7ePNJLXi/co5oq49YKkyaGaZHLGwxPzjH21knODIzzS5/eytrO2g/s3lsmJ66B4zg4tkM+p2ObNkISqC4V9Q4f8rbtcOCFdyivK6Wp+70PnK7tq23Z6DkD27KRZAnVpaKoN5+RtC2bAy8c4dT+85RWRXn8p7ejutQFtUEf9MvAcRz0rI6hX3nZqS4Vl+fOZtZs22bvdw9R11FDbdu9ca9dxjJ+GFFQO+RvGEO7NIiiomRZRrmMDw8Sc5eVLoLaxjICwcXVWppLRSpGBWaSN3bND4S87HzqPg7vOU86mePA62fY9ngPoaiP3lQfJxKnqfPWokoKR2aP82D5FkLScl3HBwnHgdNnRzlxdoSyEj+jY3Ee3NyGZVrYjoOqFgb/hl6Q3iuyjKJIGEZB2n75b70YP6soEooiF2YenUK4r0tTsCwbw7AQQpDO5nl9z1k+sqMLn1ebj5i/jFQ6z6u7z1BTGeboiUG2bmilrjqKYVoIBJomY9kOe/Zf4P5V9QQDBTKlMNvpoKnKdWTG7n3nMS2b+3rq+Pp3DvNzP76VcMiLYzsoqowkBMZVZQCqWtgHy7JRFAlVkef3GQc0l4JtO5imhSRJaKpcWN8uzMReTZqcH5vi33ztRSYTae4mPr9lDf/qyW0o8vv7PTozm+b48UusfaARn+/2PMYcx8G2nfc863w7yGZ1Tp0ZoauzGtcSDednZlJ849uHUGSZWCzIpg0tjIzGEULQ2XFn38jH3r1EdVWE0pKlx0j29U+yZ+95VvfUsbKzCmmRshHbtjl3fpxD7wzgOA6PPrySWPm9K7FeDKl0nrf3nufRh7ve1+2+FziOw1wqx5ef28+uQ+eRJEFXcyUbexqoLQ/j87oQQE43GJ1KcujUIMcvjHD24gT/81t7KAk/SnN1yR1fx5qkcKe3wDI5cQ1s2+HsgQu88Y19ZFNZFFVh89Nruf+RnluvvCgcUvE04XtwI5mGxeGXj3P4B8fIZ3W8QQ/bP7OZtgeab7re2MAEr311D498fhuBqB+5WJc1N5kgn9UpqylBvM8vg2uRS+f5+h8+R++RAfxRH7Iss3r7SnZ8dukz7wvgQHI2haHfflbwMpbxowzbyTKZ/BLx9LfuuA1FLqM68u+Ls+zLWMaHA3pRBSErEl6/q6COWAQerwtJlrBth8Rc9qZtNqyIES0LMjo4zcjgNJOj8QI5ke6nPdDKkfhxImqYddH78Su+m7a1jPcHQhSS1BRZQpYlJqYS7Nnfi2lZNNWX0VxfxvdfeRe3W2VlWxXVlWHe2HuObNagrMTPxrXN7Dvcx9hEglDAw6PbO/nH7x/B53OjqRI7tnaw91AfQ6OzBP1u1vTUMTmT4uU3TqHrJh99tIdoeOG1EAp62PBAE30Dk5zvKxjVHnn3Eolkjp3b2kmn87y6+zST00m2bWxFUWTePthLMpVj7eoG2lsrF3z4uzSVbCJD38AU5aUBMlmDI++eZWY2TVVFmLqaKLveOkPA78blUnls+0r2vdPH6NgcPp+Ljz7aw/dfPYGum4yMxXn242s5c36UyekUiiLx8LYOdu+7gGkWCJgHN60gVCT7NEWmPOhDvsuD8aDHdceDm/eCdDrPqdMj9PTU3jY5kUrnOXt2lI6OKnzee2Oefi00TaG1OYZ6i4nJq5FK55mZSfPMx+/nwKE+Dh7qLxBVqnzH5ERTQxku1+0NKytiIbwejdGx+KLbdRyH4ZE4r7x2kvVrm/H6NLzv03G9Gvm8wbsnhn6oyAnbcTh4apDdR/pQFIlntq/iEztWEYv6Ua/yZXEcB8uyeWJzBy/vP8uXn9vPuYuTvLjnND/3zEa0G5i0Xl43YabwyG60IhGfNNJIQuLJqofuWD24TE5cg1w6x2t//xZta1u4/5EeUvE03mKspuM4WIaFbdsIqcCeI8AyLUBgWwVZvqLK8x9BpmGx9ZkN16kZLNOaX09RZSRZmm9fSALLLLalyYsyiQCz43Fe/bvdfOTHH6J5dQOJmSSh0kL9q2M7mIaJ4zhIsjRPQJiGxdC5UdxeFz0PdiLLEkISmLrJkV0nmZtM8MgXtuHyaEWZK0iyVGDPZQlJCCzTQlbl+WNx030QheMhSRK2ZWOahdkGWZGLZmSLv3ls2yYxneShZzex9rHVIEDV1Pn2EQUFiBACuTjz4TgOpmHNnwchBIpWuAFNw2LHZ7agXKWAsUwLp2h6dnWfbMueV9A41/R1sX243Nbl3x3HQVGV+d+WsYwPMwQgkOE9mDoKofKBfEUuYxk3gVw0rbNtB0O35o3troUv6EaSJQzdZHI0ftM2XR6NsooQo4PTxKdTJOIFdUbSSHIqcZbJ/BSapHJs7l02KRvwK74PXIn4Tx22A5NTSaamk3zmx9ZxtnecgcEpaqoinOsdp7Yqgs/nwufViEZ9DFya5tTZUVqbYvRdnKKzrQpNlYmEvJw4M8IjD3aQyxtsWd9KdWWYvG5y6twoX/jUBjxujdm5ND6viyd3dvODN04xPZO6jpyAYtqYqmCaFrblEA566Ls4xWw8Q3dHNc0NZTz5SDcBv5vR8TkCfjczs2kGLk3T3lrB1eXbPp/GXDJL/+AUtdURbMvG7VbxejROnx8lVh7A69F44uFuvvPiMeaSWVRFpiTq553jgzz5cDczs2kqykPU1ZQgSYKDRwZobYoxPBZnYipJNquzoiVGT+fC0tGm8hJ+8+kd6JbF3UQs5H/fY0sXg+M45HIG+w/2MTY+R3NjOatX1ZHLGxwo/l91VYT71tTzyqunOHCwj46OKtbe30Ao5OXS0Awb1jVz9twoAJGwj96+CaZn0+RzBo/sXIlp2Rw42EcikaVrZQ1tKyo4c3aUqekkY2MJWprLWbO67rrxQCqdZ9/+XnI5nR3bO3G7FPbt7yOXNxgfn6O1Jcb99y1uPO3xaNTVljA1nWJ4eBaPR2Owf5JvfOsQwaCHB+5v4PSZEVZ2VhMKenjn6EUqYiFMs9BXx3FYs7qehoZSTp0a4dSZER7c2kZVZRjLsjl9ZoRTp0cA2Lm9E8u22buvl3Q6T9fKarpW1uD1agRvoGgrHHvoH5iirDTI6lV12LaNoshkMnn2HehjYiJBa0uMVT21jE8kOHioH8dxuP++BqqrIlzoHefkqRHm5jI0NJTR01VDb98Es3MZJieT7HyoA82lsHffBRKJHG1tFXR11rD/QC+GaTEzk2b1qjqiER/pdJ6XXj5BIpll/domdN0kmzXoWlnNpaEZZmbTdK+sWbRE64NAJquz51g/qWyejT2N/MSTa4kEr/eIEkKgKDIlIR9PP9jNVDzN3754mEOnB/n4TDc1sRsnr5iOxctje9hS9gAVxQjRs8l+Umaah8pvXd56IyyTE9dAIBCyhGVaaG6V2raqQnau4zB+cZIf/PUbzIzF8Ye8PPSZTTT11POtP/4+pm4yOzFHPquz8WMPsPbRVViWzTf+8HlO7TvH07/4EdY9vgaAbCrHy195k94jA6guhdU7ulj3+BokSfCVf/9NKhvL6T95CUmWePJnH6a65XrzQbhc3y2wLAuP30W4PDg/QD73Th+vf/VtMsks5fWlPPy5rZTVlPDy37zB3ucOMdI3wZ/+2pfp3tLOzn+2lV1fe5sf/M0b5NI5LhwdoGdrByXVEcYvTnL/wz184w+fZ82OLuo6a3jrW/v52C88ygv/6zWGzo0iJMEDj6xi/ZP34TgOf/Pv/oHaFdX0Hh9A1VQ++nMPU1oTLag8Xn4XQzdo7Kpj5z/bgi90czM1RVPQ3FrBjVmRyWfy/N0f/CMen4vJoRks0+Lxn95B+7oWRnvHeemvXycxnWT4whi1bVU8+xtP4w14+MYfPk/f8Yt84tc/yqoHC/XOL3/lTSYHp0knM2TmsnRuXMH2z2zi8Mvvcu5QL4ZhkpxO0dBVy2M/uR3NrXLghSMc2XUSy7Ro7qln+2c34/JofPu/v4DX72F0YIJ8Rufhz2+9pYJlGcv4MEAINyX+zxH2PX3nbSAX43eXsYwPD3zBwqyNZdok4mlsy54n6q9GuMSPokjksjZD/ZNYln3DD0xJEmjF2cFczpj3qNhatomMmWVVuAsJqehdI5G1cniV24s0XMbdhSJLrO6qRdMUjp0aoizqp7TET11NlPLSIKGgh5bGMoZG4hx8Z4CujirKSv1UxoK0tcZIpXOc75ugqb4MuTjxpCoyXm+hzFSWJdwulf7BKQJ+N26Xis+rIckCWZbmkxquRjZncKF/gvN9E3R3VHP0xCX8fjeaKgMOQhS+8S4OzVBfE+XshTESyWyhRGSRfZRlCVUppM9oqsLg8AyDwzNUlAWRhEASoiDjFgJZFoxPJDh7YZwVzTFkSeAAiiLhdis01EbRNIWy0gDRiI+aqggVsRDSySH8iygJAh4Xq+rf39j69xOOA2/vu8DFwWmqKsO8sfsM0aiPs+dGyedNNm9sRZYlPG6NxoZSBgenWfdAI9VVEQYuTnHq1Agb1jUzeGmmaP8vePOtczz2aDehkAdNU/jedw8jEHh9Ll565QRlpQFOnBwilzPYuqWNgN+9KMHgdinU15Xw/RePs3mTiabKHDzUT0NjKWtW1/ODV06worViUQIgkchy/MQlzp0fo31FJfG5LLmcTk93Da+8doqqyhATEwlURaZrZTUHDvbx2Wc3sHv3OWzbobOjinDIiyxJ1NeX8Nbb55idTVNVGWbw0jRv7+tl88aWAknm1Ugmc4RDHlwuhR+8coKO9iok6eZqD8dxyKTzBAJuRsfi/K+/2s2WTa0YpsXERIJYLMSuN04TDLrZ/dZ5ulZWoygyr+46xWOPdvP23gusWV3PuyeG0HUT07J57fXTbN7Yyqb1LYRCHrJZg2DQg6oqvPraKRrqStl3oJd1a5tobirjtV2nePyxHvJ5k1h5EEWReGP3WR64r5FD7/RTV1fCO0cvEisLfqiI6Eze4PylSdyayrrOOsKBW7+H3JrCupV1vLDnFMOTc0wn0jclJxwcxnJTuK4qX5SFxGhu8obrLAXL5MQ1cPtcPPjJDTz/5y9z5sB51j2+hvse7sHl0dj1tbdx+9x87ree4dBLR/n+X77Gz/+nzzPSO46RN/jcbz1D77GL7P7mPjrWtRAuD/HZ//vjfPE3vkK6WPvqOA4HXzpK37GLfPpfP8XseJxv//cXqGgoo76zhuELY5iGyY/98uNIskQgcmNZaKQ8xIOf2sgrf7ubwy8fZ9PTa+na3EYmkeX7X3qV1du76Nrcxkt/9To/+Os3+MLvfJKP/MRDlFRF2Pv8Yf7FH/1UoS5OEmx/dhPJ2RT5dJ6P//LjaG6VC0cHeHf3aUZ6x5mbTtL37iCyKiMrMppbZfX2LnZ8ZjMXjg3wyld2076+hWDUz6UzIyiqwjO/+gSSJBGI+hnpHWf3t/bz2E/tIFoZ5mv/+TuEy4Js/cT6m6gnHF76q9c59sYpVE1h88fX0dRTR+/RAdrWNvPsbzzFW9/az5vf3Ef7uhb2v3AEl9fFz/yrp/jaf/0uta2VlFRGkBWZL/zOp/j/fuV/kU1ekezGx+c4e6iXn/vPnyc+McfX/9tzdG1pJxVPc2LPGX72Dz6HkCX+4b98l84NK3B5NPY+/w5P/MwO/GEf//Bfv0tJVYS1j61mZizOxekhPvubP4bLreG+TSlgkRa7zXWWsYwCrk1dup0XpBASihxBIXK3uwUs7Nu9fnFf3pbjFOcUxcJt3uu+vJfzsIy7j1jVlWt6YiROKpkjtMg7taquBM2l4sxludQ3ydTYHOVV4UXPn2XapIq+FE7RcwAg5r7ehHlWjzOjz9Dsv7Wp7zLuDYSAupoolm0TDnq5eGma+toSbNshnsgUFJeWzcRUEo9bpbU5RkVZkPX3NTI2kcDndVFZG6a5oZC+tG3jCmRZYtXKWjzF+n5Flti5tZ3T50bxeFS62qvp6axBUxU6V1RSEvUteDZ43CqtTeVMz6ZZ013LiuYYHrfK8FicVStrqKksXLeb1jYzNDpLRVmQ1qYYZy6MURLx01hfIIKvbrOpvoyaygiWZaNpCm53sW+KxOZ1zZSWBAreEZpMT2cNVRVh5pJZbMfhwc0rGJ+YQ1NlTNPm7YN9PPpQB9u3tNPbP0FeN1BkiZXtVYsqQH7UYVk2Fy9Ok0rnyWR02tur8Ho0Lg3N8tC2durrrhg2RyI+AgE3VZVhAkWvEIcrHnGXFYaxWJDWlhher0Y2qzMwMEVFRRhNU1jZUY2sSGiaSk1NlKbGshv2TSmqX7Sr1NlCEqzqqqWqqtBeOpNflJyIz2W4ODjNqu5aOjuqeGP3OdpWVNLaEuPI0UGyWYN1a5t45dVTmJZNVWWEcMjLqp5aDhzq4/iJSyiKRFlZgHDIu6AEZmYmTTDgprWlUG7iOA5vvX2JqekkoaCX2dlMUXl9c3JCCIHPpzEyGqe6KsLWLStIp/MMD8/iAJmMTkdHNYZhk8nqdLRX4jhw7PggyWQORZU5cXIIy7JpbChFkgShkIfW1hgVsRC27fDO0UEGL00TjfiJz2Uwi+T0itYKAn43Bw71k0jkiER8dHfV0D8wRX//JLHyAKqicObMCDPTKdavbbqlee37CcuyiSezqIpEVVloSd8jQgjKwn58HhezE3Fy+Zub3ApAkWQuZcYIqQEcYCg7hk9+b4T8MjlxDSRZomPDCioayzn/Tj9v/MPbTA5N89T/8RGOv3EKIQQDJy+RS+eRFQnLsnF5NNrXtlDVXIGeM9jznUJ5wTyuuh5sy6b32AAtaxqpbCwnUh4iUh5irH+CuvZqNLdK15YOYvU3fhhdhqIprH/iPpp66jmz/zzf++IrJKaTNHXXkUlk6d7aTllNCau3r+T5L76CnjNwebRCOYIkLTD5lBUZWS6UKShFAqKkMkIulWe0b5zGrlriEwkGTw9T2RQjNZfh5J4zjF+cZG4qSWI6iVGcQXL7XHRv7SBWV9gHx3GYvDTN6X3n0bM6iqYwMxafJ2xuBCEEq3espGdrJ5IkKKstvAACUT+rtnUSqyujsaueS0WpnD/sY7RvnL7jF8mn8wRLA/PlNYvdk0KS6FjfQl17Nd6gB5fXhZ4tmAK23tdEY3cd+YxOsCRAJplldnyO0/vPk8/mkRWZ2bE4mWJOsAA6N66gunlxlcvNUBr4CcLeJxHChXKD+Mll3BtkklnGBiaxTBvVpRCNhQhE/T98g0oHDr92gvRchs1P3Y9ykxrB9xuTQzM8/6XXeOoXHqa06sYEiGXZTA3NoGgKkVjozl7yDhx/6wwv/vUbBKJ+fvy3n8F/lTorncjy/Jde47Gf2Ea4LHiThm6xmWLZl7jG9Mxx4K1/PIjL62LtI93vi3ePkTcY7Z8kXB4kGPUzN51kbjJBZVPsjo2cf1TQsOLK83iwd4LZySTB8PVRwNHyACWxINMTCUYuTrN/12kef3Yd6iL30djwzHwKiNut3naN9TLeXwghqLnqudOzslCSsHZNw4LlHnlwYYJMd0cN3R1X/t62cWH60Mr2hfXxNVWRBdsJF587l0mIw8cG538L+F1sWdey4BnX1lJB2zUq2Y4VlXSsuKJIuNy+bpicODNC/qqBQ3trDL9vYX13dcXCGc/SaMGocGXRFHzrhiv7NDObRpIkkskspSV+ImEfAb+bhtorA+9r+/ejjEwmT1//JFNTSSpiIRobyxgbn6O7qwbLsolGfdTVRnn35BCSJFBVmdqaKC5NwTAs+gemaGwoxe9zk0hkOXl6hN6+CRqKxJJ8VXmGy6XQ3FSO1+eivfjM8vtdSIJbvgezWZ2R0VnmkllGR+MotVGEYKHy63rhDgB1tSU89eRqXC4V2y4sJF9Vbu3gUF4eJBTy8NquUzz7qXVAId2ho72Ks+dGOXlqmNaWGJOTSeLxTKHEpTpCNOpjLpHl9JkR3G6VWCzE8PAstTVR/H7XfP+mppJMT6cK44TJJGVlgQV9FwIaGso4evwS+w70MjY2R2mJn+bmcuLxDD3dNZiWTW11od3jJ4aKJfeCkqgfj1sjlzdob6uktMSPZTlI0pV9tG2H0dE4kZCP8rIAsiQhAF23OHFyiHDIiyQKhMa1x9XlVulaWc3b+y4QjfgoK/1wxUYLAaoskXPAMJZecmVYBWNcWZJuef3JQub+SBfPj+7i7ekjmI6JZdt8qvax99T35bfqIpBlidKqKKVVhQijt761Hxzwhbw89Owm1mwvGKJIkoTbXzDSujxTLoQoPghu8DSgwHReHgTbto1pWGgerVCmIUm4vUtPpFBUmcrGcioby0nF05w71EvzqgZsx8YsJl3kcwaKptwyxYNCkto8wuVBbNtmtH+C9nUt5DN9nHunjzU7unjz63sZOj/GF37nk8yMzfLl3/7q/B4LScJ1zT4IIWjoquWnfu8zBEsKN7DmVm86CBQCqpoqWHH/lVmnTDKLospoxdQOIYlCQSnQubGVt587xJHXTrDqoZWsenDlDf06LrfvLr7ML6sWLu+/23dFQlc4pw5CgpbV9fzU730Gf3H2oLAPl9e5M5OeO40+XcZ7x9nD/fz1736Ths5qDN3EF/Ly7L98kpLKe6MiuGcQUFIRJhDxIW5yzX8QMHST8cGp+efRjZCcSfHn/+bvKPnf7L13mBzXeaf7nqrqHKa7p8NMT+jJETnnyJyTSEmOkhNt2b4Oa3m9d59d+9q+V+u917ItrxxXtpVFBYpiJkUSJEiAyDnNDAYzg8l5Osc6949uTAAGAEGCIkTN+zwkgKrqk6q665zvfN/vC7r5lf/rcczvQ/RKKIKlW5qx2M18/0svFXR9ZtAMKlWt5flQsQ/A5HCYi+0DNK2qxWiecWcUAvyV3vyxn5CBa2xwkr/6tX/i7l/exj2f3cau777LS//xJn/21O/jr3jvKVg/jtQ2l2KxGknE0wxeHKfn/DCVdf4r3jsWq4kla2poO9FLMpHmma/twR90sWZb0/Q7RErJ+EiEH319L9GCaKar2I7zGt6NCywghMDrsU8bBm4GRoPG4uaym1YegMdt4/EHV93UMn9acTrM1Nb6OXmqF4BtW5rYsK6OQ0e6OHykG4/HRihUzNbNjRw41MXhI12UBd1UlHvw+hysXFlFx/khLBYjoVAxq1ZW0d4+SEtLGaHKYhx2M4sXlU8LWCqKwl13LubAwQscOtxFRUUxVSEvDQ0lVxicLiccTtDVPUZluYeu7lE8bhurV1bjdJpRVYWVy6vmTZ1b5LSwZnX19GJbCKip9k7/NrY0B3G7bWiqQkWFh7NnBygpuPdPTsZp7xjCbjexelU1mUyOtvZBAn4nk5NxhoamqKn2s3VzI6dO9yEUgc/r4LYdLRw83IWqKty2swVNU+nuGUNVBVIKunvG8HhslxknBGVBN3fevojDR7oxGjWam4ME/EUcOJQfL6/XQXXIxz13LWH/gQvous6dt7WSzeWmQ6FOnu6jt2+cbVubWbEshK2wRtE0hU0bGzhwsJPJqQS37WzFbDFMZ+zp65/gjtsXUeyxs25tPlTb7baybFkIo0GluamU5144xs7tzXmjyC2EQVPxue2MTsXo7B+7qubSbKSU9A1PMRVNUuSwYLtOhkRFKKxwt1Ji9tEd70MTKo2OalyG97/5AwvGiStIxlLs/sE+7C4rQlE49OoxqpdUgoDVdy5j3/OHC5MVidVpZfGmq6vTRydjjPaNMzUSZqh7hJ6zfZRU+Vl5+1Je/MrrvP30PsLjUSSSUHM5N+rVPzkS5p0fHsBb5iaXzdF+pIvl21txB4oINZfz42/spnZpiEOvnmD59tZ5Y22nEVAcdPPus4c48sYpgjV+SmsCFAfdnD/aze2/sIWhrhHOHujA4bFjtBjJZrJ0n7rIkTdOzvUUubxoIahsLsPhtrPnRwcJtZSTjCWpXVpFac3VF+VSwoUT3Vjs+ThJb1kxntKrxz5NjUYwWYysuXs5FruZVCKNyWIkMhljrG+c8FiEwa5hetsGCFRd3zPl8gGqXhxiz48OsedHB6loDJKMpahfUY23zHODZS1wKxFqDvIL/+cjZNIZvnQO1mMAACAASURBVPaXT3P2wHk23L+S8cFJjGYjkfEouZyON+iefq7GBibIpLIUeR04ix0oiiCdyjDWP0EqnkZKidlmwldeTCaVIRFNouv5zD3OYgduv5N0MsPEUF6nxmgxUlzqQlEEU2NR0skMqpYXoE2nshSXuoiHE6SSaUBgMGokY0l85cUYzQaGL44B4K+YSfuUiKWIh+NkMzmSsRR2lw1PoAihCJKxFGMDE6RTeW8nm9OKN+ieV8RVSkkynmJicIpMOovFbqa41IWqqYwNTKCoCtHJOIoiKA66MVmMSF0yPjRFLBwnMh5DXsNYe4mRvnEURZn2xDJbTcQjSRLRBJl0lnQiQ5HPgdNjJ53MEBmPous6iWgKZ7Ed16x4z/nev/FokuHuUSrqSzDM2u2WuiQyGWNqJIyuS5zFDlxeB5l0lomhKZLxFEazgeJSN0azgcmRMEffPM2RN06jGTTcfie+8mI0g8pg1wgmswFPqWtOG6JTcSaGpgBwB4qwF1lJxlNEJ+PoOZ1ENImtyEpxiQuhiPwzNjhJOpnGbDVRXOLCcJUUcUIIzFYTE8NTxAr1mKwmEJBKpK94xowmAxPDUyAhFkkgdYmnxIXVYUbP6YVyEqgGleISF5bCxDY8HmVyJDxt8PEEXDg99um25rI5XF4HjsIibGI4jGZQiU3FyaazeEpc19UYupkIIfCVumhYXM6xfZ3ouuTd18+wemsjlssMX0ajxvL1dbz8/YNEJuP094zx5b/4Ee+8eoqGReVYbEaG+iY5sreDthO96HpeEyBUFyBQljdkZvQMutTntgGBUflghrAFFljgJ0tRkZWHH1x5xfEN6+pg3dxjWzc3zvm3CqxeWc3qldXTxzZvbLiiLO9lu+xOh4Wd2+d67zTP8s7JZHK89MoJxsai08csFiPbtjZy3z1L53yupGQmO+DKFSEOHuqaFqa8xLq1taxdXTu9My6EoK52Zj6+eFE52azOwOAUHeeHWb++bjpsY+WKKlauqJo7DluuXAs1NZbS1Djj+ePxQHn53Pny7LKyWZ1db52ht3di+rymqWzZ1EBDfQkN9XM9dzZtmOvN5Pc554zFuXMDCGDTxgZ6e8fp7RvHajGwelX1nM+VlhTxwH3Lp/+dTmdRVYU1q2vmeENsLHhPFXvseNw2IpEkJ072UlHhoeo9eLv/pLGajbTWlnK8Y4B3jnWydUUtDZX+a3pDDIyGeWnvWaLxFItqSwl4ru8NogqFCmsJFdb8/cnoWSLZGE7D+zfILhgnLkNRBQaTRsfRLoQiWLKlhRW3LQZg6yfWU+R10HG0C82gsnRbK0IIlmxpxleRd9VyFttZfdcyzHYLw90j7Hv+MJ4SF9HJOHueOcBdn91B09p6pJQc23UKk9XEI797L/5KL3pOZ9UdS6bLuh75rCBw7uB5NIPG1sfWsXhzEwaTgQd/6072PneI88e6WbFz0ZxUqIGQj+U75qbDEUKwfPsiEpEEbQc60AwqJVV+lu9YhCfgoqTKz+LNTVgdFpweO5seWoOuS469eZq6ZdXUL6/G5rSgqAqr71x6xc5zcdDNJz//IAdePsqpPecIhHyY57HmXsJg1Fi6tYVzB89z+Mcn8uE2a+vxV3pZdftSPAV3RX9FMStuW4LUJf0dQyAlr37tLdLJNEXFDj71Xx6mv2OQg68co6TKx1j/BPtfPMLtv7iVhlUzP8xmm4m196zA5XMQainHHXChqEpBW6MVf6UXf0UxT/zRAxx65Rin97ZRUuXDbMsbThZvblkwUvyUIhQFo0nD6jRjc1qJR5Lkcjrf/ZsXMZg09JyOntPZ+amNVDSU8vpTezm9tz3vwWM2cN+v7aS02s/BV45z+I1TCCE4+uZptn9iPQ/91u2cO3SBZ//px1S1ljM1GqFlXT3bP7GOoe5RXvyPXWRSGaKTcbY/vp7q1nK+9T+fLaS+jVEcdDPcM8oDT97Ouy8cIZ1MMzkSxl/hZbhnlIc+dydLNjZyck8bb35/H81r6nj0d+6a1oz53t++iL+imEw6Sy6b49OffwBPqYtXv/k2vR2DpGIpTu/v4NHfvovtj6/DqF65kJJS0nWql9e/swc9JwlPRHnsd+6mcVUNX/9/foiUEoNRY2I4zNq7lrHtE+vobR/ge3/7IgaTAUHe0+B6nDvUSev6eiLjMdoOd+Gv8HJmfwfP/strlFb7iYxHcXhsfOo/3c9w7zhf+e/fJdQUJBbOL6Q//fkH8F3jOzgxOMkrX99N58mL/N7ff4aSkC8vdHxxlO9+8QXSqQwGo4FFGxrY8sgahnvHePHfdpFKpIlOxdn84CrW3r2cCycvsv/l41w4dRGTzUioKcj2xzegGSwcffM0b35vHxseWMm9n92OqqlEJqL88B9eZbRvHCHyBpwHn7yd/s4hvvGFZygJ+chmcqSTaT79xw8SqCzmnWcPcnz3OQwGFYvdzANP3n7NkBiT1Ugum2Okdxxdl1hsZpDM+4ytum0xz/7zawz1jGJzWohMxAg1l/Pgk7eRy+q8/NXdTI6EiUcT1C4Jcd+vbCeVzPD0/3qFTCpD/4VhRnrH+NU/f4L65VX8+Fvv0FVwbTbbzDz0W7fjDrh47l9eIxFLomoqmVSWzQ+vZtH6KyfpHyZFHhsrNjVw+khPPhPH4BTxaOoK4wQCGhaXs3pLA7ueP4aek4wMTPHaM4d5/dmjCAox4/qMkc3msLDxjkU4ivKxtecibfQlBkjmkmhCQxEKG73rCVo+vkKBCyywwE8GTVO4+87Fc7ybrwjfmAchBCtXVLF8WWjOcVUV13XuS2eynD7Tj8dtY92aD19PQVUF27c2z/mdFYJrekBfi1DIy8DQFPv2n8diMbJ1cxOW63gCQL6+lctD1722b2CCi33j3La9BaPxw/GaWOorwaYZ8JhvXMPBYjKwYUk1r757lnPdw3zpO2/xiduWs7KpHHtBHBcKG1DpLGe7hvjB68d56/B5rBYj21fV4Zknu8f1GEqOcmD8BA+X337Dn73EgnHiMoxmI9se3zDvObPNxLr7VrLuvrkW1fX3z7jCuQMudn56EwD2JSFqlsz9QbhE64ZGWjdcZnHV1CvqnhqN8IO/e4Hw6JWT+wd/6y7u/uyOed10XP4i7v7sjnnrrmgMUtF4ZT5hW5GV239h65xjDStraViZd2WqX1FD/YqZEIt7f3XnvOXv+NSmK44JISip9nP/k3dMH0vGU3ztz7/H+MDEFdff9ZkdbH54LVseXXfFuW1PzIxRWX0pZfWlRCaiHHzlGJ/844cIVHrpvzDMt/7vp4lNJWhaU0fTmrorylm2rfWyvm8BoDg4s8BRNZXNj8ykwymrK5k3e8r6+6+0si/w00EimqSnbYDR/gnC4xGqCjHJ2ULGnif+8D5UTcFgNDB8cZSDrxzniT+8j2CNn+f+9XXe/P4+HvqtOzi5p41lW1tYtrWZRCxJ64Z6LHYzUteZHA2z+aHVBELeQviWwFvmZucnNwJw8NXjnHynjWBNgEQ0yf2/tpPnv7KLRRsa6HSY6T8/RHgswm2f2sje548Qai4jEPLS1zHIovX17Hh8PZlUhrGBSS6FlEkpiU7F+Ln//CCBkJdvfuEZzh44z5LNTZx8p42HP3cHgZCXf/ijb7BoQ8NVQx2EEJTVlnDHz28BAa98fTen97XTuKqGZDxNeX0JD/z6Tk7ubWffC0fYcP8K3n3hCKXVfh588nbOHOjgqf/v+Wveg3QyTdvBTpZta0UoCqffbWft3cvyYnXpLHf90hasDgvf+MIznNzbjq/cQ2wqzrZPrCNYE+AbX3iGg68c5+7PbLtqHWV1JTzxh/fxd7/373Oi7vY8exiD2cDP/8lDGC0GQKBqCsUlLnY8sR6Ao2+e4cQ751i2rYWlW5rJpLMYnzXwi//1EWwOy7S2zZ2/uJXweAw9N3MPTu1tZ3I4zKc//yBCETz1xec5vvsMxaVuIuNRPv35B6hsDPL1L/yQ0++2U1zi4sLJXoI1fjbctwKT1XRtfQwpsTktIGG4dwyhCOyu/IRivmdsyaYmMuksJouRn/uTh+jvHOb7f/ciU2NRvEE3G+9fia7r9Jzr5+0fHmTzQ6uZGJpitG+cz/zpYwz1jPLsv7xG7dJK+jqGOL77LLd9aiMOt43nv7KLg6+e4Paf20Qup5PL5Hj89+/FaDZeP6zwQ0DTVNZta6Lt+EXqF5WxemsTTtf8qdRsDjOP/PJmhnonOH20p5BKGmROv+J6k9nAbQ+vYO32pun3b9ASJJ5LEsmEqbXXcmrqNGk9jVN88DhkKSXoo6C48ml7bzZSImUMyIGYqzgvZQb0UaRMIhQ3QhSBEEiZAj0Cihshbi135gUW+LhxKd3j+/mcqgrU9/EVtVqM3Laj5foX3iQ+SFvnw2w2sG0ej47roWnKvJ4gsxFC0NwYpHmetdTN5BcXLSOj69gNN+6BJ4RgSV0pD25bzLdfOcLB0xfp6B2j3F9EqdeJy25BCEE0kWJgJEzfyBQjk1E0ReHuDc1sW1l31TCQnng/GT1Lta2cY5PniOdmkg2MJMeIZGPvu8+wYJy45XG4bXziD+6bY0m8hNVx7Vi0Wx2T2cgjv3sPuXkmfxa7+YbCXMxWE/7KYt74zh4cLhujfeNULaq4ZraTBRYAGOwa4eWvvkVxqYt7f2UHNYsrkVKiKILq1nKcs2KFp0YjBa8iH3aXjcqmIPtfOoYQgtIaP8feOsNo3zgms3HOLn5JyIe/ohjrrFROZ/Z3cOCV45htZgYuDGN32dB1HbPNjDvgwmo34yv3MNA5nF8Mm424A0VYHGZ8ZR7GBydJJdOzdlKu/MKUVvvxVxZjc1pxeOwkokksdjOBkJe9zx/G6bHjDbqndWDmI5fVObLrFGf2dWBxmBnoHJ5eLJutJmoWVeBw2/GUFJHN5NB1ydjAJC3r6nG4bZSEfBRdRyiq52w/40NTHNl1imw6SyqZYaR3HABfuQdPoAiT1YTHX8TE0GT+WIkLb9CNw20jUFnMaP/49W71vOM01DNK3bLQdCrmS5w71Mm+F49ispoY7hkteNHkRTAVJb/rpCrKFaEws0vXc5Lh3jG8QTfuQBFCgK/Mw0jvOO6Ai0DIRyDkw+q0UFQQ3jVZjex4Yj2vfWsP3/u7l2heXcvmh1ejGa6+c2J1WDCYDfR1DGF1mKdDMeZ/xmRee6OlPF9nOIFQBLlsjv7OIV779jsomko8nCAeTZLN5PAEilANCq99ew+peIqq5nLMFhOTI2F6zvaz57nDGAq6RrOfpVBLOUVex/ve+boZlNf4+b2/fBSz2YiqKVedbAkhqGoo4Vc/fw/f+addHH33PMmCNtRsAmVudjywjPs/vR77LAV8j9GN3+RlNDXKVGaKlJ6+iRmYsuRi/4Rq+yyoH2AyLHUgC1yuiSLRU7tBTqFYHgHyE2EpdWTmGLn4N0HYUE23IUybAYHMdqMnfoBq/xzcBAPMArcOiUyGfd29DIQjABg1lbWV5ZS7iq7zyQUWWOASkXSKkXiMoN2JSZs/BfD1sBvfn5bdJUxGA4/fthypww/eOMZEOM5EOM7J8wMo054TTKc7dlhN3LOxhV+4ZzXOa+idDCZHiWbjVFhLeX7gDUrMXi7NfsKZCMXGD6bbtmCcuMVRVGVafPHjhlDETYtBNpgMPPK793DxXD/pZIbWjY1UNAbft0jlAj87hJrL+OX/9igu/0yGiGwhrl69bLfX6rCQSWen9U1Geidw+ZxYbCYClV762gcpbyhl7d3L8FfOhGepBnV6d/0Su58+SOOqarY8spa3vr+PjuPdwEwKTAT5l4eAS3nvIb+muLysPHKuoi2gGbSZxVhBq9dsM+ErczM1FqVuWRVbHyuZk9HictLJNG8/c5Cdn9rI4o0NPPXXL0yfE4qYHqPphZjMZ84ZH5wklUgTGY8SL6RenA89p3P2QCfLt7Vy1y9tIZPO8P0vvUz3mT40g8rEcJhYOIHUITwZJdSSF4ILj0WITMSwu2xMjIQpnqVML68pcSHnaGA4PXaGukfzGZgMKlKXGM0G3n7mIJWNQXZ+aiPvPn+YY7vPTn9GUVWy6RyZdIZs1niZwvnM/xVF4PQ46OsYmjYCTI1FaFhejaIINKM64yp7afikpCTk4/E/uJe+jkGe/vIrlFT5WLplVuqAy1BUhdJqH3ufP8K2x9bR3zkMXOMZE/m6Z9cLcODlY0jg8d+/h65TvfkQI/I6GTaHFYvdTOv6eirqS1ELIScVDaU88tt34isvJpfJTosVA7eEQJiiCOzvIb875F2kG5dU8Dt/9jBtJy5y+kgPI4OTZNI5nC4rVfUBmpZWEqrzY5rH5bfEXEIilyCcibCkaBHODygKNqtlKJYnQPkgoYMSqQ+jp3ajmO9GiNnxwALFuJK84WL2tDCLnj6AMCxCtXwChBFEQUBPDaJYHwPxwVLGLXDrkcnpnB4aZv/FXnomJomm0vzlPbcvGCcWWOAGeLu3m386eoAGTzF/vHYLxZafnObSJYSAIruFX7x3NUsbgrx+oJ2jbX1E4qnpjWFFFdgtJlqqA9y2tpEVjfmwj2uxyr0YkORkjnp71ZzsHBfjg+wfP/6B2r1gnFjgY4PLX4TLv/DyXODGUNR8Wt33Ek/pr/RSt6yKF77yBs7i/KL2rl/Kh0JFJ2NEp+KMDUwUUg2r+MqvvpgoqfLSfrSbVCJDx9Gu9+3lEx6LcObAeU6/205kMs7upw9ccyGr53QmRyPEI0mGe8dIxlIYjCpF3vkXUqqq4Cv3cHz3Wfo7h7jYPkDDiup5r73Eiu2tPP+VN/jB379EIpK8ImvGbGLhBO3Hutj66FqsTgtSN1PZFKT9yAVql1QyORLmla/vRs/qZJIZmlbXEh6PkoimeP2pvZhMBkZ7x9n5xAZSiTSn93Vwas85BrtGePuHB2hcWUNVawUdR7toO3KBoe5R9vzoEA0ra1i0oYE1dy7lu3/7At/9mxewOswEawKsuWsZJSEfF05d5MfffJvOEz2FkI88xaUukvEUL/zbLmoWV7JsawuxcIJTe9toP3IBg1GjyOtk+bYWWtbVcWZ/Bz/8x1cRAnLZHK3rG67q6ZGMpdj99AEmRyPTYpfO4usLS1U0lPLq198m1BRk30tHgRt/xkqqfJw/3sPr39lLf+fQ9AI8m84yNRbBWWxn4MIImWSWxlU1hJrLqGwK8vLXdhcEXRVW37GEYM1Pb0pkIQRur50125pZvqE+P4GT+fRz+TTbV/e+SOaSFBuLqbfXo4r5r5P6JDJzDKlPIRQvwrAEodiRMoPMtiOzFwAFxdCE0KqR+njeq0GYEWoJiPxuVv76NmS2C6G4psvRM2cBicz1AzqKYRFCKUXmusglX0VPvQEyBWoZinENQrGhp/chc/0IQzNCCRTaOY6e2ouePoxQS9BTb6EYl4MaRM+0ITOn8u1RK7g0lcy36Rwy2w2oKIZmhDZ/aCuAnj4KwoDMXkQoVoRhBUKxIfUYMtsGwobMns+Pk3EpYEBmO6bPKcZlCCW/Qyez59Ez50AmQSgIw2KEGkJmTiAUD3q2ozAeK0BxIXPdyGw7yAxCq0do9aAPIXO9SD2KUEuQuSGEWopQivPX62GE6gd9HEQRinEJUqaRmdPIXG/hfi5GKFakHkZmO0GYkdlOhBrI3yNx6wukOkxGPrNmBT+/chnfP36Sf9hz4CNry2Akwkg0TkvANyf95gIL3OocHR7g1OgwfqvtJnrR3ThCgMVsYE1riKX1ZYTjSQZGw4RjSaSU2C0mgj4nRXYLZqN21ffbbPJeFwKB4MGynShi5rtZbHKx0t169Q+/B9Q//dM//UAF3CT+9KNuwAILLPCzh8Vmory+FG+ZZ276KvKaEOX1pXNCMYwmAzWLKrC5rDjcNtbetYzq1nLCYxH2vnAEf0U+jWRv+yCn93WwbGsLNqeFioZSfGWeOe7tFQ1BHC4bRV47q+5YQuPKGrxBN6XVfgIVXgIhHyXV+XCQ8vpSqhdVUBLyEQh5Ka324ysvJljtx2wzERmPEQj5qFlcgdluxlvmwR0ooryuBF+ZB1VT8fiLKK8vJTIZ5+iuU5RW+1FVhbZDFxi4MExpjZ/oRCzvzj/rP9WgUb80VPC48LD+3uWFUA4b3qCb8toSLHYzJouRsroAvjIPvgoPZbUlmK0mmlfXsnLnIoq8zrwXxWXlpxJpymtLqFlUgcliRCgCj78IX7mHRCxNbCrBqp2L8JZ52HDvCkqqfIwPTXHxXD8b7l2BK+Bk/b3LqWwMousyn+nDbqZ1XX0+XMLroMjrIDIRQ+Z0Fm1owOG2F9rvweV3Ur8shMmSNwJUNAZn/vQ4cLhtrNy5mObVdbj9TlRNxe6yUtlUhslixBNw4Q4UkcvkCI9HqWgopbKpbDpbiyfgoro13zd/eTHr712Br7wYs9WYvz/lxaiqgtvnpLyhFKfHgcliRDNquH1O1ty1lIr6UsLj0XnHTzNqlDeUUtEQJNRURmVjkEBBwLe6teKKZ8zlc1Jc6qa8oRS7y4bBoFFWE6CkykdZXQneoAeDUWPJpiaWbm3GW+rmzP7zjPaN4y1zk0lnOfTaCUwWI9Wt5dQuCeFw27DYTJTVBgjWBDCaDXgCrnwdRdb3NNm5lRBCTMd4G4zadMiKol7dMAEwkBhkJDVKwOxDisLUbY5+Q4pc/NvIbBtCWEAfQWi1IEzoqbfRE9/KGyFIgWJHqEGQKWRukFz8GyimNTOL8fQ+cokfIoQVmTkJ2S6EoRk99jX05Esg7JA9j0wfQBiX5cvJtiOzbSjGJXmDhhpECANSH0GmdiFzQyjG5QihgUzmDRzZNlCKEFoIoZYUDClhZOYkeuoVFNNmhLAgZRY99QZ64vugWBAyCYoToV5dEDQb+Stk5jQoVvTUHqScQmiNoA+SDf85oCPQAZk3NGTPkot/LW+gyV3I983QCrlxsrGvIBQvMnsWPf02imkrQnGQi/4tMnM6309SBWODFZk5jMwNgIyiJ19GMTShZ47n26+PoadeA9Lo6f0IYSQX/xbIWH5sAT39JopxDXp6P3ryeYSwITOHIDeCMDRD7iLZ8F+AEIU+CIRW+eFohtxkhBAYVBWTpnFueJS93RfZWV9DbfFPVvRbl5IfnTrLC2fa2FZXjeFmiREssMBPgKfbTnN6dJj7apvYUFaJ9hEb14QQGDQVu8VESbGTUKmHqlIPQV8RDqsZg6ZOv/uuRyQTQyBQhUJO5lCFOv05o2LAbbzqRvGfvZe2LnhOLLDAAj+zuHzOecUGhSKoWVQ572dsRVaWXJZCeGxwkpHece7/tZ1YnRaO7jrN3uePoOdyV62jyOtgxY4rrct1S/M7jbVL8vU7Lgvrmi8Uar5yAIpmxf9XNAaRUnLwxydIp7Jse2wdmlElm36XvvND7PruPvo7h64oY8P9K1i6uXnebDS1swR/7S4b9ctnPCrqloam+yJ1yfnj3bz8td1XlOH2O3n4c3dO6yRAPozAHSgqpKPUaFxVc0V4mxCC2qUhPIGZl6DRbKBl7dz0YjNtrZwe09moqkKwJr+ono3TY2f5tvnFwDSDRs2iCmoWVUwfK/I6WFXI7HQ53qD7imwbeQPJjEdEef3MIi7UXEaouWz635lUht0/OEDPubnp4ADW3LmUlTsXoagKTavz4sWXxt1kMc77bFTOSlFntploXDUjdNy6fu74ZdJZzh2+QGm1n22PrSMeSTDQOUx4LIqUEofbxuKNc8WdL/XhZw2jYqQr1k0il8SoGGhxNmPVZoc9SCAFCIShAaHWgOLKL3pTb6AYN6NY7gYULsXbCMWFYt6JnvzRnLr05Cv5axQn6JPkUm+iWO7Pl61Vo9o+jcx2k4t+CfQwqCEU4xpk5gSK+Q6EmAmDUgzL8oaL3Mz3XwgXinkrMnsCoTWimmaU1xWtGozryWVmue7KKHryDRTTdhTzbUzHpl0TFcW4HMXyEDK9n1z8aTDfUzhnQDFuRhgapq/VU2+gGBpQrD8HuWGy4b9EZrsAHWQSxbwdmS1DxicQih9RGEeh1aBYP1FojwoIFK0FXZhAj6Hr7yJzPYCOUCtQzDvJxb6BYr6bXOyrSH0KFA+K9TFykS+iWu4nG/1H0MfRky8ilCJQikC3oadeR7E8UBhEQ95IotUW6l6Yct8IsVSa4/2DxNJXar8ssMCtziXjtNNkRP0pM9Bfj9eG99LkqKHWXsnrw+9yZ2AT6k0URl74pVxggQUW+ID4K4qpbAry1F8/Py00t/XRtRhMt94uWai5jKNvnOab/+MZADSjxtbH1tKwvJr5pBqUQnaRD4SA2qUhnlx8pXFAcDUNjXxKYavDfMV5TVOxOi0femqzWwXNqHHvr2z/8O7Pteo2qCzb0swb393Lf/z599H1vEFiyebGj1To8lakyOCkwVFPTuYwKAZUcZlYqjChWh5HT+1CTzwLih3V+ksgDCDjedd/TJeJVc6HROpDoHiRhYwZquUhEDYQGih+hDAjhQUQSHQUQE4bDMT16xAC5CwDw/WulxmQCYTqR2B8D32g0FY3QhiRigdIAvk4aKE4EapvOgxCyjRSH0doNYXrnaCY8+NmaAVhJBv5IkKYUEzbQVgLZWmgliPETAy1zA2Qjf0zQq0seHbIfFYSlPznhC3v/SHsBY0NiRBWhLDlvTYUBwgVZCYf+qEUIfUwKAEUS31em4O8YUkoM334OCKlJJxMsaerh0O9/UTTafx2G9tqq1lUEsB4me5MIpPh3PAoe7p66J0KI6XEY7WypDTA5poqLAaNwUiUF8+20TY8xludXWiKwn954dXpBd6qinIeWtSE2WCgbWSUrx48ys76GrbX1cyp53vHT9E/Fea3N63DZszfg7fOd3G0f4BHFrcwHk/wWkcnw5EoDrOJTdUhttRUTfcrk9M5OzzCW51d9E6FsRoMLCsrYVN1CLfFMr1TnMpmefbUWeKZVNxwgwAAIABJREFUDHc3NXBqaJi9XT1MJVOUOOzc3dRAo9/LAj9blDmcGBSFiWSSrNQx8OF6/siC2NZ79VSUUpJKZ0lncuhSoqoKJoOG4Rqhi5dI5lKMpMbxmTy0RbpYX7wcbZZxwqgYMM2Tmv69smCcWGCBBRb4gNhdNh588naik3GklBjNxlsyU4wQAm/QzSf/6H4S0QRS5kNb7C7bFVknbna9kM9jfiM0ra6lurVijlcFQHl9Cb/83x7F4bm+FsPHASEE4gbH7mbWXb+8ipIqH6lEGkURWB0WrM4FIcTLMSh5Y2Q4GyFg8l+xkyRlDtDzi2fjCrLRLyGz5wpaC8XomVMIrSm/8IX8jvzcEqb/lt+NN6Ka7yTvaZGZ1qPgapPgQrgGegQpTIAJUVh8z/3vvXDZtcIMigeZOYNU62aEM6/ow+wiknkNCX0VMtsBooiZaenlnhcailqZ19nQJ5C5PtCToHjzxgQUVPPtee0IxZVPbyovZQKb+9smcyPIbA+q9ZfyIRuJH87Tb8HVHT/E9J9CqwPFj2q+u1BG7hp9+HghpWQ0FudLb7/L3q4efHYbJk3j7NAIr7Wd59fXr+bu5gaMhXCMeDrDd46e4FtHjqMIgceaX+CfGR6hbyrMivIgFoNGOJmic2yCaDpFVtdRhYIu5SzR4Zl7NRqL89LZdqrcrjnGiUwux+Hefs4MjfDr61dz6W3cOT7By+faEUJwoKcPvfCMJDIZfDbbHOPEi2fb+PKe/VgMGm6LhVQ2yxsdnRy62M9vb1qHz54vNafrHB8YomN0jLFYgr3dPZg0DV3X6RqfYFlZ6YJx4meQ9cEKnjp7gqPDA0ylUli0D3ezqmtgnFg8TajUjd1quqaBIZ3JcbZriF2HOjjbNUQynaW4yMryxnI2Lauh3F90zc2H1qJ63hh6l0MTp2iPdPG17h8WPNXyLHc1s8m38n33ZcE4scACCyzwARGisGB7j1kBPkoURcHhtt2SxpPLMVmM82ZFMJgMuHy3nlfKxxVVU+cNTfppQ0qJlJJ0MsvURIzujiHGRyLEIknSyQwIqG4sZd32qwvKXovB5BD9yQEqreWcjZzDY3RTbJoVDiWT6MmX0bNtgIJQAgXNCQuK5SFy8W+QjfxPEGYU02YU01b01FvI9N5CiMb/RhqXoVgeRTE/jJ74NtnoFwENxbAMxXIPeYND/rshUEBYCn8KhFICainZ6JdRDItQLPcj9Si5xLPI9AGkTEAkjWJ9CEWrI7+wNgEz3zWpR9ATz6FnDiOzXeSi/wvFtA1h3IBqfYRc7Nvomb9CCCuKeSvCtOUaI6YgsxfIRv4G9EkU66MFjwelkAVklg6QUFAs95CLfY1s+K/ynzbvyAtuyiToU+QSL+Q9LrTK6YwkQpjzGhqzEGoAoVWSi/8bQrgQiheEEYGOFMZC/eb8PRLmvGeLMOfHo/CnEGZARbU+hh7/FtnoX+fvg3EtivkOQC30QZDJ5MhksgghMBq1OfpGP81kdZ0fnTrDc6fP8eT61TyypAWHyUT3xCR/8eouvrxnH01+Hw2+YiTwbvdF/nXfQZoDPp5cv4aaYjeKUBiNxdB1ictiRghBo9/LX9x9G/3hCL/zg+fw2qx84d47sBhuzm/+UCTGro5OPrNmJWsqyzFpKmOxOFbjTPltI2P84979VBQ5+f2tG6n1eoimUnznyAm+fvgYIbeLX16zYjodI8DZ4RFsRiP/adsm6r3FCAEj0Th+x63/rl3g5rPEX8JjjYv49pnj/LD9NL/QugyLZpjzzNwsdF3y1ecOcOB0DxuWVvObj27E7Zw/O0gmm+ONQ+18+btvMzAannPu7aMXeP1gO7/zxGYW1wav6p3a6qwnaPYzkhonq2e5I7Bpjqegy/jB5gsLxokFFlhggZ8giWyGnugEIYcbs/rhLrDHknG6o+PoUtLsCmAzfHzdiyG/+BxJxpBS4rPYP5RJwK2GlJJoJsVYKk6FzXVNRXspJWOpOO1TI9g1E40u//SuJuQF6C5EximzOT/0Z/OjYGoixpmjPbz14nHaT/YRDSfIpHPkcjmkLlEUwfb7ls1rnMjldIb6JpgYjQBgd1gor/ahajPjrUsdozDi0BxoQpuzwwuAsKJY7kPokfx+uuIEUZT3XtAa0Oy/j5SRvLK74iaftWMpUqtCsX4yX0Rh8S60alT750CfIq89UQQYUW2fYtpzQg2gOf5wJgWpUozm+H3QI/lFtrCCMKKa70GaL2lKKAjlUrYVA6rt54BZvxvCgmLehjCtvXQgH74gFNCa0RyX+qCA4spn0NBHr7wZahCECcW4BcXQUgjx8CGEglSDhXa75n5GKUG1/wbok4XriwFDXpBSq0Exrgey5JLPg+JHMe1Atf9mwbNidjk+NMfvzRoHA2AGdFTjKhBWNNuToBSh2p4EYQJjGpQiNPvvgrCj2n4jL/iJhmr/PZCRwn1w5cdfq0Rz/CE6Dt7df54jx3soclpYuTxES1PZxyIkLZ7O8Mq58zT4irm3pRGvLT/ODT4vdzc38OevvsHJwSHqvB4SmSy7O7uQEn517SpWlgend3ZdFvO1qrnppLNZbmuo47b6WsyG/DKoyDzTBl1Kdl/oJpxM8bubWmkO+FCEwKxp3N3cwItn23m35yKPLGmd0/acLnl82SJWV5TN6tutv2GxwIeDUVF5rLGV4XiUr548Qm9kih2VNXgtNlTl6l5VbrOZoP3GFvejUzHaekYYnogyOBrGYLh6CElbzwj//qN9DIyGMRpUynxFWC1GYvE0/SNTnOjo559/sJf/+it3UHqVLG6KEBSbXBQZHKwtXkq9I7SgOXE9sjmdnF6IWxQCTVEQ4r3H4czmUgzPpbLm41hnP5FEik2t106v90HqeL/oumTXifMcvzDAkupSNrdWY7gFcs/fDIYmIuw718OOpXXYLdfOyfthoEvJu2e6Cbgd1JYWX/f6m3mfbyS2LJPLkdML0cZCoKkKgkvfE4kQoCoCVcnHmeV0nWxu7vfn0kRKSklW1/OyYsr149J+UqRyWZ7tPk371Ag2zUiDy8emkmrshp/8c3E9BuMRvnTyHf7zsu2U213XvV5KyUQ6wet9HVyMTWJWNNYFQiwtDl5z8R3Ppvlq2wEm00l8ZhuVdjc2g5GcrpPMZT80C/6Nsn+4h9f62qefpRqHhweqFmFWb/z1JIF3Bi+gS8mDVa0oN/Fl+X6IZlLsHrhA29QIqhAs85axxleB8X307Vp0hMf4cV87n2vdgFW5tgEqkk6yd6ibk+OD/I+19+KzzITG5KTON9oP8atNawnarp+WOavnSOs6ZlW7JZ6lq6HrOt0dwzz1z7vYt+ssiVhq3usURZDN6vOe03XJ2y+f5Lv/uotcTqeyNsCffPFTBApCp1JK/GY/g8khTkydosQcwGlwzClDCAWEB6FcKS4rhAKqB8Fl5+Y7lv8ECNeVC3gxI7wqhAHUwKx/5+tnTv0aaBXzTpOnr59zTAO19CrXq6AWI8i/D6XMInN9yOz5K65VUEDKfApRrfKycua2e+a4yId+zAoVkTKNzPUVPCaqkPoIyOzMZ1Tf1fs1z32YRi28O9TL3PEvlTf7uOqBK+6REVQ/FOaj69bUYrMaae8YwuWy0XlhhHQqQ1nQTXmZhwOHL5BKZWltDlJcbOfQkW7GxqPYLEZWrqjizLkBclkdo0lj5bIQh492MzwSpqLcg8dto6NzmGxWRwhBaUkRI6MRUuksqqKwZFE5sViKc+2DOAsGko7zw4QjScLhBOvW1OB23fju/lg8zlA0ilFV+cc9+zFpM79rFyenyOmS/qkwupQksxk6xycIOGzUeT0f6dzBoKk0+r2YrjIXTmWzdE9MEkuneflcO4d6Z4SIk9ks4/EEZk0jnEzOMU7YTUbqvd5bZl60wEfLt84cZ19/L8OJKOOJBF8/dYzvnDmBy2zBcI1NhIfqW/j82s03VFdX/xgTkTgAq1oqpo1ul5NIpnlm1wm6BsYxaCqP7VjKg9sW43FaGZuK8cybJ/nea8c40dHPa/vb+PTdK6/5btcUlc2+VXOOSSnR0T+QseJjaZx46dBZXjncjstmxmw0sKElxMbmqve1KJdA39gUxQ4rVtP8k76OgTGGJiPv2zgxFUuSymTxFdnfk4bUjSAEtIYC9I1Ncaijl/VNoY+NcWIimuCd011saK76SIwTSBgJx95z3dmczuBEBF+RHbPxg331hiajmAwqbvv8bluz+frrhzl6vh+X3YLNbOSOFfUsCpXwDy/s5fzAGB67lRK3gztXNlDpc7PvXA/ffvMobrsVq8nAuqZKNhS+P7FUhv949SBmk8anty3HYrw1dlfTeo5Do72E7G5qncW8ePEssUyaR2uWfNRN+8DkpOT7nccZScZYHwgxlU6iy+vHhee9Jib4zZaNhBxujIqKlJKBRISXL57jEzVLcBp/sjtW83FuaoTRZIzHqvP3qshkQRPvz+1ZADvK8tkmLhcj/Ch4+eI5jo33s620lkQugy6v2Eu/KTS5/JTbiq7r7SCEoNpZzMNVi7kQGb/ivCYUfqNlPR7T9X9XpJR0hMc4PjbAfaEWrB9yPO37RUrJiQMX+N//74t0nhkgl5vf+HA9NE2hcUk5ZouR0aEwvRdGOL6vk9sfzsfV9ib6sGt2Gp0NmBUzJtV4U3eSfhoRQkU1bQfTtvnOomdOgPig4UIGFMt96IlnyUb/DoEBxbgSxbimoKfx0ZPL6fQPTGAxG/F4bMRiKTo6h9mxtQmP28a59kESiQxVIS8HDl1g2dJKOs4PURZ0MxnOLzjOnBtg8/p6fD4HQggcDjO6Ltmz7zwrl1cRiSQJR5IUFVnYf/ACHreNWCyJw2HhxKle+vonqSj3cK5tAL/XQWfXCDarieVLK7FZ39/8Kafnw6SiqRTnRkavyEiwoqwUvyNv/JQyr82gKkreM+hDRpf5sJP50BQFTVx9c+VSW7O6TvfEJEOR6JzzIXcR1cWeK1KbGlT1Y5eVYYH3z4GBPn7cPWOYNRU2JcKp+Y3jl4hlbjw7zfBElHgyg6YqNFT65w0dk1LS0TvGuye7yOmSDUtCfOrOlQQKWd2K7BY+fedKugfG2XO8i4NnLnLPphY8VwkPuWpbUuOcmmpjR2D9DffjEh9L40QkkaI+6OXnd6zgUEcv39p1lLpSL+XeonzMaeG6SzvJwBXHL5HO5vje7uM8tGERIb/7UnIv5kryzPpbYdEgZ5UjhJhz/PI6Dnb0MhFJ8MC6FoyXC2hdpZzLz13ekkt9E0LgK7JT6nYyOBGZZ7Qu+/xli55LdVzeh/fat6u180b6drW6Z66VebGkWddfr2/vpw+XHxcC7l/bcuW1V3mWpuJJntp9jE9vW07A7Zhz7vL7dq37LIEXDpyloczLhpaqOc/xfEQSKdY2VXLH8gZeO9bBd946TugxD1OxJDuW1rG6voIfH2njX17azx88vIVoIo3f5eC379vA0c5+fvDOCWpKiqnwuZiMJjjbO4xBU4kkUreMcQLyC6vGIh/bgrUMJ6K0TY0gpSSZy/L2YH73usxWxPZgHU6DiZSe492hbk5NDGJSNTYGqmhw+UDCsfF+9g314DSa2RqspczqJJnLsmeoi7OTw1g1I5tLqql1FqNLyWt97QRtTg6O9CIE3FneRMBiJ5pJ8dZAJ+fDY7hMFnYWFs46kjcHOplMJ6hyuNkWrMOmzW/81KXOxdgkW0pq2FZam48dL5xLZDO8PXiBc1MjlFmdbA/WUWQ0s2+4h1f72jgzOcy3Og7T4PJzf2ULFyJjPN11kn3DPQzGw1Q5PGwsqaJtcoT1gRCHx/pQhcJST5C9w92s9JZxPjzGsbF+clJnta+SFd6yaQ8Fp9HM2clhptJJtpXWUl/kZSqd5I3+DgbiYZpcAdYHQtcVggranKwLhOYce3vgAgDt4RGkhG3BWqocHiSSfcM9HBntI5HNoCoK91Q00VDk4+muk1wIj7G5tIaV3nJUIeiKjNMZHmMqnWQgHqbVU8LGQDWqEIwko7zW18FEKsFKXzmrfOUoCCYLnipDiQit7hLWBUIYFZW2qRHGknGm0gnOR8ZY7atkrX/+lLMA3dEJGov8bA/WATPf071D3WT0HJ3hMQB2ltVTXvBUODM5xNuDXRgVlU2FZwxgLBXnrYFOemOT+Mx2biurx2ex8/bgBQ6MXKTJ5WdnWT0mVSOn65ydGmbfcA+JbIYlnlLWBUIYlKsvlgfiYZ46fxSbwcQjVYvxmK3Tz9ieoS7OTAxj0TQ2l9RQV1TM3qFunuk6RWdkjPPhMRpdPu4sb7ylQoeklPR1jfLvf/0y7Sf75pwzWQwEgm6cLit93aNMjEavUkoeIQS1zUF8pS5Gh8LEYylOHepi+/3L0DSVU+GzmBUTBsVAs7OBpJ7EqTnRrjHmH38uiUrO/37S7L/+wWsQhVShjv/jA5f1YZHLSQYHw6xZVU1LU5De/gm8xXaCJS4MBpVkKoPDbsJbbCeVzk6PlsmksXlDA6qqYLeZKCtz47CbGRic5PDRboKlbqam4iAlbpcNVVVwOMz09U1QVGTBaFSx20xMTiWYnIzjdlmpDvlwFjIdlQVdlASu7yF1NdxWM3aTkTpvMX92544rQhhme3gaVRW/3cbhvgEmE4lpMcxrkZ/bzJ1tX+2aVC6HLIhmSilJZrOMxuLvq18mTcVnt+G12fjvd+xgabBkTluv5rl6jUf9fTEzD5zdfzGn7utdkz8/3/jNLefabbja+Itbwktkpo3vrU83g0xulKnEKzjMWzBp5fNe84mmRawrq5j33LWod1/fE/tywtEk6UwWl8OCyzH/dyuTzXHozEUGxyI4rCbu2tCM7zJRcZ/bzvol1Rw43cPFoQnGJmPzGifCmSi61CkyOBhKjpGd5a3WlxiiLzF8w32YzcfSOAFg1FTcdgutlQG+JyCeSpNIZXjh4FlOdg9i0lQ2NFexvjmEEPDasQ6OdPSRzuaoL/Px0LpWJqIJvrnrCG+eOE/v2BSlbicPb1hEld/NwfZeXjnShsmgkkxn8Tis6LrOub4RXjhwjkgiSYXXxb1rmgm47EzFkrx46BztffmJ9sbWKnYsqeO5/af50b7TJNIZjncNsLKunLtWNhJPpXlu/xk6B8ewm43sXFbPkqpScrrO3z+3h5bKAEfO91FkM/PE5qVYTEZeOHCGs73DIGF5XRl3LG+4YS8JCbx+tIPBiQiJdIahyQjbFteysaWK3tEpntt/hpGpKB6HlfvWtFAVcDM8GeXpvScZnoxi0FTuXdPMosoSwvF8nzv6R7GaDGxfUseS6lKiyRTPvHuK7qEJNFVl25Ia1jZWouuSf3hhL3WlXk50DWAxGXh801L8bjunu4f48dF2JqIJPA4rj2xYBOQX3l9/4zBTsST+IjtPbFlKsXN+90QpJacvDvPSwXPEkik8DiuPbVpCidvBwHiEp/eeYCwcx6CpPLiulaYKPxOROM+8e5re0Uk0VeH25Q2sqC0jk9P5j9cOcrJrkE9uXcrGlrzXTDqb4/n9ZzjdM4QuJctqgtyxooGekUm+/eZR9p3rYWgySllxEY9tWozPaWPXyU4OtfeSzmRpKPfzyIZFjEfifPvNo9jMRgYmIrhsZh7btASXzcJTu4/xwsEz7Dtn443j59mxtI6NLVVXvadCCMwGDW+RjWU1Qd453UUmm0MIMBs1Sj0O7lndzPGuN2jvHwHAoCo4bWaCxU4URZkO8zjXO0xDmY9MLkd73wj+olsnW0JW6nRFx3l7UOHE+ACbS/P35NXeNo6O9bE+UMWxsX4G4xE+27ia42P9/Kj7JHdVNJPMZQqvNsHR8T6evnCSTSVVDCaifPnUO/8/e+8dGNd5nvn+Tp/eZzDovQPsvUhU75YlS+5ONo7jNOcmcTY3W7K72fhmb+5NL+us4yR2Esdxd2RLVqNMSZREsYsgQYAEQfTeZjC9nbN/zHBIEABJiZJNe/H8A+DgzJnzfd853znv8z3v8/KbnbdjVVTi2TQtrgDDkQW+fP4on113OzZZ4+nhs3hNVnYEqlFEEUkQSOQy/P25I0QyKXaW1JArpMMADEXmaXB4aXcHeXH0PIYBD1e3rdguSRTZ4q/k3wbPEMmk2OKvJGixI4sSzwz3cGpunF3BGs4uTDHad5xPNm+j2u5mi6+CC+FZdgVrqLF70CSZUouTdneQ8+EZbiutI1CQ9L85PUSZ1cmLo+eRRQmXaubYzAjt7hIimRSVNhfJbJav9B3Hb7ZRbnFweHqYkViIe8ub8JmsKJJEIpfhGxdPkdZzNDv9vDLRTyid4PHazmuMnMFINMzByTwZUW51UmN3c2DiAqOxMI9UtTESC/Glc0f57LrbGImGeHroLB+oXcerE/2MRkP4TPl7fpOvnPPhGd6aG2eDtxwJGImG+Ovu13mkuo0Kq4vvXDyNQzFRY3fz971HKLM6aXT6+LeBM2T0HBu8ZXz1wkkkQaTR6eelsT4WMykeqmqlf3GOr/Sd4P01HbQ4A1ivQ7psC1Tx9f63ir9X2VyoksybU0P0hqd5rKaDi4tzfKHnEL+17nbmknH+9cJbbA9UEcum+bvew/xK+y5cqpn/dfYQmiSz0Ve2hIxtcvoZi4V5aayPvcE6NEnGAKKZNAGTDVkQ+fbAaWyKxkZf+arn6lRN3FHWyJ+ffpU7yxqK5MTJ2TGeGe7hgcoW4tlMIVAQqLF7aHT6SeQy7CvLX0uqdGsF4olYiqe+8gZ9Z/PEhCgKlNf62ffgOjbtbsTpsaGoEv/rD77P6y92X/d4VruJmqYg57pG0PU88bEwG8UfdFJvreXo/HESuQShdAhRENnj24ldtF/3uGv46YbHY6W8zE17axkAmirjcl4OIJoaSnj54DnGJ0O0NJViGJBKZxkdW2AhFGfX9gY8bmvRT0bTFAQgEklQW+3DatVQVQlBBKtFI+C347CbUBUJs1nFYtEoK3UxMDiLbiQwm1VcDgtm080RiXZN4/a6Wr53tpc3BkfYXVOFSZHJ6QbxTIZYOk2JzYZJkbGqKjtrqjg4MMRXT3bx89s247aYERBIZjMkMll8VssSNYIkilhVhZlojPl4glKHnFefGUYhXVvApmnYVJUzE1PMxxO4zCbSuRzHR8fonZqhxP7231EkUWRXTRU/6DnPU909+KyWop9GKpclkkxhVhS81re3ovx2YRhJpiJfYDHxCpJoQxBUTHIDHtsTmOR6BEFANyKE4s8TSb5GVg/l91Hq8dt+FlUuJZntY2T+PwFSPu2qAJ/to7jM93O9MHA2+s+EEs8BkNMjCIKCWDCFLXf9Zyzqyu8tP0pk9VlGFz6H1/o4dtNtvKsM0arfOc9c7DuY5MZVyYnbKmve8/O4hHQmS07XsZhU1FVSOhZjKV576yIA9RU+trRWLkvZEEWBcr8Tm1ljfjFOJL6yyuNkqIdIJsq9wT3809B3C1vzx4pl49RaV+6TG8VPLTkB+UCxf2IOQRCwaipv9AxyZnCSn717M7OL+eCvxG3HYzez/2QfH9jdSW2Jh2gyjapIBD12PnX/NsbmwvzygzupDriRJJHZcIxvvd7FPRubaK7w89fffx2H1cRiIsU3DnaxuaGcTfXlfPdQN08d6uZT92/jh10XOHVxnE/dvx2rls/1FgR4YEsLkUSKRDrLR27fgKbISKLAd944x3Q4yi/cv51zozN89eWTlD7uwGU10z00RcBp49/dnc/zsZk1RFGgozrI7rYaJhcifO3Vt1hXU0ql//o57UtgQCiW4FDvEL/4wA5K3DYUScoH3Ud7cNvMPL6rgxdOnufbr5/mtx6/jVMDE4zOhvmVh3aRSGdw28wIArxy5iLToQifum8b50Zn+MbBU1T4nDgsGlsbK3lwSytnBif43uGztFQEsJlUzo/NoMkyH78z74LsspmYW4zxlQMn2N5cxcfu2Fggg8zEkmnG5hZ5dEc76+vK+OJzhznUM8TD21eeLAVBwO+w8r4dbTgsJr784lEOnxvm0R3tnOwfYzoU5Zce3EksmcbrsCIAPSPTnB+b4TOP7Caby2HRVERRwCTJfOq+bfzpd19l8YqbdzoU5dUzF/nFB3bgsJhIZ7MokkR90MvP3LWZhWiC/+t9eyhx25BEEcMwqCvx0FqRNyD7q++/xoa6UiyF6/Vjd2zike1t/PMPT3DwzAAfum09H923kZGZELtaa7i9s+6GjbXiqQw9I1M4LNqS2uOCIOC0mvDYLYzPL2IzafSNz/KFH7zJVCjC5sYKgm47umFwZmiSTfUVJDMZugYm2Nlac8vkmqdzOV6bHOC5kXNs8VdwZ1lepfDcaC8WWaU3NM18Ks6J2VE+1rgJi6yS0XUm4ovsCdZSa/cgCgIHxvsZjy9yPjxLJJPiyPQwM8koHpOfCquL7oVJ5lJxxmJhFtNJbLKGIkps9lVwX2Vz8Xz6F2fpXpjiP2y4s7j6DTCwOI9Hs/JIdRuNTj9TieiKEvtLkASR+ytaKLM4eH7kHD8Y6eXD9RvYG6zj0NQgT9StZ2dJNS3OAH906gDzqTiVNhdxVxq3ZqHdHaS8sCrvM1mod3hxqxY6PaW4NDPhdAKrojEaCyEL+WtyJBrCqZqwKxpVNjdvzY4xl4ozl4oxGV+k3JKXYre4Atxf1VJMoRiPhfnh2AVaXP6COWWUgxMXeaym45oS2on4IkemhwHY4q+kyuZCEkQ2+yp4uLqN/vAsf9X9OvFshtlkHEkQ6PAEmUlGWUgnsMoqgiBQZXNTVlC5XIkyq5P3VbdjVTTOhWcYiYaQRZHXpwbZU1LLYjrJeDzMm1NDVFpdHBi/wDpPGRk9x1QiymuTAzxU1QJAhdXJ/ZXNN5QSszNQjUez8NxIL3/S9TJ3lTfySHU7oiCwzlPK/ZUtjMZC/LdjLzCbjHFoaojByDx+k5VkLsvp+QmGIgvMKjGmEhF+d9PdlJiXBrsJq8cnAAAgAElEQVQBs40au4ejMyNXXDMCFVYn47FFJlMRQukEI7HQNckJi6zS6g4s8/qwyAqpXJapRIQ9wVqqbG5EQaDM4qDa7mIivsg6T9ktpZiAS6qJOV59totcwUeidWM1n/4PD9HYVo5wxbypajemABMEgaq6AJIsoqdzzM9ECM/lyYlGez1u1UVaT1NmLn1P2rSGnzxIksiWjTVLtlVWeKisuOxREfA7+ODjW4t/HzsxiNNhxu2yEk+kMZsV7ru7o/h/j9vKxz+ya9Xv3HzV913C1s2XU4/37m5a9fP9c/P0Ts0QT2c4PDxKKpvllf5BwokkZkVhfVkp5U47qiTxoY2dnJ+Z5Q/2v8yWynICNivJTJbxxQjxdIbPPXAXDT4vsiRyZ0MdJ8cm+E7XWbonp2kJ5I0mZ6IxMrrOf7v3Dkodl+c3h6axuaKcLx89wedePEBrwE9G12krCXBXYx2aLFPlcrKlspyX+vr53ef20+TzEkokOT05RbXHRTKTXbWd18LWynKeWN/O3715nN7pWVoDea+R+XiCkVCYRzta+JktG9/RsW8UBgbp7Diy5MJn+wSZ3Azzse+SXLhAtfdPkEQrC/GnmYn8Mx7r+1CkcnL6AuncJJfUDrqRJJm5QInz19CkywGjSWni6hK7K8GmbUORSgCD8fCfYFHqcZkfAECVgu9Bq98+DCNDKnORrB7+cZ/Kjw2SdH0PuDP9EwxNzqPIItvaq1at5mE15wmOxViKdDa34j57fZsxMMgZOi7FwSdrn7i8+BYf49DcWzfTnJ9OciKnG7x2doDRuTAmReZj+zbidVjpHZmmrSpAld+N32nF67AwOhuipsTNlsZKnjt+jsZyP7taqxEEAVEQUCQJURSQJamoQogm8wPWUROkzONgXU0pi4kk4ViSaCLFlsZKgm47O5qr+Nbrp0mkM1wYn2N3Ww31waVGQJKUNxuURAFFlpAlkUyBVNnTXkO514lJkfnB0V5mw1FcVjN2i8b25ipKPZdzNSOJFOfHZhiYWmAxnmRuMU4inXnHfdhaGaCp3IepINuPJlIc6xvFoimcHZkimkhjVvMsdkuFnyPnR/jqyyfZ1FBOwJVnqt/qH2doZoG5SJx0JsdCNEE6myOaTHNmcJKx+TBzi3EWY8niDWDRVLY2VVDuvSw17BufxQB2t9Xgv2qlvirgYn1dGUG3nSq/i4VYYtU26YbBVCjKoZ4hoskUFybmKHHnH4RtVSUc7Rvlqy+/xZbGCoKFvq0v9eJ1WPiXAyfYUFfGjpbL0vO81+7SycDnsNJRE+Trr56ivbokn3YhXGEsWTCkvLQ6kMhkGZpeoGdkmkQ6w3QoxmI8hUVTKfU42FhfTqnHQU2Jm4VoomhoKQoCkiTekDImlcny/SNnOXlxHJtJ5UO3rV/mk5HVdTLZHKZCqS6nxUSJy8aZoUl+9q4tmDWFsbkw50ZnGJoOoes6BjATjlLiujVWBs2ywr0VG7DICt+8eIr5VJxSi4NULst6TxnNrgCdnlIssoJZkml2+fnV9t0cnhrib7rf4J6KJu4sbyCRTVNmcdDpyQcYu0pqqLS6ODhxkRdGz3NvRTN+k62QNpL/bkkQ8WhLJa1ZXc/PISvIuh2qVvQHkAWB3HU8JFQpT360u4M8N9LLcyO9bPVXkjH0Yh6jKkmFlZQbcTW4vI9FVnGpZs6FZvL9pWc5G5qizOIoKhZuC9axyVfOqbnxJcf3apYl90DW0DEwaHYFKC304fX8CwRBYFugks923n7lRmRBLH5WLJAmhmGwwVvGc6O9/N7x53FrFp6oXV/sg9Xg0Sz5lTbygXvOMMjoOVRRotVdglM10ekppcLqJGvoCAi0uAIEzDY6PaUFZUa+nW7NjHwNM6srIYkibe4S6h1ejkwP87X+t9gbrEMQ8k7ekL92BPLeIvFsBr/ZRoenFFEQ2Baoos1dwoXFWRRRQr5BD4OpRJS/OH2Qjb5yNvnK6VmYWpayd6No9wT51fbdvDk1xF+eeY2Hq1q5rbQeSRAKY/9euGi8O+g+McjiQl7a7fRY+dCn99FwFTHxdlFS7irUf8+xGIoTXbz8zLFIZrTrGJKuhHgkycLMIpIk4vLbMa3gAaDndHI5HeUm/YpuRSzORzFZtWUkUSySIBZO4PTZ0N7GKn8yniKbyWG1m29qrN8LGIZBNp1D0eTi34lYKr/oURj3pvoAAX/+uWq1athtS4nQTDqLJIuF6xDSqQzpZAab891ZyT89PsW3us6QyubI5HJUupycmZzi/Mxsfu5L5ZB9Jbj9dipdTn7//rvY39fPawNDHB8ZR1NkKl1OHuusKZINmXQWj8XMb962iy0VZbzcP8DpiSkEAQI2K/vqa7BrS697TZb46MZ1KJLEGwNDHOgfwKFp1HkvEzsOk8av7dlBhdPJ4eERDg4MUeV28Ru37WI0FOa1geElPhBus4l6rwfrdQhJURD4xOYNNPt9vHi+n9OT+TnUa7FwT1M9t9XVFPcVBIESmy3vQ3GDz4a3A0Uqx2m+E8PQkUQnk+G/JJ0dRlPqSWTOY9HW47N9Akm0FdKK0whXlP9FEHFouzCrb79Eslltway25BcbIl/CpDThsty3ZJ9Mbo5w4nmiycPoZDArzXisj6HJlYBAMnOR+fhTpDIDGEYaVS7HZ/sImlxPMtPHXOybyKKLRKYXl+UhUpk+ktl+fNaPYjNtu8ney99j6dwYC7GnSGR6ALBqW/FYH0UWnYBANHWMUPxZMrlJDEPHonbgtT1RIGYgm5tnLvZtYqnjSJILs9K8xHj3xw27Na+UWowmiSfTxRSnS0gk07x8/AKReAqPw8LOddf3SDQMA1Z5bxALC1ICAu8vv3tJ+qJbddHmaLip9vz0PeXIVx7Y3FDBz92TD6pkKW8EJ4piIQg20PW8SZGqyKiyxAd2dzA+V82B0xf4++eP8OuP7lkSCF+Z83bpZVzXLzGTBoZRcKIwKErgM9kcsiQWg9LsCkZclwLcq8dfFIRiwJ7TDQwMlIITsiwKywwVj5wb5viFUT557zYkUeQvnjq42jV1QzBrS538DcBu1nhsVwcd1Xm2VCpUfaj0u/jsY3vpGpjk6SNnCceSPLytFVWW2NdZz8Pb8hOiIAg4LBr/+vJJJhei/Nw9W5hciPCFZw8X328lUVjmYyAKArqurxh0mVWlGChc7dVwNaKJNP/6ykn2ratnd2sNXzlwsjiWNSVufvsDt3NqYJzvvXmWSCLFA1uaCbrtfOaR3ZwdnuLZY3k1ywf3rkdbRTalKRKfuHMzw9MLvPhWH1964SifeWQ3TqsJVsidvDgxx/cOn+UX7t9OfdDL5762vzhuJkVGLpjaiFe07VJe440GG6oscce6Bh7b2Y5JVYrHvATDMJhciDAVilBT4mZ0NkzAZePRne2MzYU50HWBCt9mzo3O0FKZTzvJ6Qbfeq2L/ok5Ak7bLZF3KJAP+Db4ynlh9Dw/HL/Axxs20eYqIZpJ0VxYzc8USIPpRBSzpPBgVRuCIHBidow9wVra3CUcnh6mxu7GIissplMoksTFxXlsisZ6bxkHJy4Sz6av+v6lfeDRLJgkmcPTQ9hktVgh49K+N9pjuqHTE5rBo5mRBJFoJo0qyphlhUqrK5+SYbFzbGYUp2rCeZ0VfUWUiGbTzCZjSIKIRVYotdh5eniEx2o6iWbS/GCkh02+ckKpBMlclg2+MmYSMSKZ5DXbbJM1qgsr6+3uEhK5zDWNxy4hncsRyeQVSJIoYpEu9dNySKKAiMBn2vcQMNuWHf8SiXElxMJMeyW8mhWvyYJVVljnKWUxkyz6flRYnciimG9DNrNEarwSKbkazoVm8mSYrBDNpJEKpHdW1zmzOMloNERfeBZREHAoGi0uPz2hKcqtDjyahcVMEpOkUGZxksplOTYzwlZ/JYlcBkdB2QL5eeVK15xoJsVUIsIGbxmyKLKQSqBf0SUGxhJvnMt9lz/Cld03m4hhlVUeqW4jZ+i8NTfOzpIaJElGFSUW0gnmU3EMDCyyessoqQDOnxkt/t62qZrmdZU3bTptd1mK11sqmSGduvyCOpGcIpqNsd7VsdrHV0Tv8Yu88YNTlNb6cXhs3PH4FuSrnjGh2QhjF6fp3Nl4cw24BfHKU8fZsKeZysalK7FTw3O8+tRx9r5vE/UdN567feH0CPOTYXY+sP6WI3My6Sxdb/Sx5Y7LCs/5qTCyIhGsyt/P508MsH5386rn3n2kn7r2ChzufKpBPJJkfir8rpETj7Q382Dr6sqK4d5xnvvn14rjUuqw87FN6/nIxnXFOUVEQBQvz5Rdb5ynY3sDPquF93e28Uh7yxKvLbEwN14JQRDwWi18escWPrV9c/49W1i6ryAIVLqcfGbPdn7Z2FY8niyK6IbBk+s7lpDJD7c180Br03UJZkEQsCgK++pr2Vtbg87l96+rz9Uky/zirq3FdJP3CoIgIgpqodqMjCiomORa5mPfJZY6gc20HVHQEPjRGcQbRpbZ6FeJp0/gsjyMgEIo/n0ms6NUuP8rkmgnq88jouIy34OBzlzsW0wt/i1Vnv+BbsQJJZ7Da30SUTAxEf5TPJb3AQJzsW9i1bbctLGtbkSZWvw8uhHHab4Xw0gzF/smur5IwPELiIKJbG4GWfJh1Taj61Fmo/8KGASdnym08WuEEy/itX0EAYFQ4lky+ty70ofvBsr9TuxmjZlQjL6RGVprSpCky7Hqqb5xjnYPoesGW9uqqAysrqpPpDLF+PV6ymxREAmYlnpkuBQ7610tN9WeW2vWfhdhVhWc1ssrmQYC25ureOrNbl45fZFQLElON6gLepiPxOkanMSiKZQ4bVwYny0SCbIkYjNpHO4dJp5MUxVw47KZ8Ttt7D95noYyH2eGJqnwOfHYLVSXuHn2WC8tlQFe7x5kS2MFqiyzpbGCp4/24LBoWE0qFk2loyaIQH61/WD3ACcujFHudVDmdbC1qZLD54axqCpD0wuUuOxFRQKw7K09H7zm0wrOjc0QTeQDp3Q2y3QoymQoQjiWZGQ2RJnH8barW5iUfBve6BlCEkVyuo7DYmJDXRlnhiaZCcewmlQ8dgvpbP5lbWdrNS+dusCpgQm0Qs3djfXliIXPj86Feb17EP1qR+Wr2lbpd+FzWPm3Q2fYVF9OVtepD3pX2vWaEIR84BNPZjh5cZyekSk21OVzQE8PTjIXiWPVVNw2M+lMFsOAc+MzTMxFsJlVfA4L6WzedCmaTDEbjhGKJZgORRmeCRF025lbjNEzMo3DrFHitDETihbL2poUGUWSOHJumMZyP9UBV1GhsxCJc2A6xOxibNV+uNwOAZ/DyunBSbx2C6Uex9JrY4X9bSYVu+Vy0GoYBrpuMDg5z4Gufg71DLGpoZyaQJ6cgHxf3b2xic8/8wYb68s5PThJS6WfMo8Dw4CGUh/dQ1Nsqq+46eojNwsRAZ/JikVRsSka76/p4Onhs8yn4jxZv57vDJzmL88cRBEl9gbrKLc6GYuFeWa4h0Qui1VWeLCqFZMsc2d5I/Fshr/teRNByK+gv99iZ29pHV+9cII/63qFEoudTb4KlEKZ4oDZtsz00Wuy8nNNW3l6uIdjM6N4NDOP13ZilhRKCp4RAA7VRNZYvYKAbhgcmhzkwmI+iHWqJj7asBFZEHmybh3fGTjNn58+iFVR+VD9Buxq/t5WRImSQvB+CUJB7r/RW87f9R6mzV3C+2s6qLa7sckajU4f0Uwa56SJcqsTl2qmxubmC2cPEbQ42OgrL7bTo1mK33UJTs3EzzRt5pnhHv6k6xXsisa9lc3XLEvpUDR6QtP8/okXAWh2+vl442a8Jksx+FZEsdhn4XSKcDrJn51+FVWUqLa5ebJ+PZF0iu8MdNG9MIWBwWwyxocbNmKWVXwmaz6V7tJ5KxrlVgefbN7G/rE+9o/14TNZebSmnTq7l59t3sKzw70cmR7GqZq4v7KFErMdm6LiNVlveN45NTfOW3NjGIBNVvlIwybcBZJJFSW+dO4o0WyaJ+rW4TfbcGsWZpNx/rnvOLphUOfw8nhNJ2VWBx+p38j+8fMcGL9AwGzjybr1ZHI5vjXQRff8JFOJKH/c9QoPVrbQ6i5hZ0kN/3T+GAGzjQ5PELdmJpHN8PTw2UKqUow/P/0qOwLVPFTdyktjfRycGGAuFedvet5gvaeUjzZsYji2wLPDvaT0HDZZ5ZHqdrSCSqfFFSA47eDzZ99gs6+CB6tasKxi7PrjwMxEfi4TRYGKGj82h+mmiVTVpBTn5mw2R/YK2atJ0uiPXuTcooYiylRYylFvQEkhSiKtW+vYdncHL3ztEKMXphjtn2ZyeBZ/mZstd7Xz6veOc/bIReanwux5eBMnD/YyfG4ci93MHY9vRTNf/p7p0TmO7O8mEoqhqgotW2oxWzVOH+ojk86y5+GN9J0aZnpsnmw6Vwzij/2wm1QizfZ7OpEViaMvdROajVBa42PdziZOvHKWZDxN88YaSqq8vP7MW6gmBV+pi023tyJeQXynkxnefKGL6dF5Siq9tG6p5ZV/O46sSKiawt0f3M4bz3WxML3I2MVp1u1cHgyX1wUoqw0UybLzbw3Rc/Qi2UyOve/bRPeRfhamF8mkM+x5aCOpZIZTr51jYSZCZcNSokPP6fSeGEAURTxBJ+dPDtK0sYbXnj6JKAi0bauntMbH4edPEwnFqGoqZeNtLUvalEykee17J4hFEhgGbNjbzPC5CW57dDMHv3+Ctq31DPSMFcdl290dHHruFJlUFt0w2PvIJvpPj/Dcv7zO9Mgcex7eSDya5PALp+nc2Yiv1M35t4Z4+kuvMnJ+kt0PbkDXDY4WxmXrXR0YhsEz//gqta3l7LhvHSWVXt58rguTTaOuvYKeYxfzpW6bSnnr1V6aNlZz9kg/4bko5XUBNt/ZvsTJP5fTOfxCFxMDM7hLnGze18oPv300r+iVRO7+0A56jg0wcHYMk0Xljg9spbK+pDguscUEJw/2sm5XE2MXp8EwkGSJrjfOY7Jo7Li3k7nJME9/+VUGzo6x+8ENBKt9yypdrAZBEJAEgWvtvdo+K24TxWse6+rjAsjSdYw7BQH5PSRlc3qYRPo8mdwEc7FvYVE70eQqBEHGZXmAVHaYycW/Qo19G7vpNhzmvciirxjUG0aGkYXfQyr634iUOX8Ls9q8+pfeIFLZYSLJg7gs92NV1xfOd4G52DdIZi5g1TZiVTdgkuvIGbF8CkZ2kMXEKxjk505ZdOIy30sqO0gi04vH+jiR5BuEE/sxjBSCYL7WKVwX8XQXifRZAo5fxKzkyd1k9gLhxEt4rI+hyhU4zHdi1SPoRhzDyBBJHSKR6cPAIJObJpJ6A5flAbzWJwEDUbQwGf7LG/p+wzCIZdIMLYbpnp1iOBwikc1iURSqnS46fCVU2J1YFeUdP5+aqwKUB1zMhGJ854ddVPhd1FXk46T+0Vn+4XuHmQnF8Dot3L2tCdsqFXoMw2A+HCeeSmM2KWjXebfPGTlOhXrZ4Gotqinm0iEWM1HqbG/fDPQSfirJiYZSH8n0UrmNIMD6ulKyus7xvlFMqsyHb99AqcdBNJFiMZake2gSk6rw+K7OotxfkSWe2LOO17oHONk/jt9pw++08tF9GzjQ1U/f+Cz3b25GkSWsJpUP7V3Pga5+Tl0cZ0N9GXva87L+HS1VyJJI1+AEhgHbmioL5yWwtamScDzJ8Quj6EY+ReG2jlpURaJrYDxf3mXfRlxWE9mczo6WamxXSRw3N1awEEtw9PwItUEPj+/qwGU1sRhP8XLXRSYXItjNGvvf6uOOdfW0Vi6vIZ4/IagLekmkM0XJIORJmke2t/H62UFO9o+hKTK7WvMpDrIocmF8llQmS5XfxR3r6pElkZ2t1ZhUmZP9+RrRnbVBREHgno2NvHiyj9e7B2ks99FQ5ssrNUSRbc1VuKxLJyK7WeNn7trMq2cGeLN3GJ/TSkOpD5fNzPaWqmJg3FR+VT3yq2DVVJ7Ys45DPYPEU2ke3d6Ow5oP2CVR5PzYDJlsjsZyH/s66/OpNpLE4PR8oYKFlds769EUmaGxWV4+3Z9nKsMxnj9+jg/s7kSVZWYXY3QPTWK3mPjQbetx2/LtcVpNfGB3J0fPj5DMZAm6bNSWeHhgSzNdg5NU+pw8uWcdJS4bNrPGjuZqrIXytXVBT5GAEASBh7a28sOuCxw+N8zejtprkhMd1UFc1uWr6etqS+kbn+X82Ay7WqvZ1lyFWVOKVW0Aakvc3LuxiUgiRZXfRVtlSaEKTP7zZ0embjCN4L2FRVb4pbadRYn8Bl8Zbe4SNEnGo1n45bZdxbJiaqHc13pvOa3uEnTDQBJENElCFESciokP1W8gnbv04MwHkvUOL//3+jvQDb1ILCiihAB8pmP3Msm9KAis85bR4gqQNfJqDU2UEQSB3153O2ohFeG+ymbSuRwHxi8wHltc1rZ13lI+1rgJvUBgSKKIKuY/W21z86vtu8nouUIb5OKKToXVyW923lb8nktwqiZ+qW0nWV1HEgRUSabFFeC/b7mvYKZo8Lmt96NKEiICv9axh6yeK5aAk4W8EuxjjZuKAf8lSIJImztIg8NXbLMkiLw2OcBQZGFZ21pcAe6rbClWMbl0DJMk8/HGy/W1y6xOPtt5G4Ig8PnuN7ijrIHdwRqimRT/s/sNNoZn2eSr4NOtO4saAgHQJIVqm5tOT7CYRvGRho359CpRYnugig3ecnKGnicMJAlJEFnnKaPFeXncVFFGIJ/isz1QXTxWTtc5MTfG+dDMsrbV2j08Ut3GQ1WtGFy+xgTyhGSnp5QnCqVuNVFGFEUUUeL9Ne08UNmCgYEsSqiihCgI7AxWs9lfUTxXTZIAgY83blpyD2qSjCyIfLJ5a1ElJF56eRdEHqlq44HKy6saipgf59tL69lVUrNkHERBYLOvkk5P6RX3yeVrLGC28Rude8nqueK53kpIJfMkvSiJWO2mJc+0d4ps5jIZIQrCkrQBTdSQBZnx5ASSIFFiCtwQOXEJiqZgsqgkYikcHiuCACdf7WXvI5to3VJHKpFh5/3r88aHdhPldQHefL6LXQ+sX0JOJONpBAGsdjMWm4mJwRmaN9UQrPJxdP8ZZsYWmBicoW1bPYtzUcYuTFHbXk6gwsOFrmGGzk3gDTqJR5O4/HacXns+6O6boqzWT9ehPnbYTSzMLPLQz+zF6bOvmD7h9NjAgDOH+qhrKyeyEONDv34fT33xAEPnJ5kYmOHhn7uN737hh1wvPcgwDDSzQrDax5vPdzE3GWLs4jRb7mxnaniWwd4JQrMRmjbUsDgfJRKKLfv84nwsfy04zMyMh6hpyZBJZqhoKMFf5maod5zzp4aoayvn7NF+mjZUY3dfNtieGVsgNBvhvo/u4tt/s5/4YoKZ8YXC/+ZJdVQuGZf2bfVMjy3wwMf3cPiFLkIzEVo219J9pJ+7ntyOoslYnRa8QReRUBxJFmlcV0VFQwl3fGAbdreV+clQcVxG+ibZcV8nVU2l7H5oI+X1ASRRpLa9nIsFlZDNZeHYS2cRBYHF+RhzEyF6jg/SsK6SnmMDNG+uzY/LFf1id1kR68U8SbKjkYXpME9+5j6e+8przE+FsVzRpu33di5RaJhtGql4msmhWYbPTdC+vZ6Z0Xk0k0JFfQCby4LTZ6eyIci+x7biDtxs6dj/8xBJHSK9MEY6O4xN20HQ8WuIQj7VUBb9lDp/i2TmHIuJA8zFvk44+RLlrv90hVGjiN20E0W65IUjIEvud+XcMrkJ0tkx5mNPEU7sB8Awcsiiv/C7Tix9ivnYt4qGmqnsMLqR5NI9LwoWBMGEIKjIohtBUBGE/Hxm8M5KP1+JZOYi6dwEM5F/QBCUwnlli/1hGDnCiQOE489hkEMQZOLpM5iUBsAgp4fJ6QuYlIYCeSCgyTWFMbg2DKA/NM+/9nTxTP85FpIJcgV15yVSzWu28GB9Mx9vW0+1w/WOCAq7VePeHS30DExxfnia3/viszRU+NENgwsjM8wvJpAlkX2bG9jcWrmqIiKb0xmdDpFMZSlx27FeJ50uZ+gcmetinbO5SE5MJWfpWby4Rk5cja1NK3eIJIpsa6osEgOX4LCYeHRn+4qfEQWBzpognTVLWfi6oJe64PJyLwFXvmLE1TCpCnvaa9nTvjzP51LQeiUU8ikR+zrrl24vkCVXw2Ex8fiulR3xP37npiV/J1IZ/vbZN5eu0hfw6M4ONtSXrSivc1hMPLBluVSnpTJAS2Vg2XZNkdnRUr3EpwHA77Tx0X0rGwk9tnO5HFYQBEo9jhX79co272ipJpXJ8o/7jzE2t9wY575NzWysLy+qJa5Ee3UJ7dXLCZv6Ui/1pcvHubnCT3OFf8U2fHDv8vMEkCWJrU2Vy67Pezc1c++m5fs/fsU1salhqfNtpd/Fz96VN0TN5nI8faSHroHxZcfYUFfOvZualqVyCILA+1foa8j7b7RV5fvCpCo8sorBaG3QQ23Qs+L/ftQQBGGJ74AkiJjly23WJBntqrhJFgTkFQIHQRBQBGmZV4QAq5bEvOQfcTVEQcC0wmeu3JYnOARcqpmcvvwF3SarSwLCq5Fv2/KpXBRETPLyYOxSXy3tD+GK/hJW6Lvlx1/N5+HqNucMHZdqImle7k1iVzRUUVpmwnj18S8dM53LkjVyxLNpFtNJRmJhcoaOTdGQBGFVU0aZpe25fNyl18lqbSgeR5CWPDSFQjrG1SaVkCeBLhFeK0EUhBVVBrIorVh+8upr+hJWUyqokoy6AlewUrtg9XFe7T6BK6+lW/NVQi0Q14ZukElll+XhvhPMz0QwCvepyaJiuoIUcClOmh2N5IwcXtWDJt6YQvHSCvTQuXGioTiCKHD6UB+1bRVk0jkQBFRNIZvJkoilMKI6bx08R01rGZlMrphieiU0s4ph5IPH+akwxw+cxZE/qWoAACAASURBVOGxkc3m0HM6ZqsJm9NCOpEmEorTffgCyXgGPWeQy+aQVRnDMCit9lPbWsbQuQlUTcYbdNK8sQZFU7A5LVidlhXTDyaHZ+k+0k9lY5BMJgcIOL02TBYNRZUx9PwLejySXK6ehOL/4pEE0VCcSCjO8QM9uAMOspkces7Aajdhc5oJW1Qy6SyiJJCMp0inlvttCYKArEgszERQNZl4JInDY2X9niYGesY5/nIPFfUBVE3B4bVR2RjEZFl63UuyiJ7T8+ec01E0hVQizexEiIWZCOH5yJJxMXQDu8uCxW5CMynouRyKmic6Y4sJnF4b6VSGZDyFIApkUlkUVUaSJGKLCVSTQveRfmKLyeK4SJKEosokIkmy6RwoBolokng0SSySwFviQjMrHHq+i7ue2E4mnUU1ydhdFsr2tWK2Lr0m5yZCdL1xnsb11WQzWQwMHB4b5oIHyMJMhNOH+grjmEXXl45LLqvTuauR175/An+ZB1+pC7vLAoLAmcP9uPwOqptLkWSR+GICh8eKdIMGtGvIw67tpNT568xGv0oyc7GoOIBLqhELVm0jFrUTR/oORkOfI5I8iGb7SGEfCZf5vnfkOXF9iEiikxLHL2JRr4yjJBTRSyY3zWT4r1HlUkqdv4EkOlmIf5/52FNLjiFc8XuhZYWfN7/4JSCiSqWUuX4HRfJfsV1BlvwkM31MR76I03QHbsvDiKKNifCfkisabOYJCcNIr3j81aAbBufmZ/iDQ6/w5vgIsiDi0EyYJBlJFMnquXzJ20Scfzx9gvPzs/zuzn00ur1v+zklCAJ3b2tiaGKeH7x+lpmFGDMLl2M8i0nh9k0NfOz+LViuQTgsxpL0DEwBUOpzrGqaaRgGoUyE85EBJpOzHJ7vQkLEAM5FLuLXbi42uDXfKNbwnkJTZJ7cs664knwlHBbTj6AIz3uHS2VAM7nlDrM2s3bT+ca3IiRR5PaOOrY3LyflTKqCdIsZgq1hOSRRZIN3OWl2CbeCp8c7hSiItLuDtK+yUPN22qaIEh+s28D+sT7+begMNlnjE42baXC8/Yf5uwFBEGhy+mlyrkxUrnZOLa7ALZX+8NMKT2GVNpfTmZkKk05mligM3gkunB0rpnI4PVbsV6wiTyWnOTJ/DEmQcKtuWh3N+LTr16x3em2cO5nkQtcwO+5fj6fEwcDZMeKLCdbtasynI5U4cXpsnHmzj813tBOo9BAJxWnfVr+sTVaHmdJqPwYGaoFEyKSzTI8tUNdega/Mja4b2JxmMMDqtKDndPpPj+ANOimt8ROejWAYMHB2lPmpEJvvaCcajjM/tYjb78DqMFNVCDpXbpMdl89OMp6mc2cjFruJqqb8SmVVcxmBSg/1nZUcO9BNabUf61V+CYZhMHJhklQyw8TgDOX1AcrrA8xPhmlYV4kn6KSqqRSL3YSvND+5VDcrnD7UB4JATXPpktVBQRSoagoyPjjD+OAMTeurSCXS9J0aRpQkalrLKK/1Mz8dZn5qEZNFQ1KWsnu+UhflDSUcO9BNNqvj8FgprwtwZP8ZKhuD+IKuJeNic1mobi5DUWXK6gI4PDZUk0JdRyVH9p9h90MbmR6dIxqKk4ilmJ8KU1LlpW1rHSdf7WX7PR2UVvvoOzWMN+ikoiEIAnRsb6Dv9DAWhwmH28bohSmy6SxDvRM0baiivqMSSRIpq/Wj6zqdOxuZHQ+hqgryVW2yu614gy4W56Os29WEyaxR3VyGIApUNpbgK3VRUuklFo7TtrUOk0Vl4OxYcVyqm0tx+x3oOQN/uRvNrDLUO8Fo/xT+Mhcub16l0ba1nq5DfZisGoGKW2NR4ycFkujEpDTgs32MobnfYiH2FAHHp8GQ0I0komAu+FBIKFIAUTCjG/EfybmpcgWSaCeTHUc134sgyAU/owwCMroRJZObwmN9PyalAV1PkM6OYhgrl6h8L2BSmzBiOjk9hFXdhCCIGIaOQRYBmUxuGsNIYzftQVNqyOoh0tlxRLGgrJbcyKKXePosTvM9gEAqcxHdiF7zexdTSb546hhvjo9QaXfyWGMru8qrqXA4UEWJZC7HUHiBg6ODfO9CL6+PDvHl0yf53V23Y3kH1a+cNhO/8NhOako9HDo9yFw4BgL4nFa2tFVy19YmvM5rqz2m56P0j81iMam01JTgsq2eUpPRMwzHJwhlFukK9RYXYjyqi+3elRdpbxTCO3XwfpdxS5zEGtawhjWsYQ1r+MmHYRh844sv8+U/ewGA6oYS/sOffpjqhpJlpNH//9tf58DTbyGKAnc9uonP/o8nVjzezESY//ezX6X3VL5s65a9Tfz7/++DOAvS/4vRAcYS48ynF7DKVja41t0QOXGz7ZyfCjPWP13cZnNZqGktv+Ey01cjm8lx4uUehs6PIysywSovW+5sX9WgUdd1Bnvyqo9LqGgowR1w3BBpaBgGsxMhJgYup0c5PFaqmsvecRtSiTT9Z0bJFlJ8JVmkrqMC8wopjitB13WGzk0Qmb+8+lhW58cbdJHL5njxa2+y7Z5OvMHV/XRuNei6wUjfBOHZy0FVsNqHv9z9jsndeCTBkf3dxCIJ7n5y+02Tf2u4jJweZ3Th9xAElSrP/4NhZFmIf5/pyJcod/0OZrWDmciXyerzKFIADEhkesnqC1S4/jNmtZVYuosL0x/HY/1Afp8C7NpOLOq6GzabNAyDC9Mfxm6+naDjV67YnmMu9jXmY9/Fpu1Ekfxk9XkENAL2n0M3Eowu/D66Ecdhvot0doRo6jC6kaKp5Osk0r2Mhf6Qas8fksxeZCbyT1R7/5hI8hCh+DNUe/8YSVw9bRkgnR3n4syn0ZTagjokfy1b1U3YtM3oRpqpxc8TSx3Dbr4NSbCRzk1gkuvxWB8lnZtkeP4/okmVWLT1JDPniKaOoclV1Pj+CgyD2ei/MBf7Dg7zbYiChUT6LIl0N1WeP8Rm2rrief1w6CK//fJzWBWF399zN3sqqlc0TM3qOV4c7Oe/HNyPKkn8xV0Ps7V09bLfNzJW0USaxWgCBAGn1YTVrN7QPT4XjnFuaBpRFKgOeij1XTsNK6NneWbiZR4svb2Y2iwgXOu7bmiiWVNOrGENa1jDGtawhp86tG2qwWzVSMRSjFyc5tVnT/Pkz7uXSdtvBMl4mhe+c4zB85NA3hizbVP1EuWEV/PSHxtgLjWPV/Vila+fk/xuwOm1Y7FfXuESJeGmVIKSLLJhbzMtm2sAAZNFXbbifiUEQaC8PoCeu7zO9HarZLj99iVeBpIk3lQbFE2mrr28aKYpUDAzvUEIgkB5bYBc1WWF6aU2SbLEvse2oP6EBeKCAKXVfgIVlwkz5RrjeiMwWTS23NmGJIlrxMS7DEGQsKidCIJc+FvGab6HVHaQVHYEi7oOs9JCNPUmqcwAIGNWmnGa78ZUMH6UBSdO813kcvPk9FDx2Galhbe7LmzTtmOSl6aaC4KE2/J+FKmMSPINEpkeJNGFTVuHIChIgkqJ45dYiH+fePoUJrmWUudniaWOcyklxK5tRxStKFIAm7YFUdBQ5VKs2kaEGwhTRcGE3bSbdG6CZKavuF2TqzDQEQUzAfvPs6jUE0ufIm2MIkv+Qh9JqFIZQcevEk7sJ5Huway2YdN2kslNAgKCIOKxPoYomImlTyCJbvy2TxBJvX5N747jk2NE0ikebWhhS7B81Uousiixq7yKvZU1PHexj1PTEzdFTgiCgN2iYV/F9PJa8Dqt7LqBMqOXIAsS9wX3oAjyu6peXVNOrOEnDqlclm/0n+LYzCgC8POt2+j0lF73c2u4NnTDIJRKcHp+ktNzE0zEIyRzWTRJwqmZqba52Owvp87hRbrJ0k5rWMNPO3oWpviXvpPFEqlXwiTJ/Er7Lqrt744p2RpWxmIozuc/9z1efbYrb/znNPPIx3Zy/xNbcfvsSHK+DO1qygnDMMjldMLzMX7w9cN87yuHiC4mAKhrKeV3/vjDVNVfXo3MGTmmktMspENYZAvl5jJUcS2/fg1rWMOtBcMw0I0EurHce+4SBBQk0XHTpTzfKfLnGEG/RgqIKJgQhVujnP3V+M2XfsBTfT384b57eaK545pltnXD4AtvHeWPjxzk33Vu4r/suuNHeKbvHIZhMJmc4dhCN7FsrEgGNzvq2ORe0a/uJ1M5MRmPcD48s8wPIV+3OG+c5tLMBMw2HIp2S16Qa3hvkdN1TsyM8b3BswA8VN16S5MTqVyWqUSUuWSMWCZNtuCgr0oSNkXDrZnxmaw/VlM5wzDoDU3zP8+8wZtTw8SzadJ6Dt0wEBGQxbxL/6927KLa5l5SimwNP31YSCU4Mz9JRl/q3XJpHrbKKm7NTNBixyS9u4z5TwtmEjGeHznHbHJ57m++rOjGNXLiPYbdYebBD23jQvcoY0NzRMIJvv2lg3SfGGL33e3UtZbidFtJJi4bnWXSWeZnIiQTacLzMS72TvDa86fp7RohGc/vZ7Ko3P/EVkorl+bOjycmODx3FIfiQBZk/Jp3jZxYwxrWcAsix2LiJebjT626h0mpJ+j4dSRhZVPE9xqGkWIm+lViqWOr7mM37cFn+ygCt55qxyhWI7mx9yNByK/U3yKigRtCzsjx/ORrGECZyV98F7RKN1f+9ZYjJw5NDfHfj71IOJ1csl0gb4ZmlVX8Zhu1Dje3ldZxT0UTXpPlhgd/DWv4USGVy3J6bpLvD53l9PwEY7FFFtNJ0rkckihgkhRcmokSs51au4ctgQruqWjErf1oHwSGYTCZiPBHb73Cq+MX0TGwKSo1dg8uzURaz7GQTBDJJGly+lasJHAldMMgnk1jkA/C1gLXnzz0hqb5jdefYj6VWLL90jzsVE2UWOw0O/3sK69jd7AGp2pem4evQJPLz3/ceCczyRiL6SQziRivTFxkOnFtE601vHsQRIGOLTU8+Qv7+PKfPU9oLkoqkeHUm/10He7H6bHh8duZm8qX8NV1gzPHBvij3/kG8WiS2ckwobnokmoYJrPKPY9tZt/D65ekLmT0DPFsnGprFZ3OdgQElDViYg2rIJnOcLh3mLcujBNPprGZNXa1V7OxsWLZPBqJJzl0dojuwSmSmSxum4k9nXV0XFVFzjAMnnmzh3A8ySM72oql0tewhuWQsJv2YFZXrlQIIAoaovD2UwPeLQiCisf6GC7zvavuI4n2G0r9+HEgYLEhiSL9oXmS2SwWZfXnQSyT5mJoAVWUCFiu7bFxK0HHIJ5L8sHKB/Bp795iy605ogVIglAs0WdgkNF1FtIJFtIJzodnODQ5xCvj/fzGur00uwJrL8ZruGUQz6b5Zn8X/9B7lLHYIjkjrwQSyOeDZXSdjJ4ikkkxEg1zfGaU1ycH6XAHf/TkBNA1N8GhqSF0DKpsLv79+tvZ5C9HESV0wyCj54hkUlRYnde9z8ZiYf7r0eeRRYm/3vP+W7bM4BpuDCICJllGQCBn6KT1HDPJGDPJGN3zU7w01sfuYA2fat1Ohye4al7l/2kIWuw8VttBztDJ6jrTiSjD0YU1cuJHDFEUuf2BdYiiwDf//lVGL87k3eQNCM1FCc0tHY/ZqUVmC2TF1bDaTdzz2Gae+PnbsDmWrgx1h3u4GBskko0wkZhEFVV2+3ZgV5aXmX03oRsGi7Ekk/MR4qk0umFgVhW8Dis+p3VZGek1vPvI5XQmFyLMhmNkczoWTaHM58RhWVndm83leOqNbv7lpRPYzBp2s0ZO12ks9+UfyFd8JJ3J8ZX9J3jmcA9uuwWLpjAiCnTULFeLGga8eOI8s+EYeztr18iJNawKQRCQJfc1PRN+3BAEEVUqgZuzRfmxYUOgFKui8OJgP3dU1bElWLZiafGcrnNscoxXRwZwm0xsKLl1leBXQ0TAozo5FeqlxVFXNMW0SGbsyjv3XLqlo4ZGp49fbt8J5B/AyYI8/sTMKEdnRlnMpHhhtI+cYfAH2+6nxPLevgSsYQ03gqyus3+0j784/RoLqQSqKNHuKWWbv5KgxY4qSaRyOaYTUQYW5+lemGQ2GafNHfixXMMZPcepuQlSuSySIPBoTTv3VzWjXEchsRIMw2AkGuLQ5BD1Tu9PlDxtDSujyu7ik81bcWomMrpOLJNiKBri+Mzo/2bvPePjuq5z7/8p0zEYYNAb0cHem0RRpESrukm2ZUd27CS24+R9bxLnTbtO7hvf5CZOnJub5HcT+8Z2Eju247jLli1LsmSLEilSJMUikmBBIXobYAbT25lT9v0wwyFAAGxqlH98vkjEnNnn7D37rL3X2s96Fr3RINFclqdGe+iPzfLfN9/D9ppltwIUBUiShCopqLKC22a/pdXyJsHptnPPw5toaK7k6e+9zJEXekjFM/MYEUtBkkBWZNpX1vOOR7ez8741uDwLnc5ObwfNniYEICNjYeF6ldTWK0EIgWlZHOge4skj5+kZnSGaymIJgdfloL2+gt985+2sa3vrbHTnQgjBif4JDNNi+8plb/bjLAohBJmcwbPHevnRwTMMT0fQDZNSj5MtXY186G2bWN5YtWCuBGMpnj3WR5nHxV99/EHq/aWkczq2RURAx4JR9p0eoLXWz59++B4qSz2ktBwO28LtuyxLfPiezWQ0nSrfW+f09RZu4RcRW+rq2VhTx/6xYf7Hgb18cNU6ttc3UV/iRZFkDMtiLBHjwPgw3z7fzXQqxfuXr2ZtVc2b/ejXhbSZ4cmp5zkSPoVdyhMKtvjXcFf19htu86YOTlS5Snh3yyXKkRACQ1jMZtM8M9bL57oPMqulOTIzyrPjfXyka/Ob+LS3cAt5zGZTfOfCqWJg4teWb+FDnRupdpXgKOTnCyHImQYpI0dYy/BKaIJqZwlljjf+pMMSgpl0/vTQpdpoLfXfUGACwBSCU7OTaJdpFdzCWxflDhf3NnVRWwicCSHImAYRLc0LkwN8tecYA/EwfbEgf3dqH5/Zdj+r/bVXafUWbuGNhSRJrNywjKb2au55eBPHXuzj/MlRorNJMimNnGZgmRZI+WoMDqcNj9dJY0slW3YtZ/22Nqrqy1DVxW2jR3UTTkfImGk6vR2cCJ+kraSVcnvZ69If3TB5+mgv//bUEWyqzH1bl7NqWQ2KLDEUiDAUCFP2Fj45102Lp14+T4nLcdMGJwBeOHmBf/zBizRWlfFf3r2DSp+HcyPTPHXkPOFEhj/54B7qK+aXVE2kNYKxJNuWL6Ox0pdX13ctTp+fjadIZnLsXldDdVle+K/UvfTvunV502vex1u4hVu4flQ43fzmhm1Mp1L0hIP8zeH9lDtduG02bLJCzjRJ6TnC2QyGZbKjoYmPrduMW33rpAMqksK76vfwYO2ueaQvj/rqGOA3dXDickiShE1SqHV7+WDHBs5GpvnBYDcpPcdLgRHe37Yep/qW6tIt/AJiVktzanYKgJXl1Xyoc6HwnSRJOFUbTtVGhdNDp6/yzXhUIJ8ylTF1AFRJxvkq0jBMYXF0Zvy1erRbuAkhSRJu1YZb9fFo+wa6fFX8tyM/5UI8xJlwgK/1Hue/b7mHEtubl6t6C7ewGCRZwutzsX57O+u3t5NJa8xMRpmdjpNMZNBzJhLgcNkoLfdQU19ORU3pNQkAh3MRjoVPEM6F6U8MEM5FaPG8fk71wOQsX3n6CC67yqce3cPGzoZiyt1d5KnCc1PwLrLYLnJF5h7QX3Sc5zLdLssumPfviwH2q10z994XP7v874vdC2A6nGBwcpZVLbVYc55rqTYW69tS183FUs98LUhrOo+9eBqnXeX3H9nFhvZ6JEli17o2PE47X376ZQ6eGeI9O9cW02sEkNMNcrqJy67OE8C72LfiuAjQdAPDtHDYLl17+fNeHN+LuFp/bmTM3uixvYVbeKtDkWW21TXyF3e+jS+fOsa+sWHGErEF15U5nLyncyW/vn4Lrb7yt9y74lKcHIudIW2muafmDkJaBFO8ugPKt6wnb1dUbq9p5smR86QNnWAmSTSXoVa9Mi0+Y+iEtTQpPYdumciSjEtVKbe78Nqd16VboVsmUS1LXM+imUaxsoFdUXCrdnx2J27Vds0TzbAsYrkMsVyWrGkgBNgVhVKbg3KHG5uiXFMNFiEEOcskqmVI6rn8syFQCo6n1+6g3O5CuQbq9UwmyUwmiSrJtJb6i/oBmmkQyqZI5DQMYaFIEi7Fhs/hpNTuvCb6siUE8Vy22F/dMovVANyqDa/NgdfmuOpzXhwTwzIJa/nxy5kmkkSxukvZGyjWF89lyVkGAHXuUvyvoYaEKOg/hLUMCV1b0E/fVcb+4pinDR3NNNBMg7CWIZTNl5MyhWA0GaW7EFyZC7/TTYPHt6C9rKGT0DWSeo6hRJjeaBCAjGFwNjKNfREWhkNRWVZShlO1oVsmg/EwOdPAZ3eybJEKBhOpGOFC1QOf3UlDiW9ePy0hmMkkCWaS89qeC90yiWlZErpG1jQwRX7z7pBVSmx2/E43qiRf9X2N57KMp2JYQtDiLS864bplEs6m8/PPMpGRcCgqpXYHZQ7XVdkoQog8kyabJm3omMJCkWQ8tnxlDI/NcW01mN5AKLLM5qpGfnP1dv7i2M9J6BrPTw7wUGg1O2qbr7g5zpg64WyGlJHDKNpiG36HixKbY8n39aJNEkIsOicXgyUEoWyK6XQCgEqXhxqXd8l7GJZFNJchpmXRrPm22O90o8rXZotfD5jCIp7LEtGyaKaOJQR2WaHE7sDvcF9R48USgtlsikA6gVO1saykDIeiYgqLqJYhomXQTBNFkvDY7FQ43biUa1/DIP8eRAp2WDfzG5T8e+Ck3JFfd67WWkTLMJmKA4LW0oriSVLONJnVUsRzWn79LuihlNqdlNld151O5HI7aO6oobnj1dNoPYqbDm8bSb2aBncDDtmOz/b6sCby2gL9hGIp/uD9u1nfXrdgLs9dN03TYnQmwtNHezk1MImmG9RXlHLv5i62Lm+ipHBq/43nThCKpVjRVM2Th89TXV7CL921gTNDUzx7vI/qshI+/uA2Wmr9TIRi/PnXnuXD927GNC1+eqyXYDRJfUUp92zuYseqZpz2/O/WNx7kb7/zAu+8bRXv2bmm+FyZnM5//OwEPaPTfPoj9+LzODk9OMUTh87RPxHiwkSI8VCM04NThT5JPHzHGh6+41IbaU3naO8Yz53oZywYxWm3saG9jge2rmBZdRlyYRx00+Jbe19hOpLgl+7awPG+cfadHiCazFLr9/LIrnXXzTroHQ8yHopz+6pmuuakbyiyzO717Ty2/zSHz49y/9YVqIrMV55+mb7xINORBOFEmp8e6+VkoW8VXjd/+IHdNFaVEU6k+dcnjzA2E2UyHCecSPO9/ad4/tQAAM3VZfzeI7uoKM3ndA9PR/jiE4eYiSbJ6QattX5+5z07qSlfuB+2LMFUOM7+04Mc7xtnJprEblOoLfeyZ2MHezZ2zvt9jveN8/MT/YzORLGrCuva6nhw6wqaa8uLc8yyBN9+4SRDgTAfuWczr1yYYN+pAcKJDNXlJbznjjXsWN1yXWN7C7fwiwBZkthUU0/rrnvpC4c4HQwwFo+RNQ3cqo22cj8bq+to9fnx2t96AvIWFi/MHGEiM00gG+Kuqu2MpCZJGEnuq915w+2+ZYMTAFVOT9FByVoG2cLp72IwLJPucICfjJzn2Mw4Y8koSUPDLqtUu0pY66/lnsZO7m5ov+qJnxCC8VSMn4yc5/D0KAPxEOFshpxlFJXs6z2lLC+rZmNlPbvr2qh2XbkO70wmyTNjvbwwOUhvdIZwNo0pBD67k7bSCnbUNvOOZStp91Vc8bmSeo7DM6McnRnl9GyA0WSUsJbGsCycikql001baQW76tt4Z/NKKp1XFiz5/uBpPtd9EI9q57v3fYRWbzkjySiPDZ5m/9QQQ/EwaSOHXVapcZewvKyKT6zczsbKhiU3/qLgSD43cYFD0yP0RGYIFspsShKU2BzUuEpoK61gU2UD72pZRbVr6fxJVVYIa2keHzrL3ol++mOzRLUMsiRR6fSw2l/LA03LubexE4/t9S835FDy4oEAKSNH1tTx8upPkYUQ9EaDPD3aw+GZUYbiYWK5LIokU+F0s9pfw1317TzQtJwyx+K5zolclv9z9iWOB8cJZzOEtTRJXSueiiR0jb955flFv/vhzo385bYH5v3tWHCcn4yc50IsxEgiwnQmWRT/HEqEeeTZ/1i0rU5fJf90x0OsKK8mntP4g5ee4Gxkmrvr2/nX3Y8sCEj9zSvP8+TIeQRwd307f3f7O/E7LwV9sqbBl84d5qu9x1hZVs2Xdr+PppIyhBBopsnJ2UkOTQ9zKjTFUCJMKJtCM01ssozf4abZW85tNct4+7IVdFyFxXJkepRPHXmKRE7jy3e9nzvrWgll0zwxco5nx/u4EA0RzWVQJZkKp4cOXwUfaF/PfU1dSwYosqbBS4Fhnh3r45XQBIF0grSp41Zs1Ht8bKys5+3LVrC1uummExiVJYndde1sqjzPvqlBQtkUBwNDbKpqwLUIPVG3TE7PTuVtcXCc8WSMpKHhKNiQ9f467m3qYldd26Lv6wuTA3zm+HMkdI37m7r4Pzvfc9UAZtbU+fyZg/xH3wlssswfbbiLjy7fgiwt/D0C6ThPj/ayf2qIvmiQsJbGEoIyh4v20gp21rbw4LIVtJb6F7nT6wchBJFchmdG+9g/NcjZyDSz2RS6ZeGzO2jx+tlR08y7W1fT6vUvan8Ny+LxobP89St7aS+t4PM7H6appIxnxnp5arSHM+FAPh1NUWj0lLG9Zhnva13Dan/tVYO7QgjGUlF+MtLDS4Fh+mOhYtUtv8NFl6+K3fVtPNC0nDpP6RXbemFygD87+ixZQ+c7932YDRX1BDKJgo2/wEBslriexSYrVDk9dPgq+ZWuzeysa33T9E4cioN2TxtxI45dtr+uwaucbnBmaIoav5d1bfWoytKBTyEEPWMzfOYb4kmeVQAAIABJREFUPyet6dy+qhmXw8aFyRCf/dZeHr1rAx/csxGXw8ZMJMHekwMEwgnKvC72nx5kaGqWcq+bOr+XfacH8Xvd/N4ju8jpJv0TIb7+s2MgYMWyaur8pZzoH+ez33yO339kN/du7kRVFNKaTv9EiNl4at6zWZYgEE4wOBXGMPPrhk1RaK4px2lXmQjFaKouY/e6diBva1rrLr13pmXx/f2n+Oozx1jeVMXa1joSGY0fv3SOE/0T/PGje2irryiOw0wkyYn+CZIZjcGpMF2NlVSVlRCOp8nmlt4/LoXxmSg53aCtzo/bMd9W+dxOltWUMxQIo+kGDpuDZTXllHqczESSBCIJllWXs2tdGwAep70YJLIpCm11fuoqShmZDjMbT9FRX8mWQvDE73XjnKP87/e6uX/LcmbjKb79/ElGCtoXi2EoMMs/fH8/pwenWNtax8rmarScyWgwyuhMdN7Y/vDAGf79p0dprfOzurmGtKbz9Ms9HOsd408+9Da6GqvyYwsEoylOXphEN0wuTMzS1VhJpc/DbDxN5gbG9hZu4RcFsiRR4XJze8Mybm+4eVPUbgSmsBhLB3h/0wP858gTADgVB0OpV8egvrl2udeJjKkX68jaZQW7vHh30nqO7wyc4is9R5lKx7GEwKnYcCo2TGExkogwlAizf2qQd8ys5DdX3UZTyeInHkIIjsyM8ncn99EdDpCzTGyygkNR8Mh2DGERzKSYziR5JTTJ8xMXqHR4qG5Y3Lk2LYvucID/ffpFjgXHSBk6NlnGodhQgWguy5GZUU6EJtg7McDvrLmDXfWtizo5cV3jH07t5ycj54loGcQctoRdVTAsk9FklJFklMPToxwKjPDHG++mxXt1GpFWyDGPahn+9uQLHA+NY1oWqiwjSzJZU2c4kVei/2DHxiU3ZjnT5MjMKF84e4hTs5OkjfyilS+7JiMQRAoneD3RIEPxMPc3dV3x2ULZFJ9++RmenxhAswyciopDUdFMg/FUjPFUjCPTIwzEQ/z6im34lnDcXyv4HW4aPT4GE2HOhqd5JTTJnoaOV7Vpzhg6z4z18qVzRxiIh9AtC7us4FBULCGYSscZT8U4ODXM/qlBfm/dLtpK/QtYFLqwGE1EmUjl1ehdqg2nohLXNTTTQAJK7c4FDrAEeG0L81x7ozPsnxwgY+aZIj67k2gugyUEqiTjd7hYoPAFVDjcxfFwKApdZZWcjUwTyqaY1dLzglERLc1wIlwMoIwmowSzqXnBCd0yuRCbBaDaVVLURwD4Wu9Rvtp7nGA2iSkEsiThVFTcav79D2QSTKbjHAuOsX9qiD/eeDebKhdXVZ4LQ1hEtAxDiTD/cOpFnp+8QNrQUSUZRZLJWRaT6TjBbIqdta1LOneBdIKv9h7jB4PdhLKpfMqPouJSbOiWRW90hr5okOcmLvDhzk382vIteO03V8pEucPFrvo2DgSGMIXgaHCctJFbEJyI57J8Z+AUX+s9xlQ6gSjYYlfBFg/HIwzFw7wwNchDLav5xMrt1F/myO6sbaXB46MnOsO58DTnozOsuYrGxXQ6yaHACAANHh+31zQvKIlrWBYnZyf5x9Mvcjw0QcbQsckKTiVPp45oaQ5NJzkeHOe5iQv87tqd3F7bfMP6LNcDSwjORab5fPdBDgaGSRq5YjUrp6ISz2kcC45zanaSZ8f7+e01O7insfOKgaxYLkt/LMQPhs7wnYFTpPUcTlXFrihkDYOe6Ax9sSAvT4/yu+t2sqehY8m+6pbJwcAwn+s+yJnCunjRPgkEwUyKqXSCl2fG2DsxwO+tu5P1FXVXDSrphXesLxbib0++wEuBYbKmgSrl1x3NNBhLxZjJpnhw2Yo3vWJX0khyPHIS3cqRNFK8o+6B10VzIp7JkszkqCj14HVf2RZousE3975CLJXl0x++h01djaiKTDSZ4V9+cpjv7TvF2rY6tnQ1Anlb/+4dq1m5rJq/+PrP6JsI8hvvvJ2uxkqSmRw9YzPz2g/HM/z5r9zLquYaZFmmbzzIX/3nz/n+/tNs7mqkuuzahRkVWWZNay1rWms5MxTgpbPDrFxWw6/et2XR67uHpnj84Bl2rG7hv7x7B9VlJeiGyfOnBvjcDw/w+MEzfPK9d86rWDIyHaGtzs9nPvoA1eX5Q6N0NrcguHAtSGY0JAlK3c4Fy5yiyJS6HVyYyJHN6VSXlfDQjryG2rmRafae7GdVc/WifSv1OPnAXRsAOHhmiEPnRtjU2bDkOPg8TvZs7ADgxe4hIsnMotdpOYPv7jtF33iQ33poB3s2duJzOzEti3haw+24ZK/Pj87wwwPdbOxs4HcLLAzDtDhwZoi//94+Hnuxmz/6wF3zxnYsGM2P7cceoKasBFmWSGVzuBxvnRz6W7iFW7h2SEg4ZBuBbBBd6ET1BMOpcSocr27de0sHJ3qiwTytnbxD4l/E6dRMg+8PdvOP3QeI5bLUu0u5s66VFeXVeG0O0obOQCzE85MDjCWjfG/gNIZl8Seb9uCzL3TGIlqGz515iROhCeyywq66VrZWNVHtLkGVZJJ6jvFUjAuxfP51tauE5eUL1Zovoi8W4n8c+xmnZidxKCo7a1vZUtVAnacUCYlAOsHLM6O8PDPGqdlJ/uL4z/hb2zvYXrMw+uZUVOrcXpK6Rr3Hyzp/He2+SurcXpyKSiyX5Uw4wPOTA0S0DD8b72OZt4xPbbgb9SqbOlMIjgfH+dl4P92zAVaX17Cuoq7gREqEsin6okFkSaLZu/ikNIXFoekRPn30GcaS+Qi93+FiU1UjrV4/ZQ4nliUIaSkG42F6IjPcUdcyzwldDN/sf4WTock8I6SujbZSPy7VRiCd4KXAMEeD40RzWb7Rd4IuXxXvall1xfZeLSqdHnbXtzHcFyGspfnf3QfQTJM9De03xNwQQvDMWB+fPbGXmWwKl6JyR30rm6saqHF50S2T0USEA4FhzkWmeWasj4iW4bPbHqT5ssBTqc3JJ9fuJKFni3/TTJMvnD3EkZlRPDY7H1uxlW3Vl9NbJWoWYa+8raGT5WXVWAW2xEgiyt+d2kcom6LB4+Mvt96HbZFTPZdiKzqddlmhy5c/gYlqWSZT8XnBiQuxWWazabw2BznLZCIVYyaToMtXWexbUtcYS0ZRJZkOXwXqnMBCS6mfsJam3OFijb+OrrJKGtw+Smx20oZOXyzIvslBRgsVKP7l3GE+u/3tVFxl3gH0xYL8fKKfZ8f7aC4pY1NVI/VuLzZFJaplGIzPEsqmWF9Zx2Jk9pSe44tnD/HtCyfRLYv20kp21bfS6s3P4Xguy9nINPsmB5jJJPmX84exyTK/unzLoqyENwuKJNHm9eOzuwhracaSMSJahoo5zKysafDtCyf5/JmXimVpd9W10VVWidfmIGXk6I+G2Ds5wGQqxrcunMSwLP5ow25K59jiKpeHnbUt9ERnmM4kOTA1xMqy6is6ugcDwwTSCWQk1vhrWV6Yb3PRE53hz44+y7nINE5FZXddG5urGqh1lyIQTKUTHJke5VhwjBOhCf7yxHP8zfYH2VzV+NoO5mUQQjCciPCXx3/OsWD+NGJ5WRW76tpo8ZZjkxWCmSQnQhN5Jlp0hr868RyyJHFfY9eS4xLLZflyz8sMJyIsKyljZ20Lzd5yZEliIhXnhYkBusNTnI/O8L9O7qPWnV9TLl/LLCE4NjPOnx/9GSPJCB7Vzl317WysrKfS6cEsVPA5GBimOxzgQGCIrKnzmW33s7ys+qr9PxsO8I2+ExwMDNNeWsGGynpq3Xm184iW4UIsRNLIsaKs6k1Pe6pyVPJA7T0IIXgx9BKmMF6X+5imlQ8AK/JVAzxTs3FOD06xbeUy1rXXF6s8VJR6eMdtq/jp0V6O9Y4Vq3qUl7hoqCilvMRFZZmHmViS1lo/JS4H/lI3gXBinsbAquZqViyrxl5ot63Oz47VLXx//2kmQrHrCk5c1xhYFsf7Jkhlde7d1FkUnbSpClu6Gqn1ezk7Mk0kmV5QueKhHWtorrm0NrrsN2ZLTSuvqqDIC2eeRL6MrQBM8+aoWjUVzs+FzoYq3nnbKjzOSzRyt/PS3sSyBKcGJommstyzsYOGgminTVXY0NFAU3UZ50emmY2n5qWOmKbFu3espmXO2DpvcGxvJhjZ/ci2lcjKwnXj1cKyIpjaQYQVR7FvQ7F1sLgyzFsfQgiEOYywUij21SzVPyFyGNpBLHME1b6zMCaFz6w4pn4W1XHbkt+f01Lhv79Y43gzQZFkNvnX8Nz0YQaTY3xl6DEqHWU8UvXA1b98BbwlgxOmsOiPhnhuvJ+cZeK1OdhZ27rglEgIwenZKb547hDxXJZV5dV8asPdbK1uKm7sBZAzDe5vWs5nX9lLdzjA06M93FbTzLuaVy5Y+LvDU/RFgwhgV30bf7blXurcpfNObEzLIpLLMJGKoxk6de7FKawpPce/nj/C6fAUJTYHH12xlQ91bKDKVVJszxKCR9Jr+beel/lm/yuMJqN8pecoaytqcavzHV27rPDAsuXUuLx0llXS6PFROkdHQwhB0sixefgc/+vkC0RzWV6cHOLjK7bNO2leDJpp8O89xzCEye+s3cG7mlcXy2IK8mkzs4Vc+Xq3b9FgzGQqzufPHGQsGUWRJDZXNfJbq3ewxl+Lz5HXShBCYAqLsJZhKh2nylmCU7ny4nYqNMXtNc38wfrdrPHXYi84w5YQPNy6mv/5yvM8PdpLLKfx1GgP9zV1va7UeLdq49GODXSHA5wITtATmebPjz3LU6NNvH3ZCjZVNuB3unGqtqubViHojQX5cs/LBLMpfHYnH1+xjUc71lPh9BR/W8OyeDgW4p/PvsTTY728PD3Gv/Uc5U837ZmnvWBXFFb75+dXp40c3x3IB/ZUSabTV8ltNc3X1Nd6T+m8k+0866JQ59hmY2t10wLth8thkxU6fJXYZJloLsNEKsb6irqiMFh/LERUy7KtuonpTJKe6AwXYrPcVtOMrUDLH0lESBoaqiyzoqx63vzbWtXEZ7bdT2tpBS0l5ZQ7XMhz8t6zhs7u+nb+4tjPGE1GOTozxlB89pqCE48NdpM1DT7YsYFHO9bT4vXnBUUlCWtOHn+DZ+E7YVgWz4z18vjwWXKWxZ6Gdj65dicryqqLc1iQtxPPT1zgr048x3QmyVd7j7G1uolNlQ03TX6iJElUu0rw2Z2EtTQ5y2A6nSimyFhCcCI4zld6jpLUNdb6awsMlcaiiLEgb2fuberkr0/spSca5ImRc9xe28z9TV1FFpAqyexp6OA7A6dI6BovTg3xcOsaatzeRd+neC7LgcAQKSOHW7Vzb2PXgoBZUtf40tnDnI9M47M7+cTK7by/fR2Vc94xSwgeaVvLF88e5nuDpxmIhfj3nmOsLK95XdW1E7rGV3uPciI4AcC9jZ38zpo76CqrKjIZLJFnnP1gqJvPdR9kKp3gc90HaSutmBfEmwu9kOp4d307/3XDXbSVVhTZTKaweKBpOX9/ah/PTwwwGJ/lW/0nad9csSDtMZhJ8oWzhxhJRqhyevjk2p28fdmKeUFl07J4X9ta/v7Ufn461sup2Um+2X+S/7Zpz1Vt8Tf7T5IxdT62Yivva1tLU0lZXsdGkvJrrZYmrmuLvmNvNEK5WU5ETmIJi5SRQpFen3XG5bBhVxVSmRzZ3JUDIMFYCi1nUFNegss+/3nKvS5K3A6mwnHMi2kVqoJNVfJlcGUZm6LgsKt5Z1uSsBDM1T+sLPXM2/+oilI8ZZ+Np6+hNzfmuOuGyUw0SSyV5UtPHuabe18pfmaYFkOBMHX+UlKZHFVzZGncDluRMfFqkWcECNKajhDzSYKmEGS0fHlQp+Pm2GrH01mSGY3VzbXFFJLFcHFs46ks//7MUR57sbv4mWFaDAbCVJZ6SGa0ecEJp12lptx7Q2MrhE4u+c9YxgDIfhTbamzOB5Ekz6LsyzcSeuYn2GUfXCU4IYSFpZ9Bzz6FsOJIsg+7+yPIav2S3zGyP8PSe1EcdyJJToQQWMZ5LHMKm3MPb7RjLYSJqZ/CyD6DsBJIcgV2zy8jK69NBS7LHEeYoUJwYikoyEoNRvZnmFLZ/OCESGHqJwvBiSv1w0LPPIbquOt1CSq9HhiMhvnH44dYW1nDr69fnCV1s0GWZNb6Oql1VhDJ5RnZtc4qymxX9imvhpvDYl4DLCHImgahTJLT4QDfvnCSM+EAEnB7TTP3NXYtMIi6ZfGj4bNMpROU2hx8fMU27qhrmXeCKZHXCNhS3cijHRvoOfYscV3jmbFedtW1Lji1z4st5jcDjR7fvM3rRSiyTKXTQ4XDna95vohhFUJwIjTBwcAwlhDsqG3mV7s2U+5wzeuHLEnUur18dMVWDgVGOB+d4eTsJCeCE+ysa53XpiRJLCspp8lThixJC8ZDkiS8NgcPt67hB4NnOB4aJ5rLMJqMXjU4YRXSLT6xahu/snwL3jkbVIm8g3mlNqzC6f+5yDSQP/n7s833sqK8et74SJKEKilUu0qoKpy6Xm2hq3aV8Dtrd7Khsn5eW7IkUe8u5dGOjRwMDBPWMowlo0ynE4uKLr5WkCSJDl8l/23THv6p+yAvBYYJa2meHetj39QgHaWV7Kpr5Y66Ftb6a6+ocZKzTJ6fuEBPZAYB7Gno4MNdmyi/jCWkyjLLy6r43bV30hsN0hcLsXein4daVrF1AQvi5kP+9y4hkE4wmYrnBVyR0EyTvlgIzTLoLKuk1u2lPxbkXGSanGkWnbPBeBjNMLArKp1llzQjJEmi3OHiva1rF30nAJyqjTtrW9lWvYzxVF6oaCA+y5ZrGLdQNs2Dy5bz22t2UOn0zGtfKWhOVCyh6xLW0vxg6EyR0fWJldtZc1luvwR4VBv3NHbySmiCr/UdZzqT5Ofj/WyoqEe5SYITkE8RuuhoWkIQ17XiZ5pp8PjQWaYzScrsLn595Ta21yybl3YkkWd/ba9u5gPt6/nrE3uJ5bI8O9bHHTXN89Kx2n15PZp9U4OcnJ1kID6bZ/ZcNh5CCAbis3TPBhBAa2k5myrrF1xzZHqMwzMjCODOulY+0rUJr82xwBbXu0v56IqtHJkZpT8W4kRonNOzk9cczLsR9MdCPDvWhyEsWr1+/t9Vt7OqvGbBs/kdLj7Qvp7B+CzfHThNT3SGZ8f7aCv1F4N4l6PM7uRjK7bSeVkAQ5FkVpRV8fEV2zgXmWYqneBgYJiRRGRemVghBM9PDnBydhJZkri/aTkfaF+P7bKgviLLtHjL+diKrRwLjjGdSXIwMMxAfJZV5VcWo5zVUjzSto7fWLWdMvv89VGVZapcJVRdQZPojYIQAofsYI1vFTIyhjBwK6+dGPJceF1OqspKOD04STCWpKGydMl1UpYkkPKn4QvCACL/94vXACAtXHMX2cEU/8+wrAWfmpZVYA5c2T5ZQiypjXAtkACbIrOsugyfZ/6a2NFQSXVZyQInPC/I+trYzSpffv83HUnm01znpDjkdINAOEFNubfIVnnzcSnQerXLJCRsikJjVRl+7/x53NGQ15PwXlbSVJHlV5FaJRBWCNV5L5LSRC75BWSlEcV+G5beh6WfAbkUxb4FWfYhrCiGdgQh4oXrNgF2LP0cpnEeWa5GsW8FyY5l9GPpPflntG9CUpoQVgTLHAIEljGMYtuArLYjRAIzdwxhBpGVOhTHHYCFafRhGv3ISg2KbQuSvEh6sMiiZx5Dsa1Htq1DWDNIcgkIgal3Yxo9l54LMLR9GNlnkSQfwpoBaTWWfgo98wMsM4QwAyi2dQiRQrFvwNL7AAtZ7cQ0+pDlCky9ByFiyMoyFPsGQMLUu5GkEkz9HLLsQ3HcCRiY2lEsawZZ7UCxrUaSFgmqixR6+geojm3I6iqEFUSSPJi5MwhyWMYIkuxFtd+GJJcgrDCG9jKIDLJ9A7LSXBxTUz8FWIWxbcHUu7GMEWTbKopz0ZzGzL2CEAlkpQXFvh5JsiOrbchqw6XHEgJhTWFo+5GVRi5ZJYGpn8PUzyNhQ7GvQ5JrMLS96OnvIcwpJKUWm/N+JPnq4tlvJsLZDMemJt4QbbzXEoqkUOusosaZ33unjSyj6UmaPQ1X+ebSuFks5qI4Ew7wa3u/A+TLHeqWSSynMZGKEctl8ah2dtQ28/vrd1HpWugAzGSSHJkeBfInvHc3tC9ZycAmK6wsr6baWcJEOs7p2SliueyC4ESdu5QSm4O4rvFiYIg7A21sqWrEY7MvMMqStPQSmLNMjkyPEsykkID7Grvw2Z2LbjAkSaLaWcKq8hrOF8Qyu8MB7qhtWXB9fpNx5cXBpajUe0o5HspvLBK57BWvv4hmbxnvaV0zLzBxrYjnshyZHinm5D/UspqV5dVXDDxca/R9fWUdm6sWF+CUJIm2Uj8VTg9hLV8ZIHaN/X01kCWJ9RX1fHb7gzwz1suPh88xEJ8lkdPoDk9xNhzgscFu1lfW8d7WtWyrblpUxDKWy/Li1DCGsChR7TzYtHzRdCO41Nfd9e30xUIEMyn2Tw2xqbLhmiqzvFmQCsKljSU+JtNxhhNhMoZOic1BLJehJzKDS7HRVlqRF+kaOkNPNEjWNPDY7EUHNGsadHorF4i8SpJ0VSferig0eEqxyQqWENc8R8oLDuGNOEeD8VlOF6qirKuoXRCYmPv8LtXGxsoGHhvsJq5rHA+OowsLhZvnd7XJSvHkXQiBOcdpmUrHORocA2BZST6dYylbbFcUVpXXUOn0EMgkODU7SVzXisEJSZKocLrZXd/GkZlR0obO3okLbK9uQr3MCc9ZJi/PjBHI5FM69jR0LJgfmmnw0vQws9k0EvBA03JKLgtMXIRUCBavLKumPxYilE1xNjLN9uplr9up/YGpISJaBkWS2FbdxCp/zZLPVmpz8GDTCp4bv0Awm2Lv+AU+0rlpSYHcVeU1CwITc9vbWNnA8rIqAukEES3DidDkvOBE2tB5KTBCUtdwKCoPLlteZP0s1t6ykjI6fJVMZ5KMp2IMJyKsLLvyOlDlLOGX2tdTfoNVj9IpDdMwcZc4r6kkKIBlWsQiKcYGg4wPB9FzJuWVJbR01lJV68PpXqiqfjZ+nvPxXupdtdgkG1PZae6u3oVDee03mrIscfuqZg6fH+Hnx/toq/VT6nEtuvTXV/oodTsYno6QSGuUleTnghAwHoqSzGg015RfUVTzSpgIxcgZZjGtQ9MNRqYj2G0qtYVTdUWWUGWJZEbLl8IsPGgqm2NiNr5ouxf7YlrWvO9chF1Vaazy4XU7eHDbSnava1u0vOWic+s1elU7G6soK3FxcmCCQDhRDBIJIegdCzIVjvOenWtuOG3ktUa510VZiYvRmSiz8TR+r2vR8bGpCo1VpXjdDu7d3MW9m7sWLUv72ts8GUkuR1E7kJRqhBXDMgbQM99HVlcg9F4svRe75yPomScR5gyyrRNhJUCYWEY3euYnKPZ1GLnjWOYINtf7EGYIkLCsEGbq6zi8v4dljqIl/qnAznADJogMeurrCKGh2FYgRBqQECKOmTuBYt+MnvkRCIHi2Im06BqmIrCQ5HJktRUJGVN/hVz6cRT7BozcCSxzDJvrPUhKNZLkRZIrkJUGJMmBkLyADUkuzf9N9qKnn0RWqtEzP0aSy1ElB0b2aWyuhxAijoSKnnkckFFsK9DT30KSa1BsKxGYgJRnIei9KGoHevp74Mqh2Lcs0gcJSVJBCCTZn++DpGBoz2MaPdic92NqhxBmAJvrXeTS3wMUJNlLLvUVHJ5P5FkwqX8tBEC8QDbfruzDMscQVhjVvik/l6wkQiQBBT3zfSTJhmJfv8T8cAIyeuYpbK53AWAZE+ipbyHPaU9S6pGk0vxzKbXISj03ubsLQNbIVy18K8CwTECgSAq6la8IeRFT2SDHw2d+cYMTES3DvqnBBX+XJYlOXyXvbV3DQy2rqXEvXhLuQiyvmg958bq9EwNXvF8gncAo5M7H9Wzxu3Ox2l/LtuomfjR8loHYLH9y5Cn2NHRwV307aytqr1iebi6SukZPdAaBwCYr9MdCPD58dsnrLZHXYrjYl5lMEt0ysS9BiRUFByuYSRLJZcgYOpppolsmhmUxlc5vCCwExtWi6OTX8mZvOc0lN8Y4mMkkGSnoTLhVG7fXLF1m8Hqx1l93RVE6VZYpKUQidcsi9wa9/BdZLx/q3Mj9Tcs5PD3C/qkhXglNMJaMEsgkmBlL8vLMGO9uWcVvrLyNOvd8SmS8IFoHUOcppclbdtX5tamqAc7n50l/LEhc1xYwLW42+B1u6j0+YIyRZJS0oeNR7URzGfpjIUpsdtoKFQgu5tiPp6JUON2kDZ2JVAxDWHSUVuJRF3cGhBCkDZ3pTN7RShn5Mru6ZWFYJv2xEJawkJAwrGujGlc5Pay8hrz5xXAuPF0QIZVI6Dl+OtZ7xet7o8HiAhDWMiR1LZ9CcpPgom2B/KZ17jvZF71UuSFnWTw3ceGKbU2kYsWqL7FCueG5PBZFkrmzrpWv9R1nJBHhUGCEUDa9gL0Vz2V5YXIASwhqXV5uq25ekEYQ1zV6C6l6dlmhJzpD1lyaKm9YFmEtXeizRTCTxBDWkuyEVwPTsjgfnUG3TNyqndX+mivaOkmSWFFejd/pJphNMZ1JMJKMLBmcaCutuKJ2iUNR6PRVcWBqmKypMxSfnfd5MJtiJBFBkLezp2anmCqUa10MaSNHssCo0UyDUCaFKcQVNY/q3F66ym6MlmsaJj9//DjnToyy5c4uVm1qpraxvFhecjHoOYPuo0P8+BsvcfbECLpugABZkfGVu7nzgXXc/8gW6pdVzLPV4+kJtvo3c3j2ZaodVeyu2kmJeuVqWK8Gd6xuYe/JCzx9tAeH3ca9m7uoKeg7xNJZEuksXY1VVPk87Fjdwk8On+fF7iH2bOjAYVeYCMX5wYEzlJe42NLVhO0aAzeXo2d0hpfODrNzTSvvCJwQAAAgAElEQVSqInN6YJJDZ0dY1VJDrT//Pl7Uqzg1OMVwIExjVRlpTWf/6UEuTATxexeOk9Nhw2FXGZ2OEoylqCh1oxsmkiThsKnIssT2Fct48sh5fnigG7/XRUuNH0mSSGU1piNJvC5HsVrH64Haci+3r2rhu/tO8cMD3bx7x2q8LgfjoRjffv4VvC4Hd65tw2m/Oex0TbmXzZ2NPHH4HN994SQPbltBVUFENJxIY1mCjobKfPnDzkaqfGf58UtnqSkvobW2AlmWSGdyBCIJPE47HQ1Xrmx1vRAig6Htx9TPgNBRbCswtENY5hSykmcKm7mjWM77EZgIkUZS6lHUFSC5MLR9CBFFiAxgYWgHUJ0PIKvNmIaGJFIYxgUEGiCQJC+q8x4k2Q9IWMYAljGA3fu7BQaAhSQpILlQnXehOt4GIo1pDKA4bofLDwckJzbXw+iZx8jpZ1HsG1Edd2Fo+1Hsa7C53oVlDJFLfgnV+TZU+xYM7QCy0ozquAMAWXIjqx0IkUR17kYIkJUGTGOIPKXFjWWMIkleZKUJYcUR5gxCpBHWBLACIUxU+xZUxy7yLCcZPfMsstqKIFcItryMYt+4SB/cqK6HMTI/xNRPodi3ojruAkBRV6M634GkNKGnvo5sW4WhvZi/jxBYxgimfgZhhZGVOmzuR4vtS5KCrLQiq50Ic7J4O1mpRFh1CDOIsBJYZgCFhcEJSZKQFD+KbROmduiyeaMBJop9K5JSWwhwrEVWqlHt25DVluuciW8Osoa+KBPtZkR3rJeMmWWbfz0/DbxIVL8UZI7pCUptr47NeHNYzCXgtTnonFPWL5RNMVpwcNf6a/nlzk1XVK2fSifIGvlN5oXYLH946CfXfG+rUJbzcrhVG7+99g5kSeL5gkjdty6c5MmR83SVVbG5soF7Grvo9FXgnaP3cDmyhkGgsInTLZMvnjt8zc8G+RMrw7Kwz9mn5ssmGpyLzPDcRD+nZqcIZVLE9CxZQydXcB5MYWFeQ0BiLmRJosbtveET+ISuEdHywZ5at3fJzfKNoOEqZemAOTTON16Y6mLKy0Mtq7m/aTkD8VlenhnlieHz9EaDRLQM3+w/SUzL8v9vets8FlBEy5A28vOwzOFakjUxF3VuLzL53OBQNk3KyN30wQmHqtLm9eNQFIYTYVJ6jiqnh6F4XlS0o7SC1lI/mmlQ4/YSzCQ5H5lhfUU9oWyq+C51+Srn5f8LITCExXAiws/H+zk6M8Z0JkFUy5IxdXKmiSGs4nsBeQf1WudJjbukqLFxvZhIxTGFQCA4GBjmYGD4mr9rWBZpPQdXKQX8RiJdCPZAXiDT57g0V6fS8eJnPdGZ67bFqUVscavXz5bKRkYSESZSMQ4Ghnhv69p5DmN3OEBvNIgErCyvZo2/dkFQNGPoTBfmT84y+fyZl6752QBSet4Wvx5VO9KGXqi8BDZZXlK/aC4qnG5K1Py6qJkG0+kkLOGf+R2uqwY7agoaSDkrXznDFFaR9ZLIZYuBmqSe429PvnBd/UsZuYKY7tLrSo3be8OVjqLhFC/97BynjgxweO85dr19Hb/16YdwOBdvzzRMXt7Xy7/+zyeZnowsMAOZlMYPv3qA4b4An/jU22lsvSR2nTGzHJk9SkjLB5NfDB1kd9VOvOqN5eBfDTXlXj75np184ceHeOLQWV48PUhZiRMkiaymU1bi4tMfvoeqshI+sHsDM5EkX/npyzxzrBebIhNOpElldT76wFa6mpYW7b4amqrL+M4LJ3nyyHkAxoMxHHaVD929EZ8nbwPqK0q5d3MXPzhwhj/9959SXVaCYVoYpsWmzkaGA5EF7db7S9m2vIlnj/fxJ//2JD5P/pT/nbet5O4N+Rz09vpKPvbANr789Mv89Tefo7zEjSSBpptoOYN33b7qdQ1OSBJ84K71TIXjPHHoLEd6RnHZbUSSaUxL8Gv3b2VV8+JMp9cKaS3HvlOD9E8ESWd1+ieCaLrJF544RKXPQ5XPw9u3r8TvdWNXFd6/ez2RRIbHXzrLS2eHKfXkq3WkszqbOhv4/963C4CWWj8fezA/tp/95l783vzY5nSTTE7nga0rXvPgxEWY+lkU20YkpQEhEkiSE0lyI6leFNtaZKUGm/OdGNoL6JkfYSpHsLt/GWHFkCQPkuRGsa1AdewAkUJLfQVFXZX/DKCw1ktyCZJclg9AAAgNUAttyBQda+zIck2eUSA5QMRYbI8gSXLeKVZbMfWz5NL/CTgQVryQyqAWWBogxDWwMwu3kNUmDO0IstoEqFhGH7LajJ75IZYZyjMUsIHIn2ZLyMhKTbFfQhggkoW+erA570dW21jM7kqSgmrfgKK2FfrwrXxqCiDJXiRJQZJK8owMKwVCL7A/SrC7P4RiW4WeeRJJLl88bWRe/0SeeSGSyOqK/PhyfYeHklKP3fMRDO0AWvKfsbnegerYefHT62rrRjGeiHM+NMOKiioavJc0CMcTMeKadpVvX8JANFzcJ93sKLf7cJtOLGHSkxhkR8XGItttJhsmYaSu3MBVcFMHJ1aX1/D5Ox8u/vvU7BSfOvwUoWyKg4ERTs5Ockdt85Il/9JGrsiEcKs2/NdBC3WptoKTshCtXj+f3nwPu+vbeHKkh1Ozk8xkkhwLjnN6doofDZ/jjroW3tu6hk1VjYuebhrCKpbRVCSJCqdnyfsthjK7c8F7F9c1vjtwim/0nSCQTqBbJqV2JzWuEho9PpyKDbsio0oKp2enCGSWPuG6HBLSqzql1S2z+NJ5VPu8agqvFjdT1YIr4SI9f3V5DV2+St7W0Mn3B0/zjb4TRHNZnh7t4Z7GTt7RvLL4nbShF8XH7LJy1dPZiyfWdkUhaxqFSOybQxO7nmVBIq8j4FbszGbThLIpWrzldIfzaQ9NJWWU2Z0k9RydvgpGExH6osE8oyibIphJ4VJsNBeqF1yEISyeGu3JC/YlIvlUENVOjTtfbvTie67KMoPxMEPx8HX10aGoN7zxTBo5BCJfptXupPQ60qVql2CLvZmYySSLbDOHos6ruJI29GJA1KParytY5rU5FmgYQD5gek9jJz8eOUtC1zgYGOG+xuXFgLVhWbwwOUAip+FUbOyqbysyqObCsObb4kqn57oCDdcSMLxR5CxjHhvFdRVxYMizSi6KjJpCFIObi0GVlavm319sK/88+QD3xfSInGUWWSY2Oa+xcj22fSmW07z7K+oNbTGFEIRn4lw4lxcS1bI6lTU+ZGXp1iZGZvnev+1jemKhs3wRhmFy4mA/j3/9IB/7gwfxePO//93Vd5K1LqUtSEiokkrSSOF9ladIi0GWJboaqvjTX34bx/rGOTMcIJrMoMoyFT4369vrKfXkU0XrK0v5r790N/u7Bzk9OEVON2irr+DONW2sXFZd1ETobKzC5bAXT/qXN1VR4nLkBTJlieVN1Tgdtnmpo6uaa9i5ppWDZ4YJxVPctb6dXevaWNVSUzzMcNhUPrhnIw2VPl65MEE2Z1BfUcrbNnYyE01y5PwIDtv8d85pV/nV+7ayrLqcM8MBdMPE73VT6bsUkJVlibvWt9NS6+fgmSGGAmFMS1Be4mLFsmq2Lb/Et5Ilia6mKrI5Hc9rVNpSkiQaKnx86tG7OXhmiDND02RzOmtba9m5to1VzdWL6k2Uuh3sXNNKV+PVGUEVPg8717TSUuNf9HPTFASjSaYjSSxLsLY1X3XFtCyC0SSGYc7T9aivKOV333snO3rHOD04STiZwWlTqfV72bnmko6ZLEnsXNvKsupyDp4dYnAyjGGalJW4WN5UzbYVl8ZWkqCzoZLd69vxOG88jUmSXHnHUvKQS30VYd6dZweY0yiO25EkV/6UXHKByGFz3oOidqIlv4hwxpDVdiwrgOq4k3w6hoGwAghzBtXzm3kxRi53/uZoPMllgIFlDCPJpSAyIJUWrrm6FRLCQJiBfEqG2oEs+0FkkdU2LL0f7LdhmSMg2ZGkpUotSiA5wZzMM0AkO5JcjaX3oNpvQ1hhTHMK1XEnOe0gqvNeFNtajOyzS/YLFGS1HUn2ozruRohMIUiy0FZf6oMPWe1Elnz5tBnANPrz7AZjEEkqKaRMNBQ0LNbkA0lyGbLahJk7hmXOIklOwAJpMRsosPTz2FwPIds60DNPXHWMFzaRQVIasHs+RC79QwztUCE4oQIKwooiRI58YOj1SYP9/IlD/HSwn7uWtfLZ3fcVfZJ/PHaI50cXsv+XgmaapHX9dXnG1xrN7rx2lylMNpev5o7KTcXPJrMzvBI596rav6mDEzZFmScmd1v1Mt7Xuoav9B5lOpPgq73HWF5WNW8TPBfqHHGeDRX1/OGG3dd8b0XKC3gtBlmSKHO4eFfzKu6u7+BsJMDRmXGenxxgIBZiJpPkscFuDgVG+JXlm/nVrs0LKhZcVMIGKLE5+P11d14XdbXC4Z5HT7aE4PsDp/l890HiukaFw827W1axs66VRo8Pn905xxFT+OTBx3l69Mo08svxalwhWZKLef+6sOblJ71a3GxO2tUgSRJ2RaXZW87/s+p20obOf/xf9t47Sq7zvu/+PLdMr7uzvVfsYtGIDhAASRBsIkVStGQ127Ety06iWI7tOMfnff2eOMmbOInryesklmVbjiVFhSqWTBVSYhUIAkRd9AV2F9vrzO5Ob7e8f8zuYAe7iw4QIOdzzp4DzNy597n3PvPMfX7P7/f9XjhG2tB5bayvIDhhleWC2tuF1f2VME0TwzTzExpVklcM3t1pbvQOt3kDOFULUS3NpegMm8pqOT2TE1BdV1qFLCScqoVOXzkvD19gIDpLJJNiMhkjlIpT6XBTu0ix3zBzGQn/7cQbjMUjuBQLzzWu5vG6VXnXDoeqYpEUVEnmL07+jC+eO3RDbb4VYTV13jFEliSeqG3nk20brvuzVkm5J0QAF8gaOr3hUL50o97lx2e5HIBQ5s9VAJvLavmtdbuW39EyKEKi0bPMg7kQrC2tZLW/gu7QOIcmhxiMzdI1LxY5HJvj2PQommnQ4PSxu7Jp2UCStGgs9lhs/N6Gh2le7ngrELA5V9RZuFUUSc6Pm6bJddWjmqaZ304grhpoyRo6y8gkXrHN5TFHEVKBVsjicb3M5uL/2bSPCsf198sqhwflGoGgWxneL12YIB7N9Umbw8K6rc0oyvLHS6ey/PjFw/Sdu5xy7A+42fV4FzWNZYwNBjn4+jmmx+fQdYMDPz3Llj2r2PZIJ0IIfJalk43ZzBwzmZk7EpyA3OS8zOfiqa0dPLW1Y+XthKDE4+D5B9fw/INrVtzu2R2FCvof2bX2iv8v/awsJDa01rC1Y6m9+QJCCDwOG89sX80z2wutvDvqy9mzrnnZzwS8Tj720Ho+9tBKNeg5fYS2mgBt11jFVxWZ53Z28dzOlV0CMpqe18W4FrIk4bJbUWSJMq+L5x9cy/MPrr3m5wBqy3z835/ed13bdtSVX3Vbt8PKLz1+/cr+Yr4vPLFlFU9sWXXVbVVZpqW6lJZrZJ/IksTT2zt5envnVbe7duOcgBVZXYOsrkFLvYnqeB5DHyYd+/9ygofqBhTbo+jp13PlHxjIlg0IyYdie5xs4v+Qiv4JAguKdTeS2oUk15GOfwFJKkNIpSAkBAriigmzkCtR7E+RTX0fLfWD+UnvL+UyB+add4SwgVgh4GtmyCa/jaFPgpARwo1s3QJYyMa/TCr6xwhkVPuzSJJ/fn8OhFi8MCEhq2vIZN4lHf1TFNsTOc0EYUHIZSAsQBZJqUO2bEVLvYKeOZbL6BA5TQYkF1dO71THC2QSL6JnjyOwoTo+Pp89ceU5JMgkvolpBEHISJIf2bIRQ+vDNEKko3+BacZR7S8gKY0o9qfJpv6JbOolJKkMi/PTyNYHMbQB0tE/RQgrinVvrgQk9RJa+h0wE6RjX0S1P4ts2UI29RIiE0BIThBWDH2MbOJ7aJlDuXtkRlHsz6CnD6Ol38LQB0hF/hjV9hhC8pBNfjcfQFFs+/J9SbZuI5P4BpJcier8JYS4M0L4kXSapKYRTCYKxo5IJk0wmcAmK8vaDV+JZtzOmdGdZeFZShEKj1bsKHivzFpSEKy4Ge7p4MSV2BWVF5rXsn9igDOzkxyeGualwXP8UvvGZR9wfJaFlNUsJrCupOq2CgMKIXBbrGwrr2dDoIafa17LkekR/vHSaQ5NDTGWiPCl84dpcpewr7atYBJtkeT8iltG16lxetlQWn3Tq7DjiQg/GDpHJJvGoah8pnMrv9i+EaeyVLjLNE2y+t2ta7LJCk7VwlwmRSiVuG9Sl+40DtXCg5WNfO/SGULpBCPzZUsLeC12LJJMgizRbJr4VVZBF5hNJ/MZQx6L9T3TJbjRnlxhd1FudzGeiDAYzZVzjCciCASr/RVIQmARMk2eUhyKyngiylgiwmg8TNY0KLU5C2xNo5kU37t0hvF4rhbuuaYufnvdbvxWx7IBLc3M/TDcrVCX3+pAIDBME5ussL60+r4LtC0wm07y1vilvAr8prKagoymhbE4pWsIcTnYdCsIcpofe6qaOTOTc5Q4Oj1Ch68ciZzt86VoLhPmwcqmFSfNFvnyWJzWNepcvlsai28nDkXNu/nopkEofW1rxpiWyWdLqJJ01SyVSCaFZhhYrxIfmE0nMDARCJyqpUBc1i4ruFQrk8kYaUOj2VNy0/oQd4Khvqn8v2sbA5RX+Za9r6ZpMtg7yaE3zqFlc4Edf8DNr/7uk+x4dDVWu0omlWXdtma+8EcvMT0eJjKX4PBbPWza1Y56j2gKFLk1zgxM8Gcvvkkqe+3nk0q/m9/52EM0VV5/ILPI1VCxuD6LEHaEsOTKNMiC8Ob+bYbnRRrd8xoQjyFbdoAQOfFD4UQIsDh/BdOIzL/uBWHH6v5XmEYcJAeqaSCED6G6sMifAy4PfkIoKNZHkNUHciUewg5YsLj+Vb60QbE+mtdswCzsJ0IOoDo+nntdSLmJtcjZ1lpcv5qbQAsrQvLno64Wx8dZPBUTQiApzVjdvwtmOucwIWzYvP9xPrPDRFJaQfhR7R/Kla4g5jMU1Nz5uj6fu04F++zA6vrN+WwQBVDQ0/u5soxCyGVYnJ9adA7u+aARKJbtKLZHAQUhlcxfrz3I6lowM7ngiPAgkLA4f3n+ns1npAgLiu0pFOve+QOpCMmP6ngOxdgDyAhhAawgFFTHC3nRS4Q1H+iR1dUs6Gjk9quiOn4BzOz8tfXNn7OEav/wfBYN88Kcd4bPrt/MqpIAW6tql2haOVULn+pcR1vJtcvLuqcm+HbPytqD9yKmaTKXjeBUHFik3DNfSk+jSreWnXZf/aKKeSHMn29Zz385/hrRbJqvXzzB1vK6/GrZYlq9pbhUC+FMivFEhOF4eMVsiFttl23eAeNZ52p2VDTw1+cO8nfnDjOZjPH6WC87KhsKXC5cqoVWb4Aj0yMk9Sw9c9Nsq6i/aVG1wegsY/OTsCqHhw83dK5oUZnWNYKp2E0d52YptTmocngYjUcIpeJcDAdp8pTeZQfne48F+8SFoNmVK/E+q41GdwknQmOMJ6JMJmI0uUuuOnFasGsV5Faw72Ta+ZUsbtWNRoAtkky7r4zjwVEGorP0R2aIZFKU2Z3UuxZ+cAQNbh8BmzP3nY6FGYzOIsg58ix2YphJJzk3l7NgdSgqzzeuocTqWPbaZQ09J2xo6HdEO2A5OnxlqJJEUtfoj84wk04scZK4HzBMgzdG+zgezKXPl9oc7KxsLAiKtXlLcSoWotk0o/EIo/FI/p7eChZZYU9VM9/uP8VYIsKrI7280LQWMHlnIucO5LXY2FPVhGOFEgK3aqXFU8qpmQkSWm4s3hiouapI491ClWTavAH2T1wipWv0zE1hmOaKQSzTNOkPh5hL57IFPBYbTVfJAhmKzZHSsytal+mmQV84hG4Y2GSVere/4PsTsDmpcXroi4SIZNJcDAfvqeDExMjl8oyaxgDekuW/X9mMxuE3exgbygl+SpJg95Nrefjp9Sjz5QaKS2b73tV0H+rnB18/hKEbXOqZYGY6SkXNnbOmLnL3qCvz8StPbkG/DkFku1Ul4LkzVrEfRIQQBSvbQnJdfp4QTgRXfHeFd3lrSOEumJjnXvPlJ62XkRHy0mdkISwIuVDkWsiXx1AhuUDPYupBTAoXiyRhRVLarsiEWPjc8u1d9jUhI+TCTKDFbRLywhhrR8hLg89CXjoRzu3z8uuGHsI0ppeUuUjCPn8OV/wmCCsI97zzxeL9qkuuV+4NF4IrM1OWFw9f/hwql74m/CAtHWuFvLwdtRDLX5/bzQMV1TxQUb3se26LhceaWtlaVXvN/fisdn7Yf2MZ7e81mqnzk8m32VO2lcp5K9EL0QEiWoy95dtver/3jg/ddSKE4LG6NnbM+8r3RUN8o7ebaHap6Eiju4RWT+5iTSZjvDLcQ+YurNgHbA4erWnNC8IFU4klx3UoFjYGanDOry7+ZORCXpTtZkjrWt6Fwm2xLikjWcA0zWsqqt8JAjYnHb5yZCHIGjovDZy7bgvT9zO6YdAzN51XsK91Fv5QeVUbW8vrkIRgNp3g4OTgVZ0Eotk0b43latzcqpUHAtU3pGVyq6iSjDT/SKEb5lXbeiWKJLHKV4ZJ7vt6MTxNLJuh1VuK33rZ8qzO6aPM5iSSSTEUnWU4NocqybR6SwsyozRDJzmvJeBQLLjUpVlEkPtODEXn8o4Nd4vV/op5h5JcQOno9EiB/eb9gGboHJ4a4Us9h4lrmXkXjeYlwpPNntJ8qcRYPMKrIxfJ6rdHC2VtaSWd/txDT28kSM/cNMFUIm9d2uErW9GmFXJldZvKavOZHi8P9xBK3ZqY0+1kW0U9LtVK1tA5Nj3KeDyyYj/NGgZvTwwwPd/+9aVVBeU1V3J2dvKqvwUD0VkuhoOY5FaA1vgLHwL9VjvrSquwSDKaofPDofNEM9cvAHanic7lMk2EgNIKL3bn8kGYuVCcQ2+cy0dUS8rc7P3whnxgYgFZlnhgZyvq/OuhqQizwVygP6mn5sU9c2NKNJt73SbfveDw3cRmVdnYVkNduZfryFi+Lwh4nex9oC1vn3m1v11rmnA73p/3tsjVEbIf1fE8FsfPF/wp1h3LBibuRSS5FNXxwjLnsG1pYAJQHR9DtT36HrT0/samKNiV68sDsCnKNcsc7zVMTKZSM1gXZUrIQmIyGbyl/d53wQmACrubT7dvpNzuwjBNfjh0jp+NX1pSJ2hXVH6ueS02WSGpZfmHC0d5dbSXjK5hmmbB9qZpohsGaV1jKDpLMLn04VQ3DQajs0wn42QNHeOKfSzsJ2sYTCSieZE1v2WpIrokBA9VN9NVUokAToTG+cLZQ0wlY+imsaRtxnwd8Vw6SW946U13W2x5l4JgMk4wFV/SNsM0GYmH+Ztz7zK9zPndSayywtMNHZTbXZjAG2N9fPHcIWbTSYxlz9cga+iE59Xh7ye6g2OcmV+F1QxjST9ZuJ8ZXedYcJQX+06S0LIo8/aIi7ErKo/VtVPj9GIC37l0mgOTg3nv98X7jGXTfO3iCbpDORHJDl85D1U3XzXL4nbjt9rzgbG5TJIzs5Mrfk+ufE0WEi2eUiySTCST4nhwjKSWpc1bVuDu4rfa8yu4F8JBBqKzWGSZjissPa2Kmp+YRTIpxhPRfNnB4nbMZZJ8rfc4PXPTt+06XA9VDjfPNq5GlSRm00n++uwhjgdHc3WHV9xbc15HJKFluLgomPVesNCWcCbFPw6c4Q/e/THn569duzfAL7dvWpKt41atvNC8FqusENcyfOn8Ed4c789pHqwwFqe0bK68J3X1UgarrPB4bTuKkJhJJXhncjCfaWSVFbZXNKyoSwSXhTU75lf8j06P8IWzh+ZtLlcei2dSCfqusNa8E2worWZbea6e//TMBF/vO0E0k1r2mh2dHuGbfd2kdQ2PauXDDauXpJkuZjoZ5xu93UQy6SX7i2RSvNjXzUA0l33Q4Sunq6QwOCFLEk83dNLg8mECb41f4ks9hwmnkyuMe7lxfSoZYzC6sujk7SKVzK1syoqM22Nf1kLUNE1OHb7E2ODle7n14Q7qmpfPAKmuD2C15ca4aDhBPJoTgT0XOc+FaC9ZI8tAYoi3gvuRhESVbekK4PuB6lIPf/4vn+OF3etQ7pDmSpEiRe4NJMm/NCOlyFVp8HhZE6jAe50C4HZFWVb8+15GILBIKpfiI2SMLGk9w2BiDLd6a1nA91VZxwKSEOyoaGBfbSvf7D3JbDrJVy4eY31pFTWLBPEEsLuqiZ9vWc83ersZjUf4j0df5eDkEHuqmiizu5CFQDMN5tIpLkVCHAmOMhyd43fW7+Yhe0vBcXXD4LuXTvP6WB/byuvYVFZLtcODXVGRhYRuGsSyGY5Oj/C13hOkdQ2XamFbRf2yabNlNief7dzGWDzCSDzMt/pPMhCd4an6Dlb5yrDKCqaZW30ei0c4NTPO0elROv3l/OdtTxXsq9Htp8HlZyweYTIZ4wtnD/Irq7YQsOWsk5J6lovhIP/n4nGOTI9QYnMQvMurg+tKq/j5lvV84exBYlqGvzt/mDMzkzxVv4pmTyk2WcEwcy4rg7FZukNjBJMJ/vO2JwuEUe91Xhm5wD8NnqXZXcqGQHVetNU6rzqfNQymUzEOTQ7z6uhFBqNzyEJib00r2ysKRcWEEKwrqeITLev5q7MHGY2H+U9HX6W/NcTW8jpcFiumaRJKJfjR0Hm+N3CGuJaz4fxM51b8N+BQcztwq1bWllRxMRwkmIrzl6cPkNF16l0+pPnvWlrXciKHbn9Bho8QgjKbk6p5q9DjwVGsikK7N1CQ/SFEToPiR0PnOTkzzlQyhsdio8VTmMpYanWwrrSK07MTZAydvz1/CLuiUOv0oUgSKT3LaCzCi/3dvDHWj89qz9vd3g2sssLPNa+lOzTGm2P9nAiN8fuHfsTT9R1sLj5M87IAACAASURBVK/LawVohkFwvhTqyPQwM6kkf7zjaVq9d2eFJqnlxo5QKoFm6ESyaU7PTLB/4hJnZyaZy6QQCBrdfv71ut2sLlmaYikJwSPVLXykqYvv9J9mOD7HHx75CY/XtrOrqpEymzPXPwyD2UyS/nBuLB6Nh/n9DY+wo7Lhqm3cXF5LvctHf3SGkzPjnJ6dyNnO2t08UtN6zQBdhd3FZzu38e+P/ITJZIyv956gPxLiqfoOWr0LY5NJUtcYjYc5NTPO8ekx1geq+MPNjy/Zn8nlII5m6mQNg7l0Mi9UaWISziSZS+fcFVRJRhESkiQtKXXzWW38yqrN9EVC9IaDfPnCMaaTcZ5tXJ3/DYtnM5wIjfHVC8cZjM1hkxU+1rKeTWW1K2aMCHLBz38aPEvG0Phww2oq5m2II9kULw2e41t9J8kYOl6LjU+0rsetLl0pbvGU8pnOrfzR8dcJZ1L89dlDnJud4qn6VdS5fFgkOWcHq2UZis1yMjTOqZkJ9ta08ltrr18Y9WaQ5pf0hRDIyvIPfelkliP7L5CI5wJ+Xr+TzbtXYXcu//2yWGUcLiuRuQSZtEZ2XqOi2dnEqfAZzkd7sEpWHvCtx6U43zNB4iJFihQp8t7xGxu2opsGJbbrC074bHZWl5ZT7bp/gkCykNhUsoaXJ/ZzMNSNZmoIJD5a98Qt7fe+DE5A7qHqU60PcGhymL5IiKPTI3x/4Cy/2rElP+ER864a/2rNgximyTf7uhlPRPiHC0f5yoWjOFUriiSR1jWSWjafKuuxWPMlEosxyaXNnwyNczI0zt+cexe3xUqJ1YFVUkgbGqFUIl9iokoyzzV2sa+2bVnxNyEEe6qa+P0HHuFPut9kMDrL/okB9k8MYJUVHIqKbpgFlqhAgejfAgGbk4+1rOP83DQz6QT/eOkMByeGqHN5kYREKBVnKDaHCTxZ18660mr+07FXb/k+3AgOxcI/W7WJlJ7lqxdPEMumeX2sj9fH+i6fr2kSz2by2RKNLn/eeeJ+Ia3rjMZyeghvjudKLFRJxqGoyEKQuqK/yfNZNL+34aFlV3gtssyn2zcS0zJ8+cJRLkVn+KPjr+G12Ci1OdFMg6lkLF/CUGF38bvrH2JPVdNdF1hUJZmPtqzlnckBxhNRDk4O0h0co8rhRpFk0nqWcDZNi6eUP9v54SW6AyU2B3UuH4MTA4QzKSocblb5ypZMLlf7K7BIMhfnSzG6XL6C7ArIpaF/tGUdByYG6I/O8PbEIGdmJmmaD4TNpZMMxeZI6lk2l9XyQtNa/rT7zbzjxJ1GCEGN08u/Wf8wspB4fbSPvkiI/376bWQhcKlWJCFIatmC8pgKuytvy3k36A2H+O23vw9AQs+SWtR3Idd/t1c08C+7drKtom7Fsa7E5uDza3cBgu/0n2I0HuZLPYf53z1HcKqWZcdin8W27Fh8JZUONw9VN9PfM8Px4CgZXUc3TTaX1dJ0HTpDQgj21rSS1nX+/ORbDMfmeHO8nzfH+7HJCnZFRZ+3HF0YiwWCRs/y+z46PcIbY33EMmmSepakliWcSXMxnFudT+kaf3n6AGV2F/b5/dsVlWZPKU/Xd+BZlHkiCYnN5XX8zro9/En3m/RFQnyjr5vvDZyh3O7CIsnMppN5sUxFSHykaQ2/vnpb3lZ1OWQh8XxTF93Bcb7Zd5LvD5ylwu5GlgTBZJzI/O+YQ1H5pfZNPFTdnHc1WYwqyXy4cTUpXed/njnAVDLGj4d7+PFwD3ZZxa4oZOezfhb6rSrJbC2vW7Kv243dMS8mqhskE5m8zecCC0KY544PYs7rDNQ2l9G1sWHFgJYQAmneStXQTYx5cen++CUmU5P0RC/S7GrixNxJdgV24lHvnwfNIkXeDyxkbC0WuL4XBI7vZUzTLF6v20yp/cYWB5u9fv5071P3VfaEJCQe8HVSaQswnBhHEQqtrnq8t/i7d98GJwBavQE+0bqBP+1+k5Su8Y2+bjaX17K1vHD1OWBz8Dvr97CxrIZv95+iP5KzvEtoWQzTQBIS9nlV9IDNwY6KhiUp4pB76NteXs/pmQlGYmFi2TQpTWMoM4dJTqTMIimU253UOL0819jFh+o7rypIaJEVHq9rp9bp5dv9pzgwOUgoFSehZZlLpxDkFNddqh2vxUazp4TnGpe3wnq8rh3DNPmHC0cZjM4STMWZTEaR58+v1uXl6fpOfqF9I1PJWIFA593Cb3Xwua4HWVdazbf6TnIhHCScTpIyNObSyZz1nSzjUax4LTZ2VjQWqP7fD2yvqKdnboqh2BzR+T6SMXQi85NeWUg4FAtui5Uap5en6zt4oq6dKodnxR8Ej2rlX3btoN0b4MW+k1wMB4lmc5abgpwga43Ty5qSCn6xfRNbyurumL3h1RBCsClQy3/Y8gRfPHeIvnDocjtFztbQIauUWO2oy0xifRYb9S4/MIAJlFjttHqWijvVubwE7M78BGqVN4BdXtpP1pRU8O82P8ZfnT3IhfA00UyaE8FRhBDYZRW/1c5zVav55VVb8FptfPnC0bsWnFhgla+M/7DlCV4qP8cPh84zEpsjlk0Ty6YxTBNZSLhUC27VSqXDzb7aNiruoo2otsglIjceydgVFbdqpclTwlP1HTxU1USlw3PNYFil3c3vrX+IzWW1fLv/FJciM0SyhWOxQ7HgVC2U2Zw8WNlIm/fqFoEAdlllV1UT/zR4luB8GYhNVni0thXnCkKYV7JQelbv8vGt/pMcmhwilE7Mj8XJfP91z49Nbd4AzzQsb513fHqUL549tGJgRTdNjkyPLHl9U6CGPVVNBcEJyGWePFrbSqXDzVcuHOPI9DDBVILReATTNFFlmYAtJxz7QvNanqxbRck1Ukk106DFU8pHm9fxt+fe5cj0CJPJKBlDR0LgtdiodXr5eOt6nm3sWlFgGXKB54+3rqfNG+AbfSfoDo4zk06Q0rPMprM5tXpJxqtY8FltrC2pZF9N21Xbdzsoq8ppuhi6QXAiTDqVxWa/3B8yaY0jP+thejznkqRaZLY+tAq3b+WHSkM3SKdygWBZlvKBigpbOTbZxmpPZ+6ZQrZjf5/qTRQpcq/z9nQPf3XxJ6zx1fFvOj+McpNi8x8UXh7v5gejx3iiaj2PV6/HIu7r6eF9iSxJea3Cex3TNEnoKSySiiopVNvKccg2wtnYbSnFv+d6X4evjM92biOtazRcY8XLKis827gaWQhm0sn8qvSVCCHwW+18pGkNj9e20zM3xcVwkJl0koyhYZEUSqwO6lxeOnzlBeJ7i5Elicfq2tlZ2UhvOMhALKdNkdCy6KaBRZLxWe00uv2s9lcsWcldCVWSWR+oZk1pJSOxMOdmJxmNR4hrGQQCl2qhyuGhzRugwe1fdvUKcg+ILzSvZWdlI8eDo7lVYS2LTVaodLhZV1pNg8uHLElYJJnfXreblK7RchU1981ltfyLrh0YpskDgeXVaG8Ut8XKh+o72FvTysW5IBfC04RScZJaFklIuC1Wqh0e2r0Bal2+JeerSDKP1bVT6/IhgGb31a28HLLKR1vWsbOyEY8lN8G7k+yrbWNPVRODsTkGIjNMpeJEMikyug6Y2BSVEquDJk8Jq3xl1xUkEvMr6c81dvFoTSsnZyboj+RU+RVJotTmoMNXni8HuhFUSebJug6aPQHssrJsMOBGsMgyj9a0srmslmPBUQaiM0QzGRQpN8mudLhp8ZRSZl9aqmORFZ5p6KTM7kQ3TRrcvmXr9UqsDv7F6h0MzluvPljZsGwQSxYSe6qb2RCo5lhwlL5wiFg2jSLJlNmdrPZX0O4twyLLpHWNX+vcymB0ls1lKysrN3lK+LXOrSQ1jXZv4JbdPSQhqHS4+UzHFj7avJYzM5Ncis4QzqTQTAObrFBmc9Lg9rPKV3bVSeLtotbp5dc6t+V1cyAXmFAkCadiocLhosVTSvO8Rsj1rrIsZFC80LSGJ+raOT87RW8kxOyisbjU5qDe5WOVrxyfxXZd+xZCsLmslt9csysvBumz2NhaXn9D9tGqJLOxrIb1pVUMxeY4NzvFeGJ+LBYCt2qdH4tLqXetPBY/EKjmX3TtuOEMl2qHZ8XxQJVkNgSq6SqpoDcc5PTMJMFUHM0w8FhsNLr9rCutvKFSrpSu0ekv57/teJozMxOcmZ0knEmhSjJ1Th8PlFVTaXdf1z2wyQo7KxvYWl5HfyTEudkpppIxEnoWWUh4LFZqnV7avAGqnZ6rWsmu8pXx66u3kdZ1uuZthG+GhrbLJUYXTg0zNTZHXfPlTKzRgSBv/vAkxnzWRFmVj22PdF71fFPJLKlETstCsch50czpVJCxVE7vxzANAtZSKm3Lq9MXef8RziT40dgJ4trl4LYsSThkK1V2H52eGkqs7vvWLvp+I5JNciE6js/iuKtC1wsk9Qz7p84zFA/S5CrnwbJVWJdZQLlX2D/dw7uhXtyqjd3lnViK9shFrkLGyPLa1EE2+Dqpc1Qykw3z1cHvE8nGcStOPlH/ISps115YWglxpSjde8QdbYRpmswkk0zHL2ssyELCqsj47XZcluVV/O827w6P8IV3D/NMxyo+0rX6vW5OkSJFihR5H5HRdf53zxH+8/HXAPi3Gx7m1zq33jX73LuJaZqc7x7iDz779yRiKSRZ4smPbuH5X9qJ021jNhjj6194nXdePYuuGUiyxMc+s4dP/PNHCrIrruTtn5zmj//tN0mnspSUufm//uJTdG1sJKbFSOu5oIVmahwMvcuO0m2U2+4da9Uid46heJDPHf5bJlNhrJJSoDVik1Wq7X6eqdnEU9UbcCj3h6PD/Yppmvxo7AR/eOpFtpa28OebfvmujnGmaTIYn+bfHv8qA/FpWl2V/NcHPkWto/SemGssx4/GjvPS6DGert7Ivqq1WKQ7F5zQTYM/P/cDqhx+Ptmw857W5ZnLxPmzcy/xUEUXj1R0FYOL8yS0JF8a+A4fq32SUqufH42/STgb5YnK3bwTOoEqZJ6s2rPcR6/rAn5gQmMvnjrNXxw4AORqha2yTLnLxdbaGn5uzRrWV61sNXe3CKdSnJqcYEttzXvajiJFihQpUuR+p6YhwMYHW9n/8mkM3eCVbx/h1OF+Siu8TI7MMDE6e1lrojHAnqfW5Z04VuJSzyS6lktbdfscON25NNxYNk5EiwCQNjKk9PQ9/dBd5M7gVKw8W7OZemcAzdQJpWOcDQ9zYnaQ/3XxFRRJ5kPVD7wvA4JFcphAb2ySoUQQi6RwKT7FpdgUtY5by0q9kzxRtZ59leuQhUBc3/zxpplIzvFuqJcttL4nWS03wkB8msOhPtb46q+98Qoks1l6ZoMMR8IktOwSp7orafGVsKVq5ezdewWBQBYSc5kI5yL9PF/zKAGrn1p7Beej/be07w9McMIwTbK6wW9s3UJ7IEAsk+bUxCQ/6e3j3HSQ//fxfXQEAvdsVLPI7WUmleB/nXmH0zMTt22fu6qa+Nyanbdtf0WKXIvXR3v5Us8Rsvq1RSOvB5/Vzm+t3UWHv5iOXuT+RgiB2+vgmU9u51LPBKMDQTRNZ7h/muH+Qttgl9fOUz+/hYbWiqs+A2TSWXpODqFpue9boMKDvzRXJhjMBJnNzCEhIQmJ9b41RTHMDyA22cLu8g42l+bc3gzTYDod5a8v/pQfj53gpZGj7Ai0UW7zvsctLXKn0Eydg9MXwYSHKlbz04mTHAheYGfZqntW+0ISEtJdmP6Ypsn5yCgzmdidP9gtYpomp2aHiOs3Z91umCY9M9P81fHDHJ8aYzaVJKMbmNcIyXyyc909H5xQJIUKayn/OPoqBgYVtlJq7LkyyqiWwCrdWnbYByY4scDW2lp2NzZgAi906ZQ7D/F3R49xYHCIlpKS90REsMjdJ2vonJud4uDU0G3b553WsihS5EqmknHenRwifR2OFtdDmc2ZdxsqUuR+R0iCNZub+MRvPMxX/+drTAzPLNnG5bHzzCe28ehzG1e0G11gqG+KscGc44qsSNS3VOTFM2NanC5vJx4l56Z1OnyWpJbEYrk+QdYi708kIVFu9fB41Tr2T5+nPzbFXCaxbHAipWfpjU4wmpghZWRxylYaXAEaneVXzbRI61n6YpOMJEIk8/o4dipsXhqcZTjk5UuXTdMkmI5yMTpBKB1FACVWF6s81ZRYXCsG6hJamqFEkNHELHEthQl4FDt1zlIanGXLtjVjaHTPDjKdirCrvAOXYmM6FeFCdIy5TAJZSJTZ3LS6q/CpjmWPndazDManGUnMENNSmKaJU7FRbvPS4AzgtSyntyMAk5FEiN7oBJFsEkXIVNl9tHuqcCq3X4BwJh3jVHiIMpuHvZVdHJ3p4+TcEHOZOAHbUre9BTRDZzgRYjA+TTibBNPErlgpt3pocJWteF0M0ySYjtAbnWAmE0czdKyyQonFRa2jlCq7b0kWV9bQOT03RH9squD1Nnclq721KNfI7MnoGv3xKUbiIeJ6zk7cqdiosHlocJbhUi7rRZmmyUwmxkhihsnUHD8ZP0Usm6IvNsF3h98tyNRocJax3l+PekVZSUrPMhwPMpKYIaolMU0Tl2qnzlFCo6t8SRlKSs9yONRL1tDZFmhFQqInOsZ4co6MkcWjOmh1VVLt8BfoH+mmwXQqwmhihslUmDenzpLWs3TPDhZsJ4BV3hq6vCsHEaYScf7k3f28PnQJwzRxqRYCdvs1M+qu5rJ1r6AKhb0V2zk6ewZZSGzwdeYFoL2qk0pbgKyhoYjr1yRbzAcuOCEJgSQEQggUSeLBhga+cqKbobk5srqeD04YpslwOMyrvX2cnJgkmc3S4PfxaEsz66uqsMqXL3hW1+kJBnl7YIgLwSCRTBqnaqGropx9rS00+HwFJSO6YdATDPKD8xfon53BZbHwUFMjWd1Y0mlN0ySr65yemuK1vn76QjOoskRneRmPt7XR6PMVCL5NxmL8zeEjrC4vZ09TI6/29nFwZIRkNkuNx83H1qxlVdnNi5S8X3CqVj7aspZtlTefqrWY3EBVrC0ucndZW1LJb63bXWA1fCs4FQs1zuKKXpH3D7Is8dCH1lNdX8r+V05z9vgQ0XACq02ldXUNOx5dzfptzdidV38g1HWD893DxGMpHC4rvhIXW/asQppfbpzJzKEZOoqkYJgG46kJquyVFL9NRYQQlFhcKEImbWqkjGzB+4ZpMBgP8rWBtzkS6iOqJdHnnZr8Fid7K7v4ubrtlF0xsTVNk6F4kC9feotjswNEsgkM08Qk91mPameDr5HPdzyFz1IoQJ3UM/xs6hzfHjrEcCJEWs+1ySIptLgr+PmGHewItBdMEg3T4PTcMP9w6S0GYlOEs0l008gfr8TiYl/lWj7duAunWjjpT+lZXho9yqFgLzWOEoLpKC8OvsNAfJqknrP5LbG6+Fz7E+yrXFvwWd006I1O8OLQQbpnBwilY2imjmmaKELGZ3HyeNU6fqPtsWXLs18e7+a7w+8ynpwjpeecodyqnS2lLfxqyyPU2EtuW9a0aZocm7lEMBVle6CNdncV6/wNHJ+5xPHZAfZVrl32WLPpGN8aPsRrE6eZycTIGjomZk4UX7FR6yjhdzqfocVVmN2V0TV+MnGS740cZjgxQ0bPsmAKapVVKqwePtW0i32VawvmF1lD453gRX4wegzdNIhradJGlk82PEiru/KqwYmxxAxfGdjPu6FewplEQR9wKTY6PTX8644PUWHPWcXrpsGPxk7wyng3c5kEs5k4Bian54bpi04W7PvxqnV0emvy/c40TS5Ex/n7vjfojU0SzsTR5o8nIeG3OnmofDWfbtxFifWyi1lCS/O1gbeZTkeQhMTB4AUOBXuJaymypo6ERLXdzycad/J41br88RJamheH3uFg8CLh+baawM+mz/FuqLegrZ9q3HXV4MTbo4O8Oz6CQ1H5SPtqnmxqw2O1XlNCwG+7PjOF9xIhBH6Ll30VS7PF1/tyLmbfH32VxyoexH4TAcAPXHDiSsz5r7FVUQq+8Oempvnjn/2Mwdk5mkr8WGSZA0ND/OjCBT6/YwcvdOVcQgBmkyn+bP8BxqMRqtxubIrKZCzK24ODHBoe5j8+to8qd25V3TRNzkxN8Yc/fY3peJxVZQHimQz/+9gJbIqypBZJN01+fLGX/37gHeyqQo3HQyyT4esnT/HWpQH+r0ceZk15eb7tiWyWo2NjBBMJTk9OcmJ8Aq/NSkbXOTQc5sn29rtzYe9xnIrK0w2dGLdREFYulgQVucus8pfR6i29bXWbArGiA0WRIvcrqkWhc0MDLauryaS1vACmapGxWtW8HejVMA2TxvZKfvm3nwDA5bbR+cDl4Ha5tYzjc93U2WtJ6AlSRvqWU1uLvH+YTkfIGjp2xYJ70cO6aZqMJ+f48/M/oHt2kA5PDU+WbsCnOhlPzvJO8AJfH3iHuJbhn7ftK1jpzxgaX770Fj8cO06Xt44nqtbht7hIG1lGEzP0x6awKZYlq9C6afDG5Bn+54VX0AyD7YE22jyVGKbJufAoB4MX+IvzP8S6WmVLaUt+UisQpPQsY4lZqh0l7HZVUG7zYpgmZ8LDHJi+wDeH3qHS7uOZmo3LrhBnDI3XJk5zdKYfr+rgyer12GQLoXSUSDZJpc23ZPJ+ITLOn517ibORESptPnaXd1Bh8+VLZsYSM9Q5SpdVShiKT/O3va9T4yjhhbqtuBQ7I4kQb0yd5eWxbnyqk19r3XvbRErThsaJ2QGypsY6fz1Vdj8b/I0cnL7I8dkB9pR3LnHtMEyTH4wd5+sDByi1uniiaj3VjhJM02QyNUd/bApBrmRoMaZpcio8xBd7XyWpZ3iwbBVNrnKskspMJsZAbJqZTCyXxXDF1bHJFj7RsJO9FV1EtRTfGjrIW1Pnrnl+hmnwtcEDfG/kCO3uSh4p7yJgc5M1dMaSs1yKTWGTVSyLzlESEptLmqm2+zExeWX8JK9PnmFzSTMfrt1U0LYqux/rFf01a+gMJYKU2zzsCLRRZfcBgvORUfZP9fDd4UP4LU4+2fjgEheoUDrG3/S+SkrPsrW0lQZnAM00ODLTx+FQH1/qe4N6Z4C185oSVlllT/lqurx16KbB1wcPcGpuiCeq1rM90F5wFRudV1+QPDk1QVLTeLKpjd/cuJ0yh/MDJR0wmpxCM28uq/cDG5zQDYNENstblwaQhWBtZQXW+ayJ2WSSvzl8hNFwhN9/aA9bamuxKjIXgyH+61s/42+PHGVtZQUdZbmO6bNZ+fzO7ShCotrjxq6qzCaT/OXBQ7xy8SJHRkZ5pmMVQggi6TT/cOwE49Eov7dnF4+2tCBLEqcmJvgvb75FPFsYUe+ZDvJXh96lwe/j8zt20FJaQkbTOTA0xH+bb8u/2/sIfvvlSJtmGPxsYIAPd3Tw7x59hFqPF80wCCUSNPp9d+8i38MIIVDv0dq/IkWuF1lIyNcxsSpS5IOOkARWmwWr7ebKLBRVZs2mRtZsalz2/TXe1VyIXmQ6PY0qqWzyb8Ctupbdtsj7n4WFpqypM5OO8fJ4Nwk9zd7AGkosl/uFCXx/5AiHgr3sKe/ktzuepsqem6Brhs72QBv/9ez3eXmsm22lrewsW5VfeZ3NxDkxO4hDsfK5VU+wwd+Y369uGgRTUYQA+6JJ7UK2xdcG3ialZ/nnbY/xoeoHsCu5bWLZFH/X9zr/Z2A/Xx88QKe3Fo+ae74UQtDlq+Pfr/sYAasbnyU32TJNk6iW5H9ceCV/Lg9XdOU/t5iEluYnEyd5rnYLz9dtodzqQQiBbhqEM4klZRYpPcvXB97mVHiIjf4mfr11H6u9tfnSEc3UmU5F8FqWL3mYTkfZV7mWz7U/QYXNixCCrKHR6Crjf/S8zJtTZ3mhftttCU6YpslEco7T4WECVjfr/Q0okswGfyMlVhen5oaYSoWXuHYk9QwnZgfIGBqfaNjJs7Wb85kLpmkyl00Q11L59i+gmQbnw6NMpsI8XrWO31v9bP5em6ZJUs8QSscotS61g5aEoMTqymcbHAxeQLoOIcxINsmJmUtYJJnPtj7K9kB7vj8apkEoHUM3jYJ7LwlBh7eGDm9NLnM8krNcrnGU8nBF11VtpYUQtLgr+MO1H8NvdVG6qNwopqUIWF/nawNvczjUx4eqHyjInljYJpiO8judz/BwxWosUm4R+JGKLv7ozHc5MTvAgekeury1SELCIims9zcAuaDIaxOnAWhzV92wW8dMKoluGOysqafUvnz/vBaakcsSURYChB+Q4MYH7qn2yOgoP7pwke+cOct/efMtftBzgcdaW9leW4c0P8hemp3l8OgoW+pqebS1hRKHHafFwtrKCva2NDMdj3NkZDS/T1WWWV9ZSVdFOSUOB3ZVpcrt5sH6ekAQTCSA3I9QMJ7gnaEhOsrLeLK9Ha/NhstiYWN1NY+1tsKilXzTNHlrYIDZZJLnOztZW1mBy2KhxGHnibZWWkpLODoyyng0WniSJvhsdj7StZq1FRWUOOyUu5x0lpdhV+9dn+UiRYoUKXLnkAQ0eUp4qm4VT9WtotlTcseV2T8oxLQYaSNNvbOeBkc9Q4kRElryvW5WkbtMRs9ybGaA1yZP88r4Sb4xcIA/OvOPvDF5lhZXBT9Xvw33oonbbCbG/unzKJLEs7Wb84EJAEWSeaCkiTXeWiJagmMzl/LlF5BbkZaFRMbQmEqFyRha/j1ZSFTYvZTbvAUTKsPMpdP3RidodVfyWNW6fGACwKXaeKxqHW7VzsXI+JK0e6dipc1Thd96eZIohMCt2Nla2oJTsRLKREnN2+peiYFJnSPARxYFJhbaW2J1YZUL10x7oxOcnBvCKVv5RONO1vrrsci5TGchBKqkUO0oWVE7wm9x8lzt5oKJvSopbA+04bU4CGcThNKRFe7mjWECA/EphuJB6hwBmpw5gcAWVwV1jlIGYlMMxINLMh2ledeDXCZIIGuE6QAAIABJREFUhMQiAcZc+ryTWkfpEi0PAcjzi2xzmQRzmXg+G1gIgUOxUucsxaHcPt2bhT6XNXSmUhHSRmF/LLN5qLT7rhpwuFHssoU2TxWBK4IsTtnKppJmPGruPiZWEK7cEWhjW2lrXpdCCEG1w8/GkmaM+cyllJ5d9rO3gk2WkYTApig35QYZSad4Y7ifd8dH6A/Pkta1a3/ofcIHLnPi748dR5UkUpqGAH5j21Y+vnYNZa5cPZ5hmoxHokzFYnSPj/N7P/xxweeHwmHi2WxBQMAEZhNJuicm6JmeJphIkNF1hsNhEpkMumHkKsBMk7lUislYjKc7VhWIb1pkmUa/D3XRa1nDoC80QzSd5punTvNaX6E1S19ohul4nHhm6Y9AjcdDo8//gYmyFSlSpEiRq6NIMvtq29hX2/ZeN+V9x4m5k6hC4Z3oIRyygyZXIxapKIb5QSOqpfhS/+sIBCYmumngkK08Wb2e52u3sspTXTBR6Y9NMZOOEbC6cas2ZjPxJfv0W13IQmIgPk3KyGIn16/8Fie7yjv4xuAB/rLnxxybucSe8k46vbW4FBuKkJY8A2YMjXORUUygxlGCZuQyOxZjYlJicTKdjjKcCPJASWPh+6aJZupkDC1X/28uFEjnggyaoa9YMqsImQ5PNWWLAhNXYyA+RSgdZZWnmjZ31Q1Pen0WJx2emiXHsskWnIqVSDZJQls+kHKjZAyNQ8FedNOgw1NNXEsRn59PdnprORzq41DoYm6ivCgIY5NVdpV1cHJ2kBeHDnIpNsXDFV1s8DfitzixSMqy10oWEuv9DTS7yjk+c4l/f/Jb7C7vYGfZKipsXmyy5aYmxVfDrdjYXd7Jpfg0X+z9KSfnBnm4fDVdvjo8qv2mBRCvRa7PGWQMDd3U89oqhmmiSDKaoaMvo70lEKz21uG+QgNFFhJe1Y4iyaT07G3T7VpMiy9nsjAUCZPWdWzKjU25z85McykyB5j0hWd4srENm/LBWGD+wAUn/vXOHayvqmT/4BB/e+QImq7jsV5O5zJNk2Q2iwlkdYOZVOHKh8tqYXtdLXW+yzJXF4JB/vuBg/SGQlR73AQcTlxWCzZl6YCS0TVMwK4oBetVQghUWS6o99Z0g7SW2z6ZzS5pS1OJn5YSP27r0nQ0VZawFNO9ixQpUqRIkTtOTItRbasibaSpsldikVS4bWowRe4XFiaaFTYv0WySn02fxzRNtpa20u6pWjJZnM3ESBsa4WyCPzjx9WWFCKPZJFlDJ66lMBZNohQh8YmGnVglhdcmT/OD0eO8MXmWZlc5eyvWsC3QSrWjZIkbQSgdRTcNXps4zZFQ35LjaabBbDqGLEnEtFTBe2k9S29sgu7ZQXoiY0ylIsS0FBk9S0xLE84kqHWUrnh9ZCHly0GuhWmaRLJJ0kYWn8WJ6yaE9dyKbUk2BuSyDhayxq5l7Xi9zGXidM8OoJsG3xl+l5fHu/PvxbU0BiYnZgcIZxOUyZfFTYUQ7K3swsDge8NHOBTq5XConxqHn91lnewq76BtGZFKIQRt7ko+v+opvjV0kO7ZIc5HxvjO8LtsKW3h4You1njrcKm3z5FECMFH6raiSDKvjHfz04lTvD3dQ70zwN6KLrYF2mhwlt3WzImsodEfm6J7dpBzkVEmk3PEtBRpQyOeTRPKRPGpyzm1gCrJeFT7shmCl/ugyZ0Yq3fWNPBizxleG+zn8cZWVgduzKJdEgKLJDESi1DpdN3Wa3qv84ELTrSWlrKxupo6r5czk5P849lzbK6tYVdDQz5NzG2zYpFlnu3s4Ne3bll2Pwvih7ph8OXjJ3h3ZITf3LGdD3d04LfnLHR+fOEiR0ZHCz5nV1UUSRBOpwu+CqZpktY0ssblHx6LLOGy5so4fnf3g2yqqVm2LSsK2BWzJooUKVKkSJE7TourmZn0DPWOOgSCUDpEvaMWK0VRzA8STsXGC3Vb2VzaQkrPoPYofG/4CD8YPc46X8MSxw19PsPALluocwaWiAEuptlVaCkqhKDM5uEzrXt5pLKLw6E+3p7q4WxkhJNzQ7SPVfGZ1kfYVtpWMLHVTQOBoNTqosZesvzBXBVYJIUquz//UlLP8NLIUb46sJ+5TJx6Z87mdJWnCptkYSI1y+uTZ696fXKlCNc/ydLNXOhAEuKmStBy1+vOPwubpkn37CBT6Qhe1YHf4iwIROWClTCZDHNyboi9FV2FJQqKjQ/XbGZLaSvHZvp5e6qH47MD/F3/67wy3s3HG3fmtEGusIVVJJmtpa10eGvonh3kUPAi7wQv8NLoMV6bOMMT1ev4Z80PF2g13ColVhe/2LSb3eWdHA31sX/6PGfCI/zl3Ag/HDvBLzc/xO7yziX2njdDxtB4eaybv+9/g2A6So29hBZ3BW3uKmyySigd5bXJ0yt+Xha5kpn3Iou8vSTAZ9Zt4i+OHOA/vfMG/2zNRjZWVGFX1av2ZUWSsMgyHSVlBJNx4lqG9YFKPPegxehC1lTGyBYE+RQhs710/RLx1+vlAxecWCDgdPILG9bzBz/5Kf9w7ASrAgHKnE4EUOvxUul2cWJ8nGQ2i9dWGHVcnK6W1nUG5+YIOBxsr6ujxJGrJczqOr2hEMlsYY2Qz2ajzuvj3NQ00XQ6L2SZ0jQuBENo+mVlU1mS6Cov59W+Pk5NTLKpuhrLorQg01wwDCpSpEiRIkWKvFd0eTqXrMBKHzxZryKLsMkWnqvZzLHQJY7PXOLViVN8rGFHweTcq9pRJRmv6uBz7U9QvSgYcCWKJONaRrhRFhKt7koaneU8VrmOnsgY3xk+xKFgL1/sfY16Rxl1zlw2gyQEPosTWQi2B9r5leaHVzyegAI9ivPhUb4ysJ+4luKzrY+yt3INTsWKKnI19e8EL3Bg+sKNXqar4lKsqELOlV/o6duaBXA7yZo6x2cvkdQy/ELTbp6t3bxE6+N7I0f46sB+js30s6e8A1UUTsEkIaiy+3iq+gF2lXUwGA/yo7HjvDJ+kr+++FPqHQG2lLYsObYQAq/qYHdZB5tKmnihbhtvTZ3lu8OH+d7IEUotbj7VtAuLuH1TPklINLnKqHeU8kjlGvqiE3x3+DAHpnv464uvUucI0O6puuXjXIpN8ZVLbxFMR/jFpof4UPUGnIoNVZKRhcTx2QHeCV68DWd0+zkbmiKaSeOz2jg4NsK50DRlDidVTvd8gGJ5dtc28snV6zBNE5dqoc7tI5rNoJkGKveWkL+JydlILweCxwsCFA/4OtkZ2HjTmlYf2OCEJATb6+t5vK2Nb50+zUs9PXx6/XqsikJLiZ+n2tv51qnT/MnP9vNMxyoqXG5SWpbhcJixSJRnOzvw2+1YZZlSh4Oe6SDdExNUul1kdZ2fDQzyowsXyCwKNgghqHC52NfawounTvM3R47y0a4ubKrCgcEhfnKxF3lRFoQQgkdbWvhpXx9fPdGNJAQ7G+pxqCqRVJqLoRAWWebxtlasN1jLVKTIleharq/Kyp0d/EzTRNd0DN1EkgWycmdqFO8lFs75XjpX0zTRsjqmYSLJErLy3qwu3E1y98G4Z87VNE1M08TQzZtu08I+shkdIXK2mbdybrn2GCAEkiTuiet0u1hwUNCyOtFwkqG+SWanY8SjKTLpLAiob61g864bt9xezjbxVtuqm0a+jlqeF6K71v1YbEd+rW3D2TgHg2fZXtqJ13L3nEUWzi2nQp/7vcmaGrKQkXh/9blmVwXP1W3mf1x4me+NHGFzaQstror8OTb//+y9d5gc53Xm+6uq7uqcp8PkjBnknHMgCTCCIiWKogJlJcu+u9ZK69V67fusH/v6Bvlera2VLUuWpVWWKJISSVCMIAAiETmHGQwGk0PPTOfcXVX3jx4MMMDMEIkULeL9q5+u/NWp7/vO+c55X6sfh95MMBMlreRw3WDJw7UQENCLEl6jHa/RTqXFw18d/yW9qRAX4v1jwQlZ1NFsL2Nb7xF6UiOYJBmjpL+ha56J9hDOJZjjrGLLNcoImqYRzibJqneOtE8QBCrNHpyyhY5EkJ5U6Ia5Kt5PXFbpOBvtwSGbWeiuo9x8fUbKAnctL/Ue4Uy0h8FMlHKT+7pnERCQRgNIRb6MMmL5NG8OnOJUpIuFnjqkSRw+QRCw6IzU24xUW0rQizr+tW07x8MdPFyx6Doli9tFUXpcosRgo8Rgo9riJZJLci7Wy/lY74TBCUFgTBVE0VRUTUOa4nWej/UylI1TY/HxYPkCAqYrioOaphHLpYrfDZY7+mzF57vSh17ur25mOfh7xw/x6qUrgZNQJk0ok6YlNDzlcS5jcdH61PAg58PD1DvcH1iJd0VT2DV0iEZrDVXm0rFghEu239aY+KH2aGVJ4onZsznc08svT5xifmkp88vKMOr1fGbBfDRN4422i+zt7AKKJimKArUuFw80FScvkijy+KxZdIQjfHv/fn545AiyJGEzGPjIzJn8+Nixcdc06nQ8NW8ufbEYL549x2utFzDoJNwmM+vr664jvfTbrHxt1Sr++Z0D/OLkSX5x4mTx8xCKqT+bG6dxz11usw8sErE0fe1BCnkFo1nGW+bC5rrzneidwPZnDyJKIps+uvSG9tc0jVg4yVBvmEKugNlmxF/pwWCamgQuNBjl5R/tJjQYo2lBNfc9uQJBEkYdIhA/AJ1wPlegtz1IMlbkeRElkUCVB5fX/i5HTgyloPLMt9/gvidX4Ak43v2A9wHBnhAv/WAXiViauSunsXbrwjs26dM0jVwmz2D3CKl4Br1Rj7/CjdUxcV3o+4VULM2LP9zFlk+uwlliG/tfVVXQinKTd3riq2ka0ZEEw31hCgUFs81U/E6MxXTHjnN9HHv7PA8+veZdv53J0HdpiOe/+xaJaIov/c3jePzvbmOaWiQTuzYAoWmw4/lDuLx2Fqyd/geVmhePpmk91cPbr5yg9VQv8WiKXLZAoaCgqsW2WP/gvAmDE6qiMjQQJRouEhaaLQZKqzzvqZTvr7t3cirajku2USI7WOubR43FP+WkT9FUBrNhPLIdozS1PSULGQ6FzjPLUfu+BifyWoHnut9mOBvlyw2PEM7F+R+tv+b+0qUsL5k1qfP17xF6UWKdfya7g+c5Ee7kt92H+OPGe8YyALxGOyu8TfyyYy/Pdb1DwOgYxxOhaRoppcjl4JAtWK7KnIjn0yQL2etIEzVNG3X6isGsqzkXLpMo1lp8nIn28ErfMTaVzhkn/VhQFaL5FHlVwWe84mRczgTIqwr5q4IQmqbRmRxmx+AZ0pOodNwqmu3lNNnL2DfUwq879+OULVSZPWNlKqqmkSxkKKgKrjvsfN8oNIor/B3JIRptpTTaAxPu12gLEDA6aU8M0JEYoszkRqAolxrOJbDpTFh0hnHvUdHUMVu4NkW+oCqMZOPIkg673jzOZjQ0LhfCyJL+jvEVJAsZYvk0TtmCUdRfY3PFexUQMIgTp/MLCNj0JiRBpC8dIpxL4p1A6vQyLmefXSbDvAxN0+hNh3lr8AzJa3hR7hQkQcSmNyEi0JEcIlnITiiPOxlmewPjSvVvFM2eEqD4vXmMZqpsDvSi9IEMUGiAXtAx19mM3zg518zN4kMTnFhaWcnXVq2kxuUc93+Ny8l/XbuGkwMDFK4yIq/Fwp+tXMHmaY2cDQ4RyWQwSBIBm41Zfh8e85VJ9oqqSv6/+zdzuKeXWDaL02RibmmAGqcTl9FInds9NtQKgkClw8HfbNrI/u5u+mJxzHo9C8vLcJtMNHo81LqupPWJgsDsgJ9vbLmP4339tIfDZAsFLLJMjcvJLL9/HAOsy2TiU/PnYZb11xlysaNTCOdHSCspLJIVp+xC5IOzmvuHhrYTXfzk77fRMKeKbDqH3W3h8T+5B/sHMEARG0kg6m6884uOJHj+X7aTSmTQ6SVkg57Nn1xJWY13yuPOHmonMpLgk3/+AAajHlES0TSNCye6MFoNVE+7/VTA20V0JMH3/+Y3uLx27C4LeoOO5Zvn3HJwQhQFps2rxmT54LD3n9zbSiGv8Kk/fxCDSX9Hg0KZVI5XfrKHtlPd2N1WVFVl3aOLmLGo7o5d41agk3VMm1c9LgigaRod5/tRFZX6mRV33BkPD8V5/jtvks3kkXQiRpPMlk+twl9ZHMjtbgsNsyuRbuLbuxqCIFBR7+eP/vIR/uGrP6OQV971GE3TGBmI0Nc5TPOCGmTDlYmkIEBFQwCLzfgHE5jQNI3ezmGe+d4u9r5xmlRiYsk5URQmbT9FUdn58nGe/bfdqKpKdaOfv/jmk3gDzgn3vxOI5BMsdjez2juHvcOn+dGlV/nTxq14DcVrXr2OJ4xKoScLGV7q3ccj5SsJGK9fvZ1s7U/VtAn/n+gaU53n2v8nmlsUHe4MFxO9pJUsoVyM9kT/qGOrjcv+uPa6N3rta++VCY6Zah302nPdKgRBoMzkYmvFYi7E+3m9/wRLShpY7W1GEAREBD5SuYRz0R52B88TzMRYWtKA1+BAQyOaT9GVHGYoE+MLDRuZd5VyxvFwJ8907qPC7KHW6sNjsCIgEMoleGf4Aq3xfuY4q5lmKx13P7UWH0/WrOSfWl/jn1tf51i4g+mOcsySgaySZzAbpT0+SMDk5CvND2AcDcBNt1dg05k4H+vjpx17WFbSiF6Q6E6NsHPwDIOZKOZ3CYjdLKx6Ix+vXkFHMsjO4Fn60mGWlTTiMxYDsOFcgq7kMBVmD19s3HRHr32jyKp5joTayasK0+3luCYJ9HkMNprspZyL9XAk1M4iTz1GSU9fOsQ/t76ORWegwRbAZ3AgSzri+TRnoj3sHWrBa7Az11U9lnUAkFKy/OjSLoKZGNNspZSb3Zh1xXd4KREcI+Rc7K67rhwoo+RJFDKkC1nSSo7hbBwNjeFsnLb4QDH4IOmx6ozjeC7Ox/r4UfsuSo3OUZuzIQkikVyKw6GLnIx0Umv1Md0xMUeeIAhMd5TjMdg4Hurg+23bWeCuRSdKpApZyk1u5riqx7hVmuxlOGUzHYkgP7u0e4zLoj8TYdfgWbpSw1h1Nx4wuBkIgsBcZzVv9p/krYHTWCSZGY4KNIpBmmn2MmY4KiY9/k8X3NhC32TwmswcHOhmJJ3CKss8ZGpGL3+wyjpERDwGJ9v63mK2swnDqEKV1+CmzHRzBKBX40MRnBAEgYXlZSwsL7tum16SWFZVybKqyuu2yZLE7ECA2YGJo6CXIYkiDR4PDZ7ro0YfmTVzwmOcJhNbpl2/OvPYJPvbDAZW19awurZmyntxGo18dPas6/5XNZWedCd7hncQzYcpDrsabn0Jq70bKTVeL7V0F3cG5fU+nvzKZhLRFD/9+5fpaRtkxuI60okMQ/0RlLyCy2fH4SkSFmVSWYZ6w+SyeUxWI94yF3pZRz5XYKg3TCaVxea04PY7ECWBdDLLSH+EXDaP2WbCW+ZCp5fIpLLEwklEQSAaSmJ3mfGUFjXUk7E0I/0RCgUFm9Mytpqfy+Tpah1AURQ8ASc2p3lSu+htDxIdifPkV7bg9NrIZQuYLMUBMJ3MMtQbopBXcPsdODxWCnmFgc5h2k51IwCR4Thuvx2loDLQNcybvz5AoNpDLpMfW/mVDXpkk56h3jCegBNFUcgks1gdZkYGoqSTGQwmGW+5C4NRppBXGO6PYDTLhIMxZKMef6UHnV4iFk4yMhBBFEVKSp2YbcYpbV426Nj6hfVUNfpBEJAkkVw2TzhY1ERPxtKYbUZKylzodBK5TJ5gb4hMMoumgcliIFBdQiFXoKc9SEmpE53+Spc71BdGFAXikRSCIOArd2G0GNA0iI7ECQdj6A16vGXOMWc6Hk4yPBBFpys+g8lqBA2CvSFMFgPhoVixfGyKDJZcNk9/xzAXz/QgSiKR4Rglpc6x9x/sDZHN5HG4rbh9dgRRIBXPkEllKeQVEtEUTq99ytX5w2+doeV4J5/4ymb8VR7y2QKySY+maUSG4oSHYuhlHd5yF3qDnuhwnEwqh6ZpGEwyqXgaX4UbRVFJxdLkcgWyqRxunx1HSXGVZSIbEwSBbDrHUF+YbDqH0WygpMyFwagnGU/Tf2lo7H3BaDpu1wi7fnMYvUGHqqi4fHY8ASdoGuGhONGROLJRj7fcVXTiNQgPx4gMxYsa9F47do8VUZzYlrpa+0klMnz8K5uxOS3kcwXM1uJ3MjIQJTwUx19VgjAaHEpEUyQiKXK5Ala7iWQsjdVpxua0MNwfxuW1YzDJJCIp0sks3vJiMHsiW86mcwz3R8ikshhNMt5yN7JRT2gwyuEdZ2k51oEoCLj8dvwVHiSdSM/FIJIkYnePn2DHQglGBqPF1ZxSJ1aHmXQiQzyaQskrpJJZ7C4LnoATUZy8H3u/oWkaZ4508G//7ytcONOLUrg1yTidXqJpTiUGo56RYIyui0FOHGhn0yML7vAdj4dBkvHIdtb75nEq0k5rvAerzsQbg0doT/QBMM/ZyGrvbPrSw/ymZzeHwy0EM2ECRjcPlC3HZ3RycOQcR8IXyKl5ai2l3F9WnDinlSwv9+8nlk/hNTh5sGw5LtlKa7yHHYPHSCoZnHorD5WvwGdwMpgN87u+A4RzMfSins2li2mwVhDNJ3hr8CidqUHMkpE13jk02asmzYLQNA2nbKM/M0J/JoTfWLTjrJJn19AJWmLdqJrKDEcNG/0L6E4NsX3wCHpRx1A2gs/gYmvFKiySkWPhCxwYOUdGzVFh8nJ/2TKsOiNt8V52Bo8TyScYzISZ46zn8co1xPMpXh84zFA2ilNvZVNgAVVmP92pIK8NHMJndHEx3kujrYJ7AoveNQPlRrCspJFV3mZe7TvOM537mWEvp8RYLFGoMLv5i5mP8tOOtzk4fJFfdu4D7UqAxKjTU28NXMe3YNEZiBcyvDFw8kqmBKCiIYs6lpQ08rn69XgMtnHH6USJe0rnYJRkftW5j4MjbewOnr/8ZsZWjKc7KsbxJjTby/hk7Wqe6dzPtt4jvNl/Er0oIQoi0x3lfLFxE98488Jtt9W1mO+u5b/O3MrPL+2hNd7PLzv3jVqVMNYOftN7FyR8N8RyKY6E2jGIOhZNwAlxNRZ76vld3zEOh9p5Mp/GKOkxiMWx8Z3hC+wOnkccDVoVs6QFaixenqpdRZO9bFw/LwoiJsnAuWgvR0OXxh0H4JDNfKpuDVvK5iNdo/TxXNcBXuo9Qk7No6gq0Xyagqayd+g8JyOdY5wO63wzebp+LZZRpRSzZCCj5Hhr8AzKwKlxNqcXdcxxVfPZunVTcqfMclbysaplPNd9gNf7T/DW4OmxsrWtFYuZ4awY41aosXr5dO1afnLpbV4fOMmu4Lkxm2uw+flvMx/luxfeIFmYOOB8u1jpbaItPsCr/cd5vvsgL/UeQRREdILI5+o3TBmcuF2UWe0s8pczlErR6PJg+oCW7+fVPKFclIMjJ8cydOY4m+8GJ+7i3RHPR9kZfJ1qcx1bAlsxS2YShThHIwfZHnyFrWVPYNPf2qrwXUwNURSQdCKpRAZVVTGYZTKpHK/+fB/dFwaQdBI6vcSjX9qAy2vnrecOceFEF7JBh8lq5JHPr8PmtHDorTMcfOM0skFPPpvnno8vp3lhDR3n+tjx/CEAQsEoj395E9MX1dFxvp+ffGMbTQtqSERT1M2sYMNji0nFMjz33e2EB6MYLUaqGv1semIZqqZx6p02wsEYiVgal9fOE//xPmzOiVPx7S4LqUSW80c7WLJp1lggI53M8Lsf76GzpR+9rEOnl/jIH2/EYjdxfE8LF091k0nn2Pu748xf3YRlvolT+y/QcqyD4f4IsVCS+Wua6Tzfh81poaLBz//6v17kif9wH8lYmt72QZZvmcsrP91LPlsgFkqw4v65rNgyj1g4wT/9xS+ZvqiOWCiJw2Phgc+sQRAEnv+X7SSiKTRVw+138PDn1mJzTp7BommQz+XJZvIIooDRJDPUE+Lbf/Erymq8iJJIdCTO1i9sYNq8ag68cYoTe1vR6SQO7zzLxo8uZevn15GIptn/ygmO72nhK9/8JJUNfgB++Q+vkk3nMNtNhIMx5qxo5L4nVzAyGOWF7+9EKSgU8gVqZ1Rw78eXkcsW+PU/v0kmkUFRNXxlLh787FoMJj0/+LsXKKv1kk3nkGUd9z21ktLqkgmfK53IcmTHWTrO9YEgYHrlBIs3zsJkNbL7paMcffs8RrOMUlC5/9OraJxTxekDbbz2831UN5WRiKaYtbSetVsXTdJuRTuaNreK6uZiQNhoLjrj/Z3DPPedN1FVlUJeoXZ6OWseXsBvv7eDWDhBLJTEE3ASGYmz4bEl6GUdL/5gJxUNfhKRFCaLgae+dj+yUT+hjXkCTva/epLju1swmPToDToe+uxa/JUeosMJdr1whNbjXfyn//EUgapi+5w7fImzh9uRDXqy6RyzljXg9tnpuRjkpR/uQhAEctk8s5Y2sPaRhcTCCZ75n68jCAKKojFraT2rHpyHOAkzucNjJR5J0XK0g0UbZowL+HW19vPWc4fQNI0/+buPYbGbOLLjLHtfPo4gCsgGPZKuGCh44OnV/OTvX+bxL2+idkY5x/e2cPqdNv74bz86qQ0PdI3w6s/2ohQUoiMJ1m5dxNJ7ZtFxvp8Te1vpvRjEaDFSO70Mt8+OpDNw+p0LbH/2IBseW8Lmp1YgCAKR4TjPfedN4pEUAG6/g61fWE/n+T5++a3XKKsuQVE1MqksT331fnwV7gn7sVvNPLod9HeF+ME3X+X8ie5x/8sGHd5SJzaHmYHuESKh5JTnEQSB+unl+MqcjARjpBNZzhzpYP0Dc99znh5BEDBLRvxGF4OZEDpRYoa9mhWemfSkh3m5bz/THVVUmL08UbWBUC7OH9XdT8DoQhIkVDTKzV5qLAFEQeTf2n9Hs70Kl2wjnIuz1jePWY5aft29kz3Dp3i4bAUe2c59pYux6sz8qustjoZb2RxYwqlIO8Oi6ihKAAAgAElEQVTZCJ+p3UyqkMFtsCMAe4ZOEc0near6HlpiXbzYu48vmTy4ZNuEz1TQVAJGNz2pIYLZCJVmHyoaOlGi0VrBfGcjkXyCX3fvZKajhoyS452Rszxdu5ktpUv5ScdrHAtfYI13DgGTh0fKV6KXdPyvS69yPtbJLEctO4eO02irYL6rke+0vcB8VwMGUeY3g3swSjKfrrmXPcOn2Na3ny/VP0xWzXMo1MKnqu9hRe29AOhvUHHArjfxRPUKVE0bp3Bx9fZP162h3ORGL0okChlKKH4PoiBSY/Xy9RmPcCE+QEusj1AuARrYZRPVZi/T7KU45fHj1XxXDX8752O0xPoYzMRIKVkEwKozUWf1McNRMSmBpEmSubd0Dos9dZyOdNOZHCat5JBFHT6jfZRg0zvu+U06mY9WLWOuq5rTkW5i+RQmSaba4mWeqwaLzsAnaleTVfLjyk8ADKKOtb4ZVJpLmOOquqE2vQz9qCLFTEclZ6M9tCcGieczCBQd8GqLl2b7+MXHBluAP6pfT4XZfZ186+Xn31q5mHg+PaX06Y1AReO+0rlowDxX9ZT7znfV8kd16xEFcUwWttzs5i9mPcr5aC+96RCJfAYVDZMkU2ZyMcdZTYnx+u/IqjPyufr1rPQ20ZUcIpwrluLIo9wjMx2VVFo8E5Z01Nv8bPDPRH0XCc1pttIxXhiA6Y5y/nr2Rzkf62MwEyFZKCoPWnVGqi1eZjoqcMhTl2/Koo4na1ax0F3HmWgPsXwKnSjh0luZ7awcp/IhizoeqljITGcFJ8JdRHIJDJJMpdnNAnctNp2Jj1UvJ5JL4bhKTtQo6dlSNp+F7jpqrRNn8063l/N03VqqLCWTlqE4ZDNfbNzESm8TrfF+EoUMBlGHx2Bjnqtmyue8XbSEhmkNj1BhtbOr5xJlVhtu4++3NPZa6ESJj1c9WCzlVfPoRAlJuP3x8G5w4kOCkdwwJsnMYvcKzLriAGeQjCz3rGFb33OM5IbvBifeI1w628e3/vwXpOJpNn1sGVWNAS6d7eXMwXY2PL4Ym8PMqz/bx5Ed51j36EK6LwxQ2eBnyT2zMFuN2N1WoiMJ9rx0jNnLG6luKmX/qyfY/dJRpi+qpbLBz70fX46mabz5zAHOH+1g+mj6fCaVZfnmOVTUFx1ivazj2O7zxMNJPvuXj2C2mVBVFaNZBg3cPjtP/ecHCA1G+ck3thEORicNTpTWeHnw6TXs/d1xDu84y4K1zazYMpfei0HOHbnEp7/+EB6/g9987y32bDvGo1/ayAOfXo2mQSKS4uN/dl/RSRNg0xPLuHimh1lL61n94IKi41dQuHiqB1VVKav10t02QCGvUF7nwxNwsuGxxaiKxsl9rZw7fImF62YAUMgVaJxbxcwl9aCB0SyzZ9sxQoNRNn1sGal4mpd/tJt5q5qYsaRu0uyJXDbPr771Gha7CavDzIOfWYMgQCaZZdWD82laUMML39/B2UPtVDeXcv7IJeavaWbuymmkEhlmLK7DZDFishh58j9tprO1f9z5lYKCv8rDo1/cQOvxTnb+5jBrHlnI/ldOoGka6x5dRLAnxBu/eoeF66fTcqSDeCjJPR9fRnQkwbYfvs38tdOpm1mOqqh4/A7WP7YYQRDGpelfC7vbwtYvrKeQV9DLOh75/DoEUWCoN8yht87w8OfWUdNUylvPHWLXb49QP6uYVZZN59nw2GJKylxTqhSrqkY6kRnH6QDFoMXebcfwBBw8/Ll1DPeG+dH/8xL1sypIJTMsvXcOF091Y3WamTa/mv6OIcpqfYiiyAOfWo3JauRn3/wdpw9cxF/hntDGHvjMavouBfFVuFn5wDysDhMOT/E+ymq9PP4n9/Dtr/9y3H2tfWQBPRcHcftsbH5qFaIkIgiwe9tRTBYDyzfPobttkL0vH2f+mmZioSTRkQQPfHo1vkoPNqdpSue0ssHPlk+uZP+rJzi0/QwL101n2X1zMJhk5q9pRtJLvP6L/WP7F/JFu5izchrbf32ALZ9exxu/3E8ymp680SeBt9zFxo8uRVNVjuw8x7kjl5i/pon5q5vIpLKc3HeBT37tfkxWw5iU9n2fWMFwf2TceztxuQTovzyIklf41bde4+yhdsw2I/lsns1PrcRX4ebn//AKrcc7cfsdE/Zj7zdSySwv/mwfF04VJb1FUaC00sPqzbNZsLIBV4kNvazje//3Nva9ObUEIoDVbqSqwU/LyW5UVaPn0jDhkQQlN8DxcbtQUcmqeWRRT1rJ0ZbopSc1RCyfJJJLkFVyxRU9sVimqRMldKOT/IJSoC89TEusm7SSZSgbIZ5PFbksDA6abJWUmTw02yppS/SiojGcjXI41EJCSXMp2T9WStJkq+RE5CK/6dnNXGf9WMbDqWg7I9kYw9koWTVPspAZx0twPTQCRg/dqSFShQxlJg+gkVXydCT76UwOEi+kCeXipEZXRSvNPqbbq/HIdkqNJURyCRRNZSA9wploBykly0A6RCxfzEYzSQaGs1G6U0F0goRZMqJoKicibegFHR3JAVJKFp0gjjlpAaOLGY4aPIabmw85ZQufrF096XZBEKiz+qlr9E+6j17UMcNRccOrsYIgUGkpodIycSD6RuCSraz2TWfyOx8PnShNeY9byuZN+L9B0rMhMIsNt3ifUMyQWOypn1Cx4moIgsA0e+mUahFmnYHHq5bdxt1cQanJxafr1t7Qvm6Dlafr1133f4nBxipf801f26wzsMBdywJ37U0dt6ykkWUlt0ZYV2Z2UzYB4efNQC9KzHRWMtN5fdb6tZAEscjlYZv4fW4MzL7uP7POwEMVC6c8741e3yjpWeipY6Hn1spSVU0jlEnTHYvQFYsSy2XxmS3cV3ul/fOKQl5V0YkierHIFZMu5Cm32pntDdAVj6KoUweSfh/QNI2BzDBvDO5lMDOMTpCY5ZjGKu9CTNKtK+vcDU58SJBXcyiaQig3QjR/ZeKpaAVUVHLqe5MSdRdQUe/j4c+t44Xv78RsM6LTS0RDCXraBjj05hn0sg6TxYAn4MBoMrD5EyvY/txBnvn2G0xfWMu6jywim87R2dKPIApcOteLqqhUNQYo5BUObT9Dy7EObC4Lg90jOL1XnMKSUif+Cs9YuQUUiRADVR7cfsc4x1wQBaqmlWJ3Wchn80g6acr6dZ1eYs6KRpoX1NByrIOXfvg2VkdxVdhkNVISKJZOlNV6aTnWiaoo6PS6USeoSDJ5GeKoYyQIwtj/FQ0B9r96EkVRaJxbRX/HMOlEhvlrmjl78CIH3zyN1WEm2BtCkiTU0Y7b4jBT2RDAbC12jJqm0d85TM/FILtfOooggK/Sjdk+dcdpMOr5xFfvp7IhUCSglSX6Lw3hCTgJVHnGHK5wMIYs66io93Nk51l624MYTDL+iqkHb9kkU9NchtVhxlliQ1VUVEWlu22Qwe4Rdr1wBE3TqGjwIxv09HUM0dM+yK4XjoCmUVpbMlYeIBv01DSXYbG9e+2lIAgIklAkfxSvtHcsnERVNUqrSzDbTFQ2Bjh3uJ1CruhglFaX4Cl1jrOliSCKQrHs4BpnupBXGOwJMXt5Q/E+y4qlL9FQEr2sw+GxYrEbcfvs6PQ6IkNxNE3DU+rEUWLFaJJxeW2Eh2LIBv2ENibpJNY9uog3njnA8/+ynbpZFWx4bMmVAJvAuCJzQRhtB4FR2ysqVGiaRlfLAJlUlmwmP/oefOj0EpUNAZZvnsuO3xzCYDKw7tFFTJtXNWmQS6fXMX91MzOW1HP20EV+9+M9ODw25q1uGrulce0nidhcFhxuK1aHGYfbiiiKY2o6l6EqKu+y6MXp/W0c3nkWm9NMf8fwaDBSG3v3xe9QmJJvRFVUhnpDeMtd2F0W1NHMo9BgdKx0qaTMiclmxOowk0lmMZrlCfsxk/n902nXNI2+zhHefuUkhdG2mzanks//+Raa5lQiSVeULwzGG0vbFwSBqnofkiSiqgqhoRiRkeR7HpzQNI1QLk5PKsga7xwOj5znbLSTT1RvpKAp/NvFl683has4GnrSQ7zUu49P1dxLnbWMf2x9jsvGU2TML67gFjQFSZBIFTI837Obld5ZLHY382z3rjE7rTT7+JOGrZyJXeK1/kMkCmk2+OZjEPWs9s5hnW/uWFtZdVOv8tn1Fs7HunDJNkxS0TZORds5FGrhE9UbMUtG/qXthbF7NYny2CqwIAhoaAQzEX7Ts5uPVq2j2V7Fd9teAsAoysx01LKtdx8ZNccG/wKqLH40TcMsGdkUWMhsR9GhEwUJ/ehqnyzqx8gW7+LDg+FsnN3Bc6QKN0/oOcdVxQx7xTi1vbu4C4CCqrK/t4ufnDnOvt4uMoUCGrC8rHJccOLk0AAvX2yl3uXmo02zkCWJBqeH1zsv8ELbOaodTqyyXCSx/gCV4Cuawo6hA5glE49W3EtezbNn6AhmychK79TBoalwNzjxIYFelOlNd7Gt/7lxk+EisUsc2fPBIer7Q4PeUHRcl907m32/O0HTghosNiMVDX4e/txafBVuCjkFw2hNfkm5i8e/vIm+jmF+893tVE0L4K/0UFpTwvqPLGb6wloURUWSRPLZAu+8fopNH1vKzCX1PPM/Xx/nsIiSyLUZfU6vjbaTXSSiKQymYvq+wVTUXL4ZQsxcNk8uk0c26KluLqOkzEksnKSizkc6kSE6EkeURIK9YUpKnVOnPo9yOmRTOfK5AqIo4Ak4SMUzmK1Gypf56GodIBpK4Ak42PbDXVQ3l7H+scXsf+UEp95pu+pURSfzarh8dmpnlPPkVzZjMMnk8wUsNtO78qyIYvFcV+9WbNPx7aSTdXhKnfS0B2leUMO6rYvGeBymeOQJSRC9ZS6cXhuPfmEDoiSgFFSsDhNun526mRU89dX70ekl8rkCVoep6INcE+y5FVhsRf6K4f4IJquRga4RHB7bGE+AKN2Y1KUgCDTOreLkvgsMdo/g8tqL9qoTcfnsDHaHyKRyRIbjZNN57C7LWMDq8vFXd1KhwSiJSApVUYmFklQ3l2Fzmie0MVEScZbY+cgXNzDYPcLz332LshovizeOcvmMym5ezbcnCAI6nUQmnaeQU5B0RWlVX4Ubu9vClqdWIogCiqJidZhR8gqLN85k5tJ6Drx+itd+vpeKOh/WSTKMsplckXPDqKd2ejlun51Y5EoJwUTxBWE0iDKuXUQRURRIxNJkUlkGOofJ5fITnOfKr/2vnqB5YS2rHpzPrt8epv1s79i2y/1HLltALyuTSpmKoojTa6fjXC+peGasRKRuVgWCeL0UsEZRCWSifmzmkqlXPO80zhzpIDycAMDuNPPxL61j+ryq2yJ/DVS4it9aXiEeSZGI3XxGy41C06A3NcSB0DkOj7TQYK2gzlLGSDaGhsZQNsK5WBdp9YpDJYs6ZFHP0fAFGgopKkzeMUm8aD7JvuHTDGejY1YSyyc5GDrHQCbE6egllnuK34okCKQLWU5H27kQ72HWqCN/LtZFOBfDrDPi1FvJqcXJ9iJ3MwdGzuIzOtELOkRBYJajbko1E4vOQEEr4JKtY0GHy4R/w9kY3ak24oWr2ncC+xSEYllEPJ/i0Mh5+jMjzHLUoqERysaoMHtZWTIbo6SnoBYwSDIL3NM4HGop1vpTDFbMdNzcyvNd/GFhOBvj+a4DDGfjN33sJ1lNk60MibvBibu4goKqsrOrnf9j30664lGMkg6TXkc8lxuTiL4MURB4rvUMHpOZ5WWV1Dnd+C1WHmucSbpQwG4wEMqkyRaSVNl/f/wq10JFI5SN8ETV/XgNxQW5WD7BpWTPbZ33bnDiQ4JqSx1frv/apNsNt5F+cxc3hrmrpnF451mO7jjHwg0zqJ1Rzqs/3YvTa0fSiSy7bw5uv4Mdzx0iFkogCGC2mXCW2LC7LSy7dzZ7Xz5Gy9EORFFg+uJ6pi+sIVDlKXIInO+jr2OIxjlT13POW9VE24kufv7NV8YI7FY9NP+mn6f7wiA7nj+E2WooyvHlFJoX1OD02KhpLuPFH+zEZDESDSV49AsbpnRsBQHqZlYUS04iKWavaKRhdiUOj5VMKkugyoOqqFhsJvQGPWV1Pi6c6CKTytHTNjClBKMgCCxcN532M708/723MFuNmKxG1j6yELdv8tTdfK7A67/Yj6PEhl4vsWDd9DH5x2uhqRrJaJpwMEZnSz8jA1GmL6rFV+Gm9VgnF0520d8xzNsvHGbavBoWrp8+6XWXb5nDSz98m+e/ux3ZoMfls7Hm4YUs3jSLjpZ+nvvOmxgtBiw2E2u3LsRivzNM1S6/gzkrGnnt5/uwu62MDES452PLECYhepwKS++ZTU/bID//5it4y11IksjqhxewYvNcXvrhLp759muk4hnqZlVQVlMypSpELJTktV/sI58rcnDMWFiL0WyY0MZymTx7Xj5GsCeEKIroDTrcfgeFvML5o5doOdrBQOcwu357mKb5NcxfU0yjrZtVwY7nD/Hb7+9g5pJ6pi+sZdWD83jlp3t5/rtvoZclfJUeVj0wj562IAe3n0YUi2Si5XV+9IbJh9KOc33s2XYMk8VINpMDQaBxdiXJeJoTe1o59c4Fei8Osv3Zg8xdMXmardEsUzWtlDefeYdT+1rpbR/CaJZRVZVzhy/ReryT/s5hdjx3iGnzqpm3uomyOh/njlwiHknS2dKP3XWltMJX7iYeTfHiv+2icW4l81c3EwsnObG3ldbjnVgdQ+hlHYs3zmTuikYunuoe5QvRkI16mufX0HNxcMJ7TSWzE/Zj7zcunLkyQZo+v5rmOZNnuNwobI4rnCGZdDFA+15hur2Ks7FOzsU6me2sY5F7GmbJyEL3NJKFNEdCrdRYAtxfuhTbKGO9RWfkwbLlHA21kFPzeA1Oyk0lbCldyvlYFwGTmwfLlhMwurFIBh4uX4mAwPlYF4tcTSzyNGMQ9TxYtoLD4RZSSob7SpdgH82CkASR9kQ/ea1AnbWUFSWzkASRpZ7pmCSZs7FOBGCWo3bSFT5JkJhhr6HMVMLKktmUm0vIKnkkQaTS7COST3IycpFKs48HypbjlK2omsY8Z8NYbXiDtRxZ1FEySuJ5LtaJ1+DkgdJlBIxuskqeSD7BQCbEi717yal56q3lfKRiNRv9C3DoLZyOXkIWdSxwNRX5C/QWFrgax9W838WHAxUmD1+b8dA4ucobRbnJ/YGUebyL3y8GknG+e/wQPfEYC/1lbK5rJJbL8o+H91+3b8Bio9HloS08wpnhIHXOoqNv1suY9cX5bVZRSBXeu/HmViAgYNGZOBlpYZZjGgW1QFuik1Lj1Kp973reayWbfk/4QNzEhwF5NU9L/AztyQvkr1ptWePdhNcweS3kXdwaYqEEocEYFY1+REFgoGsEVVUprfGSSWbpbhskFS+y8Vc2BNAbdPRfGmJkIAoC+Cs9+Cs9iKJALpOn5+Ig0ZEEslFPeZ0Ph8dKeChG94VB9LIOZ4kVnV6Hr8JNIpoi2BOialopOv2VrAVV1YgMx+m9OEghX1TlKKv1MtwXBkEgUOUhl83TfWEAT8BJOpkdlyIMxVV0o1mmt32ITCqLbNATqC7BEyiWiiSiKbpaB8hl8gRqSvBXuMcm9MGeEIWCcp3kaCqRoauln0w6R0W9H0/AQX/HEIWCSnmtl/7OYTRNo7zORyqWobO1f0xdQRSLK92aqtF1oZ+KhsB1gYTwUIyei0EK+QKuEjveChfxcArtGh1qQRSwOS30XBwkHk6OPW9lYwCb00xve5CKej8Gk0ywN0QhV8BkMfL8d7dTUurE7rYy0DlMPJrij/5yKwNdwwx0jRTbUBBwuK3Uz66kp20Am8uCy2snFc8w2D1CRYMfSScy0h+lr2OomElT5qK0yoMoicVnaAuiKApun4OyWi+STqTzfD/echdWR9GBKOQLjAzGUAvXl+W4/Q4MJpn+zmFEURiTtIQiR0lX6wDJeJqSUhdlNSWjxJ8JYqEE5XXF+9M0jXg4SXKCVWOj2YCjxEoqnqG7bZB0IoPRbKC6qRSzzchgd4iBziFkk0xVYwCjxUDfpSHcXjuJWArZoEcQhdHA0yDvvH6SNQ8vRNOKJSe+UVuayMZURWWwO0SwNwRaMQslUF0MfvS0DTLUFx57Dy6fvSgdSlGlpLOlj0Q0TWmNt2hLmsZQb4iBrhEEwFfpwVfhJp248lxmq5HKxgA6vURoMHpdW0g6Cdmop7c9WCQrNeoprfbi9tvJZvJcOttLMpoas7GKej+STiKXLWaUDPdH8Fd6GOwaJlDjJZfJ0dUygKqquP0OVFWlvM5PT9sAwd6rns1ro3ZGBclois6WfjSKfDKiKOCrcI+VbPW2DxIKxnD7HJTX+UjG03Sc6yOfLU6AdLKOxjlVWOwmRgYi9F4aQhAEyut8uH124uEkI4NRKup9SJJEf+cwelmHy2+ftB97v6BpGl//zL9y6tAlBFHgsc+u5rNfvW/CrIlv/Pmv2LHtOKIosPGRBXz1/3x80vO2nu7h65/5VzKpHIIo8Ff/+BQrNk2ssvVhhqpptMS7eL3/8HXbSgx2Hq9ch0GanBvndnEx0cez3Tt5unYLVp2Js7FO3hw4zNeaPob8Hl73Lu7iLu4C4NmW0/z1nrdodHn4uzX3MN3jZV9vF09t+zXLyyr5xcNPjO0bz2X52707+G3bOf63Bcv4jwuXX3e+rniUVD5Hs/v2HP87CU3TuJTs4fWBPcQLSTQ06iyV3BtYhV0/Ic/UDU0C7gYnPmToT/fyUv+zTLNNxypdWclqss3Apn/vSb3u4t8XetuDvPzj3cX69qtgtpl48Ok1U2YefNAR7Anx8o93k02PrzGVDXoeeHrNu3JGXI2Lp3t49jtv8Nn/9ggWm4ljb5/n4Jun+Q/fePL3Ip8YHorx8o92kxh1fK/GQ59dS3ndrUs8QZHM88Abpzm5r/W6bUVVmCXjAmK3iiM7znLwzdN86r88OBZ4+aBB0zR62gZ5+ce7r9tmc5p58LNrcfweyCA/7NA0jT/72D9x4XQvOr3EJ/90E098ad2E+95McOLssU7+8vM/IJPKIUoif/Wtp1i+YcZ79BT/fnGZvT1RyFy3TSdI2PWTy1TfCQQzEX7e+SalJg8GUU93KkiF2cvW8lV3ZdPvYlJomkY0mmZwMEp9vW9Mdvou7uJm8d/3bOdnZ0/wZwuX88W5izHodOzt6ZwwOJEtFPjm4b187/ghnp69gP++8nrq2A9icAJA1VQySo5koUhEbNNZkEX9ZP3sDXW+d3PXPmTIqhncspvl7jUfyFKOQkEhncljMRve11W2iZDJ5ikUVCxm+X2fzOTzCpFoCkEUcNpN4wZITdNIpnLIegn5PXB8NU2joKhkMnlKa0r4/P/+6PU7jdbDfxChaRqJZJZ0JofRIGMbVSK4Ft5yF5/5+kMTnuNmSxn8lW7qZlTw62+/AYBOJ7H+I4t/L4EJAGeJjU98dcuEYd9bKdO4FqJULENadu/1LNkI3FZN/9XQG/RYHOY7cs/vJSoa/Hzxrx+7fsMH+Dv5MODy96dpGvl8AU3Tbvt9hIcTaKPkuyazjHGSUq/idVVyapq8mkYQBAyiFUl4b8YTTdNQtWJKujSJLN7V+ypaDlGQEIUrfVRBzdGfPotLrsCqv3UFCCjavUGSyatRzse2AwKznQ9gkCYP1OXUFDklhYaKJMgYJRviFLJ00Vw/rfEdFNQsM533Y9P7EEbnviUGO09Urac7FUTRVJrsldRYAu/a9pqmUdCy6AQZYQIJxluFqqkoWg69+N7Ou4r3nyGrpkDTkEUzenFyfiVVUxlIn8Wsc+GUy2/xelkkQT/uXeWUFP3pM/hMTZikyRcxNE1Dpfht6sRb4z5LJrPs23eBtotBAOrrvKxe3YRpinLPqRAMxjh0+BLV1SV3NDihaRrPPnuIRYtrqa3xEgolefW1kzxw/1xOnOji4KFLGGQdDoeJ5csbqKvzIYoCAwNR9u69QDAYQ6+XWL68AaNRz7aXjyMIAna7iblzKpk7t6oo5X2qh2PHO0mncpR4baxfNx2LxcALLxylrz+CTiei10ksXVbPooV3uVbeK4QzaVRVo9zmQJamtiNBYIx353LSQF5R6IxHEBDwmsw4DQac8vtHKn2jEAURs86IWVfs20LZCCeSXSxxz7nlc37gghPhYJSu831k0znMNiM1MytvasWskCsw0DmMt8I9VoeuaRrhYAxJEnHcQt1rIpKi9eglBKFYl13ROD5NvpAv0N1SlAmsbCpDEKC3bYBctkD19PLfm4NyGaqmMpIboqAWSCkpkoUkLfEzlBh8CKMEPm65BIN080avaRq9/RG6e0OomobHZaG2qgTDFFKGU2EgGOO1t87wxKOLsb6LKsDNYDiUIB7PUFXhHiPoiicy9A1EaGoITHjM4WOddPaM8PhDC27qefr6I4yEkzQ1+G85eBCKJHn2xSN0do/wp59bR3XllYmiqmm88Mpx5s2qZGZz2RRnmRqapqEoWpH08Rrnr6snxK69LTz5kSW3PMBPds1TZ3sJRZLIso4yv4OKcje62yRzHH8NOHaqm7fePkfAZ+fpJ1dO6EBcVq24E7DYTTz09BpSyQyaWiRBtdju7CQ0UUgTzISos777BPKy8snVx7bFu8mpBWY56sYGkVvFFaLG99bxbl5YQ+UMPz1qkDq1HP0drgXXtCKp4KVkH1adien2GsSbdEgut/OdsqU7hVg+SaKQImD03PQz3SwySpZgNkLA6EZ+F8f4/YR7dLxXCiojgzFy2cKkvDE3iovn+sbUPxwuC7ZJ5ieaphHOdXMu+gZZNYkoSDTbN+E3Nt3W9SeDhkpv+iSyaCFgmlqSUKVAe+IdvMY6XPIVKT1J0OE3NSEJd+4dmnQuykyzaI3vpKDlmGpUH8q0cTb6Gon8MDXWJUx33ItRmnjOpqHRkTyIXjDR5NyIWRpPEicKIqUmD72TgFIAACAASURBVKUmz4THT4a8muJCfDeN9rXIwp3h8wFIFIL0pU7T7Nh0x845EXJqkjPRV4nlBwGVctNc6mzLkZj4nQoIeI31iLfoDihajgvxXVSZF44LaOlEI6WmmejEd5vHaQymW1C0PJWWm+e+Ajh8+BKnTvdwz6aZFEZVr24nAFhb66W83IVhCi6hW4GmQUtLP43TinPOTCbPuXN9bNo4k/6BKGaTzMZNMzh5sodfPXOQL//xBvR6iZ//Yj8et5XVq6eRSuewWo2MjMSJxdI8unUhA4NRtr18nJLR/u7V106xfHkDXq+NeCyNTieSzyu0tPSzanUTtTUliKKAy2W5o893F+MhixIIUFAVRnnLJ0VOUQhl0uhEEZtcnJ+dDw/xZtdF7HoDdoOR9ZW1eIwfjAzStJJB0zRMkpFYIYmiXSkh7k0PciHe+YcVnNBUjdBglJO7z7PkvjlomkY2nSOXyaOXdRjM8hijv04vYbQYUAoKmWQO0FAUlX0vHWH5A/NxBZyYrUZUVSURSWKyGsfOV8gpgIbRUjSCbCqLoqjIBj2Ga1bKB7uGeOd3R1m4aTZKQUVTNdKJImu5bJIRBYGh3hBd5/vwV5dgMMmEgzHOvHMBX6UHncsyds+yQQejcon5bB69QY+qqFMS+t0uClqe3UPbieajgEasEGPn0BtYdbax4MTmwMOUmm4+at7ZPcKzLx4hMCpL2T8QJeBz3HJwwukws2pZwx0fFDo6hzlyspNPfnQZllE5u/aOIXbta500OJHN5UmlsjdVc6RpGi+9foIz5/v4z396H5XlrlsaJP1eO599ciV//+3XKBSuZ/VdurAWj+v2UsWz2QL7D7czb1YFLuf4QcrrsbJqaQP6O5CafzU0DZ598Qgup5kSj5Vde1tZvriOlUvu3LVEUWD1sgZ0ksjeg228H6VrgiBgtBgwXhVQy6sF3uh/h7nORgJGN+fjnYRzMVaU3FqHPZAeYXvwMF+6geDE1dDQ2Dt0kv7MMHXWclTUCfeL5ZP8pncX6UIWh97CUs8saiyB99yxnQqyQU9KyPBS+16+ZN76rsGJvFrgdLSdU5E2CprKLEcd813Tpjzu5f69OPRWqs3FfkDVVC4menHorfiMrjv6PDeCWD7Jtr69hHNxREGkxhJgo3/RTTv9Ghrq+1S2qcGYHOUHCXXTS9nz+mkAWk52M9gTprLee0t9sqZpjARjnHjnIspon1xa5aakdOJySFXLcyb6Cja9nwX2j6JpGnrRSF5L0x7bTyTXg1Mup9a6nEiul8HMOdJKHLveR6oQZoZjM13JIyhanmi+H5dcToNtLWklQmfyCM32jWTUON3Jo9RZV9CVOsLZyKsYJTv96Wk02tYgSxY6EgcYzrajF0002zdh1jk5H93OudjruORKvIYGGm1r0Yl62uK7ieT6me64B6dchqapjOQ66Ui8g6ZBlWUhXmMDlxL7ySgxYvkgRslGk309BslKb+okvalTiIJEnXUlJYYaJEGHQbIh8u79e7l5Dqqm0Js+yUzHFmTJzFCmjb70aXJqGlVTmGZfh1NfzrnYG7TFd2OSHCAINNnWkVNTdCWPoKERzfdRZVlEwNhMf/os3cmjgECNdQl+4zTyWobW2E6iuX6s+hKa7BtQtDynIi/RnTxGONdNqWkG1ZbFxPIDDGZayKsZsmqCabZ1qCgMpM8xzb6eZGGEvtQpptnXk1NTdCQOEMp1Y5acTLOvJa3EOR5+nmiuj2i+n0rzfPymJs5EXqXZvhEEaIvvodI8D1HQ0ZU8CqhE8wPUWpbiMzYyku2kI3kADY0ayxI8htoJ++ZUIcxwtp0lnqcwSnY0NEQkckqKzuRhhrMXMUhWptnWY5TsdCQPEMxcoNG2Fq+xqKYTywe5GN9DTk1RZppJuXk2A+nzDGcvkVFiiIJEo30dJsnO2ehrtMZ2EMxcGLWlNWhotMS2k1aizHLej0XnQdUUgplWOpOHUDWVauti/IZGulLHOBP5HaIgEcy20Whdjf3/Z+89g+S6rjzP3/PpfXlvUfDeEQABgiRIikZqkWpq1JLaTc9OdMfsxM5u7EbMxO5OxG7Mx93oiOnpaI3U3dqW1DKUWo4iJXoLEJbwQHlvstL7zOf2QyYKKFYBBEWRQqvrhw+FzHx533333vfy3nPP+R919TnZ7UilCvj9Lvr6GtE0een+Nk2L8+cnOff+RFXUensn69c3MzISZXhkgWKhQjyRo6engYMH+tE0mRPvjXD61BjtHWEeeWQzDk3BsmwmJ+O88+4Q+VyJgYEmdu/uxuFQuHRpmlg8Rz5XZnYuxc6dnezc0Xnbut7IZmSaVvX5XHtECwIEAi7W9Tfh9Tg5fWqUXK7E8PAC5ZLOs8/uXbZRlEjkcDk1urrqaGoKcOrUGKl0AU2VsS2b3p56mpsDCIKIIFTbCAFamgN0ddUtpc9e45Oj3R9AESWuxWMUdB2Pevt13kIhz7mFWdyKSm+wGlKcLpfp8gWZL+TI65WapNS90WenEhfJ6nmONR7k2xM/JW/cDCHOG0U63R99PXkr95xxItQYYOPeXpILaTbs7cPh0nj9ByfIpQrIisRDXzrAlRNDTF6fxTQsHv/TB7h0fJDJqzNoLo0dRzeSSeR49+dnKeXLHPvKIQRR4O2fnGbzwXX4Qh5e/d5xMvEclVKFfY9vxzIsLr17ndhcir6tHdz/9N4V3g6yIuN0a7i8DlKxDO/85DSmYdLQHmHf4zto7q4nOhUHqiJojZ11jNeUwou5Eq9+7ziVko7L50RzKISbgpx97RI7HthEYj7FkS/s+8TaVBEUHmp4fJll64N45F9PSX14bBGnU+XzT+xAkkRM08JRMywkUwUmp+NVt6bmAHVhL7l8mcV4DsOohi3Uhb10tIUQRZH5aJrxyTh+n3OZO3qxpDM+GSOXL1MX9tLaHECSRNKZIulMEdOyiMVzNNb7b2sM8Hg0ypVqyMjMXIpIyEMmWyLgd1V3T+NZJqeTKIpER2uoWgegUjG5OjiHZdm0NQepi/hWy2a2RC5fZjGWo6UpyNRMgtbmIJWKwfRcstomyTzBoJuOmqjfxFQcURKJx3O43SrdHXU3vS1WOU+lYnD5+iy6bhK6xept2zaZXImJyTilsk7A56KzvSpANz2bJJbIIUki7S0hwiEP6UyR85eneeGVSxSLFRobfPR1N+D1OJiZSzE9m1xWPkC+UGZsMkaxqNNY76O5MYBl20zVMiPEEzkcDoXuzghOx+0fwpoms29XD9u3tHHh8jQ//+UF1vU20FDnJ7qYYXouiaYqdLaHcTlVJqbi+P1OQgH3kqeOqsrUR7yk0sUVY+xOD+9cvsz4ZIxiSae50U9Tgx/DtJiaSSIIkEjmCfhcdLSFURQJXTeZmkkQT+bx+5x0tIVRFYlCocJCLIMsSSwsZggH3bS3hZd5gFi2xWB2km5PC42EiJYSzBRj7A9vJq3nmCpEkQSRTncTTkkjaxSYKixQtnQatBDNzgg2NgulBAulBBmjcMcFoGVbzBVjLJZT+BQPba56REFgODfD2dR1Ol1N1GkBlNvsipYtnVg5xYP1u4mWk7yycIovtj+MU9KYKkZJVbI15f9qvGOskmamEMUGOt2NBBQvum0wkV8gbxRpdIZp0IIYtsl0IUqyksUlO+hyN6GKColKhoJZIqPnERDp8TSjSSrxcpqZ4iKWbdHqqkcWJAzbZCRXfZ62uOoJq/5VMwEkKxneWDzH4brtOCS1GveIQMXSmcwvkDMKNDjCNDpCFMwyw7kprmcmebRpHxEtgI3NcHaGlxZO0uFqpNfbSouzjmQlS5MzzGR+njpHEMMyERCwsJguLALQ5mogpHopWRUWyylMyySt52it1TdvFJkozGMDHa4GPPLqMfdlU2e+FOf+uu3UO4I4JQ1ZkBjLzSIIAolKhpDqo83VgIBAtJwgWkpSMiv4FQ+93hZyepGx/Bx+5eY9HCunyOoFskYBWZTocjfjEFWKZpnx/BymbdHmqseveLCBmWKUWDlNSPXR6qpqlCyWU+iWTqKSwSO76HA1olsGY/nZZQulvFFkthhDtwx026DL3YxXdlG2dCYL82T16kSm091ESPV9YhOujTs6cbhUSoUKkyNR3vrVRZ7+o0M4XB99M6Bc1Hn5n84yWvOSVDWZ9ds68AVW330sW3lyepztwWeqC2iqYR6D2TfIGTH6fIcZy51gLHcCWVDIGdX5Q1ZfpGIVSOuzRMuDyILGOt+DXEn/EpccwiUFWSheY53vCBWzQLQ0RJdnH42OARa0a9Q5emlxbcUp+bBti5DaTkTrZij7JlOFc6z3PUyzaxNzpSv0eA5S5+hBk1yASJNzE4ulEUpmBmimbBW4mv4lHe7dCIhczfwKtxwkXh4nZyyyNfh7DGfeYCp/jj7f/XiVevp9R1goDTKWO45fbfrY3gc5I8547iR7Il9msTTMaPZddoS+QKd7N/HyGEG1lU73XlTJQ1aPMpo7Tr/vCAO+B1HE6i6jWw7R67ufZHmK4exbBNRWEpUJYuUxNvofBWxkQUURHbQ6t5I34qz3P4xbDiEJMjkjxljuBNuDn8cp+3FIXuLlidqi/n7KZo5oeYg+jjCWO0FGn2Od7ygCAoroRBFdNDk3oIpuNvgfQRM92LbFXPEKvd5DCLZAtHSdekcfkqAwmnuXDf5jS98pWVmuZV6mzbUdG5NrmVfYGfp9XPLKlIIOyYtHjjCaO06Tcz0RrRsQmCycYbE8XKuXiCo6kQSZJucmFoqD5I04dfRg2zbX0i/hV5podKxjMPs6bjlMWp9juvA+O8PPMpM/z3juPTYHnqDFuZloaYh+7xECasuSp0STcxMXUz+lYhZwy2F0q8hY7j38ShN1jl4ckhdBkGlw9LOgXcOthOly78NxhxCQ27FlSxvPPXeK73znONu3d9Df34jLpTE6tsgbb17n4IE+8vkyP//5+/j8ThZjWX7xi/M8+cR2mpoDvPrqVZqaAmxY38zGDS0UChVOnhzhoQc3glZd2P/wR6fp621gYF0Tb755DdO0OXx4gLn5NC+9dIknHt/GvvYeArdJKX2DStngzNlxFhezpFJ5MtnlotKGYbIYyyBKIooiMTmVoKUltKoHazKV5+TJUaKLGXxeBy3NQRRFoqHRx3PPnWLbtg42bGimrq7aprYFJ0+NMT2dRFUlNmxoof6fsW7Yvc7uxhaCDgevTIxwpL2L+1pWZtKzbZt4scB3rpxnNJWgLxhme0MTAJ2+AFfiUcbSCe5r7sB9B+PGp83WwACmbWFjY9omX2p/cmltNF1c4Hpm7GOVf88ZJz5IYj7F+29cYcPeXmZHosRnk5imRaDOx8lfXSCfKXL15AiPfvV+6moZClSnypEv7OPc61eIzSbZdF8/bf1NVIqVarx+usDOBzeRjKaJTsVxuKqpEBvawnRubF01DKNcrJCO5/AGPSxen2X4/ARdG1uZvD7LtiN3FsOaHY1iWRa/9xfH+PFfv0QpX0KvGKSiGebGovjCn2yKNUEQ8cheJgtjXMlcoGyV6PUMsMG3BekO8Zx3Q1tLkLdPDHHi9CjbNrfh8zoRhKrh4Ec/P4tl20iiwFsnhvjCZ3eRTOX56797g/X9TdWF5/QlvvT0Hvq6GyiVdK4NzjE0FuV/+YtHCAZclCsGL79xhcHhBUJBN9FYlqOHBti1rYPhsSjf+sF77NzaAbZNpWLQ2hxc1Xjg9TiolHXmF9J8759OsXtHF6IoEPC7iCVyfP+fTuP1OChVDE6cHuXZz+0CYHBkAZdLJV8o85Zh8dVn969YtN/Atm2uDs5RF/Yw0NfI0MgCu7d3ksoU+G/feI2ezjqcTpWpmQRPPbaN/u56/vbb71AX9hAIuBgZX+SRoxs5sKf3tu1tWTaJZJ7nX7rI00/uWDo2my/znefeo1TSiYQ8eD0Omhr8SLLImfOTFIsVUpkCJySRr/z+fioVg2g0QyKRYzGeRZIEOmpZG4rFChcuTzO7kOZ//vOH8XokiqUKz//qIrPzKfw+J6+/fZ1HHtxIZ1uYr3/rbUJBF3VhH+OTMe7b08PDH3JPSKKAQ1NY39/Ei69eZmIqgW5Y/Pj5c/h9TgrFCqfOjfP5J7bz7qkRVEXm6ad2kM9XeO6nZ9i3qxtNlVcdY00Nq+9kFgoVfvLC+8TiOXxeB2+8c53Hj22hvs7H1/7+DdpaQ3jcDiamYjx+bCs7trRz7uIkb747SEOdj/nFDNs3t3P00AAz8yn+6huvsWtrB4Ig0Njgp6UpsCI8xQaKZpm8WaJkVjMgZI0Cz8+9i1PSyBtFpgoLHG3YRaqSZaoQpWiWORG/zBfbH6JiGfx45k0aHWGi5SQFc6W43I2xN5af443oWeodIaLJQbYEetkW6COrFygaZYpmiaxejee+bb8IEh7ZSe4WK/jF9AjnU0PUa0HOJK7xcOMeQqqPX8y9i0ty4BBVgqoXv+LlZPwKo7kZAqqXs8nrPN58Hx7ZyVQhSs4oMJSb5kBkCzuD6ziXHORs8jqbAz04JY02Vz05o8TPZt/Gp7hxSQ68ipuw6iNeTnM1M4EgwNnkIM+0PYBPWXkfioKIQNWDos/bhkvSEBA4HrvIWG6WkObnXHKQY4178SouUpVcTbSvQNEsY9uQMfLEyikCqoeMnscru3g1epoH6nfyrYlf8mDDbvJGkQZHCIekMlNcJK3nOJ8a4gttR0lUsnx34iX6vG24ZQc+xYNbdvLywikqllHbVZzgsab9tw2vkQWJgOIhpPpQBBkBgR9Ov45XcdHkCHM8dpEnmg/ilh28OHeCiBbgeOwiO0ID9Hia0W2DS+kRypbOVzoeRZVE3k8N8c7iBXaE1jFVWCDuT7MvvInXo2dJ63kUUeJCapinWg4xV4rzTuw8jY4wpxNXOVi3lU53E68unCar52l3N1aNFs56TNtkojDP5fQof9z1BGHNz2wxxn8deo4H6ncSr6SZyM/zWNN+ziSvMZqbRRVlziUH+be9v0dI/WQmx4Ig0NHXwK6D/bzz0iVM0+Kn33oXWZY49vmd+IJuRFG4o2HEtm0syyaXLvLCD07yo2++TalQFdBtagtz4OGNt9VGuuGhdKumg2kbxEojtLt3ElI7KDiSjOXeo8W1Ca9Sj4iMIjrJGlF0q4SASKNzPUG1jZDaTqw8RrvrVqHeqhVfQECTvKiiG6cUwCOHqzobFEnrc2T0edL6LJJQ3VV2iF5U0YlbDuKWb5bnlHzIt2giFIwEZbNAq2sbhlVmMPs6BbOalabZuZmQ2kZAa6VgJKtzKyNOrDRKRl/AwlzSwPi41Dn6qNN6sG2LsdwJBEHAJQdr1+vHLYeX+lGTPLS6ti4tci3boGCmiBYHyRkximYKy9YJKC145DDXM6/S7NxISOtAEhQcsh9VdOGR69Ak91L7epV6Gl0bljQtbsXm5g54rDxKl2c/Ya1j2TEOyYcmufEqVUOfYZVXlrF0rJcW1xbUmnElWZ5irngZGwvLNklWpjHs1X8LnLKfHaFnmClcZDj7NoulETb4H2WxNEKjYwNhrfMD9aqOhRuYdoXZ4kUKZpJoeYhEZYpirc8bneuJaF0UjRTzpWuIgoRD8lfHkhLBJd/0NHNKfiTh5mJKFjWanBuYKrxP0UzT57u/Om5FD6pU7cdfV+ekszPCV//wIGfPjPGrX13k7Llxnv39vVy8MMX42CKaKqPrJmPji8QWswC0tYW4774+ZFnk4oUp4rHq+16vg3Bo+W/L4mKGXLbEoUP9BINu0ukCFy5McvBgNfVze1uY3bu7cd2F0dPGRq8YlMs6lYq5pF9jmhZnzowRT+QoFCocOTJAKOzBMi2U23giF4sVrl6bY/D6HH/2Z0cIh6vetM8+u49LF6c4c3ack6dGePbZfbUNt5vntqk+29b45Nhc18CjXX18+8oF/vPbr/B477ql50SmUubNqTFGUgnenBrn+OwUkiDyhYHNNHuqa0JNkjnS1sVnuvqpd3k+VLfi08Sv1EImbYtjjQdpcd3M9qiICiWzfLuv3hX3vHHC5XXS0B4h2BCgqaseRVO4fnqUnq0dKKqEKIl4/E4mrs6QS+XxR7w43RqyIiHLYjVt4mKG6FQcp1ujc0MrmlNF0eSq9oBddQOXZJHmnga8IQ+2Za8QYGvpbWT/4zuQlWoKtvq2MM3dDYQaA0iyVE2bNptkcTpBY1cd8+OLxOdSLEzGcPtcVIo6Q+fGMcoGmw+u460fn2LLwQGGL0zy6Ffv/8TbMVGJ83r0V4S0CD7Zz5nkCVRRY53346mM93TW8dRj23jr+BDvnR5l9/ZODu7vY3BkgfHJGEcOrkMURV567QpXr8/RWF/1PHjk6EZamwJ887vHGRyO0tfdQGd7hEP32YzVPFAAMpki5y5M8oXP7qKrI8Jbx4d46/gQO7bctEA+cHAd9bVYu9vNMz1uB6ZpVb0mIh7m5lN43BptLSFOnhkjlSmyY2sHmWyR51+6yMG91UV/JOzhqUe3Ylo2f/ftdxgei7InuLqAkGFaXLo6g2laFEo6Q2PRJau4KIrs393D+nVN/OzF85w8O0Z/Texo2+Y29u7qrrXh2B2NEw6HwpED63j/4tSy9y9fnSGRzPPnf3IEt0vDtOyqe59ts2NLO6lMgYXFDG8fHyaZytPaHOT+A32cvzLFw0c20FjvX2q73u56KrrBD356dqn8WDzH5Wuz/OEX99PcFOCXr17m7eNDtLeEwLbZubWT/bu7eeOdQQaHFz7UOHEDTZWrngjFCsdPjlAs6eza1kkimecXL13kgUPr2LWtg396/hyFYoXoYoZ8oUJPZx1Do9HbjrHVWIhluDY0z7/+8kEa6n38/JcXeOvEEJ9/fAeCKLJnRxdbNrby4iuXOHl2lK0bW3n97etEwh56u+sxLYs3jw9y+L7+pTL37+mhraU6uVdXCUsxbZOfzLyJT3GzUIqz2d9LtJxkKDvFI417q4va9DAHIlsIqF66Pc3kjCIT+Xni5TRZo4AqKjzatI8r6TGOxy+tem2mbXE5PUqbq4EH6ndyMT3CqcRVdgbXsSs0wPupQbYF+9kRvHO8+0IpwT9OvoRhm3yp/WEcksrJxBUCiodGZ5ix/BxXMuMcimxBQEASRPq8rTQ4Qli2xcnEFfo8rdQ7Qgxlp5jIz7M92E+Hu5GCWWKxnGK2uMjO4DpM26LRGeKhht2IgoiIwMnEFRRR5pHGvThqGjhZPY9fcXO4fhuSIPH9qVcoGKVVjRNB1ctnmu7jvfhlzqUG2RveSK+nlfdTQzzWuJ92dwMvzp3gUmaUYw17uL9uGyfilzgU2YZfrU7sBrwdXHQNszu4nnW+DvJGEb/i4VpmgrDqJ6PnSOk5tgb6UGvhIrFyipPxK+RrxiNBgPvrthFUq8+laDnJhfQID9TvRLcM3o1d4GDd1tsaJ2LlNN+fegWX7GBHoJ/9kc0oosTWQC9bA338ZOZN5ktxIlqAimVwILKFjJ6n2RFBFmUiWoDN/h4upkeWldvpbuKhht2cS15nPD/HlkAvZ5LXub9uK4Ig8MrCGRKVDGeS1wBodISYLca4kBqm091ExdJZ5+vgUN1WQEBEQJMUNvt7mMjPLztXRAtwpH470XKK16NnMG2LqcICvZ5Wuj3NLJZTBNU7ezp9XLx+F5/54l5Grs4yN5Ugkyzwvb95jUunxzhwbBPd65rw+p2USzcz9ui6QSqeo1zSyaYKjA3O8+YLF7hyboJCrjrh0pwKjzyzi+aO2y+mHKIHTXIzVThLl3sfCMKSEaFgprCoLpodkofq8ldEEIRlHkE2NnkjgYVJycqgidX2sjAxrAoFI0HFqhoSa8onWLa+FMoWLQ0xVTjLJv/jVKzizaMEAWywbHPp2NX6QRGdCEDJzNSOtZBrC87qX2Gpnjljkavpl9kceAJN8hAtDX/0DrsNsqDWQlCFZYv41ZAEmVvdDotmhiupF9kQeBS3EWYidwoAVXSywf8oeSPGxdTzeJQ66h19iIjVa8VcFhIo1YyENxAFEdPWMW2dnBFDt8u1ct3kjRiWbWDZVk10VEJEwrR0bNuq1U9AEER0q4BNNRzj5rmUZeeSRQ2f0kiXZx8uKYhlm7ik1bNJGZYBCHS69+CQfAxmX8e0K2iim4KZwLT12pFCra2WIwoyHrmOdtcOAmorpq3jUxrJ6PM1LRKhVrebhjHLtrBt445jSUCi0bmekNbBWO4Eg5nX2Rr8LKIgI1Btyzt9/04IgkBDvY9jxzbT19fI17/xBvF4jopu0NYW4vDhAURR4NixTbS1hTh/YQqvx7lkWBRE4Y4hcIZhLRM3vmmQrP71eB1Id6k55NAU9u/vY+vWNubmUlwfrHpiiYJIe3uER45txudzEAp5al4Qfq5dm0PXzRWhr02NAb747F5+8pMzXLw0zcBAE7Is4XFr7N3bw4YNLXzr2+9y4fwkhw6tQxAFDh7sZ2Cg6aM07xq/Jm5F5Y837yReLPLyxAhfe/8Uiljtw8FEnP/w6gsUDZ28ruNVNb6wbiNP9g4sCWMWDJ3XpkYJaE4GQhHWh+rvKQMFVEU813mXr4lCqv9j6U3APWqc8ATdbDk0gMOtoToUDj+zl6nrswAE6n1sPriOSlHn8NN78fid3P/5vQydHSM6FSfY4Gfb4Q24fE76d3bj9DjIp4tEmoOIooihm2y6r59QQwCnx0EhW2Ls8hQur5OZ4XnSsSyHPrcb9RbRrHBTkC2HBhBrD5+O9S1UShWS0arrlWXZ2Ni0DTRTzJUwKiamYdK5sYVyoULHQAtb71/P/PgiO45upHNTG4Vskb7tnQTqfTTcYYLzmyKlJ/AqPo41PIEmOriQPsNg9gp9noGPFVMuyxI7trSzeUML5y9N88OfnaG1JUgyVSCRzDM2EUORJdb1NtDSHMAwLOojPoJ+F6oq43KplMv6UnkffLznalogdREvDk2hqcHPblb+JwAAIABJREFU8VMjS4JkDREvwYDrQ4Un3S4NRZEZm1ykp7Oe6Zkkk9MJNm9sZXhskXSmwNDIAgC7tnYQCriYj6YJBd24XBq2bS95UKxGNf1UgZm5FD6vk9m5FJIocnVwnv7eBtwulYDfhUNTqAt7mZhOANXFeSjowaEpNNT7ePfUyKrl38pqv9vxRI5gwE3Av9xVfHhskZ//8gINdT5My6Jc0TFqYlHVSXB153Dl7t/y19lcCVGEUNCNQ1NorPdz9fochmnhdjtoavDh0BS8XgcV/e52y5ayahQrBAMuLl6ZIZW+2Q97d3bh9Thoaw7i0BSuXJtjejZJV3uESNjD+5emVx1jtyObLSHLIsGAq3YNPsYmY5imhcuhLL1fF/FybWgey7KYnU8higKDwwsICOyseUoAhAJuIiEP2h3GniRIfKHtKL2eVt5afJ/5UgLDMikYJeZKcWRBYldwPbIo8+L8iZprvpuiWaqpu5sooowkSDgk7Q73qo1hmyiigiiIOEQV3frou5ZNjgifadrPa9GzFGqW74qlk6pkmS5EaXc10OdpxS07+WzLIS6kRnhl4TQ7guvYEVxHyayQqGSwgX5fOy3OOsbyc7wWPUOXu4m0nsMjV3fpREHEr3iW6UHoloEqysiChHjLGHRIGl7ZRcUyEO6wQBER6fG00OVu5lJ6hDei52jUqoYTTVIQEVFEmYqlr/r9mwjV2GDbRhUVgkrVE2RbsJ9YOUWyksWvuHlu+jV8ihvLtihbNyfXLsmJS3Ys9ZdpWxTNEgulOKqosCu0Hrd8e3f3Oi3AZ1sO0eSMLBluJEEipPoQEZEFGdO2CKk+LNviZ7NvUzLLtLnunCI2qHpRBBlVVDFtC9O2amKWSTRRZXdoPT7FTcXSyeh5pgpR6rUgne7qZFYRZXyK+6487vyKG4ekoYpybeJv0+lu5kTsEmP5WdpdDbil35zg4GqIosDWvd08/ceH+OZfvkQ2XaBYqHD6rUHOvD1IIOKlrsFPdC4FVD3Trpyd4P/5T8+Rz5SIziZJLGaX7TCqmszRJ7bx4FPbqxpSt0ESFAZ8D3I5/SKzhUvIosYG/6N0e/ZzLf0yifI4pm0w4HuQjLFQ8/oREaguZAVBrIZ1Fa+Rq4V69IXuRxI0HJKX04nv1o4Xl84XUtsYyb5LRo/S6z2IKrrQrTIjuXcomVn8Sq0fBSdBtY2r6ZeIl8fp8R6gbOUZzr7FQvEaulWkYhVocW2hxbWFM4nvIyBS5+jFo9QhCtJSJguB6uJbEhQkQWEsdwILc2k3fr54lZHcu0TLVbHLHs8BQtpK92aA2cJlrmdeJa3P4pQCDPgeREBcygJR/d262eaiIC1df7UuQk3Y8RYjQs0bZTz3Xi2coWrUTJQnGcufwLKrdb0ReuOWw0iCwpn492l1baXVvQ1BEFcIRnrkCKIgcSr+nZrYXbUeXZ49XEu/Qrw8jlPy0+87glsO41ebGcm+w6n4P9Lh3k2do5s6rYcziR/URD+FpX8fzFDilAJ0evYwkT+NiERQbcV/G12GnLHIpdTPATBtfUmUssOzm6vpX/Fe7B/QJE9VZ0TQGMm+xWzxMml9Dss26fbup893mKn8+0RLQzjlqieOgFgdl7CsPTTJg1eu50LyZzQ4B+j27CdbqWpWLJaGuZp5iW7PfkJqB0OZN8gaixhWiUbnekRBRkQipLYxmH2DopGm13voI3tQDA3NY9n20txLlkRUVWZgXRNDg/PYto3P5yKXu+ltsto8qprVx6RSMTFNi3LFwOFQqKvzIgoC75+fpLMjwsWL0/T3Ny6Jq39klgwdNyshiFBX56W/f3m/7trZxXsnRnjhxQts39ZOpWISCDiX9Ac0h8LhwwN88/97h7HxGKGgm+npBJGIl3y+TDZbwuevPWftaohKLJYFQcDtUnG57r3sD78rCIJAhz/A/3HgAbY1NPGz4WsMJWMoYvXZni6XUCWJXY0tPN2/gSd6B/Deko2jzevni+u28LPRa/z95XP8xz2HqXPdWyKmlm0xnp+h092yNN/JG0VKZnlpg+nX4Z40Tri8Tnq33nSJ6xhooWPgprjGtsPLd2UjzSqR5pvuZMH66o9M+7qbmQxa+1Y+yH1hD3rFIDabIFFbhDR11jF8fgKjtsASRYHebV3L6qM6FDbu719W1p5jW5e93nF007LXfds76dveueLzDx73SWHaBoatk6jEkAQZ0zZJVGLMl2aQBJmgGkL9UFXllWRzJUzTQtMU6msGhKoegovGBj8P3r+eSNhDpWLgdmmMTizWXGlXL+/mTkX1r9ftQJYlpmeSOB0K45NxwkEPilIduoJ4w4p/ZyRJxOPWmJlLcmhfH8WizrmLk/g81YV1Mp3niUe2oKoy5YqBv5ZpYT6aIZ0uYFoW2VwJv/f2k+n5aAZVkfjKs/vwuh28dWKIK9dn6e6sI5MtMR9NUxfxMj2XJFSLSywUK8zMJ+nqiDAxFSd4q/L7bSz5H2giAOrrfJy9OEU0lsXndWDoFk6XytXBOSRR4LGHNjE5neBCTQcFqt4c1bSkZSoVA1kWb6aArC0mbuDzOrEsm7mFNLIsMTkdpy7iRZElxI8qrGSDbpikM0XeOzOGosi0t4RobvQjSQJPProVWRarP8K1NKpbNrZy8uwYuXyZ3/vMNgRBuO0YEwShNo7sZW3k9znRdZP5aAZRFJmcTtAQ8SHLItl8mbmFDE0NAaZnkoQCVZfvtpYQvd31PHBwXc0IydIOyd0ISglUDRSyIC1Zw+u0AAO+DhocIbyyC4ekVrUDSgnaXY0EVG9toSLQoIU4qV/hbPIaE/n527rKSYJEv7eNM4nrnFNcXM9MsN7X+WvtSntkJ7tCA7wXv0yHu5FtgT5mi1UxTdM2Cajeql5DdpqA4iGgeskZRSRBYkdwHUWzvHSsR3YyV4phWib1WogxafaO5+50N3E5M8qZ5HW8souQ6r1lEf/h15LUs1xKj+CVXcwV44RUHx7FSb+3nVOJq3S4m5gtxjhU8xRYTSxVESVcsoPh3DSapNLsCONT3MQrGXo9rYzmZ3HV0jAvllL0e9rIGsUV5dyKX/Gw2d9LWPMT0QJIiCir7FreoGhWGMxNEa9k8CtuOtyrL0RkQcKyLVySRo+nBa0mmhktJZkpLhIvpxkvzNFWc7n84LPSLTnYGuzDr3iqGie2jVNS2ezv4WpmnC53MxYWEe32Rr9kJctUYYFkJctEfv4WY9PK/lLF6m9PgyNEkyOMaZvIdyGU+HEQRZGjT21HlER++HdvMTsRw7arj7jkYpZkzc37BtHZFNHZ1KpluTwaR5/czrP/5gjeD4ktFwSRRucGfEozFSuHgIhHqUMWVLaGPkfZzKNJLpxSEJ/SiEXV4C4gYtkGsqgynnuPds8uImoXquTGJQUBm52hZymZGRTRgShIKKILAYEOz24ijm4ERDTRg6Z52Rv5Cqat1zQGquNDFGTW+Y6SNxNIgoIsOhAFmR7PfXS4q55MmlgVsez1HqLRuQGwcckhFMHBBv+jS2V1uHdi2Saa5GFP5MvoZgFZdCALKqroIqC2sMH/CAO+h5AEGafkJ14ew7Aqy9rLJYcIam3sCD2DjYUsOJFFB83OjVWPBkEmonXjU27eCxv9jyHfoqHjUSLsDP/+sjAFh+RhV/iLlM08iqgtpShVRAeqdBTLNtAkb61tq54PO0JfoGRmq6lMkWhw9BNSlxtU3HKY3eEvUTZzqGJ1U0BEIqL1sDMcpmzmkQV1KbzErzSxJ/IHGFYZlxxEQGKD/xEKRgJRkJfqJQgCO0O/jyzcnI9JgkKP5wCNjvWYto4meTCsCony5Iox51Ma2BR4HNM2kAUVtxxCRCakti9dlyQoS9fb7t5Fi2sLICyFsbS6thFS29GtEoroQJM8dHn2YmPVPCA21LQsQBY0NgefoGikkEUHkqDgkSP0+Q7T7T2AKEi1cCGNLs8+KlYeUZBxy+ElA0eLayt+tRkQbpud5U7E4jlOnxpD1w28PifPPLOHujovkYiHbLbEa69fxTAsOjvCNDUF8HkdNDZWtctuhGX6fU7S6SIvvniB0bFF8vky3/qHd7j//gE2b27l80/v4u23Bjl7dpyennoOHKiuAQIBF7pu3nW669a20JIou6pKtLdX9a0iYS+muTLksqHBxx/8wX7eePM6g4PzOBwKxx7ehNut0dwSQBIFWltD7NjRyfj4IooicfzEMPl8GU2T2b69gz27uzFNi5bWEC+/cpk337qOIkscONDH3r09H7m91/hoRJwuvrJxG4919zGfyzGVTVM0dJyyQqvXR4vHR9jlQv7A5tNEJsmL40M0ub38u+37CDo+WWP+r4Nhm7wefY+vdn5uyTgxW1xgKDfBk81Hf+1y70njxKeJosrsfngLux/+eC4o9zqKqDJdnOJns8+BIGBYOkWzsPT6yaanaXa2fXhBH+Di1RneOTFcFQ80TNpbQ7S3hpFlkWtD83zvx6eWdtQfrRlibl0v3chGWChWeOv4EBeuTDM2sch3/+kUu7Z1sm1TGwf39fGLly+iviljGCaffWzbUhrDuzFM3DhnKOhiaiZBe2uYTLaaBkfTFO7b08PEdIKvf+ttNFUmEvbw+MObl0p/7qdnSGeKhEJu+noabnuOy9dmaWsNEfC5EEWBns463jo+RCyeBWzePjHMOydHyOfLfPHzu5e+d+7CJFeuzxGLZ/nCZ6taF6ffH+fM+UlGxxf50fPn2Ly+haOHBhgZX+Tk2TGuDs2RzVUNHsce2Mim9S1cuT7H1775Jl6Pg0jYwxPHttDVHuHs+Um+9YMTWJaN1+NYajGnQ6G9NcR3f3SK7s4IDx/ZgFNTeOPdQS5cmWZ0PMY//vAk+3Z1s66vkb07u/nx8+eqmiy2zeef2FHth1s6tPryzn1SLOs8/6uLvHNyBLtWTjDg4v79/fzgp2f4+rfeRlUkGut9PH5sC16PxPq+ajhMY72fzvYIgiCwvr9p1THmdqu89tZ1zl+aYno2yXd+dJKDe3vpaAuzZ3snP/zZGRRFQhREnnlqR63+NsdPjXDq3BiZTJFnf293NTb9gQ387MULDI9FkUSRrZtal8I6PmzsSYLE/shmImrVWNrlbiaiBQipPh5vPsD7ySEWS0kGfB3IosSxxr1cSo9SMEo81rSfsOYnoHo52rCLoewUXe5m+rxtt80+st7XhYDASG6GHk8LWwN9S5/tCq6n0Rm6Y+YSl+Rgf2QTXsVFUPVSMstYts2+8CYupUcZyk7hU9x0uJoQBYG8WWI8P0eDI8Tu0AYkQeRw/XYupIYZyk4RVn1IHokBbwdZo8BMcZHdoQ1LIo29nhb0D8Skt7jqONa4l8vpMeLl9NLu+6G6raiigixK7AtvwiO7Vr0WWZAomTrR0gw+xcNjTftwS06O1O/gXHKQmUKU+yKb6fPcfNbdX7cdTboZK6yJKkfqtnM6eY2J/Bx1WoB2VwNPNB+g3hFkV3AAl6ThkFQebdrLUHaKiBbgyZaDuGUnTttkX3gjyi27n27JwaNN+zibvM5wdppud/NtjSMu2cH2YB+LpRSLpRQtrgitrgb2hTcRUQPIosgmfzdu2cFMsSqqatoWY7k5rmbG+dOuJ5kvxdFtgxZXPeP5eeq0ID2eVgzLQBQEWpx1aJKCKio80riPs8lrDGWnaXVW00tvC/ShiQpD2WmckkaTI4IiSGwN9BHRlmu6JCtZkpUsvd5W5ssJ6hxBwpqf/ZFNyIJEUPGyJ7wB07YYzc1S7wgSK6e5mhmnbOlsC/R94grkTrfGo8/spqUzws+/e4LTb1ynWKh8+BdvobO/kce/uJcHntiGy6PdVZ1FQcKjhIHl6SzdcmiZ1oMq3c7QUY3JD2pty95zyYFVxRAVwUFAXa6S7lNW/mYJgoAquZadVxLk2gJxObKgEfjA+7eeW5NuZo3yyGGQl1+rQ/ItEzk0LZ3F0mhNdPNGfUTqtF6aXRtxfkAQUZJkVFxL16fcoonxwTaQBAX3B84vCOKK9gYQBeeKtqoeX9WzuFU/QRGcKKLzA8etXq6AhFsOr6iHKEhLehM30CT3kkHgVlZeg4AsaPjVqueLbduk9TnmildWXL9Hrlv1uqrjZvl1AUtlLi9HXqWuN/tZFZxLBiBBqBoUbjUqfHBs3aDqEbHSK0IW1NvU+e7Yv6+X/ftWD4c9dGgdhw4tD2fcvLmNzZtv3lNPPbVj6f9f/OLq4vQbN7SwccPKOu7Z3b3stWGYvHt8mKGh+RXHrutv4itfPrDkcRGJePmzf30EgKNHVw+FFQSBgYFmBlZJG39reMbnPnvzGv7t/7D6ovDf/NmRVd9f45Ol+ryVaPb4aPb42NG4si9XI6g5eXbdZnxqdd6+mgj4bwvbtimYJeZLi8QqSaYK80iCiA1cy4xh3CEBw90gfBpp9u6Ce6ISv8tUrAppPXnbz/1KEFX86EqwuXyZWKKafUNVZcJBNy5nNRVroVghFs+h6wZOp0pd2IthWqQzBSJhL5IokEwVEEUBj1sjupglXyyDXfWICPiq6SZ13SAay1Eq6/g8DkI1IbNiUSebK1EX8Sx5AcQTOeLJ/Ip6ul0abpdGuazTUO+jVNKJJfI01ld3zm9ch2XZeN0aoZCHYrFCuWJQKulL2TEcDoXp2eRSWMmtOB0qfp9zKdOHrptLbfP333mXJx7dgt/rxO3WiIQ8lMs6f/k3r/DAoQHq67xoqkJDnRdZloglcqRSheriRQCXU6Wx3k8uXyKWyGPVLOyqKtPcGECWRYrFylImFLdLI1ITR4rGshRLOl6PA1EAr9e5pEeRzZWIJXIoskRDXVU1f2ExQ7FYnbgLokA46CYYcFOuGCzGslXPEt/N7BmL8exSyEo+XyaXL4MAqXRhRRv5PA5My6ZYqiDLEgGfE3/NmHOjPvFEHtu28XodhAJuJEnEMKoeD5oqEw57lh7Sq40x27aZj2aWwoVEUSAS9uL3OSmXdaKxLBXdJOB3EfS7SKYL/PXfvs5jD20i6HfhclXLuZF9JpHKk8mWEGtt4fU4KFcMkqkC9RHvr+/a+Wtg2hanE1e5kFoezx3RAjzWtB+HdOd72LZtZosxfjH37rL3FVHmWONemp2ffIjZx8W2baYKC/xy/r1l7yuizGNN+2lwrB6LfS9h2zbj+TleXji17H1VlHm8+cAdPRVuYNoW78QuMF2Isie0gflygmvpcf60+8l7Jt3YraQqWb47+TJ7wxtxSirvxa+w2d/D9mD/p1Zfy7LJZYoMX57h1JvXufL+BJlEnmKhml7ctKyqt5MsomoKTrdGS0eY3YcH2Lavh8bWEPJvOL3yncjpMVRx9YXeGmusce9hWTYLC+lV5z/BgIv6ev9tRXTXWONWricW+dHwFWZyGRrdHv58615Cjnvjt8C2beZKi7w4/yanE5dodzUvzct9iofHGg/T4V7VCHNXg3/NOLHG7wymaXH2wiTnLkyu+Ky9NcRDh9cjyx9vYplKF3j+pYvk8yvd6584toXmppWLioXFDF/7+zf56r/aT0frzR2RQqHMX/7NK3zu8e2s7//dESgyTYsTp0e5fG2lC39fdz2H7utfkdXit0k8meev//Z1vvT0Hro7637b1VljjbvCxiarFzgRv0xKz+KWquE496pxxsbmWmaCq5lxbNumw93EFn8PqrS6Ev2nQTFfZn46yeJ8ilymSKVsIACaSyUQ8tDYGqSuMYAk3zvPqzXWWGONNf55Y9kW2UoFw7LwqRrKKkKXr0+N1QQzK1jYHG3rIeK8N4wTN6hYOt+b/AW/3/YYsiCBUNX+usOGw10ZJ/7Fh3Ws8buDKIrs2tZRTS36Ae5GH+Bu8Puc/KvP71n1s9sVL8si9XXeFdkcBFGkLuK9o6DiP0dEUeS+PT3s370ylvE31Q+/SWRJoD7i/VBR1TXWuJcQEPApbo41rv48utcQEFjv62S9r/O3XZUlnG6NrnWNdK1bXdNjjTXWWGONNe6EDYwk44ymEqwP19Po8Sxl5fjgcRXD4MTcND+6fonhZAILm4Dm4IH2bp7qG6DB5VmaI0ecLoqGzmw+Q6JUvMsg9k8XWZD5TNNhVFH5jc7t1zwn1ljjE8a2bUzTRpKEZTevbduYlo0oCvdULNm/NG70gyQK95zhZI011lhjjTXWWGONexPDsvjGhdP85enj3NfSzv916CGaPCuFXQ3L4oXRQf7vd18nWsgtW/iqksTR9m7+9/seoNlTSxlt22QrZRYKWQzLpi8QXtXD4rdNxdKZKy5SMEvcWM6HVD8NjlXDhNc8J9ZY415AEARkeZW834KAfJe5sdf45FjrhzXWWOOjcmNj58MMmrZtYdtpbCsDGFTnZiqC6EYQvAiCxF3O135jlAo/RC+9gsv7HxDlnnveKGvbZq0Ns9xsQw1B9CAInlpa03v7Gv45YNsWthXHttI33xRkBMGFIPoRhHs77aShX6eY+ytsK4ZtG4hiEJfvPyHJq6euXWON3wTZSpnz0XmKho5P0/BrjlWPG00l+Jv3T7JQyNHm9fNAexd1LjfXEzHemZ7g5YkRugMh/v3O/WiyzLXEIi9NDKPJMi5ZodXrv+eME6Zt8srCca5kholXUkTUIBk9x+PNR25nnLgr1owTa6yxxhprrLHGGh+B+EKGRCxL/6bW2x5j22X08nHKxR9gVM5jWykQJESxHknpx+H+Y2Rle81A8elh6pfQK+9gWX+EyL2dStC2S1RKr1Ip/gRDv1hdOAsKotiApKzH6flTJHnTbcMqPwlMYxLTGEHR7v/U++6TRaeY/xrl/D/UXosgepClbmTtAJrzs4hSa80YdO8hin4UdSeWOU+59AKmMYJtrxSmXGON3yT5SoXRVBKnrLAp0oBTXrm01k2Tnw5fYygZp87p4j/tP8wD7d2IgkDFMvnmxXP8v6ff4cWxQZ5Zt5HuQIhEqcDOhhZ2NjQjUM34ca9h2hZj+SmeaX2EF+ff5ssdT/LW4hnK1kfLhvVB1owTvwOYtklaz6JbOk7JgU/56Hmi1/jkMW2LVCWN8YH0iQICITWALK7djmt8OAWjSNbIIQkSAcW3Nm5+hzBti4yexbRN/IoXWZDv+V3tf0nYtk0+W+LS6TF++q3jNHWEb2ucsG0Lvfwu+fT/hiC4UB0PIkqN2HYJUx/G1IexrRy/jR1/h/tPUB2PISsb7unxZdsGldLLFNL/J4IYQnU8iijVYdtFTH0QU7+MbZc+5TrZVEq/olJ6CUU7ANx7C4ZfHxvsMiCiub+MJLVjWTGMyilK+W+gl4/j8v2vyMrWe3LciFIjDvcf1kJpp9HL7374l9ZY42NSMg0WC3lcikJvMLTi3rBtm6lsmtcnx9Atiyd6BzjU2olWM2IoksQTvet4YXSQiUyKcwtzjGYSnF+cJ1Mucz25iEdR+UzXOjyKes/de5Ig4ZQcOCWNRCVNRAswkp/6WGXes7Nay7YYzU8yU1yeK1jgZkOE1ACNjnoc0r3tavZJk9VzfH30Owzlxjgc2ceXO5/+bVdpjVXIGTn+avjvmCwsz2LhkFT+4/r/kWbnJyvKFi3FGMyNYtrW0nsCAoog45KdRLQQDVpkbbF7j3M8fpofTP2coBrgL3r/iFbXbz/TS0bPcTF9BcO2qNfCrPP2IN6ju2v3MrPFef5+7Psk9BRf7XiGrYENCGvu6h8Zy7LIJAvEFtLks2WwbTSnQjDiJVzvRVY++jPONC2mRhd58fsneeOFC6QTeUL1d9oIMKmUXsS2MriD/+WWhawNto5tZxEE/29loinJbUhy26d+3o+KbReplF4ABNz+/4ys7uBmG1aw7AyiGP5UvSawC5j6JbCLn+JJP2UEJ6p2BFndA5jY1h9QLnyfYv5rlHL/Dbf/vyBI937a6TXW+DQwbZuioRNwOFZN9WnZNpdiCwwmYzS4PBzr7MWlLM9SFXQ4WR+p51oixkQmxReaN9Hq8WPZNqIgIIsihmWRLpcIOJyf1qV9KJIg0u/tomSWaXc18d3J5xEEgf3h7R+r3Ht2FWLZNm8vvscL86+t+EwSJDRRJaD46HC3crT+IAO+XlTxt5eS7G6wbZuSVcayLZyS4zc2ebewq7upeo6S9enuIvw6VCydilXBITqQV1G0/V1FFVW2BjYSVoPkzALzxSjzpUV0W19mMPikGMqN8d9Hvk3JWp4GVRbkJWNfn7eLB+sP0uFuRfqdclf93aFi6WSNHKqkYPHJj5u74f3UJf776LepWDobfP38u74/IaSuTKu7xp2JlRPMFOfIGDnmS4ts+ZS1onVLp2xVcIjaPzsjpW3bGLrJxPACb754kavnJknGshTzZWwbVE0mEHLT0dfA/Z/ZyvqtbTjd2ocaB24YOt584QIvPneKyeEopnk3952NZcURBB+S1IEg3DKhFDQEPKtcg4llzlApvYJpXMS2y0hSB4rjIWRlE4KgLh1bzH0d2y6gOZ9Cr5zEqJzCtgtIUjuK42FkZQuCcLMPLTNKMfdXWOYCYIKg4vL+T0hy76ptiV1Er5xGL7+FZc0gCG5kdReq9gCiWLcsPZVlzlHM/y2ysh1F3Uul/EqtPkVEqR3N9XnkVc7z4VjYVgJBDCJK7SvaUOKmcciy0pTy38C2sji9/x5RXP78scw5Ctm/RJJ7cLi+hCC6sW0b206jl15Hr5zCtuIgqEhSK7K6G+X/Z++9w+S4zjPf36nYeXLCYDCDQc6BmQRJMIiiSFGkKInKVtpdr7N3r6/TY99dr9fX9vXuY9my7LUtm7IkK1imJIqimDMIAiCRcxxgcu6ZzhXP/aN6eqbRM0gEKdDGy4d/YLrq1IlV53zf+72fcSNCCSOlxPe6sfNP4LpHcazXQLqkk7+AINjHKWorkcTvlHQZAk0SG9fejWO9guedQRBGM9ajmwGLRggl2Bdmv4YQURS1GTv/UxRtPmb4EXzvFFb+xwgRx4w8gqY563cuAAAgAElEQVQtBSEqx8frAwSK2oCmr0M3N6OoNZfQ3zOhFuePhlAbCEU/F7S98CKOvQMjdG+p/lJmce03inNlFCES6MZN6KHbSwY4309RyP4j0h8nHPs1FLWu7Gm+N0ou/eeoagtm9HMoSrzYhwUc6y0c6xV8vz+Yh/q1GKE7EErDJRv3gj7M4dg7cKwt+P4AQsTRjevRzdtQlPrSHPe9QXLp/11k7rRg55/C87pQRBW6eSu6eRuIcKkuQb1dPPcYduF5PPcYoKNpyzFC96Bo7WXhQL43SiH7j6haJ3rofTiFl3DsN5Ayi6I0YUY+iqavuKR2XsU7D8G09tBs4vZZx+aF0ydxPI9V9Y2sa2ypmLeGqlIXDuP6HinLoi1eVVFOd3qSnGNfUcYJBYVb6jagKir1Zm3AAhcqnbG3Z/x+T+w+wmqIpfFOFBQkEsd3SNqTDFtjDBSG6cp284m2B7mhbuMV76376cALZN08D7W+/99t+MXu5H52JffzwXl30xZp/VlX511DSDG5t/kOPOnhS59XRt7g+70/Qb7LBxBVqCyMthHXYkgklm8zYafoyw/Qmx/gZOYMX1j4cZbFr+xY5Ku4MuBLn/2TR3D8IFypNz9Af36IGv1n4xV+L6Mz1s5dTZvIuDnWV69E4d39nu2fPMK2sZ3c33I37dG5tRSuRDi2y2tP7+f7X3uF/u5xHNutuGaoL8nxQ/3s2nqC9z20kQ995maqaqNzzlPHdjm48zRPfHsbe7efJJsuN/6fe34raNpinMILOPbWIFZfOfem0nMOkUv/f3juaRR1HkJo2M4RrPwTRBK/iRn+IFNhIJ6zD9c5jOccwPP6UZRapMzjWtuxCy8Rrf4jNH3jdB2FXgwrcXDtbXheH6HoF2YPSpA5CrlvUsj+E4pSi1Dq8OUojrUFx9pCJP47qNq86cv9DI61BelP4to7cO1dIMKAjeeexAjdfc52zwWBjqp24tp7cextKGoDQswuNieECRKs/BPo5i0Vz3Ss17ELzxCO/QIUjTxSpsinv4xdeAZFbUWICPgT2M4hXGcfqrYIVVlAYGiawPPOgCwAPgiBwITSnvNs55iFlXuMfPbvECKMotTjy2GczOs41itEEr9fEmp0nb34bi+KWo/vJ7GtF/HcLpB5pJ/CdY8HDJyqPyy238XK/5B85isoSj1CqQMcHLsLx96Oos5DUW+4pD6fC0KJYpibcQrP4zp7MMzNICJImaKQ+Vus/OPFuiTwZT+O9RKG8xbh+K8jRG3RsOZj5X+Mbt6GoZ41PvY27MJThKKfmx5jmaeQ+xaF7DcRSgJFqcGXQzjWazj2FiKJ30FVW7ik0CiZIZ99FCv3nYB9o9TiyxEc61V0awuRxG+iqAErUcosTuElfG8UmHLuaDjeUWzrOcLRn8eMfhqYmpsS23qRfOrPAErrrmC/iW29SCTxu+jGulK9pczh2G/guV147ikca0tx/Th4zkGM0J0X376reNegKypVponteYzmsxW/Hx0fZcdgH4aqsnnBwlk1KUTxPwnvirPy7aI718+YNTHrb570GLMmaI00XXL57wnjRINZxy8v/iKmogd5Yn2bpD3JzuQ+nhl8mcHCCE8MPE9HtI2W8KV3xjuNrJdjx9geIlq4tJH/9wbbt9k7cYiDqWPc0XjLz7o67yqEEJjqtOcrpM6+yXqnEVZDfGT+/axKLC0aJxzG7Ql2Jffx9MBLdGW7eaL/OToWt5XV9yquYjYMW2OczvZgKgaaopF2MhxPn2JpvBNDXNlstisNVXqcj7U98DN5tuM77J88zP7JI2xuuPlnUodLhed6vPLTffzTl59lbDh1zmt9z2d0cJLHvr6FXNbiU79wJ4maaNk1rusx1Jvkmcfe4uUn9zAyMFn2u2FqrFjfzu33rTvHk1SM8AM41hby6a/gOvswQvcGAphKFVCuJ+J74+Qzf43ndRNJ/Da6cQMIA885SC71/5LPfBVNX4Oqdcxo93GEUkM08fuo+kqQFlb+B8GBO/9TNG0FiIBmrCg1wcEcyE7+IX7u27NXW0ps6xXymX9AN28hHPvPqOoCpMxgF54jn/4LCsrfE4n/XwhlBvtDOtiFZzFCDxCp+gNUtQ2Jg/RGUPVLYU0AIoQR+TCO/Sb59J/h2jsxQu9HM9YVM51Mv1+ECKGHNmPlf4RdeAbd3FQ65Eo/g229HAgmmjeX7vO9Aazc99FDdxNJ/BaKUo2UBXyvDymd0uFUCAXdWIdurMNze8lM/ApIl1jNl8vYLDPh2rvIZ/4KzbiGcOznUdQOkDms/BPkM39FIfcNIrH/Whofzz1BOP5LqPoqMslfwik8TSTxBxihu8mm/gDPPYzvD6AqC0EWsPLfR1EaiFb9T1RtSamvfX8YTV9zaf197sFA1ZaCMPDd00gskAZ24TkKuW9iRj5OKPJZFKUO309SyD5KIffPqPoKzPAjCGGiG7dg5f4Vu/ACurm5xOyRfg7HeiXQZjFvL42PY28ln/lrjNA9hKJfQlFbkTKNlfsXCtmvYeWWEI79pzkNVnNCSuzCCxSyX8cI3U0o+h9Q1flB2fknKWT+hny2gUjs1xHKNE3fdXYSjv0iZvhhhIjiucfIpv6UfPZrqMYGdGMjAJ7bRT79Fwilikj8N1H1FSAdHHsLudSfUMj8LWr1H6EotTPq5OHYWxAiSiTxe6jaQiQe0hucld10FVcOYobB4uo6tg30sK2/lxta2krilclCnu8c3sdINsuS2jpuaW2f1ajt+B4Z20IRAlO98o/mZ7L9HE13AZIRK8mEnaIt0oInfQYLIzzYete/feOEQGAqOmZRWyKkmiT0OA1mHa7v8qP+p+nJ9XEq201TqHFWWs2VgO5cH5NOioh25VBy3m1MOml68v3I94Bl8N8qBAJNaDPWU4iEHqPZrGfcnuD5odc4ne2hNz/Aolj7z7i2V3ElQ0rJycxpRq1xGsxaWsMtvJXcx4HUUe5s2nTFh9pdxTRSToYz2d5Sisz3CqSUdJ8c5kffeL3CMBFLhEnURNA0Fcd2mUxmyWUCz6ddcHjxiT20dtRz/8dvQFEDinomleetV4/xk+9s4/jBvjIGhhCCts4GNt+/jjseWE9D89yhS0IIVG0Z0eo/ppB5FMfajl14GVVbiBl+AN28s+itVwCJ5x4rHr7vxgjdUzqgCeN69NDdFDJfw7HfLDNOgIIZ+RiacU3xoBfHCN1PIfsNfK8LKfMIKmOgz9mfODiF5xBCJxT5BKq2DCEEgghm5CPY1ovYhacxI59AE0tnhHdIFKWGUORjqPqa6Q24eumaOEIoaPo6otX/k0L2mzjWa9iF59D0JRihBzFCdyKUxtKzNH0lmrEG196F555C01cgZXBYdJ29aNqa4IBdgooQIaSfCtKUKg0oShhFmQqJuNS9pMQuPAPSwQw/gqqtKo5zHDP8EHb+hziFV/Ejn0dRi8YjtQVVW4KqtqBqi/C9ETR9FYpSh6p24DlHigKqQb2ECOP7w/j+JKoARSRAqUJ9B7OvBMYoJciAIT3ACsJQlFpC4Y+jasF+QVVimJGHsfKPYRdexAx9GISGqq9A1ZYFTBGvG1XrBCnxvB5ceyeqvjwwsk31Yf6nCHTMyMdRtaXFcY5hhj+Mnf8RjvUyocgnEBfp6JHY2IVnESJaLHvJjDn+MRzrZez8k8H8VzpL9ynqPMzwwyhqY9BOfQ1m5CGyk/8d13qjaJyQQQiKN0gk/htoxrWlEA4j9AGs3I9wnZ34bg+KUVtWqyB852PFe4qMHPWd1SK7irePKjPEza1tbBvo4fHjh2mJxlnT0ETBc3n+9Ame7TqBpig8tGQFLbHZGfMF12Ugm0ZXFKrMmaFh0wy9kKpdMQpU19euZWPNSlzf44d9z/HAvDtpj8xDInlzfD9Z9+1p8rwnjBNzIaKFWVu9kpdH3mDMTjJQGMaVboW3TkqJROJKF0/6SCkRgCJUdEULyDTnzVUe3O9Kr1SeQKAKBVWoqEKdVaHVkz6e9PCkx5HUCdJulkbpkfcKZN3yFEeaUDGU2ZVYpZT4+Di+i1882Kul+nNB39Cz2wCgCAVd0VBQLoiCPVUP1y/2ZbEfhBCoQkUr9oNAlF0/1Q99uUH6cgOYqknBsyr6QBEKIWXuOODZ2qAKBe0C2mD7No7vYig6WtFi70kPV7r4M/pDm2M8p5/v4c24Z2Yd3qs6DQJBSA2xrmolzw+9Rs7NM1QYmdM4Eczt2fpOQxXnn0vT9wchLlPzSCmuJ22O/i/djyzNhak1DdNr4nzhXed6/rnGfwqWZ+FKD1MxSmPuFvvjYuelJz1c38PHL/sYBe8WDWXGeirH9BpzpItXtiYurB/eLizf4kjqBDkvz5rwCm6qv5b9k0foyfXRnx+k6gJC13zpV4yjEAIFBU1Rz9t/U2tyqu8vdixne7cKIdCEelHZMoJ2eGXjMNWO4BtR2Q4pJbbvVGTwAUpz60LWUvB9q3y2WlyTs82DoN2y9H0aKAxzJteLJjQK/izvZgSmGprT+H/2moIg/jZ4J5y/HZcKx3Z548XDdB0dKP2tqibKrfeuYcPNi2loqUbXVSzLYbhvgl1bj/P6cwdJT+RIT+R49rG3WH/jIprn13LiYB8/+e52tr14qGTEgOD8naiJsumeNdzzkWtYtGIeqnr+tSWEhqqtJlr1R7juIRxrG07hGXKpP0Uznit6SJcBEt/rxfeHcZ19ZCd/t6wczz2BlFl8r1xMWSg1qNqiMm0JoYQRSqyYxeLinQDSH8fzelCUelSt86xxM9H0NTiFZ5HeIFJbWvZmUtR2FK3jso61EDqafh2xqlW4zgEc+w3swjPkUn+IbT1PNPF7KGrwTCFCGKH7yVqv4lhvFD3OItCT8EYw4veUMR1UdR5m9Oewst8kM/FrgU6CuRnNWF9kZlyqnoGF5x5DyhxW7pvYhSdm/Ojie8NImUXOENUUSqIYbiIQIoJQEoHGhhDFOktK4ylCmJFPk0v9MdnJ30M3rkE3NwesEKWGwOhySVU/T7sKQT2ESWCkSOO5x5EyRy7zl2UMBulnAtFSrxvwAFCUBIZ5O7nMl3HtPShqOyBx7T14Xg+h2C+WxkfKQrEPCxQyXytj6Uhp4fsTCJlFyotPWej7Y/heL4raVNSDme4sIcLBHLdexveGAwNKEarahlDiM67VivdH8byuYt3cYp+ksQtP4Tq7y57tuSfxvVF8Wc7GgqKBSl/KlZqq9Spmh6Gq3LdoGS/3nGbHQC//Y+tL1IcjWJ5LspBHV1Tu6ujkoSUrCc0S0gGQsiyOjY8R0jTmF/UmTk6OoykK7fFq3hrqY3ltA/XhizM2v1MwVQMTo6iBliWmRUpMa0UojFjjb6v897RxAiCqRYioYcZIUvAKpU3RFCSSrJfjcOoEeyYO0JsbIOvmCKth5kea2VizluXxRcT1SnEqmN48nsqeYc/EQU5mzpByUnhFUct6s5bOaDvLE4vpiM7HUKY/fCk3w/axXXRlu+nPD9GbH8CVLl3Zbv70yFdRz3oBbaxZy6fbH0alcgMb0O73s3fiICPWOIpQWBBp5dradcwPN6Od41A8pdPRlelm98RBTmROk3LSKEKhOdTA6qrlrK1aQYNZd86Pset7DBVGOJA6wtH0SYYLY+S9PJpQqdITtEZaWJVYxpqqZSWvvCMddiUPcDR9gt7cIAP5IbJenoJv8XenvlXhWW0w6/m1pV8ippXTbCUS23M4mT3N3uQhTmRPk3YyqEKhOdTImqoVrKleTr1RmcZnCk8OvMCWkR3c13IXtzXcyKg1xs7kPg5MHiXpTKKgUG/Wsr56FTfVXVPGcPGlz6ST5ky2h6OZU3Rlukk6k7i+S1gN0RSqZ1ViOetrVr2nY+2n2uzj40hn1mtc36Un38+e5EGOpE8wYQfeyjqzhpWJpayrXklruHnOg7Hru5zJ9bG3OBfH7CSu72KqBrVGDe2R+SxPLGZxrIPwHB6RrJvnePoku5MHOJPrI+flMRWD1nAz66pXsrpqOXEtNus4ZNwsfbkBjqZPcjJ7hpHCGJZvYygGdWYNS2OdrK9Zxfxwy5xt+G7P4+xJHuTT7R9hffVK+vKD7Ezu43DqOJNOGl3RaDDrua52HdfWrJs1PMaXPqNWkkOpoxxJn6A/P0TOzSOEIKHFaA43sSK+mA01q4lqlR8kgcD1PY6mT7JjfDenMt1kvBwhxaAtMo9ratayqmrZnH14OTDppDmcPo6h6HTGFrAo1k5jqJ7e3AAHJo+yPL74nIbGjJvlUOoY+yYPB+9mL4dAENUitIQaWRTrYEViCc2hhgrD35RR5lTmDHsnDnEyc5oJJ4UnPcJqiDqzhoXRBSyPL2ZhdMGsYyClZMgaZf/EYQ6mjjJUGMWVLlVanMXxhWysWUNHtO2cDBApJSk3zbH0KQ5OHqMn10fazeJLj6gWpcGsY0mxrAazXATOkx7/0vtjdo7vqyj3Cws/ztqqlRV/L7vf9xixxzmd7eZI6gQ9+QEmnVSpD+eHW1hbtYJVVcuIqOGysXCky96JgxxOHacvP0h/fpCMm0NB4Wunvl3R5jqjhl9Z8iWqjURlPaTHYGGY3ckDHE4dZ8yewJM+tUYVy+KL2FC9mgXR1nfEeJtJFXjzlSNM2YpjiRCf+sU7ufuhjRWCl0tXz2fjLUtoX9zEd/7Pi6SSOU4fH+LlJ/diGBrP/XAXg73jZYKX4YjByo0dfPCTN7Dmuk4isfOLaM6EEAJEGN24Bk1fgxl+kELunylkH8XKfZ9I4jcAPfBG4+P7KXBPnVWKgmZsRFGazyo7hKjQOgCKscuXAikdkDYIvaTNUP7MKCDxZW6W38w5wxzeDoI+jKIZ16MZ6zHDD1PI/gOF7Dex9NWEY7/KVEpP3diAqi3HLjyLGX4AhIZjvYiidaDpG88qOEI4+iU0fQ1W/vEiM+MpNH0toegX0Izrygw/Fwop7eB/vMCg5Jdv1BVtQTB2ZeEIaklcMzA8KzP0LEoll641Qu9DVVux8k/g2Ntw7DdQsi2EYp/DCN3LtP7B5YPv9YB0UJVmhDDw/UnABRx8txvO6itVX4mqtgVtKUI3N6HkHsW2XkUP3YVAxbFeCIRcjWumWyoLwVzExfd6wS+fV6rWiaLUXNp8kxYSB0XEzjHHfaQ8Sz9gtmcJHSG0GYYmN8jkIn18f7i4rqehqA0oahNCzGK4F/rFh6hcxRWB+fEq/u/rN/F/9uxg3/AQk1YBVREsSFRzy/x2vrhmI42R6Jz3H0uOMpBN0xSJsay2nkmrwPaBXiSSkZosWwe66UjUEDeurOyUqlDojLbxg95naQrVB3oTdpK7G99eaOh73jgx5UWHQHBw5mFCSsmYneQHvT9l69hbWJ5V8uBIKTmR6WLb2E5urLuWh+d/YNaDrSc9Xhh+jcf7nmHSSZc8YMFvPiczZ9g2tovVVcv4pcWfxzCmX15Je4ItozuKhzdZMpxIghzo/tlGiFm2E8HmeYR/PvMDdiUP4Euv1IbuXB9vJfeyqf76c3pILc/i+aHXeHLgBZL2JKpQUISClNCd62XH+G5WJpbxsbYPsjR2tqckgOM7bBvbxY/7n6U3N4BEFvshuLYn3188YPSzKNZeMk4UPIu3xvdwLB1YlZ2ih1DKoL0z2QdBH8zu6cm7BZ4deoWnB15iwkmhChVFCKSEM7leto/vZk3Vch5pe4DO6OwxXSknw0BhiP7CEMfSp/hu9+Ocyp4pjogAJKez3XjS5bra8lhi23d4ZvBlnhp4Ecu3gz5EASHwpc+JzGm2je1ifXI1n+94hHpzbiPJlQqJJGkH1nxd6CS0SoOd7dtsG9vFD3ufYrAwglKcSyDpyfezK7mf10d38Ejbh1hbvWLWA+W2sV081vskA4Xh0lwUCDzpczrbw1vje5kfbuG/Lvt5wuFQxf0TToof9T3NlpHt5LxCqQy/uB7fGNvJdbXreaTtARrN+opxeHN8L9/rfpwJJxXUv+hl92c8f9vYTj7X8QhL47Ovh6Q9yUBhmIHCEOqkwne6f0RffoASmwHJycwZwqrJhurVFff70mfPxEEe73uGE5kuPOmX+gGgj0EOpo5xLH2SRbH2WY0TutB4c3w3r4++yaidLK1HT3ocz3SxfXw3D7Xeyz1Nt79j6Za7c30M5IdJ6DFWxBcT16KsSCyhK9vN0fRJMm52VsOvlJJJJ833eh5n6+hb2L4z/V4qviuPpk7y0vBWHmx9Pw+3fgBVPWsuIXl5+HV+0PtU6Z0w8918KnuG7WO7WRZfxK8u+SKmWlt2vy99jqVP8b2eH3MkdQIhAjadAPrlEAdTR3ltZDsfnPc+7mi8aVaNGCklvfkBHuv9KbuS+7B9u1jG1DwY5mj6JHsmDtBg1lUYJ4QQ1Bu1NIUayLo5Uk6aUXscT/oUPKvEApkLE06q+G3YV0w5Nr0efelzJHWc10a3c0/TbTw8/z7C6rTB1fJs3hoPDGpAmQ6SL/2Kd7M/x3HX9T32TBzg+z0/oSffX2QlBnOxPz/A3olDvD76Jh9u/QA31m287CyK3q4RBnuTpX/feOdK7vzQBiKxyvESQhCNh7jn4Wvo7Rrhye9ux3U8fvDoFmzLwfen26ioCm0LG7j/kzdw2wfWUlUz98byQiGEgarNJxT5JE7hOVxnH1LaxUN9DESYUPRThKJfmO1uqJCvFFx66MFcdQwHOggyXTyclYeuSH8CUFCUSiPVO1Gf8roJwERR2zAjn8HOP41r7yVgFAR9I5R6zPAHyKW/guvsQYgYrnOIUOQTKGpDZXkihhG6E928Fc89jmO9TCH7TbKp/0Gs+i/Q9CUX3aZgPEOoaivRqj9B1ZfOdhXlIpoXafDCRDM2oOpr8b0BHGsLVu5b5FJ/hBDxooji5RsLKV0caysSB9VYDSKEENHinF5ItOrPUGZNL6ow86ihqC3o5m3YhWcDo4N0i3os95cZ34QII4SJoi0kVv3nKLOmvj27Dy8MQb3DgUFB5oCZc1ni+0lADdgsM3/x08HmVUz1iQRZKK7hKWODjhBRFKWGSPx30M2b5qj3e/74dRUzoAjBxqZ5/NkdH+DgyBAjuSyaqrIgUcXSmvo5GRNT0ITCZ1auY368ikXVtYxbeSasPHnXQRWCdfUtV5xhAoJv/d1NN9MWaWGwMIoqFG5ruI4FkXnnv/kceE+vDl/6DOaHmXRSaEKlKdRQxiDIeXl+0PsUr4y8QUyLcmfjLWyoWUOVHiflZNg3cYjXRrfz2sg2BPDxBQ9W0JBP53p5ZvAV0m6GWxtu4Jb666jRA8pN0p7kdK6HY+mTLIl1VmTfaA038yuLv4iHjy99ftz/DC8Nb6U90srPtX+UKqM8VUxIMVHO+pgUfIsn+19gZ3IfITXEpvrruaF2A3E9xkhhjG3jO3ljbCeOP7eX++XhN3i8/1ksz+L62g1sarieRrMOV3ocS5/i5eGtHE4d45/P/ID/sPCTtEVayzaPnvTZMb6H7/U8zqg1TnOokfXVq1gaD9ps+TYD+WFOZLpYkVhS1odRLcqn2h/G9h2QkoOpo/zdqX+mSo/z2faP0nlW2IAmVCJquSaH47u8MLyFn/Q/j+M73Fh3DZvqr6PerMOVLkdSJ3hpeCsHJo9g+w5fWvhJWsPNc26AT2e6OZY6Sc7L88GWu1kc6yCkhUg5KY6nT9Maaa5gbmhCoyXUyLxwM4ti7SVvrq7ojNsTbB/bxdbRt9iV3M/SeCcPzHvfOQ8VVyIybpadycCDW2/W0BEt3wxIKdmdPMB3u39M3stzU/013FR3LY1mHZ70OZPt4cWRrZzKnOabZ/6VX9a/UDG+Q9YoTw++xGBhhA01q7m94UaaQ40oQiHlZOjO9XEkdZwao4rGsw5yEKzpn/Q/x0vDr1OlJ7i35U5WJZYS06Nk3Rz7Jg7z6sg23hjbiSY0Pr/wkQrmwLxQI3VmDauqlrEisYS28DzCWii4f/IwLw5t4VS2m2eHXmFeuJm4Pveh5ODkMbaM7kAVKh9u/QALowswinPiROY0q6qWVRgGgkPjCb595of05vupNWpYU7WCVVVLqdar8PAYLoxyPN1Fg1lLY2j2fPKj9jjPD71GU6iBB+bdQ2esHUUonMn28Mzgy5zO9vDUwEssiy96RzKvSCnZO3EYT3o0mvW0RlowFZMlsYWYikFffpDe/ADLtdnZEzuT+3h1ZDtRLcz98+5mTdVyYloUx3cZsUY5nuniTLaX5fHF6Eqlx6o3P8BTgy8z6aa5uf5aNtVfT51Rg0CQdCY5k+3laPoE7dE2qs9610op6c718Y0z/8rpbA/zIy1sbryZZfFONKExYo3x+uib7E4e4Ed9T6EKhbuaNpUZ26SUDBVG+OaZf2X/xBFCqsm1NetYV72ShlA9CgrjdpKTmTPY0qEzWhkipaCwufFmbqq7Fk96nMqe4R+7vsu4PbsK9tmIahEazToWxxayPLGYJbGF1Jt1gGSwMMyLw6+zf+IIr47sYFl8MdfOMLpGtTCfWPAglm+DlBxNn+SvT/4TcT3KZ9o/wuL4wrJnqUKpWAtSSo6lT/Kd7h8xbI2yoXo1m+qvpyUcxGT35gZ4ZWQbh1PH+G7P41QZCVYlll7Wd2P3yWGsQvD9i8ZDXHvrUqLxc3sfw1GT6zcv57VnDpBKZinkp6nhQgjqmxNsev8a3v+Ra2ltr0fTL57xMZVOUMwiCitlAaQbGCQIjJKK1o6i1OHaeyBil9HHg7KmjOjvLIRSjaYvxc4/g+ccRVFapmnmMoPr7EbVFgbe33e4LoE2lTdrHyLzBP1bbvwUQkMzbkJRvotdeK4YHmGimTcxk00w1acCUQyd0NH0FajaYqTMUcj8A753BvQl5c8VCqAWBSGt2T3vGGj6GgrOPjzvBKq+ooyBMT2el4agX0QxlEVF1VpR1I8hlDjZyd8vapdcvgwPUto41qvYhedQtcVoelFHQcRQ9Rqf3UMAACAASURBVNU41jZ8vx9Vaz3rvlnaKcLo5m1Y+Z8GWSmkByjo5iaYwRoQmGj6Wqz8j4K0nVpnWbjD2+lDodSiaotxrFdxnePoSmOpbOmncJ09RWZGY9l9nncG3x9BVabe5S6ucwwp86j6smK9VVR9NbLwJK6zF928ian0suX1fm/tD6/i/BBCUG2GuGX+xWu1bWpr56bWBahCYKgqLdE4n1y+Fsf3iWo6ovj3Kw7FJVhnVBPXIkHwmfRJ2pPUmZeeTv49ZZyQyLJ30WBhmJeGt5Lz8rSF59ERbSsxCIKN8yG2j+9CAg+13sv7mzeXMQxWJpbQHG7km6f/lTfGdrI03sntDTeVbaSnRCyr9AQPtd5La3jastsenc/6mlW4fsDeONtLrCs6DaHggOVJj0hR+MhQDOrNOurM8+ehPpXp5s3xPUgJmxtu4pMLHkIv0m0XRFpZkVjCo13fY8vojsr+kpKBwjDPDb1K2gmMK59t/0iZEWVRtJ1l8U6+euLrHE2f5KWRrXyi7aESBVpKyag1zlMDLzJijdMemc/nOh5hZdWS8g1mTTAhpzzAU1CFQq1RXSqrLz9Y9vfmULknY7Y29OYHeGFoCxk3y11Nm/jEgoeIzzAeLIq2szTeyVdPPMqh1DFeHXmDj7V9CH0OOubB1DE6ovP5xcWfY2F0QVl9b667DqDiMKUpKtfVrWdd9SoSeqzsngWRVpbHFzNhp9g1sZ/9k4e5v+WuKzitbfBx9KVE4pNz8/TmB3h1ZBu7kvvRhc7tjTdTY5S/WCadFE8PvsS4neT9zZt5pO2BMo9+Z2wBi+Lt/Pmxr9GXH+TlkTdYGF1Q1pfDhVFGrDEiWpj7Wu5idWJZ2e+rq5bx/ubbsX0HTakcv2PpU7w0vBVTMfhU+4e5oXZDWT8vjXdSa1Tz9dPfY1dyH9fVruOamrVlz+iMdfBflv48NUaiYs0uji3E8z1+OvACh1PHybiZcxon9k4eZEV8MV+cxSB2W8ONQOVcyrhZnhp8kZ58P/VmLT/X/lGuqV1XEZp1T9Pts75XppD3CjRH2/iPnZ8uS/u4MNpGrVHDX514lJST4sDkkXfEODHppDmePoVEsjKxpKQV0xaZVwrtOJU5w5LYwpLGy0yczJzGlS6LYh18uPUD6DPGuzO2gOtrN2BLp8hsqdzI9eT6mbAnSWhxHpz3fhbMMKouoJV11Stx/TtxpVvRh570eHH4dU5mTtMcauDnOz/Doth0rHxHtI3l8cV8V3ucF4a28OzgK6xILGF+eDo/uY/PltEd7J04REQNByyV5oClMvPdeHvjTbi+N2vonRCCsBoqGdDG7YmKcL9zIaSaPNB6D7rQKtg1HdE25oWb+fPC3zFkjXI4dbxsLShCoaZotJFSMmyNBX/nwt7NEGSgembwZfryg9xQt5EvdDxSZgjqiLaxLLGILx/7e05kTvPS0OvnDNe6FIwMTJREK2vqYyxY1Fix5s6GEIL5CxtonFdNKjlN3TZMjetuX84Dn7qJlRsXoOtvY4skc0EqTrUFVV+MELWAj+/1YOW+j+f3Ewp9PqBxC4GmLccI3YmV/wm59F9ihj+IUBpB5vC8HnyvHyP8wOx08PNVpcSCmXmYC74DUwddoHjY1TDCD2Jbr1DI/H3AANBXIf0kVu5fAhZC9LMo6vwZYpjvDIJnfhtF6wj0L5QakC6edwYr+218fwIjtJlyRokIDtDGNbj2GwCo2kI0fW3FvPDco7j2W2j6BhStFRD4Xh+uczTQfRBxzj5EChFDURqLqS+fQw/dUaxsAaEUvwFCYIQfwC68SD79NyBdNONawED6STz3KEKpRzdv5lK24dIfxi68FKQ61TpAhJH+KK6zB/ARSn1FvS8OPr6fxHN78P2hIivjMZB5wtH/gqotCsoXIczwR3CsN8il/zfh6H9E1ZYACr4/hOccQjM2omormJ5jCqq+BlVbWBSljKCo89GMjeXjIwRG5MNBSs70V5CyUMxCogdtdY+gqh1oxjWANsccD/492xw3wx/GsV6nkP1awP7QlyH9cQrZb+O5xwlFv4hylhil9AbJZ/62+Fsdrr0TK/ddVLUV3bhlut6hO7ELT2DlvoUQMQzzdqbSrnruCQCM0PuAK88TfhU/G5iqVkGMyzoOz3efwPY8wprOQ4tXkrjC2BM+kldH32TH2D5CaqCZA3BNzSo2N156OuP3hHHC9m26sj3oio4vPdJultPZHt4c38uZXC9xLcYdjTczb0Ya0YJvsXviAFk3y9L4Iq6rXV9xWFSEwsbq1byZ2MPu5H7eHN/LDXUbyzZOMTWCJjQybpYjqRNU64mK2F1N0dDega6UUnIgdYS0myWuR9lUf33JMDGFiBbm1obr2TG+B8u3yn7zCWjL/fkhao1qNjfcRFw728sgWBgNDgI/7n+W3ckDvK/pNuYVjTASSVf2DF3ZHsJqiHubN7M8sWhWz9c0pfjywZMeR1MnGCqMUG/Wclv9jcTU8k24EILFsQ6uq13PT/qfZ2dyP3c33Tanx1lXNO5pun3W8I9zbWojariC1TEFUzFYGFvAron9TDppPOlfsYsr6+b5Wtd3CCuhkpBezs2RcbPUGNXc1bSJW+uvL7sn8JCe4ky2jxqjmhvrNs7aFy2hZpbFF9GfH+Ro6iRZL1fGQgmrIQzFIGMnOZo6yfxwM1V64iyDlkp4FguxlJLt47vIe3k21qxlTdXyyjWNwvLEYhpDDQzkhziaPsm66lVlhipd0aifwzCoK1pRn8Ak7WYDxs85EFMj3Ndy16xMnbnm0mBhhAOTR9GFzq31N7CxZu2cB9e5DGxT2FR/A/MjlWr4HdE2mkMNHE+nGS6MnbOMS8HUfBizkxiKzrLE4pIBoCnUwPxwS1F34gi3NtxAQqk8UE2FewwVRjiR6aIz2o6h6KV+E0JgniOeOKZF0BWNrJvjSPoEtUYNMS1yQe/mMTvJgckjAFxfu4HOWOW7IKZFubX+BvZOHKK/MMih1DFaQk2lscq4Od5K7gVgZWIp72/ePGv4jECUGV4uN6r12ej1U79VMT8yj/7CEJNO+rxhIhcDKSW9uQEOp08Q06LcUn8dVbPUpd6oZVViKV3Zbo5nukjakxXhWm8H6cl8SSMiEg1RXX9hh/eq2ijxqul3WOO8an7uV9/Hxk1Lqa6NXobQExfH3oLnngI0ECogQHoIoRGOfgkj9CGmtmFCiRKK/QIgsAtPB9keiiE6EMTYG+H7Lq0qMkch9z1ceytSZnGLIobZid8LYuCVWozwhzBCdwOg6WuIxH+LQuarZCZ/F4FGEIPvYIY/RCjy+XcpNt7Gtl7Czw0A6ow+dBHCIBz/dfTQ+6g0IOgYoftwCs8hZRoz8skgm8VZ8L1B8pm/C1gAFMvGBQRm9LNoemVInhAxzMiH8dwT5NJ/gsh8FVDR9BVEq/8XU2EGqraMSNXvk09/hVz6LwjmAEyxNczIZ+eg/J8f0s9i5R/D90eKYyMIxsfCMO/CDN9/SeVOlz9OLvXfECKElB7goqhthKNfQjdvL7EMhFDQzZuJJH6XQvZRspP/rdjOoigvgojaWjROTENRGtCNmyhkHwUUwvH/PGuYkKavIVr138ln/oZc6k8ryg7HfgkIdCqknKSQ/Sc8Zx/Sz+A6R5AyRXbiNxBKHYpajxn+BLoZ7G00YyORxG+Sz/wtmcnfmjHHXczwRwhFP1PGeABQ9Q34/gCZiV8G6SJlFiEihOO/VpZFRyiNROK/TS795SClavYbRUNewJgwzDsxQne9rTG6in/7OJ1K0hCOsra+GVVRiGhXXvaz4IzWxYfnv4/mUEPpTWwqb8+IcqWen8owUBjmvx38X7P+VmtUc1/LXRWU25STpi83iAQWxTrmVI2PalGWxRexK7mfIWuEMWuc+TNiZZbFF7Eo1s6eiYN868xjHEodZUP1GlZWLX3HhQ9t32EwH2QgaQ23VFCTp9AUaqTKiDNcKDdOOH4gvunjU2tU0x5tm7W+ilBYmVjKTwdeIO1mOZPtKxknXOlyOtuDK11ajEZWJJa8qxkpbN8ptaHBrGV+pOU8bXiRlJOmO9c3p3EipkVZnlhySWMnpSTtZujLD5K0J8l5eWzfxvVdThR1NYJ47Ss3VaqPz1BhpOLvi6MdfLL9IVadxWaA4AXUkw8ECw1FZ/vYbg6ljlWUEVDdh4EgBCNpT5YZJ9oiLaxMLOW10W083v8MJzNdXFu7npWJpTSFGs6ZBjjr5ejJ9eMTCBD+dOCFWedi1s1jFeP1R61xbN+e9XCYd/P0F4YYtcaDe3wL13fpzvXh+A6ymGHmXKgxqlkyhy7FXDid7aHgWVTpcdZXr7rkg6upmCyOdQTaJ2dBEwpxLYoELL9wSeWfC450OZI+TsbNlgwhU31gKDrL44vZnTzAyWw3I9ZYRcgbwMaaNbw2sp2+/CB/dfxRrq/bwPrqlSyJdRJWQ+ft08WxhSyOLWRnch/f6f5RiRmwIrEkCO84x/3duX7STpCWb1Vi2axGVSEE8yMtNJn1jFhjdGW6seottGLe+/78YEkMdmPN6ndM1+NC4EufcTtJfzHMMe8VcHyHnJcvrfWprDRz4+Io0j4BM2/SSRHTIuybOERPrm/Wa8/k+pAyyO4yZifLHAlvF7blIItaEZqhEgpf2AbODOkY5vS1bZ0N3H7/OjTtMn3fRJxo1R/i2vvx/QGknwOhoSj1aMZ6VG054qz3l6q2Ekn8Hkb4Q7j2AaSfRCghFLU18O4r02w2PfR+VH1NpY4CYUKRT4III0TRkC8UFLWumBmEWYQhtTJGhhAGZvgDaPoqHHsbvjeAEBE0fU3Rw10+14VSGxzmlDoqdTEuHUJpIFr1x3jOAXx/COnnQegoagOavgFNX8ZcDAFNX45Qm8A30M3NFSwPAejGDUSr/yTIruAHuiWKUoOmr0fVVzObGGZwIL+LWE0LjrUdKVMIES6mKFVnXKdhmLeiaStw7B34bhcSG6FUo2pL0PX1CGEgpcQI3Rvoe4jgW6mbtwfpLYvjrRnXgRIL2gMoWjvRxP+D6xzA90dBOggljqovR9evRSiXmq5eKxofinNBaAiRQNWWoBlry+bfdDsD9oRu3IBrb8PzBgA/yPair0TTV3F29gkhVMzwQwhhIvEwQg8w2zgKYWCE7kHV1+La2/HdnkDIUqlF1ZYV2TBTY6SiqE0glxf77NqzCjMRSmRG2SZm+ENBZg57B743iBBRNH0dmrGuYo4DqGoz4cRv4Fo78LxeFCWOZlyPqq0oa6MQAs1YS6zmL3HtHXjOUaTMI5QYqrYITV+PENNjJJQqzMjHiyFC74lj2VW8C9CEwtHxUXwpieg6NWYYTbmyGNmCIEQ0rsWoneOMeil4T6wCTWilTBKi+O+aogr42uqVLIjMq2AUWJ5Nxs0igIQWm5VWHJStlrw9ebdA1ivPzZrQ43y6/WFq9Cr2TR5m6+hOdicPUm/WsrpqGdfVrqc9Mv+CNtMXC9u3yXuFUj3m8qJqQiWuRRlmtOzvvvRLm+ewGiI6h9cfoMaoQhEKru8y4UynOPJmlqGFqdYv3+S7EHjSY8JJB88/B3MBgjYIBI50mXBSc16X0OPnVN+fDb70GcgP8fLIGxyYPMqkk8KVHjOTPE6N1ZWOsBriwXnvpyPaFlDTR3awfXw3KTczZypbR7pMFMUyk84kTw++dM5nCESQYeUs5kFIDfGR+feR0GNsG9vFvskjHEodp86sZWm8kxtq17M4tpCYVum5TDtZCl5ggDuWPsXxojHoXHVwpFthKBq3kmwb38X2sd2M2Uls3ynKuAXPs30nCCu5ACNclZ64oOtmImlPIJHF8K7a898wB2JaJAghmPW9M50e+dIjm2dHIGaZ4nDqOLKobfDlY18r64cp1omPz/7JIxUsJSEEndF2fn7RZ3my/3lOZs/wzOBLbB19k5ZwExuqV7GhZg3NoYayDEgzEVHDfGrBh6nWE+yZOMiO8d3snThEvRl46q+rXU9HtK2C6QaB8dqRLgrKOdOdRtQw4WIGm6QzWWasmnRSJYHfRvP8IRDvBBzf5WTmNC8Nb+VEpousm8OfSu9MYEDIvc1843PBl15JQDfj5nh+6LXz3iMJvmuXtR7ejJTOqnLBxgVVVS4oHeilQgilSLu/uJAqIUx04zp047pzXjeXd1woYULRnzurzDBm+EG4qDOrQNXaUbXzx08rat0cIp5vD0JoaPqyohHi4uB5PUhvGD10B4payS4LdCYiGOYtYN5ykfVS0PTVszIrzkbgsZ+b8SKEwAx/sOxvZ+tF6OaN6OaNM+7R0Iy1aMbai6r3+SCEhhG666K9+kIIVK0NdVbRytmh6osI6798YdeqzajhB895jaLECUU+ccHPDyBQtc6ydKHngiwaXczIwxd0vaIEYqucR/9DUaoIRT9zQWVexb8fLKyqYayQw5cSU9He6Si6S4JAIayG+HrXYyyNd5ScNItiC1hdNZsQ8IXhPWGcaA418NsrfhlDMVBQMFQdlWmV/9k2537xPxDnVQcvKbxT6fEWQtAWnseXOj/JsfQp3kru5dDkMXryA3Tn+nh1ZBs311/Hvc13XFZvEJR74FWhzNkGUcwlfzZkMYc9BMyCc/VBsSfx8UvZT6YwtQFXUdCUd1eQRUKpDefqAwgo/VOZWM7l8VZnqOlfKHpy/Xz99L9wJHWcmB5jdWIZbZFWao0qwmoIXdHZNraTV0a2XVS5PwtoQmNRrIM1VYGHoVqvoivbzWBhhGeHXqE9Mr8i7aKUsjQv6owarqlZe9648YgWmZVy3mDW8fG2D3Fj3UZ2Jvezf+Iwp3O99OcH2Ta2k/XVq3lg3t0sinWU3edJr5QxYEViCYujHecNI2qNtJQZLlNOmu/2PM7ro2+hKSrL4otZFG2nzqwhqkYwVJ2TmTP8dOAF3BnZC+aCpigXPZem1tNc6/ZCoSnqz0zXZCA/THfRS573CnRlu2e9zvZ9DqdOcG/z5opsF7qisbZqBYui7eybPMyu5H6OpE9wJHWilKnjzsZN3Nl0S4VALQT91xpu5gsLP8GJTBdvje/jYOooPbk+enL9vDa6gxvrNvKB5jvK2HAQzCVZlt1idghEiZniSa+MeeD6XinO+Z0M25gLvvTZP3mYR7u+x6g1TkOojg01q2kNt5DQY4TUEK7v8uzQK6WMHJcTkoBZBxDXYlxfu4HYLFllZsJUTJreYUPOhToJAm2Ad7QqVzEDvj+BnX8KKdMXdL2qLSzG5V88pHSwC08FXnnzLs4Wzfz3ACldXHtXUYfiwmCGH54j48ZVBLjcpv6ruIq5YagalucxXsiRMEPnZBb/rCAENJp1mHM4Ni8V7wnjhCpUElqslJ7yQmAoOmE1iKnPeXm8OYTlfHyyRc+SqRiYs3jpgthvnVVVy1ga72TUGqcr28PWsbc4NHmU54deI+Wk+VzHIyWBscsBTdFKHv68V5jzwO1Lv0JvAgKDxNRm0fJsbN+e0wuZ9fL40kcVapmwWhAzGLhbbN8m5+apMt69uCd1RhsKnoXtO3OyHnLFNhiqTlQ99yb5YhCkk93C0fRJqo0qPtv+UdZVryzzyAapaU9ftme+GyiJB0Zaub3hJr7f+wR7kgd5q3ovN9VdUyFsGi16kKv0OPe13FVS5L+U504ZSNojbWxuuImefH/ApJg4xLaxnUw6k/ynzs+WPSOkmiX20OJYB4/MfwBDvfAc57702Zncz/ax3ShC8HDrfdzWcEOF5oXtOahCxeX8xolLQVSNIABPumTcLNXG3JoBVyr2Th7ClR4NZh0Pzrun4r0iCdbDC0Nb6M8P0JPrZ3F8YYUhRwhBTI9yc/21rK9exbA1yqHUMbaN7eJU5gyP9T6Jj88Hmu+sMJhN3a8LLTBWxRYyao1zJtfD1tGdHEwd5aXh15mwU3xp4SeonaEzEtUiqIpKwbXIeXMzC2zfKb1bo1oEZQZtO6yGSt+UlHthB67Liayb58n+5xm2RlkU6+ALHY+w4CzDYsrJ8MbYznfk+Qqi9J6NamHe13QrC2ML3pFnXcV7H9LPYFvP4XsDF3S9bm66KOOElBaeewLpZ3GdXdj5J9DNm9DM6yvCCv59wMN1D2Hlf3iB14siY+KqceIqruJKwNHxEUxV5c62RbzQc5LVdY2Y4Svr2K6gsK56WYVT+1ws9wvBldXKy4iYFqPBrKM718dAfoi8V5jV+2Z5Nn354GNZpcfn1HWYgq7oNIcaaQo1sKZqOU8PvsyP+59lbzHettpIzOlJnfrrtKrwuRFSTaqK5Q0XRrE8e9aUzgWvQNKuDGPQhEZrUSwv7WYYKYyV/n02enJ9eNIjpJq0hBpnlKGWDogTTor+whBVl+EwVdQJP+91uqLRGg7qPOmkGbOScx6Ku3N9SCkxFZPmSzw4z4a0k6U7G/TPqsQy1lavqFDGBy44/d+VBk2o3FR3DW8l93Ei08Uzgy+zNN5Jw4xUnrqi02Q2oAqVUTvJmD1epjNwyc9WVBrMOurNOlYllvL66Ft868xjnMic5kDqCM3hhtJ6qtLj1BhVnMn1cjrbg+U7F2WcsH2Hrkw3Bd+iM7qA62vXUz2LbsyEM3lBrIlLRUu4CSEEObdQSmP5XkLeK3Ck6IlfmVjK5sabZzX8toSa2JXcz5g9walsN52x9nPq1US0MO3qfNoi87i2Zh3fOP19dib3s2V0B7fW3zCrcWImdEWjOdRAU6ie1VXLeX7oNX7Q+xQHU0fpyvVQY1aX5tK8UBNhJUSWQMdkRWLJrGWO28lSWFtLqKnMMNoYqg/q5MKJ9Gmur91w7o67zBixxhgoDKOgcH1NEA519lx2facsTO/cmL73Qt7NqlBpCtWjC42Uk2GgMETHHLpG7xYmxrO8+vS+Cw7XGB2c7pvxkTSvPrUfVb3w+je11rB83VWDzIVAUecRr/4r4AL1mC6SVSb9NPn0V3Cs10BoaMa1hKO/gBCXns7uvQ2DUORThMIfvfBbxNs7UFzFVVzF5YOqKKRsi5F8Fs/3L2sK7ssFT3r8pP9lRu0kIMl7Fhk3xwfn3cGm+msuudx/w8aJCCsTSzkweYRD6eOczvYG+dVnbJymUlvunzyMJjSWxjvL4o8DKruLItSy9G6B9oUgpkVZU7Wcl4e3MmYnKfjWnOmLFZQSvTzjZbF8GynlecJNVBbHFrJ19C2GrVGOpk9Sb9aWeXl96XModZysm624XxMqy+KLqNarGLHG2D1xkIZQfdkGe0rg8c3xvbjSY0GktSxdqipUOqPt1OhVJO1JtozuoCXUNKu3V0pZUoOfq12GogdaAL5Dxs2etw90obMsvogqPc5QYYR9k4eoN2vKqPpSBgKJb47vwcenIzq/zMDyduFJD4/AKqgpWoUA4dQ8Op4+ddme+W5CCEFDqJ67mzYxWBjieLqLV0e281DrvaV5rwiFxbEOmopZMN4Y20lbZB4JPV7xwpwOqxFlYUAz/z4zRGdKS8ZUTFYkFpeMilk3V7aedEVnXfVKDqWOcTrby+6J/dxcdy2qUhmmI6XEkS6amA59mMpMAsG8PjvcS0rJRDH1puXbF60lcaFoj7TSHGqkPz/ElrE3S4ags9fBhayndxsSyfFMFyPWGAqC9dUr0YQ2a/3mhZtYEGllbCLJwf+fvfcKkuu60zx/16fPrDTlvS94gAABGtBTFJ3EFqWWREndmu0edez2TvfG7kzExO7DvMzDvk1vT5uZ6Rm1WmqNmjIURYkUPQkCoAiCILwplEV5k5XeX3P24RaK8KBIsEWp8UVURGXmzXPPOffek+d85/t//+wwt8W2E1rN0OFeHxNN0i76riRJKLiE1VC4n2PZ0xSs4mWqsQ/GZvkiwuP82OxXfKwPDfCato/l6orrB3PBvdTkracr0E4yleLd1GF2xrYRUgMX1cV0TI5nzzBfWSSoBhgI9lxMThhxuvztLFdXOJQ+xs7YNrouSGd9aX0F4oaG4VjCcu8PyR2XLr0GjnAYKUwwW/pwO9VrY7MwyVmF647N5w1DO/ytjBUmeXvlEH3BbuJG9CpjggOI64ZZfhzMTizzl//hw+4Us5aCFODcyCJ/+R+e+bXOd+9jW26SEx8SkiSDdOMUjZeVL4fwBv8cw/8UEjqK2oUkf3wC/bcVbrv1VZPFm/g4kOUmAnV/uWpQ+unLmHATv3uo2TY94SiZSpnJbJpbG1s/dWlEwZ1LP9J09+p8xN0EPLBy9GMTKb+z5IQsyeyIbuG91FFO50d4ZuYF5FaJTn8bXsVDxakyVZrl2dkXWaqu0Opt4rbYLZft7L2XPkbZqtDpbyVuRF2jPiQsYZOspng/fYKcVSCihwmr11AUSG6svSEbLJSXOZo5SSgRwK/4EIg1oz+fejFzvSE0QIu3iZHCOC/Mv05YC9EX7MIjGxTtEmfz47y6uHfVX+OSU0oSHb5Wbo1u4fWl/by08CYB1ceWyAZCWgBHOCxUlnljaT+ncyN4FQ93JXZdHNYhSbT7Wtge3cwbS/vZt/wuqqRwe3wHDUYcQzGwhU3BKrJcXaHmmKwL9V/Zj0BypdF1WpiMmeNg6ggdvta1yWzNMTGF6creL1i49gQ62BbZyN7kAV6cfwOf4mVTZB1B1e8aVVaWeHXxLc7mxwmoPu5K7LquH8Kvg8Cqd4IEjOYnmCrN0h/sRpZkTMdksjjNc3Mvs1RNXresTyuUC56X99LH2Lv8Dlsj6+kKtK8NMm3+FnZGt/L8/Ku8nXwPTda4M7ZjjfCyHIuCVWKl5oY9rQ/10x242EztbH6c6dIcnYE26o04QdWPIik4OKRrWY5mTrFcXcGneKm/QLlxHtvrNnMwdZTTuRGemfklNcdkKNTnXh9JombXyJp5FqvLpGoZ7ojtWEtZqUkaCSOKjMxCZWktTEeXNWxhs1hZ5vWl/ZzKnf1QO8cfFTGjjrviu3hm9gWOZ07x9PRz3J24jRZf2uDsUgAAIABJREFU41p616JVYqWWJm8VGAz2XjHbxW8CtmNzJjdKwSyS8MRp97Ve9diA6qc30MmJ7DAjhQlStfQaOeEgeHVxH3E9SrO3gageWXtmK06V+fISJ7JnMB2LRk/9FUO5jmROkjMLdPrbiBt1BFQ/MjK2sEnW0hzJnCBr5l3FzSVGvrqsc0/iNoZzY5zNj/PMzPM80HAXjR5XHVSwihzNnOLFhTewhMX2yGZ6A50XLXQ0WePuxC5O50aYKy/w3ckf8dnGe+kOtK/9TpTtChkzy3I1RYevhaYb6EsU1SP4FC/pWpaT2WF2xbatZSkpWWXO5Ef52exLVD6MAaXk/vZE9QjpWpaDqSN0+dtJGDHkC8Zmn+K9iGBJGDF2x3cyV17kSPoEftXHvYnbafQk1n4bilaJlWqaqdIs7f4WBoK9KJ/QDpDjCKrla6f/vZHfvZDcuInfLCRJR9WGgKHrHnsTN/HrQJJ9aMbtv+lq3MS/ILy7MM1sIUehVkOWJMazKQaiCTTln9f373pwNzcvNnZPVlOMF6c/Vrm/s+QEuBOnL7Y9xj+e+wnD+TH+avTvafY2uOSEXWOhskSqlqbBiPNk6yN0XDLRFgjO5EZ5bXEfMaOOOj2MX/GhSAqmY5I2M8yVF9EklTvjO2j3t1zdtBKJTeEhOnwtnC2M85OZ5zmYOkpA9WELB9Mx2RgZ4vHmi2Mso0Ydjzc/wHfP/ZjJ4hR/O/ZdWr1NeBSDklViobJMgye+qhIZvuy8PtXLY80PkLeKvJc6yncnf8wbvrcJan4cIUhWV5gtL+JTvXym4W5uqdt0GUHjU7083vwgRavEe+ljvLzwFu+ljhEz6jBkHVs4lOwSqVqWdl8LXf72K5IDEhINngRb6zayZ/lXvJ18j9nyAnW6K7s0HZOoHuGbnV++SMLtV318ruUzFO0yh9Mn+M7kD2nzNhPQ/NjCduXN5UUCqp+Hm+5jS2T9Dd2hNBSDXbFbGMlPMFue57+Nf59OXysexUPOyjNbmscSNvfV38FLC3uuWEbFrnIqd5ZkNUXFrlJ2KozmJ92UlcAv5l4lbkTxKAYexTWN2xC+corDTwp+xcdnGu/hbGGCxUqSXy68wR90fHEtc4YqKTzUeA9lu8ze5QO8vLCH91PHiOp1aLKKJWxKVpmMmSVvFfnzvj+6jJyYLs/x3XM/ok6PENUjBFQfqqRhCctN/1tewBIWt0a3sjE8dNnzFDeiPNX+BP947hnGCpN8b/LHNHjiBFcVHDXHzdKTqmVo8CTYEd2y9l1VVthSt55frRxiqjTDD6ae5cDKYUJakLJTZq68SM7Mszuxi4MrR8hbhU+kn3VZ576GO0mZGfYuH+Dt5EFOZIddUyFFRyAoWxXSZo6g6ufP+//4U0NOZM08Z/Kj2DgMBnuJ6pFrGvWeD6/ImwVO50bo9K+6uQvBW8u/YqGyTMKIEdaCeBQPMhJlu8pydYXlapI6PcwDDXcRUC82tBMIRvMTPD//GlGjjqge+WBsFiaZWpa58iKyJLErdgtd/vaL6ilLMhvDg3yh9RGem3uJVxf3cjJ7loQntkZOzJTmqNhVNoaH+HzzQ2sk1wdlSGwMD/Jk66P8fO5lhvNjTJfmaPDE8amur0jFrpEz89REjT/ueuoicsIWNiP5CWbK81TsCmW7ymJliYJVAmDP8jtMFqfxKB43xE8LsjWycW1sDGshbovdwrOzL3E8e5r/dPbvaPE2oEoqyVqKmdI8cSPKbbFb2Jd895rXVUIirke5NbqVVxff4sDKYRbKS2vXt+aYRLQQf9j5+xcR6IqksDuxk7xV4KWFPexdfofjmdPEjejab0PZLpMxc2u+TP3BXy97xU3cxE387qJQriJLEj7Pp1/hYVo26UIZCYgEvGgfI+2wEIKqaeE4Aq+h/YtQ+AghsGyHcs0k4DWQJQnLdihUqgQ8BuoF4Xhu/9hki2VURSYS8KJ8Qmk0TcsmV6pgO4Kw34Ouuuo+y3bIlSpYtkPQa+DR3SWzaTtUaxZ+r/6JmVQ2+0NM53Poqkp/JM57izNULJOA9ul6TmzhcDB13FU6r74+m59gffjKobIfFr/T5IQEDIV6+dfdT/Hywh7O5Mc4m5/AdEw0WSWshdgR3cK99XewPtR/2aJcQqIv0MW50gzLFTfPfc0xEQhUScGv+unwt3JrdCt3JXbhka8tuYkZUX6/7XGem3uFqdIsZ/KjCCFQZZWg6mfgCpM2GYmtdRtXdxr3MlWc5WRuGBmJOj3MhvAADzXew6H08SuSE+DKj59qf4JGT4IjmZNMl+aoOBUk5LXz3pm4lV3RbVdVHNQbcb7W8QXafS0czpxgsZJkvDiF5VgokoxH8RDVI/QGOq9oKnoePsUlOgQOJ7LDTJVmGSucQ5UUvIoHI6RzJUfkRk8DX+/4Ao2eBMeypzlXmqHqVJGQCWkBBkN93BXfyc7YVozrXIePgm11GylaJV5f2s9iZZmFyiKqpOFXvbT5WvhMw13E9DoOrFzZGbtgFfnF3KuMFSZxEAjhYAtnTfGyN3kAGRl5VZa+ITzIulDfP3s2hr5AF7ui23htaS8HU0e4pW4jO6Pb1j6PaCGebH2MFm8T76YOM1teYKw4ibl6H/gUL3V6hPWhAZovCA86j1ZvE0OhfpYqy0yVZt10k8JZ+26jJ8GmyDrur7/zih4xsiTTE+jkj7qfYs/S25zIDbNSTTNTXnDNUGWNgOqn3dfC5vC6y0x52n0t/H7b4/xy4Q2mijO8nznu3r+yh0ZPgs83P8St0S3MlRfXfBU+CQQ1P0+2Pkqrt4kDK4eZrywyWZrBdExkScKQPUT0IL2Bzo9tLHSjIIRgqZpkojiFRzYYCPZcV6HU7G2kydvA6dwIJ3NneaBhN5rsTsQ2R9ZD5hTpWoaFyhLmqs+HLmuEtCCbwuvYndjJ9uimi8LqwB2buwOd9AW73TpdMDYrkkJA9bneFdHN3J247Yr11GWd+xvuIKQFeHPpbWbK88xnlhA4GLJBwoixPjzAAw27rxompituGTE9wlvL7zBdnmOuvLiaQlegKwZB1U+3v4OofnHsu+XYvLV8gP3JdxEIHCFwcNZCWA6nT3AscwpJkpGRiBl1DAR71sgJVVK4v+FOqk6N99LHmC7NMlGccvtPDTIY6uXRpgdYqixzKH38utfXq3h4tOl+LGFyLHOG6fIcE8UpFEnBo3gYCHZfUVHkU7w80nQ/jZ569icPMlOeZ7I4Tc0xkSU3zVidFqYv0EWnvw35BqsmeoaaKOZ/M2mcuwd/u/xibuJfNio1k+OTC2SLrglwwGOwqbsJn3HtBY9lO8gSyJ/A4vC5d04R8Oh87rb1H/o7Qghsx0GW5X/WDAbpQpkfvHmYszPL/NkTdzLQ+vHCh985M0W+VOWz2wc+FtHx24TJxTSvHh7hDx+8BZ+hs5wt8PcvH+SbD+6gOXax+nw6meHpPUfIFMr8+y/fRzx0+Zzw48K2HfafmuSt4+OoisyX7tpMb1MMxxEcm5jjFwdOo8gyj+wYZEuPm/VrdC7J/pOTfP3+bXg/oQQB3ZEoi+Uik9k0yqeYuBJCkKymyJiuN5eMzLpwLzuiGz9WudKHNWf8hHFZJRzhMFmcZq68iF/1sSkydE0ztWsWLgQ1p8ZseZFULb2W8SGihdeUFFdjLYUQpM0syWqKvFmg5tRwEKiSSlDzU2/EieqRD72IPO+PMFtaIGflcYRAk1WCaoB6T/yyCeyl9ZgrL1CwikjIxPQILb4mPLLBfGWJieI5Gjz19F6SgvE8XOl6kqVqkrJVQZYkQlqQJk894VVZ/PXgCEGqlmapkqRgF1cXpQo+xUNUr6PeE7tqRpAL21JxqsyVF0jVMpiOiSKp+BQvcaOOBk/iqv1pOTZL1WUWK0kqdhVZcsmJZk+D639wjTaMF84xX1kioPoYDPZd12DvUtjCZqmywkJlibJdcbPIaIE1D46KXeV0bgSBYFN43UV+CxW7ynB+lLx5uTfIlRDRQ6wL9d9QcmK5ssJoYRJZklwvkquYvy5VkowVz2E7Ns3ehst2ncG9D/JmnvnKEnmrsHoNFXyqj5geIW7ErijFFwjyZoHl6gpZM0/VqV2UJSZhxEgY0Q/1rFuOxXI1xXJ1ZTVTi40u6wRXzXAjeuiK/ecIQdbMMlNafZYk8Ck+Gj31xIw6QDBWOEeymmJTeIiAdvkP4pncKMlaiqgWoT/YjfoRU0kKIciaORarSXJmHtOxkCQJr+whoodp8MQvW1jPlReYKE5jyDpDob4rmrNajsVIYYKVWpq4HmUw1PuR6ndpXZO1FMO5MXRZoz/YfV0DYVvYjBemWKwsE9D8rAv1o8uam+bYsUnWUqxUM5Ts0io5IdBlnbAWotFTT0D1XXNszpg5lqsr5K0CNdvEwUHCJqD6afI2E9XrLiM2rlRO3iowW14gZ7pjskcxqDdi1HsSHypNqBCCsl1hobJM2sxQs2sIXNVVSA3Q4EkQXFUgXdg3Y4VJlior1y0fXCJkc3jdZeNWzTGZKy+wXE2tEe9RPUKTpwGf6iVTy3E2P05YC9If7L7mGCmEoOq4JtEXjs1exbM6NtdftT+FEBSsIguVJbJmnpKdQ5FUAmqYqB4hYcTWcqBf+j1LlLCdCorsQZUuvuaOsLBFFVXyXjHrgmXa2PaHNFm8wVAUGVX75BcVbh8VUSQDWboZ834THw3lqsnBs9O8dGiYYqXG4zvXsWuoA/81VAtCCPaemKAtEaGrMXrV4z4q/vsvDxDwGXzl7i3XP3gVxUqN/acm2dHfRl3gn5e8L1Vr/McfvMZT92xlQ+flGzAfFkII5lN5LNumNR5Blj+9C9AbBSEEuVKVuZUsfS0JVEVmJpnhr57bz58+fgdticvXP3MrOf7TT9/i333xHuojNz4lcLZY4f97di93bexmW08LXkNDUxXKVZNvv/wuTdEQ92/pw6OrGJrqzjuKFRbTeXqb4xepPW543aoV3l2YIVOt0BmKsCHWgCrLn7rQDkc4q0aYRTRJxa/6XA+rK881PtSN/qklJ27iJm7iJm7idx+2qJGvTVKxV5BR8WvN+NSmj5T+TwiH2eLrCCFoCdyL/Gs6/l+zbAS2UyFXG6fm5JAlnaDWhle9cea7H6leQiCwkZCv22cCgeWUydXGMZ08imQQ0NrwqokbXCeHifxzeJQYTb47rlkvIRymC68wW3yNsNHPQPjrKPIHhFyuNsl04WX6I19Dk6+/cyaEjQDkD0FwFsxp8uY0EqDLYUJ6F6r8yZk2flQIITie+iuafXcT9276TVfnJn6LYdk2P337BKl8mW8+uB1DUymUq8yn8tiOQ6pQIhHy090Yw7QdTk0t8j/feJ/1HY0MtCboaozSFA1RNS0mFlJkCmWiIR+dDVE0RSZXqpLMuZswi+k8TdEQHfV1OEIwtZRmMVNAVWQ66uuIh/38jxffRZYktvY2YzuCzoY64iGXyJ1byTG1nEFXZbobY0QCXlL5Eu+NzPDzd07y4LZ+mqIhBtvqCXqvrJh1HMFytsB0MoNpOTRFg7QlIti2w7mlDLIMyWwJv0entzmGoankSlUmF1OUKjXCAS89Te77AKWqyX/8watr5IRl24zOrdAUDRH2e7Bth7H5FeJhP3UBL3OpHNPLGSQkmmJBWmJhFFnm1NQiK7kiHfV1tMbDa6qUVL7E5GKKimkRC/roboxdVVUhhGAh7V63fKlKtlShPVFHcyxEzbKZWEiRzpeIBLx0N0bRNRXTsplcTJHMFdEUha7GGNGgl3NLaQCS2SKKItPbHCfgMQDBbDLLdDKLV1fpaY4T9BospvOUqib5cpVy1aQlHqI5FkaWJFZyRSYX09Qsm1jIR1djFE1RmFpKM7WUIRb209scQ1OUNXLi0VvXoSoyibCfzobo2qJ/LpXjL555i397ATlhWjbnltIks0VCfg/djVEM7crG3OfvgZlkltmVLD5Do6cpRsBrsJQpcHR8jh/uPcY9G7sZaE0w2FaPaTscm5jn2bdPMNCaYGtPCwOtCSIBLxMLKWaTWRIRPz1NH5AT5+u0nC2iKTKdjVHiIT/VmsX4wgrZYoV42E9HfR2qIpMpVsgUytiOw1KmQHPMfU4uz7jlqqw1WWGhmKdsWfREbjxJ+FEhhGCiOMNLC3vJWUVkJHoC7TzQcPuax9gl+FDkxO90WMdvEkIIaqaNpiq/tYzoJ9WG84TY9XbwTMuhZlqoiozH+Gi7Refj+izLQVMV9NVdLtsRVGsmEhKGoaLIMo4jMC0bXfvk3OR/XViOtSZX/6jQZR31E3TIv4lPP9ydV5vahzFHvAYMWf/IKpGrYaG0n7niHvxqC7aoEnEG8ar1SHyUHQmJsN63+t+N3dFwhMlU4UXS1VN4lXpsUcHx7vjNkxPYzJf2EzXWXZdkcJwa5/LPk62N4lXi2KJKg3fnDScnQCJqrF9d6F973JEkmbbAg8iSQrJy9LKxzqPU0ejbhfIhsg4IBMnKMRTJQ9RzfWPEmcLrJCvvE/NsomjOETb66Ao+gSrfOEPlG4WancUW1d90NW7itx5u9qfzfwAzySz/79Ovs7GriaDPYHx+ha/dt43uxhhLmQJLmQL1kSIhn4eGSBBrVQp/4MwUibCf+VSOO9d3cc+mHsbmV/jrn+/ntiHXb6pcM2lLRBidS/JPbx6hLRGhZttIEsRCPmzH4f3xOSzHJlOsIAF/8sgucqUq33vtEGG/l6ppsf/UJF+/bxtV02IhlWM5W2QxXUCRZXqaLjfPPg9HOJyZWeLM9BIIeOFgln/14A5Cfg//+Wf7aKgLUh/xMzq/wv1benlwaz/zqRz7Tk5gaCojs0k+t2s9t6/ruOIcyhHw0qFhuhtjPLZziOVckW+//C5/+MB2JOA7L79HfSSAQJAuRGiqC6HIkCtWePn9s7QlIvzhA9sxZJlStcbTe45SsywCXgOvrtKeqLsGOQH7T01ycHiagVZ3DFdkmYa6AO+cOcfe4xM01AWYW8lx21AHD27r59TUIj/ee4zOxihV08Kja9QFvPx47zFS+RI9TXFmkhl6muN88c6NTC9n+ac9R4iH/BQrVQ6cmeKpe7fy7vA0Lx4aZl17PablkC2W+dYjuwj5PPzgzSM4QuA3dPxenbZEBE1RKFVNDo/NMrOS5f/5yv1oPrddi+k875w5R8CjM72c4ct3b2Fzd/NV2iw4PDbLi+8N0xwLsZjJs7mrmc9uH0S9ShroMzNL/GTfceJhP4VylUjAy1fv3kKparKUKVCumiznikQyXnqb41RNi6VMgWKlRipfZjGTp6uxDnBVOwdHplnJlfj3v38vAa+BZTu8dWKcN4+O0ZqIuGsWXSPs87Dn+DiHx2aJhXzMp3Lcs6mHO9d3MTyzxLdfOsjOwfa1tVZ7oo5LbzFVllFX5zKWEJiOfWnzfqOwhM1byffoC3ayMdyP6VjsWT7IwdRx7m+47SOXe5OcuARCCErlGlMLacpVE59Hp6M5ivfXXBwXSjV++tpRPnvnEPXRj29mJ4RgZjHDQjK39l53a5xo+Oqy54+LfLHKs68f49G71hOL3LhYr4WVPJGg95p96jiCE6Nz/PzNEzTXh/nXT17dKVkIQTZfZnoxgxCC9sY6wkEvkiSRzpX4yStHyOTLbB5o5e7tvaiKzNtHxtl3eJxEXYDH7lpPUyLMSrbIC3tP8rVHtqN+SuL/jmVP84OpZzGdj+ZAD/Bk66PcHt/xiTnk38SnHwLBgZVD/Hjm+Y9chiqpPNXxBbbVbbiBNYNk+Rhxz1baA5/FwXJTp6IihE3JWqRkLaLKHgJaB6rspWQuILCp2VkcLAJqC4bipmLN1kao2hkCWttF56jYaYrmNAKBX23Bq8ZXwxCmUSUvZWsZB5Og1oGhXDm0znaqpCunaA7cQ71nOw7maj0FeXMSjxJDV0LU7DwVe5mg1kHBnEWSZCp2ChmVoN6JJnspmvMIHKq2u1sV1DrQlSAguW0255AkjaDWjq6EEMIhb55Dk4OULDc1aEjvBiBdPc1k7meY/hx+rZWw3o2uXDncxhIl0tXTtAc+S9yzGQcTGXW1/ClkSaFiraDKXoJaJ4qs4wiHkjVH2Uqiyj6CWrurbBBQc7IUzGkcUcNQ6ghobUiopKunMZ0CxgX1cIRFyZqnbCWRJIWA2oxHjV/z3iia8xTNGXTlUr+OMnlzCsspoMo+AloHimSQq41xLv88HjWG6eTxa80EtKtnlJEkhTpjPf3hb5CsHGYi/zNa/fejSAYVe5mCOYsi6QS0djQl4GZgsZYpmnMIHLxqHJ/ajCwp1OwseXMaIWz8WhMeNQFCULGTFK0FhLDwqY34VNenomwvAlCzc5hOkYDWildNXHTfA/i1ZrxKPSCo2imSlSPIaPjUdtIVCBsebMehZJnEvb4PZRpXtSyS5RIN/gDqdY43bZvpXBZbCNpDYQz14mnjXD5HslRCUxR666KXSY4dIVguFVkuFWkNhggbHiqWhVf7ZMJTKpbFmZVlJCCoG3SEI9ftE8txSJVLhA3PZe37qMhWKziOoM7764cdOEKwWCywVCwSNgzaw5FP3FvBEYJHbx2iqzHKt196l9NTS2zoaOSBrb3sOznBPZt62N7XiiRBvlzltcOj9DRH6WuOU6zUeP3IKPds+sA37YGtfTRFXQ8BRZYoVmtUTIuh9no6GuqIB/2rHlvQUV/HN+67hflUnr/5xdtkChX2n5okFvLx9ftuIVeq8De/eJuR2SQ7+tu4b3MvxybmeWznEA11wWvObBRZZrC1nqDXQ6VmMr6QYnwhxZaeZhwhuGN9J7sG23nh4BlOTy3x4NZ+mmMh7ljXRdV0F69nZpbYNdR+xdh/XVXYNdjBq4dHuHdzD2PzSXyGTnMsRLlmkS9X2TnYTl9LnHjIv7bTvnOwnYV0nqXsB8bbtu2QKZZpT0TYOdhOPORfM2G8FryGxuO71hHyuSHqVdPi1cMjtMUjDLQmqFk2rx0Z5YGtfRTKNUzbYWNnI22JCLGgD0kCSYLOhihP3beVkdkk33vtEPdt7mXPsTHa6yN8+a7NLGUK/MWz+5hazgCCoFfnK3dvwbQd/svzv2JuJYfP0MkUy/Q2x9nR30Y85MOzqjoZaE1QMy2+/+bhi/tQU3lgax+DbfU8vecob58+d1VyAuDl988SDfrWCJk3jo5x3+Ze1CuEajtCsOfYGD1NUb5wx0bmU3n+8mf7mEvl6GuO4/e4hM2DW/sYam9AAsLAQ7f0M7GQ4rahDu5Y37l2j63vaKBSM3n2VyfXzpEtVnjt8AifuWWAXYPtCFxSIV+u8vrRUYba6+lujJItVnjj6Bh3ru9a++6D2/ppiASQ4DJi4rcBAkHBLLK5aZCE4So6egPtTBRnPla5N8mJS1AzbX7x1kmm5lMEVyVaX/zMVjy6iu0IbNtBlqW1AcZajXV1HIGiyCjy+RSYMNjVsOZALIRreHY+NlZVFCTJZT4dx0GslqGqq6aIl9yltuPwwt6TjM+s0NvuPpCRoI9w0AvCQVFkhHCPU2QZ2/mgXqoirykfrtQG2xFIq+cA0FQFcb4N3Q14DM2tv+O2AQGSDI4DmvpBPziOQJElFEXGEQJx/njc2FxZkqjWLH7yyhEe2DVAV4srV5OkD74vSxKqKqMoMtuG2iiWahw5c/WbXAhBJl/m28++Q61mIcsSfq/BH37uVjyGxvDkEul8ma89up26oA9VkSmUqxw4NsmdW7vZMtCCz2vgOA6qIrOuuxHpApWI4wgs20YI1toGYFkOjri4by3bQZIkbNtZO/bjEkcyEqqkIqSPrpz45zbVvIlPJyRJRv0YYQ6KrNxwM0OAgNbMcvkQYb2HsN6HLOlIEmSrE4zlfowmB7GcAgGtna7QE0wXXmKlepyQ1kXNySNLCuvqvoWhRCiac5wrPE/Ms5G+8FeRcImBs5l/xBZVdyGOQ3/k63iUOOPZn2CLKh4ligAUv35VckKWNDxqgsXSO/jUBoJaB9LqT+jZzPdpCzxEg28Hudo4E/ln2Rr/d4xkv4/llPFpTRTNWRLebXQEHmUy/xy52gQhvZuStYBfa6U//BRVO81w5rsosgdH1NDkIH3hp9BkH6fT/wOvmkCRPMiSiqHUoUoestURitYsOXMcS5TxqY1XJSdkycCjxFgs/wqvGl8jExxhcjL1t+hKGF0Okzcn6Qw+RpNvN5nqGSbyz6IrddTsLHXGEB2BhzGdAsOZ72I5ZXQljE9twKvWo0oqRWuGidxztAbupSv4e4CEI2rMF/dRdTKYTh4ZjaG6P14lZa6MmpNhvrSfojXHLYn/G0OJ4AiLueIelsuH8KgxhHDoCn0er1pPwZyiYE5hiSKa5FslFq5OTrgQ2KJCyVpAkwPIkk7ZWuRs9vsokoEtqmhygL7wVwEYznwPWdKQkPFrzXQEHsF0yozmfoRp55ElFUtU6A9/DY8aZ7n8PtnaGAKbqp1hffRP8CpxZgqvkakOE9BaETgIbDxKjFT1NKPZp/EoUWRJJ+7ZgtdXj+kUmS2+TkBrp2jN4FU2cXi2lzvauijWTM6mkjzWN4gmxNrkGNyFN6uvpdXXC8UCL42P8JV1mwgZH8jhhRCuUbMARZKQJYnpfJbnRs4wFE/QFAhyoXi+bJo8d/YMCb+fgKbTGYkgOxK2EMiSm6K6bJk8PzqMR1GJGB4CusGrE2M81NOHIklrOhkJN75XAuzVecP5Ntirc6TzdbLOv5alyzxQkqUi3z12mHs6ukn4fLQEQ+58BDfDjiK59XMuOIfp2CTLJbyqhq4oa+VLq587QmALsfZarPbjhZ87l/R7rlrFEYKIx7P2ffd8EiBhOw4Owv2Nly+eKywWC/zk9EkaA0FaQyHaQmFM5wNfFVWW19pwYZtUWcZyHGRJWuuz89fhenORhrogsZAPQ1PxewwqNdNVV6wmE5ckLprrzK5kCXh1TMvBo2usDD2KAAAgAElEQVRs7/+AEK6PBIgFfWuhEADr2xvIbOtj38kJ3jg6yuduW8/69kZkWaa9vg6fR8fv0ZAliZrl7lx3NETw6ppLNHk95EqV1bmp24fS6v1wLWRLFX609xiSBIlwgHLNpGa65sthv4emaBCPrhHyeaiZNo4jePnQWcbmV+ioj1Cs1Kia104ZPNRezxtHRzkyPsfh0Vk2dzcT9HoI+eDJOzey7+QE+09NcteGbnZv6LrqDn/Aa/Cl3Zt489gY33vtEENt9fzeHRsv6scroTUeJuTzrB1XrVnMJrMYmoojBIosc+uAe3229jaTLVV4/YhryP/k7k30NsdRZJlEOIBX14gGfdirWTWWc0W29ba4CougD6+uki9XEUBrPELQa1CuWRiqgmnbhHwGX9q9mT3Hxvjeq4dY39nA53etRz/fhis0Peg1qAt48eoaibCf45PzV22rwFX6OI7g1NQSALcOtq/NzS+FZdms5EoMtNXjWW2brioUyrW1+xvp8nvJVRat3vfXuceqpkWlZtEcC10UXmJaNnMrWeoCXio1Vw0z0JpYG/Ma64JEA97rXt+1OnH9uvxzw03OEOKt5YNsiQxRc0yOZYdZ/zF9zm6SE5egWrMYm07y8O51DHU1UDNt/F6dctXkhb0nmZhN4ffo3Lezn3DAw/dfeI+Q38NKpkhnc4zH79lAzbL50cuHGZ9O0t50LwGfQc202Xd4jMOnZxACbt/Sxa7NnQxPLLL3/XGCPoOZpQwP37mO9T1NV2TQNE1h9y09PHS7K1dVZIkjZ2Y5PjrHkw9s4fT4IqfG5rl/1wA/eukw4aCXpVSenrY4j+xej+M4/HLfKc7NpQn4DB68bYC2xjp+8dYJhIDFlRyKLPOVh2/BXG3DzGKGrpYYhqaw59AoZ8YXKVVNWhvCLCTzfOkzWwF4Ye9JsoUK9dEAD9+5jvGZJO+ddHcqi6Uat25oZ9fmLn762lH2Hx5nbjlLOOB1SQRd5fm9p5hbyqDrKp+9Y4iBzobLO+AqGJlaZiVT5N989S58Xp3/+sP9HB2eo1Cu8PqBsyyu5PnOzw7w0O1DJOoC/PT1oxw+M8tKtsTEzApf/uw2FlN5/umXh7Bshy2DrSiyy2K/fWScgyenMC2bwa4GHr5zHZOzKV555wzliklHc5SHbh/Cdhz+5wuH6Giq48zEIhv7mrl/18BVf4Q+LAZDffyfA9/i43jDBNXAJ7KovInfHkhIbKvbQF+g6/oHX6OMS9Np3gi0Bh5EkjRGsz9EUwJ0Bh8nog8wU3wDSZKp995C0ZpjuvAKTf67ADCUCIORb1K2lzmR+msqdgpDidDsv4uSvYizKn8XQpCunMJ0CgzV/RGKZHAm/R0WSwfoCD4C4BIAka8hoVzTp0CRDLpCTzBTeJkz6e/gVRvoCn6OgNZ+zfYF9S76wl8mVT3FeO4ZmnxuG3xqIwORb5A3pziZ+i+U/Usslt9BVyIMhL9OzclyMvVfydZGiHk2AQKf2khn8HFAWl0gK3QEH2e58j6dwc8R1Dq4VhiFKnnpCT3JdPFlTqe/jV9rpjP4OF7FHW9jns20+u9jrriH+dI+Gn23M118BVUOUO/ZRq42wVzxTZp9u1kqv4fp5NkQ/d/RZB8CB0Vyd+5a/Q+QrY1f1n8Nvl3UnBxla4npwktU7OVrkhN1xhACGM78w9p7QthU7CSaEqTZfzceJYGhRJBQaPbfS7JylIgxSEfg4Wv2hVuWxULpbTLVYZAk1tf9CbocZKzwMqZToDFwB1U7xXjuJzT778GjRKnaKZp8u6kzhjCUOmRJJ1U9RaZ6hrbAQyiSh3P5n7NceZ+OwCPEPJvxa83YTpXR3A/J1ybxel3FiCJ76A49iSr7kSQZW1SZLb5O1FhHZ+hxJJS18CRJkol7NtMZfJyl8nuMZF6jbLUynk5Ttkxqts1EJs27c9PUbIedza00BYO8Mj5Ktlphe1MLraEwPxs+jYOgYl2+4EpVyvxy9Cxly6I1GGJHcwuvjo8xmkrRFa7DuEQVcX6i3OgP0BeNoUgSL4+PMp3L4tM07u/q4XRymQOzM2xrbEKSJA7OzfDM8CnSlTJbGpqYzmUpWxZhw6Bo1hiIJXh3boZ8tcr9XT3IksSeqUm8qsqGRD31/gCvjI9Ss23WJeq5raXtMmVE0DDoi0YJ6h5m8jl+fvYMAV3Ho2o8ObiOZ4ZPUTJN5gt5/tdbbmUsneKdmWm+vG4jluPw9KnjqLJMzXH40tB6Ti0vMZpeASQe6e3nXDbDyeUlTNvm8f5BRlIrTGUzOEJwX2c3uqLyy9Gz9EVjNAeCvHlugtMry8hI7Ghupd7v55XxUTLVCgmfn6+u34TnAsXGWDpF3Ofj9tY2SqZJqlLm2eHTBHSdsOHh9tY2XhwbIVer0eD3s72phV/NTPHFoQ08d/Y0/dE4+6bPoSsKiizzewPr1kiotY0mx7loXnE+U9ilkCQJWZbIl6tUTQtFllEVmfZEhM3dzdyxrhPbcS5J1Sxdtg1s2Q7beltZ39HIy4eG2XNsnJ6mmLvguiRsWJFlWmIhppez5EoVssUKuVKFeMjdYVZkCUc4FMs1qgELTbl66HE6X+b01BJ/9sQdxIJ+3h+d/YAQu8JGoOU4HDw7vZadYSFT4OLpl7jMJc/v0dnc08zeExOs5Ip87rb1yLJEuWbS2xyjuzHGeyPTvHr4LJu6GomtZp0QiIvKtmyHWNDHk3duZGY5y/deO8T2/jZ6m6+tMDuvQFnrP0Wivb6ODR2N3LOpZ3VTUbibZ47g9qEOtnQ38+zbJ9h/cpLO+jpM22FqOU2+VGU+lUNTFfyGTlNdkHOLafLlKovpPBXTIhr0sZwpuJuxl3S7aTvUh/18afcmJhZTPL3nKNv72j4wUxVc1n+ZYpmFdJ5YyM9MMntxVo5Luvu80qarIcpndwzgNk1cNfRFVRQa6oJMLqTI91dZSOcwbecGGKl+UCuPruI1dCYXUrTEwgghkGUJXVVoS0TY1tvCrYPt7sbwBdfqShvR57FSLhExPGtj20q5RNTjRZY+XZ5IiqRwX/1tvLb4Nj+dfWU122AfW+vWfaxyb5ITl8DQVbpaY7y47xTlSo0tg63IssQ7xybJ5Mv8yRdv5/CZGX76+jGeuHcjp0bn+V++cDt97XH+5p/2smWwhaHuRr704Fb+8w/2YFo2Qgim5lO8eXCUb35+J4os8d2fv0tnS5RCucaJ0Tn+9Ct38ehd69F19aqDrGna7Dk4ysxCBkmSeOK+TQz1NPLOsUmee/M4MwtpHt69HkNXGZla5isPb+OhOwb5ux+/zUBnPXPLWYrlGn/ypdt598QUz7x6lD/+4u3MLWdBwFcf2Y4iS4T8BrIs8/uf2cpfP70Xy3YZ+MVknmjEj5IvU6lYNMVDnBidY345R2tDhC8+2MVPXjnM20cm8BoaI+eW+LOv30OpXOPHrxxh+/oOPn/vJsamk3z14e30dbgKkGrN4u7tvUSCXl751Rn2vDdKf0f9h1YdTM+naW+soyEWQpYlmhvCTC2keOqR7YQDXo6cmeEPPrcTv9dVsXzri3dgWQ4P73aJIICOpihffWQ7f//sO2tjzsxihtcOnOXJB7fQ2RylZtqYps3LvzrDtqFW+jvq+bufvE1TPMRAVwPDE4tsGWzhW1+6AwQ3xMXXoxhXdLi/iZv4dSBJEl7Fi/dTkpb0QhhKhO7QE7T47+Vc/ueMZp9mS/zfUjSnMJ0Ci+V3AYh7NqNKXkAioHagKQEsUV4NrTi/0Lp0zHCo2CsYSh2GHEaSVHxqAxU7iVhN4+uGWlw/bE2SJHxqPX3hr1Gxk4xkf8B47hk2xf6Pi45zd8HdQUSWNHxqA6rsw6vU44gajjCRkPGuvu9RYoCE6ZQoWQsEtU5U2YckyWhKiKrtSmhlSVv77NJ6uS2/viGmJEn4tEb6w9+gbC8zkvk+E7mfsa7uWyiSZ7WuXvxaC7PFN13JZm0KWdJYxL0OMc8mV11gL+FVGzCUy028roS8Oc1Y7sfosqvqsJwyjrj2jqTbroshyzqtgc8wVXiR0ezT+NRmekJfxKNGQazuqCJ9KENVCYUG706a/HdyNvN9ZEkHJIrWLGVrkaXy+TZvRpeDeJQ4XaEnmCu+xWL5HZp8d9Lsv5uqnaZkzrNSOYYsafi1VvxqC1U7zVjuR0jI6EoYyyliiw98XwJaG7oSWsvAUXPy1OwM9d7tqNIH2V2EECiSl6DWgSr70OUwjrCoWCYjqRWqtkVA13l3bpqFQoGgbnB8aYGo10vU66Ng1ji2tEjFsmgKBNna1MxPz5y8rD9GUivoisrnB4Z4+uRxNloN7G7vxK/pPNTTd1nIhq4oPDGwjgOz0xxfWmRXaxsz+RxfXr+RVyfGmMik2dXSxkhqhScH1xP3+Wj0B9hzbpJvbNzCUrHIyeQSs7kcQUMn4vEiS5Dw+VkqFhlPp2gNhVEliScH1+FRNV4aG2EktUJnOMLhhTm2NDQR0C+Wc2fKFU4sL9EaDBMyDFRZ5qvrN/EPxw+TrpRZLBboCEfQZIWEz4+uKJxJJjEdG03IFMwaf7xlO88On2JkZYU3zo3THoowk8tyYmmRd+dmiK/WcTS1Qr5aJe7z8dme/jXCZiAWp2RaCCBTqbCpvpGIx8NwMokmu+do8AfoDEcuIiYAaraNX9OZzGZ4fXKc3xtYR8k0ebxvgMZAkKOL81iOwzc3beUfjx9hMpMmXSkjhCBVLlOyTCqWxR9s2sIPTh5jNp8jZCTIl6u88O5p3jg2RqVm4jN0Pnebu4i48BF2/5dWnzeJDZ2N/HI17OH+Lb30tcR55NZBnn/3DEfGZlEVmZ0D7dy1sfuqz9rJc4u8eWwMcDNe7N7Qja4qcMn61uU1JO7Z3MN3Xz3EXz63D8cRdDfF6GuJI0muOrYtEeHvXzlIf0uCR3YMEg9feQwP+Qwao0F+9NYxgj7DTTe9qiI6/7fWWsklRvpbE7x0aJjDY3MsZwt0r3paHBye5p3hKc7OLvPjfccYnUvy0C0DeA2NDR2N/PydU7TFw7TFXfXd/EqOn/3qJDXLpmpaDLU34PfoLKbzvHJ4hANnpihVayAED20fJOjV+cn+E6zkigghaIqGSFylXWv9dYX3PJrKozsG+dk7pzhxbsFVTvS3cd+WXg6PzbLvxASyLFOsVHl4++Ca6mBqKcPfPv82y9kit6/rJBr08sC2fv7x9UP8xU/3Ytk2t/S20haPMDy9fElF3EV3plDmmf3HXbNHIWiJh4mFfORLVV49MsLh0VlG55J855X32L2+i0TEVWu8dXycV94foVw1+eaD26lZNntPjPPe2RnG5lf47qvvsbW3hfs29/LYziF++NZRxuZXUBSJLd3NPLC1D/kKWSxkWeLBbX384M3D/MVP92LaNjsH2tdCji69/y7v3w8+zRYrvHr4LO+PznJ21m3D3Ru7WdfRwGM7h/j5gVMcPDuN19C5a2MXW7pbeHjHIC8dOsvBs9NoquKGiazrvPrFW8U/DR9jQ7wBr+r+NuybPcfXhzZT77vxG0QfBRcSm42eOF/r+Bw1x1VbabJ6RaLz18FNcuIS6JrC43dv4MToHIdOTvPWoTG+/tgORs4tc+TMDIvJPFXTwmtoVGsWzfURetvi1EeDhAJecoUr51tfSOaJhn20NkTQNYVwwMvUXBpFkWhtiNDdGvtA9nQVKIpMZ0uUbUNtSBL4vTpeQ+P+XQP8x//2Ip+9Y4j+znpyhQqxiJ/u1jjNiTBNiRAzixlGp5YZnlxibilLtWa5io6ahXBg80Az0bDvmpIhXVOIBL34PNoae14q1zg2PIumqRw+PUO2UCbg82BoCoNdDTTHw648ENdIJui7fKGdK1bYf3icZKbA7GKWaPjXYwZtx1kNoVjtp1V2+ONiZjFDvC5AT1t8LTwnmSlwdHiG+WSWN94dIZUrkS+5u7RBv8GWgRb8V3GNvombuInLUbHTKJKOIumE9B7S1dMI4eBflbv3hb+ChIIjzNVwBekaCgdx0X8SMh41zkrl+Op5DErWAhFj4IMd6Q9pnCmETdXJokoeNNlPSO9mpXIMAEXSqdormE6JgjmN5bhu9bYwKZozmE6RkjWPvJoKUuBQtGYxnQJlaxkQaLIfn9pEwZzBdArUnCymncOrxFbrKLnxdJfgfP1Np4AtasgoSFfpH0e4Xh2q7EGXAwT1TrLVEQAsUXbragyRN6fQlTASEgGtDUOJ0hX6PBISDjbaKtmyWHuHqp1Clf0IrNV0nx+c+8JROF09hRAW3aEvULGXSVUvXxxfsd8vLUgIVMlDV/DzVO0UZzL/QLJyhNbAfW5vSCqmU8R2qkiScu2MLZKELOlE9H4iRj/ThZcZiHwDv9qMI0z6w19HllQcUUNXwjjUCOt9hDT32k8XXyFqrMdQwvi1NrqCn8enNmKLGqrsJVebIFsdYXP8/0KXg6xUjl7x2p2HLKnoSoRcbZKYsRFJUhEIt1/dPeOLjg8bHna391KsmZxeWcKn6tiOoLsuSlsoxNnUCnP5HB5FxbRtvJpGKp1iLp9bC2u4EEHdVS+cy2YQgFfTyNeubqJbtW3KlslQPMHMapmSBOeyGfK1Gn365THgkiThIJjIpIl4vBRNk4jXQ75aI+FTOLa0iGnbGIqyetkFYcOzFi5R5/GS8PnpicZoDAQuW9gDxHxetjY04dU0MpUKIcNwJ82SG4Khywo+VaM/GsdyHJaLRdKVMkvFIs3BECHdQJUlNFlGlWUSvgAxn4+euii90RgTmTQxn4++aJSheIIDszNEDI8bmiIERbPGUqlIxbLIV6sYqns+N7zig/CSjnCEnrroWnjGebSFwrw4NkLC7yfq9SJLEl5Vxbfq0xHQDSqrShlLOES9PoqmyUQmzWKxAAKKZo3JbIaKZeFb7SOPprJrqGMtnt/QVHyGTmdDHf/m83cSCbhGsI/eerGZ7KO3DrG9rw1HCOojARRZZntfG531UXLlCqosr5EDg20J/vTxO/Bd4im2vqOB+kjAvQ91jfpIAFVReOL2DWteDrGQnz9/YjfxsB9DU/mjh24lmSuiyDL1kcBaylO/R+dfPbiDZK6Irip4dNe40rQvNwtsjYf53x67jf+/vXuLjeO+7jj+ndsO98bd5S65yzspkaIoUZJ1sS1ZdmzHjh0nviRoGyToBYgfXLhoX/ra96IvfQnQImkQFEVQJ0WQImgemiIX14kdO5Ety7IkS6ZkyZJIiaJ4597I3Zk+zHJJitTFSdyVk9/nidhZcmdmZ5f//5nzP2d6oUg4ZOPWWkJG3BAvPv0ALfFgvHnfUDcjfTks0+BLn9rDxMwClmkSD7uYZpDy359roTnaxGf2BkWXI7W2kyv71BxxeXBkS/0GY2cmwR89uIvSUoWQY9GWiNEUcvCBB4Z7OTAYLDmzTCOozRByeOb+YRaLZQzDIN0cJdbkcu7K1KZLSzrTzXz6nsFgWfKazAHTNLlnayfdrUnmCyVM06wHOfZu6aAznaDqeUTcENna+xmyLQ4O97B/ILghm03FcWybznQzLzx1kKn5Ao5tkk3GCbsOn9rVz1LFw7YsYmGTrz5xL/Gwi+tYPHtwJ4ulMpZpkm6O0BxpYrlSZf9AJ8PdQQFps3Z88YjL333l8aAGVDGYI7QmohjAjp4snekEzx3aiWFQr6mxoyfL3zz7IHP5EqYBLc1RZhaLTM7lN5yjqBsU5HzhqYNMLxQJ2RZtqVi9lkcy2sRfPf0Aqfj6GzcR1+EvHtu/rs1u2HU4MNjNzt5c/Rhak1Es0+Tebd30ZVMsFMvYlklbIoZtmRzc3sPW9jQLxTKOZdU/J7v62ultS920psji8hJji/P177epUmHT7+xGKXllfjj+Ms90PErIcHht6ijb41toa7p5cdqPQsGJGxiGQSzicnB3P/uGu/n6917lxNlxHNvkM4eGePbRXcHzMBifnMOxg0n6yvqkm106IceiUqnWL67lShXbNoN0pFrq3e1YpsmWrgz37epd9/jYtVmSsTDXZ/KUykHhxGrVq9VKCLpeOLaFG7J58vAwn3toR/0YVr7MXce5bZzLMAyM2pe0YayGG1OJCF/49G52bF39wP7s16O4IXs1Gr9SYIOVSGRt2OH7/PSNMywUyjz/xUP88u0POP7++G3PxVqZVIyzFycplZdpch2m5wps6b51GtxNrXkDLdOkUvHWPWYaBu2tCZ7/wkG6csnaYyZTc/laGpc+UiIfxfn5H1CsTGAaDkvVeXKRw9hmmO7YZxid+y4np7+OWStKuLIUYzOFylXG869wtfBa0E7S9+mOPU6LO8JU6TjvzX4LAxPbCJONHOQOO1rVVfwSo7MvUfEKGIbJUnWe7viTAKTDe7i0+D9Ml0/Wtq98D/jMLo1ycvobFCsTtEcOBwUu8ckvX+bU9DcpVidpbdpL2G6jI/oIZ2b/jRPT/4TnV4iFeki4g7fcL9NwSIQGGJ17iURoG92xJ4g67Zsfg5fn/blv1ybuJsveIj2xp2pbPa4V32J26SyF5TG2Jv4YA4ue+FOcnfsPTk5/A9OwSYQG6Y49QVvkPmbK73F86muErGYiTjt9sWdY8uYZz7/C9eJRbDNK1SvSHXuSmNPDeP4XjM79O56/XMuCCYJTY4s/Y7J4hHzlKqNz36E98hBRpyP4O6VjzC+dY3TuO2TD95Nyh7mc/ylzS2eDbBHMel0JwzBocUe4uPgjipWr5CIP0hree9v31jJdOqOPcHzqa8wtnaUz+ghnZr/NyZmvYxluLWPiOZa8BS7M/xdVv4znl4k7vThWnKS1naQ7xOjcS9hmFNuM0Bv7HK6VImQlODf/PWyjiZWsjpvuh+HSFX2c0bmXWFy+gGWGyTTdQ0fkEW4cXYQsi93ZLC1NEWKhKrZp0h6P8+aVMaYKBbqbmxlKZ5gtFXFtm/5Eit5kMihOmc9zuLt3wzKNwZYWZkpFTl+f5IGuHtLhCJ7nM9KWrdVKuPF68jgxOcF8ucyebI5drcGdvpOT19iSTDHUksE0DPblOgjXbr4YwMM9/bx1dZxP921hT1uWZtdltlQKXs/3OTE5QV8yxc7WVsK2g21aWEZQt2p3Nkuxssz1QoFMZOMNlXjIpT/Zwhtjl2iPxdmeaWV3Ww7HNNmb62C2VMKxLBaXlvjRufdJuC5XFhdIh8NcLxboam5mX64Dx7IYacuSi8Vpi0U5dvUKM6UiUcfh6cGh4DwXi5iGyWA6TcRenYxPFYtBTSrTZLpUZCCVptl1cSyLqpfheiGob3FuZpqz01N8ZeduomsCOX2JJAc7uzg9dZ3BVJpsNMq+XAeuFZzD3kSSXa1tvDNxlfs6utieznAtv8jbE1e4t6OLRFOQDv7utQn2ZNvpiAd3iR3borcttdmVR2d6tU7NyoR9RcQNrabl19iWSa4lTo74hudG3I1BqVjYJbbJjZu1KfyObdGZWd2PZCxMcpP0e9Mw1m2by5f45akLzBc23hx85uBOetuS9aUUa3Wkm+s/xyNNxCNBcCYedjdtTZpJRDdkaHi+z2KxzNvnxgjZNjt6Vrs3uY5NzybnOxxy6tkYN6rf0a8pLVV4470PmV4obHjuk/uH6tkkN7Itk2wqTja1/v1Ze5x3tl8GLfHIhmsiEV3zvhgGuTWvs/a8rnBsa9NzAaz73bXaW5o3nA+gHqxaaS1a9TzePjvG6+99uOG5Xa0JOtLNpJujm14DtmVtur9B15P1+xWyLXqzmx+DbZnB/m7y9zd7PNoUWhf4uNHn+4fYlkoTqn3mt6daaQ7dPV2kPN/jamkSz/eoGh5nFj6gI5ylDQUnPhaF0hKvHfugXhxnbqFEeyZBdzaozfDWyUtYlknYdYhFN79DPrdY5NLEDIv5MpcnZgm7Dt25FL4Prx49h+8Hc/VtfW2cOT9xx/tW9TwujE3x1qlLAPR1tDC/WOTIiYu8+OWHOHLiQ376q/c5tLuP67OLvP7Oec5fnmJ6Ns9gbxuZVIwfv36abDqOWQvC9HVufiHN1rpfLObLXLoyg2mwadTOMAz27ejmf4+cpVLxKJaX2dJ188CAG7JpbYnx9ukxKlWPvs40rmszPVfg/QvXOHLyIrZlUq16TM7muTo1z+xikQ/Hp2ltidUzGNba1tvGj18/zQ9fOUnIsZhZKHLPUOcdn1ff95meK3D56iyLhTLnx6fIpuMM9LTy87fO8pNfnaEnl8KyTLZ0pRnqy/LykVH2bu9isVBm58DmEwERub2e2GdrXSt8HDNGxGnHMGziTh87Uy9QrE7i+z5NdhrbaKI3/lT9d10ryUjLi4TtNnw80k33kHKDu34GNiEzgWPF2Jb4UwqVK/j4hO22oACm7zOQ+PK6tpG+XyVfGafibRzkNlnpYIJanQcMXCtB2A5qNXREHiYR2ornL+OaSTw8LMPFMlxykQdIucOY2ESdTizDwcSmNbyfbPggEHRksE0X22xjOPk8xeoEBjYRux3HjOH7HsOp53GtjQMjA4uBxJcpVMaDY7aaWVi+SNXb2HayyU7TH/8iy95C7RiSwbnzPRwzRkf0YSJ2DstoIup0YhgGydAgIy0v1rpsGDRZmVqmi8tw6nnylSv4foWQlcQ2gwFra3gv6aaR+vvgmFFS7nZGWl5k2VsgZCUxMGvFRw3STbtIuoP14wnbwWuk3O3EnC764k8DZq0gqEt75DDJ0BDg41ot69q5tkcOEw/1UfWC4qDFymRtacx6jhmjJ/ZEbQmOQczpZU/6bwlZSUJmM8Op5ylUJvB9D9dK4pgxbCNMb/xzVLw8phEiYufqS4IGEl+iULlC1SthmzEidg7TsNmV/mtKlWkcM4pluLVlOSbdsSfr56f+XhomKXeo/juGYdSvse2pr+KaQUA84Q6wJ/MCUbu9nqnSHgsG0k9uWR/M6m5eXxz18wNDQDC4PDF5jYXy6nWyrSXD4a6edZOd1vbGDIYAAAYlSURBVGiU1mg06Gc/O834wkJ9Wy4W5+mBoXXPH860MpxZ35r23o7V/8eGYXC4e7VOSzq8MVNyW3r9GCIXW50kRJwQj/YFyweqvse7166yuCa7Y3u6lT8b2bNunzprk/MDHZ2MLcxjGlCoLNMei5NqCtOTSPJQT9+G19uTXf3f3pdY/ewlm8I8G1+d0GQi64+hN5GkN7F5Yd1MOMKR8TEqvoeFQX8yxanr11hac9d/R6aNA+2d3NuxWsy1Zc15sk2T+zu7ub9ztQjlw72r9YSuFwoMtqR5emDod9Z95G7WHHH588f3b3p3cGWZyMelWF7mB6+f4OK1WZ47tHPTYMpvw3UsvvLo3o/92DLN0ZsGLe52pmGyf7CLfQMbix9/3O//x2Uks77u3o50Y1uWb8b3fZb9KoZn4Pk+Fa9S7yxoGibWLWp43Y7x2xTa+x26K3YCoFRe5uUjo1yemMV1bEYG2xkZaMe2LY6fGePoe0Fw4sCOHjraEhw58SGH924hGnZ55c1R+jrS5ItLHDl5kYV8CTdks3Nrjv07ehi/Nsdrx4IiYQ/t30pPLsWlqzOcvzzFQ/sHblprAoKOHr985zzHTo/VsxEeu2+IYnmJ5YrH/h3dTM3lOXrqEtv62vjWf77B7m0dFEpL3DPUya7BDgzD4J0zYxw7cxnbtrhvpJet3RneOH6BnlyKnvbVtcPvjo7z1qlLLBbKuCGbkYF2Qo5NczQo7rmSQbFcqQZ/450LfHD5OrGIyyP3DjKfLzEzX2DfcDeVSpWfHz3Hod39xKMulydmefXoByxXqjzzSDCAffnXo8znS2zva2O5GhzPz988y4XxaaqeRzIe4eEDA3RlN/7D9zyfc5cneeOdC0FrqL1b2NKZwTQNLoxPM35tlgM7e+rLZpaWq7x27AOG+7PkMs34vs+vjn/Iu2fHKS9VCDc5HNzdx3B/lotXZnj9+AXyhTJD/VkO7elnsVDmtbc/4MrkHC3JKI/dtw3LMvnF0XM8cWj7TasGi8jdreqXOT//A/KVqxu2dUYfqaXa3/nn+9j1fyTdtIvu2BPrHj81/U1cK8HWxJd+632+UdUrc27++xSrkxu2dUcfJ+UObziGqrfE0et/T3/8OTJ3kGnwSeH5Va4WXmOy9PaGbcnQAN2xJ2+97OP3mO/7GwryrWQhbDaY92vdKNaOGQ1jpZNDYwb/vh9UeLkxu3Fl3272O9XasRsEyyv+P/d/5TxWPS+ocWAY3DgMv90x3MlrrCwV+SROzD5JfN8POqP4q13pPomqVa/WkUXjV7m9fKXAP5z+Jv3RTizD4vjsGXqjnaScIGg73LyVAy2btp2/ow+IghN3meszi3z/J+9QKK6/69XfleGJQ9uJhG+eBrRicmaRf/7uL/jLPzlMLrMxXemTyPN93j8/wX+/euqGLQYH9/RxaM9v3oVARCTg36Izzkcf6J+e+VeS7jZykcPrHj879z1CZpye+Gd/w/28lY9+DFV/iVPT/0JX7LF65snvh5XJ92bnQxM3ERGRj2rZq/Dm9LsUqsVNt/dEOhiM9222ScGJTyLP8ygtVTZE0i3LWNc/91YW8mVeeWuUT+3bSvPvOMWsUVai0+WljQW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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Organisation type for United States
University8356.462585
National laboratory2919.727891
Non-profit organization1510.204082
Private company106.802721
Government53.401361
Other42.721088
NGO10.680272
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Organisation type for United States \n", - "University 83 56.462585\n", - "National laboratory 29 19.727891\n", - "Non-profit organization 15 10.204082\n", - "Private company 10 6.802721\n", - "Government 5 3.401361\n", - "Other 4 2.721088\n", - "NGO 1 0.680272" - ] - }, - "execution_count": 123, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df, current_emp, category=category, country=country, disable_past_year=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### In which field are you working" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
in which field for United States
Physics and Astronomy6342.85714324.53987718.317266
Computer Science5940.13605456.441718-16.305663
Biological Sciences3926.53061232.515337-5.984725
Geography & Environmental Sciences2315.64625912.2699393.376320
Mathematics1510.20408214.110429-3.906348
Medicine96.1224497.975460-1.853011
Economics85.4421773.6809821.761195
Electrical & Electronic Engineering85.4421777.975460-2.533283
Geology64.08163314.110429-10.028797
Chemical Engineering64.0816335.521472-1.439840
Materials Technology53.4013617.975460-4.574100
Education53.4013616.134969-2.733609
Social Policy53.4013610.6134972.787864
Sociology53.4013613.680982-0.279621
Chemistry42.72108814.110429-11.389341
Pharmacology & Pharmacy42.7210881.2269941.494095
Anthropology42.7210881.8404910.880598
Mechanical Engineering42.72108812.269939-9.548850
Politics32.0408162.453988-0.413171
Communication & Media Studies32.0408160.6134971.427319
Anatomy & Physiology32.0408161.2269940.813822
Psychology32.0408163.680982-1.640165
Business & Management Studies32.0408161.2269940.813822
History32.0408160.6134971.427319
Librarianship & Information Management32.0408163.680982-1.640165
Linguistics32.0408161.2269940.813822
Robotics21.3605444.294479-2.933934
Theology & Religious Studies21.360544NaNNaN
Middle Eastern and African Studies21.360544NaNNaN
Accounting & Finance21.3605440.6134970.747047
General Engineering21.3605445.521472-4.160928
Agriculture & Forestry21.3605443.067485-1.706940
Civil Engineering21.3605445.521472-4.160928
Art & Design21.3605440.6134970.747047
Architecture21.3605440.6134970.747047
American Studies21.360544NaNNaN
Veterinary Medicine21.3605441.2269940.133550
Marketing10.6802721.840491-1.160219
Law10.680272NaNNaN
Land & Property Management10.680272NaNNaN
English10.680272NaNNaN
Philosophy10.680272NaNNaN
Criminology10.680272NaNNaN
Complementary Medicine10.680272NaNNaN
Classics & Ancient History10.680272NaNNaN
Town & Country Planning and Landscape Design10.6802720.6134970.066775
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "in which field for United States \n", - "Physics and Astronomy 63 42.857143 \n", - "Computer Science 59 40.136054 \n", - "Biological Sciences 39 26.530612 \n", - "Geography & Environmental Sciences 23 15.646259 \n", - "Mathematics 15 10.204082 \n", - "Medicine 9 6.122449 \n", - "Economics 8 5.442177 \n", - "Electrical & Electronic Engineering 8 5.442177 \n", - "Geology 6 4.081633 \n", - "Chemical Engineering 6 4.081633 \n", - "Materials Technology 5 3.401361 \n", - "Education 5 3.401361 \n", - "Social Policy 5 3.401361 \n", - "Sociology 5 3.401361 \n", - "Chemistry 4 2.721088 \n", - "Pharmacology & Pharmacy 4 2.721088 \n", - "Anthropology 4 2.721088 \n", - "Mechanical Engineering 4 2.721088 \n", - "Politics 3 2.040816 \n", - "Communication & Media Studies 3 2.040816 \n", - "Anatomy & Physiology 3 2.040816 \n", - "Psychology 3 2.040816 \n", - "Business & Management Studies 3 2.040816 \n", - "History 3 2.040816 \n", - "Librarianship & Information Management 3 2.040816 \n", - "Linguistics 3 2.040816 \n", - "Robotics 2 1.360544 \n", - "Theology & Religious Studies 2 1.360544 \n", - "Middle Eastern and African Studies 2 1.360544 \n", - "Accounting & Finance 2 1.360544 \n", - "General Engineering 2 1.360544 \n", - "Agriculture & Forestry 2 1.360544 \n", - "Civil Engineering 2 1.360544 \n", - "Art & Design 2 1.360544 \n", - "Architecture 2 1.360544 \n", - "American Studies 2 1.360544 \n", - "Veterinary Medicine 2 1.360544 \n", - "Marketing 1 0.680272 \n", - "Law 1 0.680272 \n", - "Land & Property Management 1 0.680272 \n", - "English 1 0.680272 \n", - "Philosophy 1 0.680272 \n", - "Criminology 1 0.680272 \n", - "Complementary Medicine 1 0.680272 \n", - "Classics & Ancient History 1 0.680272 \n", - "Town & Country Planning and Landscape Design 1 0.680272 \n", - "\n", - " Percentage in 2017 \\\n", - "in which field for United States \n", - "Physics and Astronomy 24.539877 \n", - "Computer Science 56.441718 \n", - "Biological Sciences 32.515337 \n", - "Geography & Environmental Sciences 12.269939 \n", - "Mathematics 14.110429 \n", - "Medicine 7.975460 \n", - "Economics 3.680982 \n", - "Electrical & Electronic Engineering 7.975460 \n", - "Geology 14.110429 \n", - "Chemical Engineering 5.521472 \n", - "Materials Technology 7.975460 \n", - "Education 6.134969 \n", - "Social Policy 0.613497 \n", - "Sociology 3.680982 \n", - "Chemistry 14.110429 \n", - "Pharmacology & Pharmacy 1.226994 \n", - "Anthropology 1.840491 \n", - "Mechanical Engineering 12.269939 \n", - "Politics 2.453988 \n", - "Communication & Media Studies 0.613497 \n", - "Anatomy & Physiology 1.226994 \n", - "Psychology 3.680982 \n", - "Business & Management Studies 1.226994 \n", - "History 0.613497 \n", - "Librarianship & Information Management 3.680982 \n", - "Linguistics 1.226994 \n", - "Robotics 4.294479 \n", - "Theology & Religious Studies NaN \n", - "Middle Eastern and African Studies NaN \n", - "Accounting & Finance 0.613497 \n", - "General Engineering 5.521472 \n", - "Agriculture & Forestry 3.067485 \n", - "Civil Engineering 5.521472 \n", - "Art & Design 0.613497 \n", - "Architecture 0.613497 \n", - "American Studies NaN \n", - "Veterinary Medicine 1.226994 \n", - "Marketing 1.840491 \n", - "Law NaN \n", - "Land & Property Management NaN \n", - "English NaN \n", - "Philosophy NaN \n", - "Criminology NaN \n", - "Complementary Medicine NaN \n", - "Classics & Ancient History NaN \n", - "Town & Country Planning and Landscape Design 0.613497 \n", - "\n", - " Difference with previous year \n", - "in which field for United States \n", - "Physics and Astronomy 18.317266 \n", - "Computer Science -16.305663 \n", - "Biological Sciences -5.984725 \n", - "Geography & Environmental Sciences 3.376320 \n", - "Mathematics -3.906348 \n", - "Medicine -1.853011 \n", - "Economics 1.761195 \n", - "Electrical & Electronic Engineering -2.533283 \n", - "Geology -10.028797 \n", - "Chemical Engineering -1.439840 \n", - "Materials Technology -4.574100 \n", - "Education -2.733609 \n", - "Social Policy 2.787864 \n", - "Sociology -0.279621 \n", - "Chemistry -11.389341 \n", - "Pharmacology & Pharmacy 1.494095 \n", - "Anthropology 0.880598 \n", - "Mechanical Engineering -9.548850 \n", - "Politics -0.413171 \n", - "Communication & Media Studies 1.427319 \n", - "Anatomy & Physiology 0.813822 \n", - "Psychology -1.640165 \n", - "Business & Management Studies 0.813822 \n", - "History 1.427319 \n", - "Librarianship & Information Management -1.640165 \n", - "Linguistics 0.813822 \n", - "Robotics -2.933934 \n", - "Theology & Religious Studies NaN \n", - "Middle Eastern and African Studies NaN \n", - "Accounting & Finance 0.747047 \n", - "General Engineering -4.160928 \n", - "Agriculture & Forestry -1.706940 \n", - "Civil Engineering -4.160928 \n", - "Art & Design 0.747047 \n", - "Architecture 0.747047 \n", - "American Studies NaN \n", - "Veterinary Medicine 0.133550 \n", - "Marketing -1.160219 \n", - "Law NaN \n", - "Land & Property Management NaN \n", - "English NaN \n", - "Philosophy NaN \n", - "Criminology NaN \n", - "Complementary Medicine NaN \n", - "Classics & Ancient History NaN \n", - "Town & Country Planning and Landscape Design 0.066775 " - ] - }, - "execution_count": 125, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Which university for United States
Princeton University67.2289166.6115700.617345
Northwestern University56.0240960.8264465.197650
University of Colorado at Boulder56.0240962.4793393.544758
University of Arizona44.8192770.8264463.992831
Ohio State University, Columbus44.8192774.958678-0.139401
Harvard University44.8192771.6528933.166385
University of North Carolina at Chapel Hill44.819277NaNNaN
University of Michigan-Ann Arbor44.8192773.3057851.513492
Other33.6144582.4793391.135119
University of Wisconsin-Madison33.6144583.3057850.308673
Arizona State University33.614458NaNNaN
University of Ilinois at Urbana-Champaign33.6144587.438017-3.823559
University of Washington33.6144582.4793391.135119
University of California, Berkeley22.4096393.305785-0.896147
Yale University22.4096390.8264461.583192
University of New Mexico22.409639NaNNaN
University of Wisconsin-Milwaukee22.409639NaNNaN
University of Chicago22.4096391.6528930.756746
Pennsylvania State University11.2048191.652893-0.448073
Emory University11.204819NaNNaN
University of California, Davis11.2048192.479339-1.274520
University of Oregon11.2048190.8264460.378373
Brown University11.204819NaNNaN
Florida Gulf Coast University11.204819NaNNaN
University of Maryland at Baltimore11.204819NaNNaN
Georgia Institute of Technology11.2048190.8264460.378373
University of California, San Diego11.2048190.8264460.378373
University of California, Los Angeles11.204819NaNNaN
University of Kentucky11.2048190.8264460.378373
Kansas State University11.204819NaNNaN
Columbia University11.2048190.8264460.378373
Baylor College of Medicine11.204819NaNNaN
University of Pennsylvania11.204819NaNNaN
University of Notre Dame11.2048194.132231-2.927412
University of Texas Southwestern Medical Center at Dallas11.204819NaNNaN
University of California, Santa Barbara11.2048191.652893-0.448073
Cornell University11.2048191.652893-0.448073
Oregon Health Sciences University11.204819NaNNaN
Oregon State University11.204819NaNNaN
Colorado State University11.2048191.652893-0.448073
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Which university for United States \n", - "Princeton University 6 7.228916 \n", - "Northwestern University 5 6.024096 \n", - "University of Colorado at Boulder 5 6.024096 \n", - "University of Arizona 4 4.819277 \n", - "Ohio State University, Columbus 4 4.819277 \n", - "Harvard University 4 4.819277 \n", - "University of North Carolina at Chapel Hill 4 4.819277 \n", - "University of Michigan-Ann Arbor 4 4.819277 \n", - "Other 3 3.614458 \n", - "University of Wisconsin-Madison 3 3.614458 \n", - "Arizona State University 3 3.614458 \n", - "University of Ilinois at Urbana-Champaign 3 3.614458 \n", - "University of Washington 3 3.614458 \n", - "University of California, Berkeley 2 2.409639 \n", - "Yale University 2 2.409639 \n", - "University of New Mexico 2 2.409639 \n", - "University of Wisconsin-Milwaukee 2 2.409639 \n", - "University of Chicago 2 2.409639 \n", - "Pennsylvania State University 1 1.204819 \n", - "Emory University 1 1.204819 \n", - "University of California, Davis 1 1.204819 \n", - "University of Oregon 1 1.204819 \n", - "Brown University 1 1.204819 \n", - "Florida Gulf Coast University 1 1.204819 \n", - "University of Maryland at Baltimore 1 1.204819 \n", - "Georgia Institute of Technology 1 1.204819 \n", - "University of California, San Diego 1 1.204819 \n", - "University of California, Los Angeles 1 1.204819 \n", - "University of Kentucky 1 1.204819 \n", - "Kansas State University 1 1.204819 \n", - "Columbia University 1 1.204819 \n", - "Baylor College of Medicine 1 1.204819 \n", - "University of Pennsylvania 1 1.204819 \n", - "University of Notre Dame 1 1.204819 \n", - "University of Texas Southwestern Medical Center... 1 1.204819 \n", - "University of California, Santa Barbara 1 1.204819 \n", - "Cornell University 1 1.204819 \n", - "Oregon Health Sciences University 1 1.204819 \n", - "Oregon State University 1 1.204819 \n", - "Colorado State University 1 1.204819 \n", - "\n", - " Percentage in 2017 \\\n", - "Which university for United States \n", - "Princeton University 6.611570 \n", - "Northwestern University 0.826446 \n", - "University of Colorado at Boulder 2.479339 \n", - "University of Arizona 0.826446 \n", - "Ohio State University, Columbus 4.958678 \n", - "Harvard University 1.652893 \n", - "University of North Carolina at Chapel Hill NaN \n", - "University of Michigan-Ann Arbor 3.305785 \n", - "Other 2.479339 \n", - "University of Wisconsin-Madison 3.305785 \n", - "Arizona State University NaN \n", - "University of Ilinois at Urbana-Champaign 7.438017 \n", - "University of Washington 2.479339 \n", - "University of California, Berkeley 3.305785 \n", - "Yale University 0.826446 \n", - "University of New Mexico NaN \n", - "University of Wisconsin-Milwaukee NaN \n", - "University of Chicago 1.652893 \n", - "Pennsylvania State University 1.652893 \n", - "Emory University NaN \n", - "University of California, Davis 2.479339 \n", - "University of Oregon 0.826446 \n", - "Brown University NaN \n", - "Florida Gulf Coast University NaN \n", - "University of Maryland at Baltimore NaN \n", - "Georgia Institute of Technology 0.826446 \n", - "University of California, San Diego 0.826446 \n", - "University of California, Los Angeles NaN \n", - "University of Kentucky 0.826446 \n", - "Kansas State University NaN \n", - "Columbia University 0.826446 \n", - "Baylor College of Medicine NaN \n", - "University of Pennsylvania NaN \n", - "University of Notre Dame 4.132231 \n", - "University of Texas Southwestern Medical Center... NaN \n", - "University of California, Santa Barbara 1.652893 \n", - "Cornell University 1.652893 \n", - "Oregon Health Sciences University NaN \n", - "Oregon State University NaN \n", - "Colorado State University 1.652893 \n", - "\n", - " Difference with previous year \n", - "Which university for United States \n", - "Princeton University 0.617345 \n", - "Northwestern University 5.197650 \n", - "University of Colorado at Boulder 3.544758 \n", - "University of Arizona 3.992831 \n", - "Ohio State University, Columbus -0.139401 \n", - "Harvard University 3.166385 \n", - "University of North Carolina at Chapel Hill NaN \n", - "University of Michigan-Ann Arbor 1.513492 \n", - "Other 1.135119 \n", - "University of Wisconsin-Madison 0.308673 \n", - "Arizona State University NaN \n", - "University of Ilinois at Urbana-Champaign -3.823559 \n", - "University of Washington 1.135119 \n", - "University of California, Berkeley -0.896147 \n", - "Yale University 1.583192 \n", - "University of New Mexico NaN \n", - "University of Wisconsin-Milwaukee NaN \n", - "University of Chicago 0.756746 \n", - "Pennsylvania State University -0.448073 \n", - "Emory University NaN \n", - "University of California, Davis -1.274520 \n", - "University of Oregon 0.378373 \n", - "Brown University NaN \n", - "Florida Gulf Coast University NaN \n", - "University of Maryland at Baltimore NaN \n", - "Georgia Institute of Technology 0.378373 \n", - "University of California, San Diego 0.378373 \n", - "University of California, Los Angeles NaN \n", - "University of Kentucky 0.378373 \n", - "Kansas State University NaN \n", - "Columbia University 0.378373 \n", - "Baylor College of Medicine NaN \n", - "University of Pennsylvania NaN \n", - "University of Notre Dame -2.927412 \n", - "University of Texas Southwestern Medical Center... NaN \n", - "University of California, Santa Barbara -0.448073 \n", - "Cornell University -0.448073 \n", - "Oregon Health Sciences University NaN \n", - "Oregon State University NaN \n", - "Colorado State University -0.448073 " - ] - }, - "execution_count": 127, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 128, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 129, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Contract type for United States
Full Time14296.59863996.250.348639
Part-time42.7210883.75-1.028912
Prefer not to say10.680272NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Contract type for United States \n", - "Full Time 142 96.598639 96.25 \n", - "Part-time 4 2.721088 3.75 \n", - "Prefer not to say 1 0.680272 NaN \n", - "\n", - " Difference with previous year \n", - "Contract type for United States \n", - "Full Time 0.348639 \n", - "Part-time -1.028912 \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 129, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 130, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Nature of employment for United States
Permanent -- funded by Institution core funding5034.013605
Permanent -- funded by project funds5034.013605
Fixed term -- funded by project funds2718.367347
Research/Student Assistant117.482993
Freelancer, consultant, contractor42.721088
Fixed term -- funded by Institution core funding21.360544
Agency staff21.360544
Prefer not to say10.680272
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Nature of employment for United States \n", - "Permanent -- funded by Institution core funding 50 34.013605\n", - "Permanent -- funded by project funds 50 34.013605\n", - "Fixed term -- funded by project funds 27 18.367347\n", - "Research/Student Assistant 11 7.482993\n", - "Freelancer, consultant, contractor 4 2.721088\n", - "Fixed term -- funded by Institution core funding 2 1.360544\n", - "Agency staff 2 1.360544\n", - "Prefer not to say 1 0.680272" - ] - }, - "execution_count": 131, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Results in 2018Results in 2017
Duration of contract in year for United States (without 95 percentile)
count100.000000152.000000
mean8.4580005.378289
std8.1326524.705625
min0.8000000.000000
25%3.0000002.000000
50%5.0000004.000000
75%10.0000006.250000
max37.00000022.000000
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Duration of contract in year for United States ... \n", - "count 100.000000 \n", - "mean 8.458000 \n", - "std 8.132652 \n", - "min 0.800000 \n", - "25% 3.000000 \n", - "50% 5.000000 \n", - "75% 10.000000 \n", - "max 37.000000 \n", - "\n", - " Results in 2017 \n", - "Duration of contract in year for United States ... \n", - "count 152.000000 \n", - "mean 5.378289 \n", - "std 4.705625 \n", - "min 0.000000 \n", - "25% 2.000000 \n", - "50% 4.000000 \n", - "75% 6.250000 \n", - "max 22.000000 " - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 134, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, columns=duration_contract, country=country, category=category, remove_outliers=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Salary" - ] - }, - { - "cell_type": "code", - "execution_count": 135, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Salary for United States
Less than \\$30,00042.9850752.8776980.107377
From \\$30,000 to \\$49,99996.7164187.194245-0.477827
From \\$50,000 to \\$69,9992014.92537317.985612-3.060238
From \\$70,000 to \\$89,9992216.41791019.424460-3.006550
From \\$90,000 to \\$109,9992921.64179120.8633090.778482
From \\$110,000 to \\$129,9992820.89552211.5107919.384731
From \\$130,000 to \\$149,99975.2238815.755396-0.531515
More than \\$150,000118.2089557.1942451.014711
Prefer not to say42.9850757.194245-4.209170
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Salary for United States \n", - "Less than \\$30,000 4 2.985075 2.877698 \n", - "From \\$30,000 to \\$49,999 9 6.716418 7.194245 \n", - "From \\$50,000 to \\$69,999 20 14.925373 17.985612 \n", - "From \\$70,000 to \\$89,999 22 16.417910 19.424460 \n", - "From \\$90,000 to \\$109,999 29 21.641791 20.863309 \n", - "From \\$110,000 to \\$129,999 28 20.895522 11.510791 \n", - "From \\$130,000 to \\$149,999 7 5.223881 5.755396 \n", - "More than \\$150,000 11 8.208955 7.194245 \n", - "Prefer not to say 4 2.985075 7.194245 \n", - "\n", - " Difference with previous year \n", - "Salary for United States \n", - "Less than \\$30,000 0.107377 \n", - "From \\$30,000 to \\$49,999 -0.477827 \n", - "From \\$50,000 to \\$69,999 -3.060238 \n", - "From \\$70,000 to \\$89,999 -3.006550 \n", - "From \\$90,000 to \\$109,999 0.778482 \n", - "From \\$110,000 to \\$129,999 9.384731 \n", - "From \\$130,000 to \\$149,999 -0.531515 \n", - "More than \\$150,000 1.014711 \n", - "Prefer not to say -4.209170 " - ] - }, - "execution_count": 135, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Salary'\n", - "\n", - "order_question = ['Less than \\\\$30,000',\n", - " 'From \\\\$30,000 to \\\\$49,999',\n", - " 'From \\\\$50,000 to \\\\$69,999',\n", - " 'From \\\\$70,000 to \\\\$89,999',\n", - " 'From \\\\$90,000 to \\\\$109,999',\n", - " 'From \\\\$110,000 to \\\\$129,999',\n", - " 'From \\\\$130,000 to \\\\$149,999',\n", - " 'More than \\\\$150,000', \n", - " 'Prefer not to say']\n", - "result = count_diff(df, salary, category=category, country=country, order_index=order_question)\n", - "result\n" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Type of funding for United States
Grants85.057.82312960.122699-2.299570
Institutional support70.047.619048NaNNaN
I volunteer my time21.014.28571412.8834361.402279
Consulting & services7.04.7619053.0674851.694420
Foundations & consortiums7.04.7619054.2944790.467426
Industry support6.04.0816337.361963-3.280331
Venture capital5.03.4013610.6134972.787864
Advertising & sponsorships1.00.6802720.0000000.680272
Crowdfunding (one-time)0.00.0000000.0000000.000000
Crowdfunding (recurring)0.00.0000000.0000000.000000
Books & merchandise0.00.0000000.0000000.000000
Donation button0.00.0000000.0000000.000000
SaaS0.00.0000000.0000000.000000
Membership0.00.0000000.613497-0.613497
Dual license0.00.0000000.0000000.000000
Open core0.00.0000000.0000000.000000
Trademark licensing & franchising0.00.0000000.613497-0.613497
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Type of funding for United States \n", - "Grants 85.0 57.823129 60.122699 \n", - "Institutional support 70.0 47.619048 NaN \n", - "I volunteer my time 21.0 14.285714 12.883436 \n", - "Consulting & services 7.0 4.761905 3.067485 \n", - "Foundations & consortiums 7.0 4.761905 4.294479 \n", - "Industry support 6.0 4.081633 7.361963 \n", - "Venture capital 5.0 3.401361 0.613497 \n", - "Advertising & sponsorships 1.0 0.680272 0.000000 \n", - "Crowdfunding (one-time) 0.0 0.000000 0.000000 \n", - "Crowdfunding (recurring) 0.0 0.000000 0.000000 \n", - "Books & merchandise 0.0 0.000000 0.000000 \n", - "Donation button 0.0 0.000000 0.000000 \n", - "SaaS 0.0 0.000000 0.000000 \n", - "Membership 0.0 0.000000 0.613497 \n", - "Dual license 0.0 0.000000 0.000000 \n", - "Open core 0.0 0.000000 0.000000 \n", - "Trademark licensing & franchising 0.0 0.000000 0.613497 \n", - "\n", - " Difference with previous year \n", - "Type of funding for United States \n", - "Grants -2.299570 \n", - "Institutional support NaN \n", - "I volunteer my time 1.402279 \n", - "Consulting & services 1.694420 \n", - "Foundations & consortiums 0.467426 \n", - "Industry support -3.280331 \n", - "Venture capital 2.787864 \n", - "Advertising & sponsorships 0.680272 \n", - "Crowdfunding (one-time) 0.000000 \n", - "Crowdfunding (recurring) 0.000000 \n", - "Books & merchandise 0.000000 \n", - "Donation button 0.000000 \n", - "SaaS 0.000000 \n", - "Membership -0.613497 \n", - "Dual license 0.000000 \n", - "Open core 0.000000 \n", - "Trademark licensing & franchising -0.613497 " - ] - }, - "execution_count": 137, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Funding\n", - "category = 'Type of funding'\n", - "result = count_diff(df, fund, category=category, country=country, multi_choice=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the World" - ] - }, - { - "cell_type": "code", - "execution_count": 141, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of organisation" - ] - }, - { - "cell_type": "code", - "execution_count": 142, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Organisation type for World
University2952.727273
National laboratory814.545455
Private company712.727273
Government47.272727
Non-profit organization47.272727
Other23.636364
NGO11.818182
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Organisation type for World \n", - "University 29 52.727273\n", - "National laboratory 8 14.545455\n", - "Private company 7 12.727273\n", - "Government 4 7.272727\n", - "Non-profit organization 4 7.272727\n", - "Other 2 3.636364\n", - "NGO 1 1.818182" - ] - }, - "execution_count": 142, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "category = 'Organisation type'\n", - "# Get the count\n", - "result = count_diff(df, current_emp, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 143, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
in which field for World
Biological Sciences2240.000000
Computer Science2036.363636
Mathematics916.363636
Physics and Astronomy814.545455
Geography & Environmental Sciences814.545455
Medicine610.909091
Education59.090909
General Engineering47.272727
Agriculture & Forestry35.454545
Psychology35.454545
Sociology35.454545
Economics23.636364
Anatomy & Physiology23.636364
Politics23.636364
Pharmacology & Pharmacy23.636364
Chemistry23.636364
Materials Technology23.636364
Communication & Media Studies23.636364
History23.636364
Marketing23.636364
Civil Engineering23.636364
Geology23.636364
Classics & Ancient History23.636364
Electrical & Electronic Engineering23.636364
English11.818182
Social Work11.818182
Social Policy11.818182
Architecture11.818182
Art & Design11.818182
Philosophy11.818182
Middle Eastern and African Studies11.818182
Ophthalmics11.818182
History of Art, Architecture & Design11.818182
Business & Management Studies11.818182
French11.818182
Linguistics11.818182
Librarianship & Information Management11.818182
Iberian Languages/Hispanic Studies11.818182
German11.818182
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "in which field for World \n", - "Biological Sciences 22 40.000000\n", - "Computer Science 20 36.363636\n", - "Mathematics 9 16.363636\n", - "Physics and Astronomy 8 14.545455\n", - "Geography & Environmental Sciences 8 14.545455\n", - "Medicine 6 10.909091\n", - "Education 5 9.090909\n", - "General Engineering 4 7.272727\n", - "Agriculture & Forestry 3 5.454545\n", - "Psychology 3 5.454545\n", - "Sociology 3 5.454545\n", - "Economics 2 3.636364\n", - "Anatomy & Physiology 2 3.636364\n", - "Politics 2 3.636364\n", - "Pharmacology & Pharmacy 2 3.636364\n", - "Chemistry 2 3.636364\n", - "Materials Technology 2 3.636364\n", - "Communication & Media Studies 2 3.636364\n", - "History 2 3.636364\n", - "Marketing 2 3.636364\n", - "Civil Engineering 2 3.636364\n", - "Geology 2 3.636364\n", - "Classics & Ancient History 2 3.636364\n", - "Electrical & Electronic Engineering 2 3.636364\n", - "English 1 1.818182\n", - "Social Work 1 1.818182\n", - "Social Policy 1 1.818182\n", - "Architecture 1 1.818182\n", - "Art & Design 1 1.818182\n", - "Philosophy 1 1.818182\n", - "Middle Eastern and African Studies 1 1.818182\n", - "Ophthalmics 1 1.818182\n", - "History of Art, Architecture & Design 1 1.818182\n", - "Business & Management Studies 1 1.818182\n", - "French 1 1.818182\n", - "Linguistics 1 1.818182\n", - "Librarianship & Information Management 1 1.818182\n", - "Iberian Languages/Hispanic Studies 1 1.818182\n", - "German 1 1.818182" - ] - }, - "execution_count": 144, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'in which field'\n", - "results = count_diff(df, current_field, country=country, category=category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 145, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Which University" - ] - }, - { - "cell_type": "code", - "execution_count": 146, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Which university for World
Technical University of Liberec310.344828
NTNU26.896552
NUI Galway13.448276
UIO13.448276
NATIONAL UNIVERSITY OF IRELAND GALWAY13.448276
École Polytechnique Fédérale de Lausanne13.448276
Federal University of Santa Catarina (Brazil)13.448276
University of Cambridge13.448276
Lagos State University13.448276
ETH Zurich13.448276
Coimbra13.448276
Chalmers University of Technology13.448276
Middle East Technical University13.448276
University of oslo13.448276
Technical University of Denmark13.448276
UPM13.448276
Aalborg University13.448276
Addis Ababa University13.448276
yogi vemana university, India13.448276
LSTM13.448276
Lund University13.448276
University of Mauritius13.448276
Federal University of Mato Grosso do Sul13.448276
Umm Alqura University13.448276
Charles University, Prague13.448276
Université de Montpellier13.448276
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Which university for World \n", - "Technical University of Liberec 3 10.344828\n", - "NTNU 2 6.896552\n", - "NUI Galway 1 3.448276\n", - "UIO 1 3.448276\n", - "NATIONAL UNIVERSITY OF IRELAND GALWAY 1 3.448276\n", - "École Polytechnique Fédérale de Lausanne 1 3.448276\n", - "Federal University of Santa Catarina (Brazil) 1 3.448276\n", - "University of Cambridge 1 3.448276\n", - "Lagos State University 1 3.448276\n", - "ETH Zurich 1 3.448276\n", - "Coimbra 1 3.448276\n", - "Chalmers University of Technology 1 3.448276\n", - "Middle East Technical University 1 3.448276\n", - "University of oslo 1 3.448276\n", - "Technical University of Denmark 1 3.448276\n", - "UPM 1 3.448276\n", - "Aalborg University 1 3.448276\n", - "Addis Ababa University 1 3.448276\n", - "yogi vemana university, India 1 3.448276\n", - "LSTM 1 3.448276\n", - "Lund University 1 3.448276\n", - "University of Mauritius 1 3.448276\n", - "Federal University of Mato Grosso do Sul 1 3.448276\n", - "Umm Alqura University 1 3.448276\n", - "Charles University, Prague 1 3.448276\n", - "Université de Montpellier 1 3.448276" - ] - }, - "execution_count": 146, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting which university\n", - "category = 'Which university'\n", - "# Get the count\n", - "result = count_diff(df, which_uni, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 147, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Type of contract" - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Contract type for World
Full Time5192.727273
Part-time47.272727
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Contract type for World \n", - "Full Time 51 92.727273\n", - "Part-time 4 7.272727" - ] - }, - "execution_count": 148, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Contract type'\n", - "# Get the count\n", - "result = count_diff(df, contract_time, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(result, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Full time or part-time" - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Nature of employment for World
Permanent -- funded by Institution core funding2138.181818
Fixed term -- funded by project funds1425.454545
Permanent -- funded by project funds712.727273
Fixed term -- funded by Institution core funding610.909091
Research/Student Assistant35.454545
Freelancer, consultant, contractor35.454545
Prefer not to say11.818182
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Nature of employment for World \n", - "Permanent -- funded by Institution core funding 21 38.181818\n", - "Fixed term -- funded by project funds 14 25.454545\n", - "Permanent -- funded by project funds 7 12.727273\n", - "Fixed term -- funded by Institution core funding 6 10.909091\n", - "Research/Student Assistant 3 5.454545\n", - "Freelancer, consultant, contractor 3 5.454545\n", - "Prefer not to say 1 1.818182" - ] - }, - "execution_count": 150, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Nature of employment'\n", - "# Get the count\n", - "result = count_diff(df, nature_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 151, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018
Duration of contract in year for World (without 95 percentile)
count39.000000
mean9.000000
std10.244382
min1.000000
25%2.000000
50%4.000000
75%13.500000
max35.000000
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" - ], - "text/plain": [ - " Results in 2018\n", - "Duration of contract in year for World (without... \n", - "count 39.000000\n", - "mean 9.000000\n", - "std 10.244382\n", - "min 1.000000\n", - "25% 2.000000\n", - "50% 4.000000\n", - "75% 13.500000\n", - "max 35.000000" - ] - }, - "execution_count": 152, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Duration of contract in year'\n", - "# Get the count\n", - "result = describe_diff(df, duration_contract, category=category, country=country)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 153, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/.data/git/ssi/international-survey/venv/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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wWiyUeD3k2G0IIZBSEkulsvfsjtPtjEZjHOjqoT8Uyl6L2jw/fofj/LaUkrbwAC91H+T4WA9JLYVFMTHfX80DlcuwXsWBY1pqDMVDJNKpSx98FYlrKX7csoltAyfwmO2oQqHckcs9ZQuY6il+XwgUCS3FnuFWqpz5LMmru6I0+mJjfPXQUyS0NOZx4sa64nruLp2PVb167knhdIJAMoJ8j6rKifQgY7G3EybOEoo3Ek21YVELGAvHeGNvM1sOtNI7NIZJVfF7HDRMK+OelbPxua9M7J0Mx9r6eXHbUWbVFF9XcUKTkue2HOGJ1/ZhNqmoiiDH46Bhahmr59dSVZx7RQPvWCLF1oOnmF1bRFGu5xqU/CzxZJrdTad5dedx2nqG0TSJ122nriyPe9fMpaLw2lilJVNpdjd1UJLvobok95rkcbUZCoT5x1+8wchYhP/1wI3MqSsBoHd4jK/+6BWSyRRf/extVBblXOeSGlwuv5fihK7Oa2gySTzdQzhxnHDiBLF0N4lUP0ltWBcptBBpGUPKVMa0TiBQEMKEIiy6ICHsmBQ3JsWLWfVhVnOxqWXYTKU4zNVYTcUIYUag6ue/RzsjuloL6bSGJiUCvQOtqspVVWqllKTTWibd925bJFNpBAKT6eqWMzAW5fU3mujrD2Ayqdz3oYXk+K5+0EhNk2hSoirX5p6LJFtJa9FJHZvSAsRSne9InDgXRQhKvB4+Mn8Oezq6eO1EC2vqashx2ElrGrs7uvjFngMc6u5lLB7HZjIxrSCPjzTMYe2UGizq2ZlZTUpODg7xiz0H2NPRRV8wTErTcJhNVPp9fHHlMlZUV6JJyfff2sn20+30B8PEUil+c7iJ5xqPZQeEt02fyl+uW43Xrnewo8kkzxw+yrONTZwaGiWeSpHjsDO/rIT/sWQB0wvzswOUZDrNc0eO8eT+w3z/3rvYePIULx9rpiswhqoIphfk84933UJJZkB7rG+An+7aS2NPny58pPQBZ3VuDn+wcB43TanBkvH9f+14C4/tPcBnly1kf2cP29raGYlEMasqMwvzeWjpAlbWVKEIwUgkyjde28TRvgEGwxGS6TQ/3L6Hn+zcm23/zy1bxBdXLrtq1xPAZ7cxJT+Xo339DITCE/aF4wl+tH0PLx9vpjsQRAhdIPlowxweaKh/25kRk6JQX1zEPbNn8G9vbueN5lZmFRVc9nMhpaRteJQf7djD7o5OBkIRNKnhsFgo9Xr4xIJ53DVrGqqi0BsM8dcvbeDU8AhD4QgpTeN7W7ZnO8YWVeWPbljKQ0sWAPBmaxvffuMtPn/DYj61aP6EfDe3nOIbr23iKzev4r65szEJQUrT2HSylZ/t2s+x/gE0CaVeNzdNqUVcQJ2IJBK8ePQETx88wqnhEWLJFB6blYayEj61qIGG0uJsezyydRfdY2PcP7eeF48e52jfAOFEEo/NyuKKUv7ohqVU+/XOXlNvP3/32iZ6x0KMRKNIKfmbl1/nTNPm2O187dabWDOl5rwyhVNxfta6hUAywl2lDVhVM4PxEFJKTOMC/WlSI6VpSCSKEJjGif8pqWVrm5YaAoGqKCiZb62UkpRM4zBZ+fzUdRMGvuOva0pqaOPOVzP5SylJZyYmlEy7SySq0I+51D0kpWQoHqLY7uOjVcsZSYR5oWs/3z/xGl+fex8+izNTR72cZ6xHTELNfoPP3Q8CVYgJ+V+oDuPbQKLvP2OZcG7501L/7qtCyeajCAVT5hg9DUjLNFomjTP7x5PSxtdBQUyyz5PS0vTGAnyofBHTPSXZ7cV2HyZFzZRPQxEK6YtcgzPXKi21CbKDWVFRhYImNZJamgX+ahbl1mAedx+duU8UoaBJqbfjBeqgSZltgwvtv9R1SGcnucRF6xFPd5PURi7ZZnp5EkSSp/BaF/PUxoP8asMBVs6rYfHMCpKpNF0DAU52DpBKX1urrUUzK/C69AH0dUVCIBxjJBjlD25biNdpo6N/lJe2N7H98Cm+cP9K5tSVXPa7fygQ5tGX9/Clj62+puKElJJth07xvae2UFOSy/ol0zCpKn3DQVq6BglF49cs71A0wa/e2M8Hbqz/nREnUmmNgdEQPYNjNHcMUF+rf8dau4bo7BtFUQTJ97HF4vuZ3ztxIqUFiSbbGYvvZTi6lUiyhZQ2RloLTfDtuzAyY0WRQpMxYOwCxwgUYUMVdlTFiUXNx2WZjts6F6d5Kha1AIvqf89ZVySTafYdOM2bbx1neFgfGPh8Du6+o4Hp04q5zHf5RRkZCfPaG03cvHYmuX7X1Un0KhMYi/Jv33uNvDwXn/7kShz2qxdwymoxUVWZx8homFc2NHLr+vprIk6cbh/k4OEO7rp9Hqp69cWJlBZCMjnzbSlTpLXQVS8DwNT8PIo9bo71DTAWj+O12zjU3cs3XtuEJiWfXNRAXZ6fgVCEZxuP8s0NmxEC1k2tQ83c1K1Dw3zj1U2cGBhicWUZn1zYgN1ipi8YoicQJN+lXx9FCB5aMp+Pzp/DrvZO/nnjW9w/r5576qdnBz1emzUb9DCZTvP0wSP8cMceanP9fPmmleQ6HTT29PGbw038/YbNfO3WtdTmTewIBGIxHtt3kJ6xIHfPnk6xx0VfMEw8lTpv9YVkWuOmKbXMLCrAbjbT1NvP04eO8N0t26nN9TO14GxncSQa5T+27qI2z88fr1yGy2ZlX2c3vz50hEe27qLan0NFjg+v3cafrl5BLJnixaMneGzvAb5wwzJW1lRm08pznT8T/k7RpCSWTKIKgcNytp5SSnZ3dNEXDHHvnFlU5+bQOjjM4/sP8eOde6nLz2VxRdnbpm1WFWYXF2I3m2js7SMtZdbKZrJEk0l+vmc/G5pb+GD9TBZVlKEAnaMBmvr6cVrMWaEp3+nkL25eRSyV4qmDR3jp6HH++MblLCwvBUAIsvfV5SKlpLGnj3/ZtI20pvHwiiXU5ObQPhLghabjtA2P4LXZssenNY3fNh7jB9t3M6Mwn/vn1eOxWjjaP8ivDx3h2xu38He3r6PGf3Z2qXlgmB9s383C8hLunzsbCbx87AQbTrTgsdn40uobcFrMTM3P4xu3ryOUSPD9t3bQPhLgKzevoiwjoKmKQonnwjOpoVSMgfgYqwtnclPR7HFigpYVm6LpBJv6jrKl/xjRdIJcq4s7ShqYk1NBQkvxeNs2VKEQTSc5GexFFQor8qexvng2NtVCNJ3kmc497BlqpS8W4Esz7qAh5+x9nNY0msa6eL5rP/2xADbFzIqCaawtnInDpMcmebH7AP2xMSqceWztP85YMsqC3Grur1gyqRl9AeRZ3SzwVyOlxCxUfnjyDbqiI/gsTuLpFNsHm9nU10QgGcFjtrO+qJ5FebVYhImElmL3UCuv9zYSSEZQUZjiLuK+yiXkWJykpUZLsI/nu/bTFRnGpKjM91dxW8k83GYbEslbAyfY2NfEWCKChqTeV86HyhdlxZE3+47RGOhgrq+SLQPHGIwFmeIp4tM1q7CbLKSlxv7hNl7tPcxQXH+XV7vyebDmxmw9e2Oj/ODkRjrCQ5gVhbVFs1ldMGPSrhMCmO4puaD1xd6hU7zUc5A5vnJ2D7USSsaocuXzQOVSiuz6TPLp8CAvdB+gOzLCSCLMaDJMoc3LgzU3MjenkrbwII+3baMjMkSe1c3/rf8QlkyshmAqxg9OvkGFI5ee6Cjt4UEsiol1xfWsLJiGWZhIain2DJ1iQ28jw4kQLpON1YUzuCF/GlbVTFrTODbWzQtd++mNBbCqJpbk1rKuuB6HyUpCS/Hf7TuxKmZsqpkdg81EUglWF83k9pJ5WbEkrUXQZGJSbQaSlBYkkUrz5v4WltVX8YX7VuJ12ZBSEo2nSCRTeF1nrSY0KQkEo/SNBEmmNBw2M0W5Hpw2/buVTmuc6hkmx21HESJ7nMtuoSTPi8V8VtjvHRqjf0QXFAv9rguKxFJK4okUPUNjhKMJTKpCns+F3+uYYDnUMzRGPJ6ioiiHvuEgQ2NhFCHI9TrJ8zkvyzTfbjWzZkEdlUV+Yokkq+fX8S+/3MSjL+3hzz95E3k+F5omGQ1FGQqEicWTKIqCz2WjwO/GbFKRUhKOJugbCXKouZuOvhGaOwayAp/P7aCi0IcQAk2TBEJRBgNhYokUigCvy05hJq3JktYkOxrbcNmt/OnHVlPk9yAExJMpwtEEHqdutXa6d4RUOk1FYc6E9JOpNC1dg3idet5C6AP4/uEggXAMTZNYLSb8Hgc+tx1VUYjEEvSPhGhuH6Clc4i2nmEONncB4LJbqSnNPStiahqDo2GGAmHSmsTrtFGY68aacZPs6B/FrCqkNclYOEZJngdFUejsH8VmMVFW4MuWN5VK0z8aIhCKkUprWC0mctx2ctwOTOrkr7WUkjyvk/a+kYzAKmjpGsTlsGTz0t1yNAZHI4wGIyRSaSwmlVyvE7/XgaooSCnpHwkRjSUp8LvoGw7q96tJpSDHRY7bflZk1CRDgTAjwSiJZAqzSSXX4yD3nPs0mUrTNxxkNBQlnT7bXxZCUFXsx+PUv9PxZIreoSBj4RiqIsjzOs9Lq7N/FE1KSvK89A0HGRmLoCiCfJ+LXK/zd8YVZ7L8XogTustGjNHYTgYjrzAc3UIi3X+tckOTUTQZJakNE0t1MBbfB8HHMSs+XJZZeGzz8VkX4bbWowj9o3G9rQhOnOzlhz/ZzNLFtSxZVEsikaKnZxSJRAiyL+Tx5Twzm3JuyWXmP2cOPfNAA/T1j7FzVwsrV0zJ+LedPeZMmvq/TEoQOZP/pc6fbPtKKTl+vIfOrmH6B8bo7R2luip/Qh3OHsvFy39OG5w5xmYzM7+hErNZZePmY+flfaHynrt9Qh6cbf/sDJeEpmPdHD3Wwx23zkEIcV453ym6uDa5tIRQrlnALqvJRInXQ/dYF6PRGAUuJ7860EhXYIx/uPMW1k0729GdXVzInz7zIv+1az8Ly0rJcznRNMnTB49wqKePBxc38JmlC3FazopR46+4EILqXD+gu0kIIShwO5lRUIDlnA6IlJL2kQBP7D9EntPB12+/OWvCv6K6kiK3m3/a+BZPHTzC/169YoJrQiSRpGVwmH+46xYqc3wXvWbT8nP51p3rJ1iBLKsqR1UEj2zbRVNf/wRxIp5KU+g28+W1N1Kbp9djVW0Vg6EwLx9r5vTwKOUZN4mp+Xkk02n2dXYjhKDU52Fm0dWzfMm2k95YAHQHguzv7MHvdFCTaWcg2+H4/IolunWHIrixpgqzqvKvm7exu70rO+i/GEIIfHYbPrud0WiMSCKBZ9wAfjIk0mmO9PZTmePjwUUNFLpdE557TZ59vmxmE9ML84klU+Q79c5PRY7vqrRhPJXiteMn6RgN8NfrV3P/vHpEpgxFbhdfevalCeJE91iQXx1spNLv429uvYmCjCiyZkoNdrPKf2zdzesnWqhYPD/rChSMx7l5ai1/sW519nmYVVTA6eEAW0+d5nPLFuGyWnDbrMwsKiAQjeG2WrGoKrW5/uz99XZ4zQ4KrF62D5xgjq+CWlcB6rjZeE1qbO47yrMde7i7bAF+q4udgyd5pHkDfz7rbgptXgZiQTb3H+XO0gbuK1/M0bFu/qt1M1XOPObkVGBTzdxeMpc6dyF/3/gMkdTEmceOyBDfP/4qte5C7i1fzEB8jKfbdwFwa/EcVKEwkojwUvcBluVN5ebi2QDYVQtm5fLeaWe/ofp9YlVMaFKyf6SNX7ZtZV1RPRXOXBpHO3jk5Ou4zDbm5lTSEx3l+8dfZV1xPXf4GggkI0TScZTM+3cgNsYjza9T6czjvoolDCdC/LpjN1LChyoWoQqFpJZijq+cEnsOI4kIvzj1Fj6zkw+WL0QIwVgqyub+o4SSMZbk1eFQLUgkVtWElJLDox1878SrzPdXs7ZoFmlNI5SKYVPNRFL6QHrnYAv3lC3gvorFHBg5zU9b9Osw1VM8+TZCZi0z4Oy3PZyOs32gmUAizC3FczErKj8/tQWzovKZujWYhMov2rYSScX5ePUK+qIBftKymWV5U5jh0d8NZQ4/D9Wu5jcduzk40s74z7kmNXqjAbb2n+Ce8gXcl7uEPcOt/LR1M1WufKqd+RwNdPPjlk2sKZzJLe5jHeJbAAAgAElEQVQ5HA/28J/Nr+My2ViSV0dXdJjvHn+FBn8Vqwpn0B0d4dcduzEpJm4tnoMEhuIhdg+1sDi3jjtKG0hoKXKt7nMsUFRgsoMzgZKJ5aRpemwCi1n/liiKgtNuwTluckVKSVNrL4+9spfGlh7SmsRmNbF6fh2fuHUhOW47kXiSb/18A9MqCghF4zS29BCKJnA5rHx47TzuWTUbW0Y83ne8k+e3NtHZN4pQBH/72duYO6VkQglHQzGe3LCfN/acIBpLIgTUluXz4B2LmF17NvDxM5sOc+RULx+/ZQGPvrSb7sExovEkty+fwR9+cDmq5criBtgsZubUlXDb8hn88NntnOwcJNfrpK1nmB8+u53G1h5SaQ0podDv4uO3LGTNgjpMqsKRU708uWE/p7qHCccSPPrSHmwW/bm/YW4Nn7/3BoTQB+U/enY7B5u7SabSSCT5PhcfWTefdYunYrmMGEdnrHIsZlP2XWGzmLNtDvDi1ibeOtTK1z93O9Ul/ux3p6VzkK/8xwt8ZF0D966ZC1Ly2y2N/HZLI4FQjGQqjaIIls6q4g8/uIw8n4uWriGeeG0fze0DDAXC/HrTIV7ZofdNZ9YU8ZcPrkPN9C23HjzFL1/ZS2d/gLTU8Hsc3LliFnffOBuH1czPXthFKJogkUxxpLWXW5ZOx2pWeXnHMZw2C1/62BoWzigH4OUdx/jN5sMMBcIZyx5Bw9RS/ue9KyjJm3yAc02TVBTl0DMYJBiO43Za6ewbpTjXw1AgnG3Tvcc6+fFzO+jsCwD6u6amJI+HP7iM2bXFpNMaL207ypsHWlg2u4pN+08SCEZJaZJFM8v5ww8spzTfiwQONnfxw2d30NE7gsykVVXs53P3LGPulFIURbeMem3XcX6z6TDxZIpYIkVn3whWi5k5U4p5+IMrcDushKMJnt50iFd2HGU0GEMIqCzy88k7FrJoekU2jsYvXt7DSDDKusXT+NXrB+gbGiOWSHH/2rl88vZFWC7ze/Re5/1Vm3M4E0cilGikO/g4I9GtGXO56+FrKElqI4zE3mI0toMe1Y/dVEWe4yZyHTdhM5VfV4Giu3sUl9PK7bfOoaRYn4lIazLb6f31s/sYGg7xPz61ElNGVT7dPsQjP9zIH35mNVWVefT1j/HqhiO0nR4gmUqT43Ny85qZzKkvZ3Q0wsuvHWbPvjZOnOzjO//+KlarmZISHw9/Zo2uDidS7NrdytbtzYRCcfx+J+vWzmLGjBKGh0M8+dQuCvI9HD3WzfKldQyPhGk80sVtt9SzYtkUUimNpmNdvLHpKCMjYYQQVFbmcfft88jNnZyVRjKZ5vCRTqbWFREYi9J8so/KijxUVdA/EOSxJ7ZTP6uMpmPdDA4G8Xrt3H7LXGbOyPi69QV4+dVG2juGSCZT+P0u7rxtLnW1lzYjT6c1/t8PNlJXU8Ct62ejKAqaJtm2o5ltO07y8GfW4HJZaWkd4NXXGxkYCCKlpKTYx113NFBS7KOjc5iXXz3Mjt2tBMeifPXvnkUIwaIFVdx9Z8M7ukfGY1ULUIQJbRKPkiJsWE1FVy3v8Qihm8jrgbBSjESi7OvsZmZhAXNKJuZZ5fexorqCF5pO0NTXz42uaoYiEQ5191LicXPb9Kk4zrFMuNInUgItQ8O0DY/y4OL5E2aPTYrCDTWVPLpnP/u7ehgIhbPCBYDFpLJmSs3bChOgdz5VYDgSJRiPk0ilSWm6ObEmJWOxiQMxAdxQXUm572xeZlVlakEeLxw9zmgsljXJfjdoGx7FY7MRS6Y4NTzMM4eP0h8K8fkVS8l3TrQqqMn1s6C8JDs7oCoKdXm52MwmRiIRUulLW/GoioJJVdA0jeQkjj8Xs6oyLT+Pl48186sDjdw+cyrFHjdOi0V3gXuXXt+xVJr9XT0UupwsriibcI/OLCygyp9DPKVbAUopOdrXT3dgjOkFNfQFQ/QHz1ox2c0WVEVwvH+QSMZ1A/R75ZbpdROeB6/NRm1eDjvaOgnF48A78y23qWY+Xr2cx9q28e2m5yl15LC6cCYNOVX4LA4CySiv9Rym2lVAhTMXRSjM9pWxe6iFAyPt3FJcD+gz+PdVLKHA5qHSlc+OwZOcCvUzJ6cCRQh8Fiel9pwLdt62DZxAEQp/UH0DhTYvSZkmmIzxcvdBluXV4bfo3w0hFO4pX0CdqzD7UriQ+8yFkMBIIkxToIve2Cgvdh1grq+SEnsO0XScTX1N5Fs91LkLsapmpnlK2DJwnN1Drcw9Y+UhwG6yUOrwM8daobsBZNLfO3yK4USIu8vm47U4cJgsVDnz2D7YzPrienIsTlbkT2MkESaSiuMx28mxOOmIDE0op0BwS8lc5uVUnhWzESS1NBv7miiweflc3VrsJn2we65YP8Nbwv0VS/BaHJQ4ctg30sbp8OCkxYmU1Pju8Vfxmrdk2lzw6ZpVLMzVXYKcJit3ls5nZcF0BHAy1EfTaCfhVBybYqYvOsrKgunM8pZR4yzgpe4DhFPxrOWGRTFRbPeRZ3VfNNbHTG8p91csxmmyUWDzcGiknfbwICX2HLb0H8NttjHNU4zDZGWKuwiP2c7OwRaW5NWxc/AkcS3FbF8ZbrOdSkWlxJ7DjsFmVhXMyFrX2VQL91YsotThz8a9GH8vWVQ/qpisZZqC1VyCxaSycl4Nz7x5mF+8vIebFk2lyO/GYbNMEFC7BwP84NntuOxW/u7hO3A7rBxt6+Onz+/EZjHxydsXA3pfbMPuE9y7Zi6fuGUhiVSa/37jAE9s2M/sumJmVevf1tXz61g0o4KXdhzlha1N55UurWn86vX9vLH7BB+/dQH1tcWEogme3niQ7/5qC1958GZqS3UBXSJp7hjg1V3H+fgtCynJ9xKMxDKCyzsfqsypK9GtQrqHWDC9HI/TxtwpJdy3Zi45HgehaJyfv7ibn72wi/raYopy3cyqKeJLH1vDjsY2vvvfW/jih1cyvVKPV+SwmrPPicdpZXZtMXevnE2u10k0rgsZP31+J3OnlFBWMLk4EaoiWDKrkv0nuvj+U2/xgVX1VBbm4HHaJsyMr5pfy0vbj3KwuYuKohxMqv7N33a4DafNwrwppZhUhZOdgzy98RBLZlVwx/KZKKpC/3CQUCSOI2MpU1uayxfuu4HDLb1854lNPHjHYpbOrgLAatYD90opaTrVx0+e38m8KaX88UdWYTGrbN7XwmOv7MXvdXDzwqkkU2lO9wzz8IeWU19bwmOv7GHtgil88/N38u9Pvsm2w6eYO6WEgdEwT208yLTKAr78B2sxm1QGR8OMBCO4HZe/mlZlcQ67m9oZHtNdckeCUWpKc+kf0b91ihD4PQ7WLpjC7JpinHYLHX2jfP/pt3hywwFmVJ+NQXWiYwCf286fPLCKXK+T/Sc6+clzO9mw+wQfWz8fs0mP5bJyXg1zaktwOSx0DwT4j99s44kN+5lRVYjNaqatZ5j/fuMgM6sL+ei6+UgJj7+6l/0nunjoziVZF6gXtjXx3FuNfOKWhcyp05+PJzfs55Ffb6PgIRc1Z54PCY0tPfhcdh66cwmFfheBUAy71XxZ1jm/K7yvxYmkNkJv8Ek6xx4lqQ1e7+JkkaRIpPtJpPsZSxwgJcNUej/PlQ+F3jmlJTmMBWPs3N3KzWtn4nHbMY3rbVeU57LlreOcbh+itkaf/du7v41UWsOTMXd67oUDnDjZyz13zsdkUujt0+MqANgdFpYsqsVmNdPTM8oH7p5PXq4Lm82cNYvbs+cUTz+zl5tWzyA/382Bg+386Keb+eMvrMdqNXHgYDvLl9VRWpLDj3+2hdvW11NWmsMLLx1k2ZI6hkdC/PAnm6mfVcaKZVMIheOEgrHLatbR0QiHGju5/0OL6O4eZe/+06xcMQ2Hw0IymaL5ZB8nmnu5dV09C+dX8frGJh795Tb+6it34XRYCYfjOB0W1q6egaIIXt/YxGNPbOfP/vR2nM63f+mqqkJxoZfNW46xdHENfr+LSDTO9p0teNx2rFYToVCcR3+5Da/Xzm231JNIpBkeCZ/18fY5WbNqBmPBGN09I3z8I8tQVYHX6+Bq3l9O81TMSg4p7UKuTRNxmOuwmd5+ZvtK0aQkkkgiMq4AvcEQ4USCBm/xeS4QNpOJUp+XeCpFx4iung9FIgxHo3pQSI/rqg3M05pGVyCAJiVVFxAZ8l1OvHYbnaNjBKKxCeKEWVEvKUwABKIxXjh6nDdb2mgZHM60g24hISUTZiBBd20o9rizcSjOYDeZEJzxgX73+Norb2T/XxWCuvxc/uiGpdw7d9YESxRFCPJdzvOWALWaVFRFIZ3xqb8UyXSaeCqN12bDZrr8T5/DbOYPFs5jMBzmxzv28GzjUVZUV7KmrpolleUTXFGuJcl0mr5giEK3a4J4IITAZjZR4HLSMXpmdgj6gmGGI1GeOniEpw5eOIhtMB4nOW6VDYfFTIFr4vMghMBqMunxCy5jRY6LIYSgzl3En8+8i6OBLrYONvPIiQ0szq3lj6atJ5KK0xkZpjM6TGuoP/uO81tdONSzs8EVzjycGRcMi6LiMFmIpCdnFt8eGcJrtpNv8yCEwIxKrbuQp9p3EUkl8GeyKbH78Fuu9P0g2TfcRm90lPbIECsLpvOZutXYVQvDiTDt4SF6Y6M80rwhm77TZMVj1q0qi+0+Pl2zil+172BDz2GW509lffEcSu26G87p8CB90QCPtW3NxsoAqHEVoAhBQkvxbMcetg024zBZsCgmOiJDVLkmxgfIs7optHnOG7hH0nH6YgFqXPlZYQLOt8KrcuZjy7i5WBUTVsU06esAoCBYVTCDqe6MqCyg3HnW5c1jtlPq8GcHSx6znZiWJK1pWMwmCmxejgQ6ORnspS82xnAiTIXz8nznq135WBS9DraMdUw0nSSlpTkdHqQl2McPTr6RbSOTouKz6ELCqfAgPdFRftb6Jsq46zDLO1FArHDmZq/thQQum6kMm6mEaKr1kuW1mYpxmqcA8OGb5gHw0vYmnnvrCEtmVbKqoY6FM8qxW81oUnKwuYfWriG+/YW7swOy8kIfe451sHl/C3fdMBuXw4qUUFuaxwdX1ZOfowt0wcgMDjZ3c6prKCtOOGwWHDYLXqf9goJP31CQtw60smR2Jbcvn5kdRFnMKl/70Sts2nsyK06AbvmxZn4dy+dUXXWR3GW3YLdaGA3F0KQkz+fkI+vOxvfRNMn6JdP5+k9eIRSNI4QHl92Ky27F79FdUPJ9Lkrzz5/Vz3E7eODms5M/UkpuXTaDL3/vOYKRyceJEEKwqqGWWCLFrzbs58+++1vm1JVwY0MtN86rybrnlBf6WDijnI17T3LToql4nDZGg1H2n+ikusRPTWlupk4aqVQas6pSmOvB7bBSc048iTPXsGcoiKoo+D2O8+qYTKXZuLcZTZM8dNeSrDuCx2Fje2Mbm/e1cMOcGqSEolw3i2dW4nHa+fWmgyyZVcm0igJqy/IYDISJJ9NomiSZTGNWFQr9bjxO2zuKc+F3OxBCMBSIEI2niMQSVJfksqPxdLZdp5TnM6U8P3tOab6XPcc62HO0nXRaj88GYLeY+cCN9SyaqS/7nedzsmnvSZo7BojGk1jMJqpLcieUt6zAx8GTPWza20wyrWEDBkZCjIVjLJpenhWn5k8rY/+JLhLJNGaTSjia4OUdx1g+u5rbls/IusfE4km+9ejr7Gpqz4oToD8f65dMY/60sutubX+teV+KE1JqRJLNnB79fwxFN6HJyQXuux5YlFxybMsR4voudVNbU8B9H1zIG5uOsmt3K/Wzy1i+tI7yMj8mk8r0aUW43Xb2HThNZUUu6bTG3v2nWdBQhc+nf5zTaQ2b1UxJsZeiIh9LFtVkTSdtVjPVVXkMDgWxWEzUVOdTXHRWTQ6FYmzacoyKcj/TphZhMinMnVPOwcMdHDzczuKFNTgcFhYtqEZVFLZsPcGqldMYHgnTcqqfWCypD8g0iddjp7I8l5wcZzag52Q53TFEOq1RVZmH221j+66T9PUHqK7SX2qqqjCnvpy77piHqiqYTCqPPbGd/v4xqqvyqa7KJz/PTSgcJ5lMM2N6CRveODLpoDzzGyp56dVDtLUPkZPjZGAgSPPJPj770CosFhPxeApN03C7bJSV+snPc2Myqdk6ut02nE4ruX4nwWCUqVMKswLR1cRqKiLPuZ7OwH8hSV70OLOSS7H7w+9oGdG3I5pI0hkY0032bTa6x4KA/hK/0HU/04FKZW5MTdOXz1KEctWXm9IyZiUXSldkynImEN25O83q21+zUDzOD7bv5teHmphfVsz/unFZ1iVjW1s7//7m9vPOUYRyWb6c15rPLF1IXV4uVpOK32GnxOOhyKOveDEeIUR2NZQrRUrJcDjKSCTKzMJ87FcgJIiMgPK3t93Mvs5uXjp6gq2nTrPxZCtLK8v54sqllPu8V73ToJ1jnqQH7JO6C8Y5eSlCTLjfpNSFBKvJxAfqZ7C6tvqCeeQ6HXisZweeJlV913xYraqZuTmVzPSVMcNTws9PbaEl2Iff6sSsqNxaMpd1xfXZgZyAbDwI0AWJyVoxnJe3YtKDKGp6kGYJxNNJLIo6YbBlEupFZ9svhUCwLK+Oh6fezG/ad3Mk0MlYMorXrA94zIrKmsKZfKh8UdZVRKAPjvX6mVhbNIuZ3jKaAp280nOIw6Md/J8Zd1Li0C1Cql35/Mn027IxJEAXOd1mO3uHTvFi9wE+XLmUxbm1WFUzXz/8m/Pa7ExgxnNR0beHM0t9Xuz+fqdLfipCMDen4qIrfqhCuWBA0zP77iht4HvHX+GR5tfxmO3cU7aAJbmXt3qIRTFd8E7S30EmluVN4RPVN0yINXJGkLEoKjO8JXxx6npc5rMxHs4IZglN7wOYlLdfJldV7BQ4byeYOPS24r8qHBS57seq6kEAfW47n7p9EWsW1LHveCeb9p3kO09sYlVDLZ++cwkWs8rpnmFGgxH+6ZcbsZrPrvrUOzSGlJBIpQD92Sov9E1Y4cNuNWE1q8STk1/xpmdwjHgyTU1p7oTZ3YIcN36Pg5OdgxPuKZ/LPsFN4WqS1vS4AxaTHmw2FI1zuKWH3U3tDAUiJJIp+ob1lY/OfedeikgsQWNrLzuPnGZoNEw8mWJgNJRJ6/KEXIvZxG3LptMwtZTGlh7e2NvMz17YxZv7W/jih1dSXuDDabOyYm41//mbbRxp7WXp7EqaOwbo6g9w54pZ2bauKMph3eJpbNhzgqa2XpbNrmbp7ErKCn3ZgfBkCEcTtPeN0Nk/yp9//7ns9lRao2sggNVsQssEe7WaTdgsJkyqgsVswuuyIQSYTSrptL5ManGem1uXzeDFbU20dD3P4pkVLK+vpqIoB7v18r/NDpuF0nwv7X0juB1WnHZrVkAB/Ts4Eoyyq+k0jS29BEJREqk0JzsHdWtKKVEzT77NaqZ2XGBXVRF4XDYSST0QrpR6rJI9Rzs4eLKbQDBKMpWmtXuI9Ljr7fc4cdktNLb2MqO6CImkqa0Pm8VMrld/T/cMjTE8FmHLwRZOdg5k84zEk4SjCUaDE8eueV4npflXv4/xXuR9KE5IQokjtI58m9HYTq6PC8fkcVtn47JMv97FwGo1cdst9cxvqGTfgdPs2t3KW9ua+dxDq5g7pxynw8rSJbVs3nKMtatm0N07SigYY9HCapRMZ/iWdbN5/Fc7+ad/fZlpU4tZuWIq9bPKUCax7nk0mqSza4RYLEln1zACgUTidFiwZV5WFrMJW2YGwOOxY7GYMJvV7KyvP8fJh+9dzG+f38/O3a0sWljDDcunUFY6+WWEdu9pJR5PsnHzMZKpFCMjEQ4cbM+KEyaTSlVFbtYPzO2yIYBYXF9bvPlkH8+9cIBwJI7FYmJwKEgslkJO4mMnhKC42MfsmWVs33GSufXlHDzUgT/HSXVVHiBwOq188J4F/Orp3fzjP79Iw7xKblg+JWvN8m6hCDsl7o8SS3UzGNmAlOfPDthMZVR4P0+ObQXXyiroQFcP/cEQq+qqcVmt+B0pzKrCaDRG8pwI5SlNIxDVAw7l2PVOl8Nixm42E04kCMYTE+JNvBMUIch16qLdUCRy3v5IMkkkkcRtsZ5n4TEZeoMhfnO4iUq/j/97y1ryXU4E+sD1aP/ARc97L33SlldVsLxan50QAOLiQ8wrHXyeIZ5Ks6u9k2Q6TUPplS/hqAhBntPBuml1rKmr4Xj/AE8eOMxLR5vxO+z8yarlV3Q99fpduFMciMUmCFhmVcVltTAWi5E+p+Ob1DTCibOz1YoQeGzWzPKqDtZeYNWMC5fn2t8rCS1FWtOwqeas1YLbrHcoU1LDbbYzxVPEibFePlS+KCtIJLQUqlCIpy8uik6WGd5SGgOdnA4PUucuJK4lOTBymqmeYlymy4tJ8nY4TFZK7Dl8sHwR+0dO83zXfj5Ttwa7amG6p5hjYz2YFRMFNt2CKqmlUISSicGgkZaSEruPYruPCmcuX9r7GP2xACWOHKZ7Sni99whjySh17qJxoqeGgmAwoc+Izs2pIN/moS8WoDs6QpF9cn7ddpOFCmcu+4fbGIiPUWDTz9MHI++dN0pnZIhcq5v/M/NOcixOVCHe8XvjDBZFZYanhM19R/VYQ9nrlM7mMNNbyvaBZmJakmprQXZFDg152eXIc64nmuqgO/jYBQUKk+Kl2PVhit0PoIizQp3VYqKuLI/a0lxuWTKdJ1/fz4tbjzJvaimLZ1bqq/Q4bSybXYnrHPN5q8WEb1ygY6tFnSBmCyEu+3In02mQ8jxrPZOqoKrKeUKHogjM5mtjot4/HCQaT2aWOhU8s/kwT288yILp5TRMLcXrsnG8fYDj7ZcXjy6taTy/tYnHX93HvKmlzJ1Sgs9tp7VriIPN3VdUVpOqUprvpSTfy5oFU3hjbzPfeXwzG/c084nbFqIqCvOmlJLrdbLlQAuza4vZd7wTp93CnHExP6xmE5+8fRELZ5azad9JXtjWxLNvHuaBdQ3cvnzmpIWAtKYRT6YpyHFxY0PtefvzfE5d7BBnJobOCsnKBSZnTKrKAzfPY97UUjbtO8mmfS08/1YTH1g1mw+tnjshTspkcNjM1JTkcex0P7keB+UFE8WXcCzBI7/Zyp6jHayeX8ey+irsVjOv7jxOa/cQ48eJqiKwW8+fIDlzTCyR4kfP7uCtg62sWTCFpbOrcNjMbNp3ksbW3uw51SV+bls2k8df0105zCaVVDrNB26cTWWxPiaJJ1IIYGpFAQ1TJ1oXK0IwtWJiv15VlfelC8eFeF+JE1JqhJPHaRn5BwKxvbzXhQmBiTzH+gkfl+tWFqG/UIqLfNx+i5dFC6r52aNb2fTmMaZOKcLhsFA/q5SXXz3M8eZeTjT3UlDgoaoiNzt5V1WZxxcevomW1n6272zhpz/bwt13NrDuplmTyl9VFW5aM4O1q2dmV5gQCBwOC4GxaDY4EBeZvTGbVW5YPoUpdYUcP9HDxjePcbixg4c/u4aK8kubjI2ORjhxso9cv4vevlEAvF47jU1drL95dqacupBzPvL/Z++94+y66kPf7+6nt+maqlHvXZZcMTYYmxYw/ZIECLnJDamkkZd33yOPl7wk3EJLQkjgAiZcMM0044qNLVu25SJZbmqjMhpNnzn9nF3X+2MfjTS2pDkjTZN8vp/PfOzR7LP32uustX6/9Vu/QjZb4tvffYJIJMDHfvM6otEgT+3p4fs/3DPls08TDGjs3LGE7//waXpPjrH3+ROsXdNGMhlGkvzFadOGTtrbUhw6PMivHjnAl//tIT7+0RtYueLs2N7ZVRolSSKgtrIk+Snqgm9grPQoJfs4niijKQmixkbqQzcT0VcjSzPvNeF6HkcqFRsUWeZNy5cSMXRkWWJpfR0vDQxxKpMjFTqjbI0UijzX108yFGRVk29saopG6EzG2dPbx76+fhqWL3nNyfPp9z0bTfG9VYqWzbmCIWRJorsuRX04xDO9p/jQZotQxfDhVaotDOULbFjUfFFVG0q2TbZs0hKNEAsYE5vtvGny/KmBKT5dPZqiIIRfinKmkSQu2khQLUIIbNfjsaPHufvlg3QmE1x/Hu+Bau7ll+f14/11VWHdomYaoxH2nOjjwNAIubI5yTghVbxgPM8PPzofYV1DAMOFArbrTnjOlGybFweGJuXI0Cu5L3515CjHxsZpjkUncgON5AscGxufMLJJksSSuhR14SB7+/oZyOVpPjuRZ+VzCIFcyVh+MciyhCrLOJ5Hya7OaHCqOM4dR3ehyDJJLUTJtTmY62dtvI1l0WaCisbt7dv58qEH+W8v/5yOcD1Fx6TgmHyk+/qJUI7zIYQga5d4bvwYp0rjZO0ye8Z6KLs2iyMNdEUa2F63hOfTJ/iXQw+wPNbCuFWgtzDKR7qvnzCUzCRNwTgf7NrJN3oeZX2ig6sblnHLog0czg3y+QP3sCzSRNlzGDVz/Keua+gM13MsP8JXjzxMe6iOsGpwJD/IkmgT9ZUN8vpkOzvql/L1nkd4ZuwomqwwWM6yo24J1zetYmWsBU1SuaNnFx3hOg7nhpCnsXFXJJlbF23gUHaAv3/xp6yM+Sf1Zdfmw4uvRZ4hWeMKwU9OPsvTo0cn/m1jqpPtdVMb1DzhoUoKvcVR/uGln6JJMiHV4OqG5VzfuBJVUjiU66e3MMoLmZMMm1nu63+eOiPCmviFK/2A7znzhqbVvJDu5YsH7mVlbBG253KqNM6Huq5meayFralunk728JXDD7G2cs/BcoabmtdW9Q6TnidHaY//NjFjI2OlRyhYB3C8HIocIqyvpD54E7HAJlT5tXlfTutyiWiQa9d386tnj9A3lEFdJ9OYjCDLEm/YvJSlZ7m4n82ZMIRL/15T8TCq6pfC9Dwx4Y2VKZTJF01WdJ4rF9fMy4SyafPQM4epi4fpbq0jnS/yyHNHWNJazx+//wbCQUUr0HgAACAASURBVB1PiAuGYPhr5WuTrY/nSjz87GHamxJ88oM3EAn6YTHT8TA5F1LFWG/oKltXtrN4UYoTg+MT3sipWIir1nTy8LOHebGnnydfPM4167tJnuXtIkkShq6ycVkrqxc3039Dljsf3MvXf/YUa7tbWN7ROOldBOKc7xgwNOrjYbL5Eu+4bu1EvopLQddU1i1pYUVnI792fZa7frWfOx/cy5ruFjYtb5uWx7OiyHQ0J9i17wgj6QJv2r58wjMI4OipMZ584Thvv24tv37rVgxNpWTaPPHi8Wm3+8TgOI/vP8abtq/gt9+5E0NXKVs2eysVTk6jKjJBQ6OtIcF73riBZDREMhpkUUN8QsesS4QJ6CrtjQluv3HD68bwUA1XlHHCckc4kf4XMuU9XKxhQkJHU1JochJVDiPLwUo2ZBmBixA2nijheEUcL4PtjV902EhIW0rUWE/1mZlnj1LJQtNUVNWvtx2NBAiFdfK5M0nyWpoTrF65iPsffJFcvswtN6+dCBkQwk8mGY0G2Lihg1UrF/G5L93H3n0nJhknVFXBcTwcZ/KJXyis0724gRO9Y0SjAaIRXzG0bT+7cCY7dR97nu+e29Icp7kpxuKuBv7mb39M36nxqowTL71yCtf1+L3feSPNTX7Iyf4XevnqNx6l79Q4odCFF+SyaTM4lGH7tm7aWlPYjsvAYJqyWf0JnyRJrFvbzs9/8Tx3/fRZstkS27Z0TSxmnidwHJeG+ij1dVFWLG/mb/72xxw6MjhhnJAkP6bTrHhzzB4SutJIY/ht1IduQeACAgm/OoeENmPuZ0IIMuUypzJZMmWTlweH+NH+l9h/apDbN6zhmsV+8ruQpvHOtav5zH2/5GtPPcNvXbWVlliEbNnkx/tf5rmTp/jQ5vV0JP3Tv4Cqcuvq5Txz8hT/9sTT2K7LmpYmNFkhZ5oM5HJ0JpN01032vmmIhAnrOk/3+pvSzmQc2/VQZIlEIIgsS3TXJbl5+RLuPXCYbz69l9tWLSdiGBwbG+frTz2L7brcumo5UWP6gj6iG9SHQxweHePg0AjLG+vJlk3uO3CIhw/3TMRPXgqKLNMUDSNLEo8fPcH2jjYSwQCm4xLQ1EkVIRYSjucxUiihqxlG8gWePXmK7z63n5Jt84lrr6IzVV1yslczXirzaM8x2hNxWmLRCY+bJ4/3kjNNNkZfm+dElWWaohFc4bHr6HHWLWoiauiYjktI04hWElAura8jZhg8cuQY2zvaWNvSRMl2+OWhHvadGpjkORHUVN6wdDEPHT7KHU/vJR4M0ByNMFYs8d29+8mUy5M8gFY2NXDDki5+tP9lvrJ7D+9Ys5KmaKTST0X6szlWNzWyuK56D7NXE1RVmqIRdh09zqM9x6gPhwhoKqbjEguc2zuozoiwta6bnvwQBdciqGi8q30bO+qWEqx4U6yOt/LJVbfx+PBBRsw8QUVjW103US2AjMzGVCeqJE9UGTEUjavrl9EV8TdeWbvEs2PH8ITghqaVOJ7LvvQJZEmiI1xPUg/z8SU38ujwKxzLj9BoxHh76yZWxVt9zwUhWBFrJqzqGBeRDV2RZTanuiaqMZwudTpYzpK1S7hC0BVu4E9W3cbu4UOcKo2jKypbUoupM/xY/5QRYWOlaodpOayKtbKzYRmLKjknomqQjy25gSdGDnMwO4DlOXRHGlgWa0ZGojPcwO8uu4ndI4fI2iVubl7LzdJaymflg+gK13Ntw4pJOSXOpj1UzydX3cau4YP0l8ZRJaViQPKremyrW0KdEZkwVIRUg2sbVtAVrj/n/V5NRAtwS8t6Co5JwS1P/LvlOQj8vBvXN66c5M3SHWnE8VwCisbR/DCPDL3MW1o20FnJM9FTGOY7x3bTFkyxLNZMT36YlzIniagGW1PdHMz1EykFaAvVUW9E2Fm/lNZQ8qy8HzrXNa6gPeSXUmwNJvmTlbfx+MhBThRG0SolW097UST1ML+3/M3sHjnI4dwgEhIrYi10heuRkFAkmXWJdizPmSgben4kVDlCKngDyeDVCOEi8JMdn0u25osmJ4czNNf58fuyJFEombzQ00/ZslnUEEdVZNYuacHQNX6x+xU+UhcjUjmhHssWMW2H5lTsfA26KDqaEnS1pHjqpRPctHUZHc1JLNvlyReOM5YtctXqzqlvcgl4QjA4luO+Jw+w6/ke3rRtBV0tKTIF3+vM0NWJDeHAaJZH9h45533CQQOnUhby1aFNnufhuh7hwJnSlcPpPL969tz3uhCm5XB8YJxY2KAh6ZdmdRyXg73DnBrJsGPtWclqJYlr1i/m7sdf4p7dr1AoWWxe2TbJY2A044eYNKX8cp8dTUlWdTZy92MvUX6VsTwc0BGe31+O607aKIcMjW2r2nn2QC/3PnmAW3eurIRy+NcHdG2SUWQqxnNFimXfi0VXFVobEqxa3MxPd71IsXxxByGL6uPkSxbZoklLfWyS8dWtVGMJGtpE2dBXjg/x3IGT09ZR/XsJggHNDwUUfiLXp1/unXydJ3jyxePUxcPsWNtFQH9t2FtDIszaJS089vxRrtvYzbqli/w8QbZfercxGb2oMJcrgSvGOOEJk/78dxgt/YrpGCZkKYiu1PslPo2NhLWlqEoCVY4gS0FkSUfidNlED4GLJyw8Ucb1irheHtMdouQco2AdpmgfwXbHcEUBT5TP+1wJhWTwagLqogURP/SrRw+wb/8J6uui6LrKwGCGkyfHeN97thOsCDBdV9lx1RI+98X7iEYDrFp59km94NvffQLTdKhLhSkULQYHs9x4w5mQFUmSqK+LUJcKc+cPnqK7q4FoNMDNb1xDKKhz65vX87+++Shf+feH6eyoo1S2yWZLvOddW6t6h8GhLN/8j8dpaY4TDhuc6B2jLhWmqXFqgWuaDvueP0FLc4JFLckJ18KurnoCAY1XDvazfl37Be8RjQRYvaqVR3cdxHU8RsfyvPzKqYn+E0IwPJLjSM8Qhw4NUixZPLWnh75T43QvbqCxwW9nJGywZVMn3/rfu9m6pWuSYSWbLfGNbz1GLBYkFg0wOJRFVRQ6z7pGkiSWLmnksScOc8e3HyeZCNPZWceWTV1V9eN08MeugjKlsnVp5C2Lf9v9NN95bj+m45AtmYR0jd+5ehu3r18zsclTJIkbly5mMLeNO/e+wF/+9F4ihu5X8iiVuXXVcj68deNE6U5Jkri+ezH/5Zoi39yzl88+tItEMOCX33NdkOD3r93xGuNEWyLGO9eu4q79L/FXP7uPeNB//huXdvOftmwkpGtEDIPf2rGVom3znWef574DhzEUhWzZxHQc/vPObVy/5OISfzVFI7xv0zq+/cw+/urn99MQCeF4Hp4nuG3VCh44OH3F6NXIksTalmZuWNLFk8dP8sc/+jkh3d+MfGjTBt6+dv7D0c7FqUyOz9z3EJoiU7Rs8qZFWyLGJ67bwZtXLJ1UtnU65EyTb+55jqJlEzZ0NNkfI6PFEp3JBB/YvJ7wqwxNiiyzvaONre2tPHy4h5cHhwhqGpoi8+EtGydK3XbVJbl9wxq+sec5PnPfw9RXQoI8IXjziqV8b98Lk+55XXcX79mwhl+8fJA/+/E9xIMGridoioS5cWk3B4fPJIAOqCof274FxxM8ePAITxzrJaT74XFl2yGgqfzlTddfknFCVRTesmo5e06c5D+e2ceDh3rQFYV4IMAnrr2KtS1Nr/lMVAty66INF7yvLMl0Rxrpjpw7bO2WlvWTfo+oAd7buWPi9/ZwHZ9cddsFn5EyIryz7dwyRpIkdtQvO+ffTNdm1Mzjce6YcgmJOiPKW1snV0kKKBof6rp60r+1hVK8t/Oqc94nqYd531nvdK42RrUgb2pZx5sqFUzORkFiU6qLTamu895jQ7LzTGWQcyBLEq2hFO8/Tzve2bZl0u8xLcgHunbiCcGomaN0gcSYIcUgqYf5/RVvPu81y6LNLIueqb4kSRJbUovZkvK9oO4b2I/pOby386oJj5rlxTEeHXyFcasw4f1xofF2e8f2Sb8n9DAfPOt7kiSJpmCcd7VvO+fnJUkioYe4ddHGc/5dkxTe2Dy1F+nke8pIGFM6E4xmCnz5h49RthzCQZ2AppIrmQyN5bl+4xI2LW9FkiRWdjTygZs38ZNHX+DoqVFS8RBl0yFTKHHN+sV++ckqGc8Veez5o4ymC+w7fIrRTIGfPPoCzx/uo6U+zs61XYSDOh+6ZTP/8oPH+P+++QCtDXEKJYuTQxlu3bmKLasurFNdLJl8iS989xEURWY8V2IsW+Smrcv54Js3E6oYETYtb+PhZw/zd994gEhQZ2g8jyLJREOvNbp3NCVYt3QR37j7KXbvP1Yx9DTzzuvXkYyG2LKyjXufPMDfff0BoiHDv5csTcp7UA2FssWdDz7H8f5xIiE/gadpOwyN5Vje3sBNW5dP8jZcVB9n26oO7t79MhuWLmJFR8MkfeLlo4N876G96KpKLByoGD/GuG5TN22NiUneCU11UTavaOdHv3qel48OEDA02puS/Pqtfrnh6zYu4fDJEe584DmeeOEYsVCAfMkkky/xn96ylZ1rqzc09fSN8q17nvGTtYeDWI7LiYExNi5vZUlb/bS8Js70RYx4xH/HxmSU4fEzVam6WlKsWtzEz3a9yImBcSQJRjIFWupijOemd7jc0ZRkTXcz9z5xgMHRHLIsM5LJ05iIMJQ+80whBIvqY9z75AE+9U8/RdMUdFWhrTHBLTtW0tXiJ/f94Js388U7H+ULdz5CW2MCRZbJFcooiswfvv96gkb1ZVWvJJRPf/rT890GgE9fyoeFEOTN/RxLfwnbG536A/ghFRF9FS3RD9CZ+D2aI+8mHthMUFtMQG1GU5KochRFDqHIgcpPEEUOocpRNCWJoTYS0FoJa8uIBzZTF7qRxvBtJALbCGpdFZc7CcfLA5Pj33Wlnvb4bxNUZz4r8cXgeYJstkwmW6JYtKivi3LrLevZuKGjklTSb2MsFuSRXQdYWckpcXayxWLRYngkx1i6iCxLXH/dCq7ZuWxSDGE47CdyHB0rMDZWIBYNsnxZM5IkkUqGWba0kWy2xNBIDgEsW9LEkiV+1vFiyWLF8hYMw08MuWZVK4oi4zouqyv/n0mXGBnLk8uWqa+P8I63bmJxV8OUyd3Kpk3vyTE2b+qirfVMQiY/6aWfLLGtNYVlOSxb0kR9ve9OadkOlu2wasUiUskwXZ31lMs2A0MZ6usj3HTjGmLRICtXtKCqMj1Hh3l892HyRZPmpnjFiJMhlYrQ3HRmEdI0hfsefJG3v3UTy5Y2TbRfCEE2X2ZkJEcmWyQa9at2rF61aFJsX0NDjHgsSP9AhmLlWa3TyL2xkMiWTQxFpSUWpSESZml9HW9euZSPbt/MG5d1EwsYk+aQpsisbm5ibUsjmqJgaCqLU0nes3EtH9y8nvpwaNL1qiyzsqmRre2t1IdDBDWV+kiYFY31vGXlMnZ0tb/m5FdXFNY0N9Eaj6MrMlHDoDOZZGtbKx3JM257UUNnS3srnakksiQRMXQ2tS7iYzu28IZl3QTUM9Z0IQQF00JXFXZ0ddB4gXAPVZZZ3dRIezKOKsuEdZ1VjY38xrZNXNXpK3yrmhroTPpeAnnLRJFltrS30p6YLOzypoUkwY7OdlrisUl9E9I1NrS2UB8Jo8oyyVCAJXUptna00hitrjzv2QgEOdMkoKlc3901kZfjfJiOQ8l2WNvSyJrmyRtcy3Up2jbrWppY0ViPjJ/foyEcpiEapjkWZW1zE+9ct4qPbt/MptaW1yTbnA4hTWNxXZJoIEBY14gYOm2JODctW8JvXbWFZQ1150x+Gg0YbFjUTCoURFVkkqEgyxvq2dzWOmGEkPA9HJY11BPUVCKGwaqmRj68dSNXd3VQshy2drTSGverKRiqwobWZjqSvjKTDAW5uquD39y+mVQoSFjXuaqzbWLcRg2Dre2trGyqJ6zrBHWNlliUbR1tvGf9Gja2LpqILx8rlkiFglyzuHPC6Ae+oSRXtkiGguzs6pj0N/C9ida1NBPWdQKqSn04xJrmRjYsaiFyEd5BC53e4hj/evhBHh06wO6Rw6/52TN2hKXR5gkPiNcjlufww9493NX7zDn7aPfIYcqezcpYyzmTcVZLX3GcPaM9tAQTOMKjrzjGA/0vMGLmeMuiDST16YfOXU4YukrQ0JAlCVmSUFWZtsYEb7tmNbddvYpoOIAkSaiKzJK2Opa3N1K2fN0lEjJYv2QRV69fTCIS9JMHZ4ssa29gaVv9hDywbAfTcljd1UxrQ5x0rsSTLx5neDyPoauVjZVErmjieYLlHY0EDD/537qlfh6EQskmGQty29WruXXnKsLBM6VOs4UykaDBpuWtBC668pEgX7IAiaChEQ4arOxs4r1v3MAtO1ZWkjP6SYOXdTSQjIbIFcqoiszOdV3cvH05uqqwYVnrpJKWoYDOyi5f/pQtm1BAY2l7Ax3NSb+sdVs9qXiYbGVTedWaTm7ZsRJNVdi4rLVqI4Wq+MYRVZGg0s5ULMQNm5bywTdvpikVm6TLaqpMoWzzxP5j3LpzJdtWd0yS38FKNTzbcXE9j3BQ59oN3bz3po3UxcOTrtU1lRWdjSiKTNly0DWV7kV1EyUvNVVmzeJm2psSFE0b23FJxUNsW93J5hVtBA2NdK5EU8ovwWo7LiXLYeOyVuKRILlCmVQsxKquponSqJbt4rgeIUNnx9ou3nvTRprrYlXviVzXI1c0WdPdTEt9nLLpsHhRHZtXtlXyZDhsXN5KXdx/rqrKFEoWkaDBLVetZPuaTgKayoZli5AVmULJxNBUtq3umChfKwTkimWaUlFWdzUTDuqsWtyErqnkSybhgM6btq9g57oudE1l4zLf+2Hv4VPs2tfD4pYUnS0p6uN+CMfzh07x7IE+tq/uIBw0SESCbFnZRiigky/5etqihjjXb1rCktb6CbmczpdIxUJsWNo6I6V155G/qeYi6WJjTGeYS2qE4+U5Ov7fOZX7dlW3UuU4zZH30hy9nZDahTQrp74CxytiOn0UrEOky7tJl/dguUO4okgqeB2rGj6PKl8+QlMIwfETo/zPL9zLB9+/g6u2dS8Iw8pUCCEol21y+fN7sqiKTCIRnrMM9RdCCMGuxw7yv+98kk/9+Vtpb5ud7NU1atSoUePisDyHcavw2mo7FSR8r4ezKzu83vCEIGMXKV8geWlI0YlpwUuScVm7xF29T7Nv/PhEAso6I8KbWtaxJbX4kgwfNeYf03bI5EpTave6qhCLBGa88talICq5LEpVhPdGgsa0kkFatsN37n+Onzz6Av/wibdPqjJxuSKEoGTaVZVgDRkakZCx4PTjdK7E333jfpLREJ94z7UTxinPEzyw5wB/940H+Npff2BSmdDXEVV9WZe1+eU0ZeckY6VHqcYwocl1dCR+l+bIu1Ck6CwOaglVDqPqywlpS0iFbsByhxkvPcZY6VEaw7eiSNXHaM0nQghGRvKkM0XufeAF6uujrFtz+dTZ9TzB8/t7+ende897TWNjnI9/5Pop80rMJkII+k6lyeVK3P/Ll9i+rZvmptdH2aAalx8l2+aZ3lPkzerquAc0lXUtzVN6S8w2tuvy4sAQA5Wys1OhyDLLGuroSl2enkc1ZgddVmkKvD5dbqtFlqQ58VqIaUHe17mDt7VuwhEesiQRkDWCql4zTFwBHO8f42s/ewpriiSTy9sb+NAtW6YdTjGb2I7H/U8d4LHnj17wOl1VuGXHKm7cUn3525NDGX713BG2r+mguW5m84XMF54nePqVXu761f4pr71+0xLefu0alAWmIzuuRzpfpiERmRSGUyxbnBhIk4gE0S7Bi/P1wGXfO0IIxkqPYLlTl/+R0GiLfYRFkfcjy3O3eEmSgipFUOUIQbWLpsg7kdBYSGW4pmLX7kM8vvsQ0WiA992+nXB4/iuMVIssS6xd00b7BZJiqqpMIDC/00EIuOsnz9JzbJjurnreeusGdP2yn6I1rlCyZZMvP/4kR0fHq7q+IRLmv775xnk3TpiOw/f3vcBDh3qquj6gafznnVtrxokaNRYwAUUj8Dr2UrmS6WhO8vvvvZapHL0Dmkp4BipJzCSaKvPGrcvYvubCORkkIB6pbl9yz+6XOdg7zMETw7iex9uvWUMocGWMfVmW2LS8jcWLpk5iHw0as17x62KIhHSu3bCYn+16EfM7Di31MWzXpXcwTU/fKLffuJ6GxOXjNT8fXPZhHa5X5pWRP2Wk+MAUt5FIBa9jWd1nMJTm2mn0NBBCkMuVKZUsjIBGNLqw3OauFIQQjI0XcByXcMggHF547mo1apzmdLUHx3WnvhgmciME5vnEwBOC8WKp6pKXkiQRCxhEjcvHIFujRo0aNa5M7vrVfp5+uZdo2OBN25azflnrRG6CGvPP6VCeXft62HfoFPmiiaLINCQibF7RxqYVrQSNmatmd5lR1Utf9saJot3DS0N/TMF+5YLXqXKMpan/m8bw216vA6JGjRo1atSoUaNGjRo1atSYa6ragF/2pjbLHcH2xqa8zlCaSQZ21AwTNWrUqFGjRo0aNWrUqFGjxgLjMjdOCGx3HMfLTnllUOtGVxvmoE01atSoUaNGjRo1atSoUaNGjelwWRsnhABXFPHE+UtEniaodsxBi2rUqFGjRo0aNWrUqFGjRo0a0+UyLwXg4XlTGyYANCUxy225MjiTg0TgeDnKTh+WO4jlDuF4BTxRxhMWkqQgSwaKFERT6jCURgy1FUNpABSAKyqE5ux+cUUJ0+nDdAYw3QFcL48rTDxhIkkyMjqyFERTkuhKHQG1DUNtqVRo8bmS+ub1xtl5ehwvg+mcwnQHsdwRHC+HJ0x/jiAjy2fPkWYCaiu6UsfpOQKvr7Fw9jyy3VFKznFMdxDbHcPx8njCAgSyZCBLAVQ5jK40oCuNGGozmpzgtE3d77bXT99djpz5vj0cL0vZ6fPnijOMK07LExtJUpElHUUKoSv16EoDAbUNXWng9Hd8Jc2TyfKk4PeLM4DlDr5KzlbkiRxCk5PoSj1BrQ1daUY6S327XPrm7LXTw8R0+ik7fdjuGLaXxvWKCCyEcJEkDVkKoMlxdKWBoNZBQG1Fwq/GUJv/Vz6T50mest2H6fZjukO43tnrh4KMjlKZJ5pST1BrR1eakC5jWXv2fBE4Ezqn6QzieGO4oownTBAukqQjSwaqHKvIyyYCahuKFOJKWEMn50f0sL20vz9xfN3LlyfmWfLEQJXDaHIdhtJEQGtFk+u4EvpiupzpOxfLHaFkH8d0h7C9sco8sgCpsqcLoMgRDKUBXW3CUJpR5Rhn+g3mYt29zI0TUH0uzcvaSWTWEcLF8TKUnF6y5j6y5eco2kdwvCyeKOOKMkI4CFzAAyQk5IqRIoAsBVDkMAGlmaixnnhgGyFtCbpSjyzNfWknITxKznFcr3CeK2QC6qIpjVZCCAQmZaefvPkiafNJ8uZL2N44rlfCEyU84QAuAg+g0i/qGWEhhVGVJFF9HYnANiL6KnSlCWUOy9me7938DUPvrD4noLaiyonLXhgI4WJ745TtXrLmXrLWPorWkYpBolz5OXssSBNjQZZ8g5UihQhqHUSNDcSNrYS0xehKHZKksJAUbccrUHZ6EeLcdeVlSSeodVU9t/2x5q8vmfIeMuUnKTm9lb4rVZQKBypzCGQkFGRJPWt9CRFQW4noa4kaayt914AiRS77sXVlIRDCw/bGKdknyJrPkTX3UrSP4np5PFE6S554gIv/fcsTSqVvmIpgqK3E9PXEA9sJaV1oSh2yNPcl84RwKdpHz+ulKSET0NpR5egU9xF4okzZ6SNn7SdTfoq89TK2l8HzSq+Ssy7+GqJMHAb4ymMYTakjZvj9EtaWY6iNyNLCrSYjhL+5NJ1+8tZLpMt7yFsv43hZXK+IJ8yKUeL0mBCcWQN8OapUDJVxYwuJ4I6KoXKm5r2MoTajK6kZup9fSa7kHEWI6qoZXQy+0bsJSVoY+q0/T3r8DfM5kCSFgNqOKkemuI/AEyV/npjPkzafIm+9guNmK+tH6VXrx7nnia7UEzU2kAhsJ6wvQ1ca50UfnT4CT5iYzhAF+xCZ8jPkzOex3KEJb3FPmAjhVtYKOL2GyhWjniwH0eQ4IW0Z8cBmYsZGDGURqhxdMOOlOgRCuFjuGGXnOJmyL09KzlFcr4hb0R8m70/OlieBiQ13QG0nZmwgHthGUO1EV1JI0sLZBtuuf9h15judjCIFCWgdVctAXw6nKdlHSZefIlPeQ9k9VTlQLSGENUnvkpABZWIMKXIARQoTUNuJGuuJ6msIap1oSj2KFJpVveuyrtYhhGAg/30Ojv71lNd2Jf6IzsQnLuYxVzRCCGx3hJHSg4yVHiFT3oPjZS75vhI6EWMVqcB1NITfQkhbUtmAzQ2uV2T/4O+QMZ88T/s0ltb9V1oi7z/vBBPCI2c+z0jxPkZKv6RkH+PM5ulikQlpS6gL3UBD6K1E9BXztjgK4TFcuIeXR/54Vp+zov7vaQr/2mUmEM8ghKDs9jFaeICx0i6y5rO4In/J95WlAFF9PXWhN1AXuomg2rVgNtnp8h5eHvojLG/knH8PqB2sa/xXQvqSKe/lekXGS48xXPwFY6VHZ2R9Ob2ZSBjbiQe2kQregK40LJj+e70ihMByBxkp3s9Y6VdkyjM1Vwyi+lpSwRuoD99CUO2c0/XE8fLsG/gweeul87RPZ2X9Z6kPveUC8sQlYz7DSPE+RosPUXZOcgmFyk4/mYi+klTwDTSGb5tzOVsNrldkvLybkeL9pEu7Md3++W7Sa1CkEN2pv2RR9IMzds+8+Qr7Bn99hta7c9Ma/Q0WJz+JIodm7RnTwXGzPDfwQYr2oXP+XZYMVjd8nlTwxgvOk3R5DyPFexkrPUzZ6ZuBlilE9FXUhW6kIXQbdhzzNAAAIABJREFUIW3xgtVHPOGQM/cxUnyA8fJjFKyDXLreScWwt5368JtIBa+tnIYvbIQQlJ0TjBb9/UnW3Isripd8X1kKEDM2kAq+kfrQzQTUtgWhOwwX7uHg6P953jyKEX0taxq/SEBtnfJejpdjtPhLhgv3kC4/gSvOd1A7HWRCWhcxYwuJwFWkgteiTd+gW1VHLxyT0UWiSEEkVATnPuE7jekOzlGLLg+E8LDdUYaL9zFU+DEF6+CMTPqJ+2ORM/eRN19iqHg39cGbaI7cXrH6zf+wE9iU7BN4wkSRJnswCOFRdk4wkL+LocLPMJ2+81oyp49H0T5EKdPDSOEBGsJvoSX6PgylZcEpla93hHApO30MF+9huHA3RfvIeU+ELgZPlMmYT5Gz9jGY/zEN4VtpDN9GQG1f8GPBE2Usb5QQ5zdOeMIib71EX/ZbjJd2YXvjXPpmbOLumM4pBp27GC09REjrroQA1JgPhHAx3SGGC/cwVPhpZa6UZuz+njDJmM+QNfczVPgZ9eFbaAq/o6JUzv9c8YRFye5FYE+EHZxGCI+i3cNA/nuMFO6j7PYzE5uNypPJWy9RsA4yUryPxvDbaI68G11pnPfNl+sVyZrP0Zf7D7Ll57C90XltT435xxOmP0+CzqQwVzjtdXGE/tz3GCneXzFizZS8cMlbL1CwDjBSuJfGyDtoCr+zYtBeGEYK1ytTsF6hP/89xsuPYzozuU6A5Q4zXPw54+XHiOqraYl+kERgB6ocWxAb87OZ0L0KdzNUvJuSfXTGda90+Umy5j6GCnfREH4bjeHbKnr4whgP58L1ChXDxfmNE57ny8q+7B1kzD1VFYyoHl+WFe0e0uUniOirLsY4URXzv0u8BCRJQpEjKHJoyi+gaPXgCWdBbIznG98y/SQns18jXX5yRif9a56FTcnuodc+znj5cVpjv0FD6NZ5D2kAKNnHcEURhTNt8YRD1nyWY+OfI2vundLodbEIXErOMXoz/07W3Etn4hMkAttZSK79r2dcr8RY6RH6st8gYz4HM2acei2eMCnYByimexgrPUxb7GOkgjegyMFZe+al4gkT2z1/CWfXKzFUuJvezL9Sck4wk0rWqzGUZnSlftbuX+PCeMJivPQ4J7NfI1N+FoE1a88SWBTsgxTSRxgvPU5b7DeoC71xQYQ0FO2jeF4ZWTljnPCETbr8JMfG/yc560Vmax4IHIr2YY6n/4mc+Twdid8lZmxgPuSJQGC7Y5zKfYv+3Pew3GFmbpNZ43LHD/uwJrmme8JirLSL4+kvkLdeYfbmiU3BPsix9Bf8eRL/HaLGWuZT7xJCYHujDOR+QH/+uxVPkdmbL46XZrz8OFnrBRpCt9AW+yghrXvBbMpdr8xY6RFOZr9KznwBgT1rz/JEmbz1MgXrEOOlx2iLfYRk8OoFG/rjiiKOe35PLMfL0p/7PiezX8dyB5nNcRRQ21Dl2cvleNnv1DUliSrHpzROmG4fRfsgEX31HLVs4eHHfacZyP+IU7n/mPVcA5NxyVsvcmTs7ylYB2mNfZiAuoj5FAol55ifk6Ji+fOExXDhbo6n/6myoZp9hUrgkC4/gT06Rlfij0iF3jAvMdU1fE67pfdl72Ag/wNs7/wb8Bl/NjZZcy+Hxz5DY/g52mIfW1AnO2fjCRPLfe1J6Ok15mT2G/Tnvjsnp6VRYz26Ur/gTn+udHyleoxTuW8zkPsBpntqDp/ukjWf4dDocQr2YVoi78NQG5lfedKDK8qo+O7SrldisPBjTqS/PMOnwOdHYDNaehjTHWJx8pMkAjvm9EBGCEHRPsKJzD8zUnygqkpqNV5fFO0jCGECYcDPbzSY/xEnMl+Z9Q3VaYSwGCk+gOkO0p34U+KBrfMSXiuEQ856iROZLzNeemxGvc2mwvWyDOR/SNE+THv8P5MKXlvZlM/PGiqEh+UO05f9BoOFn2C5Q3P3bBzS5d0U7R7aYr9JU+Rd6EqShXZY6HoF7HPsdU+H5x/P/AuD+btmJJTywkjEjS1oU+RYuhQWntY7TXSlsZL9/sJY7ghjpV2V5B+vTyx3mBOZL3M8/YU5NkycwfHG6cveQc/YZyk5fYh5PFExnX4cLw34J1yjxV9ydPxzlJzjzPVJT8E+yJHxvyddfmpOn1vjDH4S1aMcGfs7+nJ3zKlh4mwsd5hTuW9zZPzvKdpH5qUNU+EJC9sb49U5ixwvzYnMV+jLfn1ODBOKFCJmbECWFkbM9euJsnOSY+nP05v5tzk2TJzB9kbozfw7x9Kfw3SG5lWelJ0+XC8HnG3o/mKlb+ayXR5560V6xv6RnLl3zp7qx4cfp2f8Hxku3FszTNQ4J2W3D8fzN0+eMBkq/ITj6X/CcgeY63mSM5+nZ/yz5KwX5vC5lacLm/Hybg6NfprR4kNzapg4g+sfiIx+hqH8zypVG+aHon2UnvHP0pe7Y04NE2cQWO4Ax9P/VBmPY/MqT86FK4o4XnZyFRchsNwhetL/jYH89+bAMAGqHCNirEGaRY/FK8A4UU9AbWeqV/EXwZ9Tso+9RqG+0vGVhlMcTf8PTuW+PaO5JS6qPViMFO/n8OhnKFlH560dnrAo2kcRQpAu7+bI+D/Mm5INUHZ6OZ7+AkXryNyNUUlioVmH5wMhPArWQQ6P/S3DxfvmXbH2hMlw4R6OjP0deesVhJi9sIiLw8N2xydc+H2PiRy9mX+jP/edOVtjNKWemLGp5jUxhwjhUbKP0zP+WQZyP1gAc6XEYOGn9Iz/I2X75Ly1w/VKFJ1jCOEwWnyIo+nPVUIa5gNBwT7AsfQXKdkn5kSemO4AR9OfY7y0q2pXbAkVVU4SUDuIG9toCL2Fpsi7aY7cTkP4rSQCVxPSutHkulkI3VGQpSCqHJ/IPj+jSFIl+32Ns3G9AiX7OJ6wGSnez/H0l+YxH4kgZ73I8fSXKDt9c6Z3+YdhD3J49P8lb73AbIaNTo3AdE9xLP15+nPfw/Xmdj33da9D9Iz/PcOFn89qmHk1uCLPQP57HEt/HstZaLkKPf9QqBJufroK2rH0FxjK/3TO+i6gthHWls+q3nXZh3XIkkrM2MhI8UG8KRTignWAgfz36Er80cwLogWM7Y5wIvOvDOV/Ou34LQkVTalHV+pQ5AiyZCAhI3DxPBPHy2J7I1juGNOJExTYjJUeQZXDLEn9dVXeLzONwKNoH8F0B/zTvyqzQvslqhpQlQSKFKqEYUh4wsIVBWx3FNMdQlyEFTpn7udk7pt0J/8MVZo9lykfiaDaQUvkfTiigDdRlqmE6/nlulxRnChxN78CdPYQQlByjtEz/lnS5d1MP95VRpOT6Eodqhz354ikVuaIhSuy2O44ljsyzRwmLuPlJ+gZ+yzdqb8goq+YZrtmF7+cbhlZMfCEWYmZ/d60s0JLaP4ckhSEcCsCtrqxFlQ7CGpd0298jYvGdPo5lv4So8UHpp2TR0JHV+rQlDpUOVzZcMqV772M42Wx3JGK11L1GwXfTfs+FCnI4uSfTVkiejYQWBTtHoJqB72Zf6+4qE+NIkXR1QY0OY4shSbCMDxh4Xp5LHcUyx2+iNhrQab8DP35O+mM/xcUKTzNz1ePJ0z6c99htPhQVWNCQiGodZMMXk0icBVhbWWlxKGChG8w908tXd/oY/eQKe9hvPw4OevFSlhA9filaeNocgJNSaLJSb8Mp9pCQGnGUBcR0qauPDQdNDlBU+RdWO7IWXL0XPK1PKtx9QsNT1gUnR50q47ezFerNOBJqHIUXalHleOVMoavnicjFRk73b70GC89wUD+h7THPo4izW6uJ084pEu7OZr+HCVn+odzihRBVxvRXtMPdiUnQRrTHZpyP/RqfD34K2hKkvrQm+csvLjkHOPo+P9grLSL6eqYkmRgKA2ocrIiT3R8eeLgiTK2l8F2R7C9NNORJ54oM5T/CYoUoDPxB1OWiJ5LLHcUIWyQNFxR4GT2fzFc+Pk0ZbGEJGnIaCCd7i+T6nRfv+JgQG25yDeojsveOAESicB2dKWesnNiims9BvI/xFBaaIm+F3mW67TON35tcX/wDuZ/VOWiLaFIIYJaJ4nAVUSNjRhKM5qSQJH8ye8bJzw8YeJ6eWxvnLLTS7q8p1JHt7/KjbnLSPF+NKWBzvjvzUPWYI/x8uOUnT4y5ecucJ2CJieI6KtJBq8mrC1DVxtQ5OhEtRhfmbJxvSKOl6bsnCJrPsNYaRdlp7dqi6bAYSj/M+qCN1yw3NZMIEkSUWMNEf3/8TfSojzx43pn/f/Ev/mZgh0vi+2OkS4/RcE+MGvtmyssd5Bj6S8yXn6Mag0T/iargURgG/HAVoJaF5qcRJWjFQOeUulTG1fkcdwMJbePbHkv6fJuys7JKt04XcbLj3Es/XmWpf4vdKVpwaxZtjuGJ8oIEWW09BC92a9esGyehI5aqTUe1pcR0hajK02VTYl6Vp+Vsd1xys5JivZRCvYhbHcM1yu+JtmiH1Nfy9EyF/inNFlOZL/CcPEXVSpDEooUJqR1kwjuIKqvw1CbKxuMMLKknTF2CxNnQp6cIF16krS5B8sZqkp2ecJksPAzdLWJtthHUeXIpb/0NPCEzXjpEbLmc+StF897nYSCpqSI6utIBHcS0pZUNl1RZClQkSdMyBO/P075m/PSo5Sd/qqTjgosBnI/JBm4lmRwx4y852ueITzS5T0M5n9U1ZqmynGaI++lOfJrBLXFFWPM+dc0VY5hqE0kAttpdm5npPQAfdk7KqGpF95wBNR2WqO/Xlmf4yhyDE2O+X0tGxd87qViqE0sSX1qwuDqniVfPa981u/mhGy1vSyulyVrPU+m/DSzmUh4vvCEyVjxYcZLj1Gwzq8/+AdjKWL6BhLBHb4HjVJ3nnlSwPbSlJ2TlXnyGGXnVNWGCn+efJ9kYCfxwNYZec9zPkcIcuZ+esY/S8nuqeozp/shaqwjEdhBSFtaOQjx+0FGQyAQOL7Ry8tiucPk7VcYLz1G3nqlIpen3pyb7gDH019Ck5MkAjtnVdfwcxaNczz9z4yVHqY6w4RfBCGsLSMZ2ElEX3PGUCOHkHi1PMlhe2MU7aNkyk+RKT9TtQHLFUX6c99HV1pYFP3AgklQbrvDeMJCEhpDhZ/Tl/3WBT1VfcNslIDaQURfTkDtxFAaUeRIRe/y+8v1StjeqK93WUco2kewvXRF77In3S8RuGrWc7RcAcYJMNRWkoGd9OenMk6A42U4kflXBB7NkXfPywnLXCFwGCncR3/++1W53kpoRI11NIbfRip4A7pS5wuBCybkawIEMbGJutDNlJ0+hvI/Ybh4b1V5LTxhMpD/PlF9DY3htzG3IQaCvPkCefOl8y5WqpwgGbyG5vC7iBhr/I0U2vkXbaUOaCeiryEVvI6WyPsZyP/IL0laZciIK3IM5u8iEdgxJx4+kiQhoSJLEeDcCr3v7igQuAjh4Yo8Iu1d9sYJ1ytyKvdtxooPUZ0iKGGoi2gI3UJj+G0EtU7fQCUpnH/sNiJUQZQN1AdvxHQ/zGjxQYYKPydvvczUQtljvPQovdmv0hX/A1RlYdQnP22cKNo9nMx89bxxorJkENZWkgjuIBW4lqC2GEUOVQyd/sbk7PnkjzXfsON7I+UpWIfImE+TM/dTsA5ie2PIkkE8sHluXrZGZfP/Y4bzP6vK+CyhEw9sojH8TpLBq9HkZMWr6PzyxHfcFwixmfrQmyjZJxjM38Vw8d6qPBE8UeRU9ttEtFXUh2+u/uVmBI9M+RmA8xpuNLmOVOgGmsK/RkRf4SuIqBeQJxCkg6i+jlTwelqi72cg9wOGiz/DckeqapXtjTFU+DHxwOZZyULveBkGct+vqly7rjTSmfh9GsO3ocrTW8ckScFQF7Eo+gFC2lKOjn+WvPXSlG1T5RjJ4DXzZsSUJAVFCqFwbll+RrZ6gIsQLv3575Mt753Vyjfzh18tDs4/T3SlgVTwDTRF3klYW44ih6eYJ/UE6azMkzfQEv0A/bk7GS7cXXXuKMsdYjD/U6LGhlkbK5Y7SG/mXynYh6q6XlPqqQu+gcbwO4joK6voB/8/QggSwR00R24nXX6KwfyPKpX5pt4HFO2j9Ga/RkjrxlCbq321aeOJEv25/13xwJvaMCFLQeLGFpoi7yQRuApVTlTkyfn3DAbNgCBmbKEhdBtF+zCD+bsYKd5fVSiRK/Kcyt1BRF9OMnjNdF5v1rDcUTxhUzT305f9Oq7InfM6RQoR0ddUvNOuJqi1I0vByoHAq/UugR/RdFrv8r3i89YrZMw95M0XKdiHcLwMmhwnaqyf9fe8IowTihSiIXwro6WHqkqkYnujHE9/iYJ1kLb4Rwhp3Qu2dMzFctpC25v994mkjxdCk+tojtxOS/T9BNTWaVYIkJAkBVWKEtFXEkp2kwxez4nMv5ApPz2lldL1cpzMfs3/rLZsTk+G/UXxXAujTFhfQXv849QF3zBtty5JklGkECF9CV3JPyQe2Mqx9OcrytTUFuyM+Sw5cz/x4PaKm+v8IlVyU0jI/h7cc5Eu8xNrIRzGSo/Qn7uzqhwJEirJ4HW0x3+LmLFxWmvG6f5TpDAhOUww9jFSwevpz32HwcJPLuhxAKfdpr9HWFtGc+Q9C6KCh+2NUXb6GMz/uFImcfK4llAJ68tpitxOXfBGAmpLxYhzYfy+UlEkFYUgGnECaiup4A3Y3hgF6wDp8pOYTj8BtW12Xq7GJIQQZMynOZn5XzjnUYbORlcaWRT9EE2Rd2EozdNc00/LkxhRYy0hbSnJ4HWcyPwLWXMfUxnzbG+U3uxXCevLCajtcyxPzudNohA11tIe+21SweumfQonSTKqFCair2Bx8pPEA5s5lv5CJWHuVPLE873crANEjLUzLk+y5vMVr7MLt0ORwnTEf4fmyO0XvfnzDekGycDVkPxTDo781wsa/R0vS1/uW8SMDYT0mQ3bmCkmyVZUkHyDLhJXbAXWC82TmLHerx4RuAZ5miXnT8+TsLaC7uSfEzc2+3lXqgifELh+xQbrMGFj5YzPE8cr0Je9oxK+MNVBiELM2EB77OMkg9dcxHrhzxNdMWgI3UoisJ2BSonJqY01Hpnyk/Tn7/TDXOSZPyATQjBe2kVf9o6qdC9DaaU19us0ht9Wqco0HSRkSUVWYsTkTUT0VaSC13E8889V6eNl5xS9ma8S0rrRpy3LZh7LHaHsHOdE5t8o2q8d1/4h83paIu8hGby2yopvkp9+7my9S0kQ1DqoD93se+JYL5Mu70bgYihNs/Fqk1A+/elPz/pDquDTl/JhSZLQlCRlp5eCdZBqTkD9+NBDZM3nAIGu1KNI4XkfeDOF42U5nvlnMuU9TNUfutJAV+IPWBT7UKUk36VtfCRJIaC2EDXWUHb6qirLabtpZEknHtg6I1ZrIeyKt0J1eSReTTywnSXJv/RPXOTAJQkqSVIIqm0EtU5y1otVWfI9YaKpdSQC26va0M01Qtiky09UlQ2+PnQzEX3lgptbZaeXo+Ofo+gcnvJaWTJoDL+Nxck/IaKvuuTyfJIkockp4oFNyGgUrENTxogKbEy3n0TgKrRZLnNVdk4xUrjngoqDJxw8UWS09OBrTvgUKUx9+C10p/6cVPA6dCU5A+uKhCKHCKhtxIyN/mn8DNy3xtTY3jjHxj9HztrPVGu5obSwOPlJWiLvRZMTlzzvZUklqLYT0VdSdI5iOlOX5bS9MVQ5SiywcUbcTz1hMZj/4UUmuJRIBa9jafL/IBHYiiTrlyRPZEklqHURUFvImfumLKMOfrLOgNZKzNg4o/NFCJfe7FfJmnu58Hci0RC+lbb4zITbSBIYajNCOGTNvRcMMXK8LJqSIm5sWXAy6HzkrBcZKz3CVIa4mLGBZHDngglt8z1hL7YEt0xd8EaWpD5F3NiCLF/8gaEkSciSRlBbjKE2kTGfrSoXkusVCemLieprZ1yupMtPcSz9pfOedJ9BIRW8niXJTxEPbKmEH108fl8EiRir0ZQUeeuFKQ0CAhfTOUXc2IIxC7kFLHeYo+n/TrEKD5KQ1s3i5CdpCr/jkkO/z4yLLsL6MvLWK1V4oAksdxhDbSZirJpVfbxoH2a09MsLhoELbGx3vLI+TF73/JC5d7M4+SfEA1ehKZceKi9JEqocIah2Eg9sJm5su9Tv4W+queiK0epUOUJr9MOE9WVVf0bgkLdeomf8Hzgw8pf05+/EdIYq5UYvX5O1VzkRHi3+csq4YE1O0Zn4Q5qj767Efs+M8JYkhZC2nO7knxLV1zLVRkpgM1S4m7z18jxXU5GI6utZkvwUMWNTxQXq0vtEklTige20xz9elReGwFe67Cpdd2tMDyFcBvI/qijVUyFTH7qF7tRfENK6Zkxp8Rf9GK2x36Qj/vGq3JwL1iFO5r6J4+XnveqQwGK4+IvXKDqKFKUt9hGWpP6qYsiZWa8030jhW/YXouHuSsMTNsOFXzBeRbJYXWlkcfLPaAy/DUUOzqg8iehr6U7+BWFtaRVtNhnI//CcJ0tzi0Tc2Ep38i8riq06I/JEllRSwetoi32kqkSXAptMec+UHlrTxXT7yVnPM9W4MJQmmiO3o8mpGXqyhCwZNEXeNeV48ESZ0dJDVYWd1JgvJJKBq+lO/nnlIGNm1nVZ0qgL3Uhb7DeQq0h0KbDIlJ/G8ab2DpsOtpumL/sNbG8q46ZEMrDT74fKejET+LpGmObI7bTFPoosTe2RUnb6KyHhM1sB4rQByz8YvjABtY3FyT+nPvRmFDkwo/IkZmxmSeqvCKgdU17viRID+R9QrjJp/mzieDmGi/e85kBIlRN0xj9Bd/JPK9EAMxsY4etdYTQlPicHQleMcQIgpC+lLfZb0xaAnjBJl5+kZ+wfeXn4j+nPfYeCdQTPm9+SNheL7Y4ymP/RlBZaCYWmyLtpCr99Fsp0+YM5pC2hLfZRtCqqcVjuICPFe+c1ztJQF9GZ+IOKgJzZ6SFLKnXBG0kErqaaqVe0Dleqfly+hrKFiaBoH6nEOk491qL6ejrivzNrFWVkKUBz9L00ht+BxIU38n4emXvIm+dPuDefKFKY1tiHaYt/FE1OzndzaswAptPPYP7HU3r2yJJBS/QDNIRnJ9O7JP3/7L13mF3XeZ/7rl1PP9MbOggQBEGwk5LYVCiJEiWq11h04iiWE5uy703sSEnsXN8kLkps2blJ7CRWIlv2teQi2Wq0JIoyKVaRFEESIAkQvQzKtDNz+m5r5Y99AIIUMWfPzCkzg/0+D54hwDWz15xz9v7W+tb3/X4aWWsHY7m7IyXy6v44U5Xv0c2DhqSxkY29v0TK3NTyn60Ji8H0neTsq4lSRVV2X8QLCi2dQ9ndi+OfbjJKkLa2k7OvbHnlgqUP0Zu8hWbxtOYdpuw+H8fSZUrK3MKGnnva4rykCYuh9HvJWjuJcp+E1a3NW6GjopRkpvZgpIOQpLGJ9T0/T8rc3LLrn48mTIbS76E/+Waar0HDNpeS85Mtm4tFKUXNO86Zyjea6l/oIstY9m76kre2fKMNYTzJ29cylv0HkfY/4ZrxByzHg2tD62Fjzz2MZj+CtkqcKFdVckITJgOpt7E2/zPoi7B+CVSZOecpDs78Bi9M/hKHCr9LofZ445QyWBGBTSlFof5opAdh1r6SsezHI2WUF4sQOn2p2+hL3hphtGKm9iB1P5pwZOsRjGQ+SF/y5jadyApMvYeh9LsjLa49OUPda65IHrMwAukwVb2PagS1bFMfYH3+Z1tuM3c+4alGljW5u8naVzQd78kCp8tfRS7Cqra9CAbT72Jt7h91wXknph0opZipPdBUeBAgb9/AaObDbUl0n0UInYHUW8knbowwWjFd+0Fk4chWIzAZy36MvH1D2+KJpQ8wmH5XpBjuBhMtPflTKqDqHmraViIw6Unc2JbedSFEQ+xy/qSuL+coOXtafgocs3Q0kWAs+3Fy9jVtOpEV2MYQQ+k7I1XxOf4ZnBatQUNHimnOlL/etGpJE0lGsx8hb1/b1pNpSx9kNPtRLH2w6di6f4pC7aGWrjWmqvdR8w42HdeXvJXhzHvbqgcohMFQ+p1k7aubjpXKYbr6g5YneJeOxmjmI4xkPxo6lqySddeqSk4A6FqS0czHWJtbXIICwn6rqrefk6U/Y+/UL/PCxC9xqvQXVLy9+LK0rJMUviwyWflO0/46XcsymvkICWOs7R9mXaQZSt2JoeWbjnX80xRqD3XlNc5YlzOUfhfnJI/bRM6+hqS5IdLYqn8okpJxTHTcYIKp6n0RrBDDXvG+1K0dKWNLGOsYzX40kkPLbP0Jyu5zbZ/TQshYl7MmdzeGtnodkC42PFlgstK8ms3UehnNfgRLH2j7nEyth6HUneiiuXZB3T9OofZYV+JJzr6GgfTb2x5fexI3kDDGIo2tRtgURCVQVWr+EZq1dGjCjJR0XSy2PhLp9694+yKJ78V0lrx9AwOpt7b/Pkm+DiuSkJ+MdHARlZKzm9n6k03H5ewrGUzf0fa1hhCCnH0teftaolRPTNcebFmC1w0mmap+t+k4Sx9iJPshzA6sJSx9kKHUnZESvFXvQKhxs2z2gIKexA2NdWP7DgW6wapLTgCYep61uZ9hY/7TmNriS7EVPm4wQaH+EPtnfp09Z/4Z+6f/HROVb+D4Eygll9GHNMzSVty9DY/1+eeVNrfQn3prR3q2hdBIW9vJWNubjg1Ulbl6NPGiVhIKHr6LZAfU3Q0tS96+JtLYmnccpeLkROtQFJ1nIy0+zooLRenPbAVhH/ktZO2rmo51g0mmqw8gVTQf93ajiwwjmQ+R7rDbTkz7UEpRdHZR9ZoJxoqGZVm7Ks5edTWhk7OvjlT67MsSc85TkSz0Wokmkgxl7sLW22fFdxZT6yUX0dqt5h9t2XWlciLpOBharq2vQyiSu67puJp3DKlqbZtHzMLRRYqhzF2RTvGXiqn1k7V3Nh1BLsapAAAgAElEQVSnkNS8Yy277lT1+yjmr9gRWAym3xUxebJ0dC1Bf+r2SO13VW9/S5I1Silm649T8443GRm2W+TbVknzSoTQ6Um8joSxpulYTxYoOruWjcWvqfUwlv1EpLmvNFZlcgLA0NKMZj/G1v5fJ2PtQLTgNNwJTjJR+Tr7p/8du898kkOFzzFX/xFuMI1SzR1C2o1UDrPOE5EUxftTt2PqC/MZXwqW3k/WuhJB84dhxdvXsrK6qNj6GP2pN7dMgGg+NGGRti6LNDZ8L7v/2VotSOUzXbs/UnlvT+J1pM1LOzCrlzG10Ne8Wd+gwqdQf6zhXNB9MtZ2BlJvi50zVhFS1SjUHm3af60Ji/7UW1riwhAV2xglY22PFNdLznOLdNlYPClzE72JN3QkWaNpSdLmtkhjW/k6SOXgBdNNx1n6QFtbfTRhR9K08oLpuK1jmZEyt9CTaFfb0yvRtXTEeK5adp/U/ePMOU83HZcyN5G3r0froMBz1r4iUjJENpzZlkqgyhRqjxCo8rzjdJGmP/WWtrSBXYikuZ60uZUomiRz9afxgtZpkiweQS5xHb3JW1blumv1/UbnoWsJBlJvZ/vg5xnOvL9l2gqBKlHx9nGi+EX2TPwzXpr6VU6X/xrHP9PVSgpfFinUoviNZ+hNvJ52WhG+GiF0MvYOdK25snjNO0bdP9nR1zJj72ibCNGrEULD1kcjCdd4wQwqTk60jLp/omE3PP9nSxMJ+pK3RmpFaiVCCPpSt0Uqj6+4+6h6h5ZFYnQw/Q4svVVK/DHLATeYaSxK579XTK2PnsTr6HQ8ydo7I1U1VdwDuMFkB+OJTta6kqTZ/DS/FWjCwDbGIr0WYTKhVeJ2PoFsXuGoa9m2bj4FBkaEFh+p3EjzjekMAoOcfXXklqSlogmDhDEWIVGmGlaoS79P5upP4frNqos0Mtb2Rqtv556hptZDJtIhmaTk7F5ylabjn2bOeYqmVtTGMHn7ejobTwyy9pUImh9Olr19eMFirHJbi8BkKH0nRoQ91UpkVScnIFzsJ42NbO79DNv6fzP0T26hAGSgKkzX7ufgzG/x/MQvcLz4R6HTRxcy9E5wkpp3pOm4jHVZx8rHzidlbo7UT6/wqHqHI2gCtI7exE107mEo0LVUJFFMqRyU6tzrsJoJ25724QYTTcfa+giZNnidR8HShxvK4vOj8Cg6T3f0PnktbH2MnH0N7dZqieksdf8Ydb9ZCS5krB2RTq5bTcq8JNKJvMJtlCV3JjmhCYueZCeT/6GgbhRL0TCetKZNUCEjCeWFSvvtfC1ExIpHtWza4GLCip/O3yf5SGtQqepLvk8CWafk7mmqc6KLJDn76rY4HM2HJlKRD+TcYGpJVZpKSWr+kUhi91lrJ4be2UMhgLS1NdJzRMoaVb/bFtWQMjdGWieuVFZ9cgLOquHnGEy/k+2Dv8/Gnl9s6B+07tcPVIWS+xxHCr/HC5Of5vjcF6h5Rzt6qlmsPxNJ8Cltbe/4iTCEXudRS3+r3n5UhxYSukiTtS/vyLXOookEeqQkmUQtO1eGlYnCo+zujeRhbhtrOlZJ82o0kSCfuD7S2Ln6j7teqpyxLsPugLBuTGcpOrsibT6z9uUdbek4i22MRC79DaulOhOLDS0f8USydWgiGalyQinZ0g26ipDwaX/Fioq8kexE+0BMNEytp+Ntk7qWipbQbMF94snphstRsyrNZFsFYy98XRvbGCPKoYIv56j5i9fhUEjm6rsggrh71r6iYzpf5xNWM0d4hiIb8aS75Oyru3Io0CkuiuQEhAkKITRsY5g1uX/I9oHPc0nfvyJrXYkusrQqexs6fRzg6Owf8sLkL3Gi+Mc4/um2ixoqpSi7LzRdTAosUubGtvaAXvDawox8M9X98Y6dCCfNTR13GBDokbK0CoXs8sn4aiGQlYa43/yLBYFB2tqKrnU+QIbX1xtVRs03fE5wEqdp2Wj7EOikrW2YXUh2xrQPpSQlZw/NnRgSJIwNkbSEWo0mbEwtWitR3T8RaSPdCtLmJRiLdApbLEIYETfeEkVrkhMCLZJCfKAqbV3/KIJoLhxCQ+/CpifmtUmbWzqe1AzL9pvfJwq5pPWnUgovmInkjmPp/VgdEM59NUIITK0n0j0RyGqkitMLoZRP2d3TdJwmUiSM9ZHaK1qNJpIR3UEkdf9E2+czHwKTjHV5pCqglUrnPwHLAE0YJM3NjJkbGEi9nULtYaarP6DoPIMnmws8RUHhUnZfoOodolB7mDW5u+lN3tK20q1AlRslU/MvJg0tg22MduWUUzTK6qLgBlMda2dImhsilcS2FrEAkdbl4wizkglUJZJavRBGx090Xnl9gaUPYBsjTZ0SAlml5h8mbW3p0OxeiSZSJM2N8YnkKsOXJZygeRmvoeWx9cEuxRN9AfGkc8LCSXNjS1tHoyDQEBHPmlpVyCCEFen194KZtrZTRBXmNESm4+9LzIVJmps7fkIuhNahZ5XCCc7gy7mmI5Pmuq4cFkLolqKJRFN3vEDVQ/0zpRb1+vlyNtIhiqX3Yel9XYknmjAitVqHgqlTi34tWoGh5UgYa1elEOZZLsrkBDQqKTBIGKOMZD7EQOp2Kt4BZmuPMVN/iJp3tFH+vbQFjVR1CvWHqXoHGM68j9Hsx7H1kZZ/qB3/DJ4sNB2na8mOeNG/NiLyyUUgK/iyjNkBkT1bH0HXOryYjCvgO44vS9T98abjBDpJc2P7JzQPptaDpQ81T06oGlWve/2PupYiGcHGL2ZlUfdP4Mti03GGlsHQezswo9dCoGvRFvWBKuPLCpbe/k1ANNG9lY8uEtjGKCX3uXnHeXIGT06TZG1b5hEmaJtro9jGyEXxvqwUwvvE6vY02oSk6javmgCw9JGGLkvnEcKKqNcS4AUFFP6iquRq/tGmCRAAQ+tB73DV2ctokatlA1kiUFWMjh9qhhhaHtvofLVNJ7lokxPnI4TA1PvIazeQs69iNPgYc85TFGqPUHSeoeYdWXKLgROc5vjc/6bmHWNjz6dJmptamvVyg6lIWVqpXGbrP+rKhkYpL9LmEMKyuqAjnuQ6lj7QlbLkmM7iBtNIWW86TtOSWF3u5dO1LGaETZ9UDo5/CqVkV7LomrAwu5bsjGkXTnAqkrNBIGsUag83eqs7i5S1yC1NSgXIDsQTgYGpD3SlLLnT6FoqUhJXKoey+wI5+6q2zMMJTkcqs06amyLqPMW0G8HZFt/VWXGnUJE1Ghz/FBOVbyM6LIgJUPMOI1XzNRGE1RNKBbCIedb9k5HW84GsMFN7gKLT+TbRQJZwI7pwSPzG69ad5EQoqN/ZVvROs/oj6AIIqylsbGOYQf1O+pO3U/OPUnKeYap6PyV3D34wu+hEhcJlqvpd3GCCS/o+21I3AF/OEcjmfZduMMnhwu+25JrtRXZE6E8TFoaWi8X8LgLC0u7mNc2W1t/1E7awn76XUBZovuothSdnkarelf5DTVgR+zRjVhJeUCCIsGh1gpMcKnyuAzNaGlGdJZZKKHScvijiicAiY16GLrIE6sIiw1K5FGqPMpz+QORKl6goJSnUHo6wVtDJWpdHFlCNaS+attrvExVZo2G6dj/TtfvbPJ+lo5TDYivJvWA6krB7zT/MwZnfXNQ1OooKOhJPLoQuEhFbUFYuq7dhZYkIIdC1BGnzUoYzH+Sygc9x2cB/ZCTzIVLmlgXoBbwSRcCc8zSHCp+P1P8e6WcqhS9LkTOgKwPVEZeKMDnReaX5mM7jBdOR1DsMLd/1k8+zDkNRnjO+LHaoyugnEehdUdaOaR9hPJnt6uKr1XQuOWFfNBtgIQQZewcJY7TJSEXJ3U3Zfa7lzh1OcJqZ2kM02zTZ+lDDoW11ntSvNHSR6HgrbSdRSuJFPIVfKUjloRaRnAjFQQurysZXITvmJvhaCGGs4paokDg50QQhBJowMPVe+pK3sKX/19g++Hk29/4KWfuqxmnlQrO/krn6Exyd/W+4wWQLArbEl3Mdc7foBEqpjtiwCox4c3WR4Mk5olROGFo2Yh9mewkreprPI5DVriUmhTBXtSjTxYgiwAvmiGL7tmJQtE4Jch40Ya76ReP5JI115BLX0WzT7/inOFn6SusEx5UikFVOl/6Sqre/yWhBxtpO2tq+ik/qVxYCC20Vt9JKVcWP0Ba3kggTEwt/hir8hn5RZwSJO4NaVKKmVQhW/7prdf92bUATJmlzG2O5T7B94PNs6v0X5OxrF7zBVfhMVb/HZOV7qCUuAhXBKqua6CBiIa4ZMSuZqPeIpiUiK9+3E13YkeahlNd2q+ILEd87qxAVx5PFo11U94QQOoOpOyK0dimmqvdzuvTVSO2nzZFM1x7gVOkvm7Z06CLDYPodXXDkirkQQmiwih2ewpa4VZTcXQJK+R1p0b6YuBjc0bq/Al+BhNUUFklzHWtyn2D74O+wufdXSJvbFiSsKFWdU6WvUPOOLGk+SnWmZHU1IljdQTLmZcJ7pHnmX8Ng4dVQrScUyGo+D4W3qqqmYrpLp1ogViNCXFzJCYCsfQUDqbfS7FklVZXjxS9wfO4LDSu+xZWI+7LMROXbHC78Lq6cavo9PcnX0Zu8Ja6aWEYsxPp2JSKV29WT9eWEIkCyelo6YjrD6n06dAyBbYwxmv0olw38J0azH47svQ5Q848wWbl3if1YalX1c3UasQw2ojHtR6mIG3ihL4uFrBB6JM9ZqfyOtEDFXBwoJCpeTMZERBdZRrIfImVe0nSsL+c4XvxfvDT9b5mpPYTjT0R6doVJiSJF91kOF36PgzO/Ecmhw9bXsCb7U5ha+y3JYxaCYDkcALSLUI+g/W1kKwGlguhrr5iYBt1vrF4FCARCWGTsy9hs/gppaxvHZv8HTnCy6fdK5TBTe5DhzHtJGOuXsCmKNycxMfMR+URTyZYLty0GpWSk9Y1AWxbJlJjVgkLFC+uYiAghyFo7WZP7aQ4V/hOBvLBzB4BUNaar32e29jg5+yqy9pWkrUtJGGsxtd7Q7lNoKOXiyTkc/zRV7wAldw9z9R83XBCafz51kWVN7m7yiRtXfX92zHJDEScnzid+LWIWRpycaDG6lmY4/X50keJQ4XO4QfOyw4q3j7K7j4SxjsVlk0VkES5dpEgYGxZxjc5i6r0Xjep5TGcI7xFBs0AZliB2P5iGrRrN5xG2f8SP8pjWINAii9XpIkvCWNvmGS0d2xhCa7GNZczLCKExmLqDmneYk6UvR9IsCVSZQv0RZus/QtfS6CKJENZ5SWSJVD5S1QlUeUF965pIMZb9GCOZ96OJ1Su8GLM8CWNytIRYwliLLrLtnVALSBhji2rFCVvdoq1PDK0HW2/m/tN9kua6i0r4uBvEK9o2oGsJBtPvoOYf4/jcHzUN1FK5FJ2n6Uvehr4I5wghtMg3Ssq8lCuG/3DB1+g0Ag09tviMaSGaiLY5CUsyu1+JFPb9N5+HJoxV3b8b01kE0eNJzr6aywb/Y5tntHQEemwZ3WZMvZd1+Z8jkDVOl7+GIppuSajmP4fPXEvmoYs0Y9l/wLr8pzD16C22MTGtQsOKGJMFG/L30Jd6Y9vntFQ0YaOJhdu/hnbj0RKEvYmb2dL/qwu+RqcJ48nyTyitZOLkRJvQhM1I5oMUao9QdJ5uOr7k7EEqB51FJCfQFuAWojC0bJz1i7noiJrs8mV5yQ46rSCIOA9NJOL7OaZ1CD1yIi+MJ7n4dDoGAEvvY0PPPZh6D6dKf9Uy69BoaCSMMdbm/jFD6XfHiYmYrqFpCaJVTig0YWJqvau29UgIAxFxfSKEwNTyy8LKPaa7rM67YZlg6UMMpd8VaWw9GMeXiz050DG0HM28xiFU9m+NlVdMzMrC0gcjiZ/6sohcBgJOvixFmoehZcM+7ZiYFiAwGqLOzZcHEje2HY15BbYxxIaeX2BL/6+Sta+iE8tMgcVA6na2DXyOsezHMPVm1qYxMe1DF6nIbcm+KrMcKjXbhcBs7E+ar70CVY9tR2OAuHKirQh0svaVWPogbjA571ilHJzgDElz/cKvIwSGlkcXSQJVnnesVHU8ORsH75iLDlsfJEqA9GSh0drRPaTy8YJZonilG1oOTYuTEzGtQQiBqfehCRupavOODWQVXxbjEteYV6AJm8HUHWStK5is3MuJ0pfwgtZWUYSl1b1k7O2MpN9PT+L1mHp/LA4c03WE0LH0gUhj3WAaqXz0VVotIITA0vvRhNU08RDIEr6soGvpDs0uZrmyOu+GZUJ4Uw6SMNY3TU6Em5GZRV/L0PLoWpogmD85EchauEgwNy76WjExKxFTH0AIq6mtlR/MLaGKqTUEsownC03HCXRMrS+y4FRMTBRMvQ9dJCMkJyp4wRwJY02HZhazctDRRLIhMNy6hIGp9ZIyt5K1d9KbvJmcfRW6SAMiTkzELBMElj4caaTrTzTEr1cvZsTkhCeLBLIMDHVmYjHLlnhF22YMkcHSByOMlARq8e0Wlj6IoeVwgzPzjvNlmbp/kjzXLfpaMTErEUPLkTDGqHoH5h2nCKj742TtnR2a2U/iyyJeBKcfTSRJmEuxII6J+UlsfRRdS+PJ+RPmnpxtWDte3pmJxawIlPIpOXs4Nvc/KNQfvsCmRJAw1pC1r0KqGl5QIJDVxkZNIISJLhIYWg+WPkDCGCNlbsY2xrD0ISx9INY6iVmWCLTIVdA1/2jXKzXbTcJY2xDTnN9m2AumGjFnc0fmFbN8iZMTbUYIK1LvmVKq6YnufNjGCJbeT9XbP++4QFWo+8dQKkCI5hoVMTGrBV1LkzQ2NE9OKJ+Kd4AoKcV24ckZnCaJRgBdS5JaAdbAMSuLpLmuoTtxfN5xvizi+KdQSq5aQbeYhaGUz2z9CQ4VPkfZ3cdr9dMLTHqSr2dd7mfJ2Vc1/lWiXmGdfFYhSAO0hiWhTlwhEbP80UibW4hiXV73j+PLEqbe25GZdYOksQFdy0IwMe84L5jBCSbieBITC2IuF4QQS1Lc17UUSWMDzUUxJWV3L76cP4MZE7PaMLQ0KevsguHCKHwq7l6U6o5jh1KSun8SN0KPti6yJOMWrZgWo2uZRjxptgkMKLsvEKhKJ6YVs8xRSjJbf5KDM79N2X2R10pMaMJmNPthtvX/B3oSr0PXko0/aQwtc96fNLqWbvw/G02YYYIiTkzELHcE2MZoJN0JX5aouHs7MKnuYep5ksa6puMUAWXn+VgUMyZOTrQbhY+UUdTMF2IH+pMIBFn7ikgJjpK7p2m5bkzMakNgkbG2oYtmlqKKmn8cJzjVkXm9GqkcSs5zRBHDTFtbGyfcMTGtI4wnO4myRCi5z+HLYvsnFbPMUdT9Exyb+wMq3kuvOUJgMpi+k/X5n8c2RuJEQ8yqRCAwtT5S5pamYwNZZc7ZhVKr2bFDj9wmW3SeiZPdMXFyot0EshJN2E4YSy7rytnXYGrNXTgc/xRF59klXSsmZqUhhCBjXY5tNBeqcvxTlJwXUWr+ksx2EKgyc/WnIo3NJ65HxH3XMW0gn7gOI4Jqes07RsnZ04EZxSxnAlnjVPmvmKv/mAtZI2asy9mQ/wVsI5pzUkzMSsXU+xotS/NXMys8Ss6zDe2e1YpO3r4u0gFs1Tu46itJYpoTJyfajCdnqfsnm47ThI2tjyzpWpY+SMa+IsJIyXT1/rh0KuaiI2GsI2VuptnC2JdzzDlPNXUraAclZzd1/0TTcbqWJWvtaPRhx8S0FlsfIW1tbzouUDWma3+PVG4HZhWzXKn5x5is/N0FnQcEBoPpO0kYa4kTEzGrHSGMxoFhrunYirefkrtn9VZPiLNrr61Nh/qyxHTtQeQqFwmNmZ84OdFGlJLUvEM4/njTsbY+hBHhITYfupalL3krguatHUVnF7P1J7tyMhwT0y00YdKfeguasJuMVMxUH6Dud7a1I5B1pqr3R7IyzdvXkDQ3xKXRMW3B1PvoS9yCoFlljmSu/iNKzu44nlzEFGqPzOsWpmsZehOvj4XuYi4KBIKcfS1Js7lgtS/nmKz8XdctzNuFQGAbQ/Qm3tD0MEXhUag9RMXdH8eTi5g4SrSRQNWYrv59JA/jjLUjwoZpfkSjdCoVQSDPDaY5U/4avpylmZpwTMxqIm9fR9JobvNV908wXbu/YwFSKUXF3cts/UeoJnoTmkjQk3gDptbfkbnFXHwIDHqTN2Ebo03H1v1TnCl/g0CVOzCzmOWGUpKSu2fe6hlT70XXmun9xMSsHgwtR3/yLZHGFmqPNNo5V+d6XGDRn3oTZgSR0Kp3lMnq33WlcjVmeRAnJ9qEUoqi8xSF+qMRRuvk7GuW5NYBYU990txET+INkU67pqr3M1X9ftdcCWJiuoGlDzOQfnukDP5E+VtUvYMdSVAEqsyZyjep+/PbNwIkjDH6U2+KTyFj2oYQgrR1GT329TRfKkgmq/cyU/vh6i1NjrkgUjl4wRTzbaykdCMd1MTErCb6Um/C1seajvNkgfHSl6h546uyYkAIQda+8jzr4PkIOFP+2/CgJo4nFyXxyrYNKBWqVp+Y+xJuMNV0fMrcRMbaRiveDk0YDGXeTcJY03SsVDVOFL/InPNM/ACIuWjQhE1/8q0kzU1Nx1a9A4yX/pRAtdd6VylJofYIU9XvEOXkpD/1VhIRqj9iYpaCJkyGMu+NaIk3x/G5L1B2X4jjyUWGwmt6yOHJKUrOc6ty4xUT81oIIUgaGxhKvyvCgaFirr6L8eIfNyqaVx8Ck5HMByI4poEbTHBs7n82DofieHKxsaKTExX3IDXvGFK5y+bDq5TCDSY5Nvffma0/yoVUq19GpydxA0lzfct6x9PmNoYy76GZSjCEyriHCr9N2d3T1QoKpSRS+fHCJabthK4d2+hP3d5Un0XhM1H+OhPlb7Xt/lBKUnb3cmzuf0RKZiaMdY3FjtGW+cTEnE/WvpLB1DuJslwouy9wsPBbVL3u9QsrpeJ40mE0YSOaVH5K5XCi+EWKzo8ba7b4vYlZ/ehakpHMByMdhihcTpX/mvHSn+LLcpefoUHL1zxCCHL29Qyk3kpzUVxF0dnF4dnPU/OPdj2eqDiedJQVnZyYrt7P8xO/wIHp/8BM7QFq3nECVe/afJTyqXovcajwOSYq32raNw5g68MMpu5cst7E+WjCZij9TnL2TqI8AErObg7M/AaF+qMNB4/O9dhL5VH3TzBVvY/x4h/jyZmOXDvm4kYInZHM+8naO5qODVSV48UvMFn5u5bfH6HOxD6OzP4eZffFpj9bEwlGMh8iaW6OhTBjOoIuUgxn3kfavDTCaMVc/cccmPkNis7TDQ2CTsYTl7p/nMnKvYwXv4Qvix259sWOwCJhjNHsQKTs7mXv1Gc4OvvfKDq7qHnH8YJZAllvbIYUq7XnPubiJWluZCTzATSRbDpWqirjxS9xdPYPcIKTdPJ+UErhB0XK7vOcKP4JM7WHW34NQ8symv0oSWNjhNGSmeoPOTjzm5Tc3UjVubYwpRSBrFPzj3Cm8nVOlf6KQFU6dv2LnRV99BaoGlXvMBVvH6fLXyNjbSOXuJa8fT1Ze2fDmjNcwIfr+NYv5s9m0gJZZLL6PU6VvkLJ3UPUB8pA6nZyiatbOrdQe2Iza3I/Q236/42w4Q8zlC9N/RvGcncznH4vlj547me1ivOzjoEqU3J2U6g/xmztccrui2TtnQym72zZ9WJi5iNprGdN7qepTh9uWkZZ909wsPCbeHKWkcwH0URiSc+U8F4IKDq7OVz4HeacH9O8ygpy9jWMZj+C3sJkZkzMfAghyNiXsyZ3NwdnfiuC6KVktv44e6fGWZv7hwyl34Oh5c/9rFbxcjxR+LLUcKD6EbP1x6m4++hJvJ7hzHtadr2YCxOeiF7LROXbTUTsJHX/OMfm/pDx4p+SMjdhG2OhWKZIIoSJiPxM1dGEiSYSGFoOU+/D1kdJmmsbZeNn135xEjemuwihMZx5H0XnGaaq36XZ/sCXRU4U/zdV7wBrc/+YfOJaBGaLP8uKl5fkkpp/nLn6k8zWH2Ou/hSeLLCp91daeL0QIQS5xLWM5T7OoZnfQTG/BbXCY6b2IHX/BGtz/4jB9J3oItPy+/r8eOLJWYrOj5mtPcFs/XGq3gEG0u9gMP3Oll4z5sKs6OTE+ShcSu5uSu7znNG+jqX3kzK3krevJWNfjq0Po2tZDC2NwFryB1upAF/O4QSTzNWfYKr6PUrOCwvoTRdkrB2MZD8SyfpzoQgEfclbGc1+lBPF/9048Z0fJzjN0dn/ynT1foYz7yVv34htjKCL1KJfr7C8to4vS/hylqp3mNn6ExSdZ3GDU3hBIVKFSUxMqxHCoC/5JoYzz3Cq9BfIJlVXbjDFkdn/TMndzVj2H5A2t6JpyQUspkOU8nH8M0xWv8vJ0pcbApjNExOWPsS63Cex9NihI6azCAQDqbdRcfdysvQXTReUAHX/OIcLv8dU9fsMZd5L3r4OWx9CE8klxpMavizhyQJV7yCzDRtTxz+NJ+cgjiddoSdxI2lzKyX3uUjjA1VurNl2L+GqGuJcksJGE0kMLUfK2kzevoGcfQ1JYy26lo2TFDFdxdR6WJ//FHX/OGX3BZofYEpmaj+k7L5Af/LNDKbfRcrcjKn3oYnFb92k8ghkBV8WcYNJis6zzDlPUnUP4AZT56oDWlnN/WoEgqH0uyk7LzSqzJtXRFS9gxyc+Y9MVr7LcOZ95OxrsfT+xkHR4uNJoKphPAlmqHr7G/HkeZzgTMPadXlIBlxsrJrkxMtIfDnb2AgfZKr6HQQGCWMdKXMzSXM9CWMttjGCqQ1g6QMYWg5dSyOE/pobjbMLIjeYwQ0mqfvj1PwjlN0XKDm7cYOJBc/S1PpZn/850ubWtgVNQ8uwJvfT1P2TTFbuReE1/R6pahSdpyk6z5A01pFP3EjW2kHKvISEuQZTu/DDIHzolfGCAq6cxg0mqPsnqXvHqUAAu/kAACAASURBVPmHqLj78WLr0hXH2c9/oOoEsopUNTw5i+tf2NP+fGreEUruHnSRQhdJNC0ZfhV2190mDC3NutwncfxTTFW/13S8L+c4U/4bZmuP0Z+6nb7kG8naOzG1vnnv47Dk3KHqHaBQf4ypyvdCnZeIGyldZFmf/6f0JF8f+XeLiWklpt7DuvzPUg9OMVP9+0if3UBVmK0/zmz9SVLmJvL2DWTtHSTNTSSMNZhaX+M58Mp7RymFwsNvxBMvmDoXT2r+MWreISregcbiMWY5YBujjOV+ioMzRzrYTiNRSALlEagqUMAJTlLx9jJZuRdT66M3eSuD6XfQm7gJXWteVt9JlJJIXKSsEagqgawhVY26dxQi9Lc7wRlK7m5MrQdNpNC1JJpIoosEQjTXHIvpHEJoZO0r2NBzDwem/32jZaMZEjeY4FT5LzhT+SY5+yry9nWkrUtJmhuw9WEMLYd4jWTFyweDRdxgGjeYwg1OU/NPUPeOUvEOUPOORUo0twNLH2BDz6dxgglm648RZV8QqBKF+sPM1h8nZW4hn7iBrHV5I56EFVivdfgc6ka4+KqxPzkXT05Q949T9Q5ScQ+2Xfg8JjqrMDnxkyh8av5hav5hqIEQFrpIo4tk42FuNf4t1VgohaWFSgVIXAJZQSoH2dic+apMICssNqOmaxnW93yKvuQb2745s/Q+NvZ8mkBWmKk9sAArL0nNP0qtfJQJ8U0MLY+hZRonE+FXTZgoJEp5SOU0Nq5u47U6G2yrsX3YMkEp1aj2OY2U9XOf40BVGpn0V/1dVQhkGalqSOWFgkD4KOUjlRdZUfpk6ctMVL7ZKEs0EBgIYTROu5IYWjq8H7XGn7P/LVIYWua8f0tian1Y+mBL7xtLH2JD/ufxghnmnKeJcl87wWlOlv6cycp3sI2hMPFpbMI2RjG0LJqwUQQEstpIaJ6g4r6EE5zC8ScWtCDQRJLR7IcZzrx/yXbDMTFLwTaG2dTzS0hZY7b++AKq3gKq3gGq3gHOVJKYWh5dyzRicAZNJF4RTwJVR8paI57UCVQNqar4skpcGbE80YTJQOpt1L1jnCz9OZ4sdHtKeHKGico3KNQepi95K2O5nyJj7VjSyfOFCGSVuj/eqOx5OY6GsfTVsTaMrYGqNsRBX46tCh9fliIdJhVqD1FynkMIE02Y52KrwEDXko24mUIX6XDdpqUwRCb8t/NirSHS6FoG2xhFE81cJWKWQl/yFjb2/CJHZn8fJzgd+fukqjJbf4zZ+o8wtGx4qHr2/dXS4d4FLVyf4TXW4/WXn6GyRqAqjQrR5XFAmDTXsqn3/+bgTI2i8yxR91QKn4q3l4q3r7FOzL0inoTJOQNFgFJ+GD9eEU/qjfuxGvmaMZ3lokhOvJowg+biU+j4OkfXcqzP/RNGMh9qa9nUywgSxjou6fuXiIJguvpApKB3PlLVcYM6bhDtpDxmuRIwWbmXg4Xfbqgwv9xjpxpfec2vS8OXcxFOOMVPfBWv/rvQGMl8mEv6PoOgdfeOEBppazube/8lBwu/TdF5OuJ3Kjw5jedOU3b3NuYseLUORfjqShbzeoYCmB9gXf5TGFp6wd8fE9NaBClzK5f0/SsOzvw2s/XHFtyWJ1UNJ6jFOYZViC7SrM1/ElPv50Txi9T9E3R/IxQ+p89UvkHJ2c2GnnsYSL+15euvsvsCeyb+KYGs8eoYql4zpi79dQlUlSCoNhnVPLaCIGdfxfbB38U2RpY8r5gLI7AYytwFSI7M/teIFRTnIyOuqVYCgqy1ky19v8rBmd+KfDj0MipM+AWVOJ6sMla0W8fKQmDpQ2zq+b9Yk7sbQ2u9oMsFrywECWMDl/T9a4Yz70MXqY5cN2Z5EW6Rw8yxwgtPavAbm4uAMCic3UR3ekF59ppn5xCEWe9zc/TOVS+1w85JCEHW3sklfZ8ln3jdImw6w7m/cs5+o2ro/ERQdAwtx2jmI2zo+TSm1rvg74+JaQdCaKTMrWzp/zcMpu+MpEAfc3EgBAgM+pK3MZb9+Dlh7eWBpOof5GDhtzhd+mokHa6FoFTQqBR9ZWxVrxlbOxlfm8dWhUugaqj4FLntCCHQhMlQ5i4u6fssaXMbzVxuVjNCaGSsK7ik/1fpT76lQ4e2Mcudi7JyovMIcvbVrMv/LL2JW9C1ROdnIAS2Psam3n9BytzEePFLCyopi4lZ7Qihk7WuZGvf/8OxuT9gsvLdBVcZtQpTH2Bd7h8zkvkQhpaPxdxilhVCCJLGZjb3fpaEsZ7T5b/EDSa7Pa2YLhLIKiX3eQq1R5itP0bF3b8srffcYIJjc/8dU++lP/W2trR4xMQ0QwiLgdTbsPRBjs/9ETO1h7q23ug2Qggy5mVs6f81xot/wuny3+Avg7awmO6xop/KQhgIIaLoBnUJHVsfZjD9DkYyHyRlbunqJkMIgaX3sSb306StbZwo/jHF+q4I1nDtRxM2ptaDuIgzyDHdJzwVvoTNvZ8lZW7ldPmvqPvjdOqkSxM2Wfsq1uZ+mt7EbV1JZMbEREEIgW0Msj7/KbL2DsaLf0LJ2d3o4+0umkhg6j2IuDi07fiyTMl5jtPlv2au/mOc4AzLvY/bCU5zZPb/I2luJGNt7/Z0Yi5CBAKETs6+hq39v87p8lc5U/5b6v6JZeBgJ0J3Q9G5VlIhNBLGKBt67iFrX8l48U8ou3ubWBN3Bk2EOkndFnC/mFjRyYmexA3UvIPM1Z9qBMTlkqUQ2Ppww2f9veTsa5dkd9NqBCa9iZvIWNuZqHybifI3KLv7uqLaq4sUaetSehJvYDD1Tix9oONziIk5nzCJN8ja3M+Qs69kvPhnzNZ/1OYkniBprGcg9XZGsx8lYayJ1dZjVgSaSNCffDNZawdnKt9iovwtqt7+rggh6yJDxrqM3uRNDKbeiaHlOz6HiwWlFE5wipOlP+dM+euNypnoSQmBFYo4LuA5F7b0BaFAMz5LWfNVvUOcLH2FrX2/9ppuBzExnUAIDUsfZm3uk/QkbuJU6SsU6o8sygVw6WjY+gg5+0r6U2+lL3lbx2egizSDqbeTta7gTOUbTFbupeodphuiEoaWI2NdTm/iZgbT70QXmY7P4WJlRT+R8/YNZKzLqbgvUXKeo1B/lIq7D1+WGn31nVscherIGRLGGvqSb6QveQtpazu6SC2bpMRZwvnoWPoAa7KfoD/5Jgr1x5ms/B0Vdy++LLctUSGw0LUUtjFM3r6B3sQbyFjbsY2ReIEQs2wQQqCLBD2NJF6h/jhnyn9DydmDL+da9GwR6CKJbYzQn3orA6m3kza3oWtxz2XMyuFsPLGNUdbmfoaB5O0U6o8yUfk2Ve8QgSy3rVxZEza6SGEbo/QkXk9P4nWkrcuw9aE4uddGlJKU3N0cKfxnZus/avL+CnSRwjKGyVqXkzK3kjDWnLNAXFi1pDrPIcxt2CRO4fgnqXoHqPnH8WWx4UjQ/GfNVB+kmH4fOfvqZbdOi7l4OLveyCeuIW1toey8wFTtB8xUH8ANJghUjfZUI2kNh4ssGWsbvYmbyNnXkLI2Y2i5NlyvOeF9aJA017M+/3MMpN5GofYok5V7qflHG/GkHXs7gSYsdJEhYa6hJ/EGeuwbSFuXYekDcdVEh1nRu0EhBIbIkLOvIWtfwXDmvTjBBCVnD2X3eereMVw5iRvM4Mu5iAEr8tXRRQbLGCShj5EyL6En+Toy1o6G5/TyqZSYDyH00C/ZGGMgdTtl90Vma49RcndT90/iBhNLEo4SGBh6D5Y2QMIYI2VtJW9fQ9q6DEPLo4tkW256gU5P4gZMvWfecaaWx9T7W379ZugiQ2/yJpLmhnnHWfpAywTnBIKksZGB1B0t+XndIGNd0dFNhxACQ+tlMHUHvYk3UHJ2M117oHF/jOMFMyx00aCLNLYxQsrc3NhQ3UTCGEUTyWXzzDC1XvpSb8aXxXnHhZ/fOGjHhGjCCD3nzXUMpO6g7O6hUHuUsvsC9eAkrj+5pMS3wMTUe7H0AWxjDWlzK/nEtaTNSzG0XCPutiOeGI37dN284yy9H6NJzGkHhpajN3kr6WDbvOMSxtiSNRaUkpTdFzk481sUnWeY7/mniQQ5+xoGU3fQk7wZS+9tWB6aS3yfVKOdV6IIra2lquP4p5ip/ZCp6n2U3X00O211gwlmag+Sta9AsDQLTVPvYyD19mVQkr84ksZ6NLG0NkIhTHqTN5MyN887ztKHurL5NbQe+pK34QbT845LGusXIYrdGgwtSz5xI1l7J2OZjzDrPMls/Qlq3kEc/wyenGUpiQpdpDH1Pmx9mIS5jqy1k5x9NQljDbqWbtyby2MdogmTtHkpKXMTQ+l3UnJ2U6g/Stl9Ecc/hRtMLSnxHcaT0J4+YawhbW0jb19LytzSsITv7D7O1ofpT97epDVSkLUu79icuoVoh/L9Imj5JJRSBKqKG0ziBVN4QQFXTuP6E3hyBi+YxZdzDd/pGsFZBwMVgAqgoTothIUmrIavcA+m3hve1MZaLH0I2xgmoY+ha9llc0MvFaUknpyh7p/E8U9S84/h+OM4/gRuMNnwSnaQygUUAgNNmKG/sJbB1Hqx9EFsfQTbGMU2hhp/H10xSZuYmAuhVIATnKbmHafmH6bmHaXun8AJJsKqLVlD4SEw0bQEhkg3NlOjJIy14ebNWEvSWIu2DCurYmJaiVIyPN0OTlL3T1LzjuL4J3GDyUY8qb5GPLHQtQyGlsXUehqxdgRbH8UyhrD1QSx9JNzoxvdPx1BKUfeP8dL0rzJbf5L5NkmWPsya7CcYzrwfSx/s2PukVEDFO8iRwueZqf2w6Slr3r6OywY/T8IY7cj8YmIWglIKhdtYj5+i7p+g5h3DCc7gBmfwglmkqofPUHwEGpow0EQi1I3QslhaP5YxTEIfxTZGMPVBEvoIpt634irMwngycd7+5Ah1/9S5vV4gq0jOxhOBQA8r7LQ0hpYL9ydGuD9JGGNY+iCWPoxtDCGw4njSfiK9wKs2OfETF1ChldLZXkWlGjZPKrR5UufZPJ19ScIPqWi4QusIYaBhIISJJqxG5n91f5DDB2NYQhmWUnqEVlQNaypF6B/WeAgIoTe+Nl4jjLgcKmbVopSPVG5jc+W9bBunVOO+0BBo5+6H8J5YPicTMTGd5OxC+/x4os5aHL4ceHllPDkbc8343ukyUnkcLvwe48UvzlshYGr9bOr95wym78TQOieqdxalFGV3D3unPkvV2z/vWEPLc+XwF8lYO+LPVsyyRqFAyfPWG15jLxPuX5RS4eOTs2uP8BmqYZ57hoZ7mdXxOVfq7J7ODb8uKJ6c3Z+sjtdiBRHpBV/RbR0L4WxfrB4xS1ierfDIN5/m8PMnWLtlmNs+cCPZ3vSK+yD7rs+zD+3lmR++iGWb3Pq+69mwfU3k30MI0RCusto80+YopQh8SXGmzIFnj3L8pVMUzsxRrzooqUhmEvQM5hjdNMimHWsZXj+AbqysrHBM55FScmzfKR7++lPUKw7XvmUHO2/ehmk1fzwKYaALA51UB2banNnJIg9/48eMHzjDhu1j3PLe60nnlk+7SMzFTRhP7NjLfgWilKLkPMdk5dvzJiY0kWA0+1GG0nd1zW1ICEHaupSh9Ls5Mvv7zHf+5cs56v44GWtH5yYYE7MIzjp86CIV+9oRionqwgbieLLauGiSEwvlh3/7JH/6m3/L3GSJVC6J70vu+idvXnGb3WP7TvKFX/tLju07haYLju07yb/4w0+SSK2sm1kpRWWuyoNfe5L7v/IoJw+doV5x8FwfGUgUoOsahmVgJy0uu/4SfuF3forh9bH7R8z8VOZq/PnnvsFj9+5CBpKnvr+bz/6vf8rGy9d0e2oL5r4/f4S/+v2/ozxXJdOTwrQM3vSh16MbcXIiJiZm8UhVZ7L6nYYz2oVJW9sYyXyg6zbIAoucfRWG1oMvC/OOdYKThC0qK2t9FxMTE7MaWXbJCbfu8c0/up+JEzPzjtM0gW4aJNM2+YEsQ+v62bB9Db2DOQzLQAgWfVoopWT/00conAnF4MqzVfbvOkK96pLOtUacsBMopZg4McORF8dRUhH4cOTFcWZOzzK2ebjb01sQ9arD3/zBfXz1v3yXevVlgU4hBEILG2+kVDhVF6fqksolyfVnuzfhmBVDtVTjxScO4jlhb/KpI5OcOHB6xSUnpJTse+oQxZnQ8rQ4Xebgc8e46a7rSBorKxkZExOzfAhtQ09TqD3K/GJ8gsHUO7CNkU5N7cIzESLUKtGHmiYn3GD+9WZM+BmQShIo2ejmFRhCa1RDxcnvbuLJAKnC+zJ8X3S0uFoyZgWz7JITnuvzwFefYP+uI03HCk2g6xqmbWInLTI9KS69ZiO3feBGrnjDVjI9i+t1FEKQyqXQDY3AlwhNkOtLY5grL6tuJy3spEW9Em7oU5kEyXR3TzQWw3MP7eW7f/rQucSElTBZd+koG7avoWcwCwgqxSozp+coFypcefM2Eqnut6LELJ5qqcbpI1MgYM0lw9jJ9ryfhqmTyiVhPPy7ZZtkepZHm8ZCEEKQyqfQdIEMFJquke3LoBux5ktMTMzSqHvHqXmH5x1j6n0tcb5oFYaWRtcyTccp5dAB6bOOIZWi4JaYdku4gY+haSR1mz4rQ8ZYeJufUoqCV+ab40+wq3AQN/DJmil+auMb2dmz8dw4XwbUA5eMuXIO8aLgy4Dx2jRzXuiioAuNlG4zaOdIG90Xef/a8Ud4YuYlil6NoUSee7bexWiyt6tziolZCssuObEQlFT4MsD3AmrlOrOTRU7sP83j33mWOz5xKx/75XeT61u4ToQQgpvvupa9Tx3k0O5jXLJzPbd94EasxPIIuFERQrBh+xpue/8NPHbvLlKZJG/7qVvoGeqOf/Fi8VyfR7+1i5kzc0C4mbz9Yzfx8V9+N0PrXmkDKqWiPFvBMFeP6M/FiFKKZx58kf/+2S9j2gb/9s/uYcP29lQyZHrS3HH3rXz1v34Hz/F584dez+Yr5rcMXI4IIXjTB27kyPPHObH/NNuu28zr3nFVJO2MmJiYmAsjqXj7mzpf2PoYtj6ybGKvEEZE69TlMd9WECjJs4VDfOXYD3lx7gTVwMHUdPqtHG8avoK7N76FhL6wRL+vJH9/5jn++vgj3DFyLRvSQygUfVb2FVUTB8qneGpmP5/Y+OZW/1pdpeLX+aOD3+XhyRdI6RYKyJkpru7dzHvW3MjlufVd/czfPHg5l2RH+cb4E4xXp/Hk/PdpTMxyZ9mvWu2kxeWv20Ii/cqyZCkVTs2lMlelPFtlbqpItVQHoFqs8e0vPoBuaHz8V+5aVCvGtus28ZkvfIrKXI1MPkX/aM+yCbgLoXcoxyf/3Yf54KfvQDd0Btf0rbjfY3YiTDrJICxbG900xHt/7nYG1/b9xFhNE+T6mp+UxCxvAl+y78eHmTo5Q89ADinbd6plJUze+Y9u44a370QGiv6RHtL5lXnyc+Wt2/g3f/Lz1Mp1Mj1p+obzK+5+j4mJWV4oJHV/vOk4U+/B0JbP4Yc85zA2P5pIsloSFBP1Wf7gwL3kzRSfvfxDDNp5KoHDgdJJ0kYCU1v4st+VHofKZ1ifGuRjG25jwM7xaqc/qRTPFg7z3OyRFv0my4/L8+v4xUvfg0BwoHySb40/wX/e9w0+feld7MivR+uSM93a1ABrUwM8XTjEqVrcohSz8ln2yYmeoRz3fP5u1lzykxoJSil81+fU0Smef+wlvvOlh9i/6wgykLg1l+/92cNc/9adXP3G7Qu+rm7oDK3th7Wt+C26hxCCfH+W/ArWXygVysxNl879fWhdH+suHY03XauY4kyJA88dRQbtL7UVQpBMJ1i3deX73BumEYvAxsTEtBiFF0GXQRdJNLF82kYDWcaXpabjDG3lro9ezbRT4kDpFP9+5ye4aWD7uXXSNb2bXzFOKUU1cHimcIjj1SkEcGluLTvzGzC0sIV5xinxxMxLnK4VeKF4jHrg8tXjj2BrJoOJPG8ZuhJD09lXHGdf6QT3n3mWWa/MHx/6/rnrvH30Gsp+nRfnTnDH6DXYmsnhyhkem9rLDX1buTS3hpJX4+HJ59mSHWNLZpTj1SleKB5j2ikhhGBtsp+rejeRN19u1T5enWTXzCHePHwlp+oz7Jk9Sl16rEsNcH3fVpKN6hBP+uwrjrO3eAKn8f+v6t1M3lx462ZSt9mQHiKpW2zLrWFLZpTfeOEv+dqJR9mQHiLX+JkFt8yuwiFO1qZJ6jY78uvZkhnF0HRKXo3vnX6aLZlRrujZiN5IaCilOFGb5qHJ57ltcAdrU2EcL3pVnp45yHhtmoRuclluHZdm12BqC2szV0ox7ZbYVTjIRH2WtJFkZ34DmzLDaEJDKslLpZMcr0xydd9m9swe5VRthh4rw/V9WxhK9Lzi55X9GrsKhzhemcLUdC7NrmF7fh3WecmvJ6dfoho4vGFgO88WDnGgfApD6GzPreOy3Npzn7OYmFez7JMT8yGEwLRN1l86ytpLhtl27Sb+8DNfZvcj+wAoz1V58vu7F5WciFk+uI6PWw9PP4QmyOTTK841JSY6SilmTs9xeM+Jbk8lZpUQyCp1/+S8FogXG7pIkTDGEBHttWMubqRyI4wSLJcKhFDEcwI3mGg6NmGMsVzmvVRShkXWSLC/dJKrezeTuYAmwoQzxxcP3ce+4ji9VgaJ5L7Tz3DT4HY+vO4WMkaCSlBnf+kks26Fmu/gSJ9TtZlz1ReBkiipOFQ5zf7SKea8Ck7gMV6bPnedeuBxpj7L18cf45rezYwke3l06kW+dPgHVH2HS3NrmKjP8uWjD/LpS+9i2i3xhYPf5XS9QMqwkUox5RS5qmcTn9ryDnqtsDL2WGWSLx25H0d6PDmzH1BUA5dBO8e1vZcA4AQef338EX5w5jlSuo2hadx/5hk2TAzxs5e8g9FE75IOuTamh3nj4BV86+STTDpzZI0kRypn+MLB7zHpFMkaCWqByzfHf8T71r6Bd43dQKAkuwqHeGrmAP86M0q2oc/hKZ/7zzzLfad2cfPAdpRSHKtO8oWD3+NMvUDGSFKXHt8cf4J3r7mRu8ZuxNajtZorpXixeIL/efA7VPw6PVaaqu9w78mn+OC6m3jL8JUIBC8Wj/OVoz/kiun1TLslNKEx5RR5YGI392x9F+tSgwghOFWb4X8duo+jlQkyRgJPBnz75JPcPnI1H1j7BtJGmKB8fHof+4onGK9N8/TMQTShUfSq1AOPbbmVJTge01lWdHLifDRdY8P2Ndxx9y288KP9BL5EBpIDzxxFSommxaJwKxUZyHMtHQD6ChQmjYmOUorjL51i5vRst6cSs0ooOXvYO/XLuMF088EXCT2JG7l86L9giLgNLqY5UbQbpHJQygW6Xz2hcCk5z+HLuXnHCWFj66OsluTEUKKXO0av45snn2DGLXHr4A6259edO9WHUODxW+NPsGfuKPdsfTfXNDbz953exR8d/C4b0kO8eehK1iYH+Gdb7qTs1/lv+7/FrFvhF7e9h5yRQgiB1njN3jV2A28a2snv7/sG006Rz2z/0Llr6ULDVwEJ3WK8Nk2vleFI5QybMyOcqs/gSZ9Zr4KrfIYTvfRZWT647mbGkn30WGkCJfnr44/wF8ce4o7Ra88lJyCsKnhqZj//ZPPb2ZgZQirFrFshpdsopXi6cJDvnPoxH1x3M28buRpLM3hq5gCf3/s33Hd6Fx9bf1vkDf5rYWkGmzMjYUKmOs2aZD9/dfwR5rwqv7z9/WxKD1PxHb546D6+evwRduTXszkzwuv6L+X/P/ogx6qT7MivB6Ds1Xl8ai839G9h0M7jK8nXjj/KmXqBf37Z+7kkM0ItcPjTw3/P3xx/lO25dee+txmu9Pmzo3+PKz0+s/2DbEgPUfbr/PmRB/ny0QfZkB5iSyasHJ2oz5HuT3LP/2HvvcPkLO9778/Tps/O7mxv2iategckIZAQomNajLFxwza249jHJSdxcpI3OXkT+6Qex2/i2IkdJza2wRiMTAchiijqCK16W2l7r9Nnnna/f8zuSMtqiyRAhflcly5dO/PM89xPv+/v/ft9f/V34FVdHAi18E+Hn+C5zrf5Qu2NOGSVpzt2cDLazTdn38ncnEp0y+CJ9q083b6D2f5yrsqvH9my4ES0mzk5FXx77kcJOvwkrRS6baJmRfEsk3DZiBOQFijK60oIFPgZ7E6/kBKRBKm4jtt35pelaVoMdAyhpybJS5QgtyAHf965Vf8YRQhBLBSn40QPh7Y30nSonaHeMIZu4vG5KKkqYM6VddQvq6GgNBflLE0dh3pCREPxSZdxeZ0Ulo/3apgM27YZ7A6RiKY9PfKKcvDlehG2IBaOc/JAO/u3HKX1aBeRoSiyLOPL9VAxs4Q5V9Yyc3EVOUEfsjKxQCSEwDQs9KSBqZsYuolppCMmWo90Zso8AsTCCdqOdU24Lm+Om7yiAJI8+bETQmBbNsN9EU7sa+HQzhN0nuwlOhRDksAf9FE1t5z5K2ZSNa8cf573rEQuQzfpae1H2ALNoZJfmovm1BBCYOgm3c19HNx+nGO7mxjoHsZIGbi8LgrK8qhZUEn90mpmzC5Fc2qZ60AIQWQoRqg/gqzIBIsDuLxOBrtDvPHkLva9eQTLtKmeW8a191xJ7YJKFFVBCEFP6wBbnt7NgW3HsAyL8lklrLh5MXOvqpuyEoZlWkRDcQa6hjl5oI2WQx30tg8QCyewLRuXJ13St2JWCfVLa6isL5nynJ9+HkzdIhlPkYyniA7H2Llx32nbtulu6Zu0Wo6syBRVBNGck3c04pEEgz0hxCQeFumUriDqe2AkKYQgEU0x0DXEsT3NnNzfSl/7INFQHGELHC6NnKCPwoogVXPLmTGnjGBxAH+ud9JjZ+omfR2DmMYkkQASBItzz7n8sRACy7AID0Xpax+kcW8rbce6/A/JAwAAIABJREFU6O8cJBFNV81x+1wEiwNUzSmjflkNpTVFeANTu8FbpkVv+yCmbqKoMvmleTjdDmzLZqg3xPGGFg5sO0ZXUx/xcALNqRHIH7kfV82isr4Ub870XecFNrYwEEydf/5hIZ2Lf/lUKMjyfiJNq+qFYQ1g2MOoyoX3nUianfTHN025nEerRVMuPS+uifAqTj5dvY4yd5BXevayb7iZoNPP9cWLuLZwPnkOHwN6hL3DTczJqeCK4KxMeP2qgjm80rOX13sPsLZwAaqsoEoKiiQjISFJoErKuHB8BQlFkpGltD3mu78vceXhUZy0x/up9ZUwmIpyZXAWh8Pt9CZDdCYGKHUF8apOJNLeDhEjQV8qjCUsSl1BEmaKuJlCCJE5V6qssiJ/NrP8ZZnPSkb6MinLYNfAMQRQ7y+jPxUGwKe6KHHl0TDUxN3lK89LnJAkCaesoUgyCUunNxmiYegkqwvnoUoKnSP+DzW+Yrb0H+ZQqJVZ/jIW5lbj79jJ9v4jzM2pQJZkDoZbCRtxlo+kpHQnh3hn6ARL8+pwyGpmXVXeIjb37udgqGXa4kRTrIeWaA93V6yi1leCLMnkOXzcWLqEXYPH2DFwNCNOuBSN9cWLMyLQgkAV8wIz2DfcRMiIo8kKbw82UuMtxqe6Mh4X5e58ZEli33DTaeIEBDQP64oXUeRM+19p8qVXCS3LB89lJU6k0zxUnK5TAy1bCCxz4g58qD/C9776XxxvaJlwGdWh8sBf3sNHvnDuDsSWaXFiXyvP/fdmdrzYQCyUwDKtjNGfJKUHWM///HVmzC7l1gfWsvrO5Wdl7vj4v77IpoffmnDAIkmwbP0C/uKhr55V21MJg5/99RNsffYdFFXh0//rTu76yg00HWzjdz/axM6N+4iF41iWnRn0jZZ5dXmcLFozh7u/cgMLrq6fcHBv6iY7Nu5l98sHCA1EGe4LExqIEB6MkkoY6Ml0SKmwBW9v2s++N49M2N7191/Nl7/78SmrqyRjKba/0MALP3+Dxr3NpJIGtmlnjJ5G98Htc7F03Xxu+9waFlxdj6pN77bpae3nT2//R+LRJOUzi/mjHz1IzfwKYqE4rz62nWd/+irdLf2YhpWJDJEkkGQZRZUpqsjn/3noD6g5rXKEaVi89th2fv6dDbh9Lr7+z5+hfmk1//mXj7H9+T0kEzoI2P3KAd5++QC///f3s2j1bDqbevnxnz9Kw+ZDGCkDIUB59QBvPfU2n/nzu7nu3hU4zjCwt22bvvZB9mw+xNub9nNo1wmiQ7F0ZJJ92vkebbci4/I6mb9qFnd88XqWXjdv0kH2cH+YhtcP03mih/bGHjpP9NDV3Ed0+JTIFhqM8A8P/hhpEmEoJ9/Hd377h8yon9w34p1XD/If/+vXxMKJCZcprAjyN499k5KqwknXNRWWaXHyQBuv/mYb255LV5uxTAvbEqfMxCTSHTolfc59AQ9X3byYz//vjxIomDgPur9ziO9+9kd0npw4ZNnh0vja//00a+658pza3nqsi4bNh9j10j4a97WSiCZHophOtV+SpPR9osr4c72suGUxt33+OuoWVyFPIg5Gh+P87ef+nfbj3eQW5vCN/++zLLi6nv1vHWHDv73EoZ2NpBL6mG3JsoSsKvjzvKy+Yxn3fPUmymqLLptBRZYsFysSEk61ZMrlEmYbCbMVl1p5Qe9LW6Toif6OuHFiymX9jnloSv6Uy10qSJJErsPLneUrWFe8iL1DTbzZd5CHml6hLd7Pg7U3EjUThIw4i3NrxwgJHsVJqSvIkUg79nsoXPpVN3kOH52JQTri/UgSLMmrZe9wE+2JflpifczwFOJRnETNJJu697B94ChJS0eWJGJmerb93W1SJYVyd/4Zr7WkpdOdHKYrMcjfHPh1upNCWnTXbZMaX/F576EQgpRtYGHjUZz0JIeJmUk2du3mzb6DmeUske7fmSLdN6/0FFLnK+FAqIVBPUqu5mXnwDHynTnMzUnfO33JEFEzyas9e9k5eCyzLlukj4Jp20yX3uQwAih1B8eYdhY4cnApjozwAaDKMgXOU+KijESpK499w82kbIOwESNsxNk+cISD4dYx7bJG/p2OT3NT4Mwac2c5Oy4rcUIIgZ7QScRTmc98Ac+EURPpH6WjJ/SkjmXZZ5xIUjUFUz/3XGU9afDW07t55B+fpvNET0aQkBUZp0dDliRM08LQTaxYimPvNNPR2MORt0/yyT+5g6KK/CmjACCd/qAnDfSkMc5JeZRUYjp5o+9CCPSkTiKaRJIkjjc009jQwn/82a85uP04iPS+OJwasiJjmRZ6ysA00rPt257dQ+eJHr78t59gyZq5ZxysGrrFO68e5IWH3piyOZZpkYhOfD70pI6Y5LUjhGCwJ8QT//oiLz+6lfBANPOd6lDTM/QCDMPENCwiQzHe/N0uju0+yce+eSvr7luJxz/1bLSwBfFokkQ0yUDnENHhdMTDo997jpcefpNYKD1AliQpE91gWzZiJI0ltzAdofLuh7qhmySiSZKxJM2HOji+t4UtT+9GkiWcLgeppI5lWjQdbOex7z+PP8/L0z9+hd2vHECSwOl2oqd0LDMtPPzmn5+jbuEM6haNV+GNlMmrj23nse8/l5ktf/exkiQJ07AwdAPbsjF0k+3PN9B6tIsv/NVHWXnb0gmjHlqPdPGTP3s0Uyb2zAcSkvHJr1vNqSKm8bIejVpJxVMTVgBJRJOTRlZMh0Q0yRtP7uK3//oiHY09Y9KSID3QlmQZ27bT7bAtLMNiMBFCT+jI6uQRJ4L0faAn0+fxTJiGiTmJMDt5+1Ns+MFGNj+xY0zUkiRJqA4VRZWRpPR9a+omtmUz2BNi46/e4uSBNn7/7+9nzhW1E4qRQgiSsVRa8LBtmg62E+qP8NB3N9DV1Aek07ecbi29HWNkO7rJUE+IFx56g/bj3Xzt/36ayikEqSxZspwvMh61hnTqw8TPRtMeZiD+GjnOxajShTGZtOwkffEX6Ir+FlskJ11WkfzkulaiSJffbK4qK+Q5fKwtWsAVwZn818lN7Bo4xk0lS9NRDkjYjH13CMDCRn6PB5KSJFHlLeJEtIuD4TYCmpfqEQPJtlg/7fF+rsyvR5EVnmrbwYa2rdxTuYrFuTV4VCfN0V6+e/DR8euFjKHkmb6UJIkabxFfr78T9V3vIpfiwKeeX/qRbpuciHbjkFXK3EGGjRiarHJz6TJWFcwZkygkIVHoCsBIm1cXzuPfjj1LY6SLUncexyIdXBmcRb7DnzlmmqxwQ/Fi1hYvHLeu0wWEqRgVJOx3CQc2AoHIpOcACME4gcES6WWkkW2rksJ1RQu5teyKdyVDSQQdvnd9Ik18jrJkmYDLSpywLZv2xp7MYFNW5HQHeZKZW7fPxQ33r2b2shpi4QSJaIpUIkVXUy8dJ3rHDSrOFsu02LVpPw99dwM9Lf0AKKpM7cIZ1C+roXhGAQ6XRngwSuuRTg7vbGSge5hYOMGrv9mGEILP/e/fI1icO8WWYPn6+ThcGpGhWHrwGk8R6otwYn9rxlDyfBFCcGhHI6H+CId3NCLLMrULKqlfVk1JdSEut5PwUJSmg+0c2HKM0EAEIQQthzt4/F9eYEZ9KQVnSCtRFJnymSUsXF0/7rtYJEnrkU5MPT1Iyi3MobJ+4lmcipklk6ZfxCNJfvfDl3j2v17LHBdfwMPcq+qoWVBJXlEA27IZ6Bri+N4Wjr/TTDKeoruln1/9/dNIssRNn7520jSDcfsQSjDUG+bg9kZefOh1knGdosp8ZsxOHw+Pz4Whmwx2D9PV3EdXUx91i2eQWzTxC0gIePuV/fR3DjFraTXLb1iAoshseXo3xxtaEEJwYOsxnv/ZZt56+m3Kaoq46qZFBEsCHNzeyK5N+zBSJr1tA+zatO+M4oTDpVE9txyHy0EimsKb46asrpiy2iJKqgoIFOSgqjKhgSjNhzs4uO0Yw31pd/TOkz08+s/PUT2/gvK64jMq526fk1lLq4lHTkUyCAFtx7oI9afXo2oKNQsqcXkmTj3xBjw4Pc4Jvx9lxpwy7vzyeoZ6w8QjCZLxFPFQgqaDbYROE6nOBz1l8Nrj23n4759m4DTfDLfXyYw5ZRRXFZIT9OJwaSRjKYZ6QvS2D9LZ1IuwBVfcuAjvFOKXL9fDrQ+spau5j1goPpISo9N+vJvulr7zFlc8OS4qZ5eiKDIGZFJ2SqsLKa4qwD8img10DXFifxuHdzYSj6QjK47taeZ3P3yJ//HPn5lWlSA9obP9+T0M90foaurD5U1fEzMXV1FQmoeiygz1hji6u4kjb58kGUthGRb73jzCM//5Kr//d5/IGuRmyfK+IuHWatDkIIY9uW9Lf3wjee5V5LuvR/qAByWWnaA39hytoR9hWP1TLu/WqshzXX1Zz+pKkoRPc1PlLWLX4HESlk65O5+g00dbvA/DNjMGlzEzSXu8nypP0ZgB67S3RVrcEIiRoewparzF7Btu5li4gypvET7VzQxvISdj3QwbMcrcQeJmin3DTRS5Any0cjWalJ78aI72nHWUg1t2Uu4O0hrrpdiVS4k776z3ZyqaYj1s6T/E4twaClwBnIoDp6JhC8EsX9mkKSOz/RUEHX72DJ1g2CgmpMdYmT8ncy0Wu3JxKw5MYU+5rqkYTbloi/djCTsjFvQkh0mYeqYyCKSjOzoTA8zwpiNHLWHTHu+nyBnApTjI0Tz4tLQJZp23BLc6db8rS5az5bIRJ2zLpv14N5t+vSUjKJRUFbD6zuWTvng8fhe3fW4tcGpWVU8YvPiL13n4H54eN1t8NgghaD3aySP/8FRGmPDnebn1c2u56VPXUFpTmOlUCyFIxFIc2n6cJ36wkb1vHsHQTV5/YieFlfnc/0e3T5lOcOWNi7jyxkXpXHHTRk/qHG9o4ftf+2+6W6Z+UU+XrqY+upr78OV4uOWBNdz8mWspqy0asy/xSJIdLzbwy797iq6TvQgBh3ecoOGNw9xw/+px63S4NG7+zLWs/b2rxn13vKGZH3zrFwz2hJBkifkrZ/EH//jJCdvn8jgmFA4sy+aNDTvZ+Ms30ZMGkgTlM0u4/9t3cOWNC9ODrpEoFdsWDHYNsfW5Pfz2By/S2zrAUG+Ix//lBcpnFrNw9expe1CMDliP7j6Joqnc/uDVXH/fKipmleDPSw/0hBAk4zr9HYO0N/aQXxI4Y6rF6Rza0Uj9shq+9YPPUTGrFEmC2ctr+ccv/YSh3jCphM6mh7eQW+jni9+9jyvWL0BWZK656wrCg1EObD2GoZsc3nkCy7TGDfIkSWLRtXO4+iPLcLg0lq2bT2V9CQVlQTSnOsYLIx5JsmfzIR76zoa0J4iAE/ta2fvG4QnD76vmlvPNf3lgTBSDaVj8+M9+zbbn9gBp4egL/++9k86Qy7JEzjQGwlVzyqmak3aJti0bPWUw2D3Mj/7kEd7etH/K30+Fbdkc3HacR7/3bEaYUDSFOVfUcvuD65h7ZR0FpbmoDjVzzhPRJIPdITpOdNPbNphOf5rCq8Of6+Wur9wApCN0DN0kldTZ8IONPPFvG89bjJTl9DXS2NBCZX0pC66up2JmCXnFOWOeQ8IWhAajvP7bHTzyT88Q6o8gbMH+t45yfE8zV9ywcMptCQH7thxNzyxVBPnYt27l6tuXESwJZO6v0QouL/96C7/5/vPEwwlsW7DzpX3c/JlrqFtUdV77myVLlomRJAmnWkqOaykD8ZcnXVa3+mge+lcUyUPAdQWyNLmf0fkihEBgkDBa6Yo+Rm/0KQx7aMrfSagUe+/EoZ5f+t7FxtFwOyej3dT7y8nRPAgEHYlBXu/dT4krl1JXHrkOL1cXzOOp9m281L2HK4OzANjY9Q5diUHur1p71rPdDlkj6PBzINTKwVArZa4gNoIczYNDVqnwFBA24sTNFNcXL0KTFWb6Svl50ys4ZY0ydxBVlvGqLrqSQ3TGB8hxeOhODPFC1+5xs/lTockK1xTOZ9fAcX7V/Br3Vl6DX3Nj2CYt8V4KnDnUeIvHpDlMhWGbDKYiQLr6xVMd2xFCcHfFSvyqC7essaZwPq/37qfGW8yyYB0SEDGTtMX6WB6ciWdkMJ/r8HJ14Rw2dTfQlRxipr+MSu+pazHo8LO2aCEvdu2m3l/OlfmzkIComaQ11seSvFr8mhvLtkjaBraw0S0DS9jEzCQRI4EmKzhljUpPAUvyanm1Zy+z/GXU+UoIGwme7tiBS3GwqmBOZrspy2Bj9x5KXHn4NDcNQyc5Fung9rIrCGieTNTE79q3sbH7HVYVzEWVZOJWiuZoLwtyq8aYlmbJci5csuLEaAh8KqEz1Bum+VA7z//sdQ7vTOcY5hbmcO83b6Vq7vTL1UiShMOp4XBqePzTN1ubCEM3ee3xHTQdHCmJKMH6T1zNJ/7odty+seWdJEnC43OxbN18coI+/uUbD3FifyuphM7mx7Zz5Q0LmL28dlptkiQJVVNQNTf+XM/7M6soYN3HV3H/t+/A4x+/L94cN6s/spzBrmF+/p0NI2aXOnvfPML6T4yfqUiXCPXgC4wPr+xtGxgzWHN6HBSUnZsK3tPSz0u/eovIUAyAvOJcHvjL32PlrUvQ3mWAKMsS+WV53PLAGiRJ4qHvbCAaitPd3M8LP3+DmnkV0xoQj7LrpX04XBr3fuMWbn9wHTlB37jj5vY6qawvpXxmSXrUNgWqqrDqtqVUzCpFltOD3bpFM5i/chZvPb0bACNlsHjNXBZfOydzLRRWBJm9vIYju05gGhbDfWEiw3Fyz+Bz4PG7ePBvPoaiyDg9zjN6CYye8xW3LGa4N8S//+kjWGbak+LQjkZu/swazqTjOJwawZKxUUGGbo7xC5EVmdzCnHM+5xMhj3ii+PN8U4pA0yUaivP8zzbT257O4ZQkieXXz+fBv/4YFbNKzij+ePxuPH435XXFmIaFop1dp1CSJRwuDYdLG/dcOR9KZhTw9e9/NrPuM61XkiVyC/ysv/9qupr7ePrHL2OPpDMd3X1yWuIEAAK8ATcf+9at3PKZa8eYwEL6OAVLAtzywBqaD7Wz+YmdCFsw1BPi8M4T1C6ccVnPfmbJcqHR5Dzy3WsZTmzDErFJlhTEjKM0Dv4fynM+S4HnRjT5/Eo2ToQtUsSNkwwnttMTe4qY0ThSLWRqcpxLKPDe+J636UIzoEd4vG0LMTOJIskZkaHMHeTeymvId/qRJZkbS5YwpEd4om0rT7ZvxxY2qqzwiao1mVKcZ4MqyVxTOI8DoRb+9uBj5GgeVFnhm/V3Mstfhk914ZBV+q0wNb5iJCSKXLlEjSS5Hi9Frlycssb1xYtpjffxNwcfJUdzIwTMzqmgNT7BBNsEl5UkSczLqeT+qjU83bGTvzn4azRZwbBNHLLGAzXrqfYWn9U+Hg6387/2/hxL2KiSQoWngE9VXcfCQDWyJKPJEndXrCRu6TzW9iaPt70FpKuj1PpKWJxXk1mXJiksyq3h2Y5dNAyd5Mt1N+NTTkUhKJLMHWVXETOTPNG+hQ3tWzPrqvIWMW/EDLMl3sdT7TsYNqIci3QwpEf5yYkXCTr8zAvM4NbS5bgVBx+fcS0/P/kK/378eRyKim6b+FQ3n6lZR6XnlCjiVV1oksI/HdmAYZtEzSQLA1XcVLIMdSSS5ZbS5USMBM91vs2znbuQkTCERakrj1pfSVacyHLeXPTiRKg/wk/+/FHc/nflhol0ykQqoTPYE6KrqZdENIXDpVG3sJK7vnID19y5/D0bdJwLPS39bHtuT2ZWuGpOGbd94bpJ/QpkRWbmkipueWANP/vr3xKPJOlq7mPLM+9QPa8C1zRC1z8IymcWc/vn105aCcDpcbDkunkUP/QGHSNeG50neolHkudcQeB8sEyL/VuPcryhGUiLD1d/ZOkZhYlRRgWrNb93JQe2HuP1DTsRQrD7lQMc29PCFTcsmPb2bVuw7PoFfOSL109pdJoWAKbuzKkOlblX1mYEA0mS8AY8zJhTBs/sBgEun4u5V9WNuXZkWaakqhDNqWEaFslYishg9IzihCRJZxSNztgeTWHRtXMoqS6ko7EHgM6TvRN6oFxuHN51gn1vHc2kZZfPLOZTf3rntERSSU4b+l4syIo87QpF3hw3V9ywgM2/3c5wXwRDN+lq6h/jrD4Vi66dw7p7V+JwnXmmVZIkAvl+VtyyhLdfPkBkKEYqodN2vDstaE3yrHep5VQEPo9lT17N6MOES61432e1s1w+SJJMvucGemLPEErunGJpQdw4zsnBv2cg/jL5nhvIc61CU4LIkgMJddopH+l3h43ASlfcESlSZi9hvYFQcjdRfT9xowWYvr+OS61gRu4f4FSmNvm81FiSW8sfz7mHAT1CyjKQJZkczUONt4g8hz/jJ+FX3Xy6+nquLphLbzKUjiJ151PtLR5XbcOlaNxVsQLdNnErEz+fFwSq+JO5H6U51ospLLyKi1JXelLBr3l4sPYmYlaSUle6Okq1p4g/nnsPHsWZWe+K/NmUuPJojfchEJS48ih353NVfj1Vpw2i6/3l/M8591DjnfgcqrLC+pIlLAhU0RzvJWHpuGSNAmeAGd7CaaeuuFUnH6u8hjWFC5CkdJRInsNHtbcIv3pqIlOSJIpdeXxl5q00RbvpSYYAgV91U+4pwKee6vdKkkS9v4z/OeduEpbOwkA1ymnHXZLSHhVfrruFk9FuepLDCAQ+1U25J588hzdzHpfk1WDYFqsL5o1pd6ErB1WSkSSJCncB35p9F8cjnQwbUVyygypvEaXuPGRJxrTT948iyXy86loiRoJBPYpPdVHvLyP3NMEhz+HjczXrWVu0kO7kELaw8aouytxBil2nJptuKlnGVfmzx+x3lizT4eLpCU9AMpZix4t7p1xOc6jMuaKW1XcsY9Xty96zUoDnw4FtxzOh3ZIssfz6BRRXTu0KLcsyV9ywgGd++iqtRzqxLZs9rx3kIw+uwzXjIhAnJFi6dt60qhkEiwPkl+bScSI9UE3GU8TDiQsiTqQSOg2bD2eqmTg9Dq6+fdmEwsTp+HK9rLh1MVufewcjZRKPJHj75f0sXz9/2oMvj9/F2o9edd4laU/H4RofeTCa4qBqKqZu4nQ7KK0pGvdbb8CNMmK8aJoWxmTldKfJqDhSPKMgI04koiks05rWcb6UsS2bhs2HiI2U85UVmWvuXE71vIoL3LL3H0mSyC/Nwx/0MdyXTu0YNRaVlGlEe8kSK29dgmcaz4WK+lLcPlcm+ikyFMNIGVOKE+X+z05/hz4ESJKMxIUT77NcemhykDL//cT0I5h2eMrlLRFjMPEGoeRuHGoRPsc8/I65uNQqNCUXRXIjSQ4klLRYIQRiRIgQwsAWKSyRwLCGSFldJIxW4sYJUmYnph3FEnHg7ML9VTlAec5nyXWtRJIuP68aj+rMzKpPhiRJuBSNeYEZzAtMvqwmq8wPTJ06N2p8WeUd399wyOqYyAFIV3K4umDumM9kSaLGV0yNb2xUwxXBmWP+LnQFWOuaouGkB9tlnnzKPGP73rYQdCWHaI71TLmOUleQRbnV0+7ruRXHtI6rW3GyIn/2pMs4FY25gUrmBirP+H2hK8A616Ip2yRJEn7NzbLg5FExgnTVljrf5EbTDkVjdk45s3MmnniZnXP5932yvD9cEqMFSX63tU4aAaeM36T0wPfYO8043Q6uvGkRBWVBZEW6IOG+lmlxvKGZRDTtFu31u6lfXoPTPb2ZqkBBDvVLqmk90glA+/EeetsGKJ5RMMUv339cbiczl1ThnMSgcBSnx4nLe0pQMQ2LVPIcKoa8B8TCiUzUBEBpdRHlM6cX1qcoMjNml1FUkU/HiR4s0+bE3hYSkeS0BlQAweJc5kwzNWe6+HO9aO8alI1GeyiKjElauMstHG+sqTlOhc7blj1hCdqzRdWUMVEatm1PWs73ciEyFKP5UEfmOOYW+ll87Zxp3/OXOk63Y4wAZVkWlmVP6Z8BEMj3UT2vfNLyo6P4cz1jPGVS8RSWMfkARZJkFOn8nNmzZPmwI0kS+e7riPk/RUf4oRFxYCoEloiSMKIkjJP0xZ4FZFTJhyL7kGUXMiogAyPixGnChGXHELw3ht6anEdF4EFKfB9DlrLC3IcZgaAzPsAbvQenXPbK4CyqvIXjTD6zZMny/nDRixMur5Nl1807YyqEYaRLKoYGogx2DdN8qIOTB9rYtWkfrz62nXu+dhNX3bToggwOYuEEA51DGfHEE3CflbCgOhTKZ50KVzMMk/bGbhaunlxl/SDw+F0UVgSnNciWZWmMaaQQ4rwrCZwr/R1DxMKnqkKU1haNEU6mIrcwh7ziQCYKJDQQob9riBnTFCdKqgunJeicDS6vE+UMgz9ZPiXKKYqM+wz7eXp5WiGYduqFbQuSsSTR4TjJRAojZWLqJpZlY5s2keEYoYHImN98GLI6hvvDDPWeKomaW5hDWd3Z5bRezFiWTTycIBaOk0oYGCPlgm3LxrJs+jsGScTOzUA4vzQPb8AzvWeKIo9ZzrbFhyZtKEuWC40seajI+RyGPUxPdAO2OJd73sYUYUwrfDbZGOeFS62kPOezlPo+hixnw8w/7MhILMqrYc40Zvc1Wc0KE1myfIBc9OJEoMDPg9+5j/IJOvnCFoSH0mU4tzyzm9ce205oIMqhHY10NfehJw2uv2/lBx49kYgmiQyfMo1yuR3TKqs3iqLIBEtOxYQJW9DfMbUD9QeB5tKm7UFwMTHUG8I6LTogrzBnXNTBZHj87jHpKIlY6qzKT/rzvGcUEs4H1aGOERnOhCRLU1Z6mQrbTg9Mj+5u4uCO43Q09jDQOURkOE4iliQV1zENC1M3MQ0Tyzy/EryXIvFwgljolPjlzXETLJ467PRiZVRIHO4Lc3jnCQ7tbKS7uZ+B7qGRsstJ9KSBqVuYhpkRKs4FT457jAlqliy0A107AAAgAElEQVRZLk4kSUJT8qjO/QaK5KY7+ttppXhcKCQcBFxLqQx8hVzXVdmIiSzASISppOKQL/ph0AeCLMksClTzxbqbyNEuvf59lsuLS/6ulOS0SdqCq+upWVBJWW0xD31nA7FwgqGeEE/+aBNzltekqx98gJiGhXFaOT9FVXC4p/9SlGRprPnlSMnBiwFFkc9qUH+xkIylxgyeHG7HWYkFmkMZs9+mbpJKTD9FRZuGkHC2TCcMHjgvcS4RTbL7lQO88NAbnNzfSmQodsYUEEmWUBQZRVUQgnMeqF6q6CkT/TTfDofbccF9b86H4b4I25/fw8ZfvklnUy/RodiYkq+jyLKErCqomoJxjlEMDqf2/lQVypIly/uCJgepyv0fuNUqOiIPkzBOID6oMIhpIOHArVVR7L2TQu/tuNTSy9JjIkuW9wJZkqjzl1Lnn9xrIkuWD4JLt+f8LkYrCqz72Er2bD7Etuf2ANBypIPdrx6krK74g42eEGJsKLtExiV5ekjjBrIXS+iyJEnTHhRfTKTroZ/irPdBkjj9FIr0St+Dll28xCMJnvz3l9nww41Eh0/lF7s8DipmlVI+s5i8wgDeXDcujxOHU8PQTV55dOupErofEt6dsvReR8l8UAiRLtH5y799kld+sw39NJHVF/AwY24ZpdVF5Bb48eS4cbodOFwakaEYz/9sMwNdw2e9Teld91aWLFkubiRJQpV8lPrvI+BaRmfkUfrjL6FbfRe2Xah4tFkUem+hwLMejzZz2pVBsmTJkiXLheeyESdG8eV6mHNFLbtfPYCeMNCTBs2H2knF9bPyFzhfVE0dUxbQMu0xnfypEEKQip82Ky9JHxpjvfcLp8cxRpBIJfSzmt03DRNDNzN/q6pySUaQTBchBG9s2MUTP3gx49URKPBz9UeWsu5jqyiekZ8enLo0VC0dFSJJEkO9Ifa+eeRDJ06oqoJyulFjwph2tYqLiWQ8xTM/fZWXH92KkTJBgqKKfNZ/YhUrb11Kfmkubq8Th0tD0VQkKT1QaT3ayRu/23VO4kSWLFkuTSRJweuYTU3eH1HsvYu++EaGk1tJmp2YdoSzraZx1ttHRZVzcCgF+BzzyPesx+eYh1MtRkK7IIboWbJkyZLl3LnsxAlJksgtzEHTVPREWgwID0TRU8YHKk64vE68p/kyGEmD6HAMmLr8JqRD4k83FZQkidyiSzd//WIgtyBnjMt/ZCiKaZiT/GIsyVhqTGqN0+24JL03pktoIMoLD72eESacHgf3fes27vjS9ZP6AwhbfOhSOiBdmcbtdTLqDJOMp4iG4uQEfZP+7mKj/Vg3Lz+yJS1MAHlFAb74nfu49q4rJk1Lsu0LZ3abJUuWC4sq+8hxLcHvXIRhDRBKvU04tZ+ofoiE0UTK6uG9ESokNDkPl1qJW5uBR6vD55iHzzEPh1KYFSOyZMmS5RLnshMnAJJxfUxutOpQx1SM+CDwBjwUlOYhSRJCCGKRBL1tg8xcUj2t35uGSeeJU/WXZUWmrHZ87egs06eoMh+3381Qb9q8q7u5n2RMx583vd+H+iMM954y/vLlesgvzX0/mnpRcHxPEz1tA5m/5101k+vuXTEmIuhMGLpJPJKYdJnLkZygl0CBn86TvUBaFO1u6bvkxIn9W48SGTpl5rv6jmUsX79gSr+UZCw1xnMjS5bzJWbGCBkhfKqPHG18OeRLBVvYxMwYMSuGaZvIkoxTcRJQA6iXmSGfJMk41EIKlFvI96zHsIYx7WF0q5+k2UHS7ES3+jDtYUw7jCUSCGEihJVO70JFkjRkyYEi+1AlP6oSwCHn41RLcCrFqEouquxHlfwosnckbeODESVsYTNsDGMJi6AjiJL1sfhAMWyDQX0QWZLJd+Qjv4cpO6ZtMqQPYWNT4CzIntsJMG2TvlQfqqxO6xwIIYhbcQb1wcxnmqxR6Cyc8hjrts6QPoRbceNX/eclPgohGNQHSdkpCp2FaPLlG/l8qXN5vRVJp090NfWin2ZUmBP0TTmgeq9RVJnahZW4vE4S0SSx4ThNB9u46pbFY2bvJyIRTdK4tzXzd15RDqU104u6yHJmvAE3NfMrMqJPe2M3A93DFFYEp/ytsAXdLf30tqcfrpIsUVZbTE7+pTXwPBv6O4YykSKyLFE9r5xgcWDSl4MQglg4kTlO58rp27hU5uLzigIUzyjgyK6T6Zdg9zCNDS3MXFSFfAn5T/S0DGDoaWM7VVOYvbwWj9816W+EEAx0DY8RNT7sxMwYDcMNRMx0BJyMjEN2EHQEqfZWn3dH68PA/tB+Hmt7jBuKb+C20tsudHPOCSEEzbFmnu9+npPRk8SsGJqsUe+r5/4Z91PoLByzrClMbGHjkB2X9PWRFhocONUinBTiEbNIP80FYuT/NBM94aXM/1Lm7/S/C3lcImaER1ofIWSE+FLNlyhyZSeNPkgG9AF+cvIn+FU/v1/7+3jU9y56NWJGeKjlIeJWnD+c9Yf4telX2Hs3Qgh0W0eW5MtuEDyoD/LDxh8SdAb5Wt3XcCqTR6ULBAfDB3mk9RGSVhJLWJS4Svjj2X9MQJs8Ivxk9CS/aPkFiwKLuLv8blzK5H2RybCExePtj3M0cpRvz/42Ze6yc15XlveXy0qcEELQerST/VuOYo2Elbs8TqrnleP4gL0BJEli0bVzCBYH6IgmsSyb3a8d5IZPrqZ4RsGkvxVCcGDrcbqaejOfLbpmNrmFl+7M0cWA0+1k+foFbH++Acu0iEeS7Ny4l1lLq6c0L0xEk7zz6sHMYN3pdrDs+vkfeETOB0m6NGS64ygpctrzZIo+obAFh3eeYLD7/HwHTk8bMZIGlmkhhLioO+sOl8aCq+vZuXEv8UiSVELnrad3c8UNCymqzL/QzZs2hm5kzHcVVZnWszMZS3Fg61Hi4fiUy35YiJgRXux+ke5kNz7Vl5ldkpAodhZzc8nNLAgseE9n/i43bGFnBuuXKpaweLbrWQ6HD3Nt4bVUe6oxhIEmaXgV75hlTWHyVv9bpOwU6wrXTdnpv3QYNbw9JTNcqqiSStARxCE7LqPzcwkhwLItLPH+VIaxxHuz7rgV55nOZ5jtn83SvKXvQcsuLkxhTvs4SUjMzZnLN2Z+g2FjmGc6nyFpJ6c18+RW3BQ6C8l3nn+UjEBgCQtTTD+dO8uF4bLpFQkh6Grq5Xc/fGmMEV/xjHzmr6p/z0s4TofS6kKuuHFh5u+jb59k23N7Js3HF0Iw2DXMS796k2go3dH353lZcctivDmXr7/BB4Giyiy8up6queVA2tfjjd/t4sS+lkkroQghOLSzka3PvpP5bMbsMhaurn/f23wh8eS40UZKYdqmxXBf5IwlRE+n82Qvmx7Zcl7eA5IkjUmFiEUS9LUPTPKLi4dl182jtObUTNr+t46y8VdvkoylLmCrzg5frjcj1hkpg+H+8JQeIod3nWDLM+9c7sVrzolKTyVfqv0SX5/5dR6oeoArg1fSlmjjqc6n6Etd2MoGWd5/QkaIrmQXtb5abi6+mZX5K7m24FpW5K/ArbjHLGvYBvtC++hP9SMumZixDxcexcO9FffyuerPkaNmJ4yynJmQEaJhuIGwGZ564cscSZLwq35qfbXUemvPKtql0lPJV+u+yrrCdWjS5RWBkmViLvrICduyGewJndmATwgsy2awO5QePD7zDsf3NGc60i6Pg3X3raRyVsmU2xFCIETayM+2BIZujulom4aJntSRFRlZljOVCSbD4dK44RNX0/D6YVoOd2CZNht++BLeHDcrbl2CL9eTmXkXQmCZFt0t/Wz4wUb2vXkUYQtkRWb5+gUsWzd/2qUvhS2wbRvLstFT5piBom3ZpBIj+6HImXVezDPS7xWSJFFaU8TNn76GX/7dk0SH43Se7OWnf/EYn/+re6lbVInmPOXuLYQgGUtxZNcJfvl/nmRgJBrAG/Bw2xeuo6BsmmYVlyiVs0rICXqJRxIIAQe3H6exoZnZy2vHpSnoKYO2o1388u+epLGh+by2KysSNQsqkGQJMWKyuOmRrcxaWkOwJDAuWmX03k2Xo5zmPSIE9ohxp54cW7VFCNCTBkbKyNzvSNO7Rwor87n1gTX89C8fIxnXMXSTp/7jZeLhJLd+bg2F5UGcHkemraPPHD1lkIim6OsYJB5OMG/FzGlV53n3c8s0zDGDGlM30ZMGsiIhK/K0jlHN/AocbgeGbmLbgu0vNHDFDQspqy0a99tkLMWRt0/w0Hc20HeeqTyXKy7ZRbm7PBO+Wu+vJ2JE2D20mxPRExQ5xx5XwzaIWTEM20BCwik78aiecbm5ApHJ5U1ZKSxhZUKI3YobTRpfqcC0TeJWHN1Opz06ZAcexTPO90AgMGyDhJXAsA0EAkVScMkuXIprzAyWEIKknSRmxsjVcpEkiZgZG7MNr+od135b2CSsBEkriY2NhIQma7hk1xlnpA3bIGbGMISBjIxLceFW3Oc1myYQ2MImbsZJ2SlsYSNL6fQbl+JCk7VMUsEouq0TN+OTtsMSFlEzimmbdCY7SVkpNEkjakaxRrwVPIoHr+pNV+ayUyStJF3JLtribXgUD32pPpxy+jhoskaOlkPSSpK0kuRoOZlQ8YgRIWEl8Kk+3IobSZLQbZ2wEcan+nAqzvQ5spKk7FRm1lCTNDyqZ9x1YgubsBFGlmT8qj+9v1YcU5jIyLgV97jBxbvPpSqpeFXvGa/Bs8UWNkkrScJKYGOjSAoexYNTdo5Zd8SIYAoTv+rHFOnr3BLWhMsLIbCxM9fqmaJzAlrg1PGzk0SMUyblqqwS0AIojL2uLWERMkI4ZAduxZ05LgKRvheU9L3w7uNiC5u4Fc8sO9H5GW27IdL3gylMJCRciguP4hl3P6SsFBEzgl/1o8namPOkSVr6PJ1j2sFo6kLCSmAKM/OceC/Oz+gxiZkxUnZa3Hcr7vT77T3oro5eswlrxPBbdmILe9z9Prrs6D062f2TeR7bKU5ET9Cv9xMxI/QmT0VBuxU3PtU35jej6zZE2rNJlVTcivuMx2S6GLZB2AjjUT04ZEfmOMrIeFQPLtk1Zt1RM0rSSuJX/WOev6P7FDNj5Dpyccin+iUSEpawCBthdFvPXIfn/VwWgrAZJmWdmtRxq258ypnTqEcjIuJm+t0mEJk0SpfiQpXVMedVQkIgiJvxzHNlsmfWdJ9BQghiVvp5kqvlpq/fkb9H2+NVvdloyWlw0YsTQz0h/uUbP8/M4J6OZdkk4ykSIyHUesrIhAlpTo21H13BTZ++5oz53kII+toHaTrUjpFMlxxNJnQS0STJWIpDOxozZSNty2b3ywdIxlK4vU5cXhcujwOHS0NzapRWF1JRXzouNUCSJGoWVHLvN27mv//qCYZ6Q/S2D/DjP3+UfVuOsvS6eeSX5KI6VBLRJG3Hu3nzd7s43tCCMWIsV7uwknu+ehOeHPe4fRglEU1yeOeJjCFdKqGTjKWIR5P0tPQTHopmlu080cOj33suvR8+J26PK70fLo1Avo+6hTM+0KomHzSqprDuvpU0HWpn08NvYZk2B7Ye45+/9t+s/ehV1C2agT833WEMD0Y5tKORt57eTW/bAMIWqA6VNfdcyeqPLENRL2+zpKo55dQumkF3az+ItEfHQ9/9Hbc8sIaqOeW4PA6MlMlwf5iju5t4fcNOTu5vwxtwk1cUoO1Y1zlFUEiSxMxFVZTVFtHRmPYH2f3KAf7jTx/hmruvpKAsF0WRMQ2LZDx9zwohuOqmRbh9Z85HFEJwZNdJhvvD6KP3eyxFIpYkNBCl7VhXZtl4OM4zP32VgtK8U/eIW8Ph0nD7XNQuqJwwxUrVFFbfuZxje5p57bHtGLpJdDi9vj2bD7LkunlUzy3HF/AgKzKGbhLqj9Dd3MeJfa20Huti2bp5zFxcdUZxIh0h1kfbsa70fqR0UiPHIBFLse/NI1gj0S2WabP1mXfoaxvA5XPh9jpxepw4nOl9KasrpmJm8bgX8Zwr6iirLeL4nmYADmw9xkPf3cCNn7yG4hn5aA6VVEJnoGuYvW8d5Y0NO+lt7aeoMohl2vR3Dr272VlOwyk7KXWXYg/ZRM3omO8iRoTtg9vZPbSbvlQfMjKVnkpWBleyOHfxmE6jZVvsC+1j28A22uJtJKwETsVJobOQBTkLWF+8Hod06hqKm3HeHnqbXUO76Eqkr/cSVwlXBa/iirwrxgw4+5J9bB/YzpHIEfpSfRjCSM98eWtZW7iWam91poNlY7NrcBfPdz3P12Z+jb5UH2/0vUF7oh1Zkql0V/Lxyo+Pyc1PWSkOhA6wa2gXbfE24lYch+wg35HPivwVrC1cm1lWQiJlp3it7zV2De5iIDWAQ3Yw0zeT64quo85bd84deN3S2Rvay/aB7XQkOkhaSVyKiyJnEUtyl7C2cG1GuBk1U3tr4C32h/YzmBrEITuo9dWyOn81s/2zM8v2Jnv5Tdtv6En2EDEjxK04kXCExmgjkiShSRo3l9zMzSU3IxBs7t3MO8PvZJbfNbiLvcN7M/s10zeTB6ofoGGogdf7XufTVZ+mzleHEIKnOp9i1+Aubiu9jeuLrkdFpTHSyC9afsEnZ3ySBYEFHAwfZPfgbprjzQwbwyiSQr4jn6V5S1mdv3qM2WjMjPFw68N4FA93l9/Nm/1v8s7QO4SNMG7VzcrgSu4ouyOzvGEbHI0cZUv/FpriTeiWTq4jl8WBxVxdcPUYT42zxRIWJ6Mneav/LRqjjcStODlaDnP9c1lTuGZMzvjz3c/TkejgxuIbORQ+xIHQAaJmFL/qZ2FgIdcXXU/QEcwcU1vYvDP8Dlv6t9CV7EK39czAU5VUfKqPT1d9mtn+2QgEh8OHebTtUXRbxxIWZa4yvlL3FfIcYycpwkaYn578KVXeKub457BlYAvNsWZM26TIVcSq/FWsCK4Ykzuv2zoHQwfZOrCVlngLpm2S78xnae5SVuWvGreNQX2QbQPbaBhuYFAfRJVVarw1rM5fzdycuWPEhsZoIw+3PswnKj+BS3HxWu9rNMWaMIRBsbOYu8vvpt5/blGg7Yl2dg7u5FjkGAP6AKYwCWgB6v31XFd4HWWusszxfqnnJZpiTdxccjNHI0fZN7yPiBnBp/qYH5jP+qL1FDgKxpyfA6EDbO7bTFu8DUmSmOWbxfyc+WcUEM4GW9g0RhvZ3LeZxmgjQgiqvFUsyV1yxmfJ0chR3h58m6Z4E0P6EJIkEXQEWRRYxOr81eQ702mbKTvFkx1Pcjx6nL5UXzqlq/NZNnZvzKxrbeFa7iq7KxMF0BRrYtfQLhqjjQzqg9jCJteRm7nGS1xTT66eia5kF/918r9YVbCKoCPIm31v0pHowKW4mJMzh/VF68ecn1d7X2Vr/1Y+VfUpFgZORXzb2LzR/wbPdz3PV+u+ytycuZnvhBDsD+1n28A22hPtqJJKna+O9UXrqfJWnbOhqCEMnup8in3D+zJiw7rCdXyk7CNj3mmjJK0ku4d2s2sw/W7TbR2X4qLEVcKyvGWsLlg9pi2yJNOeaGdTzyaORY6RsBLkOfJYmruUtYVrx/hBnc0zSLd1NvVs4mj4KF+q/RIHwgfYMbCDnmQPmqwx2z+beyvuPS8vkw8LF704YRoW7ce7p728oioESwLc+MnVfOSL15NXNEHYnYB3XjvIf/7FYxgpIx0pMcFAyrYFezYfYs/mQ5nPJElCdahoTpWbP3MtD/zFPSie8YN6VVNYc89VJOM6j37vWQa7QkSH42x6eAuvP7ETX8CDoimk4jrRUDwzg6uoCnWLZ/DgX9/LzMUzJu189bUP8v2v/4zIYAxDN7DMiUOwu5r6+PU/PTOujZpTpW5RFX/4b5+nvK54wt9fDvjzvNz/7TswDYstT+9OC0PHuvjV3z2FN8eN2+9CCIiHE2NKh7q8Tq67dwWf+KPb8ed5J9nC5YHT4+CuL6+n5VAHnSd7ELag4fXDHHunmYLyPJwuDUO3iAxGGepLh/7n5Pu471u3kpPv5yd/9mgmNelskCSJ0toi7njweh7+x6eJDMUy/g1vv3JgJO1AwjRt9IROMp6ieEYB866aOaE4YVs2v/zbJzm86wSGbmLqE+ccxiNJnv3pa2M+U1QZ1aGSX5LLV/7hk1x106IJ255XFOBTf3oniqqw+bfbSURTmLpJ86EOmg91pAcnrnQFIdMwMfWxqTJGypwwzUgIeOvpt/nN957D0M3Jn1uWzfYXGtj+QsOp9skSmkNFc6jc9ZUbMu08ncLyPO7+yg385188xnBfGCNl8sbvdtHw+mGCxblpcSKpM9wXJjIUQwhBeW0xD/zlPRzf08KT/74pI+xmGY9NWpRQJCUjCAghiJpRnux8kobhBup99SzJXULKTrF/eD+PtD1C3IqzumB1ZuBxOHKYx9oew624WZW/Cp/qI2yGaYm10JXsGrPNhJVgU88mXu9/nWpPNdcXXY8lLA6HD/NE+xOEjBA3Fd+UET8G9UH2h/dT4ChgfmA+mqTRGm9l99BuelI9fKnmS5kOOaQHqAP6ADsGd3A4fJhydzlrfGsyM2qnzxQZtsErva/wcs/LOBQHc/xzCDqCxM047Yn2cXnMNja7h3bjUlzM9c8lJy+H1ngre4b3MKAP8IXqL1DoOrcB8N7QXh5re4x8Rz7XFFyDW3ETNsI0x5vpTnaPee8O6oM80vYIJ6MnmZ8zn6vyriJuxWkYbuAXLb/gvsr7WJK7BEVS8Gt+1hauxRAGw/owz3U9R7GrmDUFa3AoDmTkTKdWQqLOV0fQGaQ72c3G7o3U+epYEVyROdd+1Y9H8ZDryCVhJehJ9lDnqyNuxelMdGIIIz3gtNPRXt2pbhJWgqAjiEDQGG2kJd5Cvb+eQmchSSvJgdABnu18FtM2ubXk1lMiDIKYGWNAH+DZrmfpTHQyP2c+qqzSk+zJRHOMXrd7hvewoX0Dfs3PyuBKnIqTtngbr/S+Qmeik/tn3E/AETjrAaUQgiPhIzze/jhCCJbmLcWv+ulMdrJ1YCsdiQ4+W/1ZCpwFSEgkrSQtsRaeaH8Cj+JhRXAFsiRzIHSAV3pfwRAG95Tfk559F2mDvsfbH6fAUcBdZXfhUlzsHd7LtoFtzArMYn3ReircFWPO0QNVDxAyQmzs2Ujcip8x9WY0AmL30G4OhQ9R5ipjfdF6omaU3UO7+f/Ze8/oOK70XPep3DkiNXJgBjPALIqaUc6jMPIoW7I8wXns6+Xl6+N77OXrta6P113XPuMwyR55sidrpJGoSFEUKYo5iAEECSIROTTQubvC/dFAE02AJABKozD9/CNRtWvXrtC1v/197/vT7p+iiiqbgpty2787/C6/6PkFJVoJW4u2IgkS7bF2tvdtpz/ZzwOVD2QnNBaMZkb5SfdPaI220uhppDnQTMJIcHj0MM+2P8vD1Q/T5G/KPXOGZRDOhDk2doy+ZB9O2cnG4EZSZoqxzBiyMP9pQF+yL3uO9vLcvX8udo63Bt9iJD3CM3XP5EqXUmaKrngXP+3+KTbJxrrAOiRB4tT4Kd4ceJOUkeLBygdz2USnI6f5YdcPMSyDDYENeBQPHfEOtvdtZzQzikuenxi5ZVl0xjv5QecPGNfHafY3E1SD9CZ7ebXvVcb18WnOQOdj52mLtdHgaqAkUELaTHM6cprtvduJ63EerHwQWZSRBIkV3hUscC2gJdLCjsEdbApuypvQl2qleRPl7kQ3LZEWqh3VNPmbsKzs8/rGwBuMZcZ4svbJvGyF2WJaJhE9wq7BXTgkB4vci1jlW0VHvIN3h99lKDXEkzVPXgysGKmcm9ClpM10LutrKj3JHl7uf5kGZwON3kb6kn0cGj1EX7KP3679baocVXPuN2SDg58u/jRrfGtyz0HKTF32u2j/yH5+2v1TqhxVbCvZhiZqhDNhOmIdDKQGpm2fNtP8qudX+FQf1xVdh2mZHA4f5le9v0JA4NayW1EEZc7voMlx7Ev1sWNwR+66LnYvZjQzOi1bpcDl+cgHJ66GKIloNiVr3VnhZ8HKGrbet46Fa2pxXGaiMkk6kSE2j8kTTKTVpbKp38nolYVdVJvCzY9sIVDq5bmvvc7p/edyq7cjybH8jQXwBt0037SCez5/IwtWVV91hd4wTKLhOMn4/Ora9YyBnjGIjcevWlv+SUAQBEoqAzz9Nw8Sqi3mjf9+h972QUzDJDaeIDaeb4MpSiKVC8u44YEN3PbkVvzFV1YX/iSxbMMCnvqfD/Df/9+LtB3vxNBN4pEEnaenj1Htsgru/vyN3HD/esaGI3iCrnkFJwAUVebmx64jEo6x/dtvMdI3liuzmVG/YRYJGrHxeF6waS4YuomhZwOIs5l4l1QFeeKvPkPVohBv/nhvNkMrld3PsizSiZktN51eB6U1RVdw9LFIxdPT7tHZYpnWxcyRy7wvJEVi811rGR+J8sJ/7KDn3EA2k2g4yvhw/kq/ososXFvLZ//4dpo+vRyb08aL33qzEJyYgcnU0LZYGyfHT1KsFVPnrMuV90yuPt9adis3l96MTbRhYrLKu4r/OP8f7BjcQaO3MbcSfS56jqSZ5N6Ke2nyNyEhYWBkV5osK68+tz3Wzs7Bnazxr+Gu0F25D/v1gfV8q/1bvDn4Jqt8q6h2VANQ76rni/VfzJaHTJQ2xIwYmqSxb2QfnYnOvOAEZAXSjoaP8kDlAyxyL0IRFAzLwLTM3CqxZVmcj51n5+BOvIqXh6sfpspRhSRIuRTxSz/EDcsgaSb5rarfYol7CZIgZdNrLZOjY0fpSnRlPw7n8dHXGm3FtExuD92eW5E1MXMlKVMnEftG9nFi7AS3h27nxpIbc9en0dPIdzq+wyt9r1DjqKFIK8IpOVntWw1kVzBfG3iNgBpgjX8NDim/JEIQBBa4FgDkJiUlWglr/WuxifnfMCVaCZIgMZgaxLIshlJDpM00i9yL6E32kjJTSIJEX09P5LsAACAASURBVLKPIq0Ih+xAROSmkpvYVrwtW8IjyFhYrPCu4OttX+d05DRbi7biU/Ntsbvj3YRsIZ6ofYKAks040E09b0zCmTBv9L+BR/HweM3jlNpKc5kuv7jwC/YO7+XE+Ak2BTfN+frE9Bg7BndgWAZP1j5JlT17n6TNNEVqES/3vcz+kf3cWnZrrk9RPUq5vZxHax6lRMtm6qzyruLr57/OkfARbiq5CbtkJ2NltT0yZibv2pfby+mMdzKeGafGWYNTduaukVfx4vV6GcuMsXdkL6PpK2eIjWXGWONbw52hO3FIDgzLoNJeybc7vs2R8BE2BjYiCAIj6RFeH3idkC3Eo9WPUqRlBdOTRpIfdP2AQ6OHWOVbxWrfakzL5Fj4GMfHjnNPxT1sLdqKIiiYmCxxL+HrbV9nx8AOGj2N00pvDocPc2fozlzQa9IZZmqwaa6s8K7IaQjIQjZ1vinThG7quSBpvbP+4jU1YpSKpTxc/TDltmxwbq1/Ld9o+wZHw0e5pfQWnLKTuBFn99BuonqUR6ofYY1vDZIgETNivNj7Iq/1vzbvPqfNNPtH9tOf6ufe8nuz2VGCTMpM8ebgm/zsws+mBSeuL76eDcENOCVn7vlZ7VvNN89/k9ZoK+FMmCKtCFmQWeFdgUX2XbZjcAe1zlrW+dddtj/N/ubc9VIEBQuLJn8T3+74Nm2xNgZTg1TYK+Z1rpOBxnvK78kFj+JGHIfkYPfQbg6FD3FTyU3zzzwz02wKbmJr0dbcGAbVIC/0vsDe4b1U2ivn1bYoiFQ6KqmkEkVQeF18/Yrbt0RakEWZu0J30eBqyJWbTAbGL83gSBgJim3FPFr9KG45m8Ww2L2Yr7V9jcPhw2wr2YYiKvN6B0E2A/Js9CwPVT1Elb0KURBzgZ1red5+k/jIBSc0u8KT/+M+IiOzsKQTsiuaqk3F5XNQUhkkUOZFVmZxWgKs/XQjf/GNz19zn0P1JVe0KhUEAZtDY/Nda1m4upbju1s49nYL5090MzowhqEbOFx2SioDLGyqY8WWRSxd14DDbZ9dnXtFgC//y1O5dO754vQ5CJT5pv2/YlO494s3sfnOtQDY3TaKKq5uvzm57/1/cCvb7l8PgMNrn/EYV6KioZTf+8dHScXTIHBVt5PZIAgCgVIvD335DjbctoojO09x4p1Wetr6iY7FEUQBj99F5cIylq5vYOXWJdQsKZ/dvTVBoMyXd11C9SWotrlHwKciSSLrb11JcGIMPUXuGbM4Vm5dwpf/9SlM3cTutuH0Ti8LWry2jj/65yfRUzo2l5Yn5DiJoilsuaeJykUhDr1xgmNvn6anbYDYeAJBALfPSaiuhGUbF7Bm2zJqGyuRJBGby8aX/tcjREfjOLx2bLPQT5iKIAg43DYe+vIdrLp+KYfeeI+WQ+cZ7B4hEU0iKxJ2lw1fsYdQXQmLm+pw+S4vsiSIIo//1X1ELplczxVFk1m0pnZW/feXePnMl25i/a0raTnQxql95+g43cNIX5hELIUggGpT8Ra5KKkMUttYScOKahaurrlsaZUgCFx3bxOVC+aX6jmVqsWhGd1mBEHA7rJx9zOfZum6Bva/epxT+8/R3zFEMp5ClER8RW4qF4ZYcd1i1tywjNLqIKIo0rhhAV/+16fIJHWCFX4keebaSofbzjN/9xDxiSBLIOTDeYXStam4/U5+9+9/i0QkG2gqqvBjv4rV6YfJhcQFvtPxHWRBzq16a5LG3aG7CdlCue0OhQ/lUj8NyyBmZH8D7ZKdGkcNR8JH6I5354ITXsWLZVm0Rlqpd9bjV/0ogoIq5z9rFhZHw0fRLZ3F7sWIgkjcyAYNFVGhzlnH2ehZ2mPtueCEKqr4VT8ZM5Orx590GdEtnfHMdJE3AYHF7sWs9K7Mrdoq5Ney65ZOa7SV8cw4N5XexELXwrzfuMu5HyxxL2GRe1Hu727RzUL3Qg6HDxPOhLGw5pXq7ZW9ZKwMZyJncrogM41h2kxzJHwEn+qjydeEU3Lm+l3jrGGtfy2v9L1CW6xtWqDk0lrnmX7Tc/835U8zbTsZcJgMSgykBkibaVZ4VvDGwBsMp4dRbSo9iR7K7eW5lTqX7MLEJGNmSJrZMjif4sMhO4jpsaxy/iU4ZAebgpso08py/ZgaOLKwOBc9R1+qj02BTXgUT65+H6DWWcve4b2ci51jrX/tNPHPK2Fh0ZPs4XzsPItdi7PZHlP6WOusRREVzkXPEdfjeWnSGwIbKLOV5SYLQS1InbOOd4ffzT1TGTNDRI+giirFWnHufnVIDvyqn+5E94wryHPBKTnZHNycm+jKyFQ7qgmqQUbTo9lAnKRyOnKakfRIrrRq8tkEqHfWc3D0IG2xNpZ7l6ObOofDh3HJLhY4F5A206TJBtK8ipdKeyU9yR76kn3Uu+rz+lNlr2Kdf10u4AKgcW0TJU3UUFU17z0hizIlthLORs/maXRM0hxopsJWkcvUCagB6px1dMY7iRrZ3+fxzDgtkRZKbaV55WwewcMq3yr2juydd5/jRpzTkdP4FX82ADgROJ3Menhz4M1p+zglZzaoNeX5cckuPIqHodRQ7r6fqiOR9yxf4TveLtmxSTbSZjqne6NJGgE1QG+yN2dFPV+CWpCVvpUXx1D0sMa/hgOjBzgbPcvWoq3ztud0K26a/E25/WUxG5x5e+htzsXOETNi885wmQs+xUfSSHImeoYSWwlu2X1VN53Nwc0E1IvzmFJbKVWOKrriXSSNJC7ZNe93kCIqrPKuYoFzQSFTYp585IITsiLTfNOKq294jQiCQOXCMipnIZb5fh6zpCrIDZ/dyMbbV5OMp7MCdhZIkoCiKthcGpp9bv7mLp+D6++7fGT2WpFlieWbFsGm+e278rrF13R8b5GbzXetvaY2LoeiyjSsrKZmSTk3P7qFdDJbFiMIEzaKEzoDsjJdwOpqOD329/26iJJI9eJyqhfn+zOPjMbo7R+jrroIh0OlvL6E8vor+68XVwYorrx6kEkQBGqWlFNRX8qNn9tEOpmZUn4komgKDpcNWZVzYyRJIutuXsnYeILunhGSaR3XDLoxVzuuZldZsWURi9bWkoylyKT07LFFkEQRSZFRbQqaXblihpEoCjTfuHxOx38/EEWRygVllNeVsOnONaTiaTIZHdOwEMiWWUiKhKLK2BwaiiZf8T4TBIG6xirqGueXLjkXZFVmcXM9dcurSESTpFOZbL+FbCmYalOxu2xIspjrs9Pr4Lp7mq/atmpT2HDbqnn1y+bQ2Hj76nnt+2GQsTIMpYYQEOhP9eNVvDxS/QgNzoY83YbeZC9xPc43276ZtwpjYeVSyKd+qK70raQ12srB0YOcjZ5lpXcljd5Gqh3VOCRH3odyX7KPmB7j+53fn6Z4njASWFZ+2ykjRWu0lZPjJ+lOdBPX45iY2cmGxYzigaIgUmmvvKLYV8bM0JfsQxEVah21s3qniogUqUXTsghsoi23IjVfZ4vmQDPt8XZ2D+3m1PgpVvlWsdSzlGpHdV4K7lhmjIgeoUgtyhOzg6wwXsgWwrCMnJbHB4UiKJRoJYxmRonoEfqT/ThkB5WOSuySne5ENwElwHB6mKWepaiimtPKODF+IlcLnzEzmJZJX7KPElvJjOPnlt0E1eDlr5EFw+lhIpkIu4Z2cWD0QN6fJ4U0Z0oHvypWdszD6TBHxo7QerI178+TAbKYEcuJCEJ2UlCsFSNOMaITEHL3zmTAYVLfpCXSQle8KxegGE2PMpAaIKgG5y0SOYlLduVNfiA7eVPEbKaDgQFWVp8kpsd4uf9ldg7uzNs+ZabImJncGKbNNH3JPkbSI/zruX/NO8/J94NNtOUm+VMpt5fPqzzgSsSNOGciZzg5fpK+ZLaUaLKMZFJsdiqT9+/U99ukiCJkr8+kQGQ4HWaRe1G+AOOE68PlhBFnw2QJWpW9Ki9gJggCdsmOV/Hm3VOQzRA6OX6SM5EzDKYGc0GEgdQAHsWDyfwzjqN6lJZIC6fGT9Gf6s9lhQ2nh7NZGtdogeVVvNPenQElkCthixvx+QcnJPe0TDC37MajeIjr2Wf/1xGc2BDcQEe8g9f7X+dY+BirfatZ4llCpb1yRlFRTdSmaeGIgohNtGGRzSia7zsIsu+Xcnt5ITBxDXzkghO/CUiSiNPrwOktWIPOlXPnB9n+2nESyQyiKOB0aiyoL2Htymq8HseEG8Hc2x0Kx7FMi/JZZoTMF8uyGI8kOXi0g5bWPpLJDE6HSnmZj9Urqykv883alWUq7+w7x0+fP8gff/EmVi1//yeugiCgaDJeLRsdHhqJEoulqCm/8ngdOd7Jt763my8+tY2N6xrmfWxJlRnuH6Ok2IP7KuVaH0VEScThtuNwz3718KPAZIBoNs4hBWam0l7J4zWPY5fsPN/7PIdGs8KHDc6Lz4Nu6uimjkfxsCG4YcYPOlmQqXXW5v4dUAI8XPUwxz3HOTR6iJ1DO9k9vJsl7iXcUnZLbvJvWAYZM4NDctDsb54mrgfZCcKkKF7KyIpPvtz3Mn7Vz0rvSoJaEE3UOBM5w+6h3Zc916tNfiZLJkRBnPUH8aR7xrQPvffhu69UK+Xx6sc5OnaUQ6OHeG3gNXYN7aLR08jNpTfn0pJzq8KCPGPwRRZlEMi5CnxQCIJAlb2K9lg7I+kRuhPdVNgrKNFKcMrObCmGFsK0zOwkUJQYSg3xg84fcCZyhkZvI03+JlyyC1mQea7nucseSxKkK07QJ1PXJUFiqWdp3r05lTJb2ZwnxZNtQzZ7YGrN/lQCaiBvgikLclaZX8hLQZl2ryiiwsbgRk6On+TnF37OmcgZNFGjLdZG0khyd+jueU/YJlFFdcZ7JZdJY118HmRRZqV3ZZ643lSq7FXIgkzMimFYBkE1yLrAuhn7qIoqpdp03bAZn6FrIG7EebH3Rd4eepuQPUSjp5GAGkARFQ6OHuTU+Klp+0iClC3/uKQfl2Y96ZaOgTHjfSML8ryFFiFbJmZYBqqkTjuuJEjIokzGuDjZDGfC/KjrRxwfO57NDPOtzLrlCArb+7bnZbrMlUmdof0j+6lx1LDUsxSfknXEeHvobbriXfNue+o5XTrek/oYuqXPGGi+lMsFSC51eZo8niRIGJaRE5j9oKmyV/F03dMcHj3M4fBhtvdtZ+fgTlb5VnFjyY2U2cryA8qiMk1rRUC4+J6w5v8Ommzr/Q4E/qZRCE4U+FgxMDTOG7tOU1rsIRh0caFnlL3729j+2ns89cgWli4OMZ+v1he2H6Uo6OK+DyhDY5LRcJxvfmcXJ0/34PM6UGSJVFpn/+F2EqkM9925BlGc+w9vRbmPNSurKQ7+elSA39p9hqGRCJ9/ctsVtyst9rB2VTWlpdem0xEei/Ps9/fw6Gc3sGRR6Oo7FCjwEUEWZDyKB6/i5YaiG2iNtLJzcCcLXQsJ2bP3siIqqKKKLMhsDm7OK/eYytTJjiAIWRHC4EZWeFfQm+zlneF3ODB6gJgR45m6Z/AoHiRBQpVUZFGm2d+c0zeYqW3LshhOD/Nq/6t4FS9P1z5Nqa00V2cd1+f/IQ7ZLAibaMtZBH7YCIKAV/WypWgLq32r6Up0sXd4L4fDh0kYCZ6uexq7ZMcu2ZFFOc+KcxKLrE0nFtNWET8Iyh3ljGfGGU2P0pfs44aSG3DLbgJqNmOiK9GFXbJnV+0tODh6kJZIC1uLtnJ76PacEr1u6rza/+plAypXK5OZtLmVBIl6Zz03l94883aCkLfCPxsm25ZFmQp7BbeW3vq+tT1Jhb2CTcFNvNT3Ej3JHlRRpcJewR2hO1jkXjTvdufCpBWtLMgsdi9mc3DzjNtNnqciKDm73euLr8evzGBnLjDN3vT9xrIsLsQvsHt4NxX2Cn679rcJqAEkMasd0xXv4hTTgxOzDY4ogpIrg7sU3dKvadIrizKKoGTtVC+ZmBuWkVfOM+lGcXzsOM2BZu4tvxeP4slmbJkGu4d2zzs4YVkWbdE29o/sZ4FrAY9UP4JP8SGJEqZlcnL85PsSnJgsQ5k69ikjhW7quSAlkNM+momZrgNkg7GXZl2lzTQZM4MsyjM6a3wQTLqnbCvels2Gi7XzzvA7vDvyLikzxaPVj8452PjreAcVuDyF4ESBjx2aKvPgvU18+vqlJJMZDh3r4Fvf3c03vv0Wf/nlOygp9mBZFpZlYRgW5sQLVxQEJEnMZSZYloVumCQSaY4c72LjunpSExaugiCgTJRyZNvKCo9erq3ZYFkWJ1t62PPuWZ56dAu3fKoRTVOIJ9Jc6B3F47YjTylNsCwL07QwDBOLbMhFFLPHnfyh0XUDw7BYuijEssXleftfemzdMDFNa1o7ueOYJrIkYZgXt5s8x8ntDMMkldY59l4XNpuSGy8EAUWWcuNhGCa6YVJXU8QXn7oBeQbtgckfQt0wsczsT5woZEshpl4jw7Do6xvjxOkeEslM7piiJCJPGYsCBT7qVDoq2RzczC97fsnbQ29zf+X92ZUtBGocNbw19Bb9yX4q7BV5gQgru5Rz8d9TPiJFQcStuHErbqod1RiWwfGx41xIXMh9SFfbqzk1foqeZA8LXAvyVrwubTumxxhJj7DMvYyQPZRbpUwZqWkuIHNlMt313ZF3aY22ssi9KJvtxpRabWY/ibkWpo6hJEh4FA+NSiO1jloSRoL2WHtO0M+reClWi+mIdxBOh/Er/lwf02aajngHsijPW51+ksmP3CuVqhSpRUiiRE+yh6gepUzL6itUOaroGe7hbPQsdslOUA1iYTGQHEAURBa6FuJRPAgIOTHNmB6bcfVzNgiCQJmtDE3S6Ix3kjbT2KWLOllT76u5Xs/JyYZX9tKd6CZhJPLKaa6l7UlG06PsG9nHhsAG7q+4/33PLJgNgpAV4RQFkY54B+sD6/PS0C89T1VSqbJXcTJykqHUUJ715qXbf9CMZcaI6lFqnDUU24pz91XciNOf7J93u5PlFcVaMf3JbJmDU3bm2h9NZ0uaLi2ZmS2qqFJqK2UwNZgtO1BcubajepSR9EhOP8DCYjA5iIlJg7MBn+q72I/MKOP6dO2dSaY+yzNhkW0jaSSpc9YR1IJ5/RhOD8/r/C5lLD3GWGYMr+LNfccNpLKlRJNippANkBuWkSvzm7yvMmaGnkTPjG1HMhFG0iM5S1LLsghnwoymRymzlU0TFv0gmPoel0UZr+hllW8V9c56vtr2VdqibQylh3LOO7Pl1/EOKnB5CsGJAh9rbDaFDU31JJMZvvbsW7y99yz33bWGdMbg7b2tvLPvHH0D42BZlJZ4+PT1S1m/tg5FkRgcjvCrl49x4nQv584PMDwaZf+hdgBKit18+fduxunQyOgG7+w7x+53z9I74RpRXOTmU1uXsHFdPeosRTItC2LxNKZpsXhBGfaJVHmXU2PxJQKHpmkxODTOG7taOHq8k2g8hSxJNNQW89nPNFM2kYmwY1cLr+88xXgkgcOh8oWntrGwPj+lU9cNTrf28cobJ2jvHEIURZYsKuP2G1dQVekHBA4e6eC5F49w160r2XugjfbOISwLmtfUcNetqwj4nUSiSV569ThH3+vm2MluFFniz/+vnwBgtyn8yZduIjQh1PnugTaef/kY4+MJFEXimcevY/myykv6ZXL8ZDev7zxFb/8Yum7i89rZvH4B265bhE1TON3ax0uvHufM2X7CY3H+5Rtv4Jyw7G1eU8NjD22aVxlPgQIfBrIg0xxo5kj4CAdGD7DCu4LF7qwmz7rAOg6MHuCV/ldwK25CtmxgIGNmsnWtZoZKeyWyIGNiciFxARERj+JBEzUsstoCMT2GLMh5K0Vr/GvYP7qfHQM7cgJ0siCjWzpxPU7ciFNpr8yJiNklO4PpQcLpMF7FS9pMc3L8JEfCR67pQ0wSJBa7F1OkFfHO8DuEbCHqXfVoooZu6ST0BIIgUGr74O2sDcugO9GNKqo5ATUTk5H0CAkjkVuhnuz3+uB6WqOt7BrahVN24lW86JbO6fHTHB49zALXAmocNdfUJ5fsQhM1LiQuMJgapFQrzdWza6KGKIjYJTulWimnx0/nMnIEQaDSXsmbxptE4hEq7ZW4FTcC2ewawzLoSfawzFiGIiiEM2F2Du5kOD18TWPd4GqgwdnAifET7Bnew2rfauySHdMySZgJonqUoBrEq8w9c67cXs4y7zIOjh7kjYE32BjciEt25TJVInoEt+zOuVvMlagezU1Gz0TP5K61LMp4FS8+xXdF/RRg3lonU1nqzmqcHBg5QI2jhuXe5WiilrMkjekxSrQSXIoLVVRZF1jHqcgptvdtxybZKFKLEAWRtJkmpscwMamyf/CaRHbJjiqqDCQHiGQiOCQHSTPJ4dHDnI6cvqa2PYqHZZ5lvDvyLm8Pvc3m4GZUUSWcCXMwfPCaMrjskp1GTyMv9mVLUm4uvRmbZCOmxzgweoBxfTwXnBDIislO6vYk9ASqqDKuj7NnaA+9id5pLjeT+3nkbNZaW6yN5kwzmqhhWEY2k03MlpQ4JAeSKOU0gWyijZgRY//Iftqibe9LacBwepjdQ7vZUrQFu2RnNDPK3uG9mJgs9SzNaRCFbCFEQeT42HHqnHX4VX9OCLg70T1j2xE9khtDh+QgqkfZN7KPmB5jmWfZr8WZwrAMOhOdOCQHLtmVc4kaTg+TMlKoojrvDI4P+h1U4PIUghMFPvZIkkjzmlq+/+N3OdXSw203Lcc0Td47eQGXU+PTW5dgWRZv723la9/aScDvZOmiEJqqsHRxiIDfRXvnECuXVXLdxmzKs92u5oIOmYzB8ZMXsGkKN2xdjIDAnn1n+dqzO/H7nKxYNjubJ0GAshIPdrvKS6+9R1HQTTBw0apsKsMjUf7pq6/R3TPK9ZsXUVbiJRJJMhqO5WVHrFpeRVHQxa53znDgcDup1CUpx5bFyZZe/vmrr1FV4eeG65aQSmV4a88ZWs8N8Od/eCslxR5i8RQHjrQzOBxh5bJKbty2lPaOYX7+wmF0w+TxhzYhyxIL6ktwu+309IXx+xzcd+ea7DWQJTxT3BaWLArhcGjsP3SeN99uIZ6cbp3Z3jnEV77+OjVVQa7fvAjLsujuGWVgaBzDyH70eT121q2pxenQaO8a5lNbF1M9oQtSUuwpBCYKfKwQhKzjxZaiLfy4+8fsGNxBpaMSl+yiwdXAfRX38VzPc3z13FepcdSgSRpxPc5AaoBKeyVP1T2FS3RhmAbbe7dzLnaOcns5btmNaWVFNbviXdxQckOe/VylvZLPVHyGH3f9mP88/5/UOmuxS3aSRpLB1CAu2cUX6r9AUAtmLS99azg4epBvtX+LkC1ERI/QHe+mypHVO7iW8692VHN72e384sIveLb9WaocVbhlNykzxXBqmIXuhTxZ++T7MNpXRrd0fnHhFwykBgjZQjhlJ7ql05PIuh3cXHpz3sR9tW81vYledgzuoCveRcgWImEmOBs9i0f2cFformteKfQpPlZ4V7BzcCff6fgOIVtWP6LUVsqNJTfikB3YJBshe4g9Q3tY6V2Zm/hPfiCPpEey1rITGS8rvSvZN7KP1wdepy/Zh0NycCFxAd3SqXZU5+qq54NTdnJX+V38sPOH/KT7J+wb2YdP9WGYBiPpEZJmksdrHp9XcMIm2bit9DbGM+P8qvdXHB07SpFahInJWCa7GvxAxQPzmhhYlkVQDVKilXBg9EBOzHNSnLHOWcdtZbex3LMcQRCIZCIcCR8hokcYz4zTl+wjaSTZ3rsdr+JFkzRWelfm7Evngkt2cW/5vXyv83v8sPOH1Dhr8CienHCjbur8Tt3v4FJcOUeJW0pv4eW+l/m3s/9GlaMKRVSI6lH6k/00ehp5ovaJD7S0YzLjY6FrIacip/hW+7coUosIZ8L0JftY7F58Te8Jm2TjhuIbaIu18XzP87SMt+BSXAymBhER5zXOk6iiyobgBk5HTrNjcAed8U58qi/noFJlr8oFBAVBYJl3GW8Pvc2uoV0Mp4dxy276kn3EjTh1zroZsyemjs/BkYNEM9FskNdKs8q7inWBdUiCRK2zNufElDJT+BU/w+lhhtPZ9+C1CuwKCPhVP3tH9tISbcGv+OlN9nI+dp7Nwc2s9q3OfXsuci1ioWshB0YP5IKWkUyE/lQ/NY4awmPhae1XOao4PX6ajngHRWoRQ+kh2qJtNHoa2RDckGt7PDPO0bGjRDLZ52cgOUDCSPBi34u4ZTeaqLHSl31+LCwuJC5wavwUKTObrZc0krRGW3mh9wXskh2/6metby2apJExM/yo60fZLDJbGU7JSdpM053oZjQ9yh2hO6bZXs+WD/IdVODKFIITBT4RuF023G474fEEyWQGv8/BU49uQVVktAmb1wX1JfzdP75Ae+cQSxaW4fXY2djcQF//GD97/iB1tUVcv2W6s4jDrvLE5zahKDK2ibaWLCrjb/+fX3Lu/ADLl85OlVcQBBYvLOP+u9ay/fX3+B//989pWl3DpvUN1FYFcU0RenxrzxlaWvv5ky/dlMvOME2TVEpH0y6KlJUUuykpdtPTF+bwsen1iYZh8suXjlAUcPGl3/kUJUVuTNOiuirIV772Onv3t3HPHVnng3RaZ82Kap56bAuaqpBMZegbGOPEqR7GxhMUBV00ra5lNBzjlTdOUFbqnXG8AAJ+JwG/k/HxOG/vbZ2xenlwKEIqpbN10yKu37IIWRJJp3UMw8JuVxAEgYqQn4qQHwSB518+yuoV1SxfOj/P7wIFfp0ogkKFvSK7OjZVnV4QaPY3cz52nsHUIL2JXha6F6KKKluKtlBhr+Dg6EG6El1EUhFcsosmf1OeHaMsymwr2YZr1EVPoiebRSGIlGql3FRyE8u9y/NcOWRRZq1vLcVaMYdGD3E+dp6h1BB2yc5y73JW+VblJtZOycn9FfdTYiuhZbwl++GpFfHZqs/iV/280vdKoslfQgAAIABJREFUzht+Eo/iocZRMytldlEQWR9YT8gW4tDoITriHYxkRrCLdpZ6ltIcuOj24pJdVDmqZpzcuiQX1Y7qaX2ZLaqocmPpjRwJH6Ev2Uc4EUYSJCrtldwZupNlnmV5180m2rg9dDvVjmoOhQ/Rn+pHFVVuKL6BZn8zIXtoxpV2RVSotFfmWVZeqU93hO7Ar/o5PX6ankRP1krWWZPbVxM1GpwNdMW7WOBekLsnbJKNZZ5l2GN2GlwXxVZrnbU8UfMEu4d205/qRxEUGlwNbApu4nzsPKfGT+XdK6IgUmYrI2kmp4nGzUSNo4Zn6p/h8OhhWiItjKRGkAWZSkclS91LqXXUXrWNy1FqK+Xxmsc5Fj7GychJhtPDSEgUqUVsCW5hmWdZbtugGsy5rExFRCSgBKh2VKNJWs695GcXfkbGzPBAxQMEtSAiIrqlM5AaYPfQbl7qfYlyWzlBLUhMj3EkfISxzBgmJg7JgUNycDZ6FlEQkQSJcls5JVoJsigTsoWQxeniqbIg53RmJv8mCAINrga+1PAlDo0eojXaynBqOGfzu8yzLE8o0ybZuLn0ZuqcdRwaPURvspexzBgexcOWoi00+ZvyauDtkp1qRzU+xTcvu93L4VN8fK7qc1nbyOg5OvVOSm2lPFL9CKqo8lr/a9jliwsWATUwzSEDshNon+qjxlGTl+01qWWxZ3gPHbEO0qk0jZ5G1gfWs2NgBxkrc9Xn6XIUqUU8VvMYe4f3ciZyhqHUEA2uBjYGNnJs7Bhd8a5c2+W2ch6veZzdw7vpSfQwlhmj1lnLxsBGBlODHA4fnjHDwa/6eazmMXYN7eJ89DwxI5abiE8SVIM8Uv0Iu4d20x5rJ5qJUmGv4Pay29EtnbcG37pmYdYKewU3ldzEO8Pv0J3oxi7ZeajqIdb51+VdC4/i4XPVn+Od4Xc4Gz1Lf7KfElsJN5beiCIojGXG8n5/KuwVrAuso9RWyt7hvXTEsqVtd4buZFNwEz7lYkZJRI9wNHyUcDqMYRk4ZSdO2cmZyJnc81PhqKBYK8bCojfZy4HRAxiWgWmZlNnKMC2TE+MnEBEp1opp9DSiSRqapHFL6S0cGzvGQHKAkfRI7tm5v+J+FnsW597jAgLFWjFxIz5N7FcURIrVYuL2/L/N5R00WQpS5ai65uv2m45wrTY17xMfiU4U+Ojzzv5zfOVrr/PME1v59PX56rn/x1//CCz4yz+9g2DARSyeovVsP909o8TiaUbCMV7YfpTfffJ67r3jYsS4r3+Mv/ibn3DbTct5+IENMx43nkjTeq6frgujxOIpxsbiPL/9KI89tJGH7ls3p1RnwzBpOdvHW3vOcPBwBwND42zdvIhHHtxA+URZxF///S+IJ9L85ZfvoCh49Q/+X71yjJ88d5A/+4Nb8ibvfQNj/NXf/RxNldnQfNH3fDQc4609Z7hu40L+5Es3s3N3C3////6Kf/jbB2ladTE1+V++/gYnTvfw139+F+UhX27fv/2H5wmVefmLP779iv16a3cL//Hdt/mD3/0069bW5f2tpy/MP/zTS8TjabZdt5gNTXXU1RTNqJvx1p4z/MM/v8Q//M2DheBEgQIFChSYF6ZlsmtoF99u/za/v+D3WevPF8G2LItn25/l5PhJvtDwhcsKyBYo8FGmPdbO/2793yx0L+RLDV/6sLtToMAks5osFTInCnwiiCfSRCJJykM+NFWmq3uEb31vN/1D44RKvfi9DtIZY86e0ZZl0dMX5tnv7aanL0xZqQ+/z4FpmFmhTLJaEnMpL5AkkWWLy1lQV8Ldt65i/+F2fvTz/ciSxO8+uRWnQ2M8ksDndeSyPuZLLJYindFJZ3Raz+WLVC1fWkFdzcV0NEEAzyU2naIk8EHFDkuLPXz5927h9Z0n2b23lZ27W1hYX8r9d6+lrrYISSwoIBcoUODKWJZF1IgSTk9PO74cTtk5K02BAteOZVnEjBij6dFZ7+OQHPhV/wdyfSysbHmAIM5oq6tbOikzlXN1+KQzKWI5kh6Z9T6TqfXXYun5fpAyUgynhy8rOnkpiqgQVINXtMj9qGFZFgkjMSeBTJtky43JpboopmUQ18OkzRgWFpKgYJM8aKLzfRV2HEl1cWjkZ6wNPEBAm5sY5bVgWgaRzABpM4GAgCjI2CQ3dsmD8Al538f0UfYNfZ8aVzP1rpkXVD/uFIITBT72WBa0tPYxFkmwecMCZFni9bdOcfzUBf78j25lzYpqRFGgs3uE3e+enVPbGd1g5+4zHDzayZ/9wS2sX1uHKAr09Y+xZ9+5a+q3qsqUh3zcUbyCru4Rjr7XRSSSxOnQcDo0Esk0mczsfnQvh92moikyq1dU84Wntk0Lolz6YzQX95FrRZJEaqoC/PYjW7jn9tXsPdDGCy8f5d/+Ywf/55/dSVHg6hkjBQoU+M3GsAz2jezjvzv/e9b7bApu4uHqhwupt78GTEwOjR7iux3fnfU+zYFmHqt+LOck8H4ymdptWib7Rvbhkl14FS+mZTKaHuXY2DHORM6wwLXgN6KW3MLi6NhRnj3/7Kz3We1bzRO1T8yqjOuD5ELyAv9+9t8Zy4zNavuQPcTn6z+fp8fzceDE+Am+0faNWW/f6G3kU8Wfmvb/FhbnIu/wXvglEka2REkAFrqvpyn4ABLvX9BGEW0U2+pQxV/vOzZtxnmj718YSXfhkPyYVgaPWkZT4AHKHY2/1r58UBhWhuFUJyW2T25WVyE4UeBji2VZ6LpJd88IP/r5fpx2jS0bFmAYJkPDUTxuGwvqSpBlEd0wOdnSQyIxXfxLVrLR/1gsjWGYSNLF6KqumwwPR3G7NBbUZ9syDJOTLb3E4nMTErMsi3g8jYWF3abmjpNMZojFU9jsCtKE5ebyZRX8/PlDtLb107SqBlnO+oen0jqyJM1ozTkTxUVuqioDtLb109s/RmWFH1EQME2TRCKDpslzjpZP2ovG49ngiaLMb/UkkcyOn01TKC5yc9uNy0kmM/zXD/YQjabyghOqIqHrZnb8LvHsLlCgwG8ukiCx1reWCtvsJxxexfu+KOEXuDoiIiu9K/nTRX86633cihtN+mCU/gUEVnhXsDG4kQMjBzg9fjq3kp4208SNOPWueu4M3YlDev+DIx81BAQaPY1zuj4u2TVN2+PDIGQL8YWGL6Cb+tU3BjRJo0j9+AWcFrsXz+n6OGUnKTM17f+jmUGOjv6SCsdyFri3ICCSMMaQBAVxQkDVsizSZpyEMYZlmaiSA7vkRRQkTMsgpo+gig4yVpKMmUASFBySD0nIWvEalk5MH0Y3U1Q71mKTposE62aahDGGbqaQRBWH5EOeeB9blkl8ok/Z/oWz38ySB010zVrfbaH7Olb47iBpRjgw/GMOjvyUIls9qmjHsiwyVpKEHsa0DBTRhl32IU7YegOkzQRJfRzDyiAKEprknDj+pEWsTkIPkzGTiIKMQ/Yhi1rODjZjJkiaEQwzu79N8qBKjtzfk8Y4FhayqGX7gYkmOnMZHpZlYViT45RGEERU0YF9ynialkk0M0TGTObGURKUKTawKRJGGMPMIIsqDsmPKMoICJiWTkwfxSa50c00STOCgIBTDiAL2of+jV0IThT42KEbJsdPXiCV1hkcivDOvnOExxI89egW6mqKMC2Lmqog7+w7x4uvHKO2poie3jDvHmybsfzC67ETKvOxZ99ZSordeNx2FEViQ1MdqiJRXRXkjV2nefGV4yxsKKGvf4x3D7Qx13KHdMbg9Z2nOHWml7qaIjxuO7ph0NLaz5HjXXz2M834Jhwvtm5ayN795/jP775NZ9cIRUEXiUSagaEIN16/lKrKAMlUhgs9YeKJFJ1dwySSac6c7QOyAqHlZT5kWeSu21bxL19/g29++y02rWtA02TGxhN0do9w311rqCyfm1+406FRVeHnwOEOfv7CIUqKPViWxfqmOpwOjXRa50JvmGgsSVvHEIlkhrNtA9htKi6XRnmZD1WV2bu/jZbWPiorAjgdKpFokt3vnmVhQwkuZ/6HaWmJF5/HzvMvH2U8kkAURYqL3LN2SilQoMAnE0HIKtLPlKJf4MNHELKChzNZLn4YCIKAX/HzSPUjnB4/TXu8nbgRRxIkPLKHKkcVDa4GnNL7m+b+UUUQBLyKd16OKh82dsn+idcEEQQBj+KZsxPQcGqYTcFNlNguOpukzQSGlaHMvoQiW31uogxWbtI9nunn6OgvGUiew5qYMK/030mtq5mkEeHN/n/Hp1QwnunLZl9YBos821juuw1ZUMmYCU6GX+VC/D3GMr3cXfk/KbZd1DvLmAlOjb3O2cjuiYm/TINrE8u8N6NKDjJWikMjP0EVnRhWhoFkK2kjzhLvjTT6bkWa1bRVwCZ58GuVWJZFrbOZU2OvEdfDqKqdpDHOkdHnuBA/AROlLY2+W1ng3owgyCSNCEdHn6cn/h4WFqalU25fTlPwATTJhW6mOBvZQ8v4DjJmEhCodK5klf9u7JKbjJngyOhzdMePY1kGupWh3LGUpsBnccg+LExOjL1MTB/FLnnpTZwkZcaocTbRFHgQWVBJmVHeC2+nI3YQLAsTk1LbQjYXTzpZWfQk3qM9tp+UEcW0DBp9t7DUezMCAikjxnvhl+iIHcK0dERBYpHnehZ7PoUi2ojrYXb0/yv1ro30J84wlukjbca5ruR3qLAvn9O99kFQCE4U+Fhh0xT8PicHjrRz9L0unE6NlY1VXL95IQsXlCJJ2fjvjduWEoun2HeonX2H2ikr9XL/3U28/U4rTkf+ipksiTz5uc386Bf7eeHlY8iyyKKGUppX16BpCtdvXsR4JMGBw+0cOtZBWbGXz9y1lr37z+FyarPWm5AkkVCZl/2H23l1x8ls1oEqUV7m45kntrJpfQPKhH1pRcjHn/7+Lbzyxgl2vdNKKpVBUbJWnqqajXAPDUX54c/2MTgUIRZPIUsSr+44ya53WqmtKuLxz20i4HeyqrGSP/39W3h1xwleeOUYhmHisGssX1qOy5ld/bDbFEKlvmlilF63naKgOy+bRJJEHri7CUEQeH3nKURRoKzUy8rGSpwOjfBYnB/9Yj+9fWPEE2lUReLN3S3sO3SeipCfx35rI2UlXgJ+J4PDUQ4f68Q0LVRVZmFDKXfesgK/L3/FqiLk44tP38CLrx7nv3++H4ddZduWxYXgRIECBQoUmBOCIOCUnTQFmmgKNH3Y3SlQ4H0nqAX5bNVn8/7Po5TiVUMcHX0eECixNWCTPLmsCd1McXT0eZJGhOtLnkESFc6M7+LQyM/wq1XIooZupuiIHWBz8RN41XI6Y4c4NfYalY4VFNnq0EQnawL3UWpfzM7+f8easGWFbFZGZ+wIx0ZfoDn4EMW2BkZSXRwc+Ql22ctC99aJfmToiO5ilf9uFpdsw7AMbJI718/ZYlkWupUmpo+giHa0iYDHibGXGU51cl3J0yiijc7YIY6MPodPLafEtoCB5FnORnazsegxAmoVKTMGCEhC1u2nL9nCkdHnWBu4nyKtjrFML3uHvotLDrLMezOiIFFuX06VYzWa5GIs08uewf8iZF9Gg3szkC3NOBvZzZrAZ9hS8jSWZSKLGpKgYFkWJ8Ovci6yh7WBBwhq1ehWBgBpQgfHxGAk3cXmoidwKcWcjezmvfDLVDlX45KDnI28TVf8GM3Bh3DJAfoSLRwLv4BbLqHG1YSFRdqI0zr+Fiv9d+NTK8iYcXzqr08f5EoUghMFPlYsX1rBP/7tg5gTqf2iKKAqEqqaX57g9zl4+MEN3H93E5ZlocgSmiazZkUV0gxuEIsXlvHnf3gbGT2r8aBMtAng89r5rfvW8Zk71mBaFoosomkKa1ZWI81Bo0ESBdasrGbZknIMw8Qys0qasixi05S8AIAoitRUBXny4c2kMwamaSEI2X5pavblVFbm5Q8//2lMc3oGhySJOCaCMLIs0biknAX1JWQyOpbFxLjJuUDH2tU1fOV/PZwLVkxy/z1rMXQT+yUBnarKAF946gbSaf3i8ezZbYIBF7/39KcwTJNLmbrd8qUVLKwvRdezQqXCRJ9mKjVRFImtmxexbm0thmEiCAKaWnh9FShQoECBAgUKXA1Z1FgffJjj4V+xf+iHqKKdBvdm6t0bccoBxjMD9CROUGJrYCjVPrGXRSQzwHCqg1L7IgDKHY3UuJonJsoWZyO7GdcHKKIOQRDRJCc2yY0wQzDhfPRdim0LqHdvRBHseJRS+pKnaIvspc61nkkzB49SSoN7Ew7Zz8Us5dl9b1uWyUDyLCfGXmY800dP/CRLvTdik9xE9SHaowdwKUWMpDoB0K00CX2MgeRZSmwL0EQnoiAxnGrHq5RRbKtHnJguW5h0xg5jWgYJY4y+xGl0K4WITE/8BEs8n0ISVIpsNQynOhlOdZA0suUhCX0sL+HaIXlpcG3Gq5blnWPaTNAVP0KlYxUN7k2IgpQT85/8NhYQqXKsptq5FkEQ0c0U7dEDRDNDKIKd9tgBJCTGM31EM4MkzQgZM0lfsoUaV1PuWMW2BupcGybEh+c2zh8kha/7Ah8rFEVCUexX3W5y8nrpBNbhmF7HKggCgkBuMj/T31VVzgUrcm3ZVSzL4vSZPn750pGr9mnZknJu/tQynDP04bLnoClo2swiRbIk4nFffSwgG4yw2xTstpnbUhUZVZn+OrDbLj8ml2tPkkTc7qvXo04NoFwNQRCQJWFa8KRAgQIFChQoUKDAlREQCGhVbCl+mnD6Aj2Jk5wce42RdBebip4gZUZJGmPE9BF6k6dy+9W5NuCUL5b/epWyXOBBElQERAxzdhpsUX2IYq0BRbBnv+tQccvF9MZPY1om4oQDjFspRhYmv5XnNlm2MBnL9NARPUhP4iQr/HewyLMNQRDImEli+giyoOSdY62rGa8SAqBIq2ND8BFOj79OZ+wwQa2G5b7bCGp1WJhEMgMYVorB5LlcOUyRrZZS20IEQWQs08u7Q99Ht1L41QoEJExLz8siAXApRajiZJbwxXNMGVF0M4VHKcmNx6ULdgJi9jpMHF8Ss5ofupXGsNJEM0OIgkx/oiVnJ1jpWEmRVnuxDUHAo5RNcUX68IMSkxSCEwUKXCPBgIsNzfVX3a602IMsfTKsjAoUuFZM0+J8+yCjozHWrK7Jyxx6v8joBq2tWQvdhQtK88Rbk8kMLWf6KCl2Ewp9NOrhCxQoUKBAgQ8SWVQJarX4tSpkQeW98EtE9UEkQUUVXSxyX0/dVItKQUAWFBJGBABRmP/UURWdE9oXOrKgYGKQMuM5sciLh5SYdc30JYiCTL1rIyv9d3N45Of0xk8R94TxqmVIgowi2qhzb2Sp58a8c5wsmZBEhVrXOkKOZQwkWzkZfpU9g//FTaE/yQpbig4CWg0bih5DEx1TjishItMe3Uc4fYFtpV8kqFWTMuJ0xA5w6eRfQJxR10YWVBAEkkYECytvXPLPc+YyF0GQUEUHIftSVgXuuajTITDNkWWupTK/LgrBiQJXJTqW4IUf7KXjbP+c9qtZUMo9j2/G4fxgVLc/CgiCQEmxm5LixR92Vwp8TBgZifK9H+5lfDwxUcoiUVrqZV1THfV1xdMydD6pGIbBy6++x4GD5/n3rzzxgQQnkskMP/nZfiwLvvxHt+RlXQ0MjvNPX3mFT21bwhOPbXnfjz1fLvSMYugm1dXBD7srBQoU+Ihw7lQPz31nN5n03OzFb/vsOlY01yEWFkZ+40noY2SsJKroQEDCwiBmjCCJKpKg4pAD+NUKOmKHqXSuQhHtmJaBbqSQ5asH8CfFNU3LwLR0wMKwdAwrg0DWCaPauYbjoy8ynDqPX60kkhmgO3aMGlcTsqBiMDvnlashCVn3ikbfrbze+8+cCL/MhuJHccg+yu2NdMYOU+/ahCY5sSyTjBHHLnsn3Epi6FYaRbARsi0l7U6wZ/BZMmYSh+Sj0rGSPYP/RTjdTaktW+qSNhOooh1JyJaJKKINm+TCAvqTZ4hkBpmtiL4muQmqNXTHj1Of2oRbLsLCwsJAFZ1X3190UuFYTlf8KAv06/AopRPnmECT3B/RcEQ+vxlfwQWuiVQqw5G9Zzn6btuc9lu1oZ7bf2s9fIKDEwUKzJV4Is3uPa14PHZqa4qIRlO0nT/Lm2+d5vFHNrNt6+LfCJX4DxuXy8aG9fUsWlT2YXclj5dffQ+nUysEJwoUKJBjeOD/Z++9w+y4ynzdt9LOuXfnnIPUyjlLtiXniA0mzIANY8IlT4IzhwtzmDkMcAbmwgGGNDCEgcEY42zZlmRLsiQr59g55+7du3escP/YrS21Wtmy1bLrfR5jU2GtVaFr1/rq+36/EK8+f4BE7MombzMXljN9bulbNCqTG4mhRDs7B36PgIhFspPQoiT0KDXeNbiVTAREZvjvZPfA42zs/gF22UNSj2ITPSzN+shl9TGYaKcpvIPhRAdRbYQjw+vptORR4JhBlq2SUtcCemOneL3vl7iUDMbUIVxKBpXuZYiCjGZcm+AEnHaiyWWabx37Bp+kwDmDAsdM6v13sL3/12zs/j5OJYCqxxEFmaWZHxl3zzjKvqE/45D8SIJMKNlLmXvRuI2nMK4FsYSdA7/Ho+RgoBNVR5ib8R7y7NPId8ygKbyTbX2/wi55iGgjuJUsLrdsQhREpvtuZXv/b3i150e4lUx0Q8Mh+1gYfP8l95cEhWrPaoYTXWzp/RluORPNSKIZSRZlfgi/ZeoLyZvBCRMTE5PrwMrl1bz3wQWIokBTcz/f/s4LPP/CAebMKsYzbilrGAaJpIaaTH0tk2URRZERzxJiNQwDTdMnCKdKkogiSxOyEQzDIJnUSI63JckilrPaMgwDw4BkUkPVUiKloiCgKDKyfCb90DAMYrEkkiQiyyLxhIqupfq1WGQkaeK2yaRGUtVSQqxCSqD17PIKSJV4RKMJND3Vp8UiTWjnctF1g0RCTYumatpkUVZN04nFklgUiQ8+vPiCmSqxWHJchFYmkVTRVB2ElD7L2edD13USCQ1V01Pbjx/f2WNPnVuDREJLj0kUBRQldZyp864SiSTYf6CN6dPyCYdjAAiigN1mmXCdTp9TjNS1tlgm3hO6rhONJbFZFQwDEgkV3TCQRCF9jUxMTExM3j1kWEuYE7ifsNqPZqgooo2ApYgMa3G6RCDPXoc755P0Rk+kyi1EO4Hx8g9BFJgduBeXkpkuNbBLXuZmPEDAUgykJtZW0Um2rSqdVZDSdZPGXXICLM38MF3RY4ypA9glHzn2qnHhy1TZQbVnFQJnyiyuBFmwMst/T7o9URCpcC9FFqxYRRcAAUshq7I/Tnf0ODFtFEW04rPkY5NcCAJk26qY4b+LqDqCIIhUySvJtlVhkVIlHHbZw8LgB+iJnSCU6EYQRFxyBkFrKgiYbatkVfYn6I83IQoSmdZyEvoYyngJiIBAqWshufa6s3Q1Jl+r1TmfpCd6gqgWQhKU8etgxSYJzM14AJ+Sl97eJWcwL/AgAUtRKihjyWF51kfpiZ0Y19iw4LHk4JaDANgkF3MC96d1NqYaZnDCxMTE5DoiiiKlJZkUF2XQ0jrAaDiGx2NH13UaGvt4Yf1BTp7qQdN0SkuC3Lp2BjXVOchySsF5eDjCKxuPsntvM+HRGKIkUljg59a19UyflrKFMgyDxqY+XnzpEMdPdKGqOsVFGay7ZTp1tfkoioSuG5w81cML6w/S1NxPIqHisFuYO7eEdTdPJyPDlR7zv33/Jepq88jL8/PCiwfp7hlBUSTe/95FzJldjCSlAgOnGnvZuOkox453kUxqWBSJGfWFPPSeBWmnGE3T2bGzkVdfO05vXwi73cLypVXcvKYO5xVkXRmGwdFjnTz93D7a2gbxeOzMmVVMPKFOEHvt7Bzm57/czMBgmFAoyv33zuXuO2dPau/nv9yMw2Fh/txSnn/xIC2t/QiiwL13zmHF8ipkWSIeV9m3v4WXXjlMZ9cwFotM/bQC1q2tJz/Plw5QRKMJdu9t4dXXjtHTE8IwDNxuO7ffOoPFi8oZCUV56pm9HDnSyclTPXT3jHDgYDsAwQwXn/vMWrwee8qKrXWAlzYc5tDhTlRVIzfHy9pbpjNrZhHKuBNRV/cI3/rX5/nwh5bR2TXMlq0nGB6JkJ3t5ZG/WE5hYWDS8ZqYmJiYvHOxSk4KnbMuuo0giHiULDxK1qR1smClxDV/Uptn61P4LQX4L2FHaZVclLjmnXedJMjkOeomLTcMg6g2Qn+86YLtSoKFLFv5pLYV0UalZ9mEZU45QLl78Xnbscteys7W3DgPimilwFEPjvpJ6wQkMm1lZNoupEUnkGWruGj7pwM5Ze5Fk9ZZBPu4s8kZbJJ70rZ22XPB86yIk9uYSpjBCRMTE5PriGEYRCJxQqEoTqcVpzPlpd3SOsAPf7wBu83CzWvqkGWJrdtO8q1/fZ4v/92dVFVmk0xqvPDSIZ59fj+3rq0nO8tDOByjrX2QWCyZbr+9Y4gf/WQjoiCwZlUdFovEtu0N/J9/e5G/++Lt1NXmYRgGHZ1DJBIqK5dX43RaaGjs449/2oWhG3zg4TM/5N09I3T3jJCd6aG2Jpf580rp7hnB67UjigKGkQp0fPd767FYZFYur8bjtjMwFEbXjPFshVT9ZV/fKE89s5eF88tYtLCc3Xua+cWvtuD12lm+tOqyvvIbhkFHxxD//tNNYBisu2U6oiiybccpTpzsYXrdmTTGzEw373toIc3Nffz8l1sIhWLnbbOvb5SOziG6u0coLspgRn0B/f2jeH12RFFE1w3e2NnIj3+2iXlzSrjnrjmMjER46ZXDtLUP8rlPr8Xnc6BpOs+9eJAn/rSLGfWF3LauHkEU6ewaQpZFRFHAZlWYOaOI3BwfHZ1D1NXlc9Pq1AuazSpjt6W8z7u7R/jhTzYSHotz0+o67DaFA4fa+eG/b+Bjj65k4fwF2jP5AAAgAElEQVRyRFFATWo0Nffz1DN7sdkUliyuRBQFBgbDVxTwMTExMTExmQqEkj0cGXnpguttkhuvkoMimq5uNzpmcMLExMTkOtDTG+LQ4Q6isSS79zTR0xvi/nvn4nHb0XWDVzYcIRZT+fxn1pGf50cQoLwsi699/Ule23ycivIsVFWjp2eEgN/J6pU15OX6MIxUScLp0gldN9j06lFCoShf+ts7KSrMQBCgqiKHf/znP/Pq5uNpJ4tlSypZOL8Mh8OKIMDISJS29kEOHm7HMIyzyjVSk/dH/nI50+ryUxNiVUcUBQRBIBJJ8NIrh0kmNT736bVUVmQjSSKappNMaiiKRDKZqi1VLDK3rZvB6pU1SJJEbU0upxp6OHK0k4Xzy7DbL203axgGO3c30dc/yhc/u445s4sRBIGK8iy++vUnJ2xrsylUV+Vgt1uw2y+eNjo0HGH5sioWzCtDlsUJJRljkThPP7uXutp8/vIvluHzpgIRbreN3/zXNvYfaGXlihra2wd5ZcMRZs4o4uN/tRrPuM1uMqmBkMqccTqtzJlVTG9viMef2EVBfoDFC8snjEVVNXbuaqK5uZ+//eJtzJqZSt9ctLCcf/23F/nz03upqcrF73emz0ksluTjf7WazKA73acs3whyWO8eNF2nYXgQSRAo8wVuaL2ZSDJB22iIbIcTn+3ybK5NTExMLodMWzmrsj9xwfUCIopoPnfeCZjBCRMTE5PrwPqXD/Hq5mNEo0kyg24e/cgKli1JfeEeHo5ysqGXUCjCi+sPpveJRBOoqk5Tcx+GYWC1KsyaWcT2Nxr50Y83snRJJbNnFZOV6U7vMzYW5/jJHkKhGC+/cji9PBpLkkikvrBruo5CSv+gtW2QhsZeBofGiMWS9PaGxstMDCTpzMSpojyL4qJgOrPhXJvOQ4fbmVlfSFFhRnobSRInZUJ4PXZmzypKT5rdbhuZQTejozF0/fLUrWNxleaWflxOKzXVuYhiqo/cHC9FhVcvLJmf56PqLAvSsyf23d0jtHUMoWoGj/9xZ3p5b98oY5EEre2DALR3DjE0NMb7HlyI13PmxelKXVnicZWjJ7rIz/NTWpKZPka328acWcX8/BebGRmJpoMTADNnFBHwO9MT3qnkBNM8MsRTp44R01QEwCErlHj9LMwrJMNmv6En6VdCTFP5+rZNOBSFH9xy95t2mj820Mf65lPEtInCcgKwuqiMeTlvnRjawf4evrLlFR6tn8tDNZPTnU1MTEyuBkEQkJCRJPelNza54Zk6bypXSHQsTnf7EGry2im7XjaCgCgICKKQ+lIoCsiyhKxIKBYJRZFRrDIWqzJBpMzE5GIYhkF0LE5Hc//b0JuAIKYe+KIoIEpi6h6WRRSLjGJVsNpkFIv8rpkkvN3cefssbltXz+atJ1j/8mEcDguynJpwxhMqsWgCVTPo7BqesN/0afmUlWWlfqwlkcULy3G5bLz8ymGeeHI3Tz2zl+VLq1i3tp6A30kioRKNJNB0fVJbtTW5FBcHkUSRsbE4j/9pF9t3NJCV5SEn24vVeuHrb7dbkJXzl1xous5oOI7Xa79kWYYsi7icZ9IwBVL3pHGZtluQ0q2IRpM4HJYJ/YmiiOMyMi8uhNWqXHBCHw7H0DWdSCQ+6bzOm1NCYUFK1yEWS5JUNbzeN/dFR9N1xsJxnE7rBFtAAQGXy8ZYJJ4SyTwLp9M6Zf9+20ZH+MWhPWQ7XWTanUTVJEMnj1Lo9vClRSup9GdM2bFPZU4ODfCfh/eSYXfgs05Mb54WnFxHfi3xW+3MyMyhwO19S/sxMTExMXnncsMGJxqOdfHNv/k9fee8FL4dCIKAJI9P5hQRWZGxOyw4PXZcbhsurwOv30FmrpdgtpdgjpfsfD+ZOT4k2VRJN7kwxw+08eVHf/629CVKIpIkICsSVpsFm8OC02nF7XPg8TvxB11kZHkI5njJKfCTU5CBN+BIf7E1eXP4fQ6KizJwu2awb38rf35qL1UV2QQCLiwWCZvdQkVZJv/wpbsues6tVoV5c0qYPbOIltZ+Nm46xpNP7UHTdD74/iUoiozdbqGkOHjRtg4d6eDPT+/l/nvn8uD987HZFGLxJB2dQwwNRSZtLwgXNsaSRAGnw8LoaAxNn+yYcb623gySJGK3K0SjSTTtTFBDNwxi8SR229UFKISz/vdcnA4riiKzZlUtDz4w/4ITaatFRpYkRkfPr21xuUiiiNtto6t7eIILiWEYjI5Gx4NbE0s2pvrc3ibLfGLWAu6uqCWhaWxoaeD/fX0Dj584zBfmLcUm37CvKNcVt8XKlxauYFXRhQTZ3hqqAkG+terWt7VPExMTE5N3FuYv/1VgGAbqaXu/aGrZ8MDk7URRwOawYHdYcbptBHM8VNTlU1VfQGFZFoFMNw6X1ZzsmVwXdE1H1yCZ0IiOJeB897AkpgJvLhtOt42sfD+V0/KpnlFIXlEAb8CF3Wk1M4TeBBkZLu6+czY/+fmrbNh0lPvuSelOVFZks237KY4e66KmOhdJSokwRiJxLBY57bARiSSw2RRkOeX64bnbzuEjHZxq6MUwwOWyUl2Vwysbj3DwUDvTpxWcaSuaQJFTVpTDw6kARGlJJlarjK4btLUN0NY2iMt1ZQJTNpvCtLp89h1so719kIryrLSIZDyexGq9tj89NqtMSXGQnbuaOH6ii9mzUnoM3d0jtLYNUl2Zc037A8jN85GX62PvvlZWLKsmO9uTti+NRBLpLI78fD8+n4PtbzQwa2YRLldKkFJVdTRNn5CdkrIgTWVlqOpEfQirVaauNo89e1toaurD502VPoyOxtizr4Xamrw3nZ1xPbFIEisKS8h3eWgNDRNVk9hkGVXXOTLQy1OnjnFqaABZFJmTncfdFTXkuTyIQkqAtScS5oWmk+zsaiecTGKXZeozc7ivso48VyoVWNV1jg/28+dTRzkx2I8kCszKyuWeiloK3F5EQUDVdfb2dPJi80lODQ2iGToZdie3lVaysrA0HTDpjYT5+rZNvK9mBkld4+lTx+iNjJHpcPLYzPlUBYLpPo8M9PJsw3FODQ2Q1HW8Vhs3FZdxW+m41R6Q0DReaDrJy82n6IuOke10cX/lNObn5KNI11Yn5GBfNz/c9wYP185gT08XB/u6UXWdeTn53F9VR57Lkx77np5Onjp1jJ5ImEgyQVRVsUkyZT4/n5u7hKDDye7uDv7j0B5G4qkA3CP1c1l9VmAkoan8ZP8ukrrO3Jw8nj51nK6xEAGbgzvLq1lRUIJ1/LzG1CSvd7bxYtNJusKjuCwWVheVcVNxOQHbGYvl9nCIZ04dZ09PB3FNo8qfwV0VtUwLZiGPv1Pt7Grn10f28ek5i9nZ3c6W9lZGE3HqM7N5bOZ8PFZTOM/ExMRkqmEGJ95CdN0gEo4TCccZ6A3R2tDL3m0NiKJAMNvLtLkl1M8roXZ2MfklQVOozGTKoWs6Y6MxxkZj0AVNJ7rZ+eoxJFkiO99P3ewiamcVUzenmLziDPMevgpEUWDBvFK2bD3Biy8dYu6cEkqKg6y9aRrHjnfxwx9vZOXyarweO6HRKKcaerjz9llMq8snHI7x34/vRJQEsrO8yLJIc0s/3b0hFo4LKoqiwE1rajl8tIMf/ngja1bV4vM5CI3GaGzsZe3N05lRX0hBvh+H3cJLrxwmGk0QiyXZu7+FsUgCj+fKJr12u4W1N0/n0OEOfvCjDSxfVoXLZSMUihKJxLn37jk4HFdfbnEugiAwf14pG189xi9+tYW29joEAXbubp6Q96DrOp1dIwwMhunoGCIaTdLeMcievc3Y7Vby83143Jd3rHabhfvuncP3fvBKyrFjbgmCIDA4OEZ//ygfeP9ighluCgsyWLOqhief2sMPf7yBaXX5CIJAb2+IvDw/q1ZUp0tH3B47BfkBdu5qJCvTjc/nQJYlli6pxKJIzJ9Xyo6djfz8l5tZ01KLw2HhwMF22toG+egjK/HdwMEJgKiqElOTeK02LGLqWbKvt4uvbt1AntPN3Jw8xhJJnm44xpGBXr6yZA1ZDidRVeWHe99gW2cbt5SU47ZY6Y+OcWpogKFYNB2cONTfw9e2biBgszMnO4+YmmR90ykO9vXwtaU3ketyk9A0Xm1rpnsszIysHBRRYnd3B/+8/VVssszKwpSXfULT2NvThSyIJHSNcl+AEq+P7rEwlvFggm4Y7Oxq5x9f34jHamVhbiF2WaY9HGIwGkUUhJRpjQAH+3rQDYPpwWyKPD5ea2/mHza/zP+95S5qMzKv6XkOJxJsbm+hYzREmS/AnOw8OsIhfnNkP33RMb68aCVWSeb4YB9f37aJEq+PW0srGYnH+I+Deyh0e7mttAq3NRVoK/b4eKBqGnt7unji5GEGohMzrXQDmkPDbG5vZmd3O/XBHIq9XrZ2tPKVLa/w3ZtuZ0FOAaqu83zTSX64dwczM3NYlFdI19go39+znZaRYT4zdzEWSWIgFuVfdrxG++gIy/KLscoyOzrbef219XxjxVrqM7MRBIFQIs7WjlbcFitjyQR1GZnENBXDAItkvv6amJiYTEXMp/PbjKEbaLpBT8cQPR1DbH3pEFm5PmYsKGPZ2umU1ebh8tjNL9EmUxZdN9ATKu1NfbQ39fHq8wfIzvNTMS2fZeumUzktH3+GC8kMVJwXWZbIy/OnJ/yCkNIMuOeu2fz8F5vZt7+VvDw/BQUB/p9P3MSGjUfZ8UYDsbiK3W6hrDRIRoYLSAkc5uR42fL6SXbvbkYQBTweOw8/tJAVy6rG0/oFcnN8fPKxNWzcdIw3djURiyWx2xRKSoIEg24EAUqKg3zisdWsf+kwzz6/H4/bzuKF5cyYXkhTc9+EY8jO8pARcF2wlEEQBKoqc/ji59axYdNRNm89gapq2GwWZs8sSk3GBQG/z0Fujm9CO6IokJnpwe22IVzmc1AQBPLz/Dz20VU889x+Xt5wBLfbxtLFFdTV5DE0PJZ2FHl18zH27WslnlBxOCw0tfTzm//ajttt4/575zKjvhCAYNBFLJZElM4/BlEUmDunhL/74u28svEIL6w/hGGAx21jzuxiHHbr+PUWueP2WWRneXl1y3FeWH8QSB17TU3uBP0IWRL54PsX88STu3l183FkSaS8LItFC8oRLDKZQTd/9ehKXn7lCFteP4mqauSMX9vZs4rTWXiyIlGQH8DltF649mYKoBsGPWNhTg4NMBCN8GzDcQxgbUkFdkVB1XV+fXgfmQ4HX1m6mnyXB9XQqckI8n92bmVzezMPVE1jNBGncWSQacEsPjlrIQ5FQTMMQvFYegKt6jq/PbIfl8XCV5asocjjRTMM6jNz+Kftm9jU1sTDtTOwyzKP1M9BFEW8ltS+DcODfOKlp9jZ1cGKgpIzrjUYtISG+cdlN1ObkYkARNQktvGJ70A0wn8c2oPXauObq9aR7/YgCSIxVUXVdRRJIqFr45NliQ/Xz2FZfjGiIDAzK4e/2fQCe3s7rzg4MZqI8803NvOTA7vSy2RR5B+X3UyxxwekMhRKfX7+x6KVZDicRJNJYqrKgd5uusfCFHt8vNHVTlLXeLR+LjMyczCAttAIB/t7KPX5sY4fZ9DhZHVRGQ7ZwvNNJy4wKoOkpvFg9XTuKKtGliSW5BXx8fVPsau7gzlZefREwvzi4B7WFJfx8ZkL8FptxDQVp6zwUssp1pZWMD2YzfONJzg5NMA3VqxlRmYOoiCwuqiXz294jqcajlEZyMAup5x4oqpKXNP4h8WrCdjsGJDOyjExMTExmXqYT+frTDyapK2xj46WATa/eJDZSyq56e7ZzFhQhtV2cZs7E5OpQDyapLWhl/amPra9coTq+gKWratn/ooqsvL813t4U46sTA//9LX7keWJzhX10wv43//0ILIkjqf3CxQXZfChDyxBVbW0lackiyjjgR+bTeG2dfXcctM0dP20zWVq/7MDnIIgUFgQ4P3vWzSxrfG+IFVSsGRRBfPmlKLrBoIoYFEkdMNA0/QJ7X3hs+sQBAGL5cIBKFkWqanOpbwsC1XTYbzP08KrAA/cN497754zwenD7bbxyY+vQeDi7Z+LIAjU1uRRUZ6NpukIQip4o+s6um6ksxPeM97npP3P6e+jH1mBYXDREhSLIlNfX0BtTS6qesZm9Nxr63RYWL68ikWLytHHNTFEUZh0nQDKSjP5zKduSetKSJKQHvvpIMwHHl7Mex9cgGGk1iuKPKGd3Bwv3/7Ge7FYpNTX+bcBwzAYHggTiybPu14QwB90T/hdi6oq39+7g58e2M1YMkGJ189n5ixmZWEpoiDQGQ5xdLCPLIeLTa1NaQ2N9tEQSV3j2EAqaOa12qjPzObZhhP8cN8OlhWUMD2Yjd/uSMdm+iJjHBnoxWWxsrm9Od1WVziMpuscHegdH6eAy2KlYXiQHaE2wskEY8kEkWSSsWTidKJDmnk5+ZR6/enz7FTOZAT1RcfY19vFozPmUuj2poMa55sYl3r9zM7KTZck5Ls8BGx2BqPRK7kMAEiCSKHHR6HbM2GZ7ZxsgZWFpfjt9pRbiqJQ5vVzbLCPsUQCAFEQMYxU5oMwXj6jGTqGYWBcvl5tmmyni2UFxekylWynixyXi4FoFB2DhuFBWkLDTAtm80zj8fR57o9GGIxFaQ0NU+r1s6enk6ia5FB/L0fGr1s4kUAAjg70ktS0dHDCJkksKygmMO4AIzDxGpmYmJhcT6JjcUJDEfQLPFQdTivegPO8696pmMGJKYKu6YSGIrz23H4OvtHIojW1rHtgPqU1uRNe3E1Mpiq6nnIb2be9gaP7WnnlqT2sumMWi9fUEsjyXNK14d2CKArYz+MgcT5nCUFITWAv9gxITfYv/Yy4nLYEQcBmm3idJEgHQ85sc3mB01QAQ+ZCU4HzOWEIgoDNqqBpOrt2N/PShsPn2XMiC+aWsmZ1LaIoTgomnHvfWa0K1ssYu9V6ecconj7Gi8x3BEFAEgQk66X/BgRBuGhA5HKuoyiK17Rs5nKIx5L89FvP03yi+7zrrTaFj3/5LqrqC9LLbJLMe2vqWZCbz38dPUhLaJgqf0Z6gj4cjxFTVdpGh3mh6eSE9qoDQfLHJ982WebD0+eS5/TwVMMxNrY2ke/28J7q6awqLMUiSYzEY0RVlVAiPqmtSn+QQrcPwzAYiEX4yf5d7OnpxGe1EbA7UEQxVQ4AcE54wm+zp8c76ZyoKsOxGLlO9yWdR5yKguusSbMoCEiieMEX1ovhUBQerqm/pCBm0O5APOtYZFEEg7RTztL8Il5oOsF3dm9lcW4ho4kEe3u6uKeylqDDccXjskoyPuuZ0iMBAVkQMcaPcSCaekE/0NdNa2ii2PmMYDY+q52YqjIcjzKWSPDiOdcxy+Gi0p+BJJzl2COI6cCEybuDsXiCUDSO32nHprx105xIIsHvdhzAYVG4Z04dduX6flAcjkQZjSXAMEAQkEUBp9WCy2Z924LUU4H2wRG+u34r75k3nYXlhVP6b1/XDbasP8TTv92Gpk4WDxdFkUVravnAp266DqO7fpjBiSmGYcBg3ygv/nEXh3e38MAjy1l6yzQcVyhIZ2JyPYnHkhzd20rj0S52bDzKbQ8tYO7SSmwOy5T+oTCZOgiCQEGBn9Urai65bW6uz7yvrjOdLQMc3t1MT8fQeddb7QrRSHzCMkkUqPAHWJJfjCxK/M2mF3ji5BE+P28psihilxUsksRNxWV8YtbCcypUBCxnBZ4y7Q7eW1PPutJKdnV38OTJI3zrjc04ZIVlBcXYZBnr+Ff0L8xbOqktRUoFArZ1tPG7Ywf4/Lyl3FtRiyJJjCUT7OnpPO9xXey+k0URmywTHs9EuBiCILzt97B4iZqfIo+PW0oq+MPxQzSHhnFbrHx81gJWF5WlNUGuBGHchv1COBQLFknisVnzWVlQcu7O2CWZcDKBTVao8Gfw/Vvu4tywkCSKOOSzJolCKghi8u7hteNN/Or1vfzt7SuZVZT7lvWTUDV2NXXgd9i5fUb1dQ9O/GbbPh7feQhJTD1L7IrCtPws7ps7nTnFucjXWFh3qhKOJ9jR2Mby6pLrPZRLEh2Ls/+NRk4e6jjvelEUKKt96+7hqYoZnJiiaKpOy6kefvrN5zh1uIP7P7KczFyfqUVhckMRjyXZs/Ukp450sOyW6dzx8CKKKrKQJNGcTJpcFFFMaWXk5viu91BMLoFhGBw/2MboyGTL2cvhtMbCHWVVvNB0kuUFJSzILSDf5aHA7eXYQD/hZIK88QwE3TCIqSrK+ARZ03XimoZVksh0OLm1tJIKf4CPvfgk+3q7WFpQTI7TTaHHx6mhQULxOAVuz6S2dMOgdXQEWZRYnFeE12pDNwwO9fUwEo9f4igmE7A5qA4E2dLRwp3lNbgtqeCspuuohn5VE/y3k6iaZENLI/dW1PKR+rlpoc+3igpfAI/VxuH+XlYUlOCxWBHGHVQSmpay07VYmZaRxZ9OHqFlZIjpwex0wCOuqYiCmaH3biehaoSicVRNe0v7cVktfPrmxVhkCaf1+pcKRRMqDqvCo8vnkel20js6xhO7D/O1P7/Md99/J5XZwes9RJOzMAyDkaExTh5sv95DmXKYwYkpTmg4wguP72R4cIwPffpmCkqvrWq3icnbQWgowvo/7ebkkU4e/OgK5i+vxvY2p52bmJi8NSQTGg1HOlOWxFeJTZJ5oHo6Wzpa+NXhfVQFgvitNt5bU8+/7HiN/7tnO2uKyrBIEkOxGA0jgzxYNZ1Cj5fO8ChPnjxCrstNpsOJYRjs7ukEA8q8Kd0bqyTxUPV0vrHjNb63Zzs3l5Rjk2SG41FODg3wQNU0Ct1eij1e1HFbz+FYlL7oGM83niCqJq/4+3uW08n9VdP40b43+PbOzawoKMEiyfRFxxAQuK208qrP18VI6hp7e7tQ9YlpwlWBIEWeyw/2GYZBUtc40NfDc43HsUgSVkkm3+WhzBfAIkmouk732CijiTgNI4PjZTgjHO7vxaEo5DpdXK4qa77Lw0PV0/nv44ewShJzsvMwDIOusTAj8RgfmjYLh6xwe1kVr3e28q03tvBg9XQCdjtjiQRHB/tYml/MvJx8M1fCJI2qaexu7sRls1CXl5X+MDISjXG4vYd8v4eiDB89oTBNfUPU5WXRPjRCbyiMKAgUB/0UZfjSQbBYMsmelk5GY6mAZb7Pi24YnBu6MwyD9qEQLf1DxFUNv8NGZU4Ql/VMBmksqbK3pZOyzAA2ReZ4dx+jsQROq0J1TiZ+55U5MDktFuaU5FMS9KNqOj6HnS/+7lkOtfdMCE4MhMdo6B1kNBbHYbFQnhUg6Hamj9EwDOKqSmPvIH2jETRdx2WzkO/3ku11TShlGwxHaOgbJBSNYVcUyrMCZLpd6Y+pumHQFwrTOjBCKBZDEAQy3U4qsjKwW85km3SPjNLcP8TMwlz6RsdoGRgiqelke1xUZgexjJeXGobBcCRGY98gw5GU65HHbqMs04/PYU//7eu6QXP/EK0Dw+iGQbbHRUV2BpazNH9UTadtcIS2wWGSmk6m20F5VsaEYNNAOMKxrl5mFeUxEo3R2DtIXNXIdDuozsnE+iZKh3o7h+lsHbjq/d+pmMGJG4BEXGXLiweJRxM88te3UViaedkq9iYmUwU1qXHyUDs//PpTND4wn7s+sAh/8NK12CYmJlObof5Rmo53p7UDLgeLKBGw2dOOD4IgUOb1876aGfz7/p3s7u7glpIKVheVYpUknjhxmH/dtRXdMHAoCvNy8tPCkhZJYige44Wmk8Q0FUkQyLA7+NjM+awqKk29rAoCywtKUCSJPx4/zL/teh3N0LHLCrOzc7HJCpIosjS/mI/NnM8rLQ280tJAht3OXeU1BGwOXBYLpyfaoiAQsNknlhCcgyJK3FtZi02WeerUUb69cwsG4FIs3FlenSrlMAy8Viu2c9qRRBGf1XbR9s+HVZawiBK/P3aQ/+ZQerkgwGfnLqHI40ORJDLsjrQw5WnsioLPZkMe17poD4dwW6wcGeilfXQEQYC4piEi8NGZ87inopZQIsZPD+zm6EAvo4k4SV3j+cYTvN7RSp7LzadmL6LY48OlWPFZJ5anioKAz2rDqSgI4/2/v3YmfpuN5xtPjmtKCPhtNm4uLkcRU0LBpV4//2PRKv772EF+fnA3MU3FIkqU+vysLTkT8Dl9j517nCbvLqJJle+u30JVTiZfvfdM7X774AjffO417p83jQ8uns2+li6+/cJr3DytgkPtPcRVlZFInGyvi0+uWcSicf2C+Hg5x9GuXg62dbOypoy/u30liv3MfZbUNDafaObXr+9lcCyKIoqous6sojweXTGPfH8qcysUjfGNZzdxz+w6ekJhDnV0E02oaLrO1+675YqDE2cjiQJBlwNZFImrqSwS3TA43tXHT17dSVPfYCozSdMpyvDxyIp5zC7KRRAEIokkP3ttF68db0Icz/ZKahpzSvL59M1LyHA50A2DUz0D/OTVNzjVO4BAqq08v4dHls9jfmnKNrtnZJTvvLiV4919iOPZaoYBt9ZX8RdLZ+OypVSg9rV28b2XXucTaxbywsETDIQjhOMJqrKDfPW+m7HIEoZhcKCtm5+9touWgSFkSUTTDQzD4Au3Lmd5ZTEGqWfLtoZWXjh4guGxKKPxBLIk8v5Fs3hofn3KvUvTeWb/MR7feZBwPCWoKwgCi8qLeGT5XDJcDgRB4Hh3H1954mU+u3YJrxxpoHd0jLF4gny/h288eOubCk4c3duCmnxrM3xuRMzgxA2Crhvs2nICSZZ47Et3mC4IJjcsQ/1h/vSfWxjoDfHgR1dQUJppBihMTG5QDMOgv2eEtsa+S298FjOzcvjxunsnTFhFQeD+qmmsLCzFZ0stt0oyKwpKmJ2VS0RNohsGiijhVBQc4wKSmQ4nn5u7hMiMBElDRxjfz2u1TVKuO0kAACAASURBVChFsEgSS/OLmBHMIaIm0m05FCXt4OCz2nh0xlzeUz0NVdfHRRxtrCkqmyCFmeVw8aO19+BSrCgXEMSEVEbIneXVrCgoIaaqGKT6dFssWCUJA4mvLFmTejE+a78Cl4fvrLk97TpxuSzLL+ZXdzx4XiHN0+d0ejCbP9zzMJn2iQrw91bUsbakgoDNQW8kzPf3bKfA7eF/Ll6dDgSFkwm+s2srfzh2iDvKqvFYbHxi1gIS50mhl0SBDJsDiyTx6TmLSOr6hGPMsDv45xVrsUhSukTHY7VyX+U0bi6uIKaqQOq6uSyW9HkWBIHajEz+ZsFyRhNxNENHEkTssozLYk33MS83n5/fdj8ZtisX7zR5l3DOq0dPKMzxrn4+v3YZ+QEPrQPD/NPTG3lq71GmF2Tjtllx26w8umIe/aNj/K+nNk5q0jAMmvqG+N5Lr1OXl8X/uGs1TquFkz0DfP/lbfxm2z4+ffNiHONf51Vd57mDx7l7Vi0fXDwLWRLpCYUpywxc1SEZpErdRqIxtje0YpElKrJSbQ2NRfnxpjdIqBpfvfdmsr0uuoZH+c6LW/jllt2U3HsTAaeDUz0DvHz4FHfPruX2GdWIokBvKEw4lkhnFYxEYvz8tV2EonH+4a415Ps99ITC/Nv6rfxiyy7KsvwEXU58Djsra0r50JLZBN1OVF3jl1v28Mddh1hVW0ZdXlZ67P3hMdYfPsVDC2ZQmZ1BUtMJRePpPociUX6wYTujsTh/fesKKnMy0HSdjqEQxUF/2pHHMAyOdPTw8dWLmFeaz9BYlP/vpdd5cvdhVtWUku1xcbC9m99u28fyqhLuml2LVZbZcrKZH296g8KAhwfm1aezNUKxOM8fOMED86ZTl5+V+t0LR9JW1VeDrukc3dd61fu/k3nXBSecbhvT5pZctXKtpumoqoaa1IhFEoyGooyNxlATKpqmo2v6uG3eNR44KR2K7RuOEMz28OEvrMNmN8UFTVJ4A04qavNQzuN+cC6qqpFMqCQSKsm4SiyaYHQ4QiKhomsGuq6jqSn7xbeKeDTJhqf2MtAb4pEv3EppdQ6i6eZhYnLDoWs6zce7r1hvwiYr5LkmTrwFQcChKDgU74Tlkijis9nxcf6viKIg4LFa8VzGi6IkiPhsNnycX2RaEATssjIpKOCTJvYtiyJ5Lg+XQhAEFCGVqXDe9aSCK+eiSBI5TjcJTeOpU0fZ09N10X5OC4cuzC1MB20uhE2WKXR7Jy0/+xx2j4U5PtjP7WVVFHm8aStRj2YlaHfSMRoCUuch2+m6aH8AgfMc/4X2tUgXPl+nEQUBl8Uyns1yfuyyQr7LtGQ3uXwEBO6cVcPc0nwAcrxuZhTm0Nw/TCgaxz3ufOG0Wkhq2gQnq9PohsHOpjZ6Q2N8/YFZlGdlpNs62tnLU3uPcvfsWmpPT8oNyPd5uGtWbTpTItd36WfL+egOjfL9l17HYVHoC4/RPRLmsVULqcvPBqCxb5DXT7XyP+9eQ0mmHwGB8qwMFpQV8sz+YzT2DhIoPZNVNTAWAQECTjvZHteEOUdz/xBbTjbzhVuXU5GVkcpqCgZYVF7EE7sOcbK7n2CFE5sic2t9FUlNR9N1dMNgWVUJf9h5kFA0lrY2h9Szfn5pAcurSs47v9nZ2E7LwDCfvWUJy6qK09vk+yc+zwxgeVUpa2rLcFgt5HjdrKgu4bfb99M5HCLgdLDxWCMJVeOeOXX4HKnzvqC0gOcPHOe1483cNqMai5xaLgowozCHm+rKL9jnldLbNUxHc/+bauOdyrsuOJGd5+fTX70X+WrtOY1URE7Xz0ziEnGVof5RutsG6WwbpPlEN31dwwz0hBgdiVyVH/iF0HWDDc/so7A8k3XvmY/yFtokmdw4lFTm8LG/v+OyvJANA4zx+zf1b4N4PMnwQJjB3lH6u0dobeiho2WAkcExhgfCRMKxa3ofQyrQt297A//+v5/hI19cR83MIjPYZmJyg5FMahzZ23K9h/GORRQE8lweYurFU39lUSRwDTMEfFYbGXYHLzU3kOt041QsJHSNfb1dvNrWxD0VtUjm89rkHYYoClSMBxNO47bZSGoaujHZ6vF86IZBU98wuT73pLKMyuwM+kbHGBqLTiiDK88MYL+Mj0uX7Fs3GEskGY0lONDelSpjWFCPbdxJpHVgmFgyyY827uBXr+9J73daQDSWTGUrlWb6uW9uHc/uP86+li4WlReyorqUmtzMtE5E2+Aw0USSn726k9/v2J9uazSWIKnpRMfbGksk2dHQypYTLQyORVA1neFIFFWb/BHMKstUZAUu+C7YOjiCJApU51w647Y00z+h5MJpTQWWkppOJJGkbWCY9qER/vp3z3G6KU03GAhHKAn6J2SfSaJIZXbwmr6jnjzcQWj46kSk3+m862a2kizi9Tsv6wvzlVBUnsXMheVA6st0f/cITce7Oba/lT1bT9Ha0EMirl6TvsIjUf70y61Uzyiioi7PnNCZICsSHp8DX+DSX7AuRFHZmdQ6wzCIjMVTAbeWAY4daOXgzibaGvpIxJPXLKtC13QO7W7mJ//yHJ/4h7sor803HWlMTG4gwiNRTh09v82myZtHFkXm5eQzLyf/be230O3lk7MW8Ksj+/n719Yjjbtg+Kw2HqyezkM19VedgWpi8lZijKcun343vtBdqo9/nDkbAbCd89Hvau5yTdeRRHGSja0kiuiGPqnsSpGla2J5m+fz8Pd3rMTrsPH1P29gR0MbD8ybRp7PAwgkNQ2bonD37FqKMiaK48qiSFVOSjTTblH40JLZLCovYuvJFjYea+T5g8d5aP4M3rtwxnjmiI5VkbljZg1lWYFJbdXlZaHqOk/vPcp/bN7Fypoy7ppVi9dho7lviAPtPZOSzAWBi7oCqZqGgIB8GZm2VkWe8IxK/5dxWuxXpyDg5S+XzUE6pzTPa7dOEMUUEK6pW1FKg62DsXDsmrX5TuJdF5x4O5BliZyCANn5fuYsreT2hxZwcFcTm57dz7H9bYyNvvmbsat1gGf/azuPfflO7I6rr3kyMTkfgiDgdNkor82jrCaX+SurCQ1HaD3Vy45Nx9i37SQ9HUMkE29eyMcwDI4faONn336Bx/7+Dkqr332eziYmNyoNxzoZGRy73sMwucZIosjKwlLqM3MIJeLpyZZDVgjY7Vgk2XTEMJlyaLpO32jqeeQeF1oURRFREEioKklNTwsrDkeihGLXfnIoCgJFGV42HWtkNBYnF3d6XcvAMD6HHY/d+pZ+WPTZbTy4oJ7/9ecN/HHXYf5q1XxsikKez4Nu6JRlBlhTV37RAKMsSdTkZlKRncGds2r41et7+cWW3SytLKYqJ5M8nwcDKAn6uGVaxaQJPqScPLacaCbX5+Gza5fitCgIgsBIJHZVz48crxtN12kdGKYw4L3qc2hTZHK9bjqGRlhYVkjQfems42vJyNAYDUc7Md7C8ukbGbPI+y1EEASsNoXsggA33zuXv//Xh/no395OaXXOm34oGQbs2HSMgzubrkgh3cTkShEEAZvdQlauj3nLq/jEl+/ky9/5AO//xE0UV2Zfk0wHXTc4+EYjv/rey/T3jJj3tInJDcDpwOK1CLibTD0kUSTT4aTcF6AqEKTcFyDX5cZqBiZMpgCartM+OELXcAhV04kmkmw50czzB05QGPCmMwNsskzQ5eRU7yDN/UPo46n7Lx85xWg0fsX9GoYx/g+kPsOn/n16uSgIzCstQBQEXjh4gkgimba1fPnwKabnZ1MUuHxL36tBEATmluSzvLqUx3cd5GhnH4ZhUJUTpCY3iyd2HUpbbOqGMW6X2UdyXNi2fXCEht5B1PGgZNDlJNfrJppIpi2KK7IzmJaXxZ/2HKGpbyjd1tBYlKOdvam2zprrGEYqp6V7ZJSn9x1F0y+vTOZs5pXkY7co/GHnQdqHRtANIxWQCoXpHx07rxDw+bApMssqi4kmVP6w8yDhWBzdMFA1nca+QTqHQpfd1pViGAZD/aM0Hru4jtC7GTNz4m3E6bJxy71zqJ1VzOM/e5Wt6w8RjVy9L/zI0BivPrufutnFuDxXbzdkYnIliJJISVU2BWVBlqydxoY/72XjM/vo6x55U1FgXTfYtfkEf/jpa3zgUzfh8ZkK6yYmU5lwKErT8W7TCs3ExORtR9N1XjvexB93HRovlzCIJVUyXA4eW70gXZ4higL3zKnjuy9t5UuPv0C2x01S03BaFIqDV+58t6OxjZ2N7fSHI5zo7scmy3znxa1kuBwsKi9kXmkBVTlBPnXTYn7/xgH2tHTgsFgYCEfwO208smIeXsf5BXmvJbIoct+cOl4/2cKvt+2jOidIptvJZ25Zwo827OBLf3gRv9OGqhlEEgnqC3L4zC1LUCSJo129/Pr1vehGKgMlnlQZHIvwwPzpFAS8COMimZ+6aTE/2LCdf3hiPQGnHU03GIsnqMnN5Au3Lsdrt7K6toz/3LqXz//2WfwOG8PRGNkeF5meKy9Dzg94+atVC/jZqzv56989R4Yr5f4xFkvy4eVzWFNbflntnLYMfXjhDJ7ad4wdDW24bBYi8SQxVeXRFfPI9romBFeuFYZh0Hyih9CQmXF4IczgxNuIIAhIskRxRRaPfflOMnO8/PnXrxMJX3nkFlKihrs2n6DxeBf180pN7QmTtw1BEFAUmaKyLD706VuYt7yKJ/9zK9s3HkVTrzwafppkQuXFx3eSWxjgng8tMe9pE5MpTF/XlVuImpiYmFwLZEliaVUxkigyOBZBEAQKA14WlhWS4Zr4cWNFdQmZHie7mzuIJVXKMgPMLMzljcY2CjNSk+3yrAAfW7lg0r6LK4ooDvrwjFvxarqOKApkuBzcM7suvZ0ggDr+gcYqy9w3t46a3CC7mjuIJJLket0sqSgi6Ham320cVgvvWzST6pzgecsiroRFFYUUBrx47bbx8QiUZwX4wq3LaOobIhSLk2O1ML+0gKL3+HijqY3OoRCSKJLrczOjICcd0JlXksr8aO5PiV7aFJnq3Ezml+anxTUlUWR2cR7/9MBadja10z44giSK5Hhd1BfkYFdkBEHg3jl1FGX4ONDWDUBNbiY1uZnMLMqlMHDG8aI8K8AHl8wm5yJOJaIgsHZ6JbV5Wexqaqc3FEaRJHJ9bmYX5SEKqevyl0vnUJ0dnLBvZU6QhxbMIM+fat+qyHxg8WzmlxWyt6WTUDSGy2alJOhnVmFuuuSlwO/lw8vnUBS8NtkuumZweE/zNReZfydhBieuEy63nfc8ugJBFPjTL7cSHbu6AEVoOMLuzSeonVl0zUU+TUwuB0kWmTa3hNzCDIrKs3jxj7sY7Bu96vbisSRP/3YbpdU51M8vRXyTP9gmJibXHl036GodoKdj6HoPxcTE5F2IKAgUZ/gpzrh09oMsSdQX5FBfkDNh+V2za9P/XZkTpDIneO6uLKsqmfD/l1aWsLSyZNJ25yIIAnX52Wkbz/Phslr40JLZ512n6wa9o2FGohcvmxMFgaDLybLzjEmWJFbVlLGqZuLybK+Lu2bVTtr+NH6nnZvqKi7a72myPC7umFlzwfWyJLGgrJAFZYUTlj84v37C/6/MDlKZPfn8n0vquvsozjh/sCDodvLRlfMnLT8dFJk4tpRwZ11e1qTtT1OU4eNjKxdcclyXSyQc49ThjmvW3jsRczZ7HXG4bNzzwSUM9o3y0p92X/UX533bG7jvL5fhy7h6pwYTkzeDIAgEsty87+NryCsO8tsfvEJX2+BVt9fZMsDv/n0T+SVBgtlvzkvaxMTk2pNMqJw41G6WdJiYmJi8BSR1jZcPn2LryYtbNVsVmXtn17GqtuxtGpnJm6H5ZM+b+oD3bsAMTlxn3D4HD3xkOc0nejh2oJVJvjqXQU/HEMcPtrFw1YWjoCYmbzWCIGCxyqy6Yya+DCc//ebztJzquer2Du5s5JUn9/Kej65AugzbKBMTk7ePWDTB0b2t13sYJiYmJu9ILJLEPbPrWDu98qLbCYKA6yzbS5Opy2kR6XAoer2HMqUx3/ivM4IgkF8c5I73LcDhvDpL0LFQjKP7Wk2HA5MpgaxIzFlSyUe+sI6cwsCld7gAmqqz/oldNB7tvIajMzExuRb0dg7T2TZwvYdhYmJi8o5EEATcditZHtdF/8l0O7FblOs9XJPLIDoWp/FYF4m4er2HMqUxgxNTAEEUmLO0iulzS69qf1XVaG/sIxI27dxMpgaiJDJ3WRUf/Zvbyc6/cjXs03R3DPLMf+0gHIqawTcTkynEsX2tVy3mbGJiYmJi8m5joDdE84nu6z2MKY8ZnJgieANOlq2bjtV2ddHP7vYhhvrD13hUJiZXj6xILFxdw50PL7rq+1rXDLa9cpjj+9uu8ehMTEyuFjWpcfJwB7Ho1Vthm5iYmJiYvFswDCOVcdhqZhxeCjM4MUWQJJGamUXkl1xaqfZ89HYOMTI4Zn5dNplSyLLE2vvnsvrOWcjy1T1uRkeivPjHXcTNiZCJyZSgv2eE1sZeDN38vTExefswrbVNTG5U1KTG8QNtZknHZWAKYk4hcgr8FFdm03Si+4pf+sKhGKMjkbdoZNcXXdMJj6aOb2w0RiySIB5LoiY1dF0HA0RZRJZEJFnCZrdgd1pxuKy4PHYcTiuCaP6oXy/cPgf3fXgpDUc7OXmV9kmH9zRzaHcLc5dVpv3BTUwuFzWpMTYaIxyKEoumnh/xWJJkQkXXDHRdR9cNBEFAkgREMfUssVhlrDYFi03G4bTicNmwO63vaoFWwzDo6Rii+0248ZiY3Ihoms5YKMrIUISx0WjqXSSuoqla+vkhyyKKVcbusOB02XD7HLh9DmRZetP9v9t/+QzDIBFXCQ2nzn8kHE89x+Mq6vg1EEUBSZaQZRFZkbA7rTjdNlxuOw63FUUxpz1vBk3VGQ1FGB2JEhmNEYsmSMSSqKqOrukgpD62pq6BhM2hpN7Hnam/BZtdede+wyWTGkfNLODLwvwrnUIoFpnKuny2vXyYWDR5RfsahsFA7yiapl+TH8HrhaEbJBIqkdEYbU19nDzcQWtDD/3dIUJDY4RDUaKRBPFokmQyNbEAkGQRSUr9GNnsFhyu1A+S2+cgO89PfmmQito88kuCOJxWFKuCaAYs3hYEQaCw7P9n777j5LiuO9H/bqXOYXLOM8AMZjDImSQAAmAQKRGUrECJkixZlmRJb2Xvrv3W7/O8tp/Wz/bu2pIlKzooWYmiRJFiAEgCIBGInAbAYHLOoXs6p6q6+0cDEEEABKqme7p65n4/pqyPiNt9p9FTde+pc88pxHs+vBHf+/uXEAlpz4DwzgZx+JWLaFpTCZvdnIZZMouBoqiIx2REwzFMjc1hoGsCw/3TmB73wT8XRtAXRiQcTwYoIsnghKKoyeCEklzYcjwHjiMQRB6SSYTJIsJkFmG1m2F3mOFwWZFb6EBJRR5Kq/JQUpELm8MMySRCFHkQjiyKxRelFJQCiqwgkVCQiMsIzIUx0j+D4weuwO8NaXxBIOiPwDuTuRZqHM/B7jCDX4B7JKUUsWgCkZC2uhyEI7DZzRAl4y7PqEoR8EegyFrayBIIIgeHy5q2eaUSpRRyQkE4FMPowAy6L4+gr2Mc0xM++DzJtUg4FEtuzBJv3xhzkEzJDZndYYYr14a8IheqG4qwbGU5KusLYbWZIZkETdcJnufALaGgKKUUibiCWDSOydE59HWMYaBrEpOjXsx5gsnPPxBFNJr43eZYVZPXboGHICb/sdrMsDvNsLuscOfaUFlXiJrGElTXF13bLEvg+Oy5ZiuKilAgAkVW7/pnCSFwuCy6rnfXr//xaAJBfwQD3ZPoaR/FUO8UPNMBBObCyWD/9YeFsnLzelzgIIoCzNZr63G7Ga4cG4orclFRW4C6plKUVObCbJEgStp+F4yOUgpFUSEnFMgJBZFQcj3SfWUEPRof0FEA8Vgio/dNALDYTDCZFy6wZNy73xJVvawYkknUHJwAAM+UPxm5NEhwguO4e470qyqF3xtCX8c4Lp7qQ9uJXkyOeREJxRGLJe6aSXL9IhCLJhAKRDE79bZ58BxMJgEWmwmFpW60rK9B64Za1K0ogTvPDo5bOjf8TCGEYOOORpw50oVjr1/R3DKXqhQXTvRhtH8GDS1li+pGxsxfNBLH+NAsBron0X5+EB0XhuCZCSAaTiAeS24e7oWqUqhq8s/GY/IdCz4mAxfCjeBFaWUe6leUobaxBCUVuSgsdcOVY8u6zYSqUoSDUfi8Ifi9IXimAxgbnMVw3zRG+qcxO+VHNBJHNByH1hOEsVgC3/z/nodkylxV+fwiJ/74f3wA5TUFaX8vqlIcfqUNP/3WQU3j7C4L/vDP3oNVm+rSNLP5i4Rj+If/9kvNraKXt1bgz//xqTTNKnXCoRiGe6fQdqoP5451Y6h3CpFQDNHou69FVJVCjStIxJOZWjMTPgAAIYBkFmG1mlBSmYvVW+qxZks9qhqK4XBZ7mlOgshDlHhENMYEsw2lFHOzIQz3TeHKuQG0nezD6OAMwsEYopH4XTflqkIRV+QbqfN+79syigkgmUSYLSIcTgsaWsqxdlsDahtLUFqVnxVP9afGvPjGX/0GY4N3r1tgtkj4b//wEVQvK9b0HqqiYnbKj96OcZx/qxuXzwwkr/3h5Hr8buu3G+vxSOKWlpm8wCWD/TYTSqvysXJDDVZuqEHNsmI43FbDf/638/aMHr83hLnZICZH5zDcN4WRgRmMD80iHIwiGkkgGtYWrKYqxcmDVzPetvupz+/ErifWQhAXZn/JghMGU1yeo3vx5p8LQzXQGWCTRXzX4xSUUlCVwucN4eQbHXjrtSvouDiEgC+1/X9VRUUkHEckHIdnOoCOi8N45RensGxlOTZsX477HmpBboETvM6aCMy9yclz4JEPbsDVC0PwTGuPAk+Pz+HcsW7UNpYs2AWSMSZKKVSVIjAXRtvpPpw53IWrFwYxPuy5pydK83V98XU9eDE54sX5t3rAcQS5BQ5U1BWhdnkxVqytwrKV5XC6rRBEIePZWpRSgCafvl1/suPzhjA2OIPRwVmMDc5gamwOs5N+zEz64fMGbzwNm/+bI+NFmymlkDU97Z/HewEIB6OYHPVqGhcJJVPVjUxVKWan/Jp/tsJSd5pmNH+UUkTCcXReHMbB315A26leTI/PaQ7C3f61gVgkgVgkAe9sEO3nh/DyL06hdUMNHnhPK1ZtqoPNYX7XjZkoCRkN7KUTpRSKrGJm0oeTh67izJEudF4aQWAuxUeVr2UCxKMJ+L1hjA7O4si+Sygqz0HLumpse6gFzWurYbFJhn1oJSdUzE7e2++eIPIY7p++p+AEpRSqomJ6wofjB9px/EA7etrHNGd+3Y0iqwgHYwgHY5iZ9KPtVB9cuTasWFOFTTsbsXFHE1xuq+EC+9fXHIqsQFFURMNxTIx4MDqQvHdOjHgwM+HH7JQfnil/Sq/h1/cvmRQKRkG1PlWcBxacMBiTRYIzx4qZSZ/msbFowlAFMS1W6Y7BCUopIqEYzr3Vg5d+fgLdl0cRCixcK9RQMIrzx3tw9eIQjuy7hEc+uBGbdjTCmZOdkdtsQDiCFWuq0LiqEscPtusqpnf6cCce+dAGuHPtaZghkw0opZi9tqh57Tfn0Ht1DCF/xBCBWVWlmLm2sW871YvXfnMW+cUurN5cj1WbalG9rBh5hc4Fr1kRCcUw5wkhMBeCdyaIkf5pDPcl/0lmmMQRu1aLwwifI8MsJDmhoL9rAvuePY2TB6/COxNI++/B3GwQR/ZfxoWTvVh33zI89uFNaGgpu2OKu2QSYVqEwQlVUTE+4sGJg1fxxksXMdI/jegCbsQURcXY4Cwmhj04fbgLK9ZUYvfedVi5oQZWuymr14OqSjHcN33XP5fMVgni9OFOvPLMKQx2Ty7oZtjnCeH4wXa0nerDsVev4KH3r8OarQ0Z//xlWYHPE0pmRHhCmBjxYKhvCsN905gY9iSzeaLJI6L3mp3J3BsWnDAYXuDgzNF3JjMeS6Qkyp8qZqsJHLl1Ea6qyZvBcz86hsMvX0TQv3BBiXeKhuO4emEIfR3jOHu0Cx/8zAOoWV6ypAvepZPVbsaOx1fhwslehHUEo0YHZ9BxYQibdjZl9aKB0e76Gf6LJ3rx25+eQNupXiTixl0QKLIKvzcMvzeMvqvjeOnnJ7CspRxrttRj84MrUFFXsGD1gY6+dhmvPHMKE8Me+DwhFoBgGFx/SBLHgRfO4YUfv4WRwRnNRw7n+/5+bxiHfnsBl0/347GPbMIjH9oI523S203m5BGyxYJSilAgirdev4J9vzyNzrbhjF6XVJXCOxPAsdeuoO1UH7btacHjH92M6mXF4LK0jhBVVQz3ToFSesf5y7KCvo5xPPtvh3HqzQ7EdBwpTwkKhAJRnD7cifbzg3jwvavxxMe3oaQyL2MZhxPDHvzo66+hp30Ms5M+1mVjAbHghMEQQmAy67sBJeIyjBSdMFukWy4qibiMS6f78dNvH0THxaEFScG+F7FoAkf3X8JI/zQ+8rmd2LSzcdGmUGbaijVVWL6yHOff6tE8NuiL4OLJPqx/YHlWF35ltKEqxcSoFy/+9DgOvXgBc7PZ1zY5Fkng0ul+dLYN4+QbHfjT//khlFXpax2t1ejALLovj7KnOwxzDaUUo4Oz+NW/H8bR/ZdvORu/0KYnfPjF995Ab8c4PvzZHahZXnzT0QKTWdC9NjQaWVbQ3zmBF378Fo4fakcogw+obifgi+C1587i6oUhvO/prXjgkZWwOd/92I0RUQpMjnoRiyZgtki3/PtYJI5jr1/BL//1MIZ6J1N3hG+eQoEo9j17Gv2dE/jYl3ahZV1NRo7yBv0RdLYNY2psbsHfe6ljwQmDIYTMo0q3sS6c7zzWIcsKjr12GT/46quaz6ouBFWl6OsYx3f+/98iGIhgNfe5sgAAIABJREFU9xNrDV0xPVu5cmzYuL0RF0/0an5SoigqetpH4Z0OoKDEuOeXmdRRFRXdV0bxw6/tR9vpfsMENPWKx2QUleVkTdcChllMrgc1B7sn8a//62WcPdqd4Rn9TiQcx5F9lzAz4cPv/8nDWLm+BiDXH1pJt91gZhNKKRIJBScOtOOn3zqAod5pwwaZFUXFYM8kvvf3L2KwZxIf/MwDyCt0Zl2AIuCLYHp8DhW1hTf975FwDPt+eRq/+N4b8HmMV2U1EVdw+ewAvvWVF/DJP34YW3eteNcadsziwnLXDSfZgkYPySwky0IbhNn6u8yJeEzGwRfO4/tf3W/IwMTbeaYD+Mk/H8Crvz6DeJylcaUaL3BY3lquO7gw2D2J8WGPYRc1TOrIsoLzx3vwz3/9G1w40Zf1gQkgGbTdtKMRdgdricswC41SoP38IL7+l8/h/HHt2XsLoaNtGN/6ygs4faTzxnrQZBFhtmZvcIJSiqA/gmf/7TC+93cvYbBnKivu4bFIAq88cwr/9Be/Rm/7WNYdiQsFIph4x5o7Eo7h+R+/hZ9955AhAxNvN9w3je//wz6cOHR1wYoZM5nHghMGQ1WKhM5zTSaTaKTYxI3MCUVWcOrNDvzwa69iajQ70qNmp/z42bcP4eyRLt3BIub2CCGoaihOVpDW8X0N+JI9txfDRpW5M1VRceXsAL79N79FT/tYVixk70VFXSFa1lcbrho5wyx2lFL0Xh3D9/7uJVy9MGSYNPZ3oirFYE8ys+PiyT5QSiGZRFhspkxPTTefJ4SffPMAnvneG5id8md6Opok4jLOHOnCd//uRfRcGc2qe1EwEMXkiPfGnOOxBF779Vk8+++HU98NJU1GB2fwg6/uR2fbcKanwiwQtjoyGFWliEb0Vck1mY3Vo9lsTVbabb8whJ9884Cu9pGZNDvlx0+/fRADXRNZdTPKBharhJZ11bqrj3dcGErWWGEWJUop+jsn8MOvvYrRgZlMTydlRJHH6s11yC92ZXoqDLOkUEox1DuFf/vfr6CnfTTT07knI33JTVnHxWEAFHanJeuKdVOaLDT5o6+/hv3PnjF8m9x3035uEN/+mxeSgS01Ox6OJGIyJoY9kBMKVJXi5Bsd+MX33jBcnY+7Ge6bwk+/dRAzkz62Hl8C2IF6g1EUFXOz+tKsHDlWQ/VmNlslzE758fPvHMJgz+S8X0+UBFjtJkiSAEESgGvnFyOhZM/kdFyw+jvH8fyPjuGzf/447E5Lyl9/qSKEoHFVBUwWSddipa9zHJFwPKufJDF35p8L45l/eQNdl0bS8vqSSYDFKkEyi+AFHhxHQFUKOaEgHpcRDsbSEvxy5lixZdcKQ12nGWYp8HlDeOZf3sTFk70p78hBSLITldkiQTQJAAUSCRnxqIxwMKo7+5JSip4ro/jJtw7gi3/xPjjdVvACl1XZnAFfGD/79kG8/vw53VnBd0QAi0WCxWaCKAnJz0ZWIScURMIxhEOxlP5dqypFx8Vh/PBrr+ILf/E+VNUXpe7F02h8eBaRcAye6QB+8d1DKXlQaDKLNz53UeShqhSJuIxwKIZIOLWfO5A8jnX5TD9e/vlJfPizO2DK8vorzLtjwQmDCfkjCAf1RTQLil3gBWMsegWRRzgYxb5nTuHSqT5QDef0OI7A4bLCnW9HdUMRahtLUVKRC3eeHSaLCJ7nbjw9UBQ1eUEMxjAx4sFA9yS6Lo9ganQO/rnQvFP/FVnFW6+3Y822BjzwyErwrENEyhRX5KKg2Am/V3swzu8NY3xoFrkFjjTMjMmkRELGsVcv4/Q8j1RxPAe70wyn24by6nxU1BWitDIXuYVO2BxmiKIAQeRAOA4cIaA0We9HUVTEYzJCgQi80wFMjHgxMerF2OAMfJ4QIqE4IuGYrs4XrZvqUFa9MB063q68Oh/r7muAnJj/poZSiunxOQz3TWsax3EE9c1lGS0E6s6zw2JlAc2lJh5LYN8vT+P4gSvz3jRdD0TkFTpR31yGZS1lKK3Mg8NthSAKN9ZgqqxClhVEwnF4pv0Y6Z9B79UxjPRNY84T1LRxbjvZix9+7VWQa9epbBGLJvDcD4/h9d/MPzBhtohw5thQXJaDmsYSVNYVorDUDavdDMkkgOO5G0FmRUlulEPBKKbH5jDQPYn+jnGMj3gQmAvPO3vjyrkB/Mc/H8Af/tl7UFDiMlTG8u2MDc5isHsK+589jYEubQ8KeYGD021FToEDdY2lqG0sQWGpG65cGyRJSAb3eQJKk+vlRFxG0B/B+NAs+jrH0XNlDDMTPgR84XnX64jHZLz8zCms3lKP1o2183qte2FzWLByQy3mZoMpeb1oOIbuK6OaW5LmFzlR1VCckjnoVVSWs6DfcxacMJiJUa+uJ3YcT5CT78hYP+B3UlWKV35xCmNDs0jc4yKekOR57JXra7DuvmVYtrL8Rhojx3Mg16pW3w6lFKpKocgqIuEY+q6O4cShqzh7tBtjgzPz6rAaCkbx2nNn0bqxFnmFTv0vxNzEYjWhrqkUvVfHNY+NReMY7JlE87rq1E+MyajpcR/2PXsakVBM13jCEVTWFWLlhhqs3lyHhuZyOHOsN64j99Kz/voGQFUpVEW98VRoesKH4d4p9HdNYLB7EiP905gYubdrttkqYeP2RtjsC18Ic8djq3Dfwy0peS05oeDlX5zE9/9xv6ZxoiTg6S/txsoNNSmZhx7z64bFZCNVVdF+fhCvPHMKkZC+I7PXOVwWtGyowZZdK7BqYx1cuTYIAnejfsztriuU0uSGWVWhJFR4pv1oO9WHc2/14NLp/nva+CTiCo7su3Sthld2ZE3ICQXHXr2Mfb88jUhY/+duc5jRtKYKa7bUYeWGWpRW5UG8FgS6vt690+cO4Ma6MB5PYKR/BheP9+DssW50XRrRHaRQZBUnDrajqMyNj35hF6wGz+AcG5rFD7+2Hz3tY/cc8OcFDjXLS7BqYy3WbmtA3YpSmC3Stc/9HtbjigpZVhEKRtFxYQgn37iKc0e7MTM5v3ojPk8Ir/76LFasqUp7e9Gy6jz8X3+1N2UBwaGeSfyP//QTTE/47nkMxxGs2lKPL/33J1IyB70EkV/QI2XsLm0wA50TmqNqAOBwWeFwWgwTwVUVFR33WLyG4zmUVeVh5+OrsfnBJpRV50PSWIuAEAKeJ+B5DpJJwJqtDWheV43de9fitefO4ci+S/OKfna2jeD0m514+PfWG+YzznYmi4j6FWV49ddnNY+NRRMYHZgBpZT9fSwilFKceqMDQz1TmscSAhSX52L33rXYursZpVX5kEz6bnHXv1PXrylAMo3V7rSgZlkx7nt4JcKBKGamfJgY9uDKuUFcPtOPiREvgv7IbbMqapYVo2l1ZUYKYQoin7KFXEKQIep5LZI8TpPt7RCZ7DI76cev/v0Ipsb0F+M2mUU0rqrAez+2BS3ra+DKsd3zWEIICE/A8RxEESitykdJZR7ue2Qlui+N4PXfnMOZI13w36U4oapSIEs6RVBK0X5+ED/91kHd6y6b3YzVW+qw58l1WLayHO48u6Z7/Tuv4ZJJQGNrBZY1l+HB963BhRO92P+rM+i6NKLrgaCcUHDg+fOoXV6CHY+tMnSB43hMxpVzg/f0Z0VJQFV9IfY8uQ5rtzWguCIXgsaMYUIIeIEHL/AwmUVs2bUCa7bWo7d9DC8/cwrHD7QjOo+A1YXjPbh8dgCrNtWmdf3HcRxM5tT9vUomfXUBeZ5bcvdNFpwwkERcRn/3hK72lYUlyTSrbGO2SNi0sxFPfvI+1CwvhigJKbvYSKbk5rekIg8NzWX42XcOYXx4VldaZyQUxfGD7bjv4RZWeyJFeJ5DYVkOTGZR8xMMRVYxPT6HeEyGyayvqCZjPEF/FKfe7ND8feA4goaWcnzyyw9hxdoqSKbUXUfu9H52lwV2lwWVdUVYs7UB0XAcfR1jOH+8Fx0XhzDQPXmjGrooCWjdWIuCElYIk2EWiqKoOPzKpXvemN2O1W7GnifXYu8ntqGgxJ2Sp4eEENjsZqzaXI9lKyvw5itteO4HRzE6MD2vLE+j8M4E8cy/vImxIX3FjKsaivDE01uxdXczHG5LSmv0cDyHghI3dr53NVrWV+OF/ziOAy+c19W5Ys4TxPP/8Rbqm8tQUVuQ9Q9K7C4Ldj62Co89tRllVfngBS4lPxMhBBarCc3rqlFeU4CaZcV47ofH4J3RV/vCMxPA8QNX0LiqYslt2pcKFpwwkIkRDwa7JzXVZ7iutDIPOfnZdf7e4bLgA59+AI9+cAMcbmtaLuyEENidFux872q4cmz4/j/uw0C39uKclAI97WPovTqG1o3pjdYuFYQQuHJtcOXadD3V8s4G4Z8Lo4B1PlgUKKUY7J7ASL+2WgYA0NBSji/99ydQ21S64EfbOI7AZBZhMotYs7UBqzbXwzPlx1DvFM4f78G5Y92QEwq27m5mhTAZZoFQSjHSP41DL17QfUTMnWfHBz51Px790AZY7eaU3vcJISAkeWzh4fevQ82yInz/H/fjyrkBw7Y4vRexaAL7nz2Ny2f6NQdaBIHHqs21+OgXdqFxVWVar+WCwKOkIg9Pf2k3ymsK8LPvHMSs1iMH19aF+549jae/uAvWDBzZS5WSilx88DPbsf09rbDYTGlbj7vz7Nj7iW1w5drwo396FbNT2gMUVKU4d6wbj31k86IICjG3Yislg1BVFb1XxzEx4tU8VpR4lNcWwGzNnghiTr4Dn/jyQ3jvRzfDmWNL+8VFEHis2VqPp/7oQeTk23W9hnc6gPZzg6yFZQo53Va4c/X9fQTmIggFIimeEZMpVKUY7JmEd1pbGrDVZsL7P3UfahtLDFFzh+MI8otdWLO1Hh/74i78v19/Gl/870+gsr4w01NjmCUjHpPx1utXMNA1oWu81W7G3k9sw6Mf2gCbI71HZnmBx/LWSvzhn70HK1ZXZe1mi1KK3qvJzbqe7LdNOxvxuT9/LxpXVSzYtdxqN2H33rX46B89qOsBn6qoOLr/Eno7tNfOMorSqjx8+r8+igfftyblQbjbESUBDzzSig98+gHYHPoCOmODs+i+PLIoMo2YW7HghEEEfBEcP9CuK8Jvc1iwvLUia25oNocZH/7sDjz8exsWNNIsSgI27WzCox/aCLNF+1EASikunelHKKjvKQxzK1eODe48fceRAr5w1vXqZu4sFksWLJNlbV0wVm+px6pNdYY780sIgdkioaQiF60ba1n6KcMsoMlRLw69eEFXxx/JJGD3E2vw+FObYXMszDFOjiOoW1GGT//po6huyI4Wle8Ujybw/I+Pac6EJBzB2m0N+OQfP4yK2oIFzTAjJJn5tuuJtXji41t11SmanQpcK/yZfWvDwlI3fv+PH8aWB1cs6BFZs1XCwx9Yj617mnUdlVJViosne6FmUVtd5t4ZazW3hPVcGUXbyV5dY4vKctDQXJbiGaWHKAl45IMb8OD7VusrqjZPJrOIh96/HnVNpbrGD/VMwZuCHtFMksVmgsNtBXTE1UKBaLIdG7MoxKMyJke1ZY5JJgErN9RktD0lwzDGQinF6Tc7dBfBbFpThSc+vhVW+8J2YeA4gmUt5Xj/p+7LutpWlFJcPNmHtlP9msdW1RfiY1/YhbLqvDTM7N5IJgG7967Fxu2NmrM2VEVF28ledLWNZFWrV4tVwvt//35s2L78RgvchWS1m/HYRzahqCxH1/jeq+MIBdgDqsWIBScyjFIKnzeEl3528q7Vmu9kzdZ63alRC4kQguZ11Xji49syupnIL3Jhz5PrIOi4GIeCUfRcGU3DrJYmjiNwuq26IuexaALhYDSrFgPMnSUSsubK7la7+dqTtuzIGmMYJv080wGceqMDsYj2VpFOtxV7P74NxeW5GclG5XkOmx9cgW17mrMmG5ZSisBcGAdeOA+fR9s13OYw48lP3oflqyoyWpOHEIK8Qiee+MQ25OuoYzU75cfpw52IRubXrnah8AKHrXuasfO9qzOa1VfdUITt72kFx2v/rs/NBtGv89gWY2wsOJFhibiMN1+6iIunepOtojSyO81Yvaku7f1+U8GVa8Pej29FfpEzo/PgeILm9TWoXlaseaycUDDYq73NIXNnDrcVvMZWVdcFfBFdabuM8aiKqnlhJ0o87AuUds0wjPFRlaKzbRh9ndprAHA8hw07GtGyvjqjx8RsDjMeev86FJXre6KcCd2XR3H2aJemGgCEABt3NGLj9kbDBGKWtZRh084mzeMoBU692YHpcV8aZpV6pVV51x4UZvb+KZlErH9gOQqK3ZrHhkMxjA5oL6DNGB8LTmSQqlJcON6LX33/CMJ66hiQ5HnrmsYSw1zY74gAW3Y1oWV9TcbnSghBUakbLetrNC9A5ISCscEZKBrPxTN35nTbIOhcCAb9kayubM78jqpSJOIaf68oQPX0BmYYZlGKRuK4dLofQR31iHLy7Nizd13Gj1QQkmyNvHpTXUpal6abnFDwxssXNafY5xW58PD718OVq6/uVDqIkoDtj7bqmtPkqBcXdR7PXkiEAA++dw1qlhUbYj1e21iCmuXF0DqVWCSB8SEPqzuxCBn/qrdIybKCS6f78KNvvIapcX3nIp1uKx54tDXjkc97UVDsxo7HVi/4Gc47ESUBTasrYdNRkHPOE4LPq+8IDnMrh8ui+7xjNBwHVdmNaTEgHNGcARaLJTQfBWEYZvHyz4Vx6XSfrrHN66rQ0KyvHlWqiZKAB97TClsW1J4YG5xB+/lBTWM4jqBlXTUaVxurmDshBOW1BWheW615bCKu4OLJPsgJYz+8qm4oxpZdKzJSZ+J2zBYJTaurIEraipFSSjE9MZeVhUiZd2eMb+YSQimFqqg49UYHvvWVF9DbPga9D/6Wr6zA2m0Nhrqw3w7hCJa3lhuuo0h9cxnsTu3BiUgwioCPBSdSxWIz6T5rGo3EobKaE4sCz3Ow2LSdfQ0HYxjsmYLKAlQMwwDo75rA+LBH8zhe4HD/wysN1ZK9uqEYdU0lmZ7Gu6KU4uzRbsxO+jWNs9hM2P6eVpjMxvm8r3O6rWjdVAtJY/cKSimG+6Z0ff8WCi9wWP/AMpRW5RlqPd64qkJzcAIAfJ4QIuHsqPPB3DsWnFhAqkoxOerFz797CN/5m99iaB61C5w5NrzvY1tgtRkjE+HdWKwStu5qXtA2Rfcir8CB3ELt9S+ikTirEJxCgsjr6tYBJItiUh21WoxIoTJmYgOYiHRhItIFX2ISKjX2E5hUEiUBuRr7zMsJBeeP98AzFWCFURlmiaOUou1kL2JR7YUwq+qLUL3cWEdk7U4z1m1rMHTB37nZIC6c0P6ZVzcUo96gXeYIIWhsrYDTrb1w+8yED71Xxwx7P8rJd2DTjiaIovZAQDoVlrp1HaUJ+iO6ft8ZYzPWt3ORul7J+PThTuz75WlcOTc4rwuXIPLY/cQaNK+vNtSN9E6KSnPQvK4609O4BSfwKKvKx5WzA5rGRcPJLhFMaggir3vxpcjqLQW4VCpjJjaEyWgXIrIfAifBKRahxNIIK+827O9MXAnj1OwvMRPtgzc+hibXTmwv/EOY+Ftv2CpVEEjMwCI4IXELk/YbVyKIqH64xKK0vL7JLKK4PFfzuCtnB3D2WBf2PLnOsH+3DMOkXzSSQH/XBBRZWyYVIQRNqytRWOwy1DVElATUN5fBnWeHx4AtzCmlmBqdQ9flEc1j12yt17X5XyhV9UXIybNjZkJbgctwMIbB7knICUVXJkC6VdYVoqHFeEEhs0VCcXkuxgZnNY0LsODEomS835xFgFIKRVER9EUwM+nH+be6ceLQVQx2T6bkifuylnI8/tTmjLb/0aJ5fXXGC0zdDkeA/GLtmRPxuIyojhZlzO2JAq97QfjOTh1h2YcL3hfQFTgKAOCJCEpVqFCwyv0YVuU8DqI3TSPNTLwd2ws/g5Dswevj33jXPxtWfDg2/SOsy92LIkvDgsxvMHweI6E27Cz+fFpeXzKJqKgrgCjxmgpjygkFz/3gKEor87FibVVWFJBjGCb1Jkc8mo8XAIDVZsLy1gqIJuMtiUsq8lBY6jZkcEJVKPq7xuH3hjSNszstaGgpM+Tm/TqTRURZTT66dbSOH+6bQjgUg8uAP9/qzXUQdHZHSydB5JGnJ5M5nICstZA2Y3jG+83JUpRShIMxTI15MTo4i5G+abRfGET35VH4vSFdbUJvJ6/Qiaf+aCeKKzLTg1srUeLRtLrSUOc4ryOEwJ1r1zxOVVTWrSOFksc69H2Xk8Uwk79bshrDee8LaJt7Gcsd96M15zG4xRLE1Qgmo93IlcoNG5gAAI5wsAk54IkAgXv341oheRbD4TasynlsQeamUgVj4XbMJdLXU5yQ5NOqvEInJka8msYO9k7hu3/3Iv7gvzyCVZvqMtoGkGGYzBgbmtW1ibe7LKhfUWbINVVekROlVfnovDRiuCOMckK+lgmsbVxhiRslFcaqeXA75dUFusYN9U0hEorBlWOcLiRAMuDStKYKxIDHhASBhzNHeyaNnJBZt45FaMkFJ+IxGSP905qqwlOa3JDKsgI5oSAWlREKRBD0ReCfC2Nmwofp8Tl4Z4Pwz4Xh84YQDkRTFpC4zpVjw0c+vxOtG+sMf1G/LrfAidLKPGOemSSA1aG9IKaiqJA1po0yd0bf9p9aEY4DQEApxUxsEFd9h1BpXY2tBZ+AmU8GngROQo19/Y0xiprARLQLXf4j8CUmIXAmVFpbUe/YBgvvBEAxHL6Edt8BtLj3YDB0DjOxZCXyStsaNDl3wMwnayMoVMZUtAdd/qPwJSagQoGNz0WtfQOqbGvBExFjkXYcnf4B9hR/Gbmm8hvzaJvbh8lIFzblfwROsfDunxOlmIr1osP3BiainQjJHhye+tcbcym3rsT63PeDEA4xJYTe4EkMhS4gosyBgEeBuQaNzp3IlcpACIfJaC/OzP4KK90PYSLSiYloN1SqoNS6Ak3OnXCI+YirEfQE3sJQ6CIGQ+eg0ASeG/7LG3O6v/BTyJOqUnI9IoSgqr4IVfVFmBz1alvwUqC3fQzf/MoLeOSDG7D90VbkFTpZkIJhlghZVjA2OKvryGV+kRMlldqPlC0EnudQWVcISRIMl74eDETRoyOzoKDUhcISVxpmlFrFFfq+E9PjPvi9IV3HFNOpvDofeYUOQ+4fOJ7oqqEnyyoUVhB70VlywYmhvin8l499V8dIev3/kv+f0mTnDTX5D1VvPfueSharhMee2oTde9dClIyXknUneUVOFBQb9SZEIOlIu1MVlUVqU0hOKLp/d66n8FOomIr2Iqx40OTaeds6DdcNhs7hyPT34RSLUGiuQ1QJ4oL3RUzHBrG14GmYORvCig9dgaOYS4zBJRYh31QNb3wUp2Z+AVmNYW3uXvBEwGxsEK9P/DNsfC6KLPVQqAx/YhKT0R6UW1eCJyIiih/D4TbE1Zs7vPjiE5iMdkNW770NFk8EuKUSxNQgxiOdKLE0wiUWAwBypHJcrywalGfQHTgKE2dDgakWcTWKTv9hTEf7sKfky7AJOYgpQfQFT8KXGIdTLESeqRL+xDTOe15AWPbi/oJPgYDAxNmQb6rCVLQXCk2g2rbuxnzMnLYClndjtkrYuLMJF0/2IRrRXoF7dGAGP/76a7hwvBe7967F2m0NcLgshlyMMQyTOvFoAhOjHl33koq6Qs1tjBdSWXU+RIk3XHBipH8avjltnct4gUNxea7mThiZkJOnPbMWSK5pZqeMdwynvKYADpcx63wQjug65qPISsofBDOZt+SCE1SliISyqyeu3WXBEx/fhiee3po1dSaAZJp2YYkbbp0X+HQjBLoWJJSCXQxTSE7IutNVeZ4DIckimL7EBCTOCrdYesfjG1EliPPe38IpFmJX8RfhEAqgQkaX/yjemv4xSi2NaHRuBwAk1AjypCo8UPhpmHgrokoIL47+LYZC57HC9SBsQi688VFElQC25H8MtfaNIOAQVyNQIae8UCUhBPmmauSbqtHtP4pO/xE0OO5DmXXFLX82RyrHzqLPw8q7wHMSVCrD5S3G0anvIyzPwSbkXPsZo3CIhdhR+FnYxVzE1SheH/8GRiPtCMgzcEslqHNsRlQJYjxyFXE1hjW570vpz/XOn3HdtgYcai7F5TMDul4jHpNx9mgXOtuG0bS6Eg88uhKrNtfDnWczXIVyhmFSIxaVMTk6p2tsZV0ROAMHMMuq8yGZRADGKsQ90j+DmMY2jpIkoKw6PysCxnaXBRzPaX4YRSnVVfsknTiOoLymwLAd/ggh+tbjKtWbeMsYGFupGZwr14bHP7oZT35ym2EvKnciiDwKS93gDVh857osuD8ueomEort7jWgSQAgBBYVM4+CJBI7c+fvmjY8iIE+j2bUHDqEAhBDwEFFqXQGrkIPh8MUbwQmO8KhzbLqRhWHm7ciRyjEZ7UTiWrZDjlQOE2fDxbmXEFfDKLU0wSkWgSPJpxOZaidGwEHiLNeySeaQUGMIJmaQoFHI9ObFZK1tA6xCDgACibMg11SBmfjgLZkeCyWv0Ik9e9ehr2Mc4aD+QHLQH8GZI124fHYA9StKsXV3M1ZvqUd5db6hn5IyDKNdPJbA1Ji2WjXXldfkG/Ic/nVOtxV2l8VQRTEppRgfmtWczXF9XWh01zfLJpOAiMYADKUUnmljBSdMFhGFpW521JHJCiw4YVCEIyivLsCHPrsd23Y3w5JlgQkAEEQBhWU5mZ4GY3ByXH9wwmwRQTgCAgIzZ0dcDSNB77yhjSlBqFS9paWoibNC4swIyZ63BeEJbPzNZ0Z5Itw01zxTJXYVfxGX517FqdlnYOYdKLe0oMX9CFxiIfCuBTjTE7iglGI82omznl8jJM/Cwrth4mwIydcX7je/r03IuSnThCMCQClohh5HCCKPLbtW4MKJXhze16a5LeDzTj9bAAAgAElEQVTbUZrMlLt0uh9XLwyhvDofLeursXV3M2qWl8DuslzLvjHuxoRhmLsLB2Pw6Eilt9hMhs3uvE4QeeQVODHUM5XpqdwQCccxOeq9pWPW3QgCj9wC7V0ZMoHjCARJADQHJwDvbDBNs9LHbJGQX2TUI9YMczMWnDAgURKwcn01fu8z27FyfQ14ITsjnYLAoYBdDJm7iEUTuo91mCwSOI6AIzxyTGVQrxWoLDBV3/bPC5wEAoIEvTk9VqEJKFSGibfdFE4g5N1/93gioNTShHxTNeYS4+j2H0VP8DgCiWnsKPrctWKVyVd852Y/oUbSEgCIqxGc9zwPb2wEDxZ/AXlSBQjhMRA6h/7QqVv+/N1+xkywuyzY+8ltGBmYRvdl7QXXbkdOKBjonsRw/zSO7L+M5SvLsWlnExpXV6L8Rto0wzDZyOcNQk7Imse5cm0wmUVDByh5gUNOfmrr+8xX0BeBd0b7BlyWFXRcHMLEiCcNs0qtmQmfvvpilCJmsHbzJrOkq1Unw2QCC04YCMcTFJflYs+Ta/HgE2uRX+QyZpeLe8QLvOGfSDCZ5/eGdHc/sdrM4DgOHOFQaKpDjlSGy3P7UWxeBrdUCg48AAqFyskAhlQGM+/ARKQLMWf4Wl0ICk9sBEHZgxr7Rk3vr6gJgAASZ0WRuR55UiUEzozznt8gqgZg5h0QORMIOAQS0yg2LwMARNUgZmKDoFTfz80RASoUKDQOSulNC+uYGoA/MYlcUwVKLStACIGixuGJDel6LwDgwIEQHgqNQaVyMrsijQghqGsswdNf2o3v/u2LGBuaTVmiiSKr8HlCOPVmJ84e7UZpVR6Wt1Zg/f3L0by2Cg63FdK140IMw2QHvzesqxaUO88Os8XYgUmB55GTb6y1VDgUQ8Cn/ehfwBfBt77yQhpmZBwUyWNGRiKZBF2tOhkmE1hwwiDyCp1YubEGj31kM+pXlGZV4cs74XkOdqf2Vp3M0uKfC0ORFV1jHS4LOD65iXRLJWjNeQwnZ36O18a/juXOB+CSiiGrMXjiI6i1b0S+qQaNzu047/0tzntfQKmlCTE1hMtz+2EXclFn36Tp/ftCp5OBAKkcImdGRAlgLNKOHFM5RJL87juEfOSaKtE29zIEzgSeCBgKnYc/MQWJ+91iISL7EFECCCs+xNUIIoofs7FBmHknrIL7RmtUAHCIBZA4Czr8bwBI1piwCC7km6pg4uywC3nwxEbQHzwFM+/AZLQH/aEz4HUGFQTOBLdYgvFIJ674DiBHKoVKFRSZG961M8p88AKPNVvr8ckvP4SffvsgBrsnU/4eiqJiuG8aowMzOHnoKorKc7H+/mVYtbEWVQ1FcOfaDX0WnWGYJP9cWFenDofTAlEydnCC4wlsOtqep1M0EkdIR9vWJYEmCzMbiSDxhvsOMcydsOBEBvECB3euHRu2L8f9j6xE06rKrKwtcScmiwjTIgiyMOlDKYXPG9JVV4AXONgc5htPuDkiYIXzQVh5J9p9B3HW82vE1ShEzgSXWIJq2zoQEDS7d4PnRLT7DqDd9zo4wqPYvAxbCz4Ot1SafG3Cw8TZwOHmIw8CJ0HkLDdqNBAQ9ASOw5+YAgEBTwQUmGuwKe/DsArJuhYuqRj3FXwS5zzP4fWJb8DM21FqXoGV7kcwFDp/41hFZ+AwuvzHEFNDCCZmEJI9ODj5HUicBa3uR9Ho2nFjHjlSGbbkfwyX5vZhKHQRImdBo3N7MjjB27A2dy/Oep7D4al/h8CZkCuVY5X7MZzz/gbkWsFQjvAw8bZr2SVv+xmJCImz3PSzc4RHs3sPgvIsTs78HBzhYeYdeLjkT9IWnAAAURSwbU8L3Pl2/OSfD+DqhUEk4voCWe9GVSkCvggCvlH0XBnFSz87geWtFWjdWIsNDyy/0fqOELCMCoYxIL83pKt2kcVmgmjwArkcx8FqN87GklKKaDiGUIAFJ+4kETdWcMJiNelq1ckwmcC+qQuMEMDhtqKsOh8t62qw+cEmVNYV3rTJWiwsVlNWH0th0o/S5KZQa1EtIPn9stikm35vBE5CrX0TyiwtiKthqFQBIRxEzgQznzxvKXIWNLt2o9a2EQkaBQEPM2+DibMnO39QiirrGjxV/Q9wCAU3vefanCfQ6n4UNiFZKLPatg7F5mWQaQwqVZMbfs4GM2+/EXTgiYg6+0aUmJffeD/LtVoUTa6dN9p6LnPcj0rrmtv/rMLNZ0UFzoQW10OotW+EQhMg4G7KrCixNGF3cTniaggAYOLsEDkzKqytN96vyFyPp6r+EQ4x/6bXbnLtQp1jC2z8zcVs3WIpthd9FjElAAoKnog3XiudeIFDy9pq/Ke/fhIv/OQ43nz5InyeUFrfM+BLdvq4dLof+355Gi0barBtdzNqm0qQW+AAxxmvTgfDLGVBf1RX7SKLVQJv9OAET2C1G+vBVTgYQyyirVDkUpKpTl13YrGaFt0eg1m8WHAizQhHwPMcrHYTqhuKsby1HCvWVmP5ynK48+yL+mIhCPyi/vmY+YuE4gjM6WtZaXdZYLvN0ySO8LAITlhw5+JPPBFhF/Nu++8IIZB4KyT+1vOZVuHmFmgCJ8HO3f51bp6TcNv3M73tPayC+5bXvxMCAoGT4OQK7/B+HKyCC1bcXJDWJRXd+O8iZ0auqfyWsRbecS148o73JOSO/y7dOJ5DWXU+PvWfH0brxhq88JPjuHJ2YF6dPO5FLJrA2NAsxoZmcWRfG5avrMDGHY3YtLMJRdfasrFrHMNkXjyW0FVg2GyVIBi86DghBCYD1cVQVYpwKKbrGM1SYbTPxujZQQzzdiw4kSKEEIgSD5NZhNVuhtWebE9VVp2PhpZy1DWWwJ1nh91pgclsnJtMOvEi9+6dFJklz+cNYc6jr+WWw2mBlZ2hXFLMFglbHlyBuqZSHHv1Mg68cB7DvdOQddYs0SISiuPCiV50XBzGa78+i617mrH5wSZU1BayApoMk2FyQtFVNFcUBXC88YMTPMfdyOzLOEoNd2yBeXcCC04wWWTJBScsVgk1jSXgdCwkCUcgCDwEMfmPKPIw20xwuq1wuCywuyxwum0oKHahoMQNd67N8De9dBIE/sbZfIa5HZ8nhDkd7ciA5PEou8OS4hkxRsfxHIrLc/H+T92PjdsbcejFC3jjpYsYH/GkrKPHu4lG4ujvmkB/1wRe/805bHuoBbvetwY1y4sBsJoUDJMJiYSi69efE7Ij+4lwBBxHoCiZD05QaryaCsy748Wluxdhss+SC04UV+TiT//+Q7qiiIQQEJK8QVy/UfBCMkghiOwIwzsRApY5wdwRpRRzs0H4vNrrBxAC5OY7WDeYJYwQgvLaAnzk8ztx/yMrcWT/ZRw/0I6xoVnEowvTxm1y1Ivnf3wMJw9dxbY9zXjwvWtQVpMPQWBPqRhmIenNnOB5DtmwdON4DhxPoKQ/SeyuKKVpKUzMpA/bnzDZZMkFJwSBR16hk1WtZZgMU2QVk6NeXS23BFFAYVkOeLYJXNIIIZBMImqWl6BmeQl2712L4wfacezVy+i+MprcsKSZIqsYHZjBM//yJk690YFHPrQROx9bBYfbyhaEDLNAVFWFnugEx5Gs+D3lCDFUW+OFuLYyDLM0sR06wzAZEYsm0Ht1TNdYk1lEefXdC1EyS0tpZR72fnwr7nuoBR0Xh/DGSxfRc2UM3pmAro4wWg10T+IHX92Pi8d78cQntqFpdQVEidWjYJh0S2YrEWgNUKiqCkqp8X9HDTY91omNYZh0YcEJhmEyIhyMovvKqK6xJouIyvqiu/9BZsnhBR6FpW4UlLixaUcTuq+M4vjBdlw80YvB7sm0Bymi4ThOHGpHd/soPvCp+7HnyXWwscKtzCKiKKoxCjO+TfJorfYuCYqsglJkxdEOoyCEQDTp2z5Y7Sa4c+2GygJJh4IS193/EMMwt8WCEwzDZMRQ3zS80wFdY/MKncgvYjd/5vaS9YGSbQJXbqjB8tYKTI170XlxGCcPdaCjbQg+T0jXkaJ7QSkwM+HDT775Oob7pvDBz2xHUWnOol+QM0uDqqhQVeMFJ/T4XaDF2L+bVKWg6U/+uieEAJLOo9HNa6vx0S88CIvNlOJZGYvZImV6CgyTtVhwgmGYjOhsG0Y0Etc1tnZ5CaQl0pKXmT/JJKCsKh8lFXnYursZQ31TOHukC22n+tHTPopQIJqW9w36o9j/qzMIh2J4+ku7UVaVn5b3YZiFlMw2MFZwQpSEa+kP2uaViCtQFRW8wTurKYoKZQFaJt8TQiDpzJwQRB5l1flwuKwpnhTDMIsFC04wDLPggv4IOi4MIa6jHRkhwPJVFZAkVgyTuXeEEPA8gcVmwvKVFWhYUYaHf28DBromcOZIF84d68b0+BwikXhKW5Iqsoqj+y+DqsAf/OmjyC9yGv98O8O8i0QiuaE3ErNF0nU0IxKOQU4ohi6SnuyOIRsmW4UQApNZX2ZANBIHNcjPwTCMMRn3aswwzKJEKcVA9yQGuiZ0bQKdOTZU1BaAM/iTLsbYOJ5DboEDufkOtKyrxuNPbcbZo104faQTXW0j8M+FU/ZeckLBW69fQUGJC099fiesdlaDgsle0Ugcsmys4ITDZdEV9IuE4obvPEEpTdsRND0IAWwOMySToHle4WDMMEEWhmGMiQUnGIZZUIm4jMtn+jE75dc1vrqhCEVlOezpMzNvhBCAACaLhLLqfJRW5eGBR1vRe3UMxw+24+yRLsxO+ZGIz3/zkojLeO3XZ1FZV4hdT6wBx7HgGpOdwsEo5IRxNstAMmitp4NEJBRFwuDBCVWhaTt6pgchyQw0u9MCj8a6UT5PEAkdGZMMwywdbHXEMMyC8s+Fce5Yt66nJ7zAoa6pFDl59jTMjFnqCCFw59mxdmsDPv2fH8Gff/WjeN/TW1FVX5SSM+m+uRBe/sVJTIx4UzBbhsmMcCiWkoBdKjndVl0Ba783jHgskYYZpY6iqAj4UpfJlQoWmwS706J5XCyaQMAXScOMGIZZLFhwgmGYBUMpxaXT/ei9Oq5rvMNpQevGWvACqzfBpA/hCKx2M5a1lOP3/+Rh/N//+8P4yOd3orwmH7wwj9smBXrax3D4lTbEo8beEDHMnQQMuKF35erLnPDOBhGNGOtneSdFUeH3Gis4YbWZdRW1lBMKpifm0jAjhmEWCxacYBhmwYQCUbz5chsioZiu8cUVuVjWWpHiWTHMnQkCj+plxfi9P3gAf/o/P4zdT6yFex6ZO3JCwdH9lzE96UvhLBlmYVBK4Z0JIGawDb3TbdXVntLvDSEajhmu+8jbKbKKOU8w09O4id1phjtf+3UwEVcwNjibhhkxDLNYsOAEwzALQlUp2k724er5Qd0LwfX3L9eVSsow80EIgdkiYVlLOT73/zyOz/3546hZVgyi40ktAAz3TeHS6f4Uz5Jh0k9OKPBMB6AYsFtHQYlb87h4TMb0hC+lHXpSTU7ImB4zVraBxWZCSUWu5kyyeDyB4d4pQweDGIbJLBacYBhmQcx5gjj04gXdXRBy8u1Ys6UOwnzS6hlmnswWCfc93IIv/dVeNK+t0vUaiYSC82/1QJaNdW6fSTXtwStVpYbuZhCNxJObeYORzAKKSrUHJwBguHcKqoE3y9FIHJ4ZbYUn040QgoraApgt2lqKqgrFxKgXQT+rO8EwzO2xVT7DMGlHKcXx16/gzJFOfS9AgFWb6lBZX8S6dDAZRQiBIPBoWl2JP/ivj6JmebHm16AqxXDfFGYMuMljUoMAumrjqKoKxWBtOt8uFIhipH8609O4hckkoqg8V9fYwZ5JUAMHhCZHvYY7RgMAlXWFMFu1BScAYGLEg/FhD8ueYBjmtlhwgmGYtKKUYrB7Eq88c0p34TGHy4otu1bA5jCneHYMow8hBA3NZfjw53bClWvTPN7nCWFsiJ29XrQIIEnau7XLCdWwrRYppQj4Ihgf9mR6KrcQTSJKKnIh6AgIDfdNIxQ0TqvOdxrsnkI8ZrzvRElFHvIKHJrHzUz4MNw3zYITDMPcFgtOMAyTVqFAFC/85Dj6uyZ0v0ZDcxnWbmtgWROMofACjy27VqB1Q63msUF/BLOTfrZAX7QIREn7RjkRTyAcNG6BxqGeSUTD8UxP4xYcR1Balac7UNjfqf/+lE7J4P4E4nHjZU5YbBJWrK3WPC4RV3D5TD8iIeN9jxiGyTwWnGAYJm0ScRmvPXcWb750Eaqib7EtmQTs2bsWVjvLmmCMRxR5bH9sFTheW+AsHpPh84QMnU5+ZyxIeDeEAGab9pR3SgGfJwg5Ycx6JBdP9mV6CndUWpmH3ELtT/KD/gi6L48YstaHzxPCyMCM7vtnOgmigJUbaiCI2oNwF070spaizNLCbpv3jAUnGIZJC0VRceZoF579t8MI62wdCgCrt9Rj1eZ6XT3sGSbdCCGoqi9EQZFL89hwKGa4rgd3Q0BANAZigGQhvOwMxOjndFl1XbcmR72Ix4z3pDwwF0b3ldFMT+OOcgudKCrL0ZxhF4/JaD8/iIBPX7HmdBrpn8b4kPGO0QDJbJXymgKUVuVrHuuZDuDM4a40zIphjInjOM0BCkph6BpE6cKCEwzDpJyqqrhydgA/+Op+eKb1VxnPLXDgPR/aqCtVl2EWitkqoUBHpwA5Lmfdhp0QQBK111JQZAWyrBr2uEKqEUJgski6Mr5GB2Z01+dJF0op2k73Y3bSn+mp3BHPc2haVanrOE1n2zDGB2cN9f2UEwr6OsYN16nj7QpL3GheU6k5CBePJnD8QDsmx7xpmhnDGIso8poDp5RSJOKyoa5LC4EFJxiGSSlVUXH1/BC++7cvYqhnal6vtXFHI9Zua2BZE4yh8TwHk1nUPk7gQbLsu00IgaBj86eqFKFAdEktskxmEc4cq+ZxI/3T8HlCaZiRfpFwHKcPdyLgN152wdut3FADm8OieZx3JogLJ3sN9ZQy6I/g9JEuqAbOrjJZRGza2QSHW/v3vPfqGE6/2WnYI0wMk0qiJOhay0bDcUMWxE0nFpxgGCZlEnEZZ4914xt//Zt5FxirqC3A409thqij4j3DLCRFURGLan/SbbKI4Pjsug0TjsBiNekqTjsz6cu6YyzzYbWbUFCs77hPx8WhNMxIH0ophnuncO5YN2Dw2FJhaQ6WtZTpGnvs1cuYmTROe9++znF0XxrJ9DTeFSEEzeuqUdtYonlsLJrAvl+ewnDf/B5iMEw2MJlFiDqyDoOBCIL+SBpmZFzZtSpiGMaQKKWIhGI49NsL+O7fvojB7sl5PSG1Oc3Y+4n7UFVflMJZMkx6xKIJeGeCmsZwHIHVZsrKrCCr3QSLVXuxx5H+aSiJpROcsDnMKCrL0TwuEVdw7lg34gZpKSonFLzx4kXMTBhn434nVocJrZvqdP1ejQ7M4Pjr7YYIoMVjMg6/0pYVmxKrzYT7HmrR9ZkPdE/ixZ+dRDTCOncwixsvcLoy6XyzQXjncTw6G7HgBMMw86IoKsaHPfjhP72Kf/1fL2N0YGZer8cLHB54pBU7Hl+lqwo4wywkSilmJnyY0nh22mIzIafAkXXtcQkhsNpNsDq011LoaR9DOKy/OG62MZsllFTmgRe0LbUopei+MoruSyMZPwajqhTt5wfx1oErGZ3HvRIEHi3rqlFckat5bCQcx4EXzmG4dyqjn7uqUly9MIjzx3oMESi5G8IRrNnagOWrKjWPVWQVR/a14cDz53RlnzFMtuB4Tlc3oZlJP8aGZg3ZTShdWHCCYRjdQoEoTh66iq//5XN45ZlTCPjm/5SncVUlnvzkNlhtphTMkGHS79yxHiTi2s5N2xxm5BU60zSj9HK4rHDqOGM+PT6H3vaxNMzImAhHUN1QBJuOQM7MhA9HX72MaDhzT5QppfBM+/HrHxzFdBZkTQDXuucsK8KKNVW6jkz1d07gwPPnM/q5++dC2Pfs6az6zAtL3XjoyXWw2rXftwO+CJ75lzdx7mh31hUIZph7xXEcikq1Z9LFogm0nx9EbAllF7HgBMMwmlBKEQ5GcfnsAL75lefxjb98DhdP9KakYE9lXSE++eU9KNPRmozJXom4jEg4BlU1/lPCt7t+Fv/EwXbNY3PyHSipyEvDrNIvJ9+O/CLtgZWgL4K3DrQjFl06i6yGlnK4c+2ax6kqxZsvt+HKuYGMPcUPBaP47U9P4Nyx7No0mkwi7nt4JRwu7YUxVZXi9efP4eirl6HIC1+oMXmE5gJOHrya8awZLXiew30Pt2DFmipd46fG5vD9r+7D8YPtSBjkONO9+D/snXd8XNWdt597p/ei3qslWc1N7t3GuNACxkAgEEoam91sQrYlu+8mW5M3u8n75k0h2RA2IcAmoXeMjY17b7Itq1iS1bs0Gk2fufe+f4w8IDDBkiU35vl8ZMnSzD1nzr333HO+vybL0ZDWa6nPca4MKrVIzrSJhSof3lVPd/vVWVJ4KoiLE3HixLlohoe8HNt7lt/833f4z7/9IzvfrMY1SVnlE1KsbPrC8glbvOJcuzTXdfP7X2xn37s19PcMXxPui4qiMDLs56Wn9tDZMr5QJnHUon6tlsg1mvSkZDpRjfM+lSSZY3saqD/Zfk2c48nAkWie8ILUNTDCS7/dQ2+X67JvVP2+EG//8RBvP3fomqymUFyRyfSZ4w8zAHANenjxN7s5daTlsoZVRCISh3fV88rT+/BfQc+NiWKy6Nlw9/wJiUIQzUnzxA/eZMdb1Vd9DgpFURjodXNoRy3P/Pxd6qrbrnSX4lzliKJASqZzQt5FvZ0u3nuj+lMjgsXT4MeJE+eCKIqCFIlWIejvHubk4WYO7aij7mTbpJe5syeYuefLK1m6rgKVOp5n4tOGdyTA1leO8dqz+5lWlsGM+fnMXVZMWnYCBqMOUSVcVbkZFEXB4w7w0m93s/3140TGWX5Qp9cwa1HhNZkME6LhCiWVWWx/7Rged2Bc7+3pGOKV3+0lNdNJYqrtqjqvU4EgCMxfOZ3d75wat/eBokD1wSae+vEWHvrGWhJSrFM+XoqiMDzk5Y3fH+CV3+1lxHV1lw79OKx2I2s3VlFzrBX30DifVwqcq+/myR++xcPfXEf5nFxElTilYx8JSxzcUct//2gz3W3XpoVUEARmLixgw93zeempPYTGmUNCUaCrbZBf/e83aK7r5qZ75pOSbr8q1gTn10N+X4i2pl6O7zvLiQNNNNV2Icsy02dOzGMkzqcHQRBITLGSXZBM7YnxiVnhUITtrx+jvCqX2YunjdswcK0RFyfixIkTQ5EV/P4QrtHswE11XVQfaOJsTSfDQ14CviCTbcCzJ5jZ+NASbvjMbLS6+JT0qWW04kv1wSZqq9vY/MJhisozmbe8hLySNNKyohaHK72ZlWWFztZ+Xnt6H9teO07QP/4kbtmFKZRMIHnc1URRZRZWh2nc4gTAkd0NvPDkLj77Z6uw2o1X/JxONcUVmWTmJtLW1Dfu90bCErvePolWq+aer6wkOc2OMEWilhSRaGns5dWn97J78ym8I+M/t1cLokqkbE4esxYWsGvzSWRp/A+uhtMd/Op/v8FnH11N1dIidHrNpPczKnT62fPOKZ57YiedrQOT3sblRG/QcvNnF9BwuiNaenYCuId8vPbsPuqq21h/1zxmLSi4YsmDpYjMUP8IPR1DnK3p4OieszTWdjLi8hMKRuf+iVjC43w6cSZZKJieTt3J9nGL1f3dwzz783cxmfVMn5V9XT834zuBOHGuA2RZJhSM/Ols14qCEv0GioIsKwRGhQjXgIf+7mHaz/XT1TZAX6eLng4XbpdvSt2JHYkW7v7yCtZurEJvGH9pwjjXJ6FAmN5OF72dLva9W0NKhoO8klSKK7Mon5NHRm7iaM1w1WUJATpvNXO7fBx8r5YtLx2h9kTrhEIT1BoVS9eW40waf9buq4mEJAtls3PpbBn/ZirgD/H2C4cIBSPc8dAS0rITEMWryztmshAEgaQ0O/NXTqezZWBCYQLhUIStLx+lq22QOx9ZSkVVHlq9ZlLG6/y17RrwsPudU2x5+QjNtV2TLkJfCSw2A+vvmkftiTZ6OsZXTQeiYn3jmS4e/9dXWXP7HNbeWUViqg3VJHhRKIpCKBCm5Wwvrz6zl71bT+P3Xt2hDBeDIAgkptq4+4sr6G4bnLDYEg5GOH3kHI1nOimdlcO8FSXMW16MI9GCRque9PlCkRUkSUaSZELB6POn6UwXZ8900FzXTWtjL+4h73VxX8S5cmh1Girn57Pz7ZPj9kpTFKirbucX33uN+/98DRXz8tBN0nPgaiMuTsSJcx3Q3tzPMz9792MtO5IkEw5FCAUjhIMRgsEwI8M+vCMBwsEI4bBEOBghEAghjdNFfaKk5ySw6ZHlrLh5xpRYpOJcH0iSTGfrAJ2tAxzeWY/ZZiAxxUZRRQYlldmk5yRgdZiw2o0YzTpEcXLEitimbdBDX9cwNUfPsX97Lc11XXg9AZjIIlWAwtJ0FqwuvebL5OoMGuavnM6uzScnVNkg6A+z9ZWjtJzt4abPzqdsdm5s4zcZKIqCIisEA2H8vhB+XxC9XosjyXLZw2m0OjVL11awd+vpCYk5EM1HUH2wic6WfhasLmXp2nKyC1Kw2I0T+jyKrOB2+ejpGKL6UBN73jlFy9le/N5PLvWq1qjQGTR4J+A1c7kprsxi3aa5/M/j2yactHmgN1qx5MTBRlbdPJPK+QWkZDgm9NySpKglvqO5n73v1nBg+xn6e4Y/8bl7vq1rpdzm9FnZ3Pfnq/nvH26mv2fiVUcCvhBH9zRw5lgLb/7+AMWVWcxYUEBGbiJ2pwmLzYjBqEW4SLFCURRkKWqYCfiC+H0hfJ4gQ/0jdLYM0NrUy7n6HgZ6hvF5o3+Xr4FyrnGuHSrn5pOZm8iZ463jfq+iKJw93cn/++5LrL51FkvXVZCRk4jeOHnGPUVRCD7siLsAACAASURBVIciBHwh/L4QkiSTkGy9rOv0uDgRJ851QF+Xiy0vHbnS3bgoRJVIQUka939tDbMWFl7zm7Q4l49gIEwwEGagx01ddRuvP7sfs81IaoaDlEwHKRkOktPsJKXZSUix4kgwY7Loo9eYIBBbugqMERcUBRRFxu8NMTTgoa/LRVfbIB3N/bQ29dLS0INrwHPJ/TeZ9ay7cy7p2QnXvLVDFEWKKzMpmZHF8X2NEzpGOBSh5lgLZ2s6mFaeQcXcfIors8gpTMGRaH5fqDg/VMoHvikKigKhYBifJ4jH7Wdk2M+Iy4fb5WV4MPrldvmiX0Ne5q+czt1fWoGovbxLH0EQKCxLZ8HK6bz81J4JJwNVFIW+7mFee2Yfu96qprgyi5KZ2eSXpJGVl4Q90YxKpeLDl5ZCVIzweQIM9Lppb+6n5WwPzbVdNNR0MNQ3ctEWYVEUmLeihJIZ2fz2/26+bGL2RNEbtKy5fQ61x1s5tLNuwmMfCoY5c6yV+up2MvOTKJ2VTVF5FvnT00jJcEQ3yB8a+A+Oe1/XcHTjW9fN2ZpOztZ0XHTYjM6gYd2d8+jtGuLAtjPXRDJZjVbNsvWVeIb9/O4nW/G4L63MuN8XorWxl9bGXra+fBSbw0RKpoPkdDuOBDM2pwmL3Rj1qNOqUatFJElBkqRY7iyfJ4h3JIDPE2Bk2Id7yIdr0ItrwIN7yHtNjGucax+L3cjSdRXUVrdNqAqSoij0dw/zxyd2sOOtambMy6d0dg75JemkZjrQ6jTvPwMusNYBhUhExu8N4nUHGHH7R+8HL+4hX/TZ6fIy4vIxPOTFYjXwhb/ZQFZ+8iR8+osjLk7EiRPnsqE3apm/YjqbvrCM3GmpqNTXd1KfOFOLosCIy8eIy0fD6Q5EUUCr06DTa9Dq1Wi00S+TWY/JokerU6PWqFFrxFHPCCW6ufUG8Y0E8PtChEJhQoGo1SAYCE9aWJNao2LVLTNZsLr0mhcmzuNMsrDqllk01nQyMjzxzUcoGOH0kRbqTrRjsuoxmnWYrQbsCWaMJl1MwJQi73uA+UetnqFAGCkiE4lIRMIS4bBEJBT1BvtwlYmSGdlXrDyjKIrceEcV1QejOXwuFdeglwPv1XJ071lMZh0Gsw6DSTc6ZtFrXZEVQqFouN+IK+opFwqE8fmC+L3BCQkL2YUp3POllWj1al76zW6G+kcu+bNMNc4kCxsfWUZX+yCtZ3sv6ViSJNPS0EPr2R52vFmNyaJHb9BhTzCN/qxFFIXYuLuHouMe9IdGLfHBceW/EESBqiVFbHx4CTverObYngYCE8hzcyVQq1Wsvm0WPm+QF57cdckCxXkURcE16ME16IlVyVBrVKg1KlSiGPWiEIVRAVNBlqOhr1JERopIcREizhVFFAXmLS9h51vV406M+UEUWaG7bZCe9iF2bT6FyaLHZNFhc0Q9irQ6NYIoIssykbAUDf32R70IA75w7JkZ+x6SCIcjhEPSmOdkVn4S4ctcsSkuTsSJE+eykJRm49b7FnLjxiostus/CV6cy8/5PCpXWxk6QRQom5PLHQ8txea4NsuHXghRFFmwajoH36tl9zunLvl4kYgU83i4HsnMT+KOh5byi397DfckVcEIhyK4BiOTVtL5T2E06bjz4aVMK8+gv3uYtCznNSFOCIJA6cxs7v7iCn7xvdcnpQKJooDPE8TniYbBtDVd8iEvSH5xKvc+uorEFBuZuYlodZprRpwAMFkMfOaBxQjAc7/eOWVJViMXECPjxLkaEQSBtCwn6++aR1tT3yXfE4oS9c6KemhNUievMHGzZZw4caYUs9XA4jVl/M0P7ubWzy3CajfFhYk4nxoEUaB8Ti4Pf3MdKRmOK92dScdsMXDHQ0vIyk+60l256lGpRBauKuXGjVXoDNdWnh2jWcfGR5ax6IYyAAwmLek5CVe4VxePqBJZtKaMu7+4AqvDeKW7c1FkFyTz4DfWklOUiiAIpOckorsGE0frDVpuvm8hDz22juR0+0fCjuLE+bQhqkSWrq1gydry+Hr4AsTFiThx4kwJKrVIyYwsvvR3N/HN722ivCoPre7aWpDHiXMpiKJA2ewcvvytmykszbguFyGCKFBUkcXdX155XXmFTBV6o5aNDy9lydqKa6ZWvUarYv1d87j984sxmKJlE/UGLenZ1444IQgCeoOWW+5bwO2fXzKpCeSmguR0Ow9+Yy2zFhbGrhN7ghlnovkK92ximMx61m2ay6N/fwuFpRlXujtx4lxx9EYtm76wnJIZWVe6K1cd8bCOOHHiTCoGk47M3ERW3zaLBatKJzUDf5w41wo6g4Yla8rZ9MXlZOUnX/YKEZcTlUpk8ZoyRlw+nvnZu5MWW369YnOYuP8vbkCWZPZuOX1VV2AwWfRsuHs+dzy4BINRF/u9qBJjiSD9E6jWcqXQaNXccu9CtFo1L/5mNwO97ivdpbEIkFOYwv1/sYaqpUWo1O8njFZrVGTmJVF3sv0KdnDiqFQic5eXkJRm5/knd3J4Z318rojzqUUQBNIynXz5Wzfzi39/jbrqtnip2lHi4kScOHEmBYNJR+msbBauKmXB6lIcCeaLLu8VJ871RHK6nXWb5rH+rrnYHJ+OMCadXsPajVUIosDvf7F9UqqbXK8IgkBymp1H/mo9ZquBLS8euerypAA4Ei3c/uBibr5nwUc8DQRBICndjtlquKbECUEQMJp13Hr/IqwOE8/+/F262gavdLeAqKdVUUUmDz22jrI5uR8R9dUaFZnXePiUSiWSX5LGV//Xbbz3+glefXYf7c19E6pacLUgCALqeHLvOBNAVIkUVWTyhb/ZwK//8y1qT0ysgsf1RlyciBMnzoQQRAGTRU9CspUZ8wuYt7yYvOJU7AlmRDH+oI5z8SSl2SiqyOTUkXN43f5r1npgtRspr8rltvsXUzIj61MVxiQIAgaTjvWb5mJ3mvifX2ynvbnvqi81eaUQBAFnkoX7/+IGMnMTee3Z/XS29F8VlQQ0WjWFpels+sIyZi2ahv5j8hykpNsx2wz0dQ9f5h5eGtHNpIoVN80gLdvJc0/s4MT+pisqEJksehavKWfjw0vJzE1EvIC3oVqtIiM3EUEUrukNjCAImK0G1m2aS+nsbLa8dJQ9W04x2DuCJF0b84WoErE5jOQXp7H85hmUzMy+0l2Kc40iCALTZ2Tzl/98B88+vo3DO+tiiXY/rcTFiThx4owLs9VAVkESudNSqZibR9nsHOwJFjQaVbR8V5w44yQ9J4Gv/8sdHN5dz553TnPmeOs1ZXk3GLWUzcll5S2zmLusCJPF8KlN+qbRqllyYzlZ+Um8/NRe9m49PWUZ+q91BEHAYjOy/q55FJSm8+rT+zi6p+GKuronJFtZvqGSdZvmkZGT8CfndGeSFZvz2s0zotaoKJ2Zw19893a2vnyUrS8foeNc/+UVRwUonJ7Ohnvms+TGcsxWw8d6WglCtCyq1W68LiraqDUq8orTePDrN7LohjK2v3aMQ7vqGegZvmoFao1WTc60FKbPyGLu8hJKZmRhNOuv67C9OFOPqBLJLkjm0W/fwvbKLN7840E6mvuvWOnrK01cnIgTJ85HEFUiWq0KrU6DVq8hIdlKblEK00ozyCpIJiXDgTPJgkYbn0LiXDqiKGJzmll1yyyqlhTT1tTL8QONHNt7lq7WQXyewFUVly8IoDNocSSYKa/KY+ENpZRUZmF3mj/1Ap0gCKjUKvJL0vnS397EwtWlbH3lKDVHWxhx+a6YZVStUaHRqYGr7/xotGpKZ+WQlZfE6aPneOeFI9Sfamd4yHtZPE80WhX2BAtzlkxjxU0zKa7MRKfXfGI4klqjIj07keqDTcjStbmIFkSBhGQrGx9ayuxFhezafJI9W07T3z1MKBiZsnZ1eg0pGQ6Wra9kydqomPdJHoeCIGBzmEhIsV4X4gREP5POoKW8KpfCsnRuvHMuh3fWsX/7GXo7hvCOBK6oN5FGq8JojnqIls7OYca8AvKKU0lOt8fXP3EmFUEQsCeYueXehVRU5bH7nVPsfucU/d3DV2z9I4oCOr0G1WX2ho7fWXHifIoQBAFRJSCKIhqtCo1WjVanQW/UYDTqMJr1mK0GHEkWktNspGUnkJ6TiCPRjFanQaNVoVKJn4oY+jiXH0EQsDlNWB25FFVkcfNnF9LW2MuZYy2cremkp3OIvi4Xw4PeK7JgNRi1pGQ6yS5MZvqMbCrn5ZOW7USn18RDmS6A2WZg/soSyubkUnuilQPv1VJX3UZ7cx9B/9QvtqwOI0lpdpLT7WTmJDJ3RQmqqzQ2XBAELHYj81dMp7wqj4bTHezfdoa66jY6zvVPifeJ2aonKz+Z8qo85q8sIb84DZ1BOy4rcFZ+EiqViCxJk96/y4lao6KwLIPswhSWb5jB/m1nOL6/kZaGbkaGJ8+TxWo3klecysyFhSxcXUpaVgIareqin6lWh4mEZCtNZ7omrU9XA4IgYDDqKK7IJL84lXWb5lJzpIXjBxppruuio2WAkWEfXIZp32w1kJxuJzXTQXZhCqWzcsgvScNk0aPVqeNzfZwpRa1RUVCaTlZBMkvXVXB4Vz0nDjRyrr4b14Bnyr2KdHoNiak2ktJspGUlUFKZhTPZMrWNfgjhKnEZGXcn3ENe6k91jFtNMlv1VMzNi08u4yAUDFN/qmPcSr3NaaK4IvOqVZcVRWGof4Qzx9vG9T5BgILp6aRkOCa9P8ODXk4fbZnU455HEKILAEEUEEUhaknUqNFo1egMGvQGLQajFqNZh0arjgsQca4aFEUhGAgz1D/CQO8IfV0uutsG6WofpLttkIEeNwF/CCkiI0kSUkRGlhVkWUGRoz8r0QONebALQvQfQYh6b4gqEZVKQKVSodaoog/pFCsZuUnkl6SSnpNISoaD5HT7x8bhx/l4wqEIPR1DtDf301TbSd3JdjpbBvC4/YTDkej5i8jIkoysKFGX1tHzFZ27RgVWURg9VyIqdVQw1Rk0JKbYSMt0kpLlIC3TSVKaHWeyFWeiGYNJd83NaZGwRF+Xi662ARpOd3K2ppP25j6GBz2EQ1LsWpckGUWOjpcSG6/zYnR0nKLzvQqT1UB2YQpF5RkUlmaQlZ9EYoptwqJNX5eLs2c6L8pzwuYwUl6VN6F2LjeyLDPYO0JrUy8NJzuoO9lGS0MPXk+AcChCJCIjRaTROeb9z37eAPD+mKsxWnTkFKZQMiOboopMsvOTcCZbJ3Q9SpJMY03nRef5KCxNJznNfs16dEXCEv09w/S0D9Ha1EtzXTetjb30dbkIBsJEwhJSREKSZGRpdM5XPng+GDvHi+KY86PWqLDajKRmOcnITSQzN5HkDAeJKVYSkm0YzbqP79wVwO8NUnuiDZ93fDkJktJsFJVnTlGvLh1FVuhqH6S5rntc7xMEKJuTe12XsVZkBdegh45z/bQ09FB3sp3m+m6G+kcIBcKjc1F07fNxz4EPrv3PPzNV6ug9YHOYSM10kprpIDXLSUqGg4RkK85kK1a7cbKr7V3URHTNihNx4sSJE+fThzK6aY2EJcIhafR7BI/bj2vQw/CgF7fLh98bxO8LEfCFosJFOLqAPb+IRYgmmFNrRNQaNQaTDovVgNlmwGo3kpRmw5lkRWfQRAU8nQaVOu41NBkoikI4FCHgDxP0h+jvcdPTMcRQ/wjNZzo5sPkEZQuL0Jl0SBEZURTQaNWjXyr0Bi0WuxGbw4TNYcLqNOFIMEfPlUYd3RSOWqOn4nzJkkxHYw9dzb2EQxH0Ri0FM3KwJVimpL3oeEmEgmGCgTCDvW56Ol24+j24BjyMuH0EA2HCoei9ANFrW2fQYLLosTlMOJOtpJ4X1oxadHrtuCz2VwsBX5CGY+dIzHCQlps85e2dH/tgIITPE6SnY4ju9qggOjzkxecJEgqGkSUFURW9To1mXczDIS3TSUqmA5NFP+ljPtDlorOxm/zKHExWw6Qc82pFURSkiEwoGCEUCuPzBOnrHmage5ihAQ/uIS8+b5CAL0Q4LCGPho+p1SpUahGNNjrHmy16jOfviUQLCckWDGZ9zJNUo1UjfqjKWCAS5nh3N4OBj/egsWp1zEpNw6SNi9ZxpgZFUZAkmaA/TCgYZnjIR3f7IIO9boYHvQwPeWPXfyT8/nPg/HWt1akxWQ3RZ6bDiN1pwuY0Y7EZYkKqeuq9o+PiRJw4ceLEiXO1oygKL/zkbRpPtCCIUaueI8VG2YIiyhcXY7Tor7lN5ERQZIX9bx3ju3f/mJ/s/C5Fsy/Nyq4oCj63n6PbT3N6Xz2eYR96o46U7EQql5RQODMHlVo17j5W767lN//0PO4hLwaTDr1Rx4PfuZOyhdNi58nV56avfZBps3Iv6TNcbXjdft58cjuNJ1sRRQGtXktyZgKzVpWRV5aJzqCd0mu1rb6Lf7nvJyzfOI/7/u4zU9bOxaAoCvveOMbOFw985DMbLQbWP7icwpm5U9b+W7/dwSuPb+GrP7yfisXFU9bO5UaWZUYGvRzddoraQ02EAiHS8pJZfFsVaXmfnJtjsun2jPC1zW9wqLPjY19TkpDEz9bfQr5jcj1qP4yiKAQiEQKRCLKsRCvPiCJ6tRrNFG4qFUXhzdp6ej1e7qwsw6K7ujxKJov3Gpup7+vnzsoynEbjlLalKArSqHeg+hO8Ew60tHGko5M7K8tINpsvqc2wLKMWRcQrs6a4qEavTn/7OHHixIkT51PEyd11NJ5oYfqCQiRRpPZQEztfPMia+5ay8Wvr0Buvz8XgVOJz+3n2B69ycPMJEtMd6Iw6hrqHaTjajKvfTV555rjFiYA/yP63juMb8fPYzx4mJScJRVGwOkxjNgbHtp+melctf/mThyb7Y11RwsEw1btraT7ZRsXSEkaGPLTWdrDjxQPc8NnFbHh45ZRa8c02I3PXzmDarKsjPKTlTAf73jhG+cIijB/43JFwBHmKjX9ZRWnMXVNJUqZzStu53HiGvPz3d5+j+XQ7aXnJiKLAe8/v59S+eh79wX2k5U29x8zViKwotAy5ePHkaQ62tuMKBNGr1WTYrKwuzOfm0mJ06qnb1u0510rr0DDriqddt+LEkbYO9re2s6qwYMrFCYBDbe2oBJF52X865Ka6q4d36s+yLD/3ksQJlz/AjqZmVhTkYTdcvd5WcXEiTpw4ceLEuQoomJHNV//zfuxJVvo7h/jdv7/EO0/vYsGGmRRU5gC8H9ISDKPICqJaRKvTjNlkK0o09jocCCNJEhDNPaDRqseEpiiKghSOhgsoshKt0qP/6LEioQjhkIQiyyBE89VodZoxceyhQAhZUtAZtYSD4dHwgtFwDJ36I22GQ5Go67UgoBr9DB/c3CuKQtAfGnVP/ehxPglFUehs6uHNJ7dz12M3c8sXV2GyGgkGQvS09qNWq9DqtbHXKopCKBBGikgXbE+SZEL+EO4BD71t/SRlJZKclYDepEOlEtHqtVGrVDBC0B/k1N56+toH8Az7Yn0ymHTIkkw4LGEwRRf3kbBEKBBCq9ei0aqRJZmgP4RaGw1PkSIS4eD5sQKVWoX2QwlYI+EI4WAEnVEbG1tFUWKf8fx5Ot+/yOjfVZqPHutiKZiZwzcffwRRFOlp7ef1X2/npZ+9g9VpZvU9i1CP5pqSJDl6HUYkBFFAo9Og1owNbVBkhXAomj9AkRWED+RrON93KSIR8AXR6DV89q9vQavTXLBfsiwTDkSIRCJj88sAOqMOUSUS9AXR6NQoclRsUVBi4zqRUCBHspUv/+97yS5O/8jfzt+vkVAErV5DOBSJjoUQvcbU2rH3hizJ0evwQ1VtVCoRvVGHIAqEAmHCwTC5pZnkl2WhM2o/0mbAF0Stjo5z7P5WR/PoCB8IW4iGS0iEAmPnAPFDVnhZVggHw7H7Ua1VodV+eA6I9lsfmwOiSVI1WhUa3SdXfzmPRqdhxrLp3Hj/Uopm5yMIsPe1I/z6O89xcPMJbvvKmos6zvXGgNfH97ftpGPYzbqSaSSbTXiDIRr6B+h0u6fcEn7vrEo8wRBO49W7qb1Ubi2bzoKcLDJsU58AUgFeqD5NcXLSJ4oTa4oKKE5OJM85cc8cRVFoHhzi6aMnmJ2RHhcn4sSJEydOnDgXT0KanfKF0zi85SQDna6YONHXMciO5w9wZOtJ/N4gzhQby++cz4L1s9CPbniD/hCHNlez65VDDHS5UGQZR7KNZRvns/CmWbGN3WC3i/eeP8Chd6rxewLYEi0s3zifRbfMxmDSR9trG2Tz0zup2d+A1+1Ho1WTX5HNhodXklOSjjjqjvrGr7fTUtvJnV9bxxu/3k79sWZkSWHJbVXc/IVV6AxaZFmhv2OQHS8c4MTOM4wMeVGpRTIKUrjrGzeROS0NiJZ3PHeqnbd/s4PWuk6kiMyMZSVseHglKdmJFz2GAV8IvydIbmkGJpsRQRDQG3XklGSMeV0kHOHknnrefXYPXed6EUWRkrkFrH1gGRkFKYgqkfb6Lp77P2/S2z7AudPtKIrCvz3wM0SVSMGMHD7/D3cgqkTe/f1ejm07zekDDURCEv94549i7Xz1hw/Q3tDFjhcO8tjjj2Aw69n54kFe/Onb3PmXG1i5aQHdLX3893efZ92DyymZk8+7v9/L4a0ncfW5EUWBjMJUbrx/GWULpqHWREWkY9treOPX23ngH25n/5vHOLmnDt9IgOnzCrj/27djshlRFIWWMx1seWY3dUeaiAQjZBalsfqeRZQvLp5w4mpRJZKWl8xtX7mBlpp2tj67h3lrZ+BIsRHwBjm0pZqdLx6kt20AnUFL5bIS1ty7JHYeFUWh4fg5tv1hH82n2ggGQhjNesoWFrH+weU4U+0AdDX38tt/eZHBbhfuQQ+f+coabvrCqjF9kWWFMwcb2frMbnpa+/F7g4wMedBo1aTlJXPf391GQqqDnz72FFU3VuLqHebYezX4PQHS81O4+QurKJ1fiKCavE2eLCvsfe0Iu14+zMpN89n7+lG6mnoRRIGqGypY/9AK7ElWAPwjAXa+dJCDb5/A5/EzMugl4AtiTbBQubSEu795M0aznl0vH2L7c/tw949gMOv54r/fQ+GM3FibAW+Qnz32O/LKs1BpVBx+pxr3kIfEdCfrH1rOzOWlsfPt6nOz4/kDHHj7BL4RP1anmWV3zGPRLXNiHjCRcIS6w01seWY3rbWdIEDhjBzWPrCM3NL3vY+2PLubMwcbufevb+GNJ7dTd6QJKSyxYMMsbnt0zUV7f+lNOpbdMQ9BFGOVY7KnZ2CyGhjsubhEoNcj3SMj7G9p4x9uWMGtZSVoVSpkRcEbCiMAGtX7onJYkuhyj9Dr8SIrCgkmI1l2G9rR17gDQZoGB8lzOhj2B+j1eFGAJJORTLsN9ahgKSsKtb19uPzRakE2vf6CfvmKojDo99M57MYXDmPUaMl22LDqdGOEsDO9fdj1ehxGAy1DLtyBIBqVihyHDYfBMC5hMCxJdLpHGPD6iMgyeo2aJJOJJJNpTJiEJMt0j3jo8XgIRyQ0ahUJRiPpVktszBr6Buj3RsfA/Ce8QnyhEG0uN66AH41KRbrVQpLJhEoUkRWFTvcInmCQTJuN9uFh3IEgWpWKdJuVJFP0GRSIROhwDdPpHuFkVw96jYa951oBMGjUlKemxPrVPDBEt8eDoigf662ijF4D59sTBQGzTkuqxYxNr0cBhnx+Oobd7Go+R+ewm6MdXbQPuwHIstvItE0sQe9UERcnPkWcTyikKMpHLBdx4sSJczWyo6WZPW2thOWJlyoUEBAFAY1KRCOqMGo0WHV6bDodKSYz6RYLDr0BtSiiEgUEpiaR4sUStXCHGegeRqUWsadYURSFkSEvz37/FZpOtbH8jvlYE8zUH23mN//0AqFAmNX3LEKlVlGzv4Ff/t2zLLx5NvPWziAcCNPW0IV32BfL5u1x+fj9f7zGmcNNLN84H3uihaaTrTz1ry8SCoRYc99S1BoVwwMjdDb2MGtFGY5UG0Pdw7zz9C5cfW7+4v9+Hqsz6mI63D/C8fdOI0UkkjIT2PDQSlx9bpypttgmeqhnmCf+4Q80nWpl6e3zyCxMwecO0NPaj1b/viVcAF79r63MWV3O+geX09bQzdZndxMKRnjoO3eOee2fwplqI6sojXd+t4vUnCQyi9Ki1mRxrIfG0W2nefI7z5FXlsXaB5YRDkbY/fIh6o408djPHyEtLxlbooVlG+fhG/Hz+q+2IUUkbv/ztegMWqxOMzqjDkWWKZyRg9VpxjUwQjgQ5u5v3hxrKynTyWCPi/7OQfraBkjJSeTMwbO4et00HG1mxZ3zGewepvlUG44kKwFfiOZTbRTOzCE1O4lwKMyWZ/fwxN//nm/996OkF6QA4PcEOHPwLC/+dDNmu4mVdy0k6A8hRSS0hqhHR1/7AE/8wx+QIhLL75iP1qDh8JaT/PSxp/j6Tx6ibFHRJcXyO1PszF5Vzh9+9DrdLX1YnCZ2v3qY3//Ha1StqWTeuhnRa+eZ3XSf6+PPf/gAepMO98AIv/3nFwiHIqzYtACtTkNf+wA+T4BI5P17PjHdyaZvbKClpoPf/ssLuIc+Wj2st62f3/7zC5hsBm79yg3IEZlXfrkVV5+bDQ+vJL0gBZ/bT0ttBw3Hz1G+qIjV9yzCO+xnyzO7ePI7f+Tbv/0qienjs04qStQDI+gPxX4nCAIanRoUBe+wj8NbqunvGKTqhnJmrSil4XgLr/xyKyqNmju+eiNqrZr9bx3nme+/woaHVlBclU/LmQ7++H/eZMay6ay+e2GsQtDM5dNJzU1izyuHOfRONaEPleWVZYWOph6O76xh+rxCFt4yG1mS2fniQX717d/z7d/+GTnTM/C5/fzx/7xJ9c4zLL9zPo5kG+dOt/PM91/GN+LnpodXotKoqD3YyC+/9T9kTktlzeeWEglF2P3qYX722O/4xs8fIasov0028AAAIABJREFUKiqODHqp3lmDShRwptpZ//nlDA96sDrM4xK/BEH4iPeWq9dNOBghJSthXOfmeiLmxaXIMS8JlShi1Y/dtIYiEm/U1vE/x6rp9/pQFAW7Qc8dFWXcUVGKUaOhob+fv359MzdNL6K6q4du9wjeUIg0q5UvLqhizbQCBEFAkmXebWjiUFs79X0DTEtK4D9vXkeK5f3QAllRqOvt45f7D1PT04uiRHNhzMlM54vzq8hzOmJ9/962ncxKT8Oi0/J2XQPDgSChiMS3Vy9nTVEBqot87sqyzAvVp3nh5GncgSCSoiArCjPT03hs+SIybbao911E4q3ael44eZqOYTcqUSAkyVSmpfBv69dgGxUBdp9rYWfTOc72D5BgMvKjW9eT73w/XEpRFAZ8Pn5z6BjvNTbjC4dRFIUch50vLpjLwpwsJFnm9ZpattQ3sig3m93N5xgJBAlKErMy0vj60sXkOe30jHh46shxanp66XCP4Gtspqa7F4B0m5XvbVgTEycOtbXzTv1Zzg4MYlCr+dGtG5iekjSmX30eLz/fd5BDre1EFIVQJIJOrWbTjHI+N3sGgiBwsK2dl07V0NA3gMsf4IkDh2NC1d0zK7hrRvnFX4iXgbg4cYkMDXjoah+MuQ+qVCIms47EFCuGKY4RDgTCKLJ80e1IksxzT+2hrbmfL37jRhwJE49b+lMEg2GkiIzRdHXFpIVCEcKhCCaz/kp3JU6cOBfJ8Z4unqo+RlCauDhxHlEQEBFQiQJqUYVGJaJXqdGr1SQaTZQkJlKRnEJJQlJMsFBdxuRrI0Ne6g43oTNoqT/WzI7n97P41jlkFqaCAmcOnuX4ezV86XufZf76mYgqkQXrZ9LbPsDWZ/cw54YKElLt9HcOoaAwf/1MZq0oRVSJhPwhFIhu7BVoOHaOA28f55F/vZslt1YhqkQCvip62wbZ+uweqm6oICkzgfyKLB79j89hshqixwmEkWWZ15/YFrO0nsfr9lM0O48bP7cUnUEbK/F3fqNx8J0TnDnUyIP/uJEln6lCp9ciyzIhf3iM4CDLCpXLpnPftz6DVq8hFAjT1dTD2ePncPW7Sc785A2KIAikZCVy/9/fzgs/eZvvP/ILyhZMY/76mRTNzsOeaEUQBXxuP1ue3YMj2coX/vVuEtLsKIpCfnkW//HlX7HzxYPc/c2bsSdZmbd2Bu5BD/teP0Y4FKFqdcWYPAMA0+cVklWczq5XDhP0Bpm/buaYv6flJqHVa+ho6sGaaKGntZ+yhUX0dw7hdfsZ6BrCZDVicZpxptp4+J82oTfrUWtUKApYHCZ++JVfM9DtIi0/ObboDwfDWBwm7v/72zGY9SgKRELhWKjIrpcPM9A1xN8+8RWyp6cjCAIlVQV8/+FfsOPFg0ybnXdJeU1UahFnqg0BgcGeYdwDHt58cjtzb6zk3r+9DbPdOCqWaHj1l+9y5tBZZq0ow+PyMTwwwqyVZay8awF6oy4WZvDB/uhNOopm5WEw6TF8zDO8ra6LwR4Xt3xpdWzch3qHeePX2zHbjBhMenxuP1Ik6kl0z1/dQua0VGRJRqtX89yP36LlTMe4xYn+ziG+9+DjaD5wDaflJvHY41+Ihe9IksT8dTPY+Jfr0WjVzF8/k5YzHdTsr2ftA0uxJVg4uaeWtLxkbrh3MYkZTgoqs6neXUfQHyIh3RHzUkpIc5CQ5qCtvouj205fsE+yJGOyGtn09Q3RpJyKQkKanZ//1dOcPdFCzvQMmk61sfPFgzz8T5tYvnE+KrVI0B9ioNvFe8/tZ/66mSRmONj8u11YnCYe+u4mkjKdKIpCRmEKP/6L33Dg7eMxcQLANxIgrzyL9Q8uRzvqLSVFpHHndvkg3mE/e147gt6ko3JpyYSPc62TarGwLD+Xp4+cQFFgQU4WaRYzes37152iKOxraeW3h49xw7QC1hQVohFF3jhTz+N7D5BmsbBqWj4QtabvaDzHF+ZXUZGWQq/Hww937OF/jlVTlZmO02hELYo8WDWLu2eW8/1tu+jzflQU7PN4+fHu/QTCYb5z40oyrFbahod5fO9BHt93kH+8YSWWUQFFlmXermtgbXEh/7x2NUatll6Ph2y7fVxhKe3Dbp6rPk1lWgr3zp6BRhTp83oZ9Pmx6aPzg6wo7G1p5ad79rM4L4e/W7kMs07LSDDEoM+H+QOVVTZVlnPz9GJ+se8gJ7o+Ws40LEn84fgpdjaf49FF8yhLSWbIH+CX+w/y0937yLHbYoJNfV8/yWYT3169gkSTkcNtHfy/3ft4u66eR+bNIc1i4c8WzafD7eZvX9/MupIiPjurAgC1KI6p+HJTaTErC/N5+ugJ3mtsvuBY7GtpY3NdA99atYzKtFQissy5wSGcRiOq0cSXi3NzKEtJ5pXTZ/j98ZN898ZVpI+GrlyN+UPi4sQlcnBXPf/v319Hp1MjiiKSJJGQZGX+8mLuuG8hzkTzlFng9r9Xi6IorFxfeXFvUGCwb4TujqGPxDNOJkf2ncU95GPd7XOmrI2JcOpoC23n+rntnvlXuitx4sS5AsiKgoxCRCIqdnzA4Hhu2MXhrmg2dqfewMzUNBZkZLE6r4Acmw1xispSfpC6w0384Ev/RSQUQaUS2fi19dzypdUYzHrCwQhnT7QwPOjh6PbT1B1pin4mWWGoZ5j+ziF8bj8JqXamzcrF4jTzzPdepulUK3PXVJJdnB6LIw+HIzSebGF4wMOJHWdoqm6N9WGge4ieln48Lh9JmQkIgoDfE+DY9tP0dwzi9wQ5e+JctL56eKxg5EiyUbm0BN2ohVelVo3ZlNTsayApw0nZwmnoRvM9iKIYC0dR5PeTBMxZXR47js6gJTUnie5z/YQ+YJ3+JNRaNcvumEduWSYH3jrOoXeq2fXSr6hYUsymr2+gZG4BfR2DdDf1MvuG8timVBAEMovSKKjI5sSuM9z12E2Tdu7P56noauolPS+ZoDfIoptms+PFA3Sf66O9oZvMotQPbGplDm89Sfe5PvwjfrrP9REKhAgHx1rLdUYdM5ZPx2gxjH4GYjk1fCN+6o80MTLoZftz+2LvCfhCBHxBWs50EAlF4BINKqIoIojR89hxtoeu5j7MdhPP//jN2Gu6mvvwuLx0nI164yRmOJk2O48dLxwgFAgz98ZKShdMw2Aef4UajU6NKIj4PVEXdEVR8I1Ef/7w5nj6vAJScxJjVvqU7ES0Wg0e10c3X5+E0axn0c2zsSfbYr+zOE1jvAV0Bi2zV5XHQqoMJj0p2Yl0NHZHxx7QGXQE/aFYOdhIRI6GWyVMbB2ZW5ZJdkn6aGiEQEKaA5PVwMiQFyki03SyFXf/CCf31NFa+34lir72AbrO9eEe9CCqRc7VtCNFJN749bbYa9yDHkLBMC01YytYWBMszFg+Hd3otaRSRasPTYTzuWB2vLCfA28d5/6/v53Uy1A+9molwWjgseWL+fXBI/xk9z6ePXaCBTlZbCgpioUChCSJzXVnsWi1PDBnFmZddA64rayEzXUNbDvbyIqCaDJZWVFYWZjP2uJCdGo1eU4HS/Ny2FLfSPeIB6cxGoZg0eswK1qMmgt7rJ3q7uFkVzf/uGYlC3OyEQWBXKeD3hEvvzpwmBNd3SzJy4m9Xq9Wc2dlOdl2G4IgTDiPQkSSkBUFp8GA02ggx2EHQYiFnfjDEd44U0eiycRXFswl3Wb92GOZdVrMOi0mrRbhAoErAz4/b9XWs65kGmumFaBWqch2wO3lpfxg+y4OtXVwc2m0Yo5Bo2HTjHLmZkXDBxOMBt6qraehbwB/OIzdYCDFYiYsS6hVUc+XdOuF+2bSRvtk0en4uClAVhQkOepNk261olGJFCQ4x8wZVr0Og0aNVa9HJYokm00f2+bVQFycmASsNiNf+uZa8qal4PME2P3uGba+fhyDUcudDyxGf5EuqONBkmT2bDtDbsHVNVHLksyBHfUYTFdXrWdZljm89ywjH0hOFidOnDgXYjDgZ9u5Jva0tfKHmpOsys3njpJS8h3OmCvkVFC6YBqf/18bGeiKJsNUFAWDKbpJkyQJz5AXQRDoax/EbXj/uZKak0h+eTYGc3RDkF2czt8+8WW2/WEfe145wo7nDlBclc9nHr2RzKKopXhkyIsoCPR3DI3ZkCVnOskpycBoNSDLMjteOMArv9iCyWokLT8Zs90Us+B+uAi4WquK5aq4EB6XF71JGxMj/hQWh2nM/0WViIIyobrj2cXpZBSksPKuhdQeauR/fvAqf/jRG3ztxw8SCoQJhcKYbWMzs2u0agwWPT1t/RNo8ePR6DQkZyXS2zZA44kWLE4zRXPyeO/5/XQ19dLe0EXuaEnOmv0NPP29VwiHwmROS8OWaEEYHfsPF4IQVeJHvDjOEwpG8Lr9yLJCV3PvmL9Nm5lDRmEaKs2lXdeyJDPU60aWFexJVtyDnlgo0ofbrLqhIpZzQmfQcv+3PkPRrDx2vXSQ6l21JKY72PDQCqrWVKD5mMSXF6JwRg6lCwp56WebOXu8BVCoP9pM1ZpKskvGJqs02YyoNe8vgQVRBCG6IR4vJpuBG+5bcsGEmNJoaIooipjtY68xUSWOOY/Lbp9L9a4z/OyvnqagPIvuln4C3gDL7pg3Ia8Wg0k3NlzqfCLM0U3/yJAXUSUy0DmEz/3+2ighzU5GYSpmmxG/JzCaCFP6yHmsXFJM4cycMb9Ta1QYLJOTaE8KS+x74yhvPvkea+9fyuJb5qBSX94yolcT5zfyf7NiKXfNKGdH4zl2NDWzp7mVe2dVcvfMCoYDAdqHh6nt6+fLz78ce29Ylhnw+XAFgmNm0eKkxDG5KqyjOQoi4zBgNvYPYtPrSbdax3g/FCclEoxEaHUNj7mv8hOc2A2XVh473WbljopSnj9Zw1dfeo1FOdmsKMyjMMGJcdTzICxJnO0foCozA5vh0jym21zDuPx+Xj51hj3NLbHfe0Nh/OEww4FA7HdGjZqixPe9+0RBwGbQE4xEkKeggM+CnCyW5ufyy/2HeK2mjhumFTA/J4t0qyWWO+RaIy5OTAIqtUhquiMmFGTmJNLS1MvRfY2s+8xs9HpNNF6pb4QTh5rp73Vjthoon5lNVl7imDjPcChCQ00njXXd+P0hTGY9OflJFE5PQ2/Q4vMGOXWshab6HmpOtDHs8sF/7QDAbNVz460zY2EeoWCYU8daaarvQadXUzoj+yN9VxQF16CXE4ea6e0exmjSUVKRSd60lDFqt6IoeNwBTh1robNtEEmSsdmNFJVlkJ2XRDgc4fTxaFsnDjdjc5h4ZrRfeoOGNbfOxDq6+JMkmcbaLmpPdRDwh0hJszNzXh5WuzE2WXlGAuzYfIqZ8/LQ6dQc3d+Ea8iL3Wli9oICEpOjMdhul58z1W10tA4QiUjYHSbKZ+eQlulEFAWCgTC1J9tprOvm0J4GVCox1i+VWuTGW2fhTJya8JY4ceJc2wSlCI1DgzQODfJucyP3V85kY8nU1Xg3WvRkTktl+rwCTu9rYNsf91G1poLiOfnRkEGbEavTxKM/uI/U3KSPPY5KrSKvLIuHv5vJYI+Lva8f5bVfvYt70MvXf/IgOoMWs82I0WrgS9+7J5aI8sMMdrt4+edbsCVZ+MZPH8aebEWWZDY/tZNTe+sv3PifWG8arQbcQ16Cvk/2fphsLxWVWkViuoMlt1XR09LH20/tpK99AL1Rh06v/YjFPByK4HP7MdtNE+zLhVehgiCQOz2DU/vqqT3SRFJmAslZCTjTHLQ3dNHXPsiiW+YQCkZ47VfbGOod5h9+91UyClMRBIETO8+w9ZndHz0uXNDiB1GhxWjRk1GYwt89+ej74tIk4h32cXJPVFhIy0tClmTUGjUbHlrBDfcu/pNj6Ey1s/7B5ay4cz41+xt47YltPPG//oA9xcb0uQUX3Qez3cT89TNpOtmGSi1iS7Tw2b+5dYw3z3kEQfiT1+pU8MFcJxcipzST0gXT6D7Xh0qjpmzhNO75q5vJLcuKJYYcX4PCx14TgiBgshnRGbU88i93kVt64WoBvW39aA1ayhbm8tUf3X9ReUkma1iPvVfDU//6Egs2zOL2r6792HCeTxtWvY7KtFQqUlPYNKOMf393By+crGFRbjZ6jZqILJPjsHN7eelH3ptiMaMS3j+HRo16zPk6//N49tAhWUIlRsMlP4hGrYrmT/pQSKZWJY7pw0RQiyL3zZnJvOwsttSfZWfTOV48eZpNMyp4oGomFp0OBYVAREKvUV9yJZNgJIIoiszNymBW+tjnpSgKlKWkvP9/QcSg+eD2OnoXRvWZyVUnBEEgzWrhX9fdwN5zrWw/28Tj+w7y7LETfGPZYhblZl+TAkVcnJgCNFo1qekOTh9vRZaiCShrTrTx1OPb8PtC2BwmfJ4A77xyjDs+t5DFq6ajVqsIhyVe+N1edr97BovVgEot4hnxY3OYePCrq8mbloLfG6KhpovW5j6CgTAjw3462wcBsDuMSFL0wg8Gwrz49F62v30Kq82Awahl33u1BD6UOOlsbRe//fk2hod82BxGAv4QW149xoaNVaxcX4FWFxVWmht6eOZXO+hsHcTmMKJSiYy4/Yy4/WTmJhDwhzhb201LYw9+Xwi1WhXrl9GoJRKRY/16++WjbH39OHq9Fp1ew/CQl11bT/PAn60iKzfqZukdCfD8U3tiOT2GXT6kiEwoGKGgOJXEZCvBQJjXnzvEwV31aHXRsmuD/SNsff0EX3zsRopKMwgGwzTWd9NU343XE0CjUcf6pVaLhMORy3VZxIkT5xqmyTXED/fv4VRfL4/OmUe+3TFlYR4qtYp1n1/GiZ1nePPJ98goiFoxp83KZfNTOzmy7RQ33rckVq4xmvxQxmiJWqO8bj8qlYjOqCUhzcEN9y6mt22APa8eJugPYbIao3HogsCRd0+RnJUYTd4HhPwhIhEJo8WAZ9hH0B8ko6AQa2I0PtXVP0LNgbMT+lyl86dxcnctNQfO4ki2oR0V7oP+ECq1CvUlxKV/GEVRRq2+EUw2Q8ytP+ALMtTnRqfXojNoScp0klGYSv3RZvo7BklId6AoCm11nTRWt7L2gaXjblulEtFo1Lg8boL+0Ec2xjmlGex97QiD3S5W3bUQnVFHbmkmNfvrCQXDJGcmEPSHGBnykJBmjwlRQX+I6l1nkMdpfjNaDRRXFfDmk9up3l1LxeLiqEChgM8TiJYcNVx8qccPIksyIy4vW57ZTc3+Bu7483VYHGYypwkkZzk5tv00s1aWkZBmj3oARSR8I4EP5DAJEQ5GMJijuSRmry5HVhR++JUn6G0boKQq/6L7JUUkdr54kPzKbB78x41oDdprKvF3b2s/h7ec5M/+83NUram4pASln4RKLVI4Iwe1RsXhrSdJz0+OlfsM+kNEQhGMFgPOVDs50zNorG6lpaaDnNIMRFFElmR8I350Bl1s7pgspIhEzYEGfv+frzF7dTkbv7buorytPm0IgkCqxcKi3Gx+c+gYgz4/RUmJOI1GRgIBbi4tjnkRTCWZNiueYIghfyCWDBOgY9iNWqWKVamYiFfSn0ItikxPSaIw0ckdlaX88cQp/nDi5P9n773j67qqtP/vabc33XvVe3fvPbbj9OoEEkqAwG+AYSi/DzC0AQaGmXfmpUxnYIBhCGUY0khIAiSkN/e4xkWWi2T13m6vp7x/XOnGiiVLcSxbSfT8Z9+jffY+e5999nrWWs9iVWkRa8pKkUSRQqeD9pEg8bSKdZK0lOkg3+nAJElU5Hi4Y/EC5AkiKF9PwkyFMeLQMDKxLG9mp7IqClfXVLGuvJRTA0P8cMdu7nnlAMuKCscJpgpn3W82Y46cmAGkkml6u0bw57tQzDKxSJIHf7kdXTf44t+9i5IyH+FQnPvv2cZDv9pBWWUulbX5DA+E2bfzNPMWl/Dxz1+HrEgkYkn6e4MUlmRysry5Du762Cb6e4O0n+ln/ZZ6PviJK4FRRXopswE0nejhmT+8yvot8/jgJ65EMUkc2nOGH3z7jxQU54z2U+Wh/9lJJBTnc9+4lYrqPGKxFI/du5vf/WYXpRV+FiwryxIF3e3DfPJLNzB/SSmiJBIciWLomVrq7hw77/nwBoYHw3R3jlBTX8invnLjaL/GwhcNTh/v5uFf7+TaW5dx54c3YDbLdLQO8sPvPM4j/7uLT3zhBuzOUTGb0dSVD35iM6uvqEWURAJDETyjAmxmi8KGq+ax4ap5lJT7MIDjhzv44bf/yO6XTlK3oBiny8rtd60lOBJj+FthnG4bX/jWbdm5utBcyDnMYQ7vPERSKX5/opGhWIxvbtoyowRFaV0h1394E4/+6GkOPH+UK+9cy4K1tay7eRmP/ufTDPcEKKjIJRlP0Xm6h5LaQm74yGYUk8wLD+6i83QvxTUF2JwWhrpH2P/sEeatrs6EhwtQt6KSzXes4Q8/fY5Af4ii6nxSiTSdp3vIL8/llo9twVfgwV/i5fC2Ezz9P9uw2E007D5NS0PHBZWeXHvTUg48f5T7/vH3dJzspqgqj3g0SW/bIFe9dx3Vi8+N7nsz2PfsEV56aA9Vi8vw+F1Z0mHvM0fY8t51GXFKq4kbPryJe/7mQf77Gw+wfMtC1JTK9sf24S1ws/mONW/4vmabiYoFJRzdcZL7//mPlNYWkEqqrLt5GTl5bnKLvYRGosQjGfFAxSRTVlfIH376HIUVueSV+rC5rJTWFbHr8QP84afP4y1wc+ZIO8d2ncrqFkwXoihw5R1rOLL9BD/76wfY8t515OS5iARitDR0svmO1SzfsvANldDs7xjiqf/ZRiwc5+T+Mxzf28T6W5Zz9V3rUcwyLp+T2z91Hb/8u4f55d89xJKN8zCA4Z4AwcEQH/7mHTjcNpqPtPP8A7vIL/PjyXWSTqrse/YonlwnRZUZUkbXdHpaBxjuDdDV3Ec8kqDzdC+HXmrA5rBSVJ2HM8cBgoDZZub0wRYe/sFTWGwmTBYT+eV+Fq6vy5bGvNiIhuK89NAecvJf05wwWRSWbp5PbrH3PH85HpIiIUoCLzywi7bGLiRZxOa0UrusgoqFmZKdiWiSztM9RIIxWhs6iEXinNjXjJrWcHkdFNfkT32jUVQvKeO6D23kTz9/kfBQhJK6QlLJNN1NfXgL3Gz9i2tRzJnolx9/5Tfc880HWXvTMiwOM6HBCO0nu3n3Z66nclHpG3pe54NhGHSf6eenX7ufRDRJcU0+r750PGu52V02Fqytwf66NKx3ArqCIYZjcSq9OdhNCgbQH4lwsLMbp9mE327DaTaxvryUX+47yFMnT3PL/HrMciaaon0kgMdqIcd6cd+DpUWFOM1mnjvVxLw8P16rleF4nKdOnMJrs7KocPprcroYjEaJJFMUu12jJT1dzMvNJakeJTbqdLTKCpsqK/jFvgNsb2nlpvo6TLKEqusMRKJ4bVbM8vS+YyVuF0uLCnjmVBPrystYUpif0WNKp+kMhijzuN9wdIbdpCAKAl3BEIl0+oLIE8MwaBsJYFMU/A47dpOJal8OpR43h7p60IzX0nNEQcBpNhNLpekJhTMaHbMUs5acMAydqNqDWXSjSOeG3ae1CKoRwyL5Ed5keNCbha7p9PcEsNlNBEai7HjuOJ1tQ3zwE5txOq2cONZJV9sQ7/7QesoqcxFFgRyfg2tuWcLh/S0c3NNMZW0+VpsJl8dGS1MfjUc7qKjOx+2xUlVXkD0AZ8SbhNG8OwFRFM/xNqmqRtOJHuKxFFffvATHqLG/bE0lVXUFxKJJADpaB2ht6ueaW5ZQXV+AKIq4TTKbb1jEvp2n2bvjNAuWldHdMcyJo51ce+sylq6qzIYm+vPGi6mM9UtAQBSFc/qVTqscOdCKJIlcdePibL+q6gpYv2Uef3p4P309AaqcBdm/qV9YxIp11dkSWnmFr71MgiBQXp1HNJJgeDCCqmo4nBbMFoXAcARdNxBFISvIJAgCgsBF9c7NYfYhlUwz2BucUdHXOUyMnFwn9gsQsnuzsMoKLrOJyX0PBoaREY5SDR1V00lqKmn9ja8R1dDZ3t7G93Zu45ubtlDuvjgf+DExxrGQe8WssPmONTTubeLwtkaWb1mYCVP/ym2ULyhh71OHOfjiMWRFprAyj/L5xVmytagyjyPbT3BifzOGbmBzWFh383Ku+9BGrKPRFQ63jfd/8RbK6ovY8+QhXt12HEmWKKzIY93NGUPI7lb48F/fwZO/fIkXfrsLs8XEwg113P21d/Hs/TuzkRsAbr+T/PLc8+6v3gIPf/HdD/DSQ3s4suMkB19oQDHLlNUXYXNaQMgIBZbWFZ5TLtTtd5Jf5kdRpn9sKarKx+Gxc+iFBuKxJIoi4y/O4UNfu501Ny7NivYt3ljPp773QZ69dwfP3bcDURSpX1XFdXdvpPB1AnyiJOIr9KCmtUmNeVEUue5DG0nGUhx6+TiHtzXiyXWydPM8cvLcmciVJWUEB8MUVWUOuQUVuZTWFVJaV4jL70SSRN71meswmRV2PX4QWZGoWFDMB792O0/8/MVxnmSr00JhVR5m28ReUkEQ8BXlZJ79w3s4+GIDiUgCs81M+bwi8kr9U6YcnD3+3GIvva0D/OmXL2GyKBRX5fOpf/wQSzfPw+PPnAtkRWLdzcuxu6xse3QfT/9mGxjg9jlZdd3ibDSJN9+DyaLwypOvkkqkkRWJktoCtn7nA1QuLM0KuG5/dC+HtzWSSqSxOa20NXbywD8/jtNr5/ZPXcfC9bV0NfWSiqcQJZHje04jSgKpRJrgYJiV1y3mA1+5LbPGK3Nxva5amcVmpqAiNysoOl24vA7cPic7/7Cfs/cfR46NgvJcckt82N02iqvzx2lcIAh4890kYkkkWUJNqbQc7cDlczLQNUw0FEPXDaKhOE/+6mXe/6Vb2XDrCoZ6R3j0x89kdCIiCSx2M9t/v5+9zxyhrL6Iu76yFavdTH5NNcAcAAAgAElEQVSZH2++e9yWaDIr5Ffk4sjJpCrZnFbu/OxNFFUXsOeJgxzZeRJJEikoz2XFNQuRRkvO162o5HPf/zNe/O1udvx+f6bqmdNK/eoq3KMRVWPPoqAiN1s6+EIRHAqTiCZRzDLP3bdz3G+FlXmU1Ba8I8mJht5+frpnLxZZxmYyIQkCwUSChKpy94pllLgzApM3zaujIxDkV/sO8eypZhwmE6FkknAyyRc2b2BVSfG073lqYJBdre0EEgkO9/QQTCT52Sv78dttLCksYG1ZCSVuF5/esIaf7z3Al//wFD67lcFojEgyxcfXrqTE7Z76Rm8QZ4ZG+O89+zAAt8VCWtPoDAZZX17KvFw/AqBIIjfPr+PU4CD37NnPk42ncJjNRJJJnGYzX716E2ZZpiMQ5KXmFoZjcfa0d9AdCvGrfYcodDqoz81lQ2UZFkXhz9es5F9f3sm3n3+JIpcLAQglk7gsZv7m2i1vON3TZbGwuaqCp06cpj8SxWk247Pb+PzG9VgUmd5QmBeaWhiMRdnb3klvKML/HjhEicdNpTeHK6sqsSoyz5xq4sWmFjxWC3aTiUA8TncozHuXLsJ+FuEhCgLz83Op8nn5pxe3U+XLAQRunFfLtbXTT5+7FBAudpjNBeKcTmh6kl29X6bK/R6K7Vee8wcdkWfojLzAqtxvTkheXCo8/dhBfvidx7E5zJhMMopJJjffxYar5nP97cux2ky8+ORR7rvnZf7iizeyZmNt9m+HBsL87efvZf6SUj7z1ZsBOHqwjT888ApNjT2UVPpZt7meNRtrxxnlAP29Qf728/dxxdXzufuTW8b9lkikuf9nL7PzhUa++5OPkFuQ2RjUtMaPvvcEbWcG+Ot/fC/NJ3v52b8/zd2fvIotN7xW4zYwEuXbf/VbvD4HX/vuezi4p5nvfv1hvvCt27ni6vnnfR7Dg2H+4cu/pXZ+YXZMY0gm0vzoe0/Q3TnC179zJ76zyI1dLzby3a8/zLd/9GEWryinvyfIX33il9x85yreffd6TBN46VIplcP7Wnjp6aP09wQzIZCGwenGHjZdt4DPf3NrNiwyOBLjn775O5xuK1/7znvOO4Y5vLXR3NjNd794H8MDkcvdlXcc/v+/uZ0tty69qBFJ/7F3Fz/Zv/e8pURvqK7hY0tXIE5CVBujpERS04imUgQSCfqjEbojYTpDQZpHRhiMRd9QqKMsinxw0RK+fsVmLPKbEz02DIPUaMqdyaJkDcWxlAcMMFkVRDETgaZrOumkiq7rCIKAKGfSCMYE7zRNR02qowRdJsxWNmVS384mjrJtpVR0bbQtSUQxvdaWoRukU2nUtJ4hd00yoiiQTqrZPkGGFNRVHZPVdN78eMMw0NIaalrL9l+SRWSTgiBkNIlS8RQWm3mcNsJr7SvTCnc3DGO072o2vRLIjm+sckn2WiNTjlNTR8epSMgm+RyizTAMUomz5moSIs4wDNSUhppWMQwDURRfm0M904ZhGJhtmdQDXdNJJlKIopg13DNtqNmqKJIsISsSqWR63BjUtEY6mSnHer6SjWPPPp1WMXQDQRRG25QRhOnpfGT6nsqSvxOtmbOh65m1qo2mdoqSgKzIGUdGdn2paKo2OkeZ9aCMVkA7+5mPiUuOh4DJohCPJPjvr9+Pqmr82bfuxO3LGM2qqvHM/27jdz94in9+6usUVuSRiCXPmV9N1UafqzJt43psfsaqa4zvloDZoiBKIlpaI5VSsdhM48aUTqbRdQOTxcTpQy38+Mu/4cY/u5LN71qdncfQcJh//oufkV/u50s/+XN03ciUBZ7g7D62xgRBIBlLIUpCNlUDyK4xWZGzkU+T7QFj7/nZ70g6paKltex6lhRp3J6STqZRVQ2z1XTBKSlj/UlOUpVHEAXMFtOM6KZMht5ImM89/QT7ursmvWaeL5cf3bSVqpwLqzwxHfRHImw/00brSIBIMoUsChQ4HawrL6PW78M0umYMwyCaSrG/s5tXu3uIJlO4LBbqcn2sLy/FaTbTEQjy6wOv8r6li6j1+7JzuKetg4Nd3dy2cB4lbjcHO7t57nQzCVVF03UMMt8+AVhRXMQN9TVIoohmGDT09rO7rZ2haAy/3cbGygrqcn1ZwU3DMPjlvoN4rJZsRMeFIhBPsP1MKycHBoml05gkiVq/j42V5eQ57OPWbTCRZE9bBw19fcTTKg6ziSUFBWysKsckSZwcGOTx4yeIptLZMUqCgCgI1Oflcuv8emwmBd0w6I9E2dHSRtPgEAA+m43lxYUsKy5EAHa2tnOgs4tPrF2drZSSVFX+cPwEaU3n9oXzsqVCDcNgOB7n2VPNnBkazhCBfh+3LZyHIkm0Do/w2LFGQslkptKYYWT7VZ6Tw7sXz8dhMtE8NMz2ljZ6Q2HSuo7bYmF5cSGrSoqxKuO/YZqu09Dbz7aWVkZicVwWM9fUVM9IdMskmBYLPmsjJ8BAMxIYxmSaACIxtRedy68Z4HBZufuTWyivzkVRZHJ8Dnx5zqwHaeygbrzOS6ePvgRjB1FBEFi8vJyyylyaTnSzb+dpfv/AKxzY3cSf/+X1FJdNXdsdRoWxRCFbhulsnP2vMfGa1/fL0DMHtbP7NZan9GYhSSLG6LjPhqYZ2ciGsyFK4oQr2TAMTjV08YNv/5Flq6v4yKevxumyoOsG//q3j03wF3N4p0DXdOLRFPHRCKE5XDqoExoPM488m4MVhcVvSPjJMAzSus5wPEZPJMKRvl6eOdNEw0AfweTUa0fVdR4/fZJVhcXcXFOH9CbywwVBmNDrLQjCOSr9Y6UPz2eESpKINIkX/Y22JYgCJosJ0+u06F7/NyazAtNwHGWJkknSQmRZQp7Aez3WfsepHh790dMkYuefo+LqAm775DWZcP9p9EkQOEcbYrJrp3udYpYnzMcXxHPnW5TEcyqdZNpQzqlY8fo1IY8aidPp00TPXlM19j57lG2PvDJVC6y9cSlX3jn9ctxnky0TtigKo1EykxN803nmiWiC1uOdrL1pGZ48V7ZU7ZieScaYFRBEYUJhRUmWsMoS8UiCB//tcbqaes97P4fbzs0f3ULFwpIpK4pM9MwFQciWegXobu4jEU1SMT9TKWcsR18OZ0iaMWNfksRpCUNOpNEw2Rqbag/I9teswHnGOtFaHcNMvLfvNOQ5HNy5ZOGU1wmCgMNsZkt1ZbZs6OtRluPhm9duOef/15WXsq78tTSdFSVFrCg5twrN6yELAkuLClhaVDDpNYIg8LE1Kyf8zTAMwskkgXhiwt/PhstixmO1snXhPLZOca0gCHisFm6cV8uN82onvKY+10/9lRunvK8oZMig95xnDjZXVbC5qmLc/5llmfcuWXTOtYIg4LPZuGvZ4gnbqvDm8JebN0zZrxq/jxr/9OxDSRRZUlTAkvPM02zALCYnJodupImpvRjoXHK55QkgKxLV9YXMXzKx2nFhqRcM6O4YRtf0LOPb1x0glVQpKn2NtRREAY/Xzsp1NSxaXs6Slc381788ybFDbRSVvla3Nsv2j3qEzmbGJFkkN99NJJxkeCiSjbpQVY2B3mD2uvziHGRZoqt9CE3TsyTKYH+IaDjO0tUVmRrHbisuj43mk71suGr+eb1iYwrYk/WrpMLPvl1NhAOxcWkhbc19+PNdOJzWaXlvdD2jXxEOxtn6vtXULihCEAR6u0YmDOcfa1LXjHP6NYc5zOGdB0EQMEkSBQ4n+Q4ni3LzuKW2nhdamrn32GEaBvrRpiBkh+Nx7jt2mNVFxRQ4nOe9dg4XB26/kw1bV6KlxxNhrxcUc+TYp0UizCFz7iirL+TKO8aTDhOJtBVWza7y5WOw2C1ULixl79OHySv1kVviRU1ptDV28vwDu1l307JzUjkmgmySWXblAmqWlJ/z29nPQzEr4zQm3iyKqwuQZJEnf/kywcEwZpuZSCDKwReOMdIf5NZPXP2WPrfMvbdzOB803WBXawePHjs+5bU31Ndwx+KpSZo5vHUx68iJUOoMreEnSGiDhNJtNAV/S09s+7hr0nqMYOoUBdYNSMLs38TKKv0sXFbGi08epbI2n7KqPEKBKE88tB+ny8qqDZlcn4G+IM0neyku82F3mDP5hpFEJlTvday7w2nBZjfTfLKHjtZBnC4rggAuT6aSRu2CQjxeG0/+7gAutw3FJHFwTzNtZwbIG03zKCzJYdnqSna9dJK6hcVU1xcSjSR46tGDiJLIuk31ABSVelmyqpJdLzZSUZPHgqWlSJJIKBAjmVSprivIem1sdjMOh4WOloyehcebqVU/1q9layp5/onDPP7wfu64ez0Wq4mW033sfvkkazbWUlA0vfxtQQC705IRT+ocIa/Qk+n7YwcZ6A1Sv2h8Tp3FquDy2OhsG6T5RA++0VKkLo9tToNiDnN4hyOTnyrht9m4c/5ClhUU8u+v7OKF1jOkplDgPtDTze7ODt4979yybXO4+HB5Hay6dmJP0xwuDKIoUlSVT1HVJQvtvehwuG2874s388TPX+TpX29DTWuIooAzx841H9jAlvesm5YgpmKSWbhuYg/rTKJ6aRkf+vq7eP7+Xdz/z38EQDZJFJTn8rH/816WX/XWNsbm3ts5nA+SKHBFZdm00guc5tlv983hzWHWkROK6MIm5xNTuzEMlZQeQFDHs8UCEgXW9dS434ckzP66x2aLwp0f3sD997zMf//b05hMMqmUitNl5a6PbaJwVM05Gk7wp4f309M1gtmigAGaprFyfXVGiPIs1txiVbj65sU8dt8evvPVh7DZzeQVuvns12/F7rRQWZPPLe9ZzVOPHeQfvvwAZotCjs/BkpUV9HaNAJnw2ds/sJZYLMmv/vN5FJOMmtaw2s28/6ObqKjJeEhsdjN3fGgdqqpx3z3bUBQJSRRIpzU2X7+Iiuq8LDlhMstsuXERD/96F9/764ex2c14vA4++9e34PU7Ka/K4wN/vpnHf7uPb//VQyiKSCqlUregmNvvWodlGqHIkPF6LlpezvK11dz3s5d56tED6LpBeXUe8xaXnJOPqJhkNl27gAd+vp1//OYjOJwWrDYTn/vG1mz1kjnMYQ5zkESRWq+PL6/fSCydZlt763mvT+s6z5xpYmtdPbI4R3TOYQ6XA4IoUFxTwEe+eQeJWDKjHSIKKIqMxZ4pdzmbIw8kWWLdTctYsnEeqWQaQzeQJBGTRcHisJw3YnUOc3irQxitJPFGRSXn8PbErCMnrLKfGvf7KHfewt6+v6HIvoVC+/g64yISsmhHFC7/QXDJqgo+476JorLJy0UJgkBppZ/PfPVmmk/2EhyJYbWZKKvOJa/Anc0lLC7z8dHPXktfT4BELKM47fU7qKjJz1a2OLvN67Yuo7q+kP7RVA1frhOzNZPvp5hkbnr3CuYvKaG3awTFJFNVm4+a1ujtDuAc9SAUFOfwF1+8kTOnegkMRTBZFEor/BQW52QNfEEQKKnw88kv3UhrUx8jQxEMIxO9UVaVOy6qQxAENl+/kLKqXHq7RjAM8Hjt2f7LisQVVy+gqq6A9pYB0ikNT46NqvqCcSr/rhwbn/rKTRSX+UYrk5z7TAtLcvjcN26l+WQvsWgSd46d6voCBnqDpNPauIOIIAis3VRHQXEO3R3DaJqOy23LRnbMYQ5zmMMYBEGg0pPDZ1atoTUwQnsoeN7rGwb6aR4Zpt6Xe4l6OIc5zOH1EISMnsR0NBlmIyRZwpkzdyaZwxzm8M7GrCMnxiAJZnKtK7DJ+Vik2evZLizxUlgydR3rjHaDjWVrqia9RjHJVNbmU1k7vdBKk1lh3uIS5i2eWOtCMcnUzi+idv54MZuis4Q1BUHA4bSwZGXFlP13OC0sWn5uHuY591Umvu8YRFGguMx3XoFPq9XE+i3zpuyT1+/E6x+f6+2cJHRTkiWq6gqoqpvdQjBzmMMcLj9EQWB5fiFXllfyQMOR85YdHUnEOdbfP0dOzGEOc5jDHOYwhzm8CVy6WjxvEAISFc7b8FnmctTmMIc5zGEOlx4mWebmmlpcU4SaRlMpTg0Pkp5Cn2IOc5jDHOYwhznMYQ6TY9ZGTgBIgglBmNVdnMMc5jCHObyNUZXjpcKTw1A8Puk1BtAVChFNp/FIly/dUB+tbx9MJommksRUFVXXUEejPmRRRBYl7IqC3WTCY7ZgU5RZnYs/GQzDIJZOE0oliaZSJFSVpKah6hq6kSmHLQoCkiigiBJmScKiKNgVBYfJjFWe3RoEE0HVdULJBOFUikgqRVJVSes6uqEjICCLIiZZwq6YcJpMuM0WzPJb6wylGwbxdJpwKklkdF4Tmoqm62iGgcDovAqZsVokGZui4DSZsZtMb6ic8FsNhmGgGQbhVJJQMkk4mSSladk1IAliZg1IEg6TCYfJhNNsxiRKs36ta7qenfNYOk1MTaNqOpoxft5lUUQRJSyyjPWs91kRxVk/Rsh8K1RNI5hMZseb0lTU0fUtja5tizy6rs1m3GYLpsv4XbkQ6KOlQUPZ9zhNenQ+Gd2rFEnErpiwKyZyLBYsb8E9+Y1g7JsVTCYIJZPEz/o+C4KALIgokjS6n5lwmsxYFQXxbfxMJsOs/WoZaDSHHkERHZQ5bkAS50RS5jCHOUwDgoAkixNqlcxhZiG8DUXbbIqJ+f5cDvR0n/e6gViUeDqNx3Lp8t3HjJVgMsGRvl6O9vdxeniInkiYoViMQDJBUlWzFUdMUuZQ77FY8VltFLtcVOd4WZZfwOK8fBwmM5IgzMoDom4YaLpOfyzK0f4+GgcHaA8G6I1EGIrHCCWTxNKpUYIiU8paEkUUUcQqK9hMCm6zhRyLlVybnUKnkwqPhzqvn0pPDlZZRhJFBJg149cNA1XX6YmEOdjTzfGBflqCI/RHowzFYoRTKZKjho04WhrXrpjwWjNjLHW7qff6WVFYRK3Xi0mSZ9VBd2z9pjSNrnCIxsEBmoaH6AgG6YtFGIzFCCczxk1mnAaCQNZAtSkKDpOJHIuVPLudQoeTOq+PBbl5VOd4sciZ8V6O+RwbmzpJOpgoCNMyqMfaCSTiHOrt4UBPNy2BEXojYfqjUWJqmoSaWQOKKGKWZGwmBZ/Vht9mp9jppCbHx4LcXGq9PpxmM7JweQ35sTElVZXmkWEaBvppGhmmMxRkMBYjkIhn9660rpPWMhpikiBiliWscsZ4c1sseK1W8u0Oip2ZvazW66PI6UIWxUu6lwnCuWV3zx6vquv0RiPs7+7iaH8frYER+qJRBmOZOUyqapacMEkSTpMZj8VCvt1BqdvDwtw8VhQWUuHOQZ5l+xS8Nsbh0XV6fKCf08ND9EUz73EomSSpZb5FAmCSZKyKjNdixWezUeJyU5PjZUVBEfP9udhGjfLLNUbdMEhrGhMVEx+r7jXVXmoYBgYQT6c5NTzIK12dnBwapDscpi8aIZRMZEl1URAwSzJWWcZjseC32cmz26nK8TLP52dBbh55NjuKJM26uZ8JzF5ywtDojr5Enm3NXPTENBBPpOnqDeByWMj1ObmY6zaVUunsDWAxyxTmeS5q29O9f3v3CLFECsiUHCou8OBx2S5tR94mGAnGGBgKU5TvwW4zX9T5DEcT9PaHyPU5cDttl3ytAPgLXHzgU1cTj6Uu/c3f4ahbVPK2+2iaJIlSp3vK6wKJBElNvQQ9yiCWTnF6eIjnW86wrb2VzlAo40nVJ08tiasqcVVlJJGgJTDC/p4uTJKE22ymxOXmmooqrqqoomrUsJsN0A2DwViUI319PNvSxMHeboZiccKp5KSG3xhUXUfVdeKqynAiTieh7G+SIGBTMt7lPLudJXkFrC0uoc7np8jhvKwRJYZhMJyIc7i3h2fONLOvu5PBeIxIKoVuTHRcfo3IiKXTDMSinBwaROgAq6yQY7VS5/Vxa209a4tLyXc4LluEwZhhOhSL0RYMsK+7k1e6OmkNBgglk0TTqfPOq2FAStNIaRrRdIqBWJQWMhXIRARsioLLbKY6x8uWiko2lpZT7vZc8ggSVdd59ORxfn7owIS/X1FazufXrMd9HjIzpWm0BQM8e6aJp5tP0xkOEUwkR73P5yKpaSQ1jVAqSW8kAmQMKYus4DKbyLM7WFdcypbyClYWFl/yZ2IYBuFUipbAMNvb29jd2UFLYIRwMklMTU+6tsf+Vjc00imNSCoz72djjJhzmc0UO12sLipmVVEx5W4P+XY7JmlmxyoJAvLrqsQZhkFCVTk+OMBTTad4ub2Vvmhkyvc4retE02l6oxFODA0iAHaTCb/VxsrCIrbWzWNpfgFus2VWfG9DySQnBgd4tqWJXZ3t9IQjU+7PcTVNXE0zHI/TNDLMK12dmCUJj8VKhdvDDdW1bCzLvLuXI2rk9PAQ33rpeQKJcyMm8+0Ovn7FlczPnVxjyjAM+mNR9nd38bsTDZwcHGQoHp/0jJDZv1NE0ykG4zGaRoYBUMRMFFSO1cLC3HyuKq9gY1kFuba3t3Du7Dh9TAIBEYvkRZi90hgXDZquc+xEN3sOtQAZFtZqMVGQ52JhbSGFee7R/594I2ps6uF7P36aDSur+OyfXYUkXbxn1t49zP/5/hNUlPj42y/ces4GfDaMszbci7VpBsNxfvnQbo40dhKJJTHJEn/1qeu5ZuP5BTOnQjia4Innj5HjtrF5bS1Wi5L9LRZP8eLuk0SiKW6/fgkWs3Kelt5a+NOLx3jwjwf4wsevZsv6Oibn+9/4fO7c38xPf7OdD9y+mvfcvOKyfDhzfE5uet+a814zNBLhuR0nCITiXLNxHtVl/mxf+wZCPLujkXgizTVX1FNVNidy+E6GLAp4bVMToWMe+5lE5oBu0DQyzAMNR3nmzGm6w+E31WZK0xiIxRiIxTjU28NDjQ1sra3nfQsXU+J0gSCcZ4eYORiGQVJTefZMMw83NrC3q5PERSR/xsLjw6kkPZEwh/t6uffYYcrdHlYXFbO5rIINpWV4LqEBYIxGEezsbOeh48fY1t5KLJ2+8PaAmJomFk7TFQ6xo6ONJXkFvH/hYm6qqcOuKJdsfsdIiZaRYZ5rOcPOzjaO9PUSTl08ElnHIJJOEUmn6I6E2dHRRlWOl62183jfgkUUOByXbi6B4XicU8NDE/7usViJqyoT0Z6GYRBKJXmk8TgPHD/K6aHBCT240+3HmCHYF81EHR3s6ea/brntkpEThmGQ0jX2dXXx2MlGdnS00ReNXNR7ZAirOCOJOG3BALs62zFJEvP9udxSU8/7Fy6eUjvozUCRMqlj8Nq5qScS5t6jh3moseEcMuWNwAAio6lcrcEAz7Y0c11lNR9btpJ6nx/pMhCNY+/zsf4+7m84wvMtZxiKx95Um0lNoy8aoS8aYV9PFzU5Xt49bwHvrl9Ant1+Sb9FCTVN88jwhGMaTsTpjYYnJCeMUXJpb1cnvzh8kN2d7STUC/9upXWNkURmXZ8ZGeH5lmZ+fNNWriyvvOA23wqYteSEIEh4LQsJp9rRjCSy8NYsDTVd6LpBw+ke7n10Lz6vHbvVjK4bpFQVh83MzVct4sYrF+ByTlyJwuOysaC2kMpS/0Wvh223mZlXXUBpUc6UbZ9q6efRp17lkx/aRI774kQ25HjsfP6jVxFLpHj8uaM8ve34RWk3Gkvx2DOvUlHiY+3yynHkRDyR5rkdJ+gfDHPjlQveVuREcb6HRfVF5PqcU1770BMHUTWdu7aunNahLs/nZEFdIcUFlz7C5o1gOBDj988eoaN7BKfDQnmRF0XJHCwaTvVw/+/3E0+kqCnPnSMn3uEQEKYVRZDWtPN6/t4sjNH0jcdPn+Q3Rw/TPDyMOokH9c2gLRjgvw/tZ0dHOx9fvpKrK6ouuT6DbhicGhrkZ4f282JrCyMTeK9m6r4tgRFaAiM83dzEprJyvrX5qkvipdINg9bACPcdO8LvTzUyFItdsEE6GdK6zoHebppGhnixtYVPrlzNwty8GY2iMAyDQDJBw0A/fzx1gj2dHfRFIyQvgXisATSPDPOTA6+wp6uDz6xaw7riUpRZkL8/FI+RmoBsMwyDU8ND/GT/KzzX0kz0TZBTE0ESROp9frzWic+SFxtpTePk0CD3HjvMi60t9EcjF31dT4aUpnG0v48F/pld48Cork3mO6EaOvu7u/jB3t0c7O3JptVdLISSSR492UjDwACfXLmaG6trL2mkm2EYDMZjPNzYwAMNR+kMBS/6t08ffQ9+sHc3L7e18smVq1lXXDorIvriaZXhCTSoDMMglExyX8MR7j36Kt3h8EVf68VOF5We2VvB8mLh8s/yJBCQqHS9m8aRn9MSeow822pkwTbugCQgYZF8CMLbJ7LCalX46Hs3sGFVFeFIkhPNvTz54jF+et92YvEUH75j7YRREVVlfv7uC7fOSJ8K89x847M3TXmdbhicbunn6IkuVPXiHZplSSRvtFyoL8c+q3Jm34rYsr5uNGLi/FBVjT0HWygrzmG6350Vi8pYsajsTfbw0kCWRHJcVs60D5JMq1lyoqVjEMMwcNrf3oToHKaP6ew4M50f2xUO8eMDe3mk8fiMp4+kNI1X+3r45ovP8dFlK/jo0uW4zJfmfdANg4M93fzfHS9xuK/3ktxzIoSSCfxWGw7FNOP30nSdQ709fG/XNg719swoyQUQTCZ5svkUZwLD/OXaDVxTUTVjBnta1/nt8WP8cO8eounLk2qX1DT2dHXQGQ7yN5uu4qryystOUAzGYucQNLph0DDQz99ve5EDPV0zYsRbZJm1JaWIl+DcnFBV/njqBD89uI/m0TD1Sw2P2cKW8gpsysw6mEySiFmW0XSdl9ta+faOl2kNjMzY/XTD4MTQAP93+0vE1TR31C+4ZJEwzSPD/OuenTzf0nzeEtsXA3FVZU9XB2cCw3xyxWo+uGjpZScoEmqa4UQcwzDGffOHE3H+c98eHmw4SvxNREucDysLi8mxXBpi8XJi1pITOhJULA8AACAASURBVConA79mMHGQ7ujLNIceQhTGby42OZ81ef+ASXJdpl5efAiCgN1mxp/jwJ/joLzYS21FHv9+z/P86cVjLF1QwrIFmbxuXdcZGokSiiSyf+92WvF7HRO2bRgG6bTGcDBGPJFC18d/+ixmhXy/E1mW0A2DYDDGcPC1kCa7zUxB7rnPWlU1RkIxAsE4hxo6iMZTtHUNEYpkmEVJFCkqcGNS5Gw/NN0gFI4TiSVRVR1RFLBZTOS4bcjy7FRdjsVT9A+FcTos+DzjPWmBYIxAOE6u14HdZiYSTRIIxfB7HYwEY6TTGn6vA0WRGBqJkEiqeD02nPbXQoYNwyAaSxGKxEmmVAwDzCYZj8uKzWoa90zG2sjzO4nHUwTCcVRVx2SS8Lrt2KzjD9SqqtE7ECKZymyYgiCQ53fisI0PczQMg3giTTAcp71rmI6eEVxOC2faB7NRMw67mTyfM9sfTdPpHwxnNUEEAXweB27X5Bvo2JqJxlIYhoHVYsLrtqEo56qKG4ZBKJIgFE6QVjUEIbNWnXYLNpvpgskqkyJTVOChtWOIZDKNw2YmkUzT1Rck1+ckkRzvsTIMg2g8RSg8fn7cTit22/j5GQ5EiSVS5PtdxBNpAqFYZn4UCa/HjtUyPp997LmHInHiiTSGAYoi4XZYcDrODSsfu34kGBvty/h32eW04vPYEEe9RWNrKxCKkUpryLKI22nFNUHbkWiS4WCUXK8DWZYYCcSIxVMggN1qIsdjP29q19sNBsa0DhoWWUaegQP/WBTBv+zZwfb2tovuhTsfgskE9xzaTyAR59Mr15Jrs83o3qwbBnu7Ovm7bS9wamhwxu4zHfhtdrZUVM34QTitaTxzpokf7NvzpsL3LwSnhgb5+20vEkkluaWmHusMGHCSIFDidE2qk3Ap0RkK8d0dL2NXFDaUlF3Wc0ZCTRNIvHZ2MwyDw309/P22FznS3zdj68Bvs7E4N3+GWn8N/dEIvzx8kAcbjl2yyKeJUJXjZU1xyYzfxyTJyKLIzs52vrvjZdpmkJg4G0PxGD/atwenycRN1XUzmuKh6TqH+3r5p93b2d/dhTbDJOrZ6I9G+eG+PYSSSf5s6XI8l9FAH9PMUXUdRZIy0WGJBN9/ZRe/a2yYMWLCLEksLyjEbpp5wvxyY9aSEwICblMNFsk76TWK6DqHsHi7QRQFqsv9XL95Pj/5zTb2HDzDwrpCTIpMMqXx+2eP8KcXjhGLp1A1jduuW8rnPnrVhG2dnRYxNBIlkUyTSmWMPafDwtpllXzq7k14PXZUVePFPae499G9xOJpUmmVK1ZV8/df2npOu529Af7jFy/Q1jXM8EgUTdf56ncfzX74PS4r3//b91JSmAlF0nSDp15q4OU9p2huGyQUiWMyyZQW5nDjlQu4acsiLJbZN6/HT/fwnR89xS1XLeLjd10x7renth3n4ScO8pcfv5qNq2vYf7SNex/dy63XLObRp18lEIxz+w1Lqa3I5RcP7qJ/MMyV6+v4xAc24nFZMQyDxqZefv/MYY6d7GZwJIKuG+R6naxaUsb7t66iKN+dfaYPPXGQIye6eN+tK9m+t4kDR9uJxZLkeOxcta6O921difcsAiUYjvOjX7/M8dM9xOIpJFHgG5+9iU1raseNQ9cNnt95gseePkx3X4BILEn/UJgd+5qz11xzRT1f/fT12b5E40l+9fBuXnm1NWPEGgafunszd9y0fMLnGIuneG7nCZ5++TgtHYPomkFRgYdrrqjnlqsX4zmL1NB0nYaTPTzy5CGOnuwiGE4gyyJ5Pierl5bzgdtWT0rGTQVRzETitHUOMzQSxZeTIZIGh8NUlvo4eqIre61hGJw6089jzxzm2Mku+ofC6LqBP8fBisVl3LV1JSWFOdln8vtnDrPnUAsfetcaduxrZt+RNqLRBB63nc1ra3j/rSuzaTWGYdDRM8IjTx7iSGMXPf1BVE3H47KyZF4J79+6kpqKvHEpVX2DIX77+EH2HGohEk0QT6RRVR1JEnA7bbz7xmW85+blWMwihmFwunWAx55+lX1H2ggEYzhsZpYuKOHOm5azoK5w3IFm/5E2fv7gLj7zkc0EgnEee+YwHd0Zr9fyhaV88RPX4Mu5sGf+VoSqG4ycp4zoGDwWC2b54ntjm0eG+d6u7Wxra3nDBosiitgUEyZJRBsVZ4un02+onUgqxb1HDyMg8Pm163HPYARFRyjI9/fu4uQFEBOSIGCVFcyyhCiIaIZOStWmFNqbDPU+P6sKi2bUgE1rGi+1tfBPu7bTHgq+4b+3yDI2WUESBdK6TjydfkPpEgaZvPh/2b0DURC5rW7eRQ9/FwWBlYVFrCgoYldn+wW1kREvVTBJGfI6rWlE0+kL0nhpCwb40b5XqM7xUuCYOrVxpqAbBgPR13QIWoMB/mnXDg739c4oQbUsv3DGUzoGYlH+Y+9uHjp+bMY961Ph2qpqnKaZrfYnAFZZpjUwwvdf2cWZaRITkiBgV0yYJClLgr/R/RmgKxzmJ/v3Uuf1U+v1zcieZRgGxwb6+LttL3DsAsgz02iJTEWU0HR9VAfljRnxgUSC/zqwF1EQ+NTKNZe1vOpwPBP5pEgS0XSK/z60j981Hp8xYgKgwOFkns9/WTSgLjVmLTkhCjI17vdd7m7MCgiCwMK6Ihw2M01tg0RiSbxuGbNJ5rbrlrBxVTXHT/fwPw/vQdMm/hDousFz20/w4B8PcMXqaq5eX4emGzzy1KvsPnCGD96+mk1rarKaFrIssWVdHQtqC2nrHOZn9++YtO1cr4M/e+96otEkDz5+gNaOIb74iWuznnNZEsk924A0DHoHQljMCh9812pyfU4GhsI8+VIDv/7dK3g9dq5cN3XawcVCLJ6ms2eEYOi1KJFAOOPBPhuGYaCqGpp+7ras6wZpVctGoxi6Qf9QmN0Hz3D79UvZc+AMv338AIvqCrlxy0LauoZ4afdJNq2pYd3yjLBNMBwnGI5z7cZ5lBV70XWDXQfO8ORLDUiSyCc/tCmrfaHpBm2dw/ziwV3UVubxmQ9fSVrV2PbKaR575jB2u5m7bluFMmosuZ1WPv3hzUSiSZ58qYHntjeeEzkDGTJsxaIySou8tLQP8svf7mLxvGLuvHlF1jjOcY/3ntqtZj7ynnW864Zl7NzfzCNPHkKb5ECiqhqPPvUqjzx1iEX1Rdx81UIkUWT/0XYe/OMBQuEEH79rQzbKZmAozI/+5yXiyTR33baaPJ+DcDTJqZb+UWP8wg/ShgE+j53hkShn2geprcxjOBBlaCTKmmUVvHq8Y9z1oUicQCjGlevqqCjxYRgGew618NyORgTg0x/ejH00EkXTDTp7Avzs/p3UVPj59N2bUDWd7XubePy5o1jMCh+5c212nLFYioGhCKuWlFNTmYckChw+3sXzO08QT6T4yqeuz2q4aJrOfY/tY9srp3nfratYPK+I/qEw9/9+P4PDYT770S0snleMSZExDIMz7YN8/57nicSSbL1mMSUFOfQMBHn65eP82z3P87VP30BdVV52TnXDIByJ86cXjhFPplmztJyt1yxiJBgnlVZxOt5Z6S5pTaMzPLXhmG93YLuIKQCGYWQNxx3trVMeBhVRxG+zU+P1sjy/iFqfj1ybDbOUKZE5JtQVTiZpCYxwrL+PV/t76YuEp8xrT+s6Dzc24LVa+fiylTPiYY+l09x79DCHenumvNYsSeTa7dTm+Ficl0+FJ4d8uyMTvTJannGstF1CVRmIRekIBWkeGaZ5ZJiBWJRIMqOMPtFzVUSJG6prZtRDpRsGe7o6p01M2BWFPLuDRXn5LMnLp9KTg9tsyRrsuqGT0jQGYzGahoc52NvNqaFBBmLRKQ3EvmiUH+zdjd9q5YrS8ovqfRUEgVy7nRuraznS10tkktQOAbApCk6zmTybnVqvj+ocHyUuF36bDYssI42WwBwzbnoiYRoG+jnQ001rIEAomZjyPTGAQ309PHLiOB9fvjKrE3CpYQB90QiGYdAXjfBve3ayf5JUDgGwKgoeswW/zUaZ20O+3YHLbMYkSai6TjiVZDgepzUQoD8aIZxKnVMxQRIEVhUVz9i6NgyDoXiM/3hlN79rbHhDxIQoCDhNZpwmE/mOTGnQXJsdp8mMWc6UT4yrKsFkgr5IhK5wmKF4jFg6IxQ50b0KHA6uKCmb8VRgQRCIpFP814F9HOvvm3R8HrOFco+HZfmFLMjNo9CR+WbIooBhZPbZQCJO0/AQ+3u6aRjoZyAWnRYJd3JokPsbjvDFtVfgvMjCn4Zh0BoI8L2d2zk6yfjOhlmSyLXZqff7WZpfSG2OD6/VmiWOx4R/g8kEzSPDHOnr5dhAP33RyJTikUlN49dHDpFnt3PHvAUzXoVlMgzG4yRVFYss88iJ49x39AhxdeLvqEmScJnN5FislLrcFDqceK1WrKNRedF0mmAyQWcoRGcoSDiVJJhMnvMsKjweqnO8szKy/GJj1pITcxgPv9eOySQTCMZIpTKeEVEUyPM5yfM5iSfS2Zz5iRCNJdl3pA27zcQHbluVrf4hyyJ7X20hEkuR63Nmw7VFQcDrseP12JElCbNp8qVit5lZOr+EUDjOM9sb6e4LsqC2kFzfxN5VSRL50LtWIwgCspypFawbBl6Pne/f8zxHT3azeW3tJXsBDx/v4At//9A5YfbJlEpp4YULzwjAwtoitl67BJfDwquNXRTkurnjxmU0nOrhlUOttHcNs255JYIgsHJxGUsXlKDI0ujh0GBBbSFdvQEONXSQTKnjhDmj8SSrlpTx6bs34/XYMIDF84r4q28/wqGGdm6+amHWwy3LEmVFmSikVxs6Jn22gpAp01pc4EGWRBRFwu91sHR+8aREgCSJFOd7KM6H9q7h8xIGrZ1DPL3tOPXVBXz2o1eR47KBAKuXVhCJJnn5lVNcua6WBbWFAISjSZrbB9h67RJuv24JspwJobt+03wMwHSeNT8VDMPA73PQOxjiTMcghgH9QxEEQSDf7+LsKGRBEFi2oJSFdUUoipQ9vC+uL6JvIMShhg7iyXSWnIBMpNKSgmI+ffeV+L12DGDJ/GK+9t3HONzYSSC0JJseU1ORyzc+exOyLI6+gwKrl5QzFIhwuKGTYDieJSf6h8IcauhgUX0xt1yzCJfDgqbpBEJxfvHgTlRVz6YdpdIqz+04QWvnEF/7zA1sWFmFKIrouk5hnpvv/OeTPL/rBJVlvixRApBIqbR1DfOlv7iWBbWFiKPGnm4YWcLrnYKEpnJqaGLF/TEIQKnbjd108Yz2SCrFL149yEttLVOGz5a63FxfVcNNNbXM8+eiiFLGSIdz9jWAjWXlqLpObyTM8y1neOzkcRoHB857n3Aqyf8efZV6n5+rK6ouqgFrGAZNw0P8qenUlGkrlZ4cbqmt46bqOsrdHhRJQhKESTU/xtatbhhohk5S1WgNjHBsoI/DfX2cGBqgaXhonMer1OVifcnMaecYhkF7MMB/7ttD88j5vayyKLIwN4+ttfO4trKaPLs9O2Y4d34N4NrKDFFxcniQx0+d5Knm0/REzl/VpS0Y4McH9lLq9lx0wTVJELm2spqHGo+dY9zIokilJ4dFufksKyhgaX4BFe4czLKMJAhIE6zjsbHqhsEtNfWEUym2t7fyuxMN7OvumnINJVSVx042cnNNHRWXSVxurNSgbhg81NjAU82nJzRCvVYra4pKWFtcwqqiYkpdbkxS5twknuVDNXitnOxIPM7xwX5e7e3h2EA/xwf7GY7Hybc7mOfzZ9fOxYaq69x79AgPNR6bdvqZJAhUj6ZerCosZnFePrl2O8ooySi+zk889i6ndZ2+aISm4SGODfRzYnCAk0OD9ETC2Uip9SVllLk9M36W1A2DHe3tCDChSLHTZGJzWSVb6+pZVVSMQzEhi+I5e5YBYBhsLqvg7iXLaBjo59ETx/lT0ylCyeR5+6AZBk81n+bmmjpWF128NJaxssY/3LeH/T1d571WFITM/lxTx7VVNVTneFFEccJ3eOxbtLm8AlXTaQ8FeeZME3841ciZkZHzRrsNxeP8eP9eqnO8rCosvizG+lAsRkJVae7p5hevHiSUOnd+LJLMgtw8NpSWsrqohPn+XOyKCWl03sd6bfBa9ZNoOkXLyAiHens4NtDHsf4+OkJBJFFkWX7hjGunzBbManLCMDRiai89sR0EU024lGqq3e8FdCLpThTROSqI+fZnkcTRl1vXDaatTngWUmmNWDyF2aTgcb3m+XY7rJgUmVA4jjGBJ30mIAgCFrNCMqkSCsezEQcmRcJkkonGkhgGl6zaQ3mJj+s2zR9n+MfiKZ5+ueFNtWsyyRTkuZClTH6/22mhpNCDLEtYLQpms5zVaQBQ5IwHLBZLkUyraJpONJ7E67Fxpn0Q9XWRK2aTzLoVVXg99mxUQ0lBDt4cO8FQIqsvMVswlhoxMBxh05oakkmV3oFQ9vd8v5NDDe20dg5lyQmXw0J9dQF7DraQ53eyfkUVuV4HVuuFa02cDbvVTGGum+6+IJFYkpaOQcpLvNht53qWFEUCIbM2UqnM/ERiSbweO129AVR1/GHMpEisW1GJ3+vIzk9xvge/104gFB+naSHLEggCsXiKZCqNpumkUhpet51YIk36rLZj8RSptIbLacFmyWhdSJI4mg4jED5LgyaRVNl3pI38XBcel42+wdcMFJfDgsNmoeFkdyYq6nXfvLXLKqirzHvHkRGvR2sgwJnA+cXcnCYz8315KOLFeVa6YfCnplM83Nhw3kO+WZLZUl7Jx5avYGlewZSCaGP7viwIyKJIhSeH/2/pcq4sr+BXhw/xyInz58v2R6Pcc2g/tV7fRTXqVF1nZ0c7XeHQpNeMpQd8ad0VLC8omnZIryAIGSMXUJCwyApLCwpZWlDInfNVeiNhmv4fe+8dXdd53uk+u51ecdB7I0iwgCRYJZJik1VIq1huimVZbrGd6ptkktzcSZt1c3OTySSZjMeJY8eOm2TLkm01WlalKDZR7J0gCBC9A6f3s/eePw4IESRwAJIACFB41uJaBPCds7/dv+/3ve/v9Q7xXkc7+9tb6Q6F+EhlFQXTGPLvi8f4zvEjHOvpQs+w1u82mXl8yTI+PVzWdSJB6MqAV5QkFEmiPr+Qxdk5bC2v4JtHDnG0q5NUhvHD8Z5ufnTqBH9818Ypj47JtVrZuWAhZ/v7kEWRbLOF1YVFbC+vpDY7hyKHE7OiTDpkeeS8imkjwkcW1rK+uIQfnDzOT8+ewj/BZK7JO8T7XR23TZzQdJ3uYIB321r46ZlT1wkTdoOBbeWVfLx2Ccty83EajZMe69oMBkqcTu6tqGIoGqXJO8S+9laCiQSV07Tyqmoab7U08/SZk5MSJhRRpNKdxScXL2VTSRnlLvcNhembAYfRyIIsD/dXLcAXi9EZDHCuv489bZe57PWyvbwS+wzl54/lqSIAC7Nz+Gr9ajaXVUxYllgAEASU4ft3bWExi7NzWZlfyP88dGBCgXEgEmFX40Xq8wunTDxOaho/P3+WX11qyBjBYVEUdlYv5Mm6FSzyZE9oOHvlOCiChCJKLPRkU+lys7m0nO+eOMprTY0ZU9TaA36+c+wIVduzyDJPTWXAG2EgEuaSd5D/OH6ENr9v1N8MkkStJ4fPLK3jruJSCu32SZ8Pi6KQY7GyprCIcDJJm9/Hid5uDna0s7Gk7EMx34VZLE7ouk4w2crxgX8gnOxA1ZPETT6qnB9H1eNcCjyHQbBT6/4ikjC9+WSzgVA4ns5DdxrSE5kbxGI2kJftoLPHx6XWfpbWFAJwqaWfWDxJcYELcYZM7jRN41xjD/sOX6KhqRdfMJ3PHYsnGfReycHUmZxH/q1TkOtkx9YlOK8q0zrki3D8bBv9gzdfi1sUhZGIE1FMTyBHBBAh7atyZZyo6zr9QyHePdTI8TPt9A4GUVUNVdXoHwxis5quE6WuGIhe7UUgCGmRIxpN3oyGNa2oqsagL0woFONnrxzlhddOjvp7PJEknlCJRj8QbLLdNr78+Aae23WMn71ylJfeOMXqujI2rqlm2cLC64w/bxQBqCjN5nL7AL39AZrbBqgszcZsGv29uq4z4A2x9/1LHD/TTk9/gJSqoWka/YMhjAb5uuNtNiqjhCNIv5AVWUbT9FHn3h+Msv9IE0dPt9HR7SOZUtMrFt4woI8yvPS4bbgcZtq7vPQNBinMcxKNJbnU0o8oChTkOUfahsIxAsEofQNB/vTvfjlK0NE0jXAkgd1uHHOVIi/HgaLM2lfEjKBqGu+0XMZ/lXHdWGRbLCzPy5+y7bb6fDxz5iT++PjbNUgSj9Uu5vdWryfPZrtpsU4WRarcWfxf6+7CalD40akTGQWK0329vHTxAr+9et2U+RMkhqspZKLY7uAP121gTWHxlIVpm2SZcpebUqeLDcWlPLV8JSd6uql0Z42E3E4H+9pa2dV4MeNgP8di5etr7+LhmkXYjMabfhsaJZm7i0vJs9r4f/e+w7721nHbJlSVXzc1cm9FFeuLS6Y0HF4UBLaVV3Ksu4tqdxYPVC+g3OnGoihTMpESBYF8m52v1q9BFAT+8+SxjCHi6dXuVj5Ru/S2VADTSYtBbQH/dZPOUqeTLy5fxUM1i3CZTDfdP0kUybFaybZYWJFfgKpp05KSlY4E8vPtY4cZiIQnbG9RFB6squELK+pZkOUZiZK4WURBIMtsxm0yUZudw84FNfSGwmRbp9fANxMCsDQ3jz/ftIX6/MKbflZaFYVHahYhCQL///53GYxGxm2b0jSO9XTRGQxQ6nTdZM9Hc36gn2fPns4oFNgMBp5ctoIvrqjHY775Y65IEktz8/jTuzdhkCReungho9B1qKuD15sv8cnapdNqBDoWg9EI3ztxjIMd7aPkZYui8HDNIr60YhXlLvdIlMSNIggCNoOB2uwcajweHq6pve1VSmaSWbunOiotwZdJaVFWZP8JvZEDRNU+AGTBgkMppzO8G1VPIHFnixO6rtPU1k8kmqC4wHVTEzKTUeHBLYu50NTDP3/nLZYuKkTTdM5e7KJ+WSl31VciidP/ENd1nRPnOvjG998hlVK5f/NiKkuyMZkUOnt8fO/ZA9Peh2sRBJAkaZToI0mZXpajJ3JXvCiurZggICBcPTFlbLlF13UGfWH+7Ud7OH62g83rFrB9wyIcdhOJZIrndh2jo9t33edEURjzgSyM0cfZhMmksGPbUpYsKLzub4IACys/cBKXJJGVS0qoKPbQ0NzL+ydbOHT8MgePNvORTbU88ehabNZbu/+ry3J46fWTtHYM0tsfYOv6mlHRArqu4wtE+daP93L0dBsbVlex5a4aHDYzKTXtodF4ue+67xVFcVKeGOFIgh//8n1ef/c8q5aV8okdK3E50qLTq++cZfeBhlHtnXYzD91bx3d/up9/+NbrVJZm4w1EudDUw70bF41EnYzax/IcPrq9bsxnh81qwDiGCCFL1wbUfrjQdZ2GwQHeuHxpQpPBVQWFlDidGdtMlkgywbPnTnN+oH/cNpIg8FDNIn5/zfopMfUTBIFsi5XfWrWW3nCYlxrOj/sEiaZS7Gq8yH2V1Sz0ZE/J4N8fj123+nQtW8srWZlfMC0TSVEQMCsKJYqTEsfUnMfx6A4F+fHpkwQyCE8Oo5HfXr2WTyxecsueCFciDBZkefjD9XePRIpk6t8vLpxjcU4uLtPU+csIgkC508Xfbv0ITpNpyo03If3uc5vNfH55PRcG+9nT2pIxPLxhcICBSIRcq3XcNtNJW8A/ym9EAKqysvjTu+9hc2n5lJU7FQRhWic2SU3jhYvnOdHTPeHIw20y8WTdSj5ftxKXKXMkwY0iCAKyIGAzGLFl3d55wUJPDn91z7ZbfmYJgoBRlvnogoU0DA7wvRNHM6bftfl9NAwOUOJw3vKx9cdj/Pj0CVozPJsVUeQzS+v4Sv3qKamgIQoChXYHv7dmPYPRCLtbLo/bNhCP8/Pz59hQUkax3TGjQlRcVXm3rWXU71xGE0/WreALK+onjJKZLOlrWsJm+HBFsM5ecUJXGYqfo8i6lQLL3fjiF0bECUEQMYouUloEnZkrq3a7CEcT7D/cRErVWLawaFT6wWQRBFhQkcuaujLePdRIIBgdFiyWsmltFfk5t/4g+wD9uon6FTRN58CRZvoHg/zuU1vYtmHhSDqDcJMK40whigICAonk6GsumVIZ8oVR1ZsXBNq7vLx76BLbNyxMG1+a0uGtvkDkNofVC+OeyxtFkkQ8LiuKLJGX7eDejYvG3uIYl4DLaWHtinLqaovYsXUp335mH6++c5a1K8pZsbjkllKA8nLsCKLA8XMdiKJAfp7zuiiVzh4f7xy8yD3rFvC1JzZhtRgRBAiEYux6+8zNb5x0Wdi3DzSwoDyHrz6xccSHIpFU2XOo8br2ggCr60rZ814j/kC6hK3NYuRzj61jfX0l9qvEGpvViNNuRgfWrSwnL3uMssvCTMUozS18sRg/PXuKS0OZ/SYsisKO6oVTNmlu9nr51aWLGc3kFufk8uUVq8izTm3VFKfRxFN1Kzjc1UFXcPwQ4mbfEPs72qh0Z02JY3p/JDyhEdrK/AKUOV7CNqVp7G5p5mz/+G73kiCws3ohD9csmlKzRkEQWJqTxxPLlvM/Du7LaIK6r72VS0ODrC4smrLtQ3pl1GOZ/hDsHIuFT9Yu5Xh3N74MIpA/HqfF571t4sS1FNod/NH6jWwuq0CexWOha2n2DrGrsWFCYcIsKzy5bCVfWF4/pcLXbMNhNPLllatYkZc/Ze8FoyzzsUWLeaP5Ei0ZxIJAPM7FwUE2l1Xc0rNZ03XO9vWxu2V8zyMBWFtUzBNLl095Faciu4Mnl63gdF8vA5Hxo0VO9fVwvKebQpt92rxUJoNBlPjk4qV8aeUqHIbJp2DNMzaz+02va0iikWu7qesavQEtiwAAIABJREFUKT2KIMgId+CwWtM0UimVeCJF/2CQ53cd491DjSxbWDhsaHdz+9x4uZ/3T7bwqY+u4s9/fwd/9jsP8OmHVlGY57rp77waURIxmwwkkiq9A4F0WsLwvlyZ4GqaTjSWQJJEHHYz8vDDMxCKceRUK97A+A+h243VbMRkUrjcPoDXH0FVNZIplZb2QU6c67il704kUsM+AmYMBjltrJTSuNjcx8UxVuVnArNJQZZFvP4IwXAMTdNGUk1uBkEQqK3OJy/Hwf4jTbR0DAz7jWikVJVYPDm8neGKJ7pONJbEH4wST6TSviQGmeICN4uq8ojFkunSpbe6n0aFsqIs9h2+hNEgU5h7/cppIpkikUzhsJvS50eAlKpxqaWPhqaeW9p+Ipm+1+02EyajknajVzVaOwdHlTO9mvdPtNLePcTXnryHP/+9HfzRV+7lwa1Lr6ukYjYauHtVJe2dQxw40kQsnkTV0ukoiWSKYChGPJ65UsOHDV3X8cdi/OfJY/ziwvmMq1SiIHBvRRUr8qcmpUPTdV5pbMjovWBTDPzGkmVTFrVwNYIgUJudNl/MtLKd0jR+3dQ4qRKrkyGcTE5o+uk0mub8+74vHOaFC+czCgMVLjefXbYc9xSsQl6LIkk8tGARtdk5GdsNRSP8uqnxpkqwzgaE4aoUtTmZ9zOcTNxUCdfpwCBJfGFFPdvLK285zWEmSaoqrzQ20ObPfBwVUWRH9QKeWr7yjhYmBOD+ymruraya8lSDcqeL7RVVGZ+COtA4NEhkggpMExFLpXjx4vmMaSQei4Wn6lZOSZTGtUiiyJrCYjaXlmcUeBKqyq7GhgnF7elEFATuKSvniyvq54WJKWLWRk4IgojdUMlA9DiFls0jv9fRCSXb6I7sw2WoRhRmxuxmpkgmVY6fbScQijHoDXPyfAetHYNUl+fwuY+vH3HsB/AHonT0eEkkVS409xBPpOgdCHD0dCuKLOGwmynOd42kK0SiccKROA3NvXiONKMo6RegxWSguMBNluuDiU0oHKe920s8nqSta4hoLInXH+HIqVYURcJqNlJa5B7l8G8yKiyqyuOdgw388OeH2Lx+AbIsoqoaW9bXYLUYkWWRhVX5vPNeIy+8doJINIEsi5w818HF5j7M10SFaJpG32CI/sEgyZRKe5eXREqlqa0f9xkLiiyR67GTlzPGivAUU5jnpLY6n0PHL/PvT7/LskVFRGNJ3j/RgqpqGaulTERejoPSIjf7DjdRnO/C47bR2ePjvWPN2K1GYvGbf/BqmkbfQJD+oVD6GHZ70xPr1n7sNhMGRSY7y0b+NccwP9dJSaGbY2fb+cmLR6gqyyaRVMnLtrNmeXn6u4d9Ebr7/CRTKs1tacGhrXOIY2fakGUJj8tKYV765VValMXD99bxzIuH+e/feoM1y8uGTR8TtHYMoWkav//FbTiGy1WePNfBT146Ql1t4ch3dPX6eXPveSpKPBTnu27ZONVgkKkszeHNfRdYvawMp91MV+/olYlcj53yEg8HjzZTUuAmP8dBV6+fg0ebsZgMBEKZPQkykeWyUF2Ww/Gz7bz4+imqyrLpHwpx4EjTuGkhwXCMUDjOiXMdRKIJRFFAFEWcNhPFhW7s1vTxk2WR7RsXca6xm2dePMzFy31Ul+cgigJ9AyEuNPXwyZ2ruHtV5YwZ0M5mNF3nsneIZ86e4vnzZwmPU/bwCiUOJ08sXY5jilaNesMh9rW1ZpwULs7JZXNZxbQNgIySxJbyCl68eJ6e0PieO5eGBrnkHSTPduvRG5PZk6FYFE3Xb+vq2K1ytr+X0/3jl+JTRJEtZRXUTIPwdIUss5nNZRUc6+ke9zpLahone7sZjETImSVRBTeK3WBkTWExBzvG9zKJpVIMRiMz6HA1NgKwsaSMndU105LuMp10h4Lsb28lqWWOYq50Z/H55fW472BhAtLlSx9duBiHYerTSkyyTH1BIc+fP5vRj6gt4COWSgI3f6xb/T7ey3DvAKwqKGJdUcm0PausisLW8kreamnGl8H36fxAP20B/4Si63SRb7PxhRX15Fpt88LEFDF7xQlkyu07Odb/9xwb+FsSaoCkFuTU4L/gizeQ1MLUuD57x5hhCqTd/WVZ4q39Dex57yI2i5GSwiyeeHQtm9cvID93tDp5pqGLbz29l2gsQTyRIplUOXW+k4amXgwGmbraIn73qS047WY0TcNhN+O0m3lr/wXeHs5jFwQBs0lh2cJCvvCpu6ksTQ+Kmtr6+dcf7mHIFyY+vKp/uWOQv/nGqxgUifJiD//lKx8hN/uDfGdZEtm8bgGD3hB7Dl3i3370LgZFYkFFLutXVg6HwgtsuasGXyDCm/su8D+/+9ZIKdLfeWozT//y/VFpK4mkyht7z7Pr7TMkEiniiRS6pvPSG6d4bc85DAaZh7bX8ZlH19zwMRcFAYvZMLxafc35ENJii8VsGPmbw27mycfWYbUYOHKqjX2Hm8jOsrHlrho+sqmW53YdQ5bTAwtZFrGYDSOlWSVx+OdhoejKzwZFGinf+dtPbub5Xx3ju88eQJZESgqz2LltKdF4kpffPDXq3BsNEhazceT7r8ZkUkik1BG1OZFUeX3veV7dfZZ4IkU8kUQUBH756xPsevsMFpOBB7Ys5rMfWzfqe6xmA5//xF08+/IR3tx3nlfeSkcOfHTbshFxQlU1Dh5r5pkXD4+cH3R4+0AD+480YzDIbF63gK98ZiOSlDYF3bFtKTkeG6/vPc8b754nEI5hNioUF7jZtKYak/GDx1K2x4bdZuTt/Q34g1F0wGU3s3xxCTu2LaFkuDzqjSKJ6XOvKBKKLFFZ6iHXY2dRVd6Il4fVYkCW0wJefo6D3/ncFp7bdYwf/vwQoihQXOBmx9Yl6LrOz145Nir6yKBIo87/1ZhN6evqyvlxOSx8+fEN/OSlI7zw+kk0VSM/18G9G2vJy7HzL9/dPWoFJpVSyfXYkSWJZ144PHJ9iqKA02bm7tWVI0KmIAiUFLj5+pe28fqe8xw83szBY81omo7HbaOmMndY9Pmgf7IkDguJ0h2f73Gl9GJCVRmIhHnrcjMvXjzPqd6eCVfyLYrC5+pWsLqwaEpCd3Vd52BHO22B8UN2JUHg/qpqcizTN2EUBIHlufmUOJwZxYlIMsnBjnbuLi695QGZ0zixB8Hxni4erF6AeY5N3q6g6TqvN18inmGFz2Uy8+A0T1AFQWBDSRn/fuwwocT44lur30/D4ADZlttnKngrGKV0BQBFFMdNkUppGoF4DF3Xb+s+us1mPr14KXlzbHKj6Tpn+/s4l8EfB9LPrU8tXjot0V6zCQGB5XkF1BcUTst+CsPeMdkWS0Zxoi8cmtAnKRO6rvNO62X6MpibyqLIzuoarNNY2vJKBFSe1ZZRnBiKRjjS1cmi23R9bS+vYnXB1IwD5kkjTFU++S0yZic0PcVQ7AzNwV/gj19C05OIggGHoZwKx8fINi1HFO6Mmq+6rhMMx/H50yFU6fKA6ZKbNqtxVITCFcKROIO+8Ljeh0ajTLY7XcbwfGMP3/j+booK3GxYXYXDZkIA4skUpy908cpbp3hg8xK++sQmJEkkGksw6A2PhNhfiyJL5HhsY1YOicYS+IMxkkk1XbHCKON2WEZWgXVdJ55I4QtESSZVJEnAZjVhtxoZ9IYRRWFkYqVp6UoGwQwr03abaVREyWRJpVT6BkMoskiWyzpqlfpKZQlV1cjN/qAMkK7rhCJxgqE4qqZhkCWcjnT4rdcfwWk3YzEbiEQT+AJRXE4zFpOBWDzJkC+SLt9oNZJIphj0hrGYDSNVQlRVwxeIEo0lQEinGzjtZuKJFIFQjFyPfaSPPn+EcCyBx2UdJebouk7/YAhN0/Bk2VBkafgYRgiGximtJoDdOvYx1DSNYChOKBJH03RkWcRmNY6szOu6TjAUwxcYP7zbYjHgcVlHvTQ0TSMYjhOOJFBVFVEUR671KxVOdF1H03RC4TiRWIJUKj3AvNIHq8V40y+DRDLFkC+C1WLAbjURjSUZ8oVx2E3YrSbiiRQDQyHcTsuIiaSqaviD0ZFUEpNRwekwk0yq+AJRcq+6H/yB6HCZUct1lT/6B4OkVI1st20k2kbTNAKhGOFIAl3XMRpknA4zuqYz4A2T47FhUGRSqsbbBxp47pWjrFxawvLaYswmBV1P33fvHLzIwWPN/NFXPsKW9TUjgsmVey4QipFIpND1YQHFYsBqNiBeNRmKRBMM+cI4HWZsltsfovgv7x/g3468n3Gw9eSyFfzlPVvHndRdESFUTSOhqsRSKULJBP5YjPaAnyNdnRzq7KAt4J8wWgLSK1ifWVLH76xZN2VlzEKJBH+z9x2ePXd63DZFdgf/cv9O6vMLpvW86MB/2/M2Pzx1ImOpy23llfzrgw9NWMJ0IvojYT77y+e4mMHfo9Tp5H/c+yCrp2ngP910BPx8+ZUXaBgcGLfN1vJK/mH7/dPuy9AZDPBbv3qJ033jR3GIgsBf3bOVJ5Yun3En/KnivY52fvfXLzOYIf3oyytW8ad3bxpJMZ0qEqrK904c5e8P7J2w7V3FJXxn56NYZ6js5VQRS6X4u/3v8oNTxzO2q83O4X/dv5OqaSpjOt30hIL8/mu7ONw1dprlFUySzF9t3srjS+qmrS+hRIKnXnyeYz3d47ZxGI387OOPs9CTfVPb8Eaj/Mlbr/Hm5aZx2yzI8vCvDz407ec0kkzyZ2+/zksXL4zbRgAeX7KM/7Z5+5SZyJ7s7eZLL7+QMa0F0iV/v73zUdYVFc/Ja/s2MKmDNGsjJwBEQcZjXk6WaSnRVD8pLYwkmjHLOYiCMufzT69GEAQcNtNIOPtksFrSE7SJSCRT7D18ic5eP3/0lY9QXT469Km6LIeDx5rpGwySSKqYh70jigtu7kVpNhmum5BdjSCkRZf8nOuFpeys0SHCV4SKicQHXdeHyy9Oro+iIKAoEoV5YzuzS5JIrud6F3xBELBbTSOT86spuMqrwGI2jKqMYDIqo7ZlUORR7a9s0+O2AqNXRWVZuu48u5wWXGMcE0EQRkWzwJVjaMXtvPHVVlEUcTrMIwLMWNtz2M047DeWHy2KIs7hSJ7xuCLQZdo+XKmWok06P1oYLrd6dRqL2aRQlP9B6S2jQR71M6TPT5bLSpZr9HFUZOm6KhiZ+pwzxnUliiIuhwWX4/pzenU/AsEor+05i0GR+Pwn7rpuu1aLkYPHLzMwlBaoRFEa3uf0PTcZM91rr925wOGuDv5m7zsZU1NUTSelaUSSCQKJOIORCN2hEIPRyA3l1pskmU/ULuG3p1CY0HWdoWiEk73jDzghPUGvcLmnfRAkADUeD6IAmXx+e8MhesOhWy5bZ1UMLPRkZxQnOgIB/um9/fzVPVtZkOWZUxNmfXiFuS+cuTT16oJCbDMwQbUpBipd7ozihKbrNA0NEU2lZqRP04FFUbAohoziREJTUXX9tg6Gt5ZXzjlhAtKeHUd7ujK2kUWRu4pLKXO67vjJm9tspj7/+ipkU4nVYJgwjVDVdMIZoqIyoes6XaFgxmcxpAWnPNv0R/rIosiCLE/GNjrpyjfeWGzGzW1X5hfOWdFtNjOrxQkAdEhqQVQ9jo6OpidIaiGMomtsW/95rkdPm/elhqtKJJLu9Iq6rhMKxTl6uo1AMEZBrhPDHC1X4/NH+cfvvElnj3dS7WsXFPAnX7tvmns1z0wQjiT496f3cqYh86rGFQpynfzF13dkFNBmK7quo6ppo9AhfxiDIiNJAilVwx+IcvhkK5IokJdtn1QZ0zuFC4MDXMiwIj1VZJnNfGbpcp5cthzPFAkTV+gOhWjyjv/8kgSBMqdrxszkiq6UZssg3Hhj0SkRJwySxMbSMl5taiQ1Tgi+pusc7urgv+5+ky+uqOfu4tIpL0U4XajD4oQ/Pk70GulKBlNV/WQiTLI8qRK0Lf507vpcFSdkUUSZQMS63cHDZllhdcH0Tminiybv0ISCm9NoZENx6ZStaM9mFnqyyTJPvZHt1QikIyNEBLRxo9p0EjeZ1qGT9pvoymDKrIgiVe4srMr0PxckQaDIPrGnXG8ohC8WnVFxQhIEVuQV4J7mc/5hZNaKE7qeFiK6IwdoC/2KQKKZlB5FFkzYDRUUW++lyLoFSZgbg5PbiSxLrFtRztv7L/CN7+9mxZIS7FYTyZRKV4+Pkxc6qC7L4b57aufUatTVGI0yG9dU4Q9OzpgwL3vigdk8cwNFkVi9vIziAvek2jtspikP4Z0pHDYzG9dU8f3nDvK3//vXLKrKx2xSiEQTtLQPcvFyL5vWLqCudj7EcKpZ5MnmyytXs3PBQky3mMYwFhcHBzKayhkkiUqXe8byWrPMlgm3FUokMuYCTxZZFFldUExNlidj/rqq6xzr6aLhrQG2llfwSM0i7i4pxSynI4Jm6zUfSsS55B3KGKHjMZvJs1pnZB8USZqUyHWrueu3G0EQZn0eeKXbTa5laksCzxRNk6gK4TFbWJabN0M9ur0s9GTPyITdIA37QY3zONFhXJF3IpKqSuPgQMbPWxSFcqdrRu4tURAmJfj4YrGMHjrTgd1opDYne86Z2M4FZq04ATqdkXc4Pfi/scqFFFm3oog2klqIofhZzgz9K5qeoMy+A4E7w3diuhBFgbraIv7y6zvZc6iRSy39xOJJDAaJvGwHv/n4RtYsLyM/Z+wUh7mAxWzggS1Lbnc35rkNGIdNNz8MKIrEjq1Lyc6yceBIEw1NvaRSKmazgaJ8Jw/fV8fy2mJcGdJg5pk8oiBQYLOzvaKS31hSR5U7a9pWABsnCKNVJImCSawgTRVGSUIRxYwrcJFkkkA8PiWGgqVOJx+vXULbewcITeD7EU4m2NXYwIGONupy89lRXcO6omLyrLZb9r+YDoKJBK2+zFF9TpMJ1zSUDx0LURAwyTKiIGQUTAajEZJzWJyYC5Q7XXMyMkXTdZp9XqITiBOLsnOwG+fe/t0ooiBQ4nDOyPNnMqLAzQYEJTSVJu9QxjYmWZlU5NVUIAgCRklGFsWMgok/HiOSTM6oua3dYKTcOblFsXlujNn3Fh9GI0Vb8Fdkm+pYkf3HGKUPwkYTaoAzQ/9Ga/BXFFm3YpDmxYmJMCgyyxcXs3xx8e3uyjzzzHMLWMwGtqyvYcv6mtvdlTuaApudreUVPLqwlhV5BdMeltw8wYAwoaq803KZyxO0myoGo9EJV99SmkY0mZySUoyyKPLYosUc6+5m16WGCdvrwFA0yjutl9nb1sKCrGy2llewuaycutx8zNPoIn+jhBMJ2gPjh0lD2oTup2dOzdhE9WRvz4RtYqnUTYeHzzM5Cu2OWXWtTpZ4KkVPKDRhVaMFWR4k4c5fWbYoCtmWiaPNZjspVePyBEJqNJnklcYGDnVmLjU6VXQEAxOmXyU1jViGSkjTgUVRKJghkebDxqwVJ9B1klqEfMtGDOLoFX1FtJNtWoE3fg6dmwtdmmeeeeaZZ55rMcsKn1q8lI/XLqHC5cZqMEy79XIslWIoNr5p35U2P79wdpp7cuPEVRVd16fEA8ppNPG7a9bhj8d4r7N90qHJqq5zYbCfxqEBftlwjoVZ2Wwtr2R9cQmFNjtWg+G2TRp0XScQjxNKjO83AdAVCvLt40dmqFeTQ4cZH/Druk4slSKSShJNpoinUoSTCbyxKL5YjHAySSSZIJpMEldV4imVuJoa/qeSSKWGf5/CH4/RMYEodDsREHCbzBP6YsxGwslExnKWVyhzuuZsuvCNYFUUHMaJDepnO+HkxKl6gUScH50+MUM9mjxxNTUlQvlkscgK9jvgnM9GZq04IQgidqWUaKoPndSo1A0dlZg6iFUpvmNKic4zzzzzzHP7UXUNgyRRnZU14mUw3fhisRmfBE4VSU1F03WmIq5EEAQWerL5683b+OdDB/h1UyPqDeROq7pOTyhETyjEvvZW8qw2NpSUsam0jLVFxeRaZsbT4VoGopGbDrO+neg6GX1QpgpN1xmIRLg4NECrz0ezd4j2oJ/OQJDecIhgIp5OP9EZKW179fHUr1lWnSvHWpFELAZl1nqlZCKSTBLMYPAKacPAbIvlDqqrNz5GOV0ZZq4zFI2SmIF7fjpITKFQPhlsxtsnet/pzF5xAolC62YafD/gkv9Zsk31yKKJlBZhIHaSjvBblNl3Ek31EkUc/oyIVSmYFyzmmWeeeT5EmGUFh9HAZNZMkqqKNxYddwKTUFVeuniBe8rKubu4dEYGH754bM7m9l87MbxVBEGg0uXmLzZuYWlOLs+eO0273z9h+Pi1qMMl8Z47f4bXmxupcLnZXFbB9ooqKlwurIphxiaFQxlKWc52pqOaha6nqwn0hcOc6uthT1sLFwb66Q2H8MViH5pUElEQMIhz05w5lkoRnsBvwmowYJbnpvhyoxhEEeMcNdq+Gl8sdtNmmrebmRYljdKsnULPeWbtkdVI0Rp8FV+8kaHY2WHBQQA0NFKAQDDRgo468vY0SG42F34Lq1JwO7s+zzzzzDPPDHJPWRlfXF6POInc5o6gn388uJ+ODKXSesMhfnz6BLWeHDyWqS0ZOhaxVApVn5sDwulAEARyrVa+tGIVqwuL+OmZ07zd0ox3gtSX8fDH45zo7eFsfx8/O3eGj1RWcV9lNfX5hTOS7z+RaeCHCU3XaRgc4M3LTbzedIkm7yBxVc1ozHmnIgoCkjg3J+4pTZtQULXIyoeihCikz+WdULUhmkp+KO/Fm2Gu3rtzgVkrTghIlNkfoMC6YdKfkQQjBmnuVpyYZ5555pnnxsm12KgvKJrU4HBZKo8Wn49/P3Y4YyrFgfY2Xmls4Illy6d90JlU1RuODLjTEQQBRZJYlV/IwqxsPlqzkF9eOMd7He0MRiM3dbySmkZ3KMiPTp3gtaZLbCgp5WOLFrMyrwCLMn0rvHF1bqbsTCWartMVDPDixQu81HCBJu/QvCA3h1F1jeQEK+yyJCJ9CKImIC1O3Akh/iOpEfNMiPChSFi6PcxicUKkwLKJTIE6aTNM8ZrLY+4rlx924okUpy52YlBkFlflo8gfDuX9TqVvMMjZS93UVuaTl23/UIR4ToYhf4Smtn58wSi6rmOzmqgs9pCffX25yFRKpb3HR3uPl0gsgSJL5GTZqCnLxWQcvfKbSKY4e6kbTdOpqylCUebvn6sxSBKPLVrCntYWTvR2j9sumEjws3NnWFdUzEJP9rRet0ltfkA4HoIgYDcauae0nFX5hRzr6eLVSxc50NFOZzBwU6t8OunomBcbznOgvY2HahbxWO1iarKyp2WCMVdTdqaKlKZxoqebfz1yiAMdbcRn4HgIpCeM86Lf9KBq+oTikiSIH6L3vcDMWTFOH0lNnTOeLfPcucxacUJHpSu8hxzzKgyic9QDTtc1oqk+uiJ7KbPvRBGnP+z2TiWeSNHUPsChUy20d3uJJ1KYTQoFOU4WV+WzfFERFtPMmvx09/v512f24nKY+X++ej85btuMbv9G0HWdlKrR1D7AweOXae0aQhQFSgrcbFpVRVlh1h0lrmiazqAvDIDHZUWcRFjb/uPNfPOZd/nqpzfysXuXI0tz/wV+hZSq0dHj5cDxyzR3DJBKaeTnONiwspKa8lyMhusfsbqu09nr51vP7uVMYzeqpiEg4LCb+MLH1l8nTqiaxpvvNfDjlw4TCMXQdR1JEllSXcDXn9xynTgx4A3z7Z/tR9N1/vp3dlCQMx9NdjWCIFDksPNk3XIadvcTzRA9cWGwn2fPneYP1m2YVid2SRAnXIUxSBJLsnNnXZh0gd0xIxMQ8SqRYm1hMQ2DAxzsaOe1pkZa/F6CicQNCxWqrtMTDvG9E0d5r7OdLyyv596Kqil3YJ9MtYIss5lqt2dKt3urmGX5lkubJtQUu1su8w8H99HsHbqhiY8oCBglCaMsY5Ak7AYjWWYzbpMZu8GI1aBgkRVMsoJJljHJMmZFxiil/9/i9/HvRw/fdDrQPOMjCsKEURGqps2nCMwx0u+izFgUhSXZubNOeMo2W2Zdn+a5OWavOKGrXA68QFd4DzWuJ3EaqxEQ0HSVodhpGnw/IqVHKLXdf7u7OmfRNJ03DlzgBy8cIpFScdvNiJJILJ7k4InL7D5k4c++ch9LqmfWw8PtsLBxVRUOqwm7ZXaX6dE0nXfeb+S7Pz9AIBQje1hIOXSqhXcPX+LLn7iL9csrkKQ7I6InGk/wk11HcDstfOqB+jEn39eyoCyHe+9ayKKKvDsi7PEKuq5z7Fw733luP+3dXrJcVgyyxPHz7bz9XgOffXgtD25afJ04pWk6+483897JFu5ZXcVHtyzDZJAJRuJUFF0/OQlHEvzijZP4glG++Nh6aivziSdSCIKA026+rr3DauLulZUIgNN2/d/nScfbbSopZ3NZBa81XRqpAHAtmq7zq8aLbCgpY3tF1bStixkkaUKhz20y8Tdb7yXPNrvEWouszGjotiAImBWF5Xn51Gbn8MjCRRzu6uSty02c7uulPXBz5pln+nr52317aAv4eapuJS6Tacr6bJQnfk6uzCvg77bfP1NG85NCQMB+C+KEpuvsb2/jHw7uo8k7NOnPecwWypwuKt1uFmR5qHJnUWR34DaZh1MF0ukCV0LpBUFAFNL9vfKzABzr6eb78rGb7v884yOJIvIEZp5JTUObT92ZUxglacIJfpHNzr/cvxPDLFt4synTX/Z7nplh1ooToqBQ5fwUDb4fcHzg71ng/Awe01K6wntpDvwSs5zNYveXkeejJm6atu4hfrLrCGaTwm99bBNVJdnIskQkmqBnIEAoEqe0wD3j/XLazXzp43fN+HZvhout/XzvF+8RiiT40sfvZtWSEnTgzMUuvv/CIb7z/EEKcp1UFHnuCEU3GI5z9Fw7G+ormaw38tIFhSxdUDi9HbsNdPcH+N4vDtLW7eXTD9azsb4Kk1H/FoPcAAAgAElEQVTmUtsAP/jlIX744iGK81ysrC0ede4TyRTt3V5MRoUd9yylfnFJxu0MeEMMeEMsqylk+/qFYwoSV2OzGnny4bVTso93KsJwibun6lZysreH7lBw3Lb9kQg/PHmcJdm55Nts03IfG2UZaQIzTx0wyTIe8/w7D9Ln0CjLFNodPLLQwX2V1TR5hzja08Xuy82c6ushmEhM2nleJ13y89vHDhNJJvla/Rrc5qkR98yTECcQwGE0YLhDHOD1YePLfzp0gOZJCBOKKFLmdHFvZRUbisuoysoi12KdVNTJPDOPLIooE5ybSDLxoam8cqdgkuUJF5F00tETzikUcOeZ52pm7VtQEATyLXdjV8po9D/DmaFvYpZziab6KLZtp8L+GBY5F2ES7uzzjE1L5xC+YJSdm5eweXX1qNX96tJsVFW7bsVf13WC4TjtPV5C4TiiKJCTZaMozzVqhdgXiNDcMUhJvhuL2UBHjxdfIIooCmS7rRTnuUflwmuaTnuPl44e38jvXA4zNeW546ZFpFIq3QMB+gaDJFMqNouR4nw3Tptp1ARC0zS6+vz0DYVYUl2Apmm09/jwBiKIooDLbqGs0I1BubHbIaVq7DncSO9AgE/cv4Id9yzBbEqH2BfnuegbCvKjlw5z6GQLJflu0OHC5V6sZgOFeU56B4L0DQXRdcjNslGc50IeY19TKZWufj/9QyGSKQ2r2UBJvgun3TxqP1MpleaOQZIplSXVBQRCMdq7vQQjcRRZJCfLTlGec2Swp2k63kBkRIjSNB2r2UBBjmM4ZUMcOee9g0EGvCHONfXQ2eujvdvLwRMtI+cmy2WhujRn5OdkSuXMxS4isQ9c6qtLs8n1jO85EYrE6ej14Q9GEQWBLKeFkoLR5yWeSHG+uQe33UJ+joPu/gD93iCaquOwmygtyMJiUq5JA4NoLEFHrw9fIIKq6RgUCbfDQl62HYvJeMOrlZqmcfRcO42t/WxcWckn7luJ3WpMpwzkuohEE/zvp/ew+9BFFlbkYTEpdPb6GPCF8QWitPUMkVI1LrX1E0+k0wocNhOLKvJQFIlILEFbl5dQNE5TWz/RWJJQOM6Rs22YDAqiKFBWmEVhbjplQ9N1uvv9tHR8MAmwW40sqszLeF3HEym6+vwM+cMkUyqKLOGwmcjz2HFcE3URT6RG9kHXdexWE6UFbqxmw3Xiy8WWPkxGhaqSbLyBCO09PqKxJEaDTH62fVakmgiCwKqCQh6oquY/Tx4ft52OzuHuTl5tusgTS5dPahX8RnEajRMO9DVNJxCPT/m27xTMisKS3DwWerLZUVXDhcEBXr10kfe7Omj1+yYtUkSSSZ45c5J8q40n61ZMiRmq2zSxyBFLpYgmU3eMOBFOJnj27GnO9fdNKGNnmc3srK7hN5bUUeZyY5blO0LMv5MxyTJWJXNUTTiZJJpMoev6/PmcIzhNZuQJ5lUpTSOYiM+LE/NMG7P4LSggIGJVCimwbKQ7so/B2EnsSjkFlk2Y5ex5YeIWuSI8xOJJVE1DFIWRF4ggCNdNlDVN52JLH8++epTTF7sIDosTuR4729bX8Oi2OhzDwkBDSx///btv8sDG2nSayMkWBr1pr4Jcj42Ht9Xxse11I9vQNI33T7Xw7KvHCEbihMJx1tSV8de/swPXGCvFkWiCl985w+v7z9MzECCZUrFbTCysyOUzH11NbVX+yCQ8pWq8ebCBF94+xf/39YfYe7SJfUeb6BsKIQhQVZLNX/72g2MaEWbCH4xyobkHhy0dRn9FmABQZIkN9VU8/9oJDp9p46Gty0gmVb75zLtkuawsX1jImwcb6Orzk1I18jx2HtlWx457FmO+yuMjGI6x691zvHHVflrNBmor8/n0g6tYVlM4Eg4ejSd5+uXD9AwG+POvPcCPXzrMsXPt+IJRZElk46oq/uBzW7GY09+//3gzL751ipauIYLhGJqmYzEplBZm8bmH17J6aSmCIKDrOs+8coTDp1vp94YIRxPsOXyJgycuj/RzQ30Vf/DU1pFzFY+neGbXES629BEIx4nFk/zZb97Hzs1LkK7xnNB0ndbOIZ7ZdYRTDZ34gmkRy+O0snnNAj71wMqR68obiPDPP9hNZbGHmvJc3jzYQHd/+rg4rEY2rqric4+sw+OyAmlhpbs/wA9fep+TFzrwBiKoalqc8Lis3LdhEY8/uGpMUSgTkViSs41dSKLA3fWVOGwfvKQlSWRdXTk/2XWEY+fb8QejWEwKz79+gr1HmwhF4kSiCVRN49s/2z9y/pYuKExf74qZjh4f//SDt+kZCBCOJIjGE5y40MH55h4AjAaZLz52Fx+/b0V6PzWdUxc6+d4v3iMYiREMx1lclc/f/eEjeFxj+1509ft5/rUTHDnTyoAvTCqlIcsiHqeVx+5bwWP3Lh9pO+iP8PPXT7D/WBP9QyE0TcduM1JfW8JnPrqassKskWdHIBTjm8+8S67HwaceWMlPdh3h7KVuQpEERoPMzs1L+K3HN93Q8Z4uZFHkU4uXsbetlUsZVndjqRTPnD5JfUEhy3Pzp3yg7TFbME0geiQ1jf5IeEq3e6chAIokkWO1kmO1sr6omEveId5pvcyuxgYahwYntZIbSiT44anjLM/LZ2V+wS2f7zzrxKk4oUSCwB0y4Nd1nZO9Pfy6qXFCz4Eci5Wvr7uLjy2sxTLBZHee2YNVUSb04dF0nb5ICE3XPzRVO+Y6ORbLhL5GcVVlIBKh2HH7FxnmuTOZteKEruskNB/toTe4HHiRLONi8szraQ+/wcnBf6La8WkKrJuQhXkDlJulqiSbPI+DfceaWVxdwLpl5bgc5jGPp67rdPT6+OZP3mXIF+GR7XVUl2YTjiR4870Gnn7pMLIk8qkH6kdWz+OJFC+/c4aSPBefuG8FRXkuLncM8vPXT/Dsq8eoLs1hZW0xkJ7QPbBpMRvqq+js9fGP33973H4nkyov7z7NM7uOsqAsh089WE+Ww8KFy7288s4ZvvH0Hv7kSx+hqiR71OcCoRg/f+MEvkCUj25ZSm6WnQFfiHgihcV047XuA+EYfYMh7DZTOjLiGlx2MzlZNjp606vG8rAYdPxcO/2DQbbdtZCqYg99QyFeeOsU335uPzlZNu5ZXQ2Aqmq88s4ZfvrqMVYsKuY3dq7GbFK42NLHy7tP861n9/J//+Z9lBa4R52znv4g//mL90imVJ58eC0Ws4GuPh8elxVZ/kDQkyURq8XIYx9ZTvnw5PL4+XZe3n2GH770Pouq8rFb0tEAj+9YxaPb6zjZ0Mk3nt7DAxsX8/C2ZSM5h1azYZQ/iMVs4E++/BHiiRRvHWzg28/tH/c49g+F+Naz+2i43Mu9dy9k1eJSEskU+48389Lbp0gkU3z+Y+uwmj/4/kOnWrnU1s+WtTUsrsrHF4zyqz1n2bXnLAU5Th7fsWqk7Uu7T/PmgQvs2LyE9XXlyLJE32CAC5f7cDusiDfhBxKLJ+no9WMyKmP6RFgtBgpynBw/304wHKMgx8HjO1bx8NZlaRHplcOcvNDJHzy1lcri9HVqMsrYrel9LC1w81+/eh+qqtPSNcQ/ff9tFlfn89Qj6zAb05EhWc4PwvtFUeCeNdUsX1RM32CQ//mj3Rn77w/G+NZP9/H+qVbqFhby6PbluJ0WfIEIrV1Do67naDzJs786ymv7zrNpdRXr68oBONHQyWv7zhOKxPnDz2/D47KOXIeaDs3tAzz98mGsZiO/+ckNKLJEW7f3uvvydiIIApXuLB5fUsc/HdpPJJkct21rwM8zp09SfY/nlk0Cr8Uoy2RNkK6R1FQ6g+Onn8xzPYokUZudQ6XLzYNVC/jVpYu82HCeJq93wkoDbQE/z50/w4Iszy0bZDqMRuwGA8FEYtw2vlgMbzRKyR0w4E9qGq81XWIwGsnYzm4w8JX61Ty2cPGE4tzNoOkamjZvyDgdWBQDjkkIaa0+f1qcmIE+zXPrWBQFt8lEZzAwbptYKkl3KMgKZtaPbp4PD7NXnCDF2aF/pzuylwr7x6hyfhyD6CLPsp6L/h9zeuib+BKNad8JYd707WYoyHHymY+u4ls/3cc//2A3dTVFrF9RztplZRTkOJDED8pApVSNdw83cvZSN//1q/ezff3Cke9ZWJnHn//LK/zq3XNsW1czErKtahqKrPClj9/FitoSRFFg9dJSUqrG93/5Hmcau1i+qGjEwMpuNWG3moY/N/ar7IpI8sLbp8nNsvHHX7qXPI8dgPrFJeS4bXzj6T28vPs0v/0bm0aFtMfiSbr6/PzF1x6gMNd5y6JWPJEiFImT67GPWjm/giKLOO1m/N1eguEYbodl5HM7tyzhkW11I5EJOVk2/vIbu3h59xk2rKxEkkQ6en3s2nOWRRW5/MHntuAa/vz65eUIgsDTLx/m4InLFOY6Rx2vAV8IgD/6/HacdtO4+7l2WRmrl5aO+mxdTSED3jDHzrXT1jXEkur0quGV9IHewSCiIOBymKkoysJoGFvUEUVhpMpKltMyrkmRruu8c6iRE+c7+PSD9Tzx0OqR71y7rIxYPMWLb5/irhUVI0JW+hgm2XHPEj75QD2yJKLrOnkeO3/5jV0cPt3KJ+9fORIZ1Njah9th4dFtdVQUf+D9sXOzjq7rN2XSmVI1AqF0RIrbef2kUhQE3A4zyZSGPxRLp6kNR+aEo3HsVhOyJFGU66JyjMm6yahQVpgWPdLpFiJ2i4nyoqxRIs0VBEHAajZiNRuRRAGjIo+7YqlpOu8eaeTQqRY21lfx+5/dPCpF6NqPXWju5Y0DF9iybgFf+9TGkcibu1ZWEokmeHXvOe6/1M2mVdVXpcfotHQOsmlVFZ99aM3IZ2YjBkni0UW17G5tZn9727jtUprGm5eb2FxWwQNVC6Y0F14AqtxZHOgYf/uJlJqudjAfIn3DGGWZcpebr9avYVtFFf9x/Ai7GhuIZajUouk6bzRf4sllK1ick3vT2xYEAZvBQKnTxdn+vnHbDUYi9EXCd8T57Q4FOdnbPWEqzd0lZXx68TLMyo0vDkyGpKqR1OY9D6YDsyyTb7MhTVCu9eLQAClNm3VVhuYZG0WSqHC5OZPhWRVOJmnx+e6IZ9U8s5NZmxeho6PpSVZ4/gs1ricwSunVYatSyBL3V1ns/hKhZCuaPv5K1zyZEQTYvHoBf/27O9i6dgEdPV6++/xB/vQfX+Q/f/EeHb3phw+koxXeP9OGw2pC1+FUQ+fIv45eHy67GV8gQlu394PvBypLPCyqyh8JXZdEkfKiLAyKhD8YQ1VvzMlZ16G1a4jOXh+rlpSQm/VBuKwkiaxeWkpOlo1zTT0jJS+vYJBl7l5ROSXCBKQneVfSYeQxVt8FQRiZOCdTHwyQrBYDKxZ9YJIoCAIVRR6qS3No7/HSPxRC13XON/cy4Avjdlpp7faOHO+zjd0ow9trah8gFh99DzisJrauq8koTEBaQLjiJ9HUPsD55h6aOwaB9OQ7Eh1/lW+qiCdSnLrYidViYNXS0lFiksmosHlNNcFwnJMNnaMm2067mbtXVo4cd0EQyHbbyHZbCUXiIz4OADXlufR7Q/zizZOcb+4lEI6NvFTFm5xg6rpOKqUhCuOde0ZSRZLJ2TU4jsYSnGrowqDI3L+x9jrvEkFgRGTQdZ3j5zuIxpM4bWYa2/pHrsNzl7qxmg0kUypNbQOo10xE8jx2NtSPTnearWSZLXx22YoJw5S9sRg/On2CjgyrSjdLbXZOxr+ndI0Wv3fed+IWkESRhZ5s/viujXx22fIJjSoHo1GOdnfd8nbtBiOVrszm0uFkgmbvEMlJemPMVnSgMxCgLeDP2M4gSjy6sBbrFEchjfRD1wknE4QzREPNc/MIgkClyz2hsHRxcABfPDZDvZrnVjGIEjWezNGNCVWlyTuYMdJwnnluhVkbOSGisMzzexgl13V/M0hOyh2PkG2un6/WcYsoisTSBYXUVubT1uPl0MkW3nm/kR+/fIQLl3v5oy9spyDbQTyZoqc/QO9gkL/4X6+MuRLutJtHTWhFMZ2/bjGNHnwYlHTZPFXTRsSPyaJpGt39fnRdpyjfdd3kO8tpxW410dXnJxCKjTLek2WR4rypESYApGFRQtN0Uur10R6appNKqQiCMGrS7bCZrzsmZpOCx2Wls9fHkD9MrsdO/1AQfzDKi2+d4qW3To3Zh7R3wehjaDGlTS0z7aeu63T1+Xl17zmOnW2nZzBAMqkiigLhaNobYCbqkwcjcYYCEWwWIx7n9SlahblORFGgo8c76lpxWE24HKMjpmRJRJElNF0fdUwe3lpH/1CI1/ad4533G1m1pIS7VlRw94rKERPLG0UQBBRFIpZIjhKerqDrH4gSBsPsWjGKxpP0DAaxmAyjvCLGQtN1evoDBEIx/uP5A3z3+QNjtgtF49fdy067OR01MwdWVgTg7uIS7q9awPPnzmQ08DvW3cUvL5zj99euR5xC36MaTzZGSSKewROhze+n1e9jmTFvThzX2YhA2gPia6vW0ub38+blpozPuhO93TzJilvaps1gYEGWJ+Mqsw4c7+nmk7UJDFNUJeR2oOs6veEQ/ljmCWml280iT/a0lZdWdZ3ecHi+WsQ0Up3lwaIohDKkKw1Go5zs7SHfOj2VjuaZWhQpLU4oophRKD0/MEBfJEy5osyf13mmnFkrTgiCgFFyoekqcXWIpBZCFsyY5TwgnfZhk4uYxcEfcwpJEqko8lCa72bzmmr+4/kD7D7UyKGTLTy0dRmqlg6Bryj28NQj68YsZ6jIIuXX5N/LytRPzK4MJMeaGAhCOqRe0/TrwtOBGzY+zITJoGCzmognkvgCUXKyRpueJVMa3kAUs1EZM+1jdL8/MCPV9HTkkKpqmIwKj2xbxvrlFWN+LstpwXpNyLwgMuZq/tX0e0N84+k9nGnsZsvaBTz5yFpysmxIosCzrx5j79GmiXZ/StB1fSSKYawX3JXfq6o+qnKpokgIk6honU6nsPP1J7dw34Za3j50kZMXOjh6tp03Dlzgi4/dxeKqGzc4VGQJl92M1x9hyB8hN8s+6u+arjPoD2NQpDENXW8nup4W+QRh4utEH44OcthMPPHR1dSU543ZriDHgXxN2K4o3nxkyu3AbjDymSV1HO3qpNnnHbddUtN4seE8G0pKWVVQNCWTK0EQKLDZWJyTy/Ge7nHbdQYDnO7rZXFOLvL8gPCWyDKZ+Y0lyzjS3clQNDpuuzb//2HvvaPruK57/8+Zmds7Li56B0iQBHtvqpZkSZZtWbZs2Y5rnDwncRz/0t96fi95We/lJXHeSnFiJ3GeEzdJlqtsFat3ihJJsYMgUYhCdODi9jJ3yu+PC0KkSIANoEBpPmtpafFi7pkzZ86dOXufvb87hnGZ6V+nkSWJ1eUVlLhcjGdm12E4ODrMYDIxbyVM3w40Q2c0nbpghY7GYGhBxT9zmkbHxPiCtW8BLaESKj0+xtKzC/Um8jle7u/jpvrGBal0ZDG/SELQEAjSEAzRGZ2c9biuqUk6oxPUB4IXsRKzsLg0FvWTQjNyDKafozf5MAm1l3LXFjaW/Xd0U2Ug9QQepZqIawPCktqZN2RZojIS4Nbty3n5jR4GRmIUChpOu4LX7SCdVWlbUklN+bkRLW9FCOb9oSWmqziYwFTi3BdiJqeSyal43Y4FDyf3e51UhH109o/TPxw9xzkRjacZiyZZu6wGp11Bnd5JT2fy5+y2q6pGKp3Dpsj4PA4kIfB7nciSIOh3s2V1wyWXu5wN0zQ5cXKMPYf7uGHTEn73kzfgsBcfBQVNx+mYfdzm+356nHa8LgdT8Qyp86SRJJJZdN2gJPjWHfiL78lpPZPNq+rZtLKOgZEYj714lJ8/c4j7H9nLn/7Grfg8l7ZIdjps1FYEae8eoad/gmWNZxvtyVSO4fE41eXBS257obHZiuVCh8cTROMZSkOzVxKQZQm/t5jKVRkJzOs8XGwIIVhTXsEHli7nn/funnPXqDce47uHDtASCs+bIRl2udlQWcWBkeFZDTvNMHjmZDe3Ny8h7LaiBq8EIQRtZeXU+QNzOidShQI5rXDFlSTWlFdQ6fXN6ZyIZrM809tDW6Tsmt2N1KfTKS5Eict9wbSaKyGp5jkwOrujz+LK8djsbKis4uDYyKzH6KbJrlP99MSmWBYuvWbn9buJGn+A5aURuqKTs76LVF3nyZ5urqtrwKUs/tRNi2uLRbutZZoGI5lXOBr9JrJw4bFVoZkpwERCIl0Yojf5C3TTyr+9XAoFHV0/N7XCMEymEhkMw8TvcSBPh8uvbq1mLJrkYMfgOfnlpsl525pvJCGory6hNOThYMcg6TMMWsMwOdY9wsRUmsaa8Ew5yYXC73WyoqWSVCbPS/u6SWffnItqQeOF1zspFHS2rG6YMf4BUpk8J3rHZsbqtO5Dz6lJSkNeysM+hBC01EXwe10c7DjFeDR51tgWd79NjMvITzYpOnE03SBS4sU+Hd1imibj0RSdfbMLIdlsMkIIsll1XlTQXS47rU3lJFI5jp8cRTtDg0TXDfYc6UORpaIwp3TpixrTNM+aq0II6ipDfPzODdRXhhgaixNLzm6YzNpvh42VS6owMXnpjW6mEpmZ+6Np+vRnWTa21RHwLq5dUI/LzpL6MlKZPLsOnESdrkN/mtPRLDBtwLVUIkuCvUf6SaTOHivTLArfXo0UoKuBEIIPti5jdXnFBY99rvckT5/snrdnnl2W2V5Tf0Gnw/7RYXYPDiz4s/bdgE2SqfD65j7INOcU/LtYAg4n22vr54zAyOs6z57spjceu3bvr8k5qYbnQ5bERUW/XWYX2Ds0yMAFdC8srgybLLOtpu6ClVb64jGe6O4kp88uQGuxeHApCjtr6/Ha59ZgevVUPwdHRq7dZ5XFomXRRk4YaAykniTi2sia8FfojD9IXD0OgCQc+Oz1jGf3YVqCmJfN60f6GJgu7Rcp8eKwK2RzBboHJvjRr/bjddtZs6x6Rkvh1u2tvPJGN9//xesIYHlLBU67QiKVY3A0jiQJdq5vmr/UifM874QQ1FeWcNOmJTy5q4P7H9nLbTuW4fM46R2c5AeP7EXXDW7d1npOusN8I8sSN29Zygt7unjsxaMEfS62rm3ENE32HR3g8ZfaaW0sZ+uahpnKEQBqQecnTx4gFHBTWxEilsjwk6cOMB5Nct/7Nsw4MpY1lbN9XSOPvXCU7/z8NW7bsZxIiRdN0xmfSjE8kWD10mrqKucWWnsrAgj63bgcNtq7R+gfnqIs7GNsMsnDzx6io2cUl/P8YxcOevC67Rw4PsixnlEaa8JFYUipWMHjfBUMzJn/n3tDJSG4efMSdr3Rw0+ePIDf42TlkkoKms6+owM8ues461fUsmpp1WUtY/OqxtOvHqcs7KO6LIDH7SCbK3Do+CnGp1I01oTxui+9TKAkCTa01dHWXMmew3189+evcdOWpTgdNo71jPDQ429QEnBzy7ZWnI7F9ZhVZIkbN7Xw/Osn+NlTB3HYZDa01eFx2cnkVEYmEgS8Lla3VgOwaVU9a5fX8Mzu45QE3NywaQl+r5N8QWN0IsF4NMX2dU0L7gy8WtT4A3xi5RpOTE6SVGd3fqcLKt8/fJAt1TXUBS4cSXYhhBBsrqqmNVzKRGb2qh3xXI4fth9mU1U1ZZ7Zo14sLgbzgo41SUg45Cv/DQshuK2phYfaD88ZqdExOcEvT3TwG+s2LlgVi4VECIH9IiozZAsammFwZUVaz08yn+fRruNzaiFYXDkCWB6JsDJSzt7hwVmPM0yTn3a0s722js1VNbMeZ7E4EEKws66ehmCQw2Ojsx43mkrxYPthlpVGCC5gipbFu4/FtWo+E9Mkp09Q69qITfad7WEXIAsHJvp5DR6Li2NwNMYPHtmL3SbjtCvIsoSuG2TzBbxuB7/+4e2saK6cCcNrbSzny5+6ke8+/Br/9qNX8LiL6Qe6YaAWNHaub2bb2sbLmlSdfWM8+NgbJDM5Yoksg6MxRieT/Le//yVet4OSgJuP3bGehuowbpedj79vI1lV4/GXjvLSvi4URSaTVTFNk89+aAubVtVflfDB+qoQv3nvdv79J7v40RP7efyldgDSWZX6qhK+8JFt54hTVpcHCQbc/N13nsOmSGRyBZLpPHfe0MYtW1tnjrXbFD5510YMw2TXgR72Hu3HblNmqn/4PA7qK0Nwqc4JIWhtLOOmLUt5+Y3u4hh7HGiaQcDn4p5b1/Li3q7zfrcs7OOuG1fys6cP8VffempaUBK2rW3kvjs34nHZUQsaT7x8jNcO95HJqgyNxdENkwce3cvzr3fidtlpa6nkQ+9Zg8tpo6E6zH/52E7+30928Y0HXsLjtmOaJolUjsbqML91305Kg5cnpqXpBk++coyRiQROhw2bIqPrBqlMnpKAh4/ctu68+ikXQ2nIw69/eBvf+vEuntzVwUtv9KDIEpmcSsjv5tMf3MzShqsTnt03OMkDj7/BVDxDPJWle2ACgK/+wyP4vU68Hgcfu339TH8aa0r54seu4z9+tpsHHtvHL547jCLLGNNREHde3zbjnPB7nXzhI9sRAh5/qZ3n93SiyDKmaaJqOmUlXtYuq3nHOCcUSeI9DU08c7KbX3V3zmm8dkyM8/3DB/nKlm1XHPYP4LHbef+SZewbHpq1zKUJ7Bka5IGjh/n1tRvwLlC1g3cDWU1j8AKVV0JOJ7Z50k5pCoV4T0MTP+lon3VeqbrOg0cP0xYp46aGpgUTjFwoZCEuylCZyKTJaoV5r9ZRMHSeOdnN7lMD75iIrsWKEIJyj5ebGho5Mj46Z2neoWSCb+59nfIbvNT550+Y3GJhKHW5ubNlKe3jY7NGjummyTM93WysrObe5W2WpojFvLGIZ5JAkdyoegzTPDs/3zA10oVT2CSfpTdxBdy6fRmRkJfeoSjxRJaCbuBy2qgpD4RDJKYAACAASURBVLJueQ1VZYGzKlDYFJkd65poritlz+F+BoanyBc0Al4nDdVh1i2vmUkRKAv7uH3nCpY0nFsfvqzExx3XtbG8qWJGME8SEh6XHYddoTToobm2WMqo+P4SuJy2mXKkAJESL7/z8evYsa6Ro10jZHIqZSU+NrTV0lIXOUvoT5IErY3l3HXjSioj/nkdQyEE29Y2Ul9Vwp4jfQyMxJCEoLYiyJY1DZSHfeeIAjrtCp/70FZ6BiY4fnIU02QmwsLnOXsfqaLUz5c+eT03bGrhaNcwU/EMNkWmvNRPW0sFrWcIFNoUmY0r6y5K58DvcfKbH93B6qVVnOgriobVlAfZvq6RgqbjdTvOEXmEYjrDx+7YQFNNKe09I+SmHVmrl1Zjf8tcCXid+D1OysM+1i2vmRkvIcBhU2ZkIyRJsGlVHdXlAfYc7qN/eApFlqivDrN1dQPhkGdmge522rlpyxIUWZ6Za6dxu+zcsLEFhMCmSDOf/dZ913HoxCBjkylyagGHvTjHN62sK1YDucxFkhCClUuq+OoXb2fP4T56h6LoukFFqY8tqxuoqQieFTFzGkWWWbe8hqDPRdB/Yd2AoM/Fe3csp66y5BzRyZm+SBIepx1JCMJBN43TwrSnfz+KIp31+5Ekwda1DTTVlrLvaD+9Q1FUVcPjKlbwWLv8zd0tSQiaasL86RduY/+xATpOjpJK53HYFarLg6xuraay7M2qOE6Hjes3tmCaxflyLeJ3OPjEytW8MTLESCo163GqofPTjnZurG9ke23dvJz7hvoGNlRW8crA7NETOU3je4cOUOn1cc+yFSjXkPDoYuLo2OgFnRMNwdC8GVJ+u4N7lrXxykA/Q6nkrMeNpJJ8/fXdlHuKIqnXkoNCkSQibs+clUkATkQniWazhF3zW9GnfXycbx/YR9wquXtVUCSJO1qW8mjncdrnECDVTZOXB/r41317+PLmbVR4raivxYwiSdzW1MKjnSc4Mj579ESqoPKtN/ZQ7vFwc0PTeaNnLSwuFbFIcoXO6YRh6nQnfsTJxMMsD32eydxhkmoPa0v/kPHcfjpjD9Dkv4fmwIeRxLW5ALZ4dzEVz/Bf/+4XZHIq//ePP0TkPMa/hYXF2fzD67v45t7X5yyx+alVa/kf1980r0Z6uqDyT3t28+/796FdQNvllsYm/vaWO+al+oBuGDzZ08X/eOEZJuYQTwSo9Pr40qYtvG9JKwHHwobV6oZBUs3TE5sir2lsq5kfZ0w0m+HA6AhNwRDlHi9ORVnwXdXT5S6/+vzTPNd7ctYddgF87Zbb+fDytnk7t6rr/PWuF/neoQNziq5KQrC2vJI/2raTDZVV2C4iVeJyMU2TgmEQzWbomCwq8DcGLy0i70z2Dg3ypV89wmh6dseeJAR/fv3NfGLl6nkxaHTDoDM6yV++8gKvDPRfdNTEp1at5b/tvGHed31VXefbB/bx17temvUYt83Gn11/Ex9dsWpez3210Q2D7xzaz1+98uKccxrAqSjc0byE3964hcZgaEGNWcM0yRYKOBTlit4NI6kkX37iUfYMzZ66siwc4Z/veD9Nocv/3Vwsf/LME/z42NFZ57jbZuNf7vwg19XVX9F5NMPgwaOH+NqrL5OYw9knKDpxf3/rDm6qb5z3aKgzMac1gOL5HF3RSeyyzLqKqnk/z8HRYX79lz9nMjv7O/j25iV8884PzPu53+Fc1Mt90UZOCCRqPO8hpfZzePLr5PUYCHhp+HcxTJ1Kz05qvDcjFu8lWFxDaLrBse4RBkZmLyF4JpIkaK4tZUn9uZEhFtcWhmHQOxil4+TsuwNvpbYixIqWCmuX4B2MW7Fxd+sKXuzrnXNHEOC1wVM80nmcj65YecVGpCxJ3FjfyJ0tS7n/8CE0c/bF/nAqyd/sepmTsRgfb1tFfSA473MyWyjQG49xaHSElwf62Dc8xG1NLfPmnIjlcvzzntfIFFRubmhiS3UtKyIRSlzuBYsYGEmn+NYbe3i5f24jtszjZWXZ+cvnXi52WebjK1dzYGSEN0aGZj3OME0OjA7z1eef5vNr13N78xJKXPNbocUwTRL5HMcnJ9g/MszzvSfpS8T4XzfeckXOiWq/n1p/YE7nhGGa/LjjKDtr62m8QoNONw32DQ/xj3tetdI53gYkIbi9eQkv9vfyYl/vnMnWOU3jl53HGU6l+PTqtVxX14DHbp9XaVRV1+mLx2gfH6N7Ksq9K1ZS6w9c+IsWZ6FIEnctaWXv0CAPn+iY9TgTOBmb4n+99DzdU1E+sqyNSp9vXp/fpmmSKRTomYpyYGyEF3pPcnRijM+sXrcgzgmLt5dFa9kLIXApEdpKfotKz06m8h2oegKb5CXkaKXEuQqHXBQh04wsklCsCAqLy6ag6by4t4unds3+AD4TRZH5yG1rLefEOwDdMDl4fJDv/Py1i/7ObTuW0dpYZjkn3sEIIWgJlXDvipX8392vzCmul1RVvnNoP+srq+alXJ7LZuMzq9fRFY2ye3BuYyuez/GfB9/g1VP93NmylFsbWyj3enDbbMhCuqi+mGZRGFI1dFRNJ10o0Bub4uDoCAdGh+meijKQiKPqOrIQFIzZo1guFdOErFagY3KCjskJfth+hJZQCWsrKtlWU8uSkjBeuwPX9O7n5Yzt6d22RD7P4bERvnvoAK8M9M0ZjSMJwa1NzdT45jcVEKAxEOK3Nm7mf77wLKfmSCsxTJPuqSh/+fILPH2ymw8sWcamqhqCLidOWUES4qLvr26a5DWNvK4Ty+XojE6wb3iIo+Nj9MSijKXTGKaJW7FdsXFf5vawrqKSg6PDc+6kt4+P8bVXX+IPtu2k4RIda6evaSyd4rGuEzx49DA9U1FLhextQAhBpdfH72zcQl8sRm88NufxmmGwe3CAE5MTbK+t447mpayvrMTvcOC4hHltmCYFXSev62S1AoOJBPtHhjkwOkxndJK+eGxaO6F1vi71XUfA4eQL6zbSNRWlfXxszt/XaDrFN/a+xsv9fdzRsoSb6psodbtx2WzIl/CsMkyTvK6j6hpJVeXk1BT7R4Y4NDZKz1SUU8kEmmFgk6QLRjVaXJssWufEaWyyl3LXNiLOjZjoCKSiE+KMSd6fepyAfSlh58q3sacW1zJOu8KnP7iZj96+7iK/IXAvcDUQi6uDIku8d8dydq5vuujvnBbXtHhnI0sStzcv4YW+Xp7vOznnsd3RKA+1H+ZPtl9/wdJ6F0N9IMjvbdnG1AtZOibG51wUaobB0eldwh8ePcyGyirWVVRRFwgQdLrw2u3YZRlZSJiYGEbREZHTNLKFAgk1TzSboT8ep3sqSmd0kslMhoxWIK9pV9Xgm8xmmMxm2D86zA/bD1MxHb3QFimjPhAk4vYQdDoJOJxFB8wsBq1uGKQLBaZyWcbSKbqnorzY18ue4UGi2ewFDfBaf4C7W5fjXoCKGbIkcX1dA59bu4F/3rObaG7ucsbpQoHne3vZOzRIQzDE5qoa2iJlVHi9+B1OPDYbNqlY5tkwTXTTQNV1clqBtFogkc8xmk7TG5+iKxqlJxYlmc+TKWjz6mg68/re09jEI53HGZ5DW0MzDJ4+2U0sn+PXVq1lY2UVpW7PnDuupmmS1Qr0xmIcHB3hl50dHBwdIVM4t3Jb2OXGa7czkIhb0RQLjBCCdRVVfGHdBv7mAmkAp4nmsjzWdYKX+ntpCITYVFXN8tPz2u7AY7djkySk6eeWZhjkNY2sViCpqkxlswwkpp9Zk5MMpZJkCwWymmaJ5c8TQgiWlUb4/a07+IsXn6PvAo4nVdfZOzxI+8QYDxw5xIbKatZWVFDt8xN0OvHYiu+i0/dUN04/qzQyWoFkPs9EJkNvfIqeqSk6o5PEclkyhcKczmSLdxaL3jkhENPVOWY3BKO5I9ilAGA5JywuDyEEPo/zgkKSV4LHbefzH96GrhsLeh6LS0OIoqPJcjZZnI+I28OvrVrDkbFRJubIPzUwebTzBDtq6ri5sfmKQ1plSWJjZTV/sHUHf73rJbqikxdcbuc0jf5EnP5EnJ8dP4bXbifodOKzO3DIMrIkYZqcYbxqZAoqiXye7BxK+28Hqq6jTu/yd0xO8ONjR3HbbETcHkJOFyGnE6/djt/hwKXYZtJpNMMgWyiQVPPE83mi2Swj6SQTmcxFG6guReHjK1eztrxywfQv7LLMR1esJKcV+Nb+vcRyuTmPNzFJqiqHx0Y5PDaKJARBh5OAc9o5IctIp50ThjGzm5xSVZL5/AW1AOablZFybm1q5vuHD8457gXD4NVTAxwdG6MtUsbySBlLS8KUe714pw0Z1dBJ5vOMZ9L0xmJ0T0XpmpqkPxafNe2pxOnidzdtQRISX3v1JZJWWdEFR5EkPrRsBbFcjn8/sO+CcxqK0Q/xfJ6DYyMcHBtBEoKAw0nAUXRO2CUZSRKYZtE5kdN0MgWVpJonqaqW0+kqoEynGia25PjrV15iNJ264LsoUyjQNRWla6rotPc5HAQdTrzT76LT91SfdpRnCwXShaIj1XJCWCx654SFxTsFu01h86orEyiysLC4usiSxJbqGm5ubOKnHe1zhpFOZNJ87/BB2srKqfBcXvnbM5GE4Lq6BmQh8bVXX6ZjcvySFuMpVZ0zHeVaI1Mo0BePnbV7JwlR/G96I+N0WPBclSLmwiHL3N26gntaVyx42pbHZuNTq9YiEPznwTcYy6Qv+ruGaRLNZS8YdfF24bbZuHf5Sl4fPEXH5MQFj0+oeV4dHGDP8CAuRcE2HekjBDMOtdMh/OoFjBev3c5n16zj7mUr6I/H8djslnPiKuFSbHxmzXpM4NsH3mDqEuenYZpM5bKX/D2LhUUAtzcvRRISf//aLk7GLk6fDYqaFIl8/qKiaSwsAKyEaQsLCwsLiznw2h18ctUa6gPBOY8zgVdP9fNo5/F526m2yzI31DfwFzfezI31jdgsnZOzMKZ3VFWjaLQWDOOyHRMuReFDy1bwlS3biXg889zTcxFC4HM4+NzadfzJjutpDpVcU2VD50IIwfLSCL+7eStV3ouvTKUZBklVJZrNMp5JM5ZOM55JE81mSarqBR0TQaeTL6zbwGfWrCfgcFLj81O9ALohFudHCIHXbufzazfwx9t3Uh8IvmPm9LsZIQROReGuJa382fU3s6GyyiphbbFgWDPLwsLCwsLiAiwtKeXDy1Zc0DlQMAweaj/C8YvYLb5YTudz//kNN/PZNeupvARjb74RQmCT3ll6KwIo93j5L+s38ZUt2ym7Co6JM3EoNu5a0sr/ufk2bm1sxmN7+1LMJEkgi/lZGsqSxE0NTfzelm1UeL3z0uZsCKDC6+X3Nm3js6vX43c4AHAoCm1llnD11cZts3HPshX85U23cn1dw4Jot1hcfSQh2Flbx1/dfBsfWd5GeJ4rCF0K78R3kUURK63DwsLCwsLiAjgVhfcvXcazvSfZOzx7vXuAk1NTfO/QAb563Q347I550S2QhKDWH+APtu5gR2099x85yCsDfWQKhasi/aZIEqUuNzc1NPG+JUvnrd2g08mmqmqGk0kSav6q5pALivd1S3Utn1q9lp219divsBTs5fbDLstsrKyiOXQbj3ed4Ifthzk2MX5V1OgFYJNlWkIl3NrUwvLSyLy17ZouyRtyuvj6nt0cHR+b93ssC8H6iiq+uGEzO+vOvocOWWZ1WQUCLInEq4xdVmYq7jzadZwftR/lRHTiqlVYkKejOByWePW8IksSLSVhvrrzRq6va+AHRw6yb3joqognC4rvogqvj1sam7mhvmGBz2jxdmA5JywsLCwsLC6CSq+Pj7etonsqOmdOtGYaPNnTyY0Njby3qQV5HsOaHYrCdXX1tEUivDE8zMMnjnFobITRVGreRQ9dikLE7aE+EOSG+ga21dRR6w/gtc/fzn7I5eIrm7dzW1MLj3d1sn9kiOFUkngux0KZMKcdLSsiZbyvZSk76+oJuz3zep8uByEEJS4XH12xkh21dbzQ18vj3SfojkaJ5i5cYeSSzgX4HU7KPB7aImXcWN/IuopKyjzeeak2cyZ2WeamhibqAkEePHKIZ3t7GEwmLjv95jQOWaE+EOT25hbuXraCOn/gHJ0QSQjqA0HCbjcTmdkFbS0WBiEEEY+HT6xcw/V1jTzX28PTJ7voWoA5DUWHRMjposbvZ2tNLbc3LbHSehYIj93Obc0trC2v5PWhU/ziRAfHJsYZz6Tn3QHlsdmIeDw0BUu4qaGRrdW1VHp9VkTOOxTLOWFxzWC+5SW2UCrq1xpnjos1JhbvNATF+uhzzeyrNe1lSeKWphae7zvJI53H5zw2kc/zvUP7WVteQdU8L44lISh1e7ituYUbGxo4Oj7O3qFB9g4PcnR8jNF06rIWh5IQhF0uGoMhWsMRlpdGWFVWTktJeN4N1jPPGXK52FFbz/aaOoZSSY5MV6Q4MTlB91SUoVTyinflZCGo8PpYFi5lXUUVGyqrWF1egctmm3NuvR3YZJmGYIj6QJAPti5j/8gwe4YG2Tc8NFNa73LGwibLVHq9LAmFaQ2X0hYpZ2VZOdU+34KLfyqSRGu4lK9edyMfaF3GMyd72DXQz7HJcXKXUCmmOPfdrC6rYEdtHTtr62kOlcz67hNCUOH1Uh8IMnke58RCPjvE9H9z/X3uI9452GWZplCIxuB6PrK8jX0jQ+wfGWb/8BAnpksXG5cxq09HHVX7/SwtKWVFaYSVZeWsKa+gZB5TDi54L8XVu5OCogDwbOVSJeZ+X84nspCo9Pn4YOtybm1q5vDYGHuGTvHG8BDtE+NMZNKX5YSUhUTE7aY5VMLScCkrImWsKiunKRiaqcy0kBTXHRfz+7VYCMRbDb63iSvqxN6xv6DCvYMa73vmqz+LipyeZyg7gW4WhaBkIeOSHZTY/dgl27vGIFWNAvf3PU6ykOF3lnxs3kSWdNPgVGYUWUhUOMMo0rXlsxvNRfl+36NsKmnj+sj6y27HNE1Uo1gr3iFbZTUtFgdj6TQTmfScdetLnG4qvFdeHeNiMEyTiUxRpO9C2CSZukAAp7Lwuzu6YRDP54nlcoymk3RNRRlMJhhNpZjKZckWNPK6BiYosoRTVorl3ZxOyjxeqrw+6gIBSt0e/HYHfocDp6K8Le+X02UDT5cLTObzDCWTDKeSjGfSTGYzJPJ50oUC2UIBzdDRDBMwUSQZuyzjs9sJulyUuT3U+gPUB4KUeTwEnE4CDieyENfMu9M0zZmyqrFcjv5EnJOxKMOpJKOpFElVJacVUHUdSQhssoxbseF3OAi5XFR4fdP3N0hourSs3+FAkaS35/4CBV1nMpNhOJXk+OQEPVPF64nmcuS0AoZpYpdlHNPztNzjocrnpyVUQq0/SInLSdDpuqh1gGbonEokSBfOrdhR4nRT7vXOu2ijaZpMZjOMplOzHiMJiQqPl5DLNa/nvhYwTZOCYRDLZUlM/757YlGGUynG0sVnVk7TyGs6hmkgSxJ2WcZjs+OzOwi7XZR7vNT4AtT4/QScTvx2B77peT2fFHSdU8kEmfPMn9M4ZRs1fj+OBXLinslgMjFdpnUW54SQ5j3C7VLQDGP6WZVlOJUsOpiTSUZSSeL5HFlNmxG2tUkSzulnVdDppMLjpdJXfFaFXW58djt+hxOHLF/VZ1W2UKA/Hpu1VDEI/HYHtYHAVevTO4SLuomWc+Ia4Hiilz8/8q/kjQKKJCOAEnuQHaVreH/19QRsCys0tVjI6yp/f+J+YmqS/736S/O2mDiVGePPjvwLdknhqyu+QLX72hLP6k0P8bWO7/Ke8s3cU3PzZbejmwYvjO3Fo7jYEl41jz20sLCwsLCwsLCwsHgXc1GG26LfIjZMDc1IY5iFc/4mhIxdCtDk/zBOpfRt6N3VQxYyH6rZyfbS1eR0lb3Rdp4ceRW7bOOe6ptRLMXay8I0TQ7HO8npOfK6oDc9RJUrcs3sqAFUuSL8ybLPErBfmZOqYGi8NL6fdaFl89QzCwsLCwsLCwsLCwuLi2PROidMTAp6kv7Ur5jI7UfVE7w1wMIpR1hX+keEHCvenk5eRYSAiCNEs7cW0zRp9tZyNN5De7yH28q3ErQXS8tl9TzHE70MZseL6u7uCpb66rBLb4YVG6ZJf2aY7tQpMloOh2yn0llKk7caj/JmeGFOVzmR7ONUZhSAGnc5rb76mZB/E5OUlqUrOcBIboKCoeFTPCzz11PuDCNNlyPL6yqvTh6i2VuLT3FzJN7FlJrEozhZFVxCxBE645x5OpMDDGZHKRgabsVFnbuCBk/VGWMhmFRjHIufJFZIErB5WRlopsQeuGSnQlrPcSTWRZ27AqfsZN/UMbaEV6GIN509pmkykpugMzlAvJDCJimUOUM0eWpmxt00TfJGgRPJXoay02Nh81DnrqDWXY5tOlXENE1Gc5McT/aRKKTw2Tys8DcRcYTO6rtpmkypCTqSvUTzcYQQBG0+lvjqKHWEkIRgIh9j9+RhCkYBgaAt0HxOFI2JyVguSk9qkEk1BkCpI8QyX8NM31OFDMeTfZxMD9KVGkAW0kwKkd/m4YbIxhnnl27o9GdG6EwNkNdVIo4gy/2NBOxvX2lDCwsLCwsLCwsLC4trn8XrnDANepO/oCP2Hfy2Bty2agRn55E55BCItydn8u1ECIEiZGySclZ8TDQf58ennqE93oNTtqObBjldZWvpKj5YfQNexY1uGrw8vp9fDL6ALMnYJYWMlsMpO/ho7a2sDbUCEFOT/OzUsxyMdeKQbZimSVZX2ViynHtqbsZn86DqBZ4Y3sUrEweRhYRNKMQLKQI2L59tfD+t/gYAcobKT049y6bQCpJampHsJJqpk9IyVLhKiThCxfxMNc4P+5+kI3ESl+zAJimktSzL/U18tvH9M9c5np/iP0/+gik1iWEaRNUE1a4Iv9n8YSqc4YueD6ZpMp6LcizZy93VN5LRc7wyfoCoGqfMWQKAYRocjnfxQN+v0Ewdl+wgq+cxTZO7qq7jpvJNABRMjR/0PcaBqeP4bB4AMlqWGncFn2m4i4gzhG7qHIx18qOBp8jrKm7ZSUbP8eTIbu6tvZW1waUIITBNk0OxTh4aeIqklsaruGbu5X117yXsCAIC3dSZUhMMZEY4GOvkY3W3ssRXd9Y1JtQUD/T9it708PR9hHghxVJfHZ9r/AAljgAJLc3ReDd9mRGyusp4PkZncgCAUkcQI2IAMgVD4+nR13hm9HUExWiejJ6jyhXhU/Xvu+YiTiwsLCwsLCwsLCwsFg+L2DmhMZx5hUr3TlaVfAmbdJ6QdSGQeHeVkSk6CfIcjJ1gLB/lxrKNeBQXJibPje3jUKyTTzXcycpAC7pp8PToazx86nmaPTVsLV1FWsvyysRB/DYPX2n9JA7JhmoUGM5OUOkq1jY3MXlpfD/7po7x8fo7WBNcCqbJc2N7+GH/UzR7a9gZWYddsrE+tIxVgRZq3OUIBCeSfXyz68fsmjw445yAopH/ysRBPlxzM59uuAtFyETVBCWOopiMahR4YuRV9k91cF/de9kcXolNUkhpGXK6in26nwBTaoJqVxm/0XQPDtnGy+MH+ZeuH3Ek3kW5s+SidYpNzOnokSwr/E2ktAwvjO2jPdEz45zIGwX2RtvJGwX+v6WfpMwZomDoDOfGKbG/KYQzlJ1gX/QYN5Vt5M6qnUhCIlFIES+kZ9ItovkED/U/id/m4bdb7qXUEWJKTfCdk7/kxwNPUeeuIOwIMKUmeHDgCQB+p+Vj1LnLMTCZzMfx2zxI09cXcZRwX9176UsP058eOe81+mwebi7fTIndT9geQMfk6ZHX+OmpZ+hKnWKzI0CFM8x9de9lIDvKQGaYG8o28L7KnUDREWYTCiYmXakBHht6hR2la7i9cjsOyUZHspd/7f4JT42+xn11t+GUHRc19hYWFhYWFhYWFhYWFmeyaJ0TUNSbKHG04VRKeLcXbdFNg0eGXuS1ycNk9TyxQpINoeXcXrG9aMQXMuybaqfcWUKVK0KiUFSSr3WV45BtHIydYGvpKmySTNDu41i8hxPJPlqmUy2W+utnjPqMlmPf1DFK7AFqXeUkp9uqdpXhUZwciJ1gZ2QdQggaPdVk9Bw5XUUzdUJ2Px7FxWQ+gWGaZ4lW1nkq2FK6aiayoFpxzvwtXkixe/Iwa4JLuS6ybiZ1xHUeY7fcGebmsk0zaQltgSZKHUGGsxOXpKyqGTp7ou0s8dVT6ghS6SrFq7g5FOtia3gVTtmBLCSCNh/JQpqOZC9uxYnf5mGJr+4sJ4hHceKU7XSlTjGUHafSWYwIKTvDWdKZ6mcsF+WD1TdS4ypHCIHLFeGW8i38e8/POBrv4vqyDRxN9DCRj/Gp+vex1Fc3E41wZsoNFEuqSUIpiqTOErEgCYm2QBMZLUdaz6KbBrXuMjRTJ6mlMU0TSUjY5WLki6AYlfPWah0FQ+NQrJOMnmNlsJmsnier5wnafFQ5IxyOdXJX1XWWc8LCwsLCwsLCwsLC4rJYtM4JISS8tlrS2jC6qSKLd7fRIxAEbD6qXBEOxk7gkV28v/p6Sux+AGKFFIlCip7UKf53+7dnvmdMpwOc1hBwSg7uqNhOWsvyb90/pdJZyqaSNjaULKfSWYoQgkQhTUxNMJyb4C+PvbWt/ExbmqHRnjjJS+P7Gc5NIEwwMBnMjlHpClPUCHnTaK50luKQzl/aKKerjOWi3Fax9YLinl7FNZ3aUESeNqYLpsalFH4ZzUfpSZ2iwhXm9egRZFGshHI82ctEPkaNuxybUNgRWctobpKfn3qOp0d2s6FkBZtLVlLnKUee1qYI2wPcXX0Tjw2/zN92fJdWfwObS1ayOrgE/7QzZiQ3iXO6BOyZzoQKVym6aTCWnyqmmuSnAKj1VFxxmkRWz7F74jB7ou0kCmmEKI51WstyKZV6VKPAaG6SqBrnH088OKMngmmSlC/btgAAIABJREFUM1TC9uAltWdhYWFhYWFhYWFhYXEmi9c5gUy15yaOTf0/TsR+QIV7G3bJD2foTkhCximXIsT81jRejEhCcF1kHe+t2Mark4f5p84H2T91nIrKMDJFo1oSEmuCrdxVdd1Z3xUwI1gohKDBU8UXmz9MV2qAN6Y6eGz4ZV6bPMKnG+9i6bRmgRASbYFmPlR98zlt+W1eTNPkZHqIfzzxAC2+Wj5UfdOMGOM3uh467zXIQrpA/MvFGbcS0oxT4OyeXTxFXYcTpLQMw1mTHw88A4Bm6sTU5EzVDklIVDjDfLbxA/SmhzgQO87uiUPsnjjEx+vvYHO4rdgnIbEzspZWfwMdiZPsnjzMd3sfYU1wKZ+sv4Og3YdAYGKec5WzGfVXGiukmzovjx/ggf4nuD6ynjsqd+BRXEzkp/i7Ez+4rDbLnSV8vvGDuGTnWZ87ZNsVVwuxsLCwsLCwsLCwsHj3smidEwYap1JPkSyc5NhUJ53xBxCcbZB6lEp2VP49DjkwSyvvTFYGmlkfWsbTI6+xJriUWnc5AbsXn+LGxKDZW4Nbcc76fSEEPpuHtcFWlvsb2VTSxjc6H2L3xCGW+Grx2zwEbF4M0zingsdpTNOkM9lPVE1wV9V1tPmbEdMVJIzL2EF3yHbKHCX0pofQDB1ZXtjSqBk9R3viJDXucn6/9ddwTFcziaoJ/qnzhxyYOsHm8Ers044vt+Jkub+RZm8NW8Kr+Ebnj3hubA+bwitm0jYkIVHuLKHUEWRDyXKeGtnNjwae5vrIegJ2L1WuCHldZXJ6jE6nvAzlxpGERJmjBCHEjEBof2aEenflZUdP5HSVI/FuvIqLu6tvJGDzTkfGpDjfLZKEwKQYIWNinpW2YpdsVDjDHIp1Uu4MU++pvKw+WVhYWFhYWFhYWFhYnI9F65wQyFS4txNyts16jE3yoIjZjfB3IkIIfIqb91Vdxz+cuJ/Hhl7m0w3vw6O42Fa6mocHX+Dp0dfYUboGm2Qjr6v0ZYZp8lRT4giQKmQ4ljxJlTOCz+aeMUaFEMjSm4b4tvAqfnLqWZ4YeZXrI+tnBCl700M0eKoI2wMzehCT+fiMcOXTo68xkpug2l12SdcVtHnZVrqaZ0f38PzYPjaVrECRFLJ6jnghTYN7/ozhYjnPKJ3Jfm4s20Clq3Tmb17FzdrQUl6fPEpUTRCy+TiWOEnQ7iNk8yNEUf9DCM6K3hjMjL2ZCiIp6KaOaRajRU47IZb46qj3VPH06OuUO8OUOUuIqnGeHNlNmaOElYFmANr8TZQ5S3hs6GXC9gA17nIwIarGccj2YkUSBAVTQzd1crqKYRqohkZGyyEJgU2yIQkJp2xHNTQm1TiykGfOlzPy54yLV3HjkGx0p04xnpvCKTuQEHgUF4oksy60jFcmDvKzU8/xkdpb8Ns86KbOcHYCp2ynwVP1ZrqHhYWFhYWFhYWFhYXFJbCInRMSNd5bmTvUX5xTXvTdgBCCJd46tpSsmt69b2NtsJXrIuuJF9I8N7aXF8b2IUsyql7AZ3Pz6013U+IIkDNUnh/bS196GLtkRxKCnK5S4y5nZ+m6md3y7aVriBdSvDS+n5fH96NICqpRwCU5+ELzhwjbAyz3N7I6uISHBp7k2dE96KZOmbOEpb565Es0Uu2SjdsqthFTkzwy9CJPjOxCEQqqodLqb5ip8DEfGJicTA+SLKSLlUjOwCYpLPM3smviIO3xHjaH23g9epRDsRPYhIIiKeR0FZ/NzW0VW2fGK6rGeaD/CVJaBpfsQDd1NFPn5rJN1LkrEAiCNi8frbuVh/qf5OudD+KU7eR0Fb/i4d7aWwhN64eE7H4+VncbPx54mm92/RiX7MDERDN07qm5mTJHCbqp89zYHo4n+4iqcSbVOC+P72cwM07I7uM95Zupc1ewNbyartQAXz/xIAG7F83QqfdUUu0613nkVdxcH1nPkyO7+T/Hvo1TclDlivBbLfeiCJlGTzX31NzMr4Z38bcd38Uh21ANDQnB+6tvsKIpLCwsLCwsLCwsLCwuG7FIROzO2wnTNNHNLGPZvUzkDlAwkijCQ4lzJWWuTdgl/xULBl4LxNQk+6eO0+KrpdZdPvP5RD7G/qkOGj3VNHmrkYREwdDoTQ8xlB2nYGq4ZSdVrgjVrjJskoJm6AxlxzmVGSWlZ5EQBOxeWry1BG2+s8azYGj0Z0Y4lRmjYBRwK04qnKXUuMuwSzZM0ySqJuhM9pHSsgTsXpZ465jIx8jpedoCxVQP1SiwJ3qUiCNEs7fmPHoRb5LV8/SkTjGWi6KbBh7FRY27nGpXBBOTI7Fu8kaBTSUrZvqa1XLsjx0nbA+w1Fd/wTlhmAZdqQFGc1E2hJafkwKTLKQ5FOukzFlCs7eGsVyU3vQwKS2DgYlPcdPkrSHiCM5ECuT0PD2pQcbyUVS9gCIpVDjDNHmrz6pgYU6XBO1ODZAoZPAqLlq8tYQdwbMqm5we257UKeKFFJKQCNp9NHtr8CseNFPncLyLsVz0nOuzSzZWBpopc5ZgmCYDmRF600MzzqN6dxVdqQHKHCGqXJGZ8TJNk7yhcjzZx3huCiEE5c4wK/yNM9dpmAZjuSl60qfIaDnsso1Se5B6TyVu2fmu+D1eLKZpoJk5TNM463MhJCRhQ0K56uP15vO+KFZ7qedX9RSdicfJ6wlWhu7DLnvmvY+zUez75fX77SCvJ+mI/5xUYbioNGNCk/8WKl3rrkgnyTRNDFNFNwtnff52zqtrDVVP0RH/GYapsyJ471WdxxYWFhYWFu9SLmpxsmidE0VDKUrH1H8wmnkNSbIjkDFNHd3MEXauoq3ki7jkcmshZgEUDeeR3OR5DfYzEUJQ4QxT7gxfpZ5ZvBtJF8Z4bfzrRPNdANOitTY8SoQy12rqvdcTtNdfVUFf0zRJFobIaBNEnMuRZ6meMxsZbZKXRv+SdGGUO2r+EZdSskA9PZecHmMq30Opcxk2yX3Vznu55PUk7bEfEc13EVcHiKt9bIl8mWXBu5HE5Qct6obK8fgvaI/9ZOYzWbLjlsOUu1ZT772BgL0OaZ4izd6JZLQJnh36b+hmgduq//aqzmMLCwsLC4t3KRdlsC/atA4Tg4HUU4xkXqU1+BkirnUokhvNyDKZO8SJ2PfpTT5Ka/BTyFzaAtvinYlhGpxI9rMnenTO42QhsS282nJOWABQyGu8/vRhDr1y/JK/e/O9W1myph5JOvd5a6CR1kZRjRT13uuRhA3NyBLNd7F/8j8Yyuxha9lXCNmbr6qDtSvxK2JqD9vL//iaenYOZ/ZzLPZTdpb/MTb74ndOOGQf68KfB+BE/FFeG/+HeWnXxCSvx0kWhqj2bMZvq0YzcsTVfg5Ff0Bv6gV2lv8JYUer5bi3WNTEoykevf9VkrHMOSLNQgi23rKClZuaMA2TXU8doX1f75ztyYrEHfdtpaYxcsl9Obr3JK88cRjDOP+GXd2Scu68b+slt7tY0QoaqUQOX8CFrFiOzMvBNE10zQABsixZz9srRNcNNE2f/pdAUSRk+dpL3dd1A8MwURRrTlwui9g5oTOSeZUa763U++5AEsVqCsjgVirI6zGGMi/Q4r8XWb52FtgWC4csZLaFV7EhtHzO4wTF1AcLCwBN0zny6gke/rdnL/m7S9bU07K6jrmcwW6llHXhz2GTPJimTlaPcmTqh3QnnqAr8TgbSr+IzNWZjwYaY7kj2K+ByIMzMUyd8Vw7BSP9dnflsihq08zvIkUWNpp976XOuwPT1CkYGTriP+dQ9Pt0Jh6jJNKCWLyveAsLDN0kNplmuH+SiZEYp3rG8ficNLRW4vE5yeeKqUuGYdDfOcq+l950IE+NJ0knc0SqgjicxeenzSaz8/bVl9WXkx3D/PL7u/D6XXgD51YoU/OF83zr2qXjQD9PPPQ6v/aV2yivvnYjh9S8xqmBSTIZ9Zy/+XxOqmtKUGwL43zJZFTu/87LuD0O7vnoZlyud6ctYpom2YyKYpOx2y//ndN+ZJCH7n+VVDKHrhv82md3snlbyyW3o+sGoyNxopOpc/5mdyjU1oUX9F498dhBjh0Z5FOfv56ycv+CneedzOJduZgmmpHGrZSfs8ASyLiUCLqRxcSYpQGLdxtCCByyHYflrLJYRAgkFOHAJhUXvHbZy1L/+xhK7yGa7yavx3ErpTN6EGltlJHsQVKFISRhI2hvpMK9DptwneWFL2ryqIzn2pnMn0DVkzNpI2FnK0F7PZJQME2TRGGA8dwxpvInmcydwCkHODj5HWSpqIfilsM0+W/BKQdn2jbMAqO5w0zkjmGaBkFHAyF743lFiE3TRDVSjGT3E8v3YaLjs1VR6d6ASy45Z/fgdPsT+eNM5o6T0xPIkg2XXELYsZSQowmBRE6fYiR7kLjaz0B6F3k9zpGpB7HLxRe+Tbho9N2E31470y5AsjDIaPYgKW0MWdgJO5ZQ5lqNIhxn9SWnx+lOPEHY2UqZs43JfCdj2cOoRhqXHKLctZqQo2mmbc3MMZnrIKr2kNOmkIQNr62CStc63Erkqu+SyMI+M69skocm3y0cj/+S8Wx7Uetkujun58pY7iiTueNoZhaXXEKFex1+W81ZKSCnx3BK7WEse5isXkyTc8ohQvZGws5WFOE8S6vGQGMyd4Lx3FHyehKnHJweu0YE8lnHFowME7ljTKknyetxJGHHb6+mwrUGlxw+awzzeoLuxJMEHY1UuNYQzXczmj2EaqRwykHKXCsJO5a8pe8mcbWfsdwRMtoEJiZOOUDQ3jidEnSm4SnQzByD6deZzHeimypepYIq90bcSuk5vzfNzDGaPUQ034VuqriVUipd6/HZKs9Kz9KMHH2pF4ulvX3vJakNM5TZS1abxCa5CDuWUu5a865PvQlFfPz2n90NwIFdnXztDx9k7bYW/uBr950VjSYJwfs+sZUb7lo7/YnJ97/+FC8+cpDP/dGdtKyoBkAIKK0MXnZ/7A6F9350M++5e8M5f3O63znrCtM0aX+jl4GeMbTCtb2GnpxI8nd/8xidx0ewvcUJsXFLE1/+wzsIhRZGU0bXDQZPTREIutD1a3scr4RsRuXRX+xn9do6WpdXXXY79Q2l3PvxrbQfPsXDP91LOn1uVbmLIZ8v8OMHd/Pow/ux2eUZ4XqAiqogf/rfP0jzkvI5WrgyxseSDA5GUdV3lkPzarJ4nRNC4JIjTOXbqfG8Z2YxCqCZaabyHTjlMNIivgQLCwuL8+FUQiiSC83IzQgbmugMpl/nQPQ75PQYsrAXPzVVIs4VrA9/AZ+tesZgKhhp9kf/g/7Uy9MiiBKmqWOg4ZYjXFfxX/HbawCTocw+TiafJa8nKJgZTF1nKLNvxjgK2Gup8+6E6bVdwchweOp+epJPARSN0ZSM31aDZmTPuZ5ovpP9k99mSu2Z7jfoZgFv/BHWhD9zlgikaZpktHEORL/DqfTuYs0lYcPEwDA1qj2b2RL5XRThIq72czz+MHk9SUabwDALjGQPzpzDIfupdK/HT9E5YVCgL/USR6IPkDeSyMKOicFxU6PCtZZ14c/hUd7UKVL1JMdiP6PBdyPRXDcnEo/MiE0KBAb6jHNCM7Psm/gWp9KvIoSEQMI0DQpGBr+9hs2RL72tqRRCgCRkFOE4x2mf1sY4PHU/g+nXEKK4WNNNlWOxn9IW+hjN/tuQp6MTDQp0J57k6NRD6Gah6OCi6EySkNkc+RI1nq2c9nzkjQRHp37EyeTTM+OimwXaYw+xLHgPywIfnCn5nTcS7Bn/BqPZgzP9MEwdzcwRsjeyOfIlgvbGN++PkaIj/jBV7o0k1FOciP8SzXzzN7PM+OCMc6Lo+EhzPP5LOhOPUTDSM/PEMDU8tjJ2lv8pAXvdzLjoZp6Dk99jPHd0+t8qqpEmZG9iS9mXKXE0zxybLAxxIPqfjGUPI6Z/N4ZZ4Lj0c1aGPkGD74YZLRHdVOlNPU9Oj+FWIhyc/C5ZPYphFtDNAjWeLUScbf8/e+8dJ0d15us/51RV5+7pnpyVRzkLIQSIHA0GnI3xxeuwtnFar3fven97ffe3u961vXej73q9wfbC2mBsY5KJJoOwhFDOeZImx86pqs79o1otjWYkjUACAf3w4QPTXXXqVNXpqjrfet/v+54XJ07GiT8hIQWRqhCRKuc5UClFIOSITNX1ERqnnx1hUEpBuCJA04yTl0JXSjHYGyU6nKSiJkS4IjBm28MDMYb7YkSqgkSqQti2TU/HEG6PQaQySHQkSXwkhVKKYNhHeXVowtB1y7IZHYwTG01hWzYuj0FFVQhvYKzAalk2A90jWKZNw7Qq0sksQ/0xsukcmq4RDPuIVDp9zGVNRgfjRIeT7NjQSnw0Rfv+XlLxDOCkxdQ0luMPesb153xGSsmaK+bwsU9ePOZzn89FKDg+CuZs4fe7uetr16BpEp/PffoV3qXEYmleen43U6ZWvql2QmVeFi1pxrZtnvjNm782zphVw+9/6SpCZcciRQ1DO+fRDLd8cAXX3rCQqupS1MQb5byd2Ut0GgNXsXXw7wFBtXcFugxg2kkGM1vpSb7C/PIvosl31kW0RIkSJbJWDFNl8Muq4sRtOHuI1wd/iBQayys+R7V3IZbK0ZFYy86Rn7NJ/ScX1fwhHq0MgN70Vlpjz1HrW8rCyO149XLydpLRXDt5O1U0+RNCMqfsFmaX3Uw838Nvu/6IcvdMVld/A3dR9D1WltlWFl2p19g7+hAVntksrfg0AaOWWO4IO4bvoy+9g7JCpAJAxhxl89CPGMrsZ2H57TT5VyOFTn96B1uH72HjwL9xWd23ipPCnJ1g6/B/cTj+HE3+i5kZuo6AXoepMsRyHfiMajThcqrFeBdxbcPfkbVivNL3NyTyfVxZ/21CRsO4fgMMpPewceCH+PRKVlZ9mUr3bPIqTWv8OXaP/BpNuFhR+XlcWqC4jsKmI7EWn17J/PCHqfC0AIp4voewa0pxOSkMRwhxNVHlmYtfryJnJTgcf5bdow+wP/o4F1RNwRDn7mH4VCgF0VwnKWuIWt+Sohhkqzy7R39FW/xF5oRvZWrgMgzpYyTXxtahn7B16L8IGQ3U+BYjECTzA+wc+Tm68LKq+g8IGU0oLGL5I8Rz3U5US7FtkwPRJ9gf/Q3Tg1cxM3Q9Hi1MLH+EbcM/Y/vwzwgYtUwJrEEg0IWHBt9KqrzzqXLPxqtXkLVi7I8+xv7YYxyOP8vi8jvRxfEVjmy6khsYzbUyO3wLVZ55ACTyPQSL48AR91rjz7Fl6CeUu2ewuPyTRNwzEAgS+R7MQqTD8cQK0UlLKz5NpWcOOTvJvuij7Bt9hP3Rx1lV/VXAERt2jNxLV3IDCyIfpSlwMZpwMZw9yObBH7F56EeEXA1UeGaPeUsXzXWwdehu6n3LafSvQhNukmYfLhl4U6aoJd4+bFuxbd1BfvTdx1h5xVx+/8/eXxRKUokMP/7e42x8aS9f+NYtrLlxMYlomn/+/35FdUM5yy9t4elfbuDQ7i5sSzFjXj23fOpSVl01D+O4cPhsJs+6Z3by5C9e49DuLnKZPJHKICsum8PNn7yYqS21xWXTySz3/MPTDPVF+dN/voOH/utlXnlyO0N9MTxeFxdft4Df/7P34/G52Lulnf/8zm/o7RwmWRAk/uque4ptRSqDfOPvPsbyS8aWWD/fEQJCZT6mn0RUyuVMXnlxL41N5bg9Bju3d5JMZKmqDrHsgmmUlXkxTYsXnt1NMOhh+crpY9IThocTPPPkDpZfMI3pM2tIp3O8+OwuRkacNMMZM2vGrQOwc3snA/0x1lw+l507OjmwrxchBDNm1TB/YQOG4UQ2JuIZtm1pp6d7FF3XmD2njtnz6tE0iVKKnu5RNr52mIsumUV76yBtrQMIAbNm1zFvQQO6rnGkc4gD+3ppnlLJjm0dNDSWM39RI6+vP8zwUJxVq2dR1xAp9q2ne4QdWzsZGU4QDDmiQH1jBCklpmmxYd1B3G6DxuYKtm1uZ3g4QaTcz9Ll06iqdir7DQ7E2bm9k907jtDZPsQLz+5i/74eAOobyrn8qnlIKbBtxZGOIfbt7WZ4KImUgobGchYtaSZwDoUwj8egeUol5RWBcd9Zls3WzW1kMyaz59WzbXMbA/0xgkEvCxc309h8LOLTtm3aWwfZtfMI0dEUxxeSmDmrluUrp2MYGq++vI+21gGUUpSXB7jkstljhJFEPMPal/Yyf2ETqVSW3Tu7yOdNGprKWbpsKl6fq7hN07Q4fLCfPbu6yGTy1NSVsXhJM5HysfsSi6XZtrmd7q5h3B6D2XPqmdlSOyaKaN2rB5BSsHhJM9u2dtDeOoDLpTNvQSMzZtWcl74e5/HdUVDrW83cSJTW2MMMpDdy9E2NLn20hO+g3r+m+AajRIkSJc5njoa/Z6xRWuPPkbWiVIWux62FUMrmcPw50uYQK6u+zNTg5cXJy5zwrcTNHg5EH2dW5obCW2snusHGoszVRJmrGU248OkVlLmaObEK09E32gKNogOC0CacIJl2mo7EWkCwMHI7Nd4FgMCnVaLKLfoyO8bsU3dqIwOZ3UwPXs3ssvejFwRjn15Fxo6xZfDHtCfWMj/yISQGI7lDtMZfoNqzkAurvopHCxdvyJWe2RxfvKnYb3G03wKJnLDfStkcjD9F3k6xMPJxmv0XFyfRc8MfJJ7vpi3xItODV1HrWzJm3ZQ5wIrKL9Dkv6i4Trl7bK6rRKfJv9rpRWEZn17JPP1DtCVeJJbvJG8nT0gbOHcoFAmzl+HsQccoOnuQfdFHCei1zAq9r3CuYTjbSmdyPXW+ZSyIfLRY6cSv15Axh9kw8C8cSa2n0jMXXbqxVZ6clSTkaSbinoG7ULI7YNSivGPHVSLfS2viBSLuaSyp+FRR7PLpVViRHGt7v0tH4hXqfStwST+acDE1ePm4Yzg3fBvtiVcYzbVjqjQ6Y99CpqxBllV+jimBS4vRBsdHNQBkrBj7Y0/g0cKsqPoiNZ5FxXHlRL+MNzrUhMG88Icc8UQ4E4GW0E10JdczlN2LZefRpMFgZi/dyY1MDa5hbvgDxTEe0GtI5HvYPPRjulObiLinF6M1AHJ2ihrvYhZEPlZcJ+KeNqnza9uKjn3d9B+ZuPqUpmtMmV1HZX1kwu9LnBs0TbL62gUc2HmE5x7axPzlU7nmQyuxTIsXHt3CllcPcOUty7jwynljjCa3rTtIV9sAyy6exY23X8RgzyjPPriRf/urh/EHPSwrCAK2bfPCo5u5/wfP0Tyzhk994wa8PjcHd3XxyhPb6O8e5ct/cRvVDZExERT93aPc94Nn6e0Y4oaPrcLnd9PTOUxVXRmyMPmY0lLL5791C6l4hl/88HlGBuPc+YfXU1HrCN6GodHwBsxEz3fyOYsnCiH+LrdOPm+Ry5kMDsTZ+NohPnfXlfgDHloP9bNtSzvTZlRTe1x60OvrDvHQrzYwb0FDMarHNG0G+mK8/tphlq2YysIlzePEiR3bOnjlxb3EYmk2/O4gUkri8TSjI0nmzXeE1a7OYX76X6/Q2T5EWcSHmbd47rc7WHPFPG66dSler4vuIyPc8+OX2LXzCMODcVwunZGRJE8+tpUPfmQl171vMZ3tQ/zs7rXMnFVDb88omXSeeQsb6e+N0tM9yoH9vXzjmzcBsH1rB/f/9FUyGROfz0UikeGZp3bwkdtXceHqWVimzUvP76G7a4Sa2jISBSGrry/GC8/u5itfv476xgjDQwn27+3mSOcwlmUzNJRAFNKxPJ5jPlr9fVHu/tFLDPTH8PncWJbF0FCCpcun8anPrhkzgX+rsC2b19cfZvPrh5k2o5rRkRRSCvr7Yzzz9A7u+uo1zGypRdmKzZvauOfHL1Me8VNRGeDA/j727+vmkjVzaJldVxwTtq2IxzJs3dyGpkkWLmkeJ078+hcbeG3dQbIZEyEhmcgyNJhgzRVzuPMzlznjM2fyxG+28uzTO3C5dAxDIxZN8+Kzu/n05y+nqdkx8z/SMczdP3qJ/r4ogYCHTCbPk7/Zyg03LeHGm5ficjvjce1Le4mOJNm3p5u9u7sRQhCPpZGaZPrMk0eJvZ2ct+KEEAINL9NDt1Hnu5jR3AFMO4EuA4Tds/BoVYWH7ZITaokSJc5f0tYwe0YfRAoXeTvJYHYvPakt1PuWMzN4HVJIslaC4ex+vHo5FZ6W4sQSKLxtvoC9ow/Sn95ZFCfK3TPxaRXsjz6OUopG/4WUu2ehS/ebCnE2VYah7AGCRi1h11SKxgUCAkY9IaMRSzkPK7bKM5Q9gEJR612Cdtwbbyk06r3L2S7vZSCzk7x9Iy4ZZCizn5ydoDlwyRhh4hhvrO9ZO85w9iBBo46Ie8aYdlwyQJ13OYfjzzGQ2T1OnCh3zyykB5x820IIUJK0NcRoro2UOYRpp7FUnpydxGUHsJX5hvr+RrBUltcHflCIHFEoFI3+VSyIfIwa70IofDqaayVl9hPQa9gXfXRMG7FcFzYm0VxnURTw6BFqvIvpSr3GxoF/Y2pgDVXe+bi10FgPhoI4Es21E3FN40DsiTFtp81hLPLE8z3krAQu6S8ew6TZTzTXTtoaxrQz5OwEpspg2hnHK+MEIq5pVHpmT+h3cpRorp1EvpcG/0oirumTGlcuGaTWeyzKRAiBSwvi0cox7SymyiDRGczsI2ONkjKH2Rt9eEwbI9lWbGUSy3Vi2bkxBt1eLUyD74Ixv4vJkoqn+fnfP87ax7ZM+H2gzMvn/vLDXP3Ri8647RITY+Zttq8/hH2Cf4BuaCxaNbMYseD1u7nlzks4uKuLh+9eS8viZrLpPA/+5GWmzKzh1k9ditc/9pwn42k++Jk13HLnJUgpsW2b+imV/N0f38/Tv9zAkotmIjVJf9coT9y3noZpVXzl2x+koiYECC69cTFur8FjP/sdG1/ay/UfvXCM+DHQM8LIQJyvfvuDlNcsKmwkAAAgAElEQVSUIQQoGxBOuooQgrJyP2Xl04iPpgiEvaSTWWYtbKR+ypsLx3+7sZXi4IFeHrj/teJnQsC8BY3MLYgAedOivX2Q3//SVay5fC62snns4S08cP96LrtyLisvmsmKC2fw7NM7OLi/tyhOmKbF+t8doGVOHU3NjieOz+fi5luXEY2mGRocb7p4PN1HRmg7PMCXv34dldUhstk8mXQew6WRz1s88uBG2loH+NLXrmXOvAZM0+LpJ7bxwP2v0Ty1ggsLhpCxaJrhwThf+cPrqWtwhIH/8ze/4aXn93DhxU5qW3QkyfKV01m4uIk//+av6Ggb5Bt/ehObNhzmqce3MTLsRHrce/cr1NSGufOza4iUBxgeSvB//+EpHvzV68xsqSUU8jriaNsgqy9p4ebbluP2GLzy4l7+8XuPs31rO3UNEWa21DJ9ZjWbN7Zy6GAvH/jwSlZcOL1w/EVx0l5ZFeS2D19AfUOEUJkPy7R44Bev8fADG7n2hoXnTJwYGIjz2CObx6TcVFWHuOzKY6b53V0jLLtgGnd97Vp8fjdbNrXxD999jNfXH2LKtCpHLHp6J4GAmy99/TrKK/y0HR7gr/73g7TMqWXFhTOK+3nxmtmsvrSFu//zJbZtaZ+wT5lMnkMH+vjy169j6YpppFM57v7RS/zulf1cfd1Cpk6vYu+ebh5/dAtXXbuA992yFLfbYO+uLv75757kqce28clPX4qhazzy4Eb6+6J8+Q+vZ/qMatLpHPf/9FUefWgTs+fWF8e+Uoo9u7tpmVPPN755E6EyL6lUFmWr8zJqAs5jcQIKD4MIfEYtPqN2zHe2MsnbcQwZGGNEVaJEiRLnExlzhD3RhwtiqsSrR1gYuZ0ZoWsJGLWAIG8nydspDOnDJQPjJlYeLYxAI2kOFD8rc01hZdVXnJSC2GMcjj9DuXsmU4NX0OBbOWE7k8GZbMfxu2aMiVBwwvIN3FqAlJkpLJsjY42gYeDRI+O259bK0IXbmaiqPKBImUMABRPBsycuZ60Ypp3Bp1egy7HmoQKJRw8jEKTMwXHrurUytNOIOjk7yeHYsxyMPYWpMgg0dOlGK4hObzUSg5ay91HunslQdj/7o48Tdk2lxruoGF2glE3WipK30wxm9xLLd45rx6OFccsgRyfvbhliWeVn8YyG6Uz+ju7U6wSMOqYE1jAlcCl+vdq55yrIWYliKtGe0QfHte2S/sLYLfhTWDEOxJ6kNf48lsoh0dCkB4E8zstkfISDWwuNMeGciEzB08GvV6PLyYkBLukvRjQcpRjVUTDXVMomY40cZ4Z5YFw7Pr0CQ4433dOFB49WdsbjXCnFUM8oh3cdwSqW1huLmbdOWvayxBvDNC22vXaI/TvG/k48Xhdl5YGiOCGEoLaxnI9/6Wr+9S8e4t7vP0MqkcHKW3z481dQVT9edPUHPCy/dHZRUNCkxswFDUyfU0fb/h6GB+JU1ITYt72DgZ5R5i2bSjqZpav12PWqstYZSwd3d5NJ5/Af56fgD3q5/OYlVNYdt+0THo3HXhPFsf97h5c7VLai68gIzz+zs/iZlAKfz12coAG0zKlj5aoZeLzOW/35Cxt58jE3fb1RhBBMmVrJjFm1rFt7gIsuaUHTJK2HBug6MsINNy8pTqKFEAhNFMqHnrpv/oCbNVfMpbYwJgxDIxBwrjn9fVH27elh4eJm5i9qQtMkLrfO6ktbePnFvfzulf1FcQLgiqvn09hcgZSCmtoyZs+pZ9uWNhIx536sGxqzWmoJh/1UVAVpbKogUu6nqjqElIJkIsPAQJwD+3q54uoFpNN5Mt0jADRPreSVF/bQdWSYUMFgtrY+zBXXzC+mXsyZW0dVTYienlGUcia2UmpoUgICKQX6BGVpNU0yZ14DiXiawYEYlqWoq4uQTGRIpXIopc7JGIyOJHn1pX1o+rEfwuy59WPEiXDEz7U3LKYs7JzbmbNqaGgqp7c3WrzGxmJpyisC+HwuNE0SCHooK/MRi6bHGvdKUTwOp2LFyuksWNyEYWgYZV4WL2lm6yYnraSxqZztWzrIpHO0zKkrVhxxewzq6sPs2NZBIp7Btmy2bm5n8dIpuF06PYXz2DSlklde3MvuXV1jxn55hZNmUl7hvCQoexuiVc6E81qcOBUps4fW2KPMCd+JoY3PJypRokSJ84GQq4HV1f8Tl+ZHE248WhhdegomlsceEEGgsFETTM6cCZsaI8RKoVHnW0qFp4X+9A46k+voSW+mp28zM0M3sKTizuM8JSbPsbKXE/XjxJKYTqKFQo1LJTm+38evI4775mwiCv+o4jZP7ErhswkegiYThXckuY4tQz8h7JrKovI7qPLMRZcelLJ5vPNLZ2EPzgzn/K9gSuBS4vkehrMHaU+8zPTgVQXfjKMIdOFmbtltzCq7ccK2NOHBJZ37qBCCkNHIBZVfZGboejoSa+lJbWLL0E84klzPquqvETKaim1LdKYHr2Jh+e0nadtVrALTGn+BbUP3UO1dyLzwB4uRPlkrzpNHvnqqvZ1ElOSZjywptEm2K9Cll0Xln2BKYM2ES+nCW0yZOX7dN/TyREFvxyA97eOFtBLnDpdL55oPrODSG8eWI5VSUts0ttym1CRLL57FNR9YwX0/eBaXy+Bjd13JggumTTjRCpT58J2QX+/zu6moLWOgZ5ThgRjl1SEGukeJDid44v71/PbXr49Z3rZsstk8iWgayxwb3eELuKlrrnzHCw1vBE2TXHzZbH7/S1eN+dwwxk5xyisCBI8TdAxDw9A1zMKxLK/ws2hJM2tf3EtP1wh1DRG2bm4DYPkF00476ZwIj9dFTe3EAmV0NEU6laOuPjzmDXYg4KGiIkBX59iUrvrGyJjbl9drYNsKy3b6L6V0hBcBuq7h9RoFAcFZybIVvd2j5PIW996zFpfrmJBgmja6LsdUHQkEPFRUBot/a5rE4zbOuMJLLJrmhWd3sXHDYTKZPJqUJBJOudCJnxvODtNm1vAn/+v9hCPHrsuOkHIMj8egpq6s+LeUAo/HhWXaKOVcE+bOr+fF53az7tUDNDRG2LOzi4H+OLPnvLHKJDV14TFpL26PgZQC07TJ5Uz6eqMMDSb4x+89Xjx3CsjnTKprylBKMTAQJ5XI8PLzu9m04VCxLdtWKMU4UbuszEs44n/HXB/eseJE1hphOLsTm1KplhIlSpy/aMJDuXs6Li140mXcWgiPFiaaaydrjRLQa4+7iSgS+V4UNkFj7M1QCIlbC9IYuIg633JGcofYPnwvh+JPU+9bQVNgbMj3qWSHo0hh4NUipKwhLDW2drxpZ8lYo8f2TbrwGzXYKk/S7Bv3BiRp9mPaGQKe2oLJocBvOCW8orl2Gv0XnkFqntPzk/Xdo0VwaUEy5gg5KzGmLKXCImH2ARDU6ya5vWMo5Zgy2spkbvi2Md4UaXMEm7cuneN4BBIpNIJGHXPKbuX1wX9l9+ivWVn1JVwy6FS90suRwiBnJ/HrNZOqECGEY15Z5ZlLhbuFlrL3sW/0UXaP/pq2xEssCH8UKQ3cWghD+slaMfx69SlNHm1lFyqdaMwLf4h634ri+UmZQyg1cYTAZPHplWjSRTzfRd5Oj0mveDMIIfDrVQgEeTtNQK85515XZt5k76ZWzNzbM67eq0hNUNtUzvzlk/MFEUIQqQpiWwqpCcrKA2i6NuEEwEmtOGF9KYqmh85kSJHPm7jcBpffvJQFKyfuR3V9BM8J1SGklBiu964Hm65rp62YoWkSqZ083UtKyQWrZvDis7vYsqkNr8/FptdbaZlTR90b9HYRgpOGzh8dEyeWIVXKmWTKE9abKCrhxG0dfz8VYvzdVUiBx21wx+9dwrTpVYzdf0F9Y2TM32827D+fN3ns4c389sntvP8Dy5m/qAmf18Whg318768ePX0DbwJNCjwe45TjQkiBro/dx2NyABgujauvW8ieXd388r51VFYFcbt07vjUxcUUljNF1+UpRQIhoK4hzBe+cg3+E9LDXC6NcMTPQH8M3dC4/Or5XHLZ2CphQjBGVDq6n29EXHu7OK/ECdPOkMh34NYieLQKEuYR7BMejo8Sy7Vh2Zm3uIclSpQocfbRhYca70L60zvoS+8g4ppRNNbL2yk6k+swhI9qz3zgmLmmRCuYRgp06abC3UKddxldyQ2krfFvXTXpQiDJWXEsOwcTPOvowkOFZzZt8RcYzO4lYFQDAqUU0Xwn8VwXfsMxUZLoVHnmoUk33amNNPsvLlbCsFSeI8n1WCpHtWc+hvQhkJS7Z+HRwnQkXmZq4HL8RvWYBypVSJQ+/mYrhY4mDEyVI2dPnONrSB813kXsGX2QgcxuQq5GROEWl7FG6Uq+hlsrK1Z7OBMUyikvKoSTBnDUxVtZ9KQ2kTFHcLtOLj6da6TQmBJYQ1viRdoSL9IcuJhm/yXO8XbNJKBX05veykj2MOXuGce9zVfYykZhowkDpVShDKkqCg2O+FFPU2A1e6MPOyVdMdFwETTqibinMZjdR396JzXeRWMiBZSynWWFC7ALpUmddJijp9xWJt2p18na8Td1DEJGE0Gjgd70NgYze2nwrzxhXDkPm2f65kggqPLMw6OF6UpuYHrwSkJG8xjx0C4IK2erAkcuZ7J34+Gz0laJc8eRw/08fu86ps6qIZvJ88TP1zN7cRPNM2vGjbN0MjvujXM+Z5FKZNEMDV/AjZQCf9CLpkvqp1ZwxfuXTbhdIc58HJeYHM1TKmieUsnWze3U1JVx6EAvN9+6bNwE9mxQXhHAH/TQdWQY07SK4kMsmmKgP8as2WcupJ+OhoYItrJxuw1mz61HyvH7lc2c2UtfIZ3nA1s5b+2PH5qJeIbdO49QWx/m/bctRzcc8e7ggd43uytvGbFoilg0xac+exkLCuk3nkJUytnG5Taoa4iwZXMb5RWBk1agqa4pw+M1ME2LGbNqcLuNCZd7p3JeiROx3CE2D36XKu8KFpR/ke1D/0wq3zPhW4q8nSxZYZYoUeJdgRCCaYEr6U1vY8/orzHtDDW+xZh2lo7EK3SnNjEzdAMVbidcX2HRGnuWoexBqrzz8OvODWw018qh+NP49AoirhnjtuPRwpS5muhJb+VA7HHqfcsLsQiCCvcsdOnBkF6mBi6nO/k624b+G9NOEzQaiOe7ORh7GnG8D0Wh3OeUwBra4y+xWf6IJv/FSKHTl97G/uhjVHrm0hy4pDhxK3fPoKXsJvaN/oa1fd9hSuBygkYdpp0mnu8GcCoiiGMh0IbwEnZNpSe1ib2jD5MPpdCFB0vliLinF/P6ZwSvpS+9nR0j95G1Y1R55pGzk7TGn6c/s4vZZbcQnmS1hOORQlLhnsWR5DoOxX6LIX0Y0kdfejsHY09zotmiUoq8ShUNHjNW1PF/sOOkzMGC2OLCJYNnbZJhSD9zwx+gL72D3SMPUOmZh1+vJORqZFbZzWwf/m9eG/gnpgauJORqxFaOWWU838X04DVUex3hazh7gD2jD1LtXUjIaEQTLtLWkHPuEVS6ZxeFM79exZyyW9k4+O+8NvB9pgevIeKehq3soullo38Vjf4LkUIrpiAdjD2NREcKnZ70Fg7FfntKs8vJ4NZCzA3fxmv9/5fXB37AUGZfwRjVieBJ5nuZHb5lXPTRZIi4ZzArdCM7Rn7Ouv5/YlrgCvxGDZbKEct1kTT7iv4fZ4O+9kG6DvWdlbZKnH2UUowOJrj/X58jEU3zxT+/hXQqxw//8hEe/MnLfPabNxE8Iac7EUvTeaiPmkbHm0cpxXB/jM5DfUQqglTXO59PmVmDP+hl75YO4iMpyiqOhWIrpUAVEuXexHVDSlkMI8+/S6JzMukcgwNjBU6XSzvjUpWGobN6zWz+84fP4fUa1NaFmTFrrNiUy5nkcyaJRIa8aZPPWyTiGQROGoDhmtzUqqIyyAUrZ/Di87tZ+9JeFixqIp+3ePrJ7cSiaS69bM4Z9X0yTJ1exfKV03n8kc2UV/iZMrXK8bgZTBCNpliydMrpGzmBcNiHpkl27zjCtOnVGIaGbmiEQl4nvcTnprdnlJ6eUYJBLz3dIzz71I4xcZC2rchm81imTSqVw7YV6VSOeDyDpgnc7jMXA/J5i+HhxBhvHk0TBENnVlFraCjJ8FACISCbdV5S5HImPr+7mJ5hmU7KlWXbZLMmlmWTTGRJxDMYhlasnHE6dF2yfOV01r60j1/dt46P3H4RZWEflmXT1TmMz+9ixqxaIuV+LrlsDs8+tYNZLbUsK6STJRNZOjsGWbRkyjkt03quOa/ECY9WQYP/ckKu6aBsMuYgIdcMQq6p45ZN5LsYze556ztZ4qQoZYLdh7L6wI6hyDnxacJACD/ICEKrRoiyCfO+S5R4LxMwalle8Tm2j9zLgdiT7B590KkeIP3MCF7NgsjHx5ju2Vh0pTbQlnihUCVCoAkDn17J4vI7ixOz4xFozA1/iLTpVBBxqogY1HoXc0HVXejSgxCSWu8SFpR/nP3Rx3h94F+RQsejRWj0X4Rfr2Igs6vYpiG9LIzcjkQv9OclQKEJD1Xe+SyMfLwonoCTm78g/DEEko7Eq2wbuhsbC4GGIT00+i8al7whhGRG6BqiuXa6kq8V0wNCRiOrqr+GR3NyRstczayo/CI7R+5jz+hD7LDvd1JfZJCWspuYd4LoMXkE04JXMpI7THdqE92pTejShUcrZ3rwKoazh4jmjrlzWyrDvtFHOBR/BtNOk7GimCrDrpFfcDD2JLr0Ue2Zx4VVX32D/ZmYKs98pgYuoy3xIodjzzAv8iE0YTAz5FSFORh7ih0j92GpXCHaxkuZq+mEVA/FcPYgPanNRRNTKXTcWog54dto9K8uVpMRQtIcuAQbi33RR9g9+msslQVAlx6Ceh3N/tXFYzgzeD2xXCedid/RkViLLt14tQpmhW6kL739pFExk0EgafJfjFmZ5UDsCfZGH3aiXRBowk3YPaUY4XCmSKExO3wLQmi0xl9gy/Dd2CqHQGJIH2H3tDEVdt4s+7e2k4ylT7/gu5QT376+ldtNxjMM9o6O+87lNghFnOuvZdm89PhW1j+3m/d/8mKWXdJCNpPnqluX8eJvtjJrQSPXf+RCdOPYmMhl8zz1yw1U1oaprCsjGUvz/COb6esa5eoPrMDjcwS/lkVNLFw5nQ0v7OGx+37HJdctJFTuxzJtYiNJhgfiTJlVQ/WbKCHr9hqEK4Ps3tzOztdbCVcE0A0NM2/hC3gmPZE6X7Asm7Uv72PnjiNjPl+0pJnPfOEKdG3yv00hYNZsp2LFa+sOccPNi6moHOtrt2HdQV5bd4joaJJDB/owDI0ffv8Zysp8rF7TwqrVsya1LU2TXPe+xcTjaX5x7zoe+MUGbNPG5db5yCcuYu6ChtM3Mm4HxvxnHKEyH5+48xJ+ce86/uMHz6Pr0pm8K8XSC6axaEnzGW+yuraMK6+Zz8sv7GXjhsO43AYLFzfxmc9fgT/g4bKr5vLLe9fx3b98xJkwK8ectLPjmKdGKpnlkV9vpKNjkP7eGKMjKR5/dAtbN7dRU1vG+25ZNqa862Q4fKifv/yzX49Jj6muCXHX166loWFyvx+lFB6Pjm5o/PD7z+L1uRA4PhEXrp7JzbcuJ1Tmpb1tgCcf38bIUJKDB3qJjqS4+z9fJFIeYN6CBq6+fuGktieEYPqMaj56x0U89vBm/vavH8UwnPK3hi75wEcvZMasWjRNcuPNS0klczz864088uBGQGCZFk1TKpkz78Sx886ac4lzaUZyBozrhGVn+V3vH9ES/iQ1vpXjVhhIb2HX8L9xUe13cWulOt9vJ0qZKPMAdvph7NxmlNUNKgoqi3NqDZABhCxH6HPRAl9BGuMnTiVKvB2kk1n++zsP89C/PXfG6/7RD36PKz504YSKft5O0ZfeASjqfMvRxOTC7rJWjJFsK2lrCCF0/Ho1EdfUE6oKKPJ2hmiug5Q5iFko7emSAUJGIwGjDnkSIz5bWSTyvYzm2jDtNJp0EdCdsqGadB23nEk0104s34VSNn6jhohrOrF8J8l8P3W+5WOqIph2hpFcG8l8HwobrxYh4p5xkqohCqtQfjGe78G0M2jC8TAIuZrwapFxRoJKKTLWCMPZg2TtOAINnxah3DNrnBFh2hxhNNdKxhpFCp2AXkfYPaX4xv/4c9ST2oxLC1HlmXvKc6SUImvHGM4cIGvHkMIgaNQTdk0hmuskZQ5Q7V2IIb3YymQou59Y7shJ2/NoYep8y844FcBWFqO5NkZzbVR7FhbSboq9JJbrZjC7F59WSZV3XnGfbGWTyPcQyx8hZyecCiZaGUGj/lgFDpRTFjPfTSLfS95OorDRhYeAUUuZ0TxmjBw7NjZJc9DxTLFjCAQuGSRo1BMwao+rHqLIWKMMZw+QtePowk3IaCDoaiSabS9Eu8wvjqu8naY3taUo5ky07fF9USTNPqK5joLYIXDJQKEvNUihY9pZ+tLbUNjUepeOG8d96R0orHG/W1tZxPNdxPJd5K0UUmh4tDBBVwM+raI4Zi2VZyC9i5ydpNa7BJc2vpLHyTBzJv/6p/fz5E9fQZ2iGoc/5OXzf/1Rrv346pMuc74TG0ny5P2v0d8zQk/7ELs2thKpCrJ41Ux8ATcXX7eQucumjru+KqX4lz9/kCfuW8/f/eJLzFs25U1HID32s9/xH3/zGypqQoXynWOZu3Qqn/mT92Hbim3rDvAv//shahoj/MHffJjqwkSnv2uEf/iTXzLYO8offOfDzFs+jdhIkm9/6R5GBxPUNlUQj6YIRfwkY2m62weZt3wqX/jWLWPEho6Dffzsn3/Ljg2HKa8OEQh5sW2bRCyNlJIvfOsWFq508t0TsTQ/+POH2Letg///P36P5pk1k9rfjS/v49+//QjZdJ6GaZUYLh1/0MvH7rqSKbNqT9/AeUI6lWPXjk6i0fFiXmVlkLnzG5CaYOvmdgIBN7Pn1hfHSiyWZs+uLurrwzQdV041lzPZu7ubkeEELbPrqDthIntwfy+dHUPjquVIKZg6rYpphVD8ttYB+npGWbx0Ch7vxNcupRSZTJ7DB/sZGoyjaZKGpnKamiuKfiTDQ0m2bm5j+cpplJX5iv1vPdzPYH+cuQsaSKdz7N/bw7IV03AZOrt2dOIPepg2vYqR4SSthwaYM6+++DY9Fk3ReniA0ZEUmiYoC/toaCwnUu7HthV7dnWRy5ksXT61uL10OsfObZ1Eyv1jokmUUiSTWQ7u62V0NIWuS+obIkwvjEXLsuloH6SrcxgF1NaFqasLs29PN9NmVBMp95PNmmzf0k48Pj5d3+t1MX9hY7GixukwTYtDB/o4coKhKIDP52LBoib8ATeHDvQzPJRgxYXTi9eYXM5kz64uDEOjZU4d7a2D/PS/XqaxqYL5i5pwGRq2rTjSOczDD7zO7f/jYq69cRGDA3H27u4ilxsvgFdVh5gzrx7LtNmyqY3G5vJiWVqAwYE4hw70Mn1mDVXVzrXHtm0GB+K0tw6SSmVxuXTKKwI0TanA63UV181m87QdHqC/L4pSTnWY+oZyampDxZSd3TuPkM3knf5PMqrnHDKpC/V5K07YKs/h6IPU+i8mYDSOW2E0u4+9I3eztOqbuLWycd+fDjt/AGUdmWjTBUQhncQFwuu89ZeViHFu3O91FHb2Vcz436Ly+4GJPUKOIvT5GOX/jtDemMttiRJnm3MlTpQoUaLEmTLQNcz3vvBjdq4bX7L0eN4N4sRwf4yfff8ZRgZiBZd553lMSoGUkms+dAErL59TLL95FKUUj927jtdf3MNnv3kTTTOq37Q4seGFPTx5//px5oRHaVnUxB1fvZZMKsuT97/G/h2dXPvhlSxeNaM4CVBKsXntfp68/zUWXzST6z58AalElm9/6R5yGZMv/vmt7N3awf7tHdi2Ys7iZi65fiEVteExZnW2rYgOJdj86n52b2pjZDCObmjUNpYzf8U0Fq2agbdg8pdJZXns3nUcaR3gE1+5hqpJvl3OZfPs3tTG757ZyVBvDM2QNM+s4fqPXEhl7Zk/U5cocS7JZPLs3d11Wj8Mj9fFrJZafP7JlZM+Hb/6+XrWvrSXb/zpTWMEhWQiw9fv+m8uvWIud3zqkpIHzOSZ1IF62yWUkyGFwczwR0/6vd9oZHbkzglKd00OK/0L7OQ9wKnCPA0QbhBBhFaD0KcgXauR7ktBVp1zx+53AsrqwUz8Cyp/tL60AOFDaLUgqwANVAJlj4A9ijDmIuQ7R5UvUaJEiXNFyhxi9+gDZMzxYeQT4dHCzA7f/IZ8E0qc/yil6OscovMdZBb3ZiivDvHVb3/wjNcTQnDzHau5+Y6zJ8ysvGIuK6+Ye9rlPD43t3164nKyQgiWXzqb5ZfOLn6WSjhpTpZlU1UXZu4kcvqldKqAXHXrcq66dflp+/Ohz11+2jZPxOU2WLJ6FksmmYJQosTbSTaTZ/PrrYyOpE65XHlFgPqGyFkTJzRNkk7l6O+NUlkZREhBLmuybu1+TNOmsam8JEycA85bceJ0GNJPxH32zWLGkgeVL0yue1D5bdiZ5xHGAjT/Z5Du1YizmC/8TkMpGzv70hhhQuiz0QJfRBqLQXhwRDILVA5lD4IIwBup+16iRIkS7zJsZZLM95M2hya1vKVyBR+IEu9GLMumY18PsaE37r3xXic2mqJ9X89JIyBOxOt3M3V2HW7Pu8vtvkSJdxPBkJePfXL1uFSaE5GFUqlniwtXz2TXjiP85D9epKIiiOHSiMfTpJI5LrqkhQtWlVLUzwXnrTihlMJSWaTQJ8zJdYytbAT62VGtZKWTvnFsC6DSoFKgTJwICwUqjsqtwzQPoof+FOm5aYx7/XsKlcLObXGOEYAIofl/H81z04RuVoIzN9opUaJEiXcrAaOGy+q+9XZ3o8R5Qi6TZ/eGQ5wn6bbvSA7v7uJvv/FzUonJlZqfMUznD4sAACAASURBVLeBP/6Hj1PbWH6Oe1aiRIk3ipQCn+/sREOcCfUNEb78h9exZ2cXQ4NxbFvhD7hpbKpg+szq88HD4V3JeXtUbfJsHvgOU4I3UONbNe773tSr9Kc3ML/8LgzxZn0gNPTAHyDcJ4YIWmBHUfk92NkXsHObQRXCb+0BrMQPEdp0hGvRm9z+OxSVRFmdxT+FLEe6V5UqcZQoUaJEiRJnSDKa4uD29tMvWOKkzF7czHd/9nlsa3ICj9tjTGiAWaJEiRJCCCIRP6svbXm7u/Ke4rwVJ1A2KbObvJ2c8GtL5RjO7sJWOeAsmFRqVUh96sTfuZYhvR/ATj+EmfhHsJ0QXGW2YqUfRBgt7830DpUD+7i60jICIvj29adEiRIlSpR4h9K2u4uR/tjb3Y13NF6/m+YZk6tY8Vbg8bm44WOrnDKdwffgc2KJEiVKnCHnrzhxCmxlkbdj2Mp8y7YppAfp+wCaGsVK/MBJ+cBE5TajrF7EyYSNdzEKmzHVOYSLd1ot3RIlSpQoUeLtRinFnk2HJ52OUOKdgcfrOq2pZYkSJUqUOMZ5J04k8930pdeTtxOkzH56UmtJmX1jljHtBF3JFwkYzchT1KU/uwiE8KB5b8FOP4IynTJfymoDqx/eqDihbJQ9hJ3f6ZQ2VYnCtsoQWh3CaAFZc0aVQZSyUFYnKr8PZfeCSgIaQoYR2rRCxYw3F+GglAKVKfhxnDuUyqDMA6j8QZQ9BGQBN0JWIYyZCH0WQkxcP3rS27DjKHMfyuxA2aOFbUgnGkZWILRahD4dRLhYx/7M9yONyh9AWe1gD6FU4QFUeBAiXNjGVJDVb2IbOZR52DleVj+oLAjDKYGrzzg3ET5KodQodn4nmJ0oFcUZvwHQ6pD6LNDq37u+LCVKlCgxCdKJDId2dJLPvnUvXUqUKFGiRInzjfNuxqBQJPJHGEhvJmMN0Zdaz1Bm+7jl/Ho9LeHb0ceYWL4FyDqE1lAUJ1BJlEqglDqpMaeZ+Al25nFnde9t6P47UMoGewgr/RB25gmU1QV2AicSQQAukAGErEB6bkIP3sXpohKcCfBOrNQDqPwWlDVYMKvMO+sKN4gyhN6E5r0F6bkOROSUk2GlbLDasXMbUfYgyhoAe9CpvGGPoKzuY8vmd5Ifvh2YWEiRxmK04FcR8vR1uJU9gp1dh51+0Jls2yOOGILltC+8ICNIfTbS9xGkaxVC+k57jI7tlwVWL1bmcezMM85+qLgzoccstKM7FUeEHyHLEcZspPtqpPsihDx9HXDnHA9jZ36LlXnKEbLsWCHq5mgJW61wXvwIWYbQZyLdlyPdl4GsPK3ZqyMSJbBz67HTD2Hn94A9UjjvFiALxyqM1Ocgvbch3Rc75XEn6Q1ipR/FSt4DgPRcjeb/PcANKoqdfgIr/Uhh3+I4wo4ADJB+hIggPVeiBf+4JFCUKFGixEno7Riiu7X/7e5GiRIlSpQo8bZy3s0W/Ho9C8rvImdFea3/W9T711DrvWjMMlIYuLUImvC85VkEQkiQYZwNK+dflS78/0k6Yx1B5bcAoPSZxc/M+P/BzjyLM6E7HgVkwM6g7CiOuHBqlJ3ASv0cK3k32L2FNk5oU6VBpVG5Xsz8DmR2LVrga6C3nGKiamJlnsOKf++4NtUE7eOUXM2PF5KKXwu/U5r11HuCsnoxEz/ETj/iCAYT9AkVByuObXVg5zai+W9H838aIcKnNeRUykbld2DG/xaV28TEx1cBOcdXQ8WcUrLmbuzsKxiRf0G4LjjNfoCyDmPF/wk78zxwslBd+7hytX0o8wB25ln08D864tHpBrjdj5X8MVbql4VjdeJ5sZxoHCuBbR3Bzm1A+j6I7v8saHWn3QdnP/qPjV9ZCb48qBhW4gdY6QcK43/MGkAW7CyKYZQ6e7XoS5QoUeLdhrIVPa399HVMrqRsiRIlSpQo8W7lvBMnhBAIdFxaiAr3QgJ6I0HXlLe7W8ehwD5+oinOzGvB7kNZg5jxv8fOPO20JysQogxkCNCdcqV2FFQM0JGuladsX9kxrOTdWMkfHzeZ9zipAtoU0CpAZVFWl5M6Yg+DymBnnkbZMfTQ/yoIFBNFUAiE8DqlVsdhOW/pi1EAhmOKebK+yghw6pQFZXYXRJuncKJIHDFIaI0IrcmJArCjKKsNZfU4E281gpX4Mag8WuArCOE/9TYKwpDKrS98ooNW5WxD1jnREiqNsgdQVq9zHuwYYCKN+Qht2inbB1D2KFb8+4VzXIj2kBUIrR6hNRbK1uad6Barx0mHsGNADqFPRxpzEKc650qB3e+Mo/RjFMUPEShsYyrIoBPZY7YXjpUzpuzkfZjWCHroj0HWnlEpXmX3gT2MlfxJQZjIgowcN37dBaGlMH5VGum6kNOd9xIlSpR4r5LL5jmwrZ1c5vQvIkqUKFGiRIl3M+edOHEUgc600K3o8vxyN1YqjbL7Kb6hFgHHH2Ky65tHsJI/xs4+CyKI9F6HdF+DNOZDcVKddyaU+S0oqxuhzzpVi9iZZ5yIiaPChKxD830YzXsLyGoQmtNflUPltmKlfoqdXQvkULnXsBLfRw/9BWiVjBcWNKTnKgxj9vgtW32Y8e+C1eUcCr0FPfRNJ01hAoQIFSawJ9kTlcNK/fdxwoSGdF+M9H0C6bqg0G4hYsUexco85ey31QlksNIPIPTZSO/7T+7RoWwnjSa/tfCBG+m5Bs3/ewi9pXCsji2LGsHO70HlNmLndyA974PTpXQohZ19FTv7Co4woSNcq9ADn0cYC8aKWcp20jLMfY65an4rwlgGWv1pIkCyWKlfYKcf5agpqdBnofk+ifRcNTa6x05g536HlbynENmSxc48gaXVoAW+fNy4Oz3K6sdK/wor/TCgI73XID3XIY0lhUotAjBRVjcqtwXb3Is0FjBp8a5EiRIl3mNkkln2bDz8dnejRIkSJUqUeNs5f8UJIfAbTti5UqeuV30mb37fDEqpQnWOrmPb1qcgtOrTphIU27A6sFL3gqxAD3wd6bkWIXzj1heuMBiLUGSBkxs+KrMdK/UzUKPOB7IKPfgNpPfG8eaHwotwr0EYczBj38HO/AawsDPPY7lWovk+gTjBYFQICVotQqsdt23bbEcIz7FEAhlEGEsL3g9nhlI2KrseqzjZ1pDuy5yoDq15fFSH5nX6K2swY38Jdr/zRj/1c6RrBWiNE54TpZLOBL2QiiD0qejB/4nQGxg3gRYAPjStAeW+HM0edLwhTmPCqsii8jucSAVwznXw60jXklNsoxrluqRQplYiTiLwFLeR2+JELhSFiZnoof+NdF0EEx0rz/sR2nTM+F+jchuAnFMG17UMzXP1+H6dDHsAK/lTEG40/xfQfB90RKcTx68sA30Okhygv2W/0RLvLZRSWKZNOpkhk8oRG0rQ2zHIwJFhRvpjxEYSpBIZcukclmkjpcDlceHyGnh8bsoqAlTWR6iqj1BZHyEY8eP1u3H73GhaKdpnMiilsC2bbDpHJpUjncwSHYwx3BtluD/KcF+URDRNLpMjlzXJZ/OO6aMATdfQdA23x8AX9OALegmU+QhXhSivDhGpCREI+TA8Bi63gdtroOnau+Z6Ypk2uWyejv09dO7vfbu7U6LEOwKlFPmsSTqRIZXIMNA17Fz3u0aIDSWIjybJpnPkcxZKKTRd4nIb+IJegmHn+lJZF6a6sZxITRkerwuPz43LayDlu/O6X7pXvnOwbZtMMkc6mSE+kqS3Y5C+jiGG+6LEhhOkYmlyWRPTtBACdEPH43PhD/kIRfyU15ZRWRehprkCf5kPj9eF2+fCcL1znsXPW3ECwFZ5orlDxHNtWOpEXwbQpY963xq000zkzgZOGH0fVvJesAeO9gBhLIUJJu4nxwSVRfP9D6T3faeuNCEEgpNHjihlYmVfQuX3FT4xnLfYnusRnOSYCAGyGs3/aVR+s5PmQQ47/Qia57pJ+xCcdVQCK/O4IzJAoY+fBW3KSX9MQriQnquR2WccfwpA5bdh57chtXrERMacKo2yj/OxkOVOlMJpJudC6JM/zyqPsoePrSuDCL15EtsQheiV0zSvss6xsgoPs8KH9N3u+GCczNxUCIQxD813J6Z5wEnHsYew0w8jXasRcrLRExaoFJrvDjTfh09d9UWIk4/DEiXeBLZtMzoQp31vN217uji4vYPW3UcY6hkllzWxLQvLsrEt5YjK9jGBWwiBECCkQEqJpkukpuH2GtRNrWLGgiamzmtg2rxGmltq8Zf53jE39LcSM2/S1zlM16E+etsGaN/fQ8e+Hrpb+8mmcoXjb2NZNsq2Uaog8Cs1xhrn+PMhpERKgdQkmiaRmqSsIkh1Uzm1UyppnFFD3ZQqKuvDVDdVEIwEkPKdc25M0yI2lGC4d5ShvigDR4bpbu1n3+Y2osOJM2srb7F7w8G3df89fjeLL5lNMDz56Ls3SiaVZdf6g4wMxM5ovaqGcuZeMB2X+62q7HZmKKU4uL2D9r3dp1/4OHwBDwtXtxCMnPtjPxGD3SNsfWXvpJatqA0z78IZuD1vrrKabdkM9UY5vKuTQzs62beplY4DPcSGE1h5G8uysC2FbdsTX2ekOHZ90SWarhEM+2mYXs3UuQ00z6mjYXoN9dOqCFeGEO+ga8vJKN0r3xjbX91H/5Hh0y8IzFk+jYYZNW9633OZPJ0He2nddYR9m9s4tKODnrYBsgXB6Og99f+x997hdVVnvv9n7XKqjnovltzkbsvdGBsDNhgDAQIZEpJJn2Ruym8ymdxM7vTcSaYluZknM8kvZOZOMoRAAgkhQOjGgG1sXHDvTS6yej06/ey91/1jHwsLF+nIKkdmf57Hf1jae621i/a71rve9/tKS/bftBf2s1JSz+nC++1y6+SX5lI9rYzq6eVMmFZGWU0RZdVFuH2ujH5WGeuckNKiJbqNfR3/RsLswbBs0UlN8WFYUYRQKPevotS3HHXYF0AXHrwFJMGKIo0TmJH/xoq/lvo5CHUCqve+tMszCn0OqnfdgDvwA2J1Y8XfpE9vQMlH9d4zYOSCEAL0qQj3GmTkEUAijXqs+FZU3wcZixB8aTZhxTdywZoorkUIffYg/nh0FPctfc4JSNqij57buGzVEOHqH+1htSGNk6BNHnIJz0tR+6VKSKvHdiC5lg1LH9I4i0zswq4qAkKdiOpeM2BJVSFUu9KINgeZ2AhYWMl9SOMIwrWAwT53oU2yU2eUrGu7EAeHNLBMi3Awyukj59n28j4O7zjF+VOtdLcHL6vPeyXsBTJgSUwsknbwEZHeKF2tQQ5tP4miKhSW5TJhWhlzltey4OaZVE4pweNzZ7RBH0ksSxILx2g938WRHSfZt+UYZ4820Xy2nXBPhAECHK/Ixc/jgm29mN6uMA0n3o0q8GZ5yCvOpqg8j4opJUybP5HaumoKyvPw+t1o+thFVkgpsSxJMp4kEU8SjyTobOnh3LFmzp1oprG+lc7mHrrbg3S39xIJxgaMDL0S8WiClx7dzEuPbh7mqxg8xVUFfPMXXxoV50RvV4QnfvAi+946ltZ5y++az8SZFRnrnADY+Lud/PrfX07rnPJJxfzl//38mDknTh44x/e+9LNBHTt72VT+/OHPUlyZn3Y/UkqioRgNJ1rY9Nw7HHz7BGePNRHqiaT/3Tcllgkkzb6fh7ojNJ1uY+eGg6i6Sn5JDiVVBUyaVcm8FdOorashkO/H7c3sxdzFOLby2nnmPzbw1vO7B3XsZ/72fj70pdsRanrXeyHqMNgVZv+WY2x5YQ8n9p2l5Wx7eiWlU45/M/WcLhDpjdHd3supA+cA26FZWJFH+cRipi+axLwbp1E+sQh/thd1DO3m5chc5wQmZ3tfxqXkUFfwNZojb2HIGJOzH6Ajtp+G8Hoq/avtih3D0JtM7MKURt//badEyK7SkDyMlTxgC0leEH8U2aj+TyD0mWn2pdj6CUox1+oEkFYXMnmw7/9Cq0Zokwd5tgfFtRAr+nRKKDFkRxzID1y702QISONoKqXBRrgWXlG74r0IrQZwc6HqiUweBmlc/nwRsO9RfCMXtD3M0L/aURr67AEX+IMbkAdFq8XCg111pRMj9EO0LBP0BWlEKVwGKZHmOaR5NvUDBaFPS0V/DGZsOSiuOszENiAOZgvSOIbU666s09G/AYQ+K3XPM+dD5nD9IqWkpyPEga3H2PjMO+zfcoxQd4RkIg3jnSaWadHa0Enr+U72bznOS49u5oZ181h2Rx1T66rxZPiuw3AiLUlPZ4hju06z7dV97Hr9EN3tvcQjcSxriB6JayAaihENxWg81cqBt4/zxlPbycrxMXnuBOYsm0rtghqqppaRne8flWdkJA16u8J0tdoOh9aGTs6faqHheAvnT7UQ7AiRSKWyGEljyE4cB4fxSqgnQixyafTzQCQTBqcOnGPDb7bx9kt76WzuGdHvvpk0aWvopK2hk8M7TrHhN9soqSpg+V3zue/zq/Fne0es7+HAsZVjQ1dLT9pOZikloe4Iu948zCuPbebYnjOEeyIjalMjoRhnjzZx9lgTu988zLP/uYEpcydw16dXsejWWajaYNYAo0PmOiekRdhopMq/hmLvEroTx4gZbWS7JpPtmoQho5wPb6DIuxAlDUG/y2Nhhn8yyGMVUCvR/J9B8T4woDbAJQgfQps6LA4Au/JG17sj02phkFEkQgiENtEWdzR7AAtpngGrZ1CpBcONTB7i3V0zBaFkg9WNHMwC2IqB8NmVIyBVjSQOXPpeCKGieO7Eim1AmieAJFbsJWTyMMK9AtVzB6JPnHRo+VlCKCjulQh9DjK5EzCRibdJdp9GcS1F8a5D0eenhDX19KplYNjPSUZSP9FQtGmDjsiwn/s023Ej44CBZZxAkbFBCmO6EdqU9N97B4c0kVIS6Y2xe+Nh1v9qK/veOkqk90oleUdqEPYOddPpNp5+eD1v/m4nS2+fyx0fX8HEmZVjuks/0pimRU9HL1tf2MOWF/ZwbNdpervDYz2sfpiGRaQ3RqQ3RmtDJ2+/uJe8kmwmzapk1QcXc9N9i645lPxydLf3snfzETuN5VQrHS09dDZ309UWJByMprU76eBwvRPqiRALD945YVkWXS1BXn5sM+uf2ErTmfZ+6QajgWmYhLojhLojuD0u7vv86lHtPx0cWzm2dLT0pOV0TsYNju89zTP/+To7Xztg24zRJPWs4tEEu944xOwbprJo9ezRHcMAZKxzAlL7skKAAF3Jots8BkiE0MjSq2gKb8SSo1V6SwG1DEWfh+r7KMK1IO10DsCu1KDkDs+QrGb6zYLUMhCDf6RCKUII70UpDp2pih9j4JwwG3n3WiyM4D/aJT0HdXLyXfFJ7AU8MgxcPoRQ6NNRsz6P0fsDsOx+pXkGGTmPFXsVoc9C9ayx9US0ialoijQ/qmo5atbnMXt7kcYxwAKrGSv2e6zEJoQ2FcW9xhbv1KakUnEG0Yc0wGy96GLUtHVChFoKQn/3dpvN2MKag3BOCA0h8tLqz8EhXUzT4vSh87z46Cbeem4X3R29oz45fS9SQkdTN688/hYHtp3gzk+sZOU9CykoHabveYYgpSQcjLJv81Fe/PkmDu04OfqTpyEipaSzuYee9l5q62pGTNzu5P6z/OxbT9PZ3EMikXScEQ4OVyEd54RlWhzeeYonf/ASezcfHVLExXAzY8kkPL7hd3IOB46tHHu6WoODipy4YFs3/m4nT/9kPedPtmKZl6YyjiY5hQFq66ozTtQ0c50TQsGrlRJKnMW04mTplZzufY722B5yXFPpTZxBIhHDFVqulEJfuL2wxRSFz65AoVYhtCko+iyENguhXEtolzr4RfcASOs9wlAii7QW0cJnL1IvYIWRMj4mwfrS6qbfDM9qv5bWQCau+FshXCjee9DVcszwo1iJzalIBAOsVmS8FSO+EaHVoLhutCuf6HMAz6A9v3b0xCqEUmyXbo1tSFVUMcHqtEu4JrZjqhUorqWonnUI11I7suaqfZhIefFzF6nnngYiC7joQ2QFbafHoFCG7f11cHgvF/KLt764l6d+9AqnD58fk9SBq2EkTc4eaeS/vvkUB94+zkNfvYuamRUZZ9yHgmmYnDrYwNMPr2f7q/sJdUcGPikDyS/Joe6mGeiukZniJBMG4WCURHy0NkccHMYvsUicUDCKtOQVRSallCRiSba9vI/Hvvf7tAVCRwpVU5i3YhpKhn3fHVuZOfR2hUnGk1e1Nxcc57/50Su8/Njm0Y9suQJFFflMmVc91sO4hIx1TiiolPtW0BbbjSnj5Llm4FWL2dH697jVXGJGOzXZ9w6T5oSKFvgKiuvGd38kBLagomYvxoQ3FTp/rUt3MQxtpJAGFy/ohdDSa1toXLxIlVhcTpBsdLh4kqeAkgcMLfVFKEUDRpAI4QLXMjRtKlZiB1b0d1jJ/alKLBZgIo2TmMYZzNh6VO86FO+Dtl7FoFMoNFvUM/svsDx3YcWexkrsAbMRW8xSgtmAFW3Eim9Eca9A9X0Coc+2IyIuiwRp9vuJSCNaxj6h/3si6f8eDXAy/RwbDg7DhJSSrtYgz/zHa7z8+Ba601TlH22SCYOtL+yh+XQ7H/ufd7NozewRWwyPNFJKIqEY21/ex69/mJrojvGOzpARMHFmJdMW1Iz1SBwcHAAkdLcFsSwLVbn83CYeSfDqE1v51fdfoKOle5QHeGXs6h3FYz2Mfji2MrNIxBL0dIbwBS6/cS0tSdPpNh79zrNsfWEPsciVN09HE0URTJtfk5FaKpn7dghBhf9WSn03oqsBBIJZ+X/Mmd4XiJptVPrXUB24E2U4BAwBlHyEVjk8bY0W70k3kDJOelK8iX4LXYHGZStcjAoXvYrCh5b1ZYRWO7SmhCclODrAYUIBtQjVsw7FvcouQxrfjBV/HWnUY6c6GGA1Yob/GyuxBy37rxD63MFX3RACIfJQPatQ3MtscdX4Zqz4m0jjYEr3wQKrDSv6NDJ5EC3wDYT7pisIVIpL9ErkVaJELsuFPvtaHELaioPDMCKlpLG+jUf/+Vne+v2uERXwGk5Mw+LEvrP86H/9kk/+5b3cdO8iXJ70dGTGmot3dF55/K1xk8JxJTRNZfld83F7MzMM28Hh/UhXaxDTtC4R3ZNSEoskeOnRTfzy+88T7MwsXZtpCyeSX5KbMd90x1ZmHom4QU97L2XVRZf8zn5erfz0W0+z5YXdY55yczGqplK3cnpGPoOMdU4IBKri7lcmNKDXMDPvs5gyaf9uuBwT4xShvEdTwQqSVuSDDNEvYkHxD01HYxgQSm5K/FKCNGxNBteyVATLSHcuEMKPcC9HuOaj+j6CldiKGX0BmdyT0uEwkcndGKEfoOd8G9SKIXTjRrjqEPpMVN/9WIk9KQ2K7SlhU4k0jmP0fhdNLQXtMh8NoaWiSlJIq5/exqCQvfR7T5SctLRKHByGE8uyaDjRwn998yneef0gRtIc+KQMo72xi5/+/W9JxpLc+uAyPL7xIRgrLUnDyRZ+8Z1n2friXhKx8Z+mUD6pmNnLpo71MBwcHC6iq7XnstFYiViSV3+1hcf/z/P0dmWWY8LjczF9wUS8WZnxPXdsZWaSTBh0t/de8nMpJS3nOvjZt59m2yt7M8oxAXYp6AnT0tOsGy0ydkUipSRphVCFjiLserlCCFThQZE6casHS7jQxOiUC8tEhFqJHelgf6Ck2XDlEpqXQZotSPmuMRBKASiBERjpwNjXknJOEEOarUgsW/tjNMchvKBNQNWqUDx3YEWfwwj/J5jnAAuZ2IEV34jqe+ga+nDZgpneMhTPzVixNzBDP7YjKZBI4whW7GXUrFoujWTREf0cIybSaEirf2k02CKiF8ajljHYKi8ODsOJlJLGU638+C9+xZ5NRzLOeKdDV2uQR/7pGRRNZfWDyzJenVxKyenD5/npt37LjvUHxno4w4OAxatnU1h+fQqvOTiMVzpbg/2cE1JKLNNi83O7+GUGOibAFgucvnhSRnzHHVuZuSTjyUucE3ZZ114e/97zbHlhT0amSc5YPImcwrFZ8w1E5jonMDnW8wukNJmR9xk04ev7nSkT1AefxrBizMj7LNr7VKBPqKUItQJp1gPYVSFkhMFUXZBSIo0TdulQAFRQa0DkjNh4r4bQZ9pjSO3oy+Re8KwFMVa5UAKh5KD4HkQTLozgP9gRBzKGldiJ6vsIw6E/IoQPxbMWIfwke77eJwRqJbajYvJe54RAQagTQMm3q6tgII0jSJkcVHlaKS2kcQTkBTEeV0pH4/35N+QwdkgpaT9v76Ls3Xx0WCZbbq+OP9uHP9uLN+AhryibQJ4ft0dHc2mYhkUiliDUE6WrNUg4GCESjNLbEyE+DHmgPR0hfvGd58jO97P09rkZVTf8YixLUn+wgZ/89ZMcePv4iPen6Souj46mqyiKYovLCTtywzItkgmDZMLASBhplWR7L/nFOSy4ZeaIp3Romoov4ME0hmfCaRom8Wj67599T8duGufL8qBcQeDQweFiulNpHRewLMmeTUd47LvP0dV6DZoJAnSXhsv97vdFqMKW9DItjKRBMm7Y4rVpflvKa4qZUDv2O8uOrcxskqm0jouJheM89aNX2fjMzmtyTCiKQPfouNw6iqrY77di207TsG1nIpbENNKLotHdOjMWTcIXyMy5f+Y6J6RJR2wfRd4FKO+JBFCFB7eaR3PkBSyZADLz5o44Sj7CtQgZTTknzAZkcj9CvXXgc2XYTieQIfv/IoDiWnAFnYORR9FngVoCph0FYCW2oFjNCGXimIznAkK4UFyLEGol0jiMrQ/RZddKGiZPrxAq6DNQtJlYiY32D60uLpuiIwRCm4jQpiAT2wGJTB5DGvUIfRAaHVa7LcqZSucRahlCmz54DQ0Hh2Ei3BPhse/9nm2v7L/mXYXyScVMXzSJafNrqJ5WTuWUeIjpZQAAIABJREFUEvKKs6864bFMi2BXmIYTzZw50sjRd+o5uO0ETafbrkn1vL2xi5//0zPkFWUzY/HkIbczkrSe6+DRf3mWfW8dHZH2s/P9lE8qpnxiCQWlOeQWBsgpDODN8uBya2guDUVRMJImyXiScDBKb3eYrtYgHc3dtJ3vpKm+jfam7sG/GwJqZlQwY9HI73TWzKjgs3/3AMn48OR7H91Vz8uPvZWWg8LtdXHrh5Yy+4axS2Hx+N0UljlRKg4D093Ri3GRPsK5Y0384jvP0VjflnZbWbk+yicWUzmlhKKKfHKLAuQUBPBledBd9vfFsiyScbuqTrAzREdzN+3nu2isb6Wxvo1gZ2jAfuYsn5oRwo2OrcxskkmDnvYQliVRFEEyYfDG0zt48eebBl1C9wKKqlBYnkvllFLKaoooKM0ltyBAIN+P2+tCd2koqoJhmMQjCUI9Ybrbemlv6qL1XCfnT7bQfLaD5ACVpApKc5gyZ8KIldu+Vsb+r+4qWDKBRylAec+CWQiBrgSwZDxVYeJ9ivCjuG/Biq0H2QVWN2b0twi9DqHkXXHxLKVMiT9ueLcpbQqKa/FojfxSlBJUz22Y4Z9jpyqcxYo8jsj6CkL403AEXPhQXun4gX5/6fFSxi4qTXqhdOfVzk+/D0gi5UVl+4SfK1bFUIpQ3Csxk/tBRpHmWazocwj1CwjFd/lzsIUzrfgGpHHoQkP2u6I5+dkOo4uRNHj58S28/tT2tD3+F/D63UyZO4FV9y9m9rKpFFXk48vyXLFU3XtRVIXcwgC5hQFmLZ3CLQ8sob2xm90bD/Pm0zs5uf/skHazAc4ebeKX//oCX/7OxyiqyMuYkFUpJV1tQX7x3ed4Z8PBYWvXF/BSVJHHtAU1zF81k6oppQTy/WTl+PD43SiKGNQ9ME2LeCRBNBQj1BOhqy3IyX1nObr7NGeONNLd1kuoJ3zZiAWXW2fJ7XOuqJg+nBSW53HTvYuGrT3drfHar98mnoYWqaarzFgymdUPLhu2cTg4jBSJWJJgZ5jcomx6OkI8+W8vcWz3mUGdq7s08ktymDKvmvmrZjC1rpqcgiwCuX68fvegynyahmmXNO2J0tsV5uzRJg7tOMmRnadob+qmtyvU77uiu7UxdfxdwLGV4wAJvV0hErEEbq+LQ9tP8JsfvkKoZxCluIUdgVZWU8SsZVOYf9MMyiYWk53nx5/tHZRoqJSSZMIg0hsj1B2hs6WHE/vOcODtE5w5fJ6utiCRUKxf5FBpdWHG6k1AhjsnVOEhZnZiSbOfg0JKi4QZRKAj3sdVBoRQUNw3oriXYcVeBiys+JuY0V/aJSnFZXKJpATzJEboR6m0AAA3qu8BO1VgrBA+FO8HMWMbwTwJxDEjvwElD9X3EYS4+tikNOy0FqsToS+44iJdmi1YyUMo+myEOnBFDyljWPE3bD0PwE6DmHpVZ4m0gliJbSjaTFDLB4xKkNLCim9LRWbYCH06V3JOCKGieu7Cir1mC3aSxIw+idAmonrvuby4pbSQ8a2Y4Z/CBZ0RpQjVd/+YiaA6vD+xLIs9G4/w9MPrhzahETBxRgV3fHwlN923iJyCrD5NoqEihMAX8FJV66FySgkr7l7AK7/cwsuPbab5THva7VmWZNfrh3jtya088KXbcbmHVhZ5uEnEkrz08028+fSOYVF59wW8zL1xKsvWzmPR6tnkFgVQVBUhGNLzUFUFX8CDL+ChoCyXCdPKmLu8FsuS9LT3cnzvGQ7vPMXRXfWc2Hu23+SvsDyPBTfPvOZrcnBwGH7MpEl3W5CyiUVs+M023np+94CLbUUVVE0tY/ld81l+Zx3V08v79AnS/b6omppKY/BRXJnPpNlVrPrgIkI9EY7vOcPezUc58PZxTu4/RyKWpHpaOSUTCq/lkq8Zx1aOH3q7wsSjCULdEZ74wUs01rcOeI7bqzNv5QxuvKvOtp+FgT5HWzrPSAiBy22nfuQWBqiYXMzsZVO4+zM309bQyYG3j7NvyzEOvn2C1nMdKKrC9EWT8PgzV2suY50TQqgUeOZyPryBIu8CclxTUYSGlCa9yTOcC71CnmfG8JUSHacIJYDq/yzSOJXSnAhjhv4v0jiJ6n3A1icQLuwIgBAyvh0z8sRFu+c6ivcuFPeaMUvpgNQfojYDzf9pjND3bceJ7MEMPYwV347quR2hzwElgECxI2ZkBGk2IpNHsJJ7kcYpFG0qWs404ArOCeM0RvCbCKUQRZ+LcC1EaFNsR47Q6RPllHGk2YgZex4r9hJgh2YJtQLFffNVr0VaHZjBf8EUPoQ+E8W1BKHVIpTcVB9Kqo8k0mrDir+GGX32XaeByEVx38ZVy7qqlaj+z2EE/zdYrWC1YfR+F2kcRvHciVBLsP+8TaTViRV7Ayv6FNJM7VQIL6rvowh94ehURHFwwPbwN9W38ct/fYH2pq60z/f43Cy/s477v7CGibOrUAexY5YOQgiEKigoy+WBL93GjEUTeex7z3No+4m09QWMpMlLv9jM1HnVLLx11pjvCFmWZPebh3nx0c3XnI7gzfIw54ap3PHxFcxcMpns/KwRCQ+98DwUFQrKcikoy2Xxmtl0t/XSWN/KwW0n2P7qfprq21i6di6F5XkDN+rg4DDqJJMGXW1BDm8/ye//6/Wr6hYIRVBYlsetf7CUWz+0lPJJxcMqmmgv0AFFJacgwKLVs6lbOZ2O5m5OHWxgywt7KK7MJ6cga1j6GwqOrRxfBLvs9Io3f7eD/VuOX1UXxOXRmTqvmrs+tYq6VdPJK8oe1mu+8GxcqkLF5BLKJxWz8p6FNJ1u5+C2E+zccICFN8/M6Pucuc4JVKqybqM1up2dbX9PoacOl5pL0gzREduLIjQmZK1DHWRliusZoc9BDXwNM/iPSPM0yB6s6LNYsfUItdwuPSmTSLMZrA4uLLRBoLhXoWV9ORU1MbYvqhAqivceVBnGDP8k5aAIIRObMBJv21VIhN9e4Ms4yCiQBGkCBiCR2oQBepFgdSHNBjstIvIkCLe9mBc5tiNHJpCyA8zWVB8p777IQfV/CqEPFOpnO4Iw65HGYazosyBcCLUIRF5KfNJIjaMl5ZRILRaEF9X/MRTXgqvfK1QUzy1oVmsqCqYdrBbM8COYkafs6idKVirt43xK+PRCDpoHxfsAqu+jYyg46vB+xDRMNvxmG4e3n0xbnMyb5eGuT93EH3x5LdmpHaCRxOXWmbtiGtkFAX72rd+yc8PBtIXIWhs6efHRzdTOryE7f+wmuvZYOvjtj9fT3pj+RPdiyicVc/enV3HLA0vJKRwZp8TVUDWVgrJc8ktzmLF4Eus+vpLje89QWJ6HN4N3ghwc3s8k40n2bj5K67mOq+6wCyGYt2IaD331TqYvnoTLPXBY+3CguTRKJhRSVJnP/FUzATniwrpXw7GV44uOpm5e/802XvnllqvqPWTl+rj9oeXc80e3UlSZP+iUx2vhQrTLpNmV1MwoZ/WHl43puz0YMtc5IQQBvZqFRX/Fmd4XaI/tJhE7gKb4KfEtY0LWWnLdjpAfgBA6ivtmRI4HI/QfyOQuu2qHDNnRFJeeAUohimctmv8zoFZnjAdNKFmovo8h1FLM8COpyhIRIGHrPshLawnbqCACtjPmatE0wg1KAZhxbIeACTKGNHqufA5uhFaD6vs4ivfeAdMgBDpCKURaPfa4iduRGMaVxg6gg1qM6v0Iqv8PEQOVdBUCgQfF+yCakocZ+g+kcTLVVzfS6L7MSRqopajeD6P6HkSoBVfvw8FhGJFScmDrcdY/sTVtES1vlof7v7CGez+/muy8gasRDReKolAzo5zP/O39xMJxDmw7kdakS1qSPRsPs3vjYVbcvWDMFMmj4TgvP/YWh3acRA6xHIamq8xeNpWH/uxOZi6dMuZCcUIINF0jp9De+XRwcMhc4tEkrz35NqZhXvH77/W7ueVDS3jgi7dTMblklEdooygKHt/YLtwcWzl2tnKotDV28fRPXrty+o2AsuoiPvJnd7LynoX4skY/nVoIYac3jYIu07WSsc4JsHfSA/pEZuZ9DjMlfilQUIQLVbivaUGt6HPA+0HsXXEFoY6cMIhwzUWRH0z9JxuhFA1/H0ID1w3ouROxoi9hxTdhmafsSAkZw168Z9nlR/VpKJ51KK4bQfiGfB+F8KO41yD1ufb/tSkwDKkhQvHZ49PnYcVewUpswzLqU9cSwnYjayB8oOQh1BKENhnFdQOKaylcTmvjQtv6TPScb9lpDsYxsFqQVrcdvSCT2O+DBsKLUPJBrURx1aF41iG0yYjBpBGpZWg538aKrccyDoPZmOojlOrDwH4entT4y1D0OXZJUX0WIo1oBiE8dhqHNh0r9jxW4m2kcTZV7SMJ6KBkI9RyhD4P1XMnwjUPGPwOo6JNRXovvL8+hFY16HMdHC7Q2x3mxV9sprWhc+CDL0LTVW55YAn3fu5WArlXFnwdKRRFoXp6OR/+03W0f+Nxmk6nl1cbDkZZ/6utzF1eS17x2JRqPnu0kTee2t5PLT8dFEWwdO1cPvmX91E5uWRQAnQODg4OF5OIXXlH2e1zccfHV/KRr64blzvnw4ljK8fOVg4Vy7Su6piomFTMZ/7mfhavmYPLMz51NUaTjHZOQMrTI9yo71lMWdLEsOJowjOk6AnVey+q997hGuYAfd2H6r1vxPsRQgW1AsX/aRTvfalw/m4kcZCCUEjBtArIy65FKB6uNY1DqIVo2d8YnsG/t22hgTYBxf8ZFN+HkGaTnQYhI1imSW8wiccTwOMvQiiFCKVgUI4RITwI90qEazmq1YW02kEG7fQHmYqkQLOjI5QchFJil2xN4x0TQke45tvOABlEmm2pPsLIPgeIihBu21mlFoFSZF9z+jcKgYbQaxHaZFTrI0izKRW1YTtBhBIApdguG9qnqzF4FM8qFM+q9Mfm4JDCsiyO7KznndfSDPcUMGd5LQ988bYxnbAqisLcFdNY9/Gb+Pk/P4ORTE81/fDOU+zfcpyV9y4c9Si1RDzJK4+/lfZE9wKarrJs7Tw+87f3U1ZTNGiFdwcHB4fB4PLorPvDFXzkT9eRUzBA1Oh1jmMrx85WjhQlVQV8+q/vZ9kd88ZdRMhYkfHOiSsRNZo5G3qZKTkfRhejF7o0HhBCAbWgX9h+Im7wq0fW09RwkL/9/txxU+VECAVEri0mmaL5bAc//pcXuHF1GevuH5o6uxAqUikgEslCAP7A8IdYXW7shmHS2xMlO8eLMswfKds5VTaiUUAODkMhFo7zxlPbB1da6yLyi3K49/O3Uloz/NFm6aK7NFbcs4C3X97Loe0n0zo30hvj7Zf2suT2OXh8o6eLIKXk2O7T7NxwcMhl6KYvmsQffuMexzHh4OAw7CiqYPGa2TyQ0kd4v+PYyrGxlSNFVq6PD315LYtWz3YcE2kwbmMzY2YnrdEdWHJotXXfb0gkod4oPV3hsR7KNSOlxDKtay4yYZkWrz67mx1vHR+egQ2C5oYunvjpJoLdaRS0d3AYx0gpObT9JLs3HUnrPE1XWbZuHnUrpw+70vhQEEJQWl3IynsWpi28aJkWh3acpP7Q+SFrPgyFWCTB1hf30HpuaFETZTVFfOzrdzNhWqnjmHBwcBh2qqeV85E/vZOi8rzrZqd8qDi2cuxs5UiguzRu/uBiVj+4bMx1TMYbY/8WX4RpxelNnCVmdiGlJGI0E0qeu+y/cLIBU8YHbtThuqO0Io//+e37WbV2zjW1E48b7Nh0jO7O0XHYSClpON3O/ndOkxziLqaDw3gjmTDY9so+gh1XE4S9lPySHNZ8+IaM2j1RFIWla+dSXJm+mGxrQydHd9UPOYJhKHQ0d7PztYNDmuR5fG7WfWIls5ZOGfWKHA4ODtc/voCHuz99MzUzK8Z6KBmBYyttxsJWjgQ1Myq461OrxkT8cryTUWkdPcmT7Gn/HkWehczM/xz7Ov6NcLLxsvn+SbMXyeBq6e7YfIzzZzpY+8EF7Nh8nKMHzgMwc14Vi1fU4nJrSCnp7gzzzpYTnDrWDMDkaaUsunEq2bm2aKSUkmTC5NDesxzYdYZQMIrbo1M1sYi6JZMoLMkG7EVosDvCO1tOcPJoM5ZlMam2lMUrppKT5+9rq70lyO5tJzl7qo1E3CA710fdkknUzq7AlVJCj8eTPPP428yYV0VBUYCtrx+hrbkHX5aHVWtnM2FSUV973Z1h9mw/xamjzSTiBv4sN7WzK5i/bPK7N0PCufo2tm08SntLkNx8P0tW1jKxtjQtj6tpWhw7cJ79u07T0daLEILK6gIWr5hKcVlu35hMw+Lk0Sb27qinsz2ErqmUVuZRt2QiFdWFfferpyvCrrdPcvpEC4lYkkCOj9pZ5cxeUIM35XFsPNfJi0/tJBqJIy1YfusMFi6f0m9c9r2Ppu5DE/FYkqxsL1NmlDN3UQ0+v5uujhA7Nh/j2MFGjh9uJB5P0nC6DYD8ogB/8MkV6C4Ny7Q4dbyF/e+cpqWxCymhpDyXRcunUllTiKIIQr0xfv/kduYuqiEaTrBvZz3xWJKK6gKW3zKD/KIAlmlx4kgTu7edYs+2UzQ1dPLID9f3XdeNt86kbumk9/2ugcP1h5SS5jPtHNiafu3zhbfOomZG+QiNbOgUlOUyd0UtZ442pnWeZVrs33KMWz+0dFRygqWU7Nt0hMb61iGdP2vZFG57aDkutyPe5eDgMLwIRTB72VRW3rtwzCv/ZAKOrXyX0baVI4HLo3PnJ2+iqrZ0rIcyLsmoL4JLyaHQM49s1ySQFqFkAz6tmCz90uoAkWQzwWT9oNo9dbSZN146QDyW5NjBRnx+F8GeKF6fi8UrawFoa+7hFw+/ztn6NopLc7Asyb4d9ezbeZpPfnk1+YUBTNPitef38twT2ygtz8OX5ab5fBcnjzSRm+/vc050tvXy2E/e4OTRZorLbMXZ/e+cYdfWk3z2q7dTWJxNMmGw6dUDbH3jCIEcH26PzonDTby14RCf/vJtLLnJHpeRNHnrtUO0NnaTSBjEYwaKKqg/3tK3MJdS0tzQxX//cD0Np9sprcjD43Vx/kw7kUic+Usng7BlENuae3jkR6+hKAq6rnJg9xm2bTzKn/zNPUyqLR30ArmnM8zTj22hNxglO9eHaUh2bTnBvp31/PHX11FQlI20JLu3n+KRH64nNz+LvIIsIqEYRw824HJrfc6JWCzJIz96jeOHzlNZXYiiKpytb+f82Q6qJhb1LeLdHp3ishxOn2hl82uHKKvKv8Q5EY8l+cXDGzi89xwV1YVomsK50+00nG6namIhPr+beCxJsDuCkTSREjRNxZ1Sz3W5tD69yFBvjN8/sY2m813k5Nq6Jvt21PPOWyf40l/cRfmEAuKxJG++tJ+920+h6RqBHC+RcJxtG49y4nATn//aHbg8Gr3BKNFwHNO0EELgcmt9faqasyvpcH1imZLje85w7kRTWuf5s70svX0uHn/m7TjoLo26m2bwwiOb0t7ZOb73DF2twVGZcMWjCba9sn9IFTo8Phd3fmIlue9zcToHB4eRISvHx60PLiMwiuUuMxnHVvZnNG3lsCNg2oKJLLhlpqMzMUQyyjmRpVcwt+ArgJ3i4VICTM7+ECW+ZZcc2xbdzcHOHw+67ZamLrq7wnz5r+4mN99PMmESiyVwueyoifXP7eHUsWb+x5/fyYy5VSAlm9Yf4uHvvsjMuirW3reQaDjOrq0nKCrJ5mvf+iA+vxvTsGhvCZKdZ5ftkVLy+ov7OXKggT/+n+uYvaAaIWDL60f4t289y+wFE7jrD5aguzRW3jabG26eQUmFHWlw5mQr3/ub37LljcMsXjm1z1FgWZKdW07wR1+9nWU32zllvcEoHo8LIQSxSIIXf7uzbzG8YPkUdF0lGkkQDcdxe3Ti8SQSiETizJw3gQ98eAkut8aurSf557/4NXu311M9uRhtkH9IeYVZPPS5mykqycYf8GBZkhd+s5NHf7yBhtMd5BcGSCRNDrxzBiEEX/xfd1FWmYdl2REjPv+7+Vct57s5sv8ct6yby/0fX46qKkTDCYLdEQqLs/uOKygK8IEPL+X0CTua4XK0NfdweN85lq2axkf+aBWqphCLJujuDFNYYjuKSivy+NAnV3D2VBsHdp/hhltmcN9HL33HAjle7v/4jQRyvOTm+5GW5K3XDvOT773I0YPnKavKByCRMGhq6OKr37yPuYtqSMQNnvzZJl77/V7OnGxlZt0EFi2fyrxFE/nd41vpaOvloc/dTHHp+CqV5OCQLvFonB3r92Mk0puYVE8vZ9KsSpQM1DlQFIXyiUUUV+bTlIq4Giy9nWGO7j5N9fSR3+U6e6yJs8eaGEra7rwV05m5dIqjM+Hg4DAiTFtQw7wV05yI0RSOrezPaNrK4cbjc7P8zjqKK/Od93uIZOyWrRAKxd7F+LTLVx7QFC8uNZfBlkUMZHu5cfVMcvP9fTvX2Tm2Q6G3J8qB3WfICniwTIsj+xs4csAWY/H53Rzacw4Al1unsqaQhjMdvP7iPs6dbscwTEoqcvGlRF/CvTH2v3Mar8+FEHBkfwOH9zVgmRaBHC8HU20JISgoDuDxuTh7qo1jBxsJdkfQdY3ensglOcKTp5cxZ2ENmqYihCA7x4fLbfuWgsEou94+yfxlk5i7uAZdtx0MXp+L/KL+O19FpTmsvH0Wbo9up2JMLKSkPJf21mB6ZYuAign59AZjnDrazPFDjei6SjyWJJaq9atpCuUT8unpCvP6C3upP95CLJqguCyHQM67NZhz8/3k5Wex863j7HzrOG3NPbg8GiUVuWh6el7HnDw/+YUBdm8/xfbNx2ht6kHXNUor8vruy2ARQlBWmUcyYXDqmH2NEolhmkRC/fVO5i2ZSO2scoQQuD06U2eWo7tUOtrSyx10cLie6G4PcXzPmbTOUTWVqXXVFJTlDnzwGJFXlE3llJK0z0skDE4dODcCI+qPZUlO7T9HZ0tP2uf6s72svHchOY5yvoODwwig6SpL184lkOtETVzAsZX9GS1bORIUluWyaPUsxzFxDWRU5MTFKEJnet6nrvh7v1ZBbc5H0RTfFY+5GI9Xp7A4+7IvS28wSrA7QuPZTv7P3z7d73dC0LdAdnt07vrQYixL8tQjW3juie3ULZ7ILXfOY+rMclRVIdQbo6crzJmTrZe0BfQtkBMJg+0bj/Lqc3voag/h8eooqkLj2Q7yCrIu2e0qLMnuSwN4L4l4krbmIKvvLkTXr/5IvT4XBRc5LBTFdtSYpsVgXRO2RkSY557Yzq637TJBbrdOLJogmTD6nByapnLDLdPp7Ymw4fl9rH9uD3MW1nDzHXOYvbCmT1cjN9/Px/7HLTz7y7f5928/R1lVPktvmsaqtbMpKs1J6w88O9fHRz+/iud+tZ0f/dPzlJTnsnRlLTetnU1pxeDVoKWUhHpjvPT0O+zYdIxEwsDt0TGTFpHeuO08uuiGFRb3fz66S0NRFCwzvdxBB4friRN7zxDsDKV1jjfLzfSFEzM6HDIr10dxZX7a55lJk/MnW0jEkyOq5RALxzm6+zTxaPrVrIqrClh46yxHBNPBwWFEKK0uZMbiyWlvPl3POLayP6NlK0eCuSumUVSR/jU7vEvGOicGwqUGKPTWpXGGuOLCVFUVNF1l0Y1T+cQXb72kROXFCriFJdk89Ec3sfquuezedorNrx7k4J5zfPJLq1m8YipKqq26JZP47J/efklbbq+dznDySBM/+d5LLL5xKp/4wq0EcryYpsUP/v6Zy45RucqiWgiBpim2Y2CAGF4hxDVPOpNJk+d/vYMNz+/lo5+/mZl1E3C7NU4da+Yf/vzJfsdm5/i456FlLL91Jof2nGXjKwf40T8/z4OfXsna+xb0HTdjbhUTJhZytr6dbW8e4bXn93Joz1n++OvrKK3IS2t802ZXUvGNQhrq29m26ShvvnyAA7vP8oU/X0f5hMEpB5umxcaXD/Dcr7Zx70PLWHrTNNwenbbmHv7h609ccryiKo6X1MHhIizL4vDOU0TD6VVV8md7mTJnwgiNanhQNZXiygJ0t0Yynp6mQ2dLDx1N3ZSNYD36YFeIIzsHp8n0XubeWEtuoaM14eDgMAIIqJpaSsWk9HfTr1ccW3l5RsNWDjeqqjB3+bRx51DJNMatc8KwIoSTjQRcNSji2i4jN99PQVGAYHeErGxbX+BqeLwuJkwqpmpiEYtX1PKPf/4EW984zKIbp5CT66OwJJv25iD+LA95hZcPja0/1kIkFGfNB+qYNM0Womxp7CYaSeBLU9jG43VRWVPIsYPniceTI658HAnFOHawkZLyPNZ8oK5vUb7vnTOXTQ1xuTTKq/Ipq8xj4fIpfP/vfscbL+3n9nvn952rKIJAjo9ZdROYOa+KqTMr+Pd/eI7TJ1ooKc9Na+EvhCCQ7WXGvCqmz61k+pxKfvD3z3LiSBNlVfn9+pRS2lEjUvbrIx5NcvxQI4EcH7fdM5/sXDtC52x9G0aaSsr9x6ZgGmbaKTQODuON3q4IZ46cx0iml0NbXFlAXnFm67EIIcgvzcXl1tOecPV2helsHtkJV1drkPOnWtI+T1EVFq+Z4zhaHRwcRgSXW2dqXQ1ef+aUvRxrHFt5eUbDVg43RZX5VE4pQUmj+qHDpYxb50QoeZ6j3Y8wv/DruNRr++N0e3RuvmMuj/54A7955C1uWTcHt1cnFklw4kgTcxdNpLwqn2BPhLffOEJpRT55hX5AUJ8q23khVcLl1rj5jjn897+/xhM/3cSaD8zD63MRjSY5caiR2QtrqKwuIL/Idloc2d9ATr6fWCTBGy/tp/l8FwUXiUAOhuxcH6vWzubX/72Zp36+hZVrZuH2aIRCMYJdEWYvqEFRh2+y6XLr5BdlcWjPOY7sO0dOfhZN5zpY/+xurIsW3bFogu2bjuHL8lBcmo2iKjT46iWGAAAgAElEQVQ3dNHTFaLmohy008dbOHWsmapJdmUO07CoP9aMz+/Cn6oPLKUkEooTjyXp6ghhGiah3hjtrUE0TcUfcKPrGufq2zh2qJGqmkJ8WbZg6amjzbg9OlnZ/Z0+OXk+sgJe9u+sZ87CavxZHlRVoaTc1rrILwoQ2hbj8L5zTJhYRHtLkBd/s5N4LP1QabCrchSVZBOPJdm+6RgLlk1GSklOnq+fBoeDw/VAZ0s37Y3daZ9XNaVkXIT7Zuf50YbgCI6EYvR2R0ZgRO/ScLx5SDXiSycUjquJoIODw/jC43NRW1c91sPIKBxbeXlGw1YONxWTSzJaA2S8MG6dE4YVJmq2Ibn2nH4hBEtW1pJIGLz025289dpBW2xCSsoq85k+pxIAy7A4sOsMv3j4dSwpUVUFVVWpWzKR1Xe/G0Gw4IYpxGNJnv/1Dv7h60f62iosyaF2VgVgpzGs+UAdv//1dl55Zhcut87sBdUsXlFLMs3Sb5qmcPMdc4lGErz58gE2PL83lbohmb90MjPnTUBRh+8D5vW5uO0D82k+382//NVT+Pxu/FkeFq+YSmfHuwKQUkpOH29hwwv7SBomumanPkyeXsY9Dy3ru1/xeJKXf7eLc6fb7Q+tlGTn+vnAh5cyZUaZXZEkmuDZX21j7856gt0R2lqCvPb7PRzcfZr8wgD3f3w502ZXEo8lWf/cHs6eak3l4UkCAS/rHljI9DlV/XYEfVke7v7wYn79s818689+hdujM3laKV//9gO43Borb5tF/bFmHv7OC3h9bjw+F0tW1tLdFR7SfRNCMGv+BJasrOXJn23it4++hduj89DnVrFq7ZxreiYODplGd1svna3pCzKWTypBHQcTrqxc35AmhrFwnFBK9HikIhTOHG3s5ygeLJPnVJHtlPZzcHAYITx+N+WTisd6GBmFYysvz2jYymFFQHFlviP0OgxklHMiYrTQEtk2qGN7k/UkrcGJx9xy51zqlk4i7yrq426Pzs1r5zB7fjWd7b2YhoXLrZGb7++reJGd6+OTX1rN3Q8uIR5LggCfz01JRW7fDj/YaQwr1sxixtwqOtt7SSZN3G6dnDw/BcXvtvWJL97KbffUEYsm8PrclFTkEQnHiEUSfWWBPF4Xf/LXH8Cf5ekTkHwvQgh8WW7u+chSlt08nZ7OMKZl4Xbr5BcFUuFzkgc/tYJ4LNlPByMnz88Xv3EXXr970GVEhRDMmFfFV//uXtpbgkjs1Jj8wgALl0/pK9np9ri496PLWL56BrFIEktKPF6d4tLcvjQJgEm1pfzJ39xDsDtCMmGiqoKcPD/FZTl9eVu6rrHs5unMrLs0v07TFEpTgjvVU0r4//7qA/R0hfvays71UVyWe4mgqKIIVq2dQ+3MCnp7oiDs+6GmnCg1U4r58l/eTVtLD4ZhkZ3jo7gshxtumW4/bwHZOV6+/u0HyCvo/zGqnVnOn/3v+ygpf9eDaldoyeYzX7mdlsZuEqkUnPIqRzjH4frCMi3aGrsI90TTPrewPBd1HIREutz6kPR7jKRJT0cIy7RGRMjMsiRnjzalnTqmKIKJMyvxZXuHfUwODg4OACWVBfgDzjfmAo6tvDIjbSuHG5dbp6ymaFxEs2Q6GeWc6EmcYE/H93ApAQYqEWrJOJoyuFJnxWW5FA8izEbV7JD+ixeUF6OoCgXF2YNKu1BV5ar9CiHwBzxMmdG/hm9WoH/qgaoqTJ1ZMWB/YFeIqJhQQMVlRR8FVRMvDdd1uTSmzCjHNC2OH27kxKHGq/YhBEyeUc60WRWXvb7J08r6HZuT5ydngJ24q4/bRtUUJk4dWEBJ11XKq/IHteAXQuByaVRPvrwX/4Iz4b3Pu/oir7/u0voiay4mkONj2mVSNYQQ5Ob7B9Q1cXAYzyQTBo2nWgcU6H0vmksjOz8LkYE129+L5lKHXFs+HIxgGiMz4Yr0RodUQtTj91BSXTDka3JwcHAYiOKqgiGF+F+vOLby6oykrRxu3B6XU6VjmMisL4S0yNYnMjPvcwPqSHTFD3Om9/lRGtj7AAnRUJz21uBVD1OEoLwqPUVhBweH9xfJhEFrQ0fa51mmxSP/+Dt++/+/OviTBAy6DvIwthENx+lqu/r38kokYkksa2TKDPe09xKLpP+N9md7KK4sGB/hsw4ODuOSvOJsVC3zd/tHC8dWXp2RtJXDjeZSyS1yKl0NB5nlnBAKfq2CfM9s3OpAkQ4W58MbRmVY7wcUVTBnYTUz66oGOFKgDqO4poODw/WHaVh0t/cOfOB7sEyLo7tOD/+AMoxkwhixij3BzhCJWDLt83xZXorK0yvb7ODg4JAOOYWBcbELPlo4tvLqjKStHG50l0ZO/uAi+h2uTkY5J/LcM/DmFaIrA4e8u5Rccly1iMy6hHGLEAJVUx2j4eDgcM2Yhkn3EHdK3g8k48khCVYOhp7OkK2JlCZuv8vZ9XFwcBhRsrK9TurYRTi28uqMpK0cblRNwe9oNg0LGbWy96j5eNTB5ev49Qpm5n1uUI4MBwcHB4fRIxlP0ts1vkqAjSamYaWdYzxYervCQ4uc8Htwe10jMCIHBwcHG92tO6ljF+HYyqszkrZyuBGK4uipDBMZfxellFgygSkT2IlOAlW4UIQLl+rs8jg4ODhkGqGeSNolkd9PjORkKxyMpn3vhYDsgixn0eDg4DCi6C5tXIg4jhaOrbw648UxAXYEuu44J4aFjL6LljQIJk7RGNlId/wISSuMJnzkumsp860g112LIvSBG3JwcHBwGDVikQRynIhYXW8YCQPLTPPeC0HWZaoLOTg4OAwnTupwfxxbef0ghEB1yogOCxnrnJDSoiO2l93t3yVphcl1TcGjFmBYEc70vsC50HrqCr9KiXcpQoy/l0FKiSSBJRMowjPunCxSSrqir5A02yj034c6yLKul2/LAixAvW537iSSpNlOd2Q90eRxJBK3VklR1ofQlKtXpnFwGG8kEwbjaMPjukFKSTJhpq1uLgCXZ3zZIAcHh3GI4Lqd5w0Fx1ZeRwjbljpcO5nrnMCkvvdZXEo2C4v+Cr9egYKGhUnEaOJQ539SH/wdBZ556GL86U5IGaep97/oirxMec4XyffdMdZDSpvuyOvEjTPkeldfk3MiYTYRiu8l37cWGH+OpsEgZYKmnofpjr6OV5+GqvhIGE1I6YTzOVx/2BMuZ8Y16kgwkkb65eKccFQHBweHUcexlQ4Ol5KxsxEpLcLJc1Rm3U6+e3Y/T6tbyaUq63aO9zyOJdMX/soEklYHXZFXiSXr6YluJtd7C4pwj/Ww0qI48GEMqxd9kCKml0NKSTC2nc7I78nzrUFcp86JhNFCKL6HbM8NVOf/HYpwIa+54LSDQ2ZixJ0J11hgWRbGEPOXHSEvBwcHh9HFsZUODpeSubMRIfCoxRhWFIn1nkWrxJQxPGrhuF3MRpMnSZjNZHtuJJI4RNxoxKtP7Pv9hbSPhNGEYQUBC0V40dVCNCUPIZS+4wyri4TZgpQxQENTstHVYlTFLmkjkUiZJGE0YljdgEBXi3CppX3tXMCSSZJmC0mzE4mBItxoSj4utRghVKS0iCZPYlo9ALjUEi4NZJJ97RhmNxZJFOHGpZagKfkIoSClSdLsIGE2E4xtJmE0E4rv6isN69WnoCo5fU4p0woTNxoxZQgFHZdW2tfWYDGtKHHjNC61HEtGSZgtgIJLLUFXC/u1FU2eRBEedLWIuHEe0+pGoOHSyvvuv0RiWiESRiOmDKMID261vG/c9rPpJGE2E02cwLB6kNIgHN9n3zutDJdaZqvRAZaMETfOY1hBFDR0tTg1rnffcfu+tZE021P31YWm5KGrRX2pQbaIbISE2YRphbBFZP3oWjGqCPTd0wttJcw2wEBVcnBrFf2cZKYVJZo8gVefiMQibjQgZRxF+HFrlaiKk6fucCmmZaW/e+9wzUjJkEOEnXBUBwcHh9HFsZUODpeSsc4JBY0JgTuoD/6WtugMCjxzUYUbQ8bojB2gKbyZyqzVaIonpVlwAZHx+WxSSnqib+LRqsn338nZzm8TTR7Ho1X3LZAtGaM19Djt4acxrSCWTKKgketbTUXOV9DVPKSURJKHaer5MaHEfqQ0kCRxq5WU53yBPN8auy0rRlv4Sdp6n0w5JyRurZqy7M+S413V5xCwZJyO8NO0hZ8iYZwHBBKLXM/NVOf/NarIQmLSEXmGYGwrsWQ9Pn06kwu/j0sr7bs+Sxp0RV6lOfhfxE27HRBkueqozP0KPtd0LBmlI/IsXZH1RJNHsWSc051/x4Upck3+Nwm4l9o51FYbzcGf0hVZjylDCBT87rmUZ38Bv2vuoJ933GzgZPvXyPXdSiRxJNVvAp8+g6rcr+FzvRuhc67rO7i0Unz6NNpCvyZhtiFJUJnzNQqz7gcpSJiNNAZ/QjC6CUsmEQiy3Aspz/kiXn0qYBKMbqEl9EsMs42EeZ6uaA+hxF4AirM+QnHgIZAuTCtIS+gxOsLPYljdCARefSplOV8g270k5RiSdEVfo6X3UeLGGaQ0kVj4XbOpyv06PldtyiHSQWPPw/TENmLJGJZMoAofxYGPUhL4OAI3Ulp0x96kJfgI0eQJAFQlm0L/BykJfIz/x959xtdxnQf+/50pt1fgoneAvYpdlERJVKGKFUmWJbnE9saOHSex4zjrOMlmYyfx/tfr7Nqpm2Sd2Cm2I7e4yJKsYnWSoiiSYhc7iQ4Q9fY65f/igqAgNlyIJEDyfD8fvuDFzNyDuYN7Zp5zzvMowoMQgrzZzeHBT9IU/u8kstuI517HsGLoagVt5V/H45j7rv4WpKuTpqvyafe8Ls3JUZSpJ+SSGeMlaXrIkfNrl+wrL0SenGvRjA1O2JgMZXYykjvAGwN/hkMNoqBiYZA3Y5h2lrTRy9HY98e/2B1qgNWVf45bq5zm1p+fYY2SzO3E51yGz7kMl95KPLOZoGsdqijOdkgX9jOQ/D4Rz/2EPRsAQd7sGU+gCWDZaQaTPyJrdNFa/lV0NYJppckYx3DpzcBYYtH0zxlIfJeI932E3LcCNoPJH9M5+hValAB+5yrAYCT9FL3xbxB230l5+EuowkPBGsaycyhj7RJo1AQ+SaXvV+mK/i8KxtAZv59AxaFWEfE9jNexGEW4SBcO0BP9awaSP6C57E9RhJuI9wGCrpvpif0dOaOLtshfIiiO/utqZOx3zHAy/u/Es1upD/0eHn0OeWuQ3uj/pTv617RF/s/4tpM79zFG089TE/gkXscfkjd76Y7+FT2xv6Mt8leoY/lLbCyimVcQaDSE/xu6EiZvDRVnm6Bh2Sl6Y39PMr+H+vAfFNtl9NMb/0e6o1+npfwraEoZQffNeJ3XkTVO0DX6VQKuG6jy/xcANCUw9vuaDKZ+xFDyp9QGP4XPsRTDitEX/ybd0a/TVv41XHozBWuQgcR/oCl+Giv+AUW4KJij5M0edLV8/HeMZTcznHqchvAf4XMuxbILZAvH0dUKBMUgRyq/l+7oX+HR51Ef+jyKcJHIbeNk4tsowkGl/0MIHGPXUI6B5PcJudfT5v8gAoW82Y9Tq5v0eZeuLY4p1rIvrwmx6o5FuH2uS9CqmWPe8hZ058XvfoUyxdwRtl3MVSFJ0mVnFMzpboI0TWRfeX6Xqq+UZrYZ/Yk71AD13tsnvb2meFGE4xK26OJI5nZi2Al8zpU41EoCrjWMpJ/FsEZQleIDn22b2HYBIRw4tTpUxYeHOe84ko1t5wGBpgRxaa0IoeBzLhnfwrBGGUk/i1Nrptr/ayhK8YusOvAxErltDKd+jt+5nIIVZTj1OG59NnXBT6OpIQDczJrwjkIINBFEFQFU4aXAWYITQsHvWonftXL8NadWz2j6l8VKFbaFEOrYUgQPquJFEU6cWv0Zn1/e6GU4/RTVgY9T5rkLITTczCbn7aY3/g8kczsJe+4s4exbBN3rKPPcg6p4cNuzyPm66I//C6n8PgKuNePnVqAR8T2MxzGvOJOB2eNHyeSPEsu+RrX/Y5S5NyCEiltvw7bzdIz+T2LZTUS8D6CpQTQ1iGVnEMJR/Jz0hgktKpijDKd+TthzO+Xe+8fPgWHF6Rj9MrHsa8Vgk21h2TlUAuhKJbpagVsXwKoJx7PtAvbYMiCn1oQidLyO+afPgJ0jln0V00pSG/gUbkfxM3bpLWTyBxlK/Ziw584JwQeHWkul71fHlwp5kDMmpHNzOHWUKdSyr6wv4wO/dy/VjZMPOEqnCSHQdBWhCGxr8qOxNpDPyeCEJE0HGZy4dsm+UpLONGODEwKNOaGPlLiAVsz4kpyWnSORewPbzqIqHrKFE6hKANNKkshtH38g9DjmUea5m6HUT4lntxByryfovhGn1jj+8KoID+XeB8gUjnF8+A/xOpYS9tyB17EYTQkhhELBHKFgDhBy3TIemADQlCBufQ7p/FvYWFhWikzhKJX+D6O8yzwCtm2RN08Sy7xKKr8P045jW3mS+T04tUZKWWCXLXRgWnEGEo8xmn52/HXDjGLZmbFlKqVxaY3js0+EELi0FkCQM3ombOfUG4u5Ns4yrSxTOI4QGi69ZUJOCJdjFkJoZPJHsb32Wfd9p5zRRcEcZjT9LKn83vHXTSuJZaXHf0ddjRDxvZeBxH9wZOgzBJyrCXtux63PnlAtJeC6noBrLb2xv2c49SRlnjvxu1bjUKsQQsOyc2QKR3FpzWhqeHw/gYLHsYjB1I8xrcSENnodi2b835Y0c+hObUqjQfmcIW/U3yXdoaGqCoZVwnm0IRlNX7pGSZJ0TqYhv/OuVbKvlKQzzdzghBCoOLCxSBY6SRQ6MewMmnDh0xvw6Y0oYsY2/5wK5hDx7OvkjZMcHfwMp/I62HaeeHYLZZ57UIQDVQSoC/4uQdeNjGZeYCD5GAPJ71ET+CTl3vtQhLM4Q8G5krbI1xhNv0As+yonhv8Yv2s1dcHP4NbbAAPbNhBnzChRUIQDy85STJk5Niov3LzbNV4Fc5DO0S+TLXQQ9tyJX1+JIpwYidjYEpzJBycsO4NAw+9cjlufOHNECBWvY8k59jwXQbFc6enfUQgdxpKGvp2CjjjHNWbbOQTKGQ/sythSCIvcpFtk2TkEAq9jET7ninf8VMHrXDzWTo2I9yF8jiWMpJ8lnt3CUOpnlHsfoDbwSTQ1hBACh1pHS/lXiGVeJZp5ie7Y36Iny6kP/h4B1/VjMzDyY0GutycUFSjCiWXnsJnY6SmKE7n2T5osj9+Nok4+We0phVxBLi94l1weB6qmlnTjats28ZEktm3P+JxNknS1yWXy090EaZrIvlKSzjRjn+5t2yZnjnI0/kP60hsxx6p2gIImXFR61jAn+EFcasUVczNl2zbZwjEyhaM0hP8An2Mppx74BpKPkc4fJGd04dbbisEZ4Sbgugm/cxVZo53++L/QHf1rfM7l45U9hFBwavVU+T9CmfdeEtnX6Y7+DYPJH9EY/kNUJYCmhMibfdi2OT7KX6xW0YdDq6MYqHDiUCvJGp3Fh/R3MUqeyu8lnn2DhvAfUOF9CCF0DCvOUPKnGHb8LHuIsc/2TMWKIipe5xIqvI9MmKUwNTYFcwib/FhiSJuCOQhQUklUh1aDbRvFRJlvu6EvVgAxi7MUJvkwX6yE4sKlt1Ll/9WxYMnZKULH45iPW59Nhe9hhlNPcjLxH3gdCyn33sOphLCaCFDmeQ8h962k8vvpif0dvfFv4HUuRggdp1pLIrcDy84Ap2ZPFKtxONSq8Rwjp10Zf2PSzOD2ufAE3IycjJW0XzqRJZ+5MstDzxT+Mh8Ol17yA086kSGXyePyXFklrSXpSidnLV27ZF8pSWcqPVx3mdhYdCafpj3+OOXOJSwI/wZLyz/PwvBvEHEvpzv5PCcSj2PZV1bEOZrdhEOtJeS+DZ9z5XhuhjLPveTNPjKFw8VlEUY/OaMXsFAUFy69DY9jPoY1gm0XR+WL0/OPjZeL1JUIXsdSNCVIwRwGQFcr8DmvI5XbSyq/dyyXhUUit4NUfh8h9y0IVDQlSMC1llhmE8ncm9i2MfYeefLGSSx78l+CNgWK5Ss9gIJtGySy20nl3zpjWyE0VOHBtGLjbX47l96CxzGfkdTTZArHODXrwrTSZArHS2rXKfHsZnJG11hliyixzMsowo3HsWDSx/A4FqKrVUTTz1MwT44dK8FI+mlAxe9cPeljObRafM6ljGZeGDtHxd+x+Pkex7KyQDEHRbbQXpxpITQcai0+53WAPV7atRgA6xoLuNjFXCWO+bi0FgxzCGwTRbjxu9ZQMIeIZTZh2fnifkYH0ewrBFxrJyTYlKRSabpKuCJQ8n7JaJpMavKzjqQzBct8ON2l517KpvPEhpOXoEWSJJ1PMiaDE9cq2VdK0plm8MwJg770Jup9d7Ko7LfQlNMjubXeW3EqQfpTW5gVeBSVK2Okx7RiJLJvEHCtGZsRcHo02uNYgEOtJpZ5jaDrZuK5NxhK/gRF8aAJP6adJls4Trn3fhxq9djx4vTF/4m8cXJs1F8rzpCgQJnnborT9B1U+j5IzuihY+TPcemt2FhkC8cJuW8j7LlrbDsvlf4PkTU66Yx+FbfWiqJ4MMwoDq2a+uDnUNQQmfzRsXKSUZL5vRhmlP7Ev6KrFXgdi/E7V+LRF+LR59AX/xaJ7DYs8hhmFKdWd8YyCIGjGBTJvsrx4S/g0hqwsaj2fxyPYy6aEqI28Ft0Rb9O+8iXcGoNQDGooKvlNIb/pKRcCELo2Bh0jX4NTQ1TME+SKRyjJvAJHGrNpI+jK2XUBj9FT/RvOD78Bzi0OgxzmKzRSZX/w3gc8ybfJhxUB36drtG/oGP0/8OlNQEC04ohhJOm8J/gUFzkjG56on+LjYGmhAGLrNGBS2/F71pFcXaDzUj6KWKZjWhqGarixTBHyBrtRLzvQ1E8CKEQcK0l4n2AgeR3iGU3oggXOaMTVXioDnwcVZTeWUrSKZquUl4dLHm/bCZHYjSFZdlTShImQWBs5kSp0okMgz0jVDXIwKQkXS75XEE+ZF7DZF8pSWeascEJAGwLn96AKiaWylGFE7+jif7MlhKyF0w/w4oTcF1P0HXTGdPmNSVMpe9DY8sCLPzOZRhmlKxxDMvOoSsRQu5bCblvRVWKX2SqEqDMcx+J7FYK1ggC8DtXEHTfgtexcPzYTq2BpvAfM5p5gUzhCCCo9v8aIfd6VCU4HiRxaa00l32ZWOZV0oVD2HYet96G37kSRSmW2CxYo2QLx7HsLB59Pug2hhXHtJLoagQbC6dWR1PZnzGafo68eRKHWk2F7xHMsaSbb5+wI4Qg6L4ZsIlntxR/VzUynpRTCBWfc/l4DoVs4TgIgUtvIeBcPTY7Y/Js26Lccx+6WkEitwOX1kyF7wMEXTcixOl2BVw3IBDjpU3PpBB03YReFiGaeYm82Y9bn0114GN4Hdch3vGnpSkBQu5bzxq0EELg0efRUv6/iGZeJlM4BNg4tTr8zhXjSSudWj1l3nuLSUatOAIXZZ67CbnXjyX1LAq6b8HGJG/0Y1PApbcQ8T1MwLV2vDyoKnzUBD+F17GYRG4blp0n7LmTsPsOnFrj+DWhiuI15tKakUs7pMnSNJWy6lDpO9ow0DOMZZgoUymJKREsn9rMiXQiy2DP6CVokSRJ5xIbSpDPXlkzgKWLR/aVknSmGXtFC6FS7lpKPH+MvBXFoQQpPhxZ5K0EsfxRypwLUK+A0qGnuPRGGsN/dNafqYqbSv/73/Z/P9WBj573eIpwEnKvI+Red97thFBwaDVU+T98we2cWi2V/g+cc5uAaxUB16pz/vwUj2MOHsc7S59CyH3zGa8pwlF8MD5HSdBimc5W3HrrGT+zbZO8OTC+DOVcBNpYwktrrMrJfZR77zvn9jWBj5//eEIAGl7nIrzORefdFijOPgl97jzHK577Kv+HzrmNpgSIeO8n4r3/vO3yOuZPKB16ru00EaDMezdl3rvP0+4qWsr/x3mPJUnvpDs16tuqTk3mKUnnoT4KBRNN3nBNib/MSyjiL3m/TCpHX/sgpmmhTiFBmyRJpRvui5KTuQOuWbKvlKQzzdgrWqAQcs7lwOg32TfyD5Q7l6AqbgwrzUhuL0OZXTT676E/vZlTI7qKcFDpXjlhCYh0dTOtBD3RvyNv9p93O4daSci9/jK1SpKubYqqUNVQjtfvJhXPlLRv15F+jLwB3itjud5Mo6oq9bOq2bXxILZVQmUk06L9rR7SiQz+kPcStlCSLqOSytFffsMnY7JaxzVM9pWSdKYZG5ywMOhMPkPOHKU7+QLdyRd4e2hRCJWjse9j2afLpTnVEOtq/q8MTlxDVMVHbfC3zigD+k5CaBhW9DK1SpKubUIIyqpDlNeESr7hGugaYbB3FH9YPiBPVcuCOoQQ2CUOxR3d20l8JCWDE9KMIwRMpTKbaVhjJcxnHtu26e8YkjknrmGyr5SkM83Y4ISCxsLwpzDt7KT3EULDpclkXtcSITScWu3kNjYEAdcNOLTJJ76UJGlqyqqCRGrCdB7qK2m/VCLD4Z3ttC6sv0Qtu/o1zK5G01Xy5tlLNJ/Lyc5h+k4MUNdaeYlaJklTo6gKqlZ6KfFC3ihpBtHllMsU6D0+UBz9lq5Zsq+UpIlm7MJSIRSCzlmUuRYRdi48778y16Kx7eZdUTkopMvLqdXSFvnaWfNeSJJ0cfnDHprn16LppT1QZJNZDmw/TkHesE9ZpDZMZUNZyfuZhsm25/fN2JFm6dqlqErJ3yVQrEJjlhiku1yS0RTdx05OdzOkaSb7SkmaaMYGJwAs2yBZ6GIw+yYnM1vO+DeU3YmN/KOUJEmaaRRFYdHa2Xj8rgtv/DaWZXN0dwf9HUOXqGVXP3/Yy7zlLRfe8Cz2vX6E6GDiIrdIkt6dqQYn4qMpTMO88IaXmW3bjA7ESx4tl64+sq+UpIlm7LIO2+QO5wcAACAASURBVLYZzu5lz/BfE88fx7SLa/KEULFtE0XoVLpXs7ryyzjU0mu6S5IkSZfW7OuaKK8OER9JlbRf5+E+Du9sp7a1UlaOmAKP38XcFa288rPtFHKlBfD7OobY/uI+7nh0LUKR5YMvB4FgSqWar6EZLrpDwzWFxH+pWIZkLEPlDJv5bls2x/d3Ex2MT3dTpBlA9pWSdNqMvZJtDDoST2JjsrLyi7QE3kuT7x7W1fwtC8o+Rdg5j9bAQ2iKZ7qbKkmSJJ2FP+hl4fWzS96vkDPY8vQuktHSbtSkIkVRmLW4gbLKYMn7puMZXn18B6ODcbm84zJRdYVScz3ato1RmHkzAi4Vh0vHGyz9fq+QN+hrH7wELXp3jILJro0Hp7sZ0gwh+0pJOm3mBidsi0Shg0bf3dR778Cn1+FQw0Rcy5kb/DBVnuvpS2/CsmUJJkmSpJnI4dZZsX4B7imMeO7ZfJi33jgmH5CnqHl+HfWzqqY0IL9700He2naMEot9SFOkO/WSK1FYpkUufe3c/6iqQiDsLTkpppE36DjYO+O+R/raBzm4/fh0N0OaIWRfKUmnzdjgBICNhSIcIASa8JI3o4CFojgIOmaRyJ/AlMEJSZKkGUlRFGYvbWLuFPIfJKIpnnvstZKnuUpFbp+LNXctRXeUvuwxnynwxDdfYvikLL98OThdpQcnCgWT2HDimnogKasK4nCVdj0X8gWO7u6YURUxTNNi63N7GDkZm+6mSDOE7Csl6bSZG5wQApdaTqrQg2UX8Oo1JI1u4vkT2LZJ1hjGkskwJUmSZrTymhArbluI011aJSXbstn16gFee+rNGfVgcSVZfut8KutLr9oBcGDHcZ79j83kc4WL3Crpnfwhb8nrxc2CyXB/DCN/7SztqGmuwOUp8XvEhu5jJ+k5PnCJWlW6wZ4Rtjy9i1xGDq5Jp8m+UpKKZmxwQkGl2nMDOXMUw0oTdi5EV3xsHfgTNvX9Loei36bcuRhVlD4FSpIkSbo8hBBcf/cSaloqSt43k8rx82++xNG9XdfUCPHFUl4TYs1dS6aU2DKfKfCLf3uVHS/un7GlGK8WvpAHZ4kP3QAnu4aJDV87lVVqWypx+0qraADQ3zHEge3HMY3pv46NgsHWZ/dwZFfHdDdFmmFkXylJRTM2OAEKDb4NLC7/HRxKEIcSYEH4E5Q5FyKESq33FtqCj8jghCRJ0gxX3VTB7Y9cjzKFh+SOQ3089vUnGeodvQQtu7q5PE5uvPc6KmrDU9p/uD/KY197iuP75A3vpaQ5NMIVgZL36zrSx2DP6DXz2YQrA5RXlZ7kNZ8tsPmJN4mPTH8gp+tIP8/9x+ZrKpmpNHmyr5SkGRycEEKgK17cWgVCCIQQhJ0LuS7y+6yq+FMWlX0an15f8jrNCxlKpOiLJrDO0dmncnl6RmLkCqenTiWyOf7++S38YOueCa9fKw70DvCJb/2Yt3pOXrSbJNu2iWWyfP/13Xz+e0/x6X9/nD/+0TPs7eqfUD3NtCwy+XNPO97V2cvvf+8X/Pa//4zf/vef8frRzvO+70+27+OvntnEaCpTcpsLpsn3Xt/Nn/znc+QvU11127aJpjIcHxg549/JWBLbtimYJl0jsbNuc3xghPbB0fOeQ0l6tzRd5YZ7r2POsuaS97VMi50vH+Cxrz/FQM/IxW/cVUwIwexlzay5aymqXloiwVOO7evin7/0nxzd3YllTf/I89XI4dSobasseb/oYIL9W49eMw+6qqYyb1XrlPZ9a9sxdrz4FrY1PYEc27aJDSX48T/8kvZDvdPSBmnmk32lJIE23Q0ohRACXXjRFe8le4/vbN7J8cERvvro3XidZ06z3HS4ne++tosvP3QHLRXFtby5gsGujj4ayoMYlsW1Npcjnsmx7UQ38Uzuoh3TtGxe3H+Uf3rpDda0NdBWXw7YOPWJl+yJwRF2tPfw/jVLz3qc2lCADYtms7e7nyd2HmAklT7v+x7oHeTIySEy+QJhr7ukNts2dA1H2dfdf87g1sVmWjYvHTjOv23aQTKbI5HN43Ho+F1O1s9v5bMbbmQokea//fAZ2oeK0XTDtLCx0RUFhMDj0Pnq++9heVPtZWmzdO0RQlDdXMEdH1hL5+E+0olsSfsX8gYv/PB1bMvmI390P2VVwYsemL4UjILJyc4hAmU+/OFL12+dj8Opc8f7r2f7C/umVFLRMi32bjnMt/78x3z0jx9g3ooWFGXGjmtckXSnTuPsmpL3s22b157ayc0PrKCyofwStGxmUVWFBatnoai/xCpxqVE6meWpf3uFhdfPoqa59Gnz71Yuk+eZ725k0xNvYl4jwSSpdLKvnL6+Upo5rqjgxOVQ5nWzsyPLaCpzRnDCtmE4mSabL1DmPV1vO+hx8fv3rsPt0HHp8pReDNmCwb6eAWpCfn73rhupDvrHZ2Wc+p61bZs3jnfz2uGOcwYnKgM+NiyeTcjj4rl9Ry74vh+9cRmpfIEK/5Xx5agqgpvntTCnOsKBvgG+8vOXeN+qZdw6r5UynwdVEYS9br5w783jsyO+9co2hpJpPrV+NSGPG0URzKqcWtI8SZosVVVYd/9K9mw+zMbHt1Nq/C6fLfDij7YSG07ygc/dQ9uSRrQpzga4VGzbxiiYxEeStL/Vw6YndtB5uJ+PffG9LJpCDfuLpWl+HXd+8Aa+95dPUciVPrvPtmz2bD7E3/7X7/Lo797N6jsX4w24Z9RNr23b5LMF4qMpVFWhbArT/6eL7tBomFOD0+0oOUni8f1dvPCjrTz86TvRnaVXZrmiCGiYVUX9rCo6D/WVtq8NR/Z08IO/eYaPjj20XQ62bZNJZvnFtzfy0//3AtnUxRvEka5Osq+cvr5Smhnkk/Q7VIf85AyD0VSG+rKJnZeNTTSVxety4HbopHJ5Xj/aSTJXvJlojoSpDfnPOKZlWXQOxzgxOEI6X8Cla9SE/DRXhPE4igEQ27ZJ5fIc6htkKJHGwibodtFcEaYq4EMdG6mybZv+WJJDfYOkcnn8bifzayqI+L0IITBMizfbewh6XIQ8Lg72DZHM5gh53SysqyTodo3fUNq2TfdIjGMDI6TzeRyaRlXAR3NFGL/r9PwP27Y5GUtydGCYWDqLpiqEvW7mVEcIeU7PLjAsk7d6B+gaLpbHaoqEmFVVjq6qY+fBpi8W58TgKLF0FkUR1AT9zK2pwD1W7i6WzrKvu5+T8SSH+wfJ5Au8dOA4HodOmdfNqtYGNEXQPhTlxOAILx84zslYksfffGu8HWtnNVIxdj4m41SQoz9WXI9a7vPQWB5C58wv84JhcmJwhM6RKLmCiUvXqAsHaK2cOGqVyGTZ2THCSDKN1+lgbk2E6qB/Qpti6SwH+wYZSqRw6RptVeU0lAXHP+vJEEJQ7vNQ7vNg2TaKotAUCbG4oXp8G5eusbTx9Kjcz3e+Rd40Wd5cR2XAN+n3kqR3K1Dm5aHfvINje7voOXay5P3zuQJbn9vDyc4hHvzU7ay5aynB8um/hm3bJhXPcOKtbg5uP8GOl/ZzbG8X6XgGt89FYZozqDtdOrc/ej37thxh56sHpjS13bJs2g/08E9f/BFHdraz4VdvpHFODao2vTe9lmUxcjJG+1s97N96lJ2vHuC2h9dw/ydum9Z2lUIIQW1LBdVNEToOljblP5vO89xjm5i9tJFlt8yf9s/jUhJCEKkNs+TGuXQd6S/5OjbyJi/9eCuhiJ+HP7MBX9Bz4Z3epdGBOE/92yv8/JsvkRiVpR6lyZF9pXQtk8GJd6gJ+skbJtF0Bsuy+dmbb7Gvu5+P3rSc6qCf0XSa6oAPRRRzDBzoHeBw/xBvdvSyYdFsZlWVo6mnbw5My+KX+47wvdd3kysYqIpCOl+g3Ofht2+/nuXNdQAMJlL8wwuvs7/nJE5No2CY5E2Tm+e28IlbVuF3OzEti10dfXzr1W0MxJNoikquYNBQHuQ31q9mYV0VecPg3ze9iWFZhDwuekbj5AoGyVyelS11/O6GG4n4vViWzabD7fzbph2kcnk0VSWTyxNwu/j1W1axbm4zAIZp8trRTr696U1GkmlcDo2CYWHZNl968HZCjcXghCoUnt59mL5YglzBIJ7J4dQ1Pnrjcu5bNg9FCLpGo/zNs5tpHxpFV1QMy6JgWty9ZA4fvWk5PqeD4VSaZ/cdYTiRpnc0Tt4wefGtY+iqQmtFGUsbazCEwtZjXexo7+bowDD5gsmzew+Pn/M51ZGSZz6cGBxhZ0cvuzv7qAz4+Oqjd+NxnB6Fsm2bRDbH917fzcsHjlMwTRyaSiZnMKcmwhcfuA2HVvxzSmTz/OOLWznSP0TBsoils7RUhPn83etoHZuh0DEc5Z9eeoMj/UOoqkLeMHHrGr+2bgW3L5yFMoNGJKULsLmiE9JdztFvIQSzljby6Gfv4lt//hPiI8mSj2GZFsf3d/OPf/wDXn9mN3d9+CbmLmvGH/Zelgcz27YxDYtcJk86kaHjUB/7thzm8M52Og/3M9wXnXHXgxCCyvoy3vfpDfQeH6C/c2jKx4oOxnn8my+xa9NBbvqVFdx033IqG8pxeRyX/Fo6NdqWS+eIj6Y4vq+b3ZsOcnxfN91H+4mPpFBUwY33Lruk7bgUqpsiNC+oo/NQX8nXT1/7EP/+lccRQrD0prmoujqjZrVcTC6Pk9V3LGLjz3cQGyo9wWUunefxf36BxGiS9316A9WNEZQSy7heiG3bZNN5ju7u4GffeIHtL+0nl5ZlQ6XJk32ldC2TwYl3qAh4MUyL0VSGWCbLyweOcbBvkOVNtZR53URTWWrDAYQQBNwuPn7LKgbiSf7sJ8+f9XjxTI6n9xzG53TylYfvwuXQyeQLdAxHaY6czqC+r/skW4508tt3XM8Ns5vAtumLJcG2cTk0bNtmIJ7iH198nXKfh8/fs46g20X3SIz//dQrfPe1nfy3+9ajqwqGZbK3q5+P3rSCz955A6qq8MTOA/zrqztYP7+N2xa0kcrleXrPIbDhLx69B7/bSbZQoGMoStvbZgG0D0X5xxeK7/mlB2+noTxEwTDpHo3RXHG6/ZZtcXxwhM9uuJHZVeUMxFN89cmXeXLXAW6c00S5z0OFz8vdi+fSXBGmzOumYJp865Xt/Ocbe7lz4SxmV0doLAvy+bvXkcjm+NvnXmM0neGLD9xGwO1EUxQ8Y0ttHli+gPXzW/n6MxsZSqT4yiN3jbflbLlCLuTBFQt5z9J5fO3pjbQPnplIyLQsXjpwnP/cto8Hli/ggWXz8TgdJLI5YuksHqcDY2wN7Ggqg2lZ/PlDdxJwO3ntSAdff3ojmw6301AewrAsvrdlN90jMT5/zzpmVZUTTWf5fy++zr9u3MGCukrqwlfOlORr2aE3T6Dp2pRKNU63YJmPJTfNuewPMZquccuDqzi+v5un/vWVKSfzyySzvP7Mbva9foT5q9q44d5lzFrSQE1zBW6f66L+XqZpkYymiQ7FGe6L0nPsJEf3dHJ0TycD3SNk07kpLZe4nIQQLFzTxns+dguPfe1JMu9ierllWpzY30PPsQFe/vEbrL5zMUvXzaNhdjUVdWUXdQqxZVokommG+6MM90XpPNzH4Z3tHN3dQWw4SSaVw5yQgPjK+1sEcLodLLt5Ptuf30cqXnpC5qN7O/nGF3/Iw5+5izUblsyIUdJLZeH1s2lbVM+bLx+Y0v6ZZI7nHnuNvvYh7v/EehatnX3RlinlMnnaD/Sw5Re7eOVn2znZNVxyfgxJAtlXStcuGZx4B7dDJ+hxMZxM0xuNM5hIsbSxhn09J7muqZbhVJoVLXUIBMpYMkG/04F2jsi7pii4HTpdw1FOJpLMrowQCrmoCwd5+/dBcVlDcZlFwTAp93nGl2oAWLbNwb4BdnX08hfvv4eQu1jru6EsyKKGajYdaqdnNEZzJIxtQ1MkzP3L5lMbLpYnWzenmZ9s38+JwRGgDVUReJ0O4tkc/bEEYZ+bKref2tDEdm083E4im+Nzd93E0saa8fZUv2P5ig1sWDyHVS11aKpKxO9lZUsdGw+1M5JMU+7z4Hbo3LawjWzewDBNFCFY2VLH91/fTSKbw7ZtNFUl6CmO+uiaiqYoBNzOCctHAHwuB2DjUIvbvPPnpRBC4NI1XLqG8xzR5GQuz3N7jzC7qpwPrFlCZGxmRrnvzGmhZV43j6xeMj5LYu2sJhojezkxNErBNOmPJdh46AT3L19Aa2UZAgh7XKyd1cQ3XtrKro4+GZy4QjzxrZd54lsvT3czpmTB6jb+4mefR3Fc/uSGTo+DRz97N4nRFK8+vh0jP7WbLsuyiY+k2PrsHna8uJ+qxnIa59TQsrCexrm1NM6pJhQJoDs0FFUpVn5SQCCwAWwbe2zmi2VZ2JaNaZjFh+G+KMP9UQa6hunrGGKod5TRgThDvaOk4umS1wHPBC6Pk7s/chODPSM899hmsu9yNDefLdB1pJ+uI/08/Z2N1M+qpnFODU3zammeX0tNcwW+oAdVV1EUBaEIhHjn+bexrLF/pkUqnmbkZIzBnlH62gfp7xhiqG+UoZ5RhvqiZJKlJYi7UgghWH7rAupnVXHozfaS97ctm85DfXzjv/+A15/exa0PrWbBmjZ8Qc+E6/+Cx7FtbKv492CZNqZpYZkWpmlhFkwS0RQjJ2MM90WJ1IZZfMPsy54g1eN3cfdH1rFvy1HyualVmirkDd58+S2O7ulg8Q1zWHvPdSxaO5tA2Ivu1NEuMPvk1HVr5A0KeYPYULFyyq6NB3nrjWOc7Bqe1LITVVVoWlBHf8cQ6SkEpaSrm+wrpWuRDE68g6YoVAf9DCZSHB8Ywe9ysrq1gad2H+RkPMloKjOWO2Byx/O6HDy8ahH/8up2/uwnLzC3JsL6+a2saK6nMnA6+LCgrpIHVyzkxQPH2HS4nZvmNHPj7Cbm11bi1IszJzqHo+QMk79+dvOEqhWJbA4BFN4WnS/zeYj4Tz8465qKS9fGS1y6HToPrljIYCLF/3ryZVoryrhlXgur2xqoDvrHlxV0DUfxu5w0lF04429rRXhCvgSv04ENGGPl5+KZHJsOt/Pa0Q5i6SzmWBlMG95ldYtLP1KWN0w6hke5Y+GsC87M8Dh1GstPBxdUReBzOigYJpZt0zsaJ5nN85Pt+3h+/9Hx7XIFA+MCpVEl6WoghKCsKshH/vB+ktE0257f966ndxoFk55jA/QcG2D7i/txuh043Q7cXifhyiDBiB+3xzH+4GFZNkbBwCyY5DIFUvE0yViGZCxNLpMvPnQUDAq54sPHdJUgvNh8QQ8Pf+Yu4iNJXn18x0Ub1U0nshze2c6R3R04XDoutwOHy4HH76KsMkigzIvD7UB3aMXzb1oYBZNCrkAqkSUZS5MYTZFOZovnPmeQzxUo5IxrZupvuMLPuvtXcGxv15RHSVPxDK8/s5u9W45Q01zBgtVttC6sJ1Ibxu1z4XBqxWCCYDwgZBbM4meRN8hnC6QSGRKjKeKjKeLDCaKDCaJDCaKDcTKpHEbBwMibbPjQDSy6fta0FKVfdP1slq9fwNbn9ryrv834SIrXfrGLXRsPEqkJM3tpE62LGqhpjuALenC6HaiailBE8VwZFoV8gXQiS3QoQe+xkxx/q5vuIyeJDSfIJLNYk2yPELBo7Ww++Pn38NjXnmTP5sMX3km6psi+UroWyeDEO2iqQm04QO9ojEy+wILaShbVV/HDrXvoHomRyuUpO8to+bkoQrCiuY6mSJgd7T1sPHiCv3pmMwvrK/nchpvGl0YE3S4+MZbrYeuxLl46cJxn9hziQ2uv470rFqJrKqZl43HofHDtUmqCE2cuaGoxEeL4/xVlQu4LwcRHeCEEi+qr+NMHb+fNjl42HmrnGy9t5dm9R/idO29gQV2x5rppWQgE6iSmrTu1iZeTeNs7FkyTH23by4/e2Mu9S+dy9+I5+N1ODvcNsaerf7Knc1qZlo2qXHj0SRFiPP/EaWPR57HjaJrCXYvnnFG+U1HEhGU1knS1EkJQ01zBx774XkzDZOerBy/ag3IhV7xRSkaLpYO7j5aeUOxqJYSgoi7MR/7ofjKpHDteegvjIiYhsy2bXDo/YY19qUker1WaQ+PG+5az+amdHNh2fMrHsSybxGiKxGiKwzvbAXC49AkP28XtLEzDxMib5HMF8tniv8k+/ORzBtPxGCKEIFwZ4OFPb6D9QA/9HVPPoQLFazYVy5CKZYrX6g+2oCgCj9+N2+dCdxRn/phmMYhTfEDLvGM5Uemqmyr44Offw5xlzdS3VcnghHRWsq+UrjUyOPEOmqJQE/Kzp7OPwUSa969ZQm0oQFNFmJ0dvaiKgsehl7RGSwhBhd/LhkWzuWFWI9tP9PB/fvEqL7x1jI/fvHJ8FoauqSysq2JOdQV3LprNv7y6nf/Ysoub57VQEwpQFw5QsCyaI+FiXoqzSOdKm6Zb5vNw+4I21rQ1sKezn7946mWe2XOI+bWVCAE1oQC7OvroiyWoDPimvDYtms6y9VgXzZEQv3Hr6vGSqz0j8Skdr6g4RdiyLWybSc9mmQpdVakNBTgxOEpmrOLKVNWE/OiqStjr5qa5zePVTCTpWtQ0t5bf+B+P8m//86dse37flEeMpckr3uxW8htffoTv/O8n2PzEmzJL+gwghKCyoZx7PnozvScGp5Tw8Vzy2QIj2dhFO950E0Iwb2Ur93xkHY/95VMXPeGkZdkkY2mSsfRFPe4pvpCH9/7mHSy6fjaqqlDdVIGiKjI/hXROsq+UrhXTMBlvZlMVheqAj57ROOlcntlV5fjdThbVVbH9RA8hj2u87KVlWRimScEqVq+wbBvDtDBMa3xaXzyTZWdHL8PJ9FiFB41ynwdVERTM018sR08OcaR/iGzBAGwCbidBt6u4FMAqznpYUFfFvOoIP9i6h67hKDnDIFcw6BqJsb/75HhCxslI5fK82d7DYCJF3jBxqCplPje6qpJ/W7tunN2Ehc1/bttH92iMvGGQyRdoHxplODn5TlsRxdkXhmmRKRQomCYdQ1Ge3DW1hFYADk0h4C7mB+kcjpIfOx+nzr1t25iWRcE0i0tLbBvTsov/N63x0aFTn1vBLC67OLUUxTBNTKu4ndfp4Nb5Lezq7OW5fUdIZHPkDINkNsexgeGxz21y6suCrG6t5+k9h3izvZdcwSBnGIyk0uzsKP5/sk79jnnDLF5PdnGNcN4o/s7XynRo6cqlqApN82r51P98P3e8fy0uT+kJbaXSKYqgtrWST/7Zw9zxgbW4vM4L7yRdcqqqsO7+5dz28BqUKzDR7uWk6Sp3f3Qd69+3Gs1x5Yy1ub1OfuXj67njA2uLuS0UQXVzBI/fNd1Nk2Yw2VdK14or59v8MhFCEPS4yBkGZT43jeUhFCFY0lDNdzbvpDkSwj02ar7pSAfbjncznCzmpxiIJ/n60xsp93m4cU4zK1vqiGdyfHvTm/RG4/hdTgQwms7SWB7i9oVt46P9Ozv6+OmO/SiimKgync+TzhV4dM0Syv2eYh30kJ/PbriRf355G3/wg6cJjAUvcobBDbObmFU1+eUAqVye72/dQ8fQKD6nA0VRiKUzlHnd3LNk7ni75tRE+PWbV/K913fzhe//gpDHTd4wyRYMPnfXjWdNCHk2IY+L9fPb+N6WXXzhe08TcDtJZnPUlwWJ+Eor+3mKrqrcPLeFHSd6+P3vP0XE50UAn7v7JuZUR0jl8vx85wE6h6J0jkQZSWX4yfZ97O3upzro596lc6kO+jnSP8Qv9x9lNJXmjePdxNJZ/v75LZT7PCxrquWWea3oqsLdS+bSORzlh1v38IvdB3E7dFK5PHXhIH/wnpvxOSd3c+926PyXm1bwjy+8zl8+s5GA2wk2pPMFGspD/Mn96yfkFDkfy7bZfKSDJ948QG8sQc4w+fbmnWw83M6atkYeXrUI9SotKSddXaoayvnYFx+iqjHCL779KoPdZ1bNkS4uIQRl1UF+7b+/l9qWSn7+zZcY6h2VQc1p5vI4uf+T6znZNczWZ/e86+UDV7NA2MuHPn8fyWia15/ZPeNHkz1+F3d/+CYe+q07cL8tIFjdGMEbcI9Pr5ekc5F9pXS1k8GJs2gsD/HpO9ZSG/KPPyTOq63kU+tXUxHw4nMVOxRNUQi6XfhdTpojZeP7a4oynqOhMuDj4zev5FD/ILF0FkUoVAV9rGypo8J/+qH81vmtlHnd9Ebj5AomXqeDuTURFtVXjecvUBWFNW0N4/krhhIpNLW4DGVRXRUOTcWwBA+uWIiuKhNyTIS9Hn71hmW0jOW4CHvdfGzdCg70DhBNZRECIn4vK1rqqH5bPgunpvEry+azuL6avd39jKQyODWVmlCAeTUVQLFiyO/ceQMN5RMrTKxoqSPkdVHh96IqCg+tXEhbZRkHegcRwJzqCG1V5SxuqKZurKrI+PvqKhsWzSKTN3Dp+lk/JyEEa2c14nvwdvZ09ZE3TMIeN5GxgIkQAqemUebzUObzcF3j6fwOboc+nhNDEcWElQ5V5Veumz/hPXRVLebrGFua81/vXsfe7n6O9g+TNQz8LidzqiMEXC6EgHVzW2itKEN7W2JQt0PngeULxquBKEIwq6qcL733dna199IxHAWgzOdmQW1VyaVQ/S4ns6sjzK6OcMvclvHXy32es6YK3bBoDolsbkolVyXpUhFCECz38fBnNtC2uIHv/9UvOLjjhJzmfImdOu/v/c3bmX1dE9/930+wb8uR6W7WNU0IQU1TBb/+pYfIZwtsf2HfdDdpxhJCUFlfxq//6fvQNJVNT745YwMU3oCb+z+xnod++078oYmDMtVNEbwBDzA8PY2Trhiyr5SudjI4cRYRv5f3r1ky4TWPQ+fRd7x2w+ymc+Z+OMWhqSxuqGZxQ/V5t6vwe7l94awLtk0IQU3Iz33XzTvrz3VV5d6lc894Pex1875ViyZsN7+2kvm1Mbr6+QAAIABJREFUlRd8T1VRaKsqp+0cMzNqwwE+ccuqM15f2ljD0saaCe+5sqWelS31E7Z7aOWid+6KU9O4ZV7rBdsmxma1LDnL+fU6HRN+53M59WA/GW6HzurWBla3Npz152tnNZ51n7uXzDnj9aDbxS3zz/wdDdOkfSh6weUduqZSHw6wrKmWZe9IrHk+t57lPSVpptAdGitvW0j9rCqe//4WXvzRVgZ6Rq7IGy+3z0nDnGr8ocknUZ4umq6x9Ka5VNaX8fz3t/DKz7bT1z54RZ73q0VtayWf+h+PEAh72fzUTnKZi5tX4WpS3RThE19+hEC5j1d+uo3YcHK6mzROCEFtSwUP/uYd3P7o9RNmTJziC3mJ1IQ4vq9rGlooXYlkXyldrWRwQpJmmHS+wA+27qF79PzJyyI+Dx9bt5LWyrLzbidJVxpFVahtqeRXv/ArrLx9Ec89tpnNT+4kEU1Nd9MmxeN3sXDNLNbecx0rb19ERV14ups0KcWHqEo+8kf3c/09S3nmO5vY9MQO4iNXxnkHCJb7idReGef7QoQQNMyp4be++gFqWip48l9fuahJMq8mQggiNSE+/qX3MWdZMz/822foOtw/7UuUNF1l2S3z+cDv3cu8FS3jlVLeSVEEDbOr2fbCPlmKUZo02VdKVyMZnJCkGcbndPLpO9ZiWuePfitC4HPJpRnS1UvVFOavaqVpXg3r37eal3+6jZ2vHGC4P0YhV5ju5o1TNRV/yENVY4Rlt8xnxfoF1M+qJljuQ1GvvLzTQghmL22irq2K9e9bzeandrLjpf0MdI3MuNF7RRH4Qh4qGyKsvH0h19+1lMY555+peKXxBT088jt3sXDNLB7/5xd5641jJKMpZGqQM7k8Dm59aDWtCxt44Udb2PTEmwz1jmIal3c02el2UD+rig0fupEb7r2OSG34gtXOGubUoAiBOS0FWqUrmewrpauJDE5I0gyjKIKQR2btliQoPih7Ax6W3DSXBavb6DrSz9bn9rJn8yEO72wnFc9MU8OgrDJIy8J65lzXxPxVbcxb0YI34B6/yZpq6eWZQAiB1+9m0drZLFjdxnt+7Ra2Pb+X3ZsOcWxPJ0P9UabzGcobcNMwp4a5y5pZfMMcFl0/C3/Yi6IqV/R5PxshBC6Pk2W3zGfOsmZ2vLifV366jX2vHyU+Mj3LFwJlPsqrgzPyXGu6SsvCOn5tznu58b7lbHriTXa8tJ/uw/2Yl3jKu8Op07a4gRvecx033rec6sYIQhGTOk8Ns6pRNOWSt1G6Osm+UrpayOCEJElXtLxhMBArlsQ9G1URRPxevOeYZaIoglAkQP3sq2u09UKqGsq5ku4HhBDoTp3WRQ00za9jw4duoPf4AAd3nGDflsN0HeknFc+QTefJZfMX7cFZ1VScLh2nx4Hb66SyvpxZSxqZfV0ztS0VlNeECJb7zjld+0onhEDVVBpmV1PXVsltj1zPYM8IR/d0snfzYY7v7yYRTZFN5cimcxd1hFoIgcOl43TrOD1OQuU+mufXM2tpI22LGojUhSmrCqI7tGvi5lYIgS/o4eYHV7J03Tx6jp1k5ysH2L3pEP0dg6TiWbLp3EVZcy4E6A4dh1vH6Xbg9jipbCinbUkDbYsaqG6KUNUQmbHlToUQ6A6N+StbmbW4kbs/fBOHd7az89UDHN3dQXQoSTaVJZctvKvvCodLx+NzEaoMMH9lKytvXzR+bWolfieU14SYt6KF0cELL92paijH4Tx7svDLwe11TqnP9PjkwMulJvvKd6+8JlTy9V3TFEEocvbHxSCmez3emBnRCEmSrjxH+4f54vee5cTA6Fl/HvA4+aMHb+W2xWdPOGvbNoWcgXGBBKRXG0VVcLodV+xD3am+yzQsCnmD6FCc9rd66T7aT1/7IKMDMaJDSVKxNKlEhlwmTz5bwCiYWJaFQKCoAlVVUXUFp8uBy+vE5XHi8bvwh70EynyEKwNUNZRT11pFTXOEQLkfTVNQdRUhJjcierWxbRvLtDEKBplUjr4Tg3Qe6qXraD/DfVES0RSJ0TTJaIp0Mkshb2AWTIyxfwCKKlBUBVVVTwcg3MVz7wt68AU9BCM+KuvLqW6KUNtSQWVDOQ6XjqapV+UMiVLZto1RMMlnC/SeGODonk66jvQz2DPC6MkYyViaVDxDOpnFyBfPvWWaCKGg6gqarqJqKg6njtvnwhdw4wm48QbcBMp8VNaXUdVQTlVjhMr6MnxBD6quomrKFXft27aNZdkYeYP4SJLj+7rpONxL7/EBhvuixEdS4+crn82PX6uWZaEoAk3TikEanxNfyEsw4qO8OkR9WxWtixpoXVRPIOxDc0z9e8GyLHKZ/KRyTghF4HQ5pm0qvGmYU1ri5XA50PSZ/3B6NZF9ZelymXzJJZyFouDyXLn3VJfJpE6ODE5IknRFO9w3xBe+/RTHT5691nfQ4+JLj9zOhqVnVkyRrk6mYZJOZknHM2TSeXLpHIW8gZE3ME2rePMvQFEUFKX4kKw7NHSnXnxQdhUf1tw+F9rYjZV0YbZtk88WyKSyZJI5MqksuUwB0zCxTAvTsManrCtCIFSBoihoDrV4/h3FIIXL68TtceL0OFDkSFRJbMsmk86RjKbJpnNkU7nig8bYZ2CZFkI5FRhSUFQFTdeK593twOlx4nQ7cHkcV8QI57tlFEySsTSZZLY4+yeTp5A3sAxz/Lvi1PlyOIrfD26fE4/fjT/kQbtGZu1IVyfZV0qX2aQuELmsQ5IkSbqqFJNuefGHvNPdlGuKEAKn24HT7SA0uerM0kUmFIHH55LT5ydJ01VCET+hiH+6myJJl53sK6WZ6KoITti2TTpXIJHJvfuDjcV0hBAIiuvVVUVBVRR0TcWhqgghk7dIkiRJkiRJkiRJ0sVyVQQnDNPiqTcP8o1fvn4RjiZQFYGuKuiqhs/lIOh1UebzUBv2U1cWpDrspzrkpyrow6HJaUySJEmSJEmSJEmS9G5cFcEJG0jn8gzEUpf8vQQQ8rqpCftprSpjeWsdq2c1UBX04dTl2kNJkiRJmgzTMMmm8xTyBQB0XcPldV4TuQ6ka4NpmGRTOQoFAxDoDhWXR17jkiRJ53JVBCcuJxsYTWUYTWU42DPIy/uPUxMOcMuCFm5fPIs5tREcmjytkiRJknQuuUyeHS/s4+X/3ErHgR4QUD+7htseuZ5VG5bgcE1fmURJuhiy6RzbfrmXV368lc5DfQghaJpXy/pHr2fl7YvQp7EUqCRJ0kwln6LfBcu2SWbzHOkb4kjfEL/cfYR7ls3loesXURX0z9j639LMZ9s2XcMxdp3oxbBO16yfV1fB3NoKVJnBXpKkK5RpWux85S3+7+e/w0h/bPz1jgO9HNx2jN8WgrXvuU5W6pCuWKZhsu2Xe/n73/8u0YH4+OsdB3o48MYxPvvXH2XFHYvlfaIkSdI7yODERdQxFOVfX97BW90DfPy2VVzXUiMfIqUpsWybV/Yf5xu/3Ir5tuDEx29bRVtVubyuJOkiMAoGiWiaVCx9uuTiWG13AEURqFqxzKVjrLyix+/G43eh6bL7nKpMMsurP9k2ITBxynB/lFd/8gZLbpqLPywzyEtXplQ8wys/fmNCYOKUwd4RNj6+nflrZuELeqahdZIkSTOXvLu6yHIFg40HTtAzEucLD9zMmtkNaKpcWyiVJpHJsau9l1g6O+H1XMHAnqY2SdKVzrJsjHyBvvbB/5+99w6v4zrvdd+Z3SuAjd47QBQSJEiCnZQoiZIoWTVSbDlOHDvOdY4Tp5eT3HPuPTnnnuTcm5vEKY5txXEcd8myLYnqEkVS7L0AIHrvbWP3OjPnj01CogBstA0Wcd7n4fPo0Qxm1t57rZm1fuv7fh/NJzvoauxnpGecyeFp3E4vfneQcCiCFJFAAI1GRGfQYTQbsNhN2FIsJKfbSc1OJrs4g4KqHIqr80hKtaLRahBEQfUdWgThQJiuK31zH1Sgt2UQn9uvihMqdyxBX4juxv65DyrQ0zyI3xNQxQkVFRWVj3HXiBOiIGAzGRAXmDgqKLEJrCQTjko3hNQvFgXoGp3kb145wp89eS8NZXnqhFVlSUz7AjQPjN3qZqiofCJQZAXXpIfmUx188IuzXD3TiXvSQ8AbQlHmkfsUiMoS0YhEwBvEOfaRXX4B9EYdZpsJW7KFkrX5bNhTTfmGIrIK0zDbTeozPw6yrBD0zV/6O+gPI0WX/u5VUbldkCWZoH/+Ph4KhJAltY+rqKiofJy7RpxIt1v4Tw9tI8ViinuerMSEiUA4gicQYsLjY2DSRcfIJP0T00QW+TJRgM6RSf7lrRPkOPaR50hSJ6sqi6Zn3MnItOdWN0NF5Y5GURRkSebK8TYOPH+QM+9eIeQPJ+DCEA5ECAciTI+56W8b5vBLp0nPc7B2RyW/9NWHKK7OQ1DzyedE1AiYbfO/i61JZrT6u2Z6ojIHkiTjc/mJhiUARK0Y6xe6OyMSVdSImK1GJuc5bkkyq6lhCSISiuJ1+1GkmNCsM2ixJJlUzxoVlTuUu+bJaDbo2F5ZSFaybdF/o1wTKvzhCO5AiN4xJ4eaOznV1s/ApGvBqAoFuNw7zAvHLvPlB7diMehX+ClU7hbOdw0hy2oCh4rKSnBPeXn3R8d5+ZvvMj4whbLKY2p8YIrzB5v41Jf2xupOq8yJwWSgfEMRXXOEvYuiQOWmYjWl4y5nsGOEb/35jxntiy3vM/JT+T/+6tMUVObc4pYtDpPVSNn6IvrbR2YdEzUiazaVYkmKv1mmsjhOv32Jn/zt6wS8sTTYtTsq+fx/fQq7w3qLW6aiorIc7hpxYjkIgoBOqyFJqyHJbCQ/NYkda4roGJngpyevcODsVdyB+cP2ACKSzMtnmrmntoSNJXk3qeUqdzKhSJQrfSPI84Wbq6ioLIjX5efFr73BgecPEkxEtMQiqdlaRm5pphopFweT1cDeZ7dy8XDzzOLzOiVrC3joc7sxW423qHUqtxpFURhoH+HKsTZCgdjYlSSZcDB6i1u2eCx2E/d9ehuNx1sZH3TO/H9BECjfUMT9n9mOyaL28ZUiSzJXjrXReakX6Vpkc1ZRupoyo6JyB6OKE0tEEKAsK5Wv7t9BTV4m//L2SQYmZzuOfxSXP8iBsy3UFeag1ahhZirx6RqdUlM6VFRWQMAb5NXnD/Latw8tKExodRpMViNGswGdQYuoERFFcSYlJBKJEglGCPrDhALhuJNes83IpvvXYktWd/3jIYoi1VvK+f1/+gKHXjpFT9MAokakclMJe395G6Vr8291E1VuIeFghI5LvTPCxJ2IqBFZt2sNv/ePv87hn52mt2UIjVakeksZe5/ZRlF17q1u4ieC6Qk3vVcHZ4QJFRWVOx9VnFgGgiBgMeh5eEMlJr2Wv/rFIcZdvnnPlxWFc12D9E1MU5LpuIktVbnTUBSFlsExpjz+W90UFZU7louHr/LKt96bCfOdC2uSmcpNJazZXEJhZQ4ZBWkkpdkwmvXo9FpkSSEUCONx+pgaczHWP8lw9ziDHSP0tw0x3D1ONCLdcM30vFTq76tVvSYWgc6gpW73Gmp3VMyk24iigKgR1aiTu5ygL8TV0523uhkrRm/QUX9vDXW7q2aMd9U+nljGB6bobx++1c1QUVFJIKo4sQJ0Wg17akroGnPy7fdOEwjPH3I4Ou3hQvcQxRkp6ktJZV6CkSjNA2P4w5Fb3RQVlTuS6XE3r/3b+0yPuec8bjDp2XBPNQ//+h7K1xeRnGZDjBPRlp7noITYTr4syXhdfqbH3Ax1j9F4vI1LH7Qw2jeB1+mjfm8NadnJq/K5PokIgoBWe2cYHKrcPCaGpuhv+2QsOAVRQCuqfXw1kKIy/W3DTI1M3+qmqKioJBBVnFgheq2WRzeu4VhLDxe6h+Y9zx+O0DI4RjBSiUmvu4ktVLmTmPYFaR4YvdXNUFG5I1EUhaaTHbSe656zRKjeoOPBz+3i03/4CMkZ9iW7uYsaEbvDit1hJa8im417a/C5AzSdaOfc+03c8/SWuEKHiorKwrSd78HnDtzqZqjc5kRCEVrOdiFLqj+XisonCVWcSAAZSVYeXF/Bld6RuBU8Okcm8QZCqjihMieKojDm8tI+PF/xMRUVlXgEfSEuH23B45ydZicIAg0PruOZ33sYR9bKoxtEUUA06EhO17H9U/U0PLgOUatRI+NUVFaAJMlcPdN5R/tNqNwc/N4gLWe7bnUzVFRUEowqTiQArShSm59FZrKVwam5Q4kBBp3umxqurygKwUiUcbcPpy+A2x8kGI4SkSRkRUEriuh1WmxGAylWE+l2C3aT4Y6ZXCuKgj8UYdLjx+kL4A2GCISjRKISkiyjEFtA6DQiRp0Wk16HzWTAbjaSYjHdliJR08AogU94SoeiKHiDYUamPTi9ATzBEOFoFElW0F77rZLMRlKtZjKTbRgWqAUvAMJtVrdRURRCEYlxtxenL4DLHyQYifXND8eeJjb2LCbS7BaSzMY7Zux9HEVRCIQjTHj8uP1B3IEQgXCEiCQRvWZUptNo0GlEdFoNJr2OJLORJLMRu8mIQZeYRb3PHaD9Ys+cx+ypVh54bgep2Skrvs/HEQQBneH2e56oqNxpOEenGWgfUastqCzIQNswk0POhU9UUVG5o1DFiQQgCAL5qUlkp9jjihOTHj/BOL4UK0VRFCKSjMsfoG1ogrOdA3SMTDI67cUdCOIJhAhFJaKShKyAVoyVSrUY9LHFoM1CWVYq9SU5rC3IJsVqwnAb7QTKikIgFGHC4+Ny7wiNfSP0jDtxegO4AkH8oQjBcISoJCNdi2CJ5XuKGHRajDotFoMem8lAssVIToqdsuw0qnIzyHHYsBgMGPXa2GJ3lT+zoihIskI4KhGORgmEI4y6vBxqjL8L4A2GGZ32YNAmYOgKYDXqsRoNK7/WAkiyjNsfom14nGMtvbQOjTHq8uHyBfGFwjFBSZHRihr0Og12o4Fki4ncVDvrCrPZXllIXmoSZr1u1m+jEUU0mlvbRxVFISrJuPxB2kcmONsxQPvwJKMuDy5/EG8wTChyXRicPfYcVjNlWalsKM5hXVE2DosJg05724y9j6IoCrKi4AuFmXD7udI7TNPAGP0T00x6/HiDIbzBMMFIlKgkIV0zO9RqxNg/UcSo12EzGrCZ9NhNRnIcdtbkplOZk05msg2LQY9Rr0Vc4ucP+kIMd43PeSy3NJOKjcWIqlmlisptiaIoDHSMMtI79xhWUbmOoihcPdOJ3zO/6XGikWUFTyBIIBQFAURBQKsRsRj16FcwV5YVhUhUQqfVLPmddyfw3oV2PrjSRTAcxWY28Gv7NpGXtvreTNK1tYB+gQ0uldsP9RdLEEmW2AIjHqFIFF9odUIVJVmmd9zJ8dY+3r3cTtfoFL5QmHBUmvdvIlJMzPCHIoy7fXSMTHKua4BXzjZTlJ7CnuoS7q0toTjTgU5zaw2d3P4gV/pGeL+xk1Pt/Ux4fATD0bhpNACKrBCWJcJRCU8gxDgfhntrRBGDToNRpyU/NZkNxTmsL86hIjuN7BR7wsu+hqMSLl+ACY+fKa+fYaeHnnEn3WNT9E9MM+2PCUjx+PnpRt6+1EYi3l96jZZP76zj1+7ZuPKLxcHtD3KmY4BXz13lYs8Qbn+IiDR3v4xIEhFJwhcMMzztoWVwjKMtPbx44jK7q4p5eMMaqvMy0H3ERE+v1aBPhFizTCRZpn9imhNtfbxzuT2WvhVc2tiDSc53DfLq2asUpCezu7qYvbWllGam3vBZbzWyLDPm9nGxe4jDzV1c7Blm2hdY1FiMCXGx78QdCDHm8s4c+6iAmOOwU1+SQ31xHqVZDnJS7Iv+DnzuAEH/7DEkCODITCIpzb6ET6uionIzkSWZ/tZhpsfVUtoq8QkFInRc7iMUvHnpP75QmG+9dpL3L3ai12nQiCJpdgtbqwvZu76MgoyUZc3Npjx+jjV2c+/6MuxmY+IbfovJTUuitiiLky19nGnt5+mda2/KfVsHxhmadHF/fcVNuZ9K4lDFiQShEUUcVhMaUZzZtZ+LYCSxkROyojDh9vH6hRZeO9dCx8jkTBj1cohKMp5AiCt9IzQPjPLmxVYeXF/BEw01pNstaJZoILdSQpEojf2j/OTYJU619zPlTVyJTUmW8YdiC8Qpb4BLvcOYj1+mONNBfUku++rKqc3PWrZIEYlKdI5O0jo0Qe+4k/4JF+MeLxMuHxMe/7KEKn8ogj+UmLQPvVazamKZoijIskLn6CTfPXyOw03duPxL3+FQgGA4Sv+Eix98cJGjLb18alMVT22pJc1mRhAEDDotplugjMuKwpTHz5sX2zhwrpm2oQkiKxl7sownGKKpf5SrA2O8dbGNfXXlPNlQS2ay9aaPvesoCsiKjNMb4N0rHbxxvpWrg2MJTT+KyjLRUBhfKMyk18+VvhFePHGF2vws/vjxPazJTV/UdULB8ExZyo8iiCK2FMsnKmpClmUiwSjBQIjJISf97SNMDE7hHHPj9wSJhCLIsoLeoEVv1GO0GHBkJpGanUx6noO0XAcmiwGdQYc2QWk1AAFfkKAvvsgaD0EQMFoMGM2rH9G1GBRFIRyKEPAEGekZp7d1iPGBKVwTHoL+0Mx3bE2ykJqdTG5ZJvkVOdgdVgxmPZoEi9yRUBSv2x8bmB/BYjejM8yOtlIUBSkqE/QFGR900t3Uz2jvBM4xN0F/CCkqodVrsdhMpGQmkV2cTmFVLikZSZgshlUteynLMtGwRDQSJRKKMtI7zrmDjXOmdMiSjMfpxTnmWta9BEHAYNZjsqx88ef3BgnNIYIupS0mqxGDSb/itqwURVGIhKOE/GGmrqXUjPZPMj3mxuvyEwmGkSQZUSOiN+ox24wkpdpwZCaRWZhORr4Ds82E3qCbs/8lqo2yrBANR2NtDYTpuNhLT2N/bJLwMSLhKK5Jz5ymyItBFEXMNuOsVD1FVnD7Q9jMBj7/4GZEQaBjaJIDJ5s529bP7z21m7Kc1CV9B4qi0DU8yS+ONbJlTcEnUpxYk5/BmvwMBEGgZ+TmpOEoisLhy52MTXtVceIORBUnEohBp0UUYP79UlYkHMy+lkRj/yj/dvAsp9v7E77QlGSFjpFJBg+e4XLvCJ+/ZyP1JbkJjyiYC0UBbzDEq2eb+eHRiwxMumbCw1cTfzhCU/8oHcMTRCWZNTnpy/68074AX3vtGJd6hwlFonF30j9pyIrCsdZevv7WCVoHxxfcVV8sveOxsr1949N8Ye8mSjIdGHVajPqb+yiLSjJXB8f4zsEznGjrw5vg3RtZUeganeLf3z/HpZ5hPn/vJhrK8m/K2Ps4ESnKuc5B/uPweS71DOMJLn9SvhT8oZhnRfISFhMaUWRO+xFFIRr5ZIw/WZaZHJ6m83IfTSfauXK8jYnBKUKBMJFwlGg4iizJyIoCSiy1TRQFRFFEq9eg1WnRGXTYU60U1+RRuraAsroCckozSc1KRrPCSJ3Xv3OYV7/13lxrhkWh1Wn45T94hH2f3bmidqwURVEI+EJ0XurlwuGrXHi/idG+SUL+UOx7jkgosoxy7TvWaDXodBr0Jj22FAvVW8rYeF8t1VvKSM1KTlgVl6tnOvnaV/+d6MfeJ1/678+y/dF6hI+kuEmSzGjvBJc+aOHEa+fpaR7E7wkQCUWJRqLIkoKiKLE+ohHR6jTojTosdjNldQVsfXgDtdsryMxPRVihsHd9gelz+XFPenFNepgccjLYOUpf2zAD7SNMjbrwTHrn/PvxgUn+5sv/inaZz3qtTsP+L9zD0195cAWfIsYvvv4Ob3//g2X3cZ1Oy+f+4gn2PNWw4rYsF0VRCHiDdDcNcOVYK5eOtDDYOUrAFyISihCNSMiShCzHniPX0xhErXitr8eeI2a7kYKKHMrri6jYUERuaSbpeQ60K9gwUK49rz1OH+5JD9PjHsYHY+Vl+9uHGeoYxTXpxT01d19pPtXO//n03y17zNkdVr74l8+wfnfVnMeTrSZ21hRhNRnYsy7KupIs/u6nR/jpkcv89hM7sBr1RCWZEaeHMaeXYDiCXqcly2Ej2xGLypVlhUm3j/7xaY5e6WZ4ysPp1n5SrCYAirMc5KYlAbGNtJEpD6PT166l1ZKZYiUn1Y52iVHNUUlm1Olh1OkhEI6i04pkJNvITY1FKCqKwti0l5EpDyXZqQxNuZly+9GIAnlpSWSn2mfEl6gkx851egiEIug0IunJVvLSkpYU8Tnu8tIz4qQ0JxWH7cMIdEVR6ByKFRKoKszEoNOiKAqjTi9Dky6CkSh6rQaHzUy2w47JoCMSlRicdDE86eZc2wCiKPDBlVi6tCgK1JXkYDXdHsK3yvyo4kRCWfhVpU9AiLaiQFSWeOdSO9945xTdo1MrvmY8AuEoH1ztpnfcyZf3beH+teWYVtn8zeUP8N1D5/jR0UurtrsfD6Nex/qibIwrMM2UFIVpf2DBVI1PEte9Fw43d/F3B47SN5H4+uOBcJTXzl9lwuPjjx7bTWF6Cmb9zdmBUpTYROG9Kx18651TtA1PrOr9gpEoJ9r66J908Rv3bebhDZWYDTfrsyq4/EF+fqqJHx+7xJBzfj+d1cCg1bClvIDMJOui/8ZkNc4ZHSHLCq5JD5FwFN1NFrIShSTJOMdcfPCLs5x8/QKt57oXFaGgyDF/GwmZSDgKxP5mamSanqYB3n/hJNZkM0XVedz7zBbu/8yOFe3oeqf9jPQuf1xodZqbmkf+cRQltkPbdr6HN//jCGffa8Q5Gn+3Xrm2qxsNRwn4QrgmPAy0j3D4pdNUbixm3+d2sf2RDZisKze9DQfCjPRNIH1MbOtqGmDzvnUYTPqYWbQnyNFXzvLGdw7Tcak3rjgX6yMSUkQi5A/jmfIx0jPOqTcusWZzKY9+8V4aHlyHybq8Xd1QIMypNy9y+YNWxganmBxyMjHoxO30zhkLtzWYAAAgAElEQVTpNBdSNCbKLRetToN3OjGRl26nd2V9XK8l4L01fTzWvyVaznbyzg+OzvTvBYMMlJhoLoclomGJELF5mXPMxWDHKCdev4DRbKCwKoc1m0rZ8lAdtdvL0RuX9ixxT3l578fH6brSz8SQk4khJ5PDziU9E8KBCOMDy58Xh/zhRVWLEQQBo17H5ooC7l1fxmunrvLMnnVYslM53zHI86+dZMLtQyOKRKISDruZL+3fwtaqQiRJ5lz7AO+ca6N9aAKXL8CLhy/NpKg+e0/djDhxqWuYb7x6nHHXh9dKtpr44sMN7KgpXtKmRVPPCP9y4AQjU+7YtSSJJLORX9u3mT3rShBFgTOt/fzrG6e4d30ZF9oH8YfCeAJhijNT+K3HtlNblIUgCLT0j/GNAycYHHchiDGxwmYy8rn769m7oXzR652hCTf/3wuHeHJHLZ++d/3MM9LtD/L1V48jKwp/9cX9yIrCmdZ+vvfuOUadHgRBIBSOkpli40v7t7C5Mh9vMMxbZ1q51DVMx9AEGlHk3986C4BOK5L/XLIqTtwB3JmztNuUQDga262aBwFWvMOrKBCORnn9fCvfeOckQ3EMOBNN38Q0f/vqUXyhCE801GBcpVD6YCTKT45d4ifHL98SYQKgMD2ZzWX5t+TedzKKAqc6+vi7A0fpXwVh4jqSrHCqvY9/eP0Yf/TYbqwmPYIgLDuMc7GEo1HeudzO1988Qf/k8sKLl8PApIu/P3CUQDjKL22tXZFotljG3T6+d+QCL96iceiwmtldXbykxZzRasCWYp1zIjsx6GSsb4LcsqxENvOmEPSHOH+wiVefP0jL2U4C3sQKnt5pPy1nOtm4t2bFkRN3Moqi4J7y8u4Pj/P6dw4x3DO+oqoRoUCYy0db6b06SOPxNp76yj7yK7JXJfR9sGOESDiK3qhjasTFT//xTQ7+5ASuieX7N0TCUa4cb53ZsX78y/djS7Ys+ToBX4hDPz3NidcvLFqMUFkd3FNeDv7kBK986z1G+yYTWhUl6A/Req6bjku9NJ5o44++8RsU1+Qt6RrOMTev/dshBtpHEtau1Uav01BdmMkLhy/RPzZNaXYq2Q4b+xuqWFuchcWoZ2jSzT/+4ig/PXKF+vI8DDotO2qLWVeSzc+PNvLGmRb+7NN7yUiOifGWjwjEWSk2Htq8hrVF2VhMekadHr7+ynFePHKZ+vI8bEtYbGekWHmgvoKaokxsJgPjLh/fPHCCFw5fYmNFHvZr6XRDk26u9o3x20/sJNtho2dkir958RCvnmimNDsVs1FPRrKFvevLqCrIwG42MuXx86+vn+Inhy6xqSKftKTFPSsq89MpznZwurWPhxrWkGI1oSgK3SNOOocm+JX7NmLS63D7gxw40UwkKvFXX9yP2aDDH4rQO+okPz1msGk3GXh2Tx331Zfz//7kfWxmI3/2y/fGbiQwE5micnujihMJQpJjOdnxUg9Met2Kd3gVFN651M7XXjvK5CL8FzSigNmgpzA9mcK0FFJtZswGHQICoWiUKW+AoSk3naOTuPzBBdNOJjw+/uWtE2hEgcc2VS9Y5nGpyNcWnT8+dmnBiIPrTskZdgsF6SmkXyvHaNBp0Wk0SIpMMBzF5Qsw7vEzNOVmzOUlFI0iy0pcIWlvbdmSwsnnQyOIaJYQDrtQ6opwLbQyEWjExOYSK0rMY+Lrb55cVMSEeM0voigjhZIMB+l2Cya9DvlaidgJj4+ecSe9406Ccwh/kqxwrKUHm8lARJLRCALRVRQnZEXh/cYu/v7AUUZdc4eTfhSNKGDS6yhMT6EwLZk0u+WGsef0BhhyuukcmcLlDxCV5LixV9P+IN98+yRajcgTm6tXrZqHoig4fQG+8fYpXj7TtKR0JFGIpRBoRRGrUU+S2TRTJjQYieIPhXEHQoQjUeRrXhbz/WQbS3MpSl9a2U+j2UBuaSajfbN3NYd7xmk+3UFWUfodswCPLZZ9HPjXg7z6/EGmx1dPjE7LdVC/txatbmXfjSBwU4TCRKMoChODTn70Nwd490fHCAcT56nimvTy5nePMNIzzhf/8hnK1hWuOE3i4wx2jBAJRpgORfn+X7/M298/ipSIVEIFpsfd/PQf3kSKyjzzuw9hti1xgn/N1+CTIkwIgnDH9XFFUfBO+3jh717n9X87RGAFvjALIUVl0nId5BRnLPlvZfl6hNedgygIWE0GtBoRly8Yq+CXnkxeWhLStbmm3WJkU2U+hy51Eo3KmPQCNpMBg06L1aRHK4qk2s2kJ8+OFMxJtfPkjtqZayVbTTSsKeDAqWYiEQmWMByzUmzXriXPXGtbdSE/ev8ioXAUrokTGlHkkYYqNlXkzbSh+kwWPaNTeANhzEY96UlWntj+4bVSbCa21xTx/OunluRJZdTr2Lu+jH9++Rht/WM0rCkgIslc6BhEFEQ2V8Y2CgUEEGJ+boqikGa3oNVqKM1OmzEi1WhEUq75kem1McP7ub5TldsbVZxIEC5fEKcvEPecNLtlRZETsixzoWeYb717ekFhwqDTUJ6Vxu7qYnasKSLdbsVs0GHQamaM9WQlVsoyGI7g9AW42DPMe1c6aOofjWteOOUN8C9vnSTNZuGempKELpCmvH5ePH6ZCc/8n08UBLJSbGyrKODemlIK01OwGvXXRAkRUYxNHLgWgh+RZELRKMFwlGlfgPbhCRr7RmgZmmB02sOk13+DKJOVbGNLeT7aFRoQWo16Hm+oZmtFwaL/5vXzLXF35DcU51JfnJMQc0SNRmRjSe6KrwMfpgB899A5rg6MxT1XAFJtZnZVFfNAXTmlWalYDLHfTyMIKMR+t3BUwhcKM+L0cKS5m8PNXfSMO2/4rSKSzFsX29BqxIT5WsyFLCtc7hvmW++eWlCY0Gs1lGalsruqmJ1VRWQmWTEbYqXGtB8fe5FYn7zcO8y7Vzpo7BtlOs5z5LpA4bCauG9tGZpVECc8gRA/OHKBV882L1qYSLGYyE9NorYgi6q8DEoyHdhMBnQazYw4J8kKkiwTCEcYcnroHZ+idXCCrrEpJtw+nL7AzG9r1GnZXV2CeYnpYxabkbL1hZw/1DQryy7gDfLuj45T1VBG3h0QPaEoCs4xNz/4X6/w/gsnlhTWrNFp0Go1CKKAFJWu+SPEieoTBMrXF1KyduXRYiW1+Wx7ZAPeaR9Bf/iaiV2ESChmZhcJx8wPw8FIYhbPCUBRFMYHp/juf/8ZH/zibFxhQqvTYLGbMFqMM0JONCIR9IXwuf1x0ycuH23lG3/6I77815+hrC6xAoVzzM1o3wQn37jIoZ+emvO7FTUiFrsJk/XDtkfCUYLeWNvlOH0k6Avx8jffJb8ii3uf2brk975GKy5K+JKi8ryLfo1Ws+xKVVq9NmHmpOXrC9n2yAY80z5C/vC1Ph2Z8XyJ9fUI4WD0tunj4WCEt753lNe/cziuMCGIAiaLEZPVgM6gRdRoZjx7rqctBX2huMKMRiuy67GN6IxLn+8KgoBWp1mwrygK8363giCg0S7/t9bqNUsyT46ls8b8Oa77Ioy7fBxv6uFy1zCeQJBIVKZ3zHktPWbxcxVFUZh0+znW1MPlrg+rnfWPT6PIypKuBbHKICeae7nYOYTLFyQqSQxOuK6VCP/wWlqNSGlu6g1/azcbGJpwI107b9ob4GRLH+fbBnD5gkQkieEpz4y/zFKoK8kmPcnC8eZe1pXk4A+FOd7UzZaqghlxwWLS88T2Wp5/4xT/5d/forogkz11JawtyibFZrotS6+rLA9VnEgAiqIwPO25oTTeXOQ67EuebH/0HiPTXv7pjeN0j8XPpUuzmXl621qe3lJLZrIt7k67QafFZjKQnmSlIiedhzZUcKixi+8eOkfHyOS80QXjbh/fePskhekpFGekJOyh0DwwxtnOwXmPi4LAlvICfuvBrawtWLiShg4NRsBGTA3Ou7aAeqKhFk8wROvgGJd7Rzjd0c+lnmH84TANZXkUZThW/JmsRgPPbFu36PMVRaGxfySuOLG5NI/fuL9h1VJqlousKBxt6eHtS20LigQ1+Vn85gMNbK8sjBN5o8Gk15FkNpKTYmd9UTaPb67m+x9c4NWzV29Q5T9aonI1UBSFcbePf3rjOO0LeEykWE08taWWZ7auJdthX9zYs1soz07jwfUVHG7u5rvvn6N1aHzesTfh8fPNd05RkJZMZU56wqNf3rnczo+OXVpUZSGrUc+e6hL21ZVTX5JLktm0qMXDmtwMoBRFgSmvj7bhCRr7RjnT0c/l3mFKs1JZW5C1ZBFOb9JT1VCKLdmCx+mbdbzxeBsv/eNbfOG//RLWJPNtPZnxufz8+P8/wNvf+2DBnUStTkNOSQbFtflkF2eQlGbDaDag0YiEQ2EC3hBTIy5GescZ7BhhqHuMaFi64e93PrYxIX4cOx/fxM7HN6EoCqFAGL8niN8TiP1zB/B7gnin/Zw72Mjhl06v+H6JwOcO8OLfv8H7L56aN8zd5rCybmcl1Q2l5JRmkpKRhNEci4QMBcI4R10Mdo7SeKKdK0db8bpmC+yyJNN0sp3v//XL/Pbffo60nMS9O33uAC9+7Q2aTrbP8jMwmPVUN5SxdmclBZXZODKTMVmNKLJCwBeM+Y80D3L2vUY6LvbOu+jzuwO8/I13qdu1BkdW8qLbbrIaeehXd7Phnuq45wV8Id5/4SS9V2fPAZLSbOz77E7ScpcWTXUdUSNSvr5wWX/7cfY+u429z26L9XF/+Fr/DuKb6edBvNM+Tr99mWOvnEvIPVeCoih0XOrl1ecPzut1oTNoqd5SRs3WcvLKsnBkJWG2m9EbtMiyQsgfwu8N4hx1MdI7wXD3GJ2X+xjsGJ31fMqvzKF6axniMjZRHJlJfPoPH8Xvib/ZNz7o5J3vH8U1OTttKb8ym73PbsNkXZ63gMGkp6AyZ9HnS7LM4IQbWVHIdtgIhCP8y6vHOdPaz2PbatidV4xJr+Otc21caJ9/fjsXEUnmm6+d4HhTD5/aWs3O2mLMBh3vX+rkWGP30q4Vlfi3N09z6FIn+xuq2F5diMWo51hTD2+fa7vhXEEA08feBwICyjXVPyJJfPfts7xzvp0HN1WytaoQq0nPmbYBfn70ypLaBeCwW9hTV8qBk808vWstfWPTjLt8PLe3fmbdJAoC9eW5/GXGgxxr7OZoYzf/4wfvsrkyn9/61PaZ1A6VO5/ba4VzhyIrCq1D44xMx8/tLMtOw2Zc3sMyHJX42alGLnQPzXuOIEBxuoPf2b+dHWuKMC0jL91uMrK/fg1l2al8/c2THGvpmXex2To0wb+/f5Y/fGw3dpMhIZOsE229BCPz71rVFWXzR4/tpjx7aeWaPo4gxHLTNpflU1+Sy+MN1fRPuDjbOUB1XgaWVTb8/KQx7vbx0xNXCMRZRImCwMaSXP7gU7uoystY0sJTFEWKMx38zsPbyU9N5tsHTzPtuzmGYrKs8IszjZyLI5oJQEF6Ml95aDt7qouXZVppNRp4aH0FZVmpfOOtkxxq7po3zapzZJLvHjrHnzx+D8mWlZvsQWwC2zwwxg8/uLhgSpVWI1Kbn8Xn793I5tJYzuty2iAIkGqzsM1mYXNpPk821NA/6SIUiZKdYlvG9QSqNpdSVlfIxcPNs1JGpKjMwRdOIEclnvztB8mvyE54qcdEEI1Eee07h3n3h8fnFyaE2ES+blcVu5/cTFF1LtYUC2arcVb5R0VRiISiBHxB/O4go30TtJzt5OLhqwx0jJCe66ByU0lCP4MgCBjNsZKgjsykj30+iVAgfFuIE5FwlLe+9wHvv3hyTmHCbDOx+cF1PPqFeyisysWaZJ63CoAsydz/mR10XO7lF19/h4tHWojMUfr5wqFmXvnWe3z2Tx7DaEmMOVvQF+LkGxeRoh9+husLzse+dB9VW8pISrXOmdKkKArbHqnngc/u4MRrF/n5P7/F+ODUnClXPVcH+eDls3zqS/eh0SxuzBtMerY+vH7B81wTHq6e6phTnLAkmdnz9BbK6hYfibjazJS9tRhwfCwYKxqO4nH6bgtxQorKvP/CSSaGZpdxFAQoW1/EM199iJptFSSl2dBo46d8StFYpJDb6WOsf4KmE+3XniWjeKd9NDy4jrRcx7LaandYeeC5HQue136xl+OvnptTnMgsSOOhX91Fcrp9WW1YKmPTPg5d6mBNfgY5aUn0jjo51z7AI1uq+PyDm9FrNQTCEY5cmVtMEBCQFWXOtM6B8WnOtg6wb1MlX3ioAZ1WQygicbq1f8ntHJp0c7qlnz11pfzG/i3otRrCUYlLXcNLvtbIlIdTLX1srSrgNx/ZgkGnJSLJtA6ML/laADqNyOaKfN4628qxxh76J6bJSLbOmG9eRxAEMpKtPL6jlnvWl3GubYB/evkob51p5YsPb5m1OSIrSqyi0u27D6EyB6o4kQDc/hCHGjvj7t5aDHrW5KYv26OheWCMV842I8XZlc5JsfMHj+1id9XSTOQ+jlYjUpWbwZ8+sYe//GmU0+39c+7iSrLMGxda2b6mkH11FXNW8FsK4ahE29DEvL4LJr2Wp7eupTRr5VENH0UjiqTZLKTZLGwoXrxarhJDURTeb+zk6mD8dI7ijBR+79Gd1BYsP6Q+2WLiuV11+ENhvn3wzE0pz9o2PMHPTzXFjQjJTLbyu4/s5L61ZSvyBNGIIhXZafzx43sIRaMca+mdZ+wpvHu5g+2VheyvX5OQ9A5fMMxLJ68sqgLJA+vK+er+HeQ6khL20tdqRNLsFtLsSzfc+yjJ6Xbuf24Hbee78bln776F/GHe+sFROi738ehv3MvOxzZiS7l9clIVRaH5VCcH/vXgvLuHoihQu72CX/rqQ9TvrVmwbJ8gCOiNOvRGHUmpNrKL01m/p4on/9O+mUoOqVl3367T9R3lA/96cM5KDiarkWd/fz9PfPn+RYkIokYkKc3Gxr21FNfk873/+Qve/I8js1JqwsEI7/zgGPX31lC3u2pJIeTx+KgwodVpuO/T2/ncf358wSiH66H0WYXpPPabe0nNTuKb//nHc1bHCPnDnH7rMruf2IzjLuwzdyJjA5O0nuuaMyImpzST3/pfz1G9pWzR19NoNViSzFiSzGQXpbNu5xqe+sqDtJ7rou1CDxvuqUZ/F2zwRKISXcOTfP+983QNT/G7T+7EYTMz4fKBEntOC8SeM009I5y82jPrGhpBwGrW4wuGGZ70kO2YLagoKGiupysDLX2jS46a4Fo7FBQ0gjAzX28bGJ8ptbm0i8UyJ8WPtKtzaIJDlzqXfi1iz6DS3DQq8tJ5+1wrCrC5Iv8Gvwh/KEz/2DS56UlYjQaSLUZKsh0YdFq8H9tQMei0GPRaJlw+XL4AyaoR5h2FKk6sEFlRONbaw/k4EQ0AOQ4bG4qWt/D1BcO8cqY5btqISa/j8/duZFtFQUIW7oIgkJeaxFce2saYy0vXPOVKg5EoL51oZEtZwYpdcF2++GU30+1WyrNSE+K3oJI4Jj1+Djd1459jh/A6Bp2WX9ldT3Xe0g2yPo5eq+WpLbVcHRzjUNMyXqpLwB+K8MqZZkam5x97Rp2Wz+2uZ9eaooSYlQqCQHaKja88tJ1Rl5e2obnFgmAkys9ONbKlvICMJZTbnI/LfcO83xj/+9SKIvetK+Or+3eQl5oU99xbyab7a9nzVANv/eDorJKLACjQebmP5//iBY787Az3P7eD2m3lpGYnL7jQX21cEx5eff49JgZn73JCbDd8x6c28rk/f4LsovR5d/EXg8Gkp2Zr+bL//k7H5/JfM6qcPcaMFgNPfWUfn/rS3mVFN6Rk2PnlP9jP1PA0p9+5PEugmB538+4Pj1GxoQhLknnZn2EuNFqRe57ewnN/8ilSs5eWBqHRatjy4HoGO8f4wV+/PKeHRtv5bsYHnaRkJt3WqVEqMcYHppgcmS00CaLA7ic3U1a3snSX6xEk63atoXZH5YqudSfQPjDOn337dSJRCW8gjCgKfPHhBu6pK0OrESnMTGFjeR5vnmmlZ8SJRhTwBcOU5qQxMH7j7yCKAtWFWeRnJPM3Lx4iPz0JBGEmhSMvLYnNFfm8d76DgXEXWo0GbyBEYaaD7nnm5fORm5bE5soCjjb1MDbtQ6/T4PGHyE1Lijt/m4ssh42Gynw+aOzmv3znTQx6LW5/kKwUG5PuD4XeCZePd861Menx09g9zITbx/ffO09uahIFGcnsqSudKe2p12q4p66U/9ncg06jYdfa4hvu6fYF+fe3zzI+7cVuMSIKAuMuH0kWI/dtKL9ho8So17Kzppjvv3eeP3n+AA67GY0o8juP7yTLsfSoTJWbiypOrABFUegZm+IHRy7gjmMgKQoCG4pzyV3GZP56BYTDzV3zRhQIAmyvLGBfXQU6TeJc6AVBoDovk1/evo6/eeUIkXlCzJsGRjlytZvHNlWtaKISiESJSPPvhJv1OrU+8W2Goii0D09wuS9+WODm0jz21BQnTFjKSLby1JZaLnYPMR1n7K0ERVHoHZ/inSvt80YsCQJsLstjf/2ahFauEQSBypw0Pr2jjr/++aF5I0SuDo5zqKmLZ7atXdHYC0clDpxrYWoBo92agkx++6Ht5M6xu3M7YXdYefqrDzHSO8HFI1fn9RHwewJcONTMleNtlG8oYtv+9dTfU0NRTe4tEymaT3dw5p0rcxvOCbDp/rX8+v/1NBn5K0ttU4G2Cz2cfuvSrO9aEGDdrjU8/uX7MduWV7VJEAQyC9J44isP0HaxB+fobC+hi0eu0t08QO22imXdYz4K1+TyS7/7MOnLDK3Xm3TsfGwjR18+S+flvlnHvdN++loGKd9QqPbBOwDvtA+/e/Z70mQxUFiVi86QmGedIAiLTvW5E9HrNGyvLiLFGjNfNOl1ZKfaqC/PI9thn/FAMxt0/M4TOzna1E3/uAuzQcuminzMRj3n2vpvmCsIgkBFbjp/+st7Od3Sh8sXwGY2zkRQ6LQavvL4dj640kP/+DRGvfZayU8jp1v6lpS+rdNq+PKjW1lbnEXPiBODTkN9eR4Om5kTzT1YjbH0zJLsVJ7dsx67+cZn36bKfPIzkrEY9ei0Gn5j/xZqirLoHJ5Er9WwvjSHjGQbRxu7Z0qSRiUZTyBEVJKozM+gIi/mkxWKRvEGw7OMM6sKMrGbjRRmpFCQcaOw6rCZeWb3Ohp7Rpj2BhAEgYY1BWytKiAv7cYoLkEQeLihirQkK409w0iyTEayDbPxkx/R80lAFSeWiSzHRIOvvX6Mq4NjcUsAOqwmHqlfs6xd1Ygkc7y1l3H3bHO3D69v5omGGlIsiXer1WlE9lSX8ObFtnn9LjyBWFrLnupiki3Lj57QauKX3bxeilDl9iEclTjfPRg34sVq1LOvrpxUmyVh/TMm+OVQW5DJsZbeuONvuciKwom2PkbjRE0kmU08vrmGVFvizRU1osiuNcW8WdTG6Y6580t9wTCHm7q4f20ZDtvydl+vC0yXeobjlte1m4z82p6NFKYv3gjvViEIAjklGXzxL5/hu//jZ5w/2BS3ikI0HOXqqQ7az3fz5n98QNm6ArY8VEdVQymOzGQMZv1N+cyRcJRDL54i5J97PBVU5vDs7+8nPS+xqW13I5FwlMMvncY9NXt8m20mHv3CPdgdK4tIEgSBmq3lVG8pm9N7wDXp5fSbl6huKFtRBMxHMZj13PeZ7RSsyV52HxEEgeyidGq2ldPTPHBDush1eluHYtEgaiDjbY8Sp3S6sOKE3LsHo17Hww1reLhhTdzzBEHAYTfz2LaaWcdKs1Nn/T9RFKgqyKCqYHZkqSAIJFvNfGrbbDPZ4iwHkiwzMuWO6/cFsdLmaUkWkiwm9jdUzTpemPmhEFBdmEl1Yeasduxdf2Pqj91s5MFNsyNlntu7Yea/sxw2fvORrXHb9lEGJ1wEw1F2rS3G9rHNSL1OS315HvXleYu6llGvZdfa4lkRGCq3P6o4sQxCkShnOwf49ntnON89NG9EA8QeCA/UlVORk7ase3mDIT6YI0/to6zJSWdjSd6qTFZjIeZ2dq0p5urA2LwO/ue7h+gZd1JnXr45n8WgR6+dv0uOu2PpJRXZ6QnL0VVZGf5whNMdA3HPyU6xsa2yMCEpDx8lyWxkc1k+ZzsHF1VZYqn4QxGONMfP66zITqOhbPXGXkaylT01JVzpG5538nG5b4TO0cmZ3ZylIskyF7oHGXK64563p6aYhrL8O2ZRLAgCxbX5fPmvP8OP//Y1Pvj52Xmd6q8TjUgMdY4y3D3GqbcukVWYxuYH1lG3aw1VDaVYVrnCR+/VQdov9sxpRKg36tjzZAMVG4qW5YKvciODnaPX8vBnL7yrtpRRtr4oIffR6bVsun/tnOJENByl/VIvrkkvKRmJiUbKKkxn68PrV9xHNDoNpWsLMJoNc3q3jPVPztlPVW4/9EY9eoOWcODGzZ2gPxyr3BORElKpR+XmEwpHeenoFdoG4ntF2Ux6nttbP0t0uJ3wBcO8cfoqaXYzG8py1Xn+XYz6NFoEiqIQjkq4AyG6Rid543wrR1t6GHN5F9yxrcxJ59ntdViW4d4P0Do4zuDU/KUlBeDe2tJlVeZYLKIosKu6iJ+evDLvAmbK6+dSzzC1+Zlol5laYjXqyUiyxAyE5jjuC0V4+UwzawuyyEtNVt13bwOGptwMxCl9ClBXlEOabWUmh3MhCAKbSvOwGvWrIk60D0/QPzk7T3fm/sA9NSVYl1mBZzGIgsDONUX85Ngl+ibmbsu0L8DFniHqirLjinvz4QmEOdc5OG9lEIBUm5kH11fMhGreKYiiQE5JJl/8b89QtamUV55/j4G2kQVLcypyrERg79Uh+lqGefdHxymrK2Dr/g1sur+W1KxkdAk2fFNkheZTHXOaEAJkFaWz68nNc1ZbUFkasizTebmPoa7ZJr4arcj6PVUkpSbOJLV0bSHD0EYAACAASURBVD5Gi4Ggb3ZEzHDXGGMDkwkTJ+rvrZlVHWU5CIJAblkWhnnECde4Z+7UI5XbjuR0G3aHdZbpqyzJHPnZaTbfv5bSusT4lancXIx6Hc/du2FBc3BRELBblpeitto09Yzw2qmrjDg99I9P89y9G8hNU/1s7mZUceIaiqKgKAqSHBMiAuEInmCIaV+A0WuGkOe7BmkdHMcTDMetmnGdNJuZX91TT0nG8kJwFUXhct/ILBfaj5JiNVGVlxk3HSIR5KUmU5rliLu7eq5zgGe3r1u2OKERRWryszjS3D2vv8XZzgGef/c0X963lewUm/rwusW0DU0smGqzoThn1RTwnBQ7OY4kJjzxvRKWiqIoXOkbwT1PeD1AksVIdV7mTJ7papHrsFOWlTqvOAFwvmuIT+9Yvyxxwunz0zQwGvec4gwHdYXLDxO/1dgdVh747A4qN5Xw7g+PcezV84wNTM4yKZwLRVGYHndz7r1GGo+38+4Pj7Hn6Qa27d9ARn5qwsLxA74g7Rd7CAfnNiZbv6eK9NylmRuqzE3IH6Zjnu/a7rBSVJWbsN9VEASsyWbSclIYaB+ZdXxqxIVzxIWiKCseXzqDjsqNxRgSJCLaUixodXO/z4Nxno0qtxeZhWlkFqbNKcb1tgzx3f/n53zuz5+gdG2+Kn7eYYiiQMoyUzpvF3RaDTqthswUG480VLGtplA1vr/LuWvEiVGXl//7hXcwzmNypiixf5IiE4lKM/4GLn8Ipy9AaIk7s8lmI5+/dxN715Yte2EWCEfoGJ4gFEcRLclMjUUbrPKiwaDVUFeUEzfFpHN0igmPj/zU5ZcX21pRwE+OXWJ0nsok1437+iddPLt9HdsqCrCZDOqD7BagKAqdI5NxoxZsRn1MnFulNhj1WsqyUrncu/Q63fEIRqK0D0/E/WxF6SlkpVhXfexpNSLri3I42Dh/ia6usSnG3d5ZOZqLoXvUidM7d8nK6/evL8lZkZ/MrSZWKlFLcU0en/+vT7H7yQaOv3ae4wfOMzE4RdC/sJeNosQWZC1nu+i80sfhn53hgc/umClFulIBzjPtp6d5cM5jOoOW2u0VGMzLi8BTuZGYENQ75zF7qo2sovSEjmu9UU9yhn1OcSIcijA54kSW5BUvDB1ZSWQVpiVMDDZbjWjmEWmiEQk1r+POwJ5iZePeWq6e7pwVvSNLMufeu8Jw9xj3PrOVPU81kJ7nQG/U3bFitMqdRUVeOhV56be6GSq3EXeNOOEPRTjWMvdkJNGkWEw8t2s9v7R17bxiyGKY9gXnXaRfJz81iWTz6odqaTQiZVmpiIIwr7GSLximd3x6ReJEUXoKu6uL+enJxnlDRiOSxLnOATpHJqkvyWV/fSUbinNItVkS7mugMj8RSWbE5YmbDpCdYse+Ah+ShdBrNRSkLb+/zYfbH1zQgyEnxY7Dsvo7FqIgUJYdf+z5Q2F6xpyUZM4221qIztHJuJFgeo2G9YXLK4N8uyEIAnqjnspNxRTV5PLAczs49eYlzh9sortpAOdY/BSl60RCUVrOdDLQPszlD1p46iv7qKgvXnY/VxQFvzvASM/4nMdTs1PIKkhTFwsJIuAJMto7d4622WYkJSOxZXI1Wg2mONEM02NupKi0YnEiKdVGcoLSQyCW4sI8QsfHXfZVbl8EUWDbIxs4fuA8zac6Zh2XJYWB9hFe+LvXOfLzM+z4VD2b7q+lqDoPk3X13t8qKioqc3HXiBM3A1EQyEtN4gt7N/HQhspl+0xcx+kLxK0UoNWI5DrsCS1hOB+iIJBut2A3G5j2zW0q5w9H6BmdYueaomXfx2rU8/TWtVzoHqJjZHLe8xRi3897Vzo42dZHdX4GOyuL2FVdTK7DjlGnU810Vhm3P4hzgdKTWSm2FY+DeGg1GrKSrfP6lCwXlz/IiNMz/31FkWyHHeNNMBETro29ZIuRqXkiHILhKF1jU+xd4rUVRaFrdCquqW+y1URBeuIFoFuJIAgYzQbyK7LJK89i36/spPNyH1eOtXLm7SsMdo4S8AUXTPvwTvs5/NJp+tuGee5PHqNh3zp0Bu2yJvOuCQ8e59xVmVKzk0nJUHNwE8X4kBP/PGNpuHucf/i97yIk8P0RCUXpapy74g6A3xtEllb+BLOlmFdcYeQG1O72iSGrMI1nfvdhvv7HP2B8cGrOc0KBML1XB+lrHeLtHxyjanMJG+9fy/rda0hOt2Mw6hM6LlRUVFTmQhUnEoRJr2NLeT6f2bmeTaW56Jbpu/BRfMEw0/75w60NWi3pSasfVn4di1GPw2qeV5wIR6KMurwryp0VBIHKnHSe27Wef37zBJOL8BLwhcKc6RigsW+Ul041srW8gB1VRVTmpJGZZFt1T4C7FV8ojDcYPxw+1WrGtIoLeAGwmYwYdNqEmmL6QxGcvvnHnl6nIcN+88aeSa8jzWaZV5wIRyVGp5c+9iRZYdzti1tCNDfFjjnB5o+3E4IgYHdYWb+niuotZez7lZ00nezgxIHztJ3vZnzIuaBI0d3Yz/N/8WNkSWbnYxsRNEvvF/GiNuwOK5bkOzuv+HbCOepCnqNKB8D0uJvDL52+qe2JhCIJMZc0mg0YTGrqj8psNFoNG++r4dN/9Cgv/eObc/pPXEeRFSYGpzg67OT8wSYyCtLYcE819XtrKK7OJSUzSa0YpKKismqo4sQKEISYQFCTn8n++jXct7YMxzLL+X0cRVHwBkMEQnObo0EspN1xE/PATXodSXFSSCRFwekLEJVkdCsIT9VqRB7dWEUkKvHtg2cZX0RVFIh5dPRNTNM3Mc2r565SmZPOhuIcdlUVU5mbjsWgQxQEdfcxQQTCEfxx+ifETCMNyzBpXCyCIGDS6zAbdAkTJxRFwRsK44tj9KnTaHDcRBMqo15HsnX+sS5fG3sRSUa/hLHnCYbifk6IRb+s5m94uyAIAgaTnqzCdLIK09n+aD2dl3o5+cZFTrx+gZHeCaTI3P4/igKjfZN8/69eJi0nhaqG0iU/Z1yT80fqmG0mjKrfRMJwTXhuq7QESVJWHPklCAIGs0E1NFSZF71Rz4Of20l2UTovfu0Nmk93EIrjt6PICj53gO7Gfrob+3n7+x9QVlfI5gfWsnnfOrKL0tHqlxcppqKiojIfn/wZ5ypg1GnJSLJSkZPGnuoSGsrySU+yJCRa4jqyouDyB+NOWLQaEesyDPCWi0GrWTBE3xsME4xEVyROQOw7fmpLLWk2C987coGm/pF5K3jMRSAc4WLPEE39I7x2voXKnDTuX1fO+qJs8lKTl7SAU5mbYCRKIDy/OCEIYNbrVz29Rq/VJHTxrFwfe3EGn1YjYjPevMWiXqPBusDY8wXDBMKRpYkT/tCCZr8pFtOyK/DcyZgsBmq2lVNaV8DeZ7dx8IUTnHj9AkNdY/NGUgx0DPPzr79DTkkGyelLy/2fb5EgiAJGi17dqUwgQX/othInEoEggE5/941TlaWh1WlZv6eKvIosjvzsNAdfOEl/6/CC5ZUhlsZ28fBVWs528db3j7L9kXq2P7qBouo89MZPbnSdiorKzeWuEicWa5Z4/TQBAUGIlbhMtpgoSEumPDuVypx0KnPTKc1MRa/VrIpqLCsKgQUWDRpRxKS/eS8ErUazoL9FKBolIsWvt7wYBEHAqNdxf105a/IyeOnkFV4/38qYyxs3BP3jRCSZMZeXMZeX4629lGamsquqmPvXlVGZk45WI6qq/zKJSHJcwSjWP1d/V0WnFVcshn0UBQjGEV0ANNciNm4WWs3CYz0sSUQWqHX+cYLRSFxDUwCbyXDXpkYJgoDJYqRkbT6FVTnsfGwjv/jGu5x8/cKcFT5kSeHM25dpOhkrNbqUcpSReaKQREFAdxN8he4mYguxT5Y4gSAgqAKWyiIQNSIZeak89dsPsvXhDRx79RyHf3Z60SJF0Beir2WI/tYhDr90il1PbmbfZ3eSU5KBIKrRqSoqKivjrpnx2E0GHqgrj5s7LSCg1Yjori3C/zd77x0myVXd/X9uVXV1nJzzzsym2Zy1kjZKKyGQhBAIkQQCIdLrx9jYL7bhfTEGv9jws8HwGBtsI9tkCSyBhHJYpZU2aNNs3p2wMzs5T/d07q66vz+qN/f0hJ2ZnZX68zyLmOmaW7du3Vtd59xzvifL5SDX46Ig00W224lLt+F22GfE4EJCNJ76S0IRYkaNBkUItDFefuKGkVL5fzLnrMzP5nO3XMfWxbX8bs8RdjW00T00MiEnBVj59ae6+jndO8hz9afYsHAOd6yuY0FpPo4ZNDTfLpimmfJez9T8VIQypVVapLQ0HFIhrsbaG+N8ccMkPsG1FzdMDJn6b3RNHU2w/x2FqqksWFPD5/7uwxRX5fP4j18kdElZPrB25Xc8vo/VNy/BkaJCw6WM9jSTpCs2TjkpxtOd6SSnaGqrdYxFTmFmutJUmhlHURTK5hbx/j+6lU13r2Pf9iPseHwvrcc7Ge7zjamDIiV0tfTxu399ngOvHON9n9/G+vesxJ157ZadTpMmzdXnHeOcyMtw8flb11OcnXG1uzIuJKRU0AcrwmMmX2gUIcYM0TdMOWGnwXhw2XVWVJeyuKKIw2e6eb6+gZePNI1Z7jEZMcOkfcDLw2/U8/KRJm5fvZB71i+lPM96IU17/ceHOca9FoIZCUUfz7ycGHJsB1siomqmGM9aN01zwmsvbphjhreno4vOI4QgpyiLe754G0O9Pl789ZsYSRxZJ/Y1M9g9TGlN0bjb1kdxnEspiUXjVyQ0nOZibHYNkaQUhVAEyzYt5FNfv2dG+5OR5UJ3ph3kaWYeIQQ2u42S6gLu+PRWbrp3PUd3NbLvpSPsfdGqXDSWIHAsEqfhQAs//LOf03aqi3u/9J50CdI0adJMmneMc+JaQwA2JXWoupRjOzCmElOObbRpioIqps9os2kqK6tLqSsv5P3XLeaNEy28dLiJlr4hfKHUOgHJ6PH6+fmr+3mrsZ37t6xmQ90cXLot/aU6DoQiUhrMUjIlCvRjd2TqGxxTY0EypRFCY2FKxoyKUBUFdYLzdjwCsaYp0zv3l+DOcnHX57dx+M1TdDb1XPZ5wBvk9NH2CTknRouykKYk5A9jGmZa7HCKcLjsyUsiSlBVlcr5JTPfqTRpZgGuDCdrti1h2Y0LuOPBrZzc28yOx/fSeOgMg93DGKNUuQEIBSI8/uMXkRLu/dJ7cGWkHRRp0qSZOGnnxCxFCIFuS/0iakpJfAr0HcaLYZpj5qdrqjLtAohnKzTMLy1gXkk+d1+3hLca29lxooVdp87QNeSbUDZxzDA5fKabv/nNC3x80yo+sWUVHsfMCY1eq6hCoKa411JKjAmImE4aKac0fdyqwjP22psKbZXxYsrxrb2JRnNo6tgOjWjcmJZoqGsZIQQV80uoW1ub1DkRCUbpOt03oTazCkaP6guOhAgHIriz0uVEp4LsgkyUJOVepZT4hwMYcSPtCErzjsWq/KJTPreY8rnFbLp7HQ0HW3jjiX3sfrae9sbuUf82FIjwxL+/SOWCErbeuz7tnEiTJs2ESTsnZilCMGZlDMM0CYxRynEqiRvmmOUa7Zo2pVVLxkIIQbbbyS3L53H9gkq6hkbY19TBK0ebONnVz5A/OO7oEn84ys9e3U84FufTN68l02lPf7GmQFOVlBEGhikJx6Y/HD1uTlxrIRUCgXuMShxXY+2lqowCoGvahKvQ6JqGOoaWRSASTUSJpI21C1FVhYVrqnnp4Tcv+ywei+NLURo0GblFWQghkkYbDfeP4BsKpJ0TU0ReSTbqKM+uoC+Eb9BPTuHM6k6kSTNbsdk1Fl03l9pllWz76I28/vu3eOXRPXS39GEmcZqH/BGe+s9XWLllEbnF2Vehx2muFaSUYA6C9IJaiRDXrlkqZRzMXhB2EDmIaYwif7tz7c6CtzmKEGS7HKiKGNW4jhkm/tDlgmzTRSQeJxAZvSY2gMdpCYZeDTwOO3OLdWqL8rhzbR2HW7t59VgzO060cKZveFy7v4FIlIffqKco28OHblj2jiyhOF4cNhvOFFUETCkJRGLT7pyIxc0xBSwnghCQNcbaixsmI8GZW3vRuIE/PMbac+g4Uwj+Jv0buz6mQ2M4EB4zauOdiKU/kfzF2zQk0fDEnFeZeRlk5nnw9l/u1BjoHGKox0vJnIJJ9TXNxeSV5uDOcuL3Bi/7bGQ4QF/7YNo5kSbNJdidOnMWlVExr5h1ty7j53//OAdfPZ5Ud6f1eAd7XzzCrfdtuAo9nf1IM4CMPG8Z5lYiN6j5CG0ZQi2Bd4xhG8cMPYoM/Q9q3q9B5F3tDk0ecxDT+1WErQ7h+SIweWFYaXpBRhBq4dT1L9X5ZBzMHlByEeLqC9q+U2b/NYcQApdDT5leEI3FGfBf/nI1XYQiMbyB8Kifq4ogx+2cUaHASxEJcUS3Xee6eRX86e0b+O4nbufP7tzIovLCcTlOQtEYj7xRz7H23nSufQqcum1MY9gXDBOZQsdBMsKx2JilPyeCEAKXXSfT6Rj1mJhhMDASmLJzjkU4GmfIHxr1c0UIst2OMavpXEqmyzFmidJer3/MykHvSATo9uTPE6GICaUFCCFwZzoprU3+IjLY46W9oTupEZBm4rg8DioWlCb9bLjPR9uprpnRy0mT5hpDCIGmayxYU8MXvvNRVm1dlPS44EiIE3ubiYRSO9XfsUgfZuAhzMB/IcPPYoZ/h+n/Zwzvn2NGX3uHlWgygBjXfHlnoYFaBkoxVxppKsNPY4Z/NzX9Gg/mAObI98Bom7lzpiDtnJjFZDrt5HlGD+ONxOP0eP0z8hIlJfgjsZTOELumUZTlmTWpEEII7DaNeSX5fGzjCv7xE7fz4M3rqMzPZqwutvV7eXLfcSJpo2xU3A7bmNocg/4g4XHUTZ8sUkpCkRjBKXROgBWFkJ/pHvXzSMyY0bUXjETpT+EM0TWV4uyMCa89u00l2+1MqSnaPugdM53rnYiUEr83ucNIVRWcntGdW8nwZLuoXlSe9DPTMKl//TjhJKVL00wcp8fBglXVST8L+SOc3Hc6PdZp0qRACEFpbSHv/dw2PDmXf1dKCd0tvUmjk9KcRzjejZL9I9Scn6Jk/DXIEDLwU6ScWFpgmlmAyEHJ/BrC9RFg8tWXpIwho7vA6J26vqU8nwSjGxndCXJ2OBPTaR2zmFyPk+KcDJp7B5N+bpiSjkEvwUhszBz5K0VKSc/wSMo0Eqduo6owZ1r7MRmEsKovVORn86mta1g3r4KHXnqLHcdbRtUqiJsmu0+10dY/zNzivFnjcJlNZDod5LhTh391D48QiETJ8UxPmJgpJf3+4JSmdQBku5yU5mTS0NU/6nm7hnwEItEZEE+V9Hj9+EKjRy05dI2qgomvPSEEcwpyUBVl1LXQ7wvQNThCWW46zP1CTENy5kRH0s9sDht5pRPLtXa47CxYXcPLv91NyH/5vT78xilaT3Sy6Lq5k+pvmvPoDhsLVleTketmZPByp9/+7Ue4/YEtVNWVzXzn3smkKD8tTRNzBkWI04yNoijMWVRGzeJyDu04ednnfm+I6DRFTgiF5BV3ACNuXDuRT8IGigshnAh9LVJfYxmJZi8omQlNhl5k5AVk9CAQAW0eiv020GoRQgUkUoaR0d3IyOtg9gMaQq1EOLYhbIvPnU4avcjIdmR0HxAGrQbF/i7Q5iOEljhfFzL8PDJ2DGQAFA/CtgbhuAWhnP9eM/z/glAKEPpqZOhppNEI6Ajn+xD6dYn2TDD7kZGXkbEDYPpBcSK0JQjn+0Cc3YCVyNgpzOh/g3EGhAuhb0I4tk4ozUDKOMT2YUZet9pBglJi9d22MqFpIS0HQOwQMvISGF1Y9eGLUew3wYXHGX3IyCtW32UAhBthW4ywvwuhFiTGtA8z8OOEMyGEsG9DON8PXGiXSaQxmBiHfYm2nAhtMcJxG0ItRJpeZPhpZPSg5ZwQboyhhOC24kHx/Nm5NA9pBpDRN5GRV8D0WilB9lsR+mqEsCNlCNP/Y4RWBSILGXnVSiFSS1Ccd4K2CFAgfhwz/Gzi3gxgjHwHIax3PWG/AcX54auSYpSOnJjFZLoclOZkptzlb+sfZjgwerj3VBE3TRq6+lMGXbkcOlX5s1v8yKapLKsq4Ut3bGDN3LKUpTDP9A/T0jf0zoqumwC6plKU7UmZStA56GMkFJm2F4Vo3KBjwDvl7WY47VTkZaWcHx2DPgZGpn9XyDAlp7r6U85Dl64zZxLOCYDa4tyUVVeicYPDZ0ZXZ3+nEvKHOba7MelnDped8triCbUnhGDx+nnklya/j4Pdw2z/zU7CM6h18nZFCEHN0kqqFiZ3PnS39vPmk/sxZ7BccBrrvthGSZWKReOEg7NjVy/NeRwuO57s5FGGRtzAnKZy96qqjpo6F/KHMWLXniNLYoAMAzqcNcilF9P/fczgo6C4QSlGRndh+L4O8QaQEilNZORVTN/fJwzQchBuZPwoMn7+O0qaXkz/DzGDj4DiTLS1D8P3NxA/AdIEDGSsHhnZDkJDaJVgBjD930OGLkkziB1Chp/BDDyENHtAKQXMxDUIK3zG7MYc+RZm8GfW77RKQEXGG7ioDrw5jAz8G5h9oJQijW5M/z8gI68h5QTupQxihp+BeBMoBaAUIWP7MUf+3hovEhkzscOY3q9CvAWhloGSA/FmZOwoVpoJSBnGDPwHZvDnlsilWg7SQEb3JhxACYQLoV+PsC1BxpuQ8aZzbZzrloxgBv8TM/hf1v1VywGBjO21rjkxAxAu0MpBOEApQOgrrH+2pVYfEv2SoUcw/f8MxEErA6MHc+RbyMjLIA2rn7H9mIGfIEMPJ1JOCpDR3Ri+/3dB+oZAKPkIpQhQEdqCc+dErbj4Hs0g6ciJWYxNVVlcUcSzB0+OKobX3DNI9/AIpbmZ07q7H4nFOdjSmfKYmsIc8jJmv5q8IgTVhbl87pb1tPY+S9dw8vC5uGnS1D3A5kXV6Ep6qVyKEILaojwcujbq/PQGw7T0DrGgrGBaHnGRWJzG7oEpb1dTFRZXFOFx6PhGiRZq7Rumc8iXSBOaRsFPw+Dg6dRrb05hDgVZo6ehpGJeST4uu04kntzJGYsbvNXUzoc3LB9Tn+KdgmGY7H6untNH25N+nl+aQ+XC5JoGqSitKWTZhgW0N3YjL3mpj8cMdjyxj2UbF3LD7SvRUojRphmbvOJs1r1rGY0HWy4zeuMxg5ce2cmyjQupW1c76m5+mqlF1VQ82cnfIYK+EIPdQ9MusJxmYkRCUYK+5N8dDpcd2zQJpNtdOg5X8ojhvvZBQtdKWpbpB6MLiYmM7kHGDiDsWy2jWpqJCIZ61Myvg201QqjIaD2G98vI8B/AMwcr6uAoCCeK548RarX1O3PQMnIh4cDYjoztQcn4KkK/wWordhTD+xeYocdRPDUIxQn6BoRtGShFCFSk2Y/p+xpm5CUU1ye5cMdUxk+gOO9GOG5FYEdiOSaEUK3ohPDTyOheK93BfhNC6EgZAzkCIgM4mzJqIGyrEe4HEYoTGT+NMfwnyOgbCP1GEJ5xDadQMlDcn7OiEpQskBIzugvT+1fIWD1CW5jo90mQART3Z8C2AgWQ0ou1Z5+YV+YwMn4cYVuKkvGXCBxIYmAOW86Mc+d0IxzbkMZSiLw8yn32QewoQquz2hJOJHEwhyARjSKUbITzLqTRixF5HWFbhOJ+8KJmpJQQP4UZ/CWK6z6E6yNWpIQ5jOn9S2TwV0jbCmu8pAGmH5HxMYS+ARDI8HOYI99ExupRtGqwLQKtDsJPISMvojjfh7AtGddYTyfpb9xZzrKqYrJco+cu+8NRDp3pTpT6mz5aegdp7RtOeczK6jJs10hteCEESyqKWDanJOVxvd4AhjFzoRNiDBNenvuf2cH80vyUBqsEDrR0TtvuiS8UobknedrTlbKkqpjsFGkrgUiUQ63dxKY51PhM/zCnR0ntOsuKOaXYtcm9BBZkuJlXkj/q5xJo7O7neHvvrA6VNeIGAV/oMqN+qjFNSfPhM/zh319iZDi5DsiqrYtwZU48lUlRFTbdvZbMvOQvYsO9Pn77T89wfHfTrL4X1wJCEdxwx6pRhTE7m3r49T88SWfzzOT9pgGbrpFXkjxyKOgP03S4bcJVcNJMH1JK+toHaGvoSvp5blEWroyJae+MF0+Wa9SIjcFuL22nkvdptiHDT2EMfQZj8FOYgX9H2LehuO630gpk0Eq/kLFEesELVgh+/BQIh+WQkFHAhtDmgzmEGfwFZmw3Ug4j1DyE4jl7okRbUTAHz7cVO2E5MGJH4ZxjwQ1oEKvHjL6aSEMwwBwBLrE11DnnUgkQwkpPSThEkFFkZCfCthRhW4sQltEvhA2h5F7sZBSZCMdNCMWFld9VgFArwRgAJhIxJUDJBbMfM7ITM/JyIkogaqVSnEWrBRTM4K+R0deQZh+ILISSdb5fIguh1iCj+5HBR5BxK6pCqAUIMcGNGiUDtHlWKkno18j4ESCWaGsiafmGdc/MPiCOjLxs3cfoLkBDxk+DeX7DTtjmnUtnEUJNpHlkXxz5MQtJOydmOeV5WSypSB0e/PKRplF3d6cCwzR59dhpBlOIYWa7HKyYUzrhagFXE5umUleeukxPKBrFnEFvQKrwerAiBeQs8k6U52WNqUWwv7kj5dyZLFLC4dbuaWkboDQng2VVqdfeq0ebU1bRuFIM0+S1Y6fpT5E+kum0s7K6dMySoKP+vcvB6pqylOljPcN+XjjUQDAyew0D/3CQn33rd/z6H//AqQOnGRkKEIvGp8yIl1ISjcQ48uYpfvK133By3+mkjsLC8lyue/cKNNvk7se8lXPY8v51qFryZ2njoVZ+/JVfs+e5Q4QC4Su+PmlKIqEovkH/O05Zv7gynzse2JLUgDJNyb6XjvDQX/+W00faiMeuPI9dSkk0HGWga4jXHttDEYyTXgAAIABJREFUY31rOnXkAmy6RlltEXqyKlASdj51IF1JZYIEvEFeeuRNmo+0ERwJYRrmlIyflBLfYIDnf7GDga7LN640XWPOojJcGdOjN+XJclFcmY+iXv6cNE2Tlx5+k+BIaNbPFaGvR/H8OcJxC6Ah9DWgJDYLZNgyNM0BzOB/J6p7PIQZ+k0izaAMUCzD074VJeNLED+N6f06pvcrmMHfIU1f4kxhyyA1hzCDP7+grYcBJZFmoCBlFDP8DKb3rzD830OGHkWGX0Aa7VhfeBePp1CyQLhJHv5vWukeaun5NJVRB8IGyoXv4wKEzmXOkFRIiTR6Mf0/wPD+NTLwEDL8B2RkB8jQuf4LIRC25SiZ37DSQHzfsiIrgj9FGv3n5oxQXCjuz6A434sZegzD+38wfd9ARvZY2hYTQAgnivtTKM4PYIaesNry/jUysnOCbZlWyU8Zxww9cf4+Bh5Cmr0IrZaLtC5EFuKiqBMVhJpI4Zm9pONCZzl2m8aWJTVsP9JIzEg+mZp7Btl5spX3rFo45eGOUkraB7y8caI1pejgsjklzCmc3vD26cA1Rpi6qigzmnFlHyNU2xcKT3uUzERw2XXW1JalTPnpGvKxu+EMd6yum9L5EY3H2XmqldAUV+o4i6aqbFlcy3MHT4269lr6hnjjZCvvW7c4pT7FZJBS0jU0wmvHThNJUS1jUUURNUW5kx5bXVNZVVNGQYabXl/ySABTSl6ob2Dr4lrWzauY1HmmGyNucHRXA2dOdvLMT1+jdmklKzbXUbOkgsKKPLILs0YNA06FZVDG6GjsZu+LR3juFzvoOp18N91m19j0/nVULyqf9P1wehzcdv9mju1uouFgy+X9MSXNh9v4l//9C7Z95AY2vm8NZbXF6I7x7+RIKQkHIwx2DdN1uo/Db56i7VQX937pPSxcUzOpfl+LqDaV9e9ZSf2Ok7z62J7L8tSllOx5rp7+ziHufPAmVm5dRF5xdlKDaDSktJw/g93WWB/b08i+l47Q0dTD5//+I1QvmZ3r6WogFEHZ3CIKynPpaOq57POu5l4e++FzPPCND5JXcu29b1wNQoEIT/3kFYb6fCy9YT5rbllK1cJSiirzsbv0SY2haZh0t/bz5EMv89rv9yY9Jrsgg+Wb6ia0ViaCoirMX13DK4/tSZpWUv/aCZ566BVu//QWnB7H7J0rWpUl+mhbghE7jgz9FqHVgVpgGZHCjtAWoGT/E5ftJwvbOUFJoXjAcTtCvwEZO2KVogz8EEX6EO5PYhmldtBqUbO/z8VijViaBCITjGbMwI8Q2jxU9xdAzQNpYvp/gIwdSnIBgtF1CYR1ThnmUg2G5Mde2VyRxJGRF5GhJ1A8X0DYt1kODqMHY/jivgvhAPtmhL4CGW9Ahp62UiXMAYTnj4CEM0UtR7gfQHXcjozuRIafxBj5Nmrm10BfNbEOKiUI9/2ojvcgo7sSbX0HNfP/gr52nI2IhB6Fx+qDOufyz5VskJELjr92No3PknZOzHJURWH5nBLqygs51JpclM4bDPP7PcdYVVM2qXKCqYjGDV481MiJjtFDW912nU111eSkKHs6G5GSMQUNM12OKTc6U5EqjQAsAdSprkxxJdg1ldW15Tz8Rv2ouhO+UIRnD5xi/fwq8jNcUzI/pZSc6Ohjf3MHxjSF8StCsKyqmGVVJexrTl6VYSQU4Ym3jrFubgVlU6z7EjNMXj7SxJG20cUonbqNjQvnpCx7OhZCCJZUFlFXXkjfsdOjxuX0ev389JV9lr5Fpnt2vuxJSTQUo699kL72QXY9e5CMbDdlc4somVNI2dwiSmuKKKrMI68kG0+Wy3p5FucTqqSUmIbJyHCQ3jMDtBxrp6G+lZN7m+lo6sEcxVGFgMXr53HnZ27G4Z58BRchBHMWlfHBP7mNf/vqw0l3JaWU9LYN8PB3n+L13+9l8fXzWHzdXOYsrqCwPBebXUMIkUgDk5imJBwI09c+RG/7AO0N3Zw50UlHUw+dzT0ER8IUlOUSi1x5yVgpZeKf5Ug5/7NM/AzxWJxoiiicWCRmVSwRAiGsMRGKsP579neJn8+O2WQQQpCVn8G9X3oPA11DHHr95GU7rUbcpOFAC//y5V8wf1U1S29cQN2aGirml+DJcaMoCkJw0VgHfSEGe4bpaR2gvbGb9oYu2ht76GjsJjhyvhKLYZizKk1vNlAxv4R5K6roOt17WTqgYZi8/vu9jAwHufPBrSxaPw+brqGo1ibC2XsgE/dBmtZaDgUieAdGyC/NJWuUlKmJMOocN8//Ph6NE0sxx6Nha44LIRL2w4XzO/FP4YrnOAnnWNfpXrpO9/Ly/+yitKaQ6sUVVC+poHZpBRXzSsjIdaOoijWfFXHBeJ5/JsaicTqbejj42nF2P1vPyX2nMZK9jwhYtXUx81bOmVyfx8myDQsoLM+j5djl2j9+b5CHv/skve0D3HrfBspqi9Fs6kXXduE9M02JGTfwDwcJBSKU1hRid05vFbyLUEtRXB/GHPkOMvIiOD8EwoPQ5lsCj9IH6lzruS7B0mpQEIjEMyvxs1KAsG9F2pZj+r5iCSS677eqTGgLrAoc5jBoiy5oy7qHAoEZbwdzGGHfDNo8q2+yJ1HRYoIIDaEtSlSC6EYKjzWPpbTEP5niNHAZtQRAlQyrYoZamLjH9QkHSeKwC8dL5CD065DaYky/ghnZjur+NAinVWkEA9ARWhVCrUTaFmMMfxEZ24/QVzJewciL26pAqOVI2wqM4c8jo29ZETPn2lKt/y8jSGkiLnIuqKDNB2kijU5Lp0MogEgIh5oINCQTjKYXGsiYNYazQNcn7Zy4BijJzuRdKxbQ2DVAcJRd4v2nO3hy3wnu27RyykTrpJTUt3bxu91HRi0zCDC3OI+tS2pn1IifCkLRGIdaUz9wy3IzUafJ85+MoqzUL05n+ofpGhohd5Y4goQQzC/JZ3FFEbsb2kY9bk9jG68da+autYvR1CufJ/5wlKcPnKBj0Df2wVdAYZaH21ct5ERHL4FRXjQPtXbz+FtH+eSWNVNW0ldKybH2Hv5n12HioxnDQE1RLjctnXvFa89t17ltxQL2n+5kZJQUMQnsbmzjJy+9xedvuY7ca0D8FgkjQwFOvNXMibeasdk17E47dqcNm66hO3TcWU7sTh1VUzFNk2goRnAkRMgfJhKOEfaHCQejKcODzzoUPvZX76WwPPeKuy2EYN27ljPcP8Ivv/ME3v7kor2mYdJ2qouOxm5e//1enB47TredjGw3dpflIImEooQCESLBCJFQlGg4RjgYTWk4TQQpJSNDAToau4nFDMuxMBIm5A8T9Cf+m/j57O+CvhA9rclzXuNxg6f+8xX2bz+KM8OB0+PA6Xbg9NhxeRI/n/tnR3foaDaV/NIcCspyJ7VTWzm/hE989W7+7au/pvFga1KNnEgwyuEdJznxVhPuTCcOtwN3phNPlgtNVzENK2Uj4AsRCUaJRuNEQ9EpHet3Ananzqb3r6P+9RMM9V7+fI9F4+x98TCNB1sorSmienE52YWZ6HYbpmFaAo3+MP6hAL5BP8N9PgK+EIqi8Llvf5i1tyybcJ+sFAY/HU09xKMG0Yj1XAj6w4RGzs/zC+d6cCRE1+m+pO0ZsTi//9EL7Hz6QNI5fXbOuzIcONx27A4dTVcpKLOcqlcSjRCLxGk93knr8U52PnUAp8c6T05hViLCLBNPphOb3WZF/YRjCTHSYbpb+hjs9TIyGEiZAlY5v4TbH9gyoWiuyZBfms3G962h7VQnRvzy78mAL8SzP32N3c/WU1VXRsX8YjKy3aiaSjxmEA5GCPpCjAwH8PaP4B0YITQSpqgynz/71wcoqhxdi2mqEUJNCFE+jxl6FFVfj9DmgOM2iL6JOfI9hOvDIHKQMgDxEwjbKqRtmaUnEX7KihJQywANabQijY6E0Zto33ErIvoGpv8HCOdHQMlFyhDETyFsi5C2VVapSuFERvdYmg9IzMgrCaN/ohXBdEQiSsD0/xDhvAdEBlIGwehGOLYkRDGnahBtCLUMafqQkdfAVoc0upChxy6IJLCQ4edB+kGrBuxW+knsJEKt4pxpbHRYjiK10tKxwExoOyhWqsrZtsxhq5yn2WOlj5hDED+NFBmg5FhRLWY3MvyclT6j5FttxfZbDajlF1+HkoFQipCxo1ap07PpLraFlj6Fthhh34oZ/BkKAtQqII40WgGbNWcmOnRKCQgHZvgZSxw0od0htKoJtzUVpJ0T1wCaqnDbivm8fKSRvU3Jd3CjcYNf7ThIUbaHd69cgKYoV+T5MqWkuWeQf312J20pSjXaVIX3XbeY/IzJ79yCFaLf0jtEfqabrES0wnR57s7ubOw43sKx9tEjQly6jerC3BnV0agpSm3YDAfCvHiogYVlBaizRN+jINPN5kU1HG7tHtV5Fo7F+flr+6kpymPFnJJJ39uz92774Uae3ncCc5rzSVVF4Zbl83i+voFdDWeSHhMzDH7z5iGKsjK4a92iK157Ukpa+ob44TNv0tI7NOpxmqpw19pFFGdf+Ze7EIIbFlaxdm452w83jXpcJBbnf3YeQgj4zM3rzlXnmY50MiktdZWpnOexSJxYJI4/tbbvhBCKYMGqaj7zrQ9Rt7YWMYZuzHhxuO3c9omNCCF4+LtPJo2gOItpSgLeIAHv9Je2vRQpJUd3NvCPX3iIaChKLHqF0RcSulv66G5Jbthdiqqp6A4bd33uZj7853dMKmpFURUWrZ/L//r/PsZ/fuNRDr9xclRh1VgkznDfCPQldxiluTKEEKzYXMemu9fxh59sTxqpJE3JUK+PoV4fR3c1jKtdh0uftJimNCX1rx7nB3/6UyKhGPErnONSQmdz77jFVlWbit1h454v3sYH/vi2KdvRj4SiREJRhvt8dDb3jnssU1FUmc8Df/NB5i6vmvbdV5vdxk33rufAy8c4uutU0nLbsWic3rYBetsGeOv5ZGkJl6M7dCuqaVoRWKkV2rmfhZqHcH0E6fsbzPATKO7PgjYfNeMvMIO/xPT9HdaOv4pQKxAXphWYg5ih31kGt1BBOBC266zqGokdeaHNRfF8GTP4K8yR7wAxQEGo5QjbYus4rRbF/WnM4MMY0a9YVS/0dSiujyKjOy+5BhuppAuFUEBfg5Lxf6zSl76vW5NfKJZIo31TIitES4zFpfPFBmL8kcJC6GB/FyJ+GjPwH1a7Si6K43Ys7YoLTF4ZtEqEmsPWeGGzqnK4H0hoaFj3RMaOIoM/Axm3jlNyUVwfReibzvVXhn6PDD+HlH4wOpFmH0a8EaHkIFwfQjhus9qKn0QGf25FKAjV0oNwfQhhv+miaxdCR3F/HNP/I0zfNxP6IpWoWd8GtRCh5qNk/Alm8GHrOmXie1/JR3F9KHFPEpodlwl3CgR64prPnk8gtVoU9xcwQ49iRJ4H4UJxfgChPcjVIO2cuEbIz3DzsY0raegawBsMJz1mwBfgX555E8Mw2bZsHhnOyYUWxw2TY+09/OuzOznY0jmqAagIwaZFNWyuq04ppjceQtE4v9pxkObuQbYsqWXd3HLK8rLIcjpQpuhl/yxx02RfUwcPbd+Db5SxBKgtzqMiP2tGw5sq87PJ9TgZHEVkMRo3eL6+gfXzq1hTWzYrHBRCCG5eOpfn609xsGX0SJTTPUP84KkdfOnOjSypKJpU3yPxOK8da+E/XtrDcIp7N5VkuRzct2klJzp7GQ4kP+egP8SPX9iFKSXvWjE/ZYWdVMQNk5OdffzouV3sa+pIufZuWFDF1iW1Y4qojpdsl5MP3bCc4+29dA2NbnjFDJNHdx2hc9DHxzevYmllMQ6b7YqfAWA5RX3BMD3Dfo6295DncbF58ezVQPBkuVh9y1Lu/dN3U724YsqfVbpD55aP3UheSTa/+f4zNNa3XrFhNB3EorGr4hgBS2sk5DcIBSJXJH4nhGD+6mr+6B/v49F/fpadTx1gZCi5BstUcTakP83FOD0O3veFbfR1DLLn+Xri0aufyhiNxAl4p0/8OBVGzCAYMwhf4RyfThRVoXJBKR//6l2suWUJ6gxUbhNCUFSZz31fuYv/+L+P0HQo+QbCrETJQ83+p4RmxPl3daGvQ835D0tXAEsTRNpWomTOtXbkiWEZ7W5rV14IJE6E62OojvcAEaw4R93a7b+0BKdtGUpmdZK2EhouUgfn3aj2jQkRSQ2UPKtvjtu5MBVDyfwKlhE8esSvEDawb0TYllqpKTJ+Xt9CyQEEivMDYN8G4gJxdeG0BD6R1rHjRKhlKBlfTlxfPHFtuVZ5VnHeASIct6Par7fSPaS0jHglG0Tm+TQKtQQl4ytW2VMZw8ondIGSZ1UnOXtOx7sR+g3JLv68uKlSiJLxF1ZJ0XNtORNtJXlftK1Cyfq2NWaJ8bCiNxIoZSju/2Wl/xABlMQxOVYZV5yomX+bcPxcgDYHJfv7VvWQC7uquMF9H6rjXYn21IvPN8OknRPXCIoiuH5+Fe+/bgm/fP1AUt0BCXQOjfCPT7zGiY4+PrxhOZX52edCvlMZ2We/8HyhCC8eauDnr+6nuXcwqSf6LGV5mXxq6xryMz1XbJhIKfEFIxxo6eRASyf5GS6WzylhVU0Zy6tKmV+Sj+OCetkTcRhc+GU+FAjxzIGTPLyjnpa+0XeldU1l/fxKSrLH/1C8UoQQFGS6WV5VwstHm0c97kz/MP/8zBv88btvZO3ccsvxPMnxOHveK6Uwy8P71y/heHsvkVE0MUwp2dfcwd89up0HblrL5kXV2G3amOc/29+BkSCP7T7CI2/UjyrcOB0IIVg7t4IPXr+Mn726f1Rxyp5hP//05Ouc7OzjoxtWMKcwZ0Jrzx+Osv1IIz99ZT+N3QMpX0KLczK4f8tqirIypsQpANYzZu3ccu5et4T/3P4W4RQinJFYnFeONnO0rYdbls1j27K5LKksxmEbe41eel1SSrzBCKc6+zja3svhM10cOdPDUCDEp7auHrdzQnfqVNWV0Xaqe9qrTmg2lfkrq7nt/k3c+N7VuCdRNnS8OFz2RMnLEl745Ru8+Os3GewZnnKtAt1hw+6c3jDs2Y6iKFQtLOXz3/koS29cwJMPvUzjwZakIeNXgjvLybINC6leXH7NpUPOBEIISqoLefBv78Wd5eLVR3enS4hOEt2pU72knLaGrmkbQ1eGgxvvXM3df3Qrc+rKpk0EMxmKqrBswwI+/+2P8F/feJQTe5tH1wWaRQhhgyQh81bYfvUlv1Msw11JXhlNCCwHgTK2nspYbSFAcLYSyCVcatAmOybpOVVLWJO8UQ7IvcwQtv6mxNJqiB/HCD879nlsSxH2LVYFkUuvTz1feU1AwimUOjV1zH6fPU4tArVo7LaSXGfqcxcCySsKinOOkuTXIIQA7XKxZSHsSecdWGVg0SrH1b/pJu2cuIZw2XXu37Katv5hXjrSOKrjwBeK8Nudh9jVcIYNC+ewaVE1JTmZeBw6DpuGplohP6ZpEo0bBKMxBkeC1Ld28cKhBk509I2ad36WDKedz267jiWVRVNmHF1I/0iQlw43seNEC9kuJ0VZHhaUFbKkoojqohyy3U6cug27TUNXVTTVCqW3hI4khiGJGgaRWJxAJEqv18/epnbeONFKU8/AmCURa4vyuGN1XWKsZo4sl4ONi6rZ3diWso+HWrv4xm9e4LaVC9i6uIbCLA9uu45NU1GEQCIxTYibBnHDJG5Y9zoat8bEFwozHAizfE4JhWPoXIwHVRFsXlTD7mVtPHvwZEqRyuPtvXzr0e28dLiSW5fPZ35JPhlOHYduOxdNYZgmkVicYCTGwEiA3Y1tbD/cRENX/2VGc15CZLN/Gh0WTt3GfZtW0j7g5fn6U6Nenz8c5bHdR9jT0MaNC6vYsriW0pxMPM7za08gMExJNB4nGI0x5A9x+Ew3L9Q3cLyjB28w9drzOHQevHktK+eUTvnas6kq96xfQteQjz/sO55S7wKgzxfg4TfqeeFQA5X52ayoLmVhaQHleVk4dRuaqljGl7AqV8VNaw6OhCJ0DPpo7RuisXuAtgEv3kAYbyhMLOHcmmhpVFeGk09/8162ffhG3nrxMMf3NDLQNUzAGyTkDyfVERgvQhG4Mhxk5WdQs6SSG+5YxdIb55NblDUjO4QA5XOL+ehf3MmG965m51MHeOuFw/R3DOIbCkzqZdzu1MnIcZNXks3KrYtZ/+4VVNWN72Xz7Y7L4+Cme9ezfONC9m0/wquP7aG9oRtv38ik0lacHgcZOW6KKvNYvrGOVTctpmxuERk57ilLA3o7UlJdwIN/+0GWXD+PF3/9Bq3HOxkZDoyacjMadqdOTnE2DtfkhWqvVTzZLj79zQ9y452r2fXMQU7sbcbb78M/HCQem1xEihACp8dBblEWC9fVsvWe65i/qpqMnCtL750siqqweP08vvzvn+Glh99kx+N76TkzYInqTgChWNeVU5Q56VLQaaYB4UAo49D/EB7SoWhvD8QsCRG7ok5E4wa/ev0A3/3D66MeU12Yw79//gNTkp99NZFScrp3kG/85kUOtHSmjGw4i01VqMjLpjI/m7xMFy7dhiIUIvE4w4EwXcM+TvcM4hvDIXEWt13ngZvXcN/GVbiS1SOfBMOBEN/87Uu8cGjsnEdNUcjPdFOU7SHP4yLT5cCl27BpKkJYit7hWBxfKMLgSJCOQR89Xv+4S3C6HTpfuXsrd6xeeFXSJvp8Af7sv59MWZ7zQjKdduaW5FGWm0WGw46uqRimJGYYhKIxgpEY/nAEbzCMNxhmKBAiGImR4bTz3ftv5/r5Uyd4c6qzj689/HxKLY8LURWFirws5hTmUJjpORcdE47FGfKH6Bj00tI3NKqjxm238Ue33UCP18+vXj+QtORnlsvBX3/wZm5dPn/yF5agtW+I//fodnY3nBnX2tMUhfL8LKrys8nLcOO2W2svGo8zHAzTPTRCc88g3tD4XqJcuo1Pbl3NJzavnjLxzUuR0ir/+ve/e5nXj7dMqnStpipkuRx47DqapiKwUlaC0Sgjoei4yr/qmsoDN63hj25LEi455jVYCvVtJ7s4c6qLzqYe+joHGezy4hscwT8UJOgPE0loJBhxA2lKFFXBpqvYXXY8WS6y8jMoKMuleE4B1YvLmbu8itLaohkVyR3t+nwDfk7uP82p/afpaOymu7Wf4T6fJVYXjhKPGSiKgs2uoTtsON12sgsyySnKoqAsl8oFJdQsraRqYSme7MkbFVJKWo938Opjb03hFU6cunW1rNyyCJs+9Xsu0XCMxkOtnNjTRMvxDrpO9zLY7cU36CccjJwz8mw2DYfbjjvLRXZBBvmlORRV5lMxv4SapRVULihFd9iuKFqto6mH7b/ZiWlc/ABSFMHc5VVcf/vKK7rWCwn6wzz3s9fwDV7u+M0tyuI9n9o8I845KSX+4SCH3zjJsT1NtB5rp+fMAMP9PkIjYeIxA6EINJuKw23Hk+0mK89DXkkOhRV5lFYXUlVXSu2ySlwZE49yMk3J6SNt7Hhi3zRc3fhZcsM8lm9YiDbJOS6lZLDbS/PhM7Qc76C7pY++jiHruTEUIDhiibnGonFMw0QiUTUVh1PHlekkuyCT/JIcyuYWMWdROXXraimuyp8xB+14ME1Jf8cgB145xsl9zbQ3dNPXPphYq1FMw7Se83btnNMwOz+D/LJcCivyKJ9XTPWicqrqytIOijRppp5xffmlnRPXIKYpaezu5x8ef423mtqmrZRiMjKddu7btIqPb16JxzF1uxATcU5MJxkOOx/duIJPbl2N2z65GuBXipSSZw6c5O8ee3lUfZGpYDqcE6ZpsuNEC3/32MvTXknDrql88PplfPaW63j5aBP/8PirScuZTqVzwjQlzb2DfPeJ19jVcGbMyIKpxG3X+djGFXxy65pJ68mMFyklrX3D/Oj5nbx4qPGqlK+9EufEpZxV8Q8HIkTCUUsYM+GUMA3zXIlLoQiUhJFjs9uwO/VzKvqz9UXVNMxzFTDCwQjRcAzDMJGGCUKgqgqKpqDZNBwuHYfLjtNjx2a/MiP5WicSj9Md8OOy2ch3ucf1xiSlJByI4PcGCQessY4n5pDA2sFVbSr62bnjtuPMcKJqVyaSm8ZCSkk8ZuAfDljzPRQlHjUwTRMhLl+7Drf93NrtDwXxRsIUuz149HdeBMWlSCnPlTMNB60qPvFYHCNmYBgmw+EQfcEAhW4PeR43Nl079zx0ZzpRbeqsntNnHdT+4QDBkXDi+oxzZRJVVUHTNWutuqzrcrjsqNrV1/FKk+ZtzLgeGum0jmsQRRHMK8nnr96/hX95dievHm2eEeOhMMvNAzet5a61i/FM067t1cTjOG/8ua7ii7sQVopEc88gP3t1/7h2mWcLQljaKP/7vZv47hOv0z44eqWXK0HXVG5fXcenb15LtttBVX4OdpuW1DkxlSiKoLYol7983xZ+/PwuXjjUMCNrLz/DxSe2rOae9Uun3TEB1n2sKsjmz+/cRF6Gm8f3HB13ZNVsRFGVc06GtxuKquDJcuHJmr2lXU0p6Qn4OdTXTU/Aj2FKXDYbpZ4M5uXmU+Ryz/jz9thAL3/1yvNcV1rO12+8aVxRcmfD2Wd6HnX7R9je2kwgHkMAqhBk2h3UZueyMK8Ah/bOeJUTQmDTNXIKs8gpHCVnfhR+dayeR08e5ZsbtrGlqnrsP3ibI4TA7tRHrfzx6MmjfHfPAb64+nquW3RlGxiGadI0PMjJwX6GQiEkkONwMC83n7nZudhUy/ErpaQ74OdgTxe9wQB2VaUmO5elhUU4tfNRupF4nB3trTR7Ld0wgRWlmO1wsiA3n3k5eWiKgsNlP5fK89zpBtp83ot3QuOgGoKl7iLWZk60TGaaNGmmi3fGN9rbECEENYW5fOXurdQW5fH7PUfp9fqnpbSi3aaxrLKYT2xZxfXzq7CiSYzoAAAgAElEQVTbpn7aCCGw29SEZsTMoikKtcV5fHzTKrYtm3tVHRNncTt0Pr55FdG4wWO7j0xrBMVUIoTApqlsWVyLTVX51+d2cqqzn/gkUgNGI8vl4J71S/nIxhXkZ1rh6GV5mXjsOgMj018x4Kzh/uW7NlFdmMvv9hyha2hkWtaerqksriji/s2r2VA3Z1rW3mgIISjM8vCFW9ezuKKIX752IKnmR5o0qTBMkxdbm/hJ/V66/OfXicQysteXVvC1G7eSZZ9Zg99l06nKzKbUk3nVn/djccbn5Qd7dxKIR8m2OxBYukKaorKlsprPrVhLiefajwqdTqxURxNzxt8wrk1MaaWGXun3WueIj18eq+fFliZGopGL3vFyHU6+cv1mbiirxJCSV86c5kf7d9PpHzmnp6QpCjdV1fKFlesoclv6WGEjzqMnj/Lc6QYKXR40RUECpjRx23Rur53PJ5euJttx/pnSMDjA7s42BsIhGgf7sWsaNdm55Dtd5DicrC25ostMkybNFJJ2TlzDCCHIz3DxwE1rWFldyiNv1LOnsW3Kdo+FEMwpyOHW5fN4/3VLKMr2TJsGg1O3cduKBfjDUQ6c7pwxY7wkJ4PNi2q4Z/1S5pbkoQgxa15UM512Hty2lrLcTH614yCnx6ieMptQFcGGujmU5Wby01f3sf1w0xXvvAugrryQe29YxrtWzMdtP7/j49JtlOZm0to/fIU9H2dfhCDX4+L+ratZUV3CI28cYnfDmSmLLhACKvOy2bZ8HvesX0pJTsZVKxvrcejctmI+yypLeHLfcV481EBTz+CktCjGi01VWFBawLyScYhgpZnVnBnx8sN9uwjEojywbDWL8wuxKSq9wQDHBnrJd7rIuAph9vNycvn+ttvRFHHNVMy4rXoen12xFgm0eod49ORRfnfqKJm6nS+uuR5tFpSWTpPmLMPhEN/f+yZPNp1kVVEpn1y6knk5+UgkTcODdPpHqMjMBuDUYD/f3bODgVCQjy9ZwfWllfiiEZ5oOM4TDcdxahpfXHP9RREUuU4n37v53RS5PYRicY729/DLY/X8+MBbzMnK4X3zF5079jMr1vDAstV0jPh44OnHqM7O4dubbyXb4cSWXjdp0swq0s6JaxwhBE7dxvXzq1hQWsDBlk6eO3iK+pYuhgIhwtHYhPYJbKqC22GnKj+bTYuq2byohurCHPRp3rHVNZVNi2pYUllMY/cAexra2NfcTtuAl2AkSjgav+LddwHoNg2PQ6csN5NNi2q4fn4l80ryceqzr4SeEIJMp4MPrF/KsqoSXjh0iu1Hmugd9hOIxCa1oyEE2DUNh26jMMuNS5+e9BwhBKoQzC3J58vv3cxNS+byh33HqW/pZDgQHncqhBACl91GWU4mNy+by63L5lFdlHuZoW7TVOYU5rLz1MzVORdC4LBprJtbyfySfOpbu3n24EkOnu5k0B8iHItNyJlkUxXcdp2K/Cw21lWzZXEtNUW5MxotkYyz97I8L5MHb17Lu1bMZ19TO9uPNNHYPYAvFCYcjU96h+3sunTpNnI8TpZXlbB+fiWLK4oozZm5Ur5ppoeTA330BPx8cOESPrFk5UUG9K3Vc4mb5mXOASkloXgMXyRCzDRQhYJHt5OhX6wDFIrHGAyFyHU4EULgjYSJGgaKEGTodjy6flHbppR4I2F8kfNORI+uk+dMvsaklBhS4ouECcat9ezQNLLsDnT1Yg0SM3Fc2IiT73RjmCbDif6oQuBJ0p+JkmV3UJ2Vg01VmZ+TR3lGFo0vPMnuzjb6g8soviB6QkpJMBbDF7XGUFMUMnU7btvlWkpSSmKmiTcSJhyPJ6IyFFyaDY9uT+r0CMZi+CJhYqaBIhQydB2Pbr/s+sxEP/yxyDnBYl1VybLbsasXl5I2pWQ4HCJumuQ5XURNA28kQswwUBVBpm7HZbt4DK2+W8dF4nEk1m67U9NG7bs/GsEXjWCYEpuikGV34NAuL2ttSkkgFmUkGiFumtgUNdGHy6MrR6IRRiKRc/olw4mxVITAZbORqdsn7WA+249ANEos8R5kV9Vz8/DCvvQFLfHSHIeTQDSKPxbFlBK7pp0b8ws5e++HwyEihoGqKGTZzzoLJz9X46bBk40neba5gY3lVXz1+s1UZJ4vbb+muIy4NFGFQtw0+UPjCdpHfHx2xVo+u3wNdk1DSsnSgiJ6XniSJxtP8u6a+SwtOF+yURUKFZlZlGdYKT51+QXkOJ188YUneam16SLnhF3VQAWnTUMI0ISCy2bDZZt9735p0rzTeVs4JxQhqC3O4841daMeU5DpxnmVX/KnEyEg1+Niy+IarptbwZmBYd5qbOdERx/tA16G/EGGg2HCsfi5Un2aqmC3aWQ47WS7HRRmeqgtzmN5VQlLKovJctmxqTMneiSEVRYy1+NkxZwSQtGVtA14aejqp6l7gO7hEYb8IXyhCIFIlFAkRiQeJxo3MEwT05RILF0ATVFw2DScdhuZTgfZLgeF2R5qCnNZWlWcKF85s9c3WTRVYWFZATVFudy1djH7mzuob+2ibcBLvy+ALxgmEImdGwdFCDRVwaaqOHUbHocNj8NOjsdFfoaLyvxsaovzmFeST9EUlBEdi0yXg82LqlldU0ZD9wA7T7VyqqOPrqERBgMh/KGI1XcpsSXmZJbLkehrDiuqS7hubiVF2R50Lfn9sqkqNy6owh++PHLBpdsomUYjVwjIdrvYVFfNmtoy2ge8vNXYzvGOXtoHvAz6g3gD1tqLXrj2NA2PUyfH7aQg00NtUS7LqkpYWlVMlssx6rVeLc6m7FQX5lCZn8VtKxdwpn+Y+pYuGrr66RzyMTASZCQUwR+27mnMMKwSngkHh66p2HUNt10nw2E9d/Iz3cwpyGFBWQHzS/LJcjmw27SrFimSZqqx5nAy15UixGVGvpSSMz4vjxw/zKttp+kPBsjQ7awrreBDdUtYUlCEKqy5Ud/bzd++8TKfXr6awVCIp5tO0eH34bbprC0u45PLVlGXV3Cu7agR5zfHD/PIicMEYzHipsmdcxfy9Q03Je151DR4saWJ3586xsnBAaJGnJrsXG6rmcedcxdaKRaJNRo1DH5xtJ5dnW187catvN7WwtNNp+j0+/DYdD6wYDH3L101ZcaQEIKyjExynU78sSiB+HltIiklJwf7efTkUXa0tzIYCpJpd3BjeSUfWbSceTl5Fxn4w5EwTzSc4NnmU7T6hombJtkOJ3V5BXy4bhnXl1Vc1Hb7iI/fnDjMq2dO0xMI4NZ11pWU8cGFS1hRWHJu7Uopqe/t4omGE+zr7qQ36EcC5Z5MtlbV8KG6peQ7XefGMBSL8W8H36LFO8yXr9vAs80NvNDSSE/AT6bu4L7Fy7m3bulFGhvdAT9PNp3glTOnafEOY5gm2XYHSwuK+cKqddRk5547VhGCthEvb7S38npbC95ohHyni9tq5vGRumXku85XrTGl5HBfD4+dPMrOjjN4I2HynC42lFfx4UXLmJOVc9EYPtPcwM+PHOBvN26jcWiAR08dpdU7jK6qbKms4U/X3HBRmsF4kVKyu7ONp5pOcrCni75QEAVBRWYWt8yp5Z6FS8hxnK9A8g+7XydqGNwxdyFPN51kf08n4Xicqsxs3juvjrvm1eG5YFMiGI/xRMMJHjt1lHafl0y7g21zanHbdNQrKHM7GArxTPMp3DadB5atpjIz+6LvMyEENmGt/b5wiEO93eQ5Xdwyp/bcM0EIQb7TxZaqGr63ZwdH+3tZlF846jkFUJmRRa7DRX9o+lM806RJMz28Lax1TVXYWFfNxrrZJXIkpcQ0JcFAhGgkjpQSzabicunY9Mu99Kna6WwfZPtz/3979xke13Ue+v6/y8ye3oBB750AQYJVpEiRFJskiuqyLce9xE5ix0muTxI7VXZyk9wnJzcn7eQmTnxty5Ity5IlmWqUREssYu8dJEGABNE7ppe9z4c9GBIkKIIUacrJ+j2PPogYzOxZs/fGrHe9632P0N87itNlY+U9zdQ2mJvkdN0gFk1gtaqoFgWXXaOxJJ8ZxXkkUmkGM5Oj8ViceDJFKq1nVxesqoLTZsVrNyevLtsvv0NFNBInFIpz6TKzJMt4PHaaywpoLiswK0un0oxGYoTjCSLxJLGkOSFPpnTSuo5hZIITkoQiy2gWBZvFgstmxW3XsCsqb7y8H9WVxF9tR77N7QCnMjQY4oUf7WDVvc1UVOdlPwuzJodKedBPedDPA/MbGQlHs5P7aCJJMp0mrRuZ9y+hKgo2i4pDs+DUrHgdNpw265STvlQyzehoBD1T4d9iUXA4NCzW65sgG4ZBPJ40j/eSNrOyLONx2JhXVczcyiJCsQQD42Hz84wlzL3AhoEqS1hVM2Dmd9rJ9TixZtqURSMJBkciOF027JkiXuFQjGgkgdtjZ3lTFcubqj7I8N8wSTI/I5dNo6E4j/qiIMm0zmDmPY5Fr37teewagZt87RmGQSyWRFFkrDfYdi6VSmfvXWYhOgWHU0NVFVRFwW0362E0leaT1nXGInFGIlFCsQSReCIbLEvrBhIT56QZfLJbLWb7XySCfhdWy/TvhzdDOBQjFk3i8tiy5+n4WJR4LInX57gl7Sj/u2rIyaXQ6eb1tlM05eaxuKgUj2ZDmWIL3URg4s+3vk376DBrK2up8ProDo3z6plWjvT38lfL19CUa94bk+k0PaFx/m3/bjyaxt3lVeTY7ezv7WbDmROMxKP8/ap1OCzm/cKiKKyrrqc5r4BjA338+4HdRJJTb4NMpNO8cPIY/7R3O9W+AJ9tnoNdtbC7u5N/2buTrvExvjJv0aQtKdFUklNDA3z30F4ujI+xpKQMj1XjXGbSd3kg5oMwDIOxeJxoMpnNiJj491PDg3xr6yb6ImHuqaqlxO2hc2yMV86c5Gh/H3+9Yi3VvkB2/J87cYTvHNjDkpIy1tc0ANA5PsqR/t5J42MYBhdCYzy5dROnhgdYU1FDtT9AbzjEq2daOdzfy18uW8PsvILsxP3M8BCtQwMsLi6lwusjmTZrkPzz3h0YwG/NWYgiTQSwDMLJZPaz6Y+EubusCruq0jE2gkezTUrBH4iE+Zsd7/KLjrPMyS/kYw3NaKpKd2icoVgU62VZAuFkgqeOHKDS6+eTM1tI6TqbOtr4zoE9yEh8qWUBFkVBNwyO9Pfyra2bCCcT3FtdR4HTxenhIV4508rJoQH+ctkaSj0Xi3LGUynOj43yzLGDdI6PMTtYwMqyanrC45lsixu/p5wYHKB9dITlZZWUuL1EkgnebD/DP+zZjiLLfH7WvOxjQ4kEe3u7aB0epCEQ5NdnL2AsEWfD6RP83a6t+G127qmsQZHNjIWftR7jH/Zsp8Yf4MtzFqJIMls7O2gdHiCRvvFiz4PRCEcGepmdV0hTbv773t9HYjG6QuMEbHYqvf4rghgNgVxkSeLU0ABJ/f2PaTyRIJSMk2u/8fbIgiDcXuIb2C2UTuvs3XmGt18/zMhQmFRax2a3cM/9LSxdMQNFnd6X8UQixSs/28vZ033cubwBi1XB7rgk8h2O8crP9rJwSS2V1RdT3iYmtEV+z4c6Pfrdt4/x3A/fw+11ZJMIXR47n/z8Muobi4CL7yXvA6z0T0zWFEX+INmKt5QEKIqMdI0VC1WRyfU4swUhP6iuziH+/q83kE7raDYLmqbS3FLOynubyQ26pz1x1HWDd948ij/g5I4lU7fulCQJt1277q4T720+wbNPvcejH7uDex+cA8DLP93NpjcO8+tfXcPCJbXX9Xy3kpTJEij0e25p1sbVJBIp3nr1IBVVeTTPuf5K6+FQjG3vnmT7lpOMDoeRZAm/38UTn11KTV3BFY9XZBm/y47fZZ/i2aY2Mhzm5ed2sXrdbIpKAtf+hZvo1Rf3semNw3zmS3ez6C7zPH36u5vZvf00f/DkI9TPKPqlHs9/ZaVuL5+fPY//vW8nT27dxNz8IlZXVNOSX0il14cqX5ywpw2D19pa2d3dyZNLV3F/dT1WRSGpp6n2BfjTLW+z4cxJavwBbJm950ldJ5ZK8edLVjK3oChTQK+KUCLBob4eTg0PMjvPDORPpIGXerxoinLVLheGYXB+fJTvH95HidvL/718DYVO8z64uqKaf9m3g5dPn2BBYQmrKqon/e5ANMJAJMy37lpFscuNLMnZrR3KTQrApXWd/kiYDadP0BsJs6qimly72a0lnk7x8qnjnBoe5MmlK1lVUY1FVkim05S4Pfz51k281nZqUlDgYF83XpuNz82aS1Ou+R0imU4TTaVwXbbl8Y2zp9jedY4/XryCh2pnYFNVUrpOnT+XP9nyFi+fOk5dICe7feTeqjpWlFfhUC1YFQXDMJhTUMhXN25gy/l2vtyygMtDNj3hENFUkieXriLf6UKWIJHWUWU5G/RI6zqvt51iy/kOHqxt4Lfm3kHA5kCWJJJ6mpSuX1HLJJJKUuRy883Fy8zAggGLi8v4ysaX2d51jscbZpLvdBFOJvjpySP0hkP8xbJV3FlchiorRJNJCpwu/n73e7zVfobPzZo76flDyQSnhwf50yV3Ux8IosoyKT2NYYBFvrHAlCRJPN7QxIO1DTgsFiyyGTxpDhbwe2+/ytbODj7XPHfS3+i+cJi1lTX87vw78Wo20oZOjS/A7//idbZ3nWNZaTkuq0Z3aJwXW4+TY3fwZ0tWUuMLIEmwuLiUP3r3TfrD4Rs6ZoDBWJRIMkmF13fNmg7xdIpQMkGF1zdlAC9gNz/XoVjUzMS7jGEYxNNpOsdHeaH1KNFUiiXFZTd87IIg3F4iOHELXTg/xI9/sI2WeRXc//A8kGCgbwx/wJWdfBqGQSyaJBFPgiRhs1mwauYqoq7rRCMJ+vvGOHumj5kt5Sy9uwFFkXG5bdmMia7OYXZsPUVVbQE+vxNZlnG7bcRiSSTZfM5UMk04FMflsaEoMtFowtwzb7OQSKSIx1Louo4sS9jsViyZHtbm8SWQZBlZlohGEhiGgc1mQbNZso+Jx5LE4+aeXM1mwWabfseLWDSBpln44ldWmYEDQFUVikr85t7jSAJZkTF0c1V+qmNMp82xSqV0JhKIZVnG7bEjSRCLJonFEqxY04TdoU06tlQyTSyWRLNZiEUTpNM6VquKzW5FvuRzSiRSxKJJDMOY8uepZJpoNIGuG1gsCna7FUk2Vwcnjs9mt5CIp0gkUsiylF2JnsiwQYKHP7YQl3vyJC8eT5JK6qgWmVjUTN+1amp2nA3DMMcqmiSZMLN0JrjcdiyW9/9ilErpjI1GePSJRVTXFdDVOcSrL+2j8/wgX/rtNbg9dnTd/JwTmedXVTNINjEG8XiK0FiUHVtambuwiuGhEAButz3bOzyZSBGPp0inM+eazTrt7IxYLEk4FOPMqR7SKZ10WqftVC+plE480241ndaJxzJjAObn4LAiy3J2jC1WhXRKJ5FIoSgydrsVRZUz15xBIm6+Rz1toKgydofVDBhlxllP60SiCdJJHWPSuWbLvk4slshmHExc0xPnuiRJJJNpZFnCqlmIRhLm62TOJ8MwSCbMc+nyc23iPVitKslUmuTEe8gc48Q4DfaPs2NLKw6HxvBQCAkJl8eGql77C3IsluSVn+3j7TcOsfKeZhoai9F1g96eEdxuMy358mv+0vuBea7H0TSLed6m9Oy5oiiyeV+LJuk8N8jObaeYs6DK/Jks4/LYs+dTKpUmGjGvx0vf48S9MRKOo9kspFPmZ44k4XBYUS3XPp+ikQRjo1HOnull4Z01JBIp2k73oevmdTzx+vFYkmTm/zVNRbNlPoe0TjjzHpOJFMlkeopjvPr1kr1vpXSi0cn3LUWZuG9J2bFKZu4Xl14vE387JMn8nWgks7f8Ou+/t5oiy6yrrqPaF+DVMyf5xbmz/NX2dyh0ebinooaPzJiZnfgn0mk2dbRR6HRTH8glkkwQyexWqPT58dls7OrqJJ5OZ4MTsiTRHMxnQVFxdgKY73DRmBtkT88F+iPXn95tACcHB2gdHuSbi5dTlinaB5DrcLK6ooY3zp7m3fPt3F1eNSm9fyI7o/qS7QQ3K2PiF+fO0hcJoxsG/ZEwneOj3FdVyxMzZmVrK4QSCd45d5Yyj5dqfw7hxMXMh2p/AJfVyq6u8/zGJUGB+kCQnV2d/OT4ER5vMKjx5+BQLdgv24KiGwab2tvId7iYkRMklkoSy2wnKff6CNjs7O6+QDSZzGZyOC0WbKpCLJViPFObRlNUit0eBqMR0oYOl4UnHBYL66sbKPdeHHfrZUM4loiz7cI5HBYLn2hqocjlueSxU4+3VVZYU1EzaUtGQyCXAqebwWg0myUyHIuy+Xw7VT4/5R4/oUvGsNafg6Yo7Ow+f0VwwjAMVlfUMDM3P9se82Z89i6LlZSiE0uniKXMMXRaLOQ5nYzEYuiGMSnw5bBYWFdVl63FoiIzM5iPz2ajLxwimck07QmPc3KonwdqZtCQE8yu2VR4/SwtKef4YN8NH3M8bf4NtqvXvhfphkFaN4NPUz124txO6pN7rYzEY3xr6ybsqoV4OkVXaJyecIjH6ptYU1lzw8cuCMLtJYITt9DIUBjDgDuW1FLfWAyYOxcMw8h+AW9v6+f1l/fTeW4QSYK6GUWsXd9CQaGP8bEYr7+8n2NHOjnT2svwYJjW4xfIzfPwmS+tQFEU3n79ELu3n+bs6V5+9P2tuN02PF4HX/zqal752V40TeWRJxaxf+9Z/u0f3uTrf/QAM5pL+OnT2wnmeVi2qpHXf76fY4c7iceSyJLE/MU1rFk3C7tDI5lI89JP96CqZnr4wX0dRCNxlixv4J71LagWhe4Lw7z28n462vpI6wZlFbnc9+BcSstzme73Y5vDQn1jEZbLUh9j0QQ/fWY7hmFO0M93DIAB8xdVs/b+FuwOK4lEiu2bW9m9/TSxWILuzmGQYGZLGZ/98t1YLAq73jvFO28dpbtzmEc/fger75uV/SPYdrqX557eTsu8Cg7uayc0HiOY5+GhjyykqtZcRRrsH+fN1w5x4kgnqZROXoGXex+cQ11DEZIEkXCCt18/xL7dbSQTaTxeO2vvb2HW3HIURaK3e5Qf/ue73LVyBof2d3Dh3BCyIvHZL91NRXUesWiCNzYc4MCes1zoHOLrf/wgjc0l2XHYvrmVfbvaKC4NcPJ4F/FYgvLKPB554g6CeR4MA04e7WLjqwcJjUcZ6B9nfCxKWXkun/2NlZRVXLvrgSRJFJcGqG8sorahkJygm3//xzfZt6uN5aub6O0ZYcPze7jQOUQykcJmt3LvA3OYs8DcTrVr2yne23ySIwfP0dc7yt6dZwD4wldWU1qeQzSa4M1XDnJ4f4cZOJMk5syv5N4H5+BwTi+LIr/Ay0DfOOPjUWLRBJFIgmDexS+lp050s3HDAQb6x0ml0nh9Dh59YhG1DYWEQzG++6+bKCjy0d87Sm/3KJIssWxlI8tWNWK1qowMh9nwwh7az/QRjyexWFVWrG7izuUNZkAgmWbXtlPs2NpKNJqg58IIumHQ2FzCZ798N06XxtnTfbz28n56u83OIbUzirj/4bl4fQ5e+ukeopE43V3DqIrC3IVV7NzWit2h8ckvLCMv38vwYJi3Xj/E0UPnSCV1coNu7n1wDg1NJYyPRfnOP71JRVUeFzqH6O8dRVFk7l47kyUrZqDrOtveOcGOLa2cOHaB8fEYmzcdQ7Uo/Ppvr6Gg0He1oc26cG6QTRsPc+8Dc7jvwTnY7FYMg2zw0jAMLpwzg1fnzw2g6waVVXnc99BcikoC9HSN8IPvvENjcwknj3cxOhzB6dJY99BcWuZXEhqP8+YrB9m78wznOwb5wX+8i8NhJTfPw69/dTU2u5VYLMl7755gx9ZWwqE4doeVZSsbWbS0DqumMjYS5Tv//BYLl9TQfqafs6d7icdTfPyzS5k5u+ya9x1Jlsgr8HLh/BDRaIL+3jEMXScn92JBwYP72nln4xFGRiKkUzpFxX4e/MgCyiqCDA+F+Y9/eYu6GUWcPdPH0MA4qkVh7f0tLFpahyTxvteLqirEY0k2bzrOgT1nicWSdJ0fQrUotMyv4LNfvhuAE0cv8OarBxnsH0dRZGbOLuOeB1pwexykUjqvvriPZCqFy2XjwN52IuE4dyytY91Dc68ZkPxlssgKTbl5VPkCfGzGLLZ3nWfD6RN8/8h+usPj/NHiFXg0jVAizkA0TOf4GF9+46VJE660bjAQDWORZdKXrJ4qskyhyz1pZVrK1LKQMNsLXi/DMOgOjaEbBuWXpO6Dmd0WtDtxWqz0hUPEUqlJdSQUSabcc+3r7EZEkgl6wuOEEgk6Rke4r7qOr81bTE4mawLMSftQLMpQNMoXXn1hUuAkpeuMxWMMx6KTJnmP1TcxFIuy5Xw7mzvbackrZHVFNYuKSgk6nNnnCCUT9EfDXBgf4ysbfz6pJkHaMBiIRMh3OklPtIs1DLrD42w938HOrvNcCI2T0tPE02k6RkcocLkmBdInWBWFssvG/XLRVNLcMqFpVExzvB2ZCf2lYyJJElpmK8fEaTUSizESi9EXDvPpDT+ddD9JptOMJ+IMx6JTvka513dT6+VMbHXa2tnO7u4L9IRDJPU08VSK9tERagM5V9Rz8dvsk+qhgNm216qopHQjO+aj8RjRVIpil3tSMqmSqfVwo9keAA7VgoQZLJvqM76UIpvXayxlBnIvD1DEUmZhd7NoKdkCNrpu0BcJoykqFkWm1p/D55vnsaK8Et8vuTWxIAg3jwhO3EJFJQFsNgsbNxxEs1kpKvZjsarZFc6x0Qg/+t4WVFXh8U8sJp3SefWlfTz/zHY+/5urcDo1VqxponFWKd/7t1/QMq+CFWuazLoVmcncHUtqCeZ7aW/r56HHF1BVm4+iyDhdGk6XxpnWXlLJNGdP95FKpjlzupeGmSWcOztAdV0BIAY6tScAACAASURBVJGT6+Ge9S14vA7OtPbw0k93U1mTx8zZZRiGwfhYlH07z3DXykYe+dhCUsk0Hp8DRZWJx5M89/R2dN3gsV9bjAS88uI+fvLUNr78O2txe6aX5q2nDcKhOKqaAsyilnaH1ayAPhplx9ZWHnx8AUuWN5jH+NxuKmvyaW4po+v8ED/8z3f52KeXMGNmCZs3HWPn1lbuub8Fu80KEiy8s5ayilz+5e9eNzMULpFMpGk91kU6neaeB+Zgs1l4/pkd/PyFPXz5a2tQFJmXn99DT9cwD390IRaLyqaNh/nR97bwO39wPx6vnV9sPMzu7ad58PEFOJwae3ac4ZnvbSEn6KasIpdUKk3nuUHefOUgS++ewV13NxIKxcjNTKxtdiv3rJ9NTV0Bf/sXL5GIpyYdYzQSZ+e2Vu5a1ciDj80nEknwk6e2kZvn5oHHFpBOpXn2qW0UFvt55KMLOd8xyDPf28KKNTMpKvFf13krSRKKIjFzVhlen4PjRzpZumIGEhLVdQUsuLMGi0XlvXdP8OxT26iuzccXcNE0u5TCYj8dbX2sWD2TxcvMdPm8fC8T+2j8OS7WrJuN1++gva2fF3+yi4rqPOYsqJzWSq/X5yCt6wwPhRkbjeB0akSVS76AqTLNc8oI5ntJp3V+/tM9/OzZnfz+nz2ErhuMDIc5vL+Dhz+2kLvXNnNwXzsv/mQnVbX5VNWYgaiSshyaZpXicGoc2NvOD/9zM7UNRRSXmhPvH353Mw89voDmlnLe23KSrb84ztr1LThdNoYHQ/zoe1spKg3wsU8vIRZN8rNnd5JMpPjYp5cwPhblTGsPjz6xiKe/u5loNMGK1U289NwuTp/oxu938sqLe+lo6+ehxxdi1VQ2v32MZ/7/LfzuN9cjyxLDQ2Fajx/g0Y8vYvV9s9i78ww/e3Yn1XUFFJUEaJlXQV6Bl46z/ay9fzaz51WYrU9zprcl6tjhTux2K/PuqMKWqe0xsToPZmbFs09tw2JV+cgn7sQwDH7+0z089/R7fPGrq0ml0pxvH2Cwf5yHProAn9/Fxg0HeOHHO6mpL8TusLJkRT05eW7azvTy+McXUVQaQLUoWDUVXdfZv7uNNzYc4J71LRQW+zl5rIufPP0eHp+DlnkVpHWdocEQr7+0n7tWNrJgcTWh8TjFpYFpBUQlIJDrIjQeIxyKc65jgECui5Hhi6vsmmZh3h3VBPO9xONJfvr0dl57aT9f+toaM62+d4xz7QM8+sQd5Bf6eO/dk7zwox3UzygiJ+h+3+vFn+Oi7VQvzz+znU98fhlVtflszATu7lnfgqLIdJ4b5On/3MycBZXcs76FwYEQL/1kFxaryrqH5yIB4+NR3nv3BMtWNfLwRxaSTus43TZU9cNXT0fKdC0o9/oo83hZUVbBn7z7FpvPt/NQbS+Li8vQDQPDgDKPl4drG3FZruwm5NG0ScEACa6oLXDxJ1MX4pyOid+TptgDKEnms5u5U5NfQYLsqvnNtrqimt+dfycj8TjffPcNDvR20xUanxScSOvmGNYGclhXVTep9eKEgN0+KfBT7PbwjUXLWF9Tz/YL53i7/Qzf2rqJuQVFfH3h0mxR0YnPp9jt4dG6xilbwDqtVtxWK4Zh0BsO8TfbN7Oj6zzLyyp5sKYBv81OLJ3iu4f2Ek+nrvh9mN4YGoYZEJGZfitYRZKnnnBf9vt6pn5VUzCP1eU1aFMcS75z6vup9QNM6C83sb3oL9/7BYf7e1lVXs3DtTPw2myEEgm+c3DPlL9nkWXkawRIDDCDMQbZxbJLTWR43agcuwOPZuP0yCDxdArtKluoAByqFZ9mYyQeYzwRx3NZYKEnHEI3DAqdbrO7B2bA0W+38dfL11Ls9mCVFTRV/ZVpCywIwtWJ4MQtFMh18cRnlrLh+T38y9+9RnFJgLtWNjJzdik2u5VTJ3vovjDMV//HOupmmHtiDcPgqf94l/MdA9TNKCK/0IdqUbDbLfhzXJSWT14Bzy/0EYnEsVgU8gt9k35eUpbLoX0djAyH6esZZfbccro6hxgZDhOPJykpy8HhtDJ/UTX9vaNEwua2j3Qqzejw5FRYl8fOqvtmkV/gzdatlCRoP9PH6ZPd3L12Jnra/EFBkY9d207T1zM67eDEhfND/MUfXVyhyMv38JWv35fd/lJeGWTVvc3k5LoJ5nnY9s4JLpwbpLmljNER81hnzCyhpCyHlnkVbNl03PwCmfl9u8NKMN+LZp+6UrrNYWH5qiYWLKpBliU62vrZue0UoVCMaDjBkQMdzJ5XAUAymaaw2M/Rg+fpaB+gtDyH9zafpLDYj6rKJOIp8gu9bN8c5eSxC9msBUmSqGkoZPnqJhRFntRmUpYlXG47uXnuq04sfH4nq+5ppqGpmHg8xeED5zjfPkginiKZTDE6GmHVvc2UVQbJCXp46bldJOLJaaXyT0VRZbw+B+FQnGQqRV6BB4u1gqGBELFYAn+Oi+HBEPG4mXKek+vGbrdi1SwEcq88V+12K3MXVtHfO2aea24bhm4wMjT9fa02u7mPebB/jKHBEIFcF/29Y9mfV1bn4fHYGRkOo+sGuXluTp3onjRDqWssYuU9zTgcGi63jX072+i+MExVTT4+v5O5C6sY7B8nGkng8zkYH4sSjZgBrbFM0dAZM0soKc+hJVLBu28dhUw21PEjnfR0j7BgcQ3JRBpJgrwCLwf3trPuITMFuLQ8h7kLK3nnzSPkBN3MWVDJ9i2tjI/H6O0Z5eDedmY0lyBJZuCssNjPgb3ttJ3qpaberPcwY2YJK9c2Y9VU7A4rB/e209M1Qml5rhnwksBiVcjN81zxOVzL8FAIu8OKx+uY8udtp3ppO93LPetbSKfML4kFRT727WpjsG8cJFCtCvMXVbNkeQOyLBMaj/H8M9sZGhinrDJIfqGPoaEwqqJQUDT5vhUOxdi57RRutx2nSyMWTeLzm+35jhzooCVzHYIZAF67fjaqqky6L02H221nbCzCyEiYzo5BCosD2XsJmFlsgRw3YyNhFEXG47Vns2HAvLc0t5SxYs3MbC2b40c76esZJSfoft/rxTBgeDiMRVNpaCommO9h9txydmw5mZ0UHNzbTigUM4MjsRRWq4o/x8XBve2sXDszW3fI4dRYde8sCov91z0Gt4skSeQ7XDTn5XOgr5vRTGtPt6bhs9mIpVI8UNNAifvKei2SNFW44OYfX6HLjSxJdI6PTvqZgVnsL5xMkGt3YJsyMHJraIrZxjTH7uBTTS08uXUTTx89yDcXL8OX6djg1TQ8mlkg8+G6RvIcV9YlmmoMbarKvPwimnPzebi2kZ+fPsF3Du7hx8cO8eRdq5Aw2676bDZG43HWVddT4b0yY+HS5z422MemjjYerG3gG4uWZVuN9oTGeebYwasGJ6bDpqoE7Q5ODw/RFRqn0nd9Qfj347PZcFut+DQ7H2lowjvFKvwvY9uUAezt6WJnVydPzGjmt+cvxplppdo+OswPjuy/4eeWAI9Vw6oq9ITNLioT70g3DEZjZgvXGxWw2WkO5nN0oI+9PV2sKLv6AoTfbqfU4+PoQC/HBwdYWFicfaxuGBzs7UEC6nNyscgy8fTEe5DwaNqUn48gCL+6RHDiFlIUmZZ5FdQ2FNJ67AJ7d7bxH//8Jusfm8896+cw2D+OrhsUlVysTlxSlkMkEmf4OiZsV1NSFiCZStNxtp+xkQh3rZzB1ndOcPZMH6rFnBT09Y7x7A+2MjwYxhdwmnupQ3H0y9LwCov9OF3mKsmlf1/6e8cYHgqze/sZDu3vyP577YzC7D776cjJdfHEp5dkaxPYbBY0zUIiaX55KSrxZzs0WCyKWR8iZu51DeS4sFgV9uw4QyyaYMfWVvILvHj90y8WabdrFJYEsisIDqdGMpkmldIZHg4zOBDi8IFznD1zcQ9mdV0BdruFSDhOX+8o4VCcwYHx7M/LKoN4vBeDMxarQklZTnYF+nq/2/gDLvw5LiRJQpYlnE4tMwnXsdut5OV72berjWC+l3PtA6TTOiXT2M5xNWbnjVQ2IHD8yAVe/Mku80uNz87wUDi7n346BvrHee6H79HXM4o/4MQwYHw8Rlqfftq13WHF73fRdqqPsdEIJeU5jAyb10o6pbPt3ZP8YuNhHHYNp1vjfMcgyVR60upmSWkO1sz2IU2zoFoUYjGzlkjH2X5+8tR7JBLmhDgSjhOPp7JFuPwBFza7lb07z5BMptm+tZVAriubldDdNcLIcJgt7xyfFGSqn1GUDRI5nFq2FoUjUw9DtSjoaZ3RkQgDA+McO3Te3MKUUV2bP2nrS0lZTvb5bZoFRVWy18MHNVEDJZ2e+nPp6xlhdDjMzm2n2Le7LfvvdTOKsFgVksk0FotKcWlOdvXO4bRiAInEtb/sJhIpui8MMzoc4dWX9mevk2C+N5tpNKGkPCc7rtd7Pbm9dqxWldMnzCDxnAWVnDx2ATDr0Lz56kF2bj2Fx2vH4bDSfWEYr8+ZDQDIkkRJeW72erY7zIlXLJ5E1/X3vV4kCXM7VqZocm1DIbveO015VTBbb6arc5iR4TCbNh7OvgaYAbhLOw0VFPlxZWqBfNiCEoZhEEokkCUps6oJYG4NGkvEOTMyhMNiya78a4rKXSUV/NuBXbx34RyP1zdlU+R1wyCl68jSjRcXnC4JqA/kUuXzZybXM7LtGiPJBFs7O0ik09xRVHpbWt5KksSKskrWVNSwsf0U8wuLeay+CVmScFk1lpSU88LJo+zq7mRddV229erFMZSyRQrTuk5S11FkCUWSsSoKxW6z1edLp45zfuxicEaVZJaXVvKPe7ez7UIHJR5P9rOYqBuAZGYPGJidExJ6mmK3B5dVQ8q8XuvwIKeGBslz3nhBZ4+mMa+gmD09XbzYeowvtsw3txJIUmaLhjGpgOb18NvsLC4qY3NnO/t6u1lRVpl9HnMM0yiSjHyLMmQm6JmOLGnDoMTjNYuMYm4tOT7YT/voMDX+nBt6bkmSyHe6qPIGzAyc8TEKXea2tsFohD09F674Hng9/DY791fXc6C3m3/dv4ugw0ldIDebsaNjZuGosoxPs7G4uJSdXed5/uQRav0BvJoNAzgx2M+mjjZq/bnMzM0XLaYF4b8BEZz4JXA6NVrmVzKjuRSn28aWTcdZvLQ+2+IvHktmMwxisQSKLF/nfuGJP76T/5A4XBpuj52jh85jd1hpbiln86bjHNzbTk6uG6vVwpZNx2g71cuXvraW0sxE78TRC1e8gqpMXajIqqn4/A4+/tmlk+oaTBR7nC6HS6NlfsUVNScmghOqRZ2yg4UkSeQX+li6YgZbNh3j9MluArluPvnFZfgD0//iI8sSlqtkLFgsCi63zUzlv6TzwcTWk/7eMaxWlVX3NrNsVeOkY7NdkqkhSdINZzGAGey62h9mi1Vl5T3NPPUf7xIJ78DtdfDRTy2huvbKzgrTNdg/zmD/OI3NJcRjSX7+/B5sdgsf/8xSvD4Hh/ef4+zpywpmvc/3wPfePcHJ41188SurqagKEhqPcrq1+7qOSVUVissC7N3Zhq7rzJpbnj0ve3tH2fDCHppbylj/6Hw0TeX1l/ez9Z0Tk57DYlGmPM54PMXGDQeIhGN89jdWEszzcO5sP/t2XZyAB/M83HX3DLa9e5K2030Eclx88vPLyAmaX+o0TSW/0MvnfuPuSfULFEVGs5nnQvY6krhiNqmqMk6nxv2PzGPuwottUSXJPNfCoZj5HqzqNTrO3PgstbgswNZ3jtPTNUIgEwy7lFVT8eW4+OQXllFYfHG1UpZlnE4rneeHkCRQr3EPm/quZU76Nc3CwjtreODxBdl7oSRJV7RF/SDXk8WikF/g5cSxCyTiqUyAyTyqjrP9vPnqIVasbmLF6iasmsoPvvMOPV0XMyeQuOp9OjQee9/rRZIkSstzmbOgik1vHObYkU5ygx7WPzov+7dAs6mUVQT59a+umRTkVFVzW186ZQZ6lKvcmz8MdMPgZ6eO8ebZ08zKK6DM48OuqgxGI+zs6mRvzwXura6jMdfcNqBIEg/VzmB/bxf/e99OTg4NMDM3D0WS6A6HONTXw6P1jawqr76hzhfjiTjdoXES6TSnh4eIp9MMRqMc6utBlWVcVitFLg+qLFPm8fHZ5rn8f/t38aeb3+KeylrsFpUdXed59Uwrd5dXcVdJxU0eselzWzU+3jiLfb1dPH30ILPzCqj152BXVR6vb+Jwfw9/v3sbR/p7acjJRULiQmiMA73dfG7WvGw3g9F4nP939zbsqkpTbh5ezcZoPMY7584yEI3waF3jpLvJAzX17O7u5N8P7KZ1aJDZefmoskJPeJzDfb2sq67j3qo6FEmizOMlaHfwetspKrx+cuwOTg8P8lrbKVzWK7fsXA+LrPBATQM7us7z1NEDnB8fZUFhMRZFoT8cpmNshE81tdAUzL/2k00xtk80NtM6PMBfb3+XfT1d1PgD6JlWqof7e/nNOQuZV1D8gd7DtSiSRJXPj8ti5eenTpDvcOHRNI4O9PF2R1u2Re6NKnZ7WF9Tz3cO7uFb2zaxvqYBqyyz+Xw7Z0eH3ncrxjWPXZa5p7KGowO9vNh6nN996xWWlpRT5QuQNgw6x0eJp1P8xpyFlLi9rKuq473Oc7x6ppXxRJxFRaWMxGO82X6GcDLB52fNndS69XpdGB9jNB6jKzRGIp1mLBHn2EA/AbudXLuD3CkyjARBuD1EcOIWCodjqIqSzSCwXlZuuqI6iFVTOXzgHMtXN2IYcGhfBx6fg4Li6RfUUlU5u8p96Sq2xaISzPNw8ugFZs2twOWxEchxcWhfO8tWNSJJZgp3Tq6bkrIALreN40cvTFr9v5byqjysVpUzrT00zixBUc2uGmY3guuIcBsXi4VO5f2+hkajCVqPd7Fm3WzWrJud6ZCReVoj8+TZF5l4nau/1uUKinz4A05aj3dzx9I6LBYzhdzslKDg9Tmoqi3gxNFO1q5vQct83olEalqTp0uP4/JDmnSM7zMIhmFw9nQvFdV5/ObvrMXu1CaNwfV8j5+oM/LCszsxDIOFi2vMDJKhEPMX1RDM86AbBh3t/VfU75BlGUWRiEbi6LqRfV1JMmsl+PxOSstzcLltnGntYaBv+ufahMJiPz1dwzicGrnBiyvp8WiCSDhOVW0+/oCTcChG2+lekonppQ7rabOWRVFJgIJCH1ZN5fy5QcZGLxY+i8UStJ4wtzHd++CczMRwYtygtqGQNzYcoLtzmIqqvExnB4NUOj2tCWQw30swz0Pr8S6WrpiBxXrxXLueOgKKYq4YxqJJDN3InjvTOYaGphI0zcIbGw6QX+jNBllSqTSKolBVk48iS7Sd6qW2oTDTgcPscnHpiv61XklVFXPVNpGedJ7bHFbqGos4evAchm7g9Zmr6slEGlm5uZPw8qogr7+8n9Ly3Elb0MLhOKlkmuq6Arx+ByPDYc61D0z7njad6yUcinH2TB/rH53PXSvNoOal51J9UzHb3jnByFCYkrKA2QklpaMbxocuQ+JqJEmi2OUhkU7z3IkjjMRj6LqBy2qlyhfgiy3zeayuKdvZQcpMxr5912p+ePQAvzjXxrPHD5HSdXIdTmbkBAk6nNnzWMrUG5hqOCSu3L6wu/sCf/neO4zEokRTSWKpFO9EIuzq7jS3NRQU8+27VhF0OLEqCh9taEZTVJ49fpg/2fImiXSaco+fx+qb+NTMFvw222WvKd2abSfSlfdwSZKYlVfAo/WN/NPeHTx34gi/t+BOHBYrM3KCfGvpKn58/BAb20/z1JED6IZB0OmkKTePHPvFc11TFdxWKxvPnubpYweJp1LYLRYqvX6+OHs+H53RPOk1yzw+vn3Xap4+dpBNHW08f/IIKV0nx+6gISdIXqb1pyRJzMjJ4yvzFvPDIwf4v95+FYuiUO0L8InG2XSHx3nj7Okr36o0/S0TpR4vf7bkbp4+epAtnR281taKYZjbMubkF2U7ulx83qsO76TXlCWJuflFPLl0JT8+fpiXT5+gP2J2n8p3upidV5jNpLn8M7mZJEliXkExv94yn2ePH+Zrb21AU1QacoJ8omk2B/u6Odzfe9nvXH3rk8zkMbAqCr/WOJuUrvPCyaP8wabX8Wgaqyuq+c05d/CdA7s/0PF7NBu/t2AJNb4cXmtrZcOZk4zF41gVhVyHg2WlFdltUflOF39053K+d3gf755rZ1NHGzZVpSEQ5At3zGNddV22a8fE2FxPVsw/7tnOL861EU4miCZT9EfCfPmNl/DZbHyqqYUvtSz4QO9VEISbRwQnbqFD+zrY+MpB3G47doeV0ZEw/X3jrHtoLj6/E6/fwYo1M3ntpX0cO3yedFqn89wgq++bRX7B9IMTbo+d+sYinn9mB/t3nzUr4z88D5vNQkGRj9de2se6R+YhyzIFhT7e2HCAT35hGQCz51Wyf/cmnv7uFhxOK+faB6ZdOA/MleT7HprLay/vp7NjEHdmv39+oY/Hfm3RFSudV9PbM8q//cPG7LYKu0NjzbpZ2RXpq5looelwarz60j62vnsiW/9g/SPzqKzJJxZNsG9XG329Y/T1jHLk4DlsNgvFZTk0NF175cPnc3L/I/N48Se7+Of/+RqBgIvx8Sh2h5VPfmE5DqfGQ4/P5/v//g7/6683UJCpA5JKpfnUF1dMK4NjeCjMvl1t9HSNEA7F2b7lJP29o1TXFVBZk3fN30+ndTSbhRNHOvmrP3sBWZFwOm0sW9XIgsU108rESad1XnlxH1vfOUH3hWFisSRPfHoJxWU5pFJp5i6oYvvmE0QjcaKRBBfOD+H1T65LoKoys+aUs+mNI/T1jqGqCvc9NIe8fC+z5pazd+cZnv7uFlxuG+c7BvBdR3bLhIJCH4qq4PbYJo1tbp6H2oZCXn1xH+cyBRmHh8LZoo7XYtVU5iyo5OfP7+GZ720BA853DBDMvxgAmTjXNr5ygJ3bTiErZqHJdQ/Npaa+gMqafO5eO5MXn9vF4QPmeTY4GKJpllkj4lo8XjvrH53H88/s4J/+9lVyct2EQjEsFoXPfGnFtMfIZrPQNLuM117aR9vpXqxWlfsfmYs/cO1rOzfXzcc/u5Qf/2Ab/8+fv0hhsQ8DiITifOlrazKdauayccMBzp7pw+WyMTwcoqQsh4c/snBaxydJEv4cJzV1BTzzvS1UVufh9tq5/+F5WK0qd69p4lxbP//6v96grCKXRDzF6EiEJz6zhLKK4LTH4VrKKoKk0jrBfE92awRAaVkOBUU+XvjRDg7tb6evZ4xkMo3bPXXNmss5Xdr7Xi9GpuCeZrPws2d38tZrh5AzHUQeeGwBpeU5NDWXsmhpHc98b4tZ6FiWGRwY566VM1h4Z+1NG4NbSZIk7iqtYGYwn/GEuYfdwEzldls1cuyO7PaCS3+nwuvj6wuX8OmZc4imkuiGgU016y34NFt2UtKSX8hT6x/P1lu41KN1jSwvrcymqgPMKyjin9esv2pg2m6xTKryb5FlHqlrZGlJOWPxOLqh47RaCdqdV7TZtCoKn5rZwv019dPuHjFdTbl5fP/+x/Fq2qQJmixJfKKxhRVlVThUS7YwqBkYCPIHdyzj87PmEU2lwDDQVBWfZserXWyn7VAt/OacO3hixqzsWCuZ7SG5DscVBR4lSaLc6+N359/JJ5tmE0kms+1BvZqGz2ZHzmwjsWWyOJaVlDOeiCNJEh6rRtDpZCweZ311w6QAgj1zLJ9sbKHUPb1V8mpfgN+/YymfmzWXcDLTZltW8Gq2ScGjTzTOZl11PUWuK79T/PmSlST19KQaJ5Ik0ZJXSI0/h4FIJNMyVcKmqvhttiuKNt5fXcfcgiJK3d6bGpxyWCx8sqmFtZU1hBMJZFnGa9XIdThZXFRKOJmclEX0jUXLiaVSV2QZ+O12/nntA1gVZdKxu61Wvjh7Hg/UNBBJJbHIMnkOJxZZoeUqQZjr4dVsPNE4i7VVNYzF4yTSaZTMNi+fdnEcJUmi0uvnDyfO2WQSRZazNVYuPe9dFivfWLSMSCpJnmN631d/a+4dfHpmyxX/LknSpIKygiDcfsqTTz55u48B4MnbfQC3gsOhodksZqV7i0JRSYD7HpzD/EXVyIpZTbm6Jp+iEj+RSCLTfnI2CxbXTF5xN0BRFSqr8yatFE/QbBbqZhQhSxLJRIpArovKqjwsFgWH3YrdqXHHnbU4XRoOp1kE8I4lddgdVvLyPZRW5BIOx3E6Ndasm03tjCJKygL4/E5zxQaJgmL/pHoJEyRJoqIyj5r6AmKxBLphUFKaw5wFlVOmhE/FMMx9+BarijXzn8OhUVGdh9tjR5YkikoCFJUEsq+vKDIV1XkE8zy89vIBertGeODxBcxZUEl1bQFtp3o5eayLuQuqSCZTHNhzllAoRllFbrbIo6rKmb37CnanRk1dQbbInIGBz29OnjSbheLSAA1NxSTiKVKpNPmFXuYuqCYv34ssmxPUmbPL0HWDRCJFIOBi7sIqikszx2yA1aqaK7G+K/8QDg+GObDnLLpuZPbuq4yPx3B77NnUeX/ARVWtmalCJhsir8BLWWUuxw538ouNR7j/0XksvLOWGTNLSCXTvPbyflrmVVy1uOElpxhWq4rNZsHl1mhuKeexj99BfWOxWRNBVaiozsPlsRMJxykpy8l2Uqiozp+0ZaG6rgCXy0YsnsTltlFTW4DNbraKLKsMEsm0hlx13ywamkooLglka2lc6yD9OS4qq/NxOKzm75aZdULKKoLkFXipqS8wa0hEkjQ0FbP2/tkEct1UVueBJKHIMuVV5mMlScLAwGJRqa7JJyfopqQ0QG6eh0goTk7Qzb0PtlBaHqSyJj8TlDjE+bP9PPD4AuYurKKmroBz7QMcOtDB3AVVOJwatfWFFJfmEI3EkWWJyup8WuZXmivzEhQW+Sgo8mMYBsWlOeQX+JBkxsohTgAAB+xJREFUidLyHHKCHgqLA8yYWUIyYZ5rwTwvcxdWkV/oQ0JCUWQqa8xz33wPZj2T6toC85rFDBLV1BVgtVlIxJN4fHaqawvQtGtPrmXZvN5mzSnH5TLb0fkDTma2lFFVk4fVaqGyOo/qWjPwZxgGpeVB5iyoMgtXSmagZ9K5bpjb26rrC3A4zO1edoeV+sZiDAwSCfN9VlQGM8UnHcxsKUPTVCKRBG63ndnzKqiszjcDbYb5Hitr86e8J16LbhjkF/gorwxis1mYOdvs8KKqMlU1+eTmeaiuL8AwzNobLfMquGtlI7l5Hsorc5EwMz+qa/MJTGzfMcwaJjV15ufwfteLIkv8/AWzrez9j8yjZX4lVTX5HN7fQee5QeYtrMZmt9LYXEpO0E00nMCiKdQ2FNI0qwyH0wqShIREfqGXsopgtl7Ph4mEmd7tsloJ2B0EHU6CDic5dgduq4YiT70lRZIkLIqCz2YjN/M7fpsdh8UyabXUXIF1TrlFwGGxkutwTEpNt6kqQYeTPKdryv/8NvukrXMTq7PuzEQ96HDi1WxTdpKQJAmX1UrQ4bzp3TomVppdVu2K8dIy78lns13RItOqKPhs9uy4+2127JeNoTQxUbxkrHMdTjyZQMjV7ssWxQwATPxOwG7HkSnWeClFlvFotuzzujUNRZJxWCwE7PYrMhYmxlqdZpbSxLnizbzGxWOZ/D6dViu5dgfaFAVMfTYbAfuVr2m2GVXxXzaGtkxti0vZLRbyHE40Vb3pGRRqZpIedDjJtTuyhUWdVit+2+QxnGoyD2ankoDdgVe78jxRZfNaM8fOvGYsikLAbr8iCHcjZEnCabl4D8h1OPFNMY6Xn7M5dgcu65XnlCxJ5rlnd0y7BoXPZpvymg9e5f4hCMIt8a3pPEiabmr7LfahOAjh5orHkvR0j1y1sJ4E5Bf5spOVG2EYBn/69R9xx5I61j86zyyGpeu8+uI+dmxt5RvfenTSiuh/Vd//93fo7R7hf/zpQ9nsk9bjXfztt1/ia394P26PLVvU8XKyLFFQ6Jt2hsHNZhgGofEY/X1jV32M1aJSUOz7QDUGboZv/eGzzJxdxqMfX5Q919567RBvv36Yb3770Wxw4MNI1w2GBsYZG4te9TFOp0Yw33N9W7I+RAzDbBf7fgWFbTYL+YW+KwKtv0zhUJxvf+Mn3PNAC3evnWlu2UjrPPuDbbSd6uUb337ktp/rws0XT6V45tghXjlzclqPtyoKf7NiLWU3ORND+OVL6TpvtZ/mPw7unfbv/PGdy5mTX3QLj2p6Dvf18D93bc1mplzL4/VNPNE46xYflSAIv4KmFbkV2zqEW2ZwYJxnf7CNUKaI31Q+/cXl1NQXfqDX8ee4OLS/3VwFtVu4cH6IzZuOMWtO+bS3lfyqy8l1c3BvO7u3nzLbH45GeOetoxSVBkjEk/zwP3eRuErtBU2z8KkvLKOs8ualy18PwzA4daKbF5/bddXH5AbdfO43Vk67Ne2t4s9xc+TQeWrqC7FnOji88+ZR6huLsNk++ArTrZROpdm+pZXdO67c5z1hxswSHntiEVbtVzM4kU7rHNzbwaaNh6/6mNLyXD71hWUotykYB6AoEl6fg/17zpKX78WqqXSc7WfH1laWr266oQ4DwoefnNmysri4dFqPVyQZh/rhvq8I0yMB+U73tD97AJ92e//eTfBoNhYUlky79esHKVwpCIIgMieEWyaVSjM+FnvfwpNut83sPHCDDMPgXPsAr7y4j/6eUQzDwGa3UNtQxN1rZ+IPOG96iuWH0ehIhI2vHOT4kU70tI6iyhSX5rDynpkUFQcIh2JXvcgkCdxu+zW7K9wqhmGQiKcIX1Zc81KKIplbfG7ziv75jgFee2k/3ReGMQwDzWahpr6AlWubCeRObxvT7WIYBpFwgnj86qtfVquCM7OV41eRYRjEokmi0cRVH6OqMm63fcruP78sum7QdqqX11/ez+DAOAYG9sw2jmWrGvF47b+yn4EgCIIgCMIUpvXFRgQnhF95hmGQTKRJpdNgmNsUVIvyoW6xd7MZhkE6pZNMmp0PzLalMqpF+W8zBr8MhmF2okml/vuea8LNYXY1SpFK69lzyWJRkRVJnEuCIAiCIPxXI4ITgiAIgiAIgiAIgiDcVtMKTvxqbiwWBEEQBEEQBEEQBOG/DBGcEARBEARBEARBEAThtvqwtDIQG2wFQRAEQRAEQRAE4b8pkTkhCIIgCIIgCIIgCMJtJYITgiAIgiAIgiAIgiDcViI4IQiCIAiCIAiCIAjCbSWCE4IgCIIgCIIgCIIg3FYiOCEIgiAIgiAIgiAIwm0lghOCIAiCIAiCIAiCINxWIjghCIIgCIIgCIIgCMJtJYITgiAIgiAIgiAIgiDcViI4IQiCIAiCIAiCIAjCbSWCE4IgCIIgCIIgCIIg3FYiOCEIgiAIgiAIgiAIwm0lghOCIAiCIAiCIAiCINxWIjghCIIgCIIgCIIgCMJtJYITgiAIgiAIgiAIgiDcViI4IQiCIAiCIAiCIAjCbSWCE4IgCIIgCIIgCIIg3FYiOCEIgiAIgiAIgiAIwm0lghOCIAiCIAiCIAiCINxWIjghCIIgCIIgCIIgCMJtJYITgiAIgiAIgiAIgiDcViI4IQiCIAiCIAiCIAjCbSWCE4IgCIIgCIIgCIIg3FYiOCEIgiAIgiAIgiAIwm31fwBBtcsqxUD6qgAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Different job title'\n", - "plot_wordcloud(df, title_job, country, category)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "512px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "370px" - }, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/c. Professional developer.ipynb b/analysis/2018/c. Professional developer.ipynb deleted file mode 100644 index 07f82ff0..00000000 --- a/analysis/2018/c. Professional developer.ipynb +++ /dev/null @@ -1,2147 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section we investigate the relationship between RSEs/RSDs and their own experience in software development\n", - "Understandably, we expect them having several years of software development experience. However, as shown in previous years, it is not necessarily reflected upon their own feeling of being considered as professional. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "* `Do you consider yourself a professional software developer?`: Yes-No\n", - "* `How many years of software development experience do you have?`: numeric" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Professional developers" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "prof_dev= ['soft2can. Do you consider yourself a professional software developer?']\n", - "year_dev = ['soft1can. How many years of software development experience do you have?']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Professional developer for Australia
Yes4346.236559
No5053.763441
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Professional developer for Australia \n", - "Yes 43 46.236559\n", - "No 50 53.763441" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'Australia'\n", - "category = 'Professional developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018
How many years of software development experience for Australia (without 95 percentile)
count90.000000
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min0.000000
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75%20.000000
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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Germany" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Professional developer for Germany
Yes15047.31861242.7692314.549381
No16752.68138857.230769-4.549381
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Professional developer for Germany \n", - "Yes 150 47.318612 42.769231 \n", - "No 167 52.681388 57.230769 \n", - "\n", - " Difference with previous year \n", - "Professional developer for Germany \n", - "Yes 4.549381 \n", - "No -4.549381 " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'Germany'\n", - "category = 'Professional developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018Results in 2017
How many years of software development experience for Germany (without 95 percentile)
count313.000000304.000000
mean9.1637389.383224
std6.2329696.239342
min0.0000000.000000
25%4.0000005.000000
50%8.0000008.000000
75%13.00000013.000000
max28.00000028.000000
\n", - "
" - ], - "text/plain": [ - " Results in 2018 \\\n", - "How many years of software development experien... \n", - "count 313.000000 \n", - "mean 9.163738 \n", - "std 6.232969 \n", - "min 0.000000 \n", - "25% 4.000000 \n", - "50% 8.000000 \n", - "75% 13.000000 \n", - "max 28.000000 \n", - "\n", - " Results in 2017 \n", - "How many years of software development experien... \n", - "count 304.000000 \n", - "mean 9.383224 \n", - "std 6.239342 \n", - "min 0.000000 \n", - "25% 5.000000 \n", - "50% 8.000000 \n", - "75% 13.000000 \n", - "max 28.000000 " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'Germany'\n", - "category = 'How many years of software development experience'\n", - "result = describe_diff(df, year_dev, country=country, category=category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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ImSml+R3UWUN2LB3VJnFYqKv3tCs/JEt2vyeltDsivsX+Sab2XzirfxdZMv4kOk/eP092W1ahR4APkCVebiBLNHycrEfZP3b0st2JrUBnx2bzjyUMALbnzwsTql2+VkrpFeD9Be3/kKxHVoeL0Pn/rWMKnk8g63W1ie4dA4XxriH7v3FknuCizbzrU0rXd9JWd16jK93Zf6eS3Ta6vYP5klT27MkkSfubR/ZN5pciojofbPQDwJ0AeW+GXWQXGo/kJ4t1wKX0XJJpMNnJaj3ZBcENB7JwSmkt8DTZRdB/pJR2vYm6TwGvRzaYb/+8d9UpEXFGQYzbgYaIOAn4b53FFBFn5L0IqskudnaT3d7QNp41wBPA3+aDr54KXE2WDOtSRHwoIsbnk1vILhKayMZTOSEiPhYRVRFxGdntGb/ooKk6YFK0/tWiJ4ATyS7in0opvUjeG4asVxtkt68lsnGkiGwg6nYHOC/wz8CXIx/cPR889kMd1P0J8P7IBnfuRzYeUWGM/wxcnye7iIiREXFxwfxf5TF/HfhxQSL1F2Tb55P5fl+dv2ft9UL4EXBVRJwWEUeQ7Z/zUkqrCur8eUQMi4hjyHo0/LiddjqVx/Y94KY8Mdn8E+pzutlEHdl4Nx3pdJ0j4pNkY49dCXwOuD2ywY+b/VFEXBLZQMrXkR2zT9L1sdOVO4APRMScfNmayAY5H9/lklnPtAsi4sP5fj4iIk7rgW15F/C+iJidH8NfyNf3ie4snFJaStar486IeFfzdgHOLqiznuw21G9GxJDIBrGfHBHndTPG7hhM1uNld0ScSZbQPxA/INsfLqLzJNMDwIwoGJCb7P/DO8hup1pLdvvthWRJoGc7aKerfbitDo/NlNJrZMmmT+T71aeAyW1ea3wU/IBDW5H9KMbgyAbG/wTZmFf/kM87OX/dyvw4+Wb+eos7ifcTETEtT5Z/HfhJSukNDvAYyPeducA/5Z871RFxbj77e8Cf5v9/IiIGRjYAfNueZu2pA0ZExNCuKnZz/z0vj1OSDlkmmSSpjZTSXrKk0nvIvlH9J+DylNKSgmqPkN2ms6ZgOsgG8u4JPyC7dWAdUEt24XqgbifredDZhVCHdfMT/feTjY2zkmxb3ErWqwqygY4/Rjao7vfoOokwJK+3hWzd6sl6hLXno2RjXbxKNpDqX6WUHuzGegCcAcyLiAayQY6vTSmtSCnV5+vzhfy1vwS8P6W0qYN2mn/5qT4iFkDLrWkLgBfz/QSycZ1eSflPvaeUaskurn5PdoEyHeioVxH5Mj8F/hfZBfh2snFM3tNB3ReBPyPrkbGebHuuLajy7Xy974+I18n2nVkFy+8hG5D3gryN5vLXyS4YP8IfBu79X2S3MrWN4UGyHmj/kccwmT/cgtfsHrLBrxeS3aL3L51tg078BdkA00/m2+ZBskRfd/wL2e1NW6Pgl6aadbbOETGBbLyey1NKDSmlHwLzyQZ7bnYP2Tg9zQPKX5KyX93q6tjpVP65cjHZLXavkfWQ+HO6cd6WUlpNNkbbF8huu1xINoA1FLEt8yTRJ8jG49lE9hn5gYLjoDv+DLiZLCmxmWy//Ruybbg6r3M52Zg+tWTb9Se0uc2uSP8d+Hp+bHyVLHnWbXkPwSayX45re/ttYb06st5bFxeUvUQ2HuBj+fR2sgHhf5fvM+3pdB9u53W7Ojb/hGxfqicbNLswSfhbst6HGyKio8/FOXnMW8huNbwwT15Bdjvoj8m+fFhB9hn+/pTSvk5C/jeycac2kPWs/Fy+Hm/mGPgkWU+oJWRjs12XtzU/X+9/zONeTpYo7FL+f/9HwIr8PTi6i0W62n8/SpZslaRDVqRUbK9jSdLBKP8W9w6yQZ47/bA/kLpSVyIikQ2SvbzUsfSWiPga2eDMn+iqrg4tEfFb4IcppVu7qDeNLIF/pp+r+4uIh8kG0O50Ox4qIuIDwCdTSh8udSyS1Jsck0mSDkH57SzXkv0CXVcJpm7XlaTDWX7L4wwKeih1JO/V2N1bJHWISyn9HPh5qeOQpN7m7XKSdIjJx5PZStZF/1s9VVeSDmcRcTvZLYbXtfn1S0mSlPN2OUmSJEmSJBXNnkySJEmSJEkqmkkmSZIkSZIkFc0kkyRJkiRJkopmkkmSJEmSJElFM8kkSZIkSZKkoplkkiRJkiRJUtFMMkmSJEmSJKloJpkkSZIkSZJUNJNMkiRJkiRJKppJJkmSJEmSJBXNJJMkSZIkSZKKZpJJkiRJkiRJRTPJJEmSJEmSpKKZZJIkSZIkSVLRTDJJkiRJkiSpaCaZJEmSJEmSVDSTTJIkSZIkSSqaSSZJkiRJkiQVzSSTJEmSJEmSimaSSZIkSZIkSUUzySRJkiRJkqSimWSSJEmSJElS0UwySZIkSZIkqWgmmSRJkiRJklQ0k0ySJEmSJEkqmkkmSZIkSZIkFc0kkyRJkiRJkopmkkmSJEmSJElFM8kkSZIkSZKkoplkkiRJkiRJUtFMMkmSJEmSJKloJpkkSZIkSZJUNJNMkiRJkiRJKppJJkmSJEmSJBXNJJMkSZIkSZKKZpJJkiRJkiRJRTPJJEmSJEmSpKKZZJIkSZIkSVLRTDJJkiRJkiSpaCaZJEmSJEmSVDSTTJIkSZIkSSqaSSZJkiRJkiQVzSSTJEmSJEmSimaSSZIkSZIkSUUzySRJkiRJkqSimWSSJEmSJElS0UwySZIkSZIkqWgmmSRJkiRJklQ0k0ySJEmSJEkqmkkmSZIkSZIkFc0kkyRJkiRJkopmkkmSJEmSJElFM8kkSZIkSZKkoplkkiRJkiRJUtFMMkmSJEmSJKloJpkkSZIkSZJUNJNMkiRJkiRJKlpVqQPoYanUAUiSpF4VpQ5A7fIcTJKkQ1u3zsHsySRJkiRJkqSimWSSJEmSJElS0UwySZIkSZIkqWgmmSRJkiRJklS0Q23gb0mSpMNORFwIfBuoBG5NKd3YZv5NwDvyyQHAqJTSkX0bpSRJ5Wffvn2sXbuW3bt3lzqUPlFTU8P48eOprq5+U8tHSofUj4EcUisjSZL246/LtRERlcBLwLuAtcDTwEdTSrUd1P8scHpK6VM9GIbnYJKkQ9LKlSsZPHgwI0aMIOLQPg1JKVFfX8/rr7/Oscce23a2vy4nSZJ0GDgTWJ5SWpFS2gvcCVzcSf2PAj/qk8gkSSpzu3fvPiwSTAARwYgRI4rqtWWSSZIkqbyNA9YUTK/Ny/YTEROBY4HfdtRYRFwTEfPzx6IejVSSpDJ0OCSYmhW7riaZJEmSDh8fAX6SUnqjowoppe+mlGamlGYCh8cAFJIkqUc48LckSVJ5WwccUzA9Pi9rz0eAP+v1iCRJOkT9cN7qHm3vY7MmdDp/zZo1XH755dTV1RERXHPNNVx77bVs3ryZyy67jFWrVjFp0iTuuusuhg0bxpIlS7jqqqtYsGAB119/PV/84hcBWLp0KZdddllLuytWrODrX/861113XY+ujz2ZJEmSytvTwPERcWxE9CNLJN3btlJEnAQMA37fx/FJkqQ3qaqqim9+85vU1tby5JNPcsstt1BbW8uNN97I7NmzWbZsGbNnz+bGG7Mflh0+fDg333xzS3Kp2YknnsjChQtZuHAhzzzzDAMGDOCP//iPezxek0ySJEllLKXUCHwGuA9YDNyVUnoxIr4eERcVVP0IcGc6xH5aWJKkQ9nYsWOZMWMGAIMHD2bq1KmsW7eOe+65hyuuuAKAK664gp/97GcAjBo1ijPOOIPq6uoO2/zNb37D5MmTmThxYo/H6+1ykiRJZS6l9CvgV23Kvtpm+mt9GZMkSepZq1at4tlnn2XWrFnU1dUxduxYAMaMGUNdXV2327nzzjv56Ec/2isx2pNJkiRJkiTpINbQ0MCll17Kt771LYYMGdJqXkR0+1fh9u7dy7333suHPvSh3gjTJJMkSZIkSdLBat++fVx66aV8/OMf55JLLgFg9OjRrF+/HoD169czatSobrU1d+5cZsyYwejRo3slVpNMkiRJkiRJB6GUEldffTVTp07l85//fEv5RRddxO233w7A7bffzsUXX9yt9n70ox/12q1yAHGIjf14SK2MJEnaT/f6gqtHRMT8lNLMblT1HEySdEhavHgxU6dOLdnrP/7445xzzjlMnz6dioqsn9ANN9zArFmz+PCHP8zq1auZOHEid911F8OHD2fDhg3MnDmT7du3U1FRwaBBg6itrWXIkCHs2LGDCRMmsGLFCoYOHdrha3awzt06BzPJJEmSyolJpj5kkkmSdLgrdZKpFIpJMnm7nCRJkiRJkopmkkmSJEmSJElFM8kkSZIkSZKkoplkkiRJkiRJUtFMMqns1dfX87nPfY76+vpShyKpD3jMS5IkSQcnk0wqe7fddhuLFi3iBz/4QalDkdQHbrvtNmpraz3mJUmSpINMVakDkN6sffv28etf/5p169Zx8skn8/vf/57LL7+cESNGlDo0Sb1k6dKlrFy5klNOOYWXXnqJ1atXM2HChFKHJUmSpMPF/O/3bHszr+p09po1a7j88supq6sjIrjmmmu49tpr2bx5M5dddhmrVq1i0qRJ3HXXXQwbNowlS5Zw1VVXsWDBAq6//nq++MUvtrR10003ceuttxIRTJ8+ne9///vU1NT06OrYk0ll64UXXuC5554jpURlZSVHH300t99+e6nDktRLUkr85Cc/obq6GoCamhr+/d//vcRRSZL0Js3/fs9frEo65FRVVfHNb36T2tpannzySW655RZqa2u58cYbmT17NsuWLWP27NnceOONAAwfPpybb765VXIJYN26ddx8883Mnz+fRYsW8cYbb3DnnXf2eLwmmVS2Nm/ezJYtW0gptZQ98cQTJYxIUm/au3cvmzdvbjnmU0qsX7++xFFJkiRJvWfs2LHMmDEDgMGDBzN16lTWrVvHPffcwxVXXAHAFVdcwc9+9jMARo0axRlnnNHyxWyhxsZGdu3aRWNjIzt37uToo4/u8XhNMqlsjR07lmHDhhERADQ1NXH22WeXOCpJveWII45gxIgRLcd8RPTKP0ZJkiTpYLRq1SqeffZZZs2aRV1dHWPHjgVgzJgx1NXVdbrsuHHj+OIXv8iECRMYO3YsQ4cO5d3vfnePx2iSSWVr2rRpnHvuuezbt48dO3awevXqlkyupEPTJz7xCRoaGti3bx9bt27lyiuvLHVIkiRJUq9raGjg0ksv5Vvf+hZDhgxpNS8iWr6I7ciWLVu45557WLlyJa+++io7duzgjjvu6PE4TTKpbEUE5557LscddxzLly/nvPPOc9Bv6RA3YcIEpk6dSm1tLaeeeipjxowpdUiSJElSr9q3bx+XXnopH//4x7nkkksAGD16dMvQEevXr2fUqFGdtvHggw9y7LHHMnLkSKqrq7nkkkt6ZbgZk0wqe1dccQXTp0/n8ssvL3UokvqAx7wkSZIOFyklrr76aqZOncrnP//5lvKLLrqo5Yevbr/9di6++OJO25kwYQJPPvkkO3fuJKXEb37zG6ZOndrj8UbhoMmHgENqZSRJ0n467wuuHhUR81NKM7tR1XMw6UA1/7JcFz9fLqm0Fi9e3CvJmO56/PHHOeecc5g+fToVFVk/oRtuuIFZs2bx4Q9/mNWrVzNx4kTuuusuhg8fzoYNG5g5cybbt2+noqKCQYMGUVtby5AhQ/irv/orfvzjH1NVVcXpp5/OrbfeyhFHHLHfa3awzt06BzPJJEmSyolJpj5kkknqRSaZpLJQ6iRTKRSTZPJ2OUmSJEmSJBXNJJMkSZIkSZKKZpJJkiRJkiSpA4fYMEOdKnZdTTJJkiRJkiS1o6amhvr6+sMi0ZRSor6+npqamjfdRlUPxiNJkiRJknTIGD9+PGvXruW1114rdSh9oqamhvHjx7/p5U0ySZIkSZIktaO6uppjjz221GGUDW+XkyRJkiRJUtFMMqns1dfX87nPfY76+vpShyKpD3jMS5IkSQcnk0wqa3V1dXzve9+jrq6O22+/vdThSOplTU1N3HrrrWzZsoV//dd/LXU4kiRJkgqYZFLZWrduHT//+c/ZuHEjY8eOZdmyZWzatKnUYUnqRQ888AB1dXWMGDGC9evXM2/evFKHJEkEdshgAAAgAElEQVSSJClnkkll66WXXmLDhg0tPyVZU1PDbbfdVtqgJPWaffv28fTTT7cc8yklfvOb35Q4KkmSJEnNTDKpbFVXV7Nly5ZWF5yPP/54iaOS1FsqKiqor69vdcyvXbu2xFFJkiRJamaSSWXrlFNOYdiwYUQEAFu3buW8884rcVSSektlZSVjxoxpOeYBf05WkiRJOoiYZFLZOvLII7n66qtZu3Yty5YtY/369Vx++eWlDktSL/r0pz/N8uXLeeWVV1i2bBmf+tSnSh2SJEmSpJxJJpW1sWPHctZZZ7Fz504uvPBCRowYUeqQJPWiESNG8I53vIOtW7dywQUXeMxLkiRJB5GqUgcgFeuKK65g1apV9mKSDhMe85IkSdLBKZoHUD1EHFIrI0mS9hNdV1FPiYj5KaWZ3ajqOZh0oOZ/P/s786rSxiFJ3dOtczBvl5MkSZIkSVLRTDJJkiRJkiSpaCaZJEmSJEmSVDSTTJIkSZIkSSqaSSZJkiRJkiQVzSSTJEmSJEmSimaSSZIkSZIkSUUzyaSyt3z5ct73vvexfPnyUociSZIkSdJhyySTykZKiddff52mpqZW5TfccAO7du3iG9/4RokikyRJkiRJVaUOQOqOTZs28fDDD7Njxw769+/P+eefz9ChQ/npT3/KkCFDOOWUU3j11VdZvnw5U6ZMKXW4kiRJkiQdduzJpLLw+9//nh07dgCwa9cunnjiCZ5//nkWLlwIQEVFBePGjeOGG24oZZiSJEmSJB227MmksrBt27b9pgcOHMju3btbyiKCurq6vg5NkiRJkiRhTyaVifHjx+83fcwxx1BTU9NS1tjYyMiRI/s6NEmSJEmShD2ZVCbOPvtsjjjiCOrq6hg5ciQzZ86kX79+XHDBBdx9993s27eP9evX853vfKfUoUqSJEmSdFgyyaSy0K9fP84666z9yi+44ALuuOMOVq1axaRJkxz0W5IkSWVh3srNALz8xmo+NmtCiaORpJ7h7XIqe1/5ylcYOHAgX/nKV0odiiRJkiRJhy17MqnsTZkyhV/+8pelDkOSJEmSpMOaPZkkSZIkSZJUNJNMkiRJkiRJKppJJkmSJEmSJBXNJJMkSZIkSZKKZpJJkiRJkiRJRTPJJEmSJEmSpKKZZJIkSZIkSVLRTDJJkiRJkiSpaCaZJEmSJEmSVLSq3mo4Io4BfgCMBhLw3ZTStyPia8CfAK/lVf8ypfSr3opD5Wf37t3U1tbS0NDApEmTmDBhAk1NTSxdupS6ujpGjhzJ1KlTqaioYM2aNaxcuZIBAwZw8skn079/f7Zs2cKSJUtIKXHSSScxfPjwUq+SdFhqbGyktraWLVu2cPTRRzNlyhQighUrVrBmzRqGDh3KySefTHV1NRs3buSll16iurqaqVOnMmTIEBoaGqitrWXPnj1MmTKFsWPH9kqbkiRJknpGryWZgEbgCymlBRExGHgmIh7I592UUvrfvfjaKlMpJe6//362bNkCwMqVKznnnHPYtGkTixcvBuCVV15h27ZtjB8/noceeqhl2bVr13LBBRcwd+5c9u3bB8CKFSu4+OKLGTx4cN+vjHSYe+yxx1i9ejUAq1atYufOnfTr14+nnnqqpU5dXR0zZ87kvvvuo6mpCciO+w984APMnTuXnTt3AtmxPGfOHBYvXtzjbY4ZM6b3N4YkSZJ0GIiUUt+8UMQ9wD8CbwMaeinJ1Dcrcwj4zne+w/Lly0sdxn4qKioYOHBgq7LGxkYqKyuJiP3Kq6qq2LNnDwBHHHEEe/fupV+/fq3q7dmzh7179/Zu4D1kypQpfPazny11GDpE9fVx3za529TUREqJysrKVuXtHbftle3bt4/q6upWx3xHbTbX7U6bu3fvPvCV60Ee9wcsuq6inhIR81NKM7tR1XMw6QDNu/ubALw84UN8bNaEEkcjSV3q1jlYn4zJFBGTgNOBeXnRZyLi+Yj414gY1sEy10TE/PyxqC/iVOm1l/RMKe1X3nxh2fy8ubdC89+u2pTU+9oee+0dy+3Vg46P5ZRSq2O+ozbbW97PB0mSJKl39XpPpogYBDwCXJ9S+s+IGA1sIvvG62+AsSmlT3XRht+iHUbmz5/Piy++CEBNTQ1z5sxh+/btPPLIIzQ1NVFRUcHb3/52jjrqKObOncvzzz8PwAc+8AFmzpzJ/fffz8aNGwE46qijmDNnDlVVvXlnqKT2LFmyhHnzsu8WqqqqeOc730l1dTX3339/yy2tM2bM4IQTTmDu3Lls27YNgPHjx/POd76Txx57jJUrVwIwaNAg3vOe97B69WruuOMOAKZOndojbQ4YMKDvNop6gj2Z+pDnYFLvsSeTpDLTrXOwXk0yRUQ18AvgvpTSP7QzfxLwi5TSKV204wnOYWbr1q00NDQwZsyYlgTRrl272LRpEyNGjGi5KGxsbORLX/oSKSVuuukmIOuZsHHjRlJKjB49er/b7CT1nYaGBrZs2cKoUaM44ogjgOy2tbq6OoYOHcqQIUOArJdRXV0dVVVVjBw5smX5+vp69uzZw5gxY6ioyDrfXnfddVRWVnLDDTf0WJsqK36otyMiLgS+DVQCt6aUbmynzoeBr5GdLz2XUvpYN9r1HEzqJSaZJJWZbp2D9eavywXwL8DiwgRTRIxNKa3PJ/8Y8FY47efII4/kyCOPbFXWv39/jjnmmFZlVVVVvPHGG63KIoLRo0f3eoySujZo0CAGDRrUqqxfv377HcsVFRXt/tLbiBEj9itLKdHY2NiSYOqJNqVyFhGVwC3Au4C1wNMRcW9KqbagzvHAl4G3pZS2RMSo0kQrSZIOZb15D9HbgE8CL0TEwrzsL4GPRsRpZN94rQL+ay/GIEmSdKg7E1ieUloBEBF3AhcDtQV1/gS4JaW0BSCltLHPo5QkSYe8XksypZQep/3uVL/qrdeUJEk6DI0D1hRMrwVmtalzAkBE/I7slrqvpZR+3V5jEXENcE0+eVTPhipJkg5ljoYsSZJ06KsCjgfOB8YDj0bE9JTS1rYVU0rfBb4L2ZhMfRmkJEkqb454KkmSVN7WAYWDko3PywqtBe5NKe1LKa0EXiJLOkmSJPUYk0ySJEnl7Wng+Ig4NiL6AR8B7m1T52dkvZiIiKPIbp9b0ZdBSpKkQ59JJkmSpDKWUmoEPgPcBywG7kopvRgRX4+Ii/Jq9wH1EVELPAT8eUqpvjQRS5KkQ5VjMkmSJJW5lNKvaPPjKimlrxY8T8Dn84ckSVKvsCeTJEmSJEmSimaSSZIkSZIkSUUzySRJkiRJkqSimWRS2XjjjTeor6+nsbGxpSylREVFBRFRwsgkSZIkSZIDf6ss1NXV8dBDD7Fnzx769evHeeedx7Bhw7j//vsZOHAgAC+88ALTp08vcaSSJEmSJB2e7MmksvDkk0+yZ88eAPbu3cu8efN4/vnn2bp1a0udBQsWsGPHjlKFKEmSJEnSYc0kk8pCQ0NDq+nXX3+d7du3d1lPkiRJkiT1DZNMKgsTJkzYb3rSpEmtygYMGMDIkSP7MCpJkiRJktTMMZlUFs466yz69+/Pxo0bGTlyJKeddhrV1dU0NTWxZMkSmpqaePe7301FhXlTSZIkSZJKwSSTykJVVRUzZ87cr/zEE09k586dAAwdOrSvw5IkSZIkSTm7fUiSJEmSJKloJpkkSZIkSZJUNJNMkiRJkiRJKppJJkmSJEmSJBXNJJMkSZIkSZKKZpJJkiRJkiRJRTPJJEmSJEmSpKKZZJIkSZIkSVLRTDJJkiRJkiSpaCaZJEmSJEmSVDSTTJIkSZIkSSqaSSZJkiRJkiQVzSSTJEmSJEmSimaSSZIkSZIkSUUzySRJkiRJkqSimWSSJEmSJElS0UwySZIkSZIkqWgmmSRJkiRJklQ0k0ySJEmSJEkqmkkmSZIkSZIkFc0kkyRJkiRJkopmkkmSJEmSJElFM8kkSZIkSZKkoplkkiRJkiRJUtFMMkmSJEmSJKloJpkkSZIkSZJUNJNMkiRJkiRJKppJJkmSJEmSJBXNJJMOSg0NDdTV1dHU1NRStnfvXjZs2MCePXtaypqamqisrCQiWi2/efNm6uvru2xTUvmJCCorK2lsbCx1KJIkSZIKVJU6AKmt5557joULFwIwcOBA5syZw/bt23n44YdpbGyksrKS8847j+HDh/PrX/+aAQMGALBgwQJOO+00fvvb37Ju3ToAxowZwwUXXMCiRYv2a3Pw4MGlWUFJb9rLL7/MoEGDALj77ruZPXs2o0aNKnFUkiRJksCeTDrI7Ny5k+eee65leseOHTz33HM8/fTTLb0W3njjDZ566ileeOEFGhoaWuq+8MILLFmypCXBBLBhwwaWLFnSbpuSyktTUxNPPfVUy/TevXt55plnShiRJEmSpEImmXRQ2bVrFymlVmU7d+5k586d+5UVJpiabdu2rd2y9tqUVF4aGxvZu3dvqzKPZUmSJOngYZJJB5Xhw4czdOjQVmXHHnssxx57bKuySZMmMXny5FZlgwYNYtq0aVRWVraUVVRUMG3atHbblFRe+vXrx7hx41qVeSxLkiRJBw/HZNJBJSJ497vf3XIrXHMy6bjjjmPgwIHU1dUxcuRITjnlFKqqqkgpsXjxYpqamrjwwgsZOHAgF154IbW1taSUmDp1KkceeWS7bUoqP+eddx73338/FRUVzJw5k2nTppU6JEmSJEk5k0w66AwYMIBZs2a1KqusrOTUU0/dr+5xxx3Hrl27gGxAb4CjjjqKc889t8s2JZWf6urqll+YPPnkk0scjSRJkqRC3i4nSZIkSZKkoplkkiRJkiRJUtFMMkmSJEmSJKloJpkkSZIkSZJUNJNMkiRJkiRJKppJJkmSJEmSJBXNJJMkSZIkSZKKZpJJkiRJkiRJRTPJJEmSJEmSpKKZZJIkSZIkSVLRTDJJkiRJkiSpaCaZVNaWLFnCgAEDqKmpYdu2baUOR5IkSZKkw5ZJJpWtZcuWMW/ePCorK6murub++++nqamp1GFJkiRJknRYMsmksvXKK6+0mt65cyevvfZaiaKRJEmSJOnwZpJJZWvw4MH7lQ0aNKgEkUiSJEmSJJNMKlunnnoqw4YNa5meMWMGAwcOLGFEkiRJkiQdvkwyqWz179+fiy66iB07dtDQ0MD06dNLHZIkSZIkSYetqlIHIBXLwb4lSZIkSSo9ezJJkiRJkiSpaCaZJEmSJEmSVDSTTJIkSZIkSSqaSSZJkiRJkiQVzSSTJElSmYuICyNiaUQsj4j/0c78KyPitYhYmD8+XYo4JUnSoc1fl5MkSSpjEVEJ3AK8C1gLPB0R96aUattU/XFK6TN9HqAkSTps2JNJkiSpvJ0JLE8prUgp7QXuBC4ucUySJOkwZJJJkiSpvI0D1hRMr83L2ro0Ip6PiJ9ExDEdNRYR10TE/IiYDxzVw7FK3fLDeav54bzVpQ7joImjnLkNpcOLSSZJkqRD38+BSSmlU4EHgNs7qphS+m5KaWZKaSawqa8ClHRomrz6biavvrvUYUjqIyaZJEmSyts6oLBn0vi8rEVKqT6ltCefvBX4oz6KTZIkHUZ6LckUEcdExEMRURsRL0bEtXn58Ih4ICKW5X+H9VYMevMaGxtZu3YtW7ZsaSlLKVFXV8eGDRtIKbWUb926lbVr19LY2NhStmvXLlavXs3OnTt7vc3KykoqKip6tM2+WHepp+3du5c1a9awffv2lrKmpiZeffVVNm7c2Krupk2bWLduHU1NTS1lr7/+OmvWrGHPnj0HdZsRQVVV1UEfZ7FtSgfgaeD4iDg2IvoBHwHuLawQEWMLJi8CFvdhfJIk6TDRm78u1wh8IaW0ICIGA89ExAPAlcBvUko35j+x+z+Av+jFOHSAtm/fzq9//Wt27doFwIknnsgZZ5zB/fff33IRNGLECC688EIWLlzIiy++CEBNTQ1z5sxh27ZtPProozQ1NRERvP3tb+eoo47qtTYHDBgAwJNPPnlQx1nY5lvf+tZefAd1OHrttdd44IEH2LdvHwAzZszghBNOYO7cuWzbtg2AcePGMXv2bB599FFWrVoFwKBBg3jPe97D6tWrmTdvHgCVlZXMnj2bqqqqg7LNQYMGAXD33Xcf1HEW02ZEFLE36HCTUmqMiM8A9wGVwL+mlF6MiK8D81NK9wKfi4iLyM7PNpOdj0mSJPWoXksypZTWA+vz569HxGKyQSgvBs7Pq90OPIxJpoPKokWLWhIiAEuXLmXgwIGtvmWvr6+ntra2JckCsHv3bp5//nk2bdrU8m1+SolnnnmGcePG2WZBm9OmTWPIkCGdvAvSgVm4cGFL8qJ5urGxsSV5AbBu3TpefPHFloQIQENDAy+++CLLli1rKXvjjTdYsGAB/fr1s80StPnqq68yblx7YzZLHUsp/Qr4VZuyrxY8/zLw5b6OS5IkHV56sydTi4iYBJwOzANG5wkogA3A6A6WuQa4Jp/0l0360O7du/cra2ho2K9sx44d7S7bdvndu3e3SrL0dZvtlZW6zd27d5tkUo9qu+81NTW1ezy1t+/u2rWrVfIDYM+ePa1u/bLNvmuzvc9gSZIkqRz0+sDfETEI+A/gupTS9sJ5KRvcJrW3nL9sUjpTpkxpNT106FCmT59OdXV1S1llZSUnn3wyw4cP32/ZtstPnjyZ448/vmRtnnLKKQddmyNHjkTqSW33vTFjxjB16tRW45XV1NQwffr0lltMm5144olMmDChVdnkyZNts0Rtjh8/HkmSJKkcReEgxj3eeEQ18AvgvpTSP+RlS4HzU0rr80EoH04pndhFO/PzZFNXem9lDjNr165l5cqVDBgwgGnTptG/f3+2bNnCkiVLSClx0kknMXz4cHbv3k1tbS0NDQ1MmjSJCRMmkFJi6dKl1NXVMXLkSE466SQqKip6rc3vfOc7pJT467/+64M6zrZtSj1txYoVrF27lqFDhzJt2jSqq6vZuHEjy5Yto6qqimnTpjF48GB27NhBbW0te/bsYcqUKYwZM4bGxkYWL17M5s2bOfroo5kyZQoRcVC2+eUvf5mKigo+/elPH9RxFtOmOuWAVX3IczCVyg/nrQbgY7MmdFGzfOOYd/c3AXh5wodKvp69qXk9Z33oCyWORFKRunUO1mtJpshGLb0d2JxSuq6g/O+B+oKBv4enlL7URVue4KhD1157LQDf/va3SxyJpL7gMX/YM8nUhzwHU6mYZDp0mGSSDhndOgfrzTGZ3gZ8EnghIhbmZX8J3AjcFRFXA68AH+7FGCRJkiRJktQHevPX5R6n40zX7N56XUmSJEmSJPW9Xh/4W5IkSZIkSYc+k0ySJEmSJEkqmkkmSZIkSZIkFc0kkyRJkiRJkopmkkmSJEmSJElFM8kkSZIkSZKkoplkkiRJkiRJUtFMMkmSJEmSJKloJpkkSZIkSZJUtKpSByB1x969e5k/fz4bN25k5MiRzJw5k379+rFo0SIGDhxIU1MT9fX1jBgxgtWrV7No0SJSSpx88slMmjSp1OFL6iE7duygpqaGyspKnnrqKWbMmEFVlf/KJEmSpIOBZ+YqC0888QSvvPIKANu2bWP37t2MGzeOBQsWUFFRQUVFBQ8++CCzZ8/moYcealnukUceYdCgQRx11FGlCl1SD3r44Yeprq4GYPHixTQ1NfHWt761xFFJkiRJApNMKhNr167db7qpqalV2e7du1m6dOl+y65bt84kk3QI2LNnD5s2bWpV1vazQZIkSVLpOCaTysLQoUP3mz7yyCNblUUEo0aN6nJZSeWpX79+9O/fv1WZx7ckSZJ08DDJpLJw1llnMXDgQAAGDBjA2WefzamnntqSVEopceaZZzJlyhROOOEEIgKAKVOmMHHixJLFLannRARve9vbSCkBMGTIEM4888wSRyVJkiSpmbfLqSwcddRRXHrppezYsYMBAwZQUZHlR9/znvdw3333kVLipJNOArKE1IwZM0gpUVNTU8qwJfWwcePG0dDQQETwwQ9+sCWhLEmSJKn0TDKpbEQEgwYN2q+8uVdDoSOOOKIvQpJUIiklE0ySJEnSQcbb5SRJkiRJklQ0k0ySJEmSJEkqmkkmSZIkSZIkFc0kkyRJkiRJkopmkkmSJEmSJElFM8kkSZIkSZKkoplkkiRJkiRJUtFMMkmSJEmSJKloJpkkSZIkSZJUNJNMkiRJkiRJKppJJpWN7du38/LLL7Nt27aWsj179lBVVUVlZWUJI5N0IHbu3MnLL79MfX19S1ljYyOvvPIK69atI6UEQEqJ9evXs2rVKvbt29dSt6KigqqqKnbs2NFjbUqSJEkqXlWpA5C6Y8WKFTz22GMt02effTYjR45k7ty59O/fH4DHHnuMc845p1QhSuqGDRs28OCDD/LGG28AMH36dKZNm8Yvf/lLGhoaABg1ahRz5szht7/9LevWrQOgf//+vPe972XVqlUMHDgQgP/8z//kHe94B1VVVUW1OWjQoD7dBpIkSdKhyiSTysKzzz7banrBggWMGzeOvXv3tpStWLGCU089laFDh/Z1eJK66bnnnmtJBgG8+OKLNDU1tSSDADZu3MiiRYtakkEAu3btora2lmXLlrWUNTU1sXDhQqqrq/drM6XUrTaXLFnCzJkze3w9JUmSpMORSSaVhcJkEsC+ffv2K2sul3TwanuMNjU1tXss7969e7+yvXv30tjY2Gl7zW3u2bNnv/Jdu3a126YkSZKknuGYTCoLJ554YqvpE044Yb+y4cOHM2LEiL4MS9IBanvcjh8/nmnTprUaV23AgAGceuqpDB48uKWsoqKCE088keOOO67V8u19FnTU5lve8pb92jz++ON7ZL0kSZIk2ZNJZeL0009n6NCh1NXVMXLkSKZMmUJEcOGFF7bcGjNnzhwiotShSurE8ccfT//+/VmzZg1HHnkkxx9/PFVVVbzvfe9j+fLlVFVVceKJJ1JTU8N73/teli5dyu7du5kyZQojRoxgxIgR3HPPPVRWVnL++eczceJEgKLalCRJktQzTDKpLEQEkydPZvLkya3KR48e3XJbTL9+/UoRmqQDNH78eMaPH9+qbNiwYZxxxhmtympqanjLW97SqqyiooJ9+/axb9++lgRTsW1KkiRJ6hneLidJkiRJkqSimWSSJEmSJElS0UwySZIkSZIkqWgmmSRJkiTp/7F357F1n/e959/P2bgdUhQXbdS+WLIsx0qsWIkVN2njJl2SZu50OmiKwdwpiskMcBv0ov3jdjqDzqAFirvNHRS9xcUN5ja9Aa6TaVoUSadukmnrNE4dK1Fsx5Yla5coUZRIift6tmf+IH2sQ1Ix5SPycHm/AEH8ffn8PudL8pD2+er5/ShJqppDJkmSJEmSJFXNIZMkSZIkSZKq5pBJkiRJkiRJVXPIJEmSJEmSpKo5ZJIkSZIkSVLVHDJJkiRJkiSpag6ZJEmSJEmSVLVUrRvQ+hBj5JVXXuHKlSs0NjZy7NgxNm3axKVLlzh9+jQxRh577DEOHDjAnTt3+MEPfsD4+Di7du3iySefJJfL8fLLL9PX10dnZyfHjx+noaGBV155haamJmKM9PX1VZ3Z2NhY60+VpFk3b97klVdeYXp6mgMHDvC+972P0dFRGhoaSCaTfPe73+X48eOk0+latypJ68+pL878fexXa9uHJGlFccikZXHmzBlOnz4NwPj4OH/3d3/HT/3UT/Hd7363vOall14im83yne98h6mpqfJ5dXV19Pf3c+PGDQC6u7vJ5/N0dXVx+vRpEomZDXkPI/MTn/jE0n8yJL2ryclJ/v7v/55isQjAq6++SlNTE2fOnCGVmvlP16VLlwghcOLEiVq2KkmSJGmWQyYti97e3orjXC7HhQsX5q27dOlSeRj0tps3b3Lnzp15eSGERWVevHhx0Zkxxnm5kpZfX19fecD0tuvXrzMwMFBRm/uzRZIkSVLteE8mLYu2traK40QiQVdX17x127ZtI5lMzjt37vkbN26kvb39oWc6YJJWho0bN86rdXZ20tTU9K7rJEmSJNWGQyYti8cff5zt27cDUFdXx9NPP82ePXs4cuQIyWSSRCLB4cOH2bNnDx/5yEeor68HZgZETzzxBE8//TStra0AtLS0cOLEiYrMGON9M/fu3bvoTEkrQ0tLC0899VT5fku7d+/m0KFDPPPMM5RKJQDa29t56qmnatmmJEmSpHt4uZyWRTqd5uMf/zj5fL48AAJ48skneeKJJwDK91nZvXs3O3fupFAokMlkgJnB1Gc+8xmmp6fJZDLlHUcf//jH+frXvw7Avn37HkqmpJXh0Ucf5eDBgxSLxfKwafPmzYyPjwPwqU99qpbtSZIkSZrDIZOW1UK/BertQdC9EolEeRh0r7q6ukU9zlJkSlp+iUSiPJSWJEmStLL5f+6SJEmSJEmqmkMmSZIkSZIkVc0hkyRJkiRJkqrmkEmSJEmSJElVc8gkSZIkSZKkqjlkkiRJkrRknjvZzXMnu2vdhiRpGThkkiRJkrSk9nV/FU59sdZtPLB93V+d6V2StCgOmSRJkiRJklQ1h0ySJEmSJEmqmkMmSZIkSZIkVc0hkyRpRSqVSly7do3z588zNTVVrieTSdLpNENDQzXsTpIkSdJcDpkkSStOjJFvfetbfPvb3+Z73/sef/mXf8nIyAivvvoqjY2N1NfX87WvfY2rV6/WulVpxQgh/EwI4VwI4WII4bd/zLpfDCHEEMKx5exPkiStfQ6ZJEkrzu3bt7l9+3b5OJfLcebMGd58882Kda+//vpytyatSCGEJPDHwM8Ch4HPhhAOL7CuGfgN4OTydihJktYDh0ySpBWnWCwuWCuVShW1ucfSOvYUcDHGeDnGmAO+AnxmgXW/D/wrYGqB90mSJFXFIZMkacXZunUrra2t5eNkMsmjjz7KgQMHKtY9+uijy92atFJ1AdfvOb4xWysLIU/AVZgAACAASURBVHwA2BFj/OsfFxRC+FwI4VQI4RTQ8dA7lSRJa1aq1g1IkjRXIpHgZ3/2Z7l48SLT09Ps3buXDRs28KEPfYg///M/J5lM8tM//dNs27at1q1Kq0IIIQH8O+B/eLe1McYvAF+YPe/U0nYmSZLWEodMkqQVKZPJcPhw5S1lQggUCgUKhYIDJqlSD7DjnuPts7W3NQNHgG+HEAC2AF8PIfxCjNFBkiRJeii8XE6SJGn1+wFwIISwJ4SQAX4Z+Prb74wxDscYO2KMu2OMu4GXAQdMkiTpoXLIJEmStMrFGAvArwPfBM4CfxZjfDOE8HshhF+obXeSJGm98HI5SZKkNSDG+Dzw/Jza795n7ceWoydpOTx3shuAXzm+s8adSJLcySRJkiRp5Tj1RfZ1f7XWXUgP5tQXZ/5I65xDJkmSJEmSJFXNIZMkSZIkSZKq5pBJkiRJkiRJVXPIJEmSJEmSpKo5ZJIkSZIkSVLVHDJJkiRJkiSpag6ZJEmSJEmSVLXUUgWHEP4E+BTQF2M8Mlv7P4D/EeifXfY7Mcbnl6qH1ezWrVucPHmS8fFxdu/ezfHjx5mamuKll16ir6+Pjo4OTpw4QWNjI9///ve5fPkyTU1NfPCDH2Tbtm289dZbvPHGG8QYeeyxx3jsscfWbGY2myXGyM2bN1d0n7XK1Orx2muvce7cOVKpFEePHmXfvn1cu3aNV155henpafbv38+TTz7J8PAwL730EoODg2zbto0Pf/jDJJNJvve973H9+nU2bNjAhz70ITo6OtZkZmNjI4lEghdeeGFF91nLTEmSJKkWlmzIBPwp8O+BL82p/18xxn+7hI+76hUKBV544QVyuRwAFy5coKGhgf7+fnp7e4GZIdSLL75IV1cX586dA2BoaIgXXniBj33sY5w8ebKcd+rUKTZs2MCLL764JjNDCIQQeOGFF/jJn/zJh97nas5sa2tj69atCz7PtLJcvXqVH/3oR+Xj7373uzQ1NfGd73yHUqkEwJtvvklLSwtnzpxheHgYgO7ubpLJJJlMhitXrgBw9+5dvv3tb/Pkk0+uycxkMrkq+qxV5i/+4i8SQpj/JJMkSZKW2JINmWKM3wkh7F6q/LVscHCwPGh42+3bt7lz505Fra+vr/xi622FQoHLly/Py7xy5YqZi8hMpSq/JVZ75u3btx0yrRK3bt2aV7t48WJ50PC2np6e8qDhbbdv3yaTyVTUxsfHuXbt2rrN7O7uXreZY2NjNDc3z8uVJEmSllot7sn06yGE10MIfxJC2Hi/RSGEz4UQToUQTgHrau9/a2sr6XS6otbR0THvEoj29nY2bdpUUUsmk+zatWte5o4dO9ZF5s6dO6vK7OzsXFOZXjazesz9mgLs3r17Xm3Lli3zBggLPU8aGhro6uoy8x579uyZV9u8efOay2xqapp3viRJkrQclnvI9B+AfcBRoBf4P++3MMb4hRjjsRjjMeDO/datRel0mp/4iZ8gm80SQmDXrl088cQTnDhxovxCtL29nWeeeYYjR46wZ88eQgg0NTXxzDPPsHPnTt7//veTTqdJp9M88cQT7N69e81mApRKpRXfZy0yt2/fvnxPXFVl7969HD58mGQySV1dHcePH2f79u2cOHGChoYGEokEjzzyCAcPHuQnfuInaG1tBWYGL8ePH+fYsWPlgUVLSwsf/ehH2b9//5rMfHuXz4/L3Ldv37zMrq6ueZmHDh1adJ+rJTOR8Hd6SJIkqTZCjHHpwmcul/t/377x92Lft8DaU7PDpnezdB9MjcQY591b40FqQFXnr4bM3/iN3wDgD//wD1d0n7XO1Oqw0Nf0fvVqaqs5c6Hv+ZXYZ60z17B184GuBOv5/8H0Lk59cebvY7/6rkufO9nNvu6vcnxP26LWc+qLnLwywKWdv8SvHJ+/U3uhfGBRax/Uya/O/Jv48V/6rSXLXuzHuVot5edwRXmA7wlplVrU/4Mt6z93hhDuvTnMPwFOL+fjr0YLvWh4kFq156+GzIWsxD5rnanV4X5fu4f9PFntmdU8drU9rZZMSZIkabkt2Y2/QwhfBj4GdIQQbgD/O/CxEMJRZv616yrwPy3V40uSJEmSJGn5LOVvl/vsAuX/tFSPJ0mSJEmSpNp518vlQgibQwj/KYTwN7PHh0MIv7b0rUmSJEmSJGm1WMw9mf4U+Cawbfb4PPDPl6ohSZIkSZIkrT6LGTJ1xBj/DCgBxBgLQHFJu5IkSZIkSdKqspgh03gIoZ3ZX00bQvgQMLykXUmSJEmSJGlVWcyNv38T+DqwL4Twj0An8N8saVeSJEmSJElaVd51yBRjfCWE8FHgIBCAczHG/JJ3JkmSJEmSpFXjXYdMIYT/fk7pAyEEYoxfWqKeJEmSJEmStMos5nK5D97zdj3wceAVwCGTJEmSJEmSgMVdLvf5e49DCK3AV5asI+kBjIyMkMlkKJVKlEolEonF3Mte0mpQKBS4cuUK09PT7Nmzh6amJmKMpFIpEokEd+7coaOjA4CBgQFu3LjBhg0b2LlzJyGEGncvSZIkrT+L2ck01ziw52E3Ij2o/v5+vvGNb1BXVwfA3/7t3/KJT3yixl1JehhijHzjG9/g7t27ALz++uv83M/9HBcuXKChoQGAv/7rv+YjH/kI6XSaF154oXzu/v37OXHiRE36liRJktazxdyT6a+AOHuYAA4Df7aUTUmLcebMGUqlUvm4t7eXgYEB2traatiVpIeht7e3PGACyOfznD17losXL1asO336NOl0uqJ28eJFnnzySerr65elV0laM059cebvY79a2z4e0L7ur868cfy3atuIJGlRO5n+7T1vF4BrMcYbS9SPJEmSJEmSVqF3vYFNjPEf7vnzjw6YtFIcPny44h5MW7dudReTtEZs3bqV9vb28nE6nebRRx/l0KFDFeuOHDnCkSNHKmr79+93F5MkSZJUA/fdyRRCGOWdy+Qq3gXEGGPLknUlLUJnZyef+cxn+P3f/31KpRLPPvtsrVuS9JCEEPiZn/mZeTf+PnbsGF/+8pdJJpP8/M//fPnG35/+9KcrbvwtSZIkafndd8gUY2xezkak96KlpYVcLgfgb5aT1phUKsWBAwcqaiEEisUixWKxPGACaGtrcyejJEmSVGOL/u1yIYRNQPn6gxhj95J0JEmSJEmSpFXnXbd+hBB+IYRwAbgC/ANwFfibJe5LkiRJkiRJq8hiri/6feBDwPkY4x7g48DLS9qVJEmSJEmSVpXFDJnyMca7QCKEkIgxvgAcW+K+JEmSJEmStIos5p5MQyGELPAi8F9CCH3A+NK2JUmSJEmSpNXkvjuZQgh/HEL4CPAZYAL458A3gEvAp5enPUmSJEmSJK0GP24n03ng3wBbgT8Dvhxj/M/L0pUkSZIkSZJWlfvuZIox/mGM8cPAR4G7wJ+EEN4KIfxuCOGRZetQkiRJkiRJK9673vg7xngtxvivYozvBz4L/BPg7JJ3JkmSJEmSpFXjXYdMIYRUCOHTIYT/AvwNcA74r5e8M0mSJEmSJK0a970nUwjhp5nZufRzwPeBrwCfizH6m+X0UMUYAQghzKsvplZtpqSVodrv2/v9zFgoU5IkSdLD9+Nu/P2/AM8BvxVjHFymfrTOvP7665w+fZoYI4899hhHjx7lxo0bnDx5kvHxcXbu3MmJEyeYmprixRdfpL+/n/b2dp555hmampp46aWXaG5uplQqce3aNXbt2rXozHQ6XesPXxIzg6BTp05x7tw5UqkUR48e5dChQ1y8eJEf/vCH5HI59u/fz/HjxxkYGKCpqYlEIsE3v/lNnnnmGRKJBN/97nfp6emhpaWFp59+mk2bNi2YKUmSJGnp3HfIFGP8qeVsZDX4oz/6Iy5evFjrNtaMZDJJY2Nj+fjs2bN86UtfoqGhobzr4Pz58zz//PMkk0mSySQAFy5c4B//8R8pFArU1dUxOTkJwBe+8AUmJycXnTk9Pb1cH+q6tH//fj7/+c/Xuo2q+X2/9FKpFA0NDeXj06dPMzExUfG9fO7cOf7iL/6CTCZT/t598cUXeeGFF4gxVgyNT506xdTU1LzM8fFxSqXSMnxE69da+b6XJEnSe/PjdjJpjosXL/La6bMUG9tq3cqasKWtha5Q+RS8OzpN+5za6OQ0TfUZEqFYUR8en2JDKRBmXzOOTeW5MzJFxyIzz1+//ZA+Es2VnBiodQsPzcWLF7nw5qvszBbffbHek2TnTkphU0UtjN2hlOioXDg2CNmNhJkr4ChNjUIhB6UipWLDnLUDlELlz+rS3atMj9x52O1rVvdYstYtSJIkqcYcMj2gYmMbk4d+rtZtrAl3Ejm2Zu5W1HpT+2nODJPind0GA5ks+USe1sQ7O49GShkGM3U0p0bLtSKB3tR+2jKVV3fevE/mZNOTD/tD0qyGt56vdQsP1c5skd/5wEit21izeuNtXqNyIPRU81VOsYES79xL6UjzLa6SZIx3djht5Q5pCnSzrVyrZ5qDzT38iJaKzGeae8mGySX6KPQHr7S8+yJJkiStaQ6ZVDOjpQyX8y10pcYJIdKTzzJUquetXGBPeoS6UORusYEbhSxpSuzLDNOSyDFWSnMxv4FcTFIXinQkJ8nFJFfyLQyX6uZlDt8nU9LKsDX0MxYb6WYbKYrs5yrtYYQn4lnOs4ccabbTy3Z6aWWYN3mEEZroYJDDXCRBJE+KftppYoLHuMCGMMb4nEwHTJIkSdLScsikmrpVbOJWsamiNlKq40fTnRW1HEnO5uZfpng5v4HL+Q3vKVPSynEgXOMA1ypqW8IdtlB5eVszE3yI1+adf5S3FpUpSZIkaekkat2AJEmSJEmSVj+HTJIkSZIkSaqaQyZJkiRJkiRVzSGTJEmSJEmSquaQSZIkSZIkSVVzyCRJkiStc8+d7ObklYFatyFJWuUcMkmSJEmSJKlqDpkkSZIkSZJUNYdMkiRJkiRJqppDJkmSJEmSJFXNIZMkSZIkSZKqlqp1A1o90hTZlJokEOkrNJIjSYJIZ3KSulDgbrGe8ZgBYGNiipZEjtFShoFSPQBNIU97copcTNBXbKBEYk1mSmvdRKynh80kKbKdW2RCgXxM0sMWcqTZRh/ZMEGM0MsmRmiigyE6wiAAA3EDfbSRZYJt9JEIcVVnSpIkSZrhkEmLkqLEE/V3yFACYGtqgtemOjiQGaI1kQOgKzXO2Vwb2USenanR2TPHuVHIMlTK8FhmgDBb7UhO8VZu45rLHCrVPcxPu7TijMcGXuIDFEgCcJ1tPB1/yEmOMkoTAFfYzofjq3Szjetsna3t4LF4gRRFfsShct4d2jgQr67azI/EUyRD6SF/liVJkqTVySGTFqUjOVkesgCkKdGVGisPWQACsCU1TnMiX3Hu1tQ49cVCeXAD0JLIsT01+tAzu1JjNc0cyjlk0tp2gy3lIQvABPVcZGd5cANQIsE1ttHDlopzr9FFisqdP710kiL/0DPTC2ReYtdDz+yjna30I0mSJMl7MmmRShWjl/vXIoFSDPPWxQXWFhd4+lWbudB+gmJcvkxprUss8B2RpLjAukiCOO/cubVAXPD8ajOXos+FMheqSZIkSeuVQyYtyt1iPZPxnY1vUzFJTyFLf7G+XCsR6Mk3caOQrTj3Rj7LzUITxXuGMHdL9dwsNC1BZnZe5s3i8mVKa90OeqnjnV18GxhlH9dpY7hcS1NgNzfYw/WKc/fRzV66KwY4O7nJHnqWIPPGvMy9dD/0zE4GfsxnS5IkSVpfvFxOi1IkwY+m22lPTgORgWI9RRJcyLfSX5ymPhQZKNWTi0nGihnGSmmaEzlGS+nyDbFfmeqkLTlFLiYZLNUBYc1lSmtdfcjxTDzFbTpIUmQzd0iEyAfj6/TRTp40m7hDXchzgGu0x0FGydLOENkwAcAz8Qf0z95Quz0MzdZWb6YkSZKkGQ6ZtGglEvQXG+ZUA0Ol+nlrx2Oa8WK6opYnye1i5W6ftZgprXXpUGA7typqiRDZwp15a9vCCG2MVNQawxS7uLlmMiVJkiTNcMgkSZK0BoQQfgb4QyAJ/N8xxn855/3/M/DPgCIwBnwuxnhm2RuVauy5k93lt3/l+M4adqK14rmT3ezrnrmE/vixGjcj1Zj3ZJIkSVrlQghJ4I+BnwUOA58NIRyes+y5GOPjMcajwL8G/t0ytylJktY4h0ySJEmr31PAxRjj5RhjDvgK8Jl7F8QY770mtAnwpmKSJOmh8nI5SZKk1a8LKn5V4g3g+NxFIYR/BvwmkAF+aqGgEMLngM/NHnY83DYlSdJa5k4mSZKkdSLG+Mcxxn3AvwD+t/us+UKM8ViM8RgscKd8SZKk+3DIJEmStPr1ADvuOd4+W7ufrwD/1ZJ2JEmS1h2HTJIkSavfD4ADIYQ9IYQM8MvA1+9dEEI4cM/hzwMXlrE/SZK0DnhPJkmSpFUuxlgIIfw68E0gCfxJjPHNEMLvAadijF8Hfj2E8CyQBwaBf1q7jiVJ0lrkkEmSJGkNiDE+Dzw/p/a797z9G8velCRJWle8XE6SJEmSJElVc8ikVS9JiUCsdRuSqlSICUoxVNRKMVCIyYpajJCP8zfi5mOS6I8CSZIkqWa8XE6rVpISBzJDtCWmyZPgar6Z/mJjrduS9IBKEd7kEXrYTILIvniNfeE61+I2zrOHAkm2xn4e5y2GaeF1DjJJPRviKEc5S4ISr3GYQVqoJ8eReI7OMFjrD0uSJEladxwyadXqSo3TlpgGIE2J/elhBot1FEi+y5mSVpIetnCDLQAUCZxnD01xgjPsL6/ppZMNjHCN7UxSB8AwzZxlHymKDNICwBQZXucQPxlfJhHc1iRJkiQtJy+X06rVlMhXHAegMVGoTTOS3rNRsvNq/bTPqw3SUh4wvW2ELKM0VdRypJmas06SJEnS0nPIpFVrqFj5IrJAYKyUrlE3kt6rdiovbQtEdnCTBKWK+mYGaGGsotbBIO0MVdQamaKBqaVpVpIkSdJ9ebmcVq3eYiPpUKQzOcV0THKt0EzJuam06mwOd3k0XqKbbSQpsp9rtIYxnoxvcp7d5EmznV66wm02xmHOsJ9RsrQzyKNcIhApkaCPNrJMzNTCuz+uJEmSpIfLIZNWsUB3oYXuQkutG5FUpd2hh930VNQ6wiAdc3Y5NYYpjnF63vmPcYHHlrRDSZIkSe/GbR+SJEmSJEmqmkMmSZIkSZIkVc0hkyRJkiRJkqrmkEmSJEmSJElVc8gkSZIkSZKkqjlkkiRJkiRJUtUcMkmSJEmSJKlqDpkkSZIkSZJUNYdMkiRJkiRJqppDJkmSJEmSJFXNIZMkSZIkSZKqllqq4BDCnwCfAvpijEdma23A/wPsBq4C/22McXCpeqitSGdykpZEntFSmr5iAxBoSeToSE4yHZPcKjRSJEFdKLAlOQHA7WIjUzFFkhKbUxPUhyJ3ivWMlOrMNHPFZK436cYNnI6byTLBDnpJhhKjsYkbbCFJkZ3cpD7kmI5putlGnhRd3GZDGKMUA9fZwihZOhhkS7gDQF9so492M81c1ZmS1reTVwa4VOzmV47vrHUrD2Rf91ffOTj+W7VrRJLWoKV8tfinwL8HvnRP7beBv4sx/ssQwm/PHv+LJeyhZnamxtieGgNgcxIaEwWGinU8mhkgzK5pT05xdrqVJ+rukqI0szY1wWvTnRxMD9KcyM+eP8G53EayibyZZq6IzFxMsl6k02ky2w5wnQIAd2nlkXiFl3g/pdnNoD1s4UQ8xcscZYIGAK6zjePxNa7RxU02zda2ciheIkWR0zxSfgwzzVyNmc/EH5AKRSRJkqS3LdmQKcb4nRDC7jnlzwAfm337PwPfZo0OmbakJiqPkxPUhUL5BTxANuTZnhovv4AHSBHpSo6VhwIAgZkX9/fWzFx85raUmQ8zsyM5yc1ClvUinU5D/p3PVx/tZJguv9gGmCLDJXaVX8ADlAh0s638Av5t19lGanZgZebSZdaRm5d5cYHMa2w18z1m9tHONvqQJEmS3rbc92TaHGPsnX37FrD5fgtDCJ8LIZwKIZwCOpalu4eoEEPFcZFAMc7/dOcW+BLkSRDn1IoxmLmIzPwCmYVSMPMhZhbnnLvWxVj5GUwQSc95EQ6QZv6lQynyJO8Z0s3UCqSo3P1h5vJkZhbITFM08z1mzh1GSZIkSTW78XeceeU29/Xvve//QozxWIzxGHBn+Tp7OLoLzeUPLgLX8s30FJoo3PMp7ys20FvIMhbT5dpETNFbaOJ2sbFcKxLoKWTNXETmzYUyi1kzH2LmneI7uyHWg1wuR4zvvBDfw3X20EMDU+XaRobZy3U6GSjX6sixhx72c7VcSxDZzzX2c63ixb2ZDz9zNzcWmXnDzPeY2XFPniRJkgRLe0+mhdwOIWyNMfaGELbC2t1nf6fYwGgpTUsix2gpU75Z8g+nOtmYnCYXk4yUMgC8Md1Oa2KaAAyW6ogELuc30F9soC4UGSrWUSDBeDFtppkrInM9KRaLDN14nfe9L0WWCTaEmXtZPRNP0U8bSYp0MEgI8GQ8zV1ayZOmk7ukQom93KAzDjJCljaGaAjTAHw0nuQOG800c1VnSpIkSfda7iHT14F/CvzL2b+/tsyPv6ymY4r+YuWnuEhi3k6QSGCwVD/v/NFShlEzzVyhmetJLBboCpW7NpKhxJY5myxDgA6G5p3fHMZpZryiVhfydM2Zs5tp5mrLlCRJku61ZJfLhRC+DHwPOBhCuBFC+DVmhks/HUK4ADw7eyxJkiRJkqRVbil/u9xn7/Oujy/VY0qSJEmSJKk2anbjb0mSJEmSJK0dDpkkSZIkSZJUNYdMkiRJkiRJqppDJkmSJEmSJFXNIZMkSZIkrTHPnezmuZPdtW5D0jrjkEmSJEmSJElVc8gkSZIkSZKkqjlkkiRJkiRJUtUcMqnmUpRIUaqoJYhkQnHOykhdKACxopqhSGLO+YvPlPSwFGKSqZipqJViYCLWESu/bZmMdRRjqKhNxzT5mFxRmZIkSZIWL1XrBrSeRfamR9icnACgv9jAxfwGNiUn2ZMeIUlktJTmrdxGMqHIocwQdaFIjgTnchuZLKU4lBmkJZGjSOBavplbxcZFZ+ZJ/rjmJD2AS3EHF9lNiUBnHOAoZxhkA69ziBxpmpjkA/E0CUq8whFGaSJNgSPxPJu4y494lFt0kCCyO97gYLhS08xsmKz1p1SSJEladRwyqWY2JqbZMjsMAtiUnGSklGFveri8xa45kWdHeoxsIk/d7C6kDCX2pYcZKtbRksgBkCSyJz1CMYYFMtPsTY/My7yc37AcH6a05o3FRs6zp3zcTxvX6OIaXeRIAzBOA2fZT4oCozQBkCfFaR5hH1e5RQcAJQKX2UFzHK8y89oCmWPzMq/SRfcCmR/kjaX6dEmSJElrlkMm1UxDojCv1pLIzbuGsyEUaAyFebXpROXKAGxI5uZlNt8nU9LDMUbjvNoIWabJzFuXpvJ7L0+KYZrnnX+X1iXI3DivNnqfTEmSJEkPznsyqWaGinUVd1eKwK1CI3NHQoOlOgaKdfNqg8X6ilqeBL2FxnmZt++TKenhaGOIJJX3O9vCHVoZqaht4i6dDFTUskzQRV9FLUFkFzeqzLy9QGbPojMlSZIkPTh3MqlmJmKac7mNdKXGALhZbGIsZjgz3cbO9Ch1ocjdYj03C00kiRRJ0JzIMVZKczXfQoFAMkQ6kpPkYpLufDPjC2bWLZgp6eHIhAIfjG9wgd3kSbGdW2wN/WyMw7zFXkbJ0s4gB7lCmB0D99FOlgkOcpnGMMXj8TzdbCVJiX1coyVMLEHm+KIzJUmSJD04h0yqqYFSPQO5yh1JEzHNW7m2ilqRwKUF7qHUU8jSU8i+p0xJD8/GMMJTvF5Rqw85jvLWvLUHuTJvkLM93GI7t1ZUpiRJkqQH4+VykiRJkiRJqppDJkmSJEmSJFXNIZMkSZIkSZKq5pBJkiRJWoOeO9nNcye7a92GJGkd8cbfkiRJkrRWnPoiAPu6B7i085dq3Iyk9cadTJIkSZIkSaqaQyZJkiRJkiRVzSGTJEmSJEmSquaQSZIkSZIkSVVzyCRJkiRJkqSqOWSSJEmSJElS1VK1bkALS1FiW2qculDgbrGBgVI9ENmSnKAlkWO0lOFWsZFIYGNiio7kFLmY4GahiTxJGkOeLakJAnCr0Mh4TJu5TjO1ftyMm+ijnSzj7KaHVCgyGFu4wRaSFNlFD01hislYx1W6yJOmi1u0h2GKMcFVuhglSweDdHGLEMxcSZmSJEnSSueQaUWKHK4bIBvyAHQmpzifbyWbyLMtOQ5AR3KKxkSBwWIdhzKD5TM3Jqc5k9vI43V3SRJnz5/k1el2DmaGzVx3mR1MR7/N14NrcRtn2D971MkArRyMl/k+T1AiANDLJk7EH/IyR5miDoAeNnM8/ohrdHGLjtl1nUyRIR0LZq6gzDYHTZIkSVrhfPX5AHp6ekhODNPw1vNL+jgNdWladm2tqG2b6KGpPkMi8c4VjlviHRrGp0hkG8q1LLB76CLp1uZyLQHsHr5Cy4Zm7rUWM/cslDl0hZbW9Zm57c5Fbg2MsNySE3fp6Sks++MuhZ6eHsZHk/zBKy21buXH2rBjJ8m6d36kX6OD741AXcu9u9lSvDF8gPoNTRXnnh/dTV1ze0XtSn4HsVRcxZlxbWWO7GK87yor2bXRJE09PbVuQ5IkSTXkPZlWoEKxtECtOK9eKJYoFIvz1uby81/cT+fnr1uLmdMLZOYK6zdzoeeS1qZSMV9ZiCWKhen56/K5+bVCnliqfE6VivlVnVkqzKndNzO3OjLnnitJkiStQO5kegBdXV3cmk4xeejnlvRxJoHrqRG6UjOXSOVJcCV5kIZQ5GBmkABE4FK+lbG6NNm6u2SYGSb0Fhu5tvkxspkBWhIzL1TGYpruTY8RU6PrHko06QAAIABJREFUMvPapscordPMnq2PUdoa3svTsCoNbz1PV9fmZX/cpdDV1cV0oZff+cDy7wh7EEPxPD/gfRRIAvAIV9jZ0svLNDNGIzBzgdaTzRf4ESl66QSgkSmON1/kNoOc4QAASUo82XyeJMVVnpldROYlbjO0KjLrd80fPq0kf/BKC3VdXbVuQ5IkSTXkkGmFulZooa/YQH0oMlzKUCLBZExzamoT2USe8VKa3OwLlVemNtGSmCYXk0zM3uj5dK6NlkQeiIyUMkAwc51man1oDaN8LL7MAK1kmaApTAJwIp5igFZSFGkNowAc5Sx74nVypGlniESI7KKXzjjIKE1sZJhMmNkZZ+bKyZQkSZJWOodMK9hkTDM557eD5UkyWEpW1EoEhkr1c84Os0MGM83UepEORTZzt6KWCNDB0Ly1G8LYvFpjmKKRKTNXcKYkSZK0knlPJkmSJEmSJFXNIZMkSZIkSZKq5pBJkiRJkiRJVXPIJEmSJEmSpKo5ZJIkSZIkSVLVHDJJkiRJkiSpag6ZJEmSJEmSVDWHTJIkSatcCOFnQgjnQggXQwi/vcD7fzOEcCaE8HoI4e9CCLtq0ackSVrbHDJJkiStYiGEJPDHwM8Ch4HPhhAOz1n2KnAsxvg+4M+Bf728XUqSpPXAIZMkSdLq9hRwMcZ4OcaYA74CfObeBTHGF2KME7OHLwPbl7lHSZK0Djhk0n1EGkKeFMWKal0oUhcKFbUUJRpDHojlWiDSFPIk7qmZOT9TWulihNHYRD4mK+rjsYGpmKmoTcUMY7GholaISUZiE6UY1l2mtIy6gOv3HN+Yrd3PrwF/c793hhA+F0I4FUI4BXQ8nBYlSdJ6kKp1A1p50hQ5XDdAUygQge5CMz2FJg6kh+hMTgFwt1TP+VwrW5IT7E6PEICJmOJMro36UORgZpA0JQokOJdrZaKUMrMiM7usX1PpvRiLDfyQx5mgniQlHosX2EI/P+QId2kFYGe8yWPhIm/FPVxlBxFojSMc4w3uspE3OEiBJPXkeDK+QYLSushMBwfKWplCCP8dcAz46P3WxBi/AHxhdv2pZWpNkiStAQ6ZNM/29BhNszt2ArAzNUqhFMpDFoD2xBSb7hmyADSGAjtSY2QTOdKUgJmdPnvTwwyV6pYnM66OzP5iA7k5uyOkleY8e5igHoAiCc6wnylS5SELQDfbaIljXGFHuTZEC1fpopsuCsw8z6fI8Bb7SFFYlsxp0jXLvEYX++l+T59z6T3qgXueiDOXwvXMXRRCeBb4X4GPxhinl6k3SZK0jni5nOapn/Mv8AHIJvPz1mUTecKcWn0ozDu/PhSpn3OZ2ZJlJhbKzD1A5gIf+xJkzq1JK9EEcy4pI8ko83fhDdEyrzZGEznS8/KWK3OEpgUym5clc+650jL4AXAghLAnhJABfhn4+r0LQgjvB/4j8Asxxr4a9ChJktYBh0ya526xvuI4R4KbhaY5dxiC3kIjU3N249wt1s87f6BUz91i5Yuu5c1seoDMxX7s1WWOlipf1Eor0Rb6K45bGGMntypqSUrsoZs0lUPfbfTRzlBFbTP9Nc3cy/VlydzMHaTlFGMsAL8OfBM4C/xZjPHNEMLvhRB+YXbZvwGywFdDCK+FEL5+nzhJkqT3zMvlNE9fsZEEkY7kFNMxwfVCM1Oz9xzalhonADcLTUzEDG/m2tiZGqMuFLlbrOdWsZFEMZKPCVoSOUZjhuv5LEUSZt6TGeftg5JWnn10E4j00U6WCQ5wlfqQ4/3xDN1sI0mRfXSTDVN8ML7OZXaSI812etkc7tIaR7jIbkZoooPBcl6tMpuWMVNabjHG54Hn59R+9563n132piRJ0rrjkEkLulVs4lax8tKQ4VIdw7m6itp0THEh31pRKxG4Vph/qYuZ8y+1kVayEGAf19lX8UurYEu4w5Y5u3U2hDHez5mKWl3I8xgX5uWuh0xJkiRpPfJyOUmSJEmSJFXNIZMkSZIkSZKq5pBJkiRJkiRJVXPIJEmSJEmSpKo5ZJIkSZIkSVLVHDJJkiRJkiSpag6ZJEmSJEmSVDWHTJIkSZIkSaqaQyZJkiRJkiRVzSGTJEmSJEmSquaQSZIkSVqD9nV/lX3dX611G+vLqS/O/JGkdSpV6wa0NLIhx9bUOAHoLTYxWsqQoUhXeoz6UOROsZ7+YiOBSFdqnOZEjrFSmp5ClhKBjuQkHclJcjHJjUKWXEyaWaNMqRp34ka62UqKInu4QXMYZyw2cIUd5EnTxS02h7vkY5LL7GSUJtoZZDc9AHSzlX7aaWKCfXSTCQUzH3KmJEmStFY4ZFqD6kKBI3UDJIgAtCeneG26g4OZIRpnX9BsTEwTgGwiz5bkRLlWF4oMlep4JD1UzmtNTPNmbqOZNcrsc9Ck92goNvMDHi8f36aDE/EHnOQoOdKztXY+GN/gKl300wZAP23kSZOiwDn2lmtDtPBovGTmQ8z8MK89+BdWkiRJWqEcMq1BbYnp8vACIADbkuPl4cXbOpKTNCfyFbXO5CSpUKyo1YciXcmJ1ZGZWiAz9SCZpRWX6ZBJ71UvmyqOC8zsrnl7IPK2G2wuD0TuPTdF5fNxiBa62baKM3etuMzJWEdDmEaSJElaC7wn0xqUW+DLOhFT94w0ZtfFJNMxWVGbjklysXL2GIGJOetWbGZpgczSg2RW1lZCpvRe1TN/eNHM+LxaA1Ok5wxA6pimnlxFLUmJRibXVGYjkzXNnLtOkiRJWs0cMq1BA8V6Bkt15ePhUoZbxSauF7LlIcZ0THK9kOVqvoUiAYASgSv5Fm4UskzNDjci0FPIcrvYZGaNMqX3age9bGC0fLyVPnbSyw56y7VmxtnDDR7lUnl3XZoCB7nCAa6QYWZ3XiBykMvspmcVZ96cl7mbnppmzt2RKUmSJK1mXi63BkUCZ3NtNIY8ARiPM5dy3Cg001dspC4UGSuliQSmY4pTU5toSuQZL6Upzs4dX5nupDmRJxcTTM/uGDKzNpnSe5UKRT4cX2WYZlIUyYaZ+4Ud4QJ74g3ypNjAKCFAF7fpiAOM00gLo+XLPD8WX2aYFhqZpD7M7MQx8+FmSpIkSWuFQ6Y1bCKm59VyC1y+VSTByD27amYERksZM1dIpvRehQCt9+y+eVtTmH/pV13IU8dwRS0ZIm1zamY+3ExJkiRprfByOUmSJEmSJFXNIZMkSZIkSZKq5uVykqRVYyQ2cZpHGCVLO4M8zjnqQr7WbUmSJEnCnUySpFUiRniNwwzTTIlAP22cZX+t25IkSZI0yyGTJGlVyJNinIaK2iAtNepGkiRJ0lwOmSRJq0KaAk1U/ha3VkZq1I0kSZKkuRwySZJWhRDgKGfYwCiBSCcDHOZirduSJEmSNMsbf0uSVo2WMM7TvFrrNiRJkiQtwJ1MkiRJkiRJqppDJkmSJEmSJFWtJkOmEMLVEMIbIYTXQginatHDapAJRZoTOQKxXEtSoiUxTZLSPSsjzYkcdaFQcX5jyNMU8maaqXWiGAMDcQNTMVOuxQjDMctYbKxYOx4bGIrNxHeeZkzHNANxA4X4zn8azKxdpiRJkrTa1PKeTD8ZY7xTw8df0banRtmRGiMA0zHJ6Vwb9aHIocwgSSIlAudyrYzHNEcyd6kPRSLQU8hyvZDlUGaQjYlpAIZKGc7m2uhKjZm5DjMjYYmfrVoJRmMT3+d95EgTiDwaL9HFbb7P+ximGYCtsY8neIszHKCbrQA0M85T8Uf0085pHqFEIE2BY/ENkpTMrFFm8NtWkiRJq5A3/n5AyYkBGt56fkkfI51MsmtfFyE3c9wA7B25QlN9hnQhDcxsQTuQv8Xw+CSNrc3lc3dyF/oGaN/UVq61ATv7zrB908Y1mRlKxZnMxMrusxaZXbdOc3dknOWWnBgANi/7465n59lDjpnnSSRwjr3kSZWHFwC9bGIjw+WBCMAoTVxhO9fZRml2IJknxVvsJU1xjWWOzMu8ShfddK2ozB3cop2hhb7MkiRJ0opWqyFTBL4VQojAf4wxfmHughDC54DPzR52LGdz97N///5leZxEIkFTQ6ai1pBOkEwmCff+83ZDhg2NGVKpyi/jga1tZDKV5+/funFeba1kTk5OzpQaMiu6z1pkPrKtjVxHluW3edm+XzRjisqvfZEEEzTMWzdK07zaJPXk5/znYJo6ilReirkWMydoWHGZU9TNq0mSJEmrQa2GTB+JMfaEEDYB/18I4a0Y43fuXTA7ePoCwEq5b9PnP//5ZXmcGCNf+9rXGB4eLteefvpp+vv7uXDhQrm2d+9eurq6ePHFF8u1bDbLs88+y1/91V9RLM7s8EkkEnzqU5/iH/7hH9Zk5tv197///Su6z1pkfvrTn6a1tRWtfVvpY4R3BoqtjLCDXnru2VGWosheurlNZ3lHDcB2blMgRT9tFXkpCmss8xq36VjxmZ3cRZIkSVqNajJkijH2zP7dF0L4S+Ap4Ds//qz1I4TAJz7xCV5//XXGxsbYs2cP+/btY+/evWSzWW7fvk1nZydHjhwp72a5cuUKjY2NPP7442SzWT75yU9y5swZYow8+uijbNy4cc1mnj17llKpxCc/+ckV3WctMh0wrR97uEGSIv2008QE++gmEwp8ML5BN1tJUWQPN2gMOY7H17jCDnKk2c4tOsIgG+IIl9nJCFk6GGA3PQBm1iAzM+dm/pIkSdJqsexDphBCE5CIMY7Ovv0J4PeWu4+VrrGxkQ996EMVtWQyyfve9755a/fu3cvevXsrap2dnXz0ox9dF5lvXy6XzWZXdJ+1ytT6EALsopdd9FbUO8IgHQxW1LJhksc5X1FLhyIHuTIv18zaZEqSJEmrUS12Mm0G/nL2HjMp4LkY4zdq0IckSZIkSZIekmUfMsUYLwNPLPfjSpIkSZLWjudOdgPwK8d31rgTSW9L1LoBSZIkSZK0Cpz64swf6T4cMkmSJEmSJKlqDpkkSZIkSZJUNYdMkiRJkiRJqppDJkmSJEmSJFXNIZMkSZIkSZKq5pBJkiRJkiRJVXPIJEmSJEmSpKo5ZJIkSZIkSVLVUrVuQEujt7eXN998kxgjhw8fpquri9HRUV577TXGxsbYvXs3hw4dolgs8tprr9HX10dnZydHjx4lnU5z7tw5Ll++TFNTE0888QQbNmxYsZmNjY2USiWGh4dXdJ8PO1O6V4xwmR300U6WCQ5wlfqQ41bsoJttJCmyj25awygjsYlL7CJPii5u0RX6yMUUF9jNCFk6GGQf3QSimSsoU5IkSVrpHDKtQcPDw/zt3/4tpVIJmBk4fepTn+KFF15gbGwMgL6+PkII9Pf3c/nyZQD6+/sZHx+nq6uLl19+uZx3+/Ztnn322RWbmUwmSSaTfOtb31rRfT7MzI997GMP+KzQWneJnVxgNwBDtDBClkfjJV7lcHnNXTbydDzF93mC/OyP/7u0kopFrtHFXVrL5xdIkqawpjJPrPLMzeHuuzwLJEmSpNpyyLQGXb9+vTy8AIgxcubMmfLw4m3Xrl3jzp07FbXu7m7y+XxFbWJigjNnzqyLzEKhsCoyY4yEENDy6B5L8gevtNS6jR9rw85tJDP3/khv5dTILupaKn/Mnxk+QP2G+orahbEdZLJtFbUrha3EUnFFZuZmv3UyiR+TObqbuubKzLPDB6ibk3l+bDt12fbF9VnLzNEuxm9X/sxbabrHkhyodROSJEmqKYdMa1Bzc/O8WkdHB1euXKkYbDQ3NzM1NcXQ0ND/z96dh8dZnff/f5/ZR6N9tyTLsiXb8r4g2xgIGDDYLIVQcCAk+SVpUtIsZGn6bZq0TaFX0yb5lWZvUrKQ5RuTAFkgBQI2iwMGhOUFjCzviyxvkqx9n+V8/xhZkWxhbEvWzEif13XNJT1Hz9y6j2ae0TP3nHOeIW2pqakcPXp0yP2zsrLYu3dv3MfMzs4eUcy3+9vFW0wVmMZOWVlZrFM4J8bvx+H680u6tRaT6sbhG1qsMNaFw+cf2mY8GI9nyPPKhpPA2riMaXt6AHD4/G8fkzNjMkxMx/nkGeOYXl828Ww6iXO8iIiIiMjFoSLTOFRcXExJSQkHDx4c2J4xYwaRSITNmzcTiURIS0tjwYIFdHR08MILL9Db24vH42HZsmVkZGRw/PhxWlpacDgcLFy4kJkzZ3LixIm4jHnK4sWLmTFjBsePHx/VPOMxpoyde++9N9YpnJNT02Q7OjpwOp1ceumllJSU8Nxzzw0cJzNmzGD58uVUVVWxY8cOrLXk5OSwcuVKjh07xssvv0woFMLv93PttdficrniMuaDDz6IMYb58+fHdZ6jHdPj8Yz100pERGR8qXoo+rXiw7HNQ2QcM9baWOfwjowxVdbainPYNf47M4Y6Ojqw1g4ZSdPT00N3dzfp6ekDn7KHw2FaW1tJTU3F1f8pu7WWlpYW/H4/vkGfssdjzL/927/FWss3v/nNuM5ztGOKnM5aS3NzM8nJyUMKEm1tbTidTgKBwEBbV1cXfX19pKenD7QFg0Ha29tJT0/H4XDEbczPfOYzOBwOHnjggbjO82LEFAA0lHMM6RwssVU++gAAy9Z8/h33XVtZS2ntoyybmnlub8CrHqLyQBP7itdw97LimMWG8+vn4P3P5T7nG/t8ihinYp9rP89Zfw7n8ze8mM77b3ge1lbWApx7Hy9SkenUcxwuTj/jigp1E9k5nYPp3eo4lpycfEabz+cbUuQAcDqdZGYOXTvFGENGRkZCxBw8vSye8xztmCKnM8YM+zxJTT1zPamkpCSSkpKGtLnd7mGfu/EWEyASiQwUbuI1z4vVdxERERGReOV4511ERERERERERETOTkUmEREREREREREZMRWZRERERERERERkxFRkEhERERERERGREVORSURERERERERERkxFJhERERERERERGTEVmUREREREREREZMRUZBIRERERERERkRFTkUlEREREREREREZMRSYRERERERERERkxFZnknFlrOXHiBMePH8daO9De0tJCXV0doVBooK27u5vDhw/T1dU10BYKhairq6O5uXlUYzqdThwOx6jGHO08RUZbR0cHhw8fpre3d6Ctr6+Pw4cP09bWNtAWiUQ4duwYDQ0NQ+7f2NjI0aNHiUQiCRfTGIPL5Yr7PC9GTBERERGReOaKdQKSGMLhMM8++yz19fUAZGdns2rVKrZt20Z1dTUAPp+PVatW0dbWxoYNG4hEIhhjeNe73kV2djZPP/003d3dAJSXl1NRUTEqMZOSkgCorKwctZijmefUqVMv+uMjE8vOnTuprKwEwOVycc011+B2u3n22WcJBoMALF68mBkzZvD000/T2toKQFFREddccw0vvfQSBw4cACA5OZkbbriB2trahImZnJwMwGOPPRbXeY52zFOvdSIiEp/WVtZSWtvEsqmZsU7lvK2trAXg7mXFMc5ERBKdikxyTg4dOjRQZIHoJ+w1NTUDRRaAnp4etm/fTmNj48An79ZaqqqqKCwsHCjcQPRNciAQmBAxVWSS0RQOh9myZcvAdigUYuvWrbjd7oHiBcAbb7xBKBQaKF4A1NXVsWPHjoHiBURH2+zYsYPdu3crZhzH3LlzJ4sXL0ZEREREJJ5pupyck56enjPaOjo6zmjr7u4eUqQ5dd/T2wDa29vHJOZwbWMZc/D0OpGRCofDQwoVEH2enX6MhsNhOjs7z7j/cM/drq4uxYzzmMO9NokMZoxZbYzZZYzZa4z5h2F+fqUxZosxJmSMuSMWOYqIiMj4pyKTnJMpU6bgdrsHtp1OJ3PmzCEjI2PIfmVlZZSVlQ1pKy0tZfr06UPa0tLSmDdv3pjEnDt3bkxjGmMQGS0ej4fi4qFD2UtLS8947uXn5zNr1qwh65V5vV7mzZt3xrSrmTNnKmacxzz9viKDGWOcwPeAG4DZwHuNMbNP260W+BCwdmyzExERkYlE0+XknAQCAW644QZ27tyJtZby8nJSU1O5/vrr2bFjBx0dHZSUlFBcXExJSQkpKSmcOHGCnJycgTdR1157Lfv37ycQCDB79mz8fv+oxNyxYwfWWlatWjVqMUczT5HR9q53vYsdO3bQ3NxMQUEBZWVlGGPwer0cPnyY9PR0Zs+ejdvtZtWqVezZsweXy8WsWbMIBALceOON7Nixg56eHsrKysjLyyMrKythYj711FM4HA4uu+yyuM5ztGOKnMVSYK+1dj+AMeZXwK3AjlM7WGsP9v9MK8mLiIjIRaMik5yzjIwMli9fPqTN5/OdsU6Iw+Fg1qxZZxRYioqKKCoqGvWYp6ag+P3+uM1TZDS5XC7mz59/Rvu0adOYNm3akLbc3Fxyc3OHtAUCAZYsWZKwMfv6+gCGjDyMxzxHO6bIWRQChwdt1wHLLjSYMeYe4J7+zewR5CUiIiITjKbLiYiIiMgAa+2D1toKa20F0BjrfERERCRxqMgkIiIiktiOAJMHbRf1t4mIiIiMKRWZREQkYUQiEdxuN16vl7q6ulinIxIvNgHTjTFTjTEe4C7giRjnJCIiIhOQikwiIpIwXn31VXw+Hx6Ph+eee46amppYpyQSc9baEPAp4BmgBnjEWlttjPlXY8wtAMaYJcaYOmAN8D/GmOrYZSwiIiLjlRb+FhGRhBAMBtm3b9+Qtp07d2qhfRHAWvsU8NRpbV8e9P0motPoRERERC4ajWQSEZGEYIzB4Rj6b8vl0mclIiIiIiLxQkUmERFJCC6Xi3nz5g1sG2NYsGBBDDMSEREREZHBVGQSEZGEsWDBAjo7O+np6eG2226juLg41imJiIiIXFRrK2tZW1kb6zREzomKTCIiklAikQjBYJCUlJRYpyIiEhtVD0VvIqOktPZRSmsfjXUaIjIOqMgkIiIiIiIiIiIjpiKTiIiIiIiIiIiMmC7LM8H19fVRVVVFfX09OTk5VFRU4PF4eOutt9i/fz+BQIDFixeTmZlJbW0tb731FgCzZ8+mpKSElpYWNm/eTEdHByUlJcyfP59gMDimMQOBAJFIhKamprjO8/SYImNhz5497Nq1C5fLxYIFC5g0aRL19fVs27aN3t5epk+fTnl5OV1dXVRVVdHc3MykSZNYvHgxDoeDrVu3UldXR1paGpdccgkpKSkxj+nz+XA6nbz++utxnee5xhQRERERGS9UZJrgXnnlFQ4dOgRAa2srPT09FBYWsmXLFgBaWlo4efIk1157LS+++CLWWgA2bNhAUlISGzZsoKurC4Bt27bhcrloaGgY05gOhwOHw8G6deviOs/BMe+44w6cTucoP5oiQx09epRXXnllYHv9+vXcdNNNrFu3jlAoBEBlZSU+n48dO3bQ0NAARJ+nkUhkoEB6qq21tZUlS5bEPKbb7QagpqYmrvM8l5i33nrr+T+wIiIiIiJxSkWmCa6uru6M7UgkMqStp6eHXbt2DRRZTtm9e/dAkWXw/U+9sVLMt4/Z2NhIXl4eIhfT4cOHh2xHIhFqamoGCiKnHDx4cNjn7qliziktLS3s2bMnIWLu3bv3nGIeOHAgpjHb29s1mklERERExg2tyTTBpaWlnbGdnp4+pM0YQ25u7hn3zc3NxeEY+hRKS0tTzHOIqTeVMhZOfz4C5Ofnn9GWmZmJ3+8/476n39/j8ZCdnZ0QMbOyss64/6RJk85oy8rKimnM0/cTEREREUlkKjJNcMuXLycQCACQlJTEZZddxvz58wcKKy6Xi6VLl1JWVsaMGTMwxgBQWlrK9OnTufTSS3G5ogPisrOzWbBgQUxiWmsTIs9TMZOSkkbzYRQZ1vTp0ykuLgbA4XAwd+5cSktLWbRo0UCRtKCggNmzZ3P55Zfj9XoBSE1NZcmSJVRUVAwUST0eD8uXL6e8vDzmMU+NLDzfmNOmTRv1PEca89RriIiIiIjIeKCz2wkuOzub22+/nY6ODgKBwMAbpRtuuIHOzk48Hs/AFI/ly5ezaNEiAHw+HxB9Ezt16lR6e3sHiit+v39MYz7zzDNYaykvL4/rPE+PKXKxOZ1Orr76arq7u3E4HANFj/nz51NeXk4oFBooeBYWFrJmzRq6urpITk4eKKreeuutdHR04Pf7B9YRi3XMjo4OjDG8+93vjus8zzWmiIiIiMh4oSKTvO30rVOFk8FOFVgGc7lcZ3waP5YxT18vKV7zHC6myFgYbkqWx+PB4/EMaXM6ncM+d5OTk+MqJkSP+1OFm3jN83xiioiIiIiMB5ouJyIiIiIiIiIiI6YikyS800cziMj4p+NeRERERCT+qMgkCauvr49nn32W5ORkkpOTz7gMuoiMP8eOHRs45h9//HHa2tpinZKIiIwRay29oTBtPUEa2ntp6eqjLxSJdVoiIjKI1mSShPXmm29y7NgxIDqq4bXXXqOoqEiXBBcZp6y1vPzyywOjmFpaWnj99ddZuXJljDMTEZHREIlY9jZ08OZBH68ezWZ//WEe33aEuuZuTnb20huKMMxSnDjNTHyOCOn7nic/zcekNB+F6X4mpfkozkpiRl4Khen+xB8FW/VQ9GvFh2Obh0xYaytrKa1tYtnUzFinInFMRSZJWC0tLUO2I5EIra2tKjKJjFN9fX10dXUNaTv9dUBERBJHMByhcn8Trx84ydbDLWyrbaG9NwSkYrCk+juZkZfMkpIMclK8+N1OvG4nXpcDr9tJKByhqy/Mnjc20hN2kFRUzLHWHt460sqzO04MGeWU7HUxIy+ZmfkpBBrSmR7oZrK/N3adFxEZp1RkkoRVWFjIkSNHBra9Xi/Z2dkxzEhELiav10tWVtaQqbEFBQUxzEhERM5XTzDMn3Y38Mfq46zfcYK2nhAOA+X5qdyysIDFxRksbHue4/UNHCpZw93Lit8xZmXj4wAsW7NwoM1ay8nOPg42drLrRDu7j7ez83g7T791nJaufAC8jgiLW15j8ZR0Lp2WRcWUTPwe58XpuIjIBKEikySs8vLaWrLtAAAgAElEQVRyent72bVrF9ZaVq5ciculp7TIeLZixQpefvllHA4HM2bMoKKiItYpiYjIO/D2NdPeeJTf1u6l6w9/JDnSxl86u/iMv4/slG78JogDN9S54KgLelvJCbmZ3PwqNEyGpCwI5EBqIaRPhrTJ4M+As0x/M8aQnewlO9lLRcmfp/ZYa/nDL7/Dnk4/uzv8HOvL4H827Od7L+zD43SweEo6l5dmc8X0bBYUpY/Fn0dEZFzRO3JJWMYYFi5cyEMPReenaxSTyPiXnJxMd3c3AMuXL49xNiIiMqyT+2DPs4R3ryN4ZBu3954c+FGPMwmbko03JQtHUj740sHlg0io/xaEpv3Q3k5a+z7YsRW6m8CetsC3OwnSiyGjhOLGZno9GbD7WcicGm13eYdNzRhDnjdInjfIFZltLFvzfjp7Q7x+sIlX9jayce9JHli3mwfW7SY72cNcbz6XpHUwtzdEwKu3TiIi70SvlCIiIiIicuGshbpNUP072P0MNO0D4DAFvB6ayxFPCdkpPt69sJCUFZ8+6wgkAKoeouZAE/uK+6fLRcLQ1QRtddDaf2s5DC2HoPkguS27cEaCsPaP/QEMpBVBRkl/0WlK9PuMkuj31g7JIeB1cfXMXK6emQtAU2cfL+1pYH1NPc+91c2LJ9P5zr+u48oZ2dw0fxIrZ+WR4nOP+p9RRGQ8UJFJRERERETOmyMSpPTwb2Drb+D4dqzLx5G0S1jrWMEfuudSUjaHj11ZSvBkJ2WHHyMlJfWdC0zD/iInJOdEbwWLzvhx1SP/iSvcySWXr4bmA9B0oP/rftj5FHQ1Dtm/wrjoc6fR506Dxw9Ep9+lFUan46UWkplWyK0Lo7eNjzzPzo4kjuRcxdNvHWN9TT0el4OrZ+Zw8/wCrpudh8+tdZxERE5RkUlGrL6+no6ODgoLC/F6o0OT29vbqa+vJycnh9TUVAB6e3s5evQoSUlJ5OXlAdErwp1avLuwsBCHw3HeMV0uF3bQ9WxHI+ZI8hSZiKy1HD9+nN7eXgoLC3G7o5/wNjc309TURH5+PoFAAIDu7m6OHTtGWloaWVlZAIRCIY4cOYLL5aKgoABjzNvGdDgcOBwOOjs7Ry3mcHmKiMjbaD8O1b9j0aFKXJEebO5squb+M1/YXc7+I4ZlUzP5r1UzWdK/FlJtU9c7BBwhYwi5kqF4WfR2ut4OaKntH/l0iPpNv8MTbMUbbIU9z0LHiTPv40uHtMnM7uql1J1G/swg/3RLMTW9Ofy+1sfvq5t5pvoEKT4XtywoYE3F5CHnoyIiE5WKTDIir776Krt37wbA7XazevVqWlpaeOmllwb2ueyyy8jJyeHpp5+mr68PgGnTprF8+XKefvppmpqaAEhPT+fGG2+kqqrqvGL6/X4AXnrppVGLeaF5Zmb+eWFJkYnkueeeGyjE+v1+brrpJg4cOMDmzZuBaGHo6quvxu12s27dOsLhMADz5s1j9uzZPPnkk3R0dACQl5fHqlWr3jbmqSLQb3/721GLeXqeRUVFY/FnExFJLD1t8Mq34dXvQaiH1pRZPFN0L786UcSbVW0sKk7nl++ZyWWlWZgLGbF0sXiTIW929AbUHu4c+NGyNZ+HUC+0HYW2I9B6pH9a3hForcPbspXUzoOwbhMOYE7/7UspBbRmFvNGXyFPb8nhi69PoTUwlWvTMygvNKTFop8iInFARSa5YB0dHQNFFoBgMMj27dtpbBw6JHnLli0UFhYOFG4A9u/fT2pq6kDhBqClpYXq6uqEjnnVVVed5S8mMj6dOHFioHAD0VFF1dXV7NmzZ6AtEomwbds23G73QDEIoLq6mkgkMlAMOhVv+/btI4pprR1RTBWZREQGCfXB5odgw9eg6yTMvZ3WtNn8/Rv5PL8lleyUXr5110JuWVAQX8Wlc+XyRtduypx6xo+2P/oAAMtu/kh0Ct7JfdB0ANO0j/TGPVzV9DRXObvACcGQi5r6yfz26XIcu7tZdtXNlE+dPNa9ERGJKRWZ5IIFg8Ez2vr6+oYUaU7td3obQE9Pzzm1nU/MU1edilVMkYno7V4LQqHQO+4XiUTO+fXhfGL29vae0T7csdzb23tOMUVEJqxDr8AT98LJvTD1SuzK+/nN8Vz+7fGttPUZLi/L5vvvXzz+F8L2p4N/0ZlrQkXC0bWfjr/J7i0byT/6PO/vWYf74NNEDnyR/e5SbNm1lFzxXpyFCy9sTSoRkQTiiHUCkrgyMjLIyckZ0jZz5kxmzpw5pG3GjBlntGVmZjJv3jw8Hs9Am9vtZt68eSOKOX/+/JjGFJmIJk2aREpKysC2w+Fg5syZTJs2bch+wx1jRUVFzJ49G6fzz4um+v1+5s+fP+oxFyxYcEbM8vLyYWOKiEx4fZ3w9BfgoRshHIT3PUb9ux/ho+vC/N2jbzA9JcTXZh/gxnmTxn+B6WwcTsieDnNv542Zn+VA6Qdw3/AfdNz1OFunfYzWiJcpNT/E+aMVdH5tFqGnvhAt3EUisc5cROSi0EgmGZHrrruOXbt20dHRwZQpU5g0aRKTJ08mLS2NEydOkJOTQ1lZGcYYVq9ezYEDB0hKSmLmzJl4vV5uvvlmdu3aBUTf2AUCgfOOeWpqzPXXXz9qMS80T5GJyOl0csMNN7Br1y56e3spLS0lOzubrKwscnJyaGpqoqCggJKSEgB8Ph91dXWkpaUxY8YMXC4XN910E3v27MHlclFeXo7P53vbmI8//jhOp5Orrrpq1GIOl6eIyIR14E/w+KeiC2Uv/Rj22n/miZo2vvzNl+gJhvnnm2fzYe+LbDrYx75Y5xqPnG6Sy1dwSfkKwhHL81tq2PHir5nd+ieufP3HuF7/AeH0qRR4ptKQviDW2YqIjCoVmWRE3G43c+fOHdJmjKG0tJTS0tIh7Xl5eQNXazslJSWFioqKEcU8NS3m1NXdRiPmheYpMlH5/X4WLlw4pO3USKHTTZ48mcmTh65RkZGRwdKlS88pZjAYJBgMDikGjTTmcHmKiEw0JhKG6t/BgQ2QMRU+9BQtuUv40mPbeWr7cRZOTueB9yygNCcZql6MdboJwekwXFcxm5WX3Mdr+5v47Ivb8e57hrubN7DUPE9h/QvktGyDjE9A2UpwaKKJiCQ2FZlERERERCa4pO5jzD74U+g+AkvvgZX3U3W0h09/6yUaOnr5+9Uzuedd03A5VQS5EMYYlpdmsbx0BdVHF/Hd5+/g76u3crfrBd7TuBHWroHsmbD8kzD/TnD7Yp3y2VU9FP1a8eHY5nGRra2sBeDuZcUxzkQkcei/hIiIiIjIRLZnHTdsXIO/twEWf4jI6q/z368c5c4HX8PldPCbj1/GJ1aUqcA0SuYUpPH991/CJ2d182LyzSzp+hb/J/IpTnRZ+MOn4ZtzYcPXoavpnYOJiMQZjWQSEZGEEQ6HcbvdOJ1O9u/ff8ai3SIich4iYXjhK/DSA3SlzOBQ3nUUZc7gcw+9zkt7Grlp/iT+4y/nkTqRF/a+iIr9fXxm2lFezfgLDjQWc+kby7navZN/cj/HtBe+Ahu/BUs+AsvvheScdw4oIhIHVGQSEZGE8fLLL+PzRacQvPTSS3R1dWltNBGRC9HTBr/5COx5FhZ9gGdzPk3frnV8bH0mzaEmvnLbXO5eWowxJtaZjnu5KT4+u3IGn7q6jG8+V8A1b85ikfcv+Y/UZ5m58duYygej09KS88CXFut0RUTOSkUmERFJCMFgkIMHDw5p2717t4pMIiLnq+kAPPxeaNwNN/0XtuKveOXX2/jf3VMoTIrw+3suZ3ZBaqyznHCm56XwvbsXc+81bXxz3R5WVxcwz3cjX8tcz6zK/4kW/IqXw/TrIa0w1umKiAxLE6tFRCQhOBwO3O6hUzY8Hk+MshERSVCHXoEfXQvtx+ADv6Nn4Yf4+8fe5PFtR5mX0skfrm1SgSnGyvNT+cEHLuHJT19B/rR53Fh7NzfZb1EduBR7aCN8eyE8+XlorYt1qiIiZ1CRSURE4p61lpMnTzJjxoyBNofDweLFi2OYlYhIgtn6S/jZLeDPgL9+nqOZS3nP/7zKo5vruHpmLl8oqyPNY2OdpfSbU5DGD/+/Cv733isomFrOTQ2fYHXoAd7Mvgm7+WfwrYXwh89GR6aJiMQJTZcTEZG41tPTwzPPPENLSwsAoVCIYDDIHXfcgd/vj3F2IiIJwFp48auw4aswbQWs+Smb6y0f+8XL9AQjPPiBS2js6MNRG+tEZThzC9P40QeX8Na6X/DdnWnccmgNpZ6V/P/561m07ZeYLT+DubfDFZ+DvDmxTldEJjiNZBIRkbhWU1MzUGACcLlcRCIRFZhERM6BsWF4/FPRAtOi98P7HuPR6g7e+2AlyV4Xv//kZVw/Jz/Waco5mJsR4gfL23j2c1cyb/Yc7ji8hit6vsELme8hvPMp+P5lsPZOOLk3WlgUEYkBjWQSEZG41tXVdUabw6HPSERE3okz3EvZ4Uehcz+s+CLhd/09//H0Tn708gGuKMvmu3cvIj1Ja9slmhl5KXzzrkV87roZPLTxIJ+sysbddw1fyn6J2w7+Ac/uP0LKJHKSF3Ow4KZYpysiE4yKTCIiEtemTp3K3r17B7attYRCoRhmJCKSANqOMevgz/D31MOt36Nt1p3c+7MqNuxu4EOXlfBPN83C5VTBPpFNyQpw3y1z+Nx1M3i06jDf3pjDl9uu5X2+l7mn5xmmtT9JUcOfoP0DsOC9kD8PjIl12iIyzsWkyGSMWQ18C3ACP7LWfjUWeUji6OnpobKykvr6erKzs1m2bBl+v5+tW7cSCASw1lJfX09ubm6sUxWRC7Bjxw527dqFy+ViwYIFFBcXc/ToUbZs2UJfXx9TpkzB9g/9r6mpIRAIsHHjRpYuXYoxhqqqKg4fPkxaWhpLly4lPT192JgiIhNCwy74v7fj62ti95S78Bffxkf++xUONnby77fN4+5lej0cT9L8bj76rml86LISnttZz6PrLZcfX8FC9vBx53NcU/kgjtf+G3LKYd4dMG8NZJTEOm0RGafGvMhkjHEC3wOuA+qATcaYJ6y1O8Y6F0kcGzdupK4uepnW2tpagsEghYWFbN++fWDazHPPPceaNWtwuTRATySRHD58mE2bNg1sv/jii9x44408//zzhMNhANrb27niiivYsWPHwDF+anSTx+Nh165dQHRq3fPPP09FRcUZMW+77TZSUlLGqlsiIrFR+1p0XR6nhx0lH6QqNI1vfW8jAL/4yDKWl2bFOEG5WFxOB6vm5LOqu5WGHsO3t6Xzj22fo6+zgZucldzdXMns5/8Nnv83bMFizPTroOw6KNSVWkVk9MTi3fhSYK+1dj+AMeZXwK2Aikxj6Dvf+c6Q6SfxLjk5GTNoeO+ePXsIhUK4XC66u7sBqK6uZtOmTQNvShNRWVkZ9957b6zTkHEqXo97r9eLxzN0TZDq6mrcbveQth07duB2uweO+T179gwUl05fo6mysvKM+99///0Eg8HRTn/EdNyLyPmqPNAEwLKK035Q8wf4zUchrQje/xue/NV6flibT0m2hx9/cAkl2YGxT1ZiIsdnuTmvmfKKa6koWcb6miX8Y80aGg7v4RbHK9xwbCtzjn4dx4avEfKmUeotoiOpGI5sgby54Bp/a3WtrayltLaJZVMzY51KXFlbGb2s5MUa4Xix40v8iUWRqRA4PGi7Dlh2+k7GmHuAe/o3fWOQl8SxSCSC0+kc2A6Hw0QiEWDom8tTbSKSOIY7boPB4BlFokgkQiQSOeOYt9YOabPWEg6Hz7h/IhegRUTe0es/hKf+DxRVEL7rV3x1Qz0/PDSJ+akd/OITq0jzu985how7xhhm5qcwMz+FT15dRn37Jbyw8xp+vO8kuw4corS9iqtCb3BVz5uUtFXDD58m5PDQlTkHV3EF/sJ5mJxyyJkJ/vSxSbrqoejXig+/436ltdGCK8s+f3FzEpFzFrfziqy1DwIPxjqP8SrRPjVvbm5mw4YNtLa2kpqaypVXXklqaiobNmzgyJEjeL1elixZQmlpaaxTFYlb8XrcRyIRXn31Vfbt24fT6WTevHnMnz+fmpoatm7dSjAYpKSkhCuuuILGxkZeeuklOjs7yczMZMWKFTidTl588UUaGhpISkpi+fLlFBQUDBtTRGTciUTguftg47dgxg20/cX/8JlHd/HCrgZW5TTzwcknVGCSAbkpPu5cUsydS4qBRRxtWUXVoWa+vG49Pd1d5EaOM71vFwvr9zKn4eeYLb0D921zZ9OePI1Q+lQc4T6S0rJILazGnV0Kbo0JEJGoWBSZjgCTB20X9beJvK2MjAze/e5309vbi8fjGZg6t3LlSvr6+nC5XLqkuUiCcjgcXH755SxduhSHwzEwanHWrFnMmDGDSCQyMCopLy+P22+/nb6+Prxe70CMG2+88YzXh+FiioiMK8Ee+P3Hofq3UPFXHFx6Hx/94TYONnbyldvmUlb7WKwzlDhXkO7nlnQ/ebsbAFh6x7/Q0NHL7uMd/PpEK+3H92MadpLUuoec7gMUnzzClKYdZJiOaIDtPyKC4aQjm5PeIjoDxYTSp+HOn0V68Vzyp0yPYe9EJBZiUWTaBEw3xkwlWly6C7g7BnlIAhr8pvKU09dyEZHEdPr0NgCn03lGgcgYM+xrwXBtw8UUERkPXKEu+MW7ofZVWHk/r+S9j0/8oBL48wLf/UuhiJwzYwy5KT5yU3xcMT0bKCV6vabodPS2nhDHW3uofu1hulobCbkCuFoPkNRRS2bPYaZ1PU9G4+PQvwRkt/WQyiSOOAp48sFmXAXzyZi6mKnFk8lJOfP/togkvjEvMllrQ8aYTwHPAE7gJ9ba6rHOQ0REREQkEXn7mpl5aC2E27G3/4RfdFzC/Q9tYlp2gB9/cAnFWUmxTlHGIWMMaX43aX43M4vcUDTpjHWTrLU0nzzByQPb6ThSDQ27cR7fysJwDdlHX4WjQBXU2Wyec5RxMm0uFFaQOWMps6cUMCnNhxn+14tIgojJmkzW2qeAp2Lxu0VEREREEtbBjczZ/2PA0vu+3/OlqmR+s6Waa8tz+eZdC0nxaQSnxI4xhozsfDKy82FJdARU5aMPsA/IuuEDtBzYSuv+zUSOvsGCpu1kt7wGLT8i/JZhty2i0lVOq38y3uwSpmU0Mn9yBn6PpryLJJK4XfhbREREREQG2fxTePLzhFxpvJb/Ph54MsJbR+r47MrpfPqa6TgcGgMi8csk55IxbxUZ81b9ubHzJL21m2ja/Sqpta+zuvkV/J2d0AnNP/86lbaMI4E5RAoWkzVzOfPKplKU4R9Yf1FE4o+KTCIiIiIi8SwchGe+BK8/CGUreaz7cr6+vxScXfz4gxVcOysv1hmKXJhAFt5Zq5k0a3V0OxKBDV+jo+EgXd0h5h7fwpXda3Hs+yXsg/2RfNY5p9GWNgunL5l2k8KkVI3eE4knKjKJiIiIiMSrriZ49ENwYAORSz/Ff7s+wAPr91Lo6+Pnn7ycaTnJsc5QZPQ4HJCST3JKPsmn1nvqaSNct4XGXRtxHdpERXMNmS2vDNyl4WgqW+//NW2BYiKZZQQmzSSrcDqTJpeQlJYXjSkiY0ZFJhERERGReHR4Ezz2Yeg4Qdvqb/Pxt2ayce8+rshs46PFJ1RgkonBl4qzbAV5ZSv+3NbdTNfz/8mbew7g6m4k09FFSedrZHT8EQZdVTGIi2ZnJt3eXGbbZJw2SF1DCr7jtSSlZOBLTsPhTQZPMngC/beU6FdvMtgIGBWpRM6HikwiIiIiIvHEWnj1u7D+PkgtZMvKX3PP+jAdvc18/Y75FO9/BC1JIxOaP4OkvDJMVyZhYNqazwPQ19FM3d7tNB3bT1fjYUItR3B2nsDfXU8gfIw000lqdyep9S+e06+5C0O3I4WOlzKI+DKw/iwcKbl4MovxZE3BpE+GtCJM5OJ1VSTRqMgkIiIiIhIvuprg95+A3U8TLr+ZbwU+w7cfb2BmXgoP//WlTM9LofJArJMUiU+e5AymLbySaQuvPONnP3/lIBn7n2BSdiYn8q+kubmZro5Wejrb6O5qI9jVhu1th95OHMEOnMFOkuginU4ygu2kt3aQYfaRazaTYlqGxL4dN8cdeTS68tn+6w7cBXPJmHEZubn5WqRcJhwVmURERERE4sH+F+HxT0H7cY5ceh8fql7EnoYG3ru0mC/fPFuXchcZAZfTQa43SEV2EBYWA8Vn3d9ay083HqQzFGFZeS5tPUFOdAfZ2RWkpb2dUPNhaKnD21GHp2UvU4IHmBbeT0FNFdQAz8E+W8A+7xwaMxYQLFxG/rR5zC5I0xXyZFxTkUlEREREJJZ62mDdP8PmnxLJLOMXsx/k/g1e8lLD/PTDS1gxM3f4+1U9NHT71ELJ76TqISoPNLGveA13Lzv7G+2B33GusS+meMpljK2trKW0tollUzNjnQoAlQeaAFhWEeNELpaqhzCA130tXreTmfkpw+w0a+C7tZW1uGsfZW/E0HfZe2g7tJXwoddJOrGZyzpeI/nEOjgBRzdnsjE8l83OBexKWowvs4A7KyYzvyiNkqwADsfwhafS2kej3yz7/Oj3NU5En+OPRp/j73CMVz76AADL1ozfv0ciU5FJRERERCRW9q6HJz4D7Uc5Puev+Ujt9VRXBbmzYjL/ePMsUn26PLtIovA6LCWTi2ByEVzxF9FGa+HkXnr3/Ql/zXPccuRl1gT/BN1QU1fMC4cWsja8gL3eWcwuymZRcTqLizNYODmdjIAnth0SuQAqMomIiIiIjLW2Y/Dc/fDGwwQzp/Ptyd/lO5vTKUhz8tMPL3z70UsikliMgezpeLOn4132EYhE4PibbH3xd0xq2MjHW5/iE5En6HEEqDqxgCcPzuGLofkcJ4up2QEWTU4nvTGd6cndLA5HcDt1tTuJbyoyiYiIiIiMlb4ueOU7sPGb2EiIzZM/zEcOXkNPvZtPXzONv1lRSpJHp+gi45bDAQULqSnNpKb0I9y9IB32v4hv7zqu2PscVwRfARecDJSxybmYJ3aVs7ZrKj3kc9+/PMP8ojTmF6UzvyiNeYVnn2YnEgv6DyYiIiIicrFFIrD9EVh/P7QfpTb/Oj7f9Jds2pPGjfPy+eINs5icmRTrLEVkrPlSYfYt0Zu10LAT9qwja+96Vtf+ntWRPsI+J0c9U9iXfQ3Pds3gkdfy+XEo+lY+xetidkEqsyalMmtSCuX5qczIS9GFAiRmVGQSEREREblYQr3w5iPwyrehcTeNqXP4R/cneebgVBYUpbH2znIuK82OdZYiEg+MgdxZ0dvln4beDqh9jRN//E8yOg+y4uiPWYHlKx43PZNmUZc0l222lBfaJ/PophQ6g3YgTHFmElOzA0zLTmZqToBp2QGKM5PIT/Npyp1cVCoyiYiIiIiMtp422PwQvPZ9aD9GQ/JMvuH8Wx6uX0xFSRY/XzOdd03P1mXMReTteZNh+koOb3sDgGU3fRgOvYKp24T/yGamH3mc6cFO1gDW4yWYV0qjfxoHHMXU9OVQ3ZTKuv3J1AUDWKKFJYeB/FQfRRlJFGb4OdnRR4rPRZrfTV6ql9wUH1nJHpI8Tr0+yQVRkUlEREREZDRYC4degTcexlb/HtPXzk7/Ir4a/BAvNs7l8rJs1l49nUunZerNm4icv6RMmHVz9AYQDkWn1x3bhqmvwdOwi4KGNyho/V8uP3UfJ1iPh15/Ph2udFpNKicjyRxvD3Cs0cfxHhcd1suT1T468dNtPfTgwbp8+P0BkgLJJAWSSQ4kc6Q9wuSeLPZZL5m+Y2QkecgMeMgIeEj3u3FphJSgIpOIiIiIyIWzFhr3wFu/wb7xMKblEL2OJNabS/lB7zXUOWZy+/Ii/mnpZMpyU2KdrYiMJ04X5M+N3gbrbYfmQ9BaB62HMa2H8bUewdfVSHZXE6VdB6H3JIS6z14R6Ou/NUc3I9bQi5vukx66qn10WS+d+GiwXtpJotcZIOhOJexJBV8aJGVyojeJkC+TFyLHScnKJysjk5xUHwGNlBq3VGQSERERETkffZ1w4E+wZx3hPetwttYSwbDJzONXfR9nPUtZWFrIPRWTuX5OHl6XFuAVkTHkTRm++HS6UC+PvboLd6iTW2enQV8HBLsg2BMtQJ32tfrgCTKa3yTD78SRlI+vt4P0ng7o68D0teAOHsYb7sDf2QmdwMlBv6s2+qXLemm0qew16bS5Mun2ZNHnz6MjnEZNpIv2nhDJnhoycgrIS/OT5nerGJVgVGQSEREREXk7kQg07YcjmwnXVRGs3YS74S2ckSDd+Hg5PIcXIyupdC2hfEY5183O476ZuaT53bHOXETk7Fxe+jzp9HnSIa/4HXff7qmltPZRiqZmQsWH337HSBh626Criadfr4aukyzICtPTcoJw2wnorCetq4Hc3npSemtI6W77833bgX3/TtA6aSCNQ2TQ6symy5tNny+XSHIuzc3N4AkQ2vImaTkF5KQlkxnwaEHzOKEik4iIiMg4YIxZDXwLcAI/stZ+9bSfe4GfA5cQ/Xz5TmvtwbHOMy6FQ9BxAtqPE246QOfRnQTrd+No2keg/QCecCcAPdbLdjuNbZHVbHItwhQvY9HUfP5iSgb/UpyBx6U3OCIiOJzgzwB/Bs2ZbsiEgmVnKWKFevn9y1spPvAIRcnQlVxMsPkotv0YqZ3HyemtJ6V3Bynd7QNT9wB44hsAnLQp7LdptDnS6HSl0+vJIOTLJOLPwpmUgTOQhSc1C39qNoG0bAKpGaQF/KT63SpMXQQqMomIiIgkOGOME/gecB1QB2wyxjxhrd0xaLePAM3W2jJjzF3A14A7xz7b82Rt9FNxG8HaMJFwmHA4RCQcIhwKYsNBwqEg4b5ewqEewn09RILRr+GedsK9nUR6O4n0dmC7WzE9zTh6WnD3teDpayHQ20BKuBkHESBaoVAuc/MAAAxjSURBVEsF6mw2+yOTOGAv46hvBl25CwgUzWF6XjorClO5JzcFh0NTOERERszlpctfQDC5kNyzjZIK9ULHCbb97hsEe7vJmzaHvpYTRNqP4+xqIKenicl9tQS63ySlq/2sv7LLemnCTwdJ9DiS6HUkEXT6CboChJ1JWJefiNuPcfkxHj/G7cO4fTjcPhxuPy6PF4fLi8PtweXy4vR4cbo8OJ0unG4PTpcbl8uNw+XC6XBinE5cTjcOhxPjdOB0OHE4XTicDhzGgTEm+tVhEn56oIpMIiIiIolvKbDXWrsfwBjzK+BWYHCR6Vbgvv7vHwO+a4wx1lo7lomeq1A4wk/vex8fdT410GaIFoEudIWjiDW0EqDFBmglQLsjlVbXQjqTcun15xIM5OPKKMaXP4O8rAwK031UpPtJ8uiUWUQk5lxeSC+mN7kIkqH4+nvfft9wCHpaCHc20dnSQFdrPd1tjQQ7Wwh3tRLpboGeNkxfG65gF75QJ+5wA57eQ3giPXhtLz56cfZ/ADGWItZgAYvpv50S3QYGfn6675U9yN994LYxynR4Jk7PK0RERETkHBlj7gBWW2s/2r/9AWCZtfZTg/Z5q3+fuv7tff37NJ4W6x7gnv5Nn7X2HVaOFREREYnSxzIiIiIiMsBa+yDwYKzzEBERkcSjVa5EREREEt8RYPKg7aL+tmH3Mca4gDSGXmBaREREZERUZBIRERFJfJuA6caYqcYYD3AX8MRp+zwBfLD/+zuA5+N1PSYRERFJTJouJyIiIpLgrLUhY8yngGeIrov9E2tttTHmX4Eqa+0TwI+BXxhj9gJNRAtRIiIiIqNGC3+LiIiIiIiIiMiIabqciIiIiIiIiIiMmIpMIiIiIiIiIiIyYioyiYiIiIiIiIjIiKnIJCIiIiIiIiIiI6ary8m4YIx5C+iJdR4iMmZ81tq5sU5CROLLBDofyAYaY53ERTYR+gjq53gzEfo5EfoIE6efo35OrSKTjBc91tqKWCchImPDGFMV6xxEJC5NiPMBY0zVeO/nROgjqJ/jzUTo50ToI0ysfo52TE2XExERERERERGREVORSURERERERERERkxFJhkvHox1AiIypnTMi8hwJsprw0To50ToI6if481E6OdE6COonxfMWGtHO6aIiIiIiIiIiEwwGskkIiIiIiIiIiIjpiKTiIiIiIiIiIiMmIpMEpeMMZONMS8YY3YYY6qNMZ/pb880xqwzxuzp/5rR315ujHnVGNNrjPm7QXFmGmO2Dbq1GWM+G6t+icjbG63jvv9nn+uP8ZYx5mFjjC8WfRKRsWeMuc8Yc2TQ//4bY53TaDHGrDbG7DLG7DXG/EOs87lYjDEHjTHb+x+/Ub+8dqwYY35ijKk3xrw1qG3Y/3GJ7G36Oa6Oy/M9Z0lUZ+nneHs8fcaY140xb/T38/7+9qnGmMr+19xfG2M8sc71Qp2ljz81xhwY9FguHPHv0ppMEo+MMZOASdbaLcaYFGAz8G7gQ0CTtfar/SdXGdbaLxhjcoEp/fs0W2v/c5iYTuAIsMxae2is+iIi52a0jntjTCHwMjDbWtttjHkEeMpa+9Ox75WIjDVjzH1Ax3DnAoms/zxmN3AdUAdsAt5rrd0R08QuAmPMQaDCWtsY61xGkzHmSqAD+Lm1dm5/29cZ5n9cLPMcqbfp532Mo+PyfM9ZYpjqiJyln+9hfD2eBghYazuMMW6i55GfAf4W+K219lfGmB8Ab1hrvx/LXC/UWfr4N8D/WmsfG63fpZFMEpestcestVv6v28HaoBC4FbgZ/27/YzoixzW2npr7SYgeJaw1wL7VGASiU+jfNy7AL8xxgUkAUcvcvoiIhfbUmCvtXa/tbYP+BXR10dJENbaPwFNpzUP+z8ukb1NP8eV8z1nSVRn6ee4YqM6+jfd/TcLXAOcKr4k9ON5lj6OOhWZJO4ZY0qARUAlkGetPdb/o+NA3nmEugt4eFSTE5GLYiTHvbX2CPCfQC1wDGi11j570ZIVkXj0KWPMm/3TdhJ6usoghcDhQdt1jMM3e/0s8KwxZrMx5p5YJ3ORjeTcNtGMx+NyNN+rxLXT+gnj7PE0xjiNMduAemAdsA9osdaG+ndJ+Nfc0/torT31WH6l/7H8hjHGO9LfoyKTxDVjTDLwG+Cz1tq2wT+z0bme51R97Z8/ewvw6KgnKSKjaqTHff+Jzq3AVKAACBhj3n+R0hWRGDDGrDfRNddOv90KfB8oBRYSLTQ/ENNk5UJcYa1dDNwAfLJ/+tW4dz7ntgloXB6Xo/VeJd4N089x93haa8PW2oVAEdGRo+UxTmnUnd5HY8xc4ItE+7oEyARGPL1TRSaJW/1zRX8D/NJa+9v+5hP9c4NPzRGuP8dwNwBbrLUnRj9TERkto3TcrwQOWGsbrLVB4LfAZRcrZxEZe9baldbaucPcHrfWnug/kY4APyT6ZmE8OAJMHrRd1N827vSPSMVaWw/8jvHzGA7nQs9tE8p4PC5H+b1K3Bqun+Px8TzFWtsCvAAsB9L7l16AcfSaO6iPq/unRFprbS/wEKPwWKrIJHGpf2GyHwM11tr/GvSjJ4AP9n//QeDxcwz5XjRVTiSujeJxXwtcaoxJ6o95LdE1BERkAjj1Bq/fbcBbb7dvgtkETO+/2pGH6DIAT8Q4p1FnjAn0LzCMMSYAXM/4eQyHc6HntgllvB2XF+G9Slx6u36Ow8czxxiT3v+9n+gFFmqIFmLu6N8toR/Pt+njzkFFUUN0zakRP5a6upzEJWPMFcBLwHYg0t/8JaJzgB8BioFDwHustU3GmHygCkjt37+D6JWl2vpPUGqBadba1rHtiYicq1E+7u8H7gRCwFbgo/2f0IjIOGeM+QXRKRwWOAh8bNAaKQnNRC8T/k3ACfzEWvuVGKc06owx04iOXoLoRRzWjpd+GmMeBlYA2cAJ4F+A3zPM/7hY5Tga3qafKxhHx+X5nrPEJMlRcJZ+vpfx9XjOJ7qwt5PoQJxHrLX/2v969Cui08i2Au9P1PPJs/TxeSAHMMA24G8GLRB+Yb9LRSYRERERERERERkpTZcTEREREREREZERU5FJRERERERERERGTEUmEREREREREREZMRWZRERERERERERkxFRkEhERERERERGREVORSUTiiol62Rhzw6C2NcaYP8YyLxEREZHxxhjzgjFm1WltnzXGfP8s9xnR5c1FZHxTkUlE4oq11gJ/A/yXMcZnjEkG/h345EjiGmNco5GfiIiIyDjyMHDXaW139beLiJw3FZlEJO5Ya98C/gB8Afgy8HNr7T5jzAeNMa8bY7YZY/7bGOMAMMY8aIypMsZUG2O+fCqOMabOGPNVY8xW4LaYdEZEREQkfj0G3GSM8QAYY0qAAmCrMeY5Y8wWY8x2Y8ytp9/RGLPCGPO/g7a/a4z5UP/3lxhjNhhjNhtjnjHGTBqLzohI7OmTfRGJV/cDW4A+oMIYM5dooegya23IGPMg0U/a1gL/YK1t6h+t9IIx5jFr7Y7+OPXW2kWx6ICIiIhIPOs/f3oduAF4nOi51SNAN3CbtbbNGJMNvGaMeaJ/xPlZGWPcwHeAW621DcaYO4GvAH910ToiInFDRSYRiUvW2k5jzK+BDmttrzFmJbAEqDLGAPiBw/27v9cY8xGir2kFwGzgVJHp12ObuYiIiEhCOTVl7lSR6SOAAf7dGHMlEAEKgTzg+DnEmwnMBdb1n7M5gWOjn7aIxCMVmUQknkX6bxA92fmJtfafB+9gjJkOfAZYaq1tMcb8X8A3aJfOMclUREREJDE9DnzDGLMYSLLWbu6f9pYDXGKtDRpjDjL0/AogxNDlV0793ADV1trlFzdtEYlHWpNJRBLFeuA9/UO2McZkGWOKgVSgHWjrn++/6iwxRERERGQQa20H8ALwE/684Hca0SUHgsaYq4Epw9z1EDDbGOM1xqQD1/a37wJyjDHLITp9zhgz56J2QkTihkYyiUhCsNZuN8bcD6zvX/A7SPQqdFVEp8btJHqyszF2WYqIiIgkpIeB3/HnK839EviDMWY70XOt/9fOHZsgAARBFJ2pwOYsTCzDZkwUzAzswuQMNDIQYRGT98KFCy68D3uX9wNrrVvbQ5JTkmuS42t+b7tNsm+7yfPNuUty/vktgL/rF3+3AQAAAMBH1uUAAAAAGBOZAAAAABgTmQAAAAAYE5kAAAAAGBOZAAAAABgTmQAAAAAYE5kAAAAAGHsAcVAv85nwOB0AAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Do you consider yourself a professional software developer for Netherlands
Yes2954.71698165.333333-10.616352
No2445.28301934.66666710.616352
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 29 54.716981 \n", - "No 24 45.283019 \n", - "\n", - " Percentage in 2017 \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 65.333333 \n", - "No 34.666667 \n", - "\n", - " Difference with previous year \n", - "Do you consider yourself a professional softwar... \n", - "Yes -10.616352 \n", - "No 10.616352 " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'Netherlands'\n", - "category = 'Do you consider yourself a professional software developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018Results in 2017
How many years of software development experience for Netherlands (without 95 percentile)
count51.0000070.000000
mean10.9509811.185714
std6.610797.022310
min2.000000.000000
25%5.000005.000000
50%10.0000010.000000
75%15.0000015.000000
max25.0000025.000000
\n", - "
" - ], - "text/plain": [ - " Results in 2018 \\\n", - "How many years of software development experien... \n", - "count 51.00000 \n", - "mean 10.95098 \n", - "std 6.61079 \n", - "min 2.00000 \n", - "25% 5.00000 \n", - "50% 10.00000 \n", - "75% 15.00000 \n", - "max 25.00000 \n", - "\n", - " Results in 2017 \n", - "How many years of software development experien... \n", - "count 70.000000 \n", - "mean 11.185714 \n", - "std 7.022310 \n", - "min 0.000000 \n", - "25% 5.000000 \n", - "50% 10.000000 \n", - "75% 15.000000 \n", - "max 25.000000 " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'Netherlands'\n", - "category = 'How many years of software development experience'\n", - "result = describe_diff(df, year_dev, country=country, category=category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Do you consider yourself a professional software developer for New Zealand
Yes2466.666667
No1233.333333
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Do you consider yourself a professional softwar... \n", - "Yes 24 66.666667\n", - "No 12 33.333333" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'New Zealand'\n", - "category = 'Do you consider yourself a professional software developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018
How many years of software development experience for New Zealand (without 95 percentile)
count35.000000
mean14.514286
std9.747915
min1.000000
25%5.500000
50%15.000000
75%21.000000
max30.000000
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" - ], - "text/plain": [ - " Results in 2018\n", - "How many years of software development experien... \n", - "count 35.000000\n", - "mean 14.514286\n", - "std 9.747915\n", - "min 1.000000\n", - "25% 5.500000\n", - "50% 15.000000\n", - "75% 21.000000\n", - "max 30.000000" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Software Development experience\n", - "country = 'New Zealand'\n", - "category = 'How many years of software development experience'\n", - "result = describe_diff(df, year_dev, country=country, category=category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Do you consider yourself a professional software developer for South Africa
Yes628.57142926.3157892.255639
No1571.42857173.684211-2.255639
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 6 28.571429 \n", - "No 15 71.428571 \n", - "\n", - " Percentage in 2017 \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 26.315789 \n", - "No 73.684211 \n", - "\n", - " Difference with previous year \n", - "Do you consider yourself a professional softwar... \n", - "Yes 2.255639 \n", - "No -2.255639 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'South Africa'\n", - "category = 'Do you consider yourself a professional software developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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2zAwfBv8xwwekuS7L5GNldtmOmHPs/8j47fotm9pIUd6d5JlV9fAMXbf+cRx/aZL71W1vMLvUOrzNtltrx4wfCPfOEHb8Xobj6rtJ9pm1Dzu34UbjS1LD/Zren+TNGbp67JLkQxlans1nvnNx0j4s5vycbcHnp7V2YmttpmVCy3jvrNba+a21F2Q4Nv4sySlzrj/LKcstqmqPDK0nfyNDd5xdkvxHFq6njGW7sbX2J621vZP8TIbz7pBllGfScflvGVrOPSvJJ1pr547rOCBDUDTjxAzdCu/XWts5ydsmlH3ua8QJc56Hu7bWjpxQhk09505Osn9V3XfcjxNnLfc/Se45a7mdWmv7TCjDYq6D95sz7cYM59Ji9nUxr3kzFnPdX/T6WmszIchdkzwgG9/Xha4zS9mP26nhvmTPy9D67PKqujxD98CHj9fD+Sy03YVeL/46Q6unB7XWdsrwpdVGzzmAxRAGAduU1tp/Z7iPz7FVdWBV/UhVrRy/uX/TONuXkhxQVbtW1b0zfFO+VJ9Ncn0NN+/coaruVFU/WYv/yfIrMv+bt9n+pKq2r6qfy/AB6ORJM41N09+X5Iiq2nH84PXKDB+6Z/xokt8c6+O5GT6Ef6i1tj7DB6I31nCj1odlaCXw7szviiR71vy/dPSeJL9TVQ+oqrtleCP+3rbE7nuL3K9FqcHuVfXHSV6a4U1xMnxw/4mq+uUabgx+cIbg4APzlOl7SU7J8IHrs621b43jN1aPSznuPpBkVVX9dg03Ot6xqh41TntPkj+oqnvVcOPbP1pMfYzH0Qurauexm8Z1Ge6bNNenMwR3M8fKQbltV56/TfKKsaVEVdVda7i57o4T1jVRa+3iDN1gTkjy/lndHj6ToTXJ74/b3j9D142TxulfSnLQeF7/eIb6XWiff3os58oMH/C+l+TmseXR3yZ5S1X96Djv7lX1i4vdh1m2z9D16qokN9XQFWVjP/k88VycNOMyzs95n5+q2quqnjAGWN/LEIjdnCRV9aKqutdYN9eO67rN8bHMa8WMu2b4QHvVuL2XZGgZtFFV9fiqemgN3YeuyxAU3LyM8lyR5B413sx+3KcNGe4r9eu5Nfz5twwtf2aHQTtmaIX0vap6ZDberefdSZ5RVb84vj7cpYYbtd93wrybdM61obvomUn+LsOXFOeN4y/L0GXxqKraqYYb7z+wqiZ1E1rMdfBFVbV3Vf1IhvuSnTJeo5eyrxs1jet+Vf3heP5vX0OXv9/KcFx/fRH7+qUM3ZpX1nAD9OfMWvVVGc6Lxbx+T3Jghu6ae2e4x9XqDOf/p7K8LsXJwq8XO2Y4Z26oqgdnuJ8RwFQIg4BtTmvtqAxvHP8gwxu39Rm+jZ5pfXBChnvUrMvwRvm9y9jGDzKEM6uT/GeGbzLfnuEnbBfjjRk+0F9b4y86TXB5hptaXpqh9ckrWmtfW2Cdh2f4wHthkn/NEFa8c9b0zyR50FjWI5I8Z6YLRIYuBnuO2zo1yR+31v7fAtuaCaWurqpJ9515Z4Z6/mSG+vneWL7l2Nh+bcx9quqGDPfO+VyGm8Du31r7aJKMdfD0DDffvDrJ7yd5+qwm/JMcP67nhDnjF6rHRR93Y7eXJ2UIQi7PcG+Vx4+T12S4H8e/Z+jW8oVx3GL8SpJ1deuvwr1w7gytte8nOSjDDUr/K8ONfv9h1vRzMtwo9S8zHJ/fHOddqtvV4bjtZyR5aobj9K+SHDLruH9Lku9n+FB/fG5tlTWfnTJ8kL4mQzeQq5P8+Tjt1WPZzx7r4//l1nsrLdr4XP1mhg+v12QICU7fyGILnYuTLPr83Mjzc+ckR47bvTxDKPXacdpTknx1PFfemuT5bfK9WJZ6rZgp17kZ7vvy6QzP30OTnLWx5Ub3zhDAXpfhBrifyK3HzVLq5msZwtQLx2vvTDerT2TolvTZWcM75tZfjkqGm/2+oaquzxDATmpVN3tb65M8M0PoPPM69HuZ8N55SufciUl+Ibe2CppxSIbA8txx2VMyoavaIq+DJ2S4Ef7lGW5U/JtL3dcl2NTrfssQjn07w7HxpCRPa8P9sDa2r3+Y4Ybw12S4J9stdTqGh0ckOWs8hmbfK20xDk3yd621b7XWLp/5y/DcvrCW0cV9I68Xr8pwTbo+w7Vwye93AOZTrW1Sa0kAJhhbRLy7tbasb1YnrO/FGX6p5bHTWF/vqur+GZre33vsgsASVdXjMnzTv0fr6M2Ec5E7oqo6M8Nr0tu3dlkA2DZoGQRAV2roGvfKJCcJgpZn7Lb1W0ne3lMQBADww2JTf60HAO4warih7hUZuhw9ZSsX5w6pqh6SoZvbl5O8ZCsXBwCAZdBNDAAAAKAjuokBAAAAdEQYBAAAANCRrXXPIH3TAAAAAKarFjOTlkEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAABsBl//+tezevXqW/522mmnHH300Tn55JOzzz77ZLvttss555xzy/xnnXVWHvawh2W//fbL+eefnyS59tpr8+QnPzk333zz1toN4IdQtbZVfuXdT8sDAADd+MEPfpDdd989n/nMZ7Jhw4Zst912efnLX543v/nN2W+//ZIkBx10UI455pisW7cup556ao466qi86lWvytOf/vTsv//+W3cHgDuKRf20/IrNXQoAAIDenXHGGXngAx+YPfbYY955Vq5cmQ0bNmTDhg1ZuXJlLrjggqxfv14QBEydMAgAAGAzO+mkk/KCF7xgwXle+9rX5pBDDskOO+yQE044Ia961auyZs2aLVRCoCfuGQQAALAZff/738/pp5+e5z73uQvOt3r16px99tn5+Mc/ngsvvDCrVq1Kay0HH3xwXvSiF+WKK67YQiUGfthpGQQAALAZffjDH86+++6b3XbbbVHzt9ayZs2anHTSSTn88MPzpje9KevWrcsxxxyTI444YjOXFuiBlkEAAACb0Xve856NdhGb7V3velcOOOCA7LrrrrfcbHq77bbLhg0bNmMpgZ74NTEAAIDN5Dvf+U7uf//758ILL8zOO++cJDn11FNz+OGH56qrrsouu+yS1atX5yMf+UiSZMOGDXna056Wj370o1m5cmU+9alP5dd+7dey/fbb58QTT8xee+21NXcH2PYt6tfEhEEAAAAAPxwWFQbpJgYAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANCRFVu7AAAAbD17vuaDW7sIALBVrTvyaVu7CFuclkEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEcWHQZV1V5V9aVZf9dV1W9X1a5V9bGqOn/8f/fNWWAAAAAAlm/RYVBr7euttdWttdVJHpFkQ5JTk7wmyRmttQclOWMcBgAAAGAbtNxuYk9MckFr7aIkz0xy/Dj++CQHTqNgAAAAAEzfcsOg5yd5z/h4t9baZePjy5PstsmlAgAAAGCzWHIYVFXbJ/mlJCfPndZaa0naPMu9rKrOqapz1q5du+SCAgAAALDpVixjmacm+UJr7Ypx+IqqWtVau6yqViW5ctJCrbW1SWZSoImBEQAAAACb13K6ib0gt3YRS5LTkxw6Pj40yWmbWigAAAAANo8lhUFVddckT0ryD7NGH5nkSVV1fpJfGIcBAAAA2AYtqZtYa+07Se4xZ9zVGX5dDAAAAIBt3HJ/TQwAAACAOyBhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0JElhUFVtUtVnVJVX6uq86rqMVW1a1V9rKrOH//ffXMVFgAAAIBNs9SWQW9N8s+ttQcneXiS85K8JskZrbUHJTljHAYAAABgG7ToMKiqdk7yuCTvSJLW2vdba9cmeWaS48fZjk9y4LQLCQAAAMB0LKVl0AOSXJXk76rqi1X19qq6a5LdWmuXjfNcnmS3SQtX1cuq6pyqOmft2rWbVmoAAAAAlmXFEufdN8nhrbXPVNVbM6dLWGutVVWbtHBrbW2SmRRo4jwAAAAAbF5LaRl0cZKLW2ufGYdPyRAOXVFVq5Jk/H/ldIsIAAAAwLQsOgxqrV2eZH1V7TWOemKSc5OcnuTQcdyhSU6bagkBAAAAmJqldBNLksOT/H1VbZ/kwiQvyRAova+qDktyUZLnTbeIAAAAAEzLksKg1tqXkuw3YdITp1McAAAAADanpdwzCAAAAIA7OGEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANA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Results in 2018Results in 2017
How many years of software development experience for South Africa (without 95 percentile)
count21.00000018.000000
mean7.28571415.388889
std5.39576611.707910
min0.0000002.000000
25%4.0000005.500000
50%5.00000013.500000
75%10.00000021.500000
max20.00000040.000000
\n", - "
" - ], - "text/plain": [ - " Results in 2018 \\\n", - "How many years of software development experien... \n", - "count 21.000000 \n", - "mean 7.285714 \n", - "std 5.395766 \n", - "min 0.000000 \n", - "25% 4.000000 \n", - "50% 5.000000 \n", - "75% 10.000000 \n", - "max 20.000000 \n", - "\n", - " Results in 2017 \n", - "How many years of software development experien... \n", - "count 18.000000 \n", - "mean 15.388889 \n", - "std 11.707910 \n", - "min 2.000000 \n", - "25% 5.500000 \n", - "50% 13.500000 \n", - "75% 21.500000 \n", - "max 40.000000 " - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Software Development experience\n", - "country = 'South Africa'\n", - "category = 'How many years of software development experience'\n", - "result = describe_diff(df, year_dev, country=country, category=category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This year, 63% of participants are self-confident about their status of \"professional developer\", it is an increase of almost 4% compared to 2017. \n", - "\n", - "The number of years as software developers however seems to diminish compare to 2017, from an average of 13 years in 2017, it is an average of 12 years in 2018." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Do you consider yourself a professional software developer for United Kingdom
Yes14362.71929858.9430893.776209
No8537.28070241.056911-3.776209
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 143 62.719298 \n", - "No 85 37.280702 \n", - "\n", - " Percentage in 2017 \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 58.943089 \n", - "No 41.056911 \n", - "\n", - " Difference with previous year \n", - "Do you consider yourself a professional softwar... \n", - "Yes 3.776209 \n", - "No -3.776209 " - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'United Kingdom'\n", - "category = 'Do you consider yourself a professional software developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018Results in 2017
How many years of software development experience for United Kingdom (without 95 percentile)
count216.000000137.000000
mean10.77777812.379562
std6.6175716.201436
min0.0000001.000000
25%5.0000007.000000
50%10.00000012.000000
75%16.00000017.000000
max28.00000027.000000
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "How many years of software development experien... \n", - "count 216.000000 \n", - "mean 10.777778 \n", - "std 6.617571 \n", - "min 0.000000 \n", - "25% 5.000000 \n", - "50% 10.000000 \n", - "75% 16.000000 \n", - "max 28.000000 \n", - "\n", - " Results in 2017 \n", - "How many years of software development experien... \n", - "count 137.000000 \n", - "mean 12.379562 \n", - "std 6.201436 \n", - "min 1.000000 \n", - "25% 7.000000 \n", - "50% 12.000000 \n", - "75% 17.000000 \n", - "max 27.000000 " - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Software Development experience\n", - "country = 'United Kingdom'\n", - "category = 'How many years of software development experience'\n", - "result = describe_diff(df, year_dev, country=country, category=category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Do you consider yourself a professional software developer for United States
Yes9063.82978761.252.579787
No5136.17021338.75-2.579787
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 90 63.829787 \n", - "No 51 36.170213 \n", - "\n", - " Percentage in 2017 \\\n", - "Do you consider yourself a professional softwar... \n", - "Yes 61.25 \n", - "No 38.75 \n", - "\n", - " Difference with previous year \n", - "Do you consider yourself a professional softwar... \n", - "Yes 2.579787 \n", - "No -2.579787 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'United States'\n", - "category = 'Do you consider yourself a professional software developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018Results in 2017
How many years of software development experience for United States (without 95 percentile)
count139.000000149.000000
mean14.31654712.855705
std10.0354708.840993
min0.0000000.000000
25%5.0000005.000000
50%12.00000010.000000
75%20.00000020.000000
max38.00000032.000000
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "How many years of software development experien... \n", - "count 139.000000 \n", - "mean 14.316547 \n", - "std 10.035470 \n", - "min 0.000000 \n", - "25% 5.000000 \n", - "50% 12.000000 \n", - "75% 20.000000 \n", - "max 38.000000 \n", - "\n", - " Results in 2017 \n", - "How many years of software development experien... \n", - "count 149.000000 \n", - "mean 12.855705 \n", - "std 8.840993 \n", - "min 0.000000 \n", - "25% 5.000000 \n", - "50% 10.000000 \n", - "75% 20.000000 \n", - "max 32.000000 " - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Software Development experience\n", - "country = 'United States'\n", - "category = 'How many years of software development experience'\n", - "result = describe_diff(df, year_dev, country=country, category=category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the World" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Do you consider yourself a professional software developer for World
Yes2242.307692
No3057.692308
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Do you consider yourself a professional softwar... \n", - "Yes 22 42.307692\n", - "No 30 57.692308" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plotting the reported 'professional software developer'\n", - "country = 'World'\n", - "category = 'Do you consider yourself a professional software developer'\n", - "# Get the count\n", - "result = count_diff(df, prof_dev, category=category, country=country, y_n=True)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018
How many years of software development experience for World (without 95 percentile)
count52.000000
mean9.211538
std5.251840
min1.000000
25%5.000000
50%10.000000
75%10.750000
max24.000000
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" - ], - "text/plain": [ - " Results in 2018\n", - "How many years of software development experien... \n", - "count 52.000000\n", - "mean 9.211538\n", - "std 5.251840\n", - "min 1.000000\n", - "25% 5.000000\n", - "50% 10.000000\n", - "75% 10.750000\n", - "max 24.000000" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Software Development experience\n", - "country = 'World'\n", - "category = 'How many years of software development experience'\n", - "result = describe_diff(df, year_dev, country=country, category=category)\n", - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_density_func(df, year_dev, country=country, category=category)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "216px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": {}, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/d. How time is spent.ipynb b/analysis/2018/d. How time is spent.ipynb deleted file mode 100644 index 311d55bd..00000000 --- a/analysis/2018/d. How time is spent.ipynb +++ /dev/null @@ -1,498 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "RSE/RSE are supposed to be an hybrid role, compared to pure software developer. They bring a knowledge from their field but also are developing software. To capture this different tasks they may do during their work, we asked them how they spend their time but also how they wish to spend their time to investigate any difference between what they do and what they want to do." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## How to read the plots\n", - "\n", - "They answered with a likert scale from *1 (None at all)* to *10 (All my time)*.\n", - "\n", - "The same questions asked them how much time they wanted to spend on these activities. With that it was possible to see if discrepancies exist between what they actual do and what they want to do. \n", - "\n", - "\n", - "\n", - "To read the results, when the bars shift to the right (with the blue color), it means they reported positive values (from 6 to 10) on contrario, when the bars are on the left (with the red color). it means they reported more negative values (relative to the scale).\n", - "Each bars have a number that represent the percentage of participants that selected that value. The total of the bar is 100%. \n", - "\n", - "To read the plots about the time they wish to spent, the value reported by the bars are different:\n", - "\n", - "To calculate the difference between what they want and what they do, we only substract the answer they gave us to **wish to spent** the with the answer they gave us to the **time spent**. It is therefore possible to understand the results as:\n", - "1. The result is **zero**: it is a total **equivalence** between what they do and what they want. \n", - "1. The result is **negative**: They wish to spend **less time** to do that activity\n", - "1. The result is **positive**: They wish to spend **more time** to do that activity" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "* `'On average, how much of your time is spent developing software'`: likert\n", - "* `'On average, how much of your time is spent on research'`: likert\n", - "* `'On average, how much of your time is spent on management'`: likert\n", - "* `'On average, how much of your time is spent on teaching'`: likert\n", - "* `'On average, how much of your time is spent on other activities'`: likert" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# How time is spent" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Create the two df containing time spent and time they wish they could spend.\n", - "\n", - "# Information about time spent\n", - "df_time_spent = df[df['Year'] == 2018][['Country',\n", - " 'time1can. On average, how much of your time is spent developing software?',\n", - " 'time2can. On average, how much of your time is spent on research',\n", - " 'time3can. On average, how much of your time is spent on management',\n", - " 'time4can. On average, how much of your time is spent on teaching',\n", - " 'time5can. On average, how much of your time is spent on other activities']].copy()\n", - "# Information about the time they wish to spend\n", - "df_time_wish = df[df['Year'] == 2018][['Country',\n", - " 'timeLike6zaf. In an average month, how much time would you like to spend on software development?',\n", - " 'timeLike7zaf. In an average month, how much time would you like to spend on research',\n", - " 'timeLike8zaf. In an average month, how much time would you like to spend on management',\n", - " 'timeLike9zaf. In an average month, how much time would you like to spend on teaching',\n", - " 'timeLike10zaf. In an average month, how much time would you like to spend on other activities']].copy()\n", - "\n", - "# Replace the value 1 (None at all) and 10 (all my time) into int\n", - "df_time_spent.replace({'\\ufeff1 (None at all)': 1, '10 (All my time)': 10}, inplace=True)\n", - "df_time_wish.replace({'\\ufeff1 (None at all)': 1, '10 (All my time)': 10}, inplace=True)\n", - "\n", - "# Create a new dataframe with the difference between what they do and what they wish\n", - "# Create a dataframe to show the difference\n", - "dict_time_diff = collections.OrderedDict()\n", - "dict_time_diff['Country'] = df_time_spent['Country']\n", - "dict_time_diff['Software Development difference'] = df_time_wish['timeLike6zaf. In an average month, how much time would you like to spend on software development?'].astype(float) - df_time_spent['time1can. On average, how much of your time is spent developing software?'].astype(float) \n", - "dict_time_diff['Research difference'] = df_time_wish['timeLike7zaf. In an average month, how much time would you like to spend on research'].astype(float) - df_time_spent['time2can. On average, how much of your time is spent on research'].astype(float)\n", - "dict_time_diff['Management difference'] = df_time_wish['timeLike8zaf. In an average month, how much time would you like to spend on management'].astype(float) - df_time_spent['time3can. On average, how much of your time is spent on management'].astype(float)\n", - "dict_time_diff['Teaching difference'] = df_time_wish['timeLike9zaf. In an average month, how much time would you like to spend on teaching'].astype(float) - df_time_spent['time4can. On average, how much of your time is spent on teaching'].astype(float)\n", - "dict_time_diff['Other activity difference'] = df_time_wish['timeLike10zaf. In an average month, how much time would you like to spend on other activities'].astype(float) - df_time_spent['time5can. On average, how much of your time is spent on other activities'].astype(float)\n", - "df_time_diff = pd.DataFrame.from_dict(dict_time_diff)\n", - "\n", - "renaming_col = ['Country', 'Developing software', 'Research', 'Management', 'Teaching', 'Other activities']\n", - "df_time_spent.columns = renaming_col\n", - "df_time_wish.columns = renaming_col\n", - "df_time_diff.columns = renaming_col" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent, df_time_wish, df_time_diff)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Germany" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Germany'" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent, df_time_wish, df_time_diff)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent, df_time_wish, df_time_diff)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent, df_time_wish, df_time_diff)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The participants are mainly working on developing software, while the other activities received really low scores on the likert scale. \n", - "The time they wish to spend follow the same pattern. They wish to spend lot of time in developing software, followed by doing research. \n", - "\n", - "When we see the difference between the time they actually spent, and the time they wish to spent, we can see that overall they wish to spent more time in developing software and doing research, and wish to spent less time in others activities (Management, Teaching, other activities). However, these differences between time spent and wish to spent are really minimal (even if they exist) and we can conclude that participants are currently working on the activity they do want to do. " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent, df_time_wish, df_time_diff)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent, df_time_wish, df_time_diff)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the World" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting the likert scale\n", - "plotting_time_likert(country, df_time_spent, df_time_wish, df_time_diff)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "383px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": {}, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/data/public_data.csv b/analysis/2018/data/public_data.csv deleted file mode 100644 index a68cf9ae..00000000 --- a/analysis/2018/data/public_data.csv +++ /dev/null @@ -1,998 +0,0 @@ -,startdate._.Date started,socio1._.In which country do you work?,rse1._.Do you write software for academic research as part of your job,edu1qde._.What is the highest level of education you have attained?,edu1qnl._.What is the highest level of education you have attained?,edu1quk._.What is the highest level of education you have attained?,edu1qus._.What is the highest level of education you have attained?,edu1qzaf._.What is the highest level of education you have attained?,edu1qnzl._.What is the highest level of education you have attained?,edu1qcan._.What is the highest level of education you have attained?,edu1qaus._.What is the highest level of education you have attained?,edu1qworld._.What is the highest level of education you have attained?,edu2qde._.In which discipline is your highest academic qualification?,edu2qnl._.In which discipline is your highest academic qualification?,edu2quk._.In which discipline is your highest academic qualification?,edu2qus._.In which discipline is your highest academic qualification?,edu2qzaf._.In which discipline is your highest academic qualification?,edu2qnzl._.In which discipline is your highest academic qualification?,edu2qcan._.In which discipline is your highest academic qualification?,edu2qaus._.In which discipline is your highest academic qualification?,edu2qworld._.In which discipline is your highest academic qualification?,"edu4._.List any professional qualifications you hold (eg. P. Eng, PMP, …)?",rse4de._.Does the majority of your role comprise leading a group of software developers or RSEs?,rse3[SQ001]._.Who uses the code that you write? [],soft2can._.Do you consider yourself a professional software developer?,soft1can._.How many years of software development experience do you have?,"likert0[time1can]._. [On average, how much of your time is spent developing software?]","likert0[time2can]._. [On average, how much of your time is spent on research]","likert0[time3can]._. [On average, how much of your time is spent on management]","likert0[time4can]._. [On average, how much of your time is spent on teaching]","likert0[time5can]._. [On average, how much of your time is spent on other activities]","likert1[timeLike6zaf]._. [In an average month, how much time would you like to spend on software development?]","likert1[timeLike7zaf]._. [In an average month, how much time would you like to spend on research]","likert1[timeLike8zaf]._. [In an average month, how much time would you like to spend on management]","likert1[timeLike9zaf]._. [In an average month, how much time would you like to spend on teaching]","likert1[timeLike10zaf]._. [In an average month, how much time would you like to spend on other activities]",currentEmp1qde._.Please select your organization type,currentEmp1qnl._.Please select your organization type,currentEmp1quk._.Please select your organization type,currentEmp1qus._.Please select your organization type,currentEmp1qzaf._.Please select your organization type,currentEmp1qnzl._.Please select your organization type,currentEmp1qcan._.Please select your organization type,currentEmp1qaus._.Please select your organization type,currentEmp1qworld._.Please select your organization type,currentEmp12._.Do you work full time or part time,currentEmp10._.What is the nature of your current employment?,currentEmp11._.What is the expected duration (in years) of your current position (in total)?,currentEmp13qde[SQ001]._.Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13qde[SQ002]._.Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13qde[SQ003]._.Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13qde[SQ004]._.Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13qde[SQ005]._.Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13qde[SQ006]._.Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13qde[SQ007]._.Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13qde[SQ008]._.Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13qde[SQ009]._.Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13qde[SQ010]._.Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13qde[SQ011]._.Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13qde[SQ012]._.Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13qde[SQ013]._.Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13qde[SQ014]._.Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13qde[SQ015]._.Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13qde[SQ016]._.Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13qde[SQ017]._.Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13qde[SQ018]._.Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13qde[SQ019]._.Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13qde[SQ020]._.Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13qde[SQ021]._.Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13qde[SQ022]._.Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13qde[SQ023]._.Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13qde[SQ024]._.Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13qde[SQ025]._.Please select the discipline in which you work. Please select all that apply. [English],currentEmp13qde[SQ026]._.Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13qde[SQ027]._.Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13qde[SQ028]._.Please select the discipline in which you work. Please select all that apply. [French],currentEmp13qde[SQ029]._.Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13qde[SQ030]._.Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13qde[SQ031]._.Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13qde[SQ032]._.Please select the discipline in which you work. Please select all that apply. [German],currentEmp13qde[SQ033]._.Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13qde[SQ034]._.Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13qde[SQ035]._.Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13qde[SQ036]._.Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13qde[SQ037]._.Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13qde[SQ038]._.Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13qde[SQ039]._.Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13qde[SQ040]._.Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13qde[SQ041]._.Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13qde[SQ042]._.Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13qde[SQ043]._.Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13qde[SQ044]._.Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13qde[SQ045]._.Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13qde[SQ046]._.Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13qde[SQ047]._.Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13qde[SQ048]._.Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13qde[SQ049]._.Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13qde[SQ050]._.Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13qde[SQ051]._.Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13qde[SQ052]._.Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13qde[SQ053]._.Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13qde[SQ054]._.Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13qde[SQ055]._.Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13qde[SQ056]._.Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13qde[SQ057]._.Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13qde[SQ058]._.Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13qde[SQ059]._.Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13qde[SQ060]._.Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13qde[SQ061]._.Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13qde[SQ062]._.Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13qde[SQ063]._.Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13qde[SQ064]._.Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13qde[SQ065]._.Please select the discipline in which you work. Please select all that apply. [Youth Work],currentEmp13qnl[SQ001]._.Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13qnl[SQ002]._.Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13qnl[SQ003]._.Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13qnl[SQ004]._.Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13qnl[SQ005]._.Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13qnl[SQ006]._.Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13qnl[SQ007]._.Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13qnl[SQ008]._.Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13qnl[SQ009]._.Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13qnl[SQ010]._.Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13qnl[SQ011]._.Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13qnl[SQ012]._.Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13qnl[SQ013]._.Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13qnl[SQ014]._.Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13qnl[SQ015]._.Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13qnl[SQ016]._.Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13qnl[SQ017]._.Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13qnl[SQ018]._.Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13qnl[SQ019]._.Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13qnl[SQ020]._.Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13qnl[SQ021]._.Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13qnl[SQ022]._.Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13qnl[SQ023]._.Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13qnl[SQ024]._.Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13qnl[SQ025]._.Please select the discipline in which you work. Please select all that apply. [English],currentEmp13qnl[SQ026]._.Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13qnl[SQ027]._.Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13qnl[SQ028]._.Please select the discipline in which you work. Please select all that apply. [French],currentEmp13qnl[SQ029]._.Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13qnl[SQ030]._.Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13qnl[SQ031]._.Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13qnl[SQ032]._.Please select the discipline in which you work. Please select all that apply. [German],currentEmp13qnl[SQ033]._.Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13qnl[SQ034]._.Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13qnl[SQ035]._.Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13qnl[SQ036]._.Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13qnl[SQ037]._.Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13qnl[SQ038]._.Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13qnl[SQ039]._.Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13qnl[SQ040]._.Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13qnl[SQ041]._.Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13qnl[SQ042]._.Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13qnl[SQ043]._.Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13qnl[SQ044]._.Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13qnl[SQ045]._.Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13qnl[SQ046]._.Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13qnl[SQ047]._.Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13qnl[SQ048]._.Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13qnl[SQ049]._.Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13qnl[SQ050]._.Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13qnl[SQ051]._.Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13qnl[SQ052]._.Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13qnl[SQ053]._.Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13qnl[SQ054]._.Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13qnl[SQ055]._.Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13qnl[SQ056]._.Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13qnl[SQ057]._.Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13qnl[SQ058]._.Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13qnl[SQ059]._.Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13qnl[SQ060]._.Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13qnl[SQ061]._.Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13qnl[SQ062]._.Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13qnl[SQ063]._.Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13qnl[SQ064]._.Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13qnl[SQ065]._.Please select the discipline in which you work. Please select all that apply. [Youth Work],currentEmp13quk[SQ001]._.Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13quk[SQ002]._.Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13quk[SQ003]._.Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13quk[SQ004]._.Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13quk[SQ005]._.Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13quk[SQ006]._.Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13quk[SQ007]._.Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13quk[SQ008]._.Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13quk[SQ009]._.Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13quk[SQ010]._.Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13quk[SQ011]._.Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13quk[SQ012]._.Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13quk[SQ013]._.Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13quk[SQ014]._.Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13quk[SQ015]._.Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13quk[SQ016]._.Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13quk[SQ017]._.Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13quk[SQ018]._.Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13quk[SQ019]._.Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13quk[SQ020]._.Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13quk[SQ021]._.Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13quk[SQ022]._.Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13quk[SQ023]._.Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13quk[SQ024]._.Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13quk[SQ025]._.Please select the discipline in which you work. Please select all that apply. [English],currentEmp13quk[SQ026]._.Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13quk[SQ027]._.Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13quk[SQ028]._.Please select the discipline in which you work. Please select all that apply. [French],currentEmp13quk[SQ029]._.Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13quk[SQ030]._.Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13quk[SQ031]._.Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13quk[SQ032]._.Please select the discipline in which you work. Please select all that apply. [German],currentEmp13quk[SQ033]._.Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13quk[SQ034]._.Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13quk[SQ035]._.Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13quk[SQ036]._.Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13quk[SQ037]._.Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13quk[SQ038]._.Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13quk[SQ039]._.Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13quk[SQ040]._.Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13quk[SQ041]._.Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13quk[SQ042]._.Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13quk[SQ043]._.Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13quk[SQ044]._.Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13quk[SQ045]._.Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13quk[SQ046]._.Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13quk[SQ047]._.Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13quk[SQ048]._.Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13quk[SQ049]._.Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13quk[SQ050]._.Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13quk[SQ051]._.Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13quk[SQ052]._.Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13quk[SQ053]._.Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13quk[SQ054]._.Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13quk[SQ055]._.Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13quk[SQ056]._.Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13quk[SQ057]._.Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13quk[SQ058]._.Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13quk[SQ059]._.Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13quk[SQ060]._.Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13quk[SQ061]._.Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13quk[SQ062]._.Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13quk[SQ063]._.Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13quk[SQ064]._.Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13quk[SQ065]._.Please select the discipline in which you work. Please select all that apply. [Youth Work],currentEmp13qus[SQ001]._.Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13qus[SQ002]._.Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13qus[SQ003]._.Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13qus[SQ004]._.Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13qus[SQ005]._.Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13qus[SQ006]._.Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13qus[SQ007]._.Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13qus[SQ008]._.Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13qus[SQ009]._.Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13qus[SQ010]._.Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13qus[SQ011]._.Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13qus[SQ012]._.Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13qus[SQ013]._.Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13qus[SQ014]._.Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13qus[SQ015]._.Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13qus[SQ016]._.Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13qus[SQ017]._.Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13qus[SQ018]._.Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13qus[SQ019]._.Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13qus[SQ020]._.Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13qus[SQ021]._.Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13qus[SQ022]._.Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13qus[SQ023]._.Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13qus[SQ024]._.Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13qus[SQ025]._.Please select the discipline in which you work. Please select all that apply. [English],currentEmp13qus[SQ026]._.Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13qus[SQ027]._.Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13qus[SQ028]._.Please select the discipline in which you work. Please select all that apply. [French],currentEmp13qus[SQ029]._.Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13qus[SQ030]._.Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13qus[SQ031]._.Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13qus[SQ032]._.Please select the discipline in which you work. Please select all that apply. [German],currentEmp13qus[SQ033]._.Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13qus[SQ034]._.Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13qus[SQ035]._.Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13qus[SQ036]._.Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13qus[SQ037]._.Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13qus[SQ038]._.Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13qus[SQ039]._.Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13qus[SQ040]._.Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13qus[SQ041]._.Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13qus[SQ042]._.Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13qus[SQ043]._.Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13qus[SQ044]._.Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13qus[SQ045]._.Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13qus[SQ046]._.Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13qus[SQ047]._.Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13qus[SQ048]._.Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13qus[SQ049]._.Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13qus[SQ050]._.Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13qus[SQ051]._.Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13qus[SQ052]._.Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13qus[SQ053]._.Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13qus[SQ054]._.Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13qus[SQ055]._.Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13qus[SQ056]._.Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13qus[SQ057]._.Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13qus[SQ058]._.Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13qus[SQ059]._.Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13qus[SQ060]._.Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13qus[SQ061]._.Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13qus[SQ062]._.Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13qus[SQ063]._.Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13qus[SQ064]._.Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13qus[SQ065]._.Please select the discipline in which you work. Please select all that apply. [Youth Work],currentEmp13qzaf[SQ001]._.Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13qzaf[SQ002]._.Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13qzaf[SQ003]._.Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13qzaf[SQ004]._.Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13qzaf[SQ005]._.Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13qzaf[SQ006]._.Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13qzaf[SQ007]._.Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13qzaf[SQ008]._.Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13qzaf[SQ009]._.Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13qzaf[SQ010]._.Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13qzaf[SQ011]._.Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13qzaf[SQ012]._.Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13qzaf[SQ013]._.Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13qzaf[SQ014]._.Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13qzaf[SQ015]._.Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13qzaf[SQ016]._.Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13qzaf[SQ017]._.Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13qzaf[SQ018]._.Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13qzaf[SQ019]._.Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13qzaf[SQ020]._.Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13qzaf[SQ021]._.Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13qzaf[SQ022]._.Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13qzaf[SQ023]._.Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13qzaf[SQ024]._.Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13qzaf[SQ025]._.Please select the discipline in which you work. Please select all that apply. [English],currentEmp13qzaf[SQ026]._.Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13qzaf[SQ027]._.Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13qzaf[SQ028]._.Please select the discipline in which you work. Please select all that apply. [French],currentEmp13qzaf[SQ029]._.Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13qzaf[SQ030]._.Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13qzaf[SQ031]._.Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13qzaf[SQ032]._.Please select the discipline in which you work. Please select all that apply. [German],currentEmp13qzaf[SQ033]._.Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13qzaf[SQ034]._.Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13qzaf[SQ035]._.Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13qzaf[SQ036]._.Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13qzaf[SQ037]._.Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13qzaf[SQ038]._.Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13qzaf[SQ039]._.Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13qzaf[SQ040]._.Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13qzaf[SQ041]._.Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13qzaf[SQ042]._.Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13qzaf[SQ043]._.Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13qzaf[SQ044]._.Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13qzaf[SQ045]._.Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13qzaf[SQ046]._.Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13qzaf[SQ047]._.Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13qzaf[SQ048]._.Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13qzaf[SQ049]._.Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13qzaf[SQ050]._.Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13qzaf[SQ051]._.Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13qzaf[SQ052]._.Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13qzaf[SQ053]._.Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13qzaf[SQ054]._.Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13qzaf[SQ055]._.Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13qzaf[SQ056]._.Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13qzaf[SQ057]._.Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13qzaf[SQ058]._.Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13qzaf[SQ059]._.Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13qzaf[SQ060]._.Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13qzaf[SQ061]._.Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13qzaf[SQ062]._.Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13qzaf[SQ063]._.Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13qzaf[SQ064]._.Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13qzaf[SQ065]._.Please select the discipline in which you work. Please select all that apply. [Youth Work],currentEmp13qnzl[SQ001]._.Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13qnzl[SQ002]._.Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13qnzl[SQ003]._.Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13qnzl[SQ004]._.Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13qnzl[SQ005]._.Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13qnzl[SQ006]._.Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13qnzl[SQ007]._.Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13qnzl[SQ008]._.Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13qnzl[SQ009]._.Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13qnzl[SQ010]._.Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13qnzl[SQ011]._.Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13qnzl[SQ012]._.Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13qnzl[SQ013]._.Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13qnzl[SQ014]._.Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13qnzl[SQ015]._.Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13qnzl[SQ016]._.Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13qnzl[SQ017]._.Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13qnzl[SQ018]._.Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13qnzl[SQ019]._.Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13qnzl[SQ020]._.Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13qnzl[SQ021]._.Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13qnzl[SQ022]._.Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13qnzl[SQ023]._.Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13qnzl[SQ024]._.Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13qnzl[SQ025]._.Please select the discipline in which you work. Please select all that apply. [English],currentEmp13qnzl[SQ026]._.Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13qnzl[SQ027]._.Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13qnzl[SQ028]._.Please select the discipline in which you work. Please select all that apply. [French],currentEmp13qnzl[SQ029]._.Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13qnzl[SQ030]._.Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13qnzl[SQ031]._.Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13qnzl[SQ032]._.Please select the discipline in which you work. Please select all that apply. [German],currentEmp13qnzl[SQ033]._.Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13qnzl[SQ034]._.Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13qnzl[SQ035]._.Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13qnzl[SQ036]._.Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13qnzl[SQ037]._.Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13qnzl[SQ038]._.Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13qnzl[SQ039]._.Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13qnzl[SQ040]._.Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13qnzl[SQ041]._.Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13qnzl[SQ042]._.Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13qnzl[SQ043]._.Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13qnzl[SQ044]._.Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13qnzl[SQ045]._.Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13qnzl[SQ046]._.Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13qnzl[SQ047]._.Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13qnzl[SQ048]._.Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13qnzl[SQ049]._.Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13qnzl[SQ050]._.Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13qnzl[SQ051]._.Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13qnzl[SQ052]._.Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13qnzl[SQ053]._.Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13qnzl[SQ054]._.Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13qnzl[SQ055]._.Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13qnzl[SQ056]._.Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13qnzl[SQ057]._.Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13qnzl[SQ058]._.Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13qnzl[SQ059]._.Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13qnzl[SQ060]._.Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13qnzl[SQ061]._.Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13qnzl[SQ062]._.Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13qnzl[SQ063]._.Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13qnzl[SQ064]._.Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13qnzl[SQ065]._.Please select the discipline in which you work. Please select all that apply. [Youth Work],currentEmp13qcan[SQ001]._.Please select the discipline in which you work. Please select all that apply. [CIVIL ENGINEERING],currentEmp13qcan[SQ002]._.Please select the discipline in which you work. Please select all that apply. [STRUCTURAL ENGINEERING],currentEmp13qcan[SQ003]._.Please select the discipline in which you work. Please select all that apply. [AGRICULTURAL ENGINEERING],currentEmp13qcan[SQ004]._.Please select the discipline in which you work. Please select all that apply. [FOREST ENGINEERING],currentEmp13qcan[SQ005]._.Please select the discipline in which you work. Please select all that apply. [MINING AND MINERAL PROCESSING],currentEmp13qcan[SQ006]._.Please select the discipline in which you work. Please select all that apply. [ENVIRONMENTAL ENGINEERING],currentEmp13qcan[SQ007]._.Please select the discipline in which you work. Please select all that apply. [INDUSTRIAL ENGINEERING],currentEmp13qcan[SQ008]._.Please select the discipline in which you work. Please select all that apply. [DESIGN AND MANUFACTURING],currentEmp13qcan[SQ009]._.Please select the discipline in which you work. Please select all that apply. [CHEMICAL ENGINEERING],currentEmp13qcan[SQ010]._.Please select the discipline in which you work. Please select all that apply. [BIOMEDICAL ENGINEERING],currentEmp13qcan[SQ011]._.Please select the discipline in which you work. Please select all that apply. [MATERIALS SCIENCE AND TECHNOLOGY],currentEmp13qcan[SQ012]._.Please select the discipline in which you work. Please select all that apply. [MECHANICAL ENGINEERING],currentEmp13qcan[SQ013]._.Please select the discipline in which you work. Please select all that apply. [FLUID MECHANICS],currentEmp13qcan[SQ014]._.Please select the discipline in which you work. Please select all that apply. [FUEL AND ENERGY TECHNOLOGY],currentEmp13qcan[SQ015]._.Please select the discipline in which you work. Please select all that apply. [NUCLEAR ENGINEERING],currentEmp13qcan[SQ016]._.Please select the discipline in which you work. Please select all that apply. [ELECTRICAL AND ELECTRONIC ENGINEERING],currentEmp13qcan[SQ017]._.Please select the discipline in which you work. Please select all that apply. [ROBOTICS],currentEmp13qcan[SQ018]._.Please select the discipline in which you work. Please select all that apply. [INFORMATION TECHNOLOGY],currentEmp13qcan[SQ019]._.Please select the discipline in which you work. Please select all that apply. [ARTIFICIAL INTELLIGENCE],currentEmp13qcan[SQ020]._.Please select the discipline in which you work. Please select all that apply. [PURE MATHEMATICS],currentEmp13qcan[SQ021]._.Please select the discipline in which you work. Please select all that apply. [APPLIED MATHEMATICS],currentEmp13qcan[SQ022]._.Please select the discipline in which you work. Please select all that apply. [STATISTICS AND PROBABILITY],currentEmp13qcan[SQ023]._.Please select the discipline in which you work. Please select all that apply. [PHYSICS],currentEmp13qcan[SQ024]._.Please select the discipline in which you work. Please select all that apply. [THEORETICAL PHYSICS AND CHEMISTRY],currentEmp13qcan[SQ025]._.Please select the discipline in which you work. Please select all that apply. [ASTRONOMY AND ASTROPHYSICS],currentEmp13qcan[SQ026]._.Please select the discipline in which you work. Please select all that apply. [SPACE SCIENCE],currentEmp13qcan[SQ027]._.Please select the discipline in which you work. Please select all that apply. [CONDENSED MATTERPHYSICS],currentEmp13qcan[SQ028]._.Please select the discipline in which you work. Please select all that apply. [PHYSICAL CHEMISTRY],currentEmp13qcan[SQ029]._.Please select the discipline in which you work. Please select all that apply. [NALYTICAL CHEMISTRY],currentEmp13qcan[SQ030]._.Please select the discipline in which you work. Please select all that apply. [INORGANIC CHEMISTRY],currentEmp13qcan[SQ031]._.Please select the discipline in which you work. Please select all that apply. [ORGANIC CHEMISTRY],currentEmp13qcan[SQ032]._.Please select the discipline in which you work. Please select all that apply. [POLYMER CHEMISTRY],currentEmp13qcan[SQ033]._.Please select the discipline in which you work. Please select all that apply. [EARTH SCIENCE],currentEmp13qcan[SQ034]._.Please select the discipline in which you work. Please select all that apply. [GEOGRAPHICAL INFORMATION],currentEmp13qcan[SQ035]._.Please select the discipline in which you work. Please select all that apply. [PHYSICAL GEOGRAPHY],currentEmp13qcan[SQ036]._.Please select the discipline in which you work. Please select all that apply. [GEOCHEMISTRY AND GEOCHRONOLOGY],currentEmp13qcan[SQ037]._.Please select the discipline in which you work. Please select all that apply. [GEOPHYSICS],currentEmp13qcan[SQ038]._.Please select the discipline in which you work. Please select all that apply. [ATMOSPHERIC SCIENCE],currentEmp13qcan[SQ039]._.Please select the discipline in which you work. Please select all that apply. [HYDROLOGY],currentEmp13qcan[SQ040]._.Please select the discipline in which you work. Please select all that apply. [OCEANOGRAPHY],currentEmp13qcan[SQ041]._.Please select the discipline in which you work. Please select all that apply. [EVOLUTION AND ECOLOGY],currentEmp13qcan[SQ042]._.Please select the discipline in which you work. Please select all that apply. [SOIL SCIENCE],currentEmp13qcan[SQ043]._.Please select the discipline in which you work. Please select all that apply. [PLANT AND TREE BIOLOGY],currentEmp13qcan[SQ044]._.Please select the discipline in which you work. Please select all that apply. [GENETICS],currentEmp13qcan[SQ045]._.Please select the discipline in which you work. Please select all that apply. [CELL BIOLOGY],currentEmp13qcan[SQ046]._.Please select the discipline in which you work. Please select all that apply. [MICROBIOLOGY],currentEmp13qcan[SQ047]._.Please select the discipline in which you work. Please select all that apply. [MOLECULAR BIOLOGY],currentEmp13qcan[SQ048]._.Please select the discipline in which you work. Please select all that apply. [BIOCHEMISTRY],currentEmp13qcan[SQ049]._.Please select the discipline in which you work. Please select all that apply. [ANIMAL BIOLOGY],currentEmp13qcan[SQ050]._.Please select the discipline in which you work. Please select all that apply. [FOOD SCIENCE AND TECHNOLOGY],currentEmp13qcan[SQ051]._.Please select the discipline in which you work. Please select all that apply. [PSYCHOLOGY],currentEmp13qcan[SQ052]._.Please select the discipline in which you work. Please select all that apply. [LIFE SCIENCES RESEARCH RELATED TO HUMAN HEALTH AND DISEASE],currentEmp13qcan[SQ053]._.Please select the discipline in which you work. Please select all that apply. [OTHER STUDIES IN NATURAL SCIENCES AND ENGINEERING],currentEmp13qcan[SQ054]._.Please select the discipline in which you work. Please select all that apply. [SOCIAL SCIENCES AND HUMANITIES],currentEmp13qcan[SQ055]._.Please select the discipline in which you work. Please select all that apply. [HEALTH SCIENCES],currentEmp13qaus[SQ001]._.Please select the discipline in which you work. Please select all that apply. [01 Mathematical Sciences],currentEmp13qaus[SQ002]._.Please select the discipline in which you work. Please select all that apply. [02 Physical Sciences],currentEmp13qaus[SQ003]._.Please select the discipline in which you work. Please select all that apply. [03 Chemical Sciences],currentEmp13qaus[SQ004]._.Please select the discipline in which you work. Please select all that apply. [04 Earth Sciences],currentEmp13qaus[SQ005]._.Please select the discipline in which you work. Please select all that apply. [05 Environmental Sciences],currentEmp13qaus[SQ006]._.Please select the discipline in which you work. Please select all that apply. [06 Biological Sciences],currentEmp13qaus[SQ007]._.Please select the discipline in which you work. Please select all that apply. [07 Agricultural and Veterinary Sciences],currentEmp13qaus[SQ008]._.Please select the discipline in which you work. Please select all that apply. [08 Information and Computing Sciences],currentEmp13qaus[SQ009]._.Please select the discipline in which you work. Please select all that apply. [09 Engineering],currentEmp13qaus[SQ010]._.Please select the discipline in which you work. Please select all that apply. [10 Technology],currentEmp13qaus[SQ011]._.Please select the discipline in which you work. Please select all that apply. [11 Medical and Health Sciences],currentEmp13qaus[SQ012]._.Please select the discipline in which you work. Please select all that apply. [12 Built Environment and Design],currentEmp13qaus[SQ013]._.Please select the discipline in which you work. Please select all that apply. [13 Education],currentEmp13qaus[SQ014]._.Please select the discipline in which you work. Please select all that apply. [14 Economics],"currentEmp13qaus[SQ015]._.Please select the discipline in which you work. Please select all that apply. [15 Commerce, Management, Tourism and Services]",currentEmp13qaus[SQ016]._.Please select the discipline in which you work. Please select all that apply. [16 Studies in Human Society],currentEmp13qaus[SQ017]._.Please select the discipline in which you work. Please select all that apply. [17 Psychology and Cognitive Sciences],currentEmp13qaus[SQ018]._.Please select the discipline in which you work. Please select all that apply. [18 Law and Legal Studies],currentEmp13qaus[SQ019]._.Please select the discipline in which you work. Please select all that apply. [19 Studies in Creative Arts and Writing],"currentEmp13qaus[SQ020]._.Please select the discipline in which you work. Please select all that apply. [20 Language, Communication and Culture]",currentEmp13qaus[SQ021]._.Please select the discipline in which you work. Please select all that apply. [21 History and Archaeology],currentEmp13qaus[SQ022]._.Please select the discipline in which you work. Please select all that apply. [22 Philosophy and Religious Studies],currentEmp13qworld[SQ001]._.Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13qworld[SQ002]._.Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13qworld[SQ003]._.Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13qworld[SQ004]._.Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13qworld[SQ005]._.Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13qworld[SQ006]._.Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13qworld[SQ007]._.Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13qworld[SQ008]._.Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13qworld[SQ009]._.Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13qworld[SQ010]._.Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13qworld[SQ011]._.Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13qworld[SQ012]._.Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13qworld[SQ013]._.Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13qworld[SQ014]._.Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13qworld[SQ015]._.Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13qworld[SQ016]._.Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13qworld[SQ017]._.Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13qworld[SQ018]._.Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13qworld[SQ019]._.Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13qworld[SQ020]._.Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13qworld[SQ021]._.Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13qworld[SQ022]._.Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13qworld[SQ023]._.Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13qworld[SQ024]._.Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13qworld[SQ025]._.Please select the discipline in which you work. Please select all that apply. [English],currentEmp13qworld[SQ026]._.Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13qworld[SQ027]._.Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13qworld[SQ028]._.Please select the discipline in which you work. Please select all that apply. [French],currentEmp13qworld[SQ029]._.Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13qworld[SQ030]._.Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13qworld[SQ031]._.Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13qworld[SQ032]._.Please select the discipline in which you work. Please select all that apply. [German],currentEmp13qworld[SQ033]._.Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13qworld[SQ034]._.Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13qworld[SQ035]._.Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13qworld[SQ036]._.Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13qworld[SQ037]._.Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13qworld[SQ038]._.Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13qworld[SQ039]._.Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13qworld[SQ040]._.Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13qworld[SQ041]._.Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13qworld[SQ042]._.Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13qworld[SQ043]._.Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13qworld[SQ044]._.Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13qworld[SQ045]._.Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13qworld[SQ046]._.Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13qworld[SQ047]._.Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13qworld[SQ048]._.Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13qworld[SQ049]._.Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13qworld[SQ050]._.Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13qworld[SQ051]._.Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13qworld[SQ052]._.Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13qworld[SQ053]._.Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13qworld[SQ054]._.Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13qworld[SQ055]._.Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13qworld[SQ056]._.Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13qworld[SQ057]._.Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13qworld[SQ058]._.Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13qworld[SQ059]._.Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13qworld[SQ060]._.Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13qworld[SQ061]._.Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13qworld[SQ062]._.Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13qworld[SQ063]._.Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13qworld[SQ064]._.Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13qworld[SQ065]._.Please select the discipline in which you work. Please select all that apply. [Youth Work],prevEmp1qde._.Where was your previous job based?,prevEmp1quk._.Where was your previous job based?,prevEmp1qus._.Where was your previous job based?,prevEmp1qzaf._.Where was your previous job based?,prevEmp1qnzl._.Where was your previous job based?,prevEmp1qaus._.Where was your previous job based?,prevEmp1qworld._.Where was your previous job based?,prevEmp2[1]._.Rank the following factors dependent on how strongly they influenced your decision to accept your current position [Rank 1],prevEmp2[2]._.Rank the following factors dependent on how strongly they influenced your decision to accept your current position [Rank 2],prevEmp2[3]._.Rank the following factors dependent on how strongly they influenced your decision to accept your current position [Rank 3],prevEmp2[4]._.Rank the following factors dependent on how strongly they influenced your decision to accept your current position [Rank 4],prevEmp2[5]._.Rank the following factors dependent on how strongly they influenced your decision to accept your current position [Rank 5],"currentWork1._.Do you always work with the same researchers, or do you regularly change the researchers you work with?",currentWork2._.Are you part of a dedicated research software group within your institution?,"paper2mod._.In general, when your software contributes to a paper, are you acknowledged in that paper?",conf1can._.Have you presented your software work at a conference or workshop?,conf2can._.At which conference(s)/workshop(s) have you presented your software work?,proj1can._.How many software projects are you currently involved in?,proj2can._.How many software developers typically work on your projects?,proj7can._.What percentage of these developers are dedicated to the project full time?,proj8can._.Do your research software projects typically include a project manager?,stability1._.What is the bus factor of your most important software project? (The bus factor designates the minimal number of developers that have to be hit by a bus (or quit) before a project is incapacitated),stability2._.Do the projects you work on typically have a plan to cope with developers leaving the group?,proj4can[SQ001]._.How are your projects typically tested? Please check all that apply. [No formal testing],proj4can[SQ002]._.How are your projects typically tested? Please check all that apply. [No formal testing but users provide feedback],proj4can[SQ003]._.How are your projects typically tested? Please check all that apply. [The developers do their own testing],proj4can[SQ004]._.How are your projects typically tested? Please check all that apply. [Test engineers conduct testing],proj5can._.What development methodology does your current project use?,open1can[SQ001]._.How often do you use an open-source licence for your software? [],likert2[open2de]._. [How often do you reference software directly or the papers describing the software?],likert2[open3can]._. [How often do you associate your software with a Digital Object Identifier (DOI)?],"open3de._.Which tools do you use to mint a DOI (e.g. local library, Zenodo)?",open1de._.Do you have an ORCID ID?,proj5zaf[SQ001]._.Which version control tools do you use for software development? [CVS],proj5zaf[SQ002]._.Which version control tools do you use for software development? [SVN],proj5zaf[SQ003]._.Which version control tools do you use for software development? [Git],proj5zaf[SQ004]._.Which version control tools do you use for software development? [Mercurial],proj5zaf[SQ005]._.Which version control tools do you use for software development? [None],proj6zaf._.Which online collaboration tools and open repositories do you use for software development?,"train2._.On average, how many times a year do you take part in providing training?","train3._.What training programs are you involved with (comma separated list, e.g., Software Carpentry, local university training, etc.)",fund2[SQ001]._.Which of the following sources are used to pay for your effort as an RSE? [I volunteer my time],fund2[SQ002]._.Which of the following sources are used to pay for your effort as an RSE? [Donation button],fund2[SQ003]._.Which of the following sources are used to pay for your effort as an RSE? [Crowdfunding (one-time)],fund2[SQ004]._.Which of the following sources are used to pay for your effort as an RSE? [Crowdfunding (recurring)],fund2[SQ005]._.Which of the following sources are used to pay for your effort as an RSE? [Books & merchandise],fund2[SQ006]._.Which of the following sources are used to pay for your effort as an RSE? [Advertising & sponsorships],fund2[SQ007]._.Which of the following sources are used to pay for your effort as an RSE? [Industry support],fund2[SQ008]._.Which of the following sources are used to pay for your effort as an RSE? [Consulting & services],fund2[SQ009]._.Which of the following sources are used to pay for your effort as an RSE? [Grants],fund2[SQ010]._.Which of the following sources are used to pay for your effort as an RSE? [SaaS],fund2[SQ011]._.Which of the following sources are used to pay for your effort as an RSE? [Membership],fund2[SQ012]._.Which of the following sources are used to pay for your effort as an RSE? [Dual license],fund2[SQ013]._.Which of the following sources are used to pay for your effort as an RSE? [Open core],fund2[SQ014]._.Which of the following sources are used to pay for your effort as an RSE? [Foundations & consortiums],fund2[SQ015]._.Which of the following sources are used to pay for your effort as an RSE? [Venture capital],fund2[SQ016]._.Which of the following sources are used to pay for your effort as an RSE? [Trademark licensing & franchising],fund2[SQ017]._.Which of the following sources are used to pay for your effort as an RSE? [Institutional support],fund1can._.How is your current research software work funded?,"likert3[satisGen1]._. [In general, how satisfied are you with your current position]","likert3[satisGen2]._. [In general, how satisfied are you with your career]",likert4[recog1]._. [Do you feel that your contribution to research is recognised by your supervisor/line manager],likert4[recog2]._. [Do you feel that your contribution to research is recognised by the researchers you work with],likert4[recog3]._. [Do you feel that your contribution to research is recognised by your institution?],turnOver3[SQ001]._.How often do you consider leaving your job? [],turnOver6[SQ001]._.I would accept another job at the same compensation level if I was offered it [],likert5[percEmp1]._. [It would not be very difficult for me to get an equivalent job in a different institution],likert5[percEmp3]._. [My experience is in demand on the labour market],likert5[progRSE1]._. [It is likely that I will gain a promotion within my current group],likert5[progRSE2]._. [The process I have to complete to gain a promotion is clear and understandable],likert5[progRSE3]._. [There are many opportunities within my chosen career plan],likert5[progRSE5]._. [It is likely that my next position will be an Research Software Engineer / Research Software Developer role],"ukrse1._.Are you a member of an association of Research Software Developers (e.g. AUS-RSE, CANARIE, DE-RSE, NZ_RSE, UK RSE, …)?",org1can._.Would you be interested in joining such an organisation?,org2can[SQ001]._.What would you hope to get out of such an organisation (check all that apply)? [Networking],org2can[SQ002]._.What would you hope to get out of such an organisation (check all that apply)? [Research collaborations],org2can[SQ003]._.What would you hope to get out of such an organisation (check all that apply)? [Training],org2can[SQ004]._.What would you hope to get out of such an organisation (check all that apply)? [Research software standards and interoperability definition],org2can[SQ005]._.What would you hope to get out of such an organisation (check all that apply)? [Job opportunities],tool2._.Which operating system do you primarily use for development?,tool4can[SQ001]._.What programming languages do you use at work? Please select all that apply. [Assembly],tool4can[SQ002]._.What programming languages do you use at work? Please select all that apply. [C],tool4can[SQ003]._.What programming languages do you use at work? Please select all that apply. [C#],tool4can[SQ004]._.What programming languages do you use at work? Please select all that apply. [C++],tool4can[SQ005]._.What programming languages do you use at work? Please select all that apply. [Clojure],tool4can[SQ006]._.What programming languages do you use at work? Please select all that apply. [CoffeeScript],tool4can[SQ007]._.What programming languages do you use at work? Please select all that apply. [Common Lisp],tool4can[SQ008]._.What programming languages do you use at work? Please select all that apply. [Dart],tool4can[SQ009]._.What programming languages do you use at work? Please select all that apply. [Elixir],tool4can[SQ010]._.What programming languages do you use at work? Please select all that apply. [Erlang],tool4can[SQ011]._.What programming languages do you use at work? Please select all that apply. [F#],tool4can[SQ012]._.What programming languages do you use at work? Please select all that apply. [Fortran],tool4can[SQ013]._.What programming languages do you use at work? Please select all that apply. [Go],tool4can[SQ014]._.What programming languages do you use at work? Please select all that apply. [Groovy],tool4can[SQ015]._.What programming languages do you use at work? Please select all that apply. [Hack],tool4can[SQ016]._.What programming languages do you use at work? Please select all that apply. [Haskell],tool4can[SQ017]._.What programming languages do you use at work? Please select all that apply. [Java],tool4can[SQ018]._.What programming languages do you use at work? Please select all that apply. [JavaScript],tool4can[SQ019]._.What programming languages do you use at work? Please select all that apply. [Julia],tool4can[SQ020]._.What programming languages do you use at work? Please select all that apply. [Lua],tool4can[SQ021]._.What programming languages do you use at work? Please select all that apply. [Matlab],tool4can[SQ022]._.What programming languages do you use at work? Please select all that apply. [Objective-C],tool4can[SQ023]._.What programming languages do you use at work? Please select all that apply. [Perl],tool4can[SQ024]._.What programming languages do you use at work? Please select all that apply. [PHP],tool4can[SQ025]._.What programming languages do you use at work? Please select all that apply. [Python],tool4can[SQ026]._.What programming languages do you use at work? Please select all that apply. [R],tool4can[SQ027]._.What programming languages do you use at work? Please select all that apply. [Ruby],tool4can[SQ028]._.What programming languages do you use at work? Please select all that apply. [Rust],tool4can[SQ029]._.What programming languages do you use at work? Please select all that apply. [Scala],tool4can[SQ030]._.What programming languages do you use at work? Please select all that apply. [Smalltalk],tool4can[SQ031]._.What programming languages do you use at work? Please select all that apply. [SQL],tool4can[SQ032]._.What programming languages do you use at work? Please select all that apply. [Swift],tool4can[SQ033]._.What programming languages do you use at work? Please select all that apply. [TypeScript],tool4can[SQ034]._.What programming languages do you use at work? Please select all that apply. [VB.NET],tool4can[SQ035]._.What programming languages do you use at work? Please select all that apply. [VBA],tool4can[SQ036]._.What programming languages do you use at work? Please select all that apply. [Visual Basic],tool5canqcan[SQ001]._.On which platform(s) is your most recent research software project deployed? Please select all that apply. [Compute Canada HPC],tool5canqcan[SQ002]._.On which platform(s) is your most recent research software project deployed? Please select all that apply. [University compute centre],tool5canqcan[SQ003]._.On which platform(s) is your most recent research software project deployed? Please select all that apply. [Other HPC],tool5canqcan[SQ004]._.On which platform(s) is your most recent research software project deployed? Please select all that apply. [Cloud],tool5canqcan[SQ005]._.On which platform(s) is your most recent research software project deployed? Please select all that apply. [Stand-alone server(s)],tool5canqcan[SQ006]._.On which platform(s) is your most recent research software project deployed? Please select all that apply. [Laptop/desktop],tool5canqcan[SQ007]._.On which platform(s) is your most recent research software project deployed? Please select all that apply. [Mobile],ukrse3._.How did you learn the skills you need to become an Research Software Engineer / Research Software Developer?,ukrse12de._.Would you like to attend a conference about software development in academia?,skill2._.What three skills would you like to acquire or improve to help your work as a Research Software Engineer/ Research Software Developer? The skills can be technical and non-technical. -1,2018-09-03 12:28:46,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,Yes,5 - Mostly other people,Yes,16.0,4,1 (None at all),7,2,4,3,1 (None at all),6,2,4,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,3,10.0,2.0,,,1.0,No,No,No,Yes,No,,7,3,3,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",4.0,"Software Carpentry, local university training, conference workshops",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,2,Disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, first job",Yes,"Machine learning, domain expertise, people management" -2,2018-09-03 12:32:44,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,1,No,5.0,7,9,2,3,3,7,9,3,3,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,"IPDPS, SIAM CSE, SIAM LA",1.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,Yes,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,5,Disagree,Disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"workshops, online, university training",Yes, -3,2018-09-03 12:55:47,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,No,5.0,5,2,2,4,6,6,3,2,4,5,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,1.0,,,2.0,No,No,No,Yes,No,,6,6,3,,What is ORCID?,No,No,Yes,Yes,No,,10.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -4,2018-09-03 13:27:40,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,2,No,5.0,7,3,2,1 (None at all),2,6,6,2,3,3,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,CASPER workshop,2.0,3.0,,,1.0,No,No,No,Yes,No,,9,8,7,"ascl.net, JOSS, Zenodo",Yes,No,No,Yes,No,No,github.com,2.0,"CASPER workshop, local training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Agree,Agree,Agree,3,Disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"books and online, and from reading other people's code",Yes,"C++ design patterns, workload management" -5,2018-09-03 13:34:44,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,No,3,Yes,8.0,7,2,2,1 (None at all),3,9,2,1 (None at all),1 (None at all),1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,Yes,"IEEE eScience, IEEE BDCloud",5.0,1.5,,,1.0,No,No,No,Yes,No,,8,5,3,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,4,Agree,Agree,Disagree,10 (All the time),Disagree,Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,Yes,"management skills, kubernetes, better maths" -7,2018-09-03 14:25:51,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,No,5 - Mostly other people,Yes,8.0,7,2,3,1 (None at all),4,10 (All my time),3,1 (None at all),1 (None at all),3,,,University,,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,6.0,1.0,,,11.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gitlab, Bitbucket",3.0,BCTU Research Methods Course.,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Agree,Neither agree or disagree,4,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,"University, school, own interests.",Yes,"Testing, using a wider technology base." -10,2018-09-03 14:49:28,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,06 Biological Sciences,,,No,1,,5.0,2,2,1 (None at all),3,10 (All my time),7,7,1 (None at all),5,5,,,,,,,,University,,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,1.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Very carefully,Yes,"Signal processing,Statistics,Mathematics" -11,2018-09-03 14:50:01,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,19 Studies in Creative Arts and Writing,,,No,5 - Mostly other people,Yes,18.0,6,3,5,2,3,6,7,5,4,2,,,,,,,,University,,Full Time,"Freelancer, consultant, contractor",3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,Yes,"LAMLOD, DH2018, GeoCart 2018, Critical Animals 2014 and 2011, Australian History Association Conference 2017, Colonial Formations: Connections and Collisions 2016, Entangled Histories: Australian Historical Association Annual Conference 2017",14.0,1.1,,,1.0,No,No,Yes,Yes,No,,10 (All the time),3,4,local library,Yes,No,No,Yes,No,No,"Bitbucket, Google Drive",4.0,"3 half day courses at a DH Summer School and occasional internal workshops for staff and postgrads, and recently a guest lecture.",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,,5,Neither agree or disagree,Neither agree or disagree,Strongly disagree,9,Neither agree or disagree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught augmented with a few short courses (1 or 3 days) at the beginning.,Yes,Higher level architecure/software design; design patterns; small dev team management; how to get institutions to give you a proper job instead of jerking you around. -12,2018-09-03 14:55:18,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,,4,,10.0,8,2,4,2,2,8,8,2,1 (None at all),1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,SciPy,10.0,3.0,,,5.0,No,No,No,Yes,No,,10 (All the time),8,5,Zenodo,Yes,No,No,Yes,No,No,,4.0,"Software Carpentry, Local, SciPy Tutorials, ASPP",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -13,2018-09-03 15:16:01,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,5 - Mostly other people,Yes,1.0,7,2,1 (None at all),1 (None at all),3,7,2,1 (None at all),2,2,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Opportunity to develop software,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -15,2018-09-03 17:59:56,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,4,Yes,20.0,5,3,2,1 (None at all),2,7,3,3,1 (None at all),3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,The salary,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as main author,Yes,Probabilistic modelling in genomics,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,Intel performance tuning workshop,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Strongly disagree,Agree,Agree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"PhD computer science, software developer in industry",Yes,"Understanding of funding opportunities, career progression within institutions" -16,2018-09-03 22:20:13,Germany,No,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,5 - Mostly other people,Yes,3.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),7,3,1 (None at all),1 (None at all),1 (None at all),Other,,,,,,,,,Part-time,"Freelancer, consultant, contractor",1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,Named as co-author,No,,3.0,1.0,,,2.0,No,No,No,Yes,No,,3,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Gitlab, Bitbucket, Slack, Trello",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,10 - Completely satisfied,,Strongly Agree,,1 (None at all),,Strongly Agree,Strongly Agree,,,Strongly Agree,Disagree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,Self-Study; in the Free market,Yes,"Financing, Crowdfunding " -17,2018-09-03 22:46:32,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,09 Engineering,,,No,3,No,10.0,4,4,2,1 (None at all),1 (None at all),3,7,1 (None at all),1 (None at all),1 (None at all),,,,,,,,National laboratory,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Desire to advance research,The salary,Regularly change researcher(s),No,Named as co-author,No,,4.0,3.0,,,2.0,No,No,No,Yes,No,,8,8,1 (None at all),,Yes,No,No,Yes,No,No,github,5.0,"optimisation problem modelling in power systems, optmisation modelling for engineers, software for optimisation modelling",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,6,4,Neither agree or disagree,Strongly Agree,Disagree,6,Disagree,Agree,Agree,Disagree,Strongly disagree,Agree,Disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,partially trained as a computer scientist,Yes,"management of software projects, metaprogramming and macros, design patterns" -18,2018-09-03 22:50:41,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geology,,,,,,,,No,3,Yes,10.0,7,2,3,2,6,6,3,2,4,4,,,National laboratory,,,,,,,Full Time,Permanent -- funded by Institution core funding,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,No,,4.0,3.0,,,2.0,No,Yes,No,Yes,No,,4,5,5,,No,No,No,Yes,No,No,GitLab,5.0,Giving informal small-group training at work,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,2,Neither agree or disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,A functional programming language e.g. Clojure; Negotiation skills; Distributed data processing and storage -21,2018-09-04 00:11:17,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Mathematics,,,,,No,5 - Mostly other people,No,10.0,7,2,3,4,3,8,6,2,2,2,,,,,,University,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,"Science Coding Conference, eResearch NZ",2.0,2.0,,,2.0,No,No,Yes,Yes,No,,8,10 (All the time),6,Zenodo,No,No,No,Yes,No,No,"GitHub, GitLab",4.0,"Local university training, national HPC facility training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Picked it up during PhD,Yes,"Machine learning/deep learning, advanced parallel programming, technical leadership" -22,2018-09-04 00:26:15,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,0 - Mostly me,,20.0,5,5,2,4,4,5,5,2,4,4,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,FOSS4G,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),6,4,Local library,Yes,No,Yes,Yes,No,No,Github,2.0,Postgraduate teaching,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Agree,Neither agree or disagree,6,Neither agree or disagree,Disagree,Agree,Disagree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -23,2018-09-04 01:14:57,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,03 Chemical Sciences,,,No,5 - Mostly other people,No,15.0,5,7,4,3,3,6,7,3,4,5,,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to advance research,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,10.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),9,8,zenodo,Yes,No,No,Yes,No,No,"github, travisCI, appveyor, email, readthedocs",30.0,0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Neither agree or disagree,Agree,Strongly disagree,7,Agree,Strongly disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes,"careers management, software carpentry teacher" -25,2018-09-04 01:26:59,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,PhD,No,2,No,5.0,4,2,3,7,1 (None at all),6,3,3,4,,,,,,,,,Government,,Part-time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),No,Named as main author,Yes,ISCB,1.0,1.0,,,1.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,300.0,"Ag&F Data School (internal CSIRO internship), Software Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,2,Neither agree or disagree,Agree,Neither agree or disagree,8,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Disagree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Incomplete electrical engineering degree / self taught on the job.,Yes,"Testing, optimisation, how to work on large scale collaborative projects." -26,2018-09-04 01:33:49,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,4,Yes,12.0,4,3,3,3,2,6,4,1 (None at all),3,1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Flexible working hours,The salary,"Different researchers, same research group",No,Named as co-author,Yes,"Python in Astronomy, Astronomical Society of Australia Annual Scientific Meeting",10.0,0.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,github,40.0,Weekly University thing,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught via mostly web materials and Stack Overflow,Yes,"Object-oriented programming, communication skills, learning how to teach" -27,2018-09-04 02:51:09,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,5 - Mostly other people,Yes,20.0,6,7,3,2,5,7,8,3,2,2,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -29,2018-09-04 03:45:24,United States of America,Yes,,,,Doctorate,,,,,,,,,Politics,,,,,,,No,4,No,5.0,3,2,3,4,2,4,3,3,4,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Flexible working hours,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,2.0,,,1.0,No,Yes,No,No,No,,5,3,1 (None at all),,No,No,No,Yes,No,No,"GitHub, Bitbucket",10.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Disagree,3,Disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Agree,No,Yes,Yes,No,No,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"throughout career; some in school, some in industry job, ongoing learning. Having completed graduate school is very useful for the research part.",Yes,"testing software/code, networking with other people with similar positions, neural networks and advanced machine learning platforms" -30,2018-09-04 04:30:19,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,Yes,0 - Mostly me,No,22.0,4,3,5,2,6,4,3,5,3,5,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,The salary,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,eResearch Australasia,5.0,1.0,,,1.0,Yes,No,No,Yes,Yes,,7,10 (All the time),5,Datacite via ANDS,Yes,No,No,Yes,No,No,"JIRA, Stash (or Bitbucket for enterprise), Bitbucket, Github",10.0,Local university training (co-ordinate the technical training program for researchers),Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,6,Agree,Agree,Agree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Degree(s) and work experience,Yes,Managing a team of developers -31,2018-09-04 04:44:24,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,4,No,12.0,5,3,3,1 (None at all),4,7,4,1 (None at all),1 (None at all),2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,4.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),No,Named as co-author,No,,7.0,4.0,,,1.0,No,No,No,Yes,No,,8,6,4,,Yes,Yes,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Disagree,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No, -32,2018-09-04 06:10:38,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,04 Earth Sciences,,,Yes,4,Yes,8.0,4,4,8,3,5,7,10 (All my time),4,3,2,,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,AGU Fall meeting EGU and lots of others,10.0,8.0,,,2.0,Yes,No,No,Yes,No,,8,4,2,Local repository (data.csiro.au),Yes,No,No,Yes,No,No,"Lots - mostly Atlassian suite (JIRA, bitbucket etc) and Github",1.0,"Software carpentry, internal training, industry training as consultant",No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Neither agree or disagree,7,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Neither agree or disagree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,No, -33,2018-09-04 07:43:16,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,2,No,28.0,3,3,1 (None at all),1 (None at all),4,6,4,1 (None at all),2,2,,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Desire to advance research,Same researcher(s),No,Not mentioned at all,,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,,Agree,Agree,Disagree,1 (None at all),Disagree,Disagree,Disagree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,Web-based development -34,2018-09-04 08:21:17,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,08 Information and Computing Sciences,,,Yes,2,No,3.0,5,8,1 (None at all),2,3,7,8,1 (None at all),2,2,,,,,,,,Non-profit organization,,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"Australian Bioinformatics and Computational Biology Society Conference, GeneMappers, Genomics of Rare Disease, Lorne Genome",1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,GitHub,6.0,"Software Carpentry/Data Carpentry, workshops organised by a national student group",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Some formal education (Masters), much of it self-taught as part of my research, some workshops",Yes, -35,2018-09-04 08:31:56,Norway,Yes,,,,,,,,,PhD,,,,,,,,,Geography & Environmental Sciences,,No,5 - Mostly other people,Yes,25.0,4,5,3,4,4,5,5,3,5,3,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,No,,7.0,2.0,0.0,No,1.0,No,No,Yes,Yes,Yes,No formal methodology,8,2,5,Zenodo,Yes,No,Yes,Yes,Yes,No,Github,20.0,"The carpentries, Carpentries@UiO, StudyGroup@UiO, geoHive@UiO, CodeRefinery, Rladies",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,0 - Not at all satisfied,Strongly disagree,Strongly Agree,Strongly disagree,10 (All the time),Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,Master in Computer Sciences,Yes,How to create and lead an RSE group -36,2018-09-04 08:55:30,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,01 Mathematical Sciences,,,No,5 - Mostly other people,Yes,30.0,7,2,1 (None at all),1 (None at all),2,8,2,1 (None at all),1 (None at all),1 (None at all),,,,,,,,Non-profit organization,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,I want to learn new skills,Desire to advance research,Desire to work in a research environment,The salary,Same researcher(s),Yes,Not mentioned at all,No,,1.0,6.0,,,1.0,No,No,No,Yes,No,,7,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"BitBucket, JIRA micromanagement suite",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,1,Strongly disagree,Disagree,Neither agree or disagree,10 (All the time),Neither agree or disagree,Disagree,Disagree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"First degree was Computing Science, been programming ever since.",No,"Research methodology, more statistics, not punching academics" -37,2018-09-04 10:30:32,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,MIOP,No,3,No,20.0,3,5,7,5,7,5,9,1 (None at all),5,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,35.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,UseR,1.0,0.0,,,1.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,No,No,Github,2.0,CODATA-RDA Research Data Science schools,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,4,Strongly Agree,Disagree,Disagree,6,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,No formal training,Yes,Understanding CI; project management; financial management -38,2018-09-04 11:01:56,Belgium,Yes,,,,,,,,,Phd,,,,,,,,,Geography & Environmental Sciences,,No,4,No,3.0,6,3,5,3,2,8,4,2,5,2,,,,,,,,,National laboratory,Full Time,Permanent -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,5.0,2.0,2.0,No,6.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,zenodo,Yes,No,No,Yes,No,No,"Github, Trello, Gitlab",20.0,"Carpentries, local coding club, University Doctoral Schools course",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Disagree,5,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Strongly Agree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-learning,Yes,"best practices, community building, software design" -39,2018-09-04 11:30:19,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,1,No,1.0,2,6,4,3,4,3,5,3,3,3,,,Other,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,various,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,5,zenodo,Yes,No,No,Yes,No,No,"bitbucket, GitHub, gitlab",3.0,"local university, external cpd",Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,6,8,Strongly Agree,Strongly Agree,Agree,6,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"PhD, blogs, online courses, books",Yes,workflow management -40,2018-09-04 11:44:24,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,04 Earth Sciences,,,No,0 - Mostly me,No,20.0,2,3,8,1 (None at all),2,2,4,6,1 (None at all),2,,,,,,,,Non-profit organization,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Ability to work across disciplines,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -41,2018-09-04 12:53:42,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,Yes,1,No,10.0,2,4,6,3,2,4,6,5,3,3,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,The salary,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,Yes,Bioconductor 2017,2.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),9,4,,Yes,No,No,Yes,No,No,,10.0,local university training in bioinformatics,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,,7,7,Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Agree,Agree,Agree,Strongly Agree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Not very often,Yes,Specific programming language skills -42,2018-09-04 14:15:38,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,No,2,No,12.0,5,1 (None at all),1 (None at all),2,5,5,5,1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,1000.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,0 - Not at all satisfied,Disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Strongly Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,BEng Computing and on the job/reading around in my own time,Yes,"Research skills, grant writing/proposal development, social skills" -43,2018-09-04 14:59:54,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,01 Mathematical Sciences,,,No,4,Yes,10.0,8,2,1 (None at all),1 (None at all),3,7,5,1 (None at all),3,3,,,,,,,,National laboratory,,Full Time,Fixed term -- funded by project funds,0.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,3,2,1 (None at all),,No,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Agree,Disagree,5,Disagree,Strongly Agree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No, -44,2018-09-04 17:29:33,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,4,Yes,15.0,5,2,8,1 (None at all),4,5,3,7,3,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,,6.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,10 (All the time),1 (None at all),Zenodo,No,No,No,Yes,No,No,"GitLab, GitHub",4.0,Carpentries,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,2,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -46,2018-09-04 17:52:37,United States of America,Yes,,,,Master degree,,,,,,,,,Music,,,,,,Certified ScrumMaster,No,5 - Mostly other people,Yes,7.0,8,2,1 (None at all),1 (None at all),2,5,5,1 (None at all),2,2,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Not mentioned at all,Yes,The Astronomical Data Analysis Software and Systems (ADASS) conference,3.0,5.0,,,2.0,Yes,No,No,Yes,Yes,,5,8,1 (None at all),,Yes,No,No,Yes,No,No,"github, jira, confluence",3.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Agree,Strongly Agree,2,,Disagree,Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -48,2018-09-04 22:32:20,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Mathematics,,,,,,,,No,3,Yes,7.0,7,3,2,1 (None at all),1 (None at all),7,3,2,2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,No,,3.0,1.0,,,2.0,No,No,No,Yes,No,,5,5,2,,Yes,No,No,Yes,No,No,"Gitlab, github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,7,Agree,Agree,Disagree,5,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Undergraduate courses, on the job training",Yes,"Academic writing, high performance computing, time management" -49,2018-09-04 23:18:27,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,No,3,No,2.0,6,5,2,3,3,5,5,2,3,3,,,,,,University,,,,Part-time,Fixed term -- funded by project funds,0.8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,The salary,Same researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),8,2,,Yes,No,No,Yes,No,No,Github and Gitlab,5.0,"The Carpentries, local university training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Undergrad and on the job,Yes,"DevOps, database admin" -50,2018-09-04 23:28:39,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Theology & Religious Studies,,,,,,,,No,5 - Mostly other people,No,10.0,8,3,1 (None at all),1 (None at all),2,8,3,1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,Various discipline specific conferences (depending on the job at the time - I have switched disciplines a few times!) most recently DIXIT conferences for digital editing and a Conference on New Testament Textual Criticism,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, university installation of gitlab",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,1,Strongly Agree,Strongly Agree,Strongly disagree,6,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,Strongly disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,MSc Computer Science (Conversion course) then just learning on the job. I already had a PhD in Theology at the point I did the MSc so my research experience is also useful.,Yes,"negotiation, formal testing, saying no" -51,2018-09-05 02:19:22,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,04 Earth Sciences,,,No,1,No,1.0,5,5,2,1 (None at all),2,3,5,2,1 (None at all),3,,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,Yes,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Desire to work in a research environment,Ability to work across disciplines,The salary,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,,,,,1.0,No,Yes,Yes,No,No,,10 (All the time),9,1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -52,2018-09-05 02:20:28,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,No,4,No,25.0,7,10 (All my time),2,5,2,8,10 (All my time),1 (None at all),5,2,,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,"Interactive Theorem Proving, Principles of Programming Languages",,6.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, Travis",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,6,Neither agree or disagree,Agree,Agree,Agree,Agree,Agree,Disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, osmosis",Yes,Better understanding of concurrent/parallel programming -53,2018-09-05 02:24:55,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,02 Physical Sciences,,,No,2,No,5.0,4,3,3,2,7,4,3,2,3,6,,,,,,,,National laboratory,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Opportunity to develop software,"Different researchers, same research group",No,Named as co-author,Yes,eResearch Australasia,2.0,3.0,,,2.0,No,Yes,No,No,No,,8,8,4,Zenodo,Yes,No,Yes,Yes,No,No,"JIRA, Confluence, bitbucket, github, sharepoint",2.0,local researcher seminars,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Strongly Agree,Agree,2,Strongly disagree,Neither agree or disagree,Agree,Agree,Agree,Disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Some university units, mostly self-taught",Yes,understanding CI; how to use Python effectively for HPC (e.g. large scale dask MPI on a scheduler); good software development practise -55,2018-09-05 02:26:03,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,4,No,22.0,7,3,3,1 (None at all),1 (None at all),5,5,3,1 (None at all),1 (None at all),,,,,,,,National laboratory,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,5,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),local library,Yes,No,Yes,Yes,No,No,Bitbucket,1.0,overseas capacity building,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,3,Agree,Agree,Disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University and job training,Yes,Documentation -56,2018-09-05 02:26:05,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,01 Mathematical Sciences,,,No,1,No,10.0,4,4,2,3,4,,,,,,,,,,,,,National laboratory,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Ability to work across disciplines,The salary,Opportunity for career advancement,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -58,2018-09-05 03:04:04,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,10 Technology,,,No,5 - Mostly other people,Yes,6.0,5,1 (None at all),3,2,3,6,2,3,3,3,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,eResearch Australasia,,,,,2.0,No,No,Yes,Yes,No,,10 (All the time),3,1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,,4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Agree,Neither agree or disagree,Neither agree or disagree,3,Disagree,Disagree,Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"extra study after graduation, on the job",Yes, -60,2018-09-05 03:31:57,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,01 Mathematical Sciences,,,No,1,No,0.5,2,5,1 (None at all),1 (None at all),3,4,4,,,2,,,,,,,,Government,,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,No,,2.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,2,Agree,Agree,Disagree,8,,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Agree,Disagree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,"Further programming experience, general computer science skills, improved data science techniques" -61,2018-09-05 03:33:09,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,08 Information and Computing Sciences,,,No,5 - Mostly other people,Yes,22.0,8,1 (None at all),1 (None at all),1 (None at all),3,8,3,1 (None at all),1 (None at all),3,,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,39.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,Opportunity to develop software,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,Yes,internal workshops,4.0,3.0,,,2.0,No,No,No,No,No,,9,10 (All the time),10 (All the time),local library,What is ORCID?,No,No,Yes,No,No,"github, slack",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,0 - Not at all satisfied,Strongly Agree,Strongly Agree,Strongly disagree,10 (All the time),Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,university + on job training,Yes,"GPU, Javascript, go" -63,2018-09-05 03:45:45,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,04 Earth Sciences,,,No,1,No,9.0,4,3,2,1 (None at all),9,3,3,1 (None at all),1 (None at all),6,,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,,,,,0.0,No,No,No,Yes,No,,2,9,9,,No,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Agree,Agree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,Yes, -65,2018-09-05 04:43:19,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,5 - Mostly other people,No,10.0,8,2,3,1 (None at all),2,4,7,3,4,2,,,,,,,,Government,,Full Time,Permanent -- funded by project funds,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Desire to advance research,Flexible working hours,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Not mentioned at all,Yes,,4.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,4,Strongly disagree,Agree,Neither agree or disagree,8,Agree,Disagree,Strongly disagree,Disagree,Disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,scientific -66,2018-09-05 05:17:50,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,09 Engineering,,,Yes,1,No,25.0,4,4,2,1 (None at all),2,,,,,,,,,,,,,University,,Part-time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,The salary,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"DICTA, ISMRM",4.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"github, local gitlab",0.5,software carpentry instructor,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,A natural side effect of my university training (engineering + computer science) plus doctoral and post doctoral work in an area that was software oriented (image analysis),No, -67,2018-09-05 05:21:17,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,0 - Mostly me,No,30.0,3,6,3,1 (None at all),1 (None at all),4,8,1 (None at all),3,1 (None at all),,,,,,,,National laboratory,,Full Time,Permanent -- funded by project funds,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Opportunity to develop software,The salary,I want to learn new skills,Opportunity for career advancement,"Different researchers, same research group",No,Named as co-author,Yes,MODSIM,4.0,1.0,,,1.0,No,Yes,No,No,No,,2,7,1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,2,3,Strongly disagree,Agree,Agree,8,Strongly Agree,Agree,Disagree,Disagree,Strongly Agree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly on the job, plus one university unit and a few training courses",No,"bayesian statistics, machine learning, interactive graphics" -69,2018-09-05 06:50:13,Japan,Yes,,,,,,,,,PhD,,,,,,,,,Biological Sciences,,No,1,No,4.0,5,9,2,4,2,8,7,3,6,1 (None at all),,,,,,,,,National laboratory,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),No,Named as main author,Yes,"eResearch New Zealand; Research Bazaar (Melbourne, Dunedin); Queenstown Molecular Biology Meeting; Molecular Society of Japan (Kobe, Yokohama); Next Generation Sequencing Asia (Singapore)",5.0,1.0,1.0,No,1.0,Yes,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab, CRAN, Bioconductor, CTAN",12.0,"Software Carpentry, Research Bazaar, internal workshops, one-on-one meetings",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,7,Strongly Agree,Agree,Agree,2,Disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,No,Yes,No,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, Online courses, postgraduate study, from teaching Software Carpentry in a team",Yes,"Presentation, Tracking Progress (Changelogs), Testing packages" -70,2018-09-05 07:43:54,South Africa,Yes,,,,,Other,,,,,,,,,Computer Science,,,,,,Yes,3,Yes,22.0,3,3,7,3,5,7,7,3,5,5,,,,,University,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,Desire to work in a research environment,Flexible working hours,Desire to advance research,The salary,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,Galaxy Community Conference,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),8,3,Zenodo,Yes,No,No,Yes,No,No,github.com,2.0,"Software Carpentry, annual bioinformatics course",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Computer Science degree and on-the job (self) training,Yes,"grant writing, paper writing, new programming languages and techniques (e.g. Rust)" -71,2018-09-05 07:56:14,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,08 Information and Computing Sciences,,,No,0 - Mostly me,No,12.0,4,8,2,2,2,6,3,1 (None at all),3,3,,,,,,,,National laboratory,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,The salary,"Different researchers, same research group",Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),8,6,,Yes,No,No,Yes,No,No,,5.0,Software Carpentry,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Disagree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University degree plus self-education,No, -72,2018-09-05 08:10:58,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,22 Philosophy and Religious Studies,,,No,2,Yes,7.0,3,2,4,2,7,6,7,3,5,3,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Opportunity to develop software,The salary,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),4,5,osf.io,Yes,No,No,Yes,No,No,"Github, slack, floobits, osf.io",2.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,1,Disagree,Disagree,Strongly disagree,7,Agree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,BS and MS,, -73,2018-09-05 08:29:10,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,09 Engineering,,P. Eng,No,2,Yes,1.0,4,4,2,1 (None at all),2,8,2,1 (None at all),1 (None at all),2,,,,,,,,University,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to advance research,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -74,2018-09-05 09:27:17,South Africa,Yes,,,,,"Further Education (NVQ A-Level, ...)",,,,,,,,,,,,,,MCSE,No,4,No,5.0,3,3,3,2,2,2,2,2,2,2,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,The salary,Flexible working hours,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,,,,1.0,No,No,No,Yes,No,,5,5,1 (None at all),,No,No,No,Yes,No,No,,2.0,"HPC Workshops, Internal software tooling demonstrations. ",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Agree,Agree,9,Agree,Disagree,Agree,Agree,Agree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes, -75,2018-09-05 10:46:54,South Africa,Yes,,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,Yes,3,Yes,20.0,8,8,3,2,3,9,9,2,5,4,,,,,National laboratory,,,,,Full Time,Permanent -- funded by Institution core funding,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,CHEP2018,4.0,8.0,,,2.0,No,No,No,No,No,,10 (All the time),7,7,Zenodo,Yes,No,No,Yes,No,No,"github, indico, zenhub, redmine, waffle.io",2.0,"local to experiment, local to institution.",No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,,6,3,Agree,Neither agree or disagree,Strongly disagree,8,Neither agree or disagree,Disagree,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,a bit at university otherwise self taught,Yes,"vhdl, project management, c++20" -76,2018-09-05 11:17:43,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,No,2,Yes,9.0,8,4,2,1 (None at all),3,8,5,2,2,4,,,,,,,,Other,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,The salary,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,5,4,3,zenodo,Yes,No,No,Yes,No,No,bitbucket,2.0,"informal group training, occassional hacky hour",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Neither agree or disagree,Agree,Disagree,3,Agree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,"Bachelor degree, teaching myself, learning on the job",Yes,experience/knowledge of how to translate my work to a research paper -77,2018-09-05 11:32:27,Belgium,Yes,,,,,,,,,Bachelor's degree,,,,,,,,,Computer Science,,No,4,Yes,14.0,7,1 (None at all),3,4,2,7,,,,,,,,,,,,,Government,Part-time,Fixed term -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"TDWG, GBIF-related events, ....",4.0,1.0,0.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,8,3,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Gitlab",3.0,"Local training of scientists in my country, GBIF related (often biodiversity mobilization) workshop around the world",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Strongly Agree,Disagree,4,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,On the field!,Yes, -78,2018-09-05 12:24:41,United Kingdom of Great Britain and Northern Ireland,No,,,Undergraduate degree,,,,,,,,,General Engineering,,,,,,,"Eur Ing, MIET",No,5 - Mostly other people,,38.0,4,1 (None at all),1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),6,,,Private company,,,,,,,Full Time,"Freelancer, consultant, contractor",40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,PyCon UK 2017,1.0,40.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github,1.0,DjangoGirls,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,,Strongly Agree,,1 (None at all),Strongly disagree,,Strongly Agree,,,,Strongly disagree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly teaching myself from the age of 12 but with a short period of being taught at university,Yes,"Statistics, Marketing, Publication" -79,2018-09-05 12:50:17,South Africa,Yes,,,,,Master degree,,,,,,,,,Computer Science,,,,,,No,5 - Mostly other people,No,8.0,5,1 (None at all),2,1 (None at all),6,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,,National laboratory,,,,,Full Time,Permanent -- funded by Institution core funding,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,The salary,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,2.0,,,1.0,No,No,Yes,No,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,"github, gitlab, slack",0.5,"Software Carpentry, Short courses",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,5,Strongly Agree,Agree,Disagree,8,Agree,Neither agree or disagree,Agree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly Agree,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,Yes,"Continuous Integration, Testing Methodologies, Project Leadership" -80,2018-09-05 12:50:59,Italy,Yes,,,,,,,,,Ph.D.,,,,,,,,,Physics and Astronomy,FitSM expert,No,5 - Mostly other people,No,10.0,7,3,4,2,9,4,4,5,3,10 (All my time),,,,,,,,,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Government,The salary,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,DI4R - Digital Infrastructures for Research,3.0,3.0,0.0,No,1.0,No,No,No,No,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),"Zenodo, oar.sci-gaia.eu",Yes,No,No,Yes,No,No,"GitHub, Slack, Discourse",3.0,EGI Trainings. Have participated in Carpentries twice before.,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,10 - Completely satisfied,7,Neither agree or disagree,Disagree,Strongly Agree,1 (None at all),Disagree,Disagree,Agree,Disagree,Disagree,Agree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"sweat, my dude.",Yes,"BDD, observability, Natural Language Processing" -81,2018-09-05 13:36:46,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,2,No,5.0,2,1 (None at all),1 (None at all),1 (None at all),9,8,2,,,,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,2.0,,,2.0,No,Yes,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,7,Neither agree or disagree,Strongly disagree,Agree,10 (All the time),Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Disagree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, online courses, in-house training",Yes,"Improve the skills I've got, learn more about HPC, learning how to sell the skills I've got" -82,2018-09-05 15:02:10,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,2,No,11.0,3,4,3,2,2,2,6,6,2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -83,2018-09-05 17:27:37,United States of America,Yes,,,,Other,,,,,,,,,Education,,,,,,,No,4,No,16.0,4,3,3,2,5,4,4,2,3,4,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity for career advancement,The salary,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,Several specific workshops at research labs in the Northeast of the US,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,"Software Carpentry, local university training",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Strongly Agree,Strongly Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Learning by doing (very little formal training),Yes,"Specifying a ""user interface"" (requirements of the Research Software in terms of functionality and operation) in terms that satisfy users' limited technical knowledge *and* developers' need for clarity of implementation (reducing ambiguity of specifications); improved documentation skills to reduce the need for additional (per-user) communication of features and operation procedures; standardization of RSE process w.r.t. coding, data processing, data storage, and dissemination" -85,2018-09-05 21:00:16,Belgium,Yes,,,,,,,,,PhD,,,,,,,,,Chemical Engineering,,No,2,No,10.0,4,3,1 (None at all),1 (None at all),6,5,5,1 (None at all),2,4,,,,,,,,,Private company,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,The salary,Regularly change researcher(s),No,Named as co-author,Yes,"AquaConsoil, Ises/ISEE, ...",4.0,1.0,0.0,No,1.0,No,Yes,No,No,No,No formal methodology,1 (None at all),2,1 (None at all),,Yes,No,Yes,Yes,No,No,"Github, bitbucket, collaboratory",2.0,"Python training, data literacy",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Neither agree or disagree,Agree,Disagree,7,Agree,Disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,No formal training / just brute interest and learning as I go,Yes,"Machine learning, architecture/design patterns, time management" -88,2018-09-06 01:35:19,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,09 Engineering,,,No,5 - Mostly other people,Yes,25.0,7,3,3,5,4,8,5,2,4,1 (None at all),,,,,,,,National laboratory,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,No,,3.0,1.0,,,1.0,No,Yes,No,No,No,,3,4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,most of them,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,6,Disagree,Disagree,Strongly disagree,8,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,by being a software engineer.,Yes,"lowering my expectations, dealing with project incompetence, putting up with lack of management skill " -89,2018-09-06 02:03:58,Norway,Yes,,,,,,,,,PhD,,,,,,,,,Psychology,,No,2,Yes,10.0,7,3,1 (None at all),1 (None at all),2,6,4,1 (None at all),1 (None at all),1 (None at all),,,,,,,,,University,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Flexible working hours,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Opportunity to develop software,Same researcher(s),No,Named as co-author,No,,2.0,1.0,100.0,No,1.0,No,No,No,Yes,No,No formal methodology,10 (All the time),4,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Neither agree or disagree,Strongly disagree,8,Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self thought,Yes, -90,2018-09-06 02:05:20,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,No,3,Yes,5.0,5,5,2,2,2,5,5,2,2,2,,,,,,University,,,,Part-time,Fixed term -- funded by project funds,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Same researcher(s),Yes,Named as co-author,Yes,"NDF 2017, EuropeanaTech 2018",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,gitlab.com,1.0,"ResBaz, Software carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,Strongly Agree,Neither agree or disagree,Agree,2,Disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"education, teaching, volunteering, practice (ie on-the-job)",,unsure -91,2018-09-06 04:25:59,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,01 Mathematical Sciences,,,No,1,No,2.0,2,8,3,1 (None at all),2,3,9,2,2,2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,,,2.0,3.0,,,5.0,No,No,No,Yes,No,,5,5,1 (None at all),,Yes,No,No,Yes,No,No,"bitbucket, github, eclipse",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Still learning ;),,software structure engineering -92,2018-09-06 04:48:07,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,01 Mathematical Sciences,,,No,3,No,10.0,5,5,3,3,2,5,7,2,3,3,,,,,,,,Government,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Desire to work in a research environment,The salary,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,gitlab,2.0,Local training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Strongly disagree,1 (None at all),Agree,Agree,Neither agree or disagree,Agree,Agree,Agree,Strongly disagree,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"On the job training from colleagues, self taught.",Yes,"Working with databases, being more organised, writing object oriented code." -93,2018-09-06 06:56:21,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,08 Information and Computing Sciences,,,Yes,4,Yes,20.0,5,1 (None at all),5,1 (None at all),1 (None at all),7,1 (None at all),3,1 (None at all),1 (None at all),,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"ModSim, Computational and Simulation Science Australia, C3DIS Australia",4.0,2.0,,,2.0,No,No,No,Yes,No,,8,4,4,"CSIRO data access portal, Zenodo",Yes,No,Yes,Yes,No,No,"GitHub, Enterprise JIRA, Bitbucket, Confluence, Bitbucket Cloud",5.0,in-house Python training,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,1 (None at all),Disagree,Agree,Agree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,university and professional experience,Yes, -94,2018-09-06 07:20:34,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,09 Engineering,,,No,5 - Mostly other people,Yes,30.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),6,1 (None at all),,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Strongly Agree,No,No,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No, -95,2018-09-06 07:21:40,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,5 - Mostly other people,No,28.0,6,7,1 (None at all),3,4,4,9,1 (None at all),4,2,,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,5.0,,,1.0,No,Yes,Yes,No,No,,9,10 (All the time),1 (None at all),,No,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,,,,Strongly Agree,Strongly disagree,,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -97,2018-09-06 08:22:00,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,08 Information and Computing Sciences,,,No,5 - Mostly other people,Yes,25.0,7,2,1 (None at all),2,3,8,2,1 (None at all),4,5,,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"MODSIM, CSS, C3DIS, eResearch Australasia",3.0,1.0,,,1.0,No,No,No,Yes,No,,8,6,6,CSIRO Data Access Portal,Yes,No,Yes,Yes,No,No,"Jira, Confluence, Bitbucket, Github, SourceForge",2.0,"HPC, Software Carpentry instructor",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate and Masters degrees, industry experience, especially a decade with Motorola",Yes,"More HPC frameworks, especially GPU programming; domain specific knowledge (e.g. Bioinformatics) " -99,2018-09-06 17:06:48,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,MInstP,No,3,Yes,14.0,6,6,3,3,3,8,8,1 (None at all),4,2,,,Non-profit organization,,,,,,,Full Time,Permanent -- funded by project funds,35.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Acknowledged in the main text,Yes,Bioinformatics Open Source Conference (BOSC),5.0,2.0,,,3.0,No,No,No,Yes,No,,10 (All the time),8,3,Publish a paper to get a DOI,Yes,No,No,Yes,No,No,"GitHub mainly, also Bitbucket, GitLab",2.0,"Software Carpentry, local institute training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,3,5,Strongly Agree,Agree,Neither agree or disagree,8,Agree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,Documenting scientific exploratory work (electronic lab book) -101,2018-09-07 02:12:23,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,04 Earth Sciences,,,No,5 - Mostly other people,Yes,0.3,7,2,2,1 (None at all),3,8,1 (None at all),1 (None at all),2,2,,,,,,,,National laboratory,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,2.0,,,1.0,No,No,No,Yes,No,,6,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Bitbucket, GitHub, Anaconda, PyPI",2.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,2,Disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Master of Science research project and University coursework subjects,Yes,"Software Packaging, Web Development, Profiling and Optimisation" -103,2018-09-07 08:23:18,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,09 Engineering,,,No,5 - Mostly other people,Yes,5.0,8,2,3,2,1 (None at all),8,2,5,2,1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,,,1.0,3.0,,,3.0,Yes,No,No,Yes,No,,3,4,1 (None at all),,Yes,No,No,Yes,No,No,"Gitlab for internal software, github for open source contribution. ",4.0,"Software carpentry, local university, resbaz",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,,,,3,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self taught, running training, colleagues at previous non research jobs",Yes,"Product/stakeholder management, front end development, user experience" -104,2018-09-07 08:36:12,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,Yes,4,Yes,20.0,5,5,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,,2.0,3.0,,,1.0,No,No,Yes,Yes,No,,5,10 (All the time),5,,Yes,No,Yes,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Strongly Agree,Neither agree or disagree,5,Disagree,Strongly disagree,Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, experience",Yes, -107,2018-09-07 14:50:25,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,09 Engineering,,,No,1,No,3.0,6,4,2,2,2,7,4,2,4,3,,,,,,,,Non-profit organization,,Part-time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,ARRB Conference,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Bitbucket, Jira",0.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,4,4,Disagree,Agree,Disagree,9,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Coursera Data Science course,No,"SQL, python, .net" -109,2018-09-08 13:02:20,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,1,No,30.0,5,4,2,1 (None at all),4,4,6,2,2,3,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,The salary,Regularly change researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,8,3,1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,3,Agree,Agree,Disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Previous experience in industry as a software development engineer,,"Communication, Planning, Research reproducibility" -111,2018-09-10 00:56:22,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,5 - Mostly other people,No,5.0,4,3,3,3,3,8,6,2,3,2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,Opportunity to develop software,The salary,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,"International Statistical Ecology Conference, Bayes on the Beach, ISCBASC2018, other ecology/statistics conferences ",5.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"GitHub, slack",30.0,"Bi-weekly training of academics in my university research group, occasional training for university department PhD program",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,9,Strongly Agree,Strongly Agree,Neither agree or disagree,9,Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught / short courses,Yes,"UX design, advanced testing, basic computer science skills" -114,2018-09-10 01:56:33,Canada,Yes,,,,,,,Doctorate,,,,,,,,,PHYSICAL GEOGRAPHY,,,,,4,,10.0,3,5,2,1 (None at all),2,,,,,,,,,,,,University,,,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in the main text,No,,3.0,2.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,Zenodo,Yes,No,No,Yes,No,No,Github,,,,,,,,,,,,,,,,,,,,NSERC,,,,,,,,,,,,,,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Self taught,Yes,"Testing, project management, advanced skills in languages I use" -115,2018-09-10 02:34:52,United States of America,Yes,,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,4,,10.0,7,5,1 (None at all),2,4,8,7,1 (None at all),2,1 (None at all),,,,Private company,,,,,,Full Time,Permanent -- funded by Institution core funding,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,R/Pharma 2018,8.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Stack Overflow, Slack",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,5,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Scattered courses in college and graduate school, plus direct experience in research projects.",,"Machine learning, AI, Python" -116,2018-09-10 04:34:28,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Mechanical Engineering,,,,,No,5 - Mostly other people,Yes,25.0,8,3,1 (None at all),1 (None at all),2,7,4,1 (None at all),1 (None at all),2,,,,,,National laboratory,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Named as co-author,No,,,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,8,Strongly disagree,Strongly Agree,Strongly disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job,Yes,machine learning -117,2018-09-10 05:11:00,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,3,,2.0,3,8,2,2,2,4,7,3,3,2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity to develop software,Same researcher(s),No,Acknowledged in the main text,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,Github,2.0,"local university, conference",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,7,Agree,Agree,Neither agree or disagree,2,Disagree,Disagree,Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,No,Yes,Yes,Yes,Yes,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught / online tutorials,Yes,"Promotion of software to end users, Translation of code among languages, Building collaborative projects" -118,2018-09-10 05:56:17,New Zealand,No,,,,,,Master degree,,,,,,,,,Business & Management Studies,,,,,No,5 - Mostly other people,Yes,6.0,8,2,1 (None at all),1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),,,,,,Government,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Same researcher(s),Yes,Acknowledged in the main text,No,,5.0,2.0,,,2.0,No,No,Yes,Yes,No,,9,2,1 (None at all),,No,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Strongly disagree,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,During my first job in 2001,, -120,2018-09-10 08:50:33,Spain,Yes,,,,,,,,,Master of science,,,,,,,,,Computer Science,,No,2,Yes,4.0,4,10 (All my time),1 (None at all),1 (None at all),2,5,5,3,1 (None at all),2,,,,,,,,,National laboratory,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Non-profit organization,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,Iscb student meeting,2.0,1.0,1.0,No,1.0,No,No,No,Yes,No,No formal methodology,10 (All the time),5,4,,Yes,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Strongly disagree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Master and self studied,Yes,"Communication, team coordination" -122,2018-09-10 10:19:30,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,1,No,3.0,3,7,1 (None at all),1 (None at all),2,3,7,3,2,1 (None at all),,,National laboratory,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,6,Strongly Agree,Strongly Agree,Agree,5,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Online courses (mostly udacity),, -123,2018-09-10 10:26:26,Ireland,Yes,,,,,,,,,PhD in progress,,,,,,,,,Biological Sciences,,No,2,No,5.0,7,8,2,1 (None at all),1 (None at all),7,10 (All my time),3,1 (None at all),2,,,,,,,,,University,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -126,2018-09-10 10:57:48,France,Yes,,,,,,,,,Master degree,,,,,,,,,Biological Sciences,,No,2,No,2.0,4,8,1 (None at all),5,1 (None at all),7,7,2,4,2,,,,,,,,,University,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,2.0,3.0,1.0,No,3.0,No,No,No,Yes,No,No formal methodology,10 (All the time),7,9,zenodo,Yes,No,No,Yes,No,No,github/gitlab,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,,1 (None at all),Strongly disagree,Strongly disagree,Agree,Strongly disagree,Disagree,,,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, contribution to open source projects",Yes,"learn new programming languages, write better unit tests" -127,2018-09-10 12:22:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,2,No,10.0,2,7,2,3,2,4,8,2,2,2,,,NGO,,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"International Statistical Ecology Conference, satRday workshops, discipline specific conferences",3.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,9,9,8,zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket, Overleaf, Dropbox, Google Drive",5.0,"Software carpentry, local institutional training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Agree,Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"some training in high school and at university, but mostly informal training, self study",Yes,"better knowledge of numerical methods, better knowledge of C/C++, better knowledge of linear algebra" -128,2018-09-10 12:58:32,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Chemical Engineering,,,,,No,2,No,18.0,4,8,2,1 (None at all),5,4,10 (All my time),1 (None at all),3,,,,,,,Other,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Desire to work in a research environment,Desire to advance research,Flexible working hours,The salary,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),figshare,Yes,No,No,Yes,No,No,"github, bitbucket",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Neither agree or disagree,Disagree,,Agree,Strongly disagree,Disagree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Curiosity driven,No, -129,2018-09-10 14:24:04,United States of America,Yes,,,,Doctorate,,,,,,,,,Economics,,,,,,,No,1,No,3.0,3,5,2,3,1 (None at all),7,3,1 (None at all),1 (None at all),1 (None at all),,,,University,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,The salary,Flexible working hours,Same researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,4,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,5,Neither agree or disagree,Agree,Disagree,6,Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No, -130,2018-09-10 14:30:15,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,0 - Mostly me,No,5.0,3,6,2,3,2,6,6,2,4,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,Flexible working hours,The salary,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,"Biophysics, Edinburgh (2018)",1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),None,Yes,No,No,Yes,No,No,"Github, Bitbucket, CRAN, Bioconductor",1.0,Local University R group,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Agree,Agree,Agree,8,Neither agree or disagree,Disagree,Agree,Disagree,Disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,MSc bioinformatics; self-taught;,No,python; c++; -132,2018-09-10 15:56:59,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,4,Yes,6.0,7,4,3,1 (None at all),2,6,3,2,3,2,,,University,,,,,,,Full Time,Research/Student Assistant,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,"American Phytopathological Society, Fungal Genetics Conference",10.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),"zenodo, open science framework",Yes,No,No,Yes,No,No,GitHub,2.0,local university trainings,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"contract negotation, budget management, distributed computing" -133,2018-09-10 16:53:00,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,1,No,2.0,5,5,2,2,2,4,7,2,4,2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,The salary,Flexible working hours,Regularly change researcher(s),No,Named as co-author,No,,4.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github ,1.0,Local,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Agree,Agree,Neither agree or disagree,3,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,Yes,Other,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught ,Yes,"Testing, marketing, teaching" -136,2018-09-10 18:07:26,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Chemistry,,,,,,,FHEA,No,0 - Mostly me,No,0.0,1 (None at all),10 (All my time),1 (None at all),4,5,,10 (All my time),,5,5,,,Private company,,,,,,,Full Time,"Freelancer, consultant, contractor",20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,6.0,,,6.0,No,No,No,Yes,No,,6,10 (All the time),1 (None at all),Zenodo,Yes,No,No,No,No,Yes,GitHub,2.0,SCM commercial training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Agree,Agree,,1 (None at all),Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,I am neither,Yes, -137,2018-09-10 21:04:57,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,3,Yes,13.0,3,3,6,2,3,5,4,4,5,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,13.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,rse wssspe,3.0,5.0,,,2.0,No,No,No,Yes,No,,5,4,3,zenodo ,Yes,No,Yes,Yes,No,No,gitlab github,5.0,intern ,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Agree,Disagree,Neither agree or disagree,6,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,studium,Yes, -138,2018-09-10 22:46:37,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,5 - Mostly other people,No,18.0,3,3,4,2,5,3,6,3,2,2,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,2045.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,Acknowledged in the main text,Yes,Galaxy Community Conference (among others),10.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"github, slack and gitter for communication",5.0,"Galaxy training network, local institute training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,6,Strongly Agree,Agree,Agree,8,Strongly disagree,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,Yes,No,No,No,No,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No, -141,2018-09-11 02:40:39,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,1,No,4.0,3,7,4,4,5,6,9,2,4,3,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Desire to advance research,The salary,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,8,6,"Zenodo, OSF",Yes,No,No,Yes,No,No,GitHub,30.0,"local university training, undergraduate teaching",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,,"programming, software testing, collaborative software development" -142,2018-09-11 03:13:51,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,Yes,3,No,15.0,4,3,3,2,4,3,7,3,2,2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as main author,Yes,ABACBS,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,9,2,,Yes,No,No,Yes,No,No,"BitBucket, Slack, Github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,In the job,Yes,"data domain knowledge (eg. basic biology), project management, sys admin" -144,2018-09-11 04:57:38,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,08 Information and Computing Sciences,,,No,4,Yes,15.0,3,2,7,2,3,7,4,1 (None at all),2,1 (None at all),,,,,,,,Non-profit organization,,Full Time,Permanent -- funded by Institution core funding,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,IFD&TC,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,7,1 (None at all),,No,No,Yes,Yes,No,No,,2.0,courses by our institution,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,6,Disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Computer Science Degree and experience working at a Univesity in a Research Centre,Yes, -148,2018-09-11 05:45:48,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,Yes,4,No,20.0,3,7,4,2,2,5,9,1 (None at all),1 (None at all),3,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,"Convene regular User Workshops at various national/international venues, usually on request. Rarely attend conferences due to zero dispensible research funds ",2.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),local library,Yes,Yes,Yes,No,No,No,launchpad.net,3.0,Bepoke User Workshops upon request,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,2,Neither agree or disagree,Agree,Disagree,8,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Primarily self-learning via books and online tutorials,Yes,"GPU computing, Hybrid CPU-GPU parallelism, Data Systems Engineering" -149,2018-09-11 05:47:53,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,17 Psychology and Cognitive Sciences,,,Yes,3,Yes,19.0,3,1 (None at all),9,1 (None at all),7,7,3,5,5,5,,,,,,,,Other,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,1.0,2.0,,,1.0,No,Yes,No,No,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Agree,Neither agree or disagree,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job,Yes,Machine learning -152,2018-09-11 06:28:35,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,08 Information and Computing Sciences,,,No,0 - Mostly me,No,30.0,5,9,1 (None at all),3,1 (None at all),5,10 (All my time),1 (None at all),3,1 (None at all),,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),No,Named as main author,No,,2.0,0.0,,,0.0,No,No,No,No,No,,9,10 (All the time),1 (None at all),,,No,No,Yes,No,No,Docker Git,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,7,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Disagree,Agree,Agree,Neither agree or disagree,,Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,, -153,2018-09-11 06:29:52,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,No,3,No,20.0,3,5,4,5,2,5,8,1 (None at all),3,3,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Desire to advance research,The salary,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),No,Named as main author,Yes,,5.0,2.0,,,2.0,No,Yes,No,No,No,,1 (None at all),2,1 (None at all),,No,Yes,Yes,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Strongly disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,No,No,,,,,,,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -155,2018-09-11 06:36:08,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,08 Information and Computing Sciences,,,No,4,No,16.0,3,1 (None at all),2,1 (None at all),9,3,1 (None at all),1 (None at all),1 (None at all),9,,,,,,,,University,,Part-time,Permanent -- funded by Institution core funding,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity for career advancement,Flexible working hours,The salary,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,5.0,1.0,,,1.0,No,No,No,Yes,Yes,,1 (None at all),1 (None at all),1 (None at all),University library,No,No,No,No,No,Yes,"Outlook, Slack, Confluence, Google Docs, OneDrive",4.0,Training in particular software utilised at the university,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Disagree,Agree,1 (None at all),Strongly disagree,Disagree,Neither agree or disagree,Strongly disagree,Agree,Disagree,Strongly Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, industry traineeship",No, -156,2018-09-11 06:37:14,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,02 Physical Sciences,,Fellow of ACS,No,3,Yes,37.0,7,8,2,3,2,7,7,2,3,2,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,,5.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,"SharedLatex, teamViewer",5.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Disagree,,Strongly Agree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -157,2018-09-11 08:09:40,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,2,No,5.0,4,8,2,2,2,3,5,3,8,2,,,,,,,,Non-profit organization,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,The salary,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),figshare,Yes,No,No,Yes,No,No,github,4.0,Software and Data Carpentry (OUTSIDE/in conflict with my job),Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,2,Strongly disagree,Strongly disagree,Strongly disagree,9,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Agree,Strongly Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,"proper software engineering (as opposed to hacking), collaborative working ethics, career strategic planning" -158,2018-09-11 08:26:16,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,02 Physical Sciences,,,No,3,Yes,18.0,4,1 (None at all),2,2,5,7,1 (None at all),1 (None at all),3,4,,,,,,,,Non-profit organization,,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,Yes,REDCapCon https://projectredcap.org/about/redcapcon/,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),2,doi.org via figshare,Yes,No,No,Yes,Yes,No,github,10.0,Local institution training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Disagree,Disagree,2,Disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Disagree,Agree,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,No, -159,2018-09-11 09:40:37,Australia,No,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,05 Environmental Sciences,,,Yes,5 - Mostly other people,No,25.0,1 (None at all),3,4,1 (None at all),3,1 (None at all),3,4,1 (None at all),3,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,Desire to work in a research environment,The salary,Freedom to choose own working practices,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -160,2018-09-11 10:24:10,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,0 - Mostly me,Yes,7.0,7,3,1 (None at all),1 (None at all),2,9,1 (None at all),1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,,4.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),"Zenodo, publications",Yes,No,No,Yes,Yes,No,"GitHub, BitBucket",2.0,Software Carpentry,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,3,Strongly Agree,Neither agree or disagree,Disagree,10 (All the time),Strongly Agree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"StackOverflow, books; little formal training.",Yes,"Software Design, Algorithms, Management Skills" -161,2018-09-11 11:26:25,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,,,,No,5 - Mostly other people,Yes,10.0,8,2,1 (None at all),1 (None at all),3,9,2,1 (None at all),2,3,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,Desire to work in a research environment,The salary,Same researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),"ascl.net (not a DOI, but an ID that is generally recognised as valid)",Yes,No,No,Yes,No,No,"github, bitbucket",2.0,local institution trainings,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,8,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,8,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Practical experience,Yes,"better understanding of researcher needs, better understanding of industry relationships" -162,2018-09-11 12:42:03,Denmark,Yes,,,,,,,,,phd,,,,,,,,,Biological Sciences,,No,3,No,24.0,4,3,4,1 (None at all),2,1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,various,3.0,1.0,1.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Agree,Agree,Agree,Agree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -163,2018-09-11 13:01:44,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,Yes,3,Yes,30.0,3,3,7,3,3,,,,,,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,The salary,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,,,,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,learned myself,Yes, -165,2018-09-11 21:24:53,France,Yes,,,,,,,,,PHD,,,,,,,,,Biological Sciences,,No,2,Yes,20.0,8,3,1 (None at all),2,1 (None at all),8,3,1 (None at all),2,1 (None at all),,,,,,,,,Government,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Government,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -166,2018-09-12 00:29:29,United States of America,Yes,,,,Master degree,,,,,,,,,Biological Sciences,,,,,,,Yes,5 - Mostly other people,Yes,24.0,4,2,6,2,2,7,2,2,4,2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,"AGU, ESA, SSDBM, Workflows, RDA, ESIP, and dozens of others",14.0,2.0,,,2.0,Yes,No,No,Yes,Yes,,10 (All the time),10 (All the time),7,KNB repository,Yes,No,Yes,Yes,No,No,"Github, Waffle, Redmond, Jira, Gitlab, and many others",4.0,"Open Science for Synthesis, Arctic Data Center, DataONE, and NCEAS training programs",No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,,7,9,Agree,Agree,Strongly disagree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -168,2018-09-12 01:57:26,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Mathematics,,,,,Yes,3,Yes,20.0,3,2,2,2,4,4,4,2,1 (None at all),2,,,,,,Private company,,,,Full Time,Permanent -- funded by Institution core funding,100.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,The salary,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,,7,7,Agree,Agree,Neither agree or disagree,7,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,school of hard knocks,Yes,marketing statistics -169,2018-09-12 02:11:16,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,No,4,Yes,6.0,8,3,2,4,4,8,5,4,3,3,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,The salary,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),4,Zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket, Gitlab (locally hosted), Google Docs, Slack, TravisCI, Dockerhub, Anaconda Cloud",3.0,"Software Carpentry (Python, R), local workshops in Software Carpentry style",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"Self taught, practise",No, -170,2018-09-12 06:09:39,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,06 Biological Sciences,,,No,5 - Mostly other people,Yes,5.0,4,1 (None at all),2,3,7,8,3,1 (None at all),2,6,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,I want to learn new skills,The salary,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,eResearch Australasia,2.0,3.0,,,2.0,Yes,No,No,Yes,No,,8,1 (None at all),1 (None at all),University,Yes,No,No,Yes,No,No,"gitlab, github",3.0,"Software Carpentry, Research Bazaar",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,online free courses,Yes,"Business Analyst skills, more general tech skills" -171,2018-09-12 07:07:43,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,Yes,4,No,5.0,5,3,1 (None at all),1 (None at all),1 (None at all),8,5,1 (None at all),1 (None at all),1 (None at all),,,,University,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,The salary,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Acknowledged in the main text,Yes,,2.0,4.0,,,2.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),GitHub,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -172,2018-09-12 08:04:34,Netherlands,Yes,,PhD,,,,,,,,,Biological Sciences,,,,,,,,,No,5 - Mostly other people,No,10.0,4,8,3,2,5,,,,,,,Non-profit organization,,,,,,,,Full Time,Permanent -- funded by project funds,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,"AACR, EACR, Bioconductor meeting",3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,local training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -174,2018-09-12 14:53:55,Germany,Yes,Master degree,,,,,,,,,English,,,,,,,,,,No,4,No,8.0,7,6,2,1 (None at all),3,9,9,1 (None at all),3,2,University,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"DHd 2018 (Digital Humanities in the German speaking regions), RSE18, Collaborations Workshop 2018",5.0,1.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",0.0,Soon: Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Disagree,Neither agree or disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-training, community college, learning on the job",Yes,"Better grasp of Python & R, community building skills, training skills (sorry, that's four)" -175,2018-09-12 15:44:45,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,Prince2,No,5 - Mostly other people,Yes,14.0,2,4,9,8,3,2,10 (All my time),8,3,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Opportunity for career advancement,The salary,Desire to work in a research environment,Ability to work across disciplines,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,,,,,2.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,,,Yes,Yes,No,No,No,,35.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,,Strongly disagree,Strongly Agree,Strongly disagree,9,Agree,Disagree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,Yes,Yes,Yes,,,,,,,,,, -176,2018-09-12 16:01:04,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",,,,,,,,,Computer Science,,,,,,,,,,No,4,Yes,9.0,7,1 (None at all),2,2,2,8,1 (None at all),2,3,2,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,,,,,,,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,Yes,No,Yes,No,,4,6,5,"MPDL DOI Service, Zenodo",Yes,No,No,Yes,No,No,"Github, Gitlab",0.0,RDM workshop,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,3,Strongly Agree,Disagree,Neither agree or disagree,3,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"testing, pattern usage" -177,2018-09-12 17:36:31,United States of America,Yes,,,,Master degree,,,,,,,,,Mathematics,,,,,,,No,5 - Mostly other people,Yes,9.0,4,1 (None at all),3,3,1 (None at all),2,1 (None at all),3,8,1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity for career advancement,The salary,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,SIAM CSE,4.0,12.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, GitLab",1.0,"The Carpentries, local in-house training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,4,Disagree,Disagree,Strongly disagree,6,Agree,Agree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Primarily self-taught,Yes,How to go about funding a good idea at a national lab when it's not scientific in nature. How to build refactoring into a research software workflow. How to use the force so I could convince people to do the right thing. -178,2018-09-13 01:14:04,Germany,Yes,Doctorate,,,,,,,,,Philosophy,,,,,,,,,,No,2,Yes,25.0,7,6,8,2,7,8,8,4,4,4,Max Planck Society,,,,,,,,,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"DH2016, DHd2018",5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,9,9,9,Zenodo,Yes,No,Yes,Yes,No,No,"gitlab, github, jira, redmine, dokuwiki, etherpads",4.0,"Summer School, Interest Group",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,9,Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Neither agree or disagree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"nicht-wissenschaftliche SE; Nebenaktivitäten auf einer Stelle, die eine digitale Edition erarbeitet hat.",Yes,"UX/UI Design, Projektplanung" -179,2018-09-13 06:02:50,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,2,Yes,25.0,5,3,3,1 (None at all),2,5,4,2,1 (None at all),2,,,,,,,,Non-profit organization,,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,,,3.0,1.0,,,1.0,No,No,Yes,No,No,,8,10 (All the time),4,,Yes,No,No,Yes,No,No,"github, bitbucket, ad-hoc solutions",2.0,local workshops,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Strongly Agree,Disagree,4,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Disagree,,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Industry,Yes,small and agile project management -180,2018-09-13 08:11:24,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,Yes,7.0,5,8,2,3,2,6,6,2,2,2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,"useR!, EGU, C4RR, DASPOS",,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab.com, university GitLab instance, Trello, Slack, Mattermost",2.0,"local university training, conference workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Agree,Agree,3,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"degree in computer science, selft-taught, open source contributions, conducting research & development",Yes,"project management, Go (programming language), C++ (programming language)" -182,2018-09-13 10:19:51,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,1,No,4.0,3,4,3,1 (None at all),1 (None at all),5,5,3,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,1.0,,,1.0,No,Yes,No,No,No,,8,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -183,2018-09-13 10:46:34,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,General Engineering,,,,,,,Doctorate,Yes,1,Yes,27.0,8,6,4,4,4,9,7,4,3,5,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",No,Named as co-author,No,,4.0,2.0,,,1.0,No,No,No,Yes,No,,7,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github GitLab,4.0,Customised to needs,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,3,Disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Agree,Agree,,Yes,,,,,,,GNU/Linux,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,humility,Yes,Training skills -184,2018-09-13 10:46:41,Ireland,Yes,,,,,,,,,Masters,,,,,,,,,Business & Management Studies,,No,3,Yes,10.0,5,2,2,3,2,5,2,3,2,3,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,Yes,No,No,No,No,No,,,,,,,Private company,Desire to work in a research environment,The salary,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,Multiple. Largest was ADHO's DH2018,10.0,1.0,0.0,Yes,1.0,No,Yes,Yes,Yes,No,No formal methodology,5,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket, Asana, Google Docs, Pivotal Tracker",1.0,Local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Disagree,3,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University / Self-taught,Yes,Agile development methodologies. User Experience Design. Python development for geo-spatial applications -186,2018-09-13 10:47:28,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,3,Yes,5.0,4,5,2,2,2,5,5,2,3,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Various parasitology conferences (software is genomics database for eukaryotic parasites),1.0,35.0,,,10.0,Yes,No,No,No,No,,5,10 (All the time),5,Zenodo,Yes,No,Yes,Yes,No,No,"GitHub, BitBucket",3.0,"Local University training, teaching on MSc, Wellcome Genome Campus Advanced Courses",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Neither agree or disagree,Strongly Agree,Neither agree or disagree,7,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"MSc in bioinformatics (after PhD), self-directed learning, workshops",Yes,"I would like to improve my maths, have a broader understanding of basic computer science (my background is biology) and have more time to write code in" -187,2018-09-13 10:47:56,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,Accredited SCRUM master,No,5 - Mostly other people,Yes,19.0,7,2,2,1 (None at all),3,9,2,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by project funds,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,The salary,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,3,1 (None at all),2,DataCite,What is ORCID?,No,No,Yes,No,No,"Bitbucket, Github, Basecamp, JIRA, Google Docs, Slack, Office 365, ",1.0,Python workshops/tutorial,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Agree,Agree,6,Neither agree or disagree,Disagree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Degree, commercial experience, self taught, paid and free courses",Yes,"Mobile development, R, better data visualisation skills" -189,2018-09-13 10:49:08,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,5 - Mostly other people,Yes,20.0,8,3,2,5,6,8,4,2,4,5,,,Non-profit organization,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,,Opportunity for career advancement,The salary,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,,3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,GitHub,3.0,"The Carpentries, Galaxy Training Network",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,3,,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -190,2018-09-13 10:49:12,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,No,5 - Mostly other people,Yes,15.0,7,3,1 (None at all),2,3,,2,1 (None at all),2,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Same researcher(s),No,Named as main author,Yes,BOSC2018,3.0,5.0,,,4.0,No,No,No,No,No,,10 (All the time),4,4,,No,No,No,Yes,No,No,github,8.0,conference training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,4,Agree,Agree,Neither agree or disagree,5,Disagree,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,No,No,GNU/Linux,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -191,2018-09-13 10:49:18,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,8,4,6,2,1 (None at all),8,6,4,2,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,26.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,8,Agree,Agree,Agree,3,Strongly disagree,Neither agree or disagree,Strongly Agree,,,,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -192,2018-09-13 10:49:35,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,Yes,1.0,8,2,1 (None at all),1 (None at all),3,8,3,1 (None at all),1 (None at all),3,,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,No,,2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,"Bitbucket, Github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mainly on the job,Yes, -193,2018-09-13 10:49:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,Yes,4,Yes,20.0,3,2,9,1 (None at all),5,,,,,,,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,The salary,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -194,2018-09-13 10:50:09,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,10.0,7,7,2,3,4,7,9,1 (None at all),5,5,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,The salary,Freedom to choose own working practices,Same researcher(s),Yes,Acknowledged in the main text,No,,1.0,8.0,,,5.0,Yes,No,No,Yes,No,,9,8,2,Associated journal article,Yes,No,Yes,Yes,Yes,No,"GitHub, Bitbucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Disagree,3,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,No,Yes,No,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Osmosis, occasional online course, online tutorials",Yes, -195,2018-09-13 10:50:12,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,Yes,3,Yes,10.0,7,4,3,1 (None at all),1 (None at all),6,4,2,1 (None at all),1 (None at all),,,Private company,,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Opportunity for career advancement,The salary,Freedom to choose own working practices,Desire to advance research,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,4.0,,,2.0,No,No,No,Yes,No,,8,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,6,5,Neither agree or disagree,Disagree,Disagree,6,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Agree,Agree,Yes,,,,,,,Windows,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -196,2018-09-13 10:50:20,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geology,,,,,,,,No,3,Yes,12.0,8,6,2,2,2,8,6,2,2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"RSE 2017, 2018",2.0,5.0,,,3.0,Yes,No,No,Yes,Yes,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,,2.0,"Local project training, Workshops (both local and at conferences as required)",No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,2,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Agree,Agree,Yes,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"To some extent, on the job, but with various training in places in subjects like HPC, version control, and so on as required.",Yes,How to apply for funding; Management skills; New technologies and applications -197,2018-09-13 10:50:29,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,5 - Mostly other people,Yes,17.0,8,1 (None at all),4,1 (None at all),4,9,2,2,2,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,,1.0,,,1.0,No,No,No,No,No,,7,1 (None at all),4,,No,No,No,Yes,No,No,"Slack, Github, Bitbucket, Jira",2.0,Local training on applications developed,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Agree,Strongly disagree,7,Neither agree or disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,No,Yes,Yes,Yes,No,Yes,Yes,,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self driven learning,Yes,"Ability to get our organisation to recognise our contribution to research and to core fund the team rather than leave us living ""hand to mouth"" with grant funding." -198,2018-09-13 10:51:37,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,13.0,4,4,1 (None at all),1 (None at all),2,6,4,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,Desire to advance research,Regularly change researcher(s),No,Named as co-author,Yes,Research Data Alliance,3.0,3.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Trello, Confluence, BlueJeans, Travis",1.0,Project specific training.,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Disagree,Disagree,2,Neither agree or disagree,Agree,Agree,Disagree,Agree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,"Unit testing, more NumPy magic." -199,2018-09-13 10:51:51,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,AFHEA,No,5 - Mostly other people,No,10.0,6,7,2,2,3,6,6,2,2,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Ability to work across disciplines,The salary,Desire to advance research,Freedom to choose own working practices,Same researcher(s),No,Named as main author,Yes,CBC Behaviour Change,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,,1.0,online training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Disagree,,,7,Agree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,Android,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -200,2018-09-13 10:52:13,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,3,Yes,8.0,4,2,5,1 (None at all),4,7,2,2,1 (None at all),5,,,Non-profit organization,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Not mentioned at all,No,,2.0,5.0,,,4.0,No,No,No,Yes,No,,7,5,5,,Yes,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Disagree,Disagree,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate degree in Computer Science, four years as a commercial programmer followed by a Masters in Oceanography",Yes,"Modern software engineering methodologies, Improvement to my skills in C, Research grant proposal writing" -201,2018-09-13 10:52:15,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,5 - Mostly other people,Yes,40.0,2,2,7,2,1 (None at all),2,2,7,2,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by project funds,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Ability to work across disciplines,Desire to advance research,Flexible working hours,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,Named as co-author,Yes,,2.0,5.0,,,4.0,Yes,No,No,No,Yes,,10 (All the time),5,10 (All the time),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,Yes,,8,8,Agree,Strongly Agree,Disagree,2,Disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -202,2018-09-13 10:52:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,18.0,4,1 (None at all),2,4,2,4,1 (None at all),2,4,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,8,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,10.0,"In house maintained training for: beginners' programming, intermediate programming, Java/Processing, Online Experiments in JavaScript",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,9,Agree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Previous experience in industry,Yes,"Project management, mobile app development (for Psychology experiments), better JavaScript" -203,2018-09-13 10:53:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,Yes,10.0,9,1 (None at all),1 (None at all),3,3,5,5,1 (None at all),1 (None at all),1 (None at all),,,Government,,,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,The salary,Same researcher(s),Yes,Named as main author,No,,2.0,10.0,,,9.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,Yes,Yes,Yes,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -204,2018-09-13 10:53:35,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,General Engineering,,,,,,,,No,4,,3.0,6,7,1 (None at all),2,3,8,8,1 (None at all),3,4,,,University,,,,,,,Full Time,Research/Student Assistant,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as main author,Yes,,,,,,3.0,No,No,No,Yes,No,,9,6,9,Zenodo,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -205,2018-09-13 10:53:38,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,5 - Mostly other people,Yes,6.0,9,2,3,3,3,6,5,6,2,3,,,Government,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,The salary,Opportunity to develop software,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,,,,,,2.0,Yes,No,No,Yes,No,,10 (All the time),7,2,,,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,6,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -207,2018-09-13 10:54:34,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,3,Yes,20.0,5,4,2,3,1 (None at all),4,4,4,2,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,0.6,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,"Different researchers, same research group",Yes,Named as co-author,Yes,Particles2017,3.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket, Slack",3.0,Centres for Doctoral Training courses,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Strongly disagree,Agree,Agree,Agree,Agree,Disagree,Strongly Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate Degrees and practical experience implementing software projects,Yes,"concurrent/parallel programming, software design, management" -209,2018-09-13 10:54:46,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,Yes,25.0,8,1 (None at all),2,1 (None at all),4,9,1 (None at all),1 (None at all),1 (None at all),3,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,"ADASS, IVOA, several VO workshops etc",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),5,1 (None at all),,Yes,Yes,Yes,Yes,No,No,"github, wikis",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Disagree,2,Disagree,Disagree,Neither agree or disagree,Disagree,Agree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job,No, -210,2018-09-13 10:54:56,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,Agile Project Management,Yes,4,Yes,20.0,6,3,3,1 (None at all),2,6,4,3,1 (None at all),2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,Digital humanities conferences,10.0,2.0,,,4.0,Yes,No,Yes,Yes,No,,10 (All the time),9,1 (None at all),,No,No,Yes,Yes,Yes,No,"ActiveCollab, Google Drive, GitHub",1.0,Internal training,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -211,2018-09-13 10:55:00,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,4,Yes,34.0,5,5,2,2,2,5,5,2,2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -212,2018-09-13 10:55:15,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Aeronautical & Manufacturing Engineering,,,,,,,,No,5 - Mostly other people,Yes,10.0,7,5,4,3,4,7,5,4,3,4,,,Private company,,,,,,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Freedom to choose own working practices,Opportunity to develop software,The salary,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,No,,2.0,10.0,,,4.0,No,No,No,Yes,No,,6,3,1 (None at all),,Yes,No,Yes,Yes,No,No,"BitBucket, GitHub",4.0,Fortran Modernisation Workshop,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Strongly Agree,6,Agree,Neither agree or disagree,Agree,Disagree,Agree,Agree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job.,Yes,"compiler development, numerical analysis, applying numerical analysis in computational science" -214,2018-09-13 10:56:08,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,0 - Mostly me,No,30.0,3,9,1 (None at all),1 (None at all),2,3,10 (All my time),1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,The salary,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,0.0,0.0,,,0.0,No,Yes,No,No,No,,5,2,1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,3,Agree,Agree,Agree,4,Disagree,Agree,Agree,Strongly disagree,,Disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University and work experience,No,"numerical methods in IDL, Python" -215,2018-09-13 10:56:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,2,Yes,12.0,6,2,5,1 (None at all),1 (None at all),7,2,4,1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,0.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,,2.0,8.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,3,,What is ORCID?,No,No,Yes,No,No,"Slack, TravisCI, JIRA, Confluence, Visimeet, Google docs, Trello, Draw.io",1.0,CUDA training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,6,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,Yes,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly self taught from books, online articles, youtube videos etc.",Yes,"Management of agile teams, planning software projects, cloud native architecture" -216,2018-09-13 10:56:55,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,3,Yes,8.0,8,2,2,3,2,9,1 (None at all),2,3,1 (None at all),University,,,,,,,,,Part-time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),No,Named as main author,Yes,,5.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Strongly disagree,7,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -217,2018-09-13 11:00:24,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,10.0,5,1 (None at all),4,1 (None at all),2,6,1 (None at all),4,1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,Not mentioned at all,Yes,,1.0,10.0,,,3.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"slack, trello, github",1.0,user training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,2,Agree,Agree,Strongly disagree,9,Neither agree or disagree,Disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Computer Science followed by commercial experience,, -218,2018-09-13 11:00:27,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,No,20.0,5,1 (None at all),5,1 (None at all),1 (None at all),5,2,2,1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,Flexible working hours,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,7,1 (None at all),DataCite,Yes,No,No,Yes,No,No,GitHub,2.0,Computing club in research group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Disagree,Agree,Disagree,7,Agree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Largely self-taught through experience.,Yes,"Databases, web development, presentation skills." -219,2018-09-13 11:03:08,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,No,10.0,3,2,4,3,5,8,3,3,5,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,Yes,RSE2018,3.0,1.0,,,1.0,No,No,No,Yes,No,,2,4,1 (None at all),,No,No,No,Yes,No,No,"GitLab, GitHub, Slack",12.0,"Local training, formal postgraduate teaching",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,2,2,Strongly disagree,Agree,Neither agree or disagree,10 (All the time),Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through writing research software and in industry,Yes,My skills are not the problem -220,2018-09-13 11:03:43,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,"BSc, MSc, PhD",No,3,Yes,2.0,5,5,1 (None at all),1 (None at all),2,6,4,1 (None at all),2,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,"NEUBIAS, World Congress of Computational Mechanics",1.0,2.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"gitter, Github",0.0,-,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Neither agree or disagree,Strongly disagree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Theoretical part in Undergraduate degree in Computational Science / Practical part learning from fellow software engineers,Yes,"teaching of software development to non-experts, more practical coding experience, communicating the value of open-source scientific software" -221,2018-09-13 11:04:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,4,Yes,3.0,5,1 (None at all),2,3,6,8,1 (None at all),4,2,3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,The salary,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,4.0,2.0,,,2.0,Yes,No,No,Yes,No,,8,2,1 (None at all),,No,No,No,Yes,No,No,GitLab,24.0,"Software Carpentry, coaching academics",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Neither agree or disagree,Disagree,Disagree,3,Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Agree,Yes,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"MSc, online training, learnt on job",Yes,"teaching, hpc, data science" -222,2018-09-13 11:05:02,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,20.0,6,4,2,1 (None at all),2,7,3,3,1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to advance research,The salary,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,Population Genetics Group,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Disagree,7,Disagree,Disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer science degree, PhD, industrial software experience.",Yes,"Management skills, software project management methodologies" -223,2018-09-13 11:06:02,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Civil Engineering,,,,,,,,No,2,No,3.0,4,5,1 (None at all),1 (None at all),3,8,5,2,3,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,,,1.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Slack,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Agree,5,Strongly Agree,Neither agree or disagree,Agree,Disagree,Disagree,Strongly disagree,Disagree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,Software Development -225,2018-09-13 11:09:55,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,Yes,15.0,6,1 (None at all),2,2,4,7,2,2,3,4,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,RSE,3.0,1.0,,,1.0,No,No,Yes,No,No,,9,10 (All the time),10 (All the time),,Yes,No,Yes,Yes,Yes,No,,5.0,"teaching master course, phd/master supervision, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,4,Strongly Agree,Agree,Neither agree or disagree,8,Disagree,Strongly Agree,Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,during my undergrad/postgrad career,Yes,C++ -228,2018-09-13 11:12:21,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,Yes,6.0,6,4,1 (None at all),1 (None at all),1 (None at all),6,4,1 (None at all),3,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,"Specialized astronomy conferences (always in the context of attached research), and RSE 2018",5.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),3,,Yes,No,No,Yes,No,No,github,0.0,0,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,4,Strongly Agree,Agree,Neither agree or disagree,7,Disagree,Agree,Agree,Strongly disagree,Neither agree or disagree,Disagree,Agree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught using online resources and reverse engineering,Yes,"Efficient parallelization (threads or process), better unit testing habits, better distribution systems (package manager, build systems, ...)" -229,2018-09-13 11:14:19,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,4,Yes,16.0,8,3,2,1 (None at all),2,8,6,4,3,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by project funds,32.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Society for experimental biology,4.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,8,,No,No,Yes,No,No,No,,2.0,local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,5,Strongly Agree,Strongly Agree,Strongly Agree,3,Neither agree or disagree,Agree,Agree,Strongly disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes,"project management, it security, python" -230,2018-09-13 11:15:05,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,No,8.0,3,3,9,5,6,8,5,3,8,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Github, CERNs GitLab",4.0,"Local University: Linux (CLI), Python, Version control with Git, Software Best practises",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,1,3,Neither agree or disagree,Disagree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self Taught,Yes,"Software Development Practises, High Performance Coding, Better understanding of tests needed." -232,2018-09-13 11:15:35,Denmark,Yes,,,,,,,,,PhD,,,,,,,,,Physics and Astronomy,,No,5 - Mostly other people,Yes,2.0,8,2,3,1 (None at all),3,8,3,3,1 (None at all),3,,,,,,,,,Private company,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,The salary,Freedom to choose own working practices,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,4.0,90.0,Yes,3.0,No,No,No,Yes,No,No formal methodology,10 (All the time),1 (None at all),10 (All the time),Zenodo,ORCID is not relevant for me,No,No,Yes,No,No,"github, azure devops",9.0,direct on-site training of scientists,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Agree,4,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By working as one and during my PhD,Yes,"Functional programming, DevOps skillset, Project Management" -235,2018-09-13 11:18:29,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,5 - Mostly other people,Yes,6.0,8,2,1 (None at all),4,3,9,2,1 (None at all),4,2,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,The salary,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"Conferences specific to project (NAME users workshop, JASMIN conference)",3.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,7,2,,Yes,No,No,Yes,No,No,GitHub,20.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,2,Disagree,Disagree,Agree,Disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,Taught myself during my PhD/On the job,Yes, -236,2018-09-13 11:21:38,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,2,Yes,8.0,8,2,1 (None at all),1 (None at all),2,9,2,1 (None at all),2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,The salary,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,3.0,,,3.0,Yes,No,No,Yes,No,,9,5,1 (None at all),,Yes,No,No,Yes,No,No,"Github, Gitlab",1.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,2,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate Degree and Part time job(s),Yes, -239,2018-09-13 11:29:13,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Robotics,,,,,,,HEA Assoc.,No,2,No,1.0,7,4,2,5,6,8,4,1 (None at all),4,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,1 (None at all),1 (None at all),None; I didn't know you could do this with software,What is ORCID?,No,No,Yes,No,No,"Github, github pages",4.0,"Project-funded international courses, local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-study, robotics degree, writing own software during research post",Yes,"Knowing how to use the knowledge of my collegues, CI, system administration (ACLs ,roles, ect)" -240,2018-09-13 11:29:46,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,3,No,8.0,8,4,2,1 (None at all),2,,,,,,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,10.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,7,10 (All the time),2,,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,6,Disagree,Neither agree or disagree,Strongly disagree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, MSc",Yes,"How to contribute to funding proposals (knowing funding bodies, schemes and their requirements). Learning more about legal issues in sharing code base. Standards in workflows to develop software in Academia." -241,2018-09-13 11:29:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,Mphys,No,1,No,10.0,4,5,5,2,2,4,8,2,2,2,,,National laboratory,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Opportunity for career advancement,The salary,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),No,Named as co-author,,,3.0,3.0,,,3.0,No,No,No,Yes,No,,7,5,4,,Yes,No,No,Yes,No,No,"github, bitbucket",1.0,specific university course,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,7,Strongly Agree,Agree,Agree,3,Strongly disagree,Disagree,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -243,2018-09-13 11:30:37,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,Yes,4.0,8,2,1 (None at all),1 (None at all),5,7,3,1 (None at all),1 (None at all),5,,,Private company,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,The salary,Opportunity for career advancement,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,2.0,,,2.0,Yes,No,No,Yes,No,,3,6,2,,What is ORCID?,No,No,Yes,No,No,"Teams, github, Azure DevOps / VSTS",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Agree,3,Disagree,Neither agree or disagree,Agree,Agree,Strongly Agree,Agree,Agree,Yes,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -245,2018-09-13 11:31:37,United Kingdom of Great Britain and Northern Ireland,No,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,MPhys,No,4,Yes,2.0,8,3,1 (None at all),1 (None at all),3,8,2,3,1 (None at all),4,,,Government,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,The salary,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,2.0,,,2.0,No,No,No,Yes,No,,8,5,5,,,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Agree,Agree,Agree,Disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -246,2018-09-13 11:33:06,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,No,15.0,5,2,3,1 (None at all),4,6,3,1 (None at all),4,2,,,National laboratory,,,,,,,Full Time,Fixed term -- funded by project funds,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,The salary,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,"Different researchers, same research group",Yes,Named as co-author,No,,6.0,50.0,,,5.0,Yes,No,No,Yes,No,,10 (All the time),6,1 (None at all),,Yes,Yes,No,Yes,No,No,"gitlab, github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -247,2018-09-13 11:33:51,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,CPhys,Yes,3,No,11.0,3,3,8,2,2,3,4,8,2,2,,,National laboratory,,,,,,,Part-time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Flexible working hours,The salary,Desire to advance research,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,"Fusion Energy Conference, Symposium on Fusion Technology, European Physical Society - Conference on Plasma Physics",1.0,9.0,,,6.0,Yes,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,gitlab,1.0,Training of our specific software,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, PhD, postdoc, self-taught",No, -249,2018-09-13 11:40:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,10.0,4,2,2,1 (None at all),7,5,3,1 (None at all),1 (None at all),4,,,Government,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Flexible working hours,Desire to work in a research environment,The salary,Desire to advance research,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,"ECPD, HTPD",2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),9,1 (None at all),,Yes,No,No,Yes,No,No,Stack Exchange,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,,,,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly online,Yes,Best practices when coding any particular language. Experience. -250,2018-09-13 11:42:42,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,"BPhys/InfTech, MSci",No,4,Yes,5.0,8,3,2,2,3,8,2,2,3,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,RSE2017,3.0,5.0,,,2.0,Yes,No,No,Yes,No,,8,5,2,,No,No,Yes,Yes,No,No,"github, bitbucket",2.0,"Local university cluster training, Local university HPC DTC, workshops at RSE conference",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Disagree,3,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University undergraduate degree in Information Technology and Physics, choosing all the HPC electives I could find. Student job as a web developer. ",Yes,"Expertise in build systems (eg cmake), teaching experience, numerical methods experience" -251,2018-09-13 11:42:43,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,5 - Mostly other people,Yes,5.0,9,2,2,1 (None at all),1 (None at all),7,4,3,1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,1.0,,,3.0,No,No,Yes,Yes,No,,1 (None at all),8,6,Zenodo,Yes,Yes,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,8,Neither agree or disagree,Agree,Disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -252,2018-09-13 11:47:01,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,Yes,35.0,4,1 (None at all),1 (None at all),2,4,7,1 (None at all),2,2,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,Yes,"RSE, university's internal workshop, American Meteorological Society",3.0,1.0,,,1.0,No,No,No,Yes,No,,5,2,1 (None at all),,Yes,No,Yes,Yes,No,No,wiki,4.0,local,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Agree,Disagree,5,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, response to need. No space in survey for general comment: a lot of my work is supporting researchers by facilitating their big data management, installing and testing other software, giving consultancy to them - job is more than me writing software",Yes,updates (such as at RSE2018) in Github use; testing; influencing management -253,2018-09-13 11:49:20,United States of America,Yes,,,,Doctorate,,,,,,,,,History,,,,,,,Yes,4,Yes,10.0,8,4,4,2,2,6,4,3,3,2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"HSS conference, RSE conference, digital HPS meetings",7.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,No,No,No,Yes,No,No,"GitHub, Jira, Confluence",2.0,Local university,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studying computer science and working in a research institution,Yes, -254,2018-09-13 11:53:01,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,"PhD, Bsc",No,5 - Mostly other people,Yes,6.0,8,2,4,6,1 (None at all),5,5,4,6,6,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Capocaccia, HBP summit, HBP code jams",3.0,6.0,,,3.0,No,No,No,Yes,No,,10 (All the time),5,6,Zenodo,Yes,No,No,Yes,No,No,"pycharm, google docs, sharelatex, pynn",5.0,"workshop training, student training, ",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,2,Agree,Disagree,Disagree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"college, undergraduate, phd",Yes,"better training ability, better paper writing, management" -256,2018-09-13 11:57:23,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,,Yes,2,No,12.0,4,2,4,3,7,5,5,2,3,,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"RSE 201{7,8}",5.0,3.0,,,2.0,No,No,No,No,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,"Bitbucket, Github, Travis, Slack",2.0,"local university training, local RSE meetings",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,1,Neither agree or disagree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,,Strongly Agree,Disagree,Disagree,Neither agree or disagree,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught and some local training courses at the University,Yes,"A higher level of coding ability, task affinity, ability to say no" -257,2018-09-13 11:58:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,4,Yes,5.0,9,1 (None at all),2,2,2,8,2,2,3,3,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -258,2018-09-13 12:01:41,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Medicine,,,,,,,"PhD Oncology, MSc Applied Bioinformatics, PgCert University Teaching, MBChB Medicine",No,2,No,10.0,4,4,1 (None at all),2,2,4,4,1 (None at all),2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,2018-09-13 12:02:52,United Kingdom of Great Britain and Northern Ireland,Yes,,,GSCEs,,,,,,,,,,,,,,,,,No,5 - Mostly other people,Yes,30.0,7,1 (None at all),2,1 (None at all),2,8,2,2,2,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,Yes,"IVOA, ADASS, ASTERICS",5.0,5.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,Yes,No,"GitHub, Twiki",2.0,Confenerces and workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,"Machine learning, data modelling" -260,2018-09-13 12:03:19,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Biological Sciences,,,,,,,,No,5 - Mostly other people,No,3.0,3,1 (None at all),5,4,7,5,1 (None at all),5,3,6,,,Non-profit organization,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -261,2018-09-13 12:08:36,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,3,Yes,7.0,7,3,1 (None at all),1 (None at all),2,7,3,3,1 (None at all),2,,,National laboratory,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,Yes,No,No,Yes,No,No,github,1.0,Local training,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,7,8,Agree,Neither agree or disagree,Disagree,4,Disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -262,2018-09-13 12:18:28,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Aeronautical & Manufacturing Engineering,,,,,,,,No,3,Yes,17.0,2,2,4,6,9,5,5,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Opportunity for career advancement,The salary,Desire to advance research,Opportunity to develop software,"Different researchers, same research group",No,Named as co-author,No,,2.0,4.0,,,2.0,No,No,No,Yes,No,,3,5,1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Disagree,Agree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,developing software,Yes,"low latency programming, programming involving databases and network communication" -263,2018-09-13 12:19:10,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,Yes,2.0,6,1 (None at all),2,3,2,7,1 (None at all),1 (None at all),3,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,Yes,No,No,Yes,No,,8,4,3,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab, Bitbucket, OverLeaf",10.0,"Software Carpentry, local university training, Consortium (GW4 Universities)",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Agree,Strongly Agree,Agree,2,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly Agree,Strongly Agree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As a sysadmin,Yes,"Performance analysis, Testing, Writing (blog posts, tips, etc. 1:1 meetings are fine but they don't scale)" -265,2018-09-13 12:20:43,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,2,Yes,18.0,4,3,6,2,6,7,3,3,2,4,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -266,2018-09-13 12:22:36,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,Yes,4,Yes,18.0,7,7,3,3,4,10 (All my time),6,1 (None at all),3,2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,Yes,GPU Technology Conference,10.0,2.0,,,1.0,No,No,Yes,Yes,No,,7,9,7,,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,7,Strongly Agree,Strongly Agree,Agree,6,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,No,No,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"I wanted to write games, now I write scientific visualization applications focused around medical and GPU computations",Yes,"Machine Learning, (Better) Image Processing" -267,2018-09-13 12:23:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geology,,,,,,,,No,5 - Mostly other people,Yes,20.0,8,2,3,2,2,8,2,1 (None at all),3,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,19.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,"SIAM-CSE, UKRSE ",2.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,Yes,No,No,Yes,No,No,"slack, google docs, google hangout, github, bitbucket",1.0,local university training,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Neither agree or disagree,1 (None at all),Disagree,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,at work,Yes,"project management, raising funding, website management" -268,2018-09-13 12:24:43,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,4,Yes,5.0,7,5,3,1 (None at all),2,7,7,3,2,3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to advance research,The salary,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,Yes,multiple,2.0,6.0,,,2.0,No,No,No,Yes,No,,1 (None at all),5,1 (None at all),,No,No,No,Yes,No,No,GitLab,1.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,7,5,Strongly Agree,Strongly Agree,Strongly Agree,5,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -269,2018-09-13 12:25:55,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Mathematics,,,,,,,PG Dip.,No,4,Yes,14.0,7,5,2,2,4,8,3,1 (None at all),2,1 (None at all),,,University,,,,,,,Part-time,Permanent -- funded by project funds,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Flexible working hours,I want to learn new skills,Desire to work in a research environment,The salary,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,AMIA / MIE,3.0,2.0,,,1.0,No,No,Yes,No,No,,9,6,3,Zenodo,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Strongly Agree,Strongly Agree,3,Disagree,Agree,Strongly Agree,Agree,Strongly disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job / online training courses / physical training courses,Yes, -270,2018-09-13 12:27:26,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,No,20.0,5,2,1 (None at all),5,3,7,4,1 (None at all),4,3,,,University,,,,,,,Part-time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,"CUG, PARCO",1.0,10.0,,,2.0,No,No,No,Yes,No,,9,7,5,,What is ORCID?,No,Yes,Yes,No,No,Google Docs,4.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,1,Neither agree or disagree,Agree,Disagree,7,Strongly Agree,Agree,Disagree,Strongly disagree,Agree,Strongly disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Needed them for PhD and PostDoc role then moved to a more programming oriented job as a result of skills developed. Learned through training courses and self-taught. ,Yes,"More data science expertise, more self-confidence to try new things (e.g. languages), more teamwork as much of what I do is solitary so isolating at times. Having a career path that doesn't need me managing projects would stop me feeling so demoralised. " -271,2018-09-13 12:32:48,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mechanical Engineering,,,,,,,,No,1,No,6.0,5,10 (All my time),2,2,4,4,10 (All my time),1 (None at all),4,4,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,The salary,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Same researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,8,8,2,"Zenodo (planned, not yet used)",Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Agree,2,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self developed,Yes, -275,2018-09-13 12:43:29,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,History,,,,,,,,Yes,0 - Mostly me,No,5.0,2,3,7,1 (None at all),2,2,4,4,2,4,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Digital Humanities,10.0,5.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,"Slack, gSuite, ActivCollab, GitHub",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,6,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Coding, DevOps, Project Management" -276,2018-09-13 12:44:18,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,1,Yes,30.0,7,3,4,2,3,5,6,5,3,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,No,,10.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,1 (None at all),5,1 (None at all),,Yes,No,No,Yes,No,No,"Bitbucket, Github",2.0,"Real World Epidemiology Oxford Summer School, local university training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Disagree,6,Neither agree or disagree,Disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"My education provided them, then I kept them updated",Yes,"Networking, Delegation, Speaking to a non-technical audience" -277,2018-09-13 12:50:12,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,3,No,5.0,4,4,2,3,3,6,6,1 (None at all),6,6,,,University,,,,,,,Part-time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,No,,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,6,6,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,3,,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Training and self taught,No, -278,2018-09-13 12:55:14,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,MInstP,Yes,4,Yes,14.0,5,2,3,3,2,5,2,2,3,3,,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,Yes,,3.0,10.0,,,7.0,Yes,No,No,Yes,No,,3,10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,Bitbucket,4.0,"CASTEP/UKCP/CCP-NC workshops, ISIS Neutron Training School",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Disagree,Neither agree or disagree,6,Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Little formal training, mostly self study and on the job. Some Hector HPC courses.",Yes,Project management tools for distributed projects. UI design. Automated unit test tools. -279,2018-09-13 13:00:36,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,18.0,8,1 (None at all),1 (None at all),1 (None at all),3,9,1 (None at all),1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Flexible working hours,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,The salary,"Different researchers, same research group",No,Not mentioned at all,No,,1.0,1.0,,,2.0,No,No,No,Yes,No,,9,6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Slack, Trello",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,7,6,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,No,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Industrial experience and home learning,No,"Python Pandas, Data science, Non-relational databases" -280,2018-09-13 13:01:20,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Materials Technology,,,,,,,CEng,No,1,No,10.0,2,6,2,1 (None at all),1 (None at all),3,5,1 (None at all),2,,,,National laboratory,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,I want to learn new skills,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,No,,2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),6,6,University,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Agree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Mostly self-taught,, -281,2018-09-13 13:03:02,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,"CChem, CSci",Yes,5 - Mostly other people,Yes,10.0,7,2,2,2,2,5,5,2,2,2,,,Government,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,I want to learn new skills,The salary,Flexible working hours,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,Yes,EASC18,8.0,3.0,,,2.0,Yes,No,No,Yes,No,,6,10 (All the time),1 (None at all),,What is ORCID?,No,Yes,No,No,No,,2.0,Local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Agree,4,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through career as a scientist,Yes,"Strategic planning, resource estimation" -282,2018-09-13 13:04:17,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,"CITP, FBCS",No,0 - Mostly me,Yes,40.0,3,8,3,1 (None at all),3,5,7,3,1 (None at all),3,,,University,,,,,,,Part-time,Fixed term -- funded by project funds,2.25,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,1.0,3.0,,,1.0,No,No,Yes,Yes,No,,7,4,2,"Zenodo, possibly.",Yes,No,No,No,No,Yes,None,0.0,None,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,5,Disagree,Strongly Agree,Strongly disagree,5,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Combination of professional industrial experience and training followed later by self-learning.,No,Greater knowledge of modern development frameworks and technologies; Ability to learn these faster. -283,2018-09-13 13:10:45,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,Oracle Certified Java Developer,Yes,5 - Mostly other people,Yes,9.0,8,7,6,5,3,8,7,7,4,2,,,Non-profit organization,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,,4.0,9.0,,,7.0,No,No,No,Yes,No,,9,8,9,Zenodo,Yes,No,Yes,Yes,No,No,"GitHub, Trello, JIRA",3.0,"Institute software training, bioinformatics training, software carpentry, Galaxy training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Agree,Agree,8,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Masters degree, work experience, online training, professional software certifications",Yes, -284,2018-09-13 13:11:40,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,No,13.0,6,4,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),,,Government,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,2.0,15.0,,,8.0,Yes,No,Yes,Yes,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,"github, gitlab, bitbucket",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Agree,Strongly Agree,6,Strongly disagree,Agree,Agree,Agree,Strongly Agree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,courses and self-study,Yes, -288,2018-09-13 13:34:13,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,M.InstP.,Yes,5 - Mostly other people,Yes,22.0,9,2,4,2,1 (None at all),9,4,3,3,2,,,Government,,,,,,,Full Time,"Freelancer, consultant, contractor",10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,"PCaPAC, EPICS, HTPD",20.0,3.0,,,2.0,Yes,No,No,Yes,No,,7,6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,5.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,9,Agree,Strongly Agree,Agree,6,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly Agree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Personal study, on-the-job, professional training",Yes, -289,2018-09-13 13:49:28,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,Yes,16.0,7,4,2,6,5,8,6,2,9,4,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,No,,5.0,1.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),3,5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",15.0,"local university, masters courses, conference workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -291,2018-09-13 14:00:50,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,"MPhys, PhD",,5 - Mostly other people,,16.0,6,3,3,2,2,6,5,3,2,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,"Different researchers, same research group",No,Named as co-author,Yes,CHEP and ICHEP,1.0,300.0,,,1.0,No,No,No,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Jira,1.0,Training for new PhD students in research group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Attended lecture courses, asked more senior scientists for help with specific problems via email lists",Yes, -292,2018-09-13 14:06:41,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,3,Yes,14.0,4,3,2,3,5,4,4,1 (None at all),2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),2,Zenodo,Yes,No,Yes,Yes,No,No,slack,3.0,"Software Carpentry, Local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,4,Agree,Strongly Agree,Disagree,10 (All the time),Neither agree or disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Software engineering degree, PhD, working in research jobs that required software development (but often weren't titled RSE)",Yes,"Successful grant writing so I can do my own research and increase my salary, GPU programming, Machine Learning" -293,2018-09-13 14:14:32,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,3,Yes,16.0,8,5,2,2,5,8,7,2,2,4,,,,University,,,,,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,Desire to work in a research environment,The salary,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,American Medical Informatics Association meetings,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,6,2,Local library,Yes,No,No,Yes,No,No,"GitHub, Slack",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Disagree,8,Agree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,University and self-taught,Yes,"HPC, ""development on a budget"" (dealing with low funding), venues to publish papers on software" -295,2018-09-13 14:21:07,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,11 Medical and Health Sciences,,,No,3,Yes,15.0,10 (All my time),3,2,1 (None at all),2,7,5,3,3,3,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,1.0,4.0,,,4.0,No,No,No,Yes,No,,10 (All the time),7,3,Australian National Data Service,Yes,No,No,Yes,No,No,"github, trello slack, bitbucket, hipchat, jira",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,1,6,Disagree,Agree,Neither agree or disagree,10 (All the time),Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"during undergrad, postgrad and on-the-job training",Yes,"Leadership and team management skills, mobile app skills " -296,2018-09-13 14:23:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,No,2,No,2.0,7,3,1 (None at all),1 (None at all),3,10 (All my time),1 (None at all),5,5,1 (None at all),,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -297,2018-09-13 14:25:52,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,,,,No,0 - Mostly me,No,2.0,1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),2,9,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Prefer not to say,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -298,2018-09-13 14:26:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,MRSC,No,4,No,15.0,8,4,2,2,1 (None at all),9,7,2,2,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,The salary,Regularly change researcher(s),No,Named as co-author,Yes,"SIMS2020, SIMS Europe, SISS19, SPEC2014, SPEC2016, SIMS Workshop (and others over the years)",5.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,8,7,Zenodo,Yes,No,Yes,Yes,No,No,"Slack, Trello, Bitbucket",5.0,In house ad hoc,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Neither agree or disagree,8,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,No,No,Yes,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,,"Maths; continuous integration/testing; better high-end python (client/server, parallel etc); better C++; image analysis; deep learning" -299,2018-09-13 14:34:20,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Biological Sciences,,,,,,,,No,0 - Mostly me,No,3.0,3,10 (All my time),4,2,3,3,9,,3,6,,,University,,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Same researcher(s),No,Not mentioned at all,No,,0.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local,What is ORCID?,Yes,No,Yes,No,No,,10.0,local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Agree,Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,MSc,, -300,2018-09-13 14:35:48,Greece,Yes,,,,,,,,,PhD,,,,,,,,,Physics and Astronomy,,No,1,,15.0,5,4,3,2,1 (None at all),6,5,4,3,2,,,,,,,,,Private company,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Named as co-author,,,5.0,1.0,1.0,No,3.0,No,No,No,Yes,No,No formal methodology,8,8,4,zenodo,Yes,No,No,Yes,No,No,"github, bitbucket, gitlab",1.0,in-house trainings,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,7,Agree,Agree,Agree,8,Agree,Strongly disagree,Strongly Agree,Strongly disagree,,Strongly disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university, work in corporation as a programmer, hobby FOSS projects",Yes, -301,2018-09-13 14:39:16,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Music,,,,,,,No,4,Yes,10.0,5,1 (None at all),2,2,2,9,2,1 (None at all),2,2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),No,Named as co-author,No,,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Agree,2,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self Taught,Yes, -302,2018-09-13 14:46:08,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,,Yes,3,No,15.0,3,2,7,5,5,7,2,3,4,5,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"RSE, Supercomputing, International Supercomputing, HPC-SIG, ARCHER Champions",4.0,2.0,,,2.0,Yes,Yes,Yes,Yes,No,,9,7,7,"Zenodo, Edinburgh DataShare",What is ORCID?,Yes,Yes,Yes,No,No,"Github, Gitlab, Altassian Confluence, JISC Vscene, Blackboard Collaborate, Google Hangouts",8.0,"ARCHER, Carpentries",No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Public cloud, Software project skills (e.g. Agile), Publishing" -305,2018-09-13 15:04:24,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,CEng CSci,No,2,Yes,13.0,3,3,5,2,2,7,3,2,2,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,The salary,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,1.0,2.5,,,2.0,No,No,No,Yes,No,,7,7,7,,Yes,No,No,Yes,No,No,"Slack, Github, Trello, Glasscubes, Google Docs",12.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,,2,,Disagree,Disagree,Neither agree or disagree,Disagree,,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -306,2018-09-13 15:42:55,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,4,Yes,20.0,6,2,1 (None at all),2,2,7,3,1 (None at all),1 (None at all),,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Not mentioned at all,Yes,Deutsche Orientalisten Tag,10.0,2.0,,,1.0,No,No,Yes,Yes,No,,4,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,Github,2.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Agree,Strongly Agree,Neither agree or disagree,5,Agree,Disagree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Mostly self-taught,, -308,2018-09-13 15:54:24,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,No,3,Yes,10.0,5,4,2,1 (None at all),5,7,5,2,1 (None at all),3,,,,National laboratory,,,,,,Part-time,Permanent -- funded by Institution core funding,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,The salary,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,SC workshops,5.0,3.0,,,2.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,,1.0,Software carpentry. Other classes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Neither agree or disagree,Agree,Neither agree or disagree,4,Disagree,Agree,Agree,Agree,Disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -309,2018-09-13 16:25:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,2.0,5,2,2,4,4,4,4,2,4,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,IEEE eScience 2018 (upcoming),3.0,2.0,,,2.0,Yes,No,No,Yes,No,,9,5,4,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Bitbucket",5.0,"Software Carpentry, local university training, PyData",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,8,Strongly Agree,Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Education, previous experience (PhD)",Yes, -310,2018-09-13 16:53:15,Canada,No,,,,,,,Masters Degree,,,,,,,,,CIVIL ENGINEERING,,,"P.eng, C.eng.,",,4,No,20.0,1 (None at all),9,6,3,2,,,,,,,,,,,,Private company,,,,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,No,,4.0,3.0,2.0,Yes,,No,No,No,No,No,Other,6,,,KIKO; Knowledge In Knowledge Out,ORCID is not relevant for me,No,No,No,No,No,"Asana, Skype, ",,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,,,,,,,,Windows,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,,, -312,2018-09-13 16:58:33,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,No,1,Yes,4.0,8,10 (All my time),2,1 (None at all),3,8,8,4,2,3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,JOBIM ETEE ,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,5,,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Neither agree or disagree,Disagree,Strongly disagree,10 (All the time),Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"books, online communities, mentor",Yes,"communication, GUI, management" -314,2018-09-13 17:02:37,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,4,Yes,23.0,8,2,4,2,2,6,3,2,4,1 (None at all),,,Government,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,The salary,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,American Meteorological Society,1.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,3,Strongly Agree,Disagree,Neither agree or disagree,7,Agree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-learning and practice from an early age, a few training courses, books, internet tutorials & stackoverflow.com",Yes,improving knowledge of how to use design patterns on real code with assessment and feedback; how to set up and use continuous integration tools; introducing researchers to robust software development practices -315,2018-09-13 17:19:57,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,Yes,10.0,7,2,3,4,2,7,3,2,5,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Annual Symposium for Lattice Field Theory,3.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"github, gitlab, bitbucket",2.0,"Data Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,9,Strongly Agree,Strongly Agree,Neither agree or disagree,7,Strongly disagree,Agree,Agree,Disagree,Strongly disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As a researcher and crypto-RSE,Yes,"Pedacogic training, Training in R (tools I'm missing in general), " -316,2018-09-13 17:43:07,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,13.0,5,1 (None at all),1 (None at all),1 (None at all),5,6,2,1 (None at all),2,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,No,,18.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),8,3,,Yes,No,Yes,Yes,Yes,No,"Github, activecollab, slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,1,Neither agree or disagree,Disagree,Strongly disagree,8,Agree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Strongly Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -318,2018-09-13 18:00:48,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,No,30.0,4,3,7,5,9,8,7,1 (None at all),2,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Not mentioned at all,Yes,"EASC, APS, DPG, RSE, CMMP, N8 HPC, CCP9 Community Meeting, UKCP Scientific meeting, MCC Scientific Meeting, TMCS, UKCP-MCC-EPCC workshop, annual training workshops",7.0,2.0,,,2.0,No,No,No,Yes,No,,4,10 (All the time),1 (None at all),,Yes,No,No,No,Yes,No,"Slack, Discord, ShareLaTeX, Google Drive/Docs",7.0,"international training, national HPC training, regional training, local university training",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,,Strongly Agree,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Formal training & practice,No,"Email management, time management, MPI-3" -319,2018-09-13 18:01:21,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,2,No,25.0,4,5,1 (None at all),1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -320,2018-09-13 18:18:27,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,FRAS,Yes,5 - Mostly other people,Yes,15.0,7,1 (None at all),3,1 (None at all),2,3,1 (None at all),7,1 (None at all),,,,Government,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,RSE2016,2.0,60.0,,,3.0,Yes,No,No,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,"Local training, training for external users of our software",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Strongly Agree,Agree,Agree,5,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,As a scientist at university and during my PhD,No,Project management; Staff management; Bureaucracy reduction -321,2018-09-13 18:40:54,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,2,No,3.0,3,5,4,3,4,7,9,2,5,,,,University,,,,,,,Part-time,Permanent -- funded by Institution core funding,100.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity for career advancement,The salary,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,Yes,No,No,No,,5,7,1 (None at all),,Yes,No,No,No,No,Yes,none,1.0,local uni training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,6,Disagree,Agree,Neither agree or disagree,5,Neither agree or disagree,Strongly Agree,Agree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,Testing; GitHub; GitLab -323,2018-09-13 19:19:39,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,20.0,5,5,3,1 (None at all),2,6,7,3,2,3,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,12.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,Yes,No,"google drive, active collab, github",4.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,4,Disagree,Strongly Agree,Strongly disagree,8,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Computer Science degree, Commercial experience",Yes,"Persuasion (to convince academics & management of the importance of RSE, being credited, decent career plan, investment in software reusability)" -324,2018-09-13 19:23:07,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,,5 - Mostly other people,Yes,17.0,5,9,2,3,2,5,9,3,3,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",No,Named as main author,Yes,,2.0,,,,5.0,Yes,No,Yes,Yes,No,,5,10 (All the time),7,,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,2,Disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -325,2018-09-13 19:33:28,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,Yes,4.0,7,8,3,4,2,8,6,7,4,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,3.0,5.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Astrophysics Source Code Library,Yes,No,No,Yes,No,No,"Slack, Github, Gitlab, Google hangouts",1.0,local training within the research group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-study,Yes,"Time management, people management, more knowledge about computer architectures" -326,2018-09-13 20:52:27,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,Yes,4,Yes,10.0,4,2,4,1 (None at all),2,8,3,3,1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,"eScience, CIPA",5.0,2.0,,,2.0,No,No,No,Yes,No,,8,8,2,,What is ORCID?,No,No,Yes,No,No,GitHub & BitBucket,35.0,Code Club,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Disagree,2,Strongly disagree,Agree,Agree,Agree,Strongly disagree,Neither agree or disagree,Strongly Agree,,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learnt on the job,Yes,"Line management training, automated testing, advanced python" -327,2018-09-13 21:06:51,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,3,2,7,1 (None at all),2,4,2,6,1 (None at all),2,,,National laboratory,,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Rse conf, pydata, euroscipy, nobugs, ccpem symposium.",5.0,4.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"Jira, Google docs, github",2.0,Facility training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,7,Agree,Agree,Agree,2,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught + university and professional courses,Yes,"More js, more cuda, more management" -328,2018-09-13 21:36:11,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,10.0,7,2,2,3,2,8,4,2,3,4,,,Private company,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Agree,Agree,Disagree,6,Strongly Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,HPC -329,2018-09-13 23:45:20,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,3,Yes,18.0,8,1 (None at all),3,2,3,8,2,2,2,2,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,Yes,2016 AGU Fall Meeting,6.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Travis CI, Coveralls, Landscape.io, Zenodo, Bitbucket, MediaWiki",2.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,5,Agree,Agree,Agree,Disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Grad school; work as a Professional Services Engineer at a software company,Yes, -330,2018-09-14 00:36:26,Spain,Yes,,,,,,,,,PhD,,,,,,,,,Physics and Astronomy,,No,5 - Mostly other people,Yes,9.0,8,2,3,3,1 (None at all),5,4,5,5,2,,,,,,,,,University,Full Time,Permanent -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,No,,1.0,12.0,90.0,No,5.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,Yes,No,bitbucket,1.0,"Local university training, HPC Academy",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Disagree,Disagree,Strongly disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Practice,No, -331,2018-09-14 06:37:40,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,5.0,4,6,1 (None at all),3,2,7,3,1 (None at all),5,4,,,University,,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,1.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),6,Zenodo,Yes,No,No,Yes,No,No,github,2.0,Undergraduate teaching,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,5,Disagree,Disagree,Strongly disagree,7,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -332,2018-09-14 09:08:36,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,Registered Clinical Scientist,No,2,Yes,1.0,6,4,2,2,4,6,8,3,3,3,,,Other,,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,I want to learn new skills,Desire to advance research,Opportunity for career advancement,The salary,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,Yes,MIUA,5.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),none,No,No,No,Yes,No,No,"Bitbucket, Jira, Confluence",3.0,"Internal software development, internal software quality management training",No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,9,9,Agree,Agree,Strongly disagree,2,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,NHS Scientist Training Program in Bioinformatics,Yes,"improved ML knowledge, object-oriented programming, real-time data processing " -333,2018-09-14 09:37:43,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,5 - Mostly other people,Yes,10.0,5,4,4,2,3,5,4,4,3,2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,RSE2017,20.0,5.0,,,3.0,No,No,Yes,Yes,No,,8,6,6,Zenodo,Yes,No,Yes,Yes,No,No,"GitHub, Gitlab, Redmine, CRAN, Zenodo",1.0,internal workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Strongly Agree,Neither agree or disagree,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes, -334,2018-09-14 10:02:34,Germany,Yes,Doctorate,,,,,,,,,Economics,,,,,,,,,,No,4,No,8.0,7,3,2,1 (None at all),1 (None at all),4,7,4,1 (None at all),2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,,,,,,2.0,No,No,No,Yes,No,,8,2,3,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Strongly Agree,Strongly Agree,Strongly Agree,2,Agree,Agree,Agree,Disagree,Disagree,Disagree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -335,2018-09-14 10:04:33,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,Yes,16.0,7,2,4,2,3,5,8,1 (None at all),1 (None at all),3,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,5,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,Github,2.0,"Software Carpentry, local university graduate courses",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Strongly Agree,Agree,Strongly disagree,Strongly Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Picked them up on the job, short and random training courses.",Yes,"parallel programming, time management, some web stuff (?)" -337,2018-09-14 11:11:50,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,No,2,No,4.0,5,5,1 (None at all),1 (None at all),1 (None at all),4,2,4,4,1 (None at all),,,Government,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,I want to learn new skills,Opportunity to develop software,The salary,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,10 (All the time),Strongly Agree,Disagree,Neither agree or disagree,Strongly disagree,Agree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self studying,Yes, -338,2018-09-14 11:28:51,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,3,No,20.0,7,6,3,2,4,5,7,2,4,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,Intelligent Systems In Molecular Biology (ISMB),4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,4,Strongly Agree,Agree,Disagree,6,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job and personal study,Yes,"testing, presentation, deep neural networks" -339,2018-09-14 11:54:59,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,1,No,10.0,2,1 (None at all),1 (None at all),1 (None at all),9,8,6,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Opportunity to develop software,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),5,university library,Yes,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,5,Agree,Agree,Disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, short courses, asking colleagues",Yes,"making a script I've written available for non-specialists to use, learning a lower level language, communication skills" -340,2018-09-14 12:14:03,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,No,3.0,3,5,3,2,8,7,7,3,4,6,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,The salary,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,2.0,No,Yes,Yes,Yes,No,,3,3,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Agree,Agree,10 (All the time),Agree,Strongly Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Teamwork, project management, coding practices" -341,2018-09-14 12:43:41,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,M. Eng,No,2,Yes,6.0,6,4,2,1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,Yes,SMARTER,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,"Slack, Github, Gitlab, Bitbucet",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,5,Strongly Agree,Neither agree or disagree,Agree,6,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Testing, designing, spreading the software to potential users" -344,2018-09-14 13:03:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,2,No,7.0,4,7,2,1 (None at all),3,7,10 (All my time),4,4,3,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,Yes,IEEE International Conference on Ubiquitous Intelligence and Computing (UIC),3.0,2.0,,,2.0,No,No,No,Yes,No,,7,10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"Github for software, Overleaf for papers",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,8,Strongly Agree,Strongly Agree,Disagree,3,Neither agree or disagree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On demand,Yes,"Python (improve my skills), Good coding practises (improve my skills), Project management" -345,2018-09-14 14:19:32,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,PhD,No,2,,3.0,6,2,1 (None at all),4,3,8,3,1 (None at all),5,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,5.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,9,5,3,"Zenodo, ORDA",Yes,No,No,Yes,No,No,GitHub,10.0,"Software Carpentry, local university training, funding body supported regional training, summer schools",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As part of my PhD,Yes,"Data Engineering, formal testing training" -346,2018-09-14 14:35:51,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,3,Yes,8.0,8,7,4,2,3,8,4,1 (None at all),2,1 (None at all),,,Government,,,,,,,Full Time,Permanent -- funded by Institution core funding,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to advance research,The salary,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,Too many to list,6.0,4.0,,,1.0,No,No,No,Yes,No,,9,8,3,Zenodo,Yes,No,No,Yes,No,No,"Bitbucket, Github, Gitlab",6.0,"local, sc",No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,8,9,Strongly Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Training/on the job/engage with others,Yes,"Cuda, time management" -347,2018-09-14 15:17:45,Germany,Yes,Master degree,,,,,,,,,Chemical Engineering,,,,,,,,,,No,5 - Mostly other people,Yes,10.0,5,5,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),Leibniz Association,,,,,,,,,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,Flexible working hours,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,,,1.0,Yes,No,No,Yes,No,,5,5,5,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,on my own,Yes, -348,2018-09-14 15:31:48,Czech Republic,Yes,,,,,,,,,master ,,,,,,,,,Physics and Astronomy,,No,2,No,2.0,6,4,1 (None at all),2,4,4,7,1 (None at all),4,2,,,,,,,,,National laboratory,Part-time,Research/Student Assistant,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -349,2018-09-14 15:44:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,,30.0,7,4,1 (None at all),1 (None at all),2,,,,,,,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Flexible working hours,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -350,2018-09-14 18:32:18,United States of America,No,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,PhD,Yes,4,Yes,10.0,8,4,4,1 (None at all),2,6,6,2,4,3,,,,Private company,,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,The salary,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"API Strategy and Practice, BioIT World, Biophysical Society",2.0,4.0,,,1.0,Yes,No,No,Yes,No,,6,5,1 (None at all),I don't use DOIs,What is ORCID?,No,No,Yes,No,No,github,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,1,Disagree,Agree,Disagree,9,Neither agree or disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught + academia,Yes, -351,2018-09-14 18:53:49,Germany,Yes,Master degree,,,,,,,,,,,,,,,,,,,Yes,4,No,15.0,2,4,9,1 (None at all),5,6,6,5,3,5,Other,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,,,,,2.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,No,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Agree,Agree,Agree,3,,Disagree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -352,2018-09-14 22:35:36,United States of America,No,,,,Master degree,,,,,,,,,Biological Sciences,,,,,,,No,2,No,2.0,4,1 (None at all),1 (None at all),2,5,8,2,1 (None at all),3,3,,,,Private company,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity for career advancement,Desire to work in a research environment,I want to learn new skills,Desire to advance research,The salary,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,bitbucket,2.0,"Software Carpentry, R-Ladies",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Strongly Agree,Strongly disagree,8,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Masters education, on the job, some online tutorials/""practice""",Yes,"technical collaboration, python web development, javascript" -354,2018-09-15 11:09:29,Germany,Yes,Doctorate,,,,,,,,,Economics,,,,,,,,,,No,3,No,9.0,4,4,3,2,2,3,6,1 (None at all),2,3,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,30.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,Yes,,3.0,10.0,,,3.0,No,No,No,Yes,Yes,,3,8,5,,Yes,No,Yes,Yes,No,No,,5.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,3,Disagree,Strongly disagree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -355,2018-09-15 16:15:11,Netherlands,Yes,,PhD,,,,,,,,,Computer Science,,,,,,,,,No,5 - Mostly other people,Yes,20.0,5,3,2,1 (None at all),1 (None at all),,,,,,,Non-profit organization,,,,,,,,Part-time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"EGU, IEEE eScience, WSSSPE, SC",2.0,3.0,,,10.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer Science PhD, on the job as an RSE",Yes,Project Management -358,2018-09-16 16:07:56,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,4,Yes,35.0,7,7,2,2,3,7,7,2,3,3,,,Private company,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,The salary,Desire to advance research,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,Several genomics conferences (not in my current employment),1.0,5.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,"Microsoft Teams, VSTS",3.0,AI Residency training at company,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Agree,Agree,5,Disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Agree,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,No, -359,2018-09-17 00:37:12,New Zealand,Yes,,,,,,Other,,,,,,,,,Computer Science,,,,,No,5 - Mostly other people,Yes,6.0,6,2,1 (None at all),1 (None at all),1 (None at all),7,3,1 (None at all),1 (None at all),1 (None at all),,,,,,University,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,The salary,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,4.0,2.0,,,4.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Trello, GitHub, Google Drive",2.0,"Software Carpentry, Research Bazaar",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,5,Agree,Agree,Disagree,5,Agree,Disagree,Disagree,Disagree,Disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University Degree,Yes,Machine Learning -360,2018-09-17 10:13:33,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,Yes,7.0,7,4,7,2,3,7,3,7,2,3,,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,"European Space Weather Week, International Union of Geodesy and Geophysics",5.0,1.5,,,1.0,No,No,No,No,No,,4,7,4,Zenodo,Yes,No,Yes,Yes,No,No,"Gitlab, Github",3.0,"Software Carpentry, local government lab training: git gitlab, ansible",Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,,3,Neither agree or disagree,Agree,Disagree,8,Agree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -361,2018-09-17 11:28:03,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,Yes,6.0,6,7,2,4,3,6,7,2,4,3,,,National laboratory,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,The salary,Same researcher(s),Yes,Named as co-author,No,,1.0,5.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,bitbucket,3.0,organise events locally,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,1,Neither agree or disagree,Agree,Strongly disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught/light undergraduate courses,,"project and time management, more formal python, data archival methods?, continuous integration and automatic testing" -362,2018-09-17 12:02:07,Czech Republic,Yes,,,,,,,,,PhD,,,,,,,,,Physics and Astronomy,,No,3,Yes,10.0,8,4,3,2,1 (None at all),7,4,2,2,2,,,,,,,,,University,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,National laboratory,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"UK-RAMP kickoff meeting, 2018",2.0,5.0,3.0,No,1.0,No,Yes,No,Yes,No,No formal methodology,10 (All the time),8,1 (None at all),,Yes,No,Yes,Yes,No,No,"GitLab, CCPForge",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,,7,3,Strongly Agree,Agree,Neither agree or disagree,7,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Agree,Disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly myself and partly through a basic university trainings and a HPC summer school,Yes,"Much improved knowledge of python libraries such as pandas, sci-kit learn, etc. Also improved knowledge of web-based and real-world technologies used in industry." -363,2018-09-17 12:13:54,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,Yes,20.0,9,7,2,1 (None at all),1 (None at all),8,8,1 (None at all),2,10 (All my time),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Opportunity to develop software,Flexible working hours,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,Yes,,7,4,5,what?,Yes,No,Yes,Yes,No,No,"github,docker hub,slack,npm",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Taught.,Yes,"talking,presenting" -364,2018-09-17 12:37:53,United Kingdom of Great Britain and Northern Ireland,No,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,Yes,5 - Mostly other people,Yes,18.0,1 (None at all),4,9,3,3,1 (None at all),5,8,3,3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,,35.0,1.0,,,3.0,No,No,No,Yes,No,,7,10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"GitHub, Slack, Skype, Travis, Code Climate, Coveralls",2.0,"Software/Data Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,CS UG then largely self taught,Yes,"Coaching, Leadership, Management" -365,2018-09-17 14:36:36,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,15.0,3,7,1 (None at all),2,1 (None at all),5,5,1 (None at all),2,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,Yes,"RSE, Several particle acclerator converences",2.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Sourceforge, github",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Strongly Agree,4,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"New standards (C++11-17, openACC, openCL). things I might have missed from a more formal programming courses (I did a degree in physics and self taught programming)." -366,2018-09-17 14:39:55,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,4,Yes,12.0,6,3,2,4,4,7,5,1 (None at all),4,4,,,Private company,,,,,,,Part-time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -368,2018-09-18 09:02:54,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,Yes,3,Yes,17.0,6,2,5,2,4,7,3,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Flexible working hours,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -369,2018-09-18 09:17:42,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,5 - Mostly other people,Yes,10.0,7,4,3,4,4,7,6,1 (None at all),4,3,,,Private company,,,,,,,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,The salary,Freedom to choose own working practices,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,No,No,No,,4.0,"Local university training,",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"BBC Micros, through to my Ph.D. and learning from online material.",Yes, -370,2018-09-18 09:44:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,No,2,Yes,10.0,2,2,3,1 (None at all),3,2,4,1 (None at all),2,2,,,Non-profit organization,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,8.0,,,3.0,No,No,No,Yes,No,,9,6,4,,Yes,No,Yes,Yes,No,No,GitHub,5.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Strongly Agree,Agree,2,Strongly disagree,Disagree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -372,2018-09-18 10:34:33,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,,No,5 - Mostly other people,Yes,5.0,8,1 (None at all),1 (None at all),2,3,,,,,,,,National laboratory,,,,,,,Full Time,Fixed term -- funded by project funds,2.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,The salary,Same researcher(s),Yes,Not mentioned at all,No,,2.0,,,,1.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Disagree,Strongly disagree,Neither agree or disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -374,2018-09-18 11:28:24,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,3,Yes,10.0,8,3,2,1 (None at all),2,9,4,1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Freedom to choose own working practices,Flexible working hours,The salary,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,IEEE eScience 2017,4.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,8,6,,What is ORCID?,No,No,Yes,No,No,"BitBucket, GitHub",2.0,Visualisation training for industry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Agree,Neither agree or disagree,3,Agree,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Agree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate/Post-graduate Study, Industry Experience",Yes,"Time Management, Use of Collaborative Tools, Testing" -375,2018-09-18 11:29:59,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,,Yes,4,No,12.0,4,5,7,4,4,8,8,3,4,1 (None at all),,,National laboratory,,,,,,,Part-time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,Yes,Computational chemistry conferences,6.0,5.0,,,4.0,Yes,No,No,Yes,No,,8,7,3,,Yes,No,Yes,Yes,No,No,,4.0,CoSeC training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mentoring, training courses, learning by doing",No, -376,2018-09-18 13:59:14,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,East & South Asian Studies,,,,,,,No,0 - Mostly me,Yes,3.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),2,10 (All my time),1 (None at all),1 (None at all),1 (None at all),2,,,,University,,,,,,Part-time,"Freelancer, consultant, contractor",1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -377,2018-09-18 17:48:21,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geology,,,,,,,,Yes,5 - Mostly other people,Yes,13.0,2,3,4,1 (None at all),2,6,3,1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,The salary,Same researcher(s),Yes,Named as co-author,Yes,UK Cancer Genetic Group meetings,3.0,4.0,,,2.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,Yes,No,Yes,No,No,GitHub,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I taught myself on the job and attended courses offered by the university,Yes,"writing reliable code, testing, GitHub" -378,2018-09-19 02:18:41,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,04 Earth Sciences,,,No,3,No,20.0,6,7,5,2,4,6,8,3,4,4,,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,The salary,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,biannual industry conference,2.0,2.0,,,1.0,No,No,No,Yes,No,,8,8,2,,Yes,No,No,Yes,No,No,"Gitlab, bitbucket",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,3,6,Disagree,Agree,Disagree,8,Agree,Disagree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,No,Difficult to tell -- software engineering seems to have ignored Fortran ... -380,2018-09-19 14:56:28,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,5.0,9,7,1 (None at all),3,3,10 (All my time),10 (All my time),1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Ability to work across disciplines,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,ParCo,2.0,2.0,,,2.0,No,No,No,Yes,No,,8,8,6,,No,No,No,Yes,No,No,"Slack, Git",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,3,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, industry",Yes,Understanding my career path as an RSE. Gain more experience publishing papers. How I can gain a permanent position as a RSE. -381,2018-09-19 15:53:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,Yes,30.0,5,2,1 (None at all),1 (None at all),4,9,2,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Mainly ADASS.,2.0,5.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"Gitlab, gtihub",0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Agree,Strongly disagree,10 (All the time),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job and by exposure to other developers. Occasionally starter courses.,No,None. -382,2018-09-19 18:03:34,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,"Master Engineering, Master in Statistics, PhD in Systems Biology",Yes,3,Yes,10.0,5,5,3,2,3,6,8,3,2,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,IWBDA,30.0,2.0,,,1.0,Yes,No,Yes,Yes,No,,9,9,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, Gitlab",2.0,iBioIC,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Strongly Agree,Disagree,6,Disagree,Agree,Strongly Agree,Disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self taught, academia, side projects, professional experience",No,"people management, paper writing, grant writing" -384,2018-09-20 05:22:24,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,General Engineering,,,,,No,5 - Mostly other people,Yes,20.0,8,3,1 (None at all),2,1 (None at all),8,3,1 (None at all),2,1 (None at all),,,,,,University,,,,Part-time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Acknowledged in the main text,Yes,NZ Geothermal Workshop,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket",2.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,6,Agree,Agree,Disagree,6,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -385,2018-09-20 05:39:00,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Electrical & Electronic Engineering,,,,,No,3,Yes,30.0,6,5,2,1 (None at all),2,5,7,2,2,2,,,,,,National laboratory,,,,Full Time,Permanent -- funded by project funds,38.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"IGARSS, Pedometrics-2017",6.0,2.0,,,1.0,No,No,No,Yes,No,,7,8,3,Institutional resources,Yes,No,No,Yes,No,No,"github, gitlab",1.0,Software Carpentry,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,6,Disagree,Agree,Neither agree or disagree,5,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Agree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Qualifications as an applied statisician,Yes,"Optimisation methods, MPI" -386,2018-09-20 08:25:39,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Mathematics,,,,,No,5 - Mostly other people,Yes,23.0,9,1 (None at all),2,1 (None at all),2,9,2,1 (None at all),1 (None at all),2,,,,,,University,,,,Full Time,Fixed term -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,Opportunity for career advancement,Same researcher(s),No,Named as main author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Disagree,Strongly disagree,,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,,,,,,,University degree,Yes, -387,2018-09-20 08:41:55,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,Yes,4,Yes,17.0,6,2,5,1 (None at all),3,8,4,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Flexible working hours,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,Human Brain Project Workshops / Conferences,1.0,6.0,,,4.0,No,No,No,Yes,No,,10 (All the time),6,7,Zenodo,Yes,No,No,Yes,No,No,Github,2.0,"Annual SpiNNaker Workshop, Human Brain Project CodeJam events",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Agree,Agree,3,Strongly disagree,Agree,Agree,Disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University Degree / Self Taught,Yes, -388,2018-09-20 09:39:27,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,Yes,4,Yes,7.0,4,1 (None at all),4,2,2,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,6.0,2.0,,,2.0,Yes,No,No,No,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,4.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Strongly Agree,Strongly Agree,Disagree,Disagree,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,PhD + Industry experience,Yes, -389,2018-09-20 11:06:59,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,Yes,4,Yes,20.0,6,2,4,1 (None at all),2,7,1 (None at all),3,1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,,,,1.0,No,No,No,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,5.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,Parallel programming (both HPC and GPU) -390,2018-09-20 12:23:50,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,4.0,8,8,2,1 (None at all),2,9,7,3,3,2,,,National laboratory,,,,,,,Full Time,Research/Student Assistant,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,No,Yes,No,No,GitLab,2.0,Local coding group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University courses / self tought,Yes,"Machine learning, databases/SQL, C++, Javascript" -391,2018-09-20 16:41:23,United States of America,No,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,Yes,20.0,8,2,1 (None at all),3,2,8,2,1 (None at all),3,2,,,,Private company,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,The salary,Opportunity to develop software,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,SuperComputing,5.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,7,1,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No,Mangement -394,2018-09-21 13:56:40,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,No,10.0,7,1 (None at all),1 (None at all),1 (None at all),3,3,1 (None at all),3,1 (None at all),3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,The salary,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,"AARC2, HTCondor",6.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),6,6,,Yes,No,No,Yes,No,No,"Github, Gitlab",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Strongly Agree,Strongly Agree,8,Strongly Agree,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Managerial, Organisation, Automation" -395,2018-09-21 16:17:44,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mechanical Engineering,,,,,,,,Yes,4,Yes,34.0,4,1 (None at all),8,2,2,8,8,3,5,3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,,,25.0,3.0,,,2.0,Yes,No,No,Yes,No,,2,2,2,zenodo,Yes,No,Yes,Yes,No,No,MS Azure; GIT; Wordpress plugins; OpenProject,3.0,"local Undergraduate, Post graduate and software carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,4,8,Neither agree or disagree,Disagree,Neither agree or disagree,7,Strongly disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I am not formally an RSE. I identify with that role. I have many years programming experience in commercial and academic roles; some training courses; a lot self taught; My Ph.D. allowed me to get this job.,Yes,How to negotiate time on projects. How to convince scientists to use my computing skills. As I am no longer considered as an academic many avenues are closed. -396,2018-09-24 01:25:57,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,08 Information and Computing Sciences,,,No,5 - Mostly other people,Yes,10.0,7,1 (None at all),2,1 (None at all),7,8,1 (None at all),1 (None at all),1 (None at all),6,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,I want to learn new skills,Flexible working hours,Opportunity for career advancement,The salary,Regularly change researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,No,No,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,3,Strongly disagree,Strongly disagree,Strongly disagree,8,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job,Yes,"Developing with web frameworks (e.g. Angular 2, React); developing with Python; developing with R" -397,2018-09-24 02:08:06,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Mechanical Engineering,,,,,No,1,Yes,29.0,6,5,4,1 (None at all),2,4,5,1 (None at all),3,3,,,,,,Private company,,,,Part-time,"Freelancer, consultant, contractor",0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,Desire to advance research,Opportunity to develop software,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,Yes,WCCM,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,5,0 - Not at all satisfied,,Strongly disagree,,,,Strongly disagree,Strongly disagree,,,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Commercial software development,No,Marketing and brand management -398,2018-09-24 06:41:59,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,No,4,No,20.0,9,9,1 (None at all),1 (None at all),3,9,9,1 (None at all),1 (None at all),3,,,,,,University,,,,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Not mentioned at all,Yes,,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Travis, Sourceforge",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,3,Agree,Neither agree or disagree,Strongly Agree,Disagree,Neither agree or disagree,Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -400,2018-09-24 15:15:06,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,5 - Mostly other people,Yes,10.0,7,2,3,2,2,6,5,3,2,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,2.0,,,2.0,Yes,No,No,No,Yes,,10 (All the time),2,2,,Yes,No,No,Yes,No,No,,3.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,4,Agree,Agree,Agree,5,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -401,2018-09-24 15:17:22,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,2,No,3.0,7,3,2,1 (None at all),4,8,3,2,4,5,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,Europython,5.0,1.0,,,0.0,No,Yes,No,No,No,,5,8,1 (None at all),,Yes,No,No,Yes,No,No,Git,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Neither agree or disagree,Neither agree or disagree,4,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Master course introduction to FORTRAN, the rest is self taught",Yes,"successful collaboration, good code practice (eg layout,comments etc), how to create easily usable packages (eg send a complicated script off to anyone and it will just run)" -402,2018-09-24 15:17:44,Norway,Yes,,,,,,,,,bachelor,,,,,,,,,Computer Science,,No,5 - Mostly other people,Yes,10.0,7,1 (None at all),3,2,5,8,1 (None at all),1 (None at all),4,7,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,4.0,1.0,,No,1.0,Yes,No,No,Yes,Yes,Kanban,1 (None at all),1 (None at all),1 (None at all),Zenodo,What is ORCID?,No,No,Yes,No,No,"gitlab, github",1.0,coderefinery,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Neither agree or disagree,Disagree,Strongly disagree,6,Disagree,Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,coming from industry ,Yes,"management, Big Data, Machine learning" -403,2018-09-24 15:18:29,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,Yes,7.0,7,2,2,4,4,8,3,3,3,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to advance research,"Different researchers, same research group",No,Named as co-author,Yes,"IOP Computational Plasma Physics, EPS Plasma Physics",5.0,,,,4.0,No,No,No,Yes,No,,9,8,4,Zenodo,Yes,No,No,Yes,No,No,"Github, bitbucket",20.0,Local departmental training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Management, outreach, API design" -404,2018-09-24 15:20:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,4,Yes,6.0,7,5,2,1 (None at all),3,7,6,2,4,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Desire to advance research,The salary,Same researcher(s),No,Named as co-author,Yes,"RSE, ISNGI",3.0,2.0,,,2.0,No,No,No,Yes,No,,7,7,6,Zenodo,Yes,No,No,Yes,No,No,"Github, PivotalTracker, Slack, Gitlab",4.0,Local university (school/department-level courses),No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Neither agree or disagree,5,Disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Working as a professional software developer; then masters course ,Yes,"Developing reusable tools, documentation, teaching" -405,2018-09-24 15:22:07,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,2,No,6.0,5,4,2,6,4,5,7,1 (None at all),4,3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Flexible working hours,Opportunity for career advancement,The salary,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,"European Geosciences Union, British Society for Geomorphology",1.0,6.0,,,3.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,Yes,Yes,No,No,,2.0,Software Carpentry,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Strongly disagree,,,,,,,,iOS,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Better data visualisation, maths and statistics" -407,2018-09-24 15:30:22,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,English,,,,,,,QTS - Qualified Teacher Status,No,5 - Mostly other people,Yes,3.0,8,2,1 (None at all),1 (None at all),2,9,2,1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,9,8,8,,No,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,9,8,Strongly Agree,,,2,Neither agree or disagree,Neither agree or disagree,Agree,,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,No,No,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,Bootcamp training (Makers Academy),Yes,"Other programming languages (R , for example), Data Analysis, Database Architecture" -409,2018-09-24 15:35:26,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,5 - Mostly other people,Yes,3.0,8,1 (None at all),1 (None at all),1 (None at all),3,7,3,3,3,3,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,2.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,"GitHub, Bitbucket, GitLab",8.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,,Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,PhD experience,Yes,Managing a team. Growing a team. Requirements gathering. -410,2018-09-24 15:39:06,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,13.0,4,9,2,2,1 (None at all),6,9,1 (None at all),2,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,No,,5.0,1.0,,,1.0,No,Yes,No,No,No,,2,2,1 (None at all),,Yes,No,No,Yes,No,No,"Gitlab, Slack, git.soton.ac.uk",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self taught. Software carpentry helped with starting Python, testing and Git",Yes, -411,2018-09-24 15:40:23,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Chemistry,,,,,,,,No,5 - Mostly other people,Yes,4.0,8,1 (None at all),2,2,2,7,1 (None at all),3,3,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Biophysics,3.0,2.0,,,2.0,No,No,No,Yes,No,,8,9,4,Zenodo,No,No,No,Yes,Yes,No,"GitHub, BitBucket",3.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, Training Courses, Online Documentation, Online Tutorials",Yes,"Project Management, JavaScript, Algorithms" -414,2018-09-24 15:57:18,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,3,No,3.0,7,4,1 (None at all),1 (None at all),1 (None at all),8,6,1 (None at all),2,5,,,University,,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -415,2018-09-24 16:09:03,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,Yes,4.0,7,9,3,3,5,9,10 (All my time),1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"Northern star formation meeting 2017, Wonders of star formation Edinburgh, Star Formation mapper Grenoble",3.0,2.0,,,1.0,No,No,No,Yes,No,,8,8,7,,Yes,No,No,Yes,No,No,github,2.0,Got funding from software sustainability institute to run a resies of talks and workshops at my university,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,8,8,Agree,Strongly Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Laregly self-taught. Some undergraduate courses,Yes,"More experience collaborating, more experience with testing, more expereince publishing open source software" -416,2018-09-24 16:28:12,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,MPhys,No,0 - Mostly me,Yes,3.0,5,5,1 (None at all),2,5,4,7,1 (None at all),4,5,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -417,2018-09-24 18:29:46,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,4,No,5.0,8,6,2,2,3,8,6,3,3,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,Named as main author,Yes,,2.0,5.0,,,0.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Strongly Agree,3,Disagree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -419,2018-09-24 18:50:41,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,,Yes,5 - Mostly other people,Yes,10.0,7,4,2,2,3,7,4,1 (None at all),3,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,ICQC 2018,6.0,6.0,,,2.0,No,No,No,Yes,Yes,,7,6,1 (None at all),,Yes,No,No,Yes,No,No,"BitBucket, BuildKite",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -420,2018-09-25 06:08:35,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,09 Engineering,,,No,3,No,9.0,6,2,3,2,4,6,2,3,2,4,,,,,,,,University,,Full Time,Prefer not to say,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,3.0,,,1.0,No,No,Yes,Yes,Yes,,7,3,1 (None at all),,No,No,No,Yes,No,No,,5.0,"Software/Data carpentry, local HPC on boarding sessions",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,3,Disagree,Agree,Agree,7,Agree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Formal education, on-the-job learning, self study",Yes, -421,2018-09-25 08:20:44,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,10.0,7,8,2,3,5,8,9,1 (None at all),5,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,The salary,Same researcher(s),No,Acknowledged in the main text,No,,,,,,4.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,Yes,Yes,Yes,No,"GitHub, BitBucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,No,Yes,No,Yes,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught: online tutorials, colleagues' advice, supervisor's advice",,"workflow, continuous test integration" -422,2018-09-25 09:21:12,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,No,4,Yes,8.0,8,2,3,1 (None at all),3,9,3,3,2,3,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,8.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,10 (All the time),1 (None at all),Zenodo,Yes,No,No,Yes,Yes,No,"Github, Slack, Trello, MS Teams",1.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,3,Disagree,Disagree,Strongly Agree,Disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergrad, previous research projects, ""learning by doing""",Yes,Estimating time needed for project work when being added to a bid or quoting for time. -423,2018-09-25 09:50:11,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,2,Yes,20.0,7,2,2,3,2,9,3,1 (None at all),2,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by project funds,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,Yes,"Supercomputing, eScience conference",3.0,1.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,Yes,Yes,No,No,"Slack, Trello, Gitlab, GitHub",5.0,"MSc course teaching, Scottish Enterprise training course",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Neither agree or disagree,Strongly Agree,5,Disagree,Agree,Agree,Strongly disagree,Disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,On the job.,Yes,How to talk to researchers; new cloud systems and what it means for the research environments; proper (!) big data challenges -424,2018-09-25 09:59:32,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,-,No,0 - Mostly me,Yes,15.0,2,2,3,1 (None at all),8,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,2.0,,,1.0,No,Yes,No,No,No,,10 (All the time),6,1 (None at all),,No,No,No,Yes,No,No,GitHub,1.0,Machine learning,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,2,,,,,,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"During study, as a Ph.D. student, in the software industry, personal study",Yes,"testing, continuous integration/continuous deployment, statistics" -427,2018-09-25 10:48:16,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,Software carpentry instructor,No,0 - Mostly me,No,5.0,6,9,3,2,3,8,8,2,5,5,,,University,,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,,,2.0,1.0,,,1.0,No,No,No,Yes,No,,7,10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, BitBucket, GitLab",3.0,"Software Carpentry, demonstrating university courses, local university training (NGCM summer academy)",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,5,Agree,Agree,Agree,6,Disagree,Disagree,Strongly Agree,,,Strongly Agree,Disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University + self-taught,Yes,"Full-stack development (particularly in Python), Git for large projects (many active colloaborators), Commercial software development core skills" -428,2018-09-25 11:08:34,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,Yes,5 - Mostly other people,Yes,15.0,3,2,8,1 (None at all),2,5,3,5,1 (None at all),2,,,National laboratory,,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,9,5,7,Zenodo,Yes,No,No,Yes,No,No,"Github, Gitlab",0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,Agree,Agree,Agree,4,Strongly disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Combination of developing software in industry, MSc in AI and cross-disciplinary computational PhD (computational neuroscience)",Yes,"Stronger functional programming, More advanced testing, becoming better at focussing on one thing to completion when I have too many things to do" -431,2018-09-25 19:57:17,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,Yes,4,Yes,10.0,4,3,4,2,2,7,3,1 (None at all),3,1 (None at all),,,Private company,,,,,,,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,3.0,3.0,,,7.0,Yes,No,No,Yes,No,,9,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, VSTS",5.0,"Microsoft AI Residency, MSR Internal Training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,4,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Strongly Agree,Strongly Agree,,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"BS in Computer Science, PhD in AI, years of experience",Yes,"Prioritization, Management, Assembly optimization" -432,2018-09-26 06:18:30,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,No,3.0,8,3,1 (None at all),1 (None at all),4,6,4,1 (None at all),1 (None at all),4,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,Opportunity for career advancement,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,The salary,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,,,,,5.0,Yes,No,No,Yes,No,,9,9,6,zenodo,Yes,No,No,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Neither agree or disagree,6,Agree,Disagree,Agree,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,Yes, -433,2018-09-26 11:01:20,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Computer Science,,,,,,,,MSc,No,3,Yes,17.0,8,2,4,4,7,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by project funds,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,Yes,Containers for Reproducible Research (C4RR),4.0,2.0,,,1.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),"None of my Software is public, no need",No,No,No,Yes,No,No,GitHub,3.0,Internal Training for our local Software stacks,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,7,,,,,,Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University & Self-taught,Yes,??? -434,2018-09-26 12:27:40,Czech Republic,Yes,,,,,,,,,masters,,,,,,,,,Education,Ing.,No,5 - Mostly other people,No,13.0,4,2,1 (None at all),1 (None at all),2,4,2,1 (None at all),2,2,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,70.0,Yes,2.0,No,No,No,Yes,Yes,No formal methodology,10 (All the time),5,5,,Yes,No,No,Yes,No,No,"github, jenkins",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,3,Neither agree or disagree,Agree,Disagree,3,Disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self thought,Yes,"team managing, result publishing" -436,2018-09-26 15:33:14,Czech Republic,Yes,,,,,,,,,Ph.D.,,,,,,,,,Mathematics,,Yes,4,No,15.0,4,3,4,2,2,,,,,,,,,,,,,,University,Full Time,Permanent -- funded by project funds,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,National laboratory,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"ESCO, Fenics, CMWR",2.0,4.0,1.0,No,3.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Slack, CircleCI",1.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,Disagree,Disagree,Strongly Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Basics at University, then mainly online resources (mauals, blokgs) and own experience.",Yes,"SW promotion, marketing, presentation" -437,2018-09-26 17:29:06,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,28.0,6,3,2,3,5,7,3,2,3,4,,,University,,,,,,,Full Time,Permanent -- funded by project funds,23.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,Named as co-author,Yes,"GGF/OGF, eScience",2.0,2.0,,,2.0,No,No,No,No,No,,10 (All the time),5,1 (None at all),,Yes,Yes,Yes,Yes,No,No,"GitHub, GitLab, SourceForge, BitBucket",4.0,Carpentries,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,,Neither agree or disagree,,,Disagree,Neither agree or disagree,Disagree,,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Research, on the job training",Yes, -438,2018-09-27 09:09:58,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Computer Science,,,,,,,,,No,3,Yes,20.0,4,4,2,2,3,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"eScience, CCGrid",8.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,No,No,No,Yes,No,No,"github, gitlab, bitbucket",3.0,"local, national",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Know the community,Yes,"Testing, preventing bit rot, refactoring." -439,2018-09-27 09:54:32,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,4,2,8,1 (None at all),2,5,2,5,1 (None at all),2,,,Government,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,Yes,IEEE ARITH24 ,3.0,20.0,,,2.0,Yes,No,No,No,Yes,,8,3,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Trac,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,1 (None at all),Disagree,Agree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Education,Yes,"Better C++ , GPU programming, Advanced Python" -440,2018-09-27 10:52:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Sociology,,,,,,,,No,1,Yes,7.0,7,1 (None at all),5,2,1 (None at all),10 (All my time),5,3,3,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,3.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,3,Neither agree or disagree,Disagree,Disagree,,,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,,No,Yes,Yes,No,No,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-learner web resources,Yes, -442,2018-09-27 12:20:50,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,,5 - Mostly other people,Yes,5.0,7,2,2,3,2,8,8,2,3,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,5,5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,20.0,"Software Carpentry, Data Carpentry, University Training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -443,2018-09-27 13:06:46,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,FHEA,Yes,4,Yes,2.0,3,2,7,3,4,7,4,3,5,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,7,7,7,Zenodo,Yes,No,No,Yes,No,No,"Github.com, internal GitLab server",4.0,"Software Carpentry, Data Carpentry, local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,6,Agree,Agree,Disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Other,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Working on software during PhD; teaching software during lecturing position,Yes,"Managing software project lifecycle, time management, writing performant parallel code" -444,2018-09-27 13:26:24,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,2,Yes,18.0,6,4,2,2,2,7,6,3,2,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.7,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Named as main author,Yes,SmartCity-2018 Exeter; International Conference on Healthcare Informatics (ICHI '16).,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,What is ORCID?,No,No,Yes,No,No,github,6.0,"local university training (Research Software Eng. dept), software carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Disagree,2,Neither agree or disagree,Agree,Agree,Agree,Agree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Working as a research associate,Yes,Software development life-cycle training; software testing; publishing your software -445,2018-09-27 13:48:09,Norway,Yes,,,,,,,,,PhD,,,,,,,,,Physics and Astronomy,,No,5 - Mostly other people,Yes,3.0,8,1 (None at all),2,1 (None at all),4,9,1 (None at all),2,3,4,,,,,,,,,Other,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -446,2018-09-28 12:25:41,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,5 - Mostly other people,,30.0,7,4,1 (None at all),1 (None at all),3,,,,,,,,National laboratory,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Same researcher(s),No,Not mentioned at all,,,,,,,2.0,No,No,No,Yes,No,,1 (None at all),3,1 (None at all),,No,No,Yes,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,6,Agree,Neither agree or disagree,Disagree,,,,,,,,,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -448,2018-09-28 13:39:14,Netherlands,Yes,,PhD,,,,,,,,,Computer Science,,,,,,,,,No,4,No,15.0,8,6,1 (None at all),2,2,,,,,,,Other,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,,,,1.0,No,No,Yes,No,No,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,,,,,,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -449,2018-09-28 14:02:14,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,3,No,7.0,7,2,2,1 (None at all),2,,,,,,,NGO,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,2.0,No,No,Yes,No,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,6,,,,,,Disagree,Neither agree or disagree,,,,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self study,, -450,2018-09-28 14:23:10,Netherlands,Yes,,PhD,,,,,,,,,Chemistry,,,,,,,,,No,5 - Mostly other people,Yes,4.0,9,2,1 (None at all),1 (None at all),1 (None at all),,,,,,,Non-profit organization,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,No,,4.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,,2.0,Workshops about some specific tools,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,,,,,,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-teaching,Yes,software architecture design / Team Work/ Time planning -455,2018-09-30 14:07:26,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,3,Yes,14.0,4,4,4,3,4,6,6,3,1 (None at all),3,,,University,,,,,,,Full Time,Permanent -- funded by project funds,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,,10.0,30.0,,,5.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"Hepforge, github",1000.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,8,Agree,Strongly Agree,Agree,10 (All the time),Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,writing code for research,Yes,Knowledge of Julia and R -457,2018-10-01 09:41:24,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,3,No,4.0,3,6,2,1 (None at all),2,,,,,,,Non-profit organization,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,1.0,7.0,,,4.0,Yes,No,No,Yes,No,,10 (All the time),7,10 (All the time),zenodo,What is ORCID?,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,During my PhD and Postdoc and by myself,Yes, -459,2018-10-01 10:33:24,Netherlands,Yes,,HBO (Hoger beroepsonderwijs) Master,,,,,,,,,Chemical Engineering,,,,,,,,,No,3,,25.0,7,2,2,3,4,,,,,,,Non-profit organization,,,,,,,,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,6,10 (All the time),Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,,,,,,Agree,Agree,Strongly disagree,Strongly Agree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,learn on the job,No, -461,2018-10-01 13:02:38,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Medicine,,,,,,,MBBS,No,1,No,5.0,4,10 (All my time),4,2,3,3,8,3,3,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,The salary,Same researcher(s),No,Named as co-author,No,,2.0,0.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"github, docker, readthedocs, travisci, zenodo",10.0,"Software Carpentry, local university training, collaboration with other universities",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,2,Strongly disagree,Agree,Agree,Agree,Agree,Agree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Reasearch fellowship within a computational biology group,Yes, -463,2018-10-01 15:42:12,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,20.0,2,3,1 (None at all),2,5,2,5,2,2,3,,,University,,,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -465,2018-10-01 16:02:36,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,General Engineering,,,,,,,,No,0 - Mostly me,No,24.0,5,5,2,3,1 (None at all),3,7,2,3,2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,The salary,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,0.0,,,0.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,No,No,Yes,Git,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -466,2018-10-01 16:08:17,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,3,,20.0,4,3,2,3,1 (None at all),3,8,2,3,3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,100.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Named as main author,Yes,neuroinformatics2017,1.0,3.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),3,3,,Yes,No,No,Yes,No,No,"ROOT, boost",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Neither agree or disagree,Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Agree,Disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,PhD work,Yes,containers -469,2018-10-01 16:14:26,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,Yes,23.0,8,6,2,2,2,,,,,,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),No,Acknowledged in the main text,Yes,BSPS,6.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Agree,Neither agree or disagree,Neither agree or disagree,7,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,on-the-job experience,Yes,"Salesmanship, Presentation, Management" -470,2018-10-01 16:14:44,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,1,No,30.0,3,3,1 (None at all),7,2,4,9,1 (None at all),2,3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,87.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -473,2018-10-01 16:38:32,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,PhD,No,5 - Mostly other people,No,1.0,4,4,1 (None at all),1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,The salary,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,No,,1.0,2.0,,,2.0,No,No,No,No,No,,10 (All the time),10 (All the time),10 (All the time),,,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,,,,,,,,,,,,No,,,,,,,,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -474,2018-10-01 16:49:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,4,Yes,10.0,4,2,2,3,4,3,3,2,3,4,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,CCP5 AGMs,6.0,2.0,,,1.0,No,No,No,Yes,No,,8,9,5,"Zenodo, local library",Yes,No,No,Yes,No,No,"Github (.com and local enterprise), bitbucket",4.0,"Local university, Regional",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Agree,Strongly Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Slowly, little or no formal training/direction in practice.",Yes,"More technical knowledge, e.g. structure code, improving practice generally; More cloud skills; The mythical language of HR and University Finance. " -475,2018-10-01 16:55:36,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,2,No,35.0,3,7,2,4,2,2,8,2,3,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),None,Yes,No,No,No,No,No,None,2.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Strongly Agree,Agree,3,Disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Agree,Strongly disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Degree and PhD and on-the-job training as a researcher,No,None -477,2018-10-01 17:29:44,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,"BSc, MSc, MPhil, PhD",Yes,5 - Mostly other people,Yes,10.0,5,4,3,2,1 (None at all),7,5,2,2,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,6,4,1 (None at all),,What is ORCID?,No,No,No,Yes,No,,1.0,"local university, corperate",No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,7,6,Strongly Agree,Strongly Agree,Agree,4,Strongly disagree,Neither agree or disagree,Disagree,Disagree,Agree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,"OpenMPI, Fortran2003/C++ interface, shorthand" -480,2018-10-02 01:42:15,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,Yes,13.0,7,9,1 (None at all),3,3,7,10 (All my time),1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -482,2018-10-02 09:51:57,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Chemistry,,,,,,,,No,3,No,3.0,3,8,2,4,3,2,9,1 (None at all),2,2,,,University,,,,,,,Full Time,Research/Student Assistant,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,2.0,3.0,,,6.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),4,,Yes,Yes,No,Yes,Yes,No,,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,5,Agree,Agree,Disagree,5,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Agree,Disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,,,,,,,,,Yes, -483,2018-10-02 10:18:59,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,17.0,7,10 (All my time),3,2,2,5,10 (All my time),1 (None at all),3,3,,,University,,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,3.0,,,3.0,Yes,No,No,Yes,No,,1 (None at all),9,1 (None at all),local library,Yes,No,No,No,No,No,,1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Agree,Strongly Agree,Disagree,Agree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Osmosis,No, -484,2018-10-02 14:31:49,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Computer Science,,,,,,,,,No,5 - Mostly other people,Yes,15.0,4,1 (None at all),1 (None at all),2,4,,,,,,,National laboratory,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -485,2018-10-02 16:06:02,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,"CSci, FRSC",No,1,No,40.0,3,3,1 (None at all),1 (None at all),3,3,3,1 (None at all),1 (None at all),3,,,University,,,,,,,Part-time,"Freelancer, consultant, contractor",3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),5,local library,Yes,No,No,Yes,No,No,Overleaf,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Neither agree or disagree,Strongly Agree,,1 (None at all),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No,No answer -486,2018-10-02 17:45:04,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,3.0,3,5,1 (None at all),2,3,,,,,,,,University,,,,,,,Part-time,Fixed term -- funded by project funds,5.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,,,,,1.0,No,Yes,Yes,Yes,No,,5,9,1 (None at all),,Yes,No,No,Yes,No,No,Atlassian Bitbucket,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,5,Agree,Agree,Neither agree or disagree,,,,Disagree,Strongly disagree,Disagree,Disagree,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, using books and online tutorials",, -487,2018-10-03 01:11:21,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Biological Sciences,,,,,,,"BSc, MRes",Yes,2,Yes,15.0,8,5,1 (None at all),2,2,8,8,1 (None at all),5,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Freedom to choose own working practices,The salary,Desire to advance research,Ability to work across disciplines,Same researcher(s),Yes,Named as main author,Yes,Clinician Coders Workshops,3.0,2.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",20.0,"University course, workshops, seminars",Yes,No,No,No,No,Yes,Yes,No,Yes,No,Yes,No,No,Yes,No,No,Yes,,2,7,Neither agree or disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Personal development (primarily), and university",Yes,"Communication with non-specialist audience, teaching to researchers with minimal apetite" -489,2018-10-04 08:36:38,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,2,No,9.0,4,5,4,6,4,6,9,1 (None at all),3,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,The salary,Regularly change researcher(s),No,Named as co-author,No,,,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,100.0,"Software carpentry, local university, my PhD students",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,2,Disagree,Agree,Strongly disagree,8,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Masters course and self-teaching,Yes,practical testing of real-world software -490,2018-10-04 11:57:11,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,5 - Mostly other people,Yes,15.0,8,1 (None at all),3,3,3,7,1 (None at all),4,3,,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -492,2018-10-06 17:58:58,United States of America,Yes,,,,Master degree,,,,,,,,,Business & Management Studies,,,,,,,Yes,3,Yes,18.0,3,3,6,1 (None at all),1 (None at all),10 (All my time),4,1 (None at all),1 (None at all),1 (None at all),,,,Private company,,,,,,Full Time,Agency staff,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,The salary,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,4.0,,,2.0,Yes,Yes,Yes,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,Yes,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,7,Agree,Neither agree or disagree,Disagree,6,Neither agree or disagree,Disagree,Disagree,Strongly disagree,,Strongly disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,"Books, trial and error, Google (after a base of computer science classes as an undergrad)",No,"R, Python, Machine Learning" -493,2018-10-08 01:22:41,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,04 Earth Sciences,,,Yes,4,Yes,11.0,7,1 (None at all),4,2,1 (None at all),6,1 (None at all),5,2,1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,Yes,Yes,No,No,"github, bitbucket",3.0,local group training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -494,2018-10-08 14:03:54,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,0 - Mostly me,No,8.0,6,3,1 (None at all),1 (None at all),3,,,,,,,Non-profit organization,,,,,,,,Part-time,Permanent -- funded by Institution core funding,1000.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as main author,Yes,domain conferences,4.0,2.0,,,2.0,No,No,No,Yes,Yes,,9,8,4,Zenodo,Yes,No,No,Yes,Yes,No,"Overleaf, GitHub, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,,,,,,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,practice as an astronomer,No,"networking, focus, prioritization" -495,2018-10-11 00:01:28,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Electrical & Electronic Engineering,,,,"BSC Comp Sci & Math, BE Computer Engineering",No,4,Yes,2.0,7,3,4,3,4,4,3,6,6,4,,,,,,University,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,"eResearch 2018, QuakeCoRE Annual Meeting 2017/2018",5.0,6.0,,,3.0,No,No,Yes,Yes,No,,2,4,4,,Yes,No,No,Yes,No,No,"Jira, Confluence Wiki",2.0,"Local University, Software Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Disagree,5,Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Software Engineering Experience,Yes, -498,2018-10-11 04:54:30,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,No,1,No,25.0,6,8,2,1 (None at all),2,8,3,1 (None at all),1 (None at all),3,,,,,,National laboratory,,,,Part-time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in the main text,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,7,3,3,,Yes,No,No,Yes,No,No,GitHub.com,1.0,Ocean modelling,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,6,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,In my job as a scientist,No,"Python language, Vitualisation technologies, Versin control" -500,2018-10-11 05:33:24,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,No,2,No,10.0,6,4,2,1 (None at all),3,6,6,2,2,2,,,,,,National laboratory,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,"New Zealand Freshwater Sciences Society, New Zealand Marine Sciences Society",8.0,2.0,,,1.0,No,Yes,No,No,No,,3,5,3,ResearchGate,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,5,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Postgraduate classes and google,Yes,Better reproducibility practises -502,2018-10-12 03:20:31,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,No,1,No,10.0,3,6,3,2,6,4,7,2,2,5,,,,,,National laboratory,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Agree,Agree,Agree,Agree,Agree,Disagree,No,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught all my programming,Yes,code management and best practice -503,2018-10-12 12:21:14,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Biological Sciences,,,,,,,,,No,4,Yes,30.0,9,2,2,2,2,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,6,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,,,,,,Agree,Agree,Neither agree or disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self study,Yes, -504,2018-10-12 12:41:31,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Bachelor,,,,,,,,,Politics,,,,,,,,,No,5 - Mostly other people,Yes,15.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,,Government,,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Slack, Github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,,,,,,,Self taught,Yes, -505,2018-10-12 13:17:32,Sweden,Yes,,,,,,,,,PhD,,,,,,,,,Medicine,"PhD Medical bioinformatics, MSc Bioinformatics, MSc Plant Breeding",No,0 - Mostly me,Yes,15.0,8,3,2,2,5,9,5,2,2,3,,,,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -507,2018-10-12 13:44:00,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Physics and Astronomy,,,,,,,,MSc,No,1,Yes,10.0,6,1 (None at all),2,1 (None at all),4,,,,,,,Other,,,,,,,,Full Time,Permanent -- funded by project funds,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,5.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,3,"Zenodo, ASCL",Yes,No,Yes,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Agree,Agree,Agree,,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job / some courses,Yes, -508,2018-10-12 16:01:47,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Biological Sciences,,,,,,,,-,No,0 - Mostly me,No,2.0,4,4,2,1 (None at all),5,,,,,,,Non-profit organization,,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,6.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),-,Yes,No,No,Yes,No,No,"Github, GitLab, JIRA",0.0,-,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,,,,,,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studies, work experience, on-line tutorials/courses, documentation",Yes,"code packaging, new programming language(s), statistics" -509,2018-10-12 17:58:28,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Computer Science,,,,,,,,,No,2,No,7.0,6,3,3,1 (None at all),2,,,,,,,Other,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Named as co-author,Yes,"isbi 2012, cimic",3.0,1.0,,,1.0,No,No,No,Yes,No,,6,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"github, trac, docker repo",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Disagree,,Strongly Agree,No,Yes,Yes,No,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,osmosis and experience,Yes,"software project planning, software life cycle management" -510,2018-10-12 21:31:03,Netherlands,Yes,,PhD,,,,,,,,,Communication & Media Studies,,,,,,,,,No,2,No,3.0,3,4,2,4,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,"eScience, International Communication Association, World Association of Public Opinion Research",1.0,5.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github,3.0,"local university, ad-hoc workshops at other universities",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,,,,,,Agree,Agree,Agree,Disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"best coding practices, " -511,2018-10-13 00:41:31,Netherlands,Yes,,PhD,,,,,,,,,Biological Sciences,,,,,,,,,No,4,No,15.0,4,2,6,1 (None at all),1 (None at all),,,,,,,University,,,,,,,,Part-time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"ICSB, COBRA, ISGSB",3.0,2.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),6,Zenodo,Yes,No,Yes,Yes,No,No,"Sourceforge, Github, Slack, Pivotal, PyPI, Anaconda cloud, OBS",1.0,local university,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,,,,,,Disagree,Neither agree or disagree,Agree,Agree,Agree,Disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Initially self taught and then working with professional programmers.,Yes,"teaching skills, Hadoop" -512,2018-10-14 14:52:33,Netherlands,No,,HBO (Hoger beroepsonderwijs) Master,,,,,,,,,Art & Design,,,,,,,,MFA,No,3,Yes,20.0,5,1 (None at all),1 (None at all),2,5,,,,,,,Other,,,,,,,,Full Time,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,github npm jira trello,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,6,6,,,,,,,Agree,,,,Strongly disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,online tutorials (video & text). trying stuff out.,Yes,"data visualisation, management, networking, connecting with research institutions" -513,2018-10-14 21:01:07,Netherlands,Yes,,PhD,,,,,,,,,Mathematics,,,,,,,,,No,4,No,20.0,2,7,3,3,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,Yes,,4.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,local university training,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"learn Python, GPU computing, improve my Git skills " -516,2018-10-15 09:39:02,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Biological Sciences,,,,,,,,,No,3,Yes,2.0,6,4,1 (None at all),3,2,,,,,,,Other,,,,,,,,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,5.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,,,,,,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,On the job,Yes, -518,2018-10-15 12:06:15,Netherlands,Yes,,HBO (Hoger beroepsonderwijs) Bachelor,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,?,No,5 - Mostly other people,Yes,18.0,6,2,1 (None at all),2,4,,,,,,,University,,,,,,,,Part-time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Not mentioned at all,No,,4.0,1.0,,,1.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,No,JEDI (Visual) Component Library; ,1.0,Code rage from Embarcadero to see new technical developments,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,,,,,,Disagree,,Strongly disagree,Strongly disagree,Strongly disagree,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learn as I go; Solve every problem my colleagues have; ,Yes,Increase my library code and make it more flexable; Improving my skills to communicate about what the software needs to do and document this. Keep up with de development of software -519,2018-10-15 12:20:09,Germany,Yes,Doctorate,,,,,,,,,General Engineering,,,,,,,,,Dr.-Ing.,No,3,Yes,7.0,8,2,2,1 (None at all),2,8,3,1 (None at all),3,1 (None at all),Leibniz Association,,,,,,,,,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,froscon18,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"github, gitlab",1.0,internal training for newcomers,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,4,Disagree,Neither agree or disagree,Disagree,3,Disagree,Disagree,Disagree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university, self-taught",Yes,"object-oriented programming, python, java" -520,2018-10-15 13:27:19,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,Yes,3,Yes,18.0,5,3,6,2,4,,,,,,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Flexible working hours,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,6.0,2.0,,,700.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),5,zenodo,Yes,No,No,Yes,No,No,mailing lists/gitlab/github,4.0,local departmental,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Agree,Agree,Neither agree or disagree,7,Neither agree or disagree,,,,,,,No,No,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job / self taught,No,none. -521,2018-10-16 13:32:55,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Biological Sciences,,,,,,,,MSc,No,1,No,4.0,2,7,2,3,2,,,,,,,Government,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,Yes,COMPARE general meeting,4.0,1.0,,,1.0,No,No,No,Yes,No,,9,6,1 (None at all),none,No,No,No,Yes,No,No,"GitHub, GitLab",2.0,The Carpentries,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,3,,,,,,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Online courses, tutorials and help pages, and Carpentries workshops.",Yes,"Project collaboration, validation testing and presentation." -522,2018-10-17 10:39:27,Netherlands,Yes,,PhD,,,,,,,,,Civil Engineering,,,,,,,,"MSc, PhD",No,2,No,15.0,3,2,2,1 (None at all),3,,,,,,,University,,,,,,,,Part-time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,No,,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),8,1 (None at all),"4TU Centre for Research Data, Zenodo",Yes,No,Yes,Yes,No,No,github,6.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Disagree,Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by doing,Yes,Engaging researchers in good software development practices -523,2018-10-17 19:53:09,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Biological Sciences,,,,,,,,Msc,No,1,Yes,10.0,4,1 (None at all),2,3,3,,,,,,,Private company,,,,,,,,Part-time,"Freelancer, consultant, contractor",3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,private workshop,2.0,3.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,"bitbucket, github, trello",3.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,8,8,,,,,,Strongly disagree,Strongly Agree,,,Strongly Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learn on the job,Yes,"expectation management, training skills, support skills" -525,2018-10-19 00:44:46,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Computer Science,,,,MSc,No,5 - Mostly other people,Yes,2.0,9,2,2,1 (None at all),2,8,2,2,,,,,,,,University,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,The salary,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,,,,,,2.0,Yes,No,No,Yes,No,,5,3,3,,,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Agree,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -528,2018-10-20 18:13:02,Germany,Yes,Master degree,,,,,,,,,History,,,,,,,,,,,3,Yes,5.0,6,3,5,1 (None at all),2,7,6,3,1 (None at all),2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,Named as main author,,,,6.0,,,1.0,Yes,Yes,Yes,Yes,No,,8,8,6,,Yes,No,No,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -529,2018-10-20 21:51:08,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,Yes,13.0,6,5,2,5,3,8,6,1 (None at all),5,2,University,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,The salary,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,3.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,10 - Completely satisfied,Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -530,2018-10-21 07:40:49,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,Yes,5.0,6,4,2,2,5,3,8,1 (None at all),5,5,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,The salary,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,EGU,2.0,2.0,,,2.0,No,Yes,No,Yes,No,,9,7,8,"Zeno do, gfz dataservices",Yes,No,No,Yes,No,No,"Github, gitlab",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Strongly Agree,Agree,Strongly Agree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,,,,,,,,Teaches them myself,Yes,"Project management, professional unit testing, promoting your software" -531,2018-10-21 12:34:53,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,10.0,3,5,3,6,4,8,6,3,1 (None at all),2,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),No,Named as main author,Yes,"PDESoft Conference 2018, Firedrake Conference",4.0,5.0,,,2.0,No,No,No,Yes,No,,7,8,9,zenodo,Yes,No,Yes,Yes,No,No,"Trac, bitbucket, github",2.0,local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Agree,6,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"PhD, learning by doing",Yes,"code development practices used in industry, automated testing" -532,2018-10-21 19:22:51,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,4,Yes,9.0,3,3,5,2,2,6,3,2,3,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity to develop software,Desire to advance research,The salary,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,4,5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"wiki, REDMINE",12.0,"Python courses, code reviews, software engineering seminar at the institut",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Strongly Agree,Strongly Agree,Neither agree or disagree,7,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,during my PhD and university studies,Yes,"project management, scrum/kanban, neural networks" -533,2018-10-21 21:43:27,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,1,No,6.0,5,9,3,2,2,5,10 (All my time),1 (None at all),1 (None at all),1 (None at all),University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,The salary,Regularly change researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"gitlab, github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Agree,5,Neither agree or disagree,Strongly Agree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -534,2018-10-22 06:59:32,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,2,No,3.0,5,3,2,2,2,5,5,2,1 (None at all),2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -535,2018-10-22 07:58:45,Germany,Yes,Master degree,,,,,,,,,Classics & Ancient History,,,,,,,,,,No,1,Yes,4.0,9,2,5,1 (None at all),2,9,4,5,2,2,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,Yes,1,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Agree,Disagree,Neither agree or disagree,7,Agree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,reading and starting to study Compuer Science in part time,Yes, -536,2018-10-22 08:32:54,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,"CPRE FL, ISTQB CTFL",No,4,Yes,7.0,5,4,3,1 (None at all),2,4,7,4,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,The salary,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,1.0,No,No,No,Yes,No,,5,4,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Jira, Gitlab",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Agree,Agree,Agree,2,Strongly disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, job training, self taught",No,"test driven design, modern c++, model based design" -538,2018-10-22 08:53:02,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,,2.0,2,7,1 (None at all),1 (None at all),2,5,5,1 (None at all),2,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in the main text,Yes,"SUMO User Confererence, SIMUL, ESM...",1.0,3.0,,,0.0,No,No,No,No,No,,9,8,1 (None at all),,Yes,No,Yes,Yes,No,No,GitHub,2.0,Training from a special Graduate Program for researchers,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Agree,4,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, self learning, colleagues",Yes,Software evelopment processes for research projects -539,2018-10-22 08:57:18,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,6.0,6,6,2,3,3,6,6,1 (None at all),2,3,University,,,,,,,,,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,No,,3.0,3.0,,,1.5,No,Yes,No,No,No,,9,7,2,local library,No,No,No,Yes,No,No,github,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,5,Neither agree or disagree,Disagree,Agree,Agree,Agree,Agree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidact,, -541,2018-10-22 09:14:05,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,Yes,0 - Mostly me,Yes,8.0,8,7,6,4,5,8,9,3,6,3,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,The salary,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,Primate Neurobiology,3.0,2.0,,,2.0,No,No,Yes,Yes,No,,7,10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,"GitHub, GitLab",0.5,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,5,Disagree,Disagree,Agree,Disagree,Neither agree or disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught during stuying,Yes,Managing larger software projects -542,2018-10-22 09:19:47,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,5 - Mostly other people,Yes,30.0,5,3,2,2,2,5,5,1 (None at all),2,2,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,22.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"IS-ENES workshops, NCAR workhops, ECMWF workshops, ESIWACE workshops, and many more ",4.0,15.0,,,5.0,No,No,No,No,No,,10 (All the time),10 (All the time),10 (All the time),"local library, DKRZ, DWD library",Yes,No,No,Yes,No,No,"redmine, gitlab, github, gitea",1.0,internal training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Disagree,Disagree,3,,Agree,Agree,Strongly Agree,,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-study,Yes,"more hardware understanding, advanced algorithms, formal compiler writing" -543,2018-10-22 09:37:17,Germany,Yes,Doctorate,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,3,No,10.0,3,3,3,3,3,3,3,3,3,3,Private Company,,,,,,,,,Part-time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,The salary,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,Conference 1-3,1.0,2.0,,,1.0,Yes,Yes,No,No,No,,4,4,3,none,No,Yes,No,No,No,No,none,1.0,none,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -544,2018-10-22 10:00:36,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,Yes,4,Yes,18.0,3,3,4,2,2,3,4,3,2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,,,5.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,9,9,5,,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -545,2018-10-22 10:13:09,Germany,Yes,Doctorate,,,,,,,,,Linguistics,,,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,4,4,6,2,5,6,6,4,3,2,Leibniz Association,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Opportunity for career advancement,The salary,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"LREC, DHd",4.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,9,1 (None at all),,No,No,Yes,Yes,No,No,"Mattermost, GitLab, GitHub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,5,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,No,No,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self-taught, some from CS degree",Yes,"project management, JNI, git" -547,2018-10-22 10:29:50,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,Yes,3,No,3.0,7,3,2,1 (None at all),5,7,4,3,1 (None at all),5,Other,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,1.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,MICCAI,1.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),2,Zenodo,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -549,2018-10-22 10:43:49,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,6.0,8,2,1 (None at all),1 (None at all),2,7,4,1 (None at all),3,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,4.0,,,6.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Phabricator,0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,7,6,Neither agree or disagree,Neither agree or disagree,Strongly disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Agree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -550,2018-10-22 10:45:12,Germany,Yes,Master degree,,,,,,,,,Communication & Media Studies,,,,,,,,,,No,4,Yes,4.0,5,2,3,1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),Other,,,,,,,,,Full Time,Prefer not to say,2.5,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,4,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,,,,,,,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,Testing -551,2018-10-22 10:48:20,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,,,2,,6.0,8,6,2,1 (None at all),5,6,9,,,,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,,,2.0,,,,1.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,3,Neither agree or disagree,Agree,Neither agree or disagree,6,Disagree,Disagree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through PhD,Yes, -552,2018-10-22 11:12:28,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,Yes,5.0,5,6,2,1 (None at all),4,10 (All my time),10 (All my time),1 (None at all),5,,Government,,,,,,,,,Part-time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity for career advancement,I want to learn new skills,Flexible working hours,The salary,Desire to advance research,Same researcher(s),No,Named as co-author,No,,4.0,2.0,,,0.0,No,No,Yes,No,No,,4,7,1 (None at all),software as supplementary info for a paper,Yes,No,No,Yes,No,No,github,1.0,informal training of colleagues (talks etc.),No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Strongly Agree,Agree,8,Agree,Disagree,Agree,Strongly disagree,Disagree,Agree,Agree,No,Yes,Yes,No,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"hobby (debian project), compulsory non-military service",Yes,"user interface design and implementation, software testing and reliability" -553,2018-10-22 11:15:29,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,1,No,3.0,6,7,2,1 (None at all),3,5,8,1 (None at all),1 (None at all),3,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,The salary,Same researcher(s),No,Named as main author,No,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),9,7,,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,No, -554,2018-10-22 11:20:56,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,,3,No,8.0,5,2,3,3,3,6,2,3,2,4,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,The salary,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,2,2,1 (None at all),Bibliothek,No,No,No,Yes,No,No,"git, slack",0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University studies, student jobs",Yes,"teamwork, better object oriented programming, group leadership" -555,2018-10-22 11:37:55,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,8.0,3,3,2,3,1 (None at all),4,4,1 (None at all),3,1 (None at all),University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,5,10 (All the time),1 (None at all),"Zenodo, figshare, TIBAV",Yes,No,No,Yes,No,No,gitlab,1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-educated,Yes,"coding best-practices, joint code development, documentation standards" -556,2018-10-22 12:59:26,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,4,Yes,5.0,8,3,2,1 (None at all),2,,,,,,,,National laboratory,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,EuroPython,20.0,6.0,,,4.0,No,No,No,Yes,No,,9,6,3,Zenodo,Yes,No,No,Yes,No,No,"Github, Gitlab",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self-taught with various support,Yes, -559,2018-10-22 14:20:32,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,No,15.0,7,5,2,3,3,7,7,1 (None at all),2,3,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,Marburg 2018,5.0,3.0,,,1.0,No,No,Yes,No,No,,10 (All the time),9,9,"zenodo, scipost",Yes,No,Yes,Yes,Yes,No,"gitlab, github",3.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,4,Neither agree or disagree,Agree,Strongly disagree,9,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Internet, books, persistence",Yes,"data science, quantitative finance" -563,2018-10-22 15:38:17,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,17.0,7,2,3,1 (None at all),3,8,3,1 (None at all),1 (None at all),2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,No,Trello,1.0,End user training,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,,Agree,Neither agree or disagree,Neither agree or disagree,4,Disagree,Neither agree or disagree,Strongly Agree,Agree,Agree,Strongly Agree,Neither agree or disagree,,,,,,,,Windows,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"Formal training, on the job experience, informal training & online learning",Yes,"Improved maths, presentation/public speaking skills" -564,2018-10-22 17:45:55,Canada,Yes,,,,,,,,,,,,,,,,,,,,,3,,6.0,3,4,2,2,2,,,,,,,,,,,,University,,,,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -566,2018-10-22 18:16:00,Germany,Yes,Doctorate,,,,,,,,,General Engineering,,,,,,,,,,No,1,No,10.0,6,7,2,1 (None at all),3,4,8,3,3,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"European Geosciences Union (EGU) General Assembly 2018, GRACE/GRACE-FO Science Team Meeting (GSTM) 2018",3.0,5.0,,,1.0,Yes,No,No,Yes,No,,1 (None at all),3,1 (None at all),,No,Yes,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Lehrveranstaltungen im Studium, Selbststudium und Lernen von erfahrenen Kollegen während der Promotion und meiner Arbeit in Forschungsprojekten",No,Vertiefte Kenntnisse in Java und C++ -567,2018-10-22 18:24:47,Germany,Yes,Master degree,,,,,,,,,Geology,,,,,,,,,,No,2,No,4.0,8,2,1 (None at all),1 (None at all),1 (None at all),5,5,2,1 (None at all),5,University,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -568,2018-10-22 18:34:50,Germany,Yes,Doctorate,,,,,,,,,General Engineering,,,,,,,,,,No,1,No,15.0,4,4,2,2,3,5,5,1 (None at all),3,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,within group,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,7,Agree,Neither agree or disagree,,Disagree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self teaching,Yes, -569,2018-10-22 18:50:59,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,Yes,12.0,7,2,2,1 (None at all),3,5,2,5,2,2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,several,2.0,2.0,,,0.0,No,No,No,Yes,No,,10 (All the time),5,2,Cooperation with Datacite/TIB,Yes,No,No,Yes,No,No,"github, travis ci, coveralls",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Agree,8,Agree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job!,No, -570,2018-10-22 20:09:46,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,Magister Musikwissenschaft,No,4,,3.0,5,6,3,2,5,4,8,3,3,6,University,,,,,,,,,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Edirom Summer School (ESS),3.0,2.0,,,1.0,No,No,Yes,Yes,No,,3,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"GitLab, NPM, GitHub",0.0,Lehre am Institut (selten),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Neither agree or disagree,3,Disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Agree,Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Informatikstudium, Summer Schools, Selbststudium",Yes, -571,2018-10-22 21:42:51,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,Yes,18.0,3,5,1 (None at all),1 (None at all),2,3,3,2,2,1 (None at all),Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,NAM 2012,4.0,2.0,,,5.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,No,No,No,Yes,No,No,git,14.0,"local institute training, python club, organising workshops",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,4,Strongly Agree,Strongly Agree,Agree,8,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By myself,No,scrum -572,2018-10-22 22:29:37,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,No,8.0,5,3,6,5,2,6,8,2,6,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,The salary,Flexible working hours,Same researcher(s),No,Named as co-author,No,,4.0,2.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,No,Yes,No,No,"Github, Gitlab",2.0,"Local university training, local centre training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Agree,8,Agree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self training,No,Distributed / parallel computing and debugging -573,2018-10-23 02:14:18,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,0 - Mostly me,No,2.5,8,10 (All my time),2,1 (None at all),2,8,10 (All my time),1 (None at all),1 (None at all),2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,Flexible working hours,The salary,Same researcher(s),Yes,Named as co-author,,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),2,1 (None at all),None,Yes,No,No,Yes,No,No,None,3.0,local training by experts from the institute,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,3,,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learing in my free time,Yes,"code more time-efficient, use cluster capacity appropriately, better comment my code " -574,2018-10-23 05:16:39,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Mathematics,,,,,No,2,No,1.0,2,5,4,1 (None at all),2,2,6,4,2,1 (None at all),,,,,,National laboratory,,,,Part-time,Permanent -- funded by Institution core funding,45.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,No,,1.0,2.0,,,2.0,No,Yes,No,No,No,,7,3,1 (None at all),,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Strongly Agree,2,Disagree,Agree,Neither agree or disagree,Agree,Agree,Agree,Strongly disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,No,"better version control skills, better testing skills, improve my coding/transparency" -575,2018-10-23 06:24:24,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,No,5 - Mostly other people,Yes,23.0,7,2,2,2,2,7,2,2,2,2,,,,,,,,University,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),,Yes,No,Yes,Yes,Yes,No,"GitHub, Trello, WordPress, OneNote",1.0,"Usually pick a field I lack, but need need skill in, and present an argument for formal training to match. Normally this is deep-skills type workshops. ",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,7,Disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,Yes,,,,,,,,PhD in computer science (but no desire to personally ride in the publish-or-perish bus) + an enduring interest in building novel software. ,Yes,"1) better theoretical grounding in Decision Support Systems, 2) broader understanding of various forms of optimisation techniques and when to apply them, 3) Development of softer skills around successful stakeholder engagement." -576,2018-10-23 08:12:56,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,2,No,25.0,4,4,2,3,2,4,4,1 (None at all),3,1 (None at all),University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"EGU, DAMES",4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket, gitUP",1.0,"Software Carpentry, Summer Schools",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,,Disagree,No,No,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,"objektorientierte Programmierung, Führungskompetenz" -577,2018-10-23 08:25:35,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,Yes,7.0,7,7,4,1 (None at all),4,7,8,3,3,3,Leibniz Association,,,,,,,,,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,2,7,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,6,Agree,Agree,Disagree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, experience as freelancer",Yes, -580,2018-10-23 09:04:13,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,No,1,No,5.0,3,3,4,1 (None at all),2,3,3,4,1 (None at all),2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -581,2018-10-23 09:17:25,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,4,Yes,4.0,5,4,1 (None at all),2,2,4,5,1 (None at all),3,2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,Internal colloquium,3.0,1.0,,,0.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,4,Disagree,Agree,Neither agree or disagree,8,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self-training, university, school",Yes,"Hardware interfaces, cluster programming, Testing" -583,2018-10-23 09:24:00,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,,13.0,9,2,1 (None at all),1 (None at all),2,8,3,1 (None at all),1 (None at all),3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,The salary,Same researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,1.2,No,No,Yes,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbstständiges Lernen und Nachfragen,,"Mikrocontrollerprogrammierung, Zeitmanagement, Fortran" -584,2018-10-23 09:28:09,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,2,No,3.0,6,3,3,2,2,4,5,2,2,5,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,Kleinheubacher Tagung,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,Eigen,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Neither agree or disagree,Agree,Disagree,5,Disagree,Agree,Agree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Get better at GDB, get better at VIM, have the inner strength to understand spagetti code of other people" -585,2018-10-23 09:30:38,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,,No,4,Yes,18.0,7,3,4,4,3,8,6,2,5,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"RSE, SEAD'18, EuroSciPy",4.0,3.0,,,1.0,Yes,No,Yes,Yes,No,,8,8,6,Zenodo,Yes,No,Yes,Yes,No,No,"GitLab, GitHub, Overleaf",5.0,internal software engineering trainings,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,3,Disagree,Strongly Agree,Strongly Agree,Disagree,,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, self acquired",Yes,"action research, creating surveys, process quantification" -586,2018-10-23 09:51:31,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,Yes,6.0,6,2,4,3,5,7,7,2,8,3,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,The salary,Desire to advance research,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,2,2,"PANGAEA, local library",Yes,No,Yes,Yes,No,No,"GitLab, nextcloud",3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,5,Agree,Agree,Disagree,8,Strongly Agree,Agree,Strongly Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,No,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Uni, industry SWE job, practical research ",Yes,cloud platforms (saas); teaching +communications; build frameworks + DevOps -588,2018-10-23 09:56:48,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,1.0,4,4,2,1 (None at all),2,3,5,1 (None at all),2,2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,No,No,No,Yes,No,No,"Github, atom teletype",1.0,local university code review,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Neither agree or disagree,Neither agree or disagree,4,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,Agree,Strongly disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self-taught, python in astronomy unconference, visiting group who do RSD",Yes,"better understand software architecture based on Linux, learn to accelerate learning new coding skills once you hit plateau " -589,2018-10-23 10:09:46,Germany,Yes,Master degree,,,,,,,,,Geology,,,,,,,,,"LPIC-1,2,3",No,3,Yes,10.0,6,4,3,1 (None at all),3,5,5,5,5,5,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,"Lunar Planetary Science Conferrence (LPSC), European Union General Assembly (EGU), European Planetary Science Congress (EPSC)",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),5,Journal,Yes,No,No,Yes,No,No,github,0.0,-,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,2,Agree,Disagree,Disagree,7,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"On the ""street"" - since childhood...",Yes,"PhD, Software testing, knowledge about research funding" -590,2018-10-23 10:12:13,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,No,2.0,5,2,3,1 (None at all),2,5,2,3,1 (None at all),2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,10.0,,,3.0,Yes,No,No,No,Yes,,10 (All the time),10 (All the time),1 (None at all),,Yes,Yes,Yes,Yes,No,No,,3.0,local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -591,2018-10-23 10:13:53,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,No,1.0,5,5,2,2,2,4,6,1 (None at all),2,2,Leibniz Association,,,,,,,,,Full Time,Research/Student Assistant,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",No,Acknowledged in the main text,No,,1.0,5.0,,,0.0,Yes,No,Yes,Yes,No,,10 (All the time),8,4,,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -592,2018-10-23 10:24:44,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,M.Sc. Computergestützte Ingenieurswissenschaften,No,3,,2.0,3,4,2,4,2,4,6,1 (None at all),4,2,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,0.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Redmine,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,10 - Completely satisfied,Strongly Agree,Agree,Strongly Agree,2,Strongly disagree,Strongly disagree,Agree,,Strongly Agree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Kurse an der Universität, Jobs als studentische Hilfskraft und Abschlussarbeiten",Yes,"Code Optimierung, Code Strukturierung und Fortgeschrittene IDE Tipps" -593,2018-10-23 10:26:56,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,nein,No,2,Yes,20.0,3,2,5,3,3,5,8,4,4,2,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Scala, APS meetings",1.0,3.0,,,1.0,No,Yes,No,Yes,No,,9,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,"github, trac, slack",2.0,diverse Lehrveranstaltungen,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,5,Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,nebenbei als Physiker,Yes,automatisierte Tests via Jenkins -594,2018-10-23 10:29:55,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,4,No,9.0,3,2,4,3,5,5,5,2,5,5,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,I want to learn new skills,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"GIL, DPPN, ...",3.0,2.0,,,1.0,No,No,Yes,Yes,No,,2,2,1 (None at all),Zentralbibliothek,Yes,No,Yes,Yes,No,No,Github,1.0,interne Trainings,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Agree,Neither agree or disagree,Neither agree or disagree,4,Disagree,Agree,Agree,,Agree,Disagree,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, eigene Weiterbildung",Yes,"Projektmanagement, agile Methoden. Mitarbeiterführung" -596,2018-10-23 10:34:00,Germany,Yes,Doctorate,,,,,,,,,Chemical Engineering,,,,,,,,,,Yes,2,No,7.0,4,5,6,3,2,7,7,2,4,2,University,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,The salary,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"European Symposium on Computer-Aided Process Engineering (ESCAPE), Foundations of Computer-Aided Process Design (FOCAPD)",6.0,3.0,,,1.0,Yes,No,Yes,Yes,No,,4,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,gitlab,4.0,Lehrgang an Universitäten,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Schule, Studium, Autodidaktik",Yes,"Denken in Use-Cases, Konzipieren von Datenstrukturen, sprechender Code" -597,2018-10-23 10:38:46,Germany,Yes,Master degree,,,,,,,,,Classics & Ancient History,,,,,,,,,,No,5 - Mostly other people,Yes,2.0,6,6,3,1 (None at all),4,5,5,1 (None at all),3,6,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Desire to work in a research environment,The salary,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),2,1 (None at all),keins,No,No,No,Yes,No,No,"GitLab, GitHub, PyPy, npm",1.0,"Organisator eines Forums für Softwareentwickler der Universität, Gründer eines Lesekreises für Machine Learning",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Agree,Strongly Agree,Agree,2,Disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,Yes,No,Yes,Yes,No,Yes,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,autodidaktisch + 1 Jahr Arbeit als Softwareentwickler in einer IT-Firma,Yes,"CI/CD, Automatisierung für Softwareentwickler, Machine Learning" -598,2018-10-23 10:39:51,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,Dipl. Ing. ,No,2,No,15.0,5,5,3,1 (None at all),2,5,5,4,4,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,Flexible working hours,The salary,Desire to advance research,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,,,,,2.0,No,No,No,Yes,No,,9,6,4,,Yes,No,No,Yes,No,No,Phabricator,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,No,No,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-Teaching, University",No, -600,2018-10-23 10:43:33,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,No,12.0,7,6,6,7,5,8,7,3,7,3,University,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,Yes,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,gitlab,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,No,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Autodidaktisch, Kurs am Rechenzentrum (C und C++)",No, -604,2018-10-23 10:56:01,Germany,Yes,Master degree,,,,,,,,,Chemical Engineering,,,,,,,,,,No,1,No,2.0,5,7,2,3,3,7,7,2,2,5,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -606,2018-10-23 10:57:23,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,5 - Mostly other people,Yes,12.0,8,2,4,1 (None at all),4,8,2,4,2,3,University,,,,,,,,,Part-time,Fixed term -- funded by project funds,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,Yes,,3.0,2.0,,,2.0,No,Yes,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,,3.0,user training workshop,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,6,,Disagree,Agree,,,,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,,,,,,,,learing by doing,Yes, -607,2018-10-23 10:59:45,Australia,Yes,,,,,,,,,,,,,,,,,,,,,0 - Mostly me,,7.0,1 (None at all),3,3,3,5,,,,,,,,,,,,,University,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -609,2018-10-23 11:01:18,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,Yes,1,Yes,10.0,3,5,3,1 (None at all),3,5,5,3,3,3,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Desire to advance research,Flexible working hours,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,7,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, GitLab",0.0,,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,Yes,,5,5,Disagree,Agree,Neither agree or disagree,3,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"University, working expierience",Yes,paper writing -610,2018-10-23 11:01:28,Germany,Yes,Undergraduate degree,,,,,,,,,German,,,,,,,,,,No,5 - Mostly other people,No,8.0,7,7,3,1 (None at all),4,8,10 (All my time),5,6,5,Other,,,,,,,,,Part-time,Research/Student Assistant,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -611,2018-10-23 11:01:47,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,No,10.0,4,7,5,2,4,4,10 (All my time),4,4,3,Other,,,,,,,,,Full Time,Permanent -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,10 - Completely satisfied,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,Im Prinzip alles was ein gelernter echter Software Entwickler beherrscht. -614,2018-10-23 11:03:32,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,Mediengestalter für Digital- und Printmedien,No,1,No,20.0,3,7,2,2,2,3,7,2,2,2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,"ESA Fringe 2017, EGU General Assembly 2018, Central European Conference on Geomorphology and Quaternary Sciences",3.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"GitHub, Bitbucket, Slack",1.0,Research group training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Disagree,Agree,Disagree,Agree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Training, books, practice",Yes, -617,2018-10-23 11:06:19,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,Yes,8.0,2,1 (None at all),9,1 (None at all),4,10 (All my time),3,3,1 (None at all),6,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,,1.0,"puppets, TSM",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Disagree,Disagree,Disagree,10 (All the time),Strongly Agree,Disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Proffesional training, courses",Yes, -618,2018-10-23 11:07:09,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,PhD,Yes,2,,15.0,3,2,8,3,7,3,2,8,2,8,Max Planck Society,,,,,,,,,Full Time,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,,,,,,,2.0,Yes,No,Yes,Yes,No,,7,8,4,,Yes,No,No,Yes,No,No,,3.0,"Software Carpentry, local training",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,3,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self Taught,, -619,2018-10-23 11:08:39,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,Engineer,No,1,No,4.0,3,10 (All my time),1 (None at all),2,1 (None at all),3,10 (All my time),1 (None at all),1 (None at all),1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Named as main author,No,,1.0,0.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Disagree,Strongly disagree,No,No,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -621,2018-10-23 11:09:23,Germany,Yes,Undergraduate degree,,,,,,,,,German,,,,,,,,,,No,5 - Mostly other people,No,8.0,7,7,3,2,5,8,8,5,7,5,Other,,,,,,,,,Part-time,Research/Student Assistant,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,5.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),3,1 (None at all),,Yes,No,Yes,Yes,No,No,"Google Docs, Google Sheets",2.0,"Workshops für Vereine, Mitarbeit an Kursen eines Studiengangs",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Agree,3,Strongly disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Tutorials, Studium, Aktuelle Stelle",Yes,"Mehr Erfahrung in großen Projekten mit vielen Wissenschaftlern sammeln, Projektleitung übernehmen um Kommunikationsfähigkeit zu verbessern, in der Wirtschaft arbeiten um deren Prozesse besser kennen zu lernen" -625,2018-10-23 11:26:01,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,5 - Mostly other people,Yes,30.0,4,3,5,1 (None at all),2,6,4,2,1 (None at all),2,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"Mainz Material Simulation Days (MMSD) 2013, MMSD 2015, MMSD 2017, ESPREsSo/ESPResSo++ CECAM Schools seit 2006 ca. 6 mal, TRR 146, u.a.",2.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,Yes,No,No,Yes,Yes,No,"github, gitlab",1.0,"CECAM ESPResSo/ESPResSo++ Schools, TRR146, MMSD",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,7,Disagree,Agree,Agree,Strongly disagree,,,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Lernen von anderen im Team, Selbststudium",,"Agile Entwicklungsmethoden (z.B. Scrum), Machine Learning, Personalführung" -627,2018-10-23 11:27:04,Italy,Yes,,,,,,,,,Dr. phil.,,,,,,,,,"History of Art, Architecture & Design",Magister Artium,No,3,No,35.0,3,3,2,2,7,5,5,2,4,5,,,,,,,,,National laboratory,Full Time,Permanent -- funded by Institution core funding,14.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,"Different researchers, same research group",No,Named as main author,Yes,"DHd,Kunsthistorikertag,Graphentechnologien,EVA Berlin,SNS Pisa",5.0,3.0,0.0,No,2.0,No,No,Yes,Yes,No,Other,10 (All the time),3,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,"github,jira",1.0,IT Workshops am Forschungsinstitut und im Zusammenhang mit Kooperationen,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Agree,2,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,autodidaktisch,Yes,"Konzentration,Gedächtnis,Geschwindigkeit" -628,2018-10-23 11:28:09,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,2,No,11.0,7,4,2,2,2,7,5,1 (None at all),5,2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,The salary,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Metabolomics, GCB, PSSC",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),6,3,Zenodo,Yes,No,No,Yes,No,No,GitHub,2.0,Workshops im Rahmen des Projektes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Agree,Strongly Agree,Agree,4,Neither agree or disagree,Disagree,Agree,Strongly disagree,Agree,Agree,,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Private Projekte, eigenes Gewerbe, Auf Arbeit 'learning by doing'",Yes,"Cloud-computing, Verbreitete Bibliotheken kennenlernen, Kombination von Bibliotheken verschiedener Sprachen erlernen" -630,2018-10-23 11:28:59,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,Yes,13.0,4,3,5,3,3,7,7,2,4,6,University,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Same researcher(s),Yes,Named as main author,Yes,ICEI,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,3,5,Zenodo,Yes,No,No,Yes,No,No,"GitLab, GitHub, Atlassian Suite (Jira, Confluence, BitBucket)",0.0,Lehrgang an Universitäten,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,4,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium, Schule",Yes,"Team-Kommunikation, Frameworks kennen/nutzen, CI" -633,2018-10-23 11:31:02,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,none,No,0 - Mostly me,No,6.0,3,6,2,2,3,4,8,2,2,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,IPAC,2.0,3.0,,,1.0,Yes,No,No,Yes,No,,7,5,3,,Yes,No,No,No,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,4,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,No,No,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -634,2018-10-23 11:34:31,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,5 - Mostly other people,Yes,10.0,5,5,2,3,3,6,6,2,3,3,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Desire to advance research,The salary,Regularly change researcher(s),Yes,Named as co-author,Yes,,8.0,2.0,,,2.0,Yes,No,No,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Agree,Agree,Agree,6,Agree,Agree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,No,No,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-Training,No,"Statistics,English,C++" -635,2018-10-23 11:46:07,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,0 - Mostly me,No,3.0,4,4,3,1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,stackoverflow,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,4,4,Neither agree or disagree,Agree,Disagree,4,Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Einführung über Vorlesung/Tutorien im Studium, Rest selbst angeeignet",No, -636,2018-10-23 11:46:09,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,PMP,No,4,Yes,10.0,3,2,5,1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Opportunity to develop software,The salary,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"HMI related conference at DE-Aachen, ai related topics at a conference in DE-Wolfsburg and at international conference in FIN-Helsinki",3.0,4.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,Yes,Yes,Yes,No,No,,1.0,2 - but not related to software development ,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Agree,,,Agree,Agree,Agree,Strongly Agree,Strongly Agree,Agree,No,Yes,Yes,No,Yes,No,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"B/M.Sc. courses, developing applications and working together with better programmers ",Yes,mathematical formulation of problems and a structured translation to OOP-languages -637,2018-10-23 11:46:21,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,4,No,30.0,3,9,2,5,3,6,,1 (None at all),6,1 (None at all),Government,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,2022.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -639,2018-10-23 11:47:05,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,Yes,10.0,2,4,3,1 (None at all),2,3,6,2,2,,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,Yes,MPG-interner Workshop zu High-Performance Computing,1.0,2.0,,,1.0,No,No,Yes,Yes,No,,5,9,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,7,Strongly Agree,Agree,Agree,5,Neither agree or disagree,,,,,,,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes, -640,2018-10-23 11:49:12,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,5 - Mostly other people,Yes,6.0,7,2,8,1 (None at all),5,9,3,2,1 (None at all),1 (None at all),Government,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,,,2.0,2.0,,,1.0,No,No,No,Yes,No,,7,9,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,4,Strongly Agree,Neither agree or disagree,Agree,1 (None at all),Disagree,Strongly disagree,Disagree,Agree,Agree,Strongly Agree,,No,Yes,Yes,No,No,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -643,2018-10-23 12:01:52,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,4,Yes,5.0,6,5,7,1 (None at all),2,5,7,5,3,2,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,2.0,0.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,,6.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Agree,Agree,7,Disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,Strongly Agree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -645,2018-10-23 12:13:45,Germany,No,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,,12.0,2,1 (None at all),2,1 (None at all),8,6,5,1 (None at all),1 (None at all),1 (None at all),Private Company,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -647,2018-10-23 12:23:12,Germany,Yes,Master degree,,,,,,,,,Chemical Engineering,,,,,,,,,,No,1,No,1.0,6,4,3,1 (None at all),3,7,7,2,2,2,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity for career advancement,I want to learn new skills,The salary,Desire to advance research,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,3.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Agree,Neither agree or disagree,2,Neither agree or disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,Self,Yes,Time management -648,2018-10-23 12:32:05,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,"Dr., Master of Science, Dipl.-Ing.(FH)",No,1,No,10.0,3,4,2,1 (None at all),2,5,5,2,2,2,Government,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -649,2018-10-23 12:42:14,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,Yes,5 - Mostly other people,Yes,30.0,6,6,6,2,3,6,6,5,3,3,Leibniz Association,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,"GCB, Metabolomics, ...",8.0,4.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),2,Zenodo,Yes,No,Yes,Yes,No,No,"github, bitbucket, sourceforge, bioconductor",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Selbstudium,,Team management -652,2018-10-23 12:51:46,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,No,15.0,3,5,2,1 (None at all),2,4,4,3,2,2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in the main text,No,,,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,"unit testing, collaborative development, agiles development" -656,2018-10-23 13:05:23,Germany,Yes,Undergraduate degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,5 - Mostly other people,No,4.0,4,7,5,3,7,8,2,10 (All my time),1 (None at all),10 (All my time),University,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Opportunity for career advancement,The salary,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Git,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Agree,Neither agree or disagree,Neither agree or disagree,10 (All the time),Strongly Agree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Agree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Bachelorarbeit,Yes, -657,2018-10-23 13:06:56,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,5 - Mostly other people,No,12.0,7,3,2,1 (None at all),1 (None at all),7,4,2,1 (None at all),1 (None at all),Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,I want to learn new skills,The salary,Same researcher(s),Yes,Named as co-author,Yes,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,3,Strongly Agree,Strongly Agree,Disagree,4,Agree,Neither agree or disagree,Neither agree or disagree,,,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,No, -658,2018-10-23 13:09:20,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,No,2.0,7,2,2,2,5,7,4,3,2,3,Government,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,The salary,Opportunity to develop software,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Agree,6,Neither agree or disagree,Agree,Agree,Disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium auf Arbeit,Yes,"Automatisierungstechnik, Analyse großer Datenmengen, DeBugging" -661,2018-10-23 13:13:59,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,"diploma, phd",No,2,No,6.0,3,9,2,1 (None at all),2,5,5,4,4,3,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -663,2018-10-23 13:25:25,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,No,10.0,1 (None at all),3,2,1 (None at all),9,1 (None at all),4,2,3,8,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,19.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,,,,,,,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,Yes,Sample Environment Workshop,2.0,2.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,No,No,No,,0.0,Sample environment workshop,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selber beigebracht,No, -664,2018-10-23 13:34:40,Germany,Yes,Undergraduate degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,1,No,3.0,8,8,2,1 (None at all),1 (None at all),8,8,3,2,,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),No,Named as main author,Yes,"Conference on Collective Behavior - Trieste, 2018",2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,What is ORCID?,No,No,Yes,No,No,github,1.0,university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Agree,Agree,4,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,university,,corporate best practice for software development -666,2018-10-23 13:42:55,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,No,30.0,5,3,8,1 (None at all),2,8,8,3,1 (None at all),,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,28.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,"EPS, PSI",5.0,2.0,,,2.0,No,No,Yes,Yes,No,,2,5,1 (None at all),,No,Yes,Yes,Yes,No,No,"gitlab, gerrit",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Agree,Strongly Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Learning by Doing,No, -667,2018-10-23 13:44:37,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",,,,,,,,,Mathematics,,,,,,,,,,No,4,Yes,5.0,7,1 (None at all),1 (None at all),1 (None at all),9,8,2,1 (None at all),4,8,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity to develop software,The salary,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,6,1 (None at all),2,,No,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Neither agree or disagree,Disagree,5,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,No, -669,2018-10-23 13:53:48,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,,10.0,8,7,1 (None at all),1 (None at all),3,7,9,1 (None at all),1 (None at all),1 (None at all),Other,,,,,,,,,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in the main text,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,gitlab,0.0,Seminar an Universität,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Disagree,Agree,Disagree,Agree,Agree,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -671,2018-10-23 14:12:41,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,2,No,20.0,6,3,3,1 (None at all),6,6,6,2,2,4,Other,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,The salary,Regularly change researcher(s),No,Named as co-author,Yes,EGU,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,No,No,No,,12.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,,,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,,Yes, -674,2018-10-23 14:25:59,Germany,Yes,Doctorate,,,,,,,,,Agriculture & Forestry,,,,,,,,,,No,2,Yes,30.0,3,3,5,2,4,4,5,4,3,2,Other,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"AG Waldschutz, AG Fernerkundler, Pflanzenschutztagung",3.0,2.0,,,0.0,No,No,Yes,Yes,No,,1 (None at all),3,1 (None at all),,No,No,No,Yes,No,No,"Keine, da behördeninterne Projekte",4.0,"Bundesweite Arbeitsgruppen, Anwenderschulungen",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,Other,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Eigenleistung, Uni-Kurse",Yes,"Embedded systems, Projektplanung, nichtstatistische Modellierung" -675,2018-10-23 14:29:01,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,Yes,6.0,8,6,1 (None at all),1 (None at all),2,8,3,2,3,3,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Opportunity to develop software,Flexible working hours,The salary,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as main author,Yes,"EARSEL, Living Planet Symposium Prag",3.0,2.0,,,1.0,No,No,No,Yes,Yes,,7,7,3,"Bibliothek vor Ort, Zenodo",Yes,No,No,Yes,No,No,"GitLab, GitHub",0.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Strongly Agree,Agree,4,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbst angeeignet,Yes,"Java, C++, Continuos Deployment mit Travis, Conda Packaging" -676,2018-10-23 14:32:55,Germany,Yes,Master degree,,,,,,,,,Chemical Engineering,,,,,,,,,,No,0 - Mostly me,No,4.0,3,10 (All my time),1 (None at all),2,3,3,10 (All my time),5,3,3,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -679,2018-10-23 15:07:10,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,0 - Mostly me,No,0.25,3,8,4,2,3,3,10 (All my time),2,4,3,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,1.0,3.0,,,1.0,No,Yes,No,No,No,,10 (All the time),5,5,,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Agree,Agree,Disagree,4,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,online,No, -680,2018-10-23 15:09:05,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,2,No,25.0,4,5,4,3,3,3,6,2,4,2,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,21.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,4.0,10.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),3,"zenodo, local library, github",No,No,Yes,Yes,No,No,gitlab,1.0,"university teaching, PhD training courses",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Agree,3,Disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,No, -683,2018-10-23 15:26:14,Germany,Yes,Master degree,,,,,,,,,Librarianship & Information Management,,,,,,,,,,No,3,No,1.0,3,6,6,4,3,4,7,5,5,,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as main author,Yes,"Semantic MediaWiki Conference, OpenSym",2.0,2.0,,,2.0,Yes,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,Yes,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),,Neither agree or disagree,Agree,Neither agree or disagree,,Strongly Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"I am working mainly on the research, but having many management tasks and sometimes coding, do not have formal training, just studying information science at university; this is also my first job",Yes,management + communication; classes about how to make software more re-useable and FAIR -685,2018-10-23 15:32:25,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,6.0,3,5,2,1 (None at all),1 (None at all),3,8,1 (None at all),1 (None at all),1 (None at all),Other,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to work in a research environment,The salary,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,StackSkills,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,2,Agree,Agree,Agree,10 (All the time),Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Trial and error,Yes, -688,2018-10-23 16:39:20,Czech Republic,Yes,,,,,,,,,Master,,,,,,,,,Mathematics,,No,4,No,6.0,4,4,2,3,1 (None at all),4,4,2,4,,,,,,,,,,University,Full Time,Research/Student Assistant,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Other,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Opportunity to develop software,The salary,Same researcher(s),Yes,Named as co-author,Yes,"DFNE 2018, X-DMS 2018, MAMMERN 2016, ESCO 2015",1.0,6.0,32.0,Yes,2.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),impact journals,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Agree,,,Neither agree or disagree,Agree,Agree,Agree,,Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"At my current position, during my Ph.D. How? - self studying, learning from others in the team",Yes,"Deeper knowlegde of Python, Study more mathematical models, Improve knowledge in parallel computing on clusters" -689,2018-10-23 16:40:21,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,4,No,15.0,2,2,9,2,2,3,2,7,3,3,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,"INFORMATIK, E-Learning-Fachtagung Informatik der Fachgruppe E-Learning der gi e.V. (DeLFI), universitätsinterne Weiterbildungen",1.0,4.0,,,50.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,GitHub,4.0,SFB-interne Weiterbildungen,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Disagree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, WHK-Tätigkeit, Forschungsprojekte",Yes,"Standards verbreiten, State-of-the-art Python / C / C++ / R in der Wissenschaft lehren, DFG-Gutachter verstehen" -692,2018-10-23 17:14:22,Germany,Yes,Doctorate,,,,,,,,,Materials Technology,,,,,,,,,,Yes,4,Yes,8.0,5,5,2,1 (None at all),2,5,5,3,3,3,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"CMCN,WCCM",1.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,"gitlab, github, bitbucket",1.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Disagree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Fortbildungen (HLRS Stuttgart, PRACE)",Yes,"Testing, Open Source Koordination, High-Performance Computing" -693,2018-10-23 17:28:33,Germany,Yes,Doctorate,,,,,,,,,Materials Technology,,,,,,,,,,No,2,No,7.0,6,8,2,3,3,4,6,1 (None at all),5,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,1.0,No,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,ICTMS,4.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,Vortrag innerhalb der Arbeitsgruppe,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,bessere Codekommentierung (vereinfachung der Kommunikation mit anderen) -694,2018-10-23 18:49:46,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,35.0,3,3,5,1 (None at all),2,4,4,4,2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,Synchrotron Radiation Instrumentation SRI-2018,2.0,3.0,,,1.0,No,No,Yes,Yes,No,,9,10 (All the time),1 (None at all),-,Yes,No,No,Yes,Yes,No,Trello,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbsterlernt",Yes,"Agiles Programmieren, Machine Learning Algorithmen" -695,2018-10-23 20:53:53,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,,No,4,No,0.0,9,1 (None at all),2,1 (None at all),1 (None at all),9,1 (None at all),2,1 (None at all),1 (None at all),Leibniz Association,,,,,,,,,Prefer not to say,Prefer not to say,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,1.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,Agree,Agree,Strongly disagree,5,,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Universität,Yes, -697,2018-10-24 00:25:39,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,Yes,7.0,7,10 (All my time),1 (None at all),1 (None at all),1 (None at all),6,10 (All my time),1 (None at all),1 (None at all),1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,"Different researchers, same research group",Yes,Not mentioned at all,No,,,,,,3.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Direktes Verwenden,No, -698,2018-10-24 07:29:59,Germany,Yes,Doctorate,,,,,,,,,Psychology,,,,,,,,,,No,3,No,15.0,4,4,2,3,2,4,5,1 (None at all),3,1 (None at all),University,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),"OSF, Zenodo",Yes,No,No,Yes,No,No,"Github, Gitlab",4.0,Workshops an Universitäten,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Selbststudium,,"Unit testing, Teamleitung" -699,2018-10-24 07:35:23,Germany,Yes,Doctorate,,,,,,,,,Geology,,,,,,,,,,No,1,No,2.0,3,4,1 (None at all),3,3,2,5,2,3,3,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Flexible working hours,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local library,Yes,No,No,Yes,No,No,GitHub,0.3,local institution training (commercial software packages),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Agree,Disagree,2,Disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, university course",,"Documentation, Python, writing manual" -700,2018-10-24 08:08:59,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,No,30.0,3,6,2,1 (None at all),4,3,7,2,1 (None at all),3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,,3.0,2.0,,,2.0,No,No,Yes,Yes,No,,2,2,1 (None at all),,Yes,No,Yes,No,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,4,Agree,Neither agree or disagree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Disagree,,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -701,2018-10-24 08:28:04,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,20.0,3,8,2,1 (None at all),5,4,9,2,1 (None at all),5,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,The salary,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,2.0,,,0.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,No,No,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -703,2018-10-24 09:15:02,Germany,Yes,Doctorate,,,,,,,,,Mechanical Engineering,,,,,,,,,,Yes,2,No,10.0,5,3,7,1 (None at all),4,5,9,3,5,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,"NAFEMS, ECCM Bologna 2018, DLRK, EWEA Offshore",2.0,2.0,,,2.0,No,No,No,Yes,No,,5,10 (All the time),5,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Agree,2,Neither agree or disagree,Agree,Agree,,,,,No,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -704,2018-10-24 09:39:18,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,Yes,4,,9.0,7,7,3,2,2,9,6,2,5,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"American Society for Cell Biology (ASCB) conference, ELMI (European Light Microscopy Initiative) meeting ",3.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitLab,2.0,Machine Learning for Image Analysis (interner Kurz-Workshop für Doktoranden und Postdocs),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,,Agree,Agree,Disagree,9,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Lesen von Fachbüchern, Online Kurse, learning by doing, Austausch mit Kollegen, Mitarbeit an Open Source Projekten",Yes,"Arbeiten in größeren Teams (>3 Personen), Webentwicklung, Javascript" -705,2018-10-24 09:52:25,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,Ph-D,Yes,2,Yes,15.0,3,5,5,2,1 (None at all),5,8,3,2,1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -706,2018-10-24 10:04:57,Germany,Yes,Master degree,,,,,,,,,Business & Management Studies,,,,,,,,,,No,5 - Mostly other people,Yes,20.0,5,4,7,1 (None at all),2,5,6,6,6,4,University,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,"W3C Workshops, RDA Plenary, DINI-Tagung, e-Science-Tage, Semantic Web in Bibliotheken",2.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,3,1 (None at all),"Software vergibt selber DOIs, Bibliothek vor Ort",Yes,No,Yes,Yes,Yes,No,"Phabricator, Mediawiki, Github, Confluence, Mailingliste",0.0,Keinen,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Agree,Strongly Agree,Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Autodidakt, Studium und Berufserfahrung",Yes, -707,2018-10-24 10:14:07,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,0 - Mostly me,No,4.0,5,9,2,1 (None at all),1 (None at all),5,9,1 (None at all),1 (None at all),1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Desire to advance research,Same researcher(s),No,Acknowledged in the main text,No,,2.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),2,1 (None at all),Google,No,No,No,Yes,No,No,github,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,8,Agree,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -708,2018-10-24 10:23:25,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,,No,1,No,5.0,5,7,1 (None at all),3,5,7,7,1 (None at all),4,6,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Flexible working hours,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -709,2018-10-24 10:36:47,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,2,Yes,3.0,8,10 (All my time),2,2,1 (None at all),7,8,3,6,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,Yes,No,No,No,,1 (None at all),5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,1,0 - Not at all satisfied,Disagree,Neither agree or disagree,Strongly disagree,9,Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing (failing),Yes,"Projektorganisation, schneller von der Idee zum lauffähigen Programm zu kommen" -711,2018-10-24 10:38:12,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,No,14.0,3,6,8,2,4,6,5,4,1 (None at all),,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,The salary,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,Projektkonferenzen,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,1.0,GIS-Kurs,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,5,Agree,Agree,Neither agree or disagree,6,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",Yes, -713,2018-10-24 10:54:15,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,8.0,5,2,4,4,5,7,4,2,2,5,Max Planck Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,1.0,,,,1.0,No,No,No,Yes,No,,10 (All the time),5,5,,Yes,No,No,Yes,No,No,,4.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -714,2018-10-24 11:10:46,Germany,Yes,Master degree,,,,,,,,,Economics,,,,,,,,,,No,1,No,7.0,3,2,4,1 (None at all),2,4,4,2,1 (None at all),2,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Neither agree or disagree,Agree,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Disagree,Strongly disagree,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes, -715,2018-10-24 11:16:30,Germany,Yes,Master degree,,,,,,,,,Materials Technology,,,,,,,,,Bachelor of Enginering,No,1,No,3.0,7,9,2,1 (None at all),2,6,7,1 (None at all),3,2,University of Applied Sciences,,,,,,,,,Part-time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Flexible working hours,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,"Zum Großteil autodidaktisch, einige Onlinekurse",, -716,2018-10-24 11:42:21,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,0 - Mostly me,Yes,8.0,9,9,2,4,3,7,7,1 (None at all),1 (None at all),3,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Named as co-author,,,2.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, github, bitbucket",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,6,Agree,Agree,Agree,2,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,Agree,,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,Yes, -717,2018-10-24 12:52:14,Germany,No,"Final secondary-school examinations, general qualification for university entrance",,,,,,,,,Criminology,,,,,,,,,,No,5 - Mostly other people,No,0.0,1 (None at all),1 (None at all),1 (None at all),8,10 (All my time),5,5,5,5,,Other,,,,,,,,,Full Time,Prefer not to say,45.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity for career advancement,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Not mentioned at all,No,,0.0,1.0,,,0.0,No,Yes,No,No,No,,1 (None at all),1 (None at all),1 (None at all),keine,What is ORCID?,No,No,No,No,Yes,keine,4.0,Ausbildung an GIS und Leitstellensoftware,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,0 - Not at all satisfied,Disagree,Strongly disagree,Strongly disagree,7,Strongly Agree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"selbst angeeignet, Dienstherr hat kein Geld für externe/interne Fortbildung oder E-Learning in bezug auf Programmierung/Oracle SQL",Yes,"Programmieren zu können, Projektmanagement, " -718,2018-10-24 13:00:06,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,0 - Mostly me,No,1.0,8,7,3,2,4,8,8,3,4,7,University of Applied Sciences,,,,,,,,,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,1.0,No,Yes,Yes,No,No,,2,2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,eigener GitLab-Server,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,6,Neither agree or disagree,,,,,,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -719,2018-10-24 13:03:30,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,,4,Yes,35.0,6,2,2,2,5,5,3,1 (None at all),2,4,University,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as main author,Yes,"ADASS, IVOA Interop",5.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,3,Meine Software mintet selbst (direkt bei der TIB),No,No,Yes,Yes,No,No,github,4.0,"Wir veranstalten v.a. ""VO Days"" vor Ort.",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,,Neither agree or disagree,Strongly Agree,Strongly disagree,3,Strongly disagree,Agree,Agree,Strongly disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Nun: Übung. Und Lesen.,No, -720,2018-10-24 13:34:57,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,Yes,2.0,9,9,1 (None at all),1 (None at all),2,10 (All my time),10 (All my time),1 (None at all),1 (None at all),2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Desire to work in a research environment,"Different researchers, same research group",No,Named as main author,Yes,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,4,1 (None at all),1 (None at all),,,No,No,Yes,No,No,"GitHub, GitLab",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,, -721,2018-10-24 13:36:10,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,Yes,28.0,6,2,2,1 (None at all),2,7,3,1 (None at all),1 (None at all),1 (None at all),University,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Opportunity to develop software,Desire to work in a research environment,The salary,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,4.0,5.0,,,4.0,No,No,No,Yes,No,,9,9,4,local library,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Strongly Agree,Strongly Agree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,selt-taught,No,project management -722,2018-10-24 14:20:24,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,2,Yes,9.0,8,8,3,5,2,7,9,2,5,6,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"FSE, ICSE",3.0,4.0,,,4.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,Yes,No,"github, gitlab",1.0,"software engineering course, software testing, security testing",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,3,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,No,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,higher education and researh projects,Yes,"machine learning, time management, stress management" -723,2018-10-24 14:22:17,Germany,Yes,Doctorate,,,,,,,,,Materials Technology,,,,,,,,,,No,3,No,8.0,8,5,1 (None at all),1 (None at all),5,8,7,1 (None at all),1 (None at all),5,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Try and Error, Books, Google, Matlab internet forum",Yes,"Codeoptimierung, Codegeneralität, Compiling" -724,2018-10-24 14:47:46,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,Yes,20.0,2,3,9,1 (None at all),3,5,5,3,5,5,Leibniz Association,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,18.0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,The salary,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"EGU,AGU,FOSS4G,FOSSGIS",1.0,30.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,Yes,Yes,No,No,OSGeo Repos,2.0,"EGU Townhalls, Graduate Center",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Disagree,Neither agree or disagree,3,,,Agree,Strongly disagree,,Agree,,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium / learning on the job,Yes,"OOP, OOA, ITIL" -725,2018-10-24 15:19:06,Germany,Yes,Undergraduate degree,,,,,,,,,General Engineering,,,,,,,,,,No,5 - Mostly other people,No,2.0,3,2,9,5,6,4,3,8,9,4,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,2.0,Yes,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Disagree,Agree,Agree,Agree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Labview, Matlab, Mathcad aus der Uni, C, C++, Python aus der Anpassung von Skripten für den privaten Gebrauch unter Linux",,"grundlegendes Wissen über die funtkionsweise von Hardware, speziell der Schritt von Lochkarten-Rechnern zu modernen Computern, Frontend Programmierung, Verknüpfung von Frontend und Backend" -728,2018-10-24 16:25:47,India,Yes,,,,,,,,,Master in science,,,,,,,,,Biological Sciences,Master in computer application,Yes,0 - Mostly me,Yes,5.0,7,10 (All my time),5,5,7,8,10 (All my time),5,5,6,,,,,,,,,University,Full Time,Research/Student Assistant,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,"I have present development of IASSD (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4312370/) indian science congress, 2013 and calcutta mathemetical society, Kolkata",1.0,1.0,,No,0.0,No,No,No,No,No,Waterfall,10 (All the time),10 (All the time),10 (All the time),,No,No,No,No,No,Yes,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,I learn by myself and obviously google help me a lot :),Yes,Though i am using shell script for basic analysis but I am very much interested in learning shell script and assembly language -729,2018-10-24 16:45:38,Germany,No,"Final secondary-school examinations, general qualification for university entrance",,,,,,,,,Geology,,,,,,,,,,No,0 - Mostly me,No,0.0,1 (None at all),8,5,1 (None at all),6,2,7,8,1 (None at all),8,University,,,,,,,,,Part-time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Desire to advance research,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -730,2018-10-24 19:37:31,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,No,1,No,30.0,3,2,1 (None at all),6,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,Yes,"OGRS, FOSS4G, AGILE, ICC",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,github,5.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes, -731,2018-10-24 19:41:44,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,Yes,38.0,5,8,4,3,3,5,8,3,4,3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,FOSS4G,5.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local library,Yes,No,No,Yes,No,No,"gitlab, github",2.0,datacamp,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,9,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes, -733,2018-10-24 22:19:50,New Zealand,Yes,,,,,,"Further Education (NVQ A-Level, ...)",,,,,,,,,Computer Science,,,,,Yes,5 - Mostly other people,Yes,12.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),4,10 (All my time),1 (None at all),1 (None at all),1 (None at all),3,,,,,,Government,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,Freedom to choose own working practices,The salary,Flexible working hours,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,2.0,,,5.0,Yes,No,No,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Neither agree or disagree,Neither agree or disagree,Agree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Agree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,No, -734,2018-10-24 22:29:49,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,No,3,No,5.0,2,7,3,1 (None at all),2,3,8,1 (None at all),1 (None at all),3,,,,,,National laboratory,,,,Full Time,Permanent -- funded by project funds,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -736,2018-10-24 22:36:09,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,"BSc (Ecology), Grad Dip Sci (comp sci)",No,2,No,4.0,4,1 (None at all),5,2,5,5,1 (None at all),2,2,5,,,,,,Other,,,,Part-time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,"Different researchers, same research group",Yes,Not mentioned at all,No,,3.0,2.0,,,1.0,No,Yes,Yes,Yes,No,,2,2,1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,3,Neither agree or disagree,Neither agree or disagree,Disagree,7,Strongly Agree,Strongly disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self directed learning,No, -737,2018-10-24 22:41:55,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,No,5 - Mostly other people,Yes,15.0,9,2,1 (None at all),3,3,9,2,1 (None at all),3,3,,,,,,Government,,,,Full Time,Permanent -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,,,1.0,No,No,No,No,No,,10 (All the time),6,6,Zenodo,Yes,No,No,Yes,No,No,GitHub,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,From industry,Yes,"Machine learning, derivative calculus, NWP and its related necessary physics and stats" -739,2018-10-24 22:54:41,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,Dipl.-Geophysiker,No,2,No,25.0,3,3,5,1 (None at all),8,7,7,3,2,4,Government,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,The salary,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,4.0,,,0.0,No,Yes,Yes,Yes,No,,2,2,1 (None at all),,No,No,No,Yes,No,Yes,github,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Disagree,Agree,Neither agree or disagree,7,Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Universitätsstudium, Selbststudium, Learning-by-doing",Yes,"Softwaretest, Machine-learning, Computer Vision" -744,2018-10-25 01:04:29,New Zealand,Yes,,,,,,"Further Education (NVQ A-Level, ...)",,,,,,,,,Biological Sciences,,,,,No,2,Yes,30.0,3,3,2,1 (None at all),4,3,3,1 (None at all),1 (None at all),4,,,,,,Government,,,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,6,2,1 (None at all),,No,No,No,No,No,No,Git,2.0,In House targeted training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,5,Disagree,Agree,Disagree,,,Disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,,,,,,,,Self Taught,No, -745,2018-10-25 01:13:42,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,No,5 - Mostly other people,,35.0,8,3,1 (None at all),1 (None at all),2,,,,,,,,,,,National laboratory,,,,Part-time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -746,2018-10-25 08:45:29,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,1,No,19.0,5,5,2,1 (None at all),1 (None at all),5,5,1 (None at all),5,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"AEMON, CWT",2.0,4.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,Yes,No,"Atom Teletype, github, sourceforge, gitlab ",1.0,Lehre an Universität,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,,Disagree,No,Yes,No,Yes,No,Yes,No,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Autodidakt, Universitätskurse",Yes,"Unit Testing, Continuous Integration, GPU Programming" -748,2018-10-25 09:54:22,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,4,Yes,2.0,6,4,3,2,5,9,8,2,1 (None at all),3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,,4.0,1.0,,,2.0,No,No,No,Yes,No,,3,6,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Neither agree or disagree,Agree,6,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -749,2018-10-25 09:54:35,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,IT Specialist,No,3,No,6.0,7,3,2,3,7,7,7,2,5,5,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,The salary,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,"ESREF, ISTFA, CAM-WS",3.0,3.0,,,1.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"GITHUB, BITBUCKET",0.0,1,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,6,4,Agree,Neither agree or disagree,Neither agree or disagree,8,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,Strongly disagree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Eingeninitiative, Online-Weiterbildung (privat)",Yes,"Parallelisierung, CUDA-C, Agile Methoden" -750,2018-10-25 09:54:43,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,Master of Science in Informatik,Yes,4,No,15.0,4,4,5,2,2,4,7,4,3,1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,"Different researchers, same research group",Yes,Named as main author,Yes,"ICSE, FSE, COORDINATION",2.0,4.0,,,2.0,No,No,Yes,Yes,No,,6,8,1 (None at all),,Yes,No,Yes,Yes,No,No,"Gitlab, Github",1.0,"Seminar an der Universität, interne Schulungen, Schulungen für die Industrie",No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,6,4,Disagree,Agree,Disagree,6,Disagree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Promitionszeit, Forschungsprojekte, Industrieprojekte",Yes,"Projektmanagement, Architektur-Design, Architektur-Review" -752,2018-10-25 09:55:45,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,dipl. informatik,Yes,3,Yes,25.0,7,7,2,1 (None at all),3,7,7,2,1 (None at all),3,Fraunhofer Society,,,,,,,,,Part-time,Permanent -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in the main text,,,3.0,3.0,,,1.0,No,No,No,Yes,No,,5,10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"Python, numpy",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Eigenstudium,Yes, -754,2018-10-25 09:57:11,Germany,Yes,Master degree,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,1,No,1.0,7,3,2,1 (None at all),2,3,7,3,4,7,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as main author,No,,,2.0,,,2.0,No,Yes,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Disagree,Agree,Disagree,7,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,No, -755,2018-10-25 09:57:30,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,2,Yes,9.0,8,3,2,1 (None at all),2,7,5,3,1 (None at all),2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,The salary,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,gitlab,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Neither agree or disagree,Neither agree or disagree,4,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium,Freizeit",No,"CI/CD,Projektmanagement" -756,2018-10-25 09:58:52,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,15.0,8,2,1 (None at all),1 (None at all),1 (None at all),6,2,2,1 (None at all),1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,5.0,,,4.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,3,Agree,Disagree,Neither agree or disagree,1 (None at all),Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Agree,Strongly Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -759,2018-10-25 09:59:57,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,3,Yes,4.0,8,5,3,2,5,9,9,1 (None at all),6,1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,ACM Symposium on Applied Perception,4.0,2.0,,,1.0,No,No,No,Yes,No,,8,7,1 (None at all),-,Yes,No,No,Yes,No,No,"github, gitlab, bitbucket",2.0,1,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Agree,Neither agree or disagree,3,Strongly disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,Studium und Hobby,Yes,"Tieferes mathematisches Verständnis, Kollaborationsstrukturen, " -760,2018-10-25 10:01:27,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,2,Yes,3.0,3,7,7,2,4,7,6,5,2,4,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Desire to advance research,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,ECOOP,3.0,4.0,,,2.0,No,No,Yes,Yes,No,,9,8,2,,What is ORCID?,No,No,Yes,No,No,"Gitlab, Github",1.0,,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,9,8,Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Agree,Disagree,No,Yes,Yes,Yes,Yes,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -762,2018-10-25 10:02:41,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,Yes,5 - Mostly other people,Yes,15.0,5,5,5,3,6,5,5,5,3,5,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,MoDELS 2012,2.0,3.0,,,2.0,Yes,No,No,Yes,No,,9,3,1 (None at all),,Yes,No,No,Yes,No,No,"github, gitlab, Mattermost, Jenkins, OpenProject",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Neither agree or disagree,Neither agree or disagree,2,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -763,2018-10-25 10:05:33,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,Computerwissenschaften M.Sc.,No,4,Yes,32.0,8,2,1 (None at all),1 (None at all),2,7,3,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,5,3,Disagree,Disagree,Disagree,2,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Studium Physik und Informatik,,"Softskills, Multitasking" -764,2018-10-25 10:12:26,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,1,No,3.0,3,6,2,1 (None at all),4,5,5,1 (None at all),2,1 (None at all),University,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,No,Yes,No,No,github,1.0,SAR-EDU,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,2,Disagree,Agree,,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self training,Yes,"Project Management, Testing, Performance Critical Programming (i.e GPU, TPU)" -765,2018-10-25 10:12:33,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,10.0,7,5,4,1 (None at all),7,8,9,4,1 (None at all),5,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,2,2,3,,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,5,5,Agree,Agree,Neither agree or disagree,4,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,"universitäres Studium, Selbststudium",Yes,Systematische Testmethoden -767,2018-10-25 10:19:49,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,5 - Mostly other people,Yes,7.0,7,3,5,2,3,9,6,2,2,1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -769,2018-10-25 10:20:52,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,8,1 (None at all),2,2,1 (None at all),8,1 (None at all),2,2,1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,PyData,3.0,5.0,,,3.0,Yes,No,No,Yes,No,,7,7,1 (None at all),,No,No,No,Yes,No,No,Gitlab,12.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Strongly Agree,Agree,2,,Agree,Strongly Agree,Agree,Agree,Agree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Sprints, Workshops",Yes, -770,2018-10-25 10:25:46,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,,5 - Mostly other people,,3.0,6,3,1 (None at all),1 (None at all),3,5,7,4,4,2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,5.0,,,3.0,No,No,No,Yes,No,,3,2,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Strongly disagree,Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -771,2018-10-25 10:26:41,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,,Yes,3,Yes,6.0,8,5,1 (None at all),1 (None at all),5,7,9,,3,,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in the main text,Yes,SETAC,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),3,1 (None at all),,No,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,7,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,Yes,,,,,,,,,Yes,"Benutzerrechte, Cloud, Sicherheit" -772,2018-10-25 10:29:21,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,"ITIL, Six Sigma, SAS",No,3,No,20.0,6,2,3,1 (None at all),1 (None at all),8,8,2,3,2,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Desire to advance research,,No,,,,,,,,,Yes,No,No,No,No,,8,4,7,,What is ORCID?,No,No,Yes,No,No,,2.0,,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -773,2018-10-25 10:30:03,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,ISTQB Software Tester - Foundation Level,No,4,Yes,5.5,7,3,2,1 (None at all),2,8,4,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,No,,3.0,3.0,,,1.0,No,No,No,Yes,No,,2,3,8,,What is ORCID?,No,Yes,Yes,No,No,,0.0,Internal weekly seminars,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,8,,,,3,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University degree and private time,Yes,"New programming languages (i.e. Rust), GPU processing, deep learning" -774,2018-10-25 10:31:44,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,Bachelor of Science,No,1,No,0.5,6,5,2,2,6,6,8,2,5,6,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,The salary,"Different researchers, same research group",Yes,Acknowledged in the main text,No,,1.0,4.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Github, Trello",1.0,Inhouse Schulung,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Online-Kurse, interne Weiterbildungen, Learning by Doing",Yes,"Testing, Versionierung, Big Data" -775,2018-10-25 10:34:07,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,No,2,No,10.0,4,4,2,1 (None at all),2,6,4,2,2,1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,The salary,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,"ISBI, MICCAI, ICIP, ICIAP",5.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),"none yet, will change this habit!",Yes,No,No,Yes,No,No,"github, local gitlabs",1.0,local institute training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,7,Agree,Agree,Disagree,2,Strongly disagree,Disagree,Agree,Neither agree or disagree,,Agree,Agree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,by doing it,,"testing SW, efficient communication, software design patterns" -776,2018-10-25 10:37:06,Germany,Yes,Doctorate,,,,,,,,,Civil Engineering,,,,,,,,,,No,0 - Mostly me,Yes,16.0,4,4,5,7,2,5,5,5,8,2,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Not mentioned at all,Yes,"ICMMES, ECCOMAS, SIAM, Cyberworlds",3.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"Trello, Gitlab, Slack",1.0,Lehrgang an Universitäten,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,5,Disagree,Agree,Disagree,6,Strongly Agree,Disagree,Strongly Agree,Strongly disagree,Disagree,Disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,Autodidakt,Yes,TDD -777,2018-10-25 10:38:11,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,No,2.0,4,8,2,1 (None at all),3,4,8,2,1 (None at all),3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,Not mentioned at all,Yes,IMCS 2018,4.0,2.0,,,1.0,No,Yes,Yes,Yes,No,,1 (None at all),2,1 (None at all),,Yes,No,No,Yes,No,Yes,Github,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Selbststudium,Yes,"Versionsverwaltung, Objektorientierung, Mikroprozessor-Schnittstellen" -778,2018-10-25 10:40:45,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,3,No,8.0,7,6,3,2,4,7,8,4,2,2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -779,2018-10-25 10:45:28,Germany,Yes,Master degree,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,0 - Mostly me,No,3.0,7,7,2,2,2,7,7,2,4,3,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,ICMMES,2.0,2.0,,,1.0,No,Yes,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,keine,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,Disagree,Neither agree or disagree,Agree,5,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium + Vorlesungen,No, -780,2018-10-25 10:49:16,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,No,7.0,7,4,6,1 (None at all),3,,5,2,5,3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Ability to work across disciplines,The salary,Opportunity for career advancement,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,,,3.0,3.0,,,2.0,No,No,No,Yes,No,,2,6,1 (None at all),,No,No,No,Yes,No,No,"Gitea, Drone CI, wekan",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Neither agree or disagree,Neither agree or disagree,5,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Carolo-Cup / Hobby / Studium,Yes,"Die Fähigkeit andere von den Konzepten des modenen Softwarengeneerings zu überzeugen (Unit Tests, Continuous Integration, regelmäßige Meetings, Buildsysteme)" -782,2018-10-25 10:59:16,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,3,Yes,10.0,7,3,5,3,4,7,5,3,5,4,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,1.0,3.0,,,1.0,No,No,Yes,No,No,,1 (None at all),5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selftaught,Yes,"Machine Learning, High performance computing, computer graphics" -783,2018-10-25 11:03:33,Germany,Yes,Other,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,7.0,9,2,1 (None at all),2,2,9,5,1 (None at all),2,2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,No,,4.0,2.0,,,1.0,Yes,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Strongly disagree,Agree,Strongly Agree,Agree,Disagree,Agree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -784,2018-10-25 11:04:30,Germany,Yes,Doctorate,,,,,,,,,Chemistry,,,,,,,,,,No,2,No,8.0,6,7,3,4,5,6,8,1 (None at all),5,2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,3.0,,,3.0,No,No,Yes,No,No,,6,6,2,,No,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Yes,,8,8,Agree,Neither agree or disagree,Disagree,4,Strongly disagree,Strongly disagree,Strongly Agree,Disagree,Strongly disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -785,2018-10-25 11:11:45,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,3.0,7,3,4,1 (None at all),3,8,5,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,,,,,,,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Agree,Agree,Strongly disagree,1 (None at all),Disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Agree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes,Grafikdesign -787,2018-10-25 11:18:07,Germany,Yes,Doctorate,,,,,,,,,Aeronautical & Manufacturing Engineering,,,,,,,,,,No,3,No,12.0,4,4,4,2,2,4,6,3,3,2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,,,,,2.0,No,No,Yes,No,No,,4,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,5,Neither agree or disagree,Strongly Agree,Neither agree or disagree,5,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Disagree,Agree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -788,2018-10-25 11:18:58,Germany,Yes,Undergraduate degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,0 - Mostly me,No,5.0,4,6,2,1 (None at all),4,6,5,1 (None at all),3,8,University,,,,,,,,,Full Time,Prefer not to say,2.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,No,,1.0,4.0,,,1.0,No,No,Yes,Yes,No,,3,5,2,,What is ORCID?,Yes,Yes,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,3,Disagree,Neither agree or disagree,Strongly disagree,8,Strongly disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self Study,Yes,dealing with other persons -789,2018-10-25 11:24:16,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,20.0,7,2,2,1 (None at all),4,5,3,5,1 (None at all),,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,LIGO/VIRGO Collaboration Meetings,4.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, GitLab, Rocket.Chat, JIRA, Confluence, Foswiki, Redmine, OTRS, Wekan, DokuWiki, NextCloud, Jenkins, BOINC, Python, RubyGems, Rails, Solr, Qt, Atom, Koha, Debian",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Neither agree or disagree,Agree,2,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,,Disagree,Disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Enthusiastisches, neugieriges Lernen sowie Berufserfahrung",, -790,2018-10-25 11:40:46,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,M. Sc. NDT,No,5 - Mostly other people,No,10.0,2,3,7,1 (None at all),3,3,6,5,3,3,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"DGZFP-Jahrestagungen 2009 - 2018, ECNDT 2018, CFK-Valley Convention 2010 & 2011, CICE 2014, ASNT 2014, ENDE 2011, SPIE 2009-2013",3.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),4,1 (None at all),,Yes,No,No,No,No,Yes,,0.0,interne Fraunhofer Schulung,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,5,6,Neither agree or disagree,Strongly Agree,Agree,8,Agree,Disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,eigenständig und im Austausch mit Kollegen,Yes,"Projektmanagement bei unikalen Teams, Versionskontrolle, interne Standards" -791,2018-10-25 11:44:02,Germany,Yes,Master degree,,,,,,,,,Chemistry,,,,,,,,,B.A. (Skandinavistik),No,0 - Mostly me,No,3.0,6,3,7,2,2,8,3,8,2,2,Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to advance research,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -794,2018-10-25 12:12:19,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,No,3.0,7,4,4,1 (None at all),3,7,7,2,1 (None at all),2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,Desire to advance research,The salary,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -795,2018-10-25 12:13:26,Germany,Yes,Master degree,,,,,,,,,Mechanical Engineering,,,,,,,,,"Dipl.-Ing. (FH) Elektrotechnik, B.Eng.(hon) European Engineering Management",Yes,4,No,15.0,3,4,8,2,5,4,5,3,4,5,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),Yes,Not mentioned at all,No,,6.0,3.0,,,0.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"OpenCV, WxWidgets",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,3,Disagree,Strongly Agree,Disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Strongly disagree,,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Selbststudium,Yes,"Softwarearchitektur, Webtechnologies" -796,2018-10-25 12:15:21,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,PhD,Yes,4,Yes,35.0,5,5,3,3,1 (None at all),4,7,2,4,,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,The salary,Opportunity to develop software,"Different researchers, same research group",No,Acknowledged in the main text,Yes,MaxEnt;ICAM;ISBI,2.0,4.0,,,2.0,Yes,No,No,Yes,No,,1 (None at all),3,1 (None at all),,Yes,No,No,No,Yes,No,none,2.0,2-3 days training workshops,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Agree,3,Strongly disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,,,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -797,2018-10-25 12:25:31,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,0 - Mostly me,No,5.0,4,7,4,1 (None at all),4,4,9,1 (None at all),3,,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,,,,,1.0,Yes,Yes,No,Yes,No,,7,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,,Agree,Agree,Agree,4,Disagree,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -799,2018-10-25 13:17:33,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,20.0,8,2,2,1 (None at all),3,7,5,2,3,3,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"CARS, ISTU",5.0,3.0,,,2.0,No,No,No,Yes,Yes,,1 (None at all),7,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Jira, GitLab, Bugzilla, Confluence",2.0,"MEVIS Academy, Developer Seminar",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,7,5,Strongly Agree,Agree,Neither agree or disagree,3,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Erfahrung,Yes,"Usability Engineering, ""Developer Experience"" Begriff definieren können" -802,2018-10-25 13:41:21,Germany,Yes,Master degree,,,,,,,,,Biological Sciences,,,,,,,,,Dipl. (FH) Informatik,No,1,No,8.0,2,1 (None at all),1 (None at all),1 (None at all),9,5,4,3,1 (None at all),4,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,I want to learn new skills,Ability to work across disciplines,Flexible working hours,The salary,Opportunity for career advancement,Same researcher(s),Yes,Named as main author,No,,2.0,3.0,,,2.0,No,Yes,No,No,No,,3,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Travis CI, ReadTheDocs, Docker Hub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,,,,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",,"Agile Entwicklung, Machine Learning, mit C programmieren" -803,2018-10-25 13:43:08,Germany,Yes,Undergraduate degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,2,No,10.0,5,3,1 (None at all),1 (None at all),5,4,4,2,1 (None at all),6,Fraunhofer Society,,,,,,,,,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -804,2018-10-25 14:38:21,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,3,Yes,15.0,7,4,4,1 (None at all),2,8,8,3,5,4,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,The salary,Flexible working hours,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,6,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"stackexchange, google, github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,2,Neither agree or disagree,Neither agree or disagree,Strongly disagree,9,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Other,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidakt der viel Freizeit in Computerzeit konvertiert...,Yes,Wissensmanagement -805,2018-10-25 14:55:20,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,Kommunikationselektroniker,No,4,Yes,5.0,5,3,3,1 (None at all),4,8,5,1 (None at all),1 (None at all),5,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,1.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,"Different researchers, same research group",Yes,Not mentioned at all,No,,6.0,2.0,,,2.0,No,No,No,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, github",0.0,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,,7,5,Neither agree or disagree,Neither agree or disagree,Strongly disagree,5,Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -808,2018-10-25 15:41:49,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,B. Sc.,No,3,Yes,12.0,9,1 (None at all),1 (None at all),1 (None at all),2,9,2,1 (None at all),2,2,University,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,The salary,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,8,6,6,,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,5,5,Agree,Agree,Disagree,5,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -810,2018-10-25 16:08:29,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,10.0,9,3,2,1 (None at all),2,9,5,2,1 (None at all),2,Fraunhofer Society,,,,,,,,,Full Time,Prefer not to say,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Named as main author,No,,1.0,6.0,,,3.0,Yes,No,No,Yes,No,,3,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, github, slack, trello",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,,,,,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Uni, Werksstudent",, -811,2018-10-25 16:38:15,Germany,No,"Final secondary-school examinations, general qualification for university entrance",,,,,,,,,Education,,,,,,,,,,No,0 - Mostly me,No,0.0,3,1 (None at all),1 (None at all),4,7,8,3,2,2,10 (All my time),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -814,2018-10-25 17:53:29,Germany,Yes,Undergraduate degree,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,2,No,2.0,8,10 (All my time),2,3,2,7,9,2,4,4,Fraunhofer Society,,,,,,,,,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,,,1.0,3.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,,Agree,,,1 (None at all),Disagree,Agree,Agree,,Strongly disagree,,,No,Yes,No,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -815,2018-10-25 19:25:34,Germany,No,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,0 - Mostly me,No,4.0,4,3,5,1 (None at all),5,7,5,5,1 (None at all),7,University,,,,,,,,,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Same researcher(s),No,Acknowledged in the main text,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,2,7,5,,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,6,Neither agree or disagree,Agree,Neither agree or disagree,,,Neither agree or disagree,,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -816,2018-10-25 22:06:25,Germany,Yes,Other,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,Yes,5 - Mostly other people,No,10.0,3,4,4,1 (None at all),7,5,5,6,1 (None at all),4,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Desire to advance research,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,ICEI2018,2.0,2.0,,,1.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),self written proxy,Yes,No,Yes,Yes,No,No,"tfs, gitlab, github",1.0,project internal software usage workshop,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Disagree,2,Disagree,,,,,,,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by doing,Yes,"real world info about legal issues and software licences, js training, " -818,2018-10-26 08:23:31,Germany,Yes,Master degree,,,,,,,,,Civil Engineering,,,,,,,,,,No,0 - Mostly me,No,2.0,5,6,3,1 (None at all),2,5,9,9,1 (None at all),9,Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,The salary,Same researcher(s),Yes,Named as main author,No,,2.0,0.0,,,1.0,No,Yes,No,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Strongly Agree,4,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes, -819,2018-10-26 09:31:50,Germany,Yes,Master degree,,,,,,,,,Chemistry,,,,,,,,,B.A. (Skandinavistik),No,0 - Mostly me,No,3.0,6,3,5,2,2,8,4,6,2,2,Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -820,2018-10-26 09:38:51,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,1,Yes,10.0,3,7,2,1 (None at all),2,5,4,2,1 (None at all),2,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Prefer not to say,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -821,2018-10-26 10:41:31,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,3,Yes,6.0,7,5,2,2,4,8,5,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,The salary,Same researcher(s),Yes,Named as main author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),5,1 (None at all),,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,4,Agree,Disagree,Strongly Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -823,2018-10-26 14:37:06,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,,No,2,No,9.0,3,3,3,3,3,4,3,2,3,4,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),Yes,Named as main author,Yes,"useR!, Statistical Computing, CEN ISBS, ",4.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,Yes,Yes,No,No,"GitLab, GitHub, R-Forge, CRAN",3.0,"Summer School on Reproducibility in Computational Sciences 2018, MMS Summer school, R Intro für Biostatistiker, ...",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,7,Strongly Agree,Strongly Agree,Strongly Agree,7,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Uni und Internet,Yes,"Testen, Virtuelle Maschinen" -826,2018-10-26 15:09:43,United States of America,Yes,,,,Doctorate,,,,,,,,,Chemistry,,,,,,,No,1,Yes,14.0,8,9,3,1 (None at all),2,8,9,1 (None at all),1 (None at all),1 (None at all),,,,University,,,,,,Full Time,Fixed term -- funded by project funds,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Acknowledged in the main text,No,,4.0,1.0,,,1.0,No,No,No,Yes,No,,8,10 (All the time),9,FigShare,Yes,No,No,Yes,No,No,"GitLab, GitHub",0.0,0,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Neither agree or disagree,Neither agree or disagree,7,Disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes, -827,2018-10-26 15:11:48,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,No,1,No,3.0,6,6,1 (None at all),1 (None at all),4,6,4,3,3,3,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Named as main author,No,,1.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,3,Agree,Neither agree or disagree,Neither agree or disagree,7,Strongly disagree,Agree,Disagree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,No,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Hobby and certificate program,Yes, -828,2018-10-26 15:26:21,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,"M.Sc., Dipl.-Medieninform (FH)",Yes,5 - Mostly other people,Yes,20.0,7,3,4,2,3,7,5,3,2,7,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Freedom to choose own working practices,The salary,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"CURAC, Bildverarbeitung für die Medizin (BVM), VDI Veranstaltungen, Wissenschaftstage IFF",5.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),4,3,,No,Yes,Yes,Yes,No,No,gitlab,2.0,5,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,3,Agree,Strongly Agree,Agree,7,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Primär Bücher, Online Dokumentation, selten Videos - Äußerst Relevant: Prototypen zum Üben der Fallstricke",,"Work-Live Balance, Strukturiertes Testen in der Forschung, Safety & Security by Design" -831,2018-10-26 16:27:33,Germany,No,Master degree,,,,,,,,,Civil Engineering,,,,,,,,,,No,1,No,0.0,1 (None at all),9,2,1 (None at all),2,3,4,2,3,5,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.75,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -833,2018-10-26 22:51:13,Czech Republic,Yes,,,,,,,,,Masters degree,,,,,,,,,Librarianship & Information Management,,No,2,No,1.0,5,7,2,2,3,7,6,1 (None at all),4,5,,,,,,,,,Other,Part-time,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -837,2018-10-27 09:15:12,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,1,No,20.0,4,6,2,3,3,6,6,1 (None at all),2,3,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Desire to advance research,"Different researchers, same research group",No,Named as co-author,Yes,"GIL, ECPA",3.0,2.0,,,2.0,No,Yes,No,No,No,,10 (All the time),7,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,Software Carpentry,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Strongly Agree,Agree,Agree,2,Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"all by interest/on my own, learning from and participating at hackspaces",No,"professional programming: style, tools and environments (build automation, tests, virtualisation, )" -838,2018-10-27 13:34:38,Germany,Yes,Master degree,,,,,,,,,Medicine,,,,,,,,,"MD, MSc",No,0 - Mostly me,No,4.0,2,4,2,3,2,5,5,2,3,2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),5,zenodo,Yes,No,No,Yes,No,No,GitHub,5.0,"workshops, meetups",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Neither agree or disagree,Neither agree or disagree,2,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,coursera,Yes, -842,2018-10-27 19:16:39,South Africa,Yes,,,,,Doctorate,,,,,,,,,Economics,,,,, ,No,0 - Mostly me,No,4.0,6,5,2,7,3,8,8,2,9,2,,,,,Private company,,,,,Full Time,"Freelancer, consultant, contractor",5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),No,Named as main author,Yes,uRos,3.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),8,1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,Git,6.0,"Software Carpentry, meetups, workshop, etc",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Agree,Strongly Agree,Disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Git for teams large teams, software integration for production system" -843,2018-10-27 20:18:40,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,No,2.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,2.0,Yes,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,1,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Neither agree or disagree,Disagree,,,Agree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium,No, -844,2018-10-27 23:31:55,Canada,Yes,,,,,,,Doctorate,,,,,,,,,EVOLUTION AND ECOLOGY,,,,,3,No,10.0,3,7,1 (None at all),5,2,,,,,,,,,,,,University,,,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,,Yes,No,Yes,Yes,No,No,,,,,,,,,,,,,,,,,,,,,Don't know,,,,,,,,,,,,,,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,,Yes,testing methodologies -846,2018-10-28 00:26:55,United States of America,Yes,,,,Master degree,,,,,,,,,Mathematics,,,,,,,Yes,0 - Mostly me,Yes,4.0,7,4,5,2,3,6,6,3,7,8,,,,Private company,,,,,,Full Time,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,The salary,Opportunity to develop software,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,RStudio Conf,3.0,2.0,,,2.0,No,No,Yes,Yes,Yes,,9,7,4,,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Disagree,Disagree,Disagree,10 (All the time),Neither agree or disagree,Strongly Agree,Agree,Disagree,Strongly Agree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,No,Yes,No,,,,,,,,,, -847,2018-10-28 00:29:55,Canada,Yes,,,,,,,Doctorate,,,,,,,,,STATISTICS AND PROBABILITY,,,,,1,No,25.0,2,7,3,1 (None at all),2,,,,,,,,,,,,University,,,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,3.0,3.0,2.0,No,,No,No,No,No,Yes,No formal methodology,1 (None at all),,,,Yes,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,CIHR,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,No,No,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,,Yes, -848,2018-10-28 12:14:35,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Chemistry,,,,,,,CChem,No,3,No,43.0,3,5,1 (None at all),3,5,4,7,3,3,7,,,National laboratory,,,,,,,Full Time,Permanent -- funded by Institution core funding,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,Yes,Various,1.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),I don’t,Yes,No,Yes,No,No,No,R-forge,3.0,Statistics for chemists - nothing to do with software,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,5,Agree,Agree,Agree,7,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,intro at school in 1974. 1 voluntary video course in Fortran in 1979 in prep for PhD. Self-taught for everything else,No, -852,2018-10-29 07:06:02,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,1,No,1.0,6,8,1 (None at all),1 (None at all),4,6,8,4,1 (None at all),4,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,The salary,Same researcher(s),Yes,Named as co-author,No,,2.0,3.0,,,2.0,No,No,Yes,No,No,,1 (None at all),8,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,8,5,Agree,Agree,,2,Strongly disagree,Strongly Agree,Agree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"learning by doing, online kurse",Yes, -853,2018-10-29 08:27:24,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,4,Yes,10.0,6,4,5,1 (None at all),3,5,4,5,5,2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,6.0,3.0,,,1.0,No,No,No,Yes,No,,2,2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,3.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,6,5,Disagree,Agree,Disagree,3,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbst",Yes, -854,2018-10-29 08:33:32,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,0 - Mostly me,No,4.0,4,8,3,2,5,5,9,1 (None at all),4,4,Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,The salary,Flexible working hours,Same researcher(s),No,Acknowledged in acknowledgements section,No,,0.0,1.0,,,1.0,No,Yes,No,No,No,,1 (None at all),4,1 (None at all),,No,No,No,No,No,Yes,,0.0,0,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,4,Neither agree or disagree,Neither agree or disagree,Disagree,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,, -855,2018-10-29 08:35:28,Germany,Yes,Master degree,,,,,,,,,Materials Technology,,,,,,,,,,No,4,No,1.0,8,1 (None at all),3,2,2,7,1 (None at all),1 (None at all),3,3,Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,1.0,0.0,,,1.0,No,No,Yes,Yes,No,,4,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,,,,,,Agree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Online courses, learning through doing",No,"OOP, Git, Marketing" -856,2018-10-29 08:44:06,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,4,Yes,15.0,8,4,6,2,1 (None at all),10 (All my time),3,2,5,1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,Yes,"SPS IPC DRIVES, Hannover Messe",3.0,3.0,,,2.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,No,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Disagree,Neither agree or disagree,Strongly disagree,2,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,Selbststudium,No, -857,2018-10-29 09:06:29,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,"ingénieur, ingénieur informatique,",Yes,2,No,10.0,7,3,6,2,5,8,3,6,1 (None at all),2,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,Autres départements,5.0,2.0,,,1.0,No,Yes,No,No,No,,7,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Git,1.0,fraunhofer academy,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,,6,4,Disagree,Strongly Agree,Strongly disagree,5,Agree,Disagree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,J'ai les appris sur internet,Yes,Coordination d'une grande groupe des dévelopeurs avec des compétences différentes -858,2018-10-29 09:50:20,Germany,Yes,Master degree,,,,,,,,,Art & Design,,,,,,,,,Bachelor of Science,No,2,Yes,22.0,7,4,3,1 (None at all),2,7,4,1 (None at all),1 (None at all),3,University of Applied Sciences,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,The salary,Flexible working hours,Same researcher(s),Yes,Named as main author,Yes,"ISMIR, ICMC, SMC, NIME, DHd, AudioMostly",3.0,2.0,,,1.0,No,No,No,Yes,No,,8,10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"GitHub, BitBucket, GoogleDocs",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,,,,,,,,"Studium, Selbststudium mit Web-Ressourcen, Learning by doing",Yes,"SQL, GraphQL, Deep Learning" -860,2018-10-29 10:46:24,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,1,Yes,14.0,8,6,3,4,5,9,6,1 (None at all),3,5,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as main author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,2,4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Agree,Agree,Agree,4,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Autodidaktisch, Studium",No,"Aufwandsabschätzung, Rapid Prototyping" -862,2018-10-29 11:03:07,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,0 - Mostly me,No,3.0,6,3,2,1 (None at all),4,6,6,3,,,Other,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,CSIXL2018,2.0,1.0,,,2.0,No,Yes,No,No,No,,1 (None at all),2,1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,"Computerverständnis, gute programmiertechnische Praxis" -863,2018-10-29 11:37:20,Germany,Yes,Master degree,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,1,No,2.0,5,4,2,1 (None at all),4,4,6,1 (None at all),1 (None at all),3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Freedom to choose own working practices,The salary,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,6,Agree,Strongly Agree,Agree,2,Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,No,Yes,Yes,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,"Modul im Studium, Autodidaktisch",No, -864,2018-10-29 14:07:37,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,3,No,25.0,8,4,2,1 (None at all),2,6,5,1 (None at all),1 (None at all),1 (None at all),Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,"Free and Open Source Software Conference (FrosCON'18), International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOPT'18), International Conference on Electronics, Information and Communication (ICEIC)",1.0,1.0,,,0.0,No,No,Yes,Yes,No,,9,2,2,k. A.,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,7,Disagree,Neither agree or disagree,Strongly disagree,8,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,Windows,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Lehrgänge, autodidaktisch",Yes,"Konzentration, Analytik, Python" -865,2018-10-29 15:37:25,Germany,Yes,Master degree,,,,,,,,,History,,,,,,,,,,Yes,2,No,5.0,8,2,8,1 (None at all),4,8,4,3,2,,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"Bibliothekarstag, Quellen und Methoden der Geschichtswissenschaft im digitalen Zeitalter: Neue Zugänge für eine etablierte Disziplin? (DIGIMET), Historikertag",10.0,3.0,,,6.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),3,,No,No,No,Yes,No,No,gitlab,2.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,8,Disagree,Disagree,Neither agree or disagree,4,Agree,Disagree,Agree,Disagree,Neither agree or disagree,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,Yes,,,,,,,,Eigenstudium,Yes, -866,2018-10-30 02:13:40,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Business & Management Studies,,,,,No,5 - Mostly other people,Yes,6.0,7,3,3,1 (None at all),4,8,4,2,4,2,,,,,,Government,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,The salary,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),1 (None at all),,No,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Agree,4,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Previous jobs and training (courses and on the job training),, -867,2018-10-30 09:38:08,Germany,Yes,Master degree,,,,,,,,,Librarianship & Information Management,,,,,,,,,Soziologie,,4,Yes,20.0,8,2,1 (None at all),1 (None at all),3,8,8,3,1 (None at all),4,Leibniz Association,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,No,No,Yes,No,,8,10 (All the time),10 (All the time),"Zenodo, da|ra",Yes,No,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,4,Agree,Agree,Disagree,5,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -868,2018-10-30 10:44:25,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,"Dr. rer. nat., M.Sc., B.Sc.",No,2,No,3.0,4,5,3,3,3,4,6,2,3,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,2.0,5.0,,,3.0,No,Yes,No,Yes,No,,4,4,3,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -869,2018-10-30 12:13:55,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,3,Yes,5.0,7,4,3,2,3,6,4,6,2,3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,1.0,No,No,Yes,No,No,,3,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,6,Neither agree or disagree,Strongly Agree,Disagree,5,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,Disagree,No,Yes,Yes,No,No,Yes,No,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,on the Fly,Yes,"documenting software architetures, team management, project management" -870,2018-10-30 14:13:44,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,2,No,4.0,5,2,3,1 (None at all),1 (None at all),6,2,3,1 (None at all),1 (None at all),University,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,The salary,Desire to advance research,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,"github, university's gitlab, stack exchange",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,0 - Not at all satisfied,Agree,Disagree,Disagree,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by myself,Yes,"small team management, pitching research/business ideas" -871,2018-10-31 09:50:15,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,4,Yes,30.0,7,3,3,1 (None at all),2,4,7,2,3,3,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by project funds,31.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,"SPIE, OSA",2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),5,1 (None at all),,Yes,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,5,5,Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"UML-Modellierung, weitere Programmiersprachen (Go, Rust, Javascript), Software-Engineering" -872,2018-10-31 11:32:58,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,2,No,3.0,7,6,2,1 (None at all),2,7,7,3,4,4,Fraunhofer Society,,,,,,,,,Full Time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,3.0,2.0,,,0.0,Yes,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,8,10 - Completely satisfied,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,No,Yes,No,Yes,No,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Learning-by-doing,Yes,C++-Know-How -873,2018-10-31 13:58:30,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,5 - Mostly other people,No,10.0,4,6,2,1 (None at all),4,3,7,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,3,Neither agree or disagree,Neither agree or disagree,Disagree,5,Agree,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University coursework, online resources, textbooks",Yes,"artificial neural networks, GPU acceleration" -874,2018-10-31 15:47:09,Germany,Yes,Doctorate,,,,,,,,,Philosophy,,,,,,,,,,No,2,No,20.0,3,4,5,1 (None at all),3,5,5,3,2,3,Max Planck Society,,,,,,,,,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"DH2016, DHd2018",4.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,9,10 (All the time),9,"Zenodo, MPG.PuRE",Yes,No,Yes,Yes,No,No,"github, gitlab, etherpad, slack, google docs, dariah-de und gwdg angebote",2.0,"Interest Group am Institut, Summer School an einer Akademie",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Strongly Agree,Disagree,1 (None at all),Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,"UX/UI Design, TDD, Zeitmanagement" -877,2018-11-01 10:09:30,Germany,Yes,Undergraduate degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,1,No,1.0,2,3,1 (None at all),1 (None at all),4,5,5,2,2,3,Other,,,,,,,,,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Not mentioned at all,No,,1.0,2.0,,,1.0,No,No,No,Yes,No,,9,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,2,Disagree,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, Internet, Books and I am still very much in the learning process",Yes,"Ability to create highly efficient code; Understanding of theoretical concepts behind atmospherical models; Using software solutions from other fields to solve ""my"" research problems" -878,2018-11-01 10:11:05,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,30.0,4,4,2,1 (None at all),3,4,4,1 (None at all),2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),8,5,,Yes,No,Yes,Yes,No,No,"github, stackexchange",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Disagree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mostly self-taught,,writing good documentation -879,2018-11-01 13:49:30,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,Yes,3,,30.0,4,3,3,1 (None at all),5,3,5,1 (None at all),3,4,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,23.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -881,2018-11-02 09:31:24,Germany,Yes,Doctorate,,,,,,,,,Civil Engineering,,,,,,,,,,No,2,No,16.0,3,3,6,2,3,5,7,3,3,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -883,2018-11-02 12:52:56,Germany,Yes,Master degree,,,,,,,,,Biological Sciences,,,,,,,,,"Bachelor, Biowissenschaften",No,0 - Mostly me,No,9.0,3,8,1 (None at all),2,2,6,6,1 (None at all),4,1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,4,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,5,,,,7,Neither agree or disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,Yes,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Anfängerkurse Informatik an der Uni, aber größtenteils selber bei gebracht",Yes,project management -884,2018-11-02 18:17:02,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,Yes,4,Yes,15.0,4,2,6,1 (None at all),3,5,2,3,2,3,Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,"Different researchers, same research group",No,Named as co-author,No,,1.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),2,1 (None at all),,ORCID is not relevant for me,No,Yes,No,No,No,,1.0,-,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,4,Disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Training on the job, dann Internet-Schulungsvideos",Yes, -885,2018-11-03 23:26:52,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,4,No,10.0,3,3,2,7,3,6,6,3,4,,University,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity for career advancement,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in the main text,Yes,European Geoscience Union General Assembly,0.0,0.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),CSDMS,Yes,No,No,Yes,No,No,Github,2.0,none,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Disagree,Agree,Disagree,8,Agree,Disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,No,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"Mathematics, software design, GUIs" -886,2018-11-04 20:26:25,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,0 - Mostly me,Yes,5.0,10 (All my time),9,1 (None at all),1 (None at all),5,10 (All my time),10 (All my time),1 (None at all),5,3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,"Different researchers, same research group",No,Named as main author,No,,2.0,4.0,,,3.0,Yes,No,No,Yes,No,,3,5,1 (None at all),,No,No,No,Yes,No,No,"GitHub, GitLab, BitBucket",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,8,Strongly Agree,Agree,Neither agree or disagree,3,Strongly disagree,Neither agree or disagree,,,Disagree,Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self-learning by working on real projects,Yes,"organizing research, collaboration with others, marketting existing work" -887,2018-11-05 10:39:58,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,Yes,4,Yes,20.0,2,5,3,1 (None at all),3,,,,,,,Non-profit organization,,,,,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,"SKA Engineering meeting, ICT open (Netherlands), NLeSC annual symposia including IEEE eScience 2018",2.0,3.0,,,3.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,9,9,,,,,,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"During my MSc, PhD, Postdoc positions",Yes,Management skills -890,2018-11-05 14:34:35,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,3.0,7,5,3,1 (None at all),7,7,5,5,4,10 (All my time),Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,The salary,Flexible working hours,Same researcher(s),Yes,Acknowledged in the main text,No,,2.0,3.0,,,0.5,Yes,No,No,No,Yes,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gitlab, Tortoisemerge, Git",0.0,1,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,6,,Agree,Neither agree or disagree,Neither agree or disagree,2,Agree,Agree,Agree,Agree,,,,No,Yes,Yes,No,No,No,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,"HiWi, Praktika",Yes,"Datenstrukturen, Softwaremanagement, C++" -891,2018-11-05 15:45:55,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,15.0,8,2,1 (None at all),1 (None at all),2,10 (All my time),4,1 (None at all),1 (None at all),3,Max Planck Society,,,,,,,,,Full Time,Agency staff,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,Yes,No,No,Yes,No,,8,3,2,,No,No,No,Yes,No,No,github,1.0,software workshops,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,3,Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,Based on experience,Yes,"Kotlin, R, Deep learning" -892,2018-11-05 15:56:35,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,,5 - Mostly other people,,12.0,8,3,1 (None at all),1 (None at all),2,6,7,1 (None at all),1 (None at all),2,Leibniz Association,,,,,,,,,Full Time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Not mentioned at all,Yes,"ADASS, ESO/ESA",2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,Yes,No,gitlab wikis,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Strongly Agree,3,,Disagree,,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,patience -893,2018-11-05 16:05:32,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,Physik (Diplom),No,1,No,11.0,3,3,1 (None at all),1 (None at all),3,3,5,1 (None at all),3,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to advance research,Flexible working hours,Opportunity to develop software,The salary,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"ParCo, EuroPar",4.0,2.0,,,1.5,No,No,No,Yes,No,,4,8,1 (None at all),,Yes,No,No,Yes,No,No,"TRAC, GitLab, Slack",1.0,GPU Programming Tutorial,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Disagree,Agree,Neither agree or disagree,2,Strongly disagree,Strongly disagree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Training courses at Supercomputing centres,Yes,"compiler construction, standards in unit testing, advanced version control with git" -894,2018-11-05 21:39:37,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,,Yes,3,No,6.0,6,4,2,2,3,7,6,1 (None at all),2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"CPPcon, GTC",2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,8,,Yes,No,No,Yes,No,No,gitea,2.0,local training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Strongly disagree,Strongly Agree,Disagree,5,Strongly Agree,Agree,Agree,,,Agree,,No,No,,,,,,GNU/Linux,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -895,2018-11-05 23:49:32,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Civil Engineering,,,,Professional Engineer (California); Diplomate Water Resources Engineer (D.WRE),No,3,Yes,20.0,7,3,2,1 (None at all),2,7,3,2,3,2,,,,,,National laboratory,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,ASCE Water Resources; Federal Environmental Modeling Conferences,2.0,3.0,,,2.0,No,No,No,Yes,No,,8,6,1 (None at all),,No,No,Yes,Yes,No,No,GitHub,2.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,2,Disagree,Agree,Agree,Agree,Agree,Neither agree or disagree,Agree,,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University Courses; Short Courses; Peer Collaboration,Yes,Architecture; Formal Systems for Testing; Scientific Graphics -896,2018-11-06 09:14:39,Germany,Yes,Doctorate,,,,,,,,,Mechanical Engineering,,,,,,,,,"Dr.-Ing., Dipl.-Ing., MSc",No,3,No,10.0,7,7,3,4,3,6,9,5,5,2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,The salary,"Different researchers, same research group",Yes,Acknowledged in the main text,Yes,,3.0,3.0,,,3.0,No,No,No,Yes,No,,4,3,1 (None at all),,Yes,No,Yes,Yes,No,No,GitLab,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,4,Agree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes, -901,2018-11-07 12:21:56,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,0 - Mostly me,No,6.0,7,3,2,2,3,9,2,2,9,4,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, gitlab",1.0,"Software Carpentry, Vorlesungen und Workshops am Institut",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Agree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Vorlesungen, Selbststudium, Freunde",Yes,"CI, GPU-Programming, Lehre" -902,2018-11-07 12:28:51,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,2,No,2.0,3,8,2,6,4,5,10 (All my time),1 (None at all),4,2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,"GAMM 2017, GAMM 2018, Inter-Noise 2017",2.0,6.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),Publisher von Journals oder Konferenzen,What is ORCID?,No,No,Yes,No,No,"Git-Server, Sharelatex für Dokumentation der Software, Mathematische Open Source Pakete (Petsc, sympy, numpy etc.)",0.0,"Angebote des Graduiertenkollegs der TU Braunschweig (Sommerschulen, Workshops etc.)",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Strongly disagree,Agree,Strongly Agree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Grundlagen in C++ im Physikstudium als bewertetes Pflichtfach. Die überwiegende Mehrheit (mehr als 90% der Fertigkeiten) durch Erfahrung und Ausprobieren,Yes,"Testgetriebene Entwicklung, Qualitätssicherung bei Versionssprüngen (wird beides DRINGEND benötigt, es fehlt Kompetenz und Zeit, um diese aufzubauen), Parallel arbeitenden Code schreiben" -904,2018-11-07 15:42:43,Germany,Yes,Master degree,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,4,Yes,15.0,5,2,3,1 (None at all),6,7,4,3,2,3,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as main author,Yes,ICRA,3.0,3.0,,,2.0,No,No,No,Yes,No,,3,5,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,"gitlab, github",0.0,,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,5,5,Disagree,Agree,Disagree,4,Strongly disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Fachliteratur,Yes,Real time and embedded systems -906,2018-11-07 21:07:34,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,Yes,5 - Mostly other people,Yes,7.0,8,3,3,1 (None at all),2,6,6,3,1 (None at all),2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,The salary,Same researcher(s),Yes,Named as main author,Yes,"EScience, BigData",3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,3,Zenodo,Yes,No,No,Yes,No,No,Slack,2.0,"local university training, webinars",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,Strongly Agree,Strongly Agree,Neither agree or disagree,7,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Masters program/University, Self-learning",Yes,"Technical writing, Time management, People skills" -909,2018-11-07 21:25:37,United States of America,Yes,,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,4,,33.0,8,2,1 (None at all),1 (None at all),1 (None at all),8,8,1 (None at all),4,2,,,,University,,,,,,Prefer not to say,Fixed term -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,The salary,"Different researchers, same research group",No,Not mentioned at all,,,3.0,10.0,,,1.0,No,No,Yes,Yes,No,,9,8,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,GitHub,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,,Agree,Disagree,Strongly disagree,6,Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Institutes + study + experience,Yes, -911,2018-11-07 21:35:22,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,,,No,0 - Mostly me,No,5.0,10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),,,,University,,,,,,Full Time,Research/Student Assistant,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,Winter q-Bio,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Disagree,4,Disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Agree,Agree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -912,2018-11-07 21:46:27,United States of America,Yes,,,,Master degree,,,,,,,,,Accounting & Finance,,,,,,,No,3,Yes,19.0,2,1 (None at all),1 (None at all),3,5,3,1 (None at all),1 (None at all),3,4,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,0.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, Trello",6.0,"local university training, PyLadies",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Strongly Agree,Agree,Agree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Primarily self-taught and at work. Self-taught programmer/linux admin in 1997-1998, first programming job 1999.",Yes,"Project management, Growing relationships with faculty, Effectively leading non-developers on development projects" -913,2018-11-07 21:47:58,United States of America,Yes,,,,Master degree,,,,,,,,,Mathematics,,,,,,,No,5 - Mostly other people,Yes,49.0,7,1 (None at all),2,1 (None at all),4,8,2,1 (None at all),1 (None at all),2,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"CCDHCS, SPSS ISSUE, ASA",5.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,Yes,No,"Github, Bitbucket, Gitlab",4.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Neither agree or disagree,Strongly Agree,Disagree,8,Agree,Neither agree or disagree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"undergraduate and graduate coursework, on-the-job training and project work, self-teaching, mentoring by more experienced developers.",,GPU programming -914,2018-11-07 21:57:52,Denmark,Yes,,,,,,,,,PhD ,,,,,,,,,Electrical & Electronic Engineering,,No,1,No,14.0,2,4,2,6,2,5,7,1 (None at all),3,2,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,0.0,3.0,0.0,Yes,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),8,8,"Local library, Zenodo ",Yes,No,No,Yes,No,No,"Github, Bitbucket",5.0,"Several BSc, MSc, and PhD level courses",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,4,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Part of my education as an engineer,Yes,"Julia programming, deep learning, " -915,2018-11-07 22:03:56,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Mathematics,,,,,,,No,2,No,4.0,7,4,2,7,3,8,5,1 (None at all),4,3,,,,University,,,,,,Full Time,Research/Student Assistant,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Desire to advance research,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,Society of Mathematical Biology Annual Meeting 2018,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -918,2018-11-07 22:11:56,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,3,,15.0,3,5,2,3,2,6,5,2,4,3,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"Big Data, HPC, PEARC,SC",3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,,8.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,3,Neither agree or disagree,Strongly Agree,Neither agree or disagree,8,Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -921,2018-11-07 22:21:45,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,Yes,30.0,5,1 (None at all),1 (None at all),2,4,,,,2,,,,,University,,,,,,Full Time,Prefer not to say,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,No,,20.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,2.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,Strongly Agree,Agree,Disagree,,,,Agree,Strongly disagree,,,,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learn on the go,No, -922,2018-11-07 22:27:56,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Philosophy,,,,,,,No,5 - Mostly other people,Yes,3.0,5,2,1 (None at all),3,2,6,2,1 (None at all),3,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,The salary,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,8,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,8.0,Local university,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Strongly Agree,Disagree,10 (All the time),Disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Disagree,Disagree,No,Yes,Yes,No,Yes,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -924,2018-11-07 22:35:30,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,No,1,No,12.0,2,3,3,5,2,3,7,2,2,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,The salary,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -925,2018-11-07 22:38:16,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Mathematics,,,,,,,No,3,No,9.0,5,5,1 (None at all),1 (None at all),1 (None at all),7,2,1 (None at all),3,2,,,,University,,,,,,Full Time,Research/Student Assistant,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,3,Neither agree or disagree,Neither agree or disagree,Disagree,5,Disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught ,Yes,How to build an academic CV (publications etc) while maintaining a focus of software. How to publish a PhD as a RSE -926,2018-11-07 22:53:58,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,14.0,8,3,1 (None at all),2,2,6,4,3,2,2,,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Desire to advance research,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,"American Geophysical Union (AGU), GeoTools, Science Gateways, Jupytercon",4.0,3.0,,,1.0,No,Yes,Yes,Yes,No,,8,8,1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket, Zoom",1.0,"Software Carpentry, training coworkers on new tools or software techniques",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,4,Agree,Agree,Disagree,3,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Mostly learned the research skills on the job, also practice continuous learning and technical skill development",Yes,"Some non-technical ""soft"" skills like networking and leadership, and always looking to improve existing technical skills and pick up new ones. Often need a blend of devops, traditional software engineering, web development skills, plus data analytics, machine learning, etc." -929,2018-11-08 00:08:59,Canada,Yes,,,,,,,Doctorate,,,,,,,,,LIFE SCIENCES RESEARCH RELATED TO HUMAN HEALTH AND DISEASE,,,,,2,No,3.0,3,3,3,3,2,,,,,,,,,,,,University,,,,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,Yes,Incf neuroinformatics,2.0,3.0,0.0,No,,Yes,No,No,Yes,No,No formal methodology,10 (All the time),,,Not yet,Yes,No,No,Yes,No,No,Github,,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,On the job + software carpentry,Yes,Inviting new contributers -930,2018-11-08 00:33:58,Canada,Yes,,,,,,,Doctorate,,,,,,,,,INDUSTRIAL ENGINEERING,,,CSSBB,,3,No,28.0,6,4,8,4,1 (None at all),,,,,,,,,,,,Private company,,,,Fixed term -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,SPIE,2.0,2.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,,Yes,No,No,Yes,No,No,"slack, teams",,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,No,Yes,Yes,Yes,No,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,"self-taught, had to do lots of projects at different levels of university",No,"more Python, more Open Science tools, how to deal with old curmudgeon scientists" -932,2018-11-08 01:26:41,Germany,Yes,Master degree,,,,,,,,,,,,,,,,,,,No,3,Yes,7.0,6,4,1 (None at all),3,2,4,6,1 (None at all),4,2,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -934,2018-11-08 04:05:53,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,2,No,4.0,3,3,2,1 (None at all),2,4,5,2,2,1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,The salary,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,Seismological Society of America,6.0,3.0,,,1.0,No,No,No,Yes,No,,9,9,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,1.0,Software Carpentry,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Agree,Disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Disagree,Agree,Disagree,No,No,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On my own.,Yes,"Community building, project management, testing." -940,2018-11-08 07:13:34,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Economics,,,,,,,No,1,No,0.0,7,9,1 (None at all),1 (None at all),2,9,9,1 (None at all),5,5,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,I want to learn new skills,Desire to work in a research environment,The salary,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,No,,2.0,2.0,,,2.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,,No,No,Yes,No,No,,10.0,in House training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught / online classes,Yes,"Big data Analytics, better writing skills, econometrics" -943,2018-11-08 08:49:51,Norway,Yes,,,,,,,,,PhD,,,,,,,,,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,10.0,7,2,3,3,3,8,4,2,3,2,,,,,,,,,National laboratory,Full Time,Permanent -- funded by project funds,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,National laboratory,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,Yes,"PyCon, pydata, scipy, aps dpp, Siam cse, agu",4.0,10.0,30.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,Zenodo ,Yes,No,No,Yes,No,No,GitHub,2.0,"JupyterCon, Research Bazaar, local university training",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,8,Agree,Strongly Agree,Agree,2,Disagree,Disagree,Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,No,Yes,No,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Open source volunteer university programming,Yes,"Dissemination, teaching" -944,2018-11-08 08:55:20,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,3,Yes,6.0,5,6,2,3,4,5,5,1 (None at all),2,1 (None at all),University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,5,Both,Yes,No,No,Yes,Yes,No,"github, gitlab",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Neither agree or disagree,Neither agree or disagree,1 (None at all),Strongly disagree,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Minor subjects and hands on experience,Yes,"Better documentation writing, better project mangement." -948,2018-11-08 09:47:23,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,3.0,8,5,2,1 (None at all),4,6,8,1 (None at all),2,3,,,,University,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,9,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,,8,8,Agree,Agree,Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,School and research internships,Yes,"Large scale software engineering, digital signal processing, time management" -949,2018-11-08 10:18:12,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,10.0,8,2,1 (None at all),1 (None at all),1 (None at all),5,5,5,5,1 (None at all),Private Company,,,,,,,,,Part-time,Permanent -- funded by Institution core funding,2.5,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Opportunity to develop software,Flexible working hours,I want to learn new skills,The salary,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -950,2018-11-08 10:28:02,Switzerland,Yes,,,,,,,,,PhD,,,,,,,,,Education,,No,3,No,10.0,6,6,3,2,2,8,2,2,2,2,,,,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,The salary,Same researcher(s),No,Named as co-author,Yes,"Learning at Scale, EC-TEL",3.0,4.0,0.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"Spectrum.chat, Github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,10 (All the time),Disagree,Disagree,Agree,Strongly disagree,Disagree,Agree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -952,2018-11-08 11:06:48,France,Yes,,,,,,,,,PhD,,,,,,,,,Mathematics,"PhD, engineering degree",No,1,No,2.0,4,9,1 (None at all),1 (None at all),4,8,8,1 (None at all),1 (None at all),5,,,,,,,,,National laboratory,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,National laboratory,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,ECCB,1.0,1.0,1.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),9,4,,Yes,No,Yes,Yes,No,No,GitHub,1.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,2,Agree,Agree,Strongly disagree,7,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Enginering school of applied mathematics and computer science,Yes,"How to handle cross-operating system compatilibity. GPU programming, new techniques in general. User interface development." -953,2018-11-08 11:15:27,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,No,1,No,2.0,2,3,1 (None at all),1 (None at all),3,2,3,1 (None at all),1 (None at all),3,,,Other,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,"EdinbR, QGIS UG, KE events, RSS seminar, etc..",4.0,1.0,,,1.0,No,No,Yes,No,No,,8,10 (All the time),6,Zenodo,Yes,No,No,Yes,No,No,"Bitbucket, Github, Gitlab",3.0,"Software Carpentry, local university training, external events",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Lots of reading!,Yes,"Community building, testing for analytics" -957,2018-11-08 12:04:40,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,Yes,5 - Mostly other people,Yes,35.0,5,1 (None at all),5,1 (None at all),2,5,3,3,1 (None at all),2,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,PEARC,12.0,3.0,,,2.0,No,No,No,No,Yes,,10 (All the time),9,1 (None at all),,Yes,No,Yes,Yes,No,No,"JIRA, Confluence, bit bucket, github, Research Software Portal",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,2,Neither agree or disagree,Agree,Agree,Agree,Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self taught, from experts and colleagues",Yes,People networking -958,2018-11-08 12:15:12,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,Yes,2,No,6.0,6,10 (All my time),3,2,2,7,7,1 (None at all),1 (None at all),1 (None at all),,,,Other,,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Freedom to choose own working practices,Opportunity to develop software,The salary,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,,,,,,2.0,Yes,No,No,Yes,No,,8,10 (All the time),6,Zenodo,Yes,No,No,Yes,No,No,Github,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Strongly Agree,3,Agree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -959,2018-11-08 12:35:40,United States of America,Yes,,,,Doctorate,,,,,,,,,Civil Engineering,,,,,,,Yes,5 - Mostly other people,Yes,30.0,8,3,2,1 (None at all),1 (None at all),8,3,2,1 (None at all),1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"AMS Radar Conference, European Radar Conference",6.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),3,Out institution,No,No,No,Yes,No,No,"GNU, Anaconda",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,Agree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes, -961,2018-11-08 13:16:58,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,No,2,Yes,5.0,5,4,2,1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,The salary,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -962,2018-11-08 13:45:49,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,No,1,Yes,4.0,6,6,1 (None at all),2,1 (None at all),7,7,1 (None at all),3,4,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"SciPy, PyCon, PyData NYC",10.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"Github, Travis CI, Figshare",12.0,"Software Carpentry, local university training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Strongly Agree,4,Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"internet, trial and error, tutorials",Yes,"training in code review, stronger background in linear algebra + algorithms" -964,2018-11-08 14:28:17,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,Yes,4.0,6,4,4,1 (None at all),2,8,6,2,6,6,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity to develop software,Desire to advance research,The salary,Flexible working hours,"Different researchers, same research group",Yes,Named as main author,Yes,WHISPERS,4.0,5.0,,,2.0,No,No,No,Yes,Yes,,3,2,2,,Yes,No,Yes,Yes,No,No,GitLab,1.0,DLR,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Disagree,Agree,Agree,4,Neither agree or disagree,Strongly disagree,Strongly Agree,,Strongly disagree,Strongly disagree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, Autodidakt, Studium",Yes,"Clean Coding, Beharrlichkeit, Offenheit" -965,2018-11-08 14:28:24,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,,No,5 - Mostly other people,Yes,42.0,8,2,2,1 (None at all),2,8,3,1 (None at all),2,3,Other,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,29.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,"Different researchers, same research group",Yes,Not mentioned at all,Yes,"AGARD, European Telemetry Conference, Journal of Aircraft, International SW Quality Week, American Helicopter Society, Royal Aeronautical Society, Gesellschaft für Systems Engeneering",2.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,What is ORCID?,Yes,No,No,No,No,keine,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Agree,Agree,Agree,1 (None at all),Strongly disagree,Disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Einarbeitung, Eigeninteresse",No,"mit über 60 Jahren habe ich mir meine ich alle angeeignet, die mir hilfreich sind" -966,2018-11-08 14:37:32,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,1,No,27.0,4,3,1 (None at all),1 (None at all),4,6,5,1 (None at all),1 (None at all),2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Disagree,Agree,Agree,3,Disagree,Disagree,,Strongly disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"courses, university, books",Yes,"testing, visualization, versioning" -967,2018-11-08 14:51:11,Germany,No,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,15.0,1 (None at all),3,8,1 (None at all),3,2,5,5,3,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by project funds,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -968,2018-11-08 14:54:07,United States of America,Yes,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,No,1,No,3.0,6,7,3,3,2,8,7,2,4,1 (None at all),,,,University,,,,,,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,Acknowledged in the main text,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,1 (None at all),,No,No,No,Yes,No,No,github.com,52.0,research group training workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, blogs, online educational resources",Yes,"testing, containerization, interactive visualization" -970,2018-11-08 15:14:39,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,Yes,2,Yes,6.0,6,3,2,1 (None at all),1 (None at all),7,3,2,1 (None at all),1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,AMS,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -971,2018-11-08 15:16:08,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,2,Yes,4.0,3,3,3,1 (None at all),2,4,3,2,1 (None at all),2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -974,2018-11-08 15:25:46,Canada,Yes,,,,,,,Masters Degree,,,,,,,,,ARTIFICIAL INTELLIGENCE,,,,,1,No,5.0,7,7,2,2,3,,,,,,,,,,,,University,,,,Research/Student Assistant,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,2.0,0.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,,What is ORCID?,No,No,Yes,No,No,GitHub,,,,,,,,,,,,,,,,,,,,Other,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,education/ self taught,Yes,"CI, MPI, CUDA" -976,2018-11-08 15:46:51,United States of America,Yes,,,,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,No,3,No,30.0,8,3,1 (None at all),1 (None at all),2,8,3,1 (None at all),1 (None at all),2,,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,"Different researchers, same research group",Yes,Named as co-author,Yes,"AGU,CEDAR,CESM",2.0,2.0,,,2.0,Yes,No,No,Yes,No,,8,3,10 (All the time),local library,Yes,No,Yes,Yes,No,No,Git,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,2,Disagree,Disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job and some university,Yes,"Modern languages, coding standards, code sharing" -979,2018-11-08 16:17:22,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,Project management basic cert.,Yes,4,Yes,10.0,4,6,8,2,4,7,7,6,2,2,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,No,,0.0,3.0,,,2.0,No,No,No,Yes,No,,5,6,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,Individual courses for clients - ROS,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, practice ",No,"Vi, better linting and overall better workflow tools,more languages and frameworks (always strive to know more)" -980,2018-11-08 16:19:38,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,9.0,5,1 (None at all),2,1 (None at all),4,6,2,1 (None at all),2,3,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,Yes,"HTCondor Week, Open Science Grid All Hands Meeting",3.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"GitHub, JIRA, Slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,,,2,Disagree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate degree and student job in the field,Yes,"Communication with researchers, more relevant programming languages and libraries, better knowledge of some scientific field" -981,2018-11-08 16:35:46,United States of America,Yes,,,,Master degree,,,,,,,,,Chemical Engineering,,,,,,,No,4,Yes,10.0,7,6,4,3,2,7,7,3,3,2,,,,University,,,,,,Full Time,Research/Student Assistant,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,"AIChE Annual Meeting, MRS Spring Meeting, FOMMS, XSEDE Conference, SC Conference, ...",3.0,5.0,,,3.0,Yes,No,No,Yes,No,,9,10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"bitbucket, github, circle-ci, slack, travisCI, ",2.0,"conference workshops, internal",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,,,,Strongly Agree,,,Strongly Agree,Strongly Agree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"classes, self-taught",Yes,How to efficiently lead a software development team. -982,2018-11-08 16:36:32,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,5 - Mostly other people,Yes,15.0,9,5,2,4,3,10 (All my time),10 (All my time),1 (None at all),1 (None at all),3,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,The salary,Same researcher(s),No,Named as co-author,Yes,SIAM Conference on Parallel Processing for Scientific Computing,1.0,1.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"GitHub, GitLab, Coverty Scan, Codecov, Jenkins, Rundeck, Docker, VMWare, woboq, doxygen, Codacy ",2.0,"Parallel computing, Particle Methods",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,4,Agree,Disagree,Neither agree or disagree,5,Disagree,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,, self-taught and courses,Yes, -983,2018-11-08 16:53:52,United States of America,Yes,,,,Doctorate,,,,,,,,,Geology,,,,,,,No,1,No,20.0,6,4,2,1 (None at all),5,7,5,2,1 (None at all),3,,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity for career advancement,Desire to advance research,The salary,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,,,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),Handled by someone else in our organization,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,1 (None at all),Strongly disagree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job experience,Yes,"Jupyter notebooks, cloud computing, Bayesian analysis" -985,2018-11-08 17:03:42,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,,4,Yes,22.0,8,2,2,1 (None at all),2,8,3,2,2,2,,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,AGU,3.0,2.0,,,0.0,No,No,Yes,Yes,No,,7,2,2,Wrote my own in python,Yes,No,No,Yes,No,No,"github, gitlab, bitbucket",1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on th job,,"Machine learning, Mentoring Junior Engineers, Presenation" -986,2018-11-08 17:08:33,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,10.0,8,8,1 (None at all),2,4,6,9,1 (None at all),4,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,,,,,4.0,No,No,No,Yes,No,,9,9,2,Zenodo,Yes,No,Yes,Yes,Yes,No,"GitHub, BitBucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,5,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Reading other people's code, searching, some undergraduate modules that involved programming",,"Automated testing, code architecture (how to design overall structure of a program)" -990,2018-11-08 17:56:17,United States of America,Yes,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,PMP,No,5 - Mostly other people,Yes,29.0,8,2,3,1 (None at all),3,8,3,1 (None at all),1 (None at all),3,,,,Other,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,The salary,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,AMS,3.0,3.0,,,3.0,No,No,No,Yes,No,,10 (All the time),4,6,ezid,Yes,No,Yes,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Disagree,,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Yes,,,,,,,,"On the job, post-graduate classes, conferences",Yes,"Test-driven design, Networking/IT, emerging technologies" -991,2018-11-08 18:19:15,Germany,Yes,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,,,,,,No,0 - Mostly me,Yes,7.0,7,7,2,2,8,7,7,2,2,3,University,,,,,,,,,Full Time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,Bioconductor meeting,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),2,,No,No,No,Yes,No,No,Github,3.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Seltaught,Yes,"Documentation, engage community, numerics" -992,2018-11-08 18:19:31,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,Series 7,Yes,3,Yes,30.0,3,2,2,1 (None at all),6,6,3,1 (None at all),1 (None at all),,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,Yes,No,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,3.0,local,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Strongly Agree,3,Disagree,Strongly Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,industry jobs,No, -993,2018-11-08 18:26:08,United States of America,Yes,,,,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,No,5 - Mostly other people,Yes,39.0,5,1 (None at all),1 (None at all),2,5,10 (All my time),1 (None at all),1 (None at all),2,2,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,The salary,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,American Geophysical Union,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),10 (All the time),Zenodo,No,No,No,Yes,No,No,"Google Hangout, GitHub",1.0,"In-house software training workshop, online user support",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,,Strongly disagree,,No,Yes,No,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On the job, self-motivated learning",Yes,Front-end web development -995,2018-11-08 18:29:12,United States of America,Yes,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,No,3,Yes,7.0,8,8,4,4,4,8,8,4,4,4,,,,University,,,,,,Full Time,Research/Student Assistant,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"FOMMS, MICCoM",5.0,3.0,,,2.0,No,No,No,Yes,No,,8,8,8,Zenodo,Yes,No,No,Yes,No,No,"Bitbucket, Github",4.0,"local university, internal group training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Strongly Agree,Neither agree or disagree,7,,Strongly Agree,Strongly Agree,,,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught online,Yes,Modern C++ practices -996,2018-11-08 18:36:44,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,6.0,6,2,4,4,5,10 (All my time),2,4,4,2,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -997,2018-11-08 18:40:34,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,4,Yes,8.0,9,3,1 (None at all),1 (None at all),1 (None at all),10 (All my time),3,1 (None at all),3,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,I want to learn new skills,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,5.0,2.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),2,2,,What is ORCID?,No,No,Yes,No,No,GitHub; BitBucket,2.0,Crash course in Python; DjangoGirls,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Agree,Neither agree or disagree,Disagree,2,Strongly disagree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Undergraduate classes; self-taught; training in the work place,Yes, -998,2018-11-08 18:45:12,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Philosophy,,,,,,,No,2,No,4.0,3,7,4,2,2,6,6,2,4,3,,,,Other,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,4.0,2.0,,,1.0,No,No,Yes,No,No,,8,2,1 (None at all),,Yes,No,No,Yes,No,No,"Gsuite, Zoom, github, gitlab, bitbucket, ",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,5,Agree,Neither agree or disagree,Strongly disagree,7,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,"Manual pages, online materials, occasional help from neighboring groups.",Yes,"improved language and hardware skills (c/fortran for HPC etc), Business and Systems analysis, abiltiy to improve communication/understanding and planning between pure Computing (enterprise etc) folks and pure reseach (Bio/chem bench) folks" -999,2018-11-08 19:04:28,Germany,Yes,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,,,No,5 - Mostly other people,Yes,12.0,7,2,1 (None at all),1 (None at all),3,8,2,2,1 (None at all),2,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),5,10 (All the time),Zenodo,No,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,Strongly Agree,Agree,Strongly Agree,2,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"University, self-taught, learning on the job",Yes, -1000,2018-11-08 19:06:32,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,25.0,5,2,3,1 (None at all),7,7,2,2,1 (None at all),3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,Yes,Internet2 Tech Exchange,3.0,5.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,8,Library,,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,4,4,Neither agree or disagree,Strongly Agree,Disagree,7,Agree,Strongly Agree,Strongly Agree,Strongly disagree,,Agree,Disagree,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,Career planning -1002,2018-11-08 20:24:31,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,History,,,,,,,No,5 - Mostly other people,Yes,5.0,6,3,1 (None at all),1 (None at all),4,7,2,1 (None at all),3,2,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,I want to learn new skills,Opportunity to develop software,The salary,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,,,1.0,No,No,No,Yes,Yes,,7,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitHub,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,,8,7,Strongly Agree,Neither agree or disagree,Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On-the-job learning; Certificate; self-taught,Yes,Statistics and Statistical Modeling; Multi-cluster system administration and design; 3D modeling; data visualization -1003,2018-11-08 20:28:12,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,2,Yes,9.0,8,4,1 (None at all),3,3,,,,,,,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1004,2018-11-08 20:41:12,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,39.0,6,3,2,1 (None at all),2,6,3,2,1 (None at all),2,,,,University,,,,,,Part-time,"Freelancer, consultant, contractor",0.8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,7,1 (None at all),Cyverse,Yes,No,No,Yes,No,No,"GitHub, DockerHub, Cyverse",6.0,local university training,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,6,5,Agree,,Disagree,,Agree,,Disagree,Strongly disagree,,Disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"Commercial employment, self-study, training as a graduate student, trial and error, long experience in many different jobs",,"ML, notebooks, more data science" -1005,2018-11-08 21:13:50,United States of America,Yes,,,,Doctorate,,,,,,,,,Mathematics,,,,,,,No,5 - Mostly other people,Yes,19.0,8,1 (None at all),3,1 (None at all),2,7,1 (None at all),2,4,3,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,The salary,Same researcher(s),Yes,Named as co-author,Yes,,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),4,1 (None at all),We are transitioning from EZID to Datacite,Yes,No,No,Yes,No,No,GitHub,1.0,"Software Carpentry, informal training for my group",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Strongly Agree,3,Disagree,Agree,Agree,Agree,Strongly Agree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,CS Minor and on-the-job experience,Yes,"Testing methodologies, project management" -1006,2018-11-08 21:25:21,France,Yes,,,,,,,,,PhD,,,,,,,,,Chemistry,,Yes,2,No,30.0,4,3,3,2,3,4,5,2,2,1 (None at all),,,,,,,,,Government,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Government,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1008,2018-11-08 22:38:36,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,3,No,1.0,6,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),6,,,,University,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,The salary,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,"Different researchers, same research group",Yes,Not mentioned at all,No,,1.0,100.0,,,2.0,No,No,No,No,No,,9,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1009,2018-11-08 22:40:06,United States of America,No,,,,Master degree,,,,,,,,,Mathematics,,,,,,,No,5 - Mostly other people,Yes,7.0,9,3,1 (None at all),1 (None at all),4,9,4,3,2,2,,,,Private company,,,,,,Full Time,"Freelancer, consultant, contractor",5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,Opportunity for career advancement,Flexible working hours,Desire to work in a research environment,The salary,Opportunity to develop software,"Different researchers, same research group",Yes,Not mentioned at all,No,,10.0,4.0,,,20.0,No,No,No,Yes,No,,8,5,5,,What is ORCID?,No,No,Yes,No,No,"GitHub, GitLab",0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, work experience, own initiative",No,"Verbal communication, machine learning, compilers" -1012,2018-11-08 22:51:59,United States of America,Yes,,,,Doctorate,,,,,,,,,Materials Technology,,,,,,,No,2,No,5.0,5,6,3,2,4,6,7,2,4,3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"The Minerals, Metals, and Materials Society Conference",2.0,4.0,,,1.0,No,No,No,Yes,No,,7,7,2,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1013,2018-11-08 22:59:01,Germany,Yes,Master degree,,,,,,,,,Robotics,,,,,,,,,,No,2,Yes,13.0,5,3,8,1 (None at all),6,8,9,3,4,9,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,The salary,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,3.0,10.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,Yes,Yes,Yes,No,No,,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,Agree,Neither agree or disagree,Agree,6,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1014,2018-11-08 23:02:51,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,Ph.D.,No,4,Yes,3.0,8,2,6,1 (None at all),2,7,2,7,1 (None at all),2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,Opportunity to develop software,I want to learn new skills,The salary,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Not mentioned at all,Yes,The University of Washington Biostatistics Summer Institute,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Slack, Git",6.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,5,,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self-taught, online learning",No,Improved proficiency with Python -1017,2018-11-08 23:52:00,United States of America,Yes,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,No,4.0,7,3,1 (None at all),2,3,6,4,1 (None at all),1 (None at all),3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,5+,3.0,,,,2.0,Yes,No,No,Yes,No,,9,8,9,"zenodo, paper it was published originally",Yes,No,No,Yes,No,No,github,3.0,"training sessions at large conferences, informal training aimed at grad student locally, international workshops",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Agree,7,Strongly disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self tought learning by doing,Yes, -1018,2018-11-09 00:11:34,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,Yes,4,Yes,13.0,4,2,6,3,2,5,5,5,5,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Freedom to choose own working practices,Opportunity for career advancement,The salary,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,8,4,1 (None at all),,No,No,No,Yes,Yes,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,3,4,Disagree,Agree,Strongly disagree,7,Agree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I taught myself,,Machine Learning -1019,2018-11-09 00:31:07,Brazil,Yes,,,,,,,,,PhD ,,,,,,,,,Physics and Astronomy,,No,2,No,10.0,2,4,4,5,2,3,8,2,3,1 (None at all),,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,35.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1020,2018-11-09 00:36:13,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,Diplom-Physiker,No,4,Yes,34.0,6,2,3,1 (None at all),4,8,4,1 (None at all),2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,22.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,Yes,Yes,No,No,,1 (None at all),3,1 (None at all),,Yes,No,Yes,Yes,No,No,"Jira, Gitlab, SVN, Wiki",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,5,Agree,Disagree,Strongly disagree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-education,Yes,"modern C++ techniques, software architecture methodologies, know more programming languages" -1023,2018-11-09 01:45:40,Germany,Yes,Doctorate,,,,,,,,,Mathematics,,,,,,,,,,No,5 - Mostly other people,Yes,4.0,5,3,2,3,2,5,5,2,3,2,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Ability to work across disciplines,Same researcher(s),No,Acknowledged in the main text,,,5.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,3,,Yes,No,No,Yes,No,No,"Github, skype",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,5,Agree,Agree,Disagree,8,Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self study/internet,Yes, -1024,2018-11-09 04:44:38,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,Yes,3,Yes,12.0,3,3,3,3,7,6,7,3,1 (None at all),5,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity for career advancement,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"AGU, ESA, Phenome",5.0,5.0,,,4.0,Yes,No,No,No,No,,9,7,9,Zenodo,Yes,No,No,Yes,No,No,GitHub,1.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,,10 - Completely satisfied,8,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Supervisor, collaborators, stack overflow, Google, books",Yes,"Project management, leadership, communication/outreach" -1028,2018-11-09 08:52:54,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,02 Physical Sciences,,,No,1,No,2.0,5,5,1 (None at all),1 (None at all),1 (None at all),7,3,1 (None at all),2,2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1029,2018-11-09 09:02:55,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,1,No,10.0,3,7,1 (None at all),1 (None at all),3,4,6,1 (None at all),2,3,,,,,,,,National laboratory,,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,The salary,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1030,2018-11-09 09:46:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,2,No,5.0,3,3,2,1 (None at all),2,4,6,1 (None at all),2,2,,,NGO,,,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"isba, isec, best quantitative ecology group",4.0,2.0,,,2.0,No,No,No,Yes,No,,9,9,8,zenodo,Yes,No,No,Yes,No,No,"GitHub, bit bucket, Skype, Google hangout, Dropbox",2.0,"software carpentry, institutional coding club, university teaching",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,3,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"some university courses, many workshops, software carpentry, self-teaching",Yes, -1031,2018-11-09 09:52:26,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,4.0,6,4,1 (None at all),1 (None at all),3,4,6,1 (None at all),2,2,,,University,,,,,,,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Named as main author,No,,1.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"Bitbucket, Slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,,,,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Agree,Strongly Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -1032,2018-11-09 09:55:00,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,3,Yes,25.0,7,3,3,1 (None at all),4,7,3,3,1 (None at all),4,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,The salary,Same researcher(s),Yes,Not mentioned at all,No,,3.0,6.0,,,2.0,No,No,No,Yes,No,,2,3,2,zenodo,Yes,No,Yes,Yes,No,No,"github, gitlab, conan, artifactory, jenkins",1.0,institutsinterne allgemeine Software-Enwicklungs-Schulung,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly disagree,Strongly Agree,Strongly disagree,2,Disagree,Agree,Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,privat und Uni,,design patterns -1034,2018-11-09 10:24:26,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,0 - Mostly me,No,4.0,3,7,2,5,5,3,8,2,4,3,University,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,2.0,,,1.0,No,Yes,No,Yes,No,,9,6,4,,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1035,2018-11-09 10:33:49,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,6.0,7,1 (None at all),2,1 (None at all),2,6,1 (None at all),3,1 (None at all),4,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,5.0,15.0,,,3.0,No,No,Yes,Yes,No,,10 (All the time),4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, Docker Hub",5.0,Group seminars,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Agree,,Disagree,3,Strongly disagree,,Strongly Agree,Disagree,Disagree,Disagree,,No,Yes,Yes,No,No,Yes,Yes,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,Better public speaking -1038,2018-11-09 10:45:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,5 - Mostly other people,Yes,22.0,9,1 (None at all),3,2,2,10 (All my time),1 (None at all),3,2,2,,,University,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,,4.0,6.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,"github, gitlab",1.0,pulsar workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Strongly disagree,8,Strongly disagree,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Developing large international software projects in indistry and at international labs,Yes,Developing skills for aquiring funding. -1040,2018-11-09 11:06:48,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Chemistry,,,,,,,,,No,5 - Mostly other people,No,2.0,5,5,5,2,2,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,6.0,1.0,,,1.0,No,No,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,8,,,,,,,Strongly Agree,Agree,Agree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Tutorials on the web, meetups, learning by doing",Yes, -1041,2018-11-09 11:10:59,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,4,Yes,6.0,7,1 (None at all),3,3,3,7,1 (None at all),3,3,3,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"ROpenSci unconferences, R user groups, epirecipes, misc other workshops",20.0,3.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,github,15.0,"NIHR-HPRU training programme, departmental training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Through my previous research career (computational/theoretical biology),,"project management, people management, teaching" -1042,2018-11-09 11:11:59,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Biological Sciences,,,,,,,,No,5 - Mostly other people,Yes,10.0,6,1 (None at all),2,1 (None at all),4,4,4,1 (None at all),2,10 (All my time),,,Non-profit organization,,,,,,,Full Time,"Freelancer, consultant, contractor",4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,2,Agree,Agree,Agree,10 (All the time),Strongly disagree,Strongly Agree,Agree,,,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Degree, but mainly self study",No,"Statistics, more language types, " -1043,2018-11-09 11:25:50,Sweden,Yes,,,,,,,,,PhD,,,,,,,,,Physics and Astronomy,PhD,No,0 - Mostly me,No,8.0,6,4,1 (None at all),1 (None at all),1 (None at all),7,7,1 (None at all),1 (None at all),1 (None at all),,,,,,,,,University,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1045,2018-11-09 12:32:52,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,6.0,6,8,1 (None at all),1 (None at all),6,6,10 (All my time),1 (None at all),1 (None at all),6,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1046,2018-11-09 12:39:42,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,staatlich geprüfter infromationstechnischer Assistent,No,3,Yes,12.0,4,3,2,1 (None at all),2,6,6,2,1 (None at all),2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in the main text,Yes,"AIAA Scitech, Deutscher Luft- und Raumfahrtkongress (DLRK), AIAA Aviation",3.0,4.0,,,2.0,No,No,Yes,Yes,No,,1 (None at all),6,1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Neither agree or disagree,Agree,Neither agree or disagree,3,Disagree,Strongly Agree,Agree,Disagree,,,Disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Ausbildung und Eigeninitiative,Yes,"Testen, Datenkonvertierung effizienter gestalten" -1047,2018-11-09 12:58:08,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,1,Yes,15.0,5,4,2,3,2,6,2,3,4,2,,,Other,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,"R Users Conference,American Society for Tropical Medicine and Hygiene ",2.0,1.0,,,1.0,No,No,No,Yes,No,,9,8,8,zenodo,Yes,No,No,Yes,No,No,"github, cran",5.0,Training provided as part of a contract,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Agree,Agree,Disagree,8,Strongly Agree,Disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,No,"Finding funding sources, proposal targeting, community management" -1050,2018-11-09 14:10:55,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,3,,15.0,4,3,3,1 (None at all),4,,,,,,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"WCNDT 2016, Symposium on NDT in Aerospace 2018",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,Strongly Agree,Strongly Agree,Agree,,Disagree,Disagree,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing. Ich bin über die Jahre hineingewachsen und habe Know How und Fähigkeiten weiterentwickelt.,,"Besser strukturiertes Herangehen an komplexe Aufgabenstellungen, Softwareplanung, andere Programmiersprachen" -1052,2018-11-09 15:03:59,Canada,Yes,,,,,,,Doctorate,,,,,,,,,PHYSICS,,,,,5 - Mostly other people,No,20.0,3,3,3,2,2,,,,,,,,,,,,Non-profit organization,,,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"Supercomputing, APS, Compute Canada, CCP, smaller meetings",5.0,3.0,0.0,No,,No,No,Yes,Yes,No,No formal methodology,10 (All the time),,,"Figshare, others, mostly no DOI",Yes,No,Yes,Yes,No,No,"Github, Bitbucket, Discourse, Travis, Appveyor, CircleCI",,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,Yes,No,"self-taught, attending conferences, discussing with colleagues, reading software, reading publications",No,Teaching students how to develop software -1053,2018-11-09 15:24:29,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,No,5.0,8,1 (None at all),2,1 (None at all),4,9,1 (None at all),4,1 (None at all),2,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1055,2018-11-09 15:43:36,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,Yes,3,Yes,12.0,7,4,3,2,2,7,7,3,2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),No,Acknowledged in the main text,,,6.0,2.0,,,1.0,Yes,No,No,Yes,Yes,,7,9,1 (None at all),,Yes,No,No,Yes,No,No,GitLab,2.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,7,4,Strongly Agree,Strongly Agree,Disagree,7,Disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Mainly self taught,Yes,"Group leadership, technical writing, time management" -1056,2018-11-09 15:48:52,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,4,Yes,4.0,5,4,6,4,2,5,6,4,6,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,1.0,No,No,No,Yes,No,,2,10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,No,No,"Gitlab, Github",4.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Disagree,Strongly Agree,,,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1057,2018-11-09 15:56:50,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,3,Yes,11.0,8,2,2,3,4,9,2,1 (None at all),2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),4,1 (None at all),,No,No,Yes,Yes,Yes,No,,1.0,informal training courses,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,7,Agree,Agree,Disagree,2,Disagree,Agree,Agree,Strongly disagree,Agree,Strongly disagree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"cooperate education, mentorship",,"machine learning, applied mathematics, release engineering" -1058,2018-11-09 16:32:15,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,8.0,2,3,4,1 (None at all),1 (None at all),5,4,2,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,,,4.0,1.0,,,1.0,Yes,Yes,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Agree,Agree,Agree,2,Strongly disagree,Agree,Agree,Strongly disagree,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Bücher,, -1059,2018-11-09 16:39:47,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,No,4.0,8,2,1 (None at all),1 (None at all),3,8,2,1 (None at all),1 (None at all),3,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,The salary,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,,,2.0,6.0,,,2.0,No,No,No,Yes,No,,10 (All the time),4,1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Strongly Agree,Agree,No,Yes,Yes,No,Yes,No,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -1060,2018-11-09 16:41:24,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,35.0,7,2,2,1 (None at all),3,7,4,,,2,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Named as main author,Yes,SPIE,2.0,3.0,,,2.0,No,No,No,Yes,No,,8,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Atlassian products (HipChat, Jira, etc)",2.0,"Agile development, Realtime technologies",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"School, on the job, self-taught",Yes,"Digital Signal process, digital design, computer vision" -1061,2018-11-09 16:49:35,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,No,4,Yes,10.0,9,1 (None at all),2,1 (None at all),2,9,1 (None at all),2,1 (None at all),2,,,,NGO,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,No,,2.0,5.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Slack & Atlassian suite,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,1 (None at all),Disagree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Minor in CS, as a research assistant on multiple projects in undergrad & grad school",Yes,"Software Design/Architecture, Testing Frameworks & Standards, Domain Knowledge (Radio Astronomy) " -1063,2018-11-09 16:53:39,United States of America,Yes,,,,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,No,5 - Mostly other people,Yes,35.0,8,3,1 (None at all),2,2,8,5,1 (None at all),1 (None at all),1 (None at all),,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,"SPIE,AAS",3.0,5.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Agree,,Disagree,Strongly Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -1064,2018-11-09 16:58:01,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,Yes,20.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity to develop software,The salary,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,15.0,,,3.0,No,No,Yes,Yes,Yes,,10 (All the time),2,1 (None at all),,No,No,No,Yes,No,No,"github, atlassian tools",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Neither agree or disagree,Strongly disagree,Disagree,4,Disagree,Disagree,Strongly Agree,Strongly disagree,Strongly disagree,,,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes,"Hadoop, nonSQL DBs, processesing of large data" -1065,2018-11-09 16:59:44,Germany,Yes,Master degree,,,,,,,,,General Engineering,,,,,,,,,,No,4,Yes,17.0,7,5,2,3,2,5,7,1 (None at all),3,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Same researcher(s),Yes,Named as co-author,Yes,"SPPEXA workshops (German DFG programme), SIAM LA15",2.0,10.0,,,2.0,No,No,No,Yes,No,,7,8,2,,Yes,No,No,Yes,No,No,"bitbucket, github; (GitLab + Jenkins internally)",1.0,"University lecture (exercise), workshops for the project team",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,Other,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Started programming in an Open Source project as a teenager, studies in Computational Engineering Science, work",Yes, -1066,2018-11-09 17:03:33,Germany,Yes,Doctorate,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,No,3,No,15.0,3,5,7,1 (None at all),3,5,7,3,1 (None at all),3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,Yes,Yes,Yes,No,Phabricator,5.0,Tooling,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,4,Neither agree or disagree,Agree,Agree,7,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate studies,Yes, -1067,2018-11-09 17:08:26,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,4,Yes,24.0,6,2,3,1 (None at all),2,8,2,4,2,2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,9,5,1 (None at all),,Yes,No,Yes,Yes,No,No,GitLab,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Working previously in the private sector accross many job roles.,Yes,Making my custom solution applicable to the general market. How to move the R&S user community to become better stakeholders. Managing expectations in an R&S environment. -1071,2018-11-09 17:22:16,United States of America,Yes,,,,Doctorate,,,,,,,,,Mathematics,,,,,,,No,4,Yes,25.0,9,2,1 (None at all),1 (None at all),1 (None at all),8,3,3,4,,,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,"Different researchers, same research group",Yes,Named as co-author,Yes,In Situ Infrastructures for Enabling Extreme-scale Analysis and Visualization,3.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,10 (All the time),1 (None at all),2,,Yes,No,Yes,Yes,No,No,"github, jira, confluence, bamboo",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,7,Neither agree or disagree,Agree,Disagree,3,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,"networking, grant writing, prpposal development" -1073,2018-11-09 17:44:31,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,2,No,20.0,3,3,5,1 (None at all),3,6,5,4,4,4,,,,University,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,The salary,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,Various astronomy conferences,10.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, BitBucket, Slack",2.0,Internal training for students,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Strongly Agree,Agree,1 (None at all),Disagree,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,No,No,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,No,"Grantsmanship, full-stack web dev, high throughput computing" -1074,2018-11-09 17:51:39,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,Yes,30.0,5,4,1 (None at all),2,2,4,7,1 (None at all),3,3,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,"ADASS, IEEE, IAU, AAS",2.0,20.0,,,3.0,No,No,No,No,No,,10 (All the time),6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"atlassian, github, gitlab",6.0,"colleagues in developing, colleagues on how to use, workshops on theory and data reduction",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,6,Disagree,Disagree,Disagree,7,Agree,Disagree,Disagree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,By myself as I had to develop things for my PhD work,, -1075,2018-11-09 17:52:51,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,Senior Member IEEE,Yes,5 - Mostly other people,Yes,50.0,8,1 (None at all),2,3,3,8,2,2,5,4,,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,55.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity to develop software,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,Internal Conferences for Private Companies,2.0,5.0,,,2.0,No,No,No,Yes,No,,4,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,sourceforge,25.0,Internal training/mentoring of less experienced engineers,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On the Job, reading at night",No,I would like to develop teaching skills -1076,2018-11-09 17:58:11,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,30.0,8,3,1 (None at all),1 (None at all),2,9,2,1 (None at all),7,2,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1077,2018-11-09 18:03:43,United States of America,Yes,,,,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,No,3,Yes,24.0,7,2,2,1 (None at all),2,8,3,2,1 (None at all),2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Desire to advance research,Flexible working hours,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,AGU Fall Meeting,1.0,2.0,,,2.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket, trello, jira.",0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,8,Agree,Agree,Agree,3,Strongly disagree,Disagree,Agree,Disagree,Agree,Disagree,Disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Graduate School, on the job, continuing education classes",Yes,"persuasion, node JS, patience " -1078,2018-11-09 18:22:31,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,Yes,2,No,11.0,4,4,2,1 (None at all),2,4,4,2,1 (None at all),2,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,,1.0,3.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),9,astrophysics source code library,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,6,Strongly Agree,Agree,Neither agree or disagree,8,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self,Yes, -1081,2018-11-09 18:44:44,Canada,Yes,,,,,,,Doctorate,,,,,,,,,ASTRONOMY AND ASTROPHYSICS,,,,,4,No,40.0,3,3,2,3,2,,,,,,,,,,,,University,,,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,No,,4.0,5.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,zenodo,Yes,No,No,Yes,No,No,github,,,,,,,,,,,,,,,,,,,,Other,,,,,,,,,,,,,,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,"Myself, documentation",No,time management -1084,2018-11-09 19:21:48,United States of America,Yes,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,No,1,No,15.0,8,8,3,1 (None at all),5,8,7,3,2,5,,,,University,,,,,,Full Time,Research/Student Assistant,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,2.0,2.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,5,ASCL,Yes,No,No,Yes,No,No,Github,4.0,Local,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Neither agree or disagree,2,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly Agree,Agree,Disagree,No,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught + university classes,,"GPU programming, low-level CPU architecture, advanced C++" -1085,2018-11-09 19:25:19,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,4,,25.0,6,3,3,1 (None at all),1 (None at all),7,3,2,3,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,4.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,Yes,No,Yes,No,No,,5.0,User training,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,9,9,Strongly Agree,Neither agree or disagree,Strongly Agree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,,Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self training,Yes,Web development -1087,2018-11-09 19:28:14,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Mathematics,,,,,,,No,5 - Mostly other people,Yes,22.0,10 (All my time),1 (None at all),2,1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,Government,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,The salary,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,"Different researchers, same research group",Yes,Not mentioned at all,Yes,Astronomical Data Analysis Software & Systems (ADASS),5.0,2.0,,,2.0,Yes,No,No,Yes,Yes,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,2.0,workplace required security training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on job training,No, -1088,2018-11-09 19:29:07,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,Yes,4.0,7,4,1 (None at all),1 (None at all),2,1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),,,,National laboratory,,,,,,Full Time,Fixed term -- funded by project funds,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,5,Agree,Agree,Neither agree or disagree,4,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,No, -1089,2018-11-09 19:31:07,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,2,No,18.0,4,4,1 (None at all),2,6,4,5,1 (None at all),1 (None at all),5,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,The salary,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,No,,2.0,1.0,,,1.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Strongly Agree,Agree,Strongly disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On the job as required, summer intern jobs before PhD",No, -1091,2018-11-09 19:39:46,United States of America,Yes,,,,Master degree,,,,,,,,,,,,,,,,No,1,No,3.0,5,5,1 (None at all),1 (None at all),5,6,10 (All my time),1 (None at all),5,5,,,,Government,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gogs, gitlab",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Agree,Neither agree or disagree,3,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1092,2018-11-09 19:42:02,United States of America,Yes,,,,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,No,3,Yes,10.0,8,3,4,3,3,7,3,1 (None at all),3,3,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,The salary,"Different researchers, same research group",No,Named as co-author,Yes,SPIE,3.0,5.0,,,2.0,Yes,No,No,Yes,No,,2,3,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,"github, trello, jira",2.0,software development processes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,,,,2,Disagree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Agree,Agree,No,Yes,No,No,Yes,Yes,Yes,OS X,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I have a masters in Computer Engineering and researched artificial intelligence. I also have worked in the software industry. Those two combined have given me the skills to be a research software engineer.,Yes,"Creating institutional standards for software development (version control, issue tracking, continuous integration). Keeping up to date with the latest software tools and trends in both industry and research environments. Machine Learning. " -1093,2018-11-09 19:48:26,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,1,No,6.0,7,9,3,4,2,,,,,,,,,University,,,,,,Full Time,Research/Student Assistant,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,No,,,,,,1.0,No,No,Yes,No,No,,3,3,3,,,No,No,Yes,Yes,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Agree,3,Disagree,Agree,Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -1094,2018-11-09 20:01:13,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,No,3,Yes,4.0,8,2,1 (None at all),1 (None at all),5,8,6,1 (None at all),1 (None at all),5,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,Not mentioned at all,No,,2.0,4.0,,,2.0,No,No,No,Yes,No,,7,5,2,,What is ORCID?,No,No,Yes,No,No,"github, google drive",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,,Disagree,,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Agree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"one class, on the job training",Yes,"more statistics, algo development, html" -1096,2018-11-09 20:04:14,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,,20.0,8,1 (None at all),2,1 (None at all),1 (None at all),4,4,,,2,,,,Non-profit organization,,,,,,Full Time,Fixed term -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Freedom to choose own working practices,The salary,Ability to work across disciplines,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,,1 (None at all),Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Classes, self-study, work experience",No, -1097,2018-11-09 20:09:56,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,"M. Math, Ph.D., FRAS",Yes,3,No,45.0,4,3,6,2,1 (None at all),5,6,1 (None at all),2,1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"ADASS, American Astronomical Society, IVOA ",4.0,1.0,,,3.0,No,No,No,Yes,No,,9,8,3,Standard management tool: get a minion to do it,Yes,Yes,No,Yes,No,No,Astropy,2.0,User workshops at conferences,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Agree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,High school training in 1970s!! After that learning from mentors and self-taught,,more free time so I can improve my Python skills -1098,2018-11-09 20:17:46,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,PMP,Yes,4,Yes,40.0,6,2,2,1 (None at all),2,4,2,2,1 (None at all),4,,,,University,,,,,,Full Time,Permanent -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",Yes,Not mentioned at all,,,4.0,4.0,,,3.0,No,No,No,Yes,No,,9,8,5,,What is ORCID?,Yes,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Agree,Agree,8,Disagree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -1099,2018-11-09 20:22:24,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,1,No,28.0,3,2,5,2,4,4,2,3,4,5,,,,Non-profit organization,,,,,,Part-time,Fixed term -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,The salary,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,AGU,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,8,Another group handles that for us.,Yes,No,No,Yes,No,Yes,,10.0,"cyber-security, software seminars",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,2,Disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,self taught,Yes,Jupyter Notebook -1100,2018-11-09 20:41:08,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,No,43.0,3,3,5,2,2,3,3,6,2,2,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Computers in High Energy Physics,2.0,6.0,,,4.0,Yes,No,No,Yes,No,,10 (All the time),4,1 (None at all),,Yes,Yes,No,Yes,No,No,cvmfs redmine github,1.0,research group training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,7,Disagree,Strongly Agree,Disagree,7,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Courses, on the job",Yes,"code management, networking, system architectures" -1101,2018-11-09 21:17:49,United States of America,Yes,,,,Master degree,,,,,,,,,Materials Technology,,,,,,,No,1,No,2.0,2,8,6,5,5,2,9,6,5,5,,,,University,,,,,,Full Time,Research/Student Assistant,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1103,2018-11-09 21:35:32,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,3,No,6.0,5,4,5,2,3,4,5,3,5,3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,3.0,7.0,,,3.0,No,No,No,Yes,Yes,,10 (All the time),7,5,"Journal of Open Source Software, Astrophysics Source Code Library",Yes,No,No,Yes,No,No,"github, slack, wikis",5.0,"local university training, collaboration retreats",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,8,Agree,Agree,Agree,,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"As-need basis, mostly self taught",Yes,"Better deep understanding of languages, how to communicate with more traditional software developers" -1104,2018-11-09 22:11:13,United States of America,Yes,,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,No,3,,12.0,7,4,1 (None at all),1 (None at all),6,6,7,1 (None at all),5,3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Opportunity for career advancement,The salary,Flexible working hours,I want to learn new skills,Same researcher(s),Yes,Named as co-author,,,2.0,5.0,,,4.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),6,,,No,No,Yes,No,No,github,2.0,"local university training, summer student training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly Agree,Neither agree or disagree,Agree,No,Yes,No,Yes,Yes,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self teaching and practice,, -1106,2018-11-09 23:45:45,United States of America,Yes,,,,Master degree,,,,,,,,,Geology,,,,,,,No,4,Yes,44.0,8,2,1 (None at all),1 (None at all),3,8,4,1 (None at all),2,3,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,37.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,"Astronomical Data Analysis Software and Systems, American Astronomical Society Dynamical Astronomy Division",5.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),8,ASCL,Yes,No,No,No,No,Yes,It's all available on my institutional web site and on site-wide computers,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,10 - Completely satisfied,Strongly Agree,Agree,Agree,2,Strongly disagree,Neither agree or disagree,Disagree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,No,No,No,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,High school and undergraduate courses and lots of experience,Yes,"Python and Java skill, advanced statistics, a PhD in something" -1108,2018-11-10 00:46:30,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,33.0,4,8,1 (None at all),1 (None at all),3,4,8,1 (None at all),1 (None at all),3,,,,University,,,,,,Full Time,Permanent -- funded by project funds,23.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,ADASS,2.0,30.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, docker hub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Strongly disagree,Agree,Strongly disagree,10 (All the time),Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,No,"More C++, Swift and advanced python" -1109,2018-11-10 01:09:33,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,24.0,6,3,4,1 (None at all),3,6,3,2,1 (None at all),4,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"PEARC, Gateway",4.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,8,5,1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,"OSF, Google Drive",1.0,conference hackathon,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Agree,Agree,Agree,Agree,Agree,Agree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,through experience...,Yes,big data analytics & visualization -1111,2018-11-10 02:27:28,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,No,2,No,2.0,7,5,1 (None at all),1 (None at all),1 (None at all),4,9,2,1 (None at all),2,,,,Non-profit organization,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Named as co-author,,,2.0,5.0,,,4.0,No,No,No,Yes,No,,9,7,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Neither agree or disagree,Agree,Neither agree or disagree,2,,,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-learning, learning from peers",Yes, -1115,2018-11-10 09:16:07,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Linguistics,,,,,,,Yes,3,Yes,15.0,5,5,5,2,3,5,8,2,1 (None at all),,,,,Private company,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1118,2018-11-10 13:05:35,Germany,Yes,Master degree,,,,,,,,,Biological Sciences,,,,,,,,,,No,1,No,1.5,3,3,1 (None at all),1 (None at all),2,3,4,1 (None at all),2,2,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1119,2018-11-10 13:47:00,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,3,Yes,6.0,4,7,2,3,4,5,8,2,2,5,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1121,2018-11-10 18:48:50,United Kingdom of Great Britain and Northern Ireland,No,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,24.0,9,3,2,1 (None at all),4,5,7,1 (None at all),5,3,,,Private company,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,The salary,Opportunity to develop software,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,"INFORMS, ISMP, MIP, ",4.0,1.0,,,4.0,No,No,No,Yes,No,,3,5,2,None,Yes,No,Yes,Yes,No,No,Github,1.0,Training on company's software,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Neither agree or disagree,Disagree,Strongly disagree,8,Agree,Agree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,34 years of practice,Yes,GPU programming; distributed computing; Machine learning -1123,2018-11-10 23:43:49,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,3,No,6.0,6,9,1 (None at all),2,2,7,8,2,3,2,,,,National laboratory,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity for career advancement,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,5.0,1.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,Yes,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,5,Agree,Neither agree or disagree,Agree,9,Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1125,2018-11-11 08:55:48,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Biological Sciences,,,,,Yes,2,Yes,17.0,5,3,2,1 (None at all),2,4,4,1 (None at all),1 (None at all),2,,,,,,Government,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,The salary,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,,,5.0,2.0,,,1.0,No,No,No,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,internal only,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Neither agree or disagree,Disagree,5,Agree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes, -1126,2018-11-11 20:40:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,PhD,No,1,No,4.0,7,10 (All my time),1 (None at all),2,1 (None at all),8,10 (All my time),2,2,2,,,University,,,,,,,Full Time,Research/Student Assistant,0.083,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,Nitrides and SEM electron diffraction specialised,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Library,Yes,No,No,Yes,No,No,"Github, bitbucket",2.0,Introductory Python,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Disagree,Disagree,Disagree,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Googled things,Yes,"Readable code, documentation, user friendly" -1127,2018-11-11 23:52:16,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,Ph.D.,No,2,No,15.0,4,3,3,1 (None at all),3,7,3,1 (None at all),1 (None at all),1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by project funds,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"APS Divison of Plasma Physics annual meeting, SHINE conference, American Geophysical Union annual meeting",2.0,10.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),9,7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Matrix, Jitsi, Google Hangouts",5.0,local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,6,Strongly Agree,Strongly Agree,Disagree,4,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,(1) I would like to more fully learn Julia. (2) I would like to learn project management skills for open source projects. (3) I would like to learn about computer science topics such as designing software architectures. -1128,2018-11-12 01:12:25,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,5 - Mostly other people,No,9.0,5,7,3,2,2,5,8,2,2,,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,4.0,0.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,Journal of Open Source Software,Yes,No,No,Yes,No,No,GitHub,2.0,"Software Carpentry, local programs for data science for the social good",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,2,Disagree,Disagree,Agree,Agree,Disagree,Agree,Disagree,No,Yes,Yes,No,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,No,"visualization in python, best practices" -1129,2018-11-12 02:45:30,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,3,Yes,25.0,9,1 (None at all),1 (None at all),2,2,9,2,1 (None at all),3,2,,,,,,,,University,,Full Time,Fixed term -- funded by project funds,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Desire to work in a research environment,Opportunity to develop software,The salary,I want to learn new skills,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,"ASA meetings, ADASS conference, MWA telescope meeting, PyCon Australia conference, etc.",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,,10.0,"Weekly meeting for staff and students to discuss problems they are having writing code, share solutions, or give presentations on software development topics",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Disagree,Agree,Agree,Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"CS units as an undergrad, the rest self-taught as a PhD student and while working.",Yes,"Software testing, HTML/CSS, Docker." -1130,2018-11-12 05:37:53,United States of America,Yes,,,,Master degree,,,,,,,,,Mechanical Engineering,,,,,,EIT,Yes,5 - Mostly other people,Yes,4.0,3,2,8,5,4,5,2,8,6,3,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),No,Not mentioned at all,No,,4.0,3.0,,,2.0,Yes,No,Yes,Yes,No,,6,2,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, GitLab",4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Agree,Agree,Agree,Agree,Disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-taught,Yes, -1131,2018-11-12 06:14:08,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,"Msc, mtech, phd",Yes,2,Yes,25.0,6,7,4,2,3,5,5,2,3,3,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,National and international astronomical conference,3.0,5.0,,,3.0,No,No,Yes,Yes,Yes,,10 (All the time),10 (All the time),8,Zenod ,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,9,Strongly Agree,Agree,Strongly Agree,7,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"Management, leadership skills, " -1132,2018-11-12 07:32:54,United States of America,No,,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,,,No,5 - Mostly other people,Yes,2.0,9,2,1 (None at all),1 (None at all),3,8,3,1 (None at all),3,3,,,,Private company,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,The salary,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,6.0,,,4.0,Yes,No,No,Yes,No,,1 (None at all),5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Jira, Github",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,,8,8,Agree,Agree,Agree,3,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Working as a biologist,No,"Deeper programming knowledge, Java expertise, C++ expertise" -1135,2018-11-12 08:59:54,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,Fachinformatiker,No,3,Yes,10.0,2,5,7,4,8,8,8,3,4,4,Other,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,2,2,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,tortoisesvn,0.0,,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,3,3,Neither agree or disagree,Agree,Agree,10 (All the time),Strongly Agree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Durch hohe Einsatzbereitschaft bei der Arbeit,,"Öfter mal ""nein"" zu sagen" -1136,2018-11-12 09:16:33,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,No,1,,10.0,7,2,2,2,4,8,2,3,2,2,,,National laboratory,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Opportunity for career advancement,I want to learn new skills,The salary,Flexible working hours,Desire to work in a research environment,"Different researchers, same research group",Yes,Named as co-author,Yes,,,,,,1.0,No,No,No,Yes,No,,9,2,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,2,Strongly Agree,Agree,Agree,3,,,,,Strongly disagree,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,"Software development best practices, structured testing" -1140,2018-11-12 11:56:50,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,,No,5 - Mostly other people,Yes,17.0,8,2,1 (None at all),1 (None at all),5,8,6,1 (None at all),1 (None at all),4,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,Wetton Workshop,3.0,6.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,, -1143,2018-11-12 12:50:30,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,Yes,4,Yes,30.0,5,7,7,1 (None at all),4,8,8,2,2,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"SIMUL, ABMTRANS",3.0,3.0,,,3.0,No,No,No,Yes,No,,8,8,1 (None at all),,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Disagree,Agree,Agree,,Neither agree or disagree,Agree,No,Yes,No,Yes,Yes,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"study, private",Yes, -1149,2018-11-12 17:01:12,United States of America,Yes,,,,Doctorate,,,,,,,,,Psychology,,,,,,,No,5 - Mostly other people,No,15.0,7,4,2,6,2,4,5,1 (None at all),3,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,The salary,Flexible working hours,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Metadata management,6.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,No,Yes,No,No,"github, slack, dataverse",8.0,local departmental training (part of the graduate sequence),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Strongly Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Strongly Agree,Disagree,Strongly disagree,Agree,Agree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As needed on projects,No, -1152,2018-11-12 17:48:08,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,Eng,No,2,Yes,20.0,6,3,1 (None at all),1 (None at all),2,5,,5,,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,The salary,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as co-author,No,,8.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,No,Yes,Yes,No,"bitbucket, github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,,,,3,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,online tutorials,Yes,statistics -1153,2018-11-12 19:14:17,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,Yes,3,No,15.0,5,3,5,1 (None at all),3,7,7,2,3,2,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Freedom to choose own working practices,The salary,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,No,,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"Git, GitHub, Slack",0.0,"Software Carpentry,",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,3,Disagree,Disagree,Disagree,8,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,Self-taught,Yes, -1154,2018-11-12 19:15:21,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,3,Yes,15.0,4,3,2,2,3,7,4,3,2,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,Opportunity for career advancement,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,3.0,No,Yes,Yes,Yes,No,,9,10 (All the time),2,,Yes,No,Yes,Yes,No,No,"GitHub, BitBucket, Trello",4.0,Local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,6,Neither agree or disagree,Disagree,Agree,Disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Masters in Computer Science, positions in IT, self taught",Yes,"Management, use of cloud resources, python development" -1156,2018-11-12 20:27:44,Germany,No,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,0 - Mostly me,No,2.0,2,4,2,1 (None at all),7,7,4,1 (None at all),3,2,Private Company,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1157,2018-11-12 20:35:05,United States of America,No,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,4,Yes,30.0,7,2,2,1 (None at all),1 (None at all),8,4,1 (None at all),2,,,,,University,,,,,,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Not mentioned at all,Yes,American Geophysical Union Annual Meeting,3.0,2.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,Github; Bitbucket,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Neither agree or disagree,Neither agree or disagree,Disagree,4,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,On the job training; academic training; self-teaching.,Yes,Improved Git fluency; better debugging skills; better strategies for writing automated tests. -1158,2018-11-13 00:48:06,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,No,4,Yes,20.0,6,4,2,3,2,6,4,2,2,1 (None at all),,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,"ICSB, Sys Mod, and others",3.0,3.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),6,10 (All the time),,,No,No,Yes,No,No,,3.0,Software Engineering course,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,5,Strongly Agree,Agree,Agree,2,Strongly disagree,Disagree,Agree,Disagree,Agree,Disagree,Strongly Agree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,"code faster, use Adobe Illustrator" -1159,2018-11-13 09:01:15,Germany,Yes,Master degree,,,,,,,,,Robotics,,,,,,,,,,No,3,Yes,14.0,6,3,2,1 (None at all),2,8,3,2,2,2,Other,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,8.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"IROS, ICRA",2.0,3.0,,,2.0,No,No,No,Yes,No,,7,10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,GutHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,3,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"autodidiactically, university",No,software architecture -1160,2018-11-13 11:07:32,Italy,Yes,,,,,,,,,Ph.D.,,,,,,,,,Geography & Environmental Sciences,Engineer,,4,Yes,15.0,10 (All my time),7,2,5,2,10 (All my time),10 (All my time),1 (None at all),3,2,,,,,,,,,Private company,Full Time,"Freelancer, consultant, contractor",13.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1161,2018-11-13 14:12:48,United States of America,Yes,,,,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,No,4,Yes,30.0,6,1 (None at all),2,4,4,6,1 (None at all),2,4,4,,,,Government,,,,,,Full Time,Permanent -- funded by project funds,35.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,The salary,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Same researcher(s),Yes,Acknowledged in the main text,Yes,ADASS,1.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,,2.0,workshop,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Agree,Disagree,4,Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Disagree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,No,software is a skill not a profession. -1163,2018-11-13 17:40:26,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,3,No,29.0,6,8,3,1 (None at all),3,5,9,2,,2,,,,Other,,,,,,Full Time,Permanent -- funded by project funds,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Flexible working hours,Same researcher(s),Yes,Acknowledged in the main text,No,,,2.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),2,,Yes,Yes,Yes,Yes,No,No,,3.0,local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Strongly Agree,5,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job,No, -1164,2018-11-13 17:51:27,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,2,No,5.0,8,7,3,1 (None at all),3,7,7,1 (None at all),3,2,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,No,,4.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,"Zenodo, Astrophysics Source Code Library, Journal of Open Source Software",Yes,No,No,Yes,No,No,Github,2.0,Department-Wide Training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,7,Disagree,Disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No, -1165,2018-11-13 19:30:01,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,4,Yes,10.0,7,4,3,1 (None at all),3,7,2,5,4,1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by project funds,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,I want to learn new skills,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,10.0,,,7.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,2.0,User conferences,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Agree,Neither agree or disagree,Strongly Agree,3,Disagree,Strongly disagree,Strongly Agree,Disagree,,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Work experience + Master's CS degree,No,"Motivation, focus, statistics" -1166,2018-11-13 21:32:45,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,23.0,9,1 (None at all),1 (None at all),1 (None at all),2,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,The salary,I want to learn new skills,"Different researchers, same research group",Yes,Not mentioned at all,No,,1.0,4.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"JIRA, Confluence, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,10 - Completely satisfied,7,Agree,,,1 (None at all),Disagree,Neither agree or disagree,Agree,Disagree,,Disagree,Agree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"First BA in Natural Sciences, second BA in Computer Information Systems, 23 years of self-teaching and on-the-job training plus a few conferences and classes",Yes,More domain space knowledge; facility in a second programming language (Python); software design expertise -1167,2018-11-13 22:04:36,United States of America,Yes,,,,Master degree,,,,,,,,,Chemistry,,,,,,,No,1,No,6.0,8,8,1 (None at all),1 (None at all),5,,,,,,,,,University,,,,,,Full Time,Research/Student Assistant,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, slack, trello",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No, -1168,2018-11-13 23:05:30,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,No,5 - Mostly other people,Yes,35.0,7,1 (None at all),1 (None at all),1 (None at all),3,7,1 (None at all),1 (None at all),1 (None at all),3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,Yes,Workshops provided by our team,5.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),"Various, depending on deployment",Yes,No,No,Yes,No,No,"GitHub, Slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self taught, previous jobs",,"Provenance tracking, automated science metadata generation, AI" -1170,2018-11-13 23:45:41,United States of America,Yes,,,,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,5 - Mostly other people,Yes,38.0,9,4,4,1 (None at all),6,8,4,2,2,6,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in the main text,No,,3.0,2.0,,,1.0,Yes,No,No,Yes,No,,9,4,1 (None at all),,What is ORCID?,Yes,Yes,No,No,No,,0.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Neither agree or disagree,Neither agree or disagree,Agree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -1174,2018-11-14 09:10:29,Turkey,Yes,,,,,,,,,M.Sc.,,,,,,,,,Psychology,,No,0 - Mostly me,No,6.0,2,8,1 (None at all),2,4,2,,,,,,,,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Opportunity for career advancement,Flexible working hours,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,No,1.0,No,Yes,Yes,No,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github bitbucket,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Strongly disagree,Strongly disagree,Strongly disagree,5,Neither agree or disagree,Strongly Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by reading books and tutorials,Yes, -1176,2018-11-14 11:53:13,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,1,No,5.0,8,5,2,1 (None at all),3,8,6,2,4,2,Max Planck Society,,,,,,,,,Full Time,Prefer not to say,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,,,,,,,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,,,,,1.0,Yes,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,7,Agree,Agree,,2,Strongly disagree,,Neither agree or disagree,Disagree,,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"software testing, statistics" -1177,2018-11-14 12:05:24,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,No,5.0,6,5,3,2,3,2,9,2,2,2,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",No,Not mentioned at all,No,,1.0,3.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),6,,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,No, -1179,2018-11-14 14:25:34,Germany,Yes,Doctorate,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,3,Yes,8.0,5,3,3,2,2,7,1 (None at all),3,3,2,Government,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Trac,1.0,Internal training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,3,Neither agree or disagree,Agree,Strongly disagree,7,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly learning by programming in PhD project, online courses, book, online documentation ",Yes,"Software architecture, testing, Project Management " -1180,2018-11-14 15:05:48,Russian Federation,Yes,,,,,,,,,Masters,,,,,,,,,Marketing,,Yes,5 - Mostly other people,Yes,10.0,6,2,2,2,1 (None at all),3,7,2,2,1 (None at all),,,,,,,,,Private company,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,Private company,The salary,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,2.0,4.0,100.0,No,1.0,Yes,No,No,Yes,No,No formal methodology,7,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"RStudio, Jupyter Notebooks",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1182,2018-11-14 18:16:44,Canada,Yes,,,,,,,Doctorate,,,,,,,,,ASTRONOMY AND ASTROPHYSICS,,,,,3,No,20.0,3,3,3,1 (None at all),2,,,,,,,,,,,,University,,,,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,No,,1.0,3.0,1.0,Yes,,Yes,No,No,Yes,No,No formal methodology,10 (All the time),,,,Yes,No,No,Yes,No,No,"Slack, GitLab",,,,,,,,,,,,,,,,,,,,Other,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Learn as I go,, -1183,2018-11-14 18:21:19,Switzerland,Yes,,,,,,,,,PhD,,,,,,,,,Biological Sciences,PhD,Yes,5 - Mostly other people,Yes,20.0,7,7,3,2,2,7,7,3,2,1 (None at all),,,,,,,,,University,Full Time,Permanent -- funded by project funds,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,10,5.0,10.0,10.0,Yes,2.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,Github,Yes,No,Yes,Yes,No,No,GitHub sourceforge,3.0,Local University training,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Agree,Neither agree or disagree,4,Agree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Books internet,Yes, -1184,2018-11-14 19:01:10,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,4,Yes,5.0,8,1 (None at all),1 (None at all),1 (None at all),3,9,1 (None at all),1 (None at all),3,2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,Opportunity to develop software,I want to learn new skills,The salary,Ability to work across disciplines,Same researcher(s),No,Named as co-author,No,,1.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),6,3,,What is ORCID?,No,No,Yes,No,No,"Github, Zenodo, Gist, Slack, Email",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,6,10 - Completely satisfied,Agree,Strongly Agree,Neither agree or disagree,7,Disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,School and past jobs,Yes,How to make reliable software and follow best practices with such a small team -1185,2018-11-14 19:31:39,United States of America,Yes,,,,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,No,2,No,14.0,5,7,3,1 (None at all),3,7,9,2,1 (None at all),2,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,American Geophysical Union,5.0,1.0,,,1.0,No,No,No,Yes,No,,9,5,5,,Yes,No,No,Yes,No,No,GitHub,4.0,"Software Carpentry, project specific workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Agree,Strongly Agree,Disagree,9,Strongly disagree,Disagree,Agree,Strongly disagree,,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Some training as an undergraduate math major and then on-the-job experience,Yes,"Project/team management especially of open source projects, metadata standards, Bayesian statistics" -1186,2018-11-14 19:48:59,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,,,No,5 - Mostly other people,Yes,18.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,9.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Not mentioned at all,No,,1.0,3.0,,,4.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"maven, github, we host our own svn repository for our main products",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Disagree,Neither agree or disagree,Strongly disagree,8,Agree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,continuing education classes and self-study,Yes,"devops / system administration, machine learning, parallel computing" -1187,2018-11-14 19:51:49,United States of America,Yes,,,,Doctorate,,,,,,,,,Computer Science,,,,,,,Yes,5 - Mostly other people,Yes,25.0,2,2,8,1 (None at all),3,2,2,8,1 (None at all),3,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,Varies based on project. ,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,9,9,3,none,Yes,No,Yes,Yes,No,No,"A locally hosted GitLab instance, GitHub, a locally hosted SVN repository",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Neither agree or disagree,Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Degree in Computer Science and Engineering and collaboration with researchers in other domains.,Yes,"CI, virtualization (containers/cloud), management" -1188,2018-11-14 20:20:31,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,18.0,8,6,3,1 (None at all),4,10 (All my time),7,1 (None at all),4,2,,,,University,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,Desire to advance research,Flexible working hours,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,GPU Technology Conference,6.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,3,6,,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Over time,,"C++17, gdb debugging" -1190,2018-11-14 22:21:41,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,4,No,30.0,2,2,3,1 (None at all),3,2,3,2,1 (None at all),3,,,,Government,,,,,,Full Time,Permanent -- funded by project funds,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Acknowledged in the main text,Yes,"Discipline-specific workshops (atmospheric radiometry, radio astronomy)",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,No,No,Yes,none,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Disagree,Agree,Agree,Agree,Agree,Neither agree or disagree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Basics in high school, peers and self-study in graduate school, more serious software engineering throughout career",Yes,"Version control, better Python skills" -1191,2018-11-14 22:38:57,United States of America,Yes,,,,Master degree,,,,,,,,,Mathematics,,,,,,,No,4,Yes,19.0,4,2,3,1 (None at all),5,7,2,3,1 (None at all),2,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,Yes,iRODS UGM,1.0,1.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Jira, github, Travis CI, Ansible Galaxy, Dockerhub",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Agree,Strongly disagree,,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job,Yes,"time management, project management, HA design patterns" -1192,2018-11-15 00:11:40,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,2,No,1.0,2,7,2,3,2,3,10 (All my time),1 (None at all),3,1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Opportunity for career advancement,The salary,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),9,2,,Yes,Yes,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Neither agree or disagree,Disagree,6,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through research,,"GPU programming, FPGA programming, GIT usage" -1193,2018-11-15 00:11:52,Portugal,Yes,,,,,,,,,,,,,,,,,,Computer Science,,No,2,No,4.0,6,10 (All my time),5,2,5,5,8,7,4,5,,,,,,,,,University,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,,,,No,3.0,No,No,No,Yes,No,No formal methodology,1 (None at all),2,1 (None at all),,Yes,No,No,Yes,No,No,,5.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,3,Agree,Agree,Neither agree or disagree,8,Neither agree or disagree,Agree,Disagree,Strongly disagree,Disagree,Disagree,Disagree,No,Yes,No,No,No,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1195,2018-11-15 02:52:54,United States of America,Yes,,,,Doctorate,,,,,,,,,Mechanical Engineering,,,,,,,Yes,5 - Mostly other people,No,10.0,2,1 (None at all),7,4,3,2,3,7,4,4,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,The salary,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,0.0,,,,2.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,,6.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -1197,2018-11-15 07:38:12,United States of America,Yes,,,,Master degree,,,,,,,,,,,,,,,,No,4,Yes,5.0,8,5,2,2,2,8,5,2,2,2,,,,Private company,,,,,,Full Time,Agency staff,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Opportunity to develop software,The salary,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,,,,,,4.0,No,No,No,Yes,No,,8,8,3,,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,undergrad minor in CS plus years of research work that was increasingly oriented toward software development,Yes, -1203,2018-11-15 12:16:51,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,1,No,10.0,7,9,2,3,5,8,9,1 (None at all),5,3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,6.0,1.0,,,4.0,No,No,No,Yes,No,,8,8,3,Zenodo,Yes,No,Yes,Yes,Yes,No,"GitHub, Bitbucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,6,Disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Some programming during undergraduate degree (mostly in Computer Science & Applied Maths modules) thereafter mostly self-taught,,"continuous testing, software architecture (not just programming)" -1204,2018-11-15 15:00:36,Canada,Yes,,,,,,,Doctorate,,,,,,,,,SOCIAL SCIENCES AND HUMANITIES,,,,,5 - Mostly other people,No,10.0,2,4,1 (None at all),4,2,,,,,,,,,,,,University,,,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,,No,,3.0,1.0,,No,,No,No,No,Yes,No,No formal methodology,8,,,Zenodo,Yes,No,No,Yes,No,No,Github,,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1207,2018-11-15 15:43:02,France,Yes,,,,,,,,,PhD,,,,,,,,,Geology,ing.,No,2,No,5.0,5,5,2,3,3,5,5,1 (None at all),4,3,,,,,,,,,National laboratory,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1208,2018-11-15 16:05:38,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,14.0,9,2,2,2,4,8,6,2,1 (None at all),3,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,0.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,2.0,Local University Training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Agree,5,Strongly disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,No,No,No,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Books, YouTube, Coursera",No,Public Speaking -1210,2018-11-15 16:56:40,United States of America,Yes,,,,Doctorate,,,,,,,,,Chemical Engineering,,,,,,Google Cloud Certified Data Engineer,No,2,No,8.0,9,3,5,1 (None at all),2,8,7,2,3,3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),5,2,zenodo,No,No,No,Yes,No,No,"github, slack",2.0,"carpentries, DIBSI/ANGUS",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Neither agree or disagree,Strongly disagree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,taught myself,Yes, -1211,2018-11-15 17:23:38,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Computer Science,,,,,,,,No,3,Yes,30.0,5,4,3,6,2,3,7,2,7,1 (None at all),,,Private company,,,,,,,Prefer not to say,"Freelancer, consultant, contractor",20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,No,Yes,No,Yes,No,Yes,No,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1212,2018-11-15 19:58:49,United States of America,Yes,,,,Doctorate,,,,,,,,,Electrical & Electronic Engineering,,,,,,,No,2,No,30.0,3,6,8,2,4,7,7,5,6,2,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,12.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,AMIA,4.0,8.0,,,2.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, slack, google docs, email",3.0,"local university training, national training for software users",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,9,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1213,2018-11-15 21:58:16,United States of America,Yes,,,,Doctorate,,,,,,,,,Mathematics,,,,,,,No,5 - Mostly other people,Yes,25.0,5,2,1 (None at all),1 (None at all),5,5,3,1 (None at all),3,4,,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,The salary,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,2.0,,,4.0,No,No,No,Yes,No,,6,5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,internal repos and github,1.0,software usage,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,6,Agree,Agree,Agree,4,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Graduate school and on job,Yes,"revision control, bug tracking, OO python " -1214,2018-11-16 10:55:41,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,3,Yes,18.0,4,4,1 (None at all),1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Agency staff,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,10 (All the time),zenodo,Yes,No,No,Yes,No,No,git,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,3,,Strongly Agree,,,,Disagree,Neither agree or disagree,Strongly Agree,,,,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,IT contractor followed by a PhD,No, -1216,2018-11-16 16:39:23,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,Yes,4,Yes,37.0,4,2,4,1 (None at all),1 (None at all),8,3,2,1 (None at all),1 (None at all),,,,Non-profit organization,,,,,,Full Time,Permanent -- funded by project funds,45.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,"WRF workshop, NCAR SEA conference, NOAA testbeds workshop",4.0,2.0,,,1.0,No,No,No,Yes,No,,9,2,5,local library,No,No,Yes,Yes,No,No,"github, NOAA Vlab, Atlassian bitbucket",2.0,internal training for staff,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Agree,Disagree,,Neither agree or disagree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"undergraduate minor in computer science, training classes, on-the-job mentoring",Yes,"project planning and estimating, latest HPC trends and techniques" -1217,2018-11-16 20:14:47,Germany,No,Master degree,,,,,,,,,History,,,,,,,,,Nein,No,0 - Mostly me,No,10.0,3,3,1 (None at all),7,1 (None at all),3,6,1 (None at all),,,Other,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1218,2018-11-16 23:32:07,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,3,No,12.0,4,4,2,1 (None at all),1 (None at all),3,5,2,2,1 (None at all),,,,University,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,"AAS, IAC, others",2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,7,7,Neither agree or disagree,Agree,Neither agree or disagree,2,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,sefl/internet/bootcamp,Yes, -1220,2018-11-17 13:26:42,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Bachelor,,,,,,,,,General Engineering,,,,,,,,,No,5 - Mostly other people,Yes,5.0,8,2,2,1 (None at all),3,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Not mentioned at all,,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,2,2,,What is ORCID?,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,,,,,,Agree,Strongly Agree,Agree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Work as a freelance web and software developer. Learn from tutorials and online courses,Yes,"Project management, presentation skills, expectation management" -1221,2018-11-17 16:30:27,United States of America,Yes,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,PhD,Yes,4,No,15.0,5,4,3,2,1 (None at all),5,3,2,4,2,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"BOSC, ISMB",5.0,10.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,"Zenodo, local library",Yes,No,No,Yes,No,No,"Github, Slack, IRC (yes I'm old), mailing lists, Biostar, Seqanswers, Stack Overflow",8.0,"The Carpentries, local university training",No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,8,Neither agree or disagree,Disagree,Neither agree or disagree,7,Agree,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On my own,Yes, -1222,2018-11-18 00:57:05,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,3,No,10.0,4,6,3,3,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,4.0,2.0,,,3.0,No,Yes,Yes,Yes,No,,10 (All the time),5,7,"zenodo, data.4tu.nl",Yes,No,No,Yes,No,No,gitlab (self-hosted),1.0,local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,,,,,,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1223,2018-11-18 10:26:34,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,4,No,10.0,4,7,4,4,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,4.0,3.0,,,3.0,No,No,Yes,Yes,No,,10 (All the time),6,8,Zenodo,Yes,No,No,Yes,No,No,Gitlab (self-hosted),1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,,,,,,Agree,Agree,Strongly Agree,Agree,Agree,Disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1224,2018-11-19 08:43:46,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Aeronautical & Manufacturing Engineering,,,,,,,,,No,5 - Mostly other people,Yes,6.0,7,3,2,2,3,,,,,,,Government,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,Yes,EGU,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, GitLab",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,7,7,,,,,,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1226,2018-11-19 10:45:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,5 - Mostly other people,Yes,4.0,6,1 (None at all),1 (None at all),3,3,8,2,2,2,2,,,University,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,2.0,No,No,No,Yes,No,,4,1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,"GitHub, BitBucet, GitLab",15.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Self-taught during PhD,Yes,"Project management, requirements gathering, man-management" -1227,2018-11-19 12:46:58,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,Yes,10.0,6,4,4,2,5,7,6,2,3,2,Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,1 (None at all),1 (None at all),es gab noch keine Veröffentlichung,What is ORCID?,No,No,Yes,No,No,"GitHub, Bitbucket, NuGet, MyGet",0.0,0,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Strongly disagree,Strongly Agree,Disagree,,Agree,,,,,,,,,Windows,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,,,,,,,,"Überwiegend selbst angeeignet plus aktuelles Studium ""Embedded Systems Design""",Yes,Richtiges Erstellen von Unit Tests bzw. Test Driven Development -1229,2018-11-19 14:08:06,Netherlands,No,,WO (Wetenschappelijk onderwijs) Bachelor,,,,,,,,,Computer Science,,,,,,,,,No,5 - Mostly other people,Yes,28.0,9,2,1 (None at all),1 (None at all),2,,,,,,,Private company,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,1.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,,8,7,,,,,,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,Experience and education,Yes, -1230,2018-11-19 14:36:35,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,5 - Mostly other people,Yes,3.0,7,1 (None at all),3,3,4,8,3,1 (None at all),2,1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Flexible working hours,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1231,2018-11-19 15:33:17,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,BS Biochemistry,No,1,Yes,19.0,7,7,2,2,1 (None at all),7,7,4,1 (None at all),1 (None at all),,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,17.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Flexible working hours,Freedom to choose own working practices,The salary,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,1.0,Yes,No,No,No,No,,9,10 (All the time),3,Zenodo,Yes,No,No,Yes,No,No,GitHub and BitBucket,0.0,Local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Disagree,Disagree,Disagree,3,,,,Disagree,Strongly disagree,Neither agree or disagree,,Yes,,,,,,,OS X,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job and school,Yes,"Deeper knowledge of git, continuous integration, deeper knowledge of galaxy" -1232,2018-11-19 16:41:30,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,1,No,8.0,2,8,2,1 (None at all),4,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,1.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),7,library,Yes,No,Yes,Yes,No,No,GitHub,1.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,No,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Worked as a software developer, taken university courses",Yes,"Unit testing, documentation development, threading." -1234,2018-11-19 18:56:13,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Physics and Astronomy,,,,,,,,,No,1,No,3.0,7,5,2,4,4,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,3.0,,,1.0,No,No,Yes,Yes,No,,9,7,4,,Yes,No,No,Yes,No,No,Github,0.0,Local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Agree,Agree,,Agree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,During my PhD,Yes, -1235,2018-11-19 19:26:00,United States of America,Yes,,,,Master degree,,,,,,,,,Computer Science,,,,,,,No,5 - Mostly other people,Yes,20.0,3,3,2,3,3,5,5,,5,,,,,University,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,The salary,Regularly change researcher(s),No,Not mentioned at all,No,,,2.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"GitLab, GitHub",12.0,"XSEDE Monthly Workshops, local university training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"as an undergrad lab assistant, and on my own over the years",Yes,"code parallelization (e.g., OpenMP, OpenACC, MPI), and ML" -1237,2018-11-20 09:59:10,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Physics and Astronomy,,,,,,,,,No,4,Yes,6.0,8,2,1 (None at all),3,2,,,,,,,National laboratory,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,2.0,,,10.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,What is ORCID?,No,No,Yes,No,No,"Github, CircleCI, Travis, Codacy",100.0,Mentoring scientists contributing to software,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,,,,,,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught and some basics at University,Yes, -1238,2018-11-20 10:06:27,Germany,Yes,Undergraduate degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,,Yes,3,Yes,2.0,7,4,1 (None at all),1 (None at all),2,5,5,2,1 (None at all),2,Fraunhofer Society,,,,,,,,,Prefer not to say,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Opportunity to develop software,Desire to advance research,The salary,Flexible working hours,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,4.0,,,1.0,Yes,No,No,Yes,No,,2,3,1 (None at all),,,Yes,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1239,2018-11-20 10:37:37,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,M.Sc.,,4,No,9.0,4,3,2,7,2,7,7,1 (None at all),6,,University,,,,,,,,,Prefer not to say,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,"GNU Radio conference 2014,16,17,18",1.0,20.0,,,5.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),2,,What is ORCID?,No,No,Yes,No,No,"github, matrix, slack, jitsi",8.0,"hold exercises in digital comms for ee, applied information theory, lab digicomm, private training, workshops atat GNU Radio conference",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,4,2,Strongly Agree,Strongly Agree,Strongly disagree,,,Strongly disagree,Strongly Agree,Strongly disagree,,Strongly disagree,,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"autodidacting/freelancing, being a student at the right lab at the right time",No,"team management, time management, patience to stand arbitrary amounts of bullshit" -1241,2018-11-20 15:06:07,Germany,Yes,Doctorate,,,,,,,,,Materials Technology,,,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,4,2,8,2,3,5,3,8,2,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Flexible working hours,Opportunity for career advancement,Freedom to choose own working practices,The salary,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,"IMC19, various smaller occasions",1.0,3.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),5,10 (All the time),Zenodo,Yes,No,No,Yes,No,No,GitHub,4.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,5,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"Self-taught, previous job (product manager), experience as entrepreneur (product development)",No, -1242,2018-11-21 08:08:11,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,5 - Mostly other people,No,2.0,7,7,6,6,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,7.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"Trello, Jira",4.0,Local University Training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,,,,,,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self teaching,Yes,"More testing, working in larger teams, managing a dev team" -1243,2018-11-21 10:56:32,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",,,,,,,,,Computer Science,,,,,,,,,Ausbildung Fachinformatiker Anwendungsenwicklung,No,5 - Mostly other people,Yes,11.0,8,1 (None at all),3,1 (None at all),2,8,1 (None at all),3,1 (None at all),1 (None at all),University,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.7,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,1.0,7.0,,,3.0,Yes,No,No,Yes,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gitlab, Jira",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1246,2018-11-22 12:46:28,South Africa,Yes,,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,Yes,2,No,10.0,5,10 (All my time),10 (All my time),10 (All my time),5,8,8,2,6,2,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,35.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,3.0,"Software Carpentry, university training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Disagree,Disagree,Disagree,10 (All the time),Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes, -1247,2018-11-22 12:49:38,South Africa,Yes,,,,,Doctorate,,,,,,,,,Psychology,,,,,Registered Counsellor,No,2,No,0.0,1 (None at all),10 (All my time),1 (None at all),5,5,1 (None at all),10 (All my time),1 (None at all),5,5,,,,,University,,,,,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,No,,0.0,0.0,,,0.0,No,Yes,No,No,No,,1 (None at all),9,9,None,Yes,No,No,No,No,Yes,None,5.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,0 - Not at all satisfied,Strongly disagree,Strongly disagree,Strongly disagree,10 (All the time),Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self study,Yes,sophisticated programming -1248,2018-11-22 13:17:19,South Africa,No,,,,,Undergraduate degree,,,,,,,,,Mathematics,,,,,,No,5 - Mostly other people,,10.0,5,1 (None at all),3,4,2,5,1 (None at all),2,3,2,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,,Freedom to choose own working practices,Flexible working hours,The salary,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,Not mentioned at all,Yes,ICTP Free and Open Source Science Software,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, bitbucket, debian, linux, sagemath, python",2.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,2,Disagree,Disagree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes,more staff -1249,2018-11-22 13:21:01,Ethiopia,Yes,,,,,,,,,Msc,,,,,,,,,Mathematics,Computational Scientist,,5 - Mostly other people,,6.0,10 (All my time),6,6,5,5,8,8,5,5,5,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,"Different researchers, same research group",No,Not mentioned at all,No,,,,,Yes,2.0,Yes,Yes,No,No,No,No formal methodology,10 (All the time),10 (All the time),5,Local ,Yes,No,No,Yes,No,No,Github,40.0,Software Carpentry,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,,5,5,Neither agree or disagree,Strongly Agree,Strongly Agree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,From my msc course and by myself ,Yes,Some software development trainings -1251,2018-11-22 14:06:01,South Africa,Yes,,,,,Master degree,,,,,,,,,Computer Science,,,,,,Yes,5 - Mostly other people,Yes,6.0,8,7,2,1 (None at all),4,9,8,2,5,5,,,,,Government,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,ERESEARCH AFRICA,3.0,2.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),Institution has own.,Yes,No,Yes,Yes,No,No,"Git, Devops related tools.",2.0,Software/Data carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1252,2018-11-22 14:30:35,South Africa,Yes,,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,"Associated Professor, Senior Researcher",No,2,No,18.0,5,5,3,3,2,5,5,3,3,2,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,12.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,Desire to work in a research environment,The salary,Freedom to choose own working practices,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Different local and international conferences on bioinformatics,8.0,2.0,,,1.0,No,No,Yes,No,No,,2,10 (All the time),1 (None at all),,Yes,No,No,No,No,Yes,,2.0,local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self education,Yes,"software marketing, NoSQL databases, Web application design" -1253,2018-11-22 15:01:37,Germany,Yes,Master degree,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,1,No,3.0,5,5,1 (None at all),1 (None at all),5,10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,3,10 (All the time),10 (All the time),"Bibliothek vor Ort, Journaltools",What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,0,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,7,Strongly Agree,Strongly Agree,Strongly Agree,3,Strongly disagree,Agree,Agree,Agree,,Strongly Agree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,Yes,"Softwarearchitektur, Test-Driven Development, Projektmanagement von Softwareprojekten" -1256,2018-11-22 16:11:33,Mauritius,No,,,,,,,,,MPhil to PhD Transfer,,,,,,,,,Electrical & Electronic Engineering,"CCNA, IBM Big Data",No,1,No,6.0,5,8,7,8,6,7,9,5,6,6,,,,,,,,,University,Full Time,Prefer not to say,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Opportunity for career advancement,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1257,2018-11-22 16:52:42,South Africa,Yes,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,No,0 - Mostly me,No,12.0,6,6,4,3,2,7,8,1 (None at all),1 (None at all),6,,,,,University,,,,,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1259,2018-11-23 13:12:12,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,English,,,,,,,,No,4,Yes,2.0,6,2,1 (None at all),2,5,7,5,1 (None at all),4,6,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,Flexible working hours,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,3,6,,Yes,No,No,Yes,No,No,,10.0,"Software Carpentry, local university training,",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,2,Strongly disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Yes,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,On the job,Yes, -1260,2018-11-23 15:35:44,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,5 - Mostly other people,Yes,10.0,5,2,6,2,2,7,4,2,3,3,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Permanent -- funded by Institution core funding,9.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,SpaceOps,3.0,4.0,,,2.0,No,No,No,Yes,Yes,,3,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,2.0,department-internal trainings,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,Neither agree or disagree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Agree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,,,,,,,,"During masters thesis, PhD thesis (both physics), on the job",Yes,"time management, theoretical SW topics (architecture, ...), Web development and overview over current technology landscape" -1261,2018-11-23 18:02:44,Benin,Yes,,,,,,,,,PhD,,,,,,,,,Mathematics,Eng,Yes,2,No,10.0,5,7,3,2,3,5,7,5,3,2,,,,,,,,,Non-profit organization,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Non-profit organization,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1262,2018-11-23 19:01:07,Norway,Yes,,,,,,,,,bachelor ,,,,,,,,,Computer Science,,No,3,Yes,10.0,7,1 (None at all),3,2,5,9,1 (None at all),3,4,6,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Flexible working hours,Freedom to choose own working practices,The salary,Opportunity to develop software,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in the main text,No,,4.0,1.0,25.0,Yes,1.0,No,No,Yes,Yes,No,Kanban,3,1 (None at all),2,zenodo,What is ORCID?,No,No,Yes,No,No,gitlab,2.0,local,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Disagree,4,Disagree,Agree,Strongly Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Software engineer at industry ,Yes,"giving talks and presentation, teaching skills, domain knowledge" -1264,2018-11-23 20:01:18,Poland,Yes,,,,,,,,,Msc,,,,,,,,,Biological Sciences,,Yes,4,Yes,14.0,8,3,2,1 (None at all),3,7,4,2,2,3,,,,,,,,,Private company,Full Time,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,National laboratory,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,The salary,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,2.0,4.0,4.0,Yes,2.0,Yes,No,No,Yes,Yes,Scrum,5,7,1 (None at all),,Yes,No,No,Yes,No,No,Atlassian Jira,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university training, self study",Yes,"DevOps, project management, proper unit testing" -1265,2018-11-23 21:19:27,Netherlands,Yes,,PhD,,,,,,,,,Civil Engineering,,,,,,,,ir BA PhD BSc MSc,No,3,No,7.0,3,4,3,5,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,Yes,environmental modelling and software,3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,Yes,Yes,No,No,"github, conda stack, readthedocs, travis, binder",4.0,"local university, part of formal courses, workshop sessions at conferences",Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"on the job, reading books, watching youtube movies from e.g. scipy conferences",Yes,"test driven development, hpc, gpu computing" -1266,2018-11-24 07:52:39,Malawi,Yes,,,,,,,,,Postgraduate degree,,,,,,,,,Accounting & Finance,,No,5 - Mostly other people,No,10.0,4,3,6,3,4,4,3,4,4,6,,,,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Non-profit organization,Freedom to choose own working practices,Opportunity for career advancement,The salary,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,6.0,1.0,100.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,1 (None at all),Agree,Strongly disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Self taught ,Yes,People management -1270,2018-11-25 07:30:29,South Africa,No,,,,,Master degree,,,,,,,,,Biological Sciences,,,,,,No,1,No,1.0,2,8,3,1 (None at all),3,4,8,1 (None at all),1 (None at all),3,,,,,University,,,,,Full Time,Research/Student Assistant,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,0.0,0.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),5,,Yes,No,No,No,No,Yes,,4.0,Software Carpentry ,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Agree,Disagree,Disagree,5,Strongly Agree,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught through online resources ,Yes,"MySql, More advanced Linux, scripting training" -1271,2018-11-25 15:37:50,Germany,Yes,Master degree,,,,,,,,,Psychology,,,,,,,,,,No,4,No,5.0,5,3,2,4,2,7,4,1 (None at all),3,1 (None at all),University,,,,,,,,,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,Annual Meetings of the Society for Computers in Psychology / Psychonomic Society / Society for Judgment and Decision making; TeaP (the experimental approach to Psychology); various workshops,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,9,9,"Zenodo, Preprint services",Yes,No,No,Yes,No,No,"GitHub, Slack, Trello, OSF",0.0,"Software Carpentry, self-organized workshops",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,6,4,Disagree,Neither agree or disagree,Disagree,6,,,,Disagree,Disagree,,,Yes,,,,,,,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-study, open university/distance learning courses",Yes,"How to get funding for scientific software, how to establish institution support for RSEs, how to convince scientists of the benefits of professional software development support (as opposed to home-grown software)" -1272,2018-11-25 17:06:06,South Africa,Yes,,,,,Doctorate,,,,,,,,,Computer Science,,,,,None,No,3,No,35.0,2,3,4,4,3,3,4,2,4,2,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,12.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"IEEE BIBE, WAABD",3.0,3.0,,,1.0,No,No,Yes,No,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"Slack, quay.ioa",3.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,8,Disagree,Agree,Agree,7,Agree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Agree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"partly academic programme, partly picked pu",, -1273,2018-11-26 04:08:54,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,01 Mathematical Sciences,,,No,3,Yes,2.0,6,4,1 (None at all),1 (None at all),1 (None at all),8,2,1 (None at all),1 (None at all),1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,"github, bitbucket",6.0,internal group training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Agree,Strongly Agree,Strongly disagree,9,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,,Strongly disagree,Strongly disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,, -1275,2018-11-26 04:36:22,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,No,5 - Mostly other people,Yes,20.0,8,2,3,2,1 (None at all),8,2,1 (None at all),2,2,,,,,,National laboratory,,,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,The salary,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"Most recently, several workshops on Workflow in Weather and Climate Research in Europe",1.0,5.0,,,3.0,No,No,No,Yes,No,,10 (All the time),5,9,Zenodo,Yes,No,No,Yes,No,No,GitHub,2.0,Local and project specific,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,4,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,(too many to list!) -1277,2018-11-26 05:22:52,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,No,4,Yes,30.0,8,1 (None at all),1 (None at all),2,2,8,3,1 (None at all),2,2,,,,,,,,University,,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,The salary,Flexible working hours,Regularly change researcher(s),No,Acknowledged in the main text,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,1 (None at all),1 (None at all),GitHub,Yes,No,Yes,Yes,Yes,No,"Trello, GitHub",1.0,Software development for researchers,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Strongly disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,On-the-job training. ,Yes,"Deep-dives around 1) Computational Modelling, 2) Computation Optimisation, 3) Decision Support Systems " -1279,2018-11-26 06:52:53,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,4,No,20.0,5,6,2,1 (None at all),1 (None at all),4,6,2,2,1 (None at all),,,,Government,,,,,,Full Time,Permanent -- funded by Institution core funding,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,The salary,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"ADASS, ESO Calibration Workshop",4.0,3.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),7,"Zenodo, ASCL",Yes,Yes,No,Yes,No,No,bitbucket,1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,4,Neither agree or disagree,Agree,Agree,7,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-education,Yes,"modern javascript frameworks, modern web-development platforms" -1282,2018-11-26 08:57:57,South Africa,Yes,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,Bachelor of Science Honours Degree in Computing,No,3,Yes,5.0,7,8,4,4,3,7,8,4,4,3,,,,,National laboratory,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes, 14th EVN Symposium & Users Meeting,3.0,4.0,,,3.0,Yes,No,No,Yes,Yes,,8,8,1 (None at all),,No,No,Yes,Yes,No,No,Jira,3.0,Python programming,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,9,Agree,Agree,Agree,7,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job training and personal research,Yes,"Software Development Standards, Programming Skills, Mathematics Skills" -1283,2018-11-26 09:08:44,Botswana,Yes,,,,,,,,,Bachelors degree in Computer Science,,,,,,,,,Computer Science,,Yes,5 - Mostly other people,Yes,7.0,9,2,4,1 (None at all),1 (None at all),9,2,4,2,1 (None at all),,,,,,,,,Non-profit organization,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,NGO,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,IAS,2.0,7.0,100.0,Yes,1.0,Yes,No,No,Yes,No,Scrum,3,1 (None at all),1 (None at all),,,No,No,Yes,No,No,,1.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,10 - Completely satisfied,Agree,Agree,Agree,7,Neither agree or disagree,,,Agree,Disagree,Agree,,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"School and Experience, and self taught",Yes,Software Project Management -1284,2018-11-26 09:21:23,South Africa,Yes,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,None,No,5 - Mostly other people,,4.0,10 (All my time),2,2,1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,,Private company,,,,,Full Time,Prefer not to say,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Opportunity to develop software,The salary,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,3.0,,,3.0,Yes,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,No,No,"DSpace, OJS and OCS software stack",0.0,In-house onboarding and external Java training,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,My undergraduate degree is in Computer Science and ever since I started my career I have been exposed to Research related software.,Yes, -1285,2018-11-26 10:11:55,Botswana,Yes,,,,,,,,,Bachelor's Degree,,,,,,,,,Computer Science,"Java Certified Professional, Oracle Certified Professional Forms Developer",Yes,5 - Mostly other people,Yes,6.0,9,2,6,7,4,9,4,5,7,5,,,,,,,,,NGO,Full Time,Permanent -- funded by project funds,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Private company,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,The salary,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,7.0,3.0,Yes,2.0,No,No,No,Yes,No,Scrum,10 (All the time),2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Slack, Gitter, ",8.0,Mostly training interns through on the job training.,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Agree,Agree,Agree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly on the job training, conforming to SOP's, CITI programme",Yes,"Systems Auditing, Data Management, Data Analysis" -1286,2018-11-26 12:41:17,South Africa,Yes,,,,,"Further Education (NVQ A-Level, ...)",,,,,,,,,Communication & Media Studies,,,,,,No,3,No,10.0,4,4,5,4,4,10 (All my time),6,7,7,4,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,"Different researchers, same research group",No,Not mentioned at all,Yes,"Ditchie Conference, IFLA ",6.0,1.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),5,7,,Yes,No,No,Yes,No,No,git,5.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,4,Agree,Disagree,Neither agree or disagree,7,Strongly Agree,Agree,Agree,Agree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes, -1289,2018-11-26 15:12:22,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,4,Yes,6.0,6,2,2,1 (None at all),2,,,,,,,National laboratory,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in the main text,No,,4.0,2.0,,,1.0,No,No,Yes,No,No,,8,1 (None at all),5,Zenodo,Yes,No,Yes,Yes,No,No,"Github, Bitbucket",3.0,Local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,,,,,,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Internet, specific courses",Yes, -1290,2018-11-26 15:42:29,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,No,4,Yes,22.0,5,5,2,2,2,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,Yes,"EGU, iEMSs",2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"slack, ... (what is an open repository? a source code repository? for online collaboration?)",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,,,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-study,Yes, -1291,2018-11-26 16:06:22,Netherlands,Yes,,PhD,,,,,,,,,Computer Science,,,,,,,,,No,3,Yes,20.0,8,2,2,1 (None at all),2,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Acknowledged in the main text,Yes,,25.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,zenodo,Yes,No,No,Yes,No,No,"Github, Travis-CI, Waffle.io",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,,,,,,Strongly Agree,Strongly Agree,,,,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mostly through practical experience,Yes, -1292,2018-11-26 16:16:59,Brazil,Yes,,,,,,,,,Masters,,,,,,,,,,Majored in oceanography and masters in physical oceanography.,No,4,No,6.0,6,4,8,9,6,9,4,1 (None at all),8,4,,,,,,,,,Government,Part-time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Regularly change researcher(s),No,Named as co-author,Yes,"SciPy, PyCon, OceanoScience Meetings",20.0,3.0,0.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),Zenodo,No,No,No,Yes,No,No,"GitHub, Waffle",3.0," Software Carpentry, Conference Tutorials, OceanHackWeek",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,7,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,Agree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly by online tutorials and contributing to OSS projects online.,Yes,"Better testing techniques, managing projects, and learn a new languages like Rust or C++" -1293,2018-11-26 16:32:25,Netherlands,Yes,,PhD,,,,,,,,,Computer Science,,,,,,,,,No,5 - Mostly other people,Yes,3.5,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,7,,,,,,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1295,2018-11-26 19:27:16,South Africa,Yes,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,,No,1,Yes,3.0,8,7,3,4,6,6,8,1 (None at all),3,7,,,,,University,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Flexible working hours,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1296,2018-11-26 19:38:02,Saudi Arabia,Yes,,,,,,,,,Phd,,,,,,,,,Computer Science,,No,0 - Mostly me,Yes,9.0,7,5,3,5,6,3,6,2,5,3,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Flexible working hours,Freedom to choose own working practices,The salary,Desire to advance research,Opportunity to develop software,Same researcher(s),No,Acknowledged in the main text,Yes,Ieee RE,2.0,1.0,60.0,No,0.0,No,No,Yes,Yes,No,Scrum,9,7,1 (None at all),,Yes,No,No,No,No,Yes,,3.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Neither agree or disagree,Agree,Strongly disagree,3,,Disagree,,Agree,Disagree,Agree,Agree,No,Yes,Yes,Yes,No,No,No,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -1298,2018-11-26 21:08:27,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Computer Science,,,,,,,,,No,4,Yes,3.0,5,7,2,1 (None at all),4,,,,,,,National laboratory,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Acknowledged in the main text,No,,2.0,3.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),8,7,,,No,No,Yes,No,No,"github, gitlab, overleaf",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,,,,,,Neither agree or disagree,Agree,Disagree,,Agree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1300,2018-11-26 23:37:21,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Computer Science,,,,,No,3,Yes,22.0,7,1 (None at all),2,1 (None at all),3,8,3,1 (None at all),1 (None at all),2,,,,,,Other,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"github, gitlab, jira",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Agree,Neither agree or disagree,Disagree,3,Neither agree or disagree,Disagree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Formal education (electronics engineering then computer science), 10 years in industry as software engineer (instrumentation & control, telecoms) then 12 years in government research institute...",Yes,"more HPC experience (paralleization, optimization, etc), more expertise with the basic 'DevOps' tools (docker (singularity), ancible, chef, puppet etc), become more comfortable / confident giving presentations at workshops / conferences " -1303,2018-11-27 13:07:33,South Africa,Yes,,,,,Doctorate,,,,,,,,,Mathematics,,,,,,No,3,No,5.0,3,4,2,7,3,5,6,1 (None at all),4,2,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,The salary,Same researcher(s),No,Acknowledged in the main text,Yes,,3.0,4.0,,,2.0,No,No,No,Yes,No,,8,8,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -1306,2018-11-27 16:49:39,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,4,Yes,5.0,7,3,3,2,3,,,,,,,University,,,,,,,,Full Time,Fixed term -- funded by project funds,2.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,No,No,No,Yes,No,No,"Private Gitlab instance, Github",2.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Neither agree or disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,project management; time planning; principles of sales/convincing others -1307,2018-11-27 20:00:03,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,MIOP,No,1,No,28.0,3,2,7,4,3,5,9,4,3,1 (None at all),,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,UseR!,5.0,1.0,,,1.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),10 (All the time),"Zenodo, FigShare",Yes,No,No,Yes,No,No,Github,3.0,CODATA-RDA Schools,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Neither agree or disagree,Disagree,7,Strongly Agree,Disagree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Experience,Yes,How to test code systematically; project management; understanding what people's goals are -1308,2018-11-28 00:06:16,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,Yes,4,Yes,20.0,6,2,3,3,3,7,2,2,3,3,,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"FHIR DevDays, Health Data Analytics",5.0,2.0,,,2.0,No,No,No,Yes,No,,5,5,3,Unsure,Yes,No,No,Yes,No,No,"Github, Google Docs, Slack, Zulip, Jira, Bitbucket, Confluence",4.0,"University service teaching, public workshops and connectathons, masterclasses at conferences, ad-hoc private workshops",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,2,Strongly disagree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, practice, research",No,"Recruitment and retention, DevOps, project management" -1310,2018-11-28 05:12:26,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,No,3,Yes,15.0,8,3,2,1 (None at all),3,8,3,2,1 (None at all),2,,,,,,University,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity to develop software,The salary,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),Yes,Named as main author,Yes,NZNOG,5.0,2.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, Gitlab",0.5,Workshops at NZNOG,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Strongly disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate papers, on-the-job mentoring, experience",Yes,"Better understanding of low-level hardware (CPU cache lines etc), statistics" -1312,2018-11-28 06:35:18,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Computer Science,,,,,No,4,Yes,30.0,8,5,2,2,3,8,5,2,2,3,,,,,,Private company,,,,Full Time,"Freelancer, consultant, contractor",15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Freedom to choose own working practices,Flexible working hours,The salary,Desire to advance research,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,"ECOOP, ICSLP",2.0,5.0,,,3.0,Yes,No,No,Yes,No,,6,8,9,Institutional Repository,Yes,No,No,Yes,Yes,No,"Bitbucket, Github, GitLab",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,No,Yes,Yes,No,No,No,No,GNU/Linux,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer Science degree, Industry Work. Masters and PhD studies involved significant software development",Yes, -1313,2018-11-28 06:53:52,South Africa,Yes,,,,,Other,,,,,,,,,Computer Science,,,,,,No,0 - Mostly me,No,6.0,5,1 (None at all),1 (None at all),2,5,7,1 (None at all),1 (None at all),2,3,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Freedom to choose own working practices,Flexible working hours,The salary,Desire to work in a research environment,Desire to advance research,Same researcher(s),No,Acknowledged in acknowledgements section,No,,0.0,1.0,,,1.0,No,No,Yes,No,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,gerrit,2.0,Software carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Disagree,Agree,Disagree,Strongly Agree,Disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"courses during degree, and self study",No, -1314,2018-11-28 07:15:06,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,"None, just keep on self training",No,4,Yes,30.0,9,4,3,2,3,7,4,2,2,6,,,,,,University,,,,Full Time,Permanent -- funded by Institution core funding,44.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Internal conference back in the late 90s,6.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,7,1 (None at all),,,No,Yes,Yes,No,No,"StackExchange and MSDN, SharpDX, CefSharp, FFmpeg Shibboleth, BouncyCastle, SuperSockets, and many others I've forgotten to mention",30.0,"local university training, training students how to best use the resources we can provide",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Neither agree or disagree,Strongly Agree,Neither agree or disagree,2,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,No,No,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Interested in computers and just found my niche.,No,"People Skills, Understanding what People actually want, In depth training in Shaders" -1315,2018-11-28 07:21:55,South Africa,Yes,,,,,Undergraduate degree,,,,,,,,,Mathematics,,,,,,No,1,No,1.0,5,9,1 (None at all),4,4,6,4,,4,4,,,,,University,,,,,Prefer not to say,Research/Student Assistant,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Not mentioned at all,,,1.0,,,,0.0,No,Yes,No,No,No,,10 (All the time),9,7,,Yes,No,No,Yes,No,No,Github,1.0,university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1316,2018-11-28 08:55:18,Germany,Yes,Master degree,,,,,,,,,Mathematics,,,,,,,,,,No,5 - Mostly other people,Yes,12.0,8,5,3,2,4,9,9,1 (None at all),5,1 (None at all),Fraunhofer Society,,,,,,,,,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,No,,5.0,2.0,,,1.0,Yes,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"YouTrack, TeamCity",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,3,Agree,Agree,Disagree,4,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Agree,No,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium + Einarbeitung + Eigenstudium,Yes,"Optimierung in der GPU programmierung, KI Modellierung, Zeitschätzungen" -1317,2018-11-28 10:22:30,Netherlands,Yes,,HBO (Hoger beroepsonderwijs) Master,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,No,2,No,20.0,2,2,2,2,2,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,2.0,Yes,Yes,Yes,No,No,,3,3,2,,What is ORCID?,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,,,,,,,,Disagree,Strongly disagree,,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,,,,,,,,education and self study,Yes,"software driver development, python in physics, deep learning" -1318,2018-11-28 17:12:49,United States of America,Yes,,,,Undergraduate degree,,,,,,,,,Physics and Astronomy,,,,,,,No,2,Yes,0.0,6,1 (None at all),1 (None at all),1 (None at all),4,7,2,1 (None at all),2,3,,,,National laboratory,,,,,,Full Time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,Opportunity for career advancement,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,The salary,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,6,4,1 (None at all),,No,No,No,Yes,No,No,"Atlassian, gitlab, github, stackexchange",0.0,"local University training, remote workshops",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,6,Agree,Disagree,Disagree,Agree,Disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the fly,Yes,"Formal training in software engineering, statistics, efficiency" -1319,2018-11-28 23:15:30,New Zealand,Yes,,,,,,Master degree,,,,,,,,,Computer Science,,,,,No,4,No,1.0,9,3,1 (None at all),1 (None at all),2,8,4,1 (None at all),1 (None at all),1 (None at all),,,,,,University,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,,,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,The salary,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1320,2018-11-28 23:34:21,Nigeria,Yes,,,,,,,,,PhD,,,,,,,,,Biological Sciences,,No,5 - Mostly other people,No,5.0,6,5,3,4,2,9,7,4,5,5,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,2.0,0.0,0.0,No,0.0,No,Yes,No,No,No,No formal methodology,7,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Bitbucket,3.0,Programming,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Disagree,Agree,Disagree,10 (All the time),Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,Yes,"DevOps, security, data analysis" -1322,2018-11-29 06:57:59,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Chemistry,,,,,No,3,Yes,45.0,5,5,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),,,,,,University,,,,Part-time,Prefer not to say,12.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as main author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,5,,ORCID is not relevant for me,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Strongly Agree,Agree,Strongly disagree,5,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,No, -1324,2018-11-29 11:54:15,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,No,15.0,5,9,2,1 (None at all),3,5,10 (All my time),2,2,4,,,Private company,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to advance research,Opportunity for career advancement,The salary,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,,,,,,2.0,No,No,No,Yes,No,,10 (All the time),9,3,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Agree,Strongly Agree,Strongly Agree,Disagree,No,No,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1325,2018-11-29 14:54:27,South Africa,Yes,,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,,No,2,No,15.0,4,5,1 (None at all),1 (None at all),2,4,5,1 (None at all),1 (None at all),2,,,,,University,,,,,Full Time,Fixed term -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,,,,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,4,Strongly Agree,Agree,Neither agree or disagree,,Strongly disagree,Strongly disagree,Agree,Strongly disagree,,Neither agree or disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -1326,2018-11-29 20:52:16,New Zealand,Yes,,,,,,Undergraduate degree,,,,,,,,,Computer Science,,,,,No,4,Yes,3.0,8,4,2,1 (None at all),3,8,6,1 (None at all),1 (None at all),3,,,,,,University,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,3,Disagree,Agree,Neither agree or disagree,Disagree,Disagree,Agree,Disagree,No,No,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,,,,,,,,Self-directed study and undergraduate degree,Yes,Experience with Functional programming paradigms and machine learning -1330,2018-11-30 04:36:56,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,08 Information and Computing Sciences,,,No,5 - Mostly other people,Yes,20.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),8,3,1 (None at all),1 (None at all),1 (None at all),,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Regularly change researcher(s),No,Not mentioned at all,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,JIRA,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,,Agree,Strongly Agree,Agree,8,Agree,,Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,"C/C++, Project Management, Team Leadership" -1331,2018-11-30 08:25:20,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,11 Medical and Health Sciences,,,No,3,No,8.0,7,8,8,5,3,7,8,8,6,3,,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in the main text,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,9,8,6,local library,Yes,No,No,Yes,No,No,"github, gitlab",1.0,local,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,9,Neither agree or disagree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1333,2018-11-30 13:45:04,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,,5 - Mostly other people,Yes,18.0,8,1 (None at all),3,2,3,5,5,1 (None at all),1 (None at all),1 (None at all),Leibniz Association,,,,,,,,,Full Time,Fixed term -- funded by project funds,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,Yes,Many project (Gaia) internal workshops,1.0,1.0,,,200.0,Yes,No,No,Yes,Yes,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,Yes,Yes,No,No,No,,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Neither agree or disagree,Strongly disagree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,From a book / Learning by doing,Yes,"Learn more about what I'm doing: Java courses, Design patterns, ... to see whether things can be optimized." -1334,2018-11-30 14:19:05,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,2,Yes,25.0,7,1 (None at all),1 (None at all),1 (None at all),3,7,1 (None at all),1 (None at all),1 (None at all),3,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,5.0,1.0,,,1.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Strongly Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job through my previous positions,, -1335,2018-11-30 15:13:18,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,4,Yes,12.0,9,3,4,1 (None at all),2,8,4,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,8.0,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,SpaceOps,4.0,5.0,,,3.0,Yes,No,No,Yes,Yes,,3,7,1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Neither agree or disagree,Agree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,"Bereits als Kind selbst beigebracht, später ab dem Studium wissenschafltich eingesetzt. Ständige Weiterbildung aus eigener Motivation.",Yes,"Machine Learning, Web-Entwicklung, Zeitmanagement" -1336,2018-11-30 15:54:17,South Africa,No,,,,,Master degree,,,,,,,,,Business & Management Studies,,,,,AMBA,No,1,No,5.0,2,4,9,2,2,3,7,7,3,2,,,,,University,,,,,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,Internal Scholarship of Teaching and learning conferences,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,5,1 (None at all),,Yes,No,No,No,No,No,Github,10.0,"Data and Library carpentry, related training as needed.",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Agree,Agree,Agree,Agree,Agree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,Programming experience at Secondary school level and then just by day to day experience,Yes,"better version control, scoping and planning software projects" -1338,2018-12-02 20:31:56,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Sociology,,,,,,,,No,0 - Mostly me,No,5.0,9,1 (None at all),1 (None at all),1 (None at all),2,6,7,2,5,1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1339,2018-12-03 09:26:43,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,No,2.0,6,8,4,3,5,5,8,6,5,4,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,OR/EURO,2.0,4.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),7,1 (None at all),,Yes,No,Yes,No,No,No,wiki/OneNote,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Disagree,3,Disagree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -1340,2018-12-03 09:26:58,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,No,2.0,4,7,1 (None at all),2,3,4,7,1 (None at all),2,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Flexible working hours,The salary,"Different researchers, same research group",No,Not mentioned at all,Yes,"emiw, emtf dgg",1.0,0.0,,,0.0,Yes,No,Yes,Yes,No,,3,5,1 (None at all),,Yes,No,No,Yes,No,No,eigen library,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Disagree,,,,,Strongly disagree,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing ,No, -1341,2018-12-03 09:27:02,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,Ph.D.,No,2,No,15.0,3,8,1 (None at all),4,3,3,9,1 (None at all),6,5,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,,,3.0,2.0,,,0.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,6,Agree,Agree,,,Neither agree or disagree,Agree,,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,by myself,No,"parallel programming, " -1344,2018-12-03 09:29:34,Germany,Yes,Master degree,,,,,,,,,History,,,,,,,,,,Yes,4,No,8.0,7,5,7,2,5,8,7,3,4,3,University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"Historikertag, Bibliothekarstag, etc.",,2.0,,,2.0,No,No,Yes,Yes,Yes,,7,7,4,,No,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,7,Neither agree or disagree,Neither agree or disagree,Agree,4,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,,Yes, -1345,2018-12-03 09:33:38,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,2,No,4.0,4,5,2,2,3,4,5,2,2,3,University,,,,,,,,,Part-time,Fixed term -- funded by project funds,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as main author,No,,,,,,1.0,Yes,Yes,No,Yes,No,,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,Gitlab,4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,3,Strongly Agree,Disagree,Neither agree or disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -1346,2018-12-03 09:37:07,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,1,No,5.0,7,5,2,1 (None at all),4,6,5,2,3,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1347,2018-12-03 09:37:40,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,No,1,Yes,20.0,3,6,2,2,3,4,8,4,2,3,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),No,Named as main author,Yes,Symposium on Software Performance,2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,9,Zenodo,No,No,No,Yes,No,No,"github, gitlab (local), confluence, jira",0.0,none,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Agree,Agree,Strongly disagree,3,Agree,Strongly Agree,Strongly Agree,Strongly disagree,,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"I have a doctorate in software engineering, RSE is a new interesting topic for software engineering. We did RSE on our own turf, but want to expand this into digital ocean sciences",Yes,How to get people to cooperate and how get funding for RSE? -1348,2018-12-03 09:39:27,Germany,Yes,Doctorate,,,,,,,,,Geology,,,,,,,,,,,5 - Mostly other people,Yes,15.0,6,5,3,5,5,8,7,3,6,5,Helmholtz Association of German Research Centres,,,,,,,,,Prefer not to say,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Flexible working hours,The salary,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1349,2018-12-03 09:40:06,Germany,Yes,Master degree,,,,,,,,,Biological Sciences,,,,,,,,,"Facharbeiter Konstruktionsmechaniker, Bachelor Medien und Kommunikationstechnik",No,2,Yes,7.0,7,3,2,1 (None at all),2,7,4,2,1 (None at all),2,Fraunhofer Society,,,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,No,,2.0,3.0,,,1.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"github, gitlab, bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"autodidaktisch, Erfahrung im betrieblichem Umfeld",Yes,"Wissen zu Softwaretests, Erweiterung der Projektmanagemtnfähigkeiten (SCRUM), Erweiterung der Sprachkenntnisse (Englisch)" -1350,2018-12-03 09:41:17,Germany,Yes,Master degree,,,,,,,,,Electrical & Electronic Engineering,,,,,,,,,Ausbildung zum Energieelektroniker Fachrichtung Anlagentechnik ,No,3,No,10.0,4,2,4,1 (None at all),4,5,2,3,1 (None at all),5,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,0.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,No,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Disagree,3,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Zufall und Selbststudium ,Yes,SQL - Datenbanksysteme und Entwicklung entsprechender GUIs -1351,2018-12-03 09:42:21,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,4,2,10 (All my time),2,2,6,6,6,7,2,Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,Yes,No,"github, bitbucket, gitlab",1.0,Konferenzen,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Agree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,"security, rapid protottyping, deployment" -1353,2018-12-03 09:48:25,Germany,Yes,Master degree,,,,,,,,,Linguistics,,,,,,,,,,No,2,Yes,5.0,7,2,2,1 (None at all),1 (None at all),7,3,1 (None at all),1 (None at all),,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,9,5,5,,Yes,No,Yes,Yes,No,No,,0.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,3,Strongly disagree,Neither agree or disagree,Agree,,,,Strongly Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University training and private projects,Yes, -1354,2018-12-03 09:52:30,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,5 - Mostly other people,Yes,15.0,9,2,4,1 (None at all),1 (None at all),7,5,3,1 (None at all),1 (None at all),Max Planck Society,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,3.0,8.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),Bibliothek,What is ORCID?,No,Yes,Yes,No,No,github gitlab,0.5,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1356,2018-12-03 09:58:13,Germany,Yes,Doctorate,,,,,,,,,Computer Science,,,,,,,,,,No,4,Yes,10.0,6,2,8,3,8,8,5,2,2,2,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,Yes,Cannot recall but many,3.0,4.0,,,1.0,No,No,No,Yes,No,,8,7,2,,What is ORCID?,No,Yes,Yes,No,No,,3.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By myself,Yes,"Algorithms, Discrete Math, Software Engineering" -1357,2018-12-03 10:03:03,Germany,No,Doctorate,,,,,,,,,Computer Science,,,,,,,,,"ISO20000, SEW",No,2,Yes,20.0,7,2,1 (None at all),2,2,6,2,3,3,7,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,The salary,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Flexible working hours,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,Yes,Yes,Yes,Yes,No,,4.0,university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Strongly disagree,Neither agree or disagree,Neither agree or disagree,7,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,Yes, -1365,2018-12-03 10:09:51,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,5 - Mostly other people,No,40.0,3,4,6,2,2,8,10 (All my time),1 (None at all),2,2,Other,,,,,,,,,Part-time,Permanent -- funded by Institution core funding,30.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),No,Acknowledged in the main text,Yes,https://www.ak-uis.de,7.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),none,What is ORCID?,No,No,No,No,Yes,"Skype, telephone, google hangouts",1.0,local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Neither agree or disagree,Strongly Agree,Strongly disagree,4,Disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self teaching over the years,No,properly learning object oriented programming -1368,2018-12-03 10:12:29,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,4,No,35.0,2,3,5,1 (None at all),2,4,6,3,2,2,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,,,4.0,20.0,,,3.0,No,No,Yes,Yes,No,,1 (None at all),9,1 (None at all),None,Yes,No,Yes,Yes,No,No,"GForge, Atlassian",2.0,None,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Agree,Agree,Disagree,Strongly Agree,Agree,Disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1370,2018-12-03 10:17:03,Germany,Yes,Other,,,,,,,,,,,,,,,,,,,No,5 - Mostly other people,Yes,25.0,7,1 (None at all),4,1 (None at all),4,5,1 (None at all),6,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,The salary,Same researcher(s),Yes,Named as co-author,,,2.0,2.0,,,2.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,No,No,No,"trac, mantuis, dokuwiki (self hosted only)",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Disagree,Strongly Agree,Disagree,6,Agree,Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,No,,,,,,Other,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self education; learning by doing,No,convincing nerds; dealing with the exaggerated opinion of oneself of scientific PIs; accepting the huge waste of taxpayers money in research institutions -1373,2018-12-03 10:23:13,Germany,Yes,Master degree,,,,,,,,,Geology,,,,,,,,,,No,1,No,4.0,5,4,2,2,2,6,5,2,4,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,Yes,GeoMod 2018,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local library,Yes,No,No,Yes,No,No,"GitLab, GitHub",1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,Self-taught,No,"Numerical methods (FEM), Parallelization, Gui-Development" -1378,2018-12-03 11:01:30,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,"PhD, German Diploma",Yes,3,No,17.0,3,4,8,3,2,5,5,5,5,2,Other,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,BOSC,9.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",5.0,"Software Carpentry, Library Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught or during practical work,Yes, -1379,2018-12-03 11:05:22,Germany,Yes,Master degree,,,,,,,,,Philosophy,,,,,,,,,B.Sc. Computer Science,No,3,Yes,6.0,4,2,3,2,2,6,8,2,6,1 (None at all),Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Desire to advance research,Regularly change researcher(s),No,Not mentioned at all,Yes,"International Data Week (2018), IEEE e-science (2018)",3.0,1.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),10 (All the time),Our Compute Centre provides a possibility to get DOIs,Yes,No,No,Yes,No,No,"github, gitlab, confluence",1.0,research data management,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Disagree,Strongly Agree,Disagree,7,Neither agree or disagree,Disagree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught (online tutorials) and from time to time code reviews,Yes,"OpenAPI, Python Testing Frameworks, Flask" -1380,2018-12-03 11:09:48,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,3,No,8.0,3,7,2,1 (None at all),4,4,7,2,3,3,Other,,,,,,,,,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,5,5,5,Zenodo,Yes,No,No,Yes,No,No,,1.0,Summer school,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Disagree,Disagree,Disagree,,,Disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Courses,Yes, -1381,2018-12-03 11:09:51,Italy,Yes,,,,,,,,,PhD,,,,,,,,,Pharmacology & Pharmacy,,,0 - Mostly me,No,10.0,3,8,3,1 (None at all),3,,,,,,,,,,,,,,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1384,2018-12-03 11:22:17,Germany,No,Doctorate,,,,,,,,,Geology,,,,,,,,,,Yes,5 - Mostly other people,,5.0,1 (None at all),2,8,1 (None at all),1 (None at all),1 (None at all),2,8,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2021.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,"EGU, AGU",2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),local library,No,No,No,Yes,No,No,"GitLab, GitHub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,, -1385,2018-12-03 11:55:27,Germany,Yes,Master degree,,,,,,,,,Geology,,,,,,,,,,No,4,No,40.0,1 (None at all),3,6,1 (None at all),1 (None at all),2,4,3,1 (None at all),,Private Company,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,1.0,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,,,2.0,4.0,,,2.0,No,No,No,Yes,No,,9,2,1 (None at all),,What is ORCID?,No,Yes,Yes,Yes,No,Atlassian-Jira,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Agree,Agree,,Agree,,Agree,Disagree,,,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,training on the job,Yes,"technical writing, project management, software lifecycle management" -1388,2018-12-03 12:04:41,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,Zweite Promotion,No,4,Yes,8.0,9,4,4,2,6,9,5,5,2,2,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to advance research,I want to learn new skills,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,6,8,3,Zenodo,Yes,No,No,Yes,No,No,Github; Slack; Trello;,1.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, Literatur, Kurse",Yes,Mehr Sprachen; Testen; Projektmanagement -1390,2018-12-03 13:06:34,Germany,Yes,Master degree,,,,,,,,,Geology,,,,,,,,,Dipl.-Geophys.,No,2,,18.0,3,2,5,2,7,5,5,2,2,3,Other,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,The salary,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,0.0,No,Yes,Yes,Yes,No,,1 (None at all),2,1 (None at all),,No,No,No,No,No,Yes,,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,3,Disagree,Neither agree or disagree,Agree,8,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,studies of geophysics and at work,,developing sustainable software -1391,2018-12-03 13:29:31,United Kingdom of Great Britain and Northern Ireland,Yes,,,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,5 - Mostly other people,Yes,13.0,3,3,6,2,3,3,3,6,2,3,,,National laboratory,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Opportunity for career advancement,Desire to advance research,The salary,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"RSE Conference, SSI collaborations workshop, Canadian Research Software Conference, New Zealand Science Coding Conference, PyCon UK, EUDAT annual conference, Small domain workshops",15.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,3,4,2,"Zenodo, potentially institutional facility in future",Yes,No,No,Yes,No,No,"Gitlab, Github",3.0,"Local developers discussion group and Software-Carpentry-like workshops, RSE Conference workshops",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Neither agree or disagree,7,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, reading, on the job from colleagues, formal courses, experimenting/trial and error, workshops and conferences...",Yes,"Influencing, time management, developing leadership in others" -1392,2018-12-03 13:41:57,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,,No,1,No,10.0,7,2,2,1 (None at all),2,6,3,2,1 (None at all),2,Government,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,The salary,Flexible working hours,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,EGU,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,Python Fortbildungskurs,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Während meines Studiums habe ich mir während der Studienarbeit und der Diplomarbeit MATLAB und Shell angeeignet. Während meiner aktuellen Beschäftigung habe ich in beidem meine Fähigkeiten ausgebaut.,Yes,Gemeinsame Regeln erstellen und vermitteln; sich mit anderen Entwicklern austauschen - sowohl generell als auch bei speziellen Fragen. -1394,2018-12-03 13:56:27,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Mathematics,,,,,,,,No,5 - Mostly other people,No,5.0,5,5,1 (None at all),1 (None at all),1 (None at all),7,2,3,1 (None at all),1 (None at all),,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,The salary,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,Yes,IEEE IUS,1.0,7.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Agree,Agree,Agree,9,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No, -1395,2018-12-03 14:03:06,Germany,Yes,Master degree,,,,,,,,,German,,,,,,,,,,Yes,5 - Mostly other people,Yes,15.0,8,7,7,5,7,10 (All my time),10 (All my time),7,8,10 (All my time),University,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,DHd und andere,8.0,1.0,,,1.0,No,No,Yes,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),-,ORCID is not relevant for me,No,No,Yes,No,No,"GitLab, GitHub",3.0,Kommt drauf an...,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly Agree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Studium,Yes,GUI mit HTML5 -1396,2018-12-03 14:08:15,Germany,Yes,Doctorate,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,Diplom Ozeanographie,Yes,1,No,20.0,7,8,2,1 (None at all),2,7,8,1 (None at all),1 (None at all),1 (None at all),Government,,,,,,,,,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,,,,,,,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,5.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,Trello,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Agree,Agree,Disagree,5,Strongly Agree,Agree,Neither agree or disagree,Agree,Disagree,Disagree,,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning-by-doing,Yes,"OOP, Testing" -1397,2018-12-03 14:13:40,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,Integrierter Studiengang mit Naturwissenschaften (Biologie),No,4,Yes,20.0,6,1 (None at all),4,2,2,7,4,3,2,2,Max Planck Society,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),2,2,"Bibliothek vor Ort, Deutsches Klimarechenzentrum",No,No,Yes,Yes,No,No,Redmine,1.0,Sommerschule Doktoranden/Postdocs,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,8,Neither agree or disagree,Agree,Agree,2,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Agree,Strongly disagree,Agree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Wiederaufnahme der Grundlagen aus dem Studium; Mitnahmeeffekt aus vorherigem Job (Industrie); Learning by doing,Yes,Aktuellere Softwaretechnik/Entwicklungswerkzeuge; Projektmethodik; Gesprächsführung -1398,2018-12-03 14:18:59,South Africa,Yes,,,,,Master degree,,,,,,,,,Computer Science,,,,,MSC in IT,No,5 - Mostly other people,Yes,5.0,8,2,1 (None at all),1 (None at all),2,9,2,2,2,4,,,,,University,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,The salary,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,11.0,1.0,,,1.0,No,Yes,No,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Trello,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,1,1,Disagree,Agree,Disagree,9,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Udemy courses,Yes,"Mobile app development (Android & iOS), Angular, Docker" -1399,2018-12-03 14:34:59,Germany,Yes,Master degree,,,,,,,,,History,,,,,,,,,,Yes,3,No,7.0,4,3,8,2,2,6,6,3,2,1 (None at all),Other,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1400,2018-12-03 15:31:14,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,3,No,5.0,3,5,4,3,1 (None at all),3,6,3,2,,University,,,,,,,,,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,General Assembly of the Europeean Geoscience Union (EGU); viele andere,4.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,10 (All the time),6,Bibliothek vor Ort,Yes,No,No,Yes,No,No,"Github, Mattermost chats",2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,Agree,Strongly Agree,Agree,1 (None at all),Strongly disagree,Agree,,Neither agree or disagree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Fortran und dann viel Selbststudium,,"object-oriented programming, modular programming" -1402,2018-12-03 18:09:12,Germany,Yes,Master degree,,,,,,,,,Geography & Environmental Sciences,,,,,,,,,M.Sc.,No,2,No,6.0,6,5,3,3,1 (None at all),6,5,3,3,1 (None at all),University,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,The salary,"Different researchers, same research group",No,Named as co-author,Yes,FOSS4G-E,1.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"few university classes, mostly self taught via trial and error and searching the internet",Yes,"general software structuring and management, parallel computing, server maintenance" -1404,2018-12-04 12:10:33,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,1,No,5.0,8,9,2,2,2,8,9,2,2,2,Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,"EAGE, SEG, EMIW, DGG, EMTF",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Neither agree or disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Trial and error, practise, simply doing stuff since 10 years",Yes,"learn python, proper unit testing and documentation" -1405,2018-12-04 12:33:02,Germany,Yes,Master degree,,,,,,,,,Theology & Religious Studies,,,,,,,,,Jewish studies,,4,Yes,18.0,8,4,3,2,5,8,5,3,3,5,Other,,,,,,,,,Part-time,Fixed term -- funded by project funds,21.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,,,3.0,1.0,,,2.0,Yes,No,Yes,Yes,No,,2,5,1 (None at all),,Yes,No,Yes,Yes,No,No,Wiki Tickets ,6.0,Workshops an Universitäten ,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Neither agree or disagree,Agree,Agree,3,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidaktisch ,Yes,Dokumentation -1408,2018-12-04 22:08:13,United States of America,Yes,,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,No,2,Yes,5.0,7,2,4,1 (None at all),2,7,3,2,1 (None at all),3,,,,University,,,,,,Full Time,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,Opportunity to develop software,Desire to work in a research environment,The salary,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,No,Yes,No,No,"Asana task manager, slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes,"nosql databases, continuous integration testing, ???" -1410,2018-12-05 15:15:33,Brazil,Yes,,,,,,,,,PhD,,,,,,,,,Mathematics,,No,0 - Mostly me,No,18.0,9,7,5,9,4,10 (All my time),9,1 (None at all),7,3,,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,Other,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,,3.0,1.0,100.0,No,1.0,No,No,No,Yes,No,No formal methodology,10 (All the time),8,6,Zenodo,No,No,No,Yes,No,No,"github, gitlab",0.0,Software carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Neither agree or disagree,Agree,Strongly disagree,8,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,,Disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On my own, part of my applied math education",Yes,HPC skills; ability to work with software/project management; R skills -1411,2018-12-06 13:05:58,Germany,Yes,Master degree,,,,,,,,,Physics and Astronomy,,,,,,,,,,No,5 - Mostly other people,No,10.0,9,8,2,1 (None at all),2,9,10 (All my time),3,2,1 (None at all),Fraunhofer Society,,,,,,,,,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,No,,6.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Agree,Agree,Disagree,1 (None at all),Disagree,Disagree,Strongly Agree,Agree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Autodidaktisch",Yes,"KI, Big Data Analysis, Open Source Partizipation" -1412,2018-12-06 21:01:33,Germany,Yes,Doctorate,,,,,,,,,Biological Sciences,,,,,,,,,,No,2,No,5.0,3,1 (None at all),4,1 (None at all),3,10 (All my time),8,1 (None at all),1 (None at all),1 (None at all),Private Company,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,,,,,,,The salary,Opportunity to develop software,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,8,8,2,Journal,No,No,No,Yes,No,No,"GitHub, BitBucket, GitLab",0.0,-,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,6,Disagree,Agree,Disagree,4,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,Learning by Doing und Einsteigerkurse,Yes,"Validation, Testing, Deployment" -1414,2018-12-07 16:28:01,Germany,Yes,Master degree,,,,,,,,,Librarianship & Information Management,,,,,,,,,,No,1,Yes,4.0,6,4,4,2,4,7,5,3,3,4,Other,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"Digital Humanities im deutschsprachigen Raum (DHd), Digital Humanities (DH), Electronic Media and Visual Arts (EVA), Japanese Digital Humanities Conference (JADH), Text Encoding Initiative Conference (TEI)",4.0,2.0,,,1.0,No,No,No,Yes,No,,6,4,3,,No,No,No,Yes,No,No,Github,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,4,8,Agree,Strongly Agree,Strongly Agree,5,Agree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Online Tutorials, MOOCs",Yes,"Projektmanagement, UX Design, Agile Methoden" -1415,2018-12-10 13:27:42,Germany,Yes,Other,,,,,,,,,Mechanical Engineering,,,,,,,,,,No,0 - Mostly me,No,10.0,2,1 (None at all),1 (None at all),1 (None at all),8,2,1 (None at all),1 (None at all),1 (None at all),8,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1416,2018-12-10 15:07:32,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,4,4,4,2,1 (None at all),,,,,,,,University,,,,,,,Full Time,Permanent -- funded by Institution core funding,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,The salary,Opportunity for career advancement,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,6.0,2.0,,,4.0,Yes,No,No,Yes,No,,8,10 (All the time),9,,ORCID is not relevant for me,No,Yes,Yes,Yes,No,Github,12.0,Local training,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No, -1417,2018-12-10 16:08:37,Germany,Yes,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,,,Yes,4,No,15.0,4,2,4,2,2,5,2,3,3,2,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,,,,,,,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,9,7,6,Zenodo,ORCID is not relevant for me,No,No,Yes,No,No,GitLab GitHub,6.0,"Software Carpentry, HPC Carpentry, PRACE, HPC Centres of Excellence",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,5,Disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Mostly self taught,Yes,"Team management, Teaching skill-up" -1418,2018-12-10 17:46:01,Germany,Yes,Master degree,,,,,,,,,Biological Sciences,,,,,,,,,,No,4,Yes,6.0,6,1 (None at all),1 (None at all),3,3,6,2,1 (None at all),3,5,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,6,1 (None at all),,Yes,No,No,Yes,No,No,"gitlab (on-site), github.com",1.0,local user training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Disagree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,"self-taught, learned from colleagues",Yes, -1420,2018-12-12 02:02:46,Australia,No,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,"PhD, BSc (Hons)",No,4,Yes,11.0,3,1 (None at all),3,3,3,4,4,2,4,5,,,,,,,,Private company,,Full Time,"Freelancer, consultant, contractor",30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,The salary,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,High performance computing workshop in Perth 2017,2.0,1.0,,,1.0,No,No,No,No,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Jira, Slack",3.0,Self developed training program,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,,,,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,As a PhD student and postdoc I took the opportunities to learn as much as I could about software,Yes,"Contract negotiation, Artificial Intelligence, Formal software design" -1421,2018-12-12 02:05:03,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,3,No,18.0,7,6,4,1 (None at all),3,8,8,2,1 (None at all),2,,,,,,,,National laboratory,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,"Different researchers, same research group",No,Named as co-author,Yes,"AMOS, C3DIS",7.0,1.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),9,1 (None at all),Local library,Yes,No,Yes,Yes,No,No,Bitbucket,0.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,1,1,Neither agree or disagree,Neither agree or disagree,Disagree,8,Agree,Disagree,Disagree,Disagree,Agree,Disagree,Neither agree or disagree,No,Yes,No,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes, -1423,2018-12-12 02:11:15,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,3,Yes,28.0,6,4,2,1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),2,,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,The salary,Desire to work in a research environment,Regularly change researcher(s),No,Not mentioned at all,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,Yes,Yes,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,1,Strongly disagree,Strongly disagree,Strongly disagree,3,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,, -1424,2018-12-12 02:13:11,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,09 Engineering,,CPEng,No,2,No,10.0,2,4,4,4,2,3,6,2,3,3,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,8,4,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,3,6,Neither agree or disagree,Strongly Agree,Disagree,8,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,, -1426,2018-12-12 02:42:26,New Zealand,Yes,,,,,,Doctorate,,,,,,,,,Biological Sciences,,,,,No,0 - Mostly me,No,14.0,4,6,2,1 (None at all),6,3,8,4,6,3,,,,,,Non-profit organization,,,,Part-time,"Freelancer, consultant, contractor",10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,Queenstown Research Week / Bioinformatics Satellite,0.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),10 (All the time),8,"Zenodo, F1000Research",Yes,No,No,Yes,No,No,"Twitter, Github, StackExchange, SeqAnswers",20.0,Coding Club,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,6,7,Disagree,Strongly Agree,Strongly disagree,4,Disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught + undergraduate university courses,No,how to get people to listen to me; how to earn money ethically; microcontroller programming -1427,2018-12-12 02:49:37,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,08 Information and Computing Sciences,,,No,5 - Mostly other people,Yes,20.0,8,2,1 (None at all),1 (None at all),1 (None at all),10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),,,,,,,,University,,Full Time,Fixed term -- funded by Institution core funding,0.75,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,5,5,,Yes,No,No,Yes,No,No,"GitHub, Google Drive",0.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,5,7,Agree,Agree,Agree,4,Agree,Neither agree or disagree,Disagree,Disagree,Disagree,Disagree,Agree,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self Development,Yes, -1430,2018-12-12 03:23:36,Australia,No,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,06 Biological Sciences,,,Yes,5 - Mostly other people,No,0.0,1 (None at all),7,2,3,1 (None at all),1 (None at all),8,2,3,1 (None at all),,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity for career advancement,The salary,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as main author,Yes,several,5.0,4.0,,,4.0,Yes,No,No,Yes,No,,8,9,3,several,Yes,Yes,No,Yes,No,No,"wikis, github",5.0,conference and local,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,I didnt ,No,"recruitment, management" -1431,2018-12-12 03:44:05,Australia,Yes,,,,,,,,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,,,,,,,,,06 Biological Sciences,,,No,1,No,4.0,4,4,2,3,3,6,6,2,3,3,,,,,,,,University,,Full Time,Research/Student Assistant,3.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,I want to learn new skills,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1434,2018-12-12 05:59:00,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,5 - Mostly other people,Yes,17.0,7,2,3,2,1 (None at all),5,5,2,2,,,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to work in a research environment,Flexible working hours,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,URSI,3.0,5.0,,,3.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),6,,Yes,No,Yes,Yes,No,No,"github, bitbucket, jira, confluence",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Strongly Agree,No,Yes,No,Yes,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,In the course of my research,Yes,"more formal development practices, devOps CI and testing" -1435,2018-12-12 06:29:37,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,02 Physical Sciences,,,No,3,,2.0,4,7,2,2,1 (None at all),4,9,1 (None at all),3,1 (None at all),,,,,,,,University,,Full Time,Research/Student Assistant,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,No,,1.0,,,,3.0,Yes,No,Yes,Yes,No,,3,3,1 (None at all),,Yes,No,No,Yes,No,No,"git stash, jira",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Agree,Agree,,,Agree,,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes, -1436,2018-12-12 07:42:38,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,08 Information and Computing Sciences,,,No,2,,20.0,5,5,2,5,2,10 (All my time),10 (All my time),2,5,2,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,,,,,,,,,No,No,No,No,,,,,,,No,No,No,No,No,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1439,2018-12-12 22:21:39,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,01 Mathematical Sciences,,,No,4,No,10.0,6,5,5,4,3,7,7,4,2,1 (None at all),,,,,,,,National laboratory,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,4.0,3.0,,,3.0,No,No,Yes,No,No,,9,10 (All the time),6,,Yes,No,No,Yes,No,No,"github, dockerhub, bitbucket",6.0,"software carpentry, national training, international training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Disagree,Strongly Agree,Neither agree or disagree,8,Disagree,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"better practices in software development, more sysadmin/devops skills (e.g. openstack, kubernetes, ansible), mangement/project managent" -1441,2018-12-12 23:40:32,Australia,Yes,,,,,,,,AQF 9 - Masters Degree,,,,,,,,,04 Earth Sciences,,,No,5 - Mostly other people,Yes,1.0,8,2,3,2,5,8,1 (None at all),2,5,5,,,,,,,,National laboratory,,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,No,,6,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Bitbucket, Jira, GitHub",3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Neither agree or disagree,Agree,Disagree,3,Disagree,Strongly disagree,Disagree,Agree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University classes and research project,Yes,"HPC, Deep Learning, Code accelerating" -1442,2018-12-13 06:44:25,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,0 - Mostly me,No,17.0,6,8,4,5,7,7,9,3,3,5,,,,,,,,University,,Prefer not to say,Zero hours contract,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,Yes,No,Yes,No,,6,1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,4,Agree,Agree,Neither agree or disagree,6,Agree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Agree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Tutorials,,"More python, R, and SQL" -1443,2018-12-13 07:10:33,Australia,Yes,,,,,,,,AQF 7 - Bachelor Degree,,,,,,,,,08 Information and Computing Sciences,,,No,2,No,2.0,8,4,2,1 (None at all),3,6,9,1 (None at all),5,8,,,,,,,,University,,Part-time,"Freelancer, consultant, contractor",1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,The salary,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1445,2018-12-14 00:06:51,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,02 Physical Sciences,,,No,5 - Mostly other people,Yes,30.0,8,2,1 (None at all),1 (None at all),3,5,10 (All my time),1 (None at all),3,3,,,,,,,,Government,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as co-author,,,1.0,30.0,,,5.0,No,No,No,Yes,Yes,,10 (All the time),5,1 (None at all),,Yes,Yes,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,Agree,Neither agree or disagree,Agree,6,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-training + previous industry experience as pure software engineer + own research in the science field which often required to touch software at some level,No, -1446,2018-12-14 05:28:23,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Psychology,,,,,,,,,No,4,Yes,15.0,3,3,4,1 (None at all),1 (None at all),,,,,,,University,,,,,,,,Part-time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,Congress of the European Association for Behavioural and Cognitive Therapies,30.0,2.0,,,1.0,No,No,Yes,Yes,No,,7,3,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,None,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,2,,,,,,Strongly Agree,Agree,Disagree,Strongly Agree,Agree,Strongly Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I am self-taught,Yes,More data analysis skills -1447,2018-12-14 17:13:14,Germany,Yes,Master degree,,,,,,,,,Computer Science,,,,,,,,,,No,2,No,8.0,3,2,5,1 (None at all),3,6,4,1 (None at all),3,1 (None at all),Helmholtz Association of German Research Centres,,,,,,,,,Part-time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Driving Simulation Conference (DSC), Transport Research Arena (TRA)",5.0,3.0,,,2.0,No,Yes,No,Yes,No,,4,3,1 (None at all),,Yes,No,Yes,Yes,No,No,GitHub,1.0,Interner Workshop,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,,8,7,Agree,Neither agree or disagree,Disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,Strongly disagree,,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,durch eigenes Interesse,Yes,"Test-driven development, neural networks, agile development" -1448,2018-12-15 10:27:33,Australia,Yes,,,,,,,,AQF 10 - Doctoral Degree,,,,,,,,,09 Engineering,,,Yes,4,No,20.0,3,4,3,4,2,5,9,3,5,3,,,,,,,,University,,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,Opportunity for career advancement,Desire to advance research,The salary,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,Yes,"ASME conferences, NVIDIA conference, European Fluid Mechanics Conferences",2.0,5.0,,,3.0,No,No,No,Yes,No,,1 (None at all),8,1 (None at all),,Yes,No,No,Yes,No,No,Slack,0.0,0,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Strongly Agree,Agree,2,Neither agree or disagree,Agree,Agree,Disagree,Agree,Agree,Disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, needed it for my PhD work",Yes,"How to sustain funding for research software development, how to better exchange tools/skills with research community" -1449,2018-12-17 10:24:44,Netherlands,Yes,,PhD,,,,,,,,,Chemistry,,,,,,,,,No,4,Yes,20.0,3,4,4,4,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,Yes,Many.,30.0,2.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),8,8,Zenodo,Yes,Yes,Yes,Yes,Yes,No,"GitHub, GitLab, SourceForge, BitBucket",6.0,"local university training, workshops (e.g. via research projects)",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,7,,,,,,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,No,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,combo of uni training (15%) and self-study (rest),No, -1450,2018-12-17 10:54:54,Spain,Yes,,,,,,,,,PhD,,,,,,,,,Biological Sciences,,Yes,4,No,18.0,8,8,3,2,1 (None at all),9,9,1 (None at all),2,1 (None at all),,,,,,,,,University,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to advance research,Opportunity to develop software,The salary,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,"ISMB, swat4ls, ECCB, ...many others",4.0,1.0,100.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github,4.0,"Ad hoc workshops, by invitation",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Strongly Agree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Learn more languages, study CI best-practices, more familiar with cloud deployment" -1451,2018-12-17 12:07:52,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Physics and Astronomy,,,,,,,,MSc,Yes,3,Yes,15.0,3,2,5,2,3,,,,,,,Other,,,,,,,,Part-time,Permanent -- funded by project funds,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1453,2018-12-17 13:05:47,Netherlands,Yes,,PhD,,,,,,,,,Biological Sciences,,,,,,,,,No,2,No,5.0,6,6,3,4,2,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1456,2018-12-18 12:32:42,United Kingdom of Great Britain and Northern Ireland,Yes,,,Doctorate,,,,,,,,,Physics and Astronomy,,,,,,,,No,3,Yes,1.0,9,1 (None at all),1 (None at all),2,2,8,1 (None at all),1 (None at all),1 (None at all),3,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,The salary,Regularly change researcher(s),Yes,Not mentioned at all,No,,7.0,1.0,,,0.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),"I would like to use Zendo, trying to negotiate its approval",Yes,No,Yes,Yes,No,No,"GitHub, Readmine, Open Project",4.0,Undergrad teaching coding,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,Yes,"Formal development training i.e. production of professional documentation, robust unit testing proceedures, Formal realease of software training and any information on publication of novel software" -1458,2018-12-19 16:35:27,Netherlands,Yes,,WO (Wetenschappelijk onderwijs) Master,,,,,,,,,Physics and Astronomy,,,,,,,,MSc,Yes,3,Yes,12.0,6,2,4,3,3,,,,,,,University,,,,,,,,Part-time,Permanent -- funded by project funds,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"ISBI, MICCAI, BioMedBridges, Lygature/Healt-RI symposia, SURF Cloud Events, DTL Programmers Meeting, and many more...",6.0,4.0,,,2.0,Yes,Yes,Yes,Yes,No,,9,10 (All the time),1 (None at all),,No,No,No,Yes,Yes,No,"Jira, BitBucket, GitHub, GitLab, Slack, Skype, Hangouts, VS Code LiveShare, Google Drive, PyPI, DockerHub",4.0,"Python Course for the study Technical Medicine (TU Delft, LUMC, Erasmus MC)",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Being educated as a scientist with a high dosis of software engineering interest.,Yes,"Project Management, Community building, " -1460,2018-12-21 12:31:58,United Kingdom of Great Britain and Northern Ireland,Yes,,,Undergraduate degree,,,,,,,,,Biological Sciences,,,,,,,,Yes,5 - Mostly other people,Yes,20.0,7,1 (None at all),3,2,2,8,1 (None at all),2,2,2,,,University,,,,,,,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,2.0,,,2.0,No,No,No,Yes,No,,9,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitHub,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Neither agree or disagree,Disagree,6,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,Management persuasion -1461,2018-12-26 20:31:17,Spain,Yes,,,,,,,,,PhD,,,,,,,,,Computer Science,"MSc software engineering, BSc computer engineering ",No,0 - Mostly me,,8.0,4,9,5,1 (None at all),3,,9,5,3,,,,,,,,,,Private company,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,The salary,Regularly change researcher(s),Yes,Named as co-author,,,2.0,,,No,3.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,6,6,,Agree,Neither agree or disagree,5,Agree,Disagree,,Neither agree or disagree,,,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Uni,Yes, -1463,2019-01-02 13:13:11,Netherlands,Yes,,PhD,,,,,,,,,Physics and Astronomy,,,,,,,,,No,3,No,10.0,6,2,5,1 (None at all),4,,,,,,,Government,,,,,,,,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,Yes,,,,,,1.0,Yes,No,No,Yes,No,,7,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,,,,,,Neither agree or disagree,Strongly Agree,Agree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes, -1464,2019-01-03 11:12:59,Germany,Yes,,,,,,,,,,,,,,,,,,,,,4,,4.0,6,2,3,1 (None at all),2,6,3,2,2,3,Helmholtz Association of German Research Centres,,,,,,,,,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,,,,,,,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Desire to advance research,"Different researchers, same research group",Yes,Named as co-author,,,,,,,2.0,Yes,No,Yes,Yes,No,,5,2,2,,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1465,2019-01-03 12:00:15,Netherlands,Yes,,PhD,,,,,,,,,Computer Science,,,,,,,,,No,1,No,15.0,2,4,6,5,3,,,,,,,University,,,,,,,,Full Time,Permanent -- funded by Institution core funding,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,Yes,,1.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,Yes,No,No,No,SourceForge,25.0,"I teach in the CS curriculum (The number 25 refers to #lectures, approximately)",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Disagree,Strongly Agree,Disagree,Agree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Following and teaching CS courses,Yes,Better understanding of virtual machines (docker) diff --git a/analysis/2018/data/public_merged.csv b/analysis/2018/data/public_merged.csv deleted file mode 100644 index 6f6e1dfe..00000000 --- a/analysis/2018/data/public_merged.csv +++ /dev/null @@ -1,1865 +0,0 @@ -,Unnamed: 0,startdate. Date started,socio1. In which country do you work?,rse1. Do you write software for academic research as part of your job,edu1. What is the highest level of education you have attained?,edu2. In which discipline is your highest academic qualification?,"edu4. List any professional qualifications you hold (eg. P. Eng, PMP, …)?",rse4de. Does the majority of your role comprise leading a group of software developers or RSEs?,rse3. Who uses the code that you write?,soft2can. Do you consider yourself a professional software developer?,soft1can. How many years of software development experience do you have?,"time1can. On average, how much of your time is spent developing software?","time2can. On average, how much of your time is spent on research","time3can. On average, how much of your time is spent on management","time4can. On average, how much of your time is spent on teaching","time5can. On average, how much of your time is spent on other activities","timeLike6zaf. In an average month, how much time would you like to spend on software development?","timeLike7zaf. In an average month, how much time would you like to spend on research","timeLike8zaf. In an average month, how much time would you like to spend on management","timeLike9zaf. In an average month, how much time would you like to spend on teaching","timeLike10zaf. In an average month, how much time would you like to spend on other activities",currentEmp1. Please select your organization type,currentEmp12. Do you work full time or part time,currentEmp10. What is the nature of your current employment?,currentEmp11. What is the expected duration (in years) of your current position (in total)?,currentEmp13. Please select the discipline in which you work. Please select all that apply. [Accounting & Finance],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Aeronautical & Manufacturing Engineering],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Agriculture & Forestry],currentEmp13. Please select the discipline in which you work. Please select all that apply. [American Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Anatomy & Physiology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Anthropology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Architecture],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Art & Design],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Biological Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Business & Management Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Chemical Engineering],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Chemistry],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Civil Engineering],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Classics & Ancient History],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Communication & Media Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Complementary Medicine],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Computer Science],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Counselling],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Criminology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Dentistry],currentEmp13. Please select the discipline in which you work. Please select all that apply. [East & South Asian Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Economics],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Education],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Electrical & Electronic Engineering],currentEmp13. Please select the discipline in which you work. Please select all that apply. [English],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Fashion],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Food Science],currentEmp13. Please select the discipline in which you work. Please select all that apply. [French],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Geography & Environmental Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Geology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [General Engineering],currentEmp13. Please select the discipline in which you work. Please select all that apply. [German],currentEmp13. Please select the discipline in which you work. Please select all that apply. [History],"currentEmp13. Please select the discipline in which you work. Please select all that apply. [History of Art, Architecture & Design]","currentEmp13. Please select the discipline in which you work. Please select all that apply. [Hospitality, Leisure, Recreation & Tourism]",currentEmp13. Please select the discipline in which you work. Please select all that apply. [Iberian Languages/Hispanic Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Land & Property Management],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Law],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Librarianship & Information Management],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Linguistics],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Marketing],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Materials Technology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Mathematics],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Mechanical Engineering],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Medicine],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Middle Eastern and African Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Music],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Nursing],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Ophthalmics],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Pharmacology & Pharmacy],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Philosophy],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Physics and Astronomy],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Physiotherapy],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Politics],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Psychology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Robotics],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Russian & East European Languages],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Social Policy],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Social Work],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Sociology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Sports Science],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Theology & Religious Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Town & Country Planning and Landscape Design],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Veterinary Medicine],currentEmp13. Please select the discipline in which you work. Please select all that apply. [Youth Work],currentEmp13. Please select the discipline in which you work. Please select all that apply. [CIVIL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [STRUCTURAL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [AGRICULTURAL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [FOREST ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [MINING AND MINERAL PROCESSING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ENVIRONMENTAL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [INDUSTRIAL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [DESIGN AND MANUFACTURING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [CHEMICAL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [BIOMEDICAL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [MATERIALS SCIENCE AND TECHNOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [MECHANICAL ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [FLUID MECHANICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [FUEL AND ENERGY TECHNOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [NUCLEAR ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ELECTRICAL AND ELECTRONIC ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ROBOTICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [INFORMATION TECHNOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ARTIFICIAL INTELLIGENCE],currentEmp13. Please select the discipline in which you work. Please select all that apply. [PURE MATHEMATICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [APPLIED MATHEMATICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [STATISTICS AND PROBABILITY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [PHYSICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [THEORETICAL PHYSICS AND CHEMISTRY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ASTRONOMY AND ASTROPHYSICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [SPACE SCIENCE],currentEmp13. Please select the discipline in which you work. Please select all that apply. [CONDENSED MATTERPHYSICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [PHYSICAL CHEMISTRY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [NALYTICAL CHEMISTRY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [INORGANIC CHEMISTRY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ORGANIC CHEMISTRY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [POLYMER CHEMISTRY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [EARTH SCIENCE],currentEmp13. Please select the discipline in which you work. Please select all that apply. [GEOGRAPHICAL INFORMATION],currentEmp13. Please select the discipline in which you work. Please select all that apply. [PHYSICAL GEOGRAPHY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [GEOCHEMISTRY AND GEOCHRONOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [GEOPHYSICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ATMOSPHERIC SCIENCE],currentEmp13. Please select the discipline in which you work. Please select all that apply. [HYDROLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [OCEANOGRAPHY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [EVOLUTION AND ECOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [SOIL SCIENCE],currentEmp13. Please select the discipline in which you work. Please select all that apply. [PLANT AND TREE BIOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [GENETICS],currentEmp13. Please select the discipline in which you work. Please select all that apply. [CELL BIOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [MICROBIOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [MOLECULAR BIOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [BIOCHEMISTRY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [ANIMAL BIOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [FOOD SCIENCE AND TECHNOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [PSYCHOLOGY],currentEmp13. Please select the discipline in which you work. Please select all that apply. [LIFE SCIENCES RESEARCH RELATED TO HUMAN HEALTH AND DISEASE],currentEmp13. Please select the discipline in which you work. Please select all that apply. [OTHER STUDIES IN NATURAL SCIENCES AND ENGINEERING],currentEmp13. Please select the discipline in which you work. Please select all that apply. [SOCIAL SCIENCES AND HUMANITIES],currentEmp13. Please select the discipline in which you work. Please select all that apply. [HEALTH SCIENCES],currentEmp13. Please select the discipline in which you work. Please select all that apply. [01 Mathematical Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [02 Physical Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [03 Chemical Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [04 Earth Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [05 Environmental Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [06 Biological Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [07 Agricultural and Veterinary Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [08 Information and Computing Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [09 Engineering],currentEmp13. Please select the discipline in which you work. Please select all that apply. [10 Technology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [11 Medical and Health Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [12 Built Environment and Design],currentEmp13. Please select the discipline in which you work. Please select all that apply. [13 Education],currentEmp13. Please select the discipline in which you work. Please select all that apply. [14 Economics],"currentEmp13. Please select the discipline in which you work. Please select all that apply. [15 Commerce, Management, Tourism and Services]",currentEmp13. Please select the discipline in which you work. Please select all that apply. [16 Studies in Human Society],currentEmp13. Please select the discipline in which you work. Please select all that apply. [17 Psychology and Cognitive Sciences],currentEmp13. Please select the discipline in which you work. Please select all that apply. [18 Law and Legal Studies],currentEmp13. Please select the discipline in which you work. Please select all that apply. [19 Studies in Creative Arts and Writing],"currentEmp13. Please select the discipline in which you work. Please select all that apply. [20 Language, Communication and Culture]",currentEmp13. Please select the discipline in which you work. Please select all that apply. [21 History and Archaeology],currentEmp13. Please select the discipline in which you work. Please select all that apply. [22 Philosophy and Religious Studies],prevEmp1. Where was your previous job based?,prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 1],prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 2],prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 3],prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 4],prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 5],"currentWork1. Do you always work with the same researchers, or do you regularly change the researchers you work with?",currentWork2. Are you part of a dedicated research software group within your institution?,"paper2mod. In general, when your software contributes to a paper, are you acknowledged in that paper?",conf1can. Have you presented your software work at a conference or workshop?,conf2can. At which conference(s)/workshop(s) have you presented your software work?,proj1can. How many software projects are you currently involved in?,proj2can. How many software developers typically work on your projects?,proj7can. What percentage of these developers are dedicated to the project full time?,proj8can. Do your research software projects typically include a project manager?,stability1. What is the bus factor of your most important software project? (The bus factor designates the minimal number of developers that have to be hit by a bus (or quit) before a project is incapacitated),stability2. Do the projects you work on typically have a plan to cope with developers leaving the group?,proj4can. How are your projects typically tested? Please check all that apply. [No formal testing],proj4can. How are your projects typically tested? Please check all that apply. [No formal testing but users provide feedback],proj4can. How are your projects typically tested? Please check all that apply. [The developers do their own testing],proj4can. How are your projects typically tested? Please check all that apply. [Test engineers conduct testing],proj5can. What development methodology does your current project use?,open1can. How often do you use an open-source licence for your software?,open2de. How often do you reference software directly or the papers describing the software?,open3can. How often do you associate your software with a Digital Object Identifier (DOI)?,"open3de. Which tools do you use to mint a DOI (e.g. local library, Zenodo)?",open1de. Do you have an ORCID ID?,proj5zaf. Which version control tools do you use for software development?. [CVS],proj5zaf. Which version control tools do you use for software development?. [SVN],proj5zaf. Which version control tools do you use for software development?. [Git],proj5zaf. Which version control tools do you use for software development?. [Mercurial],proj5zaf. Which version control tools do you use for software development?. [None],proj6zaf. Which online collaboration tools and open repositories do you use for software development?,"train2. On average, how many times a year do you take part in providing training?","train3. What training programs are you involved with (comma separated list, e.g., Software Carpentry, local university training, etc.)",fund2. Which of the following sources are used to pay for your effort as an RSE?. [I volunteer my time],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Donation button],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Crowdfunding (one-time)],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Crowdfunding (recurring)],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Books & merchandise],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Advertising & sponsorships],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Industry support],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Consulting & services],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Grants],fund2. Which of the following sources are used to pay for your effort as an RSE?. [SaaS],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Membership],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Dual license],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Open core],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Foundations & consortiums],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Venture capital],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Trademark licensing & franchising],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Institutional support],fund1can. How is your current research software work funded?,"satisGen1. In general, how satisfied are you with your current position","satisGen2. In general, how satisfied are you with your career",recog1. Do you feel that your contribution to research is recognised by your supervisor/line manager,recog2. Do you feel that your contribution to research is recognised by the researchers you work with,recog3. Do you feel that your contribution to research is recognised by your institution?,turnOver3. How often do you consider leaving your job?,turnOver6. I would accept another job at the same compensation level if I was offered it,percEmp1. It would not be very difficult for me to get an equivalent job in a different institution,percEmp3. My experience is in demand on the labour market,progRSE1. It is likely that I will gain a promotion within my current group,progRSE2. The process I have to complete to gain a promotion is clear and understandable,progRSE3. There are many opportunities within my chosen career plan,progRSE5. It is likely that my next position will be an Research Software Engineer / Research Software Developer role,"ukrse1. Are you a member of an association of Research Software Developers (e.g. AUS-RSE, CANARIE, DE-RSE, NZ_RSE, UK RSE, …)?",org1can. Would you be interested in joining such an organisation?,org2can. What would you hope to get out of such an organisation (check all that apply)?. [Networking],org2can. What would you hope to get out of such an organisation (check all that apply)?. [Research collaborations],org2can. What would you hope to get out of such an organisation (check all that apply)?. [Training],org2can. What would you hope to get out of such an organisation (check all that apply)?. [Research software standards and interoperability definition],org2can. What would you hope to get out of such an organisation (check all that apply)?. [Job opportunities],tool2. Which operating system do you primarily use for development?,tool4can. What programming languages do you use at work? Please select all that apply. [Assembly],tool4can. What programming languages do you use at work? Please select all that apply. [C],tool4can. What programming languages do you use at work? Please select all that apply. [C#],tool4can. What programming languages do you use at work? Please select all that apply. [C++],tool4can. What programming languages do you use at work? Please select all that apply. [Clojure],tool4can. What programming languages do you use at work? Please select all that apply. [CoffeeScript],tool4can. What programming languages do you use at work? Please select all that apply. [Common Lisp],tool4can. What programming languages do you use at work? Please select all that apply. [Dart],tool4can. What programming languages do you use at work? Please select all that apply. [Elixir],tool4can. What programming languages do you use at work? Please select all that apply. [Erlang],tool4can. What programming languages do you use at work? Please select all that apply. [F#],tool4can. What programming languages do you use at work? Please select all that apply. [Fortran],tool4can. What programming languages do you use at work? Please select all that apply. [Go],tool4can. What programming languages do you use at work? Please select all that apply. [Groovy],tool4can. What programming languages do you use at work? Please select all that apply. [Hack],tool4can. What programming languages do you use at work? Please select all that apply. [Haskell],tool4can. What programming languages do you use at work? Please select all that apply. [Java],tool4can. What programming languages do you use at work? Please select all that apply. [JavaScript],tool4can. What programming languages do you use at work? Please select all that apply. [Julia],tool4can. What programming languages do you use at work? Please select all that apply. [Lua],tool4can. What programming languages do you use at work? Please select all that apply. [Matlab],tool4can. What programming languages do you use at work? Please select all that apply. [Objective-C],tool4can. What programming languages do you use at work? Please select all that apply. [Perl],tool4can. What programming languages do you use at work? Please select all that apply. [PHP],tool4can. What programming languages do you use at work? Please select all that apply. [Python],tool4can. What programming languages do you use at work? Please select all that apply. [R],tool4can. What programming languages do you use at work? Please select all that apply. [Ruby],tool4can. What programming languages do you use at work? Please select all that apply. [Rust],tool4can. What programming languages do you use at work? Please select all that apply. [Scala],tool4can. What programming languages do you use at work? Please select all that apply. [Smalltalk],tool4can. What programming languages do you use at work? Please select all that apply. [SQL],tool4can. What programming languages do you use at work? Please select all that apply. [Swift],tool4can. What programming languages do you use at work? Please select all that apply. [TypeScript],tool4can. What programming languages do you use at work? Please select all that apply. [VB.NET],tool4can. What programming languages do you use at work? Please select all that apply. [VBA],tool4can. What programming languages do you use at work? Please select all that apply. [Visual Basic],tool5can. On which platform(s) is your most recent research software project deployed? Please select all that apply. [Compute Canada HPC],tool5can. On which platform(s) is your most recent research software project deployed? Please select all that apply. [University compute centre],tool5can. On which platform(s) is your most recent research software project deployed? Please select all that apply. [Other HPC],tool5can. On which platform(s) is your most recent research software project deployed? Please select all that apply. [Cloud],tool5can. On which platform(s) is your most recent research software project deployed? Please select all that apply. [Stand-alone server(s)],tool5can. On which platform(s) is your most recent research software project deployed? Please select all that apply. [Laptop/desktop],tool5can. On which platform(s) is your most recent research software project deployed? Please select all that apply. [Mobile],ukrse3. How did you learn the skills you need to become an Research Software Engineer / Research Software Developer?,ukrse12de. Would you like to attend a conference about software development in academia?,skill2. What three skills would you like to acquire or improve to help your work as a Research Software Engineer/ Research Software Developer? The skills can be technical and non-technical.,Year,stability1. What is the bus factor of your most important software project?_2017,fund2. Which of the following sources are used to pay for your effort as an RSE?. [Funding by institution],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Re-charge or charge-back],Country,proj2can. How many software developers typically work on your projects?_2017,open2de. Do you reference software directly or the papers describing the software?_2017,open1de. Do you have an ORCID ID?_2017,"fund2. Which of the following sources are used to pay for your effort as an RSE?. [European Union (e.gH2020, COST, EUREKA)]","fund2. Which of the following sources are used to pay for your effort as an RSE?. [Federal and state governments (BMBF, BMWi, BMVg and other sections)]","fund2. Which of the following sources are used to pay for your effort as an RSE?. [DFG, German Research Foundation]","fund2. Which of the following sources are used to pay for your effort as an RSE?. [Foundations and conveyors (public and private, e.gVolkswagenStiftung, Robert Bosch Stiftung, Klaus Tschira Stiftung, Stiftung Mercator)]",fund2. Which of the following sources are used to pay for your effort as an RSE?. [Stifterverband],fund2. Which of the following sources are used to pay for your effort as an RSE?. [Associations and chambers],socio2. Please select your gender,socio3. Please select your age,currentEmp2. Which university do you work for?,currentEmp13. Please select the discipline in which you work. Please select all that apply. [African languages],proj5zaf. Which version control tools do you use for software development?. [GIT],"proj6zaf. Which, if any, online collaboration tools and open repositories do you use for software development?_2017. [Github]","proj6zaf. Which, if any, online collaboration tools and open repositories do you use for software development?_2017. [Bitbucket]","proj6zaf. Which, if any, online collaboration tools and open repositories do you use for software development?_2017. [Zenodo]","proj6zaf. Which, if any, online collaboration tools and open repositories do you use for software development?_2017. [Figshare]","proj6zaf. Which, if any, online collaboration tools and open repositories do you use for software development?_2017. [Institutional Repository]","proj6zaf. Which, if any, online collaboration tools and open repositories do you use for software development?_2017. [None]",fund2. Which of the following sources are used to pay for your effort as an RSE?. [Not applicable],org2can. What would you hope to get out of such an organisation (check all that apply)?. [Software collaborations],currentEmp9. When did you start your current position?,prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 6],prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 7],prevEmp2. Rank the following factors dependent on how strongly they influenced your decision to accept your current position. [Rank 8],turnOver3. How often do you consider leaving your job?. [How often do you consider leaving your job?],percEmp3. My experience is in demand on the labour market. [My experience is in demand on the labour market],percEmp1. It would not be very difficult for me to get an equivalent job in a different institution. [It would not be very difficult for me to get an equivalent job in a different organisation],turnOver6. I would accept another job at the same compensation level if I was offered it. [I would accept another job at the same compensation level if I was offered it],"satisGen1. In general, how satisfied are you with your current position. [Your current position]","satisGen1. In general, how satisfied are you with your current position. [Your career]",tool4can. What programming languages do you use at work? Please select all that apply. [CUDA],tool4can. What programming languages do you use at work? Please select all that apply. [FORTRAN],"tool4can. What programming languages do you use at work? Please select all that apply. [Markup languages (HTML, markdown,..)]",tool4can. What programming languages do you use at work? Please select all that apply. [Unix Shell Scripting],skill2. What three skills would you like to acquire or improve to help your work as a Research Software Engineer/ Research Software Developer? The skills can be technical and non-technical. [Skill 1],skill2. What three skills would you like to acquire or improve to help your work as a Research Software Engineer/ Research Software Developer? The skills can be technical and non-technical. [Skill 2],skill2. What three skills would you like to acquire or improve to help your work as a Research Software Engineer/ Research Software Developer? The skills can be technical and non-technical. [Skill 3] -0,1.0,2018-09-03 12:28:46,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,Yes,5 - Mostly other people,Yes,16.0,4,1 (None at all),7,2,4,3,1 (None at all),6,2,4,University,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,3,10.0,2.0,,,1.0,No,No,No,Yes,No,,7,3,3,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",4.0,"Software Carpentry, local university training, conference workshops",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,2,Disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, first job",Yes,"Machine learning, domain expertise, people management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1,2.0,2018-09-03 12:32:44,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,1,No,5.0,7,9,2,3,3,7,9,3,3,3,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,"IPDPS, SIAM CSE, SIAM LA",1.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,Yes,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,5,Disagree,Disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"workshops, online, university training",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -2,3.0,2018-09-03 12:55:47,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,3,No,5.0,5,2,2,4,6,6,3,2,4,5,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,1.0,,,2.0,No,No,No,Yes,No,,6,6,3,,What is ORCID?,No,No,Yes,Yes,No,,10.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -3,4.0,2018-09-03 13:27:40,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,2,No,5.0,7,3,2,1 (None at all),2,6,6,2,3,3,University,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,CASPER workshop,2.0,3.0,,,1.0,No,No,No,Yes,No,,9,8,7,"ascl.net, JOSS, Zenodo",Yes,No,No,Yes,No,No,github.com,2.0,"CASPER workshop, local training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Agree,Agree,Agree,3,Disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"books and online, and from reading other people's code",Yes,"C++ design patterns, workload management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -4,5.0,2018-09-03 13:34:44,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,No,3,Yes,8.0,7,2,2,1 (None at all),3,9,2,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,Yes,"IEEE eScience, IEEE BDCloud",5.0,1.5,,,1.0,No,No,No,Yes,No,,8,5,3,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,4,Agree,Agree,Disagree,10 (All the time),Disagree,Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,Yes,"management skills, kubernetes, better maths",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -5,7.0,2018-09-03 14:25:51,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Electrical & Electronic Engineering,,No,5 - Mostly other people,Yes,8.0,7,2,3,1 (None at all),4,10 (All my time),3,1 (None at all),1 (None at all),3,University,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,6.0,1.0,,,11.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gitlab, Bitbucket",3.0,BCTU Research Methods Course.,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Agree,Neither agree or disagree,4,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,"University, school, own interests.",Yes,"Testing, using a wider technology base.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -6,10.0,2018-09-03 14:49:28,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,06 Biological Sciences,,No,1,,5.0,2,2,1 (None at all),3,10 (All my time),7,7,1 (None at all),5,5,University,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,1.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Very carefully,Yes,"Signal processing,Statistics,Mathematics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -7,11.0,2018-09-03 14:50:01,Australia,Yes,AQF 10 - Doctoral Degree,19 Studies in Creative Arts and Writing,,No,5 - Mostly other people,Yes,18.0,6,3,5,2,3,6,7,5,4,2,University,Full Time,"Freelancer, consultant, contractor",3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,Yes,Yes,Yes,Yes,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,Yes,"LAMLOD, DH2018, GeoCart 2018, Critical Animals 2014 and 2011, Australian History Association Conference 2017, Colonial Formations: Connections and Collisions 2016, Entangled Histories: Australian Historical Association Annual Conference 2017",14.0,1.1,,,1.0,No,No,Yes,Yes,No,,10 (All the time),3,4,local library,Yes,No,No,Yes,No,No,"Bitbucket, Google Drive",4.0,"3 half day courses at a DH Summer School and occasional internal workshops for staff and postgrads, and recently a guest lecture.",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,,5,Neither agree or disagree,Neither agree or disagree,Strongly disagree,9,Neither agree or disagree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught augmented with a few short courses (1 or 3 days) at the beginning.,Yes,Higher level architecure/software design; design patterns; small dev team management; how to get institutions to give you a proper job instead of jerking you around.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -8,12.0,2018-09-03 14:55:18,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,,4,,10.0,8,2,4,2,2,8,8,2,1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,SciPy,10.0,3.0,,,5.0,No,No,No,Yes,No,,10 (All the time),8,5,Zenodo,Yes,No,No,Yes,No,No,,4.0,"Software Carpentry, Local, SciPy Tutorials, ASPP",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -9,13.0,2018-09-03 15:16:01,Germany,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,1.0,7,2,1 (None at all),1 (None at all),3,7,2,1 (None at all),2,2,Max Planck Society,Full Time,Fixed term -- funded by project funds,1.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Opportunity to develop software,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -10,15.0,2018-09-03 17:59:56,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,4,Yes,20.0,5,3,2,1 (None at all),2,7,3,3,1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,The salary,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as main author,Yes,Probabilistic modelling in genomics,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,Intel performance tuning workshop,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Strongly disagree,Agree,Agree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"PhD computer science, software developer in industry",Yes,"Understanding of funding opportunities, career progression within institutions",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -11,16.0,2018-09-03 22:20:13,Germany,No,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,3.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),7,3,1 (None at all),1 (None at all),1 (None at all),Other,Part-time,"Freelancer, consultant, contractor",1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,Named as co-author,No,,3.0,1.0,,,2.0,No,No,No,Yes,No,,3,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Gitlab, Bitbucket, Slack, Trello",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,10 - Completely satisfied,,Strongly Agree,,1 (None at all),,Strongly Agree,Strongly Agree,,,Strongly Agree,Disagree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,Self-Study; in the Free market,Yes,"Financing, Crowdfunding",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -12,17.0,2018-09-03 22:46:32,Australia,Yes,AQF 10 - Doctoral Degree,09 Engineering,,No,3,No,10.0,4,4,2,1 (None at all),1 (None at all),3,7,1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Desire to advance research,The salary,Regularly change researcher(s),No,Named as co-author,No,,4.0,3.0,,,2.0,No,No,No,Yes,No,,8,8,1 (None at all),,Yes,No,No,Yes,No,No,github,5.0,"optimisation problem modelling in power systems, optmisation modelling for engineers, software for optimisation modelling",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,6,4,Neither agree or disagree,Strongly Agree,Disagree,6,Disagree,Agree,Agree,Disagree,Strongly disagree,Agree,Disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,partially trained as a computer scientist,Yes,"management of software projects, metaprogramming and macros, design patterns",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -13,18.0,2018-09-03 22:50:41,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geology,,No,3,Yes,10.0,7,2,3,2,6,6,3,2,4,4,National laboratory,Full Time,Permanent -- funded by Institution core funding,40.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,No,,4.0,3.0,,,2.0,No,Yes,No,Yes,No,,4,5,5,,No,No,No,Yes,No,No,GitLab,5.0,Giving informal small-group training at work,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,2,Neither agree or disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,A functional programming language e.g. Clojure; Negotiation skills; Distributed data processing and storage,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -14,21.0,2018-09-04 00:11:17,New Zealand,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,No,10.0,7,2,3,4,3,8,6,2,2,2,University,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,"Science Coding Conference, eResearch NZ",2.0,2.0,,,2.0,No,No,Yes,Yes,No,,8,10 (All the time),6,Zenodo,No,No,No,Yes,No,No,"GitHub, GitLab",4.0,"Local university training, national HPC facility training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Picked it up during PhD,Yes,"Machine learning/deep learning, advanced parallel programming, technical leadership",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -15,22.0,2018-09-04 00:26:15,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Geography & Environmental Sciences,,No,0 - Mostly me,,20.0,5,5,2,4,4,5,5,2,4,4,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,FOSS4G,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),6,4,Local library,Yes,No,Yes,Yes,No,No,Github,2.0,Postgraduate teaching,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Agree,Neither agree or disagree,6,Neither agree or disagree,Disagree,Agree,Disagree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -16,23.0,2018-09-04 01:14:57,Australia,Yes,AQF 10 - Doctoral Degree,03 Chemical Sciences,,No,5 - Mostly other people,No,15.0,5,7,4,3,3,6,7,3,4,5,National laboratory,Full Time,Permanent -- funded by Institution core funding,30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to advance research,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,10.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),9,8,zenodo,Yes,No,No,Yes,No,No,"github, travisCI, appveyor, email, readthedocs",30.0,0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Neither agree or disagree,Agree,Strongly disagree,7,Agree,Strongly disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes,"careers management, software carpentry teacher",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -17,25.0,2018-09-04 01:26:59,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,PhD,No,2,No,5.0,4,2,3,7,1 (None at all),6,3,3,4,,Government,Part-time,Permanent -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Government,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),No,Named as main author,Yes,ISCB,1.0,1.0,,,1.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,300.0,"Ag&F Data School (internal CSIRO internship), Software Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,2,Neither agree or disagree,Agree,Neither agree or disagree,8,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Disagree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Incomplete electrical engineering degree / self taught on the job.,Yes,"Testing, optimisation, how to work on large scale collaborative projects.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -18,26.0,2018-09-04 01:33:49,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,4,Yes,12.0,4,3,3,3,2,6,4,1 (None at all),3,1 (None at all),University,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Flexible working hours,The salary,"Different researchers, same research group",No,Named as co-author,Yes,"Python in Astronomy, Astronomical Society of Australia Annual Scientific Meeting",10.0,0.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,github,40.0,Weekly University thing,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught via mostly web materials and Stack Overflow,Yes,"Object-oriented programming, communication skills, learning how to teach",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -19,27.0,2018-09-04 02:51:09,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,5 - Mostly other people,Yes,20.0,6,7,3,2,5,7,8,3,2,2,University,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -20,29.0,2018-09-04 03:45:24,United States of America,Yes,Doctorate,Politics,,No,4,No,5.0,3,2,3,4,2,4,3,3,4,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,,Yes,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,2.0,,,1.0,No,Yes,No,No,No,,5,3,1 (None at all),,No,No,No,Yes,No,No,"GitHub, Bitbucket",10.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Disagree,3,Disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Agree,No,Yes,Yes,No,No,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"throughout career; some in school, some in industry job, ongoing learning. Having completed graduate school is very useful for the research part.",Yes,"testing software/code, networking with other people with similar positions, neural networks and advanced machine learning platforms",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -21,30.0,2018-09-04 04:30:19,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,Yes,0 - Mostly me,No,22.0,4,3,5,2,6,4,3,5,3,5,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,The salary,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,eResearch Australasia,5.0,1.0,,,1.0,Yes,No,No,Yes,Yes,,7,10 (All the time),5,Datacite via ANDS,Yes,No,No,Yes,No,No,"JIRA, Stash (or Bitbucket for enterprise), Bitbucket, Github",10.0,Local university training (co-ordinate the technical training program for researchers),Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,6,Agree,Agree,Agree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Degree(s) and work experience,Yes,Managing a team of developers,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -22,31.0,2018-09-04 04:44:24,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,4,No,12.0,5,3,3,1 (None at all),4,7,4,1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,4.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),No,Named as co-author,No,,7.0,4.0,,,1.0,No,No,No,Yes,No,,8,6,4,,Yes,Yes,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Disagree,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -23,32.0,2018-09-04 06:10:38,Australia,Yes,AQF 10 - Doctoral Degree,04 Earth Sciences,,Yes,4,Yes,8.0,4,4,8,3,5,7,10 (All my time),4,3,2,National laboratory,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,AGU Fall meeting EGU and lots of others,10.0,8.0,,,2.0,Yes,No,No,Yes,No,,8,4,2,Local repository (data.csiro.au),Yes,No,No,Yes,No,No,"Lots - mostly Atlassian suite (JIRA, bitbucket etc) and Github",1.0,"Software carpentry, internal training, industry training as consultant",No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Neither agree or disagree,7,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Neither agree or disagree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -24,33.0,2018-09-04 07:43:16,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,2,No,28.0,3,3,1 (None at all),1 (None at all),4,6,4,1 (None at all),2,2,National laboratory,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,National laboratory,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Desire to advance research,Same researcher(s),No,Not mentioned at all,,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,,Agree,Agree,Disagree,1 (None at all),Disagree,Disagree,Disagree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,Web-based development,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -25,34.0,2018-09-04 08:21:17,Australia,Yes,AQF 9 - Masters Degree,08 Information and Computing Sciences,,Yes,2,No,3.0,5,8,1 (None at all),2,3,7,8,1 (None at all),2,2,Non-profit organization,Full Time,Research/Student Assistant,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"Australian Bioinformatics and Computational Biology Society Conference, GeneMappers, Genomics of Rare Disease, Lorne Genome",1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,GitHub,6.0,"Software Carpentry/Data Carpentry, workshops organised by a national student group",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Some formal education (Masters), much of it self-taught as part of my research, some workshops",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -26,35.0,2018-09-04 08:31:56,Norway,Yes,PhD,Geography & Environmental Sciences,,No,5 - Mostly other people,Yes,25.0,4,5,3,4,4,5,5,3,5,3,University,Full Time,Permanent -- funded by Institution core funding,50.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,No,,7.0,2.0,0.0,No,1.0,No,No,Yes,Yes,Yes,No formal methodology,8,2,5,Zenodo,Yes,No,Yes,Yes,Yes,No,Github,20.0,"The carpentries, Carpentries@UiO, StudyGroup@UiO, geoHive@UiO, CodeRefinery, Rladies",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,0 - Not at all satisfied,Strongly disagree,Strongly Agree,Strongly disagree,10 (All the time),Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,Master in Computer Sciences,Yes,How to create and lead an RSE group,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -27,36.0,2018-09-04 08:55:30,Australia,Yes,AQF 9 - Masters Degree,01 Mathematical Sciences,,No,5 - Mostly other people,Yes,30.0,7,2,1 (None at all),1 (None at all),2,8,2,1 (None at all),1 (None at all),1 (None at all),Non-profit organization,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,I want to learn new skills,Desire to advance research,Desire to work in a research environment,The salary,Same researcher(s),Yes,Not mentioned at all,No,,1.0,6.0,,,1.0,No,No,No,Yes,No,,7,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"BitBucket, JIRA micromanagement suite",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,1,Strongly disagree,Disagree,Neither agree or disagree,10 (All the time),Neither agree or disagree,Disagree,Disagree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"First degree was Computing Science, been programming ever since.",No,"Research methodology, more statistics, not punching academics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -28,37.0,2018-09-04 10:30:32,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,MIOP,No,3,No,20.0,3,5,7,5,7,5,9,1 (None at all),5,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,UseR,1.0,0.0,,,1.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,No,No,Github,2.0,CODATA-RDA Research Data Science schools,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,4,Strongly Agree,Disagree,Disagree,6,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,No formal training,Yes,Understanding CI; project management; financial management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -29,38.0,2018-09-04 11:01:56,Belgium,Yes,Phd,Geography & Environmental Sciences,,No,4,No,3.0,6,3,5,3,2,8,4,2,5,2,National laboratory,Full Time,Permanent -- funded by project funds,4.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,5.0,2.0,2.0,No,6.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,zenodo,Yes,No,No,Yes,No,No,"Github, Trello, Gitlab",20.0,"Carpentries, local coding club, University Doctoral Schools course",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Disagree,5,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Strongly Agree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-learning,Yes,"best practices, community building, software design",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -30,39.0,2018-09-04 11:30:19,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geography & Environmental Sciences,,No,1,No,1.0,2,6,4,3,4,3,5,3,3,3,Other,Full Time,Fixed term -- funded by project funds,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,various,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,5,zenodo,Yes,No,No,Yes,No,No,"bitbucket, GitHub, gitlab",3.0,"local university, external cpd",Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,6,8,Strongly Agree,Strongly Agree,Agree,6,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"PhD, blogs, online courses, books",Yes,workflow management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -31,40.0,2018-09-04 11:44:24,Australia,Yes,AQF 10 - Doctoral Degree,04 Earth Sciences,,No,0 - Mostly me,No,20.0,2,3,8,1 (None at all),2,2,4,6,1 (None at all),2,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,Government,Ability to work across disciplines,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -32,41.0,2018-09-04 12:53:42,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,Yes,1,No,10.0,2,4,6,3,2,4,6,5,3,3,University,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,The salary,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,Yes,Bioconductor 2017,2.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),9,4,,Yes,No,No,Yes,No,No,,10.0,local university training in bioinformatics,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,,7,7,Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Agree,Agree,Agree,Strongly Agree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Not very often,Yes,Specific programming language skills,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -33,42.0,2018-09-04 14:15:38,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,,No,2,No,12.0,5,1 (None at all),1 (None at all),2,5,5,5,1 (None at all),1 (None at all),2,University,Full Time,Permanent -- funded by project funds,1000.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,0 - Not at all satisfied,Disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Strongly Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,BEng Computing and on the job/reading around in my own time,Yes,"Research skills, grant writing/proposal development, social skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -34,43.0,2018-09-04 14:59:54,Australia,Yes,AQF 10 - Doctoral Degree,01 Mathematical Sciences,,No,4,Yes,10.0,8,2,1 (None at all),1 (None at all),3,7,5,1 (None at all),3,3,National laboratory,Full Time,Fixed term -- funded by project funds,0.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,3,2,1 (None at all),,No,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Agree,Disagree,5,Disagree,Strongly Agree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -35,44.0,2018-09-04 17:29:33,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,15.0,5,2,8,1 (None at all),4,5,3,7,3,3,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,,6.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,10 (All the time),1 (None at all),Zenodo,No,No,No,Yes,No,No,"GitLab, GitHub",4.0,Carpentries,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,2,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -36,46.0,2018-09-04 17:52:37,United States of America,Yes,Master degree,Music,Certified ScrumMaster,No,5 - Mostly other people,Yes,7.0,8,2,1 (None at all),1 (None at all),2,5,5,1 (None at all),2,2,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Not mentioned at all,Yes,The Astronomical Data Analysis Software and Systems (ADASS) conference,3.0,5.0,,,2.0,Yes,No,No,Yes,Yes,,5,8,1 (None at all),,Yes,No,No,Yes,No,No,"github, jira, confluence",3.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Agree,Strongly Agree,2,,Disagree,Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -37,48.0,2018-09-04 22:32:20,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Mathematics,,No,3,Yes,7.0,7,3,2,1 (None at all),1 (None at all),7,3,2,2,2,University,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,No,,3.0,1.0,,,2.0,No,No,No,Yes,No,,5,5,2,,Yes,No,No,Yes,No,No,"Gitlab, github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,7,Agree,Agree,Disagree,5,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Undergraduate courses, on the job training",Yes,"Academic writing, high performance computing, time management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -38,49.0,2018-09-04 23:18:27,New Zealand,Yes,Undergraduate degree,Biological Sciences,,No,3,No,2.0,6,5,2,3,3,5,5,2,3,3,University,Part-time,Fixed term -- funded by project funds,0.8,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,The salary,Same researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),8,2,,Yes,No,No,Yes,No,No,Github and Gitlab,5.0,"The Carpentries, local university training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Undergrad and on the job,Yes,"DevOps, database admin",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -39,50.0,2018-09-04 23:28:39,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Theology & Religious Studies,,No,5 - Mostly other people,No,10.0,8,3,1 (None at all),1 (None at all),2,8,3,1 (None at all),1 (None at all),2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,Various discipline specific conferences (depending on the job at the time - I have switched disciplines a few times!) most recently DIXIT conferences for digital editing and a Conference on New Testament Textual Criticism,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, university installation of gitlab",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,1,Strongly Agree,Strongly Agree,Strongly disagree,6,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,Strongly disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,MSc Computer Science (Conversion course) then just learning on the job. I already had a PhD in Theology at the point I did the MSc so my research experience is also useful.,Yes,"negotiation, formal testing, saying no",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -40,51.0,2018-09-05 02:19:22,Australia,Yes,AQF 10 - Doctoral Degree,04 Earth Sciences,,No,1,No,1.0,5,5,2,1 (None at all),2,3,5,2,1 (None at all),3,Government,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,Yes,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Government,Desire to work in a research environment,Ability to work across disciplines,The salary,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,,,,,1.0,No,Yes,Yes,No,No,,10 (All the time),9,1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -41,52.0,2018-09-05 02:20:28,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,No,4,No,25.0,7,10 (All my time),2,5,2,8,10 (All my time),1 (None at all),5,2,National laboratory,Full Time,Permanent -- funded by Institution core funding,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,National laboratory,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,"Interactive Theorem Proving, Principles of Programming Languages",,6.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, Travis",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,6,Neither agree or disagree,Agree,Agree,Agree,Agree,Agree,Disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, osmosis",Yes,Better understanding of concurrent/parallel programming,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -42,53.0,2018-09-05 02:24:55,Australia,Yes,AQF 9 - Masters Degree,02 Physical Sciences,,No,2,No,5.0,4,3,3,2,7,4,3,2,3,6,National laboratory,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Opportunity to develop software,"Different researchers, same research group",No,Named as co-author,Yes,eResearch Australasia,2.0,3.0,,,2.0,No,Yes,No,No,No,,8,8,4,Zenodo,Yes,No,Yes,Yes,No,No,"JIRA, Confluence, bitbucket, github, sharepoint",2.0,local researcher seminars,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Strongly Agree,Agree,2,Strongly disagree,Neither agree or disagree,Agree,Agree,Agree,Disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Some university units, mostly self-taught",Yes,understanding CI; how to use Python effectively for HPC (e.g. large scale dask MPI on a scheduler); good software development practise,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -43,55.0,2018-09-05 02:26:03,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,4,No,22.0,7,3,3,1 (None at all),1 (None at all),5,5,3,1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,5,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),local library,Yes,No,Yes,Yes,No,No,Bitbucket,1.0,overseas capacity building,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,3,Agree,Agree,Disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University and job training,Yes,Documentation,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -44,56.0,2018-09-05 02:26:05,Australia,Yes,AQF 10 - Doctoral Degree,01 Mathematical Sciences,,No,1,No,10.0,4,4,2,3,4,,,,,,National laboratory,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Ability to work across disciplines,The salary,Opportunity for career advancement,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -45,58.0,2018-09-05 03:04:04,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,10 Technology,,No,5 - Mostly other people,Yes,6.0,5,1 (None at all),3,2,3,6,2,3,3,3,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,University,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,eResearch Australasia,,,,,2.0,No,No,Yes,Yes,No,,10 (All the time),3,1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,,4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Agree,Neither agree or disagree,Neither agree or disagree,3,Disagree,Disagree,Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"extra study after graduation, on the job",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -46,60.0,2018-09-05 03:31:57,Australia,Yes,AQF 7 - Bachelor Degree,01 Mathematical Sciences,,No,1,No,0.5,2,5,1 (None at all),1 (None at all),3,4,4,,,2,Government,Full Time,Permanent -- funded by project funds,20.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Government,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,No,,2.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,2,Agree,Agree,Disagree,8,,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Agree,Disagree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,"Further programming experience, general computer science skills, improved data science techniques",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -47,61.0,2018-09-05 03:33:09,Australia,Yes,AQF 9 - Masters Degree,08 Information and Computing Sciences,,No,5 - Mostly other people,Yes,22.0,8,1 (None at all),1 (None at all),1 (None at all),3,8,3,1 (None at all),1 (None at all),3,National laboratory,Full Time,Permanent -- funded by Institution core funding,39.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,National laboratory,Opportunity to develop software,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,Yes,internal workshops,4.0,3.0,,,2.0,No,No,No,No,No,,9,10 (All the time),10 (All the time),local library,What is ORCID?,No,No,Yes,No,No,"github, slack",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,0 - Not at all satisfied,Strongly Agree,Strongly Agree,Strongly disagree,10 (All the time),Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,university + on job training,Yes,"GPU, Javascript, go",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -48,63.0,2018-09-05 03:45:45,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,04 Earth Sciences,,No,1,No,9.0,4,3,2,1 (None at all),9,3,3,1 (None at all),1 (None at all),6,Government,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Other,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,,,,,0.0,No,No,No,Yes,No,,2,9,9,,No,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Agree,Agree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -49,65.0,2018-09-05 04:43:19,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,5 - Mostly other people,No,10.0,8,2,3,1 (None at all),2,4,7,3,4,2,Government,Full Time,Permanent -- funded by project funds,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Desire to advance research,Flexible working hours,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Not mentioned at all,Yes,,4.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,4,Strongly disagree,Agree,Neither agree or disagree,8,Agree,Disagree,Strongly disagree,Disagree,Disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,scientific,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -50,66.0,2018-09-05 05:17:50,Australia,Yes,AQF 10 - Doctoral Degree,09 Engineering,,Yes,1,No,25.0,4,4,2,1 (None at all),2,,,,,,University,Part-time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,The salary,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"DICTA, ISMRM",4.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"github, local gitlab",0.5,software carpentry instructor,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,A natural side effect of my university training (engineering + computer science) plus doctoral and post doctoral work in an area that was software oriented (image analysis),No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -51,67.0,2018-09-05 05:21:17,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,0 - Mostly me,No,30.0,3,6,3,1 (None at all),1 (None at all),4,8,1 (None at all),3,1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Opportunity to develop software,The salary,I want to learn new skills,Opportunity for career advancement,"Different researchers, same research group",No,Named as co-author,Yes,MODSIM,4.0,1.0,,,1.0,No,Yes,No,No,No,,2,7,1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,2,3,Strongly disagree,Agree,Agree,8,Strongly Agree,Agree,Disagree,Disagree,Strongly Agree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly on the job, plus one university unit and a few training courses",No,"bayesian statistics, machine learning, interactive graphics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -52,69.0,2018-09-05 06:50:13,Japan,Yes,PhD,Biological Sciences,,No,1,No,4.0,5,9,2,4,2,8,7,3,6,1 (None at all),National laboratory,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),No,Named as main author,Yes,"eResearch New Zealand; Research Bazaar (Melbourne, Dunedin); Queenstown Molecular Biology Meeting; Molecular Society of Japan (Kobe, Yokohama); Next Generation Sequencing Asia (Singapore)",5.0,1.0,1.0,No,1.0,Yes,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab, CRAN, Bioconductor, CTAN",12.0,"Software Carpentry, Research Bazaar, internal workshops, one-on-one meetings",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,7,Strongly Agree,Agree,Agree,2,Disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,No,Yes,No,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, Online courses, postgraduate study, from teaching Software Carpentry in a team",Yes,"Presentation, Tracking Progress (Changelogs), Testing packages",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -53,70.0,2018-09-05 07:43:54,South Africa,Yes,Other,Computer Science,,Yes,3,Yes,22.0,3,3,7,3,5,7,7,3,5,5,University,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Flexible working hours,Desire to advance research,The salary,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,Galaxy Community Conference,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),8,3,Zenodo,Yes,No,No,Yes,No,No,github.com,2.0,"Software Carpentry, annual bioinformatics course",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Computer Science degree and on-the job (self) training,Yes,"grant writing, paper writing, new programming languages and techniques (e.g. Rust)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -54,71.0,2018-09-05 07:56:14,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,08 Information and Computing Sciences,,No,0 - Mostly me,No,12.0,4,8,2,2,2,6,3,1 (None at all),3,3,National laboratory,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,The salary,"Different researchers, same research group",Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),8,6,,Yes,No,No,Yes,No,No,,5.0,Software Carpentry,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Disagree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University degree plus self-education,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -55,72.0,2018-09-05 08:10:58,Australia,Yes,AQF 10 - Doctoral Degree,22 Philosophy and Religious Studies,,No,2,Yes,7.0,3,2,4,2,7,6,7,3,5,3,University,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,Yes,University,Desire to work in a research environment,Opportunity to develop software,The salary,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),4,5,osf.io,Yes,No,No,Yes,No,No,"Github, slack, floobits, osf.io",2.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,1,Disagree,Disagree,Strongly disagree,7,Agree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,BS and MS,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -56,73.0,2018-09-05 08:29:10,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,09 Engineering,P. Eng,No,2,Yes,1.0,4,4,2,1 (None at all),2,8,2,1 (None at all),1 (None at all),2,University,Full Time,Research/Student Assistant,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to advance research,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -57,74.0,2018-09-05 09:27:17,South Africa,Yes,"Further Education (NVQ A-Level, ...)",,MCSE,No,4,No,5.0,3,3,3,2,2,2,2,2,2,2,University,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Flexible working hours,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,,,,1.0,No,No,No,Yes,No,,5,5,1 (None at all),,No,No,No,Yes,No,No,,2.0,"HPC Workshops, Internal software tooling demonstrations.",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Agree,Agree,9,Agree,Disagree,Agree,Agree,Agree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -58,75.0,2018-09-05 10:46:54,South Africa,Yes,Master degree,Physics and Astronomy,,Yes,3,Yes,20.0,8,8,3,2,3,9,9,2,5,4,National laboratory,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,CHEP2018,4.0,8.0,,,2.0,No,No,No,No,No,,10 (All the time),7,7,Zenodo,Yes,No,No,Yes,No,No,"github, indico, zenhub, redmine, waffle.io",2.0,"local to experiment, local to institution.",No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,,6,3,Agree,Neither agree or disagree,Strongly disagree,8,Neither agree or disagree,Disagree,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,a bit at university otherwise self taught,Yes,"vhdl, project management, c++20",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -59,76.0,2018-09-05 11:17:43,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,No,2,Yes,9.0,8,4,2,1 (None at all),3,8,5,2,2,4,Other,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,The salary,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,5,4,3,zenodo,Yes,No,No,Yes,No,No,bitbucket,2.0,"informal group training, occassional hacky hour",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Neither agree or disagree,Agree,Disagree,3,Agree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,"Bachelor degree, teaching myself, learning on the job",Yes,experience/knowledge of how to translate my work to a research paper,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -60,77.0,2018-09-05 11:32:27,Belgium,Yes,Bachelor's degree,Computer Science,,No,4,Yes,14.0,7,1 (None at all),3,4,2,7,,,,,Government,Part-time,Fixed term -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"TDWG, GBIF-related events, ....",4.0,1.0,0.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,8,3,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Gitlab",3.0,"Local training of scientists in my country, GBIF related (often biodiversity mobilization) workshop around the world",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Strongly Agree,Disagree,4,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,On the field!,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -61,78.0,2018-09-05 12:24:41,United Kingdom of Great Britain and Northern Ireland,No,Undergraduate degree,General Engineering,"Eur Ing, MIET",No,5 - Mostly other people,,38.0,4,1 (None at all),1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),6,Private company,Full Time,"Freelancer, consultant, contractor",40.0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,PyCon UK 2017,1.0,40.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github,1.0,DjangoGirls,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,,Strongly Agree,,1 (None at all),Strongly disagree,,Strongly Agree,,,,Strongly disagree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly teaching myself from the age of 12 but with a short period of being taught at university,Yes,"Statistics, Marketing, Publication",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -62,79.0,2018-09-05 12:50:17,South Africa,Yes,Master degree,Computer Science,,No,5 - Mostly other people,No,8.0,5,1 (None at all),2,1 (None at all),6,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,The salary,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,2.0,,,1.0,No,No,Yes,No,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,"github, gitlab, slack",0.5,"Software Carpentry, Short courses",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,5,Strongly Agree,Agree,Disagree,8,Agree,Neither agree or disagree,Agree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly Agree,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,Yes,"Continuous Integration, Testing Methodologies, Project Leadership",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -63,80.0,2018-09-05 12:50:59,Italy,Yes,Ph.D.,Physics and Astronomy,FitSM expert,No,5 - Mostly other people,No,10.0,7,3,4,2,9,4,4,5,3,10 (All my time),Non-profit organization,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,The salary,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,DI4R - Digital Infrastructures for Research,3.0,3.0,0.0,No,1.0,No,No,No,No,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),"Zenodo, oar.sci-gaia.eu",Yes,No,No,Yes,No,No,"GitHub, Slack, Discourse",3.0,EGI Trainings. Have participated in Carpentries twice before.,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,10 - Completely satisfied,7,Neither agree or disagree,Disagree,Strongly Agree,1 (None at all),Disagree,Disagree,Agree,Disagree,Disagree,Agree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"sweat, my dude.",Yes,"BDD, observability, Natural Language Processing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -64,81.0,2018-09-05 13:36:46,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,2,No,5.0,2,1 (None at all),1 (None at all),1 (None at all),9,8,2,,,,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,2.0,,,2.0,No,Yes,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,7,Neither agree or disagree,Strongly disagree,Agree,10 (All the time),Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Disagree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, online courses, in-house training",Yes,"Improve the skills I've got, learn more about HPC, learning how to sell the skills I've got",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -65,82.0,2018-09-05 15:02:10,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,2,No,11.0,3,4,3,2,2,2,6,6,2,2,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -66,83.0,2018-09-05 17:27:37,United States of America,Yes,Other,Education,,No,4,No,16.0,4,3,3,2,5,4,4,2,3,4,University,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity for career advancement,The salary,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,Several specific workshops at research labs in the Northeast of the US,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,"Software Carpentry, local university training",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Strongly Agree,Strongly Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Learning by doing (very little formal training),Yes,"Specifying a ""user interface"" (requirements of the Research Software in terms of functionality and operation) in terms that satisfy users' limited technical knowledge *and* developers' need for clarity of implementation (reducing ambiguity of specifications); improved documentation skills to reduce the need for additional (per-user) communication of features and operation procedures; standardization of RSE process w.r.t. coding, data processing, data storage, and dissemination",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -67,85.0,2018-09-05 21:00:16,Belgium,Yes,PhD,Chemical Engineering,,No,2,No,10.0,4,3,1 (None at all),1 (None at all),6,5,5,1 (None at all),2,4,Private company,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,The salary,Regularly change researcher(s),No,Named as co-author,Yes,"AquaConsoil, Ises/ISEE, ...",4.0,1.0,0.0,No,1.0,No,Yes,No,No,No,No formal methodology,1 (None at all),2,1 (None at all),,Yes,No,Yes,Yes,No,No,"Github, bitbucket, collaboratory",2.0,"Python training, data literacy",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Neither agree or disagree,Agree,Disagree,7,Agree,Disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,No formal training / just brute interest and learning as I go,Yes,"Machine learning, architecture/design patterns, time management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -68,88.0,2018-09-06 01:35:19,Australia,Yes,AQF 7 - Bachelor Degree,09 Engineering,,No,5 - Mostly other people,Yes,25.0,7,3,3,5,4,8,5,2,4,1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,No,,3.0,1.0,,,1.0,No,Yes,No,No,No,,3,4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,most of them,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,6,Disagree,Disagree,Strongly disagree,8,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,by being a software engineer.,Yes,"lowering my expectations, dealing with project incompetence, putting up with lack of management skill",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -69,89.0,2018-09-06 02:03:58,Norway,Yes,PhD,Psychology,,No,2,Yes,10.0,7,3,1 (None at all),1 (None at all),2,6,4,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Opportunity to develop software,Same researcher(s),No,Named as co-author,No,,2.0,1.0,100.0,No,1.0,No,No,No,Yes,No,No formal methodology,10 (All the time),4,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Neither agree or disagree,Strongly disagree,8,Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self thought,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -70,90.0,2018-09-06 02:05:20,New Zealand,Yes,Undergraduate degree,Computer Science,,No,3,Yes,5.0,5,5,2,2,2,5,5,2,2,2,University,Part-time,Fixed term -- funded by project funds,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Same researcher(s),Yes,Named as co-author,Yes,"NDF 2017, EuropeanaTech 2018",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,gitlab.com,1.0,"ResBaz, Software carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,Strongly Agree,Neither agree or disagree,Agree,2,Disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"education, teaching, volunteering, practice (ie on-the-job)",,unsure,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -71,91.0,2018-09-06 04:25:59,Australia,Yes,AQF 10 - Doctoral Degree,01 Mathematical Sciences,,No,1,No,2.0,2,8,3,1 (None at all),2,3,9,2,2,2,University,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,,,2.0,3.0,,,5.0,No,No,No,Yes,No,,5,5,1 (None at all),,Yes,No,No,Yes,No,No,"bitbucket, github, eclipse",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Still learning ;),,software structure engineering,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -72,92.0,2018-09-06 04:48:07,Australia,Yes,AQF 10 - Doctoral Degree,01 Mathematical Sciences,,No,3,No,10.0,5,5,3,3,2,5,7,2,3,3,Government,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Government,Desire to work in a research environment,The salary,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,gitlab,2.0,Local training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Strongly disagree,1 (None at all),Agree,Agree,Neither agree or disagree,Agree,Agree,Agree,Strongly disagree,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"On the job training from colleagues, self taught.",Yes,"Working with databases, being more organised, writing object oriented code.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,93.0,2018-09-06 06:56:21,Australia,Yes,AQF 7 - Bachelor Degree,08 Information and Computing Sciences,,Yes,4,Yes,20.0,5,1 (None at all),5,1 (None at all),1 (None at all),7,1 (None at all),3,1 (None at all),1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,Private company,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"ModSim, Computational and Simulation Science Australia, C3DIS Australia",4.0,2.0,,,2.0,No,No,No,Yes,No,,8,4,4,"CSIRO data access portal, Zenodo",Yes,No,Yes,Yes,No,No,"GitHub, Enterprise JIRA, Bitbucket, Confluence, Bitbucket Cloud",5.0,in-house Python training,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,1 (None at all),Disagree,Agree,Agree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,university and professional experience,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -74,94.0,2018-09-06 07:20:34,Australia,Yes,AQF 7 - Bachelor Degree,09 Engineering,,No,5 - Mostly other people,Yes,30.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),6,1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Strongly Agree,No,No,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -75,95.0,2018-09-06 07:21:40,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,5 - Mostly other people,No,28.0,6,7,1 (None at all),3,4,4,9,1 (None at all),4,2,Government,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Government,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,5.0,,,1.0,No,Yes,Yes,No,No,,9,10 (All the time),1 (None at all),,No,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,,,,Strongly Agree,Strongly disagree,,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -76,97.0,2018-09-06 08:22:00,Australia,Yes,AQF 9 - Masters Degree,08 Information and Computing Sciences,,No,5 - Mostly other people,Yes,25.0,7,2,1 (None at all),2,3,8,2,1 (None at all),4,5,Government,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"MODSIM, CSS, C3DIS, eResearch Australasia",3.0,1.0,,,1.0,No,No,No,Yes,No,,8,6,6,CSIRO Data Access Portal,Yes,No,Yes,Yes,No,No,"Jira, Confluence, Bitbucket, Github, SourceForge",2.0,"HPC, Software Carpentry instructor",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate and Masters degrees, industry experience, especially a decade with Motorola",Yes,"More HPC frameworks, especially GPU programming; domain specific knowledge (e.g. Bioinformatics)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -77,99.0,2018-09-06 17:06:48,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,MInstP,No,3,Yes,14.0,6,6,3,3,3,8,8,1 (None at all),4,2,Non-profit organization,Full Time,Permanent -- funded by project funds,35.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Acknowledged in the main text,Yes,Bioinformatics Open Source Conference (BOSC),5.0,2.0,,,3.0,No,No,No,Yes,No,,10 (All the time),8,3,Publish a paper to get a DOI,Yes,No,No,Yes,No,No,"GitHub mainly, also Bitbucket, GitLab",2.0,"Software Carpentry, local institute training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,3,5,Strongly Agree,Agree,Neither agree or disagree,8,Agree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,Documenting scientific exploratory work (electronic lab book),2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -78,101.0,2018-09-07 02:12:23,Australia,Yes,AQF 9 - Masters Degree,04 Earth Sciences,,No,5 - Mostly other people,Yes,0.3,7,2,2,1 (None at all),3,8,1 (None at all),1 (None at all),2,2,National laboratory,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,2.0,,,1.0,No,No,No,Yes,No,,6,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Bitbucket, GitHub, Anaconda, PyPI",2.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,2,Disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Master of Science research project and University coursework subjects,Yes,"Software Packaging, Web Development, Profiling and Optimisation",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -79,103.0,2018-09-07 08:23:18,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,09 Engineering,,No,5 - Mostly other people,Yes,5.0,8,2,3,2,1 (None at all),8,2,5,2,1 (None at all),University,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Private company,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,,,1.0,3.0,,,3.0,Yes,No,No,Yes,No,,3,4,1 (None at all),,Yes,No,No,Yes,No,No,"Gitlab for internal software, github for open source contribution.",4.0,"Software carpentry, local university, resbaz",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,,,,3,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self taught, running training, colleagues at previous non research jobs",Yes,"Product/stakeholder management, front end development, user experience",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -80,104.0,2018-09-07 08:36:12,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,Yes,4,Yes,20.0,5,5,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,,2.0,3.0,,,1.0,No,No,Yes,Yes,No,,5,10 (All the time),5,,Yes,No,Yes,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Strongly Agree,Neither agree or disagree,5,Disagree,Strongly disagree,Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, experience",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -81,107.0,2018-09-07 14:50:25,Australia,Yes,AQF 7 - Bachelor Degree,09 Engineering,,No,1,No,3.0,6,4,2,2,2,7,4,2,4,3,Non-profit organization,Part-time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,ARRB Conference,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Bitbucket, Jira",0.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,4,4,Disagree,Agree,Disagree,9,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Coursera Data Science course,No,"SQL, python, .net",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -82,109.0,2018-09-08 13:02:20,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,1,No,30.0,5,4,2,1 (None at all),4,4,6,2,2,3,University,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,The salary,Regularly change researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,8,3,1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,3,Agree,Agree,Disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Previous experience in industry as a software development engineer,,"Communication, Planning, Research reproducibility",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -83,111.0,2018-09-10 00:56:22,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,5 - Mostly other people,No,5.0,4,3,3,3,3,8,6,2,3,2,University,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,Opportunity to develop software,The salary,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,"International Statistical Ecology Conference, Bayes on the Beach, ISCBASC2018, other ecology/statistics conferences",5.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"GitHub, slack",30.0,"Bi-weekly training of academics in my university research group, occasional training for university department PhD program",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,9,Strongly Agree,Strongly Agree,Neither agree or disagree,9,Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught / short courses,Yes,"UX design, advanced testing, basic computer science skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,114.0,2018-09-10 01:56:33,Canada,Yes,Doctorate,PHYSICAL GEOGRAPHY,,,4,,10.0,3,5,2,1 (None at all),2,,,,,,University,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in the main text,No,,3.0,2.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,Zenodo,Yes,No,No,Yes,No,No,Github,,,,,,,,,,,,,,,,,,,,NSERC,,,,,,,,,,,,,,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Self taught,Yes,"Testing, project management, advanced skills in languages I use",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -85,115.0,2018-09-10 02:34:52,United States of America,Yes,Doctorate,Mathematics,,,4,,10.0,7,5,1 (None at all),2,4,8,7,1 (None at all),2,1 (None at all),Private company,Full Time,Permanent -- funded by Institution core funding,40.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,R/Pharma 2018,8.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Stack Overflow, Slack",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,5,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Scattered courses in college and graduate school, plus direct experience in research projects.",,"Machine learning, AI, Python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -86,116.0,2018-09-10 04:34:28,New Zealand,Yes,Doctorate,Mechanical Engineering,,No,5 - Mostly other people,Yes,25.0,8,3,1 (None at all),1 (None at all),2,7,4,1 (None at all),1 (None at all),2,National laboratory,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Named as co-author,No,,,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,8,Strongly disagree,Strongly Agree,Strongly disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job,Yes,machine learning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -87,117.0,2018-09-10 05:11:00,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,3,,2.0,3,8,2,2,2,4,7,3,3,2,University,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity to develop software,Same researcher(s),No,Acknowledged in the main text,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,Github,2.0,"local university, conference",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,7,Agree,Agree,Neither agree or disagree,2,Disagree,Disagree,Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,No,Yes,Yes,Yes,Yes,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught / online tutorials,Yes,"Promotion of software to end users, Translation of code among languages, Building collaborative projects",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -88,118.0,2018-09-10 05:56:17,New Zealand,No,Master degree,Business & Management Studies,,No,5 - Mostly other people,Yes,6.0,8,2,1 (None at all),1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),Government,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Same researcher(s),Yes,Acknowledged in the main text,No,,5.0,2.0,,,2.0,No,No,Yes,Yes,No,,9,2,1 (None at all),,No,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Strongly disagree,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,During my first job in 2001,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -89,120.0,2018-09-10 08:50:33,Spain,Yes,Master of science,Computer Science,,No,2,Yes,4.0,4,10 (All my time),1 (None at all),1 (None at all),2,5,5,3,1 (None at all),2,National laboratory,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,Iscb student meeting,2.0,1.0,1.0,No,1.0,No,No,No,Yes,No,No formal methodology,10 (All the time),5,4,,Yes,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Strongly disagree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Master and self studied,Yes,"Communication, team coordination",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -90,122.0,2018-09-10 10:19:30,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,1,No,3.0,3,7,1 (None at all),1 (None at all),2,3,7,3,2,1 (None at all),National laboratory,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,6,Strongly Agree,Strongly Agree,Agree,5,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Online courses (mostly udacity),,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -91,123.0,2018-09-10 10:26:26,Ireland,Yes,PhD in progress,Biological Sciences,,No,2,No,5.0,7,8,2,1 (None at all),1 (None at all),7,10 (All my time),3,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -92,126.0,2018-09-10 10:57:48,France,Yes,Master degree,Biological Sciences,,No,2,No,2.0,4,8,1 (None at all),5,1 (None at all),7,7,2,4,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,2.0,3.0,1.0,No,3.0,No,No,No,Yes,No,No formal methodology,10 (All the time),7,9,zenodo,Yes,No,No,Yes,No,No,github/gitlab,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,,1 (None at all),Strongly disagree,Strongly disagree,Agree,Strongly disagree,Disagree,,,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, contribution to open source projects",Yes,"learn new programming languages, write better unit tests",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -93,127.0,2018-09-10 12:22:58,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,2,No,10.0,2,7,2,3,2,4,8,2,2,2,NGO,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"International Statistical Ecology Conference, satRday workshops, discipline specific conferences",3.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,9,9,8,zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket, Overleaf, Dropbox, Google Drive",5.0,"Software carpentry, local institutional training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Agree,Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"some training in high school and at university, but mostly informal training, self study",Yes,"better knowledge of numerical methods, better knowledge of C/C++, better knowledge of linear algebra",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -94,128.0,2018-09-10 12:58:32,New Zealand,Yes,Master degree,Chemical Engineering,,No,2,No,18.0,4,8,2,1 (None at all),5,4,10 (All my time),1 (None at all),3,,Other,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Flexible working hours,The salary,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),figshare,Yes,No,No,Yes,No,No,"github, bitbucket",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Neither agree or disagree,Disagree,,Agree,Strongly disagree,Disagree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Curiosity driven,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -95,129.0,2018-09-10 14:24:04,United States of America,Yes,Doctorate,Economics,,No,1,No,3.0,3,5,2,3,1 (None at all),7,3,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,The salary,Flexible working hours,Same researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,4,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,5,Neither agree or disagree,Agree,Disagree,6,Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -96,130.0,2018-09-10 14:30:15,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,0 - Mostly me,No,5.0,3,6,2,3,2,6,6,2,4,2,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Flexible working hours,The salary,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,"Biophysics, Edinburgh (2018)",1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),None,Yes,No,No,Yes,No,No,"Github, Bitbucket, CRAN, Bioconductor",1.0,Local University R group,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Agree,Agree,Agree,8,Neither agree or disagree,Disagree,Agree,Disagree,Disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,MSc bioinformatics; self-taught;,No,python; c++;,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -97,132.0,2018-09-10 15:56:59,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,4,Yes,6.0,7,4,3,1 (None at all),2,6,3,2,3,2,University,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,"American Phytopathological Society, Fungal Genetics Conference",10.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),"zenodo, open science framework",Yes,No,No,Yes,No,No,GitHub,2.0,local university trainings,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"contract negotation, budget management, distributed computing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -98,133.0,2018-09-10 16:53:00,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,1,No,2.0,5,5,2,2,2,4,7,2,4,2,University,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Government,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,The salary,Flexible working hours,Regularly change researcher(s),No,Named as co-author,No,,4.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github,1.0,Local,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Agree,Agree,Neither agree or disagree,3,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,Yes,Other,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Testing, marketing, teaching",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -99,136.0,2018-09-10 18:07:26,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Chemistry,FHEA,No,0 - Mostly me,No,0.0,1 (None at all),10 (All my time),1 (None at all),4,5,,10 (All my time),,5,5,Private company,Full Time,"Freelancer, consultant, contractor",20.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,6.0,,,6.0,No,No,No,Yes,No,,6,10 (All the time),1 (None at all),Zenodo,Yes,No,No,No,No,Yes,GitHub,2.0,SCM commercial training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Agree,Agree,,1 (None at all),Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,I am neither,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -100,137.0,2018-09-10 21:04:57,Germany,Yes,Master degree,Computer Science,,No,3,Yes,13.0,3,3,6,2,3,5,4,4,5,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,13.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,rse wssspe,3.0,5.0,,,2.0,No,No,No,Yes,No,,5,4,3,zenodo,Yes,No,Yes,Yes,No,No,gitlab github,5.0,intern,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Agree,Disagree,Neither agree or disagree,6,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,studium,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -101,138.0,2018-09-10 22:46:37,Germany,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,No,18.0,3,3,4,2,5,3,6,3,2,2,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,2045.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,Acknowledged in the main text,Yes,Galaxy Community Conference (among others),10.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"github, slack and gitter for communication",5.0,"Galaxy training network, local institute training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,6,Strongly Agree,Agree,Agree,8,Strongly disagree,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,Yes,No,No,No,No,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -102,141.0,2018-09-11 02:40:39,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,1,No,4.0,3,7,4,4,5,6,9,2,4,3,University,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Desire to advance research,The salary,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,8,6,"Zenodo, OSF",Yes,No,No,Yes,No,No,GitHub,30.0,"local university training, undergraduate teaching",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,,"programming, software testing, collaborative software development",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -103,142.0,2018-09-11 03:13:51,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,Yes,3,No,15.0,4,3,3,2,4,3,7,3,2,2,University,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Non-profit organization,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as main author,Yes,ABACBS,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,9,2,,Yes,No,No,Yes,No,No,"BitBucket, Slack, Github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,In the job,Yes,"data domain knowledge (eg. basic biology), project management, sys admin",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -104,144.0,2018-09-11 04:57:38,Australia,Yes,AQF 7 - Bachelor Degree,08 Information and Computing Sciences,,No,4,Yes,15.0,3,2,7,2,3,7,4,1 (None at all),2,1 (None at all),Non-profit organization,Full Time,Permanent -- funded by Institution core funding,50.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,University,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,IFD&TC,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,7,1 (None at all),,No,No,Yes,Yes,No,No,,2.0,courses by our institution,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,6,Disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Computer Science Degree and experience working at a Univesity in a Research Centre,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -105,148.0,2018-09-11 05:45:48,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,Yes,4,No,20.0,3,7,4,2,2,5,9,1 (None at all),1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,"Convene regular User Workshops at various national/international venues, usually on request. Rarely attend conferences due to zero dispensible research funds",2.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),local library,Yes,Yes,Yes,No,No,No,launchpad.net,3.0,Bepoke User Workshops upon request,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,2,Neither agree or disagree,Agree,Disagree,8,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Primarily self-learning via books and online tutorials,Yes,"GPU computing, Hybrid CPU-GPU parallelism, Data Systems Engineering",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -106,149.0,2018-09-11 05:47:53,Australia,Yes,AQF 7 - Bachelor Degree,17 Psychology and Cognitive Sciences,,Yes,3,Yes,19.0,3,1 (None at all),9,1 (None at all),7,7,3,5,5,5,Other,Full Time,Permanent -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,1.0,2.0,,,1.0,No,Yes,No,No,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Agree,Neither agree or disagree,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job,Yes,Machine learning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -107,152.0,2018-09-11 06:28:35,Australia,Yes,AQF 9 - Masters Degree,08 Information and Computing Sciences,,No,0 - Mostly me,No,30.0,5,9,1 (None at all),3,1 (None at all),5,10 (All my time),1 (None at all),3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),No,Named as main author,No,,2.0,0.0,,,0.0,No,No,No,No,No,,9,10 (All the time),1 (None at all),,,No,No,Yes,No,No,Docker Git,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,7,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Disagree,Agree,Agree,Neither agree or disagree,,Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -108,153.0,2018-09-11 06:29:52,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,No,3,No,20.0,3,5,4,5,2,5,8,1 (None at all),3,3,University,Full Time,Permanent -- funded by Institution core funding,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Desire to advance research,The salary,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),No,Named as main author,Yes,,5.0,2.0,,,2.0,No,Yes,No,No,No,,1 (None at all),2,1 (None at all),,No,Yes,Yes,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Strongly disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,No,No,,,,,,,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -109,155.0,2018-09-11 06:36:08,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,08 Information and Computing Sciences,,No,4,No,16.0,3,1 (None at all),2,1 (None at all),9,3,1 (None at all),1 (None at all),1 (None at all),9,University,Part-time,Permanent -- funded by Institution core funding,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity for career advancement,Flexible working hours,The salary,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,5.0,1.0,,,1.0,No,No,No,Yes,Yes,,1 (None at all),1 (None at all),1 (None at all),University library,No,No,No,No,No,Yes,"Outlook, Slack, Confluence, Google Docs, OneDrive",4.0,Training in particular software utilised at the university,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Disagree,Agree,1 (None at all),Strongly disagree,Disagree,Neither agree or disagree,Strongly disagree,Agree,Disagree,Strongly Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, industry traineeship",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -110,156.0,2018-09-11 06:37:14,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,02 Physical Sciences,Fellow of ACS,No,3,Yes,37.0,7,8,2,3,2,7,7,2,3,2,University,Full Time,Fixed term -- funded by Institution core funding,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,,5.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,"SharedLatex, teamViewer",5.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Disagree,,Strongly Agree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -111,157.0,2018-09-11 08:09:40,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,2,No,5.0,4,8,2,2,2,3,5,3,8,2,Non-profit organization,Full Time,Fixed term -- funded by project funds,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,The salary,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),figshare,Yes,No,No,Yes,No,No,github,4.0,Software and Data Carpentry (OUTSIDE/in conflict with my job),Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,2,Strongly disagree,Strongly disagree,Strongly disagree,9,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Agree,Strongly Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,"proper software engineering (as opposed to hacking), collaborative working ethics, career strategic planning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -112,158.0,2018-09-11 08:26:16,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,02 Physical Sciences,,No,3,Yes,18.0,4,1 (None at all),2,2,5,7,1 (None at all),1 (None at all),3,4,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Private company,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,Yes,REDCapCon https://projectredcap.org/about/redcapcon/,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),2,doi.org via figshare,Yes,No,No,Yes,Yes,No,github,10.0,Local institution training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Disagree,Disagree,2,Disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Disagree,Agree,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -113,159.0,2018-09-11 09:40:37,Australia,No,AQF 7 - Bachelor Degree,05 Environmental Sciences,,Yes,5 - Mostly other people,No,25.0,1 (None at all),3,4,1 (None at all),3,1 (None at all),3,4,1 (None at all),3,University,Full Time,Permanent -- funded by Institution core funding,99.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to advance research,Desire to work in a research environment,The salary,Freedom to choose own working practices,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -114,160.0,2018-09-11 10:24:10,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,Yes,7.0,7,3,1 (None at all),1 (None at all),2,9,1 (None at all),1 (None at all),1 (None at all),2,University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,,4.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),"Zenodo, publications",Yes,No,No,Yes,Yes,No,"GitHub, BitBucket",2.0,Software Carpentry,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,3,Strongly Agree,Neither agree or disagree,Disagree,10 (All the time),Strongly Agree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"StackOverflow, books; little formal training.",Yes,"Software Design, Algorithms, Management Skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -115,161.0,2018-09-11 11:26:25,Australia,Yes,AQF 9 - Masters Degree,,,No,5 - Mostly other people,Yes,10.0,8,2,1 (None at all),1 (None at all),3,9,2,1 (None at all),2,3,University,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Other,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,Desire to work in a research environment,The salary,Same researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),"ascl.net (not a DOI, but an ID that is generally recognised as valid)",Yes,No,No,Yes,No,No,"github, bitbucket",2.0,local institution trainings,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,8,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,8,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Practical experience,Yes,"better understanding of researcher needs, better understanding of industry relationships",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -116,162.0,2018-09-11 12:42:03,Denmark,Yes,phd,Biological Sciences,,No,3,No,24.0,4,3,4,1 (None at all),2,1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,various,3.0,1.0,1.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Agree,Agree,Agree,Agree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -117,163.0,2018-09-11 13:01:44,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,Yes,3,Yes,30.0,3,3,7,3,3,,,,,,University,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,The salary,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,,,,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,learned myself,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -118,165.0,2018-09-11 21:24:53,France,Yes,PHD,Biological Sciences,,No,2,Yes,20.0,8,3,1 (None at all),2,1 (None at all),8,3,1 (None at all),2,1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -119,166.0,2018-09-12 00:29:29,United States of America,Yes,Master degree,Biological Sciences,,Yes,5 - Mostly other people,Yes,24.0,4,2,6,2,2,7,2,2,4,2,University,Full Time,Permanent -- funded by project funds,30.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,"AGU, ESA, SSDBM, Workflows, RDA, ESIP, and dozens of others",14.0,2.0,,,2.0,Yes,No,No,Yes,Yes,,10 (All the time),10 (All the time),7,KNB repository,Yes,No,Yes,Yes,No,No,"Github, Waffle, Redmond, Jira, Gitlab, and many others",4.0,"Open Science for Synthesis, Arctic Data Center, DataONE, and NCEAS training programs",No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,,7,9,Agree,Agree,Strongly disagree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -120,168.0,2018-09-12 01:57:26,New Zealand,Yes,Master degree,Mathematics,,Yes,3,Yes,20.0,3,2,2,2,4,4,4,2,1 (None at all),2,Private company,Full Time,Permanent -- funded by Institution core funding,100.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,,7,7,Agree,Agree,Neither agree or disagree,7,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,school of hard knocks,Yes,marketing statistics,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -121,169.0,2018-09-12 02:11:16,Australia,Yes,AQF 10 - Doctoral Degree,06 Biological Sciences,,No,4,Yes,6.0,8,3,2,4,4,8,5,4,3,3,University,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,The salary,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),4,Zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket, Gitlab (locally hosted), Google Docs, Slack, TravisCI, Dockerhub, Anaconda Cloud",3.0,"Software Carpentry (Python, R), local workshops in Software Carpentry style",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"Self taught, practise",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -122,170.0,2018-09-12 06:09:39,Australia,Yes,AQF 7 - Bachelor Degree,06 Biological Sciences,,No,5 - Mostly other people,Yes,5.0,4,1 (None at all),2,3,7,8,3,1 (None at all),2,6,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Other,I want to learn new skills,The salary,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,eResearch Australasia,2.0,3.0,,,2.0,Yes,No,No,Yes,No,,8,1 (None at all),1 (None at all),University,Yes,No,No,Yes,No,No,"gitlab, github",3.0,"Software Carpentry, Research Bazaar",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,online free courses,Yes,"Business Analyst skills, more general tech skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -123,171.0,2018-09-12 07:07:43,United States of America,Yes,Doctorate,Biological Sciences,,Yes,4,No,5.0,5,3,1 (None at all),1 (None at all),1 (None at all),8,5,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,The salary,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Acknowledged in the main text,Yes,,2.0,4.0,,,2.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),GitHub,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -124,172.0,2018-09-12 08:04:34,Netherlands,Yes,PhD,Biological Sciences,,No,5 - Mostly other people,No,10.0,4,8,3,2,5,,,,,,Non-profit organization,Full Time,Permanent -- funded by project funds,7.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,"AACR, EACR, Bioconductor meeting",3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,local training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -125,174.0,2018-09-12 14:53:55,Germany,Yes,Master degree,English,,No,4,No,8.0,7,6,2,1 (None at all),3,9,9,1 (None at all),3,2,University,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"DHd 2018 (Digital Humanities in the German speaking regions), RSE18, Collaborations Workshop 2018",5.0,1.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",0.0,Soon: Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Disagree,Neither agree or disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-training, community college, learning on the job",Yes,"Better grasp of Python & R, community building skills, training skills (sorry, that's four)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -126,175.0,2018-09-12 15:44:45,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,Prince2,No,5 - Mostly other people,Yes,14.0,2,4,9,8,3,2,10 (All my time),8,3,2,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity for career advancement,The salary,Desire to work in a research environment,Ability to work across disciplines,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,,,,,2.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,,,Yes,Yes,No,No,No,,35.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,,Strongly disagree,Strongly Agree,Strongly disagree,9,Agree,Disagree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,Yes,Yes,Yes,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -127,176.0,2018-09-12 16:01:04,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Computer Science,,No,4,Yes,9.0,7,1 (None at all),2,2,2,8,1 (None at all),2,3,2,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,Yes,No,Yes,No,,4,6,5,"MPDL DOI Service, Zenodo",Yes,No,No,Yes,No,No,"Github, Gitlab",0.0,RDM workshop,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,3,Strongly Agree,Disagree,Neither agree or disagree,3,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"testing, pattern usage",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -128,177.0,2018-09-12 17:36:31,United States of America,Yes,Master degree,Mathematics,,No,5 - Mostly other people,Yes,9.0,4,1 (None at all),3,3,1 (None at all),2,1 (None at all),3,8,1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,The salary,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,SIAM CSE,4.0,12.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, GitLab",1.0,"The Carpentries, local in-house training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,4,Disagree,Disagree,Strongly disagree,6,Agree,Agree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Primarily self-taught,Yes,How to go about funding a good idea at a national lab when it's not scientific in nature. How to build refactoring into a research software workflow. How to use the force so I could convince people to do the right thing.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -129,178.0,2018-09-13 01:14:04,Germany,Yes,Doctorate,Philosophy,,No,2,Yes,25.0,7,6,8,2,7,8,8,4,4,4,Max Planck Society,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"DH2016, DHd2018",5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,9,9,9,Zenodo,Yes,No,Yes,Yes,No,No,"gitlab, github, jira, redmine, dokuwiki, etherpads",4.0,"Summer School, Interest Group",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,9,Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Neither agree or disagree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"nicht-wissenschaftliche SE; Nebenaktivitäten auf einer Stelle, die eine digitale Edition erarbeitet hat.",Yes,"UX/UI Design, Projektplanung",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -130,179.0,2018-09-13 06:02:50,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,2,Yes,25.0,5,3,3,1 (None at all),2,5,4,2,1 (None at all),2,Non-profit organization,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,,,3.0,1.0,,,1.0,No,No,Yes,No,No,,8,10 (All the time),4,,Yes,No,No,Yes,No,No,"github, bitbucket, ad-hoc solutions",2.0,local workshops,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Strongly Agree,Disagree,4,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Disagree,,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Industry,Yes,small and agile project management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -131,180.0,2018-09-13 08:11:24,Germany,Yes,Master degree,Computer Science,,No,2,Yes,7.0,5,8,2,3,2,6,6,2,2,2,University,Full Time,Fixed term -- funded by project funds,3.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,"useR!, EGU, C4RR, DASPOS",,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab.com, university GitLab instance, Trello, Slack, Mattermost",2.0,"local university training, conference workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Agree,Agree,3,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"degree in computer science, selft-taught, open source contributions, conducting research & development",Yes,"project management, Go (programming language), C++ (programming language)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -132,182.0,2018-09-13 10:19:51,Germany,Yes,Master degree,Computer Science,,No,1,No,4.0,3,4,3,1 (None at all),1 (None at all),5,5,3,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,1.0,,,1.0,No,Yes,No,No,No,,8,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -133,183.0,2018-09-13 10:46:34,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,General Engineering,Doctorate,Yes,1,Yes,27.0,8,6,4,4,4,9,7,4,3,5,University,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",No,Named as co-author,No,,4.0,2.0,,,1.0,No,No,No,Yes,No,,7,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github GitLab,4.0,Customised to needs,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,3,Disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Agree,Agree,,Yes,,,,,,,GNU/Linux,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,humility,Yes,Training skills,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -134,184.0,2018-09-13 10:46:41,Ireland,Yes,Masters,Business & Management Studies,,No,3,Yes,10.0,5,2,2,3,2,5,2,3,2,3,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,The salary,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,Multiple. Largest was ADHO's DH2018,10.0,1.0,0.0,Yes,1.0,No,Yes,Yes,Yes,No,No formal methodology,5,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket, Asana, Google Docs, Pivotal Tracker",1.0,Local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Disagree,3,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University / Self-taught,Yes,Agile development methodologies. User Experience Design. Python development for geo-spatial applications,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -135,186.0,2018-09-13 10:47:28,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,3,Yes,5.0,4,5,2,2,2,5,5,2,3,2,University,Full Time,Permanent -- funded by Institution core funding,7.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Various parasitology conferences (software is genomics database for eukaryotic parasites),1.0,35.0,,,10.0,Yes,No,No,No,No,,5,10 (All the time),5,Zenodo,Yes,No,Yes,Yes,No,No,"GitHub, BitBucket",3.0,"Local University training, teaching on MSc, Wellcome Genome Campus Advanced Courses",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Neither agree or disagree,Strongly Agree,Neither agree or disagree,7,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"MSc in bioinformatics (after PhD), self-directed learning, workshops",Yes,"I would like to improve my maths, have a broader understanding of basic computer science (my background is biology) and have more time to write code in",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -136,187.0,2018-09-13 10:47:56,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,Accredited SCRUM master,No,5 - Mostly other people,Yes,19.0,7,2,2,1 (None at all),3,9,2,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by project funds,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,The salary,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,3,1 (None at all),2,DataCite,What is ORCID?,No,No,Yes,No,No,"Bitbucket, Github, Basecamp, JIRA, Google Docs, Slack, Office 365,",1.0,Python workshops/tutorial,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Agree,Agree,6,Neither agree or disagree,Disagree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Degree, commercial experience, self taught, paid and free courses",Yes,"Mobile development, R, better data visualisation skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -137,189.0,2018-09-13 10:49:08,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,20.0,8,3,2,5,6,8,4,2,4,5,Non-profit organization,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Opportunity for career advancement,The salary,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,,3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,GitHub,3.0,"The Carpentries, Galaxy Training Network",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,3,,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -138,190.0,2018-09-13 10:49:12,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Electrical & Electronic Engineering,,No,5 - Mostly other people,Yes,15.0,7,3,1 (None at all),2,3,,2,1 (None at all),2,2,University,Full Time,Permanent -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Same researcher(s),No,Named as main author,Yes,BOSC2018,3.0,5.0,,,4.0,No,No,No,No,No,,10 (All the time),4,4,,No,No,No,Yes,No,No,github,8.0,conference training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,4,Agree,Agree,Neither agree or disagree,5,Disagree,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,No,No,GNU/Linux,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -139,191.0,2018-09-13 10:49:18,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,20.0,8,4,6,2,1 (None at all),8,6,4,2,1 (None at all),Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,26.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,8,Agree,Agree,Agree,3,Strongly disagree,Neither agree or disagree,Strongly Agree,,,,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -140,192.0,2018-09-13 10:49:35,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,2,Yes,1.0,8,2,1 (None at all),1 (None at all),3,8,3,1 (None at all),1 (None at all),3,National laboratory,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,No,,2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,"Bitbucket, Github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mainly on the job,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -141,193.0,2018-09-13 10:49:58,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,,Yes,4,Yes,20.0,3,2,9,1 (None at all),5,,,,,,National laboratory,Full Time,Permanent -- funded by project funds,30.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -142,194.0,2018-09-13 10:50:09,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,No,10.0,7,7,2,3,4,7,9,1 (None at all),5,5,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,The salary,Freedom to choose own working practices,Same researcher(s),Yes,Acknowledged in the main text,No,,1.0,8.0,,,5.0,Yes,No,No,Yes,No,,9,8,2,Associated journal article,Yes,No,Yes,Yes,Yes,No,"GitHub, Bitbucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Disagree,3,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,No,Yes,No,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Osmosis, occasional online course, online tutorials",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -143,195.0,2018-09-13 10:50:12,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Computer Science,,Yes,3,Yes,10.0,7,4,3,1 (None at all),1 (None at all),6,4,2,1 (None at all),1 (None at all),Private company,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity for career advancement,The salary,Freedom to choose own working practices,Desire to advance research,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,4.0,,,2.0,No,No,No,Yes,No,,8,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,6,5,Neither agree or disagree,Disagree,Disagree,6,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Agree,Agree,Yes,,,,,,,Windows,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -144,196.0,2018-09-13 10:50:20,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geology,,No,3,Yes,12.0,8,6,2,2,2,8,6,2,2,2,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"RSE 2017, 2018",2.0,5.0,,,3.0,Yes,No,No,Yes,Yes,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,,2.0,"Local project training, Workshops (both local and at conferences as required)",No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,2,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Agree,Agree,Yes,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"To some extent, on the job, but with various training in places in subjects like HPC, version control, and so on as required.",Yes,How to apply for funding; Management skills; New technologies and applications,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -145,197.0,2018-09-13 10:50:29,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,17.0,8,1 (None at all),4,1 (None at all),4,9,2,2,2,2,University,Full Time,Permanent -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,,1.0,,,1.0,No,No,No,No,No,,7,1 (None at all),4,,No,No,No,Yes,No,No,"Slack, Github, Bitbucket, Jira",2.0,Local training on applications developed,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Agree,Strongly disagree,7,Neither agree or disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,No,Yes,Yes,Yes,No,Yes,Yes,,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self driven learning,Yes,"Ability to get our organisation to recognise our contribution to research and to core fund the team rather than leave us living ""hand to mouth"" with grant funding.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -146,198.0,2018-09-13 10:51:37,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,No,13.0,4,4,1 (None at all),1 (None at all),2,6,4,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,Desire to advance research,Regularly change researcher(s),No,Named as co-author,Yes,Research Data Alliance,3.0,3.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Trello, Confluence, BlueJeans, Travis",1.0,Project specific training.,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Disagree,Disagree,2,Neither agree or disagree,Agree,Agree,Disagree,Agree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,"Unit testing, more NumPy magic.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -147,199.0,2018-09-13 10:51:51,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,AFHEA,No,5 - Mostly other people,No,10.0,6,7,2,2,3,6,6,2,2,3,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,The salary,Desire to advance research,Freedom to choose own working practices,Same researcher(s),No,Named as main author,Yes,CBC Behaviour Change,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,,1.0,online training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Disagree,,,7,Agree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,Android,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -148,200.0,2018-09-13 10:52:13,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Geography & Environmental Sciences,,No,3,Yes,8.0,4,2,5,1 (None at all),4,7,2,2,1 (None at all),5,Non-profit organization,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Not mentioned at all,No,,2.0,5.0,,,4.0,No,No,No,Yes,No,,7,5,5,,Yes,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Neither agree or disagree,Disagree,Disagree,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate degree in Computer Science, four years as a commercial programmer followed by a Masters in Oceanography",Yes,"Modern software engineering methodologies, Improvement to my skills in C, Research grant proposal writing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -149,201.0,2018-09-13 10:52:15,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,40.0,2,2,7,2,1 (None at all),2,2,7,2,1 (None at all),University,Full Time,Permanent -- funded by project funds,40.0,No,Yes,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Flexible working hours,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,Named as co-author,Yes,,2.0,5.0,,,4.0,Yes,No,No,No,Yes,,10 (All the time),5,10 (All the time),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,Yes,,8,8,Agree,Strongly Agree,Disagree,2,Disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -150,202.0,2018-09-13 10:52:31,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,18.0,4,1 (None at all),2,4,2,4,1 (None at all),2,4,2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,8,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,10.0,"In house maintained training for: beginners' programming, intermediate programming, Java/Processing, Online Experiments in JavaScript",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,9,Agree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Previous experience in industry,Yes,"Project management, mobile app development (for Psychology experiments), better JavaScript",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -151,203.0,2018-09-13 10:53:31,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,10.0,9,1 (None at all),1 (None at all),3,3,5,5,1 (None at all),1 (None at all),1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,The salary,Same researcher(s),Yes,Named as main author,No,,2.0,10.0,,,9.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,Yes,Yes,Yes,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -152,204.0,2018-09-13 10:53:35,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,General Engineering,,No,4,,3.0,6,7,1 (None at all),2,3,8,8,1 (None at all),3,4,University,Full Time,Research/Student Assistant,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as main author,Yes,,,,,,3.0,No,No,No,Yes,No,,9,6,9,Zenodo,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -153,205.0,2018-09-13 10:53:38,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,6.0,9,2,3,3,3,6,5,6,2,3,Government,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,The salary,Opportunity to develop software,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,,,,,,2.0,Yes,No,No,Yes,No,,10 (All the time),7,2,,,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,6,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -154,207.0,2018-09-13 10:54:34,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,3,Yes,20.0,5,4,2,3,1 (None at all),4,4,4,2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,0.6,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,"Different researchers, same research group",Yes,Named as co-author,Yes,Particles2017,3.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket, Slack",3.0,Centres for Doctoral Training courses,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Strongly disagree,Agree,Agree,Agree,Agree,Disagree,Strongly Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate Degrees and practical experience implementing software projects,Yes,"concurrent/parallel programming, software design, management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -155,209.0,2018-09-13 10:54:46,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,25.0,8,1 (None at all),2,1 (None at all),4,9,1 (None at all),1 (None at all),1 (None at all),3,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,"ADASS, IVOA, several VO workshops etc",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),5,1 (None at all),,Yes,Yes,Yes,Yes,No,No,"github, wikis",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Disagree,2,Disagree,Disagree,Neither agree or disagree,Disagree,Agree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,210.0,2018-09-13 10:54:56,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,Agile Project Management,Yes,4,Yes,20.0,6,3,3,1 (None at all),2,6,4,3,1 (None at all),2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,Digital humanities conferences,10.0,2.0,,,4.0,Yes,No,Yes,Yes,No,,10 (All the time),9,1 (None at all),,No,No,Yes,Yes,Yes,No,"ActiveCollab, Google Drive, GitHub",1.0,Internal training,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -157,211.0,2018-09-13 10:55:00,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Electrical & Electronic Engineering,,,4,Yes,34.0,5,5,2,2,2,5,5,2,2,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -158,212.0,2018-09-13 10:55:15,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Aeronautical & Manufacturing Engineering,,No,5 - Mostly other people,Yes,10.0,7,5,4,3,4,7,5,4,3,4,Private company,Full Time,Permanent -- funded by project funds,10.0,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Opportunity to develop software,The salary,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,No,,2.0,10.0,,,4.0,No,No,No,Yes,No,,6,3,1 (None at all),,Yes,No,Yes,Yes,No,No,"BitBucket, GitHub",4.0,Fortran Modernisation Workshop,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Strongly Agree,6,Agree,Neither agree or disagree,Agree,Disagree,Agree,Agree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job.,Yes,"compiler development, numerical analysis, applying numerical analysis in computational science",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -159,214.0,2018-09-13 10:56:08,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,0 - Mostly me,No,30.0,3,9,1 (None at all),1 (None at all),2,3,10 (All my time),1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,The salary,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,0.0,0.0,,,0.0,No,Yes,No,No,No,,5,2,1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,3,Agree,Agree,Agree,4,Disagree,Agree,Agree,Strongly disagree,,Disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University and work experience,No,"numerical methods in IDL, Python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -160,215.0,2018-09-13 10:56:49,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,Yes,2,Yes,12.0,6,2,5,1 (None at all),1 (None at all),7,2,4,1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,,2.0,8.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,3,,What is ORCID?,No,No,Yes,No,No,"Slack, TravisCI, JIRA, Confluence, Visimeet, Google docs, Trello, Draw.io",1.0,CUDA training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,6,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,Yes,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly self taught from books, online articles, youtube videos etc.",Yes,"Management of agile teams, planning software projects, cloud native architecture",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -161,216.0,2018-09-13 10:56:55,Germany,Yes,Master degree,Mathematics,,No,3,Yes,8.0,8,2,2,3,2,9,1 (None at all),2,3,1 (None at all),University,Part-time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),No,Named as main author,Yes,,5.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Strongly disagree,7,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -162,217.0,2018-09-13 11:00:24,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,10.0,5,1 (None at all),4,1 (None at all),2,6,1 (None at all),4,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,3.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,Not mentioned at all,Yes,,1.0,10.0,,,3.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"slack, trello, github",1.0,user training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,2,Agree,Agree,Strongly disagree,9,Neither agree or disagree,Disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Computer Science followed by commercial experience,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -163,218.0,2018-09-13 11:00:27,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,3,No,20.0,5,1 (None at all),5,1 (None at all),1 (None at all),5,2,2,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,Flexible working hours,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,7,1 (None at all),DataCite,Yes,No,No,Yes,No,No,GitHub,2.0,Computing club in research group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Disagree,Agree,Disagree,7,Agree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Largely self-taught through experience.,Yes,"Databases, web development, presentation skills.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -164,219.0,2018-09-13 11:03:08,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,No,10.0,3,2,4,3,5,8,3,3,5,2,University,Full Time,Permanent -- funded by project funds,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,Yes,RSE2018,3.0,1.0,,,1.0,No,No,No,Yes,No,,2,4,1 (None at all),,No,No,No,Yes,No,No,"GitLab, GitHub, Slack",12.0,"Local training, formal postgraduate teaching",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,2,2,Strongly disagree,Agree,Neither agree or disagree,10 (All the time),Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through writing research software and in industry,Yes,My skills are not the problem,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -165,220.0,2018-09-13 11:03:43,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,"BSc, MSc, PhD",No,3,Yes,2.0,5,5,1 (None at all),1 (None at all),2,6,4,1 (None at all),2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,"NEUBIAS, World Congress of Computational Mechanics",1.0,2.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"gitter, Github",0.0,-,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Neither agree or disagree,Strongly disagree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Theoretical part in Undergraduate degree in Computational Science / Practical part learning from fellow software engineers,Yes,"teaching of software development to non-experts, more practical coding experience, communicating the value of open-source scientific software",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -166,221.0,2018-09-13 11:04:49,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,4,Yes,3.0,5,1 (None at all),2,3,6,8,1 (None at all),4,2,3,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,4.0,2.0,,,2.0,Yes,No,No,Yes,No,,8,2,1 (None at all),,No,No,No,Yes,No,No,GitLab,24.0,"Software Carpentry, coaching academics",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Neither agree or disagree,Disagree,Disagree,3,Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Agree,Yes,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"MSc, online training, learnt on job",Yes,"teaching, hpc, data science",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -167,222.0,2018-09-13 11:05:02,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,5 - Mostly other people,Yes,20.0,6,4,2,1 (None at all),2,7,3,3,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,The salary,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,Population Genetics Group,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Disagree,7,Disagree,Disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer science degree, PhD, industrial software experience.",Yes,"Management skills, software project management methodologies",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -168,223.0,2018-09-13 11:06:02,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Civil Engineering,,No,2,No,3.0,4,5,1 (None at all),1 (None at all),3,8,5,2,3,2,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,,,1.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Slack,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Agree,5,Strongly Agree,Neither agree or disagree,Agree,Disagree,Disagree,Strongly disagree,Disagree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,Software Development,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -169,225.0,2018-09-13 11:09:55,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,Yes,15.0,6,1 (None at all),2,2,4,7,2,2,3,4,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,RSE,3.0,1.0,,,1.0,No,No,Yes,No,No,,9,10 (All the time),10 (All the time),,Yes,No,Yes,Yes,Yes,No,,5.0,"teaching master course, phd/master supervision, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,4,Strongly Agree,Agree,Neither agree or disagree,8,Disagree,Strongly Agree,Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,during my undergrad/postgrad career,Yes,C++,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -170,228.0,2018-09-13 11:12:21,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,6.0,6,4,1 (None at all),1 (None at all),1 (None at all),6,4,1 (None at all),3,1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,"Specialized astronomy conferences (always in the context of attached research), and RSE 2018",5.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),3,,Yes,No,No,Yes,No,No,github,0.0,0,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,4,Strongly Agree,Agree,Neither agree or disagree,7,Disagree,Agree,Agree,Strongly disagree,Neither agree or disagree,Disagree,Agree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught using online resources and reverse engineering,Yes,"Efficient parallelization (threads or process), better unit testing habits, better distribution systems (package manager, build systems, ...)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -171,229.0,2018-09-13 11:14:19,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,4,Yes,16.0,8,3,2,1 (None at all),2,8,6,4,3,1 (None at all),University,Full Time,Permanent -- funded by project funds,32.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Society for experimental biology,4.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,8,,No,No,Yes,No,No,No,,2.0,local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,5,Strongly Agree,Strongly Agree,Strongly Agree,3,Neither agree or disagree,Agree,Agree,Strongly disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes,"project management, it security, python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -172,230.0,2018-09-13 11:15:05,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Physics and Astronomy,,No,3,No,8.0,3,3,9,5,6,8,5,3,8,2,University,Full Time,Permanent -- funded by project funds,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Github, CERNs GitLab",4.0,"Local University: Linux (CLI), Python, Version control with Git, Software Best practises",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,1,3,Neither agree or disagree,Disagree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self Taught,Yes,"Software Development Practises, High Performance Coding, Better understanding of tests needed.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -173,232.0,2018-09-13 11:15:35,Denmark,Yes,PhD,Physics and Astronomy,,No,5 - Mostly other people,Yes,2.0,8,2,3,1 (None at all),3,8,3,3,1 (None at all),3,Private company,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,The salary,Freedom to choose own working practices,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,4.0,90.0,Yes,3.0,No,No,No,Yes,No,No formal methodology,10 (All the time),1 (None at all),10 (All the time),Zenodo,ORCID is not relevant for me,No,No,Yes,No,No,"github, azure devops",9.0,direct on-site training of scientists,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Agree,4,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By working as one and during my PhD,Yes,"Functional programming, DevOps skillset, Project Management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -174,235.0,2018-09-13 11:18:29,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,6.0,8,2,1 (None at all),4,3,9,2,1 (None at all),4,2,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,The salary,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"Conferences specific to project (NAME users workshop, JASMIN conference)",3.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,7,2,,Yes,No,No,Yes,No,No,GitHub,20.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,2,Disagree,Disagree,Agree,Disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,Taught myself during my PhD/On the job,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -175,236.0,2018-09-13 11:21:38,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,2,Yes,8.0,8,2,1 (None at all),1 (None at all),2,9,2,1 (None at all),2,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,The salary,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,3.0,,,3.0,Yes,No,No,Yes,No,,9,5,1 (None at all),,Yes,No,No,Yes,No,No,"Github, Gitlab",1.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,2,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate Degree and Part time job(s),Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -176,239.0,2018-09-13 11:29:13,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Robotics,HEA Assoc.,No,2,No,1.0,7,4,2,5,6,8,4,1 (None at all),4,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,1 (None at all),1 (None at all),None; I didn't know you could do this with software,What is ORCID?,No,No,Yes,No,No,"Github, github pages",4.0,"Project-funded international courses, local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-study, robotics degree, writing own software during research post",Yes,"Knowing how to use the knowledge of my collegues, CI, system administration (ACLs ,roles, ect)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -177,240.0,2018-09-13 11:29:46,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,3,No,8.0,8,4,2,1 (None at all),2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,10.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,7,10 (All the time),2,,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,6,Disagree,Neither agree or disagree,Strongly disagree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, MSc",Yes,"How to contribute to funding proposals (knowing funding bodies, schemes and their requirements). Learning more about legal issues in sharing code base. Standards in workflows to develop software in Academia.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -178,241.0,2018-09-13 11:29:49,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,Mphys,No,1,No,10.0,4,5,5,2,2,4,8,2,2,2,National laboratory,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,The salary,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),No,Named as co-author,,,3.0,3.0,,,3.0,No,No,No,Yes,No,,7,5,4,,Yes,No,No,Yes,No,No,"github, bitbucket",1.0,specific university course,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,7,Strongly Agree,Agree,Agree,3,Strongly disagree,Disagree,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -179,243.0,2018-09-13 11:30:37,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,5 - Mostly other people,Yes,4.0,8,2,1 (None at all),1 (None at all),5,7,3,1 (None at all),1 (None at all),5,Private company,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,The salary,Opportunity for career advancement,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,2.0,,,2.0,Yes,No,No,Yes,No,,3,6,2,,What is ORCID?,No,No,Yes,No,No,"Teams, github, Azure DevOps / VSTS",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Agree,3,Disagree,Neither agree or disagree,Agree,Agree,Strongly Agree,Agree,Agree,Yes,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -180,245.0,2018-09-13 11:31:37,United Kingdom of Great Britain and Northern Ireland,No,Master degree,Physics and Astronomy,MPhys,No,4,Yes,2.0,8,3,1 (None at all),1 (None at all),3,8,2,3,1 (None at all),4,Government,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,The salary,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,2.0,,,2.0,No,No,No,Yes,No,,8,5,5,,,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Agree,Agree,Agree,Disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -181,246.0,2018-09-13 11:33:06,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,No,15.0,5,2,3,1 (None at all),4,6,3,1 (None at all),4,2,National laboratory,Full Time,Fixed term -- funded by project funds,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,"Different researchers, same research group",Yes,Named as co-author,No,,6.0,50.0,,,5.0,Yes,No,No,Yes,No,,10 (All the time),6,1 (None at all),,Yes,Yes,No,Yes,No,No,"gitlab, github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -182,247.0,2018-09-13 11:33:51,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,CPhys,Yes,3,No,11.0,3,3,8,2,2,3,4,8,2,2,National laboratory,Part-time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,The salary,Desire to advance research,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,"Fusion Energy Conference, Symposium on Fusion Technology, European Physical Society - Conference on Plasma Physics",1.0,9.0,,,6.0,Yes,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,gitlab,1.0,Training of our specific software,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, PhD, postdoc, self-taught",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -183,249.0,2018-09-13 11:40:58,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,No,10.0,4,2,2,1 (None at all),7,5,3,1 (None at all),1 (None at all),4,Government,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to work in a research environment,The salary,Desire to advance research,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,"ECPD, HTPD",2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),9,1 (None at all),,Yes,No,No,Yes,No,No,Stack Exchange,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,,Strongly disagree,,,,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly online,Yes,Best practices when coding any particular language. Experience.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -184,250.0,2018-09-13 11:42:42,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,"BPhys/InfTech, MSci",No,4,Yes,5.0,8,3,2,2,3,8,2,2,3,3,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,RSE2017,3.0,5.0,,,2.0,Yes,No,No,Yes,No,,8,5,2,,No,No,Yes,Yes,No,No,"github, bitbucket",2.0,"Local university cluster training, Local university HPC DTC, workshops at RSE conference",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Disagree,3,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University undergraduate degree in Information Technology and Physics, choosing all the HPC electives I could find. Student job as a web developer.",Yes,"Expertise in build systems (eg cmake), teaching experience, numerical methods experience",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -185,251.0,2018-09-13 11:42:43,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,5.0,9,2,2,1 (None at all),1 (None at all),7,4,3,1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,1.0,,,3.0,No,No,Yes,Yes,No,,1 (None at all),8,6,Zenodo,Yes,Yes,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,8,Neither agree or disagree,Agree,Disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -186,252.0,2018-09-13 11:47:01,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,35.0,4,1 (None at all),1 (None at all),2,4,7,1 (None at all),2,2,2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,Yes,"RSE, university's internal workshop, American Meteorological Society",3.0,1.0,,,1.0,No,No,No,Yes,No,,5,2,1 (None at all),,Yes,No,Yes,Yes,No,No,wiki,4.0,local,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Agree,Disagree,5,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, response to need. No space in survey for general comment: a lot of my work is supporting researchers by facilitating their big data management, installing and testing other software, giving consultancy to them - job is more than me writing software",Yes,updates (such as at RSE2018) in Github use; testing; influencing management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -187,253.0,2018-09-13 11:49:20,United States of America,Yes,Doctorate,History,,Yes,4,Yes,10.0,8,4,4,2,2,6,4,3,3,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"HSS conference, RSE conference, digital HPS meetings",7.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,No,No,No,Yes,No,No,"GitHub, Jira, Confluence",2.0,Local university,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studying computer science and working in a research institution,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -188,254.0,2018-09-13 11:53:01,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,"PhD, Bsc",No,5 - Mostly other people,Yes,6.0,8,2,4,6,1 (None at all),5,5,4,6,6,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Capocaccia, HBP summit, HBP code jams",3.0,6.0,,,3.0,No,No,No,Yes,No,,10 (All the time),5,6,Zenodo,Yes,No,No,Yes,No,No,"pycharm, google docs, sharelatex, pynn",5.0,"workshop training, student training,",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,2,Agree,Disagree,Disagree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"college, undergraduate, phd",Yes,"better training ability, better paper writing, management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -189,256.0,2018-09-13 11:57:23,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,,Yes,2,No,12.0,4,2,4,3,7,5,5,2,3,,University,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"RSE 201{7,8}",5.0,3.0,,,2.0,No,No,No,No,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,"Bitbucket, Github, Travis, Slack",2.0,"local university training, local RSE meetings",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,1,Neither agree or disagree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,,Strongly Agree,Disagree,Disagree,Neither agree or disagree,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught and some local training courses at the University,Yes,"A higher level of coding ability, task affinity, ability to say no",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -190,257.0,2018-09-13 11:58:31,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,4,Yes,5.0,9,1 (None at all),2,2,2,8,2,2,3,3,University,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -191,258.0,2018-09-13 12:01:41,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Medicine,"PhD Oncology, MSc Applied Bioinformatics, PgCert University Teaching, MBChB Medicine",No,2,No,10.0,4,4,1 (None at all),2,2,4,4,1 (None at all),2,2,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -192,259.0,2018-09-13 12:02:52,United Kingdom of Great Britain and Northern Ireland,Yes,GSCEs,,,No,5 - Mostly other people,Yes,30.0,7,1 (None at all),2,1 (None at all),2,8,2,2,2,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,Yes,"IVOA, ADASS, ASTERICS",5.0,5.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,Yes,No,"GitHub, Twiki",2.0,Confenerces and workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,"Machine learning, data modelling",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -193,260.0,2018-09-13 12:03:19,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Biological Sciences,,No,5 - Mostly other people,No,3.0,3,1 (None at all),5,4,7,5,1 (None at all),5,3,6,Non-profit organization,Full Time,Fixed term -- funded by Institution core funding,2.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -194,261.0,2018-09-13 12:08:36,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,3,Yes,7.0,7,3,1 (None at all),1 (None at all),2,7,3,3,1 (None at all),2,National laboratory,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,Yes,No,No,Yes,No,No,github,1.0,Local training,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,7,8,Agree,Neither agree or disagree,Disagree,4,Disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -195,262.0,2018-09-13 12:18:28,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Aeronautical & Manufacturing Engineering,,No,3,Yes,17.0,2,2,4,6,9,5,5,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,20.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity for career advancement,The salary,Desire to advance research,Opportunity to develop software,"Different researchers, same research group",No,Named as co-author,No,,2.0,4.0,,,2.0,No,No,No,Yes,No,,3,5,1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Disagree,Agree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,developing software,Yes,"low latency programming, programming involving databases and network communication",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -196,263.0,2018-09-13 12:19:10,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,5 - Mostly other people,Yes,2.0,6,1 (None at all),2,3,2,7,1 (None at all),1 (None at all),3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,10.0,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,Yes,No,No,Yes,No,,8,4,3,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab, Bitbucket, OverLeaf",10.0,"Software Carpentry, local university training, Consortium (GW4 Universities)",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Agree,Strongly Agree,Agree,2,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly Agree,Strongly Agree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As a sysadmin,Yes,"Performance analysis, Testing, Writing (blog posts, tips, etc. 1:1 meetings are fine but they don't scale)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -197,265.0,2018-09-13 12:20:43,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,2,Yes,18.0,4,3,6,2,6,7,3,3,2,4,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -198,266.0,2018-09-13 12:22:36,United States of America,Yes,Undergraduate degree,Computer Science,,Yes,4,Yes,18.0,7,7,3,3,4,10 (All my time),6,1 (None at all),3,2,University,Full Time,Permanent -- funded by project funds,10.0,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,Yes,GPU Technology Conference,10.0,2.0,,,1.0,No,No,Yes,Yes,No,,7,9,7,,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,7,Strongly Agree,Strongly Agree,Agree,6,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,No,No,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"I wanted to write games, now I write scientific visualization applications focused around medical and GPU computations",Yes,"Machine Learning, (Better) Image Processing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -199,267.0,2018-09-13 12:23:49,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geology,,No,5 - Mostly other people,Yes,20.0,8,2,3,2,2,8,2,1 (None at all),3,2,University,Full Time,Permanent -- funded by Institution core funding,19.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,"SIAM-CSE, UKRSE",2.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,Yes,No,No,Yes,No,No,"slack, google docs, google hangout, github, bitbucket",1.0,local university training,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Neither agree or disagree,1 (None at all),Disagree,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,at work,Yes,"project management, raising funding, website management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,268.0,2018-09-13 12:24:43,Germany,Yes,Master degree,Mathematics,,No,4,Yes,5.0,7,5,3,1 (None at all),2,7,7,3,2,3,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to advance research,The salary,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,Yes,multiple,2.0,6.0,,,2.0,No,No,No,Yes,No,,1 (None at all),5,1 (None at all),,No,No,No,Yes,No,No,GitLab,1.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,7,5,Strongly Agree,Strongly Agree,Strongly Agree,5,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -201,269.0,2018-09-13 12:25:55,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Mathematics,PG Dip.,No,4,Yes,14.0,7,5,2,2,4,8,3,1 (None at all),2,1 (None at all),University,Part-time,Permanent -- funded by project funds,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,I want to learn new skills,Desire to work in a research environment,The salary,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,AMIA / MIE,3.0,2.0,,,1.0,No,No,Yes,No,No,,9,6,3,Zenodo,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Strongly Agree,Strongly Agree,3,Disagree,Agree,Strongly Agree,Agree,Strongly disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job / online training courses / physical training courses,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -202,270.0,2018-09-13 12:27:26,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,No,20.0,5,2,1 (None at all),5,3,7,4,1 (None at all),4,3,University,Part-time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,"CUG, PARCO",1.0,10.0,,,2.0,No,No,No,Yes,No,,9,7,5,,What is ORCID?,No,Yes,Yes,No,No,Google Docs,4.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,1,Neither agree or disagree,Agree,Disagree,7,Strongly Agree,Agree,Disagree,Strongly disagree,Agree,Strongly disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Needed them for PhD and PostDoc role then moved to a more programming oriented job as a result of skills developed. Learned through training courses and self-taught.,Yes,"More data science expertise, more self-confidence to try new things (e.g. languages), more teamwork as much of what I do is solitary so isolating at times. Having a career path that doesn't need me managing projects would stop me feeling so demoralised.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -203,271.0,2018-09-13 12:32:48,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mechanical Engineering,,No,1,No,6.0,5,10 (All my time),2,2,4,4,10 (All my time),1 (None at all),4,4,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,The salary,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Same researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,8,8,2,"Zenodo (planned, not yet used)",Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Agree,2,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self developed,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -204,275.0,2018-09-13 12:43:29,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,History,,Yes,0 - Mostly me,No,5.0,2,3,7,1 (None at all),2,2,4,4,2,4,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Digital Humanities,10.0,5.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,"Slack, gSuite, ActivCollab, GitHub",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,6,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Coding, DevOps, Project Management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -205,276.0,2018-09-13 12:44:18,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,1,Yes,30.0,7,3,4,2,3,5,6,5,3,3,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,No,,10.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,1 (None at all),5,1 (None at all),,Yes,No,No,Yes,No,No,"Bitbucket, Github",2.0,"Real World Epidemiology Oxford Summer School, local university training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Disagree,6,Neither agree or disagree,Disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"My education provided them, then I kept them updated",Yes,"Networking, Delegation, Speaking to a non-technical audience",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -206,277.0,2018-09-13 12:50:12,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,3,No,5.0,4,4,2,3,3,6,6,1 (None at all),6,6,University,Part-time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,No,,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,6,6,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,3,,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Training and self taught,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -207,278.0,2018-09-13 12:55:14,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,MInstP,Yes,4,Yes,14.0,5,2,3,3,2,5,2,2,3,3,National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,Yes,,3.0,10.0,,,7.0,Yes,No,No,Yes,No,,3,10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,Bitbucket,4.0,"CASTEP/UKCP/CCP-NC workshops, ISIS Neutron Training School",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Disagree,Neither agree or disagree,6,Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Little formal training, mostly self study and on the job. Some Hector HPC courses.",Yes,Project management tools for distributed projects. UI design. Automated unit test tools.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -208,279.0,2018-09-13 13:00:36,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,18.0,8,1 (None at all),1 (None at all),1 (None at all),3,9,1 (None at all),1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,The salary,"Different researchers, same research group",No,Not mentioned at all,No,,1.0,1.0,,,2.0,No,No,No,Yes,No,,9,6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Slack, Trello",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,7,6,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,No,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Industrial experience and home learning,No,"Python Pandas, Data science, Non-relational databases",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -209,280.0,2018-09-13 13:01:20,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Materials Technology,CEng,No,1,No,10.0,2,6,2,1 (None at all),1 (None at all),3,5,1 (None at all),2,,National laboratory,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,No,,2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),6,6,University,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Agree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Mostly self-taught,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -210,281.0,2018-09-13 13:03:02,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,"CChem, CSci",Yes,5 - Mostly other people,Yes,10.0,7,2,2,2,2,5,5,2,2,2,Government,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,I want to learn new skills,The salary,Flexible working hours,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,Yes,EASC18,8.0,3.0,,,2.0,Yes,No,No,Yes,No,,6,10 (All the time),1 (None at all),,What is ORCID?,No,Yes,No,No,No,,2.0,Local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Agree,4,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through career as a scientist,Yes,"Strategic planning, resource estimation",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -211,282.0,2018-09-13 13:04:17,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Geography & Environmental Sciences,"CITP, FBCS",No,0 - Mostly me,Yes,40.0,3,8,3,1 (None at all),3,5,7,3,1 (None at all),3,University,Part-time,Fixed term -- funded by project funds,2.25,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,1.0,3.0,,,1.0,No,No,Yes,Yes,No,,7,4,2,"Zenodo, possibly.",Yes,No,No,No,No,Yes,None,0.0,None,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,5,Disagree,Strongly Agree,Strongly disagree,5,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Combination of professional industrial experience and training followed later by self-learning.,No,Greater knowledge of modern development frameworks and technologies; Ability to learn these faster.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -212,283.0,2018-09-13 13:10:45,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,Oracle Certified Java Developer,Yes,5 - Mostly other people,Yes,9.0,8,7,6,5,3,8,7,7,4,2,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,,4.0,9.0,,,7.0,No,No,No,Yes,No,,9,8,9,Zenodo,Yes,No,Yes,Yes,No,No,"GitHub, Trello, JIRA",3.0,"Institute software training, bioinformatics training, software carpentry, Galaxy training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Agree,Agree,8,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Masters degree, work experience, online training, professional software certifications",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -213,284.0,2018-09-13 13:11:40,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,13.0,6,4,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),Government,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,2.0,15.0,,,8.0,Yes,No,Yes,Yes,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,"github, gitlab, bitbucket",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Agree,Strongly Agree,6,Strongly disagree,Agree,Agree,Agree,Strongly Agree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,courses and self-study,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -214,288.0,2018-09-13 13:34:13,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,M.InstP.,Yes,5 - Mostly other people,Yes,22.0,9,2,4,2,1 (None at all),9,4,3,3,2,Government,Full Time,"Freelancer, consultant, contractor",10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,"PCaPAC, EPICS, HTPD",20.0,3.0,,,2.0,Yes,No,No,Yes,No,,7,6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,5.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,9,Agree,Strongly Agree,Agree,6,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly Agree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Personal study, on-the-job, professional training",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -215,289.0,2018-09-13 13:49:28,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,16.0,7,4,2,6,5,8,6,2,9,4,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,No,,5.0,1.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),3,5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",15.0,"local university, masters courses, conference workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -216,291.0,2018-09-13 14:00:50,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,"MPhys, PhD",,5 - Mostly other people,,16.0,6,3,3,2,2,6,5,3,2,2,University,Full Time,Permanent -- funded by project funds,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,"Different researchers, same research group",No,Named as co-author,Yes,CHEP and ICHEP,1.0,300.0,,,1.0,No,No,No,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Jira,1.0,Training for new PhD students in research group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Attended lecture courses, asked more senior scientists for help with specific problems via email lists",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -217,292.0,2018-09-13 14:06:41,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,3,Yes,14.0,4,3,2,3,5,4,4,1 (None at all),2,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),2,Zenodo,Yes,No,Yes,Yes,No,No,slack,3.0,"Software Carpentry, Local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,4,Agree,Strongly Agree,Disagree,10 (All the time),Neither agree or disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Software engineering degree, PhD, working in research jobs that required software development (but often weren't titled RSE)",Yes,"Successful grant writing so I can do my own research and increase my salary, GPU programming, Machine Learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -218,293.0,2018-09-13 14:14:32,United States of America,Yes,Master degree,Computer Science,,No,3,Yes,16.0,8,5,2,2,5,8,7,2,2,4,University,Full Time,Permanent -- funded by project funds,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to work in a research environment,The salary,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,American Medical Informatics Association meetings,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,6,2,Local library,Yes,No,No,Yes,No,No,"GitHub, Slack",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Disagree,8,Agree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,University and self-taught,Yes,"HPC, ""development on a budget"" (dealing with low funding), venues to publish papers on software",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -219,295.0,2018-09-13 14:21:07,Australia,Yes,AQF 10 - Doctoral Degree,11 Medical and Health Sciences,,No,3,Yes,15.0,10 (All my time),3,2,1 (None at all),2,7,5,3,3,3,University,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,1.0,4.0,,,4.0,No,No,No,Yes,No,,10 (All the time),7,3,Australian National Data Service,Yes,No,No,Yes,No,No,"github, trello slack, bitbucket, hipchat, jira",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,1,6,Disagree,Agree,Neither agree or disagree,10 (All the time),Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"during undergrad, postgrad and on-the-job training",Yes,"Leadership and team management skills, mobile app skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -220,296.0,2018-09-13 14:23:31,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Electrical & Electronic Engineering,,No,2,No,2.0,7,3,1 (None at all),1 (None at all),3,10 (All my time),1 (None at all),5,5,1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -221,297.0,2018-09-13 14:25:52,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Biological Sciences,,No,0 - Mostly me,No,2.0,1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),2,9,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Prefer not to say,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -222,298.0,2018-09-13 14:26:31,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,MRSC,No,4,No,15.0,8,4,2,2,1 (None at all),9,7,2,2,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,15.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,The salary,Regularly change researcher(s),No,Named as co-author,Yes,"SIMS2020, SIMS Europe, SISS19, SPEC2014, SPEC2016, SIMS Workshop (and others over the years)",5.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,8,7,Zenodo,Yes,No,Yes,Yes,No,No,"Slack, Trello, Bitbucket",5.0,In house ad hoc,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Neither agree or disagree,8,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,No,No,Yes,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,,"Maths; continuous integration/testing; better high-end python (client/server, parallel etc); better C++; image analysis; deep learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -223,299.0,2018-09-13 14:34:20,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Biological Sciences,,No,0 - Mostly me,No,3.0,3,10 (All my time),4,2,3,3,9,,3,6,University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Same researcher(s),No,Not mentioned at all,No,,0.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local,What is ORCID?,Yes,No,Yes,No,No,,10.0,local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Agree,Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,MSc,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -224,300.0,2018-09-13 14:35:48,Greece,Yes,PhD,Physics and Astronomy,,No,1,,15.0,5,4,3,2,1 (None at all),6,5,4,3,2,Private company,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Named as co-author,,,5.0,1.0,1.0,No,3.0,No,No,No,Yes,No,No formal methodology,8,8,4,zenodo,Yes,No,No,Yes,No,No,"github, bitbucket, gitlab",1.0,in-house trainings,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,7,Agree,Agree,Agree,8,Agree,Strongly disagree,Strongly Agree,Strongly disagree,,Strongly disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university, work in corporation as a programmer, hobby FOSS projects",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -225,301.0,2018-09-13 14:39:16,United States of America,Yes,Undergraduate degree,Music,,No,4,Yes,10.0,5,1 (None at all),2,2,2,9,2,1 (None at all),2,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),No,Named as co-author,No,,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Agree,2,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self Taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -226,302.0,2018-09-13 14:46:08,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,,Yes,3,No,15.0,3,2,7,5,5,7,2,3,4,5,University,Full Time,Permanent -- funded by project funds,,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"RSE, Supercomputing, International Supercomputing, HPC-SIG, ARCHER Champions",4.0,2.0,,,2.0,Yes,Yes,Yes,Yes,No,,9,7,7,"Zenodo, Edinburgh DataShare",What is ORCID?,Yes,Yes,Yes,No,No,"Github, Gitlab, Altassian Confluence, JISC Vscene, Blackboard Collaborate, Google Hangouts",8.0,"ARCHER, Carpentries",No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Public cloud, Software project skills (e.g. Agile), Publishing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -227,305.0,2018-09-13 15:04:24,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,CEng CSci,No,2,Yes,13.0,3,3,5,2,2,7,3,2,2,2,University,Full Time,Permanent -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,The salary,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,1.0,2.5,,,2.0,No,No,No,Yes,No,,7,7,7,,Yes,No,No,Yes,No,No,"Slack, Github, Trello, Glasscubes, Google Docs",12.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,,2,,Disagree,Disagree,Neither agree or disagree,Disagree,,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -228,306.0,2018-09-13 15:42:55,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,4,Yes,20.0,6,2,1 (None at all),2,2,7,3,1 (None at all),1 (None at all),,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Not mentioned at all,Yes,Deutsche Orientalisten Tag,10.0,2.0,,,1.0,No,No,Yes,Yes,No,,4,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,Github,2.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Agree,Strongly Agree,Neither agree or disagree,5,Agree,Disagree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Mostly self-taught,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -229,308.0,2018-09-13 15:54:24,United States of America,Yes,Doctorate,Computer Science,,No,3,Yes,10.0,5,4,2,1 (None at all),5,7,5,2,1 (None at all),3,National laboratory,Part-time,Permanent -- funded by Institution core funding,50.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,SC workshops,5.0,3.0,,,2.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,,1.0,Software carpentry. Other classes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Neither agree or disagree,Agree,Neither agree or disagree,4,Disagree,Agree,Agree,Agree,Disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -230,309.0,2018-09-13 16:25:58,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,5 - Mostly other people,Yes,2.0,5,2,2,4,4,4,4,2,4,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,IEEE eScience 2018 (upcoming),3.0,2.0,,,2.0,Yes,No,No,Yes,No,,9,5,4,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Bitbucket",5.0,"Software Carpentry, local university training, PyData",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,8,Strongly Agree,Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Education, previous experience (PhD)",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -231,310.0,2018-09-13 16:53:15,Canada,No,Masters Degree,CIVIL ENGINEERING,"P.eng, C.eng.,",,4,No,20.0,1 (None at all),9,6,3,2,,,,,,Private company,,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,No,,4.0,3.0,2.0,Yes,,No,No,No,No,No,Other,6,,,KIKO; Knowledge In Knowledge Out,ORCID is not relevant for me,No,No,No,No,No,"Asana, Skype,",,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,,,,,,,,Windows,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -232,312.0,2018-09-13 16:58:33,United States of America,Yes,Doctorate,Biological Sciences,,No,1,Yes,4.0,8,10 (All my time),2,1 (None at all),3,8,8,4,2,3,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,JOBIM ETEE,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,5,,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Neither agree or disagree,Disagree,Strongly disagree,10 (All the time),Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"books, online communities, mentor",Yes,"communication, GUI, management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -233,314.0,2018-09-13 17:02:37,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Geography & Environmental Sciences,,No,4,Yes,23.0,8,2,4,2,2,6,3,2,4,1 (None at all),Government,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,The salary,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,American Meteorological Society,1.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,3,Strongly Agree,Disagree,Neither agree or disagree,7,Agree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-learning and practice from an early age, a few training courses, books, internet tutorials & stackoverflow.com",Yes,improving knowledge of how to use design patterns on real code with assessment and feedback; how to set up and use continuous integration tools; introducing researchers to robust software development practices,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -234,315.0,2018-09-13 17:19:57,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,Yes,10.0,7,2,3,4,2,7,3,2,5,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Annual Symposium for Lattice Field Theory,3.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"github, gitlab, bitbucket",2.0,"Data Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,9,Strongly Agree,Strongly Agree,Neither agree or disagree,7,Strongly disagree,Agree,Agree,Disagree,Strongly disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As a researcher and crypto-RSE,Yes,"Pedacogic training, Training in R (tools I'm missing in general),",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -235,316.0,2018-09-13 17:43:07,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,13.0,5,1 (None at all),1 (None at all),1 (None at all),5,6,2,1 (None at all),2,2,University,Full Time,Permanent -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,No,,18.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),8,3,,Yes,No,Yes,Yes,Yes,No,"Github, activecollab, slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,1,Neither agree or disagree,Disagree,Strongly disagree,8,Agree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Strongly Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -236,318.0,2018-09-13 18:00:48,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,30.0,4,3,7,5,9,8,7,1 (None at all),2,1 (None at all),University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Not mentioned at all,Yes,"EASC, APS, DPG, RSE, CMMP, N8 HPC, CCP9 Community Meeting, UKCP Scientific meeting, MCC Scientific Meeting, TMCS, UKCP-MCC-EPCC workshop, annual training workshops",7.0,2.0,,,2.0,No,No,No,Yes,No,,4,10 (All the time),1 (None at all),,Yes,No,No,No,Yes,No,"Slack, Discord, ShareLaTeX, Google Drive/Docs",7.0,"international training, national HPC training, regional training, local university training",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,,Strongly Agree,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Formal training & practice,No,"Email management, time management, MPI-3",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -237,319.0,2018-09-13 18:01:21,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,2,No,25.0,4,5,1 (None at all),1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -238,320.0,2018-09-13 18:18:27,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,FRAS,Yes,5 - Mostly other people,Yes,15.0,7,1 (None at all),3,1 (None at all),2,3,1 (None at all),7,1 (None at all),,Government,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,RSE2016,2.0,60.0,,,3.0,Yes,No,No,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,"Local training, training for external users of our software",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Strongly Agree,Agree,Agree,5,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,As a scientist at university and during my PhD,No,Project management; Staff management; Bureaucracy reduction,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -239,321.0,2018-09-13 18:40:54,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,3.0,3,5,4,3,4,7,9,2,5,,University,Part-time,Permanent -- funded by Institution core funding,100.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,The salary,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,Yes,No,No,No,,5,7,1 (None at all),,Yes,No,No,No,No,Yes,none,1.0,local uni training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,6,Disagree,Agree,Neither agree or disagree,5,Neither agree or disagree,Strongly Agree,Agree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,Testing; GitHub; GitLab,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -240,323.0,2018-09-13 19:19:39,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,20.0,5,5,3,1 (None at all),2,6,7,3,2,3,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,12.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,Yes,No,"google drive, active collab, github",4.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,4,Disagree,Strongly Agree,Strongly disagree,8,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Computer Science degree, Commercial experience",Yes,"Persuasion (to convince academics & management of the importance of RSE, being credited, decent career plan, investment in software reusability)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -241,324.0,2018-09-13 19:23:07,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,17.0,5,9,2,3,2,5,9,3,3,2,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",No,Named as main author,Yes,,2.0,,,,5.0,Yes,No,Yes,Yes,No,,5,10 (All the time),7,,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,2,Disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -242,325.0,2018-09-13 19:33:28,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,4.0,7,8,3,4,2,8,6,7,4,2,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,3.0,5.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Astrophysics Source Code Library,Yes,No,No,Yes,No,No,"Slack, Github, Gitlab, Google hangouts",1.0,local training within the research group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-study,Yes,"Time management, people management, more knowledge about computer architectures",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -243,326.0,2018-09-13 20:52:27,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,Yes,4,Yes,10.0,4,2,4,1 (None at all),2,8,3,3,1 (None at all),2,University,Full Time,Fixed term -- funded by Institution core funding,5.0,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,"eScience, CIPA",5.0,2.0,,,2.0,No,No,No,Yes,No,,8,8,2,,What is ORCID?,No,No,Yes,No,No,GitHub & BitBucket,35.0,Code Club,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Disagree,2,Strongly disagree,Agree,Agree,Agree,Strongly disagree,Neither agree or disagree,Strongly Agree,,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learnt on the job,Yes,"Line management training, automated testing, advanced python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -244,327.0,2018-09-13 21:06:51,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,20.0,3,2,7,1 (None at all),2,4,2,6,1 (None at all),2,National laboratory,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Rse conf, pydata, euroscipy, nobugs, ccpem symposium.",5.0,4.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"Jira, Google docs, github",2.0,Facility training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,7,Agree,Agree,Agree,2,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught + university and professional courses,Yes,"More js, more cuda, more management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -245,328.0,2018-09-13 21:36:11,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,10.0,7,2,2,3,2,8,4,2,3,4,Private company,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Agree,Agree,Disagree,6,Strongly Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,HPC,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -246,329.0,2018-09-13 23:45:20,United States of America,Yes,Doctorate,Physics and Astronomy,,No,3,Yes,18.0,8,1 (None at all),3,2,3,8,2,2,2,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,Yes,2016 AGU Fall Meeting,6.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Travis CI, Coveralls, Landscape.io, Zenodo, Bitbucket, MediaWiki",2.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,5,Agree,Agree,Agree,Disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Grad school; work as a Professional Services Engineer at a software company,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -247,330.0,2018-09-14 00:36:26,Spain,Yes,PhD,Physics and Astronomy,,No,5 - Mostly other people,Yes,9.0,8,2,3,3,1 (None at all),5,4,5,5,2,University,Full Time,Permanent -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,No,,1.0,12.0,90.0,No,5.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,Yes,No,bitbucket,1.0,"Local university training, HPC Academy",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Disagree,Disagree,Strongly disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Practice,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -248,331.0,2018-09-14 06:37:40,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,2,No,5.0,4,6,1 (None at all),3,2,7,3,1 (None at all),5,4,University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,1.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),6,Zenodo,Yes,No,No,Yes,No,No,github,2.0,Undergraduate teaching,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,5,Disagree,Disagree,Strongly disagree,7,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -249,332.0,2018-09-14 09:08:36,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,Registered Clinical Scientist,No,2,Yes,1.0,6,4,2,2,4,6,8,3,3,3,Other,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Desire to advance research,Opportunity for career advancement,The salary,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,Yes,MIUA,5.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),none,No,No,No,Yes,No,No,"Bitbucket, Jira, Confluence",3.0,"Internal software development, internal software quality management training",No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,9,9,Agree,Agree,Strongly disagree,2,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,NHS Scientist Training Program in Bioinformatics,Yes,"improved ML knowledge, object-oriented programming, real-time data processing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -250,333.0,2018-09-14 09:37:43,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,10.0,5,4,4,2,3,5,4,4,3,2,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,RSE2017,20.0,5.0,,,3.0,No,No,Yes,Yes,No,,8,6,6,Zenodo,Yes,No,Yes,Yes,No,No,"GitHub, Gitlab, Redmine, CRAN, Zenodo",1.0,internal workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Strongly Agree,Neither agree or disagree,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -251,334.0,2018-09-14 10:02:34,Germany,Yes,Doctorate,Economics,,No,4,No,8.0,7,3,2,1 (None at all),1 (None at all),4,7,4,1 (None at all),2,Leibniz Association,Full Time,Fixed term -- funded by project funds,5.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,,,,,,2.0,No,No,No,Yes,No,,8,2,3,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Strongly Agree,Strongly Agree,Strongly Agree,2,Agree,Agree,Agree,Disagree,Disagree,Disagree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -252,335.0,2018-09-14 10:04:33,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,16.0,7,2,4,2,3,5,8,1 (None at all),1 (None at all),3,University,Full Time,Permanent -- funded by project funds,,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,5,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,Github,2.0,"Software Carpentry, local university graduate courses",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Strongly Agree,Agree,Strongly disagree,Strongly Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Picked them up on the job, short and random training courses.",Yes,"parallel programming, time management, some web stuff (?)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -253,337.0,2018-09-14 11:11:50,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Electrical & Electronic Engineering,,No,2,No,4.0,5,5,1 (None at all),1 (None at all),1 (None at all),4,2,4,4,1 (None at all),Government,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,I want to learn new skills,Opportunity to develop software,The salary,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,10 (All the time),Strongly Agree,Disagree,Neither agree or disagree,Strongly disagree,Agree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self studying,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -254,338.0,2018-09-14 11:28:51,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,,3,No,20.0,7,6,3,2,4,5,7,2,4,2,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,Intelligent Systems In Molecular Biology (ISMB),4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,4,Strongly Agree,Agree,Disagree,6,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job and personal study,Yes,"testing, presentation, deep neural networks",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -255,339.0,2018-09-14 11:54:59,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,,1,No,10.0,2,1 (None at all),1 (None at all),1 (None at all),9,8,6,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),5,university library,Yes,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,5,Agree,Agree,Disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, short courses, asking colleagues",Yes,"making a script I've written available for non-specialists to use, learning a lower level language, communication skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -256,340.0,2018-09-14 12:14:03,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,3,No,3.0,3,5,3,2,8,7,7,3,4,6,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,The salary,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,2.0,No,Yes,Yes,Yes,No,,3,3,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Strongly Agree,Agree,Agree,10 (All the time),Agree,Strongly Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Teamwork, project management, coding practices",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -257,341.0,2018-09-14 12:43:41,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,M. Eng,No,2,Yes,6.0,6,4,2,1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,10.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,Yes,SMARTER,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,Yes,No,"Slack, Github, Gitlab, Bitbucet",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,5,Strongly Agree,Neither agree or disagree,Agree,6,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Testing, designing, spreading the software to potential users",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -258,344.0,2018-09-14 13:03:49,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,2,No,7.0,4,7,2,1 (None at all),3,7,10 (All my time),4,4,3,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,Yes,IEEE International Conference on Ubiquitous Intelligence and Computing (UIC),3.0,2.0,,,2.0,No,No,No,Yes,No,,7,10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"Github for software, Overleaf for papers",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,8,Strongly Agree,Strongly Agree,Disagree,3,Neither agree or disagree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On demand,Yes,"Python (improve my skills), Good coding practises (improve my skills), Project management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,345.0,2018-09-14 14:19:32,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,PhD,No,2,,3.0,6,2,1 (None at all),4,3,8,3,1 (None at all),5,2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,5.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,9,5,3,"Zenodo, ORDA",Yes,No,No,Yes,No,No,GitHub,10.0,"Software Carpentry, local university training, funding body supported regional training, summer schools",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As part of my PhD,Yes,"Data Engineering, formal testing training",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -260,346.0,2018-09-14 14:35:51,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,Yes,3,Yes,8.0,8,7,4,2,3,8,4,1 (None at all),2,1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,40.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,The salary,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,Too many to list,6.0,4.0,,,1.0,No,No,No,Yes,No,,9,8,3,Zenodo,Yes,No,No,Yes,No,No,"Bitbucket, Github, Gitlab",6.0,"local, sc",No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,8,9,Strongly Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Training/on the job/engage with others,Yes,"Cuda, time management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -261,347.0,2018-09-14 15:17:45,Germany,Yes,Master degree,Chemical Engineering,,No,5 - Mostly other people,Yes,10.0,5,5,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),Leibniz Association,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,Flexible working hours,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,,,1.0,Yes,No,No,Yes,No,,5,5,5,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,on my own,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -262,348.0,2018-09-14 15:31:48,Czech Republic,Yes,master,Physics and Astronomy,,No,2,No,2.0,6,4,1 (None at all),2,4,4,7,1 (None at all),4,2,National laboratory,Part-time,Research/Student Assistant,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -263,349.0,2018-09-14 15:44:58,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,,30.0,7,4,1 (None at all),1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Flexible working hours,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -264,350.0,2018-09-14 18:32:18,United States of America,No,Doctorate,Biological Sciences,PhD,Yes,4,Yes,10.0,8,4,4,1 (None at all),2,6,6,2,4,3,Private company,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"API Strategy and Practice, BioIT World, Biophysical Society",2.0,4.0,,,1.0,Yes,No,No,Yes,No,,6,5,1 (None at all),I don't use DOIs,What is ORCID?,No,No,Yes,No,No,github,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,1,Disagree,Agree,Disagree,9,Neither agree or disagree,Agree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught + academia,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -265,351.0,2018-09-14 18:53:49,Germany,Yes,Master degree,,,Yes,4,No,15.0,2,4,9,1 (None at all),5,6,6,5,3,5,Other,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,,,,,2.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,No,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Agree,Agree,Agree,3,,Disagree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -266,352.0,2018-09-14 22:35:36,United States of America,No,Master degree,Biological Sciences,,No,2,No,2.0,4,1 (None at all),1 (None at all),2,5,8,2,1 (None at all),3,3,Private company,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,I want to learn new skills,Desire to advance research,The salary,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,bitbucket,2.0,"Software Carpentry, R-Ladies",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Strongly Agree,Strongly disagree,8,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Masters education, on the job, some online tutorials/""practice""",Yes,"technical collaboration, python web development, javascript",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -267,354.0,2018-09-15 11:09:29,Germany,Yes,Doctorate,Economics,,No,3,No,9.0,4,4,3,2,2,3,6,1 (None at all),2,3,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,30.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,Yes,,3.0,10.0,,,3.0,No,No,No,Yes,Yes,,3,8,5,,Yes,No,Yes,Yes,No,No,,5.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,3,Disagree,Strongly disagree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -268,355.0,2018-09-15 16:15:11,Netherlands,Yes,PhD,Computer Science,,No,5 - Mostly other people,Yes,20.0,5,3,2,1 (None at all),1 (None at all),,,,,,Non-profit organization,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"EGU, IEEE eScience, WSSSPE, SC",2.0,3.0,,,10.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer Science PhD, on the job as an RSE",Yes,Project Management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -269,358.0,2018-09-16 16:07:56,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Computer Science,,No,4,Yes,35.0,7,7,2,2,3,7,7,2,3,3,Private company,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,The salary,Desire to advance research,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,Several genomics conferences (not in my current employment),1.0,5.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,"Microsoft Teams, VSTS",3.0,AI Residency training at company,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Agree,Agree,5,Disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Agree,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -270,359.0,2018-09-17 00:37:12,New Zealand,Yes,Other,Computer Science,,No,5 - Mostly other people,Yes,6.0,6,2,1 (None at all),1 (None at all),1 (None at all),7,3,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,4.0,2.0,,,4.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Trello, GitHub, Google Drive",2.0,"Software Carpentry, Research Bazaar",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,5,Agree,Agree,Disagree,5,Agree,Disagree,Disagree,Disagree,Disagree,Strongly disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University Degree,Yes,Machine Learning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -271,360.0,2018-09-17 10:13:33,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,Yes,7.0,7,4,7,2,3,7,3,7,2,3,National laboratory,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,"European Space Weather Week, International Union of Geodesy and Geophysics",5.0,1.5,,,1.0,No,No,No,No,No,,4,7,4,Zenodo,Yes,No,Yes,Yes,No,No,"Gitlab, Github",3.0,"Software Carpentry, local government lab training: git gitlab, ansible",Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,,3,Neither agree or disagree,Agree,Disagree,8,Agree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -272,361.0,2018-09-17 11:28:03,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,3,Yes,6.0,6,7,2,4,3,6,7,2,4,3,National laboratory,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,The salary,Same researcher(s),Yes,Named as co-author,No,,1.0,5.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,bitbucket,3.0,organise events locally,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,1,Neither agree or disagree,Agree,Strongly disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught/light undergraduate courses,,"project and time management, more formal python, data archival methods?, continuous integration and automatic testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -273,362.0,2018-09-17 12:02:07,Czech Republic,Yes,PhD,Physics and Astronomy,,No,3,Yes,10.0,8,4,3,2,1 (None at all),7,4,2,2,2,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"UK-RAMP kickoff meeting, 2018",2.0,5.0,3.0,No,1.0,No,Yes,No,Yes,No,No formal methodology,10 (All the time),8,1 (None at all),,Yes,No,Yes,Yes,No,No,"GitLab, CCPForge",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,,7,3,Strongly Agree,Agree,Neither agree or disagree,7,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Agree,Disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly myself and partly through a basic university trainings and a HPC summer school,Yes,"Much improved knowledge of python libraries such as pandas, sci-kit learn, etc. Also improved knowledge of web-based and real-world technologies used in industry.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -274,363.0,2018-09-17 12:13:54,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Physics and Astronomy,,No,4,Yes,20.0,9,7,2,1 (None at all),1 (None at all),8,8,1 (None at all),2,10 (All my time),University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Flexible working hours,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,Yes,,7,4,5,what?,Yes,No,Yes,Yes,No,No,"github,docker hub,slack,npm",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Taught.,Yes,"talking,presenting",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -275,364.0,2018-09-17 12:37:53,United Kingdom of Great Britain and Northern Ireland,No,Undergraduate degree,Computer Science,,Yes,5 - Mostly other people,Yes,18.0,1 (None at all),4,9,3,3,1 (None at all),5,8,3,3,University,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,,35.0,1.0,,,3.0,No,No,No,Yes,No,,7,10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"GitHub, Slack, Skype, Travis, Code Climate, Coveralls",2.0,"Software/Data Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,CS UG then largely self taught,Yes,"Coaching, Leadership, Management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -276,365.0,2018-09-17 14:36:36,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,1,No,15.0,3,7,1 (None at all),2,1 (None at all),5,5,1 (None at all),2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,Yes,"RSE, Several particle acclerator converences",2.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Sourceforge, github",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Strongly Agree,4,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"New standards (C++11-17, openACC, openCL). things I might have missed from a more formal programming courses (I did a degree in physics and self taught programming).",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -277,366.0,2018-09-17 14:39:55,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,4,Yes,12.0,6,3,2,4,4,7,5,1 (None at all),4,4,Private company,Part-time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -278,368.0,2018-09-18 09:02:54,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,Yes,3,Yes,17.0,6,2,5,2,4,7,3,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -279,369.0,2018-09-18 09:17:42,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,10.0,7,4,3,4,4,7,6,1 (None at all),4,3,Private company,Full Time,Permanent -- funded by project funds,20.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,The salary,Freedom to choose own working practices,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,No,No,No,,4.0,"Local university training,",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"BBC Micros, through to my Ph.D. and learning from online material.",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -280,370.0,2018-09-18 09:44:49,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,,No,2,Yes,10.0,2,2,3,1 (None at all),3,2,4,1 (None at all),2,2,Non-profit organization,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,8.0,,,3.0,No,No,No,Yes,No,,9,6,4,,Yes,No,Yes,Yes,No,No,GitHub,5.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Strongly Agree,Agree,2,Strongly disagree,Disagree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -281,372.0,2018-09-18 10:34:33,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,,No,5 - Mostly other people,Yes,5.0,8,1 (None at all),1 (None at all),2,3,,,,,,National laboratory,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,The salary,Same researcher(s),Yes,Not mentioned at all,No,,2.0,,,,1.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Disagree,Strongly disagree,Neither agree or disagree,10 (All the time),Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -282,374.0,2018-09-18 11:28:24,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,3,Yes,10.0,8,3,2,1 (None at all),2,9,4,1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Flexible working hours,The salary,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,IEEE eScience 2017,4.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,8,6,,What is ORCID?,No,No,Yes,No,No,"BitBucket, GitHub",2.0,Visualisation training for industry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Agree,Neither agree or disagree,3,Agree,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Agree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate/Post-graduate Study, Industry Experience",Yes,"Time Management, Use of Collaborative Tools, Testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -283,375.0,2018-09-18 11:29:59,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,,Yes,4,No,12.0,4,5,7,4,4,8,8,3,4,1 (None at all),National laboratory,Part-time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,Yes,Computational chemistry conferences,6.0,5.0,,,4.0,Yes,No,No,Yes,No,,8,7,3,,Yes,No,Yes,Yes,No,No,,4.0,CoSeC training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mentoring, training courses, learning by doing",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -284,376.0,2018-09-18 13:59:14,United States of America,Yes,Undergraduate degree,East & South Asian Studies,,No,0 - Mostly me,Yes,3.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),2,10 (All my time),1 (None at all),1 (None at all),1 (None at all),2,University,Part-time,"Freelancer, consultant, contractor",1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -285,377.0,2018-09-18 17:48:21,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geology,,Yes,5 - Mostly other people,Yes,13.0,2,3,4,1 (None at all),2,6,3,1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,The salary,Same researcher(s),Yes,Named as co-author,Yes,UK Cancer Genetic Group meetings,3.0,4.0,,,2.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,Yes,No,Yes,No,No,GitHub,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I taught myself on the job and attended courses offered by the university,Yes,"writing reliable code, testing, GitHub",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -286,378.0,2018-09-19 02:18:41,Australia,Yes,AQF 10 - Doctoral Degree,04 Earth Sciences,,No,3,No,20.0,6,7,5,2,4,6,8,3,4,4,Government,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,The salary,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,biannual industry conference,2.0,2.0,,,1.0,No,No,No,Yes,No,,8,8,2,,Yes,No,No,Yes,No,No,"Gitlab, bitbucket",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,3,6,Disagree,Agree,Disagree,8,Agree,Disagree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,No,Difficult to tell -- software engineering seems to have ignored Fortran ...,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -287,380.0,2018-09-19 14:56:28,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,5.0,9,7,1 (None at all),3,3,10 (All my time),10 (All my time),1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Ability to work across disciplines,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,ParCo,2.0,2.0,,,2.0,No,No,No,Yes,No,,8,8,6,,No,No,No,Yes,No,No,"Slack, Git",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,3,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, industry",Yes,Understanding my career path as an RSE. Gain more experience publishing papers. How I can gain a permanent position as a RSE.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -288,381.0,2018-09-19 15:53:31,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,Yes,30.0,5,2,1 (None at all),1 (None at all),4,9,2,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Mainly ADASS.,2.0,5.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"Gitlab, gtihub",0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Agree,Strongly disagree,10 (All the time),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job and by exposure to other developers. Occasionally starter courses.,No,None.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -289,382.0,2018-09-19 18:03:34,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,"Master Engineering, Master in Statistics, PhD in Systems Biology",Yes,3,Yes,10.0,5,5,3,2,3,6,8,3,2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,IWBDA,30.0,2.0,,,1.0,Yes,No,Yes,Yes,No,,9,9,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, Gitlab",2.0,iBioIC,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Strongly Agree,Disagree,6,Disagree,Agree,Strongly Agree,Disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self taught, academia, side projects, professional experience",No,"people management, paper writing, grant writing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -290,384.0,2018-09-20 05:22:24,New Zealand,Yes,Doctorate,General Engineering,,No,5 - Mostly other people,Yes,20.0,8,3,1 (None at all),2,1 (None at all),8,3,1 (None at all),2,1 (None at all),University,Part-time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Acknowledged in the main text,Yes,NZ Geothermal Workshop,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket",2.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,6,Agree,Agree,Disagree,6,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -291,385.0,2018-09-20 05:39:00,New Zealand,Yes,Doctorate,Electrical & Electronic Engineering,,No,3,Yes,30.0,6,5,2,1 (None at all),2,5,7,2,2,2,National laboratory,Full Time,Permanent -- funded by project funds,38.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"IGARSS, Pedometrics-2017",6.0,2.0,,,1.0,No,No,No,Yes,No,,7,8,3,Institutional resources,Yes,No,No,Yes,No,No,"github, gitlab",1.0,Software Carpentry,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,6,Disagree,Agree,Neither agree or disagree,5,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Agree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Qualifications as an applied statisician,Yes,"Optimisation methods, MPI",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -292,386.0,2018-09-20 08:25:39,New Zealand,Yes,Undergraduate degree,Mathematics,,No,5 - Mostly other people,Yes,23.0,9,1 (None at all),2,1 (None at all),2,9,2,1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,Opportunity for career advancement,Same researcher(s),No,Named as main author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Disagree,Strongly disagree,,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,,,,,,,University degree,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -293,387.0,2018-09-20 08:41:55,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,Yes,4,Yes,17.0,6,2,5,1 (None at all),3,8,4,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by project funds,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,Human Brain Project Workshops / Conferences,1.0,6.0,,,4.0,No,No,No,Yes,No,,10 (All the time),6,7,Zenodo,Yes,No,No,Yes,No,No,Github,2.0,"Annual SpiNNaker Workshop, Human Brain Project CodeJam events",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Agree,Agree,3,Strongly disagree,Agree,Agree,Disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University Degree / Self Taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -294,388.0,2018-09-20 09:39:27,Netherlands,Yes,PhD,Physics and Astronomy,,Yes,4,Yes,7.0,4,1 (None at all),4,2,2,,,,,,University,Full Time,Permanent -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,6.0,2.0,,,2.0,Yes,No,No,No,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,4.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Strongly Agree,Strongly Agree,Disagree,Disagree,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,PhD + Industry experience,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -295,389.0,2018-09-20 11:06:59,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,Yes,4,Yes,20.0,6,2,4,1 (None at all),2,7,1 (None at all),3,1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,,,,1.0,No,No,No,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,5.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,Parallel programming (both HPC and GPU),2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -296,390.0,2018-09-20 12:23:50,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,1,No,4.0,8,8,2,1 (None at all),2,9,7,3,3,2,National laboratory,Full Time,Research/Student Assistant,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,No,Yes,No,No,GitLab,2.0,Local coding group,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University courses / self tought,Yes,"Machine learning, databases/SQL, C++, Javascript",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -297,391.0,2018-09-20 16:41:23,United States of America,No,Master degree,Physics and Astronomy,,No,5 - Mostly other people,Yes,20.0,8,2,1 (None at all),3,2,8,2,1 (None at all),3,2,Private company,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity to develop software,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,SuperComputing,5.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,7,1,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No,Mangement,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -298,394.0,2018-09-21 13:56:40,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Physics and Astronomy,,No,4,No,10.0,7,1 (None at all),1 (None at all),1 (None at all),3,3,1 (None at all),3,1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,"AARC2, HTCondor",6.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),6,6,,Yes,No,No,Yes,No,No,"Github, Gitlab",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Strongly Agree,Strongly Agree,8,Strongly Agree,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Managerial, Organisation, Automation",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -299,395.0,2018-09-21 16:17:44,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mechanical Engineering,,Yes,4,Yes,34.0,4,1 (None at all),8,2,2,8,8,3,5,3,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,,,25.0,3.0,,,2.0,Yes,No,No,Yes,No,,2,2,2,zenodo,Yes,No,Yes,Yes,No,No,MS Azure; GIT; Wordpress plugins; OpenProject,3.0,"local Undergraduate, Post graduate and software carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,4,8,Neither agree or disagree,Disagree,Neither agree or disagree,7,Strongly disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I am not formally an RSE. I identify with that role. I have many years programming experience in commercial and academic roles; some training courses; a lot self taught; My Ph.D. allowed me to get this job.,Yes,How to negotiate time on projects. How to convince scientists to use my computing skills. As I am no longer considered as an academic many avenues are closed.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -300,396.0,2018-09-24 01:25:57,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,08 Information and Computing Sciences,,No,5 - Mostly other people,Yes,10.0,7,1 (None at all),2,1 (None at all),7,8,1 (None at all),1 (None at all),1 (None at all),6,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,I want to learn new skills,Flexible working hours,Opportunity for career advancement,The salary,Regularly change researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,No,No,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,3,Strongly disagree,Strongly disagree,Strongly disagree,8,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job,Yes,"Developing with web frameworks (e.g. Angular 2, React); developing with Python; developing with R",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -301,397.0,2018-09-24 02:08:06,New Zealand,Yes,Doctorate,Mechanical Engineering,,No,1,Yes,29.0,6,5,4,1 (None at all),2,4,5,1 (None at all),3,3,Private company,Part-time,"Freelancer, consultant, contractor",0.0,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Opportunity to develop software,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,Yes,WCCM,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,5,0 - Not at all satisfied,,Strongly disagree,,,,Strongly disagree,Strongly disagree,,,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Commercial software development,No,Marketing and brand management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -302,398.0,2018-09-24 06:41:59,New Zealand,Yes,Master degree,Physics and Astronomy,,No,4,No,20.0,9,9,1 (None at all),1 (None at all),3,9,9,1 (None at all),1 (None at all),3,University,Full Time,Research/Student Assistant,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Not mentioned at all,Yes,,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Travis, Sourceforge",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,3,Agree,Neither agree or disagree,Strongly Agree,Disagree,Neither agree or disagree,Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -303,400.0,2018-09-24 15:15:06,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,10.0,7,2,3,2,2,6,5,3,2,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,2.0,,,2.0,Yes,No,No,No,Yes,,10 (All the time),2,2,,Yes,No,No,Yes,No,No,,3.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,4,Agree,Agree,Agree,5,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -304,401.0,2018-09-24 15:17:22,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,3.0,7,3,2,1 (None at all),4,8,3,2,4,5,University,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,Europython,5.0,1.0,,,0.0,No,Yes,No,No,No,,5,8,1 (None at all),,Yes,No,No,Yes,No,No,Git,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Neither agree or disagree,Neither agree or disagree,4,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Master course introduction to FORTRAN, the rest is self taught",Yes,"successful collaboration, good code practice (eg layout,comments etc), how to create easily usable packages (eg send a complicated script off to anyone and it will just run)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -305,402.0,2018-09-24 15:17:44,Norway,Yes,bachelor,Computer Science,,No,5 - Mostly other people,Yes,10.0,7,1 (None at all),3,2,5,8,1 (None at all),1 (None at all),4,7,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,4.0,1.0,,No,1.0,Yes,No,No,Yes,Yes,Kanban,1 (None at all),1 (None at all),1 (None at all),Zenodo,What is ORCID?,No,No,Yes,No,No,"gitlab, github",1.0,coderefinery,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Neither agree or disagree,Disagree,Strongly disagree,6,Disagree,Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,coming from industry,Yes,"management, Big Data, Machine learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -306,403.0,2018-09-24 15:18:29,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,7.0,7,2,2,4,4,8,3,3,3,2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to advance research,"Different researchers, same research group",No,Named as co-author,Yes,"IOP Computational Plasma Physics, EPS Plasma Physics",5.0,,,,4.0,No,No,No,Yes,No,,9,8,4,Zenodo,Yes,No,No,Yes,No,No,"Github, bitbucket",20.0,Local departmental training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Management, outreach, API design",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -307,404.0,2018-09-24 15:20:31,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Geography & Environmental Sciences,,No,4,Yes,6.0,7,5,2,1 (None at all),3,7,6,2,4,3,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Desire to advance research,The salary,Same researcher(s),No,Named as co-author,Yes,"RSE, ISNGI",3.0,2.0,,,2.0,No,No,No,Yes,No,,7,7,6,Zenodo,Yes,No,No,Yes,No,No,"Github, PivotalTracker, Slack, Gitlab",4.0,Local university (school/department-level courses),No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Neither agree or disagree,5,Disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Working as a professional software developer; then masters course,Yes,"Developing reusable tools, documentation, teaching",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -308,405.0,2018-09-24 15:22:07,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,6.0,5,4,2,6,4,5,7,1 (None at all),4,3,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Opportunity for career advancement,The salary,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,"European Geosciences Union, British Society for Geomorphology",1.0,6.0,,,3.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),8,Zenodo,Yes,No,Yes,Yes,No,No,,2.0,Software Carpentry,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Strongly disagree,,,,,,,,iOS,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Better data visualisation, maths and statistics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -309,407.0,2018-09-24 15:30:22,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,English,QTS - Qualified Teacher Status,No,5 - Mostly other people,Yes,3.0,8,2,1 (None at all),1 (None at all),2,9,2,1 (None at all),1 (None at all),2,University,Full Time,Permanent -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,9,8,8,,No,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,9,8,Strongly Agree,,,2,Neither agree or disagree,Neither agree or disagree,Agree,,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,No,No,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,Bootcamp training (Makers Academy),Yes,"Other programming languages (R , for example), Data Analysis, Database Architecture",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -310,409.0,2018-09-24 15:35:26,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,3.0,8,1 (None at all),1 (None at all),1 (None at all),3,7,3,3,3,3,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,2.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,"GitHub, Bitbucket, GitLab",8.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,,Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,PhD experience,Yes,Managing a team. Growing a team. Requirements gathering.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -311,410.0,2018-09-24 15:39:06,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,1,No,13.0,4,9,2,2,1 (None at all),6,9,1 (None at all),2,2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,No,,5.0,1.0,,,1.0,No,Yes,No,No,No,,2,2,1 (None at all),,Yes,No,No,Yes,No,No,"Gitlab, Slack, git.soton.ac.uk",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self taught. Software carpentry helped with starting Python, testing and Git",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -312,411.0,2018-09-24 15:40:23,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Chemistry,,No,5 - Mostly other people,Yes,4.0,8,1 (None at all),2,2,2,7,1 (None at all),3,3,1 (None at all),University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Biophysics,3.0,2.0,,,2.0,No,No,No,Yes,No,,8,9,4,Zenodo,No,No,No,Yes,Yes,No,"GitHub, BitBucket",3.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-taught, Training Courses, Online Documentation, Online Tutorials",Yes,"Project Management, JavaScript, Algorithms",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -313,414.0,2018-09-24 15:57:18,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,Yes,3,No,3.0,7,4,1 (None at all),1 (None at all),1 (None at all),8,6,1 (None at all),2,5,University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -314,415.0,2018-09-24 16:09:03,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,1,Yes,4.0,7,9,3,3,5,9,10 (All my time),1 (None at all),1 (None at all),2,University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"Northern star formation meeting 2017, Wonders of star formation Edinburgh, Star Formation mapper Grenoble",3.0,2.0,,,1.0,No,No,No,Yes,No,,8,8,7,,Yes,No,No,Yes,No,No,github,2.0,Got funding from software sustainability institute to run a resies of talks and workshops at my university,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,8,8,Agree,Strongly Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Laregly self-taught. Some undergraduate courses,Yes,"More experience collaborating, more experience with testing, more expereince publishing open source software",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -315,416.0,2018-09-24 16:28:12,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Physics and Astronomy,MPhys,No,0 - Mostly me,Yes,3.0,5,5,1 (None at all),2,5,4,7,1 (None at all),4,5,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -316,417.0,2018-09-24 18:29:46,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geography & Environmental Sciences,,No,4,No,5.0,8,6,2,2,3,8,6,3,3,3,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,Named as main author,Yes,,2.0,5.0,,,0.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Strongly Agree,3,Disagree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -317,419.0,2018-09-24 18:50:41,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,,Yes,5 - Mostly other people,Yes,10.0,7,4,2,2,3,7,4,1 (None at all),3,1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,ICQC 2018,6.0,6.0,,,2.0,No,No,No,Yes,Yes,,7,6,1 (None at all),,Yes,No,No,Yes,No,No,"BitBucket, BuildKite",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -318,420.0,2018-09-25 06:08:35,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,09 Engineering,,No,3,No,9.0,6,2,3,2,4,6,2,3,2,4,University,Full Time,Prefer not to say,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,University,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,3.0,,,1.0,No,No,Yes,Yes,Yes,,7,3,1 (None at all),,No,No,No,Yes,No,No,,5.0,"Software/Data carpentry, local HPC on boarding sessions",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,3,Disagree,Agree,Agree,7,Agree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Formal education, on-the-job learning, self study",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -319,421.0,2018-09-25 08:20:44,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,1,No,10.0,7,8,2,3,5,8,9,1 (None at all),5,3,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,The salary,Same researcher(s),No,Acknowledged in the main text,No,,,,,,4.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,Yes,Yes,Yes,No,"GitHub, BitBucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,No,Yes,No,Yes,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught: online tutorials, colleagues' advice, supervisor's advice",,"workflow, continuous test integration",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -320,422.0,2018-09-25 09:21:12,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,,No,4,Yes,8.0,8,2,3,1 (None at all),3,9,3,3,2,3,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,8.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,10 (All the time),1 (None at all),Zenodo,Yes,No,No,Yes,Yes,No,"Github, Slack, Trello, MS Teams",1.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,3,Disagree,Disagree,Strongly Agree,Disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergrad, previous research projects, ""learning by doing""",Yes,Estimating time needed for project work when being added to a bid or quoting for time.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -321,423.0,2018-09-25 09:50:11,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,2,Yes,20.0,7,2,2,3,2,9,3,1 (None at all),2,1 (None at all),University,Full Time,Permanent -- funded by project funds,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,Yes,"Supercomputing, eScience conference",3.0,1.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,Yes,Yes,No,No,"Slack, Trello, Gitlab, GitHub",5.0,"MSc course teaching, Scottish Enterprise training course",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Neither agree or disagree,Strongly Agree,5,Disagree,Agree,Agree,Strongly disagree,Disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,On the job.,Yes,How to talk to researchers; new cloud systems and what it means for the research environments; proper (!) big data challenges,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -322,424.0,2018-09-25 09:59:32,Netherlands,Yes,PhD,Physics and Astronomy,-,No,0 - Mostly me,Yes,15.0,2,2,3,1 (None at all),8,,,,,,University,Full Time,Permanent -- funded by Institution core funding,18.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,2.0,,,1.0,No,Yes,No,No,No,,10 (All the time),6,1 (None at all),,No,No,No,Yes,No,No,GitHub,1.0,Machine learning,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,2,,,,,,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"During study, as a Ph.D. student, in the software industry, personal study",Yes,"testing, continuous integration/continuous deployment, statistics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -323,427.0,2018-09-25 10:48:16,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Electrical & Electronic Engineering,Software carpentry instructor,No,0 - Mostly me,No,5.0,6,9,3,2,3,8,8,2,5,5,University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,,,2.0,1.0,,,1.0,No,No,No,Yes,No,,7,10 (All the time),7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, BitBucket, GitLab",3.0,"Software Carpentry, demonstrating university courses, local university training (NGCM summer academy)",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,5,Agree,Agree,Agree,6,Disagree,Disagree,Strongly Agree,,,Strongly Agree,Disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University + self-taught,Yes,"Full-stack development (particularly in Python), Git for large projects (many active colloaborators), Commercial software development core skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -324,428.0,2018-09-25 11:08:34,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,Yes,5 - Mostly other people,Yes,15.0,3,2,8,1 (None at all),2,5,3,5,1 (None at all),2,National laboratory,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,9,5,7,Zenodo,Yes,No,No,Yes,No,No,"Github, Gitlab",0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,Agree,Agree,Agree,4,Strongly disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Combination of developing software in industry, MSc in AI and cross-disciplinary computational PhD (computational neuroscience)",Yes,"Stronger functional programming, More advanced testing, becoming better at focussing on one thing to completion when I have too many things to do",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,431.0,2018-09-25 19:57:17,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Computer Science,,Yes,4,Yes,10.0,4,3,4,2,2,7,3,1 (None at all),3,1 (None at all),Private company,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,3.0,3.0,,,7.0,Yes,No,No,Yes,No,,9,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, VSTS",5.0,"Microsoft AI Residency, MSR Internal Training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,4,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Strongly Agree,Strongly Agree,,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"BS in Computer Science, PhD in AI, years of experience",Yes,"Prioritization, Management, Assembly optimization",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -326,432.0,2018-09-26 06:18:30,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,3.0,8,3,1 (None at all),1 (None at all),4,6,4,1 (None at all),1 (None at all),4,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity for career advancement,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,The salary,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,,,,,5.0,Yes,No,No,Yes,No,,9,9,6,zenodo,Yes,No,No,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Neither agree or disagree,6,Agree,Disagree,Agree,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -327,433.0,2018-09-26 11:01:20,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,MSc,No,3,Yes,17.0,8,2,4,4,7,,,,,,University,Full Time,Permanent -- funded by project funds,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,Yes,Containers for Reproducible Research (C4RR),4.0,2.0,,,1.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),"None of my Software is public, no need",No,No,No,Yes,No,No,GitHub,3.0,Internal Training for our local Software stacks,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,7,,,,,,Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University & Self-taught,Yes,???,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -328,434.0,2018-09-26 12:27:40,Czech Republic,Yes,masters,Education,Ing.,No,5 - Mostly other people,No,13.0,4,2,1 (None at all),1 (None at all),2,4,2,1 (None at all),2,2,University,Full Time,Permanent -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,70.0,Yes,2.0,No,No,No,Yes,Yes,No formal methodology,10 (All the time),5,5,,Yes,No,No,Yes,No,No,"github, jenkins",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,3,Neither agree or disagree,Agree,Disagree,3,Disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self thought,Yes,"team managing, result publishing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -329,436.0,2018-09-26 15:33:14,Czech Republic,Yes,Ph.D.,Mathematics,,Yes,4,No,15.0,4,3,4,2,2,,,,,,University,Full Time,Permanent -- funded by project funds,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"ESCO, Fenics, CMWR",2.0,4.0,1.0,No,3.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, Slack, CircleCI",1.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,Disagree,Disagree,Strongly Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Basics at University, then mainly online resources (mauals, blokgs) and own experience.",Yes,"SW promotion, marketing, presentation",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -330,437.0,2018-09-26 17:29:06,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,No,28.0,6,3,2,3,5,7,3,2,3,4,University,Full Time,Permanent -- funded by project funds,23.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,Named as co-author,Yes,"GGF/OGF, eScience",2.0,2.0,,,2.0,No,No,No,No,No,,10 (All the time),5,1 (None at all),,Yes,Yes,Yes,Yes,No,No,"GitHub, GitLab, SourceForge, BitBucket",4.0,Carpentries,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,,Neither agree or disagree,,,Disagree,Neither agree or disagree,Disagree,,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Research, on the job training",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -331,438.0,2018-09-27 09:09:58,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,No,3,Yes,20.0,4,4,2,2,3,,,,,,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"eScience, CCGrid",8.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,No,No,No,Yes,No,No,"github, gitlab, bitbucket",3.0,"local, national",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Know the community,Yes,"Testing, preventing bit rot, refactoring.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -332,439.0,2018-09-27 09:54:32,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,Yes,5 - Mostly other people,Yes,20.0,4,2,8,1 (None at all),2,5,2,5,1 (None at all),2,Government,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,Yes,IEEE ARITH24,3.0,20.0,,,2.0,Yes,No,No,No,Yes,,8,3,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Trac,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,1 (None at all),Disagree,Agree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Education,Yes,"Better C++ , GPU programming, Advanced Python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -333,440.0,2018-09-27 10:52:58,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Sociology,,No,1,Yes,7.0,7,1 (None at all),5,2,1 (None at all),10 (All my time),5,3,3,1 (None at all),University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,3.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,3,Neither agree or disagree,Disagree,Disagree,,,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,,No,Yes,Yes,No,No,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-learner web resources,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -334,442.0,2018-09-27 12:20:50,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,5.0,7,2,2,3,2,8,8,2,3,2,University,Full Time,Permanent -- funded by project funds,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,5,5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,20.0,"Software Carpentry, Data Carpentry, University Training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -335,443.0,2018-09-27 13:06:46,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,FHEA,Yes,4,Yes,2.0,3,2,7,3,4,7,4,3,5,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,7,7,7,Zenodo,Yes,No,No,Yes,No,No,"Github.com, internal GitLab server",4.0,"Software Carpentry, Data Carpentry, local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,6,Agree,Agree,Disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Other,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Working on software during PhD; teaching software during lecturing position,Yes,"Managing software project lifecycle, time management, writing performant parallel code",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -336,444.0,2018-09-27 13:26:24,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,2,Yes,18.0,6,4,2,2,2,7,6,3,2,3,University,Full Time,Fixed term -- funded by project funds,1.7,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Named as main author,Yes,SmartCity-2018 Exeter; International Conference on Healthcare Informatics (ICHI '16).,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,What is ORCID?,No,No,Yes,No,No,github,6.0,"local university training (Research Software Eng. dept), software carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Disagree,2,Neither agree or disagree,Agree,Agree,Agree,Agree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Working as a research associate,Yes,Software development life-cycle training; software testing; publishing your software,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -337,445.0,2018-09-27 13:48:09,Norway,Yes,PhD,Physics and Astronomy,,No,5 - Mostly other people,Yes,3.0,8,1 (None at all),2,1 (None at all),4,9,1 (None at all),2,3,4,Other,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -338,446.0,2018-09-28 12:25:41,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,,30.0,7,4,1 (None at all),1 (None at all),3,,,,,,National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Same researcher(s),No,Not mentioned at all,,,,,,,2.0,No,No,No,Yes,No,,1 (None at all),3,1 (None at all),,No,No,Yes,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,6,Agree,Neither agree or disagree,Disagree,,,,,,,,,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -339,448.0,2018-09-28 13:39:14,Netherlands,Yes,PhD,Computer Science,,No,4,No,15.0,8,6,1 (None at all),2,2,,,,,,Other,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,,,,1.0,No,No,Yes,No,No,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,,,,,,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -340,449.0,2018-09-28 14:02:14,Netherlands,Yes,PhD,Physics and Astronomy,,No,3,No,7.0,7,2,2,1 (None at all),2,,,,,,NGO,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,2.0,No,No,Yes,No,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,6,,,,,,Disagree,Neither agree or disagree,,,,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self study,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -341,450.0,2018-09-28 14:23:10,Netherlands,Yes,PhD,Chemistry,,No,5 - Mostly other people,Yes,4.0,9,2,1 (None at all),1 (None at all),1 (None at all),,,,,,Non-profit organization,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,No,,4.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,,2.0,Workshops about some specific tools,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,,,,,,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-teaching,Yes,software architecture design / Team Work/ Time planning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -342,455.0,2018-09-30 14:07:26,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,Yes,3,Yes,14.0,4,4,4,3,4,6,6,3,1 (None at all),3,University,Full Time,Permanent -- funded by project funds,50.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,,10.0,30.0,,,5.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"Hepforge, github",1000.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,8,Agree,Strongly Agree,Agree,10 (All the time),Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,writing code for research,Yes,Knowledge of Julia and R,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -343,457.0,2018-10-01 09:41:24,Netherlands,Yes,PhD,Physics and Astronomy,,No,3,No,4.0,3,6,2,1 (None at all),2,,,,,,Non-profit organization,Part-time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,1.0,7.0,,,4.0,Yes,No,No,Yes,No,,10 (All the time),7,10 (All the time),zenodo,What is ORCID?,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,During my PhD and Postdoc and by myself,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -344,459.0,2018-10-01 10:33:24,Netherlands,Yes,HBO (Hoger beroepsonderwijs) Master,Chemical Engineering,,No,3,,25.0,7,2,2,3,4,,,,,,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,6,10 (All the time),Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,,,,,,Agree,Agree,Strongly disagree,Strongly Agree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,learn on the job,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -345,461.0,2018-10-01 13:02:38,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Medicine,MBBS,No,1,No,5.0,4,10 (All my time),4,2,3,3,8,3,3,2,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,The salary,Same researcher(s),No,Named as co-author,No,,2.0,0.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"github, docker, readthedocs, travisci, zenodo",10.0,"Software Carpentry, local university training, collaboration with other universities",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,2,Strongly disagree,Agree,Agree,Agree,Agree,Agree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Reasearch fellowship within a computational biology group,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,463.0,2018-10-01 15:42:12,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,5 - Mostly other people,Yes,20.0,2,3,1 (None at all),2,5,2,5,2,2,3,University,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,Yes,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -347,465.0,2018-10-01 16:02:36,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,General Engineering,,No,0 - Mostly me,No,24.0,5,5,2,3,1 (None at all),3,7,2,3,2,University,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,The salary,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,0.0,,,0.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,No,No,Yes,Git,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -348,466.0,2018-10-01 16:08:17,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Physics and Astronomy,,,3,,20.0,4,3,2,3,1 (None at all),3,8,2,3,3,University,Full Time,Permanent -- funded by Institution core funding,100.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Named as main author,Yes,neuroinformatics2017,1.0,3.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),3,3,,Yes,No,No,Yes,No,No,"ROOT, boost",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Neither agree or disagree,Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Agree,Disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,PhD work,Yes,containers,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -349,469.0,2018-10-01 16:14:26,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,23.0,8,6,2,2,2,,,,,,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),No,Acknowledged in the main text,Yes,BSPS,6.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Agree,Neither agree or disagree,Neither agree or disagree,7,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,on-the-job experience,Yes,"Salesmanship, Presentation, Management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -350,470.0,2018-10-01 16:14:44,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,1,No,30.0,3,3,1 (None at all),7,2,4,9,1 (None at all),2,3,University,Full Time,Permanent -- funded by Institution core funding,87.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -351,473.0,2018-10-01 16:38:32,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,PhD,No,5 - Mostly other people,No,1.0,4,4,1 (None at all),1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,1.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,The salary,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,No,,1.0,2.0,,,2.0,No,No,No,No,No,,10 (All the time),10 (All the time),10 (All the time),,,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,,,,,,,,,,,,No,,,,,,,,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -352,474.0,2018-10-01 16:49:49,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,4,Yes,10.0,4,2,2,3,4,3,3,2,3,4,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,CCP5 AGMs,6.0,2.0,,,1.0,No,No,No,Yes,No,,8,9,5,"Zenodo, local library",Yes,No,No,Yes,No,No,"Github (.com and local enterprise), bitbucket",4.0,"Local university, Regional",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Agree,Strongly Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Slowly, little or no formal training/direction in practice.",Yes,"More technical knowledge, e.g. structure code, improving practice generally; More cloud skills; The mythical language of HR and University Finance.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -353,475.0,2018-10-01 16:55:36,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,2,No,35.0,3,7,2,4,2,2,8,2,3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),None,Yes,No,No,No,No,No,None,2.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Strongly Agree,Agree,3,Disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Agree,Strongly disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Degree and PhD and on-the-job training as a researcher,No,None,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -354,477.0,2018-10-01 17:29:44,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,"BSc, MSc, MPhil, PhD",Yes,5 - Mostly other people,Yes,10.0,5,4,3,2,1 (None at all),7,5,2,2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,6,4,1 (None at all),,What is ORCID?,No,No,No,Yes,No,,1.0,"local university, corperate",No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,7,6,Strongly Agree,Strongly Agree,Agree,4,Strongly disagree,Neither agree or disagree,Disagree,Disagree,Agree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,"OpenMPI, Fortran2003/C++ interface, shorthand",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -355,480.0,2018-10-02 01:42:15,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Physics and Astronomy,,No,2,Yes,13.0,7,9,1 (None at all),3,3,7,10 (All my time),1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -356,482.0,2018-10-02 09:51:57,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Chemistry,,No,3,No,3.0,3,8,2,4,3,2,9,1 (None at all),2,2,University,Full Time,Research/Student Assistant,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,2.0,3.0,,,6.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),4,,Yes,Yes,No,Yes,Yes,No,,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,5,Agree,Agree,Disagree,5,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Agree,Disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -357,483.0,2018-10-02 10:18:59,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,No,17.0,7,10 (All my time),3,2,2,5,10 (All my time),1 (None at all),3,3,University,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,3.0,,,3.0,Yes,No,No,Yes,No,,1 (None at all),9,1 (None at all),local library,Yes,No,No,No,No,No,,1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Agree,Strongly Agree,Disagree,Agree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Osmosis,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -358,484.0,2018-10-02 14:31:49,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,No,5 - Mostly other people,Yes,15.0,4,1 (None at all),1 (None at all),2,4,,,,,,National laboratory,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -359,485.0,2018-10-02 16:06:02,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,"CSci, FRSC",No,1,No,40.0,3,3,1 (None at all),1 (None at all),3,3,3,1 (None at all),1 (None at all),3,University,Part-time,"Freelancer, consultant, contractor",3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),5,local library,Yes,No,No,Yes,No,No,Overleaf,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Neither agree or disagree,Strongly Agree,,1 (None at all),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No,No answer,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -360,486.0,2018-10-02 17:45:04,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,No,3.0,3,5,1 (None at all),2,3,,,,,,University,Part-time,Fixed term -- funded by project funds,5.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,,,,,1.0,No,Yes,Yes,Yes,No,,5,9,1 (None at all),,Yes,No,No,Yes,No,No,Atlassian Bitbucket,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,5,Agree,Agree,Neither agree or disagree,,,,Disagree,Strongly disagree,Disagree,Disagree,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, using books and online tutorials",,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -361,487.0,2018-10-03 01:11:21,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Biological Sciences,"BSc, MRes",Yes,2,Yes,15.0,8,5,1 (None at all),2,2,8,8,1 (None at all),5,3,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,The salary,Desire to advance research,Ability to work across disciplines,Same researcher(s),Yes,Named as main author,Yes,Clinician Coders Workshops,3.0,2.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",20.0,"University course, workshops, seminars",Yes,No,No,No,No,Yes,Yes,No,Yes,No,Yes,No,No,Yes,No,No,Yes,,2,7,Neither agree or disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Personal development (primarily), and university",Yes,"Communication with non-specialist audience, teaching to researchers with minimal apetite",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -362,489.0,2018-10-04 08:36:38,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,2,No,9.0,4,5,4,6,4,6,9,1 (None at all),3,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,The salary,Regularly change researcher(s),No,Named as co-author,No,,,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,100.0,"Software carpentry, local university, my PhD students",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,2,Disagree,Agree,Strongly disagree,8,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Masters course and self-teaching,Yes,practical testing of real-world software,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -363,490.0,2018-10-04 11:57:11,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,15.0,8,1 (None at all),3,3,3,7,1 (None at all),4,3,,University,Full Time,Fixed term -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -364,492.0,2018-10-06 17:58:58,United States of America,Yes,Master degree,Business & Management Studies,,Yes,3,Yes,18.0,3,3,6,1 (None at all),1 (None at all),10 (All my time),4,1 (None at all),1 (None at all),1 (None at all),Private company,Full Time,Agency staff,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,The salary,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,4.0,,,2.0,Yes,Yes,Yes,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,Yes,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,7,Agree,Neither agree or disagree,Disagree,6,Neither agree or disagree,Disagree,Disagree,Strongly disagree,,Strongly disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,"Books, trial and error, Google (after a base of computer science classes as an undergrad)",No,"R, Python, Machine Learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -365,493.0,2018-10-08 01:22:41,Australia,Yes,AQF 10 - Doctoral Degree,04 Earth Sciences,,Yes,4,Yes,11.0,7,1 (None at all),4,2,1 (None at all),6,1 (None at all),5,2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,Yes,Yes,No,No,"github, bitbucket",3.0,local group training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -366,494.0,2018-10-08 14:03:54,Netherlands,Yes,PhD,Physics and Astronomy,,No,0 - Mostly me,No,8.0,6,3,1 (None at all),1 (None at all),3,,,,,,Non-profit organization,Part-time,Permanent -- funded by Institution core funding,1000.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as main author,Yes,domain conferences,4.0,2.0,,,2.0,No,No,No,Yes,Yes,,9,8,4,Zenodo,Yes,No,No,Yes,Yes,No,"Overleaf, GitHub, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,,,,,,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,practice as an astronomer,No,"networking, focus, prioritization",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -367,495.0,2018-10-11 00:01:28,New Zealand,Yes,Undergraduate degree,Electrical & Electronic Engineering,"BSC Comp Sci & Math, BE Computer Engineering",No,4,Yes,2.0,7,3,4,3,4,4,3,6,6,4,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,"eResearch 2018, QuakeCoRE Annual Meeting 2017/2018",5.0,6.0,,,3.0,No,No,Yes,Yes,No,,2,4,4,,Yes,No,No,Yes,No,No,"Jira, Confluence Wiki",2.0,"Local University, Software Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Disagree,5,Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Software Engineering Experience,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -368,498.0,2018-10-11 04:54:30,New Zealand,Yes,Doctorate,Physics and Astronomy,,No,1,No,25.0,6,8,2,1 (None at all),2,8,3,1 (None at all),1 (None at all),3,National laboratory,Part-time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in the main text,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,7,3,3,,Yes,No,No,Yes,No,No,GitHub.com,1.0,Ocean modelling,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,6,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,In my job as a scientist,No,"Python language, Vitualisation technologies, Versin control",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -369,500.0,2018-10-11 05:33:24,New Zealand,Yes,Doctorate,Biological Sciences,,No,2,No,10.0,6,4,2,1 (None at all),3,6,6,2,2,2,National laboratory,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,"New Zealand Freshwater Sciences Society, New Zealand Marine Sciences Society",8.0,2.0,,,1.0,No,Yes,No,No,No,,3,5,3,ResearchGate,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,5,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Postgraduate classes and google,Yes,Better reproducibility practises,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -370,502.0,2018-10-12 03:20:31,New Zealand,Yes,Doctorate,Geography & Environmental Sciences,,No,1,No,10.0,3,6,3,2,6,4,7,2,2,5,National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),No,Named as co-author,Yes,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Agree,Agree,Agree,Agree,Agree,Disagree,No,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught all my programming,Yes,code management and best practice,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -371,503.0,2018-10-12 12:21:14,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,,No,4,Yes,30.0,9,2,2,2,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,6,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,,,,,,Agree,Agree,Neither agree or disagree,Agree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self study,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -372,504.0,2018-10-12 12:41:31,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Bachelor,Politics,,No,5 - Mostly other people,Yes,15.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,Government,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Slack, Github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -373,505.0,2018-10-12 13:17:32,Sweden,Yes,PhD,Medicine,"PhD Medical bioinformatics, MSc Bioinformatics, MSc Plant Breeding",No,0 - Mostly me,Yes,15.0,8,3,2,2,5,9,5,2,2,3,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -374,507.0,2018-10-12 13:44:00,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,MSc,No,1,Yes,10.0,6,1 (None at all),2,1 (None at all),4,,,,,,Other,Full Time,Permanent -- funded by project funds,50.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,5.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,3,"Zenodo, ASCL",Yes,No,Yes,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Agree,Agree,Agree,,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job / some courses,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -375,508.0,2018-10-12 16:01:47,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,-,No,0 - Mostly me,No,2.0,4,4,2,1 (None at all),5,,,,,,Non-profit organization,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,6.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),-,Yes,No,No,Yes,No,No,"Github, GitLab, JIRA",0.0,-,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,,,,,,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studies, work experience, on-line tutorials/courses, documentation",Yes,"code packaging, new programming language(s), statistics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -376,509.0,2018-10-12 17:58:28,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,No,2,No,7.0,6,3,3,1 (None at all),2,,,,,,Other,Full Time,Fixed term -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Named as co-author,Yes,"isbi 2012, cimic",3.0,1.0,,,1.0,No,No,No,Yes,No,,6,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"github, trac, docker repo",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Disagree,,Strongly Agree,No,Yes,Yes,No,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,osmosis and experience,Yes,"software project planning, software life cycle management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -377,510.0,2018-10-12 21:31:03,Netherlands,Yes,PhD,Communication & Media Studies,,No,2,No,3.0,3,4,2,4,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,"eScience, International Communication Association, World Association of Public Opinion Research",1.0,5.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github,3.0,"local university, ad-hoc workshops at other universities",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,,,,,,Agree,Agree,Agree,Disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"best coding practices,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -378,511.0,2018-10-13 00:41:31,Netherlands,Yes,PhD,Biological Sciences,,No,4,No,15.0,4,2,6,1 (None at all),1 (None at all),,,,,,University,Part-time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"ICSB, COBRA, ISGSB",3.0,2.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),6,Zenodo,Yes,No,Yes,Yes,No,No,"Sourceforge, Github, Slack, Pivotal, PyPI, Anaconda cloud, OBS",1.0,local university,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,,,,,,Disagree,Neither agree or disagree,Agree,Agree,Agree,Disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Initially self taught and then working with professional programmers.,Yes,"teaching skills, Hadoop",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,512.0,2018-10-14 14:52:33,Netherlands,No,HBO (Hoger beroepsonderwijs) Master,Art & Design,MFA,No,3,Yes,20.0,5,1 (None at all),1 (None at all),2,5,,,,,,Other,Full Time,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,github npm jira trello,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,6,6,,,,,,,Agree,,,,Strongly disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,online tutorials (video & text). trying stuff out.,Yes,"data visualisation, management, networking, connecting with research institutions",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -380,513.0,2018-10-14 21:01:07,Netherlands,Yes,PhD,Mathematics,,No,4,No,20.0,2,7,3,3,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,Yes,,4.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,local university training,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"learn Python, GPU computing, improve my Git skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -381,516.0,2018-10-15 09:39:02,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,,No,3,Yes,2.0,6,4,1 (None at all),3,2,,,,,,Other,Full Time,Research/Student Assistant,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,5.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,,,,,,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -382,518.0,2018-10-15 12:06:15,Netherlands,Yes,HBO (Hoger beroepsonderwijs) Bachelor,Electrical & Electronic Engineering,?,No,5 - Mostly other people,Yes,18.0,6,2,1 (None at all),2,4,,,,,,University,Part-time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Not mentioned at all,No,,4.0,1.0,,,1.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,No,JEDI (Visual) Component Library;,1.0,Code rage from Embarcadero to see new technical developments,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,,,,,,Disagree,,Strongly disagree,Strongly disagree,Strongly disagree,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learn as I go; Solve every problem my colleagues have;,Yes,Increase my library code and make it more flexable; Improving my skills to communicate about what the software needs to do and document this. Keep up with de development of software,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -383,519.0,2018-10-15 12:20:09,Germany,Yes,Doctorate,General Engineering,Dr.-Ing.,No,3,Yes,7.0,8,2,2,1 (None at all),2,8,3,1 (None at all),3,1 (None at all),Leibniz Association,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,froscon18,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"github, gitlab",1.0,internal training for newcomers,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,4,Disagree,Neither agree or disagree,Disagree,3,Disagree,Disagree,Disagree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university, self-taught",Yes,"object-oriented programming, python, java",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -384,520.0,2018-10-15 13:27:19,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,Yes,3,Yes,18.0,5,3,6,2,4,,,,,,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,6.0,2.0,,,700.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),5,zenodo,Yes,No,No,Yes,No,No,mailing lists/gitlab/github,4.0,local departmental,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Agree,Agree,Neither agree or disagree,7,Neither agree or disagree,,,,,,,No,No,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job / self taught,No,none.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -385,521.0,2018-10-16 13:32:55,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,MSc,No,1,No,4.0,2,7,2,3,2,,,,,,Government,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,Yes,COMPARE general meeting,4.0,1.0,,,1.0,No,No,No,Yes,No,,9,6,1 (None at all),none,No,No,No,Yes,No,No,"GitHub, GitLab",2.0,The Carpentries,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,3,,,,,,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Online courses, tutorials and help pages, and Carpentries workshops.",Yes,"Project collaboration, validation testing and presentation.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -386,522.0,2018-10-17 10:39:27,Netherlands,Yes,PhD,Civil Engineering,"MSc, PhD",No,2,No,15.0,3,2,2,1 (None at all),3,,,,,,University,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,No,,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),8,1 (None at all),"4TU Centre for Research Data, Zenodo",Yes,No,Yes,Yes,No,No,github,6.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Disagree,Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by doing,Yes,Engaging researchers in good software development practices,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -387,523.0,2018-10-17 19:53:09,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,Msc,No,1,Yes,10.0,4,1 (None at all),2,3,3,,,,,,Private company,Part-time,"Freelancer, consultant, contractor",3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,private workshop,2.0,3.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,"bitbucket, github, trello",3.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,8,8,,,,,,Strongly disagree,Strongly Agree,,,Strongly Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learn on the job,Yes,"expectation management, training skills, support skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -388,525.0,2018-10-19 00:44:46,New Zealand,Yes,Master degree,Computer Science,MSc,No,5 - Mostly other people,Yes,2.0,9,2,2,1 (None at all),2,8,2,2,,,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,The salary,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,,,,,,2.0,Yes,No,No,Yes,No,,5,3,3,,,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Agree,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -389,528.0,2018-10-20 18:13:02,Germany,Yes,Master degree,History,,,3,Yes,5.0,6,3,5,1 (None at all),2,7,6,3,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,Named as main author,,,,6.0,,,1.0,Yes,Yes,Yes,Yes,No,,8,8,6,,Yes,No,No,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -390,529.0,2018-10-20 21:51:08,Germany,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,13.0,6,5,2,5,3,8,6,1 (None at all),5,2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,The salary,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,3.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,10 - Completely satisfied,Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -391,530.0,2018-10-21 07:40:49,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,3,Yes,5.0,6,4,2,2,5,3,8,1 (None at all),5,5,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,The salary,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,EGU,2.0,2.0,,,2.0,No,Yes,No,Yes,No,,9,7,8,"Zeno do, gfz dataservices",Yes,No,No,Yes,No,No,"Github, gitlab",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Strongly Agree,Agree,Strongly Agree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,,,,,,,,Teaches them myself,Yes,"Project management, professional unit testing, promoting your software",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -392,531.0,2018-10-21 12:34:53,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,1,No,10.0,3,5,3,6,4,8,6,3,1 (None at all),2,University,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),No,Named as main author,Yes,"PDESoft Conference 2018, Firedrake Conference",4.0,5.0,,,2.0,No,No,No,Yes,No,,7,8,9,zenodo,Yes,No,Yes,Yes,No,No,"Trac, bitbucket, github",2.0,local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Agree,6,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"PhD, learning by doing",Yes,"code development practices used in industry, automated testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -393,532.0,2018-10-21 19:22:51,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,4,Yes,9.0,3,3,5,2,2,6,3,2,3,1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to advance research,The salary,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,4,5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"wiki, REDMINE",12.0,"Python courses, code reviews, software engineering seminar at the institut",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Strongly Agree,Strongly Agree,Neither agree or disagree,7,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,during my PhD and university studies,Yes,"project management, scrum/kanban, neural networks",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -394,533.0,2018-10-21 21:43:27,Germany,Yes,Master degree,Electrical & Electronic Engineering,,No,1,No,6.0,5,9,3,2,2,5,10 (All my time),1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,The salary,Regularly change researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"gitlab, github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Agree,5,Neither agree or disagree,Strongly Agree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -395,534.0,2018-10-22 06:59:32,Germany,Yes,Master degree,Mathematics,,No,2,No,3.0,5,3,2,2,2,5,5,2,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -396,535.0,2018-10-22 07:58:45,Germany,Yes,Master degree,Classics & Ancient History,,No,1,Yes,4.0,9,2,5,1 (None at all),2,9,4,5,2,2,Other,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,Yes,1,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Agree,Disagree,Neither agree or disagree,7,Agree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,reading and starting to study Compuer Science in part time,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -397,536.0,2018-10-22 08:32:54,Germany,Yes,Master degree,Computer Science,"CPRE FL, ISTQB CTFL",No,4,Yes,7.0,5,4,3,1 (None at all),2,4,7,4,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,The salary,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,1.0,No,No,No,Yes,No,,5,4,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Jira, Gitlab",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Agree,Agree,Agree,2,Strongly disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, job training, self taught",No,"test driven design, modern c++, model based design",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -398,538.0,2018-10-22 08:53:02,Germany,Yes,Master degree,Computer Science,,No,2,,2.0,2,7,1 (None at all),1 (None at all),2,5,5,1 (None at all),2,1 (None at all),Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in the main text,Yes,"SUMO User Confererence, SIMUL, ESM...",1.0,3.0,,,0.0,No,No,No,No,No,,9,8,1 (None at all),,Yes,No,Yes,Yes,No,No,GitHub,2.0,Training from a special Graduate Program for researchers,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Agree,4,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, self learning, colleagues",Yes,Software evelopment processes for research projects,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -399,539.0,2018-10-22 08:57:18,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,6.0,6,6,2,3,3,6,6,1 (None at all),2,3,University,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,No,,3.0,3.0,,,1.5,No,Yes,No,No,No,,9,7,2,local library,No,No,No,Yes,No,No,github,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,5,Neither agree or disagree,Disagree,Agree,Agree,Agree,Agree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidact,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -400,541.0,2018-10-22 09:14:05,Germany,Yes,Doctorate,Biological Sciences,,Yes,0 - Mostly me,Yes,8.0,8,7,6,4,5,8,9,3,6,3,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,The salary,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,Primate Neurobiology,3.0,2.0,,,2.0,No,No,Yes,Yes,No,,7,10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,"GitHub, GitLab",0.5,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,5,Disagree,Disagree,Agree,Disagree,Neither agree or disagree,Disagree,Disagree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught during stuying,Yes,Managing larger software projects,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -401,542.0,2018-10-22 09:19:47,Germany,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,30.0,5,3,2,2,2,5,5,1 (None at all),2,2,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,22.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"IS-ENES workshops, NCAR workhops, ECMWF workshops, ESIWACE workshops, and many more",4.0,15.0,,,5.0,No,No,No,No,No,,10 (All the time),10 (All the time),10 (All the time),"local library, DKRZ, DWD library",Yes,No,No,Yes,No,No,"redmine, gitlab, github, gitea",1.0,internal training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Disagree,Disagree,3,,Agree,Agree,Strongly Agree,,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-study,Yes,"more hardware understanding, advanced algorithms, formal compiler writing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -402,543.0,2018-10-22 09:37:17,Germany,Yes,Doctorate,Electrical & Electronic Engineering,,No,3,No,10.0,3,3,3,3,3,3,3,3,3,3,Private Company,Part-time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,The salary,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,Conference 1-3,1.0,2.0,,,1.0,Yes,Yes,No,No,No,,4,4,3,none,No,Yes,No,No,No,No,none,1.0,none,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -403,544.0,2018-10-22 10:00:36,Germany,Yes,Doctorate,Computer Science,,Yes,4,Yes,18.0,3,3,4,2,2,3,4,3,2,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,,,5.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,9,9,5,,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -404,545.0,2018-10-22 10:13:09,Germany,Yes,Doctorate,Linguistics,,Yes,5 - Mostly other people,Yes,20.0,4,4,6,2,5,6,6,4,3,2,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,The salary,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"LREC, DHd",4.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,9,1 (None at all),,No,No,Yes,Yes,No,No,"Mattermost, GitLab, GitHub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,5,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,No,No,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self-taught, some from CS degree",Yes,"project management, JNI, git",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -405,547.0,2018-10-22 10:29:50,Germany,Yes,Master degree,Mathematics,,Yes,3,No,3.0,7,3,2,1 (None at all),5,7,4,3,1 (None at all),5,Other,Full Time,Permanent -- funded by Institution core funding,1.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,MICCAI,1.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),2,Zenodo,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -406,549.0,2018-10-22 10:43:49,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,6.0,8,2,1 (None at all),1 (None at all),2,7,4,1 (None at all),3,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,4.0,,,6.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Phabricator,0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,7,6,Neither agree or disagree,Neither agree or disagree,Strongly disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Agree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -407,550.0,2018-10-22 10:45:12,Germany,Yes,Master degree,Communication & Media Studies,,No,4,Yes,4.0,5,2,3,1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),Other,Full Time,Prefer not to say,2.5,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,4,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,,,,,,,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,Testing,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -408,551.0,2018-10-22 10:48:20,Germany,Yes,Doctorate,Mathematics,,,2,,6.0,8,6,2,1 (None at all),5,6,9,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,,,2.0,,,,1.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,3,Neither agree or disagree,Agree,Neither agree or disagree,6,Disagree,Disagree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through PhD,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -409,552.0,2018-10-22 11:12:28,Germany,Yes,Master degree,Physics and Astronomy,,No,1,Yes,5.0,5,6,2,1 (None at all),4,10 (All my time),10 (All my time),1 (None at all),5,,Government,Part-time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Flexible working hours,The salary,Desire to advance research,Same researcher(s),No,Named as co-author,No,,4.0,2.0,,,0.0,No,No,Yes,No,No,,4,7,1 (None at all),software as supplementary info for a paper,Yes,No,No,Yes,No,No,github,1.0,informal training of colleagues (talks etc.),No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Strongly Agree,Agree,8,Agree,Disagree,Agree,Strongly disagree,Disagree,Agree,Agree,No,Yes,Yes,No,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"hobby (debian project), compulsory non-military service",Yes,"user interface design and implementation, software testing and reliability",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -410,553.0,2018-10-22 11:15:29,Germany,Yes,Master degree,Computer Science,,No,1,No,3.0,6,7,2,1 (None at all),3,5,8,1 (None at all),1 (None at all),3,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,The salary,Same researcher(s),No,Named as main author,No,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),9,7,,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -411,554.0,2018-10-22 11:20:56,Germany,Yes,Doctorate,Geography & Environmental Sciences,,,3,No,8.0,5,2,3,3,3,6,2,3,2,4,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,The salary,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,2,2,1 (None at all),Bibliothek,No,No,No,Yes,No,No,"git, slack",0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University studies, student jobs",Yes,"teamwork, better object oriented programming, group leadership",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -412,555.0,2018-10-22 11:37:55,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,8.0,3,3,2,3,1 (None at all),4,4,1 (None at all),3,1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,5,10 (All the time),1 (None at all),"Zenodo, figshare, TIBAV",Yes,No,No,Yes,No,No,gitlab,1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-educated,Yes,"coding best-practices, joint code development, documentation standards",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -413,556.0,2018-10-22 12:59:26,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,4,Yes,5.0,8,3,2,1 (None at all),2,,,,,,National laboratory,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,EuroPython,20.0,6.0,,,4.0,No,No,No,Yes,No,,9,6,3,Zenodo,Yes,No,No,Yes,No,No,"Github, Gitlab",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self-taught with various support,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -414,559.0,2018-10-22 14:20:32,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,15.0,7,5,2,3,3,7,7,1 (None at all),2,3,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,Marburg 2018,5.0,3.0,,,1.0,No,No,Yes,No,No,,10 (All the time),9,9,"zenodo, scipost",Yes,No,Yes,Yes,Yes,No,"gitlab, github",3.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,4,Neither agree or disagree,Agree,Strongly disagree,9,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Internet, books, persistence",Yes,"data science, quantitative finance",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -415,563.0,2018-10-22 15:38:17,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,17.0,7,2,3,1 (None at all),3,8,3,1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,No,Trello,1.0,End user training,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,,Agree,Neither agree or disagree,Neither agree or disagree,4,Disagree,Neither agree or disagree,Strongly Agree,Agree,Agree,Strongly Agree,Neither agree or disagree,,,,,,,,Windows,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"Formal training, on the job experience, informal training & online learning",Yes,"Improved maths, presentation/public speaking skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -416,564.0,2018-10-22 17:45:55,Canada,Yes,,,,,3,,6.0,3,4,2,2,2,,,,,,University,,"Freelancer, consultant, contractor",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -417,566.0,2018-10-22 18:16:00,Germany,Yes,Doctorate,General Engineering,,No,1,No,10.0,6,7,2,1 (None at all),3,4,8,3,3,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"European Geosciences Union (EGU) General Assembly 2018, GRACE/GRACE-FO Science Team Meeting (GSTM) 2018",3.0,5.0,,,1.0,Yes,No,No,Yes,No,,1 (None at all),3,1 (None at all),,No,Yes,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Agree,Agree,2,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Lehrveranstaltungen im Studium, Selbststudium und Lernen von erfahrenen Kollegen während der Promotion und meiner Arbeit in Forschungsprojekten",No,Vertiefte Kenntnisse in Java und C++,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -418,567.0,2018-10-22 18:24:47,Germany,Yes,Master degree,Geology,,No,2,No,4.0,8,2,1 (None at all),1 (None at all),1 (None at all),5,5,2,1 (None at all),5,University,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -419,568.0,2018-10-22 18:34:50,Germany,Yes,Doctorate,General Engineering,,No,1,No,15.0,4,4,2,2,3,5,5,1 (None at all),3,1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,within group,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,7,Agree,Neither agree or disagree,,Disagree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self teaching,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -420,569.0,2018-10-22 18:50:59,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,Yes,12.0,7,2,2,1 (None at all),3,5,2,5,2,2,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,several,2.0,2.0,,,0.0,No,No,No,Yes,No,,10 (All the time),5,2,Cooperation with Datacite/TIB,Yes,No,No,Yes,No,No,"github, travis ci, coveralls",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Agree,8,Agree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job!,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -421,570.0,2018-10-22 20:09:46,Germany,Yes,Master degree,Mathematics,Magister Musikwissenschaft,No,4,,3.0,5,6,3,2,5,4,8,3,3,6,University,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Edirom Summer School (ESS),3.0,2.0,,,1.0,No,No,Yes,Yes,No,,3,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"GitLab, NPM, GitHub",0.0,Lehre am Institut (selten),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Neither agree or disagree,3,Disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Agree,Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Informatikstudium, Summer Schools, Selbststudium",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -422,571.0,2018-10-22 21:42:51,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,Yes,18.0,3,5,1 (None at all),1 (None at all),2,3,3,2,2,1 (None at all),Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,NAM 2012,4.0,2.0,,,5.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,No,No,No,Yes,No,No,git,14.0,"local institute training, python club, organising workshops",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,4,Strongly Agree,Strongly Agree,Agree,8,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By myself,No,scrum,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -423,572.0,2018-10-22 22:29:37,Germany,Yes,Doctorate,Physics and Astronomy,,No,2,No,8.0,5,3,6,5,2,6,8,2,6,3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,The salary,Flexible working hours,Same researcher(s),No,Named as co-author,No,,4.0,2.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,No,Yes,No,No,"Github, Gitlab",2.0,"Local university training, local centre training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Agree,8,Agree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self training,No,Distributed / parallel computing and debugging,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -424,573.0,2018-10-23 02:14:18,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,2.5,8,10 (All my time),2,1 (None at all),2,8,10 (All my time),1 (None at all),1 (None at all),2,Leibniz Association,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,Flexible working hours,The salary,Same researcher(s),Yes,Named as co-author,,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),2,1 (None at all),None,Yes,No,No,Yes,No,No,None,3.0,local training by experts from the institute,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,3,,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learing in my free time,Yes,"code more time-efficient, use cluster capacity appropriately, better comment my code",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -425,574.0,2018-10-23 05:16:39,New Zealand,Yes,Doctorate,Mathematics,,No,2,No,1.0,2,5,4,1 (None at all),2,2,6,4,2,1 (None at all),National laboratory,Part-time,Permanent -- funded by Institution core funding,45.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),No,Named as co-author,No,,1.0,2.0,,,2.0,No,Yes,No,No,No,,7,3,1 (None at all),,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Strongly Agree,2,Disagree,Agree,Neither agree or disagree,Agree,Agree,Agree,Strongly disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,No,"better version control skills, better testing skills, improve my coding/transparency",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -426,575.0,2018-10-23 06:24:24,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,No,5 - Mostly other people,Yes,23.0,7,2,2,2,2,7,2,2,2,2,University,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),,Yes,No,Yes,Yes,Yes,No,"GitHub, Trello, WordPress, OneNote",1.0,"Usually pick a field I lack, but need need skill in, and present an argument for formal training to match. Normally this is deep-skills type workshops.",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,7,Disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,Yes,,,,,,,,PhD in computer science (but no desire to personally ride in the publish-or-perish bus) + an enduring interest in building novel software.,Yes,"1) better theoretical grounding in Decision Support Systems, 2) broader understanding of various forms of optimisation techniques and when to apply them, 3) Development of softer skills around successful stakeholder engagement.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -427,576.0,2018-10-23 08:12:56,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,25.0,4,4,2,3,2,4,4,1 (None at all),3,1 (None at all),University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"EGU, DAMES",4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket, gitUP",1.0,"Software Carpentry, Summer Schools",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,,Disagree,No,No,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,"objektorientierte Programmierung, Führungskompetenz",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -428,577.0,2018-10-23 08:25:35,Germany,Yes,Master degree,Physics and Astronomy,,No,2,Yes,7.0,7,7,4,1 (None at all),4,7,8,3,3,3,Leibniz Association,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,2,7,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,6,Agree,Agree,Disagree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, experience as freelancer",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -429,580.0,2018-10-23 09:04:13,Germany,Yes,Doctorate,Computer Science,,No,1,No,5.0,3,3,4,1 (None at all),2,3,3,4,1 (None at all),2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -430,581.0,2018-10-23 09:17:25,Germany,Yes,Master degree,Physics and Astronomy,,No,4,Yes,4.0,5,4,1 (None at all),2,2,4,5,1 (None at all),3,2,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,Internal colloquium,3.0,1.0,,,0.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,4,Disagree,Agree,Neither agree or disagree,8,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Disagree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self-training, university, school",Yes,"Hardware interfaces, cluster programming, Testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -431,583.0,2018-10-23 09:24:00,Germany,Yes,Undergraduate degree,Computer Science,,No,2,,13.0,9,2,1 (None at all),1 (None at all),2,8,3,1 (None at all),1 (None at all),3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,The salary,Same researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,1.2,No,No,Yes,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbstständiges Lernen und Nachfragen,,"Mikrocontrollerprogrammierung, Zeitmanagement, Fortran",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -432,584.0,2018-10-23 09:28:09,Germany,Yes,Master degree,Mathematics,,No,2,No,3.0,6,3,3,2,2,4,5,2,2,5,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,Kleinheubacher Tagung,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,Eigen,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Neither agree or disagree,Agree,Disagree,5,Disagree,Agree,Agree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"Get better at GDB, get better at VIM, have the inner strength to understand spagetti code of other people",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -433,585.0,2018-10-23 09:30:38,Germany,Yes,Undergraduate degree,Computer Science,,No,4,Yes,18.0,7,3,4,4,3,8,6,2,5,3,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"RSE, SEAD'18, EuroSciPy",4.0,3.0,,,1.0,Yes,No,Yes,Yes,No,,8,8,6,Zenodo,Yes,No,Yes,Yes,No,No,"GitLab, GitHub, Overleaf",5.0,internal software engineering trainings,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,3,Disagree,Strongly Agree,Strongly Agree,Disagree,,Neither agree or disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, self acquired",Yes,"action research, creating surveys, process quantification",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -434,586.0,2018-10-23 09:51:31,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,3,Yes,6.0,6,2,4,3,5,7,7,2,8,3,Helmholtz Association of German Research Centres,Part-time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,The salary,Desire to advance research,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,2,2,"PANGAEA, local library",Yes,No,Yes,Yes,No,No,"GitLab, nextcloud",3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,5,Agree,Agree,Disagree,8,Strongly Agree,Agree,Strongly Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,No,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Uni, industry SWE job, practical research",Yes,cloud platforms (saas); teaching +communications; build frameworks + DevOps,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -435,588.0,2018-10-23 09:56:48,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,1.0,4,4,2,1 (None at all),2,3,5,1 (None at all),2,2,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,No,No,No,Yes,No,No,"Github, atom teletype",1.0,local university code review,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Neither agree or disagree,Neither agree or disagree,4,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,Agree,Strongly disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self-taught, python in astronomy unconference, visiting group who do RSD",Yes,"better understand software architecture based on Linux, learn to accelerate learning new coding skills once you hit plateau",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -436,589.0,2018-10-23 10:09:46,Germany,Yes,Master degree,Geology,"LPIC-1,2,3",No,3,Yes,10.0,6,4,3,1 (None at all),3,5,5,5,5,5,University,Full Time,Fixed term -- funded by project funds,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,"Lunar Planetary Science Conferrence (LPSC), European Union General Assembly (EGU), European Planetary Science Congress (EPSC)",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),5,Journal,Yes,No,No,Yes,No,No,github,0.0,-,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,2,Agree,Disagree,Disagree,7,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"On the ""street"" - since childhood...",Yes,"PhD, Software testing, knowledge about research funding",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -437,590.0,2018-10-23 10:12:13,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,2.0,5,2,3,1 (None at all),2,5,2,3,1 (None at all),2,Leibniz Association,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,10.0,,,3.0,Yes,No,No,No,Yes,,10 (All the time),10 (All the time),1 (None at all),,Yes,Yes,Yes,Yes,No,No,,3.0,local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,591.0,2018-10-23 10:13:53,Germany,Yes,Master degree,Physics and Astronomy,,No,2,No,1.0,5,5,2,2,2,4,6,1 (None at all),2,2,Leibniz Association,Full Time,Research/Student Assistant,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",No,Acknowledged in the main text,No,,1.0,5.0,,,0.0,Yes,No,Yes,Yes,No,,10 (All the time),8,4,,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -439,592.0,2018-10-23 10:24:44,Germany,Yes,Master degree,Mathematics,M.Sc. Computergestützte Ingenieurswissenschaften,No,3,,2.0,3,4,2,4,2,4,6,1 (None at all),4,2,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,0.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Redmine,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,10 - Completely satisfied,Strongly Agree,Agree,Strongly Agree,2,Strongly disagree,Strongly disagree,Agree,,Strongly Agree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Kurse an der Universität, Jobs als studentische Hilfskraft und Abschlussarbeiten",Yes,"Code Optimierung, Code Strukturierung und Fortgeschrittene IDE Tipps",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -440,593.0,2018-10-23 10:26:56,Germany,Yes,Doctorate,Physics and Astronomy,nein,No,2,Yes,20.0,3,2,5,3,3,5,8,4,4,2,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Scala, APS meetings",1.0,3.0,,,1.0,No,Yes,No,Yes,No,,9,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,"github, trac, slack",2.0,diverse Lehrveranstaltungen,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,5,Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,nebenbei als Physiker,Yes,automatisierte Tests via Jenkins,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -441,594.0,2018-10-23 10:29:55,Germany,Yes,Master degree,Computer Science,,No,4,No,9.0,3,2,4,3,5,5,5,2,5,5,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,I want to learn new skills,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"GIL, DPPN, ...",3.0,2.0,,,1.0,No,No,Yes,Yes,No,,2,2,1 (None at all),Zentralbibliothek,Yes,No,Yes,Yes,No,No,Github,1.0,interne Trainings,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,Agree,Neither agree or disagree,Neither agree or disagree,4,Disagree,Agree,Agree,,Agree,Disagree,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, eigene Weiterbildung",Yes,"Projektmanagement, agile Methoden. Mitarbeiterführung",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -442,596.0,2018-10-23 10:34:00,Germany,Yes,Doctorate,Chemical Engineering,,Yes,2,No,7.0,4,5,6,3,2,7,7,2,4,2,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,The salary,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"European Symposium on Computer-Aided Process Engineering (ESCAPE), Foundations of Computer-Aided Process Design (FOCAPD)",6.0,3.0,,,1.0,Yes,No,Yes,Yes,No,,4,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,gitlab,4.0,Lehrgang an Universitäten,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Schule, Studium, Autodidaktik",Yes,"Denken in Use-Cases, Konzipieren von Datenstrukturen, sprechender Code",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -443,597.0,2018-10-23 10:38:46,Germany,Yes,Master degree,Classics & Ancient History,,No,5 - Mostly other people,Yes,2.0,6,6,3,1 (None at all),4,5,5,1 (None at all),3,6,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Desire to work in a research environment,The salary,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),2,1 (None at all),keins,No,No,No,Yes,No,No,"GitLab, GitHub, PyPy, npm",1.0,"Organisator eines Forums für Softwareentwickler der Universität, Gründer eines Lesekreises für Machine Learning",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Agree,Strongly Agree,Agree,2,Disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,Yes,No,Yes,Yes,No,Yes,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,autodidaktisch + 1 Jahr Arbeit als Softwareentwickler in einer IT-Firma,Yes,"CI/CD, Automatisierung für Softwareentwickler, Machine Learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -444,598.0,2018-10-23 10:39:51,Germany,Yes,Doctorate,Computer Science,Dipl. Ing.,No,2,No,15.0,5,5,3,1 (None at all),2,5,5,4,4,1 (None at all),Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Flexible working hours,The salary,Desire to advance research,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,,,,,2.0,No,No,No,Yes,No,,9,6,4,,Yes,No,No,Yes,No,No,Phabricator,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,No,No,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-Teaching, University",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -445,600.0,2018-10-23 10:43:33,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,3,No,12.0,7,6,6,7,5,8,7,3,7,3,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,Yes,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,gitlab,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,Neither agree or disagree,4,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,No,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Autodidaktisch, Kurs am Rechenzentrum (C und C++)",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -446,604.0,2018-10-23 10:56:01,Germany,Yes,Master degree,Chemical Engineering,,No,1,No,2.0,5,7,2,3,3,7,7,2,2,5,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -447,606.0,2018-10-23 10:57:23,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,5 - Mostly other people,Yes,12.0,8,2,4,1 (None at all),4,8,2,4,2,3,University,Part-time,Fixed term -- funded by project funds,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,Yes,,3.0,2.0,,,2.0,No,Yes,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,,3.0,user training workshop,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,6,,Disagree,Agree,,,,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,,,,,,,,learing by doing,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -448,607.0,2018-10-23 10:59:45,Australia,Yes,,,,,0 - Mostly me,,7.0,1 (None at all),3,3,3,5,,,,,,University,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -449,609.0,2018-10-23 11:01:18,Germany,Yes,Doctorate,Computer Science,,Yes,1,Yes,10.0,3,5,3,1 (None at all),3,5,5,3,3,3,Other,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Desire to advance research,Flexible working hours,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,7,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, GitLab",0.0,,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,Yes,,5,5,Disagree,Agree,Neither agree or disagree,3,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"University, working expierience",Yes,paper writing,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -450,610.0,2018-10-23 11:01:28,Germany,Yes,Undergraduate degree,German,,No,5 - Mostly other people,No,8.0,7,7,3,1 (None at all),4,8,10 (All my time),5,6,5,Other,Part-time,Research/Student Assistant,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -451,611.0,2018-10-23 11:01:47,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,10.0,4,7,5,2,4,4,10 (All my time),4,4,3,Other,Full Time,Permanent -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,10 - Completely satisfied,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,Im Prinzip alles was ein gelernter echter Software Entwickler beherrscht.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -452,614.0,2018-10-23 11:03:32,Germany,Yes,Doctorate,Geography & Environmental Sciences,Mediengestalter für Digital- und Printmedien,No,1,No,20.0,3,7,2,2,2,3,7,2,2,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,"ESA Fringe 2017, EGU General Assembly 2018, Central European Conference on Geomorphology and Quaternary Sciences",3.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"GitHub, Bitbucket, Slack",1.0,Research group training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Disagree,Agree,Disagree,Agree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Training, books, practice",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -453,617.0,2018-10-23 11:06:19,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,Yes,8.0,2,1 (None at all),9,1 (None at all),4,10 (All my time),3,3,1 (None at all),6,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,,1.0,"puppets, TSM",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Disagree,Disagree,Disagree,10 (All the time),Strongly Agree,Disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,Yes,Yes,No,Yes,No,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Proffesional training, courses",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -454,618.0,2018-10-23 11:07:09,Germany,Yes,Doctorate,Biological Sciences,PhD,Yes,2,,15.0,3,2,8,3,7,3,2,8,2,8,Max Planck Society,Full Time,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,,,,,,,2.0,Yes,No,Yes,Yes,No,,7,8,4,,Yes,No,No,Yes,No,No,,3.0,"Software Carpentry, local training",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,3,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self Taught,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -455,619.0,2018-10-23 11:08:39,Germany,Yes,Doctorate,Physics and Astronomy,Engineer,No,1,No,4.0,3,10 (All my time),1 (None at all),2,1 (None at all),3,10 (All my time),1 (None at all),1 (None at all),1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Named as main author,No,,1.0,0.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Disagree,Strongly disagree,No,No,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -456,621.0,2018-10-23 11:09:23,Germany,Yes,Undergraduate degree,German,,No,5 - Mostly other people,No,8.0,7,7,3,2,5,8,8,5,7,5,Other,Part-time,Research/Student Assistant,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,5.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),3,1 (None at all),,Yes,No,Yes,Yes,No,No,"Google Docs, Google Sheets",2.0,"Workshops für Vereine, Mitarbeit an Kursen eines Studiengangs",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Agree,3,Strongly disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Tutorials, Studium, Aktuelle Stelle",Yes,"Mehr Erfahrung in großen Projekten mit vielen Wissenschaftlern sammeln, Projektleitung übernehmen um Kommunikationsfähigkeit zu verbessern, in der Wirtschaft arbeiten um deren Prozesse besser kennen zu lernen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -457,625.0,2018-10-23 11:26:01,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,30.0,4,3,5,1 (None at all),2,6,4,2,1 (None at all),2,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"Mainz Material Simulation Days (MMSD) 2013, MMSD 2015, MMSD 2017, ESPREsSo/ESPResSo++ CECAM Schools seit 2006 ca. 6 mal, TRR 146, u.a.",2.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,,Yes,No,No,Yes,Yes,No,"github, gitlab",1.0,"CECAM ESPResSo/ESPResSo++ Schools, TRR146, MMSD",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,7,Disagree,Agree,Agree,Strongly disagree,,,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Lernen von anderen im Team, Selbststudium",,"Agile Entwicklungsmethoden (z.B. Scrum), Machine Learning, Personalführung",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -458,627.0,2018-10-23 11:27:04,Italy,Yes,Dr. phil.,"History of Art, Architecture & Design",Magister Artium,No,3,No,35.0,3,3,2,2,7,5,5,2,4,5,National laboratory,Full Time,Permanent -- funded by Institution core funding,14.0,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,"Different researchers, same research group",No,Named as main author,Yes,"DHd,Kunsthistorikertag,Graphentechnologien,EVA Berlin,SNS Pisa",5.0,3.0,0.0,No,2.0,No,No,Yes,Yes,No,Other,10 (All the time),3,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,"github,jira",1.0,IT Workshops am Forschungsinstitut und im Zusammenhang mit Kooperationen,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Agree,2,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,autodidaktisch,Yes,"Konzentration,Gedächtnis,Geschwindigkeit",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -459,628.0,2018-10-23 11:28:09,Germany,Yes,Doctorate,Biological Sciences,,No,2,No,11.0,7,4,2,2,2,7,5,1 (None at all),5,2,Leibniz Association,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,The salary,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Metabolomics, GCB, PSSC",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),6,3,Zenodo,Yes,No,No,Yes,No,No,GitHub,2.0,Workshops im Rahmen des Projektes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Agree,Strongly Agree,Agree,4,Neither agree or disagree,Disagree,Agree,Strongly disagree,Agree,Agree,,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Private Projekte, eigenes Gewerbe, Auf Arbeit 'learning by doing'",Yes,"Cloud-computing, Verbreitete Bibliotheken kennenlernen, Kombination von Bibliotheken verschiedener Sprachen erlernen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -460,630.0,2018-10-23 11:28:59,Germany,Yes,Master degree,Computer Science,,No,2,Yes,13.0,4,3,5,3,3,7,7,2,4,6,University,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Same researcher(s),Yes,Named as main author,Yes,ICEI,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,3,5,Zenodo,Yes,No,No,Yes,No,No,"GitLab, GitHub, Atlassian Suite (Jira, Confluence, BitBucket)",0.0,Lehrgang an Universitäten,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,4,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium, Schule",Yes,"Team-Kommunikation, Frameworks kennen/nutzen, CI",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -461,633.0,2018-10-23 11:31:02,Germany,Yes,Doctorate,Physics and Astronomy,none,No,0 - Mostly me,No,6.0,3,6,2,2,3,4,8,2,2,3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,IPAC,2.0,3.0,,,1.0,Yes,No,No,Yes,No,,7,5,3,,Yes,No,No,No,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,4,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,No,No,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -462,634.0,2018-10-23 11:34:31,Germany,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,10.0,5,5,2,3,3,6,6,2,3,3,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Desire to advance research,The salary,Regularly change researcher(s),Yes,Named as co-author,Yes,,8.0,2.0,,,2.0,Yes,No,No,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Agree,Agree,Agree,6,Agree,Agree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,No,No,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-Training,No,"Statistics,English,C++",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -463,635.0,2018-10-23 11:46:07,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,3.0,4,4,3,1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,stackoverflow,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,4,4,Neither agree or disagree,Agree,Disagree,4,Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Einführung über Vorlesung/Tutorien im Studium, Rest selbst angeeignet",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -464,636.0,2018-10-23 11:46:09,Germany,Yes,Master degree,Computer Science,PMP,No,4,Yes,10.0,3,2,5,1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Opportunity to develop software,The salary,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"HMI related conference at DE-Aachen, ai related topics at a conference in DE-Wolfsburg and at international conference in FIN-Helsinki",3.0,4.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,Yes,Yes,Yes,No,No,,1.0,2 - but not related to software development,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Agree,,,Agree,Agree,Agree,Strongly Agree,Strongly Agree,Agree,No,Yes,Yes,No,Yes,No,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"B/M.Sc. courses, developing applications and working together with better programmers",Yes,mathematical formulation of problems and a structured translation to OOP-languages,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -465,637.0,2018-10-23 11:46:21,Germany,Yes,Doctorate,Physics and Astronomy,,No,4,No,30.0,3,9,2,5,3,6,,1 (None at all),6,1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,2022.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -466,639.0,2018-10-23 11:47:05,Germany,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,10.0,2,4,3,1 (None at all),2,3,6,2,2,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,Yes,MPG-interner Workshop zu High-Performance Computing,1.0,2.0,,,1.0,No,No,Yes,Yes,No,,5,9,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,7,Strongly Agree,Agree,Agree,5,Neither agree or disagree,,,,,,,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -467,640.0,2018-10-23 11:49:12,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,6.0,7,2,8,1 (None at all),5,9,3,2,1 (None at all),1 (None at all),Government,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,,,2.0,2.0,,,1.0,No,No,No,Yes,No,,7,9,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,4,Strongly Agree,Neither agree or disagree,Agree,1 (None at all),Disagree,Strongly disagree,Disagree,Agree,Agree,Strongly Agree,,No,Yes,Yes,No,No,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -468,643.0,2018-10-23 12:01:52,Germany,Yes,Master degree,Physics and Astronomy,,No,4,Yes,5.0,6,5,7,1 (None at all),2,5,7,5,3,2,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,2.0,0.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,,6.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Agree,Agree,7,Disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,Strongly Agree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -469,645.0,2018-10-23 12:13:45,Germany,No,Doctorate,Computer Science,,No,5 - Mostly other people,,12.0,2,1 (None at all),2,1 (None at all),8,6,5,1 (None at all),1 (None at all),1 (None at all),Private Company,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -470,647.0,2018-10-23 12:23:12,Germany,Yes,Master degree,Chemical Engineering,,No,1,No,1.0,6,4,3,1 (None at all),3,7,7,2,2,2,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity for career advancement,I want to learn new skills,The salary,Desire to advance research,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,3.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Agree,Neither agree or disagree,2,Neither agree or disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,Self,Yes,Time management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -471,648.0,2018-10-23 12:32:05,Germany,Yes,Doctorate,Physics and Astronomy,"Dr., Master of Science, Dipl.-Ing.(FH)",No,1,No,10.0,3,4,2,1 (None at all),2,5,5,2,2,2,Government,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -472,649.0,2018-10-23 12:42:14,Germany,Yes,Doctorate,Computer Science,,Yes,5 - Mostly other people,Yes,30.0,6,6,6,2,3,6,6,5,3,3,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,"GCB, Metabolomics, ...",8.0,4.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),2,Zenodo,Yes,No,Yes,Yes,No,No,"github, bitbucket, sourceforge, bioconductor",2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Selbstudium,,Team management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -473,652.0,2018-10-23 12:51:46,Germany,Yes,Doctorate,Physics and Astronomy,,No,2,No,15.0,3,5,2,1 (None at all),2,4,4,3,2,2,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in the main text,No,,,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,"unit testing, collaborative development, agiles development",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -474,656.0,2018-10-23 13:05:23,Germany,Yes,Undergraduate degree,Electrical & Electronic Engineering,,No,5 - Mostly other people,No,4.0,4,7,5,3,7,8,2,10 (All my time),1 (None at all),10 (All my time),University,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity for career advancement,The salary,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Git,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Agree,Neither agree or disagree,Neither agree or disagree,10 (All the time),Strongly Agree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Agree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Bachelorarbeit,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -475,657.0,2018-10-23 13:06:56,Germany,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,No,12.0,7,3,2,1 (None at all),1 (None at all),7,4,2,1 (None at all),1 (None at all),Leibniz Association,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,I want to learn new skills,The salary,Same researcher(s),Yes,Named as co-author,Yes,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,3,Strongly Agree,Strongly Agree,Disagree,4,Agree,Neither agree or disagree,Neither agree or disagree,,,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -476,658.0,2018-10-23 13:09:20,Germany,Yes,Master degree,Physics and Astronomy,,No,3,No,2.0,7,2,2,2,5,7,4,3,2,3,Government,Full Time,Fixed term -- funded by project funds,3.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,The salary,Opportunity to develop software,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Agree,6,Neither agree or disagree,Agree,Agree,Disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium auf Arbeit,Yes,"Automatisierungstechnik, Analyse großer Datenmengen, DeBugging",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -477,661.0,2018-10-23 13:13:59,Germany,Yes,Doctorate,Physics and Astronomy,"diploma, phd",No,2,No,6.0,3,9,2,1 (None at all),2,5,5,4,4,3,Max Planck Society,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -478,663.0,2018-10-23 13:25:25,Germany,Yes,Master degree,Physics and Astronomy,,No,2,No,10.0,1 (None at all),3,2,1 (None at all),9,1 (None at all),4,2,3,8,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,19.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,Yes,Sample Environment Workshop,2.0,2.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,No,No,No,,0.0,Sample environment workshop,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selber beigebracht,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -479,664.0,2018-10-23 13:34:40,Germany,Yes,Undergraduate degree,Electrical & Electronic Engineering,,No,1,No,3.0,8,8,2,1 (None at all),1 (None at all),8,8,3,2,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),No,Named as main author,Yes,"Conference on Collective Behavior - Trieste, 2018",2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,What is ORCID?,No,No,Yes,No,No,github,1.0,university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Agree,Agree,4,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,university,,corporate best practice for software development,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -480,666.0,2018-10-23 13:42:55,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,30.0,5,3,8,1 (None at all),2,8,8,3,1 (None at all),,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,28.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,"EPS, PSI",5.0,2.0,,,2.0,No,No,Yes,Yes,No,,2,5,1 (None at all),,No,Yes,Yes,Yes,No,No,"gitlab, gerrit",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Agree,Strongly Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Learning by Doing,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -481,667.0,2018-10-23 13:44:37,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Mathematics,,No,4,Yes,5.0,7,1 (None at all),1 (None at all),1 (None at all),9,8,2,1 (None at all),4,8,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,The salary,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,6,1 (None at all),2,,No,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Neither agree or disagree,Disagree,5,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -482,669.0,2018-10-23 13:53:48,Germany,Yes,Master degree,Physics and Astronomy,,No,1,,10.0,8,7,1 (None at all),1 (None at all),3,7,9,1 (None at all),1 (None at all),1 (None at all),Other,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in the main text,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,gitlab,0.0,Seminar an Universität,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Disagree,Agree,Disagree,Agree,Agree,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -483,671.0,2018-10-23 14:12:41,Germany,Yes,Doctorate,Biological Sciences,,No,2,No,20.0,6,3,3,1 (None at all),6,6,6,2,2,4,Other,Full Time,Fixed term -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,The salary,Regularly change researcher(s),No,Named as co-author,Yes,EGU,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,No,No,No,,12.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,,,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -484,674.0,2018-10-23 14:25:59,Germany,Yes,Doctorate,Agriculture & Forestry,,No,2,Yes,30.0,3,3,5,2,4,4,5,4,3,2,Other,Full Time,Permanent -- funded by Institution core funding,,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"AG Waldschutz, AG Fernerkundler, Pflanzenschutztagung",3.0,2.0,,,0.0,No,No,Yes,Yes,No,,1 (None at all),3,1 (None at all),,No,No,No,Yes,No,No,"Keine, da behördeninterne Projekte",4.0,"Bundesweite Arbeitsgruppen, Anwenderschulungen",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,Other,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Eigenleistung, Uni-Kurse",Yes,"Embedded systems, Projektplanung, nichtstatistische Modellierung",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -485,675.0,2018-10-23 14:29:01,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,3,Yes,6.0,8,6,1 (None at all),1 (None at all),2,8,3,2,3,3,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity to develop software,Flexible working hours,The salary,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as main author,Yes,"EARSEL, Living Planet Symposium Prag",3.0,2.0,,,1.0,No,No,No,Yes,Yes,,7,7,3,"Bibliothek vor Ort, Zenodo",Yes,No,No,Yes,No,No,"GitLab, GitHub",0.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Strongly Agree,Agree,4,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbst angeeignet,Yes,"Java, C++, Continuos Deployment mit Travis, Conda Packaging",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -486,676.0,2018-10-23 14:32:55,Germany,Yes,Master degree,Chemical Engineering,,No,0 - Mostly me,No,4.0,3,10 (All my time),1 (None at all),2,3,3,10 (All my time),5,3,3,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -487,679.0,2018-10-23 15:07:10,Germany,Yes,Doctorate,Biological Sciences,,No,0 - Mostly me,No,0.25,3,8,4,2,3,3,10 (All my time),2,4,3,Max Planck Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,1.0,3.0,,,1.0,No,Yes,No,No,No,,10 (All the time),5,5,,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Agree,Agree,Disagree,4,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,online,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -488,680.0,2018-10-23 15:09:05,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,25.0,4,5,4,3,3,3,6,2,4,2,Leibniz Association,Full Time,Fixed term -- funded by project funds,21.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,4.0,10.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),3,"zenodo, local library, github",No,No,Yes,Yes,No,No,gitlab,1.0,"university teaching, PhD training courses",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Agree,3,Disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -489,683.0,2018-10-23 15:26:14,Germany,Yes,Master degree,Librarianship & Information Management,,No,3,No,1.0,3,6,6,4,3,4,7,5,5,,Leibniz Association,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as main author,Yes,"Semantic MediaWiki Conference, OpenSym",2.0,2.0,,,2.0,Yes,No,Yes,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,Yes,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),,Neither agree or disagree,Agree,Neither agree or disagree,,Strongly Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"I am working mainly on the research, but having many management tasks and sometimes coding, do not have formal training, just studying information science at university; this is also my first job",Yes,management + communication; classes about how to make software more re-useable and FAIR,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -490,685.0,2018-10-23 15:32:25,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,6.0,3,5,2,1 (None at all),1 (None at all),3,8,1 (None at all),1 (None at all),1 (None at all),Other,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,The salary,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,StackSkills,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,2,Agree,Agree,Agree,10 (All the time),Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Trial and error,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -491,688.0,2018-10-23 16:39:20,Czech Republic,Yes,Master,Mathematics,,No,4,No,6.0,4,4,2,3,1 (None at all),4,4,2,4,,University,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Opportunity to develop software,The salary,Same researcher(s),Yes,Named as co-author,Yes,"DFNE 2018, X-DMS 2018, MAMMERN 2016, ESCO 2015",1.0,6.0,32.0,Yes,2.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),impact journals,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,6,Agree,Agree,Agree,,,Neither agree or disagree,Agree,Agree,Agree,,Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"At my current position, during my Ph.D. How? - self studying, learning from others in the team",Yes,"Deeper knowlegde of Python, Study more mathematical models, Improve knowledge in parallel computing on clusters",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -492,689.0,2018-10-23 16:40:21,Germany,Yes,Master degree,Computer Science,,Yes,4,No,15.0,2,2,9,2,2,3,2,7,3,3,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,"INFORMATIK, E-Learning-Fachtagung Informatik der Fachgruppe E-Learning der gi e.V. (DeLFI), universitätsinterne Weiterbildungen",1.0,4.0,,,50.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,GitHub,4.0,SFB-interne Weiterbildungen,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Disagree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, WHK-Tätigkeit, Forschungsprojekte",Yes,"Standards verbreiten, State-of-the-art Python / C / C++ / R in der Wissenschaft lehren, DFG-Gutachter verstehen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -493,692.0,2018-10-23 17:14:22,Germany,Yes,Doctorate,Materials Technology,,Yes,4,Yes,8.0,5,5,2,1 (None at all),2,5,5,3,3,3,Max Planck Society,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"CMCN,WCCM",1.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,"gitlab, github, bitbucket",1.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Disagree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Fortbildungen (HLRS Stuttgart, PRACE)",Yes,"Testing, Open Source Koordination, High-Performance Computing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -494,693.0,2018-10-23 17:28:33,Germany,Yes,Doctorate,Materials Technology,,No,2,No,7.0,6,8,2,3,3,4,6,1 (None at all),5,3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,1.0,No,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,Yes,ICTMS,4.0,1.0,,,1.0,No,No,Yes,No,No,,1 (None at all),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,Vortrag innerhalb der Arbeitsgruppe,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,bessere Codekommentierung (vereinfachung der Kommunikation mit anderen),2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -495,694.0,2018-10-23 18:49:46,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,35.0,3,3,5,1 (None at all),2,4,4,4,2,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,Synchrotron Radiation Instrumentation SRI-2018,2.0,3.0,,,1.0,No,No,Yes,Yes,No,,9,10 (All the time),1 (None at all),-,Yes,No,No,Yes,Yes,No,Trello,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbsterlernt",Yes,"Agiles Programmieren, Machine Learning Algorithmen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -496,695.0,2018-10-23 20:53:53,Germany,Yes,Undergraduate degree,Computer Science,,No,4,No,0.0,9,1 (None at all),2,1 (None at all),1 (None at all),9,1 (None at all),2,1 (None at all),1 (None at all),Leibniz Association,Prefer not to say,Prefer not to say,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,1.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,Agree,Agree,Strongly disagree,5,,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Universität,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -497,697.0,2018-10-24 00:25:39,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,Yes,7.0,7,10 (All my time),1 (None at all),1 (None at all),1 (None at all),6,10 (All my time),1 (None at all),1 (None at all),1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,"Different researchers, same research group",Yes,Not mentioned at all,No,,,,,,3.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Direktes Verwenden,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -498,698.0,2018-10-24 07:29:59,Germany,Yes,Doctorate,Psychology,,No,3,No,15.0,4,4,2,3,2,4,5,1 (None at all),3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),"OSF, Zenodo",Yes,No,No,Yes,No,No,"Github, Gitlab",4.0,Workshops an Universitäten,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Selbststudium,,"Unit testing, Teamleitung",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -499,699.0,2018-10-24 07:35:23,Germany,Yes,Doctorate,Geology,,No,1,No,2.0,3,4,1 (None at all),3,3,2,5,2,3,3,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Flexible working hours,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local library,Yes,No,No,Yes,No,No,GitHub,0.3,local institution training (commercial software packages),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Agree,Disagree,2,Disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, university course",,"Documentation, Python, writing manual",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -500,700.0,2018-10-24 08:08:59,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,30.0,3,6,2,1 (None at all),4,3,7,2,1 (None at all),3,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,,3.0,2.0,,,2.0,No,No,Yes,Yes,No,,2,2,1 (None at all),,Yes,No,Yes,No,No,No,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,4,Agree,Neither agree or disagree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Disagree,,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -501,701.0,2018-10-24 08:28:04,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,20.0,3,8,2,1 (None at all),5,4,9,2,1 (None at all),5,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,The salary,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,2.0,,,0.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,No,No,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -502,703.0,2018-10-24 09:15:02,Germany,Yes,Doctorate,Mechanical Engineering,,Yes,2,No,10.0,5,3,7,1 (None at all),4,5,9,3,5,3,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,"NAFEMS, ECCM Bologna 2018, DLRK, EWEA Offshore",2.0,2.0,,,2.0,No,No,No,Yes,No,,5,10 (All the time),5,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Agree,2,Neither agree or disagree,Agree,Agree,,,,,No,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -503,704.0,2018-10-24 09:39:18,Germany,Yes,Doctorate,Biological Sciences,,Yes,4,,9.0,7,7,3,2,2,9,6,2,5,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"American Society for Cell Biology (ASCB) conference, ELMI (European Light Microscopy Initiative) meeting",3.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitLab,2.0,Machine Learning for Image Analysis (interner Kurz-Workshop für Doktoranden und Postdocs),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,,Agree,Agree,Disagree,9,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Lesen von Fachbüchern, Online Kurse, learning by doing, Austausch mit Kollegen, Mitarbeit an Open Source Projekten",Yes,"Arbeiten in größeren Teams (>3 Personen), Webentwicklung, Javascript",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -504,705.0,2018-10-24 09:52:25,Germany,Yes,Doctorate,Biological Sciences,Ph-D,Yes,2,Yes,15.0,3,5,5,2,1 (None at all),5,8,3,2,1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -505,706.0,2018-10-24 10:04:57,Germany,Yes,Master degree,Business & Management Studies,,No,5 - Mostly other people,Yes,20.0,5,4,7,1 (None at all),2,5,6,6,6,4,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,"W3C Workshops, RDA Plenary, DINI-Tagung, e-Science-Tage, Semantic Web in Bibliotheken",2.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,3,1 (None at all),"Software vergibt selber DOIs, Bibliothek vor Ort",Yes,No,Yes,Yes,Yes,No,"Phabricator, Mediawiki, Github, Confluence, Mailingliste",0.0,Keinen,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Agree,Strongly Agree,Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Autodidakt, Studium und Berufserfahrung",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -506,707.0,2018-10-24 10:14:07,Germany,Yes,Doctorate,Biological Sciences,,No,0 - Mostly me,No,4.0,5,9,2,1 (None at all),1 (None at all),5,9,1 (None at all),1 (None at all),1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Desire to advance research,Same researcher(s),No,Acknowledged in the main text,No,,2.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),2,1 (None at all),Google,No,No,No,Yes,No,No,github,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,8,Agree,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -507,708.0,2018-10-24 10:23:25,Germany,Yes,Doctorate,Mathematics,,No,1,No,5.0,5,7,1 (None at all),3,5,7,7,1 (None at all),4,6,Other,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Flexible working hours,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -508,709.0,2018-10-24 10:36:47,Germany,Yes,Master degree,Computer Science,,Yes,2,Yes,3.0,8,10 (All my time),2,2,1 (None at all),7,8,3,6,1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,Yes,No,No,No,,1 (None at all),5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,1,0 - Not at all satisfied,Disagree,Neither agree or disagree,Strongly disagree,9,Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing (failing),Yes,"Projektorganisation, schneller von der Idee zum lauffähigen Programm zu kommen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -509,711.0,2018-10-24 10:38:12,Germany,Yes,Master degree,Computer Science,,No,2,No,14.0,3,6,8,2,4,6,5,4,1 (None at all),,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,The salary,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,Projektkonferenzen,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,1.0,GIS-Kurs,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,5,Agree,Agree,Neither agree or disagree,6,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -510,713.0,2018-10-24 10:54:15,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,8.0,5,2,4,4,5,7,4,2,2,5,Max Planck Society,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,1.0,,,,1.0,No,No,No,Yes,No,,10 (All the time),5,5,,Yes,No,No,Yes,No,No,,4.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -511,714.0,2018-10-24 11:10:46,Germany,Yes,Master degree,Economics,,No,1,No,7.0,3,2,4,1 (None at all),2,4,4,2,1 (None at all),2,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Neither agree or disagree,Agree,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Disagree,Strongly disagree,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -512,715.0,2018-10-24 11:16:30,Germany,Yes,Master degree,Materials Technology,Bachelor of Enginering,No,1,No,3.0,7,9,2,1 (None at all),2,6,7,1 (None at all),3,2,University of Applied Sciences,Part-time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Flexible working hours,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,"Zum Großteil autodidaktisch, einige Onlinekurse",,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -513,716.0,2018-10-24 11:42:21,Germany,Yes,Master degree,Computer Science,,No,0 - Mostly me,Yes,8.0,9,9,2,4,3,7,7,1 (None at all),1 (None at all),3,Other,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Named as co-author,,,2.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, github, bitbucket",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,6,Agree,Agree,Agree,2,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,Agree,,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -514,717.0,2018-10-24 12:52:14,Germany,No,"Final secondary-school examinations, general qualification for university entrance",Criminology,,No,5 - Mostly other people,No,0.0,1 (None at all),1 (None at all),1 (None at all),8,10 (All my time),5,5,5,5,,Other,Full Time,Prefer not to say,45.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity for career advancement,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Not mentioned at all,No,,0.0,1.0,,,0.0,No,Yes,No,No,No,,1 (None at all),1 (None at all),1 (None at all),keine,What is ORCID?,No,No,No,No,Yes,keine,4.0,Ausbildung an GIS und Leitstellensoftware,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,0 - Not at all satisfied,Disagree,Strongly disagree,Strongly disagree,7,Strongly Agree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"selbst angeeignet, Dienstherr hat kein Geld für externe/interne Fortbildung oder E-Learning in bezug auf Programmierung/Oracle SQL",Yes,"Programmieren zu können, Projektmanagement,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -515,718.0,2018-10-24 13:00:06,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,0 - Mostly me,No,1.0,8,7,3,2,4,8,8,3,4,7,University of Applied Sciences,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,1.0,No,Yes,Yes,No,No,,2,2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,eigener GitLab-Server,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,6,Neither agree or disagree,,,,,,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -516,719.0,2018-10-24 13:03:30,Germany,Yes,Doctorate,Physics and Astronomy,,,4,Yes,35.0,6,2,2,2,5,5,3,1 (None at all),2,4,University,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,Named as main author,Yes,"ADASS, IVOA Interop",5.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,3,Meine Software mintet selbst (direkt bei der TIB),No,No,Yes,Yes,No,No,github,4.0,"Wir veranstalten v.a. ""VO Days"" vor Ort.",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,,Neither agree or disagree,Strongly Agree,Strongly disagree,3,Strongly disagree,Agree,Agree,Strongly disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Nun: Übung. Und Lesen.,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -517,720.0,2018-10-24 13:34:57,Germany,Yes,Master degree,Computer Science,,No,2,Yes,2.0,9,9,1 (None at all),1 (None at all),2,10 (All my time),10 (All my time),1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Desire to work in a research environment,"Different researchers, same research group",No,Named as main author,Yes,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,4,1 (None at all),1 (None at all),,,No,No,Yes,No,No,"GitHub, GitLab",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -518,721.0,2018-10-24 13:36:10,Germany,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,28.0,6,2,2,1 (None at all),2,7,3,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity to develop software,Desire to work in a research environment,The salary,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,Yes,,4.0,5.0,,,4.0,No,No,No,Yes,No,,9,9,4,local library,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Strongly Agree,Strongly Agree,Strongly disagree,10 (All the time),Strongly Agree,Disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,selt-taught,No,project management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -519,722.0,2018-10-24 14:20:24,Germany,Yes,Master degree,Computer Science,,Yes,2,Yes,9.0,8,8,3,5,2,7,9,2,5,6,Helmholtz Association of German Research Centres,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"FSE, ICSE",3.0,4.0,,,4.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,Yes,No,"github, gitlab",1.0,"software engineering course, software testing, security testing",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Agree,3,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,No,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,higher education and researh projects,Yes,"machine learning, time management, stress management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -520,723.0,2018-10-24 14:22:17,Germany,Yes,Doctorate,Materials Technology,,No,3,No,8.0,8,5,1 (None at all),1 (None at all),5,8,7,1 (None at all),1 (None at all),5,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Try and Error, Books, Google, Matlab internet forum",Yes,"Codeoptimierung, Codegeneralität, Compiling",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -521,724.0,2018-10-24 14:47:46,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,3,Yes,20.0,2,3,9,1 (None at all),3,5,5,3,5,5,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,18.0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,The salary,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"EGU,AGU,FOSS4G,FOSSGIS",1.0,30.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,Yes,Yes,No,No,OSGeo Repos,2.0,"EGU Townhalls, Graduate Center",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Disagree,Neither agree or disagree,3,,,Agree,Strongly disagree,,Agree,,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium / learning on the job,Yes,"OOP, OOA, ITIL",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -522,725.0,2018-10-24 15:19:06,Germany,Yes,Undergraduate degree,General Engineering,,No,5 - Mostly other people,No,2.0,3,2,9,5,6,4,3,8,9,4,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,2.0,Yes,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Disagree,Agree,Agree,Agree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Labview, Matlab, Mathcad aus der Uni, C, C++, Python aus der Anpassung von Skripten für den privaten Gebrauch unter Linux",,"grundlegendes Wissen über die funtkionsweise von Hardware, speziell der Schritt von Lochkarten-Rechnern zu modernen Computern, Frontend Programmierung, Verknüpfung von Frontend und Backend",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -523,728.0,2018-10-24 16:25:47,India,Yes,Master in science,Biological Sciences,Master in computer application,Yes,0 - Mostly me,Yes,5.0,7,10 (All my time),5,5,7,8,10 (All my time),5,5,6,University,Full Time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,"I have present development of IASSD (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4312370/) indian science congress, 2013 and calcutta mathemetical society, Kolkata",1.0,1.0,,No,0.0,No,No,No,No,No,Waterfall,10 (All the time),10 (All the time),10 (All the time),,No,No,No,No,No,Yes,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,I learn by myself and obviously google help me a lot :),Yes,Though i am using shell script for basic analysis but I am very much interested in learning shell script and assembly language,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -524,729.0,2018-10-24 16:45:38,Germany,No,"Final secondary-school examinations, general qualification for university entrance",Geology,,No,0 - Mostly me,No,0.0,1 (None at all),8,5,1 (None at all),6,2,7,8,1 (None at all),8,University,Part-time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Desire to advance research,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -525,730.0,2018-10-24 19:37:31,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Geography & Environmental Sciences,,No,1,No,30.0,3,2,1 (None at all),6,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,40.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,Yes,"OGRS, FOSS4G, AGILE, ICC",3.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,github,5.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -526,731.0,2018-10-24 19:41:44,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Physics and Astronomy,,No,3,Yes,38.0,5,8,4,3,3,5,8,3,4,3,University,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,FOSS4G,5.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local library,Yes,No,No,Yes,No,No,"gitlab, github",2.0,datacamp,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,9,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -527,733.0,2018-10-24 22:19:50,New Zealand,Yes,"Further Education (NVQ A-Level, ...)",Computer Science,,Yes,5 - Mostly other people,Yes,12.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),4,10 (All my time),1 (None at all),1 (None at all),1 (None at all),3,Government,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,The salary,Flexible working hours,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,2.0,,,5.0,Yes,No,No,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Neither agree or disagree,Neither agree or disagree,Agree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Agree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -528,734.0,2018-10-24 22:29:49,New Zealand,Yes,Undergraduate degree,Biological Sciences,,No,3,No,5.0,2,7,3,1 (None at all),2,3,8,1 (None at all),1 (None at all),3,National laboratory,Full Time,Permanent -- funded by project funds,50.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -529,736.0,2018-10-24 22:36:09,New Zealand,Yes,Undergraduate degree,Biological Sciences,"BSc (Ecology), Grad Dip Sci (comp sci)",No,2,No,4.0,4,1 (None at all),5,2,5,5,1 (None at all),2,2,5,Other,Part-time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,"Different researchers, same research group",Yes,Not mentioned at all,No,,3.0,2.0,,,1.0,No,Yes,Yes,Yes,No,,2,2,1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,3,Neither agree or disagree,Neither agree or disagree,Disagree,7,Strongly Agree,Strongly disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self directed learning,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -530,737.0,2018-10-24 22:41:55,New Zealand,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,15.0,9,2,1 (None at all),3,3,9,2,1 (None at all),3,3,Government,Full Time,Permanent -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,,,1.0,No,No,No,No,No,,10 (All the time),6,6,Zenodo,Yes,No,No,Yes,No,No,GitHub,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,From industry,Yes,"Machine learning, derivative calculus, NWP and its related necessary physics and stats",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -531,739.0,2018-10-24 22:54:41,Germany,Yes,Master degree,Physics and Astronomy,Dipl.-Geophysiker,No,2,No,25.0,3,3,5,1 (None at all),8,7,7,3,2,4,Government,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,2.0,4.0,,,0.0,No,Yes,Yes,Yes,No,,2,2,1 (None at all),,No,No,No,Yes,No,Yes,github,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Disagree,Agree,Neither agree or disagree,7,Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Universitätsstudium, Selbststudium, Learning-by-doing",Yes,"Softwaretest, Machine-learning, Computer Vision",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -532,744.0,2018-10-25 01:04:29,New Zealand,Yes,"Further Education (NVQ A-Level, ...)",Biological Sciences,,No,2,Yes,30.0,3,3,2,1 (None at all),4,3,3,1 (None at all),1 (None at all),4,Government,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,6,2,1 (None at all),,No,No,No,No,No,No,Git,2.0,In House targeted training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,5,Disagree,Agree,Disagree,,,Disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,,,,,,,,Self Taught,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -533,745.0,2018-10-25 01:13:42,New Zealand,Yes,Master degree,Physics and Astronomy,,No,5 - Mostly other people,,35.0,8,3,1 (None at all),1 (None at all),2,,,,,,National laboratory,Part-time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -534,746.0,2018-10-25 08:45:29,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,1,No,19.0,5,5,2,1 (None at all),1 (None at all),5,5,1 (None at all),5,1 (None at all),Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"AEMON, CWT",2.0,4.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,Yes,No,"Atom Teletype, github, sourceforge, gitlab",1.0,Lehre an Universität,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,,Disagree,No,Yes,No,Yes,No,Yes,No,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Autodidakt, Universitätskurse",Yes,"Unit Testing, Continuous Integration, GPU Programming",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -535,748.0,2018-10-25 09:54:22,Germany,Yes,Master degree,Computer Science,,No,4,Yes,2.0,6,4,3,2,5,9,8,2,1 (None at all),3,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,,4.0,1.0,,,2.0,No,No,No,Yes,No,,3,6,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Neither agree or disagree,Agree,6,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -536,749.0,2018-10-25 09:54:35,Germany,Yes,Master degree,Electrical & Electronic Engineering,IT Specialist,No,3,No,6.0,7,3,2,3,7,7,7,2,5,5,Fraunhofer Society,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,The salary,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,"ESREF, ISTFA, CAM-WS",3.0,3.0,,,1.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"GITHUB, BITBUCKET",0.0,1,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,6,4,Agree,Neither agree or disagree,Neither agree or disagree,8,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,Strongly disagree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Eingeninitiative, Online-Weiterbildung (privat)",Yes,"Parallelisierung, CUDA-C, Agile Methoden",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -537,750.0,2018-10-25 09:54:43,Germany,Yes,Doctorate,Computer Science,Master of Science in Informatik,Yes,4,No,15.0,4,4,5,2,2,4,7,4,3,1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,"Different researchers, same research group",Yes,Named as main author,Yes,"ICSE, FSE, COORDINATION",2.0,4.0,,,2.0,No,No,Yes,Yes,No,,6,8,1 (None at all),,Yes,No,Yes,Yes,No,No,"Gitlab, Github",1.0,"Seminar an der Universität, interne Schulungen, Schulungen für die Industrie",No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,6,4,Disagree,Agree,Disagree,6,Disagree,Strongly disagree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Promitionszeit, Forschungsprojekte, Industrieprojekte",Yes,"Projektmanagement, Architektur-Design, Architektur-Review",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -538,752.0,2018-10-25 09:55:45,Germany,Yes,Doctorate,Computer Science,dipl. informatik,Yes,3,Yes,25.0,7,7,2,1 (None at all),3,7,7,2,1 (None at all),3,Fraunhofer Society,Part-time,Permanent -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in the main text,,,3.0,3.0,,,1.0,No,No,No,Yes,No,,5,10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"Python, numpy",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Neither agree or disagree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Eigenstudium,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -539,754.0,2018-10-25 09:57:11,Germany,Yes,Master degree,Mechanical Engineering,,No,1,No,1.0,7,3,2,1 (None at all),2,3,7,3,4,7,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as main author,No,,,2.0,,,2.0,No,Yes,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Disagree,Agree,Disagree,7,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -540,755.0,2018-10-25 09:57:30,Germany,Yes,Master degree,Electrical & Electronic Engineering,,No,2,Yes,9.0,8,3,2,1 (None at all),2,7,5,3,1 (None at all),2,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,The salary,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,1.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,gitlab,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Neither agree or disagree,Neither agree or disagree,4,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium,Freizeit",No,"CI/CD,Projektmanagement",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -541,756.0,2018-10-25 09:58:52,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,15.0,8,2,1 (None at all),1 (None at all),1 (None at all),6,2,2,1 (None at all),1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,5.0,,,4.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,3,Agree,Disagree,Neither agree or disagree,1 (None at all),Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Agree,Strongly Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -542,759.0,2018-10-25 09:59:57,Germany,Yes,Master degree,Computer Science,,No,3,Yes,4.0,8,5,3,2,5,9,9,1 (None at all),6,1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,ACM Symposium on Applied Perception,4.0,2.0,,,1.0,No,No,No,Yes,No,,8,7,1 (None at all),-,Yes,No,No,Yes,No,No,"github, gitlab, bitbucket",2.0,1,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Agree,Neither agree or disagree,3,Strongly disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,Studium und Hobby,Yes,"Tieferes mathematisches Verständnis, Kollaborationsstrukturen,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -543,760.0,2018-10-25 10:01:27,Germany,Yes,Master degree,Computer Science,,Yes,2,Yes,3.0,3,7,7,2,4,7,6,5,2,4,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Desire to advance research,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,ECOOP,3.0,4.0,,,2.0,No,No,Yes,Yes,No,,9,8,2,,What is ORCID?,No,No,Yes,No,No,"Gitlab, Github",1.0,,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,9,8,Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Agree,Disagree,No,Yes,Yes,Yes,Yes,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -544,762.0,2018-10-25 10:02:41,Germany,Yes,Doctorate,Computer Science,,Yes,5 - Mostly other people,Yes,15.0,5,5,5,3,6,5,5,5,3,5,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,MoDELS 2012,2.0,3.0,,,2.0,Yes,No,No,Yes,No,,9,3,1 (None at all),,Yes,No,No,Yes,No,No,"github, gitlab, Mattermost, Jenkins, OpenProject",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,7,8,Agree,Neither agree or disagree,Neither agree or disagree,2,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -545,763.0,2018-10-25 10:05:33,Germany,Yes,Master degree,Physics and Astronomy,Computerwissenschaften M.Sc.,No,4,Yes,32.0,8,2,1 (None at all),1 (None at all),2,7,3,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,,5,3,Disagree,Disagree,Disagree,2,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Studium Physik und Informatik,,"Softskills, Multitasking",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -546,764.0,2018-10-25 10:12:26,Germany,Yes,Master degree,Mathematics,,No,1,No,3.0,3,6,2,1 (None at all),4,5,5,1 (None at all),2,1 (None at all),University,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,No,Yes,No,No,github,1.0,SAR-EDU,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,2,Disagree,Agree,,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self training,Yes,"Project Management, Testing, Performance Critical Programming (i.e GPU, TPU)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -547,765.0,2018-10-25 10:12:33,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,10.0,7,5,4,1 (None at all),7,8,9,4,1 (None at all),5,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,2,2,3,,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,5,5,Agree,Agree,Neither agree or disagree,4,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,"universitäres Studium, Selbststudium",Yes,Systematische Testmethoden,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -548,767.0,2018-10-25 10:19:49,Germany,Yes,Master degree,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,7.0,7,3,5,2,3,9,6,2,2,1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by project funds,5.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -549,769.0,2018-10-25 10:20:52,Germany,Yes,Undergraduate degree,Computer Science,,Yes,5 - Mostly other people,Yes,20.0,8,1 (None at all),2,2,1 (None at all),8,1 (None at all),2,2,1 (None at all),Fraunhofer Society,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,PyData,3.0,5.0,,,3.0,Yes,No,No,Yes,No,,7,7,1 (None at all),,No,No,No,Yes,No,No,Gitlab,12.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Strongly Agree,Agree,2,,Agree,Strongly Agree,Agree,Agree,Agree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Sprints, Workshops",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -550,770.0,2018-10-25 10:25:46,Germany,Yes,Master degree,Computer Science,,,5 - Mostly other people,,3.0,6,3,1 (None at all),1 (None at all),3,5,7,4,4,2,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,5.0,,,3.0,No,No,No,Yes,No,,3,2,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,7,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Strongly disagree,Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -551,771.0,2018-10-25 10:26:41,Germany,Yes,Doctorate,Mathematics,,Yes,3,Yes,6.0,8,5,1 (None at all),1 (None at all),5,7,9,,3,,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in the main text,Yes,SETAC,5.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),3,1 (None at all),,No,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,7,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,Yes,,,,,,,,,Yes,"Benutzerrechte, Cloud, Sicherheit",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -552,772.0,2018-10-25 10:29:21,Germany,Yes,Master degree,Computer Science,"ITIL, Six Sigma, SAS",No,3,No,20.0,6,2,3,1 (None at all),1 (None at all),8,8,2,3,2,Fraunhofer Society,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Desire to advance research,,No,,,,,,,,,Yes,No,No,No,No,,8,4,7,,What is ORCID?,No,No,Yes,No,No,,2.0,,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -553,773.0,2018-10-25 10:30:03,Germany,Yes,Master degree,Computer Science,ISTQB Software Tester - Foundation Level,No,4,Yes,5.5,7,3,2,1 (None at all),2,8,4,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,No,,3.0,3.0,,,1.0,No,No,No,Yes,No,,2,3,8,,What is ORCID?,No,Yes,Yes,No,No,,0.0,Internal weekly seminars,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,8,,,,3,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University degree and private time,Yes,"New programming languages (i.e. Rust), GPU processing, deep learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -554,774.0,2018-10-25 10:31:44,Germany,Yes,Master degree,Mathematics,Bachelor of Science,No,1,No,0.5,6,5,2,2,6,6,8,2,5,6,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,The salary,"Different researchers, same research group",Yes,Acknowledged in the main text,No,,1.0,4.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Github, Trello",1.0,Inhouse Schulung,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Agree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Online-Kurse, interne Weiterbildungen, Learning by Doing",Yes,"Testing, Versionierung, Big Data",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -555,775.0,2018-10-25 10:34:07,Germany,Yes,Doctorate,Computer Science,,No,2,No,10.0,4,4,2,1 (None at all),2,6,4,2,2,1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,The salary,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,"ISBI, MICCAI, ICIP, ICIAP",5.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),"none yet, will change this habit!",Yes,No,No,Yes,No,No,"github, local gitlabs",1.0,local institute training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,7,Agree,Agree,Disagree,2,Strongly disagree,Disagree,Agree,Neither agree or disagree,,Agree,Agree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,by doing it,,"testing SW, efficient communication, software design patterns",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -556,776.0,2018-10-25 10:37:06,Germany,Yes,Doctorate,Civil Engineering,,No,0 - Mostly me,Yes,16.0,4,4,5,7,2,5,5,5,8,2,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Not mentioned at all,Yes,"ICMMES, ECCOMAS, SIAM, Cyberworlds",3.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"Trello, Gitlab, Slack",1.0,Lehrgang an Universitäten,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,5,Disagree,Agree,Disagree,6,Strongly Agree,Disagree,Strongly Agree,Strongly disagree,Disagree,Disagree,Strongly Agree,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,Autodidakt,Yes,TDD,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -557,777.0,2018-10-25 10:38:11,Germany,Yes,Master degree,Physics and Astronomy,,No,2,No,2.0,4,8,2,1 (None at all),3,4,8,2,1 (None at all),3,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,Not mentioned at all,Yes,IMCS 2018,4.0,2.0,,,1.0,No,Yes,Yes,Yes,No,,1 (None at all),2,1 (None at all),,Yes,No,No,Yes,No,Yes,Github,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Selbststudium,Yes,"Versionsverwaltung, Objektorientierung, Mikroprozessor-Schnittstellen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -558,778.0,2018-10-25 10:40:45,Germany,Yes,Master degree,Computer Science,,No,3,No,8.0,7,6,3,2,4,7,8,4,2,2,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -559,779.0,2018-10-25 10:45:28,Germany,Yes,Master degree,Mechanical Engineering,,No,0 - Mostly me,No,3.0,7,7,2,2,2,7,7,2,4,3,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,ICMMES,2.0,2.0,,,1.0,No,Yes,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,keine,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,Disagree,Neither agree or disagree,Agree,5,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium + Vorlesungen,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -560,780.0,2018-10-25 10:49:16,Germany,Yes,Master degree,Computer Science,,No,2,No,7.0,7,4,6,1 (None at all),3,,5,2,5,3,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,The salary,Opportunity for career advancement,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,,,3.0,3.0,,,2.0,No,No,No,Yes,No,,2,6,1 (None at all),,No,No,No,Yes,No,No,"Gitea, Drone CI, wekan",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Neither agree or disagree,Neither agree or disagree,5,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Carolo-Cup / Hobby / Studium,Yes,"Die Fähigkeit andere von den Konzepten des modenen Softwarengeneerings zu überzeugen (Unit Tests, Continuous Integration, regelmäßige Meetings, Buildsysteme)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -561,782.0,2018-10-25 10:59:16,Germany,Yes,Master degree,Computer Science,,Yes,3,Yes,10.0,7,3,5,3,4,7,5,3,5,4,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,1.0,3.0,,,1.0,No,No,Yes,No,No,,1 (None at all),5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selftaught,Yes,"Machine Learning, High performance computing, computer graphics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -562,783.0,2018-10-25 11:03:33,Germany,Yes,Other,Computer Science,,No,5 - Mostly other people,Yes,7.0,9,2,1 (None at all),2,2,9,5,1 (None at all),2,2,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,No,,4.0,2.0,,,1.0,Yes,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Strongly disagree,Agree,Strongly Agree,Agree,Disagree,Agree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -563,784.0,2018-10-25 11:04:30,Germany,Yes,Doctorate,Chemistry,,No,2,No,8.0,6,7,3,4,5,6,8,1 (None at all),5,2,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,3.0,,,3.0,No,No,Yes,No,No,,6,6,2,,No,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Yes,,8,8,Agree,Neither agree or disagree,Disagree,4,Strongly disagree,Strongly disagree,Strongly Agree,Disagree,Strongly disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -564,785.0,2018-10-25 11:11:45,Germany,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,3.0,7,3,4,1 (None at all),3,8,5,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Agree,Agree,Strongly disagree,1 (None at all),Disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Agree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes,Grafikdesign,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -565,787.0,2018-10-25 11:18:07,Germany,Yes,Doctorate,Aeronautical & Manufacturing Engineering,,No,3,No,12.0,4,4,4,2,2,4,6,3,3,2,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,,,,,2.0,No,No,Yes,No,No,,4,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,5,Neither agree or disagree,Strongly Agree,Neither agree or disagree,5,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Disagree,Agree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -566,788.0,2018-10-25 11:18:58,Germany,Yes,Undergraduate degree,Geography & Environmental Sciences,,No,0 - Mostly me,No,5.0,4,6,2,1 (None at all),4,6,5,1 (None at all),3,8,University,Full Time,Prefer not to say,2.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,No,,1.0,4.0,,,1.0,No,No,Yes,Yes,No,,3,5,2,,What is ORCID?,Yes,Yes,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,3,Disagree,Neither agree or disagree,Strongly disagree,8,Strongly disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self Study,Yes,dealing with other persons,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -567,789.0,2018-10-25 11:24:16,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,20.0,7,2,2,1 (None at all),4,5,3,5,1 (None at all),,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,LIGO/VIRGO Collaboration Meetings,4.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, GitLab, Rocket.Chat, JIRA, Confluence, Foswiki, Redmine, OTRS, Wekan, DokuWiki, NextCloud, Jenkins, BOINC, Python, RubyGems, Rails, Solr, Qt, Atom, Koha, Debian",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Neither agree or disagree,Agree,2,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,,Disagree,Disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Enthusiastisches, neugieriges Lernen sowie Berufserfahrung",,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -568,790.0,2018-10-25 11:40:46,Germany,Yes,Master degree,Electrical & Electronic Engineering,M. Sc. NDT,No,5 - Mostly other people,No,10.0,2,3,7,1 (None at all),3,3,6,5,3,3,Fraunhofer Society,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"DGZFP-Jahrestagungen 2009 - 2018, ECNDT 2018, CFK-Valley Convention 2010 & 2011, CICE 2014, ASNT 2014, ENDE 2011, SPIE 2009-2013",3.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),4,1 (None at all),,Yes,No,No,No,No,Yes,,0.0,interne Fraunhofer Schulung,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,5,6,Neither agree or disagree,Strongly Agree,Agree,8,Agree,Disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,eigenständig und im Austausch mit Kollegen,Yes,"Projektmanagement bei unikalen Teams, Versionskontrolle, interne Standards",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -569,791.0,2018-10-25 11:44:02,Germany,Yes,Master degree,Chemistry,B.A. (Skandinavistik),No,0 - Mostly me,No,3.0,6,3,7,2,2,8,3,8,2,2,Fraunhofer Society,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -570,794.0,2018-10-25 12:12:19,Germany,Yes,Master degree,Physics and Astronomy,,No,3,No,3.0,7,4,4,1 (None at all),3,7,7,2,1 (None at all),2,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,The salary,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -571,795.0,2018-10-25 12:13:26,Germany,Yes,Master degree,Mechanical Engineering,"Dipl.-Ing. (FH) Elektrotechnik, B.Eng.(hon) European Engineering Management",Yes,4,No,15.0,3,4,8,2,5,4,5,3,4,5,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),Yes,Not mentioned at all,No,,6.0,3.0,,,0.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"OpenCV, WxWidgets",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,3,Disagree,Strongly Agree,Disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Strongly disagree,,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Selbststudium,Yes,"Softwarearchitektur, Webtechnologies",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -572,796.0,2018-10-25 12:15:21,Germany,Yes,Doctorate,Physics and Astronomy,PhD,Yes,4,Yes,35.0,5,5,3,3,1 (None at all),4,7,2,4,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,The salary,Opportunity to develop software,"Different researchers, same research group",No,Acknowledged in the main text,Yes,MaxEnt;ICAM;ISBI,2.0,4.0,,,2.0,Yes,No,No,Yes,No,,1 (None at all),3,1 (None at all),,Yes,No,No,No,Yes,No,none,2.0,2-3 days training workshops,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Agree,3,Strongly disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,,,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -573,797.0,2018-10-25 12:25:31,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,5.0,4,7,4,1 (None at all),4,4,9,1 (None at all),3,,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,,,,,1.0,Yes,Yes,No,Yes,No,,7,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,,Agree,Agree,Agree,4,Disagree,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -574,799.0,2018-10-25 13:17:33,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,20.0,8,2,2,1 (None at all),3,7,5,2,3,3,Fraunhofer Society,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"CARS, ISTU",5.0,3.0,,,2.0,No,No,No,Yes,Yes,,1 (None at all),7,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"Jira, GitLab, Bugzilla, Confluence",2.0,"MEVIS Academy, Developer Seminar",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,7,5,Strongly Agree,Agree,Neither agree or disagree,3,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Erfahrung,Yes,"Usability Engineering, ""Developer Experience"" Begriff definieren können",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -575,802.0,2018-10-25 13:41:21,Germany,Yes,Master degree,Biological Sciences,Dipl. (FH) Informatik,No,1,No,8.0,2,1 (None at all),1 (None at all),1 (None at all),9,5,4,3,1 (None at all),4,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,I want to learn new skills,Ability to work across disciplines,Flexible working hours,The salary,Opportunity for career advancement,Same researcher(s),Yes,Named as main author,No,,2.0,3.0,,,2.0,No,Yes,No,No,No,,3,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"Github, Travis CI, ReadTheDocs, Docker Hub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,,,,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",,"Agile Entwicklung, Machine Learning, mit C programmieren",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -576,803.0,2018-10-25 13:43:08,Germany,Yes,Undergraduate degree,Electrical & Electronic Engineering,,No,2,No,10.0,5,3,1 (None at all),1 (None at all),5,4,4,2,1 (None at all),6,Fraunhofer Society,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -577,804.0,2018-10-25 14:38:21,Germany,Yes,Master degree,Computer Science,,Yes,3,Yes,15.0,7,4,4,1 (None at all),2,8,8,3,5,4,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,The salary,Flexible working hours,Same researcher(s),No,Acknowledged in acknowledgements section,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,6,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"stackexchange, google, github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,2,Neither agree or disagree,Neither agree or disagree,Strongly disagree,9,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Other,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidakt der viel Freizeit in Computerzeit konvertiert...,Yes,Wissensmanagement,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -578,805.0,2018-10-25 14:55:20,Germany,Yes,Master degree,Computer Science,Kommunikationselektroniker,No,4,Yes,5.0,5,3,3,1 (None at all),4,8,5,1 (None at all),1 (None at all),5,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,1.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,"Different researchers, same research group",Yes,Not mentioned at all,No,,6.0,2.0,,,2.0,No,No,No,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, github",0.0,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,,7,5,Neither agree or disagree,Neither agree or disagree,Strongly disagree,5,Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -579,808.0,2018-10-25 15:41:49,Germany,Yes,Undergraduate degree,Computer Science,B. Sc.,No,3,Yes,12.0,9,1 (None at all),1 (None at all),1 (None at all),2,9,2,1 (None at all),2,2,University,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,The salary,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,Yes,Yes,Yes,No,,8,6,6,,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,5,5,Agree,Agree,Disagree,5,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -580,810.0,2018-10-25 16:08:29,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,10.0,9,3,2,1 (None at all),2,9,5,2,1 (None at all),2,Fraunhofer Society,Full Time,Prefer not to say,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,Named as main author,No,,1.0,6.0,,,3.0,Yes,No,No,Yes,No,,3,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, github, slack, trello",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,,,,,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Uni, Werksstudent",,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -581,811.0,2018-10-25 16:38:15,Germany,No,"Final secondary-school examinations, general qualification for university entrance",Education,,No,0 - Mostly me,No,0.0,3,1 (None at all),1 (None at all),4,7,8,3,2,2,10 (All my time),Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -582,814.0,2018-10-25 17:53:29,Germany,Yes,Undergraduate degree,Mechanical Engineering,,No,2,No,2.0,8,10 (All my time),2,3,2,7,9,2,4,4,Fraunhofer Society,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,,,1.0,3.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,,Agree,,,1 (None at all),Disagree,Agree,Agree,,Strongly disagree,,,No,Yes,No,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -583,815.0,2018-10-25 19:25:34,Germany,No,Master degree,Computer Science,,No,0 - Mostly me,No,4.0,4,3,5,1 (None at all),5,7,5,5,1 (None at all),7,University,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Same researcher(s),No,Acknowledged in the main text,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,2,7,5,,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,6,Neither agree or disagree,Agree,Neither agree or disagree,,,Neither agree or disagree,,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -584,816.0,2018-10-25 22:06:25,Germany,Yes,Other,Geography & Environmental Sciences,,Yes,5 - Mostly other people,No,10.0,3,4,4,1 (None at all),7,5,5,6,1 (None at all),4,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Desire to advance research,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,ICEI2018,2.0,2.0,,,1.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),self written proxy,Yes,No,Yes,Yes,No,No,"tfs, gitlab, github",1.0,project internal software usage workshop,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Disagree,2,Disagree,,,,,,,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by doing,Yes,"real world info about legal issues and software licences, js training,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -585,818.0,2018-10-26 08:23:31,Germany,Yes,Master degree,Civil Engineering,,No,0 - Mostly me,No,2.0,5,6,3,1 (None at all),2,5,9,9,1 (None at all),9,Fraunhofer Society,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,The salary,Same researcher(s),Yes,Named as main author,No,,2.0,0.0,,,1.0,No,Yes,No,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Strongly Agree,4,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -586,819.0,2018-10-26 09:31:50,Germany,Yes,Master degree,Chemistry,B.A. (Skandinavistik),No,0 - Mostly me,No,3.0,6,3,5,2,2,8,4,6,2,2,Fraunhofer Society,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -587,820.0,2018-10-26 09:38:51,Germany,Yes,Master degree,Computer Science,,No,1,Yes,10.0,3,7,2,1 (None at all),2,5,4,2,1 (None at all),2,Helmholtz Association of German Research Centres,Part-time,Prefer not to say,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -588,821.0,2018-10-26 10:41:31,Germany,Yes,Master degree,Electrical & Electronic Engineering,,No,3,Yes,6.0,7,5,2,2,4,8,5,1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,The salary,Same researcher(s),Yes,Named as main author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),5,1 (None at all),,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,,5,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,4,Agree,Disagree,Strongly Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,No,No,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -589,823.0,2018-10-26 14:37:06,Germany,Yes,Doctorate,Mathematics,,No,2,No,9.0,3,3,3,3,3,4,3,2,3,4,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),Yes,Named as main author,Yes,"useR!, Statistical Computing, CEN ISBS,",4.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,Yes,Yes,No,No,"GitLab, GitHub, R-Forge, CRAN",3.0,"Summer School on Reproducibility in Computational Sciences 2018, MMS Summer school, R Intro für Biostatistiker, ...",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,7,Strongly Agree,Strongly Agree,Strongly Agree,7,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Uni und Internet,Yes,"Testen, Virtuelle Maschinen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -590,826.0,2018-10-26 15:09:43,United States of America,Yes,Doctorate,Chemistry,,No,1,Yes,14.0,8,9,3,1 (None at all),2,8,9,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Acknowledged in the main text,No,,4.0,1.0,,,1.0,No,No,No,Yes,No,,8,10 (All the time),9,FigShare,Yes,No,No,Yes,No,No,"GitLab, GitHub",0.0,0,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Neither agree or disagree,Neither agree or disagree,7,Disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -591,827.0,2018-10-26 15:11:48,United States of America,Yes,Doctorate,Biological Sciences,,No,1,No,3.0,6,6,1 (None at all),1 (None at all),4,6,4,3,3,3,Non-profit organization,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Named as main author,No,,1.0,1.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,3,Agree,Neither agree or disagree,Neither agree or disagree,7,Strongly disagree,Agree,Disagree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,No,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Hobby and certificate program,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -592,828.0,2018-10-26 15:26:21,Germany,Yes,Doctorate,Computer Science,"M.Sc., Dipl.-Medieninform (FH)",Yes,5 - Mostly other people,Yes,20.0,7,3,4,2,3,7,5,3,2,7,Fraunhofer Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Freedom to choose own working practices,The salary,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"CURAC, Bildverarbeitung für die Medizin (BVM), VDI Veranstaltungen, Wissenschaftstage IFF",5.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),4,3,,No,Yes,Yes,Yes,No,No,gitlab,2.0,5,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,6,3,Agree,Strongly Agree,Agree,7,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Primär Bücher, Online Dokumentation, selten Videos - Äußerst Relevant: Prototypen zum Üben der Fallstricke",,"Work-Live Balance, Strukturiertes Testen in der Forschung, Safety & Security by Design",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -593,831.0,2018-10-26 16:27:33,Germany,No,Master degree,Civil Engineering,,No,1,No,0.0,1 (None at all),9,2,1 (None at all),2,3,4,2,3,5,Leibniz Association,Full Time,Fixed term -- funded by project funds,3.75,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -594,833.0,2018-10-26 22:51:13,Czech Republic,Yes,Masters degree,Librarianship & Information Management,,No,2,No,1.0,5,7,2,2,3,7,6,1 (None at all),4,5,Other,Part-time,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -595,837.0,2018-10-27 09:15:12,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,1,No,20.0,4,6,2,3,3,6,6,1 (None at all),2,3,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Desire to advance research,"Different researchers, same research group",No,Named as co-author,Yes,"GIL, ECPA",3.0,2.0,,,2.0,No,Yes,No,No,No,,10 (All the time),7,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,2.0,Software Carpentry,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Strongly Agree,Agree,Agree,2,Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"all by interest/on my own, learning from and participating at hackspaces",No,"professional programming: style, tools and environments (build automation, tests, virtualisation, )",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -596,838.0,2018-10-27 13:34:38,Germany,Yes,Master degree,Medicine,"MD, MSc",No,0 - Mostly me,No,4.0,2,4,2,3,2,5,5,2,3,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,Yes,No,No,,10 (All the time),10 (All the time),5,zenodo,Yes,No,No,Yes,No,No,GitHub,5.0,"workshops, meetups",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Neither agree or disagree,Neither agree or disagree,2,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,coursera,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -597,842.0,2018-10-27 19:16:39,South Africa,Yes,Doctorate,Economics,,No,0 - Mostly me,No,4.0,6,5,2,7,3,8,8,2,9,2,Private company,Full Time,"Freelancer, consultant, contractor",5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),No,Named as main author,Yes,uRos,3.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),8,1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,Git,6.0,"Software Carpentry, meetups, workshop, etc",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Agree,Strongly Agree,Disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Git for teams large teams, software integration for production system",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -598,843.0,2018-10-27 20:18:40,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Computer Science,,No,5 - Mostly other people,No,2.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,2.0,Yes,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,1,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Neither agree or disagree,Disagree,,,Agree,Neither agree or disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -599,844.0,2018-10-27 23:31:55,Canada,Yes,Doctorate,EVOLUTION AND ECOLOGY,,,3,No,10.0,3,7,1 (None at all),5,2,,,,,,University,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,,Yes,No,Yes,Yes,No,No,,,,,,,,,,,,,,,,,,,,,Don't know,,,,,,,,,,,,,,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,,Yes,testing methodologies,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -600,846.0,2018-10-28 00:26:55,United States of America,Yes,Master degree,Mathematics,,Yes,0 - Mostly me,Yes,4.0,7,4,5,2,3,6,6,3,7,8,Private company,Full Time,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity to develop software,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,RStudio Conf,3.0,2.0,,,2.0,No,No,Yes,Yes,Yes,,9,7,4,,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,2,Disagree,Disagree,Disagree,10 (All the time),Neither agree or disagree,Strongly Agree,Agree,Disagree,Strongly Agree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,No,Yes,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -601,847.0,2018-10-28 00:29:55,Canada,Yes,Doctorate,STATISTICS AND PROBABILITY,,,1,No,25.0,2,7,3,1 (None at all),2,,,,,,University,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,3.0,3.0,2.0,No,,No,No,No,No,Yes,No formal methodology,1 (None at all),,,,Yes,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,CIHR,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,No,No,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -602,848.0,2018-10-28 12:14:35,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Chemistry,CChem,No,3,No,43.0,3,5,1 (None at all),3,5,4,7,3,3,7,National laboratory,Full Time,Permanent -- funded by Institution core funding,7.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,Yes,Various,1.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),I don’t,Yes,No,Yes,No,No,No,R-forge,3.0,Statistics for chemists - nothing to do with software,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,3,5,Agree,Agree,Agree,7,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,intro at school in 1974. 1 voluntary video course in Fortran in 1979 in prep for PhD. Self-taught for everything else,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -603,852.0,2018-10-29 07:06:02,Germany,Yes,Master degree,Electrical & Electronic Engineering,,No,1,No,1.0,6,8,1 (None at all),1 (None at all),4,6,8,4,1 (None at all),4,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,The salary,Same researcher(s),Yes,Named as co-author,No,,2.0,3.0,,,2.0,No,No,Yes,No,No,,1 (None at all),8,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,8,5,Agree,Agree,,2,Strongly disagree,Strongly Agree,Agree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"learning by doing, online kurse",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -604,853.0,2018-10-29 08:27:24,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,10.0,6,4,5,1 (None at all),3,5,4,5,5,2,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,6.0,3.0,,,1.0,No,No,No,Yes,No,,2,2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,3.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,6,5,Disagree,Agree,Disagree,3,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbst",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -605,854.0,2018-10-29 08:33:32,Germany,Yes,Doctorate,Physics and Astronomy,,No,0 - Mostly me,No,4.0,4,8,3,2,5,5,9,1 (None at all),4,4,Leibniz Association,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,The salary,Flexible working hours,Same researcher(s),No,Acknowledged in acknowledgements section,No,,0.0,1.0,,,1.0,No,Yes,No,No,No,,1 (None at all),4,1 (None at all),,No,No,No,No,No,Yes,,0.0,0,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,4,Neither agree or disagree,Neither agree or disagree,Disagree,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -606,855.0,2018-10-29 08:35:28,Germany,Yes,Master degree,Materials Technology,,No,4,No,1.0,8,1 (None at all),3,2,2,7,1 (None at all),1 (None at all),3,3,Fraunhofer Society,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,1.0,0.0,,,1.0,No,No,Yes,Yes,No,,4,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,,,,,,Agree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Online courses, learning through doing",No,"OOP, Git, Marketing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -607,856.0,2018-10-29 08:44:06,Germany,Yes,Master degree,Computer Science,,No,4,Yes,15.0,8,4,6,2,1 (None at all),10 (All my time),3,2,5,1 (None at all),Fraunhofer Society,Full Time,Fixed term -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,Yes,"SPS IPC DRIVES, Hannover Messe",3.0,3.0,,,2.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,No,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Disagree,Neither agree or disagree,Strongly disagree,2,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,Selbststudium,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -608,857.0,2018-10-29 09:06:29,Germany,Yes,Doctorate,Computer Science,"ingénieur, ingénieur informatique,",Yes,2,No,10.0,7,3,6,2,5,8,3,6,1 (None at all),2,Fraunhofer Society,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,Autres départements,5.0,2.0,,,1.0,No,Yes,No,No,No,,7,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Git,1.0,fraunhofer academy,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,,6,4,Disagree,Strongly Agree,Strongly disagree,5,Agree,Disagree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,J'ai les appris sur internet,Yes,Coordination d'une grande groupe des dévelopeurs avec des compétences différentes,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -609,858.0,2018-10-29 09:50:20,Germany,Yes,Master degree,Art & Design,Bachelor of Science,No,2,Yes,22.0,7,4,3,1 (None at all),2,7,4,1 (None at all),1 (None at all),3,University of Applied Sciences,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,The salary,Flexible working hours,Same researcher(s),Yes,Named as main author,Yes,"ISMIR, ICMC, SMC, NIME, DHd, AudioMostly",3.0,2.0,,,1.0,No,No,No,Yes,No,,8,10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"GitHub, BitBucket, GoogleDocs",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,,,,,,,,"Studium, Selbststudium mit Web-Ressourcen, Learning by doing",Yes,"SQL, GraphQL, Deep Learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -610,860.0,2018-10-29 10:46:24,Germany,Yes,Master degree,Computer Science,,Yes,1,Yes,14.0,8,6,3,4,5,9,6,1 (None at all),3,5,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as main author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,2,4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Agree,Agree,Agree,4,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Autodidaktisch, Studium",No,"Aufwandsabschätzung, Rapid Prototyping",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -611,862.0,2018-10-29 11:03:07,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,3.0,6,3,2,1 (None at all),4,6,6,3,,,Other,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,CSIXL2018,2.0,1.0,,,2.0,No,Yes,No,No,No,,1 (None at all),2,1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,"Computerverständnis, gute programmiertechnische Praxis",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -612,863.0,2018-10-29 11:37:20,Germany,Yes,Master degree,Mechanical Engineering,,No,1,No,2.0,5,4,2,1 (None at all),4,4,6,1 (None at all),1 (None at all),3,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Freedom to choose own working practices,The salary,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,6,Agree,Strongly Agree,Agree,2,Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,No,Yes,Yes,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,"Modul im Studium, Autodidaktisch",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -613,864.0,2018-10-29 14:07:37,Germany,Yes,Master degree,Mathematics,,No,3,No,25.0,8,4,2,1 (None at all),2,6,5,1 (None at all),1 (None at all),1 (None at all),Leibniz Association,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,"Free and Open Source Software Conference (FrosCON'18), International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOPT'18), International Conference on Electronics, Information and Communication (ICEIC)",1.0,1.0,,,0.0,No,No,Yes,Yes,No,,9,2,2,k. A.,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,7,Disagree,Neither agree or disagree,Strongly disagree,8,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,Windows,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Lehrgänge, autodidaktisch",Yes,"Konzentration, Analytik, Python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -614,865.0,2018-10-29 15:37:25,Germany,Yes,Master degree,History,,Yes,2,No,5.0,8,2,8,1 (None at all),4,8,4,3,2,,University,Full Time,Fixed term -- funded by Institution core funding,2.0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"Bibliothekarstag, Quellen und Methoden der Geschichtswissenschaft im digitalen Zeitalter: Neue Zugänge für eine etablierte Disziplin? (DIGIMET), Historikertag",10.0,3.0,,,6.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),3,,No,No,No,Yes,No,No,gitlab,2.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,7,8,Disagree,Disagree,Neither agree or disagree,4,Agree,Disagree,Agree,Disagree,Neither agree or disagree,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,Yes,,,,,,,,Eigenstudium,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -615,866.0,2018-10-30 02:13:40,New Zealand,Yes,Master degree,Business & Management Studies,,No,5 - Mostly other people,Yes,6.0,7,3,3,1 (None at all),4,8,4,2,4,2,Government,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),1 (None at all),,No,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Agree,4,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Previous jobs and training (courses and on the job training),,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -616,867.0,2018-10-30 09:38:08,Germany,Yes,Master degree,Librarianship & Information Management,Soziologie,,4,Yes,20.0,8,2,1 (None at all),1 (None at all),3,8,8,3,1 (None at all),4,Leibniz Association,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,No,No,Yes,No,,8,10 (All the time),10 (All the time),"Zenodo, da|ra",Yes,No,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,4,Agree,Agree,Disagree,5,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -617,868.0,2018-10-30 10:44:25,Germany,Yes,Doctorate,Mathematics,"Dr. rer. nat., M.Sc., B.Sc.",No,2,No,3.0,4,5,3,3,3,4,6,2,3,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,2.0,5.0,,,3.0,No,Yes,No,Yes,No,,4,4,3,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -618,869.0,2018-10-30 12:13:55,Germany,Yes,Master degree,Computer Science,,No,3,Yes,5.0,7,4,3,2,3,6,4,6,2,3,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,1.0,No,No,Yes,No,No,,3,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitLab,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,6,Neither agree or disagree,Strongly Agree,Disagree,5,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,Disagree,No,Yes,Yes,No,No,Yes,No,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,on the Fly,Yes,"documenting software architetures, team management, project management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -619,870.0,2018-10-30 14:13:44,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,4.0,5,2,3,1 (None at all),1 (None at all),6,2,3,1 (None at all),1 (None at all),University,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,The salary,Desire to advance research,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),6,1 (None at all),,Yes,No,No,Yes,No,No,"github, university's gitlab, stack exchange",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,2,0 - Not at all satisfied,Agree,Disagree,Disagree,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by myself,Yes,"small team management, pitching research/business ideas",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -620,871.0,2018-10-31 09:50:15,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,4,Yes,30.0,7,3,3,1 (None at all),2,4,7,2,3,3,Fraunhofer Society,Full Time,Permanent -- funded by project funds,31.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,Yes,"SPIE, OSA",2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),5,1 (None at all),,Yes,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,5,5,Agree,Agree,Agree,2,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"UML-Modellierung, weitere Programmiersprachen (Go, Rust, Javascript), Software-Engineering",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -621,872.0,2018-10-31 11:32:58,Germany,Yes,Master degree,Electrical & Electronic Engineering,,No,2,No,3.0,7,6,2,1 (None at all),2,7,7,3,4,4,Fraunhofer Society,Full Time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,3.0,2.0,,,0.0,Yes,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,8,10 - Completely satisfied,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,No,Yes,No,Yes,No,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Learning-by-doing,Yes,C++-Know-How,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -622,873.0,2018-10-31 13:58:30,Germany,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,10.0,4,6,2,1 (None at all),4,3,7,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,The salary,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,3,Neither agree or disagree,Neither agree or disagree,Disagree,5,Agree,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University coursework, online resources, textbooks",Yes,"artificial neural networks, GPU acceleration",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -623,874.0,2018-10-31 15:47:09,Germany,Yes,Doctorate,Philosophy,,No,2,No,20.0,3,4,5,1 (None at all),3,5,5,3,2,3,Max Planck Society,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"DH2016, DHd2018",4.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,9,10 (All the time),9,"Zenodo, MPG.PuRE",Yes,No,Yes,Yes,No,No,"github, gitlab, etherpad, slack, google docs, dariah-de und gwdg angebote",2.0,"Interest Group am Institut, Summer School an einer Akademie",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Strongly Agree,Disagree,1 (None at all),Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,"UX/UI Design, TDD, Zeitmanagement",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -624,877.0,2018-11-01 10:09:30,Germany,Yes,Undergraduate degree,Geography & Environmental Sciences,,No,1,No,1.0,2,3,1 (None at all),1 (None at all),4,5,5,2,2,3,Other,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,Not mentioned at all,No,,1.0,2.0,,,1.0,No,No,No,Yes,No,,9,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,2,Disagree,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, Internet, Books and I am still very much in the learning process",Yes,"Ability to create highly efficient code; Understanding of theoretical concepts behind atmospherical models; Using software solutions from other fields to solve ""my"" research problems",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -625,878.0,2018-11-01 10:11:05,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,30.0,4,4,2,1 (None at all),3,4,4,1 (None at all),2,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),8,5,,Yes,No,Yes,Yes,No,No,"github, stackexchange",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Disagree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mostly self-taught,,writing good documentation,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -626,879.0,2018-11-01 13:49:30,Germany,Yes,Master degree,Electrical & Electronic Engineering,,Yes,3,,30.0,4,3,3,1 (None at all),5,3,5,1 (None at all),3,4,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,23.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -627,881.0,2018-11-02 09:31:24,Germany,Yes,Doctorate,Civil Engineering,,No,2,No,16.0,3,3,6,2,3,5,7,3,3,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -628,883.0,2018-11-02 12:52:56,Germany,Yes,Master degree,Biological Sciences,"Bachelor, Biowissenschaften",No,0 - Mostly me,No,9.0,3,8,1 (None at all),2,2,6,6,1 (None at all),4,1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,4,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,gitlab,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,5,,,,7,Neither agree or disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,Yes,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Anfängerkurse Informatik an der Uni, aber größtenteils selber bei gebracht",Yes,project management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -629,884.0,2018-11-02 18:17:02,Germany,Yes,Doctorate,Computer Science,,Yes,4,Yes,15.0,4,2,6,1 (None at all),3,5,2,3,2,3,Fraunhofer Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,"Different researchers, same research group",No,Named as co-author,No,,1.0,2.0,,,2.0,No,No,No,Yes,No,,1 (None at all),2,1 (None at all),,ORCID is not relevant for me,No,Yes,No,No,No,,1.0,-,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,4,Disagree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Training on the job, dann Internet-Schulungsvideos",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -630,885.0,2018-11-03 23:26:52,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,4,No,10.0,3,3,2,7,3,6,6,3,4,,University,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in the main text,Yes,European Geoscience Union General Assembly,0.0,0.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),CSDMS,Yes,No,No,Yes,No,No,Github,2.0,none,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Disagree,Agree,Disagree,8,Agree,Disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,No,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"Mathematics, software design, GUIs",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -631,886.0,2018-11-04 20:26:25,Germany,Yes,Master degree,Computer Science,,No,0 - Mostly me,Yes,5.0,10 (All my time),9,1 (None at all),1 (None at all),5,10 (All my time),10 (All my time),1 (None at all),5,3,Fraunhofer Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,"Different researchers, same research group",No,Named as main author,No,,2.0,4.0,,,3.0,Yes,No,No,Yes,No,,3,5,1 (None at all),,No,No,No,Yes,No,No,"GitHub, GitLab, BitBucket",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,8,Strongly Agree,Agree,Neither agree or disagree,3,Strongly disagree,Neither agree or disagree,,,Disagree,Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self-learning by working on real projects,Yes,"organizing research, collaboration with others, marketting existing work",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -632,887.0,2018-11-05 10:39:58,Netherlands,Yes,PhD,Physics and Astronomy,,Yes,4,Yes,20.0,2,5,3,1 (None at all),3,,,,,,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,"SKA Engineering meeting, ICT open (Netherlands), NLeSC annual symposia including IEEE eScience 2018",2.0,3.0,,,3.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,"Github, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,9,9,,,,,,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"During my MSc, PhD, Postdoc positions",Yes,Management skills,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -633,890.0,2018-11-05 14:34:35,Germany,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,3.0,7,5,3,1 (None at all),7,7,5,5,4,10 (All my time),Fraunhofer Society,Part-time,Fixed term -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,The salary,Flexible working hours,Same researcher(s),Yes,Acknowledged in the main text,No,,2.0,3.0,,,0.5,Yes,No,No,No,Yes,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gitlab, Tortoisemerge, Git",0.0,1,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,6,,Agree,Neither agree or disagree,Neither agree or disagree,2,Agree,Agree,Agree,Agree,,,,No,Yes,Yes,No,No,No,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,"HiWi, Praktika",Yes,"Datenstrukturen, Softwaremanagement, C++",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -634,891.0,2018-11-05 15:45:55,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,15.0,8,2,1 (None at all),1 (None at all),2,10 (All my time),4,1 (None at all),1 (None at all),3,Max Planck Society,Full Time,Agency staff,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,Yes,No,No,Yes,No,,8,3,2,,No,No,No,Yes,No,No,github,1.0,software workshops,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,3,Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,Based on experience,Yes,"Kotlin, R, Deep learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -635,892.0,2018-11-05 15:56:35,Germany,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,,12.0,8,3,1 (None at all),1 (None at all),2,6,7,1 (None at all),1 (None at all),2,Leibniz Association,Full Time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Not mentioned at all,Yes,"ADASS, ESO/ESA",2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,Yes,No,gitlab wikis,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Strongly Agree,3,,Disagree,,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,patience,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -636,893.0,2018-11-05 16:05:32,Germany,Yes,Doctorate,Physics and Astronomy,Physik (Diplom),No,1,No,11.0,3,3,1 (None at all),1 (None at all),3,3,5,1 (None at all),3,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Flexible working hours,Opportunity to develop software,The salary,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"ParCo, EuroPar",4.0,2.0,,,1.5,No,No,No,Yes,No,,4,8,1 (None at all),,Yes,No,No,Yes,No,No,"TRAC, GitLab, Slack",1.0,GPU Programming Tutorial,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,6,Disagree,Agree,Neither agree or disagree,2,Strongly disagree,Strongly disagree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Training courses at Supercomputing centres,Yes,"compiler construction, standards in unit testing, advanced version control with git",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -637,894.0,2018-11-05 21:39:37,Germany,Yes,Doctorate,Mathematics,,Yes,3,No,6.0,6,4,2,2,3,7,6,1 (None at all),2,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"CPPcon, GTC",2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,8,,Yes,No,No,Yes,No,No,gitea,2.0,local training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,5,Strongly disagree,Strongly Agree,Disagree,5,Strongly Agree,Agree,Agree,,,Agree,,No,No,,,,,,GNU/Linux,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -638,895.0,2018-11-05 23:49:32,New Zealand,Yes,Doctorate,Civil Engineering,Professional Engineer (California); Diplomate Water Resources Engineer (D.WRE),No,3,Yes,20.0,7,3,2,1 (None at all),2,7,3,2,3,2,National laboratory,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,ASCE Water Resources; Federal Environmental Modeling Conferences,2.0,3.0,,,2.0,No,No,No,Yes,No,,8,6,1 (None at all),,No,No,Yes,Yes,No,No,GitHub,2.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,2,Disagree,Agree,Agree,Agree,Agree,Neither agree or disagree,Agree,,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University Courses; Short Courses; Peer Collaboration,Yes,Architecture; Formal Systems for Testing; Scientific Graphics,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -639,896.0,2018-11-06 09:14:39,Germany,Yes,Doctorate,Mechanical Engineering,"Dr.-Ing., Dipl.-Ing., MSc",No,3,No,10.0,7,7,3,4,3,6,9,5,5,2,University,Full Time,Fixed term -- funded by project funds,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,The salary,"Different researchers, same research group",Yes,Acknowledged in the main text,Yes,,3.0,3.0,,,3.0,No,No,No,Yes,No,,4,3,1 (None at all),,Yes,No,Yes,Yes,No,No,GitLab,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,4,Agree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -640,901.0,2018-11-07 12:21:56,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,6.0,7,3,2,2,3,9,2,2,9,4,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"github, gitlab",1.0,"Software Carpentry, Vorlesungen und Workshops am Institut",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Agree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Vorlesungen, Selbststudium, Freunde",Yes,"CI, GPU-Programming, Lehre",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -641,902.0,2018-11-07 12:28:51,Germany,Yes,Master degree,Physics and Astronomy,,No,2,No,2.0,3,8,2,6,4,5,10 (All my time),1 (None at all),4,2,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,"GAMM 2017, GAMM 2018, Inter-Noise 2017",2.0,6.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),Publisher von Journals oder Konferenzen,What is ORCID?,No,No,Yes,No,No,"Git-Server, Sharelatex für Dokumentation der Software, Mathematische Open Source Pakete (Petsc, sympy, numpy etc.)",0.0,"Angebote des Graduiertenkollegs der TU Braunschweig (Sommerschulen, Workshops etc.)",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Strongly disagree,Agree,Strongly Agree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Grundlagen in C++ im Physikstudium als bewertetes Pflichtfach. Die überwiegende Mehrheit (mehr als 90% der Fertigkeiten) durch Erfahrung und Ausprobieren,Yes,"Testgetriebene Entwicklung, Qualitätssicherung bei Versionssprüngen (wird beides DRINGEND benötigt, es fehlt Kompetenz und Zeit, um diese aufzubauen), Parallel arbeitenden Code schreiben",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -642,904.0,2018-11-07 15:42:43,Germany,Yes,Master degree,Mechanical Engineering,,No,4,Yes,15.0,5,2,3,1 (None at all),6,7,4,3,2,3,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as main author,Yes,ICRA,3.0,3.0,,,2.0,No,No,No,Yes,No,,3,5,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,"gitlab, github",0.0,,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,5,5,Disagree,Agree,Disagree,4,Strongly disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Fachliteratur,Yes,Real time and embedded systems,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -643,906.0,2018-11-07 21:07:34,United States of America,Yes,Master degree,Computer Science,,Yes,5 - Mostly other people,Yes,7.0,8,3,3,1 (None at all),2,6,6,3,1 (None at all),2,University,Full Time,Permanent -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,The salary,Same researcher(s),Yes,Named as main author,Yes,"EScience, BigData",3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,3,Zenodo,Yes,No,No,Yes,No,No,Slack,2.0,"local university training, webinars",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,Strongly Agree,Strongly Agree,Neither agree or disagree,7,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Masters program/University, Self-learning",Yes,"Technical writing, Time management, People skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -644,909.0,2018-11-07 21:25:37,United States of America,Yes,Doctorate,Mathematics,,,4,,33.0,8,2,1 (None at all),1 (None at all),1 (None at all),8,8,1 (None at all),4,2,University,Prefer not to say,Fixed term -- funded by project funds,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,The salary,"Different researchers, same research group",No,Not mentioned at all,,,3.0,10.0,,,1.0,No,No,Yes,Yes,No,,9,8,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,GitHub,2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,,Agree,Disagree,Strongly disagree,6,Agree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Institutes + study + experience,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -645,911.0,2018-11-07 21:35:22,United States of America,Yes,Undergraduate degree,Biological Sciences,,No,0 - Mostly me,No,5.0,10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),University,Full Time,Research/Student Assistant,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,Winter q-Bio,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,Disagree,4,Disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Agree,Agree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -646,912.0,2018-11-07 21:46:27,United States of America,Yes,Master degree,Accounting & Finance,,No,3,Yes,19.0,2,1 (None at all),1 (None at all),3,5,3,1 (None at all),1 (None at all),3,4,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,0.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, Trello",6.0,"local university training, PyLadies",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Neither agree or disagree,Strongly Agree,Agree,Agree,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Primarily self-taught and at work. Self-taught programmer/linux admin in 1997-1998, first programming job 1999.",Yes,"Project management, Growing relationships with faculty, Effectively leading non-developers on development projects",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -647,913.0,2018-11-07 21:47:58,United States of America,Yes,Master degree,Mathematics,,No,5 - Mostly other people,Yes,49.0,7,1 (None at all),2,1 (None at all),4,8,2,1 (None at all),1 (None at all),2,University,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"CCDHCS, SPSS ISSUE, ASA",5.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,Yes,No,"Github, Bitbucket, Gitlab",4.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Neither agree or disagree,Strongly Agree,Disagree,8,Agree,Neither agree or disagree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"undergraduate and graduate coursework, on-the-job training and project work, self-teaching, mentoring by more experienced developers.",,GPU programming,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -648,914.0,2018-11-07 21:57:52,Denmark,Yes,PhD,Electrical & Electronic Engineering,,No,1,No,14.0,2,4,2,6,2,5,7,1 (None at all),3,2,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,0.0,3.0,0.0,Yes,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),8,8,"Local library, Zenodo",Yes,No,No,Yes,No,No,"Github, Bitbucket",5.0,"Several BSc, MSc, and PhD level courses",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,4,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Part of my education as an engineer,Yes,"Julia programming, deep learning,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -649,915.0,2018-11-07 22:03:56,United States of America,Yes,Undergraduate degree,Mathematics,,No,2,No,4.0,7,4,2,7,3,8,5,1 (None at all),4,3,University,Full Time,Research/Student Assistant,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Desire to advance research,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,Society of Mathematical Biology Annual Meeting 2018,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Disagree,Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -650,918.0,2018-11-07 22:11:56,United States of America,Yes,Doctorate,Computer Science,,,3,,15.0,3,5,2,3,2,6,5,2,4,3,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,Yes,"Big Data, HPC, PEARC,SC",3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),7,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,,8.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,3,Neither agree or disagree,Strongly Agree,Neither agree or disagree,8,Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -651,921.0,2018-11-07 22:21:45,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,30.0,5,1 (None at all),1 (None at all),2,4,,,,2,,University,Full Time,Prefer not to say,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,No,,20.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,2.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,Strongly Agree,Agree,Disagree,,,,Agree,Strongly disagree,,,,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learn on the go,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -652,922.0,2018-11-07 22:27:56,United States of America,Yes,Undergraduate degree,Philosophy,,No,5 - Mostly other people,Yes,3.0,5,2,1 (None at all),3,2,6,2,1 (None at all),3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,8,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,8.0,Local university,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Strongly Agree,Disagree,10 (All the time),Disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Disagree,Disagree,No,Yes,Yes,No,Yes,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -653,924.0,2018-11-07 22:35:30,United States of America,Yes,Doctorate,Computer Science,,No,1,No,12.0,2,3,3,5,2,3,7,2,2,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,The salary,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -654,925.0,2018-11-07 22:38:16,United States of America,Yes,Undergraduate degree,Mathematics,,No,3,No,9.0,5,5,1 (None at all),1 (None at all),1 (None at all),7,2,1 (None at all),3,2,University,Full Time,Research/Student Assistant,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,Github,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,3,Neither agree or disagree,Neither agree or disagree,Disagree,5,Disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,How to build an academic CV (publications etc) while maintaining a focus of software. How to publish a PhD as a RSE,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -655,926.0,2018-11-07 22:53:58,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,14.0,8,3,1 (None at all),2,2,6,4,3,2,2,National laboratory,Full Time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,Yes,"American Geophysical Union (AGU), GeoTools, Science Gateways, Jupytercon",4.0,3.0,,,1.0,No,Yes,Yes,Yes,No,,8,8,1 (None at all),,Yes,No,No,Yes,No,No,"Github, Bitbucket, Zoom",1.0,"Software Carpentry, training coworkers on new tools or software techniques",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,4,Agree,Agree,Disagree,3,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Mostly learned the research skills on the job, also practice continuous learning and technical skill development",Yes,"Some non-technical ""soft"" skills like networking and leadership, and always looking to improve existing technical skills and pick up new ones. Often need a blend of devops, traditional software engineering, web development skills, plus data analytics, machine learning, etc.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -656,929.0,2018-11-08 00:08:59,Canada,Yes,Doctorate,LIFE SCIENCES RESEARCH RELATED TO HUMAN HEALTH AND DISEASE,,,2,No,3.0,3,3,3,3,2,,,,,,University,,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,Yes,Incf neuroinformatics,2.0,3.0,0.0,No,,Yes,No,No,Yes,No,No formal methodology,10 (All the time),,,Not yet,Yes,No,No,Yes,No,No,Github,,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,On the job + software carpentry,Yes,Inviting new contributers,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -657,930.0,2018-11-08 00:33:58,Canada,Yes,Doctorate,INDUSTRIAL ENGINEERING,CSSBB,,3,No,28.0,6,4,8,4,1 (None at all),,,,,,Private company,,Fixed term -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,SPIE,2.0,2.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,,Yes,No,No,Yes,No,No,"slack, teams",,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,No,Yes,Yes,Yes,No,No,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,"self-taught, had to do lots of projects at different levels of university",No,"more Python, more Open Science tools, how to deal with old curmudgeon scientists",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -658,932.0,2018-11-08 01:26:41,Germany,Yes,Master degree,,,No,3,Yes,7.0,6,4,1 (None at all),3,2,4,6,1 (None at all),4,2,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,4.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -659,934.0,2018-11-08 04:05:53,United States of America,Yes,Doctorate,Physics and Astronomy,,No,2,No,4.0,3,3,2,1 (None at all),2,4,5,2,2,1 (None at all),National laboratory,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,The salary,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,Seismological Society of America,6.0,3.0,,,1.0,No,No,No,Yes,No,,9,9,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,1.0,Software Carpentry,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Agree,Disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Disagree,Agree,Disagree,No,No,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On my own.,Yes,"Community building, project management, testing.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -660,940.0,2018-11-08 07:13:34,United States of America,Yes,Undergraduate degree,Economics,,No,1,No,0.0,7,9,1 (None at all),1 (None at all),2,9,9,1 (None at all),5,5,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,I want to learn new skills,Desire to work in a research environment,The salary,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Acknowledged in the main text,No,,2.0,2.0,,,2.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,,No,No,Yes,No,No,,10.0,in House training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught / online classes,Yes,"Big data Analytics, better writing skills, econometrics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -661,943.0,2018-11-08 08:49:51,Norway,Yes,PhD,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,10.0,7,2,3,3,3,8,4,2,3,2,National laboratory,Full Time,Permanent -- funded by project funds,50.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,Yes,"PyCon, pydata, scipy, aps dpp, Siam cse, agu",4.0,10.0,30.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,GitHub,2.0,"JupyterCon, Research Bazaar, local university training",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,8,Agree,Strongly Agree,Agree,2,Disagree,Disagree,Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,No,Yes,No,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Open source volunteer university programming,Yes,"Dissemination, teaching",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -662,944.0,2018-11-08 08:55:20,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,Yes,6.0,5,6,2,3,4,5,5,1 (None at all),2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,5,Both,Yes,No,No,Yes,Yes,No,"github, gitlab",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Neither agree or disagree,Neither agree or disagree,1 (None at all),Strongly disagree,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Minor subjects and hands on experience,Yes,"Better documentation writing, better project mangement.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -663,948.0,2018-11-08 09:47:23,United States of America,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,3.0,8,5,2,1 (None at all),4,6,8,1 (None at all),2,3,University,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,9,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,,8,8,Agree,Agree,Agree,3,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,School and research internships,Yes,"Large scale software engineering, digital signal processing, time management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -664,949.0,2018-11-08 10:18:12,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,10.0,8,2,1 (None at all),1 (None at all),1 (None at all),5,5,5,5,1 (None at all),Private Company,Part-time,Permanent -- funded by Institution core funding,2.5,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity to develop software,Flexible working hours,I want to learn new skills,The salary,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -665,950.0,2018-11-08 10:28:02,Switzerland,Yes,PhD,Education,,No,3,No,10.0,6,6,3,2,2,8,2,2,2,2,University,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,The salary,Same researcher(s),No,Named as co-author,Yes,"Learning at Scale, EC-TEL",3.0,4.0,0.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"Spectrum.chat, Github",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,10 (All the time),Disagree,Disagree,Agree,Strongly disagree,Disagree,Agree,Strongly disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -666,952.0,2018-11-08 11:06:48,France,Yes,PhD,Mathematics,"PhD, engineering degree",No,1,No,2.0,4,9,1 (None at all),1 (None at all),4,8,8,1 (None at all),1 (None at all),5,National laboratory,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,ECCB,1.0,1.0,1.0,No,2.0,No,No,No,Yes,No,No formal methodology,10 (All the time),9,4,,Yes,No,Yes,Yes,No,No,GitHub,1.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,2,Agree,Agree,Strongly disagree,7,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Enginering school of applied mathematics and computer science,Yes,"How to handle cross-operating system compatilibity. GPU programming, new techniques in general. User interface development.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -667,953.0,2018-11-08 11:15:27,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Geography & Environmental Sciences,,No,1,No,2.0,2,3,1 (None at all),1 (None at all),3,2,3,1 (None at all),1 (None at all),3,Other,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Same researcher(s),No,Named as co-author,Yes,"EdinbR, QGIS UG, KE events, RSS seminar, etc..",4.0,1.0,,,1.0,No,No,Yes,No,No,,8,10 (All the time),6,Zenodo,Yes,No,No,Yes,No,No,"Bitbucket, Github, Gitlab",3.0,"Software Carpentry, local university training, external events",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Strongly Agree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Agree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Lots of reading!,Yes,"Community building, testing for analytics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -668,957.0,2018-11-08 12:04:40,United States of America,Yes,Undergraduate degree,Computer Science,,Yes,5 - Mostly other people,Yes,35.0,5,1 (None at all),5,1 (None at all),2,5,3,3,1 (None at all),2,National laboratory,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,PEARC,12.0,3.0,,,2.0,No,No,No,No,Yes,,10 (All the time),9,1 (None at all),,Yes,No,Yes,Yes,No,No,"JIRA, Confluence, bit bucket, github, Research Software Portal",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,2,Neither agree or disagree,Agree,Agree,Agree,Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self taught, from experts and colleagues",Yes,People networking,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -669,958.0,2018-11-08 12:15:12,United States of America,Yes,Doctorate,Computer Science,,Yes,2,No,6.0,6,10 (All my time),3,2,2,7,7,1 (None at all),1 (None at all),1 (None at all),Other,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,The salary,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,,,,,,2.0,Yes,No,No,Yes,No,,8,10 (All the time),6,Zenodo,Yes,No,No,Yes,No,No,Github,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Strongly Agree,3,Agree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -670,959.0,2018-11-08 12:35:40,United States of America,Yes,Doctorate,Civil Engineering,,Yes,5 - Mostly other people,Yes,30.0,8,3,2,1 (None at all),1 (None at all),8,3,2,1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"AMS Radar Conference, European Radar Conference",6.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),3,Out institution,No,No,No,Yes,No,No,"GNU, Anaconda",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,Agree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -671,961.0,2018-11-08 13:16:58,United States of America,Yes,Doctorate,Computer Science,,No,2,Yes,5.0,5,4,2,1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,The salary,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -672,962.0,2018-11-08 13:45:49,United States of America,Yes,Doctorate,Biological Sciences,,No,1,Yes,4.0,6,6,1 (None at all),2,1 (None at all),7,7,1 (None at all),3,4,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"SciPy, PyCon, PyData NYC",10.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,"Github, Travis CI, Figshare",12.0,"Software Carpentry, local university training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Strongly Agree,4,Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"internet, trial and error, tutorials",Yes,"training in code review, stronger background in linear algebra + algorithms",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -673,964.0,2018-11-08 14:28:17,Germany,Yes,Master degree,Computer Science,,No,2,Yes,4.0,6,4,4,1 (None at all),2,8,6,2,6,6,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to advance research,The salary,Flexible working hours,"Different researchers, same research group",Yes,Named as main author,Yes,WHISPERS,4.0,5.0,,,2.0,No,No,No,Yes,Yes,,3,2,2,,Yes,No,Yes,Yes,No,No,GitLab,1.0,DLR,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Disagree,Agree,Agree,4,Neither agree or disagree,Strongly disagree,Strongly Agree,,Strongly disagree,Strongly disagree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, Autodidakt, Studium",Yes,"Clean Coding, Beharrlichkeit, Offenheit",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -674,965.0,2018-11-08 14:28:24,Germany,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,42.0,8,2,2,1 (None at all),2,8,3,1 (None at all),2,3,Other,Full Time,Permanent -- funded by Institution core funding,29.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,"Different researchers, same research group",Yes,Not mentioned at all,Yes,"AGARD, European Telemetry Conference, Journal of Aircraft, International SW Quality Week, American Helicopter Society, Royal Aeronautical Society, Gesellschaft für Systems Engeneering",2.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),2,1 (None at all),,What is ORCID?,Yes,No,No,No,No,keine,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Agree,Agree,Agree,1 (None at all),Strongly disagree,Disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Einarbeitung, Eigeninteresse",No,"mit über 60 Jahren habe ich mir meine ich alle angeeignet, die mir hilfreich sind",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -675,966.0,2018-11-08 14:37:32,Germany,Yes,Master degree,Mathematics,,No,1,No,27.0,4,3,1 (None at all),1 (None at all),4,6,5,1 (None at all),1 (None at all),2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Disagree,Agree,Agree,3,Disagree,Disagree,,Strongly disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"courses, university, books",Yes,"testing, visualization, versioning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -676,967.0,2018-11-08 14:51:11,Germany,No,Doctorate,Computer Science,,No,5 - Mostly other people,Yes,15.0,1 (None at all),3,8,1 (None at all),3,2,5,5,3,1 (None at all),Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by project funds,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -677,968.0,2018-11-08 14:54:07,United States of America,Yes,Master degree,Physics and Astronomy,,No,1,No,3.0,6,7,3,3,2,8,7,2,4,1 (None at all),University,Full Time,Research/Student Assistant,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,Acknowledged in the main text,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,1 (None at all),,No,No,No,Yes,No,No,github.com,52.0,research group training workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Disagree,1 (None at all),Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self taught, blogs, online educational resources",Yes,"testing, containerization, interactive visualization",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -678,970.0,2018-11-08 15:14:39,United States of America,Yes,Doctorate,Physics and Astronomy,,Yes,2,Yes,6.0,6,3,2,1 (None at all),1 (None at all),7,3,2,1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,AMS,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),7,10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Strongly Agree,Agree,Neither agree or disagree,3,Disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -679,971.0,2018-11-08 15:16:08,Germany,Yes,Master degree,Computer Science,,Yes,2,Yes,4.0,3,3,3,1 (None at all),2,4,3,2,1 (None at all),2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -680,974.0,2018-11-08 15:25:46,Canada,Yes,Masters Degree,ARTIFICIAL INTELLIGENCE,,,1,No,5.0,7,7,2,2,3,,,,,,University,,Research/Student Assistant,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,2.0,0.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,,What is ORCID?,No,No,Yes,No,No,GitHub,,,,,,,,,,,,,,,,,,,,Other,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,education/ self taught,Yes,"CI, MPI, CUDA",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -681,976.0,2018-11-08 15:46:51,United States of America,Yes,Master degree,Geography & Environmental Sciences,,No,3,No,30.0,8,3,1 (None at all),1 (None at all),2,8,3,1 (None at all),1 (None at all),2,National laboratory,Full Time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,"Different researchers, same research group",Yes,Named as co-author,Yes,"AGU,CEDAR,CESM",2.0,2.0,,,2.0,Yes,No,No,Yes,No,,8,3,10 (All the time),local library,Yes,No,Yes,Yes,No,No,Git,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Agree,2,Disagree,Disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job and some university,Yes,"Modern languages, coding standards, code sharing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -682,979.0,2018-11-08 16:17:22,Germany,Yes,Master degree,Computer Science,Project management basic cert.,Yes,4,Yes,10.0,4,6,8,2,4,7,7,6,2,2,Other,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,No,,0.0,3.0,,,2.0,No,No,No,Yes,No,,5,6,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,Individual courses for clients - ROS,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, practice",No,"Vi, better linting and overall better workflow tools,more languages and frameworks (always strive to know more)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -683,980.0,2018-11-08 16:19:38,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,9.0,5,1 (None at all),2,1 (None at all),4,6,2,1 (None at all),2,3,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,Yes,"HTCondor Week, Open Science Grid All Hands Meeting",3.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"GitHub, JIRA, Slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,,,2,Disagree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate degree and student job in the field,Yes,"Communication with researchers, more relevant programming languages and libraries, better knowledge of some scientific field",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -684,981.0,2018-11-08 16:35:46,United States of America,Yes,Master degree,Chemical Engineering,,No,4,Yes,10.0,7,6,4,3,2,7,7,3,3,2,University,Full Time,Research/Student Assistant,5.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,"AIChE Annual Meeting, MRS Spring Meeting, FOMMS, XSEDE Conference, SC Conference, ...",3.0,5.0,,,3.0,Yes,No,No,Yes,No,,9,10 (All the time),8,Zenodo,Yes,No,No,Yes,No,No,"bitbucket, github, circle-ci, slack, travisCI,",2.0,"conference workshops, internal",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,,,,Strongly Agree,,,Strongly Agree,Strongly Agree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"classes, self-taught",Yes,How to efficiently lead a software development team.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -685,982.0,2018-11-08 16:36:32,Germany,Yes,Master degree,Physics and Astronomy,,No,5 - Mostly other people,Yes,15.0,9,5,2,4,3,10 (All my time),10 (All my time),1 (None at all),1 (None at all),3,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,The salary,Same researcher(s),No,Named as co-author,Yes,SIAM Conference on Parallel Processing for Scientific Computing,1.0,1.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"GitHub, GitLab, Coverty Scan, Codecov, Jenkins, Rundeck, Docker, VMWare, woboq, doxygen, Codacy",2.0,"Parallel computing, Particle Methods",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,4,Agree,Disagree,Neither agree or disagree,5,Disagree,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught and courses,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -686,983.0,2018-11-08 16:53:52,United States of America,Yes,Doctorate,Geology,,No,1,No,20.0,6,4,2,1 (None at all),5,7,5,2,1 (None at all),3,National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,Desire to advance research,The salary,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,,,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),Handled by someone else in our organization,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Agree,1 (None at all),Strongly disagree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job experience,Yes,"Jupyter notebooks, cloud computing, Bayesian analysis",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -687,985.0,2018-11-08 17:03:42,United States of America,Yes,Master degree,Computer Science,,,4,Yes,22.0,8,2,2,1 (None at all),2,8,3,2,2,2,National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,AGU,3.0,2.0,,,0.0,No,No,Yes,Yes,No,,7,2,2,Wrote my own in python,Yes,No,No,Yes,No,No,"github, gitlab, bitbucket",1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on th job,,"Machine learning, Mentoring Junior Engineers, Presenation",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -688,986.0,2018-11-08 17:08:33,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,1,No,10.0,8,8,1 (None at all),2,4,6,9,1 (None at all),4,3,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,No,,,,,,4.0,No,No,No,Yes,No,,9,9,2,Zenodo,Yes,No,Yes,Yes,Yes,No,"GitHub, BitBucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,5,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Reading other people's code, searching, some undergraduate modules that involved programming",,"Automated testing, code architecture (how to design overall structure of a program)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -689,990.0,2018-11-08 17:56:17,United States of America,Yes,Master degree,Physics and Astronomy,PMP,No,5 - Mostly other people,Yes,29.0,8,2,3,1 (None at all),3,8,3,1 (None at all),1 (None at all),3,Other,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,The salary,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,AMS,3.0,3.0,,,3.0,No,No,No,Yes,No,,10 (All the time),4,6,ezid,Yes,No,Yes,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Disagree,,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Yes,,,,,,,,"On the job, post-graduate classes, conferences",Yes,"Test-driven design, Networking/IT, emerging technologies",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -690,991.0,2018-11-08 18:19:15,Germany,Yes,Undergraduate degree,Biological Sciences,,No,0 - Mostly me,Yes,7.0,7,7,2,2,8,7,7,2,2,3,University,Full Time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,Bioconductor meeting,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),2,,No,No,No,Yes,No,No,Github,3.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Seltaught,Yes,"Documentation, engage community, numerics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -691,992.0,2018-11-08 18:19:31,United States of America,Yes,Master degree,Computer Science,Series 7,Yes,3,Yes,30.0,3,2,2,1 (None at all),6,6,3,1 (None at all),1 (None at all),,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,Yes,No,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,3.0,local,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Strongly Agree,3,Disagree,Strongly Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,industry jobs,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -692,993.0,2018-11-08 18:26:08,United States of America,Yes,Master degree,Geography & Environmental Sciences,,No,5 - Mostly other people,Yes,39.0,5,1 (None at all),1 (None at all),2,5,10 (All my time),1 (None at all),1 (None at all),2,2,Non-profit organization,Full Time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,Yes,American Geophysical Union,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),10 (All the time),Zenodo,No,No,No,Yes,No,No,"Google Hangout, GitHub",1.0,"In-house software training workshop, online user support",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,,Strongly disagree,,No,Yes,No,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On the job, self-motivated learning",Yes,Front-end web development,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -693,995.0,2018-11-08 18:29:12,United States of America,Yes,Master degree,Physics and Astronomy,,No,3,Yes,7.0,8,8,4,4,4,8,8,4,4,4,University,Full Time,Research/Student Assistant,5.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"FOMMS, MICCoM",5.0,3.0,,,2.0,No,No,No,Yes,No,,8,8,8,Zenodo,Yes,No,No,Yes,No,No,"Bitbucket, Github",4.0,"local university, internal group training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Strongly Agree,Neither agree or disagree,7,,Strongly Agree,Strongly Agree,,,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught online,Yes,Modern C++ practices,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -694,996.0,2018-11-08 18:36:44,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,6.0,6,2,4,4,5,10 (All my time),2,4,4,2,University,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -695,997.0,2018-11-08 18:40:34,United States of America,Yes,Undergraduate degree,Computer Science,,No,4,Yes,8.0,9,3,1 (None at all),1 (None at all),1 (None at all),10 (All my time),3,1 (None at all),3,1 (None at all),University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,5.0,2.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),2,2,,What is ORCID?,No,No,Yes,No,No,GitHub; BitBucket,2.0,Crash course in Python; DjangoGirls,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Agree,Neither agree or disagree,Disagree,2,Strongly disagree,Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Undergraduate classes; self-taught; training in the work place,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -696,998.0,2018-11-08 18:45:12,United States of America,Yes,Undergraduate degree,Philosophy,,No,2,No,4.0,3,7,4,2,2,6,6,2,4,3,Other,Full Time,Permanent -- funded by project funds,,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,4.0,2.0,,,1.0,No,No,Yes,No,No,,8,2,1 (None at all),,Yes,No,No,Yes,No,No,"Gsuite, Zoom, github, gitlab, bitbucket,",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,5,Agree,Neither agree or disagree,Strongly disagree,7,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,"Manual pages, online materials, occasional help from neighboring groups.",Yes,"improved language and hardware skills (c/fortran for HPC etc), Business and Systems analysis, abiltiy to improve communication/understanding and planning between pure Computing (enterprise etc) folks and pure reseach (Bio/chem bench) folks",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -697,999.0,2018-11-08 19:04:28,Germany,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,12.0,7,2,1 (None at all),1 (None at all),3,8,2,2,1 (None at all),2,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),5,10 (All the time),Zenodo,No,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,Strongly Agree,Agree,Strongly Agree,2,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"University, self-taught, learning on the job",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -698,1000.0,2018-11-08 19:06:32,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,25.0,5,2,3,1 (None at all),7,7,2,2,1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,Yes,Internet2 Tech Exchange,3.0,5.0,,,1.0,No,No,No,Yes,No,,10 (All the time),8,8,Library,,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,4,4,Neither agree or disagree,Strongly Agree,Disagree,7,Agree,Strongly Agree,Strongly Agree,Strongly disagree,,Agree,Disagree,No,Yes,No,No,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,Career planning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -699,1002.0,2018-11-08 20:24:31,United States of America,Yes,Undergraduate degree,History,,No,5 - Mostly other people,Yes,5.0,6,3,1 (None at all),1 (None at all),4,7,2,1 (None at all),3,2,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,I want to learn new skills,Opportunity to develop software,The salary,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,No,,3.0,5.0,,,1.0,No,No,No,Yes,Yes,,7,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitHub,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,,8,7,Strongly Agree,Neither agree or disagree,Agree,1 (None at all),Strongly disagree,Strongly Agree,Agree,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On-the-job learning; Certificate; self-taught,Yes,Statistics and Statistical Modeling; Multi-cluster system administration and design; 3D modeling; data visualization,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -700,1003.0,2018-11-08 20:28:12,United States of America,Yes,Master degree,Computer Science,,No,2,Yes,9.0,8,4,1 (None at all),3,3,,,,,,National laboratory,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -701,1004.0,2018-11-08 20:41:12,United States of America,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,39.0,6,3,2,1 (None at all),2,6,3,2,1 (None at all),2,University,Part-time,"Freelancer, consultant, contractor",0.8,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,7,1 (None at all),Cyverse,Yes,No,No,Yes,No,No,"GitHub, DockerHub, Cyverse",6.0,local university training,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,6,5,Agree,,Disagree,,Agree,,Disagree,Strongly disagree,,Disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"Commercial employment, self-study, training as a graduate student, trial and error, long experience in many different jobs",,"ML, notebooks, more data science",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -702,1005.0,2018-11-08 21:13:50,United States of America,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,19.0,8,1 (None at all),3,1 (None at all),2,7,1 (None at all),2,4,3,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,The salary,Same researcher(s),Yes,Named as co-author,Yes,,5.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),4,1 (None at all),We are transitioning from EZID to Datacite,Yes,No,No,Yes,No,No,GitHub,1.0,"Software Carpentry, informal training for my group",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Strongly Agree,3,Disagree,Agree,Agree,Agree,Strongly Agree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,CS Minor and on-the-job experience,Yes,"Testing methodologies, project management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -703,1006.0,2018-11-08 21:25:21,France,Yes,PhD,Chemistry,,Yes,2,No,30.0,4,3,3,2,3,4,5,2,2,1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -704,1008.0,2018-11-08 22:38:36,United States of America,Yes,Doctorate,Physics and Astronomy,,No,3,No,1.0,6,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),6,University,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,"Different researchers, same research group",Yes,Not mentioned at all,No,,1.0,100.0,,,2.0,No,No,No,No,No,,9,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Disagree,Neither agree or disagree,Strongly disagree,10 (All the time),Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -705,1009.0,2018-11-08 22:40:06,United States of America,No,Master degree,Mathematics,,No,5 - Mostly other people,Yes,7.0,9,3,1 (None at all),1 (None at all),4,9,4,3,2,2,Private company,Full Time,"Freelancer, consultant, contractor",5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Opportunity for career advancement,Flexible working hours,Desire to work in a research environment,The salary,Opportunity to develop software,"Different researchers, same research group",Yes,Not mentioned at all,No,,10.0,4.0,,,20.0,No,No,No,Yes,No,,8,5,5,,What is ORCID?,No,No,Yes,No,No,"GitHub, GitLab",0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,Yes,,8,7,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, work experience, own initiative",No,"Verbal communication, machine learning, compilers",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -706,1012.0,2018-11-08 22:51:59,United States of America,Yes,Doctorate,Materials Technology,,No,2,No,5.0,5,6,3,2,4,6,7,2,4,3,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,"The Minerals, Metals, and Materials Society Conference",2.0,4.0,,,1.0,No,No,No,Yes,No,,7,7,2,Zenodo,Yes,No,No,Yes,No,No,GitHub,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -707,1013.0,2018-11-08 22:59:01,Germany,Yes,Master degree,Robotics,,No,2,Yes,13.0,5,3,8,1 (None at all),6,8,9,3,4,9,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,The salary,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,3.0,10.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,Yes,Yes,Yes,No,No,,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,Agree,Neither agree or disagree,Agree,6,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -708,1014.0,2018-11-08 23:02:51,United States of America,Yes,Doctorate,Biological Sciences,Ph.D.,No,4,Yes,3.0,8,2,6,1 (None at all),2,7,2,7,1 (None at all),2,University,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Opportunity to develop software,I want to learn new skills,The salary,Desire to advance research,Freedom to choose own working practices,"Different researchers, same research group",No,Not mentioned at all,Yes,The University of Washington Biostatistics Summer Institute,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Slack, Git",6.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,5,,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"self-taught, online learning",No,Improved proficiency with Python,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -709,1017.0,2018-11-08 23:52:00,United States of America,Yes,Master degree,Physics and Astronomy,,No,5 - Mostly other people,No,4.0,7,3,1 (None at all),2,3,6,4,1 (None at all),1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,5+,3.0,,,,2.0,Yes,No,No,Yes,No,,9,8,9,"zenodo, paper it was published originally",Yes,No,No,Yes,No,No,github,3.0,"training sessions at large conferences, informal training aimed at grad student locally, international workshops",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Agree,Agree,7,Strongly disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self tought learning by doing,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -710,1018.0,2018-11-09 00:11:34,United States of America,Yes,Doctorate,Physics and Astronomy,,Yes,4,Yes,13.0,4,2,6,3,2,5,5,5,5,1 (None at all),University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity for career advancement,The salary,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,8,4,1 (None at all),,No,No,No,Yes,Yes,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,3,4,Disagree,Agree,Strongly disagree,7,Agree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I taught myself,,Machine Learning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -711,1019.0,2018-11-09 00:31:07,Brazil,Yes,PhD,Physics and Astronomy,,No,2,No,10.0,2,4,4,5,2,3,8,2,3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -712,1020.0,2018-11-09 00:36:13,Germany,Yes,Doctorate,Computer Science,Diplom-Physiker,No,4,Yes,34.0,6,2,3,1 (None at all),4,8,4,1 (None at all),2,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,22.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,Yes,Yes,No,No,,1 (None at all),3,1 (None at all),,Yes,No,Yes,Yes,No,No,"Jira, Gitlab, SVN, Wiki",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,5,Agree,Disagree,Strongly disagree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-education,Yes,"modern C++ techniques, software architecture methodologies, know more programming languages",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -713,1023.0,2018-11-09 01:45:40,Germany,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,4.0,5,3,2,3,2,5,5,2,3,2,University,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Ability to work across disciplines,Same researcher(s),No,Acknowledged in the main text,,,5.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,3,,Yes,No,No,Yes,No,No,"Github, skype",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,5,Agree,Agree,Disagree,8,Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self study/internet,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -714,1024.0,2018-11-09 04:44:38,United States of America,Yes,Doctorate,Biological Sciences,,Yes,3,Yes,12.0,3,3,3,3,7,6,7,3,1 (None at all),5,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"AGU, ESA, Phenome",5.0,5.0,,,4.0,Yes,No,No,No,No,,9,7,9,Zenodo,Yes,No,No,Yes,No,No,GitHub,1.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,,10 - Completely satisfied,8,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Supervisor, collaborators, stack overflow, Google, books",Yes,"Project management, leadership, communication/outreach",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -715,1028.0,2018-11-09 08:52:54,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,02 Physical Sciences,,No,1,No,2.0,5,5,1 (None at all),1 (None at all),1 (None at all),7,3,1 (None at all),2,2,University,Full Time,Fixed term -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -716,1029.0,2018-11-09 09:02:55,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,1,No,10.0,3,7,1 (None at all),1 (None at all),3,4,6,1 (None at all),2,3,National laboratory,Full Time,Fixed term -- funded by Institution core funding,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,National laboratory,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,The salary,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -717,1030.0,2018-11-09 09:46:58,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,2,No,5.0,3,3,2,1 (None at all),2,4,6,1 (None at all),2,2,NGO,Full Time,Permanent -- funded by project funds,5.0,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,"Different researchers, same research group",No,Acknowledged in the main text,Yes,"isba, isec, best quantitative ecology group",4.0,2.0,,,2.0,No,No,No,Yes,No,,9,9,8,zenodo,Yes,No,No,Yes,No,No,"GitHub, bit bucket, Skype, Google hangout, Dropbox",2.0,"software carpentry, institutional coding club, university teaching",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Agree,3,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"some university courses, many workshops, software carpentry, self-teaching",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -718,1031.0,2018-11-09 09:52:26,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,No,2,No,4.0,6,4,1 (None at all),1 (None at all),3,4,6,1 (None at all),2,2,University,Full Time,Research/Student Assistant,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Named as main author,No,,1.0,2.0,,,1.0,No,Yes,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,No,No,No,Yes,No,No,"Bitbucket, Slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,7,,,,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Agree,Strongly Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -719,1032.0,2018-11-09 09:55:00,Germany,Yes,Master degree,Mathematics,,No,3,Yes,25.0,7,3,3,1 (None at all),4,7,3,3,1 (None at all),4,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,The salary,Same researcher(s),Yes,Not mentioned at all,No,,3.0,6.0,,,2.0,No,No,No,Yes,No,,2,3,2,zenodo,Yes,No,Yes,Yes,No,No,"github, gitlab, conan, artifactory, jenkins",1.0,institutsinterne allgemeine Software-Enwicklungs-Schulung,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Strongly disagree,Strongly Agree,Strongly disagree,2,Disagree,Agree,Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,privat und Uni,,design patterns,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -720,1034.0,2018-11-09 10:24:26,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,4.0,3,7,2,5,5,3,8,2,4,3,University,Part-time,Fixed term -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,2.0,,,1.0,No,Yes,No,Yes,No,,9,6,4,,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -721,1035.0,2018-11-09 10:33:49,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,6.0,7,1 (None at all),2,1 (None at all),2,6,1 (None at all),3,1 (None at all),4,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,5.0,15.0,,,3.0,No,No,Yes,Yes,No,,10 (All the time),4,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, Docker Hub",5.0,Group seminars,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Agree,,Disagree,3,Strongly disagree,,Strongly Agree,Disagree,Disagree,Disagree,,No,Yes,Yes,No,No,Yes,Yes,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,Better public speaking,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -722,1038.0,2018-11-09 10:45:58,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,22.0,9,1 (None at all),3,2,2,10 (All my time),1 (None at all),3,2,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,,4.0,6.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,"github, gitlab",1.0,pulsar workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Strongly Agree,Strongly disagree,8,Strongly disagree,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Developing large international software projects in indistry and at international labs,Yes,Developing skills for aquiring funding.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -723,1040.0,2018-11-09 11:06:48,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Chemistry,,No,5 - Mostly other people,No,2.0,5,5,5,2,2,,,,,,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,6.0,1.0,,,1.0,No,No,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,2,8,,,,,,,Strongly Agree,Agree,Agree,Strongly Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Tutorials on the web, meetups, learning by doing",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -724,1041.0,2018-11-09 11:10:59,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,,4,Yes,6.0,7,1 (None at all),3,3,3,7,1 (None at all),3,3,3,University,Full Time,Fixed term -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,"ROpenSci unconferences, R user groups, epirecipes, misc other workshops",20.0,3.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,github,15.0,"NIHR-HPRU training programme, departmental training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Through my previous research career (computational/theoretical biology),,"project management, people management, teaching",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -725,1042.0,2018-11-09 11:11:59,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Biological Sciences,,No,5 - Mostly other people,Yes,10.0,6,1 (None at all),2,1 (None at all),4,4,4,1 (None at all),2,10 (All my time),Non-profit organization,Full Time,"Freelancer, consultant, contractor",4.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,2,Agree,Agree,Agree,10 (All the time),Strongly disagree,Strongly Agree,Agree,,,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Degree, but mainly self study",No,"Statistics, more language types,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -726,1043.0,2018-11-09 11:25:50,Sweden,Yes,PhD,Physics and Astronomy,PhD,No,0 - Mostly me,No,8.0,6,4,1 (None at all),1 (None at all),1 (None at all),7,7,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -727,1045.0,2018-11-09 12:32:52,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,1,No,6.0,6,8,1 (None at all),1 (None at all),6,6,10 (All my time),1 (None at all),1 (None at all),6,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -728,1046.0,2018-11-09 12:39:42,Germany,Yes,Master degree,Computer Science,staatlich geprüfter infromationstechnischer Assistent,No,3,Yes,12.0,4,3,2,1 (None at all),2,6,6,2,1 (None at all),2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,4.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Flexible working hours,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in the main text,Yes,"AIAA Scitech, Deutscher Luft- und Raumfahrtkongress (DLRK), AIAA Aviation",3.0,4.0,,,2.0,No,No,Yes,Yes,No,,1 (None at all),6,1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Neither agree or disagree,Agree,Neither agree or disagree,3,Disagree,Strongly Agree,Agree,Disagree,,,Disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Ausbildung und Eigeninitiative,Yes,"Testen, Datenkonvertierung effizienter gestalten",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -729,1047.0,2018-11-09 12:58:08,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,1,Yes,15.0,5,4,2,3,2,6,2,3,4,2,Other,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,"R Users Conference,American Society for Tropical Medicine and Hygiene",2.0,1.0,,,1.0,No,No,No,Yes,No,,9,8,8,zenodo,Yes,No,No,Yes,No,No,"github, cran",5.0,Training provided as part of a contract,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Agree,Agree,Disagree,8,Strongly Agree,Disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,No,"Finding funding sources, proposal targeting, community management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -730,1050.0,2018-11-09 14:10:55,Germany,Yes,Master degree,Electrical & Electronic Engineering,,No,3,,15.0,4,3,3,1 (None at all),4,,,,,,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"WCNDT 2016, Symposium on NDT in Aerospace 2018",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,Strongly Agree,Strongly Agree,Agree,,Disagree,Disagree,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing. Ich bin über die Jahre hineingewachsen und habe Know How und Fähigkeiten weiterentwickelt.,,"Besser strukturiertes Herangehen an komplexe Aufgabenstellungen, Softwareplanung, andere Programmiersprachen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -731,1052.0,2018-11-09 15:03:59,Canada,Yes,Doctorate,PHYSICS,,,5 - Mostly other people,No,20.0,3,3,3,2,2,,,,,,Non-profit organization,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"Supercomputing, APS, Compute Canada, CCP, smaller meetings",5.0,3.0,0.0,No,,No,No,Yes,Yes,No,No formal methodology,10 (All the time),,,"Figshare, others, mostly no DOI",Yes,No,Yes,Yes,No,No,"Github, Bitbucket, Discourse, Travis, Appveyor, CircleCI",,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,Yes,No,"self-taught, attending conferences, discussing with colleagues, reading software, reading publications",No,Teaching students how to develop software,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -732,1053.0,2018-11-09 15:24:29,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,5.0,8,1 (None at all),2,1 (None at all),4,9,1 (None at all),4,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -733,1055.0,2018-11-09 15:43:36,Germany,Yes,Master degree,Electrical & Electronic Engineering,,Yes,3,Yes,12.0,7,4,3,2,2,7,7,3,2,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),No,Acknowledged in the main text,,,6.0,2.0,,,1.0,Yes,No,No,Yes,Yes,,7,9,1 (None at all),,Yes,No,No,Yes,No,No,GitLab,2.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,7,4,Strongly Agree,Strongly Agree,Disagree,7,Disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Mainly self taught,Yes,"Group leadership, technical writing, time management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -734,1056.0,2018-11-09 15:48:52,Germany,Yes,Master degree,Computer Science,,No,4,Yes,4.0,5,4,6,4,2,5,6,4,6,3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,3.0,,,1.0,No,No,No,Yes,No,,2,10 (All the time),10 (All the time),Zenodo,Yes,No,Yes,Yes,No,No,"Gitlab, Github",4.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Disagree,Strongly Agree,,,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -735,1057.0,2018-11-09 15:56:50,Germany,Yes,Master degree,Computer Science,,No,3,Yes,11.0,8,2,2,3,4,9,2,1 (None at all),2,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),4,1 (None at all),,No,No,Yes,Yes,Yes,No,,1.0,informal training courses,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,7,Agree,Agree,Disagree,2,Disagree,Agree,Agree,Strongly disagree,Agree,Strongly disagree,Strongly Agree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"cooperate education, mentorship",,"machine learning, applied mathematics, release engineering",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -736,1058.0,2018-11-09 16:32:15,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,8.0,2,3,4,1 (None at all),1 (None at all),5,4,2,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,Named as co-author,,,4.0,1.0,,,1.0,Yes,Yes,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Agree,Agree,Agree,2,Strongly disagree,Agree,Agree,Strongly disagree,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Bücher,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -737,1059.0,2018-11-09 16:39:47,United States of America,Yes,Undergraduate degree,Physics and Astronomy,,No,5 - Mostly other people,No,4.0,8,2,1 (None at all),1 (None at all),3,8,2,1 (None at all),1 (None at all),3,National laboratory,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,The salary,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,,,2.0,6.0,,,2.0,No,No,No,Yes,No,,10 (All the time),4,1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Strongly Agree,Agree,No,Yes,Yes,No,Yes,No,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -738,1060.0,2018-11-09 16:41:24,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,35.0,7,2,2,1 (None at all),3,7,4,,,2,National laboratory,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Same researcher(s),No,Named as main author,Yes,SPIE,2.0,3.0,,,2.0,No,No,No,Yes,No,,8,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Atlassian products (HipChat, Jira, etc)",2.0,"Agile development, Realtime technologies",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"School, on the job, self-taught",Yes,"Digital Signal process, digital design, computer vision",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -739,1061.0,2018-11-09 16:49:35,United States of America,Yes,Undergraduate degree,Physics and Astronomy,,No,4,Yes,10.0,9,1 (None at all),2,1 (None at all),2,9,1 (None at all),2,1 (None at all),2,NGO,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,No,,2.0,5.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Slack & Atlassian suite,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Agree,Agree,1 (None at all),Disagree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Minor in CS, as a research assistant on multiple projects in undergrad & grad school",Yes,"Software Design/Architecture, Testing Frameworks & Standards, Domain Knowledge (Radio Astronomy)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -740,1063.0,2018-11-09 16:53:39,United States of America,Yes,Master degree,Electrical & Electronic Engineering,,No,5 - Mostly other people,Yes,35.0,8,3,1 (None at all),2,2,8,5,1 (None at all),1 (None at all),1 (None at all),Non-profit organization,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,"SPIE,AAS",3.0,5.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Agree,,Disagree,Strongly Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -741,1064.0,2018-11-09 16:58:01,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,20.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,The salary,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,1.0,15.0,,,3.0,No,No,Yes,Yes,Yes,,10 (All the time),2,1 (None at all),,No,No,No,Yes,No,No,"github, atlassian tools",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Neither agree or disagree,Strongly disagree,Disagree,4,Disagree,Disagree,Strongly Agree,Strongly disagree,Strongly disagree,,,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes,"Hadoop, nonSQL DBs, processesing of large data",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -742,1065.0,2018-11-09 16:59:44,Germany,Yes,Master degree,General Engineering,,No,4,Yes,17.0,7,5,2,3,2,5,7,1 (None at all),3,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Same researcher(s),Yes,Named as co-author,Yes,"SPPEXA workshops (German DFG programme), SIAM LA15",2.0,10.0,,,2.0,No,No,No,Yes,No,,7,8,2,,Yes,No,No,Yes,No,No,"bitbucket, github; (GitLab + Jenkins internally)",1.0,"University lecture (exercise), workshops for the project team",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,Other,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Started programming in an Open Source project as a teenager, studies in Computational Engineering Science, work",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -743,1066.0,2018-11-09 17:03:33,Germany,Yes,Doctorate,Electrical & Electronic Engineering,,No,3,No,15.0,3,5,7,1 (None at all),3,5,7,3,1 (None at all),3,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,Yes,Yes,Yes,No,Phabricator,5.0,Tooling,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,4,Neither agree or disagree,Agree,Agree,7,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate studies,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -744,1067.0,2018-11-09 17:08:26,United States of America,Yes,Undergraduate degree,Computer Science,,No,4,Yes,24.0,6,2,3,1 (None at all),2,8,2,4,2,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,Yes,No,Yes,No,,9,5,1 (None at all),,Yes,No,Yes,Yes,No,No,GitLab,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Agree,Agree,4,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Working previously in the private sector accross many job roles.,Yes,Making my custom solution applicable to the general market. How to move the R&S user community to become better stakeholders. Managing expectations in an R&S environment.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -745,1071.0,2018-11-09 17:22:16,United States of America,Yes,Doctorate,Mathematics,,No,4,Yes,25.0,9,2,1 (None at all),1 (None at all),1 (None at all),8,3,3,4,,National laboratory,Full Time,Permanent -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,"Different researchers, same research group",Yes,Named as co-author,Yes,In Situ Infrastructures for Enabling Extreme-scale Analysis and Visualization,3.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,10 (All the time),1 (None at all),2,,Yes,No,Yes,Yes,No,No,"github, jira, confluence, bamboo",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,7,Neither agree or disagree,Agree,Disagree,3,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,"networking, grant writing, prpposal development",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -746,1073.0,2018-11-09 17:44:31,United States of America,Yes,Doctorate,Physics and Astronomy,,No,2,No,20.0,3,3,5,1 (None at all),3,6,5,4,4,4,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,The salary,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,Various astronomy conferences,10.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,5,Zenodo,Yes,No,No,Yes,No,No,"GitHub, BitBucket, Slack",2.0,Internal training for students,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Strongly Agree,Agree,1 (None at all),Disagree,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,No,No,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,No,"Grantsmanship, full-stack web dev, high throughput computing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -747,1074.0,2018-11-09 17:51:39,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,30.0,5,4,1 (None at all),2,2,4,7,1 (None at all),3,3,National laboratory,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,"ADASS, IEEE, IAU, AAS",2.0,20.0,,,3.0,No,No,No,No,No,,10 (All the time),6,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"atlassian, github, gitlab",6.0,"colleagues in developing, colleagues on how to use, workshops on theory and data reduction",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,6,Disagree,Disagree,Disagree,7,Agree,Disagree,Disagree,Strongly disagree,Agree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,By myself as I had to develop things for my PhD work,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -748,1075.0,2018-11-09 17:52:51,United States of America,Yes,Master degree,Computer Science,Senior Member IEEE,Yes,5 - Mostly other people,Yes,50.0,8,1 (None at all),2,3,3,8,2,2,5,4,National laboratory,Full Time,Permanent -- funded by project funds,55.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,Internal Conferences for Private Companies,2.0,5.0,,,2.0,No,No,No,Yes,No,,4,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,sourceforge,25.0,Internal training/mentoring of less experienced engineers,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On the Job, reading at night",No,I would like to develop teaching skills,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -749,1076.0,2018-11-09 17:58:11,United States of America,Yes,Doctorate,Computer Science,,No,5 - Mostly other people,Yes,30.0,8,3,1 (None at all),1 (None at all),2,9,2,1 (None at all),7,2,National laboratory,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -750,1077.0,2018-11-09 18:03:43,United States of America,Yes,Master degree,Geography & Environmental Sciences,,No,3,Yes,24.0,7,2,2,1 (None at all),2,8,3,2,1 (None at all),2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Flexible working hours,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,AGU Fall Meeting,1.0,2.0,,,2.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,"github, bitbucket, trello, jira.",0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,8,Agree,Agree,Agree,3,Strongly disagree,Disagree,Agree,Disagree,Agree,Disagree,Disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Graduate School, on the job, continuing education classes",Yes,"persuasion, node JS, patience",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -751,1078.0,2018-11-09 18:22:31,United States of America,Yes,Doctorate,Physics and Astronomy,,Yes,2,No,11.0,4,4,2,1 (None at all),2,4,4,2,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,,1.0,3.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),9,astrophysics source code library,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,6,Strongly Agree,Agree,Neither agree or disagree,8,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -752,1081.0,2018-11-09 18:44:44,Canada,Yes,Doctorate,ASTRONOMY AND ASTROPHYSICS,,,4,No,40.0,3,3,2,3,2,,,,,,University,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,No,,4.0,5.0,0.0,No,,No,No,No,Yes,No,No formal methodology,10 (All the time),,,zenodo,Yes,No,No,Yes,No,No,github,,,,,,,,,,,,,,,,,,,,Other,,,,,,,,,,,,,,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,"Myself, documentation",No,time management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -753,1084.0,2018-11-09 19:21:48,United States of America,Yes,Master degree,Physics and Astronomy,,No,1,No,15.0,8,8,3,1 (None at all),5,8,7,3,2,5,University,Full Time,Research/Student Assistant,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,2.0,2.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),5,5,ASCL,Yes,No,No,Yes,No,No,Github,4.0,Local,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Agree,Neither agree or disagree,2,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly Agree,Agree,Disagree,No,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught + university classes,,"GPU programming, low-level CPU architecture, advanced C++",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -754,1085.0,2018-11-09 19:25:19,United States of America,Yes,Doctorate,Physics and Astronomy,,,4,,25.0,6,3,3,1 (None at all),1 (None at all),7,3,2,3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,4.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,Yes,No,Yes,No,No,,5.0,User training,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,9,9,Strongly Agree,Neither agree or disagree,Strongly Agree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,,Agree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self training,Yes,Web development,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -755,1087.0,2018-11-09 19:28:14,United States of America,Yes,Undergraduate degree,Mathematics,,No,5 - Mostly other people,Yes,22.0,10 (All my time),1 (None at all),2,1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),Government,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,The salary,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,"Different researchers, same research group",Yes,Not mentioned at all,Yes,Astronomical Data Analysis Software & Systems (ADASS),5.0,2.0,,,2.0,Yes,No,No,Yes,Yes,,10 (All the time),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,2.0,workplace required security training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Neither agree or disagree,Neither agree or disagree,6,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on job training,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -756,1088.0,2018-11-09 19:29:07,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,4.0,7,4,1 (None at all),1 (None at all),2,1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Fixed term -- funded by project funds,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,5,Agree,Agree,Neither agree or disagree,4,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -757,1089.0,2018-11-09 19:31:07,United States of America,Yes,Doctorate,Physics and Astronomy,,No,2,No,18.0,4,4,1 (None at all),2,6,4,5,1 (None at all),1 (None at all),5,National laboratory,Full Time,Permanent -- funded by Institution core funding,40.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,The salary,Opportunity to develop software,Same researcher(s),Yes,Not mentioned at all,No,,2.0,1.0,,,1.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Strongly Agree,Agree,Strongly disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On the job as required, summer intern jobs before PhD",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -758,1091.0,2018-11-09 19:39:46,United States of America,Yes,Master degree,,,No,1,No,3.0,5,5,1 (None at all),1 (None at all),5,6,10 (All my time),1 (None at all),5,5,Government,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gogs, gitlab",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,9,Strongly Agree,Agree,Neither agree or disagree,3,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -759,1092.0,2018-11-09 19:42:02,United States of America,Yes,Master degree,Electrical & Electronic Engineering,,No,3,Yes,10.0,8,3,4,3,3,7,3,1 (None at all),3,3,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,The salary,"Different researchers, same research group",No,Named as co-author,Yes,SPIE,3.0,5.0,,,2.0,Yes,No,No,Yes,No,,2,3,1 (None at all),,What is ORCID?,No,No,Yes,Yes,No,"github, trello, jira",2.0,software development processes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,,,,2,Disagree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Agree,Agree,No,Yes,No,No,Yes,Yes,Yes,OS X,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I have a masters in Computer Engineering and researched artificial intelligence. I also have worked in the software industry. Those two combined have given me the skills to be a research software engineer.,Yes,"Creating institutional standards for software development (version control, issue tracking, continuous integration). Keeping up to date with the latest software tools and trends in both industry and research environments. Machine Learning.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -760,1093.0,2018-11-09 19:48:26,United States of America,Yes,Doctorate,Physics and Astronomy,,No,1,No,6.0,7,9,3,4,2,,,,,,University,Full Time,Research/Student Assistant,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,No,,,,,,1.0,No,No,Yes,No,No,,3,3,3,,,No,No,Yes,Yes,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Agree,3,Disagree,Agree,Agree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -761,1094.0,2018-11-09 20:01:13,United States of America,Yes,Undergraduate degree,Physics and Astronomy,,No,3,Yes,4.0,8,2,1 (None at all),1 (None at all),5,8,6,1 (None at all),1 (None at all),5,National laboratory,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,Not mentioned at all,No,,2.0,4.0,,,2.0,No,No,No,Yes,No,,7,5,2,,What is ORCID?,No,No,Yes,No,No,"github, google drive",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,,Disagree,,1 (None at all),Neither agree or disagree,Agree,Strongly Agree,Agree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"one class, on the job training",Yes,"more statistics, algo development, html",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -762,1096.0,2018-11-09 20:04:14,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,,20.0,8,1 (None at all),2,1 (None at all),1 (None at all),4,4,,,2,Non-profit organization,Full Time,Fixed term -- funded by project funds,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,The salary,Ability to work across disciplines,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Agree,Agree,,1 (None at all),Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Classes, self-study, work experience",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -763,1097.0,2018-11-09 20:09:56,United States of America,Yes,Doctorate,Physics and Astronomy,"M. Math, Ph.D., FRAS",Yes,3,No,45.0,4,3,6,2,1 (None at all),5,6,1 (None at all),2,1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"ADASS, American Astronomical Society, IVOA",4.0,1.0,,,3.0,No,No,No,Yes,No,,9,8,3,Standard management tool: get a minion to do it,Yes,Yes,No,Yes,No,No,Astropy,2.0,User workshops at conferences,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Agree,Disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,High school training in 1970s!! After that learning from mentors and self-taught,,more free time so I can improve my Python skills,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -764,1098.0,2018-11-09 20:17:46,United States of America,Yes,Doctorate,Computer Science,PMP,Yes,4,Yes,40.0,6,2,2,1 (None at all),2,4,2,2,1 (None at all),4,University,Full Time,Permanent -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Ability to work across disciplines,"Different researchers, same research group",Yes,Not mentioned at all,,,4.0,4.0,,,3.0,No,No,No,Yes,No,,9,8,5,,What is ORCID?,Yes,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,9,Agree,Agree,Agree,8,Disagree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -765,1099.0,2018-11-09 20:22:24,United States of America,Yes,Doctorate,Physics and Astronomy,,No,1,No,28.0,3,2,5,2,4,4,2,3,4,5,Non-profit organization,Part-time,Fixed term -- funded by project funds,10.0,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,The salary,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,Yes,AGU,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,8,Another group handles that for us.,Yes,No,No,Yes,No,Yes,,10.0,"cyber-security, software seminars",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,2,Disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,self taught,Yes,Jupyter Notebook,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -766,1100.0,2018-11-09 20:41:08,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,43.0,3,3,5,2,2,3,3,6,2,2,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Computers in High Energy Physics,2.0,6.0,,,4.0,Yes,No,No,Yes,No,,10 (All the time),4,1 (None at all),,Yes,Yes,No,Yes,No,No,cvmfs redmine github,1.0,research group training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,7,Disagree,Strongly Agree,Disagree,7,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Courses, on the job",Yes,"code management, networking, system architectures",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -767,1101.0,2018-11-09 21:17:49,United States of America,Yes,Master degree,Materials Technology,,No,1,No,2.0,2,8,6,5,5,2,9,6,5,5,University,Full Time,Research/Student Assistant,5.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -768,1103.0,2018-11-09 21:35:32,United States of America,Yes,Doctorate,Physics and Astronomy,,No,3,No,6.0,5,4,5,2,3,4,5,3,5,3,University,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Named as co-author,No,,3.0,7.0,,,3.0,No,No,No,Yes,Yes,,10 (All the time),7,5,"Journal of Open Source Software, Astrophysics Source Code Library",Yes,No,No,Yes,No,No,"github, slack, wikis",5.0,"local university training, collaboration retreats",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,8,Agree,Agree,Agree,,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"As-need basis, mostly self taught",Yes,"Better deep understanding of languages, how to communicate with more traditional software developers",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -769,1104.0,2018-11-09 22:11:13,United States of America,Yes,Master degree,Physics and Astronomy,,No,3,,12.0,7,4,1 (None at all),1 (None at all),6,6,7,1 (None at all),5,3,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,The salary,Flexible working hours,I want to learn new skills,Same researcher(s),Yes,Named as co-author,,,2.0,5.0,,,4.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),6,,,No,No,Yes,No,No,github,2.0,"local university training, summer student training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,6,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly Agree,Neither agree or disagree,Agree,No,Yes,No,Yes,Yes,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self teaching and practice,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -770,1106.0,2018-11-09 23:45:45,United States of America,Yes,Master degree,Geology,,No,4,Yes,44.0,8,2,1 (None at all),1 (None at all),3,8,4,1 (None at all),2,3,National laboratory,Full Time,Permanent -- funded by Institution core funding,37.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,"Astronomical Data Analysis Software and Systems, American Astronomical Society Dynamical Astronomy Division",5.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),8,ASCL,Yes,No,No,No,No,Yes,It's all available on my institutional web site and on site-wide computers,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,10 - Completely satisfied,Strongly Agree,Agree,Agree,2,Strongly disagree,Neither agree or disagree,Disagree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,No,No,No,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,High school and undergraduate courses and lots of experience,Yes,"Python and Java skill, advanced statistics, a PhD in something",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -771,1108.0,2018-11-10 00:46:30,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,33.0,4,8,1 (None at all),1 (None at all),3,4,8,1 (None at all),1 (None at all),3,University,Full Time,Permanent -- funded by project funds,23.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,ADASS,2.0,30.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"GitHub, docker hub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,0 - Not at all satisfied,0 - Not at all satisfied,Strongly disagree,Agree,Strongly disagree,10 (All the time),Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,No,"More C++, Swift and advanced python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -772,1109.0,2018-11-10 01:09:33,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,24.0,6,3,4,1 (None at all),3,6,3,2,1 (None at all),4,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"PEARC, Gateway",4.0,2.0,,,2.0,Yes,No,Yes,Yes,No,,8,5,1 (None at all),,What is ORCID?,Yes,Yes,Yes,No,No,"OSF, Google Drive",1.0,conference hackathon,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Disagree,Agree,Agree,Agree,Agree,Agree,Agree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,through experience...,Yes,big data analytics & visualization,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -773,1111.0,2018-11-10 02:27:28,United States of America,Yes,Doctorate,Biological Sciences,,No,2,No,2.0,7,5,1 (None at all),1 (None at all),1 (None at all),4,9,2,1 (None at all),2,Non-profit organization,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),No,Named as co-author,,,2.0,5.0,,,4.0,No,No,No,Yes,No,,9,7,1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,7,Neither agree or disagree,Agree,Neither agree or disagree,2,,,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-learning, learning from peers",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -774,1115.0,2018-11-10 09:16:07,United States of America,Yes,Undergraduate degree,Linguistics,,Yes,3,Yes,15.0,5,5,5,2,3,5,8,2,1 (None at all),,Private company,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -775,1118.0,2018-11-10 13:05:35,Germany,Yes,Master degree,Biological Sciences,,No,1,No,1.5,3,3,1 (None at all),1 (None at all),2,3,4,1 (None at all),2,2,Max Planck Society,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -776,1119.0,2018-11-10 13:47:00,Germany,Yes,Master degree,Mathematics,,No,3,Yes,6.0,4,7,2,3,4,5,8,2,2,5,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -777,1121.0,2018-11-10 18:48:50,United Kingdom of Great Britain and Northern Ireland,No,Doctorate,Computer Science,,No,5 - Mostly other people,Yes,24.0,9,3,2,1 (None at all),4,5,7,1 (None at all),5,3,Private company,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,The salary,Opportunity to develop software,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,"INFORMS, ISMP, MIP,",4.0,1.0,,,4.0,No,No,No,Yes,No,,3,5,2,None,Yes,No,Yes,Yes,No,No,Github,1.0,Training on company's software,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,7,Neither agree or disagree,Disagree,Strongly disagree,8,Agree,Agree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,34 years of practice,Yes,GPU programming; distributed computing; Machine learning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -778,1123.0,2018-11-10 23:43:49,United States of America,Yes,Doctorate,Physics and Astronomy,,No,3,No,6.0,6,9,1 (None at all),2,2,7,8,2,3,2,National laboratory,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,5.0,1.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,Yes,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,4,5,Agree,Neither agree or disagree,Agree,9,Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -779,1125.0,2018-11-11 08:55:48,New Zealand,Yes,Master degree,Biological Sciences,,Yes,2,Yes,17.0,5,3,2,1 (None at all),2,4,4,1 (None at all),1 (None at all),2,Government,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,The salary,Opportunity to develop software,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,,,5.0,2.0,,,1.0,No,No,No,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,2.0,internal only,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Neither agree or disagree,Neither agree or disagree,Disagree,5,Agree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -780,1126.0,2018-11-11 20:40:31,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,PhD,No,1,No,4.0,7,10 (All my time),1 (None at all),2,1 (None at all),8,10 (All my time),2,2,2,University,Full Time,Research/Student Assistant,0.083,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,Named as co-author,Yes,Nitrides and SEM electron diffraction specialised,2.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,Library,Yes,No,No,Yes,No,No,"Github, bitbucket",2.0,Introductory Python,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Disagree,Disagree,Disagree,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Agree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Googled things,Yes,"Readable code, documentation, user friendly",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -781,1127.0,2018-11-11 23:52:16,United States of America,Yes,Doctorate,Physics and Astronomy,Ph.D.,No,2,No,15.0,4,3,3,1 (None at all),3,7,3,1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by project funds,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,"APS Divison of Plasma Physics annual meeting, SHINE conference, American Geophysical Union annual meeting",2.0,10.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),9,7,Zenodo,Yes,No,No,Yes,No,No,"GitHub, Matrix, Jitsi, Google Hangouts",5.0,local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,6,Strongly Agree,Strongly Agree,Disagree,4,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,(1) I would like to more fully learn Julia. (2) I would like to learn project management skills for open source projects. (3) I would like to learn about computer science topics such as designing software architectures.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -782,1128.0,2018-11-12 01:12:25,United States of America,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,9.0,5,7,3,2,2,5,8,2,2,,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,4.0,0.0,,,3.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),5,Journal of Open Source Software,Yes,No,No,Yes,No,No,GitHub,2.0,"Software Carpentry, local programs for data science for the social good",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Agree,2,Disagree,Disagree,Agree,Agree,Disagree,Agree,Disagree,No,Yes,Yes,No,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,No,"visualization in python, best practices",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -783,1129.0,2018-11-12 02:45:30,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,3,Yes,25.0,9,1 (None at all),1 (None at all),2,2,9,2,1 (None at all),3,2,University,Full Time,Fixed term -- funded by project funds,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Government,Desire to work in a research environment,Opportunity to develop software,The salary,I want to learn new skills,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,Yes,"ASA meetings, ADASS conference, MWA telescope meeting, PyCon Australia conference, etc.",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,,10.0,"Weekly meeting for staff and students to discuss problems they are having writing code, share solutions, or give presentations on software development topics",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Disagree,Agree,Agree,Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"CS units as an undergrad, the rest self-taught as a PhD student and while working.",Yes,"Software testing, HTML/CSS, Docker.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -784,1130.0,2018-11-12 05:37:53,United States of America,Yes,Master degree,Mechanical Engineering,EIT,Yes,5 - Mostly other people,Yes,4.0,3,2,8,5,4,5,2,8,6,3,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),No,Not mentioned at all,No,,4.0,3.0,,,2.0,Yes,No,Yes,Yes,No,,6,2,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, GitLab",4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Agree,Agree,Neither agree or disagree,3,Disagree,Neither agree or disagree,Agree,Agree,Agree,Agree,Disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -785,1131.0,2018-11-12 06:14:08,United States of America,Yes,Doctorate,Physics and Astronomy,"Msc, mtech, phd",Yes,2,Yes,25.0,6,7,4,2,3,5,5,2,3,3,National laboratory,Full Time,Permanent -- funded by Institution core funding,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,National and international astronomical conference,3.0,5.0,,,3.0,No,No,Yes,Yes,Yes,,10 (All the time),10 (All the time),8,Zenod,What is ORCID?,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,9,Strongly Agree,Agree,Strongly Agree,7,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"Management, leadership skills,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -786,1132.0,2018-11-12 07:32:54,United States of America,No,Undergraduate degree,Biological Sciences,,No,5 - Mostly other people,Yes,2.0,9,2,1 (None at all),1 (None at all),3,8,3,1 (None at all),3,3,Private company,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,6.0,,,4.0,Yes,No,No,Yes,No,,1 (None at all),5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Jira, Github",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,,8,8,Agree,Agree,Agree,3,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Working as a biologist,No,"Deeper programming knowledge, Java expertise, C++ expertise",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -787,1135.0,2018-11-12 08:59:54,Germany,Yes,Master degree,Computer Science,Fachinformatiker,No,3,Yes,10.0,2,5,7,4,8,8,8,3,4,4,Other,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,Named as co-author,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,2,2,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,tortoisesvn,0.0,,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,3,3,Neither agree or disagree,Agree,Agree,10 (All the time),Strongly Agree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Durch hohe Einsatzbereitschaft bei der Arbeit,,"Öfter mal ""nein"" zu sagen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -788,1136.0,2018-11-12 09:16:33,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Biological Sciences,,No,1,,10.0,7,2,2,2,4,8,2,3,2,2,National laboratory,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,I want to learn new skills,The salary,Flexible working hours,Desire to work in a research environment,"Different researchers, same research group",Yes,Named as co-author,Yes,,,,,,1.0,No,No,No,Yes,No,,9,2,2,,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,2,Strongly Agree,Agree,Agree,3,,,,,Strongly disagree,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,"Software development best practices, structured testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -789,1140.0,2018-11-12 11:56:50,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,17.0,8,2,1 (None at all),1 (None at all),5,8,6,1 (None at all),1 (None at all),4,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,Wetton Workshop,3.0,6.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -790,1143.0,2018-11-12 12:50:30,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,30.0,5,7,7,1 (None at all),4,8,8,2,2,2,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,I want to learn new skills,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"SIMUL, ABMTRANS",3.0,3.0,,,3.0,No,No,No,Yes,No,,8,8,1 (None at all),,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Disagree,Agree,Agree,,Neither agree or disagree,Agree,No,Yes,No,Yes,Yes,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"study, private",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -791,1149.0,2018-11-12 17:01:12,United States of America,Yes,Doctorate,Psychology,,No,5 - Mostly other people,No,15.0,7,4,2,6,2,4,5,1 (None at all),3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,The salary,Flexible working hours,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Metadata management,6.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,No,Yes,No,No,"github, slack, dataverse",8.0,local departmental training (part of the graduate sequence),No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,6,Agree,Strongly Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Strongly Agree,Disagree,Strongly disagree,Agree,Agree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,As needed on projects,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -792,1152.0,2018-11-12 17:48:08,United States of America,Yes,Master degree,Computer Science,Eng,No,2,Yes,20.0,6,3,1 (None at all),1 (None at all),2,5,,5,,1 (None at all),University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,The salary,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as co-author,No,,8.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,Yes,No,No,Yes,Yes,No,"bitbucket, github",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,,,,3,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,online tutorials,Yes,statistics,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -793,1153.0,2018-11-12 19:14:17,United States of America,Yes,Doctorate,Physics and Astronomy,,Yes,3,No,15.0,5,3,5,1 (None at all),3,7,7,2,3,2,Non-profit organization,Full Time,Permanent -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,The salary,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,No,,3.0,3.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"Git, GitHub, Slack",0.0,"Software Carpentry,",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,3,3,Disagree,Disagree,Disagree,8,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,Self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -794,1154.0,2018-11-12 19:15:21,United States of America,Yes,Master degree,Computer Science,,No,3,Yes,15.0,4,3,2,2,3,7,4,3,2,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Opportunity for career advancement,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,3.0,No,Yes,Yes,Yes,No,,9,10 (All the time),2,,Yes,No,Yes,Yes,No,No,"GitHub, BitBucket, Trello",4.0,Local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Agree,Agree,6,Neither agree or disagree,Disagree,Agree,Disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Masters in Computer Science, positions in IT, self taught",Yes,"Management, use of cloud resources, python development",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -795,1156.0,2018-11-12 20:27:44,Germany,No,Doctorate,Biological Sciences,,No,0 - Mostly me,No,2.0,2,4,2,1 (None at all),7,7,4,1 (None at all),3,2,Private Company,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -796,1157.0,2018-11-12 20:35:05,United States of America,No,Master degree,Computer Science,,No,4,Yes,30.0,7,2,2,1 (None at all),1 (None at all),8,4,1 (None at all),2,,University,Full Time,Permanent -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Not mentioned at all,Yes,American Geophysical Union Annual Meeting,3.0,2.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,Github; Bitbucket,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Neither agree or disagree,Neither agree or disagree,Disagree,4,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,No,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,On the job training; academic training; self-teaching.,Yes,Improved Git fluency; better debugging skills; better strategies for writing automated tests.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -797,1158.0,2018-11-13 00:48:06,United States of America,Yes,Doctorate,Computer Science,,No,4,Yes,20.0,6,4,2,3,2,6,4,2,2,1 (None at all),Non-profit organization,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,"ICSB, Sys Mod, and others",3.0,3.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),6,10 (All the time),,,No,No,Yes,No,No,,3.0,Software Engineering course,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,5,Strongly Agree,Agree,Agree,2,Strongly disagree,Disagree,Agree,Disagree,Agree,Disagree,Strongly Agree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,"code faster, use Adobe Illustrator",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -798,1159.0,2018-11-13 09:01:15,Germany,Yes,Master degree,Robotics,,No,3,Yes,14.0,6,3,2,1 (None at all),2,8,3,2,2,2,Other,Full Time,Fixed term -- funded by Institution core funding,8.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"IROS, ICRA",2.0,3.0,,,2.0,No,No,No,Yes,No,,7,10 (All the time),5,Zenodo,Yes,No,No,Yes,No,No,GutHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Agree,3,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"autodidiactically, university",No,software architecture,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -799,1160.0,2018-11-13 11:07:32,Italy,Yes,Ph.D.,Geography & Environmental Sciences,Engineer,,4,Yes,15.0,10 (All my time),7,2,5,2,10 (All my time),10 (All my time),1 (None at all),3,2,Private company,Full Time,"Freelancer, consultant, contractor",13.0,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -800,1161.0,2018-11-13 14:12:48,United States of America,Yes,Master degree,Electrical & Electronic Engineering,,No,4,Yes,30.0,6,1 (None at all),2,4,4,6,1 (None at all),2,4,4,Government,Full Time,Permanent -- funded by project funds,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,The salary,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Same researcher(s),Yes,Acknowledged in the main text,Yes,ADASS,1.0,3.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,No,Yes,No,No,,2.0,workshop,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Strongly Agree,Agree,Disagree,4,Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Disagree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,No,software is a skill not a profession.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -801,1163.0,2018-11-13 17:40:26,United States of America,Yes,Doctorate,Physics and Astronomy,,No,3,No,29.0,6,8,3,1 (None at all),3,5,9,2,,2,Other,Full Time,Permanent -- funded by project funds,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Flexible working hours,Same researcher(s),Yes,Acknowledged in the main text,No,,,2.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),2,,Yes,Yes,Yes,Yes,No,No,,3.0,local training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Strongly Agree,5,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -802,1164.0,2018-11-13 17:51:27,United States of America,Yes,Doctorate,Physics and Astronomy,,No,2,No,5.0,8,7,3,1 (None at all),3,7,7,1 (None at all),3,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,No,,4.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),8,"Zenodo, Astrophysics Source Code Library, Journal of Open Source Software",Yes,No,No,Yes,No,No,Github,2.0,Department-Wide Training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,7,Disagree,Disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -803,1165.0,2018-11-13 19:30:01,United States of America,Yes,Master degree,Computer Science,,No,4,Yes,10.0,7,4,3,1 (None at all),3,7,2,5,4,1 (None at all),University,Full Time,Permanent -- funded by project funds,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,I want to learn new skills,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,10.0,,,7.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,2.0,User conferences,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Agree,Neither agree or disagree,Strongly Agree,3,Disagree,Strongly disagree,Strongly Agree,Disagree,,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Work experience + Master's CS degree,No,"Motivation, focus, statistics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -804,1166.0,2018-11-13 21:32:45,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,23.0,9,1 (None at all),1 (None at all),1 (None at all),2,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),National laboratory,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,The salary,I want to learn new skills,"Different researchers, same research group",Yes,Not mentioned at all,No,,1.0,4.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"JIRA, Confluence, Bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,10 - Completely satisfied,7,Agree,,,1 (None at all),Disagree,Neither agree or disagree,Agree,Disagree,,Disagree,Agree,No,Yes,Yes,No,No,No,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"First BA in Natural Sciences, second BA in Computer Information Systems, 23 years of self-teaching and on-the-job training plus a few conferences and classes",Yes,More domain space knowledge; facility in a second programming language (Python); software design expertise,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -805,1167.0,2018-11-13 22:04:36,United States of America,Yes,Master degree,Chemistry,,No,1,No,6.0,8,8,1 (None at all),1 (None at all),5,,,,,,University,Full Time,Research/Student Assistant,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, slack, trello",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Agree,2,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,No,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -806,1168.0,2018-11-13 23:05:30,United States of America,Yes,Undergraduate degree,Electrical & Electronic Engineering,,No,5 - Mostly other people,Yes,35.0,7,1 (None at all),1 (None at all),1 (None at all),3,7,1 (None at all),1 (None at all),1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,Yes,Workshops provided by our team,5.0,1.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),"Various, depending on deployment",Yes,No,No,Yes,No,No,"GitHub, Slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self taught, previous jobs",,"Provenance tracking, automated science metadata generation, AI",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -807,1170.0,2018-11-13 23:45:41,United States of America,Yes,Master degree,Electrical & Electronic Engineering,,,5 - Mostly other people,Yes,38.0,9,4,4,1 (None at all),6,8,4,2,2,6,National laboratory,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in the main text,No,,3.0,2.0,,,1.0,Yes,No,No,Yes,No,,9,4,1 (None at all),,What is ORCID?,Yes,Yes,No,No,No,,0.0,0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Neither agree or disagree,Neither agree or disagree,Agree,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,No,,,,,,GNU/Linux,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -808,1174.0,2018-11-14 09:10:29,Turkey,Yes,M.Sc.,Psychology,,No,0 - Mostly me,No,6.0,2,8,1 (None at all),2,4,2,,,,,University,Full Time,Fixed term -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,Flexible working hours,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,No,1.0,No,Yes,Yes,No,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,github bitbucket,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Strongly disagree,Strongly disagree,Strongly disagree,5,Neither agree or disagree,Strongly Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by reading books and tutorials,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -809,1176.0,2018-11-14 11:53:13,Germany,Yes,Doctorate,Biological Sciences,,No,1,No,5.0,8,5,2,1 (None at all),3,8,6,2,4,2,Max Planck Society,Full Time,Prefer not to say,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,,,,,1.0,Yes,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,7,Agree,Agree,,2,Strongly disagree,,Neither agree or disagree,Disagree,,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"software testing, statistics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -810,1177.0,2018-11-14 12:05:24,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,3,No,5.0,6,5,3,2,3,2,9,2,2,2,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,"Different researchers, same research group",No,Not mentioned at all,No,,1.0,3.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),6,,Yes,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -811,1179.0,2018-11-14 14:25:34,Germany,Yes,Doctorate,Mechanical Engineering,,No,3,Yes,8.0,5,3,3,2,2,7,1 (None at all),3,3,2,Government,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,Trac,1.0,Internal training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,3,Neither agree or disagree,Agree,Strongly disagree,7,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly learning by programming in PhD project, online courses, book, online documentation",Yes,"Software architecture, testing, Project Management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -812,1180.0,2018-11-14 15:05:48,Russian Federation,Yes,Masters,Marketing,,Yes,5 - Mostly other people,Yes,10.0,6,2,2,2,1 (None at all),3,7,2,2,1 (None at all),Private company,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,No,,2.0,4.0,100.0,No,1.0,Yes,No,No,Yes,No,No formal methodology,7,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"RStudio, Jupyter Notebooks",0.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -813,1182.0,2018-11-14 18:16:44,Canada,Yes,Doctorate,ASTRONOMY AND ASTROPHYSICS,,,3,No,20.0,3,3,3,1 (None at all),2,,,,,,University,,Fixed term -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Named as co-author,No,,1.0,3.0,1.0,Yes,,Yes,No,No,Yes,No,No formal methodology,10 (All the time),,,,Yes,No,No,Yes,No,No,"Slack, GitLab",,,,,,,,,,,,,,,,,,,,Other,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Learn as I go,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -814,1183.0,2018-11-14 18:21:19,Switzerland,Yes,PhD,Biological Sciences,PhD,Yes,5 - Mostly other people,Yes,20.0,7,7,3,2,2,7,7,3,2,1 (None at all),University,Full Time,Permanent -- funded by project funds,30.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,"Different researchers, same research group",No,Named as co-author,Yes,10,5.0,10.0,10.0,Yes,2.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),5,Github,Yes,No,Yes,Yes,No,No,GitHub sourceforge,3.0,Local University training,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Agree,Neither agree or disagree,4,Agree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Books internet,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -815,1184.0,2018-11-14 19:01:10,United States of America,Yes,Undergraduate degree,Computer Science,,No,4,Yes,5.0,8,1 (None at all),1 (None at all),1 (None at all),3,9,1 (None at all),1 (None at all),3,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Opportunity to develop software,I want to learn new skills,The salary,Ability to work across disciplines,Same researcher(s),No,Named as co-author,No,,1.0,4.0,,,2.0,No,No,No,Yes,No,,10 (All the time),6,3,,What is ORCID?,No,No,Yes,No,No,"Github, Zenodo, Gist, Slack, Email",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,6,10 - Completely satisfied,Agree,Strongly Agree,Neither agree or disagree,7,Disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,School and past jobs,Yes,How to make reliable software and follow best practices with such a small team,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -816,1185.0,2018-11-14 19:31:39,United States of America,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,14.0,5,7,3,1 (None at all),3,7,9,2,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,American Geophysical Union,5.0,1.0,,,1.0,No,No,No,Yes,No,,9,5,5,,Yes,No,No,Yes,No,No,GitHub,4.0,"Software Carpentry, project specific workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Agree,Strongly Agree,Disagree,9,Strongly disagree,Disagree,Agree,Strongly disagree,,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Some training as an undergraduate math major and then on-the-job experience,Yes,"Project/team management especially of open source projects, metadata standards, Bayesian statistics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -817,1186.0,2018-11-14 19:48:59,United States of America,Yes,Undergraduate degree,Biological Sciences,,No,5 - Mostly other people,Yes,18.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term -- funded by project funds,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,Not mentioned at all,No,,1.0,3.0,,,4.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"maven, github, we host our own svn repository for our main products",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Disagree,Neither agree or disagree,Strongly disagree,8,Agree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,continuing education classes and self-study,Yes,"devops / system administration, machine learning, parallel computing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -818,1187.0,2018-11-14 19:51:49,United States of America,Yes,Doctorate,Computer Science,,Yes,5 - Mostly other people,Yes,25.0,2,2,8,1 (None at all),3,2,2,8,1 (None at all),3,University,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,Varies based on project.,3.0,3.0,,,2.0,Yes,No,No,Yes,No,,9,9,3,none,Yes,No,Yes,Yes,No,No,"A locally hosted GitLab instance, GitHub, a locally hosted SVN repository",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Neither agree or disagree,Agree,Neither agree or disagree,5,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Degree in Computer Science and Engineering and collaboration with researchers in other domains.,Yes,"CI, virtualization (containers/cloud), management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -819,1188.0,2018-11-14 20:20:31,United States of America,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,18.0,8,6,3,1 (None at all),4,10 (All my time),7,1 (None at all),4,2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Flexible working hours,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,Named as co-author,Yes,GPU Technology Conference,6.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,3,6,,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Over time,,"C++17, gdb debugging",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -820,1190.0,2018-11-14 22:21:41,United States of America,Yes,Doctorate,Physics and Astronomy,,No,4,No,30.0,2,2,3,1 (None at all),3,2,3,2,1 (None at all),3,Government,Full Time,Permanent -- funded by project funds,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,Acknowledged in the main text,Yes,"Discipline-specific workshops (atmospheric radiometry, radio astronomy)",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,No,No,Yes,none,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Disagree,Agree,Agree,Agree,Agree,Neither agree or disagree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Basics in high school, peers and self-study in graduate school, more serious software engineering throughout career",Yes,"Version control, better Python skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -821,1191.0,2018-11-14 22:38:57,United States of America,Yes,Master degree,Mathematics,,No,4,Yes,19.0,4,2,3,1 (None at all),5,7,2,3,1 (None at all),2,University,Full Time,Fixed term -- funded by project funds,7.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,Yes,iRODS UGM,1.0,1.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Jira, github, Travis CI, Ansible Galaxy, Dockerhub",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Agree,Strongly disagree,,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job,Yes,"time management, project management, HA design patterns",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -822,1192.0,2018-11-15 00:11:40,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,2,No,1.0,2,7,2,3,2,3,10 (All my time),1 (None at all),3,1 (None at all),University,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Opportunity for career advancement,The salary,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,No,,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),9,2,,Yes,Yes,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Agree,Neither agree or disagree,Disagree,6,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through research,,"GPU programming, FPGA programming, GIT usage",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -823,1193.0,2018-11-15 00:11:52,Portugal,Yes,,Computer Science,,No,2,No,4.0,6,10 (All my time),5,2,5,5,8,7,4,5,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,No,,,,,No,3.0,No,No,No,Yes,No,No formal methodology,1 (None at all),2,1 (None at all),,Yes,No,No,Yes,No,No,,5.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,3,Agree,Agree,Neither agree or disagree,8,Neither agree or disagree,Agree,Disagree,Strongly disagree,Disagree,Disagree,Disagree,No,Yes,No,No,No,No,No,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -824,1195.0,2018-11-15 02:52:54,United States of America,Yes,Doctorate,Mechanical Engineering,,Yes,5 - Mostly other people,No,10.0,2,1 (None at all),7,4,3,2,3,7,4,4,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,The salary,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,0.0,,,,2.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,,6.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -825,1197.0,2018-11-15 07:38:12,United States of America,Yes,Master degree,,,No,4,Yes,5.0,8,5,2,2,2,8,5,2,2,2,Private company,Full Time,Agency staff,,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,The salary,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,,,,,,4.0,No,No,No,Yes,No,,8,8,3,,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,undergrad minor in CS plus years of research work that was increasingly oriented toward software development,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -826,1203.0,2018-11-15 12:16:51,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,1,No,10.0,7,9,2,3,5,8,9,1 (None at all),5,3,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,6.0,1.0,,,4.0,No,No,No,Yes,No,,8,8,3,Zenodo,Yes,No,Yes,Yes,Yes,No,"GitHub, Bitbucket, Assembla",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Neither agree or disagree,6,Disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Some programming during undergraduate degree (mostly in Computer Science & Applied Maths modules) thereafter mostly self-taught,,"continuous testing, software architecture (not just programming)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -827,1204.0,2018-11-15 15:00:36,Canada,Yes,Doctorate,SOCIAL SCIENCES AND HUMANITIES,,,5 - Mostly other people,No,10.0,2,4,1 (None at all),4,2,,,,,,University,,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,,No,,3.0,1.0,,No,,No,No,No,Yes,No,No formal methodology,8,,,Zenodo,Yes,No,No,Yes,No,No,Github,,,,,,,,,,,,,,,,,,,,Employer,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -828,1207.0,2018-11-15 15:43:02,France,Yes,PhD,Geology,ing.,No,2,No,5.0,5,5,2,3,3,5,5,1 (None at all),4,3,National laboratory,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -829,1208.0,2018-11-15 16:05:38,United States of America,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,14.0,9,2,2,2,4,8,6,2,1 (None at all),3,University,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,0.0,No,No,No,Yes,No,,5,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,2.0,Local University Training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Agree,5,Strongly disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,No,No,No,Yes,No,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Books, YouTube, Coursera",No,Public Speaking,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -830,1210.0,2018-11-15 16:56:40,United States of America,Yes,Doctorate,Chemical Engineering,Google Cloud Certified Data Engineer,No,2,No,8.0,9,3,5,1 (None at all),2,8,7,2,3,3,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),5,2,zenodo,No,No,No,Yes,No,No,"github, slack",2.0,"carpentries, DIBSI/ANGUS",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Neither agree or disagree,Strongly disagree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,taught myself,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -831,1211.0,2018-11-15 17:23:38,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Computer Science,,No,3,Yes,30.0,5,4,3,6,2,3,7,2,7,1 (None at all),Private company,Prefer not to say,"Freelancer, consultant, contractor",20.0,Yes,Yes,Yes,No,Yes,No,Yes,No,Yes,No,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -832,1212.0,2018-11-15 19:58:49,United States of America,Yes,Doctorate,Electrical & Electronic Engineering,,No,2,No,30.0,3,6,8,2,4,7,7,5,6,2,University,Full Time,Permanent -- funded by Institution core funding,12.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,AMIA,4.0,8.0,,,2.0,No,No,No,Yes,No,,10 (All the time),5,1 (None at all),,Yes,No,No,Yes,No,No,"GitHub, slack, google docs, email",3.0,"local university training, national training for software users",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Neither agree or disagree,9,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -833,1213.0,2018-11-15 21:58:16,United States of America,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,25.0,5,2,1 (None at all),1 (None at all),5,5,3,1 (None at all),3,4,Non-profit organization,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,The salary,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,2.0,,,4.0,No,No,No,Yes,No,,6,5,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,internal repos and github,1.0,software usage,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,6,Agree,Agree,Agree,4,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Graduate school and on job,Yes,"revision control, bug tracking, OO python",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -834,1214.0,2018-11-16 10:55:41,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,3,Yes,18.0,4,4,1 (None at all),1 (None at all),2,5,5,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Agency staff,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),5,10 (All the time),zenodo,Yes,No,No,Yes,No,No,git,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,3,,Strongly Agree,,,,Disagree,Neither agree or disagree,Strongly Agree,,,,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,IT contractor followed by a PhD,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -835,1216.0,2018-11-16 16:39:23,United States of America,Yes,Undergraduate degree,Physics and Astronomy,,Yes,4,Yes,37.0,4,2,4,1 (None at all),1 (None at all),8,3,2,1 (None at all),1 (None at all),Non-profit organization,Full Time,Permanent -- funded by project funds,45.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Flexible working hours,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,"WRF workshop, NCAR SEA conference, NOAA testbeds workshop",4.0,2.0,,,1.0,No,No,No,Yes,No,,9,2,5,local library,No,No,Yes,Yes,No,No,"github, NOAA Vlab, Atlassian bitbucket",2.0,internal training for staff,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Agree,Disagree,,Neither agree or disagree,Strongly Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"undergraduate minor in computer science, training classes, on-the-job mentoring",Yes,"project planning and estimating, latest HPC trends and techniques",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -836,1217.0,2018-11-16 20:14:47,Germany,No,Master degree,History,Nein,No,0 - Mostly me,No,10.0,3,3,1 (None at all),7,1 (None at all),3,6,1 (None at all),,,Other,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -837,1218.0,2018-11-16 23:32:07,United States of America,Yes,Doctorate,Physics and Astronomy,,No,3,No,12.0,4,4,2,1 (None at all),1 (None at all),3,5,2,2,1 (None at all),University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,"AAS, IAC, others",2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,8,1 (None at all),,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,7,7,Neither agree or disagree,Agree,Neither agree or disagree,2,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,sefl/internet/bootcamp,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -838,1220.0,2018-11-17 13:26:42,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Bachelor,General Engineering,,No,5 - Mostly other people,Yes,5.0,8,2,2,1 (None at all),3,,,,,,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Not mentioned at all,,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,2,2,,What is ORCID?,No,No,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,,,,,,Agree,Strongly Agree,Agree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Work as a freelance web and software developer. Learn from tutorials and online courses,Yes,"Project management, presentation skills, expectation management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -839,1221.0,2018-11-17 16:30:27,United States of America,Yes,Doctorate,Biological Sciences,PhD,Yes,4,No,15.0,5,4,3,2,1 (None at all),5,3,2,4,2,University,Full Time,Permanent -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Named as co-author,Yes,"BOSC, ISMB",5.0,10.0,,,3.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,"Zenodo, local library",Yes,No,No,Yes,No,No,"Github, Slack, IRC (yes I'm old), mailing lists, Biostar, Seqanswers, Stack Overflow",8.0,"The Carpentries, local university training",No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,8,Neither agree or disagree,Disagree,Neither agree or disagree,7,Agree,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,On my own,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -840,1222.0,2018-11-18 00:57:05,Netherlands,Yes,PhD,Physics and Astronomy,,No,3,No,10.0,4,6,3,3,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,4.0,2.0,,,3.0,No,Yes,Yes,Yes,No,,10 (All the time),5,7,"zenodo, data.4tu.nl",Yes,No,No,Yes,No,No,gitlab (self-hosted),1.0,local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,,,,,,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -841,1223.0,2018-11-18 10:26:34,Netherlands,Yes,PhD,Physics and Astronomy,,No,4,No,10.0,4,7,4,4,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in acknowledgements section,No,,4.0,3.0,,,3.0,No,No,Yes,Yes,No,,10 (All the time),6,8,Zenodo,Yes,No,No,Yes,No,No,Gitlab (self-hosted),1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,,,,,,Agree,Agree,Strongly Agree,Agree,Agree,Disagree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -842,1224.0,2018-11-19 08:43:46,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Aeronautical & Manufacturing Engineering,,No,5 - Mostly other people,Yes,6.0,7,3,2,2,3,,,,,,Government,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,Yes,EGU,3.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,7,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, GitLab",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,,7,7,,,,,,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -843,1226.0,2018-11-19 10:45:58,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,Yes,4.0,6,1 (None at all),1 (None at all),3,3,8,2,2,2,2,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,2.0,No,No,No,Yes,No,,4,1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,"GitHub, BitBucet, GitLab",15.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Self-taught during PhD,Yes,"Project management, requirements gathering, man-management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -844,1227.0,2018-11-19 12:46:58,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,3,Yes,10.0,6,4,4,2,5,7,6,2,3,2,Fraunhofer Society,Part-time,Fixed term -- funded by project funds,3.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,9,1 (None at all),1 (None at all),es gab noch keine Veröffentlichung,What is ORCID?,No,No,Yes,No,No,"GitHub, Bitbucket, NuGet, MyGet",0.0,0,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Strongly disagree,Strongly Agree,Disagree,,Agree,,,,,,,,,Windows,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,,,,,,,,"Überwiegend selbst angeeignet plus aktuelles Studium ""Embedded Systems Design""",Yes,Richtiges Erstellen von Unit Tests bzw. Test Driven Development,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -845,1229.0,2018-11-19 14:08:06,Netherlands,No,WO (Wetenschappelijk onderwijs) Bachelor,Computer Science,,No,5 - Mostly other people,Yes,28.0,9,2,1 (None at all),1 (None at all),2,,,,,,Private company,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,No,,3.0,3.0,,,1.0,No,No,No,Yes,No,,3,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,,8,7,,,,,,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,,,,,,,,Experience and education,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -846,1230.0,2018-11-19 14:36:35,Germany,Yes,Master degree,Mathematics,,No,5 - Mostly other people,Yes,3.0,7,1 (None at all),3,3,4,8,3,1 (None at all),2,1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Flexible working hours,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -847,1231.0,2018-11-19 15:33:17,United States of America,Yes,Master degree,Computer Science,BS Biochemistry,No,1,Yes,19.0,7,7,2,2,1 (None at all),7,7,4,1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,17.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,The salary,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,No,,1.0,1.0,,,1.0,Yes,No,No,No,No,,9,10 (All the time),3,Zenodo,Yes,No,No,Yes,No,No,GitHub and BitBucket,0.0,Local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,7,Disagree,Disagree,Disagree,3,,,,Disagree,Strongly disagree,Neither agree or disagree,,Yes,,,,,,,OS X,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job and school,Yes,"Deeper knowledge of git, continuous integration, deeper knowledge of galaxy",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -848,1232.0,2018-11-19 16:41:30,Netherlands,Yes,PhD,Physics and Astronomy,,No,1,No,8.0,2,8,2,1 (None at all),4,,,,,,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,1.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),7,library,Yes,No,Yes,Yes,No,No,GitHub,1.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,No,No,No,No,No,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Worked as a software developer, taken university courses",Yes,"Unit testing, documentation development, threading.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -849,1234.0,2018-11-19 18:56:13,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,,No,1,No,3.0,7,5,2,4,4,,,,,,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in acknowledgements section,No,,1.0,3.0,,,1.0,No,No,Yes,Yes,No,,9,7,4,,Yes,No,No,Yes,No,No,Github,0.0,Local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Agree,Agree,,Agree,Agree,Strongly Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,During my PhD,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -850,1235.0,2018-11-19 19:26:00,United States of America,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,20.0,3,3,2,3,3,5,5,,5,,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,The salary,Regularly change researcher(s),No,Not mentioned at all,No,,,2.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),1 (None at all),1 (None at all),,No,No,Yes,Yes,No,No,"GitLab, GitHub",12.0,"XSEDE Monthly Workshops, local university training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"as an undergrad lab assistant, and on my own over the years",Yes,"code parallelization (e.g., OpenMP, OpenACC, MPI), and ML",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -851,1237.0,2018-11-20 09:59:10,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,,No,4,Yes,6.0,8,2,1 (None at all),3,2,,,,,,National laboratory,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,Yes,,2.0,2.0,,,10.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),10 (All the time),Zenodo,What is ORCID?,No,No,Yes,No,No,"Github, CircleCI, Travis, Codacy",100.0,Mentoring scientists contributing to software,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,,,,,,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught and some basics at University,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -852,1238.0,2018-11-20 10:06:27,Germany,Yes,Undergraduate degree,Electrical & Electronic Engineering,,Yes,3,Yes,2.0,7,4,1 (None at all),1 (None at all),2,5,5,2,1 (None at all),2,Fraunhofer Society,Prefer not to say,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Opportunity to develop software,Desire to advance research,The salary,Flexible working hours,Same researcher(s),Yes,Acknowledged in acknowledgements section,No,,1.0,4.0,,,1.0,Yes,No,No,Yes,No,,2,3,1 (None at all),,,Yes,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -853,1239.0,2018-11-20 10:37:37,Germany,Yes,Master degree,Electrical & Electronic Engineering,M.Sc.,,4,No,9.0,4,3,2,7,2,7,7,1 (None at all),6,,University,Prefer not to say,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,"GNU Radio conference 2014,16,17,18",1.0,20.0,,,5.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),2,,What is ORCID?,No,No,Yes,No,No,"github, matrix, slack, jitsi",8.0,"hold exercises in digital comms for ee, applied information theory, lab digicomm, private training, workshops atat GNU Radio conference",Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,4,2,Strongly Agree,Strongly Agree,Strongly disagree,,,Strongly disagree,Strongly Agree,Strongly disagree,,Strongly disagree,,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"autodidacting/freelancing, being a student at the right lab at the right time",No,"team management, time management, patience to stand arbitrary amounts of bullshit",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -854,1241.0,2018-11-20 15:06:07,Germany,Yes,Doctorate,Materials Technology,,Yes,5 - Mostly other people,Yes,20.0,4,2,8,2,3,5,3,8,2,1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Flexible working hours,Opportunity for career advancement,Freedom to choose own working practices,The salary,Desire to advance research,Regularly change researcher(s),Yes,Named as co-author,Yes,"IMC19, various smaller occasions",1.0,3.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),5,10 (All the time),Zenodo,Yes,No,No,Yes,No,No,GitHub,4.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Agree,5,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"Self-taught, previous job (product manager), experience as entrepreneur (product development)",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -855,1242.0,2018-11-21 08:08:11,Netherlands,Yes,PhD,Physics and Astronomy,,No,5 - Mostly other people,No,2.0,7,7,6,6,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Named as co-author,No,,7.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"Trello, Jira",4.0,Local University Training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,,,,,,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self teaching,Yes,"More testing, working in larger teams, managing a dev team",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -856,1243.0,2018-11-21 10:56:32,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Computer Science,Ausbildung Fachinformatiker Anwendungsenwicklung,No,5 - Mostly other people,Yes,11.0,8,1 (None at all),3,1 (None at all),2,8,1 (None at all),3,1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,1.7,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,1.0,7.0,,,3.0,Yes,No,No,Yes,No,,8,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Gitlab, Jira",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -857,1246.0,2018-11-22 12:46:28,South Africa,Yes,Doctorate,Biological Sciences,,Yes,2,No,10.0,5,10 (All my time),10 (All my time),10 (All my time),5,8,8,2,6,2,University,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,3.0,"Software Carpentry, university training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,6,6,Disagree,Disagree,Disagree,10 (All the time),Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -858,1247.0,2018-11-22 12:49:38,South Africa,Yes,Doctorate,Psychology,Registered Counsellor,No,2,No,0.0,1 (None at all),10 (All my time),1 (None at all),5,5,1 (None at all),10 (All my time),1 (None at all),5,5,University,Full Time,Research/Student Assistant,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,The salary,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as co-author,No,,0.0,0.0,,,0.0,No,Yes,No,No,No,,1 (None at all),9,9,None,Yes,No,No,No,No,Yes,None,5.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,0 - Not at all satisfied,0 - Not at all satisfied,Strongly disagree,Strongly disagree,Strongly disagree,10 (All the time),Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self study,Yes,sophisticated programming,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -859,1248.0,2018-11-22 13:17:19,South Africa,No,Undergraduate degree,Mathematics,,No,5 - Mostly other people,,10.0,5,1 (None at all),3,4,2,5,1 (None at all),2,3,2,University,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Freedom to choose own working practices,Flexible working hours,The salary,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,Not mentioned at all,Yes,ICTP Free and Open Source Science Software,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"gitlab, bitbucket, debian, linux, sagemath, python",2.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Agree,Agree,2,Disagree,Disagree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,Yes,more staff,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -860,1249.0,2018-11-22 13:21:01,Ethiopia,Yes,Msc,Mathematics,Computational Scientist,,5 - Mostly other people,,6.0,10 (All my time),6,6,5,5,8,8,5,5,5,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Opportunity for career advancement,"Different researchers, same research group",No,Not mentioned at all,No,,,,,Yes,2.0,Yes,Yes,No,No,No,No formal methodology,10 (All the time),10 (All the time),5,Local,Yes,No,No,Yes,No,No,Github,40.0,Software Carpentry,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,,5,5,Neither agree or disagree,Strongly Agree,Strongly Agree,6,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,From my msc course and by myself,Yes,Some software development trainings,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -861,1251.0,2018-11-22 14:06:01,South Africa,Yes,Master degree,Computer Science,,Yes,5 - Mostly other people,Yes,6.0,8,7,2,1 (None at all),4,9,8,2,5,5,Government,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,ERESEARCH AFRICA,3.0,2.0,,,1.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),Institution has own.,Yes,No,Yes,Yes,No,No,"Git, Devops related tools.",2.0,Software/Data carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -862,1252.0,2018-11-22 14:30:35,South Africa,Yes,Doctorate,Biological Sciences,"Associated Professor, Senior Researcher",No,2,No,18.0,5,5,3,3,2,5,5,3,3,2,University,Full Time,Permanent -- funded by Institution core funding,12.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,The salary,Freedom to choose own working practices,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,Different local and international conferences on bioinformatics,8.0,2.0,,,1.0,No,No,Yes,No,No,,2,10 (All the time),1 (None at all),,Yes,No,No,No,No,Yes,,2.0,local university training,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,9,Agree,Agree,Agree,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self education,Yes,"software marketing, NoSQL databases, Web application design",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -863,1253.0,2018-11-22 15:01:37,Germany,Yes,Master degree,Mechanical Engineering,,No,1,No,3.0,5,5,1 (None at all),1 (None at all),5,10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),Fraunhofer Society,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Flexible working hours,Same researcher(s),Yes,Named as co-author,No,,2.0,2.0,,,1.0,No,No,No,Yes,No,,3,10 (All the time),10 (All the time),"Bibliothek vor Ort, Journaltools",What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,0,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,7,Strongly Agree,Strongly Agree,Strongly Agree,3,Strongly disagree,Agree,Agree,Agree,,Strongly Agree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,Yes,"Softwarearchitektur, Test-Driven Development, Projektmanagement von Softwareprojekten",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -864,1256.0,2018-11-22 16:11:33,Mauritius,No,MPhil to PhD Transfer,Electrical & Electronic Engineering,"CCNA, IBM Big Data",No,1,No,6.0,5,8,7,8,6,7,9,5,6,6,University,Full Time,Prefer not to say,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Opportunity for career advancement,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -865,1257.0,2018-11-22 16:52:42,South Africa,Yes,Undergraduate degree,Computer Science,,No,0 - Mostly me,No,12.0,6,6,4,3,2,7,8,1 (None at all),1 (None at all),6,University,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -866,1259.0,2018-11-23 13:12:12,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,English,,No,4,Yes,2.0,6,2,1 (None at all),2,5,7,5,1 (None at all),4,6,University,Full Time,Fixed term -- funded by project funds,2.5,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Flexible working hours,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,Named as co-author,No,,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,3,6,,Yes,No,No,Yes,No,No,,10.0,"Software Carpentry, local university training,",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,2,Strongly disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Yes,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,On the job,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -867,1260.0,2018-11-23 15:35:44,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,10.0,5,2,6,2,2,7,4,2,3,3,Helmholtz Association of German Research Centres,Part-time,Permanent -- funded by Institution core funding,9.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,SpaceOps,3.0,4.0,,,2.0,No,No,No,Yes,Yes,,3,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,GitHub,2.0,department-internal trainings,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,Neither agree or disagree,Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Agree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,,,,,,,,"During masters thesis, PhD thesis (both physics), on the job",Yes,"time management, theoretical SW topics (architecture, ...), Web development and overview over current technology landscape",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -868,1261.0,2018-11-23 18:02:44,Benin,Yes,PhD,Mathematics,Eng,Yes,2,No,10.0,5,7,3,2,3,5,7,5,3,2,Non-profit organization,Full Time,Fixed term -- funded by project funds,3.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -869,1262.0,2018-11-23 19:01:07,Norway,Yes,bachelor,Computer Science,,No,3,Yes,10.0,7,1 (None at all),3,2,5,9,1 (None at all),3,4,6,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Freedom to choose own working practices,The salary,Opportunity to develop software,Ability to work across disciplines,"Different researchers, same research group",Yes,Acknowledged in the main text,No,,4.0,1.0,25.0,Yes,1.0,No,No,Yes,Yes,No,Kanban,3,1 (None at all),2,zenodo,What is ORCID?,No,No,Yes,No,No,gitlab,2.0,local,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Agree,Disagree,4,Disagree,Agree,Strongly Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Software engineer at industry,Yes,"giving talks and presentation, teaching skills, domain knowledge",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -870,1264.0,2018-11-23 20:01:18,Poland,Yes,Msc,Biological Sciences,,Yes,4,Yes,14.0,8,3,2,1 (None at all),3,7,4,2,2,3,Private company,Full Time,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,The salary,I want to learn new skills,Same researcher(s),Yes,Not mentioned at all,No,,2.0,4.0,4.0,Yes,2.0,Yes,No,No,Yes,Yes,Scrum,5,7,1 (None at all),,Yes,No,No,Yes,No,No,Atlassian Jira,1.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,8,7,Strongly Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university training, self study",Yes,"DevOps, project management, proper unit testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -871,1265.0,2018-11-23 21:19:27,Netherlands,Yes,PhD,Civil Engineering,ir BA PhD BSc MSc,No,3,No,7.0,3,4,3,5,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,Yes,environmental modelling and software,3.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,Yes,Yes,No,No,"github, conda stack, readthedocs, travis, binder",4.0,"local university, part of formal courses, workshop sessions at conferences",Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,7,8,,,,,,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"on the job, reading books, watching youtube movies from e.g. scipy conferences",Yes,"test driven development, hpc, gpu computing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -872,1266.0,2018-11-24 07:52:39,Malawi,Yes,Postgraduate degree,Accounting & Finance,,No,5 - Mostly other people,No,10.0,4,3,6,3,4,4,3,4,4,6,University,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Freedom to choose own working practices,Opportunity for career advancement,The salary,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,6.0,1.0,100.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),5,1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,1 (None at all),Agree,Strongly disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Self taught,Yes,People management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -873,1270.0,2018-11-25 07:30:29,South Africa,No,Master degree,Biological Sciences,,No,1,No,1.0,2,8,3,1 (None at all),3,4,8,1 (None at all),1 (None at all),3,University,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,0.0,0.0,,,1.0,No,No,No,Yes,No,,1 (None at all),10 (All the time),5,,Yes,No,No,No,No,Yes,,4.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Agree,Disagree,Disagree,5,Strongly Agree,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught through online resources,Yes,"MySql, More advanced Linux, scripting training",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -874,1271.0,2018-11-25 15:37:50,Germany,Yes,Master degree,Psychology,,No,4,No,5.0,5,3,2,4,2,7,4,1 (None at all),3,1 (None at all),University,Part-time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,"Different researchers, same research group",No,Acknowledged in the main text,Yes,Annual Meetings of the Society for Computers in Psychology / Psychonomic Society / Society for Judgment and Decision making; TeaP (the experimental approach to Psychology); various workshops,3.0,1.0,,,1.0,No,No,Yes,Yes,No,,9,9,9,"Zenodo, Preprint services",Yes,No,No,Yes,No,No,"GitHub, Slack, Trello, OSF",0.0,"Software Carpentry, self-organized workshops",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,6,4,Disagree,Neither agree or disagree,Disagree,6,,,,Disagree,Disagree,,,Yes,,,,,,,OS X,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-study, open university/distance learning courses",Yes,"How to get funding for scientific software, how to establish institution support for RSEs, how to convince scientists of the benefits of professional software development support (as opposed to home-grown software)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -875,1272.0,2018-11-25 17:06:06,South Africa,Yes,Doctorate,Computer Science,None,No,3,No,35.0,2,3,4,4,3,3,4,2,4,2,University,Full Time,Permanent -- funded by Institution core funding,12.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,Named as co-author,Yes,"IEEE BIBE, WAABD",3.0,3.0,,,1.0,No,No,Yes,No,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"Slack, quay.ioa",3.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,8,Disagree,Agree,Agree,7,Agree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Agree,Strongly disagree,No,Yes,No,Yes,Yes,Yes,Yes,GNU/Linux,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"partly academic programme, partly picked pu",,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -876,1273.0,2018-11-26 04:08:54,Australia,Yes,AQF 10 - Doctoral Degree,01 Mathematical Sciences,,No,3,Yes,2.0,6,4,1 (None at all),1 (None at all),1 (None at all),8,2,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),,Yes,No,No,Yes,No,No,"github, bitbucket",6.0,internal group training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,3,3,Agree,Strongly Agree,Strongly disagree,9,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,,Strongly disagree,Strongly disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -877,1275.0,2018-11-26 04:36:22,New Zealand,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,Yes,20.0,8,2,3,2,1 (None at all),8,2,1 (None at all),2,2,National laboratory,Full Time,Permanent -- funded by project funds,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,The salary,I want to learn new skills,Same researcher(s),Yes,Named as co-author,Yes,"Most recently, several workshops on Workflow in Weather and Climate Research in Europe",1.0,5.0,,,3.0,No,No,No,Yes,No,,10 (All the time),5,9,Zenodo,Yes,No,No,Yes,No,No,GitHub,2.0,Local and project specific,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,4,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,(too many to list!),2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -878,1277.0,2018-11-26 05:22:52,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,No,4,Yes,30.0,8,1 (None at all),1 (None at all),2,2,8,3,1 (None at all),2,2,University,Full Time,Permanent -- funded by project funds,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,The salary,Flexible working hours,Regularly change researcher(s),No,Acknowledged in the main text,No,,1.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,1 (None at all),1 (None at all),GitHub,Yes,No,Yes,Yes,Yes,No,"Trello, GitHub",1.0,Software development for researchers,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Strongly disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,On-the-job training.,Yes,"Deep-dives around 1) Computational Modelling, 2) Computation Optimisation, 3) Decision Support Systems",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -879,1279.0,2018-11-26 06:52:53,United States of America,Yes,Doctorate,Physics and Astronomy,,No,4,No,20.0,5,6,2,1 (None at all),1 (None at all),4,6,2,2,1 (None at all),Government,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,The salary,Opportunity to develop software,Regularly change researcher(s),No,Acknowledged in the main text,Yes,"ADASS, ESO Calibration Workshop",4.0,3.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),7,"Zenodo, ASCL",Yes,Yes,No,Yes,No,No,bitbucket,1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,5,4,Neither agree or disagree,Agree,Agree,7,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-education,Yes,"modern javascript frameworks, modern web-development platforms",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -880,1282.0,2018-11-26 08:57:57,South Africa,Yes,Undergraduate degree,Computer Science,Bachelor of Science Honours Degree in Computing,No,3,Yes,5.0,7,8,4,4,3,7,8,4,4,3,National laboratory,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),Yes,Named as co-author,Yes,14th EVN Symposium & Users Meeting,3.0,4.0,,,3.0,Yes,No,No,Yes,Yes,,8,8,1 (None at all),,No,No,Yes,Yes,No,No,Jira,3.0,Python programming,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,7,9,Agree,Agree,Agree,7,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job training and personal research,Yes,"Software Development Standards, Programming Skills, Mathematics Skills",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -881,1283.0,2018-11-26 09:08:44,Botswana,Yes,Bachelors degree in Computer Science,Computer Science,,Yes,5 - Mostly other people,Yes,7.0,9,2,4,1 (None at all),1 (None at all),9,2,4,2,1 (None at all),Non-profit organization,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,NGO,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,IAS,2.0,7.0,100.0,Yes,1.0,Yes,No,No,Yes,No,Scrum,3,1 (None at all),1 (None at all),,,No,No,Yes,No,No,,1.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,10 - Completely satisfied,Agree,Agree,Agree,7,Neither agree or disagree,,,Agree,Disagree,Agree,,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"School and Experience, and self taught",Yes,Software Project Management,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -882,1284.0,2018-11-26 09:21:23,South Africa,Yes,Undergraduate degree,Computer Science,None,No,5 - Mostly other people,,4.0,10 (All my time),2,2,1 (None at all),1 (None at all),10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),Private company,Full Time,Prefer not to say,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,The salary,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,3.0,,,3.0,Yes,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,ORCID is not relevant for me,No,Yes,Yes,No,No,"DSpace, OJS and OCS software stack",0.0,In-house onboarding and external Java training,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,My undergraduate degree is in Computer Science and ever since I started my career I have been exposed to Research related software.,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -883,1285.0,2018-11-26 10:11:55,Botswana,Yes,Bachelor's Degree,Computer Science,"Java Certified Professional, Oracle Certified Professional Forms Developer",Yes,5 - Mostly other people,Yes,6.0,9,2,6,7,4,9,4,5,7,5,NGO,Full Time,Permanent -- funded by project funds,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,The salary,Desire to work in a research environment,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,3.0,7.0,3.0,Yes,2.0,No,No,No,Yes,No,Scrum,10 (All the time),2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Slack, Gitter,",8.0,Mostly training interns through on the job training.,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Agree,Agree,Agree,8,Disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly on the job training, conforming to SOP's, CITI programme",Yes,"Systems Auditing, Data Management, Data Analysis",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -884,1286.0,2018-11-26 12:41:17,South Africa,Yes,"Further Education (NVQ A-Level, ...)",Communication & Media Studies,,No,3,No,10.0,4,4,5,4,4,10 (All my time),6,7,7,4,University,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,"Different researchers, same research group",No,Not mentioned at all,Yes,"Ditchie Conference, IFLA",6.0,1.0,,,1.0,Yes,No,Yes,Yes,No,,10 (All the time),5,7,,Yes,No,No,Yes,No,No,git,5.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,4,Agree,Disagree,Neither agree or disagree,7,Strongly Agree,Agree,Agree,Agree,Disagree,Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -885,1289.0,2018-11-26 15:12:22,Netherlands,Yes,PhD,Physics and Astronomy,,No,4,Yes,6.0,6,2,2,1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",No,Acknowledged in the main text,No,,4.0,2.0,,,1.0,No,No,Yes,No,No,,8,1 (None at all),5,Zenodo,Yes,No,Yes,Yes,No,No,"Github, Bitbucket",3.0,Local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,6,,,,,,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Internet, specific courses",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -886,1290.0,2018-11-26 15:42:29,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Geography & Environmental Sciences,,No,4,Yes,22.0,5,5,2,2,2,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Named as co-author,Yes,"EGU, iEMSs",2.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,1 (None at all),,Yes,No,No,Yes,No,No,"slack, ... (what is an open repository? a source code repository? for online collaboration?)",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,,,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-study,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -887,1291.0,2018-11-26 16:06:22,Netherlands,Yes,PhD,Computer Science,,No,3,Yes,20.0,8,2,2,1 (None at all),2,,,,,,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Acknowledged in the main text,Yes,,25.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,zenodo,Yes,No,No,Yes,No,No,"Github, Travis-CI, Waffle.io",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,,,,,,Strongly Agree,Strongly Agree,,,,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mostly through practical experience,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -888,1292.0,2018-11-26 16:16:59,Brazil,Yes,Masters,,Majored in oceanography and masters in physical oceanography.,No,4,No,6.0,6,4,8,9,6,9,4,1 (None at all),8,4,Government,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Regularly change researcher(s),No,Named as co-author,Yes,"SciPy, PyCon, OceanoScience Meetings",20.0,3.0,0.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),Zenodo,No,No,No,Yes,No,No,"GitHub, Waffle",3.0,"Software Carpentry, Conference Tutorials, OceanHackWeek",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,7,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,Agree,Disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly by online tutorials and contributing to OSS projects online.,Yes,"Better testing techniques, managing projects, and learn a new languages like Rust or C++",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -889,1293.0,2018-11-26 16:32:25,Netherlands,Yes,PhD,Computer Science,,No,5 - Mostly other people,Yes,3.5,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),Yes,Not mentioned at all,No,,2.0,1.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,8,7,,,,,,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -890,1295.0,2018-11-26 19:27:16,South Africa,Yes,Undergraduate degree,Computer Science,,No,1,Yes,3.0,8,7,3,4,6,6,8,1 (None at all),3,7,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -891,1296.0,2018-11-26 19:38:02,Saudi Arabia,Yes,Phd,Computer Science,,No,0 - Mostly me,Yes,9.0,7,5,3,5,6,3,6,2,5,3,University,Full Time,Permanent -- funded by Institution core funding,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,The salary,Desire to advance research,Opportunity to develop software,Same researcher(s),No,Acknowledged in the main text,Yes,Ieee RE,2.0,1.0,60.0,No,0.0,No,No,Yes,Yes,No,Scrum,9,7,1 (None at all),,Yes,No,No,No,No,Yes,,3.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,6,Neither agree or disagree,Agree,Strongly disagree,3,,Disagree,,Agree,Disagree,Agree,Agree,No,Yes,Yes,Yes,No,No,No,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -892,1298.0,2018-11-26 21:08:27,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,No,4,Yes,3.0,5,7,2,1 (None at all),4,,,,,,National laboratory,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Acknowledged in the main text,No,,2.0,3.0,,,2.0,Yes,No,Yes,Yes,No,,10 (All the time),8,7,,,No,No,Yes,No,No,"github, gitlab, overleaf",0.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,,,,,,Neither agree or disagree,Agree,Disagree,,Agree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -893,1300.0,2018-11-26 23:37:21,New Zealand,Yes,Master degree,Computer Science,,No,3,Yes,22.0,7,1 (None at all),2,1 (None at all),3,8,3,1 (None at all),1 (None at all),2,Other,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,No,,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,7,2,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"github, gitlab, jira",1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,5,Agree,Neither agree or disagree,Disagree,3,Neither agree or disagree,Disagree,Agree,Disagree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,No,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Formal education (electronics engineering then computer science), 10 years in industry as software engineer (instrumentation & control, telecoms) then 12 years in government research institute...",Yes,"more HPC experience (paralleization, optimization, etc), more expertise with the basic 'DevOps' tools (docker (singularity), ancible, chef, puppet etc), become more comfortable / confident giving presentations at workshops / conferences",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -894,1303.0,2018-11-27 13:07:33,South Africa,Yes,Doctorate,Mathematics,,No,3,No,5.0,3,4,2,7,3,5,6,1 (None at all),4,2,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,The salary,Same researcher(s),No,Acknowledged in the main text,Yes,,3.0,4.0,,,2.0,No,No,No,Yes,No,,8,8,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -895,1306.0,2018-11-27 16:49:39,Netherlands,Yes,PhD,Physics and Astronomy,,No,4,Yes,5.0,7,3,3,2,3,,,,,,University,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,No,,3.0,2.0,,,2.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),7,Zenodo,No,No,No,Yes,No,No,"Private Gitlab instance, Github",2.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Neither agree or disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,project management; time planning; principles of sales/convincing others,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -896,1307.0,2018-11-27 20:00:03,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,MIOP,No,1,No,28.0,3,2,7,4,3,5,9,4,3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Not mentioned at all,Yes,UseR!,5.0,1.0,,,1.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),10 (All the time),"Zenodo, FigShare",Yes,No,No,Yes,No,No,Github,3.0,CODATA-RDA Schools,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Neither agree or disagree,Disagree,7,Strongly Agree,Disagree,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Experience,Yes,How to test code systematically; project management; understanding what people's goals are,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -897,1308.0,2018-11-28 00:06:16,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,Yes,4,Yes,20.0,6,2,3,3,3,7,2,2,3,3,National laboratory,Full Time,Permanent -- funded by Institution core funding,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,"Different researchers, same research group",Yes,Named as co-author,Yes,"FHIR DevDays, Health Data Analytics",5.0,2.0,,,2.0,No,No,No,Yes,No,,5,5,3,Unsure,Yes,No,No,Yes,No,No,"Github, Google Docs, Slack, Zulip, Jira, Bitbucket, Confluence",4.0,"University service teaching, public workshops and connectathons, masterclasses at conferences, ad-hoc private workshops",No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,9,8,Strongly Agree,Strongly Agree,Agree,2,Strongly disagree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, practice, research",No,"Recruitment and retention, DevOps, project management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -898,1310.0,2018-11-28 05:12:26,New Zealand,Yes,Undergraduate degree,Computer Science,,No,3,Yes,15.0,8,3,2,1 (None at all),3,8,3,2,1 (None at all),2,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Opportunity to develop software,The salary,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),Yes,Named as main author,Yes,NZNOG,5.0,2.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Github, Gitlab",0.5,Workshops at NZNOG,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,7,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Strongly disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergraduate papers, on-the-job mentoring, experience",Yes,"Better understanding of low-level hardware (CPU cache lines etc), statistics",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -899,1312.0,2018-11-28 06:35:18,New Zealand,Yes,Doctorate,Computer Science,,No,4,Yes,30.0,8,5,2,2,3,8,5,2,2,3,Private company,Full Time,"Freelancer, consultant, contractor",15.0,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,The salary,Desire to advance research,Opportunity to develop software,Regularly change researcher(s),No,Named as co-author,Yes,"ECOOP, ICSLP",2.0,5.0,,,3.0,Yes,No,No,Yes,No,,6,8,9,Institutional Repository,Yes,No,No,Yes,Yes,No,"Bitbucket, Github, GitLab",0.0,,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,No,Yes,Yes,No,No,No,No,GNU/Linux,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer Science degree, Industry Work. Masters and PhD studies involved significant software development",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -900,1313.0,2018-11-28 06:53:52,South Africa,Yes,Other,Computer Science,,No,0 - Mostly me,No,6.0,5,1 (None at all),1 (None at all),2,5,7,1 (None at all),1 (None at all),2,3,University,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,The salary,Desire to work in a research environment,Desire to advance research,Same researcher(s),No,Acknowledged in acknowledgements section,No,,0.0,1.0,,,1.0,No,No,Yes,No,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,gerrit,2.0,Software carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Disagree,Agree,Disagree,Strongly Agree,Disagree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"courses during degree, and self study",No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -901,1314.0,2018-11-28 07:15:06,New Zealand,Yes,Undergraduate degree,Computer Science,"None, just keep on self training",No,4,Yes,30.0,9,4,3,2,3,7,4,2,2,6,University,Full Time,Permanent -- funded by Institution core funding,44.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,Yes,Internal conference back in the late 90s,6.0,1.0,,,2.0,No,No,Yes,Yes,No,,9,7,1 (None at all),,,No,Yes,Yes,No,No,"StackExchange and MSDN, SharpDX, CefSharp, FFmpeg Shibboleth, BouncyCastle, SuperSockets, and many others I've forgotten to mention",30.0,"local university training, training students how to best use the resources we can provide",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,9,Neither agree or disagree,Strongly Agree,Neither agree or disagree,2,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,No,No,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Interested in computers and just found my niche.,No,"People Skills, Understanding what People actually want, In depth training in Shaders",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -902,1315.0,2018-11-28 07:21:55,South Africa,Yes,Undergraduate degree,Mathematics,,No,1,No,1.0,5,9,1 (None at all),4,4,6,4,,4,4,University,Prefer not to say,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Desire to advance research,Ability to work across disciplines,"Different researchers, same research group",No,Not mentioned at all,,,1.0,,,,0.0,No,Yes,No,No,No,,10 (All the time),9,7,,Yes,No,No,Yes,No,No,Github,1.0,university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -903,1316.0,2018-11-28 08:55:18,Germany,Yes,Master degree,Mathematics,,No,5 - Mostly other people,Yes,12.0,8,5,3,2,4,9,9,1 (None at all),5,1 (None at all),Fraunhofer Society,Full Time,Permanent -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,No,,5.0,2.0,,,1.0,Yes,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,"YouTrack, TeamCity",0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,3,Agree,Agree,Disagree,4,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Agree,No,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium + Einarbeitung + Eigenstudium,Yes,"Optimierung in der GPU programmierung, KI Modellierung, Zeitschätzungen",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -904,1317.0,2018-11-28 10:22:30,Netherlands,Yes,HBO (Hoger beroepsonderwijs) Master,Electrical & Electronic Engineering,,No,2,No,20.0,2,2,2,2,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Acknowledged in acknowledgements section,No,,3.0,2.0,,,2.0,Yes,Yes,Yes,No,No,,3,3,2,,What is ORCID?,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,,,,,,,,Disagree,Strongly disagree,,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,,,,,,,,education and self study,Yes,"software driver development, python in physics, deep learning",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -905,1318.0,2018-11-28 17:12:49,United States of America,Yes,Undergraduate degree,Physics and Astronomy,,No,2,Yes,0.0,6,1 (None at all),1 (None at all),1 (None at all),4,7,2,1 (None at all),2,3,National laboratory,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,The salary,"Different researchers, same research group",Yes,Not mentioned at all,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,Yes,,6,4,1 (None at all),,No,No,No,Yes,No,No,"Atlassian, gitlab, github, stackexchange",0.0,"local University training, remote workshops",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Agree,Agree,Agree,6,Agree,Disagree,Disagree,Agree,Disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the fly,Yes,"Formal training in software engineering, statistics, efficiency",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -906,1319.0,2018-11-28 23:15:30,New Zealand,Yes,Master degree,Computer Science,,No,4,No,1.0,9,3,1 (None at all),1 (None at all),2,8,4,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Non-profit organization,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,The salary,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -907,1320.0,2018-11-28 23:34:21,Nigeria,Yes,PhD,Biological Sciences,,No,5 - Mostly other people,No,5.0,6,5,3,4,2,9,7,4,5,5,University,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,2.0,0.0,0.0,No,0.0,No,Yes,No,No,No,No formal methodology,7,10 (All the time),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Bitbucket,3.0,Programming,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,8,Disagree,Agree,Disagree,10 (All the time),Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,Yes,"DevOps, security, data analysis",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -908,1322.0,2018-11-29 06:57:59,New Zealand,Yes,Doctorate,Chemistry,,No,3,Yes,45.0,5,5,1 (None at all),1 (None at all),1 (None at all),5,5,1 (None at all),1 (None at all),1 (None at all),University,Part-time,Prefer not to say,12.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,Named as main author,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,No,,10 (All the time),3,5,,ORCID is not relevant for me,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,5,Strongly Agree,Agree,Strongly disagree,5,Neither agree or disagree,Agree,Strongly Agree,Disagree,Disagree,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -909,1324.0,2018-11-29 11:54:15,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,No,15.0,5,9,2,1 (None at all),3,5,10 (All my time),2,2,4,Private company,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,The salary,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Named as co-author,Yes,,,,,,2.0,No,No,No,Yes,No,,10 (All the time),9,3,,Yes,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Agree,Agree,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Agree,Strongly Agree,Strongly Agree,Disagree,No,No,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -910,1325.0,2018-11-29 14:54:27,South Africa,Yes,Doctorate,Biological Sciences,,No,2,No,15.0,4,5,1 (None at all),1 (None at all),2,4,5,1 (None at all),1 (None at all),2,University,Full Time,Fixed term -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,,,,,,1.0,No,No,Yes,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,4,4,Strongly Agree,Agree,Neither agree or disagree,,Strongly disagree,Strongly disagree,Agree,Strongly disagree,,Neither agree or disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -911,1326.0,2018-11-29 20:52:16,New Zealand,Yes,Undergraduate degree,Computer Science,,No,4,Yes,3.0,8,4,2,1 (None at all),3,8,6,1 (None at all),1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),No,Not mentioned at all,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Gitlab,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,3,Disagree,Agree,Neither agree or disagree,Disagree,Disagree,Agree,Disagree,No,No,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,,,,,,,,Self-directed study and undergraduate degree,Yes,Experience with Functional programming paradigms and machine learning,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -912,1330.0,2018-11-30 04:36:56,Australia,Yes,AQF 9 - Masters Degree,08 Information and Computing Sciences,,No,5 - Mostly other people,Yes,20.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),8,3,1 (None at all),1 (None at all),1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Regularly change researcher(s),No,Not mentioned at all,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,JIRA,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,,Agree,Strongly Agree,Agree,8,Agree,,Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,"C/C++, Project Management, Team Leadership",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -913,1331.0,2018-11-30 08:25:20,Australia,Yes,AQF 10 - Doctoral Degree,11 Medical and Health Sciences,,No,3,No,8.0,7,8,8,5,3,7,8,8,6,3,University,Full Time,Fixed term -- funded by Institution core funding,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in the main text,No,,3.0,1.0,,,1.0,No,No,Yes,No,No,,9,8,6,local library,Yes,No,No,Yes,No,No,"github, gitlab",1.0,local,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,9,Neither agree or disagree,Agree,Neither agree or disagree,4,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -914,1333.0,2018-11-30 13:45:04,Germany,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,18.0,8,1 (None at all),3,2,3,5,5,1 (None at all),1 (None at all),1 (None at all),Leibniz Association,Full Time,Fixed term -- funded by project funds,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,Not mentioned at all,Yes,Many project (Gaia) internal workshops,1.0,1.0,,,200.0,Yes,No,No,Yes,Yes,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,Yes,Yes,No,No,No,,0.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,8,5,Neither agree or disagree,Strongly disagree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,From a book / Learning by doing,Yes,"Learn more about what I'm doing: Java courses, Design patterns, ... to see whether things can be optimized.",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -915,1334.0,2018-11-30 14:19:05,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,25.0,7,1 (None at all),1 (None at all),1 (None at all),3,7,1 (None at all),1 (None at all),1 (None at all),3,University,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),No,Acknowledged in acknowledgements section,No,,5.0,1.0,,,1.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Strongly Agree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job through my previous positions,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -916,1335.0,2018-11-30 15:13:18,Germany,Yes,Master degree,Physics and Astronomy,,No,4,Yes,12.0,9,3,4,1 (None at all),2,8,4,1 (None at all),1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,8.0,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,SpaceOps,4.0,5.0,,,3.0,Yes,No,No,Yes,Yes,,3,7,1 (None at all),,Yes,No,No,Yes,No,No,Github,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,7,Agree,Neither agree or disagree,Agree,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,"Bereits als Kind selbst beigebracht, später ab dem Studium wissenschafltich eingesetzt. Ständige Weiterbildung aus eigener Motivation.",Yes,"Machine Learning, Web-Entwicklung, Zeitmanagement",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -917,1336.0,2018-11-30 15:54:17,South Africa,No,Master degree,Business & Management Studies,AMBA,No,1,No,5.0,2,4,9,2,2,3,7,7,3,2,University,Full Time,Permanent -- funded by project funds,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,Internal Scholarship of Teaching and learning conferences,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,5,1 (None at all),,Yes,No,No,No,No,No,Github,10.0,"Data and Library carpentry, related training as needed.",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Agree,Agree,Agree,Agree,Agree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,Programming experience at Secondary school level and then just by day to day experience,Yes,"better version control, scoping and planning software projects",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -918,1338.0,2018-12-02 20:31:56,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Sociology,,No,0 - Mostly me,No,5.0,9,1 (None at all),1 (None at all),1 (None at all),2,6,7,2,5,1 (None at all),University,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -919,1339.0,2018-12-03 09:26:43,Germany,Yes,Master degree,Computer Science,,No,2,No,2.0,6,8,4,3,5,5,8,6,5,4,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,Yes,OR/EURO,2.0,4.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),7,1 (None at all),,Yes,No,Yes,No,No,No,wiki/OneNote,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,6,Agree,Agree,Disagree,3,Disagree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Disagree,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -920,1340.0,2018-12-03 09:26:58,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,3,No,2.0,4,7,1 (None at all),2,3,4,7,1 (None at all),2,3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Flexible working hours,The salary,"Different researchers, same research group",No,Not mentioned at all,Yes,"emiw, emtf dgg",1.0,0.0,,,0.0,Yes,No,Yes,Yes,No,,3,5,1 (None at all),,Yes,No,No,Yes,No,No,eigen library,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Neither agree or disagree,4,Neither agree or disagree,Disagree,,,,,Strongly disagree,No,No,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -921,1341.0,2018-12-03 09:27:02,Germany,Yes,Doctorate,Physics and Astronomy,Ph.D.,No,2,No,15.0,3,8,1 (None at all),4,3,3,9,1 (None at all),6,5,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,Not mentioned at all,,,3.0,2.0,,,0.0,No,Yes,No,No,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,6,Agree,Agree,,,Neither agree or disagree,Agree,,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,by myself,No,"parallel programming,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -922,1344.0,2018-12-03 09:29:34,Germany,Yes,Master degree,History,,Yes,4,No,8.0,7,5,7,2,5,8,7,3,4,3,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"Historikertag, Bibliothekarstag, etc.",,2.0,,,2.0,No,No,Yes,Yes,Yes,,7,7,4,,No,No,No,Yes,No,No,,2.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,8,7,Neither agree or disagree,Neither agree or disagree,Agree,4,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -923,1345.0,2018-12-03 09:33:38,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,2,No,4.0,4,5,2,2,3,4,5,2,2,3,University,Part-time,Fixed term -- funded by project funds,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Regularly change researcher(s),Yes,Named as main author,No,,,,,,1.0,Yes,Yes,No,Yes,No,,10 (All the time),7,1 (None at all),,Yes,No,No,Yes,No,No,Gitlab,4.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,3,Strongly Agree,Disagree,Neither agree or disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Neither agree or disagree,No,Yes,No,Yes,No,Yes,Yes,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -924,1346.0,2018-12-03 09:37:07,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,1,No,5.0,7,5,2,1 (None at all),4,6,5,2,3,3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -925,1347.0,2018-12-03 09:37:40,Germany,Yes,Doctorate,Computer Science,,No,1,Yes,20.0,3,6,2,2,3,4,8,4,2,3,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),No,Named as main author,Yes,Symposium on Software Performance,2.0,3.0,,,2.0,No,No,No,Yes,No,,10 (All the time),8,9,Zenodo,No,No,No,Yes,No,No,"github, gitlab (local), confluence, jira",0.0,none,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Agree,Agree,Strongly disagree,3,Agree,Strongly Agree,Strongly Agree,Strongly disagree,,Neither agree or disagree,Disagree,No,Yes,Yes,Yes,No,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"I have a doctorate in software engineering, RSE is a new interesting topic for software engineering. We did RSE on our own turf, but want to expand this into digital ocean sciences",Yes,How to get people to cooperate and how get funding for RSE?,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -926,1348.0,2018-12-03 09:39:27,Germany,Yes,Doctorate,Geology,,,5 - Mostly other people,Yes,15.0,6,5,3,5,5,8,7,3,6,5,Helmholtz Association of German Research Centres,Prefer not to say,"Freelancer, consultant, contractor",,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Flexible working hours,The salary,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -927,1349.0,2018-12-03 09:40:06,Germany,Yes,Master degree,Biological Sciences,"Facharbeiter Konstruktionsmechaniker, Bachelor Medien und Kommunikationstechnik",No,2,Yes,7.0,7,3,2,1 (None at all),2,7,4,2,1 (None at all),2,Fraunhofer Society,Full Time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,No,,2.0,3.0,,,1.0,No,No,No,Yes,No,,2,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,"github, gitlab, bitbucket",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,9,Strongly Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Strongly disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"autodidaktisch, Erfahrung im betrieblichem Umfeld",Yes,"Wissen zu Softwaretests, Erweiterung der Projektmanagemtnfähigkeiten (SCRUM), Erweiterung der Sprachkenntnisse (Englisch)",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -928,1350.0,2018-12-03 09:41:17,Germany,Yes,Master degree,Electrical & Electronic Engineering,Ausbildung zum Energieelektroniker Fachrichtung Anlagentechnik,No,3,No,10.0,4,2,4,1 (None at all),4,5,2,3,1 (None at all),5,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,Named as co-author,No,,2.0,1.0,,,0.0,No,No,Yes,No,No,,1 (None at all),1 (None at all),1 (None at all),,No,No,No,No,No,Yes,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,6,Agree,Agree,Disagree,3,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Zufall und Selbststudium,Yes,SQL - Datenbanksysteme und Entwicklung entsprechender GUIs,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -929,1351.0,2018-12-03 09:42:21,Germany,Yes,Doctorate,Computer Science,,Yes,5 - Mostly other people,Yes,20.0,4,2,10 (All my time),2,2,6,6,6,7,2,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,Yes,No,"github, bitbucket, gitlab",1.0,Konferenzen,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,Agree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,"security, rapid protottyping, deployment",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -930,1353.0,2018-12-03 09:48:25,Germany,Yes,Master degree,Linguistics,,No,2,Yes,5.0,7,2,2,1 (None at all),1 (None at all),7,3,1 (None at all),1 (None at all),,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,Acknowledged in acknowledgements section,Yes,,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,9,5,5,,Yes,No,Yes,Yes,No,No,,0.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Agree,Agree,3,Strongly disagree,Neither agree or disagree,Agree,,,,Strongly Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University training and private projects,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -931,1354.0,2018-12-03 09:52:30,Germany,Yes,Master degree,Physics and Astronomy,,No,5 - Mostly other people,Yes,15.0,9,2,4,1 (None at all),1 (None at all),7,5,3,1 (None at all),1 (None at all),Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,Yes,,3.0,8.0,,,2.0,No,No,No,Yes,No,,8,1 (None at all),1 (None at all),Bibliothek,What is ORCID?,No,Yes,Yes,No,No,github gitlab,0.5,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -932,1356.0,2018-12-03 09:58:13,Germany,Yes,Doctorate,Computer Science,,No,4,Yes,10.0,6,2,8,3,8,8,5,2,2,2,Other,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,Not mentioned at all,Yes,Cannot recall but many,3.0,4.0,,,1.0,No,No,No,Yes,No,,8,7,2,,What is ORCID?,No,Yes,Yes,No,No,,3.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By myself,Yes,"Algorithms, Discrete Math, Software Engineering",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -933,1357.0,2018-12-03 10:03:03,Germany,No,Doctorate,Computer Science,"ISO20000, SEW",No,2,Yes,20.0,7,2,1 (None at all),2,2,6,2,3,3,7,Other,Full Time,Fixed term -- funded by project funds,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Flexible working hours,"Different researchers, same research group",No,Acknowledged in acknowledgements section,Yes,,1.0,1.0,,,1.0,No,No,No,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),,What is ORCID?,Yes,Yes,Yes,Yes,No,,4.0,university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,6,7,Strongly disagree,Neither agree or disagree,Neither agree or disagree,7,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -934,1365.0,2018-12-03 10:09:51,Germany,Yes,Doctorate,Physics and Astronomy,,No,5 - Mostly other people,No,40.0,3,4,6,2,2,8,10 (All my time),1 (None at all),2,2,Other,Part-time,Permanent -- funded by Institution core funding,30.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),No,Acknowledged in the main text,Yes,https://www.ak-uis.de,7.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),none,What is ORCID?,No,No,No,No,Yes,"Skype, telephone, google hangouts",1.0,local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Neither agree or disagree,Strongly Agree,Strongly disagree,4,Disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self teaching over the years,No,properly learning object oriented programming,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -935,1368.0,2018-12-03 10:12:29,Germany,Yes,Doctorate,Physics and Astronomy,,No,4,No,35.0,2,3,5,1 (None at all),2,4,6,3,2,2,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,,,4.0,20.0,,,3.0,No,No,Yes,Yes,No,,1 (None at all),9,1 (None at all),None,Yes,No,Yes,Yes,No,No,"GForge, Atlassian",2.0,None,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Agree,Agree,Disagree,Strongly Agree,Agree,Disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -936,1370.0,2018-12-03 10:17:03,Germany,Yes,Other,,,No,5 - Mostly other people,Yes,25.0,7,1 (None at all),4,1 (None at all),4,5,1 (None at all),6,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,The salary,Same researcher(s),Yes,Named as co-author,,,2.0,2.0,,,2.0,No,Yes,No,No,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,No,No,No,"trac, mantuis, dokuwiki (self hosted only)",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,5,Disagree,Strongly Agree,Disagree,6,Agree,Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,No,,,,,,Other,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self education; learning by doing,No,convincing nerds; dealing with the exaggerated opinion of oneself of scientific PIs; accepting the huge waste of taxpayers money in research institutions,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -937,1373.0,2018-12-03 10:23:13,Germany,Yes,Master degree,Geology,,No,1,No,4.0,5,4,2,2,2,6,5,2,4,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,"Different researchers, same research group",No,Named as co-author,Yes,GeoMod 2018,3.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),10 (All the time),local library,Yes,No,No,Yes,No,No,"GitLab, GitHub",1.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Agree,Agree,2,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,Self-taught,No,"Numerical methods (FEM), Parallelization, Gui-Development",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -938,1378.0,2018-12-03 11:01:30,Germany,Yes,Doctorate,Biological Sciences,"PhD, German Diploma",Yes,3,No,17.0,3,4,8,3,2,5,5,5,5,2,Other,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,BOSC,9.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),9,Zenodo,Yes,No,No,Yes,No,No,"GitHub, GitLab",5.0,"Software Carpentry, Library Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,9,Agree,Agree,Agree,2,Neither agree or disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught or during practical work,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -939,1379.0,2018-12-03 11:05:22,Germany,Yes,Master degree,Philosophy,B.Sc. Computer Science,No,3,Yes,6.0,4,2,3,2,2,6,8,2,6,1 (None at all),Other,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Desire to advance research,Regularly change researcher(s),No,Not mentioned at all,Yes,"International Data Week (2018), IEEE e-science (2018)",3.0,1.0,,,1.0,No,No,No,Yes,No,,9,10 (All the time),10 (All the time),Our Compute Centre provides a possibility to get DOIs,Yes,No,No,Yes,No,No,"github, gitlab, confluence",1.0,research data management,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,4,Disagree,Strongly Agree,Disagree,7,Neither agree or disagree,Disagree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught (online tutorials) and from time to time code reviews,Yes,"OpenAPI, Python Testing Frameworks, Flask",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -940,1380.0,2018-12-03 11:09:48,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,3,No,8.0,3,7,2,1 (None at all),4,4,7,2,3,3,Other,Full Time,Fixed term -- funded by project funds,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),No,Named as co-author,Yes,,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,5,5,5,Zenodo,Yes,No,No,Yes,No,No,,1.0,Summer school,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,5,5,Disagree,Disagree,Disagree,,,Disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Courses,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -941,1381.0,2018-12-03 11:09:51,Italy,Yes,PhD,Pharmacology & Pharmacy,,,0 - Mostly me,No,10.0,3,8,3,1 (None at all),3,,,,,,Non-profit organization,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -942,1384.0,2018-12-03 11:22:17,Germany,No,Doctorate,Geology,,Yes,5 - Mostly other people,,5.0,1 (None at all),2,8,1 (None at all),1 (None at all),1 (None at all),2,8,1 (None at all),1 (None at all),Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2021.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,Named as co-author,Yes,"EGU, AGU",2.0,2.0,,,1.0,No,No,Yes,Yes,No,,9,1 (None at all),1 (None at all),local library,No,No,No,Yes,No,No,"GitLab, GitHub",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Strongly Agree,Strongly Agree,Disagree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -943,1385.0,2018-12-03 11:55:27,Germany,Yes,Master degree,Geology,,No,4,No,40.0,1 (None at all),3,6,1 (None at all),1 (None at all),2,4,3,1 (None at all),,Private Company,Full Time,Permanent -- funded by Institution core funding,1.0,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),No,Not mentioned at all,,,2.0,4.0,,,2.0,No,No,No,Yes,No,,9,2,1 (None at all),,What is ORCID?,No,Yes,Yes,Yes,No,Atlassian-Jira,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,8,Strongly Agree,Agree,Agree,,Agree,,Agree,Disagree,,,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,training on the job,Yes,"technical writing, project management, software lifecycle management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -944,1388.0,2018-12-03 12:04:41,Germany,Yes,Doctorate,Biological Sciences,Zweite Promotion,No,4,Yes,8.0,9,4,4,2,6,9,5,5,2,2,University,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,"Different researchers, same research group",Yes,Named as co-author,No,,2.0,2.0,,,2.0,No,No,No,Yes,No,,6,8,3,Zenodo,Yes,No,No,Yes,No,No,Github; Slack; Trello;,1.0,0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Strongly Agree,Strongly Agree,Neither agree or disagree,3,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,No,Yes,No,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, Literatur, Kurse",Yes,Mehr Sprachen; Testen; Projektmanagement,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -945,1390.0,2018-12-03 13:06:34,Germany,Yes,Master degree,Geology,Dipl.-Geophys.,No,2,,18.0,3,2,5,2,7,5,5,2,2,3,Other,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,The salary,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,No,,1.0,1.0,,,0.0,No,Yes,Yes,Yes,No,,1 (None at all),2,1 (None at all),,No,No,No,No,No,Yes,,2.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,3,Disagree,Neither agree or disagree,Agree,8,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,studies of geophysics and at work,,developing sustainable software,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -946,1391.0,2018-12-03 13:29:31,United Kingdom of Great Britain and Northern Ireland,Yes,Master degree,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,13.0,3,3,6,2,3,3,3,6,2,3,National laboratory,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,Desire to advance research,The salary,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,Not mentioned at all,Yes,"RSE Conference, SSI collaborations workshop, Canadian Research Software Conference, New Zealand Science Coding Conference, PyCon UK, EUDAT annual conference, Small domain workshops",15.0,2.0,,,3.0,Yes,No,Yes,Yes,No,,3,4,2,"Zenodo, potentially institutional facility in future",Yes,No,No,Yes,No,No,"Gitlab, Github",3.0,"Local developers discussion group and Software-Carpentry-like workshops, RSE Conference workshops",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,6,7,Agree,Agree,Neither agree or disagree,7,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, reading, on the job from colleagues, formal courses, experimenting/trial and error, workshops and conferences...",Yes,"Influencing, time management, developing leadership in others",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -947,1392.0,2018-12-03 13:41:57,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,1,No,10.0,7,2,2,1 (None at all),2,6,3,2,1 (None at all),2,Government,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,The salary,Flexible working hours,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,EGU,2.0,1.0,,,1.0,No,No,Yes,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,,0.0,Python Fortbildungskurs,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,9,Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Während meines Studiums habe ich mir während der Studienarbeit und der Diplomarbeit MATLAB und Shell angeeignet. Während meiner aktuellen Beschäftigung habe ich in beidem meine Fähigkeiten ausgebaut.,Yes,Gemeinsame Regeln erstellen und vermitteln; sich mit anderen Entwicklern austauschen - sowohl generell als auch bei speziellen Fragen.,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -948,1394.0,2018-12-03 13:56:27,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Mathematics,,No,5 - Mostly other people,No,5.0,5,5,1 (None at all),1 (None at all),1 (None at all),7,2,3,1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,The salary,Opportunity to develop software,Same researcher(s),No,Not mentioned at all,Yes,IEEE IUS,1.0,7.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,2,2,Agree,Agree,Agree,9,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -949,1395.0,2018-12-03 14:03:06,Germany,Yes,Master degree,German,,Yes,5 - Mostly other people,Yes,15.0,8,7,7,5,7,10 (All my time),10 (All my time),7,8,10 (All my time),University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),Yes,Acknowledged in the main text,Yes,DHd und andere,8.0,1.0,,,1.0,No,No,Yes,Yes,Yes,,10 (All the time),10 (All the time),1 (None at all),-,ORCID is not relevant for me,No,No,Yes,No,No,"GitLab, GitHub",3.0,Kommt drauf an...,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,Strongly Agree,Agree,Neither agree or disagree,1 (None at all),Strongly Agree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Studium,Yes,GUI mit HTML5,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -950,1396.0,2018-12-03 14:08:15,Germany,Yes,Doctorate,Geography & Environmental Sciences,Diplom Ozeanographie,Yes,1,No,20.0,7,8,2,1 (None at all),2,7,8,1 (None at all),1 (None at all),1 (None at all),Government,Part-time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,Acknowledged in acknowledgements section,No,,2.0,5.0,,,2.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,Yes,Yes,No,No,Trello,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,9,8,Agree,Agree,Disagree,5,Strongly Agree,Agree,Neither agree or disagree,Agree,Disagree,Disagree,,No,Yes,Yes,Yes,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning-by-doing,Yes,"OOP, Testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -951,1397.0,2018-12-03 14:13:40,Germany,Yes,Master degree,Computer Science,Integrierter Studiengang mit Naturwissenschaften (Biologie),No,4,Yes,20.0,6,1 (None at all),4,2,2,7,4,3,2,2,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,2.0,2.0,,,2.0,No,No,Yes,Yes,No,,10 (All the time),2,2,"Bibliothek vor Ort, Deutsches Klimarechenzentrum",No,No,Yes,Yes,No,No,Redmine,1.0,Sommerschule Doktoranden/Postdocs,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,5,8,Neither agree or disagree,Agree,Agree,2,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Agree,Strongly disagree,Agree,No,Yes,No,Yes,Yes,Yes,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Wiederaufnahme der Grundlagen aus dem Studium; Mitnahmeeffekt aus vorherigem Job (Industrie); Learning by doing,Yes,Aktuellere Softwaretechnik/Entwicklungswerkzeuge; Projektmethodik; Gesprächsführung,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -952,1398.0,2018-12-03 14:18:59,South Africa,Yes,Master degree,Computer Science,MSC in IT,No,5 - Mostly other people,Yes,5.0,8,2,1 (None at all),1 (None at all),2,9,2,2,2,4,University,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),Yes,Not mentioned at all,No,,11.0,1.0,,,1.0,No,Yes,No,Yes,No,,9,1 (None at all),1 (None at all),,What is ORCID?,No,No,Yes,No,No,Trello,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,1,1,Disagree,Agree,Disagree,9,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,No,Yes,No,No,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Udemy courses,Yes,"Mobile app development (Android & iOS), Angular, Docker",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -953,1399.0,2018-12-03 14:34:59,Germany,Yes,Master degree,History,,Yes,3,No,7.0,4,3,8,2,2,6,6,3,2,1 (None at all),Other,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -954,1400.0,2018-12-03 15:31:14,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,3,No,5.0,3,5,4,3,1 (None at all),3,6,3,2,,University,Full Time,Fixed term -- funded by project funds,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,Yes,General Assembly of the Europeean Geoscience Union (EGU); viele andere,4.0,3.0,,,2.0,No,No,Yes,Yes,No,,6,10 (All the time),6,Bibliothek vor Ort,Yes,No,No,Yes,No,No,"Github, Mattermost chats",2.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,9,Agree,Strongly Agree,Agree,1 (None at all),Strongly disagree,Agree,,Neither agree or disagree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Fortran und dann viel Selbststudium,,"object-oriented programming, modular programming",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -955,1402.0,2018-12-03 18:09:12,Germany,Yes,Master degree,Geography & Environmental Sciences,M.Sc.,No,2,No,6.0,6,5,3,3,1 (None at all),6,5,3,3,1 (None at all),University,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,The salary,"Different researchers, same research group",No,Named as co-author,Yes,FOSS4G-E,1.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,GitHub,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,Yes,Yes,Yes,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"few university classes, mostly self taught via trial and error and searching the internet",Yes,"general software structuring and management, parallel computing, server maintenance",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -956,1404.0,2018-12-04 12:10:33,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,5.0,8,9,2,2,2,8,9,2,2,2,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,Named as co-author,Yes,"EAGE, SEG, EMIW, DGG, EMTF",1.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,5,1 (None at all),,What is ORCID?,No,No,Yes,No,No,,0.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,Strongly Agree,Strongly Agree,Neither agree or disagree,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,Disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Trial and error, practise, simply doing stuff since 10 years",Yes,"learn python, proper unit testing and documentation",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -957,1405.0,2018-12-04 12:33:02,Germany,Yes,Master degree,Theology & Religious Studies,Jewish studies,,4,Yes,18.0,8,4,3,2,5,8,5,3,3,5,Other,Part-time,Fixed term -- funded by project funds,21.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Flexible working hours,"Different researchers, same research group",Yes,Named as co-author,,,3.0,1.0,,,2.0,Yes,No,Yes,Yes,No,,2,5,1 (None at all),,Yes,No,Yes,Yes,No,No,Wiki Tickets,6.0,Workshops an Universitäten,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,9,Neither agree or disagree,Agree,Agree,3,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,No,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidaktisch,Yes,Dokumentation,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -958,1408.0,2018-12-04 22:08:13,United States of America,Yes,Doctorate,Physics and Astronomy,,No,2,Yes,5.0,7,2,4,1 (None at all),2,7,3,2,1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Desire to work in a research environment,The salary,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),No,Named as co-author,No,,2.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),2,1 (None at all),,Yes,No,No,Yes,No,No,"Asana task manager, slack",0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Agree,Neither agree or disagree,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self-taught,Yes,"nosql databases, continuous integration testing, ???",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -959,1410.0,2018-12-05 15:15:33,Brazil,Yes,PhD,Mathematics,,No,0 - Mostly me,No,18.0,9,7,5,9,4,10 (All my time),9,1 (None at all),7,3,University,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),No,Named as co-author,Yes,,3.0,1.0,100.0,No,1.0,No,No,No,Yes,No,No formal methodology,10 (All the time),8,6,Zenodo,No,No,No,Yes,No,No,"github, gitlab",0.0,Software carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,8,Neither agree or disagree,Agree,Strongly disagree,8,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,,Disagree,Strongly Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On my own, part of my applied math education",Yes,HPC skills; ability to work with software/project management; R skills,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -960,1411.0,2018-12-06 13:05:58,Germany,Yes,Master degree,Physics and Astronomy,,No,5 - Mostly other people,No,10.0,9,8,2,1 (None at all),2,9,10 (All my time),3,2,1 (None at all),Fraunhofer Society,Part-time,Fixed term -- funded by project funds,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Fraunhofer Society,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,Not mentioned at all,No,,6.0,2.0,,,1.0,No,No,No,Yes,No,,1 (None at all),1 (None at all),1 (None at all),,Yes,No,No,Yes,No,No,,3.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,8,6,Agree,Agree,Disagree,1 (None at all),Disagree,Disagree,Strongly Agree,Agree,Disagree,Neither agree or disagree,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Autodidaktisch",Yes,"KI, Big Data Analysis, Open Source Partizipation",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -961,1412.0,2018-12-06 21:01:33,Germany,Yes,Doctorate,Biological Sciences,,No,2,No,5.0,3,1 (None at all),4,1 (None at all),3,10 (All my time),8,1 (None at all),1 (None at all),1 (None at all),Private Company,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,The salary,Opportunity to develop software,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Same researcher(s),Yes,Named as co-author,No,,5.0,2.0,,,1.0,No,No,Yes,Yes,No,,8,8,2,Journal,No,No,No,Yes,No,No,"GitHub, BitBucket, GitLab",0.0,-,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,4,6,Disagree,Agree,Disagree,4,Strongly Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Agree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,Yes,No,,,,,,,,Learning by Doing und Einsteigerkurse,Yes,"Validation, Testing, Deployment",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -962,1414.0,2018-12-07 16:28:01,Germany,Yes,Master degree,Librarianship & Information Management,,No,1,Yes,4.0,6,4,4,2,4,7,5,3,3,4,Other,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,"Digital Humanities im deutschsprachigen Raum (DHd), Digital Humanities (DH), Electronic Media and Visual Arts (EVA), Japanese Digital Humanities Conference (JADH), Text Encoding Initiative Conference (TEI)",4.0,2.0,,,1.0,No,No,No,Yes,No,,6,4,3,,No,No,No,Yes,No,No,Github,2.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,4,8,Agree,Strongly Agree,Strongly Agree,5,Agree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Online Tutorials, MOOCs",Yes,"Projektmanagement, UX Design, Agile Methoden",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -963,1415.0,2018-12-10 13:27:42,Germany,Yes,Other,Mechanical Engineering,,No,0 - Mostly me,No,10.0,2,1 (None at all),1 (None at all),1 (None at all),8,2,1 (None at all),1 (None at all),1 (None at all),8,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -964,1416.0,2018-12-10 15:07:32,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,20.0,4,4,4,2,1 (None at all),,,,,,University,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to work in a research environment,The salary,Opportunity for career advancement,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,6.0,2.0,,,4.0,Yes,No,No,Yes,No,,8,10 (All the time),9,,ORCID is not relevant for me,No,Yes,Yes,Yes,No,Github,12.0,Local training,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,,10 - Completely satisfied,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,1 (None at all),Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -965,1417.0,2018-12-10 16:08:37,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,4,No,15.0,4,2,4,2,2,5,2,3,3,2,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,5.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,"Different researchers, same research group",No,Not mentioned at all,No,,3.0,2.0,,,1.0,No,No,No,Yes,No,,9,7,6,Zenodo,ORCID is not relevant for me,No,No,Yes,No,No,GitLab GitHub,6.0,"Software Carpentry, HPC Carpentry, PRACE, HPC Centres of Excellence",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Agree,Agree,Agree,5,Disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,No,No,Yes,No,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Mostly self taught,Yes,"Team management, Teaching skill-up",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -966,1418.0,2018-12-10 17:46:01,Germany,Yes,Master degree,Biological Sciences,,No,4,Yes,6.0,6,1 (None at all),1 (None at all),3,3,6,2,1 (None at all),3,5,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by project funds,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,The salary,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,,4.0,1.0,,,1.0,No,No,Yes,Yes,No,,8,6,1 (None at all),,Yes,No,No,Yes,No,No,"gitlab (on-site), github.com",1.0,local user training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Agree,Agree,3,Neither agree or disagree,Disagree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Agree,No,Yes,Yes,No,Yes,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,"self-taught, learned from colleagues",Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -967,1420.0,2018-12-12 02:02:46,Australia,No,AQF 10 - Doctoral Degree,02 Physical Sciences,"PhD, BSc (Hons)",No,4,Yes,11.0,3,1 (None at all),3,3,3,4,4,2,4,5,Private company,Full Time,"Freelancer, consultant, contractor",30.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,The salary,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,Named as co-author,Yes,High performance computing workshop in Perth 2017,2.0,1.0,,,1.0,No,No,No,No,No,,5,10 (All the time),1 (None at all),,Yes,No,No,Yes,No,No,"Jira, Slack",3.0,Self developed training program,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,10 - Completely satisfied,10 - Completely satisfied,,,,1 (None at all),Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,No,Yes,Yes,No,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,As a PhD student and postdoc I took the opportunities to learn as much as I could about software,Yes,"Contract negotiation, Artificial Intelligence, Formal software design",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -968,1421.0,2018-12-12 02:05:03,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,3,No,18.0,7,6,4,1 (None at all),3,8,8,2,1 (None at all),2,National laboratory,Full Time,Permanent -- funded by project funds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Private company,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,"Different researchers, same research group",No,Named as co-author,Yes,"AMOS, C3DIS",7.0,1.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),9,1 (None at all),Local library,Yes,No,Yes,Yes,No,No,Bitbucket,0.0,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,1,1,Neither agree or disagree,Neither agree or disagree,Disagree,8,Agree,Disagree,Disagree,Disagree,Agree,Disagree,Neither agree or disagree,No,Yes,No,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -969,1423.0,2018-12-12 02:11:15,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,3,Yes,28.0,6,4,2,1 (None at all),1 (None at all),6,4,1 (None at all),1 (None at all),2,National laboratory,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,The salary,Desire to work in a research environment,Regularly change researcher(s),No,Not mentioned at all,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,No,,10 (All the time),1 (None at all),1 (None at all),,Yes,Yes,Yes,Yes,No,No,Github,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,1,1,Strongly disagree,Strongly disagree,Strongly disagree,3,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -970,1424.0,2018-12-12 02:13:11,Australia,Yes,AQF 10 - Doctoral Degree,09 Engineering,CPEng,No,2,No,10.0,2,4,4,4,2,3,6,2,3,3,University,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Private company,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,Named as co-author,,,2.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,8,4,1 (None at all),,Yes,No,No,Yes,No,No,,0.0,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,,3,6,Neither agree or disagree,Strongly Agree,Disagree,8,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -971,1426.0,2018-12-12 02:42:26,New Zealand,Yes,Doctorate,Biological Sciences,,No,0 - Mostly me,No,14.0,4,6,2,1 (None at all),6,3,8,4,6,3,Non-profit organization,Part-time,"Freelancer, consultant, contractor",10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,Queenstown Research Week / Bioinformatics Satellite,0.0,1.0,,,1.0,No,Yes,Yes,Yes,No,,10 (All the time),10 (All the time),8,"Zenodo, F1000Research",Yes,No,No,Yes,No,No,"Twitter, Github, StackExchange, SeqAnswers",20.0,Coding Club,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,6,7,Disagree,Strongly Agree,Strongly disagree,4,Disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Agree,Disagree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught + undergraduate university courses,No,how to get people to listen to me; how to earn money ethically; microcontroller programming,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -972,1427.0,2018-12-12 02:49:37,Australia,Yes,AQF 7 - Bachelor Degree,08 Information and Computing Sciences,,No,5 - Mostly other people,Yes,20.0,8,2,1 (None at all),1 (None at all),1 (None at all),10 (All my time),10 (All my time),1 (None at all),1 (None at all),1 (None at all),University,Full Time,Fixed term -- funded by Institution core funding,0.75,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,Named as co-author,Yes,,5.0,1.0,,,1.0,No,No,Yes,Yes,No,,5,5,5,,Yes,No,No,Yes,No,No,"GitHub, Google Drive",0.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,5,7,Agree,Agree,Agree,4,Agree,Neither agree or disagree,Disagree,Disagree,Disagree,Disagree,Agree,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self Development,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -973,1430.0,2018-12-12 03:23:36,Australia,No,AQF 10 - Doctoral Degree,06 Biological Sciences,,Yes,5 - Mostly other people,No,0.0,1 (None at all),7,2,3,1 (None at all),1 (None at all),8,2,3,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,40.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,University,Opportunity for career advancement,The salary,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Same researcher(s),No,Named as main author,Yes,several,5.0,4.0,,,4.0,Yes,No,No,Yes,No,,8,9,3,several,Yes,Yes,No,Yes,No,No,"wikis, github",5.0,conference and local,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,,7,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,I didnt,No,"recruitment, management",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -974,1431.0,2018-12-12 03:44:05,Australia,Yes,AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma,06 Biological Sciences,,No,1,No,4.0,4,4,2,3,3,6,6,2,3,3,University,Full Time,Research/Student Assistant,3.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,I want to learn new skills,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -975,1434.0,2018-12-12 05:59:00,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,5 - Mostly other people,Yes,17.0,7,2,3,2,1 (None at all),5,5,2,2,,Government,Full Time,Permanent -- funded by Institution core funding,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to work in a research environment,Flexible working hours,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,Named as co-author,Yes,URSI,3.0,5.0,,,3.0,Yes,No,Yes,Yes,No,,10 (All the time),10 (All the time),6,,Yes,No,Yes,Yes,No,No,"github, bitbucket, jira, confluence",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,Strongly Agree,Strongly Agree,Strongly Agree,2,Disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Strongly Agree,No,Yes,No,Yes,Yes,No,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,In the course of my research,Yes,"more formal development practices, devOps CI and testing",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -976,1435.0,2018-12-12 06:29:37,Australia,Yes,AQF 9 - Masters Degree,02 Physical Sciences,,No,3,,2.0,4,7,2,2,1 (None at all),4,9,1 (None at all),3,1 (None at all),University,Full Time,Research/Student Assistant,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,No,,1.0,,,,3.0,Yes,No,Yes,Yes,No,,3,3,1 (None at all),,Yes,No,No,Yes,No,No,"git stash, jira",0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,8,8,Agree,Strongly Agree,Neither agree or disagree,1 (None at all),Neither agree or disagree,Agree,Agree,,,Agree,,No,No,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -977,1436.0,2018-12-12 07:42:38,Australia,Yes,AQF 10 - Doctoral Degree,08 Information and Computing Sciences,,No,2,,20.0,5,5,2,5,2,10 (All my time),10 (All my time),2,5,2,University,Full Time,Permanent -- funded by Institution core funding,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Same researcher(s),Yes,Not mentioned at all,,,,,,,,,No,No,No,No,,,,,,,No,No,No,No,No,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -978,1439.0,2018-12-12 22:21:39,Australia,Yes,AQF 10 - Doctoral Degree,01 Mathematical Sciences,,No,4,No,10.0,6,5,5,4,3,7,7,4,2,1 (None at all),National laboratory,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,National laboratory,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Regularly change researcher(s),No,Acknowledged in acknowledgements section,Yes,,4.0,3.0,,,3.0,No,No,Yes,No,No,,9,10 (All the time),6,,Yes,No,No,Yes,No,No,"github, dockerhub, bitbucket",6.0,"software carpentry, national training, international training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,7,Disagree,Strongly Agree,Neither agree or disagree,8,Disagree,Strongly disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"better practices in software development, more sysadmin/devops skills (e.g. openstack, kubernetes, ansible), mangement/project managent",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -979,1441.0,2018-12-12 23:40:32,Australia,Yes,AQF 9 - Masters Degree,04 Earth Sciences,,No,5 - Mostly other people,Yes,1.0,8,2,3,2,5,8,1 (None at all),2,5,5,National laboratory,Full Time,Fixed term -- funded by Institution core funding,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Regularly change researcher(s),Yes,Not mentioned at all,No,,4.0,2.0,,,1.0,No,No,Yes,Yes,No,,6,3,1 (None at all),,What is ORCID?,No,No,Yes,No,No,"Bitbucket, Jira, GitHub",3.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,9,8,Neither agree or disagree,Agree,Disagree,3,Disagree,Strongly disagree,Disagree,Agree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,No,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University classes and research project,Yes,"HPC, Deep Learning, Code accelerating",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -980,1442.0,2018-12-13 06:44:25,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,0 - Mostly me,No,17.0,6,8,4,5,7,7,9,3,3,5,University,Prefer not to say,Zero hours contract,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,Named as co-author,No,,1.0,1.0,,,1.0,No,Yes,No,Yes,No,,6,1 (None at all),1 (None at all),,Yes,No,No,No,No,Yes,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,6,4,Agree,Agree,Neither agree or disagree,6,Agree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Agree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Tutorials,,"More python, R, and SQL",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -981,1443.0,2018-12-13 07:10:33,Australia,Yes,AQF 7 - Bachelor Degree,08 Information and Computing Sciences,,No,2,No,2.0,8,4,2,1 (None at all),3,6,9,1 (None at all),5,8,University,Part-time,"Freelancer, consultant, contractor",1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,University,Desire to advance research,Freedom to choose own working practices,Flexible working hours,The salary,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -982,1445.0,2018-12-14 00:06:51,Australia,Yes,AQF 10 - Doctoral Degree,02 Physical Sciences,,No,5 - Mostly other people,Yes,30.0,8,2,1 (None at all),1 (None at all),3,5,10 (All my time),1 (None at all),3,3,Government,Full Time,Permanent -- funded by Institution core funding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Government,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,Named as co-author,,,1.0,30.0,,,5.0,No,No,No,Yes,Yes,,10 (All the time),5,1 (None at all),,Yes,Yes,Yes,No,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,7,5,Agree,Neither agree or disagree,Agree,6,Neither agree or disagree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Agree,No,No,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-training + previous industry experience as pure software engineer + own research in the science field which often required to touch software at some level,No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -983,1446.0,2018-12-14 05:28:23,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Psychology,,No,4,Yes,15.0,3,3,4,1 (None at all),1 (None at all),,,,,,University,Part-time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Different researchers, same research group",Yes,Acknowledged in acknowledgements section,Yes,Congress of the European Association for Behavioural and Cognitive Therapies,30.0,2.0,,,1.0,No,No,Yes,Yes,No,,7,3,1 (None at all),,What is ORCID?,No,Yes,Yes,No,No,None,1.0,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,2,2,,,,,,Strongly Agree,Agree,Disagree,Strongly Agree,Agree,Strongly Agree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I am self-taught,Yes,More data analysis skills,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -984,1447.0,2018-12-14 17:13:14,Germany,Yes,Master degree,Computer Science,,No,2,No,8.0,3,2,5,1 (None at all),3,6,4,1 (None at all),3,1 (None at all),Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),Yes,Acknowledged in acknowledgements section,Yes,"Driving Simulation Conference (DSC), Transport Research Arena (TRA)",5.0,3.0,,,2.0,No,Yes,No,Yes,No,,4,3,1 (None at all),,Yes,No,Yes,Yes,No,No,GitHub,1.0,Interner Workshop,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,,8,7,Agree,Neither agree or disagree,Disagree,2,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,Strongly disagree,,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,durch eigenes Interesse,Yes,"Test-driven development, neural networks, agile development",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -985,1448.0,2018-12-15 10:27:33,Australia,Yes,AQF 10 - Doctoral Degree,09 Engineering,,Yes,4,No,20.0,3,4,3,4,2,5,9,3,5,3,University,Full Time,Permanent -- funded by Institution core funding,25.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,University,Opportunity for career advancement,Desire to advance research,The salary,Opportunity to develop software,I want to learn new skills,"Different researchers, same research group",No,Named as co-author,Yes,"ASME conferences, NVIDIA conference, European Fluid Mechanics Conferences",2.0,5.0,,,3.0,No,No,No,Yes,No,,1 (None at all),8,1 (None at all),,Yes,No,No,Yes,No,No,Slack,0.0,0,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,7,8,Agree,Strongly Agree,Agree,2,Neither agree or disagree,Agree,Agree,Disagree,Agree,Agree,Disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, needed it for my PhD work",Yes,"How to sustain funding for research software development, how to better exchange tools/skills with research community",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -986,1449.0,2018-12-17 10:24:44,Netherlands,Yes,PhD,Chemistry,,No,4,Yes,20.0,3,4,4,4,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Acknowledged in the main text,Yes,Many.,30.0,2.0,,,2.0,Yes,No,No,Yes,No,,10 (All the time),8,8,Zenodo,Yes,Yes,Yes,Yes,Yes,No,"GitHub, GitLab, SourceForge, BitBucket",6.0,"local university training, workshops (e.g. via research projects)",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,7,,,,,,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,No,Yes,No,No,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,combo of uni training (15%) and self-study (rest),No,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -987,1450.0,2018-12-17 10:54:54,Spain,Yes,PhD,Biological Sciences,,Yes,4,No,18.0,8,8,3,2,1 (None at all),9,9,1 (None at all),2,1 (None at all),University,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,The salary,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),No,Named as co-author,Yes,"ISMB, swat4ls, ECCB, ...many others",4.0,1.0,100.0,No,1.0,No,No,Yes,Yes,No,No formal methodology,10 (All the time),10 (All the time),10 (All the time),Zenodo,Yes,No,No,Yes,No,No,Github,4.0,"Ad hoc workshops, by invitation",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,,9,10 - Completely satisfied,Strongly Agree,Strongly Agree,Strongly Agree,2,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,Disagree,Strongly Agree,Strongly disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Learn more languages, study CI best-practices, more familiar with cloud deployment",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -988,1451.0,2018-12-17 12:07:52,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,MSc,Yes,3,Yes,15.0,3,2,5,2,3,,,,,,Other,Part-time,Permanent -- funded by project funds,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -989,1453.0,2018-12-17 13:05:47,Netherlands,Yes,PhD,Biological Sciences,,No,2,No,5.0,6,6,3,4,2,,,,,,University,Full Time,Permanent -- funded by project funds,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -990,1456.0,2018-12-18 12:32:42,United Kingdom of Great Britain and Northern Ireland,Yes,Doctorate,Physics and Astronomy,,No,3,Yes,1.0,9,1 (None at all),1 (None at all),2,2,8,1 (None at all),1 (None at all),1 (None at all),3,University,Full Time,Fixed term -- funded by project funds,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,The salary,Regularly change researcher(s),Yes,Not mentioned at all,No,,7.0,1.0,,,0.0,Yes,No,No,Yes,No,,10 (All the time),5,1 (None at all),"I would like to use Zendo, trying to negotiate its approval",Yes,No,Yes,Yes,No,No,"GitHub, Readmine, Open Project",4.0,Undergrad teaching coding,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,7,7,Strongly Agree,Strongly Agree,Neither agree or disagree,2,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,Yes,"Formal development training i.e. production of professional documentation, robust unit testing proceedures, Formal realease of software training and any information on publication of novel software",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -991,1458.0,2018-12-19 16:35:27,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,MSc,Yes,3,Yes,12.0,6,2,4,3,3,,,,,,University,Part-time,Permanent -- funded by project funds,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),Yes,Named as co-author,Yes,"ISBI, MICCAI, BioMedBridges, Lygature/Healt-RI symposia, SURF Cloud Events, DTL Programmers Meeting, and many more...",6.0,4.0,,,2.0,Yes,Yes,Yes,Yes,No,,9,10 (All the time),1 (None at all),,No,No,No,Yes,Yes,No,"Jira, BitBucket, GitHub, GitLab, Slack, Skype, Hangouts, VS Code LiveShare, Google Drive, PyPI, DockerHub",4.0,"Python Course for the study Technical Medicine (TU Delft, LUMC, Erasmus MC)",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,,8,8,,,,,,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Being educated as a scientist with a high dosis of software engineering interest.,Yes,"Project Management, Community building,",2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -992,1460.0,2018-12-21 12:31:58,United Kingdom of Great Britain and Northern Ireland,Yes,Undergraduate degree,Biological Sciences,,Yes,5 - Mostly other people,Yes,20.0,7,1 (None at all),3,2,2,8,1 (None at all),2,2,2,University,Full Time,Fixed term -- funded by project funds,1.0,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,Not mentioned at all,No,,5.0,2.0,,,2.0,No,No,No,Yes,No,,9,1 (None at all),1 (None at all),,No,No,No,Yes,No,No,GitHub,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,5,5,Strongly Agree,Neither agree or disagree,Disagree,6,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught,Yes,Management persuasion,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -993,1461.0,2018-12-26 20:31:17,Spain,Yes,PhD,Computer Science,"MSc software engineering, BSc computer engineering",No,0 - Mostly me,,8.0,4,9,5,1 (None at all),3,,9,5,3,,Private company,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,The salary,Regularly change researcher(s),Yes,Named as co-author,,,2.0,,,No,3.0,No,No,No,Yes,No,No formal methodology,10 (All the time),10 (All the time),1 (None at all),,Yes,No,Yes,No,No,No,,0.0,,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,,6,6,,Agree,Neither agree or disagree,5,Agree,Disagree,,Neither agree or disagree,,,Agree,No,Yes,Yes,Yes,Yes,Yes,Yes,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Uni,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -994,1463.0,2019-01-02 13:13:11,Netherlands,Yes,PhD,Physics and Astronomy,,No,3,No,10.0,6,2,5,1 (None at all),4,,,,,,Government,Full Time,Permanent -- funded by Institution core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,Not mentioned at all,Yes,,,,,,1.0,Yes,No,No,Yes,No,,7,10 (All the time),1 (None at all),,Yes,No,Yes,Yes,No,No,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,9,9,,,,,,Neither agree or disagree,Strongly Agree,Agree,Agree,Disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,No,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -995,1464.0,2019-01-03 11:12:59,Germany,Yes,,,,,4,,4.0,6,2,3,1 (None at all),2,6,3,2,2,3,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Desire to advance research,"Different researchers, same research group",Yes,Named as co-author,,,,,,,2.0,Yes,No,Yes,Yes,No,,5,2,2,,What is ORCID?,No,Yes,Yes,No,No,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -996,1465.0,2019-01-03 12:00:15,Netherlands,Yes,PhD,Computer Science,,No,1,No,15.0,2,4,6,5,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Regularly change researcher(s),No,Not mentioned at all,Yes,,1.0,2.0,,,1.0,No,No,No,Yes,No,,10 (All the time),9,1 (None at all),,Yes,No,Yes,No,No,No,SourceForge,25.0,"I teach in the CS curriculum (The number 25 refers to #lectures, approximately)",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,8,8,,,,,,Disagree,Strongly Agree,Disagree,Agree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Following and teaching CS courses,Yes,Better understanding of virtual machines (docker),2018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -0,,,United States,Yes,Master degree,Chemistry,,,2,Yes,8.0,7,2,2,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,Ability to work across disciplines,Long-term prospects for continued employment,Freedom to choose own working practices,The salary,Regularly change researcher(s),No,,Yes,Open Repositories,,,,,,Yes,No,Yes,Yes,No,,10 (Always),,7,,,,,,,,,5.0,Software/Data Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1,,,United States,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,30.0,10 (Always),2,3,2,4,,,,,,University (offering both undergraduate and graduate programs),,Permanent -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,,,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,No,No,Yes,No,,8,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -2,,,United States,Yes,Master degree,Biological Sciences,,,1,Yes,2.0,3,3,2,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,Regularly change researcher(s),No,,Yes,"AGU, ESIP",10.0,,,,,No,Yes,Yes,Yes,Yes,,10 (Always),,5,,,,,,,,,3.0,local,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Neither agree or disagree,Agree,Agree,Strongly disagree,Agree,Strongly Agree,Disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,,"Management skills, project management skills, speaking skills",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -3,,,United States,Yes,Doctorate,General Engineering,,,4,Yes,6.0,9,4,2,3,2,,,,,,Other government agency,Full Time,Permanent -- funded by institutional core funding,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Long-term prospects for continued employment,Same researcher(s),Yes,,Yes,AGU,3.0,,,,,No,No,No,Yes,No,,10 (Always),,5,,,,,,,,,3.0,"Software Carpentry, USGS-training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,,"docker, organization, writing",2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -4,,,United States,Yes,Doctorate,Mechanical Engineering,,,2,No,20.0,5,9,2,1 (Never),3,,,,,,Private company,Full Time,Permanent -- funded by institutional core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,The salary,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,"SC,SIAM,APS,ACM",3.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,6.0,"lectures,workshops,meetings",,,,,,,,,,,,,,,,,,,,,,,,Never,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught and during graduate school,,more CS classes in college/grad school,2017,2,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -5,,,United States,Yes,Doctorate,Psychology,,,3,Yes,17.0,7,3,2,5,,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,,Regularly change researcher(s),Yes,,No,,6.0,,,,,No,No,No,Yes,No,,10 (Always),,,,,,,,,,,4.0,"local university training, international summer schools",,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Agree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Spending time in industry, and in university research positions",,"git, spark, time management",2017,2,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -6,,,United States,Yes,Doctorate,Biological Sciences,,,2,No,12.0,8,7,2,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,2.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,,Yes,"evolution, ievobio",3.0,,,,,No,No,Yes,Yes,No,,10 (Always),,8,,,,,,,,,5.0,"Software Carpentry, Data Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Agree,Disagree,,Agree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -7,,,United States,Yes,Master degree,Biological Sciences,,,5 - Mostly other people,Yes,23.0,4,2,4,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,23.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,"American Geophysical Union (AGU), Ecological Society of Ameria (ESA), International Society for Ecological Informatics (ISEI), SSDBM, Research Data Alliance (RDA), Supercomputing (SC), and many more",14.0,,,,,No,No,Yes,Yes,Yes,,10 (Always),,8,,,,,,,,,4.0,"Open Science for Synthesis (OSS), NCEAS, Arctic Data Center, DataONE",No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Strongly Agree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"self-taught through experience, learned from mentors",,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -8,,,United States,Yes,Master degree,Mathematics,,,1,No,1.0,5,10 (Always),1 (Never),1 (Never),1 (Never),,,,,,Other,Full Time,Permanent -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,I want to learn new skills,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Same researcher(s),No,,No,,1.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,1.0,Within my lab,,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Agree,Strongly Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Math undergrad, stat MS",,"Python, AWS, fitting deep neural networks",2017,2,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -9,,,United States,Yes,High school graduate or GED,Other,,,2,No,2.0,9,2,1 (Never),2,1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,3,,,,,,,,,,,12.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Strongly Agree,Disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"MOOC's, Meet Up's, Learn by doing",,"CS, Deeper understanding of stats, better project management skills",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -10,,,United States,Yes,Master degree,Russian & East European Languages,,,1,No,4.0,2,6,4,1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,,,Same researcher(s),No,,No,,1.0,,,,,No,No,Yes,Yes,No,,10 (Always),,5,,,,,,,,,,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job; online courses; in-person undergraduate courses at my university,,more advanced statistical knowledge,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -11,,,United States,Yes,Doctorate,Anthropology,,,1,No,10.0,4,5,2,5,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,2.3,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Long-term prospects for continued employment,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,,Yes,"Society of American Archaeology (saa), Computational and quantative methods in archaeology conference (CAA), XSEDE",3.0,,,,,Yes,Yes,No,Yes,No,,10 (Always),,,,,,,,,,,1.0,Unbranded workshops at conferences,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,No,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"Mostly self taught, a couple university courses helpee",,"Python, formalized testing/sensitivity analysis training",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -12,,,United States,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,10.0,6,1 (Never),3,2,3,,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Flexible working hours,Long-term prospects for continued employment,Regularly change researcher(s),Yes,,Yes,,10.0,,,,,Yes,No,Yes,Yes,No,,10 (Always),,6,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,involvement with open source and grad work,,management and planning,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -13,,,United States,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,20.0,6,3,3,2,5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Same researcher(s),Yes,,No,,3.0,,,,,Yes,No,No,Yes,No,,10 (Always),,2,,,,,,,,,3.0,workshops,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Strongly disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -14,,,United States,Yes,Doctorate,Other,,,5 - Mostly other people,Yes,20.0,5,3,2,1 (Never),1 (Never),,,,,,Other,Full Time,Freelance,13.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,,Yes,SIAM and some specialized conferences,5.0,,,,,No,No,Yes,Yes,Yes,,5,,2,,,,,,,,,1.0,Informal,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On my own; books; professional courses after work,,Management; Communication; New Technical,2017,5+,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -15,,,United States,Yes,Doctorate,Civil Engineering,,,5 - Mostly other people,Yes,30.0,8,2,3,1 (Never),1 (Never),,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,27.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Same researcher(s),No,,Yes,"American Meteorological Society (AMS) annual meeting, American Meteorological Society (AMS) radar conference, American Geophysical Union (AGU) annual meeting, European Conference on Radar and Hydrology (ERAD)",6.0,,,,,Yes,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Strongly disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -16,,,United States,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,32.0,3,7,1 (Never),1 (Never),7,,,,,,University (offering both undergraduate and graduate programs),Full Time,,12.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Opportunity to develop software,Desire to advance research,Same researcher(s),No,,Yes,ADASS,1.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -17,,,United States,Yes,Doctorate,Geology,,,5 - Mostly other people,No,40.0,8,9,2,1 (Never),2,,,,,,Other non-profit,Full Time,Permanent -- as long as funding is available,11.0,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Flexible working hours,Regularly change researcher(s),No,,Yes,"American Geophysical Union (AGU), Goldschmidt Conferences, Geological Society of America, Deep Carbon Observatory (DCO)",5.0,,,,,Yes,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,5.0,workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Strongly Agree,Strongly Agree,,,Strongly Agree,Strongly disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -18,,,United States,Yes,Doctorate,Physics and Astronomy,,,4,Yes,10.0,9,2,1 (Never),1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,10.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,The salary,Same researcher(s),Yes,,Yes,TMS World Congress on ICME,5.0,,,,,No,No,Yes,Yes,No,,6,,5,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,?,,"networking, self promotion",2017,1,No,Yes,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -19,,,United States,Yes,Doctorate,Biological Sciences,,,3,No,0.0,7,7,4,2,5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Long-term prospects for continued employment,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),,,Yes,,,,,,,No,No,Yes,Yes,No,,4,,,,,,,,,,,10.0,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -20,,,United States,Yes,Doctorate,Mechanical Engineering,,,5 - Mostly other people,No,10.0,7,4,1 (Never),1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,The salary,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),No,,Yes,"GISAS, SAS, GTC, Supercomputing",3.0,,,,,No,No,Yes,Yes,No,,6,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -21,,,United States,Yes,Doctorate,Chemistry,,,4,Yes,20.0,4,5,3,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,11.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Long-term prospects for continued employment,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,,Yes,,6.0,,,,,No,No,No,Yes,No,,8,,3,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,,,,,,,,No,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -22,,,United States,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,25.0,3,3,7,2,3,,,,,,University (offering both undergraduate and graduate programs),,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -23,,,United States,Yes,Master degree,Chemistry,,,2,No,1.0,7,7,1 (Never),2,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Other,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Long-term prospects for continued employment,I want to learn new skills,Same researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,1.0,Local REU program (teaching undergrads research methods),,,,,,,,,,,,,,,,,,,,,,,,Never,Disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,As a graduate student,,Improving any and all C++ skills,2017,3,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -24,,,United States,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,5.0,10 (Always),5,1 (Never),1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity to develop software,Long-term prospects for continued employment,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,,Yes,IEEE eScience,3.0,,,,,No,Yes,No,Yes,No,,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Disagree,Strongly Agree,Agree,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,,,,,,,,On the job,,"Leadership, career advancement, coaching and developing others",2017,3,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -25,,,United States,Yes,Master degree,Geography & Environmental Sciences,,,3,Yes,6.0,9,3,4,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),Yes,,Yes,CyberGIS,3.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,0.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,,"Machine Learning, Continuous integration, Automated testing",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -26,,,United States,Yes,Doctorate,Chemistry,,,4,,5.0,7,4,1 (Never),1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,8.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,,Same researcher(s),No,,Yes,American Chemical Society (ACS),5.0,,,,,No,No,No,Yes,No,,10 (Always),,8,,,,,,,,,4.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly disagree,,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -27,,,United States,Yes,Doctorate,Mathematics,,,3,No,20.0,4,3,2,3,1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,5.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,The salary,Regularly change researcher(s),No,,Yes,"Society for Industrial and Applied Mathematics Computational Science and Engineering (SIAM CSE), Society for Industrial and Applied Mathematics Uncertainty Quantification (SIAM UQ)",3.0,,,,,No,No,No,Yes,No,,9,,,,,,,,,,,2.0,"Local university training, developer sprints at SciPy Conference",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Agree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, from friends",,"understanding of low-level hardware, networking",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -28,,,United States,Yes,Master degree,Computer Science,,,3,Yes,19.0,6,2,4,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,,Yes,"Supercomputing, Concurrency and Computation: Practice and Experience, ...",3.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Master's degree, papers, internet",,"Machine learning, scientific programming, security",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -29,,,United States,Yes,Doctorate,Electrical & Electronic Engineering,,,3,Yes,12.0,7,8,2,1 (Never),3,,,,,,Other non-profit,Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Long-term prospects for continued employment,Same researcher(s),No,,Yes,"Nvidia GTC, PSB",3.0,,,,,No,No,No,Yes,No,,8,,,,,,,,,,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Agree,Agree,No,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,university and work experience,,"6 sigma, advanced statistics, visualization",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -30,,,United States,Yes,Doctorate,Other,,,5 - Mostly other people,Yes,18.0,8,2,3,4,5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,"LAMMPS Workshop 2017, LAMMPS Workshop 2013, Current trends in molecular dynamics software design, Fourth Conference on Particle-Based Methods (PARTICLES 2015)",1.0,,,,,,No,No,Yes,No,,10 (Always),,5,,,,,,,,,2.0,"local university training, local workshops and workshops by International Centre for Theoretical Physics",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,4,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -31,,,United States,Yes,Doctorate,Other,,,4,No,18.0,3,4,3,4,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,3.0,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),No,,Yes,"SIAM, SC, AGU, IEEE, PETSc, CIG/IRISS",20.0,,,,,No,No,Yes,Yes,No,,9,,4,,,,,,,,,3.0,"As part of classes I teach, PETSc tutorials, workshops for local research groups, CIG webinar, Software Carpentry (once)",Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Agree,Strongly Agree,Agree,Agree,Agree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-taught while doing research,,"LLVM plugins, static analysis tools",2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -32,,,United States,Yes,Doctorate,Other,,,4,Yes,8.0,8,2,3,3,8,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,1.2,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,The salary,Opportunity to develop software,Long-term prospects for continued employment,,Regularly change researcher(s),No,,Yes,PEARC,5.0,,,,,No,No,Yes,Yes,No,,9,,8,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,,Agree,Disagree,No,,,,,,,,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On my own,,Challenging projects,2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -33,,,United States,Yes,Doctorate,Chemistry,,,5 - Mostly other people,No,30.0,3,3,1 (Never),2,8,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,,,,,Regularly change researcher(s),No,,No,,4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,12.0,"Software Carpentry, local university training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -34,,,United States,Yes,Doctorate,Civil Engineering,,,4,Yes,12.0,4,4,6,2,9,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -35,,,United States,Yes,Other,Computer Science,,,3,No,22.0,3,1 (Never),1 (Never),3,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Long-term prospects for continued employment,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,FootPrints User Conference 2004; FootPrints User Conference 2005,1.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,50.0,Individualized training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -36,,,United States,No,Doctorate,Physics and Astronomy,,,0 - Mostly me,Yes,15.0,2,4,1 (Never),2,7,,,,,,"College, including community colleges (offering undergraduate programs)",Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Long-term prospects for continued employment,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,,No,,0.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,10.0,local university training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Agree,Agree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Largely through research and self-teaching,,"GitHub, better grant writing",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -37,,,United States,Yes,Doctorate,Mathematics,,,3,No,7.0,4,5,1 (Never),1 (Never),6,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,0.1,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,,No,,,,,,,No,No,No,Yes,No,,10 (Always),,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Disagree,Agree,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -38,,,United States,Yes,Undergraduate degree,Agriculture & Forestry,,,2,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -39,,,United States,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,15.0,10 (Always),3,,,,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,12.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),Yes,,Yes,GPU Technology Conference 2017,7.0,,,,,No,Yes,Yes,Yes,No,,7,,,,,,,,,,,0.25,CUDA,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Disagree,Disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Yes,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, Google, A few volume rendering books.",,"3D Modelling, Haptics",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -40,,,United States,Yes,Doctorate,Chemistry,,,3,No,10.0,4,4,2,,,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,5.0,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Regularly change researcher(s),No,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -41,,,United States,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,No,22.0,5,3,2,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,,,Regularly change researcher(s),No,,No,,2.0,,,,,,No,Yes,Yes,No,,6,,,,,,,,,,,1250.0,teaching graduate students,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,Never,Strongly disagree,Strongly Agree,Agree,Strongly disagree,,Disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,,"template metaprogramming,",2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -42,,,United States,Yes,Undergraduate degree,Mathematics,,,3,Yes,10.0,7,3,4,3,2,,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,The salary,Opportunity for career advancement,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -43,,,United States,Yes,Master degree,Computer Science,,,4,Yes,6.0,8,2,1 (Never),1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),Yes,,Yes,"SuperComputing 2017, EuroMPI 2017",3.0,,,,,,No,Yes,Yes,No,,5,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Agree,Agree,Neither agree or disagree,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -44,,,United States,Yes,High school graduate or GED,Computer Science,,,1,No,2.0,7,7,5,3,6,,,,,,University (offering both undergraduate and graduate programs),Part-time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity for career advancement,Flexible working hours,Ability to work across disciplines,,Regularly change researcher(s),No,,No,,3.0,,,,,Yes,No,No,Yes,Yes,,10 (Always),,,,,,,,,,,2.0,"Outreach to High Schoolers, Assisting Graduate Students",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -45,,,United States,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,6.0,8,3,2,3,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,,Yes,"eScience, BigData, SuperComputing, ScienceCloud",2.0,,,,,No,No,Yes,Yes,No,,10 (Always),,5,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Work, Documentation, Taking classes at the University",,PhD,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -46,,,United States,Yes,Doctorate,Chemistry,,,4,No,18.0,6,4,4,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,16.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Long-term prospects for continued employment,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -47,,,United States,Yes,Doctorate,Chemistry,,,5 - Mostly other people,Yes,20.0,8,3,1 (Never),3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,,,,2.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,5.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -48,,,United States,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,12.0,5,2,2,1 (Never),2,,,,,,Private company,Full Time,Permanent -- as long as funding is available,8.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,,Yes,"ACS, APS, ToScA, M&M, Supercomputing, SciPy",8.0,,,,,No,No,Yes,Yes,No,,10 (Always),,8,,,,,,,,,2.0,"Local, tutorials",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Agree,Strongly Agree,Agree,Disagree,Strongly disagree,Disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,"Go, ui design, sustainability",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -49,,,United States,Yes,Doctorate,Electrical & Electronic Engineering,,,4,Yes,40.0,4,3,2,2,5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,12.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,,,Same researcher(s),Yes,,Yes,,1.0,,,,,No,No,No,Yes,No,,7,,,,,,,,,,,2.0,Training provided by supercomputer center,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,,Disagree,Disagree,Neither agree or disagree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Formal education, experience, self-study",,"Statistics, Python, newest mathematical/statistical libraries",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -50,,,United States,Yes,Doctorate,Chemistry,,,4,No,26.0,3,2,8,1 (Never),4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,9.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Long-term prospects for continued employment,Regularly change researcher(s),No,,Yes,American Chemical Society,3.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,1.0,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Agree,Disagree,Disagree,Disagree,Disagree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -51,,,United States,Yes,Doctorate,Linguistics,,,5 - Mostly other people,Yes,50.0,7,2,2,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Long-term prospects for continued employment,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,,Same researcher(s),No,,Yes,,5.0,,,,,No,No,Yes,Yes,No,,10 (Always),,10 (Always),,,,,,,,,3.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,2,Yes,Yes,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -52,,,United States,Yes,Associate degree,Computer Science,,,5 - Mostly other people,Yes,18.0,5,3,4,2,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,0.2,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Regularly change researcher(s),No,,Yes,Smaller workshops at universities/research groups across the US,2.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,6.0,"Local university training, on-demand consulting/classes",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,,"software development collaboration techniques (segmenting and distributing computational problems); GPU coding (CUDA kernels, especially intricacies of GPU processor functions); improved communication with scientists (how to translate compute limitations for a lay audience)",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -53,,,United States,Yes,Doctorate,Computer Science,,,3,Yes,10.0,4,2,2,1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,,,,,,Same researcher(s),No,,Yes,"HUST, DSN, Middleware",3.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,4.0,"Local university, LCI",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,"deep learning, software tuning, distributed filesystems",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -54,,,United States,Yes,Master degree,Computer Science,,,4,Yes,,6,3,3,2,,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Long-term prospects for continued employment,Regularly change researcher(s),,,Yes,"Gateways, HUBbub",5.0,,,,,,No,Yes,Yes,No,,8,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,Sometimes,Neither agree or disagree,Disagree,Agree,,Disagree,Neither agree or disagree,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"observation, imitation, degree programs",,project/grant management,2017,4,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -55,,,United States,Yes,Master degree,Computer Science,,,3,Yes,33.0,3,3,4,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,,Regularly change researcher(s),Yes,,Yes,"supercomputing 17 (sc17), american geophysical Union (AGU), Seismological Society of American (SSA)",8.0,,,,,No,No,No,Yes,No,,7,,5,,,,,,,,,1.0,scientific workflows,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,Sometimes,Agree,Disagree,Agree,Disagree,Disagree,Strongly disagree,Disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,college,,"machine learning, big data, open-source development",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -56,,,United States,Yes,Doctorate,Chemistry,,,1,Yes,37.0,5,2,1 (Never),1 (Never),3,,,,,,"College, including community colleges (offering undergraduate programs)",Full Time,Permanent -- funded by institutional core funding,37.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,Long-term prospects for continued employment,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),,,No,,5.0,,,,,Yes,No,Yes,No,Yes,,,,,,,,,,,,,1.0,Consultation via ticketing system,,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Neither agree or disagree,Strongly disagree,Agree,Strongly disagree,Strongly Agree,Agree,Strongly disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer science electives while in undergrad school, OJT from systems staff.",,,2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -57,,,United States,Yes,Doctorate,Biological Sciences,,,2,Yes,17.0,6,4,2,1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,,,,Same researcher(s),No,,Yes,"Computational Neuroscience Meeting, Society for Neuroscience",2.0,,,,,No,No,No,Yes,No,,10 (Always),,4,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -58,,,United States,Yes,Doctorate,Physics and Astronomy,,,3,No,,3,2,2,5,8,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Long-term prospects for continued employment,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Same researcher(s),No,,No,,2.0,,,,,Yes,No,Yes,Yes,No,,7,,,,,,,,,,,2.0,Local University Training,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"Self taught, school of experience",,"Ruby, Python, Continuous Integration/Testing",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -59,,,United States,Yes,Undergraduate degree,Physics and Astronomy,,,1,No,2.0,3,4,1 (Never),3,3,,,,,,University (offering both undergraduate and graduate programs),Part-time,Fixed term,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Same researcher(s),No,,,,1.0,,,,,,No,No,Yes,No,,7,,,,,,,,,,,2.0,Informal Departmental training,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -60,,,United States,Yes,Doctorate,Physics and Astronomy,,,3,Yes,30.0,3,6,10 (Always),3,9,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,24.0,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),No,,Yes,lots,30.0,,,,,Yes,No,Yes,Yes,Yes,,8,,8,,,,,,,,,2.0,Undergrad and grad classes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,Yes,No,,,,,,,,Never,Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,No,No,No,,,,,,,,"Through working as a software engineer in a technical, operational and mission critical environment.",,VHDL programming,2017,4,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -61,,,United States,Yes,Doctorate,Mechanical Engineering,,,5 - Mostly other people,Yes,8.0,6,4,1 (Never),1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,,No,,3.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,2.0,Local University Training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Research as PhD and Postdoctoral Researcher,,"Advanced Database Design, Advanced HTML JS CSS, Linux Security",2017,5+,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -62,,,United States,Yes,Master degree,Physics and Astronomy,,,0 - Mostly me,No,1.0,2,9,2,3,2,,,,,,"College, including community colleges (offering undergraduate programs)",Part-time,Other,1.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,,No,,1.0,,,,,No,Yes,Yes,No,No,,,,,,,,,,,,,4.0,XSEDE,,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Agree,Agree,Agree,Strongly disagree,Strongly disagree,Agree,Agree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Graduate school, self-taught",,"More object oriented programming skills, CompTIA certifications",2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -63,,,United States,Yes,Doctorate,Chemistry,,,5 - Mostly other people,No,20.0,3,3,7,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,,No,,2.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,10.0,"training,optimization,debugging,profiling",,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,Agree,Agree,Strongly disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self teaching,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -64,,,United States,Yes,Doctorate,Other,,,3,Yes,2.0,6,6,1 (Never),3,8,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,,,,1.0,,,,,,No,Yes,No,No,,9,,,,,,,,,,,3.0,Local University HPC Training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,Yes,Yes,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"Trial and Error, Peer Community, Programming/Scripting Fundamentals, Working with Compilers",,"Understanding Funding Sources, Time Management, Managing Other Research",2017,,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -65,,,United States,Yes,Doctorate,Computer Science,,,4,Yes,9.0,5,4,3,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,,Same researcher(s),Yes,,Yes,,2.0,,,,,,No,Yes,Yes,No,,9,,6,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly disagree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Strongly Agree,Disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -66,,,United States,Yes,Undergraduate degree,Music,,,5 - Mostly other people,Yes,35.0,5,1 (Never),1 (Never),2,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Freedom to choose own working practices,Long-term prospects for continued employment,Desire to work in a research environment,Desire to advance research,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,3.0,Local university training; a course in quantitative biology,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Strongly Agree,Agree,Disagree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job; reading,,"Molecular biology, bioinformatics, statistics",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -67,,,United States,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,17.0,8,2,1 (Never),1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Long-term prospects for continued employment,Desire to work in a research environment,Ability to work across disciplines,The salary,Flexible working hours,Same researcher(s),,,No,,5.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Agree,,Disagree,,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,by working here,,"statistics, data science, giving presentation",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -68,,,United States,Yes,Doctorate,Mechanical Engineering,,,5 - Mostly other people,No,4.0,4,1 (Never),8,3,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,5.0,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,4.0,local university training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self Taught, online material, practice",,"Unit testing, Jenkins, R",2017,4,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -69,,,United States,Yes,Master degree,Computer Science,,,2,Yes,18.0,8,2,1 (Never),1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,The salary,Long-term prospects for continued employment,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,No,Yes,No,,10 (Always),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Programming: On-the-job mostly, but also school. Biology: school",,Improved R skills,2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -70,,,United States,Yes,Doctorate,Geology,,,3,No,10.0,2,4,10 (Always),1 (Never),,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,,Same researcher(s),Yes,,Yes,American Geophysical Union and specialty domain conferences in the context of research,32.0,,,,,Yes,No,No,Yes,No,,10 (Always),,10 (Always),,,,,,,,,2.0,Domain Workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Agree,Strongly disagree,Disagree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,4,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -71,,,United States,Yes,Master degree,Physics and Astronomy,,,4,Yes,5.0,9,9,2,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,3.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),No,,Yes,"Charm++ Workshop, Canadian Association of Physics Congress",3.0,,,,,No,No,Yes,Yes,Yes,,8,,,,,,,,,,,,"Mostly daily mentoring, online discussions about C++",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -72,,,United States,Yes,Doctorate,Physics and Astronomy,,,0 - Mostly me,No,,2,2,5,1 (Never),4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,17.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Regularly change researcher(s),No,,Yes,"CCGrid, CUG",0.0,,,,,,No,No,Yes,No,,,,,,,,,,,,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Neither agree or disagree,,,Neither agree or disagree,Disagree,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,,,United States,Yes,Doctorate,Mechanical Engineering,,,4,Yes,7.0,7,2,2,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Long-term prospects for continued employment,Opportunity for career advancement,Desire to advance research,Opportunity to develop software,Same researcher(s),No,,Yes,"American Physical Society Division of Fluid Dynamics (APSDFD), Nvidia GPU Technology Conference (GTC)",3.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,4.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Disagree,Strongly Agree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Ph.D. studies provided the opportunity for much on-the-job learning online,,"technical employee management, project management, business administration",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -74,,,United States,Yes,Doctorate,Geology,,,0 - Mostly me,No,30.0,2,3,8,6,7,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,27.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,,,Regularly change researcher(s),No,,,,,,,,,,No,No,Yes,No,,9,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -75,,,United States,Yes,Doctorate,Physics and Astronomy,,,1,No,15.0,8,8,1 (Never),1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,,Same researcher(s),Yes,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-learning,,"Networking, collaboration, project management",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -76,,,United States,Yes,Doctorate,Physics and Astronomy,,,3,No,3.0,7,3,2,2,5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),Yes,,,,3.0,,,,,No,No,No,Yes,No,,9,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Agree,Disagree,Strongly disagree,Disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,"Communication, writing, expertise in code development",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -77,,,United States,Yes,Doctorate,Computer Science,,,3,,10.0,3,5,4,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,,Yes,,2.0,,,,,No,No,No,Yes,No,,6,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,Automated testing,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -78,,,United States,Yes,Doctorate,Mathematics,,,5 - Mostly other people,Yes,30.0,6,4,3,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),No,,Yes,"SIAM CS&E, SIAM PP, AGU, WSSSPE",2.0,,,,,No,No,Yes,Yes,Yes,,9,,7,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Agree,Agree,Agree,Strongly disagree,Agree,Agree,Strongly disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-taught,,More and different programming languages,2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -79,,,United States,Yes,Doctorate,Computer Science,,,5 - Mostly other people,No,25.0,5,9,3,4,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,0.3,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,"SIAM CSE,SIAM LS,SIAM PP,AGU,USNCCM,WCCM,PETSc,FEniCS,DD,AMS",5.0,,,,,,No,No,Yes,No,,10 (Always),,,,,,,,,,,0.0,PETSc Tutorials,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Doing it,,"Visualization, Database, Google API",2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -80,,,United States,Yes,Master degree,Biological Sciences,,,1,No,10.0,5,4,5,2,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other non-profit,Desire to work in a research environment,Long-term prospects for continued employment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"self taught from online books, courses",,project management,2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -81,,,United States,Yes,Doctorate,Geology,,,3,No,10.0,3,5,2,1 (Never),2,,,,,,"College, including community colleges (offering undergraduate programs)",Full Time,Permanent -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other government agency,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,AGU,1.0,,,,,,No,Yes,Yes,No,,10 (Always),,5,,,,,,,,,4.0,"Local university training, specific workshop training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly disagree,Agree,Agree,Agree,Neither agree or disagree,,No,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -82,,,United States,Yes,Doctorate,Other,,,3,No,5.0,4,7,2,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),Yes,,Yes,"AGU Fall Meeting, EGU General Assembly",2.0,,,,,No,No,No,Yes,No,,10 (Always),,10 (Always),,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mentoring,,"proposal writing, general software development skills",2017,4,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -83,,,United States,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,15.0,8,1 (Never),3,1 (Never),4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Long-term prospects for continued employment,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,,Regularly change researcher(s),Yes,,Yes,"PEARC,SC,SIGITE",3.0,,,,,No,No,Yes,Yes,No,,5,,3,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Agree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,,"HPC,Ansible,writing grants",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,,,United States,Yes,Doctorate,Biological Sciences,,,5 - Mostly other people,Yes,14.0,7,3,3,3,3,,,,,,,Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity to develop software,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,PEARC17,2.0,,,,,No,No,Yes,Yes,No,,10 (Always),,6,,,,,,,,,5.0,"Software Carpentry, local HPC training workshops, local Agave workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,Strongly disagree,Disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job mostly through self training.,,"Devops, Containers, Machine Learning",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -85,,,United States,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,9.0,8,4,5,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other government agency,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,7,,5,,,,,,,,,0.0,HPC,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Agree,Agree,Disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Build software and collaborate with other programmers,,design patterns,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -86,,,United States,Yes,Undergraduate degree,Computer Science,,,3,Yes,4.5,7,1 (Never),3,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Long-term prospects for continued employment,I want to learn new skills,Flexible working hours,Opportunity to develop software,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -87,,,United States,Yes,Doctorate,Chemistry,,,5 - Mostly other people,Yes,25.0,8,2,2,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Part-time,Freelance,4.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,The salary,Regularly change researcher(s),No,,Yes,"Supercomputing (SC), E-science, American Geophysical Union (AGU), Ecological Society of America (ESA), ...",3.0,,,,,No,No,Yes,Yes,Yes,,9,,8,,,,,,,,,3.0,"online, domain workshop tutorials/datathons",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Agree,Disagree,Disagree,Neither agree or disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,self-taught,,"sales/marketing, diplomacy, industry SE practices",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -88,,,United States,Yes,Doctorate,Physics and Astronomy,,,4,Yes,27.0,6,2,2,1 (Never),3,,,,,,Other government agency,Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Long-term prospects for continued employment,Opportunity for career advancement,Regularly change researcher(s),Yes,,Yes,"American Astronomical Society (AAS), SciPy, Astronomical Data Analysis Software and Systems (ADASS)",3.0,,,,,Yes,No,Yes,Yes,No,,8,,,,,,,,,,,0.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Almost entirely self-taught,,"Typescript, Go",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -89,,,United States,Yes,Doctorate,Physics and Astronomy,,,3,Yes,8.0,8,8,2,4,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Desire to advance research,Same researcher(s),Yes,,Yes,sc17,3.0,,,,,No,No,No,Yes,Yes,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -90,,,United States,Yes,Master degree,Computer Science,,,3,Yes,16.0,3,5,2,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,9.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,,No,,5.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,8.0,"local university training, local department training",,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Agree,Agree,Strongly disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Computer science degree, jobs in information technology, biology degree, self taught",,"Managment (both personelle and project), cloud based workflows",2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -91,,,United States,Yes,Doctorate,Chemistry,,,4,No,25.0,7,7,5,6,10 (Always),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,19.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Same researcher(s),No,,Yes,"Society of Exploration Geophysicists (SEG) meeting, European Association of Geoscientists and Engineers (EAGE) meeting",2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,20.0,"Local university training, XSEDE workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Working with users and working on projects.,,"Deeper theoretical skills, deeper programming skills",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -92,,,United States,Yes,Master degree,Biological Sciences,,,0 - Mostly me,No,0.0,2,3,4,6,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,5.0,Yes,Yes,Yes,No,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,No,Yes,No,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),No,,No,,0.0,,,,,No,Yes,Yes,No,No,,2,,,,,,,,,,,1000.0,"Email support, in-person meetings/office-hours, Software Carpentry, Data Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -93,,,United States,Yes,Doctorate,Physics and Astronomy,,,2,Yes,3.0,7,3,1 (Never),1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Flexible working hours,Same researcher(s),Yes,,Yes,"HTCondor Week 2015, 2016",2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Open Science Grid User's School,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Through PhD program. Learned technical skills but also learned how to communicate (present/talk about my work to others, etc)",,Programming skills feel like they've stagnated a bit -- I'd like to have more code review/interactions with peers; improved time + project management skills would be helpful; I'd also like to find time to evangelize about best data practices.,2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -94,,,United States,Yes,Doctorate,Agriculture & Forestry,,,4,Yes,1.0,8,2,1 (Never),2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to advance research,Long-term prospects for continued employment,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,,No,,2.0,,,,,,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Never,Strongly disagree,Disagree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly Agree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly self-taught related computing skills (scripting and programming, command line mastery, compiling difficult/archaic programs) while doing computing intensive research for M.S., Ph.D., and Postdoc. Understanding of researchers' experiences from own experience as a researcher and being in and around a few research groups.",,"lower level language (C/C++) experience, high performance computing experience, better communication with researchers",2017,5+,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -95,,,United States,Yes,Master degree,Physics and Astronomy,,,5 - Mostly other people,Yes,6.0,7,1 (Never),3,1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,,,,,Regularly change researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Strongly Agree,Disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -96,,,United States,Yes,Master degree,Mathematics,,,1,No,,5,9,8,3,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,The salary,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -97,,,United States,Yes,Doctorate,Aeronautical & Manufacturing Engineering,,,2,Yes,12.0,5,6,4,2,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,2.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Opportunity for career advancement,The salary,Flexible working hours,Regularly change researcher(s),No,,Yes,"AIAA, DFD, SOWFA",12.0,,,,,No,Yes,Yes,No,No,,10 (Always),,,,,,,,,,,10.0,local university training,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"school, on the job training, and figuring out things as I go",,"dealing with terrible bosses, understanding corporate structure, learning how to use containers well",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -98,,,United States,Yes,Undergraduate degree,Medicine,,,5 - Mostly other people,No,25.0,3,3,2,2,2,,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,The salary,Long-term prospects for continued employment,Desire to work in a research environment,,Same researcher(s),Yes,,Yes,American Meteorological Society (AMS),3.0,,,,,No,No,Yes,Yes,No,,8,,3,,,,,,,,,3.0,"Software Carpentry, local Lab training, AMS training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Over time, I evolved into the process. A long history of computational math helped, as did a mind that understood numerical simulations of the physical environment.",,More programming time to pefect my Python; More patience with people,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -99,,,United States,Yes,Undergraduate degree,Electrical & Electronic Engineering,,,2,Yes,30.0,4,2,2,1 (Never),5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,8.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,The salary,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),No,,Yes,,1.0,,,,,No,No,Yes,Yes,No,,8,,,,,,,,,,,3.0,workshops hosted by my project,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Graduate school, work experience, self-taught",,,2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -100,,,United States,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,26.0,3,4,2,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,16.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Long-term prospects for continued employment,Opportunity for career advancement,Same researcher(s),Yes,,Yes,"SC,ISC,PARA,EuroMPI,EuroPar,WSSSPE,XSEDE,MUG,PEARC",3.0,,,,,No,No,Yes,Yes,Yes,,10 (Always),,,,,,,,,,,5.0,Training workshops organized at supercomputing centers and summer schools.,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,,,,,,,,Never,Strongly disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through my Ph.D. and related work.,,Containers,2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -101,,,United States,Yes,Doctorate,Chemical Engineering,,,5 - Mostly other people,Yes,17.0,3,4,1 (Never),1 (Never),9,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,Opportunity for career advancement,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -102,,,United States,Yes,Doctorate,Physics and Astronomy,,,3,No,3.0,3,3,2,9,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Long-term prospects for continued employment,Desire to work in a research environment,Regularly change researcher(s),No,,No,,2.0,,,,,Yes,No,Yes,No,No,,,,,,,,,,,,,2.0,"software carpentry, conference workshops",,,,,,,,,,,,,,,,,,,,,,,,Often,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self,,"communication, infrastructure experience, and software built techniques",2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -103,,,United States,Yes,Master degree,Computer Science,,,3,Yes,3.0,5,5,2,4,5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,Yes,No,No,,3,,,,,,,,,,,6.0,"HPC usage training, Getting started with Linux, Easybuild training",,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Neither agree or disagree,Agree,Strongly Agree,Agree,Neither agree or disagree,Agree,Strongly Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through education and experience of working with researchers.,,Public Speaking; Python scripting; MATLAB scripting.,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -104,,,United States,Yes,Doctorate,Biological Sciences,,,2,Yes,5.0,4,4,2,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,Same researcher(s),No,,Yes,"international statistical ecology conference (ISEC), international society of bayesian analysis (ISBA), Gordon Research Conference (GRC)",4.0,,,,,No,No,Yes,Yes,No,,9,,9,,,,,,,,,3.0,"Software Carpentry, Data Carpentry, local university training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"mostly self taught, some workshop based training",,"memory management in compiled languages, linear algebra, collaborative coding practices",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -105,,,United States,Yes,Master degree,Computer Science,,,4,Yes,12.0,4,6,5,3,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"XSEDE 2016, IEEE SouthEast Conference, AAS, ACM",4.0,,,,,Yes,Yes,No,No,No,,,,,,,,,,,,,2.0,University Course,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -106,,,United States,Yes,Doctorate,Electrical & Electronic Engineering,,,3,Yes,20.0,3,3,2,5,7,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,22.0,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other government agency,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Long-term prospects for continued employment,Opportunity to develop software,Regularly change researcher(s),No,,No,,3.0,,,,,No,No,Yes,No,No,,,,,,,,,,,,,20.0,"local university training, matlab, R, Linux, Mathematica, slurm",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,as graduate student,,"workflows, containers, project management",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -107,,,United States,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,No,5.0,3,3,5,1 (Never),8,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,24.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,,No,,1.0,,,,,,No,Yes,No,No,,,,,,,,,,,,,5.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -108,,,United States,Yes,Associate degree,Computer Science,,,4,Yes,15.0,5,3,2,2,3,,,,,,University (offering both undergraduate and graduate programs),Part-time,Permanent -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"Research in Computational Molecular Biology (RECOMB), PyCon",5.0,,,,,Yes,No,No,Yes,No,,10 (Always),,10 (Always),,,,,,,,,10.0,"Software carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,Sometimes,Disagree,Strongly Agree,Strongly Agree,Disagree,Neither agree or disagree,Strongly Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,"Open source software, tutorials, mentorship",,"Domain knowledge, exploratory analysis",2017,4,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -109,,,United States,Yes,Undergraduate degree,Biological Sciences,,,4,Yes,3.0,9,3,4,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity to develop software,Same researcher(s),Yes,,No,,4.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,15.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,Requirements gathering ; software design; statistics,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -110,,,United States,Yes,Master degree,Computer Science,,,3,Yes,2.0,9,8,6,7,5,,,,,,"College, including community colleges (offering undergraduate programs)",Part-time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,The salary,Opportunity to develop software,Desire to advance research,Same researcher(s),,,,,,,,,,,No,No,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -111,,,United States,Yes,Doctorate,Mechanical Engineering,,,2,No,8.0,4,2,1 (Never),4,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,,2.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,50.0,"local university training, conference tutorials",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -112,,,United States,Yes,Master degree,Computer Science,,,3,Yes,30.0,2,8,2,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other government agency,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,Biomedical Informatics Research Network (BIRN),2.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,4.0,Online MOOCs,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,online MOOCs,,mobile device development,2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -113,,,United States,Yes,Doctorate,Other,,,5 - Mostly other people,No,3.0,3,7,2,4,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,24.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,The salary,I want to learn new skills,Regularly change researcher(s),Yes,,No,,3.0,,,,,Yes,No,Yes,Yes,Yes,,9,,9,,,,,,,,,12.0,"XSEDE, Software Carpentry, MOOCs, local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Agree,Agree,Neither agree or disagree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,,,,2017,5+,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -114,,,United States,Yes,Doctorate,Other,,,0 - Mostly me,Yes,27.0,2,3,9,4,5,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,,,,No,,No,,,,,,,Yes,No,No,Yes,No,,8,,,,,,,,,,,20.0,Local University Training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -115,,,United States,Yes,Doctorate,Biological Sciences,,,4,No,25.0,2,2,7,1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,9.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Regularly change researcher(s),No,,Yes,Various,10.0,,,,,No,No,Yes,Yes,Yes,,7,,,,,,,,,,,50.0,Local institutional,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Agree,Agree,Strongly Agree,Agree,Neither agree or disagree,No,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -116,,,United States,Yes,Undergraduate degree,Computer Science,,,3,Yes,18.0,6,2,2,2,3,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,17.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,Flexible working hours,Ability to work across disciplines,Long-term prospects for continued employment,Regularly change researcher(s),Yes,,Yes,"OSCON,GlobusWorld,SuperComputing Workshops,",3.0,,,,,No,No,No,Yes,No,,6,,5,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -117,,,United States,Yes,Doctorate,Computer Science,,,3,Yes,18.0,5,3,2,2,3,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Long-term prospects for continued employment,Same researcher(s),Yes,,Yes,"IEEE eScience, IEEE Multimedia, ACM GIS, IEEE CSE, WEBIST, ACM SAC",5.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,5.0,0,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,Agree,Agree,Agree,Agree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,formal education and self learning,,team management,2017,5+,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -118,,,United States,Yes,Undergraduate degree,Mechanical Engineering,,,2,No,34.0,6,5,2,1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Long-term prospects for continued employment,The salary,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,Yes,ACEEE Summer Study,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,"Self, classes",,"statistics, test driven development",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -119,,,United States,Yes,Doctorate,Physics and Astronomy,,,3,No,10.0,6,10 (Always),9,6,,,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Long-term prospects for continued employment,Regularly change researcher(s),,,No,,4.0,,,,,No,Yes,Yes,No,No,,10 (Always),,,,,,,,,,,100.0,"local short course, 1-on1 training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Agree,Neither agree or disagree,Strongly Agree,Disagree,Neither agree or disagree,No,,,,,,,,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"1 CS 100 course as undergrad, 2 grad level computational physics courses. My other training comes from Google, stack overflow, etc.",,more formal training in software development. I am self taught after 3 university classes: undergraduate CS 100 and 2 grad level computational physics class. All were in C/C++. I learned Matlab and Python on my own.,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -120,,,United States,Yes,Doctorate,Computer Science,,,2,Yes,3.0,8,5,2,1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,,Yes,"HPDC, WORKS, DataCloud, JOSS",2.0,,,,,No,No,Yes,Yes,No,,5,,3,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Agree,Agree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Reading papers and articles, online blogs, and videos",,"DevOps experience, Presentation skills, Communication skills",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -121,,,United States,Yes,Master degree,Biological Sciences,,,5 - Mostly other people,Yes,29.0,9,1 (Never),1 (Never),1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,9.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,Flexible working hours,Desire to work in a research environment,I want to learn new skills,The salary,Same researcher(s),Yes,,No,,1.0,,,,,No,No,No,Yes,Yes,,3,,,,,,,,,,,4.0,user training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"initially self taught, some college courses, as a consultant, and on the job",,"design skills, Javascript libraries like React/Redux, other languages",2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -122,,,United States,Yes,Doctorate,Biological Sciences,,,1,Yes,8.0,5,3,1 (Never),3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,7.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Same researcher(s),No,,Yes,MidSouth Computational Biology MCBIOS,4.0,,,,,No,No,No,Yes,No,,9,,,,,,,,,,,50.0,"weekly help sessions, Software Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"online resources, programming books, help from friends and coworkers",,"Project/time management, communication, asking for help",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -123,,,United States,Yes,Master degree,Mathematics,,,4,Yes,13.0,9,3,1 (Never),1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,,Yes,"SC, AGU, AMS, Astronum, CUG",5.0,,,,,No,No,No,Yes,No,,9,,,,,,,,,,,3.0,"SC Tutorial, SIAM tutorial",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,,Strongly Agree,Agree,Disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,Yes,,,,,,,,"through school, and work projects, and a lot of digging on my own",,"Linux kernel development, Machine learning",2017,5+,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -124,,,United States,Yes,Master degree,Computer Science,,,3,Yes,8.0,8,1 (Never),3,2,4,,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -125,,,United States,Yes,Doctorate,Biological Sciences,,,2,No,5.0,3,5,4,5,1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,3.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),No,,No,,0.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,6.0,"Software Carpentry, Data Carpentry, semester-long classes",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly Agree,Strongly disagree,Agree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Software/Data Carpentry, self-taught",,"compilable programming language, leadership skills",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -126,,,United States,Yes,Master degree,Other,,,4,No,4.0,8,4,2,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Other,2.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,,Regularly change researcher(s),No,,No,,4.0,,,,,No,Yes,Yes,Yes,No,,8,,8,,,,,,,,,4.0,"Software Carpentry, Data Carpentry, university working groups",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Agree,Agree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mostly as-needed on-the-job, very little ""professional"" training, some basic skills learned in grad school",,"(1) Website coding, (2) Working with satellite data, (3) general professional development (e.g., networking, management classes, etc.)",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -127,,,United States,Yes,Master degree,Electrical & Electronic Engineering,,,4,Yes,5.0,8,2,1 (Never),1 (Never),4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,The salary,Desire to advance research,Same researcher(s),,,Yes,"ACM Special Interest Group on Management of Data (SIGMOD'16), Scientific Computing with Python (SciPy'17), International Association for Social Science Information Services and Technology (IASSIST'17), Preservation Quality Tool (PresQt), European Geosciences Union Meeting (EGU'17), Preservation and Archiving Special Interest Group (PASIG'16), Data and Software Preservation for Open Science (DASPOS), Future of Research Communication and e-Scholarship (FORCE'16)",5.0,,,,,No,No,No,Yes,No,,10 (Always),,9,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Strongly disagree,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,"teaching, public speaking, time management",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -128,,,United States,Yes,Doctorate,Politics,,,4,No,7.0,6,3,1 (Never),1 (Never),,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,,Regularly change researcher(s),No,,Yes,society for political methodology (polmeth),4.0,,,,,No,No,Yes,Yes,No,,10 (Always),,5,,,,,,,,,1.0,"local university, hopefully software carpetry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Agree,Agree,Disagree,,Agree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"mostly self taught, some graduate statistics",,"better general purpose programming skills particularly in python, more knowledge of core cs theory, more knowledge of experimental design in an online context",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -129,,,United States,Yes,Master degree,Business & Management Studies,,,5 - Mostly other people,Yes,30.0,8,4,4,2,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,,,Same researcher(s),Yes,,Yes,"JupyterCon, PyCon",1.0,,,,,No,No,Yes,Yes,No,,10 (Always),,8,,,,,,,,,4.0,"Software Carpentry, Data Carpentry, user groups",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Work experience and education,,HPC training; Intensive JavaScript training; Cybersecurity training,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -130,,,United States,Yes,Doctorate,Anthropology,,,3,No,20.0,5,4,5,6,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,18.0,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other government agency,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),No,,Yes,"American Association of Geographers (AAG), American Anthropological Association (AAA), Society for American Archaeology (SAA), Society for Applied Anthropology (SfAA), Digital Library Forum (DLF), Foss4G, EDUCAUSE, etc. -- too many to name...",3.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,30.0,"Software Carpentry, Data Carpentry, local university training, one-on-one, quarter long university course",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Strongly disagree,Agree,Agree,Disagree,Disagree,Agree,Strongly Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,Yes,,,,,,,,"during dissertation, 9 months of vocational training, but mostly on the job",,"basic understanding of machine learning, brush up statistics, improve teaching",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -131,,,United States,Yes,Doctorate,Mathematics,,,5 - Mostly other people,Yes,19.0,8,2,3,1 (Never),2,,,,,,Other non-profit,Full Time,Permanent -- funded by institutional core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,,Yes,Space Weather: A Multi-Disciplinary Approach,3.0,,,,,No,No,No,Yes,No,,8,,,,,,,,,,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -132,,,United States,Yes,Undergraduate degree,Psychology,,,3,No,,5,6,4,3,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,1.4,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,Same researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,8,,,,,,,,,,,4.0,Software Carpentry,,,,,,,,,,,,,,,,,,,,,,,,Never,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"hobby programming, web app development, playing around with data",,"machine learning, deep learning, bayesian analysis",2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -133,,,United States,Yes,Doctorate,Computer Science,,,4,No,20.0,5,8,2,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -134,,,United States,Yes,Doctorate,Chemistry,,,3,No,13.0,8,9,6,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,The salary,Flexible working hours,Same researcher(s),Yes,,Yes,"Rocky Mountain Bioinformatics Conference (ROCKY), UT-KBRIN BIOINFORMATICS SUMMIT",4.0,,,,,No,No,Yes,Yes,No,,8,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -135,,,United States,Yes,Master degree,Computer Science,,,3,Yes,3.0,8,6,2,2,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,4.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,The salary,Freedom to choose own working practices,Long-term prospects for continued employment,Opportunity to develop software,Same researcher(s),,,,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,,Time-management; Software debugging practices; Machine Learning,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -136,,,United States,Yes,Master degree,Biological Sciences,,,2,No,2.0,8,2,1 (Never),2,3,,,,,,Private company,Full Time,Permanent -- funded by institutional core funding,1.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Opportunity for career advancement,Long-term prospects for continued employment,Regularly change researcher(s),Yes,,,,4.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,2.0,"The Carpentries, R-Ladies, ad-hoc at work",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Often,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"one quarter degree program, one quarter self-learning, half on-the-job",,"Python, Hadoop, D3.js",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -137,,,United States,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,20.0,8,2,2,1 (Never),3,,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Long-term prospects for continued employment,Opportunity to develop software,,,,Regularly change researcher(s),No,,Yes,"Scipy, PyCon",4.0,,,,,No,No,Yes,Yes,No,,5,,5,,,,,,,,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,On the job,,,2017,1,Yes,Yes,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -138,,,United States,Yes,Doctorate,Biological Sciences,,,3,Yes,33.0,8,3,2,2,2,,,,,,Private company,Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,Opportunity to develop software,The salary,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,,3.0,,,,,Yes,No,No,Yes,No,,5,,,,,,,,,,,1.0,Intern - direct mentorning,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,Other,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,,"CUDA, front-end, AI",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -139,,,United States,Yes,Doctorate,Biological Sciences,,,3,Yes,5.0,6,10 (Always),1 (Never),1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,1.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,,Same researcher(s),No,,Yes,APS,3.0,,,,,No,No,No,Yes,No,,10 (Always),,7,,,,,,,,,3.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Agree,Strongly Agree,Strongly Agree,,,Strongly Agree,Strongly Agree,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,I learned ad-hoc when I was a graduate student,,"teaching, Database management, cloud computing (e.g. AWS, Hadoop)",2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -140,,,United States,Yes,Undergraduate degree,Computer Science,,,2,Yes,25.0,5,4,2,3,5,,,,,,Other non-profit,Full Time,Permanent -- as long as funding is available,18.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,,No,,8.0,,,,,No,No,Yes,Yes,No,,8,,,,,,,,,,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,Never,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,No,No,No,,,,,,,,,,,2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -141,,,United States,Yes,Master degree,Biological Sciences,,,1,No,7.0,3,5,3,3,3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,Long-term prospects for continued employment,Same researcher(s),No,,,,3.0,,,,,No,Yes,No,No,No,,8,,,,,,,,,,,4.0,"Software Carpentry, local university training, university courses",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,,"Formal software engineering training, Docker training, AWS training",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -142,,,United States,Yes,Doctorate,Biological Sciences,,,1,No,0.0,7,8,3,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,,Same researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,2.0,"Software Carpentry, Data Carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,largely self-taught,,"testing, moving from production to development, algorithm implementation",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -143,,,United States,Yes,Undergraduate degree,Biological Sciences,,,1,No,5.0,4,2,4,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,4.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other non-profit,Long-term prospects for continued employment,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Sometimes,Agree,Strongly disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Self-study, necessity",,"a compiled language, data vis, communicating importance of testing to non-programmers",2017,1,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -144,,,United States,Yes,Doctorate,Biological Sciences,,,3,Yes,10.0,7,5,1 (Never),1 (Never),2,,,,,,Private company,Full Time,Permanent -- funded by institutional core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Same researcher(s),No,,Yes,American chemical society (acs),3.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Agree,Disagree,Neither agree or disagree,Agree,Agree,Disagree,Agree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -145,,,United States,Yes,Doctorate,Other,,,4,Yes,20.0,8,4,3,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Desire to advance research,Freedom to choose own working practices,Same researcher(s),Yes,,Yes,American Geophysical Union (AGU),5.0,,,,,No,No,Yes,Yes,No,,10 (Always),,7,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -146,,,United States,Yes,Doctorate,Physics and Astronomy,,,4,Yes,24.0,6,2,5,1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Long-term prospects for continued employment,Opportunity to develop software,Freedom to choose own working practices,The salary,Same researcher(s),No,,Yes,"Multiple collaboration workshops, but not external conferences / workshops",4.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Agree,Strongly Agree,No,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,,software project management,2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -147,,,United States,Yes,Doctorate,Other,,,4,Yes,12.0,7,2,2,1 (Never),3,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,,Yes,"2015 American Geophysical Union Fall Meeting, 2016 American Geophysical Union Fall Meeting",3.0,,,,,No,No,Yes,Yes,No,,10 (Always),,3,,,,,,,,,2.0,"Software Carpentry, local university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"grad school, working at a software company",,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -148,,,United States,Yes,Master degree,Computer Science,,,4,Yes,20.0,7,3,3,1 (Never),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,15.0,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,,Yes,"CHEP, IceCube",3.0,,,,,No,Yes,No,Yes,No,,4,,,,,,,,,,,52.0,I am constantly training researchers in SW Engineering practices,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Neither agree or disagree,Agree,Strongly Agree,Agree,Strongly disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on-the-job self-taught,,"Understand DOE funding organization and process, time and project management",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -149,,,United States,Yes,Undergraduate degree,Computer Science,,,4,Yes,9.0,6,2,1 (Never),2,3,,,,,,Private company,Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Long-term prospects for continued employment,Opportunity for career advancement,Opportunity to develop software,The salary,I want to learn new skills,Regularly change researcher(s),Yes,,No,,7.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,10.0,Software Engineering,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Neither agree or disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Documentation, Internet, on the job",,"Machine Learning/AI, TLA+, Xpress/MIP solver",2017,3,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -150,,,United States,Yes,Doctorate,Biological Sciences,,,3,No,15.0,3,1 (Never),2,1 (Never),8,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- funded by institutional core funding,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Long-term prospects for continued employment,Desire to advance research,Desire to work in a research environment,The salary,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -151,,,United States,Yes,Master degree,Other,,,3,Yes,15.0,8,3,2,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other non-profit,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,The salary,Regularly change researcher(s),No,,Yes,American Medical Informatics Association (AMIA),5.0,,,,,No,No,Yes,Yes,No,,8,,2,,,,,,,,,,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Agree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly Agree,No,,,,,,,OS X,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,"Lots of experience, and mistakes :)",,"Publication writing, time management, containerization",2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -152,,,United States,Yes,Undergraduate degree,Chemical Engineering,,,0 - Mostly me,No,1.0,7,9,2,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Opportunity for career advancement,Long-term prospects for continued employment,I want to learn new skills,Desire to advance research,Same researcher(s),No,,No,,1.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Strongly Agree,Disagree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Other graduate students,,Proper project management and software development tools,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -153,,,United States,Yes,Doctorate,Computer Science,,,4,Yes,5.0,7,2,3,1 (Never),2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Ability to work across disciplines,Opportunity to develop software,Long-term prospects for continued employment,Flexible working hours,,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,9,,8,,,,,,,,,1.0,"Summer school, mentorship of graduate students",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Strongly Agree,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,From my PhD in CS,,"Communication and social, statistics",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -154,,,United States,Yes,Doctorate,Other,,,3,No,1.0,6,3,2,1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,I want to learn new skills,Flexible working hours,Desire to advance research,The salary,Desire to work in a research environment,Same researcher(s),No,,,,1.0,,,,,No,No,No,Yes,No,,10 (Always),,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -155,,,United States,Yes,Doctorate,Chemical Engineering,,,3,Yes,1.0,6,2,4,1 (Never),7,,,,,,Private company,Full Time,Fixed term,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,The salary,Opportunity to develop software,Flexible working hours,,Same researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,10 (Always),,10 (Always),,,,,,,,,2.0,Software Carpentry; local university training,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Brute force as part of my PhD work,,non-Python programing; software distribution; software marketing,2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,,,United States,Yes,Master degree,Mathematics,,,4,Yes,4.0,9,2,1 (Never),1 (Never),1 (Never),,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,3.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,,No,,3.0,,,,,,No,Yes,Yes,No,,4,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Never,Strongly Agree,Agree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,School + personal software development projects,,,2017,3,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -157,,,United States,Yes,Doctorate,Physics and Astronomy,,,3,Yes,20.0,4,1 (Never),5,2,9,,,,,,National laboratory,Full Time,Permanent -- funded by institutional core funding,11.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Regularly change researcher(s),No,,,,10.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,0.0,"HPC, Software Carpentry",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -158,,,United States,Yes,Master degree,Other,,,5 - Mostly other people,Yes,7.0,8,2,3,4,3,,,,,,Private company,Full Time,Permanent -- funded by institutional core funding,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,The salary,Long-term prospects for continued employment,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),No,,Yes,Scipy,3.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,1.0,Software Carpentry,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learn on the job,,"Soft Skills, UX, Hardware",2017,2,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -159,,,United States,Yes,Doctorate,Biological Sciences,,,2,No,15.0,9,8,2,2,5,,,,,,Other government agency,Full Time,Freelance,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Long-term prospects for continued employment,Same researcher(s),No,,Yes,Joint Statistical Meetings (JSM),3.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,2.0,"Software Carpentry, corporate training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -160,,,United States,Yes,Doctorate,Physics and Astronomy,,,2,No,10.0,4,3,5,1 (Never),6,,,,,,University (offering both undergraduate and graduate programs),Full Time,Fixed term,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Long-term prospects for continued employment,Regularly change researcher(s),No,,No,,3.0,,,,,No,Yes,Yes,No,No,,2,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Strongly disagree,Strongly disagree,Agree,Disagree,Disagree,Agree,Strongly disagree,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,in grad school on the job,,"organizing code, organizing data, organizing files",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -161,,,United States,Yes,Doctorate,Computer Science,,,3,Yes,10.0,8,7,2,2,2,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),No,,Yes,"SC, Free and Open Source Software for GIS (FOSS4G), Ecological Society of America (ESA), Amercican Geophysical Union (AGU)",7.0,,,,,Yes,Yes,Yes,Yes,No,,10 (Always),,,,,,,,,,,5.0,"Hackathons, local university",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Often,Neither agree or disagree,Disagree,Strongly Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,"Machine learning, ergonomics, testing",2017,1,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -162,,,United States,Yes,Doctorate,Biological Sciences,,,4,No,25.0,4,4,4,4,4,,,,,,University (offering both undergraduate and graduate programs),Full Time,Permanent -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,Yes,,2.0,,,,,No,No,Yes,Yes,No,,10 (Always),,,,,,,,,,,8.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Sometimes,Disagree,Agree,Strongly Agree,Disagree,Agree,Agree,Disagree,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,No,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -163,,,United States,Yes,Master degree,Aeronautical & Manufacturing Engineering,,,3,Yes,12.0,9,3,3,1 (Never),,,,,,,Other non-profit,Full Time,Permanent -- funded by institutional core funding,10.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,The salary,Desire to advance research,Freedom to choose own working practices,Same researcher(s),Yes,,Yes,American Institute of Aeronautics and Astronautics (AIAA) SciTech,2.0,,,,,No,No,Yes,Yes,No,,3,,,,,,,,,,,2.0,informal only within my company,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Never,Disagree,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,informally via experience and error,,"teaching, dynamics, use of containers",2017,2,Yes,No,United States,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -0,,,Germany,Yes,Master degree,Computer Science,,No,4,Yes,8.0,9,1 (None at all),1 (None at all),2,2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,,No,,6.0,,,,,No,No,Yes,Yes,No,,3,,6,MPDL DOI Service,,,,,,,,1.0,Software Carpentry,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,1,,,Germany,1,software itself (no specific version),Yes,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1,,,Germany,No,Master degree,Computer Science,,Yes,4,Yes,15.0,3,2,7,2,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,4.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,"European Geoscience Union (EGU), American Geophysical Union (AGU), and other workshops and conferences",3.0,,,,,Yes,Yes,Yes,Yes,No,,5,,,,,,,,,,,2.0,Software Carpentry,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium und Jobs als studentische Hilfskraft, in Wirtschaft und Wissenschaft",Yes,,2017,1,,,Germany,2,,No,Yes,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -2,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,2,No,15.0,5,6,2,1 (None at all),1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Flexible working hours,The salary,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Same researcher(s),Yes,,Yes,"ASLO, EGU, AGU, AMEMR, AEMON",3.0,,,,,No,Yes,Yes,Yes,No,,10 (All my time),,10 (All my time),Zenodo,,,,,,,,2.0,Lehrgänge an Unis,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Agree,Agree,Strongly Agree,Agree,Agree,Strongly disagree,Disagree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing,Yes,"Softwarequalitaet, Continuous Integration, Anerkennung als Publikation",2017,2,,,Germany,3-5,specific version of the software,Yes,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -3,,,Germany,Yes,Doctorate,Physics and Astronomy,Diplom (Physik),Yes,5 - Mostly other people,Yes,15.0,6,3,4,1 (None at all),2,,,,,,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Same researcher(s),Yes,,Yes,RSE17,10.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,4.0,Institutsinterne Fortbildungen,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by Doing,Yes,Kommunikation der eigenen Arbeit,2017,4,,,Germany,3-5,,No,Yes,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -4,,,Germany,Yes,Doctorate,German,Europan Master Linguistics,Yes,5 - Mostly other people,Yes,17.0,5,3,6,1 (None at all),3,,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,The salary,Desire to advance research,Same researcher(s),Yes,,Yes,"LREC, GSCL, DhD",3.0,,,,,No,Yes,Yes,Yes,No,,8,,,,,,,,,,,5.0,Summer Schools u.ä.,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Agree,Disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Mathe Vordiplom + Learning by doing,Yes,,2017,1,,,Germany,2,,No,No,Yes,Yes,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -5,,,Germany,Yes,Master degree,Psychology,B.Sc.,No,3,No,6.0,5,3,1 (None at all),3,1 (None at all),,,,,,University,Part-time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Flexible working hours,Same researcher(s),No,,Yes,"Tagung experimentell arbeitender PsychologInnen (TEAP), European Society for Cognitive Psychology (ESCoP), Computers in Psychology (SCiP), Psychonomics",5.0,,,,,No,No,Yes,Yes,No,,9,,8,Zenodo,,,,,,,,0.0,"Software Carpentry, unregelmäßige selbstorganisierte Workshops",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, Fernuni, Workshops",Yes,"Gestaltung eines nachhaltig selbsttragenden Softwareprojekts in der Wissenschaft (Community building, Finanzierung, Förderung, etc.); Organisation und Koordination von Softwareprojekten über einzelne Organisationen/Universitäten hinaus (zur Vermeidung von doppelter Arbeit/NIH Syndrom); Kommunikation des Wertes (Semi-)Professioneller Softwareentwicklung in der Wissenschaft (und des Wertes von spezialisierten RSEs im Vergleich zu externen, fachfremden Dienstleistern)",2017,1,,,Germany,2,paper about software,Yes,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -6,,,Germany,Yes,Doctorate,Computer Science,,Yes,1,No,13.0,8,6,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,,Yes,"Dsbs, geohab, icpr, bvm",3.0,,,,,No,Yes,No,No,No,,4,,3,Pangaea,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Neither agree or disagree,Strongly Agree,Agree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,1,specific version of the software,Yes,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -7,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,4,No,9.0,9,2,4,1 (None at all),3,,,,,,Leibniz Association,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,,No,,3.0,,,,,No,No,No,Yes,No,,3,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Uni und autodidaktisch,Yes,"Objektorientiertes Programmieren, Software Design Patterns",2017,1,,,Germany,2,,No,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -8,,,Germany,Yes,Master degree,English,,No,4,Yes,6.0,7,4,2,1 (None at all),3,,,,,,University,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),No,,Yes,"Language Resources and Evaluation (LREC), Jahrestagung der Deutschen Gesellschaft für Sprachwissenschaft (DGfS), Konferenz zur Verarbeitung natürlicher Sprache (KONVENS), Forschungsdaten in den Geisteswissenschaften (FORGE), Workshop on Sustainable Software for Science: Practice and Experiences (WSSSPE), Digital Humanities im deutschsprachigen Raum (DHd)",4.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,8,"Zenodo, figshare",,,,,,,,0.0,0,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium (Bücher, Tutorials, StackOverflow, Learning-by-doing), 2-wö. Volkshochschulkurs Java",Yes,"Erweiterung der Software Engineering Skills, Software Carpentry Instructor, Rhetorik",2017,1,,,Germany,1,paper about software,Yes,Yes,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -9,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,11.0,7,3,4,1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,100.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,The salary,Regularly change researcher(s),Yes,,Yes,"ISC2017, MeetingC++2015, GTC2015, parallel2017",3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,10 (All my time),Zenodo,,,,,,,,3.0,Software Carpentry,,,,,,,,,,,,,,,,,,,,,,,,5,Agree,Strongly Agree,Strongly Agree,Strongly disagree,Disagree,Strongly Agree,Neither agree or disagree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, Workshops, Bücher und vereinzelt Vorlesungen",Yes,"Cross-Platform-Development, Mediation",2017,1,,,Germany,2,specific version of the software,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -10,,,Germany,Yes,Master degree,Computer Science,B.A Psychologie,No,1,Yes,12.0,6,4,1 (None at all),1 (None at all),6,,,,,,University,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10 (All my time),Agree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Agree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Ausbildung, Praxiserfahrung aus der Industrie",Yes,,2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -11,,,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,20.0,8,7,3,2,5,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,"EuroSciPy, EuroPython, Space-Debris-Symposium",5.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,5.0,"Werkzeuggestüzte Softwareentwicklung, Unit-Test mit Python, Nutzung von Git",No,,No,No,,,Yes,Yes,,,Yes,No,No,,No,No,,,,,,,,2,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Neither agree or disagree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"autodidaktisch, Studium",Yes,"Networking, Studien/Umfragen gezielt entwerfen, IT Security",2017,3,,,Germany,3-5,,Yes,Yes,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -12,,,Germany,Yes,Master degree,Electrical & Electronic Engineering,,Yes,4,Yes,7.0,7,3,4,1 (None at all),5,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,,Yes,Marine Imaging Workshop 2017,5.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Autodidaktisch, Online Kurse, Fachhochschule",Yes,,2017,1,,,Germany,1,,No,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -13,,,Germany,Yes,Master degree,Biological Sciences,,Yes,0 - Mostly me,No,1.0,6,6,3,1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Same researcher(s),Yes,,Yes,BOSC-2017,1.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,3.0,Software Carpentry,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Online courses,Yes,,2017,1,,,Germany,2,,No,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -14,,,Germany,Yes,Master degree,Computer Science,Master Environmental Management,Yes,3,Yes,6.0,7,1 (None at all),5,2,5,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Opportunity for career advancement,Regularly change researcher(s),No,,Yes,Project specific conferences,5.0,,,,,No,No,No,Yes,Yes,,,,,,,,,,,,,2.0,Graduate Schools,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2017,2,,,Germany,2,,No,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -15,,,Germany,Yes,Doctorate,Chemistry,Master of Library and Information Science,Yes,3,No,2.0,5,1 (None at all),4,1 (None at all),2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,100.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Agree,Agree,Agree,Disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,Selbststudium,Yes,"automatische Tests, Machine Learning, Neuronale Netzwerke",2017,1,,,Germany,2,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -16,,,Germany,Yes,Master degree,Computer Science,,No,4,Yes,6.0,9,1 (None at all),2,1 (None at all),2,,,,,,University of Applied Sciences,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,I want to learn new skills,Same researcher(s),No,,No,,4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Praktikum, Selbststudium",,,2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -17,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,2.0,3,9,1 (None at all),1 (None at all),2,,,,,,Max Planck Society,Part-time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,Same researcher(s),No,,No,,2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Disagree,Agree,Agree,Strongly disagree,Disagree,Agree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium mit gelegentlichen Erklärungen von Kollegen,,,2017,1,,,Germany,1,,Yes,No,No,Yes,No,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -18,,,Germany,Yes,Master degree,Other,,No,4,No,3.0,6,7,2,1 (None at all),2,,,,,,Government,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Same researcher(s),Yes,,No,,4.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Agree,Strongly disagree,Agree,Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing,,,2017,3,,,Germany,1,,No,No,Yes,No,No,No,No,Male,18 to 24 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -19,,,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,4,No,9.0,8,4,3,1 (None at all),3,,,,,,Other,Part-time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"useR! 2015, useR! 2016",2.0,,,,,No,Yes,Yes,Yes,No,,8,,8,Zenodo,,,,,,,,1.0,Wissenschaftler und Studentenunterstützung beim R-Coden,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, On-the-job-training (z.B. Onlineschulungen: Datacamp)",Yes,"Unit Testing, Cleaner coding, Ständige Weiterlernen auf DataCamp (R,Python)",2017,1,,,Germany,2,specific version of the software,Yes,Yes,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -20,,,Germany,Yes,Master degree,Pharmacology & Pharmacy,Staatsexamen,No,1,No,5.0,3,8,3,2,3,,,,,,Max Planck Society,Part-time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,,Yes,new Horizons in membrane transport,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,2.0,"Workshops, Unterricht an Uni",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidakt,Yes,Reverse engineering,2017,1,,,Germany,2,,No,No,Yes,No,No,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -21,,,Germany,Yes,Doctorate,Chemical Engineering,,Yes,2,No,7.0,4,6,6,4,1 (None at all),,,,,,University,Full Time,Permanent -- funded by Institution core funding,100.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,,Yes,"ESCAPE, AICHE Annual Meeting, FOCAPD",3.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,3.0,"Sommerschulen in Mexiko, Sommerschulen in Brasilien, Workshops an eigener Universität",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly Agree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Strongly Agree,Disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,während des Studiums selbst erlernt,Yes,"Standardisierung, nachhaltige Quellcodekommentierung",2017,2,,,Germany,3-5,,Yes,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -22,,,Germany,Yes,Doctorate,Computer Science,,Yes,2,Yes,13.0,3,2,8,2,3,,,,,,Government,Full Time,Other,100.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Ability to work across disciplines,The salary,Opportunity for career advancement,Flexible working hours,Regularly change researcher(s),Yes,,Yes,"GCB, ECCB",6.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,"Lehrgang an Universität, interne Softwareschulung",,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Agree,Strongly Agree,Disagree,Disagree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",Yes,,2017,1,,,Germany,2,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -23,,,Germany,Yes,Doctorate,Economics,Diplom in Mathematik,Yes,4,No,10.0,6,2,6,1 (None at all),2,,,,,,Leibniz Association,Part-time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Same researcher(s),Yes,,Yes,IAMC2016,3.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,3.0,"interne Weiterbildung, Einführung von neuen Mitarbeitern",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,4,,,Germany,10+,,No,No,Yes,No,No,No,No,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -24,,,Germany,Yes,Doctorate,Civil Engineering,Habilitation,Yes,5 - Mostly other people,No,25.0,2,5,6,3,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,16.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),Yes,,Yes,"ICMMES, NAFEMS, ECCOMAS, PARCOMP, PARENG, WCCM",2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,2.0,"Lehrgang an Universitäten, ICMMES",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidakt,Yes,"Objektorientierte Modellierung, Numerik",2017,1,,,Germany,6-9,,Yes,Yes,Yes,Yes,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -25,,,Germany,Yes,Other,Computer Science,"Dr., MSc, Diplom, BSc",Yes,4,No,10.0,2,5,5,2,3,,,,,,Other,Full Time,Permanent -- funded by Institution core funding,34.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,Same researcher(s),Yes,,Yes,"ISMB, ECCB, GCB, ASMS",10.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,5.0,"Universitäten, hausinterne Schulungen, Konferenzen",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Promotion,Yes,,2017,2,,,Germany,3-5,,No,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -26,,,Germany,Yes,Master degree,Other,,Yes,5 - Mostly other people,Yes,20.0,3,2,4,1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,,Yes,Verschiedene,2.0,,,,,No,Yes,No,Yes,No,,3,,1 (None at all),"EZID, Zenodo, Bibliothek",,,,,,,,,,No,,No,No,,,No,Yes,,,No,No,No,,No,No,,,,,,,,5,Disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Autodidakt,No,,2017,1,,,Germany,1,specific version of the software,Yes,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -27,,,Germany,Yes,Master degree,Psychology,,No,2,No,2.0,4,9,3,3,3,,,,,,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,,Yes,"Psychometric Society meeting (IMPS), Fachgruppentagung für Methoden und Evaluation (FGME)",2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,2,Zenodo,,,,,,,,2.0,"Graduiertenprogramme, Forschungseinrichtungen",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Agree,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbst erlernt,No,theoretische Grundlagen,2017,2,,,Germany,2,specific version of the software,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -28,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,7.0,3,2,8,1 (None at all),4,,,,,,University,Full Time,Fixed term -- as long as funding is available,0.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Same researcher(s),Yes,,No,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Disagree,Agree,Strongly Agree,Disagree,Disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,,"professionelles Programmlayout, Big Data, maschinelles Lernen",2017,5+,,,Germany,1,,No,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -29,,,Germany,Yes,Doctorate,Psychology,M.Sc. Mathematik,No,4,Yes,5.0,6,7,2,3,4,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,"UseR, DagStat, DGPs-Methoden",3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,5.0,Lehrgang an Universitäten,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbststudium,Yes,"Parsing, complied programming languages",2017,1,,,Germany,1,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -30,,,Germany,Yes,Doctorate,Computer Science,,Yes,4,Yes,35.0,3,4,3,3,1 (None at all),,,,,,University,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,,Yes,International Conference on Software Engineering (ICSE),3.0,,,,,Yes,No,No,Yes,No,,5,,2,figshare,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Disagree,Neither agree or disagree,Agree,Strongly disagree,Agree,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Learning by Doing",No,stilsicherer Programmentwurf und Testentwurf,2017,1,,,Germany,3-5,specific version of the software,Yes,,,,,,,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -31,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,Yes,5.0,3,8,3,2,5,,,,,,Max Planck Society,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,The salary,Same researcher(s),No,,Yes,"DPG Frühjarstagung, Third Infinity",1.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,10 (All my time),Zenodo,,,,,,,,3.0,Seminar an Universität,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Strongly disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Vorlesungen, learning by doing",Yes,"Strukturiertes Testen, Programmieren in Julia, Webentwicklung",2017,1,,,Germany,1,specific version of the software,Yes,No,No,Yes,No,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -32,,,Germany,No,Doctorate,Computer Science,,Yes,2,No,15.0,2,3,6,2,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,,Yes,"SuperComputing, NVIDIA GTC, EuroPar, ParCo, PMBS, P^3MA, PLC",5.0,,,,,No,No,Yes,Yes,No,,9,,5,"Bibliothek, Zenodo",,,,,,,,5.0,Interne Weiterbildungen,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Agree,Disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Weiterbildungen,Yes,,2017,2,,,Germany,3-5,specific version of the software,Yes,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -33,,,Germany,Yes,Master degree,Other,,No,4,No,6.0,7,3,3,1 (None at all),2,,,,,,University,Full Time,Fixed term -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,The salary,Freedom to choose own working practices,Same researcher(s),Yes,,Yes,"European Symposium of Computer Aided Process Engineering (ESCAPE), ICHEAP",1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Agree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,"Studium, Bücher, Internetliteratur",Yes,Security-by-design,2017,2,,,Germany,3-5,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -34,,,Germany,Yes,Master degree,Physics and Astronomy,,No,2,No,3.0,8,5,1 (None at all),2,3,,,,,,University,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Same researcher(s),Yes,,Yes,ISMRM2017,1.0,,,,,No,No,No,Yes,Yes,,9,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,3-5,,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -35,,,Germany,Yes,Doctorate,Computer Science,,Yes,3,Yes,6.0,6,3,3,1 (None at all),2,,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,-1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,,No,,1.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,10 (All my time),"Zenodo, DataCite",,,,,,,,0.0,Team-interne Weiterbildung,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,No,,2017,1,,,Germany,3-5,software itself (no specific version),Yes,No,No,Yes,Yes,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -36,,,Germany,Yes,Master degree,Electrical & Electronic Engineering,,No,1,No,5.0,4,4,2,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,,No,,1.0,,,,,Yes,Yes,No,No,No,,,,,,,,,,,,,0.0,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -37,,,Germany,Yes,Doctorate,Biological Sciences,no,Yes,1,No,4.0,4,2,3,1 (None at all),5,,,,,,University,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to advance research,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,,No,,1.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,6,"figshare, zenodo",,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly Agree,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,trial and error,Yes,,2017,1,,,Germany,1,specific version of the software,Yes,No,No,Yes,No,No,No,Prefer not to say,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -38,,,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,30.0,5,1 (None at all),5,2,5,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,46.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,,No,,6.0,,,,,No,No,Yes,Yes,No,,3,,,,,,,,,,,0.0,duales Studium,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Disagree,Agree,Strongly Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"erst Hobby, später Studium",,,2017,1,,,Germany,2,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -39,,,Germany,Yes,Doctorate,Biological Sciences,,No,3,No,4.0,5,10 (All my time),3,3,2,,,,,,University,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,7,Zenodo GitHub integration,,,,,,,,2.0,"Kurse an der Universität, Studentenbetreuung",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,10 (All my time),Agree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Strongly disagree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,autodidaktisch,,"Python, Workflow Management, Machine Learning",2017,1,,,Germany,1,specific version of the software,Yes,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -40,,,Germany,Yes,Master degree,Mathematics,M.A.,No,3,Yes,20.0,5,3,4,2,3,,,,,,Other,Part-time,Fixed term -- as long as funding is available,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -41,,,Germany,Yes,Master degree,Psychology,,Yes,3,No,4.0,6,8,1 (None at all),1 (None at all),2,,,,,,University,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,6,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,10+,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -42,,,Germany,Yes,Master degree,Chemistry,,No,1,No,10.0,3,8,2,4,8,,,,,,University,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,,Yes,"XXX (anonymisiert) 2017 (Mexiko), WATOC 2017 (München)",1.0,,,,,No,No,Yes,Yes,Yes,,10 (All my time),,,,,,,,,,,0.0,-,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,-,2017,2,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -43,,,Germany,Yes,Master degree,Physics and Astronomy,,No,2,Yes,10.0,7,7,3,1 (None at all),4,,,,,,Leibniz Association,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,Same researcher(s),No,,No,,2.0,,,,,No,Yes,No,Yes,No,,8,,5,Zenodo,,,,,,,,0.0,Nur direkt bei Kollegen,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Agree,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidaktisch,Yes,,2017,1,,,Germany,2,software itself (no specific version),Yes,Yes,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -44,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,4,Yes,7.0,2,2,2,8,3,,,,,,Private Company,Full Time,Other,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,The salary,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Regularly change researcher(s),No,,Yes,Mpi cbg post grad school image processing course,2.0,,,,,Yes,No,No,Yes,Yes,,10 (All my time),,10 (All my time),None,,,,,,,,20.0,NeuBIAS,Yes,,No,No,,,Yes,No,,,No,No,No,,Yes,No,,,,,,,,5,Agree,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,By just doing it,Yes,More programming experiences. And more stats in R,2017,5+,,,Germany,3-5,paper about software,Yes,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -45,,,Germany,Yes,Doctorate,Mathematics,,Yes,2,No,20.0,4,4,2,3,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,The salary,Regularly change researcher(s),No,,Yes,UCL HPC Seminar,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,6.0,"local university teaching, winter school",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Agree,Agree,Agree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, Research Institute",Yes,"Debugging distributed software, Leadership skills, Python programming",2017,1,,,Germany,3-5,,Yes,No,Yes,No,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -46,,,Germany,No,Master degree,Librarianship & Information Management,Diplom Sozialwirt,Yes,0 - Mostly me,No,5.0,5,2,7,1 (None at all),3,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity for career advancement,The salary,Regularly change researcher(s),Yes,,Yes,"Bibliothekartag, BibCast",5.0,,,,,No,Yes,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbst erarbeitet, Schulungen",Yes,"Moderation von Treffen, Konfliktlösung, Storie-Telling",2017,3,,,Germany,3-5,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -47,,,Germany,Yes,Doctorate,Psychology,,No,0 - Mostly me,No,10.0,5,4,2,8,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,27.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,,Yes,Anonymität?,0.0,,,,,No,Yes,No,No,No,,10 (All my time),,,,,,,,,,,2.0,Hallo? Anonymität?,,,,,,,,,,,,,,,,,,,,,,,,4,Disagree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,"Autodidaktisch, Workshops",No,,2017,1,,,Germany,1,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -48,,,Germany,Yes,Master degree,Sociology,,No,2,No,8.0,4,4,3,1 (None at all),7,,,,,,Other,Full Time,Permanent -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,The salary,Same researcher(s),No,,No,,5.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,7,Zenodo,,,,,,,,0.0,0,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidakt,Yes,,2017,1,,,Germany,1,software itself (no specific version),Yes,No,Yes,Yes,Yes,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -49,,,Germany,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,Yes,22.0,7,2,2,1 (None at all),4,,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,13.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,The salary,Flexible working hours,Same researcher(s),Yes,,Yes,Leibniz Conference on Bioactive Compounds 2017,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,keine,No,,No,No,,,No,No,,,Yes,No,No,,No,No,,,,,,,,3,Disagree,Neither agree or disagree,Agree,Disagree,Agree,Neither agree or disagree,Strongly disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Bücher, Zeitschriften, Internet lesen, viel ausprobieren und spielerisch programmieren",No,"Bessere Konzentrationsfähigkeit, testgetriebene Entwicklung von Software, mehr Erfahrung in der Architektur komplexer Projekte",2017,1,,,Germany,1,,No,No,Yes,No,Yes,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -50,,,Germany,No,Master degree,Mathematics,,No,1,Yes,37.0,4,5,2,1 (None at all),3,,,,,,Other,Part-time,Zero hours contract,7.0,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Regularly change researcher(s),No,,Yes,Mensch und Computer (MuC),2.0,,,,,No,Yes,Yes,No,No,,10 (All my time),,,,,,,,,,,0.5,(nothing formal),Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,over time,No,"more Github fluency, Maven, Gradle",2017,2,,,Germany,1,,No,No,No,No,No,No,No,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -51,,,Germany,No,Doctorate,Computer Science,,Yes,5 - Mostly other people,No,15.0,1 (None at all),6,3,2,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -52,,,Germany,Yes,Master degree,Biological Sciences,,No,1,Yes,9.0,6,10 (All my time),3,2,6,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,,Yes,Tagung der Neurowissenschaftlichen Gesellschaftlich (NGW),7.0,,,,,No,Yes,No,Yes,No,,5,,,,,,,,,,,1.0,"Lehrgang an eigener Universität, trends in Africa, Workshop in Chile",,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"stackoverflow, reddit, researchgate, youtube",Yes,"Microcontroller ohne arduino libs programmieren, Dokumentieren, versionieren",2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -53,,,Germany,No,Master degree,Mathematics,,Yes,5 - Mostly other people,Yes,19.0,3,1 (None at all),7,1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,The salary,Ability to work across disciplines,Same researcher(s),Yes,,No,,5.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -54,,,Germany,Yes,Master degree,Computer Science,,Yes,5 - Mostly other people,Yes,12.0,7,1 (None at all),2,1 (None at all),4,,,,,,Max Planck Society,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),No,,No,,1.0,,,,,No,Yes,Yes,Yes,No,,9,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,Strongly disagree,Disagree,Strongly Agree,Strongly disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University, industry, Free Software projects",Yes,understanding the incentives behind building research software and hiring RSEs,2017,3,,,Germany,3-5,,Yes,,,,,,,Prefer not to say,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -55,,,Germany,Yes,Doctorate,Physics and Astronomy,no,Yes,4,No,3.0,7,3,5,2,4,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,,Yes,DH 2017,4.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,3.0,"local university training, student assistent training",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Agree,Strongly Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self trained,Yes,"dev ops, kubernetes",2017,1,,,Germany,2,,No,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -56,,,Germany,Yes,Undergraduate degree,Linguistics,,Yes,1,Yes,3.0,7,2,2,1 (None at all),4,,,,,,Private Company,Full Time,Other,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -57,,,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Other,,Yes,4,No,1.5,3,4,2,1 (None at all),4,,,,,,University,Part-time,Fixed term -- as long as funding is available,0.25,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),Yes,,No,,1.0,,,,,Yes,No,No,Yes,No,,10 (All my time),,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium und Bücher/Tutorials,Yes,"Python & C++, Compute Vision, bessere Konzentrationsfähigkeit",2017,2,,,Germany,2,,Yes,No,No,Yes,No,No,No,Male,18 to 24 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -58,,,Germany,Yes,Doctorate,Computer Science,,No,3,No,10.0,3,3,2,3,3,,,,,,University,Full Time,Other,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,,Yes,...,2.0,,,,,No,Yes,Yes,Yes,No,,6,,,,,,,,,,,0.0,Interdiziplinäre Projektarbeit,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Agree,Strongly disagree,Agree,,,,,,,,Windows,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,Studium? Einfach mal machen?,No,,2017,3,,,Germany,1,,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -59,,,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Other,Zur zeit noch Student: Bachelor of Science Geoinformatik,No,2,Yes,1.0,6,2,3,6,4,,,,,,University,Part-time,Research/Student Assistant,0.25,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Same researcher(s),Yes,,No,,1.0,,,,,Yes,No,No,Yes,Yes,,10 (All my time),,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Universität,Yes,"Docker, weitere Programmiersprachen lernen",2017,3,,,Germany,6-9,,Yes,No,No,Yes,No,No,No,Male,18 to 24 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -60,,,Germany,No,Other,Mechanical Engineering,,No,5 - Mostly other people,Yes,7.0,10 (All my time),1 (None at all),3,1 (None at all),4,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Flexible working hours,Regularly change researcher(s),No,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,Neither agree or disagree,Agree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -61,,,Germany,Yes,Doctorate,Agriculture & Forestry,,Yes,2,No,35.0,3,3,7,2,5,,,,,,Government,Full Time,Permanent -- funded by Institution core funding,14.0,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,,Yes,Pflanzenschutztagung,5.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,3.0,"Schulung Jungwissenschaftler, Weiterbildung Anwender in Praxis",,,,,,,,,,,,,,,,,,,,,,,,2,Disagree,Disagree,Neither agree or disagree,Disagree,Agree,Disagree,Neither agree or disagree,,,,,,,,Other,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Fernstudium und selbsterlernt,Yes,"Verbesserungen in Software-Versionierung, IDEs und Dokumentation",2017,2,,,Germany,2,,No,,,,,,,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -62,,,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,30.0,3,2,4,1 (None at all),7,,,,,,Private Company,Full Time,Permanent -- funded by Institution core funding,17.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,The salary,Opportunity to develop software,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -63,,,Germany,Yes,Doctorate,Computer Science,Professorship,Yes,5 - Mostly other people,No,24.0,4,7,4,5,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Regularly change researcher(s),No,,Yes,"IEEE ISBI, PARTICLES, SCOPES, ICSB, ACCV, ICIP",23.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,5,Zenodo,,,,,,,,28.0,"university teaching, PhD program, summer school, hackathons",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studying at university, learning by doing",Yes,,2017,4,,,Germany,2,paper about software,Yes,No,Yes,Yes,Yes,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -64,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,0 - Mostly me,No,10.0,3,9,2,1 (None at all),5,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),No,,No,,1.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,1,,,Germany,1,,No,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -65,,,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,4.0,3,10 (All my time),1 (None at all),8,10 (All my time),,,,,,Max Planck Society,Full Time,Research/Student Assistant,0.25,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity for career advancement,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,,No,,1.0,,,,,No,No,Yes,No,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Agree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Agree,Disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2017,3,,,Germany,2,,Yes,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -66,,,Germany,Yes,Master degree,Mathematics,,No,2,Yes,17.0,7,2,3,2,2,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,,Yes,FORGE 2015,3.0,,,,,No,No,No,Yes,No,,10 (All my time),,8,Zenodo,,,,,,,,1.0,Spring School in Quantitative Methods am MPI SHH,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Disagree,Disagree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,training on the job,,"R, git",2017,2,,,Germany,3-5,specific version of the software,Yes,No,Yes,No,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -67,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,0 - Mostly me,No,5.0,2,8,1 (None at all),1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,1,,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -68,,,Germany,Yes,Master degree,Computer Science,,No,1,Yes,5.0,9,6,4,2,3,,,,,,University,Full Time,Fixed term -- as long as funding is available,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Same researcher(s),Yes,,Yes,"DH, CHDH",5.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Strongly disagree,Agree,Strongly Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,Yes,Yes,No,No,Yes,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,,,,,,,,Studium und Selbststudium,Yes,"Projektmanagement, Versionierung von Experimenten",2017,1,,,Germany,2,,Yes,Yes,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -69,,,Germany,Yes,Master degree,Computer Science,,Yes,2,Yes,4.0,9,10 (All my time),2,2,2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,0.0,Lehrgang an Instituten,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Universität, Online-Kurse",,,2017,2,,,Germany,3-5,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -70,,,Germany,Yes,Doctorate,Mathematics,No,Yes,3,Yes,22.0,3,2,4,2,5,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,"International workshop on Multi-scale (Un)-structured mesh numerical Modeling for coastal, shelf, and global ocean dynamics (IMUM), EGU General Assembly (EGU), International Tsunami Symposium (ITS), ...",5.0,,,,,No,No,No,Yes,No,,2,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"learning by doing (PhD), workshops and trainings on parallelization (MPI, OpenMP) and code optimization e.g. at HLRS, HLRN, by Intel and other hardware vendors",,software testing,2017,2,,,Germany,3-5,,No,No,No,No,No,No,No,Female,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -71,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,3,Yes,17.0,7,4,2,1 (None at all),4,,,,,,University,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Same researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,1.0,Software Carpentry,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,3-5,,Yes,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -72,,,Germany,Yes,Doctorate,Physics and Astronomy,"Teaching Diploma in Physics, qualifying me for teaching posts at upper secondary schools",Yes,1,No,4.0,4,5,1 (None at all),2,2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),No,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,few background courses at university while studying. Then learning by doing,,,2017,1,,,Germany,1,,Yes,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,,,Germany,Yes,Master degree,Computer Science,,Yes,3,No,8.0,2,4,3,1 (None at all),2,,,,,,Other,Full Time,Fixed term -- as long as funding is available,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Regularly change researcher(s),Yes,,Yes,INTERNATIONAL CONFERENCE ON SCIENTOMETRICS & INFORMETRICS (ISSI),3.0,,,,,Yes,Yes,No,No,No,,6,,,,,,,,,,,2.0,local university training,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Agree,Agree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,Yes,"coding, testing, project management",2017,2,,,Germany,1,,Yes,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -74,,,Germany,Yes,Doctorate,Aeronautical & Manufacturing Engineering,,No,0 - Mostly me,No,12.0,6,6,2,2,4,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,,No,,0.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,1.0,"Übung mit Studenten, Gruppenseminar",,,,,,,,,,,,,,,,,,,,,,,,10 (All my time),Strongly Agree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing,,"Strukturiertes programmiern, Scrum, Veröffentlichen von Quellcode",2017,1,,,Germany,1,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -75,,,Germany,Yes,Master degree,Classics & Ancient History,,Yes,3,No,3.0,7,2,4,1 (None at all),2,,,,,,Other,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,,No,,1.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,in meiner Freizeit,Yes,Gelassenheit,2017,1,,,Germany,2,,No,No,No,Yes,No,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -76,,,Germany,Yes,Doctorate,Mathematics,Physics,Yes,3,Yes,19.0,2,5,4,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- as long as funding is available,27.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),No,,Yes,"Ocean Sciences Meeting, EGU General Assembly",1.0,,,,,Yes,No,No,Yes,No,,10 (All my time),,,,,,,,,,,1.0,local university training; transregional training,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,1,,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -77,,,Germany,Yes,Doctorate,Anatomy & Physiology,B.Sc. Physik,No,2,No,8.0,3,10 (All my time),2,1 (None at all),3,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,4,,,,,,,,,,,0.0,Keine,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Strongly disagree,Agree,Strongly disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbst beigebracht,No,,2017,1,,,Germany,1,,Yes,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -78,,,Germany,Yes,Master degree,Other,,No,0 - Mostly me,Yes,13.0,3,3,8,1 (None at all),5,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,The salary,I want to learn new skills,Same researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,keine,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Strongly disagree,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,als ehemaliger Angestellter einer Firma hatte ich mehrere Projekte mit wissenschaftlichen Institutionen,Yes,Python,2017,1,,,Germany,1,,No,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -79,,,Germany,Yes,Doctorate,Biological Sciences,"B.Sc. Physics, M.Sc. Neuroscience",Yes,5 - Mostly other people,Yes,12.0,7,2,3,2,3,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,5.0,Lehrgänge für Institutsmitarbeiter,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbständiges Studium während der wissenschaftlichen Ausbildung,Yes,"Schaltkreisentwicklung, Elektronik, C++-Programmierung",2017,1,,,Germany,2,,Yes,No,No,No,No,Yes,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -80,,,Germany,Yes,Master degree,Biological Sciences,,Yes,2,Yes,9.0,6,4,2,4,2,,,,,,University,Full Time,Other,3.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Same researcher(s),Yes,,Yes,"ibol2015, gcb2016",5.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,10 (All my time),zenodo,,,,,,,,4.0,"software carpentry, studenten praktika",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Selbststudium + Studium,Yes,"projektmanagement, software design, kommunikation",2017,2,,,Germany,2,paper about software,Yes,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -81,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,4.0,7,7,2,3,3,,,,,,Helmholtz Association of German Research Centres,Part-time,Freelancer consultant contractor,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,lehrgang python,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,2,,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -82,,,Germany,Yes,Doctorate,Biological Sciences,,No,1,No,10.0,3,6,5,2,7,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),No,,No,,3.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,1.0,"im Rahmen von Vorlesungen an Uni, individuelle Betreuung aller Doktoranden innerhalb eigenen Arbeitsgruppe",,,,,,,,,,,,,,,,,,,,,,,,8,Agree,Agree,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Learning-by-Doing, Internet Tutorials",,Projektmanagement/Qualitätsstandards bei agiler Softwareentwicklung im wissenschaftlichen Umfeld,2017,1,,,Germany,1,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -83,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,5.0,4,9,3,7,2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,2,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,,,Germany,Yes,Doctorate,Other,Habilitation,No,2,Yes,30.0,3,6,2,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,21.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,The salary,Flexible working hours,I want to learn new skills,Regularly change researcher(s),No,,No,,8.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,No,hardware-Programmierung,2017,2,,,Germany,2,,Yes,,,,,,,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -85,,,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,2,No,7.0,7,4,2,1 (None at all),3,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,0.25,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Same researcher(s),Yes,,Yes,EGU Assembly,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,1.0,Interne Lehrgänge in der Arbeitsgruppe,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Selbstständiges Lernen, Lehrveranstaltungen an der Uni, Weiterführende Kurse",Yes,"Unit testing, Professionelle Softwareentwicklung, objektorientierte Programmierung in R",2017,2,,,Germany,2,,No,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -86,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,21.0,10 (All my time),3,3,3,1 (None at all),,,,,,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),No,,No,,1.0,,,,,No,No,Yes,Yes,Yes,,10 (All my time),,,,,,,,,,,2.0,local and external university training,,,,,,,,,,,,,,,,,,,,,,,,9,Disagree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Theoretical Physics background ,Computational Physics, Free lance developer",Yes,,2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -87,,,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Geography & Environmental Sciences,,Yes,1,No,1.0,3,8,5,5,3,,,,,,University,Part-time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Flexible working hours,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,Regularly change researcher(s),Yes,,No,,1.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium/ Freizeit,Yes,"bessere struktur, leichtere Datenverarbeitung, Big Data",2017,5+,,,Germany,6-9,,No,,,,,,,Female,18 to 24 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -88,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,3,No,8.0,3,10 (All my time),8,1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Freedom to choose own working practices,The salary,I want to learn new skills,Desire to advance research,Same researcher(s),Yes,,Yes,Meeting der LIGO/Virgo Kollaborationen (LVC Meeting),2.0,,,,,No,No,Yes,Yes,No,,8,,,,,,,,,,,2.0,Lehrgänge für Wissenschaftler der LIGO/Virgo Kollaboration,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Uni-Kurse, learning by doing",Yes,code optimierung,2017,5+,,,Germany,10+,,Yes,Yes,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -89,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,3,No,10.0,5,5,2,1 (None at all),2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,The salary,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Same researcher(s),No,,No,,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,7,Zenodo,,,,,,,,2.0,None,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,Yes,How to efficiently profile code that uses both SWIG-wrapped C and python. Cython. Advanced plotting techniques.,2017,4,,,Germany,6-9,paper about software,Yes,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -90,,,Germany,Yes,Doctorate,Other,No,No,1,No,6.0,3,3,1 (None at all),1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),No,,No,,1.0,,,,,Yes,No,Yes,No,No,,,,,,,,,,,,,0.0,None,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Germany,1,,Yes,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -91,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,-,Yes,2,No,22.0,7,6,2,4,2,,,,,,University,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Regularly change researcher(s),No,,Yes,EGU,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,20.0,"Software Carpentry, Lehrgang an Universitäten, Summer Schools",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Eigenstudium,No,"continuous integration, Entwicklungsmanagement, objektorientierte Programmierung",2017,2,,,Germany,2,,Yes,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -92,,,Germany,Yes,Doctorate,Other,,No,1,No,6.0,3,6,2,3,1 (None at all),,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -93,,,Germany,Yes,Doctorate,Geology,,No,3,No,15.0,7,5,5,7,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,33.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,AGu; EGU,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,9,Bibliothek GFZ,,,,,,,,2.0,"Vorlesungen, Workshops",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,2,paper about software,Yes,Yes,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -94,,,Germany,Yes,Master degree,General Engineering,,No,1,No,8.0,3,3,2,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Lehrgang an Universität,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,2,,Yes,No,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -95,,,Germany,Yes,Other,Electrical & Electronic Engineering,Nein,No,5 - Mostly other people,Yes,32.0,8,1 (None at all),1 (None at all),1 (None at all),3,,,,,,Other,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Flexible working hours,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,,No,,1.0,,,,,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,,,,,,,,OS X,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,,,,,,,,Autodidaktisch und gelegenliche Kurse bei externen Schulungsanbietern,Yes,"Software-Tests (TDD), CI/CD, DevOps",2017,1,,,Germany,6-9,,No,,,,,,,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -96,,,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,40.0,8,1 (None at all),2,1 (None at all),4,,,,,,Fraunhofer Society,Full Time,Freelancer consultant contractor,0.333,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity to develop software,The salary,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,,No,,1.0,,,,,No,Yes,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,5+,,,Germany,10+,,No,,,,,,,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -97,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,2,Yes,10.0,4,8,2,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -98,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,8.0,6,8,2,3,1 (None at all),,,,,,University,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Flexible working hours,I want to learn new skills,Same researcher(s),Yes,,No,,1.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,2.0,Lehrgaenge und Seminare an der Universitaet,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch und in computational physics classes waehrend des studiums,Yes,"legacy support, code simplification, code reuse (non-OOD), testing, documentation",2017,1,,,Germany,1,,Yes,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -99,,,Germany,Yes,Doctorate,Other,Dipl.-Inf.(FH),Yes,5 - Mostly other people,Yes,15.0,6,2,1 (None at all),5,3,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,,No,,10.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,3.0,Lokale Workshops,,,,,,,,,,,,,,,,,,,,,,,,9,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing,Yes,"Quellcodemanagement, Softwarearchitektur, Changemanagement",2017,1,,,Germany,1,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -100,,,Germany,Yes,Master degree,Computer Science,,No,4,Yes,7.0,9,2,2,1 (None at all),3,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Flexible working hours,The salary,Regularly change researcher(s),Yes,,Yes,DV Treffen der MPIs,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,2,ePIC,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Agree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Informatikstudium und starkes persönliches Interesse,,"Projektmanagement speziel für kleine Teams oder Einzelentwickler, CI/CD Werkzeuge",2017,1,,,Germany,1,specific version of the software,No,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -101,,,Germany,Yes,Doctorate,Biological Sciences,Master/Bachelor in Molekulare Biotechnologie,No,2,No,10.0,7,7,3,1 (None at all),3,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),Yes,,Yes,SFN Chicago 2015,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,0.0,0,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbst angeeignet,Yes,"C++, Machine Learning, AI",2017,2,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -102,,,Germany,Yes,Doctorate,Physics and Astronomy,Diplom Physik,Yes,3,No,30.0,3,5,3,1 (None at all),5,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,,3.0,,,,,No,No,Yes,Yes,Yes,,,,,,,,,,,,,0.0,,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Neither agree or disagree,Disagree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Disagree,,,,,,,,,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Bücher, learning-by-doing",No,"Statistik, Matlab, Programmiersprachen",2017,5+,,,Germany,10+,,No,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -103,,,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,15.0,8,3,3,1 (None at all),5,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,The salary,Same researcher(s),Yes,,Yes,"ISC P3MA, ISC WOIV, GTC Europe",4.0,,,,,No,No,No,Yes,No,,10 (All my time),,10 (All my time),Zenodo,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,9,Agree,Disagree,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Informatik Studium, Programmieren als Hobby",Yes,"Moderne C++ Entwicklung, Testing, Git",2017,1,,,Germany,3-5,specific version of the software,Yes,Yes,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -104,,,Germany,Yes,Master degree,Biological Sciences,,Yes,5 - Mostly other people,Yes,30.0,8,3,7,2,7,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,16.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),Yes,,Yes,I don't want to look up them now,5.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,0.0,"no comment, no comment",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Germany,3-5,,No,No,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -105,,,Germany,Yes,Master degree,Biological Sciences,,No,1,No,6.0,4,6,2,3,5,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -106,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,2,No,5.0,5,9,3,3,2,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,0.25,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,,Yes,"Deutsche Physikalische Gesellschaft (Kongress), Themenbezogene Workshops unseres Forschungsgebietes",2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,0.0,keine,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,3-5,,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -107,,,Germany,Yes,Master degree,Computer Science,Bachelor of Science,Yes,4,Yes,10.0,9,3,3,1 (None at all),3,,,,,,University,Full Time,Fixed term -- as long as funding is available,0.0,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,,No,,1.0,,,,,No,Yes,No,Yes,No,,8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Neither agree or disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Schule, Studium, Arbeit/School, academic studies, work",Yes,,2017,2,,,Germany,3-5,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -108,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,10.0,7,9,2,1 (None at all),2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,,Yes,LIGO Scientific Collaboration Meetings,5.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,1.0,LIGO Scientific Collaboration workshops,,,,,,,,,,,,,,,,,,,,,,,,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Bücher,Tutorials",,,2017,5+,,,Germany,10+,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -109,,,Germany,Yes,Master degree,Computer Science,,No,5 - Mostly other people,Yes,8.0,8,1 (None at all),2,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,The salary,Same researcher(s),Yes,,Yes,"IGS Workshop, GRUAN ICM",3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,-,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,2,,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -110,,,Germany,Yes,Undergraduate degree,Other,,No,2,No,3.0,7,4,1 (None at all),2,4,,,,,,University,Part-time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,,Yes,Workshops der AG CAA (http://ag-caa.de/archiv/),10.0,,,,,No,No,No,Yes,No,,9,,,,,,,,,,,2.0,"Workshops an Universitäten, Workshops der AG CAA",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Strongly Agree,Agree,Strongly disagree,Disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Eigenstudium, Universitäre Ausbildung",Yes,"Bessere C++-Kenntnisse, Bessere Linux-Kenntnisse, Bessere R-Kenntnisse",2017,2,,,Germany,6-9,,Yes,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -111,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,3,No,8.0,6,3,2,3,5,,,,,,University,Full Time,Permanent -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,,Yes,Too many to list...,3.0,,,,,No,Yes,No,Yes,No,,6,,3,"Zenodo, I think",,,,,,,,4.0,"local university training, invited workshops at different research institutes",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,9,Disagree,Agree,Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Experience,No,Big data,2017,1,,,Germany,2,paper about software,Yes,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -112,,,Germany,No,Doctorate,Politics,Yes (Computer Science),Yes,0 - Mostly me,Yes,15.0,3,8,7,1 (None at all),6,,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Regularly change researcher(s),No,,Yes,"TPDL,LIBER,DI4R",2.0,,,,,No,Yes,Yes,Yes,No,,6,,1 (None at all),None,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Agree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,"Testing, Requirements Engineering, Transformation of Research Results",2017,3,,,Germany,1,software itself (no specific version),Yes,Yes,Yes,Yes,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -113,,,Germany,Yes,Master degree,Biological Sciences,Diplom Ingenieur Nachrichtentechnik/Informatik (FH),Yes,5 - Mostly other people,Yes,28.0,6,1 (None at all),3,1 (None at all),3,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,23.0,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Opportunity to develop software,Same researcher(s),No,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,-,,,,,,,,,,,,,,,,,,,,,,,,10 (All my time),Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbststudium (Bücher, Internet)",Yes,"Mitarbeiterführung, Bildverarbeitung, Windows Treiber Programmierung",2017,1,,,Germany,2,,No,,,,,,,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -114,,,Germany,Yes,Master degree,Geology,,No,0 - Mostly me,No,1.0,8,9,1 (None at all),1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,3.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -115,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,3,Yes,10.0,5,3,1 (None at all),2,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,"GPU Technology Conference (GTC), 2nd International Symposium “Computer Simulations on GPU”, Conference of the Middle European Cooperation in Statistical Physics (MEACO40), GPU Day 2015 - The Future of Many-Core Computing in Science, IEEE 20th Jubilee International Conference on Intelligent Engineering Systems, e-MRS Fall Meeting, Perspectives of GPU computing in Science",4.0,,,,,Yes,No,No,Yes,No,,9,,,,,,,,,,,4.0,Software Carpentry,,,,,,,,,,,,,,,,,,,,,,,,4,Disagree,Neither agree or disagree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self Study,Yes,,2017,1,,,Germany,1,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -116,,,Germany,Yes,Undergraduate degree,Biological Sciences,,No,2,No,1.0,6,3,2,1 (None at all),5,,,,,,University,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Desire to advance research,Opportunity to develop software,Same researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,0.0,0,,,,,,,,,,,,,,,,,,,,,,,,3,Agree,Agree,Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidaktisch,Yes,vertieftes technisches know-how,2017,2,,,Germany,2,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -117,,,Germany,Yes,Undergraduate degree,Communication & Media Studies,,Yes,5 - Mostly other people,Yes,12.0,5,1 (None at all),1 (None at all),1 (None at all),5,,,,,,Other,Full Time,Permanent -- funded by Institution core funding,37.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Ability to work across disciplines,,No,,Yes,https://www.bipm.org/en/conference-centre/bipm-workshops/resource-registry/,2.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,2,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -118,,,Germany,Yes,Master degree,Biological Sciences,,No,1,No,3.0,4,7,2,2,2,,,,,,University,Part-time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,,Yes,GCB,1.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,5,Zenodo,,,,,,,,3.0,Praktika/Kurse für Studenten an der Uni,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Disagree,Agree,Agree,Disagree,Agree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,2,specific version of the software,No,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -119,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,0 - Mostly me,No,5.0,8,8,1 (None at all),4,1 (None at all),,,,,,University,Full Time,Fixed term -- funded by Institution core funding,3.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),No,,No,,5.0,,,,,No,Yes,No,No,No,,10 (All my time),,10 (All my time),Local library,,,,,,,,5.0,local university teaching,,,,,,,,,,,,,,,,,,,,,,,,5,Disagree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,1,,,Germany,1,software itself (no specific version),Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -120,,,Germany,Yes,Master degree,Electrical & Electronic Engineering,,Yes,4,Yes,7.0,8,1 (None at all),3,1 (None at all),5,,,,,,University,Full Time,Other,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,The salary,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,Yes,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,Lehrgang an Universitäten,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -121,,,Germany,Yes,Master degree,Physics and Astronomy,,No,4,Yes,26.0,8,3,1 (None at all),1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,16.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Training on the job,,,2017,2,,,Germany,1,,No,,,,,,,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -122,,,Germany,Yes,Master degree,Physics and Astronomy,"Doktorarbeit in Biologie eingereicht, aber noch nicht verteidigt",Yes,4,No,7.0,9,7,3,1 (None at all),4,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),Yes,,Yes,"NIPS, SfN, Connectomics",2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,1.0,"Cajal Workshop, Connectomics Workbench",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Neither agree or disagree,Agree,Disagree,Disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"nebenfach informatik, selbstaending seit der Kinheit an Computern interessiert und schon frueh programmiert (BASIC)",Yes,"Software-Engineering, Unit Tests, Machine Learning",2017,2,,,Germany,3-5,,Yes,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -123,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,2,No,2.0,7,7,2,3,2,,,,,,University,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -124,,,Germany,Yes,Undergraduate degree,Computer Science,,Yes,5 - Mostly other people,Yes,15.0,10 (All my time),2,4,2,1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity for career advancement,Same researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,3-5,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -125,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,4,No,6.0,4,6,2,2,1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,I want to learn new skills,The salary,Same researcher(s),No,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,self-teaching,Yes,more creative,2017,1,,,Germany,1,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -126,,,Germany,Yes,Doctorate,Mechanical Engineering,,Yes,1,Yes,10.0,4,3,2,2,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,9999.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Flexible working hours,Same researcher(s),No,,No,,3.0,,,,,No,No,Yes,Yes,No,,5,,5,local library,,,,,,,,1.0,Software Carpentry,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,on the job during graduate school,Yes,,2017,3,,,Germany,1,software itself (no specific version),Yes,No,Yes,Yes,No,No,No,Prefer not to say,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -127,,,Germany,Yes,Master degree,Other,Bachelor Geoinformatik,No,1,No,3.0,9,9,2,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,I want to learn new skills,Same researcher(s),Yes,,Yes,"EMIW,SEG,DGG,EMTF",1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,Yes,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, in der Masterarbeit Software geschrieben, learning by doing",,Parallel Debugging,2017,1,,,Germany,1,,No,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -128,,,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,5.0,7,5,3,3,3,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,,No,,2.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,1.0,Volesung zu objektorientiertem Programmieren,,,,,,,,,,,,,,,,,,,,,,,,4,Disagree,Agree,Agree,Strongly disagree,Strongly Agree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Verschiedene Vorlesungen, Pair-programming, Selbststudium",Yes,"Test driven development, Metaprogramming, Machine Learning",2017,1,,,Germany,1,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -129,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,2,Yes,15.0,3,3,3,2,1 (None at all),,,,,,University,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -130,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,1,No,7.0,4,6,2,3,6,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),Yes,,No,,2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,1,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -131,,,Germany,Yes,Master degree,Other,nein,Yes,0 - Mostly me,No,5.0,3,1 (None at all),7,1 (None at all),5,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,"Universität, vorige Jobs, privat",,"Requirements Engineering, Rapid Application Development",2017,1,,,Germany,2,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -132,,,Germany,Yes,Doctorate,Other,,No,2,Yes,10.0,8,7,2,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"ISPRS Congress, EuroVis",3.0,,,,,Yes,No,Yes,Yes,No,,7,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Learning by doing,,,2017,2,,,Germany,3-5,,No,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -133,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,Yes,7.0,6,7,2,1 (None at all),3,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,,Yes,relativity seminar,1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,0.0,workshops,,,,,,,,,,,,,,,,,,,,,,,,4,Strongly disagree,Disagree,Agree,Strongly disagree,Disagree,Strongly Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"online Kurse, Selbststudium",Yes,,2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -134,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,4.0,3,8,1 (None at all),1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,Desire to work in a research environment,The salary,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -135,,,Germany,Yes,Master degree,Computer Science,,No,0 - Mostly me,No,6.0,4,6,3,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Research/Student Assistant,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Same researcher(s),No,,No,,1.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,4,,,Germany,1,,Yes,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -136,,,Germany,Yes,Master degree,Other,,No,3,No,10.0,7,1 (None at all),1 (None at all),1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Part-time,Research/Student Assistant,0.3,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -137,,,Germany,Yes,Doctorate,Electrical & Electronic Engineering,,No,3,Yes,12.0,5,7,2,3,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,The salary,I want to learn new skills,Same researcher(s),Yes,,Yes,"IVS GM, EVGA",1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,Agree,Agree,Neither agree or disagree,Disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"AUsbildung, Erfahrung",Yes,,2017,1,,,Germany,3-5,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -138,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,2,No,4.0,7,5,3,2,1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Desire to advance research,Flexible working hours,Same researcher(s),No,,No,,5.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,2.0,Interne Mitarbeiterschulung,,,,,,,,,,,,,,,,,,,,,,,,5,Agree,Disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,Yes,Yes,,,,,,,,"Informatikunterricht in der Schule, Einführungskurse in R/Python/LaTeX and der Uni, Sehr Hohe Eigenmotivation",Yes,"Automated Software Testing, Machine Learning, Projektmanagement",2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -139,,,Germany,Yes,Undergraduate degree,Computer Science,,No,5 - Mostly other people,Yes,30.0,7,2,2,2,4,,,,,,Fraunhofer Society,Full Time,Permanent -- as long as funding is available,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,Yes,No,,,No,No,No,,No,No,,,,,,,,6,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,Germany,3-5,,No,No,No,No,No,No,No,Female,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -140,,,Germany,Yes,Master degree,Geography & Environmental Sciences,Bachelor of Science Geographie,No,3,Yes,4.0,8,3,2,2,3,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Flexible working hours,Opportunity for career advancement,The salary,Opportunity to develop software,Same researcher(s),Yes,,Yes,Living Planet 2016,3.0,,,,,Yes,No,Yes,Yes,Yes,,10 (All my time),,,,,,,,,,,0.0,derzeit keine Workshops,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,Strongly Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Trial&Error,Yes,"Java, Docker, Flink",2017,3,,,Germany,2,,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -141,,,Germany,Yes,Doctorate,Computer Science,,No,2,No,1.0,2,9,1 (None at all),1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,The salary,Flexible working hours,Desire to work in a research environment,Regularly change researcher(s),No,,Yes,European Symposium on Algorithms (ESA),1.0,,,,,No,No,Yes,No,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By myself.,Yes,"Improve programming skills, especially test-driven development.",2017,1,,,Germany,2,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -142,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,2,Yes,30.0,8,7,2,1 (None at all),1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,Same researcher(s),No,,Yes,"EVGA, IUGG, ADASS, AG",3.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,0.5,"none, training my graduate students",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,9,Strongly Agree,Disagree,Disagree,Strongly disagree,Strongly Agree,Disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,No,software project management,2017,2,,,Germany,3-5,,Yes,No,No,Yes,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -143,,,Germany,Yes,Master degree,Computer Science,,No,4,Yes,20.0,7,1 (None at all),2,1 (None at all),3,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,The salary,Opportunity to develop software,Same researcher(s),No,,No,,3.0,,,,,Yes,No,Yes,Yes,No,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium, Schulungen",,,2017,1,,,Germany,1,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -144,,,Germany,Yes,Doctorate,Biological Sciences,,No,3,No,13.0,7,9,4,1 (None at all),2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,The salary,Flexible working hours,Same researcher(s),No,,Yes,SIB Conference in der Schweiz,0.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,0.0,keine,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Waehrend des Studiums und meines PhDs,No,,2017,1,,,Germany,1,,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -145,,,Germany,No,Master degree,Biological Sciences,,No,0 - Mostly me,No,0.0,1 (None at all),10 (All my time),3,2,5,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -146,,,Germany,Yes,Master degree,Biological Sciences,,Yes,0 - Mostly me,No,1.0,8,2,1 (None at all),1 (None at all),2,,,,,,Max Planck Society,Part-time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,I want to learn new skills,The salary,Opportunity for career advancement,Regularly change researcher(s),Yes,,Yes,ISCB,3.0,,,,,Yes,No,Yes,Yes,No,,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,Agree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,web security,2017,1,,,Germany,3-5,,No,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -147,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,1,Yes,15.0,8,4,1 (None at all),1 (None at all),2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,,Yes,FOM,5.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,0.0,Interne Lehrgänge,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,,2017,1,,,Germany,1,,Yes,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -148,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,2,No,17.0,6,8,5,2,1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Same researcher(s),No,,Yes,SMLMS,2.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,3,,,Germany,3-5,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -149,,,Germany,Yes,Undergraduate degree,Physics and Astronomy,,No,1,No,2.0,4,9,1 (None at all),1 (None at all),7,,,,,,Max Planck Society,Full Time,Other,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,Same researcher(s),No,,No,,1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,1,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -150,,,Germany,Yes,Doctorate,Chemistry,,No,0 - Mostly me,No,3.0,6,6,1 (None at all),1 (None at all),3,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,No,,1.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Agree,Agree,Strongly Agree,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,trial and error,,test-driven development,2017,1,,,Germany,1,,No,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -151,,,Germany,Yes,Master degree,Computer Science,Nein,No,5 - Mostly other people,Yes,8.0,6,3,2,1 (None at all),2,,,,,,Max Planck Society,Part-time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Same researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,Yes,Yes,,,,,,,,,,,,,2.0,Lehrgang an Universitäten,,,,,,,,,,,,,,,,,,,,,,,,9,Disagree,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",Yes,,2017,2,,,Germany,3-5,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -152,,,Germany,Yes,Master degree,Other,Diplom (FH) Maschinenbau,Yes,1,No,5.0,6,2,2,1 (None at all),4,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -153,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,1,Yes,8.0,4,4,2,1 (None at all),2,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,The salary,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),No,,Yes,e-Med conferences,3.0,,,,,Yes,No,No,Yes,No,,10 (All my time),,,,,,,,,,,2.0,Internships,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Strongly disagree,Strongly Agree,Agree,Agree,Agree,Agree,Strongly disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,Yes,"Leadership, Designing problems, Rust",2017,1,,,Germany,3-5,,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -154,,,Germany,Yes,Doctorate,Physics and Astronomy,Toolmaker certificate (Germany),Yes,3,Yes,15.0,3,3,7,2,3,,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"LISA VIII, D-Grid-Conferences, Community Workshops, RAVE survey meetings, IVOA meetings, German Astronomy Society, too many ro recall",5.0,,,,,No,Yes,Yes,Yes,No,,10 (All my time),,2,local procedure (contractual binding with datacite),,,,,,,,1.0,"local courses, workshops",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,Yes,,,,,,,,univ. courese (numerical math) + self education,Yes,,2017,2,,,Germany,2,specific version of the software,Yes,No,Yes,No,No,No,No,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -155,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,10.0,2,9,1 (None at all),1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,2,No,5.0,2,7,4,2,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,,Yes,"ECMTB, SBMC",1.0,,,,,No,Yes,Yes,Yes,No,,5,,,,,,,,,,,1.0,"Lehrgang an Universitäten, Vorlesung",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing,,,2017,2,,,Germany,2,,Yes,No,Yes,No,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -157,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,4,Yes,10.0,8,2,2,1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,19.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,The salary,Freedom to choose own working practices,Same researcher(s),No,,Yes,DPG,5.0,,,,,No,No,No,Yes,No,,2,,,,,,,,,,,0.0,none,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,2,,No,Yes,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -158,,,Germany,Yes,Doctorate,Biological Sciences,Diplom,Yes,2,Yes,18.0,2,2,4,2,6,,,,,,Private Company,Full Time,Permanent -- funded by Institution core funding,3.0,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,The salary,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,"hauseigene Symposien, zahlreiche Invited Talks, European Wolfram Technology Conference (EWTC), Data Natives",3.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,4.0,"firmeneigene Schulungen, Gastvorlesungen, Workshops bei Konferenzen",No,,No,No,,,Yes,Yes,,,No,No,No,,No,No,,,,,,,,6,Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"als Wissenschaftler, learning by doing, autodidaktisch",,,2017,1,,,Germany,1,,No,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -159,,,Germany,Yes,Master degree,Biological Sciences,,No,2,No,1.0,3,7,6,2,4,,,,,,Max Planck Society,Full Time,Other,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity for career advancement,Same researcher(s),No,,No,,2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,0.0,0,,,,,,,,,,,,,,,,,,,,,,,,7,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbst, Kurs",No,,2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -160,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,Yes,25.0,8,5,2,1 (None at all),2,,,,,,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),No,,Yes,CoolStars,3.0,,,,,No,Yes,No,Yes,No,,7,,3,Zenodo,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Selbststudium, Informatikstudium",Yes,,2017,1,,,Germany,2,software itself (no specific version),Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -161,,,Germany,Yes,Doctorate,Chemical Engineering,,Yes,2,Yes,20.0,8,8,6,3,4,,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,6.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,,Yes,Chemie-Information-Computer (CIC)....,3.0,,,,,No,No,Yes,Yes,Yes,,,,,,,,,,,,,5.0,Lehrgänge am Institut,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,9,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Studium und selbst Studium,Yes,"Das kann ich nicht festlegen, es gibt immer was zu lernen!",2017,1,,,Germany,2,,No,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -162,,,Germany,Yes,Doctorate,Geology,No,No,2,No,4.0,4,6,1 (None at all),1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),No,,Yes,"EGU, GeoMod2016",2.0,,,,,No,No,Yes,Yes,No,,7,,7,Zenodo or internal data library of my centre,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Internet,,,2017,2,,,Germany,2,paper about software,Yes,Yes,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -163,,,Germany,Yes,Master degree,Other,,Yes,5 - Mostly other people,Yes,22.0,5,1 (None at all),2,1 (None at all),3,,,,,,University,Full Time,Fixed term -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,The salary,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,Viele,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,1.0,Community Workshops,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Agree,Agree,Disagree,Agree,Disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Trial and Error, Selbststudium",Yes,"Programmieren, Arbeitsorganisation, Kommunikation",2017,4,,,Germany,3-5,,No,No,Yes,No,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -164,,,Germany,Yes,Doctorate,Chemistry,,No,3,Yes,8.0,6,4,2,1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Flexible working hours,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,,Yes,"Biophysical Society Annual Meeting (BPS), European Biophysical Society Annual Meeting (EBSA), European Bioenergetics Conference (EBEC), International Conference Bioinorganic Chemistry (ICBIC), International Symposium on Retinal Proteins",1.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,0.0,Gromacs Workshop,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,3-5,,Yes,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -165,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,1,No,6.0,3,6,5,1 (None at all),2,,,,,,Leibniz Association,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,,No,,0.0,,,,,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,Neither agree or disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -166,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,2,No,3.0,3,5,2,1 (None at all),2,,,,,,Leibniz Association,Part-time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),Yes,,Yes,Astrophysics Conferences (too many to name),2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,2.0,"Local Training, Software workshop at summer school",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-teaching, Brief undergraduate university course",Yes,,2017,2,,,Germany,2,,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -167,,,Germany,Yes,Master degree,Computer Science,Berufsausbildung tech. Assisent für Medien (erworben vor dem Studium),No,3,Yes,17.0,3,1 (None at all),2,1 (None at all),7,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,I want to learn new skills,Flexible working hours,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),No,,No,,2.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Hochschulstudium und Selbst-Studium,Yes,,2017,1,,,Germany,1,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -168,,,Germany,Yes,Master degree,Computer Science,,No,4,Yes,4.0,8,2,3,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,The salary,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,2016 Second Workshop on In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization (ISAV),3.0,,,,,No,No,Yes,Yes,No,,9,,7,Zenodo,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Disagree,Agree,Agree,Neither agree or disagree,Disagree,Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, SHK",Yes,,2017,1,,,Germany,1,specific version of the software,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -169,,,Germany,Yes,Master degree,Mathematics,,No,4,No,2.0,8,2,1 (None at all),1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,1.0,zentrumsinterne Lehrgänge,,,,,,,,,,,,,,,,,,,,,,,,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Im Studium und Selbstudium,Yes,"Softwarearchitektur, Datenbanksysteme, Methoden für schnelles Einarbeiten in fremden Code",2017,2,,,Germany,2,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -170,,,Germany,Yes,Doctorate,Computer Science,French Telecommunication Engineering School,Yes,5 - Mostly other people,Yes,17.0,7,2,5,3,5,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,Regularly change researcher(s),Yes,,No,,5.0,,,,,Yes,No,Yes,Yes,Yes,,8,,,,,,,,,,,60.0,"Programming techniques for machine learning and computer vision, programming languages, software engineering",,,,,,,,,,,,,,,,,,,,,,,,4,Agree,Strongly Agree,Strongly Agree,Strongly disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"PhD, work as software engineer with research component, practice, small and then bigger projects",Yes,,2017,5+,,,Germany,2,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -171,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,2,No,4.0,7,2,4,1 (None at all),4,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),Yes,,Yes,"EUMETSAT Conference, Living Planet Symposium, mehrere ESA Workshops",2.0,,,,,Yes,No,Yes,Yes,No,,9,,,,,,,,,,,1.0,Sectionsinterne Schulungen,,,,,,,,,,,,,,,,,,,,,,,,8,Neither agree or disagree,Agree,Strongly Agree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,1,,,Germany,2,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -172,,,Germany,Yes,Master degree,Biological Sciences,,No,1,No,2.0,3,9,2,2,1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,,No,,0.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,10 (All my time),Zenodo,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly Agree,Strongly Agree,Strongly disagree,,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,No,"Flussdiagramme erstellen(Form), automatische Fehlersuche, Publizieren",2017,1,,,Germany,2,specific version of the software,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -173,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,12.0,8,2,1 (None at all),1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,No,Yes,,,,,,,,,,,,,2.0,in group training,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selfeducation,Yes,"Parallel code debugging, team working",2017,2,,,Germany,3-5,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -174,,,Germany,Yes,Master degree,Computer Science,,No,3,No,12.0,3,1 (None at all),2,1 (None at all),8,,,,,,Max Planck Society,Part-time,Fixed term -- funded by Institution core funding,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),No,,Yes,"KNIME-UGM, SLAS",1.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,1.0,keine,,,,,,,,,,,,,,,,,,,,,,,,7,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Workshops, Selbststudium",Yes,"Testen, Zeitmanagement",2017,1,,,Germany,1,,No,,,,,,,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -175,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,4.0,6,4,1 (None at all),2,2,,,,,,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Opportunity for career advancement,Same researcher(s),No,,No,,1.0,,,,,No,Yes,Yes,No,No,,7,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,einfach anfangen,No,,2017,1,,,Germany,1,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -176,,,Germany,Yes,Doctorate,Physics and Astronomy,"Ba. Sc., Ma. Sc.",No,1,No,6.0,8,8,2,1 (None at all),2,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,,No,,1.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Agree,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Agree,Strongly Agree,,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes,"strukturiertes Programmieren, erweiterte Linux-Kenntnisse, C-Programmierung",2017,1,,,Germany,1,,No,No,No,No,Yes,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -177,,,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Electrical & Electronic Engineering,"Elektroinatalateur, Elektronik-Techniker",No,3,Yes,30.0,7,4,1 (None at all),1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Part-time,Permanent -- as long as funding is available,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,keine,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbsstudium, learning by doing",No,,2017,1,,,Germany,1,,No,,,,,,,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -178,,,Germany,Yes,Master degree,Geology,Diplom-Volkswirt,Yes,2,Yes,20.0,10 (All my time),4,6,1 (None at all),5,,,,,,University,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),Yes,,No,,5.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Strongly disagree,Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"fortbildung, weiterbildung, kurse, projekte",No,"sprachartikulation, docker containerization, java 9",2017,1,,,Germany,1,,No,No,Yes,Yes,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -179,,,Germany,Yes,Doctorate,Agriculture & Forestry,,Yes,3,No,10.0,5,1 (None at all),7,1 (None at all),2,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,The salary,Opportunity to develop software,Regularly change researcher(s),Yes,,No,,25.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -180,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,6.0,4,4,1 (None at all),2,2,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,0.5,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),Yes,,No,,4.0,,,,,No,Yes,Yes,Yes,No,,7,,,,,,,,,,,1.0,"Workshops im Ausland, Trainingskurse",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Disagree,Agree,Agree,Disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,2,,,Germany,2,,Yes,No,No,No,Yes,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -181,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,Yes,20.0,7,4,3,1 (None at all),1 (None at all),,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,28.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,,Yes,"International society for optics and photonics (SPIE), Vision for European Astronomy and Astrophysics at the Antarctic station Concordia/Dome C in the next decade (ARENA), Astronomische Gesellschaft (AG), European Week of Astronomy and Space Science (EWASS), Heterogeneous Telescope Networks (HTN), Robotic Telescopes Workshops 1-3",3.0,,,,,No,No,Yes,Yes,No,,8,,,,,,,,,,,1.0,institut-interne workshops,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidakt,,"3rd party funding, unit testing, algorithmus entwicklung",2017,1,,,Germany,2,,No,No,Yes,No,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -182,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,3,Yes,8.0,7,2,1 (None at all),2,1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Same researcher(s),No,,No,,4.0,,,,,Yes,No,No,Yes,No,,9,,5,Zenodo,,,,,,,,7.0,"formal workshops, informal workshops",,,,,,,,,,,,,,,,,,,,,,,,2,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Agree,Agree,Agree,,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mostly self-teaching,Yes,"general computer science, machine learning",2017,3,,,Germany,3-5,specific version of the software,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -183,,,Germany,Yes,Doctorate,Biological Sciences,Medizinische Physik und Technik (TU Kaiserslautern),Yes,5 - Mostly other people,No,8.0,3,3,2,2,1 (None at all),,,,,,University,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -184,,,Germany,Yes,Undergraduate degree,"History of Art, Architecture & Design",,Yes,3,Yes,12.0,10 (All my time),4,1 (None at all),1 (None at all),5,,,,,,University,Part-time,Fixed term -- as long as funding is available,-1.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Opportunity to develop software,The salary,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,,Yes,Mensch-und-Computer,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,0.0,0,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Autodidaktisch, wissenschaftliche Ausbildung im Bachelorstudium (Nebenfach Informatik)",,,2017,1,,,Germany,2,,No,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -185,,,Germany,Yes,Master degree,Geology,,Yes,3,No,6.0,6,5,2,1 (None at all),5,,,,,,University,Part-time,Fixed term -- as long as funding is available,0.8,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Desire to advance research,Opportunity for career advancement,Same researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,Yes,No,,2,,2,Bibliothek,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Uni, autodidakt",Yes,,2017,2,,,Germany,3-5,paper about software,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -186,,,Germany,Yes,Doctorate,Physics and Astronomy,No,Yes,3,Yes,8.0,6,1 (None at all),6,1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Same researcher(s),No,,No,,3.0,,,,,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10 (All my time),Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On my own,No,,2017,1,,,Germany,2,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -187,,,Germany,Yes,Undergraduate degree,Mathematics,,Yes,5 - Mostly other people,Yes,10.0,6,2,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Part-time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,,Yes,"EGU 2013, EGU 2017, GeoHannover 2012",2.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,0.0,-,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Germany,2,,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -188,,,Germany,Yes,Master degree,Computer Science,,Yes,5 - Mostly other people,Yes,7.0,9,2,3,5,4,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Same researcher(s),Yes,,Yes,IEEE Conference on Social Computing,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Studium, selbstständiges Fortbilden aus Internetquellen",Yes,"Anforderungserfassung/-analyse, Projektmanagement",2017,1,,,Germany,2,,No,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -189,,,Germany,Yes,Master degree,Other,,Yes,2,Yes,26.0,7,3,9,5,5,,,,,,University,Part-time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,,Yes,MuC,4.0,,,,,Yes,No,Yes,Yes,No,,8,,,,,,,,,,,6.0,Lehrgang an Universitäten,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,hauptsächlich autodidaktisch,Yes,,2017,1,,,Germany,2,,No,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -190,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,1,Yes,41.0,8,8,4,4,1 (None at all),,,,,,University,Full Time,Permanent -- funded by Institution core funding,100.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Flexible working hours,The salary,Regularly change researcher(s),Yes,,Yes,Banff Center for Research Tagung,3.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,1.0,"Lehrgang an Universitäten, Sage days, Pari ateliers",,,,,,,,,,,,,,,,,,,,,,,,8,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,Yes,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Lesen,Yes,,2017,5+,,,Germany,10+,,No,,,,,,,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -191,,,Germany,Yes,Undergraduate degree,Computer Science,NVQ in computer science (though this is lower than my degree),Yes,5 - Mostly other people,Yes,20.0,5,1 (None at all),2,1 (None at all),4,,,,,,Max Planck Society,Full Time,Agency staff,16.0,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),No,,No,,10.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,0.0,currently none.,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Agree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, work experience",No,,2017,1,,,Germany,1,,No,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -192,,,Germany,Yes,GSCEs,Other,,No,4,Yes,5.0,5,1 (None at all),2,2,4,,,,,,Other,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,The salary,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Same researcher(s),Yes,,Yes,DV-Treffen der MPG,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Neither agree or disagree,Agree,Agree,Disagree,Disagree,Agree,Disagree,,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Ausbildung,Yes,,2017,3,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,Male,18 to 24 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -193,,,Germany,Yes,Doctorate,Physics and Astronomy,Engineer,Yes,1,No,15.0,4,6,2,1 (None at all),1 (None at all),,,,,,Leibniz Association,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,,Yes,NAM12,3.0,,,,,No,No,Yes,Yes,Yes,,6,,,,,,,,,,,10.0,local research group seminar,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"by my self, university",Yes,"package integration, testing methodologie, driver development",2017,1,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -194,,,Germany,Yes,Master degree,Agriculture & Forestry,,No,2,No,8.0,3,3,3,1 (None at all),4,,,,,,Other,Full Time,Permanent -- funded by Institution core funding,9999.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,The salary,Same researcher(s),Yes,,Yes,"GFÖ, DINI",4.0,,,,,No,Yes,Yes,No,No,,7,,,,,,,,,,,0.33,nix,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,2,,Yes,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -195,,,Germany,Yes,Undergraduate degree,German,BA Digital Humanities,No,3,No,2.0,2,5,1 (None at all),1 (None at all),6,,,,,,University,Part-time,Research/Student Assistant,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Opportunity to develop software,Same researcher(s),Yes,,Yes,"Philtag, DHD",1.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,1.0,Lehrstuhlinterne Hackathons,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Online-Kurse, Lehrveranstaltungen an der Uni",Yes,,2017,3,,,Germany,3-5,,No,Yes,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -196,,,Germany,Yes,Master degree,Mathematics,,No,2,No,2.0,7,8,2,1 (None at all),2,,,,,,University,Part-time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,,No,,2.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Codecademy, Learning by Doing",Yes,"Code Review, Testing,",2017,1,,,Germany,2,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -197,,,Germany,Yes,"Final secondary-school examinations, general qualification for university entrance",Other,,Yes,4,No,9.0,5,1 (None at all),3,1 (None at all),9,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Regularly change researcher(s),No,,No,,20.0,,,,,Yes,Yes,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,reading; learning by doing,,,2017,5+,,,Germany,1,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -198,,,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,3.0,3,1 (None at all),7,1 (None at all),6,,,,,,Government,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Opportunity for career advancement,I want to learn new skills,The salary,Flexible working hours,Same researcher(s),Yes,,No,,10.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Neither agree or disagree,Agree,Agree,Disagree,Disagree,Strongly disagree,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",No,,2017,1,,,Germany,2,,No,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -199,,,Germany,Yes,Other,Physics and Astronomy,,Yes,3,Yes,20.0,4,3,3,2,2,,,,,,Private Company,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),No,,Yes,"PyData, Python Conference (PyCon)",5.0,,,,,Yes,No,No,No,Yes,,3,,,,,,,,,,,3.0,"In House Trainings, Conference Tutorial",No,,No,No,,,Yes,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium,No,,2017,5+,,,Germany,10+,,No,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,,,Germany,Yes,Master degree,Computer Science,,Yes,2,Yes,4.0,8,8,2,2,4,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),Yes,,Yes,German Conference on Bioinformatics (GCB),30.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,,,,,,,,,,1.0,UNIX for Biologists,,,,,,,,,,,,,,,,,,,,,,,,3,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Strongly Agree,Disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,I studied Computer Science. ☺,Yes,,2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -201,,,Germany,Yes,Doctorate,Physics and Astronomy,Physik Diplom,No,1,No,12.0,5,7,2,2,2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,1.0,Matlab Kurs im Maser der Uni,,,,,,,,,,,,,,,,,,,,,,,,8,Disagree,Agree,Agree,Strongly disagree,Agree,Disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Etwas im Studium, vor allem learning by doing, ein paar (mäßig effiziente) Workshops",No,,2017,1,,,Germany,2,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -202,,,Germany,No,Doctorate,Mechanical Engineering,,No,0 - Mostly me,No,0.0,1 (None at all),3,4,5,6,,,,,,University,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -203,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,4,Yes,15.0,10 (All my time),7,6,1 (None at all),4,,,,,,Private Company,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,The salary,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,,No,,3.0,,,,,No,No,No,Yes,No,,6,,,,,,,,,,,1.0,uni,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,3-5,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -204,,,Germany,Yes,Master degree,Mathematics,,No,1,No,3.0,2,9,2,3,2,,,,,,University,Full Time,Other,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,,Yes,"125te Jahrestagung der DMV in Hamburg, Forschungsseminar der FU Berlin, Computational Algebraic Topology Oxford, European Autumn School in Topology 2016, Nijmegen",2.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,0.5,"Schülerwoche 2013 der Universität Bonn, Introductory School on Moduli Spaces im Max Planck Institute for Mathematics Bonn, C und Python Programmierkurs für Mathematiker SS 2017 der Universität Bonn",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Eigenstudium,Yes,,2017,1,,,Germany,2,,No,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -205,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,4,Yes,35.0,4,4,5,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),No,,Yes,"IMDIS, EGU, EMODnet Jamboree",3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,Summer School,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Agree,Agree,Strongly disagree,Agree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,3-5,,Yes,Yes,Yes,No,No,No,No,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -206,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,4,Yes,8.0,7,1 (None at all),3,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Same researcher(s),Yes,,Yes,"Bildverarbeitung für die Medizin (BVM), SPIE",3.0,,,,,No,Yes,Yes,Yes,No,,10 (All my time),,,,,,,,,,,1.0,Eigene Tutorials unterschiedlicher Größe,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,4,,,Germany,2,,No,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -207,,,Germany,Yes,Other,Other,,Yes,5 - Mostly other people,No,13.0,2,4,9,1 (None at all),6,,,,,,Other,Full Time,Permanent -- as long as funding is available,999.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,,Yes,"Digital Humanities, TEI Konferenz, DHd-Jahrestagung",10.0,,,,,No,Yes,No,No,No,,3,,,,,,,,,,,5.0,"Lehre, Summer Schools, Inhouse-Schulungen",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Strongly disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Ich habe Digital Humanities studiert, was je nach Interpretation auch als eine Art Fachinformatik für die Geisteswissenschaften angesehen werden kann.",Yes,"Projektmanagement (z.B. agile Methoden), Mitarbeiterführung, Dokumentation",2017,2,,,Germany,2,,No,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -208,,,Germany,Yes,Master degree,Biological Sciences,,Yes,2,No,2.0,3,3,5,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,Same researcher(s),Yes,,Yes,Single Cell Genomics 2016 (SCG16),3.0,,,,,No,No,No,Yes,No,,8,,,,,,,,,,,2.0,"local bioinformatics training, e.g. tutorials in local community",,,,,,,,,,,,,,,,,,,,,,,,6,Neither agree or disagree,Agree,Strongly Agree,Disagree,Neither agree or disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, MOOCs",Yes,"Code Review, git, Testing",2017,2,,,Germany,2,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -209,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,3,Yes,15.0,5,5,3,1 (None at all),5,,,,,,University,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Desire to advance research,I want to learn new skills,Same researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,1.0,software carpentry,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,10 (All my time),Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium, Promotion im wissenschaftlichen Umfeld",Yes,"Die Fähigkeit NEIN zu sagen, Software Architecture, Software Management",2017,1,,,Germany,3-5,,Yes,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -210,,,Germany,Yes,Doctorate,Computer Science,none,Yes,2,Yes,12.0,6,3,2,2,3,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity for career advancement,The salary,Same researcher(s),Yes,,Yes,"ISBI,ICIP,ICIAP,SPPRA,ICIAR",5.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,,,,,,,,,,0.5,"local university training, non-computer colleague scientists",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,Agree,Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university training, PhD studies",No,"standard/general software developing patterns/strategies, testing patterns/strategies, communication skills",2017,1,,,Germany,1,,Yes,No,Yes,No,No,No,Yes,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -211,,,Germany,Yes,Doctorate,Computer Science,,Yes,2,Yes,20.0,3,4,2,8,2,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Flexible working hours,The salary,Same researcher(s),Yes,,Yes,"VLDB, SIGMOD, ICDE, SSTD, DASFAA, SSDBM",2.0,,,,,No,No,No,Yes,No,,9,,7,Demo-Tracks auf Konferenzen,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Strongly disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly Agree,Disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbst,No,,2017,1,,,Germany,2,paper about software,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -212,,,Germany,Yes,Master degree,Computer Science,,Yes,5 - Mostly other people,Yes,8.0,7,3,2,2,1 (None at all),,,,,,University,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Desire to advance research,Same researcher(s),Yes,,Yes,zu viele für dieses Textfeld,4.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,2,Zenodo,,,,,,,,3.0,Lehrgang an Universitäten,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium,Yes,,2017,1,,,Germany,1,paper about software,No,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -213,,,Germany,Yes,Master degree,Other,,No,5 - Mostly other people,Yes,15.0,6,1 (None at all),3,1 (None at all),3,,,,,,University,Part-time,Permanent -- funded by Institution core funding,10000.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,The salary,Regularly change researcher(s),Yes,,Yes,"SWiB, Open Repositories, Bibliothekartag, ...",3.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,6.0,"DSpace Anwendertreffen, Lehrgänge er Universität, Beratung anderer Bibliotheken als kollegiale Hilfe, Konferenzbeiträge",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,9,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Leaning by doing",No,,2017,2,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,Male,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -214,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,4,Yes,4.0,9,5,3,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Opportunity for career advancement,Opportunity to develop software,Regularly change researcher(s),No,,Yes,"European Light Microscopy Initiative Meeting (ELMI), INCF Nodes Workshop,",4.0,,,,,No,Yes,No,No,No,,6,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,,,2017,1,,,Germany,1,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -215,,,Germany,Yes,Doctorate,Other,,Yes,2,No,10.0,3,4,4,2,3,,,,,,University,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Opportunity to develop software,Same researcher(s),No,,Yes,Computer Applications and Quantitative Methods in Archaeology (CAA),7.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,local university training,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Agree,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,1,,Yes,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -216,,,Germany,Yes,Master degree,History,Digital Humanities,Yes,2,Yes,5.0,6,3,4,1 (None at all),3,,,,,,University,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Desire to work in a research environment,The salary,Regularly change researcher(s),Yes,,Yes,"DH, DHd",6.0,,,,,Yes,Yes,Yes,Yes,No,,7,,,,,,,,,,,2.0,Projektinterne Lehrgänge,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Neither agree or disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Beruf",Yes,,2017,2,,,Germany,3-5,,Yes,No,No,Yes,Yes,No,No,Prefer not to say,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -217,,,Germany,Yes,Doctorate,Chemistry,,Yes,2,No,13.0,3,5,5,4,4,,,,,,University,Full Time,Permanent -- funded by Institution core funding,100.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),Yes,,Yes,"ACS-Meeting, viele Chemie-Konferenzen",5.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,2.0,Lehrgänge an Universitäten,No,,No,No,,,No,No,,,No,Yes,No,,No,No,,,,,,,,2,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Agree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,4,,,Germany,2,,Yes,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -218,,,Germany,Yes,Doctorate,General Engineering,Diplom Physikalische Ingenieurwissenschaften,No,1,No,17.0,7,4,2,1 (None at all),4,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Desire to advance research,The salary,Regularly change researcher(s),No,,Yes,"EGU, Modelica Conference, DECHEMA Workshop",2.0,,,,,No,No,No,Yes,No,,3,,,,,,,,,,,0.0,keine,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Neither agree or disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Learning by doing,No,"strukturiertes Arbeiten, Darstellung der eigenen Arbeit",2017,1,,,Germany,1,,Yes,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -219,,,Germany,Yes,Doctorate,Philosophy,,Yes,4,Yes,8.0,6,5,6,4,3,,,,,,Other,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,The salary,Opportunity for career advancement,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,DHd,6.0,,,,,No,Yes,Yes,Yes,No,,6,,,,,,,,,,,3.0,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Strongly disagree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Studium, Selbststudium",,,2017,1,,,Germany,2,,No,No,Yes,No,No,No,No,Prefer not to say,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -220,,,Germany,Yes,Master degree,Librarianship & Information Management,,No,5 - Mostly other people,Yes,4.0,8,2,3,2,5,,,,,,Other,Full Time,Other,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Flexible working hours,Same researcher(s),Yes,,Yes,"DH, DHd",3.0,,,,,No,No,Yes,Yes,No,,6,,,,,,,,,,,1.0,"Lehre an Universitäten, Workshops auf Konferenzen",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Agree,Agree,,,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Universität, MOOCs, Eigenarbeit, Video-Tutorials, Learning-by-Doing",Yes,"Best-Practices (besseres Testing & Code Styles), Container-Architektur",2017,1,,,Germany,1,,No,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -221,,,Germany,Yes,Master degree,German,,Yes,4,No,8.0,7,3,5,1 (None at all),6,,,,,,Other,Part-time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,I want to learn new skills,The salary,Ability to work across disciplines,Freedom to choose own working practices,Same researcher(s),Yes,,Yes,"dh, dhd",4.0,,,,,No,Yes,No,Yes,No,,3,,,,,,,,,,,2.0,intern,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Selbststudium,,"Testentwicklung, grundlegende Algorithmen",2017,1,,,Germany,2,,No,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -222,,,Germany,Yes,Master degree,History,BA in VWL,Yes,2,Yes,10.0,6,2,5,1 (None at all),5,,,,,,University,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Flexible working hours,I want to learn new skills,The salary,Freedom to choose own working practices,Opportunity for career advancement,Same researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Privat beigebracht,Yes,"Management, Controlling, Personalführung",2017,2,,,Germany,6-9,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -223,,,Germany,Yes,Undergraduate degree,Biological Sciences,,No,5 - Mostly other people,No,4.0,4,10 (All my time),1 (None at all),1 (None at all),6,,,,,,Max Planck Society,Part-time,Research/Student Assistant,0.8,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Same researcher(s),Yes,,No,,1.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,6-9,,No,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -224,,,Germany,Yes,Master degree,Electrical & Electronic Engineering,,Yes,3,Yes,20.0,3,1 (None at all),8,2,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,-1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),Yes,,Yes,"SEI, ICALEPCS",4.0,,,,,Yes,Yes,Yes,Yes,No,,5,,,,,,,,,,,1.0,"Lehrgang an Universitäten, Inhouse-Schulungen",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -225,,,Germany,Yes,Doctorate,Mechanical Engineering,,No,2,Yes,8.0,4,4,3,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,,Yes,iccs,1.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,2.0,Lehrgang an Universitäten,,,,,,,,,,,,,,,,,,,,,,,,8,Disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Autodidaktisch,No,,2017,1,,,Germany,2,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -226,,,Germany,No,Master degree,"History of Art, Architecture & Design",,Yes,4,No,15.0,7,5,8,3,2,,,,,,University,Part-time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,,No,,3.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,Lehrgang an Universitäten,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,8,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,3,,,Germany,2,,Yes,Yes,Yes,Yes,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -227,,,Germany,Yes,Doctorate,Mathematics,Nein,Yes,3,No,12.0,3,4,8,1 (None at all),3,,,,,,Other,Full Time,Other,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Flexible working hours,Same researcher(s),Yes,,Yes,Sensoren und Messsysteme 2016,3.0,,,,,Yes,No,Yes,Yes,Yes,,8,,,,,,,,,,,2.0,International Graduate School of Metrology,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Agree,Strongly Agree,Agree,Strongly Agree,Disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,Parallel Computing,2017,1,,,Germany,2,,Yes,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -228,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,8.0,4,6,2,1 (None at all),5,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,5,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Neither agree or disagree,Disagree,Neither agree or disagree,Strongly disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbst erlernt.,Yes,"Projektmanagement, Machine Learning, Software Distribution",2017,2,,,Germany,3-5,,No,No,No,No,Yes,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -229,,,Germany,Yes,Doctorate,Geology,,Yes,2,No,10.0,8,2,2,3,1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Same researcher(s),Yes,,Yes,European Geosciences Union General Assembly (EGU),1.0,,,,,No,Yes,No,Yes,No,,5,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Disagree,Disagree,Strongly disagree,Agree,Strongly disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,,2017,1,,,Germany,1,,No,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -230,,,Germany,Yes,Master degree,Classics & Ancient History,worked as a software developer for 1 year,Yes,5 - Mostly other people,No,1.0,6,4,3,2,6,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),No,,Yes,Computer-Aided Language Learning: Lexikonerwerb im Lateinunterricht durch korpusgestützte Methoden (CALLIDUS),1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,12.0,local training within the research group,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"mostly self-taught, and working in a software company for 9 months",Yes,"project management, mobile development, getting to know more tools and frameworks",2017,1,,,Germany,1,,No,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -231,,,Germany,Yes,Master degree,Geography & Environmental Sciences,,Yes,4,Yes,5.0,6,7,2,7,2,,,,,,University,Full Time,Fixed term -- as long as funding is available,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,,Yes,EGU General Assembly,2.0,,,,,No,No,No,Yes,No,,10 (All my time),,4,"Uni Bib, Figshare.com",,,,,,,,2.0,"Lehre an der Uni, Mitarbeitervorträge, Mitarbeiterworkshops",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Selbststudium, Learning-by-doing",Yes,"Projektmanagement, Fund-Raising, Machine-Learning ANwendung",2017,2,,,Germany,2,software itself (no specific version),Yes,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -232,,,Germany,Yes,Doctorate,Philosophy,,Yes,3,No,20.0,5,5,5,2,3,,,,,,Max Planck Society,Part-time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),No,,Yes,"DHD, DH",8.0,,,,,Yes,No,Yes,Yes,No,,8,,,,,,,,,,,4.0,"Summer School, institutsinterne Tagesworkshops",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Agree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Während des Studiums gejobbt und (nichtwiss.) Software entwickelt; eher spät in einem wiss. Projekt den IT-Partner ersetzt, der abgesprungen ist.",Yes,"UX/UI Design, Time Mgmt.",2017,2,,,Germany,1,,Yes,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -233,,,Germany,Yes,Doctorate,Other,,No,2,No,20.0,6,5,1 (None at all),2,2,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,1.5,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Desire to advance research,The salary,Same researcher(s),No,,No,,1.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Hauptsächlich Eigeninitiative seit Kindheitstagen,No,,2017,5+,,,Germany,10+,,No,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -234,,,Germany,Yes,Doctorate,Chemistry,,No,4,No,18.0,5,6,2,3,2,,,,,,Helmholtz Association of German Research Centres,Part-time,Permanent -- funded by Institution core funding,35.0,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),No,,Yes,"MODEGAT, ICOSCAR",1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,1.0,Lehrveranstaltung,,,,,,,,,,,,,,,,,,,,,,,,6,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Learning by doing,No,,2017,1,,,Germany,3-5,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -235,,,Germany,Yes,Master degree,Classics & Ancient History,,Yes,3,No,2.0,7,6,5,1 (None at all),2,,,,,,Other,Part-time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),Yes,,Yes,August-Boeckh-AntikeZentrum (ABAZ),3.0,,,,,Yes,No,Yes,Yes,Yes,,8,,6,Zenodo,,,,,,,,2.0,Lehrgang an Universitäten,,,,,,,,,,,,,,,,,,,,,,,,6,Disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Eigenstudium,,,2017,1,,,Germany,1,specific version of the software,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -236,,,Germany,Yes,Master degree,Geography & Environmental Sciences,,Yes,1,No,3.0,5,5,1 (None at all),1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -237,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,6.0,4,5,2,1 (None at all),1 (None at all),,,,,,Leibniz Association,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -238,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,2,No,2.0,4,7,2,1 (None at all),1 (None at all),,,,,,University,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,The salary,Same researcher(s),No,,No,,1.0,,,,,Yes,No,Yes,Yes,No,,2,,,,,,,,,,,1.0,user training,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Strongly Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,selfstudy,,,2017,5+,,,Germany,10+,,No,No,Yes,No,No,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -239,,,Germany,Yes,Master degree,Electrical & Electronic Engineering,,Yes,5 - Mostly other people,Yes,25.0,10 (All my time),2,4,2,4,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),No,,Yes,LVC Meeting,1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,0.0,GTC Meeting Nvidia 2010,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Autodidakt, learning by doing",Yes,Agiles Projekt Management,2017,1,,,Germany,3-5,,No,No,No,Yes,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -240,,,Germany,Yes,Doctorate,Other,no,Yes,5 - Mostly other people,Yes,15.0,5,2,2,1 (None at all),3,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,1000.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,Desire to advance research,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,,Yes,"EGU, AGU",2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,1.0,summer school training,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,10+,,Yes,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -241,,,Germany,Yes,Doctorate,Physics and Astronomy,Master in Environmental Sciences,No,1,No,30.0,3,2,7,1 (None at all),8,,,,,,Other,Full Time,Permanent -- funded by Institution core funding,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,Agree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,Yes,"quality of service, well-structured software, testing strategies",2017,2,,,Germany,1,,Yes,,,,,,,Female,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -242,,,Germany,Yes,Master degree,Other,,No,1,No,7.0,4,6,2,3,2,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),Yes,,Yes,project workshop,3.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,0.5,local university training,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self studies,,,2017,1,,,Germany,1,,No,No,No,Yes,No,No,No,Prefer not to say,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -243,,,Germany,Yes,Doctorate,Other,,No,2,No,8.0,7,6,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Desire to advance research,I want to learn new skills,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,,No,,2.0,,,,,No,Yes,Yes,Yes,No,,9,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,Germany,3-5,,Yes,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -244,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,2,No,15.0,8,3,1 (None at all),2,1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity for career advancement,Desire to advance research,Flexible working hours,Freedom to choose own working practices,The salary,Regularly change researcher(s),No,,No,,10.0,,,,,No,Yes,No,No,No,,9,,3,Zenodo,,,,,,,,30.0,local university training,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,2,paper about software,Yes,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -245,,,Germany,Yes,Master degree,Chemical Engineering,,No,1,No,5.0,6,5,4,2,4,,,,,,University,Full Time,Fixed term -- as long as funding is available,1.5,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),Yes,,Yes,"ESCAPE, FEniCS, ProcessNet CFD",2.0,,,,,No,No,No,Yes,No,,7,,,,,,,,,,,1.0,Interne Weiterbildung,,,,,,,,,,,,,,,,,,,,,,,,4,Strongly disagree,Agree,Agree,Agree,Disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Durch Tätigkeit an der Uni und privat,Yes,,2017,1,,,Germany,2,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -246,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,36.0,8,4,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,19.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Same researcher(s),Yes,,Yes,"KIT Big Data Workshop, LSDMA Workshop",6.0,,,,,No,No,Yes,Yes,Yes,,2,,,,,,,,,,,0.0,0,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Neither agree or disagree,Strongly disagree,Disagree,Strongly disagree,Strongly Agree,Strongly disagree,Agree,,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Selbststudium an konkreten Projekten, Bücher, Web",No,Entwurfsmethodik für wissenschaftliche Software-Grossprojekte,2017,2,,,Germany,3-5,,Yes,Yes,Yes,No,No,No,No,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -247,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,4,No,14.0,5,2,2,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.7,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),No,,No,,2.0,,,,,Yes,No,Yes,Yes,Yes,,5,,5,Dpm,,,,,,,,1.0,"Local university training, Supervision of PhD students",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,10+,paper about software,Yes,Yes,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -248,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,No,4.0,3,5,2,1 (None at all),2,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -249,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,1,No,25.0,2,3,4,4,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,The salary,Opportunity to develop software,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,Yes,Yes,No,No,,,,,,,,,,,,,0.2,"local university training,",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Disagree,Disagree,Disagree,Strongly disagree,Disagree,Strongly disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,doing,,,2017,1,,,Germany,2,,Yes,Yes,Yes,Yes,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -250,,,Germany,Yes,Doctorate,Computer Science,,Yes,5 - Mostly other people,No,10.0,3,4,3,2,2,,,,,,Other,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -251,,,Germany,Yes,Master degree,Computer Science,,Yes,5 - Mostly other people,Yes,17.0,9,10 (All my time),4,1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Same researcher(s),No,,No,,1.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,0.0,Currently none.,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Agree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly Agree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"College, then Masters, plus 15 years in academia and industry.",No,"Grant proposal writing, better skills at assembly, HPC economics.",2017,1,,,Germany,1,,No,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -252,,,Germany,Yes,Undergraduate degree,Other,,No,1,No,7.0,3,8,2,1 (None at all),3,,,,,,University,Full Time,Other,0.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),No,,No,,1.0,,,,,No,No,No,Yes,No,,6,,,,,,,,,,,0.0,helping people individually that ask personally to debug /how to write their code,Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self teaching,,"Software Tests / Test driven development, Improved acadmic writing, team working /social-interaction soft skills",2017,1,,,Germany,1,,No,No,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -253,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,1,No,10.0,3,3,3,1 (None at all),2,,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,Flexible working hours,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -254,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,No,10.0,7,3,2,1 (None at all),2,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,7.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),Yes,,Yes,PAGES 2017,2.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,,social skills,2017,2,,,Germany,2,,No,No,No,No,No,No,No,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -255,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,19.0,4,7,2,2,1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,The salary,Same researcher(s),No,,No,,2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Agree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self learning,,,2017,1,,,Germany,1,,No,Yes,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -256,,,Germany,Yes,Doctorate,Computer Science,,Yes,2,No,15.0,7,4,3,2,3,,,,,,University,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -257,,,Germany,Yes,Doctorate,Other,,Yes,5 - Mostly other people,Yes,35.0,3,3,3,3,2,,,,,,University,Full Time,Permanent -- funded by Institution core funding,1000.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -258,,,Germany,Yes,Master degree,Civil Engineering,No,Yes,4,No,9.0,5,3,1 (None at all),2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,The salary,Flexible working hours,Same researcher(s),No,,Yes,"SC, ISC etc",3.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,15.0,"fall, summer schools, short courses etc",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,10 (All my time),Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,Strongly disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,Yes,"continuous integration, machine learning, data analysis",2017,1,,,Germany,3-5,,No,Yes,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,5 - Mostly other people,Yes,6.0,7,3,1 (None at all),1 (None at all),1 (None at all),,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),Yes,,No,,4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,3.0,"Coworkers training, students training",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,During studies and at work,Yes,Machine Learning - GPU computing - IT support,2017,1,,,Germany,2,,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -260,,,Germany,Yes,Doctorate,Other,,Yes,5 - Mostly other people,No,37.0,2,4,6,5,3,,,,,,University,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,,No,,3.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,30.0,"software use, software evaluation",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,,"Team working, information sharing, transparant (easy to understand) tranferable programming",2017,2,,,Germany,1,,No,Yes,Yes,Yes,Yes,No,No,Prefer not to say,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -261,,,Germany,Yes,Doctorate,Mathematics,,Yes,4,No,15.0,7,2,8,1 (None at all),3,,,,,,Other,Full Time,Permanent -- funded by Institution core funding,42.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,The salary,Flexible working hours,Same researcher(s),No,,No,,4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Nutzerschulungen,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,7,Disagree,Neither agree or disagree,Agree,Agree,Strongly disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Eigenstudium,Yes,,2017,3,,,Germany,10+,,No,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -262,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,2,No,6.0,5,2,9,1 (None at all),5,,,,,,Government,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -263,,,Germany,Yes,Doctorate,Other,no,Yes,5 - Mostly other people,Yes,10.0,6,1 (None at all),2,2,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),No,,Yes,"EasyREMO / Climate Workshop, Windhoek, Namibia, 2017",1.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,During my studies,No,,2017,1,,,Germany,1,,No,No,Yes,No,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -264,,,Germany,Yes,Master degree,History,,Yes,2,No,10.0,4,1 (None at all),9,1 (None at all),2,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Regularly change researcher(s),Yes,,Yes,"DHd, FORGE",2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,0.0,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Strongly disagree,Disagree,Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Studium,Yes,,2017,2,,,Germany,3-5,,Yes,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -265,,,Germany,Yes,Master degree,Computer Science,,Yes,1,Yes,5.0,5,4,2,3,1 (None at all),,,,,,University,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Desire to advance research,Same researcher(s),Yes,,Yes,IEEE Vis,2.0,,,,,No,Yes,Yes,Yes,No,,5,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Agree,Agree,Disagree,Agree,Strongly Agree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,Studied Computer Science.,Yes,,2017,1,,,Germany,2,,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -266,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,5 - Mostly other people,No,20.0,6,2,2,1 (None at all),2,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,21.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,,Yes,EGU,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,"Projektplanung, Konfliktmanagement",2017,2,,,Germany,3-5,,No,,,,,,,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -267,,,Germany,Yes,Master degree,Communication & Media Studies,,No,3,Yes,2.0,7,3,4,1 (None at all),3,,,,,,University,Part-time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Flexible working hours,Same researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,No,No,,,,,,,,,,,,,2.0,"Teaminterne Workshops, Workshops an Universitäten",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Studium Informationsverarbeitung und Selbststudium,Yes,"funktionales Softwaredesign, Tests, Dokumentation",2017,2,,,Germany,1,,No,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -268,,,Germany,Yes,Master degree,Mathematics,Magister Musikwissenschaft,No,4,Yes,3.0,8,10 (All my time),5,2,4,,,,,,University,Part-time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Same researcher(s),No,,Yes,Edirom Summer School (ESS),1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,0.0,—,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Neither agree or disagree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"Informatikstudium, Einarbeitung, Selbststudium",Yes,,2017,1,,,Germany,2,,No,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -269,,,Germany,Yes,Master degree,Librarianship & Information Management,,Yes,2,No,1.0,3,7,5,2,1 (None at all),,,,,,Leibniz Association,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),Yes,,Yes,"Swmcon, isi",3.0,,,,,Yes,No,Yes,Yes,No,,9,,,,,,,,,,,1.0,Lehrgang mit Forschern an Universitäten,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium,Yes,,2017,1,,,Germany,2,,No,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -270,,,Germany,Yes,Master degree,Physics and Astronomy,,No,1,Yes,8.0,7,5,2,1 (None at all),1 (None at all),,,,,,Other,Part-time,Fixed term -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,The salary,Same researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,Neither agree or disagree,Disagree,Disagree,Disagree,Agree,Disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes,,2017,1,,,Germany,1,,No,,,,,,,Female,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -271,,,Germany,Yes,Master degree,Geography & Environmental Sciences,,Yes,4,Yes,6.0,7,3,8,1 (None at all),2,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Desire to advance research,Same researcher(s),Yes,,Yes,"GfÖ Annual Meeting, UserDevConf (klein + intern), projektinterne Workshops",2.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,1.0,projektinterne workshops,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,4,Disagree,Neither agree or disagree,Agree,Disagree,Agree,Strongly disagree,Agree,,,,,,,,,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Uni-Kurse für Basics, Sonst Learning by Doing",Yes,"projekte + management (erfahrungen anderer teams in hinsicht tools, teamgröße vs. gestellter aufgaben, vergleich mit freier wirtschaft)",2017,2,,,Germany,3-5,,No,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -272,,,Germany,Yes,Master degree,Sociology,Technische Redakteurin,Yes,3,No,2.0,8,1 (None at all),2,1 (None at all),1 (None at all),,,,,,Other,Part-time,Fixed term -- funded by Institution core funding,2.5,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,The salary,Opportunity to develop software,Desire to work in a research environment,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Fernstudium Informatik (abgebrochen), Sommerschulen",,"Web-Entwicklung, XSLT, XQuery",2017,1,,,Germany,1,,No,,,,,,,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -273,,,Germany,Yes,Doctorate,Mathematics,,Yes,2,No,15.0,2,5,3,1 (None at all),1 (None at all),,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,20.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Leibniz Association,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),Yes,,Yes,NUSOD,2.0,,,,,No,Yes,Yes,Yes,No,,,,3,Institutseigene Fachbibliothek,,,,,,,,0.0,keine,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,3-5,software itself (no specific version),Yes,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -274,,,Germany,Yes,Other,Physics and Astronomy,Promotion,No,5 - Mostly other people,No,20.0,7,2,1 (None at all),4,3,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Flexible working hours,I want to learn new skills,Desire to work in a research environment,The salary,Ability to work across disciplines,Same researcher(s),No,,Yes,european geoscience union (EGU),4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Lehrgang Universitaet Hamburg,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,10 (All my time),Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Vorlesung an der Universitaet,Yes,"C, C++",2017,2,,,Germany,3-5,,No,Yes,Yes,No,No,No,No,Male,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -275,,,Germany,Yes,Master degree,Mechanical Engineering,,No,1,No,10.0,8,8,4,2,3,,,,,,University,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Opportunity for career advancement,The salary,Same researcher(s),No,,Yes,"ICCM, ICCS, NAFEMS",1.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Agree,Agree,Strongly disagree,Strongly disagree,Disagree,Disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Yes,Yes,,,,,,,,selbst beigebracht,No,"Organisationsvermögen, Coderobustheit, effiziente Quellcodes entwickeln",2017,1,,,Germany,2,,Yes,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -276,,,Germany,Yes,Doctorate,Other,,Yes,3,Yes,12.0,6,3,2,6,2,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),No,,No,,4.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,2.0,"local university training, personal advice",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Strongly disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Autodidakt,Yes,,2017,3,,,Germany,1,,No,No,No,No,No,No,No,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -277,,,Germany,Yes,Master degree,Aeronautical & Manufacturing Engineering,,No,5 - Mostly other people,No,10.0,7,3,3,4,7,,,,,,University,Full Time,Fixed term -- as long as funding is available,12.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Desire to advance research,Ability to work across disciplines,Same researcher(s),Yes,,Yes,diverse,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,2.0,Lehrgang an Universitäten,,,,,,,,,,,,,,,,,,,,,,,,9,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,No,,2017,2,,,Germany,3-5,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -278,,,Germany,Yes,Doctorate,Psychology,,Yes,3,No,10.0,3,3,4,3,2,,,,,,University,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Same researcher(s),Yes,,Yes,-,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,-,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Disagree,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Disagree,Strongly Agree,Strongly disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbst beigebracht/ Internetrecherche,No,,2017,2,,,Germany,2,,Yes,No,Yes,Yes,No,No,No,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -279,,,Germany,No,Doctorate,Geography & Environmental Sciences,,Yes,0 - Mostly me,No,2.0,9,3,1 (None at all),1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,Yes,EGU,3.0,,,,,No,Yes,Yes,No,No,,10 (All my time),,10 (All my time),Zenodo,,,,,,,,1.0,local university training,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,Germany,1,software itself (no specific version),Yes,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -280,,,Germany,Yes,Doctorate,Psychology,,No,4,No,6.0,3,5,5,5,4,,,,,,University,Full Time,Permanent -- funded by Institution core funding,1.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Same researcher(s),Yes,,Yes,TEAP,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,3.0,Workshops an Universitäten,,,,,,,,,,,,,,,,,,,,,,,,4,Strongly disagree,Disagree,Strongly Agree,Agree,Disagree,Disagree,Disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,No,,,,,,,,Autodidaktisch,Yes,,2017,1,,,Germany,2,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -281,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,2,No,20.0,5,6,3,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Germany,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -282,,,Germany,Yes,Doctorate,Other,,No,2,No,15.0,3,2,5,1 (None at all),1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,32.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,,Yes,EGU,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Einführung in die Benutzung unserer Software,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Universität und Beruf,Yes,,2017,2,,,Germany,3-5,,Yes,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -283,,,Germany,Yes,Master degree,Physics and Astronomy,,No,0 - Mostly me,No,1.0,9,9,1 (None at all),1 (None at all),5,,,,,,Leibniz Association,Full Time,Other,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Same researcher(s),Yes,,No,,1.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Agree,Neither agree or disagree,Strongly Agree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium,Yes,"Planung eines Softwareprojektes, Design Pattern, Tests",2017,1,,,Germany,1,,No,No,No,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -284,,,Germany,Yes,Master degree,Physics and Astronomy,,Yes,4,Yes,15.0,6,3,1 (None at all),2,2,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),No,,Yes,"VizBI (VizBI), Focus on Microscopy (FOM), DPG Frühjahrstagung (DPGF)",3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,5,Zenodo,,,,,,,,2.0,"local university training, institute training, outreach",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Neither agree or disagree,Agree,Agree,Agree,Disagree,Strongly Agree,Neither agree or disagree,,,,,,,,OS X,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,1,,,Germany,2,specific version of the software,No,No,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -285,,,Germany,Yes,Doctorate,Medicine,"MA, MPH",No,1,No,1.0,4,7,2,1 (None at all),2,,,,,,University,Part-time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,The salary,Regularly change researcher(s),No,,No,,1.0,,,,,No,Yes,No,No,No,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Agree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,"workshops, stack overflow, blogs",Yes,,2017,5+,,,Germany,2,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -286,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,1,No,8.0,3,5,2,2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,,Yes,"TAC, ICCP",1.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mainly self-taught; attending a few workshops on related topics,Yes,"knowing better the available software like Eclipse, Git and so; knowing more about programming paradigmas",2017,1,,,Germany,2,,Yes,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -287,,,Germany,Yes,Master degree,Mathematics,,Yes,4,Yes,3.0,5,4,1 (None at all),1 (None at all),2,,,,,,University,Full Time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),No,,Yes,SALZBURG WORKSHOP ON DEPENDENCE MODELING,4.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Strongly disagree,Strongly Agree,Strongly disagree,Disagree,Strongly Agree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Own research,Yes,,2017,2,,,Germany,1,,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -288,,,Germany,Yes,Master degree,Physics and Astronomy,,No,2,No,2.0,4,4,2,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Opportunity for career advancement,Desire to advance research,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,,Yes,European Meteorological Society,2.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9,Strongly disagree,Neither agree or disagree,Disagree,Disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Kurse,Yes,"mehr IT Kenntnisse, effizientere Codes",2017,1,,,Germany,2,,Yes,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -289,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,5 - Mostly other people,Yes,15.0,5,5,5,2,4,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,Misc IEEE,10.0,,,,,Yes,No,Yes,Yes,No,,8,,,,,,,,,,,2.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,8,Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,"Not yet, but one has noticed yet. ;-) Self-training, stackoverflow, learning-by-doing",No,,2017,2,,,Germany,2,,Yes,,,,,,,Prefer not to say,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -290,,,Germany,Yes,Doctorate,Biological Sciences,No,No,1,No,4.0,7,2,2,2,3,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,2,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -291,,,Germany,Yes,Master degree,Computer Science,,Yes,4,Yes,7.0,2,2,8,3,3,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,999.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Regularly change researcher(s),Yes,,Yes,"Workshop on Sustainable Software for Science: Practice and Experiences (WSSSPE5.1), Second Conference of Research Software Engineers (RSE), Free and Open Source Software Conference (FrOSCon), OpenSym",5.0,,,,,Yes,No,No,Yes,No,,7,,,,,,,,,,,6.0,"Interne Wissensaustauschworkshops, Werkzeuggestütze Software Entwicklung, Agiles Arbeiten in der Froschung",,,,,,,,,,,,,,,,,,,,,,,,3,Strongly disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Disagree,Strongly Agree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium und Erfahrung,Yes,"Umfragedesign, Analyse von Veränderungen im SE Prozess",2017,2,,,Germany,3-5,,Yes,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -292,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,2,No,10.0,4,2,8,2,5,,,,,,Max Planck Society,Full Time,Other,99.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,Regularly change researcher(s),No,,Yes,VIB Bioinformatics,10.0,,,,,Yes,Yes,Yes,Yes,No,,7,,3,zenodo,,,,,,,,4.0,"Software Carpentry, Local university training, MPG training",No,,No,No,,,Yes,Yes,,,No,No,No,,No,No,,,,,,,,5,Agree,Strongly Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,,2017,3,,,Germany,6-9,paper about software,Yes,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -293,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,3,Yes,24.0,6,3,2,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Flexible working hours,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"EGU, DGG",8.0,,,,,No,No,No,Yes,No,,8,,3,Bibliothek,,,,,,,,3.0,"Programmierkurse, Methodenkurse",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Neither agree or disagree,Agree,Strongly disagree,Disagree,Disagree,Strongly Agree,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,,2017,1,,,Germany,3-5,software itself (no specific version),No,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -294,,,Germany,Yes,Master degree,Geography & Environmental Sciences,,No,2,No,4.0,6,3,5,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Desire to work in a research environment,Same researcher(s),Yes,,No,,4.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,2.0,Software Carpentry,,,,,,,,,,,,,,,,,,,,,,,,8,Agree,Agree,Agree,Neither agree or disagree,Strongly disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,selbstudiumn,Yes,,2017,1,,,Germany,2,,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -295,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,0 - Mostly me,No,5.0,2,8,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Part-time,Fixed term -- as long as funding is available,2.75,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to advance research,Flexible working hours,The salary,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,Yes,"Jahrestagung der Deutschen Physikalischen Gesellschaft (DPG), Jahrestagung des DFG-SPP",1.0,,,,,Yes,Yes,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Agree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,No,,2017,5+,,,Germany,10+,,Yes,No,No,Yes,No,No,No,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -296,,,Germany,Yes,Other,Town & Country Planning and Landscape Design,,No,1,No,6.0,6,1 (None at all),2,1 (None at all),2,,,,,,Other,Part-time,Research/Student Assistant,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Same researcher(s),Yes,,No,,4.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,1.0,None,,,,,,,,,,,,,,,,,,,,,,,,4,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,,,2017,1,,,Germany,1,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -297,,,Germany,Yes,Doctorate,Mathematics,,No,1,No,27.0,5,5,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,25.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Ability to work across disciplines,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Regularly change researcher(s),Yes,,No,,1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,5+,,,Germany,3-5,,Yes,,,,,,,Female,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -298,,,Germany,Yes,Master degree,Computer Science,No,No,0 - Mostly me,No,5.0,4,5,2,2,1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),No,,No,,1.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Disagree,Agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -299,,,Germany,Yes,Master degree,Chemical Engineering,,No,4,Yes,8.0,7,3,1 (None at all),1 (None at all),1 (None at all),,,,,,Leibniz Association,Part-time,Fixed term -- as long as funding is available,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,I want to learn new skills,Same researcher(s),Yes,,Yes,"TechTreffen Berlin, Professional Skills for Energy Analysis and Policy (Uni Wisconsin)",4.0,,,,,No,No,No,Yes,No,,5,,,,,,,,,,,0.0,0,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Disagree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,Yes,,2017,2,,,Germany,3-5,,No,Yes,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -300,,,Germany,Yes,Doctorate,Physics and Astronomy,,Yes,1,No,4.0,3,3,3,1 (None at all),3,,,,,,Leibniz Association,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,Same researcher(s),No,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,SWC,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self taught,No,Time management,2017,1,,,Germany,2,,Yes,No,No,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -301,,,Germany,Yes,Master degree,Other,,No,2,No,6.0,5,5,1 (None at all),1 (None at all),1 (None at all),,,,,,Leibniz Association,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to advance research,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,,No,,1.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Haben mir Betreuer beigebracht.,No,,2017,1,,,Germany,1,,No,No,Yes,No,No,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -302,,,Germany,Yes,Undergraduate degree,Physics and Astronomy,,No,2,No,1.0,7,5,2,1 (None at all),5,,,,,,Leibniz Association,Part-time,Research/Student Assistant,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,I want to learn new skills,Opportunity for career advancement,Desire to advance research,The salary,Same researcher(s),Yes,,No,,1.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,0.0,keine,,,,,,,,,,,,,,,,,,,,,,,,8,Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,Disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbst beigebracht,,,2017,1,,,Germany,3-5,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -303,,,Germany,Yes,Doctorate,Biological Sciences,,No,5 - Mostly other people,No,15.0,3,10 (All my time),1 (None at all),1 (None at all),1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,No,,2.0,,,,,No,Yes,No,No,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10 (All my time),Strongly Agree,Disagree,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,Germany,1,,Yes,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -304,,,Germany,Yes,Doctorate,Biological Sciences,no,No,2,No,7.0,4,4,2,2,1 (None at all),,,,,,University,Full Time,Fixed term -- as long as funding is available,8.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,I want to learn new skills,Regularly change researcher(s),No,,No,,1.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,internet,,"thorough testing, efficient mile stone planning, versioning practises",2017,2,,,Germany,3-5,,No,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -305,,,Germany,Yes,Doctorate,Biological Sciences,,No,3,Yes,12.0,6,10 (All my time),3,2,5,,,,,,University,Full Time,Fixed term -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,The salary,Regularly change researcher(s),No,,No,,4.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,1.0,Lehrgang an Universitäten,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidakt,No,,2017,1,,,Germany,1,,Yes,No,No,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -306,,,Germany,Yes,Doctorate,Psychology,Habilitation Genetische Epidemiologie,No,0 - Mostly me,No,10.0,7,8,2,2,1 (None at all),,,,,,Private Company,Full Time,Freelancer consultant contractor,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,I want to learn new skills,Regularly change researcher(s),No,,No,,3.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,3.0,PhD Training programs,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Neither agree or disagree,Agree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,selbst beigebracht,,Debugging; project management,2017,1,,,Germany,1,,Yes,No,Yes,Yes,No,No,No,Male,55 to 64 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -307,,,Germany,Yes,Doctorate,Biological Sciences,No,No,2,No,2.0,7,2,1 (None at all),2,3,,,,,,Max Planck Society,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),No,,No,,3.0,,,,,Yes,No,Yes,No,No,,,,,,,,,,,,,1.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,3,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Strongly Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,university; self-taught,,"JavaScript, statistics, maschine learning",2017,2,,,Germany,2,,No,,,,,,,Prefer not to say,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -308,,,Germany,Yes,Doctorate,Biological Sciences,,Yes,2,Yes,5.0,6,6,3,2,2,,,,,,University,Full Time,Fixed term -- as long as funding is available,5.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Flexible working hours,Same researcher(s),Yes,,Yes,"COMBINE, HARMONY, ICSB",4.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,10 (All my time),Zenodo,,,,,,,,2.0,"Workshop in retreats, Fachkurs an Universität",Yes,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Strongly Agree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,autodidaktisch,Yes,"Automatic deployment, HPC cluster setup (docker & kybernetics), Database migration",2017,1,,,Germany,2,paper about software,Yes,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -309,,,Germany,Yes,Master degree,Biological Sciences,military medic training,Yes,3,No,5.0,9,2,1 (None at all),2,2,,,,,,Helmholtz Association of German Research Centres,Full Time,Other,1.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Same researcher(s),No,,No,,1.0,,,,,Yes,Yes,Yes,Yes,No,,,,,,,,,,,,,5.0,informal one on one,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Agree,Strongly Agree,,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,Yes,,,,,,,,self taught in grad school,Yes,"more on hardware, more on testing, more CS basics",2017,1,,,Germany,1,,No,No,No,No,Yes,No,No,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -310,,,Germany,Yes,Doctorate,Physics and Astronomy,"MSc Biophysik, BSc Biologie",No,1,No,4.0,3,10 (All my time),2,1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term -- as long as funding is available,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Same researcher(s),No,,No,,2.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,0.0,0,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Agree,Agree,Neither agree or disagree,Disagree,Disagree,Agree,,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Studium und Selbststudium,,,2017,1,,,Germany,1,,Yes,No,No,No,Yes,No,No,Female,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -311,,,Germany,Yes,Doctorate,Physics and Astronomy,,No,2,No,5.0,8,8,5,2,2,,,,,,Government,Full Time,Permanent -- funded by Institution core funding,0.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Max Planck Society,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Regularly change researcher(s),No,,Yes,Applied Bioinformatics and Public Health Microbiology (ABPHM),5.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,5.0,"Tutorials,Vorlesung an Univerisät",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Disagree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Selbststudium, MOOC, Vorlesungen, Summer School",Yes,"Tiefere Programmierkenntnisse, Software-Entwicklung im Team, Professionelle Integrationstests",2017,1,,,Germany,2,,Yes,No,Yes,No,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -312,,,Germany,Yes,Doctorate,Computer Science,,Yes,4,Yes,22.0,4,2,5,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,9.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Regularly change researcher(s),Yes,,Yes,"BVM, RSNA, ASTRO",4.0,,,,,Yes,No,Yes,Yes,No,,8,,,,,,,,,,,4.0,"Workshops, Schulungen",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,1 (None at all),Strongly disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly Agree,Agree,Disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Ausbildung, Weiterbildung, Arbeit",Yes,,2017,2,,,Germany,3-5,,Yes,No,Yes,Yes,No,No,No,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -313,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,Diplom Physik,Yes,2,Yes,15.0,7,8,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,No,Yes,No,,5,,5,Zenodo,,,,,,,,1.0,Workshop intern,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,2,Strongly disagree,Agree,Agree,Disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Eigenständig, privat",Yes,"Parallelisierung, jupyter notebooks, interactive plots for websites",2017,3,,,Germany,3-5,specific version of the software,Yes,Yes,Yes,Yes,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -314,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,Yes,3,No,8.0,8,4,9,4,4,,,,,,Other,Part-time,Fixed term -- as long as funding is available,1.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,"AGU, EGU, OGS Community Meetings",1.0,,,,,Yes,No,Yes,No,No,,10 (All my time),,,,,,,,,,,3.0,"Lehrgang an Universitäten, Lehrgang an Forschungsinstituten",No,,No,No,,,No,No,,,Yes,No,No,,No,No,,,,,,,,9,Neither agree or disagree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,während der Doktorarbeit erlernt,,,2017,1,,,Germany,10+,,No,No,Yes,No,No,No,No,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -315,,,Germany,Yes,Undergraduate degree,Computer Science,,Yes,3,No,5.0,4,2,3,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Part-time,Research/Student Assistant,0.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Flexible working hours,I want to learn new skills,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,,No,,4.0,,,,,Yes,No,No,Yes,No,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Strongly disagree,Agree,Agree,Disagree,Disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"selbst, uni",Yes,c optimierung,2017,1,,,Germany,2,,No,,,,,,,Prefer not to say,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -316,,,Germany,No,Master degree,Other,,Yes,1,No,30.0,1 (None at all),4,8,1 (None at all),5,,,,,,Max Planck Society,Full Time,Permanent -- funded by Institution core funding,26.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"ISC, SC, Diverse Workshops nationaler und internationaler Projekte",8.0,,,,,No,No,Yes,Yes,Yes,,8,,,,,,,,,,,2.0,Workshops über unsere Modelle und Software sowie deren Entwicklung,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Germany,6-9,,No,Yes,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -317,,,Germany,Yes,Master degree,Computer Science,,No,4,Yes,10.0,8,1 (None at all),2,1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,99.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University of Applied Sciences,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Flexible working hours,Ability to work across disciplines,Same researcher(s),Yes,,Yes,"IEEE-VR, SIAM GS, EGU",2.0,,,,,No,No,No,Yes,No,,10 (All my time),,6,Zenodo,,,,,,,,3.0,Interne Workshops,,,,,,,,,,,,,,,,,,,,,,,,1 (None at all),Disagree,Agree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,OS X,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,,2017,3,,,Germany,10+,specific version of the software,Yes,,,,,,,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -318,,,Germany,No,Doctorate,Geography & Environmental Sciences,,Yes,0 - Mostly me,Yes,8.0,2,2,8,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,0.6,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),No,,No,,4.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,5,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,,,,,,,,,,,2017,4,,,Germany,10+,,Yes,Yes,Yes,Yes,Yes,No,No,Female,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -319,,,Germany,Yes,Master degree,General Engineering,,No,1,Yes,2.0,7,3,1 (None at all),1 (None at all),2,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- funded by Institution core funding,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Same researcher(s),No,,No,,1.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,1.0,Lehrgang innerbetrieblich,,,,,,,,,,,,,,,,,,,,,,,,2,Strongly disagree,Disagree,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,learning by doing,Yes,unit tests,2017,1,,,Germany,1,,No,,,,,,,Male,35 to 44 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -320,,,Germany,Yes,Doctorate,Computer Science,,Yes,4,No,5.0,3,1 (None at all),4,8,2,,,,,,University,Full Time,Fixed term -- as long as funding is available,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Desire to work in a research environment,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,7,Zenodo,,,,,,,,12.0,"Software Carpentry, local trainings, trainings within networks",No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,6,Neither agree or disagree,Disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Selbststudium,Yes,,2017,1,,,Germany,3-5,paper about software,Yes,No,Yes,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -321,,,Germany,Yes,Master degree,Computer Science,,No,1,Yes,5.0,8,3,2,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Part-time,Research/Student Assistant,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),Yes,,No,,2.0,,,,,No,No,Yes,Yes,No,,9,,5,GFZ,,,,,,,,,,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,3,Disagree,Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Agree,Neither agree or disagree,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Studium, Selbststudium, Austausch mit Wissenschaftlern und RSEs",Yes,"Management, Kommunikation, HPC",2017,1,,,Germany,2,software itself (no specific version),No,Yes,No,No,No,No,No,Male,25 to 34 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -322,,,Germany,Yes,Doctorate,Geography & Environmental Sciences,,No,2,No,7.0,4,5,3,1 (None at all),3,,,,,,Helmholtz Association of German Research Centres,Full Time,Fixed term -- as long as funding is available,2.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Helmholtz Association of German Research Centres,Freedom to choose own working practices,Desire to advance research,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,Earsel,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Lehrgang an Universitäten,No,,No,No,,,No,No,,,No,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,1,,No,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -323,,,Germany,Yes,Doctorate,Other,Habilitation,No,0 - Mostly me,No,40.0,8,9,1 (None at all),2,1 (None at all),,,,,,Helmholtz Association of German Research Centres,Full Time,Permanent -- funded by Institution core funding,50.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Same researcher(s),No,,Yes,Goldschmidt,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,1.0,Lehrgang an Universitäten,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Germany,1,,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -324,,,Germany,Yes,Master degree,Computer Science,Dipl.- Wirtschaftsingenieur,Yes,0 - Mostly me,Yes,5.0,4,1 (None at all),1 (None at all),1 (None at all),6,,,,,,Helmholtz Association of German Research Centres,Part-time,Permanent -- funded by Institution core funding,19.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),No,,No,,1.0,,,,,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,,,,,,,,Studium/Selbststudium,,,2017,1,,,Germany,1,,No,,,,,,,Female,45 to 54 years,,,,,,,,,,,,,,,,,,,,,,,,,,,, -0,,,Netherlands,Yes,PhD,Biological Sciences,,,2,No,8.0,2,3,6,4,2,,,,,,University / University Medical Center / Applied University (HBO),Part time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,1.0,,,,,No,No,Yes,Yes,No,,7,,,,,,,,,,,4.0,"Software Carpentry, Data Carpentry, field-specific courses",,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -1,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,4,Yes,10.0,8,2,4,2,4,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,5.0,,,,,No,No,No,Yes,No,,2,,,,,,,,,,,1.0,local on-site training for PhDs,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Agree,Strongly disagree,Disagree,Disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -2,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,Yes,7.0,7,1 (None at all),3,1 (None at all),3,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Strongly Agree,Disagree,Disagree,Agree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -3,,,Netherlands,Yes,PhD,Physics and Astronomy,,,4,Yes,5.0,5,1 (None at all),4,2,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,Yes,Yes,Yes,No,,2,,2,,,,,,,,,4.0,Departmental Training,,,,,,,,,,,,,,,,,,,,,,,,,,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -4,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Bachelor,Computer Science,,,3,Yes,20.0,9,2,1 (None at all),1 (None at all),1 (None at all),,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,3.0,,,,,No,No,Yes,Yes,No,,9,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -5,,,Netherlands,Yes,PhD,Physics and Astronomy,,,0 - Mostly me,No,25.0,2,1 (None at all),8,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -6,,,Netherlands,Yes,PhD,Communication & Media Studies,,,2,No,3.0,4,7,2,3,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,,,,,,,,,,8.0,"local university training, workshops at national and international universities",,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Disagree,Agree,Disagree,Neither agree or disagree,Disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -7,,,Netherlands,Yes,PhD,Biological Sciences,,,4,No,15.0,6,2,4,1 (None at all),1 (None at all),,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,3.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -8,,,Netherlands,Yes,PhD,Communication & Media Studies,,,2,Yes,3.0,7,2,4,2,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,2.0,,,,,No,Yes,No,No,No,,5,,,,,,,,,,,10.0,informal,,,,,,,,,,,,,,,,,,,,,,,,,,Strongly Agree,Agree,Strongly disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -9,,,Netherlands,Yes,PhD,Computer Science,,,3,No,12.0,7,3,3,2,2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,Yes,No,No,Yes,No,,9,,2,,,,,,,,,4.0,Software Carpentry,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -10,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,Yes,25.0,8,4,2,2,3,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,Yes,No,No,Yes,Yes,,7,,,,,,,,,,,2.0,local developers workshops,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -11,,,Netherlands,Yes,PhD,Communication & Media Studies,,,2,No,5.0,2,4,2,5,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,3.0,university,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Agree,Agree,Disagree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -12,,,Netherlands,No,WO (Wetenschappelijk onderwijs) Master,Other,,,5 - Mostly other people,Yes,8.0,2,3,7,1 (None at all),3,,,,,,Private Company,Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,5.0,,,,,Yes,No,Yes,Yes,Yes,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Agree,Agree,Agree,Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -13,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,No,15.0,8,2,1 (None at all),1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,2.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,0.0,none anymore,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -14,,,Netherlands,Yes,PhD,Computer Science,,,3,Yes,20.0,5,6,4,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Agree,Agree,Agree,Strongly disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -15,,,Netherlands,Yes,HBO (Hoger beroepsonderwijs) Bachelor,Computer Science,,,5 - Mostly other people,Yes,3.0,9,1 (None at all),1 (None at all),2,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,4.0,,,,,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -16,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,,,0 - Mostly me,No,2.0,3,8,2,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Fixed term,4.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,No,Yes,No,,4,,,,,,,,,,,2.0,Software/Data Carpentry,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Neither agree or disagree,Agree,Strongly Agree,Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -17,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Philosophy,,,5 - Mostly other people,Yes,5.0,6,3,1 (None at all),1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,Yes,Yes,Yes,No,,9,,,,,,,,,,,1.0,local workshops,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -18,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,,,2,No,15.0,5,2,2,1 (None at all),3,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,3.0,,,,,No,No,No,Yes,No,,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,Agree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -19,,,Netherlands,Yes,PhD,Computer Science,,,0 - Mostly me,No,15.0,8,3,10 (All my time),2,4,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,10.0,,,,,No,Yes,Yes,No,No,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -20,,,Netherlands,Yes,PhD,Computer Science,,,2,Yes,3.0,6,3,1 (None at all),2,3,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,7,,,,,,,,,3.0,Software carpentry,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Agree,Disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -21,,,Netherlands,Yes,HBO (Hoger beroepsonderwijs) Bachelor,Chemistry,,,2,Yes,20.0,7,2,1 (None at all),2,2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,5.0,,,,,No,No,Yes,Yes,No,,8,,8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Strongly Agree,Agree,Strongly disagree,Disagree,Neither agree or disagree,Strongly Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -22,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,4,Yes,15.0,6,2,2,1 (None at all),4,,,,,,Other,Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,8,,,,,,,,,,,2.0,Software Carpentry,,,,,,,,,,,,,,,,,,,,,,,,,,Strongly Agree,Strongly Agree,Agree,Agree,Disagree,Strongly disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -23,,,Netherlands,Yes,PhD,Computer Science,,,5 - Mostly other people,Yes,20.0,4,2,6,2,4,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,10.0,,,,,No,No,No,Yes,No,,10 (All my time),,10 (All my time),,,,,,,,,1.0,tool specific training at conferences,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Agree,Neither agree or disagree,Disagree,Disagree,Disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -24,,,Netherlands,Yes,PhD,Chemistry,,,5 - Mostly other people,Yes,8.0,7,3,3,1 (None at all),5,,,,,,Private Company,Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,1.0,,,,,No,No,No,Yes,Yes,,2,,,,,,,,,,,2.0,Workshops,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Disagree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -25,,,Netherlands,Yes,PhD,Chemistry,,,5 - Mostly other people,Yes,15.0,8,4,1 (None at all),2,3,,,,,,Private Company,Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Neither agree or disagree,Disagree,Agree,Disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -26,,,Netherlands,Yes,PhD,Physics and Astronomy,,,4,Yes,8.0,5,3,2,1 (None at all),3,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,Yes,Yes,Yes,No,,6,,,,,,,,,,,2.0,AHEAD training program (EU funded project for High-Energy Astrophysics),,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -27,,,Netherlands,Yes,PhD,Computer Science,,,4,No,12.0,7,5,2,2,2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Fixed term,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,Yes,No,Yes,No,,9,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -28,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,No,6.0,7,2,6,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,No,Yes,No,,10 (All my time),,5,,,,,,,,,1.0,on the job training,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -29,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Chemistry,,,5 - Mostly other people,Yes,5.0,9,2,1 (None at all),1 (None at all),1 (None at all),,,,,,Private Company,Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Strongly disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -30,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,,,1,Yes,4.0,2,8,2,1 (None at all),3,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Fixed term,0.4,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,Yes,No,No,No,,10 (All my time),,,,,,,,,,,0.0,ad hoc co-worker training,,,,,,,,,,,,,,,,,,,,,,,,,,Strongly disagree,Strongly Agree,Neither agree or disagree,Strongly Agree,Strongly Agree,Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -31,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Geography & Environmental Sciences,,,2,Yes,15.0,6,2,2,2,4,,,,,,Other,Part time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,1.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,8,,,,,,,,,1.0,"Software Carpentry, local university training, workshops",,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Strongly Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -32,,,Netherlands,Yes,PhD,Other,,,1,Yes,13.0,7,3,2,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Fixed term,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,8,,,,,,,,,0.0,none,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Disagree,Disagree,Agree,Disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,4,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -33,,,Netherlands,Yes,PhD,Chemistry,,,5 - Mostly other people,Yes,7.0,10 (All my time),2,1 (None at all),1 (None at all),1 (None at all),,,,,,Other,Full time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,Yes,No,No,Yes,Yes,,10 (All my time),,8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Strongly Agree,Agree,Agree,Agree,Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -34,,,Netherlands,Yes,PhD,Chemistry,,,4,No,1.0,7,3,1 (None at all),1 (None at all),1 (None at all),,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,1.0,,,,,Yes,No,No,Yes,No,,7,,1 (None at all),,,,,,,,,0.0,local university,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -35,,,Netherlands,Yes,PhD,Biological Sciences,,,4,No,10.0,4,5,3,2,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,3.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,"local university training, software API training",,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Agree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -36,,,Netherlands,Yes,PhD,Other,,,5 - Mostly other people,No,10.0,8,6,4,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,2.0,"Informal training, mainly training university students (Archaeology/Digital Humanities) when they request it or when I can involve them in a project.",,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Strongly Agree,Strongly disagree,Strongly disagree,Disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -37,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Other,,,2,Yes,22.0,6,7,3,2,3,,,,,,University / University Medical Center / Applied University (HBO),Part time,Permanent,,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,7,,,,,,,,,10.0,"Software Carpentry, workshops, 1-2-1",,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Strongly disagree,Strongly disagree,Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -38,,,Netherlands,Yes,PhD,Biological Sciences,,,0 - Mostly me,No,30.0,6,8,2,2,3,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Disagree,Strongly disagree,Neither agree or disagree,Disagree,Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -39,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,,,2,No,6.0,8,7,3,6,3,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,2.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,Yes,No,No,No,,10 (All my time),,,,,,,,,,,3.0,bachelor education,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Strongly Agree,Agree,Disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -40,,,Netherlands,Yes,PhD,Other,,,4,Yes,7.0,7,2,2,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,5.0,,,,,Yes,Yes,Yes,Yes,No,,8,,,,,,,,,,,1.0,"Software Carpentry, local university training, programming course",,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -41,,,Netherlands,Yes,PhD,Other,,,5 - Mostly other people,No,8.0,3,5,2,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,Yes,Yes,No,No,,10 (All my time),,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -42,,,Netherlands,Yes,PhD,Computer Science,,,4,Yes,4.0,5,5,2,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,2.0,Local research group training,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -43,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,2,Yes,4.0,3,2,2,1 (None at all),8,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,2.0,,,,,No,No,Yes,Yes,No,,8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -44,,,Netherlands,No,WO (Wetenschappelijk onderwijs) Master,History,,,0 - Mostly me,No,6.0,1 (None at all),2,6,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,No,No,Yes,No,,8,,,,,,,,,,,2.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,5+,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -45,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,3,Yes,20.0,9,4,3,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Part time,Fixed term,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,25.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,6,,,,,,,,,0.2,,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Agree,Strongly Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -46,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Anthropology,,,1,Yes,8.0,7,4,2,2,3,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,4.0,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,1.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Disagree,Disagree,Disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -47,,,Netherlands,Yes,PhD,Food Science,,,2,No,0.0,1 (None at all),6,3,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,Yes,No,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,4,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -48,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Mathematics,,,5 - Mostly other people,No,3.0,5,2,2,2,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,3.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,25.0,R programming,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Agree,Neither agree or disagree,Disagree,Agree,Disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -49,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Robotics,,,2,Yes,15.0,6,5,2,1 (None at all),3,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Fixed term,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,Yes,No,No,No,,3,,,,,,,,,,,2.0,"edx, codility",,,,,,,,,,,,,,,,,,,,,,,,,,Strongly disagree,Strongly Agree,Strongly disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -50,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,5 - Mostly other people,Yes,7.0,6,4,2,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Part time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,Yes,Yes,Yes,,9,,,,,,,,,,,2.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,5+,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -51,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Geography & Environmental Sciences,,,5 - Mostly other people,Yes,21.0,8,2,1 (None at all),1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Agree,Neither agree or disagree,Disagree,Agree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -52,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Geography & Environmental Sciences,,,3,No,17.0,5,5,1 (None at all),1 (None at all),3,,,,,,Other,Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,Yes,No,Yes,No,,10 (All my time),,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -53,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Other,,,5 - Mostly other people,Yes,3.0,7,2,2,2,3,,,,,,University / University Medical Center / Applied University (HBO),Part time,Permanent,,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,Yes,No,Yes,No,Yes,Yes,No,No,No,Yes,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,Yes,No,Yes,Yes,No,,9,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -54,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,4,Yes,20.0,6,4,3,2,3,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,1.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,5.0,,,,,No,No,No,Yes,No,,10 (All my time),,3,,,,,,,,,3.0,"Seminars, local",,,,,,,,,,,,,,,,,,,,,,,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,Disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -55,,,Netherlands,Yes,PhD,History,,,4,No,25.0,3,3,3,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,5.0,,,,,No,Yes,Yes,Yes,No,,7,,,,,,,,,,,2.0,incidental university training; local research institute training,,,,,,,,,,,,,,,,,,,,,,,,,,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -56,,,Netherlands,Yes,PhD,Chemistry,,,3,Yes,32.0,3,3,8,5,3,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,20.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,8,,,,,,,,,2.0,"local university training, training of new contributors via projects",,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Agree,Neither agree or disagree,Strongly disagree,Disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -57,,,Netherlands,Yes,HBO (Hoger beroepsonderwijs) Master,Electrical & Electronic Engineering,,,5 - Mostly other people,Yes,25.0,6,1 (None at all),4,1 (None at all),1 (None at all),,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,5.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Neither agree or disagree,Strongly disagree,Strongly Agree,Disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -58,,,Netherlands,Yes,PhD,Computer Science,,,1,No,30.0,4,4,1 (None at all),1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,1.0,,,,,No,No,No,Yes,No,,3,,3,,,,,,,,,0.0,Coursera courses,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,5+,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -59,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,3,Yes,35.0,8,3,1 (None at all),2,1 (None at all),,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -60,,,Netherlands,Yes,PhD,Computer Science,,,5 - Mostly other people,Yes,6.0,2,2,8,1 (None at all),1 (None at all),,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,50.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,2.0,"local university training, international consortia",,,,,,,,,,,,,,,,,,,,,,,,,,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,5+,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -61,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Mathematics,,,5 - Mostly other people,Yes,25.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,1.0,,,,,Yes,No,Yes,Yes,No,,10 (All my time),,,,,,,,,,,0.0,None currently,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Strongly Agree,Disagree,Strongly disagree,Agree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,5+,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -62,,,Netherlands,Yes,PhD,Physics and Astronomy,,,2,Yes,10.0,5,3,2,1 (None at all),2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,Yes,Yes,No,,7,,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -63,,,Netherlands,Yes,PhD,Geography & Environmental Sciences,,,3,No,20.0,7,7,3,2,2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,3.0,,,,,No,Yes,No,No,No,,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -64,,,Netherlands,Yes,PhD,Biological Sciences,,,2,Yes,16.0,5,2,3,1 (None at all),1 (None at all),,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,8.0,,,,,No,No,No,Yes,No,,10 (All my time),,,,,,,,,,,2.0,Beginners course on how to use a compute cluster,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Neither agree or disagree,Strongly disagree,Neither agree or disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -65,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,No,4.0,6,4,2,2,2,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Fixed term,2.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,No,No,Yes,Yes,Yes,,9,,7,,,,,,,,,2.0,university training,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -66,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,Yes,20.0,4,4,2,2,4,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -67,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,,,4,Yes,30.0,6,2,4,1 (None at all),3,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,Yes,Yes,Yes,,10 (All my time),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Disagree,Neither agree or disagree,Disagree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -68,,,Netherlands,Yes,PhD,Physics and Astronomy,,,4,Yes,13.0,3,2,2,1 (None at all),6,,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,No,Yes,No,,9,,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,Strongly disagree,Disagree,Agree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -69,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,Yes,15.0,8,5,3,1 (None at all),3,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,4.0,,,,,Yes,No,Yes,Yes,No,,7,,,,,,,,,,,3.0,"local university training,",,,,,,,,,,,,,,,,,,,,,,,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,Agree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -70,,,Netherlands,Yes,PhD,Physics and Astronomy,,,3,No,8.0,5,5,2,1 (None at all),1 (None at all),,,,,,University / University Medical Center / Applied University (HBO),Part time,Fixed term,3.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,No,No,Yes,No,,8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -71,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Bachelor,Physics and Astronomy,,,1,Yes,3.0,6,7,1 (None at all),2,4,,,,,,University / University Medical Center / Applied University (HBO),Full time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Agree,Agree,Agree,Neither agree or disagree,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -72,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,4,Yes,11.0,8,2,2,1 (None at all),2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Computer Science,,,4,Yes,7.0,9,4,3,1 (None at all),2,,,,,,Private Company,Full time,Other,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,20.0,,,,,No,No,Yes,Yes,No,,9,,6,,,,,,,,,2.0,"Software Carpentry, local university training",,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Disagree,Disagree,Neither agree or disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -74,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Biological Sciences,,,4,Yes,5.0,9,2,1 (None at all),2,2,,,,,,University / University Medical Center / Applied University (HBO),Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,4.0,,,,,No,No,No,Yes,No,,9,,,,,,,,,,,2.0,local university training,,,,,,,,,,,,,,,,,,,,,,,,,,Neither agree or disagree,Agree,Neither agree or disagree,Disagree,Disagree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -75,,,Netherlands,Yes,WO (Wetenschappelijk onderwijs) Master,Physics and Astronomy,,,5 - Mostly other people,Yes,10.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,,,Research Institute (Onderzoeksinstituut / Publieke Kennisorganisatie),Part time,Permanent,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,2.0,,,,,No,No,Yes,Yes,No,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -76,,,Netherlands,Yes,PhD,Physics and Astronomy,,,5 - Mostly other people,Yes,10.0,10 (All my time),1 (None at all),3,1 (None at all),3,,,,,,Private Company,Full time,Permanent,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,2.0,,,,,No,No,Yes,Yes,No,,4,,2,,,,,,,,,2.0,Private training company,,,,,,,,,,,,,,,,,,,,,,,,,,Agree,Strongly Agree,Neither agree or disagree,Disagree,Strongly Agree,Neither agree or disagree,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,Netherlands,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -0,,,South Africa,No,Master degree,Biological Sciences,no,,1,No,4.0,2,3,2,3,3,,,,,,Research Council,Full Time,Permanent -- funded by University core funding,4.0,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,I want to learn new skills,Flexible working hours,Freedom to choose own working practices,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),Yes,,No,lsdkfjlsdkjf,1.0,,,,,No,Yes,No,No,No,,,,,,,No,No,,No,No,,2.0,sWC,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,0 - Not at all satisfied,0 - Not at all satisfied,,,,Never,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,No,Yes,No,No,No,No,No,Windows,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University,,management,2017,1,,,South Africa,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,, -1,,,South Africa,Yes,Master degree,Mechanical Engineering,,,0 - Mostly me,No,2.0,6,4,3,4,3,,,,,,University,Full Time,Permanent -- funded by University core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),No,,No,,4.0,,,,,No,No,No,Yes,No,,,,,,,No,No,,No,No,,1.0,local university training,,,,,,,,,,,,,,,,,,,7,7,,,,Sometimes,Disagree,Disagree,Agree,Neither agree or disagree,Agree,Disagree,Agree,No,Yes,No,Yes,No,Yes,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self study,,Database models and queries; Ajax + REST api;,2017,1,,,South Africa,,,,,,,,,,,,University of Pretoria,No,Yes,Yes,No,No,No,No,No,,Yes,,,,,,,,,,,,,,,,, -2,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,0 - Mostly me,Yes,5.0,5,10 (Always),1 (Never),2,2,,,,,,University,Full Time,Other,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,The salary,Same researcher(s),No,,No,,1.0,,,,,No,Yes,No,No,No,,,,,,,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,South Africa,,,,,,,,,,,,North-West University,No,Yes,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,, -3,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,2,No,15.0,8,4,3,4,5,,,,,,Start-up Company,Full Time,Freelance consultant/contractor,1.0,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Flexible working hours,The salary,Regularly change researcher(s),No,,No,,3.0,,,,,No,Yes,No,Yes,No,,,,,,,No,No,,No,No,,5.0,Software Carpentry and corporate training,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,8,8,,,,Sometimes,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,Yes,Yes,Yes,No,No,No,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,South Africa,,,,,,,,,,,,,No,Yes,Yes,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,, -4,,,South Africa,Yes,Doctorate,Physics and Astronomy,No,,2,No,3.0,4,3,7,2,1 (Never),,,,,,Other,Full Time,Fixed term,3.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Flexible working hours,Regularly change researcher(s),No,,Yes,,,,,,,,No,No,No,No,,,,,,,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,South Africa,,,,,,,,,,,,,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,, -5,,,South Africa,Yes,Doctorate,Physics and Astronomy,No,,2,No,30.0,3,6,3,8,1 (Never),,,,,,University,Full Time,Other,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Ability to work across disciplines,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,South Africa,,,,,,,,,,,,University of the Witwatersrand,No,,,,,,,,,,,,,,,,,,,,,,,,,, -6,,,South Africa,Yes,"Further Education (National Diploma, Advanced certificates, Higher Certificates, Advanced National (vocational) Certificate, ...)",Other,No,,0 - Mostly me,No,3.0,2,3,2,1 (Never),7,,,,,,University,Full Time,Permanent -- funded by University core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Freedom to choose own working practices,The salary,Ability to work across disciplines,Same researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,Never,,,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Strongly Agree,Strongly disagree,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,South Africa,,,,,,,,,,,,North-West University,No,Yes,Yes,Yes,No,No,No,No,,,,,,,,,,,,,,,,,,, -7,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,3,No,40.0,4,4,1 (Never),1 (Never),5,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Part-time,Other,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,South Africa,,,,,,,,,,,,,No,,,,,,,,,,,,,,,,,,,,,,,,,, -8,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,1,No,7.0,7,10 (Always),2,4,5,,,,,,University,Full Time,Permanent -- as long as funding is available,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Same researcher(s),No,,No,,3.0,,,,,No,Yes,No,No,No,,,,,,,No,No,,No,No,,2.0,Software Carpentry,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,8,6,,,,Sometimes,Strongly disagree,Agree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,No,Yes,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,"Julia, Machine Learning, ANN",2017,1,,,South Africa,,,,,,,,,,,,University of the Western Cape,No,Yes,Yes,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,, -9,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,1,No,36.0,3,6,3,2,5,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Full Time,Permanent -- funded by University core funding,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,No,No,,No,No,,2.0,Continent wide data science,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,2,7,,,,Sometimes,Strongly Agree,Strongly disagree,Neither agree or disagree,Disagree,Strongly Agree,Agree,Agree,No,No,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Hobby as child, cs undergrad, phd etc",,Skill to communicate waste of taxpayers money,2017,1,,,South Africa,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,, -10,,,South Africa,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,10.0,10 (Always),3,7,1 (Never),4,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Full Time,Freelance consultant/contractor,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Freedom to choose own working practices,The salary,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),Yes,,Yes,-,10.0,,,,,No,No,Yes,Yes,No,,,,,,,No,No,,No,No,,,,,,,,,,,,,,,,,,,,,,7,6,,,,Never,Strongly disagree,Agree,Agree,Disagree,Disagree,Disagree,Strongly disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,-,2017,1,,,South Africa,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,, -11,,,South Africa,Yes,Doctorate,African languages,,,4,Yes,12.0,5,2,3,2,1 (Never),,,,,,University,Full Time,Permanent -- as long as funding is available,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private Company,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Same researcher(s),Yes,,Yes,Language resource and evaluation conference; pattern recognition association of South Africa,8.0,,,,,Yes,No,Yes,Yes,Yes,,,,,,,No,Yes,,No,No,,2.0,Local university,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,7,8,,,,Sometimes,Neither agree or disagree,Agree,Agree,Agree,Disagree,Disagree,Disagree,No,Yes,Yes,No,No,Yes,No,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Experience,,"Managing, security",2017,2,,,South Africa,,,,,,,,,,,,North-West University,Yes,Yes,No,No,No,No,Yes,No,No,Yes,,,,,,,,,,,,,,,,, -12,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,3,No,17.0,6,2,3,2,3,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Full Time,Permanent -- as long as funding is available,6.5,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,Yes,,,,,,,No,No,,No,No,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,South Africa,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,, -13,,,South Africa,Yes,Doctorate,Electrical & Electronic Engineering,MSc (Electronic Engineering); BEng (Electrical & Electronic),,3,Yes,22.0,6,3,1 (Never),2,4,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Full Time,Permanent -- funded by University core funding,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,The salary,Freedom to choose own working practices,Ability to work across disciplines,Same researcher(s),Yes,,No,,4.0,,,,,No,No,Yes,Yes,No,,,,,,,No,No,,No,No,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,9,9,,,,Sometimes,Disagree,Agree,Agree,Neither agree or disagree,Neither agree or disagree,Agree,Agree,No,No,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-study,,"Time management, document writing, typing speed",2017,2,,,South Africa,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,,, -14,,,South Africa,No,Doctorate,Psychology,Registered Educational Counsellor,,,No,0.0,1 (Never),10 (Always),7,7,5,,,,,,University,Part-time,Other,10.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Opportunity for career advancement,The salary,Regularly change researcher(s),No,,No,,0.0,,,,,No,Yes,No,No,No,,,,,,,No,No,,No,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,South Africa,,,,,,,,,,,,North-West University,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,,, -15,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,No,25.0,4,9,1 (Never),1 (Never),4,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Full Time,Permanent -- as long as funding is available,12.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Flexible working hours,Desire to advance research,The salary,Desire to work in a research environment,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,South Africa,,,,,,,,,,,,,No,,,,,,,,,,,,,,,,,,,,,,,,,, -16,,,South Africa,Yes,Doctorate,Chemistry,,,2,Yes,19.0,2,8,3,2,4,,,,,,Private Company,Full Time,Other,8.0,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,No,No,,No,Yes,,,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,6,7,,,,Often,Disagree,Disagree,Disagree,Agree,Agree,Strongly disagree,Disagree,No,Yes,Yes,No,Yes,Yes,Yes,Windows,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,Yes,Yes,,,,,,,,Self taught augmented with some university training,,C++ training; Agile project Management skills; PHP skills,2017,1,,,South Africa,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,, -17,,,South Africa,Yes,Doctorate,Physics and Astronomy,,,1,No,42.0,2,3,9,1 (Never),2,,,,,,"Research Organisation (e.g. SKA, HartRAO, SAEON, SANSA, ...)",Full Time,Fixed term,5.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Desire to advance research,The salary,I want to learn new skills,Regularly change researcher(s),No,,Yes,"SPIE, Science with SALT",2.0,,,,,No,No,Yes,Yes,No,,,,,,,No,No,,No,Yes,,0.33,grad students,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,8,9,,,,Never,Neither agree or disagree,Neither agree or disagree,Agree,Strongly disagree,Neither agree or disagree,Agree,Neither agree or disagree,No,No,,,,,,OS X,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mostly self-taught,,python,2017,1,,,South Africa,,,,,,,,,,,,,No,No,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,,, -18,,,South Africa,Yes,Honours degree,Economics,,,1,No,8.0,6,2,2,3,5,,,,,,University,Part-time,Fixed term,1.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Same researcher(s),No,,No,,5.0,,,,,No,Yes,No,No,No,,,,,,,No,No,,No,Yes,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,South Africa,,,,,,,,,,,,University of Cape Town,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,, -19,,,South Africa,Yes,Doctorate,Physics and Astronomy,No.,,3,No,20.0,3,4,4,2,3,,,,,,University,Full Time,Permanent -- funded by University core funding,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),No,,Yes,many,5.0,,,,,No,No,No,Yes,No,,,,,,,Yes,Yes,,No,No,,2.0,"local training, self-developed workshops",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,3,6,,,,Never,Strongly Agree,Strongly Agree,Strongly Agree,Strongly disagree,Strongly disagree,Agree,Neither agree or disagree,No,No,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,,,2017,1,,,South Africa,,,,,,,,,,,,University of KwaZulu-Natal,No,Yes,Yes,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,,, -20,,,South Africa,No,Master degree,Other,no,,,No,0.0,1 (Never),10 (Always),3,3,3,,,,,,University,Part-time,Other,4.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Same researcher(s),No,,No,,0.0,,,,,No,No,No,Yes,No,,,,,,,No,No,,No,Yes,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,5,6,,,,Never,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,Agree,Neither agree or disagree,Neither agree or disagree,No,Yes,Yes,Yes,Yes,Yes,Yes,Windows,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Online browsing,,Programming skills especial in Python and R,2017,5+,,,South Africa,,,,,,,,,,,,University of Pretoria,No,No,Yes,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,, -21,,,South Africa,Yes,Master degree,Physics and Astronomy,,,1,No,3.0,5,7,1 (Never),2,2,,,,,,Other,Full Time,Other,0.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Flexible working hours,Opportunity for career advancement,Same researcher(s),No,,No,,1.0,,,,,Yes,Yes,No,No,No,,,,,,,No,No,,No,No,,3.0,"Software and Data Carpentry, graduate training, post-graduate training",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,9,8,,,,Never,Neither agree or disagree,Neither agree or disagree,Strongly Agree,Neither agree or disagree,Agree,Strongly Agree,Strongly Agree,No,Yes,No,Yes,No,No,No,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergraduate and postgraduate training followed by self-teaching,,"Unit testing, effective communication, documentation",2017,1,,,South Africa,,,,,,,,,,,,,No,Yes,Yes,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,, -0,,,United Kingdom,Yes,Doctorate,General Engineering,,,2,Yes,15.0,8,3,2,4,4,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,Always,,Always,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,,35 to 44 years,,,,,,,,,,,,2017-04-07 00:00:00,,,,Sometimes,Agree,Agree,Agree,4,3,Yes,No,No,No,,, -1,,,United Kingdom,Yes,Doctorate,Other,,,2,Yes,9.0,7,7,2,2,5,,,,,,University,Full Time,Fixed term,60.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Regularly change researcher(s),No,,Yes,Big data in biology and health,5.0,,,,,No,Yes,No,No,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Minimal official training, more picking it up as I go along.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-08-24 00:00:00,The salary,,,Sometimes,Agree,Agree,Neither agree or disagree,7,6,No,No,Yes,Yes,Scaling databases and applications,Building large indexes,Improving stability and reliability of applications -2,,,United Kingdom,Yes,Master degree,Civil Engineering,,,0 - Mostly me,No,,7,7,3,3,2,,,,,,University,Full Time,Fixed term,48.0,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2015-10-18 00:00:00,,,,,,,,,,,,,,,, -3,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,20.0,7,2,4,6,3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Regularly change researcher(s),Yes,,Yes,,5.0,,,,,Yes,No,Yes,Yes,Yes,,Always,,,,,,,,,,,4.0,Local,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2017-04-10 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Disagree,8,7,Yes,Yes,Yes,Yes,,, -4,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,14.0,3,2,3,1 (None at all),1 (None at all),,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Desire to advance research,,Regularly change researcher(s),No,,Yes,"Computing in High Energy Physics. Also as a ""reward"" for my software work the ATLAS collaboration has selected me several times to present the latest physics results at major conferences.",5.0,,,,,No,No,Yes,Yes,Yes,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly mailing lists with like minded physicists within experiments I have worked on (BaBar, ATLAS), as well as my PhD supervisor (one of the main designers of the GEANT4 software)",,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2004-11-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Strongly disagree,6,3,No,No,No,Yes,Multi-threading design techniques,c++14, -5,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,25.0,7,1 (None at all),1 (None at all),1 (None at all),3,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,I want to learn new skills,,Regularly change researcher(s),No,,Yes,"ADASS, IVOA, Gaia, Euro-VO, AG Tagung",4.0,,,,,No,No,Yes,Yes,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2011-07-01 00:00:00,,,,Never,Agree,Agree,Disagree,9,8,No,No,No,Yes,,, -6,,,United Kingdom,Yes,Doctorate,Computer Science,,,1,No,,7,3,1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term,18.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Flexible working hours,Opportunity to develop software,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,,35 to 44 years,,,,,,,,,,,,2016-10-01 00:00:00,Opportunity for career advancement,,,Often,Strongly disagree,Strongly disagree,Agree,6,3,No,No,Yes,No,,, -7,,,United Kingdom,Yes,Master degree,History,,,5 - Mostly other people,Yes,18.0,8,2,1 (None at all),1 (None at all),2,,,,,,University,Part-time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Regularly change researcher(s),No,,Yes,,2.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2006-03-01 00:00:00,,,,,,,,,,,,,,,, -8,,,United Kingdom,Yes,Doctorate,Electrical & Electronic Engineering,,,3,No,,5,5,2,1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Sometimes,,Sometimes,,,,,,,,,2.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-09-01 00:00:00,Opportunity for career advancement,I want to learn new skills,,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,7,No,No,No,Yes,,, -9,,,United Kingdom,Yes,Doctorate,Chemistry,,,5 - Mostly other people,No,,6,2,1 (None at all),1 (None at all),4,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,The salary,,,,,Regularly change researcher(s),No,,Yes,loads,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"undergraduate degree -masters degree -PhD -self-taught",,,2017,1,,,United Kingdom,,,,,,,,,,,35 to 44 years,,,,,,,,,,,,2008-01-01 00:00:00,,,,Sometimes,Neither agree or disagree,Disagree,Neither agree or disagree,2,2,No,Yes,No,Yes,,, -10,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,12.0,7,6,4,3,6,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,Regularly change researcher(s),Yes,,No,,,,,,,No,No,Yes,Yes,No,,Always,,,,,,,,,,,15.0,"University training, CDT",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,,2017,3,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-10-31 00:00:00,Desire to advance research,,,Never,Strongly Agree,Strongly Agree,Disagree,7,7,No,No,Yes,Yes,,, -11,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,16.0,3,2,3,1 (None at all),1 (None at all),,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,,Regularly change researcher(s),No,,Yes,"TOSCA, NOBUGS, Pydata, EuroSciPy",5.0,,,,,No,No,Yes,Yes,No,,Always,,Very Often,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mainly from engaging with other Software Engineers and developers. A little from univerity, but I dindt apreciated it untill many years later when I relearnt it.",,,2017,5+,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2007-07-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Disagree,9,8,Yes,No,Yes,No,Management,Requirements Gathering,VR Development -12,,,United Kingdom,Yes,Doctorate,Chemistry,,,3,Yes,7.0,8,2,1 (None at all),1 (None at all),2,,,,,,Government,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,Regularly change researcher(s),Yes,,Yes,Domain specific science conferences,2.0,,,,,Yes,No,Yes,Yes,Yes,,,,,,,,,,,,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,By being a scientist frustrated with the quality of the software I was involved with,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2010-07-01 00:00:00,Freedom to choose own working practices,The salary,Opportunity to develop software,Sometimes,Agree,Strongly Agree,Disagree,3,3,No,Yes,Yes,Yes,,, -13,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,Yes,5.0,7,6,1 (None at all),3,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Flexible working hours,Same researcher(s),,,Yes,"Collaborations Workshop, Research Theory Practice Workshop, Advances in Data Science",1.0,,,,,No,No,No,Yes,No,,Very Often,,Sometimes,,,,,,,,,3.0,"Data carpentry, local R course",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Through previous jobs / postdocs,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-11-14 00:00:00,I want to learn new skills,The salary,Freedom to choose own working practices,Never,Agree,,,9,7,No,No,No,Yes,,, -14,,,United Kingdom,Yes,Undergraduate degree,Physics and Astronomy,,,4,Yes,20.0,6,1 (None at all),3,2,2,,,,,,Other,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,The salary,Opportunity to develop software,I want to learn new skills,Opportunity for career advancement,,Same researcher(s),,,Yes,American Meteorological Society Annual Meeting,1.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"My undergrad degree was in physics so joined a physics research group, but found my strengths to be in software development (knowledge and ability mainly self-taught) so my job evolved towards this.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-01-16 00:00:00,,,,Sometimes,Strongly Agree,Disagree,Neither agree or disagree,5,3,No,Yes,Yes,Yes,Use of scientific packages,Software engineering techniques/knowledge/skills,People skills -15,,,United Kingdom,Yes,Master degree,Computer Science,,,4,Yes,15.0,6,3,1 (None at all),1 (None at all),2,,,,,,Other,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Flexible working hours,The salary,Freedom to choose own working practices,,Same researcher(s),,,No,,3.0,,,,,No,No,Yes,Yes,No,,Often,,Sometimes,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Education, on-the-job",,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-11-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Neither agree or disagree,7,6,No,No,Yes,Yes,Project management,Machine learning, -16,,,United Kingdom,Yes,Master degree,Other,,,5 - Mostly other people,Yes,9.0,5,5,2,1 (None at all),3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),No,,No,,5.0,,,,,Yes,No,Yes,Yes,No,,Sometimes,,Often,,,,,,,,,2.0,"Software Carpentry, local university training",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,Yes,Yes,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"IT - MSc in Bioinformatics, then 5 years as a professional software dev doing full stack web stuff in industry. -DSL - Undergrad in biochemistry, diploma in stats. Experience applying IT to DSLs from industry application development. -So a mix of academic training and industry experience.",,,2017,4,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-03-02 00:00:00,Freedom to choose own working practices,The salary,Flexible working hours,Often,Strongly Agree,Strongly disagree,Neither agree or disagree,9,10 - Completely satisfied,No,No,Yes,Yes,,, -17,,,United Kingdom,Yes,Master degree,Computer Science,,,2,Yes,30.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term,60.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Freedom to choose own working practices,I want to learn new skills,Flexible working hours,,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self led training. Work based experience.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2016-10-03 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Neither agree or disagree,7,6,No,No,Yes,Yes,,, -18,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,3,Yes,15.0,7,6,3,2,4,,,,,,University,Full Time,Fixed term,60.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Opportunity to develop software,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Same researcher(s),,,Yes,3,6.0,,,,,Yes,No,No,Yes,No,,Often,,,,,,,,,,,1.0,"Software Carpentry, local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"On the job, self taught.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-10-26 00:00:00,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Often,Agree,Strongly Agree,Neither agree or disagree,6,3,No,No,No,No,Automated testing/CI,Teachinh, -19,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,2,No,,5,2,3,3,3,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),,,Yes,,3.0,,,,,No,No,No,No,No,,Often,,,,,,,,,,,3.0,"Software Carpentry, Data Carpentry, local university training",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1995-02-10 00:00:00,Desire to advance research,Flexible working hours,The salary,Sometimes,,,,8,6,No,Yes,No,No,,, -20,,,United Kingdom,Yes,Master degree,Electrical & Electronic Engineering,,,5 - Mostly other people,Yes,30.0,9,1 (None at all),2,2,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Regularly change researcher(s),Yes,,No,,1.0,,,,,No,No,Yes,Yes,Yes,,,,,,,,,,,,,2.0,local university and hospital training,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Degrees and on the job,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2009-11-02 00:00:00,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,8,No,No,Yes,Yes,Cloud development,App development, -21,,,United Kingdom,Yes,Master degree,Mathematics,,,5 - Mostly other people,Yes,15.0,5,1 (None at all),1 (None at all),1 (None at all),5,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Opportunity to develop software,Opportunity for career advancement,The salary,Flexible working hours,Freedom to choose own working practices,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2011-01-01 00:00:00,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Never,,,Strongly disagree,9,9,No,Yes,No,Yes,,, -22,,,United Kingdom,Yes,Master degree,Other,,,5 - Mostly other people,Yes,13.0,7,1 (None at all),1 (None at all),1 (None at all),3,,,,,,National laboratory,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Same researcher(s),,,Yes,"Nobugs, ISSE, National Instrument Big Physics",4.0,,,,,No,No,Yes,Yes,No,,Very Often,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2007-09-01 00:00:00,Flexible working hours,Desire to advance research,The salary,Sometimes,Agree,Disagree,Disagree,6,4,No,No,No,No,,, -23,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,7.0,5,2,6,3,1 (None at all),,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),,,Yes,"11th and 13th European Space Weather Weeks, International Union of Geodesy and Geophysics General Assemby 2015",3.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,3.0,"local training on : version control (inspired by Software Carpentry), automated testing and TDD, object oriented design",Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through personal time participation in open source projects,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2012-06-12 00:00:00,Opportunity for career advancement,Freedom to choose own working practices,,Sometimes,Agree,Agree,Strongly Agree,2,2,No,Yes,No,No,influencing upper management,HPC, -24,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,10.0,7,2,1 (None at all),1 (None at all),1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,The salary,Freedom to choose own working practices,Opportunity to develop software,Opportunity for career advancement,Regularly change researcher(s),Yes,,No,,5.0,,,,,No,Yes,Yes,Yes,No,,Sometimes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Job experience, self-taught, MSc.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2013-07-01 00:00:00,I want to learn new skills,Ability to work across disciplines,,Sometimes,Strongly Agree,Strongly Agree,Disagree,1,3,No,No,Yes,Yes,R,Soft skills such as people management,Functional programming -25,,,United Kingdom,Yes,Doctorate,Mathematics,,,5 - Mostly other people,Yes,5.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,Regularly change researcher(s),Yes,,No,,2.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,3.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-01-01 00:00:00,I want to learn new skills,Freedom to choose own working practices,The salary,Never,Agree,Neither agree or disagree,,,,No,Yes,No,Yes,,, -26,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,5.0,8,7,2,4,4,,,,,,Other,Full Time,Fixed term,29.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Regularly change researcher(s),No,,No,,2.0,,,,,No,No,Yes,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-08-01 00:00:00,,,,Never,Disagree,,Neither agree or disagree,4,4,No,No,Yes,Yes,,, -27,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,10.0,6,6,2,4,3,,,,,,University,Full Time,Fixed term,30.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Same researcher(s),,,Yes,CHEP,3.0,,,,,No,No,Yes,Yes,Yes,,Always,,,,,,,,,,,2.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2012-09-01 00:00:00,Ability to work across disciplines,I want to learn new skills,Opportunity for career advancement,,,,,,,,,,,,, -28,,,United Kingdom,Yes,Master degree,Computer Science,,,4,No,,5,3,1 (None at all),1 (None at all),1 (None at all),,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,,,Regularly change researcher(s),,,Yes,EUDAT conference,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Have a degree from UK's university.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-06-01 00:00:00,,,,Often,Strongly Agree,Agree,Neither agree or disagree,5,8,No,No,No,No,"Big Data - Spark, Hadoop",JAVA,chef -29,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,19.0,9,2,1 (None at all),2,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,I want to learn new skills,,,,Same researcher(s),,,No,,5.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Yes,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2004-11-29 00:00:00,,,,Sometimes,,,Agree,7,6,No,No,Yes,Yes,,, -30,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,3,No,,5,1 (None at all),2,1 (None at all),1 (None at all),,,,,,NGO,Full Time,Fixed term,36.0,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,I want to learn new skills,The salary,Opportunity for career advancement,Opportunity to develop software,Regularly change researcher(s),No,,Yes,"Elixir All Hands, EGI",4.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-09-01 00:00:00,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Sometimes,Strongly Agree,Disagree,Disagree,6,7,No,No,No,No,,, -31,,,United Kingdom,Yes,Doctorate,Geology,,,5 - Mostly other people,Yes,5.0,4,2,2,1 (None at all),1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Same researcher(s),,,Yes,,4.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,1.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,self-taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1999-07-01 00:00:00,Ability to work across disciplines,The salary,,Never,Agree,Agree,Neither agree or disagree,7,7,No,No,No,No,project management,code profiling/optimisation, -32,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,10.0,6,1 (None at all),1 (None at all),2,2,,,,,,Other,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Desire to advance research,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2017-04-01 00:00:00,,,,,,,,,,,,,,,, -33,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,3,Yes,3.0,7,2,1 (None at all),10 (All my time),10 (All my time),,,,,,Private company,Full Time,Permanent -- funded by University core funding,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,The salary,Regularly change researcher(s),Yes,,No,,1.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,2.0,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2016-08-30 00:00:00,Desire to advance research,I want to learn new skills,,Never,Agree,Agree,Disagree,8,8,Yes,No,No,No,,, -34,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,No,,8,2,5,1 (None at all),1 (None at all),,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Desire to advance research,,Same researcher(s),,,No,,5.0,,,,,Yes,No,No,Yes,Yes,,Often,,Sometimes,,,,,,,,,2.0,"Local university training, general online support",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,"As required by the job, or as side interests from that",,,2017,5+,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2004-12-01 00:00:00,,,,Sometimes,Neither agree or disagree,Disagree,Agree,7,6,No,No,Yes,Yes,,, -35,,,United Kingdom,Yes,Master degree,Chemistry,,,3,No,,6,6,2,2,3,,,,,,University,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,,,,,Same researcher(s),,,No,,4.0,,,,,No,No,No,Yes,No,,Always,,Sometimes,,,,,,,,,1.0,local,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self taught building on basic knowledge from formal courses/workshops,,,2017,4,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-05-09 00:00:00,,,,Never,Neither agree or disagree,Agree,Strongly Agree,0 - Not at all satisfied,2,No,Yes,No,Yes,Project Management,IT Infrastructure, -36,,,United Kingdom,Yes,Master degree,Computer Science,,,3,Yes,4.0,8,6,1 (None at all),1 (None at all),5,,,,,,University,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),,,Yes,ECCB 2016,3.0,,,,,Yes,Yes,No,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University and previous working experience,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-11-01 00:00:00,Flexible working hours,The salary,Ability to work across disciplines,Never,Agree,Neither agree or disagree,Strongly disagree,9,9,No,No,No,No,General knowledge about cutting edge computer science,, -37,,,United Kingdom,Yes,Doctorate,Mathematics,,,1,No,,3,7,3,1 (None at all),6,,,,,,National laboratory,Full Time,Other/Not listed,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,The salary,Opportunity for career advancement,Desire to advance research,I want to learn new skills,Same researcher(s),,,Yes,IOP Acoustics Conference,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"on the job, in the deep end.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2014-06-01 00:00:00,Desire to work in a research environment,Flexible working hours,Opportunity to develop software,Sometimes,Agree,Neither agree or disagree,Disagree,5,4,No,Yes,Yes,Yes,hadoop,, -38,,,United Kingdom,Yes,Doctorate,Mathematics,,,1,Yes,15.0,7,3,2,1 (None at all),2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,NGO,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,No,Yes,No,,Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,General programming in non-RSE jobs.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-06-13 00:00:00,Ability to work across disciplines,,,Never,Strongly Agree,Neither agree or disagree,Neither agree or disagree,7,6,No,No,Yes,Yes,Bioinformatics,Statistics, -39,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,8.0,8,7,10 (All my time),6,7,,,,,,University,Full Time,Fixed term,36.0,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,,Same researcher(s),,,Yes,"Industrial Conferences, Community Conferences/Workshops",3.0,,,,,Yes,No,No,Yes,No,,Sometimes,,,,,,,,,,,2.0,"Local Group Training, MSc module, International community training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,No,,,,,,,,"On the jobs, Projects",,,2017,3,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-04-01 00:00:00,,,,Sometimes,,,,,,No,No,Yes,Yes,People Management,Project Management,Consultation Training -40,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,Yes,12.0,7,2,2,1 (None at all),1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,,1.0,,,,,Yes,No,Yes,Yes,No,,Often,,Sometimes,,,,,,,,,2.0,SpiNNaker Training Workshops,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,Yes,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Some modules at University at Undergraduate level for programming. The rest has been learned whilst doing the job.,,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2004-08-09 00:00:00,,,,Sometimes,Strongly Agree,Agree,Neither agree or disagree,7,5,No,No,Yes,Yes,,, -41,,,United Kingdom,Yes,Undergraduate degree,Mathematics,,,3,Yes,4.0,4,4,1 (None at all),3,3,,,,,,University,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity for career advancement,Ability to work across disciplines,,,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,4.0,"Software Carpentry, Data Carpentry",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-02-15 00:00:00,,,,Never,Agree,Agree,Neither agree or disagree,8,8,No,No,Yes,No,,, -42,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,3,Yes,25.0,6,4,2,4,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Desire to advance research,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2007-10-01 00:00:00,,,,,,,,,,,,,,,, -43,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,2,No,,3,7,2,1 (None at all),1 (None at all),,,,,,University,Part-time,Fixed term,60.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),,,No,,3.0,,,,,Yes,No,Yes,Yes,No,,Sometimes,,,,,,,,,,,1.0,within group training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Learnt to program as part of my PhD.,,,2017,3,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2009-10-01 00:00:00,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Sometimes,Disagree,Disagree,Neither agree or disagree,5,5,No,No,No,Yes,,, -44,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,10.0,8,1 (None at all),2,1 (None at all),2,,,,,,University,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,I was a professional software developer in industry,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-08-16 00:00:00,Ability to work across disciplines,I want to learn new skills,The salary,Often,Strongly Agree,Strongly disagree,Neither agree or disagree,6,4,No,No,No,No,,, -45,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,3.0,7,3,1 (None at all),1 (None at all),1 (None at all),,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,,Regularly change researcher(s),Yes,,Yes,"SC, ISC",2.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,2.0,Conference tutorials,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-02-01 00:00:00,,,,Never,Strongly Agree,Agree,Strongly disagree,7,6,No,Yes,No,No,,, -46,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,5 - Mostly other people,Yes,18.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,The salary,,Same researcher(s),,,Yes,ELRIG Pharmaceutical Flow Cytometry & Imaging; OME Users' Meeting,15.0,,,,,Yes,No,Yes,Yes,Yes,,Always,,Sometimes,,,,,,,,,1.0,Python; informal training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self taught, mostly while developing software for Linux, and later as a Linux distribution developer.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-10-01 00:00:00,,,,Sometimes,Agree,Agree,Agree,5,5,No,No,Yes,Yes,Better understanding of higher mathematics,Better interpersonal skills, -47,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,7.0,5,3,1 (None at all),1 (None at all),4,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Desire to advance research,Same researcher(s),,,Yes,BiVi,3.0,,,,,Yes,No,Yes,Yes,No,,Always,,,,,,,,,,,2.0,"Local university, bioinformatics training at EBI",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,Yes,Yes,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,industry experience and an undergrad degree in computing,,,2017,5+,,,United Kingdom,,,,,,,,,,Other,25 to 34 years,,,,,,,,,,,,2015-07-27 00:00:00,I want to learn new skills,Opportunity for career advancement,The salary,Never,Strongly Agree,Agree,,9,7,No,No,Yes,No,I would like to do a phd. I'm stuck now - I work in a research group and my uni doesn't offer part time phds. phd stipends are less than my mortgage!,, -48,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,15.0,4,2,1 (None at all),3,5,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,I want to learn new skills,Same researcher(s),,,No,,4.0,,,,,No,No,Yes,Yes,No,,Sometimes,,,,,,,,,,,4.0,"MPhil/CDT, informal local university training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1997-10-01 00:00:00,Desire to work in a research environment,,,Often,Neither agree or disagree,Disagree,Neither agree or disagree,3,4,No,Yes,Yes,Yes,lecturing / presentation,openmp,java -49,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,1,No,,7,8,1 (None at all),4,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-09-14 00:00:00,,,,,,,,,,,,,,,, -50,,,United Kingdom,Yes,Master degree,Computer Science,,,4,Yes,10.0,6,3,1 (None at all),2,2,,,,,,University,Full Time,Fixed term,24.0,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,IEEE eScience,4.0,,,,,No,No,No,Yes,No,,Often,,,,,,,,,,,5.0,"Undergrad and Postgrad guest lectures, informal staff and PhD training and formal outside group training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-06-01 00:00:00,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Never,Strongly Agree,Agree,Disagree,10 - Completely satisfied,10 - Completely satisfied,No,No,Yes,No,,, -51,,,United Kingdom,Yes,Undergraduate degree,Physics and Astronomy,,,1,No,,3,5,2,1 (None at all),5,,,,,,University,Full Time,Fixed term,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Desire to work in a research environment,Desire to advance research,,,Same researcher(s),,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Previous programming experience in the private sector,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-10-01 00:00:00,,,,Sometimes,Agree,Agree,Neither agree or disagree,7,7,No,No,Yes,Yes,Software development lifecycle,(Efficient) Software documentation, -52,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,7.0,8,1 (None at all),1 (None at all),2,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,Yes,Yes,Yes,No,,Sometimes,,,,,,,,,,,2.0,"Software Carpentry, locally provided scientific computing course for postgraduate students",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly on the job (when I was a researcher + professional software engineer), some short training courses and personal studying.",,,2017,2,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2016-10-17 00:00:00,,,,Never,Agree,Agree,Strongly disagree,9,8,No,Yes,Yes,Yes,web/network programming,machine learning stuff,networking (as in inter-personal communication) -53,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,3.0,9,1 (None at all),2,1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,University.,,,2017,3,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-08-03 00:00:00,,,,Sometimes,Agree,Agree,Disagree,7,5,No,No,Yes,No,Omniscience,, -54,,,United Kingdom,Yes,Doctorate,Other,,,3,Yes,5.0,5,5,2,1 (None at all),1 (None at all),,,,,,University,Part-time,Fixed term,8.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),,,No,,2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job / PhD,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-11-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Neither agree or disagree,3,6,No,Yes,No,No,C++,Parallel,Business -55,,,United Kingdom,Yes,Doctorate,Chemistry,,,1,No,,3,5,3,2,4,,,,,,University,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Flexible working hours,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Regularly change researcher(s),No,,No,,2.0,,,,,No,Yes,No,No,No,,Sometimes,,,,,,,,,,,5.0,"Linux, Fortran, using simulation software",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"From Masters thesis and PhD onwards there was always a component of software development and system administration, although I had no formal training in this. Mu advantage is that I understand research and researchers, which is just as important as the technical skills.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2006-04-01 00:00:00,Freedom to choose own working practices,Ability to work across disciplines,Opportunity for career advancement,Sometimes,Neither agree or disagree,Neither agree or disagree,Disagree,8,7,No,Yes,No,No,Project Management,Software Development (rather than programming), -56,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,17.0,9,1 (None at all),1 (None at all),1 (None at all),3,,,,,,NGO,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),,,No,,1.0,,,,,No,No,Yes,Yes,No,,Sometimes,,,,,,,,,,,2.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2017-04-03 00:00:00,Ability to work across disciplines,,,Often,Strongly Agree,Strongly Agree,Agree,10 - Completely satisfied,7,No,No,No,Yes,,, -57,,,United Kingdom,Yes,Doctorate,Computer Science,,,3,No,,4,6,2,1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term,43.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Same researcher(s),,,Yes,"Genome Science,Plant Genome Evolution",1.0,,,,,No,No,No,Yes,No,,Always,,Sometimes,,,,,,,,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-12-01 00:00:00,Opportunity for career advancement,Freedom to choose own working practices,,Sometimes,Strongly Agree,Agree,Disagree,7,6,No,No,No,Yes,,, -58,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,No,,8,4,1 (None at all),1 (None at all),1 (None at all),,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,NGO,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,,Regularly change researcher(s),No,,Yes,Marine acoustics ones,1.0,,,,,No,No,No,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,PhD in physics then books plus probably alot of mistakes !,,,2017,3,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2007-05-09 00:00:00,,,,Sometimes,Neither agree or disagree,Disagree,,8,8,No,No,No,No,,, -59,,,United Kingdom,Yes,Doctorate,Psychology,,,1,No,,9,9,2,2,2,,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Same researcher(s),,,No,,3.0,,,,,Yes,Yes,Yes,Yes,No,,Always,,Often,,,,,,,,,3.0,in-lab,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Compsci degree,,,2017,1,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2016-10-10 00:00:00,The salary,Opportunity to develop software,Flexible working hours,Never,Strongly Agree,Strongly Agree,Strongly disagree,10 - Completely satisfied,8,No,No,Yes,Yes,,, -60,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,3,Yes,10.0,8,1 (None at all),1 (None at all),2,2,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,I want to learn new skills,Desire to work in a research environment,The salary,Regularly change researcher(s),No,,Yes,,2.0,,,,,No,Yes,No,No,No,,Often,,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-11-01 00:00:00,,,,Often,Agree,Disagree,Agree,7,8,No,No,No,No,,, -61,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,No,,6,3,1 (None at all),2,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to work in a research environment,,,,Regularly change researcher(s),Yes,,Yes,CECAM,2.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,4.0,"National Service,Local",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2001-12-10 00:00:00,,,,Sometimes,Disagree,Neither agree or disagree,Neither agree or disagree,7,6,Yes,Yes,Yes,Yes,,, -62,,,United Kingdom,Yes,Master degree,Computer Science,,,0 - Mostly me,No,,8,6,1 (None at all),1 (None at all),5,,,,,,National laboratory,Full Time,Fixed term,1.5,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Regularly change researcher(s),Yes,,Yes,,,,,,,No,No,Yes,Yes,No,,Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,4,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-09-01 00:00:00,,,,,,,,,,,,,,,, -63,,,United Kingdom,No,Doctorate,Computer Science,,,,No,,3,2,4,1 (None at all),6,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,1994-08-01 00:00:00,,,,,,,,,,,,,,,, -64,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,0 - Mostly me,No,,4,8,1 (None at all),3,2,,,,,,University,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Desire to advance research,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,Same researcher(s),,,No,,1.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,3.0,"Local university training, informal assistance",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Courses taught by SUPA, ARCHER training, and self-study during the course of my PhD.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2013-09-09 00:00:00,Freedom to choose own working practices,,,Never,Agree,Strongly disagree,Strongly disagree,7,7,No,No,No,Yes,Project Management,Formal Specification, -65,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,4,Yes,1.0,8,4,1 (None at all),2,1 (None at all),,,,,,University,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,,Regularly change researcher(s),Yes,,No,,4.0,,,,,No,No,Yes,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Undergraduate -- physics and software enginering, Master degree -- code heavy individual work, part time student work at a software engineering firm",,,2017,1,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2017-01-04 00:00:00,,,,Never,Agree,Neither agree or disagree,Strongly disagree,7,6,Yes,Yes,No,Yes,Numerical methods,Data carpentry,Advanced GPU optimisation -66,,,United Kingdom,Yes,Doctorate,Psychology,,,5 - Mostly other people,No,,7,6,6,6,4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,Same researcher(s),,,Yes,"I run several workshops annually (my main software, PsychoPy, is heavily used)",1.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,3.0,I run workshops and people come to my uni to participate,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2003-09-01 00:00:00,Ability to work across disciplines,Opportunity to develop software,,Often,Strongly Agree,Disagree,Agree,5,5,No,No,No,No,,, -67,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,4,Yes,11.0,6,2,1 (None at all),2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Freedom to choose own working practices,Flexible working hours,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,,Yes,"CUG, ParCo, EASC",5.0,,,,,Yes,No,No,Yes,No,,Very Often,,,,,,,,,,,2.0,ARCHER training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,3,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2008-02-25 00:00:00,,,,Often,Agree,Neither agree or disagree,Disagree,6,8,Yes,Yes,Yes,No,,, -68,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,16.0,9,1 (None at all),1 (None at all),1 (None at all),2,,,,,,Other,Full Time,Fixed term,33.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2016-01-01 00:00:00,Desire to work in a research environment,The salary,,Sometimes,Strongly Agree,Strongly Agree,Disagree,6,8,No,No,Yes,No,,, -69,,,United Kingdom,Yes,Master degree,Computer Science,,,1,Yes,11.0,10 (All my time),3,1 (None at all),1 (None at all),4,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,The salary,Same researcher(s),,,No,,4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"University courses and on-the-job training mostly, with a few professional training courses.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2016-01-04 00:00:00,,,,Sometimes,Agree,,,7,5,No,No,No,Yes,More up-to-date C++ skills,, -70,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,No,,5,5,1 (None at all),2,1 (None at all),,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Regularly change researcher(s),No,,Yes,EO Open Science 2.0,2.0,,,,,No,No,No,Yes,No,,Very Often,,Often,,,,,,,,,2.0,"University training, user workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,I worked in industry as a software developer,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-05-01 00:00:00,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,Never,Strongly Agree,Agree,Strongly disagree,9,8,No,Yes,No,Yes,,, -71,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,17.0,7,2,1 (None at all),3,4,,,,,,University,Part-time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Desire to work in a research environment,Regularly change researcher(s),Yes,,Yes,UseR,1.0,,,,,Yes,No,No,Yes,No,,Sometimes,,,,,,,,,,,2.0,"Software Carpentry, Data Carpentry",No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,"Degree in Genetics, MSc in IT (one year conversion), MSc in Bioinformatics. Then learned more at work.",,,2017,1,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2007-10-01 00:00:00,Opportunity to develop software,Desire to advance research,The salary,Sometimes,Agree,Neither agree or disagree,Disagree,7,6,No,No,No,Yes,data analysis,working with large scale data, -72,,,United Kingdom,Yes,Master degree,Computer Science,,,4,Yes,20.0,8,2,1 (None at all),2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Regularly change researcher(s),No,,Yes,Deutsche Orientalisten Tag 2014,6.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,,,,,,,,I'm mainly self taught.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2007-10-01 00:00:00,Desire to work in a research environment,The salary,,Often,Disagree,Disagree,Agree,5,4,No,Yes,Yes,Yes,Go,Erlang,More knowledge of statistics -73,,,United Kingdom,Yes,Master degree,Computer Science,,,2,Yes,4.0,7,7,1 (None at all),1 (None at all),1 (None at all),,,,,,Private company,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,,Same researcher(s),,,No,,1.0,,,,,No,Yes,Yes,Yes,No,,Often,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,4,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-10-03 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Disagree,7,9,No,No,No,Yes,,, -74,,,United Kingdom,Yes,Doctorate,Other,,,3,Yes,16.0,4,2,1 (None at all),2,6,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Regularly change researcher(s),No,,Yes,EGU,5.0,,,,,No,No,Yes,Yes,No,,Very Often,,,,,,,,,,,2.0,local university courses (mostly within the school),No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,I was always interested in programming and physics. As an undergraduate I did geophysics and computational physics. For my PhD project I combined the two interests to work on an ice sheet model,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2009-03-01 00:00:00,Ability to work across disciplines,Desire to advance research,The salary,Sometimes,Neither agree or disagree,Neither agree or disagree,Disagree,6,5,No,Yes,No,Yes,,, -75,,,United Kingdom,Yes,Master degree,Computer Science,,,2,Yes,11.0,5,1 (None at all),1 (None at all),1 (None at all),4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Regularly change researcher(s),Yes,,No,,5.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,MSc in IT; working as an RSE before they were called RSEs.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2014-08-01 00:00:00,,,,Never,Neither agree or disagree,Neither agree or disagree,Strongly disagree,8,8,No,No,Yes,Yes,Training delivery (would like to be Software Carpentry Instructor),Better communication (e.g. presentations), -76,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,2,Yes,3.0,8,2,1 (None at all),1 (None at all),1 (None at all),,,,,,Private company,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2015-04-01 00:00:00,,,,,,,,,,,,,,,, -77,,,United Kingdom,No,Undergraduate degree,Computer Science,,,,No,,2,9,1 (None at all),1 (None at all),4,,,,,,University,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,,,Same researcher(s),,,No,,,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2015-09-01 00:00:00,,,,,,,,,,,,,,,, -78,,,United Kingdom,Yes,Master degree,Mathematics,,,1,No,,3,4,3,3,2,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,Desire to advance research,Same researcher(s),,,Yes,,,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-10-30 00:00:00,Ability to work across disciplines,Freedom to choose own working practices,Opportunity to develop software,,,,,,,,,,,,, -79,,,United Kingdom,Yes,Doctorate,Mathematics,,,4,Yes,18.0,8,4,2,3,3,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,,Yes,"eScience, Supercomputing",2.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,1.0,"software carpentry, data carpentry",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"University, job",,,2017,1,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2001-06-01 00:00:00,,,,Sometimes,Strongly Agree,Disagree,Disagree,7,8,No,No,No,Yes,networking,grant writing, -80,,,United Kingdom,Yes,Undergraduate degree,Other,,,4,Yes,17.0,7,2,2,4,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,,,Regularly change researcher(s),No,,No,,10.0,,,,,No,No,No,Yes,No,,Often,,,,,,,,,,,10.0,"Basic programming skills,domain specific tools",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,Experience; since graduating I've followed a largely science-related career,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2013-12-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Disagree,9,7,No,No,Yes,Yes,,, -81,,,United Kingdom,Yes,Doctorate,Civil Engineering,,,4,No,,7,6,5,3,2,,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Regularly change researcher(s),No,,Yes,"EuroSciPy, International Conference on Ground Penetrating Radar, Mediterranean Microwave Symposium, European Geophysical Union",2.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,Always,,,,,,,,,2.0,"COST Action Training Schools, specialised training in other universities",No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Some formal training, but mainly self-taught.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-10-17 00:00:00,Ability to work across disciplines,,,Sometimes,Agree,Neither agree or disagree,Agree,1,3,Yes,No,Yes,Yes,,, -82,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,No,,7,1 (None at all),3,5,5,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Opportunity to develop software,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,SC16,3.0,,,,,Yes,No,Yes,Yes,No,,Often,,,,,,,,,,,,,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Ad hoc,,,2017,4,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2014-05-12 00:00:00,Desire to advance research,Freedom to choose own working practices,The salary,Never,Disagree,Neither agree or disagree,Neither agree or disagree,1,1,No,Yes,No,Yes,Better software developer,Better at finding funding,"Better at forward-thinking, career planning" -83,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,4,Yes,35.0,6,4,1 (None at all),1 (None at all),1 (None at all),,,,,,NGO,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Regularly change researcher(s),No,,Yes,GeoHab 2017,4.0,,,,,No,No,Yes,Yes,No,,Often,,Often,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Long experience...,,,2017,1,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2015-11-02 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Disagree,8,7,No,No,Yes,Yes,,, -84,,,United Kingdom,Yes,Undergraduate degree,Mathematics,,,2,No,,4,4,1 (None at all),2,1 (None at all),,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity for career advancement,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,Often,,Often,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,Yes,Yes,,,,,,,,"Self-taught -Informal courses/tutorials",,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-01-20 00:00:00,,,,Often,Agree,Agree,Neither agree or disagree,4,4,No,No,Yes,No,,, -85,,,United Kingdom,Yes,Other,,,,5 - Mostly other people,Yes,15.0,5,4,8,4,6,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),Yes,,No,,7.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,Other,No,No,No,No,No,No,No,No,No,No,No,,No,Yes,No,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Female,45 to 54 years,,,,,,,,,,,,2006-09-01 00:00:00,The salary,Freedom to choose own working practices,Opportunity for career advancement,Sometimes,,Disagree,,,3,No,Yes,Yes,Yes,,, -86,,,United Kingdom,Yes,Doctorate,Electrical & Electronic Engineering,,,5 - Mostly other people,Yes,15.0,9,6,2,5,4,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,"IEEE sponsored ones usually, or local",4.0,,,,,No,No,Yes,Yes,No,,Sometimes,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2017-04-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Strongly disagree,8,5,No,No,Yes,No,high performance computing,, -87,,,United Kingdom,Yes,Master degree,Computer Science,,,4,Yes,40.0,7,3,3,1 (None at all),1 (None at all),,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,The salary,,Regularly change researcher(s),No,,Yes,"Computer Chemistry, Bioinformatics",10.0,,,,,No,No,Yes,Yes,No,,Sometimes,,,,,,,,,,,0.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2012-10-03 00:00:00,,,,Sometimes,Agree,Agree,Neither agree or disagree,4,6,No,No,No,No,,, -88,,,United Kingdom,Yes,Master degree,Computer Science,,,2,No,,4,3,2,1 (None at all),7,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,I want to learn new skills,Desire to advance research,Same researcher(s),,,No,,,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,3.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-10-01 00:00:00,Freedom to choose own working practices,The salary,Flexible working hours,Never,Neither agree or disagree,Neither agree or disagree,Disagree,9,8,No,No,No,No,,, -89,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,2,No,,7,2,2,2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),No,,No,,10.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,3.0,"Basic Python,ImageJ Macros,Advanced Python",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2012-11-26 00:00:00,Opportunity for career advancement,Flexible working hours,Opportunity to develop software,Sometimes,Agree,Disagree,Neither agree or disagree,7,5,No,No,Yes,Yes,Testing and automation frameworks,GPU programming,Efficient HPC use -90,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,2,No,,2,3,5,1 (None at all),9,,,,,,University,Part-time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Desire to advance research,Regularly change researcher(s),Yes,,Yes,"ACM/IEEE SuperComputing, IEEE e-Science, ICSE, WSSSPE",8.0,,,,,No,No,No,Yes,No,,Very Often,,Sometimes,,,,,,,,,0.0,"Software Carpentry, Data Carpentry",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self-taught / on the job using web based resources. -Some formal training in machine vision / image processing.",,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2010-04-01 00:00:00,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Sometimes,Agree,Agree,Neither agree or disagree,8,8,No,No,No,Yes,Using Data Frames in PANDAS,Test Driven Development,Visualisation -91,,,United Kingdom,Yes,Doctorate,Other,,,5 - Mostly other people,Yes,20.0,7,2,1 (None at all),3,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,Regularly change researcher(s),No,,No,,1.0,,,,,No,No,No,Yes,No,,Very Often,,,,,,,,,,,4.0,"Local University training, MSc training National training",No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Via PhD and various courses at work plus learning on the job.,,,2017,5+,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2004-01-12 00:00:00,The salary,Opportunity for career advancement,,Sometimes,Agree,Neither agree or disagree,Neither agree or disagree,7,7,No,Yes,No,Yes,"More programming skills, e.g. more C knowledge",More data analytics knowledge - but needs a specific application first, -92,,,United Kingdom,Yes,Doctorate,Theology & Religious Studies,,,4,No,,8,2,1 (None at all),1 (None at all),2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,,,,Same researcher(s),,,Yes,"Dixit,DH",3.0,,,,,No,No,No,No,No,,Sometimes,,,,,,,,,,,0.0,I run my own for our students,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"MSc in Computer Science (following BA, MA and PhD in Humanities)",,,2017,1,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2017-02-01 00:00:00,,,,Sometimes,,Neither agree or disagree,Disagree,8,3,No,No,Yes,No,Writing academic papers,linux sys admin (not because I want to but because I need to), -93,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,No,,4,9,1 (None at all),2,5,,,,,,University,Full Time,Fixed term,15.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,,,,Same researcher(s),,,Yes,,,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-01-04 00:00:00,,,,Sometimes,Disagree,Strongly disagree,Neither agree or disagree,6,3,No,Yes,No,No,,, -94,,,United Kingdom,Yes,Master degree,Mathematics,,,5 - Mostly other people,Yes,12.0,7,2,2,2,2,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-04-09 00:00:00,,,,,,,,,,,,,,,, -95,,,United Kingdom,Yes,Undergraduate degree,Medicine,,,3,No,,8,8,1 (None at all),2,2,,,,,,University,Full Time,Fixed term,10.0,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,The salary,Opportunity to develop software,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self taught, though I had some guidance early on from another lab member, and attended Software Carpentry workshops after writing code for several years already.",,,2017,1,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2017-02-06 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Agree,4,4,No,No,No,Yes,ability to develop toolkits used outside my group,C/C++/C#,Unity -96,,,United Kingdom,Yes,Doctorate,Other,,,0 - Mostly me,No,,8,9,4,3,3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,,,,,,Regularly change researcher(s),No,,No,,3.0,,,,,No,No,No,No,No,,Sometimes,,,,,,,,,,,2.0,internal workshops,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,self taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2015-12-01 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Neither agree or disagree,8,6,No,No,No,Yes,project management,writing tests, -97,,,United Kingdom,Yes,Doctorate,Mathematics,,,3,No,,6,3,2,3,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,The salary,I want to learn new skills,Same researcher(s),,,Yes,"PASCO, ISSAC",10.0,,,,,No,No,No,Yes,No,,Always,,Sometimes,,,,,,,,,2.0,"Software Carpentry, local university training, project-wide training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-education and some short training events,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2007-01-01 00:00:00,Flexible working hours,Freedom to choose own working practices,Opportunity for career advancement,Never,Agree,Neither agree or disagree,Strongly disagree,8,7,No,No,Yes,Yes,More formal background in Software Engineering,"Some of the newer languages, e.g. Julia",Quick context-switching -98,,,United Kingdom,Yes,Doctorate,Mechanical Engineering,,,2,Yes,8.0,5,3,2,2,2,,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Regularly change researcher(s),No,,Yes,SSI CW17,2.0,,,,,No,No,Yes,Yes,No,,Very Often,,Very Often,,,,,,,,,2.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Generally self taught from online lectures, books and stackoverflow",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-01-20 00:00:00,I want to learn new skills,Desire to work in a research environment,Flexible working hours,Sometimes,Strongly Agree,Disagree,Disagree,7,6,No,Yes,No,No,Time management,Better Unit testing (what the hell is dependency injection!),Political skills to improve RSE situation -99,,,United Kingdom,Yes,Doctorate,Civil Engineering,,,4,Yes,15.0,7,8,7,6,7,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Opportunity for career advancement,Ability to work across disciplines,Same researcher(s),,,Yes,UKACM,2.0,,,,,No,No,Yes,Yes,Yes,,Always,,Always,,,,,,,,,2.0,"workshops, visitors which stay with me for short period from industry and other university",No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2008-08-15 00:00:00,The salary,Freedom to choose own working practices,I want to learn new skills,Sometimes,Agree,Agree,Disagree,8,7,No,No,No,Yes,Building software community,, -100,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,Yes,12.0,7,3,2,2,2,,,,,,Other,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,The salary,Regularly change researcher(s),No,,Yes,PASC'16,5.0,,,,,No,No,Yes,Yes,No,,Very Often,,,,,,,,,,,3.0,"Software Carpentry, internal training",No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,mostly own initiative,,,2017,3,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-10-01 00:00:00,Ability to work across disciplines,Freedom to choose own working practices,Flexible working hours,Sometimes,Strongly Agree,Strongly Agree,Neither agree or disagree,7,8,Yes,Yes,Yes,Yes,statistics,machine learning,AI -101,,,United Kingdom,Yes,Doctorate,Computer Science,,,2,Yes,10.0,10 (All my time),5,1 (None at all),1 (None at all),3,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,,3.0,,,,,No,No,Yes,Yes,No,,Sometimes,,,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Long years of computer programming for my three degrees in Computer Science, professional internships, working in companies as software developer, working in research groups as an academic and then later developing research software.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-07-29 00:00:00,Desire to advance research,The salary,,Sometimes,Strongly Agree,Strongly Agree,Disagree,7,6,Yes,No,Yes,Yes,Data Science,Cloud Computing,High-Performance Computing -102,,,United Kingdom,Yes,Doctorate,Geography & Environmental Sciences,,,2,No,,4,6,1 (None at all),2,3,,,,,,University,Part-time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Desire to advance research,,Same researcher(s),,,Yes,"RSPSoc 2012, RSPSoc 2014, ESA ESRIN Student Conference, RastersRevealed",5.0,,,,,No,No,No,Yes,No,,Very Often,,Sometimes,,,,,,,,,2.0,"Software Carpentry, MSc-level teaching at my university",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self-taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-04-01 00:00:00,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Agree,5,4,No,No,Yes,Yes,Javascript development,, -103,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,17.0,2,3,4,3,4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,Yes,No,Yes,Yes,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"Supercomputing, International Supercomputing Conference, Bioinformatics Open Source Conference, Bio IT World, UK e-Science All Hands, TeraGrid Conference, Developments in Water Treatment and Supply Conference, SIGCHI, WSSSPE, Dagstuhl Workshop, Application-specific Systems Architectures and Processors, Complex Intelligent and Software Intensive Systems, International Workshop on Sustainable Software Systems Engineering, Open Grid Forum",20.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,Very Often,,,,,,,,,4.0,"Software Carpentry, local university training, workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"On a need to know something basis. Sometimes self taught, sometimes formal training. Mainly learned things by getting things wrong first time.",,,2017,5+,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2006-01-01 00:00:00,Opportunity to develop software,Opportunity for career advancement,Flexible working hours,Never,Agree,Agree,Disagree,9,9,No,No,Yes,Yes,Formal (but lightweight) project management,Formal (but lightweight) service management,Statistics -104,,,United Kingdom,Yes,Doctorate,Medicine,,,3,No,,3,5,2,2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Opportunity for career advancement,Same researcher(s),,,No,,2.0,,,,,No,Yes,No,No,No,,Sometimes,,Sometimes,,,,,,,,,6.0,"Software carpentry, data carpentry, bioinformatics hub workshops, other workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,,2017,1,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2014-12-01 00:00:00,Freedom to choose own working practices,Flexible working hours,The salary,Sometimes,Strongly Agree,Strongly Agree,Agree,7,7,No,No,Yes,Yes,Writing packages for software,, -105,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,5 - Mostly other people,No,,7,3,1 (None at all),3,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,,Yes,"Kinetoplastid Molecular and Cellular Biology, British Society for Parasitology, ApiCowPlexa, Brazilian Society for Protozoology, Biology of Genomes",1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,3.0,"MSc bioinformatics (NGS data analysis), local university training introduction to *nix, introduction to Python, introduction to SQL/relational databases (all aimed at postgrad biologists with no computational experience)",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Undergrad and PhD in biological sciences (understanding the context of the data I work with) -Self-taught introductory programming -MSc Bioinformatics as a mature student (understanding more about the biology and how high-throughput data in manipulated - more formal programming) -Learning on the job in an RSE role",,,2017,5+,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2013-10-01 00:00:00,Freedom to choose own working practices,Flexible working hours,,Sometimes,Disagree,Disagree,Neither agree or disagree,7,7,No,No,Yes,Yes,Experience in machine learning and/or mathematical modelling,Teaching skills,Project management -106,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,1,No,,5,4,7,2,7,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,Desire to advance research,Freedom to choose own working practices,The salary,I want to learn new skills,Regularly change researcher(s),No,,No,,6.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,4.0,"MSc lectures, CPD - internal training",Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2013-05-01 00:00:00,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Often,Agree,Disagree,Disagree,5,5,No,No,Yes,Yes,,, -107,,,United Kingdom,No,Doctorate,Linguistics,,,,Yes,30.0,1 (None at all),8,7,2,4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,I want to learn new skills,Regularly change researcher(s),Yes,,No,,6.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2010-08-16 00:00:00,Desire to advance research,The salary,Opportunity for career advancement,Sometimes,Agree,Disagree,Strongly Agree,6,8,No,No,Yes,No,,, -108,,,United Kingdom,Yes,Doctorate,Computer Science,,,1,No,,4,5,1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term,21.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Same researcher(s),,,No,,3.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught and absorbed over a number of years in a varied IT-related career. Learning from (good and bad) software written by my peers.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-09-19 00:00:00,Flexible working hours,Opportunity to develop software,,Sometimes,Agree,Agree,Agree,8,6,No,No,Yes,Yes,Software testing,, -109,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,0 - Mostly me,No,,8,2,1 (None at all),2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2014-09-25 00:00:00,,,,,,,,,,,,,,,, -110,,,United Kingdom,No,Undergraduate degree,Computer Science,,,,No,,3,10 (All my time),2,1 (None at all),6,,,,,,University,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Same researcher(s),,,No,,,,,,,No,No,Yes,No,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,18 to 24 years,,,,,,,,,,,,2015-09-01 00:00:00,Desire to advance research,,,Never,Agree,Agree,Neither agree or disagree,8,6,No,No,No,No,,, -111,,,United Kingdom,Yes,Master degree,Geography & Environmental Sciences,,,4,Yes,12.0,7,3,1 (None at all),2,4,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,I want to learn new skills,Ability to work across disciplines,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,,Yes,"IEEE eScience, CGAT Singapore",3.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,3.0,"Internal training - DevOps, Internal Training - Visualization Training, Workshops with Local business - Visualization",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,Yes,No,No,No,Yes,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,Self taught.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-07-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Strongly disagree,7,7,No,No,Yes,Yes,Better testing skills,, -112,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,Yes,18.0,2,5,8,3,2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),Yes,,Yes,"ISMB / BOSC, Research Data Alliance, Plant and Animal Genomes (PAG),",8.0,,,,,No,No,Yes,Yes,No,,Always,,Always,,,,,,,,,5.0,"Software Carpentry, Data Carpentry, Mozilla Festival, other insitutional training",No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught and on-the-job experience,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2012-11-01 00:00:00,,,,Never,Strongly Agree,Agree,Disagree,8,8,No,No,Yes,Yes,,, -113,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,Yes,11.0,8,3,2,1 (None at all),2,,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Regularly change researcher(s),Yes,,Yes,,1.0,,,,,No,Yes,No,No,No,,Always,,,,,,,,,,,2.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,PhD and Industry Experience,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2014-10-10 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Strongly disagree,7,7,No,No,No,No,,, -114,,,United Kingdom,Yes,Master degree,Biological Sciences,,,4,Yes,2.0,5,1 (None at all),1 (None at all),2,5,,,,,,National laboratory,Full Time,Fixed term,6.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Desire to advance research,Same researcher(s),,,Yes,,,,,,,Yes,Yes,No,No,No,,Always,,,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2017-04-01 00:00:00,Ability to work across disciplines,The salary,Opportunity for career advancement,Never,Neither agree or disagree,Disagree,Neither agree or disagree,9,8,No,No,No,Yes,,, -115,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,6.0,8,6,1 (None at all),4,4,,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Ability to work across disciplines,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),,,Yes,"International Plant & Animal Genome XXV / January 14-18 2017 - San Diego CA USA, Semantics for Harmonization and Integration of Phenotypic and Agronomic Data 9-13 May 2016 Montpellier France",1.0,,,,,Yes,No,No,Yes,No,,Very Often,,,,,,,,,,,2.0,"Software Carpentry, Data Carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self thought,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-02-09 00:00:00,The salary,Flexible working hours,Opportunity to develop software,Sometimes,Strongly Agree,,Neither agree or disagree,9,8,No,No,Yes,No,,, -116,,,United Kingdom,Yes,Doctorate,Civil Engineering,,,2,No,,5,1 (None at all),2,2,7,,,,,,Other,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Regularly change researcher(s),Yes,,Yes,Research-project-specific workshop,3.0,,,,,No,No,No,Yes,No,,Often,,,,,,,,,,,2.0,"Software Carpentry, local university training.",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,"Computer Science degree. -Doing things wrong the first time then putting effort into finding better solutions. -Working as an IT systems engineer in the film industry. -Ad-hoc teaching experienced gained during my PhD.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-01-02 00:00:00,Freedom to choose own working practices,The salary,,Never,Agree,Neither agree or disagree,Disagree,7,7,No,No,Yes,Yes,Event organisation,Testing,Dev Ops -117,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,27.0,9,2,1 (None at all),1 (None at all),2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Same researcher(s),,,Yes,Astronomical Data Analysis Software and Systems (ADASS),2.0,,,,,No,No,Yes,Yes,No,,,,Sometimes,,,,,,,,,2.0,"Software carpentry, specific package training",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"From practice, I've always liked programming and across the different projects I've worked I had to acquire new skills to advance my research and the research of the group I was involved at that time",,,2017,3,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2017-04-18 00:00:00,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Sometimes,Agree,Neither agree or disagree,Disagree,8,8,Yes,Yes,Yes,Yes,GPU programming,Swift,Documentation skills -118,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,5 - Mostly other people,Yes,11.0,5,2,1 (None at all),2,3,,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,Opportunity to develop software,The salary,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,,Yes,,4.0,,,,,No,No,No,Yes,No,,Always,,Sometimes,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2014-12-01 00:00:00,,,,,,,,,,,,,,,, -119,,,United Kingdom,Yes,Doctorate,Geography & Environmental Sciences,,,1,No,,2,1 (None at all),1 (None at all),7,4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Flexible working hours,Freedom to choose own working practices,I want to learn new skills,Opportunity to develop software,Regularly change researcher(s),No,,No,,0.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,15.0,"Local University Training, Software Carpentry",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Working as a researcher, then on-the-job as an RSE.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-07-01 00:00:00,,,,Never,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,7,No,Yes,Yes,Yes,Improving code efficiency,, -120,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,No,,8,1 (None at all),1 (None at all),2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,Opportunity for career advancement,Opportunity to develop software,Regularly change researcher(s),Yes,,Yes,IEEE,3.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,,,,,,,,,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,research and self formation,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2017-01-01 00:00:00,I want to learn new skills,The salary,Flexible working hours,,Neither agree or disagree,Neither agree or disagree,,10 - Completely satisfied,,No,Yes,Yes,Yes,Training (Software Carpentry),Management, -121,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,20.0,4,1 (None at all),7,1 (None at all),2,,,,,,Government,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Same researcher(s),,,Yes,"IS-ENES2 conference, ARITH24",,,,,,Yes,No,Yes,Yes,No,,Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through experience,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2009-05-10 00:00:00,,,,Never,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,9,8,No,Yes,No,No,Testing,"Software Engineering (Agile, etc..)", -122,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,18.0,8,2,2,4,5,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Regularly change researcher(s),Yes,,Yes,"Numerous Global Grid Fora, Open Grid Fora, GlobusWorld, UK eScience All Hands Conference, SSI Collaborations Workshops",3.0,,,,,Yes,No,No,Yes,No,,Very Often,,,,,,,,,,,2.0,"University MSc, Software Carpentry",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2001-08-14 00:00:00,,,,Never,,,Strongly disagree,9,7,No,No,No,Yes,,, -123,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,Yes,27.0,10 (All my time),1 (None at all),1 (None at all),2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,,Regularly change researcher(s),No,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,2.0,ad hoc training / advise to non-specialist developers,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,1990-04-06 00:00:00,,,,Sometimes,,,,3,3,No,No,No,Yes,,, -124,,,United Kingdom,Yes,Doctorate,Materials Technology,,,4,Yes,6.0,8,5,2,3,3,,,,,,University,Full Time,Fixed term,24.0,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,,Yes,,4.0,,,,,Yes,No,Yes,Yes,No,,Sometimes,,Sometimes,,,,,,,,,30.0,"Software carpentry, Data carpentry, local university training, Code First, Coding Dojo, Django girls, pyladies, ladies of code",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,"Many of them are self-taught, some others were acquired over my formal education",,,2017,5+,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2016-11-17 00:00:00,I want to learn new skills,,,Sometimes,Strongly Agree,Agree,Strongly Agree,9,8,No,Yes,Yes,Yes,agile software development,enhance my cloud knowledge/skills, -125,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,5 - Mostly other people,Yes,10.0,6,1 (None at all),1 (None at all),2,1 (None at all),,,,,,Other,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,,,,Regularly change researcher(s),Yes,,Yes,Norfolk Developer Conference,8.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,,,,,,,,,,6.0,Local institute training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,,,,,,,,Self taught,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2014-08-08 00:00:00,,,,Sometimes,Strongly Agree,Agree,Disagree,7,1,No,No,Yes,Yes,How to teach better,How to mentor individuals, -126,,,United Kingdom,Yes,Doctorate,Civil Engineering,,,1,No,,5,9,2,2,3,,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,Flexible working hours,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-09-01 00:00:00,Freedom to choose own working practices,The salary,,Never,Agree,Disagree,Neither agree or disagree,8,7,No,No,No,Yes,TTD,OOP, -127,,,United Kingdom,Yes,Doctorate,Computer Science,,,3,Yes,5.0,8,3,2,2,1 (None at all),,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,Flexible working hours,Freedom to choose own working practices,,,Same researcher(s),,,No,,4.0,,,,,No,Yes,No,No,No,,Always,,,,,,,,,,,1.0,Summer school,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,Yes,No,No,No,No,No,,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,Software Engineering degree and PhD in computer science,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-01-01 00:00:00,,,,Never,Strongly Agree,Strongly Agree,Strongly Agree,0 - Not at all satisfied,2,No,No,Yes,No,testing and quality assurance,, -128,,,United Kingdom,Yes,Doctorate,Geology,,,5 - Mostly other people,Yes,12.0,4,2,2,1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term,16.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity to develop software,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Same researcher(s),,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"I mainly taught myself, but have attended some programming courses.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2013-09-01 00:00:00,The salary,Flexible working hours,Ability to work across disciplines,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,6,6,No,Yes,Yes,Yes,Python,Django,Good programming practice -129,,,United Kingdom,Yes,Doctorate,Other,,,4,No,,7,1 (None at all),2,1 (None at all),2,,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,,,,,,Regularly change researcher(s),No,,Yes,,5.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"By accident?! I spent a lot of my PhD bugfixing models I was using, rather than actually doing science. First job after PhD was mainly programming, but taught myself on the job with little support. There are still lots of aspects of programming / software development I know I don't know anything about, which I find pretty frustrating, but don't have the ability in my current role to upskill.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-02-02 00:00:00,,,,Never,Neither agree or disagree,Neither agree or disagree,Strongly Agree,2,4,No,No,Yes,Yes,"Improved mathematics (last formal maths was at A level, and it was my weakest subject)",Communications (dealing with patrionising managers + colleagues with a total lack of initiative and intuition), -130,,,United Kingdom,Yes,Doctorate,Mechanical Engineering,,,5 - Mostly other people,Yes,13.0,2,2,3,1 (None at all),1 (None at all),,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,,Yes,"EMiT, ParCo, IXPUG, CAWCR",4.0,,,,,No,No,Yes,Yes,No,,Often,,,,,,,,,,,2.0,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,PhD and self taught,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-02-24 00:00:00,I want to learn new skills,The salary,Opportunity for career advancement,Sometimes,Agree,Disagree,Agree,7,9,No,Yes,No,No,CUDA Proficiency,, -131,,,United Kingdom,Yes,Doctorate,Electrical & Electronic Engineering,,,3,Yes,20.0,2,5,1 (None at all),1 (None at all),2,,,,,,National laboratory,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,The salary,Desire to advance research,Regularly change researcher(s),Yes,,No,,5.0,,,,,Yes,No,Yes,Yes,Yes,,,,,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2004-03-10 00:00:00,I want to learn new skills,Opportunity to develop software,,Often,Agree,Neither agree or disagree,Agree,6,9,No,Yes,No,No,,, -132,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,Yes,10.0,5,4,1 (None at all),2,4,,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Freedom to choose own working practices,Ability to work across disciplines,I want to learn new skills,The salary,,Regularly change researcher(s),No,,Yes,JEFF nuclear data meeting,5.0,,,,,No,No,No,No,No,,,,,,,,,,,,,3.0,summer student traiing,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"university, self taught, a few courses",,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-08-31 00:00:00,,,,Never,Strongly Agree,Agree,Strongly Agree,4,3,No,Yes,Yes,Yes,better maths skills,advanced algorithms,architecture -133,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,No,,3,8,1 (None at all),1 (None at all),1 (None at all),,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Freedom to choose own working practices,Same researcher(s),,,No,,,,,,,No,Yes,No,No,No,,,,,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-11-15 00:00:00,Desire to work in a research environment,Opportunity for career advancement,The salary,Sometimes,,Disagree,Neither agree or disagree,8,4,No,Yes,No,No,,, -134,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,1,No,,8,10 (All my time),2,1 (None at all),2,,,,,,National laboratory,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Same researcher(s),,,Yes,Fusion Frontiers and Interfaces Workshop,1.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Unversity, Industrial placement, Masters, PhD",,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-06-01 00:00:00,Freedom to choose own working practices,The salary,Ability to work across disciplines,Sometimes,Agree,Disagree,Neither agree or disagree,7,5,No,No,No,Yes,Good computer science practices,, -135,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,20.0,7,1 (None at all),1 (None at all),1 (None at all),2,,,,,,Government,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,Desire to advance research,Regularly change researcher(s),No,,No,,10.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Degree + experience,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2013-06-03 00:00:00,The salary,Freedom to choose own working practices,,Never,,,Agree,8,8,No,No,No,Yes,Project management,Testing techniques, -136,,,United Kingdom,Yes,Doctorate,Mathematics,,,2,Yes,30.0,4,4,4,1 (None at all),2,,,,,,NGO,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,,,Regularly change researcher(s),,,Yes,"ICNSP 2009, ICNSP 2011, SNA-MC 2013, IMA NumMethSim 2015",4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,One on one with students,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,,,2017,1,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2007-05-08 00:00:00,,,,Sometimes,Agree,Agree,Agree,7,6,No,Yes,No,Yes,,, -137,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,No,,7,7,2,1 (None at all),1 (None at all),,,,,,Government,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,Opportunity for career advancement,The salary,Regularly change researcher(s),No,,No,,2.0,,,,,No,Yes,No,No,No,,Sometimes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"self taught, colleagues",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2013-10-01 00:00:00,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Sometimes,Disagree,Disagree,Agree,6,6,No,No,No,Yes,,, -138,,,United Kingdom,Yes,Master degree,Geography & Environmental Sciences,,,4,Yes,6.0,8,4,2,1 (None at all),2,,,,,,University,Full Time,Fixed term,39.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Same researcher(s),,,No,,3.0,,,,,No,Yes,Yes,Yes,No,,Often,,,,,,,,,,,6.0,"Software Carpentry, school based seminar series, research consortium training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Yes,,,,,,,,"Working in industry as a software developer, self-taught books and online courses, part-time Masters degree",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-09-05 00:00:00,Opportunity for career advancement,I want to learn new skills,The salary,Sometimes,Strongly Agree,Agree,Neither agree or disagree,8,7,No,Yes,Yes,Yes,Architecture/project design,Code review,"Lower-level programming skills to target HPC, GPU, novel architectures" -139,,,United Kingdom,Yes,Doctorate,Geography & Environmental Sciences,,,2,No,,4,6,1 (None at all),2,3,,,,,,University,Full Time,Fixed term,24.0,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Opportunity for career advancement,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Same researcher(s),,,No,,3.0,,,,,No,Yes,No,No,No,,Sometimes,,,,,,,,,,,4.0,"postgraduate, software carpentry",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self study,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2017-01-09 00:00:00,The salary,Desire to advance research,I want to learn new skills,Sometimes,Agree,Neither agree or disagree,Disagree,8,8,No,No,No,Yes,software development project management,unit testing, -140,,,United Kingdom,Yes,Master degree,Computer Science,,,5 - Mostly other people,Yes,10.0,6,7,2,2,6,,,,,,NGO,Full Time,Fixed term,34.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,I want to learn new skills,Desire to advance research,The salary,Desire to work in a research environment,Opportunity for career advancement,Regularly change researcher(s),Yes,,Yes,,3.0,,,,,Yes,No,No,Yes,No,,Very Often,,,,,,,,,,,2.0,,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-08-01 00:00:00,Ability to work across disciplines,Opportunity to develop software,Freedom to choose own working practices,Often,Agree,Disagree,,6,8,No,No,Yes,Yes,,, -141,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,2,No,,6,8,8,6,3,,,,,,University,Full Time,Fixed term,18.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),,,Yes,Every conference I go to.,6.0,,,,,No,No,Yes,Yes,No,,Always,,Sometimes,,,,,,,,,6.0,"software carpentry, data carpentry, workshops in UK and internationally, workshops at home institution",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,On the job.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-10-01 00:00:00,Opportunity for career advancement,Ability to work across disciplines,Flexible working hours,Often,Agree,Neither agree or disagree,Neither agree or disagree,5,5,No,No,Yes,Yes,JavaScript,Modern web development, -142,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,3,Yes,2.0,7,7,1 (None at all),3,3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Same researcher(s),,,No,,2.0,,,,,No,Yes,No,No,No,,Sometimes,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,18 to 24 years,,,,,,,,,,,,2015-09-30 00:00:00,Opportunity for career advancement,The salary,Flexible working hours,Never,Agree,Strongly Agree,Strongly disagree,9,8,No,No,No,No,Developer skills,Research skills,Writing skills -143,,,United Kingdom,Yes,Doctorate,Chemistry,,,3,Yes,15.0,6,4,4,2,1 (None at all),,,,,,Government,Full Time,Agency staff,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,,Same researcher(s),,,Yes,,2.0,,,,,No,No,Yes,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-learning.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2008-01-02 00:00:00,,,,Sometimes,Neither agree or disagree,Disagree,Agree,2,1,No,Yes,No,Yes,Software Design,Project Managment,Testing -144,,,United Kingdom,Yes,Doctorate,Psychology,,,3,No,,4,3,2,2,3,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Ability to work across disciplines,Freedom to choose own working practices,The salary,Desire to advance research,Same researcher(s),,,Yes,"the tools developed integrate with others and speific workshop teaching those tools are organized (e.g. EEGLAB workshops, I teach the stat module the team (me and others) wrote)",3.0,,,,,No,No,Yes,Yes,No,,Always,,Often,,,,,,,,,3.0,"local training, international workshops",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,mostly by myself + online courses,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2007-09-09 00:00:00,,,,Sometimes,Neither agree or disagree,Agree,Neither agree or disagree,9,7,No,No,Yes,No,,, -145,,,United Kingdom,Yes,Doctorate,Electrical & Electronic Engineering,,,5 - Mostly other people,Yes,20.0,9,4,4,1 (None at all),2,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,,,,Regularly change researcher(s),Yes,,No,,10.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Female,45 to 54 years,,,,,,,,,,,,2014-01-31 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Strongly Agree,8,0 - Not at all satisfied,No,No,No,Yes,Management,, -146,,,United Kingdom,Yes,Master degree,Computer Science,,,2,No,,7,7,1 (None at all),2,2,,,,,,University,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Flexible working hours,Same researcher(s),,,Yes,"GPU Technology Conference, PADABS",2.0,,,,,No,No,No,Yes,No,,Very Often,,,,,,,,,,,2.0,"local university training, undergraduate teching",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Formal Education (A level + Undegraduate degree), Self-taught, Part-time employment",,,2017,3,,,United Kingdom,,,,,,,,,,Male,18 to 24 years,,,,,,,,,,,,2014-10-01 00:00:00,Opportunity for career advancement,The salary,,Sometimes,Agree,,Neither agree or disagree,7,7,Yes,No,No,Yes,,, -147,,,United Kingdom,Yes,Undergraduate degree,Materials Technology,,,1,No,,8,5,1 (None at all),1 (None at all),2,,,,,,National laboratory,Full Time,Agency staff,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Opportunity for career advancement,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Same researcher(s),,,No,,2.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"internet forums, codecademy.com, official documentations",,,2017,2,,,United Kingdom,,,,,,,,,,Male,18 to 24 years,,,,,,,,,,,,2016-09-19 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Disagree,7,7,No,No,No,No,SQL (PostgreSQL),Object Oriented Programming,Machine Learning -148,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,2,No,,3,2,1 (None at all),1 (None at all),3,,,,,,National laboratory,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,The salary,Desire to work in a research environment,Opportunity for career advancement,,Regularly change researcher(s),No,,Yes,Ibergrid Conference,50.0,,,,,Yes,No,Yes,No,Yes,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University and self taught for specific research projects,,,2017,2,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2016-04-01 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Agree,7,7,Yes,Yes,No,No,,, -149,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,Yes,13.0,8,1 (None at all),1 (None at all),1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to work in a research environment,Opportunity for career advancement,The salary,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),Yes,,No,,3.0,,,,,No,No,No,Yes,No,,Always,,Very Often,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,Yes,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught during a mixed career writing software for my MSc/PhD and writing software and project managing software development in industry.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-11-01 00:00:00,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,Never,Strongly Agree,Agree,Neither agree or disagree,8,7,No,No,No,No,Better C/C++ skills (including parallel processing),Better testing practices,Better estimation skills -150,,,United Kingdom,Yes,Doctorate,Computer Science,,,3,No,,3,2,2,2,4,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,The salary,Regularly change researcher(s),Yes,,No,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,3.0,Application-specific,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Computer science degree and professional experience,,,2017,5+,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2012-10-01 00:00:00,Desire to advance research,,,Sometimes,Disagree,Neither agree or disagree,Agree,7,7,No,Yes,Yes,Yes,Time/project management,Advanced programming, -151,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,2,No,,4,4,3,1 (None at all),4,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Freedom to choose own working practices,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,1.0,Local university consulting,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Years of first-hand research experience in HPC, fighting for (academic) survival",,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2012-10-08 00:00:00,Flexible working hours,The salary,,Sometimes,Agree,Neither agree or disagree,Disagree,6,5,No,Yes,No,Yes,The skill to convince my local head of school that they need people like me.,Becoming a yes-person., -152,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,5 - Mostly other people,No,,8,1 (None at all),1 (None at all),1 (None at all),10 (All my time),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,,,,,Regularly change researcher(s),No,,No,,4.0,,,,,No,Yes,No,Yes,No,,Sometimes,,,,,,,,,,,2.0,HPC onboarding (local),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,Yes,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,On the job,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2012-10-26 00:00:00,,,,Often,Strongly Agree,Strongly Agree,Neither agree or disagree,0 - Not at all satisfied,0 - Not at all satisfied,No,Yes,Yes,Yes,Project management,Agile development methods, -153,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,5 - Mostly other people,Yes,14.0,10 (All my time),1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Same researcher(s),,,Yes,JASMIN Conference,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Working in a branch of research that involved programming new image processing techniques, then picked up the skills throughout my career.",,,2017,1,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2015-05-01 00:00:00,,,,Never,Agree,,Strongly disagree,0 - Not at all satisfied,4,No,No,Yes,Yes,,, -154,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,1,No,,5,7,2,1 (None at all),3,,,,,,Government,Full Time,Permanent -- as long as funding is available,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Desire to work in a research environment,Freedom to choose own working practices,Regularly change researcher(s),No,,Yes,,4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2007-09-03 00:00:00,Opportunity for career advancement,The salary,Opportunity to develop software,Sometimes,Agree,Neither agree or disagree,Disagree,7,7,No,No,Yes,Yes,,, -155,,,United Kingdom,Yes,Doctorate,Other,,,1,No,,4,4,1 (None at all),3,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,The salary,Ability to work across disciplines,,,Regularly change researcher(s),No,,No,,20.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,0.0,1:1 ad-hoc training of PhDs,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught before and after PhD.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2015-05-17 00:00:00,,,,Often,Agree,Neither agree or disagree,Agree,0 - Not at all satisfied,4,No,No,No,No,Expectation management,Project management (planning particularly),Consultancy skills -156,,,United Kingdom,Yes,Doctorate,Mechanical Engineering,,,3,No,,2,2,2,1 (None at all),2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Opportunity to develop software,I want to learn new skills,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,Cray User Group,5.0,,,,,No,No,Yes,Yes,Yes,,,,,,,,,,,,,4.0,"matplotlib, python",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,MIx of formal training course and personal and online training,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2016-08-01 00:00:00,Flexible working hours,,,Sometimes,Agree,Neither agree or disagree,Disagree,5,2,No,Yes,No,Yes,version control,multiproject management,latest novel computing techiques -157,,,United Kingdom,Yes,Doctorate,Chemistry,,,3,Yes,7.0,7,7,1 (None at all),3,2,,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,,Same researcher(s),,,Yes,"RSC Theoretical Chemistry Group conference, ACS National Meeting & Exposition, Molecular Quantum Mechanics",3.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Most of the skills were learned during my PhD research, either through self-teaching or short courses on aspects of software development.",,,2017,4,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-04-19 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Neither agree or disagree,7,7,No,Yes,No,Yes,Parallel debugging,Parallel performance analysis,Formal software testing and verification -158,,,United Kingdom,Yes,Master degree,Geography & Environmental Sciences,,,4,No,,5,2,4,1 (None at all),5,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,I want to learn new skills,Opportunity for career advancement,Desire to advance research,The salary,Same researcher(s),,,No,,,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,Internal Python training for researchers,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"My undergrad degree was in computer science. I used to be a commercial programmer. I left that job and did a masters' degree, following which I took up a data processing job. This is my current post, except that it has morphed beyond recognition since then. The original job and my undergrad degree gave me the programming and IT skills, the masters and on-the-job learning in my current post gave me the research aspect.",,,2017,4,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2007-11-26 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Disagree,6,6,No,No,Yes,Yes,C training,HPC training, -159,,,United Kingdom,No,Other,,,,,No,,1 (None at all),2,3,1 (None at all),1 (None at all),,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Desire to work in a research environment,,Regularly change researcher(s),Yes,,Yes,It was a long time ago (when I still developed software) and was at the IBM European conference and the STATUS conference (ealry 1990s),6.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Female,45 to 54 years,,,,,,,,,,,,1988-10-25 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Neither agree or disagree,7,8,No,No,Yes,No,,, -160,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,3,No,,4,3,3,6,4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Ability to work across disciplines,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),,,No,,5.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,2.0,"local university training in basic matlab, image processing and agent based modelling",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,A conversion MSc to computer science and AI followed by self-taught during a PhD,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2007-10-01 00:00:00,Flexible working hours,Opportunity for career advancement,,Sometimes,Agree,Neither agree or disagree,Disagree,4,6,No,No,No,No,advanced image processing,python, -161,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,17.0,2,2,7,6,1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2012-01-01 00:00:00,,,,,,,,,,,,,,,, -162,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,34.0,5,1 (None at all),1 (None at all),1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Ability to work across disciplines,Opportunity to develop software,,,Same researcher(s),,,No,,4.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,On the job;,,,2017,1,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2016-12-01 00:00:00,,,,Never,Agree,Agree,Strongly Agree,1,2,No,No,Yes,Yes,Formal Project Management,Line management, -163,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,17.0,3,2,7,5,1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,Yes,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Ability to work across disciplines,Desire to work in a research environment,The salary,Regularly change researcher(s),Yes,,Yes,This would be a really long list. No time!,12.0,,,,,No,No,Yes,Yes,No,,Often,,Sometimes,,,,,,,,,24.0,"Two long lecture courses, software and data carpentry, a short course on python, and designing three doctoral training centres!",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,Yes,,No,No,No,No,Yes,Yes,Yes,No,Yes,No,No,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,"As a working scientist, then as a developer in a couple of private companies.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2012-09-01 00:00:00,I want to learn new skills,Flexible working hours,,Often,Agree,Agree,Strongly Agree,9,9,Yes,Yes,No,Yes,Further docker,Further CUDA,Further Azure -164,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,8.0,3,1 (None at all),2,2,1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),No,,Yes,,4.0,,,,,No,No,No,Yes,No,,Always,,Often,,,,,,,,,4.0,"Software Carpentry, local university training, Other groups outside university",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,trial and error,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-04-01 00:00:00,,,,Sometimes,Neither agree or disagree,Agree,Disagree,7,6,No,No,No,No,Swap programming languages quickly,time management,communication -165,,,United Kingdom,Yes,Doctorate,Chemistry,,,5 - Mostly other people,Yes,20.0,2,2,4,1 (None at all),1 (None at all),,,,,,Other,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Flexible working hours,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,Regularly change researcher(s),,,Yes,American Chemical Society,5.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught over a long career.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1994-10-01 00:00:00,I want to learn new skills,The salary,,,Neither agree or disagree,Agree,Neither agree or disagree,6,6,No,Yes,No,No,Qt5,Python 3, -166,,,United Kingdom,Yes,Doctorate,Computer Science,,,2,No,,3,7,2,2,1 (None at all),,,,,,University,Part-time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Same researcher(s),,,No,,1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Engineering skills through formal training and career, software skills are self taught.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2012-04-03 00:00:00,Flexible working hours,Opportunity for career advancement,The salary,Sometimes,Agree,Neither agree or disagree,Agree,9,9,No,No,No,No,,, -167,,,United Kingdom,Yes,Doctorate,Chemistry,,,5 - Mostly other people,Yes,9.0,9,3,1 (None at all),1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Other,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,,4.0,,,,,No,No,No,Yes,No,,Always,,Often,,,,,,,,,3.0,"Nationwide, Consortia based",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self taught programming during teen years. Deep ended into software development for HPC during PhD.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2013-12-02 00:00:00,I want to learn new skills,Opportunity for career advancement,Flexible working hours,Often,Agree,Strongly Agree,Disagree,5,7,Yes,Yes,Yes,No,,, -168,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,No,,8,7,4,4,4,,,,,,University,Full Time,Fixed term,60.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,Same researcher(s),,,Yes,,,,,,,,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-09-07 00:00:00,Opportunity to develop software,Freedom to choose own working practices,Flexible working hours,,,,,,,,,,,,, -169,,,United Kingdom,Yes,Doctorate,Aeronautical & Manufacturing Engineering,,,1,No,,8,9,2,2,1 (None at all),,,,,,University,Full Time,Fixed term,24.0,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,I want to learn new skills,Opportunity to develop software,Ability to work across disciplines,Same researcher(s),,,Yes,"Embedded Linux Conference, AIAA Scitech, Infotech@Aerospace",4.0,,,,,No,No,No,Yes,No,,,,Sometimes,,,,,,,,,6.0,Local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Mainly self taught with some bits along the way. 1 undergraduate module in Java and a 2 day software carpentry course in python.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-07-04 00:00:00,Freedom to choose own working practices,Flexible working hours,The salary,Often,Agree,Agree,Disagree,5,4,No,No,No,No,Managing and merging multi author code,Test design,Building and distributing modules -170,,,United Kingdom,Yes,Doctorate,Chemistry,,,4,No,,7,7,3,1 (None at all),4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Ability to work across disciplines,I want to learn new skills,The salary,Freedom to choose own working practices,Same researcher(s),,,Yes,,2.0,,,,,No,Yes,No,No,No,,Sometimes,,Sometimes,,,,,,,,,4.0,"Summer School, PhD students, MSc students",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1992-05-23 00:00:00,Flexible working hours,Desire to advance research,Opportunity to develop software,Sometimes,Agree,Disagree,Neither agree or disagree,8,6,No,No,Yes,No,Version control,More maths,Unit testing -171,,,United Kingdom,Yes,Doctorate,Aeronautical & Manufacturing Engineering,,,2,Yes,12.0,1 (None at all),1 (None at all),2,2,1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Freedom to choose own working practices,The salary,Same researcher(s),,,Yes,,1.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,software development in academia and industry,,,2017,2,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2015-06-01 00:00:00,Opportunity for career advancement,I want to learn new skills,Flexible working hours,Sometimes,Neither agree or disagree,Neither agree or disagree,Agree,0 - Not at all satisfied,0 - Not at all satisfied,No,Yes,No,No,multi-thread programming,low latency programming, -172,,,United Kingdom,Yes,Doctorate,Chemistry,,,5 - Mostly other people,No,,8,2,2,1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,Regularly change researcher(s),Yes,,Yes,,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,5.0,workshops,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Reading books, writing codes since young.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2010-10-01 00:00:00,,,,Sometimes,Neither agree or disagree,Disagree,Disagree,7,7,No,No,No,No,MPI programming,Python Programming,Statistical analysis -173,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,20.0,6,2,2,2,2,,,,,,University,Full Time,Fixed term,60.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,The salary,Opportunity for career advancement,Regularly change researcher(s),No,,Yes,Too many to mention,10.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,3.0,"teaching msc students,teaching users",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Through having to make software and formal education,,,2017,2,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2017-04-03 00:00:00,Desire to advance research,,,Sometimes,Agree,Agree,Neither agree or disagree,6,6,No,No,Yes,No,,, -174,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,3,Yes,8.0,3,3,8,2,1 (None at all),,,,,,Government,Part-time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity for career advancement,Flexible working hours,The salary,Opportunity to develop software,Same researcher(s),,,Yes,ISENES2 Workshop on Workflow Solutions in Earth System Modelling,2.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,1.0,local training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,On the job training from a mentor.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2009-03-01 00:00:00,Desire to advance research,,,Sometimes,Agree,Agree,Disagree,5,5,No,No,No,Yes,new languages,cloud technology,web technology -175,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,3,No,,4,2,3,4,6,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Desire to advance research,Regularly change researcher(s),Yes,,No,,1.0,,,,,Yes,Yes,No,No,No,,,,,,,,,,,,,5.0,"Software Carpentry, HPC training UK-wide",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-12-01 00:00:00,I want to learn new skills,,,Sometimes,Disagree,Neither agree or disagree,Disagree,4,3,Yes,Yes,No,Yes,,, -176,,,United Kingdom,Yes,Master degree,Computer Science,,,3,Yes,10.0,7,1 (None at all),3,1 (None at all),3,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Desire to work in a research environment,Ability to work across disciplines,,,Regularly change researcher(s),Yes,,No,,,,,,,Yes,No,Yes,Yes,No,,Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2015-04-13 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Agree,4,5,No,Yes,No,No,,, -177,,,United Kingdom,Yes,Doctorate,Mechanical Engineering,,,2,No,,5,3,1 (None at all),3,5,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Flexible working hours,Freedom to choose own working practices,The salary,Desire to work in a research environment,Opportunity for career advancement,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,2.0,In house training of new research students,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-02-06 00:00:00,Ability to work across disciplines,I want to learn new skills,,Never,Agree,Agree,Disagree,7,6,No,No,Yes,Yes,Better technical writing/documentation,, -178,,,United Kingdom,Yes,Doctorate,Geography & Environmental Sciences,,,2,No,,8,3,2,2,3,,,,,,University,Full Time,Fixed term,40.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Same researcher(s),,,Yes,,3.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,2.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,Masters before PhD (Java only). Experience during PhD and postdocs. (Mostly an R programmer now.),,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-10-01 00:00:00,Ability to work across disciplines,Flexible working hours,Opportunity for career advancement,Often,Agree,Neither agree or disagree,Disagree,2,2,No,No,No,No,Developing projects with other people,Good collaboration practice,C++ -179,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,3,Yes,12.0,7,5,2,2,6,,,,,,NGO,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,,,,,,Same researcher(s),,,Yes,Bioinformatics Open Source Conference (BOSC),5.0,,,,,No,No,Yes,Yes,No,,Always,,,,,,,,,,,2.0,"Software Carpentry, local institute training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Largely self taught thanks to internet resources.,,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2008-05-01 00:00:00,,,,Often,Agree,Disagree,Neither agree or disagree,4,5,No,No,No,Yes,,, -180,,,United Kingdom,Yes,Master degree,Other,,,2,No,,5,5,1 (None at all),2,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Ability to work across disciplines,I want to learn new skills,Desire to advance research,Desire to work in a research environment,,Same researcher(s),,,Yes,"IASS 2016 Tokyo, SEB 2015 Prague",4.0,,,,,Yes,No,No,Yes,No,,Always,,Always,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On an abstract level during my undergrad and master's, on a practical level during my PhD.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-10-01 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Strongly disagree,8,8,Yes,No,Yes,No,Good software practice,Numerical methods for PDEs, -181,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,No,,6,6,4,9,3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Ability to work across disciplines,Same researcher(s),,,Yes,CCWI 2013,3.0,,,,,No,No,No,Yes,No,,Often,,Sometimes,,,,,,,,,,,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-10-10 00:00:00,I want to learn new skills,Opportunity to develop software,Opportunity for career advancement,,,,,,,,,,,,, -182,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,No,,7,2,2,1 (None at all),7,,,,,,Private company,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Desire to advance research,Opportunity for career advancement,Freedom to choose own working practices,I want to learn new skills,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-02-22 00:00:00,Flexible working hours,Opportunity to develop software,The salary,,,,,,,,,,,,, -183,,,United Kingdom,Yes,Master degree,Geography & Environmental Sciences,,,1,No,,2,3,1 (None at all),1 (None at all),3,,,,,,University,Part-time,Fixed term,6.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to work in a research environment,Opportunity for career advancement,I want to learn new skills,The salary,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2017-02-01 00:00:00,,,,,,,,,,,,,,,, -184,,,United Kingdom,Yes,Master degree,Electrical & Electronic Engineering,,,4,No,,5,5,1 (None at all),2,1 (None at all),,,,,,University,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to advance research,I want to learn new skills,Desire to work in a research environment,Opportunity for career advancement,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2015-09-01 00:00:00,,,,,,,,,,,,,,,, -185,,,United Kingdom,Yes,Doctorate,Chemistry,,,4,No,,5,4,2,1 (None at all),2,,,,,,University,Full Time,Fixed term,26.0,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Same researcher(s),,,No,,3.0,,,,,No,No,Yes,Yes,No,,Always,,,,,,,,,,,4.0,"local university training, industry training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,University training courses,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-01-01 00:00:00,I want to learn new skills,Ability to work across disciplines,Opportunity for career advancement,Sometimes,Agree,Agree,Disagree,8,8,No,Yes,No,No,CUDA,Agile Development,Web design -186,,,United Kingdom,Yes,Undergraduate degree,Biological Sciences,,,5 - Mostly other people,Yes,20.0,6,1 (None at all),2,2,1 (None at all),,,,,,Other,Full Time,Fixed term,18.0,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,,No,,10.0,,,,,No,No,No,Yes,No,,Very Often,,,,,,,,,,,3.0,Software Carpentry,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Books -Google",,,2017,3,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2017-05-01 00:00:00,I want to learn new skills,Freedom to choose own working practices,,Sometimes,Strongly Agree,Agree,Disagree,5,5,No,Yes,Yes,Yes,Writing bids,Project management, -187,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,21.0,5,4,5,4,3,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),,,Yes,"CIUK, CCP9 Young Researcher Event, APS March Meeting, DPG Spring Meeting, Psi-k, Annual CASTEP training workshops, MCC-UKCP-EPCC Workshop on Ab Initio Codes, ICSM, BIOVIA Community Forum",2.0,,,,,Yes,No,No,Yes,Yes,,,,,,,,,,,,,3.0,"HPC Autumn Academy, local university undergraduate and graduate training, local Coding Club",Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Books -Practice -Comp. Lab. teaching in Physics -Computer Science diploma -Talking to other developers -Stack Overflow and Stack Exchange -Conference talks",,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2005-04-04 00:00:00,,,,Never,Strongly Agree,Strongly Agree,Strongly disagree,,,No,Yes,Yes,Yes,MPI 3,FLANG,OpenACC -188,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,20.0,7,3,3,4,7,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,I want to learn new skills,Desire to work in a research environment,The salary,Ability to work across disciplines,Regularly change researcher(s),No,,Yes,"Plant & Animal Genome, ISMB",4.0,,,,,No,No,Yes,Yes,No,,Always,,,,,,,,,,,7.0,"Internal training in bioinformatics, ngs analysis, Galaxy, HPC, Linux",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2002-09-30 00:00:00,,,,Sometimes,Neither agree or disagree,Disagree,Agree,6,4,No,No,Yes,Yes,getting grants,convincing people that coauthorship should be given to those that write the software they rely on, -189,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,7.0,5,5,6,1 (None at all),3,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to advance research,Opportunity for career advancement,Desire to work in a research environment,Freedom to choose own working practices,Opportunity to develop software,Regularly change researcher(s),Yes,,No,,5.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"by imitation, by reading, by doing, some training",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-09-01 00:00:00,The salary,,,Sometimes,Agree,Agree,Neither agree or disagree,6,6,No,Yes,No,Yes,object orientated programming,agile development, -190,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,No,,4,4,2,2,3,,,,,,Other,Full Time,Freelancer consultant contractor,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Freedom to choose own working practices,Same researcher(s),,,Yes,"NDC, Strata, CodeMesh, NCrafts, many others",5.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,Yes,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,I do not consider myself a RSE. I just do a lot of open-source as part of my academic interests.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-08-01 00:00:00,Ability to work across disciplines,Opportunity for career advancement,I want to learn new skills,,Agree,Agree,,6,7,No,No,Yes,No,,, -191,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,16.0,3,2,4,1 (None at all),1 (None at all),,,,,,Other,Full Time,Fixed term,48.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,The salary,Opportunity to develop software,I want to learn new skills,Ability to work across disciplines,Desire to advance research,Regularly change researcher(s),Yes,,Yes,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,Internal Git training,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"On the job: books, colleagues, other people's code, StackOverflow",,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-04-01 00:00:00,Flexible working hours,Desire to work in a research environment,Freedom to choose own working practices,Sometimes,Neither agree or disagree,Strongly disagree,Neither agree or disagree,7,7,No,Yes,No,Yes,C++,Functional programming,CUDA -192,,,United Kingdom,Yes,Doctorate,Geology,,,5 - Mostly other people,Yes,4.0,8,1 (None at all),1 (None at all),2,2,,,,,,Government,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Ability to work across disciplines,I want to learn new skills,Opportunity to develop software,,,Regularly change researcher(s),No,,Yes,RSE16,3.0,,,,,No,No,No,Yes,No,,Always,,Sometimes,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mainly self-taught, with some free courses run by University. Books and online materials.",,,2017,4,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2017-03-27 00:00:00,,,,Often,Agree,Neither agree or disagree,Agree,5,5,No,Yes,No,Yes,Testing frameworks,Project management,Optimisation -193,,,United Kingdom,Yes,Doctorate,Mathematics,,,5 - Mostly other people,Yes,3.0,10 (All my time),2,2,1 (None at all),5,,,,,,University,Full Time,Fixed term,45.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,Opportunity for career advancement,I want to learn new skills,Ability to work across disciplines,Flexible working hours,Same researcher(s),,,No,,1.0,,,,,Yes,No,No,Yes,No,,Very Often,,,,,,,,,,,1.0,internal training for the research group,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Degree courses, self-taught",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-08-01 00:00:00,Freedom to choose own working practices,The salary,,Sometimes,Strongly Agree,Strongly disagree,Strongly disagree,8,7,No,No,No,No,Software Design,Project management,Consulting skills -194,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,20.0,7,1 (None at all),2,3,3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Opportunity for career advancement,The salary,Desire to work in a research environment,Flexible working hours,Same researcher(s),,,Yes,Mainly IFSA in previous job as Plasma Physicist,6.0,,,,,No,No,Yes,Yes,No,,Always,,,,,,,,,,,2.0,Various forms of HPC training. New training being developed in new role.,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Learned to program as child -Involvement with many software projects as primary developer at postdoctoral level",,,2017,5+,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2017-04-10 00:00:00,Freedom to choose own working practices,,,,Strongly Agree,Strongly Agree,Neither agree or disagree,,,No,Yes,Yes,Yes,,, -195,,,United Kingdom,Yes,Doctorate,Computer Science,,,2,Yes,20.0,4,2,2,3,7,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,Yes,No,No,Yes,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,,Yes,"all hands, carvi,",0.0,,,,,No,No,No,No,No,,Sometimes,,,,,,,,,,,5.0,"software carpentry, data carpentry, central IT training courses",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"MSc, PhD, in the work place",,,2017,1,,,United Kingdom,,,,,,,,,,Female,45 to 54 years,,,,,,,,,,,,2017-04-01 00:00:00,,,,Never,Strongly disagree,Strongly disagree,,4,1,No,Yes,No,No,confidence,support for my disablities, -196,,,United Kingdom,Yes,Doctorate,Chemistry,,,3,No,,4,5,2,2,2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Opportunity for career advancement,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-06-01 00:00:00,The salary,Opportunity to develop software,Flexible working hours,,,,,,,,,,,,, -197,,,United Kingdom,Yes,Master degree,Mathematics,,,1,No,,5,5,2,2,5,,,,,,University,Full Time,Other/Not listed,,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Desire to work in a research environment,Ability to work across disciplines,Flexible working hours,,Regularly change researcher(s),No,,No,,2.0,,,,,No,Yes,No,No,No,,Sometimes,,,,,,,,,,,3.0,Informal sessions on software use and development practices,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,"Self-taught, on-line reading, hands-on experience, participation in projects.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2012-08-01 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Strongly disagree,5,7,No,No,Yes,Yes,People Management,Project Management, -198,,,United Kingdom,Yes,Undergraduate degree,Art & Design,,,4,Yes,12.0,8,1 (None at all),1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term,60.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,The salary,Desire to advance research,Freedom to choose own working practices,Flexible working hours,Regularly change researcher(s),No,,No,,5.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Windows,No,No,Yes,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-04-01 00:00:00,Ability to work across disciplines,Opportunity for career advancement,Desire to work in a research environment,Sometimes,Strongly Agree,Agree,Neither agree or disagree,7,6,No,No,No,No,,, -199,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,2,No,,4,7,2,2,3,,,,,,University,Full Time,Fixed term,72.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Flexible working hours,Freedom to choose own working practices,Regularly change researcher(s),No,,Yes,CCPEM,3.0,,,,,No,No,Yes,No,No,,Often,,,,,,,,,,,16.0,Software Carpentry,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Stack overflow,,,2017,1,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2014-03-17 00:00:00,Opportunity to develop software,Opportunity for career advancement,The salary,Often,Strongly Agree,Strongly Agree,Neither agree or disagree,6,6,No,No,No,Yes,,, -200,,,United Kingdom,Yes,Doctorate,Mathematics,,,1,No,,3,4,5,5,6,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,,No,,4.0,,,,,No,No,No,Yes,No,,Always,,Always,,,,,,,,,,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-09-01 00:00:00,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,8,8,No,Yes,No,No,,, -201,,,United Kingdom,Yes,Doctorate,Electrical & Electronic Engineering,,,5 - Mostly other people,No,,4,4,2,3,3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Same researcher(s),,,No,,2.0,,,,,No,Yes,No,Yes,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-09-01 00:00:00,,,,,,,,,,,,,,,, -202,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,7.0,7,5,1 (None at all),3,4,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Opportunity to develop software,Desire to work in a research environment,Desire to advance research,I want to learn new skills,Freedom to choose own working practices,Same researcher(s),,,Yes,"IOP Computational Plasma Physics, EPS Plasma Physics, BOUT++ Workshop,",4.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,Sometimes,,,,,,,,,,"Local university training, annual workshop for software project",No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,From using and developing research software during my PhD and post-docs. Also from breaking (and fixing) Linux.,,,2017,3,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2014-11-03 00:00:00,Opportunity for career advancement,Flexible working hours,The salary,Never,Agree,Agree,Neither agree or disagree,8,7,No,Yes,Yes,Yes,Teaching,Leadership,Haskell -203,,,United Kingdom,No,Master degree,Linguistics,,,,No,,1 (None at all),7,6,3,9,,,,,,University,Full Time,Fixed term,10.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,I want to learn new skills,Opportunity for career advancement,The salary,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2017-02-22 00:00:00,Ability to work across disciplines,Desire to advance research,Opportunity to develop software,,,,,,,,,,,,, -204,,,United Kingdom,Yes,Doctorate,Chemistry,,,3,No,,5,4,5,3,5,,,,,,University,Full Time,Other/Not listed,,No,Yes,No,No,Yes,No,No,No,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Regularly change researcher(s),Yes,,Yes,"CUG2015, EASC17, HPC-SIG, ARCHER Champions",4.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,,,,,,,,,,6.0,"MSc in HPC, ARCHER Training, Online HPC training, MOOC",No,No,No,No,No,No,Yes,Yes,Yes,Yes,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught through day to day work,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2008-08-01 00:00:00,Opportunity to develop software,Flexible working hours,Opportunity for career advancement,Never,Agree,Strongly Agree,Strongly disagree,8,9,No,Yes,Yes,Yes,Improved Time Management,Microsoft Azure,Singularity/Containers -205,,,United Kingdom,Yes,Master degree,General Engineering,,,1,Yes,6.0,6,5,1 (None at all),1 (None at all),1 (None at all),,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Opportunity for career advancement,,Same researcher(s),,,No,,1.0,,,,,Yes,No,No,Yes,No,,Always,,Always,,,,,,,,,4.0,"Software Carpentry, internal workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,largely self-taught and through industry experience as well,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-06-01 00:00:00,,,,Sometimes,Strongly Agree,Agree,Agree,6,7,No,No,Yes,Yes,Container,HPC, -206,,,United Kingdom,Yes,Doctorate,Geography & Environmental Sciences,,,3,No,,4,4,2,1 (None at all),2,,,,,,Private company,Part-time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Flexible working hours,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Regularly change researcher(s),,,Yes,"European Geophysical Union, Eastern Snow Conference, American Geophysical Union",4.0,,,,,Yes,No,No,Yes,No,,Sometimes,,,,,,,,,,,,,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,Other,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self-taught, based on need or meeting people who were doing cool things",,,2017,3,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2015-08-01 00:00:00,Opportunity to develop software,Opportunity for career advancement,,Never,Agree,Strongly disagree,Strongly disagree,8,6,No,Yes,No,Yes,,, -207,,,United Kingdom,Yes,Master degree,Computer Science,,,3,Yes,10.0,9,6,7,2,3,,,,,,University,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Freedom to choose own working practices,Flexible working hours,Opportunity to develop software,Opportunity for career advancement,Same researcher(s),,,No,,5.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,Yes,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,No idea,,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-11-01 00:00:00,The salary,Desire to advance research,Ability to work across disciplines,Sometimes,Agree,Neither agree or disagree,Neither agree or disagree,7,6,No,No,Yes,No,,, -208,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,No,,7,1 (None at all),1 (None at all),1 (None at all),3,,,,,,Other,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Opportunity to develop software,Desire to work in a research environment,,,,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,Very Often,,Sometimes,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"On the job learning, ad-hoc courses, working with others, reading, Google",,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2011-05-15 00:00:00,,,,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,7,7,No,No,Yes,Yes,Time/project management,General bioinformatics,System administration/web server setup -209,,,United Kingdom,Yes,Doctorate,Mathematics,,,3,No,,2,4,2,4,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Desire to work in a research environment,Desire to advance research,Ability to work across disciplines,I want to learn new skills,Regularly change researcher(s),No,,Yes,American Physical Society Division of Fluid Dynamics,3.0,,,,,No,No,Yes,Yes,No,,Very Often,,Always,,,,,,,,,10.0,"Research group training, training of other university researchers",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2013-09-01 00:00:00,Freedom to choose own working practices,Opportunity to develop software,Flexible working hours,Sometimes,Agree,Agree,Disagree,8,8,No,No,Yes,Yes,Improved understanding of parallel computing,Use of GPUs, -210,,,United Kingdom,Yes,Doctorate,Mathematics,,,3,No,,3,2,2,4,1 (None at all),,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,The salary,Desire to work in a research environment,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Regularly change researcher(s),No,,Yes,SIAM Optimization 2017,2.0,,,,,No,No,No,No,Yes,,,,,,,,,,,,,3.0,,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Years of programming Fortran in collaboration with experts.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1990-10-01 00:00:00,Flexible working hours,Freedom to choose own working practices,Ability to work across disciplines,Never,Agree,Strongly disagree,Disagree,8,8,No,Yes,No,No,,, -211,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,0 - Mostly me,No,,5,8,1 (None at all),1 (None at all),2,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Opportunity to develop software,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Sometimes,,,,,,,,,,,3.0,Software carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self-taught during my PhD and current postdoc, some university-run short courses, Software Carpentry (as a learner and then instructor)",,,2017,1,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2015-09-01 00:00:00,Freedom to choose own working practices,Flexible working hours,Opportunity for career advancement,Sometimes,Neither agree or disagree,Disagree,Agree,6,8,No,Yes,No,Yes,How to write unit and functional tests/TDD,Object oriented programming skills,Experience in parallel programming for HPC -212,,,United Kingdom,Yes,Doctorate,Computer Science,,,2,Yes,9.0,8,8,6,1 (None at all),4,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity for career advancement,Desire to advance research,Opportunity to develop software,Flexible working hours,Same researcher(s),,,Yes,"Annual congress of the Organisation of Human Brain Mapping, Brainhack hackathons",5.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,12.0,"Mainly informal training, some training as part of my research group",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,I hold a Masters degree in software engineering,,,2017,3,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2016-08-01 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Disagree,8,8,No,No,No,No,Javascript,How to teach Git & GitHub, -213,,,United Kingdom,Yes,Doctorate,Biological Sciences,,,0 - Mostly me,No,,2,4,2,2,1 (None at all),,,,,,University,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Regularly change researcher(s),No,,No,,4.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,1.0,Software Carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,Online courses,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2016-05-02 00:00:00,Opportunity for career advancement,Freedom to choose own working practices,Flexible working hours,Sometimes,Agree,Agree,Disagree,7,4,No,No,Yes,Yes,greater understanding of cluster based computing,statistics,pythopn -214,,,United Kingdom,Yes,Doctorate,Civil Engineering,,,1,No,,6,4,1 (None at all),2,2,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity for career advancement,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Same researcher(s),,,No,,1.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Through my PhD and similar training events,,,2017,3,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-01-02 00:00:00,The salary,Ability to work across disciplines,Freedom to choose own working practices,Never,Disagree,Disagree,Strongly disagree,9,10 - Completely satisfied,No,No,Yes,No,Debugging skills,Efficient Object oriented programming, -215,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,4,Yes,15.0,7,5,3,2,3,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Opportunity for career advancement,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,Regularly change researcher(s),No,,Yes,"IDCC, FOSDEM, PGConf.eu",3.0,,,,,Yes,No,Yes,Yes,Yes,,Very Often,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-08-24 00:00:00,Ability to work across disciplines,I want to learn new skills,The salary,Sometimes,Strongly Agree,Strongly Agree,Disagree,6,7,No,No,No,Yes,,, -216,,,United Kingdom,Yes,Doctorate,Chemistry,,,4,No,,4,2,3,1 (None at all),5,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,Regularly change researcher(s),Yes,,Yes,,2.0,,,,,No,No,No,Yes,No,,Very Often,,,,,,,,,,,4.0,"teaching of theory behind software, software products",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,3,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1997-05-01 00:00:00,,,,Never,Strongly disagree,Strongly disagree,Neither agree or disagree,0 - Not at all satisfied,0 - Not at all satisfied,Yes,Yes,Yes,No,,, -217,,,United Kingdom,Yes,Undergraduate degree,Computer Science,,,4,Yes,35.0,5,1 (None at all),3,2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,Yes,No,Yes,No,No,No,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,Yes,No,Yes,Yes,Yes,No,No,No,No,No,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"IEEE Visualization, Eurographics UK",11.0,,,,,Yes,No,No,Yes,No,,Often,,Sometimes,,,,,,,,,8.0,"Python, Visualization, Scientific Visualization",No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,Yes,No,Yes,No,No,No,,,,,,,,"Started to learn programming when I was 9 years old with no formal education or support. Started working with researchers when my job began 24 years ago, in a group that has always worked this way. Experience and insight from peers was invaluable.",,,2017,2,,,United Kingdom,,,,,,,,,,Female,45 to 54 years,,,,,,,,,,,,1993-07-05 00:00:00,Flexible working hours,Desire to advance research,The salary,Sometimes,Agree,Agree,Disagree,9,7,No,Yes,Yes,Yes,Testing,Project management and delegation,Digital design -218,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,No,,6,2,3,2,2,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity for career advancement,Opportunity to develop software,The salary,Desire to advance research,Desire to work in a research environment,Regularly change researcher(s),Yes,,Yes,"COMBINE, CELLML WORKSHOP, ICFP, VPH2010",7.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,Sometimes,,,,,,,,,4.0,"Software Carpentry, Software Engineering MSc",No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Mix of CS degree, Computational Biology DPhil at Oxford's Doctoral Training Centre, and self-taught.",,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-11-21 00:00:00,Ability to work across disciplines,I want to learn new skills,Flexible working hours,Never,Strongly Agree,Disagree,Neither agree or disagree,9,9,No,No,Yes,Yes,People management,Django,GPGPU -219,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,Yes,5.0,8,3,1 (None at all),1 (None at all),1 (None at all),,,,,,Private company,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity for career advancement,Desire to work in a research environment,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2015-03-01 00:00:00,,,,,,,,,,,,,,,, -220,,,United Kingdom,Yes,Doctorate,General Engineering,,,1,Yes,5.0,6,9,3,2,2,,,,,,University,Full Time,Fixed term,12.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Freedom to choose own working practices,Ability to work across disciplines,Desire to advance research,Flexible working hours,Opportunity for career advancement,Same researcher(s),,,No,,2.0,,,,,No,No,No,Yes,No,,Very Often,,Always,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Undergrad,,,2017,1,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2017-01-09 00:00:00,Opportunity to develop software,,,Sometimes,Strongly Agree,Strongly Agree,Neither agree or disagree,7,7,No,No,Yes,Yes,,, -221,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,3,No,,4,4,3,3,5,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Desire to work in a research environment,Desire to advance research,Freedom to choose own working practices,Opportunity to develop software,I want to learn new skills,Same researcher(s),,,No,,3.0,,,,,Yes,No,No,Yes,No,,Very Often,,,,,,,,,,,3.0,"msc class in computational methods, departmental workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Mostly self taught, out of interest and necessity. I did have some short undergraduate courses on computer programming, numerical methods and computer systems as part of my Physics BSc.",,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-01-01 00:00:00,Flexible working hours,The salary,Ability to work across disciplines,Sometimes,Neither agree or disagree,Disagree,Disagree,8,7,No,Yes,Yes,Yes,software design,cuda/gpu programming,julia -222,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,15.0,4,3,1 (None at all),2,7,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,,,Same researcher(s),,,Yes,"American Meteorological Society, RSE, European Geosciences Union",4.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,3.0,local university training,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-organised mainly as need arose,,,2017,2,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2008-06-01 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Neither agree or disagree,8,8,No,Yes,No,Yes,web services with databases,formal testing,advanced python -223,,,United Kingdom,No,Doctorate,Linguistics,,,,Yes,25.0,1 (None at all),7,4,2,3,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),Yes,,No,,6.0,,,,,Yes,No,Yes,Yes,No,,Very Often,,Sometimes,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,No,,,,,,,,Acquired in previous job (commercial software house),,,2017,3,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2010-08-06 00:00:00,I want to learn new skills,The salary,Opportunity for career advancement,Often,Agree,Neither agree or disagree,Agree,6,7,No,No,No,No,Negotiation skills,Rapid prototyping,UI implementation -224,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,No,,4,7,3,3,2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Flexible working hours,Desire to advance research,Desire to work in a research environment,,,Same researcher(s),,,No,,3.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,3.0,Hands on Courses,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,on the job,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2003-02-01 00:00:00,,,,Sometimes,Disagree,Disagree,Neither agree or disagree,7,5,No,Yes,No,No,HPC,, -225,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,5.0,7,3,2,1 (None at all),1 (None at all),,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Ability to work across disciplines,Same researcher(s),,,Yes,"CASTEP School, CASTEP Advanced Workshop",2.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2012-11-01 00:00:00,Freedom to choose own working practices,Flexible working hours,,Often,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,8,5,No,Yes,No,No,,, -226,,,United Kingdom,Yes,Master degree,Computer Science,,,4,Yes,9.0,9,6,3,3,4,,,,,,Private company,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to advance research,Flexible working hours,Opportunity to develop software,The salary,Same researcher(s),,,No,,4.0,,,,,Yes,No,Yes,Yes,Yes,,Very Often,,,,,,,,,,,,,Yes,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Yes,,,,,,,,,,,,,,,,Yes,,,,,,,Windows,No,Yes,No,No,No,No,No,No,No,No,No,,Yes,No,No,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,No,Yes,No,No,Yes,Yes,Yes,,,,,,,,Commercial,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-09-05 00:00:00,Opportunity for career advancement,Desire to work in a research environment,I want to learn new skills,Never,Agree,Neither agree or disagree,Strongly Agree,,9,No,No,Yes,No,More commercial opportunity,Setting up apis integration,Citing -227,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,10.0,9,3,3,1 (None at all),2,,,,,,Government,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Ability to work across disciplines,Desire to work in a research environment,Opportunity for career advancement,Same researcher(s),,,Yes,3rd International Conference on Approximation Methods and Numerical Modeling in Environment and Natural Resources (MAMERN),3.0,,,,,No,No,Yes,Yes,Yes,,,,,,,,,,,,,2.0,Local university training on numerical methods,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Degree in Physics/Meteorology; Research and teaching in Numerical Methods and Computational Fluid Dynamics; Teaching programming (mainly Fortran and Matlab); Work in Met Office,,,2017,3,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2017-03-01 00:00:00,I want to learn new skills,,,Sometimes,Agree,Agree,Strongly disagree,9,8,No,Yes,Yes,Yes,HPC optimisation,AGILE framework,Better understanding of OOP concepts -228,,,United Kingdom,Yes,Doctorate,Mathematics,,,5 - Mostly other people,Yes,7.0,7,3,2,4,4,,,,,,Private company,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,Same researcher(s),,,No,,1.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,1.0,"HPC Short Courses (EPSRC),Local University training (MPhil)",No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2010-03-01 00:00:00,,,,Sometimes,Strongly Agree,Strongly Agree,Disagree,8,8,Yes,No,No,Yes,,, -229,,,United Kingdom,Yes,Doctorate,Mathematics,,,4,No,,2,2,6,4,9,,,,,,University,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Desire to work in a research environment,Freedom to choose own working practices,Flexible working hours,,Regularly change researcher(s),No,,Yes,"ISSAC, Pasco, Oberwolfach, Groups St Andrews, Permutation Patterns, more....",3.0,,,,,No,No,Yes,Yes,No,,Always,,Sometimes,,,,,,,,,2.0,"CoDiMa workshops, ad hoc workshops",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,Yes,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self-taught,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1994-01-01 00:00:00,,,,Sometimes,Neither agree or disagree,Agree,Disagree,8,7,No,No,Yes,Yes,Advanced C++,Machine Learning,Advanced concurrency -230,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,4,Yes,11.0,4,2,4,1 (None at all),3,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,Opportunity to develop software,Desire to advance research,I want to learn new skills,Opportunity for career advancement,Regularly change researcher(s),Yes,,Yes,"Pycon UK, CCFE/ITER collaboration workshop, Various fusion physics meetings, EUDAT user forum",7.0,,,,,Yes,No,Yes,Yes,No,,,,,,,,,,,,,2.0,"Internal software development training, national RSE training via RSE conference, RSEN",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,"Understanding of research and physics: formal teaching (undergraduate and postgraduate), experience as a PhD student, on the job working for a University and a research lab, reading online. - -Programming: Minimal teaching during undergraduate degree. Self-taught during postgrad studies and on the job, reading books and online + discussing with others. Some training courses such as individual modules of a software engineering masters. - -People skills and leadership: Some workplace training/coaching. Reading. Observing others. Trial and error.",,,2017,2,,,United Kingdom,,,,,,,,,,Female,35 to 44 years,,,,,,,,,,,,2007-12-10 00:00:00,The salary,Flexible working hours,,Sometimes,Neither agree or disagree,Neither agree or disagree,Neither agree or disagree,4,5,No,No,Yes,Yes,Business writing and grant applications,HPC and cloud platforms,Cultural change & influencing -231,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,10.0,9,6,3,5,5,,,,,,National laboratory,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Desire to advance research,Opportunity to develop software,I want to learn new skills,,Same researcher(s),,,No,,3.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,1.0,"Testing, formal methods & design techniques",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,Yes,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2014-07-31 00:00:00,,,,Sometimes,Strongly Agree,Disagree,Neither agree or disagree,8,6,No,No,No,Yes,Control Theory,Physics,Negotiation -232,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,No,,4,6,1 (None at all),1 (None at all),1 (None at all),,,,,,Government,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Government,Desire to advance research,Desire to work in a research environment,,,,Same researcher(s),,,No,,3.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,Yes,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,3,,,United Kingdom,,,,,,,,,,Female,45 to 54 years,,,,,,,,,,,,2016-12-01 00:00:00,,,,,Agree,Agree,Agree,7,7,No,Yes,No,No,,, -233,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,2,No,,4,5,1 (None at all),1 (None at all),2,,,,,,Government,Full Time,Agency staff,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2014-09-15 00:00:00,,,,,,,,,,,,,,,, -234,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,20.0,8,1 (None at all),2,1 (None at all),2,,,,,,NGO,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,I want to learn new skills,Opportunity to develop software,Freedom to choose own working practices,Desire to advance research,Desire to work in a research environment,Same researcher(s),,,Yes,"PCaPAC, EPICS, High Temperature Plasma Diagnostics",15.0,,,,,Yes,No,Yes,Yes,No,,Sometimes,,,,,,,,,,,3.0,"Internal company training, workshops",Yes,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2000-04-10 00:00:00,Flexible working hours,Opportunity for career advancement,,Sometimes,Agree,Agree,Neither agree or disagree,8,7,No,No,No,No,,, -235,,,United Kingdom,Yes,Undergraduate degree,Robotics,,,3,Yes,5.0,5,5,2,1 (None at all),2,,,,,,Government,Full Time,Other/Not listed,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to work in a research environment,Ability to work across disciplines,Opportunity to develop software,I want to learn new skills,Desire to advance research,Same researcher(s),,,No,,3.0,,,,,No,No,No,Yes,No,,,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,1,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-11-04 00:00:00,Freedom to choose own working practices,Opportunity for career advancement,The salary,Sometimes,Agree,Agree,Disagree,7,7,,,,,,, -236,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,26.0,10 (All my time),2,1 (None at all),1 (None at all),1 (None at all),,,,,,Government,Part-time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,,,Same researcher(s),,,Yes,,2.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,0.0,Fortran,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Self taught -On the job",,,2017,3,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,1990-11-12 00:00:00,,,,Sometimes,Neither agree or disagree,Agree,Neither agree or disagree,6,4,No,Yes,Yes,Yes,,, -237,,,United Kingdom,Yes,Doctorate,Materials Technology,,,1,No,,3,5,1 (None at all),2,3,,,,,,National laboratory,Full Time,Fixed term,24.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Flexible working hours,I want to learn new skills,Desire to work in a research environment,Desire to advance research,Opportunity to develop software,Same researcher(s),,,Yes,,1.0,,,,,No,No,No,Yes,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-08-01 00:00:00,Ability to work across disciplines,Freedom to choose own working practices,Opportunity for career advancement,,,,,6,6,No,Yes,No,Yes,,, -238,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,Yes,14.0,7,3,1 (None at all),1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2016-09-07 00:00:00,,,,,,,,,,,,,,,, -239,,,United Kingdom,Yes,Doctorate,Computer Science,,,4,Yes,14.0,7,3,1 (None at all),2,2,,,,,,Government,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Ability to work across disciplines,Freedom to choose own working practices,Desire to work in a research environment,Opportunity to develop software,Flexible working hours,Regularly change researcher(s),No,,Yes,"CCPBioSim, IEEE BIBM, e-science, Supercomputing etc",5.0,,,,,No,No,Yes,Yes,No,,Very Often,,Sometimes,,,,,,,,,2.0,"Software Carpentry, local training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Yes,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,At University as well as during my working career.,,,2017,1,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2016-09-07 00:00:00,I want to learn new skills,,,Sometimes,Strongly Agree,Strongly Agree,Strongly disagree,8,8,Yes,Yes,Yes,Yes,Improve effectiveness of a diverse workload,, -240,,,United Kingdom,Yes,Doctorate,Other,,,1,No,,3,8,6,3,5,,,,,,University,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to work in a research environment,I want to learn new skills,Desire to advance research,Ability to work across disciplines,Flexible working hours,Regularly change researcher(s),Yes,,No,,1.0,,,,,Yes,Yes,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,OS X,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,Female,25 to 34 years,,,,,,,,,,,,2015-04-01 00:00:00,Opportunity for career advancement,The salary,Freedom to choose own working practices,Sometimes,Neither agree or disagree,Agree,Strongly Agree,2,6,No,No,Yes,Yes,R package developer,parallell computing,Unix -241,,,United Kingdom,Yes,Doctorate,Chemistry,,,3,Yes,25.0,7,4,2,1 (None at all),2,,,,,,National laboratory,Full Time,Fixed term,36.0,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Opportunity to develop software,Desire to advance research,Freedom to choose own working practices,Ability to work across disciplines,Flexible working hours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2015-04-01 00:00:00,The salary,I want to learn new skills,Desire to work in a research environment,,,,,,,,,,,,, -242,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,1,No,,3,6,4,5,3,,,,,,Government,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Freedom to choose own working practices,Desire to advance research,Regularly change researcher(s),No,,No,,3.0,,,,,Yes,No,No,Yes,No,,Sometimes,,,,,,,,,,,1.0,FPGA programming,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,Yes,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,,,,,,,,Google search engine,,,2017,2,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2008-01-07 00:00:00,The salary,Flexible working hours,Opportunity for career advancement,Often,Neither agree or disagree,Neither agree or disagree,,6,7,No,No,No,No,Web development,, -243,,,United Kingdom,Yes,Undergraduate degree,Mathematics,,,5 - Mostly other people,Yes,25.0,2,1 (None at all),3,1 (None at all),2,,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Desire to advance research,Opportunity to develop software,I want to learn new skills,Flexible working hours,,Regularly change researcher(s),Yes,,Yes,,2.0,,,,,No,No,No,Yes,No,,Very Often,,,,,,,,,,,,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,,,,,,,,Self study,,,2017,2,,,United Kingdom,,,,,,,,,,Male,55 to 64 years,,,,,,,,,,,,2017-06-07 00:00:00,,,,Sometimes,Agree,Disagree,Agree,7,7,No,No,Yes,Yes,,, -244,,,United Kingdom,Yes,Doctorate,Computer Science,,,5 - Mostly other people,Yes,10.0,4,2,1 (None at all),1 (None at all),4,,,,,,University,Full Time,Fixed term,27.0,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,I want to learn new skills,Ability to work across disciplines,Desire to work in a research environment,Opportunity for career advancement,Opportunity to develop software,Same researcher(s),,,Yes,,3.0,,,,,No,No,No,Yes,Yes,,Always,,Sometimes,,,,,,,,,1.0,Software carpentry,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2015-06-01 00:00:00,Desire to advance research,The salary,Flexible working hours,Often,Agree,Agree,Strongly Agree,6,7,No,No,Yes,Yes,,, -245,,,United Kingdom,Yes,Undergraduate degree,Electrical & Electronic Engineering,,,5 - Mostly other people,Yes,20.0,5,1 (None at all),3,1 (None at all),2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Flexible working hours,Opportunity to develop software,Freedom to choose own working practices,,,Regularly change researcher(s),Yes,,No,,2.0,,,,,Yes,No,No,Yes,No,,,,,,,,,,,,,1.0,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Mostly self-taught through reading constantly,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,1998-01-01 00:00:00,,,,Sometimes,Agree,Neither agree or disagree,Disagree,7,4,No,Yes,Yes,No,,, -246,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,3.0,8,2,3,1 (None at all),2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Freedom to choose own working practices,Opportunity to develop software,Desire to work in a research environment,The salary,,Same researcher(s),,,Yes,"SciPy, EuroSciPy, NAM",3.0,,,,,Yes,No,No,Yes,No,,Very Often,,Very Often,,,,,,,,,3.0,"Software Carpentry, local training",Yes,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,Self taught during undergrad and PhD studies,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2016-11-09 00:00:00,,,,Never,Agree,Disagree,Disagree,10 - Completely satisfied,10 - Completely satisfied,No,Yes,Yes,Yes,Web Development,Community Management, -247,,,United Kingdom,Yes,Doctorate,Chemistry,,,5 - Mostly other people,Yes,20.0,4,3,8,6,7,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,Yes,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,Desire to work in a research environment,Ability to work across disciplines,Regularly change researcher(s),Yes,,Yes,"American Chemical Society, RSE2016, CCP-BioSim",4.0,,,,,No,No,Yes,Yes,No,,Very Often,,Sometimes,,,,,,,,,20.0,"local university training, remote university training",No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,Yes,,,,,,,OS X,No,No,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Learned programming at home growing up from magazines etc., then took a small number of weekend classes at University, followed by lots of self-learning. Learned maths and science from school and my undergraduate and postgraduate degrees. Learned good software engineering from having to work with terribly engineered academic code. Learned most other things by putting myself in situations in which I would have to learn to survive, and which gave me the space to learn by trial and error. Asked people I respected how they did what they do, and listened to their feedback when both positive and negative. Always embraced new opportunities and viewed them as an opportunity to learn new skills. Spent a lot of time introspecting and reflecting on how I approached problems, and from this worked out what skills I needed to acquire and then pursued those skills via online courses, self-guided websites or University-provided training workshops (e.g. in communication, presentation with confidence and flair, grant and paper writing etc.)",,,2017,3,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2016-07-04 00:00:00,Flexible working hours,Freedom to choose own working practices,The salary,Never,Strongly Agree,Neither agree or disagree,Strongly disagree,9,9,Yes,Yes,Yes,No,People management,Project management,Data / Image processing -248,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,5.0,5,1 (None at all),1 (None at all),2,4,,,,,,Government,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,This is my first job,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Ability to work across disciplines,Opportunity for career advancement,Regularly change researcher(s),No,,No,,3.0,,,,,Yes,No,Yes,Yes,Yes,,Sometimes,,,,,,,,,,,2.0,Local training,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,,,,,,,,,,,,,,,,Yes,,,,,,,GNU/Linux,No,Yes,No,No,No,No,No,No,No,No,No,,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,"Physics degree, doctoral programme",,,2017,5+,,,United Kingdom,,,,,,,,,,Male,25 to 34 years,,,,,,,,,,,,2015-11-02 00:00:00,Flexible working hours,,,Sometimes,Disagree,Disagree,Disagree,6,5,No,Yes,No,No,Presenting to customers,Accelerators, -249,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,5 - Mostly other people,Yes,30.0,2,2,2,2,1 (None at all),,,,,,National laboratory,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,National laboratory,Freedom to choose own working practices,Desire to work in a research environment,Opportunity for career advancement,The salary,Desire to advance research,Same researcher(s),,,Yes,"ECM, iUCr, ACA, AsCA, ISCB meetings and international CCP4 workshops",5.0,,,,,No,No,Yes,Yes,No,,Always,,,,,,,,,,,,,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,Yes,No,Yes,No,No,No,No,No,No,No,,No,No,No,No,No,Yes,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,2017,5+,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2009-12-21 00:00:00,Flexible working hours,Opportunity to develop software,Ability to work across disciplines,Sometimes,Agree,Neither agree or disagree,Disagree,7,5,No,No,Yes,No,,, -250,,,United Kingdom,Yes,Master degree,Physics and Astronomy,,,5 - Mostly other people,No,,6,2,1 (None at all),2,2,,,,,,Government,Full Time,Permanent -- funded by University core funding,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Freedom to choose own working practices,Ability to work across disciplines,Desire to work in a research environment,I want to learn new skills,Flexible working hours,Regularly change researcher(s),No,,No,,3.0,,,,,No,Yes,Yes,Yes,No,,,,,,,,,,,,,3.0,"Internal use of my team's software, collaborators use of my team's software.",No,No,No,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017,3,,,United Kingdom,,,,,,,,,,,,,,,,,,,,,,,2017-12-10 00:00:00,Desire to advance research,Opportunity for career advancement,Opportunity to develop software,,,,,,,,,,,,, -251,,,United Kingdom,Yes,Master degree,Geography & Environmental Sciences,,,4,Yes,20.0,3,1 (None at all),1 (None at all),2,3,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Private company,Opportunity to develop software,I want to learn new skills,Freedom to choose own working practices,Desire to work in a research environment,Flexible working hours,Same researcher(s),,,Yes,"Biologging symposiums, Society for Marine Mammalogy Biennial Conferences, Eighth International Conference on Information Visualisation (IV 2004)",8.0,,,,,No,Yes,No,No,No,,,,,,,,,,,,,2.0,MSc,No,No,No,No,No,No,Yes,Yes,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,Windows,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,,,,,,,,Largely self taught. Initially learnt to program whilst in school.,,,2017,1,,,United Kingdom,,,,,,,,,,Male,45 to 54 years,,,,,,,,,,,,2003-02-03 00:00:00,Desire to advance research,Opportunity for career advancement,,Often,Neither agree or disagree,Neither agree or disagree,,5,7,No,No,Yes,Yes,Modern Version Control (e.g. Git),Testing methodologies,Cloud services -252,,,United Kingdom,Yes,Doctorate,Physics and Astronomy,,,4,Yes,10.0,7,2,3,1 (None at all),2,,,,,,University,Full Time,Permanent -- as long as funding is available,,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,University,Desire to advance research,Ability to work across disciplines,Opportunity to develop software,Desire to work in a research environment,Flexible working hours,Regularly change researcher(s),Yes,,Yes,Mainly internal workshops and meeting to the consortium involved in the project,5.0,,,,,No,No,Yes,Yes,No,,,,,,,,,,,,,2.0,Local training of developers and scientists on the project,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,No,,,,,,,,,,,,,,,,No,,,,,,,OS X,No,No,No,No,No,No,No,No,No,No,No,,No,No,No,No,Yes,No,No,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,No,No,No,,,,,,,,I learned them on the job over the years. Learning improved also once professional developers and computer scientists joined the team: this was extremely important in advancing my skills from just being a scientist who could write code.,,,2017,2,,,United Kingdom,,,,,,,,,,Male,35 to 44 years,,,,,,,,,,,,2005-01-03 00:00:00,Freedom to choose own working practices,The salary,I want to learn new skills,Sometimes,Agree,Agree,Neither agree or disagree,7,4,No,No,No,No,Project management,Machine learning,AKKA diff --git a/analysis/2018/e. Previous employement.ipynb b/analysis/2018/e. Previous employement.ipynb deleted file mode 100644 index 2710df03..00000000 --- a/analysis/2018/e. Previous employement.ipynb +++ /dev/null @@ -1,2806 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Several questions were about the participants previous job. The idea is to collect insights of their career path and understand what are their motivations to be an RSE.\n", - "\n", - "We also asked the participants to rank the reasons why they chose their actual position among 8 different ones:\n", - "* Desire to work in a research environment\n", - "* Freedom to choose own working practices\n", - "* Desire to advance research\n", - "* I want to learn new skills\n", - "* Opportunity to develop software\n", - "* Flexible working hours\n", - "* Ability to work across disciplines\n", - "* Opportunity for career advancement\n", - "* The salary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* `Where was your previous job based?`: one choice\n", - "* `What were the reasons to choose the current job`: ranking" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Questions about previous employment" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "prev_work = ['prevEmp1. Where was your previous job based?']\n", - "reason_choice = [x for x in df.columns if x[:8] == 'prevEmp2']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Where the previous job was based" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Where the previous job was based for Australia
University5558.510638
Private company2122.340426
Government99.574468
National laboratory55.319149
Other33.191489
Non-profit organization11.063830
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Where the previous job was based for Australia \n", - "University 55 58.510638\n", - "Private company 21 22.340426\n", - "Government 9 9.574468\n", - "National laboratory 5 5.319149\n", - "Other 3 3.191489\n", - "Non-profit organization 1 1.063830" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country = 'Australia'\n", - "category = 'Where the previous job was based'\n", - "results = count_diff(df, prev_work, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Rank 1Rank 2Rank 3Rank 4Rank 5Rank 6Rank 7Rank 8
Reasons to choose current job
Desire to work in a research environment28.57142915.30612212.37113410.3092789.278351NaNNaNNaN
Freedom to choose own working practices17.34693911.2244909.27835113.4020628.247423NaNNaNNaN
Desire to advance research15.30612214.28571416.49484512.37113410.309278NaNNaNNaN
Opportunity to develop software12.24489811.22449012.37113410.30927811.340206NaNNaNNaN
Ability to work across disciplines7.14285711.2244908.2474237.21649510.309278NaNNaNNaN
I want to learn new skills7.14285713.2653069.27835113.40206214.432990NaNNaNNaN
Opportunity for career advancement6.1224496.12244910.3092789.27835113.402062NaNNaNNaN
Flexible working hours5.10204112.24489810.30927811.34020613.402062NaNNaNNaN
The salary1.0204085.10204111.34020612.3711349.278351NaNNaNNaN
\n", - "
" - ], - "text/plain": [ - " Rank 1 Rank 2 Rank 3 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 28.571429 15.306122 12.371134 \n", - "Freedom to choose own working practices 17.346939 11.224490 9.278351 \n", - "Desire to advance research 15.306122 14.285714 16.494845 \n", - "Opportunity to develop software 12.244898 11.224490 12.371134 \n", - "Ability to work across disciplines 7.142857 11.224490 8.247423 \n", - "I want to learn new skills 7.142857 13.265306 9.278351 \n", - "Opportunity for career advancement 6.122449 6.122449 10.309278 \n", - "Flexible working hours 5.102041 12.244898 10.309278 \n", - "The salary 1.020408 5.102041 11.340206 \n", - "\n", - " Rank 4 Rank 5 Rank 6 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 10.309278 9.278351 NaN \n", - "Freedom to choose own working practices 13.402062 8.247423 NaN \n", - "Desire to advance research 12.371134 10.309278 NaN \n", - "Opportunity to develop software 10.309278 11.340206 NaN \n", - "Ability to work across disciplines 7.216495 10.309278 NaN \n", - "I want to learn new skills 13.402062 14.432990 NaN \n", - "Opportunity for career advancement 9.278351 13.402062 NaN \n", - "Flexible working hours 11.340206 13.402062 NaN \n", - "The salary 12.371134 9.278351 NaN \n", - "\n", - " Rank 7 Rank 8 \n", - "Reasons to choose current job \n", - "Desire to work in a research environment NaN NaN \n", - "Freedom to choose own working practices NaN NaN \n", - "Desire to advance research NaN NaN \n", - "Opportunity to develop software NaN NaN \n", - "Ability to work across disciplines NaN NaN \n", - "I want to learn new skills NaN NaN \n", - "Opportunity for career advancement NaN NaN \n", - "Flexible working hours NaN NaN \n", - "The salary NaN NaN " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Reasons to choose current job'\n", - "results = count_ranking(df, reason_choice, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Where the previous job was based for Germany
University14446.00639054.113924-8.107534
Private Company5818.53035110.4430388.087313
Other4012.77955310.4430382.336515
Helmholtz Association of German Research Centres319.9041536.9620252.942128
Leibniz Association113.5143773.797468-0.283091
Fraunhofer Society103.194888NaNNaN
Max Planck Society92.87539911.075949-8.200550
University of Applied Sciences51.5974440.9493670.648077
Government51.5974442.215190-0.617746
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Where the previous job was based for Germany \n", - "University 144 46.006390 \n", - "Private Company 58 18.530351 \n", - "Other 40 12.779553 \n", - "Helmholtz Association of German Research Centres 31 9.904153 \n", - "Leibniz Association 11 3.514377 \n", - "Fraunhofer Society 10 3.194888 \n", - "Max Planck Society 9 2.875399 \n", - "University of Applied Sciences 5 1.597444 \n", - "Government 5 1.597444 \n", - "\n", - " Percentage in 2017 \\\n", - "Where the previous job was based for Germany \n", - "University 54.113924 \n", - "Private Company 10.443038 \n", - "Other 10.443038 \n", - "Helmholtz Association of German Research Centres 6.962025 \n", - "Leibniz Association 3.797468 \n", - "Fraunhofer Society NaN \n", - "Max Planck Society 11.075949 \n", - "University of Applied Sciences 0.949367 \n", - "Government 2.215190 \n", - "\n", - " Difference with previous year \n", - "Where the previous job was based for Germany \n", - "University -8.107534 \n", - "Private Company 8.087313 \n", - "Other 2.336515 \n", - "Helmholtz Association of German Research Centres 2.942128 \n", - "Leibniz Association -0.283091 \n", - "Fraunhofer Society NaN \n", - "Max Planck Society -8.200550 \n", - "University of Applied Sciences 0.648077 \n", - "Government -0.617746 " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country = 'Germany'\n", - "category = 'Where the previous job was based'\n", - "results = count_diff(df, prev_work, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Rank 1Rank 2Rank 3Rank 4Rank 5Rank 6Rank 7Rank 8
Reasons to choose current job
Desire to work in a research environment24.22360215.52795014.9532718.0996887.1875NaNNaNNaN
Freedom to choose own working practices23.91304316.77018614.9532719.03426813.4375NaNNaNNaN
Desire to advance research16.45962712.7329198.0996889.3457947.1875NaNNaNNaN
I want to learn new skills12.73291913.35403715.26479815.57632414.6875NaNNaNNaN
Opportunity to develop software8.38509313.97515514.95327110.5919009.6875NaNNaNNaN
Opportunity for career advancement4.6583854.0372677.4766367.4766367.1875NaNNaNNaN
Ability to work across disciplines3.41614911.8012429.03426814.95327112.5000NaNNaNNaN
Flexible working hours3.4161499.62732911.83800617.44548318.4375NaNNaNNaN
The salary2.7950312.1739133.4267917.4766369.6875NaNNaNNaN
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" - ], - "text/plain": [ - " Rank 1 Rank 2 Rank 3 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 24.223602 15.527950 14.953271 \n", - "Freedom to choose own working practices 23.913043 16.770186 14.953271 \n", - "Desire to advance research 16.459627 12.732919 8.099688 \n", - "I want to learn new skills 12.732919 13.354037 15.264798 \n", - "Opportunity to develop software 8.385093 13.975155 14.953271 \n", - "Opportunity for career advancement 4.658385 4.037267 7.476636 \n", - "Ability to work across disciplines 3.416149 11.801242 9.034268 \n", - "Flexible working hours 3.416149 9.627329 11.838006 \n", - "The salary 2.795031 2.173913 3.426791 \n", - "\n", - " Rank 4 Rank 5 Rank 6 Rank 7 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 8.099688 7.1875 NaN NaN \n", - "Freedom to choose own working practices 9.034268 13.4375 NaN NaN \n", - "Desire to advance research 9.345794 7.1875 NaN NaN \n", - "I want to learn new skills 15.576324 14.6875 NaN NaN \n", - "Opportunity to develop software 10.591900 9.6875 NaN NaN \n", - "Opportunity for career advancement 7.476636 7.1875 NaN NaN \n", - "Ability to work across disciplines 14.953271 12.5000 NaN NaN \n", - "Flexible working hours 17.445483 18.4375 NaN NaN \n", - "The salary 7.476636 9.6875 NaN NaN \n", - "\n", - " Rank 8 \n", - "Reasons to choose current job \n", - "Desire to work in a research environment NaN \n", - "Freedom to choose own working practices NaN \n", - "Desire to advance research NaN \n", - "I want to learn new skills NaN \n", - "Opportunity to develop software NaN \n", - "Opportunity for career advancement NaN \n", - "Ability to work across disciplines NaN \n", - "Flexible working hours NaN \n", - "The salary NaN " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Reasons to choose current job'\n", - "results = count_ranking(df, reason_choice, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_ranking(results, category, country)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Where the previous job was based" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Where the previous job was based for New Zealand
University1440.000000
Private company822.857143
Government514.285714
Non-profit organization411.428571
National laboratory38.571429
Other12.857143
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Where the previous job was based for New Zealand \n", - "University 14 40.000000\n", - "Private company 8 22.857143\n", - "Government 5 14.285714\n", - "Non-profit organization 4 11.428571\n", - "National laboratory 3 8.571429\n", - "Other 1 2.857143" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country = 'New Zealand'\n", - "category = 'Where the previous job was based'\n", - "results = count_diff(df, prev_work, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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vfpO5c+fmwAMPzIknnpgddthhwN8NAADAhKnR7ORIIGC9tfXWW2eXXXZJkjznOc/JtGnTcs8996wIQEnyH//xH6la9vvdpEmT8uijj2Z4eDhDQ0O55pprstVWWwlAAAAASSYPegCA0Vi8eHFuuumm7LbbbkmSj3zkIznrrLPyvOc9L1dddVWS5Oijj87rXve6bLPNNjn77LPztre9Leeee+4gxwYAAFhvOB1sFJwOtu45HYyV/e53v8urX/3qfOQjH8lb3vKWJ2z7+Mc/nt///vc54YQTnrB+1lln5de//nVe8YpX5OSTT85mm22W0047LZtuuum6HB0AAGBdcDoYsOFbsmRJ3vrWt+aggw76owCUJAcddFAuuOCCJ6wNDw/nzDPPzOGHH57jjjsu8+fPz+67755zzjlnXY0NAACw3hGBgPVWay2HHHJIpk2blg9+8IMr1u+4444Vjy+66KLsuOOOT3jdpz/96bzvfe/L0NBQHnnkkVRVJk2alOHh4XU2OwAAwPrGNYGA9da1116br33ta5k5c2Zmz56dJPnYxz6WM844Iz/96U8zadKkvOAFL8jpp5++4jX33ntvrr/++hx33HFJkrlz5+ZlL3tZpkyZkgULFgzk+wAAAFgfuCbQKLgm0LrnmkAAAAAwaq4JBAAAAMAyIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRg8qAHANYTxz9v0BP05/jfDnoCAACgI44EAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdGC1Eaiq/rSqrqqqn1TVj6vq/SPrm1fVFVV1x8ivm038uAAAAACsjdEcCfRYkr9trb0kySuSHF5VL0nyoSTfba3tkOS7I88BAAAAWA+tNgK11u5rrd048vjhJLcn2TbJm5LMH9ltfpL9JmpIAAAAAMZmja4JVFXbJdk5yXVJtmyt3Tey6RdJthzXyQAAAAAYN6OOQFX17CQXJPlAa+3fV97WWmtJ2lO87rCqWlhVC+fNmzemYQEAAABYO5NHs1NVDWVZADqntXbhyPIvq2rr1tp9VbV1kvtX9drW2rwky+vPKkMRAAAAABNrNHcHqyRnJLm9tfaZlTZ9O8nBI48PTnLR+I8HAAAAwHgYzZFAr0zyjiS3VtXNI2sfTvKJJOdV1SFJ/neSv5qYEQEAAAAYq9VGoNba95PUU2x+7fiOAwAAAMBEWKO7gwEAAACwYRKBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAzQu9/97myxxRaZMWPGH2075ZRTUlV54IEHkiQXXHBBpk+fnj322CMPPvhgkmTRokU54IAD1unMAABsmEQgABigd73rXbn00kv/aP2uu+7K5Zdfnj/7sz9bsfb5z38+P/zhD/Oe97wnX//615MkxxxzTE466aR1Ni8AABuu1UagqvpKVd1fVbettHZ8Vd1TVTePfM2Z2DEBYOP0qle9KptvvvkfrR9xxBH51Kc+lapasTZp0qQ8+uijGR4eztDQUK655ppstdVW2WGHHdblyAAAbKAmj2KfM5P8f0nOetL6Z1trJ4/7RADQuYsuuijbbrttdtpppyesH3300Xnd616XbbbZJmeffXbe9ra35dxzzx3QlAAAbGhWG4Faa9+rqu0mfhQAYHh4OB/72Mdy+eWX/9G2vffeO3vvvXeS5KyzzsqcOXPyr//6rzn55JOz2Wab5bTTTsumm266rkcGAGADMZZrAr23qm4ZOV1ss3GbCAA6tmjRovz85z/PTjvtlO222y533313dtlll/ziF79Ysc/w8HDOPPPMHH744TnuuOMyf/787L777jnnnHMGODkAAOu7tY1A/5jkz5PMTnJfklOeaseqOqyqFlbVwnnz5q3l2wFAH2bOnJn7778/ixcvzuLFizN16tTceOON2WqrrVbs8+lPfzrve9/7MjQ0lEceeSRVlUmTJmV4eHiAkwMAsL4bzTWB/khr7ZfLH1fVl5Jc/H/Yd16S5fWnrc37AcDG6sADD8zVV1+dBx54IFOnTs0JJ5yQQw455Cn3v/fee3P99dfnuOOOS5LMnTs3L3vZyzJlypQsWLBgXY0NAMAGqFpbfZcZuSbQxa21GSPPt26t3Tfy+Igku7XW3j6K99sgI9B2H/rOoEfozuJPvH7QI/Tn+OcNeoL+HP/bQU8AAABsHGr1u4ziSKCq+kaS1yT5k6q6O8lxSV5TVbOzLOosTvKetR4TAAAAgAk3mruDHbiK5TMmYBYAAAAAJshY7g4GAAAAwAZCBAIAAADogAgEAAAA0AERCAAAAKADq70wNABsLGbOnznoEbpz68G3DnoEAABGOBIIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBADCh3v3ud2eLLbbIjBkzVqx961vfyvTp0zNp0qQsXLhwxfq1116bWbNmZdddd80dd9yRJHnooYeyzz775PHHH1/nswPAxkQEAgBgQr3rXe/KpZde+oS1GTNm5MILL8yrXvWqJ6yfcsopueSSS3Lqqafm9NNPT5KcdNJJ+fCHP5xJk/zVFQDGYvKgBwAAYOP2qle9KosXL37C2rRp01a579DQUIaHhzM8PJyhoaEsWrQod911V17zmtdM/KAAsJETgQAAWG8cffTReec735lnPvOZ+drXvpa/+7u/y0knnTTosQBgoyACAQCw3pg9e3Z+8IMfJEm+973vZeutt05rLQcccECGhoZyyimnZMsttxzwlACwYRKBAABY77TWctJJJ+Xcc8/N3Llz86lPfSqLFy/O5z73uXz0ox8d9HgAsEFydT0AANY7Z511VubMmZPNN988w8PDmTRpUiZNmpTh4eFBjwYAGyxHAgEAMKEOPPDAXH311XnggQcyderUnHDCCdl8880zd+7c/OpXv8rrX//6zJ49O5dddlmSZHh4OGeeeWYuv/zyJMkHP/jBzJkzJ0972tPy9a9/fZDfCgBs0EQgAAAm1De+8Y1Vrr/5zW9e5fqmm26aq666asXzPfbYI7feeuuEzAYAPXE6GAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiAW8QDAGxEbt9x2qBH6M60f7l90CMAwKg4EggAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0YLURqKq+UlX3V9VtK61tXlVXVNUdI79uNrFjAgAAADAWozkS6Mwk+z5p7UNJvtta2yHJd0eeAwAAALCeWm0Eaq19L8mvn7T8piTzRx7PT7LfOM8FAAAAwDha22sCbdlau2/k8S+SbDlO8wAAAAAwAcZ8YejWWkvSnmp7VR1WVQurauG8efPG+nYAAAAArIXJa/m6X1bV1q21+6pq6yT3P9WOrbV5SZbXn6eMRQAAAABMnLU9EujbSQ4eeXxwkovGZxwAAAAAJsJobhH/jST/K8mLq+ruqjokySeS7F1VdyR53chzAAAAkpx22mmZMWNGpk+fnlNPPTVJctRRR2XWrFl55zvfuWK/s88+e8V2gIm22tPBWmsHPsWm147zLAAAABu82267LV/60pdy/fXX52lPe1r23Xff7Lnnnrnxxhtzyy235NBDD82tt96a7bffPl/96ldz6aWXDnpkoBNre00gAAAAVuH222/Pbrvtlk033TRJ8upXvzoLFizIkiVL0lrL8PBwhoaGcvLJJ2fu3LkZGhoa8MRAL8Z8dzAAAAD+04wZM3LNNdfkwQcfzPDwcC655JI88MADmTNnTnbeeedsvfXWed7znpfrrrsu++2336DHBTriSCAAAIBxNG3atBx11FHZZ5998qxnPSuzZ8/OJptskiOPPDJHHnlkkuTQQw/NiSeemC9/+cu5/PLLM2vWrBxzzDEDnhzY2DkSCAAAYJwdcsghueGGG/K9730vm222WV70ohet2HbTTTeltZYXv/jF+da3vpXzzjsvixYtyh133DHAiYEeOBIIAABgnN1///3ZYost8m//9m+58MIL84Mf/GDFtmOPPTbz5s3LkiVLsnTp0iTJpEmTMjw8PKhxgU6IQAAAAOPsrW99ax588MEMDQ3lC1/4QqZMmZIkWbBgQXbddddss802SZLZs2dn5syZmTVrVnbaaadBjgx0oFpr6/L91umbjZftPvSdQY/QncWfeP2gR+jP8c8b9AT9Of63g56gOzPnzxz0CN259eBbBz1Cd27fcdqgR+jOtH+5fdAjAECNZifXBAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdmDzoAQAAANbEF/77lYMeoTuHn77XoEcAxoEjgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdGDyWF5cVYuTPJxkaZLHWmu7jsdQAAAAAIyvMUWgEXu21h4Yh/8OAAAAABPE6WAAAAAAHRhrBGpJLq+qG6rqsFXtUFWHVdXCqlo4b968Mb4dAAAAAGtjrKeD7d5au6eqtkhyRVX9S2vteyvv0Fqbl2R5/WljfD8AAAAA1sKYjgRqrd0z8uv9Sf4pycvHYygAAAAAxtdaR6CqelZVPWf54yT7JLltvAYDAAAAYPyM5XSwLZP8U1Ut/+98vbV26bhMBQAAAMC4WusI1Fr7WZKdxnEWAAAAACaIW8QDAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAIA18vvf/z4vf/nLs9NOO2X69Ok57rjjkiQHHXRQZs2alQ9/+MN+1T36AAAgAElEQVQr9j3ppJOyYMGCQY3KSiYPegAAAABgw/L0pz89V155ZZ797GdnyZIl2X333fPa1742z3zmM3PLLbdk7733zm9/+9sMDw/nuuuuyzHHHDPokYkjgQAAAIA1VFV59rOfnSRZsmRJlixZktZaHnnkkTz++ONZsmRJNtlkk/z93/99TjjhhAFPy3IiEAAAALDGli5dmtmzZ2eLLbbI3nvvnVe/+tV5/vOfn1122SVvfOMbc+edd+bxxx/PLrvsMuhRGeF0MAAAAGCNbbLJJrn55pvz0EMP5c1vfnNuu+22nHrqqSu2v/GNb8wXv/jFfPSjH82PfvSj7L333vmbv/mbAU6MI4EAAACAtTZlypTsueeeufTSS1esXXTRRXnpS1+a3/3ud1m0aFHOO++8nH/++RkeHh7gpIhAAAAAwBr51a9+lYceeihJ8sgjj+SKK67IjjvumGTZNYJOPfXUHHnkkXnkkUdSVUmWnT72hz/8YWAz43QwAAAAYA3dd999Ofjgg7N06dI8/vjj+au/+qu84Q1vSJJ84QtfyMEHH5xNN900s2bNyvDwcGbOnJk5c+ZkypQpA568byIQAAAAsEZmzZqVm266aZXbPvCBD6x4XFX5xje+sa7GYjWcDgYAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA64BbxAAAAsJ455YA3DHqE7vztNy8e9AgTzpFAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADowpAlXVvlX106q6s6o+NF5DAQAAADC+1joCVdUmSb6Q5C+TvCTJgVX1kvEaDAAAAIDxM5YjgV6e5M7W2s9aa39Icm6SN43PWAAAAACMp7FEoG2T3LXS87tH1gAAAABYz1Rrbe1eWLV/kn1ba4eOPH9Hkt1aa+990n6HJTls5Okzkvx+7cdlLfxJkgcGPQRMMJ9zeuBzTg98zumBzzk98Dlf9x5ore27up0mj+EN7knypys9nzqy9gSttXlJ5o3hfRiDqlrYWtt10HPARPI5pwc+5/TA55we+JzTA5/z9ddYTgf7YZIdquqFVfW0JG9P8u3xGQsAAACA8bTWRwK11h6rqvcmuSzJJkm+0lr78bhNBgAAAMC4GcvpYGmtXZLkknGahYnhVDx64HNOD3zO6YHPOT3wOacHPufrqbW+MDQAAAAAG46xXBMIAAAAgA2ECAQAAADQAREI2OBU1dyq2mzQcwAAAGxIRKCNUFXNHPQMMMG2TPLDqjqvqvatqhr0QDDequrpo1mDDVlVvaiqvlRVl1fVlcu/Bj0XjKequqGqDvcPWGysqmpSVf3FoOdgdFwYeiNUVdckeXqSM5Oc01r77WAngvE3En72SfLfkuya5LwkZ7TWFg10MBgnVXVja22X1a3BhqyqfpTk9CQ3JFm6fL21dsPAhoJxVlXbZ9nfVw5IsjDJV5Nc3vwgxkakqm5qre086DlYvTHdIp71U2ttj6raIcm7k9xQVdcn+Wpr7YoBjwbjprXWquoXSX6R5LEkmyU5v6quaK0dOdjpYO1V1VZJtk3yzKraOcnyI92em2TTgQ0GE+Ox1to/DnoImEittTuTfKSqjk3yhiRfSbK0qr6a5LTW2q8HOiCMj+9W1VuTXChwrt8cCbQRq6pNkuyX5HNJ/j3LfpD4cGvtwoEOBmNUVe9P8s4kDyT5cpIFrbUlVTUpyR2ttT8f6IAwBlV1cJJ3ZdkRbgtX2vRwkjP9Hs7GpKqOT3J/kn9K8ujydT8Us7GpqllZdjTQnCSXJTknye5J3tFamz3I2WA8VNXDSZ6VZUd1PpJlP3u21tpzBzoYf0QE2git9IfM65NckWWnyNxYVdsk+V+ttRcMdEAYo6o6IclXWmv/exXbprXWbh/AWDCuquqtrbULBj0HTKSq+vkqlltr7b+u82FgglTVDUkeSnJGkgtaa4+utO3C1tpbBjYc0B0RaCNUVf8jy46OOL+19siTtr2jtfa1wUwG42fkSLcts9Jpra21fxvcRDC+Ri4C/dYk2+WJn/MTBzUTAGtm5CjlD7XWPjboWWAijVyv86AkL2yt/UNV/WmSrVtr1w94NJ5EBNoIVdUHWmunPmnt/a210wY1E4ynqnpvkuOT/DLJ4yPLrbU2a2BDwTirqkuT/DZ/fMHcUwY2FIyzqhpK8v8kedXI0tVJvthaWzKwoWCcVdXC1tqug54DJlJV/WOW/b18r9batJG74V3eWnvZgEfjSUSgjdBT3FHG1drZaFTVnUl2a609OOhZYKJU1W2ttRmDngMmUlV9OclQkvkjS+9IsrS1dujgpoLxVVWfyLLrGH4zyX8sX3ftKzYmy38GXfnnzqr6UWttp0HPxhO5O9hGpKoOTPLXSV5YVd9eadNzkvhDho3JXVl2hARszP5nVc1srd066EFgAr3sST8gXDly23jYmBww8uvhK621JK59xcZkycjlGlqSVNXz859H7LMeEYE2Lv8zyX1J/iTJyqcLPJzkloFMBBPjZ0murqrv5Il3k/nM4EaCcbd7kneNXDj30fznXTac9sjGZGlV/XlrbVGSVNV/zUqnP8LGoLX2wkHPAOvA57LsTo9bVNVHk+yf5JjBjsSqOB0M2OBU1XGrWm+tnbCuZ4GJUlWrvJPjqu6KBxuqqnptkq9mWdyvJC9I8t9aa1cNdDAYR659RS+qasckr82y38+/64696ycRaCNSVd9vre1eVQ9n5DC85Zuy7F+Pnzug0QBYC1W1e5IdWmtfHTms+tmttVXdUhs2WCN3wnvxyNOfrnz7bNgYuPYVvXD33g2DCARscEZ+GD4yyfQkz1i+3lrba2BDwTgbOeJt1yQvbq29qKq2SfKt1torBzwajFlV7dVau7Kq3rKq7a21C9f1TDBRVnVxXBfMZWNTVXOTHJdld+9dGqexr7f+//buPE7uqk73+OdJJIKEBCI4LiwKoiAKBAISUBTujN5RBNllwGV0GNC5iuB+8YIgM46iCIO7yCag7IoLl0WWgIABQjYQBhVEBQUBAwKy5Zk/fqdI0VQnAar6pKqe9+vVr67f+f2q6unuCnR9+5zvSU+gASRpHeD3th+W9EZgQ+BE23+pmyyia06m2WFjO2Bf4N3AXVUTRXTfjsBUYBaA7dslrVQ3UkTXvAG4CHhbh3MGUgSKQZLeVzEM9qP5w1V2713GpQg0mM4Epkl6OfAt4IfAKcBbqqaK6J7n2/6OpP1sXwpcKunq2qEiuuwR25bU2mVjxdqBIrrFdqu326EjlzhKShPdGDQfAy6W1N776r11I0V0XXbv7RMpAg2mhbYfk7QjcLTtoyVdVztURBe1GineIemtwO3AlIp5InrhNEnfBFaWtDfNG4ZvV84U0W1nApuMGDsD2LRCloheuRxYl7beVxWzRHSVpAPKzeze2ydSBBpMj0rag2aJTGua9XIV80R022GSJgMfAY4GJgH7140U0V22vyjpH4D7aN44HGT7gsqxIrqi7CCzATB5RF+gSbT1eosYEFfa3gSY2xqQNIunFkAj+lFrqfpt5WNC+YAnb1YUy4gUgQbTP9P0Sfl327eUadXfrZwpomts/7jcXABsUzNLRC/ZvkDSLyj/v5Y0xfY9lWNFdMMrafq6rcyT+wLdD+xdJVFEl0l6IfASYAVJU2mWgkFT7HxetWARXWT7EABJu9o+vf2cpF3rpIrFye5gA6Zsy3ei7T1rZ4noldJQ8ShgOrAQuBLY3/ZvqgaL6CJJ+wCHAH+jeZ23dtlYu2qwiC6SNN32lbVzRPSCpHcD76HZ6fGatlP3A8dnF7wYJJJmlRlvix2L+lIEGkCSLge2tf1I7SwRvSDpKuCrwPfK0DuAD9p+bb1UEd0l6WZguu0/184S0SuSlgfeR7M07IllYLbTNDcGhqSdbZ9ZO0dEL0j6R5oNiHaj2b23ZRLwKtubVwkWo8pysMH0G+Dnks4BHmgNpilXDJDn2W5f4niSpI9VSxPRG78GHqwdIqLHvgvcCLwZOBTYE/hl1UQRXWb7zLKRxchi56H1UkV0ze00M912Bf67jD0G/In07FwmpQg0mH5dPsaxqFFXxCA5V9Inge/TNJzbHfippCkA6ZkSA+JTwBWlJ1D7LhsfqhcpoutebntXSTvYPkHSKcBltUNFdJOkb9D0ANoGOAbYBZhZNVRE99xAU8CfQLOTKcCawHHAj0e7U9ST5WADTNLzbOevyDFwJN2ymNPpmRIDQdJMmm2F59H0BALA9gnVQkV0maSZtjeXNAP4APBHYGb+Ox6DRNJc2xu2fZ4InGv79bWzRTxbkr4MTAQOsH1/GZsEfBF4yPZ+NfPFU2Um0ACSNB34Ds0/xjUlbQTsY/sDdZNFdIftl9XOEDEGlrN9QO0QET32LUmrAJ8GzqH53eWgupEiuu5v5fODkl4M3A28qGKeiG7aDniF22aX2L5P0vtplvumCLSMSRFoMB1Js7b+HADbcyRtXTdSRPeUXfDeCryUtv+Ope9VDJhzJf0r8COevBwsyx1jYNg+ptycAWT2TwyqH0laGTgcmEWzlP3bdSNFdI3dYXmR7cclZdnRMihFoAFl+3eS2ocer5Ulogd+RPNXtSctk4kYMHuUz59qGzN5oxwDRNLjNG+MP9V6E5EthWOQSBoH/Mz2X4AzJf0YWN72gsrRIrrlBknvsn1i+6CkvWhmAsUyJkWgwfQ7SVsClrQczRS87LQRg2R12xvWDhHRS1n2GEPiepqNLM6XtHuZ6aYl3Ceib9heKOmrwNRy/DBtszsjBsC/AWdJei9wbRmbBqwA7FgtVYwqRaDBtC9wFPAS4A/A+TT/OCMGxbmS3mT7/NpBInqpFPRfypOXPZ446h0i+s9jtj8uaXfgMknvopnxFjFIfiZpZ+CsTstmIvqZ7T8Ar5W0LbBBGf6p7Z9VjBWLkd3BBpCk1WzfVTtHRK9I2hE4ieavx4/S/NXYtidVDRbRRZK+C6wDzGbRkl5ni/gYJJKusz213H41cAqwpu2V6yaL6B5J9wMr0vy3/CHye0tEVJQi0ACS9N/ArcCpwJllDXLEwChbxO8AzMtf1GJQSfol8Kq8xmOQSdrU9rVtx5OBHTLjLSIiojeyHGwA2X6FpM2BdwAHSroB+L7tkypHi+iW3wHz8+Y4Btx84IXAHbWDRHSbpG1tXwSsJWmtEaf/WiNTRC9J2h5o7dZ7ie0f18wTEcMrM4EGnKRVgSOAPW2Pr50nohskHU+zQ9K5PHnr7GwRHwND0sXAxsBMnvw6375aqIgukXSI7YMlHdfhtG2/d8xDRfSIpP8ENgNOLkN7ANfY/tTo94qI6I0UgQaQpEk0ndjfQdNP4mzgtPbp1hH9TNLBncZtHzLWWSJ6RdIbOo3bvnSss0RExDMnaS6wse2F5Xg8cF12Oo2IGlIEGkClX8oPaAo/V9bOE9ErkiYC2M7SgRgo5Q3Chba3qZ0lopckPRfYmafugndorUwR3VaKQG+0fU85nkKzJCxFoIgYc+kJNJjWTq+UGGRlB5nvAlPK8Z+Bd9m+vmqwiC6x/bikhZIm215QO09ED/0QWABcS9uyx4gB8zngurLMVzS9gT5ZN1JEDKvMBBogko60/WFJPwKe8oNNH4kYFJKuAA60fXE5fiPwH7a3rBosoosk/RCYClwAPNAazxbxMUgkzbf96to5InpN0oto+gIZuNr2HytHioghlZlAg+W75fMXq6aI6L0VWwUgANuXSFqxZqCIHjirfEQMsiskvcb2vNpBInpsOvA6miLQc2h6dkZEjLnMBIqIviPpbGAWiwqfewGb2t6xXqqI7pO0ArCm7ZtqZ4noBUk3AC8HbqFZDiaa3cHSKyUGhqSv0bzOv1eGdgd+bfvf6qWKiGGVItAAkrQV8BlgLZq/NLR+oVq7Zq6IbpG0CnAIi/6idhlwiO17qwaL6CJJb6OZ2TnB9sskbQwcmqW9MUgkrdVp3PZvxzpLRK9IuhFYv9WzU9I44Hrb69dNFhHDKMvBBtN3gP1pmiw+XjlLRNeVYk/6osSg+wywOXAJgO3ZklLMj4HSKvZIegGwfOU4Eb3yK2BNoFXcXKOMRUSMuXG1A0RPLLB9ru07bd/d+qgdKqJbJF0gaeW241UknVczU0QPPNphZ7CFVZJE9Iik7SXdTLMc7FLgVuDcqqEiukTSjySdA6wE/FLSJWWHsF+WsYiIMZeZQIPpYkmH0zQUfWK7Vduz6kWK6KpVbf+ldWD73vJX5IhBcr2kfwLGS1qXZvbbFZUzRXTbZ4EtgAttT5W0DU2ft4hBkM1aImKZkyLQYHpt+bxp+Syavinb1okT0XULJa1p+zZ4oqdEGpzFoPkgcCBNMf8U4DzgsKqJIrrvUdt3SxonaZztiyUdWTtURDfYvrR2hoiIkVIEGiCSDig3f1w+G7gLuNz2LXVSRfTEgcDlki6lKXK+HvjXupEium492wfSvN4jBtVfJE0EZgAnS7oTeKBypoiukrQFcDSwPjABGA88YHtS1WARMZSyO9gAkXRwh+EpwJuBz9j+/hhHiugZSavSLCEAuMr2n2vmiei20jfihcAZwKm251eOFNF1klYE/kZT0N8TmAycnF6GMUgkXQO8AzgdmAa8C3iF7U9VDRYRQylFoCEgaQrNWvtNameJiIilJ+mFwG7A7sAkmmJQloRFRPQRSdfYniZpru0Ny9h1tqfWzhYRwye7gw0B2/fQ/IUtIiL6iO0/2v4vYF9gNnBQ5UgRXSXpfkn3jfj4naSzJa1dO19ElzwoaQIwW9IXJO1P3odFRCX5j88QKDtt3Fs7R0RELD1J60v6jKT5NL0krgBWrxwrotuOBD4GvITm9f1Rmkbo3weOrZgropveSdMH6P/Q9LxaA9i5aqKIGFpZDjZAJM3jqTskTQFuB95l+8axTxXRG5JeB6xr+zhJqwET0wA9BomkK2neCJ9u+/baeSJ6QdIc2xuNGJtte+NO5yIiIuLZye5gg2W7EccG7radXTZioJQm6NOAVwLHAcsBJwFb1cwV0U22p5flA68ovd1usv1o7VwRXfagpN1oGqAD7ELTKBqe+oetiL4yyh9on9DqDxQRMZYyEygi+o6k2cBUYFarqWJ7s8WIQSDpDcCJwK00fd3WAN5te0bNXBHdVPr+HAVMp3mzfBWwP/AHYFPbl1eMF/GsSFprcedt/3asskREtGQmUET0o0dsW5LhiS2GIwbNEcCbbN8EIOkVwPeATaumiugSSeOBHWy/bZRLUgCKvpYiT0Qsi9IYOiL60WmSvgmsLGlv4ELgmMqZIrptuVYBCMD2f9MsfYwYCLYfB/aonSMiImKYZDlYRPQlSf8AvIlmmcx5ti+oHCmiqyQdCyyk6XcFsBcwzvZ766WK6C5JX6Ypbp5Ks2sSALZnVQsVERExwFIEioi+I+nztj+xpLGIfibpucC/sajh+WXA12w/Ui9VRHdJurjDsG1vO+ZhIiIihkCKQBHRdyTNsr3JiLE0ho6BIGkHYHXbXy3HM4HVaJrmftz2GYu7f0RELBsWszuYaIqd+b0lIsZcGkNHRN+Q9H7gA8Dakua2nVoJ+HmdVBFd93HgHW3HE2iaQU8EjmPRVtoRfU/SZOBgYOsydClwqO0F9VJFdM12tQNERIyUIlBE9JNTgHOBzwGfbBu/3/Y9dSJFdN0E279rO768vL7vyU54MYCOBeYDu5Xjd9IUO3eqliiiS7I7WEQsi7IcLCL6lqQXAMu3jm3fVjFORFdI+pXtl49y7te21xnrTBG9Imm27Y2XNBbRzyRtARwNrE8zu3M88IDtSVWDRcRQyhbxEdF3JL1N0s3ALTRLB26lmSEUMQh+IWnvkYOS9gFmVsgT0UsPSXpd60DSVsBDFfNE9MJXgD2Am4EVgH8Bvlo1UUQMrcwEioi+I2kOsC1woe2pkrYB9rL9vsrRIp61MsPtB8DDQGub7E2B5wJvt/2nWtkiuk3SRsCJwOQydC/wbttzR79XRH+RdI3tae2bWEi6zvbU2tkiYvikJ1BE9KNHbd8taZykcbYvlnRk7VAR3WD7TmBLSdsCG5Thn9i+qGKsiJ6wPQfYSNKkcnxf5UgRvfCgpAnAbElfAO4gKzIiopLMBIqIviPpQuDtNA2iVwXuBDazvWXVYBEREREjSFoL+BNNP6D9aWa+fc32r6oGi4ihlCJQRPSdskPSQzR/RduT5pepk23fXTVYRERERETEMixFoIjoO5IOAE61/YfaWSIi4pmT9FzbDy9pLKKflYbnnwHWoq0dh+21a2WKiOGVnkAR0Y9WAs6XdA9wKnB6muVGRPSlK4FNlmIsop99h2YZ2LXA45WzRMSQSxEoIvqO7UOAQyRtCOwOXCrp97b/vnK0iIhYCpJeCLwEWEHSVEDl1CTgedWCRfTGAtvn1g4REQEpAkVEf7sT+CNwN/CCylkiImLpvRl4D7A6cETb+P3A/60RKKKHLpZ0OHAW8MRSR9uz6kWKiGGVnkAR0XckfQDYDVgNOB04zfYNdVNFRMTTJWln22fWzhHRS5Iu7jBs29uOeZiIGHopAkVE35H0OZrG0LNrZ4mIiKdP0l62T5L0EeApv4zaPqLD3SIiIuJZynKwiOgbkibZvg84vBxPaT9v+54qwSIi4ulq9f2ZWDVFxBiQNBk4GNi6DF0KHGp7Qb1UETGsUgSKiH5yCrAdze4aZlEjUcpxtlqNiOgP65TPN9g+vWqSiN47FphPs5Qd4J3AccBO1RJFxNDKcrCI6CuSBKxh+7baWSIi4pmRNA/YELjWdraDj4EmabbtjZc0FhExFsbVDhAR8XS4qVz/pHaOiIh4Vv4/cC+woaT7JN3f/rl2uIgue0jS61oHkrYCHqqYJyKGWGYCRUTfkXQC8BXbV9fOEhERz5ykH9reoXaOiF6StDFwAjCZZin7PcB7bM+pGiwihlKKQBHRdyTdCKwL3Ao8QPMLlW1vWDNXREQ8fZL+DtisHP7C9l0180T0iqRJAGWTi4iIKlIEioi+I2mtTuO2fzvWWSIi4pmTtCvwReASmoL+64GP2T6jZq6IbpC0l+2TJB3Q6bztI8Y6U0REdgeLiL4haXlgX+DlwDzgO7Yfq5sqIiKehU8Dm9m+E0DSasCFQIpAMQhWLJ9X6nAuf4mPiCpSBIqIfnIC8ChwGfCPwKuA/aomioiIZ2NcqwBU3E02LokBYfub5eaFtn/efq40h46IGHNZDhYRfUPSPNuvKbefA8zM1sIREf1L0uE0W8V/rwztDsy1/Yl6qSK6S9Kskb+vdBqLiBgLmQkUEf3k0dYN249JqpklIiKeJdsfk7QT0No++1u2z66ZKaJbJE0HtgRWG9EXaBIwvk6qiBh2KQJFRD/ZSFJrRw0BK5Tj1u5gk+pFi4iIp0PSeJplMtsAZ9XOE9EDE4CJNO+52vsC3QfsUiVRRAy9LAeLiIiIiCok/QzYyfaC2lkiekXSWtnBNCKWFZkJFBERERG1/BWYJ+kC4IHWoO0P1YsU0XUPlv5XGwDLtwZtb1svUkQMqxSBIiIiIqKWs8hSsBh8JwOnAtsB+wLvBu6qmigihlaWg0VERERENZImAOsBBm6y/UjlSBFdJela25tKmmt7wzJ2te3NameLiOGTmUARERERUYWktwDfBH5N0+T/ZZL2sX1u3WQRXdXa3fQOSW8FbgemVMwTEUMsM4EiIiIiogpJNwLb2f5VOV4H+Int9eomi+geSdsBlwFrAEfTbBF/iO1zqgaLiKGUIlBEREREVDFySYwkATOzTCYiIqI3UgSKiIiIiCokfR1YCziNpifQrsBtwIUAttM0OvqWpIMWc9q2PztmYSIiihSBIiIiIqIKScct5rRtv3fMwkR0maSPdBheEXgf8HzbE8c4UkREikARERERERG9JGklYD+aAtBpwJds31k3VUQMo3G1A0RERERESJpVO0NEt0maIukwYC7Nzsyb2P5ECkARUUu2iI+IiIiIZYFqB4joJkmHAzsB3wJeY/uvlSNFRGQ5WERERETUJ+kw25+unSOiWyQtBB4GHqNpfP7EKZqeV5OqBIuIoZYiUERERERERETEEEhPoIiIiIioQtJOkm6WtEDSfZLul3Rf7VwRERGDKjOBIiIiIqIKSb8C3mb7l7WzREREDIPMBIqIiIiIWv6UAlBERMTYyUygiIiIiKhC0lHAC4Ef0DTQBcD2WdVCRUREDLBsER8RERERtUwCHgTe1DZmIEWgiIiIHshMoIiIiIiIiIiIIZCeQBERERFRhaTVJZ0t6c7ycaak1WvnioiIGFQpAkVERERELccB5wAvLh8/KmMRERHRA1kOFhERERFVSJpte+MljUVERER3ZCZQRERERNRyt6S9JI0vH3sBd9cOFRERMagyEygiIiIiqpC0FnA0MJ1mV7ArgA/Zvq1qsIiIiAGVIlBERERERERExBB4Tu0AERERETFcJB20mNO2/dkxCxMRETFEMhMoIiIiIsaUpI90GF4ReB/wfNsTxzhSRETEUEgRKCIiIiKqkbQSsB9NAeg04Eu276ybKiIiYjBlOVhEREREjDlJU4ADgD2BE4BNbN9bN1VERMRgSxEoIiIiIsaUpMOBnYBvAa+x/dfKkSIiIoZCloNFRERExJiStBB4GHiMZmv4J07RNIaeVCVYRETEgEsRKCIiIiIiIiJiCIyrHQpeprsAAAmoSURBVCAiIiIiIiIiInovRaCIiIiIiIiIiCGQIlBERERERERExBBIESgiIqIDSV+W9OG24/MkHdN2/CVJB0h6o6Qfj0GejSW9pe34M5I+2uvnfbokbS/pkz18/GMkvWoJ11TdaWosn1/S8ZJ26TC+nqTZkq6TtM4zfOxLJF3TdjxN0iXPIu7Ix39tydj+8TdJ738Wead1KdutklbtxmNFREQsS1IEioiI6OznwJYAksYBqwIbtJ3fErji2T6JpOcs5aUbA29Z4lVd9DSyPcH2Obb/sxd5yuP/i+0bevX4A+TtwBm2p9r+9ZIuVqPT74UvkPSP3Y8Htn9he+PWB/AJ4BbghF48X0RERKQIFBERMZorgOnl9gbAfOB+SatIei6wPjCrnJ8o6QxJN0o6WZIAJG0q6VJJ15aZRC8q45dIOrLMsthP0mqSzpR0dfnYqj2IpAnAocDuZbbE7uXUq8pj/UbSh9qu30vSzHLtNyWNH/nFlZkOX5A0r1z78jJ+vKRvSPoF8AVJK0o6tlxznaQdynVXSdqg7fEuKTNF3iPpK2XspZIukjRX0s8krdn2HLu03fev5fOLJM0ouedLen2H3E/M9pC0R8k/X9LnR1z3ZUnXl+ddbcS58ZJuKYWPlSU9Lmnrcm6GpHUlbS7pyvI1XyHpleX8Bm3f27mS1h2ZcbTnl7R3+fnOKT/v55XxXcvXMEfSjLaMh5fr50rap4xL0lck3STpQuAFHZ77LcCHgfdLuriMHVCeY77KDLfy87lJ0ok0r+81OnwphwMHdniO0fJ9VdL25fbZko4tt98r6d87fa/K+VWBbwF72X6wjHV8HUv6uqRryvf3kFEer+M15XV/iKRZ5bWzXhl/vqTzy/XH0GxVHxERMXBSBIqIiOjA9u3AY6VwsSVwJfALmsLQNGCe7UfK5VNp3nS/Clgb2ErScsDRwC62NwWOBdrfBE+wPc32l4CjgC/b3gzYGTim7TrK8xwEnFpmTZxaTq0HvBnYHDhY0nKS1gd2B7YqsyseB/Yc5ctcYPs1wFeAI9vGVwe2tH0ATQHgItubA9sAh0taETgV2A2a4g3wItvX8GRHAyfY3hA4GfivUXK0/BNwXsm9ETB7tAslvRj4PLAtzSypzSS9vZxeEbjG9gbApcDB7fe1/ThwE83P63U0xbzXqynurWH7ZuBG4PW2p9J87/+j3H1f4KiScRrw+w7xRnv+s2xvZnsj4JfA+8r4QcCby/j2Zex9ND+fzYDNgL0lvQzYEXhlyf4uymy1EV/fT4Fv0LymtpG0KfDPwGuBLcpjTS2Xrwt8zfYGtn/b4Wu5EnhE0jYjxkfLdxnQKt69pOSkjM3o8Pgt3yk5rgVYwuv4QNvTgA2BN0jasMPjLe6aP9veBPg60FpSeTBwefmZnQ2suZisERERfetpT/OOiIgYIlfQvMneEjiC5k3tlsACmuViLTNt/x5A0mzgpcBfgFcDF6iZGDQeuKPtPqe23f57mlk9reNJkibaXlJvmZ/Yfhh4WNKdwN8B/wvYFLi6PN4KwJ2j3P97bZ+/3DZ+eimUALwJ2F6L+g8tT/MG+TTgfJo3z7sBZ3R4/OnATuX2d4EvLOHruRo4thTQfmB71CIQTeHhEtt3AUg6Gdga+AGwkEXf35OAszrc/7Jy/cuAzwF70xRsri7nJwMnlJk+BpYr41cCB0panaaoc3OHxx7t+V8t6TBgZWAicF4Z/zlwvKTT2q59E7ChFs2YmkxTsNka+F75+dwu6aJRv0OLvA442/YDAJLOoinKnAP81vZVS7j/YcCnaZZrtYyW7zLgw2r6Nt0ArFKKhNOBD9GBpH2BSTSzjloW9zreTdK/0vwe+yKaQtPcEQ+7uGta3+NrWfT63Lp12/ZPJN27mO9HRERE30oRKCIiYnStvkCvoVku8zvgI8B9wHFt1z3cdvtxmv+/Crje9nQ6e6Dt9jhgC9t/e5r5RnveE2x/ainu71Fut2cTsLPtm0beWdLdZYbF7jQzZJbWY5TZyGr60EwAsD2jLMt6K01R5AjbJz6Nxx2NO4zNAN4PvJhmJs7HgDfSFDEAPgtcbHtHSS8FLikZT1GzVO6twE8l7WN7SYWY1vMfD7zd9hxJ7ynPh+19Jb22POa1ZeaOgA/aPq/9gdTWHLxLHljSBbYvKsWrLdqjdMoHIGll4H/TfI+n0BQJ/2r7/g7XrkdTYNrC9sIRj/+U13GZbfRRYDPb90o6nqYw+XSuaf27af2biYiIGBpZDhYRETG6K4DtgHtsP277HppZHNNZclPom4DVJE0HKEu1Nhjl2vOBD7YOJG3c4Zr7gZWWIvPPgF0kvaA81hRJa41y7e5tn68c5ZrzgA9KT/Q5mtp27lTg48Bk2yNnYkDzPXpHub0niwost9LM8oBm+dNy5bHXAv5k+9s0S+I2GSUTwEyaZT6rll4xe9DM5IHm95vWDJV/Ai4f5f5bAgtL8W02sA+LlixNBv5Qbr+ndSdJawO/sf1fwA9plhuNNNrzrwTcUWY6PbFET9I6pUnyQcBdNL15zqPp6dP63ryiLMObQdMbanyZYTNymVYnlwFvl/S88hg7suhnsbQOo/lZt4yWD+AqmuWRM8rzfLTT86npdXUKsH9rJl2b0V7Hk2gKVwsk/R3QqWn10lwz0gyanxVqGmGvshT3iYiI6DspAkVERIxuHs2uYFeNGFtg+8+Lu2Pp47ML8HlJc2iKDE/p31J8CJhWGuzeQOdZNRfTLBlrbwzd6XlvoJlZcb6kucAFNMthOlmlXLMfsP8o13yWpkgzV9L15bjlDJoiz2mj3PeDwD+X53hneR6Ab9MUcObQFNRas1HeCMyRdB1NYeqo0b9M3wF8kub7Mge41vYPy/kHgM0lzafpGXRohwd4mGZmV+tnexlNkWZeOf4C8LmSpX22yG7A/LLs79VAp5lKoz3//6PpK/Vzmp5DLYeXJsXzaQpnc2iKYDcAs8r4N0uOs4Gby7kTGb141/61zqKZhTSzPP8xtq9b0v1GPMZPaQpULaPlg+Z7+Rzbv6LptzSFzkWnnWlm2R2oJ28Tv/9or2Pbc4DraL5/p/DkZZmtrEu8poNDgK3La3wn4LaluE9ERETfkd1phnREREQMMkm3AtOWVMxa1kiaB2xv+5baWSIiIiL6TWYCRURERF+QdAHNrmwpAEVEREQ8A5kJFBERERERERExBDITKCIiIiIiIiJiCKQIFBERERERERExBFIEioiIiIiIiIgYAikCRUREREREREQMgRSBIiIiIiIiIiKGQIpAERERERERERFD4H8AxlryyuoCvNYAAAAASUVORK5CYII=\n", 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Rank 1Rank 2Rank 3Rank 4Rank 5Rank 6Rank 7Rank 8
Reasons to choose current job
Desire to work in a research environment22.22222213.88888919.444444NaN11.111111NaNNaNNaN
Freedom to choose own working practices22.2222225.555556NaN11.11111113.888889NaNNaNNaN
Desire to advance research13.8888895.55555619.4444448.33333311.111111NaNNaNNaN
Opportunity to develop software13.88888922.22222211.11111119.4444448.333333NaNNaNNaN
The salary8.3333335.5555562.77777816.6666672.777778NaNNaNNaN
Ability to work across disciplines5.5555568.33333313.88888913.8888895.555556NaNNaNNaN
I want to learn new skills5.55555613.88888911.11111116.66666719.444444NaNNaNNaN
Opportunity for career advancement5.5555565.5555562.7777785.55555616.666667NaNNaNNaN
Flexible working hours2.77777819.44444419.4444448.33333311.111111NaNNaNNaN
\n", - "
" - ], - "text/plain": [ - " Rank 1 Rank 2 Rank 3 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 22.222222 13.888889 19.444444 \n", - "Freedom to choose own working practices 22.222222 5.555556 NaN \n", - "Desire to advance research 13.888889 5.555556 19.444444 \n", - "Opportunity to develop software 13.888889 22.222222 11.111111 \n", - "The salary 8.333333 5.555556 2.777778 \n", - "Ability to work across disciplines 5.555556 8.333333 13.888889 \n", - "I want to learn new skills 5.555556 13.888889 11.111111 \n", - "Opportunity for career advancement 5.555556 5.555556 2.777778 \n", - "Flexible working hours 2.777778 19.444444 19.444444 \n", - "\n", - " Rank 4 Rank 5 Rank 6 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment NaN 11.111111 NaN \n", - "Freedom to choose own working practices 11.111111 13.888889 NaN \n", - "Desire to advance research 8.333333 11.111111 NaN \n", - "Opportunity to develop software 19.444444 8.333333 NaN \n", - "The salary 16.666667 2.777778 NaN \n", - "Ability to work across disciplines 13.888889 5.555556 NaN \n", - "I want to learn new skills 16.666667 19.444444 NaN \n", - "Opportunity for career advancement 5.555556 16.666667 NaN \n", - "Flexible working hours 8.333333 11.111111 NaN \n", - "\n", - " Rank 7 Rank 8 \n", - "Reasons to choose current job \n", - "Desire to work in a research environment NaN NaN \n", - "Freedom to choose own working practices NaN NaN \n", - "Desire to advance research NaN NaN \n", - "Opportunity to develop software NaN NaN \n", - "The salary NaN NaN \n", - "Ability to work across disciplines NaN NaN \n", - "I want to learn new skills NaN NaN \n", - "Opportunity for career advancement NaN NaN \n", - "Flexible working hours NaN NaN " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Reasons to choose current job'\n", - "results = count_ranking(df, reason_choice, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_ranking(results, category, country)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Where the previous job was based" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Where the previous job was based for South Africa
University1361.90476257.8947374.010025
National laboratory314.285714NaNNaN
Non-profit organization29.523810NaNNaN
Private company14.761905NaNNaN
Government14.761905NaNNaN
Other14.761905NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Where the previous job was based for South Africa \n", - "University 13 61.904762 \n", - "National laboratory 3 14.285714 \n", - "Non-profit organization 2 9.523810 \n", - "Private company 1 4.761905 \n", - "Government 1 4.761905 \n", - "Other 1 4.761905 \n", - "\n", - " Percentage in 2017 \\\n", - "Where the previous job was based for South Africa \n", - "University 57.894737 \n", - "National laboratory NaN \n", - "Non-profit organization NaN \n", - "Private company NaN \n", - "Government NaN \n", - "Other NaN \n", - "\n", - " Difference with previous year \n", - "Where the previous job was based for South Africa \n", - "University 4.010025 \n", - "National laboratory NaN \n", - "Non-profit organization NaN \n", - "Private company NaN \n", - "Government NaN \n", - "Other NaN " - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country = 'South Africa'\n", - "category = 'Where the previous job was based'\n", - "results = count_diff(df, prev_work, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Rank 1Rank 2Rank 3Rank 4Rank 5Rank 6Rank 7Rank 8
Reasons to choose current job
Desire to work in a research environment26.0869578.69565217.39130413.043478NaNNaNNaNNaN
Freedom to choose own working practices17.3913048.6956528.6956524.3478264.347826NaNNaNNaN
Desire to advance research13.04347817.39130430.4347838.6956528.695652NaNNaNNaN
I want to learn new skills13.0434788.6956528.6956528.69565217.391304NaNNaNNaN
Flexible working hours8.69565217.3913044.3478268.69565213.043478NaNNaNNaN
Opportunity for career advancement8.6956528.6956528.69565213.04347817.391304NaNNaNNaN
The salary8.69565213.0434788.6956524.3478268.695652NaNNaNNaN
Opportunity to develop software4.3478264.34782613.0434788.6956528.695652NaNNaNNaN
Ability to work across disciplinesNaN13.043478NaN30.43478321.739130NaNNaNNaN
\n", - "
" - ], - "text/plain": [ - " Rank 1 Rank 2 Rank 3 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 26.086957 8.695652 17.391304 \n", - "Freedom to choose own working practices 17.391304 8.695652 8.695652 \n", - "Desire to advance research 13.043478 17.391304 30.434783 \n", - "I want to learn new skills 13.043478 8.695652 8.695652 \n", - "Flexible working hours 8.695652 17.391304 4.347826 \n", - "Opportunity for career advancement 8.695652 8.695652 8.695652 \n", - "The salary 8.695652 13.043478 8.695652 \n", - "Opportunity to develop software 4.347826 4.347826 13.043478 \n", - "Ability to work across disciplines NaN 13.043478 NaN \n", - "\n", - " Rank 4 Rank 5 Rank 6 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 13.043478 NaN NaN \n", - "Freedom to choose own working practices 4.347826 4.347826 NaN \n", - "Desire to advance research 8.695652 8.695652 NaN \n", - "I want to learn new skills 8.695652 17.391304 NaN \n", - "Flexible working hours 8.695652 13.043478 NaN \n", - "Opportunity for career advancement 13.043478 17.391304 NaN \n", - "The salary 4.347826 8.695652 NaN \n", - "Opportunity to develop software 8.695652 8.695652 NaN \n", - "Ability to work across disciplines 30.434783 21.739130 NaN \n", - "\n", - " Rank 7 Rank 8 \n", - "Reasons to choose current job \n", - "Desire to work in a research environment NaN NaN \n", - "Freedom to choose own working practices NaN NaN \n", - "Desire to advance research NaN NaN \n", - "I want to learn new skills NaN NaN \n", - "Flexible working hours NaN NaN \n", - "Opportunity for career advancement NaN NaN \n", - "The salary NaN NaN \n", - "Opportunity to develop software NaN NaN \n", - "Ability to work across disciplines NaN NaN " - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Reasons to choose current job'\n", - "results = count_ranking(df, reason_choice, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Where the previous job was based for United Kingdom
University13864.78873249.16666715.622066
Private company4320.18779325.833333-5.645540
Other136.1032863.3333332.769953
National laboratory94.2253526.250000-2.024648
Government62.8169013.333333-0.516432
Non-profit organization41.877934NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Where the previous job was based for United Kin... \n", - "University 138 64.788732 \n", - "Private company 43 20.187793 \n", - "Other 13 6.103286 \n", - "National laboratory 9 4.225352 \n", - "Government 6 2.816901 \n", - "Non-profit organization 4 1.877934 \n", - "\n", - " Percentage in 2017 \\\n", - "Where the previous job was based for United Kin... \n", - "University 49.166667 \n", - "Private company 25.833333 \n", - "Other 3.333333 \n", - "National laboratory 6.250000 \n", - "Government 3.333333 \n", - "Non-profit organization NaN \n", - "\n", - " Difference with previous year \n", - "Where the previous job was based for United Kin... \n", - "University 15.622066 \n", - "Private company -5.645540 \n", - "Other 2.769953 \n", - "National laboratory -2.024648 \n", - "Government -0.516432 \n", - "Non-profit organization NaN " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country = 'United Kingdom'\n", - "category = 'Where the previous job was based'\n", - "results = count_diff(df, prev_work, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Rank 1Rank 2Rank 3Rank 4Rank 5Rank 6Rank 7Rank 8
Reasons to choose current job
Desire to work in a research environment25.55066117.25663715.04424810.17699110.176991NaNNaNNaN
Desire to advance research22.46696018.58407110.17699111.5044255.752212NaNNaNNaN
Opportunity to develop software16.29955917.25663715.4867269.7345137.964602NaNNaNNaN
Freedom to choose own working practices8.8105737.96460211.50442512.83185815.929204NaNNaNNaN
Opportunity for career advancement8.8105739.7345138.8495587.0796469.292035NaNNaNNaN
I want to learn new skills7.48898710.61946910.61946914.15929216.371681NaNNaNNaN
Flexible working hours5.2863447.5221249.73451311.50442515.486726NaNNaNNaN
Ability to work across disciplines2.6431727.52212410.61946915.92920410.619469NaNNaNNaN
The salary2.6431723.5398237.9646027.0796468.407080NaNNaNNaN
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" - ], - "text/plain": [ - " Rank 1 Rank 2 Rank 3 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 25.550661 17.256637 15.044248 \n", - "Desire to advance research 22.466960 18.584071 10.176991 \n", - "Opportunity to develop software 16.299559 17.256637 15.486726 \n", - "Freedom to choose own working practices 8.810573 7.964602 11.504425 \n", - "Opportunity for career advancement 8.810573 9.734513 8.849558 \n", - "I want to learn new skills 7.488987 10.619469 10.619469 \n", - "Flexible working hours 5.286344 7.522124 9.734513 \n", - "Ability to work across disciplines 2.643172 7.522124 10.619469 \n", - "The salary 2.643172 3.539823 7.964602 \n", - "\n", - " Rank 4 Rank 5 Rank 6 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 10.176991 10.176991 NaN \n", - "Desire to advance research 11.504425 5.752212 NaN \n", - "Opportunity to develop software 9.734513 7.964602 NaN \n", - "Freedom to choose own working practices 12.831858 15.929204 NaN \n", - "Opportunity for career advancement 7.079646 9.292035 NaN \n", - "I want to learn new skills 14.159292 16.371681 NaN \n", - "Flexible working hours 11.504425 15.486726 NaN \n", - "Ability to work across disciplines 15.929204 10.619469 NaN \n", - "The salary 7.079646 8.407080 NaN \n", - "\n", - " Rank 7 Rank 8 \n", - "Reasons to choose current job \n", - "Desire to work in a research environment NaN NaN \n", - "Desire to advance research NaN NaN \n", - "Opportunity to develop software NaN NaN \n", - "Freedom to choose own working practices NaN NaN \n", - "Opportunity for career advancement NaN NaN \n", - "I want to learn new skills NaN NaN \n", - "Flexible working hours NaN NaN \n", - "Ability to work across disciplines NaN NaN \n", - "The salary NaN NaN " - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Reasons to choose current job'\n", - "results = count_ranking(df, reason_choice, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Where the previous job was based for United States
University7653.90070948.4076435.493066
Private company4028.36879422.9299365.438858
National laboratory85.6737596.369427-0.695668
Other74.964539NaNNaN
Non-profit organization64.255319NaNNaN
Government42.836879NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Where the previous job was based for United States \n", - "University 76 53.900709 \n", - "Private company 40 28.368794 \n", - "National laboratory 8 5.673759 \n", - "Other 7 4.964539 \n", - "Non-profit organization 6 4.255319 \n", - "Government 4 2.836879 \n", - "\n", - " Percentage in 2017 \\\n", - "Where the previous job was based for United States \n", - "University 48.407643 \n", - "Private company 22.929936 \n", - "National laboratory 6.369427 \n", - "Other NaN \n", - "Non-profit organization NaN \n", - "Government NaN \n", - "\n", - " Difference with previous year \n", - "Where the previous job was based for United States \n", - "University 5.493066 \n", - "Private company 5.438858 \n", - "National laboratory -0.695668 \n", - "Other NaN \n", - "Non-profit organization NaN \n", - "Government NaN " - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country = 'United States'\n", - "category = 'Where the previous job was based'\n", - "results = count_diff(df, prev_work, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Rank 1Rank 2Rank 3Rank 4Rank 5Rank 6Rank 7Rank 8
Reasons to choose current job
Desire to work in a research environment27.77777820.13888911.80555611.8881129.790210NaNNaNNaN
Desire to advance research22.91666713.19444413.1944447.6923086.293706NaNNaNNaN
Opportunity to develop software12.5000007.63888912.50000017.48251712.587413NaNNaNNaN
I want to learn new skills9.0277788.33333311.80555611.88811215.384615NaNNaNNaN
The salary8.3333339.7222226.2500006.2937068.391608NaNNaNNaN
Freedom to choose own working practices7.63888911.80555615.27777812.5874139.790210NaNNaNNaN
Opportunity for career advancement7.63888912.5000009.0277786.9930076.293706NaNNaNNaN
Flexible working hours2.7777786.25000010.41666716.08391617.482517NaNNaNNaN
Ability to work across disciplines1.38888910.4166679.7222229.09090913.986014NaNNaNNaN
\n", - "
" - ], - "text/plain": [ - " Rank 1 Rank 2 Rank 3 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 27.777778 20.138889 11.805556 \n", - "Desire to advance research 22.916667 13.194444 13.194444 \n", - "Opportunity to develop software 12.500000 7.638889 12.500000 \n", - "I want to learn new skills 9.027778 8.333333 11.805556 \n", - "The salary 8.333333 9.722222 6.250000 \n", - "Freedom to choose own working practices 7.638889 11.805556 15.277778 \n", - "Opportunity for career advancement 7.638889 12.500000 9.027778 \n", - "Flexible working hours 2.777778 6.250000 10.416667 \n", - "Ability to work across disciplines 1.388889 10.416667 9.722222 \n", - "\n", - " Rank 4 Rank 5 Rank 6 \\\n", - "Reasons to choose current job \n", - "Desire to work in a research environment 11.888112 9.790210 NaN \n", - "Desire to advance research 7.692308 6.293706 NaN \n", - "Opportunity to develop software 17.482517 12.587413 NaN \n", - "I want to learn new skills 11.888112 15.384615 NaN \n", - "The salary 6.293706 8.391608 NaN \n", - "Freedom to choose own working practices 12.587413 9.790210 NaN \n", - "Opportunity for career advancement 6.993007 6.293706 NaN \n", - "Flexible working hours 16.083916 17.482517 NaN \n", - "Ability to work across disciplines 9.090909 13.986014 NaN \n", - "\n", - " Rank 7 Rank 8 \n", - "Reasons to choose current job \n", - "Desire to work in a research environment NaN NaN \n", - "Desire to advance research NaN NaN \n", - "Opportunity to develop software NaN NaN \n", - "I want to learn new skills NaN NaN \n", - "The salary NaN NaN \n", - "Freedom to choose own working practices NaN NaN \n", - "Opportunity for career advancement NaN NaN \n", - "Flexible working hours NaN NaN \n", - "Ability to work across disciplines NaN NaN " - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Reasons to choose current job'\n", - "results = count_ranking(df, reason_choice, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_ranking(results, category, country)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Where the previous job was based" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Where the previous job was based for World
University2448.979592
Private company1122.448980
National laboratory510.204082
Non-profit organization36.122449
Government36.122449
Other24.081633
NGO12.040816
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Where the previous job was based for World \n", - "University 24 48.979592\n", - "Private company 11 22.448980\n", - "National laboratory 5 10.204082\n", - "Non-profit organization 3 6.122449\n", - "Government 3 6.122449\n", - "Other 2 4.081633\n", - "NGO 1 2.040816" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country = 'World'\n", - "category = 'Where the previous job was based'\n", - "results = count_diff(df, prev_work, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Rank 1Rank 2Rank 3Rank 4Rank 5Rank 6Rank 7Rank 8
Reasons to choose current job
Freedom to choose own working practices30.014.06.010.06.0NaNNaNNaN
Desire to advance research22.010.012.010.08.0NaNNaNNaN
Desire to work in a research environment18.024.016.012.010.0NaNNaNNaN
Flexible working hours8.012.012.014.016.0NaNNaNNaN
I want to learn new skills6.04.014.014.018.0NaNNaNNaN
Opportunity for career advancement6.010.04.04.08.0NaNNaNNaN
Opportunity to develop software6.016.08.016.010.0NaNNaNNaN
The salary4.04.08.06.012.0NaNNaNNaN
Ability to work across disciplinesNaN6.020.014.012.0NaNNaNNaN
\n", - "
" - ], - "text/plain": [ - " Rank 1 Rank 2 Rank 3 Rank 4 \\\n", - "Reasons to choose current job \n", - "Freedom to choose own working practices 30.0 14.0 6.0 10.0 \n", - "Desire to advance research 22.0 10.0 12.0 10.0 \n", - "Desire to work in a research environment 18.0 24.0 16.0 12.0 \n", - "Flexible working hours 8.0 12.0 12.0 14.0 \n", - "I want to learn new skills 6.0 4.0 14.0 14.0 \n", - "Opportunity for career advancement 6.0 10.0 4.0 4.0 \n", - "Opportunity to develop software 6.0 16.0 8.0 16.0 \n", - "The salary 4.0 4.0 8.0 6.0 \n", - "Ability to work across disciplines NaN 6.0 20.0 14.0 \n", - "\n", - " Rank 5 Rank 6 Rank 7 Rank 8 \n", - "Reasons to choose current job \n", - "Freedom to choose own working practices 6.0 NaN NaN NaN \n", - "Desire to advance research 8.0 NaN NaN NaN \n", - "Desire to work in a research environment 10.0 NaN NaN NaN \n", - "Flexible working hours 16.0 NaN NaN NaN \n", - "I want to learn new skills 18.0 NaN NaN NaN \n", - "Opportunity for career advancement 8.0 NaN NaN NaN \n", - "Opportunity to develop software 10.0 NaN NaN NaN \n", - "The salary 12.0 NaN NaN NaN \n", - "Ability to work across disciplines 12.0 NaN NaN NaN " - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Reasons to choose current job'\n", - "results = count_ranking(df, reason_choice, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_ranking(results, category, country)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "470px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "384px" - }, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/f. Collaboration and training.ipynb b/analysis/2018/f. Collaboration and training.ipynb deleted file mode 100644 index b6c1765b..00000000 --- a/analysis/2018/f. Collaboration and training.ipynb +++ /dev/null @@ -1,7258 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* `Who uses the code that you write?`: one choice\n", - "* `Do you always work with the same researchers, or do you regularly change the researchers you work with?`: one choice\n", - "* `Are you part of a dedicated research software group within your institution?`: yes-no\n", - "* `How many software projects are you currently involved in?`: numeric\n", - "* `How many software developers typically work on your projects?'`: numeric\n", - "* `On average, how many times a year do you take part in providing training?`: numeric\n", - "* `What training programs are you involved with (comma separated list, e.g., Software Carpentry, local university training, etc.)`: free text" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Collaboration and training" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "people_code = ['rse3. Who uses the code that you write?']\n", - "\n", - "same_researcher = ['currentWork1. Do you always work with the same researchers, or do you regularly change the researchers you work with?']\n", - "dedicated_research = ['currentWork2. Are you part of a dedicated research software group within your institution?']\n", - "\n", - "nbr_proj_soft = ['proj1can. How many software projects are you currently involved in?']\n", - " \n", - "nbr_dev_proj = ['proj2can. How many software developers typically work on your projects?']\n", - "\n", - "training_time = ['train2. On average, how many times a year do you take part in providing training?']\n", - "training_name = ['train3. What training programs are you involved with (comma separated list, e.g., Software Carpentry, local university training, etc.)']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Developing code for others" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
developing code for others for Australia
0 - Mostly me77.070707
11515.151515
21414.141414
31919.191919
41919.191919
5 - Mostly other people2525.252525
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" - ], - "text/plain": [ - " Count Percentage\n", - "developing code for others for Australia \n", - "0 - Mostly me 7 7.070707\n", - "1 15 15.151515\n", - "2 14 14.141414\n", - "3 19 19.191919\n", - "4 19 19.191919\n", - "5 - Mostly other people 25 25.252525" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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Ropx99tkZGfGfOgAAAL8ZAdutww47LDNnztyq146OjmZsbCxjY2MZHR3N6tWrs3bt2hx++OFTOyQAAMAOYqdBDwDwVP3Jn/xJli5dmnnz5mXx4sXZbbfdctZZZ+X444/PzjvvnCuvvDJnnnlmFi1aNOhRAQAAtht2AgE7lLe85S1ZvXp1Vq5cmVmzZuWMM85IksydOze33nprbrzxxtxzzz2ZNWtWWmtZsGBBjjvuuNx7770DnhwAAGCwRCBgh7LHHnvkaU97WkZGRnLyySfntttu2+T51loWLVqUd7/73TnvvPNy4YUX5uSTT84ll1wyoIkBAAC2DyIQsENZt27dxsfXXnvtJncOS5KlS5dm/vz5mTlzZsbGxjIyMpKRkZGMjY1N96gAAADbFdcEArZbCxcuzE033ZT169dn7733znnnnZebbropK1euTFVl9uzZ+djHPrbx9WNjY7n88suzfPnyJMnpp5+e+fPnZ8aMGbnqqqsG9WMAAABsF0QgYLt19dVXP2HtpJNOetLX77LLLrnxxhs3Hh966KFZtWrVlMwGAACwo/FxMAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6MAW7w5WVZclOSrJfa21A8bXzk1ycpL/b/xlZ7fWlk3VkMA0OPdZg56gP+f+n0FPAAAAdGRrdgJdnuTVm1n/YGtt7vgfAQgAAABgO7bFCNRa+9skP5yGWQAAAACYIhO5JtDvV9XtVXVZVe32ZC+qqlOqakVVrViyZMkE3g4AAACAbbXFawI9iT9N8t4kbfzr4iQnbu6FrbUlSR6tP20b3w8AAACACdimnUCttXtbaz9vrT2S5M+SvHhyxwIAAABgMm1TBKqqWY85fF2SOyZnHADoy4knnpjdd989BxxwwBOeW7x4caoq69evT5J87nOfy/77759DDz00P/jBD5Ikq1evzoIFC6Z1ZgAAdkxbjEBVdXWS/5Vk36r6blWdlOTCqlpVVbcneXmSd0zxnAAwlE444YRcf/31T1hfu3Ztli9fnuc+97kb1z784Q/n7/7u7/J7v/d7ueqqq5Ik55xzThYtWjRt8wIAsOPa4jWBWmsLN7P8iSmYBQC6c9hhh2XNmjVPWH/HO96RCy+8MK997Ws3ro2MjOQnP/lJxsbGMjo6mptvvjm/8iu/kn322WcaJwYAYEe1rReGBgCmyHXXXZe99torBx100CbrZ511Vl75yldmzz33zKc+9akce+yxueaaawY0JQAAOxoRCAC2I2NjY7nggguyfPnyJzx3xBFH5IgjjkiSLF26NPPnz8+3vvWtXHTRRdltt93yoQ99KLvssst0jwwAwA5imy4MDQBMjdWrV+c73/lODjrooMyePTvf/e53c/DBB+f73//+xteMjY3l8ssvz6mnnpo/+qM/yhVXXJGXvexl+fSnPz3AyQEA2N7ZCQQA25EDDzww991338bj2bNnZ8WKFXn2s5+9ce39739/3va2t2V0dDQPPfRQqiojIyMZGxsbxMgAAOwg7AQCgAFauHBhXvKSl+Suu+7K3nvvnU984hffe+Gf//mfc9ttt+Xoo49Okpx22ml50YtelEsvvTSvf/3rp2NkAAB2UHYCAcAAXX311b/w+cffOWzPPffMF7/4xY3Hxx57bI499tipGA0AgCFjJxAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogFvEA9CNA684cNAjdGfVG1YNegQAAMbZCQQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOjAFiNQVV1WVfdV1R2PWZtZVTdU1d3jX3eb2jEBAAAAmIit2Ql0eZJXP27tXUm+3FrbJ8mXx48BAAAA2E5tMQK11v42yQ8ft/zaJFeMP74iydGTPBcAAAAAk2hbrwm0R2tt3fjj7yfZY5LmAQAAAGAKTPjC0K21lqQ92fNVdUpVraiqFUuWLJno2wEAAACwDXbaxu+7t6pmtdbWVdWsJPc92Qtba0uSPFp/njQWAQAAADB1tnUn0BeSvGH88RuSXDc54wAAAAAwFbbmFvFXJ/lfSfatqu9W1UlJ3pfkiKq6O8krx48BAAAA2E5t8eNgrbWFT/LUKyZ5FgAAAACmyIQvDA0AAADA9k8EAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6sNOgB2Di7rrrrixYsGDj8T333JP3vOc9WbduXb70pS9l7ty5Wbp0aZLkU5/6VNavX5+3v/3tgxoXAAAAGAA7gYbAvvvum5UrV2blypX52te+ll122SWve93r8vWvfz233357ZsyYkVWrVuWhhx7KJz/5yZx66qmDHhkAAACYZiLQkPnyl7+c5z3veZk5c2YefvjhtNYyNjaW0dHRXHTRRTnttNMyOjo66DEBAACAaSYCDZlrrrkmCxcuzK677pr58+fnhS98YWbNmpVnPetZ+epXv5qjjz560CMCAAAAA+CaQEPkpz/9ab7whS/kj//4j5Mk73znO/POd74zSfKmN70p73nPe/Lxj388y5cvz5w5c3LOOecMclwAAABgGtkJNES+9KUv5eCDD84ee+yxyfo3vvGNtNay77775rOf/Ww+85nPZPXq1bn77rsHNCkAAAAw3ewEGiJXX311Fi5c+IT1d7/73VmyZEkefvjh/PznP0+SjIyMZGxsbLpHBAAAAAbETqAh8eMf/zg33HBDjjnmmE3WP//5z2fevHnZc88988u//MuZO3duDjzwwPzLv/xLDjrooAFNCwAAAEw3O4GGxNOf/vT84Ac/eML60UcfvcnFoC+66KJcdNFF0zkaAAAAsB2wEwgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0wC3it8Lsd31x0CN0Z837XjPoEQAAAGCo2AkEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOrDTRL65qtYkeSDJz5P8rLU2bzKGAgAAAGByTSgCjXt5a239JPxzAAAAAJgiPg4GAAAA0IGJRqCWZHlVfa2qTtncC6rqlKpaUVUrlixZMsG3AwAAAGBbTPTjYC9rrX2vqnZPckNV/WNr7W8f+4LW2pIkj9afNsH3AwAAAGAbTGgnUGvte+Nf70tybZIXT8ZQAAAAAEyubY5AVfX0qtr10cdJjkxyx2QNBgAAAMDkmcjHwfZIcm1VPfrPuaq1dv2kTAUAAADApNrmCNRauyfJQZM4CwAAAABTxC3iAQAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEA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\n", 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CountPercentage
Working with same researchers for Australia
Regularly change researcher(s)4550.561798
Same researcher(s)2629.213483
Different researchers, same research group1820.224719
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Working with same researchers for Australia \n", - "Regularly change researcher(s) 45 50.561798\n", - "Same researcher(s) 26 29.213483\n", - "Different researchers, same research group 18 20.224719" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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member of a dedicated group for Australia
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" - ], - "text/plain": [ - " Count Percentage\n", - "member of a dedicated group for Australia \n", - "No 57 64.044944\n", - "Yes 32 35.955056" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'member of a dedicated group'\n", - "results = count_diff(df, dedicated_research, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Number of projects" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Number of software projects for Australia
1.01720.481928
2.01821.686747
3.01619.277108
4.01214.457831
5.01416.867470
7.022.409639
10.033.614458
14.011.204819
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software projects for Australia \n", - "1.0 17 20.481928\n", - "2.0 18 21.686747\n", - "3.0 16 19.277108\n", - "4.0 12 14.457831\n", - "5.0 14 16.867470\n", - "7.0 2 2.409639\n", - "10.0 3 3.614458\n", - "14.0 1 1.204819" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Number of software developers per projects for Australia
0.022.409639
1.03542.168675
1.111.204819
1.511.204819
2.01619.277108
3.01720.481928
4.033.614458
5.033.614458
6.022.409639
8.011.204819
10.011.204819
30.011.204819
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "0.0 2 2.409639\n", - "1.0 35 42.168675\n", - "1.1 1 1.204819\n", - "1.5 1 1.204819\n", - "2.0 16 19.277108\n", - "3.0 17 20.481928\n", - "4.0 3 3.614458\n", - "5.0 3 3.614458\n", - "6.0 2 2.409639\n", - "8.0 1 1.204819\n", - "10.0 1 1.204819\n", - "30.0 1 1.204819" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Results in 2018\n", - "Number of time per year providing training for ... \n", - "count 83.000000\n", - "mean 2.090361\n", - "std 2.548487\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 1.000000\n", - "75% 3.000000\n", - "max 10.000000" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of time per year providing training'\n", - "training_time = ['train2. On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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5 - Mostly other people6318.91891915.6923083.226611
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "developing code for others for Germany \n", - "0 - Mostly me 30 9.009009 8.307692 \n", - "1 55 16.516517 20.923077 \n", - "2 66 19.819820 22.461538 \n", - "3 63 18.918919 16.000000 \n", - "4 56 16.816817 16.615385 \n", - "5 - Mostly other people 63 18.918919 15.692308 \n", - "\n", - " Difference with previous year \n", - "developing code for others for Germany \n", - "0 - Mostly me 0.701317 \n", - "1 -4.406560 \n", - "2 -2.641719 \n", - "3 2.918919 \n", - "4 0.201432 \n", - "5 - Mostly other people 3.226611 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Working with same researchers for Germany
Same researcher(s)14448.81355964.214047-15.400488
Regularly change researcher(s)9833.22033935.785953-2.565614
Different researchers, same research group5317.966102NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Working with same researchers for Germany \n", - "Same researcher(s) 144 48.813559 \n", - "Regularly change researcher(s) 98 33.220339 \n", - "Different researchers, same research group 53 17.966102 \n", - "\n", - " Percentage in 2017 \\\n", - "Working with same researchers for Germany \n", - "Same researcher(s) 64.214047 \n", - "Regularly change researcher(s) 35.785953 \n", - "Different researchers, same research group NaN \n", - "\n", - " Difference with previous year \n", - "Working with same researchers for Germany \n", - "Same researcher(s) -15.400488 \n", - "Regularly change researcher(s) -2.565614 \n", - "Different researchers, same research group NaN " - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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fHsILTID+Id/vSvcLaAIigNWUkAgAeKR5df7wIPHN0/0kui+tMEGqast0PfaenO4X2QBYTbndDAAAAAA9iQAAAAAQEgEAAACQZOpkFzCEe98AAAAAxleNZSE9iQAAAAAQEgEAAAAgJAIAAAAgQiIAAAAAIiQCAAAAIEIimBQPPPBAdthhh+y9995JkgsvvDDPec5zss0222TmzJlZvHhxkuSss87K1ltvnV122SXz589Pklx//fXZf//9J612AAAAHpnGJSSqqnlV9d9VdVVVXdFPW7eqvlFVP+v/feJ4tAWPBJ/4xCey5ZZbJkkefPDBzJw5M3Pnzs0Pf/jDbLrpppk9e3aS5MQTT8zll1+et73tbTn99NOTJEcccUSOPfbYSasdAACAR6bx7En00tba9q215/XjhyW5oLW2eZIL+nF41Lvpppty3nnn5S1veUuSZP78+VlzzTXzzGc+M0myxx575KyzzkqSTJkyJffee28WLlyYadOm5dJLL82GG26YzTfffNLqBwAA4JFp6gRu+9VJXtK/np3koiTvm8D2YLXw7ne/Ox/96Edz1113JUnWW2+9LF68OFdccUWe97zn5cwzz8yNN96YJDn88MOz++67Z8aMGZkzZ07222+/zJ07dzLLBwAA4BFqvHoStSRfr6orq+qt/bQNWmu39q9vS7LBcCtW1Vur6oqqumLWrFnjVA6smr761a9m/fXXz3Of+9yHplVV5s6dm/e85z3Zaaedss4662SNNdZI0vUquvLKK3Puuefm7LPPzp577plrr702++67bw466KAsXLhwsnYFAACAR5hqra34Rqo2aq3dXFXrJ/lGkoOTnNNamz6wzO9aa0t7LtGKFwOrsMMPPzynnnpqpk6dmnvuuSd33nlnXvOa12TOnDkPLfP1r389n/3sZ3PGGWc8NG3hwoXZe++987WvfS177713vvSlL+XMM8/Mfffdl4MOOmgydgUAAIDVR41loXHpSdRau7n/9/YkX06yU5JfVdWTk6T/9/bxaAtWZx/+8Idz0003Zd68eZk7d2522223zJkzJ7ff3r097r333nzkIx/J29/+9oet97GPfSyHHHJIpk2blkWLFqWqMmXKFD2JAAAAGDcrHBJV1eOqap0lr5P8aZIfJjknycx+sZlJzl7RtuCR6mMf+1i23HLLbLvttnnVq16V3Xbb7aF5t9xySy677LLss88+SZKDDz44O+64Yz7zmc/kDW94w2SVDAAAwCPMCt9uVlVPS9d7KOkehH16a+1DVfWkJGckeUqSXyZ5bWvtt0vZnNvNAAAAAMbXmG43G5dnEo2jVaoYAAAAgEeAlfdMIgAAAABWb0IiAAAAAIREAAAAAAiJAAAAAEj3a2RMgM0OO2+ySwAe5eYdt9dklwAAAKxG9CQCAAAAQEgEAAAAgJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAMg4hkRVtUZVfb+qvtqPP7WqvldV11XVF6tqzfFqCwAAAIDxNZ49id6V5JqB8Y8kOaG19owkv0ty4Di2BQAAAMA4GpeQqKo2TrJXks/245VktyRn9ovMTrLPeLQFAAAAwPgbr55EH09yaJIH+/EnJVnQWlvcj9+UZKNxagsAAACAcbbCIVFV7Z3k9tbalcu5/lur6oqqumLWrFkrWg4AAAAAy2HqOGzjhUn+rKr2TLJWkscn+USS6VU1te9NtHGSm4dbubU2K8mSdKiNQz0AAAAALKMV7knUWju8tbZxa22zJK9LcmFr7Y1Jvplk336xmUnOXtG2AAAAAJgY4/nrZkO9L8nfVtV16Z5R9LkJbAsAAACAFTAet5s9pLV2UZKL+tc/T7LTeG4fAAAAgIkxkT2JAAAAAFhNCIkAAAAAEBIBAAAAICQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAeJh77rknO+20U7bbbrtsvfXWOeqoo5IkBx54YLbbbrtsu+222XfffXP33XcnSU488cRss8022XPPPXPfffclSb71rW/lPe95z6TtAwDA8hASAQAMeMxjHpMLL7wwV199da666qqcf/75+e53v5sTTjghV199dX7wgx/kKU95Sj75yU8mSU477bT84Ac/yAte8IJ87WtfS2stH/zgB3PkkUdO8p4AACwbIREAwICqytprr50kuf/++3P//fenqvL4xz8+SdJay6JFi1JVD43ff//9WbhwYaZNm5Y5c+bkla98ZdZdd91J2wcAgOUhJAIAGOKBBx7I9ttvn/XXXz977LFHdt555yTJm970pmy44Yb5yU9+koMPPjhJ8s53vjPPf/7zc8MNN+SFL3xhPv/5z+cd73jHZJYPALBcqrU22TUMWqWKWRGbHXbeZJcAPMrNO26vyS4BVnsLFizIn//5nz/03KGkC5AOPvjg7LjjjnnTm970sOWPOeaYbLvttpkyZUpOOeWUbLLJJjn++OMzZYq/ywEAk6rGspD/YwEAGMH06dPz0pe+NOeff/5D09ZYY4287nWvy1lnnfWwZW+55ZZcdtll2WeffXL88cfni1/8YqZPn54LLrhgZZcNALBchEQAAAN+/etfZ8GCBUmSRYsW5Rvf+Ea22GKLXHfddUm6ZxCdc845edaznvWw9Y488sgcc8wxD61XVZkyZUoWLly4cncAAGA5TZ3sAgAAViW33nprZs6cmQceeCAPPvhgXvva12avvfbKLrvskjvvvDOttWy33Xb59Kc//dA63//+95Mkz3nOc5Ikb3jDG/LsZz87m2yySQ499NBJ2Q8AgGXlmUQTxDOJgMnmmUQAAEDPM4kAAAAAGBshEQAAAABCIgAAAACERAAAAABESAQAAABAhEQAAAAAJJk62QUAwGTY7LDzJrsE4FFu3nF7TXYJAPAwehIBAAAAICQCAAAAQEgEAAAAQIREAAAAAERIBAAAAECERAAAAABESAQAAABAhEQAAAAAREgEAAAAQIREAAAAAERIBAAAAECERAAAAABESAQAAABAhEQAAAAAREgEAAAAQIREAAAAAERIBAAAAECERAAAAABESAQAAABAhEQAAAAAREgEAAAAQIREAAAAAERIBAAAAEDGISSqqrWq6rKqurqqflRVH+inP7WqvldV11XVF6tqzRUvFwAAAICJMB49ie5Nsltrbbsk2yd5RVU9P8lHkpzQWntGkt8lOXAc2gIAAABgAqxwSNQ6d/ej0/qhJdktyZn99NlJ9lnRtgAAAACYGOPyTKKqWqOqrkpye5JvJLk+yYLW2uJ+kZuSbDTCum+tqiuq6opZs2aNRzkAAAAALKOp47GR1toDSbavqulJvpzkWcuw7qwkS9KhNh71AAAAALBsxvXXzVprC5J8M8mfJJleVUtCqI2T3DyebQEAAAAwfsbj183+uO9BlKp6bJI9klyTLizat19sZpKzV7QtAAAAACbGeNxu9uQks6tqjXSh0xmtta9W1Y+TzK2qY5N8P8nnxqEtAAAAACbACodErbUfJNlhmOk/T7LTim4fAAAAgIk3rs8kAgAAAGD1JCQCAAAAQEgEAAAAgJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAyDiERFW1SVV9s6p+XFU/qqp39dPXrapvVNXP+n+fuOLlAgAAADARxqMn0eIkf9da2yrJ85O8o6q2SnJYkgtaa5snuaAfBwAAAGAVtMIhUWvt1tbaf/Wv70pyTZKNkrw6yex+sdlJ9lnRtgAAAACYGOP6TKKq2izJDkm+l2SD1tqt/azbkmwwnm0BAAAAMH7GLSSqqrWTnJXk3a21OwfntdZakjbCem+tqiuq6opZs2aNVzkAAAAALIOp47GRqpqWLiA6rbX2pX7yr6rqya21W6vqyUluH27d1tqsJEvSoWGDJAAAAAAm1nj8ulkl+VySa1pr/zQw65wkM/vXM5OcvaJtAQAAwJvf/Oasv/762WabbR6adtVVV+X5z39+tt9++zzvec/LZZddliQ566yzsvXWW2eXXXbJ/PnzkyTXX3999t9//0mpHVZl43G72QuT/FWS3arqqn7YM8lxSfaoqp8l2b0fBwAAgBVywAEH5Pzzz3/YtEMPPTRHHXVUrrrqqhxzzDE59NBDkyQnnnhiLr/88rztbW/L6aefniQ54ogjcuyxx670umFVt8K3m7XWvpWkRpj9shXdPgAAAAzaddddM2/evIdNq6rceWf3eNw77rgjM2bMSJJMmTIl9957bxYuXJhp06bl0ksvzYYbbpjNN998ZZcNq7xxeSYRAAAATKaPf/zjefnLX573vve9efDBB/Od73wnSXL44Ydn9913z4wZMzJnzpzst99+mTt37iRXC6umcft1MwAAAJgsn/70p3PCCSfkxhtvzAknnJADDzwwSbLHHnvkyiuvzLnnnpuzzz47e+65Z6699trsu+++Oeigg7Jw4cJJrhxWHUIiAAAAVnuzZ8/Oa17zmiTJfvvt99CDq5dYuHBhTj755LzjHe/IUUcdldmzZ+dFL3pRTjvttMkoF1ZJQiIAAABWezNmzMjFF1+cJLnwwgv/xzOHPvaxj+WQQw7JtGnTsmjRolRVpkyZoicRDPBMIgAAAFYrr3/963PRRRflN7/5TTbeeON84AMfyEknnZR3vetdWbx4cdZaa63MmjXroeVvueWWXHbZZTnqqKOSJAcffHB23HHHTJ8+PV/5ylcmazdglVOttcmuYdAqVcyK2OxbBewcAAAgAElEQVSw8ya7BOBRbt5xe012Cas0n9PAZPM5DcBKNNKv0j+M280AAAAAEBIBAAAAICQCAAAAIEIiAAAAACIkAgAAACBCIgAAAACSTJ3sAgAAAIaz2WHnTXYJwKPYvOP2muwSVjo9iQAAAAAQEgEAAAAgJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAyTiFRVf1LVd1eVT8cmLZuVX2jqn7W//vE8WgLAAAAgPE3Xj2JTk7yiiHTDktyQWtt8yQX9OMAAAAArILGJSRqrV2S5LdDJr86yez+9ewk+4xHWwAAAACMv4l8JtEGrbVb+9e3JdlgAtsCAAAAYAWslAdXt9ZakjbcvKp6a1VdUVVXzJo1a2WUAwAAAMAQUydw27+qqie31m6tqicnuX24hVprs5IsSYeGDZIAAAAAmFgT2ZPonCQz+9czk5w9gW0BAAAAsALGJSSqqi8k+c8kW1TVTVV1YJLjkuxRVT9Lsns/DgAAAMAqaFxuN2utvX6EWS8bj+0DAAAAMLFWyoOrAQAAAFi1CYkAAAAAEBIBAAAAICQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAICshJKqqV1TVT6vquqo6bKLbAwAAAGDZTWhIVFVrJPlUklcm2SrJ66tqq4lsEwAAAIBlN9E9iXZKcl1r7eettfuSzE3y6gluEwAAAIBlVK21idt41b5JXtFae0s//ldJdm6tvXNgmbcmeWs/ulaSeyasIFi9rJfkN5NdBAAj8jkNsOrzWQ2d37TWXrG0haaujEpG01qblWTWZNcBq5qquqK19rzJrgOA4fmcBlj1+ayGZTPRt5vdnGSTgfGN+2kAAAAArEImOiS6PMnmVfXUqlozyeuSnDPBbQIAAACwjCb0drPW2uKqemeSryVZI8m/tNZ+NJFtwiOI2zABVm0+pwFWfT6rYRlM6IOrAQAAAFg9TPTtZgAAAACsBoREAAAAAAiJAAAAABASAQAAABAhEQAAAAAREgEAAAAQIREAAAAAERIBAAAAECERAAAAABESAQAAABAhEQAAAAAREgEAAAAQIREAAAAAERIBAAAAECERAAAAABESAQAAABAhEQAAAAAREgEAAAAQIREAAAAAERIBAAAAECERAAAAABESAQAAABAhEQAAAAAREgEAAAAQIREAAAAAERIBAAAAECERAAAAABESAQAAABAhEQA8qlXVZ6rqyIHx/1VVv6qqu6vqSVX1wqr6WT++z2TWOtGq6t+rauYo80+uqmNXZk1j1Z+fp012HQDA6q1aa5NdAwAwAapqXpINkixO8kCSHyc5Jcms1tqDwyw/LcmdSZ7fWru6n3ZBknNaa59YWXWvCqrqgCRvaa29aGDayUluaq0dMVl1AQBMJD2JAOCR7VWttXWSbJrkuCTvS/K5EZbdIMlaSX40MG3TIeNjVlVTl2e9RyPHaniOCwCsXEIiAHgUaK3d0Vo7J8n+SWZW1TbJH26hqqpnJvlpv/iCqrqwqq5P8rQk5/a3Mz2mqp5QVZ+rqlur6uZ+3TX6bR1QVd+uqhOqan6So/vpb66qa6rqd1X1taradEldVdWq6u39LW0LqupTVVUD8w/q172rqn5cVc/pp8+oqrOq6tdV9YuqOmS4/a6qp/bbndKPn1RVtw/MP7Wq3t2/vqiq3lJVWyb5TJI/6fd7wcAmn1hV5/X1fK+qnj5Cu5v1+/bWqrqlP17vHZh/dFWdWVVzqurOJAdU1ZSqOqyqrq+q+VV1RlWt2y//71X1ziFtXF1Vrxk4js/oXz+hqk7pj80vq+qIgf0/uqrmDFPn1IFz+PN+/35RVW8cZt82rKqFVfWkgWnP6dubNoZz/omqurGq7qyqK6tql9GOy3DHFwCYGEIiAHgUaa1dluSmJLsMmX5tkq370emttd1aa09PckO63khrt9buTXJyutvXnpFkhyR/muQtA5vaOcnP0/VK+lBVvTrJ+5O8JskfJ7k0yReGlLV3kh2TbJvktUleniRVtV+6oOmvkzw+yZ8lmd8HHucmuTrJRkleluTdVfXyYfb3F+luoduhn7Rrkrv7IChJXpzk4iHrXJPk7Un+s9/v6QOzX5fkA0memOS6JB8a2uYQL02yebrj9L6q2n1g3quTnJlkepLTkhycZJ++phlJfpfkU/2yX0jy+iUrVtVW6Xp5nTdMmycmeUK6gO/F6Y7fm5ZSZ6rqcUn+b5JX9r3PXpDkqqHLtdZuS3JRunO1xF8lmdtau38M5/zyJNsnWTfJ6Un+tarWGpg/9LgAACuJkAgAHn1uSfcFfZlU1QZJ9kzy7tba71trtyc5IV1w8tC2W2snttYWt9YWpQtbPtxau6a1tjjJPybZfrBnSZLjWmsLWms3JPlmugAh6cKnj7bWLm+d61prv0wXKP1xa+2Y1tp9rbWfJzlpSB2DLk7y4qrasB8/sx9/arrw6eplOAxfbq1d1u/LaQO1juQD/bH67ySfz0DQky6E+kpr7cGBY/W/W2s39YHc0Un27Xv5fDkPP25vTPKlfrmH9L26Xpfk8NbaXa21eUmOTxfijMWDSbapqse21m5trY10q+HsJH850Obrk5zazxv1nLfW5rTW5vfXyPFJHpNki1GOCwCwkgiJAODRZ6Mkv12O9TZNMi3Jrf0tXAuS/HOS9QeWuXGYdT4xsPxvk1RfwxK3DbxemGTt/vUmSa4foY4ZS7bZb/f96XovDefiJC9J14voknS9YF7cD5cO9xDvUYxU60gGj8cv0/UQGm5e0u3Xlwf26Zp0DxzfoLV2V7peQ0uCsNdn+F4266U7R78c0u5Gwyz7MK2136e7HfHt6c7xeVX1rBEWPzvJVn3QtkeSO/5/e3ceZndZ3n/8/UlYwr4oWGRTEKQsEVCUxaUgYBeltaJY0S5aaCsq/qxdsFYs1rbuVasCYq1rK7ZaQa0ErILaUiQBWURcQIpYq1AFTCBAuH9/fL8TzoTJcCAkz/mO79d1zTXn+5yZOZ+QK4c597mf++m71Kb+HKv9O0/yyn4r2s39/Vv0uaes+t9FkiStIw4DlCTpZ0iSA+herH/5AXz79cBy4KF9h8hMVj029Xrg9VX1QLYNXQ/MNPPneuDaqtptzJ9zPvAmum1259P92U8FbmeVrWYjHqzjX3cEvtHf3omui2t1j3E98MKq+spqftY/AicnuYBuwPgXZviaG4E76Qo1Xx953Bv620uBjUe+/udGblNV5wDnJNkI+Eu6Dq1pWxP7r7s9yZl03UR7cE8X0dSfY8a/837+0B/TbRG8sqruTvJjuiLSyh8/w59LkiStA3YSSZL0MyDJ5kmeDvwT8OF++9P9UlX/AywC3tL/vHlJdk3ylFm+7VTgpCR79Tm26GcNjeMM4JVJHpvOo/otSxcBtyb5kyQbJZmfZO++ADZT7m8Bt9EVNM6vqluA/wWexeqLRP8L7JBkgzGzrs6fJ9m4//P/DvCxWb72VLo5TjsDJNmmn+8z5bN0xZ9TgI/N1AFVVSuAM/ufs1n/s14BTA2rvhR4cpKdkmwBnDT1vUkeluRX+9lEy4Gf0m0/W50P0g2WPorpRaLZ/s43o5tp9SNgvSSvodvyJ0mSJoBFIkmS5razk9xK193xZ8BbGWOI8Sx+E9iArkvlx3TzfbZb3RdX1SeBNwD/1J9WdQXwS+M8UFV9nG4w9EeBW4F/BbbuCyFPp5sHdC1d98wZdNuWVud84Kaqun7kOsCS1Xz9vwNXAj9IcuM4eWd53G8DnwfeXFWLZvnatwNnAYv6v7ML6QaBA9DPH/oEcDjdf5PVeSldx9A1dF1THwX+vv8Z59IVqi4DFgOfHvm+eXQFpe/TbRF7CvAHq3uQvuPpbmBJPytqan22v/NzgM8B36TbBnc7bi+TJGlipMqOXkmSpAdTkkfQFbDWn2Vr3uAl+Xfgo1V1RusskiRpzTmTSJIkSfdbv71vf7oj6yVJ0hyw1rebJfnFJFcn+XaSP13bjydJkqS1K8kHgPOAl/cnr0mSpDlgrW43SzKfbs/5EXQninwV+I2q+vqs3yhJkiRJkqR1am13Ej0e+HZVXVNVd9CdqGJLsiRJkiRJ0oRZ20Wi7Zl+YsX3+jVJkiRJkiRNkOaDq5McDxwPcNpppz32+OOPb5zoQfLRtE4g6Wfd8zy9clY+T0tqzedpSdK6M9Yvv2u7SHQDsOPI9Q792kpVdTpw+tTlWs4jSZIkSZKkGazt7WZfBXZL8sgkGwDPBc5ay48pSZIkSZKk+2mtdhJV1V1JXgKcA8wH/r6qrlybjylJkiRJkqT7b63PJKqqzwKfXduPI0mSJEmSpAdubW83kyRJkiRJ0gBYJJIkSZIkSZJFIkmSJEmSJFkkkiRJkiRJEutgcLUkSRPpedU6gSRJkjRR7CSSJEmSJEmSRSJJkiRJkiRZJJIkSZIkSRIWiSRJkiRJkoRFIkmSJEmSJGGRSJIkSZIkSVgkkiRJkiRJEhaJJEmSJEmShEUiSZIkSZIkYZFIkiRJkiRJWCSSJEmSJEkSFokkSZIkSZKERSJJkiRJkiRhkUiSJEmSJElYJJIkSZIkSRIWiSRJkiRJkoRFIkmSJEmSJGGRSJIkSZIkSVgkkiRJkiRJEhaJJEmSJEmShEUiSZIkSZIkYZFIkiRJkiRJWCSSJEmSJEkSFokkSZIkSZLEGhaJkjw7yZVJ7k7yuFXuOynJt5NcneRpaxZTkiRJkiRJa9N6a/j9VwC/Dpw2uphkT+C5wF7Aw4HzkuxeVSvW8PEkSZIkSZK0FqxRJ1FVXVVVV89w168C/1RVy6vqWuDbwOPX5LEkSZIkSZK09qytmUTbA9ePXH+vX5MkSZIkSdIEus8iUZLzklwxw8evPhgBkhyf5OIkF59++ukPxo+UJEmSJEnS/XSfM4mq6vAH8HNvAHYcud6hX5vp558OTFWH6gE8liRJkiRJktbQ2tpudhbw3CQbJnkksBtw0Vp6LEmSJEmSJK2hNSoSJXlmku8BBwGfSXIOQFVdCZwJfB34HHCCJ5tJkiRJkiRNrlRN1A6viQqzRj6a1gkk/ax73tx5SpUkSZK0RsYqUqyt7WaSJEmSJEkaEItEkiRJkiRJskgkSZIkSZIki0SSJEmSJEnCIpEkSZIkSZKwSCRJkiRJkiQsEkmSJEmSJAmLRJIkSZIkScIikSRJkiRJkrBIJEmSJEmSJCwSSZIkSZIkCYtEkiRJkiRJwiKRJEmSJEmSsEgkSZIkSZIkLBJJkiRJkiQJSFW1zjBqosJIkiRJkiTNARnni+wkkiRJkiRJkkUiSZIkSZIkTdh2sySfAx7aOoc0IR4K3Ng6hCRptXyelqTJ53O11Lmxqn7xvr5ooopEku6R5OKqelzrHJKkmfk8LUmTz+dq6f5xu5kkSZIkSZIsEkmSJEmSJMkikTTJTm8dQJI0K5+nJWny+Vwt3Q/OJJIkSZIkSZKdRJIkSZIkSbJIJEmSJEmSJCwSSZIkSZIkCVivdQBJnSTbAocADwduA64ALq6qu5sGkyRJkgYiyUOA19L9Xl3Al4FTquqmlrmkoXBwtdRYkkOBPwW2Bi4BfggsAHYHdgX+GXhLVd3SLKQk/YxLchDwfOBJwHbcU8z/DPDhqrq5YTxJUi/JucAFwIf7pWOBX6iqw9ulkobDIpHUWJI3Ae+sqv+e4b71gKcD86vqX9Z5OEkSSf4N+D7wKeBiphfzDwWeAby1qs5qFlKSBECSK6pq71XWLq+qfVplkobEIpEkSdIskjy0qm5c06+RJK19Sd4KXASc2S8dDTy+ql7ZLpU0HBaJpAmR5ETg/cCtwBnAfsCfVtWipsEkSQAk2QS4raruTrI7sAfwb1V1Z+NokqRekluBTYCpuZ7zgKX97aqqzZsEkwbC082kyfHCfu7QkcBWwAuAv2kbSZI04gJgQZLtgUV0z9P/0DSRJGmaqtqsquZV1Xr9x7x+bTMLRNJ983QzaXKk//zLwIeq6sokme0bJEnrVKpqWZIXAe+uqjcmubR1KEnSPZI8eab1qrpgXWeRhsgikTQ5FidZBDwSOCnJZtzTJitJai/9KWfHAi/q1+Y3zCNJurc/Grm9AHg8sBg4rE0caVgsEkmT40XAvsA1/TvVDwF+p3EmSdI9TgROAj7Zd3vuAnyhcSZJ0oiqesbodZIdgb9tFEcaHAdXS40leURVfXeW+wNsX1XfW3epJEmSpOHrf5e+sqr2bJ1FGgI7iaT23pRkHvApulbYH9G1xj4KOBR4KnAyYJFIkhpI8l7gHVV1+Qz3bQIcAyyvqo+s83CSpGmSvBOY6oSYR9epv6RdImlY7CSSJkCSPelmXBwCbAcsA64CPgv8c1Xd3jCeJP1MS7Iv8CpgH+AK7inm7wZsDvw9cGpVLW8WUpIEQJLfGrm8C/huVX2lVR5paCwSSROg7yQ6sKr+o3UWSdLMkmwKPI6umH8bcFVVXd02lSRpVUk2AHbvL6+uqjtb5pGGxCKRNCGSXFJV+7XOIUm6tyTzgQ9W1bGts0iSVi/JLwAfAL4LBNgR+K2quqBhLGkw5rUOIGmlzyd5Vj9cT5I0QapqBbBz/+60JGlyvQU4sqqeUlVPBp4GvK1xJmkw7CSSJkSSW4FNgBV02xgCVFVt3jSYJAmAJB8Efh44C1g6tV5Vb20WSpI0TZLLqmrhfa1Jmpmnm0kToqo2a51BkjSr7/Qf8wCfsyVpMl2c5Azgw/31scDFDfNIg2InkTQh+m1mxwKPrKrXJdkR2K6qLmocTZI0IsnGVbWsdQ5J0r0l2RA4AXhiv/Ql4N2eQCmNxyKRNCGSvAe4Gzisqn4+yVbAoqo6oHE0SRKQ5CDgfcCmVbVTkscAv1dVL24cTZKEhwxIDwYHV0uT4wlVdQJwO0BV/RhwQKokTY6/pRuAehNAVX0NeHLTRJKklTxkQFpzziSSJsed/bsfBZBkG7rOIknShKiq61c5hHJFqyySpBldA3wliYcMSA+ARSJpcrwD+CSwbZLXA0cDr24bSZI04vokBwOVZH3gROCqxpkkSdN5yIC0BpxJJE2QJHsATwUCfL6qfPEhSRMiyUOBtwOH0z1PLwJOrKqbmgaTJEl6kFgkkiZIv93sYYx0+VXVf7dLJEmSJA1HkrPpxzeMuBm4GDitqm5f96mk4bBIJE2IJC8FTgb+l27GRYCqqoVNg0mSgJWz4o4DHsH0Yv4LW2WSJE2X5O3ANsA/9kvHALfQFY42r6oXtMomDYFFImlCJPk23QlnbluQpAmU5D+ALwGLGRlYXVX/0iyUJGmaJF+tqgNmWktyZVXt1SqbNAQOrpYmx/V0rbCSpMm0cVX9SesQkqRZbZpkp6mRDUl2Ajbt77ujXSxpGCwSSY0leUV/8xrgi0k+Ayyfut/jOiVpYnw6yS9X1WdbB5EkrdYfAl9O8h268Q2PBF6cZBPgA02TSQPgdjOpsSQnz3Z/Vf3FusoiSbq3JLfSzbIIsAldIf9O7pkdt3nDeJKkVSTZENijv7zaYdXS+CwSSZIkSZIkiXmtA0jqJDk3yZYj11slOadlJknSPZI8M8kWI9dbJvm1lpkkSZIeTBaJpMmxTVX9ZOqiqn4MbNswjyRpupOrauUBA/1z9qxbhiVJkobEwdXS5FixykkMO9PNwJAkTYaZ3lzzdylJmjBJtgd2ZuQ5uqouaJdIGg5/sZEmx5/RncRwPt0w1CcBx7eNJEkacXGStwLv6q9PABY3zCNJWkWSNwDHAF8HVvTLBVgkksbg4GppAiQJsANwG3Bgv3xhVd3YLpUkaVR/fPKfA4fTveA4F3h9VS1tGkyStFKSq4GFVbW8dRZpiOwkkiZAVVWSz1bVPsCnW+eRJE2XZD7wF1X1ytZZJEmzugZYH7BIJD0AFomkybEkyQFV9dXWQSRJ01XViiRPbJ1DkjSzJO+k6/JcBlya5POMFIqq6mWtsklD4nYzaUIk+QbwKOA6YCndXKKqqoVNg0mSAEjyHmB74ON0z9MAVNUnmoWSJAGQ5Ldmu7+qPrCuskhDZpFImhD9aWb3UlXXresskqR7S/L+GZarql64zsNIkmbUz4+7vapW9NfzgQ2ralnbZNIwWCSSJkySbYEFU9dV9d8N40iSJEmDkeRC4PCq+ml/vSmwqKoObptMGgZnEkkTIslRwFuAhwM/BHYGrgL2aplLktRJsgB4Ed3z8mgx304iSZocC6YKRABV9dMkG7cMJA3JvNYBJK30OuBA4JtV9UjgqcCFbSNJkkZ8CPg54GnA+cAOwK1NE0mSVrU0yf5TF0keC9zWMI80KG43kyZEkour6nFJvgbsV1V3J/laVT2mdTZJEiS5pKr2S3JZVS1Msj7wpao6sHU2SVInyeOAjwHfpzsI5ueAY6pqcdNg0kC43UyaHD/p90x/CfhIkh8ycnqOJKm5O/vPP0myN/ADYNuGeSRJI5LMAzYA9gAe3S9fXVV3rv67JI2yk0iaEP1JDLfRbQM9FtgC+EhV3dQ0mCQJgCS/C/wLsBB4P7Ap8JqqOrVpMEnSSlNdn61zSENlkUiaIEl2BnarqvP6AXvzq8p5F5IkSdIYkrwZ+E/gE+WLXel+s0gkTYgkxwHHA1tX1a5JdgNOraqnNo4mSQKSPAz4K+DhVfVLSfYEDqqq9zWOJknqJbkV2AS4C7idbi5RVdXmTYNJA+HpZtLkOAE4BLgFoKq+hbMuJGmS/ANwDvDw/vqbwMubpZEk3UtVbVZV86pqg6ravL+2QCSNycHV0uRYXlV3JAEgyXqArX6SNDkeWlVnJjkJoKruSrKidShJ0nRJtgJ2AxZMrVXVBe0SScNhkUiaHOcneRWwUZIjgBcDZzfOJEm6x9IkD6Ev4Cc5ELi5bSRJ0qj+kIETgR2AS4ED6WYUHdYylzQUziSSJkR/ZOeLgCPp9k6fA5zhwD1JmgxJ9gfeCewNXAFsAxxdVZc1DSZJWinJ5cABwIVVtW+SPYC/qqpfbxxNGgSLRNIESrI1sIMvPCRpsvRbgR9NV8y/uqrubBxJkjQiyVer6oAklwJPqKrlSa6sqr1aZ5OGwMHV0oRI8sUkm/cFosXAe5O8rXUuSVInybOBjarqSuDXgI/13UWSpMnxvSRbAv8KnJvkU8B1jTNJg2EnkTQhklxSVfv1+6h3rKqTk1xWVQtbZ5MkwdRzcpInAq8D3gy8pqqe0DiaJGkGSZ4CbAF8rqruaJ1HGgI7iaTJsV6S7YDnAJ9uHUaSdC9TJ5n9CvDeqvoMsEHDPJKkGSR5YpLfqarz6YZWb986kzQUFomkyXEK3bDq71TVV5PsAnyrcSZJ0j1uSHIacAzw2SQb4u9SkjRRkpwM/AlwUr+0PvDhdomkYXG7mSRJ0hiSbAz8InB5VX2r7/7cp6oWNY4mSer1A6v3A5ZU1X79miMcpDH57pc0IZLsnuTzSa7orxcmeXXrXJKkTlUtA34IPLFfugs7PiVp0txRXSdEASTZpHEeaVAsEkmT4710bbF3AlTVZcBzmyaSJK3kFgZJGoQz+63BWyY5DjiP7vdsSWNYr3UASSttXFUXJRldu6tVGEnSvTyTfgsDQFV9P8lmbSNJkkZV1ZuTHAHcAjya7hTKcxvHkgbDIpE0OW5Msiv3tMYeDfxP20iSpBF3VFUlcQuDJE2o/rn536vq3CSPBh6dZP2qurN1NmkI3G4mTY4TgNOAPZLcALwc+P22kSRJI9zCIEmT7wJgwyTbA58DXgD8Q9NE0oB4upk0AZLMA46uqjP7dz/mVdWtrXNJkqbrtzAcCQQ4xy0MkjRZkiypqv2TvBTYqKremOTSqtq3dTZpCNxuJk2Aqro7yR8DZ1bV0tZ5JEnTJZkPnFdVhwIWhiRpciXJQcCxwIv6tfkN80iD4ksVmG4AABQ1SURBVHYzaXKcl+SVSXZMsvXUR+tQkiSoqhXA3Um2aJ1FkjSrl9OdQvnJqroyyS7AFxpnkgbD7WbShEhy7QzLVVW7rPMwkqR7SfIputPNzgVWdn1W1cuahZIkzSjJxlW1rHUOaWjcbiZNiKp6ZOsMkqRZfaL/kCRNqH6r2fuATYGdkjwG+L2qenHbZNIw2EkkSZIkSZoTkvwXcDRwVlXt169dUVV7t00mDYMziSRJkiRJc0ZVXb/K0oomQaQBcruZJEmSJGmuuD7JwUAlWR84EbiqcSZpMOwkkiZEOs9P8pr+eqckj2+dS5I0XZKNW2eQJK3W7wMnANsDNwD79teSxmCRSJoc7wYOAn6jv74VeFe7OJKkUUkOTvJ14Bv99WOSvLtxLElSL8l84AVVdWxVPayqtq2q51fVTa2zSUNhkUiaHE+oqhOA2wGq6sfABm0jSZJGvA14GnATQFV9DXhy00SSpJWqagXwvNY5pCFzJpE0Oe7s3/0ogCTbAHe3jSRJGlVV1ycZXXIYqiRNli8n+TvgY8DSqcWqWtIukjQcFomkyfEO4JPAtkleT3d056vbRpIkjXAYqiRNvn37z6eMrBVwWIMs0uCkqlpnkNRLsgfwVCDA56vKFx+SNCGSPBR4O3A43fP0IuBEZ11IkqS5wiKRNEGSbAXsyEiXn62xkiRJkqR1we1m0oRI8jrgt4Hv0M8lwtZYSZoYSd4xw/LNwMVV9al1nUeSJOnBZpFImhzPAXatqjtaB5EkzWgBsAfw8f76WcC1wGOSHFpVL2+WTJIk6UFgkUiaHFcAWwI/bB1EkjSjhcAh/RHLJHkP8CXgicDlLYNJkjpJNgb+ENipqo5Lshvw6Kr6dONo0iBYJJImx18DlyS5Alg+tVhVR7WLJEkasRWwKd0WM4BNgK2rakWS5av/NknSOvR+YDFwUH99A10HqEUiaQwWiaTJ8QHgDXTvRt/dOIsk6d7eCFya5It0p5s9GfirJJsA57UMJklaadeqOibJbwBU1bIkaR1KGgqLRNLkWFZVMw1FlSRNgKp6X5LPAo/vl15VVd/vb/9Ro1iSpOnuSLIR/UEwSXZlpEtf0uxSVff9VZLWuiRvpfsf2FlM3262pFkoSdI0SbYHdmbkjbaquqBdIknSqCRHAK8G9gQWAYcAv11VX2yZSxoKi0TShEjyhRmWq6oOW+dhJEn3kuQNwDHAldyzLbicHSdJkyXJQ4AD6bYGX1hVNzaOJA2GRSJJkqQxJLkaWFhVbluQpAmWZCHwCKZ3fX6iWSBpQJxJJE2QJL8C7AUsmFqrqlPaJZIkjbgGWB9nW0jSxEry98BCVun6BCwSSWOwSCRNiCSnAhsDhwJnAEcDFzUNJUkatYzudLPPM3123MvaRZIkreLAqtqzdQhpqCwSSZPj4KpamOSyqvqLJG8B/q11KEnSSmf1H5KkyfWfSfasqq+3DiINkUUiaXLc1n9eluThwE3Adg3zSJJGVNUHWmeQJN2nD9IVin5A1/UZukMGFraNJQ2DRSJpcnw6yZbAm4AldHun39s2kiRpSpLdgL+mO1Z5dHbcLs1CSZJW9T7gBcDl3DOTSNKYPN1MmkBJNgQWVNXNrbNIkjpJvgycDLwNeAbwO8C8qnpN02CSpJWS/GdVHdQ6hzRUFomkxpIcAFxfVT/or38TeBZwHfDaqvq/lvkkSZ0ki6vqsUkur6p9RtdaZ5MkdZK8G9gSOJvphwx4upk0BrebSe2dBhwOkOTJwN8ALwX2BU6nO+VMktTe8iTzgG8leQlwA7Bp40ySpOk2oisOHTmyVoBFImkMdhJJjSX5WlU9pr/9LuBHVfXa/vrSqtq3ZT5JUqfv/LyK7h3q1wFbAG+sqgubBpMkSXqQ2EkktTc/yXpVdRfwVOD4kfv8NypJE6Kqvtrf/CndPCJJ0oRJsgB4EbAX0w8ZeGGzUNKA+AJUau8fgfOT3AjcBnwJIMmjAAdXS9KESLI78EfAzoz8DlVVhzULJUla1YeAbwBPA04BjqXrApU0BrebSRMgyYHAdsCiqlrar+0ObFpVS5qGkyQB3fZg4FRgMbBiar2qFjcLJUmaJsklVbVfksuqamGS9YEvVdWBrbNJQ2AnkTQBZppnUVXfbJFFkrRad1XVe1qHkCTN6s7+80+S7A38ANi2YR5pUCwSSZIkzSLJ1v3Ns5O8GPgk049V/r8mwSRJMzk9yVbAq4Gz6E6hfE3bSNJwuN1MkiRpFkmupTs+OTPcXVW1yzqOJEmStFZYJJIkSZIkzQlJTgTeD9wKvBfYH/jTqlrUNJg0EPNaB5AkSRqCJCck2XLkeqt++5kkaXK8sKpuAY4EHgK8APibtpGk4bBIJEmSNJ7jquonUxdV9WPguIZ5JEn3NrU1+JeBD1bVlcy8XVjSDCwSSZIkjWd+kpUvNJLMBzZomEeSdG+LkyyiKxKdk2Qz4O7GmaTBcCaRJEnSGJK8CdgZOK1f+j3g+qr6w3apJEmjkswD9gWuqaqfJHkIsH1VXdY4mjQIFokkSZLG0L/wOB44vF86Fzijqla0SyVJkvTgsUgkSZIkSZIkZxJJkiRJkiTJIpEkSZIkSZKwSCRJkjSWJPu0ziBJun+SXNV/vKR1FmkILBJJkiSN591JLkry4iRbtA4jSbpvVfXzwBOBa1tnkYbAIpEkSdIYqupJwLHAjsDiJB9NckTjWJKkEUk26U+jJMnuSY4CbqmqzzSOJg2Cp5tJkiTdD0nmA78GvAO4BQjwqqr6RNNgkiSSLAaeBGwFfAX4KnBHVR3bNJg0EHYSSZIkjSHJwiRvA64CDgOe0W9jOAx4W9NwkqQpqaplwK8D766qZwN7Nc4kDYZFIkmSpPG8E7gEeExVnVBVSwCq6vvAq5smkyRNSZKD6LYHT20xm98wjzQo67UOIEmSNARV9ZRZ7vvQusw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CountPercentagePercentage in 2017Difference with previous year
member of a dedicated group for Germany
No11538.85135143.666667-4.815315
Yes18161.14864956.3333334.815315
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "member of a dedicated group for Germany \n", - "No 115 38.851351 \n", - "Yes 181 61.148649 \n", - "\n", - " Percentage in 2017 \\\n", - "member of a dedicated group for Germany \n", - "No 43.666667 \n", - "Yes 56.333333 \n", - "\n", - " Difference with previous year \n", - "member of a dedicated group for Germany \n", - "No -4.815315 \n", - "Yes 4.815315 " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'member of a dedicated group'\n", - "results = count_diff(df, dedicated_research, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Number of projects" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Number of software projects for Germany
0.041.4285711.666667-0.238095
1.04817.14285724.666667-7.523810
2.08430.00000023.3333336.666667
3.07727.50000024.0000003.500000
4.03211.4285719.0000002.428571
5.0207.1428578.666667-1.523810
6.072.5000002.0000000.500000
7.010.3571430.666667-0.309524
8.031.0714291.333333-0.261905
9.010.357143NaNNaN
10.020.7142863.333333-2.619048
20.010.3571430.3333330.023810
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Number of software projects for Germany \n", - "0.0 4 1.428571 \n", - "1.0 48 17.142857 \n", - "2.0 84 30.000000 \n", - "3.0 77 27.500000 \n", - "4.0 32 11.428571 \n", - "5.0 20 7.142857 \n", - "6.0 7 2.500000 \n", - "7.0 1 0.357143 \n", - "8.0 3 1.071429 \n", - "9.0 1 0.357143 \n", - "10.0 2 0.714286 \n", - "20.0 1 0.357143 \n", - "\n", - " Percentage in 2017 \\\n", - "Number of software projects for Germany \n", - "0.0 1.666667 \n", - "1.0 24.666667 \n", - "2.0 23.333333 \n", - "3.0 24.000000 \n", - "4.0 9.000000 \n", - "5.0 8.666667 \n", - "6.0 2.000000 \n", - "7.0 0.666667 \n", - "8.0 1.333333 \n", - "9.0 NaN \n", - "10.0 3.333333 \n", - "20.0 0.333333 \n", - "\n", - " Difference with previous year \n", - "Number of software projects for Germany \n", - "0.0 -0.238095 \n", - "1.0 -7.523810 \n", - "2.0 6.666667 \n", - "3.0 3.500000 \n", - "4.0 2.428571 \n", - "5.0 -1.523810 \n", - "6.0 0.500000 \n", - "7.0 -0.309524 \n", - "8.0 -0.261905 \n", - "9.0 NaN \n", - "10.0 -2.619048 \n", - "20.0 0.023810 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Number of software developers per projects for Germany
0.062.120141
1.08228.975265
2.09633.922261
3.04816.961131
4.0217.420495
5.0144.946996
6.051.766784
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10.051.766784
15.010.353357
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30.010.353357
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "0.0 6 2.120141\n", - "1.0 82 28.975265\n", - "2.0 96 33.922261\n", - "3.0 48 16.961131\n", - "4.0 21 7.420495\n", - "5.0 14 4.946996\n", - "6.0 5 1.766784\n", - "7.0 1 0.353357\n", - "8.0 1 0.353357\n", - "10.0 5 1.766784\n", - "15.0 1 0.353357\n", - "20.0 2 0.706714\n", - "30.0 1 0.353357" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Number of time per year providing training for Germany (without 95 percentile)
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On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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FxfLZrqZCcUmglBMKhUKhUCjet3h1Dx3+Fvoyg7T5my5auVJKjqX6GMyMsKp8MW7dddHKvhQJOYP82oJ7SRbSZIwcj/W9yNuj7130eqSNDNvH9tLsq6fZW4cmLq3wbDWeKuq9tbg1J+XOi6eYAPA5vMwLNDOUHaPV13hRy55NYvkEj/W9xN5YF/Weaq6tuYp6Tw2mNIjmE9R6qnAIfbarqVBcEijlhEKhmLOYUhJJpBmKJkhkcpimxKFr+D0uqoI+KgI+NO2DYTKqUCjOjXJb6M2ZecqdwYtmZp6XBV4Ov8neWBcLg21KOXEaHJpOvaem+Pcbw9sQZ+aiPKP0pAb43tFHubPpZho9tVxqj5jFwXl8Zckvo6FR7rp48x2g0hXifyz8PHmzQOgirrXZZjA7QlfiOC7NyccarufDdetx6S6klBjSBNuCQqFQnB6lnFBckkgpMU2JISWlx+EKAZoQaEJDCD4wD8aZYK71qWlKXtt9hJ+8/h4H+4YYiacwDBO300FFwMdtVy7iS7euQ9PUbsSlhpQSU0oM8+S5JtCEQNeEWruKGUMTGhWui7uDDBDNxTkQP0LKSKOObb902Bc/wlg+Sl4WuBTjtTs1BzXuylkp21proVkpezZJFlJE8nEqXWV0BJpx2YpIIYSymFAozhKlnFBcUkgpyeYLHOob4a0Dx9l9bJBwNEE2XygKra215SxtqWNxcw2ttRU49EvLJPNiMxf7VErJjiN9/MNPX+PIwCiVAS/z6ipxOnQKhknBMPF73KesR94w6BuJoWsazdUfvJeluYiUkky+wNHBUbZ39bHzSD/haIJkJofLoVNd5mdhYzWXzWtkcXMNFUEfmlJSXBTUeplZpJQM58Y4nuqfFcWI4twomAYH4kfIm4XZroriEkFKSUEaGNJAFzouoYJeKhTng1JOKC4pUtk8P9y4gx+8up1wNDntdQK4ZlkH3/jCLZT5PBevgpcgc7FPcwWDF949yNHBMaqCPn7zzg1cu7wDv9tFJl9gNJ4i4HFNu7supSQcSfDnP3iB5qoQX/vsRy5ofRWnR0rJcCzJgxt38MSbexiMJKa87uWdXXicDn7rrg3cvX4FLofadbrQvB/Xy/7YYbZF9mBIo/idLnRWhBaxPLRw2nSDmWFeHNxMnaeaG2vXkTPz7I8f4Viql2QhjVtz0eSrY2nZfPy6b8I9yJAmQ9lRelMD9GWG2B09SMpIo+c1Hu59Dq/unlDWwkA7V1Qsw6FNfBWTUiKRhLOj7I8fYSgzgiFNypwB5vmbmR9oRRf6lPe/jJHl2YFNmNLk5rr1BBw+EoUUe2KH6MuEyRl5gk4/zd56Fgbb8GjuYj6bhrbSnRpgffXltPoaGM6NsS92mMHMcLH8zmA7Hf5mBJOtm6SUmEiGs2N0JY4Tzo6QNjLoQqfcGaTD30y7vxnHNHWfLZKFNN2pfvozQ/SkBtgT60Ii2Tq6i7FcdIKC1K/7+FD1FdR6JlomRHIxnhl4jXJnGTfVXY0udCL5KLujhwhnRzDt/mv3NVk769oJF59xq5pIPs7hxHH6MmGShTQCQcDho9XfyHx/K17dPWW/SSl5degtetIDE7736B6uq7nqlFYU28Z2sy92mNUVS1kcnEc0n2BP7BD9mTB5s0DQ4Wd+oJX5gRYcwjFl+bujB9kZ3T9hrTmEg1XlS1hcNm/asvvSYV4Jv0mjt5brataQNXPWWkv2kTJSeHQPzd56lpTNw6d7p227IU2Op/o4mDhGJBeb1uKlxl3Jh6qvIODwTVunM0FKyUguwoH4UWKFBLF8nMOJHgDi+SRPD2ykYvSEQtIpnHy4bj2V7vJJ+UgkQ9lR9sUOM5wdoyANQs4A8wNttPubTrlWXg6/yWBmmA01V9LoqSVn5jmYOMqRZA+pQgaP7qbBU0NnsH1GXWyeH3id4dwYN9VeTY27kr5MmP2xI4zkxjCRVLnK6Qy20+ytn/I+Md52E8nxVB+HEscYy8UAqHKVsyDQSrOvAc1OK6Vk29hu9sYPs7RsAavKFxfjwKSNDC+H32Q0F6HF18D6qtXFE1HyZp4tIzvoSQ+wpnIl8wOtk/q+Jz3A4UQ3I7koWSOHU3NQ7gzS7Kun1deIT/dMqP/4Ws2aOQ7Gj3LUfi64NCdN3jo6gx2UO4PACStjU5rsjx9hR2Qf11RfQcgZYOvYbkayY8wPtLIi1IkmNLpTA+yI7MWQBstCC4v3+ZP7bTaeDaVlD2ZGOBA/wnBurNhnZc4gzd462v3N+HTPhPafC0o5obhkKBgmj27exXdf3Eoyk2Nxcw1rOltpqSnH6dCJpzMcD0fY3zvEwGiMpa11uJ1qip+Kudqn8XSWo4NjSCm5fEET1y2fR8hv3fCcDp2g132aHGBgLM7uYwNUBs/vRURx/kgpOT4U4R9/uolNu4+QNwwaq8pY2d7A4uZaQn4PyWyOw/0j7Dk+SMEwWdhQjVNZPV003m/rpS8T5rWhraSNDDmzQNrI4NQcuDTnKZUTQ9lRHu59jnn+FhYE2nis70W2j+0hZWQoSAMB+HQvC4NtfKrl1gnHkiYKSX7S8wy7oodIGxnSRsb+PsVLg1smvazdXJdnVfmSSS9i8UKSl8Nv8lJ4MyPZCFkzD0h0oVPm9LMytJiPN91kvfyflGfWzPHswGskCikur1jK0VQvP+5+hiPJHtJGBkOaODUHla4Qv9P58ywItBXTvjm6k9eHtxF0+ulO9/PT3hfpT4fJmXlMTBzCQYWrjGtrruL2hhsIOCYqZ4ayozzS+zy7ogeI5ONkjRzSFhIdQifoDLCqfDGfbL6FWk/VWY7oheO96H4ePP4kiUKKjJEtjtve2CEOJo5OuLbGXcHS0IJJyoloPsGjvc9T56lmXdVl7Ioe4LG+l+hLh8mYWaS03C1afA383qIvUuepLqZNGike73uFt0Z2MJaPkjKySGkClptEwOFjYaCde1pupd3fNGWAzt2xQ2wb201BGmSNHFkzR7kzyIpQ5ymVE+9F9/PT3pcwpEGykObh3ufoTg2QNbOY0kQXOiFnkKsqV/CJ5o9OeSxpd3qAjUNvkzay5O215tKcBBy+UyonBjJDPNz7HIuCHbT6Gnms7yV2RPaRNtL2WhP4HF4WBTv42ZbbJh1LKqVkLB/jsd4XeXN0B8lCGl3oSGmStPMA8GjuYl2urFhx3soJgAPxI9x/9BHyZsH6J/MApIwMrw9vmzBGPt3DmqqVE5QTUkrihSTPD77BxqG3Gc6OkZuwzgNcXrGMn2m8kXpP9ZRj/sbwNraN7abV14ApTX7c8yy7ogeJ5xMUbCuOoNPPva23c1Pt1efd5nFeHXqLPbEumr31vBvZy1P9GxnKjpA3C5iYODUnVa5yPlp/DTfVrsfnmLyZFc6O8FT/q7w1+h6RfIyCaQDSVg6U8aHqK/ho/TVUuysA6EkP8njfS4xmIywOduCzjxXuS4d5vO8lBjLDzAu0sKp8CSFbOZExcjzdv5GjqV6WlZ2450sp6U7381T/q+yM7Ceaj5M18xjSQEMrzt1ra6/i3tY70EtihZiY7Isd4dHe5+lKHCdhpO21KvDqbhq9tdzeeANXVizHYyujTWlyKHGMR3qfx6k5Gc6Osmn4HdJGhgpniE+13EKDp4b/OvowfekwhjRo8NTw+fY7uaJi+YQ5P1vPBiklSSPFM/2vsXFoKyO5CHkzj7T/cwgHfoeXOk81vzL/07R4G85rjinJTXHJEI7EeW7bAaLJDOsWt/KH99xIW23FpOtS2Rx7u8M0VpapXdfTMFf7NF8wSGZyAFSV+fG6z+5WZUrJ7mODpHPKNHcuEE9n+c/n3ualHYfQNY31S9r50q1rWdneMOkBOhJL0jsSo7Opek7trr6feT+ulysqltPkrSdZSDGQGebhnueIFaa21pmKcHaUb3X9gJ70AMtDnbT6GnEIneOpPraP7WHb2B5MafLrCz9LpcsSOjyam/VVl7M0uACJZE+sixfDmyl3lnFX84cJ6BOPwmz01eE4KWZO2sjwWN+LPNH3Cm7NxeUVy2j2WTuQQ9lRto3t4cXwZkZzUX55/qepm0bIz5sFdkT28fzgG2SMLKvKl1DuCpI3C/Smwwgg6PRPtn5Asmn4HYayo3h1DxtqrqLaXU6qkOG96H66Et083PMcVa5ybq5bPyHIX14WOBA/SryQYklwPo3eWsqcAbJmjsOJbnZG9/P84Bu4NTdf7PjEnFnfrb5G7my6GSkliUKKJ/pfIZwd4eqqVawsX4TGCcHQo7upL1EsnEzayPL68DYe7XsBt+ZiTdVKAg4/aSNDT2qAGndlUWgZx5AmR5LdhLOjzA+00OprpNwZxETSkxpge2QPb47uwMTkywvuI2TvzJbyieaPckPNWpJGml3Rgzw3sOms+mBHZB+bhrchMbm6ahW17kqyZp59sS72xQ/z7MAmyp1BPt508yS3hXWVq5jnbyZRSNOfDvPjnmeLCp4zoT89zLe6fsBAZtheaw3oQudYspdtkd1sHd0FwK/Nv5fyEhepnJnn6f6NPNH/MhXOMu5ovIF226rnYOIozw+8TiQfY1loAXc1fZgGb82MnV7S4W/m0y0fK/59NNXLY30vUeYMcGv9BmrdJ9alQ3NQ7Zr4XpU2Mvyk5zme7t+ILjRWlHfS4W/GIRyEMyNsj+zh+YFN9KUH+fKC+yYos0oxkRxJ9vJSeAsH4kdZFOyg3lNdtGAay0WpdVfN+FqTSJ4ZeI3jqT5q3VXcWHc15c4g8XyS7ZE9dKcG+GH301S5KlhfvXpC2mg+zvePPcbrw9uodVeyofpKatyVmNKkJz3Au5F9PNL7PNF8jM+330XA4aPZV4dX99CfGSJtZIvKid70IPF8CrfmIpKLEc6MFtdHopBiODdGmcNPbYmCrjc9yLe7HmJP7BBO4WB+oIUW20oiY2YZyAwzkBmi2VuPXqIUkljHxX6760G60wO0eOv5UPUVhFxB0oUM++NH2Bc/zL8f/hHp1gw31q2bYPlQMA1eHXqLCmcZt9Zfy8HEUd6LHuCp/o14dBcVrjKurFjOjuh+DsaP8kr4LZaFOosWd7P5bChIg41DW/lRzzM4hIPVFUto9tbj0pykjAyDmWG6EscpmMYki4tzQSknFJcMo4k0A2NxHLrG9Svn01JdPuV1PreLKxY0nzY/KSXxdJZYKks2b72Uu50OQj4Pfq/rjHzdzzWPdDZP32gMp0OnsbIMXROksnnGEumSfHRCfu8p3RfOl7nSp/mCQTSZIVsokMsb9IxEiaezAMSSGQ71jUzYRXc7HTRVh9A1rViuYZokM3lS2RzRZIYt+44BkEhnOdg7NKnMMr+HmrIAQkAik2NgLI7H6aChsmxCLItYKsNQNIlpmlSH/JT7T5iXGobJYCRBKpujqsxPReCE8DEeyyOWypLK5igYJkKAU9fxe1yE/B50TZt2bE1TMjAWJ5nNUV8eIOjzYEpJMpMjkkyTyxsIYfVFmc+D3zN9/0opyeQKRJJp0rkCpmnisi1Qyux6XChMKXl5ZxevvNeFANYtbuUrP3sjjZWTd+DAUkZVlfmnbcds9mkqm6N/NI7LXrdCE1baRJpcwUDTBAGPi/KAF8cp6lHannMZl/O9f5zPejn5dJzz6dNsvkDfSIyCaVIZ8E477uN1jiQzDEeT6LqgoaIMr3t63+4yZ4AyZwCAwcwIzw5sOivlRDQfJ2/mua/tZ7im+goCDj8C64X3+cHX+WH30+yNH6Yr0U1FRQghBG7dxeqKpVa/SBNDmrwY3ozP4WF91Wqq3FPfX8cxpMmOyD6eHdhEmTPA59vvZFX5Evy2UiNr5lhbtZJ/6/ohu2MHeSm8mU813zLJLWT82sf6XqbD38wnmj9Ci68et+bCkCbJQoqcLFDtmro+B+PHWFw2j59rv4tWXyMuzYmJyWBmHd889AC7Y4d4bXgr19ZcNUHQrvdU8/Mdd+PR3dS4K/HrPhyajilNovk4P+l5jif7X2FndB8juUhxV3S2afTW0uitBWA4O8bG4bcJZ0dYEGznupo1U/bvdIzlojza+wKrK5ZyW8N11LmrcGpOCrJAvGC5TQYcE+d50OHnnpZbyTXlqXNXU+YMFIMopow0Lwy+wUPdT7E/doTuVD8d6bnDAAAgAElEQVSh0ETlhBCCek91UWliSJOXwlvOqg8OJ7tp9zfzxY5PsiDQiltzYSIZyY7xH0d+zNbR93h9eDs31K6bNG7lriDlLqtO/Z5qnup/9ayUE2P5KAVpcF/bHayvuhy/w4fA2iV+un+jbY1zkGOpvgnuCaO5KJtHtqOhcUfjjdzWcB0OzYGUkpXli3AKBz/qeYbRXJQKV6ioRDxfhBA0eGtpsOcMwNbRXTzW9xJe3c0VFctZEGybNr2UkrdGd/JyeAtu3WkplmrXEnT4EQgyZo4D8SN89+jD7I4e5PG+l/n5jrsnmfiP8+LgZqrc5fz6ws/SGejA7/ACkpSRIVVIX7AApQfiR7i8Yhn3tt5Oo7cOh9AxpMHV1av5dteDHE32smn4HdZWrSzWPW/meWFwM2+Pvsc8fzNf6LibhYE23LabU6KQYsvIu/z3sZ/yxvB2VoQW8aHqy2ny1uPTPQxmhotzK28W6EkN4NB0lgbmsyfexbFULwvtvu9LD5I1ciwItuGxXQ3i+SQP9z7H/vhhyp1lfKrlFq6sWE6ZM4hT0ymYBkkjTSyfmGBxJKVkNBfh4Z7n6MuEWRHq5PNtd9Lmb7LvcZYy6Kn+V3hm4DUe7XuBNn8jCwPtxTxMTDJGhrvaP8GK8k66U/381d5/ozvVx7xAC1+a97NUuytoHWnk210PMpAZZiwXxeutnfVnQ9rI8M7YLkxpcl3tVdzbdjt+3bJAkvZcG8tFMaRJ5QzMN6WcuMSwXirDFIwBpLTMoMbRhBuXczFCvD+HVdqnSAgETk3nfOT1TC7Pmwe6eWH7QXYdHWAklsSUkppQgBXt9Xz48k7WLmrB5Zi+L88nj/29Q/z+fzxBTSjA33zxY4zFUzz25m7eOdRLOJIAIagu83H5gmbuWLOElR0NF0SAnCt9enhwlH9+7HUGxuKMxVPE01nyBcsk85l39vP89gMTru9squGbX7676OphSsnOI/089NpOuoci9AxHiKcty4vN+47x9t90TyrzrvXL+e07r8XjcrDjcB9fuf9p2mor+Oufv42mqpDdP/DM1v3802ObyOYLfPEja/jSrWvR7Y6KJDP8xYMvsKc7zO/cuYGfWbcMsCwF3u3q460D3ew+PkDPkFUfTROE/B7m1VVyzbIOPnJ557Rm9Nl8gb9/dCOb9hzlK/fcyO1rlvD2gW6efGsvO470MxJL4dAFNaEAaxa18Mu3rpsyFohhmuzvGeLprft451APfaNxcvkC5X4vnc013HTZAm5YOZ/AGbjKnAuRRJoXth8kmsxQGfTxhZuvnFYxcSrmQp/u7Q7ze//+BM3VIf72F26nfzTGo5t3s72rl5F4Co/Lyby6Sj58+UI+enknIb93ynrA+Y3L+d4/zme9nKwQOJ8+HYmn+OPvPUNX/wi3r13CH95z47T3uWze4IFXtnP/C1tpr6vkG1+4hYWN0+9gzwSXVyxjQ/WVBJ0nhMmAw8faqsvYOPQ2x1J99KXDFMoNnDPw3M0aWds8PsO11VdxddVqNCGK1gke3c3ysk7WVl3G47YJ/I2166bcVZVI3LqLz7R+zIoRYa83B5z2SFOP7uZjDdezINBWTKej0+CpZX31anbHDhV3ZUsFNF3oRfPp0vWtCY1yZxnrq1bz3MAmkoU0Q9nROaOcmEkK0qDGU8knmj8yYcfagT7JYmIcTWjM95/why/tO7/Dx7qq1Twz8BqRXIz+9BDLQ50zXm8J3FK/gWVlC0rGXFDjruSa6ivYGdlPJB+9YOO2pnIF11Rfgb/E5SLo8LO+ejWbhrfSkx6kLx1mWdnCouJmIDNEvJDEoTlYHuosCmJCCJw4WBScR8Dhs67LJ6Bkrs4mGTPLpuFtJApJrq5azU21V0+4x3h1N8tDndxafy3f6nqQraO7uLluPe3+pinzy8k8dzTewFUVK0BQvF+ENOeUVjYzRZkzwMcbb6LV13hingsHHf5mrqpcwZFkD+HsCLF8oqggGclF2Tj0NhqCm+rWF+fbeJ0DDh/rqlaxeeRdtkf28M7YLlaXL6HSVUalK8SeWBfRfJxm6kkZaY6l+gg4fKyuWFKMVyKlRAhBb3qQnJmjxVePxz7WtTvdz1sjO9GFzq0N13Jz7dU4NeeJOa/ruHUXFSdZ2EgkhxLH2RU9SNDh547GG5kfaD2RTghq3ZXc3nADe2NdHEwc463R92jzNU2wvqh0lbMw2I4udFp9jVS6QoSzIywOzqfaXYEudBo8NQQdfpJGuqiIme1ng0SSNax3BJfmxFsSi2M8No5fn/5952x5f0qx71OkzBJPPU4s+QCmnKyVdugN1FX+b3Tx/oy0Xu73UhMKEI4meetgNxuWd1BbHjjrfGKpDD949V0e2riDWCpDyOexhFwhiKUzPPX2Pt460M0nr1nBp69dhX+KncfzzUNKSb5gMhJP8fTWfby04xDHhyKEfB4qgz7yBYOBsTiPvrHLEpzvuZHV85sm7VqeL3OlT03TxDBMgl43Qa+bnH2iQzKbp6rMR1NVaML1rTXl6KV9IWEskSYcSeB2OphXX8XBvmGSmRzlfi/tdZN9bhurQmj2kZVVZT7K/V6Go0nCkURROZHN5618sjkEgj3HBzFMybhhRSqb4+jgGLoQE8o41DfM3z+6kWPhMXxuFwGPi5qQH4m1M/3G3mNs6+qlq3+EL9++npDfO0kxJJEUDJNcvkD/aIznth3gm09uZjiWxO92EfS5yBcMuocj045ZvmDwys4uvvX0Fo6Hx/B73AS8LjSvm0y+wBt7jrLtUC+7jw/yix9dQ1XQd9ZKg1MhpaRnOMq+njBgWU0sbq45pzLmQp9KKckbBiOxFD/dspuXdhwiHEng97ioCvpIZfNs6+phb/cgXf0j/PKt66gITA7kdr7jct73j/NYL5P65Dz6tCro40NL29nTPci2Q70cHRhl/jQKh5F4kk27j1AwTZa01E5r5TVTuDUXy0ILJ/mnCyEod5YVhahkIYVpxwc4X8byMboS3Wjo1Lgr6E+Hp62bhsZQdpRYPjHlC6iGoDPQRpu/6azXW427koUliolSxssqmFaMgpMRQmBKk3QhS9a0YhCY0sREEiskcGoODGna/vXvP5zCwcrQImrclWfV7+OB/7JmjoyRJS8LGNIsWp3oQkdi7XpeCMqdQRYF502qsxCCWk8luqYXd1ZnGo/mYlloAb6ThBshBBWuEF571ztZSBVjmIClDBsXzsyTAmAKITDtbwUa57XzMsP0p4foz1hre1XFkiljMmgIOoMdVLnLieRj7Isdpq1ECVBKk6eW5WULL7qbVJO3jvYp7i+60ItuLXkzT9rIUoH13BrMDNOTGiBkW7b1TXGPk4BHdyEQ9KQHyJg5PLqHVl8ju2OH6E0Psiy0kGQhzbFkH80+KxBjwOGjPzNE0kjj0730ZcIYSJq8dbhsS6BD8eMkjTT1nmqurlpdPPL1ZE5ukyEN9sePkJN5Wt2NLC2bP+VaqXZXsDDYzuFkN7uiB+3YPCfmtV/3nggYibCtXKDWU1Wcyy7NiUPoZMxsMcjsbD8b3JqLxWXz2Rc/wmvDW3HrLtZVraLWXYVX91iKkhmcf0o5cQmRL/QQSXwLl3Mpfs+NCDHxRq4JL5qYOc3VXKOuIsBVnS0c7BvmlZ1dlHndfOJDK1jQWIVDP7M4CAXD4Km39/HAy9tJ5fJ8eHUnH1+3lI66SjRN0NU/wuNv7uWlHYe4/4V3qAz6uGPtUpwl+c9EHuOMxJJ878WtVJX5+fLt61m3qJXygJeRWIrntx/gwY076Oof4UebdrK4pRa/59Q7XmfLXOnTzqYa/u6X7mDcEmhgNM6ffv85dh0b4IaVC/jy7etxOk5onzUhJgTm1DTBdSvmcfUSy5wvlzf4rX97jHcP93H5gib+/HMfnVRvh6bhtONnVJf5qQ0F2H18gHA0UdS8R5IZDg+OEvC4Cfk99AxHiSbT1IQsIat/NEY8naWuPEB9xYkdio66SlZ2NLB6fhOr5zfR2VRNZdCHYUr2dg/ywMvb2Xqwh6e37uO6FfNYv7R9gu92Kaa0drOf3rqfuvIAn73xcjqbqvG5XYzGU+zrDtNYVYbXNdnEfdexAb755BscC0e4ekkbn/jQCpa01OJ2OugZjvL01n08/uYeHnnjPerLA9x7/WpcMxjwVEroG4nZu+caKzsaztlCY670KUA4muC/X3qH5W31fOmWdSxtqcXl1DnUP8KPXtvJxl2H+emW3SxsrObjVy+btPZnalzO9f5xvutlpvrU5dBZv6SdRzbvonckylsHummrq5zyiOA9xwc5OjhK0OvmmmXtuJ0XNvaNR3dT7aqY8oVLF1rRNcVkZhQTAEOZUTJmlrzM84PuJ/lhz9NTXlcwDdtEODutkK8JjQZvzYRduzOl1l057Q6aw7YQkcgp2z6cHWNX9CD744fpS4eJ5OOkjQx5s0DWzNnBEl0ThMz3Ey7NOW0Aw1ORKKTYHT3I3lgX3al+xvIxUoU0ObNAzu43p+a8YL1W5a6YUkgGa8zHV4ExQ4q4UrwOL5Wu8lOsNasvDUxKrYVrPVWEnAH600PsiOyl3ddUjOGSNXLsiR0ikU/S6m8k5Dz7TZcLRSQfI1lI4dbcVLnKJ8Q0GUcIgV/3Uu2qYDg7xlB2BBM5ITjjOHWe6tNaQ10I6txVU7oNCCiOg5RygvJ2ID2EiUkkH+efD/73tK6oObOARJIspK1AlULQ5m8ErOCYAMPZUUZzEa6uXkWdp5qQM2h/F0W4YCg7hl/32opCaxOsP2O5LAYdfho8NWfcVkOaDNhpK1xlkxRpxbYLQb2nBl3oDGdHyZgZAnjtfhF4TjpxZ/wdZeJJTsJW8sri6SCz/Wxway5urF1HfzrMO2O7ebjnOV4Ov8ll5Yu5rHwxS4PzqXCFZkxBoZQTlxCmjGLKNBXBX8PtXDzb1bnouBwOPnnNSnpHorz63mEefmMXbx3o5qqFzVy3cj6LmmooD3hx6lP7eo+fGPDIG7uIpTN8eHUnv/Xxa6grESqry/wsbqnFlCbPvnOAhzbu4Ir5zbTVVcxYHqUUDBNNaHz5Y+u5adUCNNukuTLoo7kmRP9YnCff2st7RwcYiibwe6aPun2p9imArmn43CVBx1zO4i6tQ9fwup2nDMQphMCh60WFiq4ViumtvE/94K4I+GioDLKtq7foA+/QNMYSaY4MjLK4pYaqoJ+tB7vp6h8pKicOD46SLxjMb6jC4zpxOy3ze/jNj1+Dz+3C5XBM2LSpCfkp83r44+89Q99ojD3HB1nT2TKtUkBKya6jA1y9pJ3fuWvDpF3tNZ0tRWVKKfF0lh9v2smxcISVHQ389p0bWFCyK10Z9DGvvpJ4OstTb+/jsTf3sGH5POY3zFwUfcM0CUcTmFJS5nHTUBE8o1guUzEX+nScgmFSHfTz63d8iOVt9cXvK4M+2morGI2n2NbVy+Nv7uG6FfOpCZ0w2Z3JcTnX+8f5rpeZ6lMhBAsaq7hiQTPPbtvPK+8d5qZVCydZWBQMk1d2dpHNG3Q217Bq3tlbA5wtutCLftAXi7SRwbTd7KYKnHgybs017TUCcc71d+tutGkUe9NhSpOD8aM82P0U++NH0IVGlaucBo8VQ8Gje0gWUmwcevuc6nSpoAltwjGhp0NKSX9miAePP8m7kb0UZIFKVzl1nmrm+Zvx6lYMl03D71wwqwmwrBf0KYTki4FD6Li06ePHTEeVK8RNtVfzUPdTPNH3CkPZMebZZuoH48d4c2QHfoeXm2rXTQpIOZvkzDwF08CpOXBOczwrWPfi8TWcMXMY0phSoHRrrmkV8RcSj+4+61JTtpuCw3Zf0LVTK5krXSFbOSZo9tbjFA56UwNIablZmJi0+5sIOQPUe6p5e2wXo9kIOhpjuSjlzqDlXoVAAmnDsvby6p5JwYhPhUSSMbKWguE0AR+9ttWHIU0yxsQ1O51CwFJQTZ/nbD8brDgrNfzCvE9yZWQ5r4bf5liql5fDW3hjeDstvgY21FzJhuorrNgpKiDmBwkXmgghPsDD1lRVxm/fuYHm6nJefPcgx8Nj9AxHeWbbARY1VXPdivmsX9JGR33lJN9lU0r2Hg9zqH+YkM/LLVcsmvQSLISg3O/l42uX8druo/QMRdmy/1hRkJ6JPE7mioXNXLGwuShYjON1OVk9r5Fn39lPJpcnHElMaW59vsx2n84FdE3QVleJ06HTPRQhkyvg97joHY4ylkixsn0ZTofOxl2H6eofZd1ia8f56MAYBcNkfkPVREsOIagITB33QBOCRc01VIf89I3GGImnMOSp98NCfg+fumYlrVOcpCKmMac7PhRhW1cvmia4adWCKedOwOvm+pXzeX77QcLRBO8d7Z9R5YQpJQk7sKnL6TgnoXecudCnpaxZ1ELHSX0qhKCuPMD1K+fz3tEBuoejHOwbmqCcmOlxme37Rynn0qd+j4trl8/jjb3H2HV0gIN9Q5PuIcfCY+zpDmNKyYalHYT8FyY+yoT6cvEtwR2atUPt0pzc13rHaWMLCGG9KJ/iinOqh7AyP6s00XyCH/U8y87Ifpq8dXyi5SMsL7MizWtCQyA4nOzmjeFt51SnS4mz6TmJ5Mm+l3l9eBvlriCfaPwo66ouI+Dwo9v9FsnH2BHdRzZ74ZQTVrCC2XN9OBfh2iEc3FC7jpSR5vG+l3lxcDMbNR2Bhkd30eSt47raq846qOmFxikc6EK3XHdOYXllSkleFk6kmU55JIr/u6icy5g57XGocIX49YWfnXCqyVRoQlhuPQLKnEGq3RWM5qKkjQzHkr34dC/1nho0NNr8Tbw+so2B7DC6phPNx+24DuV2fcFpK8HyZuGUGxBTtXXc4mt8TKYjZxYAiYYotrc0p3NhLjwbBIIKZ4hra67iiorlHEocY+voLnbHDnEwfpTuVB/Hk33c13aHddrHeczJubNaFafFqTfidi4ilvoJIf9n0ISfCRNMaGiiDHEOZpyXCkIIGqtC/Opt67h59ULePtDNxvcO09U/wruH+9hxuJ8n397Lx9cu42NrllDmO6HhzBUM9vWEMUxJTcjPwsbpjypsq6ugsSLIwf5h9hwPUzBMHLo2I3mczLLWuikDGQKUB7xoQmBIecGO+ZvtPp0LCCGY31CF1+XgWDhCJpfH63Ky5/ggUsKi5loM06rv4YERsvkCAugejiCE5XIwlcn7+OkSuYJBwTAxTFk8KWHcXC9fMDidrW5NKMDKjoYztjowTUnvcITBSIIyr9uKpxFLTnmtx+lAE5DNFTgWjpxR/mfFDL8zzVaflqJpgo76qilPixBCsKytDoeukcnlOTIwyvol7cCFGZfZvn+Uci59KoRgzaIW5jdU8u7hfp7fdpB1i9rQ7XuDYZpsPdhN30iM2nLLDW0qF7n3A1Wuclyak4yRJZKPTQiSN9fpTvWxP34Yt+7ktobr2FB95QTXhnHz7rwsMPVsnRucdK7NBS9vJBthR3Q/JibX1lzFbQ3XTRZo8uJ9G6PjfJFIUoUMPoeX22rWMj/Qgi40fLqXWk8Vla7yc3JtupCEnEF8Di+DmWEiuTimNCe5AUkpSdsnIDiEg0pX6KxdheYi1e5KBFYsikQhxfxA62nTjBN0+Gj01tKTGqA7PcBAZtg+HtY6waXD34xTODie7MOtuUgW0jR6a/HYLi9CiOIpFPFCktFc9LQnKI2jCY1a+2jOSC5GxshOaZkgpWQoO4ohTcqcwWJ8ifNlrjwbhBDo6JQ5A1xesYyVocX0pgd5ObyFZwc38XJ4C5eVL+LqqtXn9e6nlBOXEKZMYJhREpnnSaafQtcbJpzM4dBqqS7/Orq4cNF55woup4OlLbUsbKziY1ctZvfxQV589xBv7j/Ogd4h/vWpzWTyBe67YXVxR9swTYZsQcDndk449nFS/g6d6pCfA33DRJJpMrk8Aa97RvIoxalrVAS8E4M7llB8yZdccB/d2erTuUJ7bQVet5OekSipbJ4yn8nenjBel5OWmnKklAS9bo4PRYgmMxQMg9F4isqgj9rywAQtsZSSkXiK3ccG2HXM8pUfjadIpHPF41KHSoTS042s3+2izHfmfWWYJkPRFKYpiaWy/N3Dr07rFlMwTDK5AkIIEpnsGZdxJggh8NvWEvmCQTp37i/Ys92npbh0ncApjm6tCHhx6BrZfIFI8kTw4pkel7l0/4Bz79OQz8P1K+dbytAjfRwZHC26usRSGbbsO04uX2BFWz3tdWcXaHA2GT8+T8rT77YBVLsraPDUMJqLsjN6gOtr1xaDAc51Ivk4BdPApTlp9tVPEqRMJIeT3RckZsFMIoRmBVDE3l29wOsmVkgU3TVafQ1THhd5LNl7VkdzflCQSPbGungxvJklZQu4u/nDpzW5nwvUeaup81QxkBlib6yLNZUrJ8X7kEB3aoCh7ChBh3/CqQqXMo3eWipd5UTzCXZFD7C0bH7RmuF0+B2WlURXopv9scPECyk6g+3FI6PrPFWUOQMcS/UVhfcWX0MxvYZGR6AFh3AwlouyM7qfa2uuOiPllUPoLAy04RA6w7kxjiR7WFw2b5J1QKKQoitxnII0WBhsxX1K64UzZ64+GxyaTquvgU+23MJ70QMcTnbTnRpgbdXU8VHOON8ZrKPigqPhdi6eNt6EppUjeH/uKE2FEAKXw0FNKMD1KwKsW9TKu4f7+NZTW9hxpI+HX3+PtYtaWDbuEy4hn7ci32qaKO7MTZf3+E64tTtrzlweJeh2kLm58tCZlT6dI1QGfTRUlrGvO8xgJIFD1+gdjtJeV0G530PQ66Y84OV4eIzReIpULs9YIk1dRZCakL9oEWuakh1H+vjuC1vZerCHgmHi97ioLvNTEfDidTtx6hpbD/Ywlpgc7X4qHI6pY35Mh8Q6aWQcU1onKkxHRcCL0MS0ASDPFV0TVt8AiUyOcCRxVqaU48yFPi3ldG4fmtDQNSugVd4wit/P9LjMtfvHufapQ9dYt6iN5ur36B2JsWn3UdrtwJjjbjA+j4v1S9vOWaF0sREIQk5LaZkopDic6KbGXTEh+J3E8iEe7zOf7uXa2qs4kDjKrugBnht4netr1+DXfbawLzGkSUEWSNinJtS4L6yrzpkScPjQhUZeFuhPh1lSNt9Sjkkr0n1XspuXw2/OdjVPi0/3FIPTHU52kyikKXc6iqdpnDxm54vf4cUprPXdmw5TkAUrDgECQxoMZkZ4dnATqUJmChPxDzamlIzkIqSNLLF8giOJHuo81UVhUyDQhIZbd50ytsPFJujws65yFQfjR9k69h4rQp2sqVpRnAfjwRefHXiNgjToDHbQGeyY5VqfP0JYx21+qPpynux/lVfCb9Hub2J1+VLcunXKhERiSIOcWSBeSOLTPUXlg0Nz0OStQyLZEztkHxPaUHRf8NoneuyLH6bMGcClOWnzNZZUAOb5W1haNp/3ogd4rPdFqlzldAbbcWoONDTMYvl5QBJwWEoOTWgsCnawKNjBvvgRnu7fSLW7gqrxQK4SUkaaV4feoivRTZkjwJrKlXh014yc5jTbz4ZxK55yZxkuzWmdlGPfE03MYuBSAJ/De94Gs+pOdwnh0BupCP7G9BcIgeDSeHG7EHhcTtZ0tpLK5vmj+4cYS6bZfXywKEgLIYrR6guGSTZfmPal3zAl6awlRLidelGonok8JjA3npXTcjH6dK7gdGjMr69i97FBuociFAyDZCbHyvYGgl43fo+LttoK9vcMEY4mSGXzxFIZVrTXUxk8EQuhfyzGt57awtsHuqmvCHLX+uVsWNZBRdCLQ9fRhKBgGPzOdx4/Y0H6bBECvLbFQlWZj9//xHUsaak7bbrADJ8GowlBfUWQkN9DJJlhf+8QqWz+rE+dmQt9WkrBMMkVpvdZzRcM8oaJJgSeklgkMz4uc/z+caYIIWipKWdNZwuPbN7Fpt1H+NiaxdSEAmzee4x4KktHfSVrOltPK2CMH8cYyycoSIO8WWAoO0rWzGFKyWguypFkDw6h4xQO3LqLoCNwVsHRzpQ6TzXN3np60gM80vs8qUKaancFEknayFLrrqQj0IxubyroQuOqihXsr7aOa/tR99MciB9heaiTkDNAQRqM5WJ0p/o5nurjxrp13FJ/7YzX+1xo9tbT4K2lK3GcZwZew6U7qXVXYUiDY8k+XgpvIVlIU+aY+tSEgmlYVgRGjoIsUDANovk42Gb7x1N9xPMJHJoDh9DtIJsz/77j1lx0BjvYE+vi3bG9POx8jsvKF+HUnOTNPCaSxcF5RYHpfKl2VdDhb6I/E+a1obepdIVo9zWBsE422Di8ld7UIBWusqLQUYopJclCipSRpmAWyEuDgcwQpvx/7L1nkGTXdef5eza9z6ysLO9New8PEN7SASRFUis7okahmJU0mvkwOzEb2t2J3ZmYjZ0IzcrMalxIohxFUiRFEoaEI9AO6EZ7W13eu/T+mbsfsrq6C1UNtKkGGkT9GAx0ZeZ779773n333nPP+R8LE8FkaRaHrKMttZtHceFW3TctTHw1a/W1mfICVdvAFjYLldRSX1PRJAWH4sCvedb0DrkZFEmm09NMwhljuDDO/33hv6HJ6vJutiorRPQgm/xd3BfdTaMrvi71Xg/uimxjID/CW/NH+ebo9xkrTdHtbUOVFGYri7w9f4QLuRHqnTGea3j4Y8nGcTtwyDpP1j/AaGGKU5kL/I/h73IidJ4eXztuxUXFrpKsphkuTDBfTvL11s+yPVjbkJWQaHDVoUoKF/MjyMi0uBPLY4JT1mn1NHAkdZqB3Ah+zUtEvxK2ISER1gN8tuER5ipJRotT/OngX7MrtHlZfLZsVZmrLDJSmKTd08QvtDyzfHzUEeK5hodZGElzaPE4FbvKvdGdBDQfZavCqcxF9i+8hyUsHo3fwyZ/F7Ikr4tx4uMeG+bKSf5k8K+oc0To9rVR76hliLGFzXwlxWrGQoUAACAASURBVOHkcSZLc9Q5IvSv4VFyo2wYJz5B1LQkNAxzhFL1MLadx+18CF3twbZTgIYkfXqNE1Dbve+oj+DSNYqVKrniFXdoTZFpidVeVNlihbl0nqBn7TCEYqXKVDKLIkvUBb04NW3dzvFJ43a36Z2Crip0NUaxbJvx+fSyrkFnQwS3Q0eSJPqb63j56AUGJheQJAnTsmmtC+FcMsjYtuDM6CxHL03g0FR+6ZFdfOn+basMMdlCmQ/Ra7wlFFmmPuRDU5WaPoYk0xRdvzRP18tlPZPORJSjlyY4cHaU5+/ZQn/Lhy/IL3OntOnVGJbFYra4pEOyeqI9lcxiWTa6qqwQd7xT7sudiNuh8fC2Tt44NcjJkWkuTi6gqyoHz41iC8HdvS3Egx++IBTA2ewl/n78Jaq2QdU2KFsVUkYWS1i8OfcOx1Jn0WUNTdZodtXz1ZZnl+OJ1wtJkog7o3yx6XH+ZuyHDBcm+JPBv0aT1aXdJsHzjY/T4mlYXqxJkkRQ9/PVlmcJ6D7emDvMO8lTHFw8vhxeICOhSAoBzfchgmcfLWE9yAtNT/AXI99nrDjFHw/8FS7ViRCCqm3Q4W3mhaYneWP+MAO50VXHL1ZT/M3Yj5gszVK1DQzbIG1ksRGMFCb440t/hVPW0WQNXdb4UtNT7A5vXvd6SJLEw3V3MVac4nj6HD+efoMXZ36GIslYwqbRVcc/7/m1dTNOKJLC5xoeZa6yyGhhiv8+/B3cihNZkihbVWKOMF9reZaR4hSvzLy96viqXeWlmbc4kjq1/LwXzBIlqzZOf3PkB7hV59LzrnJXeDvPJB5aF8OOQHAyfYF/mPzJ+/paBkvYvDp3kHeSp9BlFV3WaHE38NWWZ4k6bl0M+7Imw2xlEYeio0oKFbtK9aqMJgLBfDnJ6cwA57NDfKPzF2h01d3ytdeDoObnay3P4pB19i++x3cnflIT4V3K8qDJKj2+Nr7U9BR9vo6Pu7jrhiTVDAy/1v4835t8laOp07w2d5ifzh686h0no8oKcUd0VRaXJlccp+JgsjRLg7NuhWeEJms0uWohZYvVNHdHtq96zmVJZldoE7Z4nu9OvsJoYYqXpt9akRZZlmpZUt6falSWZPaEtmILm29PvMzx9DmOpE6jIGNjIyHh0zx8ruERnk48hFu9dpjzzbTbxzk2yJJE0SxzOH+CAwvHgJrxT4iax4YiyTS76/ly01O0um89m9aGceIThBAmxfIbJHN/iBBlLDuHqsTR1DayxW9hiwoh328h3dFyU7ef+UyeimGiLsVjX0ZTFfpb4nhdOvOZPCeHZ+ioj6wpynhqZIaFbAGPU2dbW2I5zd56nOOTyO1s09vFZdG8UsVAiA8XIldkmZZoEF1VmFioGSd0VaGjPrxc1p7GGIosc258jqDHiVNX6ai/sqipaQoUMC2biM9Nd2N01SJaCMHQkl7C7UJCoiUWpCUWZGhmkXcvjnNPXyte10e/+xILeLh3UytnxmaYSWX525+d4Pe+8ABBj/O6BrA7pU3fz5nRGbLFygqvGajlUn9vcBLTsgl4nHRflSb0Trov7+dG+8vtYHtHAz2NMQ6eG+XtM8MATCxmcDs07tvchnrd3lY1lXRNVvEs5ZhPuNbOaf/+XVyP6mZroAev6sGjXCs7jEyHpxkJiXpn9Jq7sZqscl90F3WOMEeSp5kqz1G1DdyKk4gjxI5g/5rxzhE9yJeanmRvaCunMxcZLU5RMEvIkkRQ89PsTtDn61gRT30ZVVLo9bVT74wRu8FFYIs7wbZALy3uhmvGYXuX2ieg+XArV8YCVVbYHdpCSA9wJHmKseI0prDwq166fa3sDG4i4giSNrJokrrsLn0FCUWScSmO5bCKay9ipdv6fNY7o/xGx5c5mjzDxdwwaSOHIskENC8d3hbCemDVMU5FZ0ugB1VS8WvXr/slSRJdvhZ+t/tXeCd5kkv5UcpWFbfqot3TxM5gP03uegLpi0yVZtdsE1mqpQa8nB7w6t3iVb99345mwlnH1kAPbZ5GNGntJYFLcbLJ3wWwyigjSTff13yqh62BHnyq95oLOVmS6fS2oMsa8aWUkAAVu8r3p17lp7MHSDhj/GbnV2lxJ5brYFMzXlzMjfDDqdc5lxvk0OIxnm984rYYg/1arS5hPYhL/fA5uCRJRPQQX2t5jn3hbRxLn2WmvIAlbEKaj15/B1sDPUQd4Wv2xTZPI1XboMlV/5GKfnZ4m5ElhYSr7po75EHNz9ZAD3WOyJpeHy3uBn69/QUejO3hTOYSU+U5SlYtdCmsB2n3NNHja6PRtXIjI6gH2B7oI6wHaHE3ELqqL0qSRJO7nn3hrWSNPNuD/Wsa4SRJYnd4M+2eJs5mL3EhN8xiNU3FNnDKGhFHiE5PC1uDqzNiKJLMvvB2Wj2NHE+f42JuhLxRwKHoNC+9Pzu8zSuMAzUhzhBbAz20vO+d3eZpomJXCemB5ZZ0Kjrd3nYqdmVVv/i4xoZ6Z4zf6f5lzmYvMVmaIW3kMGwDRVII6X7aPc1sC/RS74ytixfihnHiE4RpTZPM/RFOfRde9+dZTP+fCGEj4UBREhQL30F4KyD9/BknbFswPJtkPlNgU0sdLl1DlqXlF6NAYNuC6WSWv37jGKWqQVM0wNa2Kx308s733p5m3jg5xHf2n6S/OUZfU93y4tO2BSNzKf7+rRNUDJNtbQn29rSs6znuFO6UNr0dyJK0nL5xcjHD5EKahkhgeUIrBLXMaUt1uFyXiN9NXcDL8GyKQtkg4HGuMD4klvQlBqbmSYT9uHRtRYpHWZaWF5rFSi19o2XbyzGBQsB8psC33jrBbDp32+ovSdAcC/LQlg4mFtK88t4FuhoiPLdvEw5NWXWPc6Wa10tnQ2TdMyEosszTu/s4fH6Mdy6O8/LRC1i2zS8/upv2eLi2sLus1yEEpmmTLpQIeV04l57JO6FN38/RS5McODfCU7t7l1PsWrbgzOgMb5y8hGnbbF4ScLzMnXRfruZm+svtwOPQeHJXD4fPj3FkYAJJkkjnS+zpbqYrcW0jwPvrsiu0iV2hTTdVhnZPE3+w+QPCJ6mlc/u19heu63y6rLE50M3mQPd1l0FaSp/X5++gz39ju6Ye1c3v9vzKDR1zmS83P82Xm5/+wHJ1elv4P7b87prfa7K6HJd9LZ5JPMQziYdWfR53Rvifu3/pxgt9G5AlmZgjzFOJB3gq8cB1HRN3Rvk3m377pq6nSApN7nqa3PXX/M3u8OY1PUWcioMXmp7khaYnb+raT9TfzxP193/gbxpcdfwv/f901eeyJLM3vJW94a03de1uX9uH9jWHrPONjq+s+EwIwUhhkldnDyIj89WWZ9ns717z3dTuaWKussiPp99kvDiDIUx0af29Nnt87dfsF9dCkmo77TtC/ewI9d/wNX+x9XM3fMx68OvtX/rA72VJZnuwbzkcYy0u131naBM7b+BdrUgy3+j8yjW/b/c08S97/8kHnkNa8jCIOcM85NzHQ3X7rvv6kiShSgqNrjiNrjjPrrYBrFFmhXuiO7knunPVuX6x9bOrfh9zhPln3b94zet/HGODJqt0+1rp9rXe1PE3yoZx4hOEZS9g2Sn8nq/j0HqRpJpFTZIkFMmPEEUQ1oec5ZOJLWqT/v/0g/3Eg156m2K01IUIe10oskyhXGVoZpGjlyYZmU3icmi8cN9WWupW7iCEvC5+6eFdTC1muTAxz//+1z/lyd099DTEUGSJC5PzvPLeRQamFmgI+/nlR3cT9rnW/Rx3AndSm643iiyxt6eZV967yPh8mn//7Td4ancv8aB3KYNCiaZokC2t9ajKlQlN2OemPuzj5PA0qXyRnsYYifCVXTCvy0FnIsrhC6MUygbxoHeF2768lJK0MeJnajHLN18/hmHZdNSHsWzB2FyKF49cYHQuRTzoYzqVvW1toKsKX7p/K8OzSd46M8wf//AA+8+OsKuzkYjfjWUJUoUSQzOLXJiYp7M+wr/+6iO3ZRFcH/LxjafuIlssc3FygZeOXuDk8DRbWuvpqA/jdTsoV02mF7Ncml7E49T4l88/REtd6I5q08voqoJTV/nTHx3iwsQ8OzsbcesaF6bm+eHhc4wvZIgHvXzpvq143pdu9E66L5e52f6y3kiSxI6OBjoTESYWM+RPVFAVmbt6W4j41/Zi2GCDDT59JKtpktUMnd4W6p2xaxpNJaRlEVpFkld5jmywwQZ3HhvGiU8U0tL/FK5OlFfLH54FSYOfgzzIayFJoCgymWKZhWyBM2Oz1/xtcyzIVx/czufv3ryc8vLKeSS2dzTwL55/iD/54QFOj8zw//5g/8rfAP0tcb7x5D7u7mtZ3hVdz3PcCdxJbbreyLLM/ZvbeXJ3Ly8fvcDbZ4aX3cQv8+uP76W/uW5FCErQ46Ih7Ofw+THKVZPextgKTQGvU6crEeFnp4eoGAXu6W/FoV35XpIkuhuifP0zu/ivLx/m7Ngsf/DNV3BoCkJA1bRIhHz802fuZiaV47+9/M5tbYdE2M/vf/FBQl4XPzk2wJunhnjz1NCq3ymyXPN2uU274rIssae7if/1a4/xl6+9x5unhhibTzM2n17z9/3NddhLAhJ3WptC7Tn42kM7OTIwzjdff4+/fO29Fd8nwn5+8+m72NPdhLzGs36n3JfL3Gx/WW8kSaIh7OeBze38+atHmE7laIj4uX9z2x35Dt3g4yVj5Hhz7h2yZv6mjtdlnX3hrbR5mta5ZBvcblRJQZFkilaJrJG/kjWBpbTJS1PkydIspzIX0WWNhCvGVHmegwvHMMTNpbX2qh4ejO0h/AGhM3ciVdvgncWTjBQnbvIMEl3eFu6O7FjXcm2wwVpsGCc+QShyHaqSIFv8O/zuryIoY9spytUj5Ir/gEvfjfRzGNIBtR3pBza384e/+TlOj84yMptkIVdYzv7gdmgkwn62tNazs7OR5mgAXVv78VZkmd1djfy7X32aQ+fHODIwzkwqhy2gPuRlV2cT+3qbaYoErpka81bP4XZo9DZFqRgWAc+175nP5aCvuQ6HpuBzrb/AzZ3UplejqTLt8TCGaREP+W4qvjjsdfH7X3yQfT3NHDg3wkwqh2ULfC4HDWE/9/S3rlrwqIrMtvYEg9OL2EKwq2vlpFVTFba01bO9PUHVtNjd1bhqR9uhqXzx3s10JsK8fmKQwZlFqqZF0OOkr6mOB7d20NMY49TINIfOj5EI+9dcfMqSRHM0wKaWOlrrbk5ATJIkmqIBfu8LD/DM3j4OnR9jYHKBVGEpRtHjpL0+zLb2BJua47dVpFSSJDa1xPlXX36YF+7bypGBCQam5knny1RNC7dDI+r30NUQZXdXIw1h//Kxd1KbQs0g0hjx89TuxzhwboRD58dYyBaW+nWMR7Z30dMYu2Z/udX7cjveHzfTX2D92vQyuqZyT38rPzh8loVsge3tDety3g1+/iiaJd5aOMJ0af6mjveoLppd9RvGiU8YNVHFOK2eRkYLk/zt2I94ov5+4s7IUnYEQdEqcTE3wpvz7zBenKbb18rd4R3MlOf56ewBSlb5pq5d5wyzI9j/iTNOGLbJicx5Di6JGd4MD9fdvWGc2OAjQRIflbz5B3NHFOJORwibUuVtFjL/F7adwbJTKHIEQRWHtoVY8H9DVT481doGG2ywwQY3zpGBcX7vz36AbQv+zVcf45m9146p3eDm+dnpIf7gm6+QLZb597/2DI/u6L5jUgBucOdQssqcyVy66YWmKil0eVuJOcMf/uMN7ihsYXNw8Th/O/YjJkozyNQES3VZwxAmWaOAKUxUSWGTv4tfaH6GPn8HqWqGC7kRrJsMgXYqDvr9nXjVT1aYmWmbDObHmKskb/oc9c7YR6Y5sMHPLdc1kG94TnyCkCQZl+M+4uH/RLnyDoY1Cig4tE04HXtR5fiGYWKDDTbY4DazYU2/fZSrBgfPjZIplOltitHXXLcRJb7BmrgUJ3vCWz7uYmzwMSBLMneFt9HgquN46hwD+VEWqykM20STVDo8zTS64vT7O+nythLS/ciSTMQR4t51SGX6SUOVVXr9HfTy85OWdIOfXz41xol0ocTb50fwOHTu6WnBqd+a+7IQglS+RKZURpVlgh4XXqd+240DkqSgq93oahdgs6SfTi211sYU7ucd07I5PTLDqZHpmz6HtCQweE//hgV8g9VsPGMbfFwIIRibT7P/3AiyLHH/5nbiQd/G2LbBBhusQpVV2tyNtLobsIWoaU0scTmz0GUxzI13yAYbfHL41BgnplM5/u23X6Uh5Kc1FqQjHvnwg9bAtGzOjM/wvXfOcn5ynmK1iixJeJ0OtrXW8+SOHvoa69CvOx/79WPbJSx7HlVpQJJUQL7quwKWnUeRo0jS7VN13+DjxbRsDl0Y5b+/8u5Nn0OWJZ7bt2lj4bjBmmw8Yxt8VAghMC0bWZawbUEyX+Rbb51gfD5NezzMk7t6bstYusEGG/x8IEk1mXh5w/awwXUihCBbrlA2TSJu902JPJcNg3SpTMDlxHUbtbquxrJtBKBepzi0LQTFahVdVdHXyPYlhKBkGMiSdFv1xm6GT41xwhaCYsUgXSgxm87TEY9g2TbFioGqyDg09UNjWi3b5vDAGP/h+28yOp/Cslc6954em+HNs8P89pN389i27nWfVFWMsySz/5F4+D+iKvEV35Wq75Ir/gOx4L9FkfzXOMMnj/GFNIv5IjvaGq7r96lCiYtT8+zqWC1UKIRgNp0nVSjRnYiiKjXhpDPjs5yfmKM1FmJnRwOaoiCEYHA2yfHhSeoCXu7qblmVpeLjQFVk9nQ335JyvSRBT2NsHUu1wc8TG8/YBh8VparJ9w6exrJtSlWT44NTvDc4gaYofOGeLXTU39wmwgYbbLA+LJSKnJybpmJa7IgnqPd4Gc7U5r9doTCTuSxHZ6fwajpb6+pRZZm3xkbQFYVGnx+PpnFucR6v7mBbLE7FMjFsm4TXx3A6RdzjJeD4+RRy3+DO5cz0LPuHxvjlu3YS93k//ID3sVgo8p3jZ7i3o5U9LY23oYSrmcrkKFYNeuPR6/q9ZduMpzLEfV7CntUaKQKYzuZxqiqNwQ3jxMdK2TC5ML3AVCrH/vMjJPNFZFmiIeTnvr427ulpIeB2rnIBE0IwlczyRy8eYGi2Jijj0FTcS+EhpapB2TAZnU/xRy8ewOvUeaC/fZ1dyWxsUeRaEc+mNQXCXMfrfTCWbXNydJq3z42QK1UIe908vr2bzqUJZSpfRFdVPE79pq9xZnyW02Mzq4wThXKVn54a4PzkPAjoSkR4ckcPs+kc33/nLFta6lcZJwAmkxkGZ5N0xMOoSi3jtd/lIF0sc+LIGTY3x5eP8zg0qqbF9989y7bWxB1knGhiT/eGuvgGt4eNZ2yDj4py1eBbPzvB6HwahEBVFEI+F8/u7edzd29C3tgO3WCDjw3Ttjk0OUbRNGnzB9EUGcO22T8xRtk0aPEHuJROMphO0uoP8tPhS2yti3N0ZpLP9/Tjczi4sDjPaDZDRzDEDy6dp97jxRKCiMvN4akJ7m1s2TBO3CaEEBSLVQqFCuGwB/UT4IV2ucyZTBEAXVcJhTzXleXt6nPk82WqVYtg0L3qWEmS6IvHOD+3UPPes21+dmmY8VSGmNfDZ7rbGVpIcWxiClWWeWpTD2PJNCenZpAkiee29NIQ8NMRDWPZ9qrrG5bFu6OT1Pu9CGAul6cx4OeNgWFkSeKejhYCTidvDAxRNAy2NdTTGPDz0wuX0BSFer+XeztaV2yYL+SLfP/kOWZzOR7u7uCBrjb+8dT55XXM05t72T84ytBiirDbyTObezk3M8/R8Sme6OsiX6ny8rkBitUqli347NY+cuUKbw+OcFdrMxXD5NWLQ8zn8ximzRP9XZQMg6PjU8xm8+xoSvBAZyvq+9ZVlm0jISFJYFk2FcPC5VDXTKF+I3z8q62PmFLV4C/ffI9ixaBQqXA5WYksSbx+epAndvTwG4/spTESWHXse8NTnJ2YAyDqc/PFu7awoy2BLQQXJhd48dh5huZSTCazfOfQaba3NRBw39pLVwiBECUsO4VlzyOoYloziKuUhoWoUq4eBxSQPrpc8PPZAn+3/wQPbuqgIx4mlS/hdujL5f7xsQv0NdSxu3P9rYqHBsY4PjzF83dvxbZtKqZ1XTu921oTbG6OL3u1SJJESzTIluY4o/NXVIwlSSIR8rOjrYETozcfe3+nkjMqXMjMsjlYz0g+iVPRaPdde5fSsm3GC2mCDhdB3bX8eapSpGQZNLhX95cPo2wZDOcW6Q3E102J3xaC2VIOp6ISctycmnaqUuR8epao00u7L3LdLnQAhm1xMjnFYqVAsydEfzD+4QfdBAOZeTyafl3tXjSrnE3PENLddPqvz+JeMg3my3kSbj+a/OETGtO2mC5mCTvceLTVKSttISiaVbxrfHc7KJpVRvMpOn0RhnOLNHtDuNXrN5JOFNK4FI2I00PZMhjLp+gJ1BHxeXhqdy+2DY2RlR5qg9kFIg4PQYdr1flsYTNVzOJUVKLOG9+luUzZNDibrk2Q+gJ15IwKOaNCQHcRdXo+8NiCWeXE4iRV26TVG6bFG0J533gxkJkn7vLh16+MW3mjglvV1zVbRtUyGc2niOlenr9vK2PzKUzLJuJzs6uriZ2djbj0W5ueTBTS6LJCncu3/JktbC5lFxjLp/CoOltCCXz6h4/RRbOKJisr+kLZMhjPp2nxhnAon7qp1AafAmRJIuBwslhKIUsSHk1nKp9Fk2U03cFINg0IiobBYqlIiz+AhETZMslUygQcTnRFoS0Q5O6GZr5z4QzThTx17g9+V21wYwghMAwLVVVWGHSFELx94CI//vEJ/vW/+izx+I3P0z5qbFtw+swE//C9oyws5IjFfPzLf/EMkfD1j5uGYfGjF09w4cIMv/c7TxAIfPBccDabZ2QxzWe39vHKuUsMzC+yf2iMx3o7Sfh9uHUNp6bSHAzw2sUhku0148I16yAEs7k8Hl2r/Tubx+90ULUsOqNhwm4XJyZnGFxI0hIKcHhkgod72pnJ5vnyri1EPO5VItAht5PNiTrq/V7uaW9BCJjMZHmst5OWUBBZkvA7HbSFg7x+cYhHe7toCQU4NTVDoVrFo2uMLKb4wvZ+DgyNMZnO0huPEnA5SZfKWMJmcH6R+zpbmUhnGF5MYVgWpm3jc+oEXc4111gDY/MoskRnU4zXj1zi7NAMj93Vw6aO+lvanP/UjaiWLZjL5AFQZGnZtd+0bLKlCt9/5ywS8PuffQCvc+VE+ujgBLYQqLLM07v6+M3H78K5tJv+QH87Ozsa+HfffZ1LM4ucGJnm9NgM9/a23qL3hKBinieV/RNMaxrDHGQ+/QdI0pWJthAmlp0k4PmfkKWPLr2RYVpUDIuWaJCu+giKrCBJkCtV+O7h0/zo6DkOB8d4/fQlPrO5k12djQzPJvnpyQGypQoxv4fndvcT9XsoVQ0OXhjjxMgUpmWzq7ORB/vbl69l2Tanx2Y5NTbNs7v6yRUreJ0O2utCuB1rTJwFjC2kef3UJR7a3EFrLMRLxy7y7uA421rreXpn3/s8Ia7vHgkhmE7leOXEReazBXwuB8/u6qM5+snKeb1QzvM3g+/xm7338NLEORrcQepdfopWFQUZn+5AiNrCxBI2mqxweH6ENm+Y7kAMr+ZERiJrlBGi1i4Vy6RoGYDAreposkLeqGIJG7eq4VRWuo3lqhVembxAtz+GLNVCaYpmlbJl4lRU3KpO3qxQtSwciopH1cmbVYQQWMLGqzkomQamsJGR8Om1l3/OKKPJ7uUFcdWuGfL8mhNL2BTNKqawcSs6blVb7p9CCKq2xevTA6QrJe6Nu7GFTbpawRYCr6ojSzIFs2bUVGUZj7pSBFeiZvh5Z26M+lY/ZdOgbJnLQl0+zUnJMqhaJrqi4lV1ipZBxTKxhcCnORAIiqaBIkn4NAfy+xaQFcvklckLNHoCPNe8iaptUbZMQODVnMtlqF3PgYzERCHNSC5Jhy9C2TKRJQlVlimbBrqiUjINDNvCtXSfCmaVwlJbCyEomFUqS2X2rWFgKFnG8iLZFjZ5o7p8X7yag0y1xE+mLvBkYx8+zYktBAWzgkStjoZtUbUtTGHjUXUsYV+pk+pAkWRy5pX7IEkSRbOKLQS6rK64j1AzML00cZZ9sTYWynkS7gAFs4pL0Sgu/bdgVhGAQBDQnOSMCqawEUJwJjVDQHfWnmGzwv7ZYZo9IQIhB7/z/P14NQdlyyBbLWMKC5/mZP/sELuizWiygirLyJJE3qggAIeicmxxAq/mYHu4Ac9SnfJGBZtanQS1RbCANfuLaVucTs9wcHaYXdEmTCEoW2btPlpGLUzRqiJEbXLk150r3oupSpEDc8NsCzXw8sR5nmjqo8Htp2hWUSQFn6bz5swlHqzvRJYkNFnBEjY/HD/DZ+q7CDs9SNTeCQBezYGgZjCxhI1TUdFkhZxRQSDwqLXnpFYngVOp1SlvVEhWCrw+PcDzbdt5/sEtVCwTp6rhkFXyZoWyqGIaFj7dueLNbAmbkmngVnVKloEqyVQtE0PYNS843YlhWxRNg0NzI9S7/CuME5YQvLswhhC1cxUtg/vi7ZRMY7lOEtLSfbFrRhkkXp8aoNUXpsMXwamo5IwKC+VaHV5o307VNqnaFu6lOpYts9auskxAcy6/1zRZwac5PnHifEIITFHBsKtYwkRgL8lwKyiSgio7UKX1FQQXQmBjYdgVLGFgCwuBWNIXUFAkDU12IiPftvaslcHGsMsfUAYHirS+U+nrq/v6X/f9SMC+hiYiLjfvTE+QN6pULYv3Zms7yi5Nw6c7UCSJhVKRR1o7qFoWmqzgUjW0qxYzthDYQuCUFQzLQoiaZ4ay4R11yywm87z8ymmefXo7weDKNUC1apHLl7HtT0aO5TOiZQAAIABJREFUKVmW2La1mUQiyI9fPMGZs5OIGyy7EFApmxQKtTnD6u8F+UqVUtUgX6kua0YYlo0txJKQak1/y7BtcpUq+4fGqPN5qJgmlm1TNkwKVQNXpUrVtNCUK+8hWZJQZIl0qUzVsiibJo0BPzubEpyZrm1wK0tzhIjHzaZEHF1RCLichN3uNTUsaroQKpYtlvqNjFNVqfN58Th0FvIFDgyP0R+PUTbN2nzWsjAsm3ylStjtIuhyEnS5cOs6hmUt/z9fqWBYNl6nTsjtqhkrbBuHqmJaNn3xOtoia2e4OXxqlOb6EIoss//EENu6G/jp4Yv0ttbdkqfOp844ATW35b6GGH1NdUR9HiqGydDsIidHZ0gVSrx6apAHN3Xw4Kb2FZO7yWQWALdTY2tLPY6rGl6RZba3Jvj83s384Y/eJlkocmZ8lr1dzbeoPSHhUPsJ+3+HQuklcqU0LsfdyNIVK6IkOdDVLpyOvcBHFzcU8XnY2d7Atw6cZHtrgt2dTbREg7h0jSe293BqdIb7+9vY29lEwFObZOqqwqamOH63k++9e5qDF8f47J5+jg5O8MOj5/j83k0EPU6cuoYs1VyFkCROjc3wyvGLPLK1C5/Lwe7ORk6NTfOfXz7Evu4Wtrcl8LucS+0BU6ksPzp6nu5EhPpQbYfz3r5WSobBxekFnti+2hXrWlw9dJq2zdvnR1jIFnhqRy+ZYgm3486K1bpeok4Pp1LTaLKKU9EYzC1wYnGS2XKer3XsYq6c48jCOKokc1+8naJpcHBulMPzY9wXb6fNG+a1qYtEnV6aPUEOzo1wbHECj6bT6g2zKVjPTyYvIEnQ6A7yaEM36gfswhfMKj8aP7M8iX++bRtH5scZLaSwbJtf6d7Hd0aO45Q1HIrKvlgL3x05iU9zkDHKfKV9JwWjwssT53ko0YVb1fnW0DEsBNlqmc+2bGa+nOdCZo7RfIr74x08kuhGuWycACYLad6ZHyXs8GAJm5F8ktenB9BklU5fhA5/lO8MHyfhDtDoCXBvXfuK50OVFTp8EcbyKVq8Id5dGONkcmrZ4PJEUx/ThQzD+SRV2+KXuvbww7EzlC2Di5l5frFzNxPFNNPFLBXL5NnmzTR6Vu52DGTmiTk9VCyT6WKWw/OjzJXzmLbNffF26l1+3p4dZKFc4O66NnZFm2l2B5koZgA4laqVpy9Qxxszl9gXbeUfx0/j15xsCSXYGkpwdGGckfwije4ANoK/GzoGQJc/xkOJzlX37mJmnp/NDPJC23ZsIfjLS+8u35fPt25lKLvI61MDKJLEo4kezmVmGcguUDKrPNHYx0QhzaXsAi5VY2+0hTPpGSYKaQB2R5uJONy8PTuMLWz6g/XUu3z8cPwM9S4fHb4ou6PNK+6DAAZzi+iyylc6djJXznMyOcnTTZv4wdhpHkl08/2xU4QdHlyKxlNN/RxZGONcepa8WeHuWBszpRyH50fpC8Rxqxo/nbrAQrmAAJ5q6uPowjjJShFVUnissQcJafn52hFuJFMtsX9umKjDy73xdiqWybn0LOfSs2wJJYg5Pbw1M4QqK3T7a/oc786PEtBdNHoCPN7Qu2KnIlMt8878CFPFDP1mnLlSjvcWJ/hC61b+fvg4jzX08r3Rk4QcbhyyylNNfejv29GPODzcVdeKjeBMaprz6VlmSzlsIXiyqQ8JidlSjhPJSXZGmskZZV6fGqBqmTzS0MNsKcexxQkkJHZHm9FkmTemLxFxeNgUqqfRHeC16QEWKwV6/HX4NAevTQ/UPEp0F/fWtfGP46dRZYX5cp6sUeYnk6NUbROnorEn2sx3R06ScPspmFV+tXvfCq+ETLXMSxPn+HzLVn4ydZ5Gd5B358dwqRqZaokvtm3jXHqWyWKGsXyKyBreJLqs0OmLkq6WyFbLnE7NcGxxAlmS2B5uJKy7+MHYaaJOL/tirTgVldenB2jMBnmovot6t4/vj55CkxUWK0UWygUOzg6DJBHUXTza0MMrk+fJVsvEnF6eaurn2yMnMGyLNl+EhxNdKHdQctRUdYaZ0iAgkCWFqKOZiKMW0iWEoGRlmSxdZKJ4ltnyEFljgapdQpYUHLIbnxYl7myn0dVHwtWNW/Uj3WL9qlaJ+cooU6WLTJcGSVYnKVlZTGGgSBpuJUDU0USDq5cGVw9RRzOqfGPjsBCCkcIJylZts8qhuGl09eFQaos7S5gkK5NMlM4zUTxHsjJF0UpjCRNNduBUfIT1BhKubppc/UQdzSiyest1N+wKc+URpkoDTJcukqxOUbSyWMJAlTTcip+w3kjC3U2Dq5eYowVNvj0eaZYQjGbSJEulmrG1WiFZLvHlvi3oslIzUkgyPeEo9R4f+yfG2F5Xj6BmiKhYFhXLYiC5SNWycGsa2+vqeW10kP2To5Qtg7Dzo9tQ+3nl0qVZzpyZ4PFHN3/cRbllJEnC5dJJ1AcJBW+Ph40lBGdn5jBMi/Mz8zzU3U53XYRXL1yizuulOxpBlWSOTUyhTSt8prudhoCPVKlMX30dfqeTwYUkyUKRQqVKX7xAQ+CKEVyVZXrrYhwaGUORZbqiEVKlEmem51BkmeZQgIjHTapYYi5fIOr14HXotIWDH2isaw4FuDi7wNHxKe7vaKU9EsKxFGbhdejEvB6SxRI7mhKoisyFiQVylQqX5heJety0RUI1LZiAn6DbxeBCkoV8kVy5Qkc0TFs4hEfXqPN6qFoW05kcFdPkxOQ0ZcPgoe72VeHyVdPCoSkcPDXCtu4GPrO7mz/99tu3nG79U2GcEEJQMWpaDLqq8OyuPn7jsX00RQLLxodcqcJPTg7wRy8eYD5bYP/5EfZ2Nq3QSyhUajtGDlUl6nOvstY7NJU9nY3Uh3xMLGa4OL1AsVJFV1e7+V4vkiQhSS6c+jYkScewpgl6f32VIObHgduh8Qv3befM+CyHB8b4z68c4iv3bmNXRyN1AQ8ep0bU51kOkbGXdmEnkxlOjk0zncwxHawZfI4NT7GrvYEHN71fp0NifCHNn79+lBfu3sLujkYkSaIpEuC3nryb94ameOPMIO8MjPFPHt0HQL5c5b/85B12dTTw+PZudLX2mPtdDoK3GGajSBKtsSDHh6c4OjTBvb2t+G/xnB8XTZ4QZ9IzNLoD6LJC0aziVnXG8ykWKwWOLoyzJ9LMtnADFdtElWQ+k+ikaBrMFLNsCzewKZhgtpwDoGKb9AfjdAVivDUziGnbXMjM0e2PMZpPUrJMfB9gnJgsZDiyMM62cCPTxSzzpQIV2ySku/jZzCCWsDFsi7tjbfQF4yQrRQTw2ZYtvDx5nvlynv5gnFZfGMO2lnbnqzzXspkzqRlmSjnKloFh27R5w/QEYisWf7Ik0eGPsjvSTGcgRl8wzisT5+kN1NHlj/Hj8bNEnR5UWeGppj4C+of3a8O2aPGGSFdKhBxuxvIpLGETXKqTYdc8PRyKxqZgHL/u5MDwCAm3n3SlxEwpu8I4YQmb48lJBrML5IwyzZ4gRdPg3ro2iqbBdDGLV9VRZYWSZTKaT7IrslI7oskT5O2ZIXRZIai5CDncJFx+LGHj0xzoisrWUKK2aEUgI1Pv9pOuFPHra0+CewIxzqdnMYWNveQncvm+ZKtl9kSbOb44wZfadlAwq7w9M4RHdVA0q0wWM5Qtg4TbzxONfVjC5ujCOHtjLaiSzFBukZFckvF8ijqnl9F8koDmRJcVnm3efM1QEY+iI1HzGLj8LAgEOaOMJQSmsLmnro0mT83raWekiUy1TF8wjirJDGTnyVbLjOVT+HUHs6Ucz7dtZ//sEIPZBcqWSbsvwoP1NWONQPDyxDkeqO+k1RtmNJ8k4vAseUGoyJLMvXXt+HUnp1PTzJfybAklaPQE+MnkBepcPlq8Ie6qa+NHY2coWlV88pV3S8Tp4e5YG43uNA/WdzJeSC97t+SMMrawMYXFXbFWWrxr73JcTaZapmQZfKF1K+/OjzGQmUcgeHHiHJ+p76LdG0aSJHoCMV5o24EkwdszQ9xT14YAzqRmaPOG8etOPt+6FaeiMlXMLi/Nzmdm2R5uoNkT5OFEF/84doaB7Dx+zcnjjX381eARxvNp3lscZ2uogalChqQvgkvV+Hrnbv7LhQOkqyXiK8Iyrr6PFSqWiSVsnmnexBvTA4zkkozkkjzXspkDs8NrLhSLpsGLE+do9oTYE23mTHqGvdEWnIrK0YVx7o23E3f50GQFj6rT4PazJZRgb6yFTcF63p0fI+Lw8GB9J383fIzh3CI+zcmTTX18a/g4Q0thI/9s0wM1Y6wQ1Lv8zJdz+DXnLS9e15vh/DFenP5jABRJZU/4szwa/3VsLMYKpzma/BEjhZNU7MKax8+UBxnIHcapeGl2b2Jv+HM0uzehyjeuNWXaBrPlQd5LvcRo4SRZY35FesjLpJhisnSOk+lXCesNdPn2siP0JGE9gXwD2cpem/0fzJQHAfCqIb7S8gfUOzspWhlOpl/jdPo1Fqrj2FeF0V7NRPEsp9KvEdIT9PnvZXf4OXxqCOkmwmstYTJXHuFY6iWG88fIGHNr1j3JFBOl85zKvE5Aq6PTt4ddoaeIOppvqO7Xg0RtXDSFTW84SlcoQrJUpNkfRJbApWk41ZpBJuR0EXI6ibrcPNzSgWHXdqE3RepwKAoeTac/EsOlagghSJZLPN3Rg9/x0YT63UlkMkV+/OJJensTzM5lGBiYxeXSuOeuLvr7G5Blibf3X2RwcI6vfHkfbnetjWxbcOToMCdPjvELX7mLxcUCBw9f4vDhQaamU/zZf30Dl1NDd6h8/av3EApdMfxcGpzlxZdPkkkXiUS8PPyZfpqaau942xZMT6c5cGiAyckUTqfGrp1tbN3ShMulUypXeemlU0SjXlRV4fjxUcoVg57ueh64vxe///rXOLZtMzub5dDhQcbGFxFCEAq6eejBPlpaoivDUtY4XgjBqVMTHDg0wJdf2EckUtuonZnJ8NLLJ9m7p4OurvhVvx3n3PlpymWD/r4G7rm7C5/PyVObenhqU8/yeR/obOOBzrblvzcl6tiUqFv+++rfAsT9XrY01K6Tr1Q4Oj7JZQcPh6rQF4+tEq5sj4RX/P35bf0r/n6ktzaXsIXg4twC2XLlqmNDNAb8/Mrdu5Y/e6yva/nfTk3jK7u2rjjfA11tPNB1pU4t4dpc5+725uXPtjcmlv/dEa2Vr87npWQYTKQyuLRaaIpb19ccu3paY7xy6AKWZfON5+8hVyzjvgWdwct8KowTUFv8AjSE/Pzqw3tojgRWLIK9TgdP7ehd2sE/z/nJOQqV6grjxOXsHLIsXVMcsT7oI7FknJhKZpeNIuuBqjTg93wVWfJ9+I8/Ihyays72Bvqb6viLN47y7qVxdnVc0Zi4enCtGCbffOsYbbEQz+zq42pvK1uINeOZbGFTNU0awgHOTcyxq6MRt6PmPhrze3l8WzfdiQj/zw/eYjZTWySXqgaNYT8j8ykWcyUSofVrL0mS2NXeSMzv5cjgBH/2k3f42v3b2d35yRMPdCkqMhJORaNimRxfnKTO5cOlaCiSRMzpZTifxEbQ4A6gKyqarKLItYlaplpmJJ9ksVJgrpxDkWRURUauyeMQc3pp8gRp9YZJuP24ldU7W+lqiaMLEwQdLryag2ZPiLjTS5cviiTB2fQsO8ON6EtGDUWqhVJcxq1qKJKMIknYQjBdzDJRSGPYFg3uAC5VQ5VlFFlCiJpbrCrJtHrDOJXaJOlaLsESEmGHh4HsPKYQeDUHuqziUrRr6jCYtsVoPslEIc3k0s6/JitoioIsSSQrRSYLabaGG9BlBSFqkz+XotLoDuBQVFq8IcK6my5/dJUOSKZapmQafKl9O/PlPGOFFIokLd8XU9icy8yRMyp4VA0JiZxRYTifZLaUY6aUI+LwLC+Qv9i6DU2WaXAHlr1G2nwRhvOLTJcyjOdTdPtj1Lt8CCE4ODvMzvcZO4QQjOfTTBWzjOaSOAJ1K+6LEAJZkjBsm1OpadqW9A5USSGgO+kN1HEiObkUrgEI0BUVh6wgqBkEoy4feaNCqzdEuy+CWAod+iA9kAZPgM8kutk/O8xdsVZSlRKnktMslmtCW5qk4Fp6Ji1h89LEecqWgS0EAYeT6WKGe+PtHJwbpScQo2wlOZOaYaFcoN0bYbaUw6temVgL4L54B3Ol2n1xqzoJl59zmVlGcovosoJj6TlQJImQw8VYIUXerODTnCiSzEQxQzA9i1vV0eUPHp7dqk62WuZkcoqFcm3hqErKB2prJCtF3p0fYzi3yAP1nRxbnOBseoa5Up4dkUbIwf3xDsYLaSaKaZo9ISQkTqWm6AnUEXS4GMwtIgQEdedyaJMiSQhgKLfAXCmPX3eQN6sokrwcciNLtRCfVLXE+fQsFcsk5HDR7AlR7/LRG6gj5HDXQqWo9fX3u+Q6FZWqZXEqNc1UMUurJ4xr+VmTl93JL6TnmC3lVoR0XMahqNwbb2dXpAmnojFdyjKcX0STFAK6a8kgEWA0n+R4coIG9yacisal7AJhhwef7mCxUuBCZg7Dsgg73EwVs5xM1bSJIk4PulwL4wloLrr8UeIuLwLBwblhdkYa130RuV5YwiRVnaFqlxnKH+XNuW+SrE4h+HBPw7KV51LuXZKVKR6o+zr9/vtuqJ5Vu8zZzM84vPAPJKtT2KxtELgagc1idYJ0cpap0kXuj/0CrZ6tKNKNezMWzAx5M0XBTPHW/N9wJvOzaxpk3l+GZHWSdxd/QKo6zcPxXyWoxW8o1MSwqwzkDnNg4VvMl8euu+5pY4bjqZeYKp7ngbqv0+ndsyoM8FZQZJmuUISu0JVxKOK6suDtCa9cfG2K1hZzj7d3rfi8NbAy7HVbXf26lfGTSKlscPDwJd49MkQ8HiAU8jA6usjJU+P89m89Sl9vApdL5+ChS2zZ3MTu3W21UMZihddePwsCVE0BCfw+Jx6PjtOh0dwUxut1oGkKmn6l72WzJb73/aO0t9ehO1QOHLrE0PA8//z3nsLvczI5leL/+7PXsG1Be1uMXL7Mn//F2zz15FaeeXo7pmFz+swE0zNpImEvzU1hLMvm77/zLplsia98ad91ufALIRgdW+RP/vRVbFvQ1VWHLEmMTSTJ5Su8v8tcqwdNz6Q5dGiQZ5/ZweUnM5cv8+7RYVqaI8vGicmpFC+9fIqW5giWZfN33zrEYjLPV76074YENj8Ml6bRF4+t0DBcS5D/epGAllBwhdim8yMW5HeqKo/2dlIyDEDC59TX9Oq4a3MrAY8Tj0unsS7IQjrPY3f13lK2N/gUGie6EhGao4FVA4ck1TwBtrUlePXUIDPp/DUNC7W4v7W7TcDtJOSpWRGT+SKGdf3hAx+GIvtxO+5a8zshBGAC6kcWz5oulDg5Ok0i5MewLOYyBTY31wYnWZLwOHQGZxZprwsTcNfin9OFMrFOL+VqLZSmJ1FzZ97cHOfF9y7Q0xgl6HZhC0F7XRgJic54hF99eA9//sZRfvzeBZ7b3cfQbJKyYRLyuhicWURVZFy6RqlqEPV5+MZj+/jHo+f49sGT/PJDu/G6dEpVk2LVoGpY5MtVNEVBkWVKhkGxUqFq2uTLFTRVQVVkylWTfLkWT5YvV3HpGoosMzi7iG0LdnU0cn5ylqlUjt0fSYuvH1GHh93RZjaHErgUtRb/btbiqJ9u7qfRHaTZE+JUapp0pUTCFWBPtJmww41hWyRcfoQQ1Dm9hB1uqrZFX6AORZbxqg7ui7fT6AmiKwqZagmHUotft67qD25N54F4JxmjhCJJtHnDPNPUz3ghja4o1Dm93FfXjiVsnm/bjirL3BfvWBa69Kg698c7cKkae6ItBHUX6WqJbn8MXVZQJIn74x2EdDdbQolarOziOD7NwVBugbJl8JlEF+pVkzlNVtgdbcavu5Alia3hBJJU03l4vKEXt6pxf7x9ybAgljUKLmNTW1hvjzQigL5AHAtBdSlURQJmvDXPji+2bSNjlJCR0GWVIwvjuFSdZ5r6GcjOAyzH1F9GAu6vb6fLH6PdF2FoKXQh5vRg2Bb1Lh+KJDOYXUCVa0YYU9hEnB4CuouyZSzHLte7/IQcrmW9ibjbT7s3jBACVVbYEW6quedS0+LwajqPN/Zh2ja2uHIfZUnCRvz/7L13nF3nfd75PfX23uZOr8BgAAw6QIAAQVIUi6hiW45lucR2nLg7XsfeJLurbLK7jj8fJ944m2zc4liKHa1bIjqRZJmkKFaQEIjeBm0wvbfby6n7x50ZzMXMADMACILiPP8Ac86557zvqe/veX+/56E7XDuvWSEvuy5OSeG5+k5SWhFJFHm+fguXUxPoloEqSnQFa5CECrElCyK7I3X4FCc2EFLdRJ0efIqDnFHGIckEVCcH4y0owsrXIaA6+UTtJjoCsUpdp8PDwXgzRVPnhfotBFUXR2raFsU7bRtq3X4EoaKR4FMivFDfxZZggpDDQ6s3Qqs/ws3MDDsjdXQEYrgVFb9yK7PhULyFiNNDVi8hIGBYJjawK1zH5kCCpLtUIf5EEbesEnV46EmNo1kWu2vruTQ3jiKIqJLMM3WbEAWh6tpLolghrhweJFEk5vTyeKKFvKHxfP0W/KqTIzVtFf2K+fpuc8l18ikO9sUa0EyT5+u30OgNEVLd9Gan2R5O0hlM4JRkatx+ZssFJGFeBbyhi4liJSPisXgzl+fGAdgaqsG0LcION5JY2XZLMIFpW6iiTNzlw6c4qHH58StODidaqfcEEaiUcD1X10mbP4pTkhnJpxef+UOJitbQ4UQrXlmtOgdOSeapZDtTpRxP1rTT5A0Rd3nxKip7og34FAdN3jC92Wl2Rxto8YWrfm8D++bvyYXMp0oZ0VhlljdYM69pY9Pqi7I5GEcQBI4m27mWnqRk6rT4IuR1jaKp82x9J62+CC5JYaZc4KlkO7XuAC82dNGXnUGkQtpololDlHmurnOZCOmjhqwxTU/mbY5Pf40ZbRgAAXG+lMGLS/IhIVMwMxTMFLqlLZIXNjYz2jBvT/5/BJU4ta7NaxqPaGaRs6lXeWfqzymamSVrBGRBwSG6ccl+VNGJZhYpmGnKVhHTrmiFmLbOUOES3xr9XZ6p+WnaffvWrcdgYzFSvEJ//hznU69h2BoAkqCgik7ckh+H5MGwdPLGHGWrsLgNgG6XuZI5hlsK8FTiJxbLQ+4Gyza5lH6DNyb+hLyZWtJzAVlQcUge3HIAWVDQrCJ5I41W1XeDsdINXh3/j1ADbd49jyz5tYFb0DWDQNTHz/3s0/h9TiYmMvzWv/4Gb755heamKF1baolGfRw/0cu2bfU4nQqTkxkuXhrmZ/7+UzhUheamKM1NUVLpAqWywQvPdxOP3xJqtuaD21SqwN/7ySd4/rluwOb1N3r46p+9x8DANJs31fCd1y+TyZb49V99gcbGCLpu8LWXTvHyKxfYvq1hMTshly3xP//ap2huimIYFv/+P7zKuXODPPfJ7Yvb3A1/861zZLMlfv3XXqCttRIv6LqJKAoPPHYplwx+8PP72LWzCd0w+fO/OM7bb1/licObqau7e3bhWiGJIt4HmAEkCMKiE+SHBWE+hvM47pwF4VBltrTWoGkVjbBYyEs06F1GNK0XHxtyYi5fBCDkcd0xrdLvciKJAkVNX1FI5W5YCJIFKral1go2Mx8ELGuOfOk7eF2fQnhIopiGaXF+YJy3LvehyhLbm2p4alslLUkQBJ7ftZlXzl7jr949zyd3dNBZF+fF3Z28c6Wfa6NT7G9vIOKr1JQ9tqmRkmbwytnr2LbNvvYGmmMhIj43jfP//sBj23j5zDUm0jkyxTJv9/RR1g0Cbid/9+huasN+xuaytNWEcTlUXty9ha+fvMyN8WnqIgG+frKHvnlS4yuvn+RTuzupCwf46xOX6J2YQdMNvvLGKZ7e1saW+jjfPHmFy8MTmJbNn7x5isc6GjnS1cJUOs+xqwNYlkVTNMxjmxofyvl+kPCpzjWp1B+MNy/91bL1T7k6Vvzdgtr/wiy7ZVtcTk0sCjUCtPujPJVsr/ogtQditAdii38fiDdV7Xdz4FaanUOS6Zx3w1hwoYg4PVWOFAszp17FQdk06M/NMpSfQxEl6twBLs6NYc4/54oo0hWsoXXJ792yyv7YbW2YP6Zl21xPT5HWS4vrWn0R9kcb7/iRbViScp/RSrhllbReJOr0UusOEHd5qXFXyJ85rcipmeHF7RccBhYEC7eFkisdYrFUYQFPJSvXybZtzsyOMFpI8/y8xoBHcXA0WT3TdeC2Pi/cB7ZtM5CbY6x4K4CocfnYGqypastCrf/Sa7EzciujyiOrPJ64JXi71FlFEgSal2SMLLhQ7I1VP2cLwaVpW1xJTZAzbgUKmwIxtgYratEL90jMVT14WuqkIovisnOwcLyFspjg/Cz/Alpvy2rpmL9vw0v6svRaL3XxWNjmwJLzGna42Rtt4EC8edXnJerw3HL7ECp6HCv1ybZtxooZhvK3gp2ow8PhRFsVsV7nCVSVDS2cq6WOPFuCiapzdWjJdav05VZdcNTp5cnkyu+EhX3vvq3NmwJxNi15rhfeHZsDcYbyKUbmtVIA4k4vncEEXcKtmdcad2UwvjTLqM4TmC93KVc9P05JZlsoWZX55J8nupbi6drqPiTdfpLuW4P+2+/F7eFqq+tmX5hm360U3tvfIY8yZsojvDX5VXLGHAA+OUK7by/tvv1E1QYkUZkn33TmtFEupd/kRu59imZ2cR+z2gjnUq8ScTTglO5cN27bNtezJ3hv+q+qiAlFcFDv7mKz/yD17i04RQ+CIGLZJiUzx2DhIlcyxxgr3lgkCVL6OG9NfhWX5KPBvXXdwc6F1GuUzArpIAkyCWcbnf5DNHm245YCi8LNZSvPYOESF1KvMV7sXcx0sLG5mn2PNt9uOnz7uZvQtmVb9OXP8e5D7iEyAAAgAElEQVT0X1UREy7JR5Onm07/4ySczShiZdxa6XuWgfxFejJvM1a8sXjsOW2cNyb/FK8cpsbZ9pETXf24QVEk2tsT+H1OBEEgFHLT2VnLjd4JikWNYNDN44c6+Kv/9j6f/cwuGhsinDs/SDjkob09sa7gLxz2snVr3XzJhEBNTRCHQyGbLVIsaly5MkpXZy3xuG++bTJ79jTz8isXuNk3uUg8tLTEaGqMIggCiiJRXxdiYGCacllfUzt03eTy5RF27WqiuSm6eI+q9+nMtBpqagI0NUYQBAFVkdm2tZ6337nG0PDMAyUnPs5IZYv89evn+e7FAX7xC0cIeJz0j83y+M7WRT23e8HHhpxQ5cpsRaFccRNYDQukhLqCl+vSmbnV9iAIFQcQBAHDtNaQDPlgYFrT5IrfwON8Cng45ETU7+GXXji06vrupiTdTdXB09GtrRzd2rpsW6/Twaf3buHTe6trsPa1N7CvvTKYbYmH+bnnHgOgKRZakRRojAYXtSecisxPPrV3cd0/eGb/iu38qaf3rrj8C4d3rLj8SFcLR7paVly3gZUhCuKqgfTDgkOS+UTtprtvuEaIgkBX6P7SU/2qkx9q3bXiOkEQCDvctxFE9wdBENgdqV+mQ7Ge398eeH3YkARxWXD4UYMgCFV9uN/nRRAE6j3BZSTV7TAti77ZOTwOlaRv5fK3q1PTnB4ZZWcyyaZY5L7SNcuGwbsDFbeMx5sbccjLhyBFXa9kxbldNHpDd9XPMCyLvtlZAk4nce9SoWhhnnhopn9uDgGBptBHy1Xpw4BmFdCsSulT1NHI0fiP0+7du6LgZNiRpMHdxem5Zo5N/SUlqyIuaWNzI3uKnaHnqHWt/s617UqmxXsz/22RDAFQRTd7wy+yL/xZPHJwhUA7QcLZSqf/cY5Pf43Tc99azCSYKg/w7vR/5cXaGrxyZF1BekafBkAWVLoCT3A49oX5Eo3b7/kYMUcTrZ5dvDz+B9zMnVpckzfmuJp5jybPDlRx9QkA27bJ6JMcm/pz5rRbduU+OcLh2BfZFjyKKq5Uy58g4Wxjk/8Ab0z+KVcz72LalVnLyVIfp2a/wXPJn0cRPn5aDh8liKKI03nLZUoQBDweB8WChmnZCIJI9/YGXvrrU1y4MEQi7ufkqX52dDcSj/nWdV97PA7UJWUBklgRm7ctME2bXK6Mz+dEXPJu93mdFQeowi3S3+9zVWlCSPNx0lqnccuagaab+P2uB1pWAfPZ47c1xOVSqvrkdjvAhlJpbWTKBu6Ot8/cRDctauNBypqBEpA5fn6Ag90t3M8l/tiQE3F/ZdDSNzlLKl8i6l/O5uumyfWxaUq6gSAI9E3O0hCt+MdOZfKU5ss8bNuuqgVaCsu20QwT27ZRZem+veENcwLLytx1O02/gWUX7utYG9jABjawgY8PcppGQdcJulyYlsVUPk+uXBmM1gX8FHSdv712nYTXS8DlpGQYjGdzCAIkfT4s22a2UEQ3TfxOB4ZVsS2TRRFZFIl43Ixnc+iWSczjwe9wEHK5ODc2jm5aOG4bgWiGyZnRMa5Pz/B0Wyv1AT9j2eyifVpDMMBMvkC6VMKtKiR9PrLlMkXdIOIWMS2LyVyevFbpQ0MwsNimiLtiLzxTqPzetqHWXxnkT2RzlAyDgNNBwuutImBMy2IilydbLhNwOom4XYzPbx/zuFEkiYKmE3a7mM4XCLqcTOcLmLaFbVfaMJXPkyqW8KgKdX4/c8Ui04UCXlUl4fWSLpWYKRRRJYlav+++6pUfFPxylKfif5c23947lkiokotdoecZK96gJ/POYolHycwyUrh6R3LCsMtcSH2HqdLA4jIRiV2hZzkQ+T7ccmDV3wqCgF+Jcij6g+hWifOp17CoWG4O5M9zLftddoaeRboHB7MO3wGOxn8UnxJdNdNWEARCapJD0R9kvNhLYT7zwcZmotRHTp8h7Khb8beV7Sx6MscYKVxdXOYQPRyM/iDdwafvqJshCAJBpYajsR8jo00yXLyyuO5m7gzDhR5avDvX2+0NPESYpkU2W1rUvbIsm3SqgNfnRJZEBAHicT/797fy3vFekskQmUyRfftal+k7CAh3ZAjuFIbIskgw6GYuVagqu02lCkiSiNe3hGC7z2Qcp0NGVWVSc3kMw0JR7u09JwgCpmlVWYwWChql2zI4crkShnGrT5lMEQQWBUY3cP+YnM2yra1m0apWECqx9P3iY0NOdNbH+ZszV+mfnOOlExf5sSd2VwmMWLbNhYFx3u7pxzAtcsUyv/vycWwbNtfG+NaZK0xlKuJImmmSyhdXFNPLlzRS8yUkfpfjjoJta0Eq9xVyxa/fdTvbLiMIH03XiA8bJ0dHaPAHSHiX18wZlsWV6SnCLje1q8wsPmhM5nOM53JsiyfomZoi4HBQH6gepBmWRd/cHAGng7hnbbV+d8NUPs9sscjmaCUVP10q4ZTlitexZdI3l6Kg6yQ8Hmp8Pgq6hm2DR71/Zd4NbGADDx9zhSKv9/ZxuLkRpxLjz86eJ+x2M5nL8Ux7G25VYTSdIeCozKKdGBqmby6FALRHInhVhW/f6GVzLEZbJMz7Q8NM5vIIgoDPofL85g6uT88wls2iSBJf3LEdv9OJssqUimYa3Jydo2dyirZImPqAn/964RI1Pi8Rt5uk38doJkN/Kk3v9Aw/vX8PM/kCr924ydPtrSiSxFfPnCPh8zKayfCZLZ1EPR7e6utnSzxGyOXiGz1XKRsGhmXRnazBKcucGR0jUypR5/fzd7q3sTBktm2b8WyO/3bxEvUBP63hMOlSiW/f6CXqdmMD7ZEw16dm+HTXZr7ec4XnNnXwF+cu0BoJEXG7qQ/4+YtzF4i43bSEK8u+eeUabkVhPJvjB7Z18cr1GximRUs4RNzr+dDJCVGQ2ew/RJtvz5q0GxySm67AYW7k3kezKuMfw9aZKN28o+hwWp/icvrtKgHImLOJnaHncMv+FX9zO7xKmH2RzzJUuLyokWHYGudT36HDdwC/Er3LHqrhk6PsDb+IT16dmFiAIAgknC20eHdwKf3m4vKUNkHOSBFSa1fte95IcTn9VlXfG9xb6Q5+Yk1OJ4IgEFRr6A59kuHiVRai05wxx43c+zS4t67bXnUDDw+6bnK5Z4SpqSyxmI/JqQwXL4+wb28Lbnfl+quqzKGDHZw7N8g3vnmGYNDN5k3LszU9HgfFokY2VyIWW9841e12sHNHE99+7SLDw7O0tyfQNIN3j9/A43HQ0fbgnAFlWWJHdwPHj/fy5JNb2LxpXtOrbGDbNk7nrfvVtu2KoP58QsTSzPUKmZJnbDxFfX2YclnnzNkB0qnqCdqx8TQ9V0aJRDahaQanz/SjKjLNTet7J2xgdbTURfjuxUFm03l8Hgfvne+nNha474n5jw05sb+tgajPzXS2wJdfP8XNiTkOdzaTCHop6wYXBsd5+ew1BqfnUCSRWMBL7/gM/+IvX8XncjCbK1Io6whArqhxtm+MQ5ubUZcwmLZt0zc5S/9kJT2xPhLEeZ+1VJaVwqnuxO148o7b6eYQhdLr93Ws7zXMFgtMFvIokkjS48etrPyhPjs+jktWFsmJkqEzmc8DAkGnkyvT0/hUlbJpEHd7EASBVKmEYZn4VAdeVWWqkEczTaJuD97bgnXDspjI5Srq9E4XTllmuljAMC3cikLc660aAk3lC1yemmRrLM7VmWlq5mfyyqaBLIrUeH3kNW3+bze6aZIulwg6XRR1HdO2cUgSU4U8AgIJr5eyYZDTNMqmScTlQpEkpvJ5TNsi5vZUhCvLJWRRxLZtCrrO169dpTkYpCsWx6uq6JZZmQ0ESobBscFBSobB/rp64h7PB1rjalgWo7kMeV0j4HCScHvvWw14AxtYL8qmwWguQ8kwiLo8RFzu+/4IPwyYlsV4PkdaK+FXHdR4fMiiSF3AT0v4VtmEU5Y52trCpYkJsmWNHbVJOuMxjrY2E3G7eKc/x4GGemzb5tLEJM2hIPXBAM9uakcSBC5NTLI96SVX1jBtm9FMluF0mpJhLGZk3AkeVWV7Io5lWTzeVNFuccoyBxobaAoGKRsG/XMpSobBYCpF2TBoCAZoWVKu4VYVnmpr4dTwKOlSia5EnI5IZDHQVCWJPXW1FDSdmUIBl1chr2kk/T4ea2pYRgxMF/J4VJXv29qFIAi82dtHczDIY00NvHSxh0yphDUvQKrNzxh5HCqHm5uJez3Yts1jjQ1cmpgkUyozVyxyfmyctkgE07Yo6Dp762o5MzZGan5fHzZcko+uwJF1uV7EHM24JN8iOWFjkTfmsLEQWJlsGcxfJKNPLf4tCQrt3r2E1VrWM00bdTTQ6t3N3OzYYrA/Wx5hqHCZrYEn1rwfEGjybCPhbF3z98whukk4W+hJv7N47JKVu4vTRyW7I6VNLDmywNbAE3csBVneWoFaVwd+Jbp4Hm0sRovXyRtzBNT4XfawgQ8LiiKhlU3+/e9+G6/Hwfh4Cp/XyZNHt1RpMGzqSBCP+znxfh+/8HNPo6zg2rB9ewOvv9HD7/3+aySTQZxOhS/+8EGCgbtbfMqyyNGjm7nZN8nv/cF3qKkJUChoTM9k+dxn95BMBsjn7/7uXis+9fwOhkfm+N3f+za1tWFEUSCVKvC5z+5i395WNM3grbevMjWV5dz5QSanMnztpZPEoj52dDfS2hqjpTnKju5G/vjLb/H6Gz2UywamaREMVZe019eF+duXz3Ps3euUShrDI3N832d3E40+Oo6HH3Uc7G7GMExeP3WDM1eG2dyc4IVDW6rKf+4FHwtyQhAEWhJhPrO3i6++fYZsscw3TvXwjVM9K26/pT7BLzz3GF954xTHrw0ym6t8bEVBYGtDgpHZNN86c4WtjQme3Nq6OJiZyRZ46buXGJ5JI1BxoLib0undGy/jUg/h9/zgHTcr6z2UtDP3d6zvIWTKZX775Dt8vfcKftXBL+56jC92dt91wGFaFu8NDTGQTpHTdHbV1JDTygym01ydmWZrPEHY6eKV3hu0h8NsiVXcAL7TdxOXrBBwOvnMps1VA1zNNLk0OcFoLotlw4H6ev78wgW6YjGmCnn+we69uG4jTpYOT1OlEv/x9EnawmGG02l+tHsnBV3jb29c55OtbbSEwrzU08OnOjbx/ugIYZeLkmEwls2SLpc50thEqlTk/MQE9X4/e2prmSsWeaW3l7ZwiAP1DQQdTt4dGkRAoDUUIlUqcm58jFSpSMDhpCUUYiCVYiyX5ZI4yQsdHVyanCSrVdKl4547i57dL85PjfOld16lPz3H9lgNv3nkk7QGwhuiXxt4aDAti7eH+/m/3nud6WKBJ+qb+T8e/wRx94PJXPogcXVumn9+7NtcnJ5kczjKbxz+JFsjcXompzg3Ns5oJkPYXSlRkAQBcYXAUJVlav0+jg8OAdARjaBKEo55S2Jg0QJUEkVMw2Aim2MqXyDp92FaFtmyxonBIS6NT9IUDLK/oX4ZGeBUFAZSad7pH+BISzOiICxqQBV0nZuzc7SEQ3gdDgQqhMi58QlmCkX8DgfqvF2rKAjYNvTOzHJ6dAxZFGkIBpDn2yfM258aloltg0tWKOkGpmVVEZ8Rt4dsucxLFy/TGg5TG/Dx6vVeMuUyblWhIRjk5PAoL1+7wVyxIo4rCUJVdki6VMKrqvRMTnGkpYnuZA0uRcE3r/VxdnQMp6xwfXqGJ1qaPvRstISjhZC6Ps0TRXTgkUOk9cnFZYatYdgaqrBSkGQzkL9QlTnglDy0eHet221CFCTafXs5m3oFy6rsr2wVGMifp8t/eAXNiJWhik4a3FvX7LQBIAgiXjmMLDoWtToANLOw6Ix0O0zLYLh4hdISAsOnREg4W9bc1sqxBdxSgLCarCJ55sojFMw0ATbIiUcVkixyYF8bbW1xbvRO0Lk5yZ49zdTXVes5ybJE5+ZabvROsm1b/YpjnuamCL/yy89y5uwA+UKZaMSHQ604921qT/CZF3fh9d4ivSIRHy88101DQ2UMFY34+PmffZrTZwYYHJrB5VTY0d1IS0sMURRRVYkjhzctI0Y6O5M4nQo+79oINUEQqK8P8+v/6AXOnBlgeHgWBNi5o5H29gSiWClvSaUKaLrBli21bNlS0WLKzIt3CoJANOrjV375WU6cvMnsbJ6aRIDu7Q1cvDRMc3MUSRLo7m5g+7Z6QiEPZ84OUC7rfO6ze9i2KAy6gQcBt1PluUNbePZgJ8ADG5N/LMgJAJeq8ONHd5EqFHn13HVypeVMoCyJdNbG+IXnDvLYpgZiAS9ffesM5/pHMSyLnc21/ORTe/jDV0/wt2eu8lsvvcE3T12hJR7GtCwuDIxxcWgCG0gGfexrr6/KrLgXBDxfRBTvLuIlCj5UuRXWaZ/1vYqBzBzvjgyQ1cpktTKvD97k+zu6cMl3ngkqmybnJ8bJ6zpOWSaraaiSxJHGJkQBBtNp/A4HDQE/L27ahCrJfOv6NW7MztIWCqNIIrppVg24M+USE/k8hmUzlE5zoL6epmCAz3V28qfnzpHTtSpyQpFENMPEsm3KhoHP4SDscvGZTZ389ys9pEsl2sNh2kKVj5hPVWkMBHh/dISZQoFt8Thfu3wZm4rFUU4rY1FJP362tR1FknArKm3hMAVdx7ZtfA4HOxJJrs1MIwgCtT4/W6Ix9tfXszUWZzSXZTKfRzctRrNZwi432xMJDMviYH3DB04SHB8d5MrsFJZt8/74MD0zU7QEwvdbArmBDawZZdPkraF+BjKV2vI3h/oYzKQ/EuTE+2PDXJyeoGgYnJsc59zkGJ3hGLV+Hz/UvQ1JFIh63Hymq5Og08nBpgZEoRJWvdi5Cb/TiSyK7G+opzFY+R7V+LxYtk1jKFipkQaebmutEBPzeguyKLI9mUASRNyKspgFsbM2ScDppKjrZJdkVLgUmeZQkB/d2b347fxMVychVyW4DTidfGHHNjTTYnddkrC7Yvn7wzu2I4sisfk+hJwuDjc3IUsVHYrv37oFBIh63HyioxW3omLaFnktwImhEZpDQSxsLk5MEna7UKVb39GYx80PdW8nr2kEnBXNjM91dVayZ9xuvA4HX9ixHWM+2yPqcfO5rVvwLbGW2xSNopkmT7Q041YUPr1lMzOFArIookgizeEgMa+Hg40NBF13n+38oBF3NqOsYwYfKkG6IlbXcpu2OS/WuBxFM8esNlq1zC0FiDjuTaw3qCbxyqFFcUkbi1ltlKKZvaN2xVKooouYY/3uW7KoLiNUdFtjNSGAgplhpjxctT6kJHHcxdlkxWMLKi6pugSmYGYpmfk7ltRs4EOGDbIisn9fK/v3LReJX0CppNNzZZTH9rcRj/lX1I8QRZGWlhgtLbFl6zZvTrJ5czXRGIv5+Mynq4W4vV4nTxzZvGIbHA6FJ49uWbZ8a1cdW7vqKJU0+vun7+hOqCgSiUQAVZXx+1wcfaJzxe08Hgdf+KEDq+4HKgFwPO7n05+q1lWpqbn1nO/aecshaaXzsoEHg/cvDdJSFyYarIyDimWdyzfH2bW5rkqMdL342ESyggBRn4d/9Okn6G6s4a2ePvom5sgUS4iCQDLkZ3drLd+3fxst8RCSKNJRE+FLn3+aVKGIadmEvZV0+O/fv5X3e4eZSOeYuHBjMa13IR1TlSWe27mJ7saa+/4wqPLyF8JKkKU6ooEvwSrpkx83KJK0qPchAC5ZvqO//FsD/VyfnWFvbS1dsTjjuRx+h4NNkShnxkYr5Q4LAwm74vywMHhvCYVoT0eo8/loDYVx3pYFMZnPM5rN0hwM4pJlBCq/h1uze0tR4/WRLpV46UoPk/k8O2pq6JubQxQq2TsWNlemp7k0NUm6XKbeH2BfXR3/97vH6E7UUO/zsy0RZ7ZYwqeqtEciXJmexilVmHTbttFNE1kUyZbL9KdSeFWVk6MjjGQzXJ2epi0cxu90cmJkGFWSyGka47kcDQE/Oa1ib+hWVL47MkzM42F38oN1S3DKyiIRoYgizhVU/jewgQ8SgkDVfVfJGvhovG8rz0/lCZJFAaesIAoQ9XiILsl6Wgiol7poLHXAcClKVRkIVGvORDzLZ5yDruogd+H3lm3TNzvHXLG4uK4+4Cfh9dIauTV7uFQLSBSEZfo7Ma+HmPdWHxb85lX5VpC/WsDvVhQ6ohEuTkwgCyJba+JM5fOUjVuz+Z2xKLX+6jTg29twuwtI4jbXkNvXh1yuRcIFoNa/Nn2Fh4WgWoO8jpIOqHxnl2cJ2FW14kuR0WeWlT4E1QSKcG9ZI6rgJKjUVDlfFIwUOSO1ZnJCER0E1fXX2Asr93zV7UtmbtEZZAFFM8v51LfX7bJh2Dpz2vhtx7YomVkq5McGOfFRRP/ANKOjc1zuGWVqKsOP/PBjOG5XEH5EMDqa4o/++E2KxdXLP2IxPz/1E0dIJjcck76X8P6lQXxuxyI5oekGr524RndHLfdTef1o3ukfEARBIOhx8gMHtvP09nbmcsV5Zw7wu5xE/Z4qkUxBEFBkiZi/emZsd2sdv/T8Ib7y+klGZjOLyqSSKBD0uHh+5yZ+9IldVdY999PmpaiIxGhYVhrbNpDEAILgBkxgowZ/AS3+ED+yZQffvHmNqMvNj3XtWlVk7FMdm5ie12fwORw83tjESCaDblX0GZ5oal4MShr8ARyyTHMwiCxKCIJARziCW1Eo6DoRl5u8Vqm3XkBzMMTnOrcgCnCooZGwy0XY5cIhSby4aRMOSSJVKi1u75AkPt+1lZligYMNDcTdHoJOJy5Z4ZnWNjyqSrZc5nObt6BIlUDdpSj89O49+B0OnIrC0aYWRrLZRV2MnYmKiNKC77BXVekIR+iKxajzVdj4Qw0NGJZNyOVEFASeaW1lLJsj6HRR7w/gVhREQcCtqAhAdyJByOVcprHxQeDpxlYuzUzQm5rlYG0ju+KrC42tFbZt8/bIAH947gTdsRp+dc/jH7oQ3aOAyUKef3n8dQq6zj87+BSN/o3BBFQIxc+0dTKQSTFVzPNCyyZaAo+OpeqdcKS+ic9v2sr5qQl2J5I8Xte4rvTxDwKiINAW+XDPnySKbInH2BLfmFlbgICAU/QgfMDjiaKZRrfKVcu8cghhnSUdC5BEGY9c/a4qmwXKZm7N+5AFFVX84K3YNatE0ax2YZss9zM52f/AjmHY+gY18YhClkQSCT9+3+pZUtevj/Pady6jqBI/8sWDtLXFH9ksmPr6ML/yy8+uSkRCxXY0GPzgn60NPByUyjoXbozRNzrDdy+qDE3MYQPjM1ng/t87HytyYgGiKBD2ugl77+1BUWWJz+3ror0mwts9fQzPpLFtm6jfw772eva1NeB2fDAqyaY1Q7bwV+RLr2PbGmHfL+F2PkGh9C6i6Map7uZjelmr4JBlfrxrF1/o7EYUBBySvOrDUuvzLXPi6IhEVtx2MVV3ScquIkk0BxdmAy16pqcpaLcY5PZwhM2Rar/1hdnGpNfHQDrFVP7WDFKN10e930/dktm0Wl/l/wszcl61Uqu8FK2hWwN9j6qyaZU+QCU9OuCsntHcEquuTw06XQSdtz6endHqAbxHVZct+6DQ6A/yLw9/EtO2UUQRRZTu++VXMg2Ojw7yzsgADknGWrNb9/c2rs5O8dZwPwAFY8MPfAGiILA1muDfPv0ilm2jitJ9uzE9LCQ9Pr702FMYtoUsiKjS/T8/G/jehCjISKLygQdCmlnCsqst5xTRdVeHjNUgIi0rRdFtbb68Ym1QRMc9H389MGxtUTj0g4Jtr55iv4EPF+Gwl1/9leeRVnEtAnjy6BYeP7QJURRQVem+UuQ/aKiqTCKxtuykDXxvwLZtZtJ50rki14emmE5VSGCHQ+HFw1vveG+vBRtR7D1AEARkSWBHc5LuphrKesVb2yFX0uY/qG+6aWWYy/4HCuV3cDkOUCwdw7QygIhm3KCsn8OhdCEIj34N9MOAIkkPfSZcFES2xtYuQiUIAs3B0CK5sYGVIQqVVPQHiaxW5vTk6N03/BjBtm1OTYxQ0DXcyoZF7O0QBeGuujWPIgRBwCHLbLi7b+BuEJEQH0IWpoWJTXUAXSklubcBlCAIy0pRbNtaV5AuCfJDSTWwbQvzNmJGRFqTbetasV5R0Q08PIiiUGWbuRIURUJRNq7hepEplBicmGNTfWzF7PVcsUy2UCYZefCldLZtc2N0huOXBzBMiyd3tNJcc0u43bIsLvVPIAgC21qWW8JCRbPhjXO9AHxiV/sDycD/IOByqjx3sBPNMNnRUUtDopK1VomB7/8l+mj2+iMEQRDuYBdqY9kmppXDxkISXEjivYtdGeYIhdLrRANfwuU4xJj+9+fXSChyI/nSq9j2xkznBjawFkwW8tyYm/mwm/FIoWgYXJqepGyauD96MfgGNrCBjwhExGVZChXxzHvLYLNte5n45voHyg8pn0ioqFQs1aVIujrY5DvwwEiFhLP1oWSBbGADjwp0w2R4Ko1uWiAIZPIlbo7NUNYNQj43DbEg714a4PrIFE/uaKOrKcHwdJrhqTQRv5u22gh9Y7NohkGxbNBRF2V0JkOmUEKWRLqaEhRKOr1jMyiySGdDHKd6a6BkWjY9gxM0xILsaEvidqpohsn14WkyhRIN8SBTmTwjU2nypTJNiYq+oWaYhHxuxmYyNMSDNCdCXBoYx7JtUrki6XyJ2oifwckUQa+T4ak0JU0n4HGxuSFG7+gM0+k8lm2zraWGbKHM0FSKkNdFQzzIwPgc2WIZRZboakrgeECEhyAIfPLAZhS5OrOnpBk4FOm+SIoNcuIDhGVrTOT+Gt1KISATcOzB79x59x+utj+rAAgoSjui6KZaY0KA+/iwP2zYto1umeR1Hc2sOFOIgoAsirjkiqq7+IjW131QMC2LgqFTMgwM21q05XPKMi5ZQXpAjKRt2xiWRV7X0CwT07IRhIqyvlOqHEtc481W8bEAACAASURBVLEqA0KLwvx1NOZV+gWh0nZFknBKMg7p/l5UDxq2bXNmYpS8/uD8uz/qsG2bgUyK/szcQzueZpmL945lV+5DRZRwynLlHcDa7kPdMikZBmXTxLSsxX1J8yUMbllBnrePfBRh2zZFQ6dgGIvWlpIooIgSbkVBFR+t52cBtm2jmSYFo/o9rogiLkVZFOFd7z4N26Ko65XrOT/zrYoSHlV9ZM/FBtYHRXQi3pYpoFulOwpJ3gkWFrpVqlomCyryPQpsfpCQkJFFtaq9YUcde8IvrsvGdAMb2MAtCALki2UuDUxUiIXZDK+ducHj25p581wvP3CkG8u2KGsGqiyRL2m8cvIajfEg52+O4nc7eediH/GQl8ZYiKKm87fvX2Fnex3XhqZQFZmegQlURWZ8NoMkiGxvveWEIokC25prON4zQCpf5PFtzYxMpekZmqSjLoosimi6QUk3mM0WGZxMURP2kS/p7GhNcuxiHz9wZDuqIiPOa0KNzWS4NDDBc/s2c+xiH1uaErx5rpejO9p483wvyYif185cp602wunrI7TUhHnl1DVqI37O9Y5yaGszr566xr7NDZy5MUrA46Q1uXrJ93px9uoIdbEADTVBbNtmaCLFu+f6+Duf3IUsbZATjyRs28SwctR4/w4CIqKwPmuu2yGKHhBEdKMfVb5lk2PbJcr6RSQpButU2AaYKuQ5PzVO2TRQJYkdsSQx950trWzb5uzkGGP5ivhJ0uNjWyyBIlaz/qlyibMToxQMnRqPj23RBLIocm12mreG+zkxPkR/OkXRqFh31rgr+zlS38yueBLPGlLLi4bOmYkxUuWVazhFQaDZH6IzsjZ9hJligXNTY5QMA1kU6QzH1iUKmCoV+e7Y8OKgekc8Sa3Ht+qA2rZtRvNZTowN8e7oIFdnp5krFREFgbDTRXswwsHaRg4kG6j1rr6f23F2cozRXAanLLMrXkvI6VoMQN8ZGeCdkQH603NktTKKKBJze9gUirKvpp5nmtrvKnRpWhY303OcHB/m5PgIfZk5ZktFdNNElSQCDie1Xj+bQ1G6InE2h6PUev13rdMfy2W5NDOBZporrndIMrsTlf6sBwVdZ6ZUYLqQZ7qY55X+65TnjzFZyPFy3/VV2+ZXHRysbUS6bf3N1CzX56YxbRu3orAzVkvQubbnfOFaXJ6ZXOzX/mQ9PvXhJd8blslsqchMscBUIc97o4OM5ipCbZpp8s5wPzdTs6v+fn+ygYjTteo9qZsmpydHmSkW8KkOdidq8Sgqtm1zdXaaN4ZucmJ8mMFMmqKh45Bkkl4vm0MxHq9r4nB907yzzXLYtk1O17g+N8PlmUkuTk9wMzXLTKlAyTAW78Emf5Bd8SR7a+rpDEeRxbXNTC69tivBq6jsralbV/lLX3qO63PTWLbN5lCU5kCIomFwdnKMN4Zucm5qjIl8DsOy8KkOGnwB9ibrOVLXREcouiaNi6Xv85Ww1nf8Uix9Jzb4AmyJxACBK7NTvDHUx6nxEQazKUqGgUtWSHp87IjXcKS+mR2x5JrddSzbpj89x3tjQ5wcH6Y3NUu6XHHUqvP6OVTbSJM/uOL95lMd7E3UVdkyb+DRhVvyLyMO8mb6nrUSLNugcJvIpCq6cDwEgcv1QhEdOEVvFTlRMnMYtr5RerWBDdwjZEkiGfFzc7wyZhEFgWTYx47WWq4OTWHbNvXRAHPZIu11USbmcgxMzOJ2KPjdTmzbRpUlNtfHaauNkM4XCXicbG+uIZUrksoVGZiYw+9x4lSVFXUVGuNBIn4Pxy72ceb6SMX2NOhld0c9tmXjUGQ66qI0xUO8e7kfy7IxLQvTsijry7/ZgiBgWha2ZS8aONSEfexoq+XywARlTUeWJGazRZ7obkUUBQbGZ1EkCZ+7MhYNeV1sb0kymcpRKD3Y7HrDMPkfb13gB5/ZyeRsjv/x5sWKjeh9zh98LMkJy7Io6gZFTSdXLJMv6ximxXqzDtpqInidd/qUCBhWhoncS8iiF5+6Ha+j657brUj1eBxPMZv5t5S0kxjmMMXyO5S0U5S0k4R9/xBRWH/ZyOWZSf7JWy8zXcwTcbr5N099iqPulrv+7j9dOMU3bl4B4NOtm/nNI8+iOKoH/gOZFP/s2LcZyqY5kKznt4++wOnJUf7w3PtcnplcdsZ7U7McGx3gr69f5vObtvLT2/cSvkPwAzBXKvLb77+9qn6AIor81PY9/K+RJ+/aJ4C8rvGv33+bnpkpFFHi723fzT/e98SywHQ1vDbYyz9562UMyyLsdPEfnvkstR7fsu0q2SMWbw/3858unOTUxMhisLyAgUyKM5NjfL33CrviSX5mx34O1TWuGrAtxR9fOMnXe68Qcbn5N09+ioO1jXx3bIh/d/o9zkyOoVvVx+rPpHh/fISzU2Psq6m7IzmR0zT+pu8qX7l4mmtz0xir+FufnRzjb7iKW1bYV1PHlw4+RUcoesd2n54Y4X9751VS5dKK62MuN3/47PevmZzQTJNv3rzKt/quMlnIMzVPTiw91xemJ/iH3/nGqvvoisT52ud+dNk90J+Z4x+/9TLpcgmfovKvjr7Acy0da8r6yes6X754mv986TQAuxO1dEU/+9DIiSuzU/zBuROM5bJMFfJMFvPktPLiM5nXNX7j+Bt33MdXX/whDtU2rro+b+j8zsljHB8bojUQ4nef+SzNgTCv9l/n98+dWPEdcDM9y7GRQUbzGfbW1K14r1u2zcnxEf7zpdOcmRhlvJBbtHK+HWfnn5+WQIif2Lqb7+/oWtM5fqX/Or9z6t1Vg/y2YJgvP/95GtdBTrw+eJPffv9tNMvkp7ft4ed2HuCPzp/kL69eYKqYX7Z9z+wUrw328rVQlJ/feYDnmjvuGuj3zEzyT996ecX9AYQcTv6fT3ya2Bre8Qu4OjfN//LWK0wUcjzT2MZvHPkk3xm8yVcunuL63Myya3gjNcPbI/28dP0yX+zs5se27iKgOu5I0GqWyav9N/ijCye5OD2BYVlI89l0AIPzpOpq2BSK8OXnP0+dsiHM9lGAX43hlDywZKyc0sbuOUDXrRKp2yw1XbJ/zTaiDxMOyYNPCZM1btmJprRxymYezyPY3g1s4KOAfKnMe5cHuDY8RU3IRzzkxeN0IAjgUisZwV63k4m5LG+c7eXw9hb2bmqgqOn4XA5CPjdOh4I6r/UhCAIelwNRFHGqMn63gwNbGhmeSiOJIvFgtb6fYVqcvj7CteEpNMNg/+ZGPE6Vty/e5C/fOEd3axJVlpAlEUmq7DMW8HKu9xpzmQKKLJEplDneM8DAxBzJiI/GeIi5bIG/OdGDaVoosoTHWXHMc6kKmmGi6QaaLjMylaa9Nsq+zQ3kihoel0rU75nvg4BTVe4rm2ElHOxupqQZ/OHX3qWsGbx4eCt7uxrvW8D1Y0dOpAslTvYO8+alm1weniRdKGJa95ZI+Ds/8Wl2ttSuul4UVCLuZ9DNGWTRhyLdn22aIHgI+n4GIeegUDpW8bLWzyOLCQLen8TtfAp4dAV0elNzfPPmVf708llGcxncikKd14/fUWH3MuUyg5kUJdNgopDjKxdP41cd/OS2PXcckCuiRKM/yGypSNk0KJkGZcOgaOj3dF3rvH72JOq4NjuNbpmcGh9lLJ+l3nf3QYNumrw2cBNzPljvjtXQHoysOCg3bZtX+q/zr068zVA2hQ34VJU6bwDfPDGQKpUYyWUoGDrHx4aYLOT5tX2Hea65Y81kiWaaTBXznBgf5l8ef4Ors9PIkkit149XURAQyOkaM8UCJdOgO1pT5dKxrN2WxTduXuF3Th5jolBR6A05XNR4vXgVB6IAZcMkrZWYLOTJ6xoFQ6doGISdd5/F8juctAbCTBfzt66laayaSXE3mLbFuckx3hjsq7ofRIRFhw4B7jijrojiitW7WyMJtkUTHBsZIKtrvDXcx+H6pjUFv1PFPO/OB1sC8FRDKyHHvWvSrBdjuSyv9N+oOq+iIC5m/ECl1OdOdcvrKb0qGDrTpSI3Ujf4ze++yXg+i0OWibk8uBUF27bJahrTxQKGZbIrXotrledeAKaLeY6NDCySWD5VJebyEnA4UCQJ3bSYKuYZy2UxbYve1Cz/7vR7+BSV79u09a7V2BGXm7ZgmIxWomyYlEyDkqGjr0LErQemZXFuapz/eP59/vTyWbJamajLTY3Hh1tWMCyLyUKOsXwW07a5MjvF75w8Rsjh5ImGO5MKHkWlNRjCJcuUTLPyTjT0ZcTnveLa3DQvXb/MVy6eZrKQw6s6qPX68KsObLuSLTeUTVE2TUZyGf7g3AmCThc/3NmNvMr9Ytk2744M8lsn3mI4mwagPRhmZ7yWOm/F6ngok+bs1Bj96bnFbBa3rBByuvCpDraEY6hrIG038GjAKXoJqbWMl3oXl+WNDClt/J4C9Iw+Q864leUlIBBQYo8kOeGW/ISUJKPFa4vL5rRxssYMITW5Uba0gQ3cA5yqwid2d3B0RxtOVcahyDTEgqiKzAsHOisZEh4nP/7JPciiiCJLPLO7g0JZRxIFVFni2T2bcMzrCHqdKi/sr/zuyPZWZKkyDuxq0rBtG5cqMzKdXjy+JAp0NsZpSYaRRAG/21lxh/RvwzAt3E6FlppwpeRUFHlu72YcikwiXCE5VFnGqco8v68T07JwqQouh8IXntyJZdvIkohTVWhLRpAlkRcOdDIxm8XjUmmIB7g5Oku+pPH0rg7yJQ1RFPC5HLywvxOPQ+HJHW0o9+miAZDKFrk+OLX4t8upoMoymm4iigLXBibpaq1BvI/0iY/Nl9y2bSbTef7g1eP8zemr5Mv3X2t+t2DJxkIzxshpV4i4n6RkjOGQV1ZoXQsqLiFxwv5fxW/+CKY1DQgoUi2iuHIA/Chhppjn98+dIKOV2RlP8iNbdrAjniTqqgSs04UCbw/38+WLpxieD8j/7Mp5jtQ3szWaWHW/IaeLX993mLlSkYKhU9B1pgp5fu/cd+lLr79+XhJFnm3u4L/f6CGrlemZneLSzCS1Xv8dgzGbysD94vQ4NpWB8+G6JiKu5QG5bdtcmB7n351+j8FsCkkQ2BWv5Ue7dtAdSxJyuhColBucmhhdnKHsTVcCrCZ/kK7I2nyvNdOslF2k57iZnuWx2gY+1bqJzeEYQYcTAYF0ucRAJsW5qXEO1TbgvoMjwXA2zZ/1nGOikEMSBA7WNvJ3t+6iIxQl6HAiCgJFQ2e6UGAwm+LC1DjvjAzwmbZOAo67lzzsTtTyW0efJ6eXKeiV63lyYoQ/Ov/+qin2d4IiSnxfRxc74smq5X9y6TRnJ8ewqWRG/OS2PaumzQcczhXXhZ0unm1q58TYELpl8c7IAMPZNFsid3dsOT1RSYUHqPH4OFTbiOMhust0hmP85pFnqzIOzk2O8V96zmJYFh5F4Rd3HSS5QtbPAtqDa69dzOs6bw/388bQTWZLRZ5t7uC5lg5aAiF8qgPbtpktFelNzXJxeoIDyYZlZWILEASBQ7WNbI3GmS0VOVrfws54kkZfkIjLjVOWKZsGg5k0f9t3jb+4eoGsVma6mOfPr57ncH3zXcsaPtnUTnespkKu6TpZTeP1oZv85dULa+7zarCBM5OjXJiewLZtPtvWyfd3dNEeiuJTVHTLYiCT4r/f6OFr1y+R1zUGMym+2nOOnfHkIqG7EroicX7zyLNkNY3CPDF4fp4IKRorZ4GsByO5DL9/9gR5Q+NAsoEvbulmazRBxOmufGcLeb4zeJM/vniS6WKBrK7xXy6f5XBdE82BlV2J0uUSX754iqFsGoFKudA/PfAEO2I1i7W3hmVxZWaK3/zuGxwfGwJgX009P7dzP3G3l4jLjf8hlkRt4P4gCALNnm6uZt7FojKWKpk5+vPnqHVtWtd4xrZt+vJn0K3y4jJFdFDn6nygDhgPCqroota9iWvZ4+h2pc2GXeZ69gT17i1IH5+h+QY28MAgiSJhX/V4e0H80ee69W2I+G99+91OFbfzVvajd8l2oigu/s6zZJuIImPbNiXNoFi+lfqlyBLRgErAU/19DnpXnnRSZGlZeyp/V/chdIc+qXGJrfkayrrB3s311EUDyJKIy3FrDL9wnKV9uB/MpPO8fvL64t+CIOBQJGxb5a3TvcRCXjpbEqw8pbc2fGzegPmyxn9+4xT/42RPVV2PLIk4ZPmeGJ671f/atk7RGEIWfWjmNIaVI8CudR/ndgiCjCLXoVB33/t6mLCpzKrtiif5F49/gm2RRNXsf9jpptEfRJUk/tWJt8jqGpOFHMdGBu5ITsiiSL0vUJXZMFMs8OdXztPHvYn7bQ5F2R5N8O7oIHld453hfg7XNd1RA8O0LN4dHVzMJoi7vRypb16R0EiXS/zJxTP0pmYQgL01dfyfjz9DezBSdU5CThetwTBJj49/duxVhrMZrs1N87Xrl2jyh+6qCwFQNg2+0XsFBIHPb9rGz+7YR503sOz+3ZWo5dnmDiTxziKEN1Kz3JwnfaIuD//TnsfZnait6mfA4aTG42NrNM5Tja38+NZd+FUH0hoGnB5FpSNUHfQKAvynCyfhHsgJWRTZGU+y8zZy4juDvZydHAMq5MBn2zvXVC5z+773J+tp8oe4kZphqpDnjaE+OsOxO55D3TR5Y6gP3awIn+6MJ+kIPVyCMen18bn2LVXLHJLEn105hwGokszTja10htem1XI35HWNP+s5hygI/OyOffzIlh3E3d5lz8feRB2fbuu8q5hiwOHkfz/4CdyKTMTpwSUv3z7m8tARilAwdP7q6gV0y6IvPcfV2am7khNBp6sqg8iwTKaL+QdCTgCUTRPDsvjhzm5+de/jhJ3uqnMRXZK58Y3eK5i2zaXpCW6kZtmdWD1jz6UotN1GGrllla9cPE2R+ycnTNsmrZU4XNfElx57io7Q8ndWRaPH5v89c5yCoTOSy/DdsaFVyYnLM5P8/+y9d5Rc53nm+ftuqls5dc4RDTRyJgIDGCQGUaJMyZItaWXLRw679szOGc+m2TO79syudmSf3bOzntlZWSPLli1bMhUoiyIVSIIECZIAkWM3gM65u7q6ct2qG/aPajTYRDe6kZsknnP6j75VdfP97vc+7/s+z/npUiYmonv4rXVb2FhePe98KJLE2rIKfnvdVk5PjZMsGAynkwQ0ndbQzVUl3sPdQb2nk4Bazkyx1I5hOgY96WOsC+4joJUt220iWZykJ31sjuQA8CphGr0bbst+3yyEEDR7N3FE/RnTheG55RdTh1gXfKjktLHCk033cA8fZQghcLtU2mqv3aZ8u+FSFbauqruj22ysCvMHn9kzb9nlmbmgROrINyk68ZEgJxzH4fzwJD8+fGaOmCgPeLm/s5nO2goCHtfs5Or6TmZTxcITrSuQkISLdOE0RTtBWN91YwcwC9vJkS8cR1NaUORKHKdIvvAu2fwBFKUOn/tJJBFc0S+1kEvnK+u3sa6sEllcTe7oisLHm9r5wYUzHJ8oCbCdjU1g2fay2xhuBSK6m30NLRwaHcJ0bN4c7mc8k6ZlkUlwKeub5fWh3rny6e1VtTQGrr5HHMfhbGyC14Z6sRwHr6ryO+u30bFIEKhKMjur6/lEy2r+84lD2I7DL/su8usd6xf9zbztAaligYfqm/mjzfdR7VvY31kSYllkR6pgkCmUKo+ibg91/sUrSoQQuBUVt+/DKVInhKAtFGVbVS29iTh5y+T1oV4+17GeyAIVMzDrhT0T4/TUODYOfk3jwfrma2bDPwywZwUsn21fy+9t3LEo0SdL0rIy4EIIOiLXnhgIIQi6dH6tvZNf9l1kMpchns8xlE7iOM5dHytXhcv4yvqtlLmvJkqEEIR1N8+2r+WVgR5SBYPxbJrB1AybK+5u6Xe528vvrN/GqkjZVc++EAKPqvKptk5+fPEs3fEYmWKBc7FJbMeeq4R4L7riU6Rnx5QKj5et7yM737vutWUVVPv8JKeNOaJpTbT8I+fu9GFASKtkTXAP70z9eI5YGM6d52zydbZFPoEqLT0OFOw8J2Z+yUS+Z97yDv99hLTFkxp3GxFXLe3+HbwT+9HcsunCKG9OfY/Hqn4Xv3J9ZLUzS9w72AhWrjPRPaxMFPJFDr1yhr7zo+x4uJP2jQ337qF7WBCKIuOfrcYomhaHzwxw7PwQTz+4DrdLJZU1aKqJ3JSR8UeCnAA4fHGQVK5UPtdUHuaPP/kAW1pq8enabXsAJeGizPNx3GojihTEq7bd1PpMa4xY4utEg/8KRa7EKJ5jcuZPEUjYThbHzhH0fQlYedZZl9EaipRcDxaYoF5GmcdLnS/AidmS+xkjT94y8Up37rgUSWJHVR21/gD9yRnGZys4mkOLP3B9iThHx0uZeJcs82hjK9oCZfqGZfLmcD/T+ZK7yPqyKjaUX7vdx60obK2sJaC5SBYMYvkspybHl0VOXN6fX2tfS4XHt/SXl4CuKLgUhZxZZDyTomt6asEM+EcFqizzscY2ftF3gel8jq7pKY5NjPJww8LZL9txODw2xEi65HRT6wuy5xqikh8m+DUXz65atywXnluJxkCYsO5mMpehaNtzgfDdhAD2NbRQ67t2T3xTMExY10kVDIq2TTyfw3KcRfUb7gTWRMvZXFF9zWe+2uen2uunOx7DdhziRg7DsnArV4/9ScOYE9V1yQoBbXGiTpGkufYwy5k9H7aNdAdbou7h1kARLtYF99GTPsb4LLlgOUUOx36CS/KwNvggmrSwIHZJRDXLqcR+jky/gOlcKa8uczXQGXwAVazcNh8JmfWhh+nNHGci3wuUiIULqcPIqNxX9muUuRqQxbUryErWuwZpM85kfoB4YYTt0U8iVrD+2D2sPEwMx/mbr7/AaP8Uwz0T/Mv/64so6p2/hy6TbPeIkQ8Gjpwb5LUjFxmeSLBzfSPlYR8/P3iOr356F5Jy4/fPnUtF32WcHy6VjLo1hc/sWs/eNU343Yurh98sLj9gmlxGWN+LLleTLfbd1DptO4Flx1CkipJ4XPZ5ZLmMqug3CPq+TMZ4BdtZ2E5zJUAWglXhsjmNicUgCUFId89l2AzLumVibsuFEILV0XLWlpX6prLFIgeG+8gUFw9qXh3snfu8M1pBZ7Riwcm7YVkcm20nAFhfXrmkFoMQggqPd86homBZdMUnr/mb96LeH6QjUn5Lqk+agxHqZ1topvM5/v2h1/nJxXMkjTyO48zd+x8lbKyopjNaytJN53O8MdxH1lzYsmnGyPPGUP+cC8RD9c2U3wLS6IOAjkgZTcHl2/LeKiiSNK8qqGhbi7p73Cn4NBdryyqXdN/QZHlesJ4pFueJlt5pqJLMmmjFNUVz4co4fnkEzJsmRWvh/dZkee5dXLQtcos8OwCW7cxVbkGJLP2oEqMfdAghqNCb2BH9FLp8ZQxMmTFeHf9rXp34awayZyjYV94tJVIiz0D2FC+Pf4v9438zz0JUl3xsjzy94lsjhBCUuxrYW/Z5PPKVMdFyipxNvs6Phr7Ogcm/51L6CInCBAU7h+1YFG2DrJlgMj/ApfQRjsRf4Bdjf8kPB/89Pxz8GqcTr2HfxfHhHj6YKBhFMskcZtEik8rdlXlcLmPw4t8d5OUfHMZa5F1xDysLpy+O8uDWNta1ldqm/V6dWCKLfZO3z0emcmI6XQraQx4321rrbnuLQN4cZDr3BtIsc1+wJtHkMvw3YSWKYyMJHSFUTGsUo3gcv+dZFLkaVWnEsXPg3Nkg/nogC4nGwPICE1lc6Ta9WwGvS1Z4tKGV12ZJhzNTE3TFJtlSWXPVpCdu5HhjqA8oOTvsrm2kyrewkGDCyDOYuqLwazkO3fGpJftrB1OJufNgOQ7TueUTUZVeP2H91rQNtATDPN26mm+cPEyqYHA2NsH/cvBl/uH8SZ5q6WBndT21/gAeRV3Rk8NbiYDm4vHmdt4eHcC0bfYP9vKbazZdpZ0Bpet4eLzUZxx2uXmgrumOCmHeTTQGQnhuQ9XEZVvey+KVBdvCtC0sx8F2HBJGnvwtEIO8lQhoLiqXQUoJBMp7Ks0sx75e1+tbCk2WaViGcxEwr0LOdhwW88VqD0fxqiqGZTKVy3JycmxBvR6Hkk3pcLoUjIZcOnX+4D1y4gOODv9uMuYMb009R84qVZTl7TTHpl+iK/kWAbUMnxJBk9wU7Cwpc5pUMUbGnMHhShCjSW62Rz9JZ/ABJLHyx1RJyLT7d5Ax4xyY/HuyVmle4OAwXRjm7akfcFz+ObrsRRYqkpBwHAcbC9MuULQNDDuH6RgLrj9nFYgZCSzHpswVxCNfScg5jkPGzIMAn7Iw0Wg5NjEjgSQkIpp/wZasWw3HcUiZOWYKaSKaH5eskjHzCCHwyTryNVy13ouCbZI2cwRVL5Zjk7cM/IpnyTmJ4zhMGDNkzDw+xU2FvvicdaaQRpc1dHnpd1rBKqJKi1fB5KwClm3hU++cY9d7UVkX4fHf3M2FkwM88Zu770rVxEjfJD/+5n5qW8p56FNb4BY4S9zD7UXQ52ZkMkEmXyCRznO8awi/t+TadzNY8eTElDGELvsYzV1Ek3QaPJ2IGxggzdnMu6bIRH1L2xneLCwngyzpeGZbORTTi+0sng1aDoTkBQT5wkmKZi+OY+N17UMICccpACubabzc/73Mb9/WfVkudlTX0eAPcW56gpF0isPjw6wvr7zKsu7tkUEGZgmHqNvDvvqWRZ0G4rOWp5fxrVNH+NapI9e1X5f795cLj6Jet9jjYlBlmS91bqJoW3zn7HHi+RwJI8/bo4O8PTpIvT/Ig3XNPNLYyn019biv4fzxYYEqy2yvqqUlGKY7HmMkneTN4f4FyYkDQ70kZu0vN1VU0bGEeOaHCX7NNS/Qvlk4jkMsl+XQ2BAnJ8foTcQZy6RIGAaZYoGCZVKwbQqWeUNOL7cTLlnGq37wng1ZCAKuGyuXX+wKbK6oRHAR5QAAIABJREFUoS0U5dDYEBPZNN889S5VXv88TRHbcehNxPnLk4dJFgwEsK6sctmuRfewcuGS3WyLfAJZKLw19YM5S1Abi7Q5Pc8idDF45CA7o8+wNfIkLvnaYrcrCYqksin8MdyKnwMTf0+sMDT3mY1F1krMkRbXA8uxOR6/QE96DI/iYlukA897nAhsHE4kLiEhsats4aSZaVsci18kXkjzTN2eZQXhtwKvT5wgaxnsjK4hqgUYz8eRhYTLU468zHaVKSPBgclTPF1zH6ZjM2kk8Cpu5CXmljYOpxK9vDF5in0Vm69JThyYPMUqfx0dgfol9+fdeDc7o2sW3X66mCVrGXeNnPAG3Hzpj5+8K9uG0rt8uGeCieFpaltujQj3Pdx+3L+lhe/9/BhHzw1y9tIY4YCbLz65DfkmiaUVT04MZbvwKSFixjCmU6TOsxr5BrpRwrOEhGU75Ao3RxIsBx61BbfSRCnIdnArddjOzWXuVLkWj/4g8dR/xKFI0PtlZLkCxylSNAeQ5UoQK3eyK+AD50Mf1T083NDM+ekJHBz2D/Tw6bZOKr1XMp6ZYoE3hvtJzgacndHShHkxZIrFW1JSfj3rkMW1HTiuF0GXzu9t3MHWylqe6zrN26ODTOezWI7DYCrB3507zs/7LrCxoorPdWzgvpp6fOrt03dZCWgOhtlRVU/PTJyCZfHKwCWeXbUW/3vEHZMFgwND/diOU7KarWuaa9X5KEAR0k0z6jCb9SsWeKGni++dP0VPYpqEkcehNM6osowqySiShFtR8CgqiUJ+TtdgJUAS0qIE5kqGEAJNurXjeER385X1W+lLxpnIZjg43M8fvfxPbK2spd4fQBISA6kZ3h0bpicxje04tAQjs2Kitz/ZcA+3H6rkYnP4caKueg7Hnmckd2G2iuLa7zld9lGlt7I98kmafBvRpA+esLAiaawJ7CWi1XIs/hI96WOkzWmsZSa0ZKGgy34iWg3rgg8hCRkHMGyTcleQjeFWIlqAWCHJm5OnyVkFNoRaKNoWp2cu0psZY5W/Fo+sk7UMWrxVHI1fZE/5WjoC9ZyaKWliDGQm6M+Osy28ijenztDgreBwrAtNUtBljSeqd/Dy+FESxQzTRopn6vbQmxljMDuBV3GzLbKKNydPYzo2tmPz8epthLUrFaambXEm0cc70+dp99UhCYkj8Qu0+2tJFNKcTw6gSSrdqSEcHNaHWmj1Vs+rBpkwZtg/fhzDNrEdm5xV4HCsCxuHBk8FWTPPm1NnSBQz1LnLuK+sc16FlywkNoZaiRlJNoSamSmkeWn0MIootZ49Xr2Nd6e7mcjPMJybotod5VdjR9kZXc3pRB8VeohUMcfZZD9eWef+8vUMZif4p+G3GMnGeLBiAxPGDBdTI1iOzZZIG0HVy4HJU1ToYRo8FUwaCQ5OnaFgF+kMNNIZXNj17cMEI1fg4qlBjNztj8/u4dahMuLny0/v4PHdazAti0jAQ0XEf9Nz/RUfKbokN8O5blp9mxnInL3h9bRXRTlwrpdMoUD/1AzNlbfXekwSLmwKTGZewrQTWHaWkHs3LmXxoHUpCOEl7P9D3NouJMmDS9sASDiYaGobLnUdkrhzgc6N9DV+0IZXXVHYVdvI97tOM5nLcG56knPTE3PkhOM4jKRTvDU8MBcYfaypbYk+8ivFzbIQbKuqpWkBV4+l0Fl24/fSzUIIgVfVeKCuie1VtRwdH+GX/Rd5Y6ifvmQcy3GYzGX4Vf8l3h0b5rMd6/jqhu2Uu70fWoJClWQea2rjxd5uYvks56cnOTExyt66prnvHB8foXfWhrXS6+Oh+uYP/aTjdiBVLPDNk4f5q9NHSRVKJc0BzcX68iraZq13gy4dr6qhKwqmbfPnhw/MWeCuBHyQr/qtvmUlIdjX0ML/aD7IN04e5lxsku74FBfiU4jZFr9SW0ipbW5HVR1/sGkne2obP7TjyZ1Chd7Ezugzc+8kRSiEtepr/mYhKEJnTWAPFXrz3LKwWoVyHULWiqTR4t1Mjd5Ob+Y4PeljTBp9JIoT5K0MlmOiCBVd9hFQyynXG2n2bqTFuxldXriN8lpYF9pHQ3H9vP2VbmBaHNFq2Bp5koJ9pb2iwtXI9TzlkpCp0lv5ePXvMZbroSdzjLHcBeKFMdJmnIKdxXIsZKGgCA1d9uJTIgTVcsr0RmrdHdS4V5UERGebRHdEVnM0foFfjR1hc7id6UKSgOrliZqdCGDciNMRqKfFW83R+AVqPFHyZpGCx2SqkLgqAZKzDeKFFBY2U0aCqCtAwS7y6bq9/GjoAIlihpFcjEZvFY5TImDfiZ1jdaCBnvQIVXqE6UKKT9Xu5o3J00zkZ+aRE7KQWBdq5kyij4erNhNUvRyZ7sawiqTNPDnbwC1pSELwaOU2dHl+Ms7BoTc9RtQVpMVXzf6JE+iyRkegjpOJXhygPzPO2UQ/HYE6ziYHWBtsIqQt3l5XdExSZpYvNj7K88MH6cuMM5Sd4hM1O/npyDtYtkXMSGI6FvFCCp/iJmcZeGWdRm8lPlVnbbCJRm8ln6i9D5ek0pMeRZVkPl65DU1SEAiavFXECklsHM4m+xnJxahwhTg500urvwa3fGvFXQtGkRMHLzB4YWzeciEEjauq2fLg6mv+frh3kqOvnycU9bFtXycut8b4YIyeM8PEJ0tuWIGIj6bV1dS3ViK9L5PuOA65jMHYQIzJ4WkGL05w6FdnABjtm+LH33wNSZ7//EQqgjzw9Oar1nUZtu0wM5Xi0ukhpsZmKBpF3D6d2qZymtfW4vYsfg7z2QJH9p9lejLFxt3tNLRXYds2I71T9JwZYiaWQpJlghEvda2V1LVUoLqujBU3ez4+qBBCEPK7Cfr0uf9vBVY8OdHk20CZq56IVoVPiSDdoALx7tWNfO/gSZLZPK+cvsiWlhr8+u0TxAQQyARcG7CdAtliL4Y5BK71S/9wsfUJgSwCeN373rcdF179yrKccQhZKkdTm9+/iluKvLWyerhvB4QQrI1W0Bkt5/WhDJlCgZf7L3F/bROyJGHjcGxihP7UDFBS1t9aWXPNKYlPc80x9UIInmpZza93XP99Ia+ASXnJNlBjT20jW6tqGVyT4PDYEC/0dHFmaoJEIc+MkedvzhyjaNv88bb7l2VX+kGEEIL15ZWsL69k/2AvU7ksrw/1saWyFo+qYpgmb44MEMtnAdhd07CkU8M9XA3bcXh1oIdvnTpCulhAALtrG/jqhh2siZQTcbuvqkiI53P4lmFPeg93B0IIXLLCvvoWzsYm6Z6eQldU6v1BHMdBmm0JbAlF2Fldz5bKGmp8/mu6Pt3D8lDnWUOdZ81Nr8clu9kSubmycIEAAW7Fz5rgXtr828mYM+StNEXbwMFGEjKK0HDLPjxKCFXc2DxOCMHO6DM3tb+XUaE3zyNlbhRCCGRUaj0dVLvbyVtpclYSw85i2sXS8SMhCQVF0nBJHnTZh0u6WkvBdmzydoEWXzU5y2DCmMElqSStHNNGEq+iowkFXdHmtBBUoTBejDORnyFdzGE6FjOFDGkzR6qYQxUKGTPPRD5OophBCEFA9Zaq1ISC5dhokoIEbA63oUoyXkXHLWtsi3RQqYfwKW5csooqKdjva0UWQiA5IISEImRkISMJQayQYMKI45I13JJGUPWVtnPV8y9QJZmsmSdVLL1nLcciWcySMXOkilk0ScWr6IRUHw2eCjzK/Eobx3FIFjOkilmSxSwexYVf8aBKytx7xcEhXkhTtE0UScai1DYyZSSocUdp99WiCJl3p7uo0ENU6xEEgpiRpHy2TSSk+UrnHUHBNkmZOdJmjpxpoEsaXsVFtTtChR5GE7c+VCvki7z981O8+uN3sUwby7SwTBtJlnjsszuXJCf6zo3wN19/gcr6CJV1EbpPDPDzf3ib8cEY2XQexwG3R6OsOsSDn9rKk1/cQzB6hQSyTItfPXeIn377AKmZLJlkjmKhFFP0d4/xra/95Kptrt7cxJ4nNy5IdGTTeV57/igv/+AwI72TZJI5LNNCdakEoz46NjXyqa88QMfmpgX1NHKZPC9+9yDn3u3jK//6k4TL/bzyw3f5+T+8xcTQNLm0gZAkdI9G8+oafv9Pn6V1Xd0tOx8fJKSzBqNTSRqrwwyOzTA8OXPVdxRZpqosQH1lCPUGXDtWPDmRLE4RUMuQJZWgduN9SKtrK/j4plX85PBZXj55kY6acj69Yy0e1+0LlBwcClYMy8lh2jPI4s70QSaz/4iubbsucuJ6X+2245A0FhZh+rAh5NLZU9fEobEhcqbJ8YlRhtNJGgKhkvjhQA+245SCpJpGan2Ba06WIrp7rrLCtG2ShTyKJKHcZpHW2wkhBG5FpT0cpSUU4cmWDn7Rd4H/cuoIF+JTGJbFiz3dPNzQwgN1t5c0u5vway4+1tTOG0P9mE5JGPMLnZtoVENM5krl6rbj4FYUHm5Y2Gr2Hq4NwzL5ycVzc5orzaEI/8OOB0vOOos8d47jULjDjj/3cH3ImUW+33Wa57pOo0gyX1m/lS+v3YwuK4BAEqXMqiJJSLe4Te2jijPH+olWBKiqvf7KvduJXNbg0vlR2jtrCevXttmGUsb03IkB6pvLCYQ+HG0+kpDwKAE8SuCGfm87DgOZcS6lR3HLGpvCbeiSyrvT3RyaPs+aQCOVehhJSPgUNy3eauo85Yzl4wxlJ1kXbKZom4zmYwgEQ7lJWn3VlLmCnE8OsjpQT1QL4PgcJCHR6q8hY+YQQpA0s/RMnubj1du4v3w9F9MjmLaFx1dDm78WVVJp9FYQUheudmnz1aDLGqqQWRts4myiH0kIGjwVaJJC0TYXfP4F0OqrYdKYYSQXY22wiaJtMZybQkJiMDtBm6+WTeFWJvIzaJJylQaSjcNwdgpVUhjOTbE+2EKbvxZJCJq91VTpEdYFmziT7KPaHaXGXYZA0J0cotwVotwVYiQfYzQfo9FbSUAt3Y8bQi0cjV9gT9k6KvQQNs7cvHummCZeSGHaFmP5aVYH6slbBtOFFGWuwG0RInW5NR55djsta2vJJHPExhK8+qN3yaTy17We2FiCn3z7AId+dRpNV1m1sQFfyEM2lefS6SEGLozxvb/4BbIi8dn/+tG56yaEoLIuwtYHS8RoPlfgyKtnmRydoaohyo5H1iK9b05cURdZsOIglzH40V/u5yffeo1cxqC+rZLO7c2omkIilubSmWHe/NlxBi6M8ft/8iyb9q5a9HhM02JyZIYX/+4gz/2/L6O6VJo6atC9LnLpPGMDMYoFk2j1womlGz0fHyRMxtP88u0uPv/4Fl566xyjk0kC3vkkn+04pLIGn963nm2dDde9jRVPTkzm+xFIc+y4hHzdkbQQgoDbxVcf3UEqZ/Da2R7+88/f5uzgOE9sXk1rVQS3piLPTnqWu35dVZZw/XCwnCymlUCVI/i1Dde34zcIxykCy5+Izx03JUKluIxJfCyXJW6sXNvSWwkhBA/WNfN3Z4/Tn5yhNxHnxOQodf4g/YkZzsQmAAjrbh5qaF5SADKguWgNRRhIltjG89NTpArGh0J7QAiBIgRh3c2zq9ZRHwjx3732EkOpBLF8lndGh7i/tukDOSAvB4qQ2FZVS2soQld8ir5knCNjwzT4g3RNT3F+umT/urG8mjXR8nstHTeAeD5HT+KKQN4DdU2sipRd81wmC8Zc+8c9rDw4jkP39BTfPn2EuJHjwbpmvtS5iTL3B0fYcKXCNC1+9J2D9F0Yx+NzEa0I8ODH11NVF+b1n59i4/aWeeSE4zg89+036L0whj/gpq6pnF371hCtuHYfsWlaJGey+IMe1JtU+s+mDY6/00NjawUufWkdLcdxOHGoh1DE+6EhJ24WiiSzKdzGpnDbvOX7Kjct+P2Iq0QUfLJ217zlT1TvmPf/Y1Vb5/1f7yklDbdFVjGRn0EWEg4Q0rx4FJ1aTxmrA1eCk4irRLasCzYzU8xwLH5x7jOP7KLdX8v2aMfcslZfDa2+mgX32bCKXEwPU7BLGXeBoN1fy+Pv2+cna3bO+39ntBQQ245Df2acmWJ67rMad5T7y9fzQMWV+fq2SCmY3RJpByDqCsw7r9XuCFton/u/1lPGhlDLvG2+V3T08rm+jEo9zDN1e+Yte2iR63SroGoKndtb6Nxe2s/YeIKjB85fNzmRmE5z4KfH6NzWzOf+8DEaO2pwe10Y+QLdx/r5q//jn+g9N8L+Hx9h71ObqGkq3S+yIrPz0XXsfHQdAPHJJKN9U0yOztC0upqv/ptnUNSlQ1THcXjjheP85Fuv4TgOz/7ewzz87HailUFkRSKbynPuSC9/+3++SF/XKN/7i19Q31ZJtGphcsEsmBx88QSO47D7iY089tkdlNeE0XQVI19keiKJkSsQjCxc9XCj5+ODhIaqML/1yR3omookBF/6xHZaaueLvzuOw4FjPRzrGv5wkhMu2Ut36m0CagVuyUurf+uSlosLwSiaTCUzbGis4kTfCBPJDC8cPc/+Mz1Uhf00REMEPDouVVm2YNtv7N1EY/niGYdS35+K5eSwrTxFewYXlde977cbHkVFnSVZirbF1GzZ+bVwOjZOPP/RICcAanx+dtU00J+cIV0scGh0iIfqWzg0NsRULgNAUyDM9qq6JQNvl6KwvbKW/QM9OMCRsWGGUokPBTnxXiizveHNgTBDqQSmbRPP5+a0Oe42FElCCFGyZpv9u1kIIWgMhNhZXc+lmWmKlsX+wV4+2baGA8N9FG0bTZbZXdtIxTJsJO80JCGuBPkOWCtIQPIykgVjjkBVhESlx4e2hLDkqanx63K3uYc7CxuH3mSc0UzJRrLG58d7GyxnP4pwbIfxkTirN9SxekM9r75wgp89d5jf+qNHF/3NyECM9s5a1mys5+1Xz/Pctw/whd/fhz+4eOCfjGd58Qfv8sRnthEpu379h/ciXObj2S/vXRYxASBJgk9/aQ+aa8VPaT/UKHMFebpmNw6lVix9Cb2RgOqhM9A4939JX2b5swNNUmj31c6TTL0ekWEB1HnKqHGuBFb3WsWuD47tEKkI8Jv/4nHWbm+Zq3bQPRqb7u/gsd5JvvG//pDYWILecyO3PBhPTmf41XOHSM1kefjXtvFrv7sPf/iKtpnucbHj0XXMxNL8p//5ObqPD3DsQBePfGb7gnN12y65hjz26/fx5X/1FKHy+aRsRW0Yx3EWneff7fNxJyDLEp5Z5562+nJCfveCrRsBr459g3PIFT+Sl7nqUKVSr7Am9BsOaoZiCf77v32RWDqDUSxNbC3bIZkzSOYMukemrnudD69vuyY5YTsFksYRQvouhJBRpcUtie4mKjzeOUeBbLHI8YkRnmnrXFDU0XEcEkaeF3svMGNcH8P6QYZX1XiovpmfXjpPuljg7ZFBBlMJ3h0bIlMsqQvva2ghtAyrVE2S2VvXxPe7TtGXnGE8m+a7507wPwXDy3K0uBxM343S5uvddtG25mxT5VkRzZVATECpgkUSAnv2no7nc7h9N+9245IVHmtq46W+biayGc7GJjgTm+DI2DAAlR4fDze0rMg2HreioisqOdPEdCyG00nWlq0sQtUtX6lYsxybTLGA7TgLarA4jkMsn+Wnl87fq5xYwRCzveKXycLXh/r4x67T3FdTj191zRPgLGkvCXRZwaOqKB9Ax5M7DUmSiJQHaO+sJZcp8Px338K2HSzLoev0EN1nhnEchz2PdtLaUYOQBNFyPx3r6oiU+flPX/spfRcnWL+1acH193aP8bPnDnP8nUuMj8Sprovw2Ke2EC7z8fMfHSFa7ufi+VEs02Lfkxupro9w+mg/x9+5hJEv0tpRzf0fW4tL17hwdoRf/uQoXp/Op7+4m0DIg5Ev8osfH0FzqQz1TaGqMg8/vYm6xjKmp1L86DsHyecKPPOFXdQ2luxnX/npcUzTYmw4jlm02PFAB2s2NmAWLd58+Sw93aMk41mEEDz9+Z20rq5e8J3mOA7D/THeevUcsYkkoaiPfU9uoKwyyMVzI7zzWhf5bIHOTQ1sf2AV2bTBqy+c4KEnNhAp93P8UA/TE0n2PbWRcycGGeqbolg0GeqbYvN9rWzfu4qZ6QyvvXSS8ZEZXLrKg4+vp6m1kmzG4O3XztPTNYo/6GH3vjXUNZdRLFi89eo5LpwdQZIEm3a2sHFHC8oyertN2+RSppuBbC9BNcxq/1oOTL2MKmmUaxXUehqJGZN0+Du5mD6PXwlS7a6d+33RLvBmbD95K4dPCbA5tB2vUiLaJSHwKMvT9inpa4gbthzMWVnG86PUuOtxXYfoKkCqmORE4gjj+VF8io+1gY3UeRrnfcdxHCaNCSr05b//4oUYGTN91boADCvPiZkjqJLKhtBWZPHhGbc27GqnbV39VW0YiirTurYOl1slnzWITyZv6XYdx6HreD8D3WMoqsyeJzbiC12tv6KoMh2bGomU+5kaS9B1vJ/7P7EJl3vh+yZcEeCRz2y/ipiAWQJtibnv3TofdwMPbWsr6e85DjglovgymmuiVIRvLAm34smJgpUnXYxjOgXccoAqbizrapgWI/E7dyMUrQSZwvlS1YRjIKOzlCXW3UKl10djIMT56Uksx+GN4X7eHO7jwfqrA6h0scDzF8/xi97uW5Jp/qBAEoK1ZZW0h8s4NjHCSCbFG0P9nJ4qtXSEXDr3v8eV4VoQQtAejvJUy2r+y6l3yVsmL/R0EdLd/MbqDdT7gwsOfqZtMZ7NcDEew6OobKyovuOaBYZl8e74MPLsMUR0z4Ll9I7jzOlMXC7B96oaHZGyFdPS0RKKoEgSpm3Tm4hzeGyYJ1u8t8TecUN5FWuiFUxke4nlsjx/8SwT2czcZ+2h6BJruDuo8HiJ6h7i+Rw50+Tl/kvsqmmYZ4d6txF1e4i6PfQnZ0qVR+PDjGZSC2q9TOWy/O3Z4xwY6vtIjVcfNAigI1LG2mgFp6fGGU4n+bPDB/AoV4veabJM0KXTHopyX009D9Q1U+n13WuRWgaMfJGh/il8QTdCCPK5Aulkjic/s52L50f41T8dp7r+ytgkhCAU8RIp9zM2NL0oOVFdH2Hvo2sZHZrmiWe3U1YZIBj2lNp1Tg8hJImHn9qIosr4AqVt67rK5p2tyLLEC/94iNrGKGs2NtDQUs6+Jzbw3LffoGCUiG3Lsjl8oJvapjL2PNLJ4QPdvPbiSb7w+w8TCHl4+vM7+cafvUgqcaWas/vMMJPjSZ7+3E5GBqb4xY+PUtdUxlDvFKeO9PKZL+/l0IFu+i6MX1NzI5XI8aPvHKSiJsRDT27ELJrobo2p8QTP/91bbNvTTnlVkJd/ehxFk2lsraDr9BA7HyoJCk6MzDDcP4XjQGwiyS+fP8qnvrCL1o5qfIFSteTpo31cPDfKU5/dTiadx+vTQcC7b17g0vlR9j66lt7uMX76/UN88Q8eZmo8wcFXzvGJz5XaFzxe17yg4FqYKca5lO5iZ2QvmuTCckxsx2JnZC8HJl9GESoJM47DGqYLMQTv02RwbDJmmk2hbZxLnmYsP0JQDWHYeXJWllq9AQuL8fwoilCodtdStItMGGPkrTwRLYpH9pAozlCwC4S1KLrsZjQ3hI1NpV5N1syQNlMoQkEWMoqkkjUzSEJCEjKVrmqmCzEsx0IgyFs5xvOjFJ0iHtlLtV7LuDFGqpjAwaHe04hbvlL141G8dAbWkzMztPhWEXWVM54fJaJFSRWTyJJCwTZ4feqXbA5tp9bdgOVYjOVHkIVMtV5HwTZmj8EgopXhlj1MF2LocumaGlae4dxg6ZhcVXgVP2WucobzQziODR8icqJ1XR2qdnU4KYRAcyloukY2laNo3FoRfccpVTmkZrLoHo2BC2NY9sLv+djozJzNVGw8gZErLkpOVDWUUdUQveG56t06H3cDiiwxMBanu38Cy3aorwzR3lCOpipEQx6iN9hmt+LJCZfswa9GMW2DkdxF2vxbgOtnWv26iwc6b60QX8izeJbcdnIY1ii6UkfeHEQSWsn+k6XFne40VEnmqdYODo4MkCwYDKWS/O9vv8aJyXF21dQTcunkTJOexDQHhvrYP9hL3rJoDIToT16t0nonMZFNc2JyjEQ+T8YskC0WyBSLTOdyDKYSAFiOw5tD/fxvzqt4FA2vquJRNTyqSpnuYXNlzbKCrxqvn/tq6jkzNV4S5bt0jr5kyZpwd00DjYHlV8a4FZUvrd1EXzLOS73dJAsG3zx5mEOjg+yoqqMtHCXo0kuiMoUCo+kkfckZehLT9M5M8+sd61lbVnHHyYmCZfL8xXPsH+ihPRxlTbSC9nCUBn+IoMuFIklki0UGUwneHh3k5f5LTOWyCGB9eRV7a6/OKFyGZducn56kZ2aajFkkUyyQKRbIFot0x2NzL51UocA3T71LQ38Qr1K6jh5Vw6OotIUirIqULSubuqOqjiqPn75knLiR4z8cPchIOsmO6jr8qouCbZEqGEznc+iyzCONbUuu8zK8qsZTzR28MdRHspDnpd5uZowciiTxZPMq1BUqhNkYCLO+vJLexDSmbfOz3i5kSeKxxjZqfH5sB7LFAnEjR8LI81B9C1H3ne3x1hWVRxpaOT4xiu04HB4b5s8Pv8FvrN5AUzCMLEnMGDlOTo7xs54u3hweQJNkmgJe+pYxXhmWyanJMYbTSTLF4tw9mCoYnJoan/veZDbDfzj6FhUeL171PeOKorK2rILGQPiOBsyO49AVn+JCPDY7Dhbm9r83ESdnliZCGbPId84c5+DwAN7ZcdCjqHhVjYZAiLXRirtyf1Z7/fxXazfz9UMHmMxl5p7/hTCYSnB6apwXervYXdPAf7t1DxvLq1YM8bnSkM8V+PkP3+XIwQtYls3HPrUFWZFw6SobtjWzYXszHp+LnvOjmIX5mlMO4DjXtojT3RqRcj+6W6OiOki0oqQrYJoWkiyxZkP9PGKSVVx1AAAgAElEQVTDNEvbuHhuhHQyR2wiRWyy1NLj0lXCUf9VWUePT2f73lWs29KEkS/y5ssla3lFkYmWB1C1+fesosqs29LIpp0tRCv8nHy3DyNfpFi0cOxSz73XpxMIe9Bc6qLHNzY0TSqR5fNffZDy2T51x3HovTCO48D2BzrwB9wM98c49W4v9U1l17wWdc1lbL6vtURAzK6rqiaMWbQ4fqiHLfe1EZrtZ3/3zW7isTSvvWSTSecZG5omly0QDHsJRbwcer2bTTuaaVtTs+x7P16YIqCGSJlJejIXaPN1AALLKYlMKpLCe3nchdosBGK2FdJGFSpdqbOYTpEqvYaCU+B04jiapJEx0xRsg5yVJVaIkSzGafS24pV9dKfP0uJtx3FsLMckbaaYKkwwZUxg2HmyZgbLsdBlHcM2kIVM0S6iy+7ZdafoSV+gSq8hUZzhnek3WBfcRFfqNKHyxzkSf4sqvYYLqfPUuOvm7b8sZDyyF13W8cheHMfhZOIo28O7uZA+R1CNENLCJIsJLMemaBc4mzxVIvSsPHkrh4NDX+YSTd62WXN4h0ljHMuxqNHrsByLtJVi2ogxnh9hd/QhNFlHWjG1o7cOkYrAotaYQsxyAg7c6vyAWbSITySxLZtsKs9ff/2FZf3OyBawrqGt5wu48fiWroJeDHfrfNwNXByc4nu/OIbPraEqMgdP9HL/5lYe2bFq2YTpQljx5IQsZDTJhSJUbqbyoCYS4N9+/mO3bscAv3vxgFaTKyjzfIycOYBHbca0U1h25pZu/1ZiT00jn2xbwz92ncawTC4lpvnGiUN899xxFFGyzMybJpliAVWS+cyqtTQEQnztndfu6n6fnhrn3731KvF8Dmv2ZWk5DrbtYDqlXifbcTgbm6A7PoUkBLKQ5nrrGwMh/vyhJ+iILN33JUsSD9U388PuM4xn05yLTWA5Dl5F5f66JoLLaOl4Lyo8Pv75lt3YjsP+wR5ypsmR8RFOTY6jK7Ol606pdL1gWRRs633Z37v1knOYzGWYzGU4PDaErii4ZAVZSAhROt+GZZEpFjBtG0kIVoWj/P7GHZR7Fhe4K9oW3+86xY8vnitdR7vUQmI5DpZjz04ASha2L/V2z7uOsiSQhMSz7Wv5F9v24NeWDq4aA2E+27GO/3jsbbJmkUsz0/w/R9/Cq2nIQuDMnnvTttlWVXtd5IQsBJsrq2kLRemKTzGaTuEA68oqWVdWuWKnJ25F4TOr1nFycoxLM9OkCgX+sesUL/V2zxFh1uyz5ZJlVkfK7zg5IQvBE82reH2oj8NjQ5i2zU97zvPGcN9cC0BudqxKFwuEXW5+d+N2BPC1d15b8i2SKhj85cl3eXtkYHZMca6MLe/JyiQLBj+6cKZ0H0qlVgNJSMhC8Ieb7+PL67Yg3eHs2PMXz/LdcycXfH4ujx0Fy+LlgUvsH+yd3ecrz88jDa38m137CMl3Tv/GcRz6kzM8132an/V0kzDyhFw6ZW4PmqzMPSsOpbGlYFmlNiwjR8GyODDUhyJJfO3+j19zfPkoQ9UUNmxvZscDHfiDnjnRSFmW8PpL7y1JKo15znueEMdxiE+lmZ5MUt0QufZGZifc74ckCbz++ffTxOgM3/+rAzzyiU20rKpkciy55PRO1WTcHtfcfjuLZEivbFfCN3tsYnaS7DjQvraG/S+e5B+++RqV1SE+9syWq4iN98J2HIR0ZR2XYZkWvEc/XUhiruRbUDp3ANmMgf2effX69KtaGVo6qvjyHz3KqSN9/PA7b7LvyY1sv38VjgPrNjexbW9JbFFWZCJlPhRF5vNffZCuU0O8tf88Pd3jfOo371uWRodLdpO3coS1KGb6HDkrx6QxzsmZo6zxr5+tYii1+Ri2gSpdvc6UmeRU4iiNnhYq9RqG8gPUuOpo968ha2bImmlWhbczZUyQKM7gVjzkrAwVejVNnlZihQmiWjltvtUoQmYg28eEMUbOKlmm+hQ/VXotOSuLg0PezlPpqiZrZZGFhOmYlLkqGMkNlc49gogWZZVvDcPZAQq2gSRk0sUU64Ob8chLjAuz7WQODgWniBBQ4aoipIZp968mb+XImGk6gxtIFhPMFKfxyj7KXZW0+1ajSKVQqtxVyaRRIrBjhalSNYdduB59+g8kVJfK3eCFbcuhMGs/6tJVmtaUxCeXQsva2muKbUqyWJRcWA7u1vm4G3jndD8b2mtKZIQQXBqa4oU3zvDQtjakm6hCXvHkRKo4zXi+b7Y0qxPpBqomoFR6EvHduUm0EBI4DvHcQbxqBwUrRqZwHre6eOb4biKsu/lnW3bh11w8f/EsU7ksBdtiKlcSx5SEKInPef38esc6vti5iZF0iqjbQ8GycCsLZx5kIfCpGn7NhS4ry87I6YqC3+XCtG08qrpoMHdZyNDhspifXLqpl7GZy5Pd62EvV0fK2VpVw4Gh/rllrcEIe2obrztLKgnBqkgZf7LnEf7pYi3PXThNf2JmLmN/ebcEJWJEk2S8qsbGiir21jWhLTF4uhUVv+bCAdzXOIfXA01W2FFVx4lZO9WiZZMtFkkXCvP2VxICRZIIuT083NDKFzs3sTZasaTY1BVhylLAJAPLVYG4XlFLj6ryhTUbcXD43vlTjGfT5C2TbLZ41XE413OTUMoyNgRC7K1r5NLMNKZjowiJB+uaqPZdW/X+bkIIwY6qOv71zof4i+Nvcz42iWGZ84RMxSzBJ7uWngQISuf5cmWSa9YW8mb3sTkY5k92P8L/ffQgrw/1YZgmsVx2rkpHEiUNg3Vllfz2ui083ryK89OTNAZCxPK5EtGyyG44Tql02Z47VjE7nCxv7LKucR9qsoxfcyFLEl5NW9aYIcQC53CRn93887OweJUiJHyaRtZ04Ve1Zes8uBWFgObCpjQevX+3LxMTf3LwFQ4M9yELwVMtHTzV2kGdL4iuKPOeFcu2yZkmU7kMrwxc4rnu02SKRd4eGeTQ6CBPtnSs2GfrbkKWJarrozS0VMxbvpg5mWM7xGNpuk4N8cavzlBdH6Hxfb99PzRNwbJs+i6OY1k2oahvLnP2/ktSMEzy2QLhqI+J0QSxyWQpOHQcjHyRTDpPsWiSTecxgiViQyAWnPAXDJNc1qBYsMhmCuSyBvrlcu0Fvm+bNpZl89nfvp9w1IeyhLNIZU0YVVM5+PJZNu1soWCYlFUEqK6LYBYtThzqobImzPmTg2y/fxW6R0NSJLpPD5FN5zl3YmBJgdDBvinyuSKr19cx2DPB2PA0juOwdnMjXaeGsG0HRZEpGkUcYGJshthEivrmclKJLGeO9VMwzGWRE+WuSi6lu3gr9hp5K49LctHgaeKhilLyzrAMTMfklYmXcLCJuq5O3ES1cnZEdhNQS9WiilBQZ3UfXLJOhV7NyZmjFJ0inYH1zBTimI5J3sqRKMYBgSa5EAgcIGtlyFoZXJKOR/GiSAqqpGA66lx1hiJUVElFICjaBc5lehjK9RNKRShzleOSdECgSiqmY2LZRSzJIlGcIW/l8CjvJygEsii5DWiShi7rHI2/w0xxmipXNQKBS9Z5Y/IVNoS2UqFXcTpxHMuxWO1fi2HnsRzXnE5OohinK3WGVDFJtV5L1sqSMdN4FR+a0MhYKc4lTzFljFPuqqTVtwpZrPgQbFm4WyOuLEtzrRmBiJff/TefpnVd3RK/KhGXyrUSWDd5QB+lN1DRtNA1BU2VEYBbV+eRsTeKFf9kaJJOm38rslCYMoZWjNL/8iABgoRxGMMcQ5bujDq/qjQiS9fX0y6EoMLj47/ZtJPHm9p5Z3SQrukp4kapIiHscrM6Us7u2gbaQhE8s4TDc5/8TRzHmSsPfj/aQ1H+v489g2nbCCEoW2aW9asbtvG5jvVAiahYrCphV00D33nyszfcT65IEpXe5V8Xv+biT3Y/QqpwpdzYJctU+W5cnbzc7eWLazfxWFMbJyZHOTFRKilPF4xSEKNq1Pj8tAQjrC+vpMrrJ+RyLygA+F78y+17+b2NpZ7Uy2XnNwuXLPOJ1tXsqK7nYjzGuekJRlJJYvkchmli4eBWFMp0D+2RMrZU1tAUCBPQXEsGDZqs8M+27Oa312295veuBb/muq7jDOluvrJuGw/Vt3BwuJ+u+BTTuVLJplfViOoemoNhNlZUX/e+aLLC9qo6fnjhLPF8jjK3hwfrm2+JpsXthCrLPFDfzKpIGYfHhjg2McpYOkXeMtEVlaDmoj4QYnW4jIYlWpl8qsa/2/sY+dmWgqBLvyWtSEIIOiJl/OmeRzk2McI7o4MMJhPkLROXrFDt87O+rIodVbXU+AKoskxntIK/efKzmLZNRHcvWl4b1t386Z5H59ogbgRh3Y2yABH3dOtq9tQ24jgOqixTuQzHloju4c8efGJOWDasuxe9h766YTuf67hxy+r3kiDvxfrySr71+LNYs5VQy61Q+Odbd/M767fNrdv3PgcOw7L4wYUzHBjqw3JsHm/p4I+330/NEgSe4zisCpcxkJzh1cFe0sUC56eneKSxbUEh548yhCSobSojFL76mtU2lhGMlJa7PS4aWitQVZmq2jDnTgwyMhCjvqVkJXq5wmIxhCI+9j62lrdePUffhXEeeXoz/mDJijT4vm1XVIfY/XAnr/7sBBXVIXY+2EGk3I+RL/L6z09z7sQAQsDzf/8267Y0svvhTupbyvH4SvemL+CmvrkUNJ843MPhA91Yls3+F0/Qd3GMpz67nZr6yBwpoOsqjW0VaC6FeCxNwSjy93+5H1mSCEa8PPOFXUQWEL8DCIa9fPqLuzn4ylme/+5bRMoCPPL0JiprwjzzhV28vf88xw/1sHZzI1t2taGoMo8+vZlDr3fR2z3Oui2NqJqCEBCMeKlpiF7VspKcyXLwlbNYpk2kzM99D61BliX2PtqJLEv86ifHkCTBuq1NNLVXUjBMjhy8wMx0Bn/AzRPPbsfrX54ukC7p3Be9n6yZRRYyXqVUAXAZLtnFnrKHyFs5XLKOLGSmC7G5z1WhcF/0/nkaDuuDm+cCbVnIrAmsJ2umEUJCFSpD2X4qXdUYtsFUYZI1/nXUuuvnRCFbfauo0msQSLjk0nEIJBxKZKnlWChCnftfFjIRrYzV/rVokguXrBPRypCFzPbIHmaKcdyyh3JXJSO5ISaNCfx2YG5/NUnDI3vZFNqGJmnIQmZbeBeGbSAQeJTSsT1Y/hhFu4BX9tHh76TO3YgQAq/sw8bCduy5hKlX8bMr+gCO4+BWPMhCpkqvRiChSRqa5GJ7eBeWY6PLbqRlkt33sDhkVSZaEURWZJLxLLmMgaYv3qJ1D7ceW1fX8ZPXTzMWS6IqMhcGp9i0qhb5Jlo64ANATuTtLIPZ89jYeOSbs6e605CEi4h7LwnjCIoUJKTvWPpH14DjWDgUEWilyoz3fQY2oBD2/S7cICPr01xsrKheVjDmkhWag4sLSUHJNnOpAGYhlLm9y/K496oa3uCds5wrTcx9lN/CIhwhBC75/2fvvcMkOc4zz1+kqSzvuqraezM93g/cYGAJgABIAjSiKIqU14o6rewj6W4f7eke7d1Jp6VWq5X29HApUqI/rihaEAQJgDCDAWYw3vWYnmnvTXVVl6/KzLg/qqdmGtOD6XHAkOz3jzFZmZGRkRGR8b3xfe9Xbqcmf5D3ta++KeXG3F5iN9lZSAiBS9Np9gdp9gd5qLn9ppV9weh5p12z3bpeCbe4mZBSMp5JUVgwcruromyMLa0If7tBUxQafAEafAGe7lx73eWoikKd13/1E68DYqG/PNLSySMtnVc9/8IYuxo0RaH2FtU5YDivOfxLUxTqfVevT5n8Xd68ea24MOavFVebg1LFAi8OnseUNj6HwaOtXVclJmBBqNFw0h2O8tJwPwBz+SymbfETsKx5R6FpKh/42J1L/vb+S47XNob56K/tAuCjv37fovOklAz3TfPC9w5fVoYv4ObxD2/H43Py0JObeOjJTYt+f+rjd112jdtjVMQc34pHntrCI09tuez4R37l3sq/O1bX0bG6DoDtO7vYvrPrsvMf+9C2yr8j1QE+9hv3UyyU+Ma/vMbOh9ey9e5OMuk8//x3P+Lom30M9U1flvbO5TF47IPbaO+upb378jXR2s3NrN18uTfslrs62HLX5WGAG7a1smHbYu0zIcSSx6Hctku1R2NrlE/89kOXnb8cCCFwqe5F5MJbQzc8mheP5kVKSdpMkTFTld9cqpsqR3TRGL20LCgb/w5HOQzIljatng6mCpO4NQ+NrhZc6uKMCg5h4LhG0WWHYrzl/45K3XXFwbyrLLjZ7ukkoAdJmcnKuVL14FG9i7wp3JoHN4vnTq+22OYIOi5day6eZ3ShE3Is3hR86zMFHVcJjfqZhkBRy33CMm3Mko12lX0mRRG0rK4lFPUxM57gxL7zrLuj/YpClyu4+VjXUYeuaxw5O0qhaPLgtk62rrk8U8m14rb9iktpM10ox5NlrCQZc471wQeuKQfy7QBdDRPzPEHBnOBGfT4KpR4S6X8iEviPaOpi0aV8cT+Z3POE/X+A8g55aKxgBStYGhKYzKR5fuAcWbOEKgSPtXYthDWsYAUrAEgUcszlyxkWvLqDmNuzbPLORpK9xLvFqekrGTtuIapifnY9uv6y47pDW1Y4we0ARVHw+V2MDM7i8TqZnkgigca2KM0d1ZeF72maisd7+2QqeqchhMCn+/Hp10/WKkKh1tVArevq7vY3Cw7FwWr/4r4adLz9RtoK3l1omoJ/wcNqbjpFfDJJbcvVs7t1bmiie0sLe35wlJe/c5DuLS1sua97yWwZpaJJOpnFF3S/rebECpaPTK5AU02IVc2xckp3Rbkpehu37duRSKbyA+SsFIbixuFwEi+MUeNse1cJinyxxNBMgoJp0RoL43VemaGzZZ6Z7I8w1GrmC0fxGxupcj943feWMk/JHAIudzeWski+dBwpl1Y3X8EKVvDOwbZt9o0Pc2hyDID2YJi76pqWde2Z+DQ/GjhHzizd9HoJIfjkms3XFMq0ghXcKlxKJpi2TcEykVJedUEqpSRZyHN8erxSTp3Xj2OF/LslEELg8Tkr3go/qdB0lfd+eDuH956j7+wEHp+Tj/3G/TS2Rm54p28FK/hJwiIiTi78/9JDF3QD3jIV3yrPT6fboH1dA7ufOczg2XG+/blXeOwX7iJSG8SybDLzOaSUNLYv9nB1eQze/yu76O8ZZbR/mn/837/Be37uDtZsbyMc8yNtSTqZZXI4Tl/PKKlElk/+8RNEaq/dE3AFl+OFfWepjwXYsa75pmaiuW2/5IpQWRfcRc5KowmdjJlEFdq77jkxNJPgP33jx0wkUnz6k4+zseXtP9Ylaw4pLQLObZSs+DXfrzyBmNgyiy3TgIVtp7DEJerX0qJoDgISriI4uIIVrODWwpaS0/Fp/vnEobJOg6rxdOdaaj3LC0s7n4jzueMHSBTyN71uCvB4a9cKObGC2wJBw0XU7WE8k2Iun+O1kUE2RWvxv03oiy0lU9k0/3T8AD3xaaCc5nl9tPqqOjwrWEEw7OGBxze+29VYwQreVTz31Tc4f3KEXDpPNl0gNZdhenQO27J588WT/Nkv/iMuj4Hb68TpMbjzPevYfO+qWyb6pzlUdjy8ljdfPEnP/j6e+9rrvPnCCQy3A2lLTNOie3MLf/L3n7zs2tVbW/iNP3+ar/7tc/SdGuXrf/883qAbw6kjpcQsWeQyBXKZAh3rG7mRzI8rWIxkOkd11c2XXLhtyYkLOJc6SECPcD59BE3o3B39EOq7KCSTyhUYn5tnMpmmYL59fiBFOPAbm1GEA6dWR1GZu447SgqlEyRSn8O0ZyiZ/cwk/xIhLi7epMxTKPXgcz2J4GfXBXEFK3inkS4WieezePRy5oVEIc+x6Qm+cOIQx2cmANgYq+GpjjXLFoJ0qCohp+uWuKhfyD6yghXcDvDqDh5uaufE9CSmtPnaqaNIKXmyvZv2YBXehRhvW0rmiwVGU0mOTU/wg/6zvDE2RMm20RWFh5s7WB+p+YnQc1nBClawgncbrz17hEOvnF7yt7npeeam5xcd8wXdbNrZdcs2iIUQNHfV8pt//jTPfnkPR1/vZXYiiWVaOF0OQjE/VTWBJa/VdI07Hl5HbXOEV797iCN7zjLaN83MeAIpweN3UtscobW7jq33r8YfWtmcuVnYuqaRAz3DhPxufJ6y8L2uKkRD3hv6HotrTZF3i3DFShxLvETRzuPXqpgpjHBH5P3vavqd104P8Gdf+yGzqSyf++0Ps6Oj8YrnSmlRtGYxtBgsSrS4fEgpse0EueJeMrnnyRRexuW4C+USzwkhHDj0VXhdj6EqsZUF2gpW8A7hjbEh/nLfKxQtC0VA3rSI57MVr4dGX4C/uOdh7m9sXfa4nC/kGc+ksa6Q1vFGIIDWQAjn1ZSmVrCCdwCXphJ9bXSgQjZUu72EnK4K6VewLHJmiXSxwGw+S6ZUDnny6DpPtHXz77fcRaNv6YXrTzIsaZIoTmDJEkIo+LQqnOq7s7CW0iZtxslZZXFEp+rFp109JvzdhpSSvJ0mb6Xx69HrXj/a0iZtziJQ8OnXlg3tZqFo50iX4nj1MA7FdfULVnBLIaVN1ponZ6WQ0kZXnPj0qp+IFKFDvRNk5st6P7a0mDen0YUTj7Z0uEOkNkikNlgZ7/NzGSaGZrBMm8aOajx+15JzQS5TYPjcJLZlE6sPEa4uz9NS2mSsJJYs4dciFZF/KSXZdJ745Dy5TAHbttE0FafbgT/kwR++8vx3wUsiMZMilchSKpRD4HWHisvrJBD24vIYiCUySWQLaXrPnUXJeQiFgtS1RFHU5W/k3Gh7/KTi2dd6+N7uE7gMB46FtMw1VX5+56P3oi3dfsv6YNz2I6jBtYqx3DmaPGvRFQPBu7vrly+WMK3lGQ22LDCT/RH1/l/ken2hhBAoShCP8zE0tR5LzhMJ/Ac09a2ZBcppS2/3hcIKVvDThJxp0peIky4t1noRQGeoij/YupN76puvaVz6DefburWvYAU/LRBC0OwP8md3PcA/Hz/Is/1niOdzjKTnGUnPX/E6p6qxNlLNk+2r+ED7akLOn05DrWBleHP2W0wXBkiVZnig+ldZE7jv6hfeAtjSoje1j9PzrzFbHKHVs5n31v0u6nUuI027hAAUod3SdYvEpje1l5PJl3iy7o+um1go2Xl2T38Fl+rjwepfu8m1XB4mcuf48eTneKD6V2j2rISmLAVbWljSRBOOW74eni2OsHv6K0znB9AUBxGjiYeqfx2PdnuKb1465po6ayrHU6VZnh37Io2etWyLfHRZZflDnoqA5dvB5THo2ni53pYlTQ7Fv0+yNMFjtf8eXSykkBUCj8+Fx3ftc7oQAt2hEa0LEa27+A5Mu4gQytuSRtNmH0fcX+LRtv+FGtflmduklJiyiCb0y7IlwvLbw3BrtK2vQRU/HSlPH9rRxb1bFmftUxXx059K1JIWta52NKHj1vyM5s5S42xDV96dVDG5YgnTXu6OpoJAEM/tRhN+DK0GQ7v2dIUXOrCm1uNzfxBF8SOukZnNF0tMJtPUhnw4LskDb9k2s6ksDk0l4Hb+VAyWWw3TsplJZXA5dALuFSPyVuBCv0zny0Z/xOfG5zJuu/5Z5/XxnpYOBucTZEslNEVQ7faxvaae+xpb6QxFVsIoVlCBLSVz+RyGquK9xtR51wspJbP5LF7dwKm9u5/8km0Rz+UIOV2VMCchBG2BEH96xy6e6lzDoclRemanGE3Pky4WsaTEUFUKlsWqcITucJR1kWragmFqPb6f6vHlVH3sin2CmcIQz098BsnN96ZaLhShsTbwAE2e9bwy9UVs3j6s9e1gS5sTyRdxqX66fHdyywLZAYFCm2cr1c52XOr1Z53QFYM7qj70ru6KSyS2NC/LKrKCMqSUTObPcz59gB1VT+MQt5a0PDW/m2RxkodqfgO/FkERGk715sff3wxcbczZmNi3wFvzSlCExobgw5iyiCpunSenLS0Ozj1DtbOdlrch9KqdbTxS89uEHfVL/p6zUuyPf5stocfx6ZElz7kapJSM5c4wku1hS/hJHOIn136wbUkynSOVLaCpCuGAG0O/eUTzbU9O9GeOMl+aodO3jcHMCVSh41Q8RJ2LwymklBRK5Y9luYFuTX1yRRNrmZ4TQihoSoCCOUaBcRShXxc5cQGqEsbrfASuQ3PjzNgM/+tXfsB///UP0FZ9cecgnSvyDz94nc7aCD+/cyP6MuPif1KRyOTYf26E7voojZHrU+uNp7P81bdeZkdnI7+wc9PVL/gZRK5Y4ujAODs6G69LO6FQMnnuyFn2nB7g3PgMv/XoXXzojnWXjWvblpybnEVXFVqioXecvOgMVfF/3/sItpRcWC8qCzF3mlBuOzJlBcuDlJKXhvsYy6RQhCDgcLKluo4a943FURZMky/2HGZ1VYzHWjpvYo2vDEtKPn/iIE+0dbO2KlY5bkuJZdtoyo31U0va9MxOkSoW2VZd/7baKjO5LH97cA+/tXEHbYFw5bgQAp/DYGt1HRtjNVi2jVUZUxJLSj594DV+btU6ukPRSp1taVOyrZ/asaYIBY8WpGBlUMW7+20WQmCobqAKh+K6IaKkYGXoSx96W2PhZkEIgVcP49XDVz/5baAIlYhx5TDedxQ/fV39pkBiM5w9Sbw4essNbYkkWZzEp1fR7NmIdgsN7JuBd3LMLQeKUAg6aq5+4g0iYyYYzBzDr0ff9jyn6qXWdeVv8nShn/HcWczge667LjYWQ9kTJIsTyHeQCLoVGJlK8KXv72d6Lo2qKtyzsZXHd67FuUQK1+vBbU9OuFQvbtXPZK4fAK8WvoyxL5oWPz5+ju/s7wEB79+2hofWty/yEBifm+fzPz5ww/U5OzZD8SpCmBcg0Ak4d5A3R3DrrYgbXFxY9hTp3LNX/Jd/1jUAACAASURBVF0RPrzuJ1GWYOMs2yZTKGLbixl3t6Hz8V2b8RoO1J/iHagLmEqm+ewLb/JrD22/bnJCIsmXSpSW2Q9+FtE7PsNXdh9mW3s9ynUQXk6HztM71rKltY7/9I0XMa2l2zpfKvGtvSdY1RClJfrOu1KqQsGl/fSPm581SOAbvSdp9AXoDFZxbGacvePD/OHWe24ohEACBcvCtN+5uUMRgg92rqXafTFWV0pJf3KOU/FpHmpqw3UDGiQF0+RLPUeYyqZp2fkIdd4r705LKclbV975FUKgCxVdWTxn2FLyyTWbqfP6KgS6lJLeRJz+ZJwHGtow3mWvkHcLRTvHUOY459MHKNhpfFqEVf57qHF2oCysOWxpMVMY4mzqDeLFUZDg1oJsDL6HiNGMxGYi18vZ9F7mS9MgJUFHHWsD9xF21C/pxny9de1N7aU/fZih7DGSpUmGsscBQYtnIxuDjyKEIF4Y5WjiR3T7dzKV72M424PEZpX/Htq921BQiRdHOT2/m3hxDEuWFp77bupcq1CEipSSkVwPh+eexbSLeLQQO6O/UImpl1IykDnCUPYYje519KcPkTbjuLUg6wIPUO3sQBEKtrQ4NPcso9lTmLJAk3sD26s+UHmmkp3nUPz7OFUfuuJkMHOEop0j5mxjbeAB/Au7rCW7wEDmKH3pA+StNEU7B0icqo+7Ix+lymhYXiMutM9Q5jiJ0jg+LcLawANEjGYE8PrM19GEgy3hJ9EVo/L+981+E4nNHeEPoipXH+9S2swWRzk9/xrx4gia0GnxbKbNuxWn6iVnpTgY/x4KCturnkZXDCy7xIH4d8lZKXZUfRBbmhyIf5cGz1pmC8NM5ftwKG5W+e+m0b0OVWhIKSnJPP3pw/RnDlOw0gQdtazx76LKaEQRKpY0OT2/m7yVoc7VxdnUXpLFSVyan23h9xPQY4xkezibeoO+9EFMWeDZsf+KIjT8eoT7op9EVXRsaTOV76c3tZdEqSxY7dejrPLdTY2rY1nNn7fSHE+8yHRhgKHscWxp8czo3wCCVb676PLfjYLKSK6H86n9rA7soi99kJnCIIpQ2Rx6nFpnJyDIWgnOzL/OeP4strSJOVtZ7b8Xn1aFJU1en/k6UaOZoewJPFqINu8WTiV3g5BsDj5O2Fh6l/9SLGfMXXy2FIfizzCWO4vEptG9jtX+XRiquxLWMJg5Rl/6ADlrHr8epdu/k2pne2WuuRpsaXMmtYfe1F5Kdp6o0cLdkY+iLXjDW7LE6fk9pM04Ib2O/swh8laKgKOa9YGHqFogCG1pM57rpTf1BilzBhCEHLV0++8hYjSTs1Kcnn+NwcxRxnKnyFtpzsy/DsBq/066fHcjhGCuOMbrM1+naOdRUNkZ/VjlHgCzhWFOz79Gf+Yws4VhXpj4DLriQgD3xX6JoKOGwcwxepIvc3fkowQc5Q3oRHGSA/Hv0ubdSrNnA8PZE/Sm9tKXPogtbb4/9rcoQiPoqOa+6C8hhLjqmLudsOdIHzVVfj7xxHbiySzf/PFRtnQ30lJ3YyTwBdz2X/Oo0cxg5gQO1QkCslYCh7LY+E7lCnzp1cMcGyznPJ9NZdnUUktt6OIiaS6d41/fOH7D9ZFSYi/Tpc6WBaYzz1Iwxwi57sGSOaKex6773pYdJ5X9zqW1AWli2lNIaeJxPoDX9RgIyJdMTo9MMZ5IEfK4KJrWop0l07LpGZlkYKqcQWRVfbS8cl44JVsosvfsMKvqI9SF/JVrZ1NZTg5PsrohRtRfjq+az+Y5OTLJXDpHwO1kbWP1ohCRmfkM5yfjrG6IMTg9x8hMEpehs66xmshCGZZtMzyTpG8qTr5YwucyaImGqAv7K6SJZdsMTifom5zFsiXN0SCdtZFbQqqkcgV6RiaZTWXxuQzWNlYT8iwWuClZFieGJhiZTaJpCmsaqqm7pM+NxecZjc/TVRfh3MQsU4k0PpeD9c21+F0Gx4cmyBdNtnc0VMotmiZHB8ZxORysaYyhCIFp2ZybmGFwOoGiCNpiYVpiocpzF0omx4YmqA36UBXBqZEpCqZFayxMV10ERQhKlsXwTIKhmQTZQgmP08Hq+hgRvwdFCPIlk2MD49SGfKTyRYZm5tAUhdX1MerCF9+/ZduMz6U4NzFTLsdw0BQN0hQJoioKc5kcp0enePHYOQan53jm4GkUIQh5XGxpr8djOLClZDaV5fzELIlMDkURNEdCtNdUVQR0FCHwuQwifs8ikvECTMumfypOz/Ak+84NkyuVEJTj3LrrY3TUVFEoldsy4HGyqu4ia/5m7zAuQ2d9Uw2ZQpETQxM0RYJMJtOMz6VwOTRWN8SoDlx0zyxZFucnZhmYnqNYumhYNkeDrG2sQVMVLNumf2qO/sk4UkpaYuVnUhWlvBCeniOZyRPxe+gdnyFfMqkP+1lVF8XQb/up+GcOhqpyZ20ju+pb6E3M8ukDr5ExS0zG0+iKQnuwimypyLGZSdZUxZjJZciWSuW/zRKrQhFaA2GEEAwk5zgVn0JXVPJWqXKPeD7L0ekJMqUiq0IROoJVCCFI5HMcmZ4gWcwTcbnZGKmhLzlHndeHLSVn52bZFK1hNp/FkpJ6r5+TM1OMZuaJuTysj9bgUjXSpSKvjPQjKHt/+BZCSXri0/yg/yyn4lPMF/M0+4Jsra7HUFUGUwlOzkxhaBrrI9XEXJ639UqYymYoWCYRl4ehVJI6rx9bSnpmp3DrOsOpJNlSifWRahQhkFJyKj7Nqfg0tR4f6yM1OFSVvGlyYmaS8WyKareXDZFqnJrOfCHPyyP9aIpClasskglwYnaS7/edoX9+jrl8jtZAiM2xOnRF5VxilrNzMyhC0BGsoj0QRlUUziVmOROfIW+ZKAI2RGpo9oc4PjNByOni3NwsNrA1VocqBGfmZtgYrcGp6ZydmwGgzuvnTHwaCYxnUjR6A6yNxLCl5OTMFKoiGEnNU+Vysylai1PTKFomJ2enGEnPE3G52RCpwa3pnJidQhGCkVQSIQSbojVEr9Lel0JKyankqxyae5YG92qiRhszhUFenPgnHqj+Fepd3YBgPNfL85OfwaMGqHd1I4FkaRJLlgXjTFliNHeajDlHlaMBU5Y4n97PXHGU99R8Crd2/eEQl0IgcGtBos4WBjJHiRhNNHk2IICw46JxXrCz9GcOkSpN41R9RIwmclYSpKzojk0V+pkpDBFy1KEJnYHMUcbzZ3i89vcrRltQr2GV7x7Op/czkjuJKRdrA6XNWY4nXmQ0d5p6VzdVRiMDmSPMFAZ5su4P8ekRBIJG9xqcioeDc88wUxhcVIYtLaYKA0zmzxNy1FLr7CRvZzieeIGclWJX9BNois5Q9jh7pr9Gm3fLgoH9BtP5AXZGfwHvNWgUFKwsJ5MvUefuJmI0M5Q5zljuLE/U/QEBPYZT9XF07jk6fDsIGw0IBIniBOfT++n03YmyzLCUudIEL01+DiEUap1d5Kx59s5+g7QZZ2v4fRiKh4jRxBsz/0rIaKDLdwcDmSOcnH+Zu6o+glP1kCxNMZA5wnDuBNVGGxGjicl8Hy9N/jOP1HyKOtcqbCxOJF7iaOI5GtxriTpbGMud4bnx47y37nepcjSAlMwVx+lPH2I8dxafHiHqbCFrJRc8igQO1UXM2cpE/hy2NGnxbEJTHDhVb4VcS5VmeHX6C+jCSa2rC1MWmC/Nkjbjy25/RaiEjDqcqpeZwhCWNGn1bkEgCDnqK9ksMuYcZxcMZ7cWJGq0kDJnUCjXN2+neW36a0wXBmhyb0ARKv3pQ0zmzvNA9a9iqB76M4eYLgwQ0Ks5lvgRE/neBZvoGJowuDf6iyhXIQ6XO+ZsadGfOUTOmidiNJEsTbF39hsIobA+8BAChTPze9g3+28L76mVyfw5np/4DI/UfIpqZ/uy5i2BoNpoQ0rJieSLTOTPLfLCklKSKI5zPPkiIUcd9a5VuFQv59L7SRaneLzud9EVJ4niOK9M/TNerYqYs42inSNVmiVjJogYzSgo5X5iNDOSPUW1s63iGRF01Fbu51IDrPLtZDTXw4nkS+StzKL6qsJB2GggXhwjbcZpdK/DrQUAgUNxV971cO4kRfti+veSnWMsd5qosxmBwFA8xJytjOd6UYVGi3cTmnAsCjW72pi7nYRWZxIZ7t7YSlNNiLpogFcPnSORygI/I+RElVGLIhRMuwQCfFroMjVZW0oKpYsLvnSugPUWDwFJ2bB6Z1G+n6HVYtopuMHdB11rpTr0N4uOSUxMc5hk9msYjk0I4aBQMvnOmyf59v6TVAd86KpCvmTCJaSKRJLMlEmFV3v6+cC2NbTFwigLO1b5ksk33jjGptY6fun+rRh6meF+taefb715gv/zY2W2dTaV4R9/tI/+yVkCbhdzmRzNkSC/9eid1ATLxl3fVJzPvrCPre0NDE3PYduSgmnhXzA+Ad48N8I/vfAmPpeBQ1OZS+fY2l7Prz24HVUpG6Ovne7ny68exuXQEUAqX+RDd67j0Y1d6NrNc3mNp7P8j+ffpHd8moDbRSKTozbs51OP3ElDVVlZ17Yle88OcWxwAkNTGYknqQ54+dOn7q+QYseHJvi3vcdZ31TDaHy+olVSHfThdxkcHRjnlZ4+WmIhYgFvOV4ykeavv/MKP3/PJtY0xCiY5fCG7+7vwet0ULJsiqbJL92/lbu6mtFUhWyxxFd3H6YhHCCdL5ArmsznCmxvb6CztgqEYGQmyWdfeJN0vohDU5lIpKgN+vmj999LbchPOlfgX14+gFPXMW0bQ1MZjc9T5XPzx+/fRdOCV8KxwQk++8KbaKqCU9dIZHKsqovyO4/fXSYn0jlODE3QOzHLfK7A8cEJhID6cID1zTVgQK5Q4pv7jnO4fwyv0yCZzZMrlPitR+/k7q5mlGUI6ZiWRf9knONDE8zMZxieSaIpCpqqEPF56KipIlMo8uVXD7G6IbaInPjy7kPUBP2sb6phLp3lM8/vo8rrpmTZaKrCyGyClmiIP3zfrsp72d3TzxdfOURrdZh0rsi+3iFWN8T45H1bAEnJsnj5ZB9f33MUl0NHSsgWi/z8PRt5YF07mqKw9+wQ3zvQQ23IjyIE6XyRqfk0v/rgNh7d2IX2Ux5S9ZMG07YZSc1zcnaKI9PjNPuDeHWdb/WexG8YtAermCvk+ULPIf5o6072jg/zw4FedtY3kzdNfjzUxx9svQcBfOb4m1S7vThVjeMzk2yrridZyPOFk4dRFEHQcPH5k4f4ePdGOoNV/M/eE8zmsjT5Aszlc3SHorwy0s/qcJSMWeLb53r4nU13cmJ2irDhondult2jA3SFIuyfGGFgfo4Pd61DEQKnpvHFnsNEXG6i7vJ8qwiBKW3MhewYmqIggOF0ks+fOERrIEimWGTP6CCf2riDmHvpXRspJQemRukOR6l2ezk8NcYdNQ1IKXl24CyTmTQbotWoQiFVLBAwnExk0xyZHqfW4+NHg+f4UOda7qlr5sWh87w5OUJ7IMy+8WGGU0k+1Ln2kmc4Qq3HR9jprjxDybaxbImuqKii/Axj6Xk+e/wAa6tiSCQOVaMtEGIkleQLJw+zKVbLqfg0Z+amWR+pwZI2Xz51BK/DoCMQRlNUsmaJZCHPF08d5s8DD+LUdF4e6QcJj7Z08lf7X+WOmgZCThcvDJ7jo6s2sDoc5e+PvEFbIEyDz88PB3tJFHI82tzJa6ODvDjUx6pwhIOTo5xPxPlo13q+fuYYc/kcW6vrGUknOTY9zr/bsKNCIl0N86VpTiRfotWzmXuiH0NXDNLmHC9MfIYjc88RMZrQFYMjiefQhYOHqn+DsFGPRGJJE4VyOIyOwYbgIyhCRRMOJDYhRy2vTH2BvJ3Gzc0hJ3TFSatnMyG9lhOJF6l3dbMh8NCSnhkZc44G12p2Rj+OW/MjpY1Eoogy2dvh3UGbZwsOxY0Qggb3Wr458n+RLE0RctSVQ4X0Kjq1O8haCcbzZ5esU9qMsyv2CdYFHiwbTs42Xp76AtOFgTI5IRSqne0E9Vp603uv+GyWLLEr+omKJ4qUNhO5s2SsOQJKjL70QVyqlzsjH8ahuAjoNfx48rN4tDCGenUhvYv3KdLu3c6OqqdRhU6zeyPfHf1rBjJH2BR6lBbPJg7PPctw9iQhRx0SwVj+LEU7R7t367IMSNMucSr5Kjkrxfvq/4igoxZbmuye+iqn51+jw7uDsFFPu3c7M4Vh9s9+GwWF/fFv0+7dtkCCqAv1NanSG7gv9ss4VBfJ4iTPjP0tZ1OvE3W2kDHnOJ58nm7/TraHn0IVOtOFQb498pf0pt4gXPXhSr0SpQl2VD1dKb/ch1WEENQ4O4gazQxnT2LJEmsC9+N8S7tmzDmyZpJtVffT7duJKnRMWbwmoX2H4qLDux2A/sxhTLvA+sBDizwHLniGzRXH2BR6rGJY2tJCLAjXj2RPMpQ9xv2xX6Hduw2BYCx3hh9O/L+cS+1jbfBBLLtEvWs164MPkSxNoAmDeyIfAwTJ0iSmLFxVV2O5Y86WFh41yP2xX8GrhSnYGZ4d+zuGMsdZ5bsbW9ocSTxHu3cb90Q/hqYYzBXG+N7Y33B6fg8RowlNXF0LUAhB2KjHp0cYz59ltjC85Hl5K8228Ptp82xFInFrIY4lnmeuOEHM2cK8OUPBzrI98DStns0L77JQeQ+G6qHDux2fFub0/Gs0edaz2n/vZfdxqh46fNtRhUZP8pXLfg86qgk6qsmZ8ySK46zy30PoEnJjOVCESq2rk4jRyGDmGLowWOt/YCFMrozljrnbBaZl8/KBc5zqnwTg/MgsuUKJE+cnCPpcvPee1Te0cXzbkxPn0oeYLYzhVDy4NB81zrbLmEKv08ETW1Zjy1NIKXnPxk6CnqWFRgRlQ6m+6vo+thOJFEPTiSvnPr30XkLHpTcRz72KLQtEPe+9rntegCKcOPT2y447tE4smSSTew6f+ynG4ibffPMEj2/u5smtqylZFp/50T5yRbNyjaYo3LWqiY7aKkZnk5eV6XUa3NnVxO5TA3zwjnUYukauWOJw/ygt0RD1YT+mZfODw2c5NzHDn3zgfurDfoamE/z1d17mucNn+aX7t1Q+hCOzSVqiIT71yF0EPU5M28bluOhauLunn6DHyR+9bxdep4N8ycSyZWUnfWY+w1d2H2FrWz0funM9mqLwjb3H+ZeXDrKxpZbGqusL0XgrLMvmxePn6BmZ5I/et4uWWIiR2ST/+Tuv8P1Dp/nNh3eUz7NtssUSf/DkvTRUBRiYmuMv/vUF9vUO89SOtZXyzo7PsL6pht9/YicuQ8eybDzOsor0js5GfnD4DCeHJyteKOcmZ8kWSqxvqkEIGJpJ8LXXDvPUjnW8Z0MnJcviiy8f4suvHmZ1Q4yI76LnyYHzI/zeEztZXR/DRqIIUdF7qA56+c2H78DvdqKpCscHJ/jbZ3ZzfGiiQqbYtmQknuQ/fuhBmqIhhmYS/MW/vsAbZ4cq5MTrZwYRAv74/bsIuJ0UTIuSaVXizJsiQT5+72YUIXjBNPm9J+5BVRQURVS8Awxd4/Et3bx/2xrchoP5bJ7//N1XeeVkH5taavE6r74wN3SNXWvb6G6IcXhgjEc3dfL4lm6EEG8b874U8kWTeDrHnz51P9VBL8eHJvj0d1/l2OAED2/oQEr4zv4eVjfE+HfvuQOA/+N/Pk+Vz8O29gZURWFkNslXdx9mZ3cr79++BgF8/fVjfOHlg6xrqqF2gajrHZ/liS2reXxLN/mSyf94YR/fP3iaXavb8LlWyInbCXnL5OWRPk7PTZMtFdkUq70s3OCtqHZ7+YXujaSKBT598DUms2kS+RxI+MXusj7Nqfg0AIPzCfZPjvJocwcBh0E8n+X1sUHag2GKloUAukIR2oNhgoaLFn+Q0fQ888UCrYEQg/MJZnMZ1oajfOX0MaJuDwGHgVvTeWHoPE93rMGjO3igoY1n+xYbZqtCETZHa8ibJd7b0lXxRnh1ZICZXIYtsfKmwIvDfQynklfczc9bJocmx/A6ynPakelx0qUi7oUwkRqPl490rkNTVBQhmMqmcWs6jzR1sjFWg64cZ8/YENuq6/nhYC8N3gABh4FL03l+8Bwf7FiD12HwYGM7z/SdWXTv1eEYG6KzaIrCe1u7Kve0paRgmfgcBhujNTR4/ahCYTKbJm+ZPNjYRr3Xz1w+R7XbiyLKxkJ7IMzPrVpf9sASgmQhf9nzXoChajzc1MHqqihfkkfYMzbI6nAUXVG5t76Fu+saCTic7Bkd4tHmTp4dOEvQ4cTvMPDoDn481MdT7WsQQrC6KsrHuzdyKj7Nv/QcImuWlk1OzJXGyVtpGhaymQG4VB+N7nUcjH+PwsIu4GT+PJ3eOyox3gKxKEZeCIEiVBLFcdLmHKYskCxOYksLW7474YsKKo3udbgWBAbFAvlUqS8qqdIME+Y5inae+dI0UtpYsnTlQpeARwtR4+xALBA1Xq0Kh+K8bAf1aqgyGss750IgUAk6ahjLncG0y94aUtogRMUQVoSChGvW7nAobmLO1oraf8ARI2zUM5XvA8CvR2j1bOZc+k26/fcCksHMEepcq/Bpbx93fwFFO8tk/hyKUBnLnWFyoeySzJEx50iZM4SNejThYH3wYSbz53lp6vOEHLVsCj5WcdEH0BSdmLMVh+Ja2MUPUONsZ7owiGkXmCkMkbNSFO0c59JvAmV9BE1xMJUfWNQ+bjVAg3ttxQC91p3koKOWqLOVA7PfJVmcpMmznpjRhuMWCexrioNm94ZKPS8lMMZz5/CoQWJGS+V4ldFIUK9mNHeKtcEHURUHbi2IJgwMxYtHC6IIFUNxY0vzpo5NRWhUO9vxamVvP004COgx5krj2NIiXhwlYyawMDmfLofIF+0cqlCZLgxgyRIaN68dg3o1MaNlYTwJgno1CoKinQUgYjQRctTxxszXmS0M0eheT8zZgnL7m7VLYrlj7nbB1tWNnB+ZqWz6b+iqQxECy7axbYll2eXMMNdJUNz2b7Fo5WnzbCRs1JU/HksoAbkcOh+7dxO71raChLqwf5Hheyl0TeV921dft5Dht988yd//4PVl6U4IFDQlhFvvQhEO7Gv8aC4fAkV4MK1pkCanRqdQhcIdnY1U+cqxYvetaeX7h09fvEIINFXF0LUl2S1dVdjUWsf3D52md3yWKp+bkXiSnpFJPvXoXaiKQjydZe/ZQTprIkR8bkzLojbkI+x1c2JognzJrLwHXVO5a1UzjZHAkovc+io/+88Ps+fMADu7W6jyudFVtXLuyeFJ5rN51jfXoioCiWRNQzWff+kAo7PzN42cSOUL7D07RFt1mFjAi2lZVAe8RANeTgxNVAgeVVHY0lrPmoZqhID1zTV4nA4mE+lF5Rm6xs7VLVQHLxfSa6oK0hwJsf/8CHd2NWHoGq/29LO5tY66sK+82O8fA6C7LgqUyZrVDTGeP9bLVCJdISdA0BwLsaOjYcnJwOXQqa8KkC+VsCxJxO8m6HExO5+tnCMUwcbmWtY11SIErFsIz5lIpCrn1If9vNLTxys9/dy3ppVYwItDu/ieNFVBUx3omoYqFNyGfplHgKoI6kJ+8kWTkmWhayqtsRDDM0lKyxabFTh1DbdDRxECh67hMa4vdZiuqWxrb6CzNoIQsKG57GY+myovTm1pE09n2d7RWMnOUh3wkcoXsKVECMHxoQmyhRJrG6u54Pixuj7G/7fnKGPx+Qo5URP0cXd3M0GPC5Csb6rh2MD4u+DVtYKrwas7eKpjDffWt9CfnOPTB3azvqps3F1wQrOlXNRnG3wBXJpeFmlUFEzbJlMq4dYduPXyXFjlKu+WpEtFUsUCOdNEiAL31DWzPlKNU9X4ua71vDzSx3f7TuPTHfzy2i20BEK8OTmKV3ewJhxjJD3PdC5LvTfAVDZNxOUmWSxQ5/Wzpiq2mMR/y7AQUPmWigXjXErJdDaDadvMFwsI4OmONVfUkJBSMpJKki4VqfP60ITAqWocnZ7grtpyzG6jN4BT0xeJ4ro1Hb9hYKgaYaeL0/FpLNtmKpumzuMjWSzQ6AuwKfr2u1MXnqHy98I9Gnx+fnntFvaMDvLmxDD31rfwaEsn7YEwhqryXw7uwaGqPNjYhlvXsaVEEwoN3gCGqi0q/1IULQvHAjnl0XV8jovPMJxKAGBoGgHDiUPVqHK5SZcKSGAykybgcDJfLFDt9tIVrMKhqjgUtXxfTcOt69cUNgpg2gUkNoZycQdOoGCobop2DhsbUxaxpImheq64Q5w1k7w5+y3G8714tRCG4iFtxhcMw3cnM4SmOMoG7RJz+oU0hL2pvbi1AC7VT8kuVMJUrgUOxbUord+FNpLX+NyGspjAEygLZZTLafVuYXT6q+yb/TfCjgbOp/fj1yPEnG3XdB9VaKiXpF9V0NCFQUkWgHJWkQ7fDl6a/DwTuV7cWoCJ3Dl2xT5xWUj0lWBLi4Kdq3jmXNpv6lyrMJTyukMI8KgBQo4aBjKHafduw6UFFpUlUFAvSespUNAVZ6XvFu0spl1gMHOMyXx/5TqvVkXEaEQgKu/CUD035Nru1vzsin6Cgcxhzqbe4EzqdWpdXewIP7VIZ+BmwaG4FhE1l6Js2DsW/a4KHVVxULDK67IyUapW/n0xJEcstMjNG5uKUMpzxKV9WCiUR4KkaOcw7QIj2R5mC6OXPKOHmLPlhjX13gqH6l4UgvTWcenVQjxY/WucTx/gXGofPfOv0uhex/bwUwQd15944LohK39U6nktc8hyx9ztgl1b2tm15fLN8gt49dB5aiI+Ohuj17Uuv+3JCbfm50RyN14tiFsLsCF4P2KJbBVOXaO9+ur5qy+4fZeNg2tHyOtCV5VlkRO2LJLIv4FTa1oYZDcmsWzbGYrm+SWOz5POPYOqBEBozGVyOBeMtQvwuYxr2lEWQtASC9EYCbK3d5DtHQ2cGZ1Gq0hUNQAAIABJREFUU9WKi3y+ZDKTytI/NUffZLySSWEunWNNYzXmJYt2j+Eg6LlyqtJHN3WRzhd47vAZnjlwmvvXtfHopq6KhsP0fJrp+Qz/+MO9uBbUYIumRZXXfQ2pXa+Ogmkxk8rSMzLF0EyisqhOZHJ01EQoLQgzKoog4vNUnllQ9kZ5q0J0wOXE61w6BaZDV7m7u5mv7j5cSefaNzHLh+5cX3l3F3QQ/sszu3FoF0NuQl5XpS4AioDqgHdJYkJKyUwqy3OHz3B2bJqSVfb6GJlNLloIK7zlmYRAU5RFIVL3r20jmc3zysnz/OjIWe7ubua9m1fRfA1ilAXT4o0zg+w5PUCmUMS0bM5PxmmOBN+RdfBb1/6aohDxuSvPrQiBqopK26iKQmMkyKmRSQZnEti2ZHAmwfqmmso7mZ7PMJVM8w/PvY5Tv9g/w17XonEQ8rhwVrIJibIexTUvg1fwTkBSNkjzZomSbWEujG2v7mA6lyFZyDMwP8dE9iJ5p4jL6fMql4u5fJaJTBpFCIZTSbbG6ggZTqrdHrZW19EVipA1S3g0fSFLheTBxja2xOr4+8NvcDo+Q1cownQ2Q1XYRbM/yOHpMRQg7HRV0mo+0boKW0psJOpCh5aU54C39jFdVcmUiqSKRVSh4FBVWgIhJrIpHm5qx6XpZM0SYWNpA1EC5xJxGr0BPrlmC4aq8q1zPRyaGmV7dX2lPd6KuUKewfkE1W4v5xJxqj1eNEWlLRCm0RfgsZaucvYb5CX3XXqE6IpKulQkXSqiCIGhqmRKJeq9fj7WvYHXx4Z4fvA8d9U24XMYKELwSHMnnaEqgoYTdUHwcKm66qpK0bKYyWURCM7NzdJdVf72zeayDM4nCDld9CXj1HjK5GOqUKAvGafFH+Ts3AwxtxcBdATDVLu9PN7ahaTspVbOOLJ0Gy0XTtWHKrRFMfO2tEiX4ni0IKrQ0IUTXZTDPSxpLplVYCh7jDOp17kn+vO0eragCp2+9AGGsseuu25Xh6jMfUu3wJXbZbYwxPHkC6zy3c3G4KNoisFsYZje1BvXUYt3BvWuVcScrQxljpMsTeHXo6z234tHvbaNlZIsULCzyAVi3JQFclaKkKNu4QxBrasLnx6lL3MQrxbCo4WIOduWLWyqKjoeLYBDcfFwzW+ii0s9eQSGWl4/l0VHTzKQOUqn7y4GMkdoz56gzbutcrYlTXLWfKW+trTImgmcqg8FFbcWxFC9bA0/Satny+J6CG2B5LEX7ny1t1WmK8thFUvPGV49zNrAA7R5tzGR62X39Fc4kvghD1X/+rLa5toguFIP82phxnNnKFhZPAuaI0U7R8HKErhKZokbqc/1jjm3GsBQPWwIPsIq392LflOE9pY+cuO4+rsGnx5hQ/A9dPruZDTbw56Zr+FWA9wT/flFJcHFUJsbqREsTVoKBDbWot8KdnZB9Pbycy8lLS9guWPuJwUjkwkMx/UTVrc9ORExGtGFE4ldcQu7EWiKgs95/a5HLseFneDleEFIbFnAtBMowkC+RYzpWlE0+5mM/95lx22ZRRFuIoH/gCLcODQVS8pFRrtp29ecWsnvcrKltY5XT/UzNjfPntOD3NHRSMRX3qVRhcDQNNZ0VvP+basXaQX4nMYi7xXlKouwiM/Dbzx0B49uXMX+88N8a99JRuPz/P4TO/E6HRi6RpXPzcfv3VTRfbiA5uvMurEUys+ksr29gad2rK2ElUCZYPEYDvIL+ibL0UZQFXHF51YVhbWN5RCMM2PTC4SX4I7Opsqi3Klr1Ib8/PL9Wyv6HBeufetzXym+K18y+fqeo+w9O8Qv3b+VlliI+VyB//bsnsvrpL79MwU9Lj5x3xYeWt/BwfMjfHPfCQanE/xvT9+P331xV+btSjnYN8I//OB1Htu8iru6mnA6NL7xxvHLvE6uCVf67gixiIywbZtCyVx8gVj6XV5a5IfuXM9ffesl/vKbL+HQVFqiQT6wfU2lzQ1dI+r38ou7Ni8SRRVCLHpPiiLesru2gtsVtpR8/cxxfjzcR8Ey2RKrozNUhVvX+dyJA/w/+1/FpenUe8saIg5FxVAv7nK5VB1NKHRHouwbH+G/H91LxOnGpxvoikprIMx7W1fxb70nUYUgYDh5umMNtR4fzw30cnZuBiHKoSLtwTBuTSPkdBJ2umnxhzBtSXsghENV+bmudXz9zHE+ffA1NKFwT10Tj7R0sm98iFdGBuhNzPK1M0c5HZ/mI13r8OgO2gJhFCH4b4dfZ2t1Pe9t6eLBxjZGUkn+7vAb6ErZm+AjXeuWzIRRsEzOzM2wuiqKbyEsZE04xoHJUZLFPE5VuywMRghBtdvDwalRXh7pw7Rtfm3dNpyaxke61vGN3pOcmJ1CUxR21bfwnuYO9owO8uroAOcTcb506ggnZqb4SNdanJpOVyjCj4f7+K+HXufO2gbe09zBaHqef+s9Sc4sYUvJzvpmvA4HecskUcjzTN9p/A6DZn+Q97auwudw4NQ0tLfMnxfEOj934iABh4FT03AueFboispLI+f50WAvAE91rAHK64uDk6McnBwlYxb51bVlI+0jXev56umj/M3BPWhC4c7aBh5t6cS4pI1UIXBpOsols4ItrUqowgWdCNMuoQgFgULEaCLoqKU3tY96VzdO1cdccYzz6f20erdUyItW72bOpt6g3buNWlcXICnaeTShYygeClbZPduvxXAoLvJWaiETwWKhOhsTU5aQ0lqoz8K3EOWaMnqoQselepkrjlGycwihoqCiLSOLBJQzX9jSJqBXY6geLFliMHt0keBlub4WljSxpIWU5faz7BJCqMteS0ppL5RTWijTxrSLCKEsiBsuD8nSNPHCCHdUfYhGzzoEykJoh72wS7q8+pTsPP3pQ9S5unEqHsZyZ5gtjrCj6unKOQ7FRad3B8eTL1YEG31aZNl1NRQ3zZ5NHIx/j5n8IA3utQihYNoFctY8TtWDlJJkaYp9s9+i0b2WO6s+zP74d3hz9tuEHQ0E9PLutS1NhjMniPtH8OkRpgsDjOZOsz74MLriIma0EtCjDGaO0uBeg0sNIKVNxpzDqfquUtPL4Vb9DBd7yFrzC14W5RAFIQRpc46SncOtBtEVJ9WuDrx6mKyZuOb73CiaPes5mXyJvswhXJofBZWhzDESpXE2hR69egHXiBsdc1VGI2FHPQPpw7R4NuLRwiAlmUqSAvdVy4DF47KsI2NjyhKKVK9pPM2XprGlhVstG/Tl8eAlay0OU9eFga44mSuOVQQrL3gfAQuha3bF6+qtc+yF9ZpL9VGSBeaLk3i1suijJhwL6Z7D5K0MU/l+Ano1pizSnz54Wb8SKLjUADOFQXJWaiGcR6ArxrLG3M8SbntyIm3OMZnvp2CXXaxrXG3X0H0vh6aqeF3Xz/C5HPpli5grQ6AqHlTFg4IDcYN5kHW1nqrAn1x2XBEuNK0JXW1ACJWWaIh0vsDIbJLmSAhL2pyfmF22y/yluKCL8PqZAcbnUv8/e+8dZtdx3mm+VSfefG/nBHQDaORIgEgEmCQGySQtiZJsy0ojeSyPJXs9jrvjnZ2d3bG9Y4/92BqPbNmzY48kK9qSFWmKEjMJMINgAJFjI3RAh5vvSTV/nItGN9ARAIEGeN/naRL33hPqnKpTdeqr7/t9/Mz6ZaPaAYmIxdL2Bs7miixorht1efeCgCAIxk3sp6PsuFiGTldTho76FGXH4/E3DzFUKBK3TRa3NqBLiRSClR3NaFooiuV4PsYszjMdMdtkaXsjx/uH6WxMUz9G08HzZ3dNM6E1k2TVvGae3HOYiGGwuLWextT5TmhZexMP7dpH1DJZNa8FKcX5656hCGjJcdl/up81na1sX96FZei8euQU2eLkMdWTUXY8TEOjoz5FaybMHPDPL7xJf7YwzjhhGToKRcnxLtJSOHxmkJhlcteabroaMwwVSvRnZxffe45z4R0lx61qlJx/wTM0jYhp0JfN4wcBUgiODQzTny3MytMDYKRQJhOL8Jm7N9OUjJGK2iTG9CNLqiEhhqaxcl7zaIaOsH3WtCSuNwTw7zbdTskNhZgNqVFnR4jqBosz9fzuzbdSdF2ihoEgNCw0dEXxVaj1kjQtfm3dFuKmia3p/NKqDQxVyphSw9Q0LE3H1nXuX7iUra3zqPg+djUUQJeSBxYtJet0AZAybVJW+Gz91vrtWJpG3DT57Q3bsLTQvXtFXRO/uX4bOacSZsexw1RnoVBlgg8vXgUi1Eo4N8HuiCf5nZtvpeA6xA0TS9eIoPOplRsYLBcJUMQNEykEO08fvygNtZSC93cvH6dHsbSugd/ZsJ2MHeFjy9diSG3clKsxEuX/2nInEIa1xHSTukgEKQRrGlqYl0iRd0IviLpqytYV9U20xRP8/JLVIAiNHtVnqiuZ5vduvpWC55AwwjCLBakMn1q5noofauHU21F0IfnBsb0sStextXU+XuDzwyP7aIrGeff8RXxu7ZZR3Y1zxA2TT61cz1C5hBSCqGEghWSkUqY+EuXB7pVk7Ahxw6TOjjJSKZMwLe5fuIz2eHK0PoUQLKtr4Dc3VOsHQdqOoAnJp1duGDVozUuk+a0N20YFPwGOF1/nRPFNsm4/OXeAvdmnGXZOU2d1sDi+BUtGubnuZ9k58C0eOvV5bC1OwRsmrtezJnX36OrbmvTdjDi9PNH3P6sZKELBuS31H6Irto726DL2ZDM8O/A1UkZzmFZPaCT0896o5zJbFP0RzpRDD85n+79OTM+wOLF5zMr99ES0JIsTW3lt+BFG3L6qaN86VqfvmtH+9dZ8muwuXh76AceKr+EFDlJoo5oaAK4qs2fkSYbdM5wu7SfvDfLC2e+Q0OvpjK2lPbJ8RucadnvZm32GgjdEX+UIujB5pv+rxPQ6liS3Ys/A3ToM1/HxlMszA1/DHIwgkdhaglWpO1kU3zij9J4QhjtUggI/OfPXCCQjbi9LE7dcdD3zYqvZNfwwJW+EhbEN02Z1GIsUGksStzBYOcmOs98iMpxAEwYVv0BLpJvtDb+Iryq8NPgDlArYkHmAuF7PzXU/y0OnPs8Lg//MbY0fB6gKrCoe7/17NGGQ9fqpM9tZktiCJnQiWpLN9R/iubP/yEOnPk9ES+IpB8cvcXvTJ4lEls683GgsiG/gUP5lHjn9V0T1NCmjiVsbP4pA42zlBDsGvokm9KoRLo+rKuPSaV4tGq1ONtTdzxsjj3G0sAuJRt4bYkXyduZHV1/x813uM6cLk80NH+TZ/q/zL6f+KxE9RaA8Kn6JWxp/js5omMFiOor+CG+MPBZmuCi+QcnPsaP/G8T0DIviN8+4H+ktH+bFs9/FkKHxoeRnAcGSxNZx2yWMBjpja9mXfYa+8mF0abIseSuLE6F+2L7sDvorx6raJ1leHX6Io4VXaYssoSt206inWXt0KcmRRp7q/wopowUpNG5r+jgpo4l6q4Pu+M08d/bb7MvtQKHQhUHyAg8YTegsim/gWGE3D5/+AlE9RcZo4damj83omZtputYbgTlvnGiPLKbNXoRC8dLgv3Cpft8x22TL4nmkY5HRLBKXQug5MbNOXggNU9ZTcA4AAYaWIcbMcilPhNTSxCLvORcpPOl2S9oaWdzawJeffIXTQzlKjssTbx4a58lQdlwO9Q7SN5JnMF/kxNkRdh05RSYeYUFT3eg1tqaTdDXV8e3n3qAhEWN1Z8voi2jUMnnfxpX8yfee5PM/eoY1na0ESnFmOMfazla2Leua8bV9/dnd+H5AczqO4/ns2HeM9rok6Wj4gtrdUs/25V187elXOTWUpTEZZ6hQouS4/NzW1WTiM7PaQmg8eW7/cbKl85Pz9kyKW5Z1EjEN7lu/jD/57pP814eeZV1X2FGeHs6xsqOZ21fOLj50OiKmwabuefzVj59Dl5LfuG/bOE+LNZ0t3LSgjb977EUOnjlLMmIxUA0Bef+mFTMSj7QNgwVNdew6coofv7ofpRQvHOwJ9TNmuXT/neffIFeq0JpJ4AUBT755mMZkjPrE+Pu/pLUBx/X5+8dforulPvTCWdhG1DJHPTd+/Op+FjRleP14L8cHRuioCz0OlFIUKi5H+wY5NZQlVypzpG+IXUdOkolH6GrMjIav2KbOynktPLL7AIamEbNNlrQ2sKilnqhlsKazhW/teI0vP/kKcdti15GT5MvOrF2pK57LQK7IQy/vxbZ04pbJqvktbOyeh6VrLGtvZOuS+fzDk69wYmCY+kSMwXwRLwj44OZVo4a7GtcHQghaYxOPExpiwuwVY8PmNCFGM2MAJC2bpHVxG7A0fUJNhzo7Om6Seo6xxxxbBk1K6iPRUT2Lc6StCGlrYndQTUoaIzEaI+MnV3HTJG6en6ifKeTYO9h/kXHb1nUWp+vHTeotTR8NcZio/LrUaKier+GC82pS0hCJXfR9xo6Qsae4hmiMRs7vM9E9dXyfntwIKctmQTJDf6mAVxXsgvH39RxCCBKmdZE45TmhzDo7QmfyYiNnquqVMRYpJPV2lPoL7snY+jI17aJ2JdGwZRzbitFkdZ2/7uoLsxCCjshy7m39HD3FPVT8AnGjjvbI8nFZzTJmG/e0fpaTpb2MOL0IIYjpGZrtRYCgzuzg3pbPcbK0F1dVyBitNFjzOFnaR0w7d40CQ9qkpMVNmfPi3rq0mO1AokuDdZl7abDmMeSeQaLRZC8Y/T1pNHJLw89Tb82fcH9LRrmz6dOcKL5B2c8T1zO0RpbSWz5Ew+g+oehnTEvTHd9Ed3xT9Z7J0Xju1sgStjb8/Lh7lTDq2Vj3AZqrWhACgSltdKOJDZn7R7czpF0VFjVZmQoNbnJMnHhHdAURPUlUT5N1+3l58Ad0xlYzP7oaKQwC5XG8+BpP9n+ZJnvhOMPKZGTMNrY3/iItdje95UNk3X7iRj3zo6uwtfFtx9biZMw2UkbjmHsycyJanO2Nv8iZ0gHOOj1hNgc9Q7O9EE0YOEGJFrub5clbR4X6EnoDtzd9kr7ykVGvm3DStZUmewGDTg+WjNERXTE6cRMI5kdXk6kKiBa8YQxpkzZaabS7wm2ExsLYhmkzQoRZW1ZwX9tv0Fs+gq9c0mbrqJdMs72QzfUPMuL2hTosMkpLpDtMV3oJrErdWc3AcfGcoMlayK2NH6umnbwYXVqsSd9Fs70ovF/41JsdtEaWYEgLX3lsrHs/TfYCdGmwInXHaJvriq2l0ZqPPotQiqmeOUuLsj5zPwnjvDFSCo3FiS2U/fyo9kubvZSfaf0NTpb2kvcGMYRJymymxV7MTPsAgcAQFgm9nlWpd41+rwkDqsK8C+LrabA6MeX5fr/Bmsem+gdJG+Fz0hFdjkCS9UIPCluL02YvGZcmFEINls31D9IeWUbW7UeTBvVm+5jz6lUR4RXMi64Yd/1jSeiN3NXyGXqKb1EJCthafFQHIqqnuLP5lzhRfKNqHK6jNbI49KQYo38hhGR+bA3vbft1+stH8ZVH3RhjzHTP3DuJOW+c6Cnuo6e4jwDvssI62uuS/NFH3xuuakUv3XMibps0JGO4fjDtiqhSPhW/j7i5IjRUaJcn0hIEeTz/BKbejbigg/aDYXx/EEPvJBGx+NV7tvDt595g5/5jtKQT/MK2dTz91hHsqoFiIFfkS0+8jOv7mLrOQK7AN3fspjEZ59fes3XUu8Q2de5a082pwSy3LO0kfcEka1l7I7/7s7fx8Kv7eWrPETQpmN+Qpjl1fqCM2yZL2hqJTRFOUx+PsmPfMV4/cQZL19mwqJ171i4hXt3HMnQ+dtt62jIpXjrUw+vHz5CwLTYs6sAyZv7Q2qZBd0s9PWdHOD1G6HFdVyu3LOsEYHFrA7/zvtv48asHeOato0gpaK9P0Vw1ahmaxqLmeppS418Gulvrxxm+0jGbJW0N2ObUj9mGhR0sawtFY5a0jbe0JiIWv3rvFh559QCvHTuN4/mkojbbl3WNtj9dShY01dGamXgyFTF1Prx1DQLBM3uPkorY3LWmmwVNdTQlw2vQNcnClrpx9QawqKWetrrzL/r1iSh7enrZ09OLaWgsbW/knrVLLpp8r5jXzCfv2MCTew5zrH+Y1fObWdMVDho3LWjj47ffxPMHTnC0f4hV85r55bs2ceD0wKhR7OTgCF9+8pWqbkOUEwPDfP2Z3XQ0pPjVe7ZgVY0TEdPgI9vX8k87X2fHvmPEbHP0mjQpuX/Dciquz64jp4iaBpuXzGNBU92ooc7Udbpb6scZV6SQLGltpLHqNdM3UuDFgz10t9STjocr0v3ZAl94eCefew9sW9pFxDT45J038+hrB3nlyEnKx06TiNhsWjxv1NOoIRljcWvDuH4jE4+wrL1pFt5YNWpcXZqjcT65Yv2Ev10vYUmGlDywcBnfP7yXv9i1A0NqbGhuZ1NLx6wNlVY1NelY8Uyo9sOpDJFZjEfTMT+2mvmxqVdRhZCkjCZSqaYpt7O1OIvGaAGMOwZher8L1eCXGedDARJGPRvr3zfh/oHy6SsfmTDGeiwZs3U0vt6QNgvi61kwwXYxPc3q9LsnPc65NKErUreP+37s5MoUNqumOAaEiv8XTtxjepoVqdtGP6fNFjbUPTDlcRbGL34+muwFo5O/3tIhTpcP8L6G/50WOxSRC3VgAt4YeZycd3acbshEGNKm3uwYXfEde60TkXX7OFs5zub6D45mcjmXdaHsTx1CmTKaiet1GNJiXmwV82KrLtomqqdYlb5z3HdCCFoji2mNLAag4hRQKDSh0xlbQ2dszYTnE0KQNJpIGhO3YYGgLbqUNqb3otCETktkMS3VMozF1uIsjG+YcD+3mjlkqmwvUujUm+2jqV8nO1aYLrONOmtqLwAp9HH368LrWJ46n/pyQfym0X+3RLoJlM9A5fgVeeZMGWFp8kIdCY150ZXjvhNCEDfqWGqM31YpRd47y4jbN2VZIlqCjNnG+rr7ptyuLbIULrBHp8zmcRP9iJakO7FxyuOcw9bidCc2TfjbkuTWCb+/ECEEabNlQiOiQBDT0yxLbh/3/YWeExDWa1tkaXiNEzDVM/dOQly+SMgV4aJCKKXIeYOU/CwVv4QUkrheR8q4NOXPK0W+XOGtnj5KjseazpYphTX9oMTxkb/B0OqQwiJhriZhrZh0++koVV5kYOSPaK3/a3Rt/ANSKD1Ktvh1mjJ/FgpjvoM414ana8kCrmnbqXF98s1nd/Po64f4/KcfGDVqDBdK/Kd/epRl7U188o4No8KYNWrUqPFOo+IXear/K/RXjk26jURjY937WJSY2EByI9NXPswPT/05bZGldMVuQgqNrNvPvuwzxPXQyPLi4PemPEa92cG2hl8gbtRNud3R/C5y3ln253YiENzT+tnRGHk3KLNj4JucLO2b8hjrM/exNLF1VjoiEzHknOYHJ/+UVal3TTshvdZk3X4e7/17Cv7k+hMRLcEtDT8/6lVzLZlLz5yvPPZld/Dq8MNTbje/mk3D0mbu6VxjbjOZDeHVfSepT8eY15y+cN41o0nYnPWcUAQcye+mt3IUpcJUWZrQ2db4wQmzdVwt4rbFxu6ZpxzSRARDppHCRF5hNdtxCA0/GIZrlJP8WuL6Ad974U2eeuvIpNvEbJN/dccGlrVPvbpUo8aFSCkoVhyO9Q+RiUfx/YC9J/s41j/MXWu60WYgjFqjRo0aNyqmtNne8JGpU3kK5lw6vKtFvTWfO5s+zd7sM7w+/FMgdKVfkriFpcltRLQErfbFq+djkUKfkSheT+ktTpf2kTbbWJd+z5iwnFA3YFP9g/jB1ILuphblSvhF6cKg3po3aWjDXCKu13FXy2dQUwjHCyFnpDFyNZhLz5xEozuxkfnRqVf7w/TAtRDXG4lT/SNomqS5LsFrB06x/3g/W1d3sWZxW9UocWn9yJz1nDjH7qFHmRddTsZq5YWBH3Bz/c9cVp7jq0mgPEbKz1NwDqLJOGl7IxFjdrF/oZBSHt/vpey+znDub2lI/9/o8ry7ZaAq5IrfwXH30FL/xXec50QQKE4NZRnITS6qqEtJZ2NmnIhhjRozoXc4z189spN9J/uJWSZeEOAHAduWdfGRbWsvOS1xjRo1atSoUaNGjRrXI1/9l5eoT8W4aVkHf/HVJ2jMxLFNnc98cNtk+ozXt+fEOdJmM2+OPI0UOpYWvexUoleXgIrfDyi8YAgvyF7CMRSOd4Ch7F/i+j243jEGhv8DYIzbRuGQjv9rpHjnuUtJKeioT12UYrRGjStBUyrGb963nd7hPBXPQ0pJ0jZpTMXHiczWqFGjRo0aNWrUeOdQLlawbBPxDvSiLZQcFrY3sHP3EVYuauU9tyznb7+9Y9Jwj5ky540T86MrqDPbcIMKUT0xoSruXEUpD9cfpD35CYrufgrOARLWbEVOBLaxlsb0H1IoPcRI8Wskoj+PJs+LFAphYugLsIxlXAdVWqPGdYUQgnQsUvOQqFGjRo0aNWrUqDHKS0/uRZOSZes7STck3lHadu2NKZ58+SDD+RL/6oFNVBwXeQWMNHN2JquUohIUCFSAJnQ0Tedg/hVWJLddU82J2SCEhiajnMl/Cz8ok7TWXcIxBKBh6G1E7dupeAdJRB9A12raCTVq1KhRo0aNGjVq1KhxLVi6dj5njp/l2X95jXgqwoqbF9DQmrkik/S5zvabFqLrGsmYxcL2enoHc2y/aeFlX/uc1ZzwlccLZ38wTl+iv9LDe1p/+YppTgSBouy6lF0PP5j9fUhF7UlV+sP7qvBVgbzzFlJESFRTil56eQu4/jEMfSFSvP2iMhV/mJx7kozZjSan1mrwghI5t4eUuXA0P3CgfAreGUyZwNKSFNwzZN1jZMzF2Pp5xem8exKBRlRvvqoWR6UURa+XwcpedBmlObKBwcoe8u4ponoTDfYass4xcu5xpDBpjtyELi9t9bzkDeCpEnG9bVwbKHlncYIsSaMBd5KJAAAgAElEQVRr0mt3gwIl7yxxow0pdLygAij0SYSFAuXiKwdjEiGknNtD3j1JnbUMS0tNWi+Xg+PnGCi/gaWlyVjd+MpFCh1tihzlNWrUqFGjRo0aNWpcLxx+6yQ9B/solxxMS6f/9DD3f3w7kdiNr3EX6iKG82cpBEqF30kpJpvTXO+aE4KM2UKr3T36jS52cbkKwhXX41j/EM/uO8abJ3oZzBVxfJ/gEowT//5D72JFR/OEvxXdg7jBEDGjm4KzDz8oIpAkrJUTbj8TpIxhyYlTkSrlo1QJIaKXnf4pPF7AiHOUE/nHiaQbiIg6vKCCIWO4QR5dRvGCEp4qoQkTX1U4VdiBIWMYMoYpE/iqjBcUMWUcCD1JhisHMGQcW6/DC8q4QZ6+0i4sLY0hY2jSDq+FgFCrowwoTJlACInj5wjw0IQ1+t05AuXj+CMoAgwZQyBxgwKKINxeizO2/biqwNH8w9RZyzFlvPqL5GxlDxG9AV9VOFl8moy5BFO7OKRIqQA3KKDLCL5yEAgC5eErB1BYWipUA/FznC3vwVMlovEWtDGeP3n3JCPOYZJGJyBQyscJcgTKw5BxNGHiBgUC5QDgK5eB8m585dJgr8aUCdwgj6fKaMLCkDFGnCMMVvbTHtuOJVN4qoQXFJHCrF6nZLC8l4jWgKWlLqoXXzk4fg6BwNQSeEEFX4UGEVNLAgLHzwEBpkxW6yWLQmFqCVCKU8UdFL0+WqKb8JXLqcIOInoDabMbUEhh4KvKqLHCVxV85aKLCIaM4QRZQi0VhSXTeKqIGxTH1LtA+f0Ehb8G7+jUjVnWI+OfQ+hds3sIalxxlHswrLNgaOoN9UXI2K8gtIapt5vjKBWAf5Sg+I/gnwivK/IgQu+81kWrMQlK+Sh3N6r0XVCDCGM9IvIgQqavddFq1KhxCSjloSqPoco/AQKEtQ1hvQchr2+Nttr4MjcYODVMPB1l6bpOknUx9u8+jpxYDPKGo1h2efSFfbzw5nE+cd9G4lGLvsF8NVvHpR93zhonJJLFiY3jvCSWJjcjL0NzolB2+N6Lb/LVp1+ldySH4/lcjuNIvuxM+psXjOD6QxQ5iiZixO3lFNz9l2WcmAo/GCBX/A6p2McQInHZx/NUmYJ7irTVzbBzEF/No6/0CguT93E0/zAdsTs5ln8ElCJpzidtLaHo93Gq+CxuUKI7+bMU3DP0FJ5kfvzdWFqq+heuzAfK51RxJwX3FAXvNA32ao4XHqPRXkvZP0vFz+L6WYp+PwIRTsS1FKeLz+H4OaJ6E93J949bifeCIqdLz1HyzhLVm4gbHRzP/zT0yECyOPUBpDgvYFhwT6EJi6TRSdY9hhsUiRttxPQW4noHmjAxZJxKMELMaEVc4LHjqVL1XtzOQPlNdGEz4hxG4eMGBTpit+MGeQYre3GCHAlj6hS0SikK3hmO5x9HCo2I1khrbAu9pVcoe4PEjQ7cIE9v6RWcIIcQGk32Og5m/xkpdFLmQhrs1fSVXqW/vBtDxmiLbuVE/nG8oIivHBYk34ulpbG08y/aF9ZLb/Flcu5x3KBAa3QLA+U38FQRP6jQFtsGwKnCDqJ6Iy3RTVT8EXpLL1XL0E1cb6WvtAtdRgiUS8Uf4kzphdFzZp0jxIw2+su7qbdWIoWBFxQpeKcRaHSnPsCBke8Q0evRRZT22HaO5x/FDyoEuCxI3IelpUCVUM4u8F6fujFrbSj1ietKSveGRWVRzvMQnJlmuxxQvipFeltRBYLiV1DFbwAeODaBKqAlfh+ugBG5xttA0I/K/zeU8ywQoCo7kSKOiHyYy3rbqlGjxrXBO0CQ/zx4BwBQzvNIrR1hbLq+n+na+DInyGdLlIsOvcfPMm9xMys3LUR7hxgnnn/jGAdODOC4HtlCmYht8MTLB1i5qAUpLz1SYE7fPaUCvMCh7Bco+wWOF96srqjPnorr8e3nXucLD+/k+MAwFTc0TEgh0DWJoWmz/pNTdGq6TFNwDzBcfp6UvQGtumL9doXR+MEwpcpzKDW5wWQ2VPxhzpReJOscpa/0Cr6q4KkyCoXrF4GAhNGBFAZaNcTEkmkWJu5HEwZFr4+k2UncaCPAn6C8ZXLOcTrit1Nnr0Ag8IMKSvn41ZV6X7k0R9bTHLmZkjeAH5TxgnI15GIVmhwfIuCpEn7gIhAMVw6ilEdUb6YrcS++KuMGxQtKEdafEBp9pV0Uvd4LftXoit9NTG/hRP5xCt7pcb8rpfCCCkoF+EEJXzn4yqUtuo06azl59xRZ5xjNkY00RTbMSCtluHKQEecggfIoer2hYcZagS4tQGFr9TRYq2iJbKQ1uhkpNBLGPCRhPegiSlNkHfXWcubF78AJcvSVXqkaCYYp+1OvWPuqTG/pRRw/ixcUKXr9+MqhNbKVBns1JW8AUyaJ6o1IoQOCrHuUBnsNrdGtjDhHsPUMjZF1tEe30WCvIqa3UW8tpz16K42RtRgyTs45gevnKfkD1VCVErqwGXYOgFIgoCWykc7EXVT8EfpKu1AElL1hKv5wtYJ0hKwD2QiiDkQKRBywuVwPqxpvE8IE2RD+iQyIJIgYcIOG+6gSyt0DuIACVQJvP4rKtS5ZjckIBlHeQcAnrLMRlHcAhXetS1ajRo1LQPnHwT8DBOFfcAb8nkueT8wZauPLnGCwN4sQAjtmYZg6uq69Y0QxD/cMsHV1FwvbQy9X2zTIFy9/HjpnPScUAWfKhyn5OQYqJ9GFQX/lBEuSm2Z/LKU40jfE15/ZTbYUPrRR06C7tZ7OxgzpWATjEqxczan4pL9FjC5a4h9AoGFqjXhBHsPO4Pj9WPrMxSwd7whKOVjGUvwgS8WZeJXY9Y4QBLlZX8NkjDiHaYlupsleS0/hacr+IE6Qpb+0m7I/CIApk/iaQ19pF3GjA08V6S+/hhsUMWWCvHuSnNuDFCZxvY2yP0jePQEExPVWDBljsLKXgnualNmFLi2GKvso+WextDRSmkhhVp37Qyd/gSCqN2LIGEoF48I68u5Jil4vUb0RNygAEl1GqulnZfUo54npbfhBmcHKWwgEQujknOPk3B6y7lFMLc6Ic3Q0pEKp8QOZJgyk0Dhb2RNqNlhL0aSJFDpCaEgUhkww7BwMJ9+T6FXk3BOcKb1ETG8hojcSNzqIG+3E9BZAMOwcqt7LE6TMhWjSJFs5StY5SsKYhylT+FqFvtIrNNprkUKn7A8xVNlPwmgnYc4nojeSMDuJ6s3kq5oThowRM1ooeQPn68VoJWHMByEwZYK0tZCS11e9JgkqDMmwtXpGnCPk3B4srY6scxRdRrC0JHKCiaYmbUacQ9h6HVG9mbOVt8hYS8m6x0ga88m6x0ibi9AwAYVEQ6tqaphanKQxn4hWT8KYR/Tc8yObkKk/gGAQgixKZSEYAf8YQenbEAzMstXXeNvRl6Bl/jIM6wiyqCAbTv7cN1HlH4AqXOsSXlmEgZCNY3oeCbKe8amga0yFCkbAPwkYoM9DvN16SyIKMgPBqeoXBkLWc6XXcpRyQ1dsVQbZDDJzRUIyrzVKBRCchaAfRAS0eRd5HdaYnhu1fVwTZCZ8rtVI+FlEw8WM630Roza+zAkqJYdEOjqVzsJ1Q6XskBsuAoLenkEWLm+bUjujqS7B/uP9DGWLnBnIcvT0IHWp6GXfhzk7Yggk9VYHp0sH6YytIqolCDuSS7vgFw4ep2cw7Jjq41F+6d0buWtNN02pOJq88h2+FDq23j762dBSKJVkqLxjVsaJfPH7eH4fTZk/xPUOcWbw15AiepHLllJlhLhyqQ4TxnwsLYkpk7THbkUKDVMm8IISXYl7MWUSKXqxtCSdibuxtTRd8Xur4Qy3EdEb8dwyjfa6qnCjAgQN9prqBN5gXvwOsu4xIpEG4kY7oMg5x4kZrUT1ZhQBpoyjAEsmGXYOEtHrKftDlEovYmop9DEvqilzAYHykUKnMbIOS8tg6xl0GaU9tg1NGFUNixBdmnQl3sOIc4Tm6EZiejO+qtAa3RzqGiABRaB82mK3ENWbx+0vEHTEbiPvnqY1uoW40UYqWEhEbxg1REhhMuIcrhpVmlDKw1PnPUkSRgdNkfWjOhspcxECiRPkqroZAkvL0By5edTzImMtQ6ChqseRQsPW6qmzliOEIKa30h7bjlI+uojSFb+HvHsSKUwkBlLoNEXWocto1ZNnTL1gMC/+LkacwwTKxZBxWqKbsbUMlpYiUD5CCDRp0xhZS9pcFGpWiCgKf9R40mivQRNhhyaEoCWyiRHnCKigKpqqEzNaSbkLSJpd1bspWJh8ACl02mO3YohQ0NOQMToT95J3T6IJe/RFVwgdtNbwj/M9g/IOQeXxmnFiDiKECdq88I8xdVZ5Fr/y2A1onEggox8hUCMovwehr0RGP1GbrM0CVX6YoPB3CNmATP0n0Be+vSfU2pCxTxIU/wGCYYS5DRG5/7LErCfEP0aQ/QOU34OMfQYR+QBz3Jl1ZqgyQfGrqPIPEcYKZPI/hp5tNWbHjdo+rgFhv/sLBOUfAgJh3YswN1z/xp7a+DInaGhNUy46BEGA61zfHnbDA3l27zyI53oM9eewoyaLVrRPuv2tNy3kR8+8ybHTQxw/M8S8lgw/d/c6tMvM1jFnW7AQgogWZ350BZ7yUASsSt92yZoTb54IXfYNTeP+m5fzwS2riJjGnLdyxaPvQ6nQ20MpD11roS75b9EuEOdyvEPkCv90xc6bNOefL4MRTv6iFxhVGuzV4z7X2cvGfU6ZC0iZC0Y/m1py3HEhQUQfL3h34TlG95UJKv4IRa8fiU7a6ibnnKiKT1bPby2mObJhXJ3aVZ2DpNHJiHN0XFhDwmgnqrcQq15feIyl1FlLRz83RtYCofdN2R9kxDk65nriZMzFVcPKeMZmyrAj6wHwgjJDlf34ygVCo0LGWkJ7VcdhtAwX3MemyPgUtJaWpDm64aIynkOXEZoiN41+jhmt464xZS4kZZ5/wTe1+AX1Mv6ctpap/uu8lsmF9dQYWTPuc9xoG/c5otcT0etHP9drK8Yd+8JrHNtuzh3vwmPWqDHXEUJHmZuR+lLACVeSRfJaF+v6QQUoZwf4h1GqBFcobHEqhDDBvg/N3Ab4IOJXRMdpHEqFoSLuq6DyocfXxUnLrk9UAeU8A/5RlMyAujiss8Y03Mjt4xogZAyin0KLPFj9IokQ17cYJtTGl7nCguVt7N99nEUrOzCt69trRQjBmeNnaerI0LGwaVpjSzoR4YPvWsvdm5fhBwGxiEkiat+4nhPnGHROczD/Mr7yabLmszixseqmPzt6h/MAZOIR7ly1iKh1fcQ4m+MyDEhMYxERaxOazIzbTso0hdIjV7VsVxMpNBojay6aBM8UISRp69JX3IQQF02wZ4su7Usuf40aNa5PQg+f6zvryLVCBX1V/YerOzETwgJt4kxcVwJFBdw94cTzRsM/FoYj1Lhkbuj2cY0IM3Nc/waJC6mNL9eeN54/RDFf4WzvCEP9ObqWtU6/0xwlVR9n3bbFNHfUEQSKSPTiufKJM0M88tze0c+eH4QhLQj8IKAxE+d9t6++LFHQOe/TdLp0iI7IMtam7+Rs5eRlCWIC2IZOyxRaEVeSUCixOPpvLxhBuwxrrWUsoz75e8gJLKOazBCxNoWrPjVq1KhRo8Z1jnLfujHDs4Icyn3tWpfibSFc7b9QfLrGrLiB20eNGjcamqFhWDr9p4axIte354QKFM0ddTR31NEyr45U/cXzZV3XSMWjpBJRyo7HW0d6kUISsQxO9A4znCtddjnmrOdEoHwO5l6hv3KcEbefSDmBqy5dgTZmh5N2pRTB25Qx40ICVaEn+yVi5hKixgIGCj8haiyYfsdJkDKGHBMuMBZdayKT+OwlH7tGjRo1atSYKyjlg/cmBMPXuihXnmAA5e2dfrvrDKWccFKtboA0wNeSG7R91KhxI6GUQinF6s2LeOmJt5BSsGZL97Uu1mUxfDbPazsPcNeHNgJiwky7rQ1JPnRXGE7+1Yde4v13ruGODeF1n+wb4R9/uotAqRnkJ5ycOWucAEFMT7Ewvo6AAIGgVS66ZM2JrsYMzx84Qdn1OD2UY15DevqdLpsApRwq1ZSQukxQ9k5e8tHOZZsQY/5bo0aNq49SQSjeGAyGrrfKAVSYKlPEQ8VsEbuigltKqeo5h6vnrBCmOxQgdBB2mJZTpMJ42lnH/KlQIT4YAZULVz+VR5h+TQNhhceXGYSIXd/54W9AwjY5Um2ThWrdadX0rUmQddVMF5dXb0o5YbYVlQ0noaoakyo0wKpmu0iGOg2X2v6VgmAI5b4OE6Sivq5RAcrdDcEN5rKvVJie0TvK1QvDUaggf0E/DAij2g/XVdvhddRXzYX2oQKUKoReSyoPyiUcZ86PAaEWy2ye73fA+KIUCrearWakaqRT1fE5AiINMl0V172+ru+qjC8qQKl8dXw51+4I321kBmT9nBL7LObKvPniYVzXo7EtjZCS3EiRxrbM9DvPUUxLZ2ggzwuP7cGKGCxa0UEyM/GiOIQ9/YkzQ5weyKJJwaGeAQqlGziVqBSS9ugSTpcOkTKaiOhxThUPVHM+zJ5Ni+fzjztfZ7hQ5vkDx1m3oA1Dk2+zIKZESpuK14Pjn0aXKYJzD9sl4Hk9FMtPEI++H02OF+hy3AM47j6ikbuRYvK0LzXmNmqMV8/ltk2lzidPFVfgeDXOGQhGUJXHUZUd4eqWfyZ82UKFL8RaC0JfgbC2g3UniMSl3/tzdRj0oSpPo9wXwxh8/0xVJM0BZPjiI9MgmxF6J0JfhjDWg7F86lAvVU3UGwyh3JdRzq4wT7rfU30xLRKKApqh0JZsQejdCGsrwroDRDrsj9/pbUv5BM6zKOeFaTbUEeZGpLVtmu0mOEVQRJW/H9YNIKxbEcbNgAQ1hCr/FFV5CuXtg6AvzHmPCTIB2nyEsRJp3QPmegTGrOos7JcccF4hqDwJ3h6Uf6JqKCsRtn0rbCNaI0Kbh9CXgrEOYawDMXlqsfN9ngv+GZR/DLzjKG8vynl5zIZZguKXqqnyJkdonQj7vQg5TfimcgnKP0B5h6c+nrAR1t0IY+mU2110+NHrUqCGwTuG8o+HWRgqjxE+u9UtnKdQaoipIm2FiCLs9yAmyVZyUfsQJsJ+P0KfP+H2ExGUvo/y9p87I9K+B2Gsvmi789dWBv8kyjsG/rHQa8I/en5D/xRB4Yth/zQFwliHsO6Y8cQj7IezqMoTKOcZlLsX/FPns/2IKGitCH0Jwtpe7avqqk1+bvRVV7t9nD+vB84LBM6OcD+tq/q8xKplKof3tfwoytsD/unqOCDDvkQ2h2OAuRHs9yLkFBOxqzy+KFVEFb+BCgan3E6IVJiBR5u9NoDyDqLKD1cz5MUQkQ+CbAQUeHsJyg+D82JYl8FQ9foi4cRaX4gwt4B1d5hid6bX9k4YX9Qgqvxk+Dx7B6rvVdXnWaYR+iLQl4aGikkQWhsi8uDbn256TLk9z+e1HQdZtKqDcrHIgd0OC5dPnt1irmPZBu0LGnAqHk7Fw3OnXhy49aaFfO1fXuZPv/woCIEUgp+9fRWalCilLvndd84aJ5RSlIMCh/O7aLK7SBr1HM6/SktkIZcilbGuq5VblnayY98xfvjKXtZ0trJ1aSemfoXTg41BCovm2PsIquEoJe8Ehrx0JV3PP0O2+B1ikbsZmzkBwPV7GCl+k4i9LXxJvI4oVVxO9o/geuFDoGuSjqY0tqmTLZQZGCng+QFR26Q5EydQip6+cHtdk9SlotQlonh+QE//COWKi65L6hJRMsko8hIeDs8P6B/Oky2UkVKEx0qEeYxng1KKkXyZgWwB3w+VbJvScUxj4kfvZP8I337yNT527wbqk5NbK2fCmbM5vvTwiwzlinzuwe3Mb75+rblzAaUccJ4jKPyPqutyboKNRsAbQXn7UJVHEeYPkLFfQhk3I8TsYhHDAXsYVX6EoPQt8A4ycarNICyLnwP/BMp9CYWFMNcjk38IU0xOVNCHKv0TQfkn4PeEq+ET6fqocvgX9KG811CVn4DxXbT458JrmyMv/NeOAJydqMJ/n2Y7E1BwCS+PUCIofRfcl8KPKo/Ql4N3lKDwl+GL60XtowxBGYJ+lLsLv/xTROR9yNinEGRm9AKpVAD+0bDdV56oakBM8MKiiuFfcAblvo7ikXAV1FiNTPz7yduhGiIo/E+Us/P8qlxQCMs+dgVe5VGlf5z+Npm3IKzbgem0pXxU+UeoypNTbqVECqktmLVxAgJU5TFU8auooBeCXHXFsTohG3sOZyc4O6cuh6xH6iummHyObx9KRJHGzbMyTqjyI6jKw9VPAqXNn9A4gd9DUPib0LNFZcP6UnnGTqgBCHpRxS9Nf+LIRxHWrczklVQpB9xXCQp/GxqvVJ6LPDVUFrxstR9+AozvIWOfAXMu6XJd7fZxDh/lvIgqfDHcz1iLZm1DqWj1Of8iqvwYqKGL9iMYhGAQ5b2F8nvQrDunLtPVHl9UiaD4DfCnNjgq2Y5mbhpNQz4blHeEoPB3oXFMpJH6UoS5CVX+Yfi9fxy4IMOByoOfR/nHUJWdUH4IGfssWLeFE/lpuZHHFw/c3QT5L6DcXRO/VwV9KKdv2mcA4yaEfd+UBowrSTwV5ZZ713D66ADLbuokO1ig53DfVTn324UVCVOHFnJlhBREYlPPJ+e3ZPjVD29nMFskCBTxqElDOkbvYI6obZCMXVrmjjlrnADIuYMMOqcp+0VsLUZr5NLCOoQQNCZjfPbeLQzkCuw92c9//u4TfGTbWt69ZjGtmcQlTWCnP6/E0lsAcPwBDFlHwlpxxc8DgPJRqghXSU/jSnL09CB//NVHWTq/CSkF8YjFB25bjW0a/MMjL5EtVtCEIBYx+dAda8mXHP7oKz+lq6UuVIgV8On7NqNJyX/52mOkExFitolSio/dczNdrbPPsb774Em+/8ybRCwDz/dZvbCV92xejmXO7pE5my3ylR+/RLHsIIQgGbX40J1raamb2EhVcT1ODYzgeZcm/DqW1oYkv/7B7fzBl39C5TrPvXytUcpBlX9EkPszCM5MsMW5/mPsZCpc2fO9Q8jE74F11+wMFEEfQeELqOK3gdnq7bjhCtc0L1/K20dQ/MoUooOi+ndBe1Q5cJ7Fz46gpf4/MJbPsnw3IlfZQOMdQrm7CXJ/GmozXFSWC+stgOAUqvD/E6CQsc/OLJ2ef4Ig+/+inGe5aBIIgFY9z4W/eRD0E64cTnGeIB8e2909fVmuOG9nnSmUuydMq3mjEQygKk9BcOqqnlYpH1X5KUH2jyGYKER2on44B84OAu8oMvE7CPv+Sw83uqLMkfYRnAVVgeAMQe4/oyqPzmAnidDmI+TEqd/PccOPL6oC3l5UcJIg9+dV48tYJBcbY8rhZDz3B0jxB4gZGxJuzPFFubsIsv8BvANjDh8DfSlChllIVNAL3v6qt8ZkGGHoxzXI87B0XSfP/eQNdENj/W3Lrvr5ryRD/Vl+9A876Ds1RDRhc99Hb2Hx6nmTbi+EIJ2IkE6M9457/MUDLJpXz6aVnZdUjjlrnBBC0GTPZ3vjh4lqSUwZCUPeLvEB9YOAhmSMj2xfx1//eCc9Z0f4bw/v5LsvvMmC5jq6mjKkoxFsU5+xlef25QtonCTzR8Xrwwuy5JzXUCrA8fsxtcZZGyeUUnj+SUqV53C8w/jBALnij9DGeGAEqkSh/BM02TyHVgVmR3Ndgl//0K0YuoYAdE3j5f0nyBbKfPq+zaRiESquRyJqkS8N0lKX4Jfu20wyZvHF7+1gx+tHuHXtIhJRi4/evYF5TWn+9vs7eWnfCbpa63A9n4GRAqWKSzxiUZ+MomkSzw+/L5YcNF2jMRUjYhm8sOc4KxY0c/8tK/H8AAEYukYQKIZyRUYKZUxDozEdx5rECwJg//E+Ko7LLz+whZhtUnF9EtHQEnmuTMWyg6lrNGbCtqQU9I8UKJQdYnZohdSkxHE9+ocLVFyPZMymLhFBSjnu2mK2SUMqNprCRwhx0TMz9hqkENQloySiVi3sYxKUUqjKYwS5P6lOtgC00C3TuhVhbERo4Uua8vtD99XK02FKPbzq5O6PkCkbYd4x/WqCUqjgLEH+L1Cl7zPOMCGSoHchjNUIraua01yFkwX/CMrdB0EvECDsu8PY6ykQxgaEsRZVebyqFdBYDQlZCfqiqsuuhlJZcN8kqPwU3LeAania9xZB8R+QiX83vRv9DY2OiHwEzdiMUiMQDFf/fxblvARvg7idct9C5f4cvD2E7XE+wroNYd6MkI2ARPlnUM6OsH6DPsJJm4sqfQdl3ISw3z31OZRHUPwSynmO0QmfbEGYWxHWFoTWDtiAjwqGqq79e1DeW+D3AR7CvB3kFAZiGUNYd4K+aPz354wWo676EYR5C8jU1DdGWzzDlTMTGf9dVOQXQ7f6YAQVjIyGUBGcnsExpkIgjBUQefCiX5TzKvhHGL2n+iqE3j31pFnEEVrLZZbpCiHrEPZ7L1pdV34fOC8y2meJOoS1Zdr6EOY6pptUKOWjnGcJcn8xxjBhgt6NtO4AYw1C1gFBtR9+ITSg+Cc4N3EK8n+JkPVgbqnG/V9L5kj7CIZQ/smqF9FTgAFaG8JYGa6cy/pQTyYYRHn7qxl0RhDm5qrOzBRFutrji0iipf4LKuirhpxVn2n/VOhBo0Zmf3+mpEJQ+l7V8yMbhnUaq5DW7Qh9CYgkSlXAO0RQ+TE4u4DqBNs/iSr+PUrvRkybtvgGHV+Cs6j8F0Ov0HPXaW1DRD+B0BefDwdTBZR7AFX8H9XQlqpRRF+CjLwftM7QUCbrpzaEv020L2xCN3UEkKq7PI/na43vB8zrbqJ9YeM1nRPMWePEOcp+AUvGLvsmnRzM8u+/8QjH+oYYLoSdQ8lxOXDmLAfPnA0ncbM8Ree/+dCkxglNRoEwldiTMmIAACAASURBVGjCWovuJUJ3xEsgUHlKzgtUnFfx/NOMFL6EGFN1Qhjoegfp+KcQ08R2zlWUUrhVbwEpJboGqViEfMnhQE8/m5Z3kklER+tICoFpaCRjNplEhFzx/ARO1yR+EFBxPaKWge8HvLy/h0df2h/+5ivuu2UFaxa18tbRPr7z1GtETAMvCPjAbatZNr+JumSUgycG6BvKMb85gybDl4Ijp8/yrcdexfMDfF9x05J27tm0dFIDRToRYThf5kDPABuWdJBJWAgRdgBPvXqIJ3cfImIaRG2TB7atBKBvOMd3n3odTQqKFYeP3XMzC9rqeXzXQXa+cQxTlwgpefC21XR3NPDi3hP8+Pm9WIaO4/m8/9ZVrFs8eczbqYERvvaTVwDwVcD2NQvZurILXasZJybEP0GQ/+IYwwQI63Zk7NeqKzraeQOQoUKjQOQDBPm/RlV+TGg8OE2Q/wIitRihd0x5OoWLKn8PVfoe592kBegrkNFPhgO+iHF+9SLcS1AVzHTfRPmHw5fHaRAiioj8XKgJYG4N42G1FsLVcDnerGVuR7MfIMj/Gar8MKHrqh++9EV/EeSKMeV5hyEEQutAaR1hPUC1Poqh98vbobyvhsEbBgTCuhMZ/w3Qu5moParydoL8n1RdjgmNWeWHUNZ2xFRhgP5RVGUHo27KsgWZ/H2E9S5CF+LquDm6UB0gCEZjzPEOIux3TS2cJ+qQsX8z4bn9ob3gnzNOpJHx/y2MO54SwYxWz4QMJxD6kuoFqPCuBYMEQT+qcrnGCYmw3h0aXi4gyP0/qOIxzrnvS/u9iOjHw9j7aY45J9DmIxO/e9HXytlB4L0FQXU81ucjE78P1RXQyZmuzlSoX5H/whiXfbvqQv4roLURtvsqhgr7Sft9BLk/DtsiAfhHCAr/HakvBm3qVf+3nznSPlQ5DC2pPAlVnRIZ/UjVWCgZP8YE4cTYfQ1hrJr20Fd7fBHoYKwZLe/oM+0fx/feAu9KGycC8A9VT55Gxv41IvphEGnGXZ+5Cc2+NwyZKX6DMGQtQDkvhSGi8t3T9JE34PiiAlTlmeqzWR1AjFXIxP8JWtcF9yMDsg2hteCP/O55Y4xyEOZ20EPPmms1mX702y9y4lAvKlAsW9/Fz3z0lmtSjitBIhVl8Zr5nO0d4chbp0ikrr6xB64D48TZykk0oWNKOxy+xMw9G8aSLzu8emRiF0TFufju2R1TTbGDLuNoIkpT7H6ksIkZC/EvIb2WEAJTX0pj6j9SrDzLcP5vqEv+NtoYUTCBhpRpNJm5otkBriZnBnP8+TefQEpBe2OaD96xhgWtdTxwywqe2n2Yp3cfZuuqBWxfHaZirbgex3qHOHRqgGO9w3zg1nCgzBbK/M33duD5AasWtrJ1VRe5UoVHXtjLyq4Wls5v4undh/nxC3tZvbCFkwNhmrr337aKRMQmkwyNO3fdvAQ/CPi7H71AcybOe7csp6uljkde3E9bfYr337aKY2eG+NLDL7G2u21SPYfujkbeu2U5T7xykCd2HWTb6gXcsqqLgZECP3lxH++7bTVrFrXh+wG2qXOibxjXC7h301KWdzXzlYdfYteBk6RiNk++eogP37mO7vYGHtq5h4ef38unGzbxkxf3cdfGJazrbmfH60f40c49rFnUNqk+Rv9IgeF8iV+46yYaUjGSMRttlloa7xSUKqNK/wTevuo3Aoz1yPhvg77kor5IVF+ylb4CmfhtApVDOTsABe4eVOlbEP/s1IJN3kGC4rcYZ5gwt6Alfr96zilWq0QKrFsQbJ3ZBQoRCsaZN0+ZXSG8Sg30DmT83+J7+867YQZ9oaigvmwOrEZeQ8S5V7bzbUKh83ZPKIW5GZn47XCl6cLfzk367DuRwckwLAkHCEJhM/8U6JOnt1besdDt+9zRzJsR1rsubr9iTBtBA60Job2XUG196teM8Bm6eJvw3o19vgSgXVm19onq7Aop6YfXNdmk+8LvJAh9TinRT8XkdXbh839l6kwpF1V+aFzoj7DvCsM0ZJoL6yusVROMtYjEb6FG/o+qJxvhhNB5mjz383c/fZGYbdCUivOe9Usx9anL6fkBJwaGWdA83hPo5UM9mJrGqs6WGb+fzp324aMqjwEaMvYriOjHERcIrp9HqwreTr0iPsrVHl/E2Kd5bD/8No9LIoKMfQIR+8RFoQyjZdEakLFfIfDeqq7+q1BHx90VimczzcLiDTa+KFVEOS9WNWMAEUXa91U9Qi++JiEkSl+MtO8nyB8Oz+OfIqg8Gup+XMN3D02XbL1nNZWSQ6V06UkP5gJWxMQwdSzb+F/svXeQXdd95/k556aX3+ucc6PRyJEgwChKIkVKVKCsZFu2bHmcasq7nh3Plmtqp3ZrPbszsy6P7Vl7dmdmbY9dcpJkZZEKlEiJOQBEIDIRGw00OvfL791w9o97OwEdgW6gSfVXBbb69b3nnvvuuSd8z+/3/dK5qZFI/M7od9yINT8SWlqYk+mXSRjVhLU4PfF9t5TaYeka7TUrKwgYWiCc34cib58nVz5FKnSvv8bQFlYanwt+VEcEy9hI2HoAU+9Bv4Vy1jLqKuP87mcextAlmpSETAMpBfu3trO9u4nDZ/v59svHScVCxCMhRiZyfOfl41Qno3zkwGZ2bmhmeCJHNGzx5H2bOfLOVUKmQTRkMpYt8M6VYUplh7NXhnE9j6aaJAjB3t4W+ocm+PKPD9NUk+TJA1uwUjqViQiffmQnw+NZnnntFH//7CF+6+P3Mzia4ZHd3cQjIZpqkmhSMJEtwDzkhKlrPLC9g909TRw8fYXvvnKCingEQ5cgBJ0NVURDs3dD6ivjNNemiIUtKhIR8sUyE7kinqdorU0Rj1h0NVXx9oUBxjIFcsUyXY1VxCMWPa01PHvwDCXbIWzNHdLf01zDnt5mvvXi21QmIjx+7ybaGyp/Vve8F4ACtx+v+AOmwkxFHBn5LOgbFpyECiFQWjsi8gso+0QQ/lzGKz6DFv4YaF1zp3coD6/4fV88bBKy3hfP0nuXQcwu/WkKYbF0EV3hh3ea9/iK2n6lgx2TwBJuHXcOIokIfw60hUXwBCaYB0Brnt559oYXJSf8lIoZJJmIIViG4PIyRWDXsY454Y3gFZ9mKoJHpBCRX5yTmJgFIRD6FoT1CCr/34MPS6jiD3GNx9A1yc8/uIsv/eQQ18ezlB2XK8Pj1CbjbGispn90gktD40RMnd7mOs4NjPCt14/z/m3d7OxoJFssc/bqECevDLKxqYaRTJ7T/UMYmmRLaz2aFBzvu046X6KnqZpEOMSJvuuUHZeexmrqUvORAHcarh/FEf7MAsTEreFnYnzRNwcuEQvvMgtZjbDehyofYmpOYZ/xtSvWYtTzao4vKjvjGeOPLcbOBVOXhNBRxjbfutQbBsp+GpDKBNEqdwe9u9uxQgaHXjhN24Y1knp3ixgdTPODr7xGc0cNUpOUS3eHbFnz5ERdqJOQjOHhEtbit6w50VyV5I++8JEVrVtz1cK5r54qkS4dwlNlCs4lHC9LxOha8JyFoGsNpKK/jLwNx4+1CikEYcvwF+1BqHDZdrAdF8vQ2dJRzyvHLzKazhOPhKivSvDrHz1AU3VyVoSAJgWNVQkaq5P81dOvcfHaKFWpKI3VSZ7Yv4kd3U14ykMTfshdLGTx2Q/s4vpohn/40Vu8eOw8H39gG4VSGU2TVCWj7O5p5uyVIRSKRDTEwGiGUtlhLFPAU4p4ZH5msVR2cDwPyzTY2lHPy29fZDxboK2uAtfzGJnIUZGI4HneVOqIrskpgdbJO4sEBMbwRI5Y2OLaSGaKqDF1jeujGaoSUa4Op4mHLSzDH8RV8N+ZMT66Lnl8Xy/3bmrj2TfP8N2XT/DFJ++9iST5WYdSCmUfD3J/A2jtCOuRJUUoCSF85wBjY5Czjx8mX34Lwp1z9mXKGwrUsifTlIRvD2fsWEOaIAKhdc9qU8pLT4WbruMOIrCmW9KOotaE0OpRk5NHlUd5EwuPqCIOIhSQFB7KOetbfWpta6g9ruO9DlV+YxZhK8x7fA2GpcwHRch3U8h/CZ/cUCjnAkr2YbsuQ+kcAijaDi+fusS21nrePHeFiGXw6pnLSCnoqq9CE4KwqeO4HpXxCK7n8dyxd6hLxfGUIlss8cKJCyTCFkPFMrbrp6leG0uzobGakGFwZWSCt87309tcOzXerwmICkT4E74ex13Hu218kUjrg7CIOCjg98P6FhB6EFUWjPlqjQqWr+b4osqB1epkGQYsqr3hEzwzNWzUpMMTd4+caGyrJl4Roao+ibcCYvZ3E0opquqS7H14E1ITxG4xrSMSNhfU41sMa56c0ITGhD1EycvTGO655XJCpkFPY80K1mwpEAh0HG+IvH3htogJACEMNG35zhPvBoxm8nzlucNIKQlbBg/v7GJwLMNP3jpHNGJSKNp4nqKnpZaS7fiaE7o2d+qCgK6mKrqaqvn+G6f5lSf28eCOTn5y+Bzn+kcQAnrbatmzsYU3T/dx+vIQlqljOy41qRgI+N5rpxjLFrAMnWvDabZ1NhILWzy8s4vvvHKCdK7IWKbAlvZ6aivmF2o6dXmQl9++QCxskSuU0aWkq6mKmlSMXRua+dpPj9FWX4GuSfZvaZ+3nOpklB3djXzrxbepSkbpH5rg8f29xMMm+7e08fSrJzl89iqXB8d4eGcXUkpOXR7k5MXr9A+neeHIOcazeXZtaOb05UEOnb6CoWsMT+Smrr+OG+Gi7MPMtHUT5k5/wbZUiLC/CzRJTqBQ9puI8FPMGY7p9vuh9JOQlb4I4FrbVbmJIC2x7Ly4ddwmNF9cbqkLChFllliYKuPnPi9wit4FsmY6tcM+ipf9c2Tk8yhj87LtcdexjmVDuSj7yHT4N9IXkhRL26QRQviaFzI17RqhJlBuH9fHPd4428cDmzswNIkmBJtb6jh/fZSxXIH7e9t468JVTvZdp7u+ioaKOJXxCL1NNeRKZXLFMt0NVWSLJTxPkS2U2NnRyHAmz8BYGqUUtckY29saAEHI1NnaWs+FwVEqYxGqb9MufMWgNSCM3XNH890NvJvGF5FCGJuWaAlKINo6Y+wPiN+1h9UeXzxmWw/PnSp283VunDe53G2Xwue/dYiPfP5+yiWHt144zWOfWVzv6/agsL0yjldEoQhpceQKpbWYls7YUJrvf+V1LEvn/ie2U98yfxtwHJdz/SMMjWXxPP85RMMmj+ztxnwvkxMXc8cwZYgqq5ELuSPUhlrR1n61AZDCJG5tR5VcQnoTydCe2yrP87LkSj8hZGzD0FvxVJFc4Yfkiz9G11tJRj+HJpee87hW0Fyb5Isfvpdi2WeSTUPH1DUaq5Ps7W2hULIJmQZt9RXUVsTIFcr84mN7SMZmRyykYiF+6UN7aaxKoknJJx7YyrXRDKah8cG9PXQ2VjE8nsMydToaKpFC0N1UjZQC11Xs7mmiq6kaKQS7epq5NpLG8xQ7NzTR1VhFyNTZ1tVAKhamb2icaMikp7kGKSUDozd7M+tS0FSTZM/GFoolm7Bl0FZfSU3KF3j9xENbOXdlhNFMnljYpDoZQQrBL31o79S93b+tA9fzCFsGH39gK2f6hsjkSzy0s4v2+kp0TfLo3o2011cylimwf0sbXc2++Jipa1TEw/zKE/cAAsswEAKaa1OUbIdC0WZLRz3dzdW3xXC+d+H57hczIPSNLC/HU94k4KfsM/7AfUP+sFIK5Q7Mtl2TtYg5tC1WE0r5itv+5ML1/6lJq8jgp5e+8aQ7Vr91TELzyYMl57jrzB7yXVDufIf752hNCOuDKOci/kTTF2t17cMI6yFk6DG/fYvYu0YvYR3vLiiVCcL6g7YqLJ+s9QaXvFxVKjM7tUAVkWqMLS09fPp+X0CxZDvEwiZfffkomiZpq0lx5OI1JvJFimUHTyksXSdiGnz1lWN8cPsGOusr+fHRd8gUy+zsaKA6EeWFExdwPY/7etvRpOClkxfpG57gng3NhEyDS0NjlGyXsrPwu3fn4IstioUcdVYQ77nxRVb5URNLHaOFwew5hM3aJF5WeXwRxuyNHuX4JPhiQrXeWNB2Jq8bX0ba0OrAdVyuXxklPZrFc1efaErbg5yceA4hJALJ5uQHiOorI1uQqIzxqd94PwDZiTyxxMIbY68fv8wzL52gMhmdiviuTkXZ2dM05Rp4K1jzswmlFEoo1KTq7rsICpei04cmIrgqR8m5jm7eej6f415nLP3nVKf+DYbeSql8jNH0H6NrDZTs4wg0UvHfXF5O8BpAPBLiwNb2Of92z6bWmz6LRSy2dNyc1xUyDbZ2Nkz9Xp2KUZ2ajmrY1FYHN1ju1lclqK+6eQems7GKzsab2UJNCNobKmlv8AdypRTv9I/w9Z8evenYiliYz31wF/vmuAeAiGWyravhps9n3kNz7XSoWiRkzunCYZn6rHMWu4fKeITK3rnrtI4ZUMUZYoA+hNbIsvQcEEG4p8nULoHKBBoUN4bLOYEjyHSIp5CpO6Yqr1QBnD6Ue9lPP3H7fKsyLwOq4OfFUvZ/3jh5XMddgLa0UOLbgdCQkU/juedRxWeZFDvDvYDKX8EtPoMwdiOs94G5M0j3WI+mWMcKwsv4NrWTUEW87H+G3F8toxAbvBlODcohFvJ4av+044Rl6Hxo50aKtoOpa0Qsg73dzexob8TQJJGQiQA+9+BOXM8jHra4r7edXZ02An/+IYWgt7kWIQQxywQBtckYrqeIWAZCCD68x9cOilprJY0yiCxZZQL8PTu+yBissE7H2sAqjy8iitA7fdtpCOxCjyOMXuabYynl+la2anIzUIDeMkekzZ1F7+52nv/GQQxL58Bj21b9egU3Q0yvpjO2DwRYcmUisNJjOaQUjFyfQCl45+0+Ojc1LZjacfLCAPfv7OSBnZ0z3BTlvIL8S8WaJSeUUig82mPbuJA9ykDhAh3Rnci1KogzDwQ6tjcGHkSM/G2V5ak0nsqjyzqU8sjkv45p9FCT+gNyxWfJ5r9FMvbLd51FXAyO6/KTt8/z/u3dALxxto+WmhRh0+DqaJqNjTW3xbitJK6OpqlNxuZMe0jnizx37Bw1iSj/8nPvA3wnjFjIJGwZvtHjKg74V0fTXBocY3dXEyOZPBeuj1KdiPDm2SuELZNHtnWSioan6lCyHX56/DwXB8eor4hzf287FbHwXY208ZTiyPmrvH15gMp4hIe2dBIP39x+r46kqa+MTzGzd6ZyGaZEqwBfMT22vDmcECBMf6dvku1XwURZu5Focn1v9umTQSRWebGnUF4OZb+FKn4bZR8Dp4/Fwv3XsQYgBKzQpGTBy8hGZPxfo7ROvMI3wBvAJ9Bsf/e69D1f7V/vRJj7kKEPB+Kt0bUTJr6Ody9UYUZKB/guB2n/3y3DQ+LdpLMUtoxZQtKx0M1j0czxSZPypqjDlD57pzFxgyaVGbs71nwLQq5WnX4GxhdhsrjF67sQqz2+iDjCPOCPHcE7rorfRpn7QGu+SddLqcAKuPgd/3gAWeFb1N7FNY9Siu6tzdQ3V9J/cYjM+O2t85YCTegMFM9Q9vJoQmdD/H7C+sIaiEvB2HAGu+TwwtNHaGir4tKZAZo6FpZDqExGKQaimSJwlFkJ08i1S07g0V84S3N4I1VWE9VWM4Yw73rKgu26jGcLOJ6iMhZeNBxeYaOUgyYjyBXowKQwEULDdvso2SdJxj6PJqvRtQaUKgbhcWsbnoLLQ+NcG8vguB79I2kSkRATuWDACsQw+0YmcF0PQ9doq62YtTD1Qy1tapMxBsYyxMIW+VKZ6+NZktEQLVUp+kcnsB2Xku3QWV/FaDbP0ESOsGnQXJ1kaCJLuuALD3bXV1FyXK4M+7srbbUp8kWbr758jAMbW+lpqkEKweWhMRTQVlNBxDKpikcYzuSRQpDOl3j64ClaqpNsbaunOhGlf2icTLFMXSpG2DToH5nAdl2SkTAt1alZc/dMoUSuWKa+Is7AWIaIZTCRLzKayZOIhGitSc0S0QoZOucHRuhpqub45QE8pTjZd5293S1cGhrj2KUBHtjcMcVBu57HSCbPlpY6ssUyr5y+xH297Vwd9XNjW2r8dA9L1wiZBkMTOSpiYa6NpSmUbGpTsZvUxceyBWzXpToeYWA8SyJiMZYtMJrJU5OM0ViZ4NLgGI7nYTsuXQ1VGJo24/w8b567wgOb2jl68Rqn+4doqkpQKNnkSmXaairIFct8+aUjPLKti66GKqLWneoHbGbngupwSzaDmj95mYrc9KbEsGZDcVMO5qpqTSiUN4KX+2tU4etB1MbMMEzdz+uWsUCAygxSUYxAifvC3MWu4w7iDkQpCIHQ6iH662jWA3iFr6HKrwUChZPtpQzOKZRzDrf4A0ToUWT404GrzXokxTpuB84c/aUvnH3LEPrKzKDfExCIVbGj/FkZXzTW8FLqNrF6fbcQGlgPQmEb2G8AClV+Ay/7x8jwZ1B6l69jgfAjJdzzeLm/AXs6SlmY+3xNrruEUtHmyrnrXO8b5fCLZ6hrqWT/o1sXP/E2Eddr6E08jAj+p8uVIWea2mso5Erc//h2WrpquXj6Gqmq+TX1AFLxMH//zEGOvXONVNzf7KxKRvjMo7vQtFvvo9fsG+Upj4vZozSFe3gnc5CGUCcgUErdVYKifyTNn33vZYYmcvz+U+9jU/NiYU8SU69BKQc154Jk6ZAiDhjkiz/Fdi4ihEnEeggA5eWCo9b+TpUUkIqGefbwWcZyBdpqKrAMnXPXRrg6lqa7voqJQolvvnacHe0Nc9pt5YtlfnD4DD//4E6eOXiKR3f18KMj71CbivHKqUs8tX8rPzx8lopYmMaKBK7nMZErMjCW4e1LA3xs32a+e/AU7bUV9A1PIBFcHfMjETrrK2msTFCwba6NphnPFbCD/NCB8SyXBscYzeR5cHMH0ZDJeECq2K47RSoUyw5Xhid49shZqhNRjl68xobGap47do5dnY28evoyn39496xdmpLt8MyhU/ziw7t55tApntjdy2g2z8BYhueOnePXHt03a9emIhYmEjIZmsgxli3QUVfJ5aFxWmtTGLrG8csDfn7njPdFk5KqRISmqiQ/PX6BiXyBgfEMV4bHuTqWpiIWZjxboKexhpdPXWL/xla+9foJeptq5nTzGMvmeeX0ZZ68ZxPfO3SaBzd38OKJC3TUVXL4wjU+fu9mnj50itbqFLXJWJBvOo3RTIGIZdJSnSJTKHF1NM3loTGKZYfWmhROpUe+bHN1NM1EvohzB/L5pnHjBDjIjb3hO10cHrMnZWKBifGN5a7e/SpvHC/7Z6j8V5h2B9H8XQvzAMLYDlq9n1oiIjMmkCaq8E28zB+sWt3WsfYgZBTMvUhjm09ElF7AKz0Hzlk/BQoPP5piAJX/Em7pJWT0NyH8UcR7cWfxvQY1mfO/1iCY1S+KuG95eYOWz/KKlH7/to5Vw/r4so7FILQmZOzX8dLXA12ZMqr4HdzyKwh9A1P2oGrMtx31RvE3cTSEsR0Z/e3lCZSvMDJjOb7/D69S31pNqibOpj0dNLRVr/p1XWUzWDzHhH0dU4ZImPUYcn7XwKVCNzTMkEG5aHPoxdMoD+paFtaiaapJ8rkP7UYx3UtHI9Ztr9PXLDkBUHCzXMgdIW0PcyF3FFOGaAr3cDcX4GO5PEcuXmNgPEOmWFrkaImhVeI5JXSZQJMLM1CLQdeaiIUfZyL394AiFf91NFkF2NhuH7re/K7YpRJCEA2ZXBwcwzJ0JvJFkpEQnfWVjOUKU8cloyH2bmghOYdVZ3UiSixk8f23zlAZj6BLydmrw0jpu3iUXRdD19jaWs+GxmpKtsM714Yplh2ujqUp2g7RkMne7mZ0TZIpltjaWk+hZNM/kmZLSz0t1SkaKxPs29BCLGxx7OIAA2NpxrJ5RjOzd7SFEFTFI7TUpNje3kB7bQWvnr7M+YFRzEBEy/MULVVJDmxs4+pImkLZnkVOVMYjpCJhvn/oNMlIiGjI5OzJYaQQXB1NY7vuTdfc3FLH4fNXSUYtapMxPE9Rtl2yxRJhc+62oBSM5wrommRwPBsQMEUsQ2dnRyNXR9KcvTbMxqYa6lNx9nY30zc0zmi2wI1u13UVcUxd4/lj56hLxXBcl0jI5OGtnfzdTw8zkskTMnR2dDTOab1rGTplx8F2PbLFMhHLIFPw2NBUwz3dzQCkYmEaKhPs39iGqd/BtC4R5WaBp/J8R88Dhb/zN92uEVpQ9o2QN0RKeH4487LJkCXWrPQTf0drauIYQoQeR0Z/FbRWPyd0DhLFJ7zWF5s/qxDCAmM76BvRwk+hyodRpR+iyoeClI9A1M49j5f9Uz9iMPTEumDmmofN7DS2NQJh3JCqqiPMPb4Y6zrWLNbHl3UsBcK8Dxn/13i5/wr2MaAM3jCqPDzX0b47ivUAMvpbQWTe3VsPpmrifPafP0rfuUHeeuE0x147h2HpdG/1566rVbeMMwwCwlocQ4ZwvMXWokvHxEiWQy+epq2nHrkEu+Pu1hpiEYtrw2k2tNSg6xLbcW97yrpm49qkkLTHtpF30rRFt5JzJii4WTxcP/foLqFQdpa8e6tUmXTxIIZWgSajtx06J2WYVOyfUZv6P6ir/GPi4Y9Ode4h8x4qYr+JWGuWg3NABuSEoUu2tdczms1juy4vn7rEib7rHL5wFcd1sXR9Xi9wXZP0Ntfy46PvsKW1nsp4hJ0dDURMg4bKBNXxKIYmpxaztutybSyDqxTJSAhdk4QMv3xd0xBCMJzJUSg7jGTyZIolBBANmTx98DTXRtMMZ3JkC2Uilq8pMTiR47UzfRy7dI0TfdfxlKI6EeXlk5c42TdIW20FG5tqiIVMWmpSJMIWIVP3DZPm0LAQwObWOn509B02NdfiuB4DYxmEECSjoTn1FlprUkzki1TGIjRWJmiqSvKdN05woshtoAAAIABJREFU8J1+eptrbjonXyrz/bfO8OY7V9jaWkeuZJPO+0TGZJpKNGTSPzLB1rZ6irbD4EQW2/XoH5m46fph06CjrpJXTl1ia2s9jZVJSmWHr758DM/zqE/F0TVtVirHTNSlYkQtk6+/+jZnr/qEiCYl1gwSQuCnsHzzteOMpHNzlrMqkDHEDUJLyhtELUNZWynfo93fWZ5ECOZURtd95e9Z1xtHzcq3XhkoVUIVvhnYmPkQ1oPI+L9CGFsQMj7nxHG6gOWSNOt4b0EgRMjf+Qp/GJn892ipP0KEPwtiBgnpXcXL/QW4V26KmlrH2oJSpbX5XosoYpZtaDFQ7F9vT2sV6+PLOpYKgRk4Pz0xg4QMBVETET8yQjaAsQcR+Twy+X8iE/87wuj1U0PuInRdo6o+yc77N/CF//nDPPiRnZiWTv/5IVxn9dapmjCI6zVowiBtD+Lhrej4WsiVyIznyabzi97Hhf4R/uIbr/KHf/Njzlwe5NpwmmdeOonr3V591uxWhhQaPfF7bvp8qHiZsBYnZqyMbcpyUSzbON7ijc718hTsiyAkIb0JiYW+AoqyUoYJWbtmfSaESdi6PZvSO41dnY30NtcStQx6m2tJRiw+sL17ShAxGjL5yN5NREwdpRTpQomSPe1iEAuZdDdU8XtPPUxtMoahazy+p5d0voiuSQxd8vjujUQCReyoZfLJA1sp2y4Pb+mkIhamLhUnFja5r7cNTQoc16MiGkbXJJWxCEIIPrl/K7lSmcp4hAOxCJub6xDSF8XSNY2P3rMJLyA8pBA8tLmD8Vxh6h4+um8zxbIdLP4NmqqShC2Dj+ztBWBwYnrhGbVMOuoq+VdPPUxNIoqua3zmgR2BLVmbH+kw43hT10iEQ3z6/m2EDAND1/jA9m5Gs3l0TZKIhBhO56aW0gLBE3t6p+pTGYtQchx6GquRUhK1DMayBcayBXqba31iJ2RyYGMbQggSYYvxXGGWBVo8bLG1tY6mygeoSUbRpOSj+zaTK5WJhUyiIZMn924iHjZRSlEo22SL0xMPS9d5Yk8vE7kilqlTGQuTjIQwZpITQvDZB3ZQKNvE5hDLXD1ooHeBfXjqE+WcQyzL9ssD5wIzrcKE1sgsP/DJz5EoWef/TQWiSt6Yn9svN93iPcwDt89XS5+CiQh/1FdtXwJmqeev42ccPlGhjL1IfSPK2ImX/SPwBv0/OydR9tsIrZV3Q9rhuxo3EdjLmCB7YyjvZgL6rkMmQaubDupQRZR7AYWNYH2HfU1ifXxZxxKhKKEK38DL/aUfKaq1ICNfRJgHgMmoUd1P+xFxhIisSaFlKSWN7X77PvLyWWqaKtCN1SFPUkYjCb2GKquNvDNKREtS9nJY2u1F5wMIKYjGQ0QTYTRNLmpO8Nrbl9i5sYlYxJ+bJ6MhzveP3DZZsmbJifngKBuPu+cP7UdOLH79sjvKePF1BBoj+efRRJhEaDeGduukyuTDdtx+bPeK7ws8A0KECJk71nxqhxCCiGVOEQehIP2goXI2eWPG/CgQTykmcgXS+enQJZGKUZ2I0jQjVSAetmZpMqSi01EkftrF7FD6STFTIzzdgdyorJ2KhUnFpsu5UXeh6YZUhWiwIJ9EVXz2InTyXlPRMP0jE1N6FQA1ySi1ydisMmuTfmejlGIsW2BwfJqciIVMEpEQFTPUv8OWQZPln58vlRmcyE5tMBm6RkddJWZyugOLaNPPwVOKM/1DVMUjbG31rVpNXZuqj6cUlwbHyM0gF3RNUhENz3p2FbEwFTO+s8n/r5QiX7Jn3UM8bNFSk5r13G58BuCnvNx5SISxA1X4p6lPlH0Yf5a81EHHRdlvzfpEGNvmPl8IhNbg7xK454LTB3yFc33jwjtNy4U7NDvVRFYjtNal70Q4Z1euLut4T0AI312G8FMI5ygq/7fBX1yUcwbBY7C+mAywGpNrCcyMnFSzdq4XhFJ+So43Vyj13YUQYdA3Aj/ETxFQUD7iE7da3V2u3Wph7S2+loX18WUdS4V9BC/7Z37/IyLI6G8hwp9c8+uYuwldGoCBqUWoMBvJOWOMl6/RFNl822XHEmG6tzSTTeeJJ+OLkhPFkk1zTZKQpaMUpHPFFUlnedeRE/NBKTUVRqJJuWrEWqFs4y4hciKkN1Af/xRlZwhLr8NVebzbFMRUlMjkvsxE7u/wd2JnNxpdq6eu8k/QxO1byqwlSCForbk7kTKrBSEEzdUpmpeonSOEoDIeWdYiPWKZbAlIhqVg0qO9dx6RVykEHXULi+MsBCEE1Yko1YnVtz9cGfjkBLI+yKXHnzTZb4O5hyVNIJ0LqBnq0ogIwryXeTPqtBaEsRHlnsd/xwuo0g8Q1kOgLf1ZLg0zmG1hsmTCxb2Ack6vcF3W8d6BQOibZscXqVuxDpQ3aA14t1jOWsSNEWCTgqK3Aw0hk9Pfu3LBubikMxW2T4J6Q7dXBeFPmqcLdpjtQHRLhSLNA7jyH8Dr94u1j6LsIwjtUd71C/k5sRrt405jfXxZx+Lwij+Y7ne0ToR57zoxcRdRLtr0nR+kmC+RrIwxNpwhuYBjxz2bW/nuSyfoGxhjZDxHseRw346OeVPyl4r3BDnheh6n+od47m1/t/H9W7umctcnMZ4r8Pzx87d9rTfPXaG8hFwiITSEEowUnqMl+UWK5StkyycJxT5+y9d2nMuMZf8bEeshouFHkWL2DrMQIeQc4eLrWMc6lg8hBEprQ1jvQxW+DHjgDeIVvoLUe27So7gRysvjFb4C7tXpMs17FxRxEjKKsB5BlV4ElfbLKb2EKnwDEf1ngdXaCkDGZouOeRNBKslMzeWbMX1P/StTj3W8N3HDIlfIFMteRAoTIeIzFtsFlHsFwc6VqOFdhZApFJJJFx/l9CGUHTgW3GqhJmhtMz6wUfabKO+XEHKReYF7Da/4NNxmVKqYcl0IoMbBHQat6bbKxdiIMPehil8PPijh5f4SYWz10+TeY1iV9nEnsT6+rGOpcK8wTbxNivIu3E7WCpRSKKWQUlIqlCnkyyQqotQ0phaNOFiryOdKxBJhdEMjny1RKi68qb61u4FwyOCN45cplGx62+vYs6kFKd/Dbh0ARTfHcOkKjlfGkCGqrEb0G1i1dKHEn3/vFV46dRGAY5ev8W9//nFqZuzQXhvL8O++/txt18dxvSVFTvjwG2e2fJqi03cTmbBcuF4GgFTsC5hGz22VdStQSjE+nscydSLRO5n7f/eglCKXK+G6HolE+I4qAyulGBnJkoiHMa01/6q+JyFEFBn+FG75VXAvAh6q+D2U1gmRzyBEao78R4XyMqjit1GFbzCVLC2rEeFPzSOGOeOa5oP+RLz0bPCJjZf/74BAhD+OkLXzW5EqhaIUCMaVEFqL7w5yI7QWEBXAleC8cVT5VTA2zyOqq1BeFlX8VmANtwZV/dexolCqCOXXQcT8Ra9MItAWyPdVKOWCcxav+MMZn1tg9LL0VKgAIgZ6O9gHg+IzqNJzKOv+ed67dxH0bp9oDKIplf2Gn/pi7FrAZngxmAhjE0qEg5B6hSq/hSp+N7BzvXn+oZQH3nW83H8B+8St388kZK2vK+Be9H93B/DKLyL1DYsTJAvCQkY+g1t+fSp6AvsIXvoPkLF/DnrPAna1yr9PlQF3COWcRFgPIuQajsZclfZxB7E+vqxjqZD1MEnEOefx0v8BEXoCoXcGZNzMfl4E8xnDdzyTCQTGXRsLBq+McvrIZXY/uJHnv3mIidEsm/d0sPOB1VufucpGoCEQU+sRiYYhV2ZNFo2HKJcczh7to723kc17OxY8Pp0rMjKRpzIZQXn+72+euMyB7e1LcvuYD2t+xXM28wZZZ5yoliSkxWgIdyFuYNRsx6VveBwvSK5/Z2CEQnl25+YF+e53ElKYJEN7GM0/hy5T1ERvz/pKihBSxFkqo6iUIpctcfjwJYaHM4RDJps2N9J6iz68Sime/s5hNvTUs+/erlsq427BdT0Ov3WJxqYKGhpSlEoObx26SPeGOqqrF/ZJfvONC2QyBR5/YgfGKgnczAXXVXzly6/xxBM7aO+omfrc8zxcV6HrcqpzUkpx+fIIAigWbSoqotTUJqb+5jgemiZvm81cM1BOoC5fAIr+T1X0xdKci+DNyLVWJSi/hVL5YLALB+JK/j9/0j7PACcEGNuRkZ/Hy/xHoAQqh5f7fxDuBUToSYTeOzXRVV4anDN4pe+hCt/2dw79gvxjrUcW146Qlcjor+E6ZwLvb8Abxsv+CaL8CiL0KELv8RcBIowf0ZFDeSPg9aPssyj7LYSsQEv9MbPz0CdvK4kwd6Oc40xaP3r5v0fKqsD2MTH1fSgvD85pvOK3UIVvgZrwFbRVjiWHGivfUlUFz2j6efnPT9nH/Oc0CW8CVX4DtGvTz2rGcxMitHJRJLeLSUJIzW6HqAJKTUw/QwA8cC+jSi8H93JjWwwD5tpYgKgyXuE7qPKPEcZuhLEbpfcg9BaQtQgR9SeKSqFUDtx+lP0WXv7L4JyaLsfc6b8jy46ciCCMXajiM8Guq4cq/RAvW4MMPwV6hx/+qwgIuazfNtFBa1rYulR5wTMr3NQelTfsv0tTsFHOSVSpatazmnx2fv9hLmuC7L+/zeAGufVuPyrzR3ix30QYOxDST81UyvXfMy/t11FrQsi50+KEEGBs9VNq7EPBfY7jZf8E6Y1A6IN+2piw/L7THUTZR1CFb6DKLwOeP+Gf2uG+BcgqhLEFZR9hchdU5b+EEhZYHwKtwdcdUApFEbwMeOMgUyBr5u0bhRAoYwcy+qt42T/1iQZsVOlZXPcC0vowytwZiA0H348q+v2IN+i/c/bbvmaQstGMrbCGyYnVaB93End8fEH57/SMMWXme63cyzforxSDtlC8qQ9GhIPxZY2kFrxXx5cAIvQBVOmHgYCyjSr/BFV+gblTX6V/LzKF0NoQ5l6wHvHfl7vg3FEq2qRHcwz2j6GU4qEnd/HWC6fZ9eDGVbvm1fxJInoKgaDSagEgpMWwtJV57+OpCI99eh97H+4lWRkjmlh4U/17L53kTN8Q7Q2VU0Og43q3OoJMYY3M7uaHUoqGcBeVZgOa0GexRZOIWAYHelqZKBRBwYGeNhILqPrHwxbx0K2xTNlSmXR+qXmvgojRSdToxvYmkLdp86nrjVjmFiZyXyIR/QWkiN/wXWhosnpqgC+XHZ7+7mHGxnJ0dtWSzZaYmCjMXfhS7kYIPvDoFiKRd1/UhOd5PP/cCR54cKNPThRtfviDt4nFQ4uSEzt2tuK63h0P09I0wcc+tpuq6ul8L6UUFy8M09c3yoED3VMRFUop+q+MIQSkJwqoDjVFToyP53n5pbM8+NBGEom1bzW7FHi5/4ZXej5Y0NrBDpPj/1SlYJEyefAYXvY/BQN0kBMt9KmfQmtHJv4XhJh7sioQEP4UwhtB5f/BT7dQWVTha6jST2cs1IQ/0fIGg7D2yRBpCxF6DBn94gK7ezOuJyTK2ImM/R5e9k/AnXT7sFHlF1Hl133LUREL7scDVfYXFWqCKSEy876FLoIMP4Vb+mlQPuAN4GX+Lyh8HaG3+ZN8L4vyrvphtu41/1paCzLyBbz834G7tFQ5RREv8x9Q9tvBs7Lx89GDZ6cKTKaxAOBexkv/O19zQBj4at2Tz85AGHvQEr+/pGuvNpR9GC/3n/0F7ax2aANlmGUF6/gLqvLrs9rg1H2hI+L/EmHsu6v+7T4UPvE1jir9GFX6ie+cIFIg4wgmn43rLwq8cb/tTzrNAGhtyMivgqxb9u6WENKfeBa/iyq/ElQpj8r/DW7pR34kkrCC65eD976AsB5Gxn7HX+DMA6/4HVThyygvx01tkbIfhj71NRRQ+b/FLXx9jv7DQMgqZPz3/Z2+pUKrQ4af8vulQE9A2W+gJi4GC/hJIeSyXx9VBJFES/xvIOfblRMIWY8If9pfjE2KW3rXfcG5wtdBViCEGXxfGXAHgr5SQ5j3g96JKvwjs8QMlwEhNGToY7ilF6dFfb0h/z4LX/cXFZiAHdTBX2TJ6BcQ4c8xv7u98PvO8M8hVTZQ9k8DCpx38Jw/h0IFiOSMdALHvw8vG5AZQX98g13zmsSqtI87iDs9vigblf8bvOL35x5fKM1+p70xvOz/Pc+cwEDo3cj4v140dfNO4L07vvgQxm5k9It42f8Cagx/3HGZN8VMlcCdQLmXfFK18C1k9FcQoY/dZnTW8hGNh0mP5Xjl+8d44CM7MUMGZmh1Sa2x8hUGimfwcGl2twJQE+rElCszt58YyXLpzABKwQtPH+H9T+2htnF+IrcqFaU+X2JrVwOGoSEAy9Rvu32teXIiblTyTuYQES1ORE+yPfU+P7R0BqKWyW8+tp/7ettQCra21pOcQ/EffHeBT9yzmZ/bv+2W6vP0oVP81XNvYruLM7qeKjGc+wGW3sB48VWSoX1Uhh+4pesCuO44jnOFYvkQ2fx30LS6WbtDulZPbcUfTgli2mWXvr5R3v+BzWzf0YpSaqrBlMsOp09d4+rVMSorY2zZ2oxSigvnB0mnC0SjFp6nKJdddu5qRUrJKy+dIZMtsnNn29Qi9+LFIQoFm9GRDPm8TfeGOtraqnFdj3PnrtN3eQQhBD099bS2VeN5ihMn+kkkQly6OEy57LJ9Rws1NXMPAp6nGBpKc+rkVQqFMg2NFWza1IimSU4c78cwNa70jWJZBjt2thKPh+Z9KeZj8s6fH6RcchgaSlMqOfT01NPcUoWUgoNvXuDatXE2bmygoiKK58GlS8PYtkN3dx1CCK5eHWd0JMvmLU3kciXePtZHJlOko6OGru46pBRcvjSM43iMjeUYHc2yoaeBjo4aCoUyx9++wtBQhnDYZNv2FqqqYmQyBV568QyaJtl7TyehwAHk5ImrPP/cCa5eHWNkJENraxXbtreilIdl6Vy7Nk44bFBR6U9e+vvHePGF07z84hmymSJ19Un27G0nHn93kxTKvQD2WyxtZ8XzIxjmaQDKy8JCYrVCIEggo7+NEjG8/JcClt8LiIjB+VlikUCEP4GM/oa/QFsihDAg9EGkjPkh1+VDTIe6lsG7tuSy5oW+ERn7H/EyfzgdKq3SYB8MHEYEUwvUqXN60WK/C+YuhH00EO5cApQL9ulZtqwLwwE1Ov8zW2DheaehvHFU+Yhf3yWdUJh38acAsWZs9ASzUzFc8EaBUXAX21uXoHUhY7+DsB6+ZT96IWuR0d/G9YbBeQf/qmV/weNemLsO3jYW7RfcAVT5LXz3h8Wg/MWtysz9V1nNkl0xAggsCH8S4Z7zI6wo+9dZqD/RmgL7zIUK1vyQaO86KvdXM0jaok8WzPncBMLcj4z/rp+OVvgmcOubGBibkLHfDvqV6/5nyt8dh7nbjfIyS7NoFjFE5AtIWY2X/+sZrg5uQMYswW1ExFnrU99Vax93EndyfMFDOZeCOcHSjl9wTjC56bEG8J4dX5RCeUOo0o9QpVdYWl98Ixxw38HL/ilShBGhj97RqJCK2gRP/vIDKKWIpyKUizb3fnDrql6zNbqLM5kXyTmjjJZ9u14/gmJl5vSFfJmLZwZAKSpr4owNZRYkJ0q2w5lLg4xO5Kcis2tSUdobq5DarfdGa7uHBurDXSgURTdHfagTMQez7ttERnjflsVTDQxNo6U6RVf9rbHnzVVJDE1bEjkBirI7hKuKJKw92O7I4qcsACnDREIPEwk9PM/fE7N2Zk1Lp6Ozhh/96DiO47Ghp55EIoRSijfeOM+br59nQ089b75xnv7+UXbv6eDrX3uTtvZqzpy6RveGevr7x0hVROjqqqOiMsaPf3yCcMikqdnPmz92pI8XXjjN/v3dlMo2Bw9e4Fd+9UEqKqJc6RulXHbJZot89Suv8ytffIhEIsyPf3Qcx3bpDUiGcsmZ836AKd2F0dEcpqnx3W+/het6bN3azD999Q2iUZNNm5s4cvgyg9cn+MQn96It84U4fOgSr792jv0HusnlSxx88wJf/LWHqalNkExGeO21c4yP5Wlvr0E3NIaG0rz84hm++GvvIxI1+fGPjhOPhWjvqOGb3/Dzo6uqYnz3O4d53yOb2bGzhaNH+3jj9fPs2duBaeoUC2Vc1+PNN87zxuvn2bylmeHhDMVAfEbXNKqqYvzTV9+gubmKigo/ZCscNjEMDV3XqKiIEouFkFJQLLhcvTqGaepcujTC+XOD/OIv3Y9pakQiJkopUhURksnwu1aoZyaErERprdyugBsAWgOL5sMLgRBxiH4RaexEFf7JTztQE0H0xmQ9tGC3P+6LtYU/iTD339IOjBAmwnwAoXeiis/hFZ/xc7lVzo+UwIEp4ajJPEwLZAyhb0KEP8ZC1o0+AfIYmkzi5f/WD8VW2aBsNyhXBxHxdzzNB5GRzyD0Lf5VzXv8dAycIK1lofdOglYLXsuyv4c5ao7QahY/7A5BiLAv+KdWKJx6XlFjidBqUZPf4Y3ig0uBrAatFSbdnuQCvugigox+Hk/GUOXX/MWfKk7v3gXh2lPtT5hACLRahPUIMvRR0DsXTq9YDEKAuQ8t8e/9Nlp+9YZ3btK1SvevL6xA02Wx1Km4nxd/SxPiG8uqZNkWqUIgtGpk7F/g6Rt8QsC9FkSdTH63k9+rAVhBhNYSIq9kFBn5VZTW4fdTzomgz7CZ7qf0IDy6Fhl61NfC0VoR3oCvd+ANsGj7mPfWTAg9jhRJVOEfg34lFzyzyTajMf3MQkH/uPi47dvVxiH8KTRjG17xe6jS80EESAF/QTnZd81sF2HQGhHmvUjr4bVvQbqK7QOEHwGlTfbFmp9Ws+K3cCfHFxHMCVZifMG39J5vTiDCoDVPkZVC1rJofzMLRnB+EPGg1c9/Ld6j44tSKPsoXvY/oezX/XdXVCDMnYFDWhWznZpgMkJUeePgnkeVjwabNJ4fnZX/EsLYhdBbl1fn28D4UJoLp66ycVc7+WyJ7ESea5dGqKhZvc2TlNnAtuRjFN0sccOfB2krmOIajphkxnJs2O6LWuqGNmtj+0aUyg47NzbxwM5OpJT+W61LtPe6IObV/FlGy1cxZZhz2UPsqXz8psiJ5UDXJLFbTOkACJsG+hIXd0IYRIwupLAIG62U3dvrXDRZSyr2xYWuyMxHahgajz62jddfO8dPf3qKnzx/kic/uouNvQ288JNTxGJ+lIGmSV579RzbtrVgGDof/OBWrl0dZ9/+Ll55+Sxjozn0jZItW5t44YWbbUpr6xI88ZEdZLMl/vIvnmd0JEdtbYKu7jr6r4ziuh4jw1lGR7K+qCTQ1FzJo49tQwgW1EGQUtDQkCKbKZLJFHFdj75LI2zd2oymSXbtbud9j2yipibOyy+fRalbyHQSUN+Q4sNP7mRsLMf/91+fZ3w8T01tgu4NdbxzdoDh4exUfTo7a/nRs8e5fn2Cquo4V/pG+YXP38foaJY3Xz/P/vu6EUKQyRQ4ePA823f4nX1lVYxH3r+ZSMScoRXhR7Ekk2H23tMxTUJETHbv6eAHP3h7VlXb2qvp6q4DBPsPdBMKQsjCEZMNG+q5fn2CUMjg5IlBcrky1dVxtmxp5tDBi9yzr3Oq/Hc7RPR30KK/sUKlaQuGgM+6rgiBuR9hbAP3Eqp8JMhnDVISRAKhNYGxHaF3+Dt9t5MLKSTIJkTkc2jhJ8F5B2Wf8kNhvTT+RFUHEUXIatBbEPqGIIw+zGJ5mEKYKPM+pLENZZ8A522Uew28gn+uTPn+9MY20NqDMgP1gPBTaKHH8SciFrMsBG+6UBiZ+IOgviuBNZIPDGDuRqv8K1bM6k/MM6ETSWTi3zL9HYr5j50HMv57wP8wo8z5+wMhdJS+FRnv9rUBnPMo9xJ411HehE9U4DApTia0Ot8Kztjopw9gLTuVY956GNuQiX/jW/M6x1BOX7A4cPAXZimE1oDQ2sDYuOB9AYjwJ2a03duFXPZzmD61Dhn5ZbA+5N+XfTaITiky2S8JrQa0Zv+9nuXGMR+ErzsQ+hDC2o+yT4NzEuUOTEd4yAqE1oEwd/k6BcGzUrIereL/ZYrEWOR7nLcGIgTWQwhzZ3D9Eyj3KlM6AiKCkJUgGxF6O+g9LEcw1W+bm5GxLoj8PMo+Cc5ZX1/Cy/vtToT9diGb/JQbvc2/7gq1yzuCVWkfBiLyWbTwx6Y/WiUXkDs2vmAior+BFv3C8iqoHErlg3gqjSYrMYxtAcEz/5xAmPvQKv+ayb5DqRIl+200rR5D78Dz8tj2MaSsxDA23FyAVoMb+58QQsfQe31ySSywebFC44vyMggZn+qrXNeP/tQmLcrv4PiivAG87H8M0vU8kE3I+O8grPcH5InG3GSUQkymsTpncNP/67S+kXPSj7TRmhfX9VohpMfz/Phrb3L1oh+xlR33+55dqyiICeAqh/7CcVTBxVMuPYmHCGsrk4KUqIzxyV9/H4apoxR4rsvYUIbK2rnLr0pGefa105y/MoKuSYSAmooYX/jovejv5ciJjDNKU6SHCqOet8Z/iLrNyYSuSeIL6FEshmWRE2gkQjspOYM4XobQLTB6Snl4KoMUkcD7d25mXCkHT+VmCWYKIYjHQ7z/A5vZd28nz3z3CD/8wTE2bmxgfDxPdXUcIaC1rYpNm5swDA3L0rFCBrquEY1a6JqGOyNKZK6mVlubwDR1TMNBC44/f36Ib3/zED0b64lGLRC+wONkverqEksSl8zny3zja29iGBrtHTWYpo7j+hOnUMiguiaOrmuEwiau4zEfNyGlRNckpSBKw3FdXMfFDOpQWzd5DzpSiln3fONNV1ZG6eqq4/Dhy9TUxKmsitHcXMn5c4PkC2V0XUcI2HdvF80tVVPzoJqaOKHgu/WfmWLvPR0Yhsbxt6/w4gun+blP76Ozs3be72PmnEqIaf2VN9847xNM21uIRCxcT02znWLyNm7Wa1kubHeETOlVKiMfmfNWdTqfAAAgAElEQVTvZWeQnH2UivAHb+s6i6HsjmDqDcznh11yrqDLKrQ58vA8r0i69BIF+x1CegeGVkvBPkll5EmypcMIoSOQxKy9pIsvETI6sPTpHRmFzfXMlwAw9UYqYr+LnCffL1N8DV2mCBk9FJ1zCAxCxlImkNPwn5kBogLMexDmPXMeZ7tDjBWeRfdOkww1LJlNF0IDkUJY94G1gE7FTedNClUu5Vix8ATsXQwhTFjSjuXtXkfe9ncolrkT7re9MGhhPyKC/fMe63guaTuL63j4aQEFNCQJI4YUgpxTpOyVAUFYswhpJlknjxSSmB7B9hwydo6YEcGUs99r/97jYG5HmNuXfd8331fYXwjdZfjfrxmQii2wgmtEIXQQVct6r/3v+eYNiFu7vubvhlr7wZq/3dx6+QI/UqcxsBP9wIpf425jNdrH1Dt9h9r/nRtfosDyyDTPy1EsH8Q0d1AsH0XIBnS9yxf4ZQJJYkrXQykHKeOAwlN+5Ir/u4XjnMd1BzD0DhACx+1DOecxjA0o5aJUNjg/Cmh4uDj2O+jG3pvmDr49ZQGl8v5cRCRR6ChVRIgQQhh4Ku/vbAkQIgKqhFJOcHw0ODaMUiVfw0o55IvPEw4/iRQCcPC8dCCOO3k9PxVEyhgg8VQWvHE/glPEl7TgX8r4opSDKn4XVX6TSaJSRn7R14xY6jgqLDD3IEIfQmXP+OWoIjiXwXRZXiTLrSMUNtmyr4sd9/kkVHo0y0DfEtNvbgO+c2UrrnK4nDtMyc2tGDkhpSASm37vcmmb/gtD85ITu3qbaa2voGQ7U1y/ZervfSvR+lAHF3NHucRxKs2GOdM6lgJT12itTlEZi1AVu/VOOWwa6Eu0R/FUiWuZr6LLGAKduCWx9PkXnnNBqQKj6T8lEf0MltE773Fl5wLp3N9RmfgXaMEE1nFcrg9MEIuHfJGSSaEWAW1t1URjId91Q4HreZTLM3Y152lXSt1MD8k5FrxX+8dwXY99+7q4PpjGcWYv9pe6SC4Wy5w/P8hnPruf+oYkL75wGs+bJDnmvvZckFJQU5vg7JkBtmxt5tLFIVzPm9JeWOhFUgrUDFpMSsmuXW189Suv09c3zIEDG5BSEI1Z1NQkaGuvore3kWLRxpphAXrjPSsFhYJNz8YGOjpr+fI/vMqJ4/1T5IRSyj/ohm/cMHRyuSK5bBGBn75z9swAqVSEe/d38/pr57BnPEtdk9i2QzpdIBw2MEwdTZN4yqbsXEEKC0+VEUikjFF2+vCwCemdSBGi5FzEUzaajCGFRdE+j+Olsd1BLL2FknMZxx1F16oRaORKR9FFEk3GiZgbKdqXKLsDmFothtZAybmIq3JoIkbY6MZ2hyi5VxCYRMxe5A3hfGV3kJJ9CSF0wsYGHG+CweyXSIQeIGpuBaFRsP3c47DejcJhKPuPRMzNxMwdmHoDMxt00TlPvnyKqugn0ESEXPko2dJBQno3ZedKEIauEbP2UHauoGtVzKyRUi6ON05N7LMMZb9C3NqH517Hdq+jyTghYwOOO0LJ7SNTOkjM2oHh1WK7w1gBQem44wFZoRMyNqDdIOTkqTJF+xyON4Glt6DLSor2mannAoqSc4n/n703DZLzus/9fue8a+/d092z75jBDgIgQIAguIACKZHUQi22JFu2Sjcu31R8byprJVWpSso3N0lVbpLKhyRV94Pt2HFiy7JsazNFSdw3kCAAYt8H22yYrae7p9d3O/nQjQFAYAAQCwlJeKaAme5++7zn3c95/v//8yjlYeod6DJJvvo6jjdKyN6BEDo19wyuP4OhtWPpPc195KPwCRtrcPwJHG8cXWvB1Lqbx6XUzPRaSRBUqHkjKOUTNtcQqDp17ywCnZC54o6tkR/gNwsFd4GfjL/JrFNgtHKR3nA7GSvJi107mHcWeHXqA2q+g0KxNjHEptQq/urcz4gZYb7X/2XOlSf4P059nz8e/DrrkkOf9eY8wAM8wG8BpIhhGhvx/SkCVcbzTlF39uEHF4mGv4vrHsTzz4OwCVlPo/Cp19/G92cI2V/ANNega90EzexJKULoWi+efwGlFL4/QaX6z80s5W5C9hfQtR58/+ISPXKoVn9KoAposhXb3kml+o8o5SKEia714Tj7CVQJIUKY5loc5yhSxlCqQsh+jrqzq/l7N5pMA4Jq7VcgJCH7Cyh8qrWfYxir0bRWqrWX8LyG64dlbUWKJLX66wRBHk3rJBr5DnD7Qd2roIooZy+LJXUiibCevHVi4goIrRt15WRFlbg72XC3hlgyzPC6HrKdSQxTp6M3zeDqrk9l3UoFVzhgfXrb/HHMFyv85M3D5BeqjVmSgtZ0jH/59cd+szUnMlY3rnKoeiWSZusntyNrojud4N/94QsYmqQ7ffv1dWHLIGyZWHrtFibGCk3YtEa+1FCxvqaG6uZQeNSd/bjWVgxt6ZPe8y5Qc/ZfJeznOD6vvHKYudkSUgoMU+eZZxtiLc+/sJ6X/nk/f/kXb6Hrkg0b+1k21EY4bDWYs7CJpknskIFpapw+dZG33z7ByZMXmZoqMD6W48svPoxlGdihxk1FSEEkbKLrkoHBLPv2nuVv/2YX0ahFV3cKrWl9GQ6ZmOatpXCGwxZr1/bw8s8PkExFiERtYvEQQjQ+u5SFoOuScMRaMltTCMFTT63ipz/Zx1/8+RsEvmLH06tJZ6JYlrF4LIUURCIWmi6Zmirw6itHOHpknHrdxal7PPv5dfT1Z+juaSEatZmfLzM03BDGzGbjfOnLG9j17ineffsk0ajFU0+vIhYLYVkGrutf1b8gCDh6ZIw9e842sxpgdfPGtnfPWT7cfYbx8Xl+/KO9nDgxyfMvrMeyDAYHs+zZc4b/56/eYf36XrY/vpz1G/p4+ecH+cu/eAvL1unrzy4SLqmWCIODbfzg795nYLCVZ59dSyIZJlBVCrW3kMLA9efQtTSaCOH6OUytjZo7QtTaxGz5H4nb29FECAR4QYF85RdYeh+GTJOr/AxL70PKMJqI4gU5FA65yktIYTNf/QVhYyX56ivErC3kKi8Rs7ey4LyHFCGK9XdQysU2hkAFVxFjSimCoIoX5Cg5+xFo6FoSN5hF4TRvhg6eP0/NG8Hz54lYD+EFcwSqirpOKqTjTTRJlXPU3BEMLYup91B1T6CUs0juwdK3fDeYZab0txhaO5qM43pncYMc+eortEb/kHz1NQw9i68KjUgBiopzCKVcDC1NvvoaQgj8oIyvSsSsRxfLP5RSVN3jFGvvEzZWNqIezkHKzuHF46LLFkr1PUTMdZSdg6QjLxKoOgIDKSO4/gy5yktYeg8L9b1ko98kV/kpYXMtptaGr0rkyj/F0rsp1t8naX+Ouco/EbMeo+IcRIvEKNbfRxNhDC1LoOrkqy8DGo4/iUIRtTbcwhV879FQ/S81zp1PA8JopFPfR3Zs9wNSZpzf63uOuXqBPz/zI77T9wIpM4YpDV6afJeUmeDZ9q04gYtAIIXEDTwuVueo+nVm6vMUnBK+ugs6Mg/wALeIB/eP3274wTTlyg/QtCyGPoDrjSBlhLpznkDNo1QNXevFtr8AgOseRQibIMjj++PAmhu277hHcL2jGPpKPO/cYobCUgiCIp53jni8UfrhuidRyiUW/SMWSv83rncaTe9CBCWkTOL7k4BHOPQi1erP8PwLBEEJRUAQlJAyhWU+imGsIBr5Ay4NsAx9JQ1Hk0YQ1LIeRaDj+ecRmoFSFTStA9PcgLiNucuSUFVUcAUxI+ym7tdtIPiYSLEIs2Rk9R7A83xOHjjP4d0jdPRlGH6oh1jy3juGeKpO3p0AoM0eJqx/drbIb+8bIRaxeH77qsU5h2nov/maE6dL+5ipX8CWEZygQsbqvi2CImQarOm5cxGk9lSM7zyxgWK1TmfqZmk0El/VGSv+FbqMkrA2E7c/+YDeVwXypT+jVPnZkst4wRRBkL/qPds2ePGrm6nXXBCN15fcLHr7Mvzhdx+nUnUQQhCNWpimzrd//1GiUZvf/85jRCIWL3xxA0ZTEOWFL27guefXA6DJRsnI408sJwgUUjba+P3vPEaoSVB87z94inrdxbYNhBCEbAMpBb/zu1sxriAnPM/n2NEJyuVrxckGB7N8+SsbWSjV0HWJ2Yz667rGd/6gsS6A4aF2OjtTTEzkmRi/Vo04mQozNNTGH3x3O5WKg6ZJ4vEQhqGx4+lVi1oVsZjNd7/3BOFmu89+fi1Pf2410MiuSCTCi/v2u997HN8PFt8zDI0tW5exclUnjuNhGHpzf7O4ny6RKQCaJtm0eYAVKzpQqpHZEos1otErVnbQ1Z3ixa9tAsA09cUymI7OJP+iuW9DIRPD1Fm9pouu7hY8zyfUJIsikcYDJRq1+ea3t1Iu1zEMjWhzHQIDTURw/EkC5YDy8VUF2xggZCwnV/4pgapiaGli1iNoMkrdG8fxxtBklJi9DU1GiVuPU3GPUPdGCRursfRuYtZjlJ3D1L0xpDCI29upe6O4/ixSholam6l7Y3hBnpi1jVJ9DzX3DBFzHfIK1WGFR8U9hufP4PpT+KpCWF+LqXUQNTehyTil+l7q/iiun0OXLU2yoZOIuR5L777mXJAyguNeJGKup+wcRFMxbH0A15/B9acJaxn8oNh4uKvqdTMEDJkmYm3A9WcIVJ2K0/Bzr/sTeKqAryqkzIfxgjxCSHSZwtQbxFOgHLxgnmRoB64/05zs+1do6Shcfw5TayNuPw4oKs7hq46LJmLYxjKi1ibmKj9BCIuQsQxXpggZy6k6x6i5p9FkGE1GUMpHk2Gi1kZMrQ3Hm6DqnUIIE01EUPjoMk3M3orjT+IFeVx/mnjka9h6D16wQNU9hSYTCAw+zQHATeEexl/4ny5bJ95jCOMhZOy/Ay3zqazv1wVSSGzNwtYsNKE1Szca9yBLGpS8Mm7gkTYTSCEpe1WkEER0m+l6jnmnSNq6+8J8D/AAN8SD+8dvNaRMNbIZ9D5A4Tj70LQ25BVlL2JRe8HBdQ+i8BrlFEIQBHlc7yxKlfD9aYSwcL0RfP8ifjCJprWia73oej+61gWI5udj+P4oQiy7SpdKCAuESd3Zg5RJNJlEKYd6fQ9K1RoufegIYTS0V1SAUiVc9zBBUMCUD+NyAtc5hOedQ9c6oemMUnf2YegrUaqC558DAvxgDoHZJCCuDMdo6FoXUiYbUfq7RqZdEqu9BK+pRfPJyslUUG2IaS4GoHTQOvkk2jV3ilgyzNNf3Ux5ocrZYxP881+/y8qN/WzZufqerteQIeJGK1W/dFfFMAE816dWcYjEm5qEuiSaWJpwCRQMdmVY3vfJqgJuhvuWnFBK4SmHqldkOLqZFquzEV3+jAfFmViEbz9+awSDFDqp0GONCK5SmPrtKswLBNqS9fWNJa69IKUUJJdg8aQUxOIhYvGrS1wuTbQv/Y7FLrd7adJ7Ja6cbAshSFyxvqXWHU98vMYOcrkShXzlmmU7O5NkW+OEI9cyt1euy7R0dENy8WKB6anC1QsKFktJYrHQNTaakSva1jR5Vb+XsjgV4jJRcSV0XaOl5dq6u3D42v4LIQiHret+Fo3aRKPXT5uXUl6zb6VsuHss1dfrtSeFiSZjyCCPobWjVJWI9RCF6lvU3LPYRj+aiCNFmEsPE4EgYm1Y1GNIhnZS9y+gVIDrXQRjLbIpgiSFhal3UfPOMFP6GwLlYuk9FGpvM1f+J/yghKl3UHWOE6garj/dtPC6Ej6eP0Ogaugy2SQKBLpMMFf5EQn7c3jBPH5QQpMRNBkFBKZsI1/9FUq5hM2ry6FCxjBl5wC5yo9RykfqIRA6cWMb0wt/ja33U6i9yVTxLxBCx9Q6P75H0WSMuLWduco/UHNP4vrT6DKFIdNoMoGhZclVXsL1p7H1AaruMUr1fUhhYend2MYg+eprKOURtx9DXHUrFlh6H/PVXzBT+v+ImOuxjQHy1dcvHxeZQPkBCLmYkdUYsDTasfQeItZGBBqG1oquJZDCbhILoGsZYtYWlPLQZAxDy6LJSDOibTXJjhXkK79EkzESoR3ErMdw/HEEBpZ+m5GOewFVA3+iae/6KaxOtnNXXGJ+i7A9s4GfT77LX579KcOxHrZnNhDSLCSCpBFjsjrLvLNAu53+DBNUH+C3Eg/uH7+1EMIkZD+Hrg8gZRilAmxrB34wQyj0FXStGykiDf2LRhEtlrUN1zuLrvU3NSXcJungo1QNkGhatjmpr2Hoq8BWBMH8IgEgRQTDeAiFi8JdzGBo9ClEOPwinjuCQiL15dj20/jeKLa9A022oFR9sczDD2bx/VkCVcaytmMYKxAihOdfwLa2YxjLAUE49CJ+MNPoJw661tvYJhVgmpuRMtHsWwzXO4WULfj+RTz/IpFwG+I2xXGv3ekhhGxHcaDxOsij6m9D6BuNecxNMtIb5c4lVPWfmhakzSeGPojQBz7VjCS37nHq0ChjZ6YxLZ01jwzSNXDvncQKzkXOlz+i5OUwZZik2Ylp3h0NmUqpxhs/+YjWriQrN/YTjYfoW351YH82X+bgqUbmhuf7vPzeMXLFMoloqDHfCJlsXt17R7oT4rbcDe4+rulEoHwO5t9gtj6Gr1xiegthPcFDyR3IO1G//xQRKIeZ8ku4fp66P0XS3kI6/PQnasMPCkzO/guSsX9JyNq25HK1+ofkFv4vOtN/hqbdnk3qZ4XGKbj0eXir+hR3q53fFiilCFSl+ZDTUPjNsox5lPLRZQIhdPygjCbjTWElt0kExPCCIppsLI8KkDKCFCECVUETcfyggCaj+KpMEJSRIkxAnbnSD0mGn0OXSXSZwg8KBKqKECZShPCCy+SSFDpCWARBIxVS15IIYeEHRYKggi5TKHz8oAhCookoUoYJgjJ+sIAmYwSqQnDFw9+QKQJVX9RXkE1rLSks3CCHLpP4Qam5HVFoll9cgiZCKFRjOVVCoBGoGkq5IASGTBOoGn6wAEg0GQf85nYJDNnSKI/x84t9vpSpASCQ6FoKP1holJnIGFLYeEF+8bg0znIPKUKLxyNoWrQ1yCGFrxYIgjJCWM39XESTscUojR8s4AclEBq6TBIEFTQZX9wvoBp9BHStBQiarxW6lkZ+CiKQtwLl7MUv/ttPMfK5Hhn/N4gHkc/rYq5e4N+f/iH/avibJM2G4r1SiopfY7QyxTszHwHwYtcOfjD6S3rD7dQDl7yzgBSSjamVbEyt+Cw34QF+i/Dg/vEAnxUaQZ3jBP5lEUVdH0TTOm55vBoEBWr1t7Ctp5tilnfaJw/H2YvjfATCwDBWY5mPcEeW0Fe176Mqf0Ww8L/R0J0QoC1DRv8VwtwCMsO1DmeqMb4KcuCPEdReatjrqktjRRsR+SNk9E/ubgnKTZCbLrLnjWOs3NBHMhMl3Ax86rcg9n8nmK6NMO+MU/HyeKrOcGw7SfPjQbTbg+8FFHIlzh6f4NShUbr6s6zeNEC6/XJmy5nxOX70+kGgWYZcdzF1bTFYnUlG+M7zm9Gubx5xSyf2fUtONAYzRTzlIpHQzJmI6Mlfm0lmQzzSo5GWfZqKe4bW6Jc+URtBUCa38L8TC/8ulrH0gM1xT1Esf59U/D9pToYe4AHuP/hBhZp3hpCx/JrJrVIKX5VwmsJM0FDstu+ADVcqoOadbUY0GrD0XqSI3tJ9RCmF60/hBXOL7zVKR9rv2n0oCGrUvHNcjqZp2MbAbWnU/DZCBQXwRhr2YvcAk9UiE+UimzLNEiEZA334ugJeH0yfZziRpcW6OrPJC3zyTpWMfeeDx88KbuBTcGpk7BtH0K5HTvgqWByRnCmN84PRX/Hd/i/xk/E3WJcc5v25Q/SF26kHDmsTw58pOdF4bqtF7QtNaMgb3H+qfpX9+X2siq0had56WcqVY697Maa51+3POznemnkTKSSPZ54kZd687vl2++Qrn6PFw0T1GAORwVtaxy0HNe7S/UMBs/Vp9hc+oupV2Zp+lFarvZlQf8WI/Ab3j08bJa/EgfxHPJRYT8y4O+NGpRTHF45xpHiYDruTR1q2YMrPflvv9fXwALcO5U8Q5P9LlPshi9M/EW1asK9AaK1N95WGphhBARXMNKys3ZOgrnTEkAjrC8j4f4O4Xe2K28TcxQKjp6cYWN3J2Mg03YOtnD48xqanljYvuBuo+QvU/TLzzjh5d5IVd9FKtFKqseeN49SqdVLZOPWqS6lQ4blvX99xqeH2ogiuCA4LBFIu6Q54SxfffVvWIYQgoic4UdxNe2iAuJHhcP4t1iQev24Jw/0IhcNU6Sd4QQFf1Uha17cAvBGECJGK/SvkTfyGDb2fVPxfI0WUICiB0B+o6T/AfQdNhhsOG9eBEAJdxNDNGwtMfRIIIQkZy+7g+wJTb8ek/a716eOQ0r6m9OROMT0xTyoTo1ysoenylkSaSoUqc9MFEi1R4qnIHVtB3SvM1krUfI+K59IdSQAhJmu9SCHoDCfwVcBkpYhS0BGJowvJZKWIrwLaw3E0BOOVAoFStIfjGFIyXS3hq4CwZpKxI8zWy+TrVWKGxWxQZk/xHInoMqKGRbsVv+rpqpRiqlpiwa3x4cwobaEYju9RcGpEDYusHeXMwhyvTZzi+Z6VdEeSFJ0ac/UKptToiiQw5OVnmhv4XKwsUPNdNCmJGzaWpjNVWQABHeE4ju8xV6+glKI1FMXSDMbLeQKlaAvFCOkGk5UiFc/B0nQ6wgly9TJl11kkTgpOrZlBK+gMxyk6NXL1CgkzRIsV4mJ1gbrvYWk67aE4JwvTvH3xDM/1rKL7Y32+Gd6a2Ycf+FiawUhpnJ5wG7bWmLCkjBhlr0p7KMP58sSdnyB3CFe57Jvfy+nSKXzlsTq+lk2pzUsSFE5Q50jhMD3hPpLcOjlR9ks4gUvSSN6TclWFYtaZJaEnsLS7T3RG9CgPJTfws4kfsyG58ZbICSdwKLh50lYa7RMMPwMVMFIaodVqvSk5kXPmsDWbiH5rRKCQCTAfvuW+LAXHr/HOzM+w9U0MxfsJh3oRegxf+eTcOZJG6r6YpF+Jml/lUOEgQ9Hhu0ZOAHSFusk5OY4Vj7Ax+fB9sd2e8ph3cqTMFowblEg/wL2HkB3I2H9GsPC/otyDgNsQpXXeQznvozDgUqaG8gGv+e9jkBmEtRMZ+WOQ926MthTKC1XGz87Q2pXizJFxMu0Jxkam7jk5IZDo0qI3soFutQ7tLp7PSkG6PUFnf4ZoPIRT95g8v3RWWbFc4939ZxidKtDItg3obU/xwuOr0e6ABLxvyQmlFDP1CxwvvsdY5Ti2FsEJqlxrZHn/QmCQDu8gUB5SWBjyk4t9CSHRxM0f+kIYi8sVSt/HMIaJ2E994vU9wAM8wK8/fvH3H7LtmTUc3XeOtZsHiCZuXo+4+83j5GcX2PjYMLFkmE87qe5Wo1mvTpyi6NRpD8VImDYfzY4zWy9TcKpsa+2n5NbZNzvGsniGqGExVs5zMNeY9PZEk2xo6eJEfprxSpGOcJy1qXb+6tSHbEh30RdNgYAfnj1AeyhOTySJLiWj5Tz758aZrpb4oxVbsfXLg4Gq7/LDswfojSaZrBZRwFi5wIXSPGcWcnxv+SOMlfMcy0+xPJGl1Y4xXS1xsjDD0fwUfzi8uUmyNDBfr/Cj84coOjVsTacnmmJLtpfjhSnOLsyzId3JXK3MyMIcCcMmG4ryeNsAJwozTFaKtFhhNmW6+eHZA0R0i4JT5ev963h14jRJ06bqu0R0k7FygarvEjUsHmvt50BughYrzMVKkWe6lvP/nt7LhnQXI8VZfm/Zw1wo5zlWmGZ5spX2UGxJciKs2exo3bRIPgBkzCRny+MseGWGoz08lBzG1ky2ptfRHW7j+Y7HWBbtIWXEabU/O+VxAF95hLQQO1ufwVEuP5v4MUPRIVJmy42/2IwgXQ9CiGs+O7FwggWvyPb0E4vkxFLXwCdp99J79aDOm9Ov8WT2aVpl611r/9L7pjTpsNuvmXgutbxSiqn6FB/kdvFC+5cIa9oN17GYckCDaLmpN1qzjXfn3mZlbDXD0eU33YabtXUruNR+LaiRc3J8rvUZBiIDi5+X/TJvTL/OzrZnaTFucg59Qiy577i1Y93I6BDXvH+nfYobcbJWhmPX2Kd/duP3vJvn9ZnXeK79eeKicb99kEHxGUEIhLEJmfifCao/QNVeBn+MhrhlANThGv2xxS+DbEOYWxH2cwjrcYS4O3oLnxSBr9j/zkkuXphj8vwsM5N5rOto891tFNxJCs4UQ7HH0O6ixoZSinDUYvWmfgBGT08RilgMrb1WWP4S3tw7wuHTE+RLNZZ1p5nNl4nY5h27m9635ARA3EjTG1lDwmgloicIaTHkr0nWBIDCZab8SxacA4BGNvwc6fC9Jwxq7mGEvPd2Ng/wAL8NUEo16pGDWZBZkOn7flDj1F0+eO0ow+u66V7WykfvneLMsUk0XbJ1xyoO7TlLIVfGqbk8/tw6nJrL+68epaO3BU2XTF6YY89bJ3Bdn/VblxGKmOx+/TimbdC/vI3O3jTv/vIwTt1jcGUHkXiID984jmUbZDoSbNmxivdeOcLEuVmicZsv/t42dr1yhLnpIqlsjIe2DPLKj/Zh2wYIeOHbj2LZt8b+SwRrU+1sa+un7DoczE2gUBhSo+q5LItnmK6WyNUr1HyXE4Vpzi7kaA1FqXkek5UiF6sLFJ0aCsXaVDutoRjPdA4TMSxO5KeRQvDV/rVIITmUm2A4nuEL3Sv5/shHlD3nKnIiV6tgSMmXe9dwoZSn7nucK+VwA58LpRxSwNpUO4fnL7Kzcxg3CDhXylHy6oyV81S8a9PJM1aErkgCXWiUvDqj5TxztQq5epnZWhlDamxKd9MWjrF3ZpTJSpHJSoEF16HiuWzJ9lL3fTK2weZMN7P1MkfzF1mdbEMTEl8FLE9kKbg1orrJ6eIsh3KTrE214ytFxcMyR/UAACAASURBVHNptaN8qXc1f31qD3XfY11LByPFWT7XMXTD8z+kW2zPXi0avS45xLrk0DXLbmpZBcDW9Lrmdn/2bh22FuKhRMOVygnqSCFxghun/DuBw66596j4FaJ6lKeyT5M0krx08WesT2ygL9LPhcp5DhQO8MWOL/H+3C7em3uHul/nTGmE5bGVbGnZirlEqv/u3AfM1Kep+BWqfoVl0SG2tDwKCvbkdnO6dBopJCtiK9mQ3Mi8k+OV6V9xqHCQWWeWtJnhiexTdNjXT3tWKD7K7yXn5Kj7debdHBsSD7M2sY6Z+jS7cu+Rd/LEjTjbWh6jPbR0+nTOybFr7l3mnFkMabK15VEGIoMcKx7l7dm3uFA5T8HJ0xnq4snsDmxpsS+/j5MLJ5BCMBRdzobkRoQS7Jn/kBMLxwlrYfJunqy1tCJ82S/z2tQr7J7fzZnyWTLmBzzSsoXh6HLGq2O8P7eLsl8ibWbYlt5Oxlpa86HoFXl39h1m6tNoQmNz6hGGY8up+lV2zb3HeHUUW4bYkNzIcGw558rneG/ubUbKp6lOVugMdfF0604qXoXXpl/h2MJR5p0cGSvLo+lt7M9/xLb0dk4unGCsOsrO1mf5ILeLtfF15N08BwsHcAKHNqudJ7JPEtEiHCocYLI2ia98ZuszPJTcwPrEBuacWXbNvUfOyREzYjzaso0Oe+n68wVvgbdm3mC2PkNEj1Jr6jl5yuPD3AecLp3GkAar4qtZGVvFh7ndWJrFptRmlFK8n9uFKU02JjdycuEEhwqHcJVDb7ifrS1bsbXrTxQDFXCufJYP53dT9Su02x1sbdlGWAvz84s/w9ZCTNemMaXJ0607kULy3uzbVP0aoWabnvJ4rv0FFAG7cx8wVhnF1mw2JB9mWXSI9+d2kXfmKfklan6V5bEVbE49wlhljNdnXuNU6SQFN0+r1cZT2advKdvnRlBKUa97zOVKSCnIpKN4XsBcroQQgkw6hmVdf5rleT7FhRqJeGip2vxbRhAoPM/HNG99Slep1FFA5DqC7AC1movr+cSWEGa/YwiJ0PuR0f8YQr/L7NRukpELSDWKUnlQFRpEhYlSYfKlCPHkEIa9CqEPNAgKEYXP0JK3tSvFC3/wWPNVoxTxSm2GewVDhsi7E5wv70MTBm2hYcy7QNAc++g8509OojW1I86fuMj259aR7Vz6Ork4V+TpzcOcHp3l4VXdtCQi/P2v9hModUez9fuWnBBCYGtR+sJrCOtxbO3e1OoGQYAXBLcVJTQ07Yapz0p5BKpGS2gHuojiX1H3/gAP8AC/LvAIFv4dqv4ywn4BGf+3wGefpnoj+F7AQqGK7waUChVGjk7w9Jc3cuLABU4eHmN2ssC2Z9cweX6O6fF5Nj+5gjWb+tmwbYiO3jSv/mgf87MLhKM2Jw6OMrSmE9/32fniFkIRi91vHOfcySn6hts4uu88y1Z3EonZPPnCel790V6UUmzdsZJdrx5l5foepsZzHHh/hDWb+xk5Mk5HT5p61eFb/+EOfvhnb5GfK9HWdYsDRSGwtKYriaazPt3JdLVE1DAZjKcpuw4IFifyKxOt1HyPFivM8mSWsVKeglMjZlhYstGOKS/rCqSsMF4Q8I/nDtEbSWJrBqbUG6Y/QlwTEGixw9QDn5+cP8JcvUzZq3N2IcdQM3NDIDCkRtl1+MXYCR7OdDFSnCNth4kb9nVTH4UQaEKiSYEfBJwvzVPzXWKG1exro01Joz8TlSK5epUWK9x0uvLxVYCt6biBT0c4zupkO62hKO2hGPP1ClJKNCERQpC1I6xr6SBlhUkYFhk7gqk1tlkK0SB/hEbBqfGr8ZM82T54FUHzmwSBANGYTB0qHCKux0mbNxYvLHslVsZXsyPxEK9Pv8KHud080/ZsY7IfNCKAjcj6XOPaaHmUil/BCersbH0WQxpNba3rY8ErcmLhON/q+X2qfpmXp15mMLKMvJvn+MIxnmn7PF7g8cr0r0gaSZZFh3ih/UvMOzm+2vV1slYr2k2GiiWvxJHCYb7S+VVSZgpd6HjK5f3ce8T0GE9knmLP/G7emn2Tb/Z8e8l2QlqItYl1JI0khwqH2J37gM5QJyvjqxBC8M7sW3yr5/cI62EkGqfLpzi+cIydrc/iBHV+OfUyGTODLnX2z+9jZ9uzmNLk78f+7ob9j2gRnut4gen6FNsy21kRW4lEUg9qvDHzOv3hflbF17Br7l3enn2Tr3V9Y8m2zlfOMVa5wNe6voGvfGzNRiLZO/8hs/VpvtTxFcar47wy/UsyVoaByAApM0nNr/G51mfoj/Qj0UgaST7f/hwL3gJf7/4dUmYLfuDjBR4z9WlGKxfIOXPMObPknXkMaZCxsnyudSe6MPjxxD9xtnyGNfG1lP0yhwoHebHza2xLP4YmdAKCJllg8eXOF/kov5c3Z97gmz3fXvJ4789/RM7J8cXOL3O6dJqjxcMAnCyd4Ez5DM93fJG8M88vp14ma2VJW2n25D5kbWIdXuBxauEET2SfYs6ZY/f8B2xPP0nSSPDzi/9MVI+wKXX98uWSt8AbM6+xNrGOwcgy3px5g11z7/J0607OV86xPLqSFzq+yDuzb7Nr7j22tmxlrDrG51qf5RcXX+Kp7A4OFg4wXZ9iojre2IaOrzBaPc8bM6/RarVScPOcKp3kd7u/xYK3wC+a10lfpJ+d4hlqfpXf6f4WcSN+0+vhVpGbL7P/4CjzhTLr1/bQkorw0cFRisUqgwNZtm25fllpcaHGr147wnPPriMRv7OJZbXqcPjoOFsfuXHJ05XIF6uoQC1JTpTKdUql2r0jJ5oQIgT6AD95dYzf/dpXiMeu3Rflcp1X3zzA00+spC15/2jqFXIlfvF3H5BuT9DRm8a0DazwvR8bmjJERE9R8ecBQUYN3PQ7t4LCXIlUJk4q29CKqlWcRaJiKaRiYfKlKh3ZOO8fOs/yviz50rXOi58U9y05cQm1oMzJ+T202r1krB7CWhxd3v6gqFRzOD4+za4T5zkxMUuhUsXzg9vKQPlvf2cna3rabrCETsjoQ6BTrH9E1Lp+rf0DfFZQKOVDMI1yD6GcveCPoVQBlEDIJOgDCGMDwlgFsvWuKRY/wI3ROC5ToGoIrf8zZccJSij3EKhq83cF7gMxsxshFLHY+rlVHPzgDC2tcQxTZ2YyT7FQoSUTIxy1Fu13lbo6A09IQTQRIlYM0zOYpbMvQ73mEo2HF1WoIzGbeCpMe3cLqx/uo1KqE42HkJpA0zXKCzX2vn2CaDxMJB7Cc3ziLRHiyTCP7lxNIhUmlggjpUQ3NAI/uP6GXAef6xjCbpITupQ82b6Mi9UiXhAQN2xCmsH6lk42ZXroCMWQQpAJRXF8j6wdpTOcoC/agiYFccMmYlh8uXc1VjPNPG2H+ebgBopNzYi4YdMViRPWTb7StwZdSnL1yw/fkGbwzYENlLw6GzNdZO0orXYUTwU8nO4iZjQGd98d3oSnFEkzxDcGHqLquWzN9tEail7VnhSSnV3DDeIA8FUjpX3eqSIRpO0wgQKtSVC02GFsqTMQa0GXkphhcXR+ir5oiohucmT+IkOJLC/2rWHBrRMxTFYmWxEIPBUsEh3r013M1ytYmk7GjvCVvjVoQvJCz2ripoUuJN8d3kygFPon0Jv4dYRSirPlM+zPf8Qzbc+iyxvf92NGnMHIIFkry1B0OYcKB264vCY0ZPNHFzraTR3IBIPRZXSHuym4BUIyRM2vMV4dpyPURafdSYCi1WrlYm2SZdEhNKEhkGhCR7/F51ZfpJ/ucM9iqUbVr3B84Ti2tDlfPkfVr2JKE6XUktkzZb/EqdJJ8s48c85cg+QIfGwp0bjcJ03oKBRjlTHOlc/y8sWXUEpRcArUgiqu5xE1YnSHetClTm+o98Z7SIhG+0KgCW1xm8tehZJXYlV8NRkrw5r4On419TJO4CyphdAV6iZuJnhl+lcMRYdYHV+Dr3zGKmMsj60gY2WxpM17c+8y7+bJWNnm/m6sW2uu+9JrKcTl4yAgZaa4WLuIq1zSVoaZ+gxCCCxpM1Yd5XTpFPWgxmx9hrJ32SmqN9xHb7gXS2vcU5zA4UTxOLrUmaiOUfWrDdJCBUueUxdrk/RH+slarfgqoMVsuLudK5/lXOUsP5v4Mb7yWfAWqPt1+sP97M59wER1HCdw0KVBd6ibkfIIZ0ojuIGHLnTmnRwlr7zkuVH0FnACh+XRFSTNFCtjq3g/twsv8AhrEZZFh8hYWVbGVvH27JsARPUYfeE+YkaM3nAfp0unqft1TpVOMV2bYsEt4gYuC94CrvIQQjIYHaIr3M28M48lTZzAQQrZOD5CoF9xbtwphBC0tcZ55unV7No9QrlcZ9WKDrZsGuCDPWcIgmtnFvP5Mq+9eZxazaVUrlGruXy49yzTswt0ticZ7M8yPpHjkc2DvPf+aVYub2f/wVFm5xbo6kzxxGPDSHl5PFSrubz3wQivv32c2VyJpx5fwb795ykuVHEcj6ceX0FuvsyBQ6PUHY8v7FxDECjefvcky4faac3G2b33DOcuzKECxeaHB2hvi/P2uydpaYnQ25PmyLFxPjpwAV3XWDaYZWiwldffOkGpVMOydF784kbCV0zK33znBNlMjCPHJli1ooNyuU6hWCU3X6atNcYTjy3n5VcOo2kSFSiefqqRQTc7V+LDvefY+FAvp0amGDk7TTIZZvPGfsqlOr989QhBEPD5nWuYy5U5emwCTZc8sqmfM2dnmZoqoIBtW5YhNcHb753CNDS2PjJIT9fdLakCSLXG+cr3nmD8zDSjI9MEfkC2895m/83VL1Dy5ghpCQQSUHeNaNvw2DC6oSE1iaZJWrtSGDfJxtm+YQDPD0hEbU5dmOHn7x7jmS3L0eSdjdnv+5lWh72MlNnBkcLbnC0dpM3uZyi2CVv75J67+XKVv3x9L//wwWGKlRrBHda/les3TvWUwqQl9BSgiJjDmPKBddT9BBXUUPWXCCp/C+4xwAUuT5IUAuoChYGwdiAT/z2IXy+b1l9bqAJB8X9E+RPo6e8Dn6FzhYwgjJWoYAxhrAdx/5dMrXq4j47eNIap4zoeDz++nOP7LxCNhVi5oY9w1CYaD9He0zifhRAsW91JPBlG0yQPbR1EBYr52RLtPWmSmSgDK9qRzfTTZas7KRWqzM8uEEuGae1MEgqbWLbJ8NouhADP9alVHS6cmmLtI4NsfXpV4wGuoH95hOG1XQAMr+kiErv16Ez6Y24RId1gIHb1dZm0ro6+9EWvzsqIJa4+n+xQbPFvTUjaQjHarngvYjQGXlk7yvlSjrnaZTKhIxynMxynXVxevid6bRbIle91hBvRH6UUC26dM8XLbjAh3WBlovWah/vHt/vK5QFi5uV9OBj3mK6WqPseGzPdpKwQmpA3lHWNNTMmLuHS9reGLmct9l5nu34TcbF+kXdn32Fb+jF6w303XT5QAYFqPDt85S3anQvE4vtVr4oXuIvfEYKmhtatjUNsaTfbbPynUEgEXuA1WlEKX3kY0kA0fwA+SVqoKa1rxDkjWoTHM08uClHejEh5e/YtdKHzXPsXOVc5y4e5Dy5/KODj2yuAZZFlPN/xpcVJY0gLcax4lEAFizpjtxJCavRdXLXNTUWFRfcVT7lIod1wO1qMFr7W+Q3OV87xQe595p08T2SfRAiB17SlVgQoFWDcZKJ7eX82+qQJjRazhT3ze8harSSNBOPVMSxpU/WrvDr9Cp9ve46ByAA/HPvBVW2Z0rzGuSqkhXg0vY2hpsaGJuQNJ99SyMV90TiLLllYC1ZEV/KF9ucXlw1rYTSh0Rfu43jxGK5yGYwsw5I2AuiwO/lyx1cWxUctufRzWtA4hn7zevCUh950wglUsNgnX/mLWWxSSIRoqv8LbfGaMYTO+uQGtqW3L/Y9rIcRgK1dcZ1ccS4vamss2cPbg6ZJzp6bJTdfZueOVQRKcWFsjnK5TntrnCBQV2VYj47lMAyN7Y8O8c+/aNgxJhMNjadDR8Z45OF+9u0/x/RMkblciXRLlFrdJZWK0NvTcg3xY1k6D63tZnRsji/sXIumCfKFCtlMjEce7kdKSalUo6M9yfu7R5idK7FiuJ3uzlSjtEMpZmdLLF/Whm5oXBibY7A/w7LBLJMXG1ad+UKFllSEtWu62LV7hEw6xny+TGd7AtPUCYWuDhi7XsDY+Dznzs+SSobJFyoIIfjGi5v40c8+YnKqwHy+wqOPDDLQl0XTBOVynZd/dZinHl9BMhmmWnOJRm36etKYZoPIfHL7co4cH2fk7Axj4/M8tnUZE5N5jp+YZD5fYfXqTqpVl1MjU/T2tGDoks6OJKlbEAS/HdSrDmePT1AuVrFsAyHFVcTRvYATVJipnaHoTZM2e8k5o6TMbkztzrcxFLEozpcZOzPN0Jpuzhwdp7M/S/QGmT0dmcuZLH/89ccaY5ryJbHt28d9T05M1c5xoXKUFrODvshaxsrHWXDnPjE5UXNcvv/uAf7mnf1UncsDBCkEWvPG4Tajd1KIxVRW/2PMp65JsrEIfdkU6diNT4ZA1ZmrvEpr9IvYetcn6u8D3EMohVJ5gvKfoyp/B2q+YWOkLUcYaxu6Anjgj6O8Y+BPI/Re4LMR3fmtg1Lgz6DcwyDjjdefqcSDgYz9V6jwHyK0HuD+T2ff/ESj/jGWuHyP6l12uV573ZbGRCOZvjzxXLv5cmpgPBnhiecfuqrNTNvlWspQ2OLRnauv+ryjt0EQPLS1kcb6lT/cftXnazb1s6YptHTlcpf68usAKQQDsfQ1ZMjtQghB3LTZnO25K+1dQnckye8Mfvb6Db+OyDvz/GziJ7SYLZjS5Fz5LGkrQ8JYupa44lc4XDi0WBoxHFuBFJKUmeJw8RCe8jhcPHSVdkXCSHK+fICTpZNkzAwZK3tDy9KPQwrJUHSY12Ze5aP8vma0u0RvuL8RIZYatmZxtHiUil+hzW4jdJMB7Mdvs4YwWRFbyZHiYTShEaiAsB5hKDrEgltkzpmj6lcX9QuSRhKJxAt8JmoTHCkevioIFNbCVP0qJxaO02q10ma3MRxbzkh5hOPFYyTNJG7gMBBZRpvdjhs47JvfS1gLMVEdp+8mRJFAENdjnCqdxJAWWStDVI/RFermg9z7DIQHOVw8xPLYihuSE6PVUebqs4S0EHEj0SQ0JKtiqzlUOEBEizBTnyFmxBYzD5aCIQ00oXGseJTuUA9tdjtxI8FMfYbV8dVkrVb2zu9hc2rLYkZNxS9zpHiYmfo0Q9FrtVouQRMaq+KrOVI8jNHMaAlpIZZFh5Z0gFkWWca++b20mGmm61MU3SIAq+NreGXql5xcOE5Yj+AGLkPRYSJ6hOWxFfzT+D+iCdkQcBWCdruDsB7haPEIXaFuakGNrlA3LWYL+fo8s/VZql6F6foUGbIkjRRZM8vu3Pt0hbo5VDjYKL0Rkqpf5VDhAG7gsj+/j8HIjR221iTWsW9+DyNNfQwBi+TMUkMFS7NQSnGieIz2UCftdhvmDciUW4FSigujOd5+7yQb1/cipaBadenpasFzfSabDgZX9sowdGo1l3yxQhAoxifmOXp8gu6uFL4fYFkGgwOtvPL6UbZuGkRKwUNruxkbn+etd0/R09WCfkWqvRACTZd4fsB8vkxLKoIQgmQijK5rVKsOu/eeI5VslPwFgaJWc1ko11HNvy1bJxJp7B+UwnEbehgLpRrlSh1D14jFbAyjkX0iZeNZmEpF6O1ON4ZoV+z4zvYE7+46zfBQG+dH59j4UC+nz0wzlyvh+wGmoWPoGol4GF2Xzf2i0duTZnxinr7eNCuXt3N+dI73PzzDMztWEY3Y2LaxqKthmhr5QpVSuY5p6ASBolisUa+7mKZOW2uC4SGXU6enMAyNRx6+O6UPV8L3fIq5ElbIpCUbR7d0QpF7G0jrCK1EEwZTtdP0Rx7GX3AXCca7Ad3QmLwwx8kDFwg3g1nXQ6lS5819p7kwOc/qwXYeXdfPfLHCO/vPMDad519/6wl07fYzOrQ//dM/ve0v30X86fXe9JVH0Z2lI7SM9tAgES1BxEgQ1uPon8CaSCnF2ekc/8tP3iJfbug+RGyTTYNdPLFqgEeX97Kqq42RqTkCpdi+op9nHhpmXV87g21porZJoVLD9X0SEZv/9IuP8ydf2EY2Hr2J4rNHyTmMobU00tQB+SmUBZSqL2PoXdjmunu+rl9HKFxU9fuo0r8HSqD1IiN/goz/Fwj7GYS5pfHP/hzSfrbhu2ztAJm974UQfxOgUCj3I1T1ByAzyNA3L9tKfQYQQiBkDKF1ImTkwTnwAA/wG4ySV+JibRJPeUzVLzJVnyKqR0lb15+EKhSWNIkbCUYrF+gKdfNwqmGfmLEyzDqzzDlzLIsO0Wq30RXuRgpJwohTC2qMVcewNZu0mbmBXalD3IjTarcSoPACl85QN+12O3EjzrnyWWpBjc2pR+gO9zQmEEIjbiQZrVyg5C3QZrUtKVZ4aR1RPUqr3bbYD0FjEuoFHucr5yj5C7Tb7STNFKdKJzlUOIitWeTdPFW/Sleok6yVZdaZYbY+Q1+kn65wF212O4Y0sKWNJS1Gq+dRKFrtNpJGkrSZYbR6gan6FJZm02l3kDASxIw4Y9VRAhWwPLaSrJWl5QauKUIIUmaK6fo0c84sKbOFpJGiI9TJvDPPRG2cnnAPDyc3YdygPLjklThTPs1EbYKEEWdzyxaiWpSMlUUXOiPl0+hCZ3vmCVrMlqYWjcJVLl2hLsL6ZRLIkDoxPc6FyvmmEGQ7IS2MGzisiK0ibWWo+lVWxFaSttJE9AjnK+fQhGQ4toI2q7GP3MAlrIdps9qvOj5tdjsKxbnK2cZxtttImddG2C+hxUwToLhQPU+L2UJ/ZICuUE8ji8NMcbZ8pkk2RWi3O9CljilN3MChI9TFsugyNKFhyxAdoU6m61OMVceQQtIV6kIp2Jffw8XaJLYWYtaZxdZs2u0OOkIdzDgzjdKjyBAPJRvCuScWjtNmtzPjzJC1WnmkZQu61FFK0RnqxgkcukM9+Mqn1W6lN9xHWI9wtnyGeTdH0kyRtVrxAo+EkSRrZQlU43h0h3sIaSEMaRLRI1yonMcJ6rRdx2nmkyIIFBfGc8zlytTqLoYuKVccDhwaxfMCHnl4gGjEuupYhEMmufkSs7MlurtS9Pa0UChUEULQ091Cf1+aet3j/IU5Nm/sw7IM9h8cJV+oMNCXoavz2mMrhaBUrjN5MU9nZ4ogUGRaokSjNlIK6o5HoVilJRVh+VAbhUKV8xfmcD2PVDKCbZu0pCLYIRPT1NE0ycnTU7heQCRsEY3aRCP2YgZCve4xO7tAreZx7sIcA30ZrCvS/01Tp1xx2LShj7rj8cimAZy6x/ETkwz2Z1k20Eqt7tHRllgUDHUcny2bByiX64Rsg7HxeSYv5uloT9Df18g6b2+LI4QgnY7S3Zni9MgUUgrWru5m4mKe2dkFDENn/boeKlWHYycmsG2DlcMdRO+BdoYdslj5cD8rNvTRv7KD3qE20m3xe549IdCYrZ/hYvUEhgzRHlqBJvQ7HpueOzHJod0jlAtVDr4/QltXC+29acLX2Xdv7hvh/UPn6GlLsf/EOCNjs7y6+ySlap1ntqygPRNfqj//5pa28bO09rkC13QiUD6HC2+Rd6bQhcna5JPEjdsri1BK8YP3DvI//MNrALQmovxHn3+Up1YP0BILo0nJVKHE9/7PHzC3UOY///KTfHt7Q63b8wPmFsocunCRv3htD0dGp9i8rJv/+qs7GO74/9l77yi7jvvO81N140v9OqMboRtAIxEkCOYgBpGiSEkUZUljHTmNfbTjsB6tbdmzY2vs8e6sj89Y9ti71jrsOMke22NLY0mWZElDkZIYxAySYABI5NwBnfvlG6v2j/vQAf260QAaIEj29xycg9f33rpVdVPVt36/73dx1f5YeQyW/gGlPSQ2efcmmtzrL6gN54PTE79MyrmFfObHL/m53n7QKP8FVPE3ID4JxnqM3G+CcwfivL2CNVpHoCuga1AP90QYIFwQWQQWC8U3aa1AT4Eqg8wnfutao/FBFetWSiKZmIs0iPQczQutfVCjgJH4PWPOHEuQHIsDsmnReswqEE0EugTaS/ylp9uSQ2A2LCOpxxggZ9UjAFUCvHrkgwkik/TJvAG4rveFV/9XRlX+Cl37Ihh9GM1/AuIsNlqYDTVALrZPkzI06EK9H8+CcM+PpLrAPp1XH7ykTQT1MiRg1svJ1NuwQpq8ldBaU47GiXWAa+Rw5OLk9QouDIGq4cVFLOHiGrkG75NLcc6A7w0/ykQwMW/b7W3vYUNm43lFPZwNpRVHyod5YeL5edva7Dbev+p+rIucSPmxz6PDj1AIp+Ztu7P9LnrrERdXMqpRle+NPDq92j8b7+24h7WpdUtqQ6xjXp58iYOlA/O2bchs5La225egA3JlItYxewt72FN4fd62Nak13NX+3nNqqFxO1OIaXzz537m3877p1KF3CpRSHDg0jOfNREz1begkl3MXvE/7ByZ5/sWj9G3o4Npr1s5x8tBaMzxSZOj0zDPc0pyht+fyOojtfXOAV18/SSpl05RzWd3dTBBE09vXrW2jrfXyLeT4QcQzzx2ib0MHvT3vjvT5SIVE2sOSLqHyKUfjtDvnTkFcDMP9Ewz3T6CUJg5jTNtgw7bVNLXMz1T4868+wzWbVvOea9fz1CtH+Mfv7OZTD93Cjs2rSbv2YsPaJd0UV84b6iworZgKRri57SFGvOOcrO7jmvxdF1ze/oFRAGzT4IduuoqHbtyGY80wTaK+TWvwwpm0D9OQrGrO0d6UoT2X4f/8H4/y8tEBvvDYi3z2Y++lNds4TFJrjdIenZmPEOsKSnukzOUPK1rB+UFrH+09DPEgYCHTPwrOnectdKm1D9EBdPAyOnwVHR0BMu7cCwAAIABJREFUNQloEE0Isxdhvwfc+xDGGho/jwGq/F/R3jeRmZ+G9M9AfALlfQvtP133fRYgWxHWjqSu1ixR1egAceFXQTRh5D+HxkR530b7T4EaAEyE0YNw3gfuBxDGIhnnWqPVENp/DO0/jY6Ogi4nZIK5MYkcce5pXEZ0iLjwWRAuRtN/RosM2nsYHTyFjk+BDkG2IKxrEe6HwL4FMYts0FpDdABV+wpEx9HxcYiHk43xceKJH5vff8ZqjJa/BONsa7mL7FMAQlT1S+jKF+Y1VTi3IfP/D0tK7biYPp0uIoTwDbT/fXSwG60GEyIMO2mDuQFh7QD7DjA3Id6mA+p3AiId8PDgHzDqH+HWth/l+taPYly5n9i3LfZMfYdXJ75Jd3ob9676t6SM3LkPukiYwuSu9vfOytWfQZLrfnGDcIGgJ93b0CozEfC7+FQyS1rc03Hvgm14O8A1XO7teN+0bsFsZMylp/pKJDvyO9iS3Tpvmy3tRZ1TrnRIJFtzW+lNr5+37UyKyZWIK2KZdJkhhKBvQwezF4Eta/H+71rVxIceuAanHsFwNtrbsnM0FC71Kn0jbNvSxYZ6NINpGUjBHPFP8xwOD8sN2zK48/bNF23J+naCKS3M+jjU02X8uHKOI86NVWtbaW7P8caLRykXq/RdvRalGqeMVGoBp05PssuQDIwUyGdcIqXYe2SItGtx9cbuRd0sz4UreuRUiiZ4ZeK71OISpWicSAVc23zPtNjU+WBwMmHamzMud161Htee+7GXQmCbBkpran4473hDSq7p6eJH7tjJH337GR7fe5gP7NzMPVf3NbwAXnSSkcq3AYEUDloHNLllmt3GNktLgdYKpcvE8WliNZmsEs+CEA6uvYOm9Ccw503aVgAkbhzhS0AE5naE88CFOXBER4iLvwXhXmZWsC0SD7oRtH8M7T+FCJ5D5v4DGL2NWWRdBTWBjvsR0UFU6XPo4MW6G4QJxBBNoNUouB8+69gIVAEoJpNf/0l0uLseZWCArqLj59HBS4jwZWT234Mxf2VJawXRG6jS59HBC0kbZCopQ02i/R+gg2cQ/hPI7L+rT4JnfwTiej3G0MHz6OAZtP9cUg9h19twHB0dQPtPInP/HtyHZkWqaHR8Au3/oP67Htmg/aQOMs88ckLkYKEB5MX0KQCJ/zb2zaCLaFWE6Cgz0QvnxsX3aZIWpr1HUOXPJ6SKcJN/CMCH+Dg62of2HkbmfgNhbkzKX8FbBI2vytTiIpH23+rKvGMx7B2mEJ5G1gwi5cNlICekkOSsS3ceIQSO4eAYly5f+VK3YbkQqphS6KO0Ilu3+z3zzUracPFWgkIIUkZ6WoOjHPp4cYghJK6RmvONVFpTjQJSpoWxxOiYUMWUQx/XsKYFa5cbSiu8OMIxzDn1EkLgGqlFU3gaQWtNJQowpcQ1LKpRgCkktrH4+ChUMYGKSRkW8hwr5bFS+CrCnbWvLW3u67yfdqfjvOr7doAQYlojYakwTWPByb0QYtHtlwtXQh1m40L6eQWNMTVe4sgbAwR+iAa6e9ppbpv/3ejtbuXNo6c5NjBOFCsc2+Sp3UcA6GjNsm39KkTdqvxCcMVeTUMY3Nb2URRxPTRaY0mnbp1y/ijXw6pcy6IrP7+jhRC4loXSmpLX2IXDNCS3b+nhi0+/yonRKV483M+dV63HbhAiF8TjuOZaTNlEGI+RsjZSC4/BRZATSk0yXvwDvGB34g18Vl+Yxio6W36PlHM7KyHeDaA1xKchPgWAsG+GC3VQMboTcUSRAet6hHVNfQXcQEfH0N436oTB42jrBkTmU8BCYbkaHe5HxX+Ejk8g0p9AWNeDbAVdQUcHQU2Bta3x4WoKVfnLJLw/8zOJXobIoeMBtPcttPcY2nsUJbuR2c/Md5uIB1ClP0QHz4C5Eel+FGHfAKIJrUbR/lP19jyOEmlk7j+C0SD/WhWSehAhUh9GOO9HGGtBl1D+s4mGhBpGVf4Ww7oBzDMhaBLh3INh3Vj/HaKKn0P73wGjF6PlL+andSBBLuYccDF9aiCcexH27UAMOiae+jSEryxyvrOwHH0aD6Mqfw3xCbB2IlOfRJhbQKTQupQQPuFrEA8kLiJX7ut8BStYNlydvw9TWHSntuFeBmJiBZcPSmtenxjk+ZET2NLg7q4+tuQv7aQ1iCO+fnwPtTikyXb5aM81uLMIhVLo8z9PvcEH1l5Fq7O0CJMJv8o/H3+dq5pXcU/3woKWFwMvjjhYGGVzvoOMefHW1hr48rFX2Zhr5+6ujXxv4CAbc21c09q96HGnypO8OjHIg2uvmtNvjVCJAo6XJ9ia78Spkx6GMOjNrL/o+q9gBSu4eEghMUxJcbhCZtSld3PjyN4H79zO/bfOjzwDkFJwYmiCfNalvfnC0luv2NGsEJI2Z/XyFTjbWqpBRxlSkEs5xEozXlzYq3ldWzP5dCIOcuj0GFGsaUTYaWIqwQEMmSNSkwRqEkvmF/UHPxfCuJ+q/zStuV/GsbbV885nILCQIr0S2r0ANAodDyUr61gIs69O8lwARB6Z+zUQLkK0zNENENZVaPs64qlfgvA1dPAUIv2j9ZX7xjUjfB1trEXmfgPp3HuWAOQHkzSSBe00Q9AVZO7XkO5Hpu8LYW1H2zei0GjvO0k6i3s/2DfNnFmHqNpXk9V9oxsj9x8Rzh3MGHFtQ9u3oGUrqvxHCdnivAfh/nADrYQI1AQi8zPIzM8j5EyYrbSuRwkLXf4TiE8k0Rx1ciJ5HlJQX+nROqhHCADCRMgOkOcrZnThfZrUx5kmRJKQzKWvfi1Xn+r40HR6jsz8HNJ9YKaOAPZNaP2xJGplRd9gBe8S9GZuoDdzw1tdjRVcAmitGamVWZdp5u6uPlKmxesTg6RMi6zlcKQ4RjUKGa6VcA2TtGljSYPRWhnLMHANk9s61/PaxACjtTKbmjq4prWbxwYPIhBY0uD9a7bMiTSItGLUL/Px3mvpTGVxDJN9k8O8Mt6PZRjc2tHLYLXIN07swTVMPrD2KgYqBfbU63VP9yZGamV2j5/CliZ3d/fR6WbZ0tTRMP0EYMyr8MTQIbwo4uaOHjSaXaMnkUKwpamDmzt65rzPa1HIsyPHGKoW2Zhr4+aOHl4dH6C/MkVfro1Jv8p3Bw4S65i06fChtdt4bWKQg4VR2pw07+3exAsjx6nGIdUo5P2rt8yzW+6vTBFrzahXohIF1OKQUujz7PAxOt0sjmHx7MgxIhVzd1cfpjR4cugwE34V17SYCKq8OHCSShRwXesaxrwKJ8uT09flzlUbeXV8gGocsLmpAy+OeG7kGAOVAr3ZVu5Ytf6idFveSQijk0yW/gylEitPw+iitemXMOTCjkErWBh+eIBC+b+hGumIzYJlbaI58ykM48q2zI51hNYKU9pEKsCSLs324iTiUtHcnmXLzh4AejZ3sbq38QJuyrFIOQuPi3c9eZK+dW20N2cX3GcxvGveBBk3mRiGcUyh6s3bbkhJazaVfByLFUq1xmG5pmHgWMkkZ6pSYyFB0bS1nrx7M1n7Kprd28lYW8m7NxGq8Yb7LwWGbMe1bwAUCAOBg8Cd+SccViImFkMMuv5yEg6I/LlFIheAELLu3tDaoAyBkKsR5tWAgY5PA/NThc4+RqZ+COHc3cCZQiDEwgJKQKLnYN82n7CSrQj34yBSoMbR/rPMye6Mh9DBU0CAcN4P9g2cfQ8J4SDc94PsBF1G+88lgpeNYPQiUx+dQ0wkZVhI554kakMnKQmXHhfXpxeMZevTM8doUBMzgqtzyjERRtscDY8VrGAFK9BaE6siQXiEmv8SVe9pKt5jVLzHqXpPUfN34Yf7CONBlPYXHMtcTkghuKWjB6UVXzn+KoeLowxWC4x6ZUqBx9HiOAOVAqaQlEOfqaDG/qlhDCkphT7lMODF0ZPsHusnazm8MHqCCa/C4cIYG3Jt3NLRgzzrXZwyLO5bvYXHhg7xcP8+iqHHY0OHuL59Lfd2byZj2sRKcUtHL14c8ebkaXaNnmBn2xo08OLoSZ4bOc5VzV2kTIs9E4Nz7FPPhtYaQwg6U7nk+LGTDFWL+HHEjtbVvD4xiBfPHS+cKE+wa/QkeTvFrtGTlEKPNek8U0ENT0XUopAjxTHet3oL/ZUpjpbGeXzwEM1Oir2TQ/RXpjhWmsCRJvd0byJr2fPq9PLYKbTWHC6OMVwrIYBnho8yUC3QlW7ClgbdqSaKgc8bU6fZOzlE1nLY0dpNEEe8MXGaQ8UxDCF5ZvgYR0vjc65LIfBYnckz7lWItGKgMsXzIydocdK8OHqSSb+2THcRKO0TRgN4wWtUvWepeE/U7/0nqfrP4QWvE0bHiVVhXnr0lYBYTVKuPUyp9jVKta9R9b6H1vPnLStYGuJ4dE5/LvSv6j2F0st3H14qTAWD9Nf2otEcLe/Ci4ukjeW1Du/obqa7p43Anz/uvBy4YiMnlhurW5M8xaofcnJsim1r5iru26ZBT3tycQcnChw+Pc71G1bPm7x4YYhXV6VVi3zLbaODtvQ9c/6mtWbSe5bW1IWlEkjZhCk7GS/+HobsRE7nnycwjFV0tvwuhrj4nMx3JnRdxwASnYhlCIXUGoiBCLQCFNOT/+nrEzacWM6B7EDYd1z4JNO8uq7NMB/C3AyyG+LD6PgwWvsI4SbpUnE/RIdBOAizD3SE1o3YZYEwVqFVPzoeTMQ/Gwg5Cvs6kKsa11HkkjrGpSQt4VLjYvv0QrCMfSrMLWCsBTWBqvw5qDGE+8Hkb9iJCN+7NFpCa41GEesIpWPOPHOCxEJRCguBaEg+aa1RxMQ6nB6YCiExhYXAOCdhpXRyrJq2hzYwhM1SiOHkfaGJpo/XgMAQBoawLpnzhNaKQNXqq8fJe0mjiXUw3Q4hJJIz9Wjcb8kxM3VP+tus25idrZmiCJWHQmEKZ1GrM601oaqhURjCwpQzz6yql3O2l7sUBtYSCcaZ+2Xmus3Ufaa9Z/YLVQ1xVvlaJ/0V6RCBxJLOHP2rSIXEOkAKE1PY88qcfe7Z/S2FuawrxlqHhNEpKt73qQW7iKITRPEwSlfq0WIghI0UaQzZimG0YRo9ONY2Us6t2OZmhEhfFheUeXUHUqbFfWu2sGv0JG9ODpM2bapRSEH6VOOQrGnT7mYoRz5BHCfWgk4aS0pA4MUhtSjEFAY3tq3DNkyyls2adH5etAAkkRMbc230ZFv4+0MvMlorE6mYjGmTNi28OKLFSbMqlSNnOfhxhEaTNi0sKQlUTKwVKdPCliaBigl1jK8iBIJIxRizcq8Vmr2Tpzk4NYoieR9Y0qArnaPdydTrNHdwGSmFF4VIBDe2r8MxLKoyITCCOLmnOtwMq1I5UoZJLQqpxSFBHLOzbQ0tThpTStZmmml35wuHlqOA4VqJVidDLQ45WZ4k1hpDSrwopBoFvDR2iqmgSjUK8KIQx7BwDJOUYSOFIFARXhSSNR02NbVzqDhKqz1zXWKtMIVE6SSVJlQxtSgEDTe2r8M1Lk6bI9FkK1Dzn6fiPU4QHiKKB1CqgNIeECOwEMJBynxy38subGsLrn0drn0Dhmy5ANe2FVzpEMJEygxKZ5geo2uFJiYZv799UI7GOVh6mgn/FEO1/dSiAqtSm5dtoW1ytMTeXUcJ/JBYKbp72tna3LMsZZ8P3jXkxObuhBAoewH7Bka4b8cmTGPmYlqmwYbOVhzTYLhQ5rE9R9jc3U4uNddVYO/J04wWE1G8prRzWecGUXSCcu1b5FIfw3VuSOwhZ0GIVJ2wWEFjyJl0ASLQC6z+LwVao6lBdBQd7kVHBxI9C1WoM9x+3XFiiayjzIJx4WlMwmhlQU0L4SCMLnR8ONFZUGUw3GSwr0ZAVwCJKv8xVP56gTPEddtSEreIBVh8Yaye1cfztjIt2NhAMX7ZcZF9eiFY1j6VHcjMzyaCmNExVPnPoPYNhH0rwrkXrO11O9V3VxqX1ppSNEp/dS+nqq8x7p8kUFUEgrTRTIuzlp70TjZmb8E8i5hSOmbMP8Gx8osM1N6gFI4ihaTJWkVv5no2ZG6myepsODHTWuOpEsfKL3K0vIsJ/xRCSFrttWzO3cm69LXnVPn3VImB6pscLT/PmH+CQFVxZIZ2ZwObcrezJnU19nkK2S0FpWicbw38DrZM8+DqX0UKg1PV1zlcepYJv59IB6TNFla5m7mh9aNkzdZ5ZdTiAqeqezhW3sV4cIpQ1XCNHKvcTfRlb6M7ta1OfJxpa5lHh/5fxvzjXNfyEa5reWhB95JyNMYjQ39IKRzlxtZ/xbUtH5pV91G+M/h/U47G5hzT5W7lvq5PL0l3ohJNcLL6GsfLLzER9NftXpvoSm2lL3srXe7maUJk2DvMo0OfJ2918cHV/zuukYSlRtpn1/g/sb/4BGmjmfu6foFOd8b68I3Cd3l18ptsbbqLG1v/FZZwE5HBeILj5d2crOxmMhwkiGtIYZI2m2l3eulObaMnfR0pY0Ff+CVBa41SU5Rq36RY+QeC6AhaVxfYt0asa8RqHKJDwAuURQpDtpBx76Ot6dcwjPn3wKVGrBWvTQzy2vgAVl1zAuCxwUNY0qA324IlDVrsFCnTIlIKxzBpczOJ3oGGVakctjQZ8ZLUj4xpszqdx1zA1aAaBXz71JuUAp91mWbWZPLcsWoD3xs8SNqwuLNrI2syeSxp0Olm6UzlyNsuTwwdxpIG96/ZynCtxHPDxzGE4H2rN3OyPMnhYnK/bs63szHXPk1dCgQtdopQR6QMm55sC812ClNKHMNgdSaPedZ9sCHXyi2dvYzUSlhSIhG8NHaKMa/C7rFTXNe2ltWZZHFidTpPd7qJ963ewpHiGJGOSRkmXekm0gtoU1SjgHXZFu7t3sRUUGPPxBCdbpbr2tYw7lc4UZ6k2XEZrBbIOy492VbanDTfHzxIvyjQk21hR8tqylHAiFemM5VldTpPxrSnr4vSmt3j/Yx4JV4Z7+fG9nW8p3M9Q7UiUghc88KnI1qHeMHLTJX+ilqwi1hNAPMjIjQ+WvuouEgUn8IHKt73kTKHbfbRnv91Us5tF1yPFVyZcKxr6W79K2I1TqwLqHgKpQp44R4q3qPot0G0xBm4Mkdv+jpa7XV0uhsxhE3WXMY0FAFuyqZcrFKarNLT99aML9815MQ167rIOBYVP+S140OMlSqsys/kaUsh6OtqZX1nCwcGx/jarr04tsHHb7mG9lwareGN/mH+7NEXGCkkli2butoxLqONj5AZLGsTmdQDOPbOBezLVljfhSHhTFSJ9kAXLkwDRGu0GkZV/xZd+1YyGUUmqROyNRHJFFkQRdCFJRZqLjKpPxcSjYQF2yGMpG5QJ2TOhIwqUKVZ/58ApuYfPwd2Ul6DD39yrgziinGMuJg+vVAsX58KYSKc+xHGWlTtG2jvEYhPoWvH0LVvJKk8qYfA/SCI5neF5oTWioHaGzw39o+cqr6O1qq+6py0fVyf4mT1VSb8U6xLXzs94dRolI45XHqW58e+yJh/rL7C7aBRjHrHOVJ+gTWpp7iz41N0p7bNW82uxQWeG/tH9k59h0iHGMLGFBbj/gmOVV7i+pYfQi3wXCRK+BM8P/5F9hUeJ1Q1DJkcP6WGGKzt42DpB+xsfogb2z6OK3PLej2VjpgKhpBCUgiHOVh8ij1TDxNob/o7Mu6fYMI/ydX5++aQE1pritEIz47+PQdLTxOrEFPaGMJkKhhkoPoG+wpPcGPrx7iu5SM4RrIymzJy5Mx2Dpee4WDxB2xveh8pc35Un9aak5VXGaodQAqDDneu5bYpbDqcDVjSxY8rTAYDVONJMkbLnEiERtBaMxUO8PTI33Kk/Hw9isNGYjAZDNBf3cO+wmPc2vZJrm5+AFumMIVDpH3G/GMUw+FpcsKPK5yq7mEyGGCK0xTCITqc9Qgh0Vox7B1i3D+BLT+AIayk38Jhnhj5C46Wd6G1rvebRaQDJoITnKy8gmtk+fCaX6c3ff1FXeNYjTNR/EOK1S81GGxL5mbxauZE+aHRukoUeyhdQci3xlrUkga3d67n9s71c/6++TxFMbc2z3Ur+3DP1UD9XitPMurN2O51pXP82MYb5jxvN3X0cFPHzGrh2kwSVXv3LHHL2dtXpXJc2zqXCN+ST+rgRSF7JoYIVXKvGkKwtblzQaHJD669ioOFEcrhzOLJhlwrD669ak4dP9a7g4/17pj+vS6b1PGD666qt6uJu7pmyLP712yd7oPJoMbR4kyKccay+dDaq5BCkK6TOY1wx6qNc37/m61zJ/I/snHxe/js63KmrhcDrSPKtW8zXvx9wujYWVvPfBtmv0vPRLieQYhSE0RxCilWBHbfiZAyjWPPv9cqte9T858hfhuRE6a0aXV6CFSNcf8kAE762mmB2YtFvjXD6vXtlApVWjua6F5Ac+JS411BTgghWN3axLW93Tx38CQHBkY4OTrFqvxcoY51bc28Z+t6jo1MUqz5/N0Tu/nOKwfJp12U1owWK4wVKyityTgWd27rxTIaT8SUDoimxVcEhkghRQpTXvjLT2AisBiZ/Cym0YUUGeamdXTQnv91xMoLtiEEEm101XUPqujoGEJ7MxP3JULrEqr8p+ja10BIhHMfwn0QYW5KyhYGYNT3+afzquGFQZNEgixQhK5vB+YOUkW9roBoQmY/nThanLOa6UUiEq60VIPLXZdl7lNhgHk1MrsBUp9AB0+ivcfR8RF0+AI6ehMRvIDM/jt0A5vYdxK01oz4R3li+C8Y9g6TMVvYlHsPvenryZitKCImgwEGqm+wLr0T28jMOba/upenRv+GUjjG+uzN7Mh/gDZnHUrHjPrHeG3yfyb7jHyB+7s/Q5szM/lQOuKNwnd5s/A9hDC4Nv9+tufvwzVy1OIi+wqP8frUw3hxY6vZQFV5eeJr7J16lLzVxc6WB1mTuhpTOnhxicOlZ9lbeJSXJr6Ka2S5ofVjl4TkC5XH7omvM1TbR1/uPfRlbyVjthKqKiPeEWIdkTlrFaYWF3lh7EscKP6AVmcdO5sfpCu1FVPYVKMpDpSeZF/hCXaNf5mU0cSO5g/V70NBX+429hYeZTIYYNDbR1/21vl10h4nqq8QqAqbcneQt+ZO2lJGnjs6fpJYR8Q64rmxf2Dv1CPnbGsStTA5TUx0un1c2/wgq9xNSGFQiSZ4o/B9Dpae5vnxL+EaTWxruoe02UTe6mLYO0QhPE2n2zfdD+P+CZqt1RTC04x6x9mQuRlT2PiqQikcxZZp8lbXNGGxr/g4h0vPk7e7uKXtk3S5mzGETawDpoIh+qt7CLVPq31xz67SPoXy31CqfnkWMSExjVXY5lZsayum0Z2k8xEQqwJhdJIwOkEcjxCpUbSuIEWOjHv/OzoCsyOVpcmeaZ9zkekE54IlDXpzLdOaHgLR0OHtDASwJp0nmqWFsBxuHLORNW36mmbcoQxxthLH2wNaK7zgJcaLf0AYHZ/+uxRZLLMPx9qOZa5H1sfdSlWI1BBhdJwoGiRWo8RqElCknbswzbVvTUNWsILzQDkcY6i2nxZ7LUIkKZrLBa8aMHB8jLZVeQzLIAojFhbjr0eUBhF+MBMlLqWgpSlNJnXhKdXvCnICoDWb4p6r+xgrVbljay+d+fkKopZp8PFbr+b1E0O8fHQAL4w4OTZ/1dM0JA/s3ML1G9YgZeNXuh+dZqz63fovjRAG7an7ydlXX0QrDBz7Whz72sZbZZ530SU9fwiBkKvAWAPRIXTwIugJYM2Si9Bao8M3E+cLfITzcWTTryMa2VpextxFrUpoonmpPgnCxNEBQKZnRRNIEC0kw6EoEWe0bnhHT3AvPZa/T4UQSTSO3IqwtqJTP4YOnkXXvoz2n0F730YZa5HZXwDeuZOKWAfsmfoOp72DZM127uv6NBuzt2LMEjtdm97BNfkPAHM5slBVeXXyX5gKhuhJ7+SBrl8iZ82sxna4G2l31vPw4B8wWNvP61MPc1fH/4Ipk0lBIRxmf/FJfFXh6vz93Nn5KVLGTBRAh7MBRcTeqe/SCIO1fbxR+C6OkeG9q36GjdmbmU2cdae2olC8PPHP7C18l825O8nbC2i3XAR8VeFYeRe3d/wkO5s/NEfbYX32pobHnKq+xv7i42TMVt636t+yNn31dN3bnB5WpTYR65g9Uw+zp/AIfbnbpwmONruXbndrPaXiZdZnbsCY9V7UWjMVDDJY3YchbDZkbiR1VpqGFBLHmPle2zLFUknHY+WXOFh6mlZ7Lfd3fYYOd/2suvfS7mwk0gEHik+yt/Ao6zM34hpN5K1uTlZfoxAMT0fXTQT9+HGZ7fn38Wbh+4z6CZljkpA05WictNlMzupE1HPsh2oH0MRszNzCjvwH5rwHOt0+NufuQBEhL+K7rbXGD/ZQrH4Fpc+QYwZp9x5asj+H69yCXEB3R+kaYXgEL3iNWvA8SlVJOfMJpHcKRD0yYKH0hksBQ0qa7aUvgAghyNmX7j0uhMA2TOxlWml9K6F1hULl7wmjo9N/M421tOQ+TTb1IKbRucBxMVE8hB++iefvwgtfI5O6fyVyYgVvC2ih8VUFT5WQSPQypkmblkn7qiZO909w+uQ4azd0kGuer1NzBvuODfPIc/vx/BkR346WLD/x4E1YpsGFLhC+/d9OS4QhJQ/esJW7t2+gPZfGsRqLc/W0N/MrD93F//fIc+w5cZqSN+PaIaWgNZPi3ms28bPvv4WmRVghx1xFZ+Yj9V+acrCPKf8luqyPXXAbTLOb1qbPTJfZGCsTy0VhrkVY16GjIwlB4X0fkf6JmdXuc0JBPAB6CkQO4bwXIear5GodQTzIgukPy434RGKRKhqEY6opdHwKkCC7kpQTkhUcjO5kAq1G0NF+BA9wRUxwp5/NRITv7XJXX44+FTIHzv0Iaydx4T9A8Aza/wFkfvotSGO5fCiGo5yo7EYg2dp09zxi4gwavddstc3kAAAgAElEQVTH/BMM1Q5gCovt+fvIWvNDFducXrY1vZdnRv+Ok5VXKDR/iDanB6014/4pxv1TuEYTm3N34J4VAWfLNJtzd3Kk9ALVeC6hrbTicOlZvLjElqa76E5tY557CwZ92dvYPfH1ZFXEO3BJyAkQdKe2sz1/3xxiYiEorThUeppQeVzVdEM9imBu3S2Roi97K3unvkMhGGbEO8yG7M0ApM0mNmRvpr+2l4HaXgrBMK3OmukyFDGDtf0UwtO0OT2sTe9YNiFGjeJg8QdoFBuzt9YjYebW3TVybMjczIHiD5jw+xkPTrEmvZ0Wew0Sg0I4RKwDTOFw2juAISy63C2crh2sa51UcIw0lWiSSjRBm9NDU530EoJpAmvUP8JEcIpmuxvJzNhDCIFxkamYmoCa/wxRPFD/i8C1b6Qj/1tY5vpF+1OKFI59Dba1nWz6IbT2MORbE8a7ghWcL4LoCDV/1/RvKXK0NX2WXPqHFhW2FMLAMtdimWtJu3ej1BRSNL0lIrArWMH5QiJxZAZXZpFCLqvuWBREDBwbpVYNWLOhg2zz4il+rx0coKMly83b1yHrMgeOZeDaCwtgLwXvGnICoDmTojmzOINtSMnO9d38zo9/kOcOnuCNk8NMVT0MKehuaeLGjWu4fsPqaTvRhRCrGrXwWD3cRlELj+OYFzfYFAiieISK9zhRg4mvlM3k0z/2luWLvh0gRArhPoj2nwQ1gqr+N4S5Eezbl/iAz06RMBLHj3kPoIbwzUQkcxnDrRatVfByQoY0cOzQwdOJEKbIIKzrZtopBJi9COtatP89tPddcD8E1o55ZVxeiLkaGXoKWH6RwEuCy9SnQkgwuhBmHzp4LhHUvFxE2FuEMf84XlxCCoON2VsaEhMLYdQ/SqAq2DJFV2prQ70eQ5h0un24RhOTwQDlaJxWex2KmEI4RKQ9ms0uWuw18z66Qgja7B5co2keOeHFJSaCUyhiytEEuye+jmyQslGJJxFCEmmfUjiy5LadDwxh0Z3aOi86YSFU4ykmggE0mkI4zEvjX0E0EP0sRiMIJKGqUQ5nctmlMFmX2UlusoMx/wQj/hGa7dXIev+FyuNo+XkAulPbaLGXHsV2LpSjCabCQQAmg36eH/tiw+s+EfQjEPiqTC2aQiBoc9ZhyxRTwRCBSgQsR7wjZK128lYXbU5vIiYa9JM12yhH43iqTN5aNa1RITHYnLuDI+Xn6K/u5ZsD/5mtubtYn72JDmfjdFTOxUKrCn64lzPPvxAuudRD2NbGxQ+cBSEkhsgDjbUGVrCCKxF+8AZKzThhuc5NpN27z8txQwoX2cB5bAUruFJhyySlf8g7AEB3avv0d+diIU1Jx5oWvGrA2OkpyoUqTS3paeLhbGxc287XHnudkckSlmkggLZ8hk92NmMYK+TEsqMtl+bDN2zjgZ2bCcLErsq1zSULYMa6ghcNIISFQJKxN5NzGqdjLBVxPMF48fep+c9iiDxhfBLD6EDrEK2rZFMfv6jy3y0Q1o2I1CfQlS9AfIq4+JvI1I+C+/5EMFPYTNuO6jI6Oo4w+xDGesBItAFEGnQJHexCW9cjZGtCQ+gaRIdQ5T+C+NJMMBpCDaMqf5mE9stVSUqJ9tDhK6jqV4AQzB0I5/a5fSGaEakfRodvQHwcVfovyMynweybpcURJe1SY+hwP8K+HWGuu4SNkQijL4mXUCNJCk3q40lqA9RtWeOEbLkCVzqWq0+V/yToGsLcBrKpfqwJqPp9diRJTSJObEcXyQt8J6AaTxHrCEu4ZBq4SSx6bDRFrGMyZg5rEWtZ12jCkg7VeJJaXIS6kGYtStKiLOHiyMYhjo6RxWwwKPZVmUAlrgkD1b0MVt9YtK5CSOJzWQ9fIKQwSJtL90P3oiKRSlxkTlR2c7LyyuIHCEF8lkNRu9NLV2ozheIQx8q72Ji5GdtICPQx/zgj3hFsmWJT9vZlfZ6r0SSRSkQFj5Rf4Gh514L7iulIjqTurfY6HCPDVDhEoKoEqkYpHCVvdZGzOmlzethffIIx/xhrUtuZDAaQGLQ56zkTnSGEpCdzHe/v+kVenvgaY/4xnh//EnsKj9LpJCkdPZmdZMzWOZak5wtNSBSPzmqLjW1tu+DyrmRorYjVBEpNolGJHarRgZgjCK3ROiSKx1C6XLcUzmAYbQhhLyAk3uhcGqWLxPE4mhAhHEzZjhCZs86liNU4ShXQaKRIYcg2hEwt+VyzzorWEbEqoHS5bv2qEUiEcJEih5Q5xHkQs+d1dp0Io8ZqCq1raCKSp8NCylQ9uiB9xaR+xmoUrWfCyW1zc12L7XJD161MSyiVXLek7zQgE7044SJlGimysATL6vmY2V/ruG6RWkJpH1B1G2wbKbJIma8vQl2c+4/GT86jqmgCknvRSJwBZR65jGMwrQNiVazf9wEJ2SoT8kg2IUXuXedMthB8laTvdbtbAYG1hCjIpcJxLbbsWIebccjl0yilOLpvkE1XN9ZjOTYwztpVzdx41bppmYO029iO/HywQk4sAiEEtmliX4DFUayqpKxempzrzpR20Q9xFA9S856mLf9ZMqkPMTzxy+SzP4llrGGy9GfY5oZL9tF6R0GkkOmfQukSuvoViPtR5T+E6t8jzD6QzYkHshqD+CSoSWT+9xFGb/LAmZsR1k3o4Cl07Z9Qagxh1dXAo1Po4KlkUum8F+0/fhka5IC1De0/SRztR1g3JREU8VCyqq6GQbYh059KiIs5fSEQzl3IzL9JBDyD54nDN5P2GKsBAaqMjgcgPg4ig9G8BbjE5IR9CxjrID6JKv8JInwVjF4S0qgMIo3M/G8zhMUyQkfH0HH/jL2nrtUdWUDHQ+jaV9Aik6RQCBdhdCOMTTMRNMvVp8HLqOrfgmxHmFvBWI0QmWTQEw+gg92ghpLtqY+ft7Dr2w1KR4k7h7TPadk5/9gY0MkkcJGPZmLSJ2fOByQJAklOpxBywfe4FGbDbUrH064SvZkbEieQReovhKzrOiw/BKJh1MZCiIlQdWG+vuxtdLp9i064hJB0uZvn/M0QFn3Z2zlcSiIIitEw7cYGtFYcK79ELS7S5W6l0920QKkXhuT6JVdwa9PdiejkInWXwqDN7gUgY7aQNdsYqu3HV1XK4TheXKY3cwNps5lmazWGsBjzTxAqn4mgH0OYtDtnOY1Imy25O1mTupoj5efrFrZvcrj8HMcqL7ImdTU3tf0w6zM3XhRBMTdCTyDEpdFU0FpT9b5HMCvHP+3ei21uWvL4pua/iBfsnv7t2jvn2TcqVaZU/TpKVzCNTjLuAwjhUPOfZ6r8N3jBLrQOMM0ecqkP05T58Wl9gViVKFX/mVLlKwTRERAGtrmebOrD5NKfwDTmO3+Uql8nioeRIksm9QCGbCOIDjBV+kuq/lPEagrTWEXGvZemzE/iWFvq/RFTrj1MsfIP+OFetI4wzbWk3XvIZ/41ltGz5H7RWuGHe6l6T+AFLxFERxJiRAcImcKUHdjWNlLOzaTd+7CMdec1WUvsNnfjBa8CYJnrSTt3I2Xy3VDao+Y9TcX7Pl7wGlHcj9IVwMCQzVjGGmxrOynnVtLuPRhyvvPO5YZGJ/Pv+u0vxBnnq8tYBx0RhAeoBc/j+a8QREeI4tN1/ZcYgYOUWUxjFabRg2Ntw7a249o7MWT7EidxApBorYniISred6n5z+CHB4jVSHKP1Ekx29xEyrmVjPs+bGt+Gt5SoFQNL3iJqv80XrCbMDpZFw6NkSKNaazBsa4h7d5JyrkL02g7Z5kLQesQP3yjft/vJoiOEsdjaAKEcDFlV/2+v42Mew+W2XPuQt8FSDQnynXNieWLmrUdi3WbZuYJlWKNWtlfcP9c2uH44ARDYwVMI3nXNWXc+rd3JXLiikMQjzNRewI/Oj39t4y9lYx94QMwpX2EcHDs65DCQQgHrTxMu4eM+z6K1S+TTX8E4xINTN4pEEKA0Y7M/hLavBpV+3Ki2aAK6OAFICZxtLCSCajRnaxc1y2phOxEZH8Ryhodvo72HkZ73yZJ83DB6EVmP4MweonDly5Lm6T7ESBEVb+E9r6WRH0gkvqY25GZTyHcexuSV0LYkP4k0liFrv4jOjqYpInwPMlXv94ukUVYO0Fe+IdoKRBCoM0+ZO5XUeX/CvGJxEaTmOlUGvMayFya1WVV+2d07asztqs6ZNp+NT6CKv52XezUAmEi3A9i5P6PpG7TbViGPjV6Eo0QNZakIRGiUST3oZ1E71g3ItM/iXDufMevKtgyjRQGofYI66v5S4VjZJEYBHEVtUhUQqCqRDpA1HM6RX06b9cH8LEOiVTjD3Wk/IbWlpZ0MevRGl2pLdzS9sllXem4lLBFalrAcm36Gq5v/aE5gpZLRXdqG612D5NBP8fKL9Nmr6ccTTBQ24vSio3ZW0gby5tSYMv0dOpPT+Z6duQfWPJEUQiDdmcDp6qvUwyHKYYjaGLanV4MYZK3u0gbzRSDYcrRGFPBAK6Rpdme6zQi6u5FWauNa5sfZHPuTiaDfo6Wd3Gg+AP6q3soRWN8sPtXWJ26+gJXm0zkrHQ+TUQY9ZNybrmAss6NYvXLlGvfmv69SrZhm31LPr7iPc5k6fP1X4KW3M/PIydiVWS8+HliNYhtbsY2txKrCUamfr0ufpjMRoPwDSbCI4TxEO1Nn0UIl8nSn1Io/x3qjI23Bi+YwA/3E0anaMv/OsZZmjFT5b/GC17CkO3JJNJcy+jUb1LzX+BMukwYHWWqfIIgPEZny+9gGl0Uq19jovhfiOKh6bKC8E2C8CBheJSO5t/COkeU4ZkJZ7Hyj5Rq3yCMTsBZ0UdaeQRqkiA6SKX2CLb1ZfKZf00u/bGzIjkWO09Ixfsek6U/BSDlvAfXvg6hXaL4JJOlv6Bc+zaxmh/xGcVlorifWvACQbSPlHMz8NaTE4kI/Mx3L4oGE7eaRaLjlgtax4TRMYrVL1GuPUIUnapHF5y1Hx4qLtQ1YXZTrkkM2UpL7hdpzv4US4p4FAZCmFT9x5ks/jFe+Po8u2Ctayg1QRgdouo9Rqn6dVpy/ysZ9wNIuTQtqjNEy1Tlb6jUHqvfC3MnvrGuEatx/PB1yrVv49o30Jz7WVLObefl8qO1IoqHKFT+lnLt24TRKebd99ojUFME0X4q3iOUql8mn/kpsqkPTjuwvDshsGWKlJGrR1W9dWO/DWvaqHgBcaymHYmi+OLJkhVy4hJBCIEhMpjGTAjtQorZSy/TQhPXQ55AyixBfJQ09yCES6wKsIyqre94iGZE6uMY7vvQ4V4I96PVJFAFbIRsBmMdwrwKzPWzjpMIayci/3vo4Dl0dLAuRplNoivsmxNHEF1Gpn8quV4NV7WNJEIAiTBW19NJLgQhCAuR+jEM+w508Dw6HkrKN3sQ9m1JOxacVAiESIPzAMK+BR28DtF+tBonSZ/IJvUzr0oiS86OVpBtiNRHQRXBXCScWGaR7kNoNY6wGzsDTNdI2OA8gGFurffxKcADkUbINjCvSibn83DxfSrMLeC8n6XqhQhzxr1g1l8vrk8BkfoIhn1dPT2kH62mEsJEmPU+2ISwrkv6/x1OTAA0292Y0qEWFRnxj7AqtfncB9XRaq/DlDa+KlMMRxpqG2id6Cr4cZm02Tyd/iCFSc7qQCCoxUUq0SR5e36OciUaJ1Tz/dJTRp6M1QoejHpHCZX3tiEnMlYraTPPeMC01eiFkBMZs4UN2RsZHT/CqerrXNP8ABPBScb8E+SsdtamdyCXOeovZ3XgGlkKIQx7h7gmf/+S13EEkg5nPZCIqVajSQxh017/W5PVScZspRSN1fVJJmh3enAW0XtKnCLypIwmVrmb2ZC9iUeGPs9k0M/x8st0upsXTTlaCFI42OZ6qvXfWteo+U+RTT/4jrAETSZCb1Ku/QthdKT+15nlco1HqfpV0s4dgKRY+dIMMTF7P12lVPsXUs57yKYeXCDKqYof7qfiPUbNfwmmyeAz34KYqv80perXSDnvYbL0x7OIidn7RVT9JylWv0pr7hcXfT9H8QDjhc9Rqn2LaRJ8DiSzJ4gaHz98nbHC7xDFgzTnfh5DnD9REMejaB0QxYOMFX63Tjida/woMY0eDDk/+uStgGWuRwqXWFcAqAUvEUb9GPbSU9cuBFpHeMFuxgufwwteaUhKLAyF0h6WuQGWKIYrMPCCVxmd+k9zyLkzW+u1mqkfPn74KqNT/xc0G+TSD53zHFrHeMFLjBV+Gy/Yw9lEwcy5Zs6jdIGq/wRhdITWpl8hm/7Ykuc5YXSYscLvUPWeRNOI8J97Lq1reMHLBOEhorif5uzPIRdIsXynI23kabI6KYWJQ9RbmWS1bX0nW3rnvg8OHB+56DqtkBOXCI7RTXvmfrL2zGRNa02kKpgX+EAZsg3L7CWMTuBYW3Cta5kq/zVxPEYQ7seQreclBPRuR7LaYIBoRTh3g3P3eRwrwehMJuUL7tSMyP7CImVYyfGLlbEkJKKrQjhgbUdY2y+oFCEMEG0I917g3qUfZ6zFyP3qufeTLYjcZ86535z6mBsTwdIlH3PxfSpTH4HUR86945Lqc2F9mhzrJASEubzh7m9XtNk9tNrrOBW9xr7CE/RmbiRnNg6LPcPgn9nW6fbRaq9jqLafg6WnWZPaPs+tohpPcaz8EqH26XGvI291IUQSO9FiryVrtlOJJhiovUGn2zdH0FDpmIHam1Ti+dbTlnToSV/HicorDNX201/dw6bc7Q3D+LVOUkjkBeUkLz9smaIncz2DtX301/YwWN1HT2bnonVvJFRqCoeezHXsLXyXUe8oI94RBqpv4sdl1qV30OluXPb22jJNT/p6hr3DnKy8wrB3iFXuFmSDSanWCoWarrtA0OqswxQ2o95RAlUlZTTR6qyrl+3S5qxj1D/C6dpBIh3Q5qyfc08t1B9CCExh0526ijZ7HZPBALW4dMF2cEKkcOzrECKN1lUgpuJ9n1T1X8imHkK+zQWyY1WgUPnvhNEJsqmPkk19EDAoVv8HVe9xQKF1lULl74GEYMimPkI29SGEsChVv0al9j00AUpNUPWeIO3e3XBCr3WNUu0bKFUm5dxCU/oTSNlEufYI5dq36v0bUKp9Ey/YQxidIOXcUd+vmar3JKW6pesZkihO/wim2d3gXJpYnWa8+LuziAmBIVtJObeTsm/FNNcihI1SRfzwTSre44ThoUQLQE8xVf4CQmRoyf3ceY/9YjVBFA9SrH6VSu1hQGAaq3Gs7djW9mQ8iSBS4wThQYJwP0p7pJzbrpj0YdvchmmsJlaJCG8U9zNV/gva879ZT5lYfk0qrTVe8BKjU/+pLkR7ZgJtYMhWbGsTjrUDQ3YgRQpFlSgaTKJp4mPEqohrX49rX73k+kXxacYLv1snJixss4+0e1dyHqO5HsVxgqr3fbxg97SlcKyGmSr/Oa69A8vsXbRNfvg6o1O/jR+e0RUSGLKdlHMLKed2TGMNApNYTeIFr1LznyKIjgMhYXySscLvIoRNNvXhRdPKzkQKjRU+R8X7HmeINynyuPZO0u7dWGYvQqRQqoQf7qPmPYUf7kuiUHSRydKfAQbN2Z++ojRQLhcUKtGxEuDFRdQlEkMvFxLKu2fz3HRwpRRRrLBMg1jpeZES33l2H1t6O1miRGNDXBlvmEsMrTVlL2D/wAjr2pvpbMpOC3dcKrhmY9XxcrCXZvfCfMRNo5PW3C9jGqsBSLv34IWvJwKZspl85ieS1doVrGCZobVm8PQUWmtWd7Vc8udnNpTS7D80RO/aNjKZt8eK8xnESrHvwBCru5ppbZlPSiqtOXj4NN2rmsk3vbM1Iy4WjpFle/4+hr2DDNTe4AcjX2Bn84O0Ob04Mo1C4cUlStEoflxhXXrntEBl2syzPf9+Rv2jHC4+Q5u9jq1Nd5M2W5LvQzTO3qlHOFrZRcpoYlvTe0nNSjNotdexJn0NB4pPsmfqEVrsNfRmbsCSNpEK6K/uZc/Ud6bFI89GX/Y2Dpee42T1VZ4b+//Ze+8oO477zvdT1fnmyYMBBmGQIwECBAgwk2AUk7KDgi3Jlnctr1fy8x5r197z1u/t+px9R94nW3LQW1taWZSVV5REUaQYRYEgCYJEBggMMmaAyeHmTvX+6DuDGcwMMIgEiPmeMwe4fbu7qvtWV1d96/f7fr9NqHyaYkuIVSLrPFUi7/fSV24jJGR+8pYLENO7PFiQvI2D2c10lFrZ1P1NPPVhGu2FwzaZblgg7/cN6y7MS64fcw4hBA32fGqt2RzLb6OtsJsj+bfQhcmc+JrhtJdLjcXpu2jNbabfbeeVzq+zpuaDNNjzsGUSReQVn/d76XVPYMnYsAVqZAOaJmnU01M+SqA8Gp2FmMMTfUGd1cKu8Je0l/YSKj+KzhkxKC+HeVqzm0gZkcNLXM8MR4eUgwLtxT3DTiEZc9oFRaREdZU45hosYykldwsAQdhNz+B/Jwi7ScbejyYbrkrx4MkhoOS+TcK5l7rMfxm2OjX12Zz0jwxHUxTLketLMvYYten/hFbRVzL1+bj+EVxvDwBlbwdhODiBZoLC9fZimyupy/wlpr4AENjGSoKwh0LpeQBcbx+utx/LXDFiP4ljrsULjlMovQAoPP8IXtA2LjkBPoP5H5Ar/JShiAnLWEp18o9x7Fsqwo56ZQFZEXfuJxX7MH25fyCb/2GFoMgymP8WjrUa21x3XpO0MMwzkH+CXPFpEAZJ50HS8Y9jGgsrwqFa5Y5E0bpB0EnJ3YZjjX2+3y1oWjUJ50HK3h6iqI+QXPEplPLIJD4dpa1cYiIlCE/RO/g3lL3dDBETQjjE7XtIxz+GZSxDCGeEIGUkcqoo4/ttFMqb0bU6NFl/HmX2EIQ9CGGRdB4nk/xsRc/EhGH9Ip9k7FEGct+kL/c1VCWapOztJV96kXT84xNG8IRhL33Zv6fs7RjeZhqLqU7+ETH7LuSwGDdASMJ5CM8/TF/2q2SLTwEeQdhBb/arGHoLtnnDhNcSEYnfoFB6iSFiQtOmUZ38tyScRyupOvrwvYs79xPEf4P+3DcZzD9REQHN0pf7GqaxkLh9LxejbXAtIu/34mgp5iZvZs/AC5SC7PD7+GLQ352lrzs7/PnAzuO0LJnO3CWj57Pt3YO8uv0wD2xYzPb9bWzf3z7iW8WxU32oizQqvC7ICYCth07wl99/nqbqFOvmNfPbt6+iOnH5JvITdgIXocIuhIFjnQ6H17U6alN/hh92IkUyUogWkpK7A01WnTPXcQpTmCwUsL+1A6UUjQ0Z5BV8GYQq5NU3DlKVjo0iJ0olD9fzScTtiyJLgiAkmysRj1sY+qVNjwj8kKee3cED9ywbl5xQoeL1Nw9z2/r5U+TEOSBFZM3Y77azo/9p9g2+RHthNymzEVPakaBcWCDn95A2GpjmLESvhM1qwmBh6jb63XZ2DvyCTV3f5J3BV0gZdYQqYNDvpLt8BA2DG6seY25y/aiBvq0lWFX1KH3uCTpLB3nu1Feot+diyTjlME9v+Thps5E6ey6dpdYxdU8addxS9wn8zjIdpQM8d+orVJnTsSsDCl+VKAQDZL0uWhLrKhP8q2MyWWU2cVv9p/hV5/+ko3iAZ09+uVL3BEopPFWi6A+Q9btZlLpzXHICwNaSzI6vpq2wi/3ZV+h3T5IxptEcv2HCSZUXljlR2EHe78MNi3hhkfbiHhRhZG3a+0NiWhWGtLG0OI32fDJmRN4LIaixZnFH/Wd4pevrnCjspMc9RsZowtJiKKVwwyLFoJ+838+KqgeHyQkQ2FqSKnM6R/NbUUqxsuqRUTaqdXYLujQ4VdyPKR3SRuOoiBIvLLGl5wfDFqMxLYOpxVEqpBgM0FM+RiHoZ0ZsOS2JtReR1iLQtRlkEp+kq/8YQdgBRALaPQNfIl98nkTsEeL23WiyDiHtq4b4miyEMEnGPjwseglgGPOI2/fQnxsKcw+QsopU7COjyBhdm4FjrhsmJzz/+PDK8vgISTiPVUQ+o99T0+pIOg8PR2pEkYo2qdiHMPUFI/arImbdSrH0CgoXP+gmCLtRSp3RxhVlbw+Dhe+iKsSErk2nJv0fiVm3jyWShEBgY+hzqUn9CUHQRb70PBDiBccZzH83inY4j/SOKB3mSYTQqUr8GzLJz6DJsekQoqK9pckUpnF1RfEJLJKxxymUX6VYfpUoiqZIrvgkZW8ncfsekrHHMPS5kUuGkBfV9pUqky38pEKEDVn3xsgkPk0m8ZlxxVajfUwghmZWYZpLK3U/n3pE4oIJ5xFq0l+coBwDXWsgk/gMrt9KrvgUQ1FFxfJrJGOPo4mxv69SPvnS8+RLLzGU1mNos6lN/zkx69ZxyB0NIWJY5lJq0l9EEQyX5Xr7Gcj9L8zM/zVuykUUobGLwfy/DqdyaLKamuQXSMY/NE5KSNTupT6b6tS/RwidvuzfAwFh2Et/7n9im6vRtdrzuJfXPiwZY9DrYv/grykHOYxJaoqcC7u2HKKjrY9EMhqLHj1wihkt9WPezzHLoLmhCl2TbHunjepUjIaaSANEKcWJjrERpOeL64ac2H7kJF2DeboG8zSkE5O2BL26IZAygSlH+9sO5r+Dbd44RU5M4ZJBAOtvikTPtCsYNRGVJ/mN99+E45xelVQqiqZoPzXAxjsWY5oX3pXl8mV+9kxEINTWXBqv6MlCSsEHH12NbV03XfFFwZJx1tZ8hIw5jX2DL9NbPsGp4jsEFRFLU8aI61U02PPHTPYsmWBt7UdJGrXRse5xTpb2IRBYMkGjvYDFqbtZkLoNY5xc/UZnAXfU/x5be39ER+kAR3NbEULD0VI0x1ZwU82H2DXwLF2lg2OOlUIyzVnIxsY/Ylf/MxwvbKfPPYEbFlEodGkR09I02guYHV81ahL8bkMKjebYCjY2/hE7+5+hrbCbnvJR3Iq+hiFtYlqaJmcxM2MTr5hB5Fbydhkef2gAACAASURBVN9P6CkfRaGYlbjxrLawxWCQV7u/RU/5GEqFKBSBioRhs343W3t/HDmsCIEubG6p+8QwOQGgCZ05iZuwtSQ7+p/mVPEdusqHhgVVTekQ0zPMiC1jujPaIcXWElSZTRzKvY5Eo9aeM2pCkdCrSep1dJYPktGnkTBGi9pGKTErOV7YQZ/bTkfYWlFVj6zfEnoNcxI3cUPV+8iY0y8qNFkISdy+Fz/ZSW/2K4RhLwCKIkV3MyVvJwP5b5Ow78Wxb8HSFyFl1TUTDh25ECwYtU1gYRrzEcKppFuAqc/D0FtGTe6FMDD10y4qSpUIw4kHz1IksIwljB4eaxj6bDSZIajcW03WYpurxixEmfqcyDFCQbSi3Ec0kT29n1LeCBFAAIOk8ziOdfboByEEmmwkGfsARfdNwsq586WXyARtF+Cg4RO37iOd+Ni4xMTVDiEEujaTmtQX6B4oUXJPC5BHAqbHyRV/jmNtIG7fjWWuqLicXNj71g+6yBZ/gmIoQk4jZt9JJvHp4Yiec9b5AskRXZtGOv7xc5YjZYa4fR+F0q+GtVdc/wBhmB33Nw7CfrLFn6IqhJ3AJBF7HzHrlnPeJ12bTjrxCUruWxXBT59C+RXK3m5s86Zx23K2+NPhNBwAx7qVROzhc2pVSJEkFfsIhdKvhiM8yu4uCqUXScY+dM30ZReLUpAjodeyIHUrWa+bGmvmhPbm54uZ8xpYtHIWiXREThzZf4p09dgxcVUqxs3LozShxXMaWD6vifoR+x092Xc2U7RJ4boZEbeeih4GS9dY1txIyrkSar6j854B5BXQhAjVkCfxFKYwFi/8ai811QluWNZMT2+Olzft5+7bF7H3nZNkcyU6uwcpFj1WrZjJyuXN6LrGz57Zwf7WU6xfO491q+cAiq3bjuJ5AevWzEFKwbZdxxkYLHLruvm0n+pn02utZHMlFi2Yxs1rWjAMjS1vHcb1Arq6s/T05rh5TQvLlkynuyfHy5veoasnRzJucfcdi2lqzNDVk+UHT0Yrlx94ZDWN9dHg61ev7ueZF3YzMFBkf+spFi9sYv1NLby8aT+LFkxjfks95bLHMy/sZvGCacyf2zDuvTh6vIefPbOd1988TNvJPqY1ZLj/nqXU1SQ5cqybzW8cJFcos2RhEzevaUFIwd53TrJ12xGKJY95c+q4df0CbEsnXyizecshDh3uRGqSdavnsGj+NMJAsWP3Cba8dQRdl9xzx2JmNFUxMFjkhz/ZSqHo8uiDK5nVHE1uXt70DmXX5+SpATwvYO3qOSxd1IRSik2vt/JOawfZbDQ4et/9y1kwt/GKptm8mxBCYGlxlqXvZ25iPX1uG4WgnyB0ESIiJxJ6TSSeecZgRwiBoyVZWfUo85Ib6HNPUApy0dqMlqLKnE5Cr5lwkKMJnZnxFdRZs+lxj1Hw+wFBXK+i1pqNpcVZLh6k0V5InT1njF2oFBr1dgu313+GAe8kg14nblhAoTCERUzPkDamRQrclzgEP6Zn2Nj4ORQhDRdg2SmFxjRnEXVWC/1eO1mvq1L3SH8hplWRNhuxz6GgXm1O575p/55i5d41OgvHJYKG4GhJbq75Ldwwf846CuS4dqSa0JkRW0aDPY8+t52c34UblhCAIR3iehVpY9qYAZ4mDJZnHqDRXogUGo32/FFtw9HS3NnwWfJ+D46WJm2M7mNMGeOO+s8w4J0i5/dSDvKEykcIUWmntWTMJnRhXpKBtZRJ0vFPoMk6+nNfo+ztYyhdQKkcrreLXm83Wv5fsMwVxO27iNsb0bVG4NLU4XLB0GeM0c4QQqDLeqRwCCrkhK5NR5Nnkl0SqY3cpgjDLBNB02rRZGbU/RBCIGUSKatGkBNpjJFC2UOlyRpGhplHZVWcpirwg1OVlf6hqIk64s4DlfD5s0MIgWOtQ5e1uGEfEGkLlN3dWMbicx4/6lplNcn4h4dTYK5FCCGxzbXUZ/4bvdm/o1B6gVANVr718IM2shWHGVOfj2OtJ+E8gGUsregVTL6vLbs7cb13hj9rsop0/OOjInouF2LWHVjGonM+p0IILHMZUiYIg4icCIJOlBo/5dDzD1Ku2MsCaFoNCeexSWmYRPd+DbZ5I7niSSDED9opll/FMlcgGN23B2Fnpd1XjsckGXs/UpzbeUMIgaHPJuE8QNnbC3iEaoB86UXizv0XJAp7LaK9uBcBNDlLKPgDHMtvI2U0XJLoiZnzGwnDkEKujFf2qZ9eRTI9NsNgZBvcuG7hmO8fuWMZhZKLZehYpn5B75brhpzoy0WrPDHLZHb9lVoxCCj6x4kZp1n7pLnsCpQ7hSlMjNZDnbhuwA3LmikUXXbtbWP92rkcOtrF2zuO8cFHVjOQLfLTp7czo6mKxoY0G9bOpbsny9HjPdy0aja6LtE0ya9e3c/SxU3YlsHmNw6ydFETg7kiP37qbRbMa2DJoiaee2kPui5Zf1MLx070sm3nMR68dzlz59RRXRUnCEJee/MQHZ2D3LZhAYPZIlYlkiCTivHIAzfwd//0IrlcCSrkxLLF0zne1kt3T46H77+BTNoh5ph4XsDmN1qZO7uOru4sb2w9zA3LJo4gqq9NsmHtPA4f7ea+u5bSUJckk47R25fnJ09vY8nCJpbUNfHLF/ZgWTqrb5iFpgkWL5yGrmk8/dxOGupSLF7YxMub9rN7bxt33LoQQ9dIp6JOPZsrcapjgLtvX8zW7Uf45Yt7+ORvbiARt3jw3uX849dfpq+/MExO7Nt/iqPHe3jsoZV0dA3ys19sZ/q0DN29OV5/8zAffnwNW7cdYX9rB9MaMhfNUF+LGHI+iOnnbz8phSRl1JMyLmRAKXD0NDP05eN+W2vNotaaWHgMQJcGNdZMaqwr59duSocFqVsv+jy6jBwrhlwrzv94i9nxGye9vyFt5iYvTKNpvHPV2y3UM3mB3bNdqy5NZsYnjhSJojksaqxZ1JyjTVwqSBkjGXsEy1jEQOFfKZRerFhTDgmWKYKwm0LpRYrl1xnM/4Bk7HESzgPoWvNVq0sRiTOOnSyJUbnwAk2rrmwbtReSEVF3qLMu3kiRQowjIiowIpHiof1kEjnOhChaAT7dKUdpGyNdBxRe0Ibr7R9xfXXnRSxIkUDXZuD6B4a3uf6+SR8/BF1rrkR/XNsvESEkprGEusxfki/ezGDhR5S9XcMRNRCJnZa9HbjePnLFnxGz7yIZez+2uWrSrjZFd8uwWx6AZS7HMpae5YhLgyiNYiViHFev8RCleI8UbC6gxnXfgJL7NqE6Tf6axjJ0bTyNlPEhhYVj3Uy+9FzF3lRRdLeSCvNIbfR9LXu7CYLu4c+GPqdiQzy59ieEjm3ehCarhi1vXW8PQdBxAVFD1yaanEUcyW9lS+8PcLQUC1O3XxK9iSH09+R46l820Xa4Gztu8tjv3MacRU3nPnAEGqqT/PjFHcxuquaGBePrL54L1w05EVaiGExdIxO/MrndoXLpK27C1psroVwC7RpXzp7CVQRtJjL5RVAlhDn5Af9EEEKwaH4j69fOpas7y+Y3DpIvRHmB1VVx0imHshsM7zuvpZ5fvrSH4229JOI2/f1FVixtprN7kLe3H8P3Aw4d6aL9VD/7Wzu4eU00KWiZU8faG+cMp2IEYUhDfYptO4+zv7WDtatnk6lM7A1DY1pDGtMYHTpbXRWnKhPH80Kap1cPkxlrV8/hm995lVOdA7zT2kFdbZL62olZeccxaaxPEXNMpk/LUF+XQinFyY5+duw+QRgqrEM67af6OXCwg9U3zMIydfa19zEwWKSnN0dnd5bZsyKS5/YNC1h745zhwZ7r+sRiJhvWzWP1ylkIAc//ah+hUhi6RkNdCuuMlBRNkyxd3MS6NS20tffx1vZjlEoepZKHUop0yqG6Kk4yYWNbF8ZKT+HqR6B8/LCMmqSl7ZkQSAxpj+tOMYX3LoQwscyl1Bn/mXLsg+RLL5EvPYfrvVNZPQ2JRPrylL3tlAd2ky/+gnTiU8SdjQjsq65PifQCxhmuCg2G27ceEQtj6i7GHHu2Z0oKB8F4bgPasEgkCKTIjE/mjNEbCyuKAUMI8LzDo3QvNK0ehRfZwU8CSpXG5PT7/skJ9p4IEkOfNel0hKsdQkh0rZZU/OPEnHspll4hV3qWUvkNgrCfIWvMSAukjcH8ExRKz5OKfZRU/GPo2rSztnulgkrUxOlJvm3eiJSXPxVUiiSmPnlHo4iYGJlG5IIa6+gQaUDsHU24GAsnFcEzEpaxGIGJIloEjvqaHHA61U0pheu1EoaDw9ui9ld9Xv2NacxDytQwOeH5R/GDLgx93lXXb10OtBV201k6REfxADXWTPYMvMCKqodInCU98nxQLrrUNmaon1GN5RgEwYU5gRRKHmXvwjUWrxtyYoiQCJXC8y/8hp0fJIqA7vzT6DKFY8zGMa7MCsoU3vsQWu3ZrUwnOk6IYbLO8wJc169sh2RFCEcIgRCcVXE3lbRZMK+B7btOEI+ZzJ5ZQyYT42THAImExS3r5pFKOtx16yKqq+PDo7NkwkGMSEOQQrByeTM1VQm27TzGP39rEx989EaWL5lx9usAOGOQWV+bZEZTFVvfPsLBI12sWjET255cKtXIMwVBSDoV45Z180gmbO66dRG1NQm6e3I88b3X2bBuLqtXzqajKxvdIxWJW2ra2MGqYWjEY9GKm5QSFZ59simlIJmIVhyG7pMCFsxr4NkX9/BP//IKdbVJHrx3+UVpbUzh6sbR/Fu80vnP+OrCUvRSRgMbGz9HlXlhKxdTuLYRkRQrMY3FpGIfouRuI198mpL7Fl7QzulJlk/RfQN34ChB0EEq/puTXqG9UhDCOmeuvkCe1cJw8oUZk9IkuPCyArzg+KgtxfJmjne+7zzOoQiCrlFbzi7yOR4kulb3npvQRToUjSRjHyRub8T1W8mXfkmh9Gtc/+CwtgJElpZ9ua/h+q3Upv8jujZrwvsRqsGKfshwSZG+ybhE1qWFFDbaBGKbFwePIOiEEVaUujZ9VITQZKBpDZFtakXjIlS5CmEwcr4TRuklI6KWdK3+vMkdTdagyVQlIYrIBSXs4Exdl/cqpjmLqLFmojIPANE4+FzplOcDJ24zvaWO3s5Bju4/dd5RE5cK183IdlFTHa/sPUzR9TjZnx1HPfnSQwiNuDGfIMwTVkS8pjCFdxvplMPhI10cP9HL9l3H6ek9PagZ74kIQ4Xn+XheiO8FuJ6PpgmklNy4YhZff+LXCOAj778JKQS11Qmqq+JkcyVmzawllyshxemh5ZllBKHiRFsfUgpuXtPCkWM9nGjvY9ni6QRBSNn1CQKF6/p4XoCuRwSA45h09eQ41TlAJh0jmbAwDI2Vy5r5/o/fxA9CbljWfM7nXDc0gkBxvK0XXZOkkjb1tSmSSZt8oczM5hqy2RJCCkpFl2yuRFNjhly+THdP1JdYtsHM5hpe23KI2uoEhqGhSTkssDleFfwgxHV9giDE9Xxczx92Cxm3zgp8L+CTv7WBmurLb4c8hXcXEh1TxtDUhekUmdK5qoQ1p3DlIRAIYSP1Zgx9BgnnfsrubnKlZ8kVfzIi5UMRBKfozf5NJef88atr0iqGrAXPutOIyIaLKAqNyTjlXKiooiIcJQgIkSaI558vuXDmec930U0gxJUVgL5SEAgQGppWjaOtxbFuwou3USj/mmzhx5TcN4Y1GJQqkCs+jRRJajN/jiaqxj1nGA6O0m0QwkKTqSuTCiV0pLj0UdehKhCq4siCoiil83xvCEyEjI/IHguGtVmGoJRLoAZHHyfiME661tmhjdGoiASAL9K78hpBTM8Q4/KJ16ar47QsbiJTk6RhRjX1TeM/D5cb1w05sX7hTL776nZyJZftR05y34oFONblFacUaFh6E0XvEAlzyYT2olOYwpXErevn8/Nnd/L9J99kWkOGtatbMA2Nuprk8IRX1yXN06uxbYOTp/p5+rldHDvRg1LwjSc28fADNzCruYaGuiQts+solVxmVDqx2poEv/Whdfxq8wG27TxObU2SjXcsBgQ11QmEOGPyrRSnOgZ4fethQqVoqE+xZtVsAF5/8zCvvXmIsuvx5M+3MX9uPY89tBLD0Fm2eDqHj3Xzg59s5cYVM7ll3TxMU6d5Rg1CCubPbpiUPWcq6XDHLQt48ZV32Ndwigc3LqOhPsVHHl/Dptdb2brtKPW1Ke69ewm1NUluvXkeTz+3k7raJGtWzaamOoFpaNx391Kef2kPP/rpW5imzi3r5lJXl2TGtKrhyIl4zGR6UyS29vb2o7z6+kFy+TK/fGE3rQc7efx9K6mvS1FVESEyDZ2ZM6oxDY3+gQKu5/PP3/o1miapqYrz/odvpLYmcXVNJKZwSTA9toSHp3/xgtM6JBrOBWhyTOG9CoEQJra1CtNYRNJ5hIH8N8kWfzLsXhGEPQzkn8A212LoV1vEzWT6uEvRD17mvlQxjjih4OKtg8//+OuHvBQY+gxS2oeJWbdTKL1Af+6fKpodIRCQKz1NrHQnydgj454hSn0IRpzRvCJRExHkpAQqzxdKeYy8psgm1Djv8YRAnqHboVCqfMZeAYyKApRRRNQFjF3O1JWJyro+yInLjd7OQZ761ibiKQcpJdX1KZz45TeQOBPXBTkhhGDxjAYeWbOY7726g5d3H+LeG+azbt7My7r6GKoy3YVn8YMoFMwPczQkHr1s5U1hCpNBU2OGz3zitjHbN965ZPj/mXSMT3/89D7j7Q9R9MInf3PDqG2aJlm0YBqLFowVVbr79kVjtum6xoZ189iwbqzS/i03z+OWm8d3F6irTfKp3z4t8qeUQimF7wdIKVlX0bg40dbHL57fOeb4RNzmoXuXk0o53Hf3Uu67e7Sw1bLF01m2eOwA/bH3rRq3PrXVCT76gbVjtv/2R24e/v/8uQ3DziE33TiHm26cM2b/h+9fcfqcNQk+9bFbcT2frz+xiQ1r57L+prkUSh5ff+LXHDzSdcXtT6dwZWBI+5L5l78XMNL9ajwnrLPtf7bvz3Wei8Vk6nqlIaWDZS6hVv8LdK2J3uxXKuHuipK7jbK3HV1ruuR1ju7FhUSQXj337nLAsdYTt++9qHMY2pR1/LkghIahN5FO/DaGMZeu/r/A9fYAUWRErvgzEs5D57GQeGUmxJev9cszzh7lqJ5vZLlCodRIkkOMQ3ydScApILjAKPYzo4SuF5Lt8sNzfepnVHPfh9deXP8vLtw2F64TcgIgbhl86u6b6MuXeH5nK195+lV4EFbObsI2LpeonEJiossUbtCLfgnzgs4GXWtEiqkVsylcX/CDkEOHu3hz2xEa6lLMnBEJBGUykXbEmTAMfdJ6FO82pBAkYhYnOwY4cKiTru4sbtmndhwP6ilM4b2I7x/exiMzl2FrOlu6j2FpOjdUn311/5sHtvDJBWMJQ4BBr8QL7QfYOH0BSePykUCHsj3U2wmS5tVHNEkZJ534OMXyaxTKLxNNTAqU3b3E7LvHWAFePIJxVlSvMwgxJkTf1OdRlfzsu1Sh6xECx1xDJv5Juvr/oqKDEOL5h/GDDgx9bJ69EPYoYVWlSoSqfEVSxC8XpLDP0E4JKlE9oyVcz41glDMKiCjNY+QWYZzhgqMIL6gsRrmLAEgRP+9zTGF86IbGoT3tfOcrz2HZBrc8uILG5poJ9/eDECGiMarnBxRKHsmYxd1r5uNcxPj6uiEnhBDUpxP86WO305BO8MPXdvKfvv0M990wn9VzZzCzNkPSttA1Oekmno47mPrEDKsUFklrGT2FF9FkgrR950Vfh1KRFVjZ3Uao8ljmSgxtJkqVKjmQBtXJP4TLEAI2hSlczQiDkLaTfcQci3vvWjosKpmIWyxe+O6I+lwq6LrGIw/cwOYtB9m+6ziJuMVvfHAtc2bVXrMDoylM4XyQ9z0ODHZRCjz6ygVShsPmjiN0lrIsSjfQkqrhza5juGGAAm5taKGjmKXgu+zobWdFdROHsz20DnZTZcZYmK7nSLaXXxzfR8ZyuKVhDqcKWXb1nSRjOdxQPZ3WwS46ill0IVnfMIeC7/JW9wlCFXJz/Wxq7NED8KxXYkvXcYqBx401MwhUyNf3v05LsoYNDXOYm6xlR187x3J9NMcz3FjbjHyXn19NVuFYaymWN6OIiAM/aIvC2CdpsThZKPyK3eD1C4FE00bbGPth1wR7T+FyQQgDy7wBXWvCC44AEIY5grALg7HjBSnTo1wsFC5h2MO1LMQoZAwpM0QT+ygKxA96iCITJp+yEqr8aMJA6OjyDAFPYaDJGqJ7FUVZhGE/ShXPS4BXqRJBOFq7InqepqInLgXS1Qk++Ht3IqWsfD77b7PzQDtSCpbPm8aTL+1ix4F2Hrl9KWuWzryod9t1Q07054s8u/0AHQM52noHUEDXYJ5//fV2ntq6j6RjYepadDMneT//8qP3sWxm47jfeUEfOXcfoXJJWisQaARh6aL6MKUCSu4Wege/jB92oMIiNekvojuNDOa/jUKRTnwCeYUiNKYwhasJlmVw9+2T94q/1pBKOdx/z7J3uxpTmMK7glo7zpauY7QXBlicaaDo+/S7RVbVzuDVjsMkDJPXOo+wvmEO02NppBDkfZcfH91JS7IGQ2q80XmMjOVQbcUQQlAMPOYkq9nSfZwq02Fn30mWVU1j/0AXKNjac5w1tc0cHOxhb38HBa/MqeIgC9P1mNro4VMQhrzVfYKDg90kDYtXTh3k7qYoKmN2spp6O8GJwgCbO45wz/QFVJnOVbPWp8m6yAKzEqV+2nJ0PJxZ68mnaagwjx90XkgV30PQMPU5jJoQ+scJwgE0ORXxeiUhRSIaL1cyEiLybHx3JCkSaLKekb9b2XuHhCojLoNY5ZWAQGDqLeTRoeJ/4QWHCVUJ7TzcaDz/yKiIKF3WI+VoIcWorFlIESesCGP6fjtBODDGFvds8IMThGF2+LMUmQoRcrX0ptc2BnpzHNzdxob7l09q/23722iZXsP+o128c7STu9bMY9O2Q6xaNAN5lsX7c+G6ISfaewf5bz96AaUquemV7aFS9BdK9BfOFCg6NwquN+F3oXIpBycZLG8nYSzEC/tRhDjG2e0Rz4Yg7KR38MtoWh2Z5GfoHfwblPIRWEiZIVf8Kan4R+A8bYCmMIUpTGEKU7iakTFtdva2U+8kaS8MMitRRcIwaUlGERMF3yOuWyxI11NtxVBKUfBdOopRZIUuJPfNWMib3cd5veso989YRK0dZ26qloOD3Qy4JfwwZHayms5ijgGviBSCGfEM/eUSea/MmtpmFLCtt416J0nSOP2uDVF0l/KcLA6SNOtpjleRNCwypsP0WIZqO86pYhZD01iQrkNeCZX/SSJa9TxNMkSCc+PX70wxuujYyeXeB+HA8Cr19QuJoc9Gk7UElYgJP+ii7O4iZt/yLtft+oLCHUVGCKFPaKMphMQylpAvPc/QRL7kbiFUA0iuTXICwDZvQAirIo4JZXcnYZhDk6lJn6Pkvk04gpywzKXjEg6msRQp04RBRE64fitB2Imupk06ArTk7RoW8I3OORdNm4ogvVQQQpDtL9B9qh/D1IklbQxjYqogCEKEEGzafpgbF81g1eJmXt1x5KLlWK6et+NlhhACXUoMTWLqGtYl+DtbyIqlN1AXewBHn0l17C7S1ioUE5MZk4EfdOAFbVQlPkvcvmfYTkcIgSarCcMcjBKlmcLFoFzyaD/Ry7Ej3aP+2k70UiqOz65P4fqF5wV0nBqg49QAnne+tm7vvXpMYQpDCIKQzo4Bjh3pprtrcJQY5WRRZyfImA63NbYgheDGmhmUAp/vHnqbBidJo5MkYznoIyb9CzMN/Pbc1bQOdtFVyvN2TxtdpTyakOhCUm3F0IQkZdo0xpK0pGp48uiuYUIjVIqfH9/LsXwfc1O1HMr2cCjbg1IK7Yz3vy4kq2ubmRmvoui7xA0TQ2rMT9fxfPt+dva20xRLE9dNvrH/DX518iBh+O7biyvlUfb2DE9OAHR9xhm56KehydE2dp5/FMW5xx1Khbj+AVzv0MVV+BqHEAJda8Y2TwsrB2E3udIvCMMCU64DVwZKhfj+cfzg5PA2KVJjUm5GwrE2VPQNIrheK4XSy2eIQV5bsIzlmPqs4c+ef4SS+9ak+2g/6KBYfh2G5zcmjnXzqPs0BFOfg2WcFl4Pwm6K5c2MFbgcH0GYpVh6hVANRU5o2OYqNK1hUsdP4dwQUtBxopfnfvgmz37/DXpODpx1/+Xzp/Hc6+9worOfGxZMZyBbIJN0LjqQ5bqJnKhNxfnsfesu6Tmbqs7OLAph4Bgz6cw/icCgxrkTpcKL8EVWCOQ4NjqKUBWisMyraDXmWsfBAx186a9+Rlfn6Py26poEX/iz97Fi1awJjpzC9QalFPv3tvO3X/oFSsG//fx9rFg584qz+VdLPaYwhZEYHCjw1b9+hre3HuGW2xfy+T97H6Z5fsOP+ek65iRrMKRkbrIWQ2p8eM5KQqXQZUQ2PD5rOYY8HUr68XlrMKXG47OWo0vJvdMXElaIBV1qPDpzGYbU2Dh9IVIIFqbr2VA/BykEbuiT0C3ubprP9HgaU+pMi6VYkK5HCFAKDgx0EVQG8ZoQNCcy/MbcG1GVOgng9sa5rK+fPVzHj8xZSVCpw7utN6FUSMndRqn8BkOx7VIksYwlCMZfQTb0llGfS+5bhOEgUqsbd//TZeXJFZ4Epoh9TVYTdzZSLG+uTLQCcoWfELfuiIRIp/rry44w7CdbfGo4xQAkpj5vrFbCCJjGfGxrNYXS89E5VJb+3DexzFWY+oJr8nfTZB1x+37K3j4gIFQ5soXv41jr0bWJhRAhIjbzxWcpVxxPIIpksM2bGD+H3SARe5h86QUiMkORLfxv4vZGTGP+OcoKKbtvky89xxCBp8ka4va9V9DS9b2PTE2Sxz91O8V8mWQmhnUO/IAmSwAAIABJREFUUcvVi5upr0piWwYN1Ul6Bws8dMsSNO3i5qLXDTlRl4rzexsvLTlxLkhhUOPcTdpaixQGUjjk3D0kraXnPngcaLIGTashV3yKlPwwCg+lcrj+O+SKT2EZyyYcUFyLCPyQ7u4s+/e2s2fXCbq7c5SLLk7Moml6hsXLZjBvQSPpTOyiH4TxkKmKsXb9XNrb+sgOlOjoGKDz1ABFxyUI3v0Vr2sd5bJHb3eOVNohFr8wv+urBWGgOHywk4MHOgA4dKCDZSua0bQre01XSz2mMBrvpbZ+IVAqikQrFlzcsn9Bi8OakMP9vDX87+ghzEgdCCHE8PdD260z3hND240h60ABeoXc0ITkgRmLqbPj2Fo0QJNCGyY/vDAgrpuElYuRQqAJOYocAdArUZvj1fFSoFjeQsl9G8e6GV1rQsoEgrO3sch2uUjJ207vwP+DFxyrfCOwzBsqod7jH28ZSxAijqoI4JW9fQzmv08m8bsIYY85Llo8GWAw/+3KpGQKQkji9gPkrWcrky0Iwi56Bv87EFmLChE7qw2uokwYDuJ6B9FkEsu8vvSI/KCLXPGn6Np0LGM5mkwhhHNOG1ClPPygg/7cP5Mv/nx4u5QpErGHz3q8JqtJxT5C2d1GEPYAirK3k+7+/0J16gtY5rKzPntKhShVIAj7kDKFFKl3/V0ghF0hDH5J2dsFhBTKm+jPfY1M4tNosm6cOiqUcsmXXqEv97WKDTEIESfpPIqpt0x4XTHrVuL2HZW+IKTsvUPP4P+gJv0fMLSZ4yzeRjalZW8vvdm/IQi7h2pO3L4H21z9rt/D9xLygwVefPItivkSi1bNoqYhQ/PciaOJNCmpq06Qy5fp6B3EtgxmNVVdlI0oXEfkxLsFITQMLRI5UkrhjciVOl/oWhPp+Cfpy36VfOlZPP8oA+Eg/flvoctqUsnPRXZH7wGUSh6v/foAT/5wC4cPdlIueQTBaf9lXZfYtsGqm+bwh5+/n+qaS2+p2NiU4ZOfuYMgVAR+wAvP7uar/+OZS17O9Yodbx/jK3/9Cz7+qdu5+75lXMvvFyEFdQ1pqmsSSCmYNr0KKa/8BV0t9ZjCaLyX2vr1Al1KmhOZCb83pEZT/N0XMPT8Y/Rm/waR+wcsYym2eWO0Aqw1oMmqyiQ3WllUqkwY9uMFJyiVt5ArPoUXnGBIb0KTdaTjv1kR/hsHAgx9NjFr/fCkWqkc/bmvASFx514MfVZlkcQnCPtx/VZyhafIFn9EqHIIETuH4Ob1AU1Wk0l+Ftc7gBccBaDs7aaz/89IOI8Ss2/F0JorAucaSnnDE1s/6MD19lFyt1D2DlCd+nfXHTmhVJFs4Se43j4MvQXbXIVlLsfQmtBkDVImK/oRGuARhjn8oAvX202u9Ayl8tZhdxrQSTgP4Zjj2w4PQQiNuH0XRecRBvJPEK3+BxTKr+D1HSPpvB/bWo2hzahoLhgo5RKqHEHQjR+coOTupOS+RnXqT4jb9/FuCzkKITD1+aQTn6Rn4K8Iwh6UKjCQ+zp+0EEq9iFMYwGarAYkShXx/KMUyr9mIP9NPP/w8Lli1nqSsQ9VnAPHL0uTdWSSf4DrH6wc65ErPoVSeVLx38AyVqBrtYCJoozvt1NytzKQ+wYlb8fwuUx9AenE74yJJB+JKDUlsi8OVQmlytEf0f9df/+odLZQZSl7OwjCboSwkcJCCKtCOA39XZvOLJNFfrCEpkkMU2egJ48TP/ucsqMny49e2MGxU70oBYmYxcO3LWXlwulcTNueIieuIQgRdaC61kSx/Gs8/zgIiWUsJmbdgaHPOc0gKkUYHCQobwJ8NPsRVNBGUH4ORAYj9iHCoI3QfQ2lAnT7IVRwHGQGUBAOIs01iHfBkrRc8njyB1v44Xdep683TzxhsWjpdGbNrsO2dXp6crTu76CnO4tlGZjW5WnGUkpsJxrUhUGI7UzZs14qKKXYtf0YXZ2DuK7PhXhdX02QUrBi5Uz+/P/+AEII5i1ofFfY/KulHlM4jfdaW5/C1QZVIR16KQSnKJSeRwgHTVaNsD+M3l3RRGmQIOgaEc4OEOlWVSX/gLh934Spp6KyXzr+McreHvygHRgS6/4S2eKPougN4aCURxAO4AfH8YNTQIipLyLubGQg/wRh2Hd5b8tVDiEkjnkTtZn/TPfAf61M1BR+0E5/7h8ZLHwXXWus5O5rgE+oioThYGUCOWTJaoC6PrWFFB6hGqTsbaPsbYO8jibTSFmFFHGEMBFoKHxClScIeisr76c1IgQ2MfsOqpKfG+MwMR6kTFCV/DeEKk+u8JMKwRHg+Yfozf41Wr4aTWtAililbI8wjEilIOxlSJthpLvFuw0hNJLOowRBL33ZvyNU/ZX0jh9QKL2Moc+qEJ0aYVjAD9rw/GMjyB0N21xNder/QNemnaMsiWOuozr1BXoG/qqi+eGRLz1H0d2Cobegy2qEMAlViSDoxPOPEFaiMwBMfR61mb/AMhafI0IsT8/gl3C9fSjlVgRQy9H/lUuosiP0K8DzDtDV/5+iCBzMqP0M/WHhWGupTv3xxdzqqx523MJ1PVp3t+F7AQtXzjzr/i9ubUXXJL//gQ1ommT3wVM8s3kvy+ZNw5hy67h+IISOba7GMpehlIeACjtsjHpIFSX80i/RzLUIrRlRWUEJve0IvQWEQ+huQerzEfoihMwQuK9DcByUi2bdigo7QTiAhgoHETJBGJwEVUbIGoRWT+jtB0oIbQZSG+sNfb4IgpDXX23lf3/vDfp688ycXcMHPrqOm2+Zj+OYCCkI/JD+vjxvv3mE5lk1xOPvnVSW6wWlosfBA5147rUrJHUmnJjJ8hvO3pFfT/WYQoT3YlufwlWEcVbylCriB0WokAdnh8QylpFOfIKk8+g5bRGFkMTsO8kkPkVf9h+HHScUZVxvH663b7yjMPS5VKc+j2ksIFf4KSHXNzkBIIRJ3N6IwKQ3+7eU3G1EmhyKMOzDnQSBI4SBkNeuW8SFQyLG6Br4BGFPJeXi3NBkLQnnUTKJT1VSCiZHGuvadGpSf4omM2QLTxKEQ/a46rzKv5ogRJx04hMIoTGQ+1+VVK+QIOwgcDsmPg6LmH0H1ak/xjKWTkpTTwiNhPMQAo2+7FcrmhWKMOyn7L7FxLSNjmUspSb1BWLW7RNGaAxBKY9S+Q1K3tvnrBNE7i0jBVLPqDVCvvfnGqmqGHc+ciOLV82mpiFNTePZowM9z2fxnAZaZtQCYGgaew6duuh6TJETlxFRrmUZIXTCsICUDnFj3gWfLwyL+MFJdL0JKWw4SwqHCvsQCIRIEBSfRJprkMZyEHGESAAm0riR0NuCCPvQrDuBkKD0Ipp9N0JrIig9g5ANIGMobw9CX4BfegbNWo+gChV0EJR+ijRWICYKAz1PdHdl+eF3X6enO0ddfYpPffZu1t0yD/0MBi6RtJneHIn1TPQ+UUrheQFu2ScIQsJQIQRomsS0dExTvyKryhdajzAMyWXLBEGApkkSCRs5jraGUopy2adUdFFK4TgmtmOilKJU8igVXaSUxBPWmPt45nmKBZdy2UNKSSJpXzItD6UUQRDieQG+F3CotYO249ELvJAv09dbQJ5RlO2Y2LYx5t74XkA+X0YIiCeiOoaholz2cMv+qNQf0zLQdTnu/b3Y9hH4Ifl8aYz+iBCCWNw6p+BfIV+mXPaxHQPbNlAKXNfHLfuRir8QGLrEsg00bfxruJrqAZU+L4zane8FhKFiIoEBTZMkU84lfQYv5bUMXY/nBpTL3vD9PVf7uJi2DpDLlvD9ACdmYVmnyxj5fAohiMctjBG/rVKK7GCRIAiJJ2wMQxtVvzBUuGUP1w0Iw3DUM2IYZ1/huFTP3Lnu9ch+zDT161Kf43zhmGuoTn2eQukFXK8VpQoofJTyiVInhp5BUfmTw6uBpj6fuL2RuHM/pj530iHLQpikE7+Loc9iIPctSt52VFhEMbJMDSEMpEjiWLeQSfwutrkSRYihz65YkArEOKr+QmhoWjVD4plR9MDYdiAwonBz5VXCsMcP8RaYaLK2cm5jjICelJnh76VMMa6RndBG7CeH3dLGlqWjy1pC5VTKi501/1oIg5h9F6Yxn1zx5+QKP8P1D6FUqeLwFgyfOZqQ6whhImUKy1hO3L6bmHXXhOcfWTMp4qPuw3h2j9cKNFlDVeIPyJWepuS+SRD0o3BBBRX3mKF2CNHvKYbvnSZriNm3EXfuwzHXI8+T3BFCYugzqEn9B2L27WQLT1IsbyYI+yvWpEPlQ/S7aZWyDTStBse8GctYykQRdAK9kkZREamVVZyfuaJAk1WEld86Ess/+7MthEATKTKJT2MZKxgsfIdiaROBGhhxTXC6DdqYxjySzuMkYg+jyYbz6qulcEg4j2LoLWQLPyJffAY/7K5ElASc7rN0pLDQtGkknfeRjH2gEiU+ib5KiFHP9sVBIMXk7VWvVWT7CrQd6WLZTS0c3neSMAxpbJ5YGHXO9Bqee30/Xf25KHKi9SSaJnnhjf0IIZjRkGFJS+N512OKnLiMCFWZnuLzWNo0+oqvkHE2kLbWXPD5vOAonX1/Sl3mr7DPkV8ohB292IQNMoUKe8/cA2ksQWrT8UtPE3jbAdCsW1BhL2qYPQxBecNRGlKbFkVjCAcVFpDmelRwBBV2ALMv+NqGsOPtoxw60IGuS9bftoDV61omnFCfjZQYHChyqLWDPbva2L+3nc6OQYoFF8PUqK1LMn/RNNatn8f8RdPOWzV+srjYehTyLv/0Dy/w9puHqa1L8Qf/7l4WLBobMlcu+/zwX1/juV/sRDc0fvf372TD7QsJQ8VLz+3he0+8im0b/NGfPMjiZdMnfIH4fsg3/r+X2fzKOzTPquVP//xRqqovzeDF9wJ+9eI+9u46wbGjPbQd76GnOwrT+9dvbuLHP9gy5jX9+EfW8v4P3zSmvgdbO/j7Lz+LbZv84Rfup6Exzd5dbfz6pX3s29NGLlvCiZk0NmVYt2Eet9+9BMc5PRi9VO3jZHsff/ulX9B+YvSzZdsmv/e5e1i7/uxE5Pe+/Rov/nIXDz26ioffv5pDBzp49ZX97NvdxsBAAcPQaJpRzZp1LazbMJ/auvEHw1dLPQD6+wq8teUQWzYf5NjRbvK58oR2ic2zavmL//rBUb/NxeJSXotXIRbe2NzKnp0n6OrMAoqa2iRLl8/g5lsWMGde/ZiJ/cW29b//8rPs3HacD//WzTz02Krh/q9YdPnW11/hlRf34sQsfv9z97B67dzhfrBYcPmr//PHtB3v5QtffJgbbjztJpTPldizq40tm1tp3X+K/v4CpqnTNL2Klatns3bDPOobUsgzWZMKLvaZOxeUUuSyJX7wndf51Qt70TXJw+9fzcPvv3FCMdeBUgkvDKiNTa6PKvk+mhTDgpUl36e/VKQ2FkeXEi8ICJXC0sd/3oMwxA0CHGP89L5QKXoKBWxDJ2mOv8JW8FwcfSzhejHQtRlkEp8mFfsQQdCN6+/H80/gBac40n+UgpujJZPA0C3asz45z2Jx3RqSzlJMfQ5SVp1TQHM8SOEQt++nGC4ldPcQ097B948TqkGUCtFkGkOfg2OtxdQXIGUmWlVViobq/zfK+Q4CDvd7HMqdoC4WZ1Y6U8lLr6Gp5utAgBsEHB306erN0pIx0aTEDwNs3cAyl9FU8w2iyYxAyvFX+RzrZprrf1b5FJ1/CMcG+jlR+GMQLi2ZKmpj1WPsUgEMrYnG6i+jlEvOdSkF47dvX03HN7/GrHRFa4wUh/uzBApmpzMY2tjxTDTZnUk68bsknccoe3soe7vw/GMEagCUjxAWUqYxtGn0lRvoKDYhw1qWplow9NOT6yAMOZnLkrEdEqY5ogyLdOJ3SMY+QNH3ONzfjxbWc+5EhqsTUjrEnftx7A2EYT+ufxjPP4QfdBAE3YSqUJlUK6RwEDKBrk3DMhZi6vPRKikzF+6eB1LGiVl3YZurI20Ebzue14ofnqrYwkZjcU2m0bUmTGM+prEQTdYiRWLCZ8405tNU+02GCIFhEm6y9RJxGqv/gdP2nqBrk5sgCmHiWOuxzKV43iGK7hZcvzVKSVEhUiYwtGYscwWWsQxdq6tEb58/hJCRlWmqhVTsI5Tctyh7ewnCzmjOIRx0rQnLXIJtrIrSnM6DSJIiSUP1lyrt4OJxNn2L9wLKRZd3dhxj1xuHCLyAg7vbWH7z3LOSE0opYrbBkfZehIhSiw1dY9+RKNpG1+QUOXH1IaTkncAPBkhayyn77Qj7wgclYZgnVHmknIT4o8gg9fn4pZ+iwj50q5nQ203obkUF7QhtBqG3E+UfRaksUq6CsA+hNQMhgfsWQlYTuK+BMBCyBtBAxIgYXAUqjwqORzlcQefZ6zMJKKXY8tpBymWfquo4t9+1eHg18XxQLvs887NtfPeJzWQHS+i6RKus5CmlOHGshzdfP8QLz+7iE5++g40PLL8sooEXW49E0ubOjUt5e8th9uw8wfee2Mwffv5+MlWnVbyDIGTbm0d48odvMjhY5N4HV7C8YnGqaZJ58xtQoaJ1fwdvvNbKvAWNE2p0dJwaYMtrBzl1coA16+aSqbp0oaLlss/zz+ykdX8U7uX7Q6vqESnilsfmzAZ+yHgrC67r09UxCELQ251l947j/Ms//4q+nnx0/4QgDEJa93cghWDDbQthxDvlUrUP09RpbMpQLnnkciUG+gr09xdwHJNS0Ruz/5kYHChwqr2fvbvbSCRsvvOtV+npzg6v6AdByOGDnby26QA7tx3j9z+3karq+JgBzdVQD6UUPd05vvG1l3jp+T0opaiuSZBKOQwMFOjpzuF70UCrcVqGphlVzFvQeMlddi7NtUShir/8+Q5++N3XaTvei25oUV0VtLf1sW3rEV785W4++rENbHxw+SgC9WLauhCC/5+99w6P67rOvX+nTW8YtEGvBMBewE6RIimSkqwuWcWS3BV33/jLTeIk9+ZzbuLcxIl9nbjkOrYT2bFsS6as3gtVKHaKnQQJkOh9BsD0fs65f8xwSBAEKyjTMt/nURnMzD7r7L32nrPfvda7rDYTQ4MBWo8OcOOtc3Ntx2MpDuztZnAggCBAZ7uPec01yHKmDwf6x+jpGiEWS2Kzm3Lj4h+L8MRj23jz1YMEAzEURUKURHRdp6vDx/Ytbbz7Vguf+OwqZs2tPKuvX+6cOxd0XScaSfDbx3fw1BM7kESRW+9awNoNMyf1D1XTCCYTqJpGvtlCWtNIaZmTUoMkIwoCiXQaHR1FlBAFgR19vRRbrdTmuVFEkWgqhT8ex222oGoax0Z9hBIJ5ntKMUgiaU1DESWSqoosivSHQxzyDrG6qgaTJJPSNNKaiiAImdeqij8RJ08wY1N0kqqaKzNqlCRUXefVE8dZV1OHJUtwJFUVPfu+DqQ1DU3XUbIk0cl7UkQJSRRJqmk0XccgSbmqIoIgZMgFsZC0noeo1GMzSkiCQEe0j33D3cypmI/bbGYoNcDO/hM0lczDYrSTVNMk0xq6nsIoy1nRbhVREJGzJEDWdVEkERGBhKoiQPbzIpGUE0lagdt+c7ZPJo5DQgODALKQsVeWigFoD/h4o7OVxvwCjJKMDiTSaTRdQxE9SKJIt9/Hax1tzCmSqHDk0RMM0BXws6KiKlMFTSwhrWnIooiq66TVNGlNQxJEjJJESlPRdAOaXoJJltB0iKsqgpq551fbjwNQ6SxAoxgVC8m0BqgokpQV1ctELUAhoigQ1yJEUsmc/yZVlbSuIQsi3miS1zqifH7BTNKahigIdAe7OeId5uHZcxEFAVU/5VuSKJLSVHRdRxQkjJIHRShEkFdi1Bk3LgKZ8rMvdB7ErCjYDUbSmoim69l+09GBTZ3tzPOUUJ/nxijJudK1Og4Q7IhimkO+MCYpSIVDR9U1dD2jvJ9SVURByPmeLErIopjx52zElUmWf+dlcCEbYSO4kEQXilwNXEgEyVTbIGZsMLgwGmZMUZsGFLnssmxS5HNrP5zv+5LgQjIuwGRccMntXNi1MhHeRsOMKeu/U21LF0zKXEMmujIeTZJKphn1hiitKaS06txRJyvn17F0djXhaAIdsJoMGAyXvz78wZATuq6jaqdKfn0QCvaCIGOQi5AEMya5nMRlbuBF0YYkOLNK1+e7tohkXI2ozAU0BNENehrF9mUQJATRhaTMR5cbs+SDG6QqEGRARNRjIBgQlUYyD82WzGu5mpPiWohOJNN6MmGilx/uFAzE6O8bQ9d1CgrtVNVcWiiWokgUFDkoKLQzc04Fs+ZUUFlVgN1hIhJJZDYWbxxmaCDAMxt3MmtOOaXlF85Kf5B2zJhVxl33LeZnP3mbHVvbmDm7nFvuXJA7zR8a8PPk49vxj0WYMbuc+x5chs12isWuriuiaWYZA/1+dmw9zs23zaf4LDlkuq6zb3cHo74QikFi2cqprdltsRr4/75+S1YQEI4e6eNH33sD/1iE+x9exqo1E4WNMiH/k7cZDSfY8m4ru7efwJVn5YYNs6isKUSWRLzDQVqPDtC8uBarbTyrP1X+kV9o57NfWEMyqaKmVd7f1cEPvvPKRffNwX3dHDvSj8Vq4P6HljNjdjkmk0Jv9whvvnqIg/u7ee+dY9Q3eLjz3kUTIomuBjuSyTRvvHyAt14/jMmscN9Dy1i+shGTWSEaSbDp9cM8++QuYtEkK1Y1ct/DyzCazp9OcKm4nHtRVZX33jnGY49uJhSKs3BpHStWNVJemY+marSfGObt1w9zrKWfX/78PZx5FpYsq8+lXF2ur1fXZjZAvT2jGdIi674+bwjvcJA8t5VQMEZXp5d4PInNliEi+vv8RKNJysrzsNkzJR0j4ThP/noHLzyzB1EQWLGqkaXXNVBS5iIeS3H4YA+b3zrKgb3d/OSHb/K1r3+E2vrJw3Mvdc5NBl3XiUQSPPX4Dp576n1EUeS2u5u5/+Hl52xjNB7jlRNtVDqclDucbO7u4oB3EEWUmF1UTK0rj98ePYLdaGBpWQV2xchLx4/hMplYU13LvOIStvR24Y1EqHA4CaZTvNF+goFIiHAyyYyCIrb1dXNP00yebW1hUWk573V3sbWvm5SqclNdAy8dP0Z/OES53cH6mno6AmO80XGCDTX1mGWZ37QcIqWqBJMJ7myYzmgsxvNtRwkk4myoncZoLMrO/l6SmsrKimpUXWN7Xw8WWWF2kQd/PMb7g/2YJJmG/AKmFxTyansbqqZRl+dmVWXNuBKl8XSa1ztO0B8OUmixcnfTTKqdLlq8mecOQRCodLpwm825vn/mWAuhZJLOwBgfnzWPrqCf7kAAAZhT7GHPQD/+RByTLDO3yINZVjjkHSKhqtxcNw2jLPPyiTZmFhZRbLXxWvtxOvwZnYSlZRW4zWbe6e4grWrMLfawsLQM6bSTalkUkUSRUrudGlce3miEl4+3ktY0yh0OFnhKeaurnS6/n2l5+STSaTZ1tmdtSCOLEi6Tia293Swvr2Q4EsFlMnFsxIuq63xsxhxe7zhBNJWJ/FxfW0fb2AjHfD4Sqsqt0xoRALfZjMdqxyjLvNTWSn84RFrTmFfswReLYpYVYqkUBkliekEhW3q7sRsM1OW5GYvHeb7tKClVpamgkDK7g5SmsXugj2AywfWVNdS68ugJBADoDQV5f6CP26Y18WxrC7MKi3m1vY08k5mkqvLw7Hm80HY0Ny6fmrOAFt8w3YEAJXY7a6trkUQRq6Iwo6AQq8HAYe8wO/p6AFhdVUs0leLNjnY2dbRzfVUNw5EwlU4nug59oSDXV2Vs8kYj6MD7AwMk1DT1eW7e6+mi1OZgW183DqOJYquNFRWVPNvaQjyVJp5O87kFC3EYPxyV4a7hGq4hA7PVyJIbZtAwpwK7ywrouaIAkyEYifPs24do6cgcxhTm2bhj9Wxqy/Ivaw/xB0NODPhD/PSNXYiiwHVN1ayeWXtJ7XR6x9h08DjRRIq1s+tpKiuclCESkHCZlmCQCsnkT4mkVD+KNHl5snNBkcqxmNYQjr6AZHNNUBbO5DWeChkVBBPC6cq5AgjiaWHMkhuB0zZdp1fmyIZpCdIZp+en6VwIggFhCkQwT2LEFyISyhAvZRXuS67CIUkii5fVU9/gwVPqmhCWP39hDQWFdv79+2/Q1zPK4YO9V4ScmAo7jEaF9TfPoe3YAJteO8wzT+6ipr6IufOriEWTPL1xF0cO9uJyW3ng4eVUVI0Pv1IUiVVrprN1cysDfWPs3d3BjbdMrGEfDsXZs7uDaDTJzDnl1NZPjYbISYiiSGHxKQLL5w3lwrVdeVZKy/MmDSmfDJFIgtdf2s+CxbV89gtr8JSeKpup65moElXVJrQ7Vf4hSSIO56n54XZbz0mmTIZgIEZpeR5f/tqNzG2uzp0Wz5pbQUNTCd/622fpaPeyY+tx1m6YNaFs7tVgR8Af5Z1NLaTTKkuWz+COexaO+1G792NL6GwfZuu7rbQeG8BsMUxpOsdU3svwYICNv9rG2FiEVWum84X/tn5cdMXcBVXMnlvBt//+BdqPD/HMxl00Ti/NtXG5vl5dU4gkiYyOhAgEoliygr/tbUPE40lWrZnOjq3H6TwxTCyaISd0Xae/d5RYNEFZhRt7NnLiwN5uXn5+H5qmseHWeXzqc6ux208RIc2La5g9t5LvfftlWo8O8NvHd/Klr23IRV6ciUudc+OQlT44qaHxzMZMZSZBELjz3kXc++DSHOEyGQotVmYUFDIWj2e0NpIJZhQUUW538P5gP1VOFw6jEZfRRIHZQqHFytxiD00FhcwvLkEQBOYWeXi7qxNN18k3W1hYUsZoPMa6mjq6AgECicxv0Vg8hlGSWVpWTiSV5LZpTdnTYwWHwYjHZkcWRepcbo7afSSy0Q3+eJy7G2ewe7CP4WiEpWUVNHYV8OCsuWi6xvNtRwklE4gItI36KLbasCicYUuwAAAgAElEQVQK9zTNxCBKvNp+nAZ3Pg35Bbzb1UksleKoz0eDO5/D3mEWlZRjN54icNK6hlGSyDOZ2T80yN2N5z+F9EWjuM1mal1uzIrCu12d1Ljy6A8FsRkMOIxGbAYDdoORzoCfgVAQu9FEIB6j3T/K6qpaGt0FmSgVXSeQiLOwpBRZFOnwj3F81EdvIECBxUqLz8ucIg9m5ZRvVDldrK+tY89AP8dGRiiwmHEYTaytruXJlkPMLSrhuvIqCsxW1tXUYZAklpSWY5Rlbq5rYHNPFz3BAAOhEN0BPzaDARGBYquNTZ3tRFIpIqkk9XlulpVXEkwkeLuzA7fZwkg0Qod/DB0YDIdRRIkCswV/Is7Ssgri6RRdAT+qrjMYDpNQ05TZHeSZzcwrLqF1xAdATzBAQlX57NwFiKJId8DPIe8QAvCJOfMxnJHGkVJVgonMKeNYPEY8nUbTM5/98Z5djMSi48alxGanwz+G3WikxGrHLCvcNq2R9wf6eaa1hQ2109jS08XKympmFhYRS2U0adbV1OKLRukJBoinU8TTVrTsXNH18TpAsVSKWDpFStMYi8dxGk14rHZuqKnludajBOJxxmIxyuwOrIohR0xk2klnNR4+GGT0Dv5gti7XcA0fKJKJNO+/c5RYJIEgCqy4ac450zre29tOKBrnkbuWocgSuw5389J7R/jivdchT5KSeSH4g5nhY+EYG7cdQBIF8qymSyYnxsJRfrP1AIP+MAZZYlpJPuJZcggBND1OT+CnWJRa7IZZjMTewigVU+p48JKunalv3Uc0vplw7AUkqYiT9csBZKmYAuffIE0i1HS1IxZLksqGfjuc5nEPuLquMzoSYaB/onq1p8RJQeH4yA2b3TTpA7Ysi8yaW4m7wMaIN8yIL5wTdJtqTIUdNruJex5YSnfnCG3HBnjyV9spKXFx5FAvm147hCSJ3HHPQuY1V5/1OtOaSmhoLOHAvi52bjvBytVNWE97+Nd1nb7eUVoO9yHLIouW1OHKu/qFsnRdx5Vn5YGPL6ekLG9cvwlCpn9PhryfiavFPyBDIK28vonZ86vGhbELgkBlTQEz51bQ2eGlr2eUSCQxgZy4GuwIheIM9I9hMMrUNxRPYNuNJgNN08vY+m4r/rEII94Q5ZWT/+D9Lu/l/V0ddHf6cLms3HZ384S0D0EQqK0rZsnyero7vRw60MNA/9iUjYvLbaWgyE4smmSgb4yS0jx0XefE8SFAoGlGGb3do/R0+QgGohQWOUgk0gz0+dF1nfIKN2aLEVXVePvNI4TDccrL3dxxz0IcjvG5FqIoMmd+FdffMIMnf7Wdbe+1cttdzUyfdfaQ4suZcychy5kUmQy5upNnfrMTMbuG3fvg0hwZMxl0XSecTDIQDhFIJPDH4yiShEVREIUMRW9VFKbnF3LCP8qWnm7ubJyOQZLoDQapsDtxmUz0hUL4ohGGImEsSl4m+iMaoT8cwqzIhJMpWkdHGI5EgEzIeyiZoCvgp8LppC4vD0UU2dzdybS8fCKpJMORMGZFxmO1Y1UUFElEETMpNAKZI4q20REqHE6KrVbMskKp3U6DO5+hSBiHwYicjSxQRBFJlJEEEVEQyDOb8Vht1LjyKLbaJmhf9AQDHB3xUpeXjygIpLPaA75YlMFICIfRyGA4xEgsykA4hNtsQRFFTLLMNHc+ZlnGY7NTaLFSl+fGoij0BAPoZBTYJUHAY7NjVQw05hcwo6CIYCLOQCSEpusEEwmMkoxJzqRniAK4LFYCyQT1eflUOZ0TNuqBRBxN0yl3OGkd8VHldNIdCHBibDRDACkTH1ElUWQsHqMnGKDWlcfW3m4Wl5VzbMTHDdW17OjvpSm/MJv2oiMKAo4siWOQRDw2Oy6jiWnufJryC2gd8VHucFLndiNLmf4wyZl0EKMkk9QyzyQWRSGtaQgI9IWCDEcj+GJRTLJMIp3m2KgPt8mCruvUutwU22wcHB6kuaSM/nAIbzTCYDiMSVYIJhO0jY7gjWZ0CRwGA6IgoIgZodnTx0UAalwuREHgvd4uKp1O4uk0RVYbxtERYqkkLpOZ3mAAWRTJN1swyzJGSUYWM76jSBLdwQApVSOhpomkUgyEQ4zGYozFYhhlmXb/KEZZJpxMIolihugRBKTsHJdFkQKLlQqHE1XTkEQRnST+0L8Tij59zjk7VRAEEy7bp3BY7/9ArncN1/CHhkgwRiKRYuWt8xAEAZf73M81fd4Ac6aVUpet1mFQJH769PYJBOjF4g+GnJgqOC0mZElE1TRODI6gqtpZBY4yEDDLlUiCmbjaj0WpJaUFLuPqGoJgwmpef9Z3JdGNcFGKvlcXUkk1p4ifUcI/9Z6qarz3Tgs/+M6rE773R1++gfseWjbh72edHHrmAdFglLFYjPj0EIlECl2fXGDzcjEVdlTXFnL/w8v43rdfYc+uDv7rP96l9egA4VCc5SsbuPXO5knDr/LcVpatbODwwR5aDvXS2e5lxuzycboVhw/04hsO4Slx0rx4chHSqw1z5ldRVu6+JOLgavEPq9XI3Oaqs6Y4KIpMQaEdSZaIRBI53YarzY5kPJU7MTeZJvqhIIDJnNlMaZqeIyGvFC71XnRd58DeLlJJlSKPg8rqAnR9oq8IokBZeR5Gk0IknKC7c4SZsyumxHaLxUhFZT4H93XT1zvGgkUZcdyerhFsdhOeUhfVtYW0HRugq8NH3TQPkXCcgYExzBYjZZX5iKLA8FCQrg4vuqbTOLOUouKziwUqisS8BdW8+sJ+RkfCtBzunZScgMubc4IARqNMOqXy4rN72Pir7eg6fPRjS7jn/iXnJSZOIpRMIIkiTqOJQCLONHc+JlnGIivMK85oEAxEQrhMJuZlIyWWllWwd3CAoWgYi6IQTiYoczgYicWodDqZ5s5nJBqlNxhgYUkZCzwltI76WFlZjcNowGk0MqfYQ2dgjDK7g+FIhFAywYqKKqyGzEY+32JB03XSusai0kxkw/SCwpwI5g3VdRwfG8Fjs3F9VQ27B/qIJJOIgkB5ljQRhYz2SH12Y+o0mmguKaXWlYneGolGKbRmNt2n+2W53UFjfgECAjfW1qPqOoFEggqHk7F4nHT2VLzK6SKQSNAbDCAKGZ2Gt7s6ubG2nlvqGzjsHSaaTlHjysNhNKLrGXKiyumiwGLh/YF+ItkNrD8ex5wVEA2nkswsLMJtMqOjY1UMeKw2DJJEIB7Pjv94m8PJJId9wyiiyNrqWsrsDlRdpy8UZGVlFXkmMyk1o/0giRndmAqnkwZ3Ad3BAMvKKlhcWs58Twl5JjMzC4tJqiqRVJL1tXU4jEbmFnsosmYesE2ywi31DewdHCCSTCKLIs0lZRwb8XLYO0yzp5Q5RR6KrFZcJpV8sxlV00lqKoooomo6mp7RGimyWvFGItS48lhcWkbryAjVTpUql4sNtXVMcxfQ4vMSS6UIJ5OUORyMxWPMLnIyr7iEDv8oqyqrKbU7ctG3zaVlxNKpceNilGTCqSTBRJzl5ZXYDAbaRkcYjkaY5s6nMb+QGpebHX09tPi8LCotY76nlHyLBZMsk9Y0DJLE3qEBLIrCrMIi4ukUoiDgMpkYjcdoyM9nJBYlnk6zproGt8lMQlWxGYwsLC3HG41iVQyMxWIcHfFmopGsmbDvtDpEMn3soteCS4EgWFAvoLzqNVzDNVwaBEFgqGeUfVvaMBoVZi+tI980eTnRimIXuw53U+iyoSgS2w50ku+0XPZh3jVy4iJhMxlzZIQ3GEE7BzskCBKiaCSe7kcUFDIlrC590ydL5eQ7/2ry62XTOn5foZwUnSOjlH9m11osRjwlmUmSTKr4xyI5obkzkRGCi9LbM0JrywB9PaOMjUWIRhIkE2kikQSD46IwTopeTS2myo6TqQg33TqXpzfuYtPrh1HTKtW1Rdz/8eU4XZOLV0qSxLzmakrK8ujtHmXP7g7qGz0YjRlfiUaS7NjahiBAfYOHumnFU9wLVw5lFW4Uw8XPqavFPyBDhHhKJ9dMz4g5Zkiky+Oir5wdNrsZm81EIBBlcNCPqmrjIhZUVaMvW03EYjFMqdjq2XCp9xKLJfEOBdF1nc52L3/2lccm1ScKh+LEohlRvGAgOmW2WywGKqoK2L2jnf7eMXRNZ3gwgG84iNttxVPioqq2EFXVONE2xNoNswiH4gz2+bFaM8QGZNJJwuHMprC8wo10joiGkjJXTny4p3vknPZd6pyDTKSGJEu8/spBnvz1DhKJNLfd2cw99y/BbLmwNB9BECi1O7hrkrSFfEvGt858vzyrT3ES62vHV7HJN8vcMq0x93plZfWEtm+snZb7/xUVVePem1PsYU7xKfG1Mnsmms/uPkW4LCotA04RP+trzqykcyrqscZ1yn/zsjoR12Wvqekah7xDBBOJ3Gca3AXcWDtt3EPh6qqaca1fd5rNo7EYsiQQTCQotFgoslopstqodp27fsNNdaf6oNBinfTzHpt9nA0pTWXvUD+x1ClB2FmFxXy0aeY4m5eXV45rp8hqy5ELkCFrPlLfkHu9trp23H/PHLdZheN/zzw2OzfXn+pnt9nCfM/FiQfe3jB93OslZeOJyeaSsuzfywFYV1M37v1VZ9josWXub15xyVnHZZZ1/D1cf8a4WhSFG08bl5O+l28+tc6e7vsAd54xP249zfdPx3xPCcdGfGjoRFJJKh3O06qACIiidVz1kysJQTAjCNe0Lq7hGq4UHHlWFq+dAQhIkjCuXPnZsHJ+HeFogl+8tAtV1SkpdHDXmjlIl6nreI2cuEgYFRk5+9AdiicmbKBPhygY8VjvJqmNYBDdJNQhpMuoKy0IIgKXVrLn9wEmswE5e9IZDsXRTyMeTm7OT2ohtB8f5sc/eBP/WGRCO6qqceRgLxt/tY2973cSj6UQBLDaTFhtRkwmBU3Tr+hG70rYYTQpfOT2+ezYcpyO9mEkSWT9R+ZQN+3casSCkIm8mDm7nL7eUbZtbuXGW+bmTlKPHxugs92LJIksX9V43sXoaoLFYkC8yFJgV4t/nIQoiljOuTE7bZG/zFC5K2WHK8/C3AXVvPnqQXZsaWP5ygYamkoQRRFN07JlLE8gigIzZ5fjyrsyqSkncan3EosmSWSFLGPRJB0nLkzEeCojQQxGmbIKdzb6IUAsnmRoKMCIL8zcBVUUFjkor8hHliU62odJp1WCgRje4SBVNQWUZfVRYtEkqWTGLqvVdE4RaIvFmCMvQsFzCy5fypw7HceO9LFjSyujI5m66OFwnHRau2JpUx9GiILInKLLU6F3m818cs6VVeI/HYoo0ey59AoEfyj4oMflQtCYX0Bj/kSBcgEZu+UezIZFH4whgoRBrjv/567hGq7hotHbPozTbaN5VRMAQ72jaOrZS8GfhM1i5N7187lzzRxSaQ2zUZmSKOPfn13IVYJkWs1V/Zjs1P4kND3JUOQ5oqkT5JvXoOkJ3JZVl3xtXdfRND+x5C5S6XZ0fXyZQFF04rDciyj+ftbidefbsGbDegf7/aRSaq4anSAIOF2WXIRAPJ6aNLe55XAf//rPL9PT5aOg0M4tdyxgXnM1BQV2FIOEJIsM9I7xvW+/zODA5aTZnBtTbYeqauzf08XoaBgATdM4sKeLVaubKC45t8iqJIlct7qJLe+20t83xv49Xay7aQ6qqrJrRzuhYIzyynxmzCqfknv/oCBkxfUuBleLf+QgcNFioFebHVabidvvaaany0f78WG+9bfPMX1mGXluKyO+EIcP9jLqCzNnfhW33Nl8xVJkcrjEexFFIRuBlhHPvOeBJbkIo3OhrGLqBHUFQaCk1IXdYWbEF8Y/GqG/d5RkKk1VTQGKQcZdYKOw2MGIL4x3KMhA/xiplEppmTuXPiNJYo6QUFXtnLyWpp16/3zlXS9lzp2Emq12Ulhop3lxDYcP9LL5rRZKSl3cff/icVo413AN13B1QxAkjEojRuXsURfXcA3X8PuDgztOEAnFyM8eXLYf6WPp+lm4CibXMfT5w7y67SgD3iCqliEyCvNsfOLWxbmD/EvBNXLiItHlHSMYzZwsWU2Gcz5k63qatBbGIlej6hHSWviyrq3pQUZD3yUUfQ5FKkcQjOMeEmWxGLvlTi64wPxVBqfLQlGxg7ZjAwwNBvAOBXA4L+5eNE3nlef30dPlw+4w87mvrGPF9Y3ZB24hN17JRPqKntRNtR26rtPeNsRvn9hBMBBlWqOHwQE/7+9s56Xn9vLwZ1ainEU87HQ0NJXQ0ORhz65Otm9pY+Xq6YyNRTh8sAdV1Vi4pJb8wt9PMdULxdXiHx82iKLA9JllfPrzq/nhd1+lt3uEwX4/oGM0KRR7nCy/awG33tlM+RRu5KcaFosRoykzjyRJZO6CqvNWjrgS8JRkyInRkTA+X5ie7hEMBpnaacUIQqYiS7HHRWf7MP19Y/T1ZFJmauqLcn5rs5tyFY8C/iiapsEkaYXBYCynvXGlU24qKvP54tc2UFVdwM9+8g5vvHKQpzfupKDQzo23zvtAynxfwzVcwzVcwzVcwynIikRegT1HTvgGA+c9rHhrVxsD3iBLZlchZQ+ELCbDpFUsL9iWy/r2VYpMSPb4Y6LTtSE0nRzDcyHQ9Uz5p4GxEI9v2Y8vlEklqCly5wbjbBAEGUVy4Y9tx6h6KLBsuMg7GY90updI7DXyHX+K2XQdwhnDJwgyonD1V1mYDKIosGBxLTu3nSAYiLJtSxtVtYUXJc4YjSbo7vKhaTo1dUXMX1gz4fu6rhMOxQkEYlN9C1fMDp83xOOPbaW700dNXRGf/+p69u3p5IlfbOXVF/dT3+Bh+arGcy4kdoeZFauaOLC3m7ZjA3S0D+Mfi9BxYhhXnpX5C2swXmL51ouGkPvXZav6XgyuFv/4MCIWS7Lv/S6ikSQbPjKHtetnoRgkZEXC4TBTUOTI6RpcrTAYZSqrCjhysJfBAT++4RB2+2WSvZfg64XFDvLcVo619DPiDdHbPYLZYqCmNpPWZneYKS3P49CBbvr7xujvG0MQoLbuVAlgT4kLt9tGf+8Y7ceHSSbSZ40C0XWdzhNeopFEpo36K6s5U1FVwMzZ5RiNCh/7+HL8oxF2bjvOE49tJb/QTvPi2vM+EP0u0HdiiE0bt3N8fzepZJriinxu+sRKGhfUnP/L1/CBI+SP8Mt/ep6Ckjxu+cz1mK0fjqgcXdd568kdHHjvGB/9yo2Unyet8w8duq6zf/Mx3nh8Kx/55CpmLDlT5+UarhTi0QQ/+euNWB1m7v3jm7C7frf7k1Qyza+//QLplMq9/+0m7FdxVTpd12nd08lzP9nE2nuX0nzDzCt+zcVrZ2CyGDBmRc1rp5cinWf/FYomWDKripXzpzbd6kNJTmxv66ZtwDfub4P+EJAhJg52DfDYu3svuD1N0xmLxNh9opcjvUOomo4siSysKz9n2IqAQqHlRuyGWUiiBeUyRYM0PY4gWDCbVmCQqy+rrasV8xZUU1qeR2e7l7ffOMKCRTU0zSi74NM0Na3lKn6YTMpZH3LTKTW7iUpMeG+qMJV2pFMqr710gJ1bj2OxGrnjnkXMmluBp9TF0cN97NnVweOPbaW8Mp+a0zYnZ0KSRGbPq6Sswk1P1wiHD/Tg84aIx1I0Ti9l+syyDyxaQJEl5Gy9+1AghprWEA1XfkNytfjHhxEth/p4/eUDOJxm7r5/CbWnneL/vkAQBJqX1PL2G4fxj0Z4580jlJW7cxEIl4JL8XVFkSivcHNwXzeDg376esYoK3fn0tpEUaSqugBREBjIRk5YrEY8pafSu6w2I7PnV9JypI/jrQOcaBs6a7nhaDTJ7h0nCIfj5Bc6aGi6OHHAi0UmKyTjF57SPB7+zEq8w0Hajw/zX//xLnluK9Mar6wNF4tIMMbP/u5pjuw8zozF9eQVOUA4fwrMNfzukIglOfjeMcrrPaQSKzBfvfuQi4MOHYd7ObillRvuX3aNnLgADHR62b/5KM1rZl4jJz5AqGmNtn1dOPNtpJNXtkLXhUBLaxzefhw1rZKIJa9qcgLA2zfKvndbaGqu+UDICecZZUNtzrNHUYaiCXqGMoLxZqOB7Qc7MRllrOZMNL9Jkakuy7+s6IkPJTnx+v42ntx+8Kzv6brOttZutrV2X3L7oiCwrKGSRfXlk3a+pqdQtYyCu0EqIqkOEU/14jIvueTrSqITUXShql50qQrhMkTJrlZ4Sp3cdlcz//mjt+ju9PLv33+Dj35sKTNnl2fLiwqkVfW0MOXxsNqMuPNtCAJ0d/no7vQyrakEScrUD4+EE2zdfIzXXtqPKArn1Q25VEyVHaqqsXtnOy8+s4dUSmXDLXNZuaYJSRIpKnZw/8PLGegb4/ixQZ789Xa++LUNk4ahC4JAeaWbOfOr6O0eYc+uDoYGAyiKxKIlddgdH1w6kMttxemyMDQQYPeOdpZe10BpeR6iKKBrOmlVQ5bEKRfnvFr848OIUDBGNJrInFTt6QTAbFZyNVhFUcBgkLHajBek4/C7wuy5lSxaVs/mt1p46bm92B1mrlvdhM1uQhKFTCRdWiURT9HTPUIqqTJ/YTWGSXz1UnxdEASq64oQRYHD+3sIBmKsWlucI0kEAarrijCZDbQdG2R4KEh5hRub3TSujdXrZrJz63E627386ufvYTYbqKjKx2CU0bRMhNDbbxzmvXeOIcsS62+aTUnpufVrphKiKFDf4OFTn1vN//2X12ht6ecX/7mZr/zJTRQW2a8acuvEgW5a93Zy3W3NfOJ/3InZaiQZT6GcQVrpus72l/cRDcW54f6J5a2v4YODM9/O1773SUxWI9YP8LftSkMQBW79zGpW3LqAqumlv2tzrnoIgsDSm+ZS1VhCRcPVRXp+UNB1nRcffYfKhhLmXDd1+iB+X4hXf7GZlXcupLRm8oOxqwWKSebz//t+AFy/gxTmRDzJK/+1mabmWhqbzx1xJwgCc65r5K8e/QKltZP3ra7rjAz4eeUXm7np4yspOEeVsovByciNo++3c+PDKzGdJjA+6Avy5Ov7gMzh/WgwytObDmA0KghAkdvOI3ctQ5SukRPjsKC2jKFAiM5hP4P+IKnzqI1eDBRJZFF9BV/YsJQip23Sh6dYqhNf9A1kMTMBkqoPk1yKi4sjJ5KpE6S1IQB0PYkiVzAa+j4O811IUiEIp0JuREwYDbMRhKv3wf98kGWJ1etn0t3l45Xn99FyqI/v/uOL1NQVUVLqQpYlAoEoXR1eAv6JYfeSJLF0RQMH9nQxNBDgR997nZVrpuPKsxIOxWk53MueXR0UFjsxWwx0tnvPakc0mqCnc4R4PEUymSaRSNHaMgBAMpnm4L5u4rEUikHGYJAwmQ1U1RTkNl1TZUd/7yi/+eU2fL4QjdNLuO3u5twGRBAEZswu59a7mnn0x2+zdXMr0xpLuOWO+ZNu6mVZYvnKBt7d1MKRQ33EY0nc+TYWLK696LG6HBQVOZg1p4L248McPtjL9779MgsW1mCxGkgk0oRDcRYsqqF5iu2aqnFJJtJ0dniJx5IkkyrJZIojh/qyYrkaLYd6kWURg1HO+ohMdW0hZvOFlUu8UFwtdgDUTiumaUYpB/Z18+i/v41ikHMaHoIgYDIpFJe4aF5cw9r1sygucV41m8/T4XJZuP/hZYyNhDl0oIef//Qd3nnzCHUNxVitRlIplbGRCD3dPoYGA1y/dgZz5lXCJF16qb5eVVOAJIscPtBLOq1SU1c0jgApr3Bjd5hoPTpAIp6ibHEtFuv4ak6VVfl87BMr+PEP3uDA3m7+6ZvPMX9hNZ4SF/F4itaWfg7u6yEaTbBsZQO33LkA4weceiNJIgsW1XDvg0v5jx+9xfs72nn8F1v49OdWf6CE6bkwMuBHUzVqZpZjsZsy/mydWDkrmUix/ZUDKAb5GjnxO4ZikJk2r/p3bcYVQXFlAcWVE6tnXMPZkVfkyEQ7/YEiEozxzlO7WPfAsiklJwY7vby1cQdzV02n9Pcgu00URWpnVZz/g1cIAW+It3+7k3yP67zkBIDDbWPmBUT69LYNsmnjDlbesXDKyAk1rXFoWxv7Nx9l3f3LOP0Bp6bUzdceWj3pdyVRuFZK9Gy4tbmJldOr6R8L0u31c6hniF3HezjSmykLl2czk2+7cNEvURSwGg1UFrhYUFvGkmmVlOad+1RHEGTsxlmYs+kXCXWAtBa66HsJxZ4lHHvp1B90DVUbxZdqQRTs48gJWSrB4/4BkuA8S0u/HxAEAYfDzEOfWklRsZNXXtiHzxvi8IEeDuztQsiq8MuKhNVqJC/fRll53mnfh5Wrmxga8PPaS/tpOzZIy+E+RFFAFEVMZgPzm6u596FlvPnqQbo6fGe1o6drhH/+++cIh+KkUiqppEoyW2IwHIrz619sxaBIKAYZWZFwuSz89Tfvyan2T4Ud0UiC3z6xkyMHe3G7rdz34DIqqwrG+Z2iSNxw42yOHuln89stbPzVNmrqCpkzv2pS/6xv8DB9Zhnb3msFyGxWPsDTUsgI79x+z0IC/ig7th6n5VAvB/d158bXZM6IKE41OTFV/jEyEuJfvvUiY6MRUqmMb6SS6UzaCBpPP7mLF5/bi6JImX8MMt/43x+lvmFqQ3CvFjvisSS+4RACAgZFRjFI41KxdF0nHI7jO9jDkYO9HDnYy1f/9GaKPVffWiVkT/O//Cc38txT77NzaxvtJ4Y51tKPpukIAkiyhMEgY3eYKK/Mz5XhPBsu1dcLixzk5VkZ6PfjyrNSUpo3rgKJxWKgsqqArg4foihQUZU/gXSSZYnlqxqRFYmnn9jJ8bZBXnxmD6qaKd2pKBIOp4UbbprFXfcu/p2Nh8Egs3bDLLzDQZ7euIvXXjpAUbGTex5YfF6h35NQVY1YKE4ilkTXdURJxGBUMFkzZVJPXw/VtEo0FCcZT6LrYDApWOzmXClryKR3hQNR0lRr7boAACAASURBVMk0I4N+1LRKLJLA158JZ1WMCg63NRPNl1SJhmP0nxim/VAPFdM8ePtGc21Z7CYsdjMBXwhRFrE7rQiiQDKeJDgawWg2YHVaEEWBZDxFcCyM021DNshoqkYsnCART6KpGqKUWafMNhPiaWklmqYRyerkWB1mEvEUsXAcTdUyv5cOM8ppEUu6rhOPJomH46iqhiSLWOxmDCblskhDTcvYG48m0DUdxSBjcZjHEebpVBq/N4Q9z4ooCkSygqyiJGK2GTFZjONs0HWdVCJNJBTLhoePj2izOsxYstow8UiCcCCa03cxmg3YXJYJ1XuioRiJWBJnvp14NEkskilfLhtkrI6ML5xpQzKRIhaKn7LVmrX1jAdxXddJxJLEwnHUtIYkiZjtZoxmZYIfhsYiGEwKZquJaDhOPJJAJ9NvNqcll/OtplWCoxHSqcxziCiJOPKs48Y007cqfl8Qu8uKKIpEgtHx9lrP0rfJNNFgLFMS+QxdHIvdfEmRJ7quk4yniIbiqGkVQRCQFCmX0y6IE8c3Gsr6gShgtpnG9W0iliQaimNzmokEY+i6ji2rYRAaiyAANpcFORthq6kaIX+EZDxT1U4QBWxOCybLeFJRUzUCIyGMZgMGk4FIMEYqkcoSkAYsNvMEWxOxJPFIIiciLBtkLDYThjOI3WQ8RSQYzc5t8VTbooDJMrHtC4WqasQjcRKxVCZNUBQwmDNr2MlUs9PtPLzjOL6+UUJjkdy6NFl/nA+6rhPNrrN73jpCOBjDPxzItSvJEo48K/IZB2SaqhIcDZOMZ/rWaDFgsZsmzMsLWT8uFsl4ktBYJBcJqxhk7G7bhLS8eDRBNBTH4baRTqaJZtdPSZGw2s0oRnnC3MnM80TOx2VFwmQ15tbRzDqbIB5JsvedFkaHAgRGwrn+EkURe5415zuaphEORElEk0BmT2R1mido5mjaqd+7PW8dIRFNMDoUwJI9vJQVCXueDVmRUFWNgC+ErEjj1kJd13PrpbPAjsGokE6rRIMxxoaDHNrWSiwSxzfgJxrOFII4uZ46svb4/BFkScBpM9PZP0pn/yhzppViMV3eAdiHkpwQBAGX1YzTYqKptIhVM2rZ11jFV376DJquc1vzdD69ZuFFtSmKAookYTYoSKJw3h9vs1yJSS5HzEYxGKUiVP3c9ePPBrv5VsyGC7NVEMyIwpVVWv+g4MqzcOdHF7FoaR0H93XT2eElHIpnFlSbiaJiB1U1hVTXFuI+I0/K7jDxwCdWMHteJQf2duEdCiKIAm63jcaZpcyeW4HTZWVsJEzAH6WquoAza+OZTAr1DR6SifQF2WsyG1AM44VjLteOocEAArB8VQMzZ5fTvKR2gvaGIAi48izc99BSzGYDkUiC7s4RZs+rmrSSjMVqZO6CKra914rZYmDBotpcCdcPEiWleXz+q+tYumIaR4/0MzoSRsyOb0lZHvMXVp/1e06nhcXL6gn4o3hK8y66LOVU+IfBIFNTX4QnkrywiwpMEIOsb/CwcnUTTpdlgu+cjorKfK67vinzI3VGys7VYEc6rfLaywd44hdbcxvx6bPKsJx8CNZBVVX8Y1H27enk3TePsHtHO7u2n+DWOxdcmN0XiKnoU8jMq5q6Iv7oyzdww42zaDnUR1/PKNFoElkWcbmtVFYV0NBUQmlZHopybtGoS/F1h8PMDTfOpqvDS5HHiafUNc7XZSVDPEBGyHPm7PKzavMoisSS5dOob/DkxHAD/igGg0RJaR6z5lZQ3+g5ZzTN5c45g0Fm1rxKLFYj02edXUPIbDFw132LUTWd/p5RxkbDjPjCeM5TJhkyEQv73mlh08YdtB/sJhlPYXVaqGjwsOGh65i3sgkhG2IajybY9fpB3nlqF50tfWiqRmVjKdffvYilN83FnPWHwS4vP/6fv2GkfwzfgJ/QWIQnvvsSz/1kEwAzl9bzpW99DJPFyJGdx3nmR2/Q0zbIYJePvuODtOxqz9l32yNruOuL6/jpN57EZDbwmb+5B4vdzJ63jvCT/38jc1c28dm/+SgWu4mDW1v5j29s5M9+9AgVDR62vLCXbS/to+tIH5FgDKvDTP28Sm76+EqmL6rLERTxSIJfffsF0sk0Gx6+jnef2sned1qIBGIUVxXw4J/dypwVGX/RNI2+E0O89sst7H/3KMHRMM4CO0tunMPae5fiqS68uAHOIp1WObLjOJue2M7R3e0kYkk81YWsvL2ZVXctwpbVTOlv9/K3D/+Qj/3ZLYTHomx+bje+vjFsLgvzVk3n1s+uobgyP/ec5feG2PSbbWx/eT/hYJRYOE4qkUZWZNweJ7c/soY19y4F4MCWYzzx3ZcIjoaJRRIsvWkun/rruyfkT7/5xHa2vrCHh75+G5uffZ/9m4+SiCYpqshn7X1LWXXXIszZ30Vd1/H1j/HmE9vY/cYhfP1jWJ0WZi9v4MaPX0fNjFMluDVNY6DDy+u/2sK+d1rw+0I48m0sWjebtfctpazulODs2HCQH/75L5mxqI55q6bz4qPvcGTncdS0RvWMMj7zjXtyn/d7g/zsm0/Ttq+LWDiOq9DBl/7pwQmCrEM9Pv7u4/+Xu7+0jmQ8xbtP78bbN4rFbmLOdY3c9shaSmoKc30bHI2waeN2tr2wl1AgQiycIJVIZZT7i53c/IlV3PjwdRftC0PdI7zx663sefsIo4P+TAlkjytjw2fX4Mi35fp2dNDPpo072PnaAYZ7R7Hazcxe3sCGh6+jdlY5giBwYMsxnv6311n3wHJe/vm7JOMp7vrSejRV45kfvQHA3V9ez4rbmlEMMtFQnN/8y8vseesIsUgCo1nhU399N8tunjfOzkgwxj9/4T+Zu7KRwnI3m36znf72YSRZYsaSOm5/ZC01s8oRRRFd1+k7Mczrv97CkR3H8faNIQDFlfksvXkea+9fiiPv1PPosT0d/PrbL3DvH99EcDTCG7/eSt+JIRSjzLKb5/HAf7/loskBTdPY/cYhtjz/PicO9hAai2CyGKmZUcb6h1Ywd2UTikEmnVJ5+8mdvPvsbnqODTA65Gfj917hxUffAcDmNPPxv7yDxRvmXNT149EET37vFQ5saaWnbYBIIMoP/vSXOZKspLqAL/zDA1Q2jk852vnaQba9vI/etkEkSaRpUS23fmYN0+ZX5TbLF7p+XCxOHOzhF//wLL7+MWLhBA0LqvnKtx8ir2g8Gb/7jUM89cPXePDPb+Pgllb2vHWY0FiEfI+L6+5oZt0Dy3M6FbquM9Dpza2ho0N+DCYD+SUu5q+azi2fXY3NaSGVSPPKf73Hjlf3031sgIAvyGP/+CxPfv9VAJz5Nh75u3uZtXRatn+TPP+Tt9jy/B5ikQSSJPDAn96ajV44hUggyuP/5yWO7DxBT+sg0XCM//PlR3OkUGVjCV/8xwfwVBUSHAnzj4/8mOrppXzyf9yFNbsW6prOe8+9z8+++TT/8+dfZPqiOvqOD/H4d16k82gf/ScyB/rfeOB7CNkxWnLTHD7+9dtzbWzecwK71cjCGRX84qXdoOv0DI3x0M0Lka6ldZwdgpApDWgxKpS5HZTkOegbDWAxKhQ4rrwQiq6nUPUMa5tQh0mpIzil5otqw6A0YFAaTmtTB1R0PYaOhiiYAYXMScLVFyJ9qRAEAYNRpqau6Jwij5N912IxsGhpHYuWTq4gu2xlA8tWNpz1vaqaQv7iG3de1HWn2o6auiL++M8/ckHXaWgq5b//1YXln6ZTKoMDfiAT9j1zztk3NVcaoiiQ57axet1MVq+7cLGfyuqCC+qXyTAV/pFfYOfP/sftl2wDwEdun89Hbp9/3s+tuL6RFdefPRTzarCjq93LMxt3MToS4Qt/vJ6P3D5/0s364mX19HaPcPhALy2H+6acnJiKPj0JQRCwWo3MnlvJ7LmVl2XXpfi63WHmk390/aTvy7LEuptms+6m2edtS5ZFij1O1t88m/U3n//zZ+Jy55zNbuLhT68852cyRKuVR7649qLa1nWdjsO9/OgvH6eoIp/bHlmLwaQwNhTgxKEeRgf9uZ/GZCLFpt9s5/HvvEjtrAru/MI6JElk37tHefRvn8LvDfGRT63CaDbgzLdz8ydWoWka+zcf5e0nd3L93YtyYdGuQgcGkwEEgaLyfNZ9bDlDXT5++8PXqJpexi2fPjV2FdM8CIKAu9jJ4e1thMYimG0mju5uJxqMc3xfF9FQHINJobOlD10Hq9OMpuoc2tqKrmmsezDzYNx9tJ83n9hG34lh/uKnf0RReX62HyDsj3DiQDfevjEMJoXr714Mus7IoB/TaeRT/4lhvv8njzE2FOC6O5opKs+np3WAl/9rMz1tg3zum/fhKnRcVASFpmocfO8YP/rLx7HYTdzwwDIsdhOHtx3nl//0PH5fiLu+tB6z1Ug6pTIy6Gfjv76CI8/G0pvmYnNZObjlGC/97B2SiRSf+uu7sdhMpJJpXvzPt3n1sfdY/+ByGptrCY6GefL7r5KIJbnri+uZvXxazo6G+dV86q/vxts7ys/+7ilC/ij6WbSDYuE4xw9086O/fJyqpjLu+NwNxMJxNj/3Pj//+2cw20ysujNzMDQ2HOTRv32Kg1tbWX7LfG54YBne3lHeenIn3Uf7+ep3P44nG9U42Onj377+KwY7fay4bQEl1YX0nRji9V9vpfvYAF/4hwdwe5y50/2AL8yOVw+w/71jFJS6ufmTq4iG4kRDsXGRPPY8G3d+fh1+X4gXH32H9kM9pJMTD0/UlMboUIDf/vA17HlWFm+Yg8Nt48iO47z2qy3Eo0ke+V8fxeq0kE6mefUXm3nup5tYe99SZi6ZRmgswlP/9hqRQJQ7PndDjtC6GOiazsZ/fZkdr+xnzX1LqZhWQjySoKdtgMFuH6p6ShwxOBrm53//DO9vOpzp2/uW4uv3s+nJHXQc6eWr33mY8mkekvEUHYf7eO+591m0fjbbXtrHz7/5NJVNpaz+6BK2PL+Hp3/0JjOXTqOwzI3JamTDQ9fRvHYW21/ex+Znd5OMTSTxNU3D7wvy2i+3YM+zsvCGWay8YyHdxzLzzNc/xp98/9PkZ0nSwU4vHYd6mb6wjhvuKyIRT7L1xb089q3nMJgUNjy0Ajkb7ZVKpBjq9vHCf7xNLJxg2rwqFqyZwciAH1fRxc2v09Gy8wTRUJzr716Eq8DBYJeXt7L99Rc//Ry1syoQRYHa2RXY3VaO7DjB67/ewqo7FzLv+ulAJnrgUlIcZFli7qom6udV8ebj2zi0vY3bP3cDZdnndLPNRL5nPKHccbiXgC/EwnWzWHHrAnraBtj0xHa8vaP8yQ8/TVF5/kWtHxeLimklPPz12wmMhPnZ3z1FYCSMpk5cE+KxJF3HBnj0f/2WkpoiNjy0Al2HHa/s57FvPY+sSNz2SOb3Sdd1Hv/Oi+x560hGmLa+mGgoTvexfga7vWhZOQFREmlsrqGows37bx7mveff54b7lzM9GylpMCqUn0ZYGrPr9vTFdex/9ygv//xdEmcRZ1eMCs1rMwKvLz36Dm37u7nnqzdSWJaJJLc6LDjzM7ICmqbh94YIeaLjKlcCxKIJRgb8pLIHsQ63jZV3LWTeyHSe+rfXkBSJj37lRoxZzYnC0jyMp/2WeMfClBQ62HGoi9JCB7etmsV/PrMdTdcnKVx+YfhQkxOnw2o0UJ7vpG808IFcL5buYiT6NlI2kiGp+jDKxThNF0dOnAlNDxKJvU408RaaFsNl+xRm4zISyYMIgjlLZFyOS1zDhx0+b4g9uzqQZZGZcyoo+gPOxbyGy0dnhxefN0Se20rj9FL+H3vvHWbXVd39f069vU/vfUYjaTQjyeqy5CJ3YxtsYyDYJoSQwC8h8KZBQt6UJ2/am4QnLyQQICQxEIqNK66Su7qt3mZGdaTp9fZy2u+Pe3Wl0aiMRpIxZj7PY8m699x999lnn33PWnut75IvkuJgdyj5SIXTIbGzzHKljPZPMDYY5r7fvpnbH1mNKInomkEqnka1K/mdueFTYzzz7Vepainjs3/zEEUVQQRB4Lp18/mPv3iCZ7/zKgtWN1M3rxJPwMXyO7K7rIlIks0/30ljew0r75rqUCutLaS0tpAje3p4/r/epKS64LzH1c2r5PUnthGdSBAo9tF7dIjmRbWMD4UZOD6M2+fgZGc/Vc1l2J02FJvMw1/JOskdLhuSLBGPZkPaX/vpVno6+/POidP0HR2mY20rD/zubfndLS2tTQo5f/WnWzh+oJff/tuHWH5HB6pdIZ3MoNoVXnzsbfZt6mblhxZelvEUm0jw/H++gWlZfOavHqSxowZREll2ezv/9kf/w4uPvcWy2xdMMogyKY1Hv3ofjR01SLLIglUtjA6E2fn6QR78QhKn287EcIQ9Gzspqyvk/t+5FYfbjmlajPaP88N/eI7CsgD+wjO/Yf5CL/5CL2MDEzguUQY4FU9T0VDCo1+9j1CJH9MwKasr4uu//wP2vHWI1R9ahCAKbH1xN7vfPMQ9v3UTdzyyBqcn6zQpLA/y3//naTY+8y73fW4dkizxxs+2cXh3D5/+84+w+p7F2BwqmZSGw2Xn2e++xq43D3LD/UvzkTyQzRn/5FfuyUdrmIaJrhnYztpVV+0K9W1ZJ+nONw5wbP/Ji55bOpHhc3/7cVqXNiApIgvXtjIxHGXXGweJTmRTDSJjMXa/dYii8iAf/b3bcXocWKZFeCTCY3/7DMESH8EZpHrpusGxA72U1Rdzx6NrKK4qwDJN0skMhm7i8p25Lu+s38eO1w5w+yPXc89v3oTL68iW6q0K8b2/+hlvPvUOD30p6xiVZJF5yxu589fXYnOofO+vfsa9v3Uztz9yPZIk8v2/e4ZkzpCTFYnqljKqW8oYPDnCxmd3XLTPEyNRPvGHd7Py7oUoNpl0IkMsnOCNJ7Yz0jeedyjNX9VEQ3sVdqcN1aZgWhbNC2v560e/ycHtR7j+3utw+8+YVslYmr6jQ3z+Hz5Ow4JqZEVCyxgIuWt6uYiiyP2/eyumYeJw2ZEUiXQijdvn5Ad//yxH9vZQN68SSZZo6qihqaMGQzN486nt1LdVn3dduhwUm0L79VkHx6HtR+nefYK2lU20LL5wCm5sIsHDX7mXNR++DsUmk0lqpOJpNvx4M0MnRyksD85o/Zgubr+T1qUNZFIaT3zj5Yseq6U1vCEPn/qzD1NSndV1qZtfyT99/nvseO0Ad/76WkRRxNAMju0/RVVzKXd8ag1F5UEMIzvHTcPMr72yItG6JLsJNj4YYfv6vTQvqr3gdZBkiYqG4qyzI5Lkpe+f/3nK7rSx8Ia5WJbFjlf309M1QMeaOVS3XJlIbqDIy4o7Ohjtn2D9jzah2hWW3tqWP59zCfld7Onuo38kwofWzJt2ufRL8SvjnHDbVSoL/GztnnmVjsvBskzscgVOJXvDpo3+fPWOmWKaCSZi3yOaeByb0kpG70I3sjnxicwWNO0whf6/QhDe3+VxZvnFYRgmb752kMH+bB779TfMmZS3fDajI1GeeeJdxsdjV/SdS1c0snxV0y8kOmOWa49hmJimhWGeKdN6PizLor9vnP7ebM5+abl/do7NclUoqy2kvL6Yl36wkUxKY9GN8yipKZiiNXBs/yn6jw1x92/cQGFFMJ/PHyzxs+LODjY/v4uD245cM9G0ysYSUvE0Y4MT2BwqkdEYq+9dzOaf7+TI3h6q55RxorOPJevacLizwptuvxM9Y2Q1ZdIagpAVRBSlbA77udhdNm58cNkkg/3sfO10MsPuNw9RWlNITWsFum6gx7KOwuZFdfz8e2/QvfsE190y/7JCzseGwuzfcpiFN7RSWBEkndullhWZlsV1bHlhF8cP9E4a28b2apoW1uYjBPyFHmrmlNPT2UcqkTUyTcPE0AycHns2UgXymgR6TmNnptjdNhbdNI/C8qxWlCiJVDaV4gm4iIzH0PXsuOzZ2InNqWYNMIF8/nVjew02h0LnzuMkoilsDoXdbx2ioCxA3bxKDMPMH9u8qJZnv/sq3btOsOLOjnz6EECoLMDajyw9o+2ggHr+olvTpn5+Fc2L6/IVZbwhNzWt5Rx69yipeLZPhmGiZ3QUm4LNkb3WQm5sDc1An2Za67nIisT8FU28/MON/M8//pyVdy2kZVEtLp8DST6j5aFndPZu7ERWJOYubUAQhfx41bdV4XTb6d51nFg4V/nOplBaW4RqVwiV+VFsMlXNpciqhL/Qk3N+zMzpXVFfzPyVzfldYbvLRkNbNS899vak+8xmV5FlKev8TGT1bfyFHnwFHuKR5KSoEMjGNHesbaV5UV3+PpSnqaNzIVxeB7pmYGgGWkbDsiyKKkMoNiWvO/N+orS2kAWrp47tC//1Zr6/M1k/rgWqXaFtVfOk9KuS6gIKygJEx+NoaR2bQ0VWZdpWNrPhp9lIvJV3L6SpvQan1zFF4+iDzOqOOl7cdIiFLRU0VxcxOBplQVP5FZURhV8h54RNkZlXWUxnbylFPvelP3CFOJRqHEoVAiKaGUGRgohcmQq6ZpwilnyWkPdLOG1rGRj7fO4dGVWuJZF6Ewvtyjs/yweGTFpH0w0kSSSZyLB31wleeWEPum6yck0zNXUXzi2Ox7NlNftOjV3wmOlQWOhl2cpGPkhpR7Ocoaw8iN/vZHgowhsbDuDzOSgq8eVTO3TdIBpJcbJnlCd/so3+3gm8Pgcdi2tn59gsV4wgCFQ0lvJbf/MQLz72Fut/tJmXvv82jR013PjAMuYtb8w/FI8PRTBNi2Cxf5IYmigKeAIuFJvM6OC1i670BFwUV4XoPTyIqZukEmnmL2/k4NbDHD/Yy/hQhHgkSVldUW6HVefwrhNsX7+PEwd7cwJtBqMD4axRfp5dKqfHns+LPh/xcIJ4NEn/sWH+8pPfQJLORFqmUxnikSTRiTiGfnlVzsKjUdKpDFte3M3B7UfzD+cWFolI1uCMnOOEDJVO1i85LSiHRV68zl/opbG9mq0v7+HVn2yhfn4l8UiSjc/uoLGjJh/GPBNsdnVKFQdJlhAlEcu0sEwrL6Y3dGqMf/zc9yY5egzdYKR/gvL6JFpGQ9cM4pEkJ7v6+etHv5l3fkE2pSg6Hic2Ec87PU7j8bvyQnZXi1Cpf1IpP0EQsvnoZ42tL+SmeVEtbzz5Dq/8cCONHTUkoynefuZdalrLZ1wRRBAE7vnsTbj9Tra8uJtv/+lPCBR5WX5HOyvuWkhRZRBRFEnnBGFH+sb52hf+C0U984xsGEYuYsE/SdTytNCgKIiIopiPPsjPtxkW5wsUe6eUBpZzukVWrmy9ZVqMDYV5d8M+9m85zOjARNZBltbpOzpIUUXwXK1WJEkkUOSdlKJzJRi6ybH9J3lnwz6O7DmZdYjop8UmM1dt5/pqEijyThFuPT22pmmCNbP141ogKzLB4snRQqIoIskShm5MGt8Pf/4WPEEX217ey56NnYRK/Ky8ayHL72ynoCz4vt8ssfJ/zJwCv5uP3tKBKArIkkhFsZ8Cv+uKz/1XxjkhCAK3tTdxfWst9iv0Wk4HUVAwLZ3x5CZiWieiYCPkWIsszby2rmlGwTKxqQuRpCBnp28I2MDKzHxlnuUDyY53jvHqy/uQZYmJ8Thdh/qJhBM0tZRy172LppQePJtg0M3Dn76e+Hny3S6H+sbi9/0iPcvMaWwpYcXqJp57egfPPfkuB/edoqa+CLfLllX2TmYYHoxw9PAQY6MxfH4nH/3EcprnlKFrxuwcm+WKOb1T27yolmP7T7F3YydvP72Df/6d/+ThP7mXGx9YhqxIWcMGAS2d3W3MPwBbFoZuYurmpHKtVxun10FVcxk9nf3omoHb7yRUFqBqThn7NnVzaPsRHC4bxdXZVI0dr+7n23/2U7wBF8vv7Mjm+zpVdr/dyZs/237e7xBFEeEiTjpJkRBFkZKaQm64f+l5S6JWt5Rddsi5rGSV7FsW19GxphXpHGNMFIUpZfEulgJ2GptD5e7P3MjgyVG+9ZUfESr1Y1lZwbeHv3wPRVUFM96lFARhimL/uYiSmDUwCz3c/LHleAJTN7eKygM43Q4yaQ1REimuCnHjg8snRUecprKxBNs5SvaidGmR9cvlYhWETqPaVe741Fr6jg/z7a/+hFBp1tFT0VDMA1+4fZJw5uUSLPbxwO/exg33L+XgtiNse2UvP80JKX7u7z9OUUUwZ/SJeEMebvrocryhqc/HBaX+M2KmApOdWTD5hSsgG9Fx8WMiYzG++78fZ+/GTpbd0c7qexbh8jrRNJ3v/+0z5/2MIAiI0xDRnw6WZdG54yjf+P0fgCCw6kOLKK4MYXfZOHbgFE9/c8MVf8e14OxomQsxk/XjWpCtxnXpe0cQBEKlfh760p3c+OByDm47zLaX9/LD//sc+zZ389t/97EpTo5fPNZkZ4RlkU5c2bPXnu4+yot8FOQq50TiKd7edZQ7V81FnhXEnB52VcGuvnc13C0rQ1w7TLHrbhLacaKZvTiUmQurZcUvBQxjAOTqM99DhozehSgFQfiVuqSzXILR4Sib3+4indIQRRGX28bC62p56JMrqawOXfQHw+2xs/qGOe9hb2f5ZcRmU3jw11bg9Tl56/VD9PWOc6R7MJ/iIUnZcpkej4NlKxu55Y42Fi+rx2ZTsNuV2Tk2yxVxeicrK6Ks0NRRQ/38Spbf3s5fPfJvbHx2B0vWzcdf6KWyqRS720bXruMsubUtn7agawbH9p/Esiyq55TPuC+nRbj1jD7J+XEah8tGVXMpW1/cg5bRqZ9fhWKTqZ9fxdYXdrN3czcur4OiyhCZtMaWF3ejpTUe/sq9zF/ZlN+9O9k1kN1xnAEev4vS2kIGjg+z/I52qppLp5THO30ul0NBqZ+C0gAur4ObH1qOr2CyoXklO7rpZDai44Ev3MaSW9tQVAVPwIU36L7mTkm7y0Z5QwknuwdY6HadvwAAIABJREFUsKqF+SuappSWhNz8syuU1hRx/GAvS29pozZXaeJ8x75f0NIasYkE9/32upzegoLH78Qbck8p8zhdzj7PgrIAq+5ZRPuaFsrri3jy39bTteMYRRVBbE6V8oYSunf3MG95I+1rWqeUoD7dzvuB3qNDbHtpDzd9dDmf+KO78QRcORHU4fckZk/XDHa8doDRgTCf+7uPseKuDiRZwjItUvHUBVNaBFHIOWDPvy7NFEHMirqapnnF7V7L9eNacPbcLKoIUlh+HR1rWimuCvHiY29xePeJKZVQBFHAMq18BMbVuw4ihq5jGue/DmJubYqMTY7a0jWD44f6LtBotr+6ZpwvQC/PyHiMbftP8MDN7YyFE/zs1d3UlAWv2Gc4a8leJQ72DvHK7m5UWeLW9iZqi4Jk/bom0fSenCDmlQmVyHI5dnUho5F/wuO8F8McIa3tQ4+eIpp8moD7Mx+YUqKX4sxCla1S8l7+eFmWyanETjxKMX614tIfuGA7Z+74a9X/BQur+ezvrCMeSyHLEsUlPua2VeILODiVeBefUo5PvbJ5OV0mX7PTvLfX7nKwLIuMGedYbDNRbYAy5wLKHOevdDCTczh3Dk+nLcuyiOqDHI9tJmPEafLehEcpueK+XCkFhR4+8alV3HTbPI4eHmJkKELqdD1zu0Ig4KKsIkBVTcFZlTymV2HIsizCWi8xbYRS5zykizhgdTNNT/wdQrbaSfPasizGMz10R17FIQdo8a5Dla6dNo9mpuiJb6fQ1ohXLbn0B6bBuevFdNcPyzI5Ed9Gga0etzKzEpEzJa6PMZTspNK1EFk8s0N/PqPjfA+fZ0c2nPvaaUzDpGvncSJjMermVRIo8qFlDMZHotl8elXK6+pUNpWw5JY23n76XermVrD0tgWIksSuNw7w8g820nJdPc0La2Z8vg63DafHwfGDfZzs6qesrohM7j5wuO1IskRZXRHjQ2Ey6QxL1s1HUWUqG0swdJOuHcdoaK/GX+DJC8ZqGZ1ENIllZY30Ha8f4M2ntudD8y8XURK58YFl/MsXH+Nn33iZOx5dQ0l1AVpGZ6RvnP7jw7QubaC4MnTpxs7CX+hlzUeW8Oy3X+XZ77zGmg9fhzfkJhlLM9gzwvhQmOvWzcflvfxnlH2buhgfilDfVkVVU1n+egpMnkv5eWKdlfFiWVhWNkXj9HJzOWukKIqs+tAitr+8hye+/hKmkS3zaRpZBfyern5q5pRR01qBKInccP8S/uWLj/HEv77MnZ9aS3ldEZqmM9o/Qd/RIVoW11F6maVazz6vs/+2LGZ8XqfZv/UwI33jNCyooqq5FDGX5nPu2F4O4ZEo+zZ3U1pbSFltEYpNIRFLExmLIQjk0ydEUWTlXQvZ8vwuHv9/WaHCunmV+eoCJ7v6qWgoyQuBTpdJa4lFfsP43PG6XMSckR+PJrORVqbF8KkRnvzWesYGw1PKZ15tBCF7LQw9mz5kWdn1IVuJZdMFHZan9WcObDnCstva8RW4SSUyKDZ5ShTP5RAq8ZOIJDmw9QjVLWUoNoVMUsPusl12Gsu1Wj8mrwm5yZB7/UrunYnhCPs2d1PRUEJJTQGKqpCIpYiOxxEEYUqKEGTTWwzdYP+Ww7Rf34Lb7yQVz6A6FNRc2sv51jCLqfP27P6GSv1ERuMc2HaE0tpCRFHMivC6syLKil2hsrGEnW8cZEeuKo6uGWx+YRe73zx03vNTVJlAkZeD24/Sves481Y0Yugmhm7icNvyjsvrF9UTSaT45hMbiScyrFhQy01LmpBm6Ng8zaxz4irR3TfCt9dvw21XmVNRRG1RMJvK4VxHQuvGqdThUq9sh1AUvAS9X2A8+m+EY/+JYY4TT72CJPrxOu/H5biDX4VKHYalcSK2lZ74dgxLp9jeQrNvHYp4dXM2L0Y404cqXpkjyMIipg3hkP0owrXpe0VViIqqqQ+ZpmUykenFLr13YWeGpXFg4uf0xLdjk9yAQImjlfmBe96zPlweFifi2+hN7KLOvRJHbqzCWi+98V34bZUk9DHq3KuQhMuPyIpo/XRGXiGmDQMCla6F1LpXIgsXfljQrCR7xp/CIfkosDegiFkBNROduDaCUw5d9PPXEkEQKC0LUFp28RxwzUyR1MdxK4UI0/wJSuphotoApVbrRR8sdSvDifg2VNE5xenmkkMUO1rZP/Es9Z5VqFw754RupTkR24pD8l0150RUH2Tf+DN0BB/EIfsZyxyjM7yBJQUPIwsXTs+ysJjInMKnvDdOyLPRzAQTmZNUuNonvR7XR5BFG3bpTL5/2ozRFV5PsWMOg6mDNHpvzN9zKSOCaek45eCU7zBNi6P7TvLUNzcgydkQfAvQ0jqeoJs7PrU2Hxbu9jp56It38N8pjf/5x+d5/OsvI5DV5imuCvHJL98zSUjycikoD7LqQ4t4/ntv8Je/9g1sThuSJPKh37yJmx/K1qkvrS1ClEVi4QTFufKTTo+DwvIA7762nxseWIYoiihqNmz78J4evvO/H+en//JStjS6x0HH2lbeWb9vxv1ceONcfu3LH+Klx97iHz//vazRlXtoDxb7qGwqvWznhGpXuP3h1cTDCd565l3eevqdrMMg127dvEoWrGrBdZnDa1kWpbVFpBNp/t+XHsPtc+UMXIXy+iJufmgFbauakWSJ8cEwz373dXqPDBIZizHYM0JkNMrffebbeAIualrLufezN583leViNLZX88if3sfjX3+Jf/2jHyKKYv68XF4nn/jDu6lpzW5ULLi+hU9++R5+/r3X+drv/uekY/0FXspqCy/bOaFndDY9v4utL+4mGUtxdN9JxocifOfPfkpBWQCHx86HP7eO2tbL2yyxLIvSmkL0jM6//uEP8QTcCALINpmy2iJu+uhyFqxumaSzMR2S8TQvPvYWw6fG8ukShmGhZzRufHA5c647U8K7dm4Fj3z1Pn76tRf45pd/NGm8nG4HD37x9st2TgDsfP0gG36ymWQ0lZ8PP/7aC7z11Ds43DZu+cRK5i0/f6nwC1FWV8Tajyxh+/p9fPXBr+UFWmtay1lw/bWPAJRkietunsfO1w/wk6+9wEvffxtRFFAdKvXzq4iOx8/7uYYF1Sy6cS7vrN/HVz78Tyg2GV/Iw8f/4C7mLms872emw8IbW9n0/E6e+fcNbPjxZiRForKhhEf+9L58pYvpcq3Wj9hEguf/602O7jtJPJzg+P5eLOD/fu4/8IXclNQUcv//d+tFdXrORyKa4vnvvcHYYPisOW6iZXRufmgFje01Uz7TuqSeBde3sPn5nezZeAhFlQmW+Hn0T+/LC33u39LN+v/ZTHQ8zsCJYWITcZ759w3seHU/DredNR++jkU3zp2kZ7PkljY2P7+TH//z8/z8P15DkiXq5lXy8J/cS6jEj9NtZ93HV9DT2cd//fWTPP71l5AVGYfTxup7FvPUt9ZP6avL62T1vddxdP8p/uWLj+H02BElkZV3L2Tdw6sZOysdpKGykCMnR1AUidryEINjUSqL/Ve0UTbrnLjKnOWYw0InrfcSdKwhltlPQuvCJ10347YFQUCRKyn0/yWafgLd6ANBRJVqkaQSBOHKPFW/DFiWxVj6BHsnnqE98BG8ShnvjP4Am+Smwbv2orm2VwtBEJkXuPuK29GtFPsmnmau/y586sxDiWeCKIi0Be59T78TLOL6KFXuJTR61iIgIonvXZrV5WJhEs70UuKYQ61nRf71rOFbgVMKIAnqjBfg7sirWJbFdQWfRDNTCAiIwsWdi5qRIKYN0eJdR4H9zANeUptg78TTtAfuRxZnJmL2XmBhEc700hXZwKLQx3NOqosjCAKlzrmUOufO+HsFQcAmuQnaqmfkSHo/YJgZIlo/JlkFfd1MEdUG8g9vF0IUJNqD978XXZyCX62gI/TgpNcsLA5FXqbYPodK15lyapIg47dVYpe8BNRKpJyTzcLiZOJddDNNi2/dFIeWrEisunsRgSIf/ceHSUSTyLJEQXmQ+SuaJj0kC6JARWMJX/jnT7JnUxc9h/qxLIvyuiLmr2y6oGOidl4l93z2ZmrnXnydVlSZez57E/XzKzm8uwcto+P2O2nqOJOGWVZXxH2/dXN2Xtdkc/rtLhu3PryauraqfCiwIAgsXNtKQVmAPRs7iY7F8QRctK1qJlDopby+mKqzysYpqsyy29qpn1+F03txZ7fDZeOuX19L++oWDmw9wujgBLIsESrx09BeTUVD8UU/fz4EQcBf6OXRP72P1fcspvPdY8TCcWxOG0UVQeYsrsdXmA3VDhR6eOALt9G8sHZSioSkSLSvmYMv5MEXdGNZFn1Hh9j43A6qWsoorgzltTCS8TQHth2he9cJvvwfn6U2F7ngz31HeX3xJCMYwBt0552brUsbECVxihHl8jm4/eHVeAKufO65ospZNf6Ftezf3M1AzwiiIOAtcNPQVj1pXtidNm795CrmrWjiwLbDjPaNI8kSwWIfDQuqqGwqzR/r9DpY9/EVl67eIAg43fa8QGXNOU4IAVBybfhCbj7y+XXZcpJn6WlIskTbyiZsdgV/oRfLshg4McIbT26nvKGY4qoCbLmxTSUyHHrnKP/2x//DH/37Z2jqqLl4/86hqDLEw1+5l8O7e5gYiWDoBh6/i7p5lTQvqs0L1EL2/l122wIa22vYt6mL/uPDCAL4Qh7q51dSOzd7rpWNJdz96RsoyTl2KhqL+fDnb6GwPIAgCFS1lPHg792ev/42p5ovs3u+VK3TjgWbQ+X2h6/HE3BO6hdAQ1sVH/v9uyipzX6nN+jm039xP4tumsep7gEAqlrKmLeskWP7TzHSP47NeaaNkupC7vnsTbQsnjwPZ4ogCDQtrOVL3/gUe97qZHwojMNtZ97yRoqrCqidW05Z3dR71+5U+Y2/fICFa1vpOzaMZVkUlgfzYzlTKhpK+F9f/xQ7Xj/AaP8EsipR0VCCN5g19BWbzK2/tgq7U8Xumjy2tXMreOhLd1LRUJLTEpn++nE5CKKAN+iirLYIYIrTwBt05deg2tYK7vvcuvycO43DZePGB5Zi6GY+IqSkuoBHv3ofh/f0EB6JYRgGnoCbhrZKmjpqz6vZ4yvw8Nt/8zHefXU/Az0j+cpLBWdt6Kh2lYLyAIFiH1UtZSy5dcGkNs6eX5Adt7q5Ffzxt3+TXW8cZGwogs0uU9VSnq/+I0oiHWta+YNv/gb7NncRHo3hDbppv74Fm0PF7XdSdI4zWpJFVtzRTkGpn4PbjxCPpHC6bcxZUs/AeIwfvLRjUh9kSSSRyvDYz7dTEvLwuQdXX5HmhPA+yeN5X3TiSnhm+wH+5H9ewmVT+btfu501c+swLZ2J5CbiWjeiYKfQdSuqdG0MB8vSsKwMguD4QDspTMugM7yewdQhVhR+BkV00BVZT19yHysLP8uR6JtYmMT0YVJ6hAbvGkod8xhJH+Vw9HWS+gQxfYhSx3zaAvcR04bojGwgbUSxSx5a/XfiVUrZNf44AgJRbQDD0mnwrKXMOR/dSrNz9CeMpo/RFriXClcHkI0K6AyvZyjVCUC5cwF1nlWYlk535DWGU90AlDnbqPesJqoNsnv8SU7EtlJob8SjFNPquwOfWkZ/ci/HopvQrBRF9iYaPGtRRSfHYpuI6yNkzKyBWuNeQbV7yQXHKq6P0hXeQFjrxS55afDeQEitIWMm2Dn2E8YzPSwIfIQyZzZVoTO8nrg+QtIIkzET2XNwr0IQBI7FNtOX2I2ASJmzjWrXUkRB4kRsK6cSO9GtNCFbLXN8t+V3889FN9NsH3kMr1pGs/cmBEFEICveNpY5QVdkA0kjjE8ppcl7M265kJH0EY5F38Yu+xhNHaXM2Uaj9wb2jj9D0FZNpWsRkUw/ByMv0+hZy4n4NlJGGLCwST4imV4WBh/CpRTQHXmNweRBLCxKHXOp96xBFs8fZRDVhtg3/jQ98XdQRDsF9kZavLfgkP3sn3iO+YF7cMkhjkbfJmlEaPXdRk/8HSYyJzEsjYjWT41rGTWe5Re8PttHHkMQROb7P4QquvNOjqQepiuygbH0MVTJTb3neorsTQwmD3Io/BInE+9SYGskaKtmfuAeEvo4e8efojexiyJ7Cz61jEbvDZyIbaHJu47exE4i2gCt/jvoCq+nxr2csNbPyfg76GaKYP662c87x6pc1xHVBuiMbCCuD+OUgzR5b8avll9wju2beBbdShPXRtCtDDXu5VS6FtGb2M2BiecZSXVT7JhD0FZDlWsxJ+Pv0uxbR2d4PXbJQ7V7KZ3h9bT6b+d4bAsnYtsoccxhrv8uZNGWS/Xooyuynpg2jE1y0+xdh1spYvPwd2j0rKXA3sCh8Eu45SLqPKsQBZGINsCmoW+xuvjzuOSCbIiuPkJnZD1RbQC75KfJewMBtZqI1s/B8It4lRKGUl2EbLW0+G656Pw+GH6J4VQXdsnHeKaHjuADlDha6Ym/w8n4u1iYFDtaqXevQhRk9oz/DIfkZyx9AsPK0OK7dZLT6WzG0z1sHflevu+DyQPsGnuCtSW/x96JZ5AFG+FMNn90jv9WCm1NJI0Jdoz9iLg2wsLQQxTaG9HMJLvGnqDKtZhiRwsZI86u8SeocS0jZKvhcPQt+pN7kQWVCteinANB4N3RHxJQKxlMHkISFOb678KtFHIyd26alSKgVtHqvwNVdNITf4eu8AaccpBFoY9hk9ykjSh7x5+lK7oet1yIVymj3rOaCmc7I+mjdEdeJW3EsMte5vnvxqMUc2DieQ6GX8KyDAK2KiqcC2nwrHlfOzZ/2bEsi+h4nNH+iWkdb3fZKCwPXHGJxHNJJzP88B+eY/Pzu/ji1x+lbm5FPjLG0Axe+dEmHv+XF/n0XzzA9fcuPm8bvafGePrx7UyMJ4iEE/iDLopL/Hzko0t56ee72L/3FP6Ak2DIzU23zKesIsCLz+5i25YjeH0OfH4na26cQ219ESDQ3zvO88/upKq6gFvvnGw4TIzH+dH3N9E6r4Lrc1o6Q4MR3nr9ICdPjFBVXcA99193SRHO9wItrfPjrz3Pqz/Zwpe+8SkaF1Tn+6XrBm/8bBs//Ifn+Pgf3M38FU350o6XIljixxe69hXxPggYusHQqTFS0xSEDhb78IbcV7QjfS7JWIqhU2OYFykDfhpZkSiqDE1x4rxXmIbJ6MAEsYnEtI73Bt0Eirz5NLBZrg4ZTSd6kTkrSSK+XCns8zCtyTsbOXGNSOl9jCffxrTShNPv4lHnkdGHrplzIq0dIp56mYD7swjCB/eHwcIkYYzikkN5w9ItF5LQR9GtFHF9hOH0YRYGH8IueVBEJ5qV4nD0NYJqLeX+BWwc+hZljvmoogu75KXOsxKH5Gfv+NOciG9jnv9DjKaPAtARfJDB5CG6IhsosNdjE90sCn2Mt4f+jZQRyfcrqg1xLLaJJQWPIAsqFhYiEggQstVR5mwjpg2zP/xziuwteJQSOoIPENUGWBz6BD61DElQiWlD7Bl/kmbvLfjVCvaMP4mITIvvFhL6OMdiW1gc+jguT8GkHO7zcTjyBpqVpD34IL2JXeyfeJblBZ9BFV0sDn2CNwe/TtqI5o+P6UP0JnazrPDTpPQwe8afosjeTMoIczL+DvP8d6ObafZMPIVbLsSjFNMVeZVG7w2EbHVkzFh+t/NiHIttJKL1IwkKZc42imyN7J94loBaQ4v3VroiGzg48QLXFTyMZiY4HH2TZYWfpjq0DDHn0IjqgzhlP5ANoQ9netHMFIPJg9S5V3I09jYlDj+yYM87ho5G32ZR6OOokgvT0hEvol3gkgtYGPoYlgAeuYhm3y3IgkpE62MicwrDzJY2S+jjxI1sGcykMcGx2CYWhz5Jvef6S45FjXs5u8eeYPPwd6lwdlDpWoRNcnE4+joRrZ/24AOMpI+ye+wJVhZ9liJHC3bJR9KMsDD4UUK2OmRBxSH5mB+4h6QRZmnho7jkEIalkzETRLQ+htOHSejjRLQBYvowoiDjUQpp9d2BKEhsH32MAns9ZY75551jhqXRGdmAIjroCD7IkehbHJh4nhVFn7ngHBvPnCShj7I49EnGMz10RdZTaG+g3NGGZRkcxGJ54W9gkzykjDBxfYSI1s945gSK6CCgVpI2Y4BAo/dGZEGlP3kAi+wDVMaMsWP0x/jUUhaFPoFhZXDk5oOASMaMs3/iWQREKl0LLxpR1R19DcsyaA8+SE98O/smnmNF4Wdy+hXbWBC4n47ggwgIF4266EvupS+5h4XBh4hpQ/TEs9UUxtInOBrdyBzfrUiiyp7xn+GSgpQ55xPO9DFqHac9eD+SoE5Kc5guFhYDyYP4lFLaAvdyLLaZrvCrFBTV45D8LC34FK8P/BMZM/tAJwt2FNFBT/wdihzNhHPjPsd3G/3J/fQn97Ig8GHi+gh7J57BqxTjU8oZTnVjmBnm+u9EECTsso+0EaMzsoE690qKHM2kjEg+xaTC2YEqOtk19jimldVPUEUXbYF7Gc+coM6zikrnIiRRBQQcko86z2ocko/d40/QE3+Huf47afTeSFwfRRTkrHNKsF303p3lyjF0ky0v7OJ7f/mzaR0/Z0k9n//7TxAq9V/VfpiGSXg0iq7paGkNWZWRJBFDNxjsH+fwrhNIskRhxdR0n9MUFfv42MMrOXlilMd/tJWHPrkSv9+Jy21jfCxOW0c1S5c38OJzu3j5hd184tHVTEzEqakr5JY72tj4RifPPbWDX/+tG8CCl1/YTe+pMbzeyU7KdFrjtfX7OX50iPJcedN0WuPZJ9/F6VT58EeX4nbb3zdVhUzLJJzTZdHSOrIiZQVXDZPRU6N07+rJpRzZ+eaXf0T3ruOXblQQeORP7uW2T66+5v3/IBCPJPnOn/2UA1sPT+v4j//h3dz56BqEK9iRPpcje3v459/9LxKR5CWPLSgP8sV/eSSfgvBek05lePzrL12wUtG53Pprq/nol27H4XrvUr5/FVAVmZA/+xvcNxxGkSUKz1PF6EqY/YW/RkiCC5fSiIWFS2nCwkK+hvn9utFLPPkKftejwAfXOUHWRMBCy8vpmRgISJx2yBXbWyiwN+SF8zQziSSopIwwMX0YWVRRpGwOctKI0JvYTcqIMJo+mtOtsJAFGyWOVkK2WkxLpzexG9PSs6XHUBDPiU5xySEKbPXsm3iGUsdcKl2LAQHDzDCROcV4poeUESahj6GZCURBQhbtiEgoYtZYsCyLmD6MgEyZcz52yUupYx4DqQM0WjcCUGhvpNDedEl9DQuLU4kdGJZGTBsmYyYwrAwmFz4HEClxtFJkbyKmjSCLKrqZYiR1mKFUF3vGn8zpZAyTNqMUiHWUOedzPLaZmDZEpXvxtNJqAmoV5Y4FiIKMVykhZUaJ6+O0Bx7Aq5ZS7V7CrrHHMazsTo1fraDUMQ+HfLH7Jxt8pYgOCu2NDKT2U2hvAgQ0K4lDDlBob+RA+HlK7HOodF28r6Igooh2JEFBEhTUC+yWW5yVxwUU2BoodjRfcHf9bApsdSwv+g2Gkoc4FtvCWOYEbYF7GUkfodq1hICtCpvk5nD0deL6KG6lECU3Z7IGZnYOCIg5g01CyRmegpnBKYeYyPRiWgYuOUg404coyCiinXCql4HUATJmgqg2RFIP5/t17hxLG3FOJXagik7G0sdIm1FEQckJw55/jp12PBXY65AEhaOxtzEsDVGQkUU121fRgSLaMS0dWbQTzvRjl7wYlsZ45hROyY8sqIhIU4zRhDFBXB+mI3g/PvVMmHTKiCIgcCj8CqrkZEVh1hl3sZ2mU/EdgEBEGyBjxjEtM29Mu+RCypxteJSiS17PsfRxAmoVIVstLjlIQM0+wI1nTjKUOoRpaQiCmB1vI5xbv0RKHfMI2Wov2X5W/to6SyTr9LwTsIkuqlyLCdiqiOtjdEXWZx2kuXtdQDyrmay+yc7RHxPThhhMHiSk1uKU/HSl1jOc6mbn2E8wLD0fRQOgiHbKXe0EbGfyvw1Bpty5gJ74NmL6MFWu6/L3lShIU8RLBUFEFrPOBVlQUXPrsGWZJI0JeuM7SZlRxtLHcUhZA08WVCRBRszdh7OOiWuPJItct65tUtrIxXC6HXivwW656lBZefdCOt89xre+8mN8ITeKTUFLaySiSRLRNHd+ag118y6staAoEoGgm0g4iarKBIMuvD5nXtXe5bJRUuqnqqaArlyaDwg4HCpFxT6qaws5emQIQzdxumzcfncHWzcdJpPW8t9hWRYH9/cyMhylvrEkHyZ+qmeM8bEYK69fiCyJ17RM7eWiqDIr7lrI/i2H+fZXf4K/wJMbWz03tiluf+R6Ota0UtVcRjKemla7l6tV8quM0+PgkT+5j0Ts0o4BgKLy4KQ0qKtB7dxK/vjbn8lX17oYiirn0yN+EdjsKvd+9mZuuH/ptI4PFHqvSPBzlkvz6vZu6isKZp0Tvywokg9JnE84tZ2U3gMIKKIX5PdWW+CDhoiIRymmJ74N3Uyhii7CWj8epShvECqiY5LhKQt2Sh3z2D/xHCkjQr3neoJqNaals2f8ZxTZm5nju41D4ZfRzOyPxGnjCcg92F8880gWbCwMPcRY+jhHom8xkjrCdQUP05vYzanEDtqDDyAis2Xku1M+O7llAQsDy8r+UJjoWeMi50hQBPskQ+NSfar1rKTSuSh/Tqp44QVEgLzIp5DvS9YEKrI3szD4IGJu59gheREFhVbf7YSd7RyPbeHdkR+yvPDTuJSLRwcFbdVUuDry5xHVB8nGxOTO2TIQBQkhp7+QNWYmazEIiJi5MdLNNLqZDTETEXO9F7KRKwBWto324AOMp3s4Gnub4bEfsaTgUezS5eYw5qoHnLWDf3ZqnCJO//oIgohLDlHjXo5TDrJj7MdoZgoQMCw99z3Zti9tkJ3uVxZJkHHJIU7G38WjFGMTXYylj6KKLlJGhN3jP6Mj+ABxmR0BAAAgAElEQVQF9kY2Dn1zUkvnm2Oq6KTFdytF9uZ8+yBccI4Jgohyei5NcQxM/rciOrBJHsbSx/Ap5aSMCMOpLsqcbReMVBDy5zv1vtStTNbpZUToT+6n1r38osKbsminzrM6X4kle+/bc+epTlujQkDI37fkenf675CtjoWhj+XXFLvkyZ6BIEzLkQXZ+9nCQrOya1TKyDqJJEHJOX1y65UgXDJP0iMX45D99CX2MJw+TLP35qzDCYtS5zwWBD6SP9YhnYlIOVe4VxSyUV1ljjZOxLfyzugPWF74Gxd15gjnzFUAzUqzZ/xJyhxtzHHfwYGJ5856X2DG8vqzzAhBEAgUeQkUzVwc9GogigIda1v5/X/1sWdjJ0MnR9E1A5tDpbgyROvSBiqbSs+rjD8ddN1g947jRMIJjh8bZtWaFuRc9MDhrgGe+ul2TvaM0rGoBqfLhqrKlJT6cwKiZxgbi7N102FuumUe27ceyb8+OhJleCjC6+sPkMno+ANO7ntgCR7v9O75a4kgCLStbOIPvvVpdr/VyWDPCHpGx+ZQKawIMue6emrmlKPYZNz+X40qcO81siJR1Vx66QOvIS6v47zije9HREmktObyBWVnuXZIooBunL+E7ZUw65y4hlhWhkh6J0HHagQkVGn2hrpyBArtjRyJvkF35FXcShH9ib3M8d92lhEx+UHWwiKhjxNQq2jy3pTNWcfMGhO5R4yx9HEGUwcJqNVnfdPUB+KMkSBpTJA2YiT0MaLaIE45REIfZTR9DLvowaeWMZg6iGkZeSM2bcQYTh8mY5xRU5aQkUU7fYndaGYSn1KGVylFER0cib2FVyllILGfGs+KnNE99dwuPEoCla5FDCT245YLcyHpKnaHj4yRJJE7h7g+SlQbwpVXwRemtFPqmMtAcj+DyU5cSgG6mdXC0EgzmDqEKjrwqxWMpI+gW9PLS4UzRqtD8hFQq+iOvEqJo5Xjsa2UOuadcS6cB49SxEDyAC45RH9yLykzesFjAWLaMKPpo9hENz6ljL7kXsycA+ByUEQHkqBwMr6DicwpBpMHCdiqL/3B83AstjkbBSHaGEhmr5MqOil3ttGb2IlNcjORPolTDuKWL+7wOZ3i05/cS8CoxqeW4ZILmMicosLZjkMOcDy2hSbvTUBWDV23MvQmdhHThji3vOvktlXKnG30JfZgE92YGKiiC6ccvOAcuxiq6CRtxOlP7sOrlOJTy/DKpfQl9lDjXkZMH6E3sYtG742YGNnUGX2UtBElog3iUYpwSkFCtlo6I69Q7VqCaRlZJ4zkQRQkqt1LsYku9k08l49AShlRotpgLt1lEAEZh+SjwrmQvvhunDkjXBZsOBynDfLpU+xoYffYk5yIbyVtxIhoWcG0AnsDJ2JbGUgewK+Wo5kpCmx1Z6WhTA9VdOGRS+gOv0qRo4Wj0U2UOObkHUnnaydtxEgaE2TMOHFthJiW1QxRRDsljrl0hl/BJnkotDdmIyqcC9k9/iTDqS5skgfdTFPimIN8gWpCaSPGQPIAimjHr1YylOrEsNKYlkFSnyCqDaGZCaL6IIIg5pyBAg7Jz2DyIE7Jj1spyumImFiYjKaPMpjqpMh+RknfKQfpT+5jIHkQt1KIRy76QGsrzZJFEARkWaK+rWpGFRsu/QWg2mSGBiMIgsD8BVVIkpitBqJITEzEiUaSLF5af8Goh3RK44VnduL1ObA7VKKRJKZhEo+l0DQDh1PlznsXYrcr/OixjXR3DbBw8TQipa4xgiAgyRK1rRWXXeVjlllmmQVgbn0pL2w8QCSWwudxZFPB7AoLGsuvKIVN+vM///Or18uZ8+e/6A5cKZ19w7y67wiqLLGurZGaogCWpRFO70AWPYCJJLlz/z99LMtA0w+jG/0YxtAF/0tr+8ho+/A670e8whKX72cEQUAV3XiVUkbSRwhn+qhxL6PC2Z7PNXfKQXxKad741a00/cm9jKSPMJw+zKnETpJGmCLHHJxygKHUIVJGhFLHPPxqOX61nLQRxaeW5/L3NQw0CmwNTGROcTj6OgZ63gAJ2WqxsOhL7mEwdQgLaPLeiFcpwSkHSRtRhtNduOQCCu2NBGyV2CQ3giDhkH0MJg+RNCbwqxX5cPCR9BHG0z1UuNqpci1GFCQ0M4lN8hCwVUzrwdyrlAEWA8kDxPRhPEoRXqU4Jw76BpZlkDIjxLQhgrZaDEvDIfnxq+VYGGTMBAX2+qyhq4QYTnUylj6OLKgEbNWIgshQqpOB5AGSRpg6zwoK7A0X7JuFRcaM41GK8CjF+esjIhNQK4lo/YykjxC0VdPgvR5ZyOodgEmhvXFSiLhbKSKujzKaOYZXLSNkqyFoq8HCIGivwbQ0/LZKRCQccgCH7Kc/sZfB1CFMy6DRuxa/Wn7RcP/T/XUrhXiVbDlIWbDhkoOMpLtJGhOUOtvwKsUE1Cp0M4UiOQnYKi9ZdQNgPH2CgdR+JjKncMg+Wny34JQC+NRSLMukP7kvuzPtvQW3UoQgCJiY+etik86UvpIFBVVyMZg8RMaM41crUSUHmpmgwrUQt1xIyoxQ4VyAVylBFu0MJg8iChLFjjn5uXe+OSYg4lcryVgJBpMHiOuj+NXy3Licf46ljTgepRiPUoxh6ehmikJbA4rkQBWdiILMUKoTEx2/WoEi2tHNNJWuxdgkN7qVody5AMPS6I68xkTmFIIgENZ6ccoBPEoxIXstcX2UwdRB0mY0lwbjIWMkCNiqCNpqUUQHMX0Ir1LKqcQ7nIzvzGmH9GNaOkFbDX61AsPSGEgeJK4P41FL8ShFWBgYVoYie2NOF+HiOOUgoiDSn9yPItopdrQQUGvwq+V41GJG00cZTR9FQCBkq0UW7aSNCD61HPcloo0AJEHBr5YT0fsZTx8nZK+l3rsGRbSRNqIE1Gocsg/DzAAWhfZGBpOHOBx9AxBIGGMk9HFC9lokQUERHSSMUcqd7YTsNQgIOOUgDtnPQHI/E5mTKKKTgFqFJMqkjAghe+0kXQzD0hlOdzGQ3E9cH6PGvYwiezOameJI9A0GU53IgkpY60cWVHxqWfbhRQ4xkTnJhHYSl1yAWy7AIQcYTB0ibUQpdc7Hr5SfdXyQpD7OcKobm+TOrR+zzolZpk94IsGenT0sXdGQr0qx690T1DcWc/0Nc9iysZvyyhCFRR727z1FMOTm9rs72Lu7B7fbRllFIP970XWoH103mDu/kmQiw8H9vQz0TXDoQB+HDvQyOBChsiqEJImMDEVZvrIRu13l4P5eAkEXlZdZZnGWXy3Shk7a1FBFmYyhM5aJY5cUxKsohDnLLFeDfUf6OdY7ytB4jJOD45zoHyMSS7Og6YLOib+YTruz1TquEuev1qExlngdzRzLalCozbjUy6spbJoxBse/iGb0XuK4OKJgo7zgR0jShcWhfhUZSR1l19hP8mH8A6mDdIZf4YaS/3XBag2/DBiWRldkQ17w8WzKnQuoda+clpF8NUkbMfaMP0nSmKry3uq7g5Ct7qoqTV8JEW2QfeNPo1uTVYclQWV+4J68Q2KmGJbO4cjrDKYOTnmvxDGXBs/1s/nzv0RYlslQqovOyCtT3nPJIRYEPnJJkdpLoZvZ9IaYPjzlvSbvTRTbW2aN8llmmQEnjg3z2H+8xe/+/m15zYnv/OurVNUUcNOt83juqR30nRrn0d9cw9OPv4MkiXzkoaW8/UYnWzd18+nfupFQQTYt8tkn3yWZzPDgx5djWRaaZuTT+376wy24PXbuvm8R4YkE//3dN2meU4bHa2frpm4e/MQKKqtmdRlmuTCd4UGe7NnJDSXNJI0MR6MjLAhWsCg0syjNWWa5VhimiWme0cIScmVhJVGYrdbxfkVARJWL0DITuNU5CDMwRARBxe24B9OKXPJYUXAjfICjJmaKTXIhCSrH45uRBRuj6eMU2humnUv+fkVEpsa1jHJn+5T3VNE5be2Dq4kiOpjjuw2TqTlop3PX3y+45CDzA/fmU29Oc3oH+UoRkahyX0epc96U97LX5711HM1ypQgEbdW0Bx+Y8o4kyFdlPZEEhWbfulzE0GQcko9Z7YVZZpkZTpeNlrllyMqZdbe2voiCIg+SJLFidTMbXt5LJJyksjqEKAqIosiCjioG+sYJT8TzzonSMj+ZTPY3ThCESSkftXWF2B0qkiQSCLq4654ONr3dxUD/eLZUaa6SxyyzXAjdNKhyBTkSHUYUBKpcQfoSYRbN+rRmeZ8hCgKnhifoOjGEYVpUFvtprCpElq7MvTAbOXGVOF/khGEm6Y1+H9NM4LHNRzdjFLs/9Ivu6q8cpmUS0foYSx/HsHRccpACe0Ne/HGWWWaZZZZZZplllll+0ZyIjfLMyT0YlolmGpQ5fQRUJ3dUzP9Fd22WWSbR3TPMj1/eiduhosgSg2NRVnfUc9OSpguldcxGTrwfEFEwMEjpvdjk6ZXlmuXqIgoifrUCvzor+jTLLLPMMssss8wyy/uTMqef+6ra0S0T3TQYScdo8PziSnjOMsuF2LrvBG2NZVlnhCBw5NQIP397P2sXNyCKM48OnnVOXENEQcVvX8J4ajOy6MdnW3TBYw3TJKH9/+y9Z5Rc2X3Y+Xupcq7qVJ0T0MgZk4fDGWaJpCiurbUCV/I59nql9e5Z+YOPdr/IslfnWGd1LCtYPpKsYMkmrSySQw7J4WQMwiCHBtDonKq7K+d6eT9UdwONbgzQQGOAAes3HwZ1+4X73rvvvv/9R33TLiSKKOKS5S2J489lSnzwzgj+gJv9T/fXy8NY4As++rJXK6QW8xTzVXq3PVg+gBVqVY2pG4t09Tfj9j5YvPjjhm3bqKaJdh9lfjyKgiw2Ytsb3B+2baNbFppZj8WWRAGnJCM9hDE1MZHkxPFRnE6ZT768k3DYu+F2i4t5lpYKDA3FKRSq5HJl+vtbNty2WKiSWMjT19eELNc/sKqqc+niDDt2tuO9y1xxdXiOyckUzzw7QCi0cX8eNaVSjVMnxxBFkSNHevH6Nq7Ica/Mzma4eGGaffu6aO+oh0XNzmQQRIH2e3RlT6dL+H0uHPdQGjKdLvG91y7idin0D7QwtCPOmdMTzM1lGRhoYc/eTk5/MM7MTIZg0MMnX96x+iy3ko9yrDdo0ODjgW3baLfIX7Io4pTle0pqmVHLvJ64imXbCAh8qWsvUeedy8B/3LFsG9UwMKx6iK0iSTgl6bHJT9bgzuiGicsh41AkBMDtUrCsBw+GaCgnHjKyFCLu/xlsNKwN4ohXGEmn+JUf/oCieu+lGAG+MLiNf/nU0zikDxe6VFVnYSaDoZvEWoN4vE4Sy7+b2oLIssTpd0ZYmsvS2RvDMEzOvHeDWk1j35E+JEXC5VYoZCv4Qx4M3USt6ZQKVQIhD83xEItzWUzDQtdN2rujVEoqqaUCLrdCS3t4nWBYKdVYnMshSgIt7WGK+SrFfAXbtol3RrFtm2QiT62qEYr6CIa95NIlHE4F27Yp5iqklwpYlk20OYAv4GZpPku1qhNt9uMPeEgu5CgXa4RjfoJhD4tzOUzTQhAh3hklnyljGBaCKKBpBotzWbSajtOlEO+KkkkVKWQrGIZJW2cEf3BtKEitqrEwk0HXTTp6Y5iGxVIihyxLNMdDlIs13F4nlmmhayayIlHIltE0g3DUh9vrZGH25nPx+lwszGVRazpNLQECd1ho3QuGZfHfLl7gv1+6uOl9f+PTn+VQvOHp0+D+SFbK/O3VYd6YGKeoanQGg/zkjh283Nt/17lqs7S2BHG5FCJRHx6Pg1SySL5QwbahrS2EKAokEjlmptMUizV6eprIZkpIsoRt2+SyFWRZxOVWyGTKBAJuMpnyqu+haVosJHJksxWuXp0n3h6mXFaJxfwkkwXCYS+pVJFSsUYg4KalNUg05ufSpRnKZW1D5US1opFYyGEaFh2dEQzDZGmxgKxItLYGKRSq+HwudN3EMi1ESaRQqKKpBpGoD5dLYSGRwzAtmpsDuN0OFhI5NM2guTmAa/m3quqEIz6i0bWCrarqXLw4w9joEoeP9KI4ZBYX8uQLFcIhL03NARLzWUzLxjBMOjoi6+bvclllcSGPZVl0dEaJRLyYpkUmW6a9I0K5rFIsVoksn7ta1VhYyINt09IaolbTyGbL2JZNc0u9/Oz3XrvI4GALAwOt+PxO5udz6JpBNOonHFl7HysVjXJJ5eDBHo6/fwNFkZiYSPL889s4dmyEYMjD8PA8n/r0LhwOGfEhKQs+yrHeoEGDxx/btpnIZfn6pYt8MD+HZprsiDXxT/bsZX9r210NPxm1jF9x8XzzAAICAeXxMRBuNYZlcWlxka9fushwaglJEDnY1sbP7N1HXzjSqFDymHNoqINvvnOZhXQBRZa4MZNi/7Z2pAcoIwoN5cRDw7ZtTLtMuvwD2gL/MxVthoo+dsecEzXDZCqXI6+qG/79TiQrZax7yBuSmErzw2+do297Gx6vk8XZLOeOjxJu8jM6PM+BZwdILxXQNRMEAcMwWZjLUC2pdPc3MzGySLTZz/EfXuXpl3dQq2qEYz5SC3lmxpL8zC+9wpvfPk+kKUC0OUC02c9737+M4pBJLuT5xOf30NHbtNofQzc5+dY1qhWNbKrE7sM9XDs/jdOlUK2o7NjfhWnaTI4skM+U6Rpo5qlPDHH90iyiKNLR28TlM1MMn5+irTOCbdvsOtDNybeuEQzXheQ9R/s48cYwoYiPSlnlxc/u4bW/+YC+7W1Emvy0dURILuQ58eZVWjvC2LbNN//iOHuP9DJ+PcEXf/pp3nr1AoGQlytnJ/nqL7ywRjlh2zan3rpGMV8lEPYQjvk5f2IUXTOplGr074iTmE6zbU8H5WKNbLpEKOLlwslx+obacDhksukSb9zyXLKpEifeGMYf8nBdEPjUlw/gcN5foj0byFarTOSym963atxZkdagwYdh2TZfv3SJ/3z6FOqy1eh6OsX1VJKYx8uhtviWWkTcHgeBgJtgoC7AvfXWVezlRXVvXzOSJDAxngShnrzJNE1GRhbQdZOenhiTk0lSqRI7d8U59u4In/38XqanU8zOZunsjJDLV/jh61eIt4fJ5yosLeaZGE/y4186yNtvXuWTr+wkuVQgmSwyPZXiaz//Am63A+cd3lvbtjl2bIRaTScYdBOOePng1DgA+XyVoR1tTE4k2b+/m1SqSLWq43IpDA/P0tfXjMutsLSY5523r9HX14zP62RpMc+pk+P4/C5Gri+wZ18nr377PP39zUiytE45YRgmmVSJWk1fPe+bbwzTFg9x/tw0n//CPr7/vcu0tgWJRHzE4+F11/Deu9cxDJNg0ENrawi3x4HbfbP6kaYaXDg/TU9vjFjMz8UL08zP59BUg67uKOl0iVyugsulEIv52La9jdmZND6vk7a2ENWaxqvfOs/gthYcDnmdcsK2bRYWchw7NkJnZ5Rkskg8Hqa9I0I06ieTLtHaGuTUyTF27e6gqSnAVvNRj/WPCtO2sGwLSZAQBQHbtrGwMW0LWRARH0LFmJVziNwxy/vGfbVMREF84Pts2hYCbHhtK327098bNLgV1TT53VMn+ftrNyt1XUulGM9m+a3PfYGuYPBDx6skiIwUFrFtcIgSn2jdRtDxZCooFkslfv3dtzmTmF9tu7y0SKZa5d988hVCrgfz6GvwcDAME8u2GeptQZRELo7Mo2oGLx8e5NDOzgc2BjRm2YeEZVdJV94kUzvGZO53SFa+i0tuf2T9ibUGGdzZTj5TplLWSC7k6Rpo5uAzA+SzZRwOmf4dcbbt6WBwZ5xg2EvPYAuDezrYvreT5niIxEwGl8fB0nyWQMjDzFgSXTNIzGSwLAuHU2HngW4Ov7AN07AYHZ4nvZgHbDTVWNMfTdUZHZ5naT5X9ypQDRxOhb1H+xjc3UG5qCJJIpWSSmtHhN2HevCHPPRua0VZzowtySIDO+IceGaAWkVnZjzF1OgipUIVhLpCZnJkgWK+giCArht4fS72P93P3qN9SLJER2+McMy/2q9os59nXtlJIOSlUlKRZIliocLBZwdpjq+tNmEaFvPTaXYf7uH5z+zG6VLIpUrsf7qP3u1tJBM5TNPGWl4omUbdZa2tM8LRTwzR3hOj6bbnMj+dZmp0kXKxhrB8jo8rlm1S0nMY1saKDtu20K3NeQptBs2qkahOkKhOkNOWsOzNh7fcimHpFPQ0H5ZE2LYtinqWpdo0NbO86XNolspSbYZEdYKKUVhzLtu2qZplysadK/dYtkVOS5LVFh/4eu+XXK3KqbnZ1cXaCnPFIucS8/ekTH0QHA6Jvfs62bGznUKhSipVZPtQG7t3dyIrEm63g76+5tXQgfaOCPl8hYsXZujqjhEIuOntbcbrrS+0s9kywaCbp57qJxBwIwjCcuksG00zqFV1pqbS6JrB/Hz9nf8wDKPuibFvfxfPvzCEokjkchUOHeqlpyfG0rI3mLVcotBcdnXt6Ijy9DODxONhWltD9PU3k82VqVQ1ZmczTE2lKJdqgI3X62TP3g4KxSqlUm1dH7xeF4PbWhkYbGHX7g5y2TJuj4MXPzGELIuk00WcTpk9ezs5crRvTTWClWtYXMxz8FAvzz2/fcOQkHDEWy+ZKAgYusn42BKJ+bp3h2lYSLLIrl3t7NnTSaWiEY36aO+IcOBgDx2dUUIhD3v2dFDIVymX1yvtBUGgpSVINOqrK0Y8DqpVFcuyqdV0vF4nL720gyNH+jh1YoxstnRP42czPOqx/rAYLSb484l3mC7XS9pa2Ly7NMx/n3yHidLSQzlnQa9wLT+Lscl56/sLF1hU8w98/neWrjBWWtzwb6ZtcSYzxnB+5oHP0+DJZ75Y4Fwisa79ytLSPRmLWtwBPtGyjU5vmCaXH+kJVojdyKS5llpbOtsGTs3Nkixv/ZzdYGt47fg1fucb7/Jfv/0BV8cXiAQ9bO9pIRryks6VP1ROvhcanhMPCUn00OT9PC65nYDzINzFGuB3OtjX2sZCqUhR1Shqaj0HhW0/cCkT27apVTTKpRq1qs78dIr2nhjHfzjM0lyOcNSHx+es16e9ZT+P18WZ90bw+V3Eu6KcfLPuNXHijavse6qfM++N0DcUx+Orx1+LooDsqLuxev0uhvZ1Yugmbq9j3cLe6XKwY38XmWQRh0sm3hVlYTaDJImrblyGbtZDMAQoF2skF/KcPz5GJlWkZ7CeHEhx1OPSREGgvSdGz2ArgbCXeHeU5niImYkk/qCHptYgXr8LSRaR5PpEbxomF09NMDY8TyTmY9vujrriQwBREjBNG0MzESURwzCpVjRct1gGJVmks6+Z0++OcPX8DAef7aepLcSJN69Rq2jse6qP1GKBM++NoKkG8eXa5opDRhCFDZ9L77ZWugdaCIa9dPY14bzlfJtFEKAzGGRvSwtFVaOgqZRUdTUG8mGKzXXPIZOikUURnUj2+qlGtapMlYfZ5j+8Jee8/f1KqwmOp75Nl3eIqKMNnxx+oPKqZbPApdy7PBP7cUR7Y3dt3dK4nD+GLDoY9O3HeQ8VYVb6bdkWs5URZirX8cpBJEHCLfnXTPJzlVEqZoE9wec3PJZlm8xXx1hSZ3gq+gVc91GR5kEtkGVdp6yvV0hZtk1eVTEsa0vj8acmU1y8OE0w6KEtHkKWJCSpbkmVZZFw2MPFCzNIkojbo5DNlDlzeoKlpQJ9fc309DTh8Ti4dnWef/a/fpJKRePM6QlGRhLE2yO0tQXJZMq8/dZVKhUVv99FNlvm9R9cJpurUKlqzM9nGRhoxuN1YtsWly/NcP1aAlmWCAbd+G5ZvMuySEdnlBPHR/H75zh4qIemJj/vvXedUknl6NE+ZmcznDwxSrmk0tffjAAoioQg1N+tSlWlUtGoVjQWF/L09DQxP5cjGPLQ09uEKAjk81VMw2J6KsWePZ3r7tutj7m5JcCZMxN859UL6LpJU1MAURRQlI3HuSyLxONhjr03QiDg5sjRPhYX8wxfmWN+PktbW4hSqcali9NIkkRnR4Rt29uYmEji8Tjo7IowNrZUf0631EMP+N0cf/8GpmkRCnnIF6rohsn0dJodO9cq9wUBvD4nz7+wne+8eoFnnx1k+PIs//D3Z7Asi0jEyzvvXENVDWRZQlG2Xtz5qMf6VnE5N81EeZGoI8DR6ABT5STXCnNEnX4Ohvvo9jZzo5hAtXQMy+Ryfpo3Fi+xO9hF2OFlvprhQnYSl6RwODJAVisxW01T0CrsCnbhlh1czE6S0cp0e2P0eJs5m53AsEwOhHsxsbiSm8GwTQb9bXR7mxkuzK7KHzVT42TqBgWjglty8FLzbq4WZpksL9HtaWZPqIsLuUnmKmnGS4vsDnWtub7pchLTtkiqBdpcYbJaCb/iZrgwS1DxcCjSz0w5SVorkVGLHI0OUtCrlI0aw/kZfLILj+zk3HKf94a6KegVLuWmmCon2R3qJuLw8UFmFNXU2R/uxbQtri4rV7YH2ml3RzibHSetFun2NrEn1P3RP+gGj4S8qqKaxrp2w7YoqCo2dy5ZYNs2AcXFM019AFzMzqFbBvBk5URbIVurreaauBXVNClqD8941eDBeHpPD33tUfKlKvlSjXSuzDtnx7gxnaS/I8q//cUfQ3mAHE+NUqJbxEalRG3bpGbM41bWC4a3o5smmWoVzTTRLRPdtFBNg3xNJV+rMV8q8IdnzpCuVtbs94937eZXX3oZl3xnwcu2bdSaTnqpgCiKhKJeFIdMZqmIaZgEI3XlRKVUw7ZZVlQIqDWdzFIBp9tBIOwhs1QkFPWSS5eJtgRIL+axrPpCPtYSpJAt4/W7Vj0bysUahVwZQRAIhLyo6k0hTpZFFIdMLl3CMi0iTQHUmo7b68DQLapllXPHRxHEutVNUSQOv7idUr6KZVkEwl4kScS2bZwuhXKxhjfgppAto1Y1PD4X/pCHQrZMtazi8jgIhn0U8k++r5kAACAASURBVBUCIQ+SJGJZNpmlAtWKisvtIBD2Ui2rBCNe8tkyxVyVM++N0NoZYWY8ydC+zjWhKbIs4XDKZFNFTNMi1hLEsmxy6RKiJBBp8qNrJrl0CUEQ8AXcyLKIYVj4AvXFyu3PxeFQyKaLaDUdr99FIOy978WibduUdY2CqqKb1uq4Kusa+ZpKdtnq99fDV9bt+1+/8lWe77p/Ycq2bcZLF5muXONw5DOIgsTZ7OuISNjY7A29yHjpEpfz7zEUOMqu4DOrXg4IsCf4HInqBHk9hWFpDAYOMlcZpaCnMWyDnYGnEAWJ0dJ5TNtgwLefVlfPmnuVqE5wJf8+u0PP45OCWJhcyL2DU3QTdDTR7RniauEUBT1D1NlGq6uHRHWcocBRruSP0ezqZqR4BkVwIgoSQ4EjvJf8eyKOehLFg5FXGCtdJKst4pZ8bPcfZqZyjfO5t+nyDLEv9AkyWoLZyigWFnuDz7OkzpDRFjBtg+3+w0QcrWuUE+Oli2S0Bfp9ewkqTdSsMlfyx9GsGh2ebWhmlWvF04SVJmLOdoKOJop6mi7PDkaKpxkKPEXFLHCjeI69oRepmiVmKyPsCj7Dpdy7tLr6uFY8hSLU3/Ejkc9wJX+ckpEnryc5Gv0cTc4Hq2qTrVb5l999lfdnpte0y6LIrzz/Il/bt39LF2ylUo1MuoQoiTTF/NRUHZeznpTJMC0URSKbqXuxeLz1cIt0uohl2gSCbvx+N+VSjWpVo6k5gGlYJFNFdN3E53MSCLjJZivouoGiyIRC9d+GXs8hEwp5VnMniKJArMlPNlOmXFZxOhW8Pie6ftMaXF8oS2QzJSwbYjE/lmmRzZWRJJFo1IeqGuRyFUQB/AE3oiBg2fZqIs5aTSedLiGJIuGIF1mWyGZLaKqBz+/C7XaQXCrU596gG9uuu2Gu4PE4sG1WtxcEyOUqlMsqPp+TUMhLNlvG76srdFXVoFq9KSgqSl0BlM2WwYZozE+tplHIVxFFgWjMj2GYZLNlBAQiUR+yLJLJlDENk1DYi2VZyHJduaypOj6/m3JZpZCvEAx5cDhklpYKiKJAMOjBsiyMWzzJFEVC0wxCIQ+5XAWPx0mlrFIuqwSCbjweJ8lkAdOw8PqchB9gLr0TH/VYvxsryTnrifTq/djo/P9t8h2anAF6fS20uIL81fT79PpaGC0u8ErLHto9UV5fuMCgv41Bf5y0WuCvpt/nxeZddCz/rdfXwlItT8jhxbQt5ippnopto8kZ4HphjpFi3XLc4gpxINzLjWKC2UoKEGhyBbhRTLAv1MO1wixf7niK8dICw/kZvtRxFIcoM1dJ837qOu3uKAP+Vv5h9hQ7g51cL8zxqda9vLV4mU+17uPvZk/ylc6n6PTEVq/v3LJS4EJ2kr3hHpZqeSRBZFewk9Figj5fK/PVDLplcDDST8zp5/uJC2S0IhGHj5dadjNeWuRKfmb5HrRxPDVCzdRodgVJqQWiDj95vUy7J8pocYGY089MOcW+cC9X8tO81Lyb7ybOMuhvo9/XSrsnek/Pz7AszGW5XBZFJGFzYS4NHj2TuSz/9B/+jslcbk27U5L4wy/9BM91dt3xmV7NJRAFkVPJCVyywqXsHL8w8Cy9/tiG23/ceWdqkl969VvrlLzt/gB/9pWfpC8ceUQ9a3AvXB5LcOLiJJlChXDAQ1driIHOJvrao3ca441Soo8ay1ZJV9+kQ/naXbdVJIkW352z8aYrFf7yyuV1yol7QRAEXG4H7d1rJ7fbvRk8t7nmOl0KbV3Rddvf/P/aOOTQbXHNXr8Lr9+1mrxyYTq9+jeX10n3QAutHTcnHpen7iXgcILLrdC3o42JawkcTpkd+7rwB90EQhtbglfOHW1eG1ccjvnXhG2Eb+mjKArEWoPrrhkgFPHh8TqJd0cp5qt09MZobgutuQaPz0Vnf/OaawBwe27+VhQZz4dk9t/oucRagnfYenMIgoDP4cTn2Pj8lm3jkKQNlRNbce42dx8L6hSmXbcg1MwKLzZ9ldPZH1Azy/T5dpPREhyOfJqqWeJ68QNCSjNZfYmkOkvVLOKTQ+wMPo1mqVzVT9Hn20vZyLOkzlAyclTMIrKgMFcdpcnZjiys9TTJ6ykmy1doc/Xil8NoVpVD4VfwyAFUs4pXDmLbFtPla0QdbVTMAjYWJSNPyKphWjovtnyVd5N/S9ko4JI8PBX9AifSrzJXGa0v6COf5XL+fdJagj7fXjLaAgfCn0QSFK4WTuFXIpT0LIvqNKpZxiP52RV8dl3ssiiIdHt3AgJX8ieIu+uWE0mQeC72ZQQERopnaXP1MOA/sOqhUTFLmLZBycivC+UwLJ2ykce2bUpGHs2qoVsqL7Z8lfdSf0/JyJHXkwSUGGATkO8uQN+NkMvFs52dnE3MUzNuWo8GI1Ge6ezc8sWaz+da45mw8g7fStttc117+9p31h9w41/OWSErEm1ta7dvavKv+d182zzTcts7G435icbqXi/ZbJlE4qaQ6vO66OyK0nbb/On23By7six9aEUQt9tBx23zzu05FVYqZliWzfR0ak1oRDweJhTy4LrlXoXD3jWVTlb+bds25VKNhcWbrvN+v4vOzuiaXBROp0xwTcJgZc1zAWht3XhuW+mH3+/C77+5T8ct1zA1laRSuakgaW+PrCocIhHf6nEit8zxt+fK2Go+6rF+NzLVKn9z9QqJUglFFPls/+CGiY0/1bqX89kJTqVGeLl1L8lagaDipcsTwyuvfWaiIBByeAk4PLS6Q0iCSM3UaXGF0C2TklHFKSrE3RE6PTEkQcQlOagYKgP+VnaHuhktLXCtMIthmUiiRFwM0+6OEHeHuVqYxcYmqHhRlkvP2bbNYi1H3B3hqeggM5UUSTVPQY/S72tFX84z0eGJ4pXXvydNziBXcjOEHF5myina3GHSapG4O8xiLUfJqIc6dXqb6FhWGlhYZLQSQcWDLEjsCHRg2BZX8zM4RQWXpBBz+ok4fCxUs5SMGiGHjxZXiEu5aQzbwq+4aXWFOJ+dwCM7+WTLHi5kJyjo1XtSTlR0nW+PXOdaOgXA851dvNjdg9JIrPqxos3n52i8fY1yQhQEnu3sYjByx0UbAM3uAMlaEb/DxVCwlYJee6LDOrZFouxubuHk3OxqmyyKfLq/n2bvk1uh5ElhZiHL5HyGlqifeFOAnniU9qYHX8M0lBMPFREBkXTlTWQxgEuO45TbHnWnPnIEQSAQ9m6q8oQoifRtb6Nv+6O7Xw6nwtFPDK1pa7nHkng/6ti2TdnIUzVLlI08XjmIW/IhCiKSIGNjISBg2Do5LYlL8uCRArgkH/2OVpqdXRT1DB755qLQKbnrISKCjICAW6p/uCKOVmLOdkRh/XTW5u7lSOQzSIJMVlvEJXpXFRgpdY756ihhRytgowgOamaFrLZIycgDAm7Zh4Cw2me35EMQ6r8lob6gyupJNKuGQ7xdqJfwygHcoo+ot+6ZMVW+gkcOIGygPLZtC9WsEHI0oVoVikaGkNKCZqlktQXckh9JkHBJXsTl/2RBpmIUyGpLVMwiFiYlI0/VLFIx8siCjGpVl6+pLijd+hws20YWHIiCRI93J6Lw4EKwIAj81K49uGWFH06MUdJ0tkej/KOduxmMPLjy4+PEysJ5ZfH8KBBFgZ6eprtveAcEQVhVtjwqRFGgt7f5kZ3/TjxOY922bcayGf7L2bMkK2WckkxvKLxOOWHbNmcz42TUIm7ZQdjh5fnmHcyUU1RNDbfk4EJ2ghvFBDmtTMThJ+zwElK8SIKIV3ayK9TJ20tXEIAXmneSVour4WembVHSa1RNjbHiIjbgl93UTB235KDNHcYjObEUG1mUCDm8lI0ax1PXmKmkOZMepc/fyvvJ60ScPsDmUKSfo9FB0moJRZTp9jYxnJ/hL6ePIQoiym1zf5MzgI3N0eggZzJj7Ah2MF/J8FriPLIg8nJLD9eL87ilmwrBoOLls20HSKsFRorzeCQn1wtzWLaNS1LqoR6SE6eoEHJ46fe1cjx1vR7mEeykZumcy4xTMVT6ffVS52cyY9RMjXb3vVl/09UKf3LuLCOZuhHELcs819XN/aXEbvCocEgSv3j0KWJeL6fm5jAsk8Pxdn5q1x6avB8uB0edXvyKk25vBLfsoMnpw6s8mSEdAE1eL//Pi5/gG5cvMZxcwinJvNDVzVd37sKrNEb+40pN06nWdHb2tRINeplP5rkytsD33r9GR3OIX/65l5AfQKnaUE48RARBxCHF0M0MuplBEr04+dFTTjT40SSjLeAWveT0JH4lTLt7AFGQaHP1LisiPLS7B5iuXGO7/zC7g88yXblO2cgjChJNzs5VBYQkSLS6evAsL9B9dhivFGSyfIWSkSPmjK9b8HvlAHF3/2qeCafoIe7uX12AB5UYATkGNgz4DxBwxIg648xVx+jyDBFQIkA/AO3uAXxyiHb3AAIibe4+Ys44iqgwWxkh6oyvhkPE3QMoohNFcLAr+BzT5auUjBwiIjFn+zolxgo2Njk9yWz1Bg7BSZ9vLx7Zj2qVmShfptXVQ1CJ4ZUDOCU37e4BYs52CnqGlDZHj3cn2JDXkjhEFxltiS7PdpqdHcxUrtPpGVp9DvV+9mPYKjZ2PVyk8AGSoNDm7n3gZx9xu/navv387N592NStRg335AZPIo/LWDdtm9FMhlTl7ol4P926D6grV0QEno1tx4puA+qVAg5HBzgY6UdY/g3w+fjB1Uoa+0K97Al2r26/svgWENAsg4xeotUVqoeHmjpPRQfZu5xzoZ5TSgBsBAQ+13YAEYGvdj6zev8EBH5x2+cRbunjp1r3Yds3K2Z8sePIqkIkp5e5XphbvT6/7OafdL+AKIjsCHQgCSJdnhhHo4Or+0edfm71MH6xeefyN+RmlHGfr2W5z+Jye32LuCeCiLAaSiIKImezY+wJdfPp1n2r1/CVjqduuea7M1MoMJXP3X3DBo81giDQGQjyfz397GqIzmbmBYcor5YrSKklZFHCJT2ZC3VJFNnV1MyvvvTyagJhaTmPXENeeHx56/Qo50fmsCwLy7KRJJGgz81z+/voag09cFWjhnLiISIgE3Dup2pM41X6adzuBj8qCILA9sBhtnMz2WVAqVsSu707Vtt2BZ9Z/bdTchN13rTyeeWbbuqSIK/u5+em98qe0HNAPRHldOUahl2PWxQQiLv76fHuWt3WI/vp9e1e/e1TQhyMvLym37uDz675vZJfYmW/sKNuve3x7qwfQw7R4dm2Zp8+3541+68cY+WcK6hmlfnqGBb1OHpZUIi7++jwDK453lDgKBux0qf94ZfWtO8JrU2WufOWe3zrNfR6d1HSc4iChImBVw6u8VR5EIRlQazhjNzgSedxGetVXedsYv6uCbwEQUC+zUNKQODWsvQSAtJt6wLploW8KAhrvKxuVQw7RJmnooOk1SICAk3OAE5R2WChIaw57u19ut2LS2Jtxu6V37Zt45bqHiArOEUH0nJ50ZXj3H6Ntyuzb7rO33qd6/t7pz5v97fT521BFm+23X5Nd+PM/Bz6BskBG3z8uN954YPUJIlqHnFZO3E+M8PP9B19YkuJwsqc1FBEfJzY3d9GTzyC1+XA43LgcSk4HQqiuDXPsbFa3iIiPjf7etrwOBQCnrpl1LI1lsqvohmLmO4Kpl2h2fuFR9zTBg2ePGRBocMzuGpJqwuij3q58OE4RBddniFW6vHULYQfbZ+9cpAjkc+yYhWUhSfTOtOgwZNOQVW5tLhxKcyPEkEQCDt8hB0fTSiTIAh4Zde6XBkfNX7lwRaPhmVxLpH42JafbbA1zFfy+BUnfqU+nkMO9z173jRo8FHR0RK6+0YPQEM5sUUc7Gvn3//s5xEFgbB35SNlISDhkFswrDyicP9lIRs0aHBnBEFAQr7HPMCPByu5Kx51H5TGvNSgwceekXSKZPnuIR0NHk+mcjmm8/m7b9jgieal1m14ZAcCoFkmcU+IiGPzJcEbNPg401BObBEepwOPc62QLwgOPEovmeo72Fg0ez7/iHrXoEGDBg0aNHhSObeQoGLod9+wwWPJcHLpvqqxNXiyCDrcVAyND1KTLFYLxD0horH7L+veoMHHkYZyYpPUNJ2pVA5NN+ltieBz3dnqKAoyYffz+J37VqsTNGjQoEGDBg0abBUlTeXK0hKaad594waPHaphcGlpkaKq3n3jBk88c5Us85Uc+yKdHE+O0+OL0uFtVIpr8KNDQzmxSSaTOX71L39AIlvgt37hSxzoXV9DHMC0Kli2hm5lsWwN1VjAslWavJ/5iHu89di2TVnXWCiVyFSrlDVtVShySBJ+p5Oox0Or14dLlj/yjLv1/ukky2WytSolTUMzTAzbQhQEFFHEIcn4nQ4CTidRtwevw7HlcX2mZZGt1UhVyuRrKhW9fp9s6tmIHZKER1EIulzEPF5CLlcjtrDBpjAti3SlwkK5RL6mUjN0TNtGEkTcikzQ6aLZ6yXm8SCJT26t9I8btm1TNQwWSkUy1SpFVUW3LGzbRpEkvIqDqNtNi8+Hz+F45FnLDctiqVwmWS6RV1VUw6iXoRUlvIpC0OWkyeMl7HZv+TjTTJNMtUq6UiGv1tBMsz6PLt8rRZTwKDIhl5uQy0XQ5UL+ERrrlm0zlsk0qjx8TLFtm6VymUuLi3dNZvq4oRoGi+USyXKFoqYuv5fgkES8Dgchl4tmr4+g07llc9iKfJeqlMlW6/JdzTAwlyu5KJKES5YJOJ2EXW5iHg8OSXrkc+hmsG2wsFfzUW3NMW1U0yRRLJKqViip6qrcvvLNibjdtD4m35xHiW3blLT6GiddrVDRdTTTREDAKUv4HA6ibg+tPh/uh1zuVDdNkpUKyXKZoqZS1fXlb6+IU67LeG1+PxH3k5WbpKGc2CSlmkqqUCZTqqJ/iJXCsEoYVpZk5fs4pRY0M4VDuv9a848a27apGQbj2SxvT01wLpFgtlAgXa3UF//L98IpSQScLmJeD72hME+1d/Bidw8tPh+OB6h5ezdMy6KoaYykUxybnmY4ubSqPClqdWHasJaVE5KEU6p/vIIuJzGPl95wmN1NzexvbaPZ68WtKJt60W3bxlpZcBSLnEnMc35xgel8jmS5TK5ao7SinLBtJFHEsfxBCLnrC8j+cITnu7o51BYn4HQ2Sik9ZHK1Kn9w5jTzxeKa9uc6u/ji9iFc8v1Nj6ph8PXLFzm/sLCmvSMQ4F8989xdn+k3r1/j7clJTLuetd3vcPC/H32aFl89wdyKcvDKUpLvj40ynFxivlgkV6tRNXRMy0IWRdyKQsjlotXnY0esmZd7eznQFserbJQ5/96xbZs/OX+Oi4sLd9/4FqJuD1/bt5/u0IMlUiqoKr//wSkSpbXPbUesiZ/esxe/c2tqwmumyffHRnl9fGxNu0uW+fn9BxiKbW4+t20bzTSZLxZ5e2qSD+bnmMplSVUqFJcFRRtQRBGf00nM7aEjEOBgW5yXenrpDYdxboGQrRoGf37xPJeXllbbBiNRfnbvPoKum0kFbdumouucTSR4fXyU4WSSxXKJXLVGzawrJxRRXJ3DWrw+esNhDrfFea6rmyavd6PT39N9MiyLhVKJU3OznJidrc+jlTK5Wg3VMNbcq1vn0bDbTYc/wO7mFva1ttIVDOFzOO67tOejHusrWMv3ZEUxk6tVmchmmchlmchmGUmnmS0U1uyjWyZ/eeUyJ+dmN3WuXU3N/Pz+Ayh3+F6blsVro/X34tbFk8/h4Kf37GVnU/PmL/AOjGUy/On5cxS1mx4FAvBcVzdf2j70UGWKrWRlTOtW/fkVVY2pfG71GY5lMlzcIJnp6+NjzOTzm1L4tXh9/B9PPY3XsblcQmVN43dOnmChXFpte7azk68M7VwzFizbJlercWJ2hjcmxhnNpFkqlynUVFTTwGbZSOVwEHa7afP5GYhEeKajiyPt7Zuen1cW1flajSvJJc4k5hlJp1ksFUlX6vJdzTAwLaueQ2n52xd0uoh63HQEghxqi/N8Vzdxv39LFBW5Wo0/OnuG2cLmcoT0hsL83L79RNwfnjy1wxtmtpLjfGaG7YEWmlwbJ5e9XYYRgINtcX527z4EQViVS9PVCu9MTfHO5CQTuSzJSpmiqqKuKCdECZ+zrhDvCoY41BbnU339dAaDD/yOTedz/OGZM2ve4XvhSLydr+zYiWeLFv9TuRx/cOY0ZV0D6gbCLwxu4+XevtV7ZVgWs4UCb05OcGJ2hpl8nlSlvLrGEZeNin5nXRnfGw7zbGcnL3b30uz1bplS3LQsMtUqp+ZmeWd6ivFMhsVyiUJNpWLoWJaFvKyEC7lctPsDRD2ee16z7Ghq4qd3b52s9DBoKCc2SU2rL3LvhkOKIosBIu4X8SoDqGYS3cx8BD3cekzLYiyb4e+uDvPa6CiL5RI1w9hw26phUDVKLJZLDC8t8dbkBH9zdZif3LGDzw0MEnV7tnTBbds2RU3j1Nwsf39tmNPz8+RrtdVJd9212DamYVAzDPJqjZllee696Sk8ikLU7eHHt23jnx44tEZQ/zAsu25VPL+wwOvjY5yZnydTrVBe1nBuhGFZGJZFRddJVsrcSKc5OTvLqyPX2dvSys/u3ccznV33vUBucHequsFbExNcS6fWtPscDj43MHjf996wLT6Yn+O7N26sad/d1MwvP/3sXcf/8NIS3x65tlpSziXLfHloBy0+H5ZtM5XL8RcXL/Dd0RHSlcqGped0y0JXVQqqynQ+z9lEgtfGbvDJnl6+tm8/22NNDxRk9sHcHN8bu3H3DW+hMxDkS9uHeNDoWYckkSyX+eb1a2vazyTmea6rm11NTVsyx+RrNf7H5Uscm5le0z4Ua9q0tcSybRZLJb41co1vXrvGVD5HRdc3tIuppolaqZCuVLieTvH+zDR/PXyFL23fzhe376A3FHqg6zMsi1Ozs7w+Mb7atqupmZ8Y2rE659m2zUg6zV9cvMDr42Okq5UNv3uqaaKaVTK1KuPZLKfm6nPYr770Ml8e2rFu+7th2zaL5RKvj4/zV1cuM5XPUdK0O86j9fObFDVtdVElCgLfuXEDn9PBnuYWXunt41N9/UTc7vu6b49yrK8wlcvxw4lxRtIpxrMZFkolqrqBata/ZRvdH8u2ubC4wIVNKlaKmsrP7dvPnUZ4XUAXeXd6kky1utrulCSibjfbo7Et8Z6xbZs3Jsb5u6vDa3Jp+BwOnuns+lh5x6QqFX4wPsq1ZIrRbIb5YoGyplEzTFTzzjLlaCbDaGZzcmN/OMK/OHyEzaoGNdPkjcnxNeczLIsvbhtaVU7opsmFhQX++PxZTs3NkqvVNhx7tWUZK1mpMJJO8/7MNG9NTvLrr3yaI+3t99ynkqZyPZXm3elJ3p6cZCafXzXybMSKIkM1TXK1GlP5HOcSCX44Ps7XL1/iJ4Z28OXtQzR7vQ80h9YMnXemJtYoeO+Fg21xvrpz112VE6Ig4JJkJEHEIUp3DAnfSIZJVyt8decuPIqCZpocm5nmT8+f5eJiPWxo42+OgVoxSC8/r2PT03xr5Bo/tWsPX9w+RNDlum95IVer8b2xG6Qqm8unIosiX9y+He44E22ObK3Ka6M3yNZuzllht5sXuntwSBJFTeX7Y6P8+YULjGczlPX1+XvMZQNk1TBYKpcZTtbXON+8fo2v7TvAJ7p7cCnKA8lWVV3n/Zlp/uLiBS4uLpBX1Q3fsRVF9YqMtxkKqspXd+xiawrHPxwaK59NUtV0DPPuyglBkBABRQxTMxKAjVvpedjd23Jqhs6bExP83genuJ5KYm6izJUNlDSN8wsJrqeSnJid5RePHGUo1vTA7kc29Q/RVC7HH509zas3Rig8QLymYVkUVJWSppFXVZz3uDC1bZvzCwv85vvHOL+wQPUBEpIZlkW6WuXNyQmGk0v880NH+Me7duN5QEt3g483hmUxmslwsC3OhYUFfv3dtzm/kNjUu2hYFoulEt+4fIkb6TS/8sKL7G9t+1i6ATokic8MDPCtWxQ4AHOFAqfn5xiKxbakZvq1VJIrybXCpwC83NtLs+feRX/TsjibSPD7p0/x/vQ0mrW5vABVw2Ail+X3Tp3k/dkZ/s+nnuFIvP2Olu37IVWpoC57dVm2zZnEPP/f++9xZn5+U47F5vL+feHNx0dbts3VZJLfPnmct6YmP9Qz8W7HKesaZV1jsVTizPw8Q7HYXRcEjzOn5mb5rRPvU9lAYP6oEQSBpzs62R6NcXx2ZrVdNU2OTU/zj3btpt0f2BLr9PGZ6XVJPrsCQZ7v6vpYzV3j2Qz/4fj7pG9R5nwcWCqXsWx71ar8nRsj/N4HJzetMNEtC5cs0xUM3vM+BbXGfzxxnO/cuMFSuXTfAQ42UNY1rqWS/ObxDJeWFvjlp5+j5wGVvA+T2XKW0WKSXaE2zqSnafeGaffcmxdWulJlsVSixeflr4ev8J9Pf8BCqXT3HW+haugMJ5P8xrF3Gc9m+aWjR4lt4pv3cWE6n6eoqkiCwH86fYr/cfkSRU275/1X1jgnZmcZSaf5F4eP8DN79t1XqMdKqOefnT/Hn50/x1LlR7vy0sdH9fyYUNONe1JOANiYFNSzZKvvsVD6W4rqhYfcu62lquv8zfAwv/7u2wwnl+64GFJEEY+i4JYVpDtM9lXD4Ptjo/zqW2/UF1b34H3yYdi2zZn5ef7vH/6Avx6+8kCKiVsJu9y81NOLcxOCvyyIjGezd1VMCNStSx5FqbsWfsi2i+Uyv3vqBN8fG93UIrTBk4dl24xm0kzmsvzGsXc5m5hfNyYEBFyyjEdRUO5iUTy3kFgWOjLY9zm2Im43TR4vQacTlyx/pAsFgXoIx0bu429MjFPehHBxJ0zL4s3JCUq3HavJ6+Xpjs579qoxLJP3Zqb5tbff5J2pyTsqJiRBwC3LuGX5jnOoYduchcEX6wAAIABJREFUnpvj195+k7enJh94Dr2VglqjuuzueiYxz6++9QZnE4n7WhDsam5eDUG6V2zbZjST4dfffZs3JsbvqJgQBQHn8jh3fci9upVD8TgdgeB9L0Qe5Vh/XPE5HHyqr3+dh8S1dIqLi4t39HS5V+qeOymGU8k17aIg8FRHJ62+x9nm9+SQrVbRTBPdsnht9Aa/efwYY5tUTKxwoK1tU27kblkhWanck2JCFkXcsnLX91M3TX4wNsbvnjqxxutns0iCSMxTz+Xkdzjr4Xb3fbT1mLaNU5QJOzw4RGlT71OmWmG2kOfVkRF+++SJDRUT8qrM/uFzaFnX+asrl/nzC+dR7+AtfTcckkSL10fU7cbncKCIj08o1nQ+R6JU5L+cO8vXL13cUDFRz2l097GVqVb5o7NnePXGyD15199OzTD4+qWL/NHZ0+sUE6Ig0OL1sae5hec6u3ilt4/nOrvY09xCs9d712+SJAgEnE7ifj/bolH6wuG7yomPmifCc8K2bUzLho8gnVBZ1e554AkoNHl/DLCpaKNU9PG77vO4oJkm3xsb5bdOrNf2C4BHcbC/tZX9rW3E/X48ioK1nERmxZXuWipJ9ZYJzbAsTs/P82/ffot/9/Kn2Hmf7te2bXNxcYH/9923NozThPrL6FEUesNhuoNhoh43blnBtC1KmsZSucx0PsdcoYBqmqvPdFs0yqG2+D33SxAE+iMRXunr4xuXL61+RFYSb7b6/GyPRukJh2n1+fAqDhRJQlt2ebyaSnJydpZMtbJu9GZrNf743Fn2t7bRex+WyAZPBpZtc2pulsVSidPzc6vjRBIEukMhDsfbGYhECS8nAqwZBolSkYuLi5yZn1v3wa0fb45vXL7Ev37uhfuywP/CgYN8bmCAsq5T1jTKuk5Jq4eRFFWVs4kENzLpB16kbIQgCLT6fLzY3c2V5NKa+fh6KsWV5BLPdHQ+kFUsUSpyen5+zbEFYHs0xp6Wlns6tm3bnE0k+PfvvcO11NrQIQEIOJ3sa21jV1Mzcb9/1dpS0lRm8wXOLyS4nFxaE0JnAyPpNL9x7F3CLjcH2rbG+8W0bZKVCpO5HL/5/rE1/VXEuiC+PRYl7g/gdzgRhLrFaLFUYjybZb5YWA2lO9gWJ+zanJfCisXoVkv8Ch5FYWdTE3uaW2kPBAg4nSiiiGFZVA2dVKXCTL7AWDbNeDZLzbjpJu9VFF7p7SP8AF4Tj3Ksr9AZDPK5gcE7LhCSlTLnEok1nkSiILCrqXlT1mqA3c0td1X6CILAC93ddFwIrEnEWdF1Xh8f4/mubgIPEM+smian5uZYKq8V0r2Kwqf7+z92CqKI28On+wfuWI2jtByaWr3t+faHI2yLRjd1va0+/5Z5VammQbpa4fLSIr914vhqXhOB+qIz7g8wGInQuiwD2rZNQVWZLxYZy2ZYKpcxlnNBHG3v2JTRR5EkfmJoB29MjK96DAmAJIoEnE4GIlH6w2E6g0GCThcuWa6fX9OYzNVDzG6k0+sU+Zpp8troDY62d/CTO3be170Kulz8q2eeI1Up3zIvaBRVjaKmLnv9zDBXLNz9YLdh2TZxT5DxYpJjS2N0eMLEnPfutZCt1fjWyHVOz8+tUcB4FYXdLS3sb2mjIxDA63CsPq/JXI6TszOMZTPrwkQrhs5fXrnM4Xg7z3d1b/q72hkI8m8++TL5Wu3mvdI0Clp9/lwqlzk2M02uVtvUcbeC2UKBb1y+xLdHrq+GcQjUn+/Btji7mptp8/lxyzKGZZGr1biRSXNidobZQmHdnL9ULvPH586wr6WVgUjknu+VTd0o8AdnTpO97T4EnS6+uH07nxsYZDASXc0tYdkW6UqVkXSK747e4B+uXV0XihJ0OvmJoR30hSPEPB5iHg9Rj4cmrxefsrmcNB81T4RyoljT+It3zlKqPvwyTNfmkujGvbmb2mgslr6JYeUx7Roh55GH3LutwQbOLyT4Tx+cXKeYcEgST7V38L/sP8DupmZCbheKeDPB0ErizGytxonZetzUpcWl1eR+AJeWFvntk8f5dy9/atNJ02zbZjqf5z8cf3/DeD9JEOgLR3i5t49X+vpo8/vxKg4ckoQkCNjUlSSqYVDRdRbLJc4vJDg+M8ONTJrPDQ5uOgGPR1H4wuA2fjg+RlHT6A7VEwo919nFtliMoNOJR3GsS2ZnWBZFVWUsm+FPzp3ljYnxdbkyxrMZvj82yj87dPhjJ5A12DquJpOM3CJodQaC/E87d/G5gUFafT48DgWRetI/m7qFqKDWOJtI8AdnTnN+IbHuQ/r6+Bhf2j7E3pbWTfVFEAQGIhEGIpHVNtu2MZddfw3L5HdOnmQil31opQ0VSeLF7l7+avjKGstQrlbl7cmJBwp7sGybc4kEk7nsmnanLPNCdzcBx90XXbZtM1cs8nunTjKSTq/5m1tWeKmnh5/avYcdsSYCTicOWV61vK3MoZlqldPzc/zp+XNcWlprjR7LZvn906f4tU++TNwfuK/rvP2ar6dSvDZ6g3MLCaCe62RvSytf2r6dI/EOwm4XLllBFkUE6vNXzTAo6RrTuRzvTU9xNZXiUFt80/kAriwt8vbUxJo2URDYFo3yvx0+yuF4OyGXC+dt1qsVd/OKrteVJeV6GMfx2RlupNNEPW5e6O6+77nzcRjrAIfa4uxsar6jp9P7M9NcT6XI37L4VUSRL20f4id37NzUuRRJuqfnF/f7ebm3lz+7cH7N2Dw1N8tELsu+Tc4rt5Kr1Xh7anJd+8G2OP3hyPodHnN6wyH+9XMv3FGBNZXP8YuvfovqbVbuF7q7+eeHjmxqUS8tW8W3As00Ob+wwN9dHV6dDwMOJ093dvBjg9vZ29KK3+nAKcnIorgsX5lUdYOCpjKaTvPW5ASL5RKDkc0pWQD2NLfwdEcn70xN0uL1squ5hWc6OjkUj9Pk8eJ1OOrW/1vGq2Xb1AydxVKZ79z4/9l77+g4svvO93OrqnMC0Mg5MoE5k8PhREmjOBplazUKlndle722nuUn28/2hvesd87zrtf2Omm9tleWnCRLljwKVpigmeFwyCFnmANIIueMRudQdd8f3QDR6AbZSARA9uccHmkKHW5V3b71u7/w/d3g7y5dyMgeCCcSPNd2nccbGpck3GtWVVpL0zP3kuuCQVxPOk1/68UXluScuDDRR5OrhCcqtxDVE9hUE9oisg1ius53226XPJoUhT0VlXxq1272VlTisVrTbFEj9bwZCvj5/o0bfO3i+Qx9iJFgkG9fv8rOsvKctdhmcJjN7K1I72p4WyDWoH96mi7f1Jo4J0LxOP987epsAMBuMvFYfSMf27GDLd5iXClH+IxdJaUkGIvR4/Pxj5cv8i9t1zOyK2+Oj/N8Rzt1BR7Mam5b7Ggqa2JsXsZEodXK5w8f5X2bt+Ce1/FGEQolqU5s20vLaCws5E/fOJ3m3NClpNZTwM/s2LmhNHrgPnFOhKIxvnXqEiO+9VOjoxthYvoYDtMmJAkUYcOmVa/1sO6KTCkx/+/z5+iYTDfOZ4yd/+PwUSpc2dMqhRDYTCZsJhPv37KNnWUVfOmVn3Kip3t2Y2VIyas93XzjyiV+bu/+nPUdILnw/tPVy7zW25PxoLeoKu9obuFz+w6wubj4jg9Cp9mMl2REal9FJc/u3E3b+Bg1bs+iH6BCCPZXVvGpXXsosNk4VlubU82tpigU2mzss1ZS6ylAUxR+cPNGmqc/nEjwRn8fH27dvqFrpvMsD11K9NTmp85TwG8df4THGxqzztWZqFax3cGTjU1Uulz85vM/ydBPGAoEeKW7i+2lZct2fAkh0IRIPQA1LNrqp27uKCtjs7c4zfCMGwZvDPQzGPBTs8RU/kAsxonensySDruD43X1OX1mJJHgW1evcKqvN22dsmoaz+7axef2HVgwmj+zhlaZTFS53TQVFfH/vvoyp/pud12QUvJaTzc/uHmDz+7Zt+zaad0w+MbVywz6/SQMA6fZzKd37+HZnbsXNN4tJA1PL3bqPAUcq63DH4slnReL7HR0qq+P8XkGcYndwX965DEOVlUv+Hki1X3Jo6p4rFaq3G72lFfw7K7dXBsdJRCLrojzZv533uu5btG0Oz4ns7f+S2YPLidr5E7YTWYerW/k+zdvpGU4jIdCvNDezs7S3DKM5iOBS8PDtE+kO/XMqsqj9Q2rdj6riaaoeKwLz5OJcDjrGjyjxr9Wwti+SJQvn32DXp8PSdIh9bl9B3j/lq13KNHQcJotlKQ6kD3Z2IQ/FsVuWnx7Sq/dzid27GJ3WTlHa2tpLSm9q72oCIHdZKah0MzP7z9AicPBl175aUYG4fWxMW5OjC+5q9B8kuuCiqaoqIqy5LT5M+NdjESmKZ7ToWOrpwK7lnukeybIpQjBU80tfPGhh6l0ubJefyWVZdxYWMTn9u/HZbHwB6+/lna9JPBKdzeDAf+inRPZmFm3Taqa6qa0dhvnuY6JZ3fu5nP79+OxWDOulSA5bpfFQmtpKb/58HEsmsZfn3sr7XW6lDzf0c5HWrfjtd/9dzuz3p0fGkrLntYUhXe2tPCBrdvu2HlHCIHHauXf7NjF9bExvnX1yuznBGIxvn+zjbc1Na2IDtC9ZGO5UjYQMX2M0dCPGAp+i8nwCUaC38UXPbfWw7orhpSc6OnmZE/65l8RgmO1dfzqkaOU51hPrAhBU2Ehv/7QwxnR2UgiwT9evrxoYaXLI8N8t60twzFhUhQ+un0Hv338UbbcxTExH5GqY95ZVk7hEhXdTYrCp/fs5SOt2xdd3yyEoMRu5xcPHKLOkyl61DU1xUhwcYJGee5PSux2vnD0IR6pq89pjitCsLW4hM/s2YNnnjEZ03UuD4/gW4OIxUpgUhTe0dyScR3axsa4Njq65CK/Qb+fkz09GceP1dZRkWOt+82Jcb517UpGmv3Tm7fw2T37FrXB2lpcwr8/cIjqeZvsqK7zg5s3MlrhLgUJdKZKIpKtaw/x7/YdoNhuz/kzRKqudbFRW11Keqd9GVljraWl7KusWvR6LERSf2VPRQUP19Uv6r15Fsfeigq2zev8E9V1Tvb1LnleJnSdl7o6CMTSU5Rr3B4OV9dsuAjgRiaqJ9vHxw2DMoeT3zh2nI+0bl+UdoSqKBRYbUtqSakIwUO1tXxu/wH2lFcsKpA1891PNTXz7k2bM54TkUScSwuUBa8lcUNnKDJNf2hq9l98kSLKkNxMH66q5lcOH6HKndvG1KxqvG/zFh5vaMz420Q4zJVFdifZKAjgvZs282/37afAmtsewKaZ+Dc7drGzrCzjb33T0zlrsyRF9QczsiaKbDbet3lrzi2BLZrGM1u2YZ/3+qujo1wZGbkHogcry32ROTGXYped5vLiVfv8wSk/PaOTd73RNlMNVa6PMxT4JpXuTxCK3SIYu7Fq41opfNFkvdr8nsRFNhs/t3ffooWohBC0eL18evce2l4YS1Mb7/dP870bbRnpcQsR03W+e6ONgUC60TPT9/wXDhzEu0TnwnKZMYiX8/5NXi+Hq2vomJdOPhIMbNgNZJ6V5fGGJp5qblmUga4qCo/VN/K1Cxcy2gp2+6aYjIQ3ZDQS4GBVFdVud1orrUgiwUudnTxcV4d9CXWVJ3t7GJ1nKDjNZo7X1+dkKEjgubbrDPrTHYq1Hg8f37mL4kVG6lRF4WBVNQ/V1vLNq1fSMqtujo9zZqCPStfWFVv3nmpu4dmdu5ekOL4U4oaetTV1QUpDJc/6xWE2847mFl7v601zLrWNjXJ+aJAKl2vRWVndvqlUN6J0x97u8vK08po89w6bZuITO3fx9qbmJTkZlsNy9TPcVitvb2zmJ+3JlsgzxHQ9TS9lvdDsKmWftzYtc2IpFNlsfHr3XuoLFqdXVmC18s7mTfyo/VbGunxtnkDt/UJdQQHP7tpD4SKyQoQQ1Hg8PNnYxNXR0TR9qlA8zo2JMQ5W3z1bPhyPZ9X6qHS52eRd3F621uOhoaCQyyO3nW6RRIKro6M8Ut+wZhlYS2HjjDQHFEVwaFMtv/qeh1ftO547e40//9HrxHLQnRBCRaDR6/tLpIxTYD20auNaKdonJjg3OJhx/NG6hqzq+LmgKgqHqqvZW1HJiZ7utL+92tPFpwN7clJ37/X5eKO/P0Olvszp5LN79lJiX17v6vXA/spK/v7yxbRjoXicYDyOlHLDn1+epeM0m3n/1q1L2rA5zWZ2lJVlOCdGQ8GM8oWNwm1hzHr+7uKFNIfxGwN99E1PL/rhHozFeLmrM6NbxGZvMTtKS3PaaA1MT/NGf1/a5kpTFI7W1LLZW7wkVXdTKqX9h7dupukKBONx3hoc5MnGZpw5RljuRIndwceX2AptqZgUNavR1OvzEYzFco4c5VkbDlVX01hYlLZxCcbjvNTVybHaukWlgeuGwYWhIbqm0jeNdpOJtzU1Z3QHyXNv2FZSwjNbt91zx8RKscnrpdThSHNO6KkSZsMwUNbRvDpW1oRVWd76K4AdZeUcrqlZtHNQSQltV7nctE+mR/9nBFHvJzRF4YnGJpoKCxdtX2uKQmtpGR6rNa0sMaYnMoITCxFJJBgNZkoS1Ho8i7b1bCYTVS5XmnMCoG/aR1zX886JtUIVghK3g1LP8jyOd6LE5cCkKrk5JzBT5vwAUX0IVdgwq6uX0bFSnO7vy8iasJtMHKurW1Qq33xK7A4OVVVzdqA/zRvbP+3nrcEB3tmy6Y7vN6SkfXKCjsnMVKk95RUcrKq+LwQjawsyyzokScEcCSvarirPxmJXWTmNi4yCzKAIQWOWji+BaIxojgK/6xGbZuJ4XT0/uHkjTZl8JBjkRE/3op0Tl0aGuTExnuboMKsqB6uqc84auzwyTJ8v3Yizm0wcqa5ZlnG/uTgp0OWbp/h/dXQEfzS6Is6JxxoaaLrH0WlVCKpdbsyqmiYqeWN8jOfarvOBrdsWnc6d595R7nTxRGMjbeNjaeWWr/f20uPzsWMRzgl/LMarPd0ZEdvN3uKs6dN5Vh8BvKtlEyWLKPFab5Q4nbgsmetjXNdJSMl6cn86tKXb2TOYVJWHa+twLNHJXGizUuZ0ZDgnltN+db1SYLVyrKZ2yc/mapcbl9mc5pxIdvbI7VrNCDrPx2U2L3pPoylKVjtgOhrN6Fqz3lk/7sIVQBECt235Yi13wmbR0HKcxJI4I8Hv0uf7S7qn/oypyKlVHdtyies6F4eHM6KGFU7nkpSW5yKEYG9lJa55Svf+WDTrd84nputcGh7OUEQXwBONTSvWOmtNSWlfZFskN9rCkmdlSUZCyihYohiVEAKPJfO9MUMnIY0FuwCsd4QQHKisonGegn84Hudkby+TizCmookEr/f1ZkQxCq02Hm/MLj46n5iuc210FF80vQzLaTbTusTMs9ufYckq3tY95SMYX372i8NkYm9F5ZIN2qUihOBAVVWG4K8vGuUPT73OX7x5lh7fFDFd37Dz9H7Goqo8XFufoUU1Hg7xfEf7olqs9k37ONPfn3ZMFYLHGxrzgtBrRJHNxs6ysg1dYqUpCjYtc12TyFVtAbxW2FKaO0vNtLWoWtbrFU0k7rs1uMhqo7W0dMnXymk2Z9jskqT2Tq7XKpttkVjCdZ7pgjKfjRi33birTRYURcFtX77X8U7YTKacF2kp48QNH27rPopsx0gY66ebSDbGQiFGgoEMPY1iu4Mq9+K0JrLRVFiIe5732pCSzqnJDCXl+cR1nZvz1LsB3BYr24pLlj229YAAFMSGNgLyrA42k4n6gsJlzY2FUvqksbGNDbfFkiEQKklmMNycGM/ZQBgPh3m1uyvDEbinoiLn9oXBeIz2yYmMNbTU4cC5jMwzSG7SsrUxDcSi+KPLd04UWG2L6s2+kuwoK+dgVWZ97mgoyJ+dOc0v/eD7/M35c1wfG7urIzvPvUUIQWtpKTtKy1Dm5PbFdJ2Tvd1ZU5YX4kRPNxPh9K4tFS4Xh6qrMS2inWKelaPGU0CJw7mhS0oFzLZAnsvGfvItTKnDSbF96V1INEXJGiSTUt5316zK7cadJXCTKxZNy9ptJFenl1lVs2alT4RCGSXsdyOm61mzWzwWK+oG+/3eF7mSZk1lT0MVkVic+pKlpT3nis1iQlNz3SCo2LQqhDATiF3BYdqyqmNbLmOhEL5IesqwIFmS4cxiFC8Wu8lMmdNJ+7wWpf3T0wRi0TtGRuKGniZ6N0N9QQHuFWhttJpIKYkbRjKF0DDQpYFuyJTXPvl3Qyb/eyjgvy89+XmWh91kotSxTE2VjfVsyhkhBI/U1/PVC+fThCxHg0FO9fWys6w8p1rLK6MjXB8bSztmVlWeaGjMuWQiHI/TO525TnVPTfH5H35/WRusuGHQNm98kDSw55fiLQWn2ZxzJ6aVxm4y8ende7g5Ps71sfROK1Fd5/LIMG1jo3zjymX2VVbyRENjKpPIhkVVN/TG6X7AbjLxVHMLr81rwXtjfJyzA/28s2XTXTOPpiJhXuvpSRPWVIRge2kZW4tL8vd4jSi22zM6Pa0HZuymmK4TNwx0w0CfsaXm/i8SKSGciN93G+uFqHC5sC6nxbFgYXtByo0Zil+Aard7TUvCHWYzdZ4CBOnOso7JCaYikUWV009Gwlk7IDYUFm44vZj7wjlR4LDxnz/yJFKC1by6p2S3mHDZLPjD0bv25lWEhSLbo4DEptVh0SpWdWzLxReNZNQ+qYpCkd22Ij9eVYis3tyJcCirWvtcQvE4/mimAV7mdGJbh/XIumEwHAzSN+1j0O9nKBBgOBhgKhxhOhYlkogTSejEdJ2YniCW0IkZOqF4/K7XIs+Dh0XVcK9DA3G9UO32cLi6mu/eaJs9luzN3sVHWrffVS/CkJIXO9qJzvvtNRYWsrOsPOeoQzShp9WezjAZiXCytzenz1gsUpJR7rYUTKqCcwndTVaCmU3oFx86xh+dPsWFocGMjUTcMGifnKBrapJ/vXmTzcVeHq6t50hNDVuKi1fEgZ5n6eyvrKKpqIgLQ7dFd/2xGC93d91VGFNKyZWRkYzsSKum8dgGU5m/37CbTOtmYyOlxB+L0evzMeD3MxjwMxwIMB4KzdqvkUQiZVfpRPXb/38y/OB0PEt2Olof92y9U2SzrWncxqQo7Cgtwz1PT2o4GOTV7m4+tmNHTvsvKSWv9WR2GnOZzWwtLl03v+FcuS9WfEUInNZ7Y5jUFRfyOx96gkgsQXOF946vNWSUyfAJih1vw2FuvifjWw7heJyYnm6cK0Jk6EQsFbHAZwVisbsa19PRaNZaKo/Fui5+dFJKdCmZjIR5c2CAV7q6aBsfYzDgZzwUymgTlCfPYtCU5bWqvd9xWyw8Ut/AS12daZHbme5D72y5s3OixzfFW4PpG2JNUdhfWUVdQUHOUdu4oWcIVq4+K1M3rSkK1nusNzH/+x+uq6fM6eTrly/xw1u3GA0FM85NlxJ/LMrZgQHeGhzk61cusaO0jKeaWzhcXYPXbs+Xxq0BxXY772hq5vLwcFpp1Imebrp9U+y0li/43qie4FRfH2PzHHv1ngIOVVfnsybWkIV0sO4VUkoC8Ridk5O81NnJuaEBen3TG7rT1Gpj07T7QiD+XnAvO1NlQwjBoepqmoq8vDU4MHs8GIvx95cvsrWkmB1l5Qs+02b2HueHBvnGlctp+yQB7C6vYFvpxss8y1u7i8RhNbO3sSrHV0vixgQxfRRFWFGEBUWsJ13gdBKptLi5CJIRtZVAQNaHXMww7mpcx3QdI0tSnkVT18UiHIzHebmri69fvsjllHp+XsQyz0ohhLhrptaDjJISxqz1eLg6erulYSAW45XuLp5obFrQwDak5HRfHwP+9A4bbouFR+sbFmWYG1JuWE0EgVjztVQRgs3eYn7t6DEeqW/gn69d5Y3+PkYW0C0wpGTA72fIH+D1vl52lJbxwW2tHKuto3gDdxfYiJhVlcPVNVS53WklmOOhED/t6mRHadmCBvJ4KMyJnu40O0AAx+vql1U7n2f5KKxdFn8iVcr2T1cv80JHB2OhYFrZT57sqFn0NfJkZz04sovtdt6/ZSvXRkcIp7I3JXB9bJQvvfoKn9m9h4NV1Xjt9rRntCEl4+EQp/v6+Is3z2RknhXabLx/y1ZKNuAamndOrCqCuO5jcPrrKIoVj2U/buvutR7UHVib5SyXbzWkzKpeJNZ4CZYp4/gv3zrLd65fz1Dpn0ERArOqoikKmqKgpv7bqpmwmTQsqoZV04jqepr3NM8GRHL/Km2tY6rcbg5VVdM2NjbrGNSl5NzQIF1Tk7QUebNujnyRCC93dxGcV9K2xVvMrvKFo73ZkBKy6YsW2WxUulwoq+BgMinKuqwJXypCCBxmM4/WN3CgsooLw0O81NnJi50dDAX8RFJtlediIJmORnmtt4fzQ4M8VFPLZ/bsY09FxbrIrHsQEEKwpbiE/ZVV9E9Pz/4G44bBK91dfGz7Dkod2TVNLqXEa+dSbLfzUG3duizbzLP6xHSd77Zd53++eYaOycmsAaxk8EzFNGtXKWiqglXT0v+pGhdHhpmKPDilHXlyZe3dOEII3tXSwoWhQZ5ruz6baW1IyVuDA9yaGGdbSSmNhYWUO51YVY2InmA4EKB9cpKroyNMz8vYtGoaH23dwduamtY86LAU8qv+KiGlgSJMlDmfJqaPI4TAoi7O0L3XmFQFdZ4XUQJxfWVKEiTZa6NNqc36HcemqFm99zFdX1MByfFwiD9+4xTfuX4t67l5LBYaCotoLChkU7GXGreHUoeTAqs1lfWhoIik80IRgutjY3zy299agzPJs1IY8v5sT7beUVItB//52rU0J2H31BQXhodoKizKWGeklPRNT3Omvy/9s4DHGhoWXdKmCIGmCOLzlsyHamr5lcNHcKyCpoMQZG0Tez/gMJs5Ul3DrrJyPtK6nRM93bzc3UXb2FjWkg9IZrFbg1ahAAAgAElEQVQ939nBjYlxfuXQEd69afO6iI49CFg1jScbm3ixo4OpOb/B9olJzg4M8FRzS4ahnDAMXursSNNaEsDWklK2lmy8dOQ8y2fGMfEHp04y4Pdn/N2sqlS73TQWFNHi9dJQWEiF04XXZsNuNqEKZdammvn38997jjfzgZ8865RCq41fOniYUDzOC50dafuJ6WiUU329nOnvw6Qms8VnsjSzZWh7LBY+uK2VT+3esyo2x70g75xYJcKJLhL6NIpiZST4PTTFjcuyjSLb8bUe2oLYTSasqspcrXlDygyP3FKRUuLPklngNFsw3SW65Ug9cObjj2XXorgXRBMJ/vHyJb7bdj3DMWFWVR6tb+DpLVvYU1ZBqdOZk/fSYwms1nDz3CMShrEiAoV5Fs+mVLbDK91ds8eius5POzt5sqGJwiwdgU70dDM+r/1WpdvNwaoaTIvc1GqKgsNsnk3NnCFhGHht9juKAubJzkwmRYvXS4vXywe2buPq6Cgnerp4sauTzsnJjN+bISVdU1P8t5Ov4bFaOT6v1Wye1WNfRSVbS0p4ve+2AKwvGuGlrk6O1dZlCPt2T01xfmgozdFkNZl4uLbujh288tyfzIij/uGp1zMcE4oQNBQW8tHW7RytqaWpsAhzjt168g7KPOsZIQR1BQX81vFHaPZ6+caVywwH0vcDupToCwjmC5L6MI2FhXxy127e2bxpUZ0+1ht558QqEdcniSaGcFl2UmQ7jiRBNDG41sO6IwVWK3aTGbhd36sbBuPhEIaUyzbudCkZzaJkX2Sz3VXsz2WxYDNlvmY0GCSSSOBZ1sgWj5SS9slJvn39WsZGxK6Z+JkdO/nMnj2UO105XzeZj7jfF0T1BOFE/O4vzLPiFFitPFpfz+u9vcSN2xvWtwYH6fH5MpwTkUQizZEByYf83opK6hchhDmDWVXx2uwZwn6joeCaOVHvNzxWK4erq9ldXs4Ht7XyUmcn37/RxrWx0Yx69AH/NP/z7Bmai4qocrnzUfh7gMdq5W1NzZwZ6E+b86/1dNM77aO1pHT2mCElZwf66Z+n91LmcPBwXd09G3Oe9YMuJf909XLGnICk4+tXjzzEnooKTIqS8+85b1fl2ShUOF38TOsOJsNhvnHl8qzjfaYcPGYYyNR+zKyqOExmCqxWajxujtfV82h9A1Uu94Z3xj3wzgm5zEVrocXRopUxFTmFIaMowkI40UWB9TBSynVrIJU6HBTMi+xJYCwUxB+NLjvqF4zFGA5mZgZUuFw4zXdOPTIrKpVOFx2Tk2nHu31T+GNRyshey7pa6FLy5kA/nfPGA/BwXR2/eOBg1ijt3QjG8+rTG51ALJ6vbV0jTKrKwapqajzutLViKhLmp12d7Cy7LconpeTSyDCdU+m/YZfFwvG6+iVFHewmE1VuN23jY2nHB/1+/LEo3rxI44oghMBmMtFYWER9QSHvaGrm61cu8/eXLjIZuZ0FI4GzA/2c7uvjma3b1kF18f1PUhizmvqCAm5NTMweHw0GeaWrk23Ft0s1pqMRTvT0ZLQwf6imlkqX+56OO8/6oG96mlN9mW2Xy51O/sOhwxyoqlp0oCySSOQ7puVZ90gpGQ0G+fLZN/j2tauzjolSh4MPb2ulxlNAJJHAkAaqouAwmSm02ah2uan1eLDcR/o898+Z5IiUEEskGJ0O4gtFiMYTxBL6kpwU22rK8Nizb9gtagVlzqcJxTsxjDjF9rdjM9WTMHyY1ILlnsaqUGi1UeV2c2E4PcVyNBiizz+9bOdE++QE/nklIgKoLyi4a496k6rS7PVyorcn7fhYKETH5CTNRXdu67rSxHWd83P6uc+gKQrv27x1yddqPEtmSZ7VQ1EyjZylrgeQfLhMRcKMLtBdIM/q01zkZWdpOV1TU7PrWFTXeaO/j6lIZNZpqKe6dEzOK+mocXs4Ul2zpO92mM00FxXxYmdH2vFALMb1sTHqCwqX9Ll5FkYRgmqPh8/t34/HauEPXj+Zls2mS8nJ3h6e3rIFReTFMe8FDQWFHKispmtyioRMbgp1KXm5u4uP79w1q5HSP+3nzEC63ovTbOaRunrsa9ziL8/acG10hMlwunNfAAerktlSS8ngnY5GieSzGfOscwKxGH985jTfunplVoOn1uPhV488xNsam7Bq2roNbq80G8I5IaVkYjzAmVPtjI/5KSh0sGd/AxWVi0u7lVLSOTLJv5y5whs3e+kenSIQjbLU5Im/+sUPcbA5uxErhIpVq8aqVad9vz92hSLbQ0v7wlVGVRT2VlTwfEd7mjjVUMDPzfFxthaXLLm0Q0rJucFBpqPpmQFOs4XWktK7KqpbVJUdpWWzQjAzGFLyYmcHb2tsuqc/Wl1K+vy+jOOlDgdNRYVLvk7zI655Vo9kWlzmEuiPRWcN6sViSEmPz8fEvA1vnnuHWVV5sqmJn3S0p2Ui3ZqY4OroCEdraoGkI/DMQF9GRO14Xf2SMxwsqsq2klKcZjOB2O3vDsbjvN7bw9samzJEh/OsDE6zhfdt3sKr3d282tOd9rdbExPohkR7oC69XLOmQRZN4x3Nzfy4/WaankvH5CTnBgd5pK4ehOCNgb4Mh/zW4hJaU8/6PA8egwF/RlmkRdPYWlxy1yBWNqSU9Pp8+WzGPOsa3TD4Sfstnrt+bXb/ZVZVPrN7L081tzxwXac2xKN6YjzAV/7Xy3S0j2C2mOjrneBv//oVBvozU+oXwpCSK73D/Odv/ISvvvwWl3uH8UeW7piwmrQNX9OTjYNV1XjnlSOEU3XZyxHGHAkGOdXXS1RP12codzrZW1F51/crQtDi9VLtzkz1PN3Xx+XRkWWX6CwGKSXheKYn3mOxYsmy4c2FUDzOmYH+5Q4tT45oipJRxgTQ7fMRjmcXHboboUSck709+U6ia8yusnJavEVpx8bDId4cHJhNleyd9nFxeDjtNQUp8cTFCmHOIIRgV1k5Ne50FZyEYXC6v4+bE+P3dJ160Ci2O2gqKsoo34gkEve1SK2S6k4wF0lStHmt2F5axs6y9A5lE+Ewp3p7iek6cV3nRHd3mtq8RVU5WlNDqcNxr4e7pihCZHVaRhKJB269iCQS6PMcxiZFodC2tGxUXUouDg9l6ADlybOemIxE+MGtm/jnBDUaC4t4qLZ2yfbIRmZDnPHkRDJF+pOfPc6Hf+Ywn/rscbwlLoYHp3L+jKlgmP/1/Buc6xwgMac1pllTKXBYKXDYZh/uVpOG22bBbjFltK902yy8a89mfvW9D1Nfcv+l6Na4PRyrrc84/kp3F5fmGfK5ohsGb/T3cW4oUxD0UHU1NZ67y1kKIWgoKGRvRWWG4dk77eNvzp/Dt0JdRXJBiGR70/nEDWNJ4ktSSl7q6uDGWD5z4l5hVlUqnJlaJf3TPrp9ua8tc7k1PpG1XjbPvaXYbufx+sa0tcKQkpO9vUxFIuhScqa/P8PhureiguaiomVlYdV6PByursloW3prYoJvX7+WUV+fZ+WQUib/zTuuKeK+DCbMYNHUjMiaIWVWjad7hdti4anmlrTrbkjJ6f4+xsNh2icmaJ+cSHuP127n8YYHL7tIVRTsWmYZy0gwmLVV4P2MpmQ62gwJsSW2tB8K+Pnezbb72jmZZ+MzHY1wdXQk7ViRzYbHan1gSjnmsiHKOuwOCza7meHBKWJFTqZ9YQw9KSw5ORFEUQQutxVlgQealJIbA2OcbEumeqqKYFt1Ge/Zt4Vt1WVYzRqTgTC/9Q8/Yjoc5ZOP7uPJHc0YUhKMxrjWO8ILl29xtW+YmK6zraaMZw62YjUvviZSFetbEM1hNvOulk283N3J0Jw2NlORCH997k2aioqocDpz/rFIKbk1McHfXDifYZR7bTbet3lLzmOzm0y8u2UTJ3t7GJlT029Iyb/evElDYSGf3Lkbp8Wy6sJnilAoyRLdGfT7GQ+HFqX0L6WkbXyMr5w/t2JtW/PcHaum0eL1ZpQKheJxvnejjb0VlXftIjODlJLJSISvXTyfNjfzrA1mVeVgdTXlTheDgdvt6G6Mj9Ez7cNpNvPaPP0au8nEsdq6JQnZzkUIwdNbtvBiZ0eak8uQkm9fu0qdp4APbN2W89xaiLiuY0i54UWwEoaObsicWwIuhExtxrOVxlU4N756+Z0osFpxWyxpz+yEYXB1dAR/LIprCenwy0UVgr0VlWzyerk6Ojp7/Pr4GH3TPjonJzOi2ftSXXIeNGyaRonDkTF328bGGAsF7yoYfj/htdmxaBrxORHkSCJO19QkCcNY1O84FI/zD5cucXVk5O4vzpNnDdENmZGxO+j30zM1hddmf+DK3DbE01pVFbraR/izP/wxf/5HP+ZP/vsPOf9WFz/8/gX+4k+e5+++coJg4M6bunOd/URSN35HbQX/98fexkcf2sWu+gq2VJXSVO7FZjYhgCKnja3VpbTWlHGgqZpPPLKH//7p9/ChIzuJJwy+8tKbvHSlIyP1bD6GTBCM3SKmjzMW/AkxfQSXZcdKXZZVQRGC/ZWVvK2xOS2VaCbq+Ievn0wz9u/E7V7zJ7g4nC4eaVIUnt68la3FJTmPTQjB4eoaHq1vyPhbOBHnL86e5U/PnGbQP72kVMhIIsGl4WFuTYzf9bWaotCSRYQzGI/xQkdHzm0DZ5w3v//6a5wbHMyXA9xDNEVhs7eE4nn6ArqUPN/Rzo9u3SSeY7TFF43wlfNv8eNbt/ItI9cBQohU7XpJmqMyFI9ztr+fWxMTGZ12yhxOjtc1rIgRsMnr5cOtrRkOiLFQiP9x+nX+/tJFpiJL0yWJJBKcHxrkK+fPZWgrbEQ6Jif58tkzvNbbQyAWW/IaGEkk+P6NG1mFivdUVNzXxl2Zw5nVWX51dJSXu7ruaqusBkIIaj1Jcdm5G8poIsEb/X1cGh5OC1iYVJUnG5seSCFMl8VMY2FmJu6Af5rvtT1YUf+GgsIMZ8yMeHH31FROtp2UkulolK+cf4u/v3Qx36kjz7rHoql47emBka6pSf7o9Cn+9eYNenw+QvH4A9MWd0OEXDweGz/7uceQgGEYKIqSZnBqJhWr7c6e5fbhZPqg02rmmUOtNJZ605T6hRCYNRUJRGLxtOOqEHiddj77+H5GpgK8cOkWf/XCGTZVFNNYtnAKsJQxpiInMSmFxI0pZFSnxPHUXc9XklxcdcNAlxJdGgTisayTMq7rBGPJv6mpusWZdOKlRqFsJhPP7trFjfEx3ujvmzUW44bOczeuMxwM8Knde9hRWobHak3rNy2lJKrr+CIRTvf38bcXz3N+aChtwyZIGouf2LVr0YaI3WTi2Z27uTo6ypWR4TRD1h+L8jfnz3F2YIB3tbRwtKYWr82OVdMwqepshNyQkriuE00kCMbj9E77OD80xFuDAwz4p/n4jp137f6hKQr7KytxmEwE52WEfOf6VWo9Hp5qacFjsWbWAktJ3DCYCIc41dfH35w/x5XRESTJaJMixKo8TGXq3PXU3EoYRobw1AyheJxALJY2pxQh7qv0MiEEW0uK2V5axkudHWlzaSwU4r+dPMFkJMw7mlootNmwzInsztzD6WiE9okJ/vbSRV7u6iSUiCfrh1fpHq5H5s8rPbUGzMeQkmA8RjAWm51TamotX4155bRYeKSugdd7e2d/o3Fd59zQIKoiMpwDB6uqqMmiabMUrJqJD2/bzpWREX7S0Z62/o0Eg/zRqZO81tPN+7dsZUdZWVKrRkvqGEkkhpFapwydSCJBOJ6g2zfF+aFBzg8N0jk5xXg4xC8eOMiTjU0rMua1YiwU4q/Ovck/XL5IS5GXfZWVHKisotZTgMNsxqZpWDQt6zoa03UC8RgD036+de0K37/RlibmDEldo2O1dSvinFivc91tsbC7rIIz/f1pG9mJcJg/Pn0KNeXYd1ssGSUTUkoShkHc0Inpycj0SkXqTarK25qa+cHNGwzOyeo42dtLZN5zc7O3mB1lZQ9cSQeARdXYW1HJd65fS8ueDCcS/O2lCxRYrTzZ1IzXZkObY29BylZM2TQxXUcIcJktG/ZZvbm4mFqPJy0LCJJi4V8++wY/f+AgtW5PxnWA5O8uEI3SOTXJ3168wI/ab80KE5tVddWcPHLemhBJJLIGKXTDIBi7d+vCemOm5M6Ys7cJxmPoWQTI47pBIBZDU9Q0O/R+vU4FVhsHKqvSuoxJ4LWebi6PDFPmcOIwmxfUn1AVgU0z4bJYqHK52eT1sqW4hHKnE6fZvOGu24ZwTlhtZsorCzj/VhejI368xU527q6juMSV82eM+5Ppg26ble01ZRktBAVg1rRUKUfmhk0IQbHLwXv3b+XNjj5uDI5ypr2PupJCNHWhmy5IGNMA2E0txPRMzYZBv59en49wIk4kkSCSSBDVdcLxOKE5/yYj4axtJs8PDfLfTp7AabbgMJuwaSbsJhNWTcOaMuqsqobVpNFQUJg1upKNhoJCfvnQEX7npefpmBNhjOk6J3q6OT88xN7yCvZUVFDpcmM3mZAymTnQ45vircEBLo+MEMwSCasrKOCXDh6mzrO4biuQvA9biov5/KEj/D+v/DRDGyCq66nvHqbIZqO5yEutx0OB1YpZVYnryQ35ZDjMoN9Pv3+asVCIRGqznusDTABbS0o5WFXNT7s6085xOBjk/3vtVc4ODHCstpYqtxuHyYwkmbY1Hg7RPjHByd4eLg4PpTk3jtfVE04klqVbENN1OiYnGA+FieqJ2XmV3OTcnlPBeGzBLJF/uHSR13p6sJtMOEypOTUzr1QVS2puuS0WNnuLN2xqucdi5enNWzg3OMjkvM1qv9/Pf33tBN+7cYPD1dXUeQqwm0wIIQjGYgwF/FwYHubC0BCTkfDsA6WhoJCGwkJe7e7KunHZqMR0nbaxUXzRKNGZOaUniMRT8yoRJxhL/u9bAwMZxtlUJMxXzp+jyuXCbjJhN5mxm0zYTBoWdc56pWl4bXYaCwsxLUOhWgBHa2qpcLq4laptl8DN8XF8kUhau0lzKmq7kqn/xXY7/+HQYaaiEU719s5zpMb4aVcnr/f1zhoSFS7XbPp9JJEgnIgzFQ7T7/cz4J9mKhIlbuiz1/V+Uu82pGQkGGQkGOR0fx9mVaXG7aGxsJBaTwEVLicOk3nWSZEwkobrSDDA9bExLg0PZa3Pt6gqH9rWyiavd1HPmg0314XgicZGvtt2nZ7p9C5SNyfG+Z2XXuBoTS17yisottvRFAUj5VgJxeP4IhEmI2EmwmH2VlTwiZ27lzyW+WwrKWVneQWDt27OHrs8MpwWbNEUhYNVVVS5VsY5uNFIZoVW01Lk5c3BgbS/jQSD/N5rJ3i+s4PD1dWUO51YVC3pnDN0QvEE/miUyXCYsVCQSrebXz50BG2DbUZmsJtMvHvTZt4cGEj7PScMg+fa2uiYnOSdLZtoKSqiMOWsiSZ0/LEovT4f54cGOdHTzVgoNPv++oIC9lVU8lxbG3Fj6c9kfzTKjfExQvE4kYROJBEnqutEUmtCKB4nFIvjj8e4kqWUpG/ax5+dPU2xzT67JmSz1y2aSqXbTbXLvSGddVLKlK7MePI66Ynb62gieY1m1tDxcIiB6cxs7IvDQ/zhqdfxWCwZ12pm7bSoKlZNo6GwkBK7Y8NtwOfiMpv54LZWzg4MpGnxSJJl9bl0m5lxcikiqbFU6nBwrLaOpzdvYXd5xbKeMfeaDbGj8E+H+dY/niYSiVNS5ubm9UHarg7w4Y8fydlBMVPSYdIU3FlUfxVF4LCaMAwDXyj7JBBCsLOugmK3g4lAmHMd/bz/wDY0NfvioQgLJY53gzQwqV4MWZ/xmp903OKv3nqTYDxOXE9GL+K6nrMIUufUFJ1TmeJ9qhCYVRWTqmJSVKwmjS8ceYj3b9ma0+eqisKBqir+r4cf4fdPvkbb+FiaN88fjfJydxcvd3dhUpRUS8aksbNQWrsiBC1FXn7t6EMcqqpe8kKiKgrH6+v5DeNh/vupk7RPTGRklcR0naFAIMP7vlIIISi22/nkrj20T07Q40s3CKejUb59/So/vHWDAqsNq6YhSUb6/NFoRvqySVF4rL6BLx57mB/eusnZgf4llwdMRcL80anXOTc0OKuKHjcM4rqec8r0y91dmecMqfmkzM6rao+bP33Xeyh35u4oXE8IIXikvp4PbN3G1y6ez3BMhRMJ3hoc4K3BATRFSdbFw4LzvNzp5BcOHMRuMvHW4ADR+6il6GQ4zJdefZnOyalUlDU5txKGkdO8CsbjPN/RnnFcCJFaQ27PrUNV1fzHRx5bckvPGUodDo7X1886JyBpIM4vTdtRWsbWkpIVNW5Ear377eOP8vsnX+Nkb09aVF+SdEK0T2YKAz7IzDiK28bH0mrwZ+aGIJnmHUtpbiyEWVF5Z8smPrlrN7ZFZuhtxLm+xVvMR1q38ydnTmdkj0yEw3zvRhs/uNGGRdNQU86JxLzngqYouCwrq09h0zTe1byJlzo7ZtfXuW12Iak/9XhD44YynleaUoeTT+zcRfvkRMZGJBCP8Up3F692d83adTMZL7F5z/WH6+o2fIePtzc2c6Knhxc72tNs4biRzHy7NDKMx2LBabagKIKErhNOJJiKRDKeyw0FhXzxoWNUud280t3F6DK6dtyamODXn/8x09HobKZKPLVe5cJ4OMx329oyjitCYFJVzHNsqw9u28YvHjiIXdl4eiOGlJzu6+VLr75MXDeIpfY1i9nbdPumsgqTqzPXas4a+qupvc1GdchB8tmwu7yCXzt6jD849Ro3xu9eXj6fmaz7mbW9x+ebDTR+dPt2Pr5j54bJqtoQzomxUT8+X4hPfvYRPAV2goEI//QPp+jvm8jZOWFKORAMQxLL0l5LVZJOC92QjE4HSehGVqdDodOG05JcLPonpu9S/yNJGH6CsTYKrAeyvsIfjTIUCKx4CrguJeFEYjY6qEaS0d7FoCkKD9fW4TSb+ZM3TnG6rz+r1zluGMSNO3+2WVU5UFnFLx44yIGq6mVHKNVUpKjYbufLZ89woqf7nkepFSE4UlPDz+8/yP84/XpWR0g4kSB8F40Oi6rxzpYWfuXQEWo8HjZ7S/BYLGn94ReDbkjGQqEVF2aUJJ0+MV2HVLaHSVXQjY1tCLnMFj6zZy/T0Qjfu9GWFlGfS+IuRkiF08V/OHiIdzQ1M+j3Y9NMwP3jnEhIg5FgkNHQCs+r1EZzrmNobtRrOdhMJh6qqeNbV6/MdvPRpUSf810mReFYbR0l9pVvX6gqCpu9xfzHRx7laxfO853r1xkPr0xLO0WIZYtqrgdE6t/dSD5ncntOui0W3rNpMz+//wBe2+I3/Rtxrls0jQ+1ttLnn+Y7169lOCgADFhwfVstFCHYWVbG1uISLgxn6oFAMpV/e2nZPR3XeuTxhkb6pqf5y7fOZu0+Jkk6xu+njLz5CCEocTj4/KEjROJxXuvtybCzE4bBeDh8RxtJEYLmoiK+cOQhHq1vYDISocVbzGioZ8H33I2onmAwEMjaRn45GFISTSSYe8enIhE2qmklSTpoVyM4qEuJnsrCmGGxe5v1SDAW4/LIMFdGR5Il1LAiGnSSpKPny2fPAPCpXXsW7axfCzaEZSNEyhukG0hDousGUspF1ZAWOpJCI5F4gpHpILXz2oCaVIWygmRbweEpP8M+P1VF2VtczpSEBKMx7mRTGDKKL3Iaw4gSineQMALYTPU5j3k9YEo5Fb70xNv4Xlsb375+lf7p6ZwMHEFyc1Dj9vDezZt5evNWKlyuFan9FUKgCZW9FZX87uNP8mJnB99pu8aNsTGC8fiisw7MqorDZGJ7aRk7FmEkmVWVZ7Ykz+t/nnmDSyNJka9cFhWLqlHtdvOR1u28f8vW2ZKbrcXFeO32JTsn8iwOIQSVLhdfOHqM5iIvX79yiQG/P6txPx9FCBwmE/sqK/nkrj0cranBrGqUOhwU2+30+6fvwRnkWQhFCFpLS2gtLeVkb/ZSqVKHk0frG1YtaqsIQY3bw+cPH+VoTR3fvn6V0329+KLRRdVAC5IdZpxmM5u9xby9qZlHGjLFgTcaTUVFPLtrN8+3tzMUTBr+S9msa4qCy2ymtbSMD29r5dH6hhXPAljPCCEodTj5/OGjVLs9fOPKJYYCgUXNMSWV2bHS46p0u3ikvp5rY6MZ41GE4B1NLQ+kEOZ8XBYLn969h2K7na9dPE/H5GROz6EZBNlbnG80FCHYWlLCf3r0Mb564Tw/vHWTiXA4J7tOFQK3xcKj9Q387J59bC4unl0bdpaWcbJ36c6JPHlWkhmtkraxUb564Tyv9nQzHAikZbLZ5mjmiQXc+BKZpj0TSSQynqHT0ShfvXCezd5iHm1oXPWOhstlQzgnvMUuioqc/OPfncTrdTI5EcJkUqmqKcr5M2pLku2pgtEYHcMT7GusSkttMWkqdcVJh0X/xDRXeoepKHBnaFNMBEJMh5L+zbsbswKBCV1OEk70YNNqM17RVFTEO5pbVl3hX00pZy8FIQTVLjef2bOXJxobeamzkzf6++ibnmY8HCIQixHXdZRUKYnLbKHIbqPWU8CByioeqW+g2u3Gomkr/oNIGmQOPrStlccaGnhrcJCTvT20T0wwEgwyHY2kSmaSKcCqomBSlFm9BI/FSqnDwZbiYvZXVbGtuJQCa2bZz52waBrHamppLizipa5OXunuotfnYzQUJBSPzxpjppQDpMhmo8LpYm9FJU80NtFSVJRWP17mdPJUcwtNhUWzi1SF05nzeKyaxuHq6pz1RZZDkc12X0RvAUrsdj65azdHa2p5obOdswMDDPr9TITDBOPJOS7mzPFiu53GokIeqWtIRd7ts/WhFk3jXS2bqHDdzuyq9XiSnta7sLm4OGNNKHU4cFmWnt4pgHKHi6eaWzL+Nl8heiFsmsbxunq2FK9+q9TN3mIsK+QsKLY7eHrzVgqttqyb3sbCQraW5N41aIdYmoIAACAASURBVCkIIXCYzRyvq2NPRQVXR0c40d3N5dERhgMBJiNhArFYMkVbytkSIqtmwmO1UGC1Uelysa2klL0VFTQWFuGxWJaUgaYpCnsrK9HmXd/GwsJcpueKU2J38EsHD/Ghbdt5c6CfC8NDdE9NMREO44tGUvXdibSUYFUILKqG3WyiwGqlxO6gxeud1VWYqUVfKht1rkNyHfvZPXs5Ul3DTzpucX5okEF/gKlImFA8TtwwUABVVbFpGg6TCY/VSpHVRm1BAcdq61ZsLDOYFJXHGhr51rVkcGMutR4PeyoqZoW8H3QcZjPPbN3GvspKftx+izP9/fRNT8+uETMdpFRFwapp2E0m3BYLRTYb5U4Xx+vqlxQAMqkqD9fWZ4iBJzNa1ubeNBQU8mtHj/F4fSM/ar/JtbFRhgNBpqNRonoCPdVa1KqZcFstlNodbPJ6ebyhif2VlRRYrbN2vlXTOFpbS++0b3Yd2VFatqhrVWSz8fbGpnuSudJaUnrXNcyqaTxUW0f9vE4vubz3TmhCYU95RUbwNVcbRgiodruz2hurQV1BwV1naIHVyhONjRklZfUFi9e+m4tZVXmotpa6eS2Qd5aV5/T+kz09/N7JE9wYH5u1+VQh2OxN7kl2lpZR4XLhMJsXvKe6IYkm4kxFowz6/VwbG+XNlHbF3KyjkWCQ59quc7Smdt3rxIl1Upt210FM+8JcvdzH2Og0ngIH27ZX4S3OraRDSsmPL9zg//zaD0DC0wdb+c1nHsU+x9iXUvLGrT6++LXvMxEIc6illt945hHqS4pQUw6KcCzBv5y5wv/4wWsEIjEebW3k9559FzZzpsdfSgNJnGDsFr7IGcxqCYW2hzCpG7+Ht5SSYDxO/3RSTDIQi6ZUogUWVcVtsVBsd1DhcmHTtHte36QbBpORCCOBAFPRyKzRb6SMflPqYZY0+pOGrXUFxxmIxRj0+xkJBgjF47MPsmR2hhmvPWlEeCwbo/brQWSmFdmA35/mgJtxTrgtFkodDipd7rQuHusNmehFhr8BxjgID8LxaYS6NunT0ghB5F+Q8asgIwjbBxGWw2syltkxSQmxlyHRCbYPIZR7p51iSIk/GmU4EJidY9EZ54SqYFZUbCYThVYbhTYbRTZbMqqduIyMnkTYnkGopVlOykDKIAjnup2XCyFlHCPwZQJGI2PGEXyRCMFYjEgiQWy+cyK1sS602Sh1OCiw2tZVu1CZuIWM/ARhex9CrVqTMRhSJsWfAyknayxG3DBm9YNmMnEKrTa8Nhtua2Z3qZViMhzmE//8Ta6Njc4eU4Tgo607+K3jj+QzJ7IgpcQfizHgn2Y8FJq1ZeC2c8JpNuOxWPHabRRabasuoDjTYcGQMinuqmqE9QRmRU12G5KSUCJOzNBRhcChmVdkTHFdZzQUZNDvxxeNJqPDKeeEzWTCY7FS5nRS6nCsqLBxnjyrgZSSa2Nj/PpPfsSV0dviqXaTiac3b+HTu/fSWFi4pN9OwjBoGxvjS6++zBv9fWkOiuaiIv74ne9hc3HxipzHEsjpAbO+XScppEyWcngK7FitSbX8/t4JzGYNlzu3qF9zeTHlBS4GJ/1c6BpgYHKaprLbCt5CCBrLCtlcWcKpGz282dHH737zRd6zbysVhS4MKTnfOcB33rhCIJL0vO2oK19QDDOmj+GLvokho6iKA11GiOlj94VzQgiRTC0uLmbzWg8mC6qiUGy3U7xMgbGl4jSbafF6afHeuR1pnvWLEAKP1YpnkVk06w7FjTDtR8ZehtgpsH8IWKPabmECbRvIGIS+CuYDwNo6JwCQcaSM3fPYoLLEOSZlAmSUhXz60hhCBv8XwvlFELk9H9cPBiJ2ErfFhMfz7rUezPKYuU9rGABShMBrty9bbHMluDA8xNg8DQ+Pxcrxujps6zyKt1aIVImC27K6mV2LYSwc4n9fP4tN1Si2OXhn7WZ+2NPGobJamjxedCn5xq2LDIcDWFWN99ZvpdFdtGxHqUlVqXS5qXxAO7rkub8IxuP84+WLXJ/jrAV4pL6eXz50hFLH0ruPaIrCtpISPrFjF5dHhtOyRcZDIQb802vpnMiJDfFEmJoM8Xf/+1UCwQgWy23v+jMfPpCTc0IIQVmBiyOb6nju7FX84SgjviCNZd40g7TY5eBde7dwrW+EqVCENzv6ebOjH7OmJtVP9dtp1rXFBRzbUr+gh1YRJlRhxx+9gMd6kJg+Qih+C4e5ecnXIU+ePHkWg1A8YH0ECCczFrIhJZJ40mmATDoRyMzqkVJPbYp1QIDQADNCKKnP0FOfMfN3EwLzbBqoECYw7wLVi4x8b0nnI6UBMgJCRYjbegLSCIFQEMI65zUmIJHcJKKAsCCENuecEyDDYD6EMD8Ewjr3i5AynPpMCzPO/mzfn8w+jIKMp87bgkCbPe/b7zEDRuoaAcKMEOY545m5vsbs9Ute35nPSY1Xa0JoLRmOh9n7EzsH8TaQ00gjDqggbAgEkmQXAIE1y/jSr+nd74WEufMGJXnPxdyMxMScc1JT10aZ891zP2PBL0rdq5RDZva65B5RSn5PJDkGlNtjmjfXpTRI3suZOWOevZfJ6xtKXkuhcntOpMYvrAihpl4XBrUS4fi57A6i2XOKpcahzY5j9j4KW/I7ZEp7SFjn3EPrhsqKCcfjvNDRnqGj1FhYyKHqpXfuynPv0aVBsdXO0w2tvNh3iwvjA/jj0VmxdEmyxeljVU1cHB9kJByg0Z17CXaePPc7Ukr6pn280NmRVmrqMJn4yLbtlCzDMTGDEILW0mSZ+lznRDAeZzqL2O56Y0M4JyYnAoQjMZ792eM4XbcNSLs9d0PKYTHx9l0tuG0WHt7WQGtNWUakTAjBY9ubaB8a5+snLxKOJRV5Y4n0+rIyj5NPP7aP5vLiBSeQSS2kwHqAUPwGVq0CSCQNtTx58uRZR0hjGMLfQcbPgdRBa0TYPgDa5tQmUiKNMERfQkZfAGMKUEBrSW6+VC+SKER+goy+BHIapIEwtSLt/wahlOVUp5rbYKeQ/j9AmFrB/rHbh/2/i9AawfFzoA8gg3+CMO1FJq5CohdQEbZ3I63vvL15jl9EBv8ajLHkubi+AGKmdlcig38KCHD+8u33GINI/+8jLI+B7b3J65W4mSyd0bsAE8J0EGl/BkFh8ryNcWTgjxGWY5DoRcbfSpW1vBtsH0h9WxQi/4qM/hSMYPL6mrYhHJ8BkdIK0nuRwb8AvReEC+H6TZirY6T3QvibyOiJ5Gt9vwlCAbUO4fh3oJQgg3+VvH+uLyBIbZqNEaT/vybHZ3sm1xuR/I7IdyF+MemYEWaE9T1ge0/yFUYYoj9GRp5PbuqVIoTtvUjzEQSpIIMxiQx/M5nVI+wI876ko2TuN8lJCD+HjJ1ObtrVWoTtQ2Daljy/nIYbTl47tQwhbMjoy2BMgnk/wv4ZEI7kvYxfQob/GfS+pCPFfBRpexoh3KD3Iad/B+H890jTwdtTOvoCMvJjhPPzyfthjCADfw56N6AhXL8BpvTaayl9EP4eMvZa6pyqELYPgmlncgyhrybvr+JBTv+XpJPM9UUkJmTwz5PfxcYog5BS0u2b4vW+3oyuC481NOAyPziipfcTmiKocLgZDWd2ZIjocb7VfgmX2cIzDa1rMLo82RgK+IkbBtUud94hmCIYizEcDFDrKcipHEg3DLp8U1S73EvWbZBA99QUQ/70Tn51BQXUFRSsWGmdWVVxzltfZ1qNrnfWrXNCSolhJBVIFUVgs5mxWEw4HLcvtLpASUU2hBAc2VTH0c11d/xRum0WPvvEAUrcDr7/1nXahycwjGQky2bW2FVfwQcP7eB4693V3RVhwW3ZzVTkLKqwUWQ7hiETKGLdXvY8eZaFlJK4YazLxW9GiT7/UL6NlLHkBj1xDWH7GChOZOTHyMAfgfu3EUplMqIf/REy8BcI2/uSGygZSkWLZyL/OhBHmI+AWg76IDL0FVAKwP5sMoNiRQasgz4ManX6cX0YqRSmHM5xiLch4zcQtveD5Qlk9BVk8K8QWkNy/ACmrQjXF5Chv4VET+ocUggFoTUiQ99MbvrVRiQSErcgfg0c/zYZ/dYHkf4vgVqPsH8K9FFk6O8R6EjHZ1KbcB30LmRoAMwHEPaPpSLrcwSzYueQwb9B2D8Kai0YvqSTZ+4GVK1COH4BIj9GRp8H5mUbKEVgfRcgIfIiwvkL/z977x1l15Ved/7OjS+/V69yLqAyCjkTIAiSINlM3SQ7dyvLSrZCj2VrtOQZe9q21vLySJYsySO1pJYsjbrVLU0nkt0kmxHMRCRyrlyonF9+N5z54z5UAAogQAAk4MZei4uFd9O556bz7bO//XlqEOFHKLHCObUjU18DuxO0Di8xxO4C6ygEf+HqL4M7iUz+GbhjHlGgFIEzBmqVt1w6kHsJmfo7ROBzoNYhrSPI5F8gQjoYWz2H8cz3IfscIvAzBUXNy+CcX3AgiUx/C3JveP0mipDZ55DJP4bIf/S8HK7qeXY9Eiq/B6mvQfg+5fWTMD3VgpRIpxuZ+K+gdyCCPw/OeWT6m57SI/BlUCKgxJDZ1xH6OsBASguZewPQ5r1clBJE6Fcg9yYy891Lr5OUkP5nZO5lhP/zoJYUnrn/DpH/6LXJGfSuv+uCfcZTeLgz3jNn93AVNl23DGzXZc/AAN1TU4t+rwiFPrR54wU411Be9qOGUXDY/18RrpQkrTxnpsdYWVzBWDaF5TrkHNur0qbqPLW8g0Pjg0zmMhT7Pv60opuF84lZvnfyBGnbosjnY3NVDavLK27Ja/9KdxeTmTT/auOW29qA1nFdso6NX9Ovu58HErN85+RxfmvT1quq7pS1bb5x9DC/un4jFaEP51ElpWQombjkLV7sDxDQb9BYCU/llLYWf390Vb3lzTDhFiYnHMfl+WcPMTOdxsrb9PWM8+d/8mPq6kvQNI8UuO/BDqprrl4udnHljaUghCAW9POF7WvYtbqJ4akEk8kMmqpQEQtTFg0SC16d6ZAQKhFzAyFjJUKoCHRmc4eI+tZddZvv4A5uJ9iuyx++8xZv9PZ83E25BOsqKvlP9+26aSUjb0vYZ8A6hAj8PML3cGGmvQ45/W8hvxfp+xTINDLzNJj3QeBnEUqwkEcvuSBtFyIAvk/iSfcVpJsC+5QXzM+lNHyUEGBsgMAXPdWD2uApCuxej5wQAkEAqS4DpQxYorycvgHkNzyiQ20A8sjce6C3g1rpkRX5PeDOICI/j9AakdJCuGPI3EteUH5BiSFtUEsRgZ9GKIFLY0uZxFOjNIG+0ku7wMFLQyickTBAq0OqVYt+n1uuREBZAdb7SOEHrcM71qJzWuWpBPIHkVorID1Fgt4OV2vaKCVYJ8A6goh8FWFs8e6buXuCgiLiGTC3e0ajwgBjQ8Ek8jkw1oM7C/n3EOZ2hP8JECqo1cj8u/OHcs5D7m2PZPJ9ykunUMuQ078J9vECGXItg9M8IvgziAvbFUhUiQ25twEFEfg5hFaLlHlw+pC5FwrXMoIw7kJmnvWIArUUnD6wewrLzcJ10kGtQao1LDXEku4QMv8Wwvco+J8qnFM1cuo3wDoMxkZQoh5BgQZqifd/d8I7LrdmMH45jKVTPHvm1KJbXhGCexuW0RArui6y+I3eHv7H3j2krCukBX0MCOoGX733flaVf0z+PjcRhqKSsS2+13mMxmgxK+PlnE/O8EL/Gd4Y7OaR+lbKA2EqAmHWl9YwmJpleSSOdhsHw1fCeDrF4dEhPtPWwWwux98eOsBvbNpKS/GtndN/u+JCYP/jrnN8rn0lkessF90QjfHL6zZctSGvX9f4tQ2biPuvz88pa19a8cX1KPvr2u9CnJucZDq7WIkYNszrbvtHgVuWnBBCEI0F5ipllFdcWgbT0G9e801dozoepTr+4cpvXoAQCmoh59SrQ5u+Ec37iYXjuPScOE8g7CMUDdB76jzBSIADrx0nGPGzalsLVcvK6D01yIl9nfgDJht2rSRaPF+KU0rJcO84h944haII1t27grIPILkc2yE1kyFSfPUlPa8V0+MJDr56nHhFjBVbGjEW+KskplO89v/tQSiC0uo4G+7rQDev7f7vPNJH/9lh1u1sJ1oSpvf0IN3HBli1vYXiihtj1CqBoUSCMxMTN2R/NxKlgZtfWvW2g93nycr19nmJvBL3giX7HII8uJPgTiL0lR4xAYXZ6vnBpgSQCcgfQDoDXuBpnS6oAz6GWV7hQ2gt8+kYStCbfZbXkGuplCKM9cj8OwjzHo9AsA4i/J9DiDASB2mf8sib9Lc9QgDAPu2lTrgTnqIAPC8GrXlB/110LH09aE3I2f8AxnYwHwBjHaDeWKNOJYYwdyJzu73gGAHWAYTvUwhxtd86xwvKlTBojfP3zcJ7QibA6UQEPjuXwiGE3zvH/IFC/8yAnAatueC5AKi182ks4KXKuGPI/H5PjQPedZBJcIa9tnANbubqMlCK59t5IWBy80j7NMgZZPobyAveG9ZJL/3DnUKo5UhjI2SeAesgUnkQrOOF52fj1bfB7veUPtYhSE4Wzild6LNhhIgglTKPSANQmwC7QPTlQCm5tnP+mOCNdyTPnD7FybHxRcuK/X4eaWohZFwfaTmby3FucpJE/tbKoQ4bBhnb+ribcVNQ4g/ylTV3L/rtM42rFv17ecQzA1/2E+I1ETZMNlRWEzR0Do0M0TczQ3O8mLF0ipe7O5nKZtlYWcXGymoUIRhPp3m1p4uRVJLKUJj7GpZT7PeTzOd5vbeb3pkZGouK2FHXQEDXGUomeL23h/FMmupwhF0Ny4mYJuOZNAeHBgkbJodGhlgWK+K+huUYqkrfzDS7e7uZzeVYHotz/7JlAExns3zr+BFSeYtNVdWsqahAvUx6nJSSrukp3ujtYTKbASlZU1HJjtp6Dg4P4dNUzk1OMpFJc09dA+0lpUxls7za08lwMklHaRl31dShKQovd52jo6yc2kiU/pkZjo+N8uDyRl7v60FXFE6NjxM0dB5a3kyx339Z0vLI6AjfP3WCPYMDDCcSNMSKeLy5lZBh8FJXJzWRCHsHB9AUhYcbWyjy+Xh/eIhDI0M4rmRzdTXrK6oQQrBvcIA3+3pZHiviE43N+BWF2VyOdwf6UITg7OQElaEwu5YtJ2L66J+d4bsnjxMxTZ5qXUFRIch/pbsTU9M4OT6Goag8uLyRylCYvOPwdn8fx8ZGyDsOfl3n8eZWasIRwku8+4YSCWazOcoC1+c5IaUkbVk8c/oUqYtKp5YFg9RGri+u/Shwy5ITqqpwz33tALiuxHVcVE1BSkgls+iGhs93e+Rc3sGNg3Rc+k4NEq/0Hq6T+7upXl6GlbUoX1nLOz86xMZdHbz97EE2f2I1oVgAX2DxSyA5nebVf36PNTvaiJVGCEb8zEwkSEylCIT9hIuCTI3OYuUsdEOjqDzKYPcoe398hB1PbKCkKk5yJo2Vs8nn8pRUFSFdyeTIDIqiUFwZw7EcJkdnQEJxZQzTv7gN+ZzF5NA0rpTEy6NIV/LOD98nncywfGXtJSlL6dkMg92jPPYL9+ILGLiuy8TwNJF4iJmJBEVlUTKJDNPjCTRdo7y2mMR0itnJJP6Qj6KyKOF4iPHBKWYnk0RLwkSKQkyPzTI1OktxRYxMMsvU2CyKqhAvj5KaSZNJ5pBSUlJdhKoqTAxNY+Vsisqj6KbG5MgMruMSL4/iuwYPmDu4VXBhFnbhTLzwZrGlU5hZtpk3wLwM7C5k8g8AA/QOLwBUbh6RtxgX2rhobnZuJnse1/axF8KPNLZA6q/AHQPrFKCBsbbQP67ntVDoO3Hh+FqLN/u9KNhXFhtuXgwljgj/LlgHkNkXvPQC827PK0LcuPKmAt0LsLPPgX2yYMhYUJlctcGkLBhGaly+T2UhTebie0bFu+cK/0l56ToL77O5VBt1vn9FEPyf9+6zaw3SL5hMLtneJa6lvsoj6wrEk1CXIbVaZH5voQrOe17fKddSmcnxjrfonPxwwXNC+DwVi9OPxEFoK4Ac0j7rbaM1XOYcbi24UvLuQD/fPnb0kkD97rp6Nld/POVV7+AObjTSVp7jYyNMZ7M4rqQxHmc6m+Xrhw5QHQrTEi/m+6dPYjkuG6uq+e6p42QsizUVlczmcigC8o7DM2dOMZRKsKasgvfO9zOeSfNTK9eQdxxURdBeUsqr3V240uXJ1hVMZjL85cF9PN7cSku8mJBhIoD+2Rn+dN97rCwtY0VJ6SLy4cjoMO0lpSim4O+OHOS3/dtpiBUteV4TmTR/f/h9NldVUx4K8c2jh3mitR1FCA4OnefE+BifaGyiqagYQ9VIWxb/cPQQruvSVlJaSCPJ8HhzK6/1dBP3B6iNRBlMzrK7t4tdy5bz3LkzKMD9DY0cHB7k28eP8ItrL69kqAqH6Sgr4+zkOPfUN1AWDOHTNBwp+cHpE9RGo2yqrEZTVFThvWET+Ry1kSg5x+EbRw9TGghRF42yLBZnMJHgxa5z7Kxfhl/XSeY99cu6iirWVlTyWk8XOcfmix2rifv83F1bz58f2MP9DcvnyIlnz5xCCMGDy5s4NjrCPx4/wq9v2MLewQFe7+3mseZWnjt3Btt1iZleuea6WBRdURalpfVOT/NGbw910eh1pV5MZjL80/GjvNLVuchwU1MU1lZWUhH6qMZmHx63LDmxEDPTad7f383mbU30907w3DPvU1MX57En1hMK3eal/u7gmpFN59j74lEiRUGSMxlqGsuJlUaIlYRxHIfBrlFKquO0rl+25PbDfeOYAYOVd3kmZblMnhe/+TaBsI+p0VnuenQtP/qfu1m2ooahnjEe+dl76D8zzKn93VTUlxAtDvPWMwfIpfPESsOs3dnOiT2dTI3NMDOeZOvDa5gcmeH0QY84WX9fxyJywnVcTh/o5sSecxg+nfK6EhpWVNNzYgB/2Ec+byGWSEGaGp3l+HtnqagvwfDpvPX0AQy/gRCw86lNvPTtdzFMjWhJhGhJmNe+swfTbzA1OsvDP7uDYMSPf8HzEgj7CIS9l6ttOez58RESUymmxmbZuGslB3efwPTpJKZSbH14Da6UnNjTSaQoyMptzcxMJDm5rwukpKa5gk0PrLwdxsx3sBBqqRcMOkPz5ooy783g6qs9tYGIAYo3Uy0dLzC/GPnXwRlFxP5vL73BTXnBlLzULO36oBRSCBbMlLpJcBOX3+TDQiigr/TIgfwepHUGtDqE2jDfFq0a7CJE8F8gFnpILL3Dyy8RAtRiUB8C817I/hiZ+jqYd4Ox5RobfqEaxhKKFSEQahNSa0TmXgV0zzBTXfpduTRUb/benfJm+1mizKHwF7xHBpC4CFRAIp1BT3EhwiAcUPzgjsxvJ9OL7xm1DJQowrcL4fvENbTxcrjMNRCalyIiZxHBX0GolyEbhIYw7kGm/xHsY2CdRIR+y1OFXC2UkjkFi/B/aunDqPVI67BHsOnN4KYh+wqIABh3eT4YtzBs1+Wd/j7+8J236JuZWbSs2B/gS6tW3xZ5z3dwB1eD8XSG7506QefUJL+3/R6WxYo4OjrCO/19bK+tYzaXYzAxy7vn+9lcXU3ENOmenqLNtrm3voGo6WM6m+XFrnPURCKcGh9jIpOhb2aGn1q5hrjfT8z00TczTdLK0T09jSu9oDZq+nhgWSN10Xn1697BAcKGwc+tXndJCvqK0jKebFvBTDbLoeFhJjLpy5ITactiKpuhOV5MxOfjh2dPU+Tzz/k8tMSLeaSxZS5Vtn92hjMT4/zuth3URWMEdYMfnD7JJxqbl9w/gKmqrK+o4uGmZmoiEf7iwF5S+fxlyYkSf4DGojgxn59VZRXECqW4846DoapsrqrhweXzVRFdKamLxnh/eJCJTIbxdJrhZIK6aJSSgLevi1UKIcPkkaZm1pRXksrnOTfpKYGDhkFbSQk+dfG7y1BVttbU8mhTC5WhEN86doS86zCaSuHXdVaVlXN2coKZXBa/riOEoC4So6W4hONjo3P7caTkb94/QMQ0ebylFf9VpppcQN5xODIyzLePHeW5M2fIOouLMJQHQ3yqpe2qbAk+btwWX4epySTHjvSzYlUNr710jNb2Svp6J+jrGWfFypoP3sHHBCldcs4QGauXoNGCQCVs3HEuvhbYjkP/+AyO61ISDhIydDRDo66lknh5lDPv92BbDvtfOY6Vt9n84GqS0ynGh6ZxbAeloEBY+PIxTB0rZ2PnbVRdZWpsltPvd9O8tgHLskknMsRKI9z32S288I23yGXztG1YRvfxAe7+1AaEECiqQsv6BlZtayE1m+Hk/k50UwcpSc1mqGutZGp0hkwqh7zIsMu2HUb6J+jY2kykOMTB106wZkcbbZuWEy+P0bK2Ycm+iBWHad2wjGDETzgWpKa5gh9/822+/G8ew7YcZsYT/PTvfgpVUxg7P8Xpgz0s76jBthzSieyiNJGLkU3nOLm/i0DYh2O7pGYzGKbG5odWM9g1wsxEgpmJJC3r6lmzow07b3PojVMM9YwSL4+SSWZxbBfVUPniylVsq6277LE+LlSEQnNpYj8ZkEiZ88gGmQJscGeR7qyX9iAM0No9j4nsswWiwucFQbigr0egIZUwmDs8rwCtBbQGwPGqSqi1CMVfMBYUnteAM+rJ4a2D3vpzbSmUWHRnQdpImfak/UIHLi/jXAQlCEqFV1nE7gQMyL+xOMC9mp6R0msL1oL/zyJd06saIRRAIJRypNaKzL4IuJ7549zMvlLwIHjGq7ThewivTGXKUxZozYWSk1fRHrvTu05KlPmUA4OFihYpswuupQVuYsG11Oe3U0oLlScOIbUmbx9KbL6MquJHGHd7RqhCK5S7vIbBilAKHhWlyPS3PbNI4ZsjjIRW7ykJzF1e+oi+HqmWemkJtmdSKkQQqRqgtXpeIMY2z3Ay96pHelyAttxbcNc89wAAIABJREFUJ/OspyZQij2Fg5wp3Hs3Jh0NDIS53avikXsRad6Ddy2TgETM3cd4agosZOY5T1Whtywy5fSeuZxHmmFfep20BtBXILPPg9rgPXfSLpxTFUKJe+s4Ix7Bo8RBKfcMMmUK1I/fx2Ayk6Zraoqgbiwyfsw7Nr0zM7zZ28NrPd0MXeRG79c0fmbNWjpKy25IO9ZUVPLvd96L5Vyav/1xQldVGmI36t68g1sdtZEI/9uWbXzv1AmOjo5wV00dluOgKyorSsqImiarysqpiUTRFZVPtbRRF42x5/wAr/f18CvrNhE1TRzp0hovoS4aZVVZORHTC7z/56GDOFKyvbaemWwW23XnqOeQYVwSyOdsG99lzCKL/QEE3itLEVzRvLw8GKKjtIz/Z/9eSgIBHmlsniMDAOL+wKLvds62kUh0xftu+TQNV3o+CmLBsXK2g10YFwsh5sgNTVGQ8oN9Fy5KKJ2DpigU+RYTxWcnJ/irg/vYWdfAhooqjowM437A/kOGQUAz5vbpXKGPwCMnYoXjqkLxzlPCpqpq3uzv4fff2k3cH+CJljb0AjFQGQ7zyZZWuqYmydjzJMJwMsl/eesNdvd082BjE+0lpYSMwntWEV45aSlxpIvluOQcm7FUmuNjI+wZGOD42CgjyeQlbQ7qOj+9eg0rSpeYTLgFcVuQE1J6aR7DQ9PksjZbtjUzO5shk74+EyTXlWTyFhnLwnEXmHldJYqCfowrsP+uzDGWeo68PYYrczhuitLgY9fV5p80TCYyfOWvn2EykeY3H9vOZ7Z2oGkq8do4ZTXF9JwaRNNV1t+3god/5m4UVWFqZIZj757lx998m5LKGB1bmwlG5l9Y5bXF6KbG8//wJvHyKI2r6mhaXU9RaYTq5WXEK2IYpo5QhGeiKiWarpJJZdn74hHW7GhDCIFRSCsy/QbNaxpIJzP4gz7qWipITqfRTZ3h3nEmhqeJL/B00DSV0uo4Z97vxvAZFJdH5/Z1JSSmU3QfHyBeHkUIwcC5YTbu6uD0wW62f3I9waif17+/l1hJhLaNy2laXUe0JEx12EdxeZTTB7vpPj6AbmrESiMMdI7QeayfXDZPvCxK85p68jkLX8Cktqmc/jNDqJqCKLxMy2qL6TrWz8xEkua19dS1VpHPWsRKIzSurkM3NBBwV20dd9Xe4BvhBuEniZpAuoVyhXu8soZ2r1dhQS1D+B4BcydChCH4S8jUXyJn/h3erLuGCHzZk80LAdJABL6ElIlC6oYfcL39hH/X+7ex3atOkPhDL8AWAdDXAZlCW/BKbqb/3vOwcAYK5UuPgtaECP4yV/M5Epjg/yQy+afI6X/tzcBrNZ6R5DVdXdsrq+l0e+kacgqZ+AMviA/+khcUAwgVYd6NzP4IlIqCD0RhkRBIrRUR+i1vJj37QuEcbG+WX2tkKePKJWEdQ6b+vqBU0b0A3LwXtBXz62S+j8wf9HwY7F5k8n+AWoLwPQHmXfPrGRtA7/BSQ5Q4aK1e/6oLDNqMTZD+fwFZCLavEWoDIvjLnj/DzO8APsAqnHehSkngc0g5hUz8Z8AE8mDeA75HPAWH1MH/Be9azvyeR06oVaAuX9DHJgR/GZn8WqGkpuHd12qlV07zBpETQihIfS0i+PNeKdHM03jXzvbMOheSE0qpd29nnvZSMZSLFDPZF5C5t70qL3YvMvUXoJQjfA+C7wGPFAz8IjL1117fzJ1TGSL0lYLnSxXgegoUEQIR8dJZZMbrp4/ZXPDc5CS/8+ILTGQyBHQdU/WCkJSVJ21ZOO6lw38B3FPfwJdXrcJ3g1QT9dEoddFbM3/6J+pb8xMOIQQB3eDx5lb+aM/bnJ4YpzgQoDjgJ2gYrC6vYDaXI6gbWK7LaCpNYyzOsmgRf7TnHc5NTrCtto6mojiWdGkvLcNynLln6NzUJJ9sbqMuGuXZM5lLyAhx0d3WXFTMW319HBsdoSoSIZXPU16Q8l/LfakIQSKX44nWNnbUNaApCooQOHPEwuL1434/Qd3gwNB5Nohq9gwOsCwWw1Q1fJrOuakJGmIx9g+dJ1nwQshaNodHhthYWcXh0WFifj+meuX3g66oJPN5xtNpVKEs6A9xSZvG0ylyts3aikrG0ilmc4v9aSSyQIjM4wJ5sxQKvMNF77fLa9lCusFXNm8j7vejCjFH5uiKwqdXdHBgaJCXujoXbTOdzfLCubO81NVJ1DSpCIUp9vsxNc3rf+mSsWxmclnGUmmmshkc170sieLXNL6wchVfWLnyhr17bzZui1YWxYNIKfnh9w+yfWcrgYCB60gCgWs3U8rmLbpGJ3nzZA/H+0eYTKSxHOdDlT786ucfoKP2SlJeiUDH0Eqx3BlU4ftYyhjmLJt/eO0A755a7EivCIHf1CmJBGmvLWNDYzU1JVF0Vb2p7Uzn8uRth4jf94EVVCSe0sByHBzpomoqa3e2oxsauqmx86lNmH4D27JRC1VcYmURHv7ZHUwOT2P4vGWJqdTcPk2/wUNf3s5I3wSarhItCXH/57YwNTqL4dOIlYTZ+dQmdENj22PrCEYDGKbGoz+3E8d2UDWVzQ+twl8oa6vpKlseXs1o/wSO7eIP+RCKQkNbFc1r6iitjpOcTnuztXgfspa19RSVhnEdSVltHN3QWLdzBbqhemY2iSyuM6+4CBcFefLXHgABwbCfYMTP1ofXUFwZY3xwGl/A4MEvbmNiaBrDr+MPmtz32S1Mjs6gGxqaoVJeX8JDP7Ud02+gmzollTF2fWErhqETCPu469G1jJ2fxLFdIsUhdjyxgUg8RKQoBAJ8AZPSqiLyOYtQLEhxZYyisgj5rOUZjgrv3H7SBmW2myXjeLO9fjWOplzqveFIGwWlMCN/c2G5GUCiCx9SX0NeRDCVBQN4wXwpTiEQWjtW8LcR7gia0DzZuVo1P9MO2CIKgX+JJicKs8lawVfCC3iFWgeRr3rpIciCEabhzQaLggmkWoHwPeX9vbCIhBLkqr0DhAB9HSLy+wW1hOady4VqFxeOE/l3hSocF7YLI6K/781AeyshzJ0gN3tcy0IoF7msGxsQsT/xCBdl8YyvEDrSvB+htYM7ihdQBr3g+cLnVSlChP/3eXPMpWDe783OXzgPEfaUAQt9KvSNiAWB+xy0xSoloRRB6Lc9AgjLC+CVyOJthM/zudBWXLldl4EQCtK422uzM+IdR/jnSokiBELEIfjr4OvzgmoRArVuPgVCCNAaEZF/X2irUriWs4v8QoRaD5Hf84J9mQEMj5RRrkFBIPyI4C/i3fxLE8FCGEjf4wh9vecxAoVrWXXRen6v7KrvwcI1uoiA0lcjLiYsYNF+hFoL4d8pnFO6cE7F8+ckwojofymQE2FAICL/h6eIUT7+mS8pwXJd0pZF2vpg40dNUdhcXc1vbbmLkg9pTDyTz/Du2Dm2ljbSkxwn59icz0xxPj1FUDP5RNVK/KrB7pFTjOeSNIZKubusZS7QkVKStvO8MXqGgfQkpWaYByo7COk31ispY+cZzSaoD12LD8kd3K4wVY3yYBBNETTEithaXcvewQE+376SX1y7gVe6O3mpq5OSQIAnW9sJGgYHh89zcGgIgOWxGGsrKgjoOl9euYanz5zkj997B5+u8cCyRmrCER5ubObFrrPsHzpPaTBIaSCAQGCoKuXBSxWhq8sr+ERjE988dgQENBXF+fwKr7LFhTBcFQqlgSA+ben3oZSSnGNjuS7fPXmcl7o6ifl8PNnaTnO8mJjPT8Q0F433oqaPL69czQ/PnubN/l7KgyE+274STVF4pKmF7506zumJcSqCYRqL4p7dkaaSdxy+dmAfluvwmbaOKxrlCiGoiURYV1HJX7+/nxUlZTzV1o5f0ykLBi8JvpvjxdRHY3ztwD4qQyHWVVTi1zRmc1m+e/I4R0ZHGEun+KP33ub+ZctZWVpOeTA0p+YIGQbFfj+W4/BSdydv9fUykU7z5/v3sLa8kp9atYbSwHwJUFPTKAuG5oidkVSKP3j3TXRFpb2klCfb2gkbJkIIiv1+fvuu7Ujgrb5esgsUFBIvPW4ik2Eik7maW/ESqEKhJhLhp1ev4cm29jl1x+0AIT9EUH4TcMVGSCmZGE+SmM1QU1eMdCV9veNUVsUIXoPnRDKb4zvvHuUf3zrE+GwK2/kgcc+V8Tf/6rNsbrr8FLGUNlPZ95hMv46pVVAafASfVnXZ9W8WMnmL//ztl/nR/lNLLleEQFcVqoqj/Oz963l0Qzs+4+bwVo7r8v13j3FmcJxff3Qb0eCVr9/IdJJf+O//xEQyzVc+eTdf3nltZVhdV9J/ZmgROVHZUEq8IvqREUXZdI7u4wM4tkc2qJrKso6aS4w659vs0n1sgExqnuGtbakkEr8+B987uDlIWIOcmP4OIOiIfY6QfmlgMpI5QkSvxa9deyB4rRhKv48jc1QHtmDLDKenn2Fl/ItX3KYr8QoBrYQK/5pLlrnS4Xx6LwKFmuC1+h9cJWQOmdvtqSouB6UIjB3zFS/u4END5vciE3+ECP9bhL6hoJCxkdbBQrrMZSB8YGxHqDdGln9dkC7SPgfWgSuspIGxHqE1fmTN+knAnoEB/vWPn2M4+cGeMoaqsmvZcn5ry1aai0uWlJpfDSaySZ4ZOMTjNWs4Pj1I2s4xlkuwobie3uQEuqKScSx0obKjvAVNKJjqvLTdlZL9E92cnBniidp1GIqKIyXHpgfIuw4tkXKieoDTs8NYrkNQMyj3RehKjpFzbKoDRdSHiulKjHE+PUVVoIiaQIwTM0Ok7RwR3U9rtII9Y128O9bJA5UrWBOvpTs5TtbOk7LzNEfKmc6nqQvGmcyncaVLdeDmfxPu4ObBcV0s18VQvcpKluviSompqki8VAdHSlQh5lKgLNfBKkw+aaqCoXgTgq6U5B0v5UEIz49BFV5aQc62PT5X8VIOdcVLH7BcB0PVFj1XFyrl5B0bV3rbmKo6lw5yIbUg5zjM5rK83ttD/qLUKE1RCOo6B4eH+NLK1QQ0jRc6zzKTy/GVzXfhSIkorLdwXOoW2upIia4oGIUg35WSnOMgpURTFZDeu+Grb7zKXdV17Kir9xTJqkr39BR7zw9c0tfFfj+7ljWiKQp518F2XFRFYKgaonA+uqIs8lSQC/pUVZRFbfbaeWESUGCoCpqizvlXKELMTV4bqve75c73k6oo+DWdnG2jKoqXAlK4H6SU/Lf33mZ9RRVryiuYzGb42oG9/OamrbSVzBPMrpSMppJ86+hRnj59kv6Zmeuub6YIQVU4zD31DTzZ1s7q8gr0i67Tx4irasRtoZywbQfTp1FcUuo9wK4kGgtwLbxKNm/xT28f4euv7CWZnU8HUYRAVZUPZS/1wR9ZhbCxkrCxujCjfJUS35uIFbXl/OrDXoDhupKpVIYT/SO8faKHnpFJ/uK5dzE1jUc2tn3oQcSVMJPKsvtYFyNTCfK2/cEbXCcURVDf9tETQgvhC5i0b7r6wbGiKDSuvvU8G+5gaYT1Kir86wBBQCtlKH2IiexJQFDm78BUo5yc/j4RvYba4F1EjGr6Uu+Qd5LEzSaKzOX0Jl5HERqmGiZqNDCQeheBwFSj1Id2MpjeR8IaJKCVUh+6h67EywgErnRYFr4PTZkn+VRhkLbHODv7HCG9AkXojGSOMJE9jSJM6kN3M53vJWkNY7sZaoJbkdLBclKcT+3Bp8bRlQD9qXdQhEplYAO2m2M0e4zpfDclZisRo5be5JtI6VDia0cVBkOZgyioRI16qgIbrk0lIl2vvKIzfPl11DyCWyu3/HaDzL7klT/Nv48wNhUMPy+856XnGWL3X34HShBxLeVYbyokyOSV2ysMhGz96Jr0EwJDVYj5fCRyeSzXwSkEZOAN2A1VJaQbLCsq4qn2dnbWL5uTlV8PhjLTfLt7DyPZWdbH63GlZDafJWHnqPBFGM7Osqm4gbB+6aSHK13Gc0kaQiXEjABSSlJ2DkdKxrMJzqenuL+indeGT3J3WQthzcf59BTvjXWytbSJ10ZOcR9tvDJ0gsZwGa8On2RneQsvDx3nseo1vDl6hkp/FFPVkUhiRgAFwZ6xLuJmkMZwKbqicnCyF5+qc3Cyl5ZIBXdqltzeUC8Khi8E4+BFYUuZGhqqhrFEOKAIsaTsXhMCbQk1gSrEkuaGQghvG2XxNrq6+KA+TSPnaJQFg4uqRlzYd9qyyNo2yXyO2VyOoWSS5UVFHolwGVNFRYglz1kVgsBltlEVQbBwflJKArq+5PsiYnqKAyEEpqphXtSHS/WdEAJT01hKH3U5w8mF+1nYZ95+Lj3GQnPfC/dDxrKwXIe0lWc6l6VnegpdUS9JyVGEoCIU5l9t2syDjY281dfHW3099ExPk7YscranXlmYKicK56UKgVZ435qaRtT00VZSwubqGlZXVNBYFMevabcKKXFNuC3IidGRWV596RhPfnYToZCPvp5xfvT0QR58ZDUtbZUfuL2Ukq7RKf7p7cNzxETQNGivKWVZWZxY0I+uemzktaCy6Mol3lyZYyL9MhXhz5DOd5OyzlEafOiajnGjURwOsHPlvDTYcSWPbmhje3sDf/j91xmcmOX5A6e5q72eeChwhT19OIzNpugcmiDku7765ndwB7cmJCl7BL9WTFCvYCLXSWP4QaJGPdWBzcTNJkazx5jInqHIXMZI5hB+LU7SHqEp8jABrYSZfD85Z5bW2BOcnXme6Xw359P7qPCvYTx7gjJfB0lrmKrARorMZahi8bNkqmEmcgmmct1YbhpV6IxmjlMbuouJ7BkmcmfJOwkEguWRB9EVP2ThfHovcbOJcv8aZvL9uNImYlTjU6NIHIqMBmLGckazx8g4MxhKiGKzmYH0e4S0CkBSHdxMb/J1SnxtmOo1lMAUPgh8EYF7pZWAO++N64JMgzuL8O0C86HFaSNoXnqJufMKO7h8WsRHD8VLodBXfMB6t0p7oSs5ipSSxvDNN7U8OzuMrqg0hK4uDcSVkkNTPQxlpmkJV7I8XLaoBOFCNMWL+b2776FnepqRVJJUPk/GtlGEIGyYlAeDdJSV0xSPE/X5UG/Q4LjMF2FXRTunZodxpSSbneXAZA9rimpZVVTDaDbBZC6FK925PPwLA3MhBAHVYDybxHYdVKHQn57k1MwQQgjStke6FRlBVkQrCek+pqfSRI0AbZEKjkz1M5KdpS81SZEZpNQMg/TatDJWzcHJXizXocofpcQM0xQu88z+FIXmcDmt0QqklLRFKzk02YcuVKr8t6Zfxh385CBimNxT17DkskQ+R86x5zwRVpWVc3/D8hs6cbmmvJLK0IKxghBUhcJUhZYeP9wugbZP0/hix2pe7+3mmTMniZg+fn7NOqrCkSXXNzWNjtIyWopL+NLKVQwmEnRNTXJ+dpaJTIZkPjenblELSpiQYRDz+SkLBqmJRKiJRAkaBj5V9VQit0lfLYXbgpyIFQXRdY0Xnj1EU0sFr796go7VtdTVX31O395zfQxNe87RpZEgv/rgFu5d2UhpOPiBvgcfBo6bZiLzKuPpl8nag7jkiPlukiT6GrHwhtVUgaYqbGur5xPrWvnbl/fRPTrJ8GSCeChA3naYTmWQUhIJ+PAblx/o2Y7DZCKDRBL2mwRMw5NU2Q45yyZr2RzpGWJkOoFZWsTYTKpgRDqPgKkT9puXeag8l9qsZZPOWdiO4+Xd6SpB00BTr/wwOo5LOm+Rzdu40vVYal0jYBqo6tKDsKlkhrxtEwv6MTQVy3FIZy3ytoNEoqkqAVPHp99cdlJKiVMwcM1Z9pwhkaooGJqKz9DRL3P+F65BOpfHsguyPlXBf4V2W7bDRCKNIgSRoA+ffumrQkrJdCpLzrIJmDohv7noo3VhH4amUhQqlCx1XFLZvPeSlZ6k0Wdo+IylnaUvXO9MzvLSsKREKJ67s6mr+HT9is+vlJJs3iad97YXgK5518zQruytIqXEctxCvzk4rpxTWpmFPtdUBUfmsdwUIHCkhSpMDCWIoQQBiRAqmjBxsQplFRUECqYSIRZoQBMmhhLCrxahK34UoeBTizCUEKrQcRdsUxnYiKF6vwe1UnTlUgLRVCKkrDGKzEYS1hDFZjO2zOJKG1c6c4P2gFaCoYQ8Y0ckPrUI282QcxKE9SpKfe2M504jUFGFga76MVQvpUIIgZQOrrTmFGyutHGkhWfPdY3PghCIO8TDTYfwP+EZPC65UHhGlrdQMH9FCFHw9bi6YcxAepJnBg6wq6KD1sjHo6Z7Z+wMjnQ/EnLijdGThHTfVZMTAJpQOTLdz1BmmrpgyWW/i2HTZEd9Azvqb1RrPxiKEER0PxHDT8wIkLXzlPrCbCxuoCFUgpSSTSUNvDZ8ilOzw6yIVrKxuAG94J2jIFgRq+L580f5u863qQvGiRkBknaOuBGkzBfxyBXdRFlAyvSnJnhm4BBx0yMthtLTZF2LmBGgyAwQ1j0vsZBmohZSSbKOxXPnj/BAZQcBzZzzvRBC0BQuY89YJ+uLGwjrt08O+B38r4krjYEipo9Pt93cCoOfbltMLguvUTf1mB8FhBC0l5TSXnL1798LaS2GqhL1+Wi/TSpr3AzcFuREIGDwySfX8/R39/ONv3uLJz+7kS3bmjGuwRfhRL9XS9bQVD61cQWf2rTipgaUivAR890FEqK+zZ7M6mJTslsIpq7RUF6EriqksnnSOc/kamhylq/+40uMziT5Fw9t4tN3Xd7Z/UT/KP/hmy+iKIKvfPJudq5cTiqX5/kDpzl47jzdo5MMTsziuJL+sWl+4y9/cImRz1NbV/JLn9iCoS3Wa4mCC++ZwXFefP8M+88OMJ5IoQpBXVkR29sbeGBNEyWRS30ZpJTMpnO8c6qHt0/2cub8GMlsnqCp01xVwo4Vy9jW3rCk/8UfP/0m+8728Xufu5/W6jJePnSGd071zpU3LYuE2NBUzcMbWllWHr9p9YOHpxLsOzfAntN9dI9MMpPKeoRR0EdtSZTVDVV8clM7sdDiwY4rJecGx3njeDf7zvYzNJVAupKSaJANjdXcu6qRtpoyLwdwAXpHp/jNv3qakM/g3zy5k61tl6aZ5G2HP3nmLd4+2c3jm1bwSw9tJrhAEdMzOsVv/OUPaK0u5b/94uNMJtLsPtbJG8e7OT8xgys9Jc/6xmp++t71cwTGBTiuy7HeYXYf6+JozxAj00ks28Fn6JTHQjRXlbCxqYYtrXVLkmZ52+HUwCivHD7Hoe5BJmZTCCGoLo6yoamGXasbaSgrQlnimrlScn58ht3Huth3tp+B8RlSuTyGphIPBVheEWd1QyX3dCxD902TtEYQQMaeIKiVoik+DCVIWK9GEQrl/lWMZU+gCR9xs4m0M07amcBQQ+hKgKhRi1IYROtKiIhRU0iRqCWsV1IT3MqsNYCPKKowiRp1qEsYbwLoapCwUU2lfz0j2aPEzSZsWcNI5giKMCg2W5ix+tAXeDeEtAriZiO2myVpD2EoESZyZ1GFTkirwJJpBAq6CBDVaygymxhM72Uke5SKwFosN0k6M85I5jClvo4lSZM7uIOPC1JKjk338/5UL2HdT0u48mOZVbqV7YIVIeiI1dCZHGEi98FeEh81ooafx2pW41N11sfrkHipGoYyH/jXB0v4bP1GbNdBEQrDmdm5dBNFCMp8YT5Tt5G8a6ErKoai0xwu93y3FA1T1Xik2jvGhW2Wh8p4tGY1pqLhU3Uerl5FzrHQFIWAavJo9WoAHqlehanoIODnGrd7RLii8mBlB0ahtGLWsTg7O4JP1VkeKr0pqbPXi5lkhv6hKSrLohRHvW/EdCKN40iKY5f3+0ln8kzMpKgqjV5CamVyFjOJDKXx0JJjpLzl0HN+Att1WV5djO8KZc+vBlJKMlmLgH9+PDI165mSx6MfzrMom7NQVQVdU5lJZkil81SV3VG+3MEd3AzcsuSEbTv84Dv7mJr0jAwFkM1aOLbD/j1dnDoxyMOPr6W27urUEyMz3sc2FvSzs2P5FRUANwJCKOhKEVHfRrL2AJoSRrthNdlvDi6U0/FypryPZmk0SGNlMe93n+flQ2d5aG0LIf+lQZGUkt1HO+kfm6a1ppS2Go/xy+Vtzp4fY3g6gd/QiAR8zKSz6JpKdXEE7aIcuFjIf5nhm6RreIIf7jtJz8gkPkPH1FVms3nePdXLe6d6OTUwym8/eQ/RwDzJIKVkaCrB11/cywsHT2M7LiGfgU/XmEik6Tt8jteOdvLIhjZ+7ZGtlF5EbsykMgxOJth/doBn957k3VO9aKpCwNTJWQ7H+0c43DPIu6d6+b++9CAt1TeW6XRcl+N9I3zt+fc4cG4A23Xx6dpcv81kcnQOTdA9MsW9K5cvIicsx+Gdkz38xfPvcXZwHJ+uEfSZKALODY1ztGeIlw+f45cf2swDa5sxF6gjLMdldCZJJm+Su4w3iJQwk84yOpMikcldUpvadhzGZpIETJ3O4Qn+9uV9vH2iB0URBZMnl5HpBK7r8oUdi40YHdfl9aNd/OkP36JvbIaQzyDoM1AUpXDMJPvPDnCib4SV9RWXPM95y+bZfSf5m5f2Mj6bwm8YBH06tu1wtGeIfWf7efNYF7/26F1sbaldRFBIKekcmuC/fnc3h7sHMTSVgGlg6hqZvEXn8AQn+kd443g3y8rjrFlWxdrin5vbPkLN3N8XzDHL/Csp86+c+315+IFF7a0L3T33d1ivIFzY7sLvnhHllkvW9xzox0hYg3PLTDVCS+RxhBBEjPmM5lJf+9zfPm3xu6gicKkRZpHZcMlvAEHdu8dboo/P/TaaOUaZfzXLw/cvuc0d3MHHiYyT5/TsEPeUttGXGmfGyhAzArw4dARHuvSnJ7Fdhx1lrQRVH2cSw2wpaeSFwcMsD5XREqnk9ZGTPFq9liNTfeyf6EIRChuLl7E6Vkd3aozj0/1kHZuR7AxN4XJ2VawscV6tAAAgAElEQVTEUFROzgzyxuhJDEVjIp+i3BdBSslgZprdIyeYzCdpDJezo7SVkObj+MwAA+lJso5Fb2qczcWNbC1pYtpK8/LwMQbTU/hUnQcqVrI8VIblOhye7mX/RBc516YjWsOOsjYk0J+a5OvnXiPn2mwubmRdUT0HJ7tJ2Xl2lreRcSxeHDrCuqKGyyos+lMT7Jk4x8OVawhqJm+MnsJQNJrDFbw2chxVURlITVDuj/JQ5WpieoDzmSleHTnOeDZBwsrQHKngiZqN5F2b3SMn6E9PUu6LcF/5CkrNCM8NHkIVCj2pcUByX/kKmsMVixQMilAIat7Y43KKjgvqCgDLtZm1Mrhzhnde6q5XnWN+DHNx2cILxwCoCcSJ6J5S4wICmkFAmw96gwWSOLBgu6jhX7T+QqhCYUd5C3HzozH2zeY8paemKpiGRi5v4zguiuKpFvOW46lQhSDgM5ASDp8ZJJW1KF4VxHZcEqncnELRcV0yWQsJ+E1vgi+TtegfnubQ6QGevG8VfnX+nF0pSWfypDI5SmQI23HI5mzPGFFTMXSV3qFJdu8/x4rGCpZVxb02Ww6GrmIa2tz6rpQYuoZl27iuN8FuGhquK8lZNqoi8Jk6luXw8p7T3Lep2TsnIJHyxp3gKTizhQk4n6njui65vANITENH19RFk/e27bD/RB8lsRANVXH6hqY43TPKJ7a1oWkqPkMjm7exbAdDK7Q5b2MVzsFn6mSyeaT0+sNnaNiui6lrWLbX97r28XvS3cEd3Cq4ZckJIQQ1tXFiRcEFv0FbR5VX20MI/P6rlwHnLS/A8ukaZdHrN2a6GkgsJjK7ESjYboqwO03Mt+kjOfa1Ipu36RqexHZcisMBokHv4+ozdO5ZuYznD57izOA4x3qH2dJad8ms01Qyw/5zAziuy90rGogVto+F/Pz6Y9uwHM/Q5Yf7TvKnz75NZTzM//mFBygOL55h9Rek8pe0z7J54cBpymIhfuOx7WxprcVn6EzMpvj2m4d5/sApdh/tZEtrHY+sb51rXyZv8Y3dB3lu/0miQT+fvmsl961qJOQ3SWVzvHWil39+6zA/2n8Sv6HzLx/ZuiT58oP3jmPqGp/dvopda5ooDgdJ5/K8cvgc33r9EMf7R/jBnuP8zlM7b+iMXP/YNH/2w7c5cG6AeCjArjVNbG2tp7o4gpQwNDXL0d5hSiJBSiKLBzunz4/xZz98h97RKTY21fD5u1fTUu2Zyg6MT/P9d4+z+1gnf/7cu8RCfra3N9ywdi/EdCrL155/j77xab54z1q2tNQSC/qZTWc5OTBG2G8QvqjPx2dT/NNbhxkYn2HnymV8eec6qou9WYp0Ls/ZwXEOdp6nuarkkm1dKXnvTB9/89JeZtM5Prt9NY9saKM4HMBxXU71j/KtNw9xuHuIv3rhParjEepKY3PXzbIdntt/ioOdAzRWlvDLD22mraYMXVXI2w7949O83zWIZTvUlnx0VV8uB59WtEipoIiP/rUeN5spMpcoc3kHd3ALYDKfYtbKsKuig+HsNIOZSaK6nyNTfYxkZ3iqdhP96Ul+0H+AhypXcWr2PDWBIt6f6mXWShPQTIYyU3QlR3lp+Cg7StvIuTZPDxwgovuZyCb4Xv9+Pl27iY3Fy3ju/CGq/EVUB+J8u/dd1hbVUx0o4h+636LUDJO0szw9sJ9iM8y20hZeHT6O5Tp8sno9w5kZvte/j8/Wbeaesjaiuvdsvz/Zw7Hpfp6o2UDCzs4FgCdmz/Odvr3cX9FBiRnGVDznfls6dKdG+VLJNiZyCb7bt5f6YAn96Qmm8mnuKW8j79ocm+6nIVhKA0uTE9NWiqNT/dxf3kEQk67kCH7VpCpQxA8G9vNg5Wq2lbbw/OAhQpqP+8s7+PHgYcK6n4cqV/H1zt3UBUrQFZUXBg8znJ3m7tIW9k508czAQX5h+U72T3RhSYfHq9dxenaIZwfe59eadxFawtjyaqErGnXB6yvnGTMCi4iJ64VP1VlVVPPBK95AHD07RNfAOHnLYdfWFl557wy6rpLP29yzoZF3j/QAkM5aPLK9naqyKBUlkbngfHo2zev7z1FfFaeqNErP+Un2HevFdlxWNlUSDvp442An0pVz5dIXIp+32Xusl9lUluryGP3D07z07mmKIn50TeX+zS3sO9ZH/8gUy6qLcaXkpXdOkc3b+E2dB+9q5UdvnEDXFTRVpa4ixqHT50mmc5iGzrq2agxd40TXMIlklsfu6WBwbIbd+85hOy47NzThuC6795+jub6U8uIwp7pHOHz6PELAquYqJmfSnO4dxdBUWurL2Lq6YdF3fXQqyRsHOomG/GxbuwwhBOf6x8m/fhy/qXPvpibeONBJJmsRDBjsWLecV/edJW85BH0GD21r4+ndx/CbOrqmsKa1msOnz3Pf5hbeO9xDTXmU5vpboALSHdzBLYJblpxQVYWt21sAr6qE47ho2oc3+Aj5vADGy92/kunajYOUDo6bpir8JdLWOdJW90dy3KvBhY+IW8irf+90Ly8dOoumKPz/7L1nmFzXdab7nlM5dlV1VXXOuRvdyBkgwAwmkQoUlTyKtCxbnrFsPVe2r2fGj++1/HjGsu+MPLJlS5ZlKlCJFEmRFAlGgMhERgOdc07VVV25Trg/TqOARmeiQQBSv786VJ198t7722t9q744m1yPZkYjCgK1BVk0FOVwtLmHdy51sbYkF8tVYXeqqnKmc4DukQAeh5VtVUXptAydKKaFDklWsJm0AZVeFPHYLbMm1PPvLxj1er70wHb21pelBYwct4Mv2iy0DY7T1DfCqbZ+7m4ox2TQo6oqZzsH+fXJZgRB4LN3b+JDO9ZgvMpZtzjLQ6bTyt898za/PHqBnTVFbK8umnWfxVMSj+9s4Mn7t2C+apU+PzODocAUzxy5wMm2PsLx5KzJ8ntFVVV+9e4lTrX3k2G18J8f2cW+DZUYr4pwqMr3sWdNqabXXRVzIisKvzh0nrbBMeoKs/nah++kNNszY79LszKRFYXXzrby4wNnaCjOWbF9v5qJqSiX+kb42of2sqe+dEZY56aKuUvxBqMJOocnsJmNPLy5lk3l+TOuSXmOl/vWV2qRPtdcq4mpKD85eI6RyQhP7G7gDx7agdV0RcjMz8zA77Lz50/9mnNdgxy82MlHd61N37OSotDcP4qqwvbqQu5dVzGj7aLpNCJ5ujTVzUQQBHQY0Olurk+Afp4Uk+UQmozy/I+PMDYcAsBqM/GBj28jO9+zyDdXWWVh2qeGaQoN8HzfKVqnhihz+Kl05GAQdaxzF7HDV0lXeJRzgW4sOiOKqjIQDZBvcRNIRukOj5FjcdM42UdLaAiDoEdWFTrCIwzGJjEIOgqsHvZk1WDVGTkz0c1wPIhJZyAiJbjDX4PP7ODURBeiIDCZjHJkrJVyRxb90Qn6ohPT4oRWKrvAmskOb2V6cq6qKn6zk7ic4sJkH9u85fjMWpro6YkuyuxZ3JtdPyNNQIfIWlcRu/xVDMQCHBptSZs+Xs1yy9Zd/Xm30c4efzUldv/0uQigoBKVk2SZM3AbbWQYLDgNFlRV5e2RS1h1RhKyxFhiirAUR0ZLzVjnKmKbtwKXwcaPuw6TVG58Na/fFBRZ4czxDk4eakVv0LFhezl164sQRAFZUXA5LRw528W2aDGJpMQDu2p453QHvcOTRKJJHthdy9mWfnqGArNSFbxuO2UFXuJJCUlSONcywND4FE6bmY7+cWwWI2X5meT6Mjh4anYZYrPJQF15DicudKOqkErJOG0mHr6jjmffOIcoCmxeU4jZpGf3xjIGRoIkUhJP3L+Bn+8/Tf9IkEQyxbqqIiqK/FzqGMKTYcVuNeGwmhgenyLb6yTDbqaxbZBoPMXaqjwOn+nkg3c1pPvu0nwvqZRMIinT2jPKxtoCVBUudgyh14lUF2eR7XVwvkVbeDBdlTae43VSU5JNeaGXNeU5nGsdoCjHzb6dNbzw9gVau0c529xPbWk2vUMBLnYMoygqT9y/np++cpqB0SCJpMTW+iJK8jK1sWnzAJ1944QicfyZN1awmu/+0BtWozVWuTW5ZcWJqxkfm+LUiU7uuKtmWdESV1Psd3O0tYdYUmJgIkSh98anWAiCHqMuk8Hw06iqituy7Ya3uRiTkRjHmnsALex/LBThQo9WSnQwEKKmIIvHtq2ZEeLvsVvZUVPMmc4BDl3s4sM76inJujJhiCVTHG/pJRRNsGdNKaVZnhVfTRaA6gIf26qLZkRWCIKA12mltsBPU98I41NRYskUJoOeREriZFsfE1NR6oqy2V1XMquUkkGn4+6Gcn5x6DxnOgc40NjBlspC9LqZ+5/psLJvY9UMYQI0wWR9WR7PHLlAJJ5iYiq6YhP8QDjG8eZeJFlhZ20xe+tLZwgTV5+Da8/2wHiIs52DqCrcu66CAt/s3Eiv08a+jVUcaOykuW+US70jbKmcWyy4HkRBYFdNMduri5Y8mTcbdGRYzXQOBzjW0kN1vo8ct3OG+eVc21JVle6RAGc7B8h0WLiroXxWyocgCFTn+yn0uegbC3KmY4APbKlNixOiIJDpsKKoKhe6hmjqH6UsO3OGD4ogCLNSkla5PmLRBIf2N9LZOgyAy2Pjjn31q+LEKteFqqpcDPbxQO5a1rjy6Qrn0R4eJq6kEAUxbUqoGcOC02BBFAS6o2OU2P10Rka5EOxlb1YtXZFRCmyZ3J1dh17U8WDeOgqtmVwK9uM0WNLVLURBQFGnDXwRuPzauuyPoKgqZp2Bnb4qsszau1lLR9A+6DBYZr3fqp25/H7lvZwc7+R7HW/zcO56tvsqkFUFvaib1QeIgoBNr4kb4vR/VbT9ubI4oRCTkyyEgGaYe1mUiEpJrDqtj7PpTelj0lL1VCw6AxvcxTzb9y4tU0Ns9JRQ6vCjTu/HpswyqpxalTWzzoBe0KEXRRx6S3q/r00RXGVhutqG+c43XqarbQRRgONvN/O1v30cV5aTxvYhyvIzpyvSqcQSSTr6xgmG4xTmeEikJLr6xxmfjFCY7WYiGGV4fIpwNMFUJI6iqgyOhUgkJUKROF63jVgiRX5WBgXZbkYmwvQMBlAUNe3vcTXJlET/8CSjgQjD41OoqFgtRk1YF0WUa0zRnTYTKUmhqXOYRErCYTWhE8UZ/hEGnQ5VBZ1ORyic4HzrANleJ0aDDs2EWkBVobl7hOIcD/GkxOBYCFVRicSTOKwm+oYnUVWwW7V72WzSIo4QhDkjQIxGHX3Dk2RlOrT9MRs1g2xRxG41ke1z4s+0U1qQiddtp7N/nKbOEVKSjMNq1tKBp49BEATqK3L49aFLbKwtxHYDFoWuZr77o6g866ZHfi4HVVUJh+IM9IwhSQp5RZlkuGemYieTEgPdY4RDcTw+B1l57nnTwFa5dbktxIngZJTW5kHuuKtm8Q/Pw7bKQn5+5DzBaIwjLd2sL8ld1K3/ehEw4LHsJZQ8i0nnw2a4+fXWz3cP8bv/5xcz/iYKWsWLrZWFfHHfNmoL/DPOiygK7FlTyrNHLtA9GuBEay/Ffnf6M6PBCIeburEY9WyvLprTWPJ60etEKnK9c5YgNeh06VSMZErLpwSIJlM0948BUODNINvtmPN6W00Gqgv8nOkcoLFnGFlRZqWWFPvd+OYwUhIE0h4XiqKQSK3cak/vWJDRkOa5sq2qcIbZ5GJ0jkwQCMcw6HTUFmShn2MiL4oChV4X2W4H/WNBukYm2FyRv+LPhNVkoL44e0a0zWL4XQ7uW1/Jv712gmcOn6dtYIxddSXsrCmm2O/WckKZ7TStKCqdwwGmYglEQeCXRxt57WzbnG30jQUBzWw0JV+JpjLqddy3vpIjTd2c6Rzgz77/ErvrStldV0JtgR/LdGWRm9mpJ+JJDu5vpLWxHwC9XlsN2biz4qbt0yqr3IoEkhH6ohN8uep+ciwuim1+TgW6GIpNArNNKo2iHp/JyYVgLzt8lUSkOG9O9vKRwq2YdQbOTHSjqCouo42pVOxKqco53JJcRhuCAOcmeyiwerkU7GeNqwCn0UKBNZOJRJgqZw4xKZkWELRtzaY3OkFKkdjqLaM/NkFnZJSt3nKqnbk813eSs4EevGYHSUWiwKoJenO9ojJNDs5O9tAdGaMrPEpPZBzQBJOkLJFSZFKKTFK5YvoYlZO0Tw0zYjBzKdjPbn91ej/nOu4pKU69q5APF2zGIOrRiyKqqlKbkU9fdJxNnhJkVZkhQVzv23T/c6fo7RhNb3P7nTVU1+cjLmNiMjke5pmnDpGIa34EVruZh5/YQqbv1jUzB2hvGmSoL4AiKyhAZ+sQg30B8kt8rK/OIxZPcfe2Khw2M2aTgYlQlLryHIpy3Jxp6mNyKkZFoY/S/EzGAhH8HjuiKBCf9qfIsGuRL4mkxLrqfExGPZFYEoNeR21pNrKsoKgKO9eVIooi0lX9aUpSUFSVkjwPkVgSn9uOyajHaNCzsbYAq9mAKNppqMxFrxPJdNnYXFdI//Akm2oL8Wc62FBbQMa0n1ZWpgOr2YisqBj0IilJIRpPEghF2bOpAp/bjgDs3VzO4GiIXF8G0VgSj1NLz5EkmY21BVzqGAZUakqzCUcTGPSaN8TaylxEUZhxDDpRYFNtIU2dw4TCcbK9TqxmA2aTgY21BRTmuNHrRfpHgprpti+DjbUFDIwE2VJfhNdtY2NtAY5pIURRVcwmA0aDnlyfc85U5vfj/igqy7r+B+99JBZN8uxTh3jxp8dJJSX2PtjAk199EItVGxvLssLpI238y/98mbHhIGU1uXzpTx+iojZvkS2vcqtxW4gTzgwrdoeZgb4J/FlXcrzNFgP6JZrINBRms7O6mIOXOnn5VDMNRTnsrimeEeK/0qgkGYm8gKLGCKvnkc1RMswbb1h7S8FhMaWjHnSigN1sJN/rYmN5PmuLc/A6rXNWL8hy2dlVW0zHG+O8ea6dhzbVpCfLZzoHGBgPUuhzzZkSsRKIoojbNn/ZrcstXj3YkWSFQCSKThRx2WavRF2Nd9r7YiqmVSoxXROh4LbP//2r255DcH/PhGJx4ikJo16nXZdlnNdgJE5CkrCZjVhNhnmvicVkwGE2IikKk5E4sqLOihq5Xgx6XdqDZKmYDXqe2L0Wk0HP88cbaewZ5kLPML84fJ76omzu31BFQ3EOHrtlxrHJqsr4lCbohKJxXj7ZvGDna9DrkFV1xoUTRZEtlQX82eN38ZODZ7jYO8KP3z7Ny+82UZ6byT1rK9haVUiux3nT0jqSCZmTh1p588WzABhNemwO86o4scoq1zAUD1LmyMJr0lIVMwwWap15jManyLG48Bg10dkk6imyeTGKeqozchlNhCiyeonLKboiY7iNVopsmTyQt5Y3hy+SVCSK7V5yzC4cBjN5Vjc6QUQUBLLNLtxGG1lmJx8s2MyBkUtc0Pex3lNMpslOhsHCJ4t38trQBb7fcRCXwcpd2XUIQIbRSo7FNUOsABhLTPHGUCOSKuM1Odjjr0EniGzwFBOW4vx68CyKqtDgKiTX4sJvzkibMRpEPcV2HyadgQ2eYroio/y46zBZ5gz2+muw6U0MxSZ5ru8kXZFRZFXhX9ve5JH8DRRaM7kzq5bXhy5gN5i1lJJpb4vL5wsg02RHL4ikFIWonOT0RCcd4WH0go6t3jLuza7n0YKNvDp4jh92HcIo6tnlq6LU7ifP4iFj2tvBrDNSaMucU1BfiMOvX+TYgeb0qrc/J4PKNXksZytToRgv/ewE4VAMALfXzh33rbnlxQm70zIjRN9kNmC2aCXSN9RciYYMRxMU5XrY1lCM02YmGk+Sn+ViU10hngzt/BfmGCnMcc/YfrZ35vFvWTOzhuyOdSWAlk56qWOY2LS4A1BR5GPH2pIZ/bR/Om24ukQrqWs2GXA5rowRqor9VBX7Z/x+GU+GbUkVN+orrpQLdtrMs9JVLu8zgNt5xVfEbjFyqXOYeOLKQlNVsR+/x05WpiP9N+905ZLLx1BZ5KfyKt+I6pKs9P+u/hxoPh6Hz3RSXuDF577xHnjz3R8rLUwk4ikmJ8KoKrgz7ZjMK5tuOjEa4p39FwgGtDHeyUOtPPj4GOU12rVOxJKcONhCf7e2KNl2sZ8zxzquW5yQZYXgRIREPIXNYcbhtCAsUMJ+levnthAnQKWpsZ9T73aSlZWRnjx/9JPbKatYvF64Fvpv40v3b2NsKkJj7zD/87m36Rye4P51leR6nO+5pNN8kz7NWVgCFPKdnyOaaiOSbH1Pbawka0ty+F9PanXuRVFY8nEb9Tr2rCnluWONtAyMcbZzgO3VRciKytvnO0jJClsrC8l23ZgXrSCwfDdjVVtJR5g7BeBqLt9TqqqizOFJYtDNDpu90ciygqKo09dpeQM1RdXMqURx4RV+ASH9kpUVZc5wxvm47J69GAKLn/+5cFrNfGrvBu5sKOPtCx28c7GLs50DvHyymbfOd7CrtpjfvX8r5bneGfdxStKun99l52O712FdpIN02SxYr4lKMRn03NVQxoayPI42d3PgQidHm3s40tTDseZeGopz+MzdG9ldp3lo3EaRkaus8ltFbUYetRlXBqeCIPCx4u2zPpdtcfHFirsB8JodbPRok5eNnpL0zwB7/DXs8c+M4nSbbNS5rkwCP1h4xfh6p6+Snb7KWe2VObIoc8wev2zOLGVz5kxzWUEQ5vw7aFUi9uWuZV/uzIo7j+RvSP+cabLz+5X3pn//dOkds7YD8KXKe+b8+0N563lo2g9j5uevbHNvVi2g+XucC/TwxzUP4TbauBjs4/n+U+zNqiXLnMHvlOyetZ1PlOxM/1xoy+QL5cuv+pPuu9XLvy97E7ctdeuL2HZnDYdea8Ro0nPng2sprcqe1ffbrSbu216d/t06bda4UuhEkTXlOSu2vZuBXq+bIWzcCDwZNh69s/6GtnE1S70/rpfzJzv5yXcOIAjw+a/cT1X9yqYJy5JC4irRSJYVkokrQpiiqCTiV9LUVBXi0YXT1pbC5ESY7//v/XS0DHHng2t55GNbMV5nudtVFua2ECccDguf+vzsztSfvXQ1W1IUMqxmPrqjnn96JUr/RIhv7z/GcycuUux3U+J3k2G1YDbqlzxhv6u+nKx5Kn/EpT7Goq8QS/XSNfmPKGoMt3nHkvf3RiEgvKcQMkEQKMvJZFN5AW+eb+PgxU7Wl+XROTxBc/8oNpOR3WtKb6lySDqdSIbVjKKohKJa7uR813Yyoq2UmI16LKb35muy0tjMRox6HaFonHA8MW16uTQcFhNGvZ5oIkkipZXhmqsjSqQkovEUgqB9Z87cvHkGeYmUtKJpLHMhigIFXhcfv2Md+zZU0TE0wf7TLbxxvp03zrURTaT47x+/l6xpUUwUSKcVWU1G7llXTqHPvVAT8yIIAm67hX0bqthZU8zARIiDjZ28+G4T57uH+MYvD+CyW1lXksNtFRu5yiqrrHKDMIp6VFTapoaw6k2cnugi3+pBv0yBfZWl48iw8IU/vp8P/c5ORJ1Aps+J1X5jfQxWuX14P+4PVVU5fbSdS2d7MJsNRMOzzXevF5fHzpoNRQTGwiiKQlF5FnlF3vT/zRYjteuKOPpWE9FwAq/fSe26wutqU1VVhvsDnHinhcBYmPoNxbN8UlZZeW4LccJiNbKmvgBFUUgmJYxGwwxjvKXQPx7iaz94iZ6xScLTylo8JdE1GqBrNMBbjcvfr7LszHnFCaPOh8/6AAopUvI4Bp0Hg3h7G7u5bBbuWFPC0eZu3rnYxRO71nK8pZfhYJiNZXlU5GQuqsRe/r/K8l3Cl4vFqKc028Phpm4GAyGCkThu++z0AllRaRvUwsCK/W6M+ltjEJXtduC0mhgJhrnYM8zOmuJZ6SbzUeRz47SamByN0TMaYG1JzqyqFqqqMhaKMBwM47SYZ0QQiaImYimqSlKaW4AIRGJMTKdQ3Gh0opgul7qxPI+6omz+9hdvcr57kMaeIbJc5dP7LVLkd6HXiUyGY7QPjr9nceIygiDgtJpxWs1U5vnYWVvMn33/ZbpGAhxt7qa2wL/k67LKKqus8ptMjsXFRwu3cXKik6QiUWr3s81bvuzov1WWjiAIOF02nK6lVT9b5beL9+P+iEzF6WweQkrJsMLpHJdxuq38zh/cTXVDAcmExKZdlThdV1Jy9AYde/bVY7WbGO4PUFadS/3mkgW2uDiKrNLTPkpgLHy9u7/KMrgtRtSyrHDxfB9v7L9AcDKKw2lh155q1m8sXnIpnEgiycW+kRu8p1fQiWYEwcdw+DmiqXYyLXcSV3vxWOcOp7xd2FFdRJHfzaXeEY4093CqvR+dILC9ugiPY+F64IKgRSaAtuo+GY7hn0fcWQnMRgObyvN54fgl2gbHOdnex531ZTNSDBRF4WR7H20D4+h1IjtrSm6ZQVSO20lNQRYdQxO8fq6N3XUl1Bdlz+kJoqjqDIPIQp+L2oIsekcnee1sG7tqS2aVbQ3Hkrzd2EEklmBNUTY1BVfyJU16HW6bhfGpKB3DE0jyTJNQSZY53zVIz2hwxY9bK/eryVdzVcTQiSJrS3JwWMxE4gmiiSthe6IgUJLloSbfT2PPML8+1cyaomx8c9xnqqoiKUracfsyiqL93ThHFJAoCFTkeMnNdNI1EiCaSC4rFWaVVVZZ5TcZvaijzpVPnevGlkdcZZVVbh0GesYZ6p+4oW0IgkB2nodHPjZ/5UOr3cyefQ0r1mYykeLi2e4V294qS+O2ECfGRqd46YXTbNpaRnGpj4G+Cd56rRGv30FJqX/xDaDlkJdlrWzkwrUlCq9FVSUkJYxVX4ysRpCU2195c9ut7K0vo7FnmNfOtNI5PIE3w8au2uLFfR0EgRy3A4vRwEgwzCunW8hyO8iwmlFVlZQko6gqJoN+RXLhREFgfVkeO2qKePV0K9977QR6UWRrZSFmo1Zq9HTHAGaGxlwAACAASURBVN/+9VHGQhE2VxawtarglvEP0IkiH9hSy7ttvXQNB/jGswf45N711Bfn4HFYUVUtXaV/PMTAeIjddSXplAaDXscHt9Vxqr2fd1v7+NdXj/HxO9ZT4NUMZceCEX514hIvnmjCbDTw4KZqsl1XzJ5cNgs1BX7eONfOK6daqCvMZktFPga9jkgiydGmHn7w1mniqdR8u39dtA+Ocaipm7XFOZRke3BZLYiigKKojATD/PpUM8FIDKfVPCsyItfj5LFtdXSNBHj9bBt2s4lHt9VR7HdjNhpIpCTGp6J0jwToHg2wp66UIv+VbUxGYrz47iWK/G7Ks734XLZ0CdpgNM6RS910Dk2gEwVK/J7VkqKrrLLKKqussspvJYqi0tc1xuhQ6GbvyooTiSRoudB/s3fjt47bQpwIT8Uwmw1s31mB1WYiL99DR9sIgfEIJbP9oeakIDODv//MIyu6Xzlux4L/FwQ9Bp2LydhRTHI2Xut9K9r+zUAnCuysKeLnh85xvnuQZErmkZpaCn2uRb8rCAKl2Znsri3mjXPtPH3gDMdbevDYraRkhWgiycOba3lsW+2KTfhcNgufu2czkXiSYy29/L8/eZ0Cnwu72UgknqR/PMTYVISG4hz+8KEd+Jz2W6busyBoBqa/t28733n1OBd6hvj6z97An2HXDBxVlVhSIhiNY9TrqC/OnlHGdX1ZHr+3bxvf2X+cZ480cqKlD7/LjigITExF6RmdRKcT+ejuBh7YWD3juJ1WMx/YUktz3yjtQ+P8Pz95jQKvC4tRTyiaYGAiRJHfxY7qIo429674sQ9MTPGtFw+T6bDicdpwWkxYjAbiKYmJqSi9Y5Po9SKPbaujLDtzxnd1osi+jVWMT0V5+sAZnjvWyOGmbjwOKwadVuYsmkgxEY5iNuhpKMqZIU5EEkl++s45pmIJfE4bTpsZm8mIoqhMRmL0jweJJFLcUVfKtuoidL+Frs2qqiJLCpFwnHg0SSolawasOhGjUYfFasJqMy2rjN9iKIpKLJogGk6Qmi5xJ4oCeoMOs8WI1W5GrxdX/PlVVZVUUiI8FScRSyHLMgA6nQ6jWY/FasJsMS471VBVVZIJiWgkQSKWRJYVVFULTbVYjdgdZkTdyhzPZaOweDRJIiEhSzKKovnQ6PQiRqMei9WI2Wpa9nEshCwrRMNxYtEkqaSEqmj3iHaMJqx206KmvYsem6wQiyaJRS/fFyqCKGAw6LA7LVisxlvmnb5UNHNHlXgsSTyWJJmQUKZLMoqigE6vw2TSY7GZMJnnr8b0XtqVJYXIVJx4THuu4fJzrbVnsRrnjN5b5QqqqhKPpYiG4yQSKRRJQRC1Z81kNmK1mTCaVmYR5jeRm9G/XNt++vrFU8iygiBofc31PndSSiYaSRCPJZFS8rQBu6D1ZXqtTzGbjZgsK/dc32ji0QQtF/pIJW+sBxlc6Tdj0YR2bSQlfX10OgGDUY/ZYsRim8dDbZltdTYPvq8pHYqiEo8miEYSJBPSjHvPbDZgc5jRG3Qr+s5PJWUiUzHi8RSyJAPT4wKTHpvNfFPuxdtCnDBbjMSiSZouDpBf6GF4KMj42BQOp3nxL09jMugpXeHIicUQ0OMyb8NhXINOtAICshKd/vn2RBAEinxutlUV8vyxi+h1Invry9Iry4uR6bDyxQe2YzMbOd7aS3P/KJKsYDYYcNnNsCzbx6VRnuvlax++k58fPsfRph5a+keJpyRMBj25Hid76kt5fGc9ZdneFR2YrwRGvY6HN1eT5bbz8rvNXOgeYmAiRCyZQkDAZjbid9nZUJqHw2Ka9d0PbK0l02nl+eMXaewZ5lR7H6oKTquJ+uJs7llXwb71ldiv+a4oCuyuKyGWlPjl0Qu0DoxzuqMfvSiS6bSyvbqQJ3at5VRHP6c7Blb8uAt9Lu5eW0Hb4Bj9Y0FaEylkRcGgF8mwWmgozuGuhnL2bajCOodrss1k5FN7N1CWnclLJ5to6hulfXCMRErGoNdKy5Zme1hfmkeuZ6axrtNq5u6Gck609jI0GaZ7JEBqeiLssJjI9TjZXl3EY9vqyHE7bpsBxEqhKAqdzUOcOdbBpbM99HaOEgxESKVkzBYjHp+Dkoos1mwoZt22MrxZGe/tuRIERFFEVVXCoRinj7Zz5lgH7U0DjA2HSMSTGE0GHBkWCkp8VDcUsHFnBUWl/iUPWlVVpbt9hMZTXQBkuO2s316Gza71LVJKpvViP+8eauXimW6GegOEp2IIgoDNbsaXk0FReRa16wrZuKNiRv7rQsRjSZrO9WrHc2mAwb4JIlNxFEXB4bJRVKodz0KmZTa7mS17qrHa5v9MMiHR1zVK26UB2puG6OscZWRwkshUjGRCQqfXYbObyMxyUlTmp6qhgIZNpWTlLi42AwTGpjh5uJVEPIUoimy+owqv34mqqoyPhHj3UCtnj3XQ3T5CYGwKKSVjshhwZdopKvWzZlMx67eWkZXnXvZzpCgqE6MhTh9r5+LpHjpbhgiMTRGLJjEY9bi9dmoaCigs8897/wmCQGGpnzUbi5fV9o1CVVXi0SRdbcO0Nw3S3jRIf/cYY0NBopEEqZSMwajH4bTgz8mguCKbug1F1K4rwuVZWj55X+cojae7kSQZq83M1j1VWO2acXRv5yinDrdy7t1O+rvGCQbCKIqK1WbSnuvKbNZuKWXd1jKcLutv3bvvMoqscOpIG8MDAQCKyrOoWVuITicSjyVpPN3NyUOttF7sZ7h/klg0gU4vYndYyCnwUFmXz8ad5VTU5mEwLn0YHgnHOfZWE7HowmaDNoeFjTvKcWQsfayZTEoceeMS4VAUmK4Qs7sKb5Zz2ddZVVVOHGxhdCjIZXex2nVFFJX7FxW2bnT/IqVkmi/00dU6BEBOQSZrNhZjnL4O8ViSxlPdvHu4lZYLfYwMTBKLJtHpNN8Gf66Lsqoc6jYU0bC5BIt1acaSyaREe9MgF0520drYz0DPOMFAhHgsiSAIGM1aX+bPdpFXlElpVQ4llVkUlvqXfI/cyPvjamRZITQZZWw4yNhwiN7OUd49fKUaYSolc+xAMwO94wtux+mysWF7OTbH4nM5WVYY6pugvXmQtsYBejpGGeqfIBzUJtWCKGC1GXFnOigo8VG5Jo+GzaXkF3uXLFKoqkosmmRiJMTocJCxoRCH37xIJBxPf6azdYhfP/MuhgUsBfQGPTVrCyhcYmT/5bYnx8OcPd7B+ZNddDQPMjoUIh5LIupEMlxWcgs91KwtZO2WUspr8xbch6u5dLaHrtZhFEUh0+dk464KDAY9siTTenGAk4dauXimh4HecSJT2rHaHGZ82RlU1OWxbkspazYUY34fhX7hFsmXXnAnUimJ40faOfR2E/F4Cr1Bz+ZtZdxxZzWmW7ici6xE6Z78R6zGcuyGasair2M25JNt/+D7vB8K7YPjjAQjeOwWagsXL7+6EJKs8M+/Psp39x9nTWE2f/uZB8lxO5ecDqGqKuF4kv7xIMFoHFnW8vttZm3i57Sa0g9AIiVxvmuIlCxT5HfPmkiC5rfQPRKgfzyI226lItc7p19AIiUxFJhiLBQhKckY9Do8diu5HgfmeVJ0LvYOMzEVI8tlpyTLM6vSiaqqBMIxLvYOYzYYqCnwYzOvfLUPVVWJJlIMBaaYjMRISBICAmaDHpfdQpbLjsU4t7qpTKd/DIyHmIolUFGxmoxkuxxkOq0LpuPIisJ4KMpgIEQ0kUIUBZwWM/neDOxmIyPBMJ3DE/icdor87hnnJxxLcLZrEL1OpCLHu6gnybXHG0kkGZkME4zESaQkZFVFL4ppQSbTsfC+X95OMBpnKDDFVDRBSpbR6URsJiNep41Mp3WWsKaqKklJZiQYZjIcIzotjAiCgMVkINNuJcvtwLBCq9rvhalgjG/9zQu8+eJZAIwmPR97ci+f+OKdN6zNyxPOV589xVsvn6WvexxFnl129zIms4GK2lweeHwLO++uXXSlaXggwF9++Sk6W4cB8PgcfP3bnyWVkvjZvx3k1OFWwlPxeb+v04sUlWXx0Ee3cNfDazFbFu9IVVXlhaeP8a2vvwBAQamP//oPn6Cw1E9gPMwrz57k1WfeZag/sKBDd0GJj//2vz5JQYlvwfYURWWwd5xnnjrE8bebGR0Ovmdn4NzCTL7+L58hO2+26J5MpDh7vIM3XzpHa2M/wwOTM0quzYfJYqCiJo9HP7mdrXuqMBgXXt29eKaHv/qjHzI5HkZv0PHHf/Uh9uyr5/TRdn7ynbdpudhPIjZ/u9o9ksfjn93Nhh3lSx6Ep5ISJw+38ssfHKb5fB+x91guTqcTeeAjm/jyXzz6nr6/kkSm4hx96xLvvNZIR/MQ4yMhzVxuERwZFmrXFfGRz+6mdm0BukUqZu3/5Sm+9TcvEIsm8fqd/N9//3GKyrM4tL+RX/7wMN3tIwu2a3eYqd9UwhNP7qGyLu+WiaL4yz98iqNvN6Wfp9//80d48PHN6JdRQay3c5SvfOrbhENa9S63187Xv/1ZSiqzZ3wulZT4+lef5siblwC44/41fPkvHiUWTfDz7x3k0OsXCYxNzVvOVBQF/Dku7n5kHY9+cjuOjKUJPQM943zt89+dnvTPT36xl//6D5+gqHzpYz0pJfM3/9dPOPTatDu8AE/+yQM8+sntyzqHAMMDk/zlHz5FZ4smAFhtJv70fzzBpl2V8woJN7p/uUwskuDfv7mf5354BIBNuyr56l9/hAy3laH+AM/+xyEOvd7I+MjUgtvZsL2cr/71R/D4Fo6gVhSV4YEAz//oKEfevMTI4OSCx3UZo0mPP8fFmo3FfPrL9+D2LtwO3Nj7AyAWTfDmi2c5ebiNidEQwUCU0GSUSDiO+h4qWJTV5PDnf/dx8goz5/2MIiu0NPbz+q/OcPF0N4O9E0Qji1cC0Rt0FJb6uPfRDdz/wY1YbKZF+rJuXv3lKQZ7JwgGIoQCUaZCUVLJxd/B12K1m3jyqw/ywIc3LenzyUSKd99p5fkfH6WlsW/BSieiKJCV52bnPXU8/NEtSxL2//XvXua5Hx1BSslU1ObyF3//CcxWIy/97ASvPX+Kgd6Jea+fIGhVUnbcVcuHPr2T3MLFCx8swpK+fFtETsRjKRRF5Z59DVisRrKyM3A4LUtWjW4eKnoxA1WViEl9mPU5SMr7n5OlE0Uq83xU5i08cF4q41NRznUOIAoC26sL8Tlty/JpEARtBbo6f3FV0WTQs6liYWOtyyaIJYtExpgMeor87hkh/ItRW7Dwy1sQBDwOK7tqr88ReDEEQYuSKMuZ/yU+H6Ig4LJZcNlmVypZDJ0o4nfZ8bvmNi7NcjnIcs3dadotJnbWFC+7TdCO1242Yc++vnJXwns4dkEQMBn0FHhdFHiXtoL828Bwf4CnvvU6B1+5QHKO8E1BYMZgPBFPceF0N/094wRGQzz00a1YFljln709geGBAD/73kEunelBvnpAJ2g93NXtyZJCR/Mg3//mfgRB4L7HNizZMPkyU5NR4rEU4VCMn//7QV7+2YklDYTcXjtZuYu/V4b6Jvju37/CsQNNyJJ2PAajnuw8F06XDVEUmArGGOoPEI/NP+EWdQI2h3neiWEwEOUn3z3AxdPd84oqgiDMMnNNxFI0nu5ieDCAqBPZfmfNkt/tiqzQ2TqE22vn2//jJXq7RmcIL9feH6DdI42nu5gYC/GlP32YzburFm1HSskcfauJ7/7DKwz3T6S36cyw4s91YbGZkFISE6NhRoeDC04ELqfl3Ar0d4/x4399i/6u8XlNdue6ZlPBGMcPNjM5EeZLf/ow1Q0FS24zFkvS3TZCR/MgP/jWGwTGZ4Yvz9VeeCrOsbebCAYi/Jf//tiyJzi/iQz0TtDTPsILPznK4dcuTqfDXOHa86goKkP9AZ75j0Mk4ik+8cW7bnrpT51ee94Pv3FRm6iocOJgM/c9thFHxtL7T1VVOX+yk5GByfTfyqq1KICF3iXvd/9ymcnxMLIkMzwwyfe/uZ93Xm1EkhaekIqiQHa+B6d74QWXy2Uo//lvX+TUkbY50x4ue2ldixb1NkZ+se+Gpa8sl3gsxdG3LnHiYMu8wttKk0pKvPSz47z+qzPpPvNa5npPSSmZjuYhfvwvbwHw4ONbMC1QRaS9aZA3XzxLIn5jfNTmIx5Lsv+5U/z0uwcYGw7OOq9zvTsGeyd47odHGOgZ5/NfuX9ZgkEwEKWnY5TG01388geHiV+zeHBte6oKgfEwrz53ilAwypf+9OFFBbmV4LYQJ2RZYWQoSDgcZyqkhdT6/E7uvLcOn3/2SvqtgiDoEUUzcakfgWF04vInh7caiqJwpmOAs52DZLsc7F1ThmGZqvpvOrFEimB0/hXexdDrtLSDa6M0VlnlZqCqKmPDIf79m/t5Z38jUkpGEMCRYWXNhmLq1hfhy8lAp9cRCcXoaBni5OFWBnsmkCSZwFiYn/7bQYxmAw89vmXRld3LxKIJfvpvB7h4ugdBhKxcF/WbSqhuKCDDY0NAYHRokjPH2rlwqjsdjhiajPLsDw5RWpW9rIkawFQoRmBsitNH2njpZyeIx5I43VYKSnyUVefgyrRj0OuYCsXo6xqjs2WI4ESEtZtLMZoW7k5j0YQWMXGwGVnSInGKyv088rFt1KwtwOG0IIgCkak43W0jvPD0US5eJcr4cjLYvreGvGIvmT4HmX7nvKH8Lo+NTTsraD7XiyCq6RSUyto88kt8eP1ODCY9yYREf/cYp4600X5pgHgsharC6GCQn3/vAJV1efiyM5Z07hRF5dhbTZw51kFv5yh6g47cwkzWbyujpDIbR4YFKSUz2DvBiXdaaLs0QGK6vcHeCX7+7+9QXJGFL3thQbC7bZgf/vMbDPVpzvAms4Fte6u599ENZOd7sFiNSCmZyUCEk4daeeHpo+mcYZ1epGZtIeu2luLLduHx2sldYNXu/aSgxEdlXT4DPePodTpsDgt5hZmU1eRSUOIlw23DYNARiSTobhvh3Xda6O0cRUrJqIpK68V+nn3qMH/43x7FvoQwadAGxq/+8iTjIyEC42HMFgOFZX42bC8nv9iH1WYiHk/S0z7C8QPNdLePIEsKiqLSfKGPZ/7jEE9+9QHsztt/bHM9DPaM86Nvv8m5Ex3IsorLY6NuQxF164vwZmWg04lMTkS4eKabk4fbCE6EUVWIRZO89PMTVNUXsPu+NYu24/Y6+P0/e5jx0SnCoTjhUIzwVIzRoSAXTnZd98SqZm0BBcVeejpGAehuG6GlsY+NOyqWvI3IVJxTh9vSofBGk561W8vw+OZOD7lZ/ctlJifCjA4F+fUv3uXQ/kZUVSXT56CoIouSimwtVU+A4ESE7vYRetpHUBSVNRuKFo0oUWSVZ586xLEDVyJ6XB4bdeuLqF1fhDfLidFkQJJkghMRBvsmaG8apK9zlHAohiiKbN1TtWRx6EbfHwaDjoraPK5VmVIJidaLA+mII51epKI2b1HxJrfAg9mycPS7waRn655qDrxyAVVJYZlOMauozaOwzI8/OwOzxYgsKwz3Bzh/spPGU93pKMvQZJRnnzpM5Zp86tYXzduOP8fFxp0Vs4Spge5x+nvG05EF2Xlu8ku8CwpGZrMRf87i/aYsK7zxq7P8xz++xlRQO3cms4HCMh/rt5ZTWObDajOTSkkM9k5w7t1OLp3pTfsrHXu7CYAv/enDS+6nJyfCPPMf79A23d/bHGYqanNZu6WUnAIPBqOByFSc1sZ+TrzTzMjAJIqipturqMvj0U9sX1DoWQluC3HCZjOxfnMxg/2TDA4EGByYpOliPxs2l9za4gRGsmwfIKVoeXcpeRyD+P76Xlwvqqqiqtq7SJIVWgZGefrgGeIpiZ01xSsWjfGbxDuXuvjGs28jK4uH7s1Fgc/NX33iXvJXV+1XuQWQUjKvv3CaQ681psO9S6py+PiTe2nYXILVZkpHKCiKyu5Eins+sJ6ffe9g+juhySi/evoY1Q0FVNTmLUnlj4YTXDrTgygKrNtaxsee3ENJZTZmqzGdQypJCnc9vI79z53iJ995O93BD/VNcPj1i5TX5i4rJFmWFA691sjJw62kkhLrt5Xx8BNbqa4vwGLT2hUEAVlWSCUlJicinDvRSe26wgW3q6oq7U2DHHuzKX0Os3JdPPnVB2jYXDojCtCblUF+iY+cQg/f/KvnaGmcdgpXYfudNdRvKkG3iPGn3qBj655qms/34fY62LqnitKqHGx2EwajXjsn0yuRUkri3kc38MLTR3n+R0fTA9juthFOHmrh/g9tWvKqTG/nGAjaAOuO++v54O/sICffg9Fs0MK5VS0fee8DDTz3oyO89LMTJOKaQNHa2M/Z4x3c9fC6eSNCFEXhzZfP0dc1pv1B0M7J5/7oPnzZLoSrQsb9uS6KSv04Myz8+//eT3gqjqJoE8cHPrIZl8d+3WacK4nZamTvAw0EAxHKqnLYuLOCwjI/ZosBg1GfvvcURSGZkLj74bU8/a9v8870M6bI2op1R9MA9ZtKlnRcsqTQdK4XVVWxOy08/MRW7ntsA5l+RzqlR1W1sOM9+xr4wT+9zrG3mpAkBVlSOH6wmfs/uJGadYW3zHm8GUTCCc4cb0eRVSpq8/joF+5g7eYSLDZT+v0jywp79tXz7qFWnvo/r9HfreXjR8MJ3nrpLNv2Vi+a1mS2GNi2twZZUVBkFUVRUGSF3s5R/vqrT8+IVlgugiCQ6Xeyfns5vV1jqIrKVDDKqcNtrN1cuqQoNFVVGR0Kcu5ER/pvGW4bG3eWz5v3f7P6l8tEwgle/sUJDrxyAb1Bx/Y7a9j34U0UV2RhNBnSk1BZUkgmUowNB2m50E/9puJFt93fM8a7h1rTwoTH5+Bzf3QfW+6owmI1zTinsqwgpWQS8RSjQ0HOHGtnuH+SddvKlpw6dSPvD9DKdH74M7tnpX1Njof5xn/9Bc3n+7T9MBt5/LO7qd+0cESxTidisS6cBi0IAlX1+ey6tw5JUtiyu5KatYU4XVatLzPo0lqJlJK559H1vPXyOX763QNMjGqpOeOjId7Zf4HaBd5T67eVU7uucFbkwi++/w7PPnWIZEKLetm4s4KP/+5ejAtYCgiCgGkR0UVVVdouDfDMU++kxy02h5kHH9/CAx/ehMfnmGGam0rK3PvYBt56+RzPfP8Q4yMh7R38djPV9QU8/rndS7rvkwmJsyc6UGQVf46LD39mF7vvW4PdYUZv0GsRSorKrnvr2H3/Gv7t/3uF5nN9aSPSg6+cZ/d9a8jJv7Fz2dtCnBgZCfHdf3oDr89JSZmfHbsqycv34PUvLbREVVUGA1O8dLqJ+sJsKnN8OK2mRfPVrxeVFOPRN0gq4wjoyDBtxGpcYnmRW4TxqSjfefU48ZRENJGkpX+M3rFJ6gqzeHxXw+rq/hw4LCZKszPfsziR43asRqOscktwuQN99Zcn07mXvuwMvvCV+1m/vXxWZ6jTCVisJsqqc/jsf7mP4IRm8KSq0Nc1xusvnEmvyC4FRVFZt7WEJ7/6AMUVs8PHDQYdGW4bD310C+PDIZ778VEUWSGVlLl4tofJ8TDerKWtKFzmjRfPoioq93xgPR//3b1kz9EJG9CMmh0Z1kV9JkCbkDee7tY8JtAGZVv3VrNua9mcg3adTqS0Mpv7PriRrrZhkgmJwNgUR966RMOW0kUHIYIgUFjm58t/8QEy3LZ5JxaCAEaTAV92Bh/59G4G+wK8s/8CqBCNJGg638edD61b8iqJqqoIaDn4X/iTfWS4r4nsELSV1Ox8Dx/9/B76u8enQ4RVopEE5092sf3O2nkN0gJjYc6/25keHHu8Du7/0EZ8Oa5Z50QQBMxWI3c/sp7Db1zi1JE2VEXl3IlO+rvH8XhvLTNbQRBYv62Mspoc3Jn2eSckoihithgpKs/iP335Hvp7xmmdFrACY1N0tgxTu37xVd3LKIqKxWrk0U9u5yOf3jUrNF4QtHu9pDKbz39lH/3d43RN+8IExsJcOtdLZX3+sn0JftNQZJX8Yi+f/+P7adhcMuv66fVa9Zhd99YRDcf5p7/5VTr9o715kP6ecYoXSZERBC2fTS/qZozerbaVqbJjthjZvKuSA78+T2A8jCQpWorG4CQ5BZ4lPS9nT3QwNnwlfbm6Pn/e47rZ/QtoHhSvv3AGvV7Hhz69kw9+aufckQpGsFiNZLhtlFXnLmnbHc1DhAIR7RcBttxRxe776ud8n+r1OvR6rfKU1kYOUkpeVmrijb4/RFGY89ymUhI6/ZX7XRC0NpdqEL0QgiDg8Tn53Ffux2rTKmPNh8Gox+Wxs+9DmwhORHj6O2+jKlrll5YL/USm4vNGeRlN+jmjH6+9VkajHrvTsuB+LMZlk+/nf3SEgWmR0mQ28PATW3jiC3uwWGf7YxhNejJ9Th55YiuKrPL9b+5HSslIkibu7bi7lvxi75LaV2QVV6ad//Tlu9mzr2GWKCrotOvcsKmET/3eXXzjL36RTvnr7xmnvWlwVZwAyMiwcuc9axgcCDAyFCQSSTA4EGD7rkoyl2ASA3Cyo49vv3oMm9nI1ooCvvqBO/A5586jXylUVSKlBMiyfRBBENEJt1/oYyIlcaylh97RSRQVHBYjmysK+Nw9mynNvr2iQN4v1pfmUpnrfa8+d+imq0KsssrNRpJk3tnfyMigNqnWG3Tc9fA66jYULzhQFQTN8G3vg2tpbRwgEtZWrU8cbOHhJ7ZiXcKEHsDhtPDg41soKF3482aLka17azi4/0J6YDw2FGR8dGrZ4oSUkqmqz+dDn95FVt7S/WkWIhlP0dE8lP5db9RRv7F4QRdxnV5HaZU2UR0emESSFLpahwlNRnFnLt536XQimUuMLBQEAafbyva91Zy+KiR7dChIJBxfVginNyuDh5/YOluYuAaXx8bWPdVcONmV9vXoaR8hGknMK04MdM7fQQAAIABJREFU9QVmlHXLznNTUOJb8F602ExUNxRw5lg7iqISmozS1TJE7drCZXuS3GgMRm0AuhQEQct7X7e1lM6WIS29Q4XBvglSCWlZYkF5bW7aNG4hsvM9bNxRkRYnADqaB5El5bdenDCZDdq7cX3RgivdOp1I/aYSCkr9dDQPAloqRG/H6KLixPtB9doC8ou96clId9swnS1DZOcvbryXTEqcONiS/l0TYWvmXWW+2f1Lej9SMjvuruWhx7csy19jMSJT8bQAJQoCLo990fS/ywiCsKxKLr/JiKKAZ4lzPdCexY07K9j//GnGps1Bp4JRJkanbpkUtK62EU4cbEn7jRSW+Xno8a1zChNXYzDq2X5nDQdeOZ8WpYf6A5w60kZuYeaSRChRFNiwvZxd96xZ9B6rqM2jZl0hh1+/CGgRHJ0tQ+y6p26ph/qeuC3ufL1BR/Z0abOerlHamoeQZZnq2jw8mfalqbndQ8RTEonpEpJ28/sx+ROQlClGoy+iF+zYTWuwG6vfh3ZXDo/Dyp88dgfjU1p5KY/dQlW+H3/GjRV2bhX6ohcZirVSm3EnVv3SBo0mgx6T4cqjpagysiqhF96/Mjw3iqQSR1HnqmUtoBcM6MWVr1QymRymOXSISuc23MalrVjMRVfkLOOJHuoy7sKsW1rZvd92RgeDM1aqM30Ott9Zs6TJqigKrN1SitNtTU92RwYn6WodXlK0AUBpVY6WxrBIhJYgCBSV+XBl2tPixFQolvahWA6Xw+sXm/QuB0lSCIxdcX/XiSJZc1TZuBaXxzZjoh6ajDK1RHFiuQiCQEGpH6vdlL5e0XCCVGJ5tes37aqksGxxs2NBEKisy8NsNabFifHRqQWrikyFojPK5DlcVpyLiCCgpdBo11IbCA73B5Bl5ZYTJ5aLKAoUV2SjN+jSz2g4FJtpHrsIggC7712zpMG/IGi+BFczNhxcsJLNbwuZfie771t8sC8IApk+BwUl3rQ4kYinmBhbuDrE+4XdYWHLHVU0nulBkRUScYnjB5rZsKN8QfNYVVVpa+yfIVwVlPioqs+f9/19s/uXy7g8Nu79wIYVN/qzWI3o9SIJtAilno4RghMRzTPpNh8L3soIgoA3KwOv35kWJ5JJaUnm1u8Hiqxw6nAroclo+m/b9laTuYSyvYIgkJXnompNPm0X+1FV7f3RdK6Hux9et6SyrGaLNsYxL5JSA2Cxm6iozUuLE7IsMza8cDWYleC2ECdCk1GOHGwhJ8/Fuo0l3PvgWmw2Ewajjo62EUrL/Yte0N4xLdfKYjRQl5+F2XDjD10UDGRa70FRIqSUSVR1+SVpbjYWo+GGV6K4lUkqcaJyEJX3lqIB0BdtpDt6np3ejyMsrYrOLcuh0R/TF21ERSWpRBEFHXrBhE4wsNZ9P2syVr6UpaymiMiTyHOKIksnKUeJSqHrupa/Taiq5iifzu9HG4DPlV4xH3aHGX+2i8FezbxQUVS6WoeWZP6mN+goq8lZdAU+3VaGBfNVg9pkIjWnO/piZLisrN9WviJhsJdRVXWmGZnAkqpN6XTijFVYRVaXNfFcLja7ecaEPZWSltWexWqkur5gySGvLs/MlJNYNLFge6mkPMOxXSeKS6phf60IkZKUeSti3G7YnZYZ92oinlqWWJDhtlNWkzsjLHshri1pGA0nfmPO5fVQWOpbUsUeAJPFOGOFXpLkGaLbzWb9tnKe/cHhdM7+hVNdjA4FKSydX3SUJYVTR9sJTmgRF6Io0LC5BH/O3N5ZN7t/uZq8Ii8VtbkrLhgUlWdhz7ASmS4NefpIG8//+Cj3PrYBf45rSe+uVd4bJrNhhsglSwqp1PWNIVeKVFLmwqnu9O+iTjNqXuqYQ6/Xpc0rL4v5/d3jhEOxJYkTWbluCheJRr26rauNt1VFJfY+iDy3hTjhz87gyT+4e9bfB/oDvPLiGX7vP9+76EslNF09wWoyUOCdnZ+60qiqgqJqN81UshFQMOvf+6rvKu8viqqgqBIF1joKrfXoBP2s/6uqjCDo/n/23jtKruu+8/zcFyuHzgkdkHNmAEEQIAlRFEkxKFrBsmRb1gTPjM6eXWt3J8/ZmVmf8Yy9HmcFW7YCRyapzCBSTAAIEACRc+icQ3V15aqX9o9XXegGuhuN3CDwJQF0Vb933333vnfDL3y/2I4FOAgEkrhAYGM7FrZj0Z4+QsIYwHTyCEdCEhISF45zHAcbC8dxF92SkBFIk3/vmAghA07xeu5xkpCL55sIJBycGctxcEqRD0JISMhX9C4sDW2mwbecgp1h78hPKNPqWBJ6EEWolOsNE+7HrQ+IKa/n1sUu3YtbXwWBmFRfyzEIqZU8VPnFS/rgQrtcfN8KkpAm3LON5Zi0BNYzP7Bx6r7EQjChL4WY1EcT78t2LmyO3D53+8E9xi72pXPVbTxXYFk2PR3DJW+DEO7iUQgxa9Zv07Txhy5Mlo7tXFaDfRyqpjCvpXLWE7aqKpOY2k3TvqqNfEV1mKq660tGK0liUsi8Yzski8zmMyGTzk9qa82jXDVLtuO48oC24+DY7lhQ/L/0l3URU7n7/swe/qCX2sbZ5aaD28cTjS9mwZpWbx3cBedEQ0M+VyCXLeAPzLwgS8QzTLyTQNBzXY1PNwrjhNSO7RR/dorfw3gUyMVSqVdqKKiodlVfZtNnQgg3LP1CEEqJK+BOR+OC6lkbeGRZQpngIHNs5xKSwVuJ6oYoa+9bwJu/OAS4EU0fvHdu2mgyx3EYGUpwcPc5zKLxMBTxs/HBxdOOV7d6fhnHuCxoeBrlo2tB08Iq1tzTwq96RgFXneVH336XQ3vPs+WxVdz30BLXSHEZguO7mIzxMc6eOC5eNJdd/D45XCplfaswMpQoRXQAhCI+/EFPiXRzNvD6NBRVolC0E4yOpMjN8r2pby6fteyuJAnUCalIjnNzxvzbwjhxPTBO3ChLEl7txkqgAOTMLvpTL6HL1RSsASr9T+HXlt3w697F9cFQvp09wy+QMkcIqhVsq/oKIfUC2Ux/7iyHRl+l0beazswREsYQPjnEurInqfcuRRIy3ZkTnEi8S2tqP7Zj8pPu/woIGn2rWV/2BJrwYjs2Q/l2jsRfZ7TQgyxUWvzrWR7eii65C8aUGeO94edZGLiPkUIn3ZkTWI7JivDDLA9vJWsl2DH0fSo9zSSNIQZz7diOyaLgJlZGHkET7uSdtzOcSbzH+dQ+Ck6WsFrNqvB26ryLEWJ2i6pa72IAMmaCY2NvUa41sDBwz6R0joKdYefQD6n2zMfBoTW1n6yVZH5gAxvKnkJGJWslODb2Jr3ZU+StDIqksSh4P0tDW0r1zVkpdg5/n5F8N+CwterL1HovSJolzWF2Df2QOt9ShnIdxAo9SAiWhrawNLQFRXLf877sWfaMvEDWSlCm1bO16rfwKxc2n52ZI5xM7KDeu5TO9FFSZoyAUsb6sqeo8SxEEhK2Y9GbPc3R+K/JWGNkzDiGk6dMq2d99Aka/auxHJPO9FFOJXaSMkcAQVit4t7yZ4lotVfzGN5SWKbNwAR2b8dxPT//8nN/MesybNthZDAx4RuHTLowq3MVZfacCdcT0YrgdfdoaUVDy6E95wF3UX32RA8r1zdNuyh1HIferhHisQscC2UVQSJlV5bSYds2idEMI0NJ+nti9HXGGBoYIzmWIZsuUMibFAoGhbxJNp2/4sX9RHi8KtErrN9EXG7tWFkTJhz1l8JhhwYSDPbGaV5UPW07WpbNuVN9JaOHJAnqmyquWHLwZsI0LeIjaUaGEvR1xejrGnHlAcey5LLFPiv2WyKeIZuZ3Ts1FUIR3xURCIJrlB039syR9f4tR2V16GKFxdsW/oCH9Q8sZM/bJ8mk8uSyBQ7vbWX7x9cSDE9NcthxfpBzJ3tLnxtaKmZUMbrV88s4JFmirGJ26eFXClmWeOYLD9DZOsTZ4z2uIodpceJgJ62n+3nlhX2s37SQe7YspnlhNZHywN1oihng2A7pVI6RwQSD/WP0tA8z1D/G2GiabDpPPm9SyBsUCia5TIH+olFormGof2ySAS45luEPv/EjVG32c1I6kSM3YdzPZQuXOBemQ1ll6Ir4TC5+M27GmH/HGCfGyS9N2yabv/qJfLaQpSBBfSWGFSdvDZE12vEqTUjylZGz3cWtQZlWz4OVn+PY2Jt0Z05cwrNQsLN0pA8zWuhleXgbC4P3cjT+Bu8Mfpen6/8PQmolEa2GVeFHSBQGcITDporPIpDwySEUoeE4DgljkDf6/4aIVsPayMdImEN8MPpzHGzWRZ9EILAdi6F8BwljiDrvElZFPkLBdo0LADYW8UIfHenDLA5uYm30o/Rlz7Iv9hNCagULg/fiOA7Hx97kSPwNVkUeJahUcDa5h3cGv8vjdf+CqFp73SZnG5uEMcRAvpVqvYWloS1YjolXDhajKcBw8liOyfzARrxykO7MSXYN/ZCwWkWTfw0AuuzjnrJn6cwc5YPYzzHtyaFklmMymG+nN3uGZeEtNPlX0ZY+xJ6RF4hqddT7XH6XSk8zW6t+k0OjrzKc75oUrQGQtzK0pvYzVhhgWfghNOHlSPxX7Br6AU/UfR2fHCZlxnhz4NvU+5axJvIY3dkT7B15ifvLP1Uy2MQLfewY+h4NvhUsCt5Hwc4SN/qRxO05zFqWzVgsPem7VDJX0g+/Gji4OYuzgSRdXmbsRsDn1y+dja8Ruldl5fpmfvXjD8jnDAzD5L1fn2DLR1ZSMUWeqeM4JMey7Hz9+CT98+VrG/EFLr+RHPcsxYaSvPfmSfbvPMPZ4z2MjiRvqPdIUeTLSqhdC+oay2lcUEV3+7BrvOkcYd+O09Q1lk+SXYMLbXDmeDfH9reX7ru6Pkrzouo5twkY9wD2dsXY8dpRDr3fyvmTvdf0vs0G2kXRKHdxdXA9kR8O64QkCVZvbKG2oYzzp/rAgbPHu+k8P8TydZfKMY5LGk70/N63demMRq9bPb+MQxJi1l7kK4UQgvlLavj6f3yOH337HXa9caK0Kc1lCnSeH6Tz/CCvvrifZWvmce9DS3jg0eWuLLLgbjQFF8bxTDrPvh1n2PP2SU4d6WKgJ37bppMl4plJKSaWadPbOXJNZbrSsbNrD+8EOfa5ittz1XwVWNNcy+tHzpLJF2gbGmXTkuk9VtcDmlxGufdRTDtBUF9D1mglY7QSltfdsGvexfWDKumU6/MIqVUIcWqaowTLQw+xJvIYAgld8vFi1/9DxhwjpFaW/viUMA4O9d5lpXQDoJjycRDDyXF/+aco1xuwbIOUEePE2LusCm9Hk928VMs28Glh7il/FlXyTGm6LNPr2Vz5G6iShyb/GjrSh+nPnWNh8F5SZoyzyfdZEnqAddEnkIVChd7IS13/ma70MaKRGq73wsp2TDZVfBavEnQ9bRMmkpBSwb3lzyIVh6AKvYne7CmG8h0l44QkZCJaDWlzFFlMv+Gp8y7i3rLnUCSNas8COtNHGM53UO9b6oYhCw8VehNBtYLhfNc0pQhWRz7C0tCDCASyUHit/8/JWamicWKU0UIv22u+Rq1nEX4lwvGxt3BwkIW7gS7YOUynQJWnhUbfKlTJg4NdMsjcbnAch/xF5ITXumASQsz6fCG4JWzlknz9mWEkSWLFukZWbmjmwHvncByH00e6+Nb/eJXnvvgAdY1l6F4NqRjSHBtO8vI/7mXPWydLZbQsrpl1LrVpWBx6/zw/+s67nD3RO8nDIoS7IfV4NVTVla+TFQlJlrBMm8HeOOYsPTCX3KcsbuhGd1wR4cTBDlfq0LD46Q92Iysymx9dTijiQ9UUbNsmky5w/lQf3//LNxnqdz20mq7w0EdXMa9ldpJrNwuO45DLFnjnlaP87Pk9dLUOTgqdFZLA41XxeDSUYp9JskCWJbKZAsODiRnTYWaCIrt9fxfXBlVTPiSmCRcV1SFWbWyh/ewAlmUTG0px9IM2Fq2ou0R9Y3gwwdH9baXPZZVB1t47HzFD6tStnl8unMQNff6FEDQvrOZrf/AkDzyynFdf2s/ZE70kRjOlNVEuW+DgnvOcONTJ6z89wNbHV7PtidVUVofv+HfTcRzOnejl+W+9w9H9bSVj/Tg0TcHj01A1BUWVkWWXh8hxHIYGxshnZ5fqcDMxFS+QkK5t3SFJYtaRW4o691ON7xjjxKYljdSXheiJJdh3rpsn1y8l4r+xkjJCSKhyBFWOENAW39Br3cXNh1cOUq43lvgGPHIQcGZN3Gg5JgO5Vgw7x9H4GyiSa70fyreTtRJkrLGScUKWVCr1ZjSp+MxeNK4IIVGlt7iGC0CTvKiSB8N2vRBjxiBJY5ihXDu7h/8RANPOk7fTJIzBkprI9USF3jhJ4WTSYCgEicIw/dlzpMyYmyphJTDtK5tIFKFR6WkppZXokg9FqBjOlUVH+eUIUa2u1JdeOVjiDAGQkIoGFvezU+xn93sXZVodLf51vDf0PF2ZYywM3EuTf/WFPrsdMWH+FEKwamMz6+5feE1FzlaL273oNV1qTqGiOswnvrSZvq4YvZ0jGIbFO68c4ej+Npatnkd5dQhZlhgdSXHmWA99XbHS4rWyNsznfm8bNbNQ+ADYt/MMf/lffzEpRUPTFRYuq2PJqnnMa6mgojpEIOTF69fxeFQ0XaW/Z5Q//MaPGOyLz1D6zLjRXbb+/gU89twGfvwPuyjkTUYGk3znT17jzV8comVJDcGwDyNvMtA7yolDnZMUW+7ZsoSnPnvftNKGtwpGweRXPznAP/zZG5M8x76AztLVjSxeUU9dYxnlVSH8AQ9ev46uK2gelQ92neUv/svPrz61Q3xIXrOLo49s54rjj50iH8sMxc728rc9JEli08NLef2nB0gncziOw953T/PYsxsoq5z8/hzcc27SWLPmnvnUzpsF98ytnl9uIsJRPw9+ZCXrH1jEkX2tvPfmSQ7tOT9prM0XJafbzw6wd8dpvvhPHmHdpmtrj9sd50/28ef/5eecPtpd+k6WJRrnV7F8XSON8yupqo0QDPvwBfQSEWZyLMuf/qefcPLwdA6pW4eL34qKqhBbP7b6mmRONV2Ztdzq7TBU3RbGCdt2sO1LdbQVWSIyCyZ3IQTNlWV8edsG/vy1Pew508mvDp/l6Y3L8NwE/om7+HBCEvKMHv3ZYNyQUbAzWEUC1TKtnnrfskmbWoGEKs0cejiVjOf43G87FjY2lmOQty7ksC8LbaHOt2TWnBOzhQA0aWqSOjdi5BDvj7xISK2kXGtAlXSkq4gwEIgpjCpXPvS6fTlhOJxkRxGE1Eqa/GvZM/IC8wMbGcy1EVarqPYuLB2sy37ur/g0Tf7VnEzs4L3h5zmT3M2Wyi8QUq9M2mwuQBJiktSUELBgaS2f+71tt65StzlWb2zhq//7x3j+m2/TeqoPw7CIDSXZVZTpuhi6V2XRsno+9ZUtrN+0cFaEe/3dMX707XcnbRaaF1XzyS9tZs19C4iWB6aNSEmMZeb8Jsvj03juNzcjBLzxs0OMDI5hmTbnT/W5IegXQQiIlAe4f9syPvXlLVRU33wek8vh5JEufvwPu0qGCUkSrFjfxKe/8hALl9URLvNPG4br8Wofvp3xVUBRpIk8neRzxhWHfeeyBrY9gfBYiDnNTXKjMW9+FUtXz+ODXWcB6G4f5vTRLjY9srx0TCqR5dD7rWSKaiP+gIcNmxddVjXgTp1ffH6d+7YuZdXGFgZ6Rjn0fit73jpJ29l+UoksjuPueY4f6OBv/ugVvvaNJ1m9sXkScfCdgrHRNC/83Q7OnugpfRcpD/DJL23mge0rKK8MonvUaUhab2xEzLVA92qT6uYPeXji0/dQ3zQ3DWu3AreFcSI2nKT1/CBLltXh8+uoqkw6lePQgXYkWaK/N05tfXRGK60qSzx330pSuQJ/9/YH/PXre8gWDJ7csJTygG/Oh7jcxe0LV0XDVYGYCAmJkFrJmDHI/RWfIaBELznvws+zu9J08CkhvHKI+YGNrI585KKzxKyvcD1QsLOcGHsbrxzm4arfxiMHiBsDtKY+uMoSr0fdZy5Dl/00+VdzOrGLeKGfMq2ejWVPX8LV4ZECtPg30OhbQ1fmKL8e+Bbt6UOXtPntAEmWiE6UkHIc4iPpGc64i8tBUWXue2gJlmnxV3/4S4YHEghJoGkKRsFEFBfs0fIA81oqWbWxhc3bV1BZE5rV4tS2bd5/5zStp/tL35VVBvntr3+UDQ8sRJJnZoW3THvOMJpPByEE4aiPT/7Wg6STeV7+x71Yll0MVQXTsFE1Ga9fp7ouQsviWu7ftpR19y1A9069kL2VsEyLd14+wlDfBWNSy+IavvYHT7JgqUukO1OdTdOaOzT0txAen1ZSggJIJbNYls2VuA8S8fSkcGtFka9aHefDgFDExz0PLubw3lZMwyKdzLFv5xnueWgJiiKX5EBPHuooLW+q6iKsu3/BZd+zO3l+EULgD3hoWVxD88Jqtj+zjg92neWtXx7m4J7zJQnstjP9vPCdd2maX3mJhO+HHY7jcP5UHx/sOottuQ+XL6Dzua9u42Of2uimUc3wjNm2UzpvriEc9U2SEk+OZa9IqeNOwG1hnBgdTfOtv/g1TS2VNLVU8vQnNnD8aDdnTvURivj41StH+PTnN+GfgdTGdhwKpsXj65YgSxLffecD/uK13bxx5BxrmmtYWFNB2OdBuwIr+crGGsK+y2vK3sXtB8POYzsmhp3DdizydqakKiGLK/OkBNUKerKnGM534VNcMkxd8iEJhSb/Gk4ndnEutZeFgXsRCPeamJRr0zNdXykiai013oWcTb5PtWcBQaUcG4uclSKglOFTbi5RqyRkhGORs9OYToGO1CFGC5O9npZjYNoF8na22AdZ8lYaWaglJY7LwXEcTKeA5ZjFPrXI22k0y+tGa8wyYsSwc3RljlOhN7Iy/HAp0sJwcqh4iqoqo6SMEXxKGAk3quZ6p8rcTCiKTG1jeUk20HFcr3wmlcN3GenGu5gatu1w6P3zPP+td4gNJ/EHPTz+iY1semRZKZxc1RS8Po1IeYBg2HtFHrNMOs/po10l7XMhBOs3LWTVxpZZeYDTydyckjScCo7jkEnn+fH33mPn68ewbYeWxTV88rcepKY+im07yLJA1VWCIS/R8sCcNEqMIzacou1sf0n2VpIF255YQ9PCqlnVOZXIzpoI7cOMaHnQ5TgotkVvZ8x9lq8gUrqnfXhS5EQ46r8lvDdzBYois3JDMzX1Ubrbh7Esm9NHu+nvHqWhuQLbsjlzrJuh/guKGWvvm09Z5eU30nfnlyJHhiwIhX1se3w1qze28PIL+/jp998jlXCjqI7sa6P97MAdZ5wwDYtzJ3ompbk1Laji4SfXzCotb1xmei6iui46iew7HksxMpiYUXXqTsNtMeo6DrQsrOaLX36QN18/Tm9PnNhIiiXL69hwz3y+/3c7yeeMGY0Tg2Mp/vK1PQwnMwyOpUjnCuQMk0PtvRzt7EeRJhDpzPLZ+KuvPseGBQ3X4Q7vYq7hcPxXDOZaGcq3Ey8MsGvoB/iUCGsij1HjWXT5AiZgUfA+erKneK3/z/FI/mL0wnZUyUOtZxH3lD/HsbE3OTX2LpJQMJ0CS4KbKStrQHB9QkoVSWVj9GneH3mBNwb+BlXoONh4pAAPVn7+phonNMnL4uAD7Bp+ntf7/xJV6HjlEFWeZiZSArWlDnEuuYcxc5C40c/+2E85m9xNk38Ny0IPzfp6H8R+TqzQTX/uPCkzxo6h7+OTQ2woe2pWBqBxA4dA0Jo+QG/2NA4OAsH8wEY2lj2DLnuJF/p4a+A7LteM0DGcPBWephLB5+0GSRbUN5UTCvtK0o0jQ0nazw6wfF3TLa7d7Ym+rhjf+4s3OXeiF0WV+dgn7+GzX91KIOi5LouSfNZgeIK0nuZRaFlcg2eWChr93TGymfzlD7yFsEyb9944wc9+sIdUIktVbZivfP0xNjywqEgKdnst7hLxTGkjAhAIemlaWHVJGut06GkfvmoC0w8TahuiSJKEhWtc6GwdIDmWnXUet23ZnD3Ri2VeME7UNZZN8nDeiWhaUMXCZXX0do5g2w49HSOcP9VHXWM5hYLFgd3nStEqukflvq1LZ/UO3p1fJkNIgrLKIM9+YRMd5wbY+fpxAAoFk7az/XOae0IU/7ueME17Eh+HEIKmBdUEw7N7n8diaeIjqcsfeAsQqQhQN6+cng5XocO2HE4c7mTdpoXI8u01f90o3BbGCVWTKS8PIEkStm1z+mQPQ4NJ6huipVDOy+UWxlJZfrz3+JS/s2wby57yVzPCuk1DKR3H4YOeXj7o7SGse3h2xXI8yuwehd2dnUS8XpZVXj6Hvn10lLpgEG0WZedMk92dnZwZGiHs0Xls0SLKfDMPQsl8nkQ+T33o+ucQ13kXE9VqWcLmSd8HlHIAqvX5PFr9Vcr1C8apiFrDcw3/etJ3ANWeBTxe+/skjEEcxyGsVZW4KhRJY2X4YRq8y0iYw+A46LKPiFpTSuvwKWG2VX+FgDI1GZ5HCrKl8ot45MCk77dWfQlNuqBJHtVq2Vb9FUYLveStDLJQCChlhNWqK24fXfbxUOVv4pH9l0hlapKXTZWfmTZqQBIyLYF1hNVq0parxFGm1ZGzUiXlC3AJJheFNl1yfkhx8/ICShnbqr88qV1UycP2mq8RLPYTQINvOZWeZpaEHpxUjrco69vgW0ZA+d2SNCu46iHPNHyDsOa2zcHYyzg4PFH7r/DIfmxs+rNnOTj6Mi2B9dR5F1Plmc9Hav8pOTOJg40u+4lqdXikyf1yu0AIQd28chYsq+Xg7vMAjAwl2PPOKRYsq7ujw52vFnvfOUXbGTfloqI6xIOPrSB4DSRYF8NxnJIHHkCWJLw+fVabhXQqx/GDHXPW2zSOZCLLWy8fJpVwWdtX3zOf5Wsa57w02nSwbXuSt172OI1EAAAgAElEQVTVFHR9dpEesaEkZy7aUN+paFlci+5RSyHxw/0JDu1tpbo+ijSDagS4701X2xBnjnWXolCEgEUr6u/4cU7VFO7ftpS9O06TSeXJZQsc2dfKPQ8uYqA3zrmTvaVjl69tpHHB7NYTd+eXSyGEwOvTWbpqXsk4AZBOzW2DsausdcGI5ziuUeXa4Ewa14Rw0zpmMy4aBZPTx7qJj157mtDF6SMFw7zmSDVFkdn44CL27zpb2rvufec0j39iI5U14dvOwH4jcFsYJyoqgnh9Gv/wtzsIhjxIUoZMJk9b6xDDQ0lUTblsmI8iSUT81zdUTL1NF0Nj+Tw7Ozr47KpVeFUFTZY5NTREwbLImyaramroSSToTSQI6x6WVlUynE7TPhrnQG8vq2tqUISgLhQins2hFNvh3EgMRRIsq6wkkc/zvUOHubehgXV1tfhVlVPDw+RNi8UV5ZT7fJPq1Bob5XBfP59dvQqfqqLJMieHhohlMjSEw0Q8Hs6OjJAzTcq9PpqiEd5ta+fU0DDbFy5gdU01nWNjdMbjVPj9LC4v59xIjIJlkjFMVtdU41VnP9nVeZfM+HuvEqJemWwU0WUfLYFLpWIlIRPVaolqtVOWJQmZMr2eMr1+yt+rkj5jfRRJpdZ7aTRHrXeyQowQAq8cxHtRWY7jMFroozszNSmfW0eJKn0+lR7XoyELZcprjv+u2rNg2rLcY1QqPU1UcsFD4r+Ic2OmNgFQxaXtIgmZBt+y0mchBA2+5RefOgl+JXrJtb1ykGb/WsBtn77cGeq8S6n1LkISMo5jkzJi2I5dIjLVJA81l7nv2w3RigAbNy/m5KEuctkClmnz1i8Ps+GBRay5d/6trt5th96u2KSUC6mYI3+9FiOKIuObEEFomhbJscxlr+HYDmeOdhcXS9elKjcMhbxBX3es9FmSbm+5Cb2olDKOfK5AJp2/bJ8Zhsn775yi4+zAzajmnEdVbZj5S2o4ss+VtMxm8vz65wdZe998ai7DSZbLGvz6F4fo7brwXEXKAyxZ2XBDpXFvFyxb20hdYznnTriGiGMHOkjEMxw/2MHYqBv1oGoK6x9YRDhyeZL6cdydXy6F4zgkE5PlMgPBua34JcsS/sCFOlqWdU2KT+CqxUwkVXUclyBzNvNlb+cI77527KrllSfCH/BMMnwP9yco5I1J8+yVQpIEq++dT21jGb3F6ImutiFeeWEfn/2drZOIYu9U3BbGiWDIyyc+cx8jw0nCER+BoAfLsjl3pp+OtiGWr2rA75+5MxvKw/yP33rqutZrQU355Q+ag+hLJol4PKSNAj87dYrHFy3i1+dbaYpEaIyEEUDeMMmZJjvaTxP2enjrfCv14RBZwyBtFHi7rZ3HFy/iWP8APk1lflkZOdPgSP8AiiRRFwqRLhRQivnSh/v7OTYwiFdV6UsmeWrpEjT5wqTfn0zSGAlTG3Tz6lpjMd44d5554TDHBwZZU1vL6+fOsa2lhTfOn+dzq1dhOw5500RXZFKFAr88dZrmaJQDvX2EdZ2329qoCQRojkZu57XrTYBDzkrSnzs77RGyUPDL0UnGhDsJ9d7lnEvtRULGKwdJWaN0Z45T5ZlPhTbvVlcPcHM0r8brLSsSijK17rUkSWx5bCX7dpzm0PutAAz1j/F3f/o6X/n6YyxZ2YCmT09M5TgORsEik87T0zFMMOylcf6VR+p8WBAM+5AVGbtgMtQ/xvf/6i22P72OpgVVRUK/iUe7KQqyLKHqMh6PhqzMTGjp9evUzrswLxXyJicPdxKPpYmU+S8513Fc0rC2s/388JtvExtKXuc7vv6QFZlg2EdfcSO5d8cZIuUB7t2yhLKqYPFZnniGQJIEiiKjeRR0j3ZZT/rNRLQiSLQ8QFvxczqZ5/jBDtbcO3/KBbDjOJiGG07/4nd3kk7lLjnmTkQo6ueBR5Zz6kgXhbyJ48CpI1187y9+zed+72E37eMiQljHdvlLXv/pAV59aX+Jb0WSBGvunU/Lktq7XkwgUhbg3oeWcv5kH47jMNw/xonDnZw42EGumAZWVRuetaLQOD7M80s+W+DMiR6i5UHKKoN4irw3M92LbTt0nB9k/84zpe9VTaZ50dy4p+mgeVTqmy7MO/m8yYH3zrH18dUEw96reocURaK+ubIYGe+2T+vpfnq7YtRNI1Nr2zaDfWM8/813aD3VO0WpV476pnJ0j0om7T7np49103FukPBGv8txcxUQQlDfWMHjz23kB3/9FrlsgXzO4Jc/2osv4OGxZ9fPyDflzts2uZzB6HCS4f4Ea+//cDnGbgvjhOM45HIFxuIZhibk0y5YVM2SZXWzyjP1ezTuWTg3NhG3GiFdJ1UoUBMIoMkyyUIeXVZYUVVFS1mUjGFwpL8fIQR9ySTJXJ6sabCqupqhVBq56O1zHIecaSJJgpODgwyk0gymUqQLBtWBAFV+Pyurq4l4PHSPJeiKj9EcjVAd8F+ShuPXNFpjMQqWhSpJDKbTtMVGCek6Ua9rka0PhVhfX8eJoUEcoDESJpbNsqSigv5kitZYDJ+qEfF4cABNlllWVcniirvyPDNDUOWZz1Z95vfjWmVTb2esi34MvxJhMNdG3OhHk7wsD21lfmAjHvnWE1VZps2Rfa1XRWa4Yn0TGzcvRlamHkMrqkI895ub6W4fZnjAHX9PHe3iT/79j3nkyTWsvmc+FdUhvD4dSRaYpkU+a5BKZIkNuznExw500Nk6yJf++aNzZvF4K7D2vvm8/cph+rpcsr59O09z/EA7qq4UN8wX+kAI0HSVUMRHXWM5K9Y1smJ9M/NaKqdNYdB0hWWr5/Hrnx8kXSQSO7yvjdde2s/2p9dTXhUszZWWZRMbSnLsQDs//f5uzhzvQdMVbNuZ06SYgaCHjZsX0XbalWKNj6T4yffe47WX9iNPYWSTZAmfT6OsMkjz4hpWbWhmxbomQpG5odIVCHpYsrKBox+0YxRMHMfh7ZcP09hSyQOPLsc/gY/ENCwGekf5YNdZfvbDPfR0DLupDIaFfTW5qR8iKIrEfVuXsuNXxzhxqAPHcdvr3deOMdAT59Gn19K8sNo1EMqCXM5goGeUPW+d4r03T5R4D8BVnHjs2Q34A1fvHb2eGN+4GgUTo2C5/xoXfu5uHy6lswDk8wYd5wexbQdVk1FVBVVT3J81BVVVrsiIoOkKqzc28+qLAWJDSQp5g/d+fYLezhiOU5QBXVZH0yxTOibiwzq/5IqbzdZTfay9b0Ep+iRaHiAY9qF7ikYXB3LZArHhJOdP9fGL//U+7ROioZaumse8lpnTqG/986GycHkdXr9ONp3HsR0O72vlpb/fxaMfX0tNfbQUgWSZ7qY6W9zsRysCU/LrSLJEy6JqKqrDJVns7vZh/vHb7/Kpr2yhrrG8ZGS2bYfkWIbTR7t55YV9JeOOpivXrIIxr6WC6roIo0X+irFYmue/+TZCCOYvqSlFdziOQyFnks0WyOcKhCN+vDNEV6iazEeeXc/JI53sfvMk4PIP/a9vvcP5k708+NhK6pvKCYZ8qJpc6t90Mkcinqa3M8apo10cP9BBQ0vlXePErcBoLM33vrMDw7TweFTGF3AVlUEi0dmHkN2Fi5pAgJpAgL8/eIhEPo9f1dxUiuIAYds28VyOgKZR5fcT8XqoDYZ4+fQZRjIZmsuiVAcCvHrmLPFcjg31dcQyWbKGQdTrxa+pCKDC7+fnp06xfcEC1tTWkMjnUWWZ2mBwUtQEwOKKco4PDPCd/R9QGwqysrqaNbU1SEJQ4fcR8XoI6BoC8KmuBTqo6/Qlkrx+7jzb5rewqbGRjGEQ1HXKvD68qoo+Sy6NOxlCCGQUZHG3raaCEAKfEmZt9PFbXZVpYVk2xw50cOxAxxWf+5zxgEvExNSLEUmWWLdpIV/+l4/x93/+BoO9cRzbobdzhO//1Vv84kd7qawJ4/XpyMXFYy5rkIxniMdS5LJuGoOiypjGnb2BWrp6Hp/40mZ+8NdvMzqcxLYcl418hoCF3s4RTh3p4p1Xj9C0oIpnPr+JLR9dNaVXXQjBhgcXsXxtI/t3uvms2XSe57/5DgfeO0fLkhpCET+mYTI6nKKrbYi2s/1kUnk8Xo2PPreBns5h9u+cPorqVkP3qDz23Hr6ukbY+fpxDMOikDcvuwjtOD/IwT3nee3F/Wx8cBGf/K0tLFpRd0VqKDcCQgge+tgq3t9xmtZTrmLR8ECCb/73V9j5xnEa51fiD3rIZQyGB8boaB2k49wARsEiGPbyxKfvZf+uM5w/2XeZK324IYSgpiHKp7+yhb/+b8lSZI1RMDl2oJ2ThzspqwwSiviQZYlctsDwQKLkER1HKOLK1K7a0DwnjFcA+ZzBqy/t5/D7rRQKJkbedP8tuM99NpOfJMMZG0zyN//tZbw+HU13N56aVtyA6goLltTwqa88NEkxYCYIIVi4rI4FS2uJDScxipE745wAqqaw+dEVV5UC82GdXxzHIZcp0Nk6RGfrEC+/sI/yqhDlxWdQ92qoqoxlupEfI4NJertGyEzgl6iui/CJL22m7DJKHbf6+ZAkwcr1zaxc3+SmBtoOmVSeF7+7g307TlM7rwyPT8O2HQp5k3zGTV1rWVzNb/7z7YSn2McJIWheVM0Djyzn5Rf2lgwtv/rpAVpP97Fweb2rCuM4xGNpejtdotax0TSKKnPvQ0sJhD28/csj18R/EYz4ePTj62g901+MyHIVt7rbh2laWE046hq5DcMknzXIZgpIsuAL/+QRVq5vnrZcIQSRMj9f+v3t5DIFjuxvwzJtUoksb79yhD3vnKKqJkwo4kPVlFLbpZJZxmJpkmPZkpO3ovrmqu3dDNwWu5H4aBrDtPjil7fgD+qMGye8s2Qgv4vJkITgyaVLGMvlkSVBxOPh48uWlDgZ/JrGb6xejWlbrqa8x8NjixaSLhSQhMCvuYNM2nAVDPyaiuU4ZA0DAQR1d9H83PJlZE2TkK4jSxIVfj+mZeNTFfpTKcwJJGAVPh+fXrWSjGGgShJBXee55cvImRa6IuNVVeqDQXRF4Zlly/CpKhGPh9+9ZwOyJKHJMo8vXkSmYCBJAl2ReXLJ4lkTfd7FXdzF9NA0hS2PrUT3KPzjd3Zw/nQflmkXtelTs2LFVlQZTb8z38dxI8HJw120nRm4Ki+3Zdq0nu7n7//sDRCCjzyzbsqNdTDk5TO/s5WRwQRtZwdwbMclsdvfxvFDHciyhOOAZVolYi9/0MP2j6/jN35vGzt+dWzOGiccx6G/Z5TDe1uJDae4moziTDrPrjdOMBbL8Pv/5mkaWipu+SZ0XnMln/3th/j2H7/GYH8cHEiOZdn77mkO7D6HJEk4to1pWiVOkIqaMM9+fhMPP7mGXK5wxxsnoCid+4C70f3h37xFZ9E7DK4Bd6h/rOSFnQq188p4+nP38+hTa+cU14RpWJw60sXut07O6njLsktRCFMhlcjy7BcfAGaf2+4Pelh3/wKO7m8jlzUmbaLntVSyeMX0/FCXw4dxfhFCIE2IcDMNi4GeUQZ6Ri9/riSoayzns7+zlY0PLp5UzlSYC89HtDzAJ760mZHBJK1n+sABo2Bx/lQf50/1lSRjJ8Lj1SYROF8M3aPy9Ofvp687xge7zmJZtitfe7yHcyd7S++oadqlOVXTFe7bupQv/rNHGOiN8/7bp6/JOKEoMpu3r+DsiV7efuVwKWVsprEkHPWXIkNmgqtAUsU//b+e4kfffpfdb50sRTyOG7Zmg9kakW4nzJ03eQZomoLHo7phrppSkqyZS3mjtxOEEHhVdRJBpDohkkEIQcQ7mTxUkSR8FxFK+rTJnwPa5BckoOsE9AvevbJieoZl2wxlMhQmyJ85XoeAppUMG+N1mkg5OR5tMfGYCv8Fi6tf0/BPqMPE4+7iLj5MEMKduP3XQQ9e09VZcbLoHpXN21fQsriWt18+zM7Xj9PfO4pZsLBs+wL5lHANoJIkISsSPr/OohX1bNi8iFUbW6YtX5IEXr9euidfwIN8hV5tj1dzwywdd4E3GzlGVZUntaM+ITrvesBxHIb6x3jxuzt565eHScQzqJrsLuhX1hOtCF6yqHYcMAsmqWSO/u4YbWf6GRt1iS1HhpL87Ie7Wb62ccpwXyEEy9c28vX/8Bwv/v0uDrx3lmzGJZsb/+MunAUeXWXe/Eqe+NQ9bPnoSvwBD0tXN1BWGSSfNdxQ6hk27rIs8Ad0jGLUwmyVQUp1lQS+CX3u8WnTRjKYpsXRfW388Jtvc+JQJ5Zp4Qt4WL6mkcYFlQRC3ksW8bblUMgbjI6k6Dw/SHfHMPmsgWXZHNnfxus/PcDn/8nDeLy3dnGnqDIPPLocj0/jpz/YzcnDXRTyBrZlF1NsLIQkkBUZXVdZvLKepz+/iQ2bF6EoMstWN/J22RHMgoXHezF3yaXX8gc9pXb2eDVmPOEiSJKEP+Apee18fm1OcTppusqWx1ZQ2xDl1784xO63TjIWS2MaFrZtl4w7QlAao4JhHxseWMj2p9exfF3TrMYNj3fy+Kso8hUNG7quThirQNWmd7YJIfB4tOsy3oO7mblSg5wQgo0PLub1nx5ksHeixCPcv22Z68W+Btzo+eVChYttX2xLTXejBq43fH6djz63AYCThzrJpPOlzbWbFj2hSpJALr7f4ySh259Zx8KldbMyks2J50MSrN7Ywu//64/z4++9x+H3W8lk8tiW7RoIi/crSRf6TvfOrEokhGuk+do3nuRnP9jNztePk4insUy7FEkw/h5rukJVbYRHnlrLR5/bQFllkEDQS+28MkzDwufXr0rRSQhX4vW3/sV2ahqivP7TA4wMJjBNG2fSeOJyG0myhMenIc9SClqSJBrnV/G1bzzJ+k0LefuVI5w8XCSItaxJbTfxGqomUzevnLX3zef+bctmvIamK/gDnlK6pqorVzLkoyhyaaxCMGtp8muBuJwE503CjJUYGkzwP//7q0iSoKGxvKQOsf1jq2mYN7W84l3cxV3cxYcVtmUTj6XJpK+dDC8Q8hKOXkqWOB0cx10UjBZzZM+e7KW/O0YqkcO2bTRdJRjyUFkToaG5guZF1ZRVBAmEvDMutEzTYmQggWG4G11JlqioCl1WiWkihvrHyOfGSUEF5VVBvL7pjZSO45BO5ojHLnjm/AEPkbLAVZNdXYxUIsu3//hV3vzFYfI5g0DIy1OfvY9HnlpDtCKIqspTGtpt25UFzWcN2s8N8Ld/8hrnTvbiOO5C/l/8u2d45Mm10xrpHcdhbDRD+9l+jn3QTnfHMKlEDsdx8Ac8VNVGWLyynsUr6qmoDpf6xiiSddq2jaoplFeGpu23fM5gZChR8lqpmkJFdXjWi0DLshnqi2MWDdVCCKpqI6hTbBZOHOrkT//TT+g450oyL1xWx6d/ewsrNzTj9WpFvomL24Aih4ZJJp3nnVeO8Py33il5fVsW1/Af/+w3qaqNzKq+NxqWZTM6nOLM8W5OHe6ir3uETKqAkAShsJeahjKWrp7HwmV1hMv8pXbOpvPEhpM4joPXpxMpD0zbB+lUjvhIqmRc8Pp0ohWBWae3FPJmkYnfPV9VFSprw7c8PeZiOI5DNlNgsDfOmePdtJ7uL6Zx5BAIPD6V8qoQzQurWbKqgeq6KL6AZ1ZOr3Ej4TgZJEBZZeiKNnXxWIpUIsf4ij8U8RGK+KY81rZt4iPXZ7wH14BTURW6rEf+YlimxdBAAtOY6IkWhKM+AqGrIz4s2Hn6sl2UaZUE1TDxQoyh1CBaKszuQ/sZOJsmOyjojw0ynO2nMdJCNBxCKisQqpeZv7iWptpGGisaiFvDxI0YkpAIKRHK9apL0lVt2yExmiaVdBUxhBAEw9O3/Wxg2BnyVpqAOtlYbFs2ySI3xvETx2ht68AYDZBNWuRzBpZpU5DihINRGhpczo4Fy+qoqArNWjbTvafZPR+mnadgZ/Aq0RntaLN9PmzHImeNoUl+FEkv1sUhEU/TcW6QE4c66G4fJjmWxTAsVE0hHPHhr7CZ11zFqtXLqGhwuUQ8cmjKaxTsDKadx8l56Wob4tC+M3SdHyE5msWyHDxelYqaMPMX17BkTT2+yhy6RyOo1uDYgpGBBIWCgSzLlFUGr1qi1nEc8jmD/u5RTh7u5PypPmLDSXKZApIk4QvqlFUEqW0oo3aBj5rFMuWhWnxyFCFmPx8m4hk3lfNoF91tQ4wOpyjkTWRFxufXKKsIUjOvjPmLa6iuj7opQp6ZjTzxWLoove2O2aGI/4qIStOpHKPDKcbHKo9Po6Jq6v6aBWZ10dvCOJEYy7J397lLvl+7oZmKa7TW3sVd3MVd3MVd3AjYtsN7b57gT/7dS6SSOWRF4iPPrOdrf/DkFYdi/vgfdvHd//l6Kcf6N35vG5/76rarXmzdTjAMkz/+ty/x1itHcGyHcNTP1//Ds9y7dekVecNGh5P80b95kQ92uWkr4TI//+6Pv8CK9XemCtFd3MWtxmCul7/v+FMeqvwY90Qf4s3Bn3MovpvPN/0z/rHrWywLrWV71bPsH93BGwM/4cvNXydjpdkXe5eAEsJyLCr1GtZHN/NK348YKQxS62lgzBhlcXAlayKbUKUbO0aO5M7Tmz3M8sjHEQgEMg5WUfZSQhIy/dkTtKV2siLyNCG1BtuxcLA5GX+ZKu9SqjwXS7zb2BTVY1BwsBEIHJxS9PiF3xf54rABB4GEQJpUB4FEzoqTteJEtSZAFM+/6PgpPwukKTjJTDvPmNFDQKlEkwKl48frfKk6lHtPbcmdqJKXef57SBoDCCEIqbUX7nlCndPmCIaTJaLOAxw60u9TprcQUCoRSNi4hjKBhOPYdKR3Ey/0sDLyDJrsu+j6Dg42jmO7ETjFdnUcN5rQLc9tw1KZOKXPEnLx04V+maT+Uyz/TOJ18laSBv9Gotq8CW0ydT9dWsZ0/eA+S7c5ZmWcuC3SOkJhL9sfXzXpu7F45ppzAk3LZiyTYyyTI2cYmJaN7TgEPDotVdErDim+GLmCQedwnKpwgIj/6nWKDdOiL54knnYtvWUBHw3lc48AJZnN0zoQw3ZsVEWmpbIMv2fu50IZpkX70ChlAR/lwauznjuOQyKbpzeWoKUqimeGEM25Att2GE6mGUyksCwHv0elsSJaIka9GbBsm46hUcYyOYQQVAT9lzzbpmVxrn+EbMFAkiTqokEqQ4GbVscPO2zHYXAsRd+om4Ma8npoqoyWItQAsgWD9sFRaqPBaxrL7jTkcwWOH+hwSS9xQ+gfeHT5VeWI1jWVo2pKyTiRSeZmzNf9MKG/e5Rzp/pKod0tS2pYuqbxisN0da9G3bwyPih+ti27lON7F3dxF7cAQqBJOiljjIyVIm0m0CU3PUGXPGTMFBkrRdIcQ5N0EIK29GmqPLU8WPFRbMfGwUGTdCQhsTy0jo1lW+jJtPOrgR9T622kztN0Q3llHGxG8u0cHf0xiqSzKPgo55PvUrCTeOUoC0MPE9Ea8Cuu3KbtWJxLvkXGHGWs0E2lZ/Hk8hyb3uwRhnNnsR2T+cGtjBbakYRCzhqjTJsPOPRkDmE7JvP89+Bg0ZM5hCw0arzL8CkVtCbfxXTyVHuWU6EvoDW1E4FERGskbyc5NfYKAkGVZxnlegutyR3k7SR+pYKmwCbOjL1OwclQpjXRHHjgkvseyp2mO3OQJeGP4gAnx36JQGA6BsvCHyvd7/g9dWcOMpw/S9IYoMG3gbQ5TGvyHSo8iwgqNQznz9GTOUTaHKLSs4R63zpaU+/ilaNE1HnEC92cSbxOWK2nKbCJqDaP88l3yVpxyvUWmgObKNNbyFjxS+o63k9tqV0kCj14lSgLgttoTb5D1oqjyyEiWgP92eMU7AyK0AgoVWStOHkriSxp1HpXYTkmQ7lT6HKIhcFtkyI+HGyG8+foTO8lpNYhEMTy7XRl9iOQqPOtQREeOtK7USUvZVoLtd6VTNyv56wxWlPvYthZQmodtd5VtKfeK/XLguDWKQ1FHzbM2Tu8XETH3t3nqKwKsXZD81WV2zoQ463j5znU1kv7UJzRdIZswcSybO5dOI8/+e2P49e1SeeNZXIMjrmMt5GAh8rgzKHQvaNJ/vNLb/GVhzewbcXVybxYts3uMx382avvkTctdEVh89Im/tUTD15VeTcSg2Mpvr/zIG2DMZLZPH/4hY+xprnuqsqybZucYeJR1RvOLTKazvL//uRtPnHvCp7cMHPu1kw42NbL/3xlF3/0pSdpqZr76UZtgzH+v5d3cn4ghk9XmVce4f98dhtV4Zu38Tctm7eOt7LnTCdn+4d5Yt1S/uCZrZOOyZsWvzhwimNd/XQMjvK72+/lCw+uu2l1nOtwHIecYaLKEop85YYl23Y42tnPj/ce43x/jPnVZfzXzz8+yQjRORznG99/hX/5sQfYvnrR9az+VcNxHLIFA11VrtmQfKNQyJsl1QBw8/3rG8tnOGN6GAVr0ryoqPKMfBAfJgwPJEgnsqXPZRUBwtErNyQ7toNRuMB1JIRA0eRSu97MQFIhuOVEnNcbjuPmR9+sZhTFvz5s7XhHwXHQJQ+GYzBaGEYSEmoxRUAWrorYaGEYw87jkwPgQFSt4ETiIH3ZLuq9zcgTvMmSkNAknXpfE1GtnJ5sO3WeRq4nj9BUCKhVLI88xbHRHzOQO4nl5FkT/QxH4i+SMHrxytHSsTlrjKQxwMrIM5wY+8UlZRXsDO2p3fiUKGlzhDGjm1rvat4f/jYhtY5GfxUnx36JYWdwHBjJn8OvVKEIjaXhx5GFTk/2ILLQWBl5pvR+1HhX0J89XrqOLFR0OUhQrWa00EVf9ihVnqUM5c5S412BJGQ8IkRInZrstFxfwEi+DcsxcByLgpVmVfQ5WpPvkjaGJhknDCfHUO4UC4Lb6MseRQgIKJVE9WZMO19slyS2Y+JXKgmrrjGn0rOEsUKPy4WnzaNSX9t7T8oAACAASURBVERT4H7K9BZyVgJdDmI5BfqzJ2jyb5qxjww7w1DuNPdUfLn4XHWRs5Ksjn6SE2O/ZDh3Dq8cQREePHKQWL6NkFaHIunoUoCUMYhPiaJJfsJqHYqYzPEhCZkqzxJqvCtp8K0jpNZyNvkmtd7VKEKnP3eMcm0+OA6LQx9Bky6dw0byrQzkTlGhL2AwdxpJqJP6pd63Dp8y9/cX14o5a5ywbYfDBzqoqg4RDHnZXdStHcehA+08+tjKKy43kcnx8sHT/Oi9I3QOxyeRMpau7Uw9u3YMxfm3z79GwbS4Z+E8/rePbyE6gxexvizEf/rsR67aGw+QNyxe2nucxoooX91+L35dw6POzW5rqozyfz/3MO+ebOPbb+67prI6R8Z4Yc9RfvvhjZQFrr79ZoNowMu///SjRHzX5hHeML+eP/rSk9RFrzoX66bi18fOMZRI8x8+8xFqI0EkSVAWuLlecU2R+Y3Na9i2Yj5/+JO3pzzGp6l8bft9dAyP8p9ffPOm1u92gGFZ/M0b7/PoyoWsbKy54vNlSbBlWQsr51Xzd29/QOfw1F6HuYa8YfJnr+7mcw+uZd4cjCS7gAuTiWO7eatXCtOwOHGwg3wxakJIgsppuBnuBBgFC9Ow0fQrM0qNjiQ5c7yn9Fn3qlRUhynkTV787k52vXF8hrOvH3SvyjOf38TWx1fflOvdLHS1DfG3f/KrIifFjUd1fZSv/cETVNdFL3/wXcxZ+OQAlmMxagyjCBWPXCSrlHQUoTJaGMZ0TAKqu7ZaHl6Hg8PO4dfQJQ8byh6k0TfZASgLFa/sJ2Omx3n8bhgEErrkL4bdK2jCi+UUiBc6sR0TRXjJmDGy5hgZc4RwcbOfMHop2Bku3nDIQsGnlOGTI0S1Jsr1+YwZPXjlCA42ecuNyFCFh4BaTVRrIm0Oo8tBRNFQowoPhp1htNCFVw6jSj5SxhDZYmqHJvmp9iwjXuiiPbWbet86/Eo5AbWKcn0BXjlKlWcpCaOPttQOyvTJqW+O45CxYmStOBlzBFX1oMt+JKEgCaWUyjAOCRlZ0kgaA+SsBJoUoGCnyZgxHGwMO4MkZCQhU663EFArMewsaXOYrBV3DRFSAEmoJI1BfEo5sXw7o4UO/EoFAJZjkDaHyZlxstYoquSZxPfg1k0lnu9Elf2owoODRbzQhWnn8cghZKFiS3bpHtwoBYEkVCzHJKK5hq6ezEFCah1hbXoHrBASmuQjbQ4hCw1VeBBCRpMDSNNsv3U5gF8uJ6TWUe1Zjixpk/pFl+8MKoO5u7JxYKB/DN2jkskUeOUXh1i9trH0u/ho5oqt87mCwd++9QH/8O6BKY0SM0EIQVXYT8Cjc7Szn8yJVj7zwGoiPs+0VntdVWiqvLZJ07Jt+kYTfHTNYhbVlM850qmJUGSJiN9LyDt9m8wWRzv6aR8cxbwJYcuqLNNYcW39JIQg6NUJem8PhRDHcegfTRLxe1nbXDtJreVmQgiBX9eI+r1o08i+jrdt1O+dlGpwFy66RxIc6xzg/2fvPePkuK4z73+Fzrl7enLOgzTIYRAJBhCMpiIpSrYkSzJl2ZLlvPvz7r7eXduv7XdlW+tdyytZyZIlWSuJCYwgQRKZCDOYwQyAyTn0xM6puur9UI0GhkgDEKJIic8XoHuqb91b99atOs855zlb6m8tb14QBMwGGbfNgvUmxCd/0eidmuX8WID0Te7l7yRkg7RIxT6ZSNN+coCq+sIl75EZRaXteB+H93eSzqpte312qusKkeRfjfvB5bFiviwVZmRgmvGRWSpq8pd8HePRJC/85CRDfVO572obi/H4bKiqLszZd/6dKcdpsRoJLcTekXO9k0gm0gz3Bxgbmn1HzpdKphdFwryP9ybMkhVJEJlOTGCV7RjT+nuUUTRhkawEkuMYBCOWrKfZItlY793OCtc62haO8VpgH4+U/MaiNhU1RVQJU2Quy2k0/LxgkXVDXhQkCszL8Jqq0NCYiJ+lyLISm+xjNDaIVfYQU+bxGqsota5lLjlAnqkWm7xYSFMWzdQ57mAi3kE8o5cWVtQETa77iWfmUclQYdvEePyMriFBBQ5Dfo4gEQQBn6mGZCbMVLwTn6kah6GIeGYBs+QknJ7EZShhPjWCgECJtRmXsZhy2yYW0qO5tIGF9ChpNU6pde1Vxx1JT2OWXCQyQVyGYgrMy5EFE3nmOqzSYu++LJqotLUwGe/EJufhMZUTU+Yhq2kRVgLElDkEJKYTPUSVGYoszaTVOAbRQiQdwGiyUW7fyFS8i6gyg9tYQig9jiSYKLdtJKOliCv6GCNKALshH4lLz0hZMFPj2EEgfh6T5KDSvoUiy0qm4ufINzdgN+STVuOomoIkGDCKtiwhpCEJhhz5EVEC5JsbschXF1LONzdiltxIgoFiSzNjsVbSWoxS23pAJ2qupR3hMVZSYo0QVqYwiBbyDDWL5uWibsUvO9615IQoCey5vxlBgJHhWe6+dyX3PXTpBtn/YsdNlf9JKxmePNHFj4+2k1IyiIJAntNKdb6Pynw9v/pnxzuJJlPXbMNjs7KyopCO4UnmI3G6x6dZVpqP9JaXo9lwjP/94lGmgmHSGZVP37GeTXXlub9PLYT5l1dPsLm+nAvjM5wfCyAKAlsbK9m7ugGb2cjQ9Dw/OX6Woel5hmcWePpkF6cHxhEE+M3dG1hdWYyqaYzPhdh3+hznx6YRBFhWWsB9axspdDsQBUEnZF47SYnXhdduYX9HHzOhKFX5Hj531ybmIjG+90YrVQUeTvSOsr6mlPI8N/tOn6fQ7eATO9bgc9iYCkZ4vvU8HcOTJFIKFqOBXcuruWtV3W2N5OgYnuSF1gsc6xlmJhzlz374IiZZxm4x8fsPbMfvtJFMK3zn9VPkOWwUe5281NZNIBSlPM/NZ+/aiMdmIRxP8lJ7Dyf7RgnFEhhliXXVJexd05iLZIkmUvzjC0cYnQuSTCs8tnU1d6y4xL7PhqN845UTNFcUMTYX4uzoJBlVY2NtGQ+ta8Jp1cupdU/M8M8vHyeWSmOURP744V2LdBNOD4zxQusFNteXc6J3lJHZBexmE/evbWRTXTlGWUJVNfoDczx9ooux+SCRRIpoIoXLamZ7UxUf2rxySYZ5OpPhVN8YL7RdYC4Sw242cefKWrbUV2A1GQjFE/zseCddYwFaB8ZIpjN8+dvPICCwe2UN969tWrLmRDKt0DY4zqtn+xifDyEIAoUuOx/bvoZKvwdV1RidC/LsqXN0j08jiiIrywvZu6aBApf9tobippQMbYPjvNDWzXQwgt1i5M6VtWxrrMqtz97JWfadPs9AYI60kiHPYeWe5no21pVhkPTQ7kAoyjMnz9EzMU0kkSIUT2I2yjQV+/nCvS2c6h/jyROdfHHv1twcj8wu8M1XT7JrWTU7l1ejahqjs0Geb71A16gu9rSqvJD71zZS4NYN1Yyq0jY4zv72XiYWwmgalHqd7F3bwIqypUU/TIeiPH2yizd7RugcneJ/Pn84F/3ziZ1r2VBTiqbBubEA+1rPMzobJJNRKfI4eHDdMpaXFdwS2aNpGumMyv6OHg6fH+SDm1eyJrsfdQxP8nJ7D2NzITRNo8jjZO/qBpori5bcfiKtcLJvlJfbe5gNx/DYLdy9qo7NdWUYZZmR2QWeOXmON3tH6JmY4b//9JVcCeHf2dtCfVEegiCQTCuc6h/lwNl+JoNhREGg2OvkY1tXU5b3zlRnMFuMNDWX88ozbSQTaZKJNM/+6Dg+v5OV6ytxuKxX6CZomoaqasSjSeZnIxx//TzP//gEU9nyfaIksmpDNXXLrx5q+8uI4nIfpZV+xodn0TSdnPjh11/jw5/aTnF5HuarlKTTND2FIxqOMzo4w4s/O8WRV7rIKDrhbXOY2bV3FVabmXRKwWw14nC9M5FjFqvplzLqRZJE7A7LO3YdbQ7L+yXlfwkgCAJeYz5dodNs9O5iLD502fd+Ts0fYpV7I2FF3wNjShRREJEEmWJzOV2hVjKaTlKpmkoyk2Ao1kcwPUeJpfLn3n+r7M2F2hdZV+b+vfh/gHLbRrBd+k2BpYkCS1MuAmEkeir3N5Nkx2+qo855Z+47m0GPDrBn/wWocSxOgeUy34Ismii3b1r050bXnut+LrKupIhLfa517AL0vXQhNUo4fYnYtRv8lFjXUGpbe9l3+QD4TfXEMwuLxmQUbeSb63EZFz+3PCbdNspoaULpCVQUBEHCaSjGYSigybh38fHGcjzGS/ZUo+veRX+vdd6R7bPKXGowS4DocBlL8Bqr8Jmqc98VWJZRYFnG1eA1Xb00baFluV61TI0sGqMsmrJpHZfas8juXJ8u4nLtkUDiAmn1UspinrmWEuuaRc+zt87LrwLetU9HQRByZcHKyn2UlHoXPYSa11RgMi2t+5qmMTYX4oeH2gjFk4iCbog9vn0Ny8sKMEgSgWCEl9q6r0tOmAwStQU+zAaZRFrh/Ng0Ska9It/ZYTHygU0rODcW4NsHTrIQWyy4lVQytA6O0zowzvqaUrY3VXFhbJqvvXQMl9XM7hU1OC1mNtWV0ViST/fEDCvLC7ljRY3Ocnr10LaZUJS/fuo1lIzK9qYqMqrKG10D9E3O8ocP7cTnsKJqGgOBeU70jlLqc9FQ7KepxJ/L1Y6n0uzv6GGXWkOB28F3Xj/Fmspiqgu8PN/WTWOJn3ua65kORhidDbKstACnxUTnyBT/9NIxnFYzO5qWUFt6iXBbzWysKyMQiiCJIvetacRpNWOUpZy4pqppDM8scOTCEKU+F43F+TSW5BNJJnOGaCiepG9yljKfC39VMSOzQb5/qA1FVfnkrvXZ+ZR5eMMyBgLz/NNLR5mLLPZkpRSVsyOTvNk7wuqqYlrqKxicnue7r5/CZjTw4PplSKJAscfJx7ev4Uj3EE+e6CSRXhy2HYoleb1rgHNjAVrqK9jeVMXxnhH+9unX+duP309DiZ/ZSJS/f/YgFpOBh9YvY2QmyLdfO8mqiiK2N1UiLbG82YneEb7y7CHW15Swc1k1Y/MhvvbyMYKxBA9vWIZRlllZXki5381CNE4wGueRjSsQBIHyPNeSzgO6VsThC4P8/b7DrCgrYHtTFUpGj/KRRTFr6Ef4i5+8iiyLbG+sIqUoHOjsZyAwx+8/sP22Ciu+2TvCP75whOWlel+GZ+b5x+ePkFZU7mmuQxJFRmZ1bZm1VcWYDDKHzg3yd/sO8ReP7aGh2E8yrfDDQ22cGhjjw1tWIYsi3339NKIgsGd1AwZZYiEa58L49KI5TqQUeiZnWFWhkwrTwQhfefYgybTC9qYqEqk0L57pZmwuyB8/vAuTQWZkJshXnztCeZ6b7Y2VxNNpJubDRBLX3n/eCpMssbysACWjMjy7wPamKmoL9ReX8qzxrWoqA4E5kmmFjbVlyKLI/vYe/ubp1/ibj99HiffW0iFe7ejlm6+e5MObV7IyS6aMz4X46nOHKXQ72N5YSSKtMD4fIpJI3qC1xXi9s59vvPom66tLWd5URc/ENH/37EF+/4HtbG2owGo00FxZTCKtMB2KcveqOgpcOunjd+pvf0omw4HOPv73i8dorihiR1MVKSVDIBh5R6NvRFFg9aYalq0up+14P5qmMTowwz/8Pz9j1YZqGleV4ct35gQyFSVDLJpkYTbCcP80FzpGmRybyxnUADWNRfzaJ1qw2N79YsO3CyazgbsfXsO5M8OEFmJkFJU3Xuigp3OMdS11lFX7cXlsGAwSGVUjnVSIhOJMTwbpvzDBhbNjRELxnLaE0Shz10NrWLe1DlESMBgldj+wmqbV5Tfoye2BLElU1hW8I+d6J5Ff5OYTX7iTWOzm7vlbhdWml019H+995JuKac0cocC02Hj1mQpIqUnyTSUMRC8AcCZ4jEBiHFkwEM1EqLY1YpMdqJpKZ+gUM8lJQsoCm3x34DcVves1SaySF4v1EmGuR3q8u/rsMhTjNFxyMtwoGsUiuSmxrn7L8df+jYhMpW0zmm1j9njxusffGAJeY2W2MsnS+nyzMIr2RWMkW6tlqRAQyTc3cnlaj8CvRjTkjfCuJSfeilRSIRyOL1Int1iW/nJ2emCM/sAcArClvpzff2A7pT5XbtMSReGG94EgCBR6HNhMRhJphdHZoK5P8RYYZZnlZQWYDTI/uEZUQUrJsLy0gM/v2YzDbCIQjNAfmKNjeJJtjZV47Ba2NlQSSST59oET1BT62LW8ZpEA2tHuIYanF/jzj9xNc2URmgZNJfn87dOvc+j8AA9vWA7oXtpQPMkndqylptCHAGRULfeSns6o3Le2gTyHjY7hCRqK/Xxw80p6JmaZmA+Tyag0luTze/lebCbdQ3VPc4LPfO0nnBsNsL2x8rZt/mV5bsry3HQMTxKOJ2lpqLiqQKOqaixE4/zJr+2iodiPKAhZokjvR5HbwW/v2YzFaEASReKpNKOzQc4MTmRLKwnIkkhjST5euxXLNaprKBmVYq+T37m3BbfVTDCWYHQ2SPvwBHetqsulcqypKmY+GufJE1fPWY4mU9zTvIaPtKzCKEk0leTzn3/0MufHAzSU+AkEo7QOjvP3n3qIDTWlhGIJzo5MklQU8m4gvHoRwViCnx4/S31RHl+8bxtWoyEXJfT0yS421JZS5nOztlp/+L/R1Y8siuxaXn3TgoLhRJIfH+1gVXkhX7p/G36nLedRl7NtHTo/yMRCiL987F6WlxWgaVBf5Ofv9h3kWM8w965uuMFZloZIIskzJ7so97n58gPbsJmMxFJp5qMJnjnVxcbaMnwOK1sbKtlUW4bFqK/hFWUF/O43n2Z8LkR9UR6JtMKR7iHuX9vEfasbQICpYJj97b3kOaxLEh9UVJXjvSMMTM3x3x/bw4qyAlRNw++08e3XTtE1GsitlWRaYXNdGbtX1mI2yPpc3YQX0Gk1szkbkbW/o4fVlcVsrC1bdIwkity9qo47s+cAnbj44reeZi4Sp9jjvOl79+X2Hv79aDsfbWnmgXWNyJIeRhqMJYin0myoKWXP6nosF9ffTYwpGNPnbGVZIb+7twWL0cB8NM5/+7+v8FzrBVZVFOFz2NjaYCMST/Bm7wibasupLlgcQjofTfDvR9tZX13C7+xtwWu3Xlqf7yA5IQgCeQVOHv/8btLpDOfPDKMoKpFwgiOvdnH0wDnMFkOu8pSqaqRTCqmkckVbFquRptXlPP7Ebmobi9/1L9y3E4IgsG5rPY9+dic/+c5hZqdDqKrG2NAsY0OzyLKEyWJAkkQ0VUPJqKQS6SuqmQiigMdr455H1vHgo5uxO3WCVJIl6paVULfsVyca5ecBu9PC+m31Nz7wfbyPLNxGHzv9e3EZvDxU/Dguo5fd+Q/iNvi4w/8AHmMeDxU/js9UwA7/XpyyB7NkochcRkZTsUgWfMYCjKKJbf57CKbmEAUZp8GN15j3ri+9eHEfF97F4fp6H5dudt/KmC6d4/Y8n2+2z7fW/tubN7186a/Oc/xm8J4gJ2LRJE/95CQD/YFFE/nRj7dQs0TvQ9vAOJoGDouJvWsbFhETNwOX1Ywp+5I/H4lflZxYCswGncBwmE0IgoDFaCDfZSeSSKKqS2uzazRAaZ6LsjxXLtKkrigPt83C2ZGpHDkhIFDqdVJT6MsZWLJ0aex2sxG7yYTVZMRuNuF32pFEAatJNy5UTcMgicxHY5zqnyMUT5JKK8STaZLpK1+i3wkIAhR7nDliQh/TZcI3okAsmaZjeJK5iG4IzkfiWE2GmxJHMsg6kXBRW8RkkCl0O5iLxMioS9fDcFnNNJbkY5QkBEHAZTXjtJoIx3UPk4C+UV2cew09QuRmVuhCNE7v5Cwf27YGa5ZsuZjO8uSbnQSCUcp8tyecPRRL0D81x941Dbk0GUEQcikhmqbROTJFVb6XEu+l9dlQ4sdmMtI5MnXbyImZUIzhmSA+h5XnTuueFVXTCMUTDE0vEE2m8DmsCAKMzYUYmVkgkkgxHYqSVlTSmUs5y6IgoGpabo2o6s3NQVrJcH4sgIYexXJuNADA6FyQcDzJ8Mw8a6qKqSnwsqwsn28eOMn58Wk215XTXFmETb693vCLe9xgYI6xuRDRZIrR2VDWgLvZXG2NM0MTvNLRywc2reDXNi5DFi/V6K7we1hVUcT3DrbSMznL5rpyVlcV4TAvXYdlYj7ExHwYi9HAs6fOA3qqUjSZZnIhTDyVxmU136AVWIjFGQzM89EtzbkIncvX5zsJQRBoai7nd//sIZ790XFOHOpmamxBr2euacRj14+WsTvNVNcXsXlXI9v3rMSX7/yVDGU3Www88NFN5BW4ePnJ03S2DRGL6PunomRQwtdez6Io4C90sXxNBTv3rqJ5QzUmy3tHX+V9vI9fVhhFE36T7pEvtOjkeoFZJwnzpeJF3188ziSZ8Rjz3toUflNR7pj38T7ex3sX7wlyYjoQYrA/wCMf3ojLdalyg8+/dNXS8fkQoJMTy0oLbtnrZJLlnHc+oSi3XDNLEkWsxsvyZAXdMLoZriORVjBK0iKvt0ESkUSRxGWkgSCA3Wy6pudXzBoYF4OuLg/t19DIqCr7W3t56kQXLquZQrcds8FAKvOLISZ0CNcck6pqtA6O8a0Dp5BEgRKvC6vJQCyVvmnBP0kQFs8TurFxs5yUUZYwydIltjXLmF5spsjjYEdTFd95/SSjc0EmF8IMzyzw+Xs2L1msMqNqJJUM5rfkMpsNBtKZzC0Yo9dGSsmgoWE2yNc03hPp9KL7BfTrIIrCovX5dpHOZEgpCtOhCKf6R3PfW40GtjVW5jz433vjNAfPD1LiceJz2killUUEk8Vo4K5Vdbx45gKgIUsSh84PcseKmuumoKiahnaRVNI04iklR4xdbgxvqiujMKs54bSa+cKeFk4PjPFKRy//84UjVBd4+fQd63OpGbcD4XiSbx04SdvgOGV5brx2K6FY4pZIVUXVON4zgsVkYCAwTySRwn0ZUeCwmHji7k2cri3j1bN9/NNLRynPc/Op3etpLM5f0jlSSoZUJsPEfHjRXHpsZpaV5ueI4Ru2kxWONBuvvT7fSUiSSEVtAZ/+8r3seWQdPefG6b8wwfjQHKGFKIl4ikxGQ5ZFLDYTLo+N/GI35VV+KmoLKC734fU7rtCn+FWCIAgYTQa23b2CFWsrGeyZpKdrjMHeANMTC0QjSVLJNBpgMsnY7Ba8fgdFZV4qawsorcqjuNyH1WZauhhpRmV+PorVasRqvTWxY03TSCbThEIJPNnUk180YrEUkXA8t+bcHiuGd2kVsF9GqKpGKBQDBNzum69GpigZZmcjZBQVURRwua03FUn8bkA8niIaSeJ0WW5KP+59vHegaRqxaIpIJIGqahgMEm6PFfkX4CT4VYKqarlMA7fb9p50Zrw3dgRBwOW2UVbuw+G8tTz1aLZ8m0EUsd+EJ++tSGcyZLIv9vLbrZzxNtdLodvB0PQ8sWQ6ZzxdDK3Od9oWH/w2QoBnwjGePtFFvtPGHzy4A7NRRsmovN7V/3a6f12Igm64X9eEusaQoskUz546TzKt8Gcf3E2+y46qagxnveg3B+FtXbtLrVy/DafVzM5l1XzvYCvnRqdwWEz87r0trK8pXfLpLUYDeQ4rE/PhRd9PLoRxWEw5zY7bAZvZiMkgMxWMoKjqVQmUIreTtsFx4ikFZ/b9S09nyJDvvH15wnazCbfNQmOJn8/fs2XR9RLQK1H0TM7wQls3d6+q46MtqzDKEoPT8zzfdiF3rFGW2FRXxqFzg3RPzOCxWXhk0wruWFadIxkkSUTJqGQui24Kx5NEsutKEkXyXTYKXHa+eN/WRSlJAnokzkV47RZ2r6hhc10558cD/N2zh3jqRBd/8OCOmxr/xeBF7SqEQ+fIFAc6+/j49jXc01yPQRLpGJ7kJ8c7buoc+tgEPrRlJfVFeXzl2YP86+un+c3dGxatK7fNwh3Lq9lUV0b3xAx/9+xBfnq8k//4yNLICbfNjMtiZltjJZ/YsXbRPS5mI5dy485O9NWIFofZhEGWmFqIZFPY3h0PZ4vVSE1TMVX1haTTGTKKiqqqaGo2WicbYSSKIpIsIhskJEm8ZTL9lwmtpweZmQ5feiZoGo4CF41eO5vdVppXly8if0VRQJREZFlEliUEUbjp6xgMxvjqV17gzrtXsPOOplvue0f7CP/2r0f4wz+5n5LSX2yN+kg4wY9/dJyTb/YjiAJen43f/OwdVFTePlL0fVwfyWSaH3zvCLIs8dkndt/074PBGN/7zmFGhmcIhxP85ud20bL11tJpEok0A/0BpiaDCKKAz2enqsp/UyTereDUyUGefeo0n33iDmpqb6/+iqZppNMZ5Kwz5HZDVTVGR2Y5n63uIwhgMRspKfVQVu573/jOYnYmwo9+eIzO9hEkWSQ/38kTX7gLf77zF921X2qkUgo//fEJpmfC/M4X78FqfW8Rl/AeISfsdjPBhSj/+s03qKjyI2Vv/HUbqpa8yC96kxVVJXbTBqoOTdOYDkWJJ3Wiw3eNPPS0kiGdyRBLpVE1jURKIZpMIYvibQ0rbmmo4MW2C7x+rp+7V9ahahqvdPQSTabY2lB5286janr0hNVkQBAglkxzrGeImXB00XHJrCc6kU7ravMphVgyhSxJGG7yBTvPYWU+Emd4ZgGjLCGge2aXoo2goeccm40ysiRmxUsD9EzOUOS5tF7SmQxpRSWW1PubSF+aJ8MS50nTNFJKBkVVSaQUnSlOpoklUxgkacn57Ym0wvHeYarzvXxy13pkSczpaCx1zeQ5rWxrrOJo9xDbGisp9jgJxhK82Kbn6t+ulA7Q01S2NVTyYls39cV+6gt9aOjinx67BafFxNbGSl46083B8wPcsbwGRVV56Uw3SibDlvqsQrOqkkxniCXTKKqeYhFNpJBEAaMsI4oCSiZDStGPyagaqXRm0Tz5nTbWqp1TZQAAIABJREFUVZdwrGeYc6NTVBf4EASdqFNVjap8DxlVQ0PT03o0jXAiyWud/cRTl4QtM6pK12gAURR4tKWZ/GxFkYymoWoakiBQkE29ah+aIM9hJZ5SONDZx0JUF701yhIbasrY397LoXOD3LumHlmUSGUyTAcj1BfrJcPG50KEE0l8DqtOaDjtupZN6uYjSpwWM5Io0DMxQ32R3r7VZMBkkMmoKgICFpMBVdMIxhIc6OxfFPmjahrJtB7tcXEtx5K6YO7la1hAwGuz0FxRxCd3ruOrzx+hwGXnkU0rMMoSkwthFqJx8hw2JEnE77DhsJhIpNJX6/ZVUeR2srKikJN9o2yuL6c8z42m6SlLBknSK6RktxGv3YqSUemZmNFTizQNu8WEQZKymj0VPNd6nppCH9X5ntz69NotOJeQGvLzgiAISLKUe469j6Xh9MlBOjtHySgqExMLZDIZSkq9SJJIQ0MRLdsbbntUgt1m5sOPbqaw8NaEYy+ipqaAX//UdrzeX7x4Y1vbEAffOM8HPriBmjo9itR/E1Go7+Ptw2iUuXvPylsuDe922/j1T22n58IE3/zG67kSwzcDTdOYnYnw438/TseZ4UtppZrGZ37rDtauv31C51dDOq0QiSSu0IW5HVAUlf/778e56+4V5Be8vXv3atA0jVMnB/jm11+jvrEYAYhEEoiiyJ69q7j/wTXIvyJlnq+HI4e7aTs9yEc/toWSEg+iKOB8hyr5/CpD0zTiiTSxaPKqTqv3At4T5ASAP9+JqmpMTizkvNArVpYu+felPicn+yCSSNE7OUt1gfemWeF0RqVzZIpQViegusCLdBWP3KHzg5zqH2NiPkQgGOGZk105o+m+tbcnzx6godjPx3esZd/p87zWqUcxxFNpPrx5JU2lS/NULgV5DitbGyt5vvUCf/7j/Vk9CiO1hb5Fxz17+hw9E7MMBOaYCUf5t8NtvN7lZG11CTuaqpYckg2woaaMA539/P2zh/A6LHjtVr5031a89huHQNpMRnYuq+Ibr57gL396AKtJF8WsLvAuulFP9o1x5MIgM6EokwthXjrTzfDMAhV+D/evbVxSPzOqxlMnuuifmqVvao5QLMl3XjtFgdvBxtpStjXe+AGvaTqZIgoCx/tH6Pv+LIKgGzErywr5+I41i0iVa8EgSTyycTlTwTB//eRrOCwmoskUHruFx7etwWm59Yiht8JqNPDhLauYj8b5h32HcFnNaJpeJeFL921jRXkBy0rzeXzHGvadOsf+9h5UTU/1+GhLM3VFupduIDDHUye6mI/G6ZucZWohzN/vO0SB2879a5so8jhoHRjnta5+ZkJRxuaCvNLRy+RCmPI8N/etbcRjs/CBTSsIxRN89fnDWE3GbBldhQfWNVLh91Dp97C6spinT3bROjBGRtNwWc1U+j25MWVUvYTj2FyQv/zZgRyhlu+088ld61hRXkiF38M9zfV8/1AbL7f3IIkiXruF4uz8CILAivJCHt3azAtt3bzW1YfJYCCRSlOe5+aPH96Vi9r4+itvIgBmo4FoIoXFKLNn9c17vyr8HtZWlfDUiS6OdA9jkiU+sWMta6tLaCzx01Ds53tvtHLgbB/pjIrHZslV8wAIRuP84PAZZkJRzgxPEIwm+KeXjuJ32tm9ooYV5VeWNm1prGQyGOFnJzop9jppaahgZDbI1148iooexXORoLtvzdL3PIMs8WhLM986cJKvPHMwl4aVVDI82tJMic/JRXaiscRPU0k+33z1BPtOn8Moy3xhzxZqCn3YzEYe27qar7/yJv/jmTdwW805LZEv3beNZb9AcuJ93BoefXwL6XSGeCzJv377EJFogt/67Tux2czZ6IjbbwwYTTIrV5Xd+MDrQBAEvD473ndBVQlN05iaDCLLEjvuaMJ5i5Go7+PtQZJEauuWVjL6Wr/3+x2EgrFbXvfpdIbn97Vx7EgPjz7ewsaN1aiqxtDgDJVV/lvu27sBY6NztLUOs3Xb7Xvfvhry/E6++Ht7cLmthIIxvvedQ7z4/BmaV5e/56/h24WmaYyPz+N0Wdi2vQGz+X2Nn/exdAjvElblpjuRSimIgpBTOb9u45rGk2928l/+fT8CcHdzHX/6yC58dmuOoJhcCPP4P/yAQDDKxtoyvvrphxaFK2uaRtdogP/w/ecZCMxjlCX++uN72b2i9oqwsbPDkwzPLFwxKK/dwprKYjKaRtvAOOV+d86bnVYydI1OIYoiTSV+5GyYfDqT4XjPMMUeJ1X5VxIqSkalf2qW4ZkFEATKfC6q8705z7+SUekYnkAURZorrhQKCsUSnB4YY21VCUZZon14khKvi3yXjXOjASxGA9UFXpLZ0qnT4ShWo4HGYj9zUb02b31RHoIgcKxnmNlw7IpzlPpcLCvJX3I0AoCqqkzMh+mZnCWZVvDYdY+tyaCnlHSOTKJqsKaq+Kq/TysZuidmGJ8PIUsi1fleREFgJhxjdaVeWurC+DR9U7NX6Ee4rGbWVBUjCgJtg+MUuBy5agBKRuXC+DRJRWFFWSGSKHC8Z4T5aPyKPlT6PTSW+JkJx7gwPs3K8kI82fSbaDJF+9AEhW4HZT433z/YSuvAGA9vWI7XbkFD9xZ/7eXj3LemgV/fuW5J1+1iVMC50QAL0QRWk4GGYj9+55UVPzqGJ0iklGzqyK2FPs5nRTjnwjFEUSDPYaW+WBe91K9Xht7JWUZmg4iCQHmem8p8Ty4NZGI+zOmBsSvatRhl1lSW4LFb6JmcoXt85opjXBYTq6uKsZtNuYiV7olppkNRREHAa7dSXejFZdHFTOejcc6NBggnkritZmoL8xieWaDQbafQ7eC1zn7+77EO7l1dT6nPhSgIxFJp/u1QG06Lib947F40TSMYT3BuNEAwlsBjs1BT6GNoep58p52yrNGvZFSGpucZmlkgrWSwm42U+92UZsVBI4kkPROzzISjKBkVm8lATYGPIo/jlrxpF0ucLkQTmAwSK8oLyXPoFVRmwjHOjwWIp9L6NSnw0j0+Q31xHh6bhWgyxeELQyhv8WBJosCy0gLK89yE4glaB8ZpKPbndDPiqTQn+0bx2Cw0lebnSqpOh/QxWbN7R7HXeVPVYDRNI5JIcWF8mrlIDEkU8Tms1BT4sJuNubWqaRpzkRjnRgNEk2ksRgOrq4pwWi4RD3ORGL2Ts8xn28lz2qgvysNqeu+FOb4PHdFokq9/7VXC4QRf/oO92B2X5judUnjpxQ7cHhuFhS4OH+pmbjZCcbGHvQ8043BYSCTStJ0epPPsKKFQHJPJwPKVpazfUI3NphO48XiKH//wODMzYTRNY/ddy1mztjJ3nlAwznP72mhoLGI6EKb7gh7evbK5jM1bajFlI7SGh2b42U9OoigZTGYDjz62ZVG0Z0/3JCff7GfV6nLOdowyMT6Pw2Fm244GausK9eojmsbMTJiDr19gbHSORCJNOp3BZJJZuaqcO+9efkMtkmQyzZvH+ujqHKOjfYSxsXlaWuqQZJHaugLuuXcVZrOBiYkFXt3fydZt9QwOTNN5dhRNg01balmztgJJEkkk0rSfGeFM6xDxeIqSUi8t2+ooLHQjCPDs0604XRbGR+dRMio7djbQ1jrMxMQCd961nLr6pRnlqZRCx5kROtqHmZ+PYjDKNDYWs2lLLQ7H0snFdDpDb88kJ97sZ2E+iixLVFTksWVrHV6fnbnZCC88d4ZVq8sZ6J9moD+A02mhZVs9NbUFuTlIJRXazwzT1jpENJqkpNTLtu31FBS6c++AipLR5/TEALMzYSRJpLTMy847luH12shkVPa/dJauzlHS6QxNy0p48OG1i/qbiKc4fWqQrs4xwuE4JrOBVavKWbe+Kldy+CL6eqf42//3WR77eAs7d91c2tHw0Az/9b/8jO07G3jsYy0YTVc6jzKKytEjPcRiSeobijh+rJfJiSBut5U9e1dRWOQmnVY41zVO2+khZmfDyLJEbV0BLVvrcbosuYiMgYEAh964QHAhRnlFHpqm8crLnXzxy3soK/Px3L42HA4z99y7Knf+Y0d66O2Z4sGH1+JyW5mdCfPm8T76+6dJJdO43TY2bqqhcVkxkiQSCIQ4fPACracG6eoaY9Wq8tz+8KGPbKSsXHeoJRJpWk8N0t4+QjKRprzCx9btDeTlOZaUBpLJqDz95Cn2Pd3K33zlYzni8fDBbv7l6wf47BO72dJSRzSa5KmfnWLT5hpmZsK0nh4kncqwfEUp23Y0YDTKpFIK3RcmefN4L+FQAl+enS0tdVRW+XNrLx5Pc/JEP+c6x4hGkySTaURRxJ/v5IMf3oDdbqatdYjx0XlWrSnn5PE+xsbmsViN3HtfM2VlvtzaPHVygJnpMKIkUlmZx7btDXi8NkKhOM/vO0NZmZfOs2OUV/iorSvk9dfOYbeb2LO3eUn6KPFYioNvnKevN8Cpk/2Ewwk2bqpBEARWNZez845GDAaZRCLN2Y4RWk8NEoulKCp207K1nuISN6IooqoqHe0j9PcFWLe+ipMnBhgdmcVolNn7wGoqKpaWhpZKKbzw3BnyC1x4PDaOHe1hfi5KaZmX++5fjdVmypG2Rw73MDI8i9Eks2ZtJc2ry3NaLoqSoa93ijeP9zM/F0GSRMrLfbRsq8eXp78TpdP6MceO9rIwH8Xns7O5pZbqGn0fUVWN8bF5jh/tZXx8HkVRKSx0sW1HAyWlXkRRWNI9B3oFy3Pnxjl9coBgMIZskKiuzmfnHU2IosC3/uUNxsfm2Xt/M50do8RiScor8tixq5G8bH9VVWVsdJ7Dh7qZmgxisRjZsKmaFStLcxpEoyNzvP7aObZtb6Cvd5JzXeMAtGyrZ1Vzua4hl0hzpm2Ys+0jRCIJrDYTDQ1FbNhUfTWtpiUZG++ZyIm34uTxPjxeO03Ll1b6a3VVMVX5Hvqn5nijc4BKv4cPb1mZC92+Hi4SAP/04jEGpxcAWFFeSFNp/lX1AFaUF17V23g5tjZWLvpskCWaK680tA2SdF3vuyyJelh98dVZWlkSWVN17WvktJrZtbwm9/nyUoSrLiMzrCZjrgTlRfjfUuLzYlnDt0LTNCYXIvRMTF+zHwAeu5WG4rxsOL9Iic9Fie/KkDxZEq96rS6HQZZYXlbA8rLFuYxll3mMG4p1r/L1sKW+YtFnWRKvaLOlYfExb0WBy07BW66VzWTMtZ1SFI73DFNXlMe2xkoMsqQbwTGdXFiIJmgbHCcUS1zzHIIgUFeYR6HHgdNiZtM15uJyrCxfTFZdNGTPjU5d93fObOURs0HGY7OwoebaEUyyJNFYkk9jydUjeYo8Du73XD9Kpa4wj7obiEQKgoDNbLzuWvfYLFfM1cVKIwBtg+NoaNy5sharyYim6ak+r57tY2ohnDuP22q5Yl3kORZrvMiSSE2hj5q3RBddhN1suiaxFkmkODsySeo6oqEmg0xTaX7OEHfbLFedc0EQ8Dtt+J2L95DN9ZeOtZtN7Gm+fsSG06JrolwOi9HA9qZL7drMRlZf476MJVN0DE9et7qPUZZpLPHjtllwWEysv866An1sPoeNbU3X3h+9disba29ecO59vDeRUTW6OscIBeO43FbsDjNWq4mZmXCO9Jufi3DkcE9WLMxKIBDiO988SDyW4t77mgGQZZGGxiJMgwaeffo0jcuKF5ETiWSa40d7OX60lzy/g4JCFxPjC3znm28gCgJbt9cjCAIOp4UVK8s42zHC4YPdPPDQWi5/4szMhHnpxQ5aW4coKnJjs5no6hqno32EP/yT+ykt8xEKxfnutw4yNxth4+ZaxsfneemFDrZtr6eyyr8kYlkQBCxWIwWFLsZG55iZDlFe6cMgS+TnO3OixeFQnMMHL+gRqoKA22MluBAjGknkhKD3v9TBvmfaaGgsxuk003Z6kPa2IT73+TspLnFzpm2I4EKMsnIfHe0jnOsao7DQxcjwHAvzUf7oTx9YkrBrMBjjyKFuYrEUXp+Nubko3/vOIcLhOI98cMOS10RvzyRf/9qr+PNdFBQ4CYcTdHWN0bisGK/PTiyW4tDBC7S1DlFQ6MLpsnLhwgQd7SN84Yv3UFXtR1FUXn2lk33PtFFV5cfuMHPizT7OtA3xO1+6h8JCNxlF5c1jffzb946Ql2entMxHMplmoH+abTsyuXkor9C/f+mFdjRNu4KcmJmJcORQNwjgclmZnAzy7W++QTKZ5s67Vyx53DdCX18A0FixohSD8eqOI1XTGBiY5kzrEB3to5jNMjabidnZSM75FokkOXKom/n5KHl5DoLBOD/4/lHm56N89LEtSJLA2NgcX//aATRVo66+kP6+AMNDMySzKdLpdIaO9hF8eY5F5MTQ0CynTg5w956VuIDe3ilOHO/H7bFis5np6hzjTNsQX/zyvVTX5IOmYbOZcDgtGAwyxaUevB792WzOOhtTKYXnn23jtQPnqKrOx2w2cOiNC1w4N8FnnrgjZ7jdLDRNJz1EUcgJfKZTim6Ijs2DAB6PjXQqw/x8FFHUdaLePNbHj390jOISL3l5Dgb6ApxpG+bTn9lJQ2MxggAH3zjPT398gpZtOqG2/6WziKLAlq11mLNE6OjIHK/u76SnZxKDQcJqMzE3G8lVgIvHUxzJGqF5fifRaIInf3qS6UCYj//GVhLxNK/u76S8Ig+DQeTwwQs0LivBbjfx5rE+7HYze+9ffUPyRhDAZjdTVOTG6bSgpFUqKvMQBQFfnj1HVh14pZNnnjpNbV0hLpeFjvYR2tuG+ewTuymv8KFpMDG2wCsvdzLQP40si9hsJgKBEOpNpAJlMipnO0ZJnhjA4bTgcJqxWI3MTIeRslFHgUCIb/zzASKRJFXVfsLhBN/91hvc98Bq9t6/GkkSGeif5v987VV8PjuFhW4i0STnusZpXFaSIyfaTg/y/X89TH6+k7x8J709U7S2DvG5J3bT0FiEqqqcbR+ho32E/AInBqPM4UPdnOsa40u/fy++PMeS7rl0OsOrr3Ty9JOnKC7xUlTkIhpNMtAfYNfuSyTl8NAM+55upaJSdyA/92wbU5NBPvNbuzAYZIaHZvnGPx8AAcrL85ibi/Av/+cAjz7eQsvWOkRRJBiMcfD180xOBBEEcLutLCzEiEWTCIJuNxw93M2PfnCMZctLcTotzM5F6Dw7yopVZbcsJP2uJSdUVWNsdA6Hw4zJbGCgN5D7mwacbR9hzbql5cQJgkCp18WjW5v5x+ePEIon+faBk7QPTbJrRTWryguRJZGLGncZVSWaTBFLpRkMzHG8Z4RXOnrpn5pD0zS8disfbVlFkdvxvlDZEqBqGkMz8zx1ouu6xzWW5FPp92CU37XL8ucCURBpKs3n4PlBXFYzfqeNSEI35jIZlfU1pRw6N8hAYO6abUiiyAc3r6DQ8/Zyh8fngjecp6oCLxV+D+ZfMnX3uqI8jnQP8Y1XTlDhd+t6BpOznOob45O7lha5cjsQiiV4qa2b4HXIKLfNQqHbsShK4N2MSCLFy+09zEeujDC6CGd27V+vMsr7eB83gqqqDA/P8OWP3Meq5jJEUcyK4+kvovkFLj79mZ04HBYkWSQSSfDXf/EMJ97sZ8/eVQiCgMEgs2lLLbV1Bbx24Or7YTKlYLMa+dwTu8nzO5ifj/E3f/kMracHWbe+CqvNhNdr5867l2O2GDh2tPeq7czPRbjjzmV85NFNmEwGOtpH+B9/s48L5ycoLfMRmApx5FAP/+E/PcT6DdWEgnGmAyHMZgOVVXlL8vQajTLrN1SzfkM16ZTC1FSQh35t3VUrPMzORKipLeBTv7kTj9eGmlF1zR1JZHxsnheea2fX7mV84EMbMBplhodn+MrfPM8r+8/y6Me2kFFUPF4bn/7sLn74/aOcPjnAF39vDx3tI7z4fDuRSGJR1bVrwee184lPbsNuNyMbJGKxFF/9uxc4frSXX/vA+iW/ew30T6MoKh/6yEaqa/IRRYF4LLUoUiCRUKisdPDEb9+J1WZiaGiGv/6LZzh6pIfSMi/TgRDPPt3Kth0NuXGfPzfBX/23Jzl+tJeHH1nP3HyEH//oOFXVfn7zs7twe2y5Si3GbGlvURRoWlZCRWUenWdHr9rfomI3n/mtO3A4LUiSSCgU5y//65OcPDHA7ruW37Z3zrnZCAaDjMerG4ztZ4Y5+Pp5UimF2rpC7ntgde7YoaEZ9t7fzM47liHL2fspSzC5XBYefbwFq9WI0ah7xL/+tVc5dqSXD390M5qa4djhHuZmI/yHP3uIqup8YrEU/+urL+W8sEvF6jUVNDYV43TqERm9PZP8+X/+KX29U1RV+8kvcHHPvaswmgwM9E9z9z0rrxB6HRme47l9bTz8yHruva8ZSRI50zbEP3zlBU6fHFhEjtwIqqoRjSURRYHR0Tle2X8Wv99JdfUlCjISSTAzE+KLX76XoiJdQymTUZFlibnZCM8920p1TQGfe2I3FquR+fko//gPL/H0k6f57d/1Yrebee3Vc6xYWcpjj7dgNMpYLEZefP4MVVV+TGYDipLJzdNd9yxn7/2rkWUJJZ1BzM6TzWbmQx/ZhNliwGiUSacz/OD7Rzh8sJsPf3QTALFYkk2ba1ixqoy//atnsVoMfO7zd/K/v/oSg4MzKErmhpVVzBYjW7fpzo6xsXkkaZpHPrhhESE5ObHAC8+dYUtLHR95bAsmk8zY6Bx//5UXeOnFdj7xG9tz+kHDQzPsvmsZDz68DoNh8ZiWioySYWRklt//o/tYtrwEQRBQFFVvT8nw+qvnmJwM8kd/+gDlFT7S6Qzf+sbr7H/5LGvXV1Fc7GFoaIZkQuEDH9pIXX3hpX0kez1i0SRPP3WaklIvn//CXdjsJqYmg/x/f70vR/pYLAZ27Gpk286GXJTekUM9/NV/f4qZmfCi1L9r3XOapjExPs/PfnKSdesr+cQnt2Ox6M60ZCKNyWwgkS0AkUym+fCjm1i9poJMRuN73znI6VODTAfC5PkdvPDcGZJJhT/5jw/iy7OTTCr8w1de4Lln21i2rCTXn+lAiGUrSvmNT23H5bLqOjGaLtytKBkunJ8kL8/Jxz7Rgs/n0B178TQW662n8rxrrQtVVTnyxgVq6wvxeG388//aT2GRGwGdnBgbmWX1usolt2eQJR5c38TwzAI/PXaWWCrN0e4h2ofGsWeV3ecjekpC9/g0v/svTxFNpokmUoTiCVLZm99mMvKRLSvZtbzmlsWM3mmomsZ0NMp0LEqp04nLZCahKFgM70wOmCgIrKkspvE6UQpDCwtUe71XrSiRzmQIRKP4bTaMSyyr+V6CJAo8urUZr93KudEAXaMBTAaJEq+Tj21bTX2xn5XlhYvKXl4NFuPbn8+m0gL+04fuvEF/xVzaxi8Tdi2vRpZEjnUPMzK7oKcBOKx8+YFtrKteur7N20WB286X7t92XSEjQRDeU3Pgc1j54t6t1y1hqo/plzcvVVHjxJVxrIZSEso0oJHRktjkEpKZBQQBJMFGXBlD1TLYjRXIwuLIPkWNEU2PoGoprIZijOLNayfdTqiaQiIzjUnyIQlLW4+KGiemjGEU3Zjln0eFCIGCQhcrVpbmntGXC2VKkogkSwwPzxKLJVGyZZGTiTSatvTiTAZZorGphDy/7qSwWAwUl3gIh+JXpEhdD3aHhRUrSzGZ9JLVXq8dt1sPswbdAFIyGUzZe0OUBEwmA6nkrZcyvx5ESWTN2krcHmvu88U3nb7eKTIZlTVrK3Mv5QX5+rXuODPCBz64AVES8focmEwG3B4r+QVOLBYjNpsJQdDDkZfaD4NRZmxsnkgkgaJkdOHqpHJT81TfUMgr+zv57rcPsmNnI03LSigsdC2qqGAyydQ3FOUqVPjzHNTVF9LXM0UyqTDQP000kkSSRDrP6mmIoWAMm91MT/ckAPNzUfr7A3z0Y5txZcPfBUHIeeyXCkkSkSSRoaEZ4tFUdn2SizK4XbhY/vpSmpxegrn9zAihUJy99zfnjnW7raxZW5kj+C6/n0RRxGSSmZxYIBJJkE5nUFWVZFJBVVVSqQwDA9NUVOZRkBWWtVqNNDYV0993yem4FBgMEpFwgt6eKRKJNKFgDE2D5BLXFEBf7ySppL6WOtpHgItEjURvzxT33Lv0/kxNBfmr//Z07np4PDYe+dAG3J5LkZSiKLB8RRmFha7LqjFl01onFpidjbLnvuZcyo7TaWHtukr+/QfHCIcS2O1mlHQGo0nOEZEmk4yiqFeIidpsJtauq8qtbXnRPAmYLQYCgRDhkD5PqZRCKnWppLrFbMTtsWK1GnE6zRQWuZEkAbvDTCSSvG3ipQP90ySTCqvXVmLKkoR+v5OVq8o4eaKfRDyFwaA7KSwWI+s2VOeu8VJS+a+AIFBU7KGxqfiKZ0IsmuT8+XEsViOTkwvMzkYA/T6cm40yPRWiuNhDbV0BVpuR7377IDt3NdG0vISiIneuP+MTCwSmghQVuenO7gmpZBqr1Uh/3xTJREon8EwyM9NhxkbnSCYVgsEYqqqSTi++tte65zRNY2oqxNRUkG07GnMEsyAImN9CNpeWeqmp1UWPZVmgpNTLqZMDxGIpgsEYfb1T2OxmhodnGR6eBcBsNtDVOUcwGMuRE6IksnZtZU6j6HKiSRRFVjbr8/bdbx1k2/YGqmvy8S0xRepaeNeSE5Ik8qHHNiMIMNAXYOPmGh79xNbc359/pvWmB243m3jins34nXZ+cKiNQDCiExBv2fTDiRRdo4s3TUGAApeD39i1loc3LMfyLqrLrKi6Z0NAL2+qahoZTUNENyTj6TTPdXdjlmXcZjN2o4n9/X3sqa1DypbsBHLEjwBXlEvNqCoaIAmCXkUi+1kWhCtIGkVV9bY0LffgkyQRq9m46PcXIYsiL7b28nuFLblxXByDAERSKfZ1X+DBhkZ8ViuGy8YoZMeoZisqXLwGWrYfF9u/WlUme/EdAAAgAElEQVSVdwv00Hs7j29fc81jDJKYqxphyF7vtKqLaErZsY2GQ5wfmWZnRSVG6dL6vGjk3siIEQQBoyxhlK/0XD/f2021x0ODb+kiT5qmcWxsBKfJxLK8/EVaAZef853C5etB0zTSqrpobdjNJu5d3cC9q3++Ilo3giSKuK4j2JhRVV7s72VTcSk+6zuTsqBl156iqWiaTjhefu1utMYkUbxqhYzh4AJtU5PcX1ufu49f6u9lhT+fYscvV7mxRGaKnoWvU+/+LUYj+wCNaHqEWvenCMSPICBhlnyk1QgG0YFFzkeWLnlSNE1lPtlOMNmFWcrHINoxiu6sZo6AxsU9VeVSWufFXf3iJxmNTPYYCQEx+1nL/f2tc6hqGSCDXq9FJlsPCdCJhvH/n733jrLrus48fze/nHPlnAuFnAgSYBTFIJESTUm2LAfZsq2e1Wumu+3V7rXG7p52R7c9st221R5bybJblqxEihRFUiRBEiQAIqdKKACVc9XL+d754xVeoYCqQiAJgTa/P7BQ79137rnnnrT32fv7Ej8mYn0Ik+y/6vsrry+Wy9eNHDOpA5jlIBHbQ+9V8y4/owBOh3lVOT/DKBH+/eO3DzE1GcXuMKOqMqMj81RUuFcpbW1IkojdYVohX3o5R/xmnAYmk4LpCi4VUSzJoF42Hr0+G+3tFfzomWPkcgUmxhcYHJjkU5/ZWQ5Lfi+haTJW2+oykslkFhCw2ZZDdSVZxGY3EYul0fXSmn+ZX6q0KZaWjLKlueIG6lA6HVzkO/9wkNGRUgStqipcvDCzarTHeqirD/Bb/+J+Xn3lHN//7jv84HtH2HtvO4881lMuSxJFTGZl+R1IyyHkhq4Tj6dJJrO8/OJp3ny9v1y2qsrlNIB0KodASV3uVmEYBhfOT/OP3z7MzEwMh8OMospMjC/S0BC4KafM9WB3mCkWdZJLSlMbeqppbg7x53/2IonEyqi9Uvtfu+c1DIPZmTjf+YdDDA1NY7eZUDWZkeG58pqgF3VSyRxuj3XFnt1q1a6b3mNcIdmt6wZvvt7Piy+colDQsdk0dIOlut74gIvFMiSSGZ7/0fGyww9K783jsa7zy2vhdFr42JObcTotOOxmqmu9S0645eeUZQmn07zqYWYmk6dQKGK3L++5LqeDxZcccgCbt9Tx6itneaXhLA6Hmddf66WhMXBNCordblrxTJdhGAaLCym+8+1D9PdNYLNqaCaFyYloOe0DSv1eksSSPLkolA3iUkrXe+cJTaWyGMbKsSLJIna7iXgss0Kq3WY3YXqXhxaCIOB0rr4m5As6iXiG4UuzfPPrb654d5WV7nKEVXW1j9/84gO89so5nvnBUb7/3XfYe287j31sIxaLRiqZJZXMcfjQefqWJGYvo7rGiyiJ5LIFXnj+JG+83oeqylisKqlUjmLR4Oo+vPaYK7WfJIkr5uHVYLebV4yx8v+XOHSSySzjYwt87W/2X1Vf34q2MpmUNdcEURTYtr0Bm1XjlZ+e48t//jLBkJOPPtrDjl2NZe6Km8WdY2FfhdJCX2qIymofj/jsKxq5pa0C63VezGpwmE38/J4eumtCPHukl2NDY8zEkyQyuWsGnwCYNQWf3cqG2jBPbOuge4mU8U7CM329TMbjVDqd3FtXz/5LFxmNxrAoCvfW13NuZoaDo6NsDIcREDg8Nsp3z55lIZ2hJxRiNBYlnS/gMGkkc3lafD4Oj40Sy+a4r74eURDYf/EiJlmmMxggYLXx4vlBckWddr+fnVVVKwjvnunrpdLh4MTkJG3+APlikfF4nGQuR9hu5976er516hRWVUUWRR5vbcUw4OLiAuemZ9hbV8f+ixcZiUWpsDvYVlnJXCrF98+dI68XebK9g/Pz8/TPziIKAvvq6jg0NkY8myWvF3m4qZlkLsdrFy9g0zTur2+gwvHBNnQKus4P+s9xYHSE/3vPXkRB5Pf2v8zWcAVPtXUiiyKpfI7JZAL9qjVkNB7DoWk4tVvfNL09NoIsijfnnABmUqny/y9Pa3ldZzweI2SzY7qNKTzPDPSSyuf5TEc3gwvzfK/vLD/X1kWt672TWL0dMICJRIycfvPycbeKXLHIyxfPc3BslHShgM9s5ufau6h1lQy6W+1jU8kEb4xc4uGGJiSWjJJEnEa35314ip89VNHFYvYsgiAhChKa5CGWGwCjiCzZMDBQJAdurRtVcq+6GZAEC06tDZMcYi5zBAERsxxiLnMM3ciSKUwhCiqSaEUUZHLFeUBEEswELXcxnzlOXo9hkgMELHsYiX8PWbAiihoR60NLDoVljCeeJ12YxKJUErLuYyFzgmj2LKKgEbDsJqdHGUv8CJ08lbbHSOXHiOV6AZGQdR/ZwgwL2ZOAQNByN1alFrtaR1G/NUnvG8FaTrJ0OsfzPzrB8KU5vvBb9xEKOxFFkT/70k9Ip7I3eZPyP++yrusbnG63lY88soG//9sD/OiZY5jNKp94ahs7djW9q5Op9euzermliACDaDRNxVIwWSFfZHEhhdttRbysXvYuq5XLFXj5pTOcPTPGF37rPmpqfIiSyNe+sv+mT9slSaS+IUBlpYePfHQDbx0Y4Plnj+MP2MskkoVCkXg8Uz5QKRZ0otEUdrsJURJLxqfTzKd/fhcdV6nEXTYGLUth2tFo+padCKlUjmd+eJTJiUW+8MX78PvtCKLIH/33596LrrYCtXV+CoUiF87P0NZesa6jYK3+UCzqvL6/l4NvD/KbX7yfxuZSivQ/fucwbx8YAC47rzRi0TR6cXlzskJGdKnPFQsr17RodJlgfWoyyve/+w6VlR5+7jM7sFo0otF0mYx2ZX3Xfm6Xy4LLZeGXfuVuGpqW+cMEQLtJRQmLRWXr1vp1lXjWG99Wq4aqyiwuJMuf6brBwnwSl9NSdg7s3tPMO4eHeOmF0zidZhqbgtz/YNc1NpAgsGY/efutQV55+Qy/+cX7aeuoQJElXvzJKZ75wdGbeub3AqW0nJXvt1C4PI9YVvTF98IZJ6xTjqJIOJxm2tor+LUv7FuR7iUuOYqgZITX1vmIVOziwYe7eOfQED/43hF8fhv33d+JzWbCZjdx995W7n+gc8V7kGUJm83EubNjPPPDo9x7Xzv77uvAZFI4PzjF4YPnr63zGhUWhFK/KRb0cnTdug++BjRNwW4309AY5Bd/ac+Ka0VRxOm40mG2/m1UVWbDxhqaWsJMTUV57tnjfPVv9lNZ5aGu/taUI+8sK3sNaJqMqkornAeNzcF1frE2BKFEJreloZKNdREuzSzQPz7LxZkF5uMpktk8uqFj0RScFjO1fjfNET+NIW85x+5OgygIODQTNU4X8+k0Y7EYP9fZyctD57mwsMCOqioG5+d4sr0Dn8VCyGbjtYsX+eyGDUwnk5ydmWY0FsOuarjMJkRBwGexMpVIMrQwT6XDWeI06GjHJCv8ZHCQgbl5at0ujk1O0BMOY1OvOM0w4MLCIpcWo3jMFmLZLCZZ4hc2bODvTp1kPB4jkcuxr76ubNzMpVJ869Qpnu7qwqGVPHQOzUSNy4UiimiSzBNtbfz0wgV6Z2Y4Pz/Px9paOTE5yanpKWaTSR5sbOTC4gIDc3MEbTasqkrE7sBp+mDk5a8HA0jl8/TOzbCYzSIA52ZnaPX6MZY8rk0eH82e5TBpY0k68R/OnuLe2gY2BEMr5qorI2bWuufV310Oyy/tywUuS52sVdajTS0r72kYzKaSfPP0CX61ZzMBq21p4Vi9FsZ1yr+6nutFYixmMsRzWRazGb519hQbgiEqHY4Vp/5rnQ5cfY/LbcsNfH4rdb3yua8uXxQEfnnD5mva9fL1q937Ruu6Vp2GY4v8aLCfz3VvpNbpYi6dwm0yX7ePXXmvpT9W9JkrW/uyYfDZrp739Nmu/s2V11/9ztd7z9e7941EAVmUKhazpzHJQURBwqpUE8v1oUpuFNFB0HIPc5l3GEs8R8CyB6fadkW5Ah7TRgQkplOvY1Mb0I0coqBQNHLk9EUERGxqPXk9johMujCBTa0jX4wjiRpzmaMsZE/g0jqIZs/h0jop6ElCtnuxKGuQyQoCiuTAqlSBYTCXfocq+xNYlBD5Yuk+FbaPMps+SCw3QCJ/gQrbw8Sy/cxljpDXowQt95ApzrKYO7v2fW4DCgWd+fkEgaCDmlofZrPK8KVZRkfm8HiujFK5os8tddSbPTlccb1R/vCmy8llCxw7cpHOzkq+8MX7kCTpvfKL3DRaWsKYzCpvHxigrt6PyaQwNrbAieOXuGdfG9p7kFoIJaN3YT6Bx2ujrs6Pw2lhYmKBC0MzK07TbwRzs3FMZhWLRSUScbF3Xxs/ee4ks9Px8jXZXIFTJ4a574EO3G4r4+ML9J4b5+FHetA0mYamIHa7ib6+CTZvrcdm0zAMSuofS/tCj9dGU0uYV14+S2tbpHwKn0rlUBQJVZWvefcGK/tJPl9kfi5JMOykusaHqsoMDU0zMb5AReWyw/bqOfHq/nkjc1F1jZfm5jA/fv4EjU1BWtoipQjUm2hfXTeYn0/idFqobwjg8ViZmSmp11wux2xSaWwK8cwPjjIyPEdza5hEIsPpkyPlVBVNK5H+jY7OE4ulsdtNTE1GOX1qpBxxkEplSafz1Nb7iUTc6LrBkSMXia9ioFksGsViaaxX1yyTUguCQHNrGEWRGRycprunBrO5RCi5MJ9c9WT9/URFpYdQ2MWhg+fZuq0em93EwnyCQ28P0tVTjWOJm+XSxVlSqSy//W8fo3pJpeLyK77R6WRhIYHVqpVC7r02FhaS9PVOrHAY3S40Noew2U28/dYAzS0hzGaVifFFjh69yNZt9ZjNty+902rV6Oqu5rlnj7OwkCxzUuTzRaLRVNlRMjeXKPfTcNjF3nvbee7Z40xPxQCoqHATqXDT1zvBAw92lR1WyWQGvWggigKxaBrDMGhsChEIOigUdM6eHadQuPF0GUEQCIddVFS6efnFM9TVB7AspQQlk9kblmx1uSy0tkc4duQiyWRJyUMQIJvJk0hmlx3N14GuG8zOxHC5rVgsKnV1fu7a08LLPzm9FGl3a/hAOCcKhSK9Z8fpPTNGOp0rpRPIEvc92EEwdOunnpIoUh/0Uh/0UtR18oUiheJSuoIkIktiWfLwToVhGHT4AwxHo7w8NMQn2tsRELi0uEg8m6PRe20IpCAIJUbYhQXcZjPJXB63yUw8lyUgWjk1NUmuqKPJUnn1c2paOcXDZTLht1ppcHsI2W3XnH5HHA5eu3CBVp+PS4uLbK+spHd2louLi+i6gUVWUCUJu7rs9bVrKj2hMOdmZqiwO2jz+xmORvnphSGeaGvHpmnIkoQiiciiiCZJjERjzKXSBG028nqRsXic2VSKGpeLiN1OMufjxNQkHrOZzZH11T0+CDAMA7/Fymgsim4YhG3Lm+kXhgZ5brCfGqeL39i8FauiMp9O85WTR3l+sJ+zszNU2h083txKTzDMialJfjTYRyKfI2i18ZmOboJWG8enJnn10hB2VaN/fo5dVdU81tRCwdA5MDrM6yOXMAyDp9o66QwEiWezPDPQy9nZaSyKyr219WyNVCALIl8+ephD46M83d7Jg/VNCMCZ2Wm+fvI4B8dGmEwmqHG4+Exn95oh/AVdZ//wRfaPXCSTL9Do8fKp9i4yxQJfOX4Ui6IwnohjURQ+1dFFo3t1dYzLyBeLPNPfS9Bq477aBmRR5KsnjlLpcHJ/XQPjiTjfPH2Cz3VvxCIr/Ok7b9PpD/DOxBhes5XPdm3Armr8sL+X41MTFAydnmCYjzW3IYkCrw9f4vXhi+R1na5AkEebWphMJPiHs6cwywoTiThBm43PdvXgt6weQqobBhcXF/h+3zlmUkmCVhsfb2mj1uVmIhHnz48cYiGT5l/vuIu6JefeXx8/QkHXmUwmyBYKPNTQyO6qGjKFAs8O9HFqehKzrHBPTR07K6owgO/1neXU9BS6YbA5HOHRxha0NSNZSguVLIi4TGb8S06luVRq1T5W7/LwNyeO8GRrB3UuNwdGhzkzM82vbdzC4MI83zx9gnyxiFVVyRVLp2Vz6RR/eeQwY/EYX9yync5AyQEdW6OPPT/Yz3A0SjSbJZ7LsikU5rHmVkQEfjjQy5mZaaaTCZL5PL+yYRNbwhW8fPE8hyfGyBd1Ov0BnmrvZDKR4G9PHcemaownYvgtVn6+cwMBi5WT01P8+Hw/c+k04/EYu6uq+Vz3RmaSKb7Te5q5dBqTLPOZjm6avdfnT5BFMwYFJEHFQEcSLRhGcYmvwSBXXMQiV5DOT5ArLrLSXWKQL8bQJA9mOUKuOI8iusgUpjAMg4KeQBVdSIKGLuQwjFIqhihoSGIOEJFFE5rkxyyHcajNKKIDUdCQxdX7ooGBU20jVRhlMvkqFmclkmgmXRjFII8kWpBFG6KgIAgyoiAjCWbS+XGyxXk0yY1hFEgVJsjri8iClYKeJlOYRTdy5ItxZPH6ilnvFSwWlU2b6/judw7zP//kRSwWpaTs4bSsCKHt653g7JlRZmfizM3FefvAAIl4hlDYxZZt9evcYRm6bvDWmwOMjS0w0D9BKpnl2R8eIxx20dIWof0GlMYup1Opqszhg+f53d/+Vin9TpXp2lDNRx7uLvMb3A64PVY++dRWvvX3BxkensNmMzExvkB1jZe997bdWj74KtA0hZ6NtXzja6/zF3/2Eg6nmehiGqtFJZ+/uYixN9/o5803+pfescTMdBy3x0rPpmXFJU2Ticcz/MkfvYDVpi2l+XjYubsJWZbw+ew8/emdfPtbB/nP//EHeDw2spk80WiKz39hH80tYVwuC5/69E6++Y03+S9/8EOCQQf5fJFCQedzv7yH6hofs7Nx3nqzJGU4dH4aQRD4+789gMttZeu2elxuK5u31vHsD4/xZ1/6CZomE4ulcbksK3geTp4YZqBvkrGxBebmErz2aonQr6rKw6YtdTdkoJhMCk99ajv/35df4Ut//GO8XhuGAWNj82zeUndDbSvLEht6anj7wCBf/vOX8frsLCwkUVUZq3UpZUYW2bmriRPHL/E///RFKqu8ZDI59KJRjjpRVZmdu5v4xldf5w/+/ffx+mxEF1M4nBZSSwZOOOKioTHAyy+eYXRknny+SDqVIxC8VtGtuTlEMOjgq3/9GtU1vtLh2tPbqKryEom4efrTO3jmB0fpPTeGy2Ulnc6Ryxb41V/fS23djUeHvlvYbBpPfmIL3/zGAf7rf3oGl9vK7EwMWZF4/OObykanIApEo2n++A+fQ9UUZEkkGHLy6OObSiolN4Du7mp++tJZ/urLrxAMOllcSJLPFbE7bv/hnctl4RNPbeNbf/cW//U/PYPdbmZyYpFg0MF9D3SiqvJNOcneDSRJZO++NkaGS8oV/oADVZWJLqaorfPz2V+6C0kSOfT2IK+9cg6H04yqKszOxrHZTWzZWloPNJPCU09v5xtffYP/9p+fwee3UywaRBdTPPr4RnbubqKxKUgg4OB//91bHDp4nkQ8Qy5XKHOx3CiCISdPPb2D737nEP/x97+Hz28nk8mjKBKf/8K+G0p9kxWJRx7tYWY6zpf+6McEgg5kSWJxMcmGjTU88Ymt3AitYrGo893vHObihdlS6pZQUufZvrORcOTmUiWvhPT7v//7t/zj9xC/v96XkxNR/vYr+0uqDxdmcDjNXLowS88VBB3vFqIgIEsSqiKjKTKKJK1IVbiTcWJyktlUio6AnxafD6uq0jc7S6XDwYZQCFkUEQSBiN1eJpSURJH+uVlqXSV1jCavF7/VSq3bRcBqYz6dxmO20BkM4jKZsKoqAasVSRTxWCwUdJ25dAqPyUzQtnJzaZZlREFgS0UFsiiyvbKSgq4zODdHTzhMndsNgkDE4Sg7fyRBZG9dHbFsFrumcX5hnulkkla/n1qXC02SiNjtyJJIhcNBtdNJ/+wsLpOJnlCI/rk5ErkcXrOFrRUVzKXT9M/N4rda6QoEbxv55/uFomFwYmoSwzBQJInFTAbdAKuisCkUodnjw20y8fbYKHur69BkGbMssykc4fjUJL/Ss5mn27uI2ErkbQbQ5PFyd3Ut+y9doohBq9fP+YV5vnryKE+0tPNYcyvVDic2ReW58/0oosTnezaTzOd4bfgiWyMVvHrpAgPz8/z6xi3YVI2/P3OSLeEKHJqJzeEIFxYXkASJzkCJlMdrtlDrcjG4MM/v7t7LfXX1ODXT+lEEwKZQmB2V1fygv5eA1Ypd1fir4+/QGQjyqfYuzs7OMByNsi2yNnHlsclxDoyOMDg/x69s2ERwybnzk6FBLIpCuz/AXDrJi0OD7KioQpEk/ur4O1Q5nDzd3kW7L4DbbGYmmeRvTh7ls10b2VdbT8Bqw2exMLQwz7fPnebJtg52VFTxw4FezLKCSZb483cO8tGmZp5o6eDVSxco6EXafKtvKlKFPN84dZyI3cHT7V0MLsxzbHKC3VU12DWNPdU1vHB+gE2hSNnB8Z3e00wmE/z6pi1YZIUfny9xUhwYHeH0zBS/vnErbrOZr586zuZQBYlclq+dPMbnN25hT1UNAYsVr8Wy5nuwKirpfJ7v952jf34Wh6oRsNrW7GPJQp7nBvvpCYbxWaycmZ2mf26W3VU1/M2JIzg0jV/o3MC52RkmkwkeaWzBrmnsqqrmtUsXaPb6qFxKxXrh/MCqfezUzDSvD1/kNzZvpd7t4dvnztAVCDKTSvHsQB//x5Yd1Lk8XFhc4NOd3ZjkUk75jkgV3cEQ/9h7lkaPB8Mw+LN33uaBukY+0drBm6PDJPM5alwuvnbyONsqKnmqrYMjk+M81tRKhd3Jc+f7mU2l+K0t22l0ewnbbyRFyUASzFiVGqxKDSbJi1kOYlWqsSm1qJKbTGGaaK4XRXLiNW1GFq/cOOok85dYyBxHEET85h2YlRCpwgSGkceltWGWg5jkAKrkQpN9mGQvFrmi9Lfkw6bWokoe0oVJREHDqlYjLqWFiMLqc+Ri9jTZwhxOrRWrUo1ZDhPPDZIpTGORI8iiBZMcRhQUzHIIm1JLPDeIItnwmbdhlsMkchcQBRmveTN5PU6qMFYysiUXquS8aeeEIApUVnqoqfOXCcOWmhgEqKryrmpkiKJIdY2XSIUbXddxOi3cs6+dLVvr8fnt1C5Jro0MzzEyPIcoiTQ1h3B7bOQLxZK2/dKJtixLNDYFlo0jAwQRIhE3NXV+JFHk7JkxFheTOBylsGFVk8nlCjhdFioqSmk7NruJ1tZImb3dAFRForEpiM9n57VXejl+/BL3P9jJxk21NLeEcXusvPD8CTSzSktr+JrnXA+GYeDzOWhpjVwTym9QklxsbYvgcF67txKEUru3d1QCBpoms217A49/fHNZTs8woKbGRzhSOjjy+ezl92R3mGhsDF6X8V8UBcIRFzU1PgwMrDYTu/e0sOuuZjxeG/X1NyahCuBwWLBaNWRFwmrVaOuI8PEnt5RVHGKxNG8dGOCBh7ro7KpCL+p0dFby8Se3EImU3pEoClRWeejoqkRTZSSpRLC3664mmppDKIqEKApEKtx0dlVisaglQmW/nY2baqlvCKAoJYPn3LlxirpOVbWXqmovxaKOrhtUVnpwua3U1voJhVzoRR2X28q993fQs6kWf8BBTY0XQRAYGpxmfGIRzaTQ1BzC6bSQz5eUFKqrvSg3wIl2mXx14+ZaPB4rZrNKZZWHu+5uZd+97djsy3NPMOikoSm0cqwtlREIOGhsKvFhaJrMzl1N7N3XhtttXVJHEbHZTHR0VJbSGBSJno213P9gJ263dYloUKOywk1dfQBJLqXR3LO3lV27m3C5StdYbaVxYneYMHSorPLw0Ud7qK3zU1nlwetbVs/TNJm29go0k4KiSASCTpqaSyf0kiRSW+enpTWMqsooskRlpYdde5qoqwvcVPSE12unpS2ywnF0NUpzSBif/1olNUEQ8AdKRJCiJCArEh2dVTzx5BYqq0rvevjSHN/99iF6Ntawa3czbW0RKqu8nDs7xtmzY2zb3oCiSggIeLw2WlrC17x/QVj6rjWMwJJ6z/Z67r2vA4/HSkNjEFmRUBSJ5tYwNrsZSRSorfXjD5TW4XDYRVW194ZkgC/DMAwiFe4yKeOV9amocC/NI6BqMpu31POxJzYTCDiWrxVKaW2tbZHrzhnroSTh6ytHnVwNk0mha0MVwZATURCw2ky0t1ewfWcjniU1G4fDjNVaEk+wWjVaWsI88YmtK9YZr89Gz6ZarFYNURTw+exs3lpLV3c1JrOC1arR2h5BUUrkps0tIR5+tIdAwEFDU7C8BsDaYw5K61hNrY/2jopyHw4GHWzaUlfit1jiAwtXuKir85ffmWGUeFKaWsJYLCoWq0bPxho8XlsphcVppqu7im3bG5b5lAwDs0WjrT2yghvlyrZ1e6xoJgVVLaXIbNvRwGMf24Tbveqhx7+/kXf2gYicSCWzeLw2HvhIN28fGOATT2/n2e8fZXEhuSLU7Z8jBEHg3vqVJzltfj9t/pUbs60VFSt+s7u6uvz3aqR6zb6VgzhkX55YLYrCvrqSZ72o65yamiKRXQ7fafX7ube+vjQBLRkYO6uqoKpq1foA3FVTOsXYsXTNPdaVnvstS9dfPk0FqHWXvHLpfJ6Qzca2ysry/ZwmE03e9U/RP2gwDKh2OhmNRUuTrcNJtrjMUn31Zk0QBBRRKjnehOUooIKuM5GI8+bIJeK5HIMLc9S7lz2cjW4v3YHQinQYs6ywOVxBtdPFlkgFB0aHyRQKHJkc59zsDP/voTS5YpH5dJpscflk6+rtoySKyEt1Um4gMqmg6wzHohybnCCVzzEej7GYyVDjhIDFxvZIJZUOJ80eL72zM+u3HxCwWglabfz4/ACfdzgwySsNsqu57FyaiV2V1SsiO7wWC5tDEf732VN0+QPcXV0LwLZ0SEsAACAASURBVHAsyvGpCbLFArIoMpFIEM1mCFit1LjcbApVELHbqV1Kv1oL2UKBg2MjuExmjk6ME81mcJnM6EspHcIq8dwmWWFDIEy9y0OhqPPShfPk9SLHJsc5MTXJlw69RU4vMp9OkSkWqHI46QmF+cap42wIhLi7pnbdtjPJMk+0tLMpHOHw+BhfPnqYz3VvZGukYtU+dk3bLzWqbhiMxWP8YvdGqp0utlVUMpFIlK+7OlzdMIw1+5gAbAyFafX6mUklsakq6XwB61KK2dDiPNOpJG6zGVkUyRWLnF+Y59zsDIlcjulkgng2i9tkptrpZEukgojdQZ3LxWImjSSIWNVStMvQgglVkrEqJVLfTaEIp6en+NrJY+yqrKLGef0IPlVyo0rXP0nwswOAgp5gNn14KQICREHFpbXjMnWsuL7K/th1y7wSZjmE17RMvusxbwJKbZ0sDJPOT1xxbZCAec+KucWiRLAoy5FoJrnkZHNqrVdcszy/K6KNSvtHy3+rkquUInKLUFWZXbubV/1OViT23N266neXoWkK23c0sn1H44rPm5pD5f9v3FzLxuuogV2pZnD53leXeaUc42q4bKBeCYfDzMNLv8vlCux/9RwNDQEeeWwjilJKb02ncrz5ej8zUzHGxxbK0nGrQRBKDoLLudOdXVV0dq3e/j6fnSc/uXXdOouSSF29n7r6a50/giCwd19b+e+OzmVncVW1l4pKD3NzcaaWQqHXgstlweW2smlLHZuuOsWvqfVRKOhMTMyTz60dRSFKAn6/g3DEVXaUrAXDAEWV2XVXM7vuWr1vCYJAVZWXqqr19xUVlZ4196WRCjef/dxd6/5eMyns3N3Ezt1NKz5vXW7WdeuZSmW5MDS9bri/qskEgw4URcbrtXH/g12rXidJAj0ba2BjzarfQylnv6u7mq7u6hWfR64imPUHHDz8SM+a14iSSGd3FZ3dK/vmlTnrHq/tGqnP1U5nBaHk3Hr846tLgAuCQF194Jp8eF03mJ6OkYivLeMNpQiitvbrRz+ZzCqPfWzTuteIokAo7OLRx1e/7uTxS8zNJfhXv/NImUCyxM+Q5M03+ikWdURRpLU9Qmv72hHCsizR1l5BW/vKOl85Nq5sr333La8zm7fWL425hRsac5eN7Kvnw5XPXTKwr5Z6Xf5eoKk5tGJevoxSOlGCWHR9zgWn04zbY+WeK+aktWA2q2zb3sC27Q2rfh8MOXkgtPo4uQxBEJbGU+ea11RUeKh4YuX88JGPLq8lNzLmLt+rts6/ZqTPth3XPkd9Q2BFpI0gCNhsJu7a0wJ7Vr9PIOjkE09tW7MeoijQ2BSisena9/Ru8IFwTlwmKBEEgXg0zekTI8xOx9YdJB/i9kAUBDoDgWs+u50wyTKPt7be0Yoc7xUcmokLi4uokoTTZWI6lVj3+uWA8OWdymImzddOHOPR5hZ2VVbzl0cOrzB3zYp8TdSQYRjl8PuCrpfY1xFQRJF9NXU83V6atAWhVMcbqdONEGyPxKJ87eQx/sWW7XT4g/yH118pf6fJUtkYFgSB62XtiYJArdPFEy3t/OHbb3J0YoIdlVWIokDRKP06UyyQyi9v9GVRvMaBoUkSv7xhE5eiizx/foC/OHKIf7OztOFs8fr5l1t3ltvAoioMLcxjkWVkcZnV31jn4Q3AZTLz2c4NdPiD5Xqs17slQcCyFB1UGgalO8iiyN3VNfxC5/Km0GkyIQkCn+/ZwsXFBZ4b7OcvjhziX+/Yjcu0diSaJss0ub00uDzMplIcmxxna6Ri1T5W4uUSyqo/sWy2rJYiCmL5/7rBum0BrNvHrIp6xf1KZdU6XfgtFp4/P0CTx8vPd27AJMkcmRznRwN9/NaW7VTanfze/pfLdzbLSjltTUDAWIpK2hyK8N2+s8SyWZ5oaS9z5LT7/Py7u+7h8PgY3zx9knS+wEMNK42JdwtJsOI1Xb1hfX+j+axyFVb5yuijf/pz6p0MURQIBB2cPjXCG/t78XhspFI5Tp8aIR5P09AU5LvfPsTQ0NqOWUkW+eRT29i+c21D4XahUCjy6stneevA4LrX3fdABw881LXmaWk6leXvvv7muk4Oi1XlU5/eeY2x+08dw5fm+Ou/epXiOnnsFZVufvGX9+D3f7CJwt9r5PMFXnzhFEcOX1j3uo98tJt993WsGzHxXsHjs5NMZnnh+ZPU1fsxDBgZnuO1V8+xeUvdCgLH9xN30pgrForsf7WXN/b3rXvdPXtb+cgjG9C0D0YU/IdYxgfCOeHz27nvoS7CERdtnZW89ONThCMuqtfwuH2I2wdBWJay/OdchythGAY5vUg6nydTLJAv6hQMvUwmKSKUpRgVSUKTJMyygrKUfrMeTFIpXUMWpXKqSr6oM51MMhqLEstmuBhdpNrhxGkqkZt6TGYOjo0iCSJVDicCpTDVRDbHobFRemdn2F1Vve59s8Uih8ZH8ZrNvDMxRqPbi0VVuLu6lh/29/LOxBgWRaFoGGyNVJArCkwlE8yl0wiCwMXFBSJ2ByZZxqwoCAgcGB2m2eulzuUpG9ZXQxBKbbWQSfPKxSHG4ysXxpt964IgUGF38HBDE88O9tLo8VDlcHJscoKQzc6JqUkWM+ufmkwlE5ycnsKuqoSsNkZjUQq6TovXh0mWeWN0mAa3h1Q+T7vv5vNXrYrK1nAF+0cugVCS3XWbzPQEQ8ynU8ykUsRzOYajizg1jZDNvmpjCMCe6lq+c+4MhyfGsCoKuWKR7RVVRLMZzsxM49A0QjYbU8nECvmuqzEej3FgdJiQzU6mUGAkFuWxppLk6mp9TJNKssWvDV9gOpng4PgImlhKlev0B3husJ9MocCbw5fKzqDFTJqZVJJYNstYPMpozE7IZl+zj62Fy9EVD9Q3UudyY5JlCoZejjiZTaU4NzPDXCq1ZhlQivKYTCZocnt5sL4RsyyTLxYRBYFjkxNEsxnMsoLbZC477t5LlOaC28d5VLrfnTOPfohSPvQnntrG8z86wcsvnqFQKCLLEh6vjV/5/F66e6rp6q4inyusXYhQSm24E6AoEg8+3M2ee9aPbrHatHUNP4tV41d/fV9ZanE1CKKA03n955YViWDIuSKk+oOMuno//+q3P7qu819WJFy3kavkgwJFkXnksY3cd3/HutfZbKZVw+3fD2zaXEt0cRuH3j7P4UNDpbQDq8YDD3Vxz97Wd5XucDO41TFnGAYL6Qw/6R+kd6bkRO0Oh7irtoZvnTjF0PwCJllCliT21tdyb0M9mUKB14YucnRsnEyhQLXLyROd7XgtFvpmZvn74yd5fFMzu3Y3Ec/m+JM336IrFOTx9laOjk3w98dP8ps7t9FZFVpVynJwbo6/fPswytKBhMNk4nObe/BYLLw0cJ7j4xPkikWqXE4+3tFGLJPlywdLh3gWVaUrFOQjLU0ksjn+9M23yBSK2DWV9mCAjzQ3YtNufi4ZjcZ49lwvE7E4kiiyu7aau+tq73jew/cLHwjnhNms0tpegSDAPfe2seuuZiRJRFFv/KXphkFhSbZIEoUPDJ/Eh/jgoKjrjCVinJ6dpn9+lqHoPOOJOPPpkjGZ04tlzgiTJOPQNDwmCyGrjWqHi2q7k1qnizqn+xoeBlEQaPX5cGomPGYzkiDiMZuxKgrpQp5XLg4xvCS9+sLQAPtq6tgcLrEOP93RxUtD53l7bAS7plHjdPKZjg0cGL1EPGfmqfZOvObSiXnIZivxLVw1PvbV1qFJMqdnpnGZzHy0sRmLrLCjssTNcGh8FMMw6A6EkASRiUSc5wb7UESRWDbLswN9PNXeSdhmx2u28KmOLg6Pj5Eu5InYHWs6JyrtDj7d0c3p6Skidjuf7uimxunCqqjsqqzGsbQI1DpLvCTrocXrI1MoIIki99TUEctlmUuneaCuEV03eGdijHqXh890dmNVVDRJYk9VLTZlJbmQKknMppKcmJrArmr8QtcGfEvcD7+2cQv7hy/y5sgwlQ4HqhTGbTKzu6oG81IERpvPv+7GUZMknmrv5NVLFzg0PopFUcqpI6dnpnlrdJhap4sjE+MsZNI82drBplBkOaVpKRXFrChsDVcgCQJvj41SNHQ6fAEkQUCTJKaTCY5PTeDUTHy2qwe3ee2oCVkUiWazXFhcQJNlnmhpY1tF6XRktT5W53LzqY5uXhwa5OzsNA/XN1M0dCRB4GMtbfxooI8TU5Nsq6ikMx9AFAR652Z5Y+QSEZu9nHrxidaONftYi9dHfikCwyTL7Kysxmu2MJ6IIwoCL104jyQI5PUiP9/ZQ6vXx0MNTRydGKfWVSJiDVqtWBSVPVW1WJbeT4vXR65YJJXPs5jJcGFxgW+cOk62UKA7GOLTHd2IApyZmSKv62wJR66bFvMhPsStQBBKPAaf+5U9FPJ6WdFGlAQURUYQuGF29jsBglAyXm7EabAeJElcNYf/VhAIOPg3v/PIe0bm+bOGpimE3gVR/D9niKJQctrcQY4bk0nhoYe7ufe+9uUDLlFEliUkSbhtZMK3OubS+TxfPXKUWCbLE53tyOJy5OSFhQXub6ynOxxCEMCuaRR0nZ8MDPLy4BBPdrYTcdiJZbKYZBndMDg4Msr5uXl6fXNsrKtAy2RIqEWmyOD220jOFJkwUji81jU5CRPZHIlsjn937z2lZxMFfFYrpyYm2X/hIk91dWDXNGLZLJosk8zFSefz/OrWzeSKRb525Dguk4kmn5fJeILPbdmITVX5yjtHcZlM3N+0emrIenjmbC+ZQoGf37iBRC6HRVH+WUSDrwXhZmWt3iesW4mFhSR9Z8fYuLnupnWIL+PizAJ/8J2fIooCH93Uyse2tt9SOX1jM3zrwAnimRyf3NHJ1oaq90Vr/EN8MGAYBnld5/ziHN8bOMcbo5cYiS8Sz+VuuixNkglYrDzS0MIXN25foWbyTxkzqSRfO3GMaPaqiAUBfrl7E/XuG+OVyReLfK/vHKemJ6/5bmdlFQ/WN5VD93/WyBQKfP3kMUZi0Wu+e7Spha2Rytu+MI3GYnz91DHS+ZX565os80vdG6l03Byj9M8C+WKRr5w4illReLy5lVyhyNdOHqPG6eITbe2Iwo2//5NTk3zj1HH+r+27sWsqb4+N8sLQAH+w935U6QPh1/8Q/8RgGAYL2TR2VUMRb48xnS0WSOSzuFTzDR3qGIZBqpBnLptEFWX8phKRtmEYzGdTWBUN0y2Mn4JeZDGbwamZbtuzXw3dMFjIprApGtpNPINhGERzGUySfE2a4Ie4PZiZi/OtZ47gclqoDLnYuqGGU73jDF6cJuh3UFvpJZ7IsKG9ksMnLlIV8VBxhZNnZi7Bawf7GR1fwO+1s3trA7WVN85rlssXOHziEg3VPkKB1dfSaDzNTw/0EfY72bGpjkQyy08P9OFymLl7+3ubNng7YAC90zP8l1f382/33U3rFVx4i+k0/+HlV/m57s4Sp5xQOoRbTGf4/Zd+yiOtzdzf2LBizllMZ/jD/W/QFvDTOzPLv757N7ph8Ls/fpGIw8EvburhJwODvNg/yO89cC8dwdVJx4+PT/DXh4/yx48+DJRSRUVB4MClYX7U288Xd24nZLchLqXTnpyY5GtHjvM7e+/CY7bwpTffwmnSeKi5iT/46Wv8q7t3U+Ny8d/3v06j18tT3Z0ML0Z5vq+fuWSKWo+bh5ob8VksjMfjPHu2j6lEAoui8GRnO/VeD/9j/5v4rBY+2dWBRVHKTqeFdJof9w0wMDuHy2ziI81NNHq9H2S784Yq/oHYYc3PJjhy6AIbNtbechnJTI63B4aRRIHumlsn7sjkCxzou8T4Qowan4tNdRWIP6OF8kP87JEpFHh2qI//deIwF6ML5ZPcW0G2WGAsEUMUhFvavH1Q4TaZ+aUNm9CNa9tuPQ6EqyGLIg81NLJ3lVNsi6LcUak/6lJ0RH6VdAC7qv1MguuDViu/tnELVzusBUHAdR0ekTsFoihQ7XTx1ugwP+zvJZnLMZdJ8VBD46pEouvBZTYhSyLPDvahShJDC/P0BMM/M8PoQ9waJlIxxpJRNvmWHX7HZ8dxqibqHDdPqG0YBgVDRxLE2+5ALBoGf9V7kE839FBtv3WZtptB/+IM3xk6yb/s2oPHdGMnypcS83xz4CgL2TT/z9aP4DVZyetF/uz0m3ystoMe3/VlVK/GdDrBn5x+g99q3/WeP/tQbI7JVJxN/gpM0trOg3Qhz5+efpNP1nfT6bnxfaRuGHxz4Cg7gtVs9let+Lxo6MjC9VM6P8S7QyZXQFUkPvZgN7IkMjUbp/f8JI/e14WmygxemmFmLo5hGEzNxvG4bSt+73FZuGtLAy+90cv2jXVUhFyMTy4yNrWI027G7bRQKOokUzmcdhOLsTSSJLIQTWEYBnVVPsanosTiGfyTizTXBdF1nfOXZhEEaKwLYLdqhP1O4onSQY3FrFIVcTM+WTrEyOYKDF6cIZXOEQk6VzhP7kgYBvOpNGZZWVU6XTcMXugf5Nz0DJoks7OmClWWiGdz1LjcKxwThmEwGY+jGwYbI2FOT00xFU/gs1lRJKkkKx+Lkcrl8Vgt1+xjrsZsMsk3jh0HIGizcXddLW2BAAcujfDnbx1kS1Ul26sqCDuWeVl0o5QWOp1I0uQrOaZS+RwvDZxHEgXS+QKbKiIksjm+e/oMIbudu+tqefZcHz8618cvbOrhwMVhphIJPtnVwWImg2OJeP6e+lq+eewEc6kUO6qr6ImEMSsKP+4b4PzcPB/raKN3eoavHz3O/3nXLrzWOye65/3AB8ICMltUTGaFaDSFeEUYkyyLiLf5JNRpNaFIEoYBQ1PzFHUd5TbmBZdO6osk83kWs2kuRBcZiS0ylUqwkMmQyufJ60UMo2SsaZKETdVwahp+s5WQ1U6lw4FbM2OWS178G+E6+BArYRgG6UKBvz17nC8fP8xcZv389RuFSzOxKRC+rXlmuqEzmDjPkYWj7PLupMa6Pv/E9coaSl7g4Nxhdvm2U3eV6sqVyBQzDCYGabI14VtFMWa9exSNIrIgl/ttTs/RF++n2daEU7NhGAZFo7jER7J2W65WVl7P0xvvo8nWiEl6d0Z50dDRjSKKuHLDKwoC7us4Xvrj/bhVN35tbd6KZCHJheRFWuzN19zjZqFI0qobiNuNs7FzVJgjOJXVT5fmsnMcnD+MTbayy7sTWVxexiRBZG9NHWGbjZlUCkUUeaihiWrH6nKVhmEQL8R5Y/YAArDVsxWv6qFgFAjb7PzGpm1cWFygqOtsDIZp8njvmLkyr+d5Z/4IbY42XOqdGdViLBlfyXyeZD7HSCzKSDzKeCLOXDpFqpAjUyhQ0PWl9aqU7uY2WQhbbVTZnVTYHdgUFbOioIrSTbd/LJfhq33vUGv34DNZieeyfL3/HZ6s67ol58RCNs3+iSH2VTTiVG+v004UBB6vacdnvn3jtGDoJAs59BthMKbkzGx3h/jV1u388cn95VB0A0gWcuWQ7ptF0TBI5nNlkt33CoZh8A/nT3B8dow/2PYw9Y61x7jBUh1u8hlEQeDBqmZ8puX3ZhgGk6k4h2dGeKCyCYusrlPCh3jXMODC6BzPvHSK+iofsizi99oZn4pytn8cv8+xoodfozQmiVjMKpomYzErZDJ53jh8nuoKD8fOjGCzmFBVif6haVobg0xMRUmlczTU+BmfiqIbBslUFotJYWh4Fl03qK30ksnmGRqeJV8osq2nFlWVuNz9RFFAU+Xy34vRFK8fHKC5IYhufFDITNcerwLgtZgJ222ldGdFRtcNSmL3K39nGAZnpqY5MzXN148e59z0DGenp9ljrcWsKNg0leHFKPli8Yb2MYokEbaXHFBuc0k61aOZ+fXtWzg9OcUbF4c5NDzKb+woqRddWljgf+x/A0kUqXG72FNXQyKbwzAglc9zcmKSx9pbqfe4mYwneOPiMDUuJ30zs0zG4sSzWQSgwevh4MgorwxdYHdNNXatNO43RsIEbTYOj47yj6fO0D8zyye7Ojk1OcUDTQ1sCIcI2mzsv3CR6WTyQ+fEnQCTSWF2Js5X/terVFZ5ypqte+/vuEau6P2GVVNRlnSQ5xOp8sL7fsMwDJL5PH0LsxyZHOPt8REGFuaI57LkikUKhk5RL5EuXq6RwDKhoLREwCiLEqokEbRYaXb7aPcFaPH4qHW4Cdvsd0zY+50O3TB4ffQi/+vEe+eYAPCZLXT6g9e/8D2EgECNpZpT0VMkCuurf9xIWVXmSk7Jp4nn1y9LFVUabI03bVQv5hcZT0+UDHKh9FtZkGm0NZTLMjA4nxzCLtuImNeW14rmY4ymRmlxNKMK6oqyVPHdbxanMlPE8jFaHS03/dtqSw3yOo4VALNkpsHWgCx8IKbyG0K9tW7dPuFUnNRYqjkbO4e+ikaLSZbZEAzf8P1G02OkixnuD+zDKlvLjq5qSzU1TtcNyYT+LFA0ioxlxqm31V//4tsMg9KJ0vnFeU7NTHJ4YoyzczPMppOl9UpfJgk2ltasy+uVJAhIgogsiqiShEPTaHb72BgI0+kP0uj2ErTYbjhqod7hxaFonJ6fZG+kgfOxWQBa3QEKus752CwjiUUcqol2dxCbopEvFjm7OIVXszAQncWqqHR5wixm07w2McRzw+fI6gUqLE42+CJYZZVzC1M4VRMX4wsYGHR6wjhUjbFklAuxefK6Tp3dXTZ+o7kMZ+cnieYzGAb4zVa6PeE1U4ZiuQxvTV1CkyQqrMvOqL7FaQRBYDIVRwDa3EG8moWh2DxFQ2c6k6Co6zS7/ITMdgRBYDwZpW9xBkWUaHb58ZusGMDZhUlcqpkL8XkEBLq8peiAoqFzen6SvF4kYnHQ6g4gABOpOOdjc+SKBaptbhoc3vJp51qRSuOpGD8dG8SuaHR6QphkZc2YpoKuMxCdYSwZozSrLzk6DIOxZJT+6AyqJNPqCuDVLBgYnJmfwmOycD42hyQIdHnCONZxIkVzGabSceodXobi89Q5vGAYjCQXKeg6i7kMC9kUjQ4fXlPpHiPJReayKRyqRqcnjEmSyetFBqOzjCdjODUzba4AFlkhWyxwcHqYnF7EqS47pC/GF/jp2CCvTw5R1HUiVgcbvBHMssJIYpHzsVmKhkGF1Umjw4ssSownYwxEZ0gV8ghLfbve4WEwOodVURlNLJLVi0v9WKV/cYYmp7/8XbKQp87uoT86gygITKZiuDUL7e4gqihxZmEKVZQYS0axKiqdnhBmWaWo61yIzzMcX8CuarS5g9hk9Y5x1N4QBKip8PDw3g5URWJ4bJ5EIkMk6OR03xi6rpPO5NENg3Qmj3YdoslkOoduGHQ0h1mMpcgXiizGciiKxPhkFJ+nZCC3NoYQRIF0Oo/FrNLSEGJuIUEileX88Azj01Hmo6lytMR6cDktbO6u4eLoLFaLSlX49to/twKX2Uw6n2c+nb7GoBYEgW1VlWytXI6kWkinsagqo9EYzX5feZ7P6zq9M7P84qYe2gN+zk7PcG56ll01NciiiM9i4dTkFNUuJ+nCOgTB5XqZeKj5ilSZpfs4TSZ21VTT5PPypTfeYmB2joDNSsBm45NdHVS7XDhNGmZFIZHNYVUVHmltpsXv4+3hEe5vrEc3DGyqyiNtLdS4SvuHyxwS3eEQfquVQyOj/NWhd/j0hm7uqqtBEkWqXE7CDjthu53/feI0H21tWWHTgYHAnSUA8H7hA7GjlSSR7p5rT3Nvh4zP1VBlqdwxEpnsulrS7wUuOyXemRzjuwMl1v3JZOK68ntQ2iAahlEiA6WkuAClfPKZVJLTs9N8b+AsDk2jzumhwxvgnqpaNocqcJvM/6zJWK6H6VSSvzl1hNn02o4JVSyFmoWsdsJWG3ZNQxJECnqRTKHAQjbDXDrJYiZDXtfJFou0+wIELbY1y3y3KOg6+WKx3HskUUCVZDRJQxNLHBcltZEcp6L/P3tvGmTZfZ73/c6+3H3tfe+e3mZ69gWzYEAAJEASBClooyySthTGVuLIFafiOJW4knJKiWMnUlzSBzGJLMtWSDlWRImLuIIAsWMwC2bt6em9Z3rvvvt+z73n5MPt7plGdwMDYgDMkPNUDVB9zr3n/Lf7X973eZ/3KvOFBYJagH3+faiiwpXUNWbzs+iSzonQIyStFFdSV7DsCrs8PfR5e9EkDV18d72MfCXP+cTb5CpZTkceRZM0zsTPYtkW8XKcFrOZ/f59zORnuJy8iiSI7PHtwat4eX7pBeYLC0xkJzgSPIxf9fN24iJJK8ljkdNoksZI+gbPL72AX/HR6e7gkdAxXll9jUcjJ8lV8lxLX6PT1cFrq28wk5thPDvB4eBBQlqYS8lLrJZifCJ6GlMySVopLiTeJlvJssvTQ5e7i9dXX0cUJJLlJD2ebvo8vZs2ao7jsFxa5geLPyJfyTOeneBk+ARFu8hUdopMJQs4PBo5xUJxkWupYRwcBrz9tLvamMxOcSl5mSPBw7SYzSwUF7maurYW+uLwSPgYIhLnEueoOjanwieQRZnXY2/W4tLLCdpdbez2DTKRnWQiO0nSStKgN3AsdGQLI6TW35v7NlvJcjl1lbJdrvWrqDGRnaBkl1FEBVVQ8CgelorLSIJExanQbDTR5mrlamqY5dIyUS3CXv8QK8VVZguzpK00mqRzKnyChJXkQuJtCtU8na5O+ry9jGbGGM2McTJ8gqgeIWNlOZ+4QNJKUqdFORDYjyZpmLL5rhvjil3hemaEyewkmqhxKHgIUzK4lLzMSmmVOr2OPb7dzBZmeW31DbJWhgvJixwOHuTtxCXejJ2h1Wxhl6cHy6nQ4+7icvIKra5W0laaoBpkOjdDrBwjoAQ4EjxEqpLe1LenIqdIWSmupK5Srpbp8XTT7e7apHvhOA7zxQWG09ep2lV0qVZWyy5zPnGBbCVHq9nCkG8PuWqei8lLxMtx6rQ69vmHAIGquMWOnwAAIABJREFUU+VGZpRStUSXu5PLySsslZbxKT4OBw/iOPB28iKJcoKSXeJI8DBu2c3l1BVylRxd7k56PbuYzs1wNXUNSZDY599Ls/n+qfe245AtlzizMMt3Jka4tLzIrUzqroz4d65XFjasLVfxYoHpVJIfTY/j13R6g2GONrbwVHsPHb4Ahiy/61hQRImhUANvr85xvK6Na4klurwhPIrGW8s3+fbMNdo9QVYKWS7F5vk73Qew7Cq/f+klDkdbcMkqLllhly+C5diky0VS5SL5Spl8pbzBDvmzG2fxqDrNLh+yKNLmCeCSVYYTS9zMJKk6Nj+8NcI/2nOKsO7i/5u8RM4q41Y0vj19jd/qO8JQcGejmoNDsWrx56Pn+e8PeDYO3F8fe5tEKc/uYD3z+TTnV2b5av9RvntzmGvxRQ5EmkmU8vxkbox/PPQoxWqFP73xFmHNTcmu8NLCBF/tP0pANfmT628RMVw0mF4UUdxglkykYryxNENIN/nOzDD/ad9R+gJRRlMrjCZrCvzfvznC3x84Rq9/+zhvqBkCXlucpssX4lpskU+27OIzrf079t/l2Dx/PnaeHl+ERCnPbLZGb5/Pp/nTG29Rb3jJV8q8PD/J3x84hlfR+NrwG7S6/UQMN6ok1YxTOxgnHMfhYmyOJtPHUKiBa/FFTjV0oooiry5M8driNPvCjUiCiFfRCOkmyVKB15dmaHcHuBJf4LNt/Tzd0sfZ5Vt87+Z12j1B5hfT3Egu8yudQzjU9l7fGL+AiMATzbUDkWVXSVlFMlaJXKVMoWLhUNMU+ZPrZ6gzPSiiRKZcotMTJFbM8Wc3ztLo8hIr5nhz6Sb/7OCTVB2Hb05dJlsp0+2tHeYaTM9aP5/lvxp6FJcS5M3lm0yl43y1/yj/+srLtLkD1Bkeriau8WzbIE80dfN/Dr+BT9Vp8wS4nljmVEMHn2sb5FJsnm9NX6XV7WelkONybIHf6N6/kcr540DVtinfuZcRBFRZ3tHQJYkCK7EsP3xpmKZ6H7t7mxgeW+S7P7mCValytDXM6+cm+X+/cx5dU6jbJs2qIAjoqoIoigT9Jn6Pwfd/eg276nD8UCc/ee0Gu3sbuToyT33ER7FUQZJENEVGEAVMQ0VRJFRFpmxVyefLFApl3KaKy9RYWklz4cot8oUyLU1BAl6TsxeniSfztDUHqY94uTUfp1yu3pUx4+OGIAi0BfwM1EX5xsXLfLZvF4pUc5BGXCYOMJdKEzAMBCBgGng1jcc6O/jO9RsIQi3komLbaLJMPJ/nie5O/IZBvdfDa9M3mU/XjLLNfh/fHbnBo53tzKUz71m2olVhPBYHaizzRq+H2VSa2VSaiMtkMZOlUKkQMmsGRUNR6AgGiLrfuT+vOX5Pd7bz2vQML05M8YmuTvqjYcZWYtS73RQrFRxq6+PI8gqlSpW+aISLCwssZ2tOvFempjHVmhD71aVlwi4Tl6qwt6Ge16ZmCBgGI8srhF0mYdfHz3D9sPFAGCe8PoOnPrt3y/WPw2pbLFsbtMQPmzNhOw4zqSTfuH6Jb41fZ7Vw75kaDpAqlbi4vMCVlUV+MDXGF3r6+SdHTqHLD8Tw+MjhOA4v3Zriemz73PIC0Oj28pnOXTzR1kXrWmpFSRARhDsMRk5tcY0V8kylEgzHVjjS0PyhjWvbcbi8ssj3Jkc34vG6AyG+2Ldnw2q8jlv5WSZzU5wMH+dK6ho3MjfQRZ3Z/CyHg4eQBAld0pEqGQJqkGwly5n4WXo9u+6q/Jqk0enu4MXln2I5FioqY5kx2l1tHAoc5MWVn9Lj7mEiO4kqquzy9BBQ/ZiSWfOsCwrHQkcJqAEkQaLT3cmPF5/Hsi0MyaDVbKFBr6PH00OnuxMbm8nsJCfDxynZJWbyN+n39NHh6sB2bI6FjhJUAyiiQre7i7HMOGW7jCZqvLH6JmEtxIC3n1dWX8WneBlOj3Ai/AhRLcLF5CXaXW0Y0uYwjYAaoM1swbItjoQO45ZdrOZWGU6P8FT9k2iSjiIqyIJMSAuRLCc5Gz9Hp6uDZrOJS8nLZCq1RTZRTjCeneDZxmc4Gz/HdG6GQe8A7WYbr8fepOJUkByJG+kb7PHtZo9vN2/EztBiNnMldZW9/iHGM+MIgrAtI2QiO7mpb0VB4o3YGbrcnXgVL2fj52gymshUspTsEn7Fz0p5laXSMqG1g3q3p5vp3AwpK81Ubpomo4ErqWsElACFaoHx7ASfrHsSRVQQBZE3Vt+kwainzdy30Q4drg4uJ6+Qr+aASE3BW3EjizIXk5fpcncSlXY+/KyjZJeYyE4SVIO0mi2YksFYZpx4OcGh4EHOxs/hUdx0uNrp9fQQLyc44N+HIRl0ujuYzk1zILCfBqOBt+JvMZadYKm0TMkpU66W8St+XLKJKAgb5SpWi5v6VhYkXl55FZdsIq21Z71ej1fZrHgeLyeYzs3wmYanORN7i8ncJC1GM17FhybqnI2fZ5enh/Px8wiCyMnwcQREREHEdqpcT1/HweFQ4CCSIGHIBhEiDKeGaTaayFfzlO0Sfd5ezsbP4ZZdvLb6OgIChmzwZuwMUS3KRHYCXdLocffgU94/ZbhUrfD20gJfH77EG/M3iRcL93y9SpaKnFmY5eLyAt8dH+Erg/v58uC+9/QkDYUaObt8hplsgrHUKk80dSMLIi/MjXMo0sIzbQNMZ+L80ZVXeKKph6BmIgAHwk0cWtMIUEQJn6pzqqGDi7F5Pts6QFh3IVALfQCBVrefL3btQxCEDR2B3YF6vIpOvlLmYmyemUwCl6wykYrx2bYBBgJRrsQX6PQE31Vo1acafLa1n+dnx7bc2+WP8JVdhxhJLvPno+fJV2pOiGa3n6/sOsR8LsXvX3qJZKnIhdVZlvJZ9oeayFXK/PXUDFPpOIGwiSBAhyfIc517EKjVYbmQxaVo/HLHHto8Af7o6qsMJ5YYDNbT54+iizL5isXl2AKT6di7GidUUeJEfTufaunlxblxXl6Y4KmWXsQdGGKvLU2zyxfht3oPM5Jc5mq8Jnb8ysIksWKew5FWUuUCfzV5hZuZJLuDdbX4fV+Yz7YNIMC7skEt2+b8yhz5SplYKc+1xBLJUp6oUTuAeFWNX2rfg0fVEAWBUrWCKkk82tDBY43d/Hh2lFcWpni6pY/v3xrBkBWaXT5K1QovzI3z2dZ+/JrBE03dvLwwsendPb4wj9S1cTOb4Nn2QbxKzaCfs8rkKmXCusn+cDMNa0aKeDHPajHHb/YcoGxXuJlN0ur2I60ZO6OGm9/o3r/BlJ3P73xAkwWRk/UdPFLfzndnhnl1cZInmrqRBJEDkWY+09rPawtT/HD2Bk+19PLj2dHaeHL5cYCX5if4TGv/x2accByH4dgK3xq/vrGXafcF+NLA3i17mXVEQx5+50unQBBQFQmPS+PpxwbIF8rIsoTHrRMJeSiVLAxdpVSyiCVyG993GSput8bjJ3rRNAVZEjn9SA/5goUiS7hdKs99eh+6pjDY04CuK/R0RNF1BZ+ntjewbRtVlakPe6hl7nbIFywEoaYvIYoCv/T0XhwHXKaKLEk88+QebKf2fkWROH2sB0GoGToeBLgUhd8+dIAfjo7ztyOjyKLIsdYW6j1u+tbYBhfm5pElkUc72nmss4One3vQZZkzN2ep2DY94RAtfh/7mxrxrWk0+HWdA00NZMsldkXCtPl9HGlupjccZjmbw/Mu6Ty9ukbE7eLfn3977W+dL+3fi1WtcnZ2llzZwqOqfH6gj4G6KPPpDAPRyJb5WVdk9tTXYaoqbk3js/293FhZRRYFvrR/Hz8cHeebV4fx6jpPdNcYjuliiZempqnYNu2BACc72gGI5Qu8NDmNQy1r3pf278VQFD7d28OPBJHvDo/gMwz+zr4h/MaDoQH2QfBAnD6zmSLLS2k6u6MIgoBt2yzOJ3F7dLwfMCXV+4HtOFyfWyGRKwDgM/Wd5sEPjIptc2l5gf/trVc5tzi3tvn5cFF1HAoViwa35z3TMv4iI2uVeWV2mky5tO39Vq+ff37iCU40td6VdkSzx8feaANf+JDFmIuVCj+cGuNPLp/buPZYSwe/3rdni7chVUnhlb006A0sFVeIl+MoYo6gGqROjyIiYmNzKXUFTVRRRYV8Jb9Bz34vSIKEW3Zt0oMQBZEudxdRLYIqqpTsIrt9g9zIjHItPUyfp5ddnh5csgtDMggogY2Dtlt2bWgPCIKAIRnokoFH9uBTvFh2bbPu4GA7VSp2FUmUcctm7VmqH02qLWauO55lORapSooh/27q9ToMySBhJdEkjW53FyW7BIKwYRRZhyAIqIK6ESYQVG/Htke0MA1GQ41tYFe4mLyEX/GhiAq5tTaslf/2AuTg0Gg00GQ0MqEFKNolREHEJbs3taEsKnS5u9AlHVmsPd+QDC4lryALEv1m37YZKxLlxKa+zVayFKoFGo3GjbbNVDL4FT+5So46vY5CtUDZtghrYVZKMRqNBmKlGKvlVWzHRhU1hny7CagBSsUSdXqUBqNGE3cch6SV5GTkBAHldtiESzbRJBUQcByHm/lb3MrP0mg0ULJLWM7OOdbvhC7p7PUPMZmd4krqKvv9+0hWUoS0EA16PSG1ZgzSPTouyUVRKuJb021wSSa6pONTfLhlFw16AxcSF2kxm7iVnyWiR0hYSSZzU7SaLZTtMpZjbenbQrXAammVoNqNKbloMOpRxO2WXIeg6qderyOshUiVU+QqeZLlBCE1RLFaoOrYxMoxDgQOEFbDQM0Ak68UWC7eYJ9/CI/iYaGwyPX0CF3uTipOhbJt4VW8XE1do1At0mQ0oooqK6UVmtb6dp9/H4aks9u3m9HMGFfT1xj0DuBR7i5tnOM4rBRy/MX1y/zljavMZtJ39b0PglK1ymI+S8Wx74rhV2940CWFa/ElclaJTm8Iy66SLBfW7sk1Q4MgkK9YBDVwKSotLv+WrAyiUAtYENdCJgFwQBFF2tyBTdkYlvKZGktBdxE1PFTsKmW7gktRGQzW883Jy7xsuOnwBGl2341uyNa6qpJEq9uPISu4FXXNQ1cT7Gx1+zFlBVOuUYqrjs1yIUvWKjGbSyMK8HhTN42mF3BQRIk2T2CLKGSD6SGom6iihEtWKVYrJEsF/t2Nc5iyQoPppWJX19iZO0Nda2ddkqkz3GSt8ruyT1OlAr3+KLqsENCMDY2PxXyGnFVmNpcE4FMtuzYYh6oo1/rhPUSla9lDctzKJmkwPSRLBUxZ4eLqPJ9q2QXUDuMe9XZmjlK1gi4phLRaHeoND1mrVGNA5dLUmx5u5ZKoksQnm3fdHjs7DFHhzn9rYymsu/jyroO8vDDJvxk5w6FIC8+2DVBveokYLv7v629iyAqHoy14FH3jSW3uwEa66u1eadnVDcatLisEdXOjH95Y28sokkRkrX+ihpt8pRbmMJ9PoYoytzbau3dLiu2PEqVqlednxjftZR5pbOE3B/buuP+QZYlIqDanxbJ5zk/NMdTawEqigCyKBHwmXrcObr02NpI5rs8uoYgSzSEvqiIhCgIu8/ah19BVDP12O6wbIdZDQtb/L6+FoidzBWaWYvQ2hJFEkVS+iKrLeIzbzwy9Q4jzzr8vTs8zuRLn8YEudO29w2Ftx2E5laXef2/S7v4sEASBiNvFlw5sdTD/g6OHKVeqjC+t0uj34nfV2s+tqjzT38sz/ZvDYU+2t2167pcO7Nt0/T975AgAvza0m0sLi3zj4uUt72zwuPmNfUP8z089ufWe10NfdKvGV0cwwH9y5OCW6xGXi394/Oim8q2Xxa1pfHWb7xxvb+V4+9ZIgC8M9vOFwf4t1/2Gwa/t3b3l+s87HgjjxPJSitdfGaWjK4IgCFSrDufemqSjK8qevVs7eV174Z3X1mHbzrYq+TvBcWqMiYmlON945W0S2ZpxoqsudFeptd4vbMfh7aV5fu/Nn3JlZekj07UAqHe5Od3c8WDFEn7EWMhmGE3EtmXOiILAlwf33bVh4qNE1qoxZN4J27FZLC4TKyfQJYM6vY6wFmY8O8HV9DVu5W/R6e5Al3QuJy9zPT2CIio06g2krTRtZitlu4woiDg4LBQWiZXjSIJEQ6mBkBrcciDOV/Lcys+SKqeYzc/RYjYDIFL73PomKlvJEVZD5Cp5Zgtz7PL0YEommUqG8dwEbWYroiByKz9LspziVmEWWVTQJQ1DNpjOz6BLGk1GE6Zscjl5Ze1QXduMGZJBrppjIjtJq9mKIsq3n5Wfpd3VRoPewFh2nJSVplgtEtUia4eT9Trt/Pt0y25GM2OMZydoMdbqeEdb2NikrQxNRiOlcnnNG17rj3g5ji7p1Ol1ODiImxTdHXKVHHOFOZJWktn8HE1m46ZyOTgIgoAiKhuGBpfswnGcLb/ver2Oi8lLG33bZDQR1IKMZEZwSTWB0aAaoGTXUuSux5Nv/q+AKIg0Gg1U7eqGSKNHcbNYvN2362jQ63k7cZEmoxGP4iaiRVguLJMoJ5krzOFVvGSsLALCRsiRgECinGS+ML/2uXlajOZNopgAVbtKqVoirIUYyyZqYSF6lJH0Da6lh1kqLa2FRWyFLMpIgsRUbgpwCGthUlaKQaUfURAREbCdKrZjY4hGrT3X2uDOvtVEjXZXG7KgEFQDqJK6UY/NEJgvLDKcHmG+sMCQfw+z+bkam0SUYe0w3GQ0cSMzimVbaJJGnRbFlA2OhY4ykR3nauoamqhh2RVMycTGQVxjylSdKj7Ft2H4a3e1AQJBNYgkSGiSRr6YJ6yFyFayzBXm6LoLLQvbcRhPxPjji2/xg6nRu4r1vVfoDYT5VHv3Xa1VPlWn2x/mpwsTNJleooYbSRCpMzyMplbYE2pgOh1HRMS/pgsgIGz7bEkQsewqmXIJt6yiSncaWDd/fqmQZTId5zd7DmJIMj+6dQOosTA0SaLXH+GTzbsI6i48yt2kjna2SMWt/+62w3aGm2aXjxnDwzNt/WuGBgu/ZrL+Oxa3Od5t95xEKc9Icpn/Zt8nCGomLy9MbinpO2fGfKXMZCbGYLCesdQqQd18VwdP1PBwM5sgVSown0sTL9XCKFvdAVYKWZ5tG0STZIpVi4BmrrXH3bNqZ7MpdEnmq/1H8ao6P54d5WJsnscau3esd7ZSYjoTZ5c/zGhqZUPkstNbE1x9rqPGOqk49m0nj8M2En81VkexUiFnlVElGVWUKFUrNJpefqN7/1o4xTWO17URNTzIgsjRaCv7w00EdRNZFDeYvO8sqySI4MBqMYdPNRhPrW6Mk0y5yHQmTrsnwHhqdUNgtVCxmEjHGAo1MJ5exa/qSIJIhyeEAPxSxx5EQcCqVj9WAc+8Vebtpa17mbtFtlhifClOf1OUuXgKSRQxVIVcqYwoQFs4gGoohMMe6v1uQm6TlUyeUqVKpVqlULZwaSrzyQy2bdMU9OE4DquZPOVKlYDLwGtozMZTlCtV6nxuPIbGSia3sQrmSmV+OjyJKAgc6GjErWtUqlUCLpOVTA6PoWGqmw0QEZ+b81Nz5MsWfpdBLJtnJZXF1FSagl4KZYv5RBrbcWgJ+Yln8/zN2WE+OdRDS8hHulDEbxoUrdvzdLpQpFiuUOdzo6syc/F0TQMl4MOtb+5jq1plLp6maFnU+zwoskQyXyRg6sRzBep8bpbTOdL5IiG3SchjbjwPoC0SIJUrspBKo0oSHdEgiVyBklXdOEutZnKsZnKokkRL2E++ZLGYzKDIEi1B34bm37tBADqDAX5598CWe7oif+h783LJIr6cob5le8HlUqFMKpEj2nj/a4Z8XLivjRO27RBbzTA9ucLCfJLRkQVEUaRQKDN2Y5H2ju1V7L93YYQLk/Obrq2zHWzb4ZWRaeJrBoa7KofjkCmUuD67zGy8FvOoKzLHeu79AdRxHG6mk/zvZ1/l8vLSu2pLSIKALss0u2uK5iHDxKUoyKJI1XEoViqkSyVWCzkWshlWCjks28a2nR2Vt080tdHkeVBUgD96OI7Dcj7HbCa17f12r59PtHbel8KiC9kM44nYlusONY2CNrMVWZTIVDI0GU0cDhxivjBPl7uTHk93LaMFAvOFeTRJo9Vo4UToEabzN/Grfh6NnAQgaaVoMZoRBYmMlcEre7Zsnot2iXw1T6+3l1w1R8WpcChwEK/iQRIkDvj345LdJMoJVksxwlqIXk/Nit5oNNDn7SVeqsXey6JEtpKlz9tLrpKnZJcwJYP9/r2MpG8QK8dpNpt5NHKKyewUHsXDqchJNFGlXq9n0DtAopwgqkcBbUPAMl8tYNkVjoWOMpIeIV5OcDz8CEE1yNHgERRBQZAE9vv3IQvyBjtjHZIgbbArFotLNOj1hLUQg8LAxmFWFVVOho8zW5ilTq+jxWzBwSZZTtJmtiIJtbrVaXW4pNoGssvVhSxKFO0SZbtMr6eXbCVL1bE5vKatsN6Glm2RrWQJqAFWSissFhd5LPLoOzQnBNpcbTiwuW/Dx7mRHqVQzXMyfBxJkCnZRcq2hUd2Y8oGtmMTUPxookpQDTLoG6BRb8Qje1gsLm2wSRqNBvzvyL5xPPwI19MjLJeWUURljR0Qp9vdVRsj1QJ93l4EoZaZ4vHoY/gVLwkrgYBAt7uLtJXG0qwt86SNTckukbRSdLu76HJ31voLgZXiCnt8u2kzax6OFrOZsBbe+K4pmRwOHmQmd5OUlabVbOFU+AStZgse2YMqqgTVALZjU7ALPFH3CUJqiKpT2dS3oiDyaOQkNzKjLJeWqdfrqTpVqu9gfziOjU/xkqvk2O0bpNvdRb1ez2hmFAGBx6OPoUs6BwMHGM2MsVRaJqyGkA2F/f59NBmN1OtR5ouLNBmN7PYNkKvkOBU+QUSLMJmbwq/6sR2bi8nLCILA8dAjjGbHWCwuEdHCtcOUXSFWilGnR+nzvLeAq+04XI8t889fe5HzS3N3lUVhfc1qWluzIoYLQ5GRBZGyXSVdKrFSyHErnaqtV9Xqts9VRYnndg3Q4Lo7j6AkiuwPNfLC7Bifax3YSAf7ufYB/mL8bf7lxReo2DafatlF1HBRqFi1LFbbPCuomTS7/Xxt+HX6A3U82zaIR9WQxa2pRdf1G/5s5CweVcOj1HSHbMcmb1lcjM0TLxUIagafaOqm2xveMavMa4vTvLY4xUR6lX8/eo794SZ+qX0PsihuhLUICCiiCGshGbIg3nG9lunk0cYupjJx/ujqq6iiRL3p4Vc79+JXDRRR2lIHUVj77h1tKQkifs2g3RPg/xk9j18z0CQJVZQoViyenxvjjaUZJtKrfG34DY5GWznd2IVb1phOx/n9Sz9ltZjjy7sObZRxOzze1M3/df1N/teLL+JRNLyqgbDG9pjJxvnXV15GESUaXT5+tXMIj6Ihb1OHnXA5vkCPL0xAq4Vo9fmjPD87xnIhgySIGyETd8KjaNxIrnA5vkCsmOe3+w4jCALPdezh62MX+IPLLyOLIgfCTXy6pY/hxCI/nR/nWnyRVLnITDbOr3QO4VMNGk0fXlXjj669ylCwkWfa+okX8/zHyYuky2Wqjs3uYD1+zcCyq6TLJV5ZnOJ6cpkml4+nmnvxa8baGNhcVr+mszfUwNfHLuBXDQpVa8OQIgoiby7d5OzyLVLlIr/dV/M4iwhciy8ylY6zWszxxe59aJLEs20DfH38An9w+SUUQWIgUMfn2geQ74Fo9M+CpXyW0cTqB3rGnWtGvlTmL89cpi0c4FYsyaf39RJ0mbw1cYvB5jp8psHL1yfZ29bAUiqLVamiKTIzq0mqtk17JIDP1Pnp8CSDzXXIkkimWOKbb12lvymKqSm4NJXxxRiLqQwddUFKVmXjPNEeDVCqVDk3Octn9/fxoyujPLO/b4txwqUpaErt2Fa0Kvzw0iguTWUhmeYz+/p4e3oeq1ozjkS9buK5AlMrcRYSaQIugx9fGefRvg6mVxK1BwpwY36ZzmgIl64ytrjK9bkVBAEaAike6+/cYH04jsP0SoIXrk0QcBlcYYljPS28OFwzSjb4PeDADy6PEnabJPNFnjnQxzfPXqWnPkzYY9IS8vPtC8OEPSY+06AtEiCWzfPy9Un8po7H0Pjh5VGqtkNHJEDE6+Yn18ZxHFhKZXhisJvexp2zl61DEAR8ur4RAvKBxonjYFdt1mKyAQFBBLtq4zggyTWnUbVS0wMTBIHkapYXvnWeL/7nT2LbNpIkUq3aOLaDKArEltK8+fw1PveVEzURaFnErtbOZqIoIEoi1Yq94UiSZLF2bqvaCAJI8vvPWvWgQXivXLAfEbYthF21uXLpJt/79tuMjy3R0RmpeZEEaGuP8LlfOojPvzWs43/6y+f5yzeufGiFlUWRp/bt4p98/jRBt3FPB0nOKvOH59/g31w5v2PKLVNW6A9FeLy1k2ONLURNN4Yio4oysljz9jhOzSO+LrRYrFjEiwVuxFe5tLLISGyZhWyWWDG/8R63ovKHTz7DYy0dD8Uwd0DVtvnrsev81z/9/rb3n+3u4/dOPolXu/9iwv7d1bf5F2deoniHd/Oxlg7+9NPPfWj9XbErvLr6GgkruXFNF3WOBA8R0kIfyjs/alSdKm/FzrJYWtq4JgsyBwMHaDTuPmvEh4Fb+VnOxN7iYPAAsVKMxeISoiDWwlHWYEgGR4NHCKj3Z1aKd4Pt2FxPjzCa3RyHv8e3m05Xx44e5Y8DVafKufgF5ou3DeciIi7ZRb6a59nGZ+75O0vVMi+vvIJLdlGv13EldZUBbx89ng8WQ+Y4DldXl/hf3nyJMwuz78nuC+gGuwIhTrd0cKi+iQaXB0OR17R4amuW7Ti19apSoVCxmM9meHt5gbMLs0wkYyzmslhra9WBukb+j098mlav/67X33K1wnIhS0h3bdDfbcchXsqTLBXQ1qjsmiRTtW2WChkihnvDkLEO23FIlgokSnl0WSFquDe0GdzW2cliAAAgAElEQVSKtikO/87nm7KKIoqYssJSIcu/HTnLqYYO/JrBldgCi4UMv9a1j1R5q+Ok3vCgSTKJUmEjdM6UFRpdPlaLOXRJxqvqlKoV4qU8Yd1FulzcMCJYdpWVQo6QbqJJMlmrZgSqOjZuRSOsu5AEgaVCFq+qbfKKFyoWqXKBsO5GEgQSpUJt86/qm9pBE2v9aSoKy4UsmXJpo6w+VSdiuFkpZpEFkWS5iCZKRA0PK8UsC/mtoUA+1aDDEyBeypMul9bCCGrp/hRRqtWhmMN2HDyKRmitDouFDH7V2OjjQsViLLVK2d7K6glqJkHNxK/VjKh3tlNhLaTBr90WB7cdm5ViDgmRlFXcCIuQRQnbsYmXCqTW2ieomfhUnVS5yGoxR9VxEKiF4TS5fCiiRNWxiRfzpMpFXIpKRHdjOw4rxSz5NQNZWHdhyiqvLU7xysIUJ+s7kEWRlxcmaPcE+dWuvcSL+Voa3juEPx3HIVcps1LIIQjgXmPmSILI7134Mc917KHe9GJIyhqTSOC/PfM9PtncQ6c3hLJmuJJFqRaGVy6QKNXGZkA1NrXLR43/cP0yv/fGT8la5Y1rjzS28PVnfu2uyjQXT/H81XG+cGiQl0emUCWJmViCZw8M8Ob4TZqCPg51NPH8lXFcusojPa2cn5pjeiVBuVLlQEcTb03cYjaWIuQ26akP43frTCzFefZAP5oikymWeGN0hqVUloMdTQw01zG5FOPc5ByfPzyAKkn86MoYpqpwsredolXhhWsTuHWNcqXCk7u3ssKS+QLfvTDC44NdKJLEH/7gNVrDfqq2w6P9Hbw0PMnnDvTTFKw5AkqWxR8//yb/5adPUrQq/Mc3L/NoXwdjizEkSUASRcpWlccHu7Adh2+evcrY4ip1Xg/tET+n+zs3jCGO4/DCtQl+eHmU3oYIXkPnU0M9vHpjmjPjt/idJ4+ylMryF69fZKCpDlEQeHJPN397cYQvHBwk4nVRKFt87fkz/BdPPYK8Nq/mSiX+9sIIR7pb6IgGGZlf4dLMPKoscbS7lX/70jn8a6KUp/o6GGqtvydj6G6RzxZ548fXcHl0Msk8uqniD3u4cekmggA9u1toaA3ywrcu4PGZRBoDtHRFef6vznLodB+x5TRDR7t48dsXKBUs2nsbaGwP8c0/eYmWriiOA0//+lFe++EVkrEsXr/J0LEuXv3+5ZoRQhR4/PMHuHZuipmxJYIRLyee3oPLc/+dMe4SdzVp3NfMCVESGdrfhtdn8tYb4zz360cQxZqo4PqPdjuK8pNDNcGYazeXmFiKbaIwfVDoiswn9/bwO586Rshz7/UuRmIrfGdiZEfDRNgw+erQIX61dzdB/f0ZRtp9AQ7UNfLFvj2kSkWGYyucW5zjjflbXFxeYE+knoFQ5KFh4l1QdRxWC7lt7wlAq8ePS73/hIqqjs2FpXnK7yOc6V5AFmUei57+SN/5UUMSJB4JH/u4i7EtGvT6tUwM02iixvHwsU36Fw86REFk0DfAoG8rffN+gyRIHA0d3nTNcRxWSqukrO2ZWB8UqqiwP7CP6+kRZvI36fF00+Hq+EDPdByHuWyaf/XWK+9pmFBFiaONzXyxb4iTzW347sZouxbd0O4LcLypldKeg1yPr/DyrWl+PDPOTCrJZzp30fI+DBNQ0ztodm82wImCQFh3bXiU1yGJIo2u7TUgREEgqJsE9c3rf525lcWx0/PjiWUyVondwQY0SWYkuUzZrnIjucxkeiu77WCkmWN1bUSMrZmcondc0ySZBrPGfAzd8c4au+A2I9KtaBuH1TtRv00dDFnZpGVwZ723aweABtNLwzbbozrDs6lsVcfmZjbJ2eWbWz7b7gnS7gkQNTxEja3l8qg6nm2ycKzXfx2FqsW5lVtkra0aUc917NkwTMDmdnqn1gjU5pv1OqyHQtx5b7u+9mvGpnfcCUkQiRjuLf3a9I6xV7FtZnMpTFlhMFhPoWrhLAhUbBsBYdtxIQjCtv1cMzAI+FWDLu9tB4GzZjxxKxqd3tCWZ60bcj5u2I7N28sLFCrWe394BwTdJo4Df/XWVbLFEk/s7mYhmal5rQUBcBhbjHFheg5dkWmPBBhsruPF4QkiHjcdkcBatj4Hj67REQ2QLZVRJWnNOehQLFuk8iVKlSpTKwmaQz5eG51hbHGV9miA/W2NeHSN81NzGKrCwY4mOqJBfnDxBr9xYu+Wua1q25yfnGN4dgm3rnK6v4OhtvqaeKam0hLy0RLy8cLwOH7T4GRvO269pkHzN+eGOd3fgUfX+OnwJPFsnqG2BiSxloFQEGoiqX2NEYplC6+h0xkNob4jhKIzGqS7LkTAZWyEZKxmchztbuHsxCwHO5vob4riNTQiXjdeQ0cSRZQ19oWmyES8Lv7qzFWCboPT/Z1cmJ7n6uwSgigQcBvEMjkEQWBqJcHxXW3sbW0gUyxjKDLNwY+H1V0uWSRW0mRTReqaAyRWMrR0RWnfVc/L372E6dawShVOfnoIb8DF8lyCqRsLOMCzXz6BosrIsoQWUGlYC/Xwhzw8+3dP8pdfe5HRy7fIJPN84bdO8YP/cIabY0sU82W+8FuP8pO/Ps/irXjtt+nRaWgLoWr39dH9nuC+r6EgCDS1BHk6tA/5HVSWUtFieTlNc0tw0/VHdrWyr72RZL7AcirLlZlFXh2Z5vUbMwA0Bb00h9658dh5kyOJAi5dpT0S4FBnEwMtdfjMe2+1qjo2P5gaYyW/fXrKBpeHf3r0FE937PpAmTQEQcCvGxxvauVwQxO/3reHiWQcB4eI8fOfouaDoJYqr7ztPVkU8Wn6tlTQjxuL2SyTqfhHql/yEB8/ZFFmj/8XT0zpQYEgCET1CFH9vamqP+vzw1qIU5ET9+yZiWKBr108y5vzt3acTwQgarr5e7v389yuQSKm62c2emuyzL5oAwOhKM/tGmA4tsyBaOMDbUTv8Uc4GGnij4dfx3ZsooaH3+w+QI8vvC2N9P3oKDxIEAWRY9FWjka3aofdqzoHVIO/13t423sPSotKgsCp+k7+euoKf3D5JURBoMMT5OmW3vf9O5AFgWaXb5Nw6zqa3L6PNT3o3WA5n2M8EburMLKdYKgKnz80QDJXwFAVgm6Ter8Hr6Fxei2UoWrb/PojexEE8Js6uiLzlVMHUdZSgw61NtAY8GJVbUJug3rRQ0vItxEG4TF0jnQ1I4oCQbeJKkk8NtDFyd72jUP7/vZGmkM+XGt6F/Fsno66IH7TIFssUbrDsaopCrtb6umIBjEUGbeu8fRQL4l8oRYup8g8sbub1UzNeebSVBRJ4ksn9lO0Krh1jU/u6SGRKyAKQu0MszZ0xDX22mBTHXVeN+Wqjd/USeaL2Hc4ShsCXj5/aICiVcGja+iKzDMH+vHoGql8kYBL59mDA2SLJQxFwVBlPn9gALexrhkFzx4cIJHLo0gSsiTS3xilOehDV2RMVaWnIUxzyMdppZOwx+QTg10ksgVsHFz6Rz82FVVGN1USKxncPoNS0SLaFCC5mmXRjKPqCrIiYbg1lDuMBvXNQSINfsavzbH7cAe7hlpYuBnj9R9f5eTTQ7i9NeeyrEhohkK1ajM3uUKpaGG4NAr5Mgs3VykVyuimStuuBmRV5sLLN2hoDRGuvxsB5QcX971xAkBVZVR1a1FjsSzf+eY5fucffXLTIiYIAqamYGoKjQEve9saONDZxPnJWSpVm88d6ucfPn38o6zCXSFWyHNxeQHL3urdlgSBX+3bzbPd/fd0U6aIEnUuN3WurZb3h9gKB2fb/oGat+1+Tb86noyxkH3v3M8P8RAP8RA7wXEc/nbyBn89NrwRYrEdOv1B/rtjp3m0pX1LWMTPClWSaPb4aPY8+Jsyn6rz5V2Htr33oByY7wUE2BB8/dDe8SE//6OAIAg0u3387p6TH/hZHlXnHw89uu07fnf3B3/+h42pVIJbO2h+vR8EXAYB121GS8hdY4X4zNvzlfcdKRvrfLf3yaos0RjY7Mk37tCI0BWZtshmwcOWdzhFDVWhNVRjc91cTZItlnikuxVdkZmNp4hlbjsqoz43DX4PgnC7DIohbcr0oUgSLaHN7LDoO8p85+ffCUWWaFirk7WWRaNk3d7v9tSHqfNtZjGZWs1gEPHWHJsht7nRlsAmhrkgCHgNDe8dZYh4XRvfBYh6N59FXJqKS/v4DGayItHV30S0IYDh1ijmy7T11HHxjXFiiymOPTmAy2PQt68NWamNHdOjc/SJQbp3NzF66RaFfJm56VXKRYt9x3tw+w1699UMsn3722jpigICIxdvsmuoFiYiyxLj1+bpGmyiviXI9QszxJbSDBxsx+Pbnon184T78yR1j7H+g2gK+JhZTXzcxdkRs5k0C7ntD5BNbi+f7dz1QHuLfl6ws7dQuC/7x7Kr3IivEi/evQjsQzzEQzzEnXAch+HYMt+4fpmctT17TADavAH+h+Of4GRT24eSzeohHuIhfjFRsW3GEjFihe3ZxQ8yWsN+WsO3DQstIf8WQ8NHCUWW6G+q+9je/3GjWLSo2jYuU6O1Z2s7nHhqz6a/e/e1bjjJ3V6DoWM1Ye99J2r6Tqef2bfp8337DSoVm8FDtTDLvn2t9K0ZLFLxLC3dUU4+PYRu1gwzQ8e66B5qqYWH7BDWUSjU1mXDuL/ZT3eDX5idg0tXaQnf3x6XWCFPsljc9t7eaD1R8yG74SHeP7LlMpeWFx+GdDzEQzzEz4y8ZfHN0WFGYis7fiZiuvinx05x4qFh4iEe4iHuMXJWbS/zQUI6HuIh7gapVJ7YavauPz82vsTq6t2zk2OxLDdGt0+H6w24+MTnD6AZt5k4tu2wspohm93+jAgQj+dIJLbXxHvQ8AvBnIA1wZiwn/uVNOlQ2/ztJPLT5PZtEqV6kOE4DrbjkK9YFCoVytUKFdveODyvpy7T5Zryty7JH3u8rePUsraXqtV3pTPfb7DXUp9eWVn8uIvyCwnHcShWKxQrtX+WXaV6RypfgVo4kCKKqGtj3pCVjRjQ+x3OWoaFvFWu/ZbtKrZtY1P7HUuCiCZJGyr+iiR9pDOw7TgUKhZ5y6JcrWLZVWynlkROEgRkUayVTVYwFOXnNrb/XuB6fIXvT43umNxal2W+MrifJ1q77stUyu8Gx3HW0m9bFCsVStUqFdum6txO5yYItfScilQbM7os3xdr093CcRwKlQr5SpliZfs1V5PumIN2SKX6YZexXK2Stcob8+V6GaW1OdJQFNyKupHl5eOG4zhUbJucVaZYrVCu3p7j1+f39bndpSgbKV3vJ6zXYb3dy3aVqm1vZFuRRRFFlDDW9mQfRx1sx2G1kOfS8vYHup8XrM9F62tqqVqhurZnFhGQxNv7Y0NW0KT7bzzdzygWLV559QbpTBG7avPY6T4WF1PcvBWjbFU5dLADl6ny+hvjNDUFaGz0c+nyTYIBN6apMjq2SE9PPWfPTZLPlRkcbCIUdPO337uIx2Nw9Egn3V11vPHmOMlUgZbmAIcPdSJJt9fETKbACy9eZ2x8kdXVDKcf7eOHP7qCKArYtsNjp/u5NjzL5NQKuq7w5OODzM8nOXdhikeOdmOaKi+9fINstkipZPHJJ3djOw6vvznGQF8TkYiHM29NMjefwK7aHD3ShaxInD8/TTyepb09zKlTvajK/WsCuH9Ldo+hyhKHu5pZTeforLs/UxhWHHtHi7AmSxu5zB9UOI5D1iozHFvmRmyVkfgKN9MpFnMZMuUSpWoFENBlmaBu0OD20hMI0R+MsDtSR5vX/6Fvem3HIW9ZpMtF0qUS6fLav1KRVKnIcj7HucW5bb9bsau8tTDLDplx3xWaJHOsseUDx1M7jkOyVGQhm2Exl2Eum+Hi8sKO4ULz2TTfGL7Ezzq0JEFkd7iO3ZHt6X/lapXnZyZIFDfTMAUETrW00+zxva8NcLpc4vnp8R2NePuiDfSHou8rvKZYqfDq7DRL+c1WclEQeby1833rsTiOQ6JYYCIZZyqVYCqV4GY6xUIuQ6yQJ2eVN7KmKKKEqSh4NY2o4aLR46XLH6TLH6Q/GCH8AYQE7wbFSoUXb04Sf0f/1Ls8nGxu21axfr2OqVKJK6uLXFlZYiS+wq10itVCnnzFomLbqJKEW1GJmC6a3B46fUG6AyG6A0HavQEU6d5oEexUr/FkjOHVZUbiq0wm4yzmMiRLRYqVCg6gSxJeTafe5aHTF6AvFGEwHGVXIIT2AB06PwpUbZtvj19nOb+zV+aRxhZ+pXc36ofYr/call1lPpNmPBlnOpVkKhVnNpNmOZ8jWSpQsCpUnCqSIG6M54BuUO9y0+r10+UPsisQpisQ/FCFBNczpLx0a2rLvaMNLXT6gzvOE7bjMJNKcmV1kcsrS0wm48xl0qTLRQqVCgKgKwo+VaPB5aHJ42NXMEynL0BvMEzIMN/XHGQ7DhPJOG8t3Np0XRRETjW3bbvGOY5DvFjg7aUFrqwuMhxbYTaTIlEsUKxUEAQBl6IQNd20ef0MhKLsi9azO1yHoXw8ThvbcYgX8lxZrc1/I7FV5jIplgu5DWOoLIq4FJWQYdLs8dITCDOwNs80uDz3dI5xHIcrq0tbHBG6rHCiqZV619aMJ+v7hcsri1xbXeZ6bIVbmdo8XrDKWLaNLIq4VZWQbtLi9dHtDzEYjrI7XEfU5f7QDFjrZVvMZVnIZljIZbi0vMCtzNa0swBLuSxfH76E+DMWSBREBkIR9kY/WPpva20fOJ3aHELuUTUeb+3CvUM2t3Xj4XBsmasrS1yLLTOTTrKUy5K3LErVCqokYcgKYdOk0eWhwxekOxCk2x+i0x/AvIs5qGLbXF5Z5Hpsedv7fcEIQ9H6e6YVtBOuri5xeXkRZ5v9cqPby6nm9g9lv1+t2szNJXj0VC9j40tMTa9SKlnIkshjp/vRdQVBgMamALlsEUkSURWZ8YklvF6DatVG1xTCIQ9LlRRXr87yK798hO6uOtrbIwwONDE6tsjw9Xl29dRzbXie/r5GfL7b2hsul87AQCOiJHD8kVrYx+pqlsOHOmhvD6MoEqap0dwU5LXXxzh+rIfGRj/eMYN8voRtu5mbT/CJx/q5fn2e+YUke3Y3E414yWSL2LbD4mKKnu56yuUKN2/F8HoMSiULf8BFIOBCke/vdfqBNk5Ikojbc3fCIIIgcKq/gyM9LR/qpvhnhUAtlY8kCNsaKHJWmYpjo3D/lf29ULFtlvNZXrw5xY+mxxmNr7KSz1FxdmAglGAxl2U4tsJPZiYwZYVWr5+D9Y081zNAXzByz9J1WtUqr87NcG5xjpVCnlghT7ZcqrE6LIv8mtc1X7HeMw2nZdt8a/w63xq//r7LEdIN/uXpp+7aOLHukU8UC8QLtYPwRDK+dgjLEi/mSRSLpMvFd6VAjiZi/LNXn3/f5V2HJkn87oFHdjROiILA14cv8trc5lRxAvAvHn2KX+kdfF8L0Gh8lf/xtZ+Q2SFjyt/dvZ9/cvjUjhuA7ZAsFfhXb73CaGJzCr+AprMv2nBXxolytUqyWOB6bIVX5qa5tLzIXDbNaj5PeQcB1XXEikAGrq39LQoCAd2g3evneGMrn+naRacviPYhiK3mLYs/vvgWl9+xoT1U38TucN2WujuOQ6pc4oWZCf5m7Doj8RVW8/kNJsg7sUKOqbVNWi1NnUqD20NPIMQ/2HuEoei9y1nuOA6JUpELS/N8a+w6V1eXmMumd/zdpoClfI6xRIxXZqdRRYkGt4ehSD2f6+7jSH0TPk1/aKSgJkJ3ZmF2xxTXUdPFlwf2ETXv72xPzhpjbzGX5dziHK/MTjOZjLOQy5Aqld4z9G2ZHNxx6NAkiXpXbTx/umMXJ5vbiJgm4oeQsel67P9n773D4zrvO9/PadP7YNB7Ye9iEylRoiVZtmW599jZ+NpJnHWSdbYld7Ob3b03N8nuOrn2liTrJE4cx4kdNzl2YsuSLFGFoljE3tF7nd5nzjn7xwAggZkBB8CABCh8nocPSRxgcObMKe/7fb+/72+C334l/1792wcfodHhyhOFsppGTyjAMzev8NJAD72hALFMkfaLqSQjRLjmnwRyorPXbKbB7uTh+mY+vX1PaW1gyU3aT40M5u2rLIr87kOP87HNO+Z8byCZ4Nmem/yo6zpX/RMEk4mCd5NAMsFgJJy7vjuvUm21sdNXzYc3bmd/TR1WxbDi1+qMU2wgEuIn3Td4caCH7qCfQJF9BvAnEwxEQpwbH0HgOk6jiRanmyMNzbyrdSMtTnfZBL2f9XXzpTPH53zNaTTxuw89ztPtm2a/puk6U4k4z/V18aOua9zwTzKViC/4HvrDIc6OjyAALpOZdpeHJ1s6eEfLBmpttiWf87qec6QGkgn8yTjdwQCdwSm6ggHGYhH8yQSBZIJQKoVabMwIdIcC/IdljGUUUeRzu/YvW5xIqyrfvnaJZ+aNA+vtDja4K9jknduZaeae9MbwIN+/eYU3x4YZi0eL3msBBiIhzpJzkJhlmSqrjVanh09u2cnD9c0LznEEAToDU/zeiZcLZgc9VNfEHx19J5UrGJKf1TS+cv4UP+y8lnfOGUSJX9i+hyP1zSv2+1VNIx5Pk05nkWWRVArcHhtms4IgCKTTKslEmlg8RTKZoaHBy+UrQwwNB3jnkzvo6h6nt28Sk0khk1WRJAGDQSaRyL2mIksYDDJ2u4l9tS15GRCCkGv0kEmrJBJpDAYLiiLh9lgxGhVCoThvnu2lsaGCbDbnRk2mMiSTGSLRJJmMis1qxGo1YjLlOn2k01kSyQyZjEoqncVkVrDbjcRiAvFEGlmW0DSdhnoPTU0VK3Zsy8WaECeSyQz+yQiV1U7k29Qeb4WN93zggZIfSIosrWq1yKzkrKKFBhCjsSjJbHbNlXbEMmmODfTwN1fOc24s15t6sb6CeDbDNf8EnYEpXuzv5r3tm/nY5h002J3LXlVOqSo/6bnJ925cQVvAubLa0HSd40P9/Nc3XmE8ESOtZsmoGhlNXYJvY+WQRZF2l5fjQwNzFHId6A0HyEyvLpXK1alxUguIRDf8k8Sz6UWJE2OxWMGw0EaHC6exeLI15FZJuoMBXh3s44W+Li5PjROfXnFaKjMDx6lEnIsTY/y45yY/t2UH7+/Ygst0d1KaY+k0kXRqjjih6TrX/ZP8xYXTPNfXRTiVXNS5pgORTJpIYIq+cJBPbtl1x58playmcnlynK9dOsuL/d2E0neeaM4nran0hYMMREK8MtjL25vb+eSWXWytqHxL5yeomsaZsWH6w8GC20VBYG91HQdrG1dlIDDccu2dHRvh2EAPL/Z3556panZZWTwpNXfO9IeDvDEywP7qej6zYy/7quvu2iLIZCKOpmtw28JFIpPhhf5u/vzCKa5MTtxRIJ2PqmuMx2OMx2OYZJnP7ijcWWQx5BwVc1eTL0+O87/PneTYYC/RdKrk+4mm6wxHI7Mi0/s6tvDPtu2mzuZYUYEikEryk56bfP3yWbqDgWm3Z+noQDCV5Oz4CJenxnm2p5NPbtnJu9s2rti9PZXN0hu+ddxVTePixBh/cu4kx4f7igr9xdDJCUWnRoe4NDnOS/09fH73AfYu8ZzXgZMjg/zeiWOMx6OkZscyWsFV9bVKWlULjjOGomH+7uoFvn390vS1vLj3nMhm6Q0FGYyEebyp7Y7nvySIPFjbSLPTxeXJfPfEpcmca2MlxYmeUIBLE2MFP12n0cjRxpYVfeYqsszlq0PYrCZaW3yMj4enO23kjt3UVISJiQjZrMrISIimJi+tLT6i8RQ+n4N0WqW3dwKjQaZxcx0AmzbVcuFCP712E61tlezc0cDkZARFkZDl/Pfi8zmwWAxcvDTIQ4c30NxcgcmUm9+ZzQaqq5xEo0m2ba3DbDbQ3T1BMplmdDREbY2b5uYKzCaFmmonFouBkZEg4VAcQRAI+GPU1bpx2M0YDQqiKBAOJdA0nc7OMYLBOI8c2VQ0WHM1sHr37DbGRoI8/+xFPv7zh+eIE7Is4XKv7pWaxeA2mnEaTAXFiYsTY/gTcdx3aXKyXHRdZyQW4a8uneU71y+VpVNEVtcYjkb48wunOT06xK/tOciDtY3LGgTq6GSma9HXEjo5wep6YPJe78od2ez1IQqgznsSdQX9pFS1ZFuurutcmBhbcEWhK+gnmEwuKjy2KzhVcJDZ7vZiu4NN8u+vXeTrl8/TGZxacL+WSlpT6QxO8cVTr3IzMMWv73mQalu+PbfcRDPpOYPWrKZxanSQL558lTfHhpc9ZGxxeqh3LD+geMZB9IObV/nKhdP0hgLLDn7Vpu3E37lxmfMTo3x+90Eeb2rDco/s4/eaSCbN68MDJLKFJ2IWWeF97ZtX9fGZTMT5L2+8zLGBXiYS5Q8M04FIOs0L/d10Bf382p6DvKd9810RKMbjsTmieiiV5JtXL/CV86eZSi6vq4Esimz3VS1K7C1GTpyYQpuunz8xPMAXT73K+fGRJd9PNF1nIhHnLy+9SXcowL/ed5iNHl/ZRbKZUpU/OfsGP+3rJLrICX0h0qrKNf8Ev3fiGBem7zMNjuUvuMwnpeYmrzPPp5/1d/Hfz7zOpQIT08WSyGZ4daiPwUiIf7nvId7VumHRVnxd1xmPR7nmLx60ez+QUlUmb+syouk6nYEp/vDUq7zY37NoAXE+PrOVDo+3pONfZ3fwcF0z1/2TeeOWSDrFT3pu8lB904qUdqi6xmtDfQwXKTXeWVnDJo+v4LZyIIgCbreFAwfaqPTl2qa6XHPnkbW1bj70wX1zvrZ/f9vsvxsaPDQ0eOZsb23x0dpya79nyjU0Tae/f5Jg6NZnX1PjotLn4H3vfWD2awdue32DQeaxt22d8/o7djSwY0fD7P/r6nJtardsqbu1D62Vs/++3R1Rk3Fx8mQXiiIhSgIOhxlxqfVPd4k1IU7oOmQyKgs4uu4LqhJp+hsAACAASURBVKw2KiyWghftcDTCq0N9tLq9qzTS8xa6rjMQCfHFk6/yfF8X8SL5AEslo2mcHh3iPx9/kd/Ye4i3N7djKFIbv869p93tRREl1HkCQF8ouKiVp2gmTXfQv+DkM5JO0x0KsMFTum0ttwI2d2AgAK0uzx1rOBVRYiASXBFh4nZimQzfuX4Zm2LgN/YeXvE662gmTTSTAkDTc9fb7x5/iav+ibKsZe2uqsGzTKFV13VimTRfv3yOr156k4kF8hCWwoxT5A/eOEYsk+b9HVswrUBpzWonmExwYYEQug0eb9GyrtWCLIrEs5kVESbm0xsO8t/fPIHHbOFIffOKu24mE3FULXdVzl4PF8+UZUHAKMnsr2m48zeWyHg8SjCVpCfo5/dPHOPKVHnuJ1lN49hAD2k1y3889DbaXJ6yOSh0Xefy5BhfPPUqrw31l/1eH89meObmVQLJBP/2wBHay7jvkBPOxmJR/MkEXcEp/vDUa9zwl3dRozcc5MtnjuMzWzhQ27BqHVT3krSanZPt1BmY4g/eeJmXB3qLlzgvgmanixan587fSM7t9nhzG9+5cWmOYAKg6jpnx0boCS5uHFUqoWSS40P9JAuI3bIocrSxtSxiaDFMRoXHHtuK0XB3nuWCkBM7qqpuLcbId9nBL8sie/e2sG1bPYIgYDIpBd0cq4k1MdLyeK0YDTLP/eQCLa0+xOmHfXOrD7tj6QPcma4Rur4085gkimW9CVdb7bS5vFyaHM+bgGU0lW9du8T+mvoVWRkoFzq5erg/eONlftrbWfRBLgBmWcFmMFBnc1BpsWJWFFRNJ5JOMRyNMBGPEiuS9aCTWyX/3ddfQtN1nmrduKRBoICAzWDEW+JESSc3mCh0YwWwKgZMS1gtc5ssi647NclySfud1jQi6VTBbYoo4jAsXLqwEEZZxnyHCZvPYqXGZp/NHpjBn4wzFouWHDjZEwrccXKRs/eP8Y6WjpJeM1eX7Scz7xyzGYw0lxDAeriuiS3eSk4VCUkVETBIuRR8m8FIldWG12TGohjQ0YllMkzGYwxHw7NJ6cXuRWlN5dvXL7HNV81TbRuQVqCufYZYOk1kugb/6tQkXzz1KpcLBGjJgohRllBEabbriK7n7leqrpFWNTKqOmfwZVUM7KmqxbLMErW0pvLXl8/xx2ffIFqgdhbm3mdqbA6qLFYsioKuQzSdYjgWYSwWJXpbSOl8hqMR/ujUa5gkmXe1bSgaEnq/0hmYKhqoC/BQXTMek6Xo9tWA02jiqdaNHB/qJ5gq3Iot17kl11nGYzJTabXhMpowSBJpVSWSTjMcDedCX+9QutUXDvI/3zxBq8tDk8O1Um8LgIl4DFXXSE5Pcv/8wum89ygAyvR9SBYlZEFEFkWymkpW18lqKmlVI63Ovf80OpxscJcvQDyUSnJyZIC/uXw+734iiyIWWcFtMlNnd+A2mjFIEik1y3g8xkAkRCiVJFXkHpnVNF4b7OfLZ47zHx48WhZb+oxA+f+9foxTo4NFyz4VUcSiKHhMFupsDtwmE7IokVazTCXiDEbDBJNJEtlMwddIa7ngaEEQ+I+H3katrbxhmWPxXPnLX186y/UCwoRxOmix2mqjxmbHPj0miKRTjMdjjEQjxDLpBUsqu4J+vnTmOH/keCd1iwz2NpY4lslMj2UKfQqyKOJcxlhGkaRlP5MWIq2quVwPXWc0FuVLZ45zbKAn73wQBQGjJGEQJWRRRBYlBCGXj6bqOhlNne48dev+o4i5YPLFCP5tLg+H6hr5h85redt6QwFeHx6g1eVGLqN7Qtd1+sIh3hgZLLi9xenmgaraFQ3jFEUBi3nlxI/5CEIuj+JeIggCRqOC0bh63Y3zWROjrEQ8zfBwkMFBP9evDs86Bz708YNLEidSmSyDUyHGQlH80TixZHpJavjj29upcpXPYm2QJA7XNfF8X2fBOsDr/gn+8NRr/NaBI7SXccBQTiKpFH924TQ/6+suekydBiO7q2p5rKmNvdV1eExmFCnXjeRWS7csg5EQrwz28fJgD9emJgva3kZjUf7HmyeottrZW123aNHGoij82p6DfHrb7pK+P6lm+cuLb/L31y/lbTNJMr+8cx9Pt21c1D4AiKKIz1z6AF8SBJ5obmdPCeFNp0aH+J1XXyBZwKWwp6qW3zvydpY6zRUEAdcdgtJsioE2lydPnEirKj3hQEmhiLqu0xMM4E/MXQ2UBXHOxDerabNWxVLsjf5kgvF4LG+w4zHlwuDuhM9i5V2tGzg/Pjrn/LQpBhrsTtpcHnZUVrPFW0mDw4lZlpEFMSew6jlXQlrT8CfinBgZ4LneTs6NjxbtRhJIJfnWtYvsr6mjympfMRdVWlMJppKMxaL8r7MnODc2d+Xcqii0u7xs91Wx3VdNs9ONz5wT2HQ9Z/ediMfoCvm5Nt2ZJ9fNI0alxcoOX/WyBt8ZVeXZ7pt87dLZosKEy2jigepaHm1ozb/PAJqmkdZUBiNhXh7s5cX+bq5OTRS8b00kYvyvsyeosdk5WFu+leS1wFV/4WMCuQT6LRWVGFdhyPTtiILAg7UNbPFW8vpw/+z1LgoCFWYLzY5cZ4qdldVscFdQYbFgmBbcREFAm34upbIZukMBXuzv5qX+HnpDwaJhsBcnx3i25ya/uHPfirodo5kUsUya8+OjfOX8yTnChABUWmxs8laws7KGzR4f9XYnTqMRURDIajrRdIqBSIiuoJ9Lk2P0hAIMhEPEsxn2VNWWHIRZChOJOH948jX6I7fySwSg2enmcF0jRxtb6XB7scjKnGOf0XKW+NcG+/lJzw0uTIwWFIc0dF7s72GTt5LP7nhg2ULiaCzCH589UVSYEAWBdpeHh+qbOFLfQrvbg2n6Hi9M73tW04imU1yYHOOFvi6OD/UXDJ/UgWMDPXzlwin+1d7DOMp43IciYb58+jg94bnPYIMksdnj45GGFh6ub6LO7sAoybPCt6rncqwGwrkcnmd7O+kMTBUVac6MDvPT3i4+vX1PyfsmCgKPNrTwnfd+/I7fe3Z8hN959YWC9/ztFVV88eg7lzyWoYSxzHJQdZ1AMkkwleRrl8/yQl/XnONokCSaHS62+arYUVFNu9tLlcWGWZHRuSVu9IYCXPNPcvW2bh4WxcC+mvpFjX+dRhNHG1v5WV933vFMayovDnTzrtYN+MoccvzaUB+hAgKxJAjsrqyh2bmyYu46a4M1IU5UVjv5t//+6byvS4scEGmaTtfYFN95/SKnugYYmAqRTC8u0Oh2OmoqyipOAByqa2Czt3K6JeVcVF3nhb4ukmqWz+86wO6qmlXV8i6tqvyw6xrP3LhScCIsCgIdbi+/uGMvjze13TEAqs7uYF9NHR/euJVvXb/Et65dZCqRX0PbGZjiiydf4b89+k4aHc5FHQ9REPBZrCXfgBPZTNHBmiAIeM0WWlylWeuWgyAIOAzGklwP/ZFQ0VahZlmhxeleUSeOTTHQ7vLyfF/XnK+n1CzdQX9Jr5HRNG4GpuY8REVBYF9NHefHR2dLh3RyAVPj8Ri1JWQzjMUiebZGmBYnSshEMEgSjzS08L0bV7jun6TaauNQXSMP1TfNChKlrAJUW21s9vp4um0j37x2kb++dJaJAvsFcGp0kIsTY1RZbCy5B2wJDERCfPPaBV7o65oVgBRRYltFJR/fvIOH6puottqLnjsbPBUcrm+a7k8f4/rUJCdGBkipKq1O95L3S9d1rk5N8KUzx/Pav0LODbW1opLPbH+Ax5pasRuMC94Tqq12Hqiu473tm/nGlXN85/plwgWcRt2hAF85f4pWlxuf2bpq7rsriT5dFz1TNjCfaquNVqd7TRwLj9nC0+2bODc+gigIbPB4OdrYyp7KWjZ5fbhN5pLug3V2J4dqG3l32yb+97mTvNBfWIhPqyrP9tzkQxu24lmE8LxY0qrKm6PD/N21C/SHb7VZdBpNPNnczvs6NrPdVz27Gl6ImbKclJplIBzi/MQobwwP8Eh9c1lbpCazWW4Gb3VFMkoSRxtb+aWd+9jhq15QUK602Njs8fFkSztfv3yOb127WPA6jWbSfPPqBQ7WNLCnqmbJ52Yqm+UbV87z097OgpNxu8HAU62b+NTWXdO5SsV/j89ipdnl4Ymmdl4Z7OVPz53kXIGsjZSq8t3rl9nlq+bp9s1la6UYz2by8qm8Zgsf37yDj2zcRv0dwsWrrXb2VNfyZEsHf3ruFD/puVFQHMrquZbD7+vYXHI+miAI2A3GBc/PGUZi0aL7aZLlFR/LLBd/Ms6Puq7zrWsXZ10okiDQ4nTz0U3beaShhVaXp+jn3ubysL+mHl3XCadTXPdPcmZ0mJ6Qn52+xXW+EgWBAzX1tLu9nCtQtnd2bISrUxNlFSdimQwv9XcX3OaYFktMayz0f52VYU2IEwCpZJaB/iksFgO19R6i0SQ2mwmxRPuPpulc7B/li/9wjEsDY2TV1Rlg4TNb+cjGbVyZGi8YuqQDx4f66Q4GeH/HFp5u20iry40iSvd8gHgzMMVfXz5LpICqLQA7fdX85oEjPFBdum1LFESanG4+t2s/DXYnf3TqtTxrvw6cGRvmW9cu8i/2PviWs12vdgySRJPThVGS5thC09NJ96qm3bEkJ5JO5Q2uXEYTjze10Rn0z8k1mUrE6Q8H7yhO5IK4YnnihIBAnd1R8ophk8PFRzZtJ5pOc7SxhVqbA5vBsOhBkiAI+Cw2fmHbHoySzJdPHydWwEGRVlVeG+rnaGMr8gpe8z/t7SSQTMx+ZlbFwPs7NvOZHXtpsDtLHjiLgkClxYbPbGVvTR1pVV1WUGA0k+avL5/Nc+LM/K49VTX83wceZUdlVcn3GQFodbr5wgOHsSoGvnrxTF4wsabrnBgZ4PneLj68cduqbEldbhLZDMPRSFF3gNdsuSsBreXikYZmurfsZGdlNburaqkw5xwSi312SqLIrsoafvPAEVKqysuDvQWzcPrDIS5OjvFIQ0u53kIe4VSKPz73Bl1BPzo6Ajl79K/sPsBjTW24F9EO1yjJtLu9tLjcPNHUhiJJKzbZEwWBd7Zs4DcPHKHKaivp9wiCQIPdya8/8CBGWebPzp8umFs0GAnxTOcVNnoqllS/ruk6J0cHeebm1YKlDDbFwKe3P8Bntj+A4w7i5+y+k3NqPt7URqXFyn8+/mLBMNBoJs03rl7gQE0DtXbHove9FKosNv7lvkO8q3VjSaIA5Lo8bPZW8m/2P0Qim+HF/u6Cok1fOMjp0SGeaG4v926vec6Nj3JubITAdB6MQZQ42tTK53buY0tFZcn3IkEQcBpN7KuuY1dlDfFMuuTP8XaqrXYeqmviyuR4njM5mk7xXG8nh+say5abc3Z8mN4iXZ9mSjrWWQdYugPqbhKPp/nBd0/xtT97ie9/+xSxaJKXnrvM0MDUnX+Y3CRkKhLjT559nfO9I2RVDQGQJRGX1UxjhYvWKs+i/5gN5Vf4FEni8eZ23tWyAUORgXWujVaYPzn3Bp9//od8aTp5OZVdXlu05aBqGt++fpHOQOHPpMnh4rcOHGF/Tf2S6skcBiMf6NjCL+/aV/AmrOo6z3Re4cLEKPoaaQf6VkEQBJocTlzGuSspM0FdhSx+8wmnU1yfmpvmXW21sbWiiup5tcWBZILeUOCO54Gq6wxFwkTnrb7JoshGT0XJg3JJFPnklp18btc+Nnl9OKYt00vFbjDy4Y3beLihuagd/Pz4SNGMhHLRFfTPhupZZIWf37qLf7P/YVqc7iWt6AmCgFlWlmUT13Wd1wb7eKG/u+B0udnp5rcOPMKeqppF32cEQcBhNPLpbXt4orm94LGPZzJ8+/olxsscvrlaCSSTRTsTiIJAtcWGvYwr6ytNjdXOvzv4CO9u20SdzbEs56EoCLS6PHxu134qi6wuBpIJrk1NrOhzOalmueafnF3JbnV5+PcPPsoHN2zFYzIv6f1JgojDaFrR1uXbKir5tT0HqS5RmJhBEARsioH/a9sDPNHcVvBndeCFvi66gqWNEecTTCX55tWLDEXDedsUUeSDG7by2e17cS5C+JlhRtj6jb2HinaVujI5zj/13FiR88aqKPzizgf4QMfWRU9oRUGg0eHic7v2U1NElAymkrw5NpKX47QODEfDs4H3iijxZEsH/+nQ29hVuTQXtCDkMq1cJvOSBARREHh7SzveAs4uVdd5Y2SQvnCwLGPqVDbLy4O9RYN6H29qxWVa2thgYCTA3/zwFKOT+dcr5MYNM3/mc61njK/94A0mg/kuzPmkM1mee/0aL5y4vqT9XKd01sQS8+R4mInxME9/YC9vnupBViTisRR+f4zm1tJe41zfCCc7B9DJiRIPtNbxnn1b2FxXiUlZ2gDF51iZNqZOg5HP7drPVDLOS/35gTkzzLS3+vPzp/lh5zUO1jbw9uZ2tngrqbRY7+rK3tWpCV4e6C24rxZZ4RNbdvJAde2yJm1GWeYDG7ZyYWK0YIjPWCzK929cYbOnckXTftdZPA0OF26TOc+GP5mIM5GI3dH2PBQJ5/1sldVGvd3BBncFFyfGZr+eUlU6g36SanbBwXUqm6UnFMib5ObEicW1siq3a8llNPHuto2cGB4oGOCXy8qI0ryM8ohSkQSBd7R28Es79y0rPLUcBFJJftB5jWCBAY5BlPj5LbvYucw8C5fJzMc37+D0yBCDBSYn1/258pQP2rcW+On7i2AqWTT/RBJEasoc3LfSrMS+bvFWcqS+uWAOUVbX6AuHSGazd6XVqtdk5tf2HOSh+uZVbW+3KQY+tmkHzUssCRIEAbfJxKe37eHC+Cj9kVDe90wl4jzX28V2X/Wij8Wbo8McH+4vuG2Lt5Jf2L4H+zLGGMK0pf6drRv4q0tv5m2PTzsT3t22kWpreZ1JjzW28d72LcsaH272+ni0oYW/uXI+b1uuReYk4XSq4KR3nRz7aur4jb2HqLba7uk9tMnh4lBdI9+9cTlvW38kyPHhfpocLqRl7ONMCOjrQwMFBbcqi40DNQ1LDsKMJVP0j/hJZwqX6WdVja6BSZpqPJhNc+/D/SMBfvLqFR7e00aFa+EQXU3TGZ0Ioyj3v2vyXrMmnBOqqiGKIg6nGQTIZlTiiTSSVPrun+4aJDNdyrG3rZ7/9JEnePqBzXTUVNBQ4aLe61z0H6OyMtqOMF2D9tsHH+WRhpY7rlKmNZWBSIhvX7/Erz7/Q379hR/xpTPHeWN4gEQmU1QxLBcZTeWVwd6CAwSALRWVvLttY1lSf11GEx/btKNgKrGq58KwSlk1X+fuUm214bPkD1SmEvFcIOUdPq/Lk2Nz6rpFQaDO5sRnthZsd3XDP3nHXvQJNUt3KD/zwqYYaLkLk/6FEASB/TUNRes9k9ksY3dp9b7Z6eYz2/fiXuIqbLnQdZ2b/kmO3xZoeDvbfFU83ty2bFFWFAR2Vdaws7Km4KQmkc3kcjhWuH3saiCcShbMDwKQRAHvKu/ScTewGQwcrmsqOngfj0dJlrmddiFkUeTtLR28vblj0Z2f7jZNDhdPtnQsyy4uCAK7q2o5VNdY0OWUUlVOjw7Nad9YCllN5R+7rxd09Bklife0b6alDDkrRknmnS0biooc58dH6Qr4yzqWqTBb+ODGrcsWDcyywpGGlqLu3oFIqGiHsHXAbTTzme0P0OR03XNx124w8lhTW8HzMJnN8mJfN4HU8toS6+SCla/5Jwpu311VQ7vbu+Rjsamlmn/3S0/SWFM4721sMsxfPXMCf2h5YyaTUeFT79nPx975wLJeZ507syacExU+OxargZ/+43kGBvx8/auvIIoCDY2ld6zoG8/VJzstJt6/fyu1Hsc9vyksxIxA8f889Bhfvfgm37txuWgLtNtJqSpnxoY5Pz7Kd65fpt3t4cnmDg7WNtBgd2KSyx+g6U8kODbYW3CwLgsiT7VuoMJcHpeJKAhs8fo4WNvAj7tv5E1SRmMRXh/uZ6O3AkVY3QO0txKKKNHu8nJ8qH+OuyY03RFCh6IlDLquc3FybI7ibpZl2lweDJJEi9ONSZLnTKJuBqYIp1MLhjnFM+mCuQUtTvc9dwjATJCoh5sFSqUymkqkhPvBcpEFkfd1bKbtLoS83omMpvJqkaTvmWC9cq0yGiWZw/WN/Ky/O885MNPGeCASuuci1kqTUrNFRRhJEHAu0YZ7PyEKuYwan8XKaCzfGhxJpxZsO1ouqiw2PrJx211xaCyXA7X1i2p7WAxREHhHywae6bxasL13T8hPV8CP12wtuWNKV9DPxYmxgiu8dTYnjzaWJz9EEASanE52+Kp5bSjfpRHNpDk3PsK+mjoMZcjREoAdvmp2FRFdF4MoCNTa7FTbbPSH8xelJhNxEkXarb/VEQWBIw3N7KuuX9F24IvZn91VNUWD+E+NDnEzMLWsMXxGU4sK+jbFwMP1zbNjrkxWZWgsSIXbhs1iJBxNMhGI4HPbcdhMROMp/KEYdZUuUpks/SMB0HUkSaK+yonZdEtkSSTTTAZjvHqmi/GpCF0Dk0RiufFDU50X83RrTQFIprP0j/hJprIYDTKVXjsmQ26+pOs6IxNhwtEEIOCwmaitvBWYrmka4/4osiSiKBKTgRiqquGwmqjw2JAXsZCu6TrhaJKpYIxMRoXpWY4kiTRUuzEaZMKxJJFYCp/bhj8UIxJPIYsiVV47FrMBQRBQNQ1/KE4okkDXwWU34XFakSQRXdcJhBOEownqqlwocm6uFE+mGZ+KUOG2YTEpTASiiIKIQZGYDOYWEd0OC26HBVFc2fnzmhAnHE4LH/25Q5w80UlltROP18aBQ+14vKX3sQ4nciqu3Wxkc33lqrY8ziAIAvV2J/9m/0PsqqzhLy+e4WyBVN1CZHWNsXiUsXiU40P9NNidPNbUxjtaOthTVVvWko+RWIRLt9nqb6fWZmd3VW1ZV3JcJjOHahs5NtCTF1qnA68M9vGJLTtXtFfyOotnk9eHLIqot9WiqrpOXzhIaoESjGAqSU9wbvmFSVZod3kQBIFqq41Kq3XOIGkqEWcgHFpwUj0aixJM5k90293eVTHAFwWh6GRb0/UFe86Xi1q7gyP1zZjke/+oSGSzBQfxAG6TmQdrG8qWbg+5gbxJlguWNYzHY3QFpu57cSKjaUXLCgUETOvhwwCznZMKiRMpVUXVV16ceLC2YdW2GJ/PgZqGsi2StLs9tDo9XJkaz9s2kYjTEwqwt7quJJeGrutcnhxnsIgLdH9NfdF8kaXgMVnY4Kkoel87Nz5CSlXLIk6YZJmDNQ1law3rNpqptBQWJ8KpFOkijqu3Og6Dkceb2nAY7/0CyAzVVjsP1zdxYXw0zykXzaR5tucmB2sLO5RKYTga4fToUMFtNTY7R+qbZ+8H4WiS3/+zn/KJd+/lyAPtPH/iOn/x3eP8ysce5qkjW3njQi//8OJF/su/fC8T/ih/+f0TDI+HCEYS/P4X3sO2jprZ1+4ZmuKZFy5w/voQk4EYX/3e6ximHe+//ctP0lTrQQBUTeeZF87TMzhFJJZE03WefnQ7H3pyN2ajgqrpvHymk1ff7KJncIoD25v5nX/+ztnfk0xl+doP3iCRzCBJIl0DE0SiSTwuK//svQd4aE9bycdqcDTIX3z3OKOTYXRdp2tgEoMic3BnC7/8kcNUemycON/Lj1+5wpG97bx06gaBUIJ4Is1vfvYJ9m1rJKtqvHllgG/86BSTgRig43Fa+MS797FvayMIAi+8fp0fv3qZ3//Ce6iqyAXvdvZN8KWvv8gvfugwOzfV8bf/eBp/KI7RIHOzb4J4Mk1LnZfPfOBBNrZULfIsWBxrYmShaTpmi4G3PbENXYd4LIViWNzEU5pWeURBwLRC5RgrhVlWeKp1A9srqvhxzw2euXllekJX2uREJ9dO8muXz/KTnpvsr6njo5t2sMNXhVUxLHuQcH58tGhdcpPTtSID+D1VtbiM5jxxAqAnFGAwElp0bsA6K0uH24thXscOyH1eqWxxcaIzMJUXomRVlNm8hUqLlWqrfc4gSdU1Lk+NLbjKdTMwRWZeQrVAbrC7kkFwpSIKQlHLrw53ZcLT5nTTsUomPN1BP8MFMiCAouU9y8FjMuMzW2aT1W8nnEoyEAmh6fqaELqXSkZT0RZY9VfKKAatZYySVFTAU3WNla4ylAWRB+sasayC+9adcBlNNDlcZXs9p9HE9orKguKEputcD0ySVLNYxTtnRMSzGS5NjhcsZZIEkW2+yrIK14oo0mB35nWymqEnFCSRzSypE8N8rIqBPdXl64ZglKWi51tGU1Gny4lXs0P5XlBpsbK3uu5e78YcBOCxpja+ff0y/fO6aWjTwZj94eCSrltN13llsJfxAm2/AR6qa5oj+BkUiRqfk9HJCOmMSv+wH5/bRt+Qn1Q6m3NVuKwYDQp1VU5+6zNPcPpyH3/6rdfyXrulroLPfvAQ//TKZV4+3cmvf/JRqqcn4l5X7nfqwLg/Siqd5Qs/fxSTUeHFkzf40bFL7N7SwLb2GiRR4OlHt3N4dyt//HcvF32vZy7388EndvFzT+0llcnyF999nR/87CLbO2px2ktziv3o2CX8oThf+PmjuB0WnnnhAqcu9fGRd+zG57m1IH+zb5wKt41f/OBhHDYToWiCpumylr5hP3/6rVfYu7WRX/3EJgRB4MWTN/iL776O22GhvbH0udGF60N8/F17+cRTe4nEUnz1e6/zd/90hn/7mcexmFYu229NjCzCoTjHX7lBPJam88Yof/lnL/GPPzhLLFZ6TVulM/ehZlWVUHzl7dDlRhJFmp0ufnnnPv7k7e/l87sPsvMOfcHno+k6I7EI/9B5jV99/of8l5OvcGVqfNk1jVenxgtaIGVBXDGLfJPTVTDDAKbbTvonC25b597hs1ipsuQ7AXpCgaJ17bquczMwRXBezWO93Tm78uA1Wai12ueo+tr0PHgVUgAAIABJREFUCthC53ZX0J9nt3YYjTTYncsKfyonxR1OepHmjuXDIEps9vpWhVADcM0/SaxAm2KAFpcbc5ndHYooUVFklVTVdUZi0ft+dVBAgFVyLaxmJFEsbtG+C/FHPouVFqd7TQhldXYHtjKOCSyyQqvLU/S994WCBUs+ChHLpIvWxTuNRurtTsQlrx/nIwgCFWZL0fbn0UyqbJ2BPCYLDXbnnb+xRAyihLHIPVeHt0Qmz1LY4K5YcleKlaTR7uThuqaC2/pCQV4b7FtS95hwKsXxof6CC4lWWeFoY+uccY7RINNS52VwNMCEP8q4P8Kh3a0MjAbwh+IMT4RoqvMiCCBLEm6nBafdXPAxZTYpVHrtOKwmFFnC57ZRXeGgusIxW8oAuSYJ7350G1vaqmmt93JoVysWk4HB0VzZryAIWM0GvM6cKFKMCo+N9z62g5Z6L5taqti/vYlQNEEgXHruTVf/BA3VLjY2V1Fd4WDXpjpUVSOb1ea4v+LJNO84vJltHTU01XrY3lGLw5brHnTqUh+CIPDOI1tpb/TR1lDBu45sxaBIvHqmq+R9AfC5bTz50GZa6rzs2FDL0f0d9I34GRjJL4kuJ2tCnPD7Y5w700skkuCFn16kodHLyFCA/t7SJ6A7mnJWn3AixZWBwpPp1Y4gCEiiSJvLwz/ffYD//ti7+aOj7+Lptk002B0lW691cmn/37hynn/14o/526vnCSaTSxIpsppasOMBgEGSaJ223pcbRZRocRa27MczGbqD66GYqw2rrNDuzv/MxmJRAgXKKyBnib4RmMqrX+1we2fDuBRJos3lmTPA04H+cKjgqjdARlXpDQXyBlAVZit19tWTR3Mv90KRRFpdSw+pKie6rtMTCpAoksbdUOZJA+TcdrYF2mROJWJ3pbTmXiKL4oIT3rR2f7//tUKl1YrXbFkV1+qdqLLYyiokSqJItdVedBV/MBIque1yLJOht0AOEeQcGhWm8h9jq2IousiUUVUm44sL9CxGoyPn0CgXgiDcQQxbH38Vot3tRV4FWRPzsSgG3tbUWrDsJ57N8EJ/d9HxVDFyz20/Z8eGC27fVVXDBo93znmkyBKNNW7GpiIMjQdJpbNsaqkilkgzOhlmZCJMe0P5XJIC4HaYcTty17YgCBgNMrIskc0uTmCrqXBgNiqzr2MxG9B1HVUr/VqorXQyEYgyPB4iFEnQPTiF2WTAbpv7uThsZqq8t7plzfxOgKGxEG6HBZfNPPt1j8OCw2ZicCyY9ztnKLSXXrcNgyzNvk61z0kmoxKKruwi/5qob9A1HUkSGR8NkYinefChDbzw7EXii3BOHOhopNplZzQY4SfnrvPgxtz/18LDvBCyKNLocFLvcPBYUyt9oSAvDfRwYniA8+MjhEpIStZ0nWv+SX7/xMv0hoL84s69RftuFyOYShFKFf5diiRRW+Y2WDOIgkC93VFwW1pTGY1FUHUdeY1+vvcjlumAx/kks1n6wgE2e/OtZuFUkpuBfBGyw+2do7Z3eLyY5LmhmIFkgp5QoGCb0olEjIlE/oqU12yh1lr4vFoumq4TTacIp1PEMmmS2SwpVSWjqmQ0jYymkr3t72Q2y/nx0RXZl1KQBJFq6+LuBytFSlUZi0XJFill6Q76+durFyhnRlM8k2E4Gim6PZpOo97nq4OyKBZ1EencndyTe0FaVQmnU0TSKeKZDCk1S1pVyWgqGfXWNZrVctfuRDzGZKI8k8il4DSYymL9vxu4TKaydxPxmMxYFIVoAWdVIJUkVaLDKZBMFAzchekuPf1dnJ8oLferVG4EpopeR6quE82Up+tFtdVWlo5p6yyPaqttVTqcREFgu6+abRWVBTNQTg4P0BMKLKrTS1bTOD06XLCzmFGSOFTXiC8vaFOgwmMjmcowMhHGajZSW+nEZJTpGZwklkjPlmaUC0laWIQvFVkSl72i9I6HtvDlr7/Ef/3qc3icVqaCMR5/cCP1lXNdT4osIRQZ8IhiLsTz9kV4Xc/9mQ2yFHJixO2CRDaros0TUjRNm/M9M2WeK30KrwlxwuW2oKoaP/z+GQ4e7sBmM6JO51CUgiAItFS6+flH9vCV597gdNcQ//PHx/mFo3tpqHBhnFaF1hqCICAhYFUMbKmoZJPXx4c3buOaf4JjA7282N/NcDRSNA9ihmgmzdcvnyOSTvEbew9TabGWfDwCyUTRB78siCvW51qABdODQ6lk2Wo11ykPRinndplfX5vRVLoCfpgXD6HrOoFUMq9ExyTLeX23291erIphTkebQDJBV9DPnqravPN5JBohkJi7CiAKAg23lYssFV3XSWQzhNMphiMRrvkn6AxOMRgJE0wmiWczJLMZ0tOTm6ymoWoaWV1H1TRUPRdCqC4QRng3kAShbOFpyyWeSRedNAD8uOcmP+65eRf3CFKauiYdeIvBLCtFcyVUXSd8FzrGrCRZTSOaSeeEzGCAa/4JekMBRmNRopk0iRlhYvpazbtONX32b+0erhRbFKXsZU0rhU0xljW4FsBuNBYtjcioKuEiCyjzmYjHit5zR2NR/v/Tx5e8j0uhnMHHLqN5NnttnXuHy2hatfONCrOFRxpaODs2QnzevCGSSfPT3pvsqaoteSIfzaT5WX/hMoIqi41HG1rzgmoFASpcVmRJ5ErXKA01bmoqHNT4nFy8OYLFpGCzLm6MJssSmq6TzuZfS6vtCW4yyphNCod3t9JU68HrstJQ7UaW5wqLC30CHU0+zl0dYGwqgseZm4ONTITwh2Ls3FiLQK58JhZPkUxl0PWc6NA37CeWmCvwDo/nupRYzQY0Xad7YAqTUZnN7Fgp1sTTzO2x8dGfe5BQKEFzSwU6sP9gG7X1pQctGmSJDxzcRiyV5m9ePss/nb3OtaEJHtvezub6SnwOKxajAUUSS1aEKhy2VRWuKQoCPkvO3rm3uo6PbdrO831dPNfbyeUiIU8zJNUs3795hVqbg1/aua/kEpFoOl3UMimJwoqJA4IgLDiJjGUyJLPZdXFiFSFMt9xzm8xzUu0zmpYrDSoQnjUQCTE1b0WyymLDO89e6zVZqLHZGbotMDGezczmSty+UqcDI7FoXu9ugyjR4fYuWUHXdZ3JRJwLE6OcGB7g9OhQLuxzesVV1e7l9GXxCIJQVhvwckiq2aJ5E/cKVVv53I97jd1gKDrp0zS9aDnWaiejqfQEA5wZG+aN4QHOjo/gT8ZJq9Ni4RoTnWRRWpVW8UIYJbnsLRTNslI0n0fX9YKOikIEkolVVQ6qQ9ncWVZFWZUr9m81DLJ8T8s1F0IUBB5taOGbVy/QXaC86dXBfia2x6gq0VF5aXKMzqC/4LYdvuqCZb4AbqcFm9XE5c4R/tl792MxG2iodvP958+zpb0aqzm3MD0VjBGNpxgeD822ILVbjThsJpw286xLoL7aRSKZ4cU3bhDYVI+m6Wxuu/U6dyKVzjIZjBKKJIjEkgiCQPfgJCZD+SfpU8E4wXCCaDzFVDBGKJIgGE6wqbUKq7m0+czerY28cOI63/npWR47uBFREHjp1E0MssShXa2IokBjjZtkKss/vnyZA9ubGfdHeOnUTbLq3PtNKJrgm/90hkO7W4nEUrx48gabW6upqypfqHEhVs/MegE0TUMxyFT47ESjOQXcV+nAZCw9qC0QS/CDk1foHJ3KrX6oGjdGJrk5MonVZMBtNWMyKCiL6Ef7Ox9+nK0NK9tOZSmIgoBZVmh3e2l1uXmqdSOvDvXy99cucXVqoqhIkVJVvnntAjt8VTzS0FKSupvWskW7BggIRQOTysFCK0VpVb3vLddrkTq7A6/ZMkec0HSdoWiEaCadJyZdGB/NmwA22J1UzAtDNUq58Mb57apuBCaJpFNzHDxZTWUgEsoLaDJIEpuW0OFF03WmEnFe6Ovmh11XuTI5TmCNryjPIK6SCU9G00quG79r6Pe/OOEwmooK1VldYzQeXVOJ/GlVpSvo53s3LvPKYC/dwcB9kZshCqyZz0AWhbJbgpUFy48o+d6RyGZWvLPKvUKRpFzA7Tr3lNUStl2MeruTRxpb6L6YL070h4McG+jhQxu33VHoymgqxwZ6CuZUyILIky0dKEXKjIyKQmu9l8lAlIYaN4Ig0N7ow2RU2NBcidmYExX+4cULXO4cJRJLIssSz/zsPNbXjezf3sR7jm6fnSNubq3mPUe3c+xUJ6cu9eGwmfnCpx7FajZgMsh4nTmnxuz+SSIep2X25wdGA/zVM28QjScZ90cRgP/xjWN4HBY++s4HaKh2YbeakCVxzjVmNip4HJY5r70QiVSG7sFJZFnkavcoN/smyKgqgVCcB3e18Imn9mIyKLl9dlmLOqEqPXZ+9ROP8P3nz/ONH50CPSfQfP7jR2iozh3PDc2VfPr9B3nu9WucvzZEldfOk4c38+qb3RgNt575bQ0VmM1G/vYfz5BMZ9i+oZYPv303xhVemF8T4sTkeISv/fkxYFoFj+SUq8/8yttobi1tMjEWjPLHz75OOjvXiqsD0WSaaHLxq3Kx1OpaySuEKIjU2x18aMM2DtU28a3rF/n2tUsF6+0hZ138/s2rPFBdV5LrQNX0og9zQVi5G7EAC64UzVjj11ldVFlsVFqsXJ739UAywUQ8Nuec08kp77cjAE0OF27j3LZMBkkuKCx0BvyE54kTiUyWvgKrAnaDcdGtsrKaxsWJUf7swmleG+ojnErd9xPWe0HOTr8uNt5tXEYTliKhoJquMx6LkFLVkp1295JIOsWPuq7z15fP0hXw3xeixDo5REEsOvFeTNvltKret/dvYV2aWKcETLLM0YYWvnfjSl4pZTST5qWBHp5obsdtWrg15kg0wpnR4YJdWzo8Xrb5qoqej4IAH35yN+85uh27NVdauq29hv/2r9+H2aTMOiLe//gu3v1INu+aNRkUDLdNnk0Gmfe+bQePP7gJVdOQRRHHdMDk/u1NbOuomf0/QF2lk9/67BOz4kRjjZt/8alH81xVoijgsJqQZYlPPb0PXc+1Qp3h8O5W9mxpwG4pzfFw/toQL528ya/93CO01HsRENA0jRdO3OAHL17gPUe3YzYqHNjRzLaOWlxF2pOKokBrvZdf+djDubINdEwGBYvJMHvszEaFpx7ZyqP7OshqGgZFwmIycHhPGxaTMuugsFmMfPQdu3OZFYDFpGBehDFgqaz+EQXg9lj58M89COTCMSfGw5x+o2vR6ruu64tyRtyJtWKREwQBRZJocrr49T0PsslTwX89+QqDkXDe92q6zonhAa5NTbC3uu6OqzGiUHwVRNdZsZrs3ICj+GuLd0ySXudeYJjurPHqYN+cNp6BZILRWJTW2wIzJxOxvJ7bFsXAJm9FnoVXEgRanG7sBiOR28Jgh6NhRmMRWpy3SsAS2QxdwXxxosXlxr6IvImspvHT3pt8+czr3PBPLjioFci9d4MkY5QkPCYzXrMFt9GM1WDAIudqxo2yjElWMEkysijwXG8XLw/2lrxP9zMLXc1GSSq7VfxOGFexPbdc2BRDLoOIwrW5U8kE4/EojYsU9e42E/EYf37hNH939QLhO4RFS4KAUZJRJAmLrOCzWPCYLDiNRqyKAbOsYJJlTNLM9SoTSib526vnGbnNEbZOYdSZUW4Z0XStaHNlgdLHaguNd8Tp8+JuXvMWWSl7Psc66yyEKAhsrahiT1UtL/Z3520/PtRPV9DPAwWyvGbQdJ2rUxMF2/JKgsCR+uZc+/cFrjer2TinjEFRpLwSimKT8/nMdOC43REwg8mo5LnwZVnC7bi1oGVQZHzuhUtZZkSUQq89PhXh7589SzRW3FFrt5mwmo3EEilMRmXWbZFMq4xMhnHYTEiiiCAIBfe50Hu2mg1FS1cEQcCgyBicc4/JzDHNqrcW340GueSSknKxJsQJo0mhta1y9v/1DR46b4zi98doainNOVFht/DZx/eXdb9q3CuT6r+SmGSZd7RsIJJK8f++/lLBEo/xeJRLk+PsqqwpWsc5g2GBSYGOvqJW7IWCohRRWg9/WqVscFegiNIccSKUSjIRj82xiHcHA3kTCZuisLGAQ0IQBCotVupsdq75b/2Mqutc90/yYG3j7NdimTQDkfx2Su0ub8mhcqqmcXyonz869RpdQX/RsbY07Vxqd3vZ4atmi9dHk8OF3ZALhZvphiAK4qygNmPRzqoavaHgujgB08eq+L3oo5t20OH23tWJQ43Njs1QWs3qWkUQhOnwWbGgc2UiHmMgElrV4kQ8k+GvLr3J1y+fywt5ux2bYqDV5WGjp4Idvmo63F5qbPZpoVBEEkQkcfoaRZgW5nN/dwX9/Kj7+ro4UQJZTSv7osWdXrOYfXw+BkkqutjS7HDzya07Z1tY3w0USWKnr+au/b511gFwm8wcqW/m5MhAXvlrMJXk2EAPuytrijqjk9kMrwz25rWAh1xHtCMNzWXv2LOaMRhkWuo9JJLFnz8Wk4GGGjed/RP8z789RpUnJ974w3GyWY0PPbF7jrvjfmdNiBORSIJzZ3pv/T+cpK9ngn0H20p+DZ/TxufefnAF9m7tYZAk3tG6gZcGeniuLz9JVwcuTo6SVLfeUZywKYaiae7aIoKoFouu63NWyOdjkmUM4po4vd9ybPBUYJCkOROFpJplMBqaDa/UdZ2uoD/vM3abLLQVaEcK4LNYabC7uDavu8flyfE5osdoLJrX/lYg157UVCT8bz4DkRBffvN40bAnURBotDv5wIatPNLQwkZPxaKt7/NbOr2VUURpwXDOQ3WNPNncvmbq7tcSGz0VSKKYF5QFMJWI0xnwc6CmYVWu8KqaxrO9N/nGlfNFhQmjJHGwtoH3tm9mf009NVZ7XoL8nVh973z1ksxmSi6zKJVENkumyGKFKAhYlNJsyFbFUFTg9FksfHDD1lXTwWiddVYKURB4W2MLf3f1AjcKtHL/WX83n9yyq2gw5mgsyvGhgYLbOtxe9lQWd13cj7jsZp46sq2k762ucHCjZ4xAJIEAOGxmWuq81FY6b7UBvQsYZInHD24imc7MKZG5W6yJ2VsinubiuVsnusEg8fDRzTSX6JpYJx+3ycyjjS28NtRfcNDWFwqW5HpwmcxFQy+zmlYwDKcc6IB/gdd2GIyYV1EnlXVu4TNbqbLa5rT9BBgMh0mpWQySRFbT6A0FSM5T3jd4vEUHmnaDkWanC3neKm/ndB/5GXGgJxTIGxw7jSbq7Y6S7L+arvPMzatcnBgruF0SBA7WNvLrDxxkp68Go7Q2WxWvJiyKsmAGTjCZQGfZLcbXKcAmjw+bwUAqkb8Kpuo6p0eHeE/7pjvWIN9tdF1nJBbh65fP5d1rZnAaTXx88w4+tXUX1RbbokWJdRZPNJOe45orz2umijopJVEsWVCoMFuKPgOS2SzxTGZdnFjnLUGV1c4jDc0FxYmBcIjXhvp4f8eWvLGNDrw+PMB4vLCL7LGmNswlioVvRXxu2x1LSO4GsiyxfUPtvfv99+w3L4LKKif//Atvv9e7cV8hCgKbvZW4TWbi0XxxYjIRLxhkMx+30YSjyKQhq2mMxiLL3tdC6LrOcDQ/MwNyk8MKs+Wu2i/XKR2Lkuskc32ew2EwGppt/xpOp3LtRef97PaKqqJOHVEQ2OipwKIoc8pBppJxBiIhOtxeAHpDgTxXQqXFSs0daiBnGIlGeL6vs6B4JwBbK6r4nUNH2eD2LkuUWEyQ2/2ORVHyQlBvZzSW6xpR9jYA61BhtrDB7eX1eS19Zzg9OshwNLzqxAmAU6NDnBsfKbhNFkU+vmkHn999YNktpzX0FctXut/wJxJlLffUyWUWFXPGOAzGksv1Ki3W6fKxfCEumkkTTCWosdmXsbfrrLM2MEoSjzW18Z3rl/ParofTKV7s7+HxpjYc88S6WDrNq0N9BVt/V1ttHK5rzPv6OuvMZ32Z4C2Mx2QuajVPq2pJgy1Fkmh2uguuWKZUld5QcEXSr7N6bmW9EGZZodHhWl+tXqWYZYUOlzfv64OR8KxTIpRK0jcvDFMRJTZ6fAsGH270VGCd110gkk7TM32u6LpOfySUN+mvtNpK6t2t6zoXJkYZKBAmCzlb8Ke27srlHyzz/NPRiWeK1yi+lZAFkQaHs2hpR3fQj3bf5uzfWxxGE3ur6xCL+FImE3Ge7+talZPzYwM9Rfdre0UVH920DVuRbiSLIa2qq6/V7SplPB7Nc8QtB13XGY/HiBcpIa212UteqHAYTVQXeQ4EkgnGYoW7nK2zzv2GIAh0uL3sq6kruP3U6GBuAen27oe6TnfQz+XJsbynsQA8VNdErW3tZfWtc/dZFycWia7rc/6sZYySXHSit1AXjvls9voKWiEzmkp3yE+qjAORGSbjcUaihV0ZFkWhzZ0/+V1ndWCUJFqc7ryQsqlEnHA6ia7r+JMJBsKhOdvr7XaqrbYFJ/0NdhcVt7UNBYimU/QEcw/ReDaTC968bbskCDTYnEUdQLej6jqdQX9ei60ZWpxuDtc1lqVTjDY96F4nN1Bqd3uxyIXtoJ3BKaLp1d/aeS1ikmX2VdfhMRd2RmQ0jed6OxmMhFbVMzGezeS5s2YwiBKH6hppcrqXLyJOZystlIG0zi2GomGimfIdq2Q2Q28oWLR7V6PdVbT0dD5WxVBQOIdcEGBvOFCSo3Sdde4HPCYzjza2FhRwR2NRTo4Mzimhzeoa5yZGCnYCtBuMHGloLosYvM79z7o4sUgCsQTPnLrC37x8lrHQ2k7mjmXSZIr0ercqBsQSW/PtqqzBXGTS0BcK5q2ALxcdODc+UrSO2Gexzlr411l9CIJArc2eJyJkNY2haASdXOnF/E4yLU4P3nk/Mx+jLLHJOzeLJqNp9IUDJLJZxmKxvEmEUZLp8JTmdEhms0VFMYDtvqplW8RniKTTDEZCd/7GtwhbKyqLlg6Mx2Ocnxi9y3v01mFbRRUb3BVFt98ITPH9G1dIFej+dK8Yi0XzkuZnsCoK233V5RER0RmNRosKluvMJZbJFA0SXgrhdIqrU+MFtwlAh6f0oGO7YmB7ZeHzQpvOV1kXoe4d617Yu4sgCDxa30yjw1lw+/N93cTSt+6x/4e99w6s6zzvNJ9Tb++46B0gwAb2IlK9WbItF8l2orjEjuN4EsfJxE7Wu5vN7s7sZHeyyWTS1kk2M3ZiKXGL7cSWI8uW1QtFSRR7AwkQvd7e76nzxwVBUrggAZBUxfPfxbk49zv1e7+3/N6cpvHs6FDVbLWOQIgbGlpWM5pXWRKrzollMh5P87c/fYk//uEzjMSu7aL7jWYsm1l0oq33eBet7X89jV4f62tqq24byaQ5EZvBvIbRhrJhsH9ybNF+9dtqG/GtemfnqaRjL96P+s1Ix673+qh1X9qz2rQtJnIZLNvibDJ+yTZREOgKhq8oRqaIIusjC+/FkUyarFZmtpBbEGF3yDK9l1l4XYxhWZeN+tV5vNdM6+R4bPq6Ccq+Hal1eeiL1lfdliwVeXZ06Lpkaa0CYZebezq6L1sG+O1TRzgwPfEGj2xx8rqGsYjzXZUk6t3XRnSsZBgcmplcNHK/ykJemRy/ZvuayGUXdGg6j9/hpCsYvmLXsfMokkRfTd2iTvCXJ8cYyaw6jN8sLrewtexVjabrQa3Hyx2t1TsjDqYSHItdEAYfz2WqCoVLgsDeplZql1A6u8oqsOqcWDZF3VjU4Hk7oZsmBy+TfdAZDC+5D3HY6ebWlvaqreRKpsHjw2cX/Z3lYts2g+kE+yZGqi6qnbLMLS3tSzZG3g04ZHnRiINmmhQXERK7ntS6PQs0HkzbZiKXxZxrI3oxHkWhJ1xzxXaFkiCyJhRZoE0wmp1zThQLC9rbBlQHbYHgEkduc7k1yGJ1+culZBg8PXJuQcvTdzOqJHFHa2dV549p2zw5PMjpZOwtVVrwTuK21s7LOvGm8jm++tr+BXXIbxaWDYvLkAjXLII3mcvywvjINdnXu4UDU+PMXoOSNdu2eWpksKr4HkC7P0hnoHrr6cXYUFNLb6im6ps8USryw7MnV/VF3iQckrToDKtbxqpG03VAEgRub+2o6rBLlYu8MD6MaVnYts2+8REy2kJb36c6uLOtuoPjrY5lWatt3d8EVp0Ty6So6VX7vb+dsG2b0Wyan547U7V+UhIE+qJ1S06FVESRW5rbaVpE6OaF8RH2T45d1ZjPo1sWjw2eYXCRtNBN0XrW19Supv9dhE9VkRYxxDNaifgiKvzXE1VcqDthWhYTc6KYrxec9KkOesNLy26odXsW3IuT+SypcolYFeG0jmBogYjmYkiieFnl94xWvurojW3bnIjP8PTouUvqOd/tiILA1roGNiySpTWUSfLdU0dXDdTrRIPHx8d6Ny5awmcD+ydH+aP9zzK+SCelNxKXLC/aGtSwrapG9HIxLItHBk6tll8tk+FMiidHBq86a288l+GJRcRYJUFkQ00tjcvsrhF0OLmrvauqToVhWTx2rp9XJsfekgKw73R8qmPRZzqracTeBFvmHY8g0BWMsKexZcEm3bI4PDtFrFigZBq8OjVRVex2Z30zHYHQGzHaa87gsTGmRqpnZq1y/Vh1TiyTkmZcF+eEYVlktfJ1n/DOi3f9w7HXqvYvhkrWxIZILeISyzoEQWBtOModrZ3IVXQqMuUS/3DsNQZTiauKqJmWxYvjw/zLmRNVA2IeReX9nb3Uuy8vmvhuw6OohBdJU53K5zibvLrrshIEQaAnXINTvuCcsIFYqcBgKrmg3KjG5V7S5CYIAhGXm/bXfVczTQZTCaby2QXp172h6JIdcaokUePyLLr9TDK+aEu7pTJTyPP3R19bXfC8jopWiZ8PdK9d1Jn044HTfOfUUYqGfl3u6XeKGPJKUCWJezrWsKexZVGtBtO2eWJ4gP/rxac4FZ/FmIuovRlEXO5Fy1CKhs6ZZPzq56OJEX7Qf2KBPs7KfgVqAAAgAElEQVQqlyena3z31FGGVphlY9s2RV3n2yePLsiyO0/Q6eTu9u5FF7OLIQgCd7R20ldTV3X7ZC7LXxzYx+nE9cvSere+Y66EW1EWLbmZLeQ5HZ9ddRpdYwTA73BU2oZW0dPqT8QYzaYZzqQ4l04ssM2dssxtrR0Er1CSuxjpRI5ULMvU8CxTw7OUilplHZMqkE5UWoibpkViOk25qFHIlUjOZpgZTzAxOEMuVcC2bcpFjcRMmthEkrGBaTJz/wugawYzYwnGB6ZJx7NYloVpmMyMxXn8Wy9y6JmTjJ6dIpOs6Ayahkl8KsXYwDSTw7OUCuXV5/UaszSLfJV5ipp+XdSaJ3JZvn70AFvrGtgSbaDZ51/2pHolbNtmtpDna0cP8IP+E1Vf4ooosrexZdH2oIuhSBIP9Kzn2bGhBcaCDbw2NcFXD+7nd3fetOxIBlS0EY7HZ/jzA/sWXbT11dRyb8eaa37e3u64ZYWOQKiqMGmiVOSJ4QF2NTTjd1wbIcelUim/kMlyIZMhr2scmZ1asMDvCUeX3Ks+4HDSHggiIlzSXvJ0Ika8dGlkRQC6Q0svYVJFab6lZblKau+J+AwDycRlHRiLYQOpUpG/O/wKTwwPrDbGrIIsitzX2csTwwNVU+lT5RJ/c2g/kijwkZ4NeK+ROClU+rcfi0/jkVXWRaKLZiO9k6lxufmVvm0MpBKLCh0blsUTwwNM5LL82qYd3NnWeU2vg2aa5HWNgMN5WUHLoNNJndvDmdfp1wAUdZ39k2M80LNhRUZzRZR5ir949cVVJ+IKOTgzyUPHD/KlHTdeUUuoGk+PnuNbJ49UfQ8DbK1tYHNtw4rG1uD18eDaTZxKxBY4ym3gwPQ4f7T/Gf7nXbfQG665ZjaHaVlM5rP0J+Jsr29c0Xl5J+OUFToD4arPdKpc4vHhAfY2t614IbxKdURB4Kbmdtr8QY7GLtWUiBULnE3G8agqY1Uy5lq8AXY3NC852Pl6fvLQc0yPxHC6HaRjWTbuWcNdv7iHF/7tNTKJPA984W7y6QLf/rNHue0ju8gm8zz1vZeJNARIx3NEG0N85Dffw/jANN/9i8eob4+STebw+Fw8+OX34fG7ePnxo7z29AkEQHUq3Pupm4k2hnjpscMc23eG6dEY44Mz7LprI5tu6mXg6CiPPvQcsiJhWzbv/eWb6epbmFmyysp5RzgnbNsmX9IYT2YQgMawH49DvSR6rpsmydzVi8vNZvLXJXMir2v865kTfO/0MVr9Afqi9exuaGZTtJ6Q04VHUVAlednq4rZto1sW6XKJgzOTfPPEYfZNjC6qqt4eCPHR3o2LRpwuR284ymc2buOPX35uwYRu2JX015Jh8Btbd80vTJcy/oKhs298lL85tJ/DM5NVF20hp4vPbtpB1L38ReE7HZ/qYEttPc+Mnqt67h4bOsOGmlo+2rsBhyS/YVkndW4vdW7vJamYeU3j4PTEgtKLTdG6JXePkUWRNaEa3Ipyib7EqURsgV5MyOmiyRdYdpZQrdvLaJVFSbxY4BvHD9IWCFHn9izpXNq2jWFZDKaTfP3oAR45e+qqsy/eydS4PXx+804GUgmm8gs7Js0WC/zZqy9yPDbLJ9ZvpisYwq2oy3p3WrZN2TDIGxqTuSyvTI3z3NgwpxOzfHzdZnrCEaR3YeKhIAjsamjm1zbt4E9eeW5RTRTTtjkWm+Y/vPgkjw728+E169hS20DQ4cQhL20es20bzTQpGDoFXWckk+LgzCSHZibpDIb50o69l51DRAR2NjTzfBUnlg3sGx/hJ4P9fLh7HS6leqlKtTHldI0Xx0f46sGXOBabWXUirhDLtvnn08ewbPhs3zaafYEragqdtweeHR3iT195foGz+Twhp4tfWNtHYIVOMUWUuLu9i1emxvhB/wm0180bpm3z/NgwU/lH+fSGrdzV1kXI6UIWxSXPn7ZtY9oWBd0grZXoT8R4dnSIA9MT6JbJ3979oVXnxOvwKgpb6hp4fOjsJYGH8zwxPMCmaD0Pru3DKb9xtsy7gYjTxV3tXQucEwAHpycJOJwLSiolQWBbfeOyg50Xo5V0REnkwS+/j7EzU/zzXz7G1lvXYegmumaAPTdXlHQs08I0LAq5Ep/45PuRZIlv/ddHOf3aOdxeF6l4jl/80nupa4nw8B/9iANPHmfjnh6e/sHL3Pj+rTR11fHz7+zjuR8d4OO/+37e9+lbOHdinB13bOSGezcjiAK2bTM2MI1lWrz/127H5XESjC4/4LrK5XlHOCeKmsE/PH2A7790FEEQuH/3Bj57+048zgupv6OxFL//zZ9e9W/FswV04/qJIeV0jRPxWU4nYjxy9hQhp4vecA0bamrpDISp83iJuFwEHE68iopLVi7x2lu2Tdk0yGka8VKBqVyO04kYL06McGhmkmy5XPWlDhXRwU+t30LPEmv7X48iinygay3HYtN8v//4ggwTzTR57Fw/A6k4D/Rs4MamVjoCYdxVDEPbtudahM3y5PAAjwycYiqfqzpylyzziXWb2dvYuqo1UQVVkthW10SNy8NscaEIWbJU5K9ee4lUucS9HWvoCIQuGwk6v2jIaGXyukaNy72iyKhTlukKhTl+URu4eKnAK1Pjl0TDVElaVKBsMXpCEbyq+jrnxOyCaHe9x0uty72sffeGI/SGaxjLphfcj+eFGb2Kg89s3HrFqJppWYxk07w4PsJ3Th3hZDw2395XoFKSUzT01U4AFyHA/AL5zw/sq9pxKFUu8YP+47w0Ocqtze3saWqh3R+i1uPFrzrmM2XsuW41pbl3ZrpcIlYsMJ3P0Z+McSw2w6nELNlymbJpYMO7Pm1YFSU+2L2OiVyWbxx/bdF2nVB5tzw+fJZ9EyN0BcPsaWylN1JDg8dH0OHEq6ooooQgCOimSdk0yGoaqVKReKnAcCZFfyJGfzLOTCFHyTDQTJN7O9Ys6TrsbWrl60cOkK5yj2S0Ml89uB/dNHl/Vy9hp+uyi5m8rnEyPsujg/08MnCKWCE///wroogiSpVyoiuOapXz5HWdb508zNlknPt71rOzvokmr3+BoLU9Z9ecScZ57NwZvnf6GDOLCGrKoshdbV1XFa2FilP/s33b59/Pr8e0bU4nYvw/Lz3DIwOnuKuta07jwk/Y6catKPNOuPNBooKuk9FKJEslZgt5RrMpTsZnOTw7xXg2Q8k0MCyLFl9g9T6qgiJKbK1toNbjqeqYzmhl/vrgflLlIvd19dIRCF/W4WXbNpplktXKZLWKLXOtWoG/E7m9pZOHjh0k/rouYkdjU1VLLV2ywp1tXVd0Ol4OSRJp6qwjEPait0awgVLhde9zuyJceZ661gjhuiCSLBKs8ZGcyeD2uqhpDBJtDOEPe6ltiTAzlqCQLXLu+BiKKuN8oR+trNPUWSnpEuecjYIoIMmVY7Bt2LS3h7Gz0zzytadp7q7jtgd24XCtdgi8lrwjnBP5UpmfHzlDLFvxov/bgVPcv2vjJc6JomZwfHShx++tijkXISjkdMZzGZ4cGUQRRYIOF0GnE7/qwK0oOCUZVZKQRRHLttEsi5JhUNC1eQHAVLl0xYnOq6g8uK6PD61Zt6SMhmoIgkDQ6eQ3tuwiWSry5PDgAkE/07Y5lYjxJy8/x7d9AToCIToClUWDR1GxbJucVmY8l+FcOslgKsl0PreoQ0UWRd7f2cuvbtqOV119OVRDmBMS3NXQxE/Onalq1E8XcvzlgX3828BpesM1dAZDBB2VSJBhWRQNnbyuk9ZKpEolMlqZ3JzB/3s7b2J3FbGkK+GUFrbwTJfLC6Kxbf4gtZ7l6Yh0BsOEnK5LDJhqwp+NXj/RZbYUdCsqD/Ss55WpcdJVutCUTIPv9R/j0MwkNzQ2s6W2gfZACJ/qQBZFSoZOrFjgXDrJ8dgMx2LTDKQSC4SkOgJhfmHtRr598ghDi6TQvxsRBAGXrPDguk0kyyW+duRVilVEuAzbYiST4uETh/jBmePUe3xEXG58iopTlufu7YqjrWwa5HWNrKaRLBdJlYro16F8752AIAj4HQ4+t2k7NjYPHz+0oAPOxVhzjuaDM5McnJnEIUmEnW78DgcuWUGZMwB100S3THK6TqZcecdcTQmlIAj0hmq4p2MN3+8/XtXBN5ZN88cvP8fPhs6yu6GZDTW1c3ORMjcXVTJn+pNxjs5OcSI+y2Q+e8k7VBUrWhxRt5tvnTxS9V5cpULI6eSmpnZeHB+Zz3rQ57Q7KhkxIdr9IdoCQSIuNw5JRrdMZgp5BlKJSn17Jn1ZoeC+mjp+tW/7VWcdCIJAVyjM/7TzJv6j/hRHZqeqzp05XWPfxCj7J8eIutzUerwEHU7csoJDkrEB3TLnO2PldI1MuUxirnPUqhNi6QiCwMaaOvY2tvLDsyerPtOzxTxfPbifx86dYW04SmcgRNDpRBElDMuad0Rn5myZ9FyQxTBNvrzzJm5qbnsTjuytjyAItAeC3NrSsUD37WwqUbVT2bpIdFHtlqViWRbJmTRaSSeXruhHKKqM6lAoF8roWuXviekLmazpWJZivoSsyBSyJdy+yrsgm8iTz5bw+F1kEnka2mtQVJn6tigf+OxttPY2YpkWslJxmNuCjSgKaGUd0zDnHRX+sJeP/uZ7mBqe5Yf/7Un2/+wI93zixtVMnWvIO8I5IUkiQY9r/rPftbii79sZ3bKYLearRr/PPxIrmeg8isLHejfy7zbvqip4s1xa/UF+d+dNGJbFs2NDVQ1MfS6NfTCdRBFFZFGcjzKYto1hWlfsVKBKEu9p6+a3t+8h5HRd9rvvdryKyi+u3cTh2SnGstWV9DXL5GSikrWjSBKSKCAgYGPPR5hN2660jZr7H5/quGzk9HIokkRHMIQiipddCHYHw8uuIfUoKl3BMCfjs4t+RxIEWnyBFTm19jS28r7OHv759LGq97dl2/QnYwymE/zLmROoooQoiAhCZZtpWWiWSckwqhpYTV4fX9qxl50NTbw6Nb7qnKiCW1b4lY3bEICHjx+6bLvivK4zkEpcoocjsLL35SoVQk4Xn9+8E4+i8tDxg4tGsl9P2TSZzGeZzGev8wgr76ePr9/MoZmpRQWgc7rG8+PDvDo1Pu+0EgVhPkvGME3Kcw6s198vkiBwU3Mb/377HmYKeX509tSqc+IyKKLEB7p6afL5+fujBy7JkCsYOsdiMxyPzaBIErJQcVrZto1hW+imecXntcUX4Le27aE7FLkm45UEkU3Ren7/hlv501ee55Wp8UUzdizbZrqQZ/qi5+Bq7LJVquNRFH5hbR8HZyY5l05W/Y5hWZxOxDiTiFdsGeF86+CKHVPNlnHJyqItaVep4FMd3N7ayRMjg5cEZqq11pUEgVtbOgi7rs42ty2boZMT/OShZ5kcjtG2tpFQbYD2dU0cePoEjz70LIVMiWL+QlArNpHkie+8hK5VnArdfa3Ep9JkEjme/v5+VKdKYjrFPZ+4kXB9gM039fLMv75KU0ctlm2zdnsHvds6EASB5jX1HHr2JHpJp3d7B81ddRx54TRDpyZwuFQsyyZY44PVvO1ryjvCOeF3Ofh379nNYwf7sW2bOzd1E/FVV/QVBYEbelrZ1b0y8ZJDQxM8d/Ic5lus7+1KRiMKAs0+P5/ZuI2P9GzArzquiedPFAR6wzX8wZ7b+LvDr/CjgVOXbe+nW9ayo5R+1cHHejfya5t3ULfMyPe7EUEQ2N3QzK9v3sWfH3jxsi23LCoptCy5emllz4IoCNR7fETdHiZy1Rcq0lxXj+U6zaS5CMuPB04v+h2XrLAmFFm2jgtU2s39+uZdTOWyPD8+vOj9W+nCs3SDR0SgIxjid7bv5d6ONYhzx//0yGpb0ddzvjPLb2zZRZPXz98deZXhdHLJJTBX9wZfNUQEQSDkdPG5TTvoCob570de5VhselGBwjcDQRDYHK3ni9tu4D+/9AxT+eyi171kGsvquuGUZW5r6eAru26mPRDCrzqodXtW2xlehrJpolkmn9+8A8Oy+O6po2SqCE5qpom29AkIgUq23O/tvImbm9uuKo389UiiyI76Jv7TzXfxtwdf5ufDAwvGvBhX845ZfcNURxAEttU18htbdvFfXnn+sk7ReVtmlWuCIAjc2NxKdzDMgemJy363wetjb2PrijOxzyPJEut3ddHQHqW+PUrP1nbcPiddfS185At3MzUcI7jZx6739FHbHOHEywN09bXQvr4JQze57SO7iTaHiU+lae1toHtTG1pZZ9fdfTR31yEIAvd99lbOHh4hOZPBE3BR1xKZP947PnYDZw4OUS5qqE4FQRRo6q5DK+sYusl7P3UTXX2tiOLqE3steUc4J2RJYld3Cxtb6gFwqQqyVH1yUmSRG9a08Ilbtq3otzwOlZf6RzCta/vCc8oyjV4fWa38htSXR5wudje28Mn1W9hW17giAcwr0REI8bs7b6I9EOJ7p48xmEouWp6xVGRBpDdSwyfWbea9nT2rGRPLQJUk7u9Zj2aZ/MOx1xjJXCuV+ZW/lGvdHurc3kWdE15FZU0osuxMqPMOMkkQFn2eXLKy4gibIAi0+gN8ZfctuF/bxxMjg1X7ey8HRRTZXtfIF7bdwO6G5vm663WRKF5VvWxmwLsZt6Jyf896ukMRHjp+kOfHhkmUrl78+PU4JIl2f6UMbSUOrXcqDkni7vZu1oZr+O7pY/xs6CzD6dR1c6YJVLKuhCW+dwRB4O72Lizb5m8O7qc/GbvqSHbQ4eT+nvX8ysaKkKMoCLgVlXWRWk5cJlvr3Y42l1Ifcrj4rW03EHG6ePjEISZzizuNroQiimypbeCLW29gT1PrAr2Ka4EoCKwJRvj9Pbexqbae7546xplk7JqXfglA2OlmS20DntUy1UVRRJH7utZSNk2+fvTAohkUq1x7Qg4Xt7d2cnBmctEsIgFYH6mlN7Iy/brX78wXdLPrPZsu/bMksGZzG2s2LyzDUR0KfXt65ss5ziNKImt3dM5lOlzA5XHSt7en6s/7Qx6237Hhkr81tEVpaIuu5GhWWSLvCOcEVLzbPteVo6uyKBHwuFDllU1gXpdacXxcYzH9Jq+f/3zLe9g3McK+iVGOxWbIaxq6ZWFeAyNPEgQUSSLq8nBjUyt3tXezu6H5uor/CIJA1O3hc5t2cENjCz86e5KfDZ1lJp9Ht66conkeEQFVlmj2+rmvey3v7VhDT6hmtb5rmQiCgEdR+eT6LfSEavjHE4fYNzFKboUOMUkQcMyVf6yUGpeHBq+PgzOTVbcHnM4VCbQKgkCj10+9x8d4lfZWUGk12OYPLnvfF//G2nAN/+HGO+mL1vOD/uMMZVJLSj+e3wcVp1G9x8cDa9bzoTXraA+ELvnOxkgtAYdz1TlxGRySzI76JnpCNbw0McKjg/28ODFCqlRa1rvmYiRBQBElwk4Xm2sbuLmljR11TXQFw+/IssGVIggCsiDQEQzz5Z038sHutfx8eIAnhgcZSMUpGsZVaUeIgoAsiDgkiVZ/kBub27izrRNlGdfAJSt8sHstrf4A3zxxmCdHBkmXy8uaW0VBwCnJbKtr5MG1fdze1nmJCJxDlthSW8/3+48v6/jeTWimOZ9JFnA4+dVN29lUW883Txzh+bFhcvrS5yJFlKjzeHhgzXo+0rOBVn/wutoEgiBQ43LzqQ1buKmpjZ8PD/Do4Ol5vaCVzKECFZvUKcu0+4PsbWplT1MrW6INBN7g1t5vJwRBwK0oPLiuj+5QhH86cYjnx4ZXHNybt2VWbcorIggCd7R28k8nDi9amudWFO5o7awqkrlcVIeCrC59qSrLUiXD4XWXUpREHC51wd9XeWvyjnFOLBVFEvE6V/7AXC4r42pQJYnNtQ2si9Ty0Z6NTBVynIzPcjw2zVA6RaJUIKdpFA2DkqGjWSa6WXFcWLaNTWWiEwURRRJxSDJuWcGnqoScLrqCYbbVNbK5toE6txevurzWeleDLIpsjtbTHYzw0Z6NPDc2xP7JMcayaVLlEjldQzNNTMuqGLqiiEtW8CoqYaeLNn+Qm5rb2dXQRKPX94a2u3w9oiDQHgixt7F1wTaHLFPveeuXmKiSxN6mVtZGohydneLnwwOcjM8SK+bJlssUDB3dqtxXoiAgCQKqJOGUZNyKildVCTqctAdCbI7Wsz5Su+KxOCSJPY2tZDUNs8oCpj0QpM23MgdCxOXmno5uTsWr15pvitbju8ro1HkH3Gc2buOO1k6eGjnHvokRRufu7cL5e3vuXMqCiEOW8SgKQYeTRq+fPU2t3NzURlsgiLNKCmSD189trR2cSVzo7e5RVaKuq2+bq0iVmmpvFSPC73DgUt5eU4Tf4eCu9m52NTQzkk2zb3yEA9MTjGczpMol8ro2t1iuXBOBimNbFaXKdZEVvKqDsNNFdyjMpmg9fdF6om4PAdVRUe9+sw/yLYwiSqwNR+kIhPloz0ZOJWZ5eXKMk/FZpgs5slqZvKZTMivvmPPPvCSKSIKAJF6YuzyKgldVafYFWBeuZWNNLR3BMGGnC9cK2gSKgsCW2ga6gmE+2L2OJ0YGODIzxWyxQKZcomQY851yJKGig+RSFHyKStjlYk2ohttbO9lW20DU7VngoJIFkU3RBm5r6bikBrszGMKxwmDIxYSdrqrzDlBx1l/1L1x/KkLf2ry9okoyexpbWRuOciw2zU/PneFEfIbZQoGsVqZo6BhzdoEiingUlYDDSYPHx56mFu5s66LdH1rR/bBSJEGkKximxR/gg11rORKb5vmxIfqTcWKFPFlNo2Cct2lsLObe/WLFweaSlbnjcNDg8bG+ppattY10zmkrXc2xtPgDi94jjV7fNT1HkiCyNlxDdpF2wn71+rdBVUSJ3Q3N9IYiHI1N88TwAMdjM8SKBTJamaJesZUt20ZEQBIrDmenLONWFLyKg6DTSbs/SF+0jr5o/VWPSRJE1oRrFr0OQcfbP9u3xR/glpZ2vnvqaFXHf5PXvyKR9IuxbZtUskDL5nZcbpV8vozHc6nDTtMMRoZi6LpJbZ2fSI2Pvr1r6NnWjsNdsWkMw8S2bNrXN/KJ37sPb3B5dpNl2STiWVLJAnX1ARRVJpctIkki/oAb6TLrQcuymJ7KkErmkWWRuoYgPp+TUlGnVNIJhZc2Fl2vzCeKUn0eMU0LwzBxOJT5z+lUAY/XMf+3i7Ftm3LZwOlU5j9nM0VEUcTrcxKbzeJyKXi8b14rY8F+a7RFu+6DODE6zcf/4lvU+Dz84S/dww091V8cV+LF08P8b998jFi2wNe+8NEVa1csFXtOuCdZKhIvFkiVS2S1MgVdp2RW2qoZls544QBFY5be4D14ZM/8AjLq9lDn8eKWlStOTBffC9dzoq+01TIZy2aYyGWJFQuVRZxlzi2EZQIOJzUuN80+P1HXpYagaesMZ58hVj6FbVtEnevp9N913ca7FCrHVGCs8BLJ8gA2FmG1m3bfbYiCPP+d87yVsj5s2yZZLjGaSTEz192lZOiYVsWoUiRpztHlIOR0UuP2EHV5cEjSG3oculVgIPMzAmobDe6tb9jvLofzLe9GMmlGs3EOxn5KQTdo9dw2ZxjJ+NTKYqfJ66fB47suacjVxnWe633NDKvEYPYJXFKYFu+eFe8np08xlH2aFu+NBNSVv2cNy2KmkGMilyU+Z7SW56L5glCJXF7syI26PdS6vdel1O3dimaaTOdzzBbyxEtz18A00M2Kc0IWRRRRRJUkvErlOoScrkp3FdVxXRzptm2TKBUZzqSYzufIaBUHhU1l0eOQZIJOBzUuD63+AEGHa7WcZwmc15L4/ecer7r9C1t38+UdN1bVhbBsm0SxwFAmxUw+R1oro5kmogBOSSHkctHo8dEeCOJagk3zRpLTyoxlM3NzaJG8rqObcwtjUZhz7lec0mGnmzqPl5Dz8veUaVvYto0sLm2OqAg82khzYqJvNBV7tRI0EwQBRXhjbQTbtkmVS4xm00znc6TLpUor7vO2jCjiUtT5d32Ny02t23uJLXNegFV+k87h2wHLtnno+EH+cN/TVbPiPr9pB7+zYy/uq8icsCyLF5/v5+ihUWqiPmrr/Nx861rEi5wBhUKZn/7bEcZG47zvg1vp6KzFNC3ARhRERFFg6Nws+XyZtesbkSRxbjtggySLWJaNZVqIoogoCZdcc9u2KeTL/OTHh/F4HGzf2YHqkEnEc0iySENDCEkWse2KaLwkSQjCBRurVNJ59EeHKJU0VFUmGHRzyx3ryGaK5HJl2tprKs+MUSl4l+Z+3zQrz/35VqYDZ6cxDYvunrr5Y7AtG1GqHOP0VJrhc7Ns39WJJIlomsH4WJLaWj9enxPTtLAsC4FKS9RSUefllwbYe3MPsixi2zAxnkRVJWrrAjz6yEHaO6L0rmucyzQR5s/beWeMZVnYNoiigCgKy3lWlvTFd431VeP38Lk7d+F1qrRFV57K7VJl5DdgMXGe8ymzUbeHqLu6l820dQYzMTK6xKZwH4q4fM+sbdvkjWks28SnNHA95ZiEOQdEZzBMZzC8/P9HxCVHcOgBBrM/R7MKb7pzAmAg+1OOJ/+ZqHMdDslH2cpgX+R3M22NlDZEUG1HFt46KZuCIBB2ugi/xfU7LNsko4/hlFb+/F5vBEHAKSv0hGvoDHqJ+sKIgsLG0Mo0bq4VNhaJ8lkCaguKUF0s+FphYZLVx5esCbAYhlUirY/QYG2/qv3Iokij10+j139V+1ll5aiSRIs/QIs/8GYPZZ7zgqoR1/V9Hla5lIqjtHo8ShQEatweahaxdd7KeFUHayNRPE6RsKMBj1yZ4y3bYqaUxSkpBNXl3WvPTfczVkjwyc69S/r+z6eOk9FLPNC6HelNyKXRLIPvDL/MYHaGRneIz3TehCSIzJazuGWVvFEmrHqXLZKoWybjhQQ1Dh9epRLNzehFkuU8Te7QvPPmvEhvyOmCFeC44RMAACAASURBVEoClEydhwdf5IHW7dQ4fVf+h3chWa3M0dnpqo6JsNPFnqZWXPLCiP1yEQWBSMSL2+PAPp9udRFut4MNfU24XAqtbTUMnp3mhWdP43Kr+ANuduzq5NmnThKbzZJOFdi1p5tH/vUALpeKLIvcfOs6nnvmJMlkAb/fxS23r8XtvmCb67rJwQPDHDsyysZNLZiWxf59Z9m5u4uz/VMU8hrZbJHJ8RSWZbN7bzcNjZfap7IiUhcMzC/u87kyzz9zGo/XQWtbhOmpNM8+dQpBgK41dXR01vL4T44giAJr1zXS2BTimSdOkMuVuCG5hu27Otn3fD+TEyn8ARe33L6OF549zfGjY+TzGrfesY4zpyY5eGCIu9+7Ca/PyQvPnmZ8NEFN1MeuPd0cPzrK4z85QiZT4Nbb15HPl3n2qZNs3tpGbV0AAYFspsTzT5+ipS2CIAgcPDCEYZhs3d6OJEsceHkQh0NhTW/9RU6Ma8e7xjlRG/Dyxfcu7QV/OYJuF+uaa4n43Hgcbw3BIklQWBN471Xtw8JgIPMzBEFmQ+hjSLx1a6pFQaLBvZWwo5uEdvbNHs48o/l91Ls2s7v231d1EKW1YQ4nHmZ39LfxiisvhXi34pB87Ip+8c0expKRRSebwp98s4cBQNGIcyj+DXZGf52AurKssaWiih6213z+qvcTdLRzY91XrsGIVllllbcSb4l83evEN4de4ra6teyu6QKgbBr86+hrrPXXc1v9umXtK2OUiJdzS/++XiSpvXndYs7lYhxLjvGl9ffgFBUUUSJnlHlk7BAbgo0cSozwoZZtNLlDV97ZRRQMjW8MvMBt9Wu5ubYXsHl+pp8jyTG+2Hsn3iVmliwFSRTZEGzCJb817Pu3IuPZDM+NDVXd1huuoS9ad02yTizbZmwsgSgIfOLTN11xn6WSjtvj4O57+3js3w6jOmT6NreSThfYe3MPhmFRyJfZvaebpuYwo8NxsukSD3xsF48+cpCxkQQ9axvm96eqMlu2tzExnuDue/uQZZFMuohhmOSyJWRFIp8rEwx7KlkdVfTXdN1kbCSOx+MgFPHi9qj0rmtk6NwMAANnpmlqDtGztoEnHz9GNOpDUSW8Phe19QHCNd6KY8S02L23G103cblUorU+Dh0Y5t73b2bLtnZsy+b2u9YjCAIdXXWcG5idLwcRBAGPz0ljUwiPx8GmLW2cPjnJfR/ahiAI+PwuWloiFIsVPSAbm2efOsG2nZ00Nod57MeHSCbyKKrEmdNTtLRFkCSRu9/bh8t1fZ6Td41z4lrRXBPgDz5yB6ZlEfa+uREX27YpmnEKRqWmXhE9+JRGREG6aHsSy9ZQRA9FI45payiiG49ciySq2LZF0UyS1ceZLB4koLYSL51GFGRU0YdPaZzvNW7aGgVjFt0qIAoKHjmKKl3QWNCtAgUjhkeupWxlKRnpinCRXIND9GPYJQpGDJccpmxm0MwsoqDglqOooueinuZFikYC3aoo7quSF7dcgyRcvSf29efv/JgMq1TJ6BC9OKUQsuiY/45u5SkYsflz55ZrkMWK9960NHLG9PyxO6UgKW0IAQGvUo9DDKBbBYpmnJH88xSMGMnyACUzgYBIQG2jbGaw0PEpjZi2Tk6fREDCpzRiY5LTp1AlHw7RVzmvZgrTKiMIEk4piEsKIQhzqVa2QVafxC1H5q5XHLBwiEHccgRBEOeuZZm8MYNhlZBEB265BlVcXrTKtm3KVoaiEceyDVTJN3+dzm/TzCxOKUjBTGBaJWTRWbn3hAttaw2rTMGYRbPyXGy2uqQIbrkGsElrIxh2aT5rxi1f6LJh2cbcOfJi2SYls6LcXTk3kUvSNXWrQMGMYVplZNGFR47OX8vz39GsLAUjjmXrc/dedP7es21r7pxWnCV5YxbDKs4flyw6sW2bnDFJ2czMfS8wl43E/D7yxgyiICMKytz5M3HMnb+Ly4B0K0/emMW0tUvOjV9pQRHdV5ysDatyf48X9pM3pkmWz6FbFeM1oLYiCxUnWtGMY9sWDslPwYihW0UkUcUr180fk2blKJnJuWdFxCH6ccmRi943Fhl9bG7/Ai4phEe54ISz7Mq9rIjuud9MYNsWTunCvXl+zGltFBtz/jlQJc8lx5Q3ZnHLEUpmeu49Is/dwxfqqi3bpGjEKZlp7IvaEsqii4DSgiCI898pW5m59GkHTimEKnpXU3pXWWWVZRNRvcTLOXJ6iaRWwKs40CwDn+JCswymimkKhkZAdVHr8CMKAgVTI6tXBI9TWoGQ6ibqvJDpVclsLZPQ8tS7AsiCRKKcI67lEBCIOLyE1Mo7UrMMhnIxTNuiZu7vgiCQ1grMlipdUWqdfgKqi4KhkdYKGLZF3igTcXipcXoRECiZGlPFNCXTwC2r1DkDi2Y8WLbNRDHJ4eQIhm2RLOcJqh6CVBwmdzWsJ+r00+KOoFsmhmViYTM7l1ESL+dwSSoNrkDVEhav4mBjqJnjqQl213Rh2hYn0hNsDrXMZ2RMFzMYtjl/zACz5SyKIJHWi+iWQZ0zgF+9cB2KhkZAdRN1+JBEkbxRZiQfp87lRxEujGOqmEYUBNJaEVEQaHAFcUkKNjaJcp64lschytS7AjjEN08T7Y3ABp4ePUe8SstkpyRzY1MbYee1WRvJksS27R0oqsSRwyPcesc65Iv0e3TdJDabI5nMk8lUdCA8XgeiKCBJIrZlI0kiqWSBeCxHIOhGUeR57QqXW8W0LMZG42hlA7f78gttae63J8dTTE6m8fortqPf51o0c0BVZNo7a3G6FCbGEhTyZeKxioZFJl3E7VGZGEsxOZFCUWV8fhdr1zcxNhLnpRfP8MH7tyPJIrHZLIl4jmJB49SJcdb0NoDAfGlFLldmZjpDbZ2fZDJHKl0gEctRVx+gs6uWifEEL+8foKE5hENVMAyTibEktfUBSkWNZCJHsaRSLGhgw7oNzaRSBWZnMgSCbmzbpqEpREtLhEymiNfrvC76i+d5WzknsuUyTw4OktM1ttY3sL720uhzLJ9nIpdlU93Vi9osxnQ+xysT42imya1t7dTJF4xY07IYSCTwqCpN/uopxAVd58WREYJOJ9saG6+yhtVmuniE0+lHSGsjBNQW7mj4w3mHQSUb4jEmiwfxynXESqfQrByCINEX+jg9gfdj2CWGsk8xkn+e2dJJMtoIsdIpBATq3VvZHqlEQHWrwKn0vzKY/TmWrWPZJk2enWwO//LcAhJipVO8Fv8aXb57GC/sI6tPoVt5Noc/Tbf/HpLlc7w8+1fUuzczWzxJyUyi20Wa3TewNfJZXHIIwy5xKvVDBjI/xUTHtk0U0cOm8Cdo9d58TR0UupXnaPJbjOVfwsbEsDTccoTtNb9GnavStihrTHAs8U2mi0cBEAWZdu9trAs+gCp5KRgxjiW/RUYbJauNUzJTZLRRADZHfplm9w0kyv30Z37MdPEoZTPNwfh/RxQUZNHFjXVfYSDzMxLlM9ze+J8oGLM8NfF/4JD8vKfpv1C2Mrww/cesC36EGudaDie+wXTxCDY2lq0TUNvYGvlVos61AJTNLC9O/wkdvjuJlU+SKJ1Fs3I0e25gR82vIwtOylaGE8nvMZJ7Dss2QIBmzx76Qh/HJS8tomHbFiltiMOJh0iUB7BtC0Vysy5wPx2+O5EEldHci5zO/Igax1pmS8cpWzmwbdYGP8zawP3IgophlelP/5jB7M+RBIWcPkXWmKTWuZH1wY/Q7rsdG4vT6UeIlU6R1ofZGPpFNoU/NT+Wkplm/+xf4lHqKRpxsvoEZTNDyNHJ9sjniTjXAFAwYhxN/hOThYPYtoEgynR472Bd8AEckg/brjhBDiceIl7ux7YtZNFFb+ADdPvvQRadWLbBydT3KVsZ/EoLo/nnKZkZZNHJzXW/T8jRgY3FSO55RnIvkNLO0eTZxS31fzA/XsMucTjxMIZVRBAkkuVBylYGtxRhU/hTtHpvnDuuJIcTDzNbOoEoyKTKQ1i2Tr17C9sjnyfk6LridUpro5xK/wvTxSPk9WkOJ/4Baa6kaG/d7xFSu7Aw6E8/QkafJOzoYiT3HCUzjSgo3Fz3vxJxrqFsZTia+EdG8y8BFqZt4JYjbIt8jnrXVgRBwMLkbOanTBePkNKGWOO/l53R35wfi2bleDX2N6iSH93Kk9FGKZlpAmoLWyOfo861EYCimeRo8p9Ia6MUjFluqf8Dmjy7LjqmMfbN/CkN7q3MlE5QMhLoVoFGzy62RX4VtxzBsk2mCgc5kvxHLNtEM7OktCF8ahPt3tvYEv4MAhaj+Rc5kfweZStTeRaAnsAHWBd8AIlr6wxdZZVV3vmEHV5i5RzPzfbzk/GjfH7NreiWiVtWeW66nyemTuCSVMqWzgMtO9gabuV0epK/O/M0faEW0nqRDYEm3te0aT6LPWeU+e7Qy5hYPNi+m6KR5+sDzyEgYNoW28Jt3NVQaXd4JDlKVitRMDU8ssrn19yGKIg8NPgCiXIeAQg5PHyqYy8jhThfPf0E3b468kYZEYEv9N5JUHXz04njHEoO4xAVnJLCL7Xvps5VvSzLtm2OJMd4LTHMeCHJzyaPszHYRL3Lz8ODL7KzpoMOb5TxQoKHBl7gy+vvpWwa/N9HH2FTqIW0VqDW5ecjrTvwV8k6lQSRDYFGXosPUzA0ypZOrJSlp6WesmnwLyMHOJebRRIkZFHklzv3EnX4+c7QfnJGGaekYFgWdzWspy/YzAszZ3hm+jQOSUYzDT7Uso0t4VZSWoHHJ49zMDHMf9x0P63eShDkr/ufxLJtvLLKTCnLjbVr+GDzFiYKKb419BKWXXEKbQw2cV/zFpzSO3fuyJRLPDk8WLUrSsTl5o7WzmuizSMIAk0tYUzTIhh0M3RuFsOwLnFOaGWdXK6Ey6WSiGWpifqQJBHVobBuQxMOp0JrRw2zsxlGhmNsDrexfmPTvBBkTdTHxk0tnDo+Ts/aBhqaFtq/qiqzfmMzDoeMw6GwdXs7gwMzNDQGaW6JUC7p8/t7PbIs0tIWYWhwBlWV2bG7C9uGXK6Ex+NgeirNmp4GCnmNmak0N+xZgyxLjI3EQYDNW9oQBIHO7jpSyQKjIwl61zXQ2h6lVNLZe3MPggDROj+t7RHODcxQE/UxO5PBH3CRThcoFXWmp1LEYzn6NrXg8TiRJIEt29o5eWKcQMhNbDaLJFe0LDKZIt099QRDbgoFDa1ssHVHB0cPj5BOFmhuCVMT9aEo0iX6H9eat5VzwiHLOBWZ0UyasNtNUddJFouYto1HVZgtFNg3MkpoTs074naTKBbJaxo+hwOvqpItlwm5XCRLJTyKQskwyJTLlTabbjdFwyBVLKJIEhG3+xLRJt00eWZomIjLRU+kBo+qYlgWsUIB3TTxORycjM2iSjKWbRN2ubBse15pOq/reBQFURDoj8fZ2tBAwTDQTROPqpIplXDIcqXFmWXhVioCUIlCgYKhIyBQ5/WizmteCLR49hJ1rud48jsktXNVz9tM8Sh+fxM31f8v2LbNqdS/cCr9Q5o8u3BJYTp8dxJ1beClmT+jwbWNnsB9iIJciSgLlYXoQPZnDOWeZlP4E4TVbgpmnFdj/z8nUt9nS/jT89HnrD7OeGE/awMfxqPUo1sF3FIEgcqYC0aMmeJxNoc/hUepY6Z4lFdjf0uDeyvt3op4ZMTZQ9jRjVuuwbTLnEh9n+PJ71Ln2jTvCLkWTJeOMpZ/iY2hB6lx9mLaOkUjhleuRLkNq8TRxLfI6hPcUPslXHKYZHmQo8l/QpV89ATuw61E2RL5FWzb5MmJ/50a51r6wh9HQMAhBQCBiLOXbUojJ1PfZ7p4lF3RL1YixYi45DABtZXp4mE0M0vRSIEgzGd0WBjodrGSpSJ6aPbcwBr/e1ElP3l9hgPx/0Z/+pF55wRA2cpyNvtT1gU+zMbgg5i2jijISIIDyzY5nX6EicIrbK35LAGllbQ+xsH413FKQTYEP4YkXjlNq2SmORj/e0RB4sa6r6CKHkbz+ziceAiv0kC9awsA8VI/fqWZPbW/iyjIDGYepz/9YxpcW4k4e0hqg/SnH2Ft8H6aPTeQ1kZ4efavaPXeRKv3ZgREBES2RD5D3pjhhen/t+p4DKvMRP4VNoU/Sa1zA0UzwcuzX+VM5icE1BZEQeFY6jskymfZFf1NPHIts6VTHEk8jEeupct/N7pV4FDiG5h2mb11v4dD9DNeeIXDiYfxKY00eXbO/95E4QAOr59d0d9GFp1oZm4+O0JApMf/flo8e3kl9teLnsOJ4musC9xPX+iXMO0yB+N/z+n0j6h1bcQpBRjOPctM6Tg7a34Dn9LIWP4lTqa+z/rgxwg62q94jQACagtbwp/hXO4JzmYeZ1f0i/iURgBccrhSwzlnY0wVD+KU/OyKfhFZdKGZWfxqEwCSoFLn2kKL50accoiSkeJg/GucTP2AOtcmBGREZPpCv0SX7272zfzXquOxbJOJwitsDD3IlvBn0K08L89+lf70I4QcHaiiB49cyw3R32GmdJxXZv+/qvspmgkmC6+xJfIZvEojsdIJXpn9G+pdm+n03UXZzHA0+S2Cagfrgg9g2hoH419DElTWBj6EKMgUjFlOJL9H2NFDb+C+uf3GUUUfIm+crtAqq6zyziHi8DKSj1MwNGocXkbzCTTLQEDgyamTfKhlKxsCzTw9fZKfTBxmS7gi9ps3NO5q2ECLu6LDJQuVzkAlU+fbQ/txiDIfa92JT3YyVUyTLOf5WPtOGl0h/IoLeS7zLKC4+dyaWykYGn975kkmiilmS1lyeolf77kdAYGvDzzLK/Fz1Ln8mLbNh1q20egK8Nenn2Tf7FnubtjAcD5GizvMbXXr8CoOwurimZWiIHBvYx9+xcnTU6f4rbV3ISxBdUizDLaEWukLNQPgusyivt0bxSUpnM1OUzQ1gqqbFneYM9lpDiaGeX/zFgKKi++PvMoLs2f5cHNF50kSRD7TdROqKCMLEimtwM8mj7Ej3EGXr5anpk/ys8ljbA610OQO8dnuW/g/D/3gkt82LZMOb5RfbN/NwcQwT02d5D0NG/n51AkkQeLexg2MFuL8ZOIoe6Ldyy5bebtg2zYvTYwymE5U3b6nsYXma6QrJAgCLa0XMmQ3+pz0n5qkVNLn/7amp5677+27JFMlWlsJDG/cVHmunE6Fu+7pm9/et/nSstZ1G5pYt6EJ27aZnckwNnrh2AJBNx2dtfP7Aujuqae7p3oAvJAvc+b01HwXKkWRWLe+kS3b2i753j3v23zJ5xtv6b3k893v3XTJ50jEy933XjiGW++4tDzM63Vyx90b5z9v3d7B1u0d85+37excMNadN1wIbnm9Tjq6LgT76+oXXsObb117yefz5/l68bZyTqiSRIPPR7pcJuxycXR6mkdOn6IjGEIzTXY0NTGUSvHs0BDJUpGPrt/AI6dP41FVyobBLe3tPD10jk9v2cqPT5/iptY2nh0eomyYdIRC7Glp4eeDA+Q0jVSxxH29vXSELrxkJFGk0etlKJUi4HSgiCGOzczw8tgYPoeDHY2NFHWD07EYA4k4XeEI8lzrotZAgOeGh/nYxo1EPR5ihUpK1ImZGUbSaW5pa+OHp0+xJhzhyXODdIXC5HSNBzf28e1jR/E7HJycneUrN92M6qp4litimU5chFEuk5KviG56Ah8gpFZu0FbvTcTip8jpU3jkKC45hI2JJKiokhePUndJhkLJTDOWf4mIo4cO7x0gCATsNprcOxjL76fX/wF8amXBo1sFWj030+DegShI810Czr88BEGg3XcrDe7tCIjIghO/8mPS2gg2NiIyDa5LxQNbPTeyv/AXmJZ2tbfQ/2DvPYPsOs87z9/J59wcO+fcaCSCAEGQIJjAIIqkLMmyZQWPPFOW7drx7JR3P7lqauyp3S9rz1TtOuysx/LaK8vyjGxaWaIkQhIDSAIkckZ3A51z39s333NP2A/nooEGGiRAAgRB3t8XoO8JbzjpfZ/3ef7PGi5N1gvWEoroIywncNXLD3HaHGOpfJb+8KdoMLYiCAIBuZ7l8nkuZPfRHngIn5zALyc9pV5RQZX8BOT6VRd1AEXwoYg+VCmAJKr45CSBK9zdI2o7Lg65yixpc5SkPkjBWiRtXvSuieBHlyMoop82/27AU8YNK62M5V4mW5nErRrBABy3QlzbTHtgz+oq+aW+L1jLTBcOUm9s8c4lCASURmYKbzOZf4Oe0FP4xHc3AC2Xh0mbF7gv+fvU6Rur/akynnuZqfyBVeOEIIj0hZ8lrvUB0Bp4kKnCQbKVaeJ6X9WlPkuT714CSj2yqBFSWyjZ6dXQGvBCKBzXQryu54xATOuhO/QEIgpBmqk3NpOpjFNxilScJeaKR+kJPkWTbwcIoMtRpgqvM5l/g7bAblLlUZbL59me+B3qde/joIgGY7mfM5V/c41xQkCkL/zcmrCnK/tZkfxQfT6vh19O0B9+flXgs9m3g9HsS5TsFLoUJm2OoYp+6o3NiIJEg28r5zLfr4ZV3dirWxZ1ZFFHE8NIgoJPThBQruNZ5kJv6Fkiavs1bZIFnVb/Li7de67SRpN/BxezP8d1HRAuCd0GcHGQhOsbuMJKK32hZ1f3afRtY754HNPOo4p+REFClyPoUmTNc3QlAgJtgd00+XYgChKq6COitlffIw6WWyJtjtEXfpaQ0oKDRVIfYqpwAKGqIC8IEqKgUrKXcXCIqG2EaV+3vBvlR6PnmMpl+HAkwbo5FElkV1Mb/bFbZwCuUePjRp0eZKGUJajoDIWbmSgsU7Ytz9DgVOjwJwgoGt3BOn4xd4ay7XlsNfkiNBphfFdoHTjAyZVpFEHkd/oeJSjr3hjKn+DRhkF+OHUMQ1L5RNMmhiKeIbkzkCCm+r3UpaJC0a4wV8pQp4eqIR5Qr4eYL2VI6kGSWpCEFiAg69QZIeZKGXRJ4bmWrXxv8gh/N/rqqifH9bQdBMEzRIgICIJnEFgPx/VSq14irPhoD8RXxUPfCU2U6Q83ciI9Scm2GAo3o4gSKTPPhfwir8yfQxUlfLJKUguultIdSBJWfKur+QulCiPZeUQEzmVncVyXrsBl9cz1DCq6pNITrCeo6MS1AJbrpVofzS6wbOb40bSNC3T6E6jiXTWtuilyFZOfjY2QKhWv2eaTFR5v7yagvHevkUK+zKmjE8iKyMCm1jUeCZIkMrChac23dT2Nh0uUyxXGRhZo60pe17MBYGp8ieGzM3T3NdLYEiWeuCyC6o0Tbrz+hk9l45bLhowrM3dciWM7DJ+bpaUtjs//4RHH/zBx1z9FnZEozw30860TJylWKnRFo/zK4CBfP3qUM4uLGIrMb2zaxN8dOcxMNovleClaSpb3Mhmqq+P0wgK265AzTQ5NT1PnD1CyLFZKpTVlCcADbW20hsP88uJFXBcmMytsqq9nV2srFcfhxPw8D7a2EdQ0Ts7PE9K9NGi261K+Ivf5lViO96IrW972tnCYTw0M8M3jx8mbZlURV2BPewdR4+YzKniaD5djsWXRQEBcdWN+N8pOhoK1SMac4KXpP1z9PW/NY7sVbPeyJVMRfQSVhtU49KsfTFnw4ZfrV7df8tC4dA4Xm1T5QjVGfh7LKZOrzOC4zprMF7eCpD5IX/iTXMi+xFThDZL6EJ3BR4monQhIFO1lbKdMSGlZbYcoKISUVoYzL2I56+f3vlkCcj0iMjlrllR5lIjaiSRoVeOEhk9JoksRbLfMXPEYc8WjFO00tmuyUDqNT4oDl6WMvTo2r9FSuETJSlG0lpm0XmfFHAM88Zu8NYeIsuZavhOXQieOLX+dM+l/AbysMQVrGdPJru5nSLHqJLN67wkaoiBj45WjSiEU0WC5PIwmhchWZihayzQYN5cqVBQkAkrj6oRXcAUU0YfjWrg45K05Slaa4cyPmS68VW23Q6YyRVBuwsVZbdPx1D9wbuX7gKdnkbcWCSnZNeX55DiGHFtjdLtZ/HIDimhc8Vz6cPHU3b3tXijWinkRn5wkVR6tln3zGW5uBJ8cw7dOmy6FEC2UTzNTOLSqXbNcHsVx7Zt6LgVBJCA3rDE8KaIPBxuXa5W/r4csGgSufM8gIYsGjlsBXCRBJaDUkzYvULQ347gVVszxqt6Jd4/oUoTNsS9xIvVN9s/9CWG1jc7gI9QbW1a1OG6Wfzh9lFcmx97TsXcan6zwHx987CNrnHAch8XFHLbtYBgKoZDvHQe3UNUlspw1+eVLpQqu664rBGZZNul0AU1TCAbfPUd8LlfCshyCQZ1UKk84bKAoa4dljuPgOC6yLGFZNoWCSTCov+s7J5crIcvSOw7Ma9x6ArLOQilDsy9KX6ie/z42hirKxLQAiiAyXUwTVn1MFJaJqD60qreAKKzja+C69AbruT/ZzYvTx4lrAToDSVxcdtf1cU+snV/OneGF8bdp93vPrSxKa2bYIgIx1c/F3CLZiqeZsGzm2RRpQRQElso50mYBQ1JZKuXoCnrnT2pBfrPrQaYKKb4++hrtgfiqyOfNoIkyGbNIya4wW1xZ1da41GbxOoaMqxEEgc2RFr428goC8Ezz5mp/a3T4E3yh434ajTAV10YXldUukK5KWauIMq2+GM80b2FztBXbddakXr30Nbvyq+alnL7yPC4C0OgL0+qP8fmOndVxvkNI+XBnPXuvuK7L6cUFfjY2su4Xf0tdA1vrGm/4el5NxbQ4eWScc6en2XxvBwKQXs573udAOOons1KkXKpg+FR8fo1spkQwZJDNFFFUmWKhjFWxkSQRURQ59OYIkiwSjviIxvyYpk0u62lThCI+SsUKr7x0inDUj6rJ2JZDNlPAdT2vCcdxKRTK2JaDz69h+NQ1713Lsr06Oi7BkIGmKxRyZYqFMpquEAgZrKTyVEwLX0DHH9DIrBQo5E3efmOESNTvlZEroRsqqiZTyJdxnQFy2wAAIABJREFUHK+HDZ+G6zj4AhqlYgVBEDDeRRfjo8JdZZzImyZHZ2e5kEpxsb4BURDQZRkBYdUqqsueGI0kCCT9fs4uLvLTkRHKlk1HNMrBqSl+cfECM9ksjut6N6Guc2JunnsamxhIJL1c65pKe2RtSphLxof5fI6KY6NIIo3BIOeWFslXTHrjCS9fu3RpZU4goGocn5tlLpdfDSE5OjvLWDrN+aUlfKrCxEqa/RMTZMqeKKNWbcMlo4bjuvgVhYDmeYBo8s1dNhH5mhXIm53mC4hE1A5aArvW/C4L+hqdAq+s67tEC4Kwjsv05Yd9qTzM6/P/mbDSSpNvO4YcY7F0lhVz/CZr/O7Igs5A5Fdo9e9iMv8GE/n9zBQOcV/yf6LO2IiACAhrxPTAm9R64Qa3RvRIrHpTZCsz5K15Wvz3IwkKS+XzCIie8UJQuJDdx/Hlb9Dsv49GYxuaFKTiFDDt/JrzCYjvoM0hIAoyEbWDRt9aDxVV9KOJN+aqJSAgiwb1xpY1K/ECEFSaL7cN+R37KaZ20+rfxeGl/5ex3CuYdpaA0khbYPcN1eNKpHf0JhCQBIWEPkhc71uzxZBiVQ8HAUU0qNe3rHoCAbQDQblxzTG3Qvvk6vpe3U/tgYeYKx7htbk/Iag0U7DmafXtIq6tdQG8VYiCyrrrRq7LTPEQBxb+nAZjK/XGFjQphCioLBRP3Hw5t0DLQfD8rq6tavVfTQoxEH6eo8t/T6o8AohYTpHNsS+uCr+KgkSDsZmo1sFs4SgT+f28ufDnDISfZzDyWYS76/NY410oFEz+4Rv7aWwIY5o2n3zuHmKxdxcBPnpkjO1XuMUuLeVwHZeW1muNhIWCyb6XThKNBnjiyY3XbL+a1/cPMzOd4smnN/ONr7/G5359J21XuDIDLC/nWZjPMLihmXS6wMu/PMPzn9q2JvZ6Pd58Y4SGhjBDG1vetR41bh2aJOPg0uyL0BFIUnFsElqQsGrwQLKX704e5vWFYWaKK3ziCl2JdREEQorOnro+ipbJP4+/xVe6d7NUzvHK3FlEQWTJzNEeSKBeR6xSEAS2xto4lp7g66P7V0P5tsXamS6mydtlvjt5GBGBdKXAzkQ3Bcvkx9PHWSxnERAwJJWE9t7Sam6INPPSzEnmSxlPwPN96BHUGSEkBAxZJa55em/dwTr6Qw388/hbxDU/siDxcP0A7f74uueIqj4ebhjgZ7MnOZGeRMDrn3vjHRxPTXIiPclEIcWPp4+xKdLCA3W961dGgMcbNvCtsYN8fXQ/qihRr4d4omnjDXmC3G2UbItvnjm2vteEorC3vYd6f2CdI2+MXLbE2ZNTLC/lKBUrlMsW3/0fB6hrDBOK+NjxQA/nTk4xO52mWCjz+DNbeHXfaZ791e384icn6Oyp542Xz1LXEGZ5MceevRtIp/IcPXiBdCrP489sZvTcHOlUnnKpwv17+iiXLC6cn6N7oBHHcTlzcpLhMzNUTIuNW9tBgENvjpKoD9G/oYnOnvo1dS4WTI4cvMDyYpZkfZhtO7v46Q+OoqoyTa0xhra0cfLoBPOzaSRJ5NGnN/Hjbx/CH9RZmF2hYlr84tVzIECpWKG1I8H50zOrxoquvgbSqRyPPLGRg/uHaW6L07eh6To9+NHirhp9SaLIlvoGBhJJgppGQyBAQyBAQFV5ureXgOoZFDRJ4uneXpJ+PyFNY6lQYENdkuZQiE8NDJAzTT6/aRNNwSCiIKBKEpvrG0j4fHyir4/pTAYXz1KaKa9dHb/kudAejtAZjSIIAkmfn5JlEVAVdra0oMkykiCQ8PnwqypRQ0dEIKzr+BWFzfX1DCa9NsQMg0/09mG7LlsaGgjrOt2xKIai8HRvL0uFAhFdJ6CpHJudoyMSpTV8O3LFC4iC4nkDuO6aOYouRQkqjYiCTFdw7xWu6g4O9i2ZbFxioXgSyykxFP014lo/DhYZcxKH9b1O3g8OXhxoSG1hUPkMrYEH2Df9H5gqHKDO2EhAaUCV/CyXztNgbEUUJCynyFL5HFGtC3kd4aZ3QkTBde3q6u5lvKwdbSyWzmC5ZSJaJ7JoMJ5/DdspUx9+FsspM1M4REBpZFP0i+hShIqT5+zKd+EmVpx9cqKa1SBAd/DJ1VVkz9nSWXfCtx4RtQNJUIlqXVWtEC+Ex+vTG7ecS4KMUNUZ6Qw+hir4Camtq6EOt4qQ0owmhfHJcXpCT63es5cMTwJStU0aEa2druBeREF+T226VciihiSqNOk7qNM3ookhIlr7DWmCXI0oyLg41awfN4fjWswWjqKIPjbFvkhAbsByS0zk99+Ut8MHiYCIWPWe6Ag8iiHH8Mv1BJXGVUOt6zo4roUmhukIPkyT714OL/0NF7I/py/83A2HztS4O3BdiMcCPPv8Nr7/vcMsL+eYGF9kZGQeTZN55NENHD82QTZTpFgy2Xl/D7Mzaf7lhbeYnk6ze3cftu1w8M0RunvraW6Jsryc4803RigUTLZt66CzK0lfXyPLyzlc1yWdLvD6/vOUShUGB5voH2i6xlvDNC2Gz89i+FSKRZOXf3mGhYUsjY1hhoZa+PlLpzh/fnbVQDE9leJ73z2EIss8tter8+RkikjEx877uzl7ZobxsUUmJ1PEEwFOnpjk9OlpDENhz54BgqGP5sruh4WI6uMPBp+iwQgTkDV+u/dhNFFGFWWebNpIT6iejFkkoQdWvR26g/V8pfuhazQX7k90sTnSgiYp7G0coidYhyGptPii3J/sIW+V8csanYEkuqSwu64Py7EREQjIOl/s3LWameMrXbsZyy/h4tLuj5PUQ0wX03T4EzyQ7MF1vdCSJl8E23HYEe9ktrQCQKMRocmIsFDKUrKv9a4MKwZBRWcw3HSNaObD9f20+KLkrTIJLYADBBUdv+zyb3r2EFG8zA6u61KyKyyukzpVFkWSWoiQbPDbvY8gicJq+EtQMfhC5y4u5hbIWWVCikGDEUYUBJ5vuQddUtYYgFRJ5qnGjfSHGkmVc+iSQps/gQCEVIPOQJJ/V9XMiGqe8fI3Ou5fzQDS5o/z5a4H8Ukq/aEGfrvnYSYKnk5BgxFGFz96nkoV2+b7I2f5+fjoutsHY0me6ux5X0KY0XiAjdvaWVnOs3VHJ+VSBUWVuO/BXmKJIMWCSSZTRDcUTh+f8DKImZ73d7lYwbEddEPlsU9sYt+PjrOSLhAMGjz85EYOvHqOqfFlFuZXeOzpzZw9NcX0RIoHHhmgd7CJ3Y9vIBrz88ufnCCTLqAZCqmlHIGwQbIuxGNPb0LV1l5X13XJ58oUiyaO4zJ+cYGOnjqsis2nf+N+RFFgJV0gnyshyyIXRxZYWsgiKzJPPnsP//i3r5BaynHy6AT9Q83kMiVWUgUaW6IU82UCIQPXcYlE/Jw/M0OlYlHfdGvHxR9m7qrRly7LbG5YGy8d0r2J8qUJ+yXjwaW/W8PhNZP5rtja1Y7uq/6OGQYxw/AGFqUS55aWVrf5FYUNdXV0RdeK3Qwkk6xHUPOsp1dnD7m6DVdnHYHLbdBlmfPLS6SLJXriMer8l1d6PJfzBUw7R9H2Um+mzYvoUhRDiiDexCTG035oZbZ4mHihD1UMoElBYloPqhigI/gYx1N/z4nUN0nqQwiCSL4yjyYFafU/cMtWGb0UmGUWSqew3QrZyiRjuVfWrFR7qScXKdkpTDuHI1ZIlS8gi7q3Ci7emNV6tnCEbGWagNKAJChkKzPYrolP9q5nSGmmybedi7lfoElhAkodS+XzzBWPsin6RTTp5lYSwmor5zNpxvIvk7A8cZmEPoAs6ETUDk6nXyCu9+GT4tiOie2UKNopwmobkiDjk+Msl4eZL51AE4MslE6Trrr83yi6FKEj8Ain0y9wKv2tVS2IXGWWgFJPo2/7qnjpOxHROmn0beNs+jvYjolfqcNySmTMCdoCu9d4T7wTluuF7biuQ9FapiysULRTRLUuwmoLIGA6eUpWqprytUjBWiZtXkQWDE/U8QbwyQnaAg9xIfszVDFAROvw0q6aU8T1AZL6IBGtnSb/Ds6ufA/HtQkoDdhOmbQ5RlvgQcJq27sXhHd/Fm0vhWXZ8Vaerrw/b5SynSFfWcQv13spMYU0ZWeFhDaALntiqzdKUGnGcSpczP6csp3BxSGhDaxJBXw9BEHEJ8cp2xnmiycoKosslc8zXzyGcMUEvuJ4KYCL9jKmk6dop0mVL6LcZLuLVgrTyZKtTGK5JtnKNGlzDE0M3rDRyq2mLa04RUr2Cg4WRTtF2ckQ03qQBIWCtchodh9BpQlNCmI6OVYqE/iV+jtijKpx+0mn8xx4cwRBgFjMj+u4NDVFeX3/ebbv6GJhIUM06ueB3X1omkIoZNDUFOXxvUOr4RGxeIDMShHXhVMnp/D7NR7a04+ur/3eui6cOzvD+NgSTc1Rjhweo6MzuSYcRNNlfD6VU6emaGgIMzOT5sSxCQYGmzh1coq+/kb6+htxXZcdO7vJ5Uooqsyjj27gRz86yvnzc4yPLfHIYxt44/XznD41zfDwLA89NEDZPIvruqRSeVRVpqU1jlYL8bjtqKLMhsjl719P8PJqqy4pbAhfu/IZVg3C6rVGo7or0on6ZHXNeTdHW6/Zv9G4/H5UBIne0OWyE3qQhH7tmEUUBHqDDcS0y2NLWZRoDyRoD1wO8TJti1/MnWY0t3jNOXbX9XJ/opuo5l+d0F/Z5qHI+uOBgfBaj8TJQooXJt6+Zr+o6uPzHTsJKQZdwWvHO0FFZ9M6/XFl/a9EkxT6Q9dqL3UFkmv0Jy7RHbw8Rg8qOsErvEUbfREafR/dSaPjurw2Nc7/ffhN0uXSNdt1Seaz/UPvy2viekiyhKJ6Y4yVdJ7x0QX6h5pRNQXDp1Iqmhw+MMrC3Aq9g01ouoIoeiEdruui6gqiJCBKIpqu4PfrnDw6zvzsCpvuWasvJcsirR1xFuYUIrEA3f2NLC1k0AwFQVx/PDA7lWJ5IUssEcC2vdAP23Z4+/Vh4skQjuswPbFMa2cCVZUJBHWKhTJH37pAMV8mGDZo70oSiwdobo0higLZbAlJlpBEEReXgY0t/OhfDrF1RyeBGwgV/KhwVxknPkgEQSBqGOxsubMukUm/n88Nre8eWrSWObz0NYpWalUf4dDS19CkIL2hZ2j03Ysi+tDl6JrBtiSoGHJ0zYRfEX0MRJ7n+PI3OZH6JpKg0uLfRUzrQRAE2vwPIAoSo5mfMl14q5qNIkJv6BNcmiRJgopPjl/X5V0SZAwptlakERFdiqy6Wjf47qEn9DQXs79gPPcqAaWRrtBeJvKvr4aLZCqTHFr862pGiwUERA4u/AW6HGUo8uvE9Z4b7t/J/OsU7ZTnJC6q9IaeoT3wMOCtNg+GP4MqBhjN/hTLLaGJITZGP09bYPc1K6u6FEUVr/+Crje20BN6monca0zkXsUv1xNW21BknYDSgCYFiWt9CIKIKgUIqi0IFZmg0oQkaHSHnqJoLXMq9S1kUSOm9dEXepa0eTnGXRC8DCDX8+oQBIHO4GPIos6F7D4m8vur1yDKQPhTNxyqoooBtsS+zPnMj6p9U0QU1Ko+h3edZFHHkGNrvDFEQcaQosiCjut6mg+mU8B2vJV4cCnbWWRRY3vid4lpPcwWjnI+8wMqTp6KU2SueJRMZZKg0sSm6G8gCRq6FLlKFFZAFQOe3gUigiDSH34eTQownnuNC9mXEAQZn5wgaWzw6isYbIp+gZHMj7mQ3UfFKSCJKgG5gXb2XOpAVMlfPe/6fZWpTHJ06e8wnRx5awGAAwt/gSFHGYp8jpDairaaEeLyOTzjRRRRkLAdk+XyiBd3aV4gW5nGdR1K9jJRrZtt8d++4bSvADGtl/7Ip7iQ3cdM8QiaGOS+5L9dNU4ooh/jOm0SkGgLPESmMsm5le8hCgoRrYOB8KeZLh5abcNi6Qyn0/+M6eQp2yssl4scXPxz/HI9G6OfR5ci6FL4GqOeKvq9dlffUSPZF5ktHKkadkSGMy8ykd9Pnb6JwchnqvfQVe8RofoekQKAQNFeJls1es0U3gJBxHJKmE6Ooejn6AruBUEgU5lgLP8yuA6iIBNW2xmMfPodBT3fiY5QhOV48Rar43wwGLJMVP9oD35EUSQcNti8pRVZknjrrQs0NUUolys4josoCCQSQfxVkTJRVJBkEdO00DQZ23aoVGzKpuWt2gkCjuNQqTgoigO45AtlCkWTctmLERZFgWjUR29vwxrtCgBZklA1hcJ8BqM17ukOiAKaJnPPtg4CAR1dV3AcT/sCIBLxEQjqaKqCY3u/WRUbx3ERRAFcLxaaqgPk0FAzw8NzvHVwlLq6EI2NH92JVI2bQxHlNWKR77ivJPHZth3ragyJVaHk94UAPcE6/tcNT6+36ZaF0dbgsti1sH6vungZStKlEj+fuMBfHT3I6Erqmv1EQeDBlnb2tnejXEcs9Wbo7K6j0uZpRuiGwgOPDKBXjbnxZIjdjw3iuvD853bgD+g8vHeIXK7EE89uJdkQJlEXRNVk7t3VjWGo1DdG8Ad0tu7oxDBUunrrmZlK0dwap63LM0LterifSNSHJEvcc18XExcXMU0Lw6/SFkhS3xRBkjxjR7lUWdWDAOjsrUeWRRRFJhg2SCRDPPzkRlJLORRVIlkfZdeefgRRoKe/kVgiyJ7Hh8hlS+x9disNTVEefXoTC7MraLpCoi6EZTs4lrOa2tOyHAyfSmNLFOk2pu78sCFcqch+B7kjlUjNpbEtm1hjFPE6lrEbxSyZnkq/9t5WJmzbwSyaGAFvcOjYDsuzaXS/RiCyflxsPpNDMErXfCy81KV+ZEHHcovYjokqBVfF42zX9JTxJf/qILxiWoydGscRyzT1xxElCVnQUSWvbNd1qVRMSmYWuTp+FQUFRfRVdSYEbMek7GTRpBCSoGDbDsszKXxBA3/Yh+1WMO0ciuhDFjVc12V5LoVFnmgyhiL6qvUrU3EKVdV/DVnQqLgFL8VfdeJWsleu6Q9BENHE4A27vdtuhYpTwHErq5lCFNGHJFwWvXFdTwzQdPK42KttvtoA47ouZXtldft6H2rXdbFdk4qTXw2huHRdHNeiZK8gizqq6Md1HUwnh+Pa6FIYQRBxXYeKU8ByvVAjRfTh5Tk3UauCp94E1juPch0Dheu6uNhUnELVzd/TY/DOJ93wIONyewq42FWtC61arrB6HT19As9A4bgWZTuLIhrYrslrc39KRG2nP/I8cnWyWbJX+MXMf6Q//CsMRJ73dDWc/DVvCVGQ0KQQAiJlJ1vtzyvuV6eAQwVNDFX7zwvRuHTNvXar1XaLqxkqbNfEcgo4q22q7lM9x+XzhtftK+85yHD1u/XS/SkKstce3NXrBl7q2opTRJOCpM2LvDb3J2yMfp5G37bVgdlc8Rivzf0fPNXyX4hpN26Eu/o+FpDQpOBq6ErF9frkUl+td7zlFqk4RcBFFg0kFCpusXqMgOWUKDvZa66TIIjePYBUvU7SGo+NilNY844q2xnvHr/qPJKooolBXJzqPeRb9ZJyXWf13Iro5+jy37FUPsf2xO+hS57nnO1WqqlJRR5u/A9rnqdLOjKyqKMIxnWzhLwbK+US5nWEjz/sCAIEFBVd/miurheLJgfeHGHXA72oqoxpWrz8yzOUShVM0+LxvUMMn5+joTFMc7Pn6eO6Lj9/6RTZbJE9jwyyki7w+uvDADy4uw+/T+XgwVGKxQpbtrRh+FReefkMpmlz385ukskgbx28QD5foqe3gaENzZ4BocrZMzPkciXyhTLhkI9EIsDE+DKzc2ni8SAPPthLKl3gF/tOUVcfZsvWNk4cn2Dn/T28dWCUzu46JiaWGB9bIhr1seO+bs9bY3wJXJct97STThW4MDqPokjseWSQ0G0O67Ach/9x5jh/+MpP193+e1vv4w92PHhLJjM13h8Vx6JoVQgo2nsWMqxx97FSLnFsYRYBCCgaiiQhi54JyLRtMmaJC+kUL09c5M2ZCTJmed1JWmswzP/+0F52t3S8r5COu4FKxWLk7Cxm+XIige7+BvyB22fQX0kXeGv/eaLxAFt3dL7veeqHhBu6UT6WxgnLtCgVyhx7+RR2xWbnM9uomBau66L7NRzbwazm0tX9GoIgUMyVqtt1REmkXCjjOi6SLCKrMidePYOkSPTe491AFfPyDawHdKxyBbNcQVEVVF2hlC/j2A6iJKL7NRYmlzj+yml2PbcdI6hTKVWYGZ0jUhcmnAhRKpSxq9k8jICOZVrs+8fXeOD57fjDXnqoUr6Mi4vh13EdF7PsxWGpugIImCUT13XRDA1JkShmi16bfN4A/+CPjzBzYZ5PfnXv6m+XsC2b0WNjLE2n2PzwBoyA7pXnuriOiy9oUC6WqZQtZFVG92uUC2VmRueJNUYJxgKUr2iDL2jg2A7TI7MYQYNEc4xy0cQyLXC9PgOXcsHEtmxUXUFRFUrVftd86rqGoIpT4FTqn8haM9e9/hIK3aGnqDOG3s9t9JHDdV2Wymc5s/Kdd9wvpLTQH34OTXp/eY6LVoqXpv+QFv/9DEQ+hSSoOK7NYukMBxf/ks2xL9EVfPx9lXG3Mlc8zsuz/xv3J/9n6o0tIHiGnZHMi5xZ+Tb3xr/KdOGtd9RiCcj19Ic/dVMeFh8V9s/9KQVrkV11f+CldXVd8tYCBxb+nIjazs66f3enq1jjY4bjOIwMz1MoXtax6uhIEgoZ73/V+UNEzThRo8aHmzPLC/z+z77PXD5HUNVQJQlZFBGAsm2zUi6xUi6948TMkBX+lx0P8ptD96BKtWe5xg1zQx+7j11Yh2M7HH/1DOffHiE1l6Z7aycXToxz4rWzWBWLoV19rCxmuXBiHEVV6N/RTfuGFl7/3tusLGbo3tJB56Y2fvw3+4g1RqlvT9A20Mwb338b27IpF8qYpQqjx8awKzaqrrLrue2cfWuY/EoBVVfY/tRWfvw3+4gkwxTzJZ78zYc5+ouT7P/OAXBdHvz0TqZHZtn/nYM88KkdqIbKD//bz3Acl1wqx2NfeIhcKsdr//ImZrHMA8/fx/JsipOvnaViVrjn8U24jsvhfSfwh330be8iPZ/h1Ovn0P0abQPNDD04wOvfPcjKQob2DS3c/9x2mnsaSM2l1+23XDrPWy8eYeLsNLZl88DzO/j+//MTApEAiiaz53O7OPHaGcZPT2FbNs/+zpNMnJ3ije+/zZ7P7UJWJH7wVz9FEAXyKwWe/MqjiILAKy+8yeY9GwjFg+z7xiusLGUxSya7ntuObTmceOU0i9PL9G7rontLO6+88CbheJBtezfTOnBtHKOAREhtfcdY+kurxjWuRRUDxLXrqFNXMaT4LRELVEQfXcG9jGR/wnJ5GEX0YTlFivYyjcY9NPnufd9l3K2ElBaafTs4lvoGgdxLnteBnaHiFNgQ+RxRrZOineKd7LqaFL4lWUXuRtoCD3Fs+e/ZP/+n6FIEx7Uo2suoYoCe0LVuwzVq3G4EQaClNbbGLVjTPnZDsBo1anwIsB2HjFkmY5bffeer0CSJz/UP8eneDSgfjdX8Gh8yPnZfRrNU4cLxMbY/tZXZC/NklrMce/k0qTkvhGL8zBSiKNKztZNkS5xjL58i0RxD1WREUWD40Cht1Unxns/eTzAWwHVdBu/vwxfUufeJLbzyz2/Q1N1AdjlHIOLj9JvnOP7KaTbs6md6ZJblmRSCIPDJr+7l23/+Y4q5Epv3DDI/vsjjX9qDIAi09jfR0FlHpWzhOi6FTJG9X97Dyf1nSc2l2fLIEB1DrTzz20/gWDb7/vFVcqk8kiwxeW6GWEOEQMTHE7/5MLIi89q3D9C1qY2Oja289eJROje1IasysiJz7tAo9z+3/R37LRQPsnH3INH6CA98asdqX25+eAPNPQ3Ylo1jO0Tqwhz44SHMoknbQAsXjo1jlS0cx6GUL/PUbz3K4ZeOszi5xKaHBmnrb6Zc9Dw6cit5tj+xhdRcmvnxRXSfhlmuUN+epHNjG0bQIJIM4Qv58Id969ZTFjU6g4/e2pvmY4IgeJlLQuoHo7Miixp94WdJ6ANkK1PYroks6PiVBmJa93XDUj4OGHKUbYmvslQ6S8FawMVFFf2E1TbCajuiIBFW29/9RB9TmnzbCSgNpMojVJxCVaciTkzrueWZYGrUuBEEQVgjhlmjRo0adxuqJPGrfRv5/W27iBvrj8Nr1Hi/fOyME5IsYgQNJs/PkJpNYwR0ki0xZEWkvr2O5t5Gzhw4z+zFecpFEyOoM3lumvnJJQJhH/mVAi5e+IesXu4+RZOZG1tgfmwRBMEL39A8lVcjaFDfniTWEKG5p4FoXRhf0EAQRWRFwnVcREmilC8xdmqSlt5GFqeWWZhYQtEUEk1RjICOrMhIspey0XMDFRg5coHm3iaSLXF0n0ayJU7npjYWp5bxhXyIVXcrWZWRJBFBFBEEGD81ydzFBaL1nvdGuWgyPTq3Wm5zTwPiVeIrsiKRmkszPTxLU08DsiLhq6rHZpZynDkwTM/WTmRVxsVlcWqJhckl/BEf4WQII6AjKRJStc3p+RXmxhcwAjqdG1vRDA1FkxFlCUomgiggyRLNPQ0EYwE0n0pzTyNjpyc5c2B41UhS4+5FFjXqjKFaiM066FKIZn/tHn8viIJERG0nUjPg1KhRo0aNGu+b1mCYX+0f4jcGNpOoGSZq3EakP/qjP7rTdQD4ow+qIEmWiNaHSc+vEIz66d7aSefGNizTxixXiDVGWVnIkF3OEmuIsHnPBuJNMcxihUgiRN+ObuINUfxhH/GmKKLkCen5w35yK57nQn1HkmhDhFhDhERLnMauOpq6G1hZzKDqKk09javHq7pCoimGP+xDViRyKwXq2hIsTadwbBvN0Ig1RokkwyRaYhgBw/OKCPvxhQwWJpepb0/Q3NtIuWhSKVskW+OE4kFC8QDhRAhB9IwlkbpJC/EHAAAgAElEQVQwoXiQQMRPU3cDlYpNKBagb3s3/pCP+fFFfCEDI6ARTnh6Aq7jaUogeFoXZsnEsR3q2hKoukqiJY6syKi6giAIOLZL1+Z2mqsGFtd10Xwa8cYokWSIRHMMI6ATa4xSzJUoFUx0n06sIUKkLkyiOVatg8HMhXkEIDW3wvJsilh9lNmxeSJ1Yfrv61kVD61R427BrqrrA6tx5o7jrIpnXnL5vl0x6K7r4lbV/B3HQRBuT1mX2vNRiqWvUaPGu+O4LicX53lpfHTd7TsamtnV3IZ0lwkw5isXKFpTgEumfAJVSl4T3lix0xQqF1Cl2HsW1a1R43azVCzyk4vDrFyRGvTqL7UASIKALEo0BUI81zPAv912P7/Su4GgptW+7TXeK398Izt9LAUx3wnbsjn+yml8IYO+e7vvdHXuCI7jcOHYOCtL2dXfWvsaSbTEP7AXUsW0OLLvBBdPTiBKAoM7++jf0Y0k14R3aty97PvZSdo7E3R11a0+S5OTy1QqNi0tMQ69fYFYLEBv37U52G8Fruty5MgYJ45PoqkyO+/vob1j/Vzw74eR4TlaWmNo7zF7UY0aNe5ObMdh3/go//XIgXW3f7p3A58f3Ix8l8WqLxX3k6+MIgkGAaWHgDpA2Z7HcU00qQ5JNChWxnHcCgG1B9stUbbncV0bWQyiSUnK9gKWk0ERI8hiiLI9i+NWkAQDQ2niBrXiatR4XxStCkfnZxlOLzG+ssJ8MUe+YlKsWJi2hSpJRHSDlmCYDfE6NsSTNPgD+BW1ZpSo8X6pZeuoUaNGjZslXyjznZeOk8kV33VfURQY6m3kwW03Zsj89gtv0dffyOCGJgRBILWc58iRMVrb4rS3x/n5vlMszGepbwizZWs7oihw/uwMxVKFxqYIzc1RDh4YxTQthoZaiMX8HD8+gWnaBII6yWQQy7JpaYkzPDxHU1OE8BX6LNlsiW/+w35+7dd2Eo74cByXEycmmZpcpq4uxJat7Zw5PU2xUCabK7NlaxtjY4ssL+UxdIV7d3SSzZY4fmwcWZbYsrWdqallpqdSOI7Ltm0d5HIlvvkPrzM01Mx9O7uRZYmRkTkKBZOW1jiSJODzaYRCBqOj8/T01N/xWPyKZfPdl46zsJx9130FQaCzNc6TDw5+ADWr8XHEth2OnZ3i2NlpREFg62ALg931yB9x47zruqQzRfYfHmV2IUMyHuSBezqJR/x3fFK0VHyNsZW/I27spi30ZXLmORaLLyOLfiTBIOnfy2Lh55StBdrCX2KlfILZ3A8JagNU7DQN/meYy7+IIkWoOGli+v1MZb9FRL+XfGWYjvBXkcXb5yp/bWrr2iTzbuDSdVtvkiRQu443wpV9eCf67E6X/yGjlq2jRo0aNW6WQqnCv/z0CFNzK++6ryQKfPape27YOHE1Pr+G4zhMTS7T3h6nUrFJ1gXRdYUjhy/S2hbn9OlpHn50kHg8gCiKRCJ+5uczvPH6MA8/OsjxYxPseWSQRCJIxbQ4fOgiwYDBmdNTdHUl15SXWs4RDOpEon4ARBF8PpW6uhBvvjFCX38jZ8/MkKwLsmGoGVEQOHp4jPvu6+b06WnOnZ1h+PwcgaDO9FQaVZUZHZmnozNBNlNiZGSOgcFmQiGDvv5GwhE/42OLnD83x+49fcTjQaanUpwcnaS7u47xsUUGB5veU9/dSmzb4Qe/OMGZ0bl33VcQ4JGdfTXjRI3bguu6vHZolL/8xstMzaURBIG6eJA//N2n2DbUeqerd1vJFcr89bf28+KrpymWKhiawtHTk/z7rzxK0H/nwzjD2hYc16RoTZKvjJIzz+NXuxBECQGJoDqE5RwEQEAkoHZR59vLdPYF8pVRMuYpQtogruvguGV0uZEG/ye5uPI1LCd7W40TpzPj/OP4S2iiylc6n6bZd+s95mrcHv7s/AucXLm45jdBEPj93s8wFO64I3W6myg7Ff7r8Hc4k5lgd3IjX+p48gMtP2+X+D/P/hNTxUUerbuHz7U98oGWfzdyd/nV1ahRo8ZHCE2TCYYMBNEzJouiSCwWIJEIUipVcByXZDJES0uMUMjg4sUFTp2cJLNSIJMtgusSDvtobY0RjweIxgLE40HeeGOY7p76a8IqIlE/mUyJbKaI67pkMyXeOniBlXSB5eUcju0gyyKtbXEaGyMoioQoiSTrQwQCGrl8mcWlHMtLORLJINGYH59fo6k5RiIZpFJx8Ps1/H6NuvowPp8KAtTVhWhu9trQ3BLFth3OnJlhaKjlI78aXKPGzWDZDq++NcLETArbcbFsh+n5FV55a/hOV+22M7+U5ZcHzlOoZvAqlEwOnZxgZHzxTlcNEDDkFqL6NhYLv0CXGwmoPehSIyFtCNe1WC69QdY8xUr5OC42gqBVDxXQ5QZC2gZUKUFQHUCRIojV7Z4+hXP9om8BR1LneWv5LG8snWQ4N3Vby6pxa/HLOqqoYDk2S+UMI7lpRrJTFOzSux9cA8d1mSouMpybYr6U/sDLt12HicICw7kpFssffPl3IzXPiRofe1zXZTaTI1MqYSgKrdHwHXG7ShWKLOTyiIJASySMrtQezzuBrik8tqufiZkUmVyJbL6EWbGxLJtS2WIpnX/P5w6FDV555QyHD13kwYf6ADh+dALbdmioDxMK6pw7O4sgwj33dODzqYTCxur9qKoy5bKFpiu0NMeQZYlwxIdYjd9WVYlEMsjo6DwPPdR/TfnBoM4997Tzwj8fxB/w/i+KAtlcidbWOLIiEQobaFdkIqqYFi/99CSiKLB9RxfRiJ9Tp6bIZUsE/BqRsA9VlTEMFVEUEEWB5pYYP33xOLv39KNpCsGQvtqGQEDH79dYXMzS2hZ/z315K5EkkT07emisC5PJFcnly5RNC8tyKFe8a35JrLRGjduJWbHIFcrXuHGnM+8eZna3k82XMSv2mt9K5QqFonmHanSZkLYJV60giX50uQlFDKNJCWy3hCJFEQWNuL6LqL4dRYwiiQY+pRNZDNLofxZFitAoRqg4K0iCgSrFafA/A7C6/XayJdrDycxFArJBX/CDSRd+JT+fO8xUcZFnGncS00IfePl3M59rfYRnmx6g4lgcTY/wtdEfkK0U7nS1atS4bdRmPzVqAH/2y9f57vHT3NPSxN986TMo0ge/mvvjU+f5zy+9iq7I/PUXPs1AQ/LdD6pxywn4VL76aw96mS3wMmgUSya5QpmzF+b54z/7IZb93la5Hn5kkIf2DCAIrBoU/tVvPQR4+hU9vfXs3NUDgCSKIEBLa2x1Yt/TXU9np3dfCIJnCNj7xEbEqufFzEyaM6en6e1twOfXmJ1Nk7liUhOPBdi+o5Nt93ZUyxTp6ExWYyIFJEng4UcGV88HEI74eOSRQeLxIKIkkEgG6etvWD2+sSmKKAo0NkYAL83x43uHcF13tY3t7Z6YruO4XLywwNjFRXbc14UkfTic92RJ5Mufum/1mruuS7FUIVcoMzGT4j/9xY8+FpPDK7mU2QW4bVldalyLIsv4fCoCa+PMYxH/narSB0bAp6Eoa7+9hq4S8Gl3qEaXUcTg6v8l2Xv/GeLaSb5f7Vr3WE2uq/6bROPyd10S9TXbbycbQu388cbf8sr9gDOJmI7FS3OHWCyvsCe5pWacuAkEQSCk+Akp3vM/W1q+6zLd1Khxs9SMEzfIzEqWP33pVeazudXfBAFUSSZsaHTEotzb1kx/fYKoz0C8aiCXK5v87Rtv8+bFyTXH67JM2NDpTsTY0tJIX12CqGGsmRxcYjK1wn/Z9xoLOW/l9sv3bWXvQM81ZaULRf70pVcZW/bch/YOdPNr2zZhKDXl/OthOw4V28GynTumzuq4LhXbRhIF3JpG7B1DELxJ+pVoqkwk5KNUtng/czRJErna7iWK0lV/X1ufy3+AfNX+V9bV79fYsqWNuvoQsizi82mekaOKbnhq27J8ZSFrG3Tl+QyfyiOPbiAa9SFdcczaUAyhWs/L/7+6/y6X4RIKGzz4UB/NTVE+LKx3zVVFJhw0UGQJ+Q4YK+8kZsXi//r/fsmFiUUSsQD//l89SjRcy2v/QaDIIg/c08mRU5PMLmYQBYGmujB7dvTc6ardduriAR7c1sXP9p+hbNr4dIX7NrfT1VbTR3i/CIKALNyZ99hMcZGZ0lJ1Ul0b29SoUeOdqRknbpCSZXF0aoaJ1LUieYIgIAkCPlXhgc42fueh+xioS64xMNiOw/DCEgfGJq85XhQEJFHAUBTu72zl17dt4v6O1msGxMVKhSOTM0ytZADorUvwWH/3NcaJ+VyeXw5fYD7rGTF6knHsmktyjRofecJh35rsHKGQASHjPZ9PliXq6m7dKpcgCCQSQRKJ4LvvXOOOMTmb5sCxi0zOpmmuj2BWrDtdpY8NgiDw4LZuVFnm8OkJVEVm19ZONvTcnvTCHyaCfp1//au76GqNM7uQpaUxwsM7evHf4Ww+Nd47rutyMT/HQjlNgx6709WpUaPGXUDNOPEeeLS3i0f7OgGBkmUxs5Lh8OQMZ2YXePHMeZYLRf7Ts3vpjK+/MtidiPHZrUMENJW8WWFmJcvRqRlGF1P89MwIJ6fn+b09O3l2Y/+63g6KJCIIAmfnFrBs55p84efmFymaFUK6Rr5852M1a9SoUaPG3YHrupy9MEdqpRbTfKfQVJnd27vZvf29ZQG6WxEEgYZEiM9/cvudrspdz4qZ4xtjP2O8ML/md5+k8a+7nqHFd/2w0flSmr8a+R6aqPDb3c8CcHzlAkdS51kqe4tjdXqEbbE+NoQ6CClrvarKdoXjK6OM5KYYL8xzJjNO3ioxU1ziv5z9Frq01tjUFWjk33Q9g7SOZ4ft2iyU0hxJj3A6M0bazCEKInV6hK2RHgZD7YSV66ea/frFn3Bq5SJf7HiCwVA7S+UVDqeGOZm5yIqZQxUVGowYO2L9DIbaUURvWuS6Ll8b/SHDuSm+0vk0Hf4GzmUneGv5HFPFBSqORVQJMhBuY3u0n7gWQrwq3MJ1XcpOhaVyhrPZcc5lJ5kvpSg7FXRJpV6PMhTuZEOonYgS+NCEzrmuy/enX+f1pZM8mNjEkw3bV/vFcmz+evQHXMzPktDCfLX7udXr77gOB5fP8u3JV9kY6eQLbY8jCAKu6+K4DgvmCkdSw1dcR4FGI86WSDeDoXaCsu+6fbBv7hD75g7zQGIjTzZsp2iXOb4yyuHUMIvlFQQgoYXZFOni3mgfPvnGs/u4VcHMFyZfZra4TKuvjs+0PkSdFl2tj+u6WK7NTHGZo+lhzucmSZs5HNfBJ+vU61F6Ay30B1tJaGEkcX0vJUEQKVglTmXGeHv5HHOlZSzX9uoe7mJLtIfode4F13Up2SYXC7McWj7HeGGegl3CLxl0BhrZHuun1UiiStfOG09nxvjGxZ/RGWjgyx1PkjKzHFw6w+nMOFmrQEjxMxTu4N5oHwktcs2i9yUc12HZzHJy5QKnMmPMl1KYjoUmKiS0MB3+BjaE2mk0Emjr1ONGqRkn3gODDUk+vWUDoijiui6247BcKPLfXjvIPx0+ybGpWV48dY7ffWjnuscng36eGeonGfDj4mI5DplimZfOjvC3bx5ifDnNX778JnG/j0f7uq5JCmsoCgm/j/lsnrlsjvbYWiGlc/OLmLZDf12c4YXl29QLNWrUqFHjo4ZZsTl3YZ78h0CEsEaNGu8NB5ecVWSulKJsm+SsInm7REj2kX+XLA8lu8yR1HlkUeKBlSEOLJ/hl/NHKdilqi6PiyRI/HTubZ6o386XOvauaiIApCs5/vv4/8/em0fHdZ1Xvr871TwXqlCY54kkOIqzSEmkRkuWLNlW7NiJHdtJJ24n7rw46bdedye9enXeen7dKysv6SR2nMGdKJ5jy5JlS6KskRTnESQBEPM8FAo1z1X3vj8KKBICQIIkaFEOtv7QIuqO55577vn2+b69X2c4MU1OzZPKZ+aOm6E/Po74HqNAWZCYkz1agKya40zwCt8eep3e2BgZNYs6J4QjCSKvTpxku7uNT9c8RJXJs2RA1xMd5cRsF/d6NqIIEv848DKXwgOk1Sx5TUVAQJ4LGBssFcUgHKA7OsyZYA/bXS10hPr50eg7zGYi5DUVDQ1REHlt+jRbHE18rv4x6i2LbbHf8V/gW0Ov4U+Hyao58tpVvSpJEPnp+HF2utv4jbrHKDU47xqCIqVmOB/swyjp2edpL7bLdDrE8UAnw4kpSnR2HivbwXp7HVDQFrkY7udM8Ap1lquZXnlUTsx28u2h1xmITyx6jj+bOM6ekg08W3U/1eZShEVRD4wnA5yc7cKls7HBXsv3R97kyMxFYrkk6lybSoJEX2ycZmvViskJTdOYSgX5h/6f8u7MRarNpXy4Yg9unX3BdnlN5cjMRb41+BpjyRkyWm5Oq6sAWRBRRIXtrha+1PwMLt3i7FABgYya5Xsjb/DT8eOEs3FUTUVFQxJEDk2eYm9JO5+texSfcWGWkaZphLNxnh87zKuTJwlmouTUPPOvjeyX+dnEcT5SsZeHfNsxyfoF7RjKxDgd7CaUjbHeVseL4+9yLthLVs2hoiEg8MbUWTY5G/hc3YdosJQv6osaGleiozw3eIjzoT4yc+/Q/K+SICELElUmD3/Q+is03Ybw7ho5cQsQBAFJFIu13IokUW5X+PUdWzg2OEr/zCxnRiZIZXNLOi4IFMo4ZOnq/kZF4dlt7XisZv705TeZCEf45+Nn2VDmxWu1LNjfpFOodNq5OD5Frz+wgJxI53L0zcxi0imU2iz0zQRX7b41TSOaThNPZzHpFKwG/QJ2LZxMkchkEQUBu9Gw4N6z+TyhZOHDZjca0MsL20VVNRLZLKlslpyqIggCOknCrFNQJOm6A3YuXyCHQMNpMqJIEqqmkchkSWaz5FUVURDQyYV21t3geMvdezyTJZpKA2DR67DodUseJ6+qJLNZUtkcObXw4oqCgCJJGBQZvSwvy0ouaBNNIzl3DwvbRIduBfaLt9qm8XSGaDqNUVGwGfRocE1bakiigElRMOqUFd3HGtawhg8OwtEknX1T7/dlrGENa7gN2BQTn617jFguSVrNcmzmEj8YeeumjhHJJvjHgZcJZ2NsczWxzdmCVTERSId5x99BR7ifn04cpcrk4bGynUU9JIdi4XP1HyKdz6Ci8Y6/gxfGjuAzuvh0zcOUGhYuqJll4yKRR03TOBvs4S+v/IhgJsp6ey273Ovw6B1ktBy90VHe8l/gzemzxHNJfrf5meuWjVwM9/Pa5Gn86RD3eTdRay5DJ8rMpMNciY7SaqvGKC1dPvTS+DHC2Tg15lKertpHqcFJKp/hVKCbo4HLnJjtxKqY+HLzRxdlhehEmWguSYu1ivX2WqpMXoySnnA2zunZbo4HOnlz+iw+g4tP1hxctP/7AUEQqDX7MEo6RhN+kvlMkXwajE8QzyVxKBZSaoa+2Djr7LVzgXeOwfgUOlEuBreqpnIi0MnXel9gIjVLs6WC/d5N+AxuclqeK5ER3pm5wGuTpwllYnyx8SnKjSXLzk+nUrN8c+Blzof62OhooNVajVk2EM0luBIdpdzoXpIYWAqapjGSmOYb/S9xarabBmsFv1n/BO2O+kX9cSA+wT8PvspIYpotzib2uNfj0tvQgEA6TF9snO7IMOXGEqzy0qW0qqZyMtBFIp+myVrJbvd6XHorsVySd2cucXK2izenz+HW2/hM3aPoriHK4rkU3xn+OS+MvYsiyuwtaWerswmrYiKUiXFitouzwR7+YeBnZNQcT1Xcu2TmwmjCz9f7XkAvKnyy5iCVpoIg+sXwAG9Mn+XUbDeqpvEfmj+2iCwLZ+J8e+jnnJjtpNpUyn3eTVSbvEiCRDSXYDA+yaXwIHbFfNslXGvkxCrCaTJS7bTTPzNLJJUmnsnclB2kLIrsqavmw+2tfOPISTompjg9Ms4jbU0LgkCjolBht3FyqECEHGiuL3YgfyzOVCSG12LGZTItYPZWA9873cG/nDrPgeYGfv/AXiz6wkCqAX/19jFe7ezFrNfxBwf2cqDlakrqQCDIH//kNVRN448fO8CG8tLib7F0hpNDo7zZM8DlyWmCiSQ6SaLCYWNPXTX7m+qoczuXDYQnIlH+6PmXyebz/PcPP0Sty8np4TEOdfVycWKKULJgEVrtsvNgSyNPtrci3WRQ7Y/F+ft3T/Ny5xXcZhO/vW8nDzTVLXL1iKbSHB0Y5p3eQbqnZ5iNJ1E1DbNeodxuo7XUw7bqcrZXV2LULZ3yJIkCOVXlzMg4r1zu4dzYBMFEEkWUqHbZ2VtfwyNtTXity6cy3k6bvnSpm68fPsHBlga+uG8nXVMz/OzyFS6MTRJNp7EbDWyuKOORdU1srihbEVGyhjWs4e6HpmnMhuL0j8y835eyhjWs4TYgCRJegwMvBSJgNOG/aZeHtJplPDnDs9UP8FTFXmyKGRGBvKbS7mjgz7q+R1d0mBOBTvZ5NuLQFRbS9JJCm60GKARk/bEJAIySnjZbNdXm0mXPOY9ILsEPRt5iMjXLw77tfKbuEdw6G5IgogF7SzbQZK3ir3uf51ywl8P+Dj5Wdd+yxzvs76DK5OX3Wz5Oi60KvaggIJDT8qTVDHpx6cUmgNGkn53udfxWwxP4DK5Cpgca25zNGCQdL00c43J4kJHE9KLV4q3OZv5k/WeoMJZglg0oooyAgIrKLncb2ty1nQp282TFnruCnACoMnkwyQamUkHiuSTgRNVUhuJTqJrGFmcTZ4M9DMYnUTUVSZBI5zOMJvzoRYUaU+EZ+9Nhfjj6DhPJABvsdXyp+WmqTaVzbQi73evZ5Gzgr3qe59RsN4emTvOJ6gPLtkNHuB+XzsZvNXyYXe42jLIBca490/kssFg0/FpcW6Yxnpzh7/pf4kSgk3X2Wj5f/yHabDVLvidXoiP4UyFK9PZiZsH8dnlNJa1mieUSiIjLnl9Fw58OcbB0G79W9zAlOjuSIKKisdnRyF/1aBwNXOJssIcPle2iwnRVCPhUsJvXps4A8EzlPp6u3IdZNhbfx32ejXx7+Of8aPQdXhh7l1ZbNRsdi8sCo7kELp2V32l8ijZ7DYpQiFG3u1upMJXwzYGXORvs4VSwm8fKdiBx9V6mUkH64+PoRIWPVd3HA94tRQJFRSOjZknk0qTyGSzLEDQrxRo5scqYT6MRhUUZaiuCSaewv7GW589fZjoW5/TwGPsbazHrFr6oVU47OkmifyZIKpcralOMh6NMR+O0lnpwmU2spveEIAi4LWaiqQyXJqaIpdNFciKWStMxPsVkJIpOlrg4MVUoSZmrN/PH4nRN+WkoceG1FhhYTdOYiSX4xrsneaGji2iqsFovS4VymfFwhKMDw7zS2cOX7tvFztqqJS0+86rKTCxOIpNlPBzlxOAo/3D0NMFkISAHCMQTDM0G8ZjNPLWxbcX3PH/tf/XWMZ6/0InDZOAT2zZyX2PtgmvRNI1QMsXX3jnBD89fIpnNFu5FLHxIo+k0w7Nh3uoZYEtVOS0f9SxLTiiSxJtXBniho5OZWAKdXMhyyOXzDM4Gebd/mHOj4/zhQ/spsy1kiFejTROZLNPRwvP6/tmLfPdMR4EckaTi8S9PTPNmTz+/d/8eHl3XtCgTZg2rB03TyOVUMtkcubyKqha8XESh4P6hyBI6Rb6jdo+FmlGNbDZPNpcnr2poaiG9VxAExDlbU1mSUGQRaU4X53agqirZnFo4X15F1TQ0rZB+KIiF7DNFllAUCVEQ7pp02A8yNKBrYIpYIv1+X8oCaJpGPq+SzubJ5fKL3gFZktApEqJ46/1A0zRyeZVsNj/3nqnM60iLc9a/siSiKBLyKvTvuxGapqGqGulsjlxOJa+qaNo19y+L6BS5mPX5ywRN08jm8mTmnr829/AFUUAWC899fqxZrfMBxXPOj3FoBVtpSRLR6+T3va81Wit4tGwHzmtWo2VBos7sY5Ozgd7YGCNJP8l8GgeW6xxp5ZjPmrgSHcWls/JE+S68ekexHQTAIOnY7mqh1VrN0cAlTgQ6eaJ897JBrSxIfLzqfrY4Fy72yUg3JAQcioVnKvdRZbpq+Sog4NLZ2FOygTemzxLKxvCnwwvICUEQsCom2h2LLWYlJNx6O1ucjZyc7SpqUdwtsMlmygxuplJBJpIB6i3lJHJp+mMT6CSZ3SXr6I2NMpaYIZwtBLzT6SDhbIwygxunzoqqqXRHhrkYGsCqmPhI5T7qzOXF9hcAk6xnh6uNC55C2cyb0+c4WLp1QVtfi7Sa5WDpVh70bXsPiSChE6+vcSAABlE3J9I6ydf6XqAj1M9mZyO/Wf849ZaKZd9vUShYu6fyGcLZWKEUg6suOLIoYV5BKUmpwcXTlfsWZBZICPgMLnaXrONM8ArT6RDhbJwKCuREMpfmsL+DUCZGu6Oex8p2LiijkgUJh87Ch8v3FAmjt6bP0WqrWZB9MY/7vJtos9UsaC+LbOQR33bemb7AhXA/R2cucbB0K8Zr4gNREIqEXigTJavl0CEXqgkQMEp6jNLq2D6vRRSriHAqzUgojCAUdCVshpt/SIIgUGG3UeGwMR2L0zMdIJHOLiAnVE2jymnHZjQwEgoRSqQw2hVUTWMiHCWaTlPndqKTRFY5cYJ6txOzXmE0FCaeuTqQDgdDBOIJ3BYTmVyegUCQdC6HQVHIaxpjoQipXA6v1YLbXBDPyeZV/uXUOb5z+gKKJPHh9lYebmuk0mEnlS24o/zo/GU6xqf4s9eP8CcfOsimiuUVy1O5HC92dNI16afW7eAzjVuoL3EhiyLjkSidE9Psb6q9qcnFVDTGN46c5McdnThNRn7v/t08uq55yWD81PAY3zlzAUkQeXZrOwdbGii1WlA1DX80zuXJac6NTrClqgzrdfpGOJnmW6fO47GY+fIDe9haVY5BkRmeDfH9sxc53DfEmz0DtJf7+OzubXW0+cUAACAASURBVAtIsNVs08sTfvpnZllfVsqTG9toLHGTU/OcHZngO6cv0Dczy9cPn6DG5WBzZdmK23QNK4OmaUTjafpHZujsm6R7YJqJ6TCRWIq8qmLQK3icFuqq3LS3lNNU46W0xLrAOnQ1kExnGZ0M0j88Q8+Qn+GJIIFgnHgyQ15VC+VSBgWX3YyvxEpNhYuachc+j51StxVZllZsv6ppEE+kmfCHGRqfZXB0lsGxAP5gjHgiQzqTQ5JELEYdTruJqjInzXVeGqs9VJU50evWPmk3A1XVSKQyhCJJwtEkgVCcN4/3LNgmlc5y6uIwDtuNrUR1ikRjjQfnCradP/bFngnSmYIbiNNmpLHGg+6ajMN0JsfQWICOK+Nc6p1kdDJINJZGVTUMepkSp4WqMgfNdaXUVbqprXBhNKxs9VHTIJfPMx2IMjYZon80wOBYgLGpMNF4imQyi4aGQa/gsBrxlVipr/bQXOulvsqN3Wq85cAxEIrTO1QQtV4J2upLcTnMN95wGWiaxoXuMWKJQv2/yaDQUl+Kaa6t8nmVsakQl/sm6egeZ3h8ltlIgmw2j9GgYDMbqCp30lbvY31TGVVlzlsKnDVN48rANDOh+Iq2t1kMtNaXotxGhl4wnKCzb7JYn13mtVNX6S7+Hkuk6R3y03FlnO7+KSb8EeKJNIIoYDbqKHFaaKz2sK7JR0tdKS778sJ9K4GmaQTDCXqG/HT2TdI75Gc6ECWezKCqKlazAZ/HRntzOWUeO8IS1vLXwuM0U19V8h6L59uHgECjpQKP3r7oN1EQcemsyIJEMp8mr+VX7bx5TaU3OkYsl6DS5GUoMUUku1igN6NmiwtwwWyMUCa2qFZ/HiV6O5udjbdELpXo7bRYqxb9XRAELIoRk1QoK0jnl9fpSeUzBDPRue2yZLU8eU1lPBlA1VTymkpuFdvwdiGLEnUWH2dDPQwnptkLc6n7E9hkE5scDbyoWJlIBQhmorh0VoYT02TVHDVmH3pJR05TuRIdJavlcOk8rLPVLNn+siixxdnIS+PHCGaiDMQmliUndKLMTnfbTWcBFSBglHRMpAJ8o/8lzgd72e5u5fP1j1Nt8l63b6yz1VBuKKE3NsrX+17kodJtbHY2UWXyYpL0Kx4Pyo1uapbIHBIEAbtiQS8qpPMZstpVh6xAJsJoYhoNjXZ7HXZlaRLQrbOx3lZLX2yc/tgkoUwM73tKqIySjhqzb4G2yjxMkoEmaxUd4QHGEn7iudQCssFncNFqq2FyepZ/HX2bmXSYPZ4N1Jh8uHTWVSVR12Zyt4F55juvFrQYfnD2IiPBMFa9noPNDYusQFcKh8mIy1xIiZmKxkjnF9u4VTkduM0mhmfDBBNJfDZLQW/CH0AUBFp9HsbDEVbbU7rG7cRuNNAzHWAmFqehxIWmaQwEgkRSafbWVdPjDzAajDAdi1PtdJDN5+nzzyIJIk3eEqQ5IdH5QDmTy/Or92ziS/ftwqK/+iK0l5fSXu7jj3/yGl2Tfp47cY7mJw4u6WACBa2E17r6eHrTOr64fye+92QVqJu1G5a5zNu/aprGTDzBX799nOcvXMZrsfDlBwpZAktlbwBcGJsklc3R5vPw5fv3YDdeZVGbvSXsqa8mlcuhahrG65T7JLNZvFYzf/KhA2ypusoyN3tLqHM78cfiXJqY5kj/ML+ybSOmuQyM1W7TaDpNm6+S//qhA5TZr9pJrvN5qXTa+S8/OcTQbIgfnb9Me3npqgfF/1ahaRqZbJ4zl0f46ZsXOX1phFAkueS2vUN+jp4bQP+KTHOdl0fubePArubbCpquvYbOvklefvsyZztHGZsKoa7Qkths1FFd7uS+7U189NEtN7QCzOVVAsEYx88PcvzCEL2D04z7I+RXELiJokCVz8nuLbU89eAmqnzOBTbOa1iM/pEZzneOMjQeZGomwvRsDP9sjGA4vsh2OhCK86d/88qKjut2mPlPv/MIuzbXrWj7QDjBn/7Ny0zNRAHY1FrBf/vy43hc1sIYHIzzo0Pnee3dLsamwkuO3z1Dfo6eK0zuWuq8/NEXHqS14fq2m5qmkUhmuNw7yeEzfVzqmWBobHbFIqB2q5FNrRU8fv96dmysRafcvI7RpZ4J/vRvXiYaX1mWylf/8Cn23dN4U+d4L/78m2/QPVBwbyhxmvkf//Fpmmu9RGNpXn23k5fevETfsJ9cbun37vSlEV4UO6gud3FwTwsfeXAjTtvNB+r/9OMTvHHsyoq23dRawf/zlaewW289Tbizb5KvfPVHAAgCPLpvHf/5i4+iaRr9IwG+//IZjpzpZza0vEPN2yd7MRt1bGqr5JmHN7FtffVNk6GappHO5Dh+fpAf//wCF69MLJuldLFngtfe7V7RcR/a08pXvnAQ6yqTEzpRxqN3LOmiAYXSEUEolG6s5kwzpWaYTgfRgJHENP+z67s33Cen5kjml3+XSvSOW17V9egdy67KixQyB7W5/66FpmnE8ylOz17heOAyw4kpQpk4aTVDVi2QExk1S07LF7I3Vnkx8XYgCRL1lnJUTWMoPlUo+ctEGU36ubdkIw7FSpXJUyx3qDeXMRSfIqvmqDP70IsKeU1lKlXQvTPLBlz65W3JfQY3siCSVnNMpJYX8ncoFqzKysjv90IQIJJL8vXeFzk124VB1PFE+R5qTKU3HMMqTV4+X/8hnhs6RG90lL/r/ymlBgfN1mrucTVzj6u1WHa03LFERDx6x5LEAFDcV9MWxirRbILwHDnnNTiXzIaAQjmV11BwiQxmo8RyyWJZ1zwMkh6rvPT8UBAESg0OBATSapZQJkbJNcSkVTHxyeqDiAgcDVzkx2NH+PnUGZqslWx0NLDLvY5qsxdFkG+bqFgjJ24Bo6EwxwZGEISClehoMMzRgWGOD44iCvDUxjbubai55ePrZam4Mh/PZBdNFgGMikxDiYuL41NMRqO0+jwkM1l6/AFMikKzt2SOnFhdmBSFGpeT7qkZBmaC7KytIptX6ZuZRdM0dtVVEUqm6J6eYTp6lZzoD8wiSyLN3sJqRTav8lbPAP5onHK7jSfb2xaVrgiCQJvPwxPtrfzZ60c4MzJG99TMsqv0GlDptPOJbRsptS5mFsVC3vt178+gyAgUSKGvHy6URpRaLfwfB+7lgeb6ZYkJoEgSRJJpevwBNlf4FhBUgiAsS6y8Fw+2NrKxwreIyfXZrGypLOfSREFHIphIFs97J9r04bZGSq3WRcfYUlnGztoqXuzo4uLEFBORKJWOxasra7h5hCJJXnyjgx++ep6Z2VhR1fp6SGdydHSPMzga4EL3OJ95eic15U7EWyCMNE0jGEnw49c6eOmti0z5I0uOQddDPJmhs2+KLW1VrIQn6O6f4n899xa9w34SicxNzdFUVWNofJbx6RA9QzP87qf301Tr/aVMu18tvH2yl+/+9DTReHrFhNMvArPhBJlsvkB4jwb4xveOcOzcYDGz4nqYn8ytJLsglkjzje+9y5vHrxCMJFdEgl2LcDTJO6d66eqf4rPP7OTRfesw6G/dNu39wGw4QSAUJxRJ8s0fHuPldzqJxq/v4gCFxZiB0QD/8sJJRiaC/LtfuZfSktVdNbuT0DQYnQqRzuS41DPBX3/rba4M+lfUB+LJDEfP9tM/MsNvPLOLx+5bd1OLUIlkhh+8co4fvXqO6dnYot/nm3C1M15vFaIgoL9BqvydgKqpZNTCO+9QLNRZylCWIUjm4bkB+bBcQLcS3KoORCKf5l8GD/HyxAkyao4yo5tGSwVegwOrYkIv6uiNjfKO/8ItX9udgohAmcGNSdIzkQqQVXP0xybIqDkarYXyhwZLBYcmTzOUmGSjo57xZABFlCk3liALEjktT2auVEUWpOtmOyiihCiIaHPaBctvJy9ye1kp8prKO/7zJPMZDKKOZD7NzyaOU28uw/OeDIP3QhJEtrqaqDZ7ORbo5F1/B4PxKQ77L3B6tpufmI7yWNlO9ns2FbVX3gtBuLW+lNPy5LU8IoUSkuXGWgGhSHwUnGEWZ+KICAjXfQ4yCAVnjqUyeWrNpfxO45Ps9bTz9vQ5uqMjXAj10xHu59XJk9zraeexsp1UGpd2z1kp1siJW8CPL3Ty4wudi/5e63bw0U3r+djWdpym2xMDmYfI8toV63xenj9/mStTM+xrqCWeydLrD1Bmty4ZnK/K9YgCrd4SXu3soXcmAEAsnebK1AxGRaGtzEvX9AwnhkYZC4XZUllGIpNleDaEQZZpKCmQE+Fkiq4pP3lNo83nocy+9ORGJ8u0l5diM+iZisTo8weWDNrn0V5eSq3bccsvhVmnI5JK8/XDJ/j+2UtUOmx85eA+Hmiuu2FmwM7aKjwWMxORKH/yk9d4fEMLDzTXU+d2FXQjWLkmwI6aSuQlzidLIiWWAmucyedJ565O2le7TWVRpM3nXZLPMekUNlX4eLGji5lYnInwGjlxu9A0jUgsxT89f5wf/7yDVPrqB1oQQBJFLCY9dqsRSRKJJdJEokkyczX4ANF4mkNHOgmG43zp0/fRWHNzHwhN05iejfL33z/Kq4c7yWQXf5wkUUAUxQX9QtMK5WbqXI06gMNmZPvGmhUFbTargXgiTTyxcOVamqu9Nhp02CwGDDqZTDbPbDhOMpVdkBKfzamcvTzC337vXf7oCw/icd09vvF3GzLZQp27KAiI0sI2yl/zDOchSeKKNJRuV2skGEmQzuTwz8b42rff4fDp/qvHXqLfqWpBI0HVNERRoKG6BI/rxt8+WZLQ62QCwfgCImy+PXSKjM1swGzSoWkQiaWIxJJkc2qRBNE0mA5E+eYPj+Oym9l3T8NN3bvNYqCpxsP0bIxYPE0yPWevp2nk5+7rTkJVNTp7pzjXOcYLr3cUCSBJFNDrZGxWIxajjkwuTzCcIJHKLgjgk6kshw534bAa+a1fuRejYeVBbHWZk4aqEqKJNPFEmmwuT+HWtSX732ojHEly7Pwgz/34RNGZRhAK/cJs1GG3GlBkiWgiTSiSLBJmUHjuk/4I//ivx/CV2NjWXr2iUoFMNsfP3r7Mcy+cJH5NtoReJ7OxpYJ1jT6cdhOiIBCMJOgemOZC19iizApBAEWWMBv1eFwWPG4LW9dX3lbZy/XwfoyhkiAWSZF6Sxn/se1XF6zg3gpu5y5uZV9N0zgy08FL48dIqRk+WrmfJ8r34DO6FgTpPx0/ztGZS7dxdXcGgiDg0FnwGV1Eswlm0mH6YmOFDGhLxVzJTzmKKNEbG8efDjGbieDSWfEaCnNwAQGTXCCMMmqOnJpfViwylS/YUopz2gXXubLbe5jAx6ruw66YeW7wEMcCl3EoZn6j7jFsyvIi81DIJik1uHiqYi8PlW6jKzLMuVAvR2Yu0hsd52vxF5lKBflUzYPLWpneyqXrRBmdKKOikZ6zYV1qzFHRira9elFZMkMjp+XJqsuT/cl8BjQNAXHJbCFBELDrLOzztLPL3cZgfJILoT7enblEZ2SI7w6/wWB8ki/PuX3cKtbIiVtAidk0FyAKxNIZJsIRDDqFz+++hyc2tBZXsm8V6VyOVLbQeSwG3bJBcWtpCYok0TU1Q15VGQ2GCSVT7KqrvimXkJuBKAg0eUsQgP6ZIOqcveiV6RnsRgMVdhst3hIkUeDKdIBMLs9oKEwsnaHSacdhKrywiWyWmfhcmpLVgmmZjAIBsBkMOIwGwskU/liiYA26xGqFQOHZrDQ7YSnkVJV/PHqa5y90klPVYhbMjYgJQRBYX+blDx/cxzePnaHXH+Brh0/wg3OX2Fju40BLPVuryvFZrTcUEzMqMm7z0uSWAMUPm4a2YFV9tdvUpFMwKcqSg7UsingsZgQKApqR1N0loPdBRCqd44Wfd/DC6wuJCatZz9b1Vdy3o4mmGg8GfcHCNZdXmZyJcOLCEIdP9TEyGSwIBWpw5tIo3/jeu/zB5w7gda98VTMaS/G/f3icQ0e6FhATggBOm4mmWi8bmspoqvXisBkx6hUy2TyBUJzhiSDd/VMMjc0yPRulpa6U5rqVZTBUeO3s3dbA4NgsoijgcVmoKXfR3lJBc52XUrcVvU5GFAVUVStkZvRO8srhTi71jJOdS0NXVY1THUMcPz/IY/etR5bWyImlsG9bA2Ue26IAWAN+8noHl/smi39z2Ix88ol7sJlvLPal18sLavlvFplMjtHJEMcvDHL8/BBQKKForvWwua2SxhovLrsJnSIRT2YYnw7T1T9JV98UM8E429ZXr6i/GfQy925r4PWj3UzORHDaTJR57Kxr9LGuqYyachdmo644VmdyeUYnQ7x5vId3z/YTDF9N//fPxnjxjQ42tlbguInSg7YGH3/8pQ8VRGbzBbIoGk8RjaV5+1Qvrx/tXpIcXE289NZFYvE06UwOWRapryrh/h1NbF1fhdNmQpZFVFUjFk9ztnOUl9++TN9wYb4BBULy9WNX2LGxhl2b61esLfOJx7fx5IF2cnmVXD5PIpklGk8x4Y/w/ZfPMjgauIN3DdOzUf7qubeZnClkl9qtBrauK4yxjTWe4liTzeaZ8Ed4/Wh3oezjmuc+FYjwg1fOFjRW7DdOM+8fCfCvr5xbQExU+hx85umd7NhYWyREoFDmFo2nOXt5hP/9o+P0DvmL+/g8Nn7nk/torPFg0CnodTJGg/JLpbejF3WUGlwICEymgoSzcdw62weKbE7mM1wI9RPPp2i2VvF4+W7Kje5F9xDJxslrKndj3pVdsVBmcNMVHWYiNctQYgqfwVUkitx6O16Dk6H4JJOpWSLZOCV6e/F3SRCpNBa0I+K5JFPpIBXGkiXPNZqYJq/l5zIvbv0bcj0ICGxxNvGJ6gMIFMav5wZf5dDkaUr0Dp6p3F8kU24Ek2xgi7OJDfY6DpRu5TtDr/P69FkOTZ7iXk87rdaVfYtWArvOglNnZSI1y3hyhrSaWZLASeXTTCQLY6dLb1vS0jSRSxPKxAri4u+5vnkHEw0wSXqcy2SAzEMRZRotFdSZy7jfu5lDk6f558FXOR/q4+jMJZ6q2HvLbfDLM5r9AvFkexu/sXsroiAULTL7A0He6R3kwZaG2yYngokUs4lCjbnHYl7WqtFrteCzW+mfmSWRzdE9PUMml6e1tATDHWTRKxw27EYD09EY4WSKiXCMyUiMh9saMSoyLd4SdJJM16SfVC7HwJyjSGOJqxgw51WVdK4w8dLJ0nVrxBVJLJZTJLOFMhdlidsTBKHobHGrOD82wZG+IdK5HBpwqKuXextq2FB245o0vSzz1MY22stLOdTVy8+7+7g8Mc3PQlc41NXLhvJSntm0jsc3tGDWLW9bpZNkJPHmVyBXu01lUVx+RUgoKJiLc7anufzdI+T0QYSmaZzrHOX7L58lmbpKTLgdZj77zC4e3deG2bT4Y1RV5uSeDdXs397IP/zgKCfOD6JR6AvHzg3w/KEL/PrTO1YkEJjJ5nnt3W5eOdy5II1eFAW2ra/m2ce2sHVDNcbrZEKoqoY/GONSz0RBtHKFwoiiKPLQ3lZGJoK0Nfi4p72ausoSdEu96HNoqvGwa3Mtf/2td3j92JXiqm4mm+fN4z08sKsZyxJttgZoa/TR1rhYl0HTNM5eHllATpiNeh7e20ppyfL1wquFXF7lh6+e40L3OLlcnqZaD5/68Hb2bmtYUrdkc1slj+1fRzSeprNvkubapUXU3gtBEGitL+WhvW3Ek2l2b65jXVPZdcmFmnIXO9pr+Nnbl/jatw8Tiha+0Zqmcblnkt7BabZtWPmEVK+T8bqtS/4WCMV4+0TPHScnJv2F4FyRJe7f2cTnP76bytKlNVua67zs3lzH//z71zh9aeSaa43z5oletqyrWlGWlCAI2K3GJTUkZkNx3jx+5Y6TE6l0jrGpEFAYY7/w7B4e3tu65DhZXe5i87pK2hp9fP07RwgXnzuc7Biib3iGe9qrr3s+VVU5dKSLselQ8W9GvcJnn9nFY/vXLyJ1FFnCZTdx/84m9DqZr/7tIQJzAqKBYJxAMM5925tQrjM+3i0Q5lLRATL5HBk1t2RgdC1kUWKdrQa7YmYyGeBcsJcaU2mhJp/FAVXxXHcReZHTcnMWnIXSFLNsWHB9mqaRyKfpjAyRUXN3jYXotbDIBsqNbi6E+uiJjjKbjlBj9hUzDMyygTqzjwuhAXqiY8RySdbZa7HPOUnIgkSbrRqzZMCfDnE+2EuZwVVwvpiDphXKB07OdpFWs9SYXNSby+/YPRlEXbGtnyjfTSgT43sjb/CvI2/h1Fl5xLd9kW7Ecn1MEAR0UsE29dGyHZwN9TCTDhNdQrz1duDW2WmwVNAdHeFcsJdAeYQKY8mia5xKBbkQ6kMWJBotFUsKZ2a1HF2RIe71tC9wF9E0jWA2ypXoCBoadZYyTNcQIO/Veyo658y5lbh0Ng6UbuHITAeXI0NMpG5vDF9TsLsFGHUKbrOJEouZLVXlPL15PUZF5ujAMC9d6i6uKtwKNE1jJBhmNBQGoLXUs0g3YB5Wg55mj5tQMsVQIEj3lB+DIlPrct4xcUIBsBv11LgcxDMZxkIRuqf95FWV9WWlyKKI12qh3G5lcDZINJVmcDZEJpenweMuEjeyKBZFIdO53HVr2rP5wsoSFLIKpDsodhdNZdhTX81/eewB6t0uuib9/H9vvMvQbOiGYprzqC9x8bnd2/jzjz3OXzz7BE9vWofPZuHi+BT/47V3+Prhk8TSywuvCbeYtbbabZrOFQSblrxvTSOTL5QTyKJ4x1JK/60gEkvx/GvnixNQKIhK/vpHdvLhAxuWJCbmIQgC6xvL+NKn72NDS3lxopvLq7z01qVi2vKNMDYZ5EevnV9AjsiyyMP3tvGVzx9kz9b66xITUCAySt1WHtjZxPaNN6e7U13u4itfeJBfeXwrzbXe6xITULhvr9vKFz6+h/r3rNYPjc8uaMs1fDCgqhqnLg6TSmfZ1FrBf/7ioxzc3XJdQVVBELBZDOzcVLuiFex56HUyn3ryHr74q/vYvaVuRVkPiiJxcE8rH7p//YIAPhRNMDA2e9PaFXcL9m6t57c/ee91xWQFQaC63MlnntmJw3a1rVRVo2dwGv8SGgp3O2wWA194dg+P7b++ZohekXnk3jYe3NOCLF+dW6XSOS50j93wPIFQwS3kWqHRja0V7NhYc91sE0kU2ba+ms1tVy0OM9k8bxzvKZJjHwQ4dBaMkp7pdJBLkUES+XRR9C+r5kjnF2sMbHI0sMXZhAb8cPRtDk2dYiYdJplPk5kTvwxlYowm/RwLXGbyOiKK7wf0og6XzoYAjCSmGE34yWvzGUcqgUyEF8aOcD7Uu0hI826BKIhUm0tBELgQ7iOZT1Nn9mFVCu+/UdJTZy4jo2a5FB4kq+aoNfmK5IMgCDRYK9hdsp60muVfR9/mbLCHRC5VKAPVVELZGK9MnuRo4DKSIHKwdNsC29o7Cb2k8HTlvTzi204yn+G5wUMcD3SiaovH8XOhXi6FB4p9cN7aPK+phLNxeqKjJHIp7HNE1GpCESUOlG6hzOBmMD7J94bfYDI1WyT6MmqWseQM3537e7nRzX3eTcuW0Byeuci7MxeJZhOomlrsjz8cfYeh+BQGUcdeT/uispDRpJ8Ts51MpGaJ55LF+EDVVJL5NIPxSabTIXSiQonu9sqw1jInbhOyKPJkeytH+oY4NjjCd093sLO2iibP4vStlSCVzfFO3wAzsQQWvY5NFWXLlmhY9DqavG6ODoxwZmSc4WCYUquFUtudrbW2Gw3Uuh0MzYYYD0fomQ4gSyItpQUnDpOuIMj5Vu8APf4A4+EoiiRS43QUV+vNeh1eq4VLE9NMRWIkMpkl71PTNELJFMFEEkUqEB930hWi0ePi/37yYax6PR6Lmf/2szc43DfE1w6f4A8f3Fe0Qb0RFEmi3G6j3G5jf2MdnZPT/K+3jvFO3xA/OHuRfQ017KhdbE11O1jtNk1kMsuWa+RUlalooV7brNNhM6zuYPxvCZqm0XFlnPOdYwuIoB2banlob+sCW8XlMF9v/7FHtjA4Gig6AMyG4/z0rUtsaq1AukE50RvHexiZCBb/LQiwrrGML3x8D+Xem/vQ3Mr4I0viTaXFz5+nqszJPe3V9A7PFNsvkcowPhWmpnxpW7k13L1QVQ2Xw8TnPr6HppqVZULcKqwrKFV5L8xGHXu21HPoSFcxINc0GJ0MkcnmV93O8U6jxGnmY49tobTkxmnzgiDQXFvKtg3V/PwaJ4mxqTCz4QRVZbdeY/x+YHt7DY/uW7eiMdZo0HFwdwtvnehhJniV+OzqvzH5Ox2IFrNU5tHeUr6i8c5oUNjQVM6RMwPFcr+B0Rn8s9Fl9VXymspwfIpQNkY6nyGVz3Ix3F+wr0Tl+MxlJpMB9JIOg6jDobNQa76+w82tQhAEmq2VVJu8dEdHeG7wVa5ERvAZXWhoxHMpfAYXT1fuW3jfsp5P1TyIPx3iUniQv7jyr7RYq6g2l2IQdaTVLDPpMMOJKcKZOP9p/a9RdofKAW4Feklhu6uFN6bPMpGa5Wu9L7CrZB02xUwsm6AjPEBnZIh19lo6Qv1LHiOv5plIzRJIh0nmM6TUDN2REdL5LBpwZvYK8VwKvahgkHTYFDPVJu+ybhC3ghqTD70ocyk8iCxI1Jp9RfcWRZSLlp+XIoXf6y0LxdXtiplPVB9gKhWkI9zPVzu/zT2uVkoNTlRNpS82zrlQL1k1x37PRh7y3YNe+sUVubj0Nn697mGC2ShHZy7zjwM/w64zs8F+1XFKQ+O1ydO87T9Pg6WCGnMpLp0NWRBJqRkG45OcC/aRVrPs82ykegXuHzeLNlsNz1bfz9/1v8TLkyfojY2xwV6HTTETzsY4H+pjIDaBRTHy8aoHaLJULnkcm2LCKhv5Wu8LHAtcLj6/7sgwZ4I9aGgcLN3GVmfTggwXgJ7oGF/t/BbVplIaLOV41QiOlgAAIABJREFUDA4Moo6clmM6FeJM8Aoz6TCt1ip2laxbE8R8v+GxmPnU9k1cmZ6hf2aW757u4Mv378ZmvLmJTzaf563eQX5y8QoC0F7u457qimVT62VRpM7tQhTgrd4B/LE49SUuvHdIDHMeZp2OWpeTQ/k+RkJhBgNByuw2vJYCKWLUKTSXlnCou5czI+PMxhO4zSbK7VfZULvRQHtZKe/0DnJpYpqxUASnabG9TSaX5/zoJNFUmgqHnfoS1y35VK8UeknGrC/UGt/XVMfnQxG+dvgEr3T2UGIx8dv37sSs191UZoMsimwo9/H53fdwfmySZDZHfyC46uTEarepBpwfnWBHTSXSe36PpzOcH50AwGs1U2G/8ynfv6xIprKc6hgmco1SvsWk5+CuZmyWmxtDtq6voq3Bx4kLhXp9VdW41DvB4FiAhmrPsvsFwwlOXxpekEZuNup55qFNlHnu/mfbUleKKArk83P2znltWYu+NdzdEEWBB3Y2s26JspO7BeVeOy67eUG2QCyeuq2syfcDggBb2qpoqfWu+LtqMelprvHy5rGe4v3G4iliifQN0/XvJsiSyCP3tt2UVkNtpRun3byAnJgJxsjn1euSv4lkhnjy6nikyBIlTssNCeN5eEusKLLI/FpBNpdnKhBlXePSLlvJfJp/GPgp3ZFR8lq+6Jow74Dx3eE3UEQZSRALqff2Gv7rhs+u6FpuBT6Di0/VPsS3hl5jJDHNoalTc6J+BeHLvSUbltyvxlzKH7Q8y/NjRzgZ6KQvNs7lyFBBOHFuX5Okp8VWRYnu7vtObXE288magzw/epiB+AQ9sdFiuzsUC09X7mOfZyP/b+e38adDi/ZP5NN8f+RNjgUuk7vGejQ952bx47EjKBPHi04YtWYf/2fbr17XsvNmUWEqwSqb8KfDlBnci0ouyoxu7IqZ0aQfn8FFpWnxPKPG7ONLTU/zg5G3OBfq5Y3ps+TUHAgCBlHBpbOy37ORD1fsxfULypq4FiV6B5+pfZRoNklnZIh/7P8ZX2p6mhrzvFC8QKXJg12x0B8fp3OuD8JVRxubYmZPyQ4+WrkfyxJaD7cLWZA4WLoNg6jjhfF3GYpP0RcbJ6+pSIKISTaw3l7LUxX3srtk/bLOKGbJyCdqDnI22MPJ2S6O+C+S0/IoooRdMbO7ZD2frDmITV68EOvUWag0epjJhBn1T5NT82jMu4RIWGQju0vW84mqA1QYl59vruh+b2vvNQCFzrm3vob7mup4oaOLn17qZmdtJQ+3Na34GMFEkte6evnbIyeZjETxWs386j0bi84MS0EQBGpcDmxGA+dHJxEEgQea67Hq72ztmigI1LqdKKLExfEp/PEEdS5HUcRREUVq3Q4UUaRjfJJwMo3bbKLsmgBWEgQOtjTw445OhmZD/ODcpeK9zEPTNC6MT/KTi12IgsDWqjJaS5cW07kT0MsyH9uygUA8wT+dOMt3T3dQbrfx0c3ri1av117r0GwIn826ZLaCAKRyV1V2lyvVuR3ciTZ9pbOXh9qaaChxLTjGieFRjg+NIIsimyrKKLXdWULslxmxRHpRanBFqZ3WBt91dUOWgs1sYMfGmiI5ATA1E6G7f5r6qpJlA4fBsQBjk+EFf6uvcrNlXeUHIthw2EwLCENVVUmmli+dWsPdC4fVyO4tdTcsIXo/YTbpMegXjvOpdPausmVdCYx6HZtaKzBdp2zmvRAEAbfTjF4vk0gW3jGNQgCuaTd0675rUF3uor765uYTOkXC4zTTM3j1b9lcnmQ6e119m0wuR/oa4leSxJvSx9Ir8nvqywslJctBFiQ2O5ooX0Z88L3wGRZmmFkVE09U7CGn5mm0VCy7X6Olgo9U7EMRZaxLBDPzEAWRXe51NJjLOR/uYyIZIKNmMYg63Hobjcus8oqCSJXJy283fpgnynfTFRnCnw6TVjPoRBm3zk6NuZR6SzlmaWkif0/JBsqMburNZde1slwK+z2bqLeU02ytWpa8c+ltfKh8F6l8prgKPQ+dKPORinvZ5GjkYrifQDpSqM/X21hnq6HW7COvqXyk8l6mUrNYlYVtqIgy62w1K9ajcOls6FY568AsGXiyYi+jST9unY1y08I+VW4s4cmKvUyng5QaXDiVxeRCwXa0nN9v+ThXoiN0R0cIZWJIgojX4KTNVk2VyXtdm8w2W00h8FdMNx38y6LEfs8mGiwVtNmW1oept5Tx241PctjfQU7LE8xEqTJ5EYWC097Hqu5jh6uNvvgYM6kw8XyhNMUgKXj1TpptlVSZvCiCvOge9KLCg76tBNKNbLDXL3udZUY3T5bvIaepi6xNBUHAIOl4oHQLm51NdIT7GU34SebTmGQD1SYv6+11OBTzooyHa5HTcpTqnXyp6WkuhwfpjRW0QmyKiRZrNS22Kgzi0pp4mxwN/PeNn6c3NsZEMkA0lySn5lBEGYdiKb4rxlXQT1kjJ1YBgiBg1uv45D2bODc6wWAgyHMnz7OhvJQy22Kl/HAyxcmhMcx6hXAyTf/MLGdGxume8hNJpfHZrPy7vdvZ11h7w49XjcuB22xiJBjGatDTWrp8ALKaqC9xYdHrODsyQSyT4UBzfTEIFgSBCrsNt9nElakZBEFgV101TtPVj4cgCDR53Xx6+2b+/I0jvHChk1AyyaNtzVQ57aRyOc6PTvDjC4VAu6XUw6d3bMFwG04ctwKLXsdnd21lOhbnp5eu8HdHTuEyGXmotXFRKcSfv/Eu8XSGLVXltJSW4J0TMw2n0lyemOb5C5eJpdK0lXlpLy9d9Wtd7TY1KgoT4Qj/+cVDfGTjOtp8HvKqypmRcb5/9iKhRIpmbwkf2bTujmaz/LJjJhhn4pqUX4GCInvpMmJ514Msi9RVlmAy6oqBQyqdo390hnQmt2RdtaZpjE6GmI0s1GjYsq7qltLe3w8o8uKPsbpCjZg13F1w2k00Vt+eR/qdhiQJi4jDD2J/MxkV6qtvbs4gCGDQK4tcp1Lp7FxZ1d373K5FXaUb600K5gqCsEg0M69qZDI5uM6xZElCkUTm6dJcPk8qk11xpkk8mVlAfAmCcF0dFoOk46NV+2943OXg1Fn5bN2jN9yu3VFPu2P5YOtaSIKIz+jCZ7y5UjtBENAJCvWWskUlAyvBo2U7bnqf+fN+uGLPDbfzGVz8Wu3Dyx5DEWSarZU0W5cmYBTgsbKdS/5mkHQ8covXv1qQRem67WCWDSvqa4IgoJeUm+oz12Kbq5ltruab3g8KJNGNnqUoiLTaqmldgryYf44N1nIarDcv1mmQdHys6v4bbldr9vHZ+sdueJ1uvY37vZtv+jpgzvIdDbNsYLu7le3u1hXtN28NW2Z0/0LKp9bIiVVEi7eEZzav5y/efJdzo+O82NHFZ3ZuXbSS3jXl5/964VUQ5n29NXKqikGR2VNfw7Nb2znQXI+ygpQ/m0FPtdPOhbFJTEpB6+EXgWqnHbvRQOfkNBa9niaPe0Hqf5nNitdqoT8QRC/LNHpci4J5URB4etM6Mvk8z504x6udvbx5ZaAw6dMgqxa8zzdW+Pjd+3az3ndn64+XgiAIuM0mfmffDgLxBEf6hvjrt4/js1nZWOFbEJSHkymODgxzdGAYSSo4XRTsigoaDaqm0uQt4d/v30WF486kIK5mm5bZrTzc2shPLnbxp6+8UXh+c8fIqxo1Lgdf2r+LZu/dU+f5QcT4dIhs9uoqmCSLlHsdK075vRaCIOC0m3DaTEVyAgr18Kl0dklyIpvNMzkTWSDWJksitRUudO+zPZ2qacQTaYKRBNFYmmQqQzqbJ5fLk8urZHN5cjmVwdHABzI4XMNiOKxGSpzvTyaWpmlksnmCkQSRaIp4smCzmZnrZ/P9LpHKLEjt/6BCr1Mou0k9GQBxCdHmlQpG3y3weWwYDDe32CHA4my2OWG868FqNmCzGIjPjcm5nMqEP0Imm19RWcnIRJDMNd8InSJR4jTf1LWvYQ1rWMMHBWvkxAqhiCLltsJKpt24NEOulyUeX9/CudEJrkzPcHRghAdbG2mYq+l3m81UOa9OBCRBwKzX4zYZafF52FThY2O5D4/VvORKdEFk0YokikXiQhAEtlZXcHF8ihqXY0Htv91goMphx2kystoGF0ZFYXOlj2g6jcdips23cKXLZjTQXl7KRCSKQZHZULY4U0AQBKwGPb+2fTObK8p4o6efC2OTzMYTKLJEpcPO7rpq9tRXU+NyLK+9IYmU2QtiXvZbFGZ0mU1UOe2U2syLJl2CIFDjdPJ79+8ml1eZiET5wdmLVDpslFiuThD+w4E97OivpHPSz0Q4SixdUPQ163RUOGxsra5gT101DR4X8hIClBa9jkqnHb0sFYVDF0PAZtBT5bTjs1kXbbdabQqQzGR5uK2RextqeLWrlwtjBZ0Kh9HAlqpyHmlros3nuc61rmElmAnGFzirSKJ4WxNPi0mH1bxwjAqE4gvSiq9FJpdn9j3OFhazHpdj6XHoTmKejJiYjnC+a4yu/knG/WFi8TTJVJZMNkc2p5LPq+TV+f9rH1iXhDUshECh791sOdOtYp6MCITidPdPcaF7jMGxWcLRJPFkhnQmSzZbICTm+1mh3904IP0gQK+TsdxESccvCwShQBi8N/vjTqHMY6O63LUgQ+5UxxBP3L/huiKimqYRCMU51zm6QA+ortKNx/WLr81fwwcDg/FJvjX0GpHbsLTc59nIQ75t6MS7t7xuDb+8WCMnVogyu5W/fPbD5DUNoywvOWkXBIEyu5WvPvUIWVUtTLTm9B/Meh2/f2Av//6+XVe3n9tHEgQUSUInSdedlFU57fzVrzwJ1xwX4OmN63i0rQlJFBf8/aNb1vP4hhb0soTxDpRDfOXgPn73/j1zJMvCCY4oCHxx/04+v+cegEW/Xwu9IrO1upwN5aVk8gULTEEoCEnqZRlZFK+b+lhms/KXH3+iUP8l31qX/tL+Xfzm3u3IorgkcSCKAhvKSvnLZ58gp2pIgrCgrQVBYGO5j7ZSD5m5Cez8Sq4gCMiicMN7eaStif2NtYV+Y/j/2XvPIDmuNF3vyaws76u7qr333UCj4T0IgCABkjMEzXhzZ2d2NOvkJhRa/ZAUodg/iliFbuhKu7p7965275gdwx3OcDhDb0B474H23rvy3mSmflShiGaj4QiCIFlPRHd0Z1WaU+dU5jmfeb9bG8C0GpGDa9p4sr1p2TXczMf9TCEr0CqJIuurK7LHych5zQy9JKG/h5zZAisTi6eWeP3FW4QO3wtaSYP2I2U4o/Hkigt4WVaIxJbqM+i10j0JxT0IkqkMV3qneOtYD+eujRMMx0ln5M9cHn+Bj0EuZeBhoKoq4zN+Dp8Z5L2TfUzPBUimMmS+QIYug355fvQXAY0ootc9vOeXw2ZkU2cNV3qniOcqbgyMLfDq+1f5d89tWjF9LhpP8foH17k+OJPfppU0bF9Xf89iyQW+OCTkFGPRWXyp8H0fo91eU4hGLPCpUTBO3CUaUcR+F9U3xJzn+lbbV1pIftxrMGilW4owGrXaT8QoAR/qbNzOv2vS6TDdZZNFQVixHXfibvtmJW7XlngmRULJYJX0SKJmSclMRVWJppMYNFo0ucW+TpK41ZouJWfIqAoSIiklkxfSuZkb7c8oMmklg0bQLps8CYJw1/36cT5TyIqcqbnjfJJj6YtOOiOzpMy5kA3bvV80GnGZRzCTUVBXWOSrqpq9hpvQajXoHlJJRFVVCYbjvPTGBV4/3M28d+mESgC0Wgm9ToOk0WTbJ4nodRIGXdaIEkukGRpbeESrxRe4Fx5GtE4qneHM5TF+9vsz9AzNLjNISBoRnU5CK2mQNGJWwFCnwaDTotdJaESB4QnvZ74ijKTRfFYkIh4ooihk2/6QEASBPVuaOX15lLNXxlDJ3pN/9/Yl5hZD7N/ZTmO1G602K76XzshMzPh5+1gPh88OEk+k88fpbCln79aWh248LvDZocrk4cctXyOtrCyaeieK9XZ091mSdCoYIpJM0ZJLM58KhnCZjHc9h/TH4qiouEwri6zeTCKdZjEWpzIXOZ6WZQYXvRSbzbgthfSnzyKFu9sXhGQmk62sEbn/PFlREGgv9VDpvPcc1c8qvaE5js0NcrBqDdWWpUJOsUyS1yavsae0BY/x9iGWPcFZvMkIO0uaWExEiKSTNNtvLYoZSieYiQdps5d9EeeNXziWaUuoLNF/uFcURV0WbaARxdsuQj66IFQUFfkheU0isSQ/f/Usr7x7ZYlOhigIlLptNNW6aaxxU1NeREmRBbvViEGvRRSFrK6LIHDu2jh/8/dvFNI7CtwRVVU5fXmUv//5ESZm/dw8zK1mPQ3VxTTVeqivKqbcbcdlN2E26ZGkrAFaFATC0QR/83dv0D00++k15AHwBQya+NRwuyx859mNzC2GGZ/2ZSucJNIcOtXPmStjOGxGHDYToiAQDMfxB2NEYsklhrOmWjd/8sIWSosfvbKZBR4dzJLhlsKOt2IyEGQmHMGklWh2FxOIJxgPBPAnZYq0Kik5xeCil2QmQ4sn+7rbYiaazD2rBfDF4kRTaWocdow6LbOhMDaDIZuWFIvz0qVrtJW4WVNemnU2aDRY9DpmQmHKbNYl1e/CySTvDQwTS6fYWltNvcvJZDDEXDiCx2KmxulgzB9gPhLFbjBQ63JwYWqGk6PjPNnSRKunmMVojGAiSYnVQlqWGfUFCCUTiIJAq8dNJJliMmdAqS9yUn6LwgUFPl0KxokvCJFkin86cY7Dg6P3fQydRsP/emD3F8o40WR10x+cI5OraXzJN0FPYBajpGVzcR0LiTCvTV3FIunZV9aGU/+hpVdVVcaiXk4vjDIXD1FjceFPRjm9MEKZyY6qqiwkIhybH8SXjFJitLHD08CJ+SGMGh1t9lIScobTCyNMxvxUm110uao4MT+ELxml0eZBK2oYCM2jqCoaQaTMaGM2ESalZJAEkR2eRspMX5z++ixiMuiWpHOpqkoiF/p7P6Qz8pL8ZACjQbuiwKYoiug/UhYxlc5kFeg/YVRV5cjZwWWGCZNRx4Gd7ezf2UZTjRu97vbh52ajrmDIK3BHblSm+dnvzzAx489H2mhEgfbGMr7+zDo6WyoocphvO94EQbgvwdoCX1w0osja9ir+hz99nJ++cprLPVOkM1lx6VAkQSiSYHzav2w/QQCzUc+6jiq+e3ATLfUlD02TpcDnn3cGhtBrNDQUu4inM7zZO4BZr2MqEERoFuhbWERVVTwWM4l0hkODI+xuqGPY50Mgq4w7sLDIqtISFFRUFYZ9fkRBoLHYhaIq+OIxEplsxPB8JMJEIERXeSnHRsZ4sbNjyfWoatZAEUunURQFbyzG6z39VDnsnJuY4lvr1vBaTz8lVgsNRWK2rG46gy8WR87N01MZmQuT09j0ejQOkd9d66ajxMOQ14dOI9E7v0BGUeiZm8egbcnrCX6eabJW8tet30QrStSaH3y1wAdNwTjxBcEgSexoqMVjvX8VdEkUqSu+tzJQnydUVcWk0VFpdvDBbD/NNg8ZVWG9q5prgWkGw/Ns1Nfm359WZC54J6g0ObBIehJyGovWgFNvZj6eDV1fSIZZSISx6YwIgFVroNzkoC84h6rCbDxEd3CG56q6MEk6RsKL+JJRtnoa+GC2D72oRSMIhNIJHDojZxZHqTA5CKcTuHQmhsILBePEI47LYVoy2ZQVlUDo/oWs4ok0scRSDQmH1Yh2hTQNSRKxW5bWDY/F00RjqbsudXe/ROMp3jras8QwoddJHHy8k+8e3ITdarir88tKIWKiwJ2RZYXTl0fpH5lfkgLU1lDKf/e93bTUldyV0UFRlc+FIGaBh4tGI7K2rRKdVsN/+MkH9OQib7JpJiLpjJwtWyhpMBq0FNnNVJY52LWxkY2ra3DZzQXDRIEHyvbaai5OzTDqC1BptzO46KXEakEvSWQUhZlQiH1NDTS6i4nnyt8qqKQyWU0yjUak1uVkc3VVPp202mFnLhxFEATcZjPlNhudZSWU26wYJIlhr5/uuQWa3cXLdOKseh01TgcZRaHZXUz/wiKDi15MOi0WvY6MorCrvobL07OM+QJ0lpVSV+SkYt7GmrJSBEHAYzXjsXy41rHp9ayvLCeZkYmmUhi1WiYCAboqymgqLvpCRE0U6+3sKVn7aV/GXVMwTnxBMOt1fHvjmk/7Mj5TqKpKSpFJKzIpJUMoneD4/BAeg5VwOkFGVRARMEhatKImb7XN749KRpHRa7QYpAwpJYOAgCSIZFSFjKqgEyUyqkyp0UaHozw7MRE1KKpCSskgKzICAhatHl3uHBpRxCTpUAEFhSJ9NiTNIulJKTIOnQkEAavWQEq5dYWGAo8OFSUOtJKGONloiYysMDkXzIuP3guqmjVs+INLjRulbtuKQoM6rYSnaKnRMpZIMTUfRJYVpE9Qe2JgdJ6xad+SbfWVRby4vwuHzbjCXsuJxJIFvYkCdyQSS3L++viSyCKjQcvzT3bdtWECIJHMLItOKlDgTtwQYX3p9QsMjs0DUOQw8eW9q6mtKCKVziAIQraKiklPmdtOSbH1oYnEFvhioaoqE4EgaVnGH09gkCQ21VTii8YxaCUq7DY6SjwcGR7l7MQUuxvrKLaYeG9giFAiydqKsqyBQhARhOzxZkJhTo1NEkomaHIX0ewuwmMx827/EI811NHkLsJhNDDs9fNYQ+0tDQNOo4FDQyOYdVpWl5WytqIcjSDgMhtxGA2cGptABWbDEVTAKEmEk0le7+lnX3MDF6dmuDo7SyiZYLe2DpMuqwt3Q0crmcmQlhVCiSSL0Rh2w905QQo8PArGiQIFVkBB5bJ/ktlEiMu+SRylRhw6I4F0nEabB7vWSI2liNMLIyiqSoPVvWR/nSjR6azk9OIIKirNthLmEiG6AzPE5TS9wVmimSQpWWYgOI8/GWOru57z3jG8ySiX/VO02kuoMjt5eewCtZZiulyVjEV9vDF5jXpLMSZJh4iAXpQwarTUWFy49GZ0GgmzpEMS731hWWazsrm2EpNOh1lXmBR90rhdFjwuK6FIAsg+4Oe8IQLBGC7HvYk5KYrK9Hy29OYNNBqRmnIXBv2tb/caUaDMY8ds0hG9qWpHz9AssUQ7NssnZ5yYng8uExVc01aJy353Qlg3mF0MFzzZBe5IPJlmYiawZFuZ205Lneee0jQC4TjR+GdbDLPAw0VVVRb9Uf7ppRMcPTdIRlYodpr5i2/tYvemJoyGwrO2wMOnq7yM9hIPeknCYTSwp7GecCJr7LfqdWypqabF40ZRVVwmI483NRBOJLMOMf2H6ZQ3HCkus4mvda1CUVXsBgOiIHCgpYlQMonNoGcxEmU+EqW9xI1Oo2ExGiUlf2jodRqNtJd6KLNb0WskrHodz3a0EE2l0Wo0aASBzdWVZBQFozYbOey2mPnBpvUAaEWR9hIPNU4HkihiN+h5tqMNi17HYw21RJMpeucXqHU5WYhEmQqGqC9yFdJCHzEKxokCBVZAI4jsKW1hT2lLftvzNUvDomosRUB24hHJJLngHc+/ptdINNtKaHWULtnnRy07AcgoMofnBrDpjBg0WkRBwKk38SeN25a8/5nK1Uv+f666a8Vr3uSuu4cW3pr97U3sb2/62McpcHdYTXpWt5QzOL6Q3zY1G2BgbIFNdtM9WfSj8RTnr08sKQHmsptorHVnRTFvgSAI1FYU4SmyMhLz5rdf6plkai6A1VzyiXkVIrEk6Y94oEvdtmXVRm6HLCt0D84USo4+IJaHjat8Xuw+sqwQjiaWbLNZDDisdx+lo6oq41NevIH7F5cu8MVDVlROXRrh2PkhMrKCKAjs3NDIk9tbC/olBT4VBEGgyLzUEWDSajF9pKpGyU3p4HrArFu5DJ9Bkij7iIaDWa/DrNehqirTwTBlVitryssQBIFIMkUs9aHGllmrw2bQU2r98Bg2g2FJpbyPVuC4YaC4gcNowHFTBT9Drj1WvR6jVsu6inJmwxFqXQ46cyKdBR4tCsaJAgUeEEaNljpLcf5/jSCgEVaedGgEkS3uOlrtpXm9Cf19lm4q8NnFaNCxYXU17xzvzUcR+ENxTlwcZlVzOWbj3ZcgHhpf4HLv1JJttRUumms9t92vssRBc62HsSlffpHvC0R57YPr1Fa4MBo+XhnkldBKmuxi+Cb7hKqqd52ioaoq1wamGRpbuPObC9wVpo/0dUZWPvMlM28gCMKyMr33Mt4AguE4xy+MkEh+8oKxBT4/JFMZLnZP5ss2i6JwzxE7BQp8lhEEgSZ3EU3uovy2WpfzoV6DJIqsKithVdmjLwr5RaZwVyxQ4AEgCAKSqMGpN+V/bDrjbTUDBEHALOmpMDkoNzmwagt5b19ERFFgTUsFbQ0fWvBVVeW9k31c7p28q3QFVc0qvv/unct4/ZH8dr1OYs+WZqxmw232Bq1Ww+NbWjCb9PltGVnhvZN9vHuij1T63hdiqqrmf1bCajag0y41yE3ntC7u5vjBcILfvHmJeW/kju8vcHd8VOsjnkgzMun9XKTNSJIG20fEX0ORBIFQ/I7tuzGWj18Y5tSlkU/yMgt8DlEVdYmRT1FVRqd8pDPyXd0rCxQoUOCLQsFNW6BAgQKfMk67iWcfX83QxAK+QFbM0h+M8U8vncCgk1jVXLHM43sDVVVZ8EV4+a1LHDs/jJyLfBCAde1VbF1bf1fXsLqlnJ3rG3jzaHc+eiIYjvNPL50gEkvyxPZWXHYT4grpITeQFYVINMmCL4LJqKO02MZKNreacic2i2HJpP3c1XEm9wZoqCpe0Vinqir+UIx/ffUsR88NLkljKfDxaKx258TNsv9Hokk+ON3Puo4qXPeYZvSoYTJoqa8qyldJAJiaC3Che5yqMscyQ9nNJFMZTl4a4aevnCEaT634vgIFboVGEinz2PL/K4rKa4evEwg/ucjBAAAgAElEQVTF2NRZS6nbliuZvHQ/QchW8tBpJcwmHVazYcXKSwUKFCjweeALb5zoG54jFk+xtqPqoZxPVVW6B2YwGXXUVn5+Sth4A1G6B2bYsrbugTw4Q5EE3QMzdLVXPnSl6gVfhFMXRwhHE+ze3ESZx/7I9dPF6xOYjDpa6peHpn1exxhk2zY4toCqQmNN8R0Xyh/vXLmKLekM8WSaRDLN9HxwSf69CgQjcSZm/Bj0Wgx6CYNei6TRrLggvxWCILBtbR29wx38+rXzZGQFVYXe4Tn+9//0Ns/u7WTHhgaqypxL9BiC4TjXBmb4w/tXOXlxJB8yDFDitvGtZzfgdt5d+WCbxcDXn1nPwOg8AzelSSz4I/zDL49x4sIwuzY20tpQSrnHjsWkRyuJpNMKkXgSrz/KzEKQ0SkvvcNzXB+Y4RvPbOCrT61FXEGYtaaiiNrKIqbng/lt4zN+/vFXx/mzb2ynrrJoWR/HE2kudk/wyrtXOH15lHRGRpJEBCCd+fglRRVVJZXKkEhmSKTSTM8tj+SIxZKMT/tyfZ790Ur31uePKvXVxZS67czk+kTJRQs47SZe2N9FbblrWZ8oikoskSIaT+G0GW+7yP80MRl1rGmt5L2Tffm0jFRa5tevXcBqMrB7c9Oy540sK4xP+3nrWA+vvn+FQCieK/coPrCKHbKskEhlSOTuM95AdJnBbc4bZmou8OGY00mIovCZvr+rqko6IxNPZts+vxginkgveU8imWZyNkAimc63XafVfObarddKbFtbxzvHewmE4gCEIwnePNrDm0d7VtxPIwoYDTrsVgPV5S7aGkrZsb6exmr3J1pJ6YtGIBTjxNkhVrWUU11ZdOcdboGiqoyOL9LdP8Pubc1Y7hCx+FknGkty+EQ/ddXFtDSW3Nd8LJ2RuXR1gkgsyfZNDY/ss6PAw+WRGwWZjMylnimOnx8inkhTW+Himb2rbhuWfKV3Cm8giqQRsZj092Ro6B2eY8EbfojGCRif9lPkNFN7nzfAe0WWFQ6dGiCdzvDkrrYVhfE+Dl5/lA9O9bN+VfUDMU7EEykGRudZ1VyeVeB5SCSSaV599woADTXu/I3y44yxG4xOevkvL5/iK0+tpaOpjD+8d5X+kXn+/Fs7sZjvrZHnr43jLrKuYJz45MZYMpXhtUPXKPfY2bSm9lOpuT4zHwKgobr4Du+8N2KJFL9+/QJTswFi8exCK5FMk87IZGSFTEYmkUyTuWmhqigqx88P0zM0h6QR8z86nYTJoMVo0GE26ti+vp5t6+pv+90z6LV87al1+AJR3j/VTzKVXTxNzQX555dP8scPrlFSbKXIYUar0RCOJpjzhpnzhpeFpXtcFr7/whY6Wyruuo8EQaC+qogffWMH//EXRxiZ8OZz8dMZmfPXJ7g2MIPDZsRi0qOTNAiigKLkFhiJNNF4kkg0mY/e4A7Z/HqdxJd2d3C1b4pwrsKILCucvDTC+IyP9sYyaiuKMBq02cWLN8zA2AKTM358uXKpFpOeF/d3cbl3iks9k3fV1huoqsqvXjvP8MRirs/TxBOpfJ/LskIylSEUid+0D1zpn+av/49XkDTZOu+SRoNOq8n3ucmoY217JU9sb0XSfHYWEIIgUFps48ntrfziD+fyxq5UWuYP71/j7NVxqkqduBwmJI1IMpUhGksSiiaIxdMUOcz899/fQ1Xpw80jvls0osimzhpWNZVz/vp43tA4PR/k//7pB7x9vIfmWg8uhxlFUQiGEwxNLDI66WVuMZw1hGlEdmxowO2y8Pt3r9yzgWJ82scfP7jGgi9CLJ4iFk+RSGXI3LjPyArBcDz//b/BT393mpffuvThfUbSYNBJGI06TAYdTpuRAzvbb/lMeBSQFYUPTg9w5soosXiaaDxFPJEilZbJyDKZjEIqLbPoX5qiNTLp5X/7f15Hp9Xkv286rSb7PTPoMBm1NNV6eHpXxz0/Rx8moiiwprWS7z23mZ+/evauBVXlXDpIJJZkai7I2StjvH2sh6d2dfD8E2uwWwvpoA+CWCzFpWsTlJc47ts4gaoyuxDi0rUJtq6vx3JvxbY+c0RjKV59+zL7drXRVO/hfpYWmYzMqQvDzC2E2LS2tmCcKAA8gsaJ/tF5Xn7zIl/au4qKEgfhaOKOi12rJWu4EEXhkS/HJAjw5K42hIeoD6uqKt5AhGQyc6e1wiODp8jKt57d+NAXv7FEiun5IC/s76K9MVtlQxCEBzLGkqkMQ2OLTM4EaKr10DM0x/Rc4K7y6++FT3KMqbmHr+lT/J7t2JBNU3jQE7JUKsO7x3sZnfLeU3WCGxPHWyHkftksBrZ01XE77TNBECh2mvmzb+zAoNfyxpHree9uMpVhYsbPxIw/751f6RrLPXZ++NVt7NnSdM+GQo0osrmzBoNuL//46+N0D87cZGjIXsfcYpg5wvd03NuxsbOGF57s4tevn8+394a3Otve7EhWuZH3/+G+dquR7z2/mQM721EU9Z6NEwCHzwxytX/qnvo8nkgzPu1f8XVBgExGYe+WFj5rzk2dVsPBfZ30jcxz+tLIEgPVR8cgLB2HVWVOMpkHE03wSeF2Wfj2sxuZ94YZn/mwDwPhOKcujXLm8hgfir+wJIJBEAR2bGjgz7+5k0AwxltHe+7ZODHnDfPW0R4W/ZF7GnOL/iiL/lsvaAWy+i0djWWPrHFCUVQudk/wx0PXQL37qUgqLTM1F1jxdUGA9Yth9mxueqSNE7KiMLMQQlFUnDbTfVd7ycgKk7MBfvb704QicX7wlW1YH+F2f1YoK7Hz13+1/2NFYwqCwJZ1dWzqqi0InRYo8DF4pIwTqqpy6uII9VXFbF1bv2Rhmk7L/OyVMzTWuLnSO4nJqOfgvtVMzQUZHFvg6d0dCILAm4evE4okcNhMHD49gEYUmFsMU+ax8+y+1ZiMOq71z/DBqX4kjUgimcZqNqKqKlOzAd490YcvEKXMY+fxbS24XRb6huc5f20co17L0PgC61ZVs2dL04o3sWgsyeEzg/QOzea8pg20NZYiigK//MM5ugdmOPBYB9vW1yMAF66N0zs8RyKRxh+K01jj5smdrei0Elf6pjh1cYRkKkNbQymPbW5Cp5XoGZzl6LlBItEkpW4bz+xZhdNuuuX13A5fIMq7x/uYnPVjtxrZu7WFmgoXkVgyu1Cb9KLJeYq62irJZGSOnB3iav8URp2WzV11dLaWf9iHwMjEIodPD7JnaxMVJQ7+7Y2LlBRb6R+ZR1XhS3tWUVFqp294niNnB4jGUjTXedizpRmzSc/VvmleP3QNs1nPd5/bhN36Yf+8fawXXzCKxaTn6d2rqCpz4A1EeedYL9PzQVx2E49vbaGq3EkwnOCdYz2Mz/iRNCK7Nzexqrl8xYdG98AMbxzu5lrfNPF4irqqYg4+0cnsQuiWY6yzpYLfvX0Zh83IyISXZCrDU7s7Vvboq2C16AlFE8wthpA0Iga9FhWV4YlF3j3Wmxu7Rp7Zs4pSt414Ms3JC8Nc6Z1GlhU6Wyt4bHMTiqoyMDLP//vzIyRTGTZ31bKxswZJIz6QMXavqTSqqjK3GObd473MecMUO808sb2N8hI7EzN+3j7agz8Uw2o28NRj7VSVOVnwRfJRGD2Ds1SVOTmwu4OTF4bxBWL4gtFsylV7Fds31KPTSvz2rUtc6Z1i58ZGdm9uQpI09AzNcu7KOLKisOiPUFPu4uk9HRh0Wi73THL68hj+YIxgOM5jm5t4fFsLet3yW9+tFr8fFzX3626FzgRBwO2y8KOvb6exxs2r711hbNq3pDLArQ4ligJ2i4F1HdW8uL+Ljqay+45gkiQNa9ur+J//Yj9vHevhvZN9zHsjJJLpO++cw6CTcNpNFDstdzQimY16vvmlDRj0Wl597wrzvkjeYKeu8NnpdRI1FS6+/eWN7NzQgF4n0VTrxmLS33NliQfd59lj3n2fP2rciJ74q2/vwm4xcOryCKFIYmk60wpNEwUequH9fhAEgXUdVfz4+3v5ye9O0TcyvySVQFGXr5xFUcDttLB3awtfOdBFabENg06iosRBKDLLPaF+MvcZ5R6rjnwaZL8XD/6YyifwHX5QqKpKIBTnj4eu8c7xHsam/flUNJvZgMGgRdKItxTPVlQVWb4RmZaN5ruhB5RIZvjjB9dorivhwM72RyalTFVVYrEUwXAcWVYwGnQ47MZ8CoqqqkSiSVKpDFargWAoTiKZRtJocDpM+bmHLCsEgjFi8dQSA6HJqKPYlU1VjMVThCMJUmkZURSwmPXYLAZEUURRFHyBGFpJg0YjEgzHUWQFs0mP3W7MRzFmMjJzC6F8eVeX07xEGDrfpniKUDhBJiOj0YiYjDqsFgMajZh/fdGXjfrRShrcxdYlz+BoLEk0lsrOAcMJUqkMWq0Gp8O8JE0pnZEJBGPEE+klzxCbxYDjDpo/sqyw4A1jsxoxGXXE4in8gRh2mxGLWU88kSYUjlPksqARBeKJNMFQnExGxqDXYrd/mJJ3o02xWAq73Ug4nCCWSKERRZwOMwb9LeZQuZRIrz+KyajDbjMiCAJyLhosFkuhkjWAWy2GZY6+WDxFMJQdNyajDofdlJ+vZ1Nss59NKpVB0mpw2k05nRaBTEbGF4hiNulJpWSisSQajYjDblxSbUxVVaKxFKFIHDmjoJFEzEY9Fov+E4kqL3B/PFLGiXRGZsEXYXVLRW4RnF18P7a5CbNRx5XeKTQagad2dyAKAiajnmA4ztRs1vssigJTc0FsFiM6ScP7J/r41sGNbF/fwC/+cI6L1yfoaC7n9+9cZv2qahpr3Pzkt6cxGnTEEmneONJNsdPCY5saefd4H28e7ua7z28iHE3w9rEefvi1baxbVYVOK932BnH2yhgDo/Mc3NfJ2LSfl9+8xF9+ZyfFLgvPPbGGYCie9YCogJAtG3jkzCDfe2EzRoOO3719icaaYhw2E28f6WHX5iaKHGZefvMiFpOero4qXj98naYaN+t2VxEMJ+7bk/3B6QGC4TjPPbmGS92T/P7dK/zoG9sZGlvgUvck331uE7KiYDEbEESBy71TXOmd4uATq5lbjPDymxfxFGfrEQuCkF2IHummq72SihIHAIOjC8zMB/ny3tVIkojDZmTRH+WVd66wfX09lWUOXn7jEnqdlid2tNLWUIJWEvnZK2fJ5HLIM7LCqUujJBJpvnJgLcFIArs1G83w/sl+4okUzz+5hnNXxnn1vSv8V9/YQd9INu/9Owc3kc7IOGzG20ZiNNa4efFAF/5QjOf2ddJSX4LJqKNveO6WY0wFxqZ89I9meHF/FzqtBqd95Tg+FRWH1UgslmR2IYTZpEMX0gACFpOejZ01OO0mfv/OFU5dGuXgvtVc6p7k/RP9vHigK3ujFrNhrZmMwoIvwvde3MzMfIg3D3fTVOum2Plgxtj2DQ33NI7SGZl3jvWi0Qi88OQajp4d4o/vX+VH39yRD3F3Ocy8e6KPY+eG+MpTa0kmM5y4MMzBfZ0cfKITUcyG687MB7nYPckPvro1O6l7/yrNdR4qSh08vbsj772/8dwORxJ8cLqf7xzcxKbOGn7zxkVqK4uoqyzitUPXeWbvKuxWI//5V8foaltZWFKvlXh8WwveFbyTH4eOpvLbVm65GUEQsFkMfHnPKjaurubIuSEu90wyMePHG8gabFQVdLps5YGSIitNNW42d9XS1VaJ2aS/63OthCgKVJU5+d7zW3h8awunL49yfWCGqbkA3kA0O7nMeYwlSUSvk7BZDLjsZso8dppr3azrqKK+qhjNXUQ/2SwGvv70Ota0VvD+yT56R+aZmQ8SiSVJ5yaeJqMOh81IZYmDNa2V7N7cRLnHnp+8tDWU8uL+LoLhOHqdRG3F3YXm7trY+MBThADaG8vuqu2PKvVVRfz4+3s4famOExdHGJ3ysuCLEI2nSKdlBAF0OgmLSY/DZsTttNBaX4r9I9U+bofZqGP/jjZCkQSQHfvtjWWfVJPyaCUNG1fXUFnq4OjZQc5eHWdi1o8/GCORyqCqKnqthNVioLTYSmONh8c2NtLZWpFfSFgtBp5/opOWumyZ3uZaz4r3lptxF1k4sLP9gZdn1eu1VJY6bvue3ZubaWsozf9fWbpUw+ZuKffYeXp3xxKjTk1F0W0XyKIg0NVW8YkY7arLXbeNaCwptvHcE515o5OkEamvuvfQfY0osmF19ZLyzkUOM/rbGPMDoTj//PJJXjt0jUQuVcdTZOXxLc1s7KyhptyF2aRHo1n+4cmySiKZxh+MMTrl4+TFYY6dHyKW+9yjsRRvHulm9+YmjA9Zm+tWqKrK5Iyfl35/noHhOWRFxWYxcGBvB7u2NKHXa5EVlQ9O9HO1e5K1q6s5cmoAry+CisqPf/QE7S1lZGSFc5fH+P3rF0mlM/iDMWbmQlRXuti7o5UXn1lLOJrk3149x4Ur46QzMoqiUl3h4jtf2UxTfQnxRJp/+eVxtNrsHGtgeI5wJEF5qYNvvbCJzvZKIKtv9vPfnGZ8yofXF+Evf7CbXVual7RrbiHES6+eo39ojlQ6e66meg9/8vVtlLizIqfDYwv87N9Os+ANI2lE/uZ/OkhZiT1/jLMXR/njO1foaCnnau80gWAMURT40hOreWrvKvR6Lem0zOGT/bx16DqyouD1RZhbCNNY5+HLT3ayb1fbLcfJDaKxJP/+H97h6X2dPLa1iRNnh/iXXx7nm89v4pknVnPp2gSvvHGJ/+XHTxOJJfntaxe52jOVNwbs29nKvsfaMBp0qKrKmQujvHesh11bmjhyaoCFxTDJlMx/+8O9rF29PLU5lZZ54/3rvH+0h688u56dm5vIyDJnLmTb7gtEyWQUJEnky0+s4anHO/L7hsIJ/vXl0wwMzxOJJil2Wfj6wQ1sWlcHZIWZ//jOFY6dHszOCTQC2zY08OyBLhw2I15/lP/rH9+lqa6EyRk/UzN+ZEVl55YmXnh6LVaLITc+A/z6lbOMjC+STssoqsqq1nK++9WtFDk/53k4nyEeKeOEIAiIuR+ErBXw1feu0tpQQn1VMSaDlg2ra2iodq94jJt9BxWlDtavqqbYaaaq1MGCL0I4kiAaS7Guo4oyj51VzWVEoini8RTnrozjdlkYGJ3HF4jmPPbZY1WVOlnTVonNcnuBG1VVudg9yeDYAi+nLpFMZpieDxJLphEEISucdosJTGONmzVtlSiqistuJhhJEEukudY/QzqjoNWKzMwHmfOG0Ws1dLVXcvbyGIlkmk1dtfcljKSqKmcvj5HOyPhDMaKxJLF4Nse+zGPHaTfx1tEe1rRVUFnqRAAu904xMDrPb9+6TCotM7sYIhpLIggCoWiCn7x8ik1rati6th5J0pDJeQjWtFXSlJvEqarKxKyfy72TZDIyer3E9FyQUrcVVVWRpGw+6c0THY0o0lznoXd4jvdP9rOpsyb/MD5zaRRRFFj0RwlHk6TTGTKyQmWpA4vZwFtHe+hqr6C6/PZ50DqdlC1tKGmwmPX5VI5ln9tNY0wUBVY3l991KK3LYSaeTOcMHAa8ei2gEo2n6B2eIxCKMTrlxWzSoarQMzhLR3MZazuqlhjEsp9pBe2NZdgtRg6fzmoUPKgxpqrqPaVNpNIyZ6+MYjbpmZwNEAzH0YgiSs76Pji2gO/yGCOTXipKHXnvT5HdzLqOaspveogLokBHUxmrmstZ8IV564iGeM5rnxVDk5blY9dWFrG2owqjQUuJ24Y/GKM+V+0hGksiSSIWsyE3rpa2KxZPcfb8CGtWVfHV/Wu5cGmc9WtrVux/gEQizbGTAwDs2t6M7haRGB8HQRCQJA2VpU6++cx6nnmsA28gSiiSyLddynlvHFYjRU5zTpDxzn3m9UW43j3Fpo31SyJk3j/cw5aNDRiNWgaH5pEVhdbmMuqriqmrLCIWT+ELxghFEnntjTfeucpT+1ZjMEgYDTqsZj0OqwmDXiIeT3Hy9BDru2qw3OG+Cdm+7WqrpK2hFF8gii8Yy59HEAT0Og0Wk54ihxmbZbmhsaLEwZ99Y8eSbYlEmncOdTMx6WV9Vy2bNy6tXCIIAt9+duOyfXz+COVl2ftFJiMzMraIy2mmyGVBlhWmZwNUVbhWbMvElI/yUsdnOrQ3ayQzsm97K9vXN+ANRPNaCNk+AUmjwaDXYjHpsFkMWM2Ge2qzw2rkz7+58xNsxcqIokBFiYOvPb2O/TvbWQxEiUQTudKOWQOG0aDFaTPhynk3b8ao1/KlPav50p7V93Te2ooi/vLbux5kU+4KQRD43vObH8ixmutKaK67t/QRjUbkie1tPLG97YFcw73QUF3MX//wiY99HK1Ww5f3rObLd9nnsqzwh0NXef3w9bxhotxj57/+7mNsW1t3V/n1NosBT05famNnNSaTnlfeuZx/fWouwOikd4nR6dMimcrwk1+fJBSO86ff2oHNauBK9yT/+vIZzCY9m9fXgZrTlrs+gaTV8JUvrcNi1hMIxakszxrXFr0R/uUXx1jfWcOBvR14/VH+00+P0N5SzpO723M6PyJ11cV0tlfisJtY9Eb46UsneeWNS/yPf7UfVYVUOsPpCyM8/fhq/uoHe4gnUvyXX53kd69fpL6mGIvZgN1q5Iff2cHQ6AJ/9/8dQr6FqPLhk/1c753mu1/biqfISiSaTeW82SDW3FDKj/9sH4eO9/H6u1eXGeEyssL1vhmMRh3femETRoOWIyf7+c0fL9DaVEZrYykT0z5+9cpZ9m5vYdfWJiam/fz9v3zAxq4adm1tumOasyRpcNhNTM8GSKdlhscW0OkkhsYWSKYyTM74MRi0iKLAL14+w8S0j+99bSsuh4m+oVleefMSBoOWPdtbEEWBjCzT3TeD0aDj2f1rsFuNBEJxaquXGvYEBJKpDG9/0M2hY70cfGotW9bXIwgCXl+Ul149R311Mf/ua1tRFZV5bzgb/XLTfGV0wktLQwl/+f3dpNMZfvHbM/zmjxdoaSrFbNTx+nvXOHSsj68/t4HKMifz3jC//N1ZFFXlm89tRFVVfP4op/zDfPXZ9VSVuRgYnuOlV8/hKbby5GPtALx7pJvhsQW+9/VtOO0mQpE48UT6lpEgBT49HqnekDQi7iIr0/PBrGejs4ZDpwbyr2s04jLruCgI+ZAvRcmG69zAZNTlrYyCKCy5Wdz4S8gZQlRULCYdBx5rpzY36dTrPyzrZDRo73rSdSNsdP/Otvz/niLrbfcxm3SIooAqq7kybtma1+Uldl44sAZbThDUZjWiyaUoNNd6OHd1jJ/+9jR/8uKW+xI/1Go1bFlXx/qcwKNGygo+Wi0GfvDVrdn0kbODzMyHOJjzPKxuKefgvs78MdxFVsamfKTTMk2NHgZHF5n3hqnIeXGyUS66JedVVbJe/ic7cdqy6Si3yxcVBOhoKqOk2Mql7kl+9cdzHHxiDetXV6PTati5sZHVLdn0EknSYNRrMbrt/PBr2+gemOHI2UHmvRGe2dNxz4I7txtjAizxotwJvU7CbNQzPL7ImrYKxqb8ZDIKv3n9AvXVxbx4YC1vHekhmfrQI3XLMH5ByJ9XEG6kJNz+3Pcyxu4Hg17Lvu2teU+iVqtBAH771iXcLgvP71/DyQsjTM7689eq1WrQ6ZZO+m/+TG+EiN/J22Yy6vJeakHIhsM67EY6mko5dLKfyjInz+zuyEfb3IyUi0SZmvGj12uJxZNkMgpXrk0iywp1tcVotRrGxr1kMjI2q5HqKhfVlS56+2dRFJWMrDA+4cXni1JaYqeszM7YmBevL4LTaaai3MHsXIi6mmJGxxex24zMzoWIxZIYjTqaG0uYnQ8xPx8imcrQWO9BFAXGJrzodVrqaooRZBUlKSMh0Npcismoz9+fZCW7YL4RjhqNZg2Gc/MhZEWhpqoIi0XPwOA8C4thZueCbFi3dBLm80eZmQ2gqCqLvggajcjg8Dz+QIzyUjtlpXbi0ylEBfSihrXtlVy+MMbq5jKmZgJUlTqzho+eKUxGHSUeG6Pji4iigM1qpKW5lHA4wfhktspFXU0xcwshAoGsB6mpsYRMWmZ4dAFFUWms92D7iBc+Gk3SPzSHIivU1boJheL4/FG0Wg1arYaGOs8Sw5xOJ9HaXEoslqSpsYRINMHomJdEMo3dZqSx3sPYhJeFhTB2m5Ga6mIuX5vg/MUxdm1vpqW5FK83QiAYw11kJZORGRpe4K33rrFzezON9R4WvRFKPDZCoTiCKJBOy/zu1Qts2lBPW0sZts+4YJ2Qu3+bjDqqyh5NocuPgyiKOO2m+0qLLFDgdkzPB/ng9EA+wkSjEXlmdwdb1tyf8J/TZmLn+nrePNKdT7OLxpPMLYYfCePEwPA8I+OLfO/r21i/pgZRFCjx2OgdnOXQ8T66cpHHkDUCP/lYO2s6KhGEpfPzSDTB6ISXv/j+bqoqXBQXWWltLCWUi4oThGwKx54drWhyFWvkOoWLV8cZGJlfciyX08wLz6zNR3R1981w5uIIwVAcS86YWuS0EIokVpzjCwhkMgoaUaCy3InRoEVR1XyEYtZ4LuEptuJ0rHwfUVF5+vFVrFtdnX92n788zuS0n9bGUrz+KF5vhC0b6qksd2GzGqmvLiYYTixJTVgJraShtqqY6dkAXn+U6bkgW9bXMzS6kI0+mQ1QVe5kfNJH39AsBw90sXldXdZQW+ZkeGyRQ8f62Li2Nu+IjUQT7N3Rwsau2iX9tPSZpvLOkR4OHe/j2QNdPLa1aelnqWaNM1aznlKPnZYbem43HcFpN/L802vz0SYj417e+uA6Pn+URCLNyXNDrF9Tw+5tLWg0Ik31HqZng7z9wXX27mjNGo8FgbbGUvbk3lNR5uDS9UnOXhxl+8YGzCZ9vi8ljUhNZRE6nQZFUT8VcfcCK/NIuXUEQWDr2jpGJ728c6yX3qE5orHkbQeNy2HGF4hxuWeKM5fHGJ9sQ3EAACAASURBVJ30fng8lue/2q1G7DYjJ84Pc6l7gp6BWWRZwWzU09ZYSs/gLP5QPK+Av+Rgd9mG9auqmJkPMj0fwheMMbuYzWdLpjIs+iNEYklC4TiL/shNpf+Wn6CqzInFrGdwbJFQNMnMQiir7J1Mc6l7kmA4qx0gINxViOiiP0L/6Dx9I3PMLASzRpRVVfQOzbHgi2QFt3xRVFVlfMpH3/A8dquRilIH/mAMWVZYt6qKRX+UydkA/lCcmYVQXgDNZTfxtWfW0VTr5pV3LuMNRD80An3kMyoptlLmttE/skA4msxFYKRQVZVg7rNJJNIs+iOEowlkWaF3aI6puSAVuYiIYDiOAKxbVc21/hkW/VEW/FG8/mwbRie9DIzO47SbKPfYCQRjyPK9h5Teboyt0HW3pbzEzsxCkHJP9iasAsl0Bp1WYnYhRN/IXP4BsLqlnJ7BWY6fH+Z6/wzdgzOkbwiw3WLB86DG2J0WUzMLIfpH5ukfmWfBG0an1dDZWkH3wAzeQIx5XwRfMIYgZC3qOq2GBV+E7sHZJQKLK358t9iYSmdY9GejB8LRBIv+CKmcN+pWx1AVlTlvmI2dNTyzZxU1Fa5l54asgaS0xIbPH8Xri1BcZGVoZJ6RsUVCoTgnTw8xNx/i/SO9pDMKUi5CQaeTEHL3prn5IEdPDBAIxjh8vI9AIMbRE/34gzEURSEUSnD63DAAZ86NMDnl591D3ajA6XPDLCyGOXFqkEVvhDPnRrLHOdbP/HyYs+dH6BuY4b3DPQSCMXr6phkeWeDmxHg5o3D1+hTTMwGmpv1cvjbBxctj9A3M4vVFOHdhlL7+Wa73TiEIEIsvv184nWYuXZ3gjbevEgrFCYXinL84iigInDg9hD8Q48iJfnz+aM6gJJBKZTh2cpCFxTAIcPLMENMzgfw9IRLJGkkuXRlncGie46cGicdT9PRN09M3zZFjffgDUfoGZukfnKVvcJbrPdMkkull+fOqqmZLLibSjI17OX12mEtXJ+jpm+H8pTGuXJvE/xGROVHMRhLp9RI6ncTCYoRDR3rRiALHTw0SjSY5emIArz+KrGSjAVAhkUhl+5esQbJ/IFvVCUFAEAVisRR6nUQ6LXP63DDBYIze/hlGRhYQBYFoLIVWqylMeAoU+IKiqiojk94loqtFDhNr26ruuzy6IAjYrUZsNzly0mmFWCJ1m70eHtOzAQSgptKVv/eZTXpqKosYnfAuEct12E2Ulzrycw1B+LAsrk4n4bCbmJrJVs4KBGMs+iI47aasg0VVyWQU+gZn+fUrZ/n7fz7Ef/jP73H5+gRyrgz3DcpLHVjM+vzxrRYDsqwuqbp1J3ZuaaK5oYSfvHSSv/27t3jz0HUCwfidd/wITrsJd5E1XwLYaNCi1Wny8xiTUYfRpMu32+uP4g/GcN3G4HEzkiRSU+libiHEzFyAcCRBW1Mp8USKufkQU7MBGmrdLHjDpNMytVVF+X4yGrTUVRczNuXNiufnsFoMVJY5b9lPNzh/eZxfvnyG1sZStm1syM+RAIqcZl780jrGJ3387d+9xT/85DDd/dNLyp4DlHrs2KzGJf2Emk0ZDkcSLHgj1NcU540eoijSWOtmbiFEKJxNC9RKGkrc1vz59TqJynIncwshUqlseujena1Uljv5p389xt/+/Vu8d7T3gafYFfj4PFKRE5ANv3t+/xpOXRwhnZZZv7qaYlf2y9zRVIbZuNS7Xl9dzPYN9VzonsBlM7F/VzvuIgs2q5HWhtK8F62m3IVOp8FuNfL8k2s4cnqQYDjOlrV16HUSRoOWZ/d1cvTsIIdO9WM26ti2LhsC7LSbaK0vvevczA2rawA4d3UMVVVpayxDEGB2IcQ7x3qJxlIkkhleeecyB/d14imy5PUMQKSxxk2Rw0xJsZWvP7OekxeHeefYIqVuGzUVLkAgEIrRNzyPIAhs31hPY83KqS6CIFBV6mRwdIHXD10HoK2xlLLddvZubcGgkzh+fhiNJptPCdkJ+fWBacKRJE67kQOPtWM0aFndUk46I3Px+gSyotJU487eSMxZ445Br2XvtmbePd7H1GwAW0MpLfUluBxLc7lcdjPfeW4jR88O8faxHtwuC+UeB4lUhmNnh+gbmcNmNfDmkW7WtFWyY309sUSKs1fGkBWVlvqS/LU+saOVY+eGOHpuCK0ksrEz+/nLssKV3imisRQuh4k9W1vvGLql02loayxdUrp2pTEmCNBY68Htun1UzA2sZgONNW6a6zx4/VHKSuy01pdgNGh5Zs8qjp8bxuuPsn19PVazAUGAztYKUmmZK71TeUHMxho3tZVF2HMRDga9lo6mMkwG7QMcY7dGFAUaqos5f22C1w5dQyMKdLVX8tjmJp7e3cHRs4McOTOATiexdW02V/CZ3R0cPjNIMDzK2vbKXBSSgNGopaO5bJkHqbr8w4mNTifR0VSGxaRn0Rfh7aM9zC2GQIXfv3uFp3d34LSbaKr1IEkioihQX1VMsdOcEw9TOH15lCu9U6jA7s1NbM55AG4gCFmvweiYF1lW2LyxnmvdU1SWOygpsXPsxACplEyR00x7SxnGW0TKBAIxJqd8WMx67Lnopk0b6+nrn2VswkfXajOKrKCqKomcF83lNLOqrYKxCS/xRBqdTiIYirFhbS0Ou4mJSS9OpzkbhqkRMRp1tDSXIogC8ZzuxEdtSIqiksnIpNMyRoOO+lobRUXm3MI9RqnHTkO9m/FJ37I22G1GBofmcdhNzC+EKfHYMJv1dLSVMzw6TziSwGjQ0tpcSlFOkCwSTTI8upBNbdFKbFxfx/XuKUbGFvG4bTgcJtpbywmG4gSCUeLxFC1NpfkQTFEUqKt1o9VqCIcTdLRVEI2mmJjyU1XhWqJfoKowOe1nfMJLLDe+HXYjrkoX0UgSBfWOlRMEAUo8Nla1V9I7MEsimWbLxnq6e6cZHfPS3FhKebkDd7GVpgYPQk4gzeXMTg4ljUh5qR2Xy0xbSxmJRBpVUVFUlWQyg14nUeKxUZR7/aMRYwUKFPhioKhqXiPoBlaz4a4Xmivx0YW1IAqPjJCfcOP3XfiAstott37NXWTh6cdX89vXLtA3NEssliKeSPPYthZ0WglFUTl7aZR/+dUJmuo8tDaWYrHo8Qei+AKxZedZzvILvJ0ZucRj469+sIfegRlOnhvm929c4sKVcf7su7soLrLcubE5JEmzTEj/5vNWV7jYuqGen/3bKS5cHccfiGE0aNm+qfEuz5B9XqVSGWYXQuh1EmUldkxGHeOTPkLhBGUldhYWw9nz3ixyzI3o26WfhE4r3dHI7gtE6Wgt50r3JL0DM6xdXZ2fY0mShq0b6mms83Du8ihnLozyf/7Hd/jawQ3s3/2h5oT2NuPhxlV9NIB2eS+qLPM/qdlIYYTsXK+yzMmP/2wf1/umOXF2iJdePcfl6xP86bd24ChEzz0yPHLGiRtK8Wvbl4utfOPLG5Zt0+skntzRxpM7lucx3hyC+tjmpvzfbQ2ltwyB8xRZefHA2mXbG2vcSxb/sqxw5vIYZ66MLntvbWURT+/uYOfGRnZuXHpDqalw8cOvb1u2T0mxjdUtFfn/n96zKv93c52H5lyY/M08saONJ25qcyqd4TdvXmRqdnnJrR0bGtiytpZt6+uXvWazGDjwWMey7fXVxdTfQiROp5XY0lXHlq66JdtNRh1feWodkO2TF/Z35V977sk1y44jigI1FUXU3EK07pm9q3iGVcu2b+ysyRsebsZuzVa3+ChNdZ68zgVkF269w3O8fbRn2XuLnWa+8tQ6rGYDX3163ZLXbjfGvrR36XmTqQwvv3mJBd/yUov7treyf1c7oihQXZ41ADy/P/vZrDTmDfpspZQdHxGo3Le9Nf+3y2HmG1/KfjeKnHzsMZZIpvn5K2duWerswK52ntzZxv5d7ctecznMHHxieV93NJfT0Vy+bHux05K/7pu5+XtjsxiWfO//5Ctbl70foKn2w+vft70VVVU5eWGEeCLDf/O93eh1EodO9HH2yhgbOmuQPiIqZbcbMRi0JJNp3MVWaquLOH1uhKGRBWqr/3/23jPMjuu88/xVrrr59u2cAxo5ZxAgQTCLpkiKlExJlsbZHo/XMzu7+3if9ezaO+OZfXZnPLPrGVvjGY0teS2L1pqUKImimMwAkAABEjkDDXTOt/v2zaHC2Q/VaKARSDAKIvv3qZ9761adCl3nnPe87/+fIBQ0CASMuU46kyny9qE+Boemqa+N0NFezfKljYA0F1AYGJzCtl3S6SKRsIXrCn703FGKxQqqKhMM6kiz1rSe56tc27bL+GSattYEG9a1Mz6RQdMUahJhggEdVVEwdBX1qo5cVRWqEyEOHekHoLYmjGmqGIbqu8KYGo0NMfa+5Wc5WKZ2TWQjHg0gSbBlUyev7TnDsiUN7H/nIj954RiWpVOTCGNZfhsu0dQQY9cdyzh4pI+a6jADQ9MUS7avyi3EXCmRaahEIwHcBsFre85SqThs2tDB0HCKN/edx3E97ti+mOlUnulUjmKhch13EEGxZJPLl30F+FgAQ/evh2P6ImVXC1CWSjYHj/Rz9twYDXUxGhtjBAI6SMyWCEqz5ToexaK/EmaZGoWSzSuvn2HHtm5OnBrm7PlxsrnynJK7rqs8+/wxbr+tm+pEiN1vniOTKbF+rT8oi0Ysfvrice7Yvpia6jDFUoUfvXKcUz3v09nhI0JTFW7f2MXOzd3vvfEtjutlyRdfwPWSaGoHQfNeJOndJ2eeKFOxT6Op7Sjyu4tGfpy47jSlyiEsYzuyfPPlc7YzgO0OEzC2USjvQ1Xq0dX5fbAQNhX7PIpSjapcO2b4IDjOKK6XwtD9973jjiJLUWQ5MHu8c3iihKo0oqkNuO40SPLP9BrfKghPzFuBBr8c88OUeLmex1gyMycgC5eckT5YKeZHTXNjHCToG5qipclfZMjny/QNTtHekrhGG+1GV0LTVBJVQWoSYZZ3NxAKmrS3JGisjyLLEoWizf5DvYSCBr/6lduorgpRLjscONT7gQWt3y2e4rkegYDOxrXtrF3VyoFDvfyHv3iJC/0T7ys4AddNeJ3DNDWqYkHqayMs624gFDToaq+h5j3Kwq/cd1UsiK6rnO0Zp7EuRn1tlJbGOCfPjaBpCpGwiarI6LpK72CSZYvrkWWZUqlC78Akbc1V71t/4c7tS7h353L++nt7+c5T+4lGAnS2+Zpfvr6YRH1thIfuXc0dW7v5i7/ezfOvnOCe229OfyYatqiriXChfxLX9VAU342lp3eCupoIkdlyXdt2GZ3V21BVmXLFYWB4mvqaKLqmIoTA8zxCQYOtGzrZuKaN1/ed50+/+TL371q5EJy4hbjlghM/D8iyxPLuepobotd8Zxo3r03xUaIqCndsWjRPq+ASsfC72w99VpAkaG2I89j9106gNVX5wNaLV+/nrm2LsR3nmu+qosFbxu7r3dA0lbu3L5mXgnmJROz9dcQ/S6Jhk0KpwoGjfSDgXN8kq5c2XddBQZIkbtvShRB+7WFbWzWJqhCeEISCflDi7juXzQlfBgIG99y5DNf1ME2NQEDn3rtWUC7bvo6GprB5Qyee53+v6wqPPLQWx/Zms0Z0WpoT6JrCzh1LSKeLIEFTY5zRsRnSmSKbNnSQz/vphqGQwT27VmAaGpGIieN4jI2n59qvKDIrljbS2VYDkv8ekiT/XSXLMtXVYb8mtibsi/1pCvl8mXT68ipTbW2EJx7fTDCgU18XIRQ0uf+elVQqDpapY1ka9921Asu6nJL8yEO+CnY0ugzT0FizshnbdtE1FSugc8+uFVimxrYti1BnLdfyhQqyLPkBmoDOyuXNNDRECYcsHMclHgsgy76+0PhEBs/z5u7R0u562lv9VFRD99shy9KslaAglyszekWANhK22LljCdu3LsIytbnBn6rIc23buL4d1/UwDH+FKB4L8sRjvkimpiksXdJAe1sCRZYJhUxUVeaxh9fjOB7hkMmObd0UihVkScIK+EK+v/DAasplZ06/xXY8jp4Z5rX9lzWUPkkMTaWpLvqpCE447ii2O0Qk8BiSFAAEttOP406hKrVIko7rTgIeAgld7cT1phCiCCgIUabi9CNEHgkDXevGcSdw3HFkOYCuduK4kwhRwPOy6Fo3sjx/cuC6KWy3H5DQ1E6EyOO44yA8NLUNRYlz5dTLE2VsuwfHHaVsn8LU11Oxh/FEFlVpQJGrsJ1+hHBAUtDVRfMCLq6XwnZ6wdiG7fQDAiEqCFFAkkx0tRvXm/L3Rz2eKOG6E6hKPa6XATwkycB2+pFQ0LQuPC+D680gRAFNaUOSVCpOH+CiqR1I6DjeGJIUmB3Up8jkv4euLcXU1iDLMTyRR4gS4OJ5WXKl5wEJy9iKrrbz7uvRn27k2cCzr+/kf5bJl5hOF3yB8Q9waWYyRXa/0zMvcyIWtmipvzW0YLo6alncWcuzLx7zA9LhAMdOD3Ghb5Lf+vrtGIaKuIlqCtt2uNg/iSSBNasdNzaZAaChPooi++UtuXyJ3oEkM+kC5y5OcKZnnFDw/WWr5fJl8oUyE5N+qcNUKs/oeBrL1IiEfVvSvW9fQFF8C01JgsGRFLquzulAeJ6Ytcosk5rJY8/akyqKTChoXGNNeiNKJZvegSSaqhCwNCRJYmg0hRCCuproTT0z0YhFLBrg+KkhHn1wHcGgQWtzFT/86VFam6sIB01qqsKsWNrIy7tPE48GSMRDnL0wxvHTI3z50U033d5LqKpMNGzyxCMb+c/ffp0nf3CA3/za7dTVREhOZ3nnaD8NtX4GR65QJpXOzy2G3AxV8SA7tizi+VdP8A9vnKG1sYrJqSy7951jx+ZF1FWHSaULCODk2VFe3n2KtpZqzl8c53zvBF/74laCAR3PE+x56zymqRGb1bobHksRsIwFQcxbjIW78QG4VPcX/YDCgR8HsvzeopufdSRJIhi4+Y7igyDLEvWz1lI/ryiyREPNtYG3nyckSWJxRx2PP7CWgeEUQhLcf/sylnTW3TBQd2W5hqrIxK5Kvw1dEbxSVZn4VbZToaAxT9T1amGsq4VGLwU6Lq3Er1zWRC5XZvnSRjo7qjF0FeMKF5BL5S+qqlMq2b4uwyVhUVWhKq5ct+QEmCtvi8+WV3meIJMpznM9iYQtQmFjduXfb/vVjiVXi9ZeOqdL22madd3tryxvuGS75zguGzd0UFsTmdtOVf0sD/Czwcqzbh3g/2/F40ESNxDO9TxBOl2cl3ERDpnEotZVTjfKvLZdvVqiKNK8z66+r1eeN/jPzdXXPRQ0CS24kn0sqHI1ihwnX3oFy9iKEBWyhR+hKg0Uy3tR1Xocx5/4y1IEYZSRJJ186TUUpREhBcjkv4Opb6ZinyQiP4Hn5XDcYUrFw8RCv06h9Lo/aVc7EMwPNAsh8EQB2xmm4pzB0jdhu8O47hSyHMR2BwlZDyJJ6tz2Ffsc+dJLaEoTnpfBdvoplHejKLUUywcJWQ+QyX8PU1+Hory3sKHnzZArPkdAv42yfZxI8GsIUaRQfhNJCqJJbeSKzxGyHqRQ2oOudWI7QwhRwfHGCYiduO44FacXQ1uCqjRQts9QLO9FV5egKo1IkkLZPg1CoKuLEVSw3REUuRpPLSITwvXSOO4IFaeHsPUojjuOhIzwPno75p83ZFmmrjpMOGjOZTokU3n2HrpIV2s1ofcxDrk0+X3q+cPsPXTx8jEkaU4o/FZA1xS+/qVtPPXjg3z7e/twHY9I2OSXHtvMhjVtKLKMIzzfCce61jkL/P+XdKZENltiIpnlB88dBqBcdghYOr/8xDZWLWti144lDIxM81dPvoll6rQ2xblrxxIu9E0C/mKUoWu+LtQVx9E0hYClz2VBvvLGGfa9c4FMtkQmV+Knr5xg/6Feujtr+fKjm4iELUYnMryy5zSO4yErEkHL4IlHNtLd6WcoFUsV/vapt+gfmmYqlaNUtvnL775JKKBz1x3LuG/nclTVd9e60ubbD8LrqKrilzrO+KWPE8ksTz17CAQUSzZV8SC//Y/uoP0m7G8NXaOlMc7FPj8LQpYkOlprsB2X9pbqWaMAmS8/uolnfnqEv316P47jEQzoPPrAGnZsWYSqKnier6915bW6GlmWCJg6muq/6xrqY/zyE9v48796jedePs5XH9+C43jsP9jL0EjKd2RU/NKKJx7ZiKLI2I6HoauzCyrzHemsWaFzRZG5/87leJ7gxy8cpVx2UFWZLes7ePiBtXNjCkNTaW9J8PaRfp55/ijCE9x/5wp2bO5CUWQcx2VwJMWet877IpiKRDho8mtfuY2W93DzW+CTRfo4PKc/ALdEIxZYYIEFFljgoyZfKPOt77/F28f7fybH1zWVz+9aycN3r37vjW9xhHDxRB7b7qFQfgNTX08m/ySGvgaQkOUwshTA9VIochxZCmEaG8gWniJg3oMsBcjknyQa+hWyhe9jaCuxnb7Zyf0eEpH/mWLlbTSllYB5bYmcEA7F8l4qTg8V+xyWcRsCG1WuR5ZDlO2ThAOPIUvm7PaCQvlVXC+FpW8gk38aXVtCvvhTDH0VkhQgYN5BrvAs0eBXUZRrNX/K9mmK5b1Eg79KOv/XaGor5cpJYqHfIFN4EsvYjqa0kiv+CF1biaGtIF960c8Y8QoEzLtI5/8GWTKR0LDMHbhuEiSVoHk3kqTguEmK5T04bpKgeTe61kmx/Da200ck+CUEglTmzwla92BoS6nYF8iXXkQIB1ekqY7+AbnCT5ClIEFrF5/lrIlLjCcz/Ms/e44jp4fnPotFLL78Cxu4d/tSaqrC76plZjsuqXSBCwNJXnjjFHveuTDn/AF+KfIf/d6DrFvW/LGex/tBCL/8Lp0pzmUWRiPWXGaqEGIuW6E6ce35CyH4i79+neR0jq9/aRvhkOFP0ss2//4bL7FscT2/9fU7/AB7rki+UEHCDyKrquLvtyqEEJBK+0GyqlhwbuKby5dmdciCaJrC9EyefL6M7bqcH0yyrN23yDV0lURVCFWRKRQrZLK+zbCE7+QXDVtzCwyu6zE5lb2u5lEkbBKLBMgXymSyJaqrQnOLBRXbITVTIDhbMvpnf/kKlqXzhc+t8zMUBeQLFf74PzzLg/eu4gufu7bs/Hpksv51qYoHMXSVSsUhOZ0jFDTmAutCCEpl/z45jp85GI1Yc4sgYtYGPp0tUpMIXzez2HE9pqZzBCx9TnTUdT2mZ0uCE/EgQkAmV6JYrMyVZPgBf9PPepwNvLmuR1UsOBcIyRfK5PJl4tEAuu6XZNi2y0ymSKXi+LapEWvWVVFibCLNv/l/nmP75kXcv2sFhUIZRZGJRgJzLo+Xzimbu3QvpWuezwU+dm6qY1jInFhggQUWWGCBjxHL1Pnaw5v54nU0jT4JJEki9CkR57TdAQql3QhRRpZjaGoHhr4WWbJQlFokJAQOkqQDCkhQLO+jVDmOJFlY+hYkyUJCRkJDYGO7Q34gQ46DpCChzAUXrkbgYrujeF4BWQ4jSRYIkCQNUJCuM6xSlSaK5f14XgokCV3twtFXIEshvwxECvntla4/JNOUFnJehpncf0WIMprSSkW6CJIM+APvUuUQpcoRXC+NqtRi6RtIZv4tAWMHmtqEZWzFcYeQMNDUVlwvhSxdWr33yzZcL4sn0rheEtu1KJT34LpJdG0phrYMVakjX3oZhIsnijhuElWpR5ldX1LkGMXyPiTZJGBcG9j5rFGbCHP/7cu5MJAkO1uiN5Mp8pd/v483D11k9eIm2purqIoGMQ1f6LFiu+QKZaZm8gyPz9A7NMW53olrHAXCQYOvPLSB5beAheiVXGk9fKPvwyHzmqy8KxkYTlGTCFGTCGHoKmI2g8Bx3bnJsyxLxCKBufT8SwQsnYujU5wbTOK4LrIksXlZKxOpLGcHJ6mNhdi0tIXe8WlO948TDZqs627mVN8Yr5y4iKMItixro3d0GtPSGEvlkIBMocToVBZZgq0r2pnJl3j74ACuJ9i8tIX62nfPNr1e1q6uqdTNZtpmskUGhlNsXtdOoiqIpioIATPZIgLfket7z7xNcjp3w2Pousqu7UtY1FE7L7tP11Ua6+frwPhuIfoNLUpvJtNYVeS59l9CUeRrNDLezapZlqXrfnf1sS85pNW+R5aQJEk3PN4nkT29wEfDQubEAgu8B4VcieHeSSrla3UkrkTVFJraqwktiOoscBMIT1DIl0hNZinmyzi2i6LKBEIm0USIUMS6YQnKAgt8VvG8Aq7np27LcgxZCuN5M3gihyQZyFJgdkDhAjISMp4o4okcsmQiyzGEV0SWo3gig4SJJ3IIUQYkVKUGTxSQMJAkE7BxvSvdbRQkScXzcoCMIkcReH5QQpIRXmG2FORycb0sRXC9GXztBxNFjuJ66VnNiACKHMPzMshyFJDxRGZWI+PS70N4ooQnsihS2G+7l/V1H7w0kmwhvDyuyCKhoSjVSGi47jiSHEKRw7M6FFOAi6LUgrABCUny6+g9Lz97ngqKUg0IXHcCgTebgRJGiIIf1JCjV2h7yP51VaoQXgnXSyJLARTlvVPQPwukc0We/PE7PPXCkXnOHeCXUFqmhqapKLKEEL7LhztrPV+xnWscCiRpVrz9vrU8dt/aT50jkBCCF149yVM/Pkhrc4JYNECpZDM6kSYSNvnVL29/z/KGN4/3MpzMkCkUiYUsIkGTnqEkS1prOTswwR1ruth7oo+2ujgXR6a4Y20X0aDBd18+zNfv20DA0PjRmye5a0M3p/vHkSSJgfEUi1tqSGWLRIMmQVPnZN8Y3c01LG+vIxK4cbDlZqhUHH74/BFe2n2atuYEkZBJvlBmZDxNQ12Uf/SlrRw5MUgqXbjhPjRNYev6Ttpuovzj08alzIkdW7p54pFrhdYXuGVYyJy4FZgoTZO2c3SHW6/7/XhpmqydU9A9jAAAIABJREFUZ1H4WqeGD4rjuZzPDTBSnGRldBF15o2tIW9Exs4RVC0kJAYL42iySqN1Y7vSj4L+/CgB1aRaj73npEwIQcbOE9VvLNCYsXOE1ADyeyi5vxd958b4t//sO4xfx37xSuLVYf6HP/kKG3cufdftPixXBhQXJq8fnJ/VdfQ92l0O7TnHnp8c4dyxQabH05QKFXRTo7ohRtfyRrbdu4otdy/H+JQNPhdY4MMgywFkeb5rk6JUofAuFsiEgCv6L8VfVVSk+Oz387VSFMn/nxPCF5503NG57yTJQFe7UdTr1ygLWaHinJ8NdgBI6GoYTZ3vWKQq892wLpVz+OKTM/MCIqpSjyLXo0rV12zvi28CionC/EmJqjZcvgaSiaxedmziqswQWQ4hy/P7U1mdP26RpPnbyOr8cYskW8jyRzeW+TQQDVl87ZHNJGJBfvDSUfqGL99X1xPkChWgcuMdXEHA1Ni4qo3H7l3DuuUtc+UBnyYkSeLu25fR3FjF+YvjFIoVDF1l+6YuVi5rmnNmePedQFXEQlVkwgGDTKHEdLZArlBmcXMNhqaQyhaoClt0NSWoCluELAPL0KirClOq2LizQaJcsYI1W75RFQ7geYKy7bC+u9kXYOwdI2jqrOpsePc2vQe6rvLw/Wvo6qiltz9JqWz7bljbl7BiaROhoEFTw4Iuwo0IBU0+f99qmhvf/3xngVuPhcyJ90HFsym6ZTzhoUkqtnAwFYOZSgYJmSojgis8cnYBR7iE1ACDhTGGihNsr16D7TkEVYvpSgbHc4hoQfrzY/TkBthUtYKgahHWgqQqGcpuhbAWxJB1ZuwsjnAIKhZRLcSMnSPvFDAVg4QenTex8oTHcHGSfxjfT3e4jdXRRUiSRNrOoUsaVUaEvFOi4tmU3QoJI4YhXxaiEUKQc4q8OLaX1bHF1JsJjs6cw/ZcFodbielhDFn3z0E4xLQwAXV+Z1F0y6QrOTw8QmqAoGqRqmTwhIeERMKIkrZz5J0iITVATA+TtnOMFpNUGzESepScUyTj5DBknSo9QsWzZ/chqDZiZJ0C/zB+gNtr1lFtxNDlyw4C/jkUeH5sLxviy2iwalAlhelKGk94xPUosiQxVZ7BQ1ClRSh5FYpuGUWSkZGpMqIos0GNqfE0bz5/nORoilymxOhAkuP7LyAELFnTSuviekJhk6q6KNvvW0Vdy8f7chy8MMHzf/cWm+5cytrtiz/WY32aeeWZgwz3TvLgV7eRqPvkBEBnklme+dZuXvz7A8wks1hBk3AsgKopVMo2mVSBSqnCrkc38I//8AuEYwuZOAsssMACP8/YtsvAaIo3D13gwLF+xiYz5Iu+ZbLjeniehxC+yKWiyGiagjnrCFEdD7Kiu4FtazvobKkmtpBV964c7RmhbDvkihWCloYsyRTLNv3jKYKmzr0bF3Oyb4ye4SS6qnLfpsVYusbTu48hSRIPbF7Kid5ReoaT2I7Lqs4Gzg5OUCw7mLrKXeu6qTgOe0/04Qm4Y00nXY2fvWyFBRb4ACxkTnzUTJZSnEhfIGVnqDWqmLGzJPQoU7OT3iXhdgAOpU7TZNXOZUvknQL7ksdosKqJaWF+PLKb9mAjSyJtuMJlsDCOIslUhMPmqhXsTR4lrAbxECwKtfD6xEE6Qo3MVLI80nQnPx19g6Bq0WLVUaVHkK64167wGClOMlGapsmqxfYcDkyfxBYOeafIbdVrOJ8dYLqcJm5EWKcsnbPkA998baoyw9lsP7qsYykmZc+mPz9Kspyi2ozTFqjnnelTGIpOSA1wR816NPnyo3QhO8TeqaM0zx5/Z+0Gfjy8m6ZALTEtjCorvDy+n4gaJO+WeKD+NsZLU+yZPMyq6CLC8QBvTB4GCWYqWe6q28TpTC/pSo6QarEuvpSR4iRns33UGHE2VS2fF5zw8Jgsz3A2009QsfyAUDnD6WwvQgiaA3V0h1o4k+1nspSiwUowU8kyUU4hIRFQTe6r20qV4U9YE3VRHv7lHXP7P/ZWD+ePDeK6Hp//+nZ2PbrhY3nerofnefScGOKF/28/jW2JheDEB6RStnntR4eZnkhz58PrPrHghOO4PPOtPTz9zdcQnmD5hg7u/eJmule3YAUNMqk8544OcPStHrbcvYLgzawSLbDAAgsscEujaQpdrdV0tiR44sENDI2lGB5Pk0zlKJRsyhXffUlVZCxDIxw0qIoHaaiJ0lATRVOVnwsr8luBNYsa33Obrcvb2Lp8fgbWV+9ZP/f37as7uX11J+CLcQ5OzHD76q55QYju5o83m3iBBT6rLAQn3geWYuAIh7JbIVmeIaiaTFcybIgvo+CWGCqMU23EabBquKN2PbqscSp9kePpHlZFF3F7aB2OcFka6SBt5/CEQJZkukLNbK1ezSvjbzOQHyehx7iteg0vjO0jXckR1yPsqt3ED4ZeJWPnWRHporcwQkVcq4GgySrLIu0MFcbYkliF4/lBibvqNnEyfYGxYhKArlAz66uWXfN7RZJpCzTQGmhge81aImqQi7khVkUXUW3EOJG+wMXcMAOFMVoC9aiSgiNctCsfJQnqzQTba9bywug+8k6RgGqyqWo5cT1CT3aQgGJyX/02fjyym8lyisXhNiZLM6iyQtYpcDbbR6NVgyNc0naekeIkd9Vuos7yO4agatESqGdX3cZ5wRn/HBTag420Buu5vWYdpmLwzvRpRouTVOkRCk6RqUqarJ2n7FUYL00TUYMsCbeTd/w635J3c2mWnzTlos25o/2411GFXuDmGe1PMj40hfoJpsV6nuDg62d4+ekDOI7LlrtW8Ov/y+dp6qhGlv0snYbWBN2rmrnjoXXohor8LkruCyywwAIL/HwhSRKGrtLVWkNX68Lk9ucBQ1O4e303wYUSywUW+ERYGPm+D4KqRdYpUG9WU3LLxPUItUYVx9M9nM30UW3EUCXFL5O4YsK8Ib6MqBbmcOosZa+CQCCEx4XcILIkockaEiAhUW3ESNkZ9k0dQ5YkwlqAyXKKvcmjCAQhLUBF2IRUi/PZAbz3KMsJqhYB1eTt6VMMFyepMfyaNV1+95esLqu8M32KqcoMiiSjyr5djyzJNFm1tATqqTOrWBxuw7hqX0IIhouTvD11Ek1WCagmiqSgziqRVxsxim6Z3ZOHqHg2CX3+qnVItVgUbqFKj9IZaqLJqqHGiHM4dZZ9yWPk7AKSJCGE4M3Jo3MBhSuRAE1S2T91grSdoy1QT6NVS71VQ2eomelKhqxdIKCYaLIGkoQiyXOlHLcqhVyJ04d/NnaEnxaEEPSfHyc5mv5Ej5vPFHn1mYNMjWeoaYjxi79zF82dNXOBiUvIsky0KogVXFCUXmCBj4JTA+NUnJsL6JZth3zpxsFp23G5ODZFtli+7veeJ8gUSh+ondejUK7w5qleTg2Mf+B9lG2Hd84PsudkL7mib5t4o/Z/WjneN3rDc3Zcj7NDE8zkrh1LLLCALMskokHMK7KMF1hggY+PhcyJ94Eua+yq3YipGBTdMkHFQpXk2XIAqDMTOMKlxatDkfwV2bZgA/VWAksxyNh5TNmgNVCPHGik2ogiSzINVs1secQ6onqIqBak4JaI6xEydp6EHqUlUM+KaCemrFNvVlOlR1kd7cYVLkX78kBIlVUCiskdNRsIKCaqrLC9eg1T5TS6rFFnJojp4bkyCFe4FJwyl2Q/ZEnGUgzurttM2s4RVCxWRhchSzKqrBBWA4S1IFE9RMktE9VCFN0SnrisTC4Q1BgxukLNxPQwES3Izpr1WIo/2YpqIXbWbCDj5FkR7cJUDKbKabJOnpBWjS7r3F6znulyGlmS0WWN26rXMFlOIYRAkzU0SeVzDdspumVkJLJ2fu74/jmY3FO/haydJ6CYLI60EdPDVDybmB4mYUSpMWIokkJYC4AARVZwhQdCEFTnC6R9GJ78s5c4uvc8j//mLlZt6eLi6WEOvn6GvrNjlIsVwvEA3atb2bxrGQ2tCZQr/JZd12OgZ5zjb/UweGGC/nNj9J4ewbFdfvBXu9n9kyNXHU3in/yrx2jrvtZeTHiCXKbI6UO9HHvrAsN9SeyyTaQqRPeqZtbvWEJjezWafv3XwpG953n6v77K4jWtPPFP7sauuJw+1MehPWcZ7U/iuR6x6jDL1rex7b5VRKuuFSt1HZeJ4RRH9/Vw+lAfqckskixR0xhj9dZFrNjYQVVt5Ib1tK7jMj6U4thbPZw9OsDUWBrHdjGDOtX1MbpWNLF0bSsNbTXoxuXzKBcrHNnXw8WTwwz0jNNzYohCrsRIX5I/+R+fxLTmDzo6lzXxG3/w+Xn34sMghGBiJMXhN88jyRIbdy6lc1nTB6ob3vfiCZ79zpus37GYh3/ldsrFCicOXOTwm+cYH/L/RxJ1EZZv6GDrPSuucY8RQlAp2fSdG+PwG2fpPTNKPlPEDBq0dtWxYedSOpY2ELiO1dvQxQm++a9/CJLEo792B+tuUFb08tNv8+oPDxGvDvMb/+LzxGatxeyKwzf/9Q/pPz/Ob//ho9S3VHHiwEXeef0M44PTSIpEW3c9G3cuZfHqFnRTW6it/hAIIchmisykfIV3w1Cpro2g3OIZOYV8mempHJ4nUFWZRE0YTVfJFcsUKzYSErGQhed55Mu+xWDINNBVhZl8EU8IogFfEC+dL1JxXIQQuJ5HJl+i7LiELJ2goZMrVsiVyuiqQiRgcrJ/nLFUlq1LW4mHrq3tL5RtyraDBLieRzpfouK4KLJELGgxnSvw8uHz3LOue05AbyZfRJYk4iGLsu1Sth0qjkskYOB6gkKpggBiQRNZkkjliwgBsaCFqiiUbJczgxMsb6275lpdakPZdgiaOiHLIJ0vUarYvsifrtEzkuTNU31s7G5BkiQujk5zvG+UO1d3YWoqsixRqjhYuobtukhArlRBUxXiIYtCycZ2XSqOS1XIQgDpfAkkiIcsNOXye1IIQb5UQVVkJEmiYrsYuko6X8T1BJGAf5+ms/59igQMDE1lJlek7Lioskw8ZJEvVyhVbIKGTvgqJ4RsoYSqKBTKFQKGju36gad8qYKla0SCJtlCCdcT2K5LVSjA/rODRIMWruthGRqeEGRmzyGg6xy6MMKihgQtNTH/vgMzeX9sFQuaVFzXD1oJiAYtzBv0k59lLr1vspkiuq4Srwp9otmJC3y0OI5LaipPpeIQCpuEIxayvNAfL/Dx85l7u54ZnWRgaoagobOpoxn9fUw+JEmizvTLCqLa5YlX2xWK2FevdQZVi+CsErgpG4xncmhOiNbEZc/hS9/XmHFs12Uy6eB4Ms1NQTxVsDzaSWfossp2S8AfoAghuJge56dnjuF4gu66BKvqm2kJ1FFjXlb1HZoo0JqoJmT6rYtpYbKlCqhQdm0GC2OI2eCEJqt0BJtIGDESxnxfZGAuwHDJucMTHn35EYquP2gcmJphSV0dyyOddFzR5ivbI0kSNWacGvzPsnaBE+keZEmiNVCPNHt9r7zGmqxeEzBosKoRQlBwSwwUxuY+12WNjmAjNUZ8LlMEoDkwf2AXCn0yQoMD58c5tv8CS9e1MzqQ5Pv/7XWmxtJ4nocnBBISbz5/nFefOchv/2+PsHJz19xv7YrDvheO89Mn9+G6Ho7tYlf8gfbUeJrcdWylKiX7uu0Y6p3gqf/yKntfPEExX8JzZ7NuJHjjuaO88Hf7+dI/voudn1933QFFeirH8QMXEUIwPjjNS0+/zQvf208+U8T1PBC+Z/WZI/0sWdd+TXDCrjgcfuMcf/fnL3Hx1Ah25bJNmiRLvPKDg6y9rZuv/ff307608ZpOUAjBoTfO8d0/fZGLp4dxbPcKmzWBJMuoqkzXimb+p3//VRrbLyvbz0zn+MF/e42hixO4rkep4K+MVsoOI32T10zWAmHzI1fpHbo4QSaVJxg2Wb6hA8P6YKswU+NpThy4QChiMdo/xY//3zd47ceHKOTKeFfch54Twyzb0D4vOCGEH6B67m/38tx39zE9kcF1/YAcSLylnOTFpw5w7+ObeORX7yBaFZw3OSvkypx4uxdJgjsfXnfDNo4PT3PiwAVqm+LYV1jwCiHoOTnM6UN9nDrYy56fHOGnf/cWuZkCnicQCN557TSv/OAdHvvNO3ngia0LGSQfAtf1ePEnR/mbv9wNwNLlTfzBH3+BaCz4M27Zu3PkYB/f+L9fIJspUl0T4ff/6BHaump44eBZssUKruexabHvCvHWmX7qYiGWt9bhuB5vnRnA0FSaa6Ks62zieN8Ye0/30xCP4OHx0qHzqIpMwNC4Y2UnLxw8iyRJ1FeFWd3ewNHeEfomUoQsndtXdFzTtr7xaV47fpEvbFtB2DX5zquHqI4EmcoU+PyWZQwl0xw4N0gkYLJjRTvH+8YYSqbJFcvsWt3FyHSGC6NTxEIWazoaOdY7yvhMDkmCVe0NdDUkeOvMAJMzOZa31rFtWTu10RD5G6z6p/Mlnnz9CFXhAEuba2iujvLc22cwNRVFkdm1uouTA+OMTmfJlyq4nuBE/xj7zw4QC1mosoyiyBw8P8SmxS1MzGTpaqjm3PAkY6ksT9yxlrfO9DOTLxI0dLYvb+f8aJKBiRnypQo7VnSwtLlm7j3huB77zvRTEw1h6Srnh5MsaqzmhUNnaUxE2bCoiepIkP1nB5jK5KmLh1m/qIln9p1EkSWyxTKPb1/FnhN9KLKELEs8snUFhnZ5uLr7RC/V0SCvHOlh15ouhpJpXE+AENiux+c2LuHFw+eQgKBpcMfKDkAwODnDaCrD9mXtnB6coGckSX1VmM2LWymUKhy+MMyBcwNsXdqG43qcGZwACZY21zKdLdA3nsIyVDrrE2xf3o4i39pBvk+aXK7EX37jFfa/eZ6augi/8tu7WL+pYyHA/HOI5wlOHR/im//pZZLJLGvWt/Fbv3cvVYkbO+QtsMBHxWcqOJEvV3j19AXWtzUR0DVkCXLlCoVyBUNVMTWVfMXvvCXA0FQc18PxPCQgYOioskymWEKSJKKWie26lGwHx/MIGTqqIpMplvGEIGwa6IpCpuSvrAR0jQsT04zMZDA1leDs/hzP849dtrE0lbLjcGxwjK7aKqrMCLowmcjksHSNsHl5oC5JEpKt42QCbGxv5tTgBGurLAqqTb5c8VeCTJM95/r43OrFeEKgqyq26/Kjw6e4f9ViYgGTrmAr2WJ57pwc1yNX9CecQUNHmT1nAURMA08I8uUKnhCEDJ22QCPpQokJJ8/0eJamlnokSWIikyNo6GiKQrZUxvU8DFUlYpnzhJ3CWoCdtR9MVFKSJIKqxYpo13tv/DNm97OHKZds6luq+Pwv76Clsxa74nB8/wVe//Fhek4M8b1v/AMdyxoJhv1AjK6r3PWFDazd3g3A5OgM3/jDpykVKvzCL93GbfevuuY4zR3z61iFEEyNpfn2v3uOt189TWN7Ndsf2MGiFU0omsLkSIq9L5zg+P4LfPtPnkM3NW67f9UNV1dTySx/942XOfbWBZZtaGfFxg7i1WEKuRIXT48A0NQ+3yZPCMHRvef5L3/8DNMTGVZu7mLbfSupaYjhOC4XTw3z2o8Pc+DVU+SzJf7p//Elmq46j4mRFN/785c5d2yA5Rs7uP1za6hvTSDJEumpHH1nRzl1sJfmzhoS9fNLheLVYX7zXzxMuWQjPMGe547yw2/vob6liq//8weobZpv0RUImx/56vJAj5+WbYVMmrtqP/SALTk2w3f+9AVOvdPL2tu6Wbq+nWg8SC5TpOfEEKGIRW3j/PNybJdn/mo3T3/zNRRVZus9K9i8azmx6jDZdIGj+87z1ksn+cFf7aZStnnid+8h8jFNZH/4rT2USxW237+K1VsXYYUMJkdmePWZg5w5MsDf/8UrhCIWdz+28ZrSF/CfqempHOWygyRBJGIRvE62x81SLtlMT+UQgK4pxKqCqB9R5szPEsd2Kc4G40ol+4qA3q2L63gUC2WKhQqlYmUukOq4HpsWN1Ms2wwn09TEgtTGwjy4aSmyLPHy4fOsbK+noSrCq0d72NDVzJ2ru+gdnwYEfeMpzgxNsKSphpTtMJbKkimU+fX7N89ONAVrOhqIhSxuX3H9SVVXQ4Kzw5N+SaUQGKrKAxuW8A9HesgVK6zpaODwhREe2ryMfLnCO+eHMDUV2/WYyhZwXI/W2ji7VnfhuB5HLo6waXEziiQzmJyhKmRhO/64YiiZ5r3MzExdZVFDglS+iKrIDCXTRAImD2xcwtNvHKdQttnY3YLtuNy+sgNL11jb2Ug6X+LuNYs4OTDOmaEJKo7DUHKGqlCAVK6AqsgMTs5QKPvBoO7GarYubaNQrnDw/LAfPBYwlcnjiWqUK66V63q4rofteJRsh0jQpK02ju14qLJMdjYDxhWC3rFp1nU1UarY1MfDLGupI5UtcnJgjGXNtZRmy2yuDE4kIkE/ICEEw8k0rufhuB6Pb1/Nc2+fZiiZRghY2V7PqnZ/8ahsO7xytIe71iyiNhYiV6owlSn4wVxJQlMVti9uJ5nJzwZyymxe0ooQguN9Y6iKzIq2OupiYQ72DFGxXSzjg/URjuMyM53Hni01CodNQuGby9Ysl2ymp3MI4ZevxhMhTPPWKDe4eH6c/XvPMz2VIzWdY9/us6xe14qmfaamGp8KHMdl/5vnOTs7pnv9H07x4CPrb8nghOd5nDk1wvM/PIyiyTz8+CbaO2qQZL/8+8TRAV76yTFUTeHhL26ivXNB6+VW5zP1xtAUhaChk8oXaYiFsV2P54+dpWQ7eELQXVfNscFR0sUylq5SHQqSLZaZKZawNJWlDTUEDZ0LE9MU7Ao7l3QynStwcmScmGWysaOZku3w8skeaiMhti1qRZFlnj9+DlNTWNFUh+26nBweJ1cqEwtYtCVijKazbOtq5fkT53hozVLqIqE5X+VcucJPjp6ZC5g8tnEFpja/I6oOBdnY0US6UOLE0ASFSoVcuYLnedy/cjEgGJpOc+DiIJs6W0hm87x5vh9TU7l9SQfnxpL0jE/hCcG2Ra3kSxUO9Q9TFQywtq2BiGXyxrk+ktk8K5vr8YTH/gtDxIMmteEQq1rq+cnRs1iaykyhyFSuwN6eAZAgqGssaajhJ0fP0hSPULYdvnbbWnT1M/XoATA+nGLVlk5+539/jMb2an/iI2DdjsWEohZ/+6cvcvH0COePDc0FI2RFpr4lQX2Ln7Ez3DuJqqnIskNDa4LlG65d2bsax3Z5/dkjvPPaGRraEvzuHz/O4tWtc2UPruuxbscS/vMffZ+De87y7N+8yfIN7Td0sBg4N056KscXfv1O7n18E1bIQFZkhCewbQfP9a4pDcnOFHjmW7sZHZjinsc28fV//gDx2vBcAMBP42/lP/2vT3HqYC+7nz3MV37vvnn7GOqZYKQ/STBi8eXfvZc12xahqP7vPU/g2A7FXAXHduaVdADohkbXimZ/W9fj3LFBAMyATteKJlq6rk2X/qjJpvzSI11XiX0EHfz544Mkx9L80j+7jx2fW4MZ1JHl2ftQcRBCXJMBc/pQHy89dQC7bPPQ13byi79zN8HZVE3hCbbcvYLWRXV89z++xMtPv8Pi1a3s/PyNMyQ+DFPjaX7xd+7moa9vJxAykCQJ1/VYtr6db/zR9zn59kVe/v47rL99yQ2fxW/+2cu889YFdF3lia9v55EvbfrA7TlxbJB/969+iOO4LF3RxD/9/Qep/QQtZhd4byqOy+mBCRzPo602jiLLWLrq2y9KEtWRID0jSZLpPLGQhX7V818XC9FeG6ehKkJtNERNNIQsS+w93UciHGBpSy26pjI6leH0dcoohBBcGJuifyJFPGixrLUOU1dRZAlFlhAIZFnG8VwOnBtkWUstXQ0JHNcjbBl0NSQ43jeGqalzqlSaosyVRXieoG98mkyxTNDUURSJTLHMmaEJRqYyDEykaKqOXrViLxEwdXKlCkcvjrJzVSdHe0c5cHYQgSAaNElm5mfYaYpMKl/kWN8oTVVRXjx0zs/i6Bulsz7B4YvDNFZFsQxtrp3WbL29pip0NVRRqjhEAibdjdXIVwQmZFkiYOicGZpAVRRc11/cCVsGI9P+dY2HLCbTeaojAdzZDEKQiARMwpZBNGjSUVdFXTxMPGQRuaqso6M+zu4TF9ixvJ0D5wZ5eMty3j43yP6zA2SKZRKRALIszdMI0FXVD1SNTdNaE/PLcEJ+GU93YzWGqqAqMoosoykyVeEAZwYn/DK5cIBMsUTPSJKpTIFY0EJTP3jwemI8w5/+Xz9hoHcSgC9+dRuPf2XrTf323OkR/s9/+Qzlko2mqfz+Hz3Cuo3vPQ74JFBkeU5vTZIkVE1ZyJr4OeZKQW5FlufGW7ca+XyZn/7wEC8951vBhkImv/Srt2NaOoV8mWe/f5DXXznl9xcBnd/87+75WTd5gffgMzVD1BSZz69dxrmxJM8fO8vGjmbyZZsvblrJCyfOc3FimtpIiHgwQNjU6RmfoiEWpioUIGhojGVyJLN5ZEnGEx7j6RxCCBpjEe5b2Y2mKIykMtRFQ34Hpyr0J1PEAiZfWL8CSYI3zvexqrmeLV0tvHD8HNXhAGXHxb0iG+FKRmcyHO4fZWVzHdO5Ipli+ZrgBPhZ2Y7nka9UKFRsvrBhBa+d6aU3maLsuLxw4jz3rlhEczxCczxCV22CxzeuJFeucHFymjuXdpDMFrgwMUXMMqmLhnlw9WI0RaE36dexlx2H/mSK+liYxfUJ1rQ08PKpC1yYmKYxFmZzZwvPHDxJbzLFieFxljXUMJ7J0xCLkAhZfGH9cr771lGypTKJ0Gfq0QMgEDR48Cu3zdeDkMAKGmzatZwf/fUbFHIlRgeSc8GJj4KZZJY9zx0BBNsfWM3yDR3zsgJUVaGhNcG2+1Zx8mAvpw/1MtKXvOGE0HFcNu1azv2/uIVQ9IrVHoXrloMIIThx4CLnjg0Rf47TAAAgAElEQVQSrw5z35c2U90QnTdo0Q2NVVu6WLa+jT0/OcrB3Wd59Nd2zkvpVzUFWZaplEpMjExTKdlYs5NaRZFQFB3DvHXVtEtFv9xGViR0Y/7/8OlDfTzzrd04lcuifaqu8OBXb2PNtkXX3Z9dcbn9wTXc9egGjCtVxG9wH8olm30vnWBqLE1rdz33P7GFcCwwdx8kRSIYNtn16AaO7D3PwdfP8vqzh9ly9wrMwEd/XWub4tz7pU2EIpefIVVVaOuu457HNnLu6AC9p0foPTN6Qx2SUMgkky4iSTA6ksLzvOtmWdwMyYkM6ZkCruvvw7yFn6XPKpahETINWmqidNYnsF2XpoQ/WZdliZXt9QRNfTY7IYYQMJ0tYDsumqrQGolxz7pu0vkS0ZBJVcjiwY1LGZ/Joqt+wKCzrgrXE+iqQsV2sN3LekqqIhO2DHau7CRo6oQtg12ruwgYOluWthIyDUxd5aHNyymU/OzFu1Yvom9iGsf1MHWNVe31yJKvx6ApMpsWNxMw/GetJhpEUxQGkzOoikxtNIQiSSxqSNBeG0dRZMoV55pcikjAIGwZ1MfD1ESD7FzZyUy+yF1rFhEJmCiyzB0rO+fKWOviYe5fvxhVlomFTB7cuJTGRIS22jgtNTGqwgHypQrttXFqYiE2L2klONtGTVG4c1UXfeMpbNfF0FSKZXuuTZIEqzsaiMzqZyQiASxdIxayqImGaK2JIcsSqqqgKwrRoMlwMk11JIAnBAd7hnho8zLuW7+Y6WyBsGXguL5OxyWiAYuHNi+no66K2liIRY3VhAMG4zM5dq7spKEqwo7l7cSCl98t967rpjYWoqMujqVrlGyJRDjIfesX01YXJxwwiYVM4uGAr0uha/RPTAMSzTVR9p8ZwHUFXQ1VtNVWoSofPKvKdVxmUnmmkjkACoWbFyd1HI9MujgbnFBwbiHnrs7uOu66fyVvvXGe5tYq7rp/JcqHuE4L/OxQVYUdO5dw4ewYU5NZtmzvprWt+r1/+B4IIXjz9bO8+uIJ1m/q4IGH133oLFXH9khN5/E8AQhmUnm/zAuoVBwy6SKeKxCeS2o694Hb3Xthgie//Qa19VF+5bfuvKE+2wIfns/UlS1UbC5OTuMKX2EhODv4PNQ/QrpQpD4axpkdiKiyjMCPFsqShCrLaLJMe7WvCxELWCxpqObcWJKAriPPukdoqkJ1OEjvZIqe8SmqQwFODI3zdu8QjfEIsiRhaf5Kj/+3ztjMGMcGRskUy1QclwsT0wxOZ+hLzlATDtBeHaMuEmJRbYJ48NrUv/FMjjfP9zORzbFraRf7evo50j/KdK7A0oYaNEXmjiXtXJycpr0mTmMsAsA7fcP+PgMmp0cmyZbLNMf9Calf9iLheoKLE7MrOYbuDypkGVPTZs8BIpbB+fEkp0cmqLguNeEAbYkYjfEIiVAAU1OxdF/YTpElvJ+DtOKPg0hVkCVrW6/5XJIkrKBBOBZgYiQ1l4L9UZEcTzN0YQJZkSnkSux94fh1txsfmkZCwq64jA1Os2rL9UtlVE1h3Y7FBMI3l0LvOh69Z0bIpQvUtyS4eHqEVDJ7ne1cyrN6GZlUnumJzLzSjrYlDXQub+Sd18/w5H98icGeCf5/9t47TI7rPPP9VXXuns49OecZhEGOBECAAJgpiaJIKsuSbQVLsr1XXt/7+Po+tte7tvdZx7Vl2ZIoaSkrUmIwMwmQyDkDg8Fgcg49M51zd9X9o3oa05gIEARAat7/Bqg6farq1Klz3u/73nfdjkYq6gqxuXLu+gjNZImALCvZKlMxPuLn+J7mzPUDaPUa1t473e53EhqtmtVb69EuMKU34A3R1TKIJMnUNZXiKrDNvOG3GFm2vppT+64w1DPG6KCHsppbn1lSUOrE4bJM+3dRJVJWm48914x70MNI/ziSJKNSTe9rXrp8R5bB6wkRjSYwGm9Oo8IzEUJOk8MWqwHD+0DILOLmIYoiZbk2SnNtFDunEKdTqo4MWk0m20GWZTqGxjl5tY+yPDsWox61SqSqwJnVbrHLSrHrWntGvZYVlYXIskz/mI8R77W5KteaQ2W+I6sNq0mZB6f2qbbo2iJeryVTWgBKBsEkBEGg0HHtHZhsy2XNLqVaVa3oN0mSRGu/m1Ds2jeiutBJU0Vh1rtcWeDIOt+k12bWO6CUrC4rv0aSN5TmAWQyFKoLs++RwZE9x+QYdCyrUM4PReO0DrgV3SGUzIr64jxWVhVlnbOmpiTr79XV1zSpUpJEx/A4kViC2iIXNpNCZJTn2ZFkmZ6RCcYD17I/Ch0WGkuV0rjJ513stGY9gxJXtmZWRb5yTyaJoMlzJjH571Mrw5aln1sqJVHgMFNV6Mx6tovIhsGo5TNf2srHP7kBjUZNjlnHXf5ZXsQsEEWBmvpC/p+/+BjJpITBqL0l5UORcJzjh9s4+G4LVpsRWZLhPfJXBoOGhiXFXDrfh0olUNdYlMmaM5n01NQX0NI8gFot0ri0ZJ7WZoaUkrl8oY/9ey9Tv6SIlCRzdxRTfTjxG0VOTBIIkiSxo7Ga6jwHRq2GAY+fzTXl5FpMhNMRALUoUua0YdQptqAqUUyTEnraRsZJJFPo06Uessy16CNg0KhZWVZITZ4Tg1aDLMv4IoqjRW2+i0RKwmY0sK2+kjxLDoKgfJwfWdGAQavBatSzsboUrVqFM8fEQ031DHkDmPVaZFkmEr+2gbEbDWyuKUOSZR5Z0UCB1YxBq6ZvwsfG6lKqcu2IS2sosllwB0JoVSoE4LGVDXjCETQqFVvrKukYHadQNFNX4CIST5BIRw8FYEVpITl6HRqVSIE1B41KpahuG3Rsq6+kwGpGoxJJpCQeXlFPmcOGUadlLBAmR6elwGpWtCfUKrbVV2bpZvwmwZlvnTUCLQjpFDpZcdW4lXAPeEgkUsSjCV764UFe+uHBOY8XBAjPYalmMuuxOXMWrNocjyZwD3mRZRjqHec7f/78vOekktdEKydhc+bwuf/yIHqjlnOH2njpRwd498XTVDQUsmJTDeu2L6GkOg+tTn1XEhWmNJmTTKYIB6Jwbb9CRX0Bn//WQyTTbibvvHB6GoFxPcw2Ixa7acHXGg3FmXArGy1nvhX9LJ7tGq2K/LQGR9AXwTcehPeBnLDnmhFmGEOCIJBjNWIy6xmVwTsWJJVIzRhdKSi6tgHxTISIhOI3TU5MjCt13CqVqKjMfwj0Jj5M0KpVbGwoX/DxgiBQU+Si5iY3k4IgUJomQ+4WiKJI4wyOHXcSJr02Q57cLCryHRny4HqIgkBlgZPK60il2wmVSmRFZdH8B/6GQxAEjEbdTc/Bi7i7oFKJWKy3TjhelmV83jBX0zoWtwo6vYZHP76GusZCRFGkYWkx6rTOiVan5vGnN7BsRRkqlUjjspubqxKJJJfO993Kbi9iDvxGkRMGrYa1ldmsWanDRqnj2uLDMSVgUWgzz9jOmorZB7fLbMJlzo56LCmeeTFRneecsb1V5dkfwQqXnQqXHVmW6Z3wMuy9lpaUb81hY3VZ1gal2G6l2D4lipOvLM5MUyIG9YXZgjBT78vU4wByLSZyLTOL4k1ew8qy7D7X5ruonXLZ1smITN6dW2DcaejukC1iLJoEWUajVVPXVIp1AXoHkxoXM0GlVt2QxaYkScTTjg1Wp2Jben1Zw/Wwu8wzZmZULy3m63/xBOePtnPkrYu0Xejj0olOWk53s+fXp7j30ZXs+sQ6CsvuvuhWXomy4Y9HEowN+yivuxa5LKpw8djntwDQcrabI29cJBSMztjOJNQaVVZN6HyQJIlkPIkgCqi1qhmJgaltCwIZh5gbxUIINnGGTIhJqNRi5toUV5aZ23PlWhBVAlJKSeWMRG4+68gzEURGeU+crpzFiN8iFrGIRSxiEbcQ7lE//b3jt7RNQRCw2U2s3zxzObTDmcOG91gqHQhE6WgbeU9tLGLh+I0iJz7oEASBcqedcqd9/oMXsYg0jCZFl0Fv1PLEl3ewafey2/r7okrMpMiXVOXyzf/+5DR3jAW3JYpYnTlse3QlG3ctpfvqEJdPd3PkzYtcvdDHz/91L/2dbr76Z49jz52ZXLxTKK8tQKUWCQWidF0ZZPWWugxBIIoiolbZjKvVKngfNsZqjQq9SYcsyUTDcaSUNCO5IcsykVAcWVZKR6aVjSygb5FwPF3/OTuuz4yZikQsmdHf0Bm0CDPoSAiCgClHh81mZGI8hHciRPgmS6JkScYzHgJZESx1zjN2ZFlGSskkkimk1KQlsDLW1WoVarV4y4hIJdtPJpG47rfSAmVqtUIk3elsIVmWFe2jRIpUSkKSJBSZQ8UqWExb/apUN39vZFkmlZQy9x2U6xZFRXzvZtuWZZlkIkUyea3foiAgqkQ06XbfC2RZzhB9qSn9VqlFNBr1grPQZm03KSGlpGskXvqeqFRiZize6fExCVmWkSWZZFJKjxPFQnhynKjS75Aovrc+y7LyzqSSqcxcpOgTiZmx8puG7HGYvu/pctv38v58kCGllPkklbz2/kydW2/23bweU+fxVPpdzXwz0mOeBc7jk20lk+m2JDk91yrvvagSUKtUiKq7572fxOWLfSTeB50UWZ6cU1KKvoR87Z0XRQHVe/guy7JMe+sQ3rSo+fuBqd8H5Rt/7bv2XtcTyrdZJhGf2v61ca5Rzx2suhNYJCcWsYgPKBZa/JFXYkdn0BKLxultH2HjzqW3dSLS6TXklzgQRQH3oBfvWIDcopn1Dm4EWr2G2uWlVDUWs/n+5bz5i+P86nvvcvrgFS6d7GTLQ02z/8bkP8ss/Ea+R+QVO6hsKKL9Uj8XjrWz8/G1t5VAMZoN5Bfb6WoZZKRvglAwinmGlM1ELMlAWkXebDPiyLtWE69sMoX0h3TmspNkIsXYkJdUcu4FyNiQl2QiNU28U5ZlvGNB/N4QokrEmW9BrZl5I6HXa3C6zEyMh/D7I4RDMWXRd4NjKxKJZ0TptFo1TtfszyWRSDHQN86lc300X+xjsG+CcDiGWq0iN99Cw9JiVq6poLImH8MspTPXQ5ZlujtG8XrDaLVqKqvzMJp0yLLM6LCPC+d6OXuyi4G+CcKhKGqNGleumYqqXJpWldO0qhzdLbITjMeT9HS6CaYzd9QqkZJyF3bH7JaykiQx5g7Q1jLEpfO99HSP4fWEiMeSaLQqzGYDuQUWKqvyqK4toLjUgdNlXpj6uwCiqNz3vu4xTp/o5PLFfkaGvSTiKYwmLfkFNpY0lbBidQWl5c4Fl+TIskwoGKOtdYgLZ3touzLEuDtAMpnCZNJTVOpgxZpylq8sJ7/AOu+GNhyK0dUxSjyexGY3UVruRBRFBvonOHuyi/Onuxka9JCIp8gx66muK2DN+kqWNZWRY9Hf0LiNROL0dLq5dL6XttZhRoa8yhiWQW/Q4nDlUFRsp7ahkLIKF4VFdgxG7R3brMiyTDQSZ2jQS1fHKG0tQ/T1jmeNE4vVSHGpgyXLSqhfUkRhsX3ee97fN457xI9aLVJa5sJqNxKJxLnaMsiZE11cvTKkiODJkGPWU1ruYvmqMppWleN0mW/Z5vNugt8XpqdrjGQyhSvXQnGJot0x0DvBmVNdNJ/vY2jQQzyWQG/QkldgpWFpMavWVlJRmTujoPL1iETidHeMEp2ikzQVoihQVGwnd4GOR56JEP09YyRTEmq1irIKF1bbwkoKZFnG74vQ2X4tsl1TV4DZMrs9qyRJjLuDNF/s4+LZHro73QT8EdRqxUa6qiafFavLaVhaTI55Ye9mKiXR1TFKwB9Bp9dQVZ2H3qCUYw8NeDh/pofzp7sZ6J8gEo6j1anJzbNQWZ3HyjUVLG0qnVdkMZWSGOyfoPXyIM0X+hjom8Dvj5BKptDqNFisBgqKbFRV51NVm09RsR2b3TTvms894mNwwDNrUEGrVVNdV3BDuhOyLBOLJQn4IwT8EXzeMCePdmT+f8zt59yZ7lnfcbPFQFVN/pzvaColMeb2M9A7QWvLIN2dbkaHvYRCcaXM3qiM76qafJatKKOqRvm2zod4PEkoEMXvj+D3RTi8v5VwSFkjhEMxLpzpnvVZabVqahsK0S5AMDOVkhge9HLpfC8Xz/bS3zdOKBhDp1fjcOZQ11hE08pyahoKMBjmnr/j8STdHaOEQjGMRi0VVUqZ87g7QPPFfs6c6KSvZ4yAP4JGo8bmMFFdW8DKtRXULyki5z1Ysd9q3HXkRFKSSMkSAgIacWa2aJL1uZWRKWZpT5ZlJOS02NPsfbqdkGWZhJRStDEE8TpbsdnPgWvXKMsykiwjpiMqclokVJzl2ub7/0XcHqg1CsMpSTIhf2RBGzFXgY3aplJO77/C6f1X2P7YKvKK7dPOmxwjk23eqnGuUquoW1GGPc+Ce8jL6QOtlNcVoJ2hzGUy+np9JHjqv8MUjZe0XVlukY1tj67k8JsX6GkbZmLEN2t/hLRSPCgOFrFY4qY2tDcCQRBw5FnYsHMp3a1DXDjWwZG3LnL/k+tvm92a2WpkyZpKTh9s5fLpLgY63dSvLJt2n8dH/Zw91IqoEqioL8RVeG1xqdGqMJn1jA37GB30kEpKWRtMWZbp7xylt22EWSoxMhjum6DryiA1y0qy+pCIJWk914NvPIgj30pRuWtWBw69XoMr10Jb6zCppMS4OzDtWSo2synkNAulVk+Pmvp94Uzp0WRZx/WQZZlgMMqe1y7w+stn6e5wTzumo22EY4facOWa2b57KR97aj25sziNXI9nnznA4X1XcOWa+ZO//DiNy0q40jzAj585wIWzPdPKazquDnP8cBvnz3Tzp//jE+Tp37vtqZSSOPjOZb7/7b2MjwURBIFNW+v40tfum5WcSCZTnDnZxXM/OapExeJzk1J6g4ZlK8r44ld2UNtQOOexoER3BFHgrVfO8fwvjtPfOz5tbLVcGmD/3mYqqvJ46nOb2bK9Ad08pWOyJNPdOcoLz53g8L4rBPzTy6guX+rn3bcuUVNfwMeeWs+2HY1zvq8DfRP8zz9/keEhL6vWVvKt//cxujvd/OSHB2hpHphGhDZf6GPPa+fZtnMJT3/uHopKps/L0/oty4yPBXnhF8d5961LjLmniwtPhSBAQaGNRx5fw0eeWDur1sz7CVmWuXyxn7deOce5Mz2MDHln3QSdOdHJay+eobounyc/s5lNW2rnLAN85fnTvPCLExiMWr78zV1suKeW539+nLdePY/PG552/MVzvbz92nmWryzj87+7ncZlxXd8TXer0doyxN/+5Ut4JkLs2L2Ur3/rQU4caefXPztGZ/v0ubn18iAH32mhtNzJE5/ayH33L5u3DHV02Mff//Ur9HROnwdBCUp86Wv38fhT6xfU5+EhD3/zFy/iHvGjN2j48jd388jHVi+YFNi3p5lv/90bANjsRv7qHz49IzkxmT1y6lgHL/7yBBfP9c4YyT91rINXXzjN+ntqeeqzm6isnnuTDBCPJXnmX/dy+ngnhcV2/r+/+gQVVblcONPDT354kOYLfdPGfXvrMEcPXqW1ZZD/+88+hm2ODW0kHOfA3su89KuTdLaPzJudaLYY2HBPDV/62n24cqeLT0/Fof1X+OG/vZtxFbseeQVW/uafPkNJ2cJKs+PxJPv3XObc6S5Gh32MjvgZc/uzvg/HDrVx7FDbrG2sWV/Ff/vbpxHFme+Jzxvm9f88y/EjbXReHZm1rPPyxX72vd2MzW7ivgeW8YlPb8TpMs84tlIpiUvne3n3rUuMjvgZHfYxNurPysrs6xnnT7/181n7nV9o5e++84U5rciVTI8U+95u5sVfnqCzfXRGnbFjh9qw2Y3cu2spjz+9gcI5Ans+T5hv//2btFzqp7jUwZ/+9ydISTL/8cwBzpzoJB5PTjvn1LEOXn3xNLseWs4nP78Fu2PhOmbvJ+46cuLUWB+v9rRQZLLw6ZrVWLXTmZwWzwj1tlzUwq0RLBsM+1EJIgXG6dGylCyzb6iDFs8ITr2RJ6tWoLlFv3uz8MQjPHv1FJ5YhMcrlrHSNb/Ay0QsTCARo8KsiE5FU0maPSPUWV1YtHpCyTj9IR8NtrwZz0/KEld9bpbaC2b8/0XcHmh1Glz5ViZG/Vw60cm9j60it9CGqBJJpSQSsSRavSZr82Wxm9j18bW0XejjytkefvrPb/PoZzdTUOpEq1cEW+PRBEF/hNEBxY5x+frqW2qT1LiqnDVb69n7wile++kRjDk6NuxaisVuQq1WkUpJRMMx/J4wfR0jVNQXUlKVPRavXugl4AlRXJWH1WFCb9QhTiFq2i/143EHMObo581IsLnMGHJ0jA15aT7ZRUGJE5NFD7IifCRJ8i1fxGu0Ku772BrOHLxCy5kefvmdvSRiSdbtaMRsN6JSiSTiScZH/POKYd4MVGqRzQ8u59Dr57l6sY/n/v0dPvuHD1BU7kKr15CIpxgb9vL89/bR3TqEM9/K9o+sRqO5Ng4sNhOl1fmM9Hs4+tZFVm6qoTYd7UnEkwz3TfDys4cY7J55wToVE6N+XvjBfj75e7soLHeh1qiIhuNcONbOnudPAtCwqpzy+tk3sDqDNqsEwz3iQ5JkJrkMWZa52jLId//5bQKBKBqNio8/vYFdDzVltePzRYilyQlTjo6cGfRO/L4Iv/zJEV594TThkLJQMVv02OwmtFo1qZSE3x/B6wkz5g7w0q9OMjLk44tf3bHgBR0oizrPeIjmC3185x/forN9BJUoYnfmoNepQRCIRuME/FGSiRR1jcWYzbNHCG/kdw+928L/+d5+xseCqDUqNt5Ty299ZQel5TP3X5JkTh3t4Lv/sidTR2wwarE7TOgNiotVIpkiEooT8EeIROJEIwnG3QGMOQsTzZMkiUP7rvDWK+eZGA8qpTx2E3q9BkmSCQSieMaDmajlM9/ei8GgZfO2+jnbvNoyxHf/ZQ8tl/ozJJvdkUNOjk6x7Iwl8EyECAVjtF4e5Pv/shfPeJBHHl+zoIyY3u4xDu+/wkvPnWR4yIvFYsBqM6LVqkkkU3g9YQK+MOFwnL1vXCQYiPK1P3wAV97Mi+ZJeCZC/PDf3mH/nmbicUUo1mY3kmM2oNGokCSZWCxBMBAlGIgqkcW0O9JCIuLvF/p7xznwbguhoBJ9NBi0GVcclVoklbbI9HpCpFLK83nmX/ei0arYtKV+Xg2YaDTOleYB2luH2fP6BWKxJDa7EYvVqFhupu+5zxsmkUhx9lQX8XiKP/rTxygqmVmM88OAzvZR3nnzEs/99CjuEX/W+zmZOTQxFiCZlOjrGecH33kHvUHL9l1L57znarWK3DwLoWCMREIpw0skUjNugBaCyqo8ausLcY/4iUYSnDnRydYdjQvKnohEFAeISaxYU0F+4cxCtolEigN7L/Ps9/czkhbqNpp02B0mJftMlgkGYkxMBAmFYuzf08zosI+v/P5u6hqLFpxpE4sm8HpCnD0V5Nt/9yZDAx7UahGbw6AQp7JMJL3uSiYlGpYWzzmvpFISb716jh8/cwC/TxEsN6fnFJ1ODYJiLx4OxfD7IsTjSsaC3xdZUEQ8J0dPXoGVYED5riTiyrO82bVIIp7k+OE2jhy4ks3JCmRIWkEQ5taemidrKhpNcHj/FVovKwKbarWI2WIgJ0ePRqesWyLhOBNjAWKxJF5PiFeeP00sluBLX7tvxu+mlJK40jzIW6+ez+r3ZBA307c5sv7UqrkDTrKs9P2V50/xq58dxzMeRBCU52mzG9Hq1KSSEoFAFO9ECK8nzGsvnmFkyMuXv7mb4lLHvATC2KifMye7OHboKs0X+hBFkbx8C8YcPSpRIBpNMD4WIBpRvhWvvXQWEPj87957V2RQ3HXkxCpnMb1BL0ts+RhUao6P9jIY8iEhs62gipFIgO+2HGdzQQXbC6vRiiqOjfaQlCQ25peTkiVaPCMEk3FqLE7KcuwcH+3FF4+yxlWCS2/i6Eg33niERls+uYYcftFxjqQscW9BFevzsiOJo5EAFyeG+ErjRjSiCrUgcni4i7iUIpJMcF9RDW3+Ma54RykyWlnmKOCq180Sez6dgXGMai2jkQAjkSBaUcW2wipyNNmLsv6glxPuPlSCwNrcUroDE4xEAuhVGpx6E6tdxWjEa4sKh87ItsJqOgPjLHcU0h/0cnZ8gFgqSZXFxVJ7PidH+xiK+KkwO6i1uHipu5nuwAQ7i2vZVlhFq3eUwbCPOquLSDLBnoE2Dgx18kBJPevzSmn3jbPMUUCbz41Va6A36OG5zvPsLK5le1HNjKTRhxXhYJSeq8P4PSHCoRgdzf0k4klkGc4fa0cGjDk6zFYT5XUF5Fjf+0ZhNhjNetbtaKTtUj/njrbxD3/8C2qWFaPVa4iG48QicT75jd3kFV3TdFCpRTbtXkZf5ygvPrOft391gvNH26hdXorFZlQW+N4ww33jDHS52f7R1TSurril5ITOoOXJr96nROUPtvLM37zCuy+doSSd9hiPJfC4A/R3ufG4/fzxP342i5yQZbh4rIP/+Kc3Ka3Oo6wmH0eeBa1OQzyWYKh3nMunugj4wqzZVs+y9dWzTt6CIFC7vISymnxaz/Xy82+/Teu5HvKKFdHZcDBGYZmTj//O9lt2/ZO/W1Th4lPfvJ/v/PkLDPWM8f2/fpm3njtBcaULjVZNOBhloMtN0BdBo7n12hNF5S6e/r1dfOfPn+fY25fo6xhh2boqLHYT4WCU1vN9dDT3ozfq+NgXt7F8fVXW+TZnDlseXsHlM910NA/wT3/yS5o21pBjMRLyR2g938PooJclayq5fKZ7zr6U1xVw6t0W+jvcNKwqw2DS43H7OXPwKuMjPkqqcnnsc/eQM0dq7qQ+hCAoY2R0xI+UkjNfNkmS6WwfoflCv5JRIQqcOt7BzgeXZ40PJXNCiRi5cqeXG6SSKd569Tyv/Po0kUgctVrFyrUV7H6oiZr6QswWPSb/3vEAACAASURBVPFYkr7ecY4duprZbB452IrBoOUrf7B7wanB8XiS1pZBWlsG6Wofob6xkM3bGqipL8BqNSIIAl5PiJ4uN1dbBlm1tgK94b2VdKRSEgffaeF7397DxJgiuLxlewO/83s7M3atM8E7EeSlX5/MEBNVtfl85Im1NCwpxu40IYoi0UicMXeA/t5xWlsGuXCmh03b6ucsnZkKz3iQV54/TSQcZ9mKUh58bBV1DYVY7SZSqRQDfRPs33OZPW9cIBpJMOYO8OJzJ2haVT4jyQQw5g7w7Pf3c+lcLwA2u4mdDy5n09Y6CopsaDRq/L4w7a3DvPXqOc6e6mZ8LMBPf3SI3DwLW3Y0zrtwnhgP8JMfHiTgj7BxSx27H2qiojqPHLOeSDhOR9sIr714hrOnukgkUhw7dJWaugKe+PTGObM+Th/vYN/bzSQSKQwGLbsebuKee+spLnGgN2gVkswXYXjQQ2f7KM0XevF5w6zfVHPHHGgEQWD1ukqKShwE/BFWr6tiyfISSsqcuHLN6PQaYtE4PV1j7H3zIofevUI8nmRkyMtrL55h+YqyOVP0QbH6O/hOS8YOfsf9S9m2cwkVlbkYTToikTidbSO88vxpzp3uJpWSaGnu581XzvOZL21dUAr2BxH9veOZcVjXWMhDH1lNw9JiHE4TkiQzMuTlwDstvPHyWcKhOH5fhBd/eYJVayuwO2YXz87Nt/CV39+NzxsmHIoRDsVwj/r59c+O31Rtvlan5p576zl6sBVZhgvnehke9GCxGubd6HW1j9KZFis0GrWs3VA947svyzItl/r58ff3MzzoRRBg2YpSdj+8gsZlJVhtRiRJSbM/fbyDV148g3cixOWLffzou+/yrT/5yLzk4SSi0QQtlwY4ebSdoQEPS5tKuefeeipr8rBYjMiyjGciSFeHm/bWIZpWlaPVzT4GB/omePn50/h9EVQqkabV5Tz8kVVU1uRn7lEoGMU94qeny82Vy4M0X+hl647GBQVa1m+upawyl1AgSjgcJxSMcu50N3vfmNl6fj5otWp2PbScpU3ZJgQv/eokg/0eAJYsL2HL9oZZCZ+8AuucmeF2h4kN99QyNOChfkkRTavKqarJp6DIlnn+42NBzp7s4uXnTzM86CEeT7L39Yvcs62BtRurp7UpqkRWrilH+41dWf9+5EArF872IssyeflWPvrkOtSzEBRGkw7THOS7LEucONLOz350mGAwiiAIbLinhp0PNlFdm0+OWU88nmSgb4JD+66w942LhEMxThxpx2oz8uVv7p53PozFkvzyP44Q8EdwuHLY/VAT6zfXkpdvRaNV4fWEuHCmhxefU77f8ViSN185x/rNNaxZX3XHsyfu6tk4LqU4ONTJhrwyOvzjtPvHqLPmYtPpWekswqjWcGCok7FoCEEQOD7aQ6HRQrNnhPtL6sgz5HBpYpjmiWGKTFb2DLSxo6iaixPDNDkLseuMmDU68g1mtCoVVZbp0SF3NIRLZ6In4OHl3ss8VbWC02MDrHIW0eQswhePcnykl80FFZx09yII0DwxTKXFwRXvKE6dibNj/WwpqKLZM0yr182a3GsvqyzLqEUVeYYczo0PohFVjEaCJGUJWQ7jiYWps+Zi180+EHuDXtr949xbWMWJ0V7yDTmcHR+gzppLrt6EUa2h2GQlLqWoT2dG2HVGDg53EXDFyDeYKTVZcelNLHMUkJQkzo0PUGt1cdkzQp01l9IcGzadkVWuEgyq3yx334EuN//2315kpG+cZFIiEU9mUsDfeeE0h147j0qjwpln4at/9jhNG2vet75odWruf3IDY8M+Tu2/QsvZbi6e6EAUFAcGm9PM41+6d9p5OoOWx7+4jaIyF6//7CiDPWOc2NucSWfUaNUYc3QUlbuoW176vixiiypcfOMvn+C1nxzh+N7LDHS56WgeIJVKIYoiWoOGHIuBxtUVWeQKKKnJ+aUOCsucuIe89LWPpF0clNpWnUGD2WZi984lPP6le+fNnMgrtvOZ33+AX/zrHnrahjnw6jkkSUalEtEZtO+raOiqe+r41v/6JM8/s5+r53sZ7HbTfXUIZCWyqTNoyC20UVTuovAGIu4LxbodjeiMn+TFH+yno3mAPb8+RTKpRGCNOXrqmsp44OkNbHtk5TQxTFElsu2RlXjHArz5y+OMDfl4/adHEQQBrUFDfrGDT//+/RSWOun8o5/O2Y+mDdWUf+4eXn72MHufP0U0kkBAIeCWrqvi6a/tZMmaijnbEEUBpysHnV5DNJJIZ05ci/REI8oCUZaVZ5tKSfR1jzPmDpA7RUvD74tk3uncPEtWGYksy7S2DPLKCwoxoVKJbNvZyG9/bSfO3Oya9dx8C0uWlVBU4uDH399PMBDl4L4WlqwoZfdDTQrhNA9i0SSv/+dZJEli98MreOqzmygqdkwjTFavryQUjKF5j2VB8ViSfXua+fEzB5gYC6LVqrl31xI+99vbyM2fOxV4cMBDe+swoGRMfPErO1i3qTrr/lltRvILbSxZXsK2nUvwjAcx5eiVaN8CkExKBANRNm2t43e/sYuiEntW+06Xmaq01e0br5wjmUjR0zlGy6V+1m2aPhenUhKvv3SWC2d7lP7ZjXzpa/exbWdjlgWi3WGirMJF/ZIinvnOOxw7eJVgIMpzPz1KZW0+ZeVzOwLJMgQDUbbsaOR3v76L/EJr5jnZ7CYKimxUVOXy7//7bY4fbiOZlHjrtfOs21QzZ7nLyWMdJJMpBAE23FPLF353O+br9CoczhzKK12s21SD37eScDhOQcGdtUR15pr5gz9+GL1BS26eGf20+mkjuflWauoLkCSFaEilJLo73PR0uVm2omze3wiFYuj1Gj765Do+8elNWRtbm91EQYGNiqo8/u6vXubSuV5SSYlTxzt48CMrKSz6cAqNp1ISPm+YVWsr+PI3d1NRnZdFrCljJQ+tVs3zPz+e2RRdONvLvTuXzNquVqumvDLb9c096ufNV87fFDkhCAL1S4opq8ilp8uN3xvmzMkuauoLUc0RXZdSykbP71eyCQpL7KxcWzHjnOjzhvn1z44zPOxDFAVWravkq39wP6VlzixxaKfLTG19IXkFNr7zj28SCce5cKaHA+9cTm9K55/Ho5E4Lz13glRK4qNPruNjT62noMA6TYR6zYbqjMbAXPP45Yt9jKbLVQuL7Xz1D+6noio36xyrzUhRiYOm1eXsfDDGxHhoxhLFmWC1GbOyVFIpCWRumpzQaNVs3FKX9W+yLHPkQGuGnKiszuOjn1h30xldGo2K+x9ewbpNNeTlW7BYjdOEdO0OZS7MzbPwz3/7GgF/lGg0wekTnTOSEyqVSP2SYuqXZGeku0f8XDrfSyoFdqeJx55Ye0P6G1MxPOjl1z87RjAYRa0Wue+B5Xzut7eRV2DN6ntevpWaugKcLjM//dFB4rEkh/e3snp9FTsWsEb1ecPk5ln4yh/sZv3m2qz+2uwmSsqcOPMs/ONfv4LPGyYSjnP8UBur1lSiUi+SE3PCotVTYXYQSMSIp1LYdAZMah0lJisaUcVYNMRoJEil2UGpyUZKlik0Wqg0O1CLKrzxCMORAIVGCw22XPINZu4vreO0u59wMsGjZY3YdAaMag0u/fRaG5fexHgsTKXFQZHRQjSVRK9SU2N1UWi00BdU2NeyHDuXJoYIJeIkZUUNNRCPYdMaUIkihSYzA2Ev4WR2TVRCSnHS3YcnFmYsGqLAYMag1mBSa0nKEpFkHEmeO61KI4qUmKyUmmycFvrRqzQ8XNbAidE+jo708Mnqldh1BrxxA/mGHARBwKLVY1QrA1UtijjSRE2R0YIvHr12DYkYMkq2Ro5GS6nJescZtdsNqzOHex9dSTCdSjcb9CYtzhmijJsfWE5RuYuiCtesonUWu4lHP7OZgC9Cw6ryWX9DEARyi2x89c8e5+qFXjovDxD0R1GpRMw2I4VlTnJnWWTlWI3s/PjaTOZFf8coIX8EBNLnuqhqLMoSQJyKstoCnvrqfWh0anJnSZmcC6IoUlDq5Av/9REe+tQmWi/0MTbkJRaJo9GqseeaKa3Jp6KuEL0xm+kXBIGtD6+gbkUZXS2DuAc9hAJRUskUGq0GR56FyoZCKuoLMv7W8/Vl7fYGqpcWc+lkJ8N94yRiSXQGLY5cC5WN89fC3yzUGhVL11VRvbSE9uZ+uluH8HvCIMsYcnQ4860UV+RSUp2LTj894lG7vJSnvrYTvUmHbYELj0kIgoBGq2bN1noaV5Zz5VwPvW0jhINR9EYtBWVOlqyuwOrMmfU9N5h0fOLL97Fx1zKunOthYtSPIAg48y0sWVNJYbmToC/CJ768QyG9Zolep1IyDzy9kaaNNTSf6mIsvWAsrsxlyZoK7PPUyE7C4VI2OtFIArc7kJWGGgpFudI8gFqjorxSWfSOuf10d4xmkxPeMLF0OrIrz5JFOMSiCY4cuMrQgLKgKi518PTn7plx4y4IAgajlt0PN9HdMcrr/3mWSDjO26+eY/2m6nnrfkFZwAX8EdZuqOYLX96OaxaiTRTFeaMn08/JfqbJZIp9e5p55l/34pkIIYgCux5azhe/et+C0qnDYaVcA8gSgJwJgiBgMGgx3EQKvTPXzFOf2TxjOqsgCJgtBu5/dAXHDl1lzB3A7wvT3elm7cbpGVRDAx6OHGglHkuiVots3d7IffcvnVHXQBAESsqcfPZLW+luH2Wgf4LuDjcH9l7mU1/YMm/2hMNl5iNPrKOgaPp8KQgCxaUOPvrkOq62DOKZCDE2GuDEkfY5yYmxUX/aSUcZ05ZZMvUUZwoBuyMH+11QtSCKInWNRXMeIwhKf+9/ZAWnj3cS8CtlHqMj/gX/TuOyEh5/av2M41cQBQqLbex6cHkma6a3y413IkRB4XsXab5bYbMb+cSnN1E5g7jgpOvRA4+uZP/eywwNeAgFo3S2DbN1R+NtEwwVBIH8Qiur1lXS2z2GLMscP9zGYx9fO2sGFIDbrWwak4kUoiiwfEU5+TMQcbIsc/FcL5fO9yJLMnZnDk99dvM0gmUSk5kcp461c+CdFpJJRdfivgeWzZlRMglJUkQ6t2xvmDNVXqUSZ32Hp8IzESKWFh/NK7DOqT2gPFM9prsgPf/9hCAI5BVY58zuA9Bo1KxaX8myFWUcPXgVIEs89XZCkmQO72+lK/37RSUOPvWFLbOWIZktBnY9tJyTR9tpvtBHKBhl39vNbN5WP6+uklarZueDy9m8tX5GAkitVrFiVTmr11Xy7tvNAFy9MqgEqxYiVv0+4q4jJ86NDXBxYojxaAiXfhkOnRGNqMKs0WNQqxEQKM2x8dP2szxS1sg9BZUcGu7Cl4hiSG+2bVoliiAAK5xFjESC+BJRykQ74WScoyM9JKUUJSZlMJTm2Hh3sB1RELi3MJtJyzfkUG/N5d8vHyUly1i1+kyfAAqMZgqNFn7afgaTWssqVzGBRIwXuy8RTsYVkkGSeLnnMgKwMa8iq31RENCr1AQTcew6A3mGHMLJOEa1hpQsoxNVqITsQTIRC3NgqANPLEKN2YlBrcWmNaAWRew6I7FUkqMjPYQScQpNymI415DDoeEu3uhv5YGSeg4Od9IZmODgcBcPlzZg1uqRkXm+6yIPljbg0pv4VdcFIum+aEUVDp2RZ9tO89HypdjmyOT4sCGvyP6eUvy3PryCrQ+vmPMYqyOHj35x24Lb1Ok1LF9fzfL105nf+WCxm1iztZ41W2evyZ4JlQ2FVC5AwG4+qFQiheUuCueJPF4PQRAoKHFQcIvqgydFKrc9svKWtHej0Bu1LFtXxbJ1VfMfPAX1K8uoXzl/FHE+GM16Vm+tZ/UNjgNQSoXK6woor5tZg8ZiN/HkV+6bs43JDIebGQtT4XTmYDBo8RLK1NtOLsp6Ot1MjAfRalSsXldJKBhldNhHZ/sIq9ZVZvROfL5IRnAy9zpywucNX6tnFmDT1joK57HCNZl0bN6mpCh7PYpyfvP5Pu7dtXRB16TRqLj/0RU4nLM7ZNwM9HoNgiggy0r5yLtvXuQnPzyIZyKE3qBh90NNfOq3tixYJV+jUaHVqYlGlPrq3u4xCopssxIUN4sVq8upqM6dc/NYXOLA4cxhLE1QeT0hkkkpK1tFkuSMwj0oC79tO5fMKbgIUFGVx4o1FQwOTBCPJzl7sov7H14x76K4pMxBw5LZN+SCIFDXUERlTT6etGBZ88U+wuFYVhbHVEwqzScTKXq6RvH7wpgtc6e+f9BQVu7CbNET8Cu185Hwwlx4BEFg630NWOYYv4IgUFmdh96gZFvFYslMDf+HFUokeG69hIIiG7l5ZobSjg1eT5hkMnVby120WjXrNlaz7+1LeD1hBvs9NF/oY/3m2hn1LyRJpqt9JLPRNBi0bNpWN/1AFIeF08c7CAYU4dsly0uorp1bQ82Uo6dpdTnHD7cRiyUZHfbR1T6Kff3CggJanZoHP7LqltTw6w1aVGoVyUSK0WEvQ4MeKirz7joLyLsVZrOBkjJnRqcsGIjOaqf+fsI7oZSZTGpcrV5XOe96wpVrpn5JEa2XB0gmJfp7xxnq91BRPbNG4CRsdiNbdjTMmZliytFRUZWHSqVkqgUDUcLh2C1z/7pZ3HXkxNq8Ulanyx7UgsjjFcsQBYE8gwnFxReerlqBhIxKEBGASrMDOf03QI3VhYiS2lNgMPOZmtXIKM4UIgJfqFsLoJwvCCyzF9Boy0MAeoMe/PFrqt2TmRa7Smqn9QlAI6p4oLRecb5AQBQEPlqxNOMoEkrEafYM82BpA4VGM9FUkksTQ5n2tSo19xZWsb2oWvGdFYSMN7yM4l7SHZigP+TNnFNpdvL1pfdA+ngBgUZ7HiJCpm+frF6ZcdcQBIGKHDvfXLYFIX0PHy5t5KHSBgQEVOlr+b0lmyH998crliOlvcfF9H3+rbp1yMiohTvLqC1iEYtYxCSUzAnlQ5pIpJgYD2Y+9pcv9RONxsnJ0bNyTQVXWwYZHvTSenmQUDCG1WYkEU/iS6chi6KAw5WdNdLXM65YEQJGo466xqJ5SxIEQaCqJp+8fCteT5hoJE7LpQG27ZxbZG4SRSV2qmryb/mGU2/QIApCWiX8Ej/67j6FvNGqeegjq/nsl7bOGaW8Hrl5FkpKnbRfHSYSjvPs9/cTiyZYu7H6lkXtdDrFlm0++ze1WoV5SgQyEomTSmWTE7Fogs62kYxoX36hjfLK+YkxlUpk5ZoK3nzlHKmURG/3GO5RP7n51lmfpygKVFTmzllHDoqoqqLo300y7Tgz7g5gLJ/5epcsL+HUsQ4kSeb4kXac/+cwDz66ktKK2bNWPmhQa1RZzzuRSC2InLDaFOvBuTJaBEFAp9NgMukyzgThcCzLDerDBI1GRXVt/rxZVqIoYLZcI3Wi0QTJxO0lJwRBYGlTKcWlTryeMH5fmNPHO1m1rnLGfsRiCU4d68w8x4alxZRXzJwJoQjbXlt7Ny4rxmCcewMmigKFxXaMJh2xWFKx7+1ys3r9wgIKZeUuyitunnifiurafGw2I2PuAEODXr73L3t58tMbWdpUNu8cswjlWZpy9KhUIpKUQkpJJJMS2ttMToyPB+me4nCzdEXZvNlJoihSUupAq1WTTMbxecMMDcxPThSVOCiah/gQBIEciwG1RgnUpFISkUiCO13kdteNaJUgMrW8bHLjLExRhlMJAlN5IPW0L8q1vwVBmPb/17ttiIKAKKiQZRmzRpclPmlQaxARskRZVNe1N63PCJm/TRodj5Qtwak3ohJENKIKp96Ufa4oTsuOmHopdp2R1JTSDo0oZvVx6jVP9u16JxNBELKue/o9yz7n+ns82zmLWMSHGeFAlOef2cfF4x3zHzwL8ood/NZ/fRjnAv3eF3FjsFgNmNMb6kQ8ycS4QiSEwzHaW4dJxFMUlzopr8qltNzFxXO9XL0yhM8bxmozEo8n8XoUy0GzxYApJ7t+v6d7LKNHYbEaFmwNaneasKXtN5NJiYH+CaLR+IKcHvIKrNN0BG4FDEYtkiSzf08z//GDA4r7hUnHox9fwxOf3HjDZSIFhTa2717K8JCXYCBKe+sw//t/vU7DkiK27Ghk+aoyXC7zvLaEc0Fv0C445X7qpjSVkrLU1UGpA+/tGc/8XVLmXPDmq7jUgSa9gPP7wowM+9I2lLOXseQvoN+CoGyA1BoVyaREwB/BMxGidJZsonvubeDI/lbaWoeIhOO89KuTnDrWwdqNVWzaWk9ZhQuzxTBvycmdxKSdYzSSUBwBkilSKRlJUp6ZErWfUs46jy3xJBxO84KySARRyIqYppK33h3pboFWp6ZwBuvwmTBV4E+SlNLe2w2DUcvGLXUZ280LZ3sYGfJRUja9pGvcHeDc6S5AIWHWbarBYpt5DvN5w4wMXwvyiaLIUL9nXkYq4I9mfjeZSOGdwZ52NhSV2OclVReK+sYi1m+u5a1Xz5NMpjh9vIOeTndGy6eusRC7I+c9axB9kCFJMvFYQiHWkilSSQlJkpEkOVMuOTmiZcjYi98uyLLMuDvAxLjiniQIgCzT2z0277nRaCIzVqPRBIHAdOvr61FU4kC1AH0UtUrIvAayrOi43GncdeTEnYQgCNh1C0tnXSjUokiR6VqdsU6lptC4sFpqAJUokme4sbryRSxiEbcGkiQxMepnoGv+j8fsUCLVi3h/oFKJuPIsCIISYfVOKFkQw4PejE5EXWMhZrOBmvoC9AYtnnT0oqzCRSyWxOdVzrHZjdPIA1/a2hCUhfNcKtzX98tqM2bSSMOhGJHwwsgJg1GXZeF6q6DRqLlwtoef/PAgI0M+BAEal5fw5Gc23TAxAUqE+8HHVhIMxnjtRUVJPuCPcOp4B+fP9FBYYmf9phrWbaymfkkRhllKFeaCSi0uOJtjahBjJiSSKfy+a5sLu8O04E28waglx6wnGk0gy8q4kFLXbGun9UVgwf222oyZfihlDPFZjy0pc/Kl39vJj7+3n5bm/nR5h5v+3nHefu0Cy1aUsWFzLSvXVpBfaL2rsilkWanDv3plkM62Efp7J3CP+AkGI4RDceLxZMaOMhKK3XD7BqN2wWTTb8r2TaVa+PuThdvPS2Swen0lv/6ZMV0S56bj6jDFpdMJlnOnuhh3Kxu9vAIrTavLZ32fJy1kJ/HDf3+XZ7+/f96+TG54QdFJmuvdvB6mHP0tExfX6TU89dnNxGJJDu9vUTSWRv0ceKeFE0faKa/KZdPWOlatraS6Nv+Wuq3d7YjHk/R2jdHWOkRv9xhDAx583jChYJRYLEkiPa9EwvFM+eadwGS5lCQpL5csw9/9j5cXVJqTSkmZIEkykcroj8wFs0W/QM2YKcfId/TVz+A3Z/QuYhGLWMQNYlL88YGnN950Gzq9Brtr4YTkIm4ckxHqyciWLMv094wzOuxDo1VT11CETq+hYUkxZose94ifi+d62LqjIStzwmY3YbhOjDUSiWcWE2q1asGLPkEQFI0HJTxCfIrLz3xQqcT3RYiuv3c8S3NBlqG3e4wLZ3vZuKX2phbSZouBT33+HpYuL+HNV85x8VxvRiugp9NNb5ebd9+6ROPyEh54dCVLl5dgNOkWHN0TRfGWETXSdZsLXVqDY2H9ELIEyMKh2LyR5YW4s4BSujJ5PxKJFIn47ONEpRJZtbaC3FwzB965zLtvNzMy7CMWTeD3RThyoJXTJzopr3Rxz7YGtu9eqljy3cFMCllW7vvRg1d567XzdLWPZjk6qNUqVGoRlSggiMK8JNNsmGxnEdcgCMIHyiZVEAQKCm2sWlfFu29dIpWSOHqolQ1barOI3VAwypmTXUQicURRoK6xiPLK2XVpQqFYVibVQufiqZBl+Yaiyiq1eEs1IQqLbXz1D3azem0Fb712no6rw4RCMSKROFeaB2i7MsQbL59j9bpKdj3URG19IRrthzeTQnHzGeXVF89w7nQ3I0PeDAElioIyH6S/pYIozJck875DlmXC4WzSNboAkmGmdibXJHNBq53bAeZuxgdnxlrEIhaxiNsMlVpF0S2qGV3E+4f8tAWXkhYfJhZN0NE2TDSaoKjYTnE6JTi/0EZxqYORIR/trYpOQjyWxJdO1bXapmdOCIKQCSzI8o2FFabuXQUWXtP+fi0nLl/sJ5WSMOXoMBi0jLkDjA77+PEz+7E7TCxtKr3hNicdStZtqqZxWTGXL/ZzaN8VLp3vY3jIg5SSGXMHOLzvCs0X+tj9UBOPP7Ue+xyOMFntp3/jViGL9LnBENHUNOCFRrsW1O6UhaYy3uYvBSkpd/LkZzdzz/YGjh68yqnjnXS2DRMKxohFE1xtGaK7083pEx188vNbWL2+6rY5L1yPcDjOS788wYvPncTrDYGsCHuWV7ooLLbjyrVgthgwmrTodBoS8SQ/f/YwI8O+G/od5bbd/YtxQci2O5QXsNHIHCvL142X+X7r1r4/twM5Zj1r1ldx/HAb4VCMK80DDA14MpbBsizT1zNOW+sQsgw6vZqNW2rnJAOnEhMqlUjD0uJM2d1CIQBVtfk3dU23AoIgYLUZ2fHAMlZvqOL08U6OHW7jyqV+xscUIeChAQ9vDPs4e6qLjz21nt0PrVhwtt8HDc0X+vjev+yhvXWYVEpCpRIpLnVQWu4iL9+CzWHCZNKjN2jQ6dQcPXiVQ/uuLHhefj8w9d1Va1Q0rSzDcIOlPwLMK6IJH7z3fioWyYnfYMiyzFg0xLGRPs6NDeKOhJCRydHoqDDb2V5URb19ZnGhRSziTsITi/Dti0cYCge4v7SWj1YuzAXhVmE0EuQfzh0imIzxaHkjD5TNrBC+iGyo1Sq++MeP4PeGKCx13rJ28wtsCIIypwUDUfy+CFeaBwHlI15UbEcQlPrrppXlnDnRhXvUT1fHKIIgZBTcbXZTRlxzEiaTDlEUSKGkU8bniGpPhSzLRCPxzKJYq9PMYw7DngAAIABJREFU6wrxfkMQFEHFjz65HrVa5AffeYeBvgm6O0Z59nv7+MYfPTxjbfdCIIoiFquRDffUsnJtJX09Y1w828vBd1vo6hghHIozMRbkhV+cIBKO84Uvb7+pUpL3ApVaxDglM2ZqVsx8mNRImMTkuJgNMiwo9RZIl4pMZueIC4p0T0bEK6ryKKvIZdeDTbRfHebowaucOdnJuDtAPJbkwtlefN63+fq3HqRpVfltJyhSKYkTR9p47qdHCQVjCAIsW1nG409voKa+AJfLPE1NfmIsyMvPn7qt/bydUKnEbKHWBUbxZVlOp6injxeY0W76gw5BEFi1rpLCYhsdV0eYGA9x8mgHFVV5iKKSIXfpfB/utMVsWUUujctK5mzTNCVbS6USeeJTG1i78cbdzlSqW1Om8V6gVqtwuszsfriJzffW09U+yrnT3Rza18Jgv4dYNMFgv4dnv7ufeCzJE5/aeFdr0NwMxt0B/uMHB2i9rHznbXYTjz2xho331GW0Pq7/jg32ezi8/8qd6C6QtnidQkRo1Cq++NUdlFfd6D5LyNKH+TBikZz4DcZg2M//PLOf/YOdhJNxkpKUiVI59EZKTJZFcmIRdyWiyQRHhnto941Tabk11qI3gkgywf7BTjyxCEsddy6S8kGDqBJZvuHGF4TzweE0odVpSCZjhENxRoZ99HaPoVaLVFTnZmqu1WqR+iVF6PRqfJ4Qne0jOF1mZFlGrRaxO3KmLeIcrhzUKhUJUoTDcQL+hdkOJpNKicnk5tdo0k0rGbndKC518o0/eojKqjxkWSYUjPGjf3+XifEgF8/18pMfHODL39yFw2W+6d+YLGeprS+koiqXrfc1cuRAK6++cJqeLjfxeJID77awen0Vm7fduI3te4FGo8LuvKbhND4WWLAYYigUIxRUSCxBELDaTXOTEzKZjJz54PWEM/3Q6TVZBMpCIIoCufkWnLlmmlaV0dUxyisvnObogatEInF6u8d47aUzC3JtuNWIRRPse7uZUFBJZy4stvM7X9+ZtraceYEtI2fpA3zYoNaosqz6ppa4zAVJktNla8rfoije8Tnl/YLTZaZpZTmdbaPEogkune/hgUdXYLObCIfjnDnRiSQpDi5rN1Rht8+dBWGxGVGrRWJAIpEkGk2i1WruWDbRrYAgCOTk6Fm2opS6xkK271rCvj3NvP6fZxkbDRAMRnn7tQus21RD5TzODh8kyLLM2VNdtF1R3Ff0eg2PPbGGT3xqE3rD7OLLyWSKeSrx3lco341rOlTRWIJ4PIX+Q0gwvld8uKmXRcyKWCrJc+0XeaO3lYSU4mOVS/mbTQ/x91se48/X7ebz9atZlVt8p7u5iEUsYhHzQm/Q4nQpm85IOMbli32EQlH0Bi2Ny0oyixVBECgotlNWrghhdlwdZrBfEc3U6jQ4XdNLDapq8jMbCb83zOiwb5oLxEwYGw3gSTuHqNUqSsocWZoFdwJGkw5XrhmVWkStUbHj/qV8/FMbMRg0JJMS+9+5zK9+dpxoJHFLFnEajZrcPAuPPr6Gr/9fD2ZSUQO+CKdPdC7oPt5KGIzarEV6f8840ejCBO56u8YyDhI2uzFdSjT7EkqWZAYHPPNeoyTJDPRNZDbjFqsRR+7NkUOTdnnLVpTxtT98gPsfXaH0Jb2Yn3SyuZ3wesJZ1nkbt9RRXVcwp1BnOBQjfAPCgx80GAxabLZr4uv9vRPEYvNn2SQSqax7aXdM18j5sEAUBTZtq89c35XLg/T1/P/svXd4XNd55/+5d+70jpnBoFeigwR7EUVKVJciy45rFDu2Y8dO4l+c2FnvbnaTTVknmzxJnHU2Xu/G3vXaci+ybEmRVSmxiGIDOwgQIHofANP73PL7Y8ARIQAkQFEUZfPzPHwkUXPv3HPvuWfOec/7fr9zhZKO/otTAHi8NjZsrr2qnabbbaWkLD/+aBoMXpwuCF2+07lkj1tZ7eU3PrqT3/7dPTjmbZUnJ0J0nRm94WPtW0kup+T1NuYDnm6vjbsfWIfZYlg+MJFTiESS117ScR1iWKIo4C12FIL/mqrR3zf15k/8S8it4MSvKOFMmqOBUbKqwh1ldXxh/W4+UL+Od9e08mjDen6nZSsllmvfPbvFLW5xixuFwSjhnV/QpVI5LnRPIOcU7A4z9Q0lCz7r8dioXeNHEGCwP8DocN6JxWCQKPIudkYqKXNRVpGf1KbTObrPjZFKXXnhpM5POgLzaccms57mtvK3XZDrjRgMEvf/Wgf3Pbweg0FCkVWe/7fTPPf0KbLZ6zdx1+lE2joqqZu/74qiEg4mbvgulsEgUd9QUqjBDgSi9PdNX/U4WVY41TmEquYntpXVHrw++xWfpzZvEXe1TJtIOMHw4AyKoiII4Cu2U+R58w5dDqeZHbuaMM4v2qLh1IoWwNebeCxVKEPQ6UR8xY6rCoVevDBF+irv2DsZi9VAabkbcd5zfmY6Ql/35FXfh1gkRdfp0cJ/V9f6sFyDA847hcpqD81t+U2ySDhJ97m8O83pE0OFEqGa+mLqG0uuWopmtZlobi0r/PfpE8MFIeRfJvR6ia23NVBckrcuv1xT6Wbg8szESxafq0XOKQusNO1204Jg31KEQgnGLrORXi35YGq+j+UFKa8tyOHx2qmtfz0jvfPIwIrL/36VuBWc+BUlJWeZTMbQiyKt7mKKLXbEeZEmSRQxS3rEm20mfYtb3OIWS2A06vEW5x1REvE0A33TyLLKmsaSRb73JrOB5tZyTGYDI0OzrwcnjNKS5QwOh5lde1oKk6rDB/sY6g9ccVIVCSfZv7e7sDCtrS+mde3qxSbfai4JrP3GR3eyY3cTgiAQjST53jcPcOTVvivuMl1SDF/x5FKjUOIiCELeKeMG/8QIglAIkkB+4fzy8+eIx9PLtkNTNbq7xjl7ajgvvmeU2Li1fkWlL5PjIU4cG1xW10JVVc6dHmWwPwDks3c6NtZgMi2dYaNpWuHPStBUrbDgNRil62ZruBr0Bqkwl9C0vGvNcpeftxpNcuDl7lVZNr7TEEWRlvYK7Pb82BQKJnjhF2eIRZNLPltN05BlhYOvdDM8lM+ckCSR9o7Ka7MJfYfgclnZumMNeoMOtPxCbnY2RteZUbIZGYNRz5bt9Su6BxargW07G3DNl38MD86w9/mz8/3x6u/Tqse768hqv1tTX3dz0OnEQoDyZsB62bOKhJOkUqtfmIuisCDAmcsphay2pVBklXOnR+jtnlj1d13CYjUW5gDpVI7INQa2XG4r23Y2Fkr3us+N8eq+C/MlJyvrh6sR0H2ncis48SuIpmnImkpGkREFEZOkfwfoW9/iFre4xdIYL8ucmAnEmA3EAGhuK8e0RClFc1s5DoeZRDzD8GB+sm8wSkvuWEt6HVt21NPQXIogQGA6wg++fYixkblFtnKXBDl/8eRJjh66CORLCe5+YC3Oq+zsvJ0UeWz85sdup62jEkEUCAUTfO//HaCna3zZhbWiqPT1TNDTNU7kMm2NpZBzCiePDzJwcRpNy9/r2rrlbf/eStxFVu66rx2b3YSqaBw9dJFnnzpFLJpe9FlN0xjoD/D9bx4siO9V1/m4/c6mFQnMxaIpnvzJMfp7pxZNPDVNY7A/wJOPHy8EsUpKXWzaWrfs+YKzcU51DjE5HrriokrTNIJzcQ6+0l0QcK2q9mC13fiFrLvIisOZ7/uqqnH+7NiyGguRcJKnftpJ57yewC8zbR2VVNfmd1AVReWVF7t4+olOgnPxRW1PJrIcfKWHn//4WCFoU15ZxKZt9b/Uwng6SWTdxmqK/fksgLHROY6/1s/YSH4H3OO1sWFL7YrOJQgC7R1VbNxai6gTyKRzPPXTTp5/+jTh0NJBIchnTc0Gopw5Oczw4MzbEpzIpHOcOTnMQN/0IkvUy9E0jUw6x6v7LxTGK7vDREWV56Zxbqisel0Iu+/CJIP906t+1w1GCX/p6/bI4WCC7nNjS55HzimcOzPCT753+JoCIZcoK3cVyjvnZmN0Hh1AvgZdHFEU2LGrkabWfEZQNJLiO9/Yz6H9F0he4dlmMzLTk2FOHh9kYiJ0ze14p3DzhNPeIaiaRkrO0R0K0BWcZiadIC3nMOkkfGYb9U4P7UV+nAbTosFA0zRyqsJQLETnzDjjiQg5VcVtMNPuKaHDU4pNv3TN1CvjAxyYHOS2kmruKKsjmk1zLDDKhfAM8VwWq95Ao9PLluJKikyWRVkPwXSSQ1PDzKWTBDNJRmJhwpkUsqrw/GgvE4nogs9f+h7DG5SJNU1D1TSmkjGOzYwxGA2SkmVs89+/sbgcr8m6rP3baDzM93pPUWSy8NGmjUiiSCAZ5/D0CEOxEFlFwWEw0eT2ssFbjtu4WLxL0zSyqkJPKMCp2UmmUzEUTcNnstLhKaW1yI9FWiyKk8xl+U7vSYKZJB9t2kSx2cZANMixwCgTiSiypuIzWdngLaOtyI9Rt7xH8KX7MJ2Kc2Zukv5okGgmjappOI0myq0OWt1+6hxF6JdQd9Y0jYwi0x0KcGpukplUHFXTKDbb6PCW0eL2YdYtL+yzWjRN44cXz3AhPMMDVY1s9lWgm6/5Tco5vtXTSSAVp8Lm5GNNm5Dm/5+iqhyYHGT/xCBb/JU8UNmIIAj56C0QzaY5NTtJd2iacDaNXtRRZXOxubiCSpsTvbj8Tt3TQ92cnJ3ggaomNvnKyKoq54PTnJgZZy6dRCeKlFrsrPeW0ejyXvFcS7V3KhXj8f5zzKWTlFsdvLeuHbfRXLinl9owl05wanaS3vAskWwaDQ273ki51UGLu5g6R9HyfUEAAYGMItMXnuX4zBiBZBwVKLHY2OyroMHlxahbeqi9FCgcj0c5PjPGaDxMWpZxGEw0u31s9JXjNJiWzGI6Hhjj2ZELrPWU8nB1M9FchmOBUXpCMyTlLEVGCxt95bQV+TFdpS8n5CzngtOcD04zk0qQUxXMkh6/2UaDy0ezy4fdYLxps6kkfV69XKcTC+ngNruJugb/IicAgIqqIkor3ExPRQqLUpvNtOQOnCAIVFZ7ef+j2/nql58jOBvn2KGLREJJ9tzXRkt7BU6nmWxWZnhgltcOXpifaGSRJB2339HM7Xe2XDWV/e1EEARq6n18+g/u4Ut/8xTDgzMM9gf4v199ic/9ycNUVi+e3MqyyssvdPHKi100NpfR0FRCdZ2PklIXNocJvaQjnc4xMx3l3OkR9r10nqmJMADlFUVs2bHm7WgqgiCw++5WLvZO8exTp4jH0nz3G/sZ6Jtm5x1NVFR5MBolIuEkPV3j7H3+HN3nxoH8RP/9j+6gfCVOM0I+lfzc6VH+5R9/wV33t9PSVo7TZSGVzNLbM8mzT52i+9wYkJ9wP/jIBsoqlxf4nZ6K8C//8AssViONzaXUNfipqCzC7bVhNhlQNY1oOMnw4AyvHejl2Gv9QD54t/POFtyrtE68HlisRjZureVib762+sSxAX742Ks8+O6N+EudiKJALJqmr2eCl1/o4vCBXhDA47MzNxO74dd7o7DbzbzrfZsZuDhNPJYmlczyvW8e5OypETo21lBS5kKnEwmHEpw/O0bnkf5CGYLJpOf+h9dTW1/8tiw652ZijI7MkUxkSKWypFNZUqkcwdkY0fkSAllWOPbaRbKZHCazAZNZj8lkyOttFFmoqfWtyL2ops5HY3MpE2Mh4tE0L/7iTGHhvXFLHb75wMVKsNlNfOA3dzAxFqKna5y5mRj/56svcezwRdZvrqV83uVBUVQS8QwzgSjjI0GGBgJc7J3iw7+9i8pqD1eQS3lLSCaz/Og7h5gYC9LYUsaaxhIqa7wU+50F16BUMsv4WJDTJ4bY9+J5YtEUggCNLWW0XSFrT5YVRofnmA1ESadypFLZ/J9kpjDuASRiaZ56/Dg+vwOTOf8cTWY9JrOBisoifH7nisRFOzbW5B2bUlkCUxG+9bV9PPzeTTQ0lWAyG8hmZZLxDNFIEovVuKQLiyiKrF1fjcdnJzAVIRxK8p1v7EeRVdo6KjGZ9cg5lfGxOY4f7uf5fzvN9GQEn99BOJQgl119UKG5rQKf30EsmiIRz/Cj7xwim5XZsLkWm82EoigkEnnBbFVRWbuhCr1+6Xmf12vn0Y/tZHIixNREmLGROb7yj79g07Z62tdV4i9zYTLpC+UrM9NRRodnGeyfYWIsyGc+fz/lFTdeCP5Gcis4sQqyikLnzBiPXTjBydkJotk0GUVG1TREQcCok7DqDXxoTQe/37Ydq/51oaK8bWeSxy508tRQN7PpBCk5hwboRR0ug4kNvjI+3bqNdZ7SwuLwEidnJ/hWTyfxXAajTuLr549ydm6SWC6LoqroRAGb3khbkZ/Pr7ud9d6ywuITYDgW4u9P7iMp58ipMllFIa3IaMCp2Um6ggvrbi16PbeX1gALJ9TxXJanhs7z3d5TjCUiJHJZVE1DJ4rY9AbqHR4+1bqVO8vrllyQzaQSfLfvJGUWBw9VN3NmdpL/1fUaQ7EQyVwOVdPQ60TKrU7+Yss93FG2cBdJ1TSGYyG+2XOcveP9zKWTZObbYZi/j7vKavlU6zbWOD0LFlNpRebJoW4GonO0FfmJZNI8duEE44koGUVG0TSMOh1uo5l317byqdateExLT+bm0kmeHDrP4wPnmEhESeTybicaGnpRh0mSqLK5+LPNd7PdX7WoDYPRIN/oPsa+iUHmMkmy820wihIuo4k7yur4dNs2auzu67Yg7A4F+G7vSYw6Hes8pZjn+8dwLMR3evP3ocHp5d6KBqrsLgBSSo5nR3r52WAXfsvru8o5VeVoYJSvnz/K+eA00VyanKoiIGCR9PgtNj5Qv44PrVmH02heMjPntalhfnDxNEVGC36zjW9d6OS50V5mUwmyqoKAgEkncU/FGv58yz14TCvbedY0jYlElC+dPsDTQ91U2918Yf1ubPqFtbk5VWX/xABfO3+E/kiQWC6DrKmggU4UMOv0OIwmHqpq4rNrd2I3LK7tFRHIKjL/5/xRftJ/lulUvNAfTToJr8nCB9d08PHmTYu+X9M0wtk0P7x4micGuphIREnJOVQ0JEHEYci/z7/TspVt/qpFgcKe8AzfutDJXeVrKDbb+HbvCQ5PDefHBE3FIOrwmCw8WNXEp9u24TNZFwdMgfOhAP+76zBHp0eJZjNk1fyYphNEjDoJm95Ah7eUP9t0d6Ff3GwIgoC7yIbZYijYgpaWuykpdS05edfrJdo7qjh1fKjwd95i+7KTK0EQ2HrbGiLhJN/71kHmZmN0nxtjaCCAzW5Cr9ehqhrJRIZ4LI2qaugNEtt3NvDox2/H7rj5U68FQaCxpZSPfuoO/ueXniU4F+f82TG++439fOqz9xYyUxag5XfzDx/s5fiRfiwWA0aTHknS5e1XFZVMRs7rDmQVBAGKS5x86Lduo7zq+lnJrhab3cQHf+s2EokMrx3oJRHPsPe5sxx77SJmswFRJ5DLKsRiqYJ9qMdn570f2sa22xtWNAmXJB3v+cAWXnruHBfOTzA0MIPdke8riqwSj6fnd8rygYk77m5lz31tVw1iZTMyYyNz9PVMFBYJBqM0XxOdd7lIJvKuNZqmYTBI7Lyjmfsf7lh2svxWotfr2HNvOyeODdLfO00uq/D0zzo5dKAXmz1v95dKZYlH08SiKax2E+/90DZkWeF7/+/A26qu/1YiCLBlez0f+PAOfvqDI0TCSbIZmc4jA5w9OVIoe8plFdLpbOE+WK1GHnz3Bu55cN3bZg957HA/P3jsIIl4BkVRURQVdf6fl9LrFVnlxNEBTp8YRqcT0OlERFFEpxNZ01jCH/7HhygpvfrviSTp2L6rkdcO5p1nensmURQVq83Ipq11mM2rEwStqS/mk5+5i2/+6ytcOD9Ocn4MOHlsEJPZgE4S0TQNRVbJZHJk0isr+3ir0TSNibEQE2MhDu2/gNliwGjUz2fOCPNWx1ni8TSKrCKKAnVr/Hzww7dhu4JDTzKR4cffeY3jR/sLz7Dw57JSiUQiw5M/PY6kExF1+eeYf6YC73t0O+/54NYVWSCvaSrhznvbeOEXZ5BzCl1nRhgenMFqy5dNqKqGIivIisr2nY3LWsQ2tpRyx12t/PzxY2QzMr3dE/z3v3sap9uC0agnl5VJJDJEw0lkWWXDlloeevdGvv6VF5kcX33mgcdn5/6H1/PNf32ZVDLL1ESYb33tFZ744REkSTdfeqUi5xSqarw0NJcuO94KokBbRxWf/oN7+Pb/3c/QQIBwKMne585yaP8FTCY9ok5EU/PlXJmMTDaTF6k2LlPy98vGreDECtE0jf0TA/zFsRcYT0Qx6STWeUqpd3qwSHriuSwDkTkGYyFq7W5Mly3MNU0jmEnxDyf38bPBLkRBYEdJNe1FfgyijslkjP0Tgzw30stYPMJfbLmXzb7yJSfVJ2cmODEzTiCVYFdpLQ0uL2ga3aEAByaHODg5hKpp/NPOhxcIWpbbnPzhup2o84PsTCrO188fJS5nub+qkd2lC1Pjmly+BTvVl3b6v993in85e4isqrCjpIq1RSWYdBLBTIrXpoY5MTPOXx57gf+i3c2DVU3LRvVTSo5nhrv5Vs8JVDTuKK2j2GIjo8gMRoPEctlFFpHafMbG3514medH+/Bb7PxadTOVNhcCMBgNsn9ykMcHzjGeiPK32x+gyrZ4cZJVFB7rOcHF6Bw+k5UPrlmH12QhlstwcHKIruA037pwApfBzKdaty4I8lxaUP7L2UP88OJpMopMicXOjpIqis02RASmUnG6g9PoRR119sVtGItH+JvOvbw8PkCp1c4jNS2UW50IQH90jn0Tg/yo/wwTySj/bdsDlFsdb3p3RBAEmtw+9Dod/dEgGUXGLOUHufOhAGlFxiLpCWdS9EfnqLTn72k8l2UgGsSqN9Dg9BWyJg5ODvLF4y8xFAtRZXdxf1UjfoudjJzjTHCKw9MjfPn0QUKZFJ9p345dv9hz+hJDsSD/4+yrPDPcQ7O7mN2ltZglPcFMku5ggDKbA7t+ZaJfmqYxkYzx3068zPOjvVTZ3PzZpru4o3xxqvT54DR/3bmX0XiYVrefbf4qioxmZE1lOhnnQjhAb2QWk05aNvNB1hSeG+1lNB6hyubinsoGXAYTc+kkByYH6YvM8bWuI5RY7Ly3rg3xMnX/eC7L/+46zGM9nSiaxubicjo8ZVj1BmZScQ5ODnNgcojBaIi/3HIPe8rrl7yHPeEA//X4i8RzGe6rbKTc6iCjynQGxjkWyAdTNeBz625fFGAJp1N86dR+Xh7vp8Lm5N21rZRb8zsgwXSSgegcZ+emSMsybtONtSBcLW6PFavVSCKens928OCb16F4I6JOoH1dJQaDruCSUOx3XvE9M5kNPPDIejw+Oz/94RG6To+SSmaXrI0v9ju558G1vOu9mylawgFkKQSB1zUYrudu6GXnvdppRVFk284GQsEE3/ray8RjaQ4d6KXIa+cjn9hdEJKEfC1zXYMff6mLmekIck4hGklBZGkBSINBomNTDe9+/xY2bq29sv6BkB+zLt2TFd+Oy9t6hWJFQRAoLXPze390H1U1Pn7x5AlmA1Ei4eQi8ThJ0tHUWsavf3Art93RtGLdBgFoai2nfX0V3/3GAc6dHl1S5NHuMHH/wxt4729sxV10ZSFMt8dKY0sp4XCCbEZetv9daqO/1MW9D67j1359I543YQ/7ZhAEgdo1fn7vj+7jsa/v49zpEXJZhenJMNOTCz9bVePlvY9u46572+nuGuepn3YSiySvqJQvCAKCCKjz/76K63pL3rdVfL/FauT9v7kDj9fOz39yjIG+aRRFJZuVC+U4l7i02HzwkQ3c/cBaLNblfxMvZa4KwtIZrFe6ptfHiuWPS6dzhENJUsnMEud4/d81TUPOychvyKaPRJKLSuKuRGt7BRVVHvp7p1DVvHBsTZ2PxtayVVuB6nQiHRtr+Px/ephnfn6CV17oIhSMk07nSC8jTGgyG2hpK2dNU8lVv2/BPbxOBdNGk56W9gr6e6cL7342Iy/7eavNxLada3jfo9upb/BfsXurqkYsliKyTKnV5ceqikp2ieeWSmbzOx1XQRAE7A4zH/nELgQB9j5/jnQqRyyaWiQcLIrCFZ2U9HqJD3xkBxoazz2dL8tbavw2Wwzce187H/jwbfhLnTz39CmmJkKrnlPr9TrufXAdmXSOn//4KHOz8WXHX4/XdtWgql6vY+edzXj9Dp78yXEOH+wtZFAtdU5ByAfVN2yupbJ6+cD+wnnECht3+e+teF2MSd40ws0QEWRF3frtZSQW5rMHfs7puUkanB4+u3YnW/2V2PVGJFFEVlViuQyhTIoSsw33Zbu8iqryWO8J/u7EK1gkPX+4dicP17RQNJ9inpZzdIWm+fuT+zgxM84dZXX83fYHKb5sp/q/nz7I/zx7CFXTKLc5+E8b93BbSQ0OgxHQiGTTfLOnk3/tOoJBJ/HXW+/jkdrWZdvTH5njt176IXPpJF9Yv5tPtW69YvtVTePQ1DCfP/gUOVXhs+t28q6aFoqMFnSCQFZVGIwG+dKpA7w0fpFNvnK+dNuvUWV3LzjPiZlxPr73R6RlGbvByO2lNfxe23bKLA5MkoSiacRzGZK5HBU254IMkowi8+XTB/lGz3HqHR7+dNMeOrylWKR85DyRy/Da9AhfPP4Sk4kYv9++nf+v/TZMUn5hGUwn+ehLP+JccAq9KLKnvJ7PrbudOqcHo6hDVlV6I7N88fhLHJ4eYbOvgi/f/i4qbK+nDeZUhR9dPMNfd+5FVVUeqm7mt1s2U2Vz5QNS888znE2TVWTqHZ4FwY20nOPvT+7jO70naS3y8ycb72RtUUkhUBCfD5D89fG9BFJx/mjdTn6vbfuSpSGrpXNmnE/u/TE+s5Vv3/MblFjsqJrGf+t8mX8b7qbZXUznzBifXXsbn2xyafthAAAgAElEQVTZiigIXIzM8psv/ACLpOexuz9Eld3FSCzMvz/0bxybGWOHv4ovrN9Nk7sYsy7//ILpJD8b7OIr5w6hqCpf3HY/76ltW5QB8qeHn+UHF09j1xtxGk38TstW7iqvx200oxNFMopCOJPCLEl4zbYFA+ZkIsonX/4J/ZE5Pt22jX+3fjeapjEcC/MPp/bxwmgfbfP3d5OvYlEmEsBXz73GP595lRq7my/t/DUanF4Mog4NSCs5IpkMgVScIpOZivkA2CWGYyEeff77TCSj6EUd761r59OtWwulLBlV4dzcFH9+9HnOhwLcXb6Gv7/toQXZH08MdPFXx15AVlV+u2UzH27cgMdkQRJE0orMYCzIP506wEtjF9noK+e/73zXgsyF7/SeLBzf7C7mv2y6mw5vKWZJny85Ssb46rnX+HH/WSySnn/e9ciiTKRDk8N8/tWnSMpZ/nb7g+wpr8c8r0GTVRVi2Qwz6QSaptFS5L8pfrSWI53OMT0ZzqdsCnm3Al+xc9mJWTqdY2I0WKhTdXusFHmuHkhQVZW5mTg9XeOcPjnM6PAsyUQGg0HC53fQ3FrOug3VlFUWLSts+EY0TWNqMkwilp/s2x0mfH7HFe0WV3recDDB3GzeQtJk1lNS5rrqAjudyjI1GSnU1JotBvwlzgUlMpqmkcnIzExFGBwI0N87zdRkmHAwQSaTQ1FUTCY9TreVmlofrWsrqKkvxuW2XnWCH4+lCUxHUBUNSS9SUurCdJUdUlVVmZqMkJy3l3O4zHh99ivew0sCjWMjQc6cGKK7a5zZQJRcTsFmN1FR6WHdxmpa2spxe2xX3anu65nki//5J0xNhpEkHf/xL9/Drj0tzExHOHtqpKAXkcsp2O0m1jSXsmlrHWsaS65og3d5G8PBJBPjQXp7JhmbT8dOJDLksjKiTsRqM1FS6qKxpZTm1nJKyl0YDMuXdd0oVFUr3IfTJ4bzuhmZHEaTnmK/k+b2cjo2VlNaXoRer1vQB73Fdpwuy5JtmA1ECYeToM3301LnVft3JpNjcjyEnMsvtPylTmz2xaW4NwJN01AVjZmZKL3dE5w/M8bEeJBYNI1AfkFSWlFES3s5TS1l+IodS5aqXU4ikSEwFUGRVXSSiL/EecVgxqXrmJ6MFDLPbPb8GLRUnw+HEgRnF2tjrBSjSaKk1IV+BTvtkC89CExFSCZeX7RZrAZKylzXPEZqmkY6lWN8LMj5s6P0np8kMB0hlcqX41mtRopLndTU+mhoLsVf4sLptiCKwrL9RFVVpibChet0uix4fMtn5K3mWpOJDFOTYfr7phm8GCAwHSEayWfbaFrentbjs1NbX0zbukoqqjzYHVfv04qsMj39+rh5Lbg9VtxFtlW1MxZN0dczycnjgwwNzOTLUACLzYS7yEp1rZf2jqplMycgf19SqSwXL0xx/Eg/A30BYtFkQei5ps5Hx6YaGptLC3o7gekosUgKo0mivNKz6meTTucYHpzh5NEB+i5MEQrGURQVs8WI02WhvLKIlrZy1m+uXVEpp6ZpJOIZRodnOXtqhP6+aWYDUbJZGb1eh91hxl/qon6Nn7oGP8UlTuwO05L9Xs4pTE2GC9l+RV7bin5vo5Eks4HYfManjtJy94qyYK6RFd3wW5kTK0DVNJ4f7aUnHMCkk/jDdbfza9XNCxZbRh1Y9YYl7Tcj2TQ/HzxPRpG5v7KBjzRuWLDYtOgNbPJV8MmWrfSFn+Hw9AjHAqM8+IbvAFDReHdtGw9VN1/2twJuo4X31LbxxEAXU8kY3aEZHlmZTtCKyCgyTw6eZzad4N7KBj7cuGFBdohRJ9Hk8vGBNWs5Ghjl9Owk54LTVNhcS5YlZFWFEoudz3fsouYNAQyLpIclNmkHo0GeH+1FROAjjRvY7q9asPC3G0zcU9HA3rF+ftR/hudHe/lw4wZKpMXPpNhs49Ot22gt8hf+Tq/T0eIu5qHqJk7MjDMaDzObTiwITkQyaR7vP0tazrHVX8WfbNyzoNwB8un8riW0MgD6InO8NN6PJIp8tHEjW4or0F22m+4wmHigqokXxy7yxMA5np1vQ5HuzYvplVrs+Mw2QpkkU8kYJRY7kWyagegcdoORPeX1nJubojc8S1LOYtMbmUzECGaSrHFW4jVZUFSVI9MjnJqdwGUw8zstW+nwlhWesSQIFFtsfLR5E8dnxnl+tJcfXzzDfZUNi8oaLpFScnysdhOPNqxfEEQw6qT54NvyCEK+9EPTNEbjYb7Y+RL7Jwbo8JTx55vvZp23dNlj03I+XVMQBCySoZAdIQAWyYBFMlBqvfpuY63DzSdaNlPvfD2abdJJbPCVcWd5Hb3hWfois8Sy6UJwIiXn+PlgF5Fsml2ltXy8efOCwIVZ0tPiKuZ327YV3qUXxvr4eNOmBX0e8pHd99W1s6W4ojCuiIJAuc3JJ1u28Nr0CEPREM+P9i0KTmRVGUVTAQGTJC1w6THqJIxmCa/5xtepXwsmk74gMLfSz9c1+K/+wTcgiiI+vwOf38Guu1pWffxSXNrJv94IgoDbY8O9SmtKk9lATd2V76UgCJhMeiprvFTWeNl91/LB8NVisy+t/3ElRFGkrHx191AQBIxGPfUNfuob/Pz6qo6+OqqST6/2l7rwl7q458F1b+p8oihS5LVR5LXR3lF19QNuIlZ7H1bSBwG8xY6CU89KMRr11NQVr+qYtwpBENBJAiWlLkpKXdflPbJajdTWr659giBQUraysj2X21pwvbgRSJKOsutcYy8IAmaLgTWNJaxpLIH3vflziqJ43a8T8tdqtZmobyhZZI39ZtFJqx83rwd2h5mNW+vYeAUB4KshCAIWi5F1G6pZt6F6Rcf4S5z4S1auU/JGTCY9TS1lNLWUXf3DK0AQBGx2Ey3tFVcMxKwESa+j4hrKJR1OS0G0+Gbhl1fm9zoSy2U4PTdJRlHo8JQuW3KxHL3h2YLg5J7y+iV3wUVBYJ2nhFpHEUk5x6nZSdJvzIUjr09xZ9nSL7NVMuA321A0lWh2sfL4myGaTXNydgJRECi1OBiKBukJBRb8uRCeIS3nywOy88KfOXVp4RkRgT1l9ZRbVzapuKTTMBwL4zAYMUkSfZHZRdfQG57BqjcgCgKhTIrxeGTJ89Xai2gvWjzIi4JAsdmGRdKTlHNklIWpc/3ROUbjEfSijvsqGhZkt1y9DSr9kTnG4hGcBhOSKNIXXroNdr0BgXxq/fgbxEqvFbOkp9HlJaMo9EeDAEwnY4zEwnhNVnaV5jNxesOzRLP5KHpvOK9O3ewuRieKhb6ZURXqnUW0FvmXDD4ZRR13ldcD+SyD/sjy/tJOg5n7KxuXzG64GuJ8YGEwGuKvO/fy6uQQt5XU8MVt99HmufLCc3NxXnC1PzLHXx17gedGehmPR/KaESvMKBOANncJtfbFExKdIFJqcWDU6YjlMuQu88UeioUYjoXRgN1ltTiWCNwIgkCdw8NaTwkZRebkzDjx3OJ0P5veQGuRf8n7V2K10+r2o6JxIRQg9YYxpcHlpcZeRDyX4Z9OHeA7vScYiMwRz2VvijrbW9ziFre4xdLIOSUvlNc3zfBAoJD18HagqhqzgSiDfdMM9k0zMx259RtyE6Op+ay66cnwqkps3oiiqExP5DPmbnGL68WtzIkVEM9mmJxfINY7PbiWEfhbjrFEhJScQ0BYpKNwOT6TlSJjPno1HAvldQD0C1NZvSYLRcvUfguCgH4+LT2/G3r9mEzGiOXSKJrGd3pP8L2+U0t+7pL7AOSzDJRlfpxMkkSV3YUkrGxBKqsqo/FIXg8gFec/HHpm+dQ6TUXRNGRVJbJEkCa/q5xfNC6FJIiIgkBWVRfVjY3GI6QVGb2oo7WoeFX9IKeqjMbDKJrKZDLGH7/69BXboJJvw/UKNFnmgxMvjPYxEJkraHhMJmNs9VdSZnVQYXPSOTNOKJOizOqgNzKLqmm0uH1IgkhMyTAazyvue4wWvFcQqayb7+tJOcdoPEKHd+lIs99sW7HY5RsRBYFYLsM/ns7rJnhNVv5o3U6aXVe3Kdzkq+B327bx9fNHOTAxxJHpUVrcxewuq2VHSTUdntJCuc1y6EUdFTYH+mUCK3pRRBAEFFVDu6x6bXr+fQKosbuXDcw4DSZKLfkA3mg8QkLO4jSaFn1mOU0PnSBSOZ/5E8tl58tkXm9TmcXB77dv55/PHKQrOM1/PfYS1XY3O0qq2VVaw6Z5951b3OIWv1yEggmOvNpHPH79F7QCsGXHGqpqvNf93G8l2YzMqc4hRoZn35Lzl5a52HlH89U/uEIS8TQ//e5hBvunmZ2O8jt/eC933td+3c6/GhRF4fD+Xg7sPc/o0CybttfzR//54RVrtLxdaJpGNiOjN0hvuvziepDNyoii8Jbft5ys8OyTJxnoneJzf/quq5b9LEciluZrX36OlnWVvP8jt13nq7zFryq3ghMrIKepJOd3HK16w6osDSGfwq1qKpIoLiusByCJYkGRPyHnCuKVl2OR9AvKAG4UiVwWZb6+sNhsw2W4esqt12xZNjUn7wSgW3EGiopW2DU2ijoqbE4MV3kODqOpoEdxOSL53fZrqS+95E4iCPkSjNWgzFs2Qj7tv9zqxHCVbAG3yXzVBfJKMcwLdIqCUAh+XQjPImsqrW4/OkGgrcjPvolB+iNzNDi9BTHMS64hKhopJYdAPu3/jSUGl2OW9IgIyJe9P0thkq69HjqtyDw+cJbZVBIRgXA2zfOjfTS5fAvccpbCqjfwmw3r6fCW8szwBfZNDNAXmeXM3BQ/uniG9d4yHm3oYGtxVUG35I3oBGFJ29qVXLesqkjzjhjLHa8ThMJ3J+Ucsro46CiJIrpljhcQCv1H0VQyysJMJkEQuKOsjlqHm+dH+3hupJehWIjv953i34a7aXR5eV9dO/dUNFB0jQGkW9ziFjcfszNRfvDYQSbGVq9cvxLcRdZ3XHAik8mx9/mz7H3u3Fty/m07G65rcMLuNPOx39/D8MAM/+tLz6Iu8ftwo5AkHXc9uJZ1m6r55v/aiyKv3q7x7SA0F+fJHx/jkQ9soehtEo29hCKrPPXjY9Q3lrB+y3Wsy14CSdKx5/52duxufFMOEBabkY98+s5Vl+Hd4hZX4lZwYgXoBKEQNMgq+RptaRUVMSadhCiIKKpMTll+wJY1rVAGkT9m8YIjr0Z946O7xvnrkQSRT7du4wNr1l71GL2oWzaAILA6JWMRChoX5TYn/7Tz4QU1/kt/h7BsMOha7TkNOh2CAJqWF01cDSIUrqfK5uKfdj5MjePKtX5XasNqEQSBUqsDj8nCTDpBIBWnJxTAqMtngYiCSKs7L3rYFZxmvbeMUCZFhdWJx5gXIxPn7T018rohiqYuGyzLKDIqr1tSXrmd14asqsRzWX69rg1BEPjxxTP84OJpSi12PrSmY9mgwiVMkp6N3nLai0r4SOMGXp0a5sDEIJ0zYzw30sup2Qm+sH4376ppXWTleenKryWwcimwo2gqOVUpaF+8EXXeJQfy/V+3xM5OTlUL2UpvREMjPX+8ThCWLCmTRJFaexGfbNnC++rWcjQwwsHJIQ5NDXM8MEZXcJre8Byf69i5rG7IW0lGSdMT6ySrpmmwrcNlWLmuxFuJosmMJHspM9Vi1N3cTiZvB3E5wnR6hFrrQpeaZT+fCzOdGaPK0oheXJ094C1Wj07Mi2e+FYsKQeCqoo03I4KQ17p4SxZaQl6w83oiiiIut5W4N/222Ype4pL7iMdnx2w2vGNKOvp7p+jrnswLKb/NhIJxTh0fXNZl6npySQPmzSJJOmrXrF676Ra3uBK3ghMrwCIZ8Jny2gIjsTDRbAafeeW3rtzmxCxJxHIZRuLhZUX6gukE4Uxq/hjHMouht4cSS16HYQaN8UQE6zVmHlwrOlGkzOpARCCWzRDOpm/4NUBeVNIg6kjKOS6G59jkW7mAjV7UUWbJtyGaTRPLZW54G8qsDorNNoLpFOOJCH2RWSptLkosdgSg2u6myGjhfCjAaDxMPJehw1NWcJ8x6qSCQGgwkySUSS2b9j8cy+/ImXUSZSsQlrwW9KLIA5WN/KeNe8goMoqq8tOBc3z13Gu4jWYeqm6+qpaFIOQDQLWOImrsbh6ububU7CRfOfsqnTPjfO38Ebb6K6m0vfkf8kv4zTbseiNz6WShXEkvLH7fo7m8YwhAqdWORbd4hyOSSRPLZpYMcCiaVtAssUoG3MalJ92CIKAXdPjMVh6qauau8jX0hWf5bt9JHu8/xxOD57ittJo9ZXULvkPVFMZTA3RHO0kpcSw6O+3O7ZSaVyZOtRJEQcSis3MytA+75L55ghOqzMXYWbyG0ps+OBGXo+gFA0bdjdvdCmVnOB56hWpLy4qCE8FcgM7QK/hNlbeCEzeA0nI3f/QfHiKTXd6S8FoR4JqE2d5uzGYD7/uN7dz9wNU3X1aLQF4E8EaTSmY5c2KIY4cuEo+l8RU72LmnmYbmUnTzpQOKrDIyNMOrL/cwPjIHQl708r53raemvhhVUenrmeTQvgvMTEXQNCirdLPn/rWUV63e8eBKaJpGaC7OkQN99HSNkU7nsFgMbNhWz45djegNErmcQu/5CV59uZvgbAyH08L2O5pYu6EKvV5iNhDlZz88wubta+jtnmDw4jR6Scfm29aw7fZ8psBQf4CDe7vpPNzPxFiQr/7jLzCZDUiSyMd+fw/FJS5yOYXnnjyJXq+jur6YV/d2MxOI4Ct28O4PbcNb7EDTNAKTEQ7sPc9A3zSiKNDWUcmOO5pXLBoai6Y48NJ5Th0fpPvsGPFomldf6QFg1z2t7LyzGUEQ6OuZZN/z57jz/nbOnhim/8IUCHDfw+tpW1+FAAxeDHDw5W6mJkKoikZJmYs77mujpr4YURRRVZUjB/rY/1IX6VSOqhovv/GJXZjn3ZBkWeG1fReYHA9RVeuj8/BFouEk3mIn971rPdXzIrW5nMKPH3uVkcEZslmZnXc2c/dDHYU2JeJpfvaDI5RXechkcnSdGiGTlmldV8ldD64tvAvJRIajB3s5c2KYZCJDMpFBEAV8ficf+thOfP5rF6+8xTuXW8GJFeA0GGktKubl8X5OzU3SEwrgNdWseFHZ6PRSanEQSCU4MDnEA1WNSG/IKFA1je7QDMOxMAZRR3tRCeYlFiJvF26jhdYiP4OxEMcCY0wmY5StUMzyeiAiUOcsoszqYDIZ5bWpYbYUV+adPW4gDU4vPrONvvAse8f7ebC6acXlHaIgsMbpwW+xEUglODI9wgZvGaYb2AavyUqJxc6JmXEuhGaZTSe5vbQGqz4fJCkymql1uJlKxugKTZOSZart7oJgo1nS0+Ep4/H+cwxHQ1wIzeApWWzxllNVDk4OAXlRxnrHWzNRFRBwmyxY9QYskp7PtO8glEnx7MgFvnL2ECUWO5uLy1e0OIL8It1lNLO7rIaZVJzeyCz9kbmCQOj1otruptruYjgW4tDUMI/UtuJ+g8OLpmmMxMKcDwWQRJH2ohJsS7iXJOQs3aEZthZXLsqMmEsn6A5NIyBQ7/SsaEwRhHwpyFpPCR8RNnJ0eoyhWJCR2OL077gc5fDcc9Rb2ykxV5OQo5iu80JdLxqosTZzNnLoup73zaIXjez2vfumX0hraJwM7aPa2kSVpfHtvpxb3CSYLQYar5Pi/C8LOklHZbWHyup3XmBlKVRVY98L53j68eO0rqukrsHPcH+Ar//zC3zys/fQ3F6BIEBfzwRf/cdncbkttKytBLS8jaucz8jL5RS6z44RDsapqPGQyyoce/Ui46NBPvOFB3G6rl/JXzKR4dtf28eF8+Ns2FJLRbWXuZkY0XAScT475EznEN/9P/soqyyipr6Y8dEg3/iXF/n4Z+5i47Y60qkcna/103VqlNqGYurW+OnvneIb//MlbHYT67fUYTBKVNZ4GR2eJRpJsnZjNQ5X3irUbMn/zmqqysjgDEP9AfylLor9Dmrq/STj6UJm0NxMjP/31ZeIRlK0dVSSTuV4+ifHmZoI85FP3YFef/VlligKeIsd1NQVc/70KHWNfpraygEWOGlEw0mOHOwlOBvH4TJTXecjOBtHmLc3lWWF3u4JAlMRyiuLAIHOwxe5eGGSf/fn76bIa0cQBGrqi8nlZF5+7hy95ydQ5NczLzVNY2oixDNPdFJeWURzewV2h5mjr/YxNRHi3//lezCZDeh0Ahu21uHx2Xni+4cZHw0uaFMup3Cha5xDr/RQUe2htqGEcDDOz394BEVReeSDW5AkHYf29fDE9w6z+5423B4rLz5zhmg4yf3v2vC2BPNucXNwKzixAiRRx72VDTw11M1ANMhXzh3CJOlpdvkK5Q6qppJVFRK5HKDhNVkL9fhuo5lHalrpDgXYO36Rp4eruLt8TX5BSH4hNxQL8e3eE8ylk2zwlbHNX3nFev4bjVmSeE9tG69ODtETDvDl0wf5/fbtlFjsSKKIAMiqRlaViWTSBDMpmty+BXajbwZhfmF/d0U93+87zeP956iyuXiwurmgw6GhkVNV0nKOqWQMi2Sgyr60lem14jFbeai6iX+JzPHq1BD/2nWERxvW4zFZLrsP+dr+uJzBoTdhn19QCoJAs7uYO8rqeHzgLD+8eIYyq5P7KhswX2qDppHT8m2YSERxGExU2JzXrQ0GnY4Gp4dDU0Mcnxkjo8i0uouxzmtzuE1m1ji9vDIxwNHpUQRgjdNT6IuSKLKjpIp1nhJOzE7w2IUT+C12qmwu9KKIBsRzGV4Y7WP/5CB6UeThmpZFIo5vBYIgUG518Ll1txPKpDgWGONvOvfyt9sfoMVd/IYdf43TcxN4TFbcBjMmSSqIs6qaRlLOMZtOIKsqDoPpqvomq8WqN/BITSsnZyY4PD3CTwfO8f66tdjmnWZkTWU6GefbvScYj0dpcHq4p2LNsno3Pxs8xwZfGe1FfgyiDg2NcCbN93tPMRoLY9XrubeyYcE90DSN/mgQed7W1yzp0Ys6BPL2pBlFZi6dJKlkMekk7EuUdCiaTE7N4jGW4jdVIgo6BPLj4WRqiO7ocdJqkiKDnw7XTtJKkp7YCZJyDIe+iIyaRBIMbC26hxOhfYiCjtnsJDp0rHffjtdQtmwQWNEU+mKnGEh0oReMNNg7qLQ0oFsiAwXyIrPjqX4uxE6SUzNUWhposm8iIUc4GzmETtATzE7j1vtY795FXI7QFzvDlqK7MOrMzGTGuRA9yZaie4jLYV6b+wUgsNv3bhz6/ARyJjNBb+wUZp2VidQgFeY1tDu3kVMzdEWPMpUewSrZaXNsx2cs5Xz0OEklRjQXJKOkqLe1U2Vtojd2ikhulpyaxan3MpudZINrFz5jGaPJi/TGTiFrOaotjTTaNxCVg5yPHEMQRILZAB6Dnw3u3WiaxtHgi5wKH2Ao0YPH4KfVuZUa69J1712RI1glJy69l+OhvXS4bierpJjNTrHGto6uyBECmTFskpN253Y8Bj8pJUlnaC9eYxlDiR7skotNRXsuO6vGTGac89HjtDu24Tb46I+fYyBxHlnNUmKqZq1rBwAZJcXRuRdJKjG8hlI2uHejF41Mp0foih4jrSSosNTTbN+MhsKJ0D4kwcBsdhKnVMR69y5s0lu706ZpGumsDJqGybhQb0bS6yjy2pAVFUkS31Qt982EpmnkZJVMNofVYryuv6kA0UQag17CZFg8X9A0jUQqi17SYZz//5qmEYomyckqDpsJk2Gxbo+qaSSSGQx6qXDcrxoz0xH2/uIsG7fV8+Hf2Y3RqCc4F+df/+lZnnmik6oaL0aznmee6MRolPj05++nosqTFzbPKYi6vKCz0aTn/kc2oNOJGIwSqqpRVlHEN7+6l3gsdd2CE5qmcfxwP+dODfOJP7iHLbetQZJ0qIqKLKvodCLJRIbnnjxJcYmT3/vjB7DajEQjKf7H3z7NC0+fprE1H3BLp3PUNZbw25+5G5vdxNREmL/908c5f2aU9g3VlFUUUVZRxGwgytxMjF13teJfxkp1ajzEo5/YRcemGkRRRJYVdDoRRVY5caSfwYsBPv9nj9DUVoaiqHiL7Tz31Clu39NCwwoCgFabia07G/B4bex/8TwdG2vYfW/b0tcyEeaO+9p5/4d3YDIbUBQVgXyAQ6/Xced97dx5Xzsmsx40qF1TzN//xROEQ8lCcKK0wo2n2M5gf4CeM2NLfk80nOTTn7ufHbsb0TQNf6mLn/3gCOMjQeqbShBFkZa1FZRVFrH32bNLnkNRNESdyCf+4B6KS5zIskoskuJM5xB3P7gWp9vK4QO91Kzx855Ht2E06jGZDfzk24fw+R2YzDd34P9yZEUlkcwg6kSsJgMa2vxzeWvWcZqmoaga0irKuWRFRSe+XoqckxUURcVkvPl+p341R+xroNlVzG81buTLZw5yPDDGH7/6FDv81TS6vJh0Ekk5x0g8v8u5q7SW323dimV+R00UBB6qbuLM3CS/GLnA33TupTMwxnpfOUZRx0QiyrOjvZydm6LM6uBjTZsKqfM3CwIC2/1VfKRpI9/q6eRng130hme4rbR6viRAIJRJMhQLcy44RYPTy19vu/+6BScAzDo9v9W0icFYiIOTQ/zDqf28PD7Aem8ZLqOJjCITSCXoDc9wITzDH6y9jQqbA3GZxcq1YBR1vKe2jTNzU+wbH+AbPcc5GhhlW3ElxWYbggCz6SQXI3MEUnH+ZMOdbCp+vfTDIun5ePMmRuJhDk+P8HcnXmHv+EXWeUpxGvJtmE7FuRCe4UJohi+svyNvt3odJ4ONLh8a0DkzjkHUUeMoKggqmnV66p0enhnp4fTsJGZJz5o3aHtU2Jx8vHkzgZP7eHm8n7l0kvuqGiizOMgoMidmJ3hupJdYNsN9FY08VNWMeIN0UgRBYI3Lwx933M5fHHuRs3NT/POZV/mrrfdSYnm9tETTNKJrf90AACAASURBVL7WdZTBaJANvnIanV58Zis6QSSWS3N2bornRvvIqQoPVTfjM19/x4o95fXz4pun+crZQ3SHAmwprsCmNxJIxXlp9CLHZ8ZwGU18pGkDja6lyxlcBhOz6SR/fvR5HqhspMbhJqMoHJke4bmRXnKaykOVzYtKkDRg/8QA3+zpZK2nhLYiP2VWB0adREaR6Y/M8eLYRWZSCTo8paz3Lg4UWCUHNdYWjgZfYDI9RJ21Da8xPxnTiwaqrI0YRTPHgi/i0Ltx6r0MxrtY67qN48G9bC66i55oJ032jQwle5AEPRvcuxmMd9EZfJk9xe9btmTiUjnJevcu4rkIh+eewyY58RqXLpuL5OboDL5Cva0dq+TkRGgfRtGMQ1/E8eDLbPXcw1rnDo4FX8Iay7drIjXATKaZcnMdF2NnSStJ9KIBp97DNs/9PDP5bbLq624HKSVOZ3AvO30Ps851GwbRhCiInIseYTI1xFrXbUylhjk09wz3+j/ETGacgfg5dvkeISHHOBZ6Cbu+iIF4F0WGYiK5WVJKEpPOzEDiPAICJ0P7WWNfh0m0cCp8AJPOhlFn5ljwJbZ772edcwdHgy/g0LtpcWyhw7WT0WQfa53bqbY2YdYtb3+cVbNEU0OklSSTqSGKjeXk1CwqCmcjh5jNTNLm3MZEaoDX5p7l7uIPIGs5uiLHaHduo825FQERSciP+wICwew0x4MvU2Gpx6EvIqnEORnaT5NjI26DD1nNFQJKs9lJGu0d1P//7L13kF1Xft/5ufHdl3PsnBO6GwCREwNIgmFmxOEkSWPJu+W1LGmldUlyyVu7Vfa6dqu2XKUql11eW1slW3HW0mg0Hg5nhjPMBAiQCERqdAPdQKPROb5+/XK87+4ft/GABhogMENyEr6sArtf33vfOfecc+85v/P9fb+OPj6Mv45HDVBnbeV4/Ac0Wbtos/dxfu19DAPaHVsYSZ2mwzFIr2sn5xPHGE6eZLf/2bvrVa5wbXqFlbUskijSGPFQF3KTyhYZujpHeV28T1EkHutpYGZxjZnFNVMnwKLQEvMT8jsRBQEDOH7+OtWqwVO7OpGlW2OiodHPv/q/v2Ja8wkCTqdWm0SKgvBTdwNI54pMLyToaAyirFP688UyE7PxDZ9thvGZFT64MMGvPf8Y1tsms7peRRB+skn4//eDj9jaXcee/ua7/mYYBt95d4i+1gjbus1nmF41eO34Zd4/f52vPLOVJ3Z03PWGKRTL/N3r5+hvj7G7/5NLM/t5wvxMgnQ6z5atjVjW28zltrJlaxPf/ftTZLNFEODa6AJ7D3URXd+lFwQB5baAjiAISLLI3PQqiXiWYrHM4vwaFV3fsOv+k6JaNRgfncdqs7B9V2vNsUKURNT1RdjKUor5mQR1TX7OnboOmGkpGDB1Y5l8bl043SLTO1CPw6nV9DCCYReZdAGj+nB6GL6gk97+hlofv1muUqnE1SvzSJLIjfEllhdN6/rkWo5susDs9OoDBSceBooiMbC9qRb4vF1r5GY7zc8mWF1OUyyUmZ1epaobDy1QGoq4aesMmzp3gqlPIcki2eyDu/uIkkBLe5hQxI0gCMiySKTOy9DZScplszxG1UAUhVrAU5REqoaxqSHAzzIm51Y5dm6c1jo/u7Y0sZzIIEkiseCns5arVg0uXZtna1fdA59zZWKBlroA9vWgz1o6z2oqR1dT6FMp40+CR8GJB4QkCHytfQCHqvLXo+cYT8b59vVL6EYVA3MSZrpxSByKtmyYxAuCQMTm5F9ufwKvZuV7Ny7zd9cu8o2x8xgYiIKIVZLp84X5Z727eaq+7afiyHE/CIKAU7XwT3t3EdTs/M3YWcaSKwytLlJdvweSICCLEnZZYU+48Z72ij9JGVpdPv7VjsP8+ZUzvDF9jaPzE7w1e8100MB0AVElCY/Fum75+slOBgVBoNHh4X/f/iT1djc/nBplKL7AR8uztYeptG7p2uDw3NWOgiDQ6Qnyr3c+zX+5fJp3ZsZ5Z3ac16ev3lUHr8WKx6J9knEJADo8AWySwkIuTbcnSLPTW+uvgiDQ5QmiihLLhSzdnmDNEvQmJEHk2YYOVEniTy99yJW1Jc6tzK6X3xwHTtXCr3YM8lu9u4nanJ+tPokgsiPUwB8OHuT/OP0G786O8+8vWvnDwUMENNv6y9ZkL8xlU1xPrVIxqqZmw3p/kUURh6LyxZYt/M/9e3E/pDPLg8BrsfL7/ftwKhb++8QlXr0xwrevX8IwzIWMRZJpcXr5H3t28rn7aGfE7G6+2t7Pqzcu858ufUCpqlM1TCFSu6LyuaYe/vnAAXx3pI0ImDoUmXKJt2au8cOp0VobAkiigCYp7A038rtb9t7VDwBU0cJO32Hq8i2MZy7x1tK32Ok7TKu9DwOD5eIc2UqKtXKcZDmOWwlgl910O7czkjxFh2OQG9kr5PUMimCmb7TYe7CIVt5Z+gdK1cKmwQkDg4nMMIuFKYbWPqBilFgqzpKpJPGrkbv6m4FBvDjPZG6UKvo6S2KBpeIsTsWLS/HR7XwMvyXCdO4qa+UVHLKbsLWR6fxVXIqP2fx1dvieQhREREHEJXs3ZWm4lQCdjkGc62yKm8KZva6dtNh78KkhxmeHSJVXERCot3XQ4RwkWY4znDpJsZpDEiQabZ0ICDgUD4qoEi8usliYZio3RpUqkiARLy0QL80Ts7bgVv10Ox/Dqwa5kb3MWmkFSZBwKz4skoZT8eJV7z8JCVnqGEp+QMUoU29rZ7k4T9XQaXH0ci7xHls9h2ix9+BRAnx/7i/JVNbQJDtWyU6Hc5Cw1rDhenk9y5uL36TdMUCfexeSIGNgELBEmciOAD202vsQMe+jXw3T7XoMl+xjPDNMorSMQ3ZT1PP0uHfgkN2kKqtMZEZosfdgkxy0O/qpt7WTKa9xNXNh03odO3edDy7eoDnmo1AsU65UiARc3Jhb5W9+cIYDW1tRFQmLqlDRq3z/2AiJVI4t7VEWV9P86MQVfucrBwj5TG2enhZTAO5OBoGsSPj8G4M/hmFw9KNr9LVFCft/um4Ay4kMf//GeX7vawfxe8yA68JKiu++d4nf/eqB+wYnIgEX+7e1ot52jGEYHD9/nZY6Pw2R+4s73w+ZfJHSPQQJBUFg95YmfK5bu/OyJPLVZ7cRX8veUzPDMAwy+RKl8ievqfHzgmKxTFU3NthEiqKAzWEhly2i61VKxQqVio7dod0zeLaWyPLtb3zA2OV5fH4HdqfG6nKa6kMu8j8OVb1KPlfGoimols2XJ8VimUKhxI1ri2TvsMHt7qtHUWTKJR1ZlrDZb1ls32QXGNXbTb0fDE6ndVPB0apukMsUWUtkOfrmMJJ865iOntgnmu5yE5pNRdM21yrLpgu88s1TXDh7A6/PgdOpkUrl0avVh66zzW7ZUJ+bfeNhYgaiIGB3brQ5F0Vxg1jqrv0dvPJ3p/juN0/hCzo59tYIzW1hYvV3zzd+WlhOZDh+/jqGAdt76nHYLJy4MEGlUmWgM4bdqvLq0UuU9Spb2mOsZfK88t4lKnqVfQPNVA2DgMfO1all2uoDFMsVkukCs8tJogEXB7e18c7pq+sMNZ3Hd7RxdXKZq9MruB0a+wZbsGm3WCSlss750Rm+9eYFJudXObS9jXS2yLlRkwWzf7CFfKnM6eEpREFkd38TuXyJ//ajc3Q3hzm4rRW/x8bp4Sk8DitGo8G16RXOXZlBFARaGwK0NwQ4cX6C1VQOTZU5sq8bu/WzE0R/FJx4QAiCgE1Ream5j12hBk4vzXApvsByIUtJ17HKCjG7kz5vmN3hxrvcCQRBIGpz8oeDB3m2oZMT8ze4kV6jYuj4LDYG/VH2RBqJ2V2bUrdbnF6erGsjZLNjvYcDgSpKbA3GsCoK3d77T0JtssK+SBPpUpHGhxD6cynmonN/tJmTi1MMry6SKObQqwYei5Ump4etgRjd3tCmNp4uVeNQtAUDCNnuvYN3L4iCQJvLz7/c9gRfaO7j1OI0E+lV0qUiiigStNrp8gQZDMRodfk2TB4VUWJnqJ6IzXEXG+B2BKx2DkRbKFd1PJukIwiCQIvLt+7i0MPppWnGU6ukSgXA1G1odnrZGarftB1EQaDDHeB/2/4kX2zZwqnFKW5kEmRKJRRRImQz67A1EDMDB59wgCVsdXCksYupzBo93hAx28YJc6cnwOH6dpbyWfp9ERybWHKqksxTdW10e4J8sDDF+fgciUIeVZJocnrZG26kzxe5bzpHlzfIk3VttLn9qOLDPYoskszOUAP1Dvemi2YBOBRr4Q8GD/L69BjJYoHrqTh+zVZzivmjwUM8VdfG8Ooi87k0mXIRwwCHotLg9LAzWM8WfxiPar1rImCVFPZFm8iU7z9+onYXh6It5kv6jvEgCAIBq53f3mIGJI/NT3A9tUqxUsFt0ejzhtkbaaLJ6b2vOG5Rr7Az1MChWAvvzF5nZHWRbKVMQLOxJ9zI7nADAc2+6WTmhaZu6hxuLqzMM5VJkCwVqVR1LJJM1OZkwB9lR6iesNVxzwCTIqo02rqIWVs4vvIDrmcuEdWaeX/lezTaOun0HqJULWAYrAffJLMFBBFJkDbt3Q/S4ytGhYi1icd8TwCwGwiom7MmAKpUcSk+Bj0H0CRz0uiSveT0DBbJirS+2y+up1dJgkyjrZPziaM4ZS+yqNyTlXE7VElDEm7tLFeNKoZR3TiOb7ouCQJWyb5eZ/M/wwBBEBEEEQQRSZAREAGDKjoeNchWz4Fa0Mat+EmW42iibUMdqtzc0Xzw54ffEiFZjiMJEjFrK1O5MdKVBNuVx6ka1dqVhPV/bgXzZCzi3WO9XC3g08IsFWfIVtK4FC+KqLI38BwL+SlG0+eYzI7xdPgrAGjSrToIgmjW+A4nGvO+ibXvNm794Z4YGV9ga2cdz+7tQq+aQeCbdNiwz8kXHt+C3aYC5g6eKAhs66nn84f6WIyn+ZO/ept4MkvI5+TyxCKJVI6m2K3nTiKVI5HOUyiWSWeLhP1OGiNe8sUyIxMLvHpsmLV0nvqwh/aGAD63nXyxzPWZOJmceXx92IMkCsSTWXKFMoVimdVUjvqQyfK4PhtHkSSWVtPIskR7g7kDVq0azC4nWVhJYdNUWuv8WLXN7Y01VUYUBbL5EmuZPDaLSjpXxGG1IIkiq6kck3OrVKsG9WEPIZ857ifnE8wurRH0Omr3O18sc3lige8dG2ZrVz2t9X5a6/yEfE6KpQoTs3GSmQIBj53GqBdZEklmCqylc+i6wXIiQzToojHiNdM00jnOjEyhKjLtDQGsFpWKrjN0bZ5iqYzXtclC744qGoYZbJleTCCKQm13NpnJs5zI0BT1IUkiM4trqLKEy64xu5yspYn43HZaYj5kWSKbLzE+s0ImZ4oNux1WuppCGBhMzq2ymsrjcVppqfOhKjLXZ1aQJYmlRAZZEmirD+CwWT7TwPydcLqsKIrE6kq69pleqRJfTuP1OVAUCc2qmukeK2kqFX1TjYSLH01y/N0r/Po/OcRju9uQFYkzH1zjwtkbn2h5JVnE5bKSyxbJpAubag7YHRpOl5UtWxt5+et7N3QBURKx2c3Ai/l8+ngIggCGGcC+9zH3Lq/X7yDW4OOf/cERPF7bhpOsD5uWsL5xcj/WgFD7525cHp7l3dcv8YWv7mL/E90oqszloWmOvTXycOW4WZZPYO75cdcY3NHCh0dHOXd6Al/ASWdPjINP9/1MWZMmM3lS2QJt9QFcdo3h8QUUWaKtPsDpS5M8t7+HziYzdbizKYimyjRFvFhUmZ6WCMfOXTODB1dmUGQJm6bispuMnhMXJji4rZUbc3G2ddfTHPNRLOm8f36CtoYAY5PLNEa8dN7GbpBlkbb6AGG/kwPbWlEVmWPnRtBUhbVMniuTS1hVhWKpQmt9AKfNgsehEfE72dnXQCTgRJEkAh4H8ysm22cxnqZYrrC9u55zV2bxOq1Mzq9SH/aQLZTQ1M829eNRcOIhoawvvpqcXr7c9nCKzoIg4FI19kWa2Bd5OJrhS619vNS6eQ7aTbgtGn+87fEHul7U7uJP9r34UGWAW84G7W7/fRf490K7289/PPTSQ593ZxlcqsbucAO7ww0ff8I6nKqFf73z6Y89bmsgxn84+IWPLYNTtbAjVM+O0IM7dtyEuC68uDfSyN5I40Of/5PAY7Hyb3Y9c8+/R2xO/u3eFz72OrIo0ej00uj08rWOwY89/k78Ztdj/GbXYw99HoBPs923Djf76Zfb+jcdp6atqpOovZsXmh7edz5kczzQ+Hk81srjsdb7HuNQLGwP1rE9+OD0vNuhG1Uz2u3y0/oQwqM3+/CBaDMHos0/1nfn9SyT2St41CC6USFZjhOy1FM1KuT1DE7ZQ0HPEi8t4FbuX7ZytchEdoSQVs94Zgi34kcRLVSqZQp6jkq1TKlaoKjnUUQLzfZuTq2+QUkvYpMdFPSsmee5mQUzAj41jCZZSZfXcMpeCnr2tgX85vcnpjVzlncZTp6kxd6LVXKY+dhGmbyeRTcqFPQcpWoBdZPFOYAsKsSsrVzNXFxnYExgk5w4lJtBrc3KuzkClhiKqJCppHDIbgp6DsOo3ucMs+6qqLFQmMKrBLHJzlpw5k5YRDNIk9ez+C0RxrMmk8epeIhZWxjLnMcmO5nOXcMpe7HLLipGhZvm0HfCqfh4OvwVTsXf4GT8dQ4EP4dhVFkuzmKTXbQ7+jm1+hZ5PXvPmntUP5IgczV9kZBWx0T2Mg3WdkRBJFtJcT07jCiIXM8ME9Y2f5Y2RL2cGZ6iPuymozG0npZgflexXGF5LUO2oKIqMh6nFQODdKbAYjzN+Ewch03D7bAiCCYV9rXjl+luDvG1I9sRRYmxySX+6nun6WmJIMsi88sp/ocv7MLrsrG4kmYlkWE5kUGWJerDHoqlCm98eIXx6Tgep5W3T4/xzJ4utvc0cGFsjh+8P0J/exTDMGnPdSE3f/HKSRRFoj7kYXIhQX97lJee6GdsapnvHR0m4LGzlslTF3TzhSf6N6Re3IRmURAFgeVEhh8cHyEacNHRGMRpt5DJF/nO2xdN1pUo8t5H1/jV57YTC7rJ5kt8dHma1WSOf/GbT+GwWdD1Kotxs17LiQx2TSUacFGu6Bw7O8750Vn8HjsLKykOPtbG/sEWRieX+MtXT7Grr9G0SS5XaAh7KRTLnLo0RVu9n6mFBNu663l+fw+GAavJLK+8O8QXnxzgqV33F3RdWcvwl6+ewqYpKIrZLnv6mxififOj45f5na8ewGGz8MYHo/jcNgY7Y/zbP3+TvrYoLofGxGycLx0epLc1wo8+uML8ShKH1cJbJ8d4+fAArfV+zl6e4fj564R8TuZXkuzub+bwrk7+5vtnqBoGDREvs0trdDSG+NLhAdQHEET8caHrVarVKuVyxXwuVaqUSxUEUUCSRBpbgkTrvXx4dJSeflPYcG5mldMnrrJ9TxtOlxVZkdi+u5UP3htl5/6OmmZDPldCVSXsDo18rogki4TCbqw2lXTK1A24PT2i9v1lHb1qgGGY9pyGGTR4kJQmURTp397E+++M8Pqr53nmxUFUi0ylrFMsVvD47ARDLjp6YoyOzBFfTtd22LPpAnq1jN3xcItal8dKIV9iaSFZc9dQLcoDlVe1KPRvb+LU8auMXZ5j3+NdSJJIuayTiGew2x9up9miKWhWhbmZVfL5khnMlyWUB7TlLeSKCIJAKOLGZreQz5c4f3piA8PFMAz09X5SrVSpGgblcoVyWUeSHjwYUa1W0XXz3GrVoKpv7HsPitmpOPGVDP/k95+mrSNcO99kVwifOHP4YWEYZqB2sLOOyxOLCIKAXq2iyjKaRaGsV5FECbtVRZJE7FZTN8xmVZFEAYsqEQt6OD08SUPEy9R8goHOGGdGpmhrCJDJFTAMA1WRiYXceF021tYD3eWyTm9rGJ974/taFATsNhVVkWrP+UKpgigINEa8NIQ9+N12DAyGxxdw2iz0tITRVAVNVZAlCQRQZBF9Xc9FkSVCPic+9/pmiWD+Y9NUBjvrPvOUxEfBiUd4hEd4hJ93/JTSM3Wjwkx+nCvps0hIRK3N9Ll2YRGtDLoPMJo+h1120+EYxKsGsUhWApYYoiCuC2iKBCwxLJIVRbRgkaycSxxDFAQe8z2JRdS4kR1lOHWKYrXAldRHrBTn2O1/liZbFwU9x6Xkh1SpEtEaCWn3Dlb61BD7/M9zJX2OG9nLeNQAg8oBVNFCRGtEFs2XvFvxU66aecuqqNHuGOBG9jJN9m5ERKroXEl9xHh2CAGBk6uvU29tY7f/WTTRRlhr2JDuISAw6NnPUPIDTq2+iVVysMd/BJvkxKMEak4ykqAQ1hqwSnb8ahRNsuFRAthlF6IgUjHKBC0x9viOMJo+x/XMJbxqCLfqxyJqhLXGmtaDWwlys1MIgsBWzwGGkh9yavVNBjz7iFlb7nmfmuxdVKolvEqQsKWBqqojCTJbPQcZSp7g1Oqb2CQnu/3PoEl2CnrW/G5x42JYk6yELfWoosZ27+OcSbzDcmEGrxpmKneVeHEBRVQZ9OzDowbQixXClvoac8KrBlEEBafsZX/gRUaSp5jMXSGmtdDr3kmlWsIuuyjqec6svoNT8bDFvWfTOj21owNFEnn1vWFUdZQXD/TS02qmZswtJ/mb759BkSUaIh5eenKAatXg+IUJphfXKBTLtNYHcNhUDMNgz0AzM4trd6ULqIrEF57Ygsdh5b9850MmZuM0x3w8u7eLY+fGeWZPF80xP4Jg7lIdPXudXX2NxIJulhJpjp27zvZus/8qssSRfT34XLba5NwA+lqjvHiwl48uT3P07Dhlvco7p68iSSKdTSFml9Y4fmGCJ3Z0bB6cUGUUWWJxNY1FkWs5xw6bhauTy1yfjXN4VyeSKPLaiRGGxxeIBlz0toYplMq8+t6l2rXsVpWnd3dy4sJ1ntzRzpb2WC148+5H1+huDtNc5yOZzfPeR9fYP9iyPh7g8O4uk5UBNb2KLe1BvvjkABevzvH9YyMc2t6G12XjqZ0dnB+dvWd/vR0j1xcQBPj6izsolXVuzK5+7DlVw+DZvV20NwT5xg/OcOXGIm31Aa5PL7N3sIX+9hg35lZprQ8A8PbpMepDHjqagpQqFd45fZWndnZgAF3NIV5ar8ObH45SKuufanBi6OwkQ+cnWV5MEV9Kc/SNEeZnVqlvCrD3UBd2h4Vf+dpu/u4v3+ff/V+v4nBpJOIZ/AEnRz6/taZbcOTz21icT/Ln/8+bBEIuQCCTzvOV39jPtl2t9PTX4/M7+MafvUekzks+V0KUBHyBW6zL+HKaN75/gdRajmtX5hGAb/zZe/gCDvYc7CLW8GA0/d7BBp5+YZB3fjTEuVPXsTs1cpkCHT11fPUf70fTFD735R387Z+/z3/+kx/iXmcrZDMFnn5hkCePPNymYe9AA++9Psxf/Ke3CUXcWDSF3/itJ9bvw/0higID25s4/PwAP3rlHMfeGkbTFLKZIpGYl3/6z5+puXo8CIIhF1t3tPD+W5e5PraIapE59HQvew52PdD5Hd0xInVevvlXxzn+zmUK+TKSLBKO3tI9SKfyvPWDi8SXMwydu0F8JcPf/vn7+AJOHtvTWrMK/TjcuLbEyeNXSaxkmJ9ZpVSsYCAQDJtWtQ/CGDKqBtWqQS5b4M/+wxtYNAVJFPD47Dz/xcfYsrWxpu/x08RKIsvw+AIAAY8dj9PK0bPjLCXSbOuux25V8TqtiOItRl9T1MuJCzfQLDO01we4MqGxc0sjp4enaI75GZtcJpHK090SBgQiAWctZc5l1zi4vY3rM3H0ahXLJqwFWZJoCHt59b1LPLu3m8cfa+f8lRnia1mUtgizy0nGJpdrDDGAruYgx89fZ//WVuyayqVr86RzRUYmFtaDKwIWRSIScJLOFqnoVaYX11haTfPiwT4ctkdpHY/wCI9wGy4nlnhlYpii/nCiRrfj2YYOdoV+tlxgHuHnGw7ZzdPhr276t37P3poLw+0IWkyGyJOhlwHYF3geMFMRmu3d9Lp2bji+xdFDi6Nn0+/oc++iz72r9nuitMSx5VfRjTsWjuvaGE32bpo2caq4vQ597t21nwXBDCwMevbXPpOQ71m3kFbPU9rdTCq77GKP/8hdn99+Xbvs5PB6ekPUajLrIpswAVocvbQ4eu/6/HD4y7WfB+4oW7O9h2a7eQ/1aoWziXdZLNyt0t5q7+Ux75O1gMlu/y12klPxsC9wN6PKJjtraRm3I2ip44nQF9fP9dbaG+Bg8PN3HR/S6gnddu+2eg7Ufm6wtdNga99wfLpaQhYUBjz7Nr1Pt8Pl0HjxYB8Ht7fxwxOX+fbbF/jDmOko0lLn549+40nsVkstECBJIi8c6OULj29hIZ7mP/7tUS5enePA1tbagvpORAMuPE4rFkXGqpmUWmE9RcQ855YgZqFUYWElxdxyknS2QMBt35AmUrvWbe4UVotCQ8SDZlFw2jUqFVMnZ245iSAIjN5YBGD3lqZNAxMAFtVkhozPrBALusjkSlyfiTPQESOVLRBP5rg+s4IiS/Q0h2kI30pZu7PKN+tW+3m9bqWKztxyEo/TSrFUxmm10NkYqsVPQ34nPpd5n25CkSWCXgeaRSHgdVAsV9D1hxdaTGULuOwadquKRakS9N5MmbodBpXb3qNBjwO/x45FlXHYLOQKJTSLQkdTiDc+HOXc6AwBj51Y0I1erTK3lMSiyBiGgSyK7Og1A0qaKtMQ9mK1KDjXmSWftqifJIk4HBoOh0ZL2y3a982ddkEQ6B1o4Pf/+EVGLk6TTufxB5309tfj8d1Kq401+Pi9P36By0PTLM6tIYgCPr+D9u4oggD1TX5+749f5MqlGYqFMtEGH43NAa5cmsG7fh1hPY1B0xRefPkWI9KiKQ+1+62qMi/92m4GdSW9uQAAH2dJREFUHmvmxvgSpWIZu9NKe1cEdX081Df6+e0/OMLloWmWFlNIkkAg5KazJ4ooCXi8Nr709b20d99Kw9OsCs98biuaVUG+TUshEvPyO//iOS5fnCGXK+Jy22oaHZIsceDJHrLZIuI9WAVWm4WXv76XrTtbmBhfolKq4PTYaGkL10RIHxQWTeFL/2gf3f31LC8kUVSZ+sZbjMOGJj+/8VtPEAxvHjgJRtz8zh8eYfjiNPlcaV3UMsLIxenaOQICFouCP+jgiWe31M6VFQlRFJBEka07WghHPdgctxajsQYfX/76vhpTRRBNkVFNU/jS12+9bywWGQGzLzz/0nbsd6RnPLanjcaWAHaHxvTkCj985SxPPNtPZ28MSRIpFSt8eGyU//Zfj/G//p8v4/U/fPr3JwlBEKgPe/j15zeyfL/89NYNvw90bmS+tjcEaW+4Fej51ee2A9C2HuS883pP774VgBJFgZ19jezsa1xPOctz4bYArd2m0lof4KUnbwXivC4b7Q2BDde8U+jy0PaN79Df+NzGudbtZfno8jR2bf1Z9mNolvykeBSceIRH+DnAXDbFKxMjZMqlH/sazS4vO0L1/PTj0I/wCPfCT/YKtMku+t177sofFgWppu3wyw5BEGm29xDR7k4tdMjuT1zj5mcB8bUsqiojSyL1IQ+Xrs3XFo53Bg4MwwDDpMyXKnpNrb6y7kpgYGob3NlTxXuIWAvr1m3pbIFiqYIsiVgtMvUhN7u2NNHfHqVc0WtUW2BTCq1wj88bwl5kWeTlw4OIollO+z1y3UVBJOCx8/756+x4ZhuJVI5vv3WBg9vM1LNowMWze7sJeh0Uyzp2qym8ZxibZ+Sb900knStSLFVMq0lZoiHsYVt3PTt7G9GrVfMe1spwdwpQqVxhenGNdK7I7OIaVotS2zE1av9sAmNdoM9kgON12rg4NkcyXaBUrrC4mgHM4EehVCGdLVCp6EwtJAj5nLV7fWeflyURm6bSEPbwxI4O/B47LrtGoVSmIeKlty3Coe1tNbr8zV3iz5r63L+9if7t908RFkWBUNRNKHp/1wCHU2Pnvo5N/yYIAvVNfuqbNqbmHXjqVpDUH3Ty0q/uvvNUAPSKzsS1RVML4h4QBIFonRev34GiyHT11dHVt3mqoyAION1Wdh3YPM3H4bLexaBQLQq79t9dP1EUaraid0KSRAYea75nmW9CUaRNy1sp69wYW6JYLN/zXEkSiTX4cK1T9x1Ojd33qFco6uG5X9l+z2uJokCkzkukbqM47cHDt9rJ6bbywsv3T6ft6Ind5TISCLl44sitYEZLe5iW9vB9r7Pn0EbGhyAIdG+po3uLeZ+uXplnYS7Bb//BEYIRs3/qFZ211QxjI3O1Z+4vOxw2dUPwWpY+ff+7vrYIdUE3BmDTFByfsa3rL01wwjAM5ufWuHh2klK5wp79HQRDrk9VrKhS0blwdpLZ6VV8fgf7DnVteHnlskXGry7Ss6XugalLiwtJhi9O07Oljmjsx1fHvv16x965jM1uoW+ggcYm/yd2T66MzBIIOB+IHjc3s4ogmJSw8auLBIJO/LdRBpeXUuRyJZqaA2QyBT46dZ1A0EVfv7nTllzLEV9J09waMgW/skUkSUR7QJ/5UrHCjYll6hp8H5snaBgGuWyJj05dJ5HI0tkVpWfLj6cXcDvSqTyapmyw8LqJXm+IP+o9iG5Ua97P+VyJmek4jU2BGj3zfujzhTe4h0xOLDN+bZHBbU0b7jU8+Hi5vV0+bRiGwdCFaWam4rS0hejsjjI/t8bwxWnq6n1098bQq1XOnblBtM5DU3OQxYUkF85OYrOpbN/ZUtsRMR5yR+vmBP1Bjvt5QjKe4YM3h9ErOt1bm2jpjiI+RL4oQHwxydDJ67T2xmj8mMnK/dDj2oFvEzeJcqnChQ+uMT8VJxDxsPtw7z0XARZRI2ptplKuMD2+jC/kwu17FJS4HaIg4lN//Hb6WYEqWun37MMhf7xV2/eODTO3nESWRPLFMge3tWG1KNzS8d+IqmHw1qkxxmfi5Itl7FaV3rYIC/E075we48OhSTN4UdY5srebm+p7G4RCbwYaBIHuljB/+6NztDUEeHZvNxG/k2f2dPHGyVHeP3cdiyKzf1sL23tupiVt0r9vdwBb/1UAnt3bxd+/cZ4//dZxFEmivTHAkb3dWKW7J5OCYNKSC8UK7Q0B0+2iXMFuVWmO+bg8scA3XvsITVVwOSx87mAfDpvG26fGOD86y9WpZf76+6c5uK2NLe1RRFGgtzXCq0eHuXRtnqd2ddIc83FkXw9vfDjKmZFpFFlkT38TewdaaoGgOyHLIgsrKf7fbx1nJZHh6d1dOKwqozeWOHFhgkvj86wkMyzE07x4sJdEKs87Z65yfmyWqYUE8WSW5/f1sKU9yslLk/zpt46b2iHrKryxkBuXQ+MvvnsSu81SE0U1c9rvLo9hGOSLJUYnlyiWdTxOK/sGW2iMeHh+fw+vHh1mZHwBSRTZ0ddgWpne1T4/X++CTxPFYoUfvnKOG+NL9zxGkkS++Gu77xkg+XlEPl/ilW+eYmkhec9jbHaVL/+jffQNfrbaYz8LCIZcVMpVXvn7U/RsaUAQTA2KY29fZvvuVuzOzy6N4GcVgiCgKvKnmh62GTRVIRL4bEUwb4fwsJP0TwmfeiHKZZ3XXj1PIOggVuczB0VFx6IpVKtVSqWKKbpTMKP/iiphGFAslJEkEVkWcXtsJBJZyiUdj9eGalFIrGaoVg2UdQux219IK8tpfvDdcxx8ohuLRSFa5yGbKZJIZJFlEVmReP17F9h3qAub3UIg6CSbKZJK5dA0Ba/PQT5XIrmWQ1El/H4npXKFN18borE5wOAmEfNioUw8nkEAfH4HpVKFdCpP1QCv175urXTr+Csjs5w4Okb/1kaujS3w8td2kUkXyOdLuFxWVIvCWiKLXqlid1hwe2zEV0wLKaNqEAy7SSZzZNIF7HYLXp+dVDJPJl3g+NFRtgw2EIl6cLmtZDNFVFVGkkRWVtLolSqhsAvDMJidSeByW3G5rLzx2hDBsJOGpgD+gHlP52YSKIpEXYOPclnn1AfXyGYKPPvCIJWKzsLcGpVKlabmAMVimfffG8XusNDdG0O1mG1st1tIJfPY7JYaPRDMiUhiNcvyYorGloCpbh3PmHZUikQg6Nwg8KPrVX7w3XM4nBptHWEcdg3NqpBYNdvV7bWTTuUpFSuI0i3FZnPXQMAXcFAuV5BEEUkSyedLKIrEG69dpKUtREtbCKvNwspyCr1SxeO1IysSJ49fRZQE+rY04PHZWVlOkVzL07Re5sRqlmymiNOlYXdoZh3KOqoqEQi6SK5lyWSKaJqCz+8glczzzpvDDGxtpL0zct/xEoq4UBWZlZU05ZKOz+9AUaUN7VIp68TjGSoVHa/PjmFAMpGlahi4XDYcTq1WBqtVxeuzk1zLkcsWcbqsOF1W1hJZctkiVpu6acBkejJOpaJz/L1RvvClHbzx2kW6e2MMD83wxOE+4vE0F85O0tQSYN/BLr7/ylk8HjuTN5bZd7CL5vV8ynI1x6XVv0QQJCyimybnYa4lv4tulLBITlqdL6BKDq6lvodHbSGoDZKrLDKVfY+SnsZv6aZKmcXceTTJTcy+F5+ly3RY+IzwN2Pn+Den36DO7uY/H/oiPb6H96qeHl/i2Pcv8NjjXZx7/yoHXxjA7XeQXM2gWhRcHhv5bBGnx0YhVzKpzIrM6nIKURTxh11U9SrvvnoeX9DJzid7KBZKrC6Z6vC+oJNSsUImmcMAvEEnyvr5lZKOJ+BAUWUSK2mquoFqkfEGN1rPLs4kePPbp9l/pB/NqhKq95FKZMkkc9idVixWhfRarraL6Qs6TYGz2QTRxgBWu0piJUOxUEYUBYJRD/lskVQiiyRLBCJu8tkihXyJUrGML+hCs21u1fYIP59YTmRIZgpgGNisKkGvoxaoSKYLhPyOWrqbYRgsJTKspfKAKRrmc9txOTSKxTLz8XTNBUKSBKIBMziSyRUJeOwIosDqWhZVkXE5NAzDIJsvsbiaRhJFwn4nVotCuaKznMiQzZdQFVM53aYpZHJFCqUKfrd9A5tjcTWNy6Zhs6rkC2WSmXxt938tnSeRygHgcVkRBYGFeJo7YVFlgh47yUyBWNBNRddZWEkT8pkpFblCieVEhlJZx6aphNbdORZWUuRLZVPcUBQIeOw194xsvsTSqvldIZ8Tu1WlUtFZWcuSzhVRZJGAx4HdqpIrlElnC4R8DsTb0guX1u9NMpNHliTCfieqIpPKmi4bum6ObVMQ1E2prLMYT1NZT/1QZJFYyH1LRyOZw6LKqIqpjG+3qjV9DUU2ReRu/j+ezBL0OlBkiUQqZwp1lip847WP2NoZw+0w02DmV1L8L7/2OAKwksySzhQQRZGA12RVLMbT2G0qDquFQrFMIp0n5HU8lDjgLyqqVYNMOk+lfL+0VAG7w/JAGy0/L6hWq6ST+fumKAmCgN2h3dM69RcZpVKFMyeucuK9UVLJPIJgOsz0DjSw7/Fu3F7bo/fwLx4eqEF/aUaDJInE6jzcuL6Mqsr4/A6OHx2lsytKNltkeipOci1LKplHUSQcTiulYplcroQkiTidGlu2NnLx7CRWuwWrVWFgayOv/MMZWtvDhCJuvD7HhoW/za7idGqMXJphYKsZFX3jhxeRJQm3x0ZXb4zl5TSXL80yN5vguc9v5aOT4wiiSDZTYO+BDkaGZimVK2QzRQ483kVjcwDHPaKJeqXKxfOTTIwvIwgCTS0B1hI5piZXcDg0QmEXjx/u3fCyNAxYnF9DViSaWgIkVrO899YIVpuFql6lvTPC0bdHaG4NkU7n+dxL2/nuP3xEtM6Dy2Xm5r352kVsdo1spsDjh3s5+vZlrDaV+dkETS1Bhi8O8fRzA5w8cZX6Rj/JRI75uQQ2u4U9Bzqo6gYnjo3S0RVl22PN5PNFro3luHplgS1bG2hpDXHm5DgOh0Zdgw9FkXC7reRzZopDuaxz8dwk2WyJhiY/mUyRsSvzaJqCy2VF0xTGRuc59GQPb78xzFPP9G0ITgBMT8Y5cWyUl7+2G1kW+eY3PqClLcz8bIKXvrKTQPDWQjmdypNM5Nh7oINA0EW5VOHdt0bIpAvkciXaOyOMXp6rMSECIdd64KsMArS1hykUyjhdGl6vg6GLUwxsbeLKyByFQhmHQyMS8zB2eZ7lpRRWm8qe/Z1cHZ2nWjVwu2243FauX1tiZGiGYHg3Agav/+BiLQi0a187r3zrNB1dUeZmVvnSr+5mdnqV6alV5mZW+cqv78FmU7HbN6dq3TleIjEPo5fnGLowjcttZXBbE06XVmuXWL2XGxPLnDl5HUWR8PrsWDSFc6cniNZ5kRWJfQc6eeO1i7g9NmL1pn3cO28MY7WplEsVnjrSz3f/4Qxen52m5uBdwQlBEGhoCjAzFcfusJBfXyw3NgeZmoyTSGTo7o2RyxYplUzNgWjMw9nTN9bH9K3cR8OoIosWOt1fZjz1PdLlaQyqtLs+z3j6e+T1FXSjRKGySkbQ8KjtTGbexq22EHPvwaDKRPqH1DsOErXt+LjHz6eCfl+E392yF5eqEbD++H7qdpeVlu4oS3NrXBueJZ8toutV1lYy7Hyim6GT4zz++W2ce3+MQNRDJpVnbTlNcjXD7sN9tG+pw+G2giCgV3SGTl7nxug8CAJNHWGS8QxzU3Fsdo1Ig49Yc4DT71zGYlVxuK10b2vie399nLbeOiKNPjyBjUFeu1PD5tC4cn6K/l2t5LNF3vnOWWxOC2vxLPUtQcZHZsmlC1gdFrYf7MKiKRx77QKHv/gYvqCL7/zXo4TqvCzNJTjy1V2USzrjw7NMXJnn87+5n7ELU8xPrxIIuxjY245m+2wpjI/w6SLodRD03p27bNPUDf7xYD5nwj4nYZ/zruOt61adm+H2VIrAbd8lCAIOm+UuMTFFlogF72Z9OO0azjvIPoIgEPHfYiBaNQXrbYs4n9tWU3SvGgZXJ5d55/TYXdf2u+188akB6te1JFRRpjF6i4Fp01SaonfT228/5k7YrSotd9wTWZaIBFxENjl2s5STm0EWv2djxd0OK27H3XaSqiLfU5zN67Jtajt6r89vb4Obf780Pk8qU2Cgow6rRWExnqZUMh0xZFnatH+E/bd+1ywK0YfUG/hFhigKtbSFXyaIorlZ9QibQ1Vl9j3Rw74nNteUeoRfXvzSBCcEAQa3NxGNeTl54iq6bqrEGhimcJFexeG0Eo15qVR0MpkiRtWguzdAoVCmUtYZH1vkxsQyLW0hBMFcFHs8NvYd7NzUj1nTVJ5+rp+Z6VWOvnOZZ18YZHUlwz/+nx5HkiVW42mCQSdPPdvHa6+eZ3Z6lXJF58iL/Zw8fpVrY4tkswUOH+nn0oVp5ufWaLwPfb5UrrC0kGLbjhYMw+DKyCyqKtM/2Egg6GRkaJpKRd8QnBAECIZdSKKAz+dgYX6N8auLpqWPIFAqlgmEXDz5TB/f+YfTpFMFrFaFHbvaCIZdTN1YQZYljrw4yA9fPcf41UX0is6TT/dSyJUQxZt0eINKWadS1mu72E0twVoZWtvDtQWJLEtsGWykUCizspymr7+ezu4oy0t37wQBWK0qPVvqGRkyBd78AQcdXRGCYRe9/fXksiWujy9xZWSOQNCJ27PxJSkIAi1tQa6Oztc+83rtHF5vl0w6vyE4IckiBgbFojlZyeVKrK5kePLZPibGl5ifTeDx2ohE3ciyRCqZxzAM+rc2IooCNyaW0TQVowp6tUpVN4hE3bS0hdi9r53m1hALc2s15sPabAKvz05HVxSrTaV/ayOCINDeaQZPAJYWU9jsKs9/fivf+dZplpdS+P0Onn7OXPCvrmZYXEhhVM10jWKxcl+xpjvHiyAKLC2k6OqJsvWxZm4GP2+2S7VqMHl9mZmpONE6L/l8CdUi09kdZWB7E0ffvszSYhJBFHju81sRRZGRoWmujS3Q3hmhWjXQKzpbBhqYmlyhXNl8h2V5McnZMxNs39mK3WExLayqVSpl/a7UqEpFZ2E+Sd9APbPTqyRWszUmDkClWiRVmkQ3ylhEFwU9wXDir7ApEexyhNnsCTTJR7o8S6Yyj24UcSp16/nTEoZhcCP9OiuFSzQ6nsStPpw98E+KwUCUwUD04w98AFT1KrlUHlVTGL0wRTDqoVLWEUSBUJ2XoZPjZFN5urc1cea9KyiqKQiXyxQ28N5KpQpLc2ts3d+BYcDouSkkRaR7sIlA1M3FD8fJZ4tMXVukoS2MrEhUyjregJN9R7Zgd979HLU5LRx+eQfT1xY59tpFtu5rZ2xomo4t9VRKFfLZAo3tYTKpPE6PjfRalvb9ncSabj0r7S4rB54f4NQ7l1lbyZDNFCiXKizPrZl1AFq6o+x8ouczzxt/hEf4JCEg0NkUpKNxE9V9gZqI5SPcG01RHwMdMf7i1VNUq1U8Tiu/8uQAys+Ac8AjPMIjPMIvOn5pghOVis7IpVmWF1MU8mWsVgW73cLFc1MU8iWsNhVZkZFEAUMSawJLkmRS7ytlnViDl0ymQCjipq7Oi9WqIisS0j1eWGtrWYbOT1EqVpAlydzJd9t4561hPG47Dc1+VFWuiXE5XRqyLPHBsTHiK2l27mmjWChz6oNxVuMZdu9rY3oyztXRBZyuJPWNfnx+e22xpSgSgZCT4YvTGAaEoy5KxQqKItZEqO7M4hEEAa/PwfadLXzw/hi793XQ2hYiEHIR8DuxaDIL82uceH8MAQGHU0NcT3sBM3WkUqly9O3LZDJFtu1sYXpyhQ/fv8rKcpqOniggcPLENaYm4zQ0BYjWebl4bpLJiWUGtzWRzRYZuzxn7tbXe6lWDUaGZqiUdTq6o6wlcgwPzZBK5unsjmCzWxgemiGxmqW9M4LP7+Di+SmmJpYZv7pAa3sYm93CleE57HYLbR0R6up9nDxxlRdf2n4XTcwM5MxxY2KZQMhFx7oq9M12ufOeOewajY0Bjr87ij/ooLE5gMdn58zJ6yTXcjQ1mwwUSRJrVOFyWWd4aBpJkmho8iPLIldGZrHaVFP0RzDv7fmPJpEkkbVEjvhKhlDYRbmsIwA2m4Wx0Xlcbhut7SFGhmaZuL5EbGSW5tYQ+VyJd98aoVSs4A841utg7lrksiWmJ1eob/RjW98Vvn5tkWtjixSLFYJhF+7bdjbuHC+aRSESdTN+dZHkWo7u3joURaq1S0d3hFiDj5WVNIGgq8baKa8r1t+k6+l6lffeGiEc9RAIumhtD+MPOvF57TgcGuWyjs1mYfTyHDv3tG2478VCme/+949MyvLcGj6/A7fbxoljY2SzxbuYFiYFWWQ1nqFYLN+lGF6sJokXr1Bn34NdiaJJXsLWbSwXLlHUU6TLMwiI5CtxCpU4IjK5ygpOpcHMKxcEmhyHidi2I/wcy4zO3Vjh7e+cJZsu8MQXtpHLFFFUCatDI9rgxxd08tf/7kcM7GkjVOehY0s9uUwBzW6hvjXI/FScqxdnUFSJhtYg/rCL4TM3wDAI1XlJrmYZvTDF/JQdX9BJtMnP6lKKUJ2X+tYQmqYgq/I9tS4Sy2mGz9ygmC8hKxL+kJu2vjq8QSf1babGTD5bRJLF2ni9NjzLxOU5BEFgYHcbqiojiuZ4LhbKTI4u4PLasbu0Gr38YVXlH+ERfhYhrAtfPOrLPz4cVpWXDw9sELyUHgUtH+ERHuERPhP80mhO6HqVpcUk6VQBVZWJ1nkpFcssLaUQBaHGfJBlEcMwqFSqVKsGFou8vjtrYLdbWF3NUMiXcLltuN021tay+ANOc4KcL6PftuNrGIa5q6xX8fjsBIJOkskcK0tpVFUmFHGTSuYIBJ2srmSwOzUK+RKr8SxWm0o47CaTKRBfMY8PRz1k0nmWl9KmAnPEvSF5RxBNa6+lxRQA4YibYnFdM0ORyKQLmwpEFvJlPD4b8eUMbq+N1FqOTKaAza6RSRc48+E1du3vwO224vM7WVlK4fM7av7NK8sp1hI5nC4rwZCL1XiGVDKHLJt6DdlskVQyjyyL+Nf1GxbnTY2IunofxWKF5SXTDi0UdlEq6aRTZv5ZJOpBrxrMzyaoVg2CIReqRWZ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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, training_name, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Developing code for others" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
developing code for others for Netherlands
0 - Mostly me35.5555565.3333330.222222
1712.9629636.6666676.296296
259.25925920.000000-10.740741
31324.07407421.3333332.740741
41425.92592622.6666673.259259
5 - Mostly other people1222.22222224.000000-1.777778
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "developing code for others for Netherlands \n", - "0 - Mostly me 3 5.555556 \n", - "1 7 12.962963 \n", - "2 5 9.259259 \n", - "3 13 24.074074 \n", - "4 14 25.925926 \n", - "5 - Mostly other people 12 22.222222 \n", - "\n", - " Percentage in 2017 \\\n", - "developing code for others for Netherlands \n", - "0 - Mostly me 5.333333 \n", - "1 6.666667 \n", - "2 20.000000 \n", - "3 21.333333 \n", - "4 22.666667 \n", - "5 - Mostly other people 24.000000 \n", - "\n", - " Difference with previous year \n", - "developing code for others for Netherlands \n", - "0 - Mostly me 0.222222 \n", - "1 6.296296 \n", - "2 -10.740741 \n", - "3 2.740741 \n", - "4 3.259259 \n", - "5 - Mostly other people -1.777778 " - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Working with same researchers for Netherlands
Regularly change researcher(s)2752.941176
Same researcher(s)1529.411765
Different researchers, same research group917.647059
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Working with same researchers for Netherlands \n", - "Regularly change researcher(s) 27 52.941176\n", - "Same researcher(s) 15 29.411765\n", - "Different researchers, same research group 9 17.647059" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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member of a dedicated group for Netherlands
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" - ], - "text/plain": [ - " Count Percentage\n", - "member of a dedicated group for Netherlands \n", - "No 30 58.823529\n", - "Yes 21 41.176471" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'member of a dedicated group'\n", - "results = count_diff(df, dedicated_research, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Number of software projects for Netherlands
1.0816.010.9589045.041096
2.0918.035.616438-17.616438
3.01224.021.9178082.082192
4.01020.013.6986306.301370
5.036.08.219178-2.219178
6.036.0NaNNaN
7.012.0NaNNaN
8.012.01.3698630.630137
25.012.01.3698630.630137
30.024.0NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Number of software projects for Netherlands \n", - "1.0 8 16.0 \n", - "2.0 9 18.0 \n", - "3.0 12 24.0 \n", - "4.0 10 20.0 \n", - "5.0 3 6.0 \n", - "6.0 3 6.0 \n", - "7.0 1 2.0 \n", - "8.0 1 2.0 \n", - "25.0 1 2.0 \n", - "30.0 2 4.0 \n", - "\n", - " Percentage in 2017 \\\n", - "Number of software projects for Netherlands \n", - "1.0 10.958904 \n", - "2.0 35.616438 \n", - "3.0 21.917808 \n", - "4.0 13.698630 \n", - "5.0 8.219178 \n", - "6.0 NaN \n", - "7.0 NaN \n", - "8.0 1.369863 \n", - "25.0 1.369863 \n", - "30.0 NaN \n", - "\n", - " Difference with previous year \n", - "Number of software projects for Netherlands \n", - "1.0 5.041096 \n", - "2.0 -17.616438 \n", - "3.0 2.082192 \n", - "4.0 6.301370 \n", - "5.0 -2.219178 \n", - "6.0 NaN \n", - "7.0 NaN \n", - "8.0 0.630137 \n", - "25.0 0.630137 \n", - "30.0 NaN " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Number of software developers per projects for Netherlands
1.01224.489796
2.02040.816327
3.01122.448980
4.024.081633
5.024.081633
6.012.040816
7.012.040816
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "1.0 12 24.489796\n", - "2.0 20 40.816327\n", - "3.0 11 22.448980\n", - "4.0 2 4.081633\n", - "5.0 2 4.081633\n", - "6.0 1 2.040816\n", - "7.0 1 2.040816" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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bPvShD+WEE07IvHnz8sADD6SqMmfOHEcCAQAAAI9rqy4MXVULkuyX5NqxTW+rqluq6lNV9eRJnq0LV199dc4///xcddVVGRkZycjISK644opf+Zwf/ehHue6663LIIYckSY4//vg873nPyznnnJM3vvGN0zE2AAAAMMNs8XSwTTtW/WaSbyU5vbX2xaraPcl92XiK13/OxlPG/o/Hed6xSY5Nko9//OMHHHvssZM1O8weTgebGKeDAQAAfZuc08GSpKrmJflCks+21r6YJK21H2/2+H9LctnjPbe1tirJqkfujuf1AAAAAJhc43l3sEryySS3t9b+62bb52+222uS3Db54wEAAAAwGcZzJNCLkvxxklur6qaxbe9J8oaqGsnGo3vWJnnLlEwIAAAAwISN593BvpvHP7fsV1+9GAAAAIDtxla9OxgAAAAAM9O4LgzdiwUnXz70CDPa2g++augRAAAAgCfgSCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBMO3uuuuuHHTQQdl7772zzz775KyzzkqSvOtd78pzn/vcLF68OK95zWty//33J0muvvrqLF68OAceeGDuuOOOJMn999+fV7ziFXn44YcH+zoAAGAmEYEAmHZz587NihUrsmbNmlxzzTU5++yzs2bNmixZsiS33XZbbrnlljznOc/JGWeckSRZsWJFrrjiiqxcuTLnnHNOkmT58uV5z3vekzlz/CgDAIDx8C9nAKbd/Pnzs//++ydJdtlllyxcuDB33313XvGKV2Tu3LlJkhe+8IVZt25dkmTevHkZHR3N6Oho5s2blzvvvDN33XVXXvrSlw71JQAAwIwzd+gBAOjb2rVrc+ONN+YFL3jBo7Z/6lOfyuGHH54kOeWUU/LmN785O+20U84///y8853vzPLly4cYFwAAZiwRCIDBrF+/PoceemhWrlyZJz3pSZu2n3766Zk7d26OOOKIJMnIyEiuueaaJMm3v/3tzJ8/P621HH744Zk3b15WrFiR3XfffZCvAQAAZgoRCIBBbNiwIYceemiOOOKIvPa1r920/dxzz81ll12Wr3/966mqRz2ntZbly5fnoosuyvHHH58zzzwza9euzUc/+tGcfvrp0/0lAADAjCICATDtWms56qijsnDhwpx44ombtn/lK1/JmWeemW9961vZeeedf+l5n/nMZ7J06dI85SlPyejoaObMmZM5c+ZkdHR0OscHAIAZSQQCYNpdffXVOf/887No0aKMjIwkST7wgQ/khBNOyIMPPpglS5Yk2Xhx6EfeDWx0dDTnnnturrzyyiTJiSeemKVLl2bHHXfMhRdeOMwXAgAAM0i11qbz9ab1xbbWgpMvH3qEGW3tB1819Agz12m7Dj3BzHbaT4eeAAAAYEi15V28RTwAAABAF0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHTAW8QDdG7ReYuGHmHGuvXIW4ceAQAAxs2RQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRgixGoqn6rqr5RVWuq6vtV9fax7U+pqq9V1R1jfz556scFAAAAYFuM50igXyT5T621vZO8MMlxVbV3kpOTfL21tleSr4/dBwAAAGA7tMUI1Fq7p7X2vbHbP0tye5JnJvmjJOeN7XZekkOmakgAAAAAJmarrglUVQuS7Jfk2iS7t9buGXvon5Ls/gTPObaqVlfV6lWrVk1gVAAAAAC21dzx7lhVv5nkC0ne0Vr716ra9FhrrVVVe7zntdZWJXmk/jzuPgAAAABMrXEdCVRV87IxAH22tfbFsc0/rqr5Y4/PT3Lv1IwIAAAAwESN593BKsknk9zeWvuvmz10aZIjx24fmeSSyR8PAAAAgMkwntPBXpTkj5PcWlU3jW17T5IPJvlcVR2V5L8n+Q9TMyIAAAAAE7XFCNRa+26SeoKHXza54wAAAAAwFbbq3cEAAAAAmJlEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6MAWI1BVfaqq7q2q2zbbdlpV3V1VN419LJ3aMQEAAACYiPEcCXRuklc+zvaPtNZGxj6umNyxAAAAAJhMW4xArbVvJ/nnaZgFAAAAgCkykWsCva2qbhk7XezJkzYRAAAAAJNuWyPQ/53k3yUZSXJPkhVPtGNVHVtVq6tq9apVq7bx5QAAAACYiLnb8qTW2o8fuV1V/y3JZb9i31VJHqk/bVteDwAAAICJ2aYjgapq/mZ3X5PktifaFwAAAIDhbfFIoKr6iyQvTfLUqlqX5L1JXlpVI9l4ZM/aJG+ZwhkBAAAAmKAtRqDW2hseZ/Mnp2AWAAAAAKbIRN4dDAAAAIAZQgQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAObDECVdWnqureqrpts21PqaqvVdUdY38+eWrHBAAAAGAixnMk0LlJXvmYbScn+Xprba8kXx+7DwAAAMB2aosRqLX27ST//JjNf5TkvLHb5yU5ZJLnAgAAAGASbes1gXZvrd0zdvufkuw+SfMAAAAAMAUmfGHo1lpL0p7o8ao6tqpWV9XqVatWTfTlAAAAANgGc7fxeT+uqvmttXuqan6Se59ox9baqiSP1J8njEUAAAAATJ1tPRLo0iRHjt0+MsklkzMOAAAAAFNhPG8R/xdJ/jbJ71bVuqo6KskHkyypqjuSvHzsPgAAAADbqS2eDtZae8MTPPSySZ4FAAAAgCky4QtDAwAAALD9E4EAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB+ZO5MlVtTbJz5I8lOQXrbUDJ2MoAAAAACbXZBwJdFBrbUQAAgBmqoceeij77bdfli1bliQ54ogjsnjx4rznPe/ZtM/y5cvzpS99aagRmaWsPQCmk9PBAIDunXXWWVm4cGGS5JZbbslOO+2UW265Jddff31++tOf5p577sm1116bQw45ZOBJmW2sPQCm00QjUEtyZVXdUFXHTsZAAADTad26dbn88stz9NFHJ0nmzZuXBx54IA8//HA2bNiQHXbYIX/2Z3+W973vfQNPymxj7QEw3SYagV7cWts/yR8kOa6q/rfH7lBVx1bV6qpavWrVqgm+HADA5HrHO96RM888M3PmbPxn0cKFC/O0pz0t+++/f1796lfnhz/8YR5++OHsv//+A0/KbGPtATDdJnRh6Nba3WN/3ltVf5Xk+Um+/Zh9ViV5pP60ibweAMBkuuyyy/L0pz89BxxwQL75zW9u2r5y5cpNt1/96lfn4x//eE4//fTcfPPNWbJkSY455pgBpmU2sfYAGMI2HwlUVb9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Number of time per year providing training for Netherlands (without 95 percentile)
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Number of time per year providing training for ... \n", - "count 47.000000 \n", - "mean 1.255319 \n", - "std 1.552951 \n", - "min 0.000000 \n", - "25% 0.000000 \n", - "50% 1.000000 \n", - "75% 2.000000 \n", - "max 5.000000 \n", - "\n", - " Results in 2017 \n", - "Number of time per year providing training for ... \n", - "count 40.000000 \n", - "mean 1.930000 \n", - "std 1.485347 \n", - "min 0.000000 \n", - "25% 1.000000 \n", - "50% 2.000000 \n", - "75% 2.000000 \n", - "max 8.000000 " - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of time per year providing training'\n", - "training_time = ['train2. On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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CountPercentage
developing code for others for New Zealand
0 - Mostly me12.702703
138.108108
2616.216216
3924.324324
4616.216216
5 - Mostly other people1232.432432
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "developing code for others for New Zealand \n", - "0 - Mostly me 1 2.702703\n", - "1 3 8.108108\n", - "2 6 16.216216\n", - "3 9 24.324324\n", - "4 6 16.216216\n", - "5 - Mostly other people 12 32.432432" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Working with same researchers for New Zealand
Same researcher(s)1750.000000
Regularly change researcher(s)1441.176471
Different researchers, same research group38.823529
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Working with same researchers for New Zealand \n", - "Same researcher(s) 17 50.000000\n", - "Regularly change researcher(s) 14 41.176471\n", - "Different researchers, same research group 3 8.823529" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "member of a dedicated group for New Zealand \n", - "No 20 58.823529\n", - "Yes 14 41.176471" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'member of a dedicated group'\n", - "results = count_diff(df, dedicated_research, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Number of projects" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Number of software projects for New Zealand
0.013.125
1.039.375
2.0721.875
3.01031.250
4.013.125
5.0721.875
6.026.250
8.013.125
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software projects for New Zealand \n", - "0.0 1 3.125\n", - "1.0 3 9.375\n", - "2.0 7 21.875\n", - "3.0 10 31.250\n", - "4.0 1 3.125\n", - "5.0 7 21.875\n", - "6.0 2 6.250\n", - "8.0 1 3.125" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Number of software developers per projects for New Zealand
1.01339.393939
2.01545.454545
3.013.030303
5.039.090909
6.013.030303
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "1.0 13 39.393939\n", - "2.0 15 45.454545\n", - "3.0 1 3.030303\n", - "5.0 3 9.090909\n", - "6.0 1 3.030303" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018
Number of time per year providing training for New Zealand (without 95 percentile)
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" - ], - "text/plain": [ - " Results in 2018\n", - "Number of time per year providing training for ... \n", - "count 32.000000\n", - "mean 1.078125\n", - "std 1.232028\n", - "min 0.000000\n", - "25% 0.000000\n", - "50% 1.000000\n", - "75% 2.000000\n", - "max 5.000000" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of time per year providing training'\n", - "training_time = ['train2. On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
developing code for others for South Africa
0 - Mostly me313.04347815.789474-2.745995
1417.39130426.315789-8.924485
2417.39130421.052632-3.661327
3626.08695721.0526325.034325
414.3478265.263158-0.915332
5 - Mostly other people521.73913010.52631611.212815
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "developing code for others for South Africa \n", - "0 - Mostly me 3 13.043478 \n", - "1 4 17.391304 \n", - "2 4 17.391304 \n", - "3 6 26.086957 \n", - "4 1 4.347826 \n", - "5 - Mostly other people 5 21.739130 \n", - "\n", - " Percentage in 2017 \\\n", - "developing code for others for South Africa \n", - "0 - Mostly me 15.789474 \n", - "1 26.315789 \n", - "2 21.052632 \n", - "3 21.052632 \n", - "4 5.263158 \n", - "5 - Mostly other people 10.526316 \n", - "\n", - " Difference with previous year \n", - "developing code for others for South Africa \n", - "0 - Mostly me -2.745995 \n", - "1 -8.924485 \n", - "2 -3.661327 \n", - "3 5.034325 \n", - "4 -0.915332 \n", - "5 - Mostly other people 11.212815 " - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Working with same researchers for South Africa
Regularly change researcher(s)942.85714343.75-0.892857
Same researcher(s)942.85714356.25-13.392857
Different researchers, same research group314.285714NaNNaN
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Working with same researchers for South Africa \n", - "Regularly change researcher(s) 9 42.857143 \n", - "Same researcher(s) 9 42.857143 \n", - "Different researchers, same research group 3 14.285714 \n", - "\n", - " Percentage in 2017 \\\n", - "Working with same researchers for South Africa \n", - "Regularly change researcher(s) 43.75 \n", - "Same researcher(s) 56.25 \n", - "Different researchers, same research group NaN \n", - "\n", - " Difference with previous year \n", - "Working with same researchers for South Africa \n", - "Regularly change researcher(s) -0.892857 \n", - "Same researcher(s) -13.392857 \n", - "Different researchers, same research group NaN " - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n"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\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "member of a dedicated group for South Africa \n", - "No 12 57.142857 \n", - "Yes 9 42.857143 \n", - "\n", - " Percentage in 2017 \\\n", - "member of a dedicated group for South Africa \n", - "No 81.25 \n", - "Yes 18.75 \n", - "\n", - " Difference with previous year \n", - "member of a dedicated group for South Africa \n", - "No -24.107143 \n", - "Yes 24.107143 " - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'member of a dedicated group'\n", - "results = count_diff(df, dedicated_research, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Number of software projects for South Africa
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Number of software projects for South Africa \n", - "0.0 3 15.0 \n", - "1.0 2 10.0 \n", - "2.0 2 10.0 \n", - "3.0 8 40.0 \n", - "4.0 1 5.0 \n", - "5.0 1 5.0 \n", - "6.0 1 5.0 \n", - "8.0 1 5.0 \n", - "11.0 1 5.0 \n", - "\n", - " Percentage in 2017 \\\n", - "Number of software projects for South Africa \n", - "0.0 NaN \n", - "1.0 13.333333 \n", - "2.0 26.666667 \n", - "3.0 20.000000 \n", - "4.0 13.333333 \n", - "5.0 13.333333 \n", - "6.0 NaN \n", - "8.0 6.666667 \n", - "11.0 NaN \n", - "\n", - " Difference with previous year \n", - "Number of software projects for South Africa \n", - "0.0 NaN \n", - "1.0 -3.333333 \n", - "2.0 -16.666667 \n", - "3.0 20.000000 \n", - "4.0 -8.333333 \n", - "5.0 -8.333333 \n", - "6.0 NaN \n", - "8.0 -1.666667 \n", - "11.0 NaN " - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Number of software developers per projects for South Africa
0.0211.111111
1.0527.777778
2.0527.777778
3.0316.666667
4.0211.111111
8.015.555556
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "0.0 2 11.111111\n", - "1.0 5 27.777778\n", - "2.0 5 27.777778\n", - "3.0 3 16.666667\n", - "4.0 2 11.111111\n", - "8.0 1 5.555556" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Results in 2018Results in 2017
Number of time per year providing training for South Africa (without 95 percentile)
count19.0000007.000000
mean2.0789471.761429
std1.5116510.855422
min0.0000000.330000
25%1.0000001.500000
50%2.0000002.000000
75%3.0000002.000000
max5.0000003.000000
\n", - "
" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Number of time per year providing training for ... \n", - "count 19.000000 \n", - "mean 2.078947 \n", - "std 1.511651 \n", - "min 0.000000 \n", - "25% 1.000000 \n", - "50% 2.000000 \n", - "75% 3.000000 \n", - "max 5.000000 \n", - "\n", - " Results in 2017 \n", - "Number of time per year providing training for ... \n", - "count 7.000000 \n", - "mean 1.761429 \n", - "std 0.855422 \n", - "min 0.330000 \n", - "25% 1.500000 \n", - "50% 2.000000 \n", - "75% 2.000000 \n", - "max 3.000000 " - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of time per year providing training'\n", - "training_time = ['train2. On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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6OKFpmqZpmqZpmqZp2rwKzXcFNE3TNG2S7eVJW0fxcKs+HzHqaQh3YYj+83WibK9A2j6Kp5yqz0eMBA3hhbptT3OOVyLrDOEpm7pQJxGjHpE5LR+vzcL1LLLOEK6ySITaiRqNum1PEVdZZO1hXFUiEWojajTpttU0bRr9DUTTNE07bYwV93FP/yewvGzV55fWXcHVCz5BPNTyMtfszJcqHeZn/R+n6CarPr8wfgHXdf85iVDby1wzba485dGXe4ytI5+n5KVZ1/RGLmz7DUISm++qnfGU8jiaf5LHR/6VgpNiTdNruKjtt4iYdfNdtTOeUh4D+e08Nvwv5J1xVjXeyMXtHyJqNsx31TRNO83oaR2apmnaacM0ojSEu6kLdRI3W4kajZgSme9qnRVMI0JDqOu4to3Od7W0E+CoIkfzT5FxBrC8HL3ZRyjVCORpJ8ZRJfoLz5C2j2KrybZNz3e1zgqushgobGfC7gva9lGKbmq+q6Vp2mlIj5zQNE3TThstkZXc0P2XlNw0lpel5KbpzT3KgczP57tqZ7ymyFKu7/40JS9Nyc1S8tIcyT3BvvRP5rtqs3KVTap0GFsVaI2sJmIm5rtK80IwpgTrTCOGgTmPNXr5FZ0UKauHqNlEU2QJhpya4xdkStuGjBjyItvWUw4TVh9Fd4LW6KrTfqRA0Z3w29ZooCmy9JS1Lce1rWlEX3Tbapp2dtLBCU3TNO20ETIiNEUWl393lUPBTengxClgSpjGyCJgEQCecrHc3BkRnCg44zw+8q/YXp5ruv6EVnPVfFdpXoQkyqqGG8nYA5S8DBua3kzErJ/var1slFL05h5j+/jXWFp/FRe2/QaGxE9J2aZEWVF/HSmrl6KbYl3jG4ibzS+qzJKb4cnR/yRtH+XqBX/MgvjmU1LXl4JSiiO5rTwz9hUWJS7mko4PYcipCQKaEmFZ/VUkSwfJO6OsaXytnj6maVpVOjihaZqmadppLW0fZbS4l7CZwFX2fFdn3ogIHbEN3ND9aRQKUyLIK2iGrqtKDBd3kbaPYrkZQJ2yskWEtugaru/6VNC24Rd9dz9rDzFS3IOr7NP+unWVxUhxN2n7CO3eOpQ6tW3bGlnJtV2fROEF160eOaFp2nQ6OKFpmqZp2mltqPAsrrII88qczlFJxHjFJsAsuOOMFV94yco/1W07XNyJ7RXOiBVwiu4EI8U9L1n5r+TrVtO0uXvlhNs1TdM0TTvjuMpmpLin5vKy2iuDUoqcM0LSOjzfVZkTTznBqInSfFdlVkop8u4oSevQfFdF07RXuNM/lKtpmqZpp4BSCtvLM2H3MVR4jgmrj5KXRhDqQp10xDbQGdtIPNR6wnc6lVI4qkDWHmSk+DxJ6zBFN4XjFTEkRNRspCHURUt0Bc2R5cTNFkyj+iokSilcVaLkphkvHWDcOkjGHvCXV1WKsJGgLtxJa3Q1HdH1xEMtZ8Sd2blSSuEpG1dZuMoiZfWQsnoBhVIeBTdJ1h6q+lpTokTNhlkS+Sk85VJwkoyW9jJS3EPeGcX2CkSMBE2RpSyIb6ElsoKwkUBEXpLjnAtX2RScJLWmL4SMKFGjEZG53WuyvTyWm0UBMbMJUyK4qsSEfYSB/DOkrB5KbgZDwiRCbbRH17IgvplEqG1O15hSCg8naNvnGSu+QM4ZwfYKiBj+tRvqpDmyjLboauJmS0Uby7SyFF75WrC9AkfzT+OoQnAsBXLOSNW78YJBxKwjbNQeaTNb25oSJWbOvW0nj931/Os2bR9l3DqIwkPhUZzxug0TNZuqXrclN43tFQEIGzGiZuOs9Si6KVxlIQhhs57Ice3gt63CC95jjirRn38a28sD4Hglcs5I1SWda5VZyVP+NaDwahxvhKjZeFIJN5VSWF6OlHWY4eJOJqwjWG4WQwzqQgvoiG+kM7aBmNkya/klN+NfmwixUAsGJrYqkCwdYrCwjZTVh+MVMCVKfdj/G9ER20DcbJnzdaFp2ok5e77NaJqmaVoNSnmMWwfZO/EDerIPU3IzuMoqf3k2JERIorRF17Ch6c0sqb+CsDG3RHueckmWDrIv/RN6co9QdCdwPQuFG5QvGJgYEsKUCI2RJVzZ+VHaY+uql2Ud4lDmfo7kniBjD+CqEq5yUMHIAcEo17c5upxNzb/CsrqrawY7ziSuZzFc3M1IcTcpq5cJq5e03U/RTQJQdFM8NPi3NTvK3fHzuKzjfxAPtdTch+0V6M0+xp6J75IsHcRRBTzln6vJ1TCiZiNL665gQ/MttEbnL/lmsnSQe/v/DA+n6vOLEhdzeecfEJlj4sJDmQfYNv5VXOVwdefHaI9tYG/6B7ww8WPyziiusoPrTDAIETKitERXsLnlnSypuwJzlgCF7eU5nH2IPRPfI2314aginnLK77PJa9eUCDGziYWJCzmv9f3UhzunlVVwx+jPbyNZOsiE3UvK6iXnDJef78s9ylDhWagSPApLnHNb38faptfWrOuE1cc9Rz9es2274+dxRedHZw0GgB/oGC3uZbiwkwm7j5TVQ9rup+CMl9vlkeHPYkq46uvbo+u4svMPqavSDjvGv8mBzH2AYkXD9VzW8fsz1kXh8vDwPzFS3E1IYmxueQcbmm+Zsk3RTdKff4akdTB4n/WRdY4FTo7mn2TkyJ6qgbmQRNnS8m7WN7+pZh3Sdj/3HP04jipWfb4zdg5Xdv4v4qETSziqlMdI8Xn2TvyAvvzjWG42uGYrPscnYnTENrCp+a0sTFxEyKi9XPLO5J3sS/8EU6Jc3/3nxMxmdqW+zYHMvZTcNF65bMGUECGJsyC+mc0t72RBfPMpXM1E07RJOjihndVc1yNbKOF4HiJCQzxKOHR6/jEplGwKJRuFImyaNCSi83rHTtPOFp5yGSzsYOvI5xkr7QsSskWJGPWYRgSlXBxVwvYKDBS2MV46yGb7KBubf4WIWTdr2T3ZX/L02JdJWT2AKndwDYkhCAqFUg6usoPOmk2kxpKCCo8jucd5dvw2PBwEk5BEiZixIEGf4HglHFWk5GUYKjxH2jqK2+GwquHGM34EheVleS55B0dyT1Q86pU7HwoPy81y/F32Y6/PoWrcCfdHzuR4LnkHu1P/HYyaMQgZcSJGFBETT1k4XpGcM8yeie8yXtrPxR0fZkHsnHm5U6pQOKrod8CUF4wkOBaoKrlpOIHEhY5XKAchjuaf4mj+KZ6f+D6usgkbccJGAkNCwTWWx/KyDBWeI2ePIJ0GS+uuqNkOjmexK3U3O5N3Bm1rEjbi/vtMIsEIiMlREH7Z4WJdzUSRo8W9bB35PEV3oqI1jt2Jd5SF505Q7VpwDWsO0ykUjir5QcoqbVt0J2peS9OPvcCe1Hc4mLl/SvmqPBVJYbnZmslLrXCm5igDy8uQd0b8n93MrHVR+CMn8s4oIYnheIVp24yXDrB19AvByJHJ1x2bNuUqi1KNtg0ZUZw5tK0bfKZWb9tUzeOtxVU2R3NP8uTofwbTTxQhiRE16zEkglJO8Dme42h+K+OlfZzb+l7WN725ZoDC8rLknFEMMenNPUba6uNg9n5QipARJ2o0AIKrithegZLyl7bO2oNcteBjdMQ26BEUmnaKndnfYjRtFv1jE/zj7Q9weGCc+kSUP3nPDWxZtXC+q1XVT7fu5Rs/ewrbcTlvzUI+/cGbCZmnZyBF084kKauHp0a/xGjpBQShJbKS1Y2vZmHiAmJmE55yGC8d5HD2AXpzj1HyJtiVupuo2cS6ptfX7PAr5TFU2MlTo19iwu4BIGY20x0/j+74+TRFlhA2EjiqRNYeZLT0AmOlfSypu5yE2Vq1TINQ8NqlGGIGU03OoSW6gpjZCAgFZ4ze3KPsT99D1hmi4I6zO/VtuuPnUR9e8FI148vCNGIsq7+K5sjS8mM5Z4Te3KPYXo6QxFnecG3N9vPbvHrSPU/Z7Ev/jF2pb2N5GcJGgkWJS1jVcBMt0eWYEqHophnMb+NA5l5GS3sZLu7mqdEvctWCP6IpvPRlDxg3RZZwQ/dnKLoTWF6WkpvmaP5p+vNPveiyD2buw1Z5QkaUlXU3sLz+OpoiizEkRMEZpyf7MPsyPyPvjJB1htiVupuO2HoSofZpZSmlGC09zwvpH1Hy0oSNBMvrr2Vl/fU0RhYFnUeXvDvGeOkAw4WdJK3DLKm7PBg1Mb1dG8ILWd/8JpxgSoPCY7DwLCPF3QC0RFawMHFh1dEIhoRpja6e8fgbwt3c0P1pSm6akpeh5GYYLGynL/f4CbelKREW1106pW0KbpLe7COUvHSwlObV1Ieqvz/rQwsIGzMHQk+luvAC1jW9cUrgYqjwLEPFnQA0R5ayKHFJjbYN0R5dO3P5oQVc1/Upim6KUnDdDhV20pt7+KTrPFZ8gafGvkjSOoQgtEXXsbrxVXTFzyNqNuAqi7HS/vKos4Kb5Lnkt4iH2lhRf92MoxxcZfP8xPcpuRPEzWZW1F/P0rorqA93A5BzhjiQuZeDmfuxvEwwCu+HNEeWzxrA1jTtxOjghHZWsx2P4WSW/rE0DYUoJfv0TaiWK5ToH0tjOy5LOptP5GaYpmk12F6eXalvMxpkoW+LreXKzj+kLbp2ypfVpsgSFiUuojH5LZ5N3k7BTbIzdScdsfW0RddO65Qqpcg7o2wf/zoTdi8AjeHFXND2ayyrv4qQxKe9Zo16DQU3hSEmZo07eSJCW2wtV3R+lLpQB/XhrmlfqhvC3bTF1lEf7ubx4X/FUQVGi3tJWT1nfHAiYiRY1/T6KY8NFXYyVHgO28sRMevY1PwrdMTWn3DZY6X97EzdieVlMCXCxua3srnlHcTMY0PLG8LdtEfX0p04n8eGP8dQ8TkGC9vZnfoOl3b8HibVh+W/VCJGHQsTF055zJDQKQlO5N0xwkYd57W+n3VNb5wyjcm/xtaSCLWxdfQLuMpisPAsKaunenACl9Hi82TsQQCW1F3OJe0fnja9ppFFdMW3sL7pTWTtQUyJYEr16Ugt0RW0RFeUf/eUw9OjXyoHJzpi67mo/TdnzCsxk7CRmNa2kVTdSQUnQkaM1Y03T3lsrLSPkeJuSlYaU6Ksb3oTCxMXnFRdT7XmyFIuaPtg+XelFM+MfaUcnGiNrubCtt846Y532IjRnTh/ymP70j896eCE5WZ5LnknydJBABbEt3BF5x/QElkxZeRCc2QZixOXsH386+xM3knOGWHH+Ddpi66eJbioyDsjJMw2Lm7/MCsbrp8SlG6MLKQtupawkWBX8m48HI7mnyLrDNFqrjypY9I0rTo9FknTNE07KymlGC8d5GhuKx4OYSPBpuZfpT26rupdtIhZx7qmN9AdPw/w56Qfzv6yxvBwFXRctzE5vPjc1vewouH6mkkURQwSoVZiZhNSY1oC+MnxuhPnBXecq9/tMwixOHExbbE1QW08Jqze2RvlFUopj0PZ+8sJCTtjm1jf9CaiRtO0bUWE1ugaNre+sxy46Ms+ylhx38ta55eesDhxCasbbq6aVNIgxOK6y2iJ+Dk3PGUzXjpQtSRPORTdFJPJJZsiS2cMGhhi0hhZRF2448UfhnZWU0oxXNzNUGEHCo+Y2cw5LW+fFpiYFDHqWd/0ZjpiGwBIlg7Qm310yrSVagSTVY03s6z+yqqj5cJGghX115fzglheltQZsnKMpp1JdHBC0zRNOyt5OAwVdpJ1/Lu5rZGVLExcMOMc4USog+X11wZ3cxW9uYcpuukqZbv0ZB8uz5fvTpzP0roraia8O9VEhJjZTGP42DS1oje9npov744zkN+GwiUkMZbUXUZ9uKvmnVRDDBYnLqU5shzwp5YcyT+OUic2T/50FjHqWVZ/FbFQc41gmpAItdIUWVx+LBfkPpi+rUnEOJZHZaSwm4I7Xl4VQtNOlqssBgrbybtjAHTE1tEV31Lzc1xEaAh3s6z+agzCKDwOZx/CrpJ7o1Ii1MbSuitqBtVEhMbIIhJmG+AH5PLO6Is4Mk3TqtHBCU3TNO2s5HhFxkp7y793xDYSMepnfI0hBi3RFcSDL6B5Z7TqiATLzTEeDDE2JUx3/Pwp0wNeDoaEMSvueHs1EgtqMGH1UnD9lRPCRoLO2KYZR6+An0egM7YJ8ANd46WDVZdWPFNFjDraZslK2eT3AAAgAElEQVQdYEpkSmetVgfPIER7bC0J05/yMVDYxmPDn+NI/gl/ScmzKKijvbxsL8dY6diopc7YOYRk5pWUDDFpj64L8vRAzhkmbR+d8TUJs43myLIZtwkb8fKqSApVzoeiadqpo3NOaJqmaWclV9lMWEfKvzdGFhKS2svKTaoLtRMzG8k6AziexYTdyyIumrJN1hksd1TDRh3N0eWnNGu7CpLOePh359LWUYpeCsvNllcYcD2rnEvDf9Ep2/1ZJ+cMUwpWOggZMRrCc0uMXJmYM2MPUHLTc1pa8kwQNuqoq5I/YiqZGsSpEWQQETpiG1nVeCO7U9/BVRa9uUcYKGyjK34uS+ou93O6hBeXt9e0uXBUkbQ1GVgQGsOLZl3SFqA+3EXYrAN3DMcrMGH1zZirJmo2EjOnT/OayuBY8lZ1wiuOaJo2Ox2c0DRN085KChfL8zukBiHCRt2cAghhI1Fxd8ytOq3DcjN4ygHAlCjxUzhqwlMuGXuAo/mt9GYfIW0PYHs5XGXhKQcPt7w8n45IzE6hsNx8eQpOWI6d39lUBiJsL4ejrJekjvMhbMRPaUAtbMTZ3PJuYmYzeyd+RMYewPby9OUeYyC/jfrwArri57Kq4SbaomuC96MOUmgz89Sxz3FTwkFOn9mv24hZV55m5ymHkjfTMqxC6BS/HzRNOzk6OKG9KEop+sfS7O0dZiSVI1+yiIRCLGipZ/2yBXS3NWAaL/7DPl+02Ns7wsGBMTJ5PzldU32MxR1NrFncQXP9zEP8XkpKKZKZAnv7hukfTZMtlHA9RTQcorEuRndrA8u7W2lrrJ4kryo5VvZErsiuQ4McGZ0gV7AIh0xaG+KsWtTOyoVtREInttyo7bj0Dad44cgIyXSBom0Tj4RZ1N7E+mUL6Gg++WWxHNdl35FRXugbIZktEDIM2pvq2LCsk8UdzZim/sOvvXyU8sqdSRETY45/8gwJIfjvK4XCUdOH7jqqWL5rZoiBOYcRGXPhKYf+/NM8PfYVRop7mAw+mBIhEWojbrYSNhKEJIYhIUZLL5CZZbiyBh5WOSGeaYRnndIxqXIlCVfZKHX6rvh0ovykf6c2OJAItbKl5d0sSlzMwcx9HM4+RMbux1FFUlYPKauHg5n7WV5/DRub31J1JRxNq6Rwy4FFwZxxSdBKJmEkmL3u4eHOMgWj1pLRmqa9vPQ78SwylMzw99/8BclMgQ3LOvndW66kITH1C/PR0Qn+5a5fMpLyhyNff/5q3nvzBdMCCNv3H+WLP3iComVz4wVrePerpi5/5XmKQwPjfPfhnWzd08tIKkuhZGO7LqZhkIhF6Gyu54pzlvHmq85hSWfzrEGKTL7E/7nzQQ4NjHPOii5+95YrCJkm2/cf5fb7trG3d4RUtoDluAgQDZvUJ6JsWt7Fn77/JlobTm45scpj2nGgn6/+5EkmckVCpsGlG5fyzhvOn9aOAJ5SDCcz/PDRPdy/bT8jqSy5ooXluChPYZoGkXCIuliE5vo4G5d38rrLNnDh2iXM9l0sEjIplGwe3HGQ7z68k96hJNl8Cdt1MUSIRcI0N8Q5f/Ui3nHDeaxb2jFr+1q2w56eYb790LPsPDjIeDpP0bJxPI+QaVIfj7CwrZGbLlrLqy9Zx4KWhpplJTMF/vH2XzAwlmHLym5+/61X0Tuc5PZ7t/HU3j7G0nlKloOIEI+GaW9KcN35q/mVazbT3daov4xqLwsRozyNQykXDwe/sz/z9ecpp9wJFYRwlZUMTImUv/gq5Z2yfA/Dxd08Ovw50rY/HaUpsowV9dexKHEhMbOFsBHDkDCCicJj68jndXBiFsLk+TL9jo5nzTlJo1sxUsKUMDLHjtErmYhBW3QtzZFlrGl8LQOF7RzOPkiydIiim8TyMuxL/4Sx0gtc2PZbLK67ZM4dTm12SrmcTWuRCyYhiWCTQ+HgKZe5fI77wcQggIwxpyl9mqbNPx2cOIuYYpDOFXnu4ABFy2Z0IjelU62UYmAszcPPHsRy/C/e0bDJO288b1rH9vmeYXYc6Ecpxc0Xr5vynOt5bN/Xz2fvepDne0fKc6MBTNPAcT3SuSLpXJGD/WM8d3CQ373lCi5Yu5iZuK7H/qOj7D48hGW7lGyHh587xL9/5xGOjExM2VYBBcuhYDmUbIfGxPTOw4nwPMXOQwP887ce4PneYUzT4IpzlnPzxeuoj08f/quUon90gv99+wM8sacX2zl2Ny1kGmAKjuvhuBb5osVIKkvfcJJF7U1cuHbJrPUxRPj2Q8/y9Z89TTpXLD9miIHreeSKFrmixcBomoMDY/zp+25i3ZKOmp1+23H56da9fPGHjzMwli5/bxHx7/rajksyUyCZKfB87zC7Dw/x+2+9ksUd1YeqO67L3r4RegaTuJ7H47sPc+vPn+GZF46glP+VwTD8umYLJbKFErfe8zT7j4zysXddx6L2Jh2g0F5yBiZRswFsP3eD7eVQSs167Vlevrx8qDB1FYJJYaOu3KFylU3RnZi2zYnylMue1PeCwISiJbKCKxf8EZ2xjQhmENQ8VnfHK+lhyHMihI06TIngqAK2KuB6JZhDf7jyvE6Woc1ORAhJjObI8iBI8WoGC89yMHMfPdmHsbwsY6V9PDP2ZZoii2kML9Z/E04RJ5j+dbYwJETEaKDgJnHViXyOZ4+NuJAQEbP2DRdN004fOjhxFolFQ6xa1Mb2/f2Mp/OMTuRY0d1aft5Tihf6RrAcF9MQXE8xlMwynMyypPNYJ1QpxaHBcSzbpS4eYfXi9inP7To0yD/c/gsO9o8hCCu6W7nxwjVsWtFFXSxCtmCx89AA9287wOHBcbbv7+df//th/uQ9N7JmcfucvoBM5Ao8/OwhvvbTpxjP5Dlv9ULOX7OIZV0tRMMhktkCL/SNsPPgIJdvWu4HBE6S53k8vfcI/3zng+w/OkYoZHLThWv40Jsvr9mJtmyXO+/fwaO7DqM8RXdrA6+6eC3nrlpEY50fEMrkS/QMJdl5cIAXjowSDZtctXnFrKMmAJ7vHWb7/n4cx+Wyjcu4/vxVLF3QgmkYjKSy3L9tP4/v7iFbsHi+d5jb793GH77jWprqpgdpHNfjge0H+I/vPcpQMkskZLJuaSc3XriG1YvaiIRDpDIFntrbxy93HGRgPMP92/ajlOKjb7+WBS31M56zvuEUn73rIYaTWbasXMj1F6xm7eJ2QqbJWDrH/dsO8Mhzh8gVLR7b1cPXf/Y0H3nrlTS8yICSps3GlAjNkWXB9AhIW/04qkR4lkzveWeUojs5xzlCU2R6QLE+tKC8ioHl5ZiwelmUuOhFBQtyzjDjpX2AwpQoqxpuojO2qeZdZVdZ2F7+pPf3StIQ7iJqNuI4BRyvSMYeoC7cOevrJqy+8s/1oQV+sEubM/9vhxCWBIsTl7Igdg7d8fPYOvoFiu4EY6V9DBWeoyG8sDyVSjveZBLGuSVgLDpJbDXzsplnkpDEaIosYcLuBRRp+yiusmcdCZG1h7C8HABhI1ZOxqpp2ulNByfOIrFImBXdbQiQyhUZSWXxlMIIOpaep9jTMwTAqoVtHBwYJ5svcbB/bEpwolCy6R9N43oezfUxuluPJQTL5Evc+vNnOHB0DBHYsqqbj779WtYu6SBcESC4fNMyrt6ykn/774d5au8Rdh4c5Pb7tvHRt11DY5UO9PHGM3m+/OOt5IoWH3j1xdxy1SYa6+OYhp853FMK1/NIZgpEwyf/hcb1PHYcGOCzdz3EviOjRMImN1+8jg+96XK6WhtqdspT2QKP7jyM5yma6+P83luv4obzVxMOmwj+FzJPKa70PGznXIaSGQbHMyzraplTvSaDCO+88Xze+6oLaK6PYxh+XZSCSzcu5b9+/CS3/2Ibnqd4ZOch3nHDeVWDE33DKb7+s6cYSmYxDOHGC9fw22+8jIXtjeURM0rBlZtXcPmmZXz2zofoHU7xwPYDrFvayQdecxHmDMGJTL5EvmhxzZaV/MHbr6GrtWFKuZdsWMpt9zZx273bKJRs7t+2nys2LeO681fPqS007WSZRpT22Dr2p+9B4TFS3I3lZQkbtYMTSnmkrMMU3DEA4qEWmipWbJgUM5toDC8hZfXgqhKDhWdZ1Xhzeem6k1FwkuWlGsNGnJboyhmHuxfdCTL2wEnv70wxPT/EiQ9ZbwovpS7UTs4ZwvbyDBd3sSCxZcbcE66yGCnuDupg0hxdPutStFptIv4IluX11zJQ2M6+9E9ReKSs3qDTPYe/5RV/i9ScJ+fMj+OvrZOtbUii/vceXCwvj1LejEHQtH2Uops64f1M/75zerRuxKijPbaO3tyjgGK4uAtHFQlROzjhKZfR0guUPD+ZccJspzGy6GWqsaZpL4YeD3oWMQ1hcUcT9fEorutxZGQC2z423SBXtNh/1P/CfdnGZSxqbyJbtNh/dHTK1IyRiRxjE360eeXCNhIxP9uxUoqte/p4eq9/J6mzuZ7fedPlbFy2gEjIRETK/8Ihk03LF/Brr7uEBS31eErx4PYD7DjQP6djsWyXofEM77zhPN590/m0N9cTCZmYhoFhCCHTIBoO0dXaQMscc00IlAM14I8o2Lqnl7+/9T5eODJCNBziLVdv5iNvvWrWvAij6Ry5oj8Xua0xwbmruolGQhjB8RPsK2SaxKNhlne1ctnGZcQi4TnX9dKNS3n3TefT2pjANI1y2xqG0Fwf5/VXbGRpEFTK5Eu80DcyrRylFPc9s499wXPrlnTwwddezJLOZkKmOaXMWCTEFZuW8/7XXER9PILjevz48T30DCVnrW97Ux3ve/VFLO6YXm5zfZx33Xg+m1d2+4GzTIFfPLOfQunUzNHXtFoMQiyIbaYh7H8pHbcO0J9/pjwPuZqcM8rhzENBrgFhSeLSqsvLGRJiWf2V5bu9R/NP0p9/KpgPfXL8DsfclqnzlMNQ4TlS1uGT3t+ZwjSi5WR1nnIoVVk9ZTYxs5lFiUswCOGoIn25x8nag1P+9lVSyuNo/kmS1iEAEqE2Fid0boTaFHPpzIoIhoQJG8cSL8+9TaU8WgnA8jJ4p/HqKYZEMILVIhQupZOc+pUItZWv/5w9TM4ZplZb216eo/knT+o9MrVts6fNyjSGhOmOn09dyB/pNFLcy2Dh2Zqf40opsvYgPdlfBrmAhCX1V0w5Pk3TTl86OHEWERE6Wxpoa/I/gHuGkpTsY/MOewaTpDIFTMNg86pulne1YDsuPYPJKR3F0VSW8Yw/VHjVwjZiEf+PYtFyeHTXYSaCHAhbVi3kgrWLynf0j2cYBueuWsh5axYhImQKJX7xzH48b27R+NWL23nVRWuJR+fWoZ+NiBANjsV1PZ7a28fn7v4lB/rHiEXCvO26Lfz66y6hrXH2P2DRcKgc6MgUShwZmaj5Jfdk1MUjXH/+Gtqbqi+1JiJ0tTawdIE/EkMpxeD49C8j6VyRx3b1YLsekZDJFecsZ0V3a83ASyhkcsMFa8rl9o+mefS5w7Me25ZVC2ccFdJcH+eac1cSCpl4SrG3b4SBsRP/8qRpJ0JEaI4sZ2n9FRgSxvYK7E59m7HSC1WDCJaXZ1/6xwwUtgH+MP5lDdcQqpIQE4Tu+Pl0xNYHr82yffwbHMk9geOVqN55ULjKZsI6gutN/+KfCLWVR3XYXoHR4t7ynOlKnnIZLuxmV+ruKQkbz1Zxs5VI0Jm1vTyDhR0nfNwiwvKGa8pTdIaLu9g78YPyndVKSinGSwd4LnlHOefEwsQFdMQ2vMgjOXs5nsVQYRdZe2jG4J9SirR9hOHCzuARoTGyuJxcdiaCUB/qKv8+VtxP2u4/pX97T6WY2UTU8EdSuZ7FQGF78NlwYlqjqzENf5TAhN1LT/YRXK/650Jf7nEOZu6f0/SP41W2bbJ0iLR95LRoWxGhPbbenzaHScmdYFfyLpLW4arXmuXleH7iB+XpfI3hxSyru3LOqzVpmja/zsh3aqlgUSza1NXHMENGzY6WUopi3qK/d4yeFwaxSg4d3U0sX9dNc2sdhln7tWeqBS31dDTXc3gwSc/gOEXLobHOb4u9fSNkCyU6W+pZ1tXKiu42HtpxkMNDSZKZAolYBKX8PBTJTIGQabCiq5VI2L9MxtJ5DhwdLSdTvHj9EkLmzHc84tEw565ayC93HCRfstl/ZJTxTJ72ppmXqzQMYcOyzlOaOFFESETD2I7L47t7+Ze7HqRnKEkiGuY9N1/Ie266oOqqHNUsaKlneVcrg+MZRlM5/u07j/D+V1/EResWUx+P+tNPXkS9m+ribFnVNWMZiWiY+vjkSgSUR3JUOjyUZGjcnztfH49ywdrFs67q0ZiIsmVVN7sPD1GyHXb3DJErWuV9VbNuSQd1sdqJ4kSELSu7iYZNbMcfFTOSys4YKNFeWZRS5JxhJqxebK+ArfLYXgHLzTJYeLa8XcrqZWfqLuJmC2EjQdiIE5Y4sVALLZEVhIyp12nIiLKx6S0kSwc5mn+K0eJeHhr6B9Y0voaF8QuImk0oXJKlQxzKPkBP9pc4qkjUaGRD8y10RNfXDBDWh7s4r/V9PDr8L2SdQcZLB3h4+J9YnLiE7sS5NIQXEZIYrrIoOGOk7F7GSwfIO2Nc2/VJGozuKWUmzDY645tIWYdwlcW+9M+oC3WyuO5SQhJFoSi6KY7knuCF9I/J2oMkzHYKbrK8TGatts27o6RKPdiqgO3lcbw8lpdjqNxJhLQ9wK7k3cRDrX67GglCEiceag7adn7yxMTNZjpiGxgr7cdVFi+kf0LYqGNJ3eVEjQZA4SiLkjuBaURojizHlOlB7ebIMra0vputI5+n4CbZlfo2abufVQ030RJZgSFhLC/DQGE7+9P3lDs3bdG1bGp+28ueDDNjD5K2j2C7+fL7wfbyDOSfKW8zYfXxXPJbRM2m4Jz5/2JmC62RlZjGy1Nny8vwzNhXsL08rdHVdMY20RxZSjzUhiGm/33MTTFaep796Z8zWnoBgLbomiDh61zulQmt0ZU0hBeSsfvJOoM8Pfolzml+G83RFRjBaiyWl8fyMjSGF5EItVctKWcPk7L7sL1cuV1tr8BQYUd5m7Tdz87kncTM5mPvByNOzGiiNbpq2mfN8aJGA52xjQwXd+Iqi0OZ+4mbzSyru5qY2cxksLLoTWBg0FLjfLVGV9MRXc+R/BPYXp5nk7dRdFMsq58sxyNjDwSBiftwVIGI0YDlZebQpse0RFfQGF5M2j5CzhnmmbEvs6n5V2mNrsYghMLD9nKU3AwNke7ySIZpbeuMkLJ6gzbN43gFLC/PSHFXeZusPciu5F0VnzVxQpIgajbQFl097bMmbMQ4p+VtpKwehou7GCzs4JdD/8Dqxpvpjp9HxGjAUzbj1gEOZe6nJ/sICpeY2cLmlnfQHF2uv2to2hnijAxOPHLPTh780Q4uvWEDF12zjs6F1e/Yjo9k+ME3HuH+H2wnmy6gPEU4EmLp6k7e8mtXc/F16wmHz8gmqKkxEaO7rRHDEIaTWdL5Ip0t9Tiux8H+MQqWzeYF3TTXxVi6oJl4NMyR4RTJTJ6F7Y1YtkvfcArH9ehormNBa0N5hEA6Vyzf7RaB5RXJNmeydEEz0UiIfMkmlS3QP5qeNTgRCZksbm/GfBGJLo8XMg3CIZPt+/v59+88zOHBJI11Md590/m8/bpz5xyYAEhEI7z5qk083ztMKltg9+FB/v7W+9i8qpsbLljNOSu6KqY4nHhd62KRGZfyBMrTJia57vQ7HANj6fJqH7FoaEpukZms6Dp2bvtHJ5jIFWsGJ0zDoL2pbtakpE31MZob4mQLFtlCifFMwV/ZQ39f0PBX0ziUfYDtY99A4fl3/pT/v1uReT5tH2Vn8o5g9QpBMBAMWqIruHrBJ2iKTE961hDu5oK2X8P2CowU9zBe2s/To1/iWSOOKTEUbvkLtMIlbNSzvvlNrGt6w4ydO0NMFtVdwnlt72f72NfJOoPknRH2pX/KoewD/tKTiD9BQ7m4ysJVFlGjoWo2fRGDtY2vY7Cwgwmrl5wzxNbRL7ArdTdxsxlHWeSdUUpuGg+XFfXX0hU/l6fHvjzjHHOFS2/2EZ4a/dK0tq0cQZJ1BtmZunNa2zZFlnJN1ydojiyb6+k8pUQMVjfeTH9hGxNWD3lnlG1jX2VX8m5CRgwVtK2Hy/L6a7m4/XcwzenBCVPCLK+/lqw9zO7Utym44xzKPMCR3FZCRgyDEK4qYXsFHFUEFG3RtVzc/ju0Rle97J2bA+mfsyt1F65y/POmPJj2fjjCs8nb/XN13Dm7ofsvqDdmT/p5KijAcrOMlPYwUnyeA5l7MSUc/IvgBUu4OqoY5FVRNIQXsqXlXTSGF82pbUWEhvBC1jS+hmfHb8NRRfrzTzNa3EvYSGBIyL8OlEPYiHNpx++zrP6qqmUdyj7IjvFb/eUmy+8HNeV9mbH7eS75rWnvh4ZwNzcu/KtpwcXp9TVY2XCDHxQtPU/RTbFj/Db2pL5P2IijlFe+bhcmLuTyjv9JvMrnTcxsYmPzW0hah8k5Q+ScYZ5N3s7zE98nJFE8PFxVxPLyCAbrm96Iq0rsnfjxrG1a2bb1oQWsbXwd28e/gaMKDOS3M1bcF6xMFMJVNp6yMSXKpR0fZkVD9WurN/sIz4z914xtm3WGqn7WxENtvGrh31b9HG+OLOfCtl9n6+h/MF7az0hxN8nSIcJGHFOiKBxsr4gdfI5HjUY2Nf8KqxtfVTVYqWna6emM65k7tssj9+zkyQf2sHdHL60djdOCE0opshMF7vjCL/jpXVuxS8c+EAu5EjufPMRwfwrHdrnqNZsxZrmTfCYxDPFXYAiZFG2H3qEkqxe1k8wUODw4jlKwvKuVuniU5d2tNNbFGBzP0DecYuPyBRQtm8MD4wB0NNeXO8hKKYqWTbbgD0mMhkM0zrEz39qQKHdci5ZNJl+c9TWmYVB/AsGCuYiETZ7vHeZrP32S/UdHAVjR3cotV50zpySdU+pnGly9ZSVFy+HWnz9Nz2CSZLbAQzsO8viuHpZ1tXDBmkVce95qNi5fQF0sUnP6SzV18Qjh0MyjUmYrTSlFJl8qT+1JRCMzjm6o1FYRPErnShSt2suSRcJ+Xo3ZvlyGTZOmujhHmEDh58nwlMKY9Ui0VwpBEDGO3UUNLo25/aGqndpQxKAzdg5XL/gYeya+x+HsQ5TcDEV3AkUSEAxMQkaM1shK1jW9keX11xAxZ5/iZUqYNY2voSm8hL3pH3E0tzW4W1jEJo/fbfO/fBsSImo00hFbT6hGUs6O2Hqu6PgDto1/jbHSPhyvSMo6TCqopSFhYmYzqxtfxYamWzAkzP70zxFkxkSfk+1wfNvOxUxJI18u7bH1XN7xEbaNfZ1x6wCuVyLvjoHrt6+BiSGhWYezh40457S8jabIYnan/pvx0oEgMJUFVLmNE2Ybi+suZUPzm4OpO/PRBoJgUv7TcQLvh1ojEUwjRsxswVV2sPLI7McVNhLEzJbyz1W3kRiL6i6i4CYpeWlcZeF4hSAJpArq5J+jmNlEZ2wTG5vfysLEhSeUxyNsxNnY/Cso5bF34keUvDSWlw2m5/gJsw0xyzkaajv2ngx+PQFz37glupJLO36PbeNfY7T4PI5XpOCOUyhft/71xgxTYQwxWZS4mMs6PsLO5B3B9W9RcJNMvWZbWdv0ejY03cJg4VmO5LYCxpxHPIWMGBuab0HhsXfiBxTcFJaXo+RlmGxbEZOYYcySXeTk23amzxpDTBYmLuSqBR9jT+p79OUexfKyFN0kChXUL0TYiNEWXcuG5rewpO4ywjMcf9hIEDdbUKjy1LGZ6+ePiImZLYQkQmiWlZ80TTtxZ1xwYmQgRX+PP7Wgua2eFeu6pm3jeYrtj+3nF997BrvkYJgGS1d10tRWz9jQBP2HRxnpT/KDWx9l7eYldC2Z2wiAM8XKhW1EwyGKlkPvkH83bTyTp3coSSRssryrhWjYZGlnC01BcGJv3wg3XriWou2UEyB2NteX81eAn0DSChJshkPmnIM6kYr8DLbrTcmDUYuIn+DzVMoXLb78oyc4cHSsPDXlYP8YP3xsN++84fwTzm0Rj4Z5zSXrWbekgx8+tpvHd/XQO5zCclz2HRnl0MA49z2zn8s3LeONV2zinJVdROc4UiccOjUBs5Lt4Lj+l55I2Jzznb/JPCMARdvBcWsPGTeOG8FRixhCpCLgUrLt02I+q3Z6MAixpvG1Ne90zv76MPFQ7bwnfv6JFVzU9lusangVA/ntTNiHsdwcISNGItROZ2wjHbENJELtc+jcHGNKmK74ubRGV/L/2bvvKKmu/ND333NO5dBdnXM3nYAmJxGFJCRAKEszkjwKkz3jMLav77Ovn+9d136O7y0/h+c845mxZ0YapVHOAQkUyDnTQHfTOVfOVSe8P6ppaDqCENBof9bSWoIqdu3aVefU2b+z9+8XzO5kIHGCQKqNpB5C1VMokjlT3cNSRp61Ho9lxtBy7DHeh2SixLGELEs5PbFDDCROZLZtGBoWxY3HUjX0WrVDuTAMbi/5M3TS41aSkFCoda+n3Ll8yu9pRJ8wYZtgbK8GRTJT6lhGtqWS3vgRBhMniak+dEPFJNuwKR6yLGUU2eZPGqQxy3ZmuG6h0DaX/sRx+uPHiar9GOhYZDfZlgqK7QvwWKqHJizXJjjT4HmA2qw7uJyqCTIm7KbR1zbVrtsodSzhXLla0yRbVSRkFuQ+ToPnAWCC4ITsZEHOE9S478CXbCKQaiemeknrUTQjnQnMKW6yzGUU2OaQa63BKmddVuldq+xmQe5jVDhX0hM/RCDVSkqPIqNglp04TQXkWKsptM0Zt436rE1UudZwOWMrYcIxxtiORZYUiuzzubXof9KXOEp//ARRdRDdSGGS7ViVLLLMZRTa5mJRxp8cK7KFKtca8m0zh77/p4ipg+hGGrPsJMdaTaljCR7LDOX+e+YAACAASURBVEySjQrnCvJtMwGGtj5NjVVxMy/nUcqdy+mJHRw6j4WRkLHILhymPHIs1RTbF4zbRq37jqFzzeWMrYLdlDf+45JMvnUWKwp+m/qsjfTGjwxtBYxhlu04TAUU2udSYJ09vKVoIvNyHmVW9r0A4+QWGt2/VYX/Dc1IApKo3iMIX4BpF5zoafcS9GUqScxcUEFW7uiTeSQY470XdhMNJ5AVmdUb5vLE726guDyXtqY+fvnPH7D/01M0Hmrn5ME2Ckqv7PaBa62yMAe3w0o4nqS9z4+uG/R6QwwEo+RnO6kpzctcqLtsVBR6ONUxwKmOflRNIxBJ0B+IYDYpVBXnXFBdIjMBVRQZVdPRdWPKE0tN14eDAYosTZrz4IsSiCQIRZOU5LmZUZzL3sYOwrEkT72/n/xsJ3evbLjkvlnMCrMqC6krz6d5jZd9Jzv47EgLJ9r6iCXSDAajvLXjBHsbO/jmppu4d3UDDuvkqxeuzJ1KCZOsIA+VNdU0Hab4mZ0LaACYZBl5ggvITFnXyds1DGNkuzfQMSd8fpIkYVXcQ3dzv7jXsCguiuzzKLLPu+JtW5UsCu1zKLSPPymaCllScJtLcGeXMDP7rsleGae5YNK+WRQXFmV6X0gPj4u5hPqsOz9nWyZc5iJc5iJq3LdfoR5eWV/E8WBRnBNOgi8mSRI2JXvMijUXP8+iOMlVasm11n7ebk76WmbJQaF9LoX2uZfVhlVxYb1Kx4MsKTjNhdSY76DGfcfnaMc05e+/SbJNuu1kPGbZToGt4bITwH7R55pzvxUljsWUOBZ/rram8t2++LUdEwRPBEH4/Kbd7MA/GCYezWwtqG0oHZUzwjAMjuxqpulEpmRlaVUej/7GOqrqi7A5LNTPK+fex1fhyXOjpjVOHmwjPcGS9enIabdQWZSDrmeSW0YTKZq7fei6gcdlZ8ZQPgFJkphVWYgsS/R4wwQicboGAqTSGlazQm3p+ROwJIHFZBqeWCdSaZJTHLdILImmZyalZpMJxxS3FlxpiiyzZkE1f/HdTfzR47ezacVszCaFUDTBz97Zy77GjswE/jLbri8r4JF1C/mL727ir793N5tWzKLA48IAen1hfvbOHrYfOXvVVgtIEjhtZizmzJ2DeDJNeorvLxw7n1HccUEbY0mrGsm0Oun70nSD2AVJOx3WS9vqIgiCIAiCIAjCjWvarZyIRZKkhnJIFJXnoly0/D0RS7Fry0nCwRiyLLH8tgbq5p5PtiTLEjMXVJBfnIV/MEx7cz9qWoMbaNuY1WyiriyfHcdaCUTi9PvDnOkcQALKC7JHlMpsqCxEliSi8RRne3xDyTA1XHYrtWUjs1y7HVYKPE5CsQSabtDjDTG3evS2mov1+EKk1My2ALfdMmkyzC+Kw2bmsdsXsaiuDIDv37eSQDjOZ0daaOvz808vfcaffHMDsysLLyvxmSRltrsUeDIVU26aVcGexnZ++NoOTncMMBCI8O7uRlbNmzFh5YsrqSDHhctuJZFSiafS9PvDUxr/zoHzyfUKsl24JggoqZqOPxxD0w1Myvjjlkim8YYyJWotZgWPyz683UcQhOlhMHGKlvDWoWXNV47LXMzs7Psn3ZJxPYipg5wOvUtc9V3Rdk2yjdlZ9+G2lF7RdgVBEARhuph2wQlN1TF0A5NZwWobmYTPMAw6zw5w8mArhm7gznGy5s55oyaa2TlOnO7MBVDQF0XXL+9u+fXKYlaoGSrRGI4n6fGFaev1DZXnLBoxHiX5WeRnOwlGMgkzuwdDqJpOYY5r1CQ2L8vBjJJcmru9ABxp6eGOpfUTTuQ1XedkWz/xZKYmd2GOm5K8L27Z9mQuzJNRnOvm+/evxBeOcby1l9OdA/zo9Z380ePrKM3L+tyZ2a0WE2vmzSAUTfD/PLOFeDJNtzfEQCB61YITM4pyyM92MhiMEkukOdHaN+o7cDFV0znR2gdk8knMKMmZNGFoa4+feDI9YcWT5i7v8PcgP9tJfrZTlPYShGkmmGqnMfgaKT16RdstsM2h3r1pWgQnElqIptD7BFJtV7Rdq+ym0rkaNyI4IQiCIHw5TbvghNmiICsSuqajaTqGYQxPcFRV4/i+s/R2ZO5mzF9eQ1n16L24siJjHkr4l0qmp7oNf9pQZJmSvCyynTai8RSnOwYIRpMoskxD1cjST267lZrSPHYeb6WtL0CvN4SmG9SW5o1IigiZlRNLZ5Wz81grsWSafY0d9AciFHpcY04yDcOgezDEwTNdqJqO2aRw0+yKC/JYXFuSJDG7spDff3gtf/6LzXT0B9h1oo0fv7mL3394LR6XfdzJ87nvzGRza1mWqS7Nw6zIxMlsbdCuYjCsMMfN/JoSznQOEEum2HWijQ03zSLLYR33M2ts7+d0xwAA2U4bS2dVTFo55HBTN75QdNzghKrp7DjeSnpoBU1VUQ6l+Vmf890JgnC1WZUscq31pPXYFW3XY6m8pKoN15JJspJjqUaRrnBFKdklsv8LgiAIX2rTLjjh9jiw2S1Ewwn6u/3omo4yNHEKDkb47L2jGAbYnVaWr5uNO2v0D71hGMN5JkzKjVnIMN/jpCjHRUuPl8PN3cRTaQo8TkrzRyb+yWzfyGPHsVaaOgcJDZX5rCvLx3JRPg9JkrhlQQ3v7mrkaEsPZ3t9PLv5AN++eznZTtuoyW4wmuD1bcc4MzTRrSrycOuimi/wXV86SZJYUFfKbz2wmr97fiu+cJzNe09TlOPiG3cuG3eFgz8cQ9V1ct12FFkZN0iRVjUOn+ke3taS7bSRfYllSz8PWZa4c8UsPj3SQp8vzN7GDt7f08i9q+aMyv1hGJmtOs9s3s9AMHNXdG5NMctmjq43frGuwSBv7jjBd+5ePqqsqKrp7Dzeyp6T7eiGgd1qZsWcKrJd4iJcEKabIvsCbiv+k0lLdl4qRTKPWwnieuM0F7Gy8L+hG1c2X5WEjH2cKi6CIAiC8GUw7YITJRV5ZOU4iYYT7P/sNDdvWkCWx4Gm6Wz74BhnG3sAqKgtZPHqeuQxKgLEIkkS8UxiPpvDckMuLS/IdlGY4+JUxwBHmrqJJtMsqisddWfbYlaoLsnDajFxpmsQTdMzZUaLczCPMXZFOW6e3LiEv3rqQ8KxJL/6+DDxZJr71sylvjwfq9lEMq3S1OXlrR3HeWvnSdKajstu5bE7llBecP1deCmyzG2LawlEYvz7azuJxJP8auth8rOdPLR2/pirBt7d3cj2o2dZUFtKw4xCqotzKcpxYbWYMQxIaxpdA0F2HW/jmQ/3k0ipWEwKi+pKybvKOTcaKot49LaF/OStXUTiKX7y5m68wRgbl8+ksjAHkyITTaQ4fraXlz85ypaDZzAMKPA4eXL9Epz2yUrNZYIwL31yBFXTuWvlbGpK8jApMqFogu3HWvn5u3vp9YUBmFVRwPql9SLfhCBMQ2bZPi22XnyRFMmE05Q/+RMFQRAEQbgk0y44UVFXSGVdIb0dXg7uOMPP/u4dFq+eSXfrAO++sJt4NInVZmbtXQvILxq7PFB/t59IMA5AToF7zADGdOewmako9GQmiEOVF+rL80clNpQkiapCDzku+/Dksbwge9ytGrIssWZeNd+5azlPb96PLxTjtW3H2XG8jRy3HZvFRDKl4gvHGQhEUDUdj8vGw7ctZMOy+km3B1wrVrOJ+1bPpT8Q5fmPDhKOJfnZO3vJy3Jy66IaTMrIfqfSKoeautl7qoNsp40spw2nzYLNYkKWZBKpNKFYkoFAhHgyjSLLLJtdwf1r5l71SbnNYuLBm+fR7Q3x3u5GfOEYT32wj/f3nsLjsmE2KcQSabzBKN5QDMOA0rwsvnffShbUlU4avMvLdrKwrpT9pzp5fsshth5sIsdtx2wyEYkn6fOFCUYTSEBpfjbf2nQThZ7pXdJQEARBEARBEIQra9oFJ6w2M+u/sowTB9oIB2K8/6u9bH55H4ZuoOuZRACzFlZyy90LkMYoU2gYBh0t/fi9mYl4SWUeJtONF5yQJImakjysZhOqlsJhNVNdkjtmcKCyyEOO+3xwoijHPWFFB5vFxNfWLybbZePZDw/S0uOlxxuixxsa8TxZkqgry+fRdQvZtHw2Dtv1kWtiPA6bhSfWL2EwEOW9PY30ByL8xxs78bjtLKkvH7F1oyQvk0i0azCIPxzHH46P226208ati2r55qZllBdem5Uj2S4bv/XAaopz3bzy6VF6vSE6+gN09I98nkmRWVBdwhMbl3LrwlqmWunznpUNLKgt4dnNB+gcCNI5EBz1nIYZRXz7rptYNW+GKCEqCIIgCIIgCMIIknF9ZIO8pE7EIkne/OUO3nh6O/7BMMZQUMJsMVHTUMJ3/sfdzF1WjTLGiohEPMVT//g+r/3sMyRZ5g/+5lFuvXfRmM+d7vzhGG29flRNx2SSmVGci2eMff66bnC6c4DI0AqLbJeN6qFl+RNRNZ3O/gB7T3Vw4HQXXQMBkmkNt91KSb6bJfXlLKwrpbLIM2rlwZjtqRpnugaJxlMoikxFoedzlx2NJ9O0dGeqRCiKTG1ZHlmO8XM+GIaBNxSjvc+PrhvIskRpfjZFOe4RwYloIkVbr4+TbZnkkT2+EIFwgkQ6U43CYbVQlOOivryAJTPLqCvLn7TiRa8vTNdAEMMwyHLaqCvPn3CVhWEYtPb68QajIEGhx0VlUc6Er5FMqTR3e9nb2MHh5m76fGE0XSfbaaOyKIels8pZWFtKUY5rRGWTiw0EIvzG379EW6+fLIeVP//OnayYU8XpjgG2H23lSEs3vlAMs6JQnOdm6cxyVsyporLIgzJBu4IgCIIgCIIg3HCmdGdyWgYnDMMglVTZ/9kp9n16Cm9fCJNZoXpWCTdvmk9lbeG4WzUGegL84/98kdbTvRRX5PJ7f/VVKusmLq0ojM8wDDTdQNU0dN3AIPPNk2UZsyIjy9INO7aGkVmto+p65r0bRqaKh3RuDCQUWc4kXb2OxiDzmemkVR196PiXJIb7OpXgwYXBCZfdwp99+07WLa7DMAxUTUfVzretyBImRUG5gb8LgiAIgiAIgiCMa0qTgGm3rQMyWxasNjOr1s/lpltnE48mURQZu9M6af6IrBwn3/rDu9A0HYfLSkllnpgwfQ6SJGFSpElXWdyIJElCUaRpt+om85kpU1rNcjltm03KdZtbRBAEQRAEQRCE69O0DE6cI0kSZosJs2Xqb8NqM1M/b/LSiIIgCIIgCIIgCIIgXB3T65avIAiCIAiCIAiCIAg3HBGcEARBEARBEARBEAThmhLBCUEQBEEQBEEQBEEQrqlpnXPiYoZhoKk66ZSKqmrIsoTJnMlJIcsi6aUgCIIgCIIgCIIgXI+mdXDCMAzUtIZ/MMypwx20nu5loDtAPJYknVKRZRmrzUxWrpPy6gJmLaygvLoAm8OCPIVyiYIgjE2SJJw2Cy67Bafd+qWs1iIIgiAIgiAIwpUjGYZxrfsAcMmd0HWDrtYBPnv3CNveO4q3NzgUlNBGPVeWJax2C84sGw2Lqtjw1WXMW1aNzWERZUQF4TKomk6fP4yqakiyRH6WE4fNcq27JQiCIAiCIAjC9WdKk+5pGZzQNJ0T+1v5xT+8x8lDbejaBf9cytzVlc41amRWWFwoK8fBfU+u5sFvrcXptokAhSAIgiAIgiAIgiB8MaY04Z6W2zqaj3fxH3/9Bi0nezAMA8Ukk1uQRW5hFnlFWXjyXFgsJlRNJxZJ4OsL4RsIMdgbJBZJEvLHeO3n2zAMeOT7t2Gzizu+giAIgiAIgiAIgnCtTLvgRCqp8sbT2znbmAlMePJcrP/KUlbePoeahtIxt2romk5fp59j+8/y4Sv7ObqnhWg4wbvP72LhylrmL68RqycEQRAEQRAEQRAE4RqZdsGJtjO9nDjYhq4b5Bdl860/vIs1d87DajOPG2CQFZmSqjyKKnJpWFzF0//4PtveP4Z/MMLeTxqZtbASq818ld+JIAiCIAiCIAiCIAgA0y7FfkdzP4GBMACrN85jzZ3zsNmnlthSliXKqwt48NtrKSjJBuDU4Q7SKfUL7bMgCIIgCIIgCIIgCOObdisnouE4yWQagHnLq7FYL33FQ83sUvKLPfR1+gn6ouiafqW7KQjCZUgm0zz/3C727m0Z83GX08bXHlvJosVVV7ln018qpfLyS3vZvv30mI87HFYeeWQ5Ny2vuco9E4Qbl2EY+P0xXnpxN81N/SxYWMn9DyzB7bZd664JgiAIwnVn2gUnJElCkiQURcLpsnE5qSIsVhNWu3movSvcQUEQLpuuG3R1+Tl5onvMx7Oy7IRC8avcqxuDrhv0dAfGHVuXy0YwGLvKvRKEG9/xY5289OIeNM3g+PEu5i8oZ/78CpHrShAEQRAuMu2CE3lF2ThdNkKBGJFQHMMwLvkHPh5LEY8kASiuyEUxKV9EVwVBuEQWi4l771tEQ0Mp4XCccDjB4ECY/ftbiUaT17p705rZrHDnXfOpri0gHEoQDsfxeiPs39dKJJK41t2bVDKZJhZLYbWasE9xK58gXA+i0STaUMnzZCpNOqVd4x7dGNJplWg0hckk43RaxTlBEAThBjDtghM1DaUUluUQCsQ4ebCNFesasF5CKVDDMGg50c1gbxBJgvnLa7BYp90wCMINSZYl5s2rYO7ccnTdwDAM+vtDtLa9JIITn5MsSzQ0lDF7dunw2A4OhunseGVaBCf27Gnhg/ePsmJlHRs3zsNiEedtYXqorS1kxox8enuDzJ1bRkmp51p36YZw4kQ3r76yj1mzSnjoK8uwicTmgiAI0960u7orKPGw7v7FdLcNsuujEyxeXc/iNfWYzMqkUXNdN+jv8vHWMzvwDYSom1vOsltmYzKLlROCcD3IbNsCkFCGDkuLxYQs7oh9bmOOrdk0Le42ptMae3Y3s3NHE6WlOei6ca27JAhTIkkS1TUF/O8/fZBgIEZRURZFxdnT4ri7nqmqxqGDbWzfdhqTSUYTucMEQRBuCNMuOCHLErc/sIS+Lj+bX97HT//mbe55bCXzbqqmuCIPh9OKJJ//0TcMg1RSxdsX5GxjLx+9tp99nzZSVJbDo9+/jfKaAnGRIAiCcB3z+SK0t3kxDBGUEKYfk0mhurrgWnfjhhKJJDlzulcEKgVBEG4w0y44AaCmNeYsruLIrmbazvTyn3/7DkWlORSUesjKceB02zGZFFRVIxFLEQpECQxG6Gn3Eg0nkIZKip493Uvj4XZUVYNxft8Uk8JXv3sLuYVZV/dNCoIgCBiGQW9vkPYO77XuiiAI14FMBZQop0/3XuuuCIIgCFfYtAxO/Pj/fpPDO5uIRZMYBqSTKp1nB+g8O4AkgSzLIAEGw3urL2ToBod2NnFoVxO6NvrxC1ltZjY+vEwEJwThBqGqGoODEfr7Q8SiSVRVw2I1kZvroqQ4k3D3cum6TiAQo78vRCSSIJlUMQwDs1nB6bTh8TjIy3dhs5knXbFlGAaJRJqB/hB+f4xYLImq6ZgUGZvdjMfjpKgoG7t98ramM03TOdvST/gKV2kxDIN4PE1PTwC/P0oykQYpU662sCiLggI3pusoWbJhGIRCcbq7A4SCMdJpDZNZwe2yUVScTW6uC1m+vr4HyaRKd7efwYEwyWQas8VEdpadsrIcXG7bZX1vY7EUvb0BfN4IiUQaWZFx2C0UFGZRWODGfAVykaTTGr29Afr7w8TjKTAM7HYLnhwnxcVZOBzXLvliX1+QttZBVE0nP99NVVU+1qG8Wem0Snu7l/6+ELIsU1ySTVlZLiaTPKW24/EUvb1BvIMREskUsiRjd1goKHBTWJh12XleDMMgHE7Q3e0n4I+RVjXMJgWX20ZxUTa5ec7MddslaGsdwOeLXFZ/BEEQhOvXtAxOhPxRwsHMhepYFwgXL/Mb6zlTzZataTpiJbEgTH+qqtHR4eOD945y7FgnPb0BopFMcMJqNZGX56amtpD16+eyaHEVTqd1ym2n0xpdXX62bjnB8eOd9HQHCIcTJBLpoeCECZfLSk6uk9JSD2tvmc3NN88c82JfVTV6e4Ps3t3MsSMddHb58XkjRKNJVFXHZJKx2y3k5DqpnlHALbfNZvnymikFPKaDZDLNwECYjg4vnR0+2tu8HD3WOXwe3r27mcGBMLIy+r3a7RbuvHM+c+eVj9t+JiiRYt/es2zZcoLW1sHhiS6A222juDibxUtmsH7DXCoq8lCUS5s4XUmGYRAMxvjs09Ps2H6atjYvgUCMdFrFbFZwuzOT/WU3VXPH+rkUFmaN+z04sL+VrVtPkEiksdnMbLprAQ0NZRMGNTo7fbzy8l7C4QSyLLNmTT2rVtdjviBXU3u7l+ef24mq6qxdO4tVq+toa/Py1psHOXK4nf7+EIlEGovFRLbHQW1tIRs2zGP5ilqs1qnlPYnFUhw90sGHm4/R1NTH4GCERCKFosg4HBaKirOZO7ecOzfNp7q6YNLAUiKR5pWX93L27ADl5bl89eGbcDgsdHb6eevNgxw+3E5vb5B4LHMTxOGwkJPrYvbsEr79nVsoKsoet92nn9pGf39ozMc9HiePPLqcwinc8DhypIPNHxzFYjHx2GOr6O0L8tTPP+P48S40TaegwM1ddy/kgQeXIknw/ntHef31A/T2BJAVmfKyHO5/YAnrN8ybMFlkPJ7i+LFONn9wjDNNfQwOZIIysizjdFooLMxizpwy7ty0gJrawhGf/cXeefswhw+3YbNZePLJ1bjcNnbvbmbz+8dobR3A74+SSmmYzQpZWTZKS3NYtbqeDRvn4fE4xr5eS6sMDkbo7PBlzgudPo4dPX9OOHG8i7//23dQxgjCmM0Kt97awIqVtZOO9xchFk6QTGbOLRarGaf78oPfgiAIXwbTMjixYEUtnjzXVXktk1kRPyaCMM2pqsbOnU08/dR22tsGSaczwclzCSLj8TSdnT66uvwcO9rBXXcv4qsPLyM72zFp24lEmm2fneLFX+2hvd1LKqWOek4ymSaZTOP1Rmg9O0BFRR633DJrzPa6u/z8w9+/R1NT71Bw4/xjsiyRTmuk03FCoTjtbV4OH27nkUeX88ADS7HZp3+2+n17z/LTn2wlGIyTTKqkUuqIgHNHu5eO9rG3eLjdNhYuqhw3OGEYBj5flBde2MXWj07g90eHx1eWJQzDIBCIEQjEaGkZ4NChNr7xzbUsWVJ1zVZRdHb4eO65nWzbdppo5HzFGlmWSCZVkskwg4NhGk/1cPxYF9/93q3MmFEwZsChtNSDzxdl184mJEkiEIjxO7+7YdyJdiyW5OWX9vLO24fRNI26+mK++vBNo4I1wUCMj7eeJJlUsVpN2GxmfvHzzzhzphdV1YePs0QiTaI3SH9fkFONPTzSH+KeexbhcExccSsSTvDaa/t5842D+HyR4e+DLEuoqkYwGCcYjNPS3M/hQ+18/RtrWL1m5oQrBtJpjYMH2jhwoJXKyjw23bWAzg4fP/3Jxxw71jl8jhjuQyRJJJLEbjdjs45/nKmqxu5dzZw9OzDm4yUlHu66a8GUghO9PQE+/aSRZFJl4cJK3nrrEAcPtmEYme9yd3eAV1/Zl0mwicRzz+3EOxhBkiSMtEZzcz9PP7WN8vJcFi2uGvM1otEkb75xkDde38/AQHjE2Gra+bE9e3aAgwfb+MY3b2btLbPGPR4aG7vZ8tEJ7HYLixdXMTAQ4qUX9+L1hjGM8zeLUqlMwGFwMEJzcz8d7V6+/d1byMlxjgpQNDb28G//upmB/vDQOSE9XJoVoK8vRF/f2MEgq9VEdXXhJQcnDN0g5I/i6w8RDsZIJzPnIZNJxmIz48yyk53rJCvXNWHw8lf//iGfvnUIgDV3LeC7/+v+S+qHIAjCl820DE48/jvrr3UXBEGYJnRNZ++eFv7jh1vo6QkgyxIVFbksX1FLRUUuJpOC3x/j8OF2ThzvxOeL8vJLe9A1ja89vgrXBNs8kkmVLR8d5z9/+gmBQAzI3GGdUV1AfV0RObmZC+1zgYSWln4sFhNLl1aPe3Gf7XHicttIpzWysx3U1RdRW1tEcXE2VquJRFKl6Uwvu3c14/NF8PujvPLyXmZUF7B8ec20Xz1hMsnk5rmHx13XDfr6Qvj9UQBy81wUFrjHnHw7HNYJA0rRSJJfPr2dd94+PLxiZuHCShYsrMTjcaCqOm1tg+zfd5bOTh8nT3Tzox9+xA9+sJ4lS2dc1bE9F0j52c8+Zdtnp9B1g9xcJ8tuqqG+vgin00o8nuLMmT727mnB642we3cz8USK/+MP7qKsLGdUfwuLsnniidX0dAdoaxtk754W3nrzIN/4xs2jtkOk0xpbt5xky0cnUFWNvHwXjz++irq6oglXWhw90snxY510dvqpry9i6bJqioqykSTo6PSxZ1cz7e1evN4Izz+7kyy3nQ0b543bZjye4vXX9/P8c7uIx1M4HBbmzS9nwYJKPDkOdE2ns9PP7t3NdHb4aGnp58c/3ordYWHp0uopbXUJheI0nenj5Zf3cvx4F3m5LhrmlFJeloPVZiYSSdDaOkjTmT4WLqzEPkEwxWIxcc99i+jq9BOJJIhEEngHI58rP0I6rfHKy3vx+qI88eRqcnNdfLz1JEePduD3R3nt1f1omo7DbuX+7yzB5bKxdcsJTpzowueL8sknjSxcVDnq+5BIpHn7rUM888wOYtEkdruFOXPLWLSokpwcJ7ph0NXpZ++eZtravLS3e/nJjz/G7rCwfHnNhFsxkkmVV17eS1eXn2g0ScOcMpYsmUFRcTYM5ZHZuaOJ1tYBotEkH354jBnVBdz/wJJRKzMUWSY3x4V56JxpAAP9maAcQFaWnZISD8oYq6nMFhN5l3AzS9d0BnoC7HjvCIe2naa7dRD/YJhkPIWu6ZgsJuxOK9m5TvJLPFTWFTF/ZR0LV9fjGGOrUtAfpa/TBxgEfdEp90MQBOHLynCBCwAAIABJREFUaloGJwRBEKbCMAy6uv388pfb6e3NBCZWrarjia+vobIyD6vVjCSBqups2DiPTz4+ybPP7CAYjPPWW4eorinkjvVzx23/5Mkunn9uF4FADEmC2toivvLVZSxZOgOn04rJpAy3n4in8fkidPcEmN1QMm6bLpeV+x9YQl1dIctX1FJc7MHhsGRKqsoSum4QiyVZsbKOH/3wI3q6A/h8UbZvO83SpTOuqzwJl2Phoipq64qGVzQkk2me+eV2Pnj/GACrVtXxa19bOeaWGFmWxt2Oo2k6W7ae4OOtmcm2x+Pg1762kttvn4MnxzF89zMeT7Pxzvk8/Ytt7N7dRHublxde2E15Re64Kwy+CKmUygfvH2XXziY0zaC+vohvfGst8+dX4HBYhld6xKIp1qyZyY//YwsdHT6OHe3grTcP8t1fv23UJE+WJWbOyqx++K//zATUPnj/GDNnlrB6Tf2IO8CnT/Xw4q92E4kksFhM3HffEm5aXjPpZL+z04fJJHPH+rk89thKioqzhz+rZFLl1ltn89Mff8zhw+0EAjHefvsgCxZWUFLiGbO9I0c6eO3V/cTjKTweB09+fQ1rb5mFx3P+M0sm09x++xx+8fPP2Lmzid6eAM89u5OqqvwprVCIRpM89+xO2tu9rFvXwFe+soziYg9Wm3loBYFOPJ5iYCCE02Gd8BgzmxXuuWcRqqqjaTqapnHmdB9//H++MGk/JtLW5uU7v34rGzfOx2xWmDEjn7/+qzcYHAxzqrEHj8fBb/9gPWturkeRZUpLPfy/f/M2fn+U5qY+Eok0dvvIoMrxY528+so+YtEk2dl2Hnt8Fbeta8DjcQ6vOkkmVTZsmMvPf/4Z2z47TX9/cHhsiycoiaqqGidPdmO1mrj/gSU89JVl5Oa6sFgyY5dKqay5eSb/8aMtHDncTiqlsXXrCdbd3kBu7shgQl19EX/wP+4esYLqxV/t5uWX9gIwb3453/v+ulHvDzKr46a6RU9VNU7sPcuz//Q+pw+3E48mRz0nlUiTSqQJeiO0n+nj8PYzfPbOYf7on7/O/BXXZuvIdKTrOoHBCPFokryiLGyOqW+jFAThxiaCE4Ig3NA++/QUjSd7AKiuKeBb376F6otKCJvNCgUFbu69bzE+X4RXX9lHOJzgjTcOsHTZDDwe56h2U0mVd946TE9PAIDy8lx+8DvrmTuvfNQyX7OZ4TwRtXVFE/ZXUWSWL69h+fKaMR+XZQmXy8aaNfU0nuzmVy/sRtN0Ojt8BAIx8vPdlzQ+1xubzTxif3w8nsJmOz/psNst5OW5JtxDfzHDMOjrC/LBe0cJhRIoisSdm+bz0FeWjZrAOxwWZs4s5lvfuYX+/iBNTZmtAju2n+He+xZPuN/+SuruCvD224dIJlWys+088eRqVqyoHfHdkiQJl9vGipW1eL1hfvwfW4nFUmzfdoaNG+dTU1s4ql2TSWHd7XPo7PTx8kt7GRwM8+wzO6ioyKVqRj4AgUCM557bSUeHD0WRWbWqjnvvXTTm5O9ihmFQVZXPt769dlQwx2YzM3t2KU98fQ0dHT4GB8OcOd3HwYNtFBZmjTpuksk0b75+AJ8visVi4q67F3L3PQuxXrStwmazUFdfxGOPr6K5pZ/+vhBHj3Rw+FAbGzbOn7TP6bTGqVM9bNg4j+99bx05uSOPd7NZwWYzk5Mz+jxwMUmSsFhMWC4Yquxs+6T/bjK5uU7Wrp05nPyysiqf2bNL2LYtjKbp1NYWsnjJDMzmzOOzZ5eQk+PA748SiSTx+6MjPr9USuWtNw8xMBDGbFZYv2Ee992/ZNRxZbOZmVFdwONPrKa5qZ+engAnjndx4EArd921kIkWE+m6wcpVdTz++Co8F42d1Wpm5sxiHnpoKWfPDhAKxuntCdLe7h0VnLBctPrBMIwRW4EyOYNcl5Qn6GKGYdB0tIMf/V+vcLaxO/O6VhOlMwqonFmMK9sBhkE0HKe/y0936yDRUBxN1Sgo8VBUnjvtV61dTYlYimf/6X2aj3fyvf/9AHOWjf17JwjCl48ITgiCcMOKRJLs2H4GAItF4ZZbZlFZlTfuRaTNZmbjnfPZtu00XZ1+Ws8OcuBAG+vWNYz6N80t/Zw40YWuG9hsZu68awFz5pZdteSJkiQxf0EFr7y8D03TiUaTxGKpq/La041hGJw+1Utzcz8ABQVZ3LF+7oSBhoqKXG6/fS4tLQOoqsZnn57illtnX9IS8c9jz55M4k+AOXPKWLioatzvlqLIrFhZx8sv7SUW8+HzRThypH1UEO4cu93M/Q8sofXsAPv2naWpuY8XX9zDb/9gPYos8fprBziwvxWA2rpCHn9iNZ6cyfOvnLNsWfWEKxbq6opYvKSKzR8cI5VSOXyojbVrZ+J2j5zEN57s4UxTHwD5+S7uWD93VGDiHEmSmFFdwNy55fT3nUDXDfbsaWH9hnlTmjQWF2dzz72LL+l9Xk15+e4RW5asVlNmi8SQ2rqi4cAFgMlswuPJPD+dVolGR54bzpzu5dSpHgwjs11ooqSZkiRRUZHHwkWV9PQE0HWDvXta2LhxPrI8/jGUnW1n3e1zyBpnq5UkSdTPLCE/z00oGCeVVuntDU4+GF+AdFLlzV9so+10D0hQWpXPw79xOwvXzMSVbcc0dK7Q0hrJRJqQP0rT0U72f9rI7EVV5BWJim6Xwt8fYv+njQQGwsQio1eoCILw5TUtgxMTlf68HCLaLQg3ptbWAfoHMonS3Fl2Fi6qnHTbQ3Gxh5kzi4f3jJ880T2qsoZhGLSeHRje85yT62TN6vqrvqUiJ8fJuW3f6bSGqk6tCtGXTSqVWWJ+Lllpw5wyCgomnkxYLCZmzyklN9fJ4GCEs2cH6OsNXpXghKbpHDnSQTqtYbGYmDmzmKysie++F+S7yctz09HhI5FI09o6iKpqw3fSLyRJEiUlHp54cg09PQE6Onx8+ukp6uuLyMlx8tqr+4ZXbDz++CpqxglyjGfuvPIJn38ub8TmDzJbdZqb+4nFUiOCE4Zh0NjYjX9on35lVf64Wz8ubLesLAdFkdE0nfa2QeKxFI7J7qhLMKO6gJkzi67b64Hc3JGJIhVFHrFSoKDQPSIBqCQxHMjRdAM1fT5Rr2EYnDnTh9ebOX9VVORRWjrx2NrtZioqcofHtqPdm9kO4hk/mFNUlD1pjhKPx4HdkemnrunExthKcTW0N/Vy8kArum7gzLLx6G+vZ8Ojy8fMq+EG8ks81Mwp446Hb0JTNUxjHGfC+M4c6SAylKdJEAThQtPybPryTz+hc5xM2JfqwW+uZcas4ivSliAI15dzF9AAToeVivK8Sf+NoshUVxewlZMAtLcNEokkyc09f7pMJlU6OrzDGf2rqvJHLVu+EgzDQFV1YrEkiUR6KACho+s6um7Q2ekbVTpZGC2d1kZUT6iszJu0QgRkJvy5uS4GByOkUiotLf3MmVv2RXYVAJ8vMrxqQlFkdCOTA2IiBsAFc8BQME4yoY4ZnDhndkMJv/a1lfzw3z8iGk3y/HO7kGSJcDiBzWbmwYeWcdPyWuRLWA1kNisUFE68tUiWJQoKsrDbzcTjaQYHwplKJBfseIrH03R0eNE0Hcisampu7htOijieeCw1lCcCEgmVYCg+aXDCpMhUlOdOOFbXmvOiPfmSJI2Y9Dsd1lET6eE/G8aI80QikRlbVR0aW7uFs2cHsI6Rx+VCkUhyODiRTKoEg7EJgxMej2PUFo2LKYqMPBR0MQyG+3S19bb7CA8l3c0rymbprbMnTPh5jqLI17TU8HSkazqNB9uIR5OjEvEKgiBMy7PC3k8aObK75Yq0dfOd80VwQhBuUMFgnFQqE0BwOCy4plAWWJYl8vLOT678/uio8qBqWsPvP3/Xp6Q4+4rnIggGYxw/1snxE110dvjo7w8RjWS2bqTTKqlUZqWECE5MTtf14Wofsizh8TimtMrF5bYNT2w1TcfrjXyh/TwnGIwTT2SW4cfjKZ5+ahtPP7XtktpIJNOkJ1lJYzIp3HLrbFpa+nnzjYMMDAVEAFaurOPBh5ZeUm4PyOQEsUwyyZckCYfDgsNhJR5Po6o6kWhixHNSqfTwZwbw8daTfLz15CX1RdU04vHJtzrJsox7kpUp19pk5xeTWZkw/8OFUikV3wWVI7Z9doptn526pP5omk4snh73cUkCp8t21XK0fF6JeAp1KNjszHJgnUJ+lUt17uMxDANvb5DTRzro7/SRTKSwWM3kFmZRM6eM0hn5KJewCs8wDNIplbZTvbSf6SXoi6KmVRwuG2U1BdTNLcd9BYLnum7g7w9x6nAb/V1+ErFz/XZTUVdERV0RlgnK7J7ra2AwzNmT3WiqjvnKD/MXwjAMvH1B2k710t/lJxaOo6o6FquJrBwnBaU5VNQVkZ3nnFJQyzAM4tEkLce76GodIByIYegG7hwnlXVF1MwpwzaFAPq1kk6ptDb2cLaxm6A3U97ZlWWnsCyH6jml5BZmTWkcUok0bad76WzuI+CNkEqkkRUZh8tGbmEWpdUFlFTlTfq9Gqt/7U19tDX24BsIoWs6DpeNoopc6uZV4MlzIU2hktOFDCPz/W852U1/p49oOIGu6VhsZtw5TgrLcqisKyI7z3XdrsCbLqZlcOJKsDutOFy2L+QHSBCEa88wDBKJ1PCd1/H2ql9MkqRRCRk1beQkT9P1EZMeu91yxX6MEok0+/a18Nor+2lp6ScUimMYmcmJ1WbGbFKw2Sw4HJkqAj5fhCu80+2Go+sGiaHPSzHJmC1Tu/A3m5XhpfKGYVy1nB7JRHp4ogSZgMqlfr0kGFpOMTGn08o99yxi9+4Wujp9ALjdNu6+ZyHuKQTzLmY2K1O66DMp8vmxxSBx0URXVXXiF/ydJGXG4FLGQZblKW0DlSSu/yo3k7xxiakPjKadPx4yTV/O2EoTjq0kSVimSWACwGY3D+eViARjJGIp3BOsCrlUEhJmi4mgN8LW1/bz0ct76e/2Ewsn0FQdWZGxOy148t0su62B+755M8WV+RNuiTEMg2Q8zfG9zbzzyx00n+gi7I+RTKTQdQOzWcHlcVA6o4ANjyxnxfq5ZE+ykgXg5IFW/vOv30BWZDZ9bSXrHlpKJBhny6v72PLKPnrbvcQiCTRVQ1ZkbA4rWR4Hmx5fxYPfuRXLBb+fuqYz2Bvg7MluOpr6aTvdS0dTL62nMqV1k4k0P/7zV3nmH98bsy8VtUV84w/vJn+SLV1fFDWt0Xqqhy2v7OXwjib8AyFikSTplIqhGyiKjMVmxu6y4slzseSW2fzaD9bjHCfYaRgG0VCcXZuP8eHLe+lqGSASjJFKqmAYmYmux0F1Qxl3Pb6KRWtmThikOLKriWf+v/dIJdMUV+bzG3/6IJ4JkmLrusGWV/bx9i8zwe4Fq+p57Hc3jvkayUSKF3+4hf2fnCS3MJvf/LOHyCvO5uyJbl77r085tqeZoDdCMp7KXKNYTThcVkqrCvjNv/gK9fMrxu1HIpbk0PYzvPfcTtpO9RIOREnG02iahiRJmCwmbA4LrmwHReW5rFg/l/VfvWnccT0nnVI5dbCN957fxYl9LQR9URKxFIaROR4cbjsFpR5ue2Ap6x5ciid/8kCCrhv0d/r48KU97Np8DF9/iGg4gZpSMQwDWVGw2kw4XDaycl3MWlTJHV+9iTnLqkWQ4jJNy+DE6o3zqJo5+WoHQzdIJVUiwRi9nX46WvpJJ1VMZoU7HljCrfctonZO6VXosSAI14IkyUhSZrmwPuUZ/Mgl0LIsT3rhf6ViA5qm8/HWk/zXf32CdzBzl76gMIv588uprimkqDCLrCw7drsZi9VMR7uXv/+7d0gm1UlaFqThJe5MOZij68aI505WRvNKybxk5rVsNjNr1syktOzSLs7LynOx2ScPyKXTGgcOtA3ndgCIRBIcONDK/AUVY5ZsnYim6VMKCGSOycz/SzD2XbYLmlm0uJI5c8ou6TNwuWxTqrDxZXThJ7RgQcVQlaGpj63TaSU/f+KJ7nS6MC8ozcGVZScSjOPrD3Fo+2nWf/WmS767Oh5JllBVjRf+bTPvPruTxFCgU1ZkJFlCUzUiwTiRYJyeNi+dzf384K8fnrAKSDKe4q2ntvHiD7cQCkSHP1RJlpAkiVRSxdcXwtcXovlYJ2eOdPDY720kd5LyutFQnMaDbRiGwaxFldwUbOD5f9nMO8/sGO73OZqqEw3FSSXTWG0WTBedL+LRJM//y2Y++NUeDMPA0PUR51RDN+gYSlQ8Fi2tZybu10AykWbHe0d45h/fp6d1YMxViqqqoUY0YpEEvv4QZTUFI4IzF/P3h3j+Xzfz4Ut7R5SqPbd1LhFLkYilGOgOcOpQGw/9+m3c982bcbjGDhSHAzFOH2onEU8RjyZHBLXHZuDtC9B4oA3IbGHStbG3UumaQXfrAI0H2rC7rERCcbx9IX74py9z5mgHxkXjca7MrtvjxD1OElzI/Ea8++xOnv+XzYQuWB0nyxImswk1rQ23FfJF6T47QCwcZ9XG+RMGJ1LJNNvePszT//AufR2+4d8hSZaQZZlUUiWVDBMYDNN2qpdTB1v59h/fR1HF+MeYYWTG4Id/8jJHdjWNGF+TWcEwDDRVIxbRiEWSDPYG6WkbpLymkDnLqsftqzCxaRmcuO/J1VO6uMx8aXSSiTThQIz2pj7efX4Xh3c1c+poB6s2zpvy3VRBEKYXSZJwOq2YTArptEYinkLXdWDiu3mGAdHY+YsGh9MyItEcZPYZOy7YAx6JJIbavnyGYdDaOsCLL+7BOxhBliWWLavmia+voXpGAQ6nddSdzXRKnVYTgGtFlmVcQ9szVFUnEU9jGMakY5dKqaSHtvTIsozLdfmlCi+F3W4ZXg5vsSjcvHYmt9w6+4q/jq7rHD7czksv7iEWS2K3mwGJeDzF++8dZcaMAtbd3nBJqwqSSXV4tdJEUunzYytJ0nBSxHNMJmVErog5c8r4+jdunjbbBK5nJtPIZJqzZhXz5NdXf6mvhyrri6maWUJfp49YOM4rP9mKJ8/FvBW12D9HidJzdE3n0LbThAMxTGaFtfcsYtm6Boor8jKljju8fPLmQY7ubiadVDm47RQfvriHR397/ZiT3VQyzTvP7swEJvxRrHYLc2+qZtXG+ZTXFiLLMt6+IPs/Psn+TxoJeCN88MIuTGaFx35vI1lTCNrpms5AT4BXf/oJ77+wG4fbxtJbZ9OwtDoT4DCgr8vHqUNtRAIxZi2uGhU8VEwy1Q2lrNo4b/jvYpEEjQfbiIUTyIpMw5IZ5BSMfbe/pCofu/Pqr3DWNZ3t7xzmx3/5GsGh7XyefBd18yqYs6yaglIPZouJSDBOR3MfTUc78PWHWLNp4bh5NOLRBM/9y2Y++NVuUok0rmw7S29tYNltsyksy8HQDbrbBtnz0QkO7zhD0BvhV/+2GavNzH3fvPmStvpcaYloisYDrXz08l7aTvdQPbuE+SvrmDGrBLvLRjycoPV0D6cOtjFrcdW4q44Mw+D4nmZe/69PCfmj2BwWFq2ZyYr1cymuzMNkNpFOpenv8nP2RDcnD7Qy2BtgxYZ5eCYIhuq6wd4tJ/nF371Nf6cfq93M3GU1rNgwj8q6IhSzQmAwzKFtp9nx/lEC3jDb3j2C1W7he3/64LjBlEQsxes/+5RD209jGAYlVXncfM8iGpbMwJXtQAJCgRhdLf00Hmzj7MluHC4ry8ao8CZM3bQMTkxlH9M5JlNmKXSWx0FJZR7Vs0r40V+9zt6PG3n2XzdTUpFL8QRRM0EQpq+CAhdWq5l0WiMWS+H3xyi+oPzeWDRNp78vNPznvDzXqP2OZrNCTu75i7ue7sBwcszLpWk6J0900942CEB+vpsnv76GOXPLxj0/JRLj7/kWzjOZZIqKs4ZLJ3q94eFKGBMJheJEIplcCIoiT1rh40rxeBxDgYJMpZGB/tAk/+Ly9HQHeP7ZnfT1BTGbFe7ctACXy8bzz+3C74/y/PM7qajMZdaskin/RiYSKaKTVFwwDINoJDn8PKvVjOuiO4NWq4ncC46xvr7glIKLwuQslovGtj80pYDSjczmsHDHwzfReKiNoDdC26ke/uV/vchtDyxh7b2LmDGr5HMlb9R1g75OH65sB1/7nfVsemwVNqd1eDKvr6hl4ZqZ/OQvX2PHe0fRVJ0d7x/lzq+tpKA0Z0Rbhm5w5kgHbwxN8BSTwt1PrubR37oDt8cxfBfe0A2W3zGHbe8c5qm/fQdff4iPXt5LdUMpGx9dMaV+H93ZxOHtpympyuOJ/76JBSvqsNjM5/s9VAkmMBghZ4xEuFa7hU2PrRrxeh1Nffzdf3+GtnAvFquJr/7GOpasnTXm60uydE0S1XY09fHijz4i6I0gSVA5s4THfncDy25rwGq3ZN6/lBljTdNJxlN0NvdTWT/2qm5N1dn5/jE+ffMgqUSarFwnj/3uRtY/fBMOl214hc68lXWsunM+b/1iG6/89GNikSRv/PxTZi6qZM7Sa3cn3jAMXvnxxwz0BNjwyAoe+vXbyC/JRjEpw6tTNVUjFk6gqtq4AT1N1Tm47TQD3X4AVm6cz/f/5EGycp1D2xcz28V0/dyKhCStjd0UluVMePz1d/l49T8/ZqDLj8VmZtNjq3jkt+7Ak+c6fzwYBstua2Du8hp+8pevERiMsPODo8xdXsOGR1aMuSrPPxDmwCen0HWDnAI33/mf97P89jmZvkiZwLquG+iaTjqlMtDtx9sXorgy/wqM+pfXlyrFsCxLFJXncN+Tq/Hku2k81M7+T0+hXaPs0IIgfLGqawrJyspMeiKRJC3N/ZMuOU+nNM6cyeyHlSSJ6uqCEXcZIXNxX1WZh9Wa+bFsb/fS1/f5JpDptEbHBdU36uqLKJtgSS9Ad3fgSzGpGDkCl76JxmxWmDmzZPjPzc39w0GH8RiGQU93gMGh7TV2u5mamsJLfu3L4fE4KC3LfPbJpMqZpj6SySsXiDIMg1Aozgsv7ObosU4kCebNL+eRR1fw4ENLueXWWSiKROvZQZ57ZuclJQI1DGhrHZzwOem0Rnv7+Wo3pWWeUceYzWamurpgOIDU0jxAKDTxZyZMjdVqorq6YPj8dfbsAIFA/Br36tqSJIlltzXwyG/eTk6BG8OAgW4/r/xkK3/zO0/xz3/8AjvfP8pATyCTb+AyEv1IssRtDyzhzq+txJllR1HkoXwfEooiU1iWw12PrxpeReDrD9F+pm9UO8lkmo9f20/fUI6YRWvqeei7t+HJdw9NFjNtyoqM021n3YNL2fDocixWE+FgjA9f3IO3NzilPvv6Q9hdNr47NClzuG2YzAqyIiMrMiazgs1hpbgyD6tt9AoHScrk2rDaLcP/ma3mEdtlLn78wv8sFz33akgl0mx5dR8dTZmxLyrP5ft/8gA3370QZ5b9/PuXZRSTgsVqxu1x0rC0etxtB4HBMJtf3EPIH0WS4PaHlrHh0RW4sjPBpAu/B548Nw9851ZW3DEXgN4OH+8/v4to+Noeoz1tg6y9ZyFP/P6dw0kqlXPjoMhYrGY8+W7yiz3jVnhKJdIM9gSHr3PmL68hK8c5fCwAw+NgsZrx5LlYtGYmpTPGL2etpjV2bz7G6cPtGAbMX1HLV753G3lF2SOPB1nG7rSy9p5FrLlrIQCRYJxtbx8iMBges23fQIj4ULLm3MIsZi2qxGIzD2+dgnPbURTsTiuV9f8/e+8dHsd13vt/ZrYvsOi9d7CBvVOVEqnuJtuSu+PYsZOfneYkN/ml3Hvj5D4pTnITJ7blHldZsmzJktVFiVUEG0gQBIne6wLb++7M3D8WgEiiE4WAeD7PQ5Ha3Zk5c+bMKe953++bw5bbqjCaVuXe/4rhljJOQLzRV24oICM7CSWmUn+qncgiTvoEAsHKIS8vldKxBWU8jr5jVn2G9o7hibSTyckW1q7LnxTWIUkSZWWZEzvpLleAo0eaiEZvPDZW07RrYmsTEkwzpqiLhGPUX+i+aan3lgtJunbnLBKZf4YSg0HHmrV5pIy5mjY3DdDT45jxmFAoSv2Fbjye+ISwsiqHjGlcjxcbnU5m69ZiDGMxrY2X+mhvs9/QgmgqYrG4tsmbhxqJRRUyM2089vhusrOTSEmx8tjjuyfemzNnOvj1c+fmlPVinAsXuonNkCnE7w9z4Xz3xP9XVeVeEyYF8ee+fn0+6elxV96hYTenatsWHD4liNdt9Zpcssa0B0bsXmpPtq4qQ+fVfUI0qixK2c1WIw994jY+9acPUbGhAFkno8RU+jrsHPrVWf7lyz/hH7/0Q1744TG6W4bm3RZTM2zsuW/6uHlJkiiuzpswTkQjMewDrkm/Gx1wcf54CwCWxPhiK30Gj0CjycCdj2wlLSsZNGi/3M+V811z7k/23b+RNVtL5uW1vJoZGXRx5vCViY3L2x7aTM3uigWFVXS3DHKlrhOAlAwb+x7YiHWGMMHEpLhRyWjSo6kaZw9fuUZH4WaQmpXEAx/du6BsFLJOxmh+593taR2eCO+7UbwuP6cONRINx5B1Mvse2ER69vTvg96gY+c96yfuoeViL/YB15R1azK/YxzzuYPxZyAypC05t0ZPcx22FOvE4NDXOfKun9wLBLcqer3MgQPrMZkNKIrK0SNNnK/rmnLhpGkaIyNennv2LE5HfHejek0umzYVTTkQF5dksmVrMXq9TCQS47VXL3LsaDPBMeXqqdC0+IRzKgOJTidPLJ4BBgfd0y4II5EYx441ca6u86ZOVpYDnU4iNe2deunuGsHnnd8OuiRJVFRksXVrCbIs4fEEee5XZ8cynUyuP0VRqb/QzZtjqSstFiN33bX2hrJX3CjbtpdSOSb83N/v4plfnGKg3zXtgmjcFTYYjOD1BqdtF6qqcf5815jORISEBBOPfnAnGzcWTewwlZdn8dhju0hKshAKRXnh+fPE36h5AAAgAElEQVScfLt1RoPD1dTX93DuXOeU4pixmMLJt1u5fLkfgKQkC1u2Fk+EsVxNWXkW23eUIssSfl+YZ589y6WGvhlDqDRNIxKJ4XYH5lzeW5GS4kx27CxDr5cJBCI8/3wd9Rd6ZjSwrqS6HTdaQTw8yen0L7gvlCQJs9XIvR/cwZ/++8f56B/eR9n6fCwJJjRVw+8JcelUO9/9P8/zT7//I57++huMTLOomYqs/FSKq3JmXNjZUt5JY6oqKsEpPLzaLvXhdsS9mdKyksYMBzMvFjNyU6ioKQDigpdtDb1zEpo0WQxs2luJaQ7iuu8GNE1jZMA94TVhSTCx6571E5lcbpQr57uIjIVhFlfnklecMWM7kGSJgvJsCiqyARgddNPVPHhTM3PllWRQubFwQWHwRrOBig2FE2Efbz53lp//52v0tg2PZf2Y/w06R3y0XeoDIDXTRnFVzqyGpMy8lIl1oNvhY7h3asNPZl4KBWOGenu/kx/80294+9WLeJz+VWXMXW3ckn4nV7e/cOjGXgaBQLC4qKqK3xcmHIkRjShxwbyowvCQh9CYd5OiqPT2OmhpHkRv0GE06DAY9fEUUVbjlIJuGzcVcfdda3nttQZGRnx8//tHCAQjbNpYSEpqPM4xFIrS3TXCyy9f5MTxFhRFJT09kfe8ZyvWadJ4GQw67n9gI42NfbS1DmO3e/n2t96it8fBjp1lZGbasIwdGw7H8HiCjI74aG0dIjPTxt371113Pj1lZVmYzQZCoShtrUMcP9bMwftqsFqNE7GNDoeP2to2fv6zk3g9IXQ6edZBUlU1/P4Q4XC8TqORGJGowojdO6FboSgq/X1OmpsHMYzX7Vj9Tle3y4Fer6OkJHOiXq5cGeDQoUbuu7+G5GQrshyvl0gkRjgcxWIxTqklkZho5uFHNtPSMkhPj4Pa2jas3zHy8CNbKC7JwGw2oGkaDoefSw29/Oynb2O3e9DpJHbsKGXHjrJly9YBkJlp4/0f2E5/nxOn08+JEy2EQlEefGgzxSUZJCfH3cJjsbieitsdZHDAxaWGXjQNfucLd08SstQ0jcEBFz9/8iT9/S5kWWL37nIOHqzBeFV6VUmS2LmrnPsfGOJXvzqD2x3gqZ/Xkl+QRtUsmbIkCUZHfPzge0cJh2PU1BSQlGRFkuIeRufrunjqqVp8vhCyLFGzsZANGwqmnPDq9ToefngLlxv7aW0doqPdztf/63UefmQL69fnk5qWgNGoj8d8h6J4PEHsI15amodoaRnk85/fT27e8qUgjMUU/L7wmNinQiSqEI3GJjyxIG5Y7Oiwo6oqBoMeg1GHwaDHaNRNCPguBzq9zAMPbuJyYz+XL/fT3TXKN77+Og89spmNNUWkpSVgNOnjaXjH6nZ0xEtLyxBNTQP89m/fSWFR+rKUdSqKSzKwWo0EAhG6ukZ4/dUGHn7PFjIzbRMpZCMRhVAogslkuCY99Gzo9DoKK7L54OfvZv/7tnHuSBNnDl+m+Xw3TrsXJabQ3thHX8cwbZf6+OSfPEh+2fRu5+MkpSWQkj5zhhNZlq4JY5jKS6yvw054zHCdmGQlKz910m+ux2jSTyyyIK6pEA6EMc1SLynpNlIybLeMLpumavR12ImOGW5yitJJy05e8P13Nw9OrDUycpKxzUGQNCHJTE5BGu1jC+/OpgHu0DSuD3RcLnKLMxakuwLx9r1j/1qOv3yBs4ev4B718ctvv8WpQ5fYdWADW26rprgqB1uKdc51PtBpJzSmXyTLEk3nuxgdmjlsaXTIjTS+Pa+B2+GPe0Rct2WfmGTl4Id30XG5H68rQOPZDvrah1m7vZR992+keksxOYXp6PTyLfOOLAe3pHHCYfdMpK8xW4zIokEJBDcdpzPAt544xNCQJ754jihEIjFCoSjOsfc1EIjwi6dP8dJL9RgNOozjhokEEwcPbmD/WIzmOJIkkZxs5WMf38uow8e5s520tgzx7//2MmVlWWRk2tDrdfi8Ibq6R8Z2pjXS0hP56Mf2smVr8YwDTkVFNp/+rTv49hOH6OlxMjTk5kc/Os7LL9eTlZU04aoeCkfxuAPY7V78/jAf+tDOScYJWZZYuy6PTZuKOH26nUAgwn//9zHq6rooLEzDYNDhdAbo7hqhtXUIRVE5cHADnR12rlwZmLFuvd4gT3zzEP39rnfqNhojfFXdhkIRfvWrs7z22iUMxnjdGg06LBYj99y7noP31cz7mS4GkiRRUZnNps1FnKptJxSK8pMfH+f06XayspLQ62XC4RihYAS9XsdjH9lNdXXulOdZv6GAj3x0D9/9zmFGR3289FI99fU9FBWnY7NZUGIqdruHjg47Xm988bxpUzEf/fjeawRQlwO9XsfevZWMjnj5+c9rcYz6ePvtVhoaesnNSyEl2YpOLxOLqvgDYVxOPyMjPiKRGDt3lk0pzeH1hvjFL05Rf6EHTdOoqs7lw4/vJil5spt5YqKZDzy6nY52O2fOdNDWNsxPf3KCL37xAOkz5IYvKEgjIdFMc9MA//YvL1FWnkVaWiI6WcJu99LWPozHHQ+VKSnJ4IMf3EHyDGnnSssy+Z3P380T3zxER4ed5uZB/vNrr5GXlzImVqtHUTRCwbiBxm73EAhESEtLILrMu/sdHXa+/90j+APhsUwv8T7sag8op9PPE988hMViwGDUYxwzUCQlWfjYx/ayZu3ypTcvLs7gs79zF9/8xiHaWodoaxvmG19/g7zcVNLTEzGZx+o2FMHjDk70X6mpViILFABeCJIkkZ+fyr7bqnjj9UvEYirPPHOa+voecnJTMBp1RMLxsUNRNd73/m1sn2daP0mSMJmN5BZn8ODH07nrvVtpbejh5GuXOP5SPaNDbsLBKMdfrkdVVH73K4+SlpU07XshyRJWm3n20IBJh1/7Imuahsfhn0hpmGAzzymbiE6vI/mqbAfuUd+cRJzNVuMtFT+vaRru0Xf0B9KykjBPs0Exv3P60LT4OG9Lsc5pkW8yG64xYrjsnpu6mZo4Qz89HzJyUvit//Ew1gQT54424feGaG/sp/1yP688eZLKmkJ27l/HtjvXkJ6TMuvC32n3Thjx7P0uvvW3z867TCF/eEqvFL1Bx977NxIORXjue0fo7xjBNerj7VcucuatyxRVZLNhVzl779tI+fr8a8RNBTfOrdPjjBEJxzj5+iUGx+KNM/NSpxVuEQgEy0coFKXhYi+DMwh1aZqG2x3E7b5WGMpo1LNhQ8G0x+XmpfD5L+znyZ+9Te3JNrzeEPX1PZN+p9PJlFdk8p73buXeezfMms1Br9exY0cZBoOOXz5zmksNvfj9EQYH3dPeh9GoJ2GaWNO0tEQe/+huAsEIjZf68HqCHD/WjMEQV8SOxVRUVSM9PZH77q/hoYc38/yv62Y1TkQiMRoaeunrdU77G02LZ6cY11h45x7lZV0wTUVaWiKPPbYLvy9MY2MfgUCE83VdY6lVpYkJW1paAg89smXa8+h0MnfetRadTuaZZ07T1jpMX5+Tvr7J9WKzmdm2vZTHP7KH8vLMJbqzmTGZ9Dz40CZSUqw8++w52lqH8HpDeJsGpz3GlmQmPz+V6/POxmIKbx5q5M1Dl1EUldTUBD784V2UlEyvKp6RYeNDj+2it9fBwICL2to2KiqyefSDO7BYpp6wG416Pv7xvbz44gXOne2k7lzXpN/odDIVFdl84pP7WLsuf8Y60OlkNm0u4ou/f5CnnzpF/YVufL4QnZ0jdE4jvGk2Gyi6SrB2ufC4g9TVdRGZIYZaVbUpBUYTEkw8/PDmpSzeJHQ6mZqaQr70+wf4xdOnqTvXidcboqtrhK6uqevWZNJTWJg+L0+EpcBmM/OhD+/E6fRzvq6LcDjexzU09E4o/gNYrEbuunvtgq4lSRIJSRY27qmkcmMRe++r4ZlvvcmZN+Pv0qlDjey9fyN3vW/bpHTPE+eABe86jxMORSYWY4Y5tnFJ4pqsU6FgBHUObumy7tbaEdaAwFXZhkxmAzr9wtcIoTEDpSRLGObohSjr5Gueb9AfuRE96EXjeu2thVC6No/f+8oHOflaA4d/XUdrQy8+dwDHkIdTw5e4WNvGa0+f4sCHd7Hr3vUzakgE/eGJ912SuCFtkJmauCXBxL0f3EllTRGvPV3L+eMt9HfGvWvaLvXR1TzIsRcvsP2utRz40E6qNhUt2rt+q7Iqa2+unerVqKqGY9jD8VcbePHJk/i9ISQJ1m0tvqWswgLBSiUlxcpnP3cXgcDchffGkXUSFWOxmVMxnnXjS79/kH37Ojl9qp2m5kEcoz40NGyJZgoL09mwsYDduysoKEibUYzyagwGHdu3l1JZkc25ui4aLvbS2jKIw+mPT3KkuGZBRoaNosJ01qzNY+vWkqnvQ5bYsKGQL//JA7z15hUuXOiir9dJKBTBYNCTkZFIZVUue/dWsHlLMUajnoP31ZCfn0pCopmMjKkFGxMTzXzmM3fOmuJxujKVlS9PloqZylCzsYgv/+mDHDl8hfr6Hvp6HQSDEXQ6mYQEExkZNioqc2ZMFStJEmazgXvuXU9lZQ61tW3U1XXR0z2K3x8eS1+ZSGVVNtu2l7JlSzE229TidcuF1WrinnvXs259PnXnurhY30Nnpx2XK0A4HMNg1JGcbCUnO5nyiiyq1+RSXZ2LTnddjhNNIzcvhc9+7i4gbsjZuq1kxjACSZKoqSngy3/yAP39cWG+5Cm8LK7GHwhTWJTOH/3x/Zw43kLtyTY6O+34/GGsFiM5Ocls3VbKvtsqKZ4l7nocvV5HTU0BJSUZ1NXF66C5aQCHw08gEEaWZRITTWRlJVFckkF1dS5r1uZN+z4AmM16PvihHdx1d9xYVVU9c7jKXCguzuAP/vAgijL/FYTeoJsQIR1n3fp8/r8vHiAaVSZlitHpJHbvqSAtLb4bfn35DQYd73nfVnbtLsdiMZKXN7Xrv04ns25dPn/85QwunO+ivr6HpqYBRkd8E3WbkGgiKzOJouJ01qzJZc3a/GnfswMHNrBmTdxzKb8gbdb71ukkHnt8NwcO+uPPYZawoXHi2ijZ/OEf3c+xo83U1XXS2+MYCxeSsVqNpKUnUlqaSUnx4qT1kyQJa6KZDbvKSc9JJuALcfFkG9FIjJOvN3DHI1uQ5WneJ2niPwtGZ9BNGGDGdV1me480QFHe8ZTQG3Rih3cadFcJfyqqtig6D/oxAdd4ys05PjNVQ71KE09vXHjIl6aBegP902IjyzIpGTbue3w3uw/W0HCqjXOHr3D2yBWcw14C3hBX6rpov9zPhRMtfOLLD5BfOnXolKyTJ16t3JJMHvnkbSTNIWzmasrHBHCnw2gyULmxkNJ1eXQ1DXDhRAu1r1+ipb6HcDDC6KCbV39+kgvHm/nwFw+w/33bJrRjBPNnVa7Kf/DVl2hr7J/z7zU0wsEoHlcAj8M/YcEsLM9iy97KBQvdCASChZOQYJoU6rDYJCaaue32arZuKyEQiEyoROv0MmazkYQEE4Yb6A8kSSIlNYG77lrL7t3l8XNfpSCvk2UMRh1mswHLeI70aZBliYKCND782C4eemgToXAUVdGQZAnjWAjL1ecoLs6geJbJt8Wy8N3Dm40sSxQWxuvlwYc2EQ7FUFQ1vlOikzEY9Fgsc4stlySJouJ08vJTOXBwQ9z9W1GRJQmDUYfVapr1OS0nkiSRm5tC9gPJ3HFnNcFglFhUQR2b4Or1MiaTYUxvQzflBM5g0LNzZ/m8r2006tmytYQtW+f2+1hURVM10tISuf+Bjdx2ezXBYCRev7KEyWTAZjOPeQPNvX4lSSIpycLtt1ezY0cZgUCYaESJtwHi77DRqMdiieujzPbsDAY9u3ZXzPn6cyEj08b9YynqFoOCgjQKplngy7JMZWUOlZVTL+b1et2cQxkkScJmM7N3XxXbtpfi94cn+q+r69ZsNmA2z/xe1GwspGZj4ZyuO34fe/ZWzvn315OTk8z73r+New+sn3iPJcayAhjifa55kRcJkiSRU5jO7ns30FTXRSQco6/dTiyqLPl8UpIkEm2WsZAuhaA/jKKos2qVqIqK/6pUvAk2MzqdmPtez7iXzDgBT3DB2SQkScI2ZtRVVZWgP4Smaki6mfuo6NjzHScx2TLjDv9cUBWVcGj+G0BLhSRJpKQnsve+jWzZV8XDn7yNU280cvzlerqaBoiEohx/6QJGs4HP/dV7pzQ6xOslXjGWBBPb71pLwRJtqOj1OsrW5VNclcMdj2yhraGXt547x4UTLTjtXgZ7HDz5tVdJSU9k94ENt5TX0WKyKo0THU0DNJzpuOHjJQkyc1N47Av7KameWTlZIBC8u5BlicREM4mJi595QZYlrFbTpLSI80WSJEwmPSbTzOJptxqSJGE06id2ixd6LoNBR+o8d1huFvHc7xI2m+Wme3PMzDu7cnq9jpQU6zVZaBZK/B0zTitUK7hxZFnCYjFOG7KzErlZ77Gsk8nMT8VoNhIJx4hG4n8Wqk8wF3KK0jGZDcSiCn5PEJfdS0buzMKvsYjCUO876ZOz8tMw3uTQnJWIJElkXiUwOtjrwO8JkpGzMFHMvNJMJFlCUzWcdi8BX2hWDYegL8zI4DupZHOLJnuaXe2Qo2mzR31EIzHco/7538ASI8txo1DZunxK1+Zx+8Ob+fX3j/DST98mGolx4qV67vnADjbvm2zIzB7zdI0C7hEvnrHMPUu1tpMkCb1BT0ZOChk5KWzeV8W5I0388Ksv0tk0gL3PxVvPnmXT3kqsSzDPvBVYlcYJvUE/r3geSRqL3TLqsaVYKanK4cGP7GbD9tJlU8YWCASC1U40qtDX58DnnX94yGwUFKaRfNUOyEpFVTXsdg/2Ye/sP54nqWkJ5OYmI8tCB0kgWMlomkbQF0YZE101WQzLttgvW5dHQpIFvzeEe9RHx5V+0mdZPPt9IdoaeoG4J0zJ2rxlMaRMhXT1ihpuqo7C9UgS5BVnkJSWgMfhZ3TQTcflfooqcxbktVC1qQi9Xkc0EqOvfZjRQTcJSdOPd5oWD0UfT2lqMOopXZs3KRRHb9BNaCyEA5GJ9jgdAV+Y3vbhG7+RZUCSJPJKMnj/5+6ivbGfhlNthEMROq/0T2ucyMxLpad1CKfdS3fzINWbi25Ie+JGMFmM7Lp3PW6Hn2/8zS+IhGMMdI/iGvEK48QNsiqNEw9/bA977l0/+w/HkKT4i52QZCavKIP80kyhMyEQCATzxOMJ8o3/eoMzC/Bcm46/+Mv3sH//2hVvnFAUhRd/c4Ef/+j4op/74Uc287u/dy9mszBOCATLxdUZEObS/2iaRjgYobm+m9CYRlJ+adacdYoWSn5ZFhUbChjuc+Ie9XH2rSvU7KqY1tigaRqNp9rp74yntM3KT6VqY+Gylfd6dHodeoM8VjYIBhbf2H2jSJJERl4Ka7YUc+qNRlRF5dAvz7D1jmqSUhNueHyq2FBAfmkmnU0D9HWMcPlsJ/nlWdNukKqKSt2xJlwjcfHcipoC8kome05YEkyYrUb8niABXwh7v4vsgrQpy6lpGv0ddtob+27oHhaDd4QrZ65HSZJIzUwiI/cdbZtodOrwmuT0RLbcVkXPWBazI785z/b9a0mfQwrY2coz1/LKOpniquwJ3QpFUWdN8S6YnlW5Qp+PYUIgEAgEi4MkSVgTTCQlLX5YwY1ofdwc4roJS1EHZrNxwTHFAoFgfsRiCv0ddvR6HWnZyZitxhkXK0F/mBMv13P8xQtomobBqGfH3WuXLfOb2WJk//u3c/5ECwFviMO/PkfN7nJ2HdgwabGrqirdLUO88KNjBLxhdHqZTXurKL2JGZgSbOaJkIZYVKGpros9B2tWjP5bcloCdzy8hcYzHfjcQS7WtvHU19/g/b9957QeKpqmEQ3HCIci2FImhxil5yRz13u38tN/f4VIOMZvfnyckjW5VG0qmtRulJjCxdo2Xn/6FBBP53rHw1umzFiRkZtCWlYSo4Nugv4wR1+oo7KmAPN1oaWapuEa8fL8fx8l6AtNOs9yEY3EcAx5SEpLwJJgmvE9G+gaoa89blCTZZnsafR3LAkm9j2wido3LjHU46DxTAe//PZbfOgL+0lJt00p/KppGrGognvUh96gI2Ua8WTXiA9VVUlOT0Q3Q+aaaCTGpdMdE54ryWmJi5Z69VZkVRonBAKBQLD8JCaaePTR7exfAuHS6jW5K95rAuLZBfbtq6SwcPZMBPMlJzdZhBoKBMtMOBjlmSfe5Mq5TtbtKKN8fQH5pRlk5qWSkGTBYNKjRBU8Tj997XbOHrnC0RfO43H6kSSJrXdUs+X26mUT0JV1Mptvr+Lu923jlSdP4hr18e2/e47RQTc79q8jqyANWZbwOP1cPNnG8/99lIbT7aBBSXU+j3zqtmvSii43SakJlFTncvFkG0pM4cjzdRRX57L7wAZsKdZ4FpKYis8TJBaNkZJhW9Z+UZZl9t63kbpjzbzxzGnCwQjPfe8wfe3D3P7QZso3FJCSnoiskwkFIjiGPfR32mlt6EWv1/GZv3hk0jmNJgMHPrSTi7VtnDvSRFtjH//117/gA5+9i417K0nNTAI0RgbcnDtyhV9++y36OuIL8017K9n/ge1Thilk5qdStamI9sY+YlGFt547R1JaIvvfv52corgHRcAboul8F7/50XHOvHUZvUFPLBpblCwk88Xe7+L//tmT5JVksG5bKaVr88gpTCcxxYosS6iqiscZoPlCNy//7G1aL8VDkfLLMqmsmVpoV5Ik1u0o5f6P7OHJ/3iVcDDCCz88xlD3KLc/vIXyDfkTXi+hQASn3cNA1yjtjX00ne9i730bee9n7pjy3K89VcuFEy2s215KRU0hhRXZZOQkYzQb4gapSIyBrlHOvHWZ575/mGhEwWg2sGFnGSmLoI11qyKMEwKBQCCYE0ajng3TTBBuFWRZprgkg+KSxUlPKBAIbj6aqtHTNkxP2zBGs4HEJAuWBBMGkx6dTkZVNcKhKD53AK8rgKZq6A06Nuws41N/9tC0O69LRYLNwoe+sB/3qI/a1+M7xt//xxd44UfHsY0t9AK+MKODbtxOXzxDUVUOn/zTBymaY7rWpULWydzx8GbOHblCd8sQ9gEX3/7Ks/z6+0dITLbE6zoYIRKOUVlTyG/9+cPLXr/mBCOPffFe/N4gZw9fIRqOceqNSzTUtpGcnojJEveuicUUQoEwPneQoC/Mlturpj1nWnYyH/vD+wj4QjSf76b1Yi/f+J+/JD07eSJDiNcdYHTQjd8TRKeXWbutlI/90f3TpsbU63Uc/PAurpzrpO1SH15XgF988xBHnq+LL8hliaAvhNPuxWn3Ulydw/a71vLqz2vxOJdfGFNTNex9Thpq2zjyfB3JaYkkJFkwWwwYTHGR14AvhGvEi2vUh6ZqpOck8+jn7yYzb3rRV71ex/0f2UPQH+aln5zA6wpw4tWLXDzZRlJ6AiaTASSJWFQhHIzg8wQJeINxr6cZNlvCoSgXT7Vx/kQLthQrSSlWLIlmTBYDkiQTDobxuoOMDroJByPo9DJb76jmnkd3iFS9C0AYJwQCgUAgEAgEtyR6vUxeWSZJqQl4nH4ioSiOUHTGY7IK0thzcAOPfOr2KbUAloOsgjQ+99fvIzM/lTd/dRbXiHdCQPFqTGYDW+9cw3s/cwc1u8pXhIdaRU0hH//jB/jhV1+kr92O1xU3+lxPSobtpsTuS5JEQVkWX/y7D/H8D49x+NfnGOoZxe8N4fdOHRahN+hIz5kcenE11VuK+dL/+TBPff11Tr3ROO19JyZb2PfAJj7wubsorMie8Zxl6/L5rb94hB999SVaLvYQDkYmtQNZJ1NRU8AnvvwgGbnJnHyt4aYYJ0xWI4WV2YwOuQkFIoQCjml/q9PLVG4q4pFP384dD29Bp585bCo5LYHHv3iAnKJ0Xn3yJC31PXjdAbzuyfUL8RTkxdW5FM6QdjS7MI3UDNuEvot71Df99cdSon7wC3eTdVXGF8H8kbSb4dczmRVRCIFAIBAIBPPD5wvR3jaMqmoYDDrKK7IxizSFglWCpmp43QF624bpbBqIpwPsjy9GwsEIsZiK0aQnMclKTnE6FRsKqN5URH5Z1oz6FAC9bcM4hj0ApGbaZl1oqqpGe2Mffm8QWZbJKYxnIpiJoD9MW0Mv54420VLfw+iQG1mW4uETa/Ko2V3Omi3F08bfX4/H6aezaQBN07BYTRRV5WBegvSysahCT+sQZ49cofFMByMDLiLheDpWW4qVvJJMNu6uYPtdazDdxPS24VCE3rZhLp/rovl8F0M9DnyeIKqiYrYaSctOpqA8i+rNxZSti4cpzIZ71EdzfTfnjjTRcbkft8OHwagnJcNGxYYCNu6poGJDwZx1CxRFZbBrhAtvt9JQ28ZgzygBXxijSU92YTqb9lSw9Y41ZBekoSgKnVcGCAbCJKclUliePeXCX1FU+tqHcY7EM1Nl5aeSW7Qwj0ElpmDvd9F+uZ+W+m76Ouw4hjwE/WFiMQWDUU9SagKF5Vms2VrCmi3FZI2lCp3PNYb6nDTVdXH5bAc9bcN4XQGUmILFaiItJ5mi8myqNhVRWJFFVn4ahmmSJPi9QXrbhmm52EPH5X6Ge514nH7CoSgSYE4wkZWXQtm6fNbvLKd0Te6EF4xgSuZkGV2VxomulkECvjCJyRbyijPmrTgcjcQYGXQTjSqkZdpIsJlXhCVZIBAIBAKBQLD8aJqGqmgoioKqamiqdk0mD1mWkGUZnV5GnkEcb7kZL2MsqqDEVFQ17mkgyxKyLp4ZY6WmJx7Xl4jFFDRFRSPutSBJErJOQqfXIcvSTa/reNtQicVUVEW9JouDJEvodDI6vQ5JmnvGF00be2aKgqZqSIA01r70Bt287/mdMiqoSrztSsS9JvQG3Ypqs6qqocQUVEWNv2vXv2c6Gb1edwm5BPMAACAASURBVMMis5oWf39jV10D4s9m/PxzfV7j9aoo6kS9Xv38ZTneTnX6lVO/K5h3r3HiH/7oJ1w5382WvZX8zv//CJYE0+wHXcXokIdv/O2z9HbYec8n9nHg0e0YjCLCRSAQCAQCgUAgEAgEgkVmTsaJVbkid9q9DPU6x1K8zN+4YrIYGBly09UyxJXz3dz9ni3COCEQCAQCgUAgEKxAYtEYLfW9E1ksFpPy9fkUV+UsWzpYgUAwPbfkitySYMI4Fg872Ou4KWI7AoFAIBAIBAKBYHbCwSivPlXLyz97e9HP/YkvP0BBeZYwTggEK4Bb0jghyxKmMeOE3xO8Ie8LgUAgEAgEAoFAsPRIskRSqnVJMiEIEUOBYOVwSxonIK7ODBAJx1ghuhsCgUAgEAgEAoHgOkwWI/d/dA+7D9Qs+rkz81LQ6XWLfl6BQDB/bknjhNvhxzOWV9hkMQh1VYFAIBAIBAKBYIWi08nkFmUsOJ2lQCBY2axo48R4Kpjr/RrGHR2uTu8y1/OFAhHeer6O/s4RAHIK09BPkd9XIBAIBAKBQCAQCAQCwfKwoo0TQX+YCyfbcDv813zutHsBsA+6ePP5Oowmw+wn0zRCwQjNF3s5e7QZvzeELEus31aKwbSiq0EgEAgEAoFAIBAIBIJ3NdIK0VuYshADPaP8wx/8hOaLvUty0coNBfzpvzxOQWmmCO0QCATAOx5bqqrF/60BjP0tjSVpliQkCSRJQpYkJDnef4h+RCAQCAQCgUAgmMScJskr2mUg0WZhz4H16I16RgbduEd9hEPRBZ/XaNJTsT6fj37xXvKKM8SCQiAQEAlHcYz4GO530dU2TG/XCCNDbjzOAKFghFhMQZZljCY9lgQTKakJpGfZyClII78ondT0RJLTErElmYWwlkAgEAgEAoFAME9WtOcExHcxg/4IXS2DtF/up6m+h5OvN+J1B0hKTaC4MhvdXPISS2Aw6knNsFG+Lo8dd64hpyBtYsdTIBDceozr1rQ3D3HklYvUn26no2WISDg2r/PodDKZOclUrs/n0U/uY83GwiUqsUAgEAgEAoFAsOpY/Z4TEHeTtiaaWLulmDWbirj7kS2MDLioO9FKxfp8fu9v3oslwTSHEzG262nAbDUiC6OEQHBLo2karlEfLz5zhjeeP89QvxMlNjdx3etRFJXBPifhUJQPffq2RS6pQCAQCAQCgUDw7mfFGyeuRpIlrDYzhRXZXKhtx2jUk5JhI8FmvtlFEwjmhapqeJx+hgZcjA578LqDBHxhopEYiqIiyRJ6vQ6T2YAlwYgtyUJyWgLpWUmkpiWiN4iwgYXisHv5wX+8xpsv1ROLKotyzuKKbDJzUxblXAKBQLASGM90NjTgwmH34hzx4veHiYZjRCMKSMTHK4uBhEQzyalW0jOTyMxJxppoEqGzAoFAIJgzq8o4MU5RRdbcQjkEghWCpmr4vEEG+1xcPNtBY103/d2j+H0hgoEIkXCMWDSGosbFGCUJJFlGr5fR63UYTXqMZgMWqxFbspWi0gzKqvOoWJdLemYSSalWjEa9mATOkVAgwtPfP8rhVy4ummECYP2WIqxz8eQSCASCFYqmafh9IUaHPFy52Evj+W662obxuAKEAhFCwQjRqBJP5a6qSLwzXhkMeoxmPRarkYREM7kFaVTXFLBmYyHZ+akkp1rR63VirBIIBALBlKxK40RheTY6vTBOCFYHAX+Y87XtHHn1Iudr2/G4/KjKzFovmgaaohJRVCLhGAF/+JrvL53rQpLPYTYbKK7IYsPWEtZtKWLdpiKSUqxi4jcDqqpx7mQbb75UP6u2hN6gIy3DRmKSBaNJj6ZpxKIKoWAEnyeEzxNEUeKhINZEE5Xr8jGK1MQCgWAVomna2HjVRu3hJupOtuEY8aIqKjPJk2lcO175feAc+67lcj/HXr+EyWKkYk0uW/dUsHVvBRVrcoVwsEAgEAgmseIFMafC7fDx2i/PkpmbzN57N2AQiwHBCiQaVWi/MsCvfnKC8yfbcDn8S3cxCZJTrBSUZvKFP3uQynX5S3etVY7b6edrX/k1x16/NOX3Op1MfkkG+/avZf3WEtIyEjGZDfGJtKahqBqxSIxwOIbPE2Swz0lHyyCRcIzHPnMHeUXpS1JuRVE59volXKO+ic/27l9HRnaSMEYJBIIbZlx4vK62jVefPcflC9143IF5zszmhk4nk5WXwuadZTz+2TvJyksR/ZdAcAuhKionDl1m1O6Z+Gz3nWtEX3Br8O4QxJyKpNQE3vep25AkkEV4h2AFEosqHHu1gZ995zC9HXZUdYmNgBq4nQHMVjdmi3Fpr7XK6e8e5eLZjim/kyTYsqecT33xXkoqstEbZnY/1jQNVdVQYiqapmEwLl2XOjLk5qdPvEl/9+jEZyUV2WRkJy3ZNQUCwbufno4RXnz6NG++eAGPyz+jl8RCURSVgR4HOp3M+z6+d+kuJBAIViQjdi8/+/ZbdLcPT3yWV5ROVp7Q6xLEWZXGCUmShCCgYMUSDkV54/nz/OSJNxkd9sx+wCIhSRI7bqsmIzt52a65Gmk414XfF57yu/ziDD72hf2Ur8mbU0YfSZLQ6aQl18DRNI3mS304hr1xAbox1JXh+SYQCFYh0UiMi+c6+ekTb3H5fPdEiNpSYzDouOPgBnILUsVOqUBwC6FpGm2X+xkZcl8zl9GWegNPsKpYlcYJgWAlc+Z4Cz/55iFG7d5Zf2u2GEnLSMSWYsVsMY7t1IMSe0drwusO4HEGiERm1kdISrWybW8FZothsW7lXYemabRe7p8yZahOL7NpZxlV6+dmmFhOFEWltbEfvy90s4siEAjeBSiKyvE3GvnxNw7R1zXKXEN8zRYDqRk2ksbGLINBh6ZpRCIxgr4wbmcAl9NPdIbxKqcgjTsf2LiknmYCgWDloSoqbVcG8HqCN7soghXMu2Zk0DQNVdFQFGXChd5g0AnBJcGyoWka/d2jPP39ozMaJhJsZkors9l+WxVlVTmkZcbT4ZrMBvR6HUjxDjwSjhEKRvB7Q7idfgZ6nbRdGaC9aYCRIQ/BQPgay3NxWRY120rETtQMhIIR7IPuKSfiJrOBLbvK0elWXp/hcQZovdy/9OFBAoHgXU8kEuPEG418/z9eY6jPOeNvZVkaG7Ny2LK7nLLqHNIyk0hMemfMGhcKDgYieN1BnKNeOpqHuHyhm46WQbzu4IT4sCTBbfeup6g0U4xVAsEthtcTpPlS36yi8IJbm1VvnFBVjZFBF32dIwz2OHA7/AQDYSRJYs+966jeWHSziyi4RYhGFQ6/fJG2KwNTfi/LEsUV2Tzy+C523l5FUkoCBuPcUqppmkYsphIJRQn4w3S2DHHxXCeXz3fT3WHH5w6y/bYqEmzmxb6tdxU+T5BQMDLld0aTnoKSjGUu0exomoZz1EdHy9DNLopAIHgXcKG2nR98bXbDRKLNTM2OUu59ZAtrNxaSmGTGMIeU1ZqmsX1fJcFghP5uB2ePt3Du7VY6mgdJSk3g9oPrkVaYd5pAIFhaNE3D7QxMO0cWCMZZtcYJTdNw2L0cfv48J15roLttGO9V6tJ6g47s/NRJxgnXqI8Xf3aSgC9EYXkWdz60GbNVCAgKFoamaYwMujn88sUp3VklCdZvLeEzf3CA6prCeYcNSJKEwaDDYNCRYDOTmZPMtn2VuBw+OpoHaWro47YD68RO1CwE/JFp3Y0TEsxYE03LXKLZ0TTobB3CMTJ7mJBAIBBMh6ZpdLQM8eNvHmKwd3rDhKyTKCrL4tFP7mPXnWtISrHO6zqSJGE0GTCaDCSnJFC9oYD73r+Ni2c70DRWpBFYIBAsPV1tw9dk6RAIpmJVGic0TaOvc4Qf//urnD58hcA04nbTHdtc38PZY83kFWdQVVNISXWOWNQJFkxn6xA9HfYpv8vITuax376Dqg0Fi6ZnIMsSaRk2UtMT2bCtBIMQiZ2VWFSZ1p3QZDEgyysv+4+qqDSe716StH4CgeDWQNM0PK4AT33vCC2N/dP+TqeLa+98/Hfvpmp9waKIj8uyREZ2EnfevxFVUYWguUBwi9JY1yXmMoJZWXkz8TkwOuTmB199iaMv1xPwhdHpZayJJnIK0sguSJ3xWFuKlbVbi1EVld72YTqaBkQct2BRuFLfO2Vb0ulktu+rpGZ7yZJkdZAkCZNpZS6sVxqqpk0r/KbXx8VIVxrBQJjmhr6bXQyBQLCK0TQ48UYjJ15vRJ0mK4dOL7NtbwW/9xcPs3Zj0aIaEeKZjeQ5hYUIBIJ3H+FQlCsXe292MQSrgFXnOaGqGm89f54zR5tQVY2MnGTufHgTO+9aS2ZuCg2nO/jXP39q2uN1OpniymwSk614nH5aL/Wx7+AGdBYR2iFYGL1dI1N+bkkwUrO9FJNJZNG46Wirz2jf2TqMY0S4QQoEghtnqN/Jb54+PWPWp3Wbi/jUlw6QX5wuDAgCgWBR6W63Mzos5jKC2Vl1xgnXiJdjr1wkHIySlmnjs3/+EPsO1kxY+Hvahmc8XpIksvJSsSVb8Dj99HbYicVUVl6kuWC14RzxTfm5yWyksDRzmUuzdGiahqaBqqpoavzfEP87Pp+VkGQJeewPcNMnuuPeEnNNl7cS0LS4JaXpYg9et0i7tdyMtxVV1cba+dgfiFu4JIg3dwlJkpAlkGQZSbr57X2uaFr83tTr7w+QkOL3IkvIkjQhYLhc9zZR/4qGqqloKkzqZ6R4yMBqq/flJhpVeOvFerpmmB9l56fysc/fTWlV9qqrx/ExSVPVMe84YPxvrm0vkvTO+BT/buXf69V90Xh/NHnMZew9vXnvgqZp05ZRGu8nddLEv1cC4/2eqkzu468u90puMzP34zf/HsbnMs0NvXhcgWW77s1goj1NzBtg/GmshGexWlh1xomOpkGG+10A7L53PTvuXDNv18PktIQJEUznsHdaF0eBYD5EItEpP5dlCcu7QHRVVTW87gAjQ256OkbobB1isNeJc8RHMBAmFlUwGHVYE81kZCeTX5xOxdo8cgpSycxOxmhaWnfe8QEhEo4RCUUJh6NEwlHCoRjhUBSPy09LYz8BX2jK44OBMM2X+kiaRcF+KpJSrOQVpi0odbGmaSiKSsAXxu8N4fMGGe53cepI00Qavuvpah3GaLzxbtxkMVBYkonJPNmrJ66s7aeva3TSd9YEEyWV81/EDPW7GB32TGkkMpr0FJdnYzTN735cDj+DvQ6U6/rxpBQr+cXp8w53UmIqXncA56iPkWEPPe12BnodjAx58LoDhIIRlJiKrJcxGg0k2sykpCWQlZtCfkkG+cXppGfaSElLXNLY+pmeT0FJBkkp1mmfj6qquB1+hvpdtDUN0NU2zFCvE68nSDgURZIkzFYjSSlWsvNSyCtKp6Q8i7TMJNIybZgthiV7lzVNIxiIp/wd6HHQdmWAgZ5RRoa9BP0hohEFnUGH1WokLdNGbmEapVU5FJZkkJGdTILNLCZ7V6FpGoO9Do68MrVYM4DFauTBD+5g/ZbiVRMeqGnxvt416sPl8NPfM0pf1yiDfU5coz58niCRSAxNiwukWyxGEpMtpGfayMlPpbAsi6zcZNKzkkhINC+aFtRUKIpKX+cIXs+1RmazxUhxeda0/YSmaUQjMUaGPPR1j9J6uZ++rlFGhtwEA3FxZ4NRj8VqIj3LRnZeKsXlmeQVZZCakUhKWkI8Pfk8y9rZOkQocG1Wq8QkCwXF6VOOcaqi4hj1MdjjoPlSH11tQwwPuPH7QsSiCkaTnqSUBHLyUymrzqGsKoecgjQSkyxLWu8zocQUnA4/9gEXna3DdLUOMTzgwu30EwpF0VQwmfXYkq1k5SZTWJpFWXU2WbmppGUmjoWBLl7Zo1GFjubBSe9ocmoCuYVpU4YEq4oaH//6nHQ0D9LZNsRwvwuPK0gkHEXT4veQlGIlMyeFovJMSitzyMlPITXDhk4nL0lfGTf2qAT8YXzeED5PCPugixOHLhMOTT1P7m4fXlC2OZPZQEFJBuYFesH7fSF62u2T5hOZOclkZCdP2141TcPrCWIfcMefResQ/T0OPK4AoUAETdMwWwwkJlnIzEkhtzCVkopsMnOSScuwYZ1jHxQORelqG56yLzcY9RSWZGBJWNrt9nAoSm/XyKQ+Ypyi8iwSFzgOrzrjxMigC/9YB79xZ9kNZdowmY0Tg0EwGEFdRbupgpWLbppJnaZphMNTd8grnfFFpMPu5eThJs4cb+ZKfQ/OUd+c4iN0OpnC0kw27ihl3z3rWLelaFEHda87yOX6bhx2L25nAI8rgNc9/ncQjzuA1xXA6wmixGY2QvZ0jPC//+AnN1SOffes4w//9/uxJVnm9PvxelViKqPDHvp7HPR3jzLQ62Cw18lgv5OhXic+b5CZuqdv/uNvbqi84xRXZPFX//KRqT17NGis6+bv/+TJSQN1xdo8vvqDz85rIhCLKvziB0d54ee1U95TZk4y//PfP0bF2rw5n1PTNI69folv/fOL1xhwJAn2P7yZP/pf72e2tdb4swgFIzQ39FF/ppOWxj46mgcZHfbMW5MowWamfE0uNVtL2LN/LaWVORO7hYuJpmqcPd7CP//lM5O++/LffYB7Ht4ySUNF0zS87iBvv3mZ4280cvlC95y9cowmA/lFaVTXFLJtbwU7bq9a8ETw6nIBhINRzp1s5eRbV7h4tpPBXuecvJ0kCTJzUli/tZg9d61h295KrIkmYaQgXreX6rpmTEVcXVPAPY9sxrAAQ+dyML4r6RjxUX+6g0t1XbRd6aen3Y5/HsLoMO5Fm8KaDQVs21fBjturSUlLmPhuMQkFI3zn317m1JHmaz4vrsjib//zk2TnpVzz+Xib72ge5MgrDZw+1kR3m51oVJn1WpIEtmQrZdU5rN1YxO0H11NSmT1no1MwEOZf//qXk9I9btxRyv/4hw+Rnpl0TTndTj9HX73EiTcauVzfM22q7qtJTrWycUcZt927np13VC+psfNqxj0MBnodHH3tEudr22hu6CPgn1vbMZkNlK/JZcuecvbds57i8qy459YilN3rDvD3X/4ZQ2Obr+PsvnMNf/S37yc5NeGa+3A5/Bx77RInD1/hyoXuObd/s9VIxZpcdt5Rze0HN5CTH9fpu9F7mJjLKCoOu/eduUyPg8FeB4P9LgZ7nfg8gRnnMt/511du6PrjFJRm8Jdf/QilldkLOk9H8yD/60s/xue9dhPrw5+5g4994e5JGzmaphEORTn3ditHXrnIxbNdOOyeGe91HJ1OJjs/lar1+WzaWcZt967DljxzZiSvJ8jXvvLclKLGSSlWfv9v3su+e5Yuc5+maXS1DfN3f/wzhgdck763JVv42//8BGs2Fi7oOit7JJqCUCBCNKqg08vYZtgZmolxd3QAg1GHmL4IFoPprL7RqILT7oXq3GUu0cJxOfzUHr7CS8+cobttmOA0ltLpGN+F6Wof5sShRrbsLueRx3dTWpWNwbDw7qe3084T//QSDruHSCQ2qwFipRAKRnjqu0e5cLodt8NPIBAm6A8TDkXnNKgtB5IskZ6VRGpGIiND18aJ+r0hhvpdFJdnzfl8bleA3q6Rae8v6A/T2TI0L+NELKow0OOY5FkyvoMwk+fC+M7rQI+Duto2Thy6TF/XCG6nf0HtyO8NUX+6g8a6bt58qZ5996zjgUe3k1OQumy70g67L66AeNXoFo3EuFTXzS9/dJyGc53zynIFEAlH6WgZorN1GI/Lz7a9FYtW3nAoSuP5bp776dtcqe/B7Zyf66+mwfCAi+EXXZw51szajYW896N7WL+1eNEMKKuVcCjK8Tcap/3eZDZw3/u3kZqeuIylmh+aquFxB+hoGeLEoUYu1LYzMuzB753aC25O59Q0hvqcDPU5OX28mZd/eZZHHt/FzturF7SDOx8iYx591xsn3A4/b718kRefPkV/j4PYHIwS42gaeFwBzte203Cui6KyTIorFrZgg/gGhdvhnzBORCIxLpxq51c/OkHj+e45GSXGcTsDHH21gfO1bWw9VMEHPrGPirW5C/I8nA1VVRkd9vL6r+t466V6+nsc03oSTcd4P9V8qY+3flPP3Q9t4p5HNpOdl7pkHiD9vaME/OEJ40Q4HOXciVZ+9eMTNDf0zaveIb6GajjXRfOlPo680sD7PraHPXevveE2Hw5F+cUPjlF3sg2Xw0fQHyHgDxMORVbMXGYxcDl8RKOxa4wTSkylp8POL/77GKePNuNx+ed1z4qi0t89Sn/3KN3tdnbcXoVtlmOSU63s2b+W1sv9k67ldQc5daSJrXsqsC6R94QSi2ePGxlyT/n9xu2l5BUtXLNo1RkndHodsiyhKtq8O5ZxPM4AoWB8J9uWbEVeggwKgluPjOzkKT8P+sO0NPaz/baqZS7RjaNpGr0dI/zkiTc5/vqlOe3YzHg+VWNkyMNrz9Vx+UIPj37qNu5+cOOCFw6xqILXE5i30eRmEw5FOXO8ecaUfiuBlPR4uML1xomAP8RAj2NexgnXqI/+KUIQxgkGInS2DqFp2pwHtoA/TH/P5HOaLUaKZimba9TPsz8+weFXLzLYO/9QntmIxRT6u0f5xQ+O0tLYz6d//17W1CxsN2GuOEe810xcIuEYh1++yA//63Xsg1NPKuaKXh/3hrImLnwBN+7J8fyTtbzw89q4R9aCTjg2QTvazOX6Hj7wyX289yO7F6Wsq5Wu1mE6mqf3mqjakM+GrUuTSWqxqD/Twa+frOXsiZZpXYkXQsAXpvF8N52tQzzy2C4++OnbZt3BXAzCoRge17WeS6N2Dz/6rzd444XzRCMLG3eTU63kFaUvyrN1jHhxOfxA3DDxxvPn+fE3Di1I4NDrDnL4lYu0Nw/y2394kO37qpYkFC7uPdTNT594k/rTHZM8AedLLKrQ1z3KT7/1FhdOt/PpLx1gzcbCJXmHhvpcE0a4YCDCK786w5PfOYJrgX1lJByj9XI/X/+HF+jrHuXRT+4jcY6en1cz7jXQeL57QeVZ6bhG/cSueh81TePC6Xa+9dWX6GwdWrDSen5RGilXecdMh16vY/veSn7z1OlJ756maZyvbWegx0FZdc6SeE8EAmFqj1yZ0qPUbDGybW8lSSkL7ztX7mg0DamZiVgTTGiaRmfz0LwsyhCPm2+/3I/THn+oRRXZIue2YFGYbqEWCceoP9Mxbaz9SkNVNepPd/DVv3qGo682LNgwcT29nSN87/++wlPfO7rgAVawtCSnxo0T1xPwRxjodcy5Pauqhn3QPcnIcTXjuwjz2Q0N+MP0d082Tliss4vQRiIxLp7rXBLDxNVoGtSfbue7//oK7c2DE157S4ljxDshwhUJR3npmdP84GuvLdgwAWBJMFGzrWTB5xnfuf7uv73C098/snDDxHV43UGe+t5Rvv8frzEy5F4Vfe9io2kal+t78Hqm9kQxmvRs2VVOeuZs+3U3F+eoj/rT7UtimLiagC/Mcz99m1/+8MSCvDLmSjgc95wYZ6DHwbf++SXeeOHCgg0TACWVOWTlTe6/b4SAP4x90E0oGOG1Z88t2DAxgQY97Xa+8Y8vcvxQ44INB9cTjcQ4+tol/vPvf8352rZFPb+qqDSc7eI/vvJrat+6Mu/1yFwIh6IM9TmJRGK89MxpfvLNNxd13hTwhXn2xyd4/ue1cw5vuRWJe07En28spnD6aDNP/NOLdLYs3DABsGlXGbJudmOCJEnkl2SweWfZlMYH+6CbC6fbF/09Gqe9aZCulqmFlbPzUti6p3xRjCKrznOiuDKH1MwkvO4gJ1+/xO0P1JBXnDHn410jXt58vg6vO4hOL7Nua/GKj7MUrA4q1+dhMOimXMxfvtBN7eErHHjfNgwr2BimqhpXLvbwxD+/SHvT4Ky/tyaYSElPJMFmQpZlYlEFjysuJjjTQO11B/nlD48TCUd5/LN33pDFXrD0mMwG8grT0Bt01zzPaCTGYK9zTAR19v5TURTamwZmHTAHep04R31zag+apuHzhBiaQsA0IzuZlLSZ3dQzsmwT7pHTCY6OI0lgTTSTnGrFmmBGr5eJRhWCgQjOEe+snjuqqtFwrpNf/fA4v/NnD85Zm+RGcY740DSNWFThxKHL/Py7R3DYvTMeI0kSOp2EoqgzuqZm5iRTUpWzoPJpmobD7uUHX3ud429cmnUhZrEaSc2wkZBo4v+x997RbZ13mv/z3oveQQLsvTdRojolSrKKLVm2HDuxHTvNSZyZzCaZzExOdtruzm/KTnaymcnMpk4yzklzHMd24t5VLKt3iWLvvYAAQaK3e9/fHyBpUbgXBElQJEV8znF0IoAgBNz7lu/7fJ+HlTBTiikf7FZn1O/O6/bjrRcvASD4/J8euGNy/ZWCzxtAR9MQ/F5hzyOdQYWNtUUrXj26fmsB8opTcfNyz5zPZSUM9AYVtHoV5Iqwl4HfH4TL4YXd5pqzZcvnDeKtly4ip8CMew5XL6kXQtioOVw4cjm8+N3PPsSp9xvAc9F3OwzLgABRx1OJhEVReTr0xjgpQCjQ3z2Gy6fb8fwzJwULE4QQGJLU0BtVkCtkAAnfg7Yx55zFntFBO379w2NIMmlRVZM7kw60qLdMKc5/0IJn/u1tWIajF2YZhkCfpIbBqIZsSrrv8wRgt7ngnPSKFjcppejtGMUz330XcqUMG7YVxF1B0dNpAcMyeOkXp0U9giRSFsZkDbR6FaQyFsEAB6/bB9tY9DESCCsyXn3uPLLzzKi7tzKu7/1uYWLcjVCQA6UUrfUDeOa776Cvayz6D5Gwr8RH6TXCaPVKlFRmxTzWqNRybN1dgounWiOuB0opzh5vxoEjNXFRMNwKz/O4cqYNjknhYndlTS5SpzxMFsuq25WnZydhQ20RBnvG0Nk8iN98/308/uV9yMhNFl0kU0oRCnGwDk/g9z87haunw6ZEJeuyUVaT5i35fQAAIABJREFUu2xuwQnuHgghyMhORnFlpqC8zecN4ve/OgujSYstdUsjXVwslFL0tI/gv/71bVEZMCEEeqMKZdXZ2LSzGPnFadDoFJDJJWBIeGPj8wUxOe5G841+XDrVht4uC7wCFXmfN4A3X7gErU6JI09uX1CPXF5JGv7nvz4Z84nFYL8Nv/3pB4IbtczcZHz2K/uhW4Cc15Csnlcii1qrwFf/9sicff8+XxCvPHsW9Ze7BR9/+i8OonARXiYKtQzmNOF2JCD8fecUpkCpkkVMgiOD43C7fHMWAQAgFOTR3hzZwkIImbXoGx2yY3zMiaw8U0wT9cjA+EyL3q3kF6dCKot+j7ESFnUHKnHstethWeYt70mllkNvVCG7IAWl6zKRW5iKZLMWCpUMMpkEDEPA8eHWQpfDh572EZz7oAVtDQOii0dKgQsftmLzrhLsvq9qSTc9zkkvAr6wbPfZHx+ffb0TQK1RwJymR0llJvKL05CaYYBaqwDDMgiFOLgcXgz329HXZUFnyzDsVueMqWzVxlyoNYvrZ3VMePDCz0+JFiYIAQxJGpSuy8LmuhLkF6dCrZ0aZxgGHMcj4Ati0u5Gy81+XPywDd1tI4JFIo7jcez1a0g2a/DwZ3asKQ+KiXE3Bnqtoo+nZyWtiphrnV6JfYfXo/l6H0K3FBdYCQOtTolksw7FlRkoLM9AVm4yNDolFEpZOKmChJMZ/L4gbGNONF0LHxQM9NpEW4MdEx68/YfLqKjJRUq6fsnu1VCQg8Pugdvlwyu/OYcP3q6fVZgIF1rUyM43o7gyA9n55nBaztTm2e8Lwm5zYaDXiu7WUfR1WeCY9MDj9kOjU8Q9feXCyVZcOt02S4ElkbJIzzKiprYI67fkw5xmgFL1ken89BjZ0TyEcyea0XpzQPSEfrDXhmd/fBx//vcPIz0raVHvlefDqoZnf3xctDAhk0uQkZOMjbVFqN6ch+QUHZSqcAEUCH8/XrcfQ/3juHK2HTcudcM6OilYPBrqt+EX33sfX/9fD6G4MnNR7/12Tr3XgDNHGyPWLSq1HNkFZmzdVYrSdVkwmjRQKKRg2akxMhDCpM2N1sZBnDnWiJ52CwIi5uyT4y68+eJFlFVnibYoC6HWKPDlvzwMtyN68cnvD+KN313AlbMdgo8/9bUDKKnKWrAHoEIlQ1pmfFRCQrhdPng94WvhVz86FlGYUChlSE7RobAsLZxSl2mEzqACK2HBczzcLj8swxPo7xpDR8sQxkYm4Zz0IhgIobgiE6YUXczjDCEE67cWIjvfLLjf6O+yoOFqD2r3lsd17BobcaDxWp/gelsqk2BHHI04V11xgpWwuO/RzWi43IWu5mGcfOMG+rvGUHugEoUVGRjoDl8wlFJMWJ3obBrChM2JruZhnH2vAZ1NgwgGOegMKhx6fCvSsowJR+8EccGYrMG2PWXoaBpCQGDRM9Rnxc/+41143H7s2Fu+5HE/88Xt9OGlX5xGS/2A4CkBwxBUb8nHQ09sR/XWAiiVMtEUAkopqjfn49AnNuPDd27ijRcuCEYeej1+vPLcOaRmGbHn4Lp534sarQLrNufF/HytQSkYmwkAak1Yrp50ByTOEgmL0nVZcz7P4/bj5Dv1oo8XVWRgw9aCeL61CLLzzVAoI4sTo4N2uF3+mIoTbqcXA92zN0kanRLGZDX6b/l7jys8+VdtzAMrmfta6OsSlhfmxtiul5phxPZ7ytDTMQqGIUjNMKJiQw7Wbc5H1cZcJKfoIJWy4ZNKIuxoTilFeXU27rm/GudONOPFX5wKL1wEDkqcDi9Ov9+AbbtLl3STHPAH0dNpwUu/OI3BW9peZHIJqjbm4Z77q1GzvRA6owosy4BhmFnJHpSGF/dciIfb6UNHyxCune9ES/0AqrcUiN5DscBxPE6+cxPHXrsmWJiQSFlU1uTi4c/UYsOWAsgUUlFHfEopqjbm4d6HNuL4Wzfw5u8uYkRASeNx+/H68xdQVJEZVgqskQMJ56RX0FF9mpLKzHlH9y4HDMugemsBCkrT0dY4CJlcgsKydFTW5GH91nwUl2dApZGDZdkZafTt1wulFAWl6ajZVogDD9XgzRcu4r1Xrwqe6FMKtDUMoKW+D+bUKpAY5NYLZXLCjcun2/Ha8+dnmRsmmbXYua8CdfdWorA8HXK5FAzLzNwL03M0z4djG0MhDtZRBxqu9uL6hU74PAEUV8R3kzzQMzZLVaXWyLH38HoceWIb0rOTIJFKBMdJSilKqzKx+2AVTrxVj9eeO4/hgfGI16eU4ublbhx/4zo+9eW9i0qQsAxP4tkfHxedI5LNWuw/UoODj2yCOU0fVrSKjPFFFRmo3VuOtoYBvPKbc7h4qk2wsNXVOow/PHsWX/3bI9DEUaXV2zH7sIiQ8EHtkSe2Y9e9lTAkacBKImNBKaVAEVC1KQ97Dq3DWy9ewlsvXYLLEVlApxRoqe/HzSu92HOwKmY1FSthUBJDMcbrCeDciWbRxwvK0rGxtjCm37kchNtOx3HjchearvXO/D1hCEoqw9f2tt1lMKXqIJHMXjNQSoHpOZXj4feFzaXrL3Wj4UoP1m/Jh26eCietXonaveWCxYmwMWYbNu4ogkIRp0Qtns5EpApRUpmBvKLYPcjmYuXPSgLklqThqW8cws+/8zb6OkbRfnMAnY2D0OhVYKcmEY7j8eZvz+PYq9fgdnjhmPCAn5LAqTQKfOypOtTdX71qMr0TrHwkUhZ7Dq3DuRPNaKnvj3icUmCg24qffudtXL/QhQce34LcghQoVLJlL5BxIQ4fvF2PCydbBQsTMrkEuw9W4ck/2ov07KQ5F/eEEEikLJLNWhx5YhuKytPx8++9j+b6/gh524TNhVd+fRYFJenIzo/txPzW3zM/oj1feFG7FMRcIY/z6y2ElHQ9DEnqCL+C0eEJuBzemAwsezsscN62ICqpyEBGbvKs4gQAdLYMI3g4BFYy96Ta2xG58JQrpMjMjc0EjhBg131V6G4fwfqtBajenI/M3GQolLHfk4QQsBICjU6JvQ+sR0q6AT/+9pvhXtTboDxFV8sI+rutKK6IPZVkvjgmPPjVD46i+UZf+H4jgClFh4c/XYs9h6phSo1+SkMIwDAsJBIWcoUUW82lqNleBJvFAa1eueB5k1KKjqYhvPG7CxFRbQAgk0mw98H1+NQf70VKmn5OaffMODP1b8vKNeGZ774jWAi1jTnx2nPnUFyeAX3S3MZjqx1KKezWcMKCGAWlaSvaCHMaQghSMwzYe3g9cotSsG1PGYrKM2BO08f8/qevd6lMgqw8Ez771f3QGVT47X99ICh793mDuHahC1vqSqFapFIoGs3X+3DjYjccUwk1LMugalMuHvv8LlRtyptpTRH797AsAcsy4YSifDOy8kzYfbAKjglP/Fo6prh1aaDVK/HJL+3BoUc2zdmGFx4jWRiSNHjw8a1IzTDgZ//+ruB9yvMUJ96qR+3ecuSXLMzUj+N4vPP7y2i42hPRokYIkJGTjM999QC27YmtSMwwDOQKBlWb8pCZa4LhJydw9LVr8PtmqxA4jselD1txfkcR9h5eH7d769Z/AyFAeXU2nvr6vajckBu1CD/92UmkLNIyjXjyj++BzqDCsz8+Jqg49HoCuHSqFZvrimNuPYx9npzj8Xm+3p0mFAjhtefPh9cnU8oBrV6JAw/V4PAntiAzzyS6LiaEhFs8GBashIVMLkX15nxUbczDuNUJlmXCKq95wDAENbWFSP2dISJ+lucpbl7pxmCPLW7GmD5fANfOdwiqfSVSFlvqSmCIY+LTyp+VBJBIWGyqK8F/+7uPYdu+CiiUMvA8hcPuht06ZRRDAduoA4PdY5iwuWYKE1n5Znzuz+/DQ5/dOS8ZdoIEsZCabsCRJ7ZBqxcf2Cftbhx/4zr+5S9fwLP/eXzeMVzxhlKK4QE73n35CtwuYWne5roSfO6rB5CRM3dh4nYkUhaVG3Pxha/fi5yCSAkxpUB78xBOvHk9YrJPsPxML3pvx+sOxGyw2N0+EtHaU1yZicxcU4QHS3fbSExJTAF/SPD0zZSqgzFZE9OETAhBXnEq/vJbj+LIE9tQWJYOpUq+4MlcImFRtSkPD3+6VnTRa7U4pk4gl86g0eX04ebl7plNV2q6AZ//+r146MntcxYmxJBOLXDVi0i+8Lj9OPr6tYiCFBBebG3ZXYJPf3lvWEo/33FGEl4gPf7F3aLjb/ONflw83bYmzDF5nsI25hR0VQfCBWdzuiEuvf13AomExeHHNuMrf/MgduwrR1qmcVGbP6VKhoMf34Qtu0pEN06tNwfg9SytSWB3+yj6pxS/LMugZnsh/ttfP4iNtUXzKpJOQwiBWqNAelbSkh2+SaQs7rm/Gocf3TJvHxeJlMXW3aX4xFN1ovfpyIAdp95vXLDBZGfzcLhFRuDaNyRp8OQf34OdByrmrQAjhMBo0uDxL+4SVSy6nD68/+q1uBv8TpORnYynvn4vqjbmzbs9WKmS4cCRDdh+T5noNd9c3w+HXbyguVYJhXg0XOmZUVopVTJ8/HM78bmv7kdWvnhhIhoMQ2BK0S0oxnm6lbxme5HgGDHUP47Ga72LikW/FbvVhesXuwQfS07RoWZ7UVwL3auyOAGE2zvWbS3An/7jx/Hn33oU+x6qQWaeCfokNdQ6BVQaOVQaOTR6JQwmDco25OBTXzuA//6vT+CBT9VCo1eu2ApdgtULYQh27C3Hxz5VG3URz3E8Rgbt+MOvz+Lbf/Mi/uMfXsGH7zXAOjqJgD90RxfPXIjHhZMt6BQxwMzKM+HxL+yCOW3hvbcMw6B8fc5URFvkgoQL8TjxVj36OoUlmAmWD4mERb6IAWJfl0V08zNNwB9ET/so/Lf1uuaXpCErzwT1bSc0luEJ2CzRzRuBsD+FkL9DaoYRhnmcjLMsA7VWCalUEpc5gWUZbKkrQVm1cGyo3xfEUJ9tSZzdb2X6e9HoFHjij/Zgz8F1kMmFT2HvFJ0twzh7vFlwfMvKM+GJp/cseJyZVlHsurcKW0Rim50OL84ca5wxIbyb4Tkedqv4fWRI0kCjVayqdZBcIYNSJY/LppsQAmOyBvc+tBF6kQg/u80FazwSKaJw6/hZsi4Lf/TN+5FbmLKiTUqz80148PGtUKnnX8glhEAiYbHrvipsv6dc8DmhEIfzH7TAMjz/lB3vVAHUIlA4ZxiCAx+rwc79lZBI2AWPM+Y0A448uR3JKTrB57TU96Ppeq/gY4tBo1Xg40/tROWG3AVvBPVJahx4qEb0lHvS7p7b6HGNMn2vyhRSPPD4Vjz05PZFHWYsFqVKhtq9ZdAZItfUlKc4c6wpLqlDlFLUX+4W9G4hBCiuyIh7dOmqbOuYhhACo1mLuvursXl3KZwOL0b7x2fc0wkh0OgUMKcbYM4wzhhqrabJOMHqQ6GS4eFP18LvC+Ktly5FHRwoT2EZmoB1ZBKXT7UhpzAFW3eVoqImB3lFqdDegSKa0+HF2ePNM+qiW5HKJNhzaB0Ky9IX/T4kUhbb95Th9PtNuPhhZPuI1eLAmePNKK7MTNyjKwiWZZCdbwbDkggjsIFu65yLx4lxN4YH7bM8GGRyCTKyk6DRKaHVKWZFo/m8AfR2WpBXnBr1dYf6xuG57VSTkHCclXYBpqbxRG9UY+P2Qty42CX4+dgsTgQCoSVPimIlDGr3VqDuQOWym/DyHI8zR5swMR55oiiRsNixvwIFcRhnlCoZ9hxahzPHmgSVWK31AxjosUJnUN3V4wxPKSaitHRodIpFeYfcDRBCULkxFynpBsHPKhQM+ziUVi39e1Fp5HjkMzvm3dp4pyGEYMe+CqQt0rBSrVHgnvvX4cLJFsFiYV+nBT0do8jIif33hFWg47h4qk1wPZORm4w9B9dBoVzcdc8wBBXrs1G6LgvnBIqtAX8I5z9oQd2ByriqV4qrMrHr3sWN5YQQlFfnICvX9JHS/BZCQQ79PVbULuaN3uWUVmXhY5+qXZCJezwhhKBqYx6y882YtEcWw3o7RtHaMICtu0sX9Xv8/iCunusQVHhLpCy27SmL+1pm5ZZm5wHLMlDrlEjLSsL62iLcc6QG939yGw49vhV1h6pRuj4HSWataO9eggTxJFwUU+KJL+3BU187EDZdnUPyxfMULqcPTdf78Ivvv49/+csX8J2/fREv//osejtG4fMGokYRLYama70zstLbSUnXY8+h6rgNPFq9CnsPV0OpjpS8h4Icrp3vgHV0aU+qEswPwhCYUnVIMkUahQ72WqMqACilsFmcGO6f3X6RmmmE1qCCOd0AY/Ls1/V5AuhqG45a9KCUYrDPBu9t/Y8yhRTZ+eZl34hLpCxyCs3Q6ITVU44Jz5IrJwDAlKLH4ce2QKtf/o346NAEGq72CMpMjWYN6g5UxkUWSphwq05BqbDax25zob1pMG5y15UK5aloKgKAqcOatV2cAACtTomcwhRBmTvH8XBMLL3EnRBg2+4y1GwrXPE+aEaTBtVb8hdtpMowBEXlGSgXUZhxHI9r5zoEiwxihHvtewTjpVmWwabaoqnvevFjoUqjQM32QsFCB6UUXS3DGJsjvnQ+MAzBvsProdEtvvCu1iqQV5wqqM7hQjzGopjornXkCikOP7plUUrieKLSyFF3oFJw/HJOenHuRLNoQkssUErR12FBR/Ow4B4kM9eEyg05C359MVb2KJggwSpGpZHj0Mc34Wv/4wg27yyeV7V+3OrEpdPt+NUPj+GfvvFb/OJ77+P6xa4ZA8J4wXE8Gq71iqo7ytZlIz0rPrnF05RXZyMjW/g0ZGTAjo7moTXRE76a0BlUSM2IvA4ck96oLRiUUowO22cpIwAgMycZKrUcUimL7HzzrEk+GOQw2GuL6j8SDIQwMjA+Y0w1jVIpQ3a+KdZ/1pKiN6qhEmnt8vuDS1ZsvJWqTbnIK4quQLkTUErR2TosmKQBAOXrc5CSHr8YOL1RHVV503pzQDBR6W4jmneLVCZZFWaYd4KUdINwGgxP4fct/XWi0SlRu7dMtJi5kkjPSkJWbnzUHVq9CqXV2aKFjvbmIfgFzErFCAU5XD3XKfiYWqdA9daCCI+jxVBSmQm5iLeQfdyNbgFT5IWSlmUMR23GaT+cnW+eCRC4FZ7n10Tb20IpKE1DxRJsxhfD+m0FgvMnx/Fout6HwT7bgtfUXIhHy80BjA5Fzt2EEGyqLVqShLvEzJQgwRJBCIFMLsWmHcX4xj88gi/++UGUVGZCKot9cvR5AxjoseKV35zDv/zVC/jeP72Gc8eb4Xb65uz1j4WJcTe620bAiZxObNheCHaeLsJzoTWoULkxT/Ax56QH7VNxvwlWDjqDCmkCRapwBnyk4/o0wQCHrpbhiGs1M9c0I4ksKE2LUBaNDkb3nXA5fYJmmOHc9/jFWS0GhVIGmYjiiAvxS16AIwzBlroSyBXL370Z8IfQ0TQkWAQlhKB8XTbUcUxEkCukyMhJFlXQ9HRYFnWatBqgFIJRrdOE4+6W/+RvJaDRKQSjkSgouNAdUDil6lC9JX9FnMRGgzAE6VnGBRn4CcEwBGXrskT9uexWF4b6xOeX2xkbmRSNDtUb1CiNc8uoKVUn6m/kcngx2Dt322OsFFdmItmsjdv71xuF1XSUhtediQOiSAgBNmwrhNEUv1SKxUIIQVpmErbuKhX8Pgd6rWi8unBjTJfDi8un2wR/3pCkRk1t0ZK0B941xQlKKfy+IJwTHtitTtjHnPAvYwJCggTThB2etbj/0c34q395DJ/76gGUr8+ed7/apN2NU+814Hv/9Cp+8M+v4+bl7kWnW9itTowOCkv4VBo5cgrMcavUT6NQSlFQIhxhRynQ3TYqGFeUYPkQ2+z5vIGIlo1bCQZC6GgenvV3MrkUGdlJM6+VW5QCiWT2tTA2MgHbmEN0geR2+jAyEFnJN6cboDMsr9/ENBIpK3oyTUGx1Eu/ZLMWWXkro3/d6/ajq03YcFetlSMtyxhXA8Bps0OxE1mXwxvVj+FuIdoGg9zyv2sduVwKsc/iTmzRcgtTRU05VxJSKYv0nOS43qvZ+WbRqFafxy9YhBaju31EVAWalmWERhtbPGasSCSsYLsjEC5AW0YmY0qemguGZZCTnxLXSNtoRo4cRxPFCQFUGgUKStLiqr6JBwqlFFt2lwhGZHMhHudPtsDljDQPj4WBXivaGgcFH8spTEFp1dJ4xC3/kcoioJQi4A+hs2kQTVd70d9pgcvhhd8XBMsQPPiZHdiyp2z2z/AUoRAHSsNVW1bCrIjFW4K7H6lUgsxcEx59qg57H1iPGxe7cPl0G65f7ILD7hFVL9wKnTI5O/HWDdRf7sbBRzbh8KObkZwy/3jA6deyjQl7PKRlGqFbgl51hmFgTtdDq1cKbhD6u8fg9fjnlbiQYGkhhCA73wylSjYrIcPvC2J4YBwcxwtuxCftbgzedvKl0SmQnp00c10lmbQwpegwdEuRY9LuweigHZU1uRHSU0opnJMeWAT6YvOKU5fdb2IWyzi1pGYaV4zpo3dKASaEVqdCUhxPBKdRaxSi2fHBQAjjVueKaHlZKghB1HuB43hQ/u723YiZZb5F8opTV8R9OhcSKYuUdH1cX1OtVSA5RYfB3kiFhM8XhGUoNv8DSikGe22i0a8ZOclgJPE9j2VZJmorzoTNhYA/tGhvF6VShvRsY1z9SCRSVvy6pxSJ2kQkOoMKqZnGFXevThtj5hen4ppAhG174yA6moexeWfxvF6XUoqLp9rgEij4SWUsNu8sXjLz8VVbnOA4Ht2tw3jj2XO4dqYNEzb3LJmmRMpi+4HKiJ+zWRz45Xffgd3qRFFlJj7xpT3L7uyeYG1BprKN9x5ej627SjA6NIGr5zpw+Uw7+rvHMGFzxTQx2CwO/P6Xp9HZMozPfmUf8kXUCGLwPMX4mBMBkZ7O5BQdFCrhfsrFojeoodEJFydsFge8UYzcEiwP2flmqNTyWcUJSgHL0AQ8Lp/gONrTPgqPa/bEptEpkX6L54hKI0d2vnlWcYJSiu72UQQDIbC39fRSSjHUPy543eYXpy5ZH30oxCHgDyHgDyIU5BAK8eA4HjzHg+fp1J88OI6C53mMDtqXVb1nTNJAqVpeN/FpnJNewZSOaZYiWnWofxy8yOab43i4HYuPWFvpRDMyDgU5cHfA9+ROQylFMMDB7w8iGAiF/50cDy4Uvj8/ulc/+nOkfxzLuRuLp9/KUsKyDAzG+Eraman1kBDBQAh2mxuU0jk3hNNGjmKtTH5fEC31/XGdH3yeANxRVJ5upy8u45pcKUWSWfgzSnDnUKnlK/bQTKWWY8e+ctRf7o5owXA5fTh3ohkbthbM6/DGbnWh8WqP4DVsTNZg446iRb9vMVZlcYLneTRf7cVP/vk1dDbNzzxPrpAiGAjhyqk2dLcMY/v+SpSuz15xlbAEdz8MQ6DVq6DVq1BUnoEHP7kNTdf6cPlsGy6dasNQn23O9ZLfF8SFky2YsLnwlb95ECXzkFjxHB91w6A3qqfkrvFHrVWIShRDIW5NSK5XG6kZBuiMaozedpJlGZ6A0+GNKE5MmyD6vLNbjwxJaphTPzp9C/tEmHHhw9ZZz+tqHYbfF4TituIEz1PBHHa5QorM3GQwcyTjzMX0fBIMhDAyOIH+7jFYhuwYG3XAMeGBc9IDrycAvzeIQCBcqAgGuPCfU/+FguFNUTx8YRaKWquAbAX4TQDhhAyxntfhgXF8+69fvKPvh1J61xtiEkKi9gJ7vQGEVvFnMH2fUkrhdvrQ323FUJ8NluEJjFudcEx44Xb54PMEwoUKf2jmHg3/Gf7/4UIjt6wnxUJy7JXIXEqBhcAwDAxJwgUPSgG3y4tQkJszMcznC8IxKS5df+f3l/HO7y8v6r3Ol2AgFJc5QCplodXHtyUlwfyRySWi/igrgZrthUjLNEaokLgQj8ZrvRjqsyG7wBzTHoFSirbGQfR3CSseN2wtROoSFlVXxsplnvS1j+KZb7+JzqZBUApo9EqYUvVITtXB5wmg8UqP6M+qdQqU1+TizHsNsFud6GwaQlFVpqj8M0GCO4VKLcemnUVYtzkPhx/diusXOnHynZvo6RgV7aOcpq1xEL/4/vv4s7/7WMyyM56nUV2ZVWo5JPMw75wPCqVUtPBBabgdIMHKQipjkVtgRvtt/YeWkcmZFJlbrzu/L4i+zrFZPbeEIcjKM82q3ktl4XYnmVwySw0x1DcO56Q3oheb8hR9nZGmZ6kZBuiN6gUXmjmOx4TNhd5OC25c7ELjtV7YLE64XT54PYG49A7fSaQycc+LO83kuHtF9TBTirs+SpQwBLooqlCPy78qCzTT7byW4Qm0NQzi2vlOdLYOwTnphcflh88XnFf85EpgqQ4B4g1hohe8FvSaJOw7I4bXE0AwhuJEwBeEe4F99UsFx/Hg4zDuSSQslEukYk0QOyzLznkdLiemVD227SnDy8+ejUgDG+y1ouFaLzJyk2Pa7/q8Ady42AWnI3KPoFLLsWlHkWgaWTxYuZ+yCDzH450XL6KjYQAgBEUVGfj4F3ejZmcR9EkaXPqgBf/fH/9c9OcZhkF2USp0RhXGLU50NA1if2BjojiRYEUwfdqVU2BGToEZ99xfjYunWnH0tWtouNorKhGklKL+cjdefe48Pve1AzFNZNOLPDFk8qWLmpPKJKLyMkop/N6720l/NcIwDPKK0yL+3mF3w26NVODYxpwR8VMMQ1BQMvs1CCHIyE6CTq+C1fKR/4nH7UdvpwVZebOjQb2egKAZZlpW0oLMMKe9V84cbcSp9xrQXN8f9b5YLTDMyvFT8nr8K6o4ARrdLPJugCEk6om8Y9IToWpa6fA8j46mYZx89ybOf9As6FOwGlkpRcS5ICBx9/SZTjUTgwtyMRWbQiHujsS+zgdKERdHVcLE/3NPMH8Ig0UrM5e46viMAAAgAElEQVQShVKGLXUlOPl2PWxjs9POggEO5040Y+e+ipiUWnabC1fOtgsqyrLyTSjfkLOkn8WqK06M9I+j/nwXOI5HTmEK/uR/fSz8Ic1jcDel6qDWKjFucWKk34bQHYiKSpBgIegMKux7YAOqN+fjwslWvPG7C+jvHhOUCnIhHsffvIG6eytRWZM752tTiqj9kCy7dJsbhiFRB7ZgcGUtMhKEv7PcohQwDJl1/VEKDPRYsWln8UyRl1IK68gkLMOTs15DKpOgoDSywJGRkwx9knpWcSLgD6K7bQQ791fMeu7IoB3u23wsCAEyspOg0c1P+ur3BXH1XAdefvYs2hsH4fUkEp6WgmBgeWXzaxGGIUiKEvnonPDAMeGJqZ9/uaGUwmpx4P1XruL4mzfCfiKrTB1x9xD/ayVacYab8gWZC47j79q1PCEEDFkdBawEy0tZdRYKy9IxbnVGzLltDYPobB3Gxtq5vSKarvdFtPACYT/HdZvyYEpdWg+UVVec6GkfgXU0vODdeXAdiioz5x1rpDWoIFeGK7WTNpeoaVaCBCsBhiEwp+nxwONbUFSejl98733cuNQt+NxJuxun3m+MqTgBhCvyYtCZsn/8FyNzbVRW+mJ5rZKcooPRpIXNMjvhZaDHGt4sTBUneJ5iuH8cjonZ7TmpGUZBY69ksxbmVD06W4dnTpoCgRB6Oy0IBblZp0aDvdaIIoJcKUNWnmleJ5Aetx/v/uEyXvj5KUHlhxhSKQutQQWNVgGlSg65UgqZTALp1H8yGQupXAKXw4erZzsiCilrkbtdpbASIQxBcoouol1qmul7lOcoWMnKHm/7u6149sfHcOZY07zacVRqObQGJdQaBRRKGeQK6dR9yk7dq+F7tqtlGC03+xMFtBhYioSXaK0PhJDYliBxUikkSLCaUShl2LG/AtcudEW0orqc3hljzGj75lCIw8UP2wTnDbVWge17yuKaHCPEqitOTNrc8Lr9IAQoqsqEbAH9P1LZR3L1QOJEJ8EqgBACQghK12Xh6W8cwg/+92toaxoUnIwbrnTDMeGGzhBdukUIot4/oVD4xGIpxiCO40WjUwnCLSUJVhaEEGh1SmTmJEcUJwZ7beFNw1TrcMAfRHfHaMTYml+cCrWAESrDMsgvTcOlM20fbT4oMDYSNrebdrOnlGKozwbfbSkYKnU48SPWopbPG8Drz1/ACz/7MGrxQCaXwJCkQWZuMkoqM5FTmAJzmh4qlRwyhTS8yZGGvR1YydSfLANWwqCzdRgdzUOJ4gTCc67YV5OSbsDOAxWQ3EFpu0wuRX7J3RsjCoTvV41eiSSzVrANCgA6W4bBcRzYOEcsxgtKKQZ6rPivf3sbV891iBYmwr4FCiSZtCgsS0dBaTqy803QGdVQKmWQycNthBIJC1bC3HKfhu/ZF35+Cq0NA4ki2hxQShGKs1cLxRwKTgkTk3ycYRlIpOLX8Y595cjISb6jqbGpmUYo1QmviAR3DkII1m3OR3a+CV2tI7MemzbGHOyzITvfLPoavZ0WdLYIh02UV2cjuyAl7u/7dlbdDsDvD4IL8WBYJuzivoCRJhTkwHPhD12hlCZOaROsGhiGQVF5Bu5/dAsG/s0Kj0CMld3mQk+HBdWb8+d4LRJ14vR7A+BC/JL4sQT8IdHILxCyYiIQE8xGq1MiIycJ9ZdnK3esYw64XD4o1eHvLeAPRZhWEkKQV5w685zbKSxNg4RlZ21AbBYnxkYnZ4oTgUAIo0MTEYtZlVoe4U0hBs9TXD7TjlefOydaOCCEoKA0DbV7y7Ftdykyc5NnitqEITHNGQzD3NGF8EpGoZRCbLJOzTDgiaf3iKb3LBWrpc9/MWj1SqSkG0SLE11TaTrRev6XE4/Lj1d+cw5XzrSLSvuVahk2bC3EzgMVWLcpH4YkdbgAwTAAiU2Ft4LbyFcUlFL4fXH2KaEUvijtdOFxd+41iETCRDUrrLu3Cjv3V9xRzwBCyIot/CW4ezGl6LB1Vym620cFjDFtaLzWi4ycZME5kON4NF7txdjIZMRjEimLLXUlcU/sEWLVFSfkCikkUhbBQAgelw+UQvRERgzb6ORM+oEhWQOWTcxMCVYPDEOwpa4Eb710KSI5AQgv6Ib7x2MoTohHeAHhbORgIBR3d24A8Hn8Eaff0xBCYIjSK51g+ZArpcjMDadt3Fog8HsCGB20z0SEup0+DPXNNqtTaxXIzjeJFruy881QaeXw+z9a/NptLowNT4KuD/fFux0+WEcdET+bmmGMyQyTUoqx4Qm8+tw5jN9mGDWNSi3HnkPr8NCnapGTb04sLuOA3qgW3RQEgyGEQnO78SeYPwajGtn5Zty83C2oEB0bmURH81BMPch3GkopLp1uw+n3GwULE4SE7/vHn96NnfsqoDOqFnzQlNBLxAbPU8EDkcW+ptMhnrKhUstjUkjLFFKoteKbJp/HD4l05SQYJUiwVMjkEmzaWYxjb17H2G2+X35fEBdOtmL7PWWC63/npAdXzrYLtnRk5CSjYkPOHQmQWHV3qSlVPzMAtdUPzDvejeN4tNX3Y3wsvMDNL0uHRJpYFCVYXai1CpRUZgo+FvCHMDE+dw89wzJIMmlFfScmxt3wxfuUZAqXwye6yJHLJYlM7xUKIQRZuSaoblM/+P0hWG4xTxrss8Hjnv39GpLUyMhJFn1tjU6JrNzZ6odQkMNAj3Um8tDl9EW0lABAXnFKTN5DPE/RdKMPLTf6BR8nDMHeB9bjqT89gLyilEUVJihPEy2DUySZtGBEDgG87gBcc0QlJ1gYEimLgpK0sMpUAJfDi/pL3SsyVtXj8uP0+42icddJJi2e/ouDuPehmkUVJgDEZLiYICwLn5yIb8w3z1PYrcKFYoYNtxKKjR23olBIo0bn2sacie85wZqAEIKi8nQUlWcIjotN1/sw0GMV/NmRATuaBdZHDEtQWpWJzBgVqotl1RUn8svTkZppBACcO9qI9oaBmF2bKU/R2zaCd168BJ8nAKVajqrN+YkTmwSrDomEQUqaXvAxjuPh9wbn7J9lGAKjSSN64jw2PAGPK/4RgJRS2G0u0UVnaqYx0daxgsnON0X4Rvh9QYwOTcxcK70dlojKe7JZi/SsJNHXVarlyC+JTPLo7bTA7wtfz26nNyIiCwAKStNj2pwEAyFcOtWGoEiPc3F5Bh7+dC30RvWi2/2mFQEJwqlDRhGVlnPSI6piSbA4CCEoX58NvVHYfygY5HDtQidGh+0rym+BUor+njG0Nw0Kvy8C7H+oBrX7yqf8TBZ3r/q9wYR6IgZCIU6wOLzY1xSSkAOAXC5Fcqoupu9XImWRkmGAVCRyc6jPlkh4SbBmUKrk2LmvAgpVZGHa5fTi7PHmiGIdpRRXzrbDJaBkUmsU2La7bEE+jwth1RUnksw6bNtXAalMgqE+K3753Xdw5XTbTJuGEJRSeN1+1F/sxM//7W10Ng6GTUO2FqB4Xda820ISJFhuyFy+DDFe04Yk9YwU/3bGRidjUmDMF47jMTpoh8ctfM9m5iZDKTCgJlgZpGQYIsxWg8EQxkYnwfMUPE/R3z02S9XGsAyyC8xRW4QUSimy880RstuBHutMn/Ok3QO30xvxcxk5yTGN415PIJwIIoBEymLLrhKkZyfFxYfI7fTHvz97laJUyZCVJ2zA5Zj0YmTQnkjNWiIyc02CRb9pulpH0HClZ0Vt3CgNRwYLtXABgF6vQt2ByrjJiyfGXXNHSCVAMMhhZCC+hazxMafoQYVcKZ3xG5oLQgiy8kyinkb93VbRVtIECe5GqjblISs3Uq3KhXg0XO2Z6SCYxuP24/qFLkGFUWauCWXVWUv2Xm9n1RUnGIZg38MbsbGuGKBAw6Vu/MffvoR/+6vf4bkfHMXV020AwiqJ7tZhfPD6dbz4kw/w73/9Av71m7/DlQ9bwXE8MnKT8fBTdTCatAlDzASrDkopfD7hiZZlGcgVspiu6+QUXdi1V+CpwQCH1vr+CEOdxeJ1B9DSMCC4FmQYgsLS9DtujpcgdqQyCXIKbttoUsBudcHj9sPt9GJ0yD5rgpNIGBRXZEa9JhmGQUZOUoSSxzbmgN3qBMfxGBm0R1w3aVlJ0Btik3Vbb/Ebuh2NTony6uy4bHh4no/6u9YaKo0cxRUZguNMKMih5WY/vO7ExmEpkMpYbNtTKu75EQjh7d9fgUXk9Ho5CIU4jA7aRROdCsrSYUqNjCReCMFgaGrDHZeXu6vhOR7DA+NxbcPqbhuJaAGcRqVWxGx0DACFZemiLaE2iwOdLcKF6QTLT+L2iz9JJg127BM2gQ0bY/bNFBoppWitH8Bgry3iuYQA2+8pmzMBMJ6suuIEAJjT9fjM1+/DxroSSGUsxi0OnDvaiN/95wm88+JFAOHT2fd/fxk//IeX8dwPj+L0uzdhHZ0EBZCSYcQTX9mPys35icJEglVJKMRj9JYe/1uRySXQJ8U2iMgVUpRWZYr2JN+41D3LoDAejFudaL05IPiYzqhCQVl6wrRqGhI9GWI6dehOkycQw+iwu+Fx+TFudWHCNrsvWa6QIq947ujGtExjhBlqMBDCQE9YkmsZikwdyMxJjtk92u30iW545AopTCKtUvPF5wmgq21Y9HetNaQyCYoqMqDVCW8cGi73wDq6cjbHdxOEEFTW5CK3SPz+62odxnuvXF0xSh+e4+FyiG+ATak60Tlrvgz12WCNc6vC3YxleAKjg8LpL/MlFOLQ2jAgWpxIzTAg2ayN+fVMKTrkiVznTocX1y50Ro0tTbCUzLGWSSjn4o5UJsH6rfkwp0eua9xOH25e7oZ3KimHC/FovN6LSXukp0xyig5VG3MhlS29EeY0q3IHwDAMiioz8ZW/fxifeHpPuM9MwiLgD8Lv/Why9XkCcE164fcFQQiBQinDproS/Nm3HsWeB9dDJk94TSRYnbidPrQ1CG/wlWo50qd8WeaCEIKa2iIkmYQXAF2tI2i5Gb/8d0oprpxpF92IZOaY5jxhX0swTPQoMq/HvywnfvnFaRFtFBN2NzwuH8bHnBHtQOlZSaLX2K2Y0wwRJ6KhIIeB7jFwHMXI4OyCHCEEmXkmqDSxFSdCIV70WmYYEjf/IavFgRsXuud+4hqBEILiykzRU1DL8MRUD2xigRpvCCFIyzKi7t5K0cWl3xfEO3+4jIsftq6IzRulABfFr0Uqk8QlEpLjeNy40B13H4W7GcvQBDqahxZdeKWUYmxkEs03+kUNWas25oKdh5JNImWxbU+Z4LURCnK4fLoNg73WFeWvslaYay3jcwcS30ucCUeip6O8Olvwnrh2sRN2qxOUUkza3bh5pSfyviZASVUW8opT7+i6fFUWJ6ZJy0rCJ/9kL/7nDz+HJ792AFv2lKGwIgOZeSakZhqRmpWE7IIUlFRnY+/HNuLPvvUo/vxbj2FDbSGkiYSOBKsUnqe4er4DwwPjgo/rjWrkFKbE/HqpGQas31og+NjEuAsn3rwRt/gwy/AkTh9tFIwpkkhZbKwthN44dyTkWkEiZaOeENosDtBl2NAlp+hgTJ5dbHDYPXA7fbCNOSKi4fJK0kR7gW9FKmORnW+e1VoRCvIY6h9HKMhFFLUUSimycoXzuoWQySVgiPBzuRAPr8gJ3nzgOR7njjdjdDg+p4t3C0kmLTbtKBbcIAeDHE6+exPdbaOJBeoSIJVKsOfgOmSL+H4A4bas535yAvWXu5dd8cMwBDK5uD+N1xNAaJEJI5RSWEcdOPV+w4pRjKwGgkEOF062ivpExArPUzRf70N324jg4wqlDFWb8uZVhCKEoGJDtqh6oq9zDB+8fRM+b+L7vtNIJExULzHbmGPZx527EblCiu33lEUkrAHA2NAkulrD99/YyCTam4YinqNSybGxtgjqGA+A4sWq3qETQqBQyVFclYXiqiyEghzGx5xwTnoQmFZLqGQwJGugi5KzniDBYqCUhn0ZCFnya4xSioGeMbz5wkVR2WtZdTYMMbZ1AGFH7HsOrcO5402YGJ8t6eJ5irPHmrBpZzHqDlQuqt3C6wng6GtXBQdAICzp37GvIqGauAWJhIU+SQ1WwgieLrU1DiIU4ud1urRYCCHQaBXIzEvG+C0RcC6XD3abC8P947PeKyEEBcWpMZmcEkJQWJYOiYydSbqglMJqccAybIdjcvaCWK1VICvPHPM1ozeoIBFxc/d5AxgZtKOwLLbkDyEopWhrHMR7r15FMLD8J9ArCYYhqDtQiVPvNaC30xLxeF+nBc8/cxJ/8peHkWReGi+o6cLHWhxjMnOTcegTm/GT//uW6Cagp2MUP/nOW3j6Lw5iw7ZCSKXssnxWLMtEbU0cGbTD6/FDo134gpnnKY6/eR2N13oX/BprlfrL3bh2vhN7D1cv6PqglMJmceCdl6+IFoYqa3KQPY+xHQjf16kZRuw+uA4DvdaIQxCO4/Huy1eQU5SC3fdVgWGitxoshFuLq2txnBGDlbAwJGmirGWGEPCHEgfHcYYQgqpN+cgpTEHT9b5ZjwVDHK5f6ELdvZVoqe8XPJwxpemxsbbwjl/Lq1o5cTvTUUKF5Rkor8lF2YYc5JWkwZCsSRQmEiwZPE9x4cNWnD7aiOH+cfj9c8d4Luz38OjpGMUvf3AUHSIbfKVKjroD89vgE4agqCIDO/dXCsruXE4fXvjZh2ip719wZTsYDOHssSa88cLFWSkO00ilLPY+sB4ZOZHOwmudjKwkUfVE0/U+9HVa7vhps0qjiEhfoDzF6KA9Ij9bq1ciIzc55jE4rygVittSPVyTXrQ3DSF422JTo1MiU8CNWowkk1Y0Otft9KHhao+gqicWKKXo6RjFr354DMP9wqqmtU5GThLufXijYEslz1NcONmCZ398HNZRR1yNeHmewjHpmYmlXavs3F+BbfeUgmGF70VKw9G9P/o/b+C1585j3OoUdG5fKJRS+LyBOVtHWAmD1HSDaJtVT/sohgSM22J9DwF/CCffuYk3X7gY13/fWsHj8uHV35xDZ8vwvFuxKKXwegJ4/fkLot5TCpUMtfvK53XIMo1UJsG+B9eLJtTYbU48+6NjOHu8acFjvRjBQAgjg/ZwrHbiuoogLSsJKpGUuZb6fvR23Pm1zFpAZ1Bhx77yiDUY5Sk6W4fhcnhx80qP4M9urC2MqSU33txVxYkECZYDSinqL3fj//71i/jnb/4WP/+P93DmaBPGRibB8+Ee9+n/FvLalFJ4XD6ceq8R//H3r+Dc8WbBIkHYUbcUJVXzj/tRaxQ48uS2cHKHAF2tw/jxv7yB+otdCIW4mP8t04vR42/cwC++/z7sVoFoUgKUVGXiwJENUaMm1yqF5emiJ4SW4Qm8+tvzcEx47uikPtNOcVsxa2hgHH1dY7P+LsmsRXpW7PGchiQ10rJme6Y4HV50NA8hcFthKyXdIFpsEEKmkKKoIkPwMY7jcfZ4M9oaB+e1YaGUgud4tDcN4affeRvXznckNjwiyORS7D1cjfVbC0AEilUBfwjvv3YN/+8fXsHNKz2zxs9YuXW8DYU4DPRY8fbvL+H7//Qa/v3vXl6z/gKEECSZtfj0n+xDTkGUtj8KjAzY8csfHMW//93LOPlOPVwO77znsVuf7/cF0N40iLdeuoSffudt9N9WwBR6rykZBqQIGLkBgNftx9u/vwyPyz/v9xPwh/Deq1fws+++IxpVmiA6lAJtjQN45rvvoqN5OObrglIKnyeAN1+4iLdeuiRaKCwoScPO/ZVgFqjUNKfp8chndgiq9SgNJxX857ffwh9+dWam536+8+et17fL4cW185349Y+O4Vv//Xd475Uri247uhspLE2DJkqayqvPncPkuDtRoIgzMpkE67cUIFXAi85uc6Hhal/Eug0AVGo5Nu8sgTxKi91Ssar1M9OLD783CC7Egeco6DwDabR6VdxM0BKsbUIhDh3Nw+hsHcGxN67DmKxBdr4ZpeuyUFiWDlOKDkq1HAqlDDK5BBIpC5ZlZjZtMwvqIAe/LwiPO4CJcRda6vtx/kQLOluHo/Z55ham4uFP71iw1DU734zHvrAL//ntN+GcnO0ZQCnQ0TKM//ePr2Lv4fXYdV8lUjOMUKrlgifiPM/DOenFYK8N771yBWeONUW85jQpaQZ84qm6mPPM1xrpWUkoLEsXTGfhQjxOvdcAiYTFQ5/ajsycZMjkEtFCAKUUoGEli98XAiHhmEeGmd8ikBCCzNxkaLTKWe7OHU1DEaoBU6pOdJMhhEIpQ35xGlrqPzpVczm8aLreh8Bti9mCkrR5qYSkMhabaotw7PXrggoey9AEfvn99/HZr+5H2brsOT/LYCAEm8WBs8eb8eaLlzAyMD5jUDp9b4eiGPutRZJMWnzy6d2wjjoE+81DQQ5Xzrajr8uCmu1F2HmgEll54WtNoZLNajWglILnPxozw+OmH9aRSXQ0D6Hxeh/6u8cwYXPB6wkgNdO4piPrCCHIL07DZ7+yHz/9zluiiU9A+BT48pl2tNwcQFZeMmq2FaJqUx7MaQYo1TLI5VKwEgYMQ2YMLEMhHn5fED5vAJPjbvR2jKKjZRh9nRaMW51wTHjh8wWw++C6Od9rRk4yisozMNQ3LrhZuXCyBc+aNDjy5HakphuibmQpT+Fy+dDXacHbL13ChQ9bZ81HUhkLLsQniorzgFKg/lIXvvt3f8ADj2/Fxu1FMKXqBMdMSik8bj8Ge21466VLOHO0UTRmWaGS4YHHty5INXErW3eV4MgT2/Dqc+cFiyA2iwPPP3MSF0+3oW5/BdZvLYAhWQO1Wg6ZQjqrhZXy4b1GMBCC3x+C1+OHa9KLvq4xtN4cQEvDAKyjk3DYPeA4Hhu3Fy7qvd+tpGYYUVyRIags5Dge5040QyqT4OFP1yIrzwS5Qhp1fg/PwRz8/iAIFraWWSvkFKagsiYXo4OzY95dDi/OHm+C0xG5tyipykReUargQcJSsyp35ZSnsI5Oov58J3rbR2AddcDj8iMUDM17cvn8Nw6hpDp7id5pgrUI5Smck144pyavM8eaQEjYqDIlwwhTig6GJDU0OgUUKhkkkvBim+d4+P1BuBw+2K1OjAxOYKDXGpNJn96oxmNf2IXSdfNXTUzDsgx27q/A2Mgknn/mJHxTEUMf/cPCvb6//a8PcOyN66jalIuisgyY0vTQ6pRgJQyCAQ6OCTdGByfQ1jiAm5d7IswRb0WtUeDRz9dh887iRH+mCDK5FHsOVePS6XbBDbXfF8S7L19B/eVubKkrQX5JKpLM2hkVSijIw+8NwOsJwO3ywenwwmH3wG5zIbfQjEc+syPmtItbycgxQaNTzCpOtDUOznqORMIipyAFckXssX8K5VTsKMFM+LnfF5wxbrqV/FJh6a4YDMOgrDob5euzUX9JOE2j4WovvvM3L2HXwSqs35KP7Hwz9EY1ZAopKM/D4wpg3OrEYK8VrQ2DMxvpW2NdGYZg/dYCSGUsLp9pF3WjX4sQQlBenYPP/+kB/OCfX8fYSGRyD6Vh89x3X76Co69fQ2aOCTkFZpjT9NDolJDJWFBCwAU5+HxBuJ1eTNjcsI05MDJgx4TdnZBVi8AwBNt2l4ILcfjpv749p3rA5fCipX4ALfUDIM98CFOqDuY0PYzJGihVMkhkEnChqYK6y49xqxNWiwPOSe+ivgOVWo7d91Xh2vlOwaK81xPAH359Fm2Ng9i5vwIlVVlIzTRCrZFDImERDITgdHhhGZ5Ab6cFN6/04MaFrghfJblCin0PrseNi90Y6ltYq8haIbvADD7EY3Dqc+J5ip72Ufzo/7yBvKJUVG3MRW5RCpLNOihVchAG8LoDGBuZRFvjAK5f6BK836dhWQZ776/G9j1li1oPEEKg0ijw2Bd3Y9LuwXuvXhW8Fv2+IJqv96H5eh90BhVyC1OQkZMMw9S1zbIMeD5chPa4/XBMhOdNy9AELMMTa7pFbCEwLME9h6px/oMWwZaagD+EY69fQ8OVHmzZVYKC0jQkp+hmr2V8U2sZpw8uh3fmO8nIScYnntoJjVZYmbHWkSuk2LGvHBc/nG1m63X7ceFkC9yu2cVCmTystkiaR5RvPFl1xQme43HhRDNe+MkJ9HVY4HGJZ2HHwse/sCtO7yxBAnEoBSbG3ZgYd6PttscIQ8L7MEoXFAtpTtPjiS/twc4DFYt+nwqlDEee2AafJ4BXnjsXWaCYwjI8geNvTODDdxugVMoglUvAEAKO5xHwh+D1BMDP4U+hN6rxsU9tx4GHaqI6s691CAGqt+Rj+z1lOHO0UbAASynFUJ8Nrz53DgqlDAqVFCwbNn7keR5ciEcoyCEYDCEY5GY2/Tv2VyC0QB+R1AwD9EY1BqP0fkvlLIrKhdsoxGBYBhnZydDqlKJqGwBQqmTIXIBHSbJZiwce24qBHivGx5yCz7FaHHj1N+dw/I0b0OqVkE+dpE0rm3zeAJwOH9wuX8SilxCCyo25+NI3DqK304L6S93whoTvo7UKK2GwsbYIf/TN+/Hsj46hr3sMYpIGLsSjr8uCvq6PTDSn1VqJk+6FIZGyqN1bDoZl8Jv/PI7eDktMn+V0/GO0DWY8qd5SgJ37K/DuK1dmFf9upeFqL9oaB6E3qsOFiamYUZ4Lz0Uetx/OqUj521Gp5TjyxDbc/4nN8HuDieLEHBSWpmPr7lL86odHMTLwURoR5Sm620bQ3TYCmUIKpVIaTlwiBKEgB6/HP6e/A8MQ1GwvxONP74ZKM3eyUyxodUp86st7wTAEJ96qh88rPg47Jjy4eaVnpveekPBYTikSbQZxpHJjLnbsr8CH7zYIrhHp1CHY689fgEIphUIpmzH8nlnLhDgEA+H1zPS8sWVXSeIQYA7K1+cgvyQVNy5+dDDD81Sw+Jtk0mJzXfGy+TWuuuLEcP84nvvhUXQ0fHRCJ5NLoNIqIJVKIJISJ4os0eOeYJmh/HybkT6ioDNnkQQAACAASURBVCQNn/zSHtQdqFhwf+btqNRyPPr5OihUMrz867OzTsZvJxTk4AyKbyDFSDJr8fgXduHgI5ugiCHFYS1DCIEhSY1PPr0bQ302dLYMR32+zxuIugiLFzK5BFl5JjTf6BMtqoVbNIRj3cQghCAl3YBksy5qcSI9Owlakf7VaDAsg9q95ejrsuDFn58SXTTzfDj7O9r1H/HaDEHFhhz88TfvR15xGlgJC5VGAa9IkW8tI5VJsGNfOXR6JX71w2NovTkQs+FuoiixeKQyCWr3lsOcqsdv/+sDXDnbIajMWk40OgU+/rmd6O+xovFar6gSI+APhYsm83htmVyCBz+5DY8/vRsKpQwFpen44J2bcxbV1zIetx812wtBKcUvv38UluHItqCALxjRfjcXhBBU1uTiC392L9IyjXFVUaak6/GFr98LY7IGb754EZP22CJQE0WJ+EMIgc6gwuNf3I3hvnG0Nggbok7j8wYTsa9xRKtTYse+Cty83DPnHFq6LkvUg+5OsOqKE603+jDYHZ6CcopTceixrSiqzIRiSoKFeY5paVlJS/AuE6wlCMIbeplcEnf3ZyEYhsBo0mDrrlI8+MltyCtKiWuUJCEEGp0Sj3xmB9Kzk/CHX51BV+twXKIRZQoJytdl4+HP7sTG7YUJA8wYmY7Y/NI3DuHn33sPnS3Dy35KQAhBfkkaCENARU41M3OSo0YCimFK08GUqkNPx6joc7LzzAtqRwHCPeYf+1QtKKV466XLmLAJGLXOE4VShtq9ZXjij+5Bdr4ZDEOgN6iQV5SyZk0Y50IiYVG9JR/f+MeP462XLuHkOzdhj3NCxDQKpQwp6QbIBZJC1iosy6CkKhNf+x9HcOZYE975wxUM9dmWVK7OMCTmHuawt40JX/7m/fjVD4/i+sWuRc9DhIR73488sQ33PbIJ6qkxJLcoBTqDKi5jwd2Kc9ILQoBd91VBqZLhtz/9AF1tI4uai5RqGTbvLMFn/mQvsgvmFx0aC4QQ6IxqPPbFXSgsT8crz55DR/PQkhSMGZaBzqCCMVmzLH36q4Gw700qnv7GQfzye++jtWEgYR56h2AlDNZtykNmbjL6u8VNiSUSFjv2lQumat0pVt0s7XJ44fcGQQjBJ57ejb1HaiBZpizuBAmA8IS09/B6MAyDm5e70d0+EnN1fl6/hwlneFdtysWeQ9Wo2JADpUq2ZNe+XCFF3YFKFJam471XruDs8WYM9tkW1EfMMOGN7M79Fdh/ZAPMqfq4KT3WEuu35OMv/uERvPLsOZw70RzVIPVOkFeUAoZhwHPCG4aCkjTRGNRoqNRyZOQkg73QKbjwJYQgM88E1QJVN4QQaPVKfPLpPUjPSsLrz19AZ+vCCz55xam496Ea7H9wA/RJ6pl7UqGSoagiA1fOdizoddcCDMMgMzcZn/vqfmzeWYwTb97AtfOdsI05FtTmdiuEECSZNPj/2XvPMLmu887zd0Plqk7V1Tk3cgZIEAxgjkqWLEu2LNmWLUvOo9nxeGd3Z3bH88wznt3HXns9Y48tecYeWQ7SyBZlkRwGkWICE0CCIEHkBjrnUF053XD2w60uoNHVjW6ggUaT5/c8+ICq6lOnzr33nPe8533/78btzey+rYsD92wmXFexOh3/kKAoCuG6CkfU8M4NvP7CKY68epa+c+OruoFzuXVauyJs3tFC/QrEj1VVoXtrE7/xrz/FE995i0M/OnHVVTa8Pje7b+vikz9zG3sPdM+rNtTaGaE6HJDOiSVIJ7PYlsDl0jhw7xbqm6p46ntv88aPT67Y5lFUhdaOWh76ib089BN7nQ39dbTjvT43d9y3lY3bmjn0oxO88eJpzp8aJZ+/dkecx+uipaOWbXva2H9wEztv7UAvU5Zd4qAoCjv2tfPPf/cz/ODvHFtGPnfXnzln745bOhgZnFk0Va59Qx0btjat6b563TknausrCVT4SMWz+INeNF06JiRri6IotHTU8oWv3ctjn72FseEoAxcm6Tk5wsCFKaJTCQp5J9d/TtHctm2ELbCL1ROcdpy2NE1F0zVcbg23R6eyKkD31ka2721nw9YmmtvC+AKrk5N5JTRNpaWjlp/79Qe572O7Of52L2+/3sNQ7xSZdB6jYGIaVrHkn2NwaKqK7tZwu3UCIS8btjZx610b2banjcbWGicXdY1wuTXqGqvKhmuG6ypuaoeJoigomqO2/7XfeYx7H9vJ4VfP8sHbfURnUhRyBkbBxLIuqs4rioKqKmh68Z5yOfdURVWAjo113H7fVrwrEKu8nPrmajZsaSRWJvVBURS27G69qugYRVHYsquV4+/0lU1R8fncdG1quKaIIUVRimJ4e9i+t513Xu/hrZfPMNg7STZToJA3nSpQc2OpOmPpcmm43Dpev5vWjgi33b2JPQe6ae2KzFN4B/B4XGze0UJrZ62j9VEkHAkt+OzKfwD4Ap4FZVfnqKjyrzSQcM1QFAWvz83e27vZsquVwd5JTh4b4NibFxjuny7NNYZhYc+7v0FRVTRNRddVXG4dt0enOhykc1MDW3e10rW5kYaWamc8pK1QFkVR0HWN1o4In//Fg9z/sV2OXso7fZw7McL4SJRc1sAwLEzDxLIEYm7OL65bzvOhortUdN15RvwBD62dtXRuamTj1iZauyLUNVat+EROVRUaW2r48m89xJ0PbOPwy2d4963zRKeS5HMGRsHCspyys6V1VFfRXToej06o0s/W3a3cdvdmtu9rp+oSB+IckfoKNm5vJpc1SuuDx+sicJXVry4f3+raUNlnVUHBtU6iebKZAqZpFe0Uha7NjXzttx/l3kd38NbLZzh2+AKxmbRzTQzTqaAnBIqqoGsqLo+Oz++mobmGO+7fyr47umnrqkN3XX+bYG79rGus4id/7k4OPrydC2fGOPbWBU6/P0h0OkU+Z2AaVtGmuVhe1LFrFDRdQ3c5to3P76apPczGbc1s2dlCc3stdU1V86oJrQRVValrrCobcRFpqLz29eIyPF4XDc3VZaOkboQIoqqqtHXX8dV/8Sj3PraTI6+c4f23+y4+04Y5r4JOyZbRVDTXRVsmVOmnY2M9t929aVVShN0enfrmaoJl9AzDkYoVR+ffbHi8Lu64fytvvXSG2TIOIU1T2XOgy7kX13C9VG6SnKpldyI+k+JP/90PeONHJ7jnE7v58m8/Rv0q56hJJNeCEALLsjEKziKXjGeYnkgwM5kgHsuQimfIZgvkss5COJdnPWdcB0JeKqr81NZV0NBcTaSxCq/Phduto15SenRNfpdpk8sWmJqIM3B+kvGRWWIzKXJZA9uycXkcg7QmEqKxpYaODXVUVAXweF2omrLmz6llWmTSBWx74Qm5pqnrqhSVsAX5vEE6mWOwb4qRgWmmJxJOdFnOSS/SXSoej4tQpY/K6gC19RXUN1VTEwnhduu43DqafvX3lGXZZFK5RcPwfX4PLvfVGWuFvEkuWyjrSFIUBZ/fvaploOeELseGo/T3TDAxMks8lnGMN+E4trx+N9XhEHWNlbRvcKqi+HzuJcfQKDil5y79GbquLVqGd7nMlVHLZspX83F7XHh9S5diu1mZKxNeyJnEoimG+qaZGJ0lOp0incxRKJjYlo2mq3i9bgIhD1U1QWfObK0hHAnh9rhwu7VVTXn7qDAnzmwUTAp5k9npJKNDUaYn4sxMJcmkchTyJqZpoWkXHelen5uqmiDVtUHCdSFq6yrxBz24XHoxwpVrvh+FEBTyTiWOgfMTDPVNMzOZIJXMYhYstOI6GqzwURMJ0dwWpqWjllClH49HX9IBnUnl5jkR5xyY15p+OFdK0zTKR5gFQt41ddpfSiqZ5X/75b8qq21UEwnx+3/5y7R01M57XQhBPudUGuvrGWe4b8qpopfOY1k2LrdOqNJHXWMVHRvraW4L4w941jTqea50eyFvkssUGB+ZZbi4hsajaXI5A9MwAQWXW8Mf8FBR6ae6Nkh9UzX1zVUEQz5cbq2od3dtv8O2hROZUmYtVTWVwCrbJqZhkUnny66vusv5vTfq2ghbUCiYpJM5hvqmStchGc9SyBkILtoywQoflTUBausu2jIez7XbMnOYpkUmtci46Br+4I0bl+tFLJrm3/zqf+dCmQpo1bVB/tV//Bx7DnRfr9+5rEbXnXMCYOjCJD/474c4/NJpWjpr2XvXJjo2NRCur8Af8KCtYMKrCgdl3rtEIpFIJBKJ5CPNlZwT/89//QptXWsnlCeRSK6NcyeG+b3f+S4TowsFbffe3s3/9UdfXLWKOWVY1uZ8fcSSXUZDaw33fnIP48NRjh++wJn3h3B7dHRdc06iFGXZkTf/6x9+gd23b7iu/ZVIJBKJRCKRSCQSiWQtsC2bd17vKZvSAXDg3i14/Wt/YL/unBOWafPiD9/l+3/5KsN9UwjbCTVfaemiOYwbUF1BIpFIJBKJRCKRSCSSG40QgpmpBMfeulC2smBdUxW79nfeFGkr68450X9ujH/61msMXZgEHAXe2sZKAiEvLre+4kENVvmvRzclEolEIpFIJBKJRCJZU4SA3rPjZVO2FMWpBlfftLZCmHOsO+dEz4kRRvqd+qxdWxv55JfuZPOuViprAri9Kxf/Wg11V4lEIpFIJBKJRCKRSG428tkCh189Sya9UEQ7GPKx/+Am/DeoEuCVWHfOibmyhYqi8OlfOMgDn953Q8oQSSQSiUQi+XCSjGfoPTe+aOWZm51A0EvnpgZc0h6SSCQSyWWMDkd573Bv2feaO8Lsvq3rpoiagHXonGjfWE+4roLp8TiBkHfJslASiUQikUgkV6Ln1Cj/7ut/WzYXdz2wdXcrv/ufvkRVTXCtuyKRSCSSmwjLtHjlmQ+YGo+Xff+O+7dRWR24wb1anHW3s9+8u41PfPEOqmtDvPTkMQZ6xinkjbI1aSUSiUQikUgkEolEIvmoIYTgwplx3nz5NEZhofO9oaWaA/dsXoOeLc66i5xwe3Q+/eWD1DdX891vvMgf/M532XFrJ/Ut1VRUB/D63Gi6irLMcqJb9rRTVStPGiQSiUQikUgkEolE8uEgnczxzPffZqh3asF7mq5y76M7aWqrWYOeLc66c04AfPfPfszbr5xhcmSWTCpP35kxXG4Nl1tH1VRUVYFluSbg//jjL7KnduP17bBEIpFIJBKJRCKRSCTXGSEE+ZzB0//4NoeeP1n2M62dEe7/xG5c7pvLHXBz9WaZnHq3nwunRue9ZhQsjIK14rZMY+V/I5FIJBKJ5MODrmsEK3wU8sZad+Wq8Ac8N42YmUQikUjWlkQswzP/+Dbf//brpBLZBe/rusZDn9pLx4b6Nejd0qxL58RtD2yjuTOyKm3VNlatSjsSiUQikUjWJxu2NfEf/uwX1m21Dq/fTTDkXetuSCQSieQ6IWzB7EyKVCKL26OjuzQU1ckYsG2BaVikk1nOnRjhlec+4OwHw2VLhyqKwr47NnDPozvW4FdcmXXpnPjMlw/CKglgquq60wSVSCQSiUSyivgDHro2N651NyQSiUQiKYtpWfzoh0f5/rffoDocJBjylpwUpmGRSmSZGI2RSeWxLHvRdhpbqvnpX76bSEPlDez98lmXzglNlg+VSCQSiUQikUgkEslHAQGWaZOMZUjGMlfVRHU4yM989V627mq9aVMB5S5fIpFIJBKJRCKRSCSSDykVVX5+5qv3cM+jO9B0ba27syjrMnJCIpFIJBKJRCKRSCQSyeJoukprZ4TP/vxd3PPoDrw+91p3aUmkc0IikUgkEolEIpFIJJIPCaqm0tRSw+4DXTz22Vvo2FB/05UNLcfN30OJRCKRSCQSiURyXVEVhepwkNr6igXvVYeD6LrMBpdI1gpNVzlw7xY0XWN8ZJbJsRipRJZ81iCfMxACfAE31eEgLR21bNjaxIatTbR01OLxuta6+8tGEatU9eIauSk6IZFIJBKJRCKRfBSxbUEilsY0Fir9q5pCRZUf/SbOVZdIPswIIRACTMPCNExM08aybOf1YhlsRVXQNBW3W8ftcaHdXA7FZSlwSueERCKRSCQSiUQikUgkkuvFspwTN5U7RSKRSCQSiUQikUgkEslHD+mckEgkEolEIpFIJBKJRLKmSOeERCKRSCQSiUQikUgkkjVFVuuQSCSSyxBCYAobWywUBZtDU1R0VQqDrTa2EFiiKPBUkiNSUBVQUNAUx6euKMtKXZRIPpIIITBs65JnaCEuVUNVrv2M6tL5UlNUNEWVz+d1xhYC85Lrq6taaW6USCQrwxY2pu3Ye5qqymdpjZHOCYlEIrkMAfxt36s8N/Z+2fd1ReNTLbfwM+133tiOfYixhc10Psl7s/28NzvAYHqapJHFRhDQPdS4g3QG67grspnNFU1oy9NVkkg+kqTMHP/2+PcYy86WfT+ge/jft3+GjaHGa/6u8VyMv+59hZ7kOLfWdPGzHQepcvuvuV3J4kzkYvynM0/Tn55CQeHrWz7GHbWb1rpbEsm65K3pHv7HwJtYwubTLbfyQP0ONFU6KNYK6ZyQrDtsYXNo8gwn40Mr+juXqnNv3VY2VTRdp55JPjwIpvNJelOTZd/VFZVoPnWD+/ThRQjBqfgI3+x5nqPRXsxFIlZUFNyqzqZQ4zI1nyWSjyaWsBlKzzCYmS77flD3kreMa/4eIQRHps/zxPBRTGExmJ5mT3UHd0TkRvl6YtgWw5loaY1KG7k17pFEsj6xhM0/DLzFm9PnSv/fU91BxFuxxj376CKdE5J1hy0Eb06f4/GhIyv6O7/modUfXnPnhBCChJElYWSpdPupcPnWtD+ShSgofKJ5H93BBhJmloSRIVHIcmjqNLOF9Fp370PHdD7BN3ue58jMBQQCj6pT66kgoHtQFAXLtsjZJh5VZ2tF87JONEzbYjqfRCAIe0K4VbncfVRJGTlmCymCLh9VLv9HIuXAr3v4Z5sfYzwXI2FkSRpZRjJRDk2dWdXvEYAhrFIKnEBQsM1V/Q6J5KOMJWxm8ynytkmNO4hPd691l244QgiSZo5YIU2ly0/lKkZm2UKQv2TOsoSNtURKr+T6I601ybpDVRS2VbYQzafIWAUyZp6MlWe2kC5tHDVFpdYTosLlw6978Gseqt0BmnzVa9x7yNsm3xt8kxfGP+BLHQf5iZZb17pLkstQivfYtsqWea//yuG/kM6JVUYIweHpCxyPDSIQ+DU3n2u7nU8076PJV42uaGStAtFCilghQ1ewDmUZYRPDmSh/dOYpFOC3t3yS9mDk+v8YyU3Jj8be5+8HXudTzbfwxY67cCkfftPHrercW79t3mtn4iO8MX1uVQ3vufV4S2UTfakpbqnpYouMTpRIVo14IcOfnHuWofQMv7n5UW6p6VrrLt1wbCF4cvgdvj90hC+038lPt9+xam27VI2767bQl5oAFA5GNhP2BFetfcnK+fCv0JIPHQoKjzTu5p66rZi2hSEsDNvi1cnT/Jdzz2EJm4ingn+59ZN0h+rRFQ2X6vzzaZ617j4ZM89b0z2MZKKkZCim5CNOzjY4mxwhaxUA2F3dwc923EXYEyp9Jqh6Cbq8tAWW16YQgr70JB/MDlLnraAgrOvRdck6wBI2b830MJieJlZILyEPKblaNoUa+Q+7v0DSyFHrCUnDXiJZJYQQzBSSvDXdA0BuFVKx1iMFYfLmdA/DmRniRmbV2/+Jllu5NdyFgkKjrwqXjLRcU+ToS9YdiqLg1Vx4Nde81y/ND3OpGk2+alr84RvdvSsynIkuKlImkXzUyFsGk7lE6f9bK5sJ6t5rarNgm/Qkxkhb+WvtnmSdM5mLM5gur7sgWR10Vbsp11qJ5MNAb3KS2UKaavcyvfMfQsayswxnZq5b+wHdsyriwJLVQUqRSiQ3ECEEJ2KDpE25aZJIwDnZzhWjJgBCLt81lzdMm3k+iA1ea9ck6xwhBGcTo1K8ViKRrFuOzfatdRfWFCEEJ2PDJIzsWndFcoOQkRMSyRJYwmY0M8tAeopYIY0lbDyai1pPiI5gHbWXhJ4vh7xtcio+TM4qrGrYmBCCjFWgLzXJeDZGysyhKSpB3Uuzv5pWf+2qiCgZtslgeoahzDQJI4sQAp/uIeIJ0RoIE3aHli02Zwmb8WyM/vQks4UMpm3h1VyEPSE6ApEVKSULIcjZBiOZKBPZOHEjQ8E20RQVv+4m7AnRFqil2hX40IvhFSyTwcw049kYcSODYVuoioJPc1PlDtDgraLBV4VL1VbUbtrM0Z+aYiwbI2066Ughl48mfw0dgVo8quuqxta0bQz7YtqFugplOKZyCS6kJq65neuNEI544Eg2yng2TtxIk7ec+9anuanxBGkL1FLjDqJe430rhGAqn6AvNcl0PolhW7hVnSp3gGZ/NU2+mmXdE3PCZL2pCSZzcTJmAV3VCOleWvxhWv1h3NrNYVqYwuZ0fOS6GLWzhTQDqSkm8nGyZgFVUah0+WkNOGNwNfO7LWymcgn601PM5FPkbQOXqlPjDtIRjNDorfrQz19z5C2D/vQUI5koSTOHgiPy2eitoiNYR0BfWYpm3jIYysyU2rOFTaXLz8aKRhq8ldfsEF1NbCGYySe5kBpnOp/CtC38uptmfw1dgfprWssLlslQZpqhzIyzhgMBzU3EW0lHILJiocGCbXIuMUZ/egpNUdgQbKA71FCarzJmnhPxISaycTyaTnewno5A3bJFjceyMQYz08wW0pi2hVvTiXgq6AhEqPUs3964nNW0P+ZIGlkG09NM5OKkzTyWsNFVjYDmocYTpMlXTY0niLaCey1l5jkdH1lxX1aKaVsMZWYYTE8TNzLYQuDX3dR6Kmj1h5c11oZtMZGLMZqZZbaQJmcXUFDwqC6q3QGa/TU0+KpW9Pvn2j0VH143h3qWsJnIxhlITxEtpCjYJm5VL+4bItR5Kq/6vrWFYDIXpy81SbSQwrAtPJqLGneAjkCEOu/K286YefrTU859a+QwhY2uqvg1p4R7o6+KWm/Fiq/btXBzWBASyRozkY3xZz0/IlbIsLemg8+33UHcyPBPQ0d4c7qH8eKGzBYCl6pT4fLR4q/hkcbdPNiwg6oy4Xa2EMSNNAPpaQbS0/SnJulPT3EiNuQonNsWPxh+m8Mz5xft169tfJgtFU2LTjZCCNJFDYtnRo/Rm5pgtpAmaxloioJXc1PjDrIx1MCnWm5lT3UH/isYNpaw+cPTTzKSmaU9UMvXN38MRVEYSE/x/cHDHI32MplLkLUKCCFway4qXT7aA7X8yoaH2FXdPq+9qVyCb/Q8z3Q+yc6qVr7QcRcpI8cTw+/w+tRZxrKzpMw8trBxqRqh4tg+2LCTRxp2Ub1E/nLBNhnOzPD61FnejfYxkokSK6TJWAUM20JTFNyqiwqXj0ZfFXfXbeWRxl1EPBUfKiNfFNWmj0Z7eXb0Pc4mRpktpMmYeUxhoypOCc6A7gjDtvjD3BnZzAP12wktUS1mbiP65tQ5nh17j/7UFLOFVCnv1ae7CbuDbKls5pPNt7CnugOPqi86tr3JCU7Gh5jJp5gppIjmk8wUUvQkxkuf+cHQEd6cPrdA9FJXVD7WvJeHGnbOe90xYGedZyw9xUB6ip7keEm4dDwX5/dP/hD/IpuZZn8Nv73lE+iqhi1svtnzAmcSo1S4fPxi1710hxoWfN+zY+/x/NgHgCM8+M+3fKxsWPv3Bt7kzelzeFUXP9txV+nZMG2LkWyUN6fO8U60l6HMDLFCmrSZLzmT3MV5psFbxe21G/l4817qvVVLOimEEDw79h7Pjr6Prqj8xqZH6QrWESukeWH8BM+Nvc9IcVMyZ4AEdS+1nhAfb9rLlzrvXrLthJHllclTPD/2geOwvcyZUusJsaWyiU+37GdHVesNrZAihCBl5hgszrcD6Sn60pOcjA1jF5UmXpw4yfnkxKJj+Lm2A9wV2bLo+6K4aXx58hQvjp9gKDNDvJAhb5uoioJf8xDxVrCzqpVPt+xnc0XjspwUlrAZyUR5evQYR6bPM5qdJWXmMGwTTdEIubw0+qo4EN7IJ5r30eKvWbPN9Fg2xp+efZaUWV4vqdLl559tfmzZm7uj0V6+N/AmOcvgp9oOcCC8gXPJMX4wdITjs4PMFJJkzQKKouBRdardQbpD9fxk623sD3df8R4rWCYn40P8YOgIZxKjzORTztqFwK95aPJXL+q03lrZzM933rNiR8jVMncPPzf2Ps+Nvl88BHAcKW7N2dxsrWjhc20HqHEHV/R85S2DU/ERfjj8NqfjI0znE2SKa7hHc1Hp8tMeqOXRxt0crNtCZZmqNhkzzz8MvsmxaD/7ajr5fNsdPDHyDt/tf4OJXBxVUWjz1/LFzoM80riLlJHjry68xEsTJ4kWUrhUjVZ/LZ9vO8AnmveVfTaEEFjC5kJqgidHjnIs2s9ULk7KzGMJq2R/NftquK9+Gw817qJuifX8etofc/2NGRlenTzFC2MfMJyJFudFA0sINEXFq7kI6l7CniAbQg3cX7+dW8vcu5awmc4lGMxM05+aoj89RX9qir5iudiUkeObPS/wvYE3y/YlqHv4+paPU++tLPu+JWz+05mnGUhP0+Kv4Z9tfgy3qjOYnuHxoSO8M3OBiVysdF+4NZ0K3U9bIMwvb3igrBCnLWwmcwmORnt5Y+pcaUOeMnIUbBNFUdCLc1jYE2RvdSefbtlPRyBS1kE1t84MpqcZyEyVxsGxm515/JnR9zgRG1r0mvxC1z3sq+5c9J54ZeIUT44cnXcocin7ajr5uY67l+VAuxTTdkopPzXyLkejvYznnINC07bQVY0K3Uejr5qDkS081rSbBl/1omtNrJDmv51/kaHMDBtCDXy5617ylsHTo8d4ZeIUI1lHs86cu291L03+Gu6r28ZjTXuu6Eyam2temzrDc6PHGcw4mkw5q1C8bx2nUtDlpcYdpCtYxz3127ijdtOC2UMrtQAAIABJREFUlPrrgXROSCRA1ipcsunOs72yhX8YPMwbU2cXlEXL2wZTeYOpfIJzyXHGc3G+0nXfgtOMvGXw9/2v8/jgEUxhYtg2lrBKgmwCwUBxM7UYX+i4c8l+x4wM3+1/nceHjhRPQS7KvZnFySdl5hjOzPBBfJAvtN/FZ1r2E3QtntMvhOD92QF6kuOlhWowPcWfnn2O47EBzMuU3nNWgZxVwK3qeMpMWjnb4NhsH8OZKAkjw67qdp4YeodXJk/NK98ETmRJPp9kOp/kbGKM8Wycr214YNGN5Xg2xu+deJxziTEKtrlA7M4UAtNyqrmM52Kcio9wITnOb2x69ENVwzpvG/xw+B3+pu8Q07lEaTM2hyUEWatA1iownU9yPjnOcGaGW2o6F3VOCCGIFlJ8u/dVnhk9RtzILBjftJknbeYZzkR5f3aAL3Uc5FMtty5qzL88eYq/7TtEwTaxhY0lxLx7FnAMsjLPhEvV2F3dseD18VyM3z3+D/SlJ0sCuba42GbWKvB+bKBsf8AR85sbLwWF2UKaw9M9BHQvd0U2L3BOGLbFa5NnSzXRFeCTzfsWOCdM2+LwdA+vT50l7AnxZe3e0nvRQorfP/UEx2cHKdjGgnG99HpN5OKcTozQkxznNzc/SusSuf0CGErPlPr2k623UeMJ8t97X+apkXcXbCgN22K2kCZhZK+42R3Pxfh276v8aOx9UmZuXp9NYZE0syTNLAPpKT6IDfKVrvt5qHEnXu3GlL2zhM3zY8f5s54fYdgWpm1hXjLfgpO3vJTez12RzYu+J4RgJBvlL87/mFcnTpG5JBXJ+X7hjEHKGYP3Zwf4pe77ebhhJ/oSESlCCN6b7ecvz7/I+7GBBQazKaxSJaqexDjHY4P8+saH2VHVuiYOiqyZ553ohUWrFtV6QisS7ZvOJTkyc560mactEEZF4Rs9z3MhNTG/qkgxOjCTjTKaneV8cpzf3PQo99dvX3R8Tdvi5clT/NfzLzCUnsFGENS9tPidKKF4IUNPYmzBfDmHUmzjRpEwsnyr92WeGD5K0pwf7ZOzDIYzUUYzs/Qkx/hc2+34lvls5SyDZ0ff42/6XmUkG503PwKXzDUxPogNcjoxwpe77qXusk2uJWzOJcZ4Y/ocBduk0VfN3/W9xngu5nxAwPnUOH91/kVafDW8O9vHkyNHS2LHlmXTkxzjb/oO0R1sYEdV64INlEBwaPI0f3H+xwykpxbYGwXbZLpoI5xLjnE8NsivbXyY9kCk7Ebvetof4Mzlf3H+x7wwdpxkGYedKSxSpkXKzDGei3EmMUreMthZ1bbAOZEoZPjjM09zeOZ8aS279BkwhMWZxOJRFFWuAFmzsOj7AB/EBjkZH6bNH+Yr3ffTl5viz849x9FoH+ZlwtE5yyBnxdFUFY9afkOat02+ef4FXp44SdYsLHyWis6mfN5gOp/kQnKSD2KD/Mutn2R75cLrX7BNfjj8Dt/ue2XReXw4M7Ok/sTHm/ciYNEYzLFsjLemexYteRzUvdgIVhJbagvBkZnz/LfzL3ImMbpgLA3bYqbgHMr0JMc4Hhvg1zc9wsZQY9n7tmCbHI8NcCYxymQuzm3hbn48foJnR98jZxsLPltqOzHGSHaWX9v4UNlD0znm5pqnRt4lUca2m7Od01aeiVycc8kx4kaGvdUd0jkhkawF/akp/vzc85xJjBB0+ThYvYU91R2EPcFiCOMor06eZrQYTfFPQ0fYGKznocZd8yYZRYFqd4ANofrSa4aw6E9NkSqGqTb5aqhbYpNcoS++ccxYBf6+7zW+N/gmWatApcvP7up29tV0EvFUYAqLkUyU16fO0pMcZzKX4K8uvIRb1fl0y61lHQmXk7MMjs8O8J2B1/kgNkidt5LtlS10BOrw6x7SZo6B9DRnE6N0h+ppDyxdrnEoM8M3zj3P2cQoft3D7bWb2FfTSdgTwrQtepJjvDJ5mtFMlKxV4Inhd9gYauCxpt1lDfFKl58GbzVnE2OEPSE6g3VsqWim1R8mqHud65Ucc65XJkreNvjx+AnaAhF+vvPuJTcN64m3Zy7w7d5XmconcKs6OypbuTXcTYu/Breqk7EKjGdjXEiNF3Pw0+yoaqPeW7Vom0kzx1/3vsLjQ0co2CY+zc32yhYO1G6k3ltZ3AhP89bMec4lRpnIxfnLCy9hI/hc2+1lT/VqPSG2VDQtMLgGUtMlY7zZV0PEW7HAsNBVjXrfwhMhTVFLm4054kaG/tQUNgKv6qIjGFnUkG8N1JZSSRRFYUOoAU1VydsGg+lphBDzDKiUmS2WHHOMHwGcSYwsKNs4k08xnU8CUOepIOK5+JyHiid/70X7qXYHaQ/Usq2yhbZALSHdiyEsLiQnODR1hsH0NAXb5NDUaRp91fzGpkeWnZLTn57ieGyQJ4bfwaVq7K/pZnNFEzWeIJawGcvGOJsYIVbIsOeyiKc5RHHT/ZfnX+KZ0WOYwqLaHWR/uJsdVW2E3UHytsFAeprXp87Ql5pkOBPlT84+i0vVeahx5w0LBw26vHQHL863lrAZysyUNtJ1ngqa/NWLlqJdymE5mUvwp2ef5dXJ05jCpsLlY3dVO7eGu4trg0VfarJ0etifdox+l6Jy3yIbaFsIziRG+JMzz3A6MQoI6jwV3Fa7ge2VrVS4fKTMHGcTo7wxdY6JXJx3o338wekn+dfbP8OWiuYbHgFW4wny5a57mcolSJk5EkaW0WyU88mJay5R+sbUOd6Z6aUvNUmDz4kY2lLhCOQmzAzHov0cnu4hZmQYzc7yX8//mM5gHd3B+oWbXCHoSY7xVxdeZCA9jUvVuCeymZ9ovrUUWp40shyN9vKPg4eZyidQUegONbC3uoMGXxVbKpquGGm4WljC5qmRozw+dISsVUBTVDaGGjkY2Ux7IIIlbPrSk7w13UNvcoJv9b68rBQ4wzZ5cfwE3+h5nmghhU9zs7miidtrN9Loq0ZXVCZzcd6J9vLebD9pM88Ph99BCMGvbnyYCpev7D02kJ7ir3tfoTXgbHLTZp4fDB9hMD3NcDbKdwZe53R8hE0VjTzauBsh4KmRo5xOjDCciXJk5jybKhrn2SG2sDkyfZ4/PfccQ5kZVEWh1R/m9tqNbK5owqu5iRfSHI8N8vbMBWYLKV6ZOEXOMvidbZ9a0nELq29/5C2DJ0eO8j9H3qVgm4R0H/vDXUV7MYSqKCSMLMOZKGcTo/SlJrGFzb6azrKiz6qiUuerZOMlDvGcbXAhOUHBNtEVlfZAhIpFDhRCLt+yN4552+SD2CA/GHqbY7N91HpCbK9soTNYR0D3krHyDKanORMfoTUQnmfHXopXddHur0UI4aR5+qrZXtVCeyBCtTuIQDCameW1qTOciY9gCIuT8WH+pu8Q/3bn5xYcZCiKQqXbN28eN4VdSjcBaPBW0ehb3HapdgeWfDJ2V7fzS133ETPSJI0cSSPL2eToPGHulWALwfuz/fzJ2We5kJpALVb8uD28kS1Fge+EkeVkfIjD0+eZzid4a7qHpJnl3+z4LF3B8mM7x0Quxl+c/zE9iTF0VeOucBe31HRR563AFoILyXFemTzNYHqanO04IjsCtXy+/Y6ya69pW/xo/DjfHzxMzjbwaW72h7vZW91JxBtCUzSSRpbR7CxnE6P0pibIWwZ7qjuodK0s7etqkc4JieQyYkaGRDxLxFvBr254iIN1WwjoXnRFRSC4v347B2o38sdnnqY/PUXcyPDixEkO1G6cl6/pUV18pmU/H2vaW3otmk/xf5/8Acdjg+iqxieb9/HZtgOL9iW4iMfeRvD2zHmeHHmHrFUg4qngK93381DDTvy6G13REAgM2+Lhxl1868LL/GjsOCkzx/cG3mRbZQs7qlqvOBYJI8tf973CheQE99Vv5wsdd9IeiOBRdVRFwS7mzEcLTqis5wphpgkjy6n4MGFPiK9ueIB767YRcvkujq21nTsjm/ij0/+TC6kJkmaWFydOcHvtRmrKhFcGXV4+3XIrLf4a7ohsoj0Qwau5cCtO/+bavKduK390+inOJcfI2QZvTJ3lsabdNPqqrzgGNzu2sHlp4hQzhSSaonJXZDNf3/wxaj0hXKqOgnO/mLZF3jaJ5lMcjfayrbIZfZFNoy2c06vnxt6nYJsEdQ8/3X4nn2nZT407WNpoGbbJx5v38ff9h3hy+ChxI8M/Dr7F5lATe2s6Fhh0Dzfu4u66rfNei+ZT/MHpJ3g36oh+faplH59qvnXBZk6BsoZXnbeS39n2KaxLTgPfnD7H75/8IRmrQJ23kv9lyyfoDNaV/a2aos5bwLtD9bgUjaxVYDQbdfKGlYt96U9PkTCyxRDzAOO5OOcSY9hCzHNOTubjJWOqM1g37+TJo7r4ZPM+grqHOyOb6Q7W49XcuFQNrfgs5OtN7qvfzv935n9yIjaEYVu8PXOekcytdASXdgLO8fLESQbS07QFavlix0H2h7vxax4nXFU4jqG0mWMsG1vUsWgKix+Pn+CliRMYwqI9UMtXux/gzshmvJq79OwWbJOHG3fy5+ee583pc8waab7T/xrbq1puSCUHTVG5p24b+8MbSq+lzRx/evY5Xpw4AcDddVv5pe77Fk218GvuskatLWyeHj3Ga1NnMYVNjTvIL3ffz4MNOwm5vGjF+bZgmzzauJtv9b7Mi+MnmMjF+eu+V+kM1tNdxrhPGBm+N/AmZxKjCAQbQw38yoaHuKWmC6/mQlNULGHzSONu7qvfzp+fe44ziVHOJcb4Tv8b/PbWTyx5OnY9qHT5+Vzr7VjCxsaJfnpj6ix/cOrJBaf9K2U4EwWczcPXNjzItsoWvKoLVVGwhM2D9Tt5evRdvtnzYzJWnoH0FIenz9MZrEO77MrlbZPXps7Sn3KisHZWtfGbmx6l1V9bek6FEGyuaEJTVL7R8zyWsKn3VvKlzoOEPSF05fJWrx/9qSmeGnm35Ji4LbyB39z0KG2B2qKj9+L99RfnX+C1ybMLTmfL0Zua5O/7XyNaSOHX3PxU2+2ltJC59cEUFh9v3sfjQ4f5du+rZK0CT48eY3d1h+NcLDMK0/kkIZeP39j0CFtCzVjYuFWN/3LuOTJWgdcmz9Dor+a3Nj3G9soWBODX3fzBqSfIWAVOJ5zy0XPOCSEE49k43+57tXQqvre6k1/f+DAbQg14NBcqSul5ODJznm/2PM9gZoaj0V4eHzzMr218eMlDl9W2PxJGlpfGT1KwTbyqiy91HuQzLftLbYLjdDKERc4yGMvOciY+wp2RzWUdPiGXl692PzAvWmQoM83/+d7/YDwXI6h7+cWu+7itdsOCvwVnjVwqTfNSUmaOv+t/jQvJce6KbOGLHQfpKNpPl9p2s4U0aTO3aOSEoig82LCDhJllT3V7yZnoUvXiuDp2wgMN2/lGz/O8PHEKS9iciA1xOj7CreH5qSIuReORxt3cU3fR2Z8wMvzh6adK5VQfbtzFzy2RghjQlk7D2lTRSFewzpnDipEdf3z2aZ4ZObZoFNVSzOST/G3fIXqL6Tfbq1r4lQ0PsaOqFa/qLs1fjzTu4li0nz/v+RG9qQlOxob5HwNv8i+2fHzJCMOUmedkbIhKt59f7LqPhxt2Uen2oRXtkkL9Nu6p28b/e/pJTidGyFh5Xp08zQMNOxZEP4ETKfXj8Q/I2QZuVeezrQf4UsddVLr9JVvHRmDYJjnLYCIX50RsiAO1G26YM1w6JySSMvg0Nz/bcRePNu2eZ8gqKPh1D/vDG/iJllv5z2efAZxQudlCep5zQlGcz/q5OFFawiptuhQckcKrKQ+VMLI8PnSEaCGNR3Xx+fY7+GTzvnkLs4KCR1NpC9Tyle77OZ+a4GxilNHsLM+Nvc+WiqYrRg6kzBzvzw7waONuvr75Y2VPFj2aa9kL4tznP992O59o3jfvdF1Bwae72VfTxWda9/OHp58C4FR8mJlCyvGGXzYxaorK/nA3+8PdZSfNi2128lNtB/iDU09gCpuB9DRTucSHwjmRsQqMZGawhSCgu7m7bgvN/pp5n9FQ0DQVj+bobyy1uRU4wolPjhxltpBGU1QeqN/Bz3feTeCy0x6P5qLFX8Mvdt3HTD7FSxMnGc5E+eHwO2ysaFxwwuPT3AsiGC7f/Ps0D1XuwLKjAzRFpeIyb35A95TuB01RCLl8y37O6r2V1HiCDGeiTOYSxI0M4aLwrVP9wSlR2uIPs7miiadHjzGSjTJbSM373EQ2Rqx4Yt8dqp8nEqkqCjur2thR1VY2pHNubthR1cpPt93BheQEGSvPWHaW0Wx02c6J47HBom7Mx9lb07HgFMWNo0NSzoCZYyKX4PGhIyTNHH7Nwy903ssDDTvnXR8FR99mQ6iBX9/4MH2pSUayUS6kJnlx/CRf6jx43aMnypWY1hV13rh7NRdV7sCKcvUFgv70NM+MHnM2IZqLn2o7wKdabr3MWeZcM8fB8GAxRH6Is4lRnhk9xm9senTetRYIjkb7ODR5GhtBtTvAV7rv567I5nnzsq5o6KrGbeFulE2P8nsnHmc8F+eNqbPcEdnIY417bmj0hKIoCwRPA7oHdRW6IBA0+qr52oYHuaWmc55zU1c0Kt1+Pta0l/dmB3hp4iQCOBq9wE+3377g/spaBd6N9jrh2cU5rMUXviy6UcGjubi3bhv/NPw2w5koH8QGGc/GaLiB4qNO+onjSATnZPirGx5gY0XDJVE+F5+xr214iMH0dGkztBiW7URj9KYm0BSVg3Vb+XLXvQvmZZeiU+XW+Fzb7fQmJ3l+/DgZq8BTI0e5I7Kp7Em9APaHN9BZFLfUULm9dhPfGXidTCaKKWwOhDewtaK5dD9vDDVS562kPz3FWHZ2Xli9jeC1qdO8G+1DAE2+an5140PsrGqbdx3m7oMH6neQtQr857PPkDCyvDD+AQfrtiypNQCra3/MFlJM5OIA1PsqORjZvMCJoSsaOlrJ1ttW2bJo31RFXWBLxQtpNOViZF/Q5V2VkqJpM8/7swM8WL+Dr2/5WFlbaLm2XYs/zG9temyRtcxppz0Q4cud93IqNsxYLkbCyHA2MbrAOaEUxbsvtRMUmLfeeDXXNY2Bpqho2vz5wqPqF0MhV4BAcHimh8MzPQgEEU8FX+1+kP3h7gXzV0j1cVfdZixh8funnmCmGPlzd2QLdy3isCr9varxqeZb+GzrbQsccF7Nzc7qNj7ffjv/8cQ/YQqL88lxxrKxsvpqcSPDeNZJxapxB7m/fhu1l9n2js3oxlsUUt9c0bSygblGbh55YonkJqI1EOahhp2LnrDpisqOqlZCxc3aTD5J8gaWOToZG+JcYgyAFn8ND9RvX9TgVlBo9tewp7odXVExhcXp+DAzyyyvV+sJ8dnW21ZcmWQxmv01PNy4a9H+qijsKIY0gxMenyhkFm1PUZRlGZG7qtpKm9ikmS2JPq17LvkJthCkjNw1/S4h4GxihLOJUQAqXD4+0XzLAsfEpdR6KnisaXcp5O/d2d6SiNd6w695aPM7m/+ZfGpebr0hnND9vGXQEYiws6oNcJyFl2rHzKVMZIpaLK3+WlzKZZEgirKsChzbq1oIFw3etJl39B6WeX09qs7DDbvYXd1+1c6B96J9pd+2uaKJ28IbFo24UVDoCtWzvcoxwPO2wfHYwLouAWcLweHpnpJWRaOvmsea9iwaPq0oCq2BWh5s2FkysN+YPsdkcRMzh2lbvDp5irSZR8E52T8Q3riow1hVVPbVdHFLuAsFZw47NHlmUWHK9YiqKOyv6WJXVduiehoVLj87q9pKm5XxbKxs7rhhm4xnnTEP6B4afVWoi3hQAi5vaXMWNzKM52JXdYJ6tcSMNO9ekvO/P9zNxtCljon5tPnD3FG76YrtDmdneDfajylsgrqXRxt3l2yWy1FQqNB93BnZVAq171tE/8f5PLQFauc9B/XeSvzFU2uv5qIzWDdvUxlyeUttJ4zsvDSgrFng5YlT2AhUFO6p27Zk2pKmqhyMbClt9qdyCd6cOkfeXlrvZDXtj0vvkIJtlkTC1ws17iA/2Xrbkumdy2G5a9mGUAPNxSi6gm0xW0itq/Eqh2FbvDRxkoJtoaBwW3gDu6vbF52/NEXlQO3Gkjj2bCHNoanTCzSMLifiCfFY054lI4O2VbaUIuniRqZ0OLIUprBIm/mb7jpI54REUoY91R1UuRb3zCqKQlD3liYCG3HDjEQhBMdm+0gaWRQU2gMRmv01S27QVUWlO9hQMnwncvGLIlZXYGdVG11lcnqvlt1V7WVDJOeYG9sat/MZsUpj69c9pU2eJewFYljrFb/upslXjYpCrhiO+26076oNpYJtcio2UirbtTnURFtg6bB8VVHYVtlK85yBX8hybLbvplvwloNPd9MVclJApvNJovmLBlQ0n2IoM4PASdXYGGqgwuUjaeS4kJwsfS5nGQxknFPQWk+IOu/VV4fxak45N3Dmmby1UPh1MarcAQ7WbVlx2dg5hBC8Hb1AoViRY2OogYh3aRVwFUe3Y47B9PSyjKSblbSZ50RsqDRf7Kpqo86ztJjuXFh+VTGSbjIX52R8aN7zMJFLcCE5gY1TLWFvdeeSQsXgnB7eWbu5mPoDZxOjjGVj6/I5K0dA87C3pnNJA1xVFOq8FaUw84JtkSkjAjgXlg6goqIp2qKbfQVlnvOwYJsrPkG9WoQQxIrCnHPcEu5aMrrHpersqe5YUnNCCMH55DijxVSZiKeCzRWNSz67iqLQHqglVNS6Sps5LiTHy37WrToVPi7dhLlUrSQM7lFdC0omulS9NBcVbHNeKt5A2ilvCo5D/JaazivqJ4RcXg4U07hsHLsofgVH6GraH9XuQCmadDKX4B8HD9OfnsKwrXXxTG6taGZjRXlBxuuBpqgl3SiBIGcZN9QJeD0YyURLqWMB3cO+ms4lBVTBcdzdWXQuCgTHZweJ5pNL3jM7qlqX1KcD52Bl7hBR4EQ+lxvfSpe/VNElmk/xvcE3OZ8cx7DNm+a+lWkdEkkZOoNXrsOtKeq8U67FyhKtNlnLYCg9gyEsVBxdhXejvVf8u4lcjLl5J2PmSS9jw6/iCFKFrmA0r4SOQGTBKfKC71WUeRuq1RhbBWVeJMzNMglfK2pRcO/wzHlHwTwxxr8/8Y/cXbeV++u30xWoo6pMSOpi5C2DC0XBR3CeheWowtd6Qo6QZWKEgm3Sm5zALpakWk94VBdt/lp0RSVlZpnKJ4qneY6zYiQTxau6aPbXEPaEaPHXcCo+Qn96koJt4tFcZK0CQ8UQ7TpvZSnd42pQUXBf8ixcXt1kKSpd/mvSe3Aq/USxEbgVrVSu9kpEL4nKihsZclc4FbqZSRnZeafHG4INy4pCafJVU+UKMJZ1ysn1paYQ9aK0QR7LzhItOOPkUV1lNSnK0R6I4NFcmGaeiVyM6XxinoDeesYJ/6694udcinZRN6Kop3M5uqJR6fIzlU+QswpOtaHLxG3nyNtGSbxWU1QqFykter2YyadK+jR+zUOjt2pRRwo4UQthT5Cgy7toVJJZFINNW46T2a3pnIoPL1kdDJxKBnMRDYZtzXuWL8WtanjL6BDMRVXpqkrQNX+TpqKUfpfA0XKZoz89WXKIB11eOq4gru18l0Z70Z4whMVAeppEIbNoKU1YXfujwuXngfrt9KWcuf/FiRP0pSZ5pHE3t4W7aQvU4tPcN2XZcrUYUVu5gpTc1eBSp9uHwQIbTE+Xoqb9mntRbatLUVBoD0ZwqzoF22Q4M0O0kF5yrW4LRBbV/Si1W+6+LVO2xKe5ebBhJ6fiw+Rtk7eKkYEPN+7i9vAm2gO181Jj1wLpnJBIyhB2B5elhL0WpMwssaIhYyN4aeIkL02cXFEbBdskb105ckBXtQWnI9dKjSe4jPYUFi8EtRAhBKawSZpZRjJRxrMxEkaWtJmnYBsUbIt4IV3Ks/uwcVt4Az/bcRd/23eIWCHNWDbG9wbe5Eejx9lZ1crtkU3cWbuJem8lmqIuueiYwmLqEtXqiLdiWTn6mqIS8VagFkX8ZgtpslaBoLp6jq0bgaooNPmqqXT5mSmkGExPY9gWblVjNBtlJp8k4q2gyVdNhctHq7/WcU6kHKHMiOYiY+VLp4AN3ipqFsmPFUUxrrSZZzgbZSwzS8LIkDbz5G0TwzaLKSPTV/VbKl3+KxriSzEnhgZzJd7e5ofDb6+ojZxl3DDH7fUgZ5tEixtXcHLLlzMf6qpGxFvB6cQIthBM5xMUbAtvMdc5YWTIFDdjuqpd8VRsDr/upsYdLM5tFjP5VLHs3c25Xq0EXdGodi9+ql1iQfnJhfh0FzuqWjmfGidnG7w9c547azctqD5hC8Hp+AiDxWesyVftRKLdQMM8WkiWfkOl249PX3pD6+iruKlw+RZ1ThRsk8nsxVSiU/Fh/tWxv1tRvyxhLxpu7hzOlHsOnH6rioKuLH+LMZ1PliJdvKqbsPfKDl1FUahw+Qi5fCVR7jmH32Kspv3h1Vx8svkWBtPT/HjiBDnL4FxyjJ7kGD/w1bCnpoODkS3cWtNF0OV1nDM3iaNCU1Uq3atn282tZTnbEf4czcyW1o+cZWAIi0KxQsiHiWghVSqd7Nb0ZZWoL0Veu/xM5hMlofKluFSIfMm2L/t/ublRVzUebtxFf3qKp0eOkbHy9KYm+WbPC/xw6B32VLdzV2QLt4a7qXL71+S+lc4JiaQMnmXWD18L8rZJfgV15MshWN4JrIpy1SHhi+HVXKtmRgshSJt5PogN8urkaY7HBogbWXJWoVgf21FjtrERYiVnzusLr+bic6230+IP809Db3MiNkjSzBEz0hyaOlNSM7+3fhsPNeykIxBZdKGzhSidtgH4ilUDloNP85ROxgq2Sd42CLK+nBMADb4qqj1BxzmRmS4ZzT3JMWwEVe4ATb5qArqH9kAtmqIyUKzcU+sJMVYsM+xRddoDtfM0V/58AAAgAElEQVQEP8G5b7NWgdPxYV6ZPM2x2X5ihTQ5q4BhO7XtLSEQCGxx9YGvLk1biY9vAdlif64FsaJYj5sPy7bmbdB8i1T0uBwF5yRtjqzpzEkUQ9UvddqoRTHN5aAp6rzPps1cMUJpWX9+U6MWBSpXA5/m5v767RyaPM1MIcXLE6eIFLVxKlx+NEUlaxU4lxjjW70vl5Tr763besU0ttUme0laikfVF8wX5dAUFfcSJ6mWsObN41fLYhGGiqIsGd0By9MhmCNj5ksRG5qqlo3KKIdL1S46zwWl6IvFWE37A5yIwd/a/BhbKpt5auRd+lNT5G2DkWyU0ZEor02eoSNYx8eb9nBnZDMRT8UNdXwtxmradnnLoDc1yaHJ07w9c4HJXJysZWAIE9O2sYWNjcAW6301WEjWLJS0YlTUZZdy1RR1XoWOlJkrF+RQYq5azWpR5fLzqxseYlOogSeGj3IhNUHWKjCei/HsWIw3ps/R5q/l0aY9HIxsdjR7blBJcJDOCYmkLDfD4rEYtrAvLuKKyoHwBvbUdK6oDU1RlhdGrLDqHtOlDZrlI4RgOp/k7/oP8eTIu6XQOgXHMI14K6l0+fDrHjyqC1vYvL/OxfkWQ1EcpfH76rZxS00nb0yd45WJUxyZOU/SzJGxClxITXAhNcHLEyf5UsfdPNSw0zHUylxfcUm4rbKCBUlVLl7dOWNkPVLnrSTsDnIenBQq20QBzsbHUHCE32qLUSJOXXgPU/kEk7k43cF6+lOTmMLGr3noCtbNG2MhBAkjy3cGXufxoSPz9Bi8mpOnXen2E9DcuIuG9AexoSueCJbjWp+1uVJr4GyaDtZtYXNF84ra0BV1yZr0NzuXh5+vxEC79Lpb2PMMc3GJoe6c0y7/Ws1vd30+Y4uxWga4qqjsrengp9pu52/7DpEyc/x17yu8MP4Brf4wblVnppDkfNIxyhUUDka28Pn2O5Ys63c9sObdX1fa9DtcXgL5coRgXrrL1opm7qrbsqJKNSoK2ypX9rxfLbYQJUeIwkpssIunuoL5Y7nIp6++k+XaUxTCnhA/3XYHByNbeHXyNC9NnORUfJiCbRI3Mrw/28/J2BB7az7gK133s6dM5aS14FrHQhR1XZ4YPsp3B14vRQuC4zSKeCqocgcI6h48mguP6uJ0fISRbPRau37TcOmsrijKsucvBWVeAJjN0vftakdyK4pCpdvPp1v2c2dkM69MnObliZN8EB8kZxkkjCwn4kOcTozwwvhxfqnrPvaHN6z6YeViSOeERLLOcKt66XRJQWFbZQu/2HXvGvfqxpOxCnyr92WeHD5KzjbwaW72Vndwf/12tlQ2E9A9uFW9ZMRN5RP87vv/8KF0TszhhLn6eaRxN3fUbmIgPcVrU2d4feosQ5kZcsUTjj8+8zRJI8vn2+9YEPavFkvgzpGzCssOG8+ahZIA06X36XrDo+q0BWp5J9rLbCFNrJDBp7kYysygKRqbQo0l47IrWE9Qd3K/e5LjHKjdSH96GkvY+DU3HZfloOZsg7/rP8T/z957x9l1Xfe9333q7Xd6H/RKEBQ7KZJml6guWbJk2ZZk2bFlJ3biRM+x897Ly4tjJ44/sfNcFMfOk0scyZasYqtQoiixiEUixQ6ABEC0aZg+c3s7beePc+YCA0wDCGBAcn/14UcfzL333H332Wftvdde67f+fvgpqn4DWzO4smUD9/bsZU/LwKIa8brQKDhVfufAV8/LOfFaiWlmM8JGFzrXt23hQxtuvuTtWE8MoZEwbBpOGD1TW6N+hiTUB1ogoduLTsRt3cTUDLzo+aqvMRoukIvfm9TtyzYFcb2J6RYf2fhWMmacvzj2MDmnwlh1nrHqPCAxNJ2EbtOfaOOu7j28t/+6FfUKLhanR8IsRE6thi+DJbU2FtCjcbtAf6KNn9p4yzmV/b6UJAwbXdMIot/f8F3iqwgLQpiGuBDZJmDFqlIXExGlA354w83c03Mlr5YmeHjyAC/MDzFZz+NJn2fmjjHXKPEvd76LGzu2X9aHYGvBkwEPTrzEZ489RM6pYAiNbeke7unZy9Wtm2iNyjYbmo4uNDQEf3Dwm28o50RctzCiVFZfBtR9d03PmC/9RanVST22LlZcCEGnneGDG27krp49HC1N8sjUyzw3d5zxWg5P+ryUG+b3X/kGv7LzPu7q3nNJIiiUc0KheJ0R161muHAgA6YbxVU+8cZDSsn+/DDfm9xPPXAxNZ33D1zPL267Z9mJoeo5b7iQwuXQIq/4VdZG9rZs4EODN/Hg5D6+OvIjTtbmKXk1vjTyFNe1bWFndnH9al1oTaVygFyjghv4Z9UFPxMpJfNOuXnSnjRixF+nzgkhBFtT3ZiaTiNwGa/NYwidqt/A1HR2nXaa2J9oo81KMV7LcaQ0iR8EnKzNE0h5lhjmgoL+/VGep4bgvt638Ks739Gs/HMmngzOTLG/ZKTNeDO82pMeM6dpL7xZsHSDFjPZLCk71yityVkXSLlIqyJjxhcJ8qbNOHHdouY7eEHAvFNmE6uLADYCtxltIxC0WInLJo/9csQQOvWoclHGiPO23quiZ1JGJUZb2ZXppzuWXbd+zJw2Z5W9+qrlMCFMm6uukLaxoBe1wEyj2Aw/vxxZ2Mi6QbhpyznVVZ0TUkqqXoOyG+rinPmbLzVCCAyh0xXL0hXLcmvHTg4Vx/nmyed4YPxFSl6d4+VpvjD8A7Znel+TUPLlwGyjyN8PP9W0jde3b+Vf7Xr3sqKQywnSvp5psRLYutnUiMo5lVV1J2TkYF4QwdUiO75eCCHQEXTYaTrsNDe1b+NYeYpvjb/AN8eeJ+9WGKvN84WhH3BldpDuSxAJuf5xRQqF4pxIm3H6Em1oCAIko5XZN1St+7XgBj4HCyebi/TeWCs/Pnjjih5rV3pvun6CcOLpimX56MZb+M0972+G2M82ijy7ROUFWzfZepr6/3BlZk2nxQW3ynS9iERiavqSWguvJ7aku5uL5fFajhOVaeq+S8aMsyFxqqKAKfRm6czhygxT9QIFJ1x0bE13L4pM8WXAq8VxZiOHYpud4kMbbl7WMQFhaHbJXZ9x22ol6YpnEYQlG9c6Ft5IpI04m1KnnAYnytP4weon27ONYjPaJaFbbEh2LKpc0xtvbToBncBjqDy9pvZM1HLNvPp2O0WnnVFxE8sQyIBvj7/A54aeoOa7fGzzj/Evdr6Tf7LtLn5h2z381KbbuLN7Dz3xlnXdNHXGss1c9YJTJeeUV6wmJaWk7NZXLNFrRdFfC2kcE7Ucc6uI7q0nm1NdJPTQGVHx6oxWVxcB9mXAyVqu6czpjbes6ybvTIQQ7Mr08Ss77uOTW+9s3otXCic5WV1r9MC5iYNfSoYqM837FNct3j9w/YrVdiShEPAbiQ3JjqZzseY7q1bDgbAfTtbmm3Npdzy7YnnbS83C4cwvbruHT22/h1QUjXQ8Sg2+FCjnhEJxCRGcykmTSPxV8syWQhcae7IDzZDN0eocr+TH3jClMdeCK31mG6cUzjckO1bc4AFM1vJND/+bjbDElMGN7du4IjsAhMKqs43iWePG1gx2Z/qbZasOFk8yt8qJuSSMCJio5YBwobInO7BuC379tKkt4PzKxnbHsrRaSbzAZ6peYKQyS8N32ZzqOqu07s5MGH2ykKe5UOFiIfpiAV8GzJw2bgcS7bSvsiiZrheaZQ4vNYamszc72HQyvVqcYLg887qxNQsnQgucjwZK0oixO9Pf7IN9+ZFVnZxh7frhppMqayXZmelb9Dz0xFoYTLYjENR9h5fyI83w9JWu+8zcsWbY/8ZkJ53reOJ/uZN3qjwy9TJ5p0JXLMM9vXvDShiX0WZPCEHWTDAYOTwDJAfyYytGOfgy4HhlmsYK40UTgi2pLjqi0/miW+Pp2SOX7bO7KdnZTKkpuFX250dXTFuBMEXu9DLquzL9i6JQLgdElCZ5Z9ceemLhwUDBrYYCiGu4F5o4Q5tgDSk/l4rZegkvak+7naIv3raiLQorieXO+XvCdfNpc/plNIYHEx30xduAUIx1X35kVRFpX/o8O3dq3G5P99JqpS4rOy5EKNJ8e9duNkQOp7JXp+jWLokNUc4JheISYmtmMw8/kJKZeum8HvQb2reyMaoDPt8o842Tz615AyNPE556vSJgkaCUF/gr/qaa7/CdiZde1yUNl+Nc7qeUp0QqQ7Xos9MuNKFxRba/ueGea5R5cGLfihunklvnkamXm06M7ele9mQHz/WnXDBSRqzpBKx4dUreuU+o8ahmuSd9hsrTTNbyBEi2p3tJnhFuvC3dgyl0ar7D/vwIVa9BTDOj0/LF06xx2r/dVcZt3Xd5cGLfqgr0F5NbOnfSHQ83DeO1HN8ef3HNui3rbWsMoS/Ku59pFNeUz7/oGprGWzt30BdvBcK69o9OvbzsxklKyWy9xMNTL1OO7tvelg1sSS0WILZ1gzu795A0bAIkL+WG2J8bWXbzsZAS9NTsUSSSmGZyU8f2VZ1bb2bCxXToIHIDn/lGGcf3Lrv5r81Ocm3b5qbT5MmZQ0zVC8u+v+jWeGL64KrX3Zbu4aqWDWhCUPddvju5n6PlyTVt7hae3UvVVykzFuazI/BkwKNTLzNcmV32+wMp2Zcb4cX5ISCMcLqlc8cl1Zw4l/4Jov8BWJq+ZmHBpHFKq8YJPOYaK0fVXEp07ZTajS/DylLLZc56gc/DUweYqi0/rpfD1PRFuizTjcJl0wcx3eSu7j2Ymo4vA56ePcKR0sSK4/Zg4STPzh8DQi2iWzt3kr2ETrVzGbfN+woYmrEoNfFiopwTCsUlJG5YYSkpBL4M2J8fZrKeP2cthA47zbv7ryGuWwRIHp16mc8PPc5UfXmj7QcBE7UcP5g5zEQtfyF+zrphaUYYihv9e6gys6TI0kKp0a+MPM3j04fekJoTU/UCT80eCTfPK2y8fBnwYn6Yg4WTQDgpbkp2Lemt74m38Pbeq0jqNp70+db4Czw8eWDJErZ13+W7E/t4cGIfAZKEbvOOvqtXjWS5mLTb6WaKz7xT5vn5E2vK4z6dmG6xOdmFBE6UZxitzmEKnc2prmZUyQJtVoq+RCs1L3JO+A5dsQxt9uLTEEPT6Ym3Njcho9U5Rk5TOD+dmu/wrZMv8NDk/nXNFR9MtPOO3quxNANfBtw//jxfGnmK+WVCz6WUeIHPaGWWJ2cOr2u0UmgnWpsOoUPFkwyVp8/ZDmxL93BH9240BGWvzt+P/JDn5o/jL3FfSl6Nr409w9OREyFrJnhX3zVLbkZubN/KNa2bgDDs/vNDj3N8ifZJKRmv5fjrY482w4a3pLu5q/uKy0L1/3IlY8abqTPT9QL/36H7+avjj/Dlkaf4ysjTzf++NvoMD068xIu5oXUJO7c1k1s7dzYdTSfK0/z98A8putWznrGa53D/yefZnx9d03Xf1X8tXXboXDxUPMlnjz7Mq8XxZR0UUkrmG2WenjvK0dLkJZszNQS3d+9mR6YXgCOlSf5u+AlmGsWz2hDIgGOlST534jFmGyUEgqtaN3B929ZLKjJ5uDjOc/PHKTpn36fTcQKPJ2deZTLamPfEW9d8Up41E7RGY7jqOTwzdyw8vb4M1jK9sZamYPJcoxRqLi2xBvFlwFOzR/ji8A/Oq7xtTDfpjmebtu7l/Bhj1bnLog8Abu3cwZXRYcxwZYbPDz2xZPuklIxUZvnr499vrsF3Zfu4rXPXJS3Teaw8xTNzx8g5lRXHrRv4PD17pFmFpcNO0xXLXJIIDyWIqXjdIaXkWHmKofI0Za9B2atT9uocKpyacHNOhb8depL+RCspI0bSiJG1EuzO9K8qVnMx0YXGje3beHT6FfJOhVdLE/z+K9/gvQPXsTnZhSYEtUgop+hWuaZ185K5aIam87aeq3i1OMG3x1+kEbh8ZeRpDuRHuaF9K9vTvaSMGJ4MKLpVJmt5jpanGKnMUnJr/MYV76Mv0boOPXBhCFNbBumNtzJeyzHdKPJnR77Lz2y6jU3JLnRNww08hiuzPDjxEk9MH0KLShqu5phxA4+XcsPMOxWqXoOq3wj/33OaeaK+lDw9e4RABsQNm4RuETdskoZNdyzLFdmBS7ZpGK3O8YeHvkVMN9mW7mFXtp9NyQ5arRS2ZuIEHlP1PC/khnh48kDzRG53tp/r27cseU1NaLyt9yqOlCa4/+TzTNcL/PHhb/NSbphbO3fSG50ij1ZneXz6EI9PH6LgVrE0g3t793JX9xWXrOTUUrRYCW5o38rXx54jkJKvjvwIJ3C5vesKWswkvgwoe3UKTgVD07mpY/tZ17A0g43JTgyhM1kPx0ynnWYgsTh0NayQEmdLqpuRyizHS1N40l+kKbCAhmBHupcNyQ6GKzOU3Cp/fuR7VL1GGH2h6biBz2h1jocm9/PY9EG8wKc/3rZuCucxw+THB2/kWHmKx6cPUXRr/K8Tj/FC7gTXtW1hS6qbhG7hSp+CU2WiluNoaZKRalix5Leu+si65dNqQnB160a6Yy2crM0zUcvzXw/ezwc33MSOdC+WZtAIXIpulYJTY3umh4FE+1nX0YXGjw/exNHSJE/PHeV4eZr/8so3uLP7Cm5s30ZHLIMXeJwoz/Dw1AF+NHeURlRB6MMbbuaatk1Ltq/VSvLxzbczXstxvDzFD2ePkHMq3NOzl70tG8haCSpunUPFcR6c2Mf+/DC+DGi1knxs848t2dYFYdoD+VGqfoOK16DmOVT8BuPVXNOB2fBdvjD8AwZmDjftV0K3SRgWOzN99MbO1mGYqOU4UpygHNnFihfaxmPlqWZlkorX4K+PP0pXLEtCt0hE9jFp2uzK9NN1CathZM0E7xu4nuPlaSbreV4pjPFKYeys92mIpvDpplRnWF6vYwdx49KUFBVCcE3rJu7ouoKvjT1DI/D4+tizzDtl7u7ey6ZUB4GUjFbmeGLmEI9NH2wKF69UxWfhuj+16VY+e/RhSl6N70+/wkhlluvbt3JFtp82K4UEql6DyXqeofIMJ8rTjFbn+Lktd7I51YV2Cfb7QggGEu383Na7+K8Hv8lUvcAD4y8xWctzd/eV7Mr2k9BtCm6FF3PDPDS5n1dLEwRINiQ6+NjmH7vkdubpuaP84+gzdMez7Ej3sTPTx0CilYyZwBAaVd9hpDLLU7NHeGLmEJ70sTSD2zp3MpBoW9N36ELjls7tvJQbIkDyxMwhEq9avL33KrpjLc17V3CrOL7HDe1bL9m4HUi0c0V2gGfmjuEEHn879AQSyfVtW7D0sHz7dL3A49OHeGjyADONIhuTHQxXVtcTOR1NaFzXtoVvnXyBmUaRkcoMv/fK1/jAwA1sTfdgCC0SmKxRdKvsyQ42o/1OJ5ABBwsnmajlT63rfIeK1+Cl3HBzo364OM6fvvodkkasab8Shk27neKK7MCiKA4INWM+ueVOZg9+g9HqHI9OvsxMvcg9PVdyRXaAtBGn5NbYXxjhe5MHOFgYw5cBHXaaj2++/ZLvSV7KDfP5ocdpt9LsyPSyM9PPYKKNFiuJEUWAjlXneGbuGN+ffoWK18AUOje2b2XrGRGAFwvlnFC87vCl5Otjz/H1sWfCGsNSEiDx5amKw2WvzgMTL6ILLcxXE4KkYfPp3e/m3p6r1rX917dv4ZaOHTww/iJu4PPkzGGenz/R9EBLwtB7Wzf4L9d8fMkJVxBuiH5u651IJA9O7KPmO+zLj3CweBJTGGhCIKP+8aKyY0F0knd5+JvPHyEEOzN9vL33Kr44/ANqvstzc8c5WDhJm5XC1g0q0YRd913SRpxPbrmDit/gL489smJod9lr8IeHvsVYda45viRhON7CCbZEcqg4zpHSJCKqSx/Wp4dr2jbzO2/5yUsaXlryapyoTHO4NM53J/ZhaDpaVHNbEpVb8z1c6SMIxY4+sfn25onMUrSYCT6x+Q6qXoPvTx9ktlHia2PPnPZcgRsENAIXXwaYms6d3Xv45JY7SBvrm/ebNGK8q+8aXpgfYqQ6y5xT4m+HnuSrI8+gC9G8nwEB17RuXtI5oQlBdzzUnZiJBCzb7XQzvH/x99lhydCpV6I+DgUPM2coxwsh2JTs5D391/I/jz9K2WuwPz/Cv9/3JdrsFHHdao7bmu+Q1G1+ZvOPYWsmn3n1gXNOSbgQiEjF+1Pb7kUgeGLmEDXf4dm5Y7yUG8YUOiKyNYEM7bAb+EhkM8d6PdmV6efuniv5wtCTuNJnX36EV0sTWJqBIMzxD6TEEBr/+or3LbnhB+iLt/LL29+OLwOenTvOSHWWvxt6kq+O/ghdaEjCiJG670YRRBbv6b+Oj2x8a7PiyZloQmNv6wZ+YdvdfPbowxwrT/FyYYyjpUkszUATGoGUuNKj4btIoMvO8Iktd3Br585lS4i+XBjj3+/70mn2SzZ/54Ltd6XPQ5MHIrsV2ooFW/arO9/BBwauP0vQ9qnZI/zZke9S993mvHv6/AtRxM/4C037s3BNSzP49O738M6+q8/nNp4zUkrmnDIlt0aHnW46GJdioZTrpJ9nqp7nWGmKyvZ7eVffNc15+WJj6yY/ufEWRqtzPDd/nKrv8NDkAZ6YPoyp6dH4Cu1t2ozz05tuZbgyy/0nn1/xupZm8N7+66h6Db4y+jSzjRLHylMMV2b4elRqG2g+u548Vco0uMQrBV1o3Na5i7lGib889gizjRLPzB1jX34ESxgIIQhkQCPwcAIPAWxIdPDL29/G3pYNl7StEPbZbKPEydo8+3LDzRLQWjQ/BpFNaAQevgzQhcatnTv54OBNZ0XfrcRd3Vfy2PQhDuRHqPlh5MxDkwea927B9vbGW9iZ7btkzolWK8mHBm/iRHma2UaJocoMf3joflrMJCkzRsP3KLgVqp6DLjTe2XcNN7Zv5bf2f3lVfZ0zeUvLRu7ouoJ/GPsRXmSDD+RHm2kGC31gajq/ddVHlnROeDLgb048FmqvQGQPT81bC6N9tDrLF4d/2LSNQoQOzM2pbv7DVR9hMLl4jtCFxg3tW/m5rXfxl0cfZqw2z0u5IQ4WTkZ2XBBIiRN4zQjOvngrP7/1Lq5vW/qA6GIikcw3wrLKBwqjYbnXs8btqbWdJgTXt2/lIxtuOcsxc7FQzgnF6xJbM0idY45WQreWrR6gazoddoYFVWRrDXlVhtBot9JUYg0EYQ7xWsiaCT617V7iusXj0wcpuDVqvkPgSwQCXQgMTScp7BVDFIUQ9MRa+JUd93FldpD7x1/geHmKuu9S9x0CJIJwAWwKnbQZp91OcVvnLrYsU+ppgXY7TcGtEdPM12yMDKHRYadxohxtew3lJXVNo91OUXDDCWYpbYSYbvLRjbcS163olCmMdCh7dQRhvrmtm+zJDvDRjbdyW9dO9udH2ZrqJu9Wl22HIKy5fq7j61S7LC6lunZfvJVbOnbw9NxRKl4DJ/DC8RRNtuGY0rA0g1YzxVs7tvMTG25mW6pn1fE1mGzn13a9i52ZPu4/+QLT9QJ1320uXg2hE9NNemMtvKPvGt7VdzXtdvqcwv40IcKqENGJasKwXnPvaUKwt2UD/2r3u/ncicd5tThO3XdDETIkGgJdC/tkpQiPnlgL29I90QYLdqT7aLfOLv9maDo7071sTHZQ9R1szWBnpm/Ja1u6wQcHb8TSDL488hSzjRL1wGW0OhdpqejYusHOdC8f2nAz9/RcyfHyNDszfcw2Sqs+j0kj1uzLFit5QcT/RCSu9+u738NVrRt4cGIfo5U5GoFL1Q9L9C7owITl/OJ0xbLc1b1n3R0UpqbzM5tuw9IMvj3+Ajmn0nxGFuyjIXRs01wx2kkTgt3Zfn599/v4xsnneHjyAPNOmZrv4MugaXOSRowNyXY+MHADd/XsOctBdSa60Lij6wo67SxfHnmKZ+ePUXLrVLxGZMMFpqbTYiXZnennJzbczI0d21acowyhkTTP3zm63DNhCJ2UETuvvGMjmofOJKabdNoZkoZDh51eU1i+rZl02RliukW7nT7rvkkpeaUwxl8ee4Rn54+jCcFN7dvYnR2g1UqetqkLT1OrXoOJep4Xc0OMVeaYaRT5wtCT7MkOsiW1dOrbxWBDsoPfuOJ9/O3QEzw2fZBitDao+rKpEbQt3cNHN97CXd17uP/kC7yUG8IN/OXnMyFImTF+evNt7Mz08bWxZzhQGKPi1XGiTTOEmy9T00noFhkzwVWtG7imddOicHNBKN7ZFcvSYiawlljzLNjyTjt91jgKbX2KrliWrJlY8nkzNZ339V9HX7yNL488xYEoTa7kn7LdlmbQYae5vm0LHxy8iStbBpd1Il2s9QfA3pZBrm3bxOHiBHXfCcugSrfp1NEI13Jx3aIrluHenqt4T/+151S2NowoaeM3rngff3XsEZ6fP0HVd6hG9kFDhGs8TceMHK4r0Rb1v60ZZ2knnSuGpnNr5y7cwOfvhp5guBqKRk/U81APbZutGfTGW3hP/3W8f/AGGr7L1a2bGKrMnCUsvRIx3eSTW+8gZph8b2I/eadCPZp/Fg6HTBH29Uo2JKaZ5722SxjLX9vQdO7rvYqeWAtfHvkhL+aGm1HdC+PW1AzarBRXtW7gJwZv5tq2zcuOW11otNmp5ly+3Bg88zMLzxeEullLNXdXpp8b2rdwID9KzXebzu/Tx62uacR1k3Y7zZ3de3j/wPWrCp5eSMRlIipyWTRC8fpASknZq59zSTuBIG3Gos3jYrzAp+BWmxN1i5Vsngguhxf4FN1a8zQ9aybWNPEt/IaK1+BoaZIXckOM13JUvQaWFi7+uuMtbE51cXXrxjWdwLuBT84pc7g4zqHCSSbrBWq+gyE0Umac7liWralutqS6abESxFYw4FJKck4FLzplTxr2IlG5c8UPAvJupdm3WTMRnlqu2LdhOspC32bMBPYSn5FS0gg8jpeneGF+iOHKDBWvgaFptNtptqd7uCk+afEAACAASURBVLp1E512BkPTcQKPklvDl8Gy7QhkQM6pnPcptaUZZMzEJct9DWRA2WswVc9zuDjBeHWeuUa4aVoII82aCTYkO9iTHWAg0U7SsNc8ycjI4z9Ry/FibogjpcmoPreg3UqxNd3N1a2b6I5lV72vS+HLgJJba56kpIxYNKm+9v7zg4DZRpGX8iMcLo4z1yjhBT5xwyJrJhhItLMr28euTP+ybSu61aaQakw3l91s1n2XsltrbijDkNClHQkLfTpSmeX5+RMcr0xTduvoQtBmp9gWjdvuWBYzKmdajOxT2owT08wl+0dK2Qy3B5r3/kIuKBzfY84p8XJhjCPFCabrRRqBi6nppI04PfHQobMl1UXGjGMv09ZLSWgnXI6Xp3kxiqYpe3V0oZE0YnTaGTalOnlLy8ZVQ8MXatQPV2Z4MTfMiYV7p2l02ml2ZvrZ2zJIh53BENqaf3sgJWWvxtHSJC/mhjlZDUvNxXSTnlgLV7YMsjs7QMaMNyMSlmufE3jRM3p+LPcMVj2HSrTYPlcE4Sb5TOda3XcpRTn04eI6uWr+dSP6TBB9puU0hwPATL3I7778D/xw9ggxzeTjW27nfQPXkzJs9CUcJEEUMXC4OMF/fvkfGarMYAiN/3fvh3lb795Lmg++sL55tTTB8/MnGK/O4wQ+GTPOjkwv17VtoTfSUalFIekSScZMrLqBWbC1x8vTHMiPMF7LUXJrYUUJ3aYzlmFjooMdmT7a7RQJw1401gIpKbk1GoGLJjQyRnyRg0JKGaYXBB660MiY8UWOrEAGFNwabuChCY0WM7Hs5syXAQWnysHiSfbnR5is5XEDj7hhM5ho58qWQbane0gZ8RXn2ou5/lhYA45UZzlammSylifvVKkHDlJKYrpJu51hS6qLPdkBOiOnwPnYw0BK8k6Fg4WTHCiMMFUv0PA9YroZlpePt7It3cOVLYPLOi6llOTdCm4Qru0SUSrqa8UNfCbreZ6fO8GR8kSzxG3WTLAp2cnVbZsYTLQT061oTg3HQFy3SBmxc1qL1HyXY+VJXpg/wcnqfLTe06OU2hY2pTq5unXjkvP06ePzfDCETsaMrxhNtTDGjxQneCk/zEQtR90PU/z6E23syQ6wM9MX2vEV7MrC+D81BlefS0/vWwhFYmP62Z/xAp+SV+dkdZ5XSxNMVHNNZ08gA2zdpM1KsSnVyZXZQbpjLUte5zxZ00WUc0KhUCgUCoVC8bpHSslDkwf47QNfoeY7vLVjB/9u74dot8+OeDqTslfnM4cf4KujPwLgV3bcx09tunVNkZQKhUKhWJU1OSeUzLNCoVAoFAqF4nWPG/iMVGebkZXb071rjvxbCL1u/nudI34UCoXizYhyBysUCsVFoOhW+frYc83SfxeSHelePrjhJlVGUPG6Ybpe4B9Gn2E2Ehe9UGhC49rWTdx3iYQWFZc3EtlMw1r4y1opeXWOlSaB0FHRYacpujW+PvYsE7XcBW2nQLCnZZD3D1x/Qa+rUCgUr3eUc0KhUCguAjXf5YmZQzw/f+KCX/v2rt18YPBGdHWwp3idUHJrPDS5n6EL7KzThYYuNOWcUAChMF1HJJLpy4D9+VFm6kU2JDuW/YyUkpJX59vjL/ByVGq0L9HKpmQnNd/h+1OvcLB48oK2UwD1wFXOCYVCoTgD5ZxQKBSKi4ApdDYkOqhG4oQXkoFE2yWsB6JQvHZs3WRLqntNquPngi40emJnl41TvDnRhcbubD998VZGq3Psz4/w3488yIcGb2Jnpi8s4SgACT4B840yrxTGeGz6YLNMrq2Z3Nm9h82pLgpujU2pzvMSAV0JgViyLLFCoVC82VGCmAqFQnERWFBbPl9l6JWwdZOWC1yFQaG4mLiBT8Gp4J1nFZyVSBjWqiU7FW8e3MDjC0M/4HNDj5NzKs0qIK1WkjYrhanpOIFPya1R8mqU3BpFN6xCktAt7u25il/Ydjc98ZZmJa/FqSIXhphu0mIlL/h1FQqF4jJFVetQKBQKhUKhULy5qHkO353cxxeHf8jx8tSqpaFNTWd3pp939F3N23quImPGlfNXoVAoLizKOaFQKBQKhUKhePPhBT6T9QKHiic5kB9lrDJHwaviBT6mZpA0LDrsLBuTHezK9DGY7KDdSmFo+no3XaFQKN6IKOeEQqFQKBQKhUKhUCgUinVlTc4JVYdOoVAoFAqFQqFQKBQKxbqinBMKhUKhUCgUCoVCoVAo1hXlnFAoFAqFQqFQKBQKhUKxrijnhEKhUCgUCoVCoVAoFIp1RTknFAqFQqFQKBQKhUKhUKwryjmhUCgUCoVCoVAoFAqFYl1RzgmFQqFQKBQKhUKhUCgU64pyTigUCoVCoVAoFAqFQqFYV5RzQqFQKBQKhUKhUCgUCsW6opwTCoVCoVAoFAqFQqFQKNYV5ZxQKBQKhUKhUCgUCoVCsa4o54RCoVAoFAqFQqFQKBSKdcVY7wYoFArFUkjpM1n6/3H9qSVfF1h0pD5M3Nx2iVu2mKpzmLnKPyBpoIk0Pemfx9BbLup31txj5KrfRqDRkriXmLEdIcRF/c7zxQ9qFOqPUnVeJm5upyV+L7qWXO9mLYuUEvBpeKNUnP00vFH8oAQEaFoCQ2sjZmwmYe3C0NoRQvn434gEskGx/gPKjeewjY20Ju5DF+nL9jlTKBQKheKNgHJOKBSKyxJJwFzla9Tcg0u+rokkmdit6+6caHgjTJc/RyDLmHoXnakPY3DxnBNSBkwU/5T5yjcAqHnH2dD67zBE5qJ95/kipaTqvsxo7rdx/CkMrRVDayEbv2O9m7Ysrj/JTPkLzFfvxw1mCYIqEg+QCAyEMNFFip7Mp+hKfwKBtd5NVlxgpJTU3eOM5P49DW8MXSTQtRSt8fsA5ZxQKBQKheJioZwTCoXiskSg0Rp/GzFjE35QwpclXD+H448BwXo3b92QuNTdI0gcABreMH5QxtAuP+cESFx/BscfB8AP8jS84XVu0/L4QZWJ4p8yXf47wDvtlXBDKvGQ0kVgYOm9aMJcl3YqQsIol1NcyKgGz59vjlVflmi4QxCXK39IoVAoFArFa0I5JxQKxWWKRk/ml5GygcQlkB519zhHZ3+ZQJbXu3HrhsAkbu6m6h5GoJEwd2No2fVu1jIILL0bSx/E9Scw9W5i5s71btSSSCkpNX5ErvoA4CEwSNk30p78AHFzCwITX1Zw/Ek8P0fSfgvqFH198YJZpkp/g5R1utKfwDYGL9i1Db2DmLGFhjeCrrUQt3ahZLoUCoVCobi4KOeEQqG4LBFCoIsEkGj+LZA1hNDhTXyAKYRGX/afk7B2IzBpid992Wo4CCFIWHvY1PY7VN1DJMzdpOyr17tZSyJxKTeexQ1mAIhbu9jU9h+JmZvXuWWK5ai7J5gtfwFNS9KWfB82F8Y5IYQgZm5hY9t/ouK8RMzYSsa+WelNKBQKhUJxkVHOCYVCoXidYRsDdKc/ud7NWBOasMnG77isdSYAgqBKwxtp/jtt34il96xjixQrIaVHzT2CG8xhXwTnnCZMMrGbycRuvuDXVigUCoVCsTQqRlGhUCgUb3okXlSVI8TSe0Do69gixUr4skbFeZE3s/6MQqFQKBRvNFTkhOJNhZQSSQM/qBDIGlK6SAIEeqTCn0DX0ghx/o+GH9TwgwKBrCPxEehowkbX0mgieV6hwVIGBLKKFxQjDQYZXleLY4g0mhY/7/ZeKMK+dfCD8gp9m0K8oUUEdUA0y1F6QYFAVgiki0BDEzF0LYsm4pdNiPjC2PKDUjRmg2jMxqMxe/m0dQEpA3xZwg9KSBkKgwphoEXPrybs87imj5TuaX8J7+VrbWcga/hBkUA2TrMHMXQtc0H69tRYK5421kAIM+qPFEJYiBV+i5SSQFZwg3mQPppIYOptgIEQ4Xj2gwJekAckmpbE0FpXFQQNbYJ7hk3wEWhR+xbG2LlXPPGDAhXnpXP+3HoS9nMdX5ZCOy69yJZrCGGhizialoz6dW3jIpCN6Nld6F/ZtLmaiKGLJELYl80zfGpMLLTZO2NMxNBEEk3E1txmKb3m+F94hkN7kIyEgo3L5vefycKzd2puDxAYp60Z4msqVxzaxApBUD7N1giI1h+alkAXiXNe2yy0b2F+CHMqT7dha79PCoVCsRaUc0LxJkHi+nNUnH1UGi9SdV+h7g7jBXmkdNC0GKbWTszcQsq+nmzsLmxjcNlFQSBdivXHcbwJDL2FltjdCGFSdQ6Sqz1AqfEjGt4ogayhiTiW3k3SupqW+D2k7RvRtNiS1/WCAvnawwRBlZi5iZR9I+BTrD9FvvYQlcYLOP4kEg9dpLCNQVL2dbQm3kHC3LXswqPhjVCsP4WULpoWpzV+36o6BQ1vjFL9KQLZQNeSZON3LSO8KHH93KK+bXhDeH6OIOpbQ2sL+9a6jpb4XdjGxjUtuF5vaBiAwAvmyNceIl97iJr7Kp6fQwgT2+gnbd9Ea+KdJKwr11TtoeIcoOrsR8qlT4hj5hbS9k3n1Z9+UKZY/yHF+mNUnH04/gRB0EDT4tjGBlLWtbTE7yFpv2VNG0g/qFCoPYIXFJZ8XQiNlvjbMPWONbXP8SYp1h8nkA5Jay8Jaw+BrFKoP06+9hBV5wCuPw2ArmWIGZtJx26iJX4fMWPTsn3i+Xkcfwo/KODLIl5QxPHGafhjzfeUG88hhIlgcfSEEBpJ6yoS1p5V+6LUeIpC/XEqjRejvq2jabHwubWuJRu/m5R9zZqcKX5QJld7kCCoYRsbyMZ/LPwtQY5C7eForB3GDeYRaBhaS2TPrqMj+ROYemfzWjX3VcqNF9BEjJb4PfhBmanSX5OrfQs/qBIzt9CV+mlaE+8GqVNzDzFZ+iyl+lNIPGLGNjpTH6E18Q40sZQtk/hBmbKzj0rjJaruARruCVx/jkA20ISNoWexjc2krGvIxu8ibm5bceMkpYvrz+H4Ezj+BJXGizS8k1HflMhVv02lsW/JzxpaltbEfcs6RgPZoFB7FNefXfb7W+L3YOrd570R84MypcbTlOo/ouLsx/Unwg0pPpqIh/OPsZG4tYuUfQ0p+/pl+nahzS5V5wCF2vepOC9S94bxgyISD40Yht6KbQwQN3eRtK4kaV2NqXetq90NpEPVeYVi/Ukqzos0vOHQgRvU0YSFobdi6X1hm+0rSdu3RE6y5Wl4oxRq36fY+AE151W8YB4I0LVW4uY2MrFbycbuJGZuZCWHT90dotR4Gim9sGxs4u1oYmWnf8MbjeZIB11LR/o/qbPeJ6Wk2HiShjuMpsVpib8NQ0sTyAblxvPkqg9QbjyH408hpYOupbCMPpLWXtoS7yFlX7tiOzw/R6H+BKX6k1Tdw7j+JL6sItDRRRJT7yJmbiFhXUHSegtxcxe6lljxmrBgw56mUHuEirMfxz8ZriFE2L6UfS3Z2J2k7GvPy8GoUCgUS6GcE4o3PFL6lBpPMV74DDX3MF6Q40xFRd8v4PpTVN1XyFW/w7x9P32ZXyUTu3XJBbOUDlOlv6JYfxzb2ITdsYGae5Txwp/Q8IY4PdTYp4DrT1Jx9pGrPUBX6hN0pT+25Ebf9WcYy/8erj9JJnY7G1o7ma8+wEz589EmTJ523TyOPxZWGKh9h77Mr9CWeM+S7a04rzCa+218WcLUe0jbN6/qnKi5hxnN/y5eMIelD5Cw9p7VZikDyo1nGS/+EVXnULQwXLpva+5B8tUHma9+k97MP6UlftdrilC5HBHCpu6dYKb8BQq1Rwhk5dSLEjxnloqzn1ztO/Rm/iltifejrxL1Uqh9n/HCHzVLh55JR/LDpO0bOJcsPSklde8Yk8U/J197KLpvpwjv2STlxjPMV++nI/VBulI/i6G1rrg584MC48U/pua+uuTrAptE9xVrdk7UveOM5P8TfpCjM/VTdGs/z3TpfzFf/Ub0HJ/CC3I0vGGK9SfI1x6iL/NrZGK3hAKqZzBf/QbT5c9FJWqrBLLajMBYIFf7Frnat5b4DRb9LZ9e1jkhpaThnWCy9Fly1e/gBXOLXl94HsqN55ivfpP25I/Tnf45DK19xb71ghxj+f+M60+Tjd1NOnYzDW+Y8cIfhw7NMyrYeME8de84DW8scgidck6U6j9iNP+f0YSJqXeRqz7ATPnvmmOs3JjF8cbQRJyYuYWR3H+g1PgRC3bN9aepe8cBjbbEexe1W0pJzT3IWOH3qTov4/oznJl64Utwg2lq7hHytYeYq36NnvQv0pZ835IOO9ef5mT+D6m6L+P683hBLnq2ZPRb55go/umyfRc3t5ON34m+nHMiqDJZ/HPKzvPLXiNmbsLUu5d9fTmk9Kk4+5gs/g9KjR+dNR4gtOWuP0HVPQC1b9Eafwdx8wo0fWnnhB+UmS7/DTPlv490Us7oXwq4wRQ19xD52vfQtSxdqY/Rm/ln6OLSi+dKGeD4E0yX/ie52gM0vLPLQYdjYoaa+yqF+qPE6jvY2r55SefEQvRFsf4YE8X/QcV5CSkbi97jBXka3gkKte8zb32DnsynyMbvWNbhU3FeYiT32wSyjG0MkondiqavbJurzsuM5v8jXpDHNjaRsq9d0jkBAbPlLzJf/Qa6liVh7kEY/UyXP8906a9x/EkWze1+Acc/Sc05RNzcuaxzQkpJ1X2FicKfUKw/iS9LZ73HY56GP0rZeQ4qOnFzOxtbf4t07KZlf1d4v8aYKP4ZueqDeMGZTrtw7VFuPMN85Ru0Jz9IV/rjWHrXiv2lUCgUa+GNtTNQKJZEixbM4amKwMQy+rD0fgy9FS0qEVh3j1H3hpuq/ScL/xXL6CdmbF110zBT/iLF2mM0/BFMvYu4uR1DCxdVrj9N1T2EH4SbkqnSZzH1TjpTH2bFkxzvBJPFvyRXvR9fVrGNDcSMLehaGomH452k6h5Gyjp19wjjhc9gGxujagiXKswy/J7wxGoOgXFG31r4skrdPU7DG0LiUnFeYLzwR9jGIHFz5xsqJDSQNSaLf0ax/hS6SJCyb8TUOxHouP4sVfcV/CAfbSr/CF2kaE28a8XTTNsYJG3fEKUxVAlkDTeYQ8r6ebfT8ccYzf8nirXHkHgIYRM3tmEbAwgRI5AV6t4QDXcIxx9lsvhZ/KBEX+ZfYOgty15XCJukdQ26SOHLWpQuUo4cCa9NG6DS2MdE8N+Zr34TkMTM7cSMTWgigZQN6t4QdfdY9Pw+F42xAWLmJs58HnwZtklKPzpdTIMI8IMykjAsXBOJaCOz+LNCWCueqDr+BKP536NQewSJg8AiZm7FNjagiRiBrNLwhqm7J3D8caZKf4UX5BnI/jqG3rqmvvBlibp7lInif2O++m2EMImZOzC1DjRh4ssqjjeB608RN3csK+zpyyqzlS9Tqv+QlH0dht5O1dlHwxvB8SeYrXwVU2ul6rxCyr4OS++m6hym7h3D9aeYq36NlvhdYf8tQqfmHMb1pwANS+/HNvoxtHY0YRPIOnVvhLp7BIlLzT3EePEzYbSOff1ZNiEI6tS8o9GmNhRZFQh8WSbc1GnoYvl0PF1rYSWbKIRJwroKEGEaTnPchqfw58uC83Yk/ztUnZeb1zK0VixjAENkQegEQRk3mMHxJgBJ0r5mmU1uGH0wW/kHJor/Az/IIzCwjS3YxkYMLY0kStHxZ2l4o3jBHFK6WHrfqpEAF4PQWTfKWP53ydcfbdotTcSxjcFoTFgEsoHrz4YRRrJKzNiEZWxY9rqF2iOM5P4Djj8OSAytjbi5I3J8Crxgnpp7NHQEOs8zkvsdBqVDa+I96zrnSOnh+Ccp1p9ksvjneEEeS+/DMvoiW+biBbM0vDF0LUvSesuy13KDaU7m/4BC/VEgQBeZqA+60YSFxI2ixCZp+GNIWUegYxl9K7bR8ScYzf0u+dr3kISREgt2RBMWvixTd4eoeydw/JNMlT5LICv0Zz+97LhVKBSKtaKcE4o3PEIIkvZeWuL3Esg62fidxM3tWHo3upZBYEYbhhGmS/+L2cpXkDhUnP0Uao9gpzcgWD5k0Q+KzJa/BELSEr+XrtTPkrB2R1EGAtefjSI3/pi6dxwvyDFX+QrZ+J0rnjQ43jhz3lcRwqA7/XHaEh8gZm5GF0kkPo43yXz1fqZKf4EXzFH3jjNb+Qpxc8clKy0phCBu7aIlcR9+kCcbuytcHBndGFo26tsaDW+UmfLnmal8CSnrVN1XyNe+S8zchGD50OXXG44/ieNPkrB205P+FGn7Bgy9DYGOF+QoNZ5lvPAn1NxXcPwJJkt/QcLag21sWnbB3BJ/G2n7RgJZb/43XvijaEF6bjVVpZT4sshE8c8p1h5H4mHp/XSnf56W+F1Yeg9C2NE9G2G++i2my5/Hjxxwtj5IV/oTS0YjABhaC4Mt/ybMfY7aWnUOMJb/vbMiHc6VqnuYmvsqupaiK/2ztMbfiW30o4k4gXRw/DFmyl9gpvy3BLJG2XmBfO17dBk/e1bIcVvivaSs65Cnn1YGeSaK/42KE6YGdCQ/TGvi7Zw5TQoEljGwZBu9oMRU6S+ajglT76U7/bO0xO+NNocLfTtGrvYA06W/wQvmmS1/CdvYSE/659cUTeT6s4wXP0Oh9n1S9nV0pn6ShHklpt6GwAgdWP4MNfcIpt6Btow9kLJBvvZdOhIfoifzSxh6G4XaowzN/yZekKNYfxIhdNoS76Y3+88x9Q7KjWc5MfcbOP5Y5NAdImntPdU/QmAbg7QnP0DNfZVs/G4S5m4svQdDb0EQbkQdf5y5ylejCJYCDW+I+erXSVi70cXiDY6pd7Gh5d/iy1rzbxXnRcYLf0Igy5h6F33ZXyNmbFnyd+oivmKKhCYS9Gf/5aJxW3ePMJr7j83SsudKGJ10lNH871J1DrCwgW5NvJPW+H3YxoZQDwQdX1bx/DDSpeYeIxu7fdkwedefYrb8d5FjwqQr9TO0pz4cXk+EofqBrOEF8zS8carOfhreMNn47euS0uHLIpPFPyNXexAIEFhk4rfRkfwQcWN7NCZMAungBTkc/yQV5wAJczeGdqbT61TU13jhMzj+SUAnbd9AT/oXSNh7MbQ2BGHkRNU9HEY41h7H8UcZL/43bGMjCevKdUtvkdJjvvpNivUfROPuk2Rit2HpvWgihsTD83PUvSG8YB57GQeNlJJ89XuUGk8DAbaxkYHsr5O0r8PU2xFYkbZHEdefpe6doFR/mri5DVPrXPKaEDq/pkt/Ta72XcAnbu6mJ/Mp0vb1kaP91Jw+V/kqM+Uv4stwDRQzttKR+sia0hUVCoViOZRzQvGmQBcZBlr+DUJo4cJXaIsE4nSRCjeUmV+m7h1vTvilxjN0pj4KK+ZThiKbaetmBlv+n7O0Kiyjhzb93VFY9n8hkFVq7nFq7qurhEH6gEZb8n30Zn51Udi3wCBmbqQr/TFcf5zp8uei9j6NF8xdMucEgC7SDGT/D1i2b5MkrJ30ZH6JujdMsf5Y1NZn6Qo+tmzo8usTH1Pvpi/zL8jG71q0SDP1TlrjbwcEQ/P/J36QCx1g9cfpTA0gWHpBp2vxs1I/1poWsRTlxgvMV/4xOhFL0pv5p7QnP7ToO3SRihalA4BkqvSXBLLCTOULpGO3kLB2LnltIXQMvRWDUxEAUrqIC5KP7CFEnK70J6M0iMxp7Y0T17bTnf4n1L0hCrWHCLVafkBH8ifQ9MXfbxsD2Gc4GFx/Gv20tKXwFP/Gc1poV519zFW+isRBEwl6M5+iI/mRRc9j2Lc7sY1+QDBZ/HMCWWW2/EWysdtIWFes+j1hZMM4afsmNrT8W2LmljOcGq1YRh8Ja08kkLj8SbGhtdKe/EAzZSFlX0fKvo587XsEsoylDdCZ/hksvRchBAnzCpLWVTi1MbwgF0VH7F10TU3E6cn8EkgfXUuD0M+wCXHi2ha60z8fOSn+AZCUGy/gBYWzTl81LUbSvmrR36Ssh79ZgiZika7C4nasFSE0DL0Fg1NRQRoG4jyEVZvtw2O2/OXI2SXRRZrezC/TkfooukgtmiMMWrGNfhLWFaFOzwpjzvGnqHnHAIiZm+lI/SRxc9ci56YuUqFugT5Iyr4WKRto65HOgaRQe3SRY6It8W76Wz6Npfed5eS06CYud5Kxb4Vl9Z7qzJa/SM09CEDC3Mlg6/9Nwrxi0fVMvZOM1o6ldzMc1Ck1nqTmvsp0+W8ZbP2/MERmyetfbCQN5iv3Y+htDLT8Jq2JtyFYLFhq6p3EzG1hVNsy84LEpeq+3EwdbI3fR2vinYvsgMBC0zsw9Q7i5g6ysdsj4dHlxrVspvKBh6UPMNDyr8nGbl/0DIc2bBe9mX+GFxSZrXwRX5aYrfw92fgdZ9lWhUKhOBfeeIp0CsUSCCEw9dbwNP+MhfJp78I2+snG74ZIBK/hDSOlt/r1MelK/ywxc2mhRyFMsrG7mxsAL5jH8caWFTlcwDL66U59ElPvWPJkXRdpWuJvb54KNiKRz0uJECLckK7St5beS0v8XhZ8og1vhEAuraPw+kUjZV1PNvZjS24whNDJxN5KS/zu6C8e+dp3CYLKWe+9OATMV/4xCoeHTOw2WhPvWlL3QgiBoWXoTP00cXMXAHX3OPnad9btvsXN3XSmPrrIMXE6lt4ditNGC/q6dwxfVi9J26T0mat8vfn8pe0baUu8d0lHoRACXUvTlfppEtaVAM1IlbX1rY+htdKb+RXi1o5loy3CigUrO1dCsbxtCCGie54lZm5vvh4zNxEzNp9yjAoL2xgEQq0GLygu+fsMLYOhtyKEsaxNMLRWWuP3Ne9Xwx8jOC064vVMwxsiX3uIMJVDpy35XjpSP4WhZZY9tRdCR9fiK0bPBEEFpA+ETiBNLC9sKIRAE1ZUgWodoib8PLnqt5uaNglrD/0tn44c+EtHXwkh0LTYkpEjYYrIMLnad5B4gEZn6mdCDYclrieERszYQnf641HqUUC+9j3q7pEL+TPPtSBhmQAAIABJREFUAxkJzr5t2WoXQmhowlo2ok5KjyA49azoWgZYvvSxEBq6lkTTlq8Q5AdV5qvfjjQwoDXxjqbu1pnPcGjDWmhP/niUNrUg3vzyir9coVAoVkM5JxSK0xDCwDYGmqJhgaxFi6CViZlbSa6i3q9r6ei0FBbKTK6Wz5y0rsY2Nq7QXoGpd2Bo4Um6xMELzhbFuhwQQsfS+5qnomHfuqt86vWFJqyw+sIKIpe6SIcVW6L877p7vLkYvNg4/iQV50DU1gSZ2K0Y2vIaEhCdQMbCyhChCN0PX3OKxvkgMEjbN2Bqy0cbCRHmU+tROHgQ1PCD8rLvv5C4/nTzlFwTcdKxtzZ1Z5bD0FrDU0nCvi01nsZboWLE6WRWiGBZOyIqCXr6BlePUtLC5YGtb1h8Giv05jMs8ZDSWZQec07fLjRMvbuptRHI+lnCpK9XSo1ncfwpIIx0aku876x0lfPB0NoW2Y5S46nL1qHT8MYieyMBg9bEO7D013KqLqm6B5vaI5beT8q+npX1RHQS1pXEzB0AUbrSD19DG147ltFHNn73a4rMCaubtLPwnBbqj4W6TqsceKyE689Sqj9FM/0mdtuykRsQrj8svfe01BP/dVfeV6FQXH4o54RCcQZhXfFwQpYyQOKv+pm4ubN5erAcAm2RUnog66teO2ntXfXkUwhzUWlSGVyeC1XgjBMxyWsVSbzcEFjETzt1XvI9QiNmbMbQFjZklajywcUnFIUNHQu6liFp7Vn1RFVgRiKrWnSNg/j+pY3OgQXRwr2ritmFJ5HhGAvFAc9fOPRcqLnH8PywEoMu0iStvWs4rdajvtWja7waiZ2uttnXSFpvWUKI8lwRUcTTqT4VQiAwEdH9NvQ2Fm/+xGklOWUYWXZ+vono+8xTehBSrskZfLkjpUvNOdQMubf0PlLW1RdEiNEyeknHbgQEvixxsvAHjOV/j3LjRfygEs5Zq46fi09Y8eFk0/GqizgZ+62vsQ98qs5+FuaNhLVz2ajC0zH1buLmgh5JEFX3WL+5JyyXunXFdKvVEMIgE3trM8Wv3Hie43OfZqb8v9l77zA7jvNO963uPn3y5IjBYAY5JxIgCeYgUiQtUVqJoiiJtuUk+e5K691r2d6rvV575fWuZa1teW3fR7ZkyZYtK0uUKFJiDmACARA5YwZpcj75dKz7R/cczGDODNIQif3qwcNHwOnq6qrq6qqvvu/3fRvT7sOV5nmNAyklltOPYZ8AIKTWoipxXzw4Pe0fcCYZ3bzsMQEBAQEXTqA5EfCuQ0rpKbK7Y74AmoGUlmcokA4F69B5n+iH1IYZBdcAf30/YTFyDgsHXWvm7DZEMWmRc6GnmLPB6bZN4cisv0AyT7eteeAaDOU4jRDqpJSN06GptZ5IoQOutPw0se8840r44BnhdHVm1XYAIbwTfk2pxHZHsd0UljNIlIs9tT9fFHStfNaJiUxd8F+a98FyenH8zagiwuhqy1mumNi2VdjusJ/RZ5AZDitL5XsaNBd7viDKzlteGwr/XlMzlkxG+n+m/43rFrHdFI7MIKWBW5pvbYp2J+4ZaSCvdhw372txeGMvorVPMiBfDJpSTUPiV/1sJ0exnAEGs//GWOF5kuGNVMfuI6av9DUdLt8ST+Jg2N3gG5t0bc45Z6OZvkw5afMbUpvOKTWqIjRPMwUdiYnl9OPKLOpl0Z0QhFQva83FkgzfRE3sIV8EOE/O3EHROspg7rtUR99DReQWItoiT/j7HIxChn2qtPaxnCE6h/7zBEPkdDh+umCPcmFeAQEBAedDYJwIeFcwnhfdsI6TMjaTN/dj2l1YzjCuzOHIgmegkJb/cT6/DY0qYoh34HXyFl5XdqpN6Z92GvYJ0sVXyZt7MUptm/XV780LbturC2XGGPBxVBFDKe1AnUsWeuC4mZKGiiK0UvjDzAgUEfYF9UYB6YckXVo8z6MrN02dI7OnQxLOo22F0FGVBLbreV14bTvzZl8Q8jc3Fz83TBf7f/peM/97ObwTWxfD7iZjvEbW2OnNt+4gjpvDlXnPQFGaE64tDyoXo2SoAtAuQsD2TDzdmltpq/5j+tL/SMZ4A1cWMJ0uhvNdjOSfIqavoCp6F9WxB/wMJsplSJ/p4EyYJzSlesasV+eGnLT59YRFz0WwVvi6GypSgisNHDfn6zRcasa/ERffH4qIMafiP6CrjQxkv4Vhn8SRGfLmbvLmHvoz36Qisonq6H1URG/30+1Ob9CcGK4nsTCdrvOuk5TXVqhmQEDApScwTgRc80gpsdwBBrPfYST3BKbTXYrRFSLsbRRFBCESCKHiyqJ/EnDuC2ZvgT/7i7/LefJ1LkYEKSW2O8Rg9nuM5H+CYXeVTuYFYVQlhhA6moj7bWv4bXv2UJmrE3HWzZ73M5Vxjxgp5SVb0JW8WABvw3Ku42vyb10uz0n3ObXtZcLzBvDmDHG+bTvhUyzPJQxFnPZsuDhmq5zTSClx3BTD+Z8ylP0uRfuEH94gvewBSszz/BAxhNCQ0va1Ga7+cI5xpLQnaWfMxin5RIRQSIY3EaldTLrwMsP5J8ib+7DdESQGOXMHeXM/I/mfURf/CDXxh9B9MeZLhpwcUqWI8Cx4+kjkBC8b7x07tzI9I8b4nOvMmgffhZnaZyeielyMuiH5KyQjNzOSe9zXnjiBK4vY7pCftnQzifwN3u/CG6cdjxO1SxQRJ6otPG9djJgvnhwQEBBwoQTGiYBrHscdo2fsrxjK/dA/pVOIhpaSDN9MNLSQkNqAqiR95fMwGWMr3WP/G0eep3viO3UwdZkcJ6R0OJuBxpEZelJ/w2D2O0hMQBAJLaYifLOXT11tRFUSfttGyJo76Rr7Is4lzihy6XDPKbuLlHbJSDCuqH8pUEQEgYrE9f5IC84WjgSAM8mAMi7IF3AaRYT9tnVOt+054UwKI7v629ahP/N1etN/j/SNWGGtzZsT9KWeAKZSUZoTitYxTo5+Acvtv8z1nj2EUCed6L8TIp9CKOhqA3WJh6mO3U/GeItU4WXGCi9iOt1IDArWYbrGvkjBOsTcqj9AU86uzzCLFZy0sXWlWTLeXUShk94P7x3zsqGcDa8PfOOh0GbFYORKmyvBE1ARYeL6SuL6Cuqtj5Eqbmas8AJZYxuuzGG7Y4wVniFv7mFu1X+hOvZA2W/OxBCviNbOgrr/QyTUfgmfJCAgICAwTgRc40gpGck/yUj+KSQWiohSn/gE9YlHCatzESI8ZbFm2Ce9HOuXf81xWXFlYcaNtpSS0fzTjOSfQGKiiAh18UdoSP6y37ZTU6SZTv8FuYlfPbilNJ0z/sqdEAKAeo4hABePF3usl0KYbDd11nt7opLGhOcSfjaHgIl4buO6553it21IrZ3xGq9tTZySq/p4217ZoVzTIaUkXXyNwdx3kRgIdKpjD9BU8SlPd0HEpswJUlpXtEfMhaAwHgblYbnnloHlwvBCFiojd5MMb6I++QlShRcZzv2YotWBxGY49wS6Npfmit9GMDvaF2dHmZTy13ZHZ8FDTEzKLuS4aVxpoJ4llE76oWinQ9rCpYwzF8PZvpGXHkEktICw1kZN7EHy1iGGs98nVXwV2x3GdHrpSf01Ya2dRHjtlKsntq3tpq/YLDABAQHXNkG2joBrGlfmSRVe9L0gBInw9TRX/AeioUUoSvn84q404DwXHFe6HUNMcd8+2wmW9DUjpncxd2WBVOFFbN8LIqavYU7l7xANLZ42l7r0xUevVaR0MO3es/7OcodKm31F6ITU5ne6aoB3gj0xTa5pn0NMsZRYzmBpA60p1eck+vluI6y2oo2nMJVFTPvU2S+SnvDcuIaHplQSUhu45PIAs4TEJFV8uSTwGgnNZ27V54jrK1GVePn5FuuaE8RUlDi62sD4nFu0jr3jzyiEQFVixEJLaar4NAvr/obK6J0ASAxG8j+7ZMK74KX+9QR3PcOTaXeXvhUXXqZCJLSo9P9Np6eUEWUmpDQxnR7fQ0mgq02oyplCmhNEpSXn4OUhsZ2hK3LsjgszV0Zupb32i7RW/RdCqpeC2bC7GCs8XfY6LyWod2ZpOf1Y7sgVkfklICDg3UVgnAi4prHd0dKplSBEXF9DSJ0+5acX/9yNc54nBlf6XkII/XQMvDy7AKPjFijanTNmLXHcFJY7gBdLrvltWzPt76V0MCdkNLgWcaVJwTrITOYqKV2KVge244mPKSJBJDT/ktQvGlpcSj3nuCly5u6zptSTWGSNtxl/pmhoGWrgOTEFL4zJ2wA4MnOO6QodcsZ2SlkdQkvQlDNTd149OG7Oz9DgPY+XNWL6DCtSur7h60IEVq/cNlKERjS0rCSOazq95Ixdl2yjJxBEtEU0JD5ZelcN6+QlE94Fz1gS1uaWtC4cWSBTfOMi20Ahrq8pabTkrYOYzsBZypSYdh9Fq+N0GeG1nDl+PE2McWdiB9ed+TvluHk/BfSV5DkxFUVEqIk/RGXkTkBFYnoeNWe0mRCCkNpU+hZJTLLFLeeduSwgICDgYgmMEwHXNJ4wmS8AKITvajv9otZ2R0gXX+daE2xUlYrSQtnFoGgfnfa3UkpMp49MccuMZUomtC3irJlFbHeMdPE1rrW2nYjEJGNsmzGdmtcOr/saHRDTlxG6RGJ1mlJDReRmwDvdTxVfmZQGrhym3Uu6uBnwDHwVkZvRlItLCXgtoipVVERuARSkNEgXX8N0+ma8xnIGSBVfBvy2Dd+EdpZQkCubyVobZ5sTXFkgXdiMvIANniKiiJLAoYHrXkku6IJk5IaSscpyBhnOP35OIV+zVgOhoKk1EzLcyEucZloQ1uYR01fhjQGbkfyTmE73RZUZDS0lpi8HvNP9dPFVZvIElNIhZ+6kYB0BPM+vZHjTlN+pSmVJc8GVRQpn+UYadhcZY9tFPMulQxFhQmp9KaRyunEw7m0xvjUYLTyLYZ+4VNUMCAgIAALjRMA1jqokS7GlUtoU7Y6ybpiewnyeoewPyF7AguNKd3wMqy0lV3zHzTGafxrbGZ1yeiKlxJU5hrPf90+FpkcViVIqNolz1rYdzv2IdPGNWXqiKxVJztzFaP6pspslKS1ShRf9BTUIdKqi70G9hCKI1bH3lcJIMsZWhvM/wnEznDmKpZRYzgj9mX+mYHunjpHQQqqi96KcU/q+dxdCCKpjDxLWWgHIGjsZzv1gQmrQ00gpsZ1Rr22tw4AXclMdu/+SiaO+EygigjbBe6pod5ay90zEm2cMRvM/Z6zw7AXdK6TWlcQRLXeEvHUA9woKGQtrbVRF78ZbZjkM555gMPttbGds2pN+b64sYLvpab1uTLsfyxn0U7FO/+VxpUne3FcyPuranFJI16VCVaqojt1fMmbmzf10j/0lRev4jF5FrjSx3dSU/hRCoGtzqI49VOr7oez3yBhv+doPZ75nDnnrIAOZb/r6CSrV0XuJhBZOuWdEm0dIGfcqSzOWf9rXqZj67jpuiqHc9y/rxt11ixh214xjBcbn8UFy5j4kFoIQYW1e2RArRYlSE3sfYa0NgKJ1lJ7U31C0jk04iJhyB6S0sJwhTLv3CtPgCAgIuBoJBDEDrmk0pZqovpSssQ2JTab4BiP5n1Edva8kBOhKz81xJPcEg7lvMx6mcCGneVcqIbWBRPg68uZeJN4GuVf9CrXxDxLR5iOEhuNmKdqdjOSfZCj3g5Jw4nSeDqpSSUxfRqb4OhKLjPEWw7nHqY49UBJCc6VF0epkNP8kA9lvlRZHM7uKeiKBljOEK4tIWcTx/1u0T5ROZiU2WXMnCAVFhFFExP8TRlOqUUTi0inTl1Bx3DQ9qb/FcbNURe9B15oRaJjOIOniK/Smv4IjM4xroFREbqWc2ryULrY7iuNmcGXR/2MgZRHT6Sn9zrR7SBVfQfFT4o63gaok0JSayWKDwvPUaEx+kp7U/8GVOfrSX8VxM1THHvBFC6M4MkfBOsJI7icM5X6ElAaKiFGf+DjR0OKyT+6l4B3GlYVJdc2bByYYrVwyxlYcmUFMqKsiImhKTVnBxKuJaGgxjclP0j32FzgyS1/m6zhu1lvwh9pRRQxH5v355qcM5r6PK4sIQtQnPkb0Kk/Dp4gYcX0Vo/mf4coiOXMvg9nvUBt/GE2pRgiBlDaGfYqxwnP0Z76B7aYQhEuZPc4VTakmpq/ELHQjpcFg9tvoaiPJyCZUkcSbRwo4bgaJg662TKsxZDvDOP64lf675ulEnDYwZo0dSOmiKJFzmmu8Pn2UrLGVnLkbV2boTf0tResIVdF7iYTmo4oKhFBw3Dy2O4JhnyJv7UcVFTQmf9l/jskMZP+VnLmbisgmYqHlhLVWNLXOF4VUcGXe93x7g/7MP/keWioVkVtLIV2XCiEEVdF7yBS3MJT7HhKT4fxPsNxBamMfIKovI6TUIoTmGyRGMe0+CtZBbHeEhuSvEvE3yqfL1KiLf4hM8Q1SxRco2p2cHP0CTclfJxG50Q8jUbCdIXLmTvoy3yBr7gK897M++VjZdg2pTcTD68hbB5DYjOafIaQ2UhN7iEioDYGG42YoWB2M5H/CcO5xFKH7BpRL7w1oOF2cHP0CujqHZHgDkdBCdLUZTalCCB1wsN0UBesoI/mfkDW2ABJNqaIycnvZMgWCuL6O+sSj9KT+ClcWGc0/he2OURv7ADF9hf8ee2nBbXcMy+mnYB0lU9xCWGuhper30cq0b0BAQMC5EhgnAq5phFCojX2QdOENivZhTKeXU6P/i+Hsj9C1FsaFHw37BIZ9Ak2tpTn5G4zmnyJv7T/3+7xzjzArCKFQF/8wWWMbOXM3jszSn/kGY4XnfQE+1RdI7Md0etCUapqSjzGSfxLDPj5tmTWx95MqbKZg7cdyBuga+yLDuZ8Q1loAsJyR022rVNFc8dukCi+TM3dOW1cpoWAd4vjw55FYSGl6p4SYuNIobRikNOhL/wOqiPqaGiEUEUKgU5/8OPXxR4BLe8JfGbkDRYkyln+W7tRfMpT7QclAYLspf8PjuXaHtXaaKj6FrjZPu2nqTv0VWWO7l10Dvx2kOcnTIWNsJT980H9+HUEIIXSioSW0Vv0/6NrpmH+BQIgI9YlHMe1ehnLfw3ZH6Et/lZH8U+hqI0LovqBjn28EcVBFkvrEx6iNPYQQ5R3ussZ2ulNfxvFPPKUc77uib4zx9Ct6Un/tueQLr55en4VoqvhNamLv52r+LCkiTG38wxh2D0PZ7+C4Y/Rnvs5o4WlCaiOKCONKA8vpw7R7kNgoIkFd/MPUxT80bdteLQihUBW9j5H8U2SNt3DcFD2pv2G08BxhrRWBiu2OYdgnMewTCKHTkPwERes4qeKL53UvVUlQG/8gWWMbtjtCwTrEiZE/JBxq90PYXH/8FYhoi2mv/TNEmfkgbx6ga+zPsN1RL92ltJBYuG5xUjrpvvRX/HGr+2M3hIJOfeJj1CU+gmByakohBBFtAXOrPk/X2P8kZ+7FkWmGct9ntPAculrv11MgpYHtZrDdYVyZpyb20LQn1a7Mki5uJl3cjKbUEFLr/LC98ISyRjHsLt9rRSERXkdD4rFJGUQuFaqooLni/8JxM6SKL+DKIuniZrLGdj/VdNJPwWvhuDnfIJsiGlpCfeLRKeUJBJpSQ0vl7+C4KbLmTgrWAU6OfsE31FQBCrabxrS7sN0RvBCTduZU/kdioeVl51shFOrjj5A1tlOwDuLINH3pr/lGinrvG+kWMJ0+TKeXkFJLXeKTDOd+dJGhKheKi2l3kS6+wnD+x+hKA5pagyLifhpbB8fNYTn9fniZiyLi1CceJRG+btpShVCpjz+C7Y4wmP0OjpsiXXyFrLF9gpDo6f5y3DHfO8ylJvZBrnw/0oCAgCudq3cVGBBwjsT0lbRU/g7dqb+iaHdiu0OkjSEwVLwPqQsohLU2mit+i5rYv8N0uslbhy5zzWeXaGgJLZW/S3fqy+TN3Z4wln30DP0Jga4205j8NeoTHyNn7pzWOOGVuZSWyv9Ed+ovKFhHsN0RMsbrZIzx03qH8djjpuRvUBv/MLabIm/unbGujpshb838G/AW6m6ZOG7L7kMiL6nRSKBRFXsPFeGb0UQlI4UnKZQdQyrR0GLmVH6WisgtM2xIvVCZgnVgxvtKTGx3uEx9FNxpTqM1pZI5lZ8hpNYwlP0BhnMKwz5epq8FYW0+9YlHqI9/vBTGUw7bHSNv7j+rer4jMyVjxUQ89/Orf2GrKRU0V/w2IaWGwdx3S8a5qS7ggrA6j7rER2hIPIaqTC/UezWhq820VP4nusa+6G/IM2SNt/xwOcG4PkBIbaQh8Rj1iY8zlPsOGeN8xRJVKiN30JT8Tfqz38Ry+rDcQSxjqoaKpyVQvmxHZshb+yekcy2PI7NlNSNMpw+kW9ZCLYRKMryRedV/Qn/ma6SLr2G7IzjuKAV3tOx9BCE0pRamSa+qqy1oShW2O4LtDmHPkKZUFUkqIjfTVPFpoqGll8UryRPGnMe86j+kP9vGaP7JkuHEsI9Nc5XindCfYfCZWGZMX8W8mi/Ql/4KqcJLpX480ylPECYRvo6mik9TEdk0owEwqi9nbtXv0ZP6a3LmXiQGRfsIRfvI5BK1VhqTv0Zd/CNkjDcvi3FCEVHCWhuGfQopDW8Od6bLECSIaPOpjX+I+sQnzmqkUpUq5lR8Bl1tZij7fQrWIVyZo2h3THOFQFfnEA0tKWsADAgICDgfxBWSJuiKqETAtYuUNnnzAKnii2SMtzDtXlxp+B/4FhLh66mM3kU0tBRFhChYHRStDhQRIRm5oSSUNbG8rLkT2/EWhpHQYiKhBX7KzvK40vJjgPv8axb5IRWnF6GOmyVjbEP6KTwT4Y1oas2M5Tpulpy501diF8TD6/00duXawaVoHyNdfI1M8U0M+4S3KBcautpEInwdldG7iOurUUSYrLELy+lDERES4Q1l0q95bVGwDjNWeJGMsQXT7sGVBRQRI6zNIR6+jqrInUT15ShCp2gdo2AdRYgQyfANqErsjPIktjtC1tg67TOfjUhoIRFt4SU5iTadAfLGbgDi4TWE1AZsJ0XG2EKq8AJ5az+WM4IiQujaXJLhTVRF7yEaWjhBHX4q3hjbge1MNTycC6pSQVxfN6V9J+JKg7y5j3TxVTLGNky7G1caqEqMsNZGQr+OisitRPWlZ9VCMO0+8tbeC445joaWEtbaJvWZ5Qz7WS9Mf7zcWNKQmQ7LGSFv7vbCJUSYhL7eP02dGVca5Mw9pXc6Glrmx2Zf2BjyYv73kym+RsbY6m/IiqhKFF2bV2rbmL7MP/WeGcfN+7H1RYQIEdNXT/uenw3DPknBOoyULmGttSQwOE7ROu5rYbhEQ0sIa+2ldpDSxbBPlAxvMX0Futo6aeMrpYNhn2Ss8Bxp400M66Q/J4TR1Sbi4bVURG4noa9DUSIYdg8F6wBSuiQjN6CdRzYY1y2QNXcwVniRvLkHyxlASgtFiaEp1YS1NpKRG6mNfWByiJOP5Qz5Y+zC9Cq8uWZB2bJL7YHEcTPkjF1kze3kjD1YTj+OTCMBVcTQ1QYioUXE9NUk9OsJay1ly7SdUXLmPnLmbgrWIUynB9sd89I+S1CVGCG1kVhoGcnwDcTD633vrcvr3yeRSGlSsA6RMbaRM3Zg2Kc8XQcsFCKE1DrC2jzi+mri+rpzmncsZ4SssY10cTM5c59nrJESTa0hGlpMMnwzycgN6FrLjN/RUj2lS9Hu8ObE4haK9klcNwMihK41k9Cvoyp6NzF9JYIQOXMnltOPIuL+N3KqfpCUkpy5G8vpBQS6Npe4vvJCm9Iv08awT5Iz95Azd1O0j2PZ/TgyV5ovNaWSsNZGXF9LMnID0dCSc5prJt6jaB8nU3yLrLm9lGVK4qCIKCG1nojWRkxfRUxf7qURvyzhlAEBAVcJ5zQ5BMaJgHcNUkqkNHBk3tOTkK6nV0AIRYkiCL8rPqpSSiQ2rswjpVkS0/LCAqIoInLe7eCVaeC4BU9PYmLbiihCvDvadhyJBOmW9BektL1sMegoSgyBfsW0x3jfuW4Bd1Lf6f57ceXU9WrDa1sT182/K9vWlePPbpaeXaD580x41oyHUrolXRZvbpcghH+vkDf/ELrsbX36XSv6IWvjc6/XLl6YU2RGQ8fpckxf18VC4njP7BWGgvfMXllXVqiQV3cLVxYm1700NkIIEfHb49z6y+v/vD/XeuEwQqi+nk0UUM+r70t1dAtI/G+k8LxavDDC8/9GvhN463fXHwemN6ZwJ4x/9fSYuojxL6Xl6z4ZfvtO7C/dP7w5vzYOCAh4VxIYJwICAgICAgICAgICAgICAi4r52ScCDQnAgICrlnG9S3KpTi9OBQiWjuRUPsslxsQEBDwzuJKi4J1sJRmdDZRlUo/LPDqTYkbEBAQEHD5CIwTAQEB1yxFq4PO4d8t6XzMFoIwcyo/y5zKz8xquQEBAQHvNK6bpTf1/zFa+Pmsl53QN7Co/u9R1NpZLzsgICAg4NonME4EBARcswg0NKUKKc3ZLbcUyxwQEBBwtSFQlSSaUjPrJXsZfQLtgYCAgICACyPQnAgImAWklOzt7ecnew8yv7aaR9evRlWuLCGydyO2kyJn7vGU7M+R7lSaH+7ehyoUPn79GqqjU40QQqhEtPnXdFjH84c7eOtkFxtaW7hj4Xx0rbxIX3cqzZP7DzG3qoJ7Fi8krAU273eCpw8e4e2uHm5qb+XW+W2E1JlFEwOuPvb09vP0wSMUrdMZbxqScR5dv4aKyLlnWTgbrjQpmIcwnf5ZK3McTa0irq8JwjouI5d6TnZcl1c7T7Cju5f3r1zKwrrAayYgIKAsgeZEwLubrGHSMTSM7brT/iau6yyur50VQ0LH8Cjf3LaDm+fP45F1qwi2DpcfTa2kMnrreV1zfKSH5w4NEVI1fnnDbVTHzp6G8lpk+6ke/nXbTiSSW+ajVk82AAAgAElEQVTPQ59mRL9+7CR/9+qbLG2oZ2VTI23V7872eqfZcqKL7+zYTVhTuamtNTBOXIOM5vPs6OphpFAga5gMZLIsqa/joVXLZtU4oQideHg1cVaX/XfXdelJZxjI5qiLx5gXvNNXFZd6TrZdl69t2cb2Uz3omsq/D4wTAQEBF0FgnAi4Zjk8OMSnv/cTUsXpT81XNzfyzx9/mEQ4OOUJCLgQamJRKiMRmpIJ4qHQ5a5OwFWAlJJjI6M8f7iTD69ZQU08drmrdEWwqX0eq5obyRom2051899+/vxlqYfhOHxz207+ZesOPrp+DX98/92XpR5XCgXL4oe79rGquZG1c5qu+JSZl3pOFkLQnEwS00M0VyTf8fsFBARc2wTGiYBrlkV1tfzVBx9ktFBgNF/gezv3cnhwiHuXLOK2hW2lj3c0FLwGAQEXys3z5/FPH/8wcV0PNpkB54Tturx+7CRf37KdexYvCMaNT0hVqYnFqInFGMjkUK7wTfC7hRMjY3z1zW381k0bWDOn6YpX1LjUc3JIUfi9u2/jtzZtoKWy4h2/X0BAwLVNsCsLuGapiIS5dUEbAEXLZsuJLg4PDrFxXgsfWbsq0IQImJkrfQV6hRANhVhQO/vCegHXLgXLZmd3L24gNxVwFbCrp49McbbTUb9zXOo5WQhBfSJOfSJ+ye4ZEBBw7RIYJwICJuC6ksFcjqxhMqcyia6qjBWKpItFbNdFU1Qqo2GqIhGUGYwbEkgXDcYKBQzbQRGCRFinOhZFnyZWXEqJ6TiM5AvkTQtXuoQ1jepolERYn+JKarsufekMecuiMZmgMhKZUmaqUKQ/myUW8twtzzTIuK4kbRRJFQ1M20YCIUUlpoeojEQIa2pZF1YpJZZf15xp4UpJWFOp8uv6Tpz4Oa5LqlgkXTSwHAdVUUiGw1RHo2jq5OeSUpIqGvRnMjQmk1RGwmQMg9F8EdOxUYRCIqxTE4tOG7uvCAEC8qbFcD5P0bJRFUFFJEJ1NDKjcct2XEYLBTKGgTNx3ESj07aNlJKibZMqFMlbFrbjoiiCaChEVTRCXC8felS0bHrSaSKaRlNF0n/2IqmCge26hFTvWauj0bJ1zpkmI/lC6fkqIxGqohGEoKyBZrz8/kx20t/HQjrNFQm0Mu0ppWSsUGQwm6OxIkFFOEy6aDBaKGA5DopQSEZ0aqLRstePl5E1TEYLBQzbxi0j5qwpKi2VFURmwRtKSknBskkVi+RNC8f1+iMWClEVjRLTp7pLp4sGfekMdYk41dEIWdNkND8+B3gaNzWx2LTiogA5w2Qkn6doO6iKoCoSoSoa5Z06RPee02I07407AURCGrXxGBFNm/L+D+fyDOfzhFSvrc+cz6SUdKXS5E2TykiExmQCIQS265IpGuRMk5NjKXb29OK4LsdGRrFcp3S9pqg0VySIlRnvUkoyhkmqUKBoO4hSm0anFf3Lmxa96QzxsE5jIo4rJaOFAumigeNKQqpCRThM5YR32rBtulPeO9WYTGA5LsP5PAXTgvH2icWIhKa2D4ArJTnTJF0wKNje/KgJhXhYpzoaQb8GRGOllOQti1ShSMGycVwXVVGI6d58FT0jnCBvmvSmM4Cgtapi2jbIGga96Qy6qtHsf4PHsV2XdLFIpmhiOg4Sia6qU/rvYnGlJG9aZAxvvL5x/CR5y2Igm+PwwNCkd7E2FqPujE35xczJjuuSMQzSRQPD9p4xpKil35/5rYPLMyfbjkNvOkvempwJqzGZoKqMiLR3jUtPOo0E5vjhH8O5vL+GmHm9M/G+I4UiWcPAclzK6elXRiI0JBIoSnDCEBBwNXL1fyEDAmaRgm3xD69v5bkjHfzJA+/BdGx+uGsfe3v7yZgmFeEwq5obeXT9am5qn1fW0KAKhUMDg3x3xx7eOtHFYC6PrqosqqvhwRVLeWjlMpJniJtJoDed4cd7DvDS0U5OjqYwHZuGRIINrS18aM0K1rY0o01YyGSKBn/67EtsPdXNH953Fx9YtXxKXV442sn/eOYlbmyby58+eC/VsdOLBtNxeLXzBD/de4B9fQMM5XJICclImHlVlayd08QnNqxjTkVyykKhL5PlZ/sO8fyRDo6PjGLYDnXxWKmuG1pbZjUut2BZvHikkyf3H2ZfXz+pYpFYKMTShnruX76Y+5ctpmKCcUZKyfOHO/ijXzzP7919G9fPncO3tu/irZNdjOQLhDWVxfW1vH/lMh5cvrSs5khIUehJpfnO27t5ueMYfeks0VCIFU0NPLx2JXcvXjDFsOEZpYr8/MBhnj10lEMDQ+RMk2Q4zJrmJh5atYzbFrZPWbhbjsO2U928dPQYO7t7OTWWImuaRPwF+k1trTyybjULaquntGvn8Aif++nPWVRXyxceeA9vd3XzA3/MZg2TZCTM2jlNfP7eO2lKJia1UddYmn97exevdBynN50hGtJYPaeJh9euQgiBmMZ95BcHj/Anz7w46e9ubGvlz37pPhom3GMcR0p+cfAIX3z+FX7/nttY1dTIv27fybaT3YwWCkQ0jSUN9Xxg1TLuX7Z4ysbU9bPhfH/XXracOMVgNofpOFPuM6eigr/50PtY1lhftt7niuU4bDnRxcsdXn90jaXJWSYRTaOlsoJNba08sn41bdVVk/rj9WMn+IOfPcOnb97InQvn892de3jzuFffkKowv7aGB5cv4YOrl08ar+D1x4nRMf5t+y5e6TzOQCZHTA+xtqWZj6xdhSLErBsoXCk5OjjMD3fv443jp+hOpRHAnMokty+cz4fXrqT9jGfc2d3L/3j2JYQQ/Pf77+a2Be2Tyjw+OsbnfvJzjo2M8rt33uplLhLCd43fyt7eAbpTKXL+Rv+zP/rZpOdqTCT4X++7jxvbWieVazsOu3v7+eGufWzv6mYgk0NTFdprqrlr0QI+tGYFDYn4lPfjQP8Av//E02xqn8fn7rqV14+d4Md79nOgf5C8ZVEZiXBj21x+/+7bqIl5LvAnRsb4zI+eYFlDPZ+59SZ+cegILxzupGssBUBTRZK7Fy/gkXWrmFtVOel+OcPk5c7jvNpxnH19A/SkM5iOTSykM7+2mjsXzudDa1dSG4te8doF02HaNq8eO8krHcfY3dNPdypNwbaIaiHmVVf6otCrJ307etIZPvPDJxgrFPmHRz7ImjlNU8p1XJenDx3lT595ievmzuFLD92PHosipaQ3neGZQ0fZerKLQwNDDOcLSCmpiUVZ2lDPQ6uWcc+ShdMa/8+HvGnxre07eeFIJ6fGUozkC7hS8tU3tvKPW7ZN+KXg05s28h9v3zTp+gudk4eyOZ493MGWE6c4ODDIQDaH40qqIhEW1dXwwIolPLB8SVlD9aWek0fyBf7oF8+z5eSpCa0h+H/vu5NH168p266jhQL/9alnKVo2f3z/3ezu6eenew9wbGQUw7api8fZOK+Fx65fx4qmhinXZw2Dnx84zJP7D3NkaIh00ShrpH54zSr+4J7byho4AwICrnwC40RAwBk40juh//bbuzg+MoamKGxobUFRFA4NDPFyx3GODA7zhQfuYVP7vCnX92cy/MkzLzGSy7O4vpZ1Lc10pdLs6xvg4MAQrpQ8sm5V6aRPSknH8AhffH4zW0920ZhMcMO8uUR1jePDozx98Ag7unv57G03ce/SRSUDhcQ7STJtp+wHGjzPCMtxpmQskVLy3KGj/MVLr5EuGiypr2X93GZcKelNZehJZxgrFvngmhVTrjs1luJ/v/gqrx07QW08zsZWv64jY/zi4GF29/bxuTtv5faF7bNykmXYNl/f8jb/sm0HQgiW1NfSlEwyWihwaGCIL72wmY6hET61aSO1E+JrXd8T5fnDHfxs30HGCkWWNtSR0HVOjqXY3dPPwf5BpIR/t2bFlEVt3rL4P6+8wZDfj6ubm+gcGeWtk10cGRoib1m8f+WySQaj0Vyev3ttC4/v2U9c11ne2EBNLMpANsvb3T1s6+rm12+8nl/ZsI7IGQaKZw4d5ecHDlMdi7K6uZGaWIzRQoG9vf386/adHB0a5n88eO8UwTEXWTrZ/cGuvfx4z35cV7KwrgZXSvozWQqWPcXM0J1K86fPvcRrx05QF49z8/x5REIax4ZH+cuXXiURnj47wC3t8/ifv3QfqUKRHd29PHvoKLYzg5O+9DYeRdvmmYNH+eGufWQMgxVNDcRCIY6PjrGzu4cD/QMIIXj/iqWl0zopJQf7B/nC0y/QOTLKLe1tfGTtahzp8rJvzKmMRvi1G65nzZxGWqsrp6vFefHUgUO8cKSTmliUtS1NVEcjDOcL7Ovt55+37eT46Bh/9N67aZyw8Hd9j6JXO4+zueM4A9kci+pqWNfSTLc/BxweGMJyHD5x/bqSh4eUkpNjKb7w9ItsPdVFQyLBLQvaCKsqncMjfOmFzUT1ELOZ+duVkre7evjSC5s5PDhMW3Uldy2ajyMlhweG+NdtO9nd08d/vfdOltTXljaZm9pbeXjtSv7hja187c1ttNdUM9ePMx8tFPnq61s5MjjMgyuW8MDyxSVPIV1TWVRXS1MywVihyON7DuBKyYfWrKAqetpQkwiHmXNG3LrrSp470smXX36N4Vye+bU1rGluomDbHOwf5O/feIvDg0N87q5bp8S8Szxj02A2y79t38Xje/cTUlSWNtRhOg79mSyG7UwyxHnXuBwZHObPX9zMwf5BFtTW8J4lCxnOe+/kN7ZsZyCb5Q/uvn2S0ddwHL63Yw+HBgZpSCa4ub2VqB6iJ5Vhf/8Ae3r7GMnn+Z07bp5ipLx6EDy+Zz9bTnZR7xulkxGdwWyOfX0D/OOb2+lLZ/mDe26nxm+b1qpKVjU18tN9B3m18wSry2g3ZAyDzR3HsV2X61vnTBoXXak033hrOyCYU5FkXUszQggODw6xufM4+/sHcKXkgeVLLtpzTxGCxmSCTe2t3Cjn8uyhDjqGR7h5fhurmhsm1FuwYV7LlOsvdE4ezhf4xlvbKVgWzckkKxsbUFWFzuFRtnf1sK9/gLxp8diGdVOe8VLOyQCV0QifvnkjDyxfwkg+z+N7DtAxPILrTj9JSSmxHZfedIa/e3ULB/oHqU/EuW1+G0XHYV9vPz/avZ/usTT/6333TZoHbNflW9t38fUt26mIRHj/iuU0VSQ4MTrGc4c7GMhk2dQ+jw+uXs7q5sYgpXVAwFVM8PYGBJQhb1q80nGcD6xezqc2bfRPNwSnxlJ88YVXeK3zBE/sO8hNba1TTr86hkZYPaeJP3v/e1nRWI8iFHKmyd+/sZVvv72Lx/fs594lC2nyN5mm4/AvW3eyufM4dy6az+fuvJWWqgoEgqxp8IOd+/jHLdv4yutvsbCuhsV1tRd94mbYNs8cOkp/Jstv33wDj21YS0TzFsqOdDkxOsZwLs/cyspJ9ypYFt/fuZeXjh5j47wWfu+u25hXXYUiBGnD4BtbtvPtt3fzldffYmlD3ZRNxvkipeTVzhP829u7CGsav3vnLdy1eAEhRcWVkh1dPfzly6/x/Z17aams4Jc3rJvSNltPdbO+pZk/f//9LG2oQxGCrGHwt69t4fs79/DjPfu5Z8kC6uKTXXP7M1nq4jG++P73sqyhDkUopI0iX3tjG9/ZsYdvbd/FdS1zaKvx0rS5UvKz/Yd4fM8BWior+N27bmVj61wUIXCky0tHOvnSi6/yza07WFRXw12LFpTqqikKD61cxsbWFtbNbaYqEi1d9+bxU/z3p1/g9WMn2dvXP60a+tHBYYazeR5csZQPr11JdTQKSEYLRTJFY9IGCuDJ/YfZ3HGchXU1/Nd77/SF3gSjhQL/9Nbb/Nvbu8p6JwDMrapkTmUFEqiORXml49g59acrJW+d7OL61jn80XvvZnF9LQJBxjD48iuv86Pd+/jx7v3cvWgBlVFvIWw6Ds8f6WB//yD3L1vMH7337lJIxT2LF/B7TzxN91iKOb6HyWygKQofWrOS2xa0s76lmcpIBCEEjuvySudx/vTZl3i18wQH+gcnGSfG2dHVy/KmBv7nL93LquZGVKGQt0y+vuVtvrl1B4/vOcD9yxbTMuHU/Ym9B3n9+EmWN9bz3+67i2WN9QgEw/k8X3tjGz/YvXfGtMjny1Aux1ff2MqhgSE+tGYFv3HTBmpjMUDSl8ny5y9s5sUjnXxr+04+/547Ssa0aCjEh9euYm/vAK8dP8F33t7Nv7/1RiKaxjMHj/DkgUMsaajjU5s2Uh097R3QUlnBr25cj8TzTHj20FFsV/Kx69Yyv7a6VC8BU4yaJ8bG+OobWxnI5vjUpo08vHYVCV1HIjk4MMSfv/AKzx3uYGFtDf/h1hvLzo97evs5OZrikXWred+KpVREIkgkI7kCRdsmWcYY1zkyQt6y+P27b+OOhfMJaxqW4/Dc4Q7+/IVXePHIMT64ajk3TvgOJMM6n7zBe841zU3E9BACgeU4fHfnHr788us8d6SDh9etYtFVmnIxpCp87Lo1vG/FUtbNbSYZDiMQ2K7Dzw8c4UsvbualjmN8eO1Kbpg3179G5e7FC3nqwGE2dx7nVzaun+Kx1jWWZntXDzWxKLctaJ/Uj4tqa/i/77iF9tpqFtbWlozCA9ksX3rxVZ49dJRnDh3l9gXtUzwTz5doSON9K5bh4m2mjw2P0jE8wu0L2nn0utWT6qXO8C0+3zl5TmWSz962iaZkgqUNdb7BXDBWKPjrh908fego71u5tOTlM86lnJMBdFVl47y5bGhtwbAddvX00TE8ck73HMzmeOtkF79+w/V8dP1q4rqOKyU7u3v546efZ2dPLy93HOfR9afb+tRYiqcOHAbgc3fdyh0L56MpCrbrsqC2hr96+TVMx+HGtlaa/FCygICAq5NAETAgYBraa6v51Y3raauuIhIKEQlpLKit5gOrliPxjBAZw5xyXTIS5pMb13Pd3DnEdL0Uv/3wmpVURaN0jaUYyOZKvz/QP8jLnceoikb41KaNLKqvJerfry4e57ENa7mxrZWjg8O8eKRz2g3j+WC5rndyI6A6FindLxLSiOs6KxobuG1B+5S4+pNjKZ48cIhEWOe3btrIssZ6Yrp3bUMizq9sXE9rVSW7e/vZ2dN70fVMFQ2e2H+QdLHIB1ct573LFpMMh4mENGJ6iBvbW/mVjetxkTy1/xB9Z8TcAlRGwvzGjdeztqWpVNe6RJyH16wkGQ5zaizFYDY/5TpFCD60ZgXrJ/RjQyLBr95wHQtqqzngn4I6/oaxP5Pl6YNHcKTLYxvWcUt7W+l+cV3n3qWLeXjdKlJFg5/sOTApxa0QgvVz5/DgiqXMqaiYdN2tC9q4vrUFR0qODY9O21ajhSI3z2/jkzesp6XSKyOm67RUVrCssX6SZ0i6WOSFIx3Y0uWRdau5vrWlNAaakgk+un41C6cRVBNCIIRAVRQ0RUEVCuejHlodi/KbN25gVXNj6Z71iTgPr11JLBTi5OgYQ7nT/WHaDgf6B1EVhU3t86iMRgipKiFVpbWqiutamskaJh1DI6W6XSxCCDa0tvDA8iU0VSSJjvdHWOf2Be2sa2nG9vUSyhEP6zx2/To2zptL3B87NbEYH16zkrp4jO5UetJYTRUNXjjSgZSSj61fw9qW5lLbzKlI8rHr1zCvuuqin2sc13XZ0d3LmydOsaCuht+8aUNJqyMSCtFeU80vb1hPJKTx2rGTk55T+KfKn7p5I23VVfxo935eONLJju5e/nnbDqKhEJ/etJH5tTWT+kIRgpCqoquqt7H0NV1CioLu/73u9+vEU2HLcXjhSAeHBoa4cd5cPrpuNXVxT+8hGgqxprmRj65bg+u6vNRxbErc/ThDuTz3LV3EJ65fS1OFl/Ywruu0VleyuL52mlh+eHD5Eh5csZTKaIRISCMZCXPfskUsbahnrFDgxGgKZ4JLS0hVuXPRAu5atIDaeKzUj8lImPcuXcz82mqyhsmp0dRsdOVlQQjBpvZ53LdsMQ2JROkZE+Ewdy9ewMqmBgzL5vjEcQOsbG5gSX0dx0fG2N7VjZzQblJKXuk8zli+wIbWlknjXQhBTTzGB1avYO2cZhJhvfS9aq2q5P0rllIRCdPre/zNxvNpquKPR6U0jlXl9Bge/zOTd+D5zMkAyXCY969cxsZ5c6mIRErrjsZkgl9avpT6eIyRXJ7BCeuH8fpeyjl5/J7KhHtOFwJYDgleqOL6VZ62jf8939A6hzsWzqdo2RwZHJ601hlfN82rrmJFUwORkIamKkRCGrfMn0dlJELH0Ah50woMEwEBVzmBcSIgYBqWN9Qz74x4a0WI0sLYsB3yftz0RGpjMTbOmzvF7bIqFqEyEsZxJekJyt97evsYzRdZ0dTAvDIu6XFd54Z5c1EVhW2neihYU+95vsR13XdPFfzLtp18a/suDg0MYdozGz729w0wkivQVlPNovqpp361sShtNVU4rsv+vsGLrudovsCenn6S4TAb582dIqKmCsGKxgbmVlZycixFZ5mTm/pE3AvLOaM/qmNRKiJhT4CsjBK7rqqsmdM8ZcnVXJFkUV0tjis5PDiM5RsnusZSHBsZpSmZYE1zE+oZm52QqrCxdS5V0Qj7+gcnGahmQhWiFJdcbryNE9ND3LawrewJ8JmcHE0xmMtRGYn4J/sTHJWFYG5lJe011TOUcOE0JROsn9s8pT9qYjGS4TC265I1TveHxDvd807UJ18jxNRT9ncaTVVoTCY8Iclp+qM6GuXGcnNANEJlNIIrJ88BJ0ZHGcrlqYpFWdXcOGnMCSFoq65iXtXsGSdMx2FPTx+m7bC8ob7kxTWRlsokjckE6WKRI4PDk/5NACubGvjkxuuwXYevvPYWX375dfrSWT62fg23zJ83a8lucqbJ7p5+hBCsbWme5OoP3pzcVl1JVSzKYDbHqbHym/5kWOe2he1EzsPdWwjBrQvaJoVuAcRCIWrjMYQQXtz7DK7sE4mENOrjnijnbMzjVyK6qtKQSPjPaJf+Xvjz2Kb2VtKGwRvHTk7afKaLBltOnEIIwe0L24mXEZwthxCC2niMWCiEadvYzux5F10s5zMnz4QQgopomIpIBMtxMM7ynT5fzndOng1unNdKVWSy50hIVWlMJtAUxRe8PP2cUnoGLMU3ikxEFQoCkEH2n4CAa4IgrCMgoAyqnxrrzIVs6bRACCQSV05dCFVGI2UzZwi8U4bxzRZ4H9u+dBbDtmlOJsvGIAshmFtViaYodI2lfIXqi0MRgo+sXUXGMHly30H++pXX+cGuvaye08R7Fi9k/dw51MSmZpY4NZbGdl1Ojo7x+SefIXRm9g8J+/sHAE+F+2IYzyLQn8nSmEzQXJGcsuERQlAV9bJnHBsZnXK6A1AV9YwQZzK+sZWSspodibBOooygliIETckkihAMZLO4rltSSx8rFJlbWUFNPFq2rk3JBHE9RE86Q/YMrxvDtunPZNnT20/n8CjDuTwFy6Lox9XDzIuvqkhkkhv9TIz42UdqYuWV0XVNpSYWm9Fl+UKpjkbLLtbH3fkt1510Eh3WVFY2NbK54zivHTvJHQvnl9zBjw2Psv1UDxWRCEsb6ma1nkXLpi+TYU9vP8dGRhnJ5clbFkXL5sBZ+qMyEp6yiQZvzGlnzAEAQ9l8SRAupoem9EdY08q+jxeK7bqcGkvjSsnWU1189odPTPlNwbYZzOZxXC/zzJnoqsp9yxaxu7ePH+zay9GhYe5cNJ/HNqybVSG6gmXTk0r7IQOH2dPTN+U3acMgaxhENG2S0WciNbEYFZHweZ2qxnzvtTMRQqD5hjJXupPGwXgWi1NjKfb29nNidIyxQpGiZZM1DA4ODIIsl2Pg6qJgWfSkMuzp7eP4yBij+QIFyyJvWezr874B8ox5Naxp3L6wnZ/6IUyPptfQ5ntI7Ont5+jgCAvraljd3FQ2i0W6aHBkcJj9/QP0pjNkDC+jxWA2x0i+QGU0wpXUsuczJ4M3J3heYMPs6xugO5X2s3bYjBYK9KYzU0JBZoPznZMvFl1VaUjGyxibvTWSEAJXykkaO61VlTQlk5wYHWN3Tx9VkQghTcWyHV7pPE6qaLCyqYFkGXHrgICAq4vAOBEQUAZFCPRp0mieDS/93rn/3nQ8QcuQqky7+dBVFSE8sbXpxC/LIf3/laMxmeCzt93ErfPbePrgEd7u7uHnBw7zwuEObpg3l1+78XrWzWmaJIJl2La3+DZNjg4Ol20fTVForaqk8iLjfsFTFLdcp9Qf5dAUBU1VcFy37KlZ5AL7UVOUafsxpHkLZ2uC4JjtylI6PU0pX1ddU1GEguW4pXAQ8ITgfrx7Pz/YtY+BbJaqaISKSMR3GxYYtl22vImoinLOXgSW43rpDRV1+jF3ge02EwIIh86vXF1Vec+Shbx0tJOXjnZi2DarmxuREl7pPM7RoWHuX764rDjthZIuFvn+rn38aPc+RnJ5qqJRkpEwuh9yYDoz90c4dH5zgOW6uBI/pKF8H85mf7gSDMtLHTxWKHJwYKjs76r8UIZYqPyCP6JptFRUEFJUHFfSXJEsm/nmourqSi+looSBbG6KUW+cunicZCRMeLp5Qh13dz93xt+/86E3k+Vb23by8wOHMWyb6liMRFgnpCq4rryiTvYvlNF8gW+/vZvH9x4gaxje+xHWS2EKM4Uerp3TxPzaat7u6uFg/yDzqqswbS9bUapY5L3LFjG3arJWkeO67O7p46tvbmNXTx+aolATixINhQgpnqbT+XwXLxXnMycDHBoY4utbtvPmCS8DRu34M6oqRdueVQPBOBcyJ18smup9s8/nnvOqK3lwxRK+9uY2/vKl19jZ3UtDMkH3WIrnDneQCOt8dP3qKVocAQEBVx+BcSIgYBrOJ4byjAvP/adCkAyH0RSFnGl5C9cy3qwZw0uZVRHWS4vls91G+m610y2Gx+9928J2bmpr5djICNtP9fDEvoO83HGcjviV94oAACAASURBVOER/uIDD7Kisb60iEjo3in7upZmPr3phhldb6su8oRHCIGuKiR0Hct1p92UFG2bomUT1lSiepkp7QIXXQXLnlaAMGOYSCRxXUfgxftGNK0U7uO5bE99/qxhYjkOcT1UWshbjsMzB4/y16+84Wl5bNrAdS1zSvHqQgj+ZvMbfPvt3Wet87k+aSSkoSoKRcsqOz6klN7m9R1Z8J9ffwghWFpfy3++4xa+8MyLvHH8FDu6ewkpKm3VlfzOHTfzSyuWzIoxDLyN1ZP7D/N3m9+kKhbh0zffwLqWZi82WtOQUvLlV17nx7v3z8r9wBPgUxVBwbKw3akbOyklxVnsD0UIEmEdTVG4b+kiPrpu9Yy/LSf66UrJrp4+vr9rL5qqUBuO8eyho9wwr5X7li2aEgpxoaiKQlwPEQ1pfGz9Gu5aNH/G37ZUlRfhvaBZ4Dznjrxp8U9btvPtHbtZXF/HY9evZVlDvadXoWmMFYr8t188x5GB4bMXdhmR0puXEILQGeFphm3zvZ17+fs3ttJckeAzt93E6qZGqmNRIppG0bb50ouv8uKRzrJlR0Mh7lm8gLdOdvH8kU7uXryQ4XyezZ3HqYiEuXPR1BTNPekMX3rxVXZ293L/ssV8YPVyWiorSOg6uqaxq6eXP3zquXesPS6Gcx1BY4UCf/3K67x09Bh3LJzPw2tX0lZd5RncVJXOkVE+/+QzOOcYQvTO1PLy3VFVFD66bnXJMPbTvQdRFUFFJMxN7a08uHwpN7fPK6sdExAQcHURGCcCAi4z82urieshjg2PkjXNKUrjUkqODg1jOZ4qta56r+24GJUjvXSiUspJJxGG7dCTSp/1tEXgncouqa9jQW0Nty5o4/NPPsvWk128dbKLZQ11Jff+hXU16KpKxjBpr6kqG6s+myTCYdpqqjk16ulJeBkMTiOlZDCbYyCbozoWoyk5e/XJWyYDmdz/z957h9d1XPfa7+x6CjpAkAR7EXuRRFIU1WUV9xa3uMVxbpqd4iQ3ucmX5H5fkpviNPuzY8cldmwndhzXxHKTLVnFKlajRJGUxN47QRLltN1m7h97AwRwDigc4IAonPd5+Aja5+y95+wys2bNWr9VpqgfRBHHurqRUjG3qaHfGJpRl6G9ro7zhQIne3rpaGwoa+uRC130eh4dDQ1JCDLk/YBHDxyiFIb83LpVvGfD1UmkTLy3H0UU/MqOmdHSl15yJpfnQrFY9uyUwpCz+fy4rNSNhmIY8sThIyil+OM7b2XT/DmYhoFrmdS77qDrNVZypbicYSAjXrtyOe+6dv0gUbyCH5C/hPbHaJhdX0/Gju9HV7FUdj+KQUBnPl+z1WHbNPrLGnphyMqZMwZFSI2EUz29fP6JZziTy/Hejdcwt7GBj/70cT77s6dZ3NrMipkzht23/7cNk1I1kKwTC3TuOHkapRSrZrVfdp2RkXKqt5cnjxzDMS3eu/HqslLDpTAkP4yTdTLhRyHHu3swE42lgXQVS0klCMVb1q/hbevXJFFm8T29UCi+7G/cvGAeM7IZtp84xYmeHg6f7+LAuQusmd3OmtntZd9//vgp9p49x/zmRn7thusGlbaFvpLZ4xeR0rdQIWPhg1E7vC/FrtOdvHDyDDPqsrGDem7HoKi2wxe6KAVhmePmSuJYdzdPHznO5gXz+OBNm2nNpDENg4xjU+c4k7Zf0Gg01aHfZI1mgtk4bw5zmxrZdeYsTx05RpRoGEBsDB3p6ubRA4cxhODGRfPJDCjp15ROEUaSvZ3nBoklKqU41t3NYwePVDxnJCWlJDKg71xxHrVBR2MDS1pbUFA2KV49q50lbS0c6DzPT/bu70/zGHjeMIooBUFNJlJt2Qw3LppPMQj4yZ79nMsX+s/Xl9v9yIFDnOrtZfmMNpa2Va4wMRqCSPJAUh1l4P3YfuIUe850Up9yWT2rvV93Y0FzM2s7ZtKZL/DQvoPkSt6gtnYVS9y3Zx+9ns/GeXP6V6MjKen1/f6JQN9EWymFVIoDnefZefJMzX4XxGXnFrY0U/ADHt5/iOKAVXmpFHvOdLJ7mFD/ieDIhS5+tGsfM+qyvGrlVcxramROYwNt2SyuZdU0JDlUfffDoDWb6XdM9N2PfZ3nePFUbe/H/OYm5jc3kfd9frr/UNkz9+LpsyMu0zcSHNNk47w5tGUzbD16gmeOniAcEoqvlMKPoorveMEP+MrW53n80BG2LJzPuzes5w1rVvDaVcvYdeYsn39yK72eN2ykR1+lg0hJTudyl4wIyboOWxbOI2VbPLT/IHvPnhuUEtV3X/wwxB9B+tN40hc15VomrQM0W5SKU752nDjFoQtdE9rGPiIZO7Xj3P6L/ZQXhjy8/xDbT5wi6zpcPWf2oP2CKCLn+1iGSVs20++Y6PuNu86cZc/Z4fuOPg2lLQvnczaX58nDx3j04GG8MOSOq5ZU1D7I+R6RlDSmUtQP0MhRibDsk4eP0lODKh2VMI24IoQgLoHp1aBaViXyvk8gI+ocJy5dnGzve9+2HjteUVPpSuL+PfvZfeYsd69YyupZ7cxpbGB2Qz2NqZR2TGg00wgdOaGZtvStCvphRK/nUUoM15znca5QJGVZuJZZ01XX0dBel+Ud16zl7x94hE899iRhJFk1awaWYXIml+Mb23ay6/RZblg0nxsWLehP67BNg2vmdHDf7n3c+9IeFrU0s3FeB0IIOnMFvrZtB6dzuYrh1ce6e/j6czuY29TIshmt1LsupmHghSG7z3by6MHDZB2bVTPbB63ezKyv410b1vP3DzzCZ3/2DOcLRa6bP5c61yGSsZjX3rOdHO3q5le2bKoYDl4NjmnyxjUrefLwMR7Ye4CWbIbXrFxGg+tSCkMeO3iYrz67nRnZuOzZWFXRB5KyLB7Yu5/2+iw3LJxPyrY40d3LF57ayplcnjuWLWFF+8WUl6xj87b1a3jx1Bm++fxOXCsuKZi2LPJBwL0v7eHel/aypLWFN61d2S+2mrItFre08NiBwzx68DAb582hvb6OMJIcvtDFV7Zuo7fGSumuZfG6VcvZevQE39n5Eq2ZNFsWzsc2TU729PL1bTvoLpUq6lFEUuJHEUEUEUSS7lKpfyJ7Ll+IS0WaF8tD1qS0JwIh4lr3X3tuB1e1XSz9aBkGTel0f6m+sZK2bRa3NPPMkWP89MAh1nfMoq0uSxjFpUO//My2S1ZNGQ2uZfL61St47vgJvrX9BVoyaTbNn4NlGBzv6uU/n9tOzvNrtmArhGDVrHbeuGYlX312O399/8O845o1rJrVjmOahJHkfKHIC6fOYJkG77/uWtzkeY2k4uH9B/mvHS8yq76eX9q8gZn1dQjgXdeu54WTZ3hw3wFWzWrnXdeu699vIBnHYnl7Gz/df4ivP7eTjG1Tn1QyUijmNTWSTUQ1jaR6w21LFvHj3fv4q/sf4i3rVrOopRnLNPDDiM58gR0nTzMr6Z8mipZMmtkN9Tx95Dj379lHWzYW4SwGIS+ePsO/Pf0czjB6NH3jVRBJgiiKI5pQBFL2v1d9JXTdGrxXL54+w0/3H2JRawsz67KYhkHO83n66DG+s+Ml8r7PW9atZnn74AiYOtdhYUsze86e44E9B1jS2kJLJo0XRuzrPMe/P/Pcy0Yx1LkONy5awEP7DvLIgUMc6+qmvT7LNXM7Ko5XC5ubyboO+zrP89C+g9ywaD6mYdBT8vjJnn08sPfAuIXzG0KwvL2NlG1z/579rJzZzlVJpSo/ikVsxzrOAYlOU4pj3d08sPcAQsT9dN7zeezgYb69/cWy0qN9XO4+WSlFKCVeGBHIiKIf9Osi9Xgenfk8thGf07UsTFGbEs+xEDnct3sfKctKxEbj8aGv5Gp78ixrNJqpi3ZOaKYtR7u6+fwT8QQ67/u8mCjs37NzF9tOnCJj2yyd0cqvbdlU0YC+XJiGwetWrSDvBXzhqa382b0/YUZdvCJ8Np/HC0NuWrSA375lC7MHpFEIIbhz2RKeO3aC7724mw//5OH+Mlzn8gXmNjXyCxuv5j+f21F2ziCKeOzgEfac7STj2LRk0tiGSd73OVcokLFt3n/dBjbOmzPIqLBNk1etuIpSEPKFp7byqcee4l+ffDZxTkh6PY9IKlbOnDGsXkM1CCFY2tbK7912Ix996DG+9ux2vvfCLprTafK+z/lCkVn1dXzwps3csmRhTZ1MmxfMZX5zE5974hn+Y+vzpB2bs7k8BT9gw7wOfnXLJloHhDwLIdg4bw6/e+uNfOynP+Mzjz/N157bQb3r0l0q0VPyWNzawu/edkNcLjJpa8a2ed3q5Tx55Chbj57gd//7B8ysryOIJGdyOa6eM5v3bbqGf3jw0Zr9NoBXXLWYA+cu8JWt2/jIw4/TvvV5XMuiq1hk5cwZvGXdar62rfzZefHUGb7x/E4uFEuUgoCTPb0Ug4B9Z8/xV/c9RH3KJWVZLGlr4d0b1o9ZoEwpRUdjPTcuWsA3tu3kb3/y00H32TFNOhrruW3pYt5/3bW012XH9BzUOQ5vWLOSrceO88ShoxzoPM+Muix+FFcF2DRvDu/ZuJ5/euSJMf2ugQghuGv5UvafO8fXn9vJ3z3wSH8f0FUssnb2TN60ZiVf37azZufMOg6/tHkDhhB8fdtO/uq+h8k6Ninbxg8jcr6HUvDGtSv7VfOVUuw528lnf/Y0xSDk12+4jg0Dws8Xt7bwgRs386c/uI9/fXIry2e0cv3C+WVOrjrX5e3r17Dr9Fnu27OPZ44eozGJAmtMp/izV76C1bNn9n+/KZ3mt27ZgmOa3Lt7L88eO0Fdks5TCkLyvo9tmvziddfU7PqMhhnZLG9Zt5pD57r45vMv8MThozRn0uRKPp35Aq9fvYJ1s2fx/Zd2l+178NwF/v2Z5zhfKFIKQjrzeYJIcqqnl7+672HqXYeUbdPRUM//2LyBtrryKiLVcD7J3e/MF0jbFrZpUvADQimpcxzevHYVv3bDdf3pZ300pFK8bf0aXjp1hvv37ueF06dpy2bj1KNcnluXLmLD3Dl88ennhj23IQRbFs6jo7GBxw4eIZQRdy5bwuLW5orv7tqOmbx6xVX853M7+LsHH2HBtiZcy6Izl8c2TX5p8wa+8fzOcRPFvGvZUn526CiPHTzMn/7gPtrrs0CsEfMr12/kPRuvHvM5lrS18IY1K/jcE1v55KNP8N0XXiLjOFwoFAml5O1Xr+XpI8c4UiHy5nL3yV4Y8a3tL7D16HGKYUjRD/orGP3X9hd55shxUraFa1m8fvVybl68cMyVn6RS3LBoAT94aQ8P7D3Ag/sO9Kfb9GnoLJvRxjuvXcerVlylHRQazRRGOyc00xYviPNm+/LDF7U0s6ilGYiFCXOeT53rDDJoTCGY19TINXM76GisrF9Q77qs75hNe3120EpGaybNtXM7uKqttaKYpm0arJw5g9ZkNW0gda7DuzasY13HLH6ydz/7O8/hhRHrOmaxecFcblg4n/YKqzMtmTS/d9uNXDu3gycOH+VsLk/GcXj1ymW8asVVpGybA+fOM7OubtCK1LymRv7ozlt44tBR9neep7tUIpKSuU0NLGpt5uZFC7l6zuyKK9Fp2+bn1q3i6jmzeGT/YXaeOs2FQhHTMJhRl2X1rHY2L5hL+xiN54FsmjeHv3/Dq3ho30G2HjvBhUKRhW4za2a1c+uSRSyb0Yoz0MEkBK3ZDNfO7WBpa+VUD8c0WTWznZ6SN6jCQNZ1WNMxi9uWLOKVK5ayZcE87t+7n+PdPSxsbuaaubO5a9lSFrQ0lR3TNk1ecdViFrY089C+Azx/4hQ5z2fpjFaumTOb25cuYl5T06DJWt8q9t+89m5+tGsvO0+dIYgi5jVleMc1a7njqsX0lDyeOHyUjoZysb+MbbN6VjtKqf6Un5GQdRx++foNrJo1g4f2HeR4dw8Z22HDvNXcvXwp5wtF9p87z9zGxkEVJHK+P+i9qnNd1ieh31GSvgKQcez+FVQhYEZdlmvndrCktblie1zLYvXsdvwwGlTC9Wwuz5e3buOJw0dZPauduU2NpO34XodS0lUosevMWb78zDayjs2v3XDdsCuMI0EIwfqOWfH92L2Xl06fJYgkC5qbePeG9dy+dDGd+QLPHjtRpnHSnElzzZzZLJvRVrHqhmkYLG9vI+PYZeWG612HD9ywmbWzZ/HQvoOc6u0l6zhsmr+Gu5Yt5VRvjgPnLtDR2FCzkqItmTS/fsN13LR4AY8dPMzuM53kfR/XspjT2MD6jllct2Bef6WcUEqeOnKMrBMr47921fJBkwBDCG5YOJ/3bryaB/cd5MnDx7h2bgepIc+lZRjcuHgBf/v6V3L/nv3s6zxHKCUNrsuqWe3MqC/vO+Y3NfKHd9zCncuX8rNDRzh4/gJFP6DOdZjb1MiGuR1smDenbL86x2Ht7JmkbZuUPTKTJ21brJnVTimMyspJ97GgpZlr53Yws76u/34YhuDu5Utpy2b50e69HD4fTySXzmnl1qUL2Tx/HluPHed0LkdzerBgbjEION7dQ2+i1+BYVn9KhVSK7pJHd8mDZEV8rKzvmMVv37yFZ4+f4HRvDj+MyLoOC5ubuXnxAtZ2zKQxXV4S2RCCzQvm8uHXv5IfvrSHfZ3nkVKyqKWZLZvnccvihRy60MWuM2crjll9tNfX8aqVV/HI/kM4lsmdy5ZWLN0McR/36zdex/L2GTx68HA8ztk2G+fN4e7lS1k5cwancznO9ObHZaFhTlMDf3rXbfxo9162HT9JT8kjZVvMqq9j5cxyjYzR9MmmYfDejVezuLWFB/ce4GRvDtc0WTd7JncuX8q62TNJ2xbbT5wqG5cvd58sE62nEz29/dsWtTaziOb+9uSSlNCuYqm/opVtmixrb8O1rIrl1gFm1mW5Zs5sFrY090eJhpFk67Hj/MsTz6CAW5cuoi2TwTTiSAovCDnW3cPOk6f55KNPMLexof/3azSaqYcYHzX2qpkUjdBoNBrN5EEqxScffZLPP/EMb167it+4+foygT6lFN9/cTf/67s/Ys2sdr7wrrf0pwRoNBqNZmpzrKub3/729zmbz/Pnr7qDWxYvHJTG06fp9Cffv4+H9x/kD++4hV/YNLFRVBqNpiIjWlnRkRMajWbc8MKQIxe68MLqV/qa02lmNdTp8MwrmLzvs/PkKUxDsGXRPForlKcVQvRHE0jilKX9necoBtWLIzakXOY0Nkz6Zy6MJMe6u4ctr3spMo7N/KbGqqtzaCYX3aUSx7p6RlVedk5jA03p1IRqLY0nQRRxtKt7VNow9a7LnKaGmpXC1Yydo11xta61HTPZMLejTF9ECEHWdWitix3XSq93ajRTGu2c0Gg048ap3hy/9e3vceDchar3fev6NfzJXbfqVfArGMswsE0TP4w4dL4LP4oGhW0rpTidy/HN53cSSMnqWe10FUv8wT33snMUFTVeteIq/vI1d9IwTMjxZKHbK/F/fvwgjxw4XPW+m+bN4WNvfh1tdWPLO9dMLE8cOsof3HNvv9BzNXz4da/kTWtXjmwJawpyvlDkj79/H88eO1H1vq9YupgPv/6VNKUndx9wJeFaFoYhOJcvcrKnt0wHJYgiHj94mKcOH6Mpk2bJMKmcGo1maqCdExqNZtxoTqf55es39ue8VsPyGW1j0g7QTH1SlsWdy5ay48QpvvDUs+w4eZoV7W2kLItiGHKsq5uXTp/l6IVu1s2eyVvXr6Y1m+EXNl1LZz5f9fkWtTRPqDjuSMnYNm+7ei1bFs6vet/Z9fVka1DVRDOxLGtv4/duu3FUwsNrZ7dPW8cExBpO796wnjuXLal63/nNTSPWJtFcHhY0N3H70sXcv2cff/i9H7Fx3hxmJXomXcUSezvPsftMJwXf5y3r11TUntFoNFMHrTmh0WjGDaUUSo0uzFKIWFZ0uoYea0ZGKQy5b/c+vrPzJfaePUdXsUgYSSzT7E/D2DC3gzeuXcnStlYE8YAymrFtqjxzSqlp/xs1l0YpNerqFH0CntP1GdDvx/RCKcWx7h6++ux2fnboCMe7e/pTdlKWRWs2w5K2Fm5fuphXrriqTHBco9FMGkbUsWrnhEaj0WgmNZGUnC8U6cznyfsBUioMQ5C2bZrSKdqyGRzT1BMKjUajmaaUgoDTvXm6ikX8KEIRVwCpcxxasxma0qmaVTLSaDTjgnZOaDQajUaj0Wg0Go1Go5lQRuSc0HLEGo1Go9FoNBqNRqPRaCYU7ZzQaDQajUaj0Wg0Go1GM6Fo54RGo9FoNBqNRqPRaDSaCWVa1UuKwoNEwW4UUVX7CaMey74Gw6gfp5ZppitKSaJgJ1F0tOp9DXMWlr0WIZxxaJlGA0oWiMI9SHkaMDHMeZjWYoTQpSQ1VyZKBUThfmR0DJAYxkxMexlCpCe6aRqNZoqhVEgUHkRGR4AQYczAslYgjMxEN23So5RPFO5DRscBhWHMxrSvQojURDdNM8FMK+eEX/oJhd6/A1Woaj/TWkFd8z9r54RmFESUCv+OV/hq1Xs6qVeTbfpbhGgZh3ZprnSk7KWU/xxe4RvI6AQIE9NcSLruN3DSb0IIHTinubJQysMr3kMp92mi8BAgMczZpLLvIZX5BYRRN9FN1Gg0UwSlAvzSjyn2fpwoOgAqwDBn4qbfSqruVzGMxolu4qRFqRJe4VuU8p8jCg8DYJgdpLLvI5V5t3buXOFo61Sj0WimGUopomAnpfyX+ld0UB5RuJti/l9RsnOim6jRXHZkdCJxTOwGPCBARkco5b9IGO6e6OZpNJophJKdlPL/QhS+AKoIhMjoOKX8lwj97RPdvEmNDI9SzH2aKNwL+ICPjA5Ryn+BKNw30c3TTDDTyzkhDATmRLdCc8VhMN1eJc1UJyQKd1d0QsjohJ6Iaa5IovAgUXSkbLuUFwj95yegRRqNZqoShUeJwgNl25XqJQyem4AWTR2i6ACyQjq0kucJgx0T0CLNZGJapXVY1jKc9OuQ0RmUyoPyUMpD4V38W14AwoluqmbaYGA7m1Aqh5LdKFVAKQ+Uj1IlwI+3yS5ATXRjNVcMEiVzw3wWJqs8Gs2VhVI5UBX6YSVjm0Gj0WhGSNyfyGE+0/3JpRjOPlHovlgzzZwTtnsTtnsTSikgQKk8SubjiaPKoWQX+e4/R0YHJ7qpmmmCECZu5q24mbcmz10peeYuPndRsJdCz1/GA5lGc1kwEUZlLROBq3VONFckhtECwij3EwsLw5gxIW0CUCqCQULeltaEmQbENkHIxQfORAgd3TtdMIxmEFaFdScxof3JVCC2T0T5diwMo+3yN0gzqZhWzok+hBCAE1dBMJr7tyvlIYwGqizmodGMiPi5SyPMNNA2YHsj0/RV00xaTEx7JYY5P9Gc6ENgOmux7BUT1jKNZqIwzEVY9ipC/5lB201rEba7cYJaBYH3CF7x26A8hNFKuu6XMa3FE9YeTW2I9Uw+h4zOgLBxU2/ASd890c3S1AjDnIdlryXwHizbbrvXT1CrpgamtRjTXkE0JIXDtJZiOddOUKs0kwU9Y9JoNJpphhACy15Fuv53EoGpvQhS2O4NpOs/pKsSaK5IDHMm6fr/SbH340les8K215Ou/00Mc+GEtEkpRVC6D794DxBimPNwM2/R6llTHKUUUbgLr/CNJGoyhWWtmehmaWqIMJpJ138IUIT+sygCLHsN6bpfx7SWTXTzJjWGOYdM/R9QzH2SMNgJCGznWtJ1v4lhzp3o5mkmGO2c0Gg0mmmIEC5u+k3Yzg0o1QNYGGYbQjRNdNM0mglBCAvbuQGr+Sqk7ALi0GxhtE1YuL2SnYlArdbCml54hMELOp1zGiOEiWVfQ13TR5DyAiARRhOGMQMh9PTqUghhYbu3YtorUbIbiNPuhNGqU5802jmh0Wg00xUhHExLr0JoNH0IYSLMWRjmrIluCgBReKiiar1maqNkjtB/dqKboRln4v6kHcNsn+imTDmEMDHN2WDOnuimaCYZWnFJo9FoNBqN5jKjVEQU7kVGpye6KZoaI+VZwmDXRDdDo9FophzaOaHRaDQajUZzmVGqQBg8j07pmH6EwfYknU6j0Wg01aCdExqNRqPRaDSXGSV7CP1tE90MTY1RShL6W0F5E90UjUajmXJo54RGo9FoNBrNZUZGh5DRsYluhqbGKHmeKNiDrluv0Wg01aMFMScYpRQQoVQBVAmlAuIBTQEGQtggXITIAA5CiAlsp0zaWELhg4ribUlbEQYCC4SDwAGRQmDAOLQ5bo+PUiVQ3pDrJpL2mAgchHDjtmj1ZE2NUSoY8u72vQ9m/Lwl764QDvFzqZnMKKWSe1lE4YEKie+pIL6nNog0QqQnT3+iFAo54Dn0uTgpMkBYCOEgRBpwEaL2axJxfxwm/XEJRQBKEl+7vnaYyfjgxn0y9ri0ZUqQ3LPAfyq+Zpppg1KSKNyFjI5PdFNGjVISVCHuBwf1JyLuT3ARIpXYVbV9h0du29kD2jBJ+uJJhlIRSuUrzi3676ORIR4XtH0ykMlm28XvZDGxTYIhtokRt0OkkzZN/Won+o2eMBRK9hIGLxEGLxIFO4miI0h5GiULQIQQLsJoxTTnYtqrsew1WPbapNTO5THqlFIo1UMU7iEK9hKFu2N1cXkGJbsTw0rFbRUphGjCMGdhmB2Y1hIMaz6muQDD7KjJAKJUkSg8QhTuJwr3EYX7kdFxlDyLknkUIfGLmkIYjRhGO6Y1H9O6CtNagWkvxzAax9wOzeiQ8jyB9xQMKa8mzFnYzg1jeq6VzMfGvjw3+NhGI7Z7WzyxvNT+KiQMdiDD/QN2zmA712GYbUPOVSAMXyL0nyMMdiLDQ0h5FqWKxO9DGmG0YJrzseyVmPY6LGcthtEy6t/3sm0dIcJsx3FvqUk7pOwi8B5KBsoB5zCasd0bY+OxRsRG/26i4IWyz0x7Jaa1ctTPj1ISIs6dlQAAIABJREFUGR0jDF4gCnYQBruQ8gRKdqGUBxgIoz7pTxZj2aux7LWY9vJk0l87Qv95onDvxQ3CxXY2VawuoVRIFB4gCrYR+NuS/vBkPLFAJv1gM6Y5B9NakvSBSzGtxcm9GZtRpZRMSmHuIgpeIgoPJO/CeZTKJ+ODSJw5GQyjFcPswLDmYZqLMK1FGNb8pE8ee1tkeJAweK7qfYWow3ZvSQz18UGpECXPI6PTSHkaGZ3EL/4I8Id8L09QegAZHqzuBCKF7d6CYTRcog0qGct3Ehva/TtjWkuxnPXVnfNlULKQ9Mmd5W11NmOYM2p6volAKYlSvajoTHJfT+GXHkIO/c1EhMF2vMI3qz6H5WzEMBeMagIZ25e7uOgotLCcDZjWvAq/JUJGh5NxbRthsA8lT/bbVnF/0oRpzsGwFmFZKzGtpZjWkuTdGf07rFSJKDyCDA8QhvuIwn3I6BhKdqJkboht1xD3xeZ8THugbVe7MtlKKWR0lNB/qvqdhYvt3oZh1NesPQBh8BJR8CL9765wsOyrMa35g76nlE8U7iX0txEG2+N+OTodOyqQydyib1xYieWsxbLXIYz2mswt4rF6P1HwfNX7CqMh7otrajtE8Rxr0LhauQ9SskgY7iL0n0vmZQeR0dnYUdFv2zVjmvMw7ZVY9vpkXtYyLg4epYJkjN8R2yfhvuRediWOQ4EQdRhme9yH2ysRom7ExzfM+djudTVv91jRzonLTN9AFngP4xW/Q+TvQMpTXBw4BnwXIDoWv+Cl78cvhLUCN/16nNSrx9VJoVSIjE4TeA/gl+5PVgJOMVyY4kAzh6DvDzN5iedi2itwUq/Gdm9KVs1G2g4FlJDRKQLvcQLvp0ThXqLoGKjC8PsRNzUCAi9ui2HOxLRW42bejO3ejCGaxiWqQzM8UXiUQs9fIqNDg7bb7m3YLVvGdGwpz1Ps/f8Jg62DtpvWChrarn9Z5wTKxyt8E6/wpf5NwmilrukfcMy74q8onzDYiZf/MoH/s2R1bLh39whRsA2/9F2E0YxlX4Ob+fnkHagb20CmPLzCt/AKX6x6V9u9qWbOCSVzFHP/UmaEGOYc6ps/W9vJjipSzH0Cv/idIR9Y1DV/HNNaWf0hVYiMjuAV/5ug9CBhuLfMcdb/XXkayT5C/3E8LAxzDpazCTfzNmz7mppNbL3if1PKf56+50qIJrJNH8ZNv25AuyNkdAyv8HX80o+IwgMMneTCwOew7/6kMKw5pDLvIpV576jbHF+3U/ilH+CXfkwU7iufgA5tB0NHjxSGORvTmoflbMJxb8O0loHIjPLdkAT+Y+S7/7jqPQ1zEQ1tazGpnXNCqQJRsJcw3Bs7jcKDyeT1XDzhUr0MGTnj/eR5irmPVX0+YbTT0Pa1SzonAGR0mHzPXwxx4grs1N3UNf0DhtFc9bkrETtC9pHv/hNkdHjQZ6a1Eqv132pynstNX58RBruT+3oAGZ1Ayk6kPIeSF6gscBrgl+7BL91T9TmzTR/BTc8Dql8R9Uv3Uuz9BP39g8iQbfwzTOtdA36TRMkzlApfwy/+gCjcD5RH9MT9yVGiYEeyxcEw5+Bm3kwq+ytVTcZj285L7MyfEXgPx46z6Bio/PD7wUXbDgADw5iJaa/CTb8xcQo018S2C/2t5Lp+p+r9hNFGY9s3ocbOCb90H8Xef6Df5hBZMvV/SLrul4A+Z/V+vMJ/JNfzEJWexYtzix3AvQjRgGmvwU2/ESf9GoRoGuNEOyLwHqbQ82dV72lay2hovRph1s45AWEyrv5L/xYhmsk2/S1u+jVA4tAJXqKU/zKB/3iSblc+3xk0pibzMsteH9sB7m0IUV8TJ0Wfg8krfJ3Ae2zYMT5u01lkdJDQf5LqVG4ETvpN2jlxpRMP1rso5T6H7/0EJc9TyTgZdn95gdD/GVHwAkHpYVJ1v4rlbKx5CI+SeXzvoXgCFjybOAFG3s6LRPGqmuwkDHYiRBO2cz1U4ZyIwl34xR/gl34Ye9FVftRtkdEJZHSSMNiKk3od6boPYphzdDibZliU7CUKj/YbUn7xHoq9nySKDjNyhX2FkucJvAcIg+dJZd5LKvt+hFmbKIqJxDDbcNxbKQY7GTiQy+gcvvcwlr2uZg7AKFnRG4ppLcOy11Ldqp1CqRJB6SGKuc8QBjupZIwPT4iMDuMXjxF6j+Fm300q8x4Ms7XKdoyEYNDEX6mI0H+GYu9HCYKtoIpVHKuEDA/Ef44ykk0pn8B7hGLu00TB9qRPHg0lZHQQGR0k8J7CK3ydTMMf4aRez3RIgQr9Z8l3/29kdCqJvgkY3dhVO4QQWM5mTOsqQn+gc0IR+duIgt0IZ3ONxsSQMNiGjI6WfWK7N2AYM2twjsuPjM6Q7/5zQv+ZZOXSo5KDetKiImR09uL/KkkUbKfQ+zEC/7FLLvqU48cLDSp4eef/EKJwL37ph/jF7yOjo/2r+tUjkfIk0jtF6D+Dk34t6brfxDDnTbBtdxnOrUrI6FAc8p84BIq9HycMdjBglfDlD6N6+ucWUfACqbpfw7QWjFuzJwNK5ZDRkf40Ir/4fYq5TyaOuWptu4cIg+2x0z/7S4gxRoQpVcIv/jAeY8M9VHMvpwvaOXFZUIlB+TiFnn8gDJ4d29FUD773I6LoAOm638JJv4Za5IwppVDyNMX8v+IVvlYWHj8WhFEfe+dEdStTgfc4xfxnqhwwL0XcmXiFr6LkeTKN/y+m2VGjY2umH34y+HfjFb9Dsfejl1whvjQKJTsp5j+DUiXS9b+JEA2jfG9FEjVlMJGGsUhCyb3iN5HRiQGflAi8x5CZd9YkdFspGYe6y7NDPjHjlTKzo4rrqOKIj/wXKeU/N8Z+LkLKkxR7P0EU7idT/z9HHX49bGtV0D+ZUCoi8B6k0PP3RGF5estIEEYblr2m6slEX1u84rcp9n6s4qRz9JQAiWHMHmM0oEG8utyXHzxxKOUh5YUkQmLyYBiNOKlXE/rPMNAIl/I0gfdQEu009lQlpXL4pfsY2j8JkcFJvWoK642EKHkBpbonuiGjJEJFZ4A+R+dTFHr+ZtR2qRBNWPb6qiJiAUL/KUq5T6GGiVSrHhWP04WvI6MzZBv/T8XUleoYS39yOfqfKFk86SLwnqLQ8xfI6MgojxVfv1Lhq0jVS7bhT5M0j9GOZZOnL65MQBTGtp1f/CGF3r9HyTOjPJZCyXMUc59DqQLp+t8ZdfSJkkW84jcp9H4EVWbvAJix3gUW8TXu0y3sc4CPBAF9+oA1TJ+pJdo5cRlQShH6j5Pv/guicHflL4k0hjEzzknvzwX2UbIbGZ1Bqa6yXaJwH4XeDwMKJ/0GoHpjc0ArUfIshd5/xCvec8mwunhilEWI+gFtDWKhFtlDpdCjeHXz6qpfVtu9ASM/GxkNk1uf5DELoyl5yRwgij3K8lxi1FdaEQ3wS/dhWleRrv+QFlTSDEsUHsIv/ZhS78fLHBNCNCDM9iRFyKVPNFbKTmR0BioF2akCXuErWPZKnPQbGU2oLsLCcq7DVTmk7AGVRynvoiChKsU5//IC4+28sOy1mNaKWOtggBEShbsIgxexjVvG7jiV5wj8J8qiBITRip26NRbgHfGx8hTzX0gcE+crfMNEGK0YRjvCSBP3KUn/FnUmDpKhKysl/OL3AGKjzqzlqnCIlJ3xRCLYRqH3H4nCF4d8R8ThpEY94AKKWEyupyzazDQXYlqLqXZlLy6P+DTF3n8exjEhEs2hGcnY4BAbTyEoDyl7Uep8MkYMDZcV/ZpKo8fAtJbjZt6e6CHlk/egT1ivhFKF5J0Y/5UogYNhtCAvYZjH12JoW4zk+lU3JhlGS2Kwvjy2ezOGObcsvc4vPYibeWdNVk2jYDdhMPQ5JdE7WDLm408cZmxvGK3DfyXpf8sQmVFp1NR2AhH19ydRuItC798RBkPL2cZ57Bf7E4jt0d6ydCTDnI1pr6La/sR2tmCYc4nCXZW/INIDbLs0sX2rLtp28gxUFJMNCbyHKBW+Qqb+98dk25nWItzMOwb1JxfHV29Af1Ip3P7yRG3ETsWfUsx9utwxIdIYxqwkzSV5hlQJKS/E6eQVo+4C/NK9mNZy0nX/g9E5Kg0seyVu5m0o2TOkLx547c4z8iiF2iOjI/il+ynmPlbmmBCiPrHtmofYdueQ0Wkq2nYUKRW+jmmvxE2/hdHMyQL/cYq5T1RwTBixPoSzGctZj2HORxgZlPJR0WnCYAeB/1SiL1P+PArRjGHNQYj6RPtpNoY5t+Y6Q7VCz8jGmb5Ujnilq7wTFqIOy92Ck3oVlrUiFj0TWQQGiiIy6iQKDxL4jxIUf5ToU/QNDAoZnaDQ+xGE0YTt3j7q1Qgpuyjm/gmv8G0qv3SxfoTlbMR2NmCYCzGM5riKiDDizkbmULKTKDxEGOwgCncioy4QAtu9dVQrqKa5EDf9Goq5TyS/20YY9ZjWKmxnE6a9LBZYM2YgRDbpgGOFYhmdJApexC9+l8DfSrmTwsMrfgcn/Uosa7XWn9BUJAyeIwp3I+XpZItAGG04qTux3dswrcXJ85dGIUHliKIThP52/OK3k5SBwRMQpXoo5b+I5V4/qsgdIRzc9OsSHQI1YLAvxP9VeaLgJQq9/4jqb/f4IIwsTuouAu8xBvYdsUPhMWxnU9URUwNRShGGewgriGtZ9gps+9oRv7tK+XjF71LKfabCyqeDaS/HTb0Oy1kXD/6iHiFcVGKYy+g4of88Xul7iajgQMMqwC/+AMNoJ1P/OzBWXZF+JEpeIAr3U+z9yIB8bwNhNGLZG7Dd6zHNRQizJTbklUT1O8mO9gvcSXkBy16NGEVIfbyq9mVkdGDIJwLDnIeTfj22sxHDnJ+MDWnAjK+dKiZikKeS9mwjCJ6PNVtUCUQKJ/WaxBk0OoQwsN1N2O4m4nciSN6F+L1A5Ymi4/E1HG5CVENMexXZxr9MQv8rU+z9xzIBT2G0kq77IKZ1VVXnE8IZcaqEac7FSd2ZaJsMcChGhwm8R5JnfyzihhGB90AycRtICtt9xaUn9pMcw2whU/87sVN4GALvQUr5f2XwirET5/SnXlv1OS17BbGjrxYopOxCRkcp9n6M0H862S4QogHLuTp2HFhLYudA4kxRqoSS54iiY4TB84T+c0h5BtNegWHOqboVhjUXJ/06ir276bftRB2mvQLbuS4+rjE7cXbW9dt2qAJRdJIo2IVf+i6B/3SFSXaIX7wHN/XqUacWxilQ66hz/o64Pwn7+xNkHqUKSHmGYu8/lelcXU5keIBCz98Nqg4jRCwq6aTuwrSWYZgzY1udWAtHRqcJgxfwS/fEAuVDbWNVxCv8B45786gmr0KY2O4WbHcL5X1xPrmHRyn2/D3RcAuPl4HQ7xML7SvnLBBGC477CuzUK2JRf6N9gG2XT1LDt+MV/osw2E6ZI0D1Usr/G7ZzPaa1sKr2yOgspfznhkShAlg4qbvjVH57fcWoR5efIwoPUip8BS//VZQa2D8JTHsZ2YY/w7AWJovLkztyTTsnxhWFUhco5T6T5IANxjDmkqr/ddzUaxJxy8ErqII4KsC0lmG7NxK6d1HM/VN5OGZ0hGLunzGthRjm4qqNCqUi/OL38ArfopJjQohG7NSdpDJvx7RWIIyGYUOC+8tAyV6kPEvoP0Xob8NJvZJReZJFCjt1B37pJyBcHPcW7NTtmOb8pB3uMMdtwDRnY9nrsN1bKOW/RKnw72XpITI6SlB6CLNuxYhXnTRXFkpeQNFnZJuY9hoy9R/CcjYnk9eLnXz8JNYjjFlY9joc9yYKuY/jF+9h6GpxFO4j8B7GTP/8GB1jIqmUk4IB1UCEiEutXY6AStu5HsPsQEaDKwwE3sPIzHswjfnD7DkSPELv8QoTHYHj3lXFhFYRBjsp5T9b5pgQoh438zZS2fcnhrY9qB8VZMFoxrTmYzkbsFN3UMp/Hq/47SF9iodX/Dq2ex22eyejioqpgIxOUcx9gsB7MtmSwnZvIpV9TxyRZjRW7pOVQhGhMr2xQeo/Eyvrj8IwicIDBN7Pyrab9hoyDX+MbW9MyvoNfpYFGaAJzNlgr0IpiZN+M0p2EQbbCUoPIlUvllNLUS5BXD7VSc4dbzWimZQuU7Umw2zFMG+45HdK+S+WbRMiheVci+1sGKeWASKN7d6OV/zuYOelyuN7D+Ck34AQlxbWvBQyOhVPGocY7qY1B9u9ueY6WZcTIdJYzrWX/E7lMqIGprkEJ3XbuLSrGuIQ9E/hew8nWxwsZyOp7C9iO5sQRiND+8B4x6Q/UTlkdJbQfzpJqRvN/XRw3NvxS/cSp+fdjOO+AtNakPRnw9t2hjkrse1uxit8mWL+C2XRvjI6ge89gGmvroFtJ5LxtBFo7O9PpLyAqFEFrtGiVA4V9aXGCAxrMem638Bxb68omi9IKjvYq7DdmynlP0up8NUKtvFJ/NKPa6AbVbkvFmFbHJlTWWP/sqBUFyrqi0o3MO1VpOt+G9vdghCNw9h2MzHtNdjurRR7P4ZX/C+GRn/I8ACB9xCm+b4qFk4kgfcoof88g52aBrZzPZmGP8QwF11i7BYY5iIydR8C6cfznf52KaJgF1F0CNNeNekdE6CdE+NKnCf9MF7phwx9eA1jNpnG/42Tuvtlc3+FiEN2ndQtmNY8cl3/D6H/2MAzEfpP4xW+Qbr+Q1QThtWnqF3Kf2mIpy05tzGTdN1v4mbehmG8fHmaeDBzEaaLYbZh2StRmfcwWq+/EALLXk226cMYxixMazbVODmEsDCt+aTrfxMpzyaTxMGrnUGwFVd2I8ypu5qjuTyY9hrqGv8G0157SSdg/JmNYS0lU/8HyOgUoT94YqdUD4H3OG7qjf2rGlMVw5yNk7qdUn6wcyIKDxH4TyW5v6MzcKS8gO89UPGclnvpyd9FFFL2UMp/KVG9HoDIkMq+n3TdBxFG9mXbKYSDZV9FpuGPQIV4xa8x0JhQ8gKl/L9jOdchRG0qH4TBdgi2A2Hc3sx7SNd9IClxe4n2CoHAikM6jeZkBXZ0RP728vxwkSWVfX9SBngkExSBEGZs5BuNmNYCnNSrUSpHNeXPNGNDCIHtbMSyVxN4ZxgYjRn6zxMFOxHOltHlTCtJFL5AFLw09KxY9jVVR4Roak+UVJCJI/ps3MzbSdd/CNOcxcj6kyYMownLHv29FEJg2svJNv51UqJ5zqXPXba/iWnNJVX3AaTsTBbXBkYohoT+syh5YcwChVMFw1xAtuFPsd07XnYCGl+/OaTrfjseY4v/xeBJcRBXJFPdcdrqNKcv0s2yN4zMtjMXkG74faLoJKH/6KDvKJWLbbv0W0c8rimVI/AfLZuHCdGAm33fiFLhhBAgGnCzv4DvP4IM9w04fjd+8btJtbja2CXjyeR3n0xhlLyAV/xGBTFHi1T2fTipO6sUJUs8Y/UfwjBmD/lM4hW/m+QbVUMJv3gP0YCHuP9soolM/e+SyrxjRI6JYVstzDGFiAqRxnauxbQ6GO0ExzCaSGXeiTDayj6Lgn2TTrRMM/kQoolM3W9h2mtG/DwLITDMOfGzJ8pXbKPwQJw7O9UR2XjQG7qKpIoEpQcSsabREXpPIsOhGgcC271lxCkxse7PcwTegwxdqnHcW0nV/SrCqKM647iRVN37K062wmB7xSiD0RMm/2xSmbcnjokZXK68ZoBIngI11MnehmktG9NKuBAWhtGkdX8uM3E61iu5qCkQo+QZAu/RYfL5R4AqEniPVnBkpRMhzKkbNTF96CvEaeGm30C6/rcxzeoWfmqBEKnEtps76nMbRgNu5p0YZnvZZ/H4Wq7XNi0RWdJ1v4zt3lLVyrgwmkll3o5hzCr7TEaniMKDFfaaXgjRSLrug1Xp4gkhMIzZpLLvQlQovxyFh5DRqRG3QcluQr88wt60lmI714z4OACm2VGxXHzgP1tVmyYS7ZwYJ5RSBP5TFdM5LHsdTvqNSZhTdcR5cNfiZt7C0MAXGZ3AK34PpUYuMCOj0/ilH1AuSmPjpF+Pm/45hDG1V3VjBKa9CstaVvaJkqdQVZXj01x5iFibxL2x6pC4OP/ytlhPZggyOoGsKMo4tYgjnDZUmKjLWH8m2JukfFWHUiUC76EKqwmNcU3xkTpNVRG/dG+5AKbI4mbei2FUvzIkhIgNh9RdDE3fULIraffonTKVsOzVpLK/XJMKKNVTSVhVIBBMTjV2zcthuzdWyItW+KUfj9ppKuVZfO+nZdstawWms25Ux9SMD6a1hFTdb0zximUifras8qgwKU+DKoxq7JlqWM41OKnXUm3VFCEMLPtqTHt52WdKXhgmRWk6IbBTt2O7t1btII91jm7BNOeWfSbl6QrVxYZHqRxRhUorpr2y+qhCkU7ehyG/R+WIwr3VHWuC0M6JccMn8B5GyaGiay5O+tUYY/BSC+HipF6NUTagBIT+kwPEXV6e0N9KFB4q226Yc0ll3z1NHBMxIhG8G0q/irBGMwzCaMFJvXrUoefCaK4YlqdkdywkOw2MJ2G0YLs3M3QlVkbHCPynqF6VW8U6B8E2hk6MTWsxtnM9I+1DI3mSwHu8bLvtXIdlr6qyXRcRwsV2NiPKnBuSKHgxqWBSI0QGJ/1mDHMs+h2jxzBaGeqEkfI0YbATpSYwcVgzagxzZhI9MdgUjKKjcfTEKJxOgfdYhefewk7diVEhclEzUTg46ddjWksnuiFjR1iYlVLWVOnKWHgSmUR/aXTvlxDZZGFhcCR3X0WN6WCfDIcQTUlE1+g0dgzRiGEtYagtomRPUt1mZNdOyW6osJhhmO1UW7lJCGNAlZsB5yBKqshNfrRzYpyQ0Smi4EWGGtWG2Ybt3DjGEFaBaa/GrJDvFya5hCN9IWIDpHzS4KTuwDQXjaGNkxBhDCNepOASiuoajWF2YDmbxpSeZJiVaq77FdK+piZCCBz3jrgc8iACAu9BVJXhtUpFsSJ8WVipiZ26JdFbGBlx7nHnkK1WfE9HETUxqDX28mFSdg4lpYxrg2HOwkm9YsLErExreXkaoipSyn8pUfyfvgbsdEWINHbq1mSxZACqgF+6L1bWrwIlCwTeQ2V9mmHOxnZvHFW0qGZ8EEYzTuquKSGO9/IYifO0HFWxzOfl4PL1h4bRlGgJjNI+EQLDnAtlaeYRSuaYzn27Yc6MFxjGcO1Mcz7lCyVxhZKRXrt4gbT8u7GDofp3NB6rh6TQKZm0afIzHXqlSYdSKsnVOlT2mWHMxLTLUwuqRQgLy76WsluYlBCsXHd5MFL2EIZ7KHshRAbb2QKjqMc9uYmrGlSmUsiyRhNjWcsxjNGr1wNJzfhyYuNpegz+hjUPy91Stj0MnicK91R1LCV78L2fMFQjIi6bfMfIj6NkIuY4eKIlRD2mtXTMWgd9pcbKz9uNlGdRqjZ9i2Wvn9ASjKa9HNNeWbY9Cl8i3/3HFHP/QhQeTEpnTo/n+UrAstZi2Vcz2JZQhMELBMHzI1/5U4ow3EUYvMDg+y+w7DVY9uoatlozVix7zYhLz05+rmzbzrSWjDnVTxh1iApTQkXAdL6Gpr1szAsUw+lVVWPbxTZEhWOoAqO5/kqVkns36CxTxkGsnRPjQuycUKp8pdC0liCoLidsOCx7JZVuYRjuGVGus4yOVlzNNM05GNb8aeJRH4jgcgs+aaYHsUNxbM/OsLmgNZq8TgaEaMBxb4ch1UeU7I3LAVcxaY3C/YT+trLttnM9prlgxMdRKk8UHaXcyVFXvmI8Kqxh0t8USp4tO++oz2ItrzqfuJYYxgzc9FsQIjvkE0UU7qXQ89f0XvgAxdynCP0dVWkfaSYQkcJJv7psMULJUwTeI8BIUx5DQn9rhRx1Fzt194Q+u5pyTOuqKV8lShNjWEvHPK8QOFS2cSTT2dlsWssY+1R47LZdXD63/H2U4QmUGupkuDRKRXHU5tCUJmFiGOXCsZMRLY89LoSJ7kP5C21Y88dYM3jAscwOEE6ZgrqMjsIIHubYgVIetmkYszCMyVt6KV7J8ZNc/TxKnk+EBTuRsiv+TaqIUl6yileK/6tKRGG54IxG83IY5pyJbsKUQAgDy7kGy7qKMHh+wCchgf8kUXQCcwTXUimJ7/2k3HkqMtju7QijPI1i2GPJ8yh5rmy7jM6S7/7TmhjoUbC78rlV7UJiY0dKNdWdaosQNk7qNYTBNrzif5cbPoREwU6KwS68wjewnHU47t1YzrWx1oBIjyktSjM+xGK2m7CslYTBMwM+UQSl+5GZd2BaL5/iqeSFitVwYn2YTeiFgcmFYc6GSeYwim27IMnVzyeCjBdtO1Qeldh2KA+F1/93VFbR6crBNGZXrUugiYntkYnvm4TRgGktJQy2DtoeBttR8gIME3lbCaV6CIPnGBpxIURmypRy1k/zeKAiZFl+c0wtBaGESCNEQ1kOUZzn/PLOCSUvVCwXJowmxBhD2McDpeKVyDDYHv/zdxKFe1CyM1ml6/Pw9v2jwt8aTfVUKhWlqYxhzsNyNhEGLzKwH5LhQUJ/K0aq42UnqVKeJvSfZGh6mmkuwHY3V1WOUKkcsmKp4BLRIAdK7Ykj2GrR75hVlzodD4TRRLrud0C4+IVvDVOCOURGh/CLR/BL98f3LHU7tnMjlnMNQtRrJ8UkwzDbcFJ3JwbtRedCFB0m8J4YkXMiCvdWqE4msFO3TZnVuisHI+lPJkd0bGzbnbto2wU7iII+264vrUDbdsMRpyXoEr2jIbbtJn48MoxmLHdzmVMhig7jl35MKvv+Eds9UfBCoic4GMteU6No0fFHOyfGBVle4zthuLzz0WEhjGx55JAqjSitQ6lchXAhkeSeTdwK3VCUCpHRcfzSvfilHxGF+8pLAmo040glTQFNZYQwcVJ34xW/k6Q1xCjVQ+D9NC4Begll7D6NiCgYqlFhYjmbq65WoVSpwir/ZaJmKucWYE74pF4IgWF2kKk0M6CsAAAgAElEQVT/Ayz7arzCVwiDncNcXwmqQBS+RJTbhWd8A8tei5N6FbZ7C4Y5s1xgUzMhCOFguzdhFP8TGR64+IEq4ZfuxUm/AcMYms4z4GsqSgQ0B9s9wmiPK/jo/nOSYSKwJrw/icPPTya23b1E4d7EtruynQ3VEuttTA5H01Rjsth2QqRw3Dvxi9+No9/7UHlK+S8lCzM3IYzh26tUSBTuodD7T+UC4CKDk379mPU1LhfaOTEuXKr6Qy3FSIyKTgSFTNIZLk38naH50EacuzZJVraU8gi8hynmPp0YwaNVmhXEj7ui+pKGGo3uKqvBtJZj2WsJvAcGbe8rM3hJcVFVIPAfQ6nBZZiFyOKk7qwqaiI+Xlh1zubkZHL0yUIIhGjETb8J29mMX/oufvFHcf/McE7xOOot8B4k8J/Astfgpt+Mk3olwpgx4ZMkjcC0l2HZ1+KHh7loFyii4EWi4HkMdwvDPYNSniL0n2FwxKbAsldg2Wv1/Z10TLz+llI+gfdoYtttq4FtByOJGJ6WCIuJvp9Tl8li2wks52qc1Csp5b/IwHmKjA6R7/n/cDPvwHFvw7AWYIhGECJOhVIloug4YfA0Xv4/CIPtDHbwmdjuzTjubUyVCJvJclemIcN1FJfJIzyifmqYtkySPk6pEqX8VynlP11BZKsPB2FkEaIJ05qHYXQgzFYM0YAwsiBScfpLIljjlX6AX/z25fsRmmnCJHkppgjCaMBJ3U3g/ZTBg+xJQu9xrEsIjEp5Gt97uGy75azHsleNojUDw38HHRFhtCDG8d7GodPTEyEsTGseqeyv4aReS+A/iV/6YVK2tYfKEwUFqkDoP0UY7EjCVX8xXhHCmTRO8SsRIVK46dcQeA8MikyM38eHsOxrKq7aKSUJ/a1E4f4hB0xhu7djTJGVOs3lQykPr/ANirl/RkbD6YA5CJFFGI2JbTcbYc4YYtulgBQCgV/6MV7xa5fzZ2g0NUUIh1T2fUTh/sR2uugkltERir0fxSt8A8PswDBaECKNIkDJ7rhCZHSoQhRjrAOWrvstDHPqpNdp58S4IIYXGhpBRMPIkRVrOIu+6IeXxaY8FEwmq4yKiZyQKRXgl+6nlPtnpDxZ4RspLGcNtnM9lnN9rDxtpAE7KQ1oDPjXt0rgE4YvXb4fobnMSKZzyauphYXlXINpLSQK9w3YHuJ7D+Bmf37YcMrAewIZDX3nrUQIcxQTHRGHMA91T5jWYuqaPjquDgQhWqhttNzkQwgT01qAYc7Bce8gDF8iKP2YwH86vvfDpdSoIoH3MFG4n3TdB5JKILp6wERi2VdjWqsI/YH5ypKg9CAy805Mo1x7Qqk8gfd4mf6IYcyMUzo0mgEoFRKUHqaY+0QiHD8UB8teg+1uwXI2Y1rLkmpINgIThEm5bRcSDhpnJgPa0aqpHsNcQKb+f1FAJboRAyO9Yz0nGR3q+zbDL74A2FjOJjINv49lrxnHVtce7ZwYD4SBMYya/NBQ5bERlOV4xufPjKiWrTAycTjYIIeJSqpghBOaDyyjIxRzn6romDCMDlJ1v4STeh2mNXKl3Zqlf2smKeGI0pk0448QAtNagmVvJAoPMkhkL9hF6G/Dcq4vC/dWsoDvPVA2oTXM+djOllHV6I7T1Co5a00McyaGOavqY2rKEcJCmK045k3YzvXI6Bihvw3fu5/Q+xlSnqc8mkIioyMUev8RhIObfmv1aTuamiGMZtz0axIx2ov3Kgr3EfhPYFoLGTreyuhkUnL0/7J33vFxXNe9/94pW9E7QQDsvUqkKEpUIdWbJdmyVWI7rnFc4sRxkuckfnmJnZfYsR0rdvxSXGVbli3FRV2iRRVK7E3svYEFRG+LbdPu+2MWIBa7INFIguB8Px9+SM7uztyZuXPn3HPP+Z10dP/NXpUjjwwcu4549D+zOiYUpQJ/+CP4gw+gatVc3rbdqGyUxyjHrXg2j3D+P5KMPUMi9gzSaejn2/0txvlR1DL8wffiD30g67g92vGcExcEDdGPOrVbSWNkkDKGlJ0Z292KIOd3LAhRgBCBjGofUnYgZSS16ndpMBKrsK2+gngglGKCuV/EH3owVTd9MA+cHFTdYY/LC7d07CUSPvTIQAg/emA5RuJVpDxbEtRxmjCTa9F8i+gbVWBZB7DN/aQbdu7LWtWHVgJLKDmuEHEfeR0p4zhOm+ecuAC4KR8TUdRq9MBybPMAycQL7gq8fZK+RpV0mklEf4ymL0DTZ3C5GVJjBw3NtwRVm4xt9S6Pa2HEV+IPPpgR8WQZG3Hs+rRtQuThC9zoRcJ4ZGAm3sAyMyNYhcgnmPtn+EPvT6VrDNK2G3XOAG8M8xg6ilqDL/heLOsQZmIVZyMo9NSichL3ParQnd6uKIUoagWabwk+/61u2VAR5HLsi55z4oKgoqhVuJc3XXzRtmuRUo6IQJRtnQSZKe6oaNUwgKgHVS1HiBCS9MoXjt2AYzejKJfGOSGdqLsSkzHRFPiDD+AP3pd6eQ16z97kdawiuyN+2s//XY+LhED3XZOq3b2l13YLI7kaf+ixVOSTi5QWlrENx65L34sI4wvcMcRn3i2zpijFGdK/Una5Wjb6rCHt1+P8CKEiRAGK/1o039VYgQdIxn5BMvFSxvhumwcwEi+hahOHfK89hocb8TQZzXddSkOi276Q2OaejIgnKRMYiTfIKPmrz0LTFyKEV0HA4yzSiWEY74CM9vlE4Aveiy/4wNCrJ3i2nccYQUoH29xNLPKtVFSaBQgUtYpA6A9QtAnuXEbauGXGAwiRj6KWoarVo6Ls+HDxnBMXACEEqlqOopRmpCXY1jFXlVj0X5ZroLgrjJmRAKo2LRVVcG4UtRoh8oH08DrHPo1jn0Jq0y6JyrZj12XJOXejJnT/iqFfO2njOCMXueIxeES/KuE27gA8tJBuicRxmpHOSKZNeQwXoRSgB27FMrfSe2XLNvdgW4fSnRNOB5axnr6h/6o2CU1fNPQ2iPyUs1ih93gpnQ63LLFc4aUSXASE0NF8i1zng5JDIvpL0qt7WJjJ9QRCH0R40SyXDCF8+IJ3YCReRjqNPdsdpxEz+U5axJNt7ktFWPRetfa7KVj9RI96XLk4TkNK3Dw9ykEoBfj8tyBE7hD3bOP06qseHpcrUkoc6yixzn/GNDbQHfKpatMI5X0J3X/zqKqoeKHw3NoXBLcWvKpNyfhE2o1Y5t5hJ8lJaaQM/j7OCRFG02cyEBE2RSlG1SbRd7IoZSeWsRlIDKuNQ8VxWjPEtQAUpSy1qja0h1LKRB9xPo+LjtCzTgSlNIYZ1WJgW/vJLI3rcWnxofuvR1HK+2w3MJKr3DJYKRy7DtPY2ud7Aj1wG4paMuQWCKGi6fMRGU5NE9PY7Dm0LiJCKChqKYHwH6FmqbxiW4ey6yh5XFTc9JqFfbbamMm3cGx3EiilhWlsylhIUJRifIHbvagJjwwcpz1VyScdRSlB1aYMw7YzsM1Dw22eh8clR8ou4rGfYBrr6bZnhcgjmPM5dP8tblThGHdMgOecuGAIpQTNt5C+TgLHacZMrkGSmY4xcCSWuTOzdBegalNQtckDG+SFQPdfT7bValfzIZuS8oVHYiCzpKsIEcgywRg4trX3HCVJPS4Gbg5yZlSPdDqQdvOQ9yudKFZy0zBa5nEhcMPEp6ZWW9PHJCu5Gem09PzfNNZnOAqEUo7uW0q2PjMYdN81CKU4Y7uV3Og5LC8BilKC7lucsV060Ssr9S7rBN7Omq55MREijD94NxmaMOa+Hi0o6XRgJjfQN9JJ8y1B0SZenIaOWrqrSfRGZq2udkUhDZBZSgyLgKsLNERsc18/lT88PC4vHLsWI76S3gvPqjYd3b/skhYpuNh4zokLhBAqeuDWLLoNJkbiVTdtYgjRE1JKN88z/gqO3VfBVUP3LUZRqwe8P823BEXtu6oJtnWUZPx/UivaF1doSKAisnZNBzmUlXHpak0k4y8hHU+T4FKiKAVZSzc6dkOPHstgkVJimTuwrL0j0USPEUZR8tH9NyFE+n137DosY3NqTEumymb1NlwFmj4HVZ877PQyRR2P7r8hY7uU7SRjv0LKJKNPUG0MI5R+xBKvrHuQTfhPyjhSdl30925vhNDcFBx9Rp9PTMzkW27osVOfit7sjR9f4LaMZ/1Kw60q1HfRx0E6bZf0vl5yRHcp0D5IJ+uC1HnptocTr+D0cnR7eFyu2OZ+pNOWtk0oBQil8BK16NLgOScuIJo2Cz1wc8Z229pPMvY0yKGlTZjJTSTjv6Wv2KaiVuAL3Dso75qqVuEL3EnmizRJMvZrjPhL9BW7utAIJQ+UTMPVcdp7QkoHg8TGTLyNkXiNvtfM4yIjclPl5dKHHinbMZOrkRlCWedGSol0WkjEfuk5nkYxuv/GjLKCUnZgGpsAA9s8iG0dJW1yKkLo/uUoQ85D7oUI4g/ei1BKMz4ykq+RjD3tOSguIv2l2LlG2JVT4UFRSun77pVOZ0b53UuBolaj+2+ib/SEaWxFygiWsS0j0knTZ6L5FlzxGi5CyUcomWlktnX4ihZuFCInq1NSyg4cpz7LL86NxMFMrsOIv0xmmWIPj8sPt3piuh3i2KfdlMcrqNqg55y4kIgw/tAjCKWvuJdNIvYUyfjzKYN4oEhs6xDxyLeRWYQdfYE70fT5g2uikoM/+FDWaAvpNBKLfJ1k/LlBtjNjT4Mq86goFSgi00vo2GewzO3IbGGB5zi2ZWwh1vVvaeJeHpcGIRQ0/SrIEGyVJOMvYxmDS82QMkYi9nPM5Jv0X/PZ41KjqOXo/r6OWgfLeBfHbsQyt2fJXa/AF7h5RPIr3X53Nb7A3fQtsyydNmKRb5OM/QYph+eIldLAMnZhGluGthI4SnHsJszkmpRzePgOHMvYimlszNiuadOuqFV3VZuSpbKWjZF47ZKLNwuh4wvcmaH34tj12OYeTGMd6WOujua7FkWtuajtHI0oSjlCFGRst819WOa2KzZ6QlHKsqbXOXYjlrF18LaduZ145PEM4fnRwZV5jz2Gh6KU0HdqblsHiHX+E0b8WWzrWCr90WEs9zGvWscFRAiBps8nEP4Q8a7/TCufJJ1WYpGv4zjN+EMPpl5mKtkqGbhhzxEsYzPxyHexzO19j4Sqz8MfegSGUIJN1WcTCD1GrOs7biWRXjj2aWKd/4RlvIs/9P6UnkXeOVdGpLSRMoZ0OlIK3+uxzK0EQh9xJxvnQShFqPpsLHMH6ZEOSZKxX6Dps9D0RedpgxtCaSbfIt71H9iWJ5Y0WtD9S1GipTj2ibTt0mkgFvkmoKD7lpxzBVXKJI59ikT0SZKxXw85CsnjYqGjB5aTjP0SKc8KolnWPmzrEKaxhfTKDeAL3JRFSHPoCCVMIPxRtyRin3B06TQTi3wDy9xNIPQwijYpNc7177+X0gaZQMoIjtPkOiWSb2GZu/EF7kDT5zFWXrGOXU+s818AB91/UyoSZgKKUgAiNKC0GymdVITUBuKRx9P0Rlx0dP8NV1T4qqrPR4jcDMe9ZWwjEf0JwZxPI0TBJROX1LTpaL4lGPFne7a5WhNrsc0j9DaOhVKUSum4sqMmABRtIqpWg2MfS9vuOA3Eu/6LUF4RqjbjirtWQilA0+dgGVtIj3QwSMZ+iabPR/NdgxD9j5tutGQbprGGeOR7KSFsD4+xgarPRNUmpKogdeNgJtdgGTsRaglChBBoZK98J1IaLjmpogdTUfU5qNokFKU09WyNfkHNsWE5pXC90Vaq/msilbsZT/0/jnQiWZWC3Yn/RjcaQQQQIujWWu75d2DIpVsEfgKhD2NbRzDiv0s/rtNEPPJtzOSb+AJ3o+lzUdQqFCUXUJEyjuM0usZ78m2MxKosBp3rpQ/mfA5Vmzmk3GwhdPyhR7CtQyTjz9I39UE6LSRjv8BIvILuW4qmL0DRql09DREEJMgkUsZwnFYcux7HrsUy9+BYx9zrL/z4g+8dYHsUfIE7MBIvIZ3WtM9scz/Rjv9DIPxxdP8yFGVcmuEmpYljn8QydmEkXkmlCnRX/tBQtInuCu0g0wfOhdvvjF59Lb3vOdYRZJaQQ9dxsyY1YAQg1ddI9T+33+ljTplXVavxBe4kEf0h6Z5fiW3uItr+V/iC70H33+A6w5QCBLorlGq3YtsnscxtGInfY5v76FE0VkoQwn8FiZ7KlCZM4uwYJ+NImQAZxzYPZo1WcuxWjMQbPX2su9+5Y15qG/qIlhEWQqBpM9B8CzGTb/c6hSimsR6rT5UOIXLR/ctT48vIoWpTCOZ+gWjH3+LYJ9M+c8e5JzESv0f3X4emL0yNx4UgfICTerYTSKfdXUG2T2NbB908URlxv5O6L2MLmUqrO4Zl7iIe/ZErdKovRNVnoKrjUNTK1ETa7UOy573Q4WrKWEcwk2tcQWiZmYKlatNSKYbDEf2SSGmlPQe9x2XHPpORz+v+LIqZXIetVvY8C+k2QBDwjXhpbVWrQfddg5F4qc8ncRLRJ3CsU/iC96HpMxFKEQIfYKciEaNI6do0jtOGEDq6/8ZUW0cIEcQXuBsj/gpnnYcJjMRKHCdd88rVh5kzcse+jBEiB91/E2ZyI+lVzyRm8h262v8XgdCjaL6FKRsmQLdgpnRSmiNOJ1K2I2UUzXctqjruEp3NyOHadre7UcN9Illt60jKtvsYuv+m1HjS17Y7hWXuwYi/ktI+6U4rUlDUyW5qiBzJaj8y5YSO97Lpzo4rjtOSNYoZaWAmN2Db9Wdtud7jCUEQvjFe0ab3WNxtn5y1VRy7DidLpSwpo65drFakrlfmeHwhxuLRgqKOxx/+MPHOf+lTtVAiZQfSGkx1MQEoIHxo+lx8gXvwB+9DuQzGksveOSGdGInoT7DMHTiyC2QSpOFWw5AmYLqhYtJMDfyZRlH3qpBrqOuA5uo2CB3XSNddo0CEEEqYUO4Xs5bgzIoQCKWIUO4XkDKGmXiDdI9xEsvYgGW8i6IWp4w7VyRLYqYcKi1pq41pu1dKCOZ+AV/g1mENdEIpJpj7xZS40Coyy4g6SKcZI/EiRuKVs7mD3R5uabntldHUKvbwwo0031X4AneTjP2K9NxbB9vcTazj71G0GhSlEkUpBqEinYhbhtRpxLEber24ADT0wAoCoQ8RizyOnRF9Mjhsu4FE139g26dS55xM9bFUX+vpe5Z7PfpEpABYxk6i1t+l+pbb3wRa6u/U/4UfIcIoajWh3C8OS9F61CDC+EPvxzQ2YJu7ycivc86QiP6QZPy3KEpx6mWk4hrlMRynLeW0OtsvhMgjGP4kjtNOIvpjLrZOysXCsRuJd/0/bPsUOFEk3f3OSut37r8TWccN2zpIV/sXe/pYtn4HfoQSRtOmEAh/AkUtG2bLBUIpdg12Y3Na3rURfzlDaV3V56Hqs0fceBNCRfcvI5T3v4lFvomToXsgkU4DRvxZjPiL7jinhHBfld2ibWaPgTWWwyr7xwEZwzZ3Yps7AR2h5KYiTVJGNxruZMsd/7rH5r7RMd0IpZRAzh+hDKGc4FkbYHtqwp5IfyZSz4P772TWBQrHaSbW+VXAn9Js0lMrTHovW8CPECEUtYJA+KNo+vTBXbZs5y3y8YcewjQ2ZU5yZAwj8Tym8U7Kgd2rH2K5do5MphxmMVR9Bpp+NUIdOeeEW4Z3AZpvQVrKnbuq17vvq/iCdw2rmtZYQgiBL3AnRuLVVFn23tjY5nainQdTaQ557rgLuItrJpDsmcgJfOQUfmdMOCfAjRbyB+8jEf0Z6QthEtvaR6zzqyhqDYpa6Ya4CxUpu1zbzu627Xrb8Sq6/wYC4Y8T7/r3VFTG0JHSIhF9AsvY1Gc8MbOMJ0a/C56xzq+nJtO9xpFef7vOiRCKWkIg9CE034JhtXs0IJ0I8eiPsc3d57l2VmoszpxoO3Y90c5/wHVA9L5mWvpYrIRQ1UoC4U+k5mNjAyH8+IMPgRMlHv1+1gXpgSNxqz/FsYzNqejONwnm/EkqQmn0Vv+4/J0TGBjJNVjGGoZuKNopD/X5vicAQSD8EVQG/jAIIVDUSYTz/o6YCGHEXyBTmDGJY9cBdQPer6JOIJj7efzB+xluqT23jdWE8r6MUIow4r/r47Xrje168ORgPHiDbU8+gfDHsa1DqZdNup6AlBFscw82e+m+L92rlplo6P4bCeX+Napajao9h23u6Oe7A0M6nRiJ36cmVUPdj+k6ns77PeHe65zPIrj8nRNueclZBHM+Q6zz6xnpHS6uM8x2BlBeVATxhx7GH/4DzMSbCBEcgyvXLlJGRqDfWUineUD9ztFm4Q89DAzXOdHtGFiOEv05jl3bs733v10C6P7rRjSlI70dPnyBOxAiRDzybSxzJ9nFBy33vWB7QqvnxkQ6rUhaz//VLAiljGDun+IP3DMkZ5TExDDWYCWHYwM4PREV596DQFHK8AfvAUbCOZGaWIUeIR79EdnEEqXThp0t2iPjixdGEFBRK9D9N2MZOzjrXEp/H6vaZDT9arKVJb9SUdQqgjmfJtpxKkNPBwAZw7GPn1/3VOQzlpygQuQQCH8Ey9yPZWwg07brwrb2Ylv7OL9tp6L7ryeU97eo2mSMxMpUFN5wrpeDaWzATKwcxn6k60CR5x9PhCjA518BjAHnhExiJt9OOTKHMR9LRUyf79rZ6jh8wQcGNR8b7UgZxzb3IUmgKEXYI1qFJoGZfAfHbiKc/1V0/3UjuO+R5bJ3TrhcLGEQOeTjCKGgqBMI5/1vNG06idjTqQnG4EXThMhD811DMOdTaL4lI+b9ch0UVYTyvoSmLyAZewrL2pd11X+Qe05FWgxcD8OdwE4nnPf3xLv+HSPxFpnRHHDueyLclang/QRyPoGqTQZA02djJF7JaggOHMnF7XdjS+zRDe+8C4FOrOs72OZBBh/toKAoFfjDjxEIfwRFFKZWXkMX1HF2KXFTiC52vxu5Y6naJHTfEpLxvg6JsyhqybAjwc6HGwJ/E6o2gUT05xjxF3CcZoZdzUeEUJQyNH0mY0lv2l3hK0050Icjjtx7pyE0fQHB8CfQA8sH9X5IR8JFEweTyBF+JoQIEQh/ElBIxH6RMsxHz2RUCA1f4A6Ssf9xJ9MZqG7agTZxzIZaDwUhNHT/ckK5f0u863up6jSXtgLLaMC1Myefte2Sr/dji53PtsvDF7yHQPiP0PRpgJtalBQhhp+2e/m+Yy89Q58nDfo4Y6h6hZQGtrmHePRnWMb61Lu29/n5OFui+FzjrIPE7skcyLwXEtvaT7zre64Ohdq3YMPoYIw4Jy4PhBCglBHI+RSabynJ+G8xjXU4Vi0DMYqFUoSmz8EXuMed2CnFI24MCJGa0Ifeh+5fipF41fWEmnuRTjODG3QCKGolmj4L3X9TamVlcG1R9XmE8r6Cqj+T0hjYz0BKRrkOnIX4gg+mVknz6X6gtX5EyDwuLkLo6IHbydGq3bK1yTcH8SyUovsW4w89iu5bmgq9F6hqlZv6MirVuz1cYczbScafoz9nlOZbjKJe+JUQIVQUdRKh3L90J1/xF7CMzamSpoOZgPtRtCpUbTK671p0/wpUbQJj6fWqaBMJ538FI/4qZuoauWkIg51suek9mj4b3b8cX+AeFLWCcwngXQkIpZhAzmdRtWkk47/BMt4dnINV+FHUUrhAAouqNhndv5Rk7HjmoZV8fIEVDDd6cywihB9f8F6UlBPUnXScZuB2lOpWSxlh7Z1LjWvbzSKc//dosTkkE69im3sZmG2Xi6bPxxd8AF/wbtyqKK5tp+pzUUQezghqinl4XGiktDDirxLv+nZGGWlFrUTV56FpM1I6LDln0+kzcEAaODKCtJuw7Vps8wC2dYT0Z8utYmgk3sIf+gCjUZhXjJKSRkNuhFu6bTvOiIa+nBvdv9RVKR+m4qlb6/0otrkXy9yJbR1N5dNFAekKwSjFbiqCPhtNn42qTU85JS7Oqpxb9aLFbad1yO3o9kkcpxEpu0AauIIrrlCNohS7D5NahapPQ1GrUNUaEDnDcqRIabkPmrEDy9yFbR1IiRF1AQ6IAIpSiKKOR9Vmoulz0PRZCKU041pJpytV6u+sc0L3X+sKfA4Qx+nC6rOPC4kQIXT/UkRGCc6xgFtq1raOYJn73Fx26xiO3ZhKLbLd+ysKULQJqXs7H1WfmfEcSmlhGZtxemnLKEoumu/a80YYSWlhWwewrcw0EzfNILM03IDPUMqUmOCBjM8034KUKNoAKh5k6bsXEkXJRdMXIpSRK+/oOB1Yxmb6KxunatNQtUkX/YXp9sET7jhnHcC2DvUIKLqllEVKnCuEUApR1GpUrRpFnYSq1aCoVQiRO2yHsWXuw7FqXUHJFALVFc8btvbH8HDfB03uO8A6mXpOT+E4TW5qh4y5ecbYgHAnzSIXoZShalWo2gxXPVybMmLvMSlNtyTtRbIBhPCj6fMzSmyOBO71bcYy97rvOXMfjn0aR7al3rXd1zQPRSlBqONQtQludQh1gntdL4CjR0qJmXyDSOsf0depqPmWklv4fRR14O/PKxHH6UrZUDuxzD3Y1nE3va5Hu0ZPKewXoSjlKFpNamWzCk2bMeQx2DIP4VhHUxE/LgLF1fXRKkfm5IaBlLYroG7sTNl2+1O2XUpgWPjda6KO62PblWfadjKGmdyM7BXtq/sWp8SyBzYuS+mkSls3nP/LI4AQekoM//wr2LZ1BNs8lPZuAFLCqhXDevfYdh22uYe+JbA1bRqKNnlAY7WUydRYPIA0tBFAiEDq3M9d4UlK2xWuto5nfKb7rkUohcO7dtZxVxS7733R56Go48+5byltzOQqoh1f6ZPiHEAPrCAY/pjrdFPyBt0ud455gmTsZyRiz2REwfsC9xIu+Nqg5j4jwIAu9GXvnLjskakwUZlAYqRCcbpfIgqgpoQRR15Bf3DN7BZWSabaaZEejqbgGk5aL5oEeT4AACAASURBVFE9fcSdKD3l+0iCtDnrYRTQLeon/IxlNd+xSk/KQs+zYJF+f9WUiNSlfRY8xjZu/fBusUELN5Kn9zingFBT45wPV6hr7KRwDBQpbXoEp7F6jceuieY+nd1q4VpK+NcPqN6zex7OVoBKpGwC97q6dI+FWkrI1seFHg/P5ZwI5X2ZQPiTo1pcbbTQXVHOFTE1cO9rt73X/ayonBUB9OE6Rcf+8+LadkkkidRY0m1fdtt2Wurd79l2HmMDd9HqFF3tn8/QSvEF7iKU93coavUw7QuJbZ2mq/2LWMa6tE8UdRJ5xU+mIj0vGgN6eK/sWMrRgBAIVBBhBKNX6dp9GaReEJewnUKM/mvlMTTcPubdX49Li2sIBIahgXBl4Ea2qN51ugC4Y6F/FEXKGRiJV+nrmFDUSnTfMjxTcmC497W7QpJHb1zbLoQgdKmb4uFx0TCTa7CMbfR2TAiljED4YyPgmABXUL8Mn/+WDOeE4zSco/DBpeXKW+7x8PDw8PDw8PAYELZVi5nc0GerQPNdi6JN8FayPTw8PIaAmXyHvoL3bgr/jBGMyNRR1EoyghakjXSyFRq49HjOCQ8PDw8PDw8PjwyktDESr2WUwxQiD59/xZByoT08PDw8Etj2kT7bBIpagxhpHYj+tIhGoRgmeM4JDw8PDw8PDw+PDCSO04CZfIu+pbwVbRK6/waGKwzu4eHhcSUinSjIvpXBFIQSHmEdKwvpNNJX3lEIP0KMzjQqL1HQw+MyxbZOkoz9yq2aMgoRSjGB0Ic8FXcPDw+PyxApHazkhlROdDr+wD0IpXjYx7CM3SQTz2cx0kcHijoBf+gDKErupW6Kh4fHmMLJqPDRIwov5Yily0kZxTQ2ZWx3K4l4zgkPD48RxHEaScR+mfKIjj4UdRL+4P2A55zw8PDwuNxw7DoSsaeAdMeBok5CD6xgJIJvbfsYyeiTSNk57H1dCDTfEvzB+wDPOeHh4TFyuKXHg322ylSZ4VaEOnznr5QOZnI9ZnJ9xmeaPg+h5A/7GBcCL63Dw8PDw8PDw8MDcEvcSaeLRPQnWMa7fT714Q++F1Wb7Alhenh4eAwVEUBVJ2Zstox3MY3NqXLdQ0RKpLSxjG3EI99BOs19jh1G81+HEDlDP8YFxIuc8PDw8PDw8PDwQEoHx2kgGfsVydgv6Rs1oeoz8YceGkVlTj08PDwuT/TAcozEK8BZR4SU7cS7voMQGrrvehDBQTmCpUzi2A0YiddIxn6ObR0lXW9CoPmuwue/eYS1LUYOzznh4XGZIkQYTZ+D41Re6qZkRVUrwTNgPTw8PEYN0olhW0dACaGIvNQYrYCM49j1WNYejPhLmMm1gJH+YxEgEP44qjZhxNqjKAWo+jykjI7YPkcSVZvWv9K9h4eHxxARAnTfMjR9Lpa5I+0z29xFV/tf4g/ej+6/CVWfi6KUIrJU15BSguzCtuuwrSNY5nbM5DvY5j7AyjyuUkYw/AkUtexCndqwEVL2FeO4JIyKRnh4XE5ImcRxWmA4oV8XEqGlBlPPsPPw8PAYDdjWcbra/wrHaUDgB1TXSpYWUkaRTms/Iss+/KFHCeX9LxSlYMTaI50YjtMGOCO2z5FECD9CKc46KfDw8PAYDlJaGIlXiXV+Fceuy/INFaEUoiglCKXA/VsEARWwkTKG47QjZSfSiSBT/+5vPBVKBaHcP8Mfen8WvYuLwoBCQLxZg4fHZYoQfjc6wcPDw8PDY0BYOHYDjn10EL8R+AK3EMz9PEKMrICaUEKoyuhUjPfw8PC4kAih4QvcheO0EI/8G9Jp6vMNG+k0Y/doRmSb2w9sfV/VZhLM+Qy+4HsAfRitvvB4zgkPDw8PDw8PD49MRAif/1aCuV9EVcdd6tZ4eHh4jCmE0AiEHkFVxhGP/jeWuRv6TXMbbKKBH0Utxxe4FX/oEVRtBkKMbscEeM4JDw8PDw8PDw+PNDRUbTr+4P34Qw8jlNJL3SAPDw+PMYkQAfTArai+ORjxVzGTb2CZe5BOC4N3SKgoajmqNh3NdzU+/22o+jQgcNlUWPI0JzxGNS/+bA2b39jLDfcs4OYHFuHzjw5/mmlYrHx6A3s3H+OBj9/EjIXZBcLamyM89Z2VtDVFePTztzNlTtVFbqmHh4eHh4eL43RgxJ/FMvfg2KeRTgdSxpDSRIgAilqCok1B169C1RegahMui5U2Dw8Pj7GAlI6bymGfwDYPY1uHsO0TSKfZ1ZWQSUCmdHB8CCUXRSlAKOWoahWKNhlVrURRKxFK0WjTy/E0J/rScLKV/e8exzRc9VIhBD6/RjgvyLiaEkrHF6Lpo+omXvGcPFTP1tX7mDSrEscZvmCWlJJ9W49Td7yJiTPHMWnWeFR18KV0jKTJ73+1gWP76qieWt6vcyKZMNm39Rj1J1q490PLhtt8Dw8PDw+PISNEHv7QY/ilhcTCFU6TIKUrjImKQAPhH21GrYeHh8eYRwgFoZYhlFI0fSFgImX3WN09XpOa5gtAARQEaqqykAaIyyZKIhtXlHPiwPZavve3zxDtTKDpCgiBqir4gz7Kxhcyb+lU7nj4WqqmlKNqI1/71bEdfv6vr1A1pYwV712EoozO+rJjGgm//9UGVj69gYc/dxs10yqG5JzQdI25105BAtPnV498Oz08LjFdHTF+8W+vcvWNM1m8fBZCuXxfdB4eHi6uweoD4RvYEpaHh4eHx0XHHatdZ8Nl7GcYEleUc6KbovI8rr9rPsGwn66OOA0nWzi2r44Xf/oOB7ef4MN/cTfzrps64l6n5jPtrHl5O0vvmOclslzm+PwaH/rzu0kmDHLyPaVxj7HH6WNNvPPidsZNKEEiEd5UxsPDw8PDw8PD4wJyRTonSisLed+nVlBRXYyUklgkwd4tx/jdD95k54bDPPGNl/jCNx+lemr5iDkopJQc3HmCjpZs9cM9LjeEEIRyA4RyA5e6KR4eI053+lM0krjUTfHw8PDw8PDw8LhCuCKdE70RQhDOC7Lo5pnkFYX57pee5uDOE6x+fhsPf/Y2/EFfz3cdx6GzLUpTXTtd7TEsy0bXNfKKwpRXFxHODabtW0pJV0eMloZOOlq6WL9yN9FInDO1zWx6Yy9KrzDpsvGFVGdJMTCSJi31HbQ2dJKIJZFAMOSnuCKfksoCNG1kc0KlI+nqjNF4uo1IewzTsNA0lZyCEOVVReQVhjN+09LQwdE9p6meWk5ZVRHtzREaTrYQiyRQVIWCklzGTSgmEPL3e9z2li7O1DYTi8TRdI2y8YWUjS+EURRKnkyYHNl9iq6OWM82IQQTZ46jtLLwnL8VikAIiEeTnD7aSGd7DAEUluYybkJJWj/rTf2JZk4eaWTy7PEUleWRiCU5U9tCR0sXUkpCuQFKKwspKsvLcKTFo0ma6tpob+7CSBgIRSGUE6BsfCGFZblZ04qSCZOje05hWw6zFk1ECEFbUyf1J1tJxJJoukZ+UQ4VE4rxB3SkIzl9vIkztc2UVBQwefb4fq/B4d2naG3oYPykUsZNLBmxtCYpJR0tXe5z2XH2uQznBSmuyKegOAelz3NlWzYtDZ20NnQQjSSQjoMv4KOwNJfy6iJ8/uwCcHXHmzh1tJFp86opKMkl3pXkzIlmOlujSCkJ5wUprSyksDQXIQRSShpPt1F74AyTZ4+nuCKf5jPt1J9sxUgYBII+KmpKKCzLSxsP+p6fmbQ4c6KF9uZOTMMmEPJRNr6I4or8jDHDNCyO7D6FZdlMnVeNIgR1tc20N0ewTJtg2E9FdXFGH+ge31pT49WWt/aRjBvUHqhn8xt70/pX5cRSqqaUpR032hnnyJ5ThHICTJ4zHseRNJ1uo/lMO0bSxOfXKSzLo6KqCM2nYRoWx/bX0dnSxfjJZYybUJL1/C3T4uCOE8QiSSbOHEfJuIL+O8MopfF0KycP1mPbmbo5iqrgD+jk5IcoKs8jtyCc0V89PDw8PDw8PK4ErnjnRDeKqjBtfjU3vecqfvndlax5eQe3f+BaKmqKAUjGDX7/9AY2vr6H00eb6GztwrIcNE2lsDSX2Ysn8b5PraBm+rieSYZl2Kz81UZWP7eVloYOOlujOLZk/cpdbH59T9rx73zsej7+N+9BDbmTVMeRnDh4hpd+vpaDO0/QeKqVeDSJlBAM+xlXU8zNDyzirseuIxDKPrEdLEbSZPXz21i/che1B+vpaOnCNExUVSW/KMz0hRN48BM3M2PhhDTjec+mI3zjT3/OQ398C/OWTuXFn77Dkd2niXTEEIqgpCKfJbfO4b2fXE5xRX7aJMexHfZvr+V333+TvVuPEe2M4w/4qJpSxm3vX4J05KjJdY+0RfnF46+wd8sxHEdiGhaqovAnX3uYOx9des7fqqpK4+k21q3cxZa39tHeFMFxHEorC1l6x1we+PjNFJfnZ/xu3cpdPPH1F/iTf36Y2Ysn89xPVrN9zUFa6juwbYe8wjC3vG8xH/3SfT2/sS2bXRuP8NozGzm69zQtDR0k4yaK4kZ7TJxRyR2PXMuyuxdkCMB2tnbxk6+/QEdrlK899Vn2bj3GSz9fS+2BM65Wi0+lckIJn/unDzDjqgk9K+zf+5tnmLNkMl/+r49lTXOJtMf4wVd/x94tx/jCNx6joqbE1fAZJrGuBJtW7eHNZ7dQe6CejtYuLNNG86nkF+UwaWYln/7qQ5RXFfX8pqmujZefXMeujYdpONFCV2ccx5H4Azol4wpYcusc3vPRG7PejzUvbeen33yJv3z8Q0yZW8WzP1rNznWHaGnoRDoOecU53PHwtXzwz+8CXGff5jf38v/+9n/4+N/eT9XkUl746RqO7asjHk0QCPqYOr+G+/5wGYtXzM5wNkpHUn+yhZefXMuWN/fRXN+OmbQIhP09z8jN919NMHzW8dfVEeeJb7xIW2OEz/zjQ+zacJi1r+ykpb4dI2kRyvEzcWYlD35yOYuXz+pxbsS7kjz7o9VsWrWH1sZOIm1RpCNZ+av1rPqfjWcbJQQf+OxtfCh1jt3U1TbznS89Tc3Ucj73Tx9gw2u7WfXrTZw53kwilsQf9DFlbhV//q3HKBtfhGM7rH5uG88/8TZ3PXYdn/zyA1mddHXHmvnXLz5FV0eMv/v+Jy5L58TWN/fyg6/8lnhXMuMzVVMIhP0UluRSUVPCzEWTuO6u+VRPrUDzqaNG1EpKiWXaSEei+VRPM8njikY6EtN0xdV1nzZqnlMPDw+Pyx3POdELRVFYeMN0nn/ibZrq2qg73tTjnFBUhV0bjnD6aBOVk0pZcuscQjl+mus72Ln+EG8+u5VEzOCz//R+CopzU78RTJtXRTDkw5GSda/uZPuagyxcNo3r7piX9jKrme4aot0IAR2tUba9fYBgjp8F10+nrKoQJBzafZJ9W47RcKqVnPwgt7xv8YgYioqqcODdWo7tq6O8uoirbphObmGY9uYIuzYcZt2rO2lrivAX3/4DyquLM36/9a39bH5jL6qqcM2ts8ktCNFwspUdaw/y4s/W4PPrPPy523omUlJKag/W899//1uO769j4sxKbrxnIXpA5/j+On77gzdRVQXpjA6BjvziHD7x5Qdoru+grbGT5368mpOHGgb0W9OwePbHq0FK5i6ZTGFpLk2n29m96QjP/+RtknGDj/31/f06mg7vOsnmN/dRe+AM4yeVMnfJFLo6YjTXd1BYmh41IRRB3bEm9m45RkFJLktvm0tRRT6JaJL979aya8NhGk62UFyez5wlk7MaVYmYwarfbGb189vw+TSuunEGmqbSdKYdVVMIhv0IIVBUhVlXT6R6Wjm1B86wf9txFi2flbZPKSUHd9Ry8kgj1VPLmbagGkUdviGXiBk8/5O3ef6Jd0hEk1RNKWPm1RMJhHx0tkZprGtDURV0X/owZyRMtq7eh5EwmbaghnETStB8KicPN7Bn01Ge+/FqAD78l/f0K5Z6YMcJ3nlpO6ePNVE9rZx5S6cQaY/T2thBYUlu1mu69uXtGIZNYUkutz50DY7jcHjnSXZvPELDyRYCIT/zl07tcfxJKak/1cIP/vFZdqw9xLiJJdz8wCJy84PUHW9m98Yj/OxbLxPrSnDfH96QEe3R3hzhqcdfpbm+g4kzxnHNitlYls3ezUfZuf4wkbYopePORrtoPpXZiyZRWlGA4zj8/umNHN59imV3L2De0ilnNScETJ3XvwhsR2uU537yNhtf201BaS7X3jYHx3FoPN1OYWlez/3wBXSW3DqH1c9vY8faQ9SfaKFmekVG33l3zQHaGjtZcP20jGiNsYBtOUQ74kQ74pw60sjOdYd463dbuP3Rpdz6/mspKs+MiroUxLsSvPrUOlrOdHDvR2+kcmLppW6Sh8clo705wotPvA3Ag59aQW5BZlSph4eHh8fg8ZwTfSgbX0Rufoiu9hh1x5u4+qaZAGi6yqOfvwPTtJg4cxw+v44QAsd2WLdyJ9/7m2fYueEwtQfqKbjedU6omsqCZdNZsGw6tmVTf6KF7WsOMnlOFfd8aNk5Q3eFEEyZW8WffeMRyquLKassRChumHhna5Qf/N9nefO3W9i4ag9Lb587IqKMmqZy/8du4paHrmHSzEoCIZ97jo7Dnk1H+fZfPMW+bcc4tOtkVufE0b2nWbBsGp/+ykNUTy1HUQRG0uTFn63hyW+/wurnt3H7w0sIhs8atb9/ZiMHd5xgwbJp/OnXHmHcxBKEEHR1xnnuR6t55j9WYVvDLyE6Eug+jcmzxzN59nji0STrXt05YOdEtDOOZdp87v9+gLnXTkZRFGzLZu0rO/mvv/8N77y4ncXLZ7N4xaysE5E1L++gZnoFX/jmo0xfUIOmaziOQ1tTJGPyrSgK1942l+qp5dRMryCvMNyTYlB/ooXH/+Ipdm86wva1B5m2oAZ/IDOFoa2xkxeeeIe7HruOuz94fU+aQjJh0NHcRUFpHuD203ETSrhq2XSef+Idtry1jzlLpqSt5BtJix3rDhFpi3LjvQsZN6Fk2JMtx5Hs2nCY5378NqZh8dAf38Idj1xLybgC91wdSdOZdsykSX5xTtpvSyoL+eN/eB95hWHGTSzpiVZIxJI8/5O3+dm3XmHLW/u498PL+k3Xefv5bUyaPZ4//9YfMHVeFZqmuvejMYIvy/UEOLqvjvs+fAOP/dkdPc9rW1OE73/ld6x5aTuv/GIdU+ZWkZv6zDQsXntmE5tW7eHq5TP5zFceoqKmGCHc52r1c9v48T8/z/M/fpu510xm2oKatOva2Rbl6L46PvbX93Hb+5fgD/pch+CBeh7/q6c4uuc0G1ftZtLMSoQi8Ad8LLl1DgCWabNrwxEO7z7FnCWT3fFqgA7Q4/vriLRFed8fr+Cm+67q0WWJdSWJReI9qWFCCGZePZGpc6vY/OZe9mw+StWUMtRe0SPRzjjvrjmIbTs9Ds/LnaLyPG56YBE5+SFsyyYWSdDW2MmR3adoONmCkTQ5daSBJ7/1Esf31fGRL72HsuqiS+6gaG3s5PkfvUUiZnD9PQs854THFYuUktPHGvntf79OSWUhd31wmeec8PDw8BghvLjMPqiaQjgv6OpFdMZ7tgshmDxnPDMWTsAf8PUYioqqMHvxZCbNHo9pWDSebhuxtuTkBZl/3TTKq4p6UhuEEOQVhVl621zC+UHaGjuJdY2caF3NtApmL5rUszIO7mR36rxqN4zfkdSfbM3629zCEPd+eBk1KccEgM+vc/1d8yksyaW9JUJzfUfP99tbutix9iCKIrjrseuo6DVpDecGWPHgImqmlY/YuV1qlt09nxkLa3omeaqmsnj5LK66cQYdrV28u+YARtLq59eCD3z6VmZdPQlNd50RiqJQXJ6fVQekuCKfeUunkl+U03NNhRBU1BSz8MYZ6H6dxtNtmEb245mGxYyFNdzzoWU9jgkAf8BHWVURPv9Zh4imq1x7xzzyi3PY/OY+murSn4G2xk62vX2A3IIQ16yYneFMGQrxrgTrVu4k0hZl0fKZPPCJm3scE+BGj5SNL2T85LKM6Ad/QGfONZOpnlqelkbhD/q46saZlFYWuBPGpki/x1c1lUc+dxszFtT07ENRFIor8vudQJdU5HPXY9eRW+A6i4QQFJXlcc+HriecH2TvlmPU1zb3fL+loYN1r+xAD+jc/9Gb0pw6Pr/ODfcuZPKc8TTVtbFr4xEs08445tU3zWTZPQt60iWEEFRPLWPxzbOwbYe6480kE+ZALvmAScSS3HDvApY/sIhwXrDnXMMpfZTezgd/QGfZPQtRVZW1r+4k1ivtoTuy6uieU4ybUMycayan/fZypbA0j/s+chOPfP5OHvvC3Xz0b+7nc19/lK/8/DN8/huPMWvxJFRNwUxavPPCNn7x+Mvn7IsXi6N7TtHZFr3UzfDwuOQ4juTwjhMkYsalboqHh4fHmMNzTvRBCNeAl5BR7lNKmf7Hcf9oupvfLh2JMcKGfrbjSQm5hWF8fh3TsEY0sqC/c1QUQUFxDlKCEc9+jnmFYWYvnpyhERHKCZCTH0I6kngv9f/TRxvpbI1SUJLLhBnj0gQBhRCUVxdljdC4HFFUhcmzqzJW1UO5AabMqULXNU4eaiDej6OpcmIJ0xdOGJT+Rn99p6A4B1VVMBJmvykzPr/O/OumUVCSM6AV26lzq5ixcAINJ1vYsfYgUp7d75Hdp6g9cIaa6RXMvHrCgNt/LmLRJAe2n8Af8nHN8tnkpCbBA6W/axMI+QjnBrAtu1/HDcD4SaVMm18zqPtRWJrH+CxpCZWTSimvKiLeleBEr0icY3vraGuOUFFVRNXkMhxHpv3xB33u6rUQHNtfl+mcEDDnmkkZK3qqppJfkoumqyRiBpbZ/3kOhVCu61QdqBbOvGunUDWlnKN7TnNwe21P37EMm71bjtLaGGHmVROpmjw2UjqEEKiagqar6D6NQMhPXmGY8ZPLuOPR6/ir732UZfdehaarWKbNO89v4/VnNmJbmc6ni4WUkr2bjmIkRraveHhcjji2w+5NRy51Mzw8PDzGJF5aRx8s0yEaiaMIQU7+2eobUkoi7TGO769j75ZjnDrSSEdrF4moQSJu0HCy5QK0xabxdCsHt5/gwI4TNNW1Ee2Ik0yYRNqjtDd3UZRFtG84RCMJTh6qZ++WY5w4VE9bU4RENEkyYfZEhfSnAJGTFyTYz4SkexLn9JoMR9rcaiBF5flZUwtUTSW3IDQmlOv9AT0tGqU3+cU5aD6NzlR1lGwUluWhagO/DkbC5PSxJvZtO87RPadoaegkFklgJE238kv83Cs+voBGQT/aCdnwB3RuvG8hm9/Yw7qVu7j1oSWEcgPYtsP63+/CcSTX3zk/Ld1jOJhJi/amTnSf1qMLM1Ac26G1qZNDO09y4N1azpxopqs9TiJuEIskOHO8KSMVpC9F5XmD1s3IyQ9m1bDQNJX84hxOHm6gs/XsynRLQ0dPlY5/+Nj3M8RLAZrrO3Bsh672GI6T7qTUfRp5heGsVUAUBQTdTppBncZ5CecFCeUEBtx3isrzuP7OefzPf65iw2u7mbd0Kr6ATqQ9yubX9xLK8bP0jnljImpiIFTUFPPxLz9AZyqyLBEzeP3XG1m0YhaTZo/v97p2C1Z2tceIRRIkkwaO7QoK6z6NYNh1gvgC+qAdeZH2GEf3nh5RB4l0JLFogmhHnHg0iWVaSOlGL/oDPnLyg+QUhEad8KZjO8S6EkTaoiQTZo9TUNNUfEGdcG6AcF6wJ8LtXEgpMZImkbYY8WgCM2nhOA6KouDz64RyA+QWhkck2sy2HTpbu4i0RXsi9HSfRignQF7R4PqFdCSR9igdrVG3EpQQ+AI6+UU5hPODQ7pntu0QaYvS1R4jmTCQMtW+3AD5RTno/qGJTnY/Fx3NEaKRBKZhue31a+QUhMgryulXW6i//bXUd1B74Myg2zJYTMOio6WLaEcM07QRwl04COUFySsIofdTVcrDw8PjcsZzTvShpaGDSFsMRVXcigIpGk+38eS/vsI7L76LoilUTy0/G1IvBF0dMTpaukasHZZps+G1Xfzi8Vc5ebiRorI8xk8qJa8ojD/o6ymdOJK0Nnby9Pde443fbsE0TMZPLqOsspCSykI0XSUZN84Z1qv7NTf0ZIDYto2UElVV+jU6NF0dzC5HLW4p0ewnoqTO37GdtIiD3mSbmPZHPJpk5S/X87sfvkVLQwfjakqoqCmmqCwXX0BHURVaGs7dd4QiBuUMUVSFGQsnMHlOFcf3n2HP5qNcc8tszhxvYv+7tZRWFjLv2ikj5mhybAfbcrIKXp6PvVuO8eS3X2HPlqOEc4NUTy2noDiHorI8kgmDlvrzP1fuRHlwHbO/+y+EcIVfpftMdGOZqedDU1A1Neu16y65W1GTWZpVVRVU/eJXe1BVMSjHjc+vs3jFLFb9ZhM71h2irraZiTPGcWTPaY4fOMPEmZXMWFBzAVs8unCjxop58FMrOLijllgkwYmDZ3j3nf1UT6vI6O9SSuLRJPs2H2XXhsMc2nmCumNNdDRHSCZMNN118pZXFzPz6oksvXM+s8+TImPbDm2NHdTXtnCmtpnDu05Se6AOcCtXrXp6AzvWHsz629LKQpbdu5BQTiDr59Jx8/V3rT/E3s1HOXGwvqf0tOM4BEJ+CkvzqJlRwcIbZrDs3qvSUssuFVJKWhs6WP/qTnZvPMKxvadpb3advuBW0SoozaNyUimTZ49nye1zmTq/Jmu5b1c7qosdaw+xd8tRju4+SX1tC51tXZiGjS+gk1cYpnJSKXOWTOGG+66iZnrFeSf9RtJk3Ss7qDvWRHF5Pje+5yqCOQG62mO888I21q/c6abnpEof5xaGqagpYd7SqbznYzdROr4obX9m0uSN32yipaGTsvGF3Pr+a0kmTDat2s3bz2/l4PZa2psiKKqgsCyPafNruOn+RVxz65x+y2Nno6Whg/Wv7GDz63s4PABG/gAAIABJREFUvr+OtqZOpCPJyQ8ybmIpc6+dyg33XcXU+TX9llwGV+9m02u7sSyb6+9ZwITp46ivbeatZ7ey9c29nDrSQKQ9hqar5BWGmTirksUrZnPzg4vJL+4/StA0LFrqO6ivbebMiWb2bjpKc8r+6mzt4rkfvkkoL5j1t5NmVbJoxex+y1PHo0le//VGOlujTJhewXV3LUAogqbTbbz+601sW72PEwfPEO2MoygK+cU5jJ9SxqLls7n3D28g1KuE/YmDZ9j8+h6SCZOcvCDL33sNeUUD08JoPN3Kupe3E+tKEgz7uf7uBWMmctXDw+PywnNO9MKxHbavPUg0EqekooDKia5zIh5N8tyPV7P6+W1Mm1/No396B9VTywmG/Wi6SrQzwX/+3a/Zse7QiLWl9uAZnvz2qzScbOG9f7ScW967uGfVS9MUdqx3jdCRwkiYrPr1Jlb+cj3jJpbywT+/k8mzqwjlBtB1Fduy+fHXXuDkkcYRO2YoJ4CqqcS6Elnz5V2j20iLtrhcMZJmajVIZhhA0Y4YlmUTyg1kNWQHg5SSnesP8eTjr+IP6Hzq/7yXq26cQU5+EN2no2oKLz+5lqN7Tg3rONkoqSxg0c0z+fV/vc7mN/cyZ8lktq89RGtDBzfed1WPmONIoPtUgjl+YpEE7S0Dz8dva+rkqe+uZPemIyx/YBH3fngZJeMK8Ad9aLrK6aNN1B6oJxHLLPk4XKKdiZ5V0d7Ylk1XRxxFFYR7Gbg5+SFUTWX8pFI+/ZWHKCzN7Xff/qCOP3j5rqJ16/msW7mTvVuOUTmhhE1vuEb20tvnkjMGhDAHy7QFNcxaNImtb+1DStj21j5u+8DSjKielvp2fvCV37Jr/WE6miNp46VQBEbCpKW+g5b6DvZvPcbal3fw0Gdu5fZHlhIIZUYyRTvjPP3dlWxatZtoxK0ikogZPY7TRMzg1afW9dvuOUumcNVNM7M6JyzT4p0X3uXpf19Jw4mW9Jx9AQJBtDNOtDPOqSMNbH1zH1ve2MvH//eDGZVcLiZGwmTT67v5zX+u4vi+uqxaA5H2GJH2GCcP1bNt9T7yinKYOj+7U+3QjhP88Ku/4/i+03R1xNKil4QiSESTJKJJGk+1smv9Yd558V0++tfv4do75p3TQWEmLd74zSY2r9pD5aRSFiybTkdrlJ9/80U2vLqTeDR9XGtvitDeFCHaGee+j96Ued6GxUs/W8OhHSeYPKeKmVdP4rVnNvDKk2uJpBYqhBBIQ1Jf20J9bQu7Nhxmxfuu4ZE/vbNHjLk/bMtm/7bj/PLxV9iz+SiJ7val+kJ7cxftzV0cfLeWDb/fxYOfXMGK9y0m2I/j69i+0zz1+Msk4yaaphJpjfLkt15i39ZjmKloESHcZ6L5TDvNZ9rZtf4wuzce4eNffiBN96qb1oYOfvovL7B/yzG6OuNEI3GSve5/Z2uU3/zX6/2e463vX8L866ef0znx3A/f4tThBq66aSZLbpvH4V0n+Nm/vMiezUd62g1g4/S0W9VU7v/4zWn7UhSF3/9qAycOniGnIERuYZjl71183ufGcRw2vbabn379BRIxgynzqrnpgUXn/I2Hh4fHhcJzTqSQUlJ3vJl3XniXZNzkmltnU5iqSNDeHGH3xiPofo27P3g9i5fPAs6uhCZj544oSH255/uO0/8KeTf7tx2n8XQrE2dW8p6P3EhpZUHaCybelRhRfYtoJM7OdYdAwPIHrub6uxb06G+A+wIdaTG08qoigmE/LQ0dtDVFqJpSlnaOsUiC1oaOUVNKdDhYhlutxbJs9F7hvpZpc/pYE0bcoKK6iMAIpD3sWHeIaGeca26ZzV1/cF1GDfZIe+yCVEBRVYXr7pjHql9vYtvq/dz6vmvYsfYgmk9l8fKZI3Ju3fiDPqqnVrBj3UH2bTvONbfMHlAoce3Bek4crKe4PJ/3fPRGpvepcOHYDrFI/IKkEnW0dtHa0EnJuIK07Z3tMRpOtaL7tLQKCBNmVBDM8dNS34E/qA86fWVYCHoCQxxb9p/LNULoPo0b7l3Iptf3sPG13cxYUMPB7ScoLs9n7pLJg4ocGivkFYaZd900tr61D4ATB+tpb+7McE6Ec4MkogZtjZ2oukr1lFKqp5VTMq6AQMjvpngdbWTflmN0dcRoONnC099dybgJJSy+ZU7GcR3bIdIeJRk3elKOQrkW7c0RN1pJERSU5qWJ4vamqDy/3zB5RVUJhHy01neQiBnkFoaZMGMc4yaWkFcYRlVV2lsiHNxey4mD9STjBlve3EtOfpBP/+MHyM0i/nuhMQ2L1c9t5YmvPU9rgyvorGoK/5+9+46u67oPfP895faC3kEUohAg2HunRDWqWS5ykSPbstPGTuIkk0xWynvzkkkmmffiSV4msSex0xz3IsuSbElWpSSSkiiKvYMEQPQOXNx+T9nzxwUvCaIQpECCIvdnLa5FAOfus8/FxQX27/z271daVUDZwsJ0PSUgPBKlt32QnrZBcguzWLSyctrnwRf0pLdYjMZwuh1U1BdTVl1ITlEQp8tBPJyg7XQPpw+2kUoYtJ/u4dv/8zkq6ksom2XtlbGRKL0dQ7zwnb3s+flBHE6dhtXVFC3ITZ8jmqT3/CCd5/qoX1F5xU44w30h/u2vnubQG6dRFFh952LKFxbidDsYG4ly6r30VtDRgTDP/cdu/FlePvrrO6YMgF1w9kgHX/vjH9ByogsEFJTl0LCqioKyXDRNZWRgjOYj7bSf7qWjuZd/+8unEQgeeHzLFev9vPvqcfa+cJgzB9sI5PhYvb2Rooo8nG4nY8MRTh1oo6M5/Rp7+xdHyCkI8MQfPZLpLnSBaVrjW2EMnC4dpytAIp5ibCiCbQs0XSN3hm2XWfmBWdcmGh0M03a6m3/5859yYn8LwRwflWtKySvKQndohEdjdLf2M9A1QuPq6kk1rMoWFrJ0Yy0dzb1EQ3HefeUY6+9dOm0W0wWR0RiHdp/OBN3W3LmY7CtsbZQkSbpebvvghBCCRCxFe3MvP/iHl2g50UV1Yyl3fmRNpqCbEALbsjNV54UAdbytp2lYHNx9ZkIhu6moqoI34EZVFQY6R4iMxWe8q2CNLwjSKYwX77YLIRjsGeXtl45NqGz//p+H8UUIyvgvUoGiqAghsMx08aezRzvm7HwAheW5VDeW0nN+kDd/dpCapjK8gfReddO0OPrOOc6fuf77Om+Ut188yrq7migdb5dq24LWk10c2tOM2+uiae3CGf+Qm63093H8tSMuBphsy6b9bB+H9zbPWOzxWqU7QRSxdEMtr/5kP/t3neTEe62UVhWwbGPdnN719AU9rL2zkSN7m9nz3GGWb6xj8dpqXO6LP7OWaRGPJjMZOpB+boQtUBwT5yKEIBKKs+/V4wwPhMkvnttaLgBDvSH2vnCEnY9tTG+BIt1mdffPDxEajrBoRSXllxTMLK8uZOn6Wt549gAvfO8tPv07943XkFAzc07GDeLRBL6gZ9o7c9dC09R03QhVobd9kHgshS8w8x+474eiKDSsrKRmSTmtJ7vY+4sj9LQPsmpbAxWLSuY9pX8+aLpGSVUBHr+LeCRJIp6iu3WAykWlE45zeZ3c/5nN+IIeNu5cRmVDKTn5AbzBdI0T27IJDUc48PopvvX//Yy+jiFG+sfY9dR+Vm5rmLS9wxtw86nf3smHvnBH5nPnz/Twr3/+Uwa6R/AGPXz+Tx6hpql8ynm7vc5pgwiqqrB4XQ13fWI9wWwfyzbXU1CWQ1auP7PQSiUM+jqH+dE/vMgrP96Hbdnse/kY9z++hab1NTf0tXChEOi3/vpnDPeFUBSoqC/hoSe2snRjPdn5gUzGUmL8JkV3S7oeVc2SBdPONb80hwc+u4WulgHW7FhMWXUhWXl+PH4XqqpiGhbD/SF2PbWfH3/tZcIjUTrO9PLWC4f56K/fNavgaSKW4sdfe5mT77awZEMdj/zKHVQ3lOLP8aLrGkbKZGw4SnfrQLrmxBW2YYSGIrz9i6OUVhfw2f/yEE0basnK84+3DDfpbO7lJ19/lTeefo9kPMUL39nD4jULWbF10ZTjjQ1H+MHf/4LWE13ousaaHU08+sW7qWwowRfwgJLeQtRzfpCn/3kXr/3kXSKhGE9/4zUWLi6jYXX1jK+Fk/tbEAIa1yzkE795Lw2rqwlke9PZREmT3vZBvve3z/PG0wcwDYvdPz/Ejo+tY9Gqqgnj5hQE+ZX/+lGSl9RpOvpWM9/6ys+JjMbIL8nmy3/9WOZm1uX82V7cs9ziMtQ7yr/996c5f7qHOx5Zw87HN1NaXYA34EbT1ExQpLOln/KaoknXr6gKWx5aya6n9hMdi3PsnXO0n+lh0cqqaZ+rCzfmjr9zLjPftTuabolaX5IkfTDdlsGJSCjG4T3NtGR3EQ7FaDvZzb5XjtPbMUxpVT6f+I27qWm6WHgskOOjor6E1lM9vPLku/izPOQVZRGLJDlz6DyvPPkuHr+LyGhs2nMqikLtknIC2T4O7j7Dz765m8Y11aiqQjKeoqA0h8pFJZk7LdUNJfgCblpPdfPiD95h1fYGdF1juG+M3c8d4syR9jlN4/b4XFQvLuXwW83sef4wpZX5FC3IJZUwaTnRxYs/fGfOC9LpDo27H13Hkbea2fX0ezhdDlZsqUd3anSe6+e1p95LB2iusvDgbHWe6+etF46gTXFX1uNzs2xjbWZ/txDpTiyJWCpTkDQeSSAQDPWF6G4bxOl2jBe+dKLpE/f6u70uOs/182//41m2PbSSYK6P0cEwr/z4XdrP9LB8Sz1r7miccT/tbNUuLUfVVI6+fZZXnnyXhYvLgHR3lNd++h6hoch1Ky7ocOps3rmMN549yOvPHGC4b4wHHt8852n5ukNjw71LeO+NU7y36xRf+79/zJYHV1DdUIrTpZOIpejrHKa3Y4jHvnwvheN7qUur88ktDNJ6qpuXfvgOiVgSr9/D2EiU914/yb5Xjk8ohDuXNF3l6X99nVgkQd2yCkBw+uB5nv/OXhwOnbs+tpasS/YHu30uHvrsFs4d6+TlH+1juH+MNdsbyMoPjBeki9Fxtpf+zhEe++37qG4snf7kV0lRFOpXVPLmzw6x5/kjFJTmULMkvRhNRJOULSxkQe3ctvnNzg+w/u4lfP/vX+T1pw9gW4K1OxZPWSz3dqAoCtkFAXwBD/FIEsuwGLqkFfOlx63d0cTKrQ04XPqkDCJVU8nOD7D9kdW0n+nhqa+/ipE06TzXx3D/GAWlOROO13Rt0l5zI2Wij78XappKSWU+1ePvK1crmOPj83/0CKqmTHqfhAtZUUV87It3c/K9VrrO9RMJxWk91TXeZvXGZdGYhsXPvvkGA+PFoEsXFvLrf/4oSzfUTvken50foLymCGHbMy7unC6d+x/fghACh0OfdGddd2gUlObw0BPbOHe0gzeeOYCRMjl3rJNYJIE/68rvp2bK5OAbp1i+uZ4v/sXHKaspnPDacHmc+LO8lFTmI7hyuSghBKqq8rH/dBebH1wx4fpcbgcLl5Tz2O/spLuln1MH2hjqDbHrqXdZsrF20nZF27bZ+8KR8c5OsLCpnM//8YdYUFs84blwe11UNZTy6d+9n+7Wfo6+dZau1n5ef/o9qheXzRjMt0yb4sp8PveHD9O0vnZCFovL7aCirphHv3g3J/e30t85zEj/GOeOd1K3vGLCa8zh1CmtLpgwdl/ncGY8h0tnQW0xBWUTf46uxdhwlCN7z3DfY5t4/L88NKlblsvjJCs3XXNCmabmUeWiEprW1bDv5WMMdI9wZG8zNUsWTFubybZsju49w+hgentk07qaKbtKSZIk3Si3ZXCip22Qf/6LnwIKppGu3OwLetj60Aoe/MxmGldVTfgl7g96+NATW+ltH+Tke620ne7B53eP7+0V3P3oOlCUGfcdAizdUMtdj67l5R/t48f/+EomGm7bggc/s5nyhYWZX3i1Sxfw4Ge38Oy/v8lT39jFyz/eh8OpYyRNiivy+NJ/e5T/+MpzV1mSb3pur5N7Pr6O1pPdnD50nq/+yY8y+99tW7DxvqWUVObz9T97ao7OmP6jeuXWRTz+n+/n6X99g+e+s4dXn9qfrsoNrNrewOo7GnjyH1+ds3Ne6t1Xj3No92mmKmxYWl3AX37vS5lf6PFIkh9+7WWOvNWMaVikxruXWKbNc9/aw57nDqM7NXSHziNf2MaWB5ZP+KOiqqGEux9dxytP7uPrf/YUqqYQjyaxbcGSDbU8/p/vn7POK6u3N3D3o2t5+6Vj/OtfPUMg24emqxgpi/rlC/j8Hz7EP/7p3H0fL6WoCrVLF9C4qoojbzWTnR9g9faGOQm6TDiPolBQmsPn//BhsvMC7H/tBD/9512omoqmqVhmeutUSWU+pnFxC0thWQ4f+sI2vv+/0oVf971yHJfHiWlY+IMePv7Fuznw5ilOHTg/p/MFaFhVRXlNIc9/Zy/PfXsPlmkTiyYIZPn4yK/ewZYHV0yo8K+qCvXLK/jNv/w4P/raKxx96ywH3jiF7tAQdjrdWNc1qhtLrsu2hw33NHHmcDt7njvMd/72hXRWk6qALfjUb90758EJh1Nn1dZFvPiDt+ls6ad+WQVLb/Cd8puN2+PMZNnYdrpLxOXSrUm1GRftiqKgOzRWbWvghe/swUiaRMPpjhOXByeutwudHa50TGF5LovXLKRrvM7RYPdoOo3+Rkxy3OmDbZzc3wqkayR96AvbWbqhbsafN1VVQJ15loqiXLGQr6IouD1OVt3RyBvPHADSNSKS8dSsghOQDvh95Nd2TApMTDiPOt0yd7KqhlJWbG2YMvCiKApl1YVsemAFrSe7ScZTnDl0nt62Qcove68YG4qmiy+GEyiKwt2fWE/ZwsIptz8oikJecRZbH17F0bfOYluCA6+f5JFfvoOSqoJJx1+gOzTW3dVE45qFU26vURSF4sp8GtdU0985DEDXuX4sy57XzkDltUU89MS2Gdt4z7SFMZjrZ8N9SzmyN93p560XjnDXo+vIK86e8vh4NMm+V44D6WDQ2h2LCebOXCtEkiTperqtghNF5bls/9CqzL46TVfxBT0UluZQv6KSirpivAHXpDd+RUkvEn73K59m3yvH6W4bwLYF+cXZLN1QS/2KCjqa+wgNhSlbOP0vS7fXyad+616a1lRz4kAb4ZEoDpeDnIIAq7Y2TLiD7/Y6eeQL26hpKufYvnOMDoZxe10sqC1izR2NFJTl0NU6QGQsNiftGRVFoaK+mC//j0+yf9dJ2k73YBkW2QUBFq+uZsm6hQwPhNn52EYWXnaHtrA8lx0fXUtpdf6U+y4dTp21dy6muqGUgtKJvyBdHgcPPL6Z2qULOPjmaYb6Qnh8LhpXV7Nicx39XSOM9I9R01R+Ve2+pr9QaFxThXmFlng5hcEJd3sUVSErzz+hJkDt0gVTPtbrc3Eh4OH2Oll3VxPBHB93fWwNyzbV8u6rJ+huG0BRFKoWlaS/n9MsECrqirnzI2uoWz511fdJl6coZOcH+OU/eYSVWxdx+uB54tEkvqCH2qULWLm5Hs2hcd+nNpBbGMThnDim2+Nk1fYGKupLrvlOUHZBgEUrKjn69lmWrK+htKrguvyhoygKlfXF/Np//TB3fng1pw62MdA9gmFYeH0uihbksXhNNQVlF19zqqqy/eFVlC8s5L03TjHUM4ru0ClakMfq7Q2U1xTiDbgpLM2Zcs9t5aISdnx0LYvXVKNdZUaP0+XgM7/3AMs31XFsXwuRUIysXD/LN9XRsKoqs43sUrpDo2ndQsprCjmxv5XmIx2MDobTr8dcP5WLSmhYWZnJDIF0G9hVWxsoqcynqDx30pgA5QuLuPMja1i4uGzSa+CCnIIgT/zBgyzfVEvzkQ6iY3Gcbid5RUGa1i2cdHww28um+5ZmugBciwV1RZRU5qfT3e9svGJL11ud7tAy73tC8L5beeYUZWUWXpZhXZftXXPF6XKQfUkR2OQlRTlvBGELTh1oY2w43YWroDyXDfcuu6H1TxRVIa/o4vtXMpG6qnpB5TVFNK2rmbN2rHXLKmb8mVRUhaUba/H4XCTjKYb6QvScH5gQnBBCMNwf4tSBNiDdSrt+ReWMmSaqplJZX4LT7SCVMOhpG2S4f2zG4ITb52L5lkUzBoFcHueEGkCXFye90RRFYen6unSg5hp/Z2qayvLNiyipKqD1RBddLf0ce+cc26cpcHnm4Hm6WtIBwIKybFZub7zp2vdKknR7ua2CE4tWVrJoZeU1PVbV0u1Dp7tbWLdsAXXLpl6sXqAoCoFsL5vuX86m+5df8ViPz83aHYtZu2PxlMd8+Je3T/n5a6WqKsUVeTz02S1Tfr3M7+ZLf/HopM83rKyiYWXVtON6fC5+6Xd3Tvm1C3eQmtYupGnt5AVPINvHb/7lJ2Z3AbOgKAr3fWoj931q41U9zuNz8ZFfueOqz5eV6+czv/dA5uMFNUUsqJn9Hec1dzRmCrDOlqIoBHN83PHIau6Y5g+Sz/7+A1N+PpDj41O/ee9Vne9SQghiY3G62wbx+Fys27GYwCzv8l2LC1lPK7bUs2JL/awe43Q7aFxdTePq6im/vvXBFWx9cMWUX1t/9xLW373kmuZq2zYen+uqx1BVlZyCIJvvX87mK7xvQLpA4id+4+4Zj5nN83Uh0HXnh9dw54fXXPG8RQvy+OU/eeSKx01HCMFQb7o4bm5RkBVbpq9wf7swUmZmMZrOfpj5V7YQ6ZoqqaSBkbKwLStdZ0UIbFsQHolmCgxfOHY+XajbZCQNTNPGtux0wWhbYFn2hKLPN7prUyKWpONMbyaAU91YOmfZbZcSIn2tRtLETJlYlo1ti8z3JxqOXzx2/POzoWoqC+qKJhV4vFaKqlC0IPeKLUILSnMy2xYjozEGxjNeLs2e624byHT7yM4PYKTMTGvO6cRjSdxeJ6mEgTnNFqdLuTxOKuqLZzxG01Qcl7zHGEmT+YxOuDwOKhYVXzGz6EqKK/NYsXUR7Wd6iIRivPPiUdbdvWTSjSwjZbJ/14lMAG7phjpKKvLf17klSZLer9sqOHErS8ZTnHyvjXBo+roX0ykoyaZ26YKbviJ+Kmly5vB5RgZm3zrygqxcPw2rKm/7xc6NcO54F0febqa4Mp8VWxdNStW1LJuO5j46zs1cRHYqbo+TxtXV160uhDR/LNPm4Jun6W4dYOXWeqoWld72qcXJeIrU+OJY1ZQZi5Im4ik6m3tpO9VDe3MPfe1DjI1EiY13djKSJolYMrMQmU+2bTPcN0bbqW7aT/dk6l9EQjESsRRG0iCVMBkbmb+5JuOpzD58IJ0BNsfb08IjUTrO9tF2souOc30MdI4QDsXS3biSJkbSIBaevJVnNtTxbL+5ousavqDnilv0dIdGdkGQ9jO92LYgMhrDtixU9eKfmxdqeAB0nuvjv//qP18xM9I0LMKX1PWKXRK0mYrH65q25eilLiuNfMXjryfdqROcg440qqqy8b5lvPrjfYSGIpw60EpHcy91l3WnGuwZ5cS+c1imjcOls/7epXP+GpckSbpaMjhxiwiPxvju373A2WOdV/3YTTuX8cU/+xi64+Ze8MWjCZ76510cfPP0VT+2ae1Cfu9vfkkGJ+aYEAIjZWZ6sfd1DvPkP71KdCzOJ750NwUlk/e5mimTPc8f5smvX30tkYKSHP7wq5+TwYlbwIVuI5ZlIWzB6UPneebf38TlcXDnR9ZcsbXhrU4IwchAmOhYehGm6xp5U/w8WaZFy/EunvvWbo7sPUNv+xC2lW75qTs0VE1FUVUUJX1T+EZujbicEILoWJw3nz3I6z/dz9ljHURDcVDS16fpKqqqpusgKErmfWU+GEa6288F/mzvnNV4SiZSHH/7HM99ew+nD7QyNN4yW9NUNIeGqqqo48+BZV3bVh5FUea2g48+Mctg2vOq6oTuFIlYEssS6Jc8NBK6GFgwDYvQ4OyDUIqigJIOcs/E6XagfsCCm6p65Voks1W5qIRlm+p489mD9LYPcWTvGaoaSzOvCdu2aTnemW7jCtSvqGThNB14JEmSbiQZnLhF+LO8fOJLdzM2Q8eQ6RSW5bzvNMIbweNz8aEnts0qtf1y2fmBK/b6lq6eZdq889Jx3nj2ALZt097cx0DXCGvvXMzWh1ZO+RjdobPh3iWUVF19+qj7sj3C0gdXIp7iuW/t4fSh8yQTBq0nuxkbjvLg45tZsXl2W3RuZaZh0d3aT2J8gez2uii+LOXatgUn3m3hX/78Kc4e7cAybXxBDxV1xZTVFFJckU9Wnh9vwI3L7WRkMMw3/+oZIteQYTcXIqE4T/7vl3nuW7sJj0RRNZWSqnwW1BZTWl1AfmkO/iwPbq8L3aGx66n97P7ZwXmZa3orzMUF8Fxl8diWze5nD/Kdv3mOvvYhbFuQUxhkQW0RZTVFFJbnkpXjw+1z4fI4aT3Rxbe/8vM5Off7kd5mMrt6F+IKGQj2JQGXnMIgDauqri6QojBjvQkYL0z6wYpNpM3RnP1ZXtbetYR3Xz1BIprknZeOcedH12YKYxpJk/deO4GRNNEdGqvvWEx2fuAKo0qSJF1/Mjhxi3B7nay5c+raFLcKp8vB8k118z0N6TKxSIJTB8+TShhk5fm5/5c28fDntk4qfnqBpqvUNJVTc5vcpXE4dHwB96x73d82BISGIhzf14JpWhSV5/LApzex89Mb52yf/AfZ2HCUo3ubMx8vqCsm55ICkUIIBntG+O7fPM+ZQ+cRIt1N4RO/eS/LNteRW5Q1aUHddrJ7zu7MXi0hBHufP8zP/v2N8eKqDu56dB33fmoj1U1lOF2OCfM1UiYn97fMy1whnclxaavKWCTxvpP+hRC0HO/iB3//Ij1tg6iayrJNdXzsi3fRsLqaQLZ3wnMghJiyyPR8sEybVNJECDFjoEbYNsnxouOQDqpC32SHAAAgAElEQVRdXjz4QicwSL+uv/SXnyC/5MZ2jbnVXXhtVdQVc+bQedpOdnNyfyubH1yBoigMdI9w9O2zQLpOyOo7Gm/6rb2SJN0eZHBCkqRrpukqWx5czrKNtdiWje7UCWR58fhdt329AEgXkdt8/3Ka1i6ck646txKXx8nH/tMOdn56I0KA05Xeb+10O+Rrh3Qby9OH0i1tVVVh5bZFuC95DQkhaDnWyfF3zyEEuLxOHvvP97P5gRXT7t9PJo1529aRjKXG20fGUVSF5Zvr+aXfe2DKIAqk085T87itw+l2TNha1Ns+9L6fO8u0OfD6Cbpb090RiivzeeKPP8SilZVTdkgQgglFQeeTaVqZgqrKDJ2KTMPK1OpQVQV/thdVm7jozS28WFh0bChCPJpCmnsFpTks31JPy/FOYpEE77x0lHX3LMHh1Dm85wzDvSEUBWqWllO9uGy+pytJkgTI4IQkSe+Doij4Ah58AVkDYiqKouDP8sgaGVNQx9uhZuXe3u1CLyeEoL9zmGf+ZRfxSLoYYkl1ASu2NkzIerBMm7ZT3Zm6DFUNpTSurp6xsOBQzyim8f7akV6rwd5R+ruGEQLcHgertjdkUsynkowbjPTN3JHhevL63ZTXFKFqKrZl03qii2go/r6KTCaiSdpO9WQ6sDStXUhVQ+m0rRuFEAx0j0z5tRtOQF/HEIlYEu8M7/eDPaOMDac7cfizvOSXZE8qormgrhiP30U8kqS3fZCh3lHKa669faY0NVVT2bRzOa/8aB/DfSFOH2ij82wfRRV5HN59hlg0gcOhs+n+FfOWUSVJknS5myNfUJIkSZJuc0IIulsH+PZf/5wT77akMyI8Tu54ZA2V9SWTUv7jkYsFG4O5vhkXGJZpceLdcyTjV3+XWtNV1PG75UKki9perVTCwExZ4+NpZOVNv7893VZ2lLNHO676PHNF1VTqV1Rmsif62gd5b9eJKxZinIll2SRiF79nWfn+zPM6lVQ8xfF3zl3z+eZa8+H2CR1MLidswdG3mjOFRHOLsybVhlAUhdyiLOpXpNu6J2Ip9r18jGT85sgQmQ3doWW6WghbYBrzl+FzJWU1hSwfbxvdc36Q5sPtdLcMcO5YBwhYUFfEolVV8ztJSZKkS8jghCRJkiTdSONdMy79Fwsn2P2zg/zDH36fV368D2M8ALD6jkZ2Pr4Zh2ti4EFVFXyXZOSEBiMYyakXeEIIzh7t4O0Xj2bGvRoef7qgJqQDEz3nB696i4Pb68xcg2VajAyEpxxDCIFl2ex6aj+97UNXPde5tGRDDdWN6XT38GiMn37jNc6f7kHYYtrrv/R7ejlNVydkHYz0h7HNycGOC8U439t1kmM3UXCio7mXA6+fmvL6hBD0dw3z1gtHSMZTqJpK7dIFUxY+zi4IsOXBlbi96dfUG08f4NCbp7Ate1bP63x2nIF0RsiF+gzxaIK+zuF5n9N0fEEP6+9ZisfvwjQsjuxt5tSBNnrbh1AUhTU7msgrzrryQJIkSTeIzOOSJEmSpBskFklw/N0WuloHiEeThIcjtDf3plOuz/URCcUQAhxOnZXbGvjMHzxEbtHkxYOmaVQ1lOJ066QSJm0nuzjw+inu+MiaTN0OIQSxSIIzB8/zvf//eXrPD6KqCrZ9dQupvOIsCkqzaT3RSTyW5PWn36NhdTVlCwtxOPXxTg7ptsJCCFxuZ+bO8sUxsiksz6XtZBfJeIp9Lx1l3V1NlFQXZLaimKbFUM8orz21n198d29mS8V8cXtdPPTENs4d7yQ8EuXc0Q6++off58O/eieLVlbhy/Kks1VEuoBnPJokPBKl5XgnJVX5LF5bM2E8j89FVUMJmq5imTbH3j7Lif0tLNtUn74bryjYtk14JMah3af59ld+TjQUQ1EVxFV+z64H2xY89U+vEsj2snzLIgI5PlRVwTQses4P8tQ/vcKZw+k6KbmFQXZ8bB26PrnIoqapbHloJQfeOMXbLxxhuC/EN/7sJwz1hli5rYGsPH8mC8g0LZLxFNGxOL3nBzmyt5mm9TWsv2fpDb32S5VW5ZOdH2Cwe5TQYISXf/gORQvyKCzLRdPVdHDJsjFSJoqqTCr2eiOpqkrjmmqqF5dxYl8Lx/edIxZJYFs2ecVZrNzaIFusS5J0U5HBCUmSJEm6QbpbB/jKb31zxmMC2V7u/sQGPvyrd1JYnjvlMYqqsLCpnKZ1NRx84zSppMm//9UztBzvpKqxDKdLTy+oj3ey/7UThAYjLN1YSyQUp+V451XN2eV2smHnco7sTafsH959hr/57W+xbHM92QUB7PHtCuHRGKVVBdz36U2TWje7PE62PLiCo281EwsnOPpWM3/3+99lzV1N5BdnYRoW/Z3DHN5zhpPvtRLI9rJp5zIOvHGKWDhxVfOdK4qisPrOxTz6pbv5wf/6BbFwghPvtnD2SAdVjaUsqCvGn+VBCEF4NMZg1wjtzb2ER6L8+p9/fFJwQtM1Vt3RyIvff4uO5j76Oof46h/9kK0Pr6RsYbrmwuhgmFPvtXJo92mScYPVdzZy/nQPfR3D8/IcXOD1uymuyqfjTC9/9/vfZemmOmqaynF7XYSGIhzee4bW453YtsDp0rn3sY00rqmedrzs/ACP/94DjPSPcfpAK92tA/zv/+uHVNQXU9VYRjDbB0A8mmSod5TutgH6OoZxOHVKq2duI3q9+YIeNt63PN2+17J59cl9DHQN07SuBl/Qg2laxCNJwqNRlqyvZfODK+Y1AFBQmsPKrQ2cPdxBf9cw4dEoKFDZUMqilZWy1ockSTcVGZyQJEmSpPmgpO8iO5w6Hp+LYK6fJRtq2fLQSuqXV+Lxz9zhJbcoyCe/vJPwaIyWY52MDoZ55t9ex+VxomkqRtLESJl4/G62PryST375Pva+cOSqgxMAG+5dSuuJLl76wdvEIwmaj7TTfKQdVVNBiEw2xsady7nr0XVTjrHunqW0n+nluW/tJjoW59g7Zzn5XisutyPdnWO8M0V+aQ6P/c5OGlZXc/5ML7Fw71XPd664vU4eemIbHr+bZ/5lF73tQ6SSBmcOnefMeDeVyzlcOk7X1H9eVdaX8OiX7uE7//M5BrpG6Gkb4MdffQmXxwkKpBImlmkRzPWx89ObuPexTXz3b5+f9+CEw63z8BPbOPVeK288e4B9Lx1j30vHJmV1BHN9bP/wGh7+/Pb0Nc2gsqGUL//1Y3z/737BoTdPMTYSpfVEN60nuqc8XlEVgjm+eW81rGoqOx5dR9upLva9dIxkwuDI3maOvNWMqqqZTCIAj8/Nxp3L5nW+iqKw4b5lvPyjd+hrHyIWTuB06ay7qwmPX7ZtliTp5qL96Z/+6XzPAeBP53sCkiRJknQ9mIaFP+ChfmUljWuqM/+WrKthxZZFbNy5nPse28jHvngXWx5cSUlV/qxSwRVFobAsh0UrKkEBI2mSjKdIJQyEgKw8P/UrK3noc1t59DfuobgiH3+WF4/PxeK1C1m8Nn2ndzZcHicNq6vILQxi2zZG0sQ0rPSdco+TrLwAFXXFrNzWQOOa6imLczrdDhatrCKvODuTrm8kDYykicOlU1JVwLp7lvD47z/IuruXkJMfAEVhQV0RSzfWUVFXPG1ni+vJ4dSpWVLOiq2L8Ae9OF0OLMtG2On6GKqm4gt4KCzPYdGqKrY+vIoN9y4jmOObNJaqqlTUFVO9uAzTtNLfs4RBMmGgqip5xVks3VjHR3/tLh783DZyi7LweF3kFAZpWldD/crKTP2PSUT6tVZaXUDjmmqWbqyluHJyzYfZMlImr/zoHYb7Qui6ysady3joc9vILczCMi0S8RSphInu0MgrzmLJ+lo++ut38fAT2/Fne6/4+lVVhez8AKu2N1JWU5TejgSYpo1tCxQFPF4X+aXZ1DSVs/7eZTz0xFZWbWvAMUUmgmXauH0uFq2somldDQ2rpn4dXvJ0YRom2QWB9PO1oY7qxWXpgNsMFEXBF/SwZEMt3oAH00gHAS8UfHV70t+vyoYS1u5YTHVjOZo+fUcWy7SoXlzG4rU1LFlfQ3ZBcMbzXwuX10lP62CmyGxheS6f+p2dZM9QmFaSJGmO/dlsDlJukiI+N8UkJEmSJOmDRghBMp5isHuU8GgU07BQVAWPz0V2foDs/ADaFHv/r4Vl2YQGw4wMjJGIpbAtG82h4XQ58Ac9BPP8eHyuGRemtmUzOhhmuH+MRCyJsAUOp44vy0NeUfa83xmfiWlYjA1HGB0Kk4wZ6U4NinJJ9ouPYI7vis+3EIJIKMZQb4hYOI5l2mi6isfnJrcoi0COd14CMZeKhuP80cf/F82H23H7XHzxLz7OvZ/aiG3bjPSHGe4PkYylUFQFt89FXlEWwVzfNc073X0mwchAmEgolqlfojt0PF4X/mwvWXn+TG2Om0E6sGAz3B8iNBQhGU8hRLqbh8vtwJ/lJZjnx+Wev5oTFyTjKX7w9y/yvb99HhR46HPb+PwfP3JT/6xJknTLmdUbodzWIUmSJEkfYIqi4Pa6KK8tuu7n0jSV3KKsKYt0zpY6B2PMF92hzcncFUUhkO0jkD05u+KmdEmXjAsZHnPZ5UFRFLwBz4RuJjc7RVHQHRqFZbkUlk1dG+ZmER6NcXj3aSDdbWTltoYrbhuTJEmaDzI4IUmSJEnSB4ZpmIwMhDGvoS3qTBRVIacwOP22CUn6ABJCcGTPGc6f7gFg4eIyGtdUz3s2hyRJ0lRkcEKSJEmSpA+Mvo5h/u73v8v501MXTrxWbp+LP/iHJ2haV3PlgyXpA2J0MMyun+4nFk7g8jhYd89SsvNlrQlJkm5OMjgh3fKEEAhsDDuBJVLYwuJCmRNF0VAVDU1xoitOFEVFmd2WqBtCCJuEFaY/cZr+xGnCRi8pO46qaDhVH349nzz3Qko8S3Brc19ES5Ik6WYjhMBIGiTjxpyOq6oqtm3P6ZiSdKMIIRACLiRE2LYgNBjmZ998kyNvNSOEoGbpAjbtXCazJiRJumnJ4IR0S7OFRSjVRU/8OD3xY4ymOohbIUw7iaY4cKpefHoeWc4y8l015LoqyXZW4FSvXGn8RuhPnObA8A/ojh0mZcexhYnABhQUVDRFJ+goZUfJ71HsWTzf05UkSbrugrl+HvjsVkYHw3M6ru7QKVqQN6djStKNEhqOcGLfOUBBUWBsJMqBXSfZ/9oJkrEUwRwfD31uGwU3eX0MSZJubzI4Id2yklaE5vAujo88y1CyFZup9ycPJJshml7u+x1FLMv+MMtyPoKmTG5VdqMIIRgzutk78HW6YkcAgaY4cGl+dMUFCCxhYAkLj55FlqNsVuPawsISKUBBV2auqC9JknQzCub4uOeTG+Z7GpJ0UxnoGuEbf/oT+rtGUBQFy7QyXwvk+Hj4C9vZcN9SdMfcdO6RJEm6HmRwQrolmXaK46M/5+DwD4hbowDoihufnotT9aEoKrYwSdkx4lYIw44hECSsMRyqB1WZ31/eApu2yDv0xk8CAreWxeKs+1kY2IpXywYUDBEnbPShoM56S0co1cXR0Wfx6bkszXkEp+K9rtchSZIkSdL1pzs0Atk+hvvGMAwTTVfxZ3kprshjx6PrueMja/D4ZOtQSZJubjI4Id1yhBD0xI9yeORJ4tYoKjol3iU0ZN1LnrMatxZEUTQsYZCwxoiaAwwmztEVO4wtTCr8a1GU+e0vn7Kj9MSPjWc5QI1/C2vyHsepTQwm5LmqZz2mEDZ9iZMcG32GEk8Ti7MegPm9TEmSJOkm5XQ5+NRv7yQ0FEF3qDSuXjjfU5JmUFyRz6/8Px9luC9EKmmgqirZ+X4W1BVTUJaDqspf+JIk3fxkcEK65RgiTmvkLaLmEAAl3iVsK/otcpwVU2RElCFEA5W+9SzJfpikHcWvF974SV/GsBOEjd7Mx6Xe5ejq+7vjYYgE/YlmbDG3ReQkSZKkW4/DqbPp/uXzPQ1pljw+F8s21c33NCRJkt4XGZyQbjkpK0p/4jQgUFBZFLxnmsBEmqKk6y/oqgsf+Td2stO4sOUEQEHFo2Whvs/6ECkrRm/8xFxMT5IkSZIkSZIkaU7J4IR0y7GFScJKV3HXVRd+R/512aYhhMAUSeLmCEk7gjWekeBQPXi0bNxa8JprVwis8Zan6UKd6d5g1x6cEAhCRjdjRvc1j3GjCCHGt9yESNoRTDuJLSxURUVTnDg1H14tG20OCnoKYRO3QsStUQw7jhgvPOpUfXi07Fl3bRFCYNgxotYwhhXDwkRFx6G68eo5uFT/vG8VkiRJkiRJkqSbmQxOSLceRUEdL6aQ7k5hguD9rO0nEEIgsOiJH+fs2C76EqcYM3pJ2VEUFLxaLnmuaqr8G6gJbMOtZc24wI0Yg4wZ3elFsjlK3AoRNnozhTxtbE6OPk9X7NCkx2qKkyXZH8KrZ0+aoymShI1eRlNdhIxuOqMHSFlRAMZSPewf+ja66ppyTmWe5VT4146PZXMi9AJjRjdO1UdD1n349ImtyCxhcC78JkPJFgACehF1wR24NN+E45JWhNNjLxM1BwnohSzKugeH6snMOWVH6Iodpit2mMHkOcZSPcStEJZIjQcN/AQchRR5GqkJbKXE04SCNuPzawuT85F99CZO4FL9LMq6B6+WiyHitITf5Gz4DQYT54hbI9jCxql68TsKKHDVsiL34+S7a6YdOx1ISdERfY+WyG764icJmwOYdgJddeHVcilw11Ll30i1f/NN06JWkiRJkiRJkm42Mjgh3XJ0xUXAUcRwqg1LpOiNn6DcuxKH8v6rVAuR7uhxZOQnnAq9SNjsJx35gHT0QxA2+wibfXTFj9AaeZt1+Z+lwF2POs2d85OhFzg2+gyWSGHaKSyRQmBfelaaw69N+Vin6qM2sH1ScGI01cnu/q8xkmonZccw7FgmswMgbPZxeOTJ6S80l0xwAhR6Ykc4PfYybi1IvqsGn3/dhMMNO8Hh4SfpS5wEwK8XUuZdPik4MWb0cGT4J4wandQF7qQuuGPC197s+yq9ieMkrTAi87yms0dMkcS0ksSsIfoTp2kJ72ZV3qdozNo54/fWFhbt0f0cHf0pLtVPqXcZoPDu4H/QPPYaSTs84fikHSaZDBMxBlia85HpnyMgYvZzePhJTo+9Mh5MEpn5GnackN1FyOiiPbqfjuh+1uV/nqCjWAYoJEmSJEmSJOkyMjgh3XKcqo8iTyPt0X0IBGdCL1PkbqDKv3HaAMFsGSLOgeHvcWTkKSxhoKBS6F5EkacBt5aFJUxGk+10x48St0Y5H32bpBVme/FvU+CunXJMVVFxqG504cI1Pj0bk6gxhI0JgE/PQ59iAe5UvWiKY9LnbUxMkURBxaX6cal+knaEhDUGCHTFhVfPRZmmXYdbv9iaVFEU8lwLURQN004ymuqkkonBibDRS9QczHwcNQeImAPkuCouO64/kxGS66pGU5wXz6kFsLFIWGOoioNcZwV5rioCjkJ0xY1pJxlOtdEVO0LKjhAx+3lv6LtkO8up8K2Z8joul7SjRIwBzoy9wonQc6hoFLkbyXaW4VC9mHaSMaOHoWQr+e5a/I7pa5AkrDDvDn6LU6FfYGPhUDyUeJeQ56rGqfow7DhDyVa640dJ2VHOjL1K0o5xR9Hv4NPzZIBCkiRJkiRJki4hgxPSLUdTHFT61nN27DWGU+cJm/3s7v8qw6k2agLbCOpFqIrjqheHtrBoHnuNk6FfYAkDtxpkWe5HqA/ejV8vGA8SCJJ2mIHEWfYNfpOe+HH6Eqc4MPQ9thb9Jl49Z9K4jVn3s9C/ZcLnwmY/r/X8T8JmHwoq6/M/T4lnyaTHKoqK31Ew6fNZjjJ2FP8+tjAznzs99jIHh3+IJVLkuarZUvQbuNXAlNfq1oITPs5zL0RDwxTp4IQQ9oQaCgOJs6TsGF49j5QVxRQJBhLNLPCtnvD8hY1eknYUVdHJcS2YEFhxqF6WZD+M31HAQv8mcpwVuLWs8a0QKkLYJKwx2qPv8vbAvxI2+4iZw5wde41y78pZ1vcQHBt9hoHEWQrdi1ie8zGKPA241ACaomMLi5QdJWz2I4SNWw1OOYplpzgz9grN4V3YWGQ7F7Am75dY4FuDZ7xVbXq+ofH5/hsRs5/2yD5OuH/GmrzHUeTbryRJkiRJkiRlyL+OpVuOoigUuutYlvNR3hn8d+LWCGNGL/sGvknz2C5qAltZ4F1Ngbt22poLU4kYA5wMvUDCCqGiUZ91NytzP4k+oTCjglvLoty7CrXAwSs9/4Mxo5fWyFtU+TdSF7xz0iLaq+dMClqoio46vnBXUPA7CidlIcxEV51kOUsnnkfLSRfXBHTVTbajHI+eNavxgo5iXFoQw+wnbPaRsuOZLRtC2AwlWzDsOGXe5cTNUXoTJ+hPnJkwRjrrogsQeLVc/HrBhDogCirV/o1U+ddPWUdCUVTcWhZ1wR0MJls4PPwkNiYjqQ5i5siMWQ6X6owdosBdx/aiL5PnqpmUTePUvPj0mccaM/s4NvIMhh3DqfpYk/tp6oJ3Tgi2KIqGR8uhLrCDmDnKvsF/xxRJmsd2UR+8i2znglnNV5IkSZIkSZJuB7J8vHRLUhSVRVl3s7nw18lzVaOiY2MylDzHu4Pf4sXuv+DF7v/OqdAvCBv9EzIMpmILm97ECQYTZwHwOwrTtQ5U95QZGOkAST21gTsBBVMkOBveRcqOXo/Lve6cqpdcZzo4EjOHiFsjma8lrDFGUh0IbHKdVZR4lwLpuhdJK5I5zhAJRlIdAAQchemtDZdEJxRFQVFUVEWfNqtFURRURaPcuzITWEraUVJ2ZMrjp74WH0uzP0Sea+G023zSc1GmnUdHdD8howuAYk8jFf51U26vURQFTXVQE9iaCXhEzAE6o4cQQkw6XpIkSZIkSZJuVzI4Id2ydMVNffAu7ir+A5qyHyKgFwEKAouw2UdLZA+7ev+OX3T/N06GfkHcCk07liWS9MVPYYokAMWexQQchVc4v4tS79LMFon+xBkixuCMj7lZOVQPOa5KAKLmMHFzNPO1qDnEmNGNrrjIdpZT6K4HLgYtLjDsOCGjE0gHdzza5C0us5UObFzoyGJMKPZ5JX49nwrf2mtv8ypsOqOHsISJpjgocC/Co2XP+JiAowifngeki4cOJdsy9UQkSZIkSZIkSZLbOqRbmKIoKGgUuOvJcVXSkHUvHbEDtIb3pO/q2xFMkaA3foKhZBvno/tYk/dLFLhqJ9RTgPSWhAttMgHyXNWZFpgznT/oKMGr5ZCwQuMFElvIdy+8Ltd7PemKixxXBSoacXOEqDWUufMfNgcIG/14tGyynKXoiguXGiBphRlOtlLkbkBRFCJGPwkzhKY4yXEuQFed055PIBDCxrSTWCKFjYUQNgIbIQQxa4RMlxTBhM4eV5LlLMOlTV1rYzZi1ghhow8QqIqOU/UyZvRc4VECLXO9grg1gmkn0bTJ2RaSJEmSJEmSdDuSwQnplqcoCg7FTaF7EfmuhTQG76UrfoSW8Jt0xQ4Tt0Yx7Bit4T2krAh3FP8u2c7yCWPYWMTM4fR4qHi0HNRZ/Pi4tSBO1ZseQ5gTOlp8kKQDLem6E3FrhLFUD7YwAIXhZCuWSOHWggQcxQhhkeUsoz9xmuHUeWxMNBzj/7fQFTe5zsppz5WyYgylWhlMnGMkdZ4xo5ekFSZlx7DsFKZIYYokyWvcIuPRsidsJ7lacTOEIWJAOgti/9C3OTj8wys8SpCyY5mPTJHAusJWIkmSJEmSJEm6ncjghHTbUBQFTXHiU/Opd9xJpW8dvfHjHB19lo7ofiyRojt2lGOjP2N9/hM41IutO21hZxaXqqKjK85ZdfvQFSeqkv4xE9gf2JoToBBwFOPVc4hbI4yk2rGEgQD6E6cBBb+jAJ+ei2knyXFW0J84xUjyPEkrjFfPYTjZhi0snJqXXFfVpDNYwqAvfoqjo0/TGztOxBxAYKOgoSkOVEVDQcl07rhW6doQ1x6cMOw4ln1hG4nAsBOYJGb12AtBkXTWybVfgyRdL0LYJO0wpp1+TTtVHw7Vd1O2vrXsFAk7lO4ehIpHz8m830qSJEmS9MEjf4tLtykFl+anwreWPNdC9vT/I83h17Ax6Yi8S1PWg+S4Flxy9LUtZydvNrj5/sCfLb9egFfLYQgIpbqwxms9DCfPo6KR71qIqug4VJUc1wJUNEZSHSSsMC4tSCjVhcDG58jHq+dOGFsIm47oAd4a+AbDyTYENm4tSJ5rITnOCoKOYjxaFg7Vi666iBj97Bn4OsYl2Qg3zsXvqqY4KfUuxX+F7h6Xy3MtRFNm3ynmVpPetmMRMweJmYMk7TCWMFBIP6cO1YdHy8Gr56NfEiSUrj/DjnFg8Bu0R3cD0JT9SZpyPn5Ttr4dTJ5ib99XSNpjOFQfd5f+v2RdlvUmSZIkSdIHx83314Yk3UCKouLT81ma82HOR/eRsqOMGJ3ErGGyRXnmbqGiqDjVdOtMW5iYIokQ4op3Ey2RzBRrVLg4xgeRQ3WT7VxAV+wQYaOflB0jbPSTsMZQFZ1C9yIg/VzlOatxan4iRj9RcwiH6iZupYtophfmF+tNCCEIGT3sH/p2pq5HobuB1XmfpsTThFfP5vKgTn/iNCrXVtDy/dJVd+burEN1syT7Q9QEtl738woh6IjuoSX8CgBZzgU0Zn8U9xWKcdrConnseXpi7wGQ56pjae6nJxwTM4c4MfIjImbflGMoqDhUDy4tSNBRTq67jqCjDF1xT6rPcqVrMEWcwcQp2iK7GEycJmr2k7LCWCIFpLObnJoPj5ZH0FlOqXc15b6NePX897UdZ7r5HBn5NiPJFnTVTV3wAYo8S69prKQV4cjwt4ia/bi0IEtyPknAUXrlB95kBDZJK0xsfAuaYceuqqbLjWQJYzy4NYZDjSPkVilJkiRJ+kCTwQnptqcoCj49D79ewHAqii2MSXfkVeZ1dF4AACAASURBVEXH58hnKNWKwCZmjmRqKcwkYY1lxlIVHd9lGQMfNHmuKlTFgSEShI1+RlLnMUUSl+Yn23kx0yTXVYlL9ZGwQoykzqMrzkyNiPQYF996BIL+xBn642cAcKkB1uZ/hkrf+mlbfZp2kqnyUm4EtxbMbPmxhHFD64iMptpoCb8EQKF7KbXBB3BfIUYjEAwmTmQel7IjLGVicMKwY3RE32IkdW7acRRUFEVDV1w41QDF3hXUBR+g0LNkyjaqk+YhBGGji5OjP6U1/DJxawSBNek4U8QxzTgxc5Ch5Bm6o/uJmgOszPvCFc9xLUaTLbSEXxqvhVJ7zcGJhDVCe+RNQkY7AUcpTTmfmOOZSpIkSZIk3dpkcEK67V24K3jx7qAyabGlKy4K3HW0R98FYCjZgmHHZ+y2IIQglOoZ7yyRvsue55rHTh2Tbjpf/eI+nfXgwBYGY0YPw8k2TDtBiacJ9yUdMNKtMwsIGd0MJs7h0bJJWdHxdqMLJmQ92MJI16MgnWFS4K6l0F0/bWACIGL2Y0+xsL0RfHoeAUcxg8kWTDvJYOIcljBmtUD/oFAVx6SCr+lOKRYpESFlRzg71kNf/DDLcz9LTeBeVMUxbSaREDbDybPsG/wqvbFDmaCEpjjx68Vku6pxa1kIIUhYI4wZHUSNAUyRQFMdlHhWzXnWxAV+RwkAlkgRswZnlRE1laQVyrQadqhe3GrWnM5TkiRJkiTpVieDE5IkIGoOEjH6AfBoWTjVAJeuT3TFSZG7EafqI2VH6Y2fYMzow60Fpx3WFEl64kdJWGEA8l01+K6yNsFcSi820xdlC+uaFvfpehE5jBm9jKTOEzb6EdjkuRbiGO9KAqCgke+uoTt+mJFUOznOCgw7TtBZjFfLnbD4EwgMO5752K0FZyxqZwmT7tgxLDt11fOfC6qiUeZdTnt033gRz5OMJM+T56q5KYsGXi1NcbEo62Eq/Fsyn7Nsg4Q1ykiqhb74YYaTZ7FEirDRzYGhf8GnF1LqXcN0NVXGjE72D/4jvbGD40VOVfLci6gPPkSJdxUuLZAJhljCwBRxhpPn6Ijswa3lkOuqvW7X69eLgXTwJW4OY4kU+jXUA0laIazx4IRXL0BR5mfbkSRJkiRJ0geVDE5ItxzDjiNIBxTSqejT3M1FgICkHeHE6HMYIr1ALnDX4Xfkc+lCS1FUijyNFLkb6YjtJ2oOcmL0OXIKf2183/3Ecwgh6E+cojm8CxBoipOawHZc2vzVnHDrWen6AALi1igxc3hSoOBKHIqHXFcVo6lOBhLNJO0omuIgz1U1aUFX6K4HIGIMMJhswcYkON7x41IK6oSsi6g5nA48TLG2s4VNT+wo56PvzFvmBECVbz0nQy8wlGxhOHWeY6PPsi7/iXSb0imezwuvNYGNwEZFv2kDGQoqWc6K8WDDREIIYtYgJ0Z+xPGRH2FjEDMHOBX6KQWeJTgV76TjDTvKsZHv0xM7MB6Y0Fng28jq/F8jx1U9zSxyCDhKKfdtQAjruhYP9TuKM/9PWCMYdgxdvfrzJaxQJmDm0wtQmH0tDkmSJEmSJEkGJ6RbUEf0AMdGn6Xcu4JCdwM+Rx4u1YeuuDJ35C1hkLKjhFLdnAg9T0s4XZnerQWpC/4f9t47yrKrvvP97H3izZU755ykVndLSEgISSAssEAwYGNgCPaAsceMw4z9ZvmNx55nj5c99nP2PNuMjW2wwIAQaWBIQgIlaElIqJNaHdW5ctWtG07c+/1xTlVXdcVuVQfE+ayltVRd5+y77z7n3jq/3/79vt+7yBmtk8bNGy1sbb2XweAlalEvh6rfxjXKbKi8npK5IC3r13jxCL3+IZ7q+2dGwm4EkuWFXSwv3Ii4SiKOAK32MhxZJFQNquFZDlUfxm2tUDQ7UntOjSImVgFSGFMGaJZ0abNXcoTv0u8fAzR5o42ytWRSsN1qr8ASLs14mLPNPSR2pIsmJCIADGHS5qzCEDaxDujzDnOi/hTryndhCgchBFprfFXjbGMPT/X/C/WwD4FEXyU7zpK9kOta38YTPR/FVyMcrD5EpH22VO6lbC/ClnkEEoUiVj6BqlOP+jnb3EukfG7seO816X4wG0II8kYHW1rfSS3s5ljt24CmzztINThBh7vxgjM0Z5vPcXzkERSJWOHC3HXc1PmROYlFGsKCy9wu4xqtmCJHpJs0o0FC1STH5M//TGit8ePqWFtH3uy6KKHQjIyMjIyMjIyMLDmR8QokVA1ON57jRH03hrCpWIspWl3kjMqYLWGoGoyE3fT7xwhSoUaJwabKPawp3T6l3oEQkhWFVzHYeoqn+/4FX43wTP/9nKjvZoG7AdeooIgY9E9xtrlnzJ2i093AzvZ3p9UYV4+i2cXK4k3sHfrfKB3xw8EH6fOP0Omsw5QOsQ4JVRM/HmFt+Q5WFm+eNIYhbFrtZUhhjb2/Be4SKvaiCccJIciZFVrspfT6h6mGZzGFm55rXnCspMtdz8LcZk43niPUTZ7s/Qe6vRdoT5MWzXiYPu8wpxrP4sdVlhV20YgG6POnF3C8nBjCYn35LqrhOZ4feJBQNXhh+BucqD1Fu7OGotWJIUxiHeLFw4yEvQwFp4i0x4rCTdes+8FcEEKQN9tYWXotpxu7CdQIoaoz4B+ZlJwIVYMj1a/hqyoAjqywtfVnKNtLrsbUJyGEwJQuebOdangKLx4k0hdvT6tReGp4TEtjusoJrZPr7sVD9PsHGQ5O4McjCJEkSVrt1bS76zFFLm0rm7m6ZnQ8xunljCbzQDMcnKDPf4F62EOkfSyZJ2920OasoWItx5D2NCNfxHufNIfz85jpnEh7DPiHGQ5O0Iz7iVWAEAa2zJMzO6hYy6nYy8ecfeZWaZS891gHDPiHGPAP04wHQINlFKhYy+hwN+AabXMec/T91aNu+rwXGAnPEKoGUpjkzHbanfW02qtSzZVkDjOPdf5ajTISnaWvuZ+R8AyxDrBlkRZnJZ3uFmxZvKgqq+T9+wz4RxgKXkrX1kcIiSUL5M0OKtaydG2dOa9DRkZGRkbGlSBLTmS84jCliyMLNOIweUgNjjMQHJ/2eIlJxV7Epso9bKq8EUu40x5rCJttLW/BwGTv0Jephmfp8Q7S4x0kedg8/4BuyTyLclu5qeO9YzabVxNb5tnW+laGg7OcaT5PrANO1J/iRP1pBCINmJP5d6YtGRcihKBodZE3WqlFPQgEFXvRlJUmjizS5qyi1z+cvn7SEjIVRbODXe3vIVAN+rzDNONB9g19Zaw1J9YhighHFtlY+QluaPtpDla/ddWSEwCWzHFD209RMNrYM/RFhoMzNOJBGo2npz9H5MibbZdN3PHKIahYy3CMMoEaSZMwQ5OOGgyO0+PtG/t5efFWui7RDeNykSQnOqiGp2jGQ4l15kWKYsY6GPf+RaI5cUFyYrQl5vjIwxypfoNa1E2o6mNWw4awcWSJVmc1Gyr3saRwY5qkmGkemj2Dn+ToyEMYwuL2hb9FxV5OLTzLC8Nf5ETtURpxP5Hy0MRITEzp4hotbGx5K1tbf+YiV2syvqpyYOhzvFR7FEjcdra1vZulhcnJzaTNp8HJ+uMcqn6VoeAlwrieWDOjEAikMDGEgy0LFMwulhdvY13lTbNa5kpMNIoeby/7Bz9Lt7eXYFw1iyEsLJmnaC5kfeXNrCrdiTODZtDofKvhSV4c/iqn6k/QiPoIVQNFjEBgCAfXqNDpbmZTy7+h0908Y8Lnqd7/ydnmD8iZ7dzS+WsY0uFI9escrn6NetSTtiQqpDCTBIW9ks0t72Bp4eZZW41GbXpP1Z/kxeGvMhgcI1Q1InV+bRO3HRdbFsibnSwrvJr1lTeRM9tnHDsjIyMjI+NKkSUnMl5xLM5fx2sW/BJnm/sY9E8wEvWklp5NlI4QSCzpkjNaaLGXsiC3iZXFm+l01zLbTqUQAscocn3b21mY38Kh6rc529jHcHiaUDUxhUvObKHDWcPywk2sKb2GnHnxqv2OUWRb63148XCiAWAtmv2kWRBC0O6s5o6F/5GD1W9yov40w8Ep/LgGgJ2uSdleSOs4W9ALabWXsaP9Z2hEA0hhsCi3dcpKE1vm2VB5AyVrQfqeSnROI2wohGRp/gZet/A32D/8Vc40nmc4PEukvNTGtZ12exWrS69hbel2LJlnbekOJAaOUaZgTP9wLYXBiuKNOEYRgIW5zch5Eit0jTLbWt/KksJ2jow8ytnGXoaCk3jxMJEOMISFY5Qoml20OytZmNvMssLOq9reM1+YMjfOdUWjdDTpmO7mcwSpIKwtiywt3IIti1dwlrNjCpe82QlArD28aIgkSXdePLbPe4EzjcSpJ292sLJ4J/Y4/ZhYB/jxMJC8T+eC3W6tNSPRGZ7u/RtO1B4ba3EZT6x9GrFPo9FHj7ePrS3vZEvbO7HFzDo19aiHAf8QAI2oHyksvt/7V5yoP8aFjjyKiEDV0Chyxsu3NfbjEfYMfJIDQ58j0h6OUWF920+yMLd9yuMj3WTv4KfYN/gZwikqVDRJ1UOsAwI1Qi06h6+qrCzdMWtywpAOPd4+9gzcTzU8Oen3sQ6I4ySJNNT3Es14gG2t7xqrpps0F63p819gd+9f0d18fsq5RrpJLWpSq52jx9vH9vYPsK78xmkFfUeis/T7L+JGLZxr/pBe7wAvDn95zKloFKVDvHiQc81BhoJj7Gz/edaW75kx8RFrn/2DD/D84P2EaTXghfPVWhHocGxtvXiQFcXbs+RERkZGRsY1Q5acyHjFkTMqrC3fyarirfiqRqAaRMpH6WjC7pwpXByjiGuUZnSHmAopDBbmNtPhrKERDRKoGrGOEq0G4ZAzWhIHgkvsO3eNMtvb3n5J585G2VrIzrZ3salyD348QqwDQIzN3TYKM7qQ5MwWrmt966yvI4RkeWEnyws75zQvISTt7mpusT9IIxrAV3WUTnYoLeniGpXUySMJiDvdtWlCaWakMFlZvIWVxVvmNI+LRQhBm72SlvZleC3D+PEIkfZRWiGRGNJOrCWNMpZ0XwFVEwnJDnISZAsMbDkxiI51yIB/dGznumB20e6su+ZKyEcrJ0apRd1jjiIAkfY4VP0qB4e/CEDOaKfD3Uibcf7eSyonhtPft2LK3ITXaMb9PNv397xUexRNjGNUWJzfxdLCzRTNBWgUQ/5xTtQfp6e5l1DV2Tf0WaS02NLy03MW6Oz3D3Go+hVON3ZTNBfQldtGh7MB12xJ7X/P0Ns8QKw9Ot3NL2vdvGiQvUOf4cDQg0TaI2e0jwXn0wX8J+tP8MLwFwh1A1Pk0jV4FWV7GYawCVWDWniWfv8wfd4B6lE3SwqvomB2zTqfUNV4fuATjIRnqFjLWVZ8NV25bbiyhUDV6Wk+z7Haw4yEp4lUkxeGPk+Xu4XF+V2T9EG01gwFx/h+z1/Sm1b+FMwFLCvcwqL8DnJGK2HalvLSyHcZCA5Tj7p5tv9jWLLAyuLtM/5NCVSdPYP3U496yZmtLC/cysL8dnJGG6Fq0t3cw/Haw2mr0RA/6P8HyvZSFuV3TDvm6cZuDgw9SKjqmMJlUX4HSwu3ULaWYUqHSDUnrG0tXdvxgrAZGRkZGRlXmyw5kfGKRCAwpYMpHQpcnl2h0aD5Qr2Fax0hBIawKMkuStbsD/1XkmRNc1SuEU2CuSKEwMCkYLZT+LHYhdRUw1P4aVWEKR2KF1T3BPEIzaiP0d37nNk+pyDzSiMxyZsdSEwUEfWoB63VWBFVGDfo9faPHR+oGn3eCxPsTWN1vq3DNVqwxiUntFYcqX6Dl2qPoYlxjVZ2tH+QNeW7MYXL6Astyu1gdflu9g7+K/sGP02gRjgw9CAdzkYW53fOSWDz0PBXGA5OsDi/i+3t76fdWT8hSB6tTGhEfRTSiqZLwY9H2DP4KQ4MfZ5IN8kZ7ezs+HlWl143bWJC6ZiXao/ixcNITFaV7uSmzo+klTTjE1YajSKI63R7z9Nir5hTpVGoGoSqQZe7lRs7P0Knu2lCa83Swqvoym3jyZ4/pR5104wHOFF/gq7cVqwLXGZiHXBg6EF6vD0AlK1l3NT5H1hSuHHM8hZgSf4mVhXv5Ln+f+LIyDdpRL3sGbifFnslbc7qaeeqdMhQcJyStZibOj/C0sItE8ZdXLiRxYWdPNH9p1TDRJNj/9Dn6HQ3T7m+SsecqD1GMx5AYLC8+Bpu7vpVHFmacm1D1aCnuZeStTgVcs7IyMjIyLg2yJITGRkZGT+CDAZHeeTs74wJBk6PZjiYXOZ+qSTOFMOcqD1GoJKWoLzZQbuzbsJxgaqP/V4gKZid8yLAON8kAp/tmNIlUDXqYfcEF5jh4CXqUQ8Sk4LVSS3spru5h3XlN40lDGLt448mJ8wWTDka7CZJnKMjDxHpJlJYrCu/kbXle6aohhC4RoXNLe9gJDjNsdrDNKJeDlW/Qqe7EfsCl5upGAyO0OVuZVfnL9Bqr55UpSIAKXJUZmjbmmp9xtOMBtg3+JmxxETRXMgN7f+O1aXXzXh9I9WkkSarDOmwKL9jGs0HkdgLmxVWFF8z53lCIkS6vf0DdLmbEBe0bgkMFuV3sKp0F3sHPwVAb3MfkfKw5PjkhKbX28/J+hMA2LLEdW3/lqWFmyaL+WJQspZwXdt7GQ5P0uvtY9A/wtHqN2nt+NCMCSWBZEP5zSzN3zwpQWBgsTC3nc0t/4Zn+j9KqBr0NvfR6x1gUX47F7YfRsqjHvWiUZgix6L8DlxjqnbCZG0do8yy4qtnXsyMi0LFZ9GqDkIgRAtyhlbDjIyMH1+01mhdRasBhHARshNxkdXbr3Qyr7OMjIyMH0FCVafX28e55rOz/Pcczbh/3l43UCMcrH6Zl2rfZVSbYUXxdlxzoihqrIOxlg4Q15zWxHjyRvtYK0Y96pmQnOjxkgA2b3ayMLcDjWIwODpWKTHqPDGq3eIarVjp7rbWmh5vH0OpIG/eaGdN+Q0ztmnkjDZWl16PI5PA/VzzhwzOIOg7HksWWF+5l1Z71by1zxjCHmtF8uMqewf/lQPDD44lJnZ1/AKrSnfNIfEkxsbROqYR9ScVKvOGoMPdzKLcjkmJiVFM4dLhbsQUybVuxInA5XiUjjlVf5JGlHxmWuyVrCzeMW2bhhCCir2M5YXbMIWLIuJ0Yzf1qGfG2ebNDhbldyKnqVyQwmRF8XYKZlLh0owHOdd8DjXFmgkhxqpENDHNqG+e1zZjNprV32Ok783Uet9G0Lj/ak8nIyPjWkU38Eb+jFrfO6gP/nvi8LmrPaNrjixVk5GRkfEjiMTEkoU5lfuHqkE8liiYDY0XD1ENTqc/KWLl04j7GfQPc6bxDD3eXiLtIZAszN/AmtIbJpSlQxKAjgZISZvV9C44V5uc2YGVBqx+XB3bTY+UR5/3ArH2aXfX0+lu4nD1/1APexj0j5BLEzLNaBBNjMAgZ7QhSQLOSJ8/H6DD3TRra4sQgs7cZorWAnx/mCAeobu5h67c1ln1SvJGO4um0FB4OSRVBYJmNMCewX/lhbRiomItZ0fHh1hevG1OrQGWzNFir6C7uWdMx6NkLWJRLqmgeLlzNoTFwtz1MyZJhBA4spxc27iJ1vGk5IQXD9PvHxqzhV2Yu36C+OnU40oW53dyYOgBotijFnUz4B+hYC2Y9pqVraXkrc4Zk0iu2Uqbs5ah4BiamKHgGKGqT6o4MYVLi72Cs41niHXA4erXKVlLWZzfhWtU5vV+uBCtaviNTxD5T0xzhIEQOYSsIM1VGNZWDHMdQra9onYLtW6CrqGx0Dq42tPJyMi4RlHxSSLvG2jVQxz0EXqPYFg3TJtU/3HklfOXISMjI+PHiLK9jOvb3jur64ImZv/QA5ysPzmncSPtsWfgU+wf+tzoAKQpCpQOU+vLpGJiYf4GdrZ/iJK1eHKQJeSEwEzpiY4E1xJJW0eSnIi1jxcPkjPbGAnPMhImSZp2Zx0t9iryZieNqI+B4CgL8zsQSJrpLrshbHJm29haRMpj2D8+9jot9goMMbu4Zc5oI2920O+/SKR9hoLjaB3PGsy5Zuu863qYMkeoGuwb+iwHh79ApD3K1jJ2df4iS/OvmrNmgRCSlcU7OVX/PrXoHMPBCZ7o/hMWF3axsvhaOt0tFMyuS674EBhU7OWzHieFORasJwoME51T/HiIWnh27OfWGbQjxlO0FuIYFRpxP0FcpRqeBq1hmvfjmq2zVhMJ5IQWnFrYTagak5ITQkhWFF/LyfoTVMNTVMPTPNnzpyzO72Rl8Q46c1somgsvixitJiIO9xP5j8z4TpJCXQshHAx7O3b+p7Gc1yFEfto1ulJoHaKi40CANFcjRG62UzIyMjIuEcn51jyBEBYXtur9uJMlJzIyMjJ+BLFlka7cdZRmUduPdcTx2ncuauxIN4ni5qR/F5hYMp/aab6WteV7KFvLpgx6DGGN7WJrNKGaPN61gily5IykCiLWIY1ogBZ7NcPhCWrROSyRp9VZTdleQsVeRj3qptfbT6BqOLJMI22bMaUzwfkj1iGNeHDs55zZPidnICEkObMdgUSj8ONhIuVhGzMHs44sX7JD0LRoODj8ZV4Y+jyhamDLIte3vY9lhVdftCVvV24b29t/lucH/oWR8Ay+GubYyEOcqn+PVnsVi/I7WF64jYq9AkvmLyqYFkLMajc6F0Ll4cfVsZ9HbWZnQwqLnNnGYHAUjcKLBlA6nDYZZYn8rIkqgSA3TrsgUKPuSpPpzG3ihvaf47mBf6IanCZQIxyvPcLp+m5anFUszF3PiuLttNirsGTu8lVTiDxCFDj/sK2BOKkm0A209oj87xAHP0QVj+AUfj49/uqh43M0h38LTUS+5Y8xzLklpDIyMjIuFmkuw8q/g7D5ZQxzHZb7xsta3fajSJacyMjIyMgYQyApW0spjHNykZgY0qFgdtLqrGFBbhtFcyGGcKYNIE3hjvX2axRePITW+pqzEoUksE3cKwRKR/jxMLEOGPAOE6oGLfYqytZSXKOVFnsVZxvP0u8dxI+rOLI8sXJiXDCpUUTj2gZM4U5wkJiJZO2StYq1n1aszIwh59954XRjN2cbz4yJm0bap88/wHJ1G84cRDonzE/YrCnfTclaxIvDX+FM4yma8SChqtPj7aXff5HD1a+ztHAza0pvoDO3+SLcJMScqlJmQ+lonFYKc25HEoix+x0g1A0U8bQ+I1KYc7IVNse9p8QSO556PCxWlu6kYC3g0PBXOFXfTTPuJ9QNer199PsvcnTkWyzJ38ya8t10uVsui0Ct7b4Zu/A+RDpvTYRWw6joCJH/BFHwBFoNoPUQfv3jSGMFVu6+q1rSHMcvEQU/QBjtWUtGRkbGZcbFLXwYJ/8eEDZCTCUM/eNNlpzIyMjIyBjDEA7rK/eyvnJv+i8CKcxEGPGCVo2ZcIzSOMcATT3qJVAj0zg0XH2K1iLEaHJCVccERyHRByhZi5DCoMvdyhH5dWpRD0PBccrW0jHxRENMrJx4JXB85GE0mrzRga9GiLXP4erXKJgL2NTytgucLmYmsdy1WZi7gQ53Iz3NfZysP5EKUPYRaY961M3B4S9yur6b9ZV72VC5L9VNmP2+m+u9eUXQs/16fgUrk7W1WOBeR7uzPnUceZJTtSeoRz3p2vbwYvVLnG58n3XlN7Gp5W24Ruu8JgyFbEs1JSa2Rmj7Fuzc2wi9r9Gs/hFanUWrPoLGZzGdVyOMmSvALieR/xSQJSUyMjIuP0KIpMKMuf/t/HEjS05kZGRkZEzAlO7LTiKYIkfRWojAQBPjxYNUg1N05jbP0yznl6KZVE7EhPhxFS8eYjA4hiFs2tx1GCLZQe9wN+IYFYKwRk9zD8sLt9KMB4BE9NEdt24SY0LwHmkPjUJMu59+nkg1GY1wDeFcRAXB/GLJHMuKr2Zt+U28VPsuLw5/mVA12D/4WfJmB6tLr7/o9g4hBJbIszi/i67cFjZU3sLpxm5O1h6n33+RQNWoRWd5fuATKB1xfdt752CZOz9IYWIKZ0zENFLenM7TaCJ9vnXJkvlJIrHjUTpMRVRnfgyL9PnXN6Uz61ona5tjUW4Hne4mNlTezOn6bk7WH6fPeyGxy4262TP4KRQR17e9b0wM9nKSPJAXsXJvIY4O49f+JwBxuAcVn0LIBVelqkrrkDh8FuY5WZSRkZGRcWlkyYmMjIyMjHlHCEGHuxFL5pKAKOyl29tDu7t+TroLV5qitQAhJFpH+HE1CZLjGqbM0eVuGQuccmYb7c46quFJer0DaVtC0rqRNzsmlKdLYZIzOxgMjgLQjPpQOpo1wNRa0Yj70t11gWOUrprbyYrSHdzY8Ys4RomKvZxm1M+J2mM04j6e6/8n8mYHC3PbLzpBAeeTFK3OKlrslawp3c2p+vfZP/RAKgaauHosKdzIgtx1l+HdTcaSeVyjBV8luhOzWYKOonQ4VkEjkLhmy4z3eaDqs+qIaNTYmJBoisw1STO6ti32CirWctaU38Cp+veStfUOEmuPw9X/w+LcThYXds1pzPnBwnLfgF//GOgmWg+j4rMYViKyC6C1D2OtNUaqYzG3xEWibTGa0JEgchM+k1onGhgQgY6Io8Oo6OjoL0HX0ap64bApJgh3Tv3hWmvQHnF0kDj4ASo+idY+QuSR5hIMaweGufYi3ptG6witBoiD54ijg0l7DBFCtGBYGzHtnQjZSeKQMv2YWkeg03Yz4QA2oNCqjyh4GhW+gFIDIAykaEFaGzDtHXMa+3KgVQOISK5n4h6EbhJHB4iCZ9DxKTQgZTuGtQ3D3o4QLXO8TnG6FhqEhRC59B6JUPFpouD7qOgoWo2AsJCyE8PagGFdh5CdM75GMk6Ajs8RBT9ARUdROrGglrILw9qCYV2PkC0X1dakdYxWQ8ThD4nDAyjVC8RIuRDTeRWGuY4pBRaFBbiTrl9yrzZIPhcGjLUUKrQa795QYwAAIABJREFUJA6eIQr3odUAoBFGG4axCsO+HmmsmFaoOXn/IVqNEEcHUeGLKHU2WUsMhCwijSXJOpjr0s/C1OuZfK7T7wSRBxRRsJvI/w5a+xjmJiz3dQjZkR4/SOQ9TBzuAWFhWNdjOrcjRGnC+9faAx2QfLZzoEcI/e8SBU8jMDHsG7GcVyNkCa1Vck943ySOjyJEC5ZzK4a9fcp1Pf8aTZipLVO4iDl+r0++Vunmh24Qh3uJwmfR8Vm0DhGyhDSWYdo7kebKGec4+TXqxNEh4vCHqOg0miZClJN1tG9AiKmeR+SM1/BiuPaeEDMyMjIyXhF0ulvIm+0EQQ1FyInaY6wo3k7JWnS1pzYJR5axZREvHiRQdXqa+4h1QMlYRIu9cuw4Q1gsyF/Psdq3aUS99KbHAYnbxLiHQlPmaLVXc6axG4Ch4CUi7WEyszZCIxqYoGNRsVZctZ78vNGROpkI8kYH29s/gBcPc675LNXwFM/2/QM3d/0q7e76l/U6Qghcs5U15bup2Mv47rnfpxqepBkP0N3cc8WSE67RQslazHB4AoBB/+iczhsJz40JadqySMlaMqMLRTMaIFC1WZITmmp4cuzngrUAS168eKQQAscos7r0eirWMh7t/gOGgmN40TDnmj+8oskJIQRCVJCyDRWndsVqmKRyIXmoDZtfwa99FK2bGNYGcpXfnXPbR9D4XJr4CDDsLeTKv4MwFiSvowPicD9xuDdNShxCRcdQ8dl0Hj3UBz+CYOpAwXRuxS3/BkK0zjADiRAOKj6KX/84kfcNlBpMEybpexQuQrZgOa/DKX4wDfBmDnK1GiD0vkLQeAAVv4RWdWDUOclCyALSWIadfxdW7k0IMb2LUxzuoTn8f6NVA6f4c9i5txP6jxHU/544fBGtR8cWgJmOvQqn8AEs9w1whQVMm9XfIwqeRMpF5Fv/DK0bBPV/JvC+ngTMY4ksCyFLGNZWnOKHMe1bZv3eVPExGkP/Ga0GsNw34ZZ+Ha2rhM0v4tfvR8WnxgWDArARsoDl3k2u/Dsgpv78aq3Q6ixB47MEzS+i494kSCUiuWYOQhYwrC3Y+XdjOXcg5vDZ1toj9B4mqP9zkqDStTS4JplbvZI44EyRnLDzb8Mp/iJc+PdH12gM/w5x8AyGtYlc5b8jZJnIfwy/9lHi6IU0oTAaYCdJHGmtJ9/yZxjmiinmGRKHBwm9rxP5D6Pis8l9pf10LSFJCDgIWcK0b8IpfADD2j5lsiPyH8Yb+UvAJt/yx8Th83gjf46KTwIKRIEo+B658n8GJN7IXxI2v4jWI4BEyApW7j7c0q9M+Gz4tX8gaD6AaW3HLf8Wfv1jBI1PoVU/IBDNzxPn341b/AVUfIJm9feJgqfTe8IiaHwGt/RL2Pl3A1NXN3ojf0HofS1Jfl6AkAXc0q8mn6u5oBs0hv8v4mAvhrWRfMufouKX8Gr/i8h/HK2H0jXWJMkLFyk7sXL34BQ+AHLRrIlLFR3Er3+M0H8crYbGXTMTIUupRsbk7ytprqLQ+pcwDxoaWXIiIyMjI+OyUDA7WVp4NUPBSwD0NPdwdORbbGt990XpV1wJTOlSMDvw4sH0v2E0MR3upgmWjwKDdmc9jizjxUOcbT47LjmRtIaMjSkcOt2NmCJHpJv0egdoRL3jtDgmo7Wmzz9ALeoGRl1ZtlwTayWEoNVezc6OD/F49x8xFBynx9vLs/3/yC1dv0be7HxZu6oCgRAmne4WOtwNVMOTKB3SjAevmJiqY5RpdzdypvEMipDu5g8J4lmSCFpzrvkDQlUHkiRVq716xmtWDU9Sj3oomNO3M3jRIAP+YSC571rslRel8TGeZG0NOnOb6XA3MhQcR3Fl13bcZJgQPAlzws+GtQWtG6j4WLqb/8ycFO21ahB630BFBwETU945tpOa/H4Ar/pHRMHj48/ivEBIhI5Po6e5bkqtAz1L+4cwUKqf5vDvE/nfTsdOd2XRSSCpG+i4TtC4HxWfIF/5Q4S5ZOr3pDVancMb+XOCxucAnyQwMMaNmYiOxmqQZvUQcbg/CcLk1Na8WjeJo+Oga0mghcIb+cs0IDNAmAiKaB2S7HwPpmOfQOsGdv5nrmiyVMXnkuoFOUzoP0LofZPI+3b6WzPZPdZROtc+Iv8RVHSMXOV3MZ3XzjhXrQNUdAKtuomjF0A38Gt/i1//hzShZJCstyS5lgFaxQjRcn7XetKYGhW9SLP634n8x0kSEgbnd7rj9JoNEPnfJQ72oIofxim8DyGnFxnWOiBsfplm9Q/QqhcwkcYSpLkuTYidIY5eRKvucWel9wpi2oogTZJIUfFRIELrOpH3aKINE58etwYW5913hgELKadJgumQoP6PBM0HIK0APL8GueTfdJh+FmqEzS8RhwfIt/wRhnXDpM+6ViOo6Dha14iCR/Hr/4yKzySVP9pLKh68rybVSOjkdXWcVkM00aqfoPEpTOsG7Pxbx43bj4qOEumI0PtSkpjQtbFxteohaNyPYW0g9L5F5D8KOCDc9Pdn8Wt/j2HvwrS2TL0UahAVpUmUse+b5HtEqBI6FZueGxoVn0mvlSL0v41f/wRx8CQT77HR9a2j4hp+7X+h4j5y5f+CGCfafeHYcbif5vBvJhUnpBpC1naEbEXrKnG4HxWf4Hwb3Oh1lQhZZL7a47LkREZGRkbGZcEQDquKd3Ki9lgSaBLxwtAXUivSO7Dk5e91nyuJmGUn/f4hqsEpQt1EIOh0N2PK8ztNQogk+HRWc675Q3q8fUQq2bkrWJ0TAlIhJF25rbQ76+j2nqcZD3C4+nV2tC+bMOZ4vHiQYyPfGtuF78xtps1Zexnf+cUhhKTT3cz29p/l6d6/oRad43Tj+zw/eD83tP/stHaeOt01mksQrIjGrGcFBvYlBuSXghQGywu3cnTkG4yEZxgKjnO89ghry/dM2aahtaYanuBE7TEi7SEwWJi/geIsFr9ePMzJ+pO0Oeum1HxQOuKl2nfH2kpyZuu07TMXtbY6GtPRuNJrC6PB9kjSNgCARMoOxicnpLEU072DoH4MratE/iNYzmtm2ZHTxNH+JMBEJ5UJ7usnBqYih+nehRy306tUdxJA6gaIApZzJ0JOfQ8b1qYxF5LppxEQNr+CVoMIYwG2ey+mczvSWAjExNFhgsaDaZATEPmPETS/gFv69xPW4Px4NbyRvyZofh7wEbINy30DpvP6sR1rFZ8m9L5J6H0tDcI+g5BF3OIvT7uzP0rkP07kP4ZWVUz71Vj5t2KYm9L2hqFkfo0HUPGpVMD0E5j2Lgxr/dTzvYxoNYw38hdo1Y9hbcHKvTVpNxFFtB4h8h8laDyIio+h4hN4I39C3liCNNfP4bOh0XEPfuOfCBqfRIgSpnsPpv0qpLEYhJUE/+EeVHQ0EXGdrgVBnaNZ/R/pNdYIYzG2+xZM97VI2QnEY1UFof8dtB7Er38UIQvY+fcgptEXUtEhvJG/ThITwsXOvxsn/640ASdBN4nCp/Gqf5oGrxLLeT2mezfSXJoG7jNrF2lVJfK+hd/4OKgqpnM7pn1rcq7Mp+0k+4mDpzHd1ydB+lSIHKbzGsLg8WQtrW0Y9i4Max1CVACFik8RNL9M5H0Lrauo6BB+/RPkK+tm+Kwr/NrHkMYCcm3/FSG7CBqfJGh8GnSToPGvgMC0b0xsimUZv/5xwuYXQXuE/rewcm+ZdO1UfBa/9jEs57XY+XehCfFrf0fkP4xWffi1/w8V92Ln34Wd/ynQEc2R/5c4+B4qPkfkP4Zhbp7yPnMK78d0bkWrIbQaQql+wsaDSZXDy0CpbrzqH6Lic0hjJVbuPiznVoRsAyKicC9h4wGi4BkgJPK+Tmjvwim8i6k+u1o18Wt/RxzuBSSm/Sqc0q9gmGtA2KBDVHwcr/a3RN5DgEKaG7Dzb8cw1yCNFSAuzsFrOrLkREZGRkbGZUEIQZu7jo2V+3i2/2OEukE96mZ3718z7J9gfeUnU5eMyQ95sfYZDk4SqNqkBMHlwJRJcgJgJDoLWqXWoSsnBaV5s502Zx3dzecZ9I+gdFICnZw/8Y9+wVrAmvJPMBAcIVR1Dle/RsVexprSGyZZX4a6wQtDX+Cl2mOAxjEqrCu/6ZJK+S8nUpisKN6OFw3xTP/fEaoGLw7/b/JGO9va3o0QxqSqgWp4il5vPx3uRsrWkmlFQTUxp+vfp887AIBtFJMqhCu4s9/urmNl8U72DH6SQNV4fuBfyJntLM3fxIXlrPWomz0Dn6Q3nW/ZXsKa8hvmoMGhOVz9Gq32alaW7pggnqlRdDf3cGD482N6Jp3uFjrdqcVkR6Kz9DSfp91ZT8VePsvaPkWPtxfQWDJPq7P2imsIRP73xjQPpLEIaSyeGCyIPJZzF2Hj82g9ROh/Fzs+iSmn3pmEpIw8Cp5Cpy0ahrUVw5q4XlJWcIsfnDSXerAXrRsI2YJT+hVMa+PLeXdodQ5prCBX+R1M584JZerS3IRp30Rj6DeJ/IeAiND7Ok7h/enO4/j3FBF6DxE2vwC6iRCtuKX/hJ1/54QkiWFtxHRuw7R3pLvqfQSNT2NY27Dce2cu41a9gIWVezO58m+mSZTzGNYupLGG5vB/RetB4vAgUfADpLn2KrSahej4FIb9KvKV38OwNl0w1xswrK00hv8LOj5DHD6fJn7+E3MJd+LoRVTtBFJ24ZZ/E9O5bQotgJ9GqaFpeu5Ba5+g/qk0MaHS++D3MZ1bJ9wHhrUZy309Xu3v8OsfRasB/NrHMKztiQ7FFNcs9B5CxccBMO1X4RZ/CWl0TTjGMhah4yGaI38Iug5CYufum+SeMx1aj+DV/gaIcEu/mlTJXFjNkftJtKqhR6uCpkAIgeW+DmQOw9yMNJZMSggkOimvwpMdSSsWEZH/RKJBI6dPRGpdxyn9cpKwRCDkh4iC76Giw6j4JaSxFLf0G5j29elcbKLgcXR8JtGX0VUQFyYgfYQs4JQ+gmGuThK+hYA4eBath4jDPZj2Lbil30Aa7WitcQrvoxF8D/BQ0SGSqqbJ94VhbZ7wXaS1lyQEo5eXnEA3UfEJpLmJfMsfpC0x4zSvzM3Jd83gfyQOn0HrEULvG9i5t015P8ThD4mC3YBCGItwy7+Oad844RghO3GLLo3wUHIv6hqW/RoMe/rv5kshS05kZGRkZFw2DGGxrvImmnE/B4a+QKSb+PEw+4Y+zfHaI7Q5a2l1VifuIFrjxUOMhGcZDk7gxYN0uJtoXbBqVp2Glz9Pm0KanFCpeFXZXjalPoYUJp3uZg7LrxGoEQBsWcKRpUkbEgLBytIdDAZHODj8Zbx4kGf6PsrZxg9YWriFopkEA0PBcU7UHqW7+Tyx9jFFjg3lN7M4v+uSxCYvNxKTteV7aMQ97B98kEg32T/0ucTBo3z3JHeRetTNc/3/iEbRYq+kw9lIi7OSnNGGIR1iHVALz3Gu8Rwn60/SjAcBWJDbxqL8jiv63gQGGypvYTA4yun6bqrhKZ7s/hOWFW5hUX4nObOdWHkMBEc4PvII/f6LaGJcWWFb67tnrXQRSFyjFT+usrv3rzjXfJbF+V3kzU4i1aTb28Ox6kNjuhc5o53NLW+fNkHXiHr5Yf/HiXVEi72cDncTLc5K8kYbhnSJdUA97OFc8zlO1p+gEfUB0JXbwuL8zvldvOnQGk1IFDxN0Px0+o8S074FaSydcKgQIkku2NsTwbu4j8h7CNPcPK2Oh1aDRN4jjPZGW+7diHnaxbt4TOzC+1MBvomP2UIIkAuw8+8gDp5B60G06iGOjmLaE3VVtBokaH4erauASHZGc/dNWb0hhIOVu484PIBf/1hybuNzmPbNCKNzxtka5vq0DWTBFOPKJPHh3ELofRWIiMP9oJuzVmVcFkQBJ/8+pDlZ42Z0rnbuHfi1vwFCQu+hpF3CmIPOkW6AyCWBrXPHtJURcprKmqSd4ziB9xWSQNXAKfxsmuSY/B0uZAmn8F5UdJDQ+xoqfomw+aVUHLIwaexkB1wBbnJd5WTbaiFkUqFR/ygqrhGH+4ijg5j29tnfPwCJ2KZb+g/Y+XdPq4MhZHHWuhkhS9juT8x8jChi5d5K6H0TFR8D3UBFRzGsDdOeI42FmNZORv/YJq0H16GipAXOsHZimCvHHb8EKTuJ4zNpu1gfxhTX0LC2Io1lgEAIgTRXIc3lxOEQYGE6r0Ya59tYDHN1cp10HRX3o1UdYVxp4Wobt/jhKVthhBBIYyV27i00o/3J2sanUfEZDLlmwrFaa6Jwf9raBYa5CcOcmPwbHdMw12JY21Dx8aRqJPhelpzIyMjIyPjRwjHKXNf2PmxZZv/QAzTjfmIdUA1PUg1Pcrz28LTnVvSKsbL1y0nirNGOIWxiHSCQtNgryJlT92d2uVtwjZax5ETObMWU7pQ6A65R4fq29xHrkCPVb+DFQxwd+RZHR7415dimcNlYuY9tbe+6plpfxiOEwDYKbG19N81oiEPVr9KM+/lB/9+TNztYUrhp0jmhatKM+xkJz3Cy/sQsryDpcrewve1nsWfow74cCCEo20u4qfMj7OavOVV/klp0jgPDn+fA8OenPCdntLGt9T2sLk1OzFyIFBarS3fhxcMcHfk2B4e/xMHhL015rGu0cEP7v6PL3TrjmJH2qEc91KIznGp8b7Z3SIe7iRvafo6cMZO448tDa0XSoz+Mio4T+U/iNz+LjpOkizSWYRfejZhil1QaHVjOnUTBU6DrhP4j2Pn3IKfpl46jQ0Rpn7Q0V2Lau6Ytj7/cSHMllnP7tC0gSfJlC0KW0fEgOu1tvxAVHSYOfpCcIzuwcvcgZ9hRThIUbyVoPJC0ZAS7iaNDCNkxQ/WEgem+Ngm0phtXFjGsrWlyImlb0IRXRQXHMNdi2NdNW7UhhIvl3k3QfAAdn0mdMp7Fzs1NhNlyXofp3HyJjgOKOHw+3UUHaSzHdF83Y4WJkJ1YubcQeg8DPqH3TezCezHkqguO9NGqL32PzpSVCKNI2Y6QlUTaQo0kop7MNTmRrLGVu29OAp0vGyGQ5ookgRYfQxMnArIzIOXCCXNL1uN8xY9hrbug3cQ836qlQ/SoU80EbKRcPKFSRshyso4AwkSaGxhLiAgBOAhRToU+m5wXDL1yGNamGe9XIUT6ecmhdQOta2g91frG6f2VvAdpLINpvj+FzCONBSRVhIo4mpto9MWQJScyMjIyfkRwjRZa7eQhsmQvxpiDJacA8mbn+fOmqAQwhEXFXgpoTOnizPAAfKk4RoktrT/Fgtw2Dle/Trf3PF40SKQ9Yj2qOi+QwsQQNpbI4ZqtLM7vumI2miVrMR3uxjEL0YW5G6atWsibHSzO78JoJn/A2931M7Zf5M0Odrb/PB3ORg5Vv8JIeIZA1VE6ApLKDVsWqNgrWF/5SZYVbp0gxDntuEbH2LUtmpN3Pi8WgUHR6hobM2e2zSjs6Mgy17X9WyLtMeQfA+BY7WHanfW45vndqYq9gjXlN3C6/n28eIhIecQ6QBEDGoFECgtL5nCNFpYXb2N9+V5K1vTq4pbI0eKsIohHsGQeOQc7NlO6tNgrcGQJx6hgzqAhULGWc0vXr3G4uonjI49Qj3qJVBNFhEBiCBvHKNPmrGNTy9tYmNs+p/YjpSMM4bCz48OUrKUcG3mIRtxHpJpoFBITyyjQYq9kc8s7WFZ4NYac/r2VraWsKb+Bk/Unz3+mVIBCASpdWxNT5sgZrSwt3ML6yr2UraXzYvs2nqD5IFHwJOcFBGO09tGqmu7KBYBAGAtxS7+GYU0fNJnuHcjG/ajoRVR0mCjYjeX+xGSxPK2SHmjdAAxMexfSvDC4u3IY5tpZ3UWErJx/+NdR6uQwkSh8PrE6JAl0kwTCzCkBaSxEWpsSgTw9ggoPgH0j02sNJOs1M+OCO0itEeMZjr98JLvgM3/PGeYGpGgj5gxa11DRkTmKvjoY9o6XURESEoU/ZFRg1bC3Ty8YmSKERJqrkcZSVHwEpXpQ0WGMC+/fi1hvjb4goX8xaSSJtNalFQRXBjHBSjOxH53x+EkJSmNCMmLU8nYio+OrqccXJkJOTNQKrHHnGcgLK5CERAg7lbgMOe9CcuUwrG2zuAeRiLeOrocOE6vmSYxaLI//eWq01qnN+dgrzHG2cydLTmRkZGT8iLC2/EbWlBPLKYGctrd8PAKD69vey3Vt7xk770IK5gJeu+i/MZogmOqY+cAQDgty19OV20ot7GbAfzGxYFRVlI6QwsSSeXJGG2VrKRV7OY5RvmzzuZBFuRtYsPQvGEuUzLC+Uljc3PUrY3+k53I9XKOFDZU3s6L4Gnq9/QwGxwjiGkKAa7TRaq+iw92YJiXEHB6mBdva3sPWtp8Zm8PLxZJ5dnZ8mB0dH0rHNGYcVwhB2VrKaxf+13EPLGKChgIkSZRdHR9ma+s7GfSPUgvP0YyTQDoJ1i0co0zJWkK7s5682Z689gxr0OFu5J6lf8756zX7I02Hs4G7l/wxc7nGQgiK5iKub3s/a0v30OPtoxqeIlLNtNKmg3ZnHW3OWszphOGmQKOIdJOC2cX29vezunQXPd5+auEZYh1gyyItzkoWuNtwjMqsCYSc0caO9g+ypeWnGBhb24EJa2vLEmV7Ce3Ohjmt7aWiVTfxBLeAC3ExnVtwCh/EdG5mpsdQaSzCcl+HX3sxadvwH8FybpskuqZVT9orHSNkK6ZzF5PsEq8YInXJmK3aJ3FQSNBTuoCo6AjndzI7EHI6lf1xry7yGOaKVL0/qShBh9PugiIsxAVtNVMcxIRg7yolJhJHgPbpRRhHEW7SxhHtBcLUKjZiNjFIIUtIY9GlJ+x0hAoPn5+tsXxSe8ZUSNmOMDogPgI6Ig5fxHLvvmByubHgWWs/teFNvsMmTUP1gR5OB8+nIpxzxUytbeezlVCjdYiKu9Hx2UQYUjfSIDlI3k90Zu7DTemSMl6IusAkq8v0muoJ7jzjGXURuXBMcf7/J13L8b/XUzmFXmYE0lgyxbwvPGz8tVRTftckCcgOks9ImFroRjBV8l430HFPMhYGci4tUxdJlpyYR5pxwOdOfJ/Hel+Y8O+vX7iNtyzZhW288pf7mYGjfOLoo6wodvBzq++kYl9ZJfBriWrY5P5jj9Lnj/DeVbezsngxfyAujT1DJ/j0S0+wrbKctyzbRc6YfScx40cDIUQa/F7cQ0Ny3szfPUIIjAse3B488X2+3b2P1y7YzFuW7MQxXn6J9GgwJDAp20so2+ft8/r8Ef7q4Nfw4oAPrt3Bwvz8/8GbfX4SY44B/lzWdapzQJAz21hevI3l3HYJs7xwDhd/T8w+5sW/r7ncYwKTvNlB3pzcK30pXMz1utRzRte4ZC+mZC++2ClOgx7byRUYtDgraXFWXvJoo2ubM9tZMk0b0pVCiHK6yz760C4hLbs2rM2Y9o1pb/dE292pcbGcOwgan0WrPkL/Ozjx+zHkeHE5TRTsRkWJXbE012HaO6+4yOd5DIQszENFikarIZIAQIIoTSHOOAXCmljloAaZaUdXiPzcxr0mGF3b2a+tnFDp0QAdTJ+gGUVYswd6M6LGOTCYCFmZW5AvCmlAnY4xRVuDEBLTvjW1JvWI/EeJc/emiYR0PbRG4xM2v4pKtQOksRxpTdbnmJ5RS8iXj9YRKj5J5H2H0P9u4viihxMLTh0kwS9x+t/cLShn/fskxif+5jqmmPVazWUz6MpiIsTcPg+zIYTAtG5AGF3o+DRxuJ8o2I3pvGaCbo7WMVH4HHH4XHKeLM+h8urieeVHy1cQiaBkuZTNHM044Gith16/ysbyEtQMJTKvJAaDOs8NHidQIeFVy65fGwwFdb50+mmCOOaGtlVXJDnxdP8RHjq3l+7mMK9dsJlc7kfloSPjWuNUY4AfDBxjTWkB8ZSZ9vkliEP2DZ2kHnmMhN5lf72MjIz5x8rdh1P8IAKXRLzSSrUXDBAmyQP13BOA0tyIYe0g8r+BjrsJ/e9OdOHQdSL/iSToIdEMmM4K9MqQvOf5IGnp0IC8iASCwflS9DQwn/H50+JylGVfPuYYII5fLx0wt5L7l1s1qNFq9G+XTNsC5vKqo5+NdIwpNRFItTQeREUvEAW78Ub+BDv3dqS5CoGF0v1E3uP49Y+n4p4l7Pw7UuvOOSKSub9ctA4IvYdSa8o9JBVAGnCRRidSLgKZR+CAkMTBnmm0EKad5MxHXNItPctJVy3hOR1y3H3z8jHs67Cc2wgan0GrbryRP8ZRA2nrSAlNgzjYi9/4eFq5Y2K5b0K+LHejqcmSE/OILU3etHgHdy3YSqAi/vbQN/nyqWeuyGsrrfino9/BFAbvWXUbxjz3kV4LKK35wsndnPWG+PC6uzGv8fdYslxu7ljPYFBnfenK7AJvqixla8tybmpfQ8m6NoX0MjIulmY0wPOD9zPkH5/3sRfmruf69vfN+7gZGT+OCFFEykVzti6cdTzZiuW+LtGx0COE3rew8+9EpiXuKj5L5D+WHrsY07mF+UoOXDrzE8QkSR3BaFn8dGX8E7mgp164M58jmPn31xQ6TTTM5dBxxwmL+awumx4xrgxeoYmY2zWLx7XKiGltSqW5Arf0G3gj/wMVHSFsfonIfyIVPDVT8cuzJLaYXTiF92G5b7ziVURax0T+YzSr/w86Pg1IpLkW230Thr0zma8spIkJE61DGkO/TBw8dUXn+aPP/F5XIRycwodRcS+R/zhxuIfm8G8jjIUI4aJ1kLTl6CqJ3fMdOMVfRIj51yjLkhPziBACSxhj6up548r1PA4ENR7reYHF+bZXbI3GSNjk8d6D1GM/Efu5xv+eVqwCv77pzSityJtX5l7Y1baazZWl2NLAkVf7AS0jY36ItE9vcx893t55H/tadcPIyMhIn6uc1xAYy4ij/amDxVNI925AEIXPoOIzgMC0dyDN1VexpWM+EalTgCQJXmtoHU+yJp1HcvkaAAAgAElEQVSEDtGqOvajFKNjvBJQaYuGnnUXO7FfTRAiN3tLx7wgx1XtxGg9gtZq1naBRGB0VBB19LpPRggLy70LUDSrv4uOT6JV/5j9IyKXtk9twsrdi+W8/mW2qVwaWlfx6x9PExNgWNvJVX4bw9pC4nAx8dppVePKJI8yZkOaa8hVfpvm8G8T+Y8l93DUJKk8shGyNbm/nLuw829FyIWX5fs2S068AtBac6zWwzlviMX5mZWBLzeX65FAa805b4hj9V663PnP0l0OpBAUrlBSYhRTGpSzYCvjFYYpHLpyW7GN+emFHU+7O72fekZGxtVHGAsw3buJawfQaoDQexjTvhWETeh9CwgRoozl3jGj1eaPGtJcS/KYHqNUP1oNIIyuGc/RuoGKT44bY9UVCsyvBCoJxnVjnEbDVASo+Fz6/ybCWMAVqaYRJoa5hjh4AtCo6FSSdJjF/UOrAVRqE5pYVk7tNKO1Rqt+Iv/baDWENDfiFN6bCBJqnQiByjakuSzRfrlKSbr/n733DK/rOu98f2u30wt6J8DeRYqUqN6bbcm2ZNmOXCZtUq7HmSeeOPcmGWfyZJJM5s5kktxMqkuKndjxuMmxZcsqtERVkhJJsVcQRCM6cHD62W3dD/vgiCAAEhRBUqT2jx/0CNhl7b3W3tjrXe/7/7t2F45VXkgQMYzIp1H1jXMGabyA02wOEj6XHenpmbj2SYRIYEQ+gWZsLmsk6QglgaI2I5SGBXd6OpNrOjgxWspweLKPplAVS6IN2K5DT36UoeIkjusQ0gI0BpM0h6tmlEFIKSm6Fj25UcZKGUzXIaIZtIZrqA8mFrxswpWStJXndGGCCTOH6dpoQiVphGkN11BlzHwRp60CQ8UUY6Us24YPMWHmGCqmeGHwAMoZ7asLxFiVaMFQZna36dj05EcZKaYpuTYhVacpVEVzqApNmTuSmbdLnMqNMFrKoCCoCcToiNaVRWUW5p4A5OwiQ8VJxkoZdo13MVRIoSsqLwwdnNYHCT3MumQrwTMEIC3X4Vh6gAkzy/XVHYTUABNmlu7cKFm7gIJClRFhUaSWqBac9iJ3pWTSzHG6MEHKzGFKB12oJI0IreFqkrP0B0DWKrI/1UPeeTul0FBU1iRaqQnMrt6dtYrsS3UT18OsjDdTdEy6ciOkzBwAcT1ER6SOhB6e8cfGlZLe/CgnMtPV0c/V56506cmN0p0bZXWilZpAlIHCBP35cQqOhaGoNASTLIrUos8xBlzpMlRM05cfI2cXcWaRKQ6rBhurOghpF6974UqXlJnndGGclJnHKvdHlRGhNVxzTuFVR7qMFtP0FybIWAUkEkPRqTLCNAaTJIwIygIMWtOxOTjZiyUd1icXIRB0l58Ry7WJakHawjXUBePTns8zkVIyZmboy42TtvIIIUgaEdojdcTPUaYjpSTvlOjOjTJeyuJI1ztfpJbaQHTO8wGMl7xnIm3l0RWNplCS1nANijiXgeTbAcP+/Dg5u4QqFOqCcdrCNefMFLJch/78OAOFCUzX9sZ3WY9lrn4Iqkk2Vv982XZyYVGvmQ93H59rFR09cBdm/utIdxS79CquOwSyiGsdBUCoLWjGrVz4EsnZ2797ck9VfR1ChMtuBn24dnfZznDua5TuGE75nkAAVV/JtfSp7zoDuO4I6jlsm127s5JNIEQE9bJl02ioxnWQVwAX1zqAdCfOKTAppYvr9JSzfzxBWVWbS8DSxMx/GzP/JEIECMZ+HT344LtO0NR1BivBBkWpQtWWnzN7xHVOI93xy9U8n3NgW29RzPwl0k1hRD5FMPrZshjv5Q10XTtvrFk4MtnPHx34Hg82XccT7bfxZO9OXhk5wnAxjeXaBFWDm2uX81trPkxUf7vGy5UuXdlhvtOzgzfGOpkwc9jSIajqtIar+UDzJj7QvJHQAq2Km47Fj07v4YWhg/TmRklbBSzpoKAQ04OsjDfzyY7b2FDVMW1C/vzgPn7Yt4uRUoaUmcORLgdSvRxLD0z703V7/Wp+c/UjGMbb3e1KyWBhgm/3bOf10WOMljLYrlOZnDzQdB0fbNk8YxIupaQvP8a/dL3MzrETjJs5NKFQZUS5rW4lrZGaBQ3cvDZyjO/27GCgMMGElcOSDt3ZEf7bge9Nu8a1yTZ+b/1HpwUnCo7Jt3peY8foCf7Xpn9HxirwrZ7XOZY+TcYuIoC6QILPrHiAexvWVfYrORY/6NvFtuFD9OXHSFsFbOmgCoWYFmJVooVPddzOumTbjGsdLWX44onn6c2N4kiXgmORNML8/vqPcUvd7MGJwWKK/3Ho31gcqecTHbfxg75dHJzsJW0VcKRLRAtwXbKdTy++gzWJ1mkTOFe6bB89zpdPbMWVEtO1MV2bO+tX84V1H5nW51PYrssLQwf5p5Pb+OyKhwioGj/s20VvfpyiY6IIQWPQGwOPt91EXA9NezGVHItnB/bxVP8u+vLjnvip61J0TVwpUfAyRjqi9fzxhicuOjhRdCy+37uTl4aP0F8YI2MVK/0R18OsSbTw6Y47WJ1omTEJNx2bH5/ew4/6d9NfGCdvl5CAKhQSepi2SA2/vPQ+1iXbLvrlm7WLfPnEVkZLGf7T6od5c6yTl4aPMGFmMV2boKLTEa3nifZbubN+9YzgX8ExeX3kKE/2vsHJ7DA5u4QQENdCrEu28TPtt7J2ljHnSJdDqT6+07udfRM9TFp5XOkSUg0WR+v5YOtm7mtYP8MtyJEu+1M9/EvXyxya7CNnlzAUjaZQFQ82XYclnVnviZSSrF3kuYF9PD3wFr25sfK4Uag2omyqXswTHbfSEamfEWzI2UW+3/sGPz79FgOFCVwpK++4+xvXzxkME0K5JFkTPj4+736EECj6CjTjFqziU7jOKRxzH1JO4rreCrkeuLu8Qn6hBw++LSonbXAzC9jyi0PVVqIaG7BLLyLdQazSi6j6GsQcE3MpHazis0h3xNtfX4eqrbikK5yXG8fuxLEOoKhts054pbSwii/iOl4mglDrUPXrL1PrVDT9ehRtiVd+ZB/HNrejqy1z9oGUk1iFZ0FmAdACtyLUxtm3dSc97RWKCKXRs5FEKa9qw7uz1vlMu82ZSFnELr1W1srwudLY5g7PilaEUbUlvG3bOx/tlIXjmg5OTDFYmOQfT77I7vEuFkfq2Fy9hIJjMlBI0RRKoipvvzSklPTkxvj/jvyYA5O9LI02cnv9KmJakJ78KG+MdfKVE1uxXJvH2m4isAD2oIpQOJ4e5HR+nPZIHYsitST0MBNmjjfHO3lt5BiTZp7fv+5jtJxRtrEy1ozepuFKl51jnTw3uI9V8RY+3HrDtElBU6hqmqWklJLh4iT/+9hP2DFynLZILe9v3khSj3C6MMHu8S6+enIbWavIzy+5e9rkMm0V+ErnT3luYD8t4SoebtlElRFhsJBix9hxdo6dwHYXbnVzanJlS5cjk/18t3cHbZEaPtVxx7RrrDaixLTZV5Yt1+Hl4cO8MdaJRLKldjkh1WCslCFvm1QZ0WmTMFUoHMucZrAwweJoPYvCtcT1EGNmljfHOnll+Ag5q8h/Wf84jaHpquBNoST/ee1jjJsZ+vLjfPXkNkzXnte1duVG+Jtjz5J3TG6oXkpjKMmEmeWNsU5eGj6M5dr89tpHqTujrEUVCvc3rmdFrImMVeTlkcM8fXrPvM5nud7EPWMVaAgmeaRlE4ai0ZUdZufYCb56chvVRpQPtW5mag3dlS5vjHXy5RNbcaTLwy2bWBVvpuCYbBs6xCsjR6kNxPjsiodYm5w7W+RC0ITCkfRphouTLI020l7OdBktZXhjrJNtQ4co2CZfWPeRafdGSslro0f5+86fYrsOm2uWsChcixCC4eIk3blRcnbpnFkF74RxM8vfn/gp42aOVfFm2iO12K7LnolT7Ev1kLWKNIeqWZV425bQkS4/HTzAl048j+k6bEi2syRajyUdDqX6eHXkKL35MX5n7WOsTrxtv+lKydH0af78yI84lRthdaKF++LrMBSNU7kR3hw7yd8eew6B4L6zJv9d2WH+95GnOZYZYEWsiY1VHQRUnZPZIf6t700UBO4sGTG2dHmydyf/dHIbcT3EzbXLaQlXk7dLvDXRzU9Ov8VYKcPnVj9MW/htW0PLtXmqfzdf63oJR7rcXLucJdF60laBA6le/rHzRbK279Lhc+1SG1iJKz2xwqrA7KnbPrPjlW3ci13ahpRprNJWQAdZRIg4WvAu3knqvqLWedkJgJQZbHMXqnE94l2QUSWUKozQh3DMXUiZwSw8iaqvRw/eN6N9UlrYpdcx898FXE+wLvQQQl0o+9t3CTKLmf8Wqr4KVVvKmRMmKSWOtR+z8H3A+1uiBW7zyh4uA567TDt68H2Usl8GSpRyX0PRV6Nqq2cEU6QsYhWexio97+2v1GAEHz6HwKAGwssSdZ1+Stm/RQvcjaLWMl2zQUWIIEKpQdFaPc2Ny4iiNnrCoNKzsnXtE0h93SzXb5fH7DeBeQqd+lxShIgCAmSOUu5fkbJYtqs9c5FRgDAQIomitSBEYsEDoO+J4MTu8S5aw9X8P2s+5H2Al1Pdp1amzxQOLDoWT/buZNd4F3c3rOHXV76f+mACIQSmY/PMwF7+6thP+Gb3a2ys6mBlvPmiV1w1ReWJjlt5pHUTiyP1BFUdIbyJwf5UD/91/3c4lO7jcLp/WnBibbKNtck2HOmSc0yeG9xHS7iaR1o3n9fJ4unTe3hx8CA31izjN1c/QlukFkUIbNfh1ZGj/Onhp/hB35tsql7MlpplCCGQUvLqyFFeGT5CbSDG51d/kJvKv3Oky6vDR/ifh384raThYlkWa2RZrBFXSqJqkO/27qAmEOPhlk1zrrKeTc4p8lT/bu5rXM/H22+hJVSFKF/ruJklrk8vCdAUlU933MFH2m5icbSOgDLVHy67x7v4wwPf5cBkL0fTp2cEJwKqzop4E9DEYCHFk707GS3NbyVmoDBBUNH5wrrHWJdoQ1NUHOny5lgnf3zw++waP8mx9AC1gbdTrITwSmqmggDjZpZnB/bN63y2dDmaPs1jbVv4hSV3Vyb2Bdvkiyee5xunXuGZgb28r3kjQdUbTzm7xAtDBxk3s3y643Z+adl9aIqKlJINVe2MljL05EfRFIXWMyamF4OmqPzckrsoORYd0XoCilbpjx2jJ/hvB77H/lQPxzMD04ITpmuzc6yz3NY7+MWl9xBQvWddSknKyjFeytISrlnQlLW0VeBUboT/uPL9vK9pAwFVR0rJqZyX8XNosp9XRg6zIt6EUn6uTmWH+capV8jbJp9Z/gDvb76+EhQcLWb462M/4Uen9/Ct7tf4wrqPVLIu0laefz31KsczgzzcsolfWXYfVYbne12wTb7Ts51/OPkC/9z1MmsTbbRFairX/6P+3Rya7GNT9RJ+a82HWBTxAjd5u8T3+97gi8efxz7LDliW30nf7tlOWAvwuVUPc3vdykp7TmaG+PMjP2bH2Ame6tvFryy/H1V4Kzu9+TG+17uTkmPzc0vu4on2WwlpBq6UnC6M898PfJ9TuWGqDT9DwufaxHeFeecIIdACd6Joi3GsvdilVyvCgapxQzlD4MLf40JpQNVX49rHQOYx818vO4TcVf5Ql0hZQroTIAwUtfX8opQLhBAaWvBBdHMnZv57SKePQvoPcO3jaMF7yyvnIJ1hrNJPMXPfwHW6AAU9cBdG6PHL1tbLgwAM7NKrFCZ/DyP8STRjE0JEkTKHXdpBKf9VXPswAIragRH6KJdzqiNEkEDk0zjWPuzSyzjWPvKp3yQQ/hRa4HaEUg24uHYXVvHZsm3jGBDECD2KFrhjzomeUOIYoQ/jmHuQ7hBW8Wms4tOzbKkiRAShNqMZN2CEnyiXCF0e0UlF60DVVmCbQ2VxzH9CKDVoxmY8cVaJ6w5jFZ8rj9kBEHGQ756spYVASgvXPoWUKaSbR8ocyDyuO4l0U+VtTKzSS0hZQihhT0tFeP9V1CaU82jMLDR64C4s/Yc41lu49iGK6UOzbCVABFGUOlR9FXroUfTgg4CxYN/S19Jba05ydpHH2rawpWbptFXS2erUB4spXhk5QkQL8HjbTTScMfk0VI37G9fz49N72D3exVsTp1gWa0RbgAd+UaR2xs8UIVgRa2JtopWBwgQDhfl6AJ+bSSvPC0MHUYTCR9q2VCYl4E0Eb65dzvpkG1uHDvDm+Emuq2onpBoUHJM3xjrJ2SXe33w9G6vaK/upQmFT9RJurV3B9/veXXZArpQ0hZI80X4rTaHktGutD86uitxeroE/E0UorIw3szrewisjRxkspha8rQ81b+C65KLKOFWFwvVVi1kcqeP1wgQDxQkc6S7ImANoDVfzodbN1J6R4RBUde5uWMO3ul9npJgmZeYqQZiSa9ObHyOg6KyMt1QmpUIIagNx2iN1HEr3MVBY2HuzODrzBa0IhdWJFlbGm3lz/CSDxckZ2wi8CXXOKVF0LIxyYEMIQZURpeoSTYRvrl3OnfWrK8EQIQSLIrVsqVnGgVQv/fkJSo5FSDOwpcub4yc5lR1hS+0y7m+6blq2Uk0gyvubr2fr4AH2pXrozY9V7sep3AjbR49TG4jx0UU3UR14+3pCmsFDzRt5ZmAvp3IjHJjsrQQnJswcu8a7AHik5XpaI28HaEKqwT0Na9k6eID9qZ5p12W6NtuGDjFWyvBY2xZuql02rTylPVrHA03r2T1xkt3jXYwWMzSEErhIjqUH6MmNsDzWxAdbNlWuURGCllA172+5nr2p7oXuCh8fn2sEoVSjB+/HsfYi3VGvTl2E0AO3I5R3FgwXQsUIfdRLZ3YGcJ1uiuk/opT9m3JGhQOyiMTCCD5CMPbrIC4+I3C+KEqCQPQzSDeNVXwe6fRSzP4lIv8vZVFIgZQ5L3gi84CGFriVYOzXEcrM78qrGhFGDz6EYx3CLr2GYx5AKHHPkUIWkW4KKb3vAKE0EIh+FlVffdnr5YXSRDD2nyi4WRxrL651kEL6vyOUZDmLwUW6Wa/PKIEIYgQ/TCDySwhlbv0sTwg0jKotxTZH8GxjZ8NByjTSTmPax3HMXYQSf4gWuOkSXO1MhIhjRJ7AsQ+VNVD2kU99HkVbhBBJkLmydsgwAEb4IwglSSn7D5elfZcL6abIT34B1z6J53bhWcZ675R8easSVuEprOKzCFQQKlOZL0b4kwRjn7187ZUWUpZQ9bU49tEz2jhjS5CFslZKD7a5D+mMYEQ+Ccxug3uhvCeCE1VGlA1V7fNK3z6WPk3KzNMSrqY+mKDkWNN+rwhBUygJSDqzQ95EcQEscCQSpDeRdnGR0vuZLZ2KEJ7pzK884Hx0ZocYLWWoD8ZpDlfNWnbQFPJEQruyw94kSjWYtPL05ccIqjor483T9B0AwlrAWw1+l9W9aUJhVbxlWmDifMzVH450iethJJLSAvXHFAqCzVWLZ4xTQ9VIGGEEgpxdwl1Awa7mUBVLIg3T7osQgpgWJKwZ2NKhcEYmjAB0RUUisaRdrnX09nWkiy1tVJR5Z7XMl6n+cKSLRFb6w9MsCCGlnPGsGorGjTVL2Tp4gB/172bSzHNPw1qur15MTAuiCuWSfLQIYH1y0QwBS1V4AqyaolJ0TCzpEMLTmjg82Q8ClkYbCCjajGtJGGGqA1EyVoGe3GglOHF4sp+8U2JNopUqIzLLPVBpDCU5kRmkMzNY+XlffpyUmaPKiLAk2jBNx0IIQX0wQWu4mgNnBSdSVp6jmdMYis7ymPesn33OmkCMqBZkpJRmpJSmIZTAcV1OZAZxpaQjUkftWY47QghWxZsJqlc+ldrHx+fC8EoMyhpcl3SlXkUL3IPI/QvSHQIcFKURLXjvRaUVa4GbCcW/QDHzF+WVzjTSOTPYrTAVBJhLMFNgAEHPGWOe98BLlQ6UdS/m/pupqIsJJX4fRVuMmX8S6Q4jnQHv72L57KAilFqM0GMYkZ9F1dqZq0ZcoCBEACktBIE5t5u+k8rbfXylBBhdVH01RvhjlLJ/g13aWe6nqUm6ADy3i2D0M+ihR8+bOVK5FwS8e7EA6elCKKj6JsLJP6GU+xJW4WkvgORkz+gzBVBQ1CUY4Y9jhH8GRZ09wOa5dAxTzP41Vv5JpMyj6mtQ9U0IpeqM8SZBuiCzuE4vtrkL6Y7i2IcpZv+WiL5uDr0SLyMFAgiCXOzUUAgNPfAAMpamlP0irtOLdEdwzOEzzqcglGqMyKcIhH8O1+nHzD8JlJjdVlQtl4oEZ32+BBpT41PM2F8g8N5RQgSYZq0rNO+4Ijjreafebd5+Zz8novwsBPCyBs7e2/UCZu5si3VnPUPS9EZGeXhIUfBcTGZBMPXeCMza5tn2mBrj3rXONIBAFjAL36OU+wqu3YVQm9CMh7zsLGHw9rW7nhCxM4xj7fNKdtxBitm/RjU2oRkb59Ge8/MeCU5EppVunIuRUgZL2pzKDfMbu786q7jjaCmDxEvflgs0UUxbBU5kBtk30c2p3AjjpSx5x6TkWAyXV4QXako6VspSciwmrTz/+a1/nXUiOWHmsF2HTLn0BaDk2GTtIgFVnzXrRBGCmBZCn8Uh4kqiCpWaQPSCJqKTZp4TmUH2TnTTnRth3MxRcEyKZ/THQhPSjGnCrGcyFfCZmqQvBAJBXA/PEUgQFZ2JM8d4RAuwIdnO3oluXhg8yOp4C1WBKI7rsi/Vzb5UL3XBOCvjC1vnmjLzHM8MlJ+PUVJmttIfQ4XZ+0MIwS21K/gPKx7kOz07eGXkCDtGj9MaruH2+lXcXreSjkj9DKHIi0VXNBJ6eNYg3dQY9O6pd19t16kI0j7Vv5tXRo7M2M9yHUaKaQxVI3eGLsNwMY0rJftS3Xxm51dmCFBKCcOlSSSQsQqVn2fsAqZrkdDDleyOM5kSGz07UFZ0TCZKOYqOyd93/pRvdr86Y9+iY5G2CggExXJgy0WSsvKIsrPPbARVnYgWxDwr2OHj4/PuRYgYwdhvEoj8qvf/SnX5o/lSnEugqIvQjE2VdHbN2IKitl3kcQPowQ+gaquxzdewzbeQ7jBIGyHCCKUWRVuMFritUvN/NqH4fyEY+w3vePPI4hAiQrjqb0GaeJPUucU8hRAItYlg9D+iBz+Abb6KYx3AdUYQQkMoNaj6OjTjZk+HoZxRMReqfh3Rmm/jaVNoKOfVpRDowYfQ6soTDxFGKMlz73IpkC64OTTjFtTkEuzS69jmDs86VXril5q+CS1wO4rWPq+SFkXrIFLzVU8MVWgoysLoUwihoGjLCcZ/Fz30OHbpVRz7CNKdRIggitqIqm/wxq+2CCHOseIssxSzf4eZ+wbgYEQ+TSDyiyhK3VkTR/ACFDZSFrDNnRQmfw/pDuJYh3Csw2iBG2Zpa4RQ4o/KK+UCoV58xo1QQhjhj6Ea12MXX/TGqzvmfVkq1aj6arTAbajaKk98UYkTrfkG4CLUmZnLWvBeovo67/dK1Vm/1THCT6AHHwCYOZ5FkFD8dwnGPjdjvAciv4QRehzvGTwrQ1eECMV/j2Ds8+XfT3/PKGozkeovg7RAhBDK9P2FUkOk+ovlZ/xCEbNcZ7lNyT/xLGoR57UW9trZRKT6a3jZG+qsGixWaSvF9P9AyjSqsZlQ7LdR9BXlTJ+z58FO2UGoh2L6D7HN15HuMHbpdT84cSGoijJve0vbdZASAqpGWA3Mqt0QCXt/eNvCNZzbbO/8SCkZLWX4+84XeG5gL7Z06YjU0RyqoiGYQFNU9qckmezCCcU5roOLRBcqYS2AMUvEPhIK0BqqpiNaXykhmFqpFgjUOW6oIsSC2DIuJAIvQDEfPLHQNF/p3Mrzg/uREhZH62gMJWkMJVGFwt4Jh3x+4T2ZdaEuuDjjuRB4K+sXErQJqDoPNW9gz8QpXh45wkBxgvZIHaZjc2Cyl5xd4mcX38m6xMV9LE4xZVf5peNb+enQARQEi2P1NAaTNIWqEAgs12FwjjKSgKrzwZbNbKlZxqsjR3l15AhvTZziwPFefty/h4+338IHWzZXdF4WAlUINDH/++oisV0HgSCk6kTUWT7sVUjqYYKaQfyMwOCU+GxA0YlogVkDIlGtHiEETaG3/9A50sXFK42Z63nVxMyjudLL5lKEIKwas7Y1ogaoMaLE9NAZlqISp6xfMZebj0CgCcWXxfLxuYoQQvVEFy9DObuUEijiVlYidfTQQ7wTIcyzEUJH1Veg6isIzO1SOSeK1nqB51NRtQsTRRVKBM24Ds247oL2m3mcMKqyfP7bC+Gl41+JgMQ0JBK7MuaM8OMY4ccv6ohCBMvCmgvP1H1TAregB255R8eQUuLYp7Dy3wFKKNpaApFfQNU6mDMAJQwEYfTgvZj5r2OXBpEyi+v0ALMFJ1RUbWG+2aYfN4Cmr0XT185jawNVXzbnbxUlAcrsZdhe8K4W5giqCKEgtJZZf6eo9TDHBF8IFXGO51oIw3O0mPP32gU/4+fD66tFF7jPue8tWJi5byBlCiGqCER+ES1wI3MHOHUvwGasQwvchW3uBko4zokLate5eE8EJy6EhBFGUxSWROv5jVWPnLMmPaBqGBeZJWC6Nk/17+JH/btoj9Txq8vvZ1msibBqoCkqtuvwV8d+wsns8PkPNk9iupfdUKVH+PzqR2gKzhKdK6MramU1X1dUQprBSClNzpo5OZ9KrV9It47LTcm1eLJvJ0+ffotlsQZ+Zdn9LIk2EFINdEWl5Fj8xdGn6c2PXemmXhEEgrZwDZ/suJ0/O/wUaatId26UoKpza91K7qpfzYaqjhk2me+UomPxre7XeW5wHyvjzfzKsvvoiNQR0gw0oZK3Tf7syFNzBifA+8PVGEryWNuN3Nuwlq7cCM+c3svzg/v58omt1AZi3NWwBvUKlSNpQiFueBksDzZt4CNtc9eFCuE9v1Mky+U+65OL+OyKh6a58kzfEbpKid8AACAASURBVEJnZEiE1QC6UMnbpVnLxaSU5B1zhluHoWjE9BApM88nOm7nltq5/Ni9QGWiLDYrEES1UCXjbDZs6U4rIfLx8fGZjsS29uNYniOVamxA1dbMe/HJx+dqxLU7kdL7xlH1FShKPfMqxUEgpmX6LFxJsM+1g3QGcZ0+AISSQNWvY/7jK+SVfHl2RwvWJj84cRbLoo2EVIPBwiS6otEQmj1St1Bk7SK7x7sQQvBg0wZur181LRsjb5cYL+XOeYxy9RbgWT1K6Z6zbm5JtJ6YFmK45KXD1wfj81rljWsh6gNxjqZP05sfw3Ed1DMmoZbrMFBIYcmFD04IqHyAuFLiSpdLsVSTtgrsHu9CFQrvb76eW+pWTOsPR7qMm9kFP+/VxISZ4/u9OwmpBr+7/iOsirdcsmyZlJVnz0QXulD5UMtmttQum9YfJddmwjz38zGFIhSqAlGqAlHWJtoAyQ/6d7Fnoouba5efscp/eQmpBsuijbw8fJjhYprqQGTepVEr4k1oisJgMUVYM+YUeD2bplCSiBagvzDOaCnDMtk47R2Qs0sMFydn6Jsk9DDtkTqOpwcYN7PUBGJoyvmzfVShsChci0TSkxul6JgzNGuGi5Pk7BLhuQIsPj4+73FKWPl/A1kEDPTAAwi1gfl9SPssNFI62OZOHHPngh9b1dehBe6cYZn6XkTKtwP6nrbCfDOBs7hOv7efCLxj0Vifaxspi3glHwDKvJ85Ka1ySZW3WL2QziJ+cOIs2qN1XF+9mBeHDvJk705+cek9JI1IZfIlpaTgmOTsEgk9vCD16lOf/57woqzYdtrSZdf4SY6m+8+5v0AQ0bwSlLFShrFSloay/elsNAST3FS7jO/27OB7vTtpDCapC8Yr6dZSSoquRc4qEtWDlUlEVA9yXdUito8e5+Xhw9zdsJYl0fpKe3vyo7w6evSi78dchDUDXdHIWAUGiykWhWvnFVR5p7hSntUfDjvHOjmeHrhk57waOJUd4XC6nxWxpnJp06VEVoKxzlnPhyUddowepzMzNOuetuuQMnOEtABh9W2LIyklAgiVyyA0oV50edbFYCgaN9Qs4cend/PmeCevjBzl5prlFTcLKT0h1qxdxJVymiPHilgz6xKLODTZxw/63uRji24hrocq1+pKSd4pUbDNihgnQEMwwap4M925EZ4b3MeqRAtJPVyx2N2b6ubYLOM8rAW4vW4lr48c5dmBfVxf1cHaZFslg2zqvZWxCqhCqWjTqEJhVaKZ2kCMU7kRXhk+wt0Nays2tHnH5PnB/Ziu7QcnfHx8ZiClhVV4Ftt8DQBFW4weet81ZpV5teFgl16llP2LBT+yEf4UWuBWFqJk52rHm/QpgItjH8d1+1HE0jm/fz2Bwxxm7v/g2Ce9Y5Qtc318zsbTCfK+1aScxDbfQg/Wn9N6VkoLu7Qdq/gcXmBDRzNmlgy9U/y3+llEtSA/s+gWTqQH+WH/LgaLKbbULKPKiOBKl0krT1d2hOHiJL+28n3TLA5LjkXBMSmUhSxTlreimzJzdOdGiOshAopOWAsQKFsahtWAZ4U41snWgf00BpO0hKopuRaH06d5un/PeQMgQgg6onXUBxMcTvfzta6XuKlmGYaqUbRNqowoa5KtlQmEIgSPt93Eock+Xhg8wHgpw611qzw7SSlJ2wW6c6Oczo/zs0vuYkNVe3k/hXsa1vLC0CEOpHr4q2M/4X1NG4jpYcbNLFsH9zNWyhCcp/johSCEoDGYpD1SS09ulH/ofIG76tcQ1gIUHZOQGmBD1aIZq7EXSlQLsiLWxL6Jbp4Z2EtNIEpTqIqiY3Josp+nT79FUDNI2zNT091y4Mrrf7NsF2njSJeBwgQ95fKHoKp7eiYLUPpguQ55u0TRMSm6FiOlSVwpydklenKjFOwSAVUnpBqE1IXxIA5rAUKqwaHJfv762DO0hKpRhKfrElR0msPVrE20EZtD3PNCiOshVsSbOJo+zY/79xDXwjSGEuRsk4OTvTxzei8RzagIL57JWCnD3xx/lqDiucvUBuMEFI2CY3I8PcjzA/sIqgYbku0LLop5IQghWJds40OtN/DPXS/x54d/xN0Na1kZbyKg6BRdk5FimqPpAVrD1fzayvdV9q0NxvjU4tv4nwd/wNdPvUJ3bpSNVR0k9DC2dBg3s5zMDpOzinxu9cM0lDMrNEXl4ZZNvDF+kp8OHkAVCrfWrsBQdXpyozw3sA+YqQ+hCMHt9avYM97Fk31v8P8e/DfubVzHokgNulDJOSZDhRQnMoNsrOrgk4tvr1zjkmgD9zas48nenfzd8ecZLqZZHK0n75jsGu9kx+hxYtrC2FD5+PhcvUjpieIKoYOUuO4EdmkbxexfIN1RQMEIP46iLmw9t8+FIlCUGhRt/voV8z6ynxFTQdGWomjLcO1jONY+StkvYkR+DlVbOW2V2wtKpHGsw5jFn3g6FTILKOihh2cINvr4gCfcqRnXY9pHke542UZZRzNuRijTpQ2kLOLap7BKr2Dmv4HrePbvWuDWcjnIwuAHJ85CEYI1iVZ+a+2H+Zeul9mf6mHX2EkUoZQFIV0MVWdVvHlG6vWTfTt5bmA/RcesKPC7SF4ePszByV50RUMXKnfWr+aTi28npBoEVZ1HWjbRmR1i/0QPf3b4KSJaECG8jIj7GtfTFEryp4efOme7V8SaeXzRTXy7ezs/6t/N1sH9FSHLexvXsSzWWAlOTAUzfmfto3z15Db2THRxMNWHIgQSrzREVzQ6InUzrP2aQtX8X8sf4IvHn2PvRDf7JroJqgYCWBFv5peW3cfXTm5bsP44k5ZwDU+038o/d73Ei0OHeH3kWKUPNlUvZnms8aKDEyHV4NG2G+nOjXJwspc/PfwUYTWAEKCg8GDzdVTpEf7y2E9m7DtWyvCXx35CV3YY23UoORZDxUkc6fIPnS/wrZ7X0YRKTA/y80vu4abacwnUzI9XRo7wf7pfI2sVsaTDpJnHdC0OTfbxB/u/Q0DR0RSFtYk2fmX5/VQZ70Dp6wxc6ZLQw6xNtPHTIc+i8+yAR1QLsqGqg88sf4BFkYtTfQ6rAT666Gb68+McTvfzJ4d/4PUHntDt+5uvJ6jqfOn41hn7KkLBdG1eGznKs4P7CCg6ihAVUcdqI8onOm7jxtplc4o0Xi4MRePxtpuIaEGe7N3Bj/p38cN+iYKCW7ZJC6sBlsUap+2nCoUtNcv4/JoP8q+nXmH76HFeGTmCwtvvq4Cqs7l6yQxx343lPvp61ys8N7CPbUOHMFQNVajcVLOMexrX8k+dL85oa1DR+YWl9xDTQzw/uJ9vdr9a9nYRuNJFCEG1EeXWupXT9otoAT61+A7yTolXho/w5RNbCWkGStk15hMdt/Hm2MkZ9qU+Pj7vLezSdkq5rzBlESndibId4TigoQfvxwg9ekkzJ33mg4Ye+hBa4I4FP7JQ4sywW3wP4jnUNBOI/ALFzJ8i3VHM/HewSzs8lw+1wbNAlRauHEc6o7jOYMVqFxHFCH4AI/xx/3nxmRMj/Clscw+ufRzHeot86rdRtHYUtQUhooCDdLO47jDSGcZ1TgNFQEM1ricY+zxCuXiXlymu6eBEYyjJwy2biGlBwrMp4M+BpqhsrOpgSbSe/akejqYHSJk5FCFIGhGWRhtYk2ilJjA9olQX8CwUXenOcWSPhlCiohEhhKA94gUKdo6e4GR2qDJxWp9cxLrkIsZKGT7efgurE7OrzYInzvnRRTezJtHKW+OnmDBzqIpClR5hY3XHDLtAVSisiDXxO2sf5dBkH4cm+8taCpKEHqYjWs+aeAsNoenqzALYXL2YP9jwM+wYPc6p7AiqotARqeOW2hVoisp4KeNlCCxwBoWuqLyveSNLog3sGu9ktJRBIEjoEdYlW4mcpRlgKCo3VC8lVl59nw9TK7xfWPcY20ePcyo3giNdagJRrku2szbRymBxko8VUzOOqSsq7ZG686ale6KCb68Qx/UQ72vaiOna08QOz2RzzRKCqsHKWPM0fYeEHmZFrAnTnSlqeCZtkZrK5FQRgpXxZh5r28K65OwKzXE9xCMtm7y2am+36VhmgC8f38qp3AgPNW2gLVKDITQQYLsuKTPHjrHjvDB4gNZQNZ9d+dA523U+hBAsjzXxu+sfZ/vIMXryozhSUheIsaGqnVXxFvoL44yVsjMm7jWBGJ9b9QH2TvTQkxshbRWwpVvO7qhiY1UHiyK16PN0cjkfAVXjjvrVLI010BKunnWbJdF6Hm29kaWxhhnBzbge4vG2LdxUs5S9qZ6KNkNA1WkMJlkVb55xjeBZl95Wt5I1iVb2TpziRGaItFVAEwo1gShLY42sSbRWxCmnMBSNDzRfz4p4E2+OnWS4OElQNViTaGVz9WLGShkmzBxrE63TsnyEENQGYvzSsnu5p3Et+yZ6GChMYLo2ES1AU6iKNYlWOiIz7cAagwk+t+oD3Fm/mkOT/RQck8Zggi01y2gJV1NlRFkUqfGyuHx8fN6TSHcC23wTZPqs3+howXsJxv5vhDLzXehzefFcEmpA9bUMLiVC6BjhjwIupdzXcO3juE4XrtOFV+4hoGJPPlUobqDqa9BDH8QIfdxL3ffxmQUhQNXXE0r8IaXs32KXXkO6QzjmEE5lfIEXLJ4aXwJFbUUL3EMg8mkUbRViARf5hFxAdc2L4F3RCB8fn7mxXIc/PvAkWwf38x9WPMiHW2+s6CJM4UqXrYMH+MLeb7KpejF/t+WXr1BrfXx8fHyuRmxzF6Xsl3CcUyCLCEIoWgda4E704N0oavOVbqLPZSSf+i3s0qsgdIzwEwSjv3qlm3RFkNLCtbuwzTdwrD04dhfSnQRpevahIoKiNqBoS1D19aj6ahS1zRcV9ZknEtcZxDbfwjF3evomzognQCwUhAghlFoUbRGqvhZVW4OqLUMoYS6gBGteG17TmRM+VxZHupzMDs0qrHc+gqrOpuolF12G4LNw5OwivXlPN2NZrGlGyQ94pUhT5UOGopGzS7w51knWLl7w+drCNaw5a9X+UjJWyrBn/BQl17rgfVfFW1gcrUO5wuUhPj4+Plc7qr6BcPJ/IbHx1q4EAh1EkEvh0uXz7iYU/90zdEjeu7pEQuielai2BOSj5efD9SwchcB7TlQQOmAs6Eq2z3sBgaI2oQcb0IN3g7SQOLydP6AgUAANhAGol6xUyA9O+FwyHNdlx+hx/rHzwjUoagJRfv+6j/nBiXcRQdUgaUQ4kj7NrvFO2sI1RLQAQnhaA6Zr05kZ4l9PvYomFG6sXsqkmeOfTr5IT27sgs/3gZaNLIs1XrbgRH9+nC+eeO681r2z8cvL7i2XuPgfAz4+Pj4XgxAaiJgvh+gDgFD8sXAm3vOh+ffE55LgBbVCIEJXbIz5ZR0+lwxHuvTkRjmZnd3q8VwEFJ31yUUVK0KfK4+Ukq2DB/ib488wYeZZGm2gI1KLrmjkHZPBwgTduVFM1+bWupX82oqHiOsh9qW6ydmlCz5fc6ia5ZcxODFh5jiY6qF0Hv2O2VgWa6QtXONnTvj4+Pj4+Pj4+PjMZF7xDj844ePjM29M12bfRDcvDB3k8GQ/o6UMtnQIKDrVgQhLog3cUL2ULbVLSeoRXx3ax8fHx8fHx8fHx8cPTvj4+Cw8rpQUHJOCXcKSDlJ6DiCaohBUDEKaccWtOX18fHx8fHx8fHx83jX4wQkfHx8fHx8fHx8fHx8fH58ryryCE/7ypo+Pj4+Pj4+Pj4+Pj4+PzxXFD074+Pj4+Pj4+Pj4+Pj4+PhcUfzghI+Pj4+Pj4+Pj4+Pj4+PzxVFu9IN8PHx8fHxuRRIKXFxOZk9Rne+E1WorIytpSnY5jvJ+FwQrnQZKPRxLHsQ27VZGl1Be2QZqrg8Vsc+PlcTUkocaXMsc5C+Qg8hNcSq2HpqAw3X3LtXSsmYOcKh9F6KTp7WUDvLY2vQFeNKN83H56rED074+Pj4+FyTSCTHMgf5Vs8/MmGNIxB0RJbyxKJ/T0Ow+Uo3z+cqYqh4mq93f4mBYh8Sl7pAI4+3/jtWxddf6ab5+LzrkEj2TOzkB6e/SdqaRFVUVsXW8bG2n6fKqLnSzVtQ0laK7/Z+jaPZgziuQ0yP86Hmn2FLzR1Xumk+PlclflmHj4+Pj881iS0tjmUOMWoO40gbW1p0507Sneu80k3zucroyh2nv9CNLS0c6TBSGuRwet+VbpaPz7uSolPgcGYfKWscFwfLNTmeOcxQ8fSVbtqC01fo5lT+BJZr4uIwaU2wb3LXlW6Wj89Vi5854ePj4+NzTSKlxHataT9zcbClNccePj6zY509jqTEukTjaKocyXJNAHTF8MtHFhApJba0caSNQKArBorw1+oWEok7493rlO/5tYYtbaSU03429ez6+PhcOH5wwsfHx8fnmkRTNBpDLahCq3wUx7Uk9X5Jh88F0hhsJqAGKTh5AIJqkLZQxyU6m6Qnd5LtY9sw1ABbqm+nLbz4Ep3rvYcjbfZMbKcze5S4nuSOugeI64kr3axrCkMJ0hhqQZlUcaUDQE2gnuQ1VtIBUBdoIKJFyTlZABQU2sNLr3CrfHyuXvzghI+Pj4/PNYmCyvrEZibMMY5nDmEoBltq7qA9vORKN83nKqM9spRHmj7GW6k3cKTNxqotXJe84ZKcy5YOe1Nv8trYC0TUKEsjK/3gxAKSsTNsH9vG8exhGgLN3Fh9mx+cWGA0oXFz9V0U7Dxd+ePEtQS31N5DQ+DaCwzXBxp5uPljbB/bRsHJsyK2lltq777SzfLxuWrxgxM+Pj4+PtckQghiWpz3NT7KAw0fBEBTdD9F3ueCCShBbqu7j5tq7gS8rByFSzOOLNfkVP74JTn2ex0pJWkrxelC75VuyjWNEIIqo4YPtTyBIx0UIdCEfk2Wz6hCY2PyRtbGrwckqlBRhT+98vF5p/hPj4+Pj4/PNYsofxRr6Fe6KT5XMUIIVFRU9dIHtkZKg4yVRi75ed6LSCT9he5KCr7PpUMIgS509Gv83SuEQKASuAzvBh+f9wLXXgjTx8fHx8fHx+cqpSd/sqJt4bOwuNKlK+tnpfj4+Pi8W/GDEz4+Pj4+Pj4+7wIs16In34Xplq50U65JCk6O3kLXlW6Gj4+Pj88c+GUdPj4+Pj6XHEc6TFopJs1x8k4WW9ooKBhKgIgWpcqoIaxGEUJc6aZeVUgpKboFxs1RslaakltC4qIKlaAaJqElSRo1aEK7pPdWSknByTFmjpK105iuCUh0oRNSI8T0BAm96h23Q0pJyS2SssbJWhlKbhG77MCiChVDMQipEaJajJiWQFOuvs8bKSUT5hgDhX4k8vw7+FwQUkp686dIW5NXuikAuNIhbU0yYY5V3okCgaEECGtRknoVUS3+jnQaXOmSs7Ok7RQ5O4vpliqORZrQCapBIlqMpF5NQAleE+9dKSV5J8e4OUrOzlBySwi86w2pYZJGNXE9eU1oDtmuzYQ1RtqaoODkcaRTfg8GiGkJkno1IS180eeZst2dtCZIWxMUnSK2tBAoBNQgSb2aaqMG9RL/ffF5byHO9ua9QrwrGuHj4+NztZO10rw08hzDpcHKz26ovpW18Y0X9PHw5vhrHE7vxZEuAE3BFu6oe4CwFpmxremWeHP8VY5lDgOQ1Kt4sPHDhNQwjnQ4XeytWPdNmGPk7Cy2tFAqH1MxagMNrIqvZ0PyRpJ69QV9kBedAq+PvUh37uR5t03oSe6qf4hqo3bex586x/NDTzFaGgZAIFgeW80tNXe/48n2ydxRdo69Qqm8Sq4KlQcaPkhDsPm8x3SlQ8qaYH9qN0czBxguDZCxJim5RVzpogqNsBomYVTRElrE+sRmlkVXE1LDF9zevvwpXhndStEpois6m6tuYVV8feU60naKfaldHEq/xVDRa8fUyr+m6ITVCAm9ivpgExuSN7AusWneEwRH2oybYxyY3M2JzGFGzWEyVpqSW8B2p4ITGoZiENaixLQ4tYF62sJLWBFbQ41Rj6EY87pmRzrsTb3BvtSu824bVIPcWnMPiyIX7vwipcSRDqZbpOgWGSsNM1waZLg4wOlCLydzxyr3TxUaHeGl87JgbAt3cHf9QzPE+KSUHErvZffEdpyyrWNUi3JP/QeoNmrf0fjN2Vm2DT9Tec8IBEujK7ml9u4rPvmTUmJJE8s1ydlZRkpDDBdPM1waojvfSX++BxfvPgSVEMuiqwioofMed0v17ayKr5/Xu+mN8Vc4kt6PI13ieoK76h6kJlCPlBIXl6HiaXZNvM6JzBHGzZHKO1EIhYASIKLGqDJqaAq1clvtvTQFW8/ZT96YssnYGbpznZzIHmag2MekOUHWzmC6JWxpAQJd0QgqIaJ6glqjnhWxNaxLbKLKqEa5wL7L2RleGnmeoeLp825bF6jnzroHib1DZ5ST2WO8PvYilmuhCpU76u4vW3ZKJq0U+yZ3cWhyr/cutNOYThEAXTEIqWGqjBo6Isu4vuom2kIdFzyhPpLezxvjr1aeoblQhMKN1bexOn7dO7rOvJ3jldGtFdHWpmALDzZ+GABbWnTlTrBnYjs9+S5S5jh5J4cjbVShEVACxPUkdYFG1ic3sSa+kZgWv+Bn3As25zmZO8re1JsMFPpIWeMUnDy2a6EIhaAaosqoodqoQxNz64ooQrA2fj2bq295R/fD55piXgPx6lta8PHx8fGZk5Jb4nBmH6dyJyo/awt3sDa+8YKO05c/xa6J1ysfYsuja7i59i5gZnDCkQ6ncp3smngNgIRexY01t6MKjT2pHWwd+hGjpcHKSvfb+9kUHJuCk2O4NEhn9iiH0vt4qOHDLIkun/eHsi1tOrNH2Zt647zb1gca2VJ9O1xgcEIgKDj5yjUCjJnDXJe8gagWu6BjgXfte1Nvsn1sGy5eAKgl1D6viZ3pmhxJ7+fF4Z/Qkz9JyS3O2MaWFml7krQ9SX++h4OTb7E+sZk76x+kOdh2QR+rKWuCtybeIOdk0IVBjVHPqvh6XOnSX+jhuaEfcHhyH0W3MEtbS5huiZQ1Tl+hm7iWYH1i87zOa7om+1JvsG34GQaK/bNeJ4ArTSzHJOdkGSkN0pU7zt7Um8S0BHfXP8Sttfein+PjeQpZvp4z+3guImqUNfENLOIdBCeQHM3s58XhZxgzRyg6BSzXxJLmjImPI206c0chd/7jltwCd9Y9iDpL1wbVEEczB5i0JgAvENYeWUaVUYOY3/fiNEZKg7w08mxFWDKgBFkcXY7yLqgWdqTDtuFnOTC5m5Q1Xh6DJrZrVZ61KYpugQPpPfM6bntkCatYP69te894fyb0Kq5L3EBNoB5b2hyY3M1zQz9goNBfDhi8jZQOBSdPwckzag7RV+hmXeJ6moKtc55rKuNm98R29qbeYKQ0SMEt4M46iZaYronpmqTtSU4XejiaOcDuie081Pgoq+PrERcQGDZdk6OZA3Rmj5x32/bwEm6quZMY7yw4MW6OsGdiR+U9sCi8mNZQO/2FHp4Z/DeOZQ7O+o4oucVK1lVPvouDk3u4u/793FB9KyF1/tkFw6VBdk+8PuPv2NkoqLSHl7zj4IQlTY5lDnI0cwCA5tAibq+7H4DXRl/g1dGfMmGNzehfW1rYjkXOyTJQ7Od49hCH4vt4f+NjNASb5x3wl1IyUhpi28gz7JnYTs7OznhuXOmStTNk7Qy9+VPnPJ6CQlKvYTN+cMJnfvjBCR8fHx+fBcV0S/TneziZPcrTA98jY6cBb4KvChVRnsBIXBzpVFLYS26RI+n9ZKxJPrHo37MovGTek2hNaOhCx0V6/6QsH3dhEvMMJcCa+HXsHHu5MgkfKQdUrktsvqDJ/tRk4kT2SOWjT0FhVXw9SaPmnMcqOUV2jL3EM4PfJ22fmZ7u3Vulcm8lrnRwy/8ydprtY9sYLPbzWMunWBRZ8o7SxR1pk7ZSuNKlL3+Kb/d9le5cZ6UPBQKBghBUVomnCCgBFoXPf96ple/Xx7bxk4EnyZbHz9TxFaGiIPBO4o0jV7qVc0m8EhBpSxShXNBKvipUdKFPjaLKOFrIMguJ5HShjyOZ/Qt2zHMhhKA9vIRF4cXsn/SCE1NZIusT/397dx4cR34deP77y6PuC/fJGzzAm93NPqy+pFar3ZJtWbJ8jO3xrO3dcMRMxGzsbsTGzsbuhHf3n43d2Y2YmL3sDa89tjUa67RkqSW1ZKm71VJf7GaTTRI8QQIECOIqAHUfmfnbP6pQRJE4CmyQAIn36ZBIFlBZmVmZWZXv937vPUrADKxqeVprBlKnyS0o2tnka6E/emhDpHZ7uFzODDCYvbjeqwJUsq7yXg7Hc3g/+Qu+N/YNZsvTtZ8bGLX95mmv7lhr8bXR7Gtbcb+OF2/wytjXKd8W7KhcF4zKOVkNQnnV6y4LrruD2Yt8c+Rv+e2tf0RfZN+q3kdL2Vjz50ztfPFWfuLHNFYYZTB7iW+PfoXruau1/XbrOqjqroNQuX5NFG/yvRtfw9UOz7S92PD1wcDENnzgcc+uDYvJO1nG8tc5nz7DTydeqU6Zu/PztPK+zgdOKpkPH868Q6ac4ne3/ae0+jtWfC2tNdOlSf5+9MucnTtVyzAyMPCbQZrsFkJWGFc7zJaSZJw0ZV26YzkKA0MZGBhYhoVtPNwdW8TakuCEEEKINVX2SrybfINkaYq0k0KhaPK1sjW0gy2h7cTsBArFXHmWoexlrmYvk67daGtu5Id5bfIHfKn3nxG2Iiu+XsAI8HTrp9kV2UfOzZJzMuTdHDknw1RpgtH88MfeJqUU3cEt9IS21UYJs06Gi+mz7Isewm/6G15WpZ3hdcaqabsAEStGf/QQllr6Y9nxHE7M/IJXx7+zIDChaPI10xvcztbQDuJ2M6YyyLlZxvIjXMteYaJ4A0c7eHhczV7iH8a+ypd6/4Cu4NKjsUuZD3RMFSd4ZeybtcBEpDqdzEZYewAAIABJREFUotXXTtSOYymbfHX+d7I0zWxpmqgVb3gaxFB2kB/d/E4tMKFQxOwEW0M76Q1uJeFrwWf4cLRD1skwVRxnsniTZGmaufIMJa9Is6+V/tjhhoMwhjI5En+MuNVUOY6q/8s7WWbLSa5lL6/JjYiicjO/O9J/x88Kbp6xwkhtdNbApCPQ1VB2Tndg65JZEKayOJI4ztm5D2s3asPZQcby19kR2b2q9S94eS6kz9bdgO6NHiTua1rVcu4VhUF3cCtl786bptnyDFPFidq624aP7sAWfIZvxeUm7JWn1iym5BVr14of3vx7ZsvTGBg0+Vpo8bfT4msjbEXQGjJOiunSBDOlJKnyLF3BHpoamNLTFdjCjsgeLqbPAlSmMdiV5XcEumjytRAwgrh4zJamuZa9zHDual3gb6I4xk8mvkd7oIuYHW8ooyZsRXih47Mcjj9Kzs1Ur7+V82a8MFo3vXCtDWYuMF64UQtMhMwwPcGtbAv30eJrw2f6yTs5buSHGcxeZKIwVjv2s26Gn03+mG3hPraHdjUUjNkT3c8Xe/4pWTdd+5zJuTkyzhxXM5cWCQytjZyb5ScTrzCUvULJK2EokzZfB1vDO+kJbiViRdFopotTDGUvcy13hbxbSbXSaK5kzvPm1D/ya92/s+K1sOQV+dnkjziXuhWYCJohjiaO83jzMzT72zCVWat1dCVzgZ9P/oSR/LXatXE+kN8d3Fqb9tEZ6L4n+0Y8nCQ4IYQQYk052uFC9UuyqUwOxR/l+faX2B7uu2M+fMkrcm7uFN8d+1pt3rJGcz51hqHsFfbHj6z4epZh0xfdR190X93jGs2pmff4i6v/dk22K243szvSz1D2Co4uV9fzNM+3vUSb2dnwchxd5mzqZF16cEegm+3h3Ut+SdZaM5wb5Mc3/6GWmm9gsi92kE91fJZd4b1Yt41OedpjqjjB65M/5O3p1yl5RTSay5nzvDb5Q36j9/fxGY0HVebNlZO8evPbXEifwVQWB+JHeKL5ObaH+4jY0bqbGlc7TBUnuZ4bpOSViNmJhl7jveSbte0E6Alu5Ve6f4s90f2V0ctF9k/ZKzFRHON6bohLmXO0+ttp8bc3vF2GMugJbaMntO2On43mh/k35//1HWn4d8NQJo82PcWxpifu+NlwdpD/7+q/Zba67QEzyMtdX+Rw4rEVl1vJKln65mNXZC8dgW7GCiMApJw5zqROsi28s+EpVFprrmUuMVkYqz0WMIPsjx/BVivf4N8PtmHzq92/tWgg6c3JH/OdG39Xq+nRbLfw+9v+hLbAyufvwgyH1dBormUvcSM/zFRpgqgV43jzMxxrepzu4BZsw1d3zhTcPOOFGwznrlZuslcInCiliNlxHml6ilR5jl3hPeyJHWBLaAfNvtZFMwMKbp6P5j7g+2PfYLI4XlvP86kzDOcGORg71tDscJ/hpz92mP7Yndv82sT3+ebIl1deyF2aP44BOgM9vNjxqxyMHyN0W0Bba81Ifogf3fwOp2ZP1G66J4pjfDT7Pj2BLfgaCC63BzppX+Q4SZfn+N8v/mmtHtFaK3oFPpr7AABb2TzR8hxPt75AV7C37nyfDxi8n/wFP7z5bWbLSaASUD49+z5PNj9HZ7Bn2dcazQ9zcuad2vQyU5k82/YZXuz4VfyLZFh1BnroCmzhq9f/ktH8EFA5T/ZGD/KJ1hc2RCaVePBIcEIIIcQ9YWBwMP4IX+j5XZqWKLznM/wcSjxKySvx9ZF/T76aKp53swykTtMfO3zXX3DuZi79cgxlsD92hHem32CmmpY9VZzgWu5KQzc382ZK0wxmLtQ9djB+bNnsi5yb5c2pHzNVmgQq27Y3doAv9f4BLf72RW9KDWXQHujkpc7P42mXX0z9tDLJQ7ucnTvJ0cRx9t1FKv713DVGctcwlcHTbZ/mubaXSNjNiy7HVBYdgS7a/Z21ivIrKXoFrudutXtUKJ5t+wz7YoeWfL5SCp/ppze0ne7gVo4kHqtOMVmbY2CtjyWlFCZ3bktlvv+t11LcSt/+uK8Xt5s4GD/GeOFGLQX8UvocMy3PNxzEcbTDhcw50k669tjW0M5V1zG515YK0ihl3PZOqlVP/bkbJ5K/oOyVaPa18tmu3+Bo4nF8hn/RfRYwg2wL72JLaEfD0yMMZXAs8Th7ovuJWrEVO3AEzCDHEk/geGX+fvQ/kKuOtDu6zGDmAvtjRxY9Phulqkfu/dDm7+QLPb/L3iWuD0opeoPb+Gz3b5AsTTGUu1L72fnUaZ5p+3RDwYn1Zimbp1o/yS93/jqRRYpcKqUImiEeb3mGolfgH258tRZkmC0nuZQ5t2yxZa01F9Jn6rJpuoNbeLz56UUDE/O2hnbwZMuz/P3oV3C1Q8HL88HMOxxOHCd2l8VPxea2/pWLhBBCPJSafa18uuNXaPYvP2faVCb7YofYEb6VXu5ql/HijUWLLK6n7mAvW0Lba//28Pho9n083dhNhNaV0cm58mztsagVZ2/0wNLPQXMte4WB1Gnm54lHrCif7vgV2gKdK6bqRu04T7V+ktYFN6Bz5RnOzn1Y6xSyGo4u42qXA/FjvNjxa5WiiivcmCqlsIzGquNnnUzdevmNAJ3BnoaLLRrKIGSF16SV3sPENnzsjx+ty14ZyV1jJDfU0PGrtSZVnuVC6sytaRHKZk9kP/EGM2I2q6JXwDZ8fKr9czzS9BR+c+X2nZWgSeNjiCErTJu/g4AZbOg8swyLI03H6Q5urXt8NDfMBunktyJb2Tzd+gJ7ogeWDTAppegM9HAkcbyuOG6yNFXLMNjoeoPbeKHjc0Tt+LLvr8/wcyj+KJ2BW1kSZa/EWH5k2aknZV1iND9c9zt9kX4SvuZl18syLLaFdpGwb03rmiiOcbMw2shmCXEHCU4IcQ8UXYfxfIpkMYv3gHzIC7HWDiUeXbbK/EIhM8T2cP3c94yTJrtghHYjsA0fhxOP1d0oX89d4+aCFOPl5Nwsl26rKr83dpCmZbqHeNrj9NwJck52wXMO0RO8c/rBYhSK7kAvvaHtdRkAlzMD5JxMQ8u4XdSO80zrpxuqCbJalSJvt9azrEukyymk6/jHty1UGZGfV9ZlPpp7vzbNYSWj+WHGCrdqpcTsJvbHj66qw8NmtT3cxyNNT26o4oB+I8COcF/dYxk3dc+LPK6VjkB3pTWx0VgQZ1dkb920MEc7TBcn79XqralHmp8kYS8fKJgXtystpBeaKU9TdBfveARQcAvknfq2QE2+loama0XsWN10mpyTJV2eW+YZQixNPk2EuAdOJUf4V+9/h7+4+BZ5986iXEI87AJGkL5If8M1DUzDosnXXDf6Va62vNtIDGWyLbSL9kBX7bG5cpLzqTMrjj5rrZkojnFtQVpxwAjSHz28bEu72dI0I7lrtWJupjLpC+9bVRs8y7DpCvTWFdycLk7e9ahhX2QfXcEtd/XclUSsaF3Qw9Uub02/xnRp6p683mZiGzZHmx6vO88uZQYani9/Zu6DunanO8J9dEixuxX5DB8H48eI2rGVf/k+Uqg7pvSUvfKCrg8bl4HBltAOWv3tDU+7ittN+M1g7d+62tVio4tYMfoi/Q1vp8/0E7eba508oBJ8WO59dXS5LmvCwMBSdkNZOKYy66YBudpZk/o8YnOS4IQQa8zxXD5IjvDW5FWuZaZxvQdjBEKItRT3NdGyRJ2JxSgUtuGrS2N2tYPjbbwvOM3+tkq7vepHaFmXuZg+S2aFLA9XOwxmLpBaMKWj1d/B7mj/svtpujTJbOlW68GQGabZ37rqVqAxO1FX+NDVLsnS3Y0abgvtwm+srgVlo0xlsT92pO6L+EDqNF8e+jPeT77FbClZd4MsVmdneHddRlO6nOLM3AcrBteSpSmuZi/V/m0qi0OJR5ftMCMqbMPPttCu9V6NRfkXCSA/COeXZVj0BLeu6jpoKKNue7XWDWcNraf2asee1Xye+k0/5oJ9U/ZKy76vlrKwFkx58fAoeoWGpnyV3CKlBS1FbcO+q2LLQoAUxBRizaXKBc7M3JDpHGJTi1hRIqsshmVg1N2QzveR32hsZdMfO8yHs+/WAhKD2YtMFW8SXaRQ2byCl+fs3Ie1bVIo+iL7lk3V1VozV5ohs2D6has9zs59yFi+sakk867nrtV9OdVosncxrcM2fDT7F+8CsFaONT3Bqdn3GKlWgHe1w+XMeYazV9ke7uNI4jF2R/fTEehquNOEqIjbTRyIH+NG/joeHmVd4mL6LE+2PE9iiXagWmsupc8xW7qVadMd3MKW0I41Lxb6MAqbkSX37XpScMeUnI14zV2MqSza/I0XIp5XX7tGN1wvaD01+1oILMj4aERlOxd8nuKx3NS4kBm+o3bMzcIoRa+wbJae1pqZ8jSpBd2VQmZEimGKuybBCSHW2Ewpx5mZG+u9GkKsK5/hX3RE7mGglGJXZC9t/q5acCLv5hhIfcT2cB9qiSr3w9lrdUXCAmaQQ4lHlh0N83BJOXO19ncAOTfD65M/XIMt0csWSFuKT/mW7DSwFpRStPo7+PWe3+U7N/6uUrCxuv0lXeRi5ixXs5do9reyI7ybQ/FH2BraRdSOrqqA4GZlGZXg2rvJN5mpTpUZyQ9xPXeVuB1ftH5E3s1xMXO2VqDWVCZ7owdoWqJLi6gXNEP3LYg231Iy7+aYK88yXZxgtpQk66YpugXKXolyNYXf8crMLMjKepAojHtS82YjChrhe56hZBk2uyJ7OTN3snaeX0idYTQ3xK7IviXP85yb5czcB3WB7vZAJx2B5duWCrEU+RQXm5bWmplSnsupScYLKfJOGZ9hEvcF2RFtoTeUwDJW92VCa83FuUkmC3dXZG4ljucxUUhzLTPNbClPzimh0fgNm4QvSEcwSm8oQdh+OG8KxYPDvC1F9GETMEMciB3havZi7bGB1Gmea3+JiBW94/c97TKQOlVr2QeVqRErfYFztXdP50TfTVX+ynt7b78+mMpkd3Q//2TrH/PG5KucnvugrjhqWZcYL9xgonCTD2feZUtoO0eaHudg7BhNvpZVT3nZTBSKLaEdbAluY7Y0XZt3P5A6xe5o/x0jtFprkqUpLqfP1x6LWNFKu0kJBjXEZ/jq5v/fK+nyHJcz57mQrgTwksVJXO3goavn+q1stAclQ2IpSqlNM3XANnz3JbjVHzvMO8mfcS17Gah0dfr+zW/yua7fZGtoJ9aCwqNaazJOmrenX+NE8he148lvBDiaeIKwuTkCR2LtyaeK2HS01kwXs/zoxnl+MHqOa5kks6UcRdfBMkzClo+uYIxHW7bype3H2B1rWzJIUXTLDGdnuJqe5kp6kivpac7OjOFU0wRPJkf4l+98Dcu480uJpUx+beshPtu7dAvBeQW3zPnZcb59/TSnkzcYL6TIlIuUPAcN2MokbPtI+EJ0B2P82tbD/HLPfvymnOJifRgYD/UNooHB3thBXp98lbRTqUo+VZrgSuY8h+OP3THKVJmvf7E2rcJSFvvjRxYNZCyktcbx6ouYGRgEzfDH3r+Wsu4qu0Ut+P97yVAGPcFtfKH39zna9AQnkr/gUvocaSdVK+ym8Sh4eS5lBriWvcx7wTd5vOUZHkk8QXgVc7Q3G5/h40jiOOfTZ2pz7s+nP+Lp0qfpvq3QqUYzmL3ATPnWCHt3cBtbQztl/zboXk590Vrj6DIX0+d4ffKHXMteXjSgqVCYysRQZmUKnVIoFK5267oHPSgU3NOpZRuJqYz7Mn0q4Wvhk+0v8/Xrf03amUOjuZQe4K+L/xc7I3voDm4lbEZwtct0aYKh7CDDucHa8WMpi8eaf4kjieNybRB3Te5cxKYzkpvl/zn/M14ZPUfOuVXAx1IGjucyW8ozW8pzKTXJh8kR/uX+5/lE+65FAwwDc+P8d+//Azfyc5Q9F8fz8BaMRkwXs7w1eXXR9bANk2MtK7dZzJSLfHPoQ/768juM5VO1wMdCRe1QLDokizlGsjM83ra9rhCSEKv1oI+q3WvzUw92Rfby4ey7AOScDBfSZ+mPHcG3oP2apz1G8sPcLNya7tXka6Evsu+2+c+LvQ53fMlr8rXy2a4vkvC1fKxtMFA0+9s+1jLuNaUUQTPEvughdob3cD13jY/m3udyeoCbhRuUFxRhK+syQ7krjBducDVzkV/u+oJ0kljGzshe2v2dtboec+VZzqc+oivYW9/K1Stxbu5U3XMPxR+pa8ko1o9GcyL5Fq+MfZ258kzdtTtohmj1t9NktxKzE4StCEEzhN/wYxs+LGUzmL3IG5OvruMWiJXdnxt9A4ODsWOkOuf4ycQrzJSm0GimS5Mkk9NY6t3atC9Xu3XdPwJGkEeanuTFjl9bMeguxHIkOCE2jfmMif9j4HW+N3IWx3PpDMZ4rqOPYy1biPsCFFyHi3MT/HjsPIPpac7OjvG/fPRj/qdjAY629GLcdpMQMG32JjroCN5qD3Y9O8NQtlI0rMUfZk+sfdFAgW0YbAktXyArWy7ylcET/NnFN0mXixgoWv1hDjZ1sz/RSas/glIwXcxxJTXJubmbBAyLZzoWD6YI0ShHO3eV8r+ZhM0I/bHDDKROU/QKaDSX0wMki5N0BLprQYWSV+R86qPa6JJCsTW0k65A74qjSwrjjuwGU5l0B7fQG9p+T7ZrIzKUQcAMsjvaz87IbqaLkwznBjk1e4LBzEUyTqrWarXg5Tkx8xZlr8xvbf1DKcy2hLid4FD8UUbz19F4lLwiA6nTHG9+uq7l5Wh+mNH8cO3frf6OarcaGRldb/OFSn9481t1bYHDZoSDiUc4mjhOu7+buJ1YtE6Mpz3KG6xds1g/Sil8pp9PtH6KVn873x/7BsO5+QE2XfteoFAoZVRrSwXoCW7hePMzHIgfISyBCfExSXBCbBqO9nh1dIAfjg5Q9lx2RVv5rw58iifadhC0bExl4GnNp7r28HzXbv7NmX/kvakhrqSn+JvBd9kRbaHJX1+xeFe0lX995OW6zhx/dflt/vzCz/HQHGzq4r8/8jIR687UaaUqwY3lvDM1xF9febcWmHi0dQt/2PcUj7RsIWjZWNWgh6M9Sq5DspRjNDvHnlj7sssVYjlaa4puoXazJxanlGJP9AAJXzPj1ayI8cIYI/kh2gNdtZu3tDPH5fRA7Xm2YbM/dhTLWLkmh6lMIlas7rGiV7indSg2uvkq/a3+dvpjh7meu8Y70z/jfPr0gnaumoH0ad5LvslzbS/VzZUWFZay2RM9wNvTr9embFQCEUPstQ6ilMLTXl2bXEXlmG/ytUja9gaQc7O8Pf06yWphU6iMYL/Y+as82fI8ITO0aIHTheQ6L26n8UiVZ5irtr32GwF2R/cTNsOUvBK2YRM0QzT72tgS2k5noIeQFVkxE1CIRsintdg0buZTfPXaSfJumbgd4D/b8wme69xdV0/CUIqAaXO4qYc/3v0UV9NTTBWzvD1xlQ+TI3yya0/dMu1qAc2FAqZdycDTlVoQcTtIzBdY9fpmnSJfvfoBk4XKl8IDTV38t4dfYl+8844MDguTgGkT8wXZHvl4qd7iwaaq/y2kq/81OtJZ9Apk3fTKvyho8bXRF+mvBSc8XM7OneRQ/FH8ZiUoeSVzgbkFbdba/V3sjOxZdHm3U0oR9zURMIMU3EoF9ayTIVmaroxgbdIbxMp8eZOwFWVf7BDbw32cnj3BK2PfYLo0CVQyVk7Nvsexpido9rWu8xpvPEoptoZ2sC28k9nZJBpN2pnjQvoMO8J78Jt+UuU5LmUGcKpdXUJWhAOxI/jN1X+mibVVKeo9xYX02br2xIcSj/BUyycJWeFGllK7rggB4HoO702/yffGvkHamSNohvhk+2d5tu3FTdMdRawvCXGJTePtyatcz1ZuEHbF2nius2/JQpeGUhxt7mVb9UY/7RR5d2rovqa5n5kZY2DuJhqIWH5+Y9tR9sY77ghMCLGQocw7ioSVvVK1x3lj0k6KVHlurVftoXUofqyue8VQbrDWotHxHC6nByhWiw4qFPtih4lajU01UCiafa0k7ObaY44uM5IfqhUyFJWRvUeanuQTrS/UVfAfy4+QddJSQ2UJtunjYPyRun12PnWGjJNCa81k8SYjuWu1n7X5OyptBWVKx4YwW54h7aRq//YbAfZEDxA0Q8s86xaNZvYBbSUq1p7WmvHiGG9M/qha6FmxJ7Kf59tfImQ2EuwS4uOT4ITYFFzP4+T0CDmnhKkM+uMdNPuXv9AmfEG6gjEMFGXPZTA9Rd4t35f19bTmwtw4U9WWpF2hOM929kmRS7Ei27DvKFSXKs9S9ho7drXWTBVvMlUcvxer99BRStEd3MqW0I7aY6nyLJcy5yp1bkoTjOSHasGhiBVjb/QAvlUUE2zzddAZ6Km7IRxInarrnrDZKaWwDJt9sUN1o3sFL0/RLfCgxCYMVF0XFg9d6/ByLygUfZF+OgJdtcemiuMM5QZxtctg5mJd+9sDsaMP9OipicnC4oIubl0R6weJRpNzsiw8uH2Gnya78Sk3JbfEUG7wHq2heNBoPK7nrjJWGAEqtX72xA4SNEObNktP3H8yrUNsCrPlPDdyc3hoLBQlz+WticW7aCyUdUq1KRqZcpGcUyJk3fsK5QW3zNXMdK0zR1+0lbgdXOFZQlRGzsJmfUGqkfwQeTdLwFz5GCp6RQZSH9XdkIjlRa04+2KHGa7e0BW9AoOZizzW/DQ38teZKk7Ufrc72EtvaPuqvujZho8D8aNcSJ+p1ZqYLk5wIvlzXur8AnYDtSs2C41XF4hQGBgPULtB67bgouOVyLmZezqFJ2rHORA/xvXcNTSaklfiYvose6MHuJQ5V/u9+QKwDzK/GajLLMs7Wcpe8YGcIqVQdwSi9SqCWZ72GEifZqI4di9WTzyAPO2RLqduZZrpyrQfT3sPdWtwsbFIcEJsCplykXS5Uinf0R5fu3aSr107uapllDyXouus/ItroOQ5zBRvFbzrCSek+4ZoiGVYdAV7sGd9tTaLo7lhLmXOc7zpE0t+AddaV3uan+XkzDv3c5UfeJZh0R89xDsLCtON5IcZL4wymLlY69JhK5u90YOrbrOmlKI/epjt4T4GUqeBSjeVt6Zeo8PfzZGmx7GV3dDNldYaDw/HczCVuSELRZbcYiUTQlmAani7NB5XM5fqAmtxu+mBGvULmkEiZpT5vKWyLjOcHaTYXGgouHg3bMNmX/QQb0+/wUxpCg+X0fwQ17KXmSjcunHdHd1Pq7/jnqzD/ZKwmyo39NVjJOtmGMkN0RPc9kBOVYlYUUxl1gISRa/AeHGMfn142WNea81EYYzXJn6woIis2OyUMuoyozw83pl+nZAZZne0n5idwFT1nxlqwd8MpapFMRu7bguxmI33rUSIe6DkORS9W6MJprqzaOBKTKXuW/Kn43nknFvtvUKW74H84iTWx67IPiJWtJb2X9YlfjL+CnG7iZ3h3YuOtuXdLBfSZ/nB2Lfqijc+yJaqM3AvzuPe0Da6g1tqwYmp4jgjuWtcyV6o/U7Ujt/1yHPUjvNc22cYy4/UWgamnDm+feM/kixPcyzxOAlfy6LTRTxdaROZcdLMlpJcypxjujjBZzp/nfZA512tz730wezbXEyf40DsKN3BLcTtSkHQpUbutNYU3ByXMgO8OfWPtWAQwI5w3xq1Er3zqLkXx1HEitMe6GIwe7F2/H40d5L98aMcij/SUIeX1VIoeoJb2RbayWxpGo0mVZ7l5Ow7tUwdvxGgP3a44VoGG1VHoIeoFau7xv1i+qeV1r7BngcqywZVaQfb7u+qpeHPF4HdGz2waKtirTWOLjOcu8qPbn6HoeyVe7JqUuPlwWRg0BPaRpu/k8niTQAmijf59uhXCFsRbOPO76LzGTxhK0K7v4sd4d1sCe+g2dd6R/0rIRohwQmxKSwMRVjK4OXeAxxu6l7VMlr84Ts6c9wr6rao8/0sxCkefD3BreyJHuCd5Bu1x0bzQ/yHoT/nWNOT7ArvIWY3YShFzs0yWRjncmaAgdRpcm4WW9m0+juYLI7XqvRvRFprUs4syeIUJa9I0StU/6z+3S0ykh+qe07GSfOzyR/R7GvDb/qrfdr9+IwAPsNHwAzS5GshZidWtS624eNQ/FHOzZ2qZCboMqdmTzBeGK39Tl+kn2Zf211tq6EM9kQP8sn2l/nBzW/VbhrnyjO8cuPrfDDzNrvCe+gI9BCywljKouyVKHgF5sozzJSmGS+MMl4Yo+gV6Az04Or7kwm2Wjknywczb3Mi+XNa/e30hrbTGeil1ddG3NdMwAhgGTau55B1M0wVJ7iavchA6iMyC4oDRqwYx1ueJmQuXyNBa03ezTFRHKPklSi6hTuOp2RpEm9BunzJK3Ei+XPG8tfxGYHbjqXKnzG7iRb/6t5v27Dpjx3m9OwJsm6l5lDWTfPNkb9lND/EzvBeYnYChaKsyxTcPDk3Q9bJ0OJrY3/8yKpeb57fDHAo/gjnUx9R8PKkyynOzZ2qFXJt8bWxN3rwgU/tDllh9seO1F0XhrJX+PLwn3O8+Wl6g9sImeHq9JYiBS9P1smQd7PsjuynK9i7jmtfT6FI+JrZFzvEeOFGrSXolcx5vjXyZZ5seY7t4V1ErBgeHjkny1hhhMvpAU7OvkuyNIlC0R3Ywkx5elXtibXWJEtTzJVnaudIyStUrr3V8+dK5kLdc2ZKSX46/gPivqZb54rpx68qfwaMIC3+9g1X06ToFhkvjN7aRrdIUVc+X4pekYyTIutkar+v8Tgzd5Kcm61uZ6CyndVrg8/wE7VitPo7Ntz5pFTleHih43N8f+wbtVaiBS9PobRyV5dznOKNyVfpDW3nmbZPcyzxhHT2EasmwQmxKfhNq9LiEzCVwdHmHn5/1+PrvFZLswyDsHWrevpcKY8nAQrRIL8R4Jm2TzOaH2I0P1wbxUqWpvjp+PeKMnwYAAAR6UlEQVR523odn/KBqrQNK1RvwgAsZXEkcZzDicf42vV/X63YvTF5eLw7/SZvTL6Kp11c7eHh4moXT7t42qt9YZ+Xc7P8YvqnGNVaBKYyMVT175j4TD/Pt73Ec+0vrXp9dkX20uJvr404XcoM1AIAPsNPf+zwx0rNtw2bp1qfB+DH49+tvTceHjfyw9zID2MrH5ZhoVB42sPFxfHKD+RIpkYzWRxnsjiOwXu1L/amMlFKVUeBnVoQYaGAEeS5tpfYFz3UUHrxYPYCfzf8l9VjZv4Y8m4dS7cdR2Vd4sPZdzk9e+LW8aPM2nFlKYtDiUf5zS3/bNXbvTd6kAPxY5xI/rz2urPlJD8e/y4h86e1zCdPazzt4GgHT3scb/7EXQcnAPqi/XQEuhnKXaGsS5Sr2XsKxe5oP02+B79NtYHBo82/xEDqNNfzQ8w3Wr6eu8p4YZSgGaqlrVfe/8r+VSh+e+sfbajgBFSCok+1PM+VzHmGc7fqaJ1Pn2E4N0jYimIpG6icK3k3R87J4uFiKpN90UM83/7L/Ojmd7i4oL7ISlzt8trkD/hw5t3aOeLiVa+7lfPn9mtOypnljalXMTAxq+dM5bwxMDAJmEE+1/0lHml6cq12z5oYL97gL6/+O0q6VLk+aPeObV5Iozmf/ogL6TPVz5fKZ4zJrb/viuzld7b+8YbLRPK0R9bNEDLDtPk7a8GJVS0Dj+HcIN8e/Qqp8izPt7+8qgLQQkhwQmwKcTtAopr14GqP0ezqL7j3k9+0aAvcGj0YyiRxtAtI4TuxMqUUW0M7+XzPP+G7N75aV43dwyXrpFms3KWlbB5tfoqXO7+IpSxCZnhDBycA8m62Ns1hNTw8PO3dkRliufaqRhAXStjN9McOMTlZCU4szEzoDHSzPbzrY4+UBc0Qz7a9SIu/jZ+Mv8LV7KW6m4CyLlF2S8ssoXKD1uRr2bAjWvMBiIX7z8OrjN55K4/etfu7eL79JR5vfqahYqEaTdEtfazjiDuyUBTZu5zLHzRDvNz5BfJulnOpU7V6Aq5269pGLmRgfOyuE1ErzqH4owzl6lP9fYafQ/HHNtwo791QStEV6OXXe3+Pb478DaP54drPSl6Jkrf4uWMbvg0Z4FMoOgM9/Gr3b/PNkb+tTe8ATc7NLlnY2FIWRxNP8LnuL5GwmxkIneZSZmBV25h10nd5zlRu7Lnt2lvrrLPBOF6ZmfL0qrvm6GpA6M5rA6TKcxsuI9bVDudTZ3hj8lUups/VPhttZROzmwiYAdRtTR41lQBu3s2RcVJ1+yjjpHlt4od0B7dyIHZUalCIhklwQmwKETvArlgrb00MUtYe5+Zuki4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CountPercentagePercentage in 2017Difference with previous year
developing code for others for United Kingdom
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12711.44067813.821138-2.380460
24519.06779712.6016266.466171
33715.67796615.4471540.230812
44117.37288124.390244-7.017363
5 - Mostly other people7330.93220330.8943090.037894
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "developing code for others for United Kingdom \n", - "0 - Mostly me 13 5.508475 \n", - "1 27 11.440678 \n", - "2 45 19.067797 \n", - "3 37 15.677966 \n", - "4 41 17.372881 \n", - "5 - Mostly other people 73 30.932203 \n", - "\n", - " Percentage in 2017 \\\n", - "developing code for others for United Kingdom \n", - "0 - Mostly me 2.845528 \n", - "1 13.821138 \n", - "2 12.601626 \n", - "3 15.447154 \n", - "4 24.390244 \n", - "5 - Mostly other people 30.894309 \n", - "\n", - " Difference with previous year \n", - "developing code for others for United Kingdom \n", - "0 - Mostly me 2.662946 \n", - "1 -2.380460 \n", - "2 6.466171 \n", - "3 0.230812 \n", - "4 -7.017363 \n", - "5 - Mostly other people 0.037894 " - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Working with same researchers for United Kingdom
Same researcher(s)9745.32710348.26087-2.933767
Regularly change researcher(s)8338.78504751.73913-12.954084
Different researchers, same research group3415.887850NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Working with same researchers for United Kingdom \n", - "Same researcher(s) 97 45.327103 \n", - "Regularly change researcher(s) 83 38.785047 \n", - "Different researchers, same research group 34 15.887850 \n", - "\n", - " Percentage in 2017 \\\n", - "Working with same researchers for United Kingdom \n", - "Same researcher(s) 48.26087 \n", - "Regularly change researcher(s) 51.73913 \n", - "Different researchers, same research group NaN \n", - "\n", - " Difference with previous year \n", - "Working with same researchers for United Kingdom \n", - "Same researcher(s) -2.933767 \n", - "Regularly change researcher(s) -12.954084 \n", - "Different researchers, same research group NaN " - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ], - "text/plain": [ - " Count Percentage \\\n", - "member of a dedicated group for United Kingdom \n", - "No 110 51.401869 \n", - "Yes 104 48.598131 \n", - "\n", - " Percentage in 2017 \\\n", - "member of a dedicated group for United Kingdom \n", - "No 50.877193 \n", - "Yes 49.122807 \n", - "\n", - " Difference with previous year \n", - "member of a dedicated group for United Kingdom \n", - "No 0.524676 \n", - "Yes -0.524676 " - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'member of a dedicated group'\n", - "results = count_diff(df, dedicated_research, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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lhu1/l6Gfz8vQP78c27ch1nde8+mtGR53Oaeqrk7y+QzzV22odfX5M5NsmeTrGa7zKRnm9ZmrlRl+6P5bkn/PMJn1ynXucaMTMowc+cFY/+fXU/6pGfrhJxkCmxOmNoxhxtTkxlOft/+dG///16z7zuAZGUaW/UeGR46mAt2/SrJVhn78fJJ/nLbfW5M8sYa/ivW28VHLgzJMgH1phs/SG5PcZiz/3AyPA12eYZ6fv5+tQa21r2W4B0/OMOLk52Pbrl3Hecx6bdowUflfJPlEkm9l5smoT8rQVz/JMFny09dR12Rb/ytD2PGYDH31riTPXM/3xnR/k6E/PprhUcUTkryitTa9z+fSnrUZ7vvzx++6B7fWTs9wLU6u4a/NfXVsb1prP87wyOQbMgSaeyU5f451tSRHZQj0PzGGNzfH0zL8IYU1Ga7VBzJe4/Ee+JMM1+WyDJ/XSyb2vSWfRQA2AnXT6QQAYOM2jhA4sbW22/rKzvF4h2eYEPah83E82FyNI+euSrJXa+27C3D84zJM7n5z/toa86yqPpDkP1pr00e1AXArZKQRAAAbpKp+b3yU7fZJ/jLDaJKLl7ZVzKfx8cW7j4+KPjrD6LkPr28/AG4dhEYAAGyox+fGSeP3yvDn5Q1jv3XZKcmnMzx++LYkz2mt/euStgiARePxNAAAAAA6RhoBAAAA0BEaAQAAANBZvtQNWAfPzQEAAADMr5prQSONAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI2ATdqee+6Z3/iN38i+++6b/fbbL0nyoQ99KPe5z32ybNmyXHjhhTeUPf/883Pf+943++23X771rW8lSa666qocdNBBuf7665ek/QAAABur5UvdAIBb6txzz80OO+xww/I+++yT0047LUcfffRNyh177LH52Mc+losvvjjvfve7c+yxx2blypV5+ctfnmXLZOgAAACThEbArc7ee+894/oVK1Zk7dq1Wbt2bVasWJGLLrooq1evzv7777+4DQQAANgECI2ATVpV5aCDDkpV5eijj85RRx01a9mXvexleeYzn5mtttoq733ve/OiF70oK1euXMTWAgAAbDqERsAm7XOf+1x23XXXXHHFFXnUox6Ve93rXnn4wx8+Y9l99903n//855Mk5513Xnbeeee01nLooYdmxYoVOfbYY7PjjjsuZvMBAAA2WibxADZpu+66a5LkLne5S57whCfkggsuWO8+rbWsXLkyr3rVq/Ka17wmb3rTm3LkkUfmbW9720I3FwAAYJMhNAI2Wddcc02uvvrqG96fc8452Weffda73wknnJCDDz4422+/fdauXZtly5Zl2bJlWbt27UI3GQAAYJPh8TRgk/XDH/4wT3jCE5Ik1113XZ761Kfm0Y9+dE4//fQ873nPy49+9KM89rGPzb777puzzz47SbJ27docd9xxOeecc5IkL3zhC3PwwQdnyy23zEknnbRk5wIAALCxqdbaUrdhNhttwwAAAAA2UTXXgh5PAwAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgs3ypG7A52POlZy11EwBgSV38hscudRMAALiZjDQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoLMgoVFVXVxV/15VX66qC8d121fVx6vqW+O/d1yIugEAADY1v/rVr3K/+90vj3vc45Ikn/rUp3L/+98/++yzTw477LBcd911SZJTTz0197nPffKwhz0sa9asSZJcdNFFOfTQQ5es7cCt10KONPqd1tq+rbX9xuWXJvlka22vJJ8clwEAADZ7b33rW7P33nsnSa6//vocdthhOfnkk/PVr341e+yxR44//vgkydvf/vZ88YtfzNFHH52TTjopSfLKV74yK1euXLK2A7dei/l42uOTHD++Pz7JIYtYNwAAwEbpkksuyVlnnZUjjjgiSbJmzZpsueWWuec975kkedSjHpVTTz01SbJs2bJce+21Wbt2bVasWJHPfvaz2WmnnbLXXnstWfuBW6/lC3TcluScqmpJ/rq1tirJjq21y8btlyfZcYHqBgAA2GS84AUvyJve9KZcffXVSZIddtgh1113XS688MLst99+OeWUU7J69eokycte9rIceOCB2WWXXXLiiSfmSU96Uk4++eSlbD5wK7ZQI40e2lq7f5LHJPmTqnr45MbWWssQLN1EVR1VVRdW1YWrVq1aoKYBAABsHM4888zc5S53yW/91m/dsK6qcvLJJ+dP//RP88AHPjDbbLNNtthiiyTDqKMvfelL+ehHP5qPfOQjOfjgg/PNb34zT3ziE3PkkUdm7dq1S3UqwK3Qgow0aq39YPz3iqo6PckDk/ywqnZurV1WVTsnuWKG/VYlmUqLulAJAADg1uT888/PGWeckY997GP55S9/mZ/97Gd5+tOfnhNPPDGf/exnkyTnnHNOvvnNb95kv7Vr1+a4447L2Wefncc97nE57bTTcsopp+R973tfjjzyyKU4FeBWaN5HGlXV7atqm6n3SQ5K8tUkZyQ5bCx2WJKPzHfdAAAAm5LXv/71ueSSS3LxxRfn5JNPzgEHHJATTzwxV1wx/Df2a6+9Nm984xvz7Gc/+yb7vfnNb87zn//8rFixIr/4xS9SVVm2bJmRRsC8WoiRRjsmOb2qpo5/UmvtH6vqi0k+WFXPSvK9JH+4AHUDAABs8t785jfnzDPPzPXXX5/nPOc5OeCAA27Ydumll+aCCy7Iq1/96iTJ8573vDzgAQ/Idtttlw9/+MNL1WTgVqiG6YU2Shttw26uPV961lI3AQCW1MVveOxSNwEAgEHNteBCTYQNAAAAwCZMaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQGf5UjcAAICN354vPWupmwAAS+riNzx2qZuw6Iw0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKCzIKFRVW1RVf9aVWeOy3erqi9U1ber6gNVteVC1AsAAADA/FiokUb/K8k3JpbfmOQtrbV7JLkyybMWqF4AAAAA5sG8h0ZVtVuSxyb523G5khyQ5JSxyPFJDpnvegEAAACYPwsx0uivkrw4yfXj8p2SXNVau25cviTJrgtQLwAAAADzZF5Do6p6XJIrWmtf2sD9j6qqC6vqwlWrVs1n0wAAAAC4GZbP8/F+O8nvV9XBSW6b5A5J3ppku6paPo422i3JD2baubW2KslUWtTmuW0AAAAAzNG8jjRqrb2stbZba23PJE9O8qnW2tOSnJvkiWOxw5J8ZD7rBQAAAGB+LdRfT5vuJUleWFXfzjDH0XsWqV4AAAAANsB8P552g9bap5N8enz/nSQPXKi6AAAAAJhfizXSCAAAAIBNiNAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgM68h0ZVdduquqCqvlJVX6uq14zr71ZVX6iqb1fVB6pqy/muGwAAAID5sRAjja5NckBr7TeT7Jvk0VX14CRvTPKW1to9klyZ5FkLUDcAAAAA82DeQ6M2+Pm4uGJ8tSQHJDllXH98kkPmu24AAAAA5seCzGlUVVtU1ZeTXJHk40kuSnJVa+26scglSXZdiLoBAAAAuOUWJDRqrf2qtbZvkt2SPDDJveayX1UdVVUXVtWFq1atWoimAQAAADAHyxfy4K21q6rq3CQPSbJdVS0fRxvtluQHM5RflWQqLWoL2TYAAAAAZrcQfz3tzlW13fh+qySPSvKNJOcmeeJY7LAkH5nvugEAAACYHwsx0mjnJMdX1RYZQqkPttbOrKqvJzm5qlYm+dck71mAugEAAACYB/MeGrXW/i3J/WZY/50M8xsBAAAAsJFbkImwAQAAANi0CY0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6AiNAAAAAOgIjQAAAADoCI0AAAAA6Mx7aFRVu1fVuVX19ar6WlX9r3H99lX18ar61vjvHee7bgAAAADmx0KMNLouyZ+11u6d5MFJ/qSq7p3kpUk+2VrbK8knx2UAAAAANkLzHhq11i5rrf3L+P7qJN9IsmuSxyc5fix2fJJD5rtuAAAAAObHgs5pVFV7Jrlfki8k2bG1dtm46fIkOy5k3QAAAABsuAULjapq6ySnJnlBa+1nk9taay1Jm2Gfo6rqwqq6cNWqVQvVNAAAAADWY/lCHLSqVmQIjN7XWjttXP3Dqtq5tXZZVe2c5Irp+7XWViWZSou6UAkAAACAxbEQfz2tkrwnyTdaa/93YtMZSQ4b3x+W5CPzXTcAAAAA82MhRhr9dpJnJPn3qvryuO7lSd6Q5INV9awk30vyhwsBjqNYAAAXKklEQVRQNwAAAADzYN5Do9ba55LULJsfOd/1AQAAADD/FvSvpwEAAACwaRIaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANCZ99Coqv6uqq6oqq9OrNu+qj5eVd8a/73jfNcLAAAAwPxZiJFGxyV59LR1L03yydbaXkk+OS4DAAAAsJGa99CotXZekp9MW/34JMeP749Pcsh81wsAAADA/FmsOY12bK1dNr6/PMmOi1QvAAAAABtg0SfCbq21JG2mbVV1VFVdWFUXrlq1apFbBgAAAMCU5YtUzw+raufW2mVVtXOSK2Yq1FpblWQqLZoxWAIAAABg4S3WSKMzkhw2vj8syUcWqV4AAAAANsC8h0ZV9f4k/5zk16vqkqp6VpI3JHlUVX0ryYHjMgAAAAAbqXl/PK219pRZNj1yvusCAAAAYGEs+kTYAAAAAGz8hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHQWNTSqqkdX1X9W1ber6qWLWTcAAAAAc7dooVFVbZHknUkek+TeSZ5SVfderPoBAAAAmLvFHGn0wCTfbq19p7X2X0lOTvL4RawfAAAAgDlavoh17Zpk9cTyJUkeNFmgqo5KctS4+LUkv1ycpgGbgR2S/HipGwGbq3rjUrcAYJPn/8vAErsV/f+Zf2ytPXouBRczNFqv1tqqJKuWuh3ArU9VXdha22+p2wEAsCH8fxlgKSzm42k/SLL7xPJu4zoAAAAANjKLGRp9McleVXW3qtoyyZOTnLGI9QMAAAAwR4v2eFpr7bqqem6Ss5NskeTvWmtfW6z6gc2eR18BgE2Z/y8DLLpqrS11GwAAAADYyCzm42kAAAAAbCKERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgAAAAB0hEYAAAAAdIRGAAAAAHSERgBAkqSq3l1Vr5pYfk5V/bCqfl5Vd6qq366qb43LhyxlWxdaVf1DVR22ju3HVdXKxWzTXI3X59eWuh0AwKavWmtL3QYAYIFV1cVJdkxyXZJfJfl6khOSrGqtXT9D+RVJfpbkwa21r4zrPpnkjNbaWxer3RuDqjo8yRGttYdOrDsuySWttVcuVbsAABaakUYAsPn4vdbaNkn2SPKGJC9J8p5Zyu6Y5LZJvjaxbo9py3NWVcs3ZL/Nkb6amX4BgMUnNAKAzUxr7aettTOSHJrksKraJ7nxkauqumeS/xyLX1VVn6qqi5L8WpKPjo8/3aaqtq2q91TVZVX1g3HfLcZjHV5V51fVW6pqTZJjxvV/XFXfqKorq+rsqtpjql1V1arq2eMjcFdV1Turqia2Hznue3VVfb2q7j+u36WqTq2qH1XVd6vq+TOdd1XdbTzusnH5b6rqiont762qF4zvP11VR1TV3kneneQh43lfNXHIO1bVWWN7vlBVd5+l3j3Hczuqqi4d++tFE9uPqapTqurEqvpZksOrallVvbSqLqqqNVX1warafiz/D1X13Gl1fKWq/mCiH+8xvt+2qk4Y++Z7VfXKifM/pqpOnKGdyyeu4XfG8/tuVT1thnPbqarWVtWdJtbdf6xvxRyu+VuranVV/ayqvlRVD1tXv8zUvwDAwhEaAcBmqrV2QZJLkjxs2vpvJrnPuLhda+2A1trdk3w/w2ilrVtr1yY5LsPjbvdIcr8kByU5YuJQD0rynQyjll5bVY9P8vIkf5Dkzkk+m+T905r1uCQPSHLfJH+Y5HeTpKqelCF4emaSOyT5/SRrxgDko0m+kmTXJI9M8oKq+t0Zzve7GR65u9+46uFJfj4GQ0nyiCSfmbbPN5I8O8k/j+e93cTmJyd5TZI7Jvl2ktdOr3Oa30myV4Z+eklVHTix7fFJTkmyXZL3JXlekkPGNu2S5Mok7xzLvj/JU6Z2rKp7ZxgFdtYMdb49ybYZAr9HZOi/P1pPO1NVt0/ytiSPGUen/Y8kX55errV2eZJPZ7hWU56R5OTW2n/P4Zp/Mcm+SbZPclKSD1XVbSe2T+8XAGARCY0AYPN2aYYf7DdLVe2Y5OAkL2itXdNauyLJWzIEKTccu7X29tbada21X2QIX17fWvtGa+26JK9Lsu/kyJMkb2itXdVa+36SczMECskQRr2ptfbFNvh2a+17GQKmO7fW/qK19l+tte8k+Ztp7Zj0mSSPqKqdxuVTxuW7ZQijvnIzuuH01toF47m8b6Kts3nN2Ff/nuTvMxH8ZAilPtxau36ir17RWrtkDOiOSfLEcRTQ6blpvz0tyWljuRuMo76enORlrbWrW2sXJzk2Q6gzF9cn2aeqtmqtXdZam+3RxOOTPH2izqckee+4bZ3XvLV2YmttzXiPHJvkNkl+fR39AgAsIqERAGzedk3ykw3Yb48kK5JcNj7ydVWSv05yl4kyq2fY560T5X+SpMY2TLl84v3aJFuP73dPctEs7dhl6pjjcV+eYXT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CountPercentagePercentage in 2017Difference with previous year
Number of software projects for United Kingdom
0.020.9852220.9132420.071980
1.03718.22660112.7853885.441213
2.04723.15270921.4611871.691522
3.05024.63054225.114155-0.483613
4.0146.89655214.611872-7.715320
5.02110.34482812.785388-2.440561
6.0115.4187192.2831053.135614
7.020.9852221.369863-0.384641
8.020.9852221.826484-0.841262
10.083.9408873.6529680.287919
12.010.4926110.4566210.035990
15.010.4926110.913242-0.420631
18.010.492611NaNNaN
20.031.4778330.9132420.564591
25.010.492611NaNNaN
30.010.492611NaNNaN
35.010.492611NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Number of software projects for United Kingdom \n", - "0.0 2 0.985222 \n", - "1.0 37 18.226601 \n", - "2.0 47 23.152709 \n", - "3.0 50 24.630542 \n", - "4.0 14 6.896552 \n", - "5.0 21 10.344828 \n", - "6.0 11 5.418719 \n", - "7.0 2 0.985222 \n", - "8.0 2 0.985222 \n", - "10.0 8 3.940887 \n", - "12.0 1 0.492611 \n", - "15.0 1 0.492611 \n", - "18.0 1 0.492611 \n", - "20.0 3 1.477833 \n", - "25.0 1 0.492611 \n", - "30.0 1 0.492611 \n", - "35.0 1 0.492611 \n", - "\n", - " Percentage in 2017 \\\n", - "Number of software projects for United Kingdom \n", - "0.0 0.913242 \n", - "1.0 12.785388 \n", - "2.0 21.461187 \n", - "3.0 25.114155 \n", - "4.0 14.611872 \n", - "5.0 12.785388 \n", - "6.0 2.283105 \n", - "7.0 1.369863 \n", - "8.0 1.826484 \n", - "10.0 3.652968 \n", - "12.0 0.456621 \n", - "15.0 0.913242 \n", - "18.0 NaN \n", - "20.0 0.913242 \n", - "25.0 NaN \n", - "30.0 NaN \n", - "35.0 NaN \n", - "\n", - " Difference with previous year \n", - "Number of software projects for United Kingdom \n", - "0.0 0.071980 \n", - "1.0 5.441213 \n", - "2.0 1.691522 \n", - "3.0 -0.483613 \n", - "4.0 -7.715320 \n", - "5.0 -2.440561 \n", - "6.0 3.135614 \n", - "7.0 -0.384641 \n", - "8.0 -0.841262 \n", - "10.0 0.287919 \n", - "12.0 0.035990 \n", - "15.0 -0.420631 \n", - "18.0 NaN \n", - "20.0 0.564591 \n", - "25.0 NaN \n", - "30.0 NaN \n", - "35.0 NaN " - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Number of software developers per projects for United Kingdom
0.041.990050
1.06632.835821
1.510.497512
2.05527.363184
2.510.497512
3.02512.437811
4.073.482587
5.0146.965174
6.083.980100
7.010.497512
8.031.492537
9.020.995025
10.052.487562
15.020.995025
20.010.497512
30.010.497512
35.010.497512
40.010.497512
50.010.497512
60.010.497512
300.010.497512
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "0.0 4 1.990050\n", - "1.0 66 32.835821\n", - "1.5 1 0.497512\n", - "2.0 55 27.363184\n", - "2.5 1 0.497512\n", - "3.0 25 12.437811\n", - "4.0 7 3.482587\n", - "5.0 14 6.965174\n", - "6.0 8 3.980100\n", - "7.0 1 0.497512\n", - "8.0 3 1.492537\n", - "9.0 2 0.995025\n", - "10.0 5 2.487562\n", - "15.0 2 0.995025\n", - "20.0 1 0.497512\n", - "30.0 1 0.497512\n", - "35.0 1 0.497512\n", - "40.0 1 0.497512\n", - "50.0 1 0.497512\n", - "60.0 1 0.497512\n", - "300.0 1 0.497512" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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kT5J8YfhlX0gyf6yGBAAAAGBkXtI1gUopxyWZnWR9kqOapnly+Kl/TXLUi/zOxaWUB0opDwwMDIxgVAAAAAAO1IT9fWEp5fAkX0lySdM0/15K2ftc0zRNKaV5od9rmmYgyXP15wVfAwAAAMDY2q8zgUop3Xk2AH2xaZr/NXz4p6WUnuHne5L8bGxGBAAAAGCk9ufuYCXJ55I82jTN//i1p76W5Pzhn89P8tXRHw8AAACA0bA/Xwd7XZI/T7KplPLQ8LErklyTZHUp5cIk/2+Sd4/NiAAAAACM1D4jUNM030lSXuTpN4/uOAAAAACMhZd0dzAAAAAAOpMIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFdhnBCqlfL6U8rNSyiO/dmxJKeWJUspDw//0j+2YAAAAAIzE/pwJdGOSt73A8b9umqZv+J87R3csAAAAAEbTPiNQ0zTfSvJvLZgFAAAAgDEykmsCfaCUsnH462K//2IvKqVcXEp5oJTywMDAwAiWAwAAAOBATTjA3/t0kv+WpBn+c0WSC17ohU3TDCR5rv40B7geAAAAACNwQGcCNU3z06ZpdjdNsyfJ/0xy8uiOBQAAAMBoOqAIVErp+bWHZyV55MVeCwAAAED77fPrYKWUW5KcluQ/l1K2JflYktNKKX159utdW5P81zGcEQAAAIAR2mcEappmwQsc/twYzAIAAADAGBnJ3cEAAAAA6BAiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgYBx5YILLsjUqVPzqle9au+xv/qrv8rxxx+f3t7enHXWWdm+fXuS5L777ktvb2/mzp2bzZs3J0m2b9+et7zlLdmzZ09b5gcAABgrIhAwrrz3ve/N2rVrn3ds3rx5eeSRR7Jx48b80R/9UT75yU8mSVasWJE777wzK1euzGc+85kkybJly3LFFVekq8vHIwAAML74fznAuPKGN7whU6ZMed6xt7zlLZkwYUKS5JRTTsm2bduSJN3d3RkcHMzg4GC6u7uzZcuWPP744znttNNaPTYAAMCYm9DuAQBa6fOf/3zOOeecJMlHPvKRnHfeeTn00ENz880358Mf/nCWLVvW5gkBAADGhggEVOPqq6/OhAkTcu655yZJ+vr6cv/99ydJvvWtb6WnpydN0+Scc85Jd3d3VqxYkaOOOqqdIwMAAIwaEQiowo033pg77rgj99xzT0opz3uuaZosW7Yst956axYtWpRPfepT2bp1a/7mb/4mV199dZsmBgAAGF0iEDDurV27Np/61KfyD//wDznssMN+6/mbbrop/f39mTJlSgYHB9PV1ZWurq4MDg62YVoAAICxIQIB48qCBQvyzW9+M0899VSmTZuWj3/84/nkJz+Z//iP/8i8efOSPHtx6OfuBjY4OJgbb7wx69atS5Jceuml6e/vz8SJE/OlL32pbfsAAAAYbaVpmlau19LFDlpLJrVwrR2tW2scevT4GS1ZZ8YPH23JOgAAAIxLZd8vcYt4AAAAgCqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogFvEAx1vxTlntGytD912R8vWAgAAGE3OBAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKAC+4xApZTPl1J+Vkp55NeOTSml3F1K2Tz85++P7ZgAAAAAjMT+nAl0Y5K3/caxy5Pc0zTNK5PcM/wYAAAAgIPUPiNQ0zTfSvJvv3H4T5J8YfjnLySZP8pzAQAAADCKDvSaQEc1TfPk8M//muSoF3thKeXiUsoDpZQHBgYGDnA5AAAAAEZiwkj/A5qmaUopze94fiDJc/XnRV8HAAAAwNg50DOBflpK6UmS4T9/NnojAQAAADDaDjQCfS3J+cM/n5/kq6MzDgAAAABjYX9uEX9Lkv8nyfRSyrZSyoVJrkkyr5SyOcn/OfwYAAAAgIPUPq8J1DTNghd56s2jPAsAAAAAY+RAvw4GAAAAQAcRgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVGBCuwcAoG4/+tGPcs455+x9/OMf/zhLly7Nk08+mbvuuit9fX256aabkiSrVq3KU089lUsuuaRd4wIAQMdyJhAAbTV9+vQ89NBDeeihh/K9730vhx12WM4666w8+OCD2bhxYyZOnJhNmzZl586dueGGG7Jw4cJ2jwwAAB1JBALgoHHPPffk5S9/eaZMmZKhoaE0TZPBwcF0d3dn+fLlWbRoUbq7u9s9JgAAdCQRCICDxq233poFCxbkiCOOSH9/f2bPnp2enp5MmjQp69evz/z589s9IgAAdKzSNE0r12vpYgetJZNauNaO1q01Dj16/IyWrDPjh4+2ZJ3xasU5Z7RsrQ/ddkfL1qrNM888k6OPPjrf//73c9RRRz3vuYsuuih/8Rd/kQcffDDr1q1Lb29vrrzyyjZNCgAAB52yPy9yJhAAB4W77rorc+bM+a0AtGHDhjRNk+nTp+f222/P6tWrs2XLlmzevLlNkwIAQGdydzAADgq33HJLFixY8FvHr7rqqgwMDGRoaCi7d+9OknR1dWVwcLDVIwIAQEdzJhAAbffLX/4yd999d975znc+7/iaNWsyd+7cHH300Zk8eXL6+voyc+bM7Nq1K7NmzWrTtAAA0JlcE6gdXBOoY7gmUGdwTSAAAKByrgkEAAAAwLNEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqMCEdg8AQB2WLFkyLtcCAIBO4UwgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVmDCSXy6lbE3yiyS7k/yqaZq5ozEUAAAAAKNrRBFo2OlN0zw1Cv85AAAAAIwRXwcDAAAAqMBII1CTZF0p5XullItHYyAAAAAARt9II9CpTdPMSfL2JAtLKW/4zReUUi4upTxQSnlgYGBghMsBAAAAcCBGdE2gpmmeGP7zZ6WU/zvJyUm+9RuvGUjyXP1pRrIeAAAAAAfmgM8EKqX8H6WUI577OclbkjwyWoMBQKfbvXt3Zs+enTPOOCNJcu6556a3tzdXXHHF3tcsW7Ysa9asadeIAABUZCRfBzsqyXdKKQ8n+W6SrzdNs3Z0xgKAznfttddmxowZSZKNGzfm0EMPzcaNG/NP//RP2bFjR5588smsX78+8+fPb/OkAADU4IAjUNM0P26aZtbwPyc2TXP1aA4GAJ1s27Zt+frXv56LLrooSdLd3Z2dO3dmz549GRoayiGHHJKPfvSj+fjHP97mSQEAqIVbxAPAGLjkkkvyqU99Kl1dz/5P7YwZM/Kyl70sc+bMyZlnnpnHHnsse/bsyZw5c9o8KQAAtRjRhaEBgN92xx13ZOrUqTnppJPyzW9+c+/xlStX7v35zDPPzGc/+9lcffXVefjhhzNv3ry8//3vb8O0AADUwplAADDK7rvvvnzta1/Lcccdl/e85z25995782d/9md7n//qV7+ak046KU8//XS2bNmS1atX58tf/nIGBwfbODUAAOOdCAQAo+yTn/xktm3blq1bt+bWW2/Nm970pqxatSpJMjQ0lJUrV2bx4sXZuXNnSilJnr2T2DPPPNPOsQEAGOdEIIAOsmvXrpx88smZNWtWTjzxxHzsYx9L4tbjneS6667L+eefn8MOOyy9vb0ZHBzMzJkzc9JJJ2Xy5MntHg8AgHHMNYEAOsjv/d7v5d57783hhx+eoaGhnHrqqXnzm9+899bj8+bNy44dOzI4OJj169fnyiuvbPfI1TvttNNy2mmn7X18ySWX7P25lJJbbrmlDVMBAFAjZwIBdJBSSg4//PAkz36taGhoKE3TuPU4AACwTyIQQIfZvXt3+vr6MnXq1MybNy9vfOMb3XocAADYJ18HA+gwhxxySB566KFs3749Z511Vh555BG3HgcAAPbJmUAAHWry5Mk5/fTTs3bt2r3H3HocAAB4MSIQQAf5+c9/nu3btydJdu7cmbvvvjvHH398ErceBwAAfjdfBwPoIE8++WTOP//87N69O3v27Mm73/3unHHGGUle/Nbj/f39bj0+Ru659+UtW+vNb9rSsrUAABifRCCADtLb25sNGza84HNuPQ4AAPwuvg4GAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKuAW8QAHoW2Xf7tla0275vUtWwsAAGgfZwIBAHBQe/zxx3P66afnhBNOyIknnphrr702SXLZZZelt7c355133t7Xrlq1KitXrmzXqABwUBOBAAA4qE2YMCErVqzID37wg9x///257rrr8vDDD+fBBx/Mxo0bM3HixGzatCk7d+7MDTfckIULF7Z7ZAA4KPk6GAAAB7Wenp709PQkSY444ojMmDEjP/nJTzI0NJSmaTI4OJju7u4sX748ixYtSnd3d5snBoCDkzOBAADoGFu3bs2GDRvyxje+Mf39/Zk9e3Z6enoyadKkrF+/PvPnz2/3iABw0HImEAAAHeHpp5/O2WefnZUrV+bII4/M4sWLs3jx4iTJRRddlKVLl+b666/PunXr0tvbmyuvvLLNEwPAwcWZQAAAHPSGhoZy9tln59xzz8073/nO5z23YcOGNE2T6dOn5/bbb8/q1auzZcuWbN68uU3TAsDByZlAAAAc1JqmyYWo084JAAAgAElEQVQXXpgZM2bk0ksv/a3nr7rqqgwMDGRoaCi7d+9OknR1dWVwcLDVowLAQc2ZQAAAHNTuu+++3Hzzzbn33nvT19eXvr6+3HnnnUmSNWvWZO7cuTn66KMzefLk9PX1ZebMmdm1a1dmzZrV5skB4ODSsWcCPf744znvvPPy05/+NKWUXHzxxfngBz+Yyy67LHfddVf6+vpy0003JUlWrVqVp556KpdcckmbpwYA4KU69dRT0zTNCz43f/78510Mevny5Vm+fHmrRgOAjtKxZwJNmDAhK1asyA9+8IPcf//9ue666/Lwww/nwQcfzMaNGzNx4sRs2rQpO3fuzA033JCFCxe2e2QAAACAtunYM4F6enrS09OTJDniiCMyY8aM/OQnP8nQ0FCapsng4GC6u7uzfPnyLFq0KN3d3W2eGAAAAKB9OvZMoF+3devWbNiwIW984xvT39+f2bNnp6enJ5MmTcr69eufd4owAAAAQI069kyg5zz99NM5++yzs3Llyhx55JFZvHhxFi9enCS56KKLsnTp0lx//fVZt25dent7c+WVV7Z5YgAAAIDW6+gzgYaGhnL22Wfn3HPPzTvf+c7nPbdhw4Y0TZPp06fn9ttvz+rVq7Nly5Zs3ry5TdMCAAAAtE/HngnUNE0uvPDCzJgxI5deeulvPX/VVVdlYGAgQ0ND2b17d5Kkq6srg4ODrR4VAID9sWRSC9fa0bq1AOAg0bFnAt133325+eabc++996avry99fX258847kyRr1qzJ3Llzc/TRR2fy5Mnp6+vLzJkzs2vXrsyaNavNkwMAAAC0XseeCXTqqaemaZoXfG7+/PnPuxj08uXLs3z58laNBgB0iAsuuCB33HFHpk6dmkceeSRJctlll+Wuu+5KX19fbrrppiTJqlWr8tRTT+WSSy5p57gAACPSsWcCAQCM1Hvf+96sXbt27+MdO3bkwQcfzMaNGzNx4sRs2rQpO3fuzA033JCFCxe2cVIAgJETgQCAar3hDW/IlClT9j7u6urK0NBQmqbJ4OBguru7s3z58ixatCjd3d1tnBQAYOREIACAYUcccUT6+/sze/bs9PT0ZNKkSVm/fv3zvmYOANCpOvaaQAAAY2Hx4sVZvHhxkuSiiy7K0qVLc/3112fdunXp7e3NlVde2eYJAQAOjDOBAABewIYNG9I0TaZPn57bb789q1evzpYtW7J58+Z2jwYAcEAO+jOBjrv86y1ba+s172jZWgDAwe2qq67KwMBAhoaGsnv37iTPXjNocHCwzZMBABwYZwIBANVasGBBXvva1+ZHP/pRpk2bls997nNJkjVr1mTu3Lk5+uijM3ny5PT19WXmzJnZtWtXZs2a1eapAQAOjAgEAFTrlltuyZNPPpmhoaFs27YtF154YZJk/vz5WbJkyd7XLV++PJs2bcoXv/jFNk26/y644IJMnTo1r3rVq/Yeu+yyy9Lb25vzzjtv77FVq1Zl5cqV7RiRYd4rAFpNBAIAGEfe+973Zu3atXsf79ixIw8++GA2btyYiRMnZtOmTdm5c2duuOGGLFy4sI2T4r0CoNVEIACAceQNb3hDpkyZsvdxV1dXhoaG0jRNBgcH093dneXLl2fRokXp7u5u46R4rwBoNREIAGAcO+KII9Lf35/Zs2enp6cnkyZNyvr16zN//vx2j8Zv8F4BMNYO+ruDAQAwMosXL87ixYuTJBdddFGWLl2a66+/PuvWrUtvb2+uvPLKNk/Ic7xXAIwlZwIBAFRiw4YNaZom06dPz+23357Vq1dny5Yt2bx5c7tH4zd4rwAYC84EAgDGveMu/3pL1tl6zTtass6BuuqqqzIwMJChoaHs3r07ybPXoRkcHGzzZPwm7xUAY8GZQLTE2rVrM3369LziFa/INddckyQ599xz09vbmyuuuGLv65YtW5Y1a9a0a8zqeZ+AffE5cfBbsGBBXvva1+ZHP/pRpk2bls997nNJkjVr1mTu3Lk5+uijM3ny5PT19WXmzJnZtWtXZs2a1eap6zQe36vx+BkxHveUjM992ZM9tUsn7cmZQIy53bt3Z+HChbn77rszbdq0vPrVr05/f38OPfTQbNy4MfPmzcuOHTsyODiY9evX+657m3ifgH3xOdEZbrnllhc8Pn/+/OddYHj58uVZvnx5q8biBYy392o8fkaMxz0l43Nf9mRP7dJpexKBGHPf/e5384pXvCJ/+Id/mCR5z3vek69//evZuXNn9uzZk6GhoRxyyCH56Ec/mo9//ONtnrZe3idgX3xOAL/LePyMGI97SsbnvuzJntql0/bk62CMuSeeeCLHHnvs3sfTpk3LE088kZe97GWZM2dOzjzzzDz22GPZs2dP5syZ08ZJ6+Z9AvbF5wTwu4zHz4jxuKdkfO7LnuypXTptT84Eom1Wrly59+czzzwzn/3sZ3P11Vfn4Ycfzrx58/L+97+/jdPxHO8TsC8+J4DfZTx+RozHPSXjc1/21BnsqXWcCcSYO+aYY/L444/vfbxt27Ycc8wxex9/9atfzUknnZSnn346W7ZsyerVq/PlL3/Z3S9azPsE7IvPCeB3GY+fEeNxT8n43Jc92VO7dNqeRCDG3Ktf/eps3rw5//zP/5xnnnkmt956a/74j/84STI0NJSVK1dm8eLF2blzZ0opSZ69uNYzzzzTzrGr430C9sXnBPC7jMfPiPG4p2R87sue7KldOm1Pvg7GmJswYUL+7u/+Lm9961uze/fuXHDBBTnxxBOTJNddd13OP//8HHbYYent7c3g4GBmzpyZ/v7+TJ48uc2T18X7BOyLz4mDy3GXf70l62y95h0tWWe8mvmFmS1ba9P5m1q21gsZj58R43FPyfjclz3ZU7t02p5K0zStXO8lL9aqv+AkLfxLzpJJrVknSZbsaN1a49Cjx89oyTozfvhoS9YZr1acc0bL1vrQbXe0ZJ1tl3+7JeskybRrXt+SdZYsWdKSdVq51j33vrwl6yTJm9+0pWVrjUfjMZiMxz2Nx78j1RSBAGirsj8v8nUwAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRABAIAAACogAgEAAAAUIEJ7R6A8aNVt0B1+9ORue7/urcl6yz8zJtasg4w+v7gGw+1ZJ1/Pb2vJesAo+vR42e0bK0ZP3y0Jeu06u9HSWv/jrTinDNass6HbrujJeskybbLv92SdaZd8/qWrJMkS5YsGVfrJMk99768ZWu9+U1bWrJOq/5+lIzt35GcCQQAAABQAREIAAAAoAIiEAAAAEAFRhSBSilvK6X8qJTyWCnl8tEaCgAAAIDRdcARqJRySJLrkrw9yQlJFpRSThitwQAAAAAYPSM5E+jkJI81TfPjpmmeSXJrkj8ZnbEAAAAAGE0jiUDHJHn81x5vGz4GAAAAwEGmNE1zYL9YyruSvK1pmouGH/95ktc0TfOB33jdxUkuHn74n5LsOvBxX5L/nOSpFq3VKvbUGeypM9hT5xiP+7KnzmBPncGeOsd43Jc9dQZ76gz2NDJPNU3ztn29aMIIFngiybG/9nja8LHnaZpmIMnACNY5IKWUB5qmmdvqdceSPXUGe+oM9tQ5xuO+7Kkz2FNnsKfOMR73ZU+dwZ46gz21xki+DvZPSV5ZSvkvpZSJSd6T5GujMxYAAAAAo+mAzwRqmuZXpZQPJPnfSQ5J8vmmab4/apMBAAAAMGpG8nWwNE1zZ5I7R2mW0dbyr6C1gD11BnvqDPbUOcbjvuypM9hTZ7CnzjEe92VPncGeOoM9tcABXxgaAAAAgM4xkmsCAQAAANAhRCAAAACACohAAAAAABUY0YWhDzallClJ0jTNv7V7FupSSjkqyTHDD59omuan7ZxntJVSpoyXf6/G4+fEeNvTePz3aTzuKRnX+/LvFIxQKWVSkrfl1/67l+R/N02zvX1TjUwppST5/9u78zA5qnKP499fWCXR5AKKgYARlBsQIRr2TRbZFAXRsHoDAooLGL2ixgtXQERZRAGVHcMmBAgXCCAm7IsSEkggCSTAZZUrRBAB2YX87h/nNKmZzExmejrUVOX9PE+e9FRVV7+n61R311tn2ZC2ZZriig+yWrdjFcepOupYpiqo/MDQklYDjge2BV4ABLwPuAkYY/vx8qLrvbr/cKt6ckHScOB0YCDpQwtgCKkuftP2tLJia5akw23/ND9eG7gSWIp0bu1h+64y42tGHT8nalqmOp5PtSsT1LNccU5VR1w09H2SRgFHAJNoW/e2A46yfX5ZsTVL0vbAqcDDtC3TR0jn06SyYuuNuh2rOE7VUccyAUgaBuxC2++oCbZnlxdVW3VIAt0JnASMt/12XrYEMBL4ju2Ny4yvWXX84VbT5MK9wEHtY5e0MXCG7fXKiax5kqbZ/mR+fC3wG9vXSdoQOMn2puVG2HN1/JyoaZnqeD7VrkxQz3LFOVUNdb1ogGpcOHSXpAeBjdon5iT9G3CX7TXLiax5kmYDO7VPCEv6MPAH22uVElgv1e1YxXGqjpqW6YfAXsA44Km8eAiwJzDO9rFlxVZUh+5gK9q+pLgg/3gbJ+nokmJqhXPp/IfbWKByP9yA3YCf5scnAKOLyQWgcskFoH9HySvbkyX1LyOgFlvZ9nUAtqdIek/ZATWpjp8TdSxTHc+nOpYJ6lmuOKeq4TBgRGcXDUAlk0DtLhym5MVDgIsl9ZkLhx4Q0NGd5nl5XRUtyfyLuqL/I93UrKq6Has4TtVRxzIdAHzM9r+KCyX9Ergf6BOf5XVIAt0j6VTgPOAvedmqwL7A9NKi6r06/nArqkty4brcWuZ82ta/UcAfS4uqd1aXNIH04TtE0nK2X83rqvrlWcfPiTqWqY7nUx3LBPUsV5xT1VDHiwaoyIVDDxwDTJM0ifl1bzVSi62qJlV/B0yVNI6259OewDmlRdV7dTtWcZyqo45lmgesDDzRbvngvK5PqEN3sKVJX5zF5rNPAVcD59h+o6zYekPSKcAadPzD7THbB5cVW7MkvQDcRvqRtjHwoUZyQdIs2+uUGV+zJO1Ex823/1BeVM2T9Kl2i+6x/XIen+pLtn9bRly9UcfPiTqWCep3PkE9ywT1K1ecU9UgaV/gx6TuYAtcNNg+t6TQekXSHGAH20+0W/4hYJLtfy8nsubl1lk7sODYTf8oL6rekbQWHZ9PD5QXVe/V7VjFcaqOupVJ0o7Ab0hjUhW/oz4CHGy7T9yAqXwSqM5q+MOtdsmFEEIIIby76nbRANW5cAghhNA1Sf1YcHa6qY3xBvuCWieBJO1s+5qy4wiLJ0lfs31m2XG0Uk3LVLvPiZqWqY51r3ZlgnqWK86p8G6owoVDK0g60/bXyo6jlSQdafvIsuNotbodqzhO1VHHMvUl/coOYBHboOwAFgVJtTsh6lgmqj02QWfqWKY6fk7UsUx1rHt1LBPUs1xxTlWApEontWzPsz3Z9uX53+S6JYCyM8oOYBG4p+wAFpG6Has4TtVRuzJJ6jM3k2rREqhOU2p2h6SDbNfqxKhymXL9W4U0leHLheU7VrX5dk3LtCFg21MlrQ3sCMypavfKjkg63/aosuNoFUmbk+6Kz7I9qex4miFpI2C27ZfyAPhjgE8CDwA/s/1iqQE2SdK3gSts/2WhG1dEHhNoT+Cvtm+QtDdp1srZwJntB+ytCkmrk2bnXBV4G3gIuMj2S6UGtghIGmG7dhd5kq6xvXPZcYQQQmiepMG2ny47DqhBS6A8peY40h2tKfmfSFNqjikztkXozbIDWAQqWaZ8IXQVcAgwS9IuhdU/Kyeq3qlpmY4ATgFOk/Rz0rgL/YExkg4rNbgmSZrQ7t/VwG6Nv8uOrxmSphQef5V0nN4LHFHhz/PfAY3Z9U4GBgLH5WVjywqqBY4G7pJ0u6RvSnp/2QG1wFjgs8BoSRcAI0lTjm8AnFVmYM3Kn+enA8uSyrEMKRk0WdJWJYa2SNQxAZR9tewAekrSQEnHSpoj6XlJf5c0Oy8bVHZ8zZC0pKSDJP1R0oz87zpJX5dU1dlTkbRu4fFSkg7PvyV+Jmm5MmNrRo2PUx3PqdqVqUjS8pKWb/zdVxJAUIOWQJIeouMpNZcG7rf90XIiW3QkPWl7tbLjaKWqlknSTGCTPMD1UGA8cIHtkyVNt/2JUgNsQo3LNJx0AfQMMKTQMuMu2+t2uYM+SNI0UmuSs0nTJQu4mNSSAdu3lhddc4r1S9JU4DO2n5XUH5hs++PlRthzkmbbXis/nmb7k4V199oeXl50zZM0HRgBfBrYA/g8qZn9xcD/2P5nieE1RdIM2+tKWpLUonhl229LEnBfRT8nZgLDczmWA/5geytJqwFXVfTzfCDwI2BX4AOkz7+/kW5eHGv7hRLDC5mkicBNwHm2n8nLPgjsC2xre/sy42uGpIuBF4DzSDMHAgwhlWl523uUFVtvFL+bJJ0IrEBKiu8KrFC1FsY1Pk51PKfqWKbVgOOBbUn1UMD7SOUcY/vx8qKbb8myA2iBecDKwBPtlg/O6ypJ0ozOVgErvZuxtEodywT0a3SXsv14vrM6XmlK16qOt1DHMr2Vx1V4VdIjjW4Qtl+TVNXPifWB0cBhwPdt3yvptSomfwr6Kc360490k+JZANuvSHqr3NCaNkvSV2yPBe6TtL7tuyWtCVSye1Fm2/NI03RPyndXdwL2An4BVLFlUL98A6k/sByp1dbzpORxZe8ek37rvU0qxwAA209W+I74paQf01t1cNFwKVC5iwZo2906J7p+SWq9NQv4ru25ZcbXhKG2jysuyMfrOEn7lxRTb42wvWa7ZU+RWtY9VEZALVL8bbctsIHtf0m6DbivpJh6o67HqY7nVB3LdAlwErBPY0w3SUuQWhePAzYuMbZ31CEJ9B3gRkkdTqlZWlS9txJp+tP2050K+PO7H05L1LFMcyUNt30vQG49szOpC0jlWi1kdSzTm5KWs/0qqfUC8M4P7UomgfIF+K8kXZb/n0v1P9MHklqTCLBy32lJA6huAvJA4GRJhwPPAXdK+gvp++rAUiPrnTbHI7fGnQBMqGL3gewcYA6wBCm5epmkR0k/2MaVGVgvnA1MlXQXsAWpKyJK3feeLzOwXqjjRQOk7taNMfdOBJ4GPkcaz+kMUquMKnlC0g9Id/jnAkhaCdiP+b/Xq+Z5SSOBy/N3cGNGt5Es+Nu2SgZK2o30ub5Mo3eFbUuqYpeRuh6nOp5TdSzTirYvKS7IyaBxko4uKaYFVL47GNRzSk1J5wBjbd/RwbqLbO9dQli9UtMyDSG1Mnmmg3Wb2f5TCWH1Sk3LtIztNzpYviIw2PbMEsJqKUmfBTaz/V9lx9JqOamwku3Hyo6lWZLeB3yYlKh7qoJ39duQtKbtKt9R7ZCklQFs/zWPR/Bp4EnbU7p+Zt8l6WPAWqQB1ueUHU9vSZoE3EDHFw3b2f50ieE1rV2XnDZdRavYdTS36hxDmrhlJVK3vbmkZPFxtiuXhMxd5I8DtiZ18wAYBNxM6uZRye8oSe3Hpxtje25uYfd729uWEVezCsdpG1LSR6SbTFU/TnU8p+pYpnGkmyznMT+RtSqpteqKtncvK7aiWiSBQgghhBBC/bW7aPhAXty4aDjWdiXv9Et6itQFTMC3gDWcf6Q3xqsqM75mKM00OoQ0pltdZhrdiHSh+ggwDNgEeMAVn2k0l2ueazaDqqQV8sOTbX+51GBaTNIWpEYQM13tGVTn2H4x3/BrzKB6PxWdQTV3Kz+ADmYuB87p6KZ0GSIJFEIIIYQQKq8w/lblKM1iWXRqHhj/g8DxFRyc99ukZNZs0sQMo21flde1GSS/KvIx2onUovN60gX4LcB2wETbx5QXXfPqVi51PEPqNqSxxLD9+Xc3otaQNMX2hvnxgaTz60rSOGhX2z62zPiaIel+YD3bb0k6E3gFuJw0NtV6tncrNcAaiyRQCCGEEEKoPFV0ptGFqWJySzHTaGXUrVyq4eypEDOoVoXSDKMHkMZxK7YEuorUEqhPTApS9UFEQwghhBDCYkL1nGl0YY4iTdldJTHTaHXUrVx1nD0VYgbVqriANGbYUaRZ6SB1i90XuBDYo6S42ogkUAghhBBCqIo6zjRax+RWzDRaHbUqV01nT4WYQbUqRthes92yp4DJkvrMhBp1OCFCCCGEEMLi4RpgQCO5UCTplnc/nJapW3JrFNCmdYLtt4BRks4oJ6Re27IxqGtj6vFsKdJd/qqqZblsPwWMzLOnvlR2PL1le2gnq+YBX3gXQ2mZPPDzfjWbQfV5SSOByxvnU57JfCQLfr6XJsYECiGEEEIIoUSSzgHG2r6jg3UX2d67hLBCCCH0QB4D7Thga1K3MIBBwM3AGNuPlRNZW5EECiGEEEIIIYQQQuglSRuRBiV/BBgGbAI8YPsPpQZWEEmgEEIIIYQQQgghhF6QdASwE6lr2/XAhsAtwHbARNvHlBfdfJEECiGEEEIIIYQQQugFSTOB4cAywDPAENsvSXoPcJftdUsNMOtXdgAhhBBCCCGEEEIIFfeW7bfzbHuP2H4JwPZr9KHZ9iIJFEIIIYQQQgghhNA7b0paLj8e0VgoaSB9KAkU3cFCCCGEEEIIIYQQekHSMrbf6GD5isBg2zNLCGsBkQQKIYQQQgghhBBCWAxEd7AQQgghhBBCCCGExUAkgUIIIYQQQgghhBAWA5EECiGE0KdJsqQTC38fKunIFu37XElfasW+FvI6IyXNlnRzq/Yjabikz7Qqxt6QtJWka/r6PutA0tcljWrieYMkfbOHz9lC0v2S7s3T2/aYpJfb/b2fpN8s5DkrSxqfHzdVzyXdImn9rpZL+rCkhyXtIGl9Saf09HU6ee2hkma1Yl8hhBBCq0USKIQQQl/3BrBbHlSvz5C0ZA8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Number of time per year providing training for United Kingdom (without 95 percentile)
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" - ], - "text/plain": [ - " Results in 2018 \\\n", - "Number of time per year providing training for ... \n", - "count 202.000000 \n", - "mean 2.361386 \n", - "std 2.590279 \n", - "min 0.000000 \n", - "25% 0.000000 \n", - "50% 2.000000 \n", - "75% 3.000000 \n", - "max 12.000000 \n", - "\n", - " Results in 2017 \n", - "Number of time per year providing training for ... \n", - "count 137.000000 \n", - "mean 2.547445 \n", - "std 1.504751 \n", - "min 0.000000 \n", - "25% 2.000000 \n", - "50% 2.000000 \n", - "75% 3.000000 \n", - "max 8.000000 " - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of time per year providing training'\n", - "training_time = ['train2. On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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CoJUhISEhIWcAoeVESEhISEjIiwARWYwfQPK/Tq8kZx4i0iYiLxERTfzjXT+Ib5lzxhG4Si0L2nIT/jGvPz7dcr3YEZFXi4glIml8i66fhoqJkJCQkDOLUDkREhISEhJymhGRv8bf6f17pdSB0y3PGUgE+A8gi+/+cxe+u8mZSCvwEJDDd1V4r/KP7Q05Ou8GhoB9+KfuvPf0ihMSEhIScryEbh0hISEhISEhISEhISEhISGnldByIiQkJCQkJCQkJCQkJCQk5LRinG4BAkLzjZCQkJCQkJCQkJCQkJCQ3zxkPolCy4mQkJDfSp4e2cNAcfyklDVQHKfiuSecf9zOM1kpAFDxXJ4Y3sW9h56h4BztJMQjszfbzw+7n6K/mDlhmUJCXmgqtkM+V8Lz5r9foZSiWLAplyocr5uqbTu4rne8Yh6xDKXUvGRQSs2rjUopyuXKnGk9T2GX599mpRTlUoVyuYLrepRLFSq2Qy5bpFS08TyPQr5MdrJIIV+mVLJxHJdC/sTeQS8UjuNSLs954u0ZiacqeOrY4+rPtefmneuVq/7tHTF/9T2lXFxlH9dz4ymXipfFO4E4o76cRZTycFUZT53438wjyaGUh+uVpvsiJCTkzEO//fbbT7cM4J83HhISEnLK6S9m6M6PsDFzgNZoLQAH80PknDIx3aSvOEZfMcNEJU/SjDFu5zmQGyJj50kZUSYqBQZLE/QXxzA0g3ylxI9614EIMd1kpJzlUHGMjJ0j75SJ6Abd+WEGSuOYmk7JrXAwN8xgaQJPKRB4aHAbXfkR4oZFrRnHUS57cwMsS7ZiaQYDpXEO5odxPAcNjTE7R8KwGCpP4noeOafIgdwQBadM0ohiagb7cgPUReI0WjWH9UHJrbA/N0hfcYyYblHxXPbnBhmzc0T1CBN2AcdzcTyXjJ1DoThUHGOoNIHjeZiazsH8EP3FcQTB0gx6CqMcKozN+HdvYZSK51Jjxl7oYQ45A+k5OML992xi+apWIpH5GXY6jsejv9pB36EMCxc1oGnz33M5sHcQw9CJxiInKvJ0GVbUZDyTp1Cwiceto+Yp5G1GR7Kkao7+XHieYt/uQVI1MQxTn3GvWLDpOjBMbTqBrs+vzY88uIOD+4ZIJKOsX7eXwYEJNm/s9hUsjsfjD+1k/94hdu3oo7drFM9VPHDvZi64ePG8yj8d9HaPsn1zD4uWNJ1uUU4KBacX1ytgajWIzL3JqJSi4mVwvCyGlgRgsrLDz4NO0elHAF2zZuXzKFS60bU4mhjY3jjFyiEieh0i85tDtjtG1+QdRPVGInr9cbXNw6Y/fx9xo4NCpQdBw9Dix1XGseRwvCyDxV9hGU0Y2ov7747jeWwZ62eklKMpmjzieFczYRfZkRkipptEDfMFkDIk5KTyqfkkerG4dYSEhISccgpOmV/0b2JRoomMnaPoVnhwcAtx3WKgNM7a+uU8PryTpckWegqjXNtyDhHNYLA0zraJHm7puJju/Ag9+RGWplpotGqwPYeB0jjjdp6cU+bx4Z1MVgqICCkjxtJkCzsme6k14+zJ9lEfSfFMZj8rU21sHj/I9a3nM1LOIkDRKSNATI9giL8YmawU+cXAJtqiadaP7uW61vN4ZGg7r1t4OQ/0b+aKxpX8emwvNWaMvmKGV7ReQFO0lqg294eLUop1I7sZs3M0WjU0R8tsHe8h75SoeC5DpQmyTonWaB0xPcLubB9Lky08PLiN89OLsTST4bLLzw49w6raDlJmlEKxzIODW2iMpNg60c21zedwb99GOuMN0+0ICTkWHZ0NJFNRPE8xnsmzYd1+TFPngosXM9CXoevACB0L66mti7Nz2yGisQiXXLaURUub6OsZm+EgqpSia/8wuqFhWSZ7dw9glx1KJZuFixppaatl355BauvidO0fxlOKlrZatm3uIV2f5OD+IRoaU3QsrGfLxi5icYtlK1ro7R5ldCTH8lWt1NbFp8vIjOX5xT2bcF2PC9cuwXU9lq1oZc/OfjoXN1JXnwCgWLR59Ffb6do/zMtuPBfTNOg+MIwVNVm2spW9O/uZnChw/kWLcV2Pnq4ROhc3sndXP/v2DKJpwoWXLGFocILR4SwLFjWyfUsPA33jRKMm55y/kB1bexkcmKBzcSOXXrliuk8816OvN0NbR5rug6PUNyR4xS0X4HmKdY/vZsnyFs5d08mjD26nvy9D14FhbNup6lPIThZ4+ok9RCImS5Y3k50ssnR5CxvW7afiuDgVFxFBeR5mxKBScampjVHfmDpin7a01U2XP9ifYeumHqKxCBdctIh9uwcYHsqybEULrutxYN8gjU01dC5u5Nn1B8hlS1ixCJueOcjgwARt7XVMjhcpFm1EhETSorW9jta2OrZv6eWiS5e+MJP5BHC8AuPlLaTMZVS8cUaLT+OoPAljEZbRRKb0LKaeImWuYKDwS1wvR2viJnSxyNn7SJhLKDiH6M5+l7ixgLS1BlcVSUVWkik9i65F6c/dRzp6EQ2xy5gs7wAgyVImytvJ2fuIGs3oWoKcvRcQGqJrKTi9FJxeUpGV1EbOImq0oWZ5YyulKDqHyJSfxdRSJCPLGS9tQtCoj15CtrKHkjNM3umi7I4wae+kPrqWQuUQmfJGPGVTGzkbD4esvRPHy9OR/F0ienq6/El7B9nKHuLGAuqs86flKDr9lN1RkuYSRoqPU3QOMZD/OXGjk/rYJejynJJmoDBJwamwtKbhBRvXI1F2Hb645RHihsm/vuQ187J33zDcy99vfogPnHs1Ny1cfcplfLEyaZc4lJ9gVV0z2jyUOiFnFqFbxynG9SbIlZ4gW3qMbOkxbKf/dIs0A0/ZFO3t2M6hM9IMznHHKdhbcL386RbluFHKo1w5QKmyl/Ao9heGnFMC4NKGFTRbtRTdMnuzAwyXJ9BFw1EupqZzQXoxrbFahksT7MsNMG7nGSxNTLtZLE42c3njSpqjtbTH6mmNprmofimNVoq4YbE02UJHrB5LM+jKD9GVHybvlKYX6ksTLVxcvwxXKWJ6hEWJRlbVdLAi1XbY7sl4Jc++7ABjdpaIbpAwLNKRJA8ObiVhWMQMk73ZfobLkxhBG46Gp3wriFU17VzVtJqkESVj5zinbiEra9oYLmdxPBeFwlG+9QRAS6yOtQ3LWZxspj6SZE39EjJ23u+b4jgHc0NknSKmpmPqBpfULyPrlBgpT57sYQz5LWDPzn4SSYu6+gRPPLyLbZt7OPeChXQubsSyTOrScYb6xxkaPPL8Gh6aZHQ4y+REgT07+xjsH2fFqjb27uwnEjEolyrk82UiUYNtm7rZt2uAzGiOTRsOICLs2n6InoMj9B/KsPKsNurSCXq6RojFI9TUxEjVxKbLiMcjNLXUsHRFCx0LG+jrzXCoZ4yhwQlEe+6ZjkQMGptr6FzSRMfCBgb6MlQqLqvOaieRsKipi6OU3/50fYKJ8QJ22fHLESFdn2D71l5q6+KMDGexSxUOdY+Srk/iuR47t/fR0z0KisMsKqKxCDW1MYYGJshOFEimYhzqHeObX3uIyfEitek4miboukYsFmF4eJJodKaSM58vM9g/QV19As/1ONQ9hm077N7h9+/w0CTFos3WzT3kciWKBZtd2/uO3KeB0sZHYRj69Nju3tHHgX1DXLh2CS3tdUSjJqmaGHt3D7B1cw+GqdPSVkdmNMv2Lb1EoyYb1u2n71BmWo58tsTuHf10HxzBcV7c3zi6WGiY2G4Gx8tTcHqpiaxm0t5Jwemh4k1gaQ1E9DpiRgupyEpiRhuW3ojtjuN5ZUythpjeSk3kLDSxyFe68FSZXGUfhpYgZrZTa52FqaUwtRRldwjbzTBhbyMZWU6ucpBM6VkUHlGjmUx5I4aWwtASTJS346q53XwUFUaKTxI3FlJnnUfe3o8uUSyjmUO5u8lXuklFlqGLhaGl8FQZx8tS8cax3TFqIqsZK20ga+/CU27grvHc/HVViUxpA3XW+aTM5QjPKb1td5xCpRdXlclW9gBCTWQ1eaebsjM0Q867u7fz0+7tp2L4XhBa4zVc0byIzmT6dItyWnlmpJev7/417hm4bgk5Nr8RlhNKOeRKT5C3n6Ex+TYMve50izRNxR1iJPs/2G4vJXsn7elP0Jh623GXU7R3ki0+SCp2PbHIqunrrjfJaO4OLKOT2vgrj7tcxx2mZ+wjJK3Laa37c4QTN289HWRLDzM0+a90pD9FMnrlnGkq7giel8Uyl5xSWTxVZqLwMxx3lMbU2xA5+uOlVImBiS/gqQIL6/8WQ288pfKdTJSqUHYOkCs9ScXtBzRMvZWkdRmWuQzXm2A09x3ikTWkYlfPWYanbHKlR8mWHsPf8lSAIGjEIheSTvzOSZe71oyji859/RsZs3PUmHEuSC+m6NjEjAjN0VoKTplfDW5lslJgZaqdDWP7ENGoMWOYmo4uQkQzpnc5BEiZUR7o38zahmUYomFqerC491gUb6LkVUgaMRYlmrA9h6JbRhCMwJS2xoyzcewAUd3krJoFrB/dx+7JPpqjtaxJL+bcuk5MMWgyY6TNJGfXLuCrex/gTYuvpiFSw/npxVQ8h7hu0WDVsG2im20TvUxWijRZtdRbyek+0ERYkWrjmbED7J7s45KG5XTE6lk3sgfHczm3rhPbc9gwth9DNGrNOJoIEc1EE0EpRcmtMFKapOI59BUzrEkvZkWqnbgepSNeT0QMhkoT0+4gISHHwo/D4OF5Hq7rYdsOqZoY8bhFPl9CgJraOLqhsePX/o55Pl+mYjt4rofreYfFZtA1wbYdctkSKEg3JGhqqcF1PTRNMCMGnquorYtjGDob1x/gspes4KnH9pBMxVixqo1kKkptXYLGphqUUlx+1Sqe+fV+du/s55LLlk2XoRs6iaSFFY2QTFksXNTAwf1DpFLRGe4buq6RTFpkJwyiURMRobEpRbohycF9Q+zafmjaNcUwdQxDx3U9TEOnqaWGVCrK2EiOSMRA0wTPU0RjvmJEKQ+n4vffguUNLF/VOrOTBVad3cH6p/ZSV59kcqJAe0eaVG0MM6IzMpylrSONrmtELJNScZLa2mrTeEVjY4oL1y5h1/Y+Fi5qwHH9uBS27ZC2kmiakEpFfcuxVBRPwXgmRy5bnrNPq6lUXLZv6Z0e22LBRtOE2ro4paLNpmcOYpo6uWyJ2to46YYE0aiJ43jYtg0KVp7VxsR4gYrtkkpFicUjOI7Hjq29XPnSF/tOs6BrURQKhYelNxAz2hhjA0lzKShhvLyViNGIoaV8BVRgFaCJicLBkDiGlsDQEn5ZysHx8njKRpc4usTQJYGgo2lRgCDGhUdEr0UQBIjqrVh6AxPlLdhuBl2L4XhZlHJQyg3+86bdQZRSeFQw9RoMrQYPF11LYGgpKt4khpbA1OoQTER0NLFQeIBg6U1EjVYULhomiNAYuxJTe+7vlsJXmEe0OnQtAahpOUQ0lLJxvEk85WKIganVImh4uCjl/y0uOQ5PD/XQGk9Rcvw4JSKCqenTu+9+OxSO56Hw1SOGpvn9UpXGVQpXeSiU/9Ui/t/z6s2FqVgejvLwlAq+cEAXDX3WJoSnFI7n4k3XqSOBfOC7gDjKZWmqno+suQ5jlvuaUoqK8tCCPK7nHbGs2fJXG8EYwTfOfFxMKp6LIP5sVWpaJsfzZvTHVJ9OyQSgH6G/qtMJ/veKLtr0t4erFLbnsHG0j57cOCXXwfX8Uk1dR6saJ79PPTwUAhhBOdV12q6LJv6YVI6R9lioYIyn6iTof13TpuXy01TLJRiz7k+NTUTTZ4yZozyUAlPz+81TiornPve9OT1ngzLnHO+pOej3a3X7vCCNq9SMeXo8fXCy+M1QTuBSsDeRyX2P+sTrgBePcsIyFrOg/m8oVnbQPfqnJ1yO7RxkLH8nlrl8hnLC8wqMF+4iYV16QsoJTWIkrIuJRs5CzkBDmojRTty6BENvOWKaicLPqLgDtNV9+JTKopRNtvQI5cp+GlJvObaJnujEIueilI1I9JTKdjJxvTxj+e8ylvsuALqWAsDz8pSdvbTU/l9cb5JM/geAHFE5IQgohecVKDsHKJTXE7fWYBkrOFUH+Fi6ya0dF1Nwy7ykaTW1ZpzORJPvhoEOQ1UNAAAgAElEQVQQ0XTqIgnWpBfTaKVIR5I0R2spujYCpCNJFsQbgg84f4RFhFvaLybvlqgzEzRFa9GCP9gKhaWZ00qJpBHFFB1HtRHTI9zUfiFxw+K8ukUsiDcQ1SNEdIPLGlewJr2EuBEhZca4sW0NuUoJUzPQRFgYb+BPVt1MfSRJRDe4ruVcJitFNIS4HmFZspWWJXUYohPRDIZLz+0uG5rGBenFdMYbcZVHvZWkyaphSbLFb6OVxFMeixJNCBA3LCKawYIqF42kEeWyxpVoItSacSzd5Ob2iyh5NjE9QlQ3uah+KQpFwjhz5nbI6cPzFHsDy4Vtm3pYsKiBTRsOYkYMrrp2Nd0HR/jV/VtpX5AmEjUpj2RJ1ydwXY/9ewYZHc3RdXCYFavapstsaU/z+MM7A6uGWtLpBLqhk25IMtA3ztCAHxC3rj7BwkWNFIs2HQsbuPCSCj1do5TLDg1NJvUN/iLJcTz27OqnVKyQXGjR35eZLiPdkKChqYZNGw6STidYvKyZLRu7Ofu8BWjazL8G9Y0pNm/sZveOPhIJazrmRSwe8T8+Izo1tXH27R5kdCTLti09pFJRksko0ViEZE2MPTv7GRnOsnf3AMlU1LcqSMV8CwuE4cFJigWbl73i3Ol6a2pi1KUTrFjVhm07RGMRfv7TZ6mtS7DmkiU8u/4A3QeGSaai1Dckiccjh8meyeTZt2cQXdfo6GxgZCjLxvUHqKmN0dCYDFwporR3pKmp9a1AZHET6frEnH1ajaYJ8YTFaDC27QvqcV2P++9+ls4lTURjEYoFm+bAQmXLs11YlsnyVW0opRgfy5NuSFKXTuA6HolklGQqiut6jA5nSaZe3O8i28uQs/eDaOhiEdHrEQwsvZGSM0jB6UbXohgSJ6o3M1x8DEtvQOFSdofJlDbSGLuSqNFCpvQMDbHLEDEYLa1DlximVoOhJRktPU199CImyzsoOIdIuEMkzSUMFR7B0usxtbpAiREjZnTgeDmUconqTRSdPkpOPxMiWEYjlu67R2gSIW2tYbT4NDl9L0lzKaOl9RSdXjqSv8OkvZPR4lPoEqXkDFBwDuGpCklzCRE9jYaBqaVwKeN6RcZK67D0eqKG/21nSJykuZz+/M+Jm51E9eZpOdLRi3BUnrHSM1h6A6aWYqT0JBGtnqjezLhd5Hv7NrF+pIf1w73EDIM9EyMA1EQsbr/4RtrivqIsYxe5r2cnDx7aw2SlTL0V55bOs7iufQUJ039Oh0o5fnJwG08PdzNhlzA1jdV1Ldy29AKW1zaiBwobR3lsHDnE3d3b2Tc5iuO5pCJRXt6xklct9p9LAUquw11dW3ng0B5GSnmaowleu+R8rmpdQkT3l2lPDB7g23ufIVMuoovGn5x7NVe0LJqeO2XP4QubHyZhWixJ1fPznl0MlXI0ReO8avF5XNu2DEs3UEoxWMzy/f2b2TLWT8GxmbBLeCgarARvXH4hN3SsmJc75j9sfojGaIKBQpY9E8O8ftkabM/lRwe2sCBRx/vOeQkdiVpyjs093dt5pH8/I6U8AiyraeS1S87jgoYODE1DKcWEXeK+3p082n+AsXIBXRMWJ+t59eLzuLhpASXX4b6enfyqfx8bhnvIOzZ/9Mj3pr/FPnT+tVzU2AFA0anwSP9+7u3ZQV9hkoQR4arWJdzaeTYt8dR0Gz6z8Rcsq2nk7HQLPzywmYPZMUzN4O2r1nJ161KM41iY5yo2jw8e4P7eXfQXJlFAQzTBG5ddyGXNi9CBvGPzYN8e7u/dzXAxR00kysval3PTwtWkIzFcpfjBgc3c17OTL17xKuosXzlcdCv8y9bHKHsOHzj3amojMfZMDPOpZ+7no2uuZ9vYAA/17yVTLrKspoEPnHs1rXFfob4/O8rdXdvZNNpHwa0QN0zWNHRw29ILaA3mve06bBjp5a6ubRzIjhHRdC5uXMCrF5/HwmTdC+46I8cb3foU8byE8FSZ4cn/ZCx3B8tavkfEWHDkiqbbO/X/5xYYR083O63iua47elkARXsHB4bfSnPN/3dClhMThXvpH/872uo+Sm38xunrFWeAAyPvIGFdSnvdJ+fIWSWbMP0Q++07Utuq7891nel7c18/vLyZaeaQLUg7M83M+3PL95z8c9WlsOkZ/SCaxFlQ//nD2lvN4fkPb//RcL0shzKfoFzZz7KW76PJ3FYox+r7ueo/Zl/NObbVMs9uy9T8nTmOx0KpCuOFn9CX+RzJ6BU017yXqLkShYddOQgiWMYybKebA8NvJ514HS217z9mudnSo3SNvI+F9X9HbfymeclyKii7FfZk+1mabCFuHD2o3ZmAUoqcU6KnMDJ9LapHWJwI/TRDfrNQSlHI2wz0PXdCTX1jknT94YvgU02xUObZDQfJThS5/pXn09c7hl32XfeisQjNrbWY5qmJxbJtcw/7dg+QSFrkc2XOOX/h9L3j7Y9T3adTCoWx0RwAmq7R1FxzUpUIfb1jbFx/gOUrW1l5Vvtp2QX8TcS3oOun4vqKbxGTuNGO/jyCUNpuhv78zzEkQdkboyayiojmbzbqWoyY0XbE76qjkauUeXa0j77CJF/d8RQLk3W8fukFAJi6wWVNncQNk7xj85XtT/BQ315uXLCKpliSXePDPNS/l3efdQW3Lb0AQ9PZlhng37Y/wdJUA63xFKOlAnd1bWVlbROfWftK6q04nlI80r+fz258gI5EDde0LSWmR+jJj9ORqOX1Sy+g7Lq8//EfsjXTzwUNHVzW3Imp6fyidzc9uXG+ctVrOLfeV7aOlvLsmxzlycGD3NW1jY9deD03dKycbmPBqfDBp+7i2ZE+VqebuaJ5ETHD5BeH9rBrfIj/uOp1rGnsIFcp88Utj7BuqJu3rLiYtBXjwb69/PLQHt5/zlXcvPAsGqLxeT0n7370+xzKT/LyjpVsyfSzb3KEc9KtrK5r5gf7N/PO1ZfzhmVrGC7l+YfND9EQjbMwUYftOdx1cBuGpvHFK15FZzJNxXP57r5n+erOp7i182w6k2km7RL7sqPc0LGCGzpWUnYdtmUG6MlPcOf+TQwVs/zJuddMKxAubFxAUzSBozzu7trOV7Y/zpUti1lV18xAMctPu7ZzTetS/uLC64kGSp+3PXQHJdehLV7D8ppG6q0Yh/ITXNu+nIsaF8z7O8n1PL62ax3/b/d6rmhZzJqGdjylOJgb4/r2FVzRshhXeXxrzwb+e9fTXN+xgrPqWujNT3BP93ZuXLCKPz3vGjQRvrZzHd/d9yx3vvytNEYT03P4r359L0XX4XNrb6Y+GmfTaB9v/tW3uWnhalzPY01DBwrFeLnI21ZdSm0kyqRd4uPr76U7O87vLjqbuBlhoJAlUy7ytpWXsKSmAaUUjw0c4PYNP+fCxg4ubOhgolLinu4dLE6m+dQlN03LcRKYV4f+RlhOzBelPEqVXWTyP6JU2YbCI2aeRzrxaqLmSiTQFCrlUnYOMlG4h3x5A54qoEmUuLWWptTb0SWFp2wmC79gsvRLbOcQAJbRSV3iVSStyxE5HVF0XcYLPyVXepK6+C1MFO+lXDmISISa2PWkE69G13wtWcXtZ2D881TcIVyVJZ14LY3JPwR8uV01QX/ms5jGAppS70SX5yZmwV5PX+YztNX9JcnopShVoWBvIZP/IeXKHv+PlHUx6cRriOgLp83+hrNfxXGHaEi+mbH8dynYmwCoi99KOvFaBAuFTb78NOP5u6m4vSg8TK2Z2vhNpGLXIfgLxoniz8jkf4DrTaBJjNa6jxCPnPdcT3gTZPJ3ki+vI1deh2Cyf+gPANC0OB3pT2PqrfSP/z2eytNa+yEM/TkfvlJlF32ZT9KYeic1seuAk/ch6ak8g5Nfomhvw/NyJKxLaK79AIbUTqcp2psZnPwSDck3ky+vp2hvQimXRHQt6cRtWMZCFDaDE1/A8cZZUP83TD3zjjdEX+aviUfW0Jh6O0V7CwMT/0ht/FbSiVcjRPCUzUj2vynaW2ip/TOi5oojSDsTxx1hNPcdLHMprbUfnHaVESBaZdFzpmLpJufWdZ5uMU4aIkLKjHF27cJjJw4JOcOxLIPm1ufeoxHr9HzimBGDFavaiMZ8y4P6huS0y4mua+j6qVsgr1jVSlOzv2MWi0dmLDJOpD9OdZ/Gk9b0SSQighU9ud9OdfUJLr1yBXXp+S24QuaPb2HhfxsK2vP+7jW1WloTL8f1SmgSmaGIENGRE1yyJE2Lq1qXMFTMcef+TSxKprlxVjBJpRQ7x4f4Sdc2/u951/A7i87BEI2CW2HcLvLjg1u5pnUpC5J1rKpt5tMX30QqYmGIhu25xAyDr+5cx6Rdot6KM1LK880962lP1PD5S2+lOZZEE8F2HVylMDSdsuuigIRh8c5Vl7G2eSGCsKKmkQ8+9RM2jfZPKycaogkaoglyjs29PTvnbKenfMvId6y8lCtbFqOJsKq2mfc9/kOeHe1jTWMH43aRdUNdvKx9Ob+3+FxMTacplmTLWD+6ptEYm/8i1FWKBYla3rryEh4fPMjnNj7AjQtW8dK2ZezIDNGTz2B7Ls2xJB+78HoSRoSIpqOA5miSv/j1zxgsZFmYqKPiuXTnMjQGViNLUvUofEuDiOa/Hyzd4KLGBayqbeapwYNUPJeXd6wkos/8Ph8u5PnW3g3csGAl7znrSmpMi4rnEdUMfty1lS2jfaxt9r/zFHAoP8H7z3kJlzcvCtw7/KC+x7OBs2timJ92beMVC1bygfOuodb0Faxl10ELyurKjnPngc3c3HkW7zv7JaRM/6S05liSb+/dwNVtS1nbdHzfakr5ViKfvuQm0pHYdJ1WoHyZrJQZLOQ4r6GN1y+7kLhh4ipF0bGJG/7zVfF8pcnZ6VY+fMF1NEUTuErRHq/lS1sf4fGBA9OWPi8Uv1XKibKzj0OZj6NQ1MZuAHSypYfJjz3Ngvq/IWquDtLtp3fso7heltrYKzD0BiruMJ6XQ4LFu+cVyJYeRsSiJnY94DFR+Dl9mU/T2fAlYpGzT0sbHXeMicLPKFV2k7Auoib+cgrlTQxO/BMiBvWJ1yNiYGhpGlJvoVTZy9DEv+C4g4HvnI8mUUyjnfH8T0jHfy/w8QNwmCjcj6fymIbvz5ovb+BQ5uNYxjJSsevxVI6Jwn0U7a0sSH92Ol3F7SdbehjHy6BrNdTGXkHFHUKITAc3Ktqb6R37iyBWwXUoZVOuHKDsdJFUDgT+lfHIRehaDZPFX5EtPoDnFWb0g4iBZS5D06KUnP2YWgP1yTcG90x0rRbQiZor6Rv/FOnEa2coJyZLv6TiDhIx2qaVVicLTaKk479HPHIhw5Nfo+x0w6yAmJ7K+/EcnD5ikXNIRa/DdnsYy/0vjjtCe/p2UB6204vjjszI68eD2I+ptwEKy1xBLHIeI9mvETWXEY9cSK70JGO5O6hPvhHLmH/08rJzkKK9k9baDx7VQikkJCTkhUREMEyd1Ivg2FrD0Glsfi6eQiL5wrkTRCxzhjLh+XCq+1REsCwTyzp1mznxuHXMo11Djh8RwZATOwb0yGVqvpvIaTjgyVUe2zODjJULbBkboK/wnCvkSClPdy5Dxi6yAN/EvaJcHurbx2AxS96x2Z4ZpOw62EEA6eFSjs1j/bzv7CtprXIjmHLTqGZxqp5z61un3UGaY0nSVpyMXTgs7bFYmKhjTUMHehD/oSmWpCmaIFP2y9LQiGg6RacybY9b8VwczzssDsZ8aIjGqYlY1JgWKdNiYbIOXTRSEcuPB6E8P94F8NRQF4fyE+QrNt25DCXXoRz0l6UZXNK0kPt6dvL3m3/FjQtWc1lzJ63xmvlttVdxIDtKT863UPnmnvXT1/dMjDBeLnIwl5lWTgCsrGtidV0LRqAEmWuMjsXO8UHyjs31HSupizz3vqw+7nX7+CC263BpUyc1keh0XVe2LOY7e59h48ih41ZOiMCVLYupt557FqvrbIomuKChjft6dhHRdF7atoyLGheQjESn+7WvMMHeyRHaE7V8b/+z03n7g5Nt9k7OXGO8EPzWKCc8VZreae9s+OdAESGkotfQO/ZhxvLfp7X2gwg6mfyPqLhDLKz/WxLWpYgYKOXgqeJ0ACFDr6Ot7iNoEke0GChF1DyLntEPUq7sI2qeddq09Aqbmth1NNW8C00sKrFBDo68l1xpHbWxWzD0OjQtRsK6BFNvYzT3zcPKECyS1uWM539MvrwOy/R92xxvjFz5SVLRazH1ZpSqMJr7JhFjIe3pT2Dq7YCLZSxnYPxvyZYeoT5523S5jjtK3FpDffx1QZwFJwho5E9F2+lFKZd04jWkotcAOp4qAAqt6g9hxGgjYrThuGPkSg8fJr+uJamJvYyKO8J4/qdEjE7SiVfN7CelSFgXEdE7mCz+gnjkwiCQ0CS54uPErTVEjMXPdzgOQ8QgFjkHy1jCROFneKo0ZzqlykTNs2ir+xiGXo/nlXC9LEV7GxWnH/MocTaq0SROY/ItlCq7GJ78TxpT72A4+1Xi1iWkE685LuWL7fT6ih+jk9+010fFcRkcyZJKWNQkoyfl+VVKUSxXGB7N0dyQInaSdwVPNp6nGMnkUAqa6pOH+ZufKEopiqUKYxMF7IqDiJCMR2hMz+9s9xcbtu0wMDKJXQk+rCIGHS11J62/ThdK+eM/kX3undTWXEM8GjlsnDzPY2gsRy7vR+8XETpaaomewoVmyMlBKcVEtkS+WKalIYVhnJzV4Kl6f4ScXFzXY3A0i1KK9ubaM/IdfLLxFIzbRQRh/+Qo/VXKiZRp8ZKWJaRMC08pfnloD1/f/TSGaCxI1FETsbDdYIMpWPHbrkuuUqZhHubwMcMgVrWgnAqweSJe91HDIG5Wl+UHlZwKRNkQjfO7i87hjn3PUnQr1FtxtmYGWJyq58qWxcddnx+sUkOEIAimPl2vCmJtPjvax5e3P06uUqYzmSZtxShN9VfQYbqmcXXrUj6z9mbu6trKf+1cx3f2PsMNHSt5zZLzjsutYNwuoYC+/CS2O/P0ssubF9ESS824ltAj09YZJ0quYuMpRdo6siI3WymjizYdu2SKpGkhwIQ991pgiiNNh9rIkZXflm7wR6svZ3ltI3d3befpoW6aY0l+f+kFvKx9OZZuMGGXqCiPsVKBrWMDM/KvbVzI4lT9UeU6FfxmrS6OgutOUChvJGqeRdRcMe1qEDE6iVtryZeexKspIJjky0+RsNYSi5wzvWgWMdClekILIhaFylZspwfPy1Nx+/FU4YiLzRcKTZKkoi9DC4Is6lotEaMT18ugqMyrDBEhaq7GMpeRLT1EXeJVaGKRKz2FUkVS0asRLP8UkspODK2J8cI905o42+3Ho0ypMtP8zNSbSVpXIFo0iJFgzjAFjJqr0bVahif/HdvpJRm9EstYctKtF6baaBoLSMVeRq70GE7qHZh6EwV7ExVvkHT0tWhy0vysTohU7KXoWhoQNC2GZSyhZG/HU/M/OlVEMPQWmmveTe/Yx+kd+xi6VkNz3bsxtKbjkkdR8a1cxHzRf9C4rsehwXF27h9kIlskEjFY0FLH6qUtxGOHL7a6Do3x6S/fy/VXrOINt1yMFXn+r0el4OnNXfzD1x7gI+96OVdfsvx5l3kqyRXK/NM3foXnKT76rldQV3NydkwnciXuuHs9Dz65m/FsEUPXuPLCJfzle2980c+juRjJ5Pi3Ox5lX/cI45MFFrSm+crtr/+NWJjf98gO7nt0O5O5IpO5Mn/zod/lijWHn3RUtl1+dP8mHl2/l4lsEbvi8k8ffx3nLG+bo9SQFxN2xeXOn2/k8Q37+MT7X8mSBSfnpKhT9f4IOblkg3GybYcv/MVrOQNfwScdEV8JETdMPrrmOpbXHv5MGKKRKRf5n92/RheNz669mdZ4CqUUP+3ezpNDXdNpTU0jZpjHXHACMwJsP+92HKOsiKZzbftyHji0h6JTAQte0bGKl7Yvo23Won1+9R2dQsXmO3ufoS8/wReueBXLavyA4k8Pd/OTrm0z0sYMk6tbl3BZcyd7J0a4p2cH39yzHttzeP85V81bppQZwdQ03rryEm5aePgJPVMWKtNtOAldHzNMBCFrz33Uri+XhasUhYo943q+UkYFcsNUn/onoEzhKUW2UsacQ4lyrLnTGE3wuiUX8MoFq3lm9BDf27eJf9z8EHWRGJe3LCJp+sqZmzvP4o9WX35Yf5yO+GS/NcoJhY3rTRI1VzEzwKKBodXheBmUchDRcNwM8cglHOlYTaUUZWc/gxNfwnZ7iejt6FoapYrAqTpzd3ZgxKl/zRU0Up/hojB17XjjjupaHUnrSjL5H1Cq7MIylpErPYahtxC3LgqsDMbxlE3FHSRXenxG/njk/MMsD0QsdEke8WGKmstZWP93ZPJ3Mpa7g0z+TuLWxTQm/5CIsXhaqXSy0CRCTewVTBYfIFt8iLr4reRKT6BJlKR15WlfOBl6PbPH1udoY6mYrXKfUjbFIxeSyd9JY+ptRMwlx90+XatDKRvPm5hxjNiLjULJ5mcPbePuX22lUPJP2vCUHw3+Ha+9nBuuXH2Y33fUMmhvrqWhLnHSdvxEIBW3WNiWpuYFNO0+UQxdo7kh5asNzZM3to9t2Me9D2/nmrXLuGbtcjTRiET06SMTzzSa6lO8/80vZXQ8zzd+uI7hTO4UnS/zwnPLy87hJRcv5cmNB/j3Ox497HjOKayIwe/fdCE3XLmKXz65i/+9Z8McQY9DZuO6Hvc+sp3VS1tYvuj4lMMnC00T6mvjdLTUEbNO3vHhp+r9cbqZzJX45ZO7eMlFS2luOP4F3IsOpXAdD8c9Vd+rL07M4HjFXKU8fQTjFIZonJ1uwRCNdUNdLK1pmD7Ksew6VDwXw4gwUSmRrZRZ09BOe7wGTYRMpcim0b4ZdTVEE5xd18Ij/fu5ufMs6iIxNBEcz6PiudMxAV5oFPBEEK/hzy94Ga2x1Cn9zi24FUZKeVpiKZbXNKAHMTo2jPROH7cJ4CmPfKWCpRtENJ2z0y00x5JszwyyabRvRoh3LTjOveBUKLmVw2JOLK1poCma5Omhbq5oWUyD5cebcTyXolMhYZ58N68VtY3EDJOHB/Zxbn0riap4Dv4RuDpn17Vi6TobRnq5tLmThBHBUR5PD3fjKo/z6tvQRSMZxMjozmVoiiZQQFcuw77sKKtrm49LLtt1KXsOcd0kFYlyTetSkqbFnz1xF/uzo1zWsogFibr/n733jrPrqs+9v2u30+v0XiTNSKMZ9WIV25Il945twLHpLYEEknADn4RA3pcQcvMmXEJeIJDghGJMMQZX3CTLlm1Vq7dRn5FmRtPL6WWX+8c+OtJoVGZkyVaMnv9mzj57r73aWb/2PNR4Q2zpP85dyelUeuxsKsMySWQzuBRtnDSWlw5/MM4JgYokeTGs6OgPLAPDjCFLnpzhJyFJHkwrhoV+1ntZpBmKP0Ei/RaV4X/E7ZiPEDKp7H4iydWXpf2ScAEGhjk6Ym5atu60NKb27+3PJCHsspeB+C9IpLciUEhkthPy3IckvLl2uRFCI+BaSbH/82OdDmL0FLuQh08IFZfWglNtIGN0EUm+wFD8d+hGPxWhr49xulwKuLVmHEo9kdQaXFoT0dRavM6lKDmJrHcX0nmG8qR/1QLLhLzeuI5xlsyKRHo7icxbONUGYukNpLKtuNSWCf0wOZQ6JMlFPLMNn2sl8iWuOb0UMAyTV9Yf4GdPbWJydRGfuWUptZVhhkYS7GjtpKGu5KzOh/LiIH/3Z7ehyBKKfOkO1rOmVfKtv34fDvXK325dTpU/edCWftUuoZrAobZePC6VO5a30Fg3sR/XKxGqKlNREiTgc+H3Oekbir3bTbokEEIQDngIBzy0dQ6eN6QkSYLCsJdgwE3xwa5zXncVo9EzEGXVulaCPte75pxQZIk7b2jhtuuno12CDLGTuFz7x7uNw8f6eGX9fpqnlL83nBN/oPCpTmq8Ibb2d/Dzg1spcduBsmtL63ErKtOCJdxVM53HDm8jls1Q5w+TMQzaYkOEHW4+OGkWhQ4PZS4f2wY6ebJ9N15FY2t/JzsGukY5O4qcXt5fP4t/3b2Wb2x9maWldThkhZ5kDIcsc29ty3laOhoZQ6c9NkQkk2b/cC8JPUvrcC8hzYVPc1LtDU6oHzRJpj8V51eHt1Pk8qIIibDDTUu4bBQ/xqWALydtuubEIX51ZAdFTg+tw7280X0Uh3Rq74lmM3l+iEpPAFWSORwZ4FhsiHvOIGN0yAqTA4Ws6jzAI/s3MjVQTNYyWVhUTYnbR7HTy0NT5vCDveuRhMS8okosoDsRJZJJ8ZmmRfgusYOiKVjC8vLJPHtsL4ZpOxpMy6IzPkJjsJjryuqp8Pi5t7aFxw5vRRYSU4PFdCUi/ObIDhYUVTO/qBoBTA0W41RUfrhvPbdVTcOwTFZ3HbooXcuj0QF+e3QXZW4fhS4vhmmyrqcNp6xQlyvX0CSZhybP4e+3vcy3d63lurJ6ZCEYSCfoiI/w8Yb5lHsuDY/ReHHln5YvEWQpgFubQSy1jozegaZUA4Ks0UsisxW3NifnAJBxa7OIpzeR1ttxqU0IYWvwWlYaITRMK01W70SRC3A7ZiFLLixLJ5nZddlKOrRcjX88vQm/azmyHMKyMsRTmzHN+LjVFiYKVanA45hHNPkaFiammcDnvC5v0GpKJQ6lhmRmD4Y5gCpX5WQuTVvlhIkZeTaxpYQQDpxqPZr8MUwzxWD88Vwpw8ScEwIFhIRpxbGs7DnYpBWCnjvpGvo6keQqdKMXv/P6PPnplQohFCThwTSPkjV6cnwfJqnsIbL6KWPBsiwyejt90f/AqTZR6Ps4vZF/ozfy75QHv4amjD8NW1PK8TmvI5J8CY9jPj7nsty6sZ12QF5R5d2AZVmc6Ivw5KqdFIa8/PlHl1NZGkQIQVlRgGmTbHLW0x0ysedtoS4AACAASURBVESaSCyVj/r6PE58ntHvkNUNBobiOB0KAZ9rjOzr4EgC0zQJBTwock6zO5oknjyVvlcQ9CCfxekxMBxHEgKfx0EkniaVziIJgcel4XE7xjhSdN0gEk+RSutjItUn2z7RSEg6ozMUSWDkImkOTSEc8IyxTdMZnYGhGIVhL7puEo2nMUwTTZXxeZz5UhjLsshkDUaiSXTdoH8ojmVBPJGmq3cEgFDAjdt5Kmp7kp8jFk+jGyaKLOHzOHA61DH9PRxJAuD3OkmmssSSaUzTwqkp+L1OFEW2/59I2/0aSyFJgoDPha4bjERTqKpM0O/KE4dZlkU6oxNLpPNcEiffS1PldyyLKp3RicZTZLJGLgIt43ZqOB0qkiQwTZPBkQQup0Y2a5BKZ/F77b4fiiTQdZOg34VDU/Jt1nWDWDJDKpXFNE1kWcLt0vC4xs6vywXdMInGUqTS2VHpqgBetwOfx4kkCXTdYGAkgc/twKEpRHLfEULgdml4z1gTum4Qza0bBLicGj6PIz+uYK/fvsEYPo8Dr/vU+jBMk8HhBJIk8nMhlckyOJygMOQhmzWIJtJYpoXLpeHPtXGiODm344kMW/Yc50RfhP6hGJ09w4Bdb10Y9uadomZujkvCXtOJVIZ4wq5pdjoU/F5X/tqTay2WSJPJ6FiAqsj4PI5RcwBsx+1J3hewlUMKgx6kMzgnDNOkfzCG1+NAkWUisRRZ3UCWBD6PE7drdLbFpd4/RvVbKks0nhoT5ZdliYKgB3WCfBmWZZHVTeKJNKlMFtO0UBUZr9uBy3lqrzEti3giTSKVZeOOdoYiSXoHIrhd9rlAU+UJceZYFqQzWYZGEhSEPGiqgm6YDI0kME2LwrAHWZLIZHWGI0m8bke+n7O6QTS35wshcDtVvGfMcSDfVyG/LWUZjaXI6AayLOE/y146tl8MBobjqIpMOHDpMgivFCiSxMcbF6JIMk+270YWgjpfmPlFVXhUDb/m5NPTrqHGF2J150Fe6TqELATlngCzCspRhIRDU/jc9CU8dmgbvzy8HaesMDNczmebFvPrIztQc1F8RZK4uaoRt6ryTPtefn5oK5Zl4dec3Fo1DVlImFgUu7w4ZWVUDEqVZMpcvjyXwHAmxX/v38yx2JCtXiHLrO48yIaediq9QT7btJhipzcvo8kZ9yp1+wnm75XkRCKKS9HY2HsMVZIwLIuRTJJaX5gvzVxOtXd85+wip4dQjojRKauUuv1osowQEHa4USUZt6LykYZ5yJLEk2270SSJSf5C/njaIh47vA2nnFtPkkyhw8Pvj+/jpUwSIQQB1cnDk+dwZ830Uf0jCcFtVdMYSMV5vfsIr584QtDhYoq/kBK3D01WuKO6iYDq5Pnjrfx4/2bItWlZ2aRRTpFipxef6njbpQuarPDJxoVUe4Os7jzI5r7jSEJQ6PQws6AcCYEkSby/fhYBzckLHft5vfsIXtXB++pauKumGbdir8+WcBlfaL6WJ9t28eMDmwk73Cwvn0xLqJQTiUi+rZosU+kJ4lbObasENCdCwO+Pt5IysshCotIT4IszrmdOYaXdr0KwtLSOb86/jafb9/DowS1YWPhUBwuLay5LpsmF8J5yTphWgkhyFYp0irxDkrx4HPOQhI+g+27i6a2cGPkngq5bQShEki9jmBFCnnvz/AIh993E0xvpHv4ngu67kaUAphUla/QT9tyPJHlwqPXE0hsYiv0WTa0jox9lJPkSp4e5Lcska3Sgm8Okswdt5Qm9nXh6G7JwoyqVp6lgnB+qUoHftZzB+ONIkgOXNous3sVQ/HGc2hS8jkXj7ifLssga3ehmP1m9E9OMk9FPkEhvR5Z8qHIZimx7YiXhwudcRtfQ32FYUTzO+ahKxan+FRoF3j+ia+gbdI98G7/zBoTQ0M1B0tmjFPgezpEnjg8jyRdI6+04lHok4UY3+4ml1+HSpuWNYNNK53g+YqSzRzDNJKlsK5Jw2u1XKvMSVLLkxaHUEEttYCD2i5wBb+F1LkKWTmm1u7WZqHIJg/EncKrTcKiTL9oYMcwhRhLP5RVIAGS5AI82B0lyoRsDZI0eDHMY3RjAIkMisxNVLkKRi1Hl8UaWZdyOOURTr9IX+QFe52IMM8Zw4imk097NtKL0x36Mbg5TGvhfuLQWCn2fpGvo7xiM/4pi/58gifFtPpLwUeD9MKnsYU4Mf5OEa2uuVMoiY3TgVBsJuG7KXW2Ryu5jOP70qHuc5DKxnYOdpPV2EultOUnanUiSF02uyMuUTgQW0NY5wJHjfXzonoV5x8RJnG1MN+9q5/HntzI4kiAaS/Pw3fO5/+bZqKdF/gaH4/zDv79AWXGAv/rkylEH4mg8zbceWY0Qgi99aiUBn4usbvL71/by0pv7iCcyxBNp/p8/u40FM2vHPP///9lraKrM/JZqfv/aXto7B1EUiRmNFTxwy2wa608Rn6bSWV5/6zDPr93D4EjCPozGUsiKRFHIywO3zmHl4sYJH9g7e4b5j1+9SUf3MJFYkpaGcv76j2/GewbL/ZHj/Xz5n5/kLz52A7v2d7FpZzvReIqSQj83LZ3Krdc24cl9p/VIDz96fB0j0SQnekfIZHW++YMXkWUJIQSf//Aylsw5pRTT1jnIc6/uZtPOdiLxFCGfi4Uza7lrxQzKivynDG3D5Ce/20A6Y3DLdU38/tXd7GjtJJXWmVpfzOc/spzy4gA7Wjt49OnNrLimkadW78ShKXz4ngUcaOvl+bV7KSvy88cPXsvU+hKEEPQPxfntS9vZtreD3oEIpgXFYS/LFk7h9mXNBHyXv35+JJrkuVd389rmQ/QOxBDCdmrNb67mvltmUxD0EEtk+OcfraJ5SjkH23tpPdLDTUum0dJYzk9+t5H+oRj33zKb+26ahSwLdMPklQ0HWLPxIEeP95NMZ/G4NJqnlHP/LbOZXFN02Y2QTFZnw/Y2nl2zi77BGMm0PW+FZBvHd93Qwu3Lm3FoCj39Ub7x7y9w2/XTCfndPLlqB4eP9aMqMisWN/KhexbknVqJZIZXNx1k1bpW2jsHkSSJKTVF3LG8mQUza/MGfGfPMH/+D0/wobvnc/fKmSi5kq5YPM23HlmFx+PgCx9ejt/rpPVwD1//3vN84cPLeGv3MbbsOUYqrTOtvoT7b5nNjMaKszoZz4esbvDqxgO89EYrRzsGGBxJ8MgT63nsWTtSWBD08PUv3E5R2I5aZjI6jzy+DlWRWbZwCs+9upudrV2kszrTJ5fy5x9dnr92OJLkqdU72byrne6+CLppUhj0smRuPXevmEFB8NQZIxJL8V9PrGfPwRNE4ymCPhff+Is7qSgZHXmNxtJ85V+fYeUiuwx21bpW+ofieFwaS+dO4oFbZ1MYOvUbczn2D4CO7mGeXLWT7fs6yOo6I9EU2ayB1+Ngan0Jf/rw9RPOZEhndJ57dQ9vbjnM8e4h0lmDoM/F3OlV3H/L7DxBZCqV5bcvbWfTznaOHO8nkczyL/+1Or+3NtQV8//+2e0TkoXdf6SHf35kNV/61I3MaCyndyDKN3/wIumMzjf+/A5KCv0caOvlP375Jg/eOY9Fs+qIJdKs2XCA1ev3c+zEEIos0VhXwu3Lm5nfXD1qLm7be5xfPLeFT9y/iANHe3l5XSu9A1F8Hicfv+8arlswJT/3z4RhWrz0RiuPPfsWNy+dygdun4tTu7IDNBeDKYFCvjJ7BWnDAGxJz5Mp+GAbsA/Uz+SO6qac0oRAkSScspo3CpvDZXx1TiEZ03YgO2UFRZJYVFI76l6aJLO8fDLXFNeQNU3AQhYSTlnJZ1l8dfaNY5x4lZ4A31p0d56kscDp5suzlmOcpWxOFgKP4kAWgi/PugEYnWxb6vbxrWvuyj/v+WOtrOk6yNfm3EhjsAiBwAK29Xfwlc3Ps2+ohypPcFzn37+ZvRIp97SZBeV8e9HdeBQNWQg+27QEAJesUu0N8Zct15POkWBqsoyWU+c4SQTqlBXeV9fCbdV2poD9bna/q2cp/ww7XPxx0yI+2jAfCwtJSKP63q1orKxoYElpXa7vQRECh6yMut/X5tyEEORlNd8OQg4X99XN4PaqaTknkT13XLKCJIRNBK5q3FPbzM2VjeiWiSTsz1XpVADEISvcVjWVZWWTMPLXqBiWiWGZ+bZO8Rfy2A0PjXrvM1Hs8vGF5uvImLaErcB2WLlkdZRzU5MVFhbXMLOgnIxhYOXm6skym3ca7xHnhECSvAjhoC/yn6NSUTW5Eke4Fofqx6W1UB76GwZiv6A3+sOcwsYUyoNfy5Vm2APldsyiIvQNhuK/pT/2Y7B0hHDgcSxECBVJOAh5HsAwYwwlnkQgoSpVFHg/hCKFkaRcJNnKMBB7jER6G6aVQAgXsdQbJDO7UOQiin2fwe2YNc43VCnyfxpZChJJvkIkuQZZ8uFzLafA+yCKXASYSJIHRS4ZTSApBLIUBMtA5DIZRhLPEEm+gmklsawsycxuukf+CVkKUOB9KCePaks7ubVmnGoTWaMDv/MjY4hBvc7rqAj9PUPx39r9iokkPHgc80eVm8iSH0UuhPOQW8pSkGTmGUYSzwO27KZLm0GB9yH7HYCs0UNv5Htk9A4M0y7TGYz/iuHEczjVSRT7P5/PBhBCocD7MSzLZCD2c4RQ0ORK3FpL3jlhE0aW4nMtpy/yIwq8D6NIF1PSISFLQUwrTffIv3D6T4Rbm4EzOBlJchFLrWMw/htMM4puDmBh0TPyHSThIui5gwLvQwjhQJXLEGc4DSThRZELEdge1oDrFgxzmJHE74mlN6PKxQTct6Eq5ciSDxDE0htJpLdS5PsELq0ZIWQ8jvmEPB8gknwZn3Mpbm3uuH6MhJBwaS1Uhv+B4cSzxFLriSRfAqGiymW41Bb7vYWCIhcQT28lkdkx6h5Fvk+gqbWARSS5hsH4rzDNBLLkZyTxe6KptQRct1AS+NMJj4BhmLR1DmAYFs2Ty8b1TrOnVVJWFKC9c5Dv/HQNqXT2NC4XG0G/m2mTSlm7+RDHugaZVG2nY1uWxYG2Xg6293HH8ul5XglFlli5uJEZU8vZuvs4P/jlG2TPYI0+iXgizebD3Rw/McSSObZBcehYH0+v3kUimeErn70Zj8uBZVnsOXiC7/zkVa5fMJmH71pAKp3lydU72XeomwfvmMf8luqLKkkpLw7wqfcvZnA4wQ9++QaxROas/AF6LvL6379ZT11VIR+6ZwEAL72+j0ceX09x2MfSufUIIagqC/GRexcC8Itn36K9c5BPvn9x3qipryrI9SH09Ef498fW0tU7wu3LmikvDnD8xBAvvrGPju5hPv/hZaOMkEQyy/62HvqGYlSUBPjwvQtJZ3RGokn8HnsMsrrB0eP97Ax5uefGGTy5aifff+x1mhvK+dDdC3j06U2sXr+f+qpCHJpCKpPlRN8I18yqpbo8RCZr8NqmQzz61GZcDpV7bxrfXn2xME2T1ev38+vfb+Xma5uYNqkE3TBp6xwkmzXyc9myLIYiCVav389t10/H5VB5avVO9h3uZsWiRrbtPc5za3azbMGUfP1/R88wRSEv186rx+1ycOBoL8+8sotoIsWXPnUjIf/lLc862NbHdx99jZaGcu6/ZQ6WZfH82r2s33aE9908iyVz6vNGn2GaRON2jb8sS8xoKOfGJdPoH4oRCrjz5VGZjM7za/fy86c3Mb+lhtuXNaPrBq9tPsT3fr4W3TBZMrceWZIwDIuRWJJURh/Fx2NaFrFEBiGJ/HzXdYOe/gg/e2oTMxor+NQDS4jGUzy1eif/+uM1fPVPb2VSVeGEnNeyJNE0uYziAj8btrfx/No9vO/GmbQ02o5+TZHxe0c7vxLJDO1dg3T0DFNVGuSj71uYzyzyuk/x12SyOl29I8xuqqK2IoxlwbqtR/jls1vQFJmH716Qv9bncfDg7XMZHEnw9Cu72LGv46ycIpZlEYmmeOLFHVSWBrlrxQw8Lo0tu4/z9Cu7cDoUHrprPlpuLC71/iFJEolkhseeeYud+zt56K75VBQHONjex09+t5GG2mI+dPcCQoGJz1vLgo7uIeqrC7n5uiYcqsLWPcd55pXdWJbFZx+6Dk1VUFWZa2bWMX1KOb99aTv7j/Tw4XsWUlFqn0O8Lm1CTj0hwOtxoioSRzv6aWkoY2A4Tk9/FNM0OdoxQHGBj66eEYajScqK/KTSWZ59ZRe/fmEb18ys5a4VLWQyBms2HuC7P3uNzz18HQtn1OS5e07O3V8+uwVVlbnl2iZcTpXOnmGKCnxj2nvyr1Q6y6p1rfzyuS1cO3cS96yc+T+iDPFiIAmBW9Fwn+P1hBCoQkbVzn1OlYTAo2qcGVr0n/EdIQQyAu95Is8+bexnsiSNUmCQhURAu7Bz/GylCvZ3T91r99AJwg4Pdb4wftVWJTMty1aMEILORIR/3L6ayHmIHQHKPX7+aPKcvIqGKskETnv/MxUpXIo6SpEEyMtpnoQmK+OW8RRC4JTVfObF2SBLEl7p/IG3s/U/2L9D63vbebZ97wXbsqS0lturpyEJ6YJzR+QUTXznuQZAkeQx8+lMjV1FkvOZK+eCJITd9+PIBL/Q2ngncQU04e1DoBL2PEDQdctZPrQJL8GeFG5tLs7QVEwriS1P6UISnlHGvBBqTq2jyb7OMkHI+WsBVLmMksCf52QuTYRwIgs3XseivEqGEBpFvk9jec+yyIWMLI2/hkcIgSIVU+T/FAXeB7EsPdcmN5Jw5UpPBEH3nfhdN4wyrgUOSgJfAMvIPzPk/QBB951neZKEJI2ORKhyOdUF/weLLLIIjCFBlISG17kYt2NmrqzFQqAghCvfF2AbpZaVzTsZzgavcylubTYWGfsUke939ymFFbmMsuDfgHUWThCh5sf7JJzqFMpDX7XHyrLH98y+t/mNFVS52FYiuQh1EEm4KAl8gWLfp8c2S2j59/a5luNxzGdsAZlAkuyNxqU1M7nkCeQzODZCnnsJuG9FybVflgIUej9KyHO/7XwSNrdKwH1bzhEl4XUswl00I/d8OddWjULvQ4Q8d5/hbLowhJBwqk2U+OtyY2qAEDleFw8go8ll1BT+8KxjJEm+fMlMyHMvAdeNY/pBSBcXpT55qD6Zpg12pGzf4W6GRmydb7/XycxplXkjPuh3E/S7cTrU/GH7TGiqzLyWGl7ddJDNu45RV1mIJAkyWYOdrZ2YpsnCGbV5g0WSBMUFPorCXoZGkhdsdyqd5bZl07lx8VQcmsL8GTV090XYc+gEXT0jTKm1s2l2tHaCsLhjeTNT60uwgGQ6y5Fj/fl3uRg4HSqTqosoK87g9zrPSYJ4Eh6Pg889fB2FQdvRUFro56+/9RS7D3axcGZtLq3bTThgZ02tetOO4LVMKc8f7k/CNE3WbT3CgbY+PvPBpaxc1IiiSGSyBuGgh//45Rus23aEe1bOHPW9to4BbloyjXtvmolTUzAt+3B+emq4osjMmV7FysVT6emP8sSL27nl2mk0TS5j8652unpHSKWzODSF8qIAX/z4CjRVQVNlLAsqS4K0dQyw68AJ7rlx5mUt7dANi87uYVRV5tbrm6gpD2MB2ayBYZg4T5ehtaCqLMiNS6bSUFfMhh1tVJeHuX3ZdHweBz99chO9A1GKC3zIssQHb58LFjgcdgRn9rRKBobjrNt6hFg8fdmdE7sOdJHO6Ny2bDpzmk7puO/c34lhmKOi+yffr6t3hC9/6kZaGspRFBndMLAs8pHivqEYT6/eSXNDOZ94YDFFYS+WBTMaK/j6957nyZd3MH1K2dh7jxOlhX4+8cAi3E4N07QI+l38/fdeYOP2NmrLwxOS35RlidqKAmorCujuj+BQFSZXFzGv+fxZhW2dg9y8dBp3rWjBcY45XhT28vkPLUNVZTvby4LaygKOdPSzo7WTh+6y8vNWUWSqy8OUFQfYtLOdHed6cA66YfDhexYwo7ECSRLMaapi/9Fudu7v4q5YmoKQ3Y5Lv39I9A5G2X+0h5aGcm5aOg1FlphSV8zGHW1E42nCF1HSYbdV4ZMPLEaSpFzZCzTWl9B+YpAdrZ1kdcN2TihyPmvtzS1HONY1RNPk0vxefDEIBdwUhLwc6xrCsizaOweoKQ8xHE3S1jHIvJYaTvRFcDlVCkNeuvujPP3KLmY3VfKJBxYTDrixLIumyaV84/sv8PTqXUytLxm1fuOJDOlslj956FoqigOIXKmULMujU9cFSJKEbpisXrefR5/azLKFU3j47gV4zqJmdRXvDTQEiljf086zx/YyPWSXufalYvzu6C6qvUFmF1YwlAqTNs6v7OfXnLjO4xj4nw4hBJWeANeX1V/wWltq8+p6uZR4bzgnhEAW3lFp+ue+VkIWPmTOb5Bd6Dr7mR7kM3ynowkbRU5t4ewwzBg9kf8ka3Sety2yFCDs+QAOtQ6BE0k+O+v/udpke+pGG+OKCMA4nSO2+sf5dW6FkJGFHxn/ed7j3J+dhCQ0JPn86VVCqKjy+InELjSWdpnLCaKptbgdc3IlBzbS2aP0x36WU2I5NzSlhrD3Qdsxch7nC9ilJheaq5JwICmlZ/8up74rhEAIJxKj58TJshbAXhuMfZ4kuZFwk9V76I/9G4Y5fN42KXIpBd4HUeXi3HPt75/j6nGNkSx8uQyPS4e8fk3ucBVPZnj8+W1s2XOMZCpDQ10J3/nK/Siu8afxCSFobiijrMjP5l3t3LRkKuGgh+FIgvXbjjJjagWVZRdP1lpeHGD65LK8FKXHpVFZGmTXgS5iiVPOTcM0kSUpb6AJyDtZdP3smRmXA3OaqigOnxq3kgIfBQEPw5EkpjkxBvhEKsOug114XBoLZ9bmy2kcmkLzlDJCQQ9bdh/nrhtmjIr8+b0uFs+uy6f4SzAma0RVZMqK/KiKXZ/udmkU5yKIXo8jF7W0Z4wkCdxOjXRGJ5LjRXA5VTxujWTajgRfzgO7qkg0N5Tz+pbDfPfRtaxc1MispkpCfveoWviTKCnw43SohANu3E6VsiL7b4/bjuimMqcOly6HSjqjk0hkMEyTjG5QHPaSymTfkXljmCaSEKPGR5YlBILsOZ5fV1nA7Kaq/Jhr0ujjyqH2PnoHYzxw65x87b8QUFTgY+70an7x3FsMDscvyjkhSRIzplbgcTlybRVMqS2mrDjA3kPdNifKRRjGE0U44GbR7Dpc55njQghcLpV0WiedyWKYFqoiEfC6SObmsXyR83ZqfSl1lYX5/Sbod1FaGKBnIJLnrbgYjGf/sCxbSk9RpHwyrCQEsiyhp86emTFeuHLrPJZIY5omlmVRFPLS0xfBMC6f4kzA66SkwEdH9xBZ3WTf4R5qKsKUZQ2OdvQzNJKwszoqC1EVmYNtvfQPxblmZh0hvzs3xwWlRX5mN1XxzCu7GB5JjHJOqIrE3OnVVJeF8nuGrI3NphOAokiserOVR5/ZzLKFDTx81/wxpThX8d7CXTXTSepZXuzYz5Ntu/PKF83hUu6smc6McNm7Ih15pUESglpfOOd4uIp3Gu8J58T/VNjKFNPRzIrzXicJ15hshqt4+7Ask1R2P4Y5QiS5iozeQUngL0YRYcqSD482B4vze5EVKYx0DunZKx2S5MatzcplAZ0bsuTP835cqRA5YknTsojGbXJav9fJ5x6+jt6BKI88vs5O7b4IuBwai2bX8ehTmzl2YohQwM3+oz1090e4/9bZuBwXH0XwuBxjSOZOJ7w7ieaGcn770g5WvdmKrhukMzprNh7A53HQ8A6qYBQEznSA2samZZ1ZEHNhZLM2QaXX7cDpGP2T5HZpuJ0q0VgKXTdGKQv4vU4cF+hzIUBVFRACSRKjiC0FYlR7I7EUG3e08dauY/QNxdANk0xGp71rkMKQ97JLhQohWDy7nqxu8OIb+/jJkxv59fNbuX7+ZJZf00DVacYG2ESZkiQQkkCSpbyxfFIR6eS00XWDvYe7Wbf1CEeO95PO6OiGSd+ArTDyToh/Nk0uRQjB6nX7kYTAsmDNhgNoqpQnqR0FYUeZz5c2PxxJ2gSN3tEEsEJAOOgmmcqOIqQ9F842YwWMMdJURcbvdRKJp96WYTwRBLxjSSLPRCyRZsvuY2zc0UbPQBRdN8lkDdo6B5hcXfS2Bjjkd6Eqow1bRZEwzYmv89Mxnv2jKOyjvrKQXQe6eOOtw5QU+mnrGODI8X5WLG68aCM6kzXYvq+D9duOcLx7mGzWQDdMOruHcTlVLueKkGWJqtIg7V2D9A3F6OgeYtnCBhyqzDNrdtPTH6Gje5gVixqRZYnhSAJFkcaQHEvCloJNpDIkUqPn+Emi3/E4Uts6B/j5M5uJxFJUlQXH7L9X8d5D2OHm440LuL9+BhnTAASqZPM1uBXtqmPiKq4IXN2J3kVIwoHftfzdbsYfLCx0BmKPEku9jiT5KQ18Ec8Z3AuKXEjQc8e72MrLD1nyEXDf/G4345JAliSqy8MI7MjqrFz5RnlxALdTxeNyXLRzQgiY11LDr57bylu7jjFtUilvbjlCaZGfpkmlEybJOx2SxAUPBUIIZjZWcP8ts/ndy9vZsKMNRZYoCHn49AeXUlPxzknfShMggbvgvSSBQ5MZGtHHpIPruomum7gcKtIZ/StJFxImBhBjyMZGIfc407T4xbNv8fvX9rBswRRuu97mD0kkMzzym/UTfaWLhsOhcOOSqVwzq469h06weWc7T63eya6DXfzlx1ZQXnwq222UQc7ZVT8ty2LngS6+9chqwkEPKxY1UBTyoigyazcf4qU3970DbwXT6kt5/21z+Pkzm9m69ziaqhD0ufjMB689p7SsfIF6fodDwbQs9KxNNJdPq7UgndaRJTEq7V/kPjsdlmkrtJwNZ/7fNC0yGR2f13leidVLCXGBPjBNi9+9tIPfvbyDBTNruXnpNAI+F+mMzs+e2vS2ny9J4rJkK49n//C6Hbz/tjl86ImyawAAIABJREFU5ydr+PaPX8mrR9xwTQPvu3FWPstsIrAsi9c2HeQ/f/0mk2uKuOGaBsIBD5Zl8dTqnbR3Dl7M60wItZUFvLrpIHsOdJHVTWorC3CoCr0DUbr7I/QORKmpCCNLwi7lMW11kdPnuAWkMjqyJJ0lg0eMiwvDsmyOprtWtPDWrmM8+tRmKkqCzJxacbWk4z0MIQRORcV5HoWHq7iKdxtXnRNX8QcLgUpJ4AsU+T6JEA4UuXBUOcRV/M+DEFBTHqaqNMSbW4+wcvHUiyJNOxdKCnzMba5m0652Fs2u48jxAZqmlFJadOGSpUsB3TDo6hlm8ex6Pnj7XDRVwe3SCHidb8s58m7C5dSoqyjgwNFejp8YykfSLcuiuz/C4EiClsbyCxqrbwdDkQQbtrcxbVIpH753Ya4UQNDWMfCOV5IKIfB7nSycWcvMqRWEgx4efXoz7Z2DlBVNTGs8qxts23ucSCzFX3x0ObOnV9lymeksG3e0XZ4XOAsMw6S7L8LsaVX80Z3z8Lo1XE6NgM91UQSuYK9zh6pw+Hg/S+bW543VrG5woK2X8pJgXmHFzppRGI4mOd3/NTASp38oTlF4dNmbaVm0dw1imlbe0BuOJDnRF6FpStnbmouSEFhYY6QxLwbReIoNO9qoKA3ysfuuoaTAJkHu6h1mPK67Kx0j0SSWBZ/9o+uYWl+Cpir4fc5REsQTQTKVZcP2NlRF5tMfWEJNeQGSJBiO2ASh54Ik2aSBxgRL1s6G6nKbtHT7vk40VaamLEQqo+PzODnQ1pvn6xFCUFtZgKJIHD7Wx8IZNfnMsXRG52BbLxWlwTwJ88WgvDjIvStnMntaFf/yX6v4r9+s568+tZLKkvGpNVzFVVzFVVwO/M88zb6HcXxohLUHjzKerNGsYbxj6aW6YYzRpk/rOq/sP0xPJDau9o4HncMj/GDtRn68fgvJzPlLKex2mWPaNV4IITDNMK8fNoikAhd0TCQyGVbtO0QkeX4W46t49yCEoKIkyI1Lp3KovY/vP7aW3Qe76B+K0dkzwkhsNHeIZVnoukFWN9B1ez0ZpoWum2R1Y8xh1Ot2sHBmLZFYkmdf3U00kRqlNHASpnnafXMqHbpuks3a/7sQYdy5MDiS4K3dxygvDlAU9lIU9uJxaRimddH3tCwLw7DfN6vb9dd2v5i59puXdZ9xaApL5k7C5VT5xbNv0dY5QCqd5WjHAE+u2oEkCa5fMOWyHpaVnLxpLJEmmcqSyRqc6Bvhudd209U3MsrMG91f9lhalpX/+2L7K5nKsG7rEXYf6CIaS5HJ6sSTGQaG46iKdFHkfwKRU6swGY4myWYNYok0b249wobtbWOuz8/bHAkn2Hvs6e96+rUn183JOv2Tc1zXR/9eROIpNu9qp7TQR0mBj6KwD6/bgWmaF23wVZeHWDynntXr9/PGlsPEEmlGoklefGMfO1o7ueGaBgpDdvmA26VRXRZi86529h/pJpnK0NkzzBMvbicSG8snZJoWG7e3sXHHUeLJDH2DMZ5avZOsbrBgRg2KfPF8EyeJere3djIcSZLKKXBMlKsFbKNZEoJkKkM8kSGTNegbjPLi6/to6xqdBWDljOuTY3my37Nn7H8TxeXcP7btPU46o1NVFqK4wEco4EaWpItuqyQJZNkmMh6JpsjqBiPRJKvXH2DPwRPn/F5hyEMsnmL3gRPEEml7zBIXdw4I+lz4vU52HegkFHATCrjxeRzUVITZtLOdkkJ/3qlWV1nANTPreOnNVtZtO0o8kWY4muSFtXvZc/AEK3KZHxcLSRIoiszk2iI+99D1DAzH+eEv3qB/KP6OnS2v4iqu4irOxNXMiSsMiUyG/tj5a//BJhj72cbtPLxgJppyeYfRtCwe37qb66fUUR70j/p/byTGpMJLl04edrtpLi/hd9v3cs9MA9d5dLZNy+J32/cwv6aS2sKLIyM0LIueSIz0OEjhdMOkJxpDN9854sGrmDg0VebuFTOIxtO8uvEg2/d15uum0xmdlobyfDS0fyjGU6t20dEzzMBwnJFoklVvtnLkWD9ej4NFs+pYfk1D/t5CCGZOrSDgdfHqxgM01pXQcBb29oPtvTz/2l4GR+J09owA8LOnbOnKoN+dV4yYCCzLwuVQqSoL8avfb+WlN/bZh21JorwkwMrFU1k6d9IFa9TPRCqd5cU3Wtm1v5NoPM2Btl4sC775gxfxeZ001BZzx/Lmy0qU1lhXzIfuWcDjz2/jq//6LIpss8g7NIWP37fonKn/lwo+j5Oblk7lyZd38LXvPIvH7cA0LabUFtE8pWxUer1umKxa18qW3ceJxFPsP9JDPJnh77/3Al63nQVy14qWCSunZHWTDduPsnVvR25che18NS1uXjqNxrriCVcTKIrEwhm1bN7Vzo8eX8fvXt6BZVl43Q6WzKnn+bV7Rl1/+Fgfz722h8HhOB09w5iGyaNPbWL1uv2EAm5uWjKV5oZyALa3drBm/QGGIgnauwbJ6iY//OUbFId9FIY83HlDC7WV9m+DpipUl4d5+pVdvP7WYWRZIEkSJYU+li9sYPnChly9//jhdmp88Pa5xJNpfvzbjTz69GawbGP7mlm1vO+mWfm1EA64uXvlTB59ehN///0X8LgcyLKgMpfGfiZkSdBYX8JPn9xEJruedEYnqxvcd/MsZjRWvK2qjumTy5jTVMXrmw+xdc8xNFWhpMDHlz51Y95xMV543A5WLm7k8Re28fXv/h6f14lpmtSUh5k3vWoM58aG7W28uvEg8WSaQ+19DI4k+NcfryEc9FBa6OeelTMmnAV2ufYP07SoKgvx7Jrd/O23n8HpUBHC5ueZPqWMe1bOoLp8YmR1Dk1h2YIpHDnWzz//aBWhgBvDMCkO+7hu/mR2tHac9XuLZtexaUcbv3j2LZ5ZswtFlmmaXMoXP75iQs8Hm3eisjSYI1aeZqvIuex9Y+3mQzRNLs1nQ3jcDh6+az6P/GYdP3r8TX78uw05Z5DF0nmTuOOGFjT17ROzSkLQPKWMj9y7kO//fC2/em4LH73vmqvkmFdxFVfxruCqc+IKgWla7DnRy+uHjlJfGM4fft483I5pWhzo7cfndLCicRImFr/ZupsX9xxgOJGk0OvhA3NbsIB1R9o52DvApKIwS+prkCTBhqPHCTidbDnWSdjj4vbmqaw5cASnqrC/u4/qcJDrptTmnneMw32DhD0uljXU4XVoPL2zlSe27WF/Tz9FXjcfmDcDn8PBMztb6Y8ncKgyQtjGU9dwhDUHjpIxdK6bXEd9YZg3j7RjWXCgt5+gy8mKxkl4HBrbjnexs7MbRZJY1lBPbUEQl6ZSGQqgXSBKmDEMnt3Zym+27mZH5wmKvF4emNNM0O1iw9FjBF1O3jrWRX1BiGun1HKkb5ANR4+jmyYLaquYXl5MOqvzzK5WhhJJtFwkbCCeYHNbB2ndoDsSZV5NBTMryxhJpnh2Vyu6aaLkNMU7h0fYe6KPkWSKgXiCpZNraCotJpJK88r+w5wYiaIbJk3lxVw3pS7/jKu4/Aj4XHzygcUsnTuJQ+19pDNZPC4HJYU+ptQU5Y0WWZYoDHtQVZm6yoJR0n62Lv3Yw1lxgY8/unMe7V2DTJ9chtczNq3WoSmUFvkJBdxMqi7iuvmT859pqjzKgXDLdU1kdQOPe3TmzqxplXjcDsqLbfWXTNbghdf3ocgSN187jUDuAJvJGuzc38l3f/YaBUHPhGuGhRAEfc78QX/6lNFOk5D/FDFhSYGPT39gCU1nkBh63Q7uv2UWoYD7rBH+6xZMpmlyGX7f2VOQFUVm5eKpTKsvZcf+TqKxFAGfi+mTy6ipCI8mg5MEyxZOobmhDN9Z+v4kaisKePCOuZQW+pGEYPrkMh68Yx4+jxNZElw7bxKxRNrms5AE9908i6n1JRw+1k/WMKguCzNragWtR3qIJ9OniDSFrRRSlVNnmX6Gkykc9CBJE09KtGvs59LSWMHAcIysbuJ2qtRXFdE0uTQ/Z5wOlXtunElZkR9ZtlUZHrh1DlNzsofV5SEeuGU2FbnU7GmTS/nrz9zEjtZORmIp/B4ns5tsLpaK0gDh08qeNE2htNBPyG/P2+vnTzn1mSqPIiB1OVTKiv0Uhr1j5BVdDjWvupLJGqx6s5VUOstNS6cS9LkRwnYi7Dvcww9/+QZBn4tFs+vsueh38f5b51BccCFFLUFVWYgvfnwFO/d3cbxrCEkW1FaEaWmoGOXsUBWZW66dRk15iP1He8hkDcqK/MxorOBIxwDReGrUmhSSYOHMGuqrCtl94ARZ3WBSdSEzp1acU254vAj4XPzpw9ezde9xevojSJLNiXN6exVZ4oZFDURjqfMaiJIQ3L68mck1Rfn3Ki8OMLupkvauIXr7o6PWzkkVIIDGupJR9/K5HSg5J67LqfLgHfMoLw6MCX6sWNRIJJbCl9sbL8f+YZoWB472sG7rUeZMr6KqLIQiy1iWRf9QjFXrWhmOJPnbz90yIQI/IQSL5tRTUuhn98EuEqksBQEPc5uriMXTuXU21klWXR7mS5++ka17jjMcSaKpMvVVheN+7ulQFYmVi221p6VzbJlCWZJYMm8SDofCtEml+Tkm5Uo7/uqTN7KjtYOO7mEUWaKuqpDmKWVjeDdqK+09r+GMsQWbADyhd9OdWM9Ispu6mcfwKQ35s6YsS1y/YAqaqtA/FCOVzl4RzonB1G66Eq9jWQaK5KLSsxKfVvNuN2tCOD0L5UotlzHMNJ2JV8GyKPcsQ5EuvlzoXHg3+uFK6nvLshjJHKIzvppJ/vtxKhfeQwwzTXdiHbLkoMg1H1n8YXCFiCskdeuKaMS7CcuyGE6meGnvQQ709vPV224A4P97eS0nhqO8b9Z0tnecwKWpfHBeC7u7ennkzc386bJFeB0atQUhVrUeZn9PH3OrK9h49DgNJYUsnVTLP730GqV+L9fUVdta5VXlfO6XTzOpMMyC2ipe2HuA25unMrOylG3Hu3AoCluPdyFLEh9fNJf9PX1899X1vG/2dKpCQWoLQqiyxP6efv597UY+vXQ+LRWlDMQT/Ofrm6kvCuNzaGxu7+Tji+fy4w1bGUmkuHPGNLYc66TI6+HeWU3s7urBME2OD41wuH+Qv7rxWlRZpm1giB++vokv33Q9QffZN0jTNDnYN8B3XlnHbc2NTCoMU1MQIpnN8tWnV7GwrpLGkkLcmsa00iIO9g7QF42TyGZ5/VAbn1++iEKPh33dvfxg7UY+f8NiGkuKONw3wBefeJ4H5jRT6PXwyv7DfH75Ygo9bnZ1dfPTDdv48s3XUxH081Z7J9984VUeXjALh6LwxuE2vnLrcl7Yc4CBeIKmsmJ+9dZOHlowi4W1VeMiqbqKqzgXtuw+xv/571d4/61zuOW6pnzEzDQtNu1q5+/+7Tn+8mM3MK+5mv6h2AXvJ4SgKOx9W2nBV3F2mKbFwHCcgeELj4Mk7AyCk6nc7zXsPtjFP//nKm5cMpX7b5mNpikIcg75Qyf4228/w4fuXsj7bp6JfBFOnUuNt3a185f/+Fu+8ic3c/O1TWe95qS6QzJ9YTUQRZapLguNUpq5ivMjnkjz3UfXcrx7iC996kYqSgJ5lZdoPMV3fvIqRzr6+d7X3k/vYPScpKanw6GpVJYE806zSwHLsogl0nT2nF+G24bISbG+M/xEZyKR7WZL/zdJ6N14lHIEMoWuWTQGH+aysJ5eIgylW+mKv8ZQeh/D6f3MLf5bytxL3u1mTQhJvZfh9AFK3YsQ4soMUmWMCFv7/xHLMplT9Dc45InxG40HlmUxmN6DQBB2Tr/k9z8bMkaUvtRWipxz0OR3V/XQskw64qvZ1Ps1VlT8lKBjygW/kzaG2dT7NRxSkFmF/wtNfnf2j0uIcW02V38trxAIIQi5XVSG/BzuP1UrqkgS82srWTq5Bq9T44ltdhpuXUEQv9NJY0kRTlXBsizW7D+CELCj4wRdI1Gi6TRzqyuwLLimrpqFdVWAvUF4HBrLGuuZV11B++Awx4eGmVdTgdfh4EBvP0OJJNFUGlkSVIUC+F1O6gvDTCo6VcJRFQoQcJ7yrHcNRxhJpbhl+hR8DgetPf3s7OxGlWUW1FVy7eQaHIrMy62HMC2LAo+b7R0nGIgnONJvk48xzn1bkiQqgwECLie1BSGmldmRu2Q2iyZLXD+ljtoCO7JpWhYht5ODvQP0RmMcGxwmkcmi+CWqw0F8ztHRgfKAj+UN9ZQFfLx5uJ3uSJSKoJ+acBD3GVGV+sIQyxrqCLpdvHrwCP2xOP2xOKV+H40lRRT5PARczquOiat420iksqQz+hjpuOFoku17O3BqKgGfize3HBmXwoRDU/jQ3Qu4a0XL5WryHyx0w+DF1/fx6+e3XvBal1Pl0x9YwopFje9Ay955pNI6yXSWRCp7uqYG0XiarXuPIwlBYdhzxUnYnS9iEk+k+f7P17LvSM8F71MU9vL1L9xORUnw0jXuPQ4zZ/Sn0zqZrI4kBEIIdMPg8LF+jnb0U1bkJ5XR+fZ/r6FtHCobtRVhvvq5WygKX1oDZdf+Lv73f7x8wetOZrx95oNLL+nzx4uhTCuRzGFaCv6MKs+NnKKcu7LW3ZkIOaYSckylM76GnQP/9m4356LQl9zKsdiLlLgXIsZ7yH2P4mjkt/i02nfMORHLHmP/8E8IFE96150TFwNFuKn334ciXCjSezOAcTZcdU5c4ZCEIOB0IoTIRQ4sRvPe2X+YloVpWbSUlzC1tIj5tZUUety4VLtOM+AanYGgyjI+h62dLUsCw7LY2HacNw61sWLqZASws7N7QiktWcO0pa1y0S9Vlsnohv0OLvsdRC76cXRgiMc27eCmaZMp9LrZ3dVzUekzZ/tZVWQZ/2kOh5FkikfWbaG5rITm8hK2HOs8L9mTx6GhKXK+z43zEA36nE4UWc5J+dnXzq4q56cbtnGwt5+m0mJqwlcPpVfx9jGjsZyWxnKefmUX67cdxe3S0HWDaI6g7e6VLbRMKUevN/O8AOeDJCAUvJo1cTmgKDK3Xd/Eotl1F7xWkkSeuPG9iMa6YuY1V/PqxgPs2t+Jx+3AMExiiTTxZIaVS6Yyd3r1u55yOxF43Q4+/5FlpNIXjtgrinTJDeL3OlxOjRsXT+VHv1nH//7hS4T8bmRZIpHMEI2ncLs0Hrx9HgGfi7/65Eoy2QvzQGmqPGEemPFgxtQKvv03913wOrsc7NKnyp8PlmWSMvrJmgkimcMIJAwzw0jmCEJIuJVSVOHJXWuRMSNkjCFMDBThwikXIAktvzZNSyee7cKphBEopIx+DCuNLDScciGycJLQT6BKHrJmAtPK4FKKMS2dlNGPKnlwygUIIWNZJlkzRsYcwbAyCASq5MUhh5HEpTdNdDNJUu/DpRSRNeNkzQgCCYdcgCp58+9oWRYWBmljkKxpZ75pkh+HHEaIU5ldlmWhW3HSxjCGlUYgoUhuNCmAIjmxLJOMGSFtDNKbeouU0c9I5hAiZ3Z51HIU4c6diS2yZoS0MYxpZbFOOw075ABOuRAhJOLZLmThRJN9JPV+dCuBhIJDDqNKXhBgWQYZY4SsGcW0dCShoskBNMk/qv32mAyQNeNIKMjS6CCdaWWJZTtxyAE06ZR6S9aMk9L7cSp2v1lYGGaStDGMbtnkwopw4ZDD+dIQ08qSMgZJGQMMpveiSF6G0wcBkIWGR61EymWUnJwXaWMIE33MvcYDy7LQzTgpY5C+1DYS2RNEM23opt0+pxzOjefJeW23L2vGEEhocgCHFMhnudjvmCZjDqObCSwsZOHAKYdRJPeYZ2fNqD2WZPPzwiGHkPImt8CydBJ6L7oZAwQOOTiqn00rSzx7AsNK41HK0WQ/grHzL6UP4FJKyJqR3HwVufYH8+NtWRaGlSZlDGBYyVH2jywceNTyy7Lm3g6urNZcxVlxtjObQ1ExLYu+WIIirweHIjOluIBkJktDcSFpXUeV5bzk2ZkHP3Hm/yw788HvcjK1pJCdHSfyUmeKLKPKMr3ROBXBAJr8f9l77+i4rvPq+3dunz4DDDrRiMrei8QmqlndVi+WpcRxidztdKe8XxK/sd84tqM4duIaV9kqbrJVaBWqUIWkSIpiJwgSRO/ADKbPLd8fMxwSBKtMSbTDvRbXIi7unHvuuWcuzrPP8+wtnzAToMzvwbRsDgyNUuxx0ReJsrKhlrahkSm2ZuOJJGnTZHZVGVs7e0lmT7/IOx6yJGGoKoMTMVLZYtRjLOmOvV4qm2VoIs7cJeVEkinGE6lTtiuEOGMbNnECG3gHh6xl4c8TMvFMBrem/l4tvi/g/IPfa/Cpe9eyZVcXHd0jJFNZVFUmHPIws6GchpoSFEUq1O1fwDsHSQiKgh6KLpA/eN069921itf39HCgc4hEMoMiSxQFPcyYXkZTXek5EfU7VygL+7n9moXUVZ1c6FmWpQuZEG8hZEmwYtF0Kkr9bN/bw9BYDMd28Lh1aipDzG2pKthtHtF+eScghMDr1vHWvPPaDCeC5aRoi/yUkdR24mYfaWuUPWPfQhYuFMlgbvGnKXEtwHFsxjNt7B//ESOpN3Cw0SQfNb6rqPe9p5BKnrbG2Dj4WRr8t5K2xuiOPU3aHkcWOotL/55ifR6vj/wbHqWKSKadWPYwTYE7SZpDdMefxatWsyD8l/i1OuJmH/vGv8dQcgumnVuTedQqmgJ3UOlZjXSOa+vH03vZMvwF6rzXMpTaSjRzEAeHcvdFtATvwatOA8DBpCv2FAejPydpDuLg4NfqaQrcTqlrGZLIZSrHzR7aIg8U+u9g4VbKaQrcxTTvpZhOis6Jx+mJP08ksx/LybBp4B84smJcUPKXlBiLcqVB2U72jv8PkcwBgHxQmsSvTqfOfwP1/vcgo/H68BcJaE14tWoORX+V75/NnKKPMc17OTiCodRW9o//kGimA8exkIRMSJ/JzNAHCOTLCBzHpie+nrbxn5CwBtAkH2FjPlk7hiJywXbSHOLl/s/Q4L+VxsAdhXEcTm1j58jXmVX0p1R6VmPacfaPP0Bv/HnS1ihHAu0a31U0+G9BkdwkzAH2j/+QkfROJrKHSVmjDCRezT/zSpaWfg5Nztk5j6X3ciD6IMPJ7dhk0aUA1d4rme6/6YxLGhxMBpKvcij6KyLZdlLWKK+PfAmJ3JxqCNxKg/8WIEdadcbW0THxKElzEBAEtAaag+8lbCxAEgqWneLQxC/pnFhH0hwARE7/xHs5zYG7CxkZjmMxlt7HgciDjKR3YDsZwMGr1jA//Of41dxmhQD6k68wkNhIwuzDcjKUGAuYUfQBAloDAFk7xr7x7zGW3kfC7KXKexlziz45KftjKLmV7SNfodF/Kz2JF0jkyYywMZfW0PsJ6a2Ftg5GH6En/hwODmlrlJQ1iksuocy9lDlFHz/vykUukBPnCRKZDI/v3M+mjm5G4omClkLI7cKj54TydEWhxOtBFgKvobG8vppvbdhMfXGI9y6dx7WzW/jVG3v4yjMvYagK189ppbY4RInXM0WMscTnKYhO+o0cI9lSFuaRbTv52vMbKfN7qAr6EYChKlzaMp3f7m7jlYOd3Lt8ISPxBI/t2Ev3eJSfvPYGB4ZGubRlOtfMbuHR7XuwbJtlddW0lofZ2tWDJ18O4VIVwl43dcUhaoqC/PcLm6gpCjA9HEIS8Oy+dl480EFfZIKvPf8Kl7c2sqimCkWeWousKzJXzmxk3e42Nh/u4Z5lC3CpKqU+zyTyJOBysaimiu+9spWKgI/W8hI0RWZX7wBP7m6jLxrjhxtfZ1ndNFrKSij1egqkTtjrwVAVNh7qYv2+g/RFY3x7w2ZWNdURdLsIe9yFdORSrwfbsXn1YBdXz24m7PWws3eAdbvbuG3RHPS32FXlAv6wIYQg4HNx6THuIRdwASdC1rQYHIuhqwpFAfc7WjIhhMDnMVi1uIFVixvesX6cKaorQnz07jVvWfvRWIpIPEVJ0DNF0PBkcByHdNZkeCxOcdCDoSl/0GS3EDnLz6a60iliqxdw5pCEToP/Zmq919KbeJ5D0V8xM/RBQnrOJcSllOcD7V62D38ZWdJZWPLXqJKP8fRe2qOPYDsmzYG7kaXcOtS0k3RM/JqwMZ+54U8jC5V4tg+vkisbzlgTpK3dtATvpjf+PPvHH6DGdxXzij/FztGvMZLajletRhY6bqWCOcUfx5DDmHaCtsgD7Br7BiG9FY861UXnd4GDQ9IcoCf+LNP9N+ML/QkT2Q72jn0fgcy88KeQUOmNv8De8e9R4V5BpXsNCOiaWMf2kftZGP5rwsZ8bCdLV2wdg8nNzAx9EI9ShekkiWYO4lZy81UWOlWetRQb89g7/j0SZh+LS/6+kDnhVnOisJaTpD36M6KZQ8wu+hhupYzh1HZ2jn6dau+7qPFeXQiqLSdDT2I9pc5SWkPvR5P8JM1B/Nr0fLmIgyIMwsYCmgN3o0geJrId7B77FgeiD7Go5G9xHIex9B72jv0PPq2O2cUfQSDTFfstY+k9lBiLCuOVy+KYbHHsODa2k+VI1raEii4HaAreiVetBsehM/Yk7ZFHCGotlLmXYcjFNAXuotLsY+vQ56nyXEKd74b8HFVRJBcODvFsL7vHvoEkdBaW/BWq5GUk9Qbt0YeRhcb0wC3IYrJw+IkgkAkbC/Cq1XTFnqJj4tcsCP8FLjknFKvLocI9dsefYf/4j6jzX0/YWIBpJzgU/SU7Rr7K4pJ/IKA3IoSMIjzU+a4noDcAgv7EKxye+A1+dTo1vncBEM128PrIF1GEi9lFH8GjVGA6CRJmP4Z8lOy2nSy98RdoDNyGV61hInOI3WPfpj3yCHOLP4EiuVAlP7OK7iNpDvLGyP04ztTssCNj1hlbR0PgVnxqHbFsJ7vHvs2ByEPMD/85quSmP/EyHROP0RS4gxLXIlLWKG+M3I9HqaDVv4faAAAgAElEQVQ5+L5c1s15hgvR0nkCl6py3ZxWrpqVCzwkAZqiUFsUKCwsm0qLqStehp4vObhpwSyum9OKJAlUWaYi4OP9Fy/CtGxE/vOyEHxkzfJJWQUAH1l99NhVs3JsqixJfPqyFdi2gypLhcQySQhWN9WzPK9ZYagqAZfBh1cvxXZyLKAsSeiKzIqGGhbXVuHgoMsKsiR479L5yPn0opkVpTSXhVFlmY+sWYZp2SiyhOPkykBWNtSyrK66UJuczGZ5Ytd+UubkzIrKgI9FNVUsqZ3G3KoKHMfBUBUkIfjE2ovRj3EMcKkKdyyZS9a0CoJrmixT4XeoD4cK96BIEoos8bFLLioQNx9cuRhFkrAdh9mVZYV+qbKEJEnMqigtED8fu+QioqkUfdEJ7lwyD7+h0zseJZpKc37ozl7ABZzf6B2KsGVPFxnTQpArefC5DWorQtRVFqFccLw5IwyPx/m7rz/GrOnlfPyO1ei/o8PEBZw7PLVxHz99ait/9yfvYl7T6cuvjmDb3m7+5XtP85m7LmHNosbzXCngAs4HSEIuBPljmT3IQsWjVuYDrBwcx2Y4uY3xzD4uLv+3QnAa0mcQN3vojj9DlecS/Nr0I59AFjoN/ltx5QPxIn02RzICHGwCWiNlrovI2jGGU9upcK/Cp9XiVWtyu/2OiSEX0xJ8Xy6oztm9kbGjbBz4WzL2BG9FzpntmFR4VlHtvQJJ6IT0GUTSBxhMbiaW7cIll9IdexpDLqY1+MeoUm6X2pBLGB3YQ1dsHUX6LBzsfDmEikepIqTPAARhY34h9V4SMm61AjVfUpEWY/i16VMyQiw7zXhmP0XGTIqNOSjCjSQUPEolGTs6RSfBcSzqfNcT1PIaRXpOtFcIgZN/FiF9RoEECWgNDCdfZzy9H8excbAZTG4ma8doCb6PoNaav8ciBpObznpMJUljuv+m3H0LCRxQJDe9iReIm304joMiufBptUhCzZUAKcWT5uCR+xpObiWa6WBZ2f+lSJ8FAvxaPSOpN+iJr2ea9/LCnDsVhJAwlGI02Y+hhJGEgletKWTHHIFpJzk88TjFxuxclkc+a0Qg2Dr8BQaSrxLQG5GESq3vmtxv8vfoUarojj3NRPYQjuMghKA3/jwpc4TFpf9AibEgX77k4GDn58WRQEAwzXsZNd53IYREkT6DgeRGopl2MnYERXIhCRmXUoIktCmlI5PGDZNKzxpqvVcX2srN58NkrDFUyU0k04Ym+yhzL8OjTMOjVFJszCGSbkcRrknlPucLLqxYzhMIITBOtIA8Rr1clqRJauZqvtziWOiKgn5cM8e3e/y1jm3DpZ54J0eRJBTtKGMpyQJFnspgykLg1iZP9GMzBo69hxP1VVMUJomaCyjze8lak1nDkNuFJAlkSZpyvRPdrybLU7JHJE5yD8eM8ZG+yzBlrIGCvsaR6yqSm8U1VXzn5dcQCNyaytWzmk9rjXoBF3AB0NY5xP0/fQEhBB5X7rspyIlGXrNiJu+5ZA5e19uTQj0aSfDCtnbWLGwg9BbUqr+VcByHZDqbq8V/m4jRdMZk3at7WTyjmsqSc6/0fjo4jsPhvjF2Hezn0sWNuIzT77C9E8iaFslUFtu2T3/yMdA1lXDAg8elXSAmLuCcwcFmPLMft1Kec/E4YpmMTJE+J1c+YA3j46h+TkhvzdXAF7J3juo1QE6jQRZ6rnxEuDDkIgQSktAKmgqWkyaS2c9gcjNJcwjLSZMw+3GwTrhLfK7gVxuQhJ4v31UIaI30Jl4gaQ4ioREzuwkb8yeluetyiKDezGh6d0EHodK9hpHUdl4f/jeKjDlUuFcS0lvPehdaoOBWyohlu0mYAxhyEbFsNxk7csJA3KfW4VbKp4w9AA5k7CjDya2MpneTtiLYTprR9C5koeNgYzlpYtkuNDmIV6kutKPJgSnB+5nAcSwmsp0MJnIEj+kkydpRMlYkn2FxZrCcDJFMO2lrhN2j30DKZ+rg2ESzHQhkLOf07khng4TZTzL/b9PgPxSOm3aMrB0naQ4V+pAw+xlMbiKaOYhpJ7GcFClrGNsxIb9tOZbeg1etxqfWFfQqcvPsiJ6Gkz8mU6zPPuYcGUMuJpbtzrd3dig25kxpK5ppL7TlVsow7QQTmQ5UyUfWmiCW7S6QH+cjLpATF3Bew6NpLK07+xfmOwVFlnj3vBkksyaO46DKMi5NPe+U6C/gAs5XuHSV2y6fz7UrZ5LOWrR1DvHgU9v44eObqasoYuX86adv5BxgT0c/T2/ax8LWab935MQ7gc6BMda9spf6yqJ3hJywbIfXdneyZW8XK+bVnbfkxJvF3KYK7v+zm3AZ/zt87i/g7YKD5aSQhT7F5lKRDGwnOyVgkiVjkjjfscjpmcmTgufJO7MOYBfS6f1qPUF9BrocZCJ7mMHkpreMTxUwRfhPlvR8qYKJg4XtZJGFcdznJGRhYNkpwMntUBuzWVTy9/TGn2Mw+Rp9iQ2EjXm0BO/Fr9WdcZ9UyU2d73q2D3+F1wb/CbdSTsoaptiYS6V71ZTzZUk/qeNH1o6xe+zbDCY3UWIsJKg1IksGaWuMlDUCHCnLyCALbdJzOXKPp8OxYp1HrEG3D38FVXITNhYQkBswnSRDydM7VU1u18J0kiiSF782fZIzRVBvQZW8hUyWcwXLSePg4FbKCWqTbT1LjEWE9Bk4jkM028G24X/FcSxKjEX49HokITOU3Da5PTuJJLQz0ktRpONyg4Tgze4kKOJEbR1FhXtlXp/ifvxaPaadAAT1/nejneMxPVe4QE5cwAWcY+SyPy58tS7gAt4MhAC3S6MokPuDW1bkQ1Ek/ulb69i48/AkcsJxHFIZk0Qyg2XbKIqMx9DQ1GMXxznYtkMinSGVzmLbDpIk0FQFl66i5jObbMchkcyQyphs3NlJJJZieDxWKIvQNJmg1zWpbTPvPJHJmlPKt7xuHbeRE8PNmhbReAqvS0eWBbFEJmeTKAnchoZLPyqaa9u5zIdUJotl2Qgh0DUFj6EhH1eid0SPIJ7IYDkOuipj2c6U+0+ms8QSafweA/2Y9LSsaRGJJTE0Fa/7aFaKaVok0jn7WttxUGQJl65O6ueRDI1kOsvmXZ0MjccYiSQYGJkAcmTtEeHCY/t7xFrUtm1URcbj0lHzYq5nC8uyiacyROMpNu3uJJXOMjgWI53J7b66XRpelzapbcu2iSczpDO5oEvXFDwubVLW3NHnkCGZNrHt3HMwNAX3Cc49en5uPGzbRkgCTZFxG1phjh0dB4gl0iTTOYtVXZXzc2OyInsskSaROroDqWnyCTWYxieSCAFel04smSadNREIXLqK29CmiFhbll04zzkuicPj0nIZGhdI9f8FELiUUgYSGwtuBkeQMAdyQaFwHycSfup5cbpZk7bG6Zx4Al0uZkHJX6FJQcChO/70m7qDM4VDTtQzl2afS7lPmSNIQkWVvCiSC00OkLKGcBy7ELzbTpqUNYShlBSIAUnI+LU6fOo91PquZTC5mT1j36U9+hALwn/BkVEQk65+Iki45BJ0OUixMYeg3oom+fFr09GksyN5I5kD9MTX0+C/mebAe5ElHdNOMpJ6o0BOSEJBkwOMZ/ZjOmkUcsS7jUnGiqDJgXy/JUDksx9syI9XJu9OAjnB1Z7Ys2TscRaVfJaA1oQQgrH0PvaN//AEPTxS+uNwJNvg6CiouORiFMlguv8WfFr1Wd37qeCcZOx1OYgiDIJaEzNCHzihY4XlZBlIvEI03c7y8s9TYixGCEHSHJ5yj4YSZiLbSdaO5d1RTvVNOHfv1tO1pMp+DKWYkJCp9KxBlbx41Wo8StV5+46/EEFdwP9aDHSNcHBnN2behmxaQym1M6pO6ERyAW8Olmmxd0sHbq9ObWsl0gkW1W8G8WiS/ds6qGooo6QyhLjwzM5LREZi7N1ykJrmCsprw2/qD6EkCUqCXvweg/GJo4tnx3E41DvKr1/cydY93cQSacIhDyvnT+fqi2dSfExQbNk2ezsG+dXzO9h9sJ94MoPHpVFdFuTda+awfE4dAIlUhp+s28q2fd20dQ2RSmf53HeeQlVy83Z+SxV/dc9lhXZTmSwvvX6IJ17ew3AkTjKVIZZ3oygOeLjrqoVcsqgJRRYc7Bnhqw++yC2XzcO0bB7bsIuOvlHcusoNa+bwnkvmoKsKtu2wr3OQ37y4i90H+xmPJVFlmcbqMNesmMnyOXWTgtORSIJHX9jBc1vaSaYz1JYXcfHc+oKo7xG8uqODb/3iFT555xqWza4tHO/sH+P/fvcpLlnUyD3XLgHAtCye2rSfF7Ye4FDvKKmMScBjsKClipsunce0siCSEKSzJo9t2M2G1w/S1jVEJJbiKw88h5EnP6rLQnzuI9dg5AWRbdvmcN8Yv3phJ9v2dhNLpikN+bhsaTNXLGsm4D17l5nBsRg/fnILew710949DMBnv/ZY4f7fc8kcbr9yYWEBl8mabNx5mCde3kN79zAO0FxTyvWrZrFoRnVhbG3bYWd7H49t2MWejgEmEmk0Raa1rozrV89mQXPVJCLBtGx2tvex7pW97DrYRzSWwmVoVJUG+JN3L2dGXdkxcxc6ekd44qXd7GjPOWPVVxZx09p5LJ5ZfZQssx2eeHkPT7y8h3gqQzyZ4bN/fDkXz51qUfvfP3uJjGlxyaJGHtuwi/buERRJYnZjBbdePp+W2qMp4kfG4DcbdjM4OlEgriRJojjg5sa1c7nqola0c6hVYjs2A6luyoxpSG+yxnkiG2EkM0BYr8CrvLkdv6SVIG0lCWond2M5G1iOyXhmFL8aRJU0bMcia2fR5d/dNtR2bMazI+iSC49yZuUCpp2lP9WNIqmU6pWnHWuBTFifxwHnIYaSm3O2gqikrVH6Ey/j1xpwqxW/870cC9vJYjlZdDmU2/UVkDZH6Uu8dE6vcyIMJDdS7r4IXS4mY48zlNqKLofwqFXocogifTYDiVcYz+zL6zoIxtP7GU3tYrr/JiShYDsmSXMITfajCDeGHKbUtYTDE4+RyPZPup5ARpFceXvMCC4lPKVPkUwbSXOAKs+nCGiNbzpgtJw0OA66FMy7ithEMm2MpncVMl1koRPQmumNP89gchPTPJchkIik24hmOwjL84CcboQqeYlkDuS0L6RgzhY1ualgGepgYzqpvL1pAASYdoL+xIa8ReZkKJIBQpAyh7HszCT7UkloFBlzODzxOD3xZ2hUbkOWXPlSlXEcx5pi53p6SCjChWWnSFujU8pWDLmEkD6DodRWxtJ7KdJnIoSE7WRJmsPocgiBhGmncpasUhBETiekL7Eh705yFCWuxfQnXmUg8Sq1vqtRhLtgKSsL44zEPN8KZKwIg8nNNAfupsqz9ryzDT0Rzv8eXsAFAOlUhsN7etny7G4GunMMcGV9KUsun01tS8WbCnr7Dw/z7MOv0n94hMP7ern+/Zfwx/9wI5L0+6sPsfPVNp7+6aukkyevzVt942KWXDYb5W2w7xsfnuDb/+cRqhrK+NN/uQ1v4Nykx7fv6OLLn/gBN913Ode9fw2qdn69ynoPDfLLbzyL22fwng9fRjB8dCH9xkv7ee7nm7nlo1dQOf3NKdE7jkM2kysd0vTz16a2q62f+z/9I+7+y+u4+p6pKapnAsdxiKcyJNNZgj5X/hj0DUf59588x9BojGtWzqSsyEd79zC/WL+DnsEI992ykoA3FyCMTyT5z4deJJ3Ocv3q2QR9LsaiCXYfGiCVOZqyrCkyS2fVMHN6OQ88uYX+kSjvu2YxJaHc8wv5XJOyBt5o6+VLP1rPqoUN3Hr5fOLJND97djuH+8a466qFLGqtLgTJpmkzODrBr1/YiQPMbqhgzcJG+kejFAfckwiHnoFxorEUly1tJhz0MDwe59cv7OTrD2+grMhHU00JcIRM2cKTL+/hsiXNzJheztBYjN9s2EX/yAQz68sLbaYyJsPjcdLH2Tabps1IJE48mT5m0GHf4UGCPhe3X7kAl6ayo72PX2/YRTyV5VN3rsbj0nPBb0MFlSUBntq4l827Ornt8vnUVeYCP7ehTsoY6BoY50s/Wk8smebK5S0UBzzsOtjP9x/bxGgkzvtvWIZylvo8XrfOmoUNLGyp4pu/eAWPS+P2KxbgyWuTTCsNFIgJ07J5cdtB/uuRDTTVlvK+a5Zg2TbPbm7jKw88x5/dvZZFrdV5gtqho3eEVMbkmhUzCfrcDIxE+eXzO+jsH+MfP3w1NeWhwlzYuPMwX3v4RQBWL2igIuwnEktxuG90iiDpRCLFI89uZ35zFfdcu4SxaJLHXtrFfzz4PJ+771oapuUCGEkSrF7YQFNNCdvbevn6wxsK2R7HIxpLsXVfN519YyyZVc3aRU0F8m58Isk/fviqwpjs7RjkSz9az/yWKj7wnoswTYtfb9jFG2293LR2LhfNrT/r53A6WI7FlvGXuKr8VqR8oJSx05h2FkVSUYWG5Vhk7DRCgC65MB0T084gCRld0rGxaI/twXZsvN7WSe07joPpZJGOEaEDMJ0sjgOapCMJiaSVIGunC+fntBAkTCeLLBRMO4vlWKiSiiIUMnYu9Vsg0CSDjJ3GckxkoaBJOhk7Q9KK41X8OI7NWGaYjngbswILUSUdyzFRhYbpmHnh7ckp36Ztks3vROuSAQgydgrbsZGETPvEbgJaMdNc9WiyjoQgbacBB00yEPnzHRw0kXu+I5kBItlxwlrZ6ckJIQgZs2j030Z79OeMpnejSX4msodJW6PMLPoQLrnkd58Ax0CXiyg25tATX8/2kS+jSX5iZhemnZiUup+14wwmNpGyRhlL7yRrRemJrydh9uOSw4SNhVMEI0+FnLNID9tH/j1X4292E80cojV4Ly65FCEE0/3vYSLbwbahfyVkzAAHRtO7CeotVHuvRKCQtaO0RR7IuzCEkYVG3OwjYQ7QEnwfkzIChEaxMY++xAa2Dn8en1qD7VhM99+IX8uRjKrkw3IyvDFyP4ZcjBASuhyi3H1Rwc7yTODX6vFpdRyc+CUxswewiGW7USVvQf9BCIkK98X0Jzawd+y7DCW3IhDEsz24lKPPOWeVeRkHIg+zdegLuJUKkuYAaXu8UAogC4MSYz4DiVd4Y+R+fGoNCXMgL+Q5NetDk/yEjXn0xp/HtJNosg9V8tMcuAtZ0gkb86j1XUfnxBNEMm0YcgmmkyRlDlHhWUmd7/qTlhOdCAKJgNaEoYTZMfK1/PN0KHNfRLl7OZKQaQzcwfaRf+eNka8Q0JqRhErGjmDaSeYUfRSvWk2xMZuOiV+za+y/CGotpKwR0tYomjzZTrrCvYLR1E7aIj9hKLUVl1yC6STy4qP3ENTO3GltLL2PSHo/KWuEeLablDXKoYlfoMtFhPRW/OqZO19JQkGXQxyIPMhAciNCyKjCQ8iYRaV71XlnIwoXyIkL+D1AKpHhmQdf4dfffQ4cCIR92JbNrlcPMD4U5X1/dT0u79nvUsxYMp26GVX0dQzxhQ99+9x3/B1ANm0SHY2RSmSwTIuutn6S8TQtC+oKBE46kfNefjvg9rlYsGYGJdOK0M9hDXi4MsiyK+dQP7PqnGVjnEtER+O8/PjrJCZSNC+o4+Jr5hd+19cxxEu/2cqVd15M5ZuUT3Bsh1ef2E4mneWSm5a+LUTT2w3HcTAtm4HRCdZvbiOTNVnYmtv5sGybZzbt53DfGJ+6cw0r5k1HVSRWzp+O3+Pi4ae3sWRWDZctyS0GovEU3QPjXHXxDG5YNRtDV7Bsm0QqW9jlB9BUhXnNOXX7pzftI5ZMs6BlGrUVRVP6Z9kOW/d2A3Dz2rk015bmSkdSWb7z6KuoijxFqyJjWgyMTvAX77uU1voyVFnKO5OIQpmAJAlWLpjO0tm1uHQVRZYwLRtZEnznVxs53D9GY3UueO0aGOfZzW0snlnDh2++GLehkTVtfG6dL/7w2Tc99ooi8yc3LEOSBIae08xZ2DqN4fEYr+/vJpHK5sgJRWZGfS4jYN/hAXYc6GNOYyVzT+BC4TgO617dS/fgOJ+5ey3L59ShyhIXza0jGk+xfssB1i5uKhAvZwqfW2fJzBriyQw//e02Al6DJTNrTqgTMhZN8LNnt1NREuDjt62ivNiPg0NLbSl//9+Ps+6VvbTWluLzGEiSxBXLW7lkcRNuQ0WWJLKmRda0+HGeuKouCyKEYCKR5tEXdmJZNn9172XMnF6OpiiYtk06Y+I+zjLUsmxm1pfzoRsvJuA1yJoWbkPl6w9vYG/HQIGcEEJQXuynrMh3UlLiWCRSGa5Y1sL1q2fh0lUSqQzjEwle29NFZ/8YM/Jk1fa2HtJZi/dcMpd5TZWFJOu2ziGEJAgH3wqvhMnI2hm2jr1E2k6hCo0FoYs4GNvLYLoPQ3IxL7Sc/mQX3ckOUlaCi8KX4VMCBNWp30XIkRA7I69R4aohbSWJZMcwnSxD6T4EEnWeJqpc9eyKbEGXdEr1Sjri+7EciwpXNbsi22jwzmD/xA4sxySghmj0zmLj6Ho8ih+P7KXFN5dXR9ZjYVJuTGOGbz5diYMciO1kRfGVAOyP7WRP9HUQMN3TyoHYLmYHlnAgtougWky1e/JLvz22m8OJA/iUAHOCS4hkx2ib2IkAmn1zyNhp9k/s4FB8Hw3eGRiSi/2xHUhIVLsb8Cg+dkW3IKNQblTT5JtFiV5B0kpMuo5LLiXsWnTCUgFFuGkK3oVXq2Uw8SpJawi/Vk+V508I6a2F3WpJaJS4FuFVq0+6g11szMWr1uSvGSbsWoAsXEhCJaS34lbKkCWdpsBduJQSRlO7sZw0JcZCQsZsOqK/RMuLSlp2iqHUtrzwYJYiYw4ZK8pQckteJ6DlrMgJB4d6/41k7Rhj6T1okp85RR+jzL2sQDp7lCrmFX+a7tgzRDJtgKDaeyXTvJcWCAxZclHmXk5/4iVS5ijgYMjF1BVfR4lr0aRrCiGocK/CdrIMJF4lbvajS8FCeUjKGmEwuRmvWo1bKUUWBg4WkUzORWRu8acozbdZZMxCEZ6TkhUuuYR5xZ+iM/YkSbMfVfJR57sBSWgMJbdwhDTR5WJmF32Mrtg6otlDaJKfpuCdpMwRUtYwklCQUKn33Ygq+fJlIcMUGbMJuxbSNbEOXS5CypcJAAwmNxPP9uDVaml030F/YgMe5fiMG4nW4B9jyCVMZA9hmSl0LVTQSFAkN42B2wnqzfQnXiFpDSALPXddY+FJtTZOBiEEQb2JucWfojf+HIlsH6rkQz5GEyKgNbCo5G/ojT/PeHo/NiaaFKTccxGGEkYIibCxgPnhz9CXeIlYtguPWsl0/80MJ7eiyt7CuGpSkFlFf0px4iWGU6+TNPuRJZ2QPhNDzr3TDTlMhXsF6nEOHH61Hhy7oPuR0195DctJ5yxa84KbktBQhBu/2oAhF1HhXjlFi8On1mEZKWTJhWWnGUhsRKDg0+rQJF+uvMkeZ+/Y/5Ayh2kN3XtW4/p24AI5cQHnNSzLZtvze/jJV55g+qxp3PGZq6luLMeybLr29+HxuzA8b069X9NVNF0lMZGcUsf9+4q5K1uYtbwRHIhF4vz33z7E4b19/M23P4DLk3vpyYr0tgX0Lo/OPX9zwzlvt7K+lI998a5z3u65hKarZFJZnn14I4vWzkR3nTtyJj6R5NUn36CkKlRQgP5DQTpj8uTLe9jbMUAma9E/EqV7MML1q2ezeGZu0TsRT7H9QC9Bn4uL5tSh5ckZt6GxeGY1j76wgy17urh0ca4GtsjvZkZ9Gc9taUORJS5Z1Eh1WRCvS/8dyrgcsqaFqsiF9HchcvoFAsicIJiUhKC1row5jZWF6xra1O+iriooskTWtMlkLRzHKYhMpjO5HTDHyVmvDo7FWDa7trArrqky85qr8Ht+t7Ryr1sna1oFzQlZlqgsCbCzvR/TOjunCchpXmzf30NZsY/a8hDpjEkakCSJ6VXFbN7dyaHekbMmJ84GfcNR9nQM8N6rF+PSVeKpXIZZ0OdiWmmQXQf7iSUz+PJjZ2gKav45pO2cpkhVaRDTtCeRBT1DEQ72DDO/uYr5zVVIRyyrJfmETk0el86y2bWFTCBNVaguD+EyVMaiySnnnynKin3Mb6nCnSeCPS6d2ooiNu/uJBo/mhmTyVooslT43ghymheSEGdEgpwLjGaGSNspVoav5NWRZ+lLdXM4cYCV4XfhUwM4joPlWHhkL53xA6TMBB751KUNaTuFaWfJ2BnSVhLTMal1N+GWPfSmOqn3tFDjaaA/2QVAUAuzK7IFy7HQJI3x7DBdyYNUuWoYTPdS5arDdixm+RfgV0OYdhav4iNlJ/EpAYQQVLlq6U12YGOjywaNnhnEzCgLQyvAyWkTDKR6iJkT1Lmn7pzqsgu34sWj+JCFTEd8P9Xu6Uz3tGI6WQ7F99Pqn4uEzGC6F4BadxMexcfe6HYM2U2FXk25q5ptYy9PIT+OoMy9lDL30hP+TgiBKjzUeK+kxnvlScdXlwMsKvnbk/5eCMHc4k8Wfg675hN2HSXmZ4TeX/i/SwnTFLgTjuNKikpmFP5vKMXMD3/mpNdzHIusHTvt30AhJBxsHMfCpYSpd598TSKEhFeddsqATRYaFe4VVLhXnPK6R6BIBrW+a/J2lJPRG3+OgeQmFob/OmcBmg/UE9l+Xuj7KKPpnZS4FiIQzC76yGnvM6g3E9SnzrNy9/JjzhP4tBpmFn3wlO0ZShGNgdtoDNw26XiRfvQZKZKbGt/V1PiunnROSG85Qf8EHrWSWUUfOuk1NdlHpWc1lZ7Vk47nsqFMslb8lH2GXKaALAyEEEhCpcJ9MRXui094rhAyXrWa5uDdJ21PlnQqPWsKRMwRHH+PQgh0OUit71pqfdeesK0S1wJKXAumHK/3v3vSz6f7LkLOpWNlxf1Tjtf5roX89cfSezkQfYh637up99+IlBe9Ne0kW4c+T+9kCPcAACAASURBVH/yFVpC9xynKfPO4/eOnDBti67EGDXuohMKUl3AHxbikQRPP/gKmqFy559dQ+ui+sLLO1CcW6hMEjozLUb6I4wNRkglMsiKRKDYR1l1MdrvoHKeTmUY6R1nfHiCbMZE1RWKygKUVBUViA3bsuntGCIyNEFNSwW+UG73yXEcIiMxutv6KSoPUFFXQmIiRceeXorK/FTUTV6M25bNgR1dKIpMdXP5WZUsyLJU6I+aVJGknMicqqknvP9ELEXnvj7Ka8O4PDp9HcNEx2Ioiky4MkS4IlggMizTYnQgyuhghHS+Ptlf7KWsunhK4B0djdG5r6+g5xEq8zOtsXwKCTQ+PEFP+wANs6uZGI8z1DuGmbHwBd1U1JVMIZ4GOofp7xzBsXOLkarGMsLlwSmaEz0HB0nGUtTNqKK/c5ixwShCQDDsp6ymeMqYZjMmA10jjA9FMTPH2daW+ZnWUIZ8lmnOqq4wb1UL3QcG2PlKGwvXzjxl+UU2ne/DcLSQIVReU4ya33V1HIdUPE1/5wjdbf3s3XoI27bZvmFfIQW7dkYlwbCPrrZ+smmzkFkSGZmga38/oVI/FfUlSJLEYPco40NRalsr0V0atu0QHY0x0DlCOplBd2mUTisiWOKbImjYfWAAy7Kpqi8hMhJjsGcUK2vhPfLc3CcnDB3bYbBnlMGuUcpqiqdohjgOjE0kUQcjqIpMfWUxt1+xkCWzavDm51k6axKNpfC7DXRt8rz2uXU0VSEykcS0coKLPrfBfTev4JFnt/PS9oM8vWkfM+rKeNdFrSxsrcaln/27QRK5koZfPb+TZzbvZ/WCBpLpLM9vOYDPY9B4giBblgRFAfcpCRHbdugfibLh9YPsbO8jGk9hWg6RWJJEKlMQ3XQch0gsBUDRcVkCmirjO8UzOBYnEgvLmha7D/Xz0vZDdOQ1J7KmRd9QpPCps0UskSaezNDRN8pf3P/opDHIiT7mSnfeSoxFE5iWzc+f3c5Tr+49KkDqOIxGEnhdGlbe4tO2bXqGIry47WCetEhjWTaj0QRZc/I7IpHMkEqblBX7CsTEqXCirBpZCCQhsH8HstFjaFOsdnPv3MntzppewSPPvM6zm9uQhMC0bJ7bcgBNk2mte3OlZmeCjJWiK9GOIblwyR5sx6I70UHGTuOVfRiym75kJzEziFfx0ZHYT1grR5EUHBwi2XHGsiPYOFRatRjyUY0SSUjIQmEw3UvSSiAQqJKKKuVcCQSCtJ1iJD1AJDtK1BzDrwRRJJX9sR1cUnItCStOSC2mSCvDpwQwZBeKpKHmbQ2FkAjrZYxmhtkTfZ1prnpGM0NEs+OMZAbxKQEkIZO2kgykeijVK6hzN/Pa2IvUe5pxK5MzUhwc/GqAIquEg7G9lBqVeBQfY5lhuqVD+NVQ7h6EhoODhIQhuxjNDJEwY7hkNz4lyHh2GIRAl1w42AynBxjPjjKeHaVIK3nTGh/nO+JmH3vGvkPGipzyPI86jWJj9tvUq7ND0hpEQkY5ZifddiwS1gDgoIqzsyb9Q8ZIaif7Tyi0ORklrkVM99+EIs5ew+gPDVkrWiiXOkJA5IRNI3ktkfOvpAN+D8mJSDbFd9pe4m9mX4VHenv87i/gncNw7xh7txxi+bvmUtNSMSlImqLGb9lsfmYXv/zGM/S0D5KKp0FAaVURl92+nGv/aPWb2r3OZkwe++4LvPDoFgY6R8hmsiiKzLTGcm752BUszus3OI7D/q0d/OALj3LV3Su56b7LUHWVZCzFz772FC8+uoUP/fOtVNSVMDYU5Rt/9xDTGkr5zFfvRTmmJnmgc4SvfOL7zFzawAf/6Za3VE+h79AQ93/mR1xz7yqSsTTrf7aJwa4RFFXhmntXccenr84FrpbN6y/s5ZGvPUVP+wDJWG5swxUh1t6ylBs+cMmkgLSvY5iH/mMd/YeH6T88zOr3LOaj/3onruPIhl2vHuCrf/EAd//ldbzyxHY69vSQSmQIhn2svXkJ7/nwZZN0KnZtbOex773ASP84g92j3Pcvt3P1PatQjtMJefx7L/DGS/u55t5VrHvgZfoODWLbDmXTirjxvstZc+OSQilEOplh/c828cQPXiSdzGJlLQa7RzFNi9qWCi67bTllNeGzJidsy2bORU0kJlI8/8vXaF08HY9/6h9Lx3FIxlI8+cOXeO4XmxnsGsVxHEqqQlx66zKuuWcVujs3bw/t7uFH//obBrtGGOgcIToSY++WQ4U/Ovd9/naWXDGbdT9+ifY3uvibb38Qf5GHjb/dwTf//mGWXzWP+z5/Ox6fiyd+8CJ7txziz756L5qhsntTO7/65rPs23qIVDyN4dFpml/LzR+9gpaF9ZOIpV9+8xnGBie49JalrPvxSxx4o5NMKktNcwWf+Y97qG4+sYCa4zh0Hejnm3/3MIlYig/9862EK4OTWHtDV7jjyoXctHYuQkz9ngPIkoSqyGRMi+NVvy3LxrYdFFkuWPhKkqC+qphP33UJHb2jbNnTxfotbfzjt9bx0VtX8e41Z79wlSTBkpk13LR2Lg8+tY2nN+1HkgTFfjcfuvEiaspCUz8kxGlJ9eFIjH/9wTP0DEW4YmkLdZVFuA2N9u4RugfHj2mLgk5F9vhMBoczCnIdx8GynUnBtuM4vLaniy//eD2lIR9rFjZQEvIiSYKnN+5n677u07Z7IsiyhCRJVJUGuX7VrMKu/RFIQpywHORcQlEkBLBsdi2zGyqOd1zDpasEfS4cx6F3OMrnvvMUkViSqy6aQVVpALehsqu9n8N9Y5P7LomcI0s+y+V0GjBCMEWw9FxACHFGmUBzmyq47fIFPPjUVl7c1o6iyAS9Bh++8WKaat4ackIWEs2+OYxlhjFkNyV6Bc2+uQyn+2nwziSsl7MgeBHdiUOMZYYJqsU0emeRMCeYG1yGTw0wnhmlSCtFEQpZO1MgDQAEgkbvTLoTh9BVg7BeBggM2YWEjCpUHMdGESphvZyEGcdnBGjyzqJUrySgFuFTAszwzyeaHUMgMGQ3Td5ZqHkhOweHhBVHEjKzArlU+4ydptJVi+1YWFj41CCN3llEsqOEtTI0SUcRCsVaKRIylmMd02dIWSmydoYm7yxCapigWkxHfD+jmSE8io9qdwNu2Qs4uGQPXsVPZ6Id27GY6V+AJul0JNrI2hlmBxYjCxlJSJTqFaSsxEmdCv4Q4JJLaA3ei+1YpzxPlnTi2Z63qVdnh7CxgJ7YenaPfYMifTaSUEmaQwwmN+JRqihzLz/vdrXfKQT1JmYXffS056my9x0Tnzzf4NVq8KhVHIg+SNzsQZP8ZOwJRlM7iWU7mVv8yfNyfp1X5ETCzDCYmjjlOYOpKJFM8g/4dXsBx6K3Y4hMMkttayXGaYgFIQkMt87cFc3c+rErKSoPMto/zkP/sY5ff+c5WhbWMWtZ41n3QVYkfCE3q25YSOvCetx+F4d2dfOTLz/OQ/+xjoY5NZRUhZAVmRXXLaB9RxfrfvwSjfNqWLC6lY2/3cGLj27hqrtXsmBNLm2vvKaYeStb2Pz0Dg7t7qFpXk4937ZtXt+wj1Qiw+JLZ53TUoCTwcyarH9kE+U1Yd7759dSUhVioGuUQJG3sGt/ZGxnL2/ipvsuJ1wZYnwoysNf/S2Pf+8FWhbWMW/l0RS3+llVfPIrdxMZifH/PvydU14/Fknw6LfXc+ktS/mjz76bdCrDo99az8+//jSti6ez+NJZhXMvunoecy5u5sAbh/m3j33/lO127u9j3Y9f4pp7V9G8oI7eQ0P89CtP8LOvP0Xr4ulU5cUoD+3q4ZH//C0L1szguj9eg6LKPPfzzTzytad494cuZeX1C9HfxM66bdnoLo1LblrC9//lV3Tu62XGkqkiRmbGYv3PNvPod9az6oZFrLphIY4D63+2iUe/tR5f0M3aW5chyxL1M6v42BfvpP/wCF/8yHe5+Or5vPtDl6JouUAvVJJjwWuaK9i1sZ2R/nG8ARed+/oIlQbo2t9PPJLE7TXoauunrKYYX8hDT/sAP/j8o1imxYc/dxtV00vp6xji0e88x7f/z8/45JfvprZ1cuDYsbuHJ364gYWXzOCOT19NNm0y3DtGccUJgnJEIePif/75FyRiKT7w/91M84K6EwZTQnDKIMvr1qkpD7FlTxc9QxGmleaEqRzHoXtwnEQqQ21laEobiizRWB2mvrKIBa1V/L/vP8NTG/dxw+rZUwJVSQhs2zllkG9aNoNjE6xe0MDtVyzIZ2noBH2uN10q1t41zJY9XfzpzSu4+bJ5GJqK48BEIj1pCSEJQWmRD02ROdgzzMp5R7PKxieSjEYn15wrsoQQOeHEI3AcGBidIBo/eiydNXl5+yEyWYv7blnBzPoyJEliIpHmxW0HT9rvI0TQkcyD4xHwGlSEffQNT7BiXj3TSoPnXMhVkgSWbZ90fVARDhDwuigOeLh2xUyMk3yvbcdhX8cg29t6+Ot7L+O6VbNQZLkgxHp8r4v8HoI+F/s7h3JlIWeYtfJOwbYdhsZjLJlZy53vWojbyFmHhvzuE9qUngtIQmZ2YPGkY1WuWqpcR51jQlqYkHbUzaBemZye7nJ5qHBV5whdK0F7bHfhd6qkU+2ezpzgkhNe36fm6gfmBieXNpQZVZQZVfk+StR5Jl/z2DIJRSjM8M+f9PsG7wyOR6s/53gQM6Psim6l1KgkqIWJmVH6Up2F8wzZzTRXPZWumhN+/nj41dy79fg+tPjmTvr5+HH+Q4Us6fi0ujM617QTFBlzptTnv9MoMRYyL/wZeuLPMph8DXBQJS/V3iup8KzGo7y1hO3vC3KlR14C+oVMkrOBSy5lbtEn6Io/xVh6N7aTRRY6fq2OltD7COkz3+kunhDnFTmxe7yXf37j8VNyOFnbQpfPq26fM9iOw+v9fWzr68NQFa6c3kiJ57g0QMdh5+Agm3q6MRSFS+rqqfJPTcuxHYcdA/1s6e1FlWWuaGik3Dv1S52xTMaSKcJu91mVyTiOw0A8zmA8xtyy8pOeZ9k2W/t6mVFSilc7+0A7Hkli2zbeoBtJlrBMi23P72XnK20AqIbCNfesJlSa8xSev6qF+auOCZJnVhEZifFfn32Qwe5RZi49/a7W8ZAkiSvunFyvNq2hlK62fn71rWeJRxOUVOUWDbpL490fupSDu7p55KvrcGyHX37jWZrm1fKuu1cUMgcUVeHia+az4ddbef35vdTPrEJWZOKRJNue201RmZ/ZFze9LS4MlmmTzZjc89kbKK/JLQxbFk62qhNCMGt5Y07PooAqYpEk//mXD9DXMczcFc2F/mq6SnF5EN2lnTbzQwCti+q56SNXoOlqvn5U8Nqzu2jbdngSOeHyGri8BqODkdPuEEqyxNpblnLZbcuRFZma5gqGe8Z46KvrOLy3t0BOHHjjMGbW4qKr5xUC8OVXzeXpB19luG/shNkOZwLbye1ZzVvRTFl1Mc/9PJc9cTwiIxM8+aMNNM6t4daPX4m/KPc9La0uYu+WQzz/i9dYfNksQqWBwv3bloOsyLkyivqSKWNc21JJOplhpG+corIAvYeGWLC6lc1P72RiLI7X72JsMErzgjpkRWbz07voaR/gE196L8velVvo1rZW4vIafOnj3+fFR7dOyVwa6Bzmtk++iyvvuviUqexCEsiKRO/BQb75dw+TSWX5yBfuoGF29Zu2gHXpKmsXN/LKjg4eeHILf3TdUsJBDx19Y/ziuR3omsLK+dML/e0aGKd3KELDtGJCPjcODslUlnTGPKl9ZXHAw0ikg7auYaaVBgvp7/oxYz00FmPTrk7uuXYJdZVHS7wEnNEO+okgpFwKfiKVBSdHgBzqHeHJl/dMKnsQQlBdFqSppoRnNu1n6cwamqpLGI+lePTFnaSOK5EIBz0YusqG7QdZOquGooCbQz2jPPr8Tmz7aDh/ZBfFtOyCk0kqk+Xl7YfYvLuTkyHkd5PKmOxs72NGfRmaopAxTXRVQQiBIstcvrSFL//4OR5+6nVuXDuXirCfVMakdzjCaCTBkpk1k8b3bCBJgnDAw+5D/XQNjBH0urBtG9txCpogZUU+1i5u5NnN+6ktD7Fi3nRchko0nuJQzwh+r0FLbU70TohcCVI8lUUgME2L/Z1DPLVxP1lr8k5tZYmfxTOqefzl3Tzw5Gtcu2IW4ZCXeDJNZ/8YFWE/5cVnnz57bC19oZznuONvZo6NTSR45Y0Orls1i/rKogL5+rvM27cTQgjciodm35x3uiunhFfxs7x4beFnnxrAp57fff5DRVBvZk3l19/pbkyBLOmUuy+i3H3RO92VC/gDxP/P3nvGyVGdedtXVXV1jtM9PTkHzYw0o4iQUAIFQCDAAkwSYGzjgNPu83i99jqs99314ncd1mDv2theG2yCScYiCoQQCijnMJqRJucceqZzV1c9H3rU0jDKJMHq+jS/nupTp6pOV9W5z33//4Ig4jAU4zCc/8LsR8lFNcsPKFFK7Wnckjcdg3jqrvVF/Kxu3fch9+yDR9M0DvZ0s6G5iYV5+Zh0Mma9TDAWo8fvRxAgw5qo/X75WC03lpahE0XMspyolw2F8IXDWPR6Us1mavv7eLOxgYV5+Zhl+ZSBAUVVqenr5522FpYWFJFlt2PU6RgKhQgrCnFNI91qRQC6/KMoqorbZMZpNBJWFIZCIYy6xHWKqyrdfj8xNY6mQYbNhl6SGAglslxEIbFy6o9GGQyFUFQVm0GPx2whFo/TE/ATjMUwyzJZNnsyUCLpTug5QGLFp62um51vHmK4b5RIOMq866fj8tqT5zE4GmZk0E8kFCWuqISDETRVS+ofXAhqXGV0OIh/OEA0ohCLxlBVlXhMJa6MXyn0ZDq585vX8ZvvPMMvv/kkKWkObvu7a8bZSUJi8jdpZj7b3zjIopsvIzXLRXdLP4e21rHygaVYbB9OvZwkiRRX5pCWc2bfd03TCPrDjA4GCAcjxBWVkD8MmoYSu3ARNb1BpmxmAfrjL8iCgNVhwuq0EDxplfd8caRYKZmalyzHECURZ6oNnSwRPmml2GgxoMYT40ZVVQRBIOSPEIsq791hRNNwZzhZ+KmZvPmXbTTXdExYoe9pG6CnpZ/yWYV0NPTS05qwyo1GYljtJtrqugn6I7jOI9vam5uYKPd1DuHOcNLT2s/Cm2bScKiN1mNdICTGdE5pOuFghMbDbVgcJkqmnVjFFESBzIJU0nJSOLq3CVXVkKQTnU9JdzBpRsFZJzI6WaK/a5g//H8vMNw/ytd+cidFlTnveQI0fVI2dy+fyV/fOsCh+k5knUQkGkfWiXxh5VwKMk+M565+H/+zejuhSBRZlyjBikQVZJ3EbUunTbgmAItmFrO7ppVHnn+Hp9bsQSeJzCjL5iufng8kfg9mk55sr5PHXt7Jy5uqEcZKLXLSXFwzt4zZk3OTE+NzpSjLw6KZxazZeoQ9NW1IkoiqqlQWZ9LY0T9uW2+KlbuXz+J/XtzGDx5Zg91iRJISDg+Ti8aX1pTmeblqVglv767jGz97AYtJjygIZHodFGSdOFd6WWLhjCIO1Xfy0z+vJ9VlIR5XsVqMzJtawNaDTafs9+zJeWzYU89z6/azbscxdDqRgkw33/nMkqQmyuVT8rj3+st4adNhdte2JZ4LJCbFxTkepk3KwnCBryV6WWLZnEnUNPfwoz+8ic1sQBIFblpUyYoFiQCn2Shz5zUzCYZjPPn6Hp5+c19iQj7Wh08vnUZpTiqiJDApP4150wp5Yf0BtuxvRBjTg5haMvE6yDqJ25ZNIxCOsnb7Ud7eXT8uc+Ybty+8oOBEU+cAr22poX84QMeY3seTa/awaW8DTpuJJbNLqSo+/5VVo14mN93FM2/u462xciRJEsn02FkyexILphVecJDoEpe4xCUucYn3wkX19LHLRi5PzWemOw9ZPHV9d394lHVdNR9yzz54FFXlUE8Pld40ZmZkIgiJ9NSXj9XS7Q+gxONM9npZkJuHXpJoGBpkQV4+TqORgVCQF2trkUQBfzTKdSWlHOnro8yTyqzMrGS67an2eWygn/1dXXjMZkxjQYxH9+/FZTThMZuZn5uHIMDuzg56AwHsegM3V1Tgj8ZY39yILIqUuj0EolEe2r6VSR4Pg6EQV+TkcnlWNk1Dgzx16CDfnr8Ao9XGtvY21jbUU5LiJqTE+MzU6Rzo6eZofz/Nw0N4rVYemDU7GZxwuG1IOgnfgJ94LI5Olrjh84u4ZtUVyXKN48SVOLV7mhP19odaiSsqkk4kFIgQCiR8wS+EaCTG9jUH2Lh6Dx0NPYlVNUlgdPC4avD4dkVRpHxWIVlFXra+up95K6aTW5oxYTJmtOhZcMMMHvr7J6g70EJqlot9m2oRRIEZV5Zf8Kry+SIIAhaH+YyTxXhcpW5/C68/8Q71B1pRYnEknUg4GCVwXF1+fOn/OSNKArZ3W9eN1U6/FycK2aDD/K6sB2GsNvzkzPPyy4pISbPzyh83EhgJIRt0bHllH0azgakLJipOny+STmL+ihmsf34nm1/cgzfbzcknyu8LEo+rrPnzZt54csuE79tTrGinSZU/HQaTnsxCL11NfTjcVlRVI3dSBllFXuoPtiYzVHJLMojH4gRGw5gsxgkZGHqjjNFsIBSIoEQVpJPKjMxWE3qD7qxBBk3VeP3xzcQiSsIG+Awrs7kZLm5fNp2y/LSzHqOsk1h5ZRVVJZnsP9rBaDCC22FhRll20uLxOFOKMvjCyjk0dgzgD0YQBAGvy8r0suykC8a7Kc/38s9fuJZd1a34/CFMBnlcv8IRhTd3HMUg67hqVkkylT+qxDlY18nPHl/Pg19dQXlBGoIgkOqycMviqqRN5OlIdVn5x3uWsKO6hc4+HwZZx+TCdAqz3WR7HePcLCRRZP70QjK9DvYcaSMYjpKb7mL6pCz213UijU06ISGW+MWVc5lZlk1D+wCCCCU5qZTlpbHtcDOpY79BQUhoafzg/mvYW9vOaDBMit3M7Cn5KEqcgkz3BNFFgHS3je98ZgnbDrfQPxxAlkQKszzjsmrMRj23LJ7KjLJsDtV3MeALYJB1pHtsVBSkY3kPwUBJFJk3tQC3w8LBuk4C4Sh2szFpdXr82DI8dr5591Ucqu+irq2PcCSGzWIgPyOFisKEaK8gCGSlOvj+55ax/XAL3f0jmI16qkqzyPTYSU2xkpM+vnwp3W3n/9y5iMMNiXYDoShmYyJ4dXIfJhelc/vVMyYEK9I8Nm5bNp2Kk7YVRRGb2YBOEkl325g5ZqULiWCM7qRze9VlJfiDkaRo7HEqCtL59NKpZHsT4zwai7Nu5zFUTeOqmSU4xmy4j4ugPvyXjTitRmaWv/cA4iUucYlLXOIS58tFFZwod2ZQbPeiO4OysF02cXv+rE9caYeqacQ1LZmJADASidDi83Fr+WQEQeDJgwe4Mr+Auyqnsrerk0f37WV5SSn+aIRt7W1MSfUyEokwEomgqCpGne6Mc0WjTseszCw6Rke4sbQMkywzGAqhlySuzC+gOCXhJ9424mM0GkWJqzQMDxKMKaSazczOymJfV1eyPbMsc0v5ZGr7+6gfGmR+bh7T0jPY2NKc3EbTNKrS0rhxUhl/2r+PkUiEbv8ouQ4HKSYTKSYT8kkvXJkFqVgdZuoPthIKRLC5LOiOpwm/S6Cwq7mP//72X7A6TKz61goy8hPp7jW7GvntD569oOuiqRoHNh/l0R+tZtLMAh748e04PTYEUWDDC7v463+9OeE7cSXOttf201zTQWFlNvs21jBr8WRmXFU+7kVdFEWKp+aRX5HFOy/vZer8Sex+q5rpC8tIz/N8eC+GpxEdPJme1gF+891n0Okkbv/75WQXe5H1MnUHWnjkuxd2bk/uwAd1rOfSbFqOm5sfWMqfHnyR15/YgtlmxJudwt/94m4KKrLel36kpDuYe+1UNrywi/krxttImW0mREnkxi8sZv4N0ydoFUg6aSygMZHThW5kvY78skwaDrUh63XkFKfhTneQU5LO4W11uLwODCY9nkwnsaiC1WGivb6b2LtsBKPhGOFgBJPFiO7dK6nneMmUWJwZV5ZzxfXTee6Xb/DkT17hK/9xJ5kFqROue0Gme1zGw9mQJJHSXC+lZxHxMxv1zJ6cx+zJeWfc7mREUSQ/I4X8jJRT/n/fsXZe31rDHVfP4NoryjDIJ7LI3tnfxA9/u4aewVHKCtIQAG+KjTuunnFO+3baTFwzp2zC5zcumpgSLgoCxdkeit8V9Fg8q2TCtmajngXTi1gwfbz2yfXzJtadFmV7ThlIyU0/laZI4h6S5rbzqVP0cVx/ReG0bWuaxmggTM/gmbWnxnaI02rE4zxRrqiTJKYUZTCl6NSCrMcxGWRmT85l9uTcM26X4rBw3SnOzaeXTDvF1mA0yMyqyE1a3p6KyuJMKk+R7ZDpcXDXtTPHfZafkUL+ilPbP76bZZefOpBaWZxBZfGJ81HT1M3Lmw+zYv5kVl5VlbS+jasae2vb+cFvXqWjz8eMspxzun9e4hKXuMQlLvF+clHN8I2SjFEaL1ClaRp+JcJoLIxVNmDTGZmRcuYXio8jsiSRajZzbGCAmZlZ6CUpUVOvQUxViasqsiQS1zRSTCauKylFAA71dDPJ42GS28P9M2chiSKSINAfDFI/OMCc7ByMOh3imE3ZuxESuxgn+mbU6RKBDUFAUVX2d3fjNBqZnZnN6qM1nG5KZJJl9FJiNefkGuaTkQQRq16PbsziUkOjOMXNusYGJnk8VKWnj+uny2tn6oJJ7HzzEEf3NjFryelV9dvqemg71sXXfnoXl19diTSWvr1/Uy2qcn4rz8eJxRTqDiQCIzd8dhEVlxchCAKRcBS/L3jK7zTXdvL0Q2sSGgLfuIZH/201z/3qDbIKvaTnjw86eDJdzLiynM0v7uHt53fi6x/l2nvmXbDOwQdFR0MPH5pcrwAAIABJREFULbWd3P/DW5i7vAqdrEPTNKp31hNXLrxc5mIgGo5ycMsxymcV8rkf3ozNZUnoJIytoL5fzF0+lbVPbeXAlmPjMiHSctykZacw1OsjuzhtYhbJKRCExMQ8GoqeMrtEJ0vkTEpn25r9KLE4pTPysdhM5E7KYOtr+2k42EpWYRo6WULSSRRNyWHvhhrqDrRw+dUJzQlN1ehq7qe3fZAlt885JxeA01F+WRFzrqnCaDbwyHef4c8/fokvP3hbUsDz44g/GElYbMbjiIKQTPv3+cNUN3RhNupx2kwXoQ72xYsG7D3azs+f2HDWbWWdyPXzJ/O5Gy//wPv1SSIQihKOxIgpY+N27HN/MMLhhi50OokUu/lSYOISl7jEJS7xkXBRBSdORtM0RmJhXmo7wLa+RiLxGHpJx2XufFbmTsOpN5+9kY8RoiAwNyeXF2treHj7VlwmE7dNrmRudg6v1R0lrmlclV9IMBbl+SPVDIfDmGWZ5cWluEwmcuz9/HHfHlLNFq4pLk5mRPxqxzbsBiN3TKnEbZ54zlxGEza9gb8cPsjSwiJcRhNOowl5bPVWFATynU7WNjTQ4/fjNVuQBJHqvl42NDfTFwiwobmJGRmZuE1mREHAqJNxGI0EYzHW1B2jfWSENXV1LCsqxqKX0dAQEHAZTUiCyHAoTFhRaB32sUVr5frSUmQpkRVhtBhZesdcju5t5tF/W01HYy+Fk3OIRmI013SOOxZ7igWDWc+RnQ2UTs9HJ0vUH2xl88t7J6wIx5U4fl+QWERhoNuHoqgER0P0dwwh63WYrAZMViPSmE6BGlc5uPUYzlQbsajCnrePcHhb/YTV45GhAM//ai0CAjc/sJTCimxu/eoyfv1PT7P6d+tZ9Y8rsLtOTD4lSWTOtVPZ8so+Xn1sExa7iekLyy+6dFp7igWTxUDN7kbKLyvEYJJprG5n4wu7iYbHC++pcRX/SIhoKBHAUaIK4UCE/s4hTFYjRrMei8103mUrSkzBPxxEicUZ6vGhqRqjQwH6O4fQG2RMNgMmi/G8jy0aUWg91oXDY6O7pT9ZpiLrddhTrJht59/muxEEgfR8DwtunMFL//P2OFtSZ6qNa+9dwAu/fpPHf/wyV6yYhtVuZmTQT+ORdtJzPcy5dmrS+hQSwqBZRV4ObDnGgc1HSc/zoMQUPJkubE4LoijiyXARjSh0t/QnREFlibxJmcSiCjW7Grnlq8sSQRhR5LJlU9j++gGe+9Va1LhGVpGXnpZ+Vv/ubZypdhbcOPM9jUlBSJTUVM0r5fa/v5bHfrSaF369jlXfun6cBe3HiWmlWZTle3l+3QG2HmjCYtITjcXx+cP4g2FuWVxFSe7E7JBLnB4BmF6azU++ccPZtxUEXB+SLs8niYrCdKpKMnl1yxH2Hm3HajKgxFVG/CF8gTDXzC1jamnWpXF7iUtc4hKX+Ei4aIMTKhqvdxxmfXctyzIqSDPZ6A2Psq6rFr2o446CWeiEU+tSfFxxGY2sqppKLB5HEASMOh0zMzOpTEvUoBrGSj7unFKFqmlIoohhbBJ/S0UFMVVFFEAvJdI075xSNdYWjESirGtoSO5LJ4mUeTykWazcUzU1oWguSYiCwM3lFclaVkEQmJzqpSQlkWotiQI6UcJm0FPoSkHTNGRJQhZF7p06Db0kUZGayiSPB1kUub50EtcWlyAKAnpJItNmQ9M0dKLI7VMqCUSjNAwNcldlFU6jiUf37eFqtSgZnBBFgbKZBdz3vZt4+Q8bePaXbxAJRdEbZCx2E9MWlSezDPLKMrnpC4vZtHo3+zcfRdbr8OakcNUtlzHY7Rt3rge6fTz501doPdaF3xdksHuYLa/up+5AKyaLgYWfmsXye+cj6SRmLCqndncjbzy5hbVPbUXW6yiqzOHau+fx1M9fS7YZCUd5/fF3qNnVyKp/XJEQ/RMFymcXsvzeBax+5C3yyzO5etW8can72UVeSqbl8cYTW7j1a1fjTL24rK4AsovTuekLV7H+uZ38672PIBskUjNTWHTzLIZ6R8ZtOzIU4NmHXufo3iYCo2E6m/vo7xqm8wt9mK0GZi2ZzMovLz1vm9TOpj7+8vPX6G7pxzfoJ+QP8+pjm9i25gA2l5klt81hyW1zzvvYREkguzidN5/exu63qhHG9C6cqXbmLp/KzQ8sweU9tS7B+aA3yMy/cQabX9rDSFKvJBEEWXzrbOKxOJte3MOWV/cRjcQwmvS4M5x86ouLJwTBHG4r1392Ec/8Yg0//9pjCKKIxWbk6z9flbR0dXpsmK1GRocDZBYmJsmeLBdmq4mWms5xOigZeanc850b+dsjb/Hb7z1LJBxFb5TJL8/ic/+8ktxJZ06TP1ckncgV109nsMfHq49uwpudwjWr5qE3nr9V60dNqsvKN1ddxc7qFpo6BwlFYuhliWmlWVQWZ1Ca60Uvf7KeUR80giBgtxqxW997QPASp8ZhNfKNOxaxs7qFhvYBguGESOyUonSmFGZQlu89rcXquRAJRdm99gBDPYlnriPVzqxlVZg+xtdUjas0H2mnt6WfaVdNxmh57wHVkYFRDr1zlMLKXDIKz0Pt+BIfCHV7m6jb14QaV5H1OqbMLyOr+PROdOFAhIOba3B5HZS8y93sYuGTOMY0TaOvbYCdr+/n8uum48lK+cgDqXvXH6azoRu0hMD6rGVVON+Hd8YPkrgS59A7tfiHAsy9Yea4BbOLAeG9CM69j0zoRCSu8L19q1mWUc6yzIqE57ymsbH7KC+3H+RH0z+FWfcelfT/l6BpGr5IhObhoeRnkiCSbbfjMn20K0/ReJw3G+pp8Q0jCAIFThdLCwvRvUsQVVVVhnpG6G7tJxKKopN1WOwm3BlO7CmWpJZDOBihvb6H0aEAkizhzUrB5bXTdKQDT6YTd3pCKC8UiNBwqG2ca8PJeLPdZJekJdv1Dfjpauol6I9gMMlkFXrR6XU0VbdTVJmD2WYiFlVorukgHIxSMjV33IqwfzhI45F2rA4z+eWZ47Qn4kqc5361luf/ay3/+pevUTG7aEJ/LgQlptB6tIuQP0LZrIJT3nyCoyEaq9txeGzknOFBDImXzvb6HkaGAkiSSGqWC3e6k+aaDpypdlKzXGMlLzGaqtvxDwdO2Y4rzUF+WSaSTmKod4Tmmg7yyjNJOelmHvKHqTvQistrJ6ck0S+/L0jj4Xai4eiENgVRJD3Pk7QHbavrxtc/SlFlzriX4sFeH+31PWQWePFkOAn6wzz78Os0Hm5n9rJKPJlORFEkFlOo3d3E+ud2cNc3r+O6zyw8r0wPvy9IU3U76fmppGaeqNGPK3GO7msmEoxSMi0Pq+NENpMSi9PbPshA1xCxqILeKOP02PBmu5FPITypKHG6mvoY6B5GjasYLQbyJmVgsSfajEViNB7pQIkqFFflYjDp0TSNhkNtjAz6mTSjYFz5kKZq+Ab9dDb2Eg5GMJoNpOW6SUlzjNu3qmkcqa6nb2CQospsLBYzdtmGTpQQ3hVFGR0O0HCojaxCL55MV7Kd4GiI+oNtmG1G8soyz2o3e4lLvJuQEiKsRrHLVqRP2ELF6QiMBPnj958hqySdG7607KL83QRHQ7z0m7Uc291I3b4mHB47P3zu/5B6Gt2cc0XTNEL+MHqDPFH/5gMmHIzw+L/9lW0v7+HBV75Nev57n+jtfeswv/r6H7nl769jxReXvg+9vMR7YceafWx+YSetNe10NfXxwM/uYfGd8067fWtNBz/9/COUzirk67/87IfWT1VVCfsjGCyGCfpU7+aTOMY0TWPXGwf4/o0/4cev/RMzlkz5yIMTa/74NvvfrqbxYAvB0TD//MzfM+my9+c9/oMiEozwy68/mhjH677/YWawntPFuviebEk0Ymocu96U1CAQBQGbbELRVLQLdF7434ggCDiNRqalvz+rn+8nsiiytLCIyJhvvFGnQzqFIKooirgznLgznGdsz2g2UFw1UZOkbOb4yLbJYmDKnHP3/XW4rTjc1gmfV15Rmvxb1usomXpqwT2r00zVSdueTGAkxIF3jlJ5RQlZReNfega6hjm49dgEu9J3IwiQlusZd0w6WUfhlJwzfs9sMzFlzkThvFNhMOkpqpzYXun0/PHbGeUJ5/t0uLz2pA3syZisRqrmjT9fVod5wmenI6ckPRnUOJkUr2NcEKS9rpudbx5m4U0zuPae+UnrWjTIm5TJllf2Mdjjo7u1n+odDRPaezeCKJBV6KVsZsG4sXEcSSdRcZqHlk6WyCxIJbMg9ZT/n7C9TjrtcQLIBpmiqdl0hLrZH6wm5o+hF2Uc+XZKynMx68avZAqigNNjm2B5ezKaptEW7GC9fhNNjlbEVhG7bONzBXeQbT5xfwnFw0TVGA6njWkLJgo7mm2mc76WFxPheISakTpGFD+QeMpKgoRDtpFtysQh2z6wFyVV0/ArAWRRh0n6+K5CnwlN0wjEE1o+Vt2ZtVc29m1n/3A19+bfSqbpzIHVTwpKNE711qPEIrHzdvD5sDBZjaz8+nICviB/+pfnaDjQ8r60GxwN8+rv1zFzSSVF0/LflzbPFZ2so2phOTaXFavj7JpA50JmURpLVs2nZEbh+9LeJd4bM5dUUrWgnJ1r9vHoP59d5NvptbPw1svJLvlw36uH+0Z449ENXH3vItyZpxYnPs6lMfbhsOSu+Sz69BxW/9frvP7Yxo+6O58ILtrghCiI5FpSeLX9EB6DBafezHA0xKsdB8mzpHziSjr+tyIIAgadLlmy8r+FaCTG6GCAUDDCW89sp7dtgPu+/ylsrvEvPv1dQ6z9y9YJug7vRhAS9qPnE3C5ROKlUxQFmo500NHQg81lQdM0hvtGWffMdhCgoCKbvo4h1jy++aztSZLEnGurzjk480ESjod5s3sz2wZ2E4gHk06velHPVd4rWJa2CFk4v99dWI3wZs8mmoPt3JZ9AzbZigak6J3jsib2DB5kIDrETVnXvK/H9FEzEvPzQscaOkPdePQpgIaixdHQSDV4uCP3JvLN2R9IgCISj7Cmez0V9lIqHRMDPp8EVFTe7t2KS+9gvufMLhU6QcIg6v/XZE18XBAEAYNJj6qq71uGg6Zp9HcMsuGZbRRWnbvjzvuFTpa4fPl0Ll8+/ewbnyPp+anc/b2b37f2LvHe0Ol16PQ6DCbDOd2/7W4bn/6/Kz6Enp1A0zQaD7ay47V9LLjl7ELAl8bYh4PeKKM3ysjvoRzuEuO5aGeEOkHkxpyp/PbYJr6378WxF1+NPKubVQWXoxcvvZBc4uNLe30Pv/mnp+nrGELSSSz81CwuWzplXLkHQOGUHL7z289zLtVXesNF+3O+aMkuSWPJbZez4YVdPHj/75ENOtAS5Rdmm4nl98xn5uIKdLLEDx778lnbE+Ci0E/QNI3mQDtv9GxgpquKpWkLMEsmgvEgzYF2Ug3uCwrwhuMResL9FFhyuNw9A1EQJ7iFxLU41SNHEThzyunHFRGBqY4K7s3/NJA43oO+IzzV8jc2920nN+9mJN7/55M/HuDAUDUF5jNnQ32ciaox9g9VMyul6qzbLki9nMvdMzDrPlni2O8XqqrS1z5I+7EuwoEIZruJvPIsUtInZh8qMYXupj66m/uIhKLIBh3OVDs5pRmYxkRH47E4ve0DdDf3EvCF0MkSKelOcsuzMJj0H0hATlM1hvtHaKvtpHrrUToaujn8Ti3BMdFiu9tK2eziZEpyf8cgrbUdVMwpZXQoQNvRDsKBCFanhYLK3GTw/1yPJRaJcXR3I4PdwwCYbUamzCsbpzmhaRotRzoYHfJTPD2f1poOBruGkXQi6QVpZBWnjSup7KjvpqW6HUWJI+lECqvyyCgYnzHpHw5wZFsdJTMKEqWqx7qIRWI4U+3kTc5Olu4ltx8K0FTdhq9/FDV+IqPGYNJTPqcEe8rErM8zocTidDX20NXUixJVcKbayS3PwjrmJKVpGgOdQzRXt1E2u5j+jkF6WvpR4yqp2W7yKrIuaKJ2LtdFjavU7qrHYDaQmu2mpbqN0aEAthQrBVNysDjMCSc4VaP5SDvBkSCFVXm0HGlnsMeHyWIgd+x3cMoxe5ZhPNTj4+juBqLhGKIokF7gpfg0mTzH9RE66rsJ+sNIkojdbSOrOB3HWIaiqqoMdfvobOhhdMgPAjjcNvIqspPHosZV+toH6GzoYcvqXfS09rN77UEaD7YCkJbnoWhqHroxO+tzGWMnH0/b0U78wwH0Rj3ZpRl4c9yIYyUjSkzh0OZa0gu8GIx6mo+0Je8n+ZNzcHhOZAtqmkYkFKWttpOBriHUuIrJasSTlUJ6fuoFjQk1rtLZ0EPHmKZDen4q6mmyxvzDAVprOhjuG0EnS6QXeMksSk+Kibcd7aSnpY+SGYXJ83+ctqOddDb2UD67GLvbljz2zvoeupv7UGKJ30FeRTZmu+mC7nfnck8eHfJTs6OekhkFhEZDtNd1o8ZV0vNTyS7NSF7j40TDUVpqOuhvH0QQBdyZLnLLstAb5XHXJRyI0HS4DV/fCEarkYwC70XtyHTRzmYEQaDYlsp3K5dT6+tmOBrEpTczyZGOS2/+yGuM3iuaphFWY4SUyIT/SYKEVTaesrzhfPfRFOhl10A912XOwCafu76EpmnUjXZxcLiF5ZkzsOguDkX9mKqwe6CBHQN1qJrGZe5i5npKJ2hUXOx4s1O4/e+WE/SHcaXaKa7KOWXNl6zX4XBfmEBmb9jH6537WJ45g1Tj+NKJ49d3Y281vmiQPKuXFVkzMUkJXYKe8DCvd+3nxqzLSDGc34vNB4WqaRwabuGdvlpC8Sjl9myWpldikC48GKA3yKz43JVMX1ROd0tCz0QQRSx2E+m5HtLy3OjGXiydH6OouAYMRX34lQDzPbPJMWcC4MZFjjlr3LZxLU5nqIc9QwfpCw9gkPSU2YqpdJZjFBNjsj3UxbaB3fRFBmkNtmOSTPy24QkAiq35LEydg4rKnsGD1PubOTB8BL0o85v6PwOgF2VWZl1L7WgDPeE+PpV1LRoaOwb3Ue07ytK0BeRbcugO97G5bztz3DNJNbg5MnKMo6P1jMT86ASJHHMWs1Km4pJP6GDsGzpMc6CNZWkL2T98mGP+JlRNpdRWxBz3dPRiYkwPx0bYO3SI5kAbKip55uwJbZ0relGPU3/iNzXVOZlNfTvoiwwkgjUCKGqcpkAL+4arGYoOY9GZmeqooNRWiEFKnFdN0xiIDrJ36DAdoW5iagy7bKPUVshkeykGyUBPuI89QwepG22iI9TN690b2DN0CIAsUxorMpchnuOzoi88wFu9m5npqqIn3M/R0QYkQWSKo4wpjkkYTyoXealjLWlGD/mWHHYO7qc73Ite1DPXPZNiaz4CAr7YCPuHq2kJthOKhzFLJkptRVQ5yjHrTjxvYqpCe6iT/cPV9IUHEQRwynZmuaaSZ8nGFxtl99ABGvzNNAVaCasRmgPtQCIr5+bs5chi4ve3qW87tSMNxLQYTtnOtelX4TacSG/WNI24ptIW7GDf8GEGokOIiLgNLqY6K8gzZyfPV1AJUTNaR7XvKKF4hFRDCjNcVeSYM5HGAm8qKm3BTvYNJdoSEEjRO6lyVpBvyXnPz+kPgrgSZ8ea/bz8m7X0tPUnxrcGuWVZ3PYPK5g0qwhREpM6Dmv+8DabXtjBUPcwcUVFlATS87184f+/i9KZhWiqRu2ueh774XMMdA2hqRqqqiLrZa68bS63/t8PxnVHVVXq9jTx2h/X09nQQ9gf4Z3Vu9j/djUABVNyyCvPSu67dlcDf/qX57jtmyvY8do+mg4nbMDdGS6+8p/3Un55yXkdixJVOLyllgMba2ir7UBv0vPgK98h3XKi9E5TNTY8u5UtL+5m0a1z2LFmH6HRMOFAGKfXwarvreSya6YlJ0hdjT28/exWOuq66Wrq5f4H7+T6LywZd9w9Lf385PO/Yflnr6TpUBt97QOE/GFESeSKm2Zx1z+txOowJya/7YM88aO/0nCgBbvbRn/7AO113aRmpzDr6iryKrLOKzgRi8R4/bENrHtiM6NDAQRBQJIlymYVcdu3bkiIRGpQu7Oeh7/6B2584Gr2rj9MYDhAcDSMyWrkhi8t5Zr7rjwv0etzvS5KLM7TP3mJWEQhZ1ImNduPERgJoaka066sYNX3bsaTlUI8rrL+L1vYuWYf81fOZs+bB8cc2mIUVuZy7w9vJb8iZ6KW1FkWgoZ7fbyzehftx7porWln8Z3z+drD941vQtOIRRS2v7KHV37/Fj0tfSjRhDi90+vgjn+8kfkrE5lhXQ09PPrPz9J8pB1lzFVOEAWqFpRz7w9vxZ3hIhZV2L32INtf3UtzdRsjA6Os/dPG5ELI7OXTyC3PSk5cz2WMqXGVur1NPPOzl2mt7UBTNTRNIzUrheu/uJR5N81C0kmEg1Ee+dbjlM8uIRQI03KknXAgghKLUzl/Evf96+2k5XoACI6E+OvDr7H15T3EwjE0bazNbDdfe+g+csvHv3ucjbiisu3l3fz14TUMdA1hshiwpVjJnzw+QK9pGl2NvTzz05eo2VmPElFQVRWHx8ayexZyzWcWIRtkWms7+P13nmLVd1eydNWC5LWPK3Ge/dnLtBxp59t/+ip2t42QP8xbT77Dm09sYnQwkBDy10tMnjuJO759E+n551Z+e+JYzu2e3NnQy88+/whXf2YRLUfa6WsfIDgaxp5iZcUXl7Ds7oVIspTQEuwbYfV/v8HO1/cT8kfQ1IT22LybLmPl169NBhNHB/w894tX2PLibjRNw2Q1kleezUDX0Fl6/dFx0QYnIOHYMRoLMxAJ0B/xo2gqadEgDtmE9HEPTgDv9NbwUkdisAxG/RglPRadgWyzm/sKryLN+N7VXhU1TigevSCNDkVTCcejE1ZGP0paAv080byJCkcOGSYndtl0zi/mFxNWh5lZSyZ/oPtQNY1QPIrKxCjzSCzEU82JMoWprnzsshn5pJX0uKYRUqKo2sVT1zwYHeXxpk14jXZKbBk49eZkUCquqQxG/NhkI0bp/IRyZb2O/PIs8s/zwXkxIwA22YpB1HPYV0uWKR2TZDzlJPzYaCNPt76IJIikGVMZjA7zQsca2kKdLE9fjEkyoqEhCiJWnRlZlDFIelxjk3OLLrGKEFfjRLUoOjHh+qMXT2wjizKSKDGq+DngO8KStAXoBIk9gwc56Kshz5JNviWHzlA3+4YOM88zm+5wL2u7NyIKIjadhZF4iNe63qIt2MEduZ/CMrZi3hHqZnP/DuIkJqQWnYVALEB3uCdZajIYHebZtpfpCHWTbky8VLzdu5Vq31Huyb8VjyHlgs6zpmkomkJ3qBdfbIRKRxmiIBLX4uwfPsyLHW9g1Vlw6G10hro5OFzD1emLuMp7BZIgMaoEeKLlb/RG+skxZSII0BxoYyQ2SoElF4NkIKYqKFocnZgQRbXqzMnzapXPr/7dHw+ytX8Pjf5WDJIei85CX8TH/uFqVmQuY4l3fnKMHPbV0hAwctBXQzgeQS/KdId68SsJoVsVlZrRejb0bcOus2HRmWgPdbFjYB8rs5ezNG1B8hztHjrAix1vYJKMeA0eVE2lbrSJPHM2eZZsFE0hpsaQhcRqj1kyJo/RLlvHlQx5DG6yTAH2Dh2kNdDOwtQ5uBlfe90QaOaPjU/j1NvxGFIIxkN0DndjEA3kmDIRBZFIPMob3RvYObifNKMHg2jgkK+WA8NHuCtvJSXWQgQS1+P3jU9i09nwGt2E4hE6R44ii3IyiHExoWmJFeOnHvwbnuwU/vGPX8GV5qC3tZ8n//0FHvvhc/zf334Bb64HVVHZ+tJu/vZfrzN1UTn3//uduLNc+IcDDHQMkZY39gIuQEqGiytunEnZ5SW40534fUGe/89XWf+XLcxePo3Sme9/XbsoiVQuKKNoWh77367m51/8Hau+u5KqheVA4t5tcY7/Dfj6R3n9sQ0suPly7v7BLYiiwGC3j8zCtPM+FqPFyI0PXM3iO+fz11+8yq61B07b1876bo7ubuD+B+8kvcBLc3Ubj37/GV753Tomzy1NrsZWLaygdGYhh7cc5ZFvPXHa9mLhGFtW72bl169l5rIqYpEYf33oNTY9v4OZSyqZuawKVdXY8dpetr+6l6//8nNMmT+J/o5BfvsPTyDqRO767srzcprSVI29bx1m9X+/wfTFU7j+/iWYbUZqdzXw9E9e5PlfvMr9D96ZzNwYGfSz6/X93PatGymels/okJ8/fv+Z5PdzJmWe877P57pocY2ju+qZNKuQb/3hAXQGHVtf3M3zv3iVjMI0bvuHE1bEHQ099LT08dWH78OeYuPwlloe/7cXePmRddz/4J2Y7aYJ/TgTOWWZfOk/VtFe18Wvvv7oabc7tqeB//ne0+SUZvC1h+4jszidWCRGZ0MPhSfpotncNqZdOZkVX1pKWl4qqqKy/uktrP6v15mxtJJFt85BNsgs+vQcLr9uOi898iZvPfUOX33oM6SPZUMYTHoMphPBwXMZY4Pdwzzx7y/g9wX50k9WkVuezcjAKC88vIZnfvoS3lw3k2Yl9LHiiso7q3dy45ev5p7v34IgCmx4Ziuv/s9bbHt5D5/6aqJ8s+1oJ+ue2MySu+az9O4F6GSJoR4f7XXdOE+hLXY2upp6eP6h15D1Or7z2FdwZ7poqengz//6/LjtAr4QL/zyNRoPtfKZH95K8bR8gqMhVv/3G6z+7zfILs1g6qIKpswrw5XmZM+6Q8y9YWZy8t5R3039gRamXVmBdyzQsmfdIV78zVoWrJzNlbfPRTbIHNh4hL/8x4tYnGY+/6M7ktklZ+N87smQEJ/f+9Yh7vz2TZTOLMTXP8pTP17Ni79eS9G0fEqmF6COBd/WP72V2//hBmYuq0KJKmx4bhvrntiMO9PF8s9ehSAKbHlpN28/s42lq+az5K6wpQfrAAAgAElEQVTEM37j89vZsWYfWUUXp17TRRuc0DSN6uFOHjryFgApBguDkQAvtOzjG+WLmZaSkxTK/DgiANNTCskyuwkoYX5fv44ZKYUs9FZglGSc8ntPVRUEgVJ7JqX283hAnPTdCkc2FY7s99yP95P60S5kUcfd+Qtw6N8fYapPKukmJ18qufqU/+uL+OgMDfG10uVUucbX8AqCQJY5hQdKLy69gLbAAH4lzDfyriPX4hn3v6AS4fm2bSzPmE6+9ZNhmfVeEASBfEs2V3guY33vFtqCnUx3TaHCUYpDZ0MnJm794XiEVzvfQhIk7i+8iwyjl5imsLFvG690rktmF+Sas8g1ZzEYHaY10EmaycMduZ8at0+9KLPYOx9fbIRGfyteo3vCNtmmDFRNpS8ygE1noS8yQL45m86xrIH+yCAmyYhDtqEX9dyddwseQwoGUU9UjfJS55u82bORazMWJ4MTkAg++JUAn82/A4dsI67FCasRZFFG0zQ29++gJdjGffm3U2JLTDr3Dh3itw2Ps3voINemX3nO51ZD4+hoPb9veBINjYgaxa8EmOacwpXeuQgIDEaHebHjDQqtudycfT12nZVgPMSfm59jfe87VNhLyTSl0RPupTXYzrXpV7EkbT6SIBFUQgTjIexyYrUz25xBtjmDIyPHqPYdZb5nNrPdF177HlbDSILEqtybSTOmMqoE+FPzs6zv3cI05+RkoEYDakfqWZV3M3PcM5AFmbAaQURMlPOgUekoI8+cjdfgRhIkBqPD/L7xSbYP7EkGOnoj/bzauY5Ug5u7827Ba0i4NviVADpRhyiIpBrcXJexhPZQF4d9tcxwVbI8Y/Ep+19hL6HCXkJEjbB7cOJkUUOjwd/MqOLny8X3kG/OQUPDFxtBEnRIQmLVqc7fyOb+HSxPX8wi71xkQUdnuIdf1/+JdT2byTJlYJFMNPhb8MVG+XzBXRRb89HQGImNIgrieWu2fBgosTgHNhyhp7WfB/7zXsrGBHi9OW5u/sZ1/Ovtv+DItmOk5ngYHfKz8fnteHPc3Pcvt5Gac5KjxowTfwqCQHp+Kjc+cDWxqIKqqFgcZmYuq6RmRx09LX0fSHBCEARMViNGiwGby4IggC3FijvjzEKAZbOLuf4LS5JuJrllJwLP53MsgihgtpmQdNJZ7UNNNhPX3nclVQvLEQQBh9vGrGumsuHZbYSDUexjp/Z4fbrVZUE8iwNU5cIylt69IOk4tfiu+ex8fT89Lf2JrJ6x1e+MgjTKZhfh8jqwOi1ULihjw3PbkCTpvCwCQ4EwW1bvQtbruPPbNyXPszvDxUDnIH996DWW3b2AijkJMWOdTmLujbOYd9MsBEEgLc/Dok/P4aEv/56RAT+app1zVtr5XBcN8OZ6WHzXfHLHAiBLVs1n/4Zqdry2jxsfuDqpd2J1mlm6agEl0xM6UHb3LOr3N7Nl9S5u/rvlE4MTZ0En67ClWLGn2JBOYxUdV+K8s3o3sUiMe//51nHODe9e9be5LFx3/2JiUYW4EkdTNaYvnsK6JzbT2dADgCgKWJ0WzDYTZpsRSRJxpNpP+zs4lzFWt7eJ6m3H+NrD9zFjaRWSJJKW6+H2b93AD2/9T3a8tp+CKWNBFA1yJmVy3f2L8WQlng9X3TmPTS/soLWmA1XVEEUBnSwhSiJ+XxBBEHClOfDmeCibff5aaKqq0nSolZYj7XzjV5+lYm5izHlzPdTtbeLY7sbktt3NvWx+YSc3f2M5U+ZNQtJJWBxmFt8xjx2v7uPQ5loq5pRidZqZu2IGf334Nbqb+yieZkGNqxzYWEPIH2LO9TOQ9Tqi4Rgbn9uGzWVh8V3zcKYmAiszl1ay87V97F13iFv+7rpTlsidivO5Jx9n+uIpzF4+HYNJT1peKjd8eRk//fxvqNleR2FlLgFfkPVPb2XyFaVcft305P3pytvmsmX1Lva8eYhFn56DrNex6439uDOcLP/cVcmA89JV89n1xgHisfh5X5sPg4vvyTqGoqm83HaQaSk5fDpvJiadTDgeY3Xrfl5uP0iFMwPje0jn/qgRBAGPwYbHYMMXC2LVGckwucYFA0LxKO3BAdKNTnrDPnyxEFadgXyrF72oYzgaoDs8TFCJIIsSmaYUUvTWhFVmPErjaA/BeASrzkiRLR392ITEFw3SFxnBbbDSHhxE1VTSjE68RgeiIBBUIjT6ewjFo9hkE0XWNOSx7w5FAwxG/Lj0FjpCA6iaRrrJideQSI3WNI2+yAjdoWGiagyNhG1pjtkzobTg3WiaRm/YR3c4Ud+ZanSQZnQgCSJD0QAdwQGOjnQyGgtR7WvDJBnIs6SetexAG8sgaAv2E1AS5yPb7MasMxCJx2j095BhcuEcC3YMRkbpi4xQbMsYcyfoxyFbCMUj9IZH0Es68i2pWHRnVszXNI2AEqE9NDB2jXSkGuykGu1EVYX2wABug43ucOJceY0O0ozO5EpcUInQFhwgoITH9fl42yOxEB2hQcLxKLKoI93oINXoIKYqNPp7GYkFMYgyxbb05PdC8SitgX6O+NrwxYI0+XuIqgpeo4Nci4eoqtDk72EkFsIoyRTbMjCdlImgahq+WIDO4BARNYZBlEk3OXEbzl56ElUVOoODDEUDY2ndFjJMLgxSYgI5FPXTGRoipsZJMVjJMqWgEyUCSpiWQD+Hfa2MxoLUjXbSFxkh0+TCa3TQFRriiK+d3QMNZJpc9EVGcMhmvEYHPWEfBRYvKiqN/h48Bjseg52esTHm0lvpDQ8zFA2gahpOvYVscwqyqEPTNDpCg8iiDgHoDA0hCQI5Zs+4sXK8z26DlcyxPl8MWCQzK7OWk2fOZvvAHl7qXMua7rdZ4JnNfM9sbLKVrlAPPZE+rvDMIt3oRRAE9IJMlaOcTX3bOeirYVbK1PetT+nGROCoPzKAhkpci1NmL6be38xg1EdPuI9MUzo6QUInSLgNLvojgwTjIWKqgigIhOJhYup4gViLZGamqyrplqETdFjH7lmBeJCjIw3IokxEjXBk5BiQcBSx6MzUjTaeV3ACQNHiBOIhNDTC8TD+WAC/HGA0FsAlO+kIddER6ma6awqtgXaOF3eaJCPD0RG6w71kmtJw6Z3YdVZ2DO7DpXdSYMnBpXdg0hkn2LK+n0xxlOExuBEEAZvOQpWjnEZ/C23BznFZJJmmdCrspcmMhpNdQgQEzJKZuKbSEeomPObQIosyw5ERVDQkBBr9rYwqflZkLsU7tk9IZPZ8EAgIpBu9xDWVjb3biXpiZBrTcJ5UvhNTY9SNNhGMhzFKBo6OJpx4FFXBprPQ6G8lqASxSCbSjV5UTWNT33biWpxMUxoO2X7RlpYqUYX2Y12kpDuSE4njpOWnYnVZaanpQFNVQoGEnsFlV0/Fdgo3quNomsZQt49db+zn4OZaRgf9xJU4Qz0+Qv7wWd2kPkwMZj2FlbmntVn9oI7FbDeRW56VHBeSTsTmshBX4sSVC5sAFEzJTeggjWFzmRFEgVhMGZv4g8VhJjgSJBJMWGwrUYWRgVGMZsMJ96lzJDgaorOxh7S81HHlpJIskVmcjiCKtB3rSgYnJFmisDJ33G/BnmJFVTWUmHJe+z7f62J325KTxuP79eZ4OPROLcP9I3gyE2PfaDaQdlIKvsGsJ6c0k5A/zEDn0AfitqHGNVqOtJNbljU+4HcKAr4gBzYeYffagwx2D6PE4gR8QXz9oxc8bs6FtmOdmCxG0vNTxwUwUjJceDJdtB/tJBKMII4Ft3LLsrCcZH1usZmQ9TJKVEk4B4kSWSUZ3PiVq1n/ly3UbK9jyrxJXHbNVEpnFWF1nl85flxR6W1LlEnmlo9fJM0tG7/g2tXYS3AkxCu/e4sNz25Lfq7EFMLBCP7hAEpMQTYYmXbVZF789Vr2rT9M8bR8Rgb97HnzIDklGUntkJGBUfraB2mubuNHdz48TrthuHcEZ6qd0aHAuQcnzuOefJzMwrRkKRhAzpjeRG/bALGoQl/7IMN9I/S2DdB0qC2pH6GpGn0dg7gzXUSCUSLBaKLPXse4YJbNZcWb46arsfecjuHD5qINTqiaSk94hKszK8gwn0hLm5NayB/qthC/iNLNPyi6Q8M8VPsKs1KKaPL3ElXjOPVmvlC8FLfBxqude9g70IhBkhmKBhKr3SXX4DbYCMdjHBxuYfdgA75okAen3YV3rEykdqSD39W/SZk9i6Gon9FYCIvOyJdKllFgTSMcj7J/qJndgw1EVYV/q7ojOfk8NNTCn5s2UmrPYDgaYCQWxC5beKD0GrJNKbQG+/lT49voBImRWIh9Q03M9ZRyZ/78MwYnNE2j2tfG400bialxREFAA+7Km8+0lAK6Q0Ns6j1CzUg7/ZER3uo+jEU2sDxj+lmDE34lzFPNmzk03IpFZyCoRJnmyufO/PmMxIL8ovYV7i28kvmpCQX8PYONrG7fyU+n30tMVXi08W1SDXZGYyECSgRJELm7YOFZM1L8SpjHmzbS6O/BKOkJKhFKbBl8vmgxPaFhflbzEoVWL34lgi+WmBx/tfRayh3ZjMRCPNOyhSO+NoyijF8JM8tdxK25V2CW9LQHB3i8aSMdoUHssomIqnCldzI3Zl9GTI1TO9LO7oFGakfa+fG0uym2JVK3/LEwO/rrqBlpZyQWZFv/MZx6C7NSipLBieMT/WOjnfx0+r3JTARN02j0d/N40yYGI6NYZRMxVeHqjGlcnXH2Cez67kOs7TqAWacnqsaRBYmvli4nw+SkLdjPHxvWMxwLohd1ROIxVmTN5Mq0KQxFA2ztO8oRXxvD0QAbe49g05mY7y3HpbdyeLiVzb019ISH2dZ3DLtsosiWTqktkz82rOefJq9kKBrgx9UvsCyjitvy5vHX1u1kmVMotWfyVNNmVE0lpsXxK2HuKVjEHE8pmqbxt7YdjCph9ILEcCxIXFNZmT2b/8fee4fHdd133p/bp/cBMOgdIFhAUiLVJUtUsWwVy13uayUuceJ9099siZM4ZTebfeNNcfLajmPHXbZlW5atYnWJEkWRYm8giF4HwPQ+t+wfAw4JVkCWZNrG93nAhwPce+6pd875le93S7CTidwCXx1+mngpiySIFI0y9zRdwTXhXpRLwEAhCAIexcWbaq7iiuAmhjKj7Izt5UeTj5LVc9xZfyspPYNhGQRU/5JINKfswCHZmS/GVuT9uhjciguHZCdaXCBr5PGrXrpcbbwc28dccYHpQpRNvrVIgsx4forHZp5hNDuBKiqokkqqnF4kh12aaqaICgH13NwROT1PWs8wmZ/hK8NLJeIEhBXLcgoIrPX08InODwKL6yI7yr8Pf4f7x3/M73R9lIViHN3SeWL2eZ6be2nJ/R7FVU1FC6g+3tN8N4/PPstXhr9DjS1Ev6+Pa0NbCar+1+kAXJkXJ42ggiDgU72YWFWJ1JPwKu7zpgPppsHB1FEen32OZCmFTbIhixKTuRnssg0WuTeSerpiANfCb8iBXhAE+jxdvL/lHp6Kbuflgb10uFrZGtzIZt967JIN3dSJleJk9Czfm3gI8QzyVr9aIcsTBIEedzsfbH0HT81u5x+Pf5l2VzOXB/q53N+PQ3p1xGivNwzDQJKls+omigKSLKIvesssy8IoGyiafMF2lPIlvvbZ77Hjp3u45QPXceUdm3F67BzbNcQjX37qdW3LSiGKAuoFuA5er7ZIkriUY0EQTqUIvMrUWJtjqXJE9f/WyWdKbLmtn2e/t4Pv/N2DbHzTWqaHoux+/AC3fuj6KpnpcmFZFS4CSZbOSm+QJBFBYImnVRAENMfSvn6162Gl41JZn0s/i5JQjShZeu1p/0eo8K0AhvH6nSP0ko5qVy8YHWMYJj/54hM8+K8/Y8tt/dzwzivxhtzMTcb4+l8+8LrVDahyy5xJwi4IFclzXTeWpHSrdnVpGsPi/D59ZttdNu7+5K1sunEte586xM5H9vLcD3ay9baNfPBP37HswzwAloWhGxVnwxkRKmeqAOllHQS49p4ttK9v5kw0dEdQtYqBvaGzjv439bHjJ6/w1t/cxtTgDIdeOMZ9f3VvNfrANExMw6SxO8Jdn7j1LOJIh8dOoG5laffLfSefxJlcKOLi+jMNE6zFNlsW667p4ao7NnMm/HU+HB47mXi2EtkiiUvGTxAFxBUaL99IXLLGiYpXRmU4M0+/vxFVkhe9uvPYZQXxdfQqXUrI6kXipSyf7Lqt4mHGwruY8rGtdj031a7HJilM5mL86/HHGEhNc1XYjU9x8I6mK6mz+6rcAqcjXc7T7AzxkfYbKZk6f3fkR+yYP06bqxa/6uJdzVcR0tw8OLlryX0WkCrn6HDVckPNWgpmmf95+Ie8vHCc+oatvDR/HMOy+HjXNnTT5HNHH2Kdr5kO14XzmpLlHN8e3U6zM8w7mq5AFEQend7Lt0a30+qqodMdodkZ4ieTu3lhfoBPdd+GJqlo4sWn8AtzxziQGOM3Om+m2RFiKh/jX44/SpurhjXLSFspmwYj2Tk+1nkzNZoXAxO3fPEv/VQ5z67YCd7VfBVbgl0YlokA1SiUkqnjUuzc17GNglnm3048wYMTL9PraWDXwiD74yN8vOtWGuwBBjMzfH7gEdZ5m9ngb+FHEzuJl7L8fu+d+DUXZdOoRhLZJZW31G+m0xXhsweX5uYFNBfvbL6So6lJZvJx3t92PW2umirfhFPSeGvDZbS5avmrg99fcq9uGXxvbAeWZfH7a+7Cqzoom8aSyIoLYefCIA2OAO9rvQ5l0QARtrkpmmV+PLkLEPh/et6KW7Hz8sIg3xh5ji53PU2OAPe2XsuuhUG+PpLnNzpuJqi5UEQZRZC4oXYtQc3NQinD+9quo91ViySIJEpZZFEkrRcYzs7S6AgykYsRK2aYL6a4ItRFiyPMJ7puxSFr6KbB98Ze5PnoUfr9rdhEBcMyOZqc4Hd776TVGcbAxClpFIwyP57cjSrK/G7vHdgkhadnD3H/2Av0eRurhsBLBXbJRp+nm3ZXCwWjyCuJg1wfvnIxKkQ4KxLBsAwMy6gSYr5WEBFpsNexUIwzW5ijwR6hxhZCEWVmC3PES0lqbTWUrTIPTj7GWG6S9zbfTZOjHlmQ2Js4zL8NfeuscgU4rzqIJIjIgsxaTzcfbH3nWX/XxJVxlJz1bEGgxdFIr6eTnbG9xEsJFFFBFRXubX4bXe6lsrICAh6lYuwVBZEedydNjnom8zO8HNvH9vmXGc6M8eG2dxNQV7CZWzYsymYZC6sanVE2ywhwloLLhaI35orzfGfsQUKanw+3vQu/4sPC4vsTP2EoO1a9rlKmQNlamSf154FNsnFNaAtrPT0MZ8d4YWEX9489yEIxzlsj2yobXlEhrAb4rc4PV8fjJCRBwqdU1rAmaVwVvIw+dxcjuQlemN/FAxM/Zb4Y4876W1GFSyuCU1Yk6ttr2fnTPaTmU9Sc5rmNzSZJLaSp76hFEAU0m0pNc4jRI5PkM4XzEhhOj8zxypMHufquy3nvH9+Nw23HNCtkjK/nAW8JFgnkzjx4rhSXRFuWi4ttcwXovqydq+/ewoHnjpCOZbA5bLzr9+7g2rdvPetQdzHYnRq1LWEmBqbIpfN4AouKEoZJdDyGXjaoa1tKBPha2eZWOi7pWIbUfBq3v+KcyiZzLEwncHrsS6I+ivkScxMx6lorTpZSsczMSBTNphKofX2+pwVRINJWw4HtR0nOp/Gdh/cjOZfi5Uf30dhVx0f+/N1VBYnDLw6cO/JEqPxjvQbroL6jlny6UCEfPc0BkY5nWZiK09HfgmpTq32/3GGWZInWtU009zRw/Tuu5Pkf7uQbf/UD1l7dzc0fuG7Z9RNliWDEXyG7HI7S0ndqrx4dX1hybU1zCNWmEG4IcON7rr6ghLHDY2fLbf18/a8e4MiO4xzecZxAnY81V3RWD+/ugAtfjYdsMsflt6wncJE0sothJe/kk5gdncPQjWpaVkUxxCAQ8SGrMqH6AA6vA4fbxjVv24LjPIZIy7Rw+52kYxmS82n8i3M+nymQnEv/XO16PXHJmk1kUeTamk7uH9nF3x95nH8f3M7nDj/Bd4Z3cX1NVzVF4VcdsiBxRaiLiMNPQHMR1NzIYiVnVhIkDibG+Mnkbp6NHiZZzpEoVzxfgiCgSvJ5+8mnOrkq1EPY5qHBESCseVgopqv3apJyXhWEoObmilA3IZuHRkeQkOpmoZjBwCRdzuNW7HgUB17FgUdxYC7Da5Aq5ziWmuTqUE81xeTyQAepco6pfBxFlHDKNjRJQRJEnLINp6wtK4T+QGKUiN3HBl8LAc1FlztCizPMoeQ4JXN5G+ZN/taK4UZzEdI8y1KI8Ch2NvrbeHhqDw9N7iJRyhJQT0V5KKLEJn9btR83+9sZzc5RNg32xIdJlnM8PXuIb49t57noERaKGSbyMWKlDEOZKFeEumh31+FXXdTYvHgWjVaCIKCI8jnrKAkiDlnDLqmIgohdUnEt9uvJe1VRxiaefe98Mc1kboFrwr20umqqz12uCsyWYCcD6Wm+Pbqd46kp/KoTWZAoGjoHE+NsCXbQ4gwT1Nxs8LUgCSIj2SiSKOGUNWyLY++QVJyyDXWRINAuqdgltfo3l2zDLql4FQchzcNYdp6hTJT1vmaKRpnpfJyiUSagulBEiYVSmqdmD/LQ5G5GsnMkyhl085QVu9fTSI+nvjr2dlkjoxfYFx8hWkjy4MQuvjv2IocS40wtGj9+0TjJkn3y5yRsooZP9VA2y5iWSY0WQpNUxnNTlE29ev1CMU6inKLJ2bBiT9jJA61hLvW8AIiCQLOjgYVSjKn8LI32CC7ZRZ2thhOZEQB8qodkOc1UYZZ2ZzObfOsIaQHcsotUeeVfpm7FRVDzk9IzqKJCjRai1hamRgtRo4XwKisn6jodlmVRtnQyeg6BysG23l6LIIik9QxB1U+N7dQzw1qwahCxLAuBSlpKj7uD9zffwx2Rm9mTOMRsYW4JkbFIhefBsMyfm6R4qjBbSbtbHO+p/CyiIK6IGHS6ECVRTrE1sJkOZysB1YcqKqTKS+d/WAsiCSInMiOYZ8zLM+dnpY0V49irbePJMkVEAqqPywP9/EbbvazxdPPi/C7Klo4iKjTY6yiYRcqmXpkLtlB1TgRVf1Wt42RZftXHZv967mu/lw2+Pl6c303ROFtt641CRc3g1M9Jtn1ZldlwfR82p42ffvkpEnMpTNMkNp3gp196glBDkL4ruyopPQEXW27rZ2D3MA9/+UliMwkMwySbyjG0f5T4bBKoePesk966xWePHBrnme++SCFbWFqvk2NqAdbJz5xzvFcCm1ND0WRO7B1BL+uV9hsrXwuvpi2WtbgSrfO/W5eDJfdZ5/79SsoUBIHo+ALbf7SLt3/6dv77d36XP/rKb3H7fTetWD4UwOFxsPX2jSQX0jz6lWfIpfKYhsmJ/aM8+a3naVvXRPv6losX9CqwknGBConhiw+9Qi6dRy/r7H36MMd2DrL26p4l6Qep+TRPffuFyjowTAb3jrDjoVfoubyd4GLqx7n6/1zvqaXz4dQ4nfk3SRbZ+paNxGcSPPivjzEzEsXQDYr5iuzj9HAllF4QhcUIARPLrMyJ+ckYT35rO6n5s7/rBEHA6bFTLpUZPjCOoRuV9X/aOljuHOvZ0kFDd4TH/uMZJo/PYJom6XiGR778FOWSzqYb165YgWfi+DQDu4co5koIkogn5CYQ8SOIAoXcyt6VkiTS0tdIoM7HE998nthMAtMwmR2dY/sPX15ybWNXHf03rOWxrz3HK08cpJgvoZcN5qdi7H/2MPNTp1QpBEFg87Z1OFx2dvxkD688cYAN16+hrq2mutexu2xc+ZbNTA9F+cmXnqzKomaTOQZ2DzGw+xTfxbnW7Zl9vZJ38knsfHgvJ/aOYhgmqYUMT3zzeVSbSvfmdmRFwhv2cMXtG9n5yD6e/d4Ocuk8hm6QWkhz6IVjjB+bqral78oupk7MsuMnr1DKlygXy+x75jCDe4aXb3V6g3HJnvAFBLZFerHLKk9MH2EoPU9Ic/Gx7uu4Ktz+S02GuRIIgnBOboOpfJx/HniYgOZirbeJkOZhT3x42dGDyuKB7/TnLFfRQxElHNIZ91oWiiCxztfM14af4aGJiic8refp8zZelNHcpEJkdvp1kiAiCsKSg+KrgW6ZSMLSWBtFlNEtA3PxcHD6i0W3zLMMKk7ZtuJoHZds4z+138jh5AQ75o/x+YFH2BLs5N3NV1evkc9or0WFBb9k6tglDb/mQkTApzi5t/Va+jyNmJaFiYV2DgPC6wndMrHgVRsGb6pdR4erlh3zA3x/fAdPRw9xX8dNqIsRCqePvSiIyIKEbr36sbdLKs3OEAPpKeKlDFcEuxjOzjGcmUVenP/fH9/BK7EhtgQ7aXWFiZczzBeWbgocsnqWEczEpGzpeBUH/kX+CZ/iZL2/hdAy+DdebxiWwb7EYaYLUdqczThlO6ZlMpKdYFdsH/2+PryqB01U2RrYxHNzL/HM3It0u9vJ63l+NvssNlFjq3/jip9tl+z4VS/j+SkOJI8uev8tam1hZEGmzl7D9HQUEZEmRwN2SaPRHuGp6HZqbWE8sruq0DFTmGMwM4JDtnEiM8pLsT0rVkdQRIVrQ1v55tgPeGDiYa4PX4ld0sgbRYayo6zz9tJgXxljdcbIMpabBCpGmAPJo+yJH2Szfz1+1YtTdnBNcAtPRV/ALtnpcLVgYRErxknpGa4MbEaVVE5kRpjIT9Nor0eTVHRLZyg7Vk2nOB0+1YNN1NibOESNLYQmKiiiQq1tZZJmAgJ744dodjTS5mwiWphn+8LLFeUMx/IJkH2KB1WUGcwM0+JoAAF2xfYxvFj/k+hytdHhauXJ6HYckp02ZyXsdqEUxyU7aXc1I1FZXx7FhUt2cDB5jG53Bw7JjiSIVT6UsqmT1bPolqPDkzQAACAASURBVEFGz1G2dOKlBA7JjiapOCQ7FpV6WJjU2WqQBZlYKUG0OEfIFkREQBRE1nl7eGlhDz+YfBjd0vGrPnTLYCo/g0t2ss7bg4jIrvg+dFOnzl6DIijEy0lm8lFCWgBJ+MWkb23/0S4Gdg8t2cw2dNbx6X/6KJ6gm86NLdz7x3fz4y88zp/e83fYnBr5TAFBEPjoZ99NY1ekYsTWZG754PVEx+Z5/BvP8+z3XkJWZUzDxOVz8uHPvBN/rZfaljBX33kZL/x4N3/2zv8Pu8tGKV+ivqOWxFxqSd32PHmQ3Y8fIBFNcnjHcVILab7wx9/AX+OheU0Db/3NbSs3eC6GY2+9fRMP//vT7HpsP7Iq076hmff+8d0rktteSVsOvTDASz99hUQ0xbFdJ4jNxPnSn3yTQJ2Pxq4It99304qiExLRFI9/8zlmhqJMD0eJzyZ59KvPMLhnBIfHxpv/0400di+fA+HkvsVmV/n6Xz7Ajz7/GIIgYHNq9G7t5NYPXU9TT/2y+1sUBa664zImB2d4/BvP8cKDu1BUmUwyh9vv4v3/5Z6qd/+1xkrGBSDUEODwjuPsfGQvpmESn03S3t/C7R+9ccl1Dq+DfKbAX73vHxBEgUQ0hd1t457feTPORTLMhak4P/vas8xNxBgfmCI2k+ChLz7Bwe3HcLjt3PmJW6htCVHIFnnmuy9yYt8oC9MJpk/Mkk3m+Nwnv4TdbeOauy5n7dU9CKLAppvW8d4/vpsnv7Wdg9sHUDUF0zJRNZU7P3EzkbYavEE3V999OT/54pP8xXs/hyfgopAtEm4M0H15x1ltFgSB9df10vT9er7yZ/fz0BceRxQFrrxjM2+57yY0h7bsORZuCPCRP3sX3/jrH/A/P/LPONx2ioUypXyJOz9+M/039J0ts3oRDB8Y44F/eBhDN7G7NPSSQSaZo3drJ5u3rV9RWQAtaxq465O38JMvPMF/f9v/wu13YZomjV0RDr84UL3OHajMza999nt86b9+C1VTKiknpoWvxsOHP/MuQvWnoh88QTeX37qBn/7bU9gcKlv/ZFNVlvUkrnv7VuLRBM9+7yVefGg3kixhGiaiJPKmd19VJWcdPjjOs9/bQSKaYuCVIRLRJN/46x9Q0xwiVO/nzo/fgsvvXPY7+SRqW8J85TP3gyiQT+XJpvLc+qHrq+Sqkixyx8dvIRXL8MA/PsJDX3gcQRAwzYpU6Nt++81VtZyb7r2G4UPj3P+/H+JnX3sW1abiDjjp2txONplb8bi8Ebh0jROCgF1W2RbpZVuk9xddnV8YBM5t2DqWmmSumOL31txFSHNzIj1zUX3ms8t+9Qaec33XCYJAp7sOr+pkLDdPgz3IR9tvpNtzce+rU9Ko0XwMZWZZ62tCsCwmcjEMy/q5Q+RbXWF2zg8SK2UIam5yRpGx7DxXhboXPfIq8VLF21cydcaz8xSN8lnlrLS3LMApa1wR6mJrsJMnZw/wwPhLXF9TkUEzLJPhbJQtoU5002AsN4dHsaOJCh2uOmYLCW6t20DI5kFAWJT1FCgaZbyKg6OpSW4zNqJKb8wyDqhO7LLK0dQk19b0VtNTlgPLspBFiS53hC53hPHcPH97+Efsi49ydbiXRkeQocxslWRzvpgiXs4SsS8vnE4RpQpvhLk0H7bFGebhqVdwyjYaHQHCmpu98RFq7BWi1RfmjnFzZAN3NlxOeZFv40yca52cJGMN2Ty8vemKauSJYZmXSMqZQMEo8FR0O98rPbTY/zJu2cWWQD+3R26qHn5vqb0ey7J4ePpJvj/xEwQq0Q3vb3k7DY7zHNov8K5RRJltNdfy3YmH+MfBL6MKCgHVx6e77yOsBfHILrBAkRQi9hpEQSRiryGj5+jT/LgVJ5IgcUvt9Tw49Rj/5/iXUEWVGi3I1cHLeVw/O03twj0hsN7by7ub7uSRmaf5+4EvAhWjZI0tTK97ZUziJiZ74gcrxJoW6JaOS3ZymX89b2t4M7Igo8gKdzfchiYq/HjqZ+QXyTNtksYVgU3VF2jRLPNkdDtT+dlFo4tAWAvwzsa3Um+vWzL3Aqqft0Ru4qHpJ9ibOIgqqmzwreE329+/ovpLgkSvp5Pn53dy//iDlM0yXa423tbwZmzS8j1ljY4It9TewBOzz7EnfhBVVOhyt/Ommqs5nDy1cXTIdt7VdCc/nX6cByYfpmSUQKhE8byj8a0VY8ViMx2SndsjN/HAxMP83bF/QRVVOpwt/E7XR5EFmbHcJD+cfJhYKVElSv3KyP24ZCdrPJ3cVX8bNkljoRTj4emnyBsFZEFCFERanU28rf42FFGtkmbe23w3D08/yReHvlmJ1sDCq3i4u/6UylGslOAnU0+QM/LVspodDdzTcPuK+uu1gOZQect9NxFbjGg4HYEaL4pWeQ8pmsLNH7iOrsvaK+H+8QzekIcN1/ctIZMTBIFAnY+P/e37ObrzBIN7R8hnCjhcNpp6G6rKAqpN4UN/+k7WX9fL+LEpJFmid0sH7RtaeOHBXbT0LVXDsDk1wk0hbmhaqqokSa/emBOM+Pn4//oArzx+gNnReRRNpn1DyxLvblNPhLs+eWtVweFcWFlbQHNoBBsCXH0GkV0l3LoSDt9/Qx+eoBuH91QUoSgJ9F3ZXZH/PU3uVFZk3EE37qD77APo4jrw13p59x/cSceGliUHRF+Nl3t+53a6L29HEASyyRxP3/8CkfYa2tY343DbK0TcyRzP/+BlZkfn+PQ/fhT3CqIobE6N9/zBXWy6cS1HXz5BIVukrjXMhuv7CDeeijRo6qnn3X9wJ7XNS42jDV11vO+/3ENtc+hcxZ8XKxkXqBzePvyZd3Jk5yALU3HCTUEuv2VDNWz9JNx+J+/9o7sYPjTO1OAMnqCb/hv6aOxeehiUVRlPyM3aUA9rr+5ZUsbp21dRknD6nDh9TprPkB8/WV4lwsHBu//gTjZvW8+RnYOkYxlUm0J9e221fFGqHDDbN7QwsHsI07BoXdvI2qu62fvM4XNGv7SubeLT//RR9j51iOR8Gs2p0bu1C1k5tR9bzhyTZIlNN60j0l7DvmeOMD8Zw+G203dVFx39LdXyVE3mjo9tI9JRu0T5RXOovPkjb8Jf663O0f43rUVWFSYGpihkiyiaTH1H3eL6WHkkj6Ip3PGxm+nob+XIS8fBgp4tHdR31FHXGiayKKUqiiId/S383hc+zoHnjzJxbArDMPHVeOjsb6VtfdNZZZ9MMfGG3Ky/tuesM4o74OI9f3gXl92ygWMvD5GJZ7C77TR01S1RHxGEipSrr9bL1ts3sfX2U0pakiJX+3u57+STuPKOzTR2RTiy8zimbtK1uY111/Sg2tTF5wrUNof41N9/mIMvDHBi7wilQhmX30nbuqaqOg1U0l4+9fcfYffj+5kZnsMTcrH5pvUsTMeZPD694vSvNwLCzxse+hrhrEpUVBLiPDD6CiOZBfTTCDBrbR7+cN2tv9RqHacjWc7x5/vv54batdzduKX6++FMlL859ACf6n4z/f7WJfcMpKb4h2M/pc/bREhzM5mLsTcxzHtbruW2yEaihSQDqSn2J0Z5OnqI97VcS70jwAZfCwcSY/zH8NN8dsO9VTLJvzn0AC7Zxqe6b2cmH+d4eppX4sO8ND/Ae1uuJWL3s8Hfws75Qb4//iJ/vuE9+BdTFP7iwHeps/n4WNctHEyM88XBn/HulquptfmQBRG/5sIt2y8Y7aKbRjW0vtfTgCSIHEqOc23NGu5quLx6+PvRxE6ejR7hr/vft6zUCoCpXIz/f/BniIJAq7OGsewcJVPnt7rfTFBz862R53lp/jhXhLrI6UUOJccxLJP/vfnDlE2d/3H4h2wNdnJXw+VIKyA6HM3O8c2R56m1ebCJKsfSU2iizG/33E6smOHPDtxPUHOxxtNI3ijxSmyID7bdwE1165nKxfjXwccQEehw1VGydEqGzl2Nl1NvD/DSwnG+NvwsTY4gjY4gOaNIsyPEbZGNJEpZDibHGclG+c7oC7y35RpaXWHWeZurKhNHkhP83ZEH+ZO1b6+SZVqWRayU4XByghOZGe4ffYEPtt1AszPEel8zbtnOU7MHuX/sRTrdddTZfFWSzxvr1l2wL4pGma8MPYVhWfhUB3OFFMPZKJ/ovJVuT4S98RG+OvQ0ra4wfsXF4eQ4La4wH2m/sRo59NL8AP8+9BR/ueFeQmeQq8aKaf7m8A9wy3a63BEaHAG2BjuZLST5zP7v0O9v5ZNdt/L07CG+NvwMb2+6gjfXb+LfTjzJZG6BywIdJMs5jiQnsEsqf9h3Ny7Zxj8NPIyAwCe7b1sSMWJaJnvjI3xj5Fnq7QHqbD7Seh6P4uDuxi0XVXJ5vWFZFYnLeClB3ihiWBWSWbtkI6D6lxyqrEUOgvlinJyRX8y39+BV3FXixpPQTZ2ZwhyKKF/QY29YJvFSgmQ5hQXYRa0SOSHKlM0y04VK5ESjo+IlzOl5ZgtzuBQn4UWpScMyiBUTpPQMAgI+xYNDthEtLFBjC1XbEC8lSZZT1NtrUS/AH2FYJslyimQ5jWFWQvtdshOf6lm2B7xslpkpzJE3ToUZCwjYJI2g6j+LPLJgFImVEuSNPCBglzS8iqdKpFg2y8RKSbJ6bnGMRNyyi4DqOytax7Iq4zRXipE38oiIeBQXIe3CbPCnYzg7zv848o98oOUd9Hm6SZRTiIJAQPHhPo2oE2AiN40kiNTYQufsn6X1KaAIMgHVjwAkyika7HVLWM4LZoGFYoKCWaz2WUD1YRO1JdfplsF8MUbWqKTJuGQnNVqochjTc8wU5jDOEVHllOzU2sJIgkTeKBArJSiaRUzLRBFV/IrnrDZalkXWyBErVRSTJEQcciXyR1nkksgbBeKlSr1Ny0IRZXyKB8851scqLg69rDM9PEe5eLYD4EwE63x4Qu5LknT0UsDzP3yZr3/2+3zoM+/kirdsQpIrKb+GbvKFP/4GR3ce59P/dB+KKl+UT0OgcuBfqbTm+WCalWiG5DnSE86EzVGRS1yO7GmpUOYv3vM5DF3nv33rP+P0OM55nV42+OqffZfnf7iTv33svxFuWH7K2ipeH6yu/Yvj2K4h/ujWv+RTn/sw29537YqkgH9JsKwBvWQjJ3TL5JtDOzmeinJVuH2JIcKj2lYc2nspQxNlbqhdS4erdsnvvYqdm+s2ENbOzonuckf4aMdN7IkPUzBK3BLZwKZAG3X2CilZtJDkQHIMC7i+Zg1T+TjzpTTd7nrq7L4qkeZJbA12oYkyFhYzhQQHk+PIgsjV4R4mcgsslNL0eOppdAS4sXbdkpSCK0PduGU7ummQKGXQLYPvjG5HEkTKpkGLM8x9HdsuqKohCSI31a0nqLnZFx/FxOS9LdewKdC+5FDY4ap4E1cy/hG7n091v5ntc0eJFpKs9TUvcltULOxvb7qCsOZhPLdAxO7nmnAvY9k5ZLHCrHttuJdm58qZ5v2qk/W+ZqZyMTJmga3BTrYEO3HLdmLFDKooc0vdxipPyMe7bmWTv61a50/3vJUd8wNM5hbQJIX1/hb8i1KxWwKdBDU3Ly8Mkirncck2Wp0VK3KinGN/YhTLsrilbgOJUpb98RzNjnDVOBHQXNwa6cenLv1ij5ey1Xtvi2xkoZgmXsrS6qzBozi4rqaPiN3P7tgQGb2AT3HQ5Ly4h0QWJTb4WjiamiRZylFr83J7/WY6XLUICGz0t+Lsvo1dCyfI6kVuq9/ElaFuHKeRbdbZ/dxctwG7fPYB1Kc6+Xjnrbw4f4x0OQ9W5dAYsfu5LbKRLncETVRY623irQ2XsdHfjkPSuLflGp6NHmGhlKbZEebacC+T+RiaWGF23hyohO5JZ7xPRUFko78Nr+JgV+wE8VIWj+Kg39/6hqfbnAuCUDn8Rey1F78WAVVUqV/GtbIoVw0KF4K0yF9wLg4DRVRodiz1ODlkO22upSzbkiARtgUJs/Tw3exceq9f9eJXLx5dJQkVDoIzSSYNq5KWMZo9O2rmzPu73R10uJafc22TtAv2ayUtY3kexgqPkHpWCkpWz7Eztoesnr/g/S7ZUW27IAgENT9B7fyRSRcb5/PVB8ClOM+61i7ZaXRc+OAjCAKKIBOx15zz707Zsaz+d8h2HMsgLRYEAZfsxCU7z3vNcstaxfKQjmX519//D2ZG5i567bv/4A62ve/aJV7hVZxCLpWjVCwvkZy0TIvZsTkmBqYqyg8TC3zzr39ILn3h9wMCfPqfPkr/9X2vSd30ks7jX3+Ox/7j2Yte276hmf/8z/ctiTB5TXFpOGF/7bG69lexXFyykRNFo8wf7v4+72y5jOtqOn/trGe/jJjOx/nbwz/krsYt9HkbERCYyC3wpcEneH/b9TRcIETfs5i7v9JxNiyTmXyC8nmILRVRJmzzvOYEqmVTZ7aQPC8fhiYphDTPeSUlRxajYj7RdRubAm3nvOaXBaZlsVBMkdXPTXgkCSJBzY1DfmNDoFexiuWgIol5hKHM2AWvkwSJPk8XXe72N6hmy0NWz/H8/E6y+oVzR92yi7AtxOcHv8KHWt/JtaGtb1ANV7GKU9DLOjPL9J4GIj48wV8/7+lyMTM6x+d/96vMjS/Q0FWH3WUnn86zMF0hAHzvH93F+mvXMDexsCx1h9rW8HlZ/1eKk5ET5yJ2PBPa6x058eh/Jdy4/AizVbw+WF37F8dq5EQFl6xJSkDAq9h/bjLEVbxx0E2TZClHupwnr5comwaD6RlMTGLFND+d2n3ee68Lr+HWSP+KeTAKRonvjr3IXPHsHFyAWpuP9zRfTa39tZXkS5bzfHt0e5Wr4kw02oO8p+WaC0aL/KpAN3UenznAweS5D3dOycY9TVuXJdu6ilW80ZAEkfXePtZ5Ls5tdCmG8TskO9tqruNipEOCIDCWnXxjKrWKVZwHsiKviPRxFedHbVOI3/7cR9j12H4mB6cpFXV8NR42b1tP/w191LVVDvynyzC+URBFkWDET/DnlGE8q1xJZOub+zEN84JedVEU6N3agaLK2J2/2DTLVVSwuvYvDl/YzW0feRON3fUrJiT9VcIlFTmRLOUZTFckdiwLXp4fYU9sjNsb1tHg9CMtWtBskkKvpw5JvPQ2ir/OKBplno4e4qX541VCSZdi47rwGjb62yhdQOfeJirYJXXFVlLTskjreQzr3F4BSRBxSbbXfK4YlkmmXMDg3M+VhYoaxPnSTyZyC/zL8Ud5f+t19HnPJuv5ZUIlb7t4XllWEQGHrP3ayP+uYhWXKnJ6nqHsKA32Ovzqa2uwXcUqVvGrgVSuwKN7Briss5G9Q5Osba7DY9co6gbNIR/ia3BoKpTKPLF/EE2RuaqnhUK5jNuuocpL9wmGafLAiwe5rKOBGp+LH+w4hG6Y3Lqxi4ZgJZ3PNC32Dk/x0vExarwu3rSug6D73BEVANOx1JK2lA2D7UdG2Nhaj8+1msK1ijcGC/kc3z58AE2S6A2GMSyTvlANYYeTl6Ym2DU9Sdjh4PqmVupc51bJsSyLgq6T08sE7eee89FsloNzM9zUerYCzHLLeA3xyxc5MZyZ5/8cebL62bBMikaZ747urkguLh5c6+1ePtN/B/YLkJ9dSpjLZRlJxLks0vCaS6AmCwUOz0fx2WysCZ07T9e0LIYSMU7EYthkmf7aCD7buS3J6VKR2UyGzkCQgq6zb3aG7mAQu6xwIh6jwe3h2MIcm+vqSZdKLORzdAUq4XKqKLOtdj3XhHoZTycwLYsWjx+7rCIi4BJWbr3O62WG43HWhCqcD/O5LNlymRZvZWMtCgJe5dyLKVcuM5yI0xM8/3MN0+TYwjyNHi8ebflpB5Ig4lVf/SKO2P38v333YJd+OebwhVDJ2171TKxiZSgbBsdnF2jwe/DabZyILuDSNGq95482imfzzKYydNYEkH8O5v+V4NjMHEGng5D7dcqHfo1hmCb7x2fY0HS2AX86lqPJ1YpXXV2vq1jFKs6NsmEwODNPY8jLvpFpmsI+CqUyHkflvTGXzDI2H8dttxF025lcSCGJAg1BL9FEhlS+SFttANOyGJ9L4LSpNAS9jMzG0E2T1rCf8YUke4enuGtrH/OpLD/bN0BfUy0bWiK47Kf2YjPxNLOJDAfHZrijpo/mkJeSbhL2nHofW1jkSmU6aoOUDYMTMwskMnlimRxttQEsqNajKeQlmsxU2zIajRNNZjg6MUdL2M/ofAJREKgPeJhcSFIolWkK+XDaVIZmY8iSiFNT8TpsODSVqViS9rrVlJFVnMKJRIxUsYBpWkiiSMBuJ+J0M5pKUO/y4FAqvGRFXcehKNzU0s73jh7Eb7OTKZVo8niJ5XN0B4J4NRtPjw3z3r4N1fLTpSLHFuaRRZEWr48dk+NMZdJsa2nHAsIOB/FCAUUUmclmmM1mmM6kGU8lmc6kCTucCALMZjNIgkibz8/OqQmmMmlua+9EFSVGkglcqkqnP4j6Bu21TsclZZzo8tTwmQ13XPQ6RZLQ3iD5xJ8XlmXx7OgIOybHqXd7qHe5yZbLlAwDwzJxqyqqJJMuFjEsE8sCj1ZhL8+Xy7hUlYKugwCqKJEqFtEtE4es4FAUREFgOpPhlZnp8xon0sUiDxw5zGWRekRBwDBNirpOtlzGtCxssoxTUTAsi2ShQF4vV+/79qEDXNXYxI2tbTwyOMBbunr4t72vIG+WkASB3dNTtPv8pEtFyqaJXZZxKhrjiQxFXafDGyZbqrRDNwzSpRKWZeHWNBRRJFcuo1smumHiUlW0M6zm2VKJx4dP0OjxYAGH5qLkyzr1LjfpUrHaX4okkS2VMCyTsmHiVFUShTyPDB6n1esjt9hOSRBIl0qUDQO7IiOJIo8ODXJDcytNXi9uVUOTJIqGQaZURBZF3KqGaVlkyiVM00KRKr/7eXLhJEHEraxa6Ffx64uibvDT/ce4o78Xr93Gc8dHaA8FLmicmIgnefbYME2By94w48RTR4a4rLVh2caJRC7PbDJDZ21wRRFbhbLOiegCLSE/Lu3VGy110+T7uw+ytqEW6YzHy5L0mng9V7GKX2dYlsXA9Dyjc3Fu7e9e0b2GabJ/dJrHDwxyx2VrWNNw7n3bLxoeh42FdI6yYWJTFKZiSeZSWer8bp47PESd303QLTI+n+TlwXGuW9PGbCLD/pFpWmv8PHtoCI9dYy6VZV1zHYPT8wzPxgi6HbxwbJS2mgCyJOKxV4wEhZKOLIlL9lWWZXFsco5IwE0yV6RQLqMpMoJgIJ3xciuVdV44Nkq9301PQ5jtR0eo87sZPzSM12FjLpVhXXOFUH0mkWYulcXvsvPSwBi1PjeFcplDY7NkCkUUWeLYZJT5VJYNLRGePTxMYDGioqXGTzpf5PjUPM1hH1Ox1KpxYhVLsHt6kkSxgIBAydAJO5xsiTSyb3aGgM1eNU5AxQkfK+Rxaxp5vYxhmeyZnaZsGPQGw7R6feyYGseyKrLFFjCRTvHi5BiXRxoQEMjrZQQqQhKvzEyxJdLIgbkZCrpOQdfx2+wkiwWeHhvGo2rsn5tBFkQUUUSTFdKlYrUMWRDZG51hJpOmv7ZuhYn2rx0uqRO+U9bo8FTk6UzLYiafxCGrSxQF5gsZiqbOMiNDfuHI6zpjqQStPj97Z6YJtzu4//ABEoUCpmXRFwpzTVML/7J7Jz6bjUypxA0trdQ4XTx6YpD7Nm7mxYkxREGgvy7CIyeOM5fLEnY4ubtnDW5No83nJ5o9N/cBVHJmdMvEa7PRGwzjUBR2T0/y4MBR6t0enIrCPT19lEyDnw2fIFcusb6mwsAecbkYTsTpz1c+i4JAyO7gQHSGnmBlrHLlMo8Pn2Amk8GtarxjTYXtWTdNXpwYJ57PcVtnFwejUQ5GZ8mVS/TXRriuuYUfHjtMrqyjShLXNDXTGVj6kpdFCaei8tTIMCPJOI1uLw0eDy9NTrA/OoNumlzR0MQVDY38+PhR0sUiiiRzVWMjblUDAU7EY+ydnWZbWwemZfGjY0cQEFhfW8vmughFXefx4RMA9NfWcVNrO48OHWcyVZHZu7G1HVEQ+MaBvTR4vBimxTt6+wg7fzk8qatYxSUJy+LMtELTsjg8FcU0TRL5Aq1BP/V+D9OJNCPzMeYzOQQETMtiZD7OZDyJx26juy5EoawTTWVI5gropsnG5ghF3WBwdoF0oYhDVeiNhEnmi6TzBWLZPPV+Dw0+D8ejC8QyOXwOOz11IRDg6PQchbJOulDEsiyOTEVpCflRJYmhuRiNAS9z6SyjC3E0WWZNpAaweOzgcUbmE1zR3sj6pjo8tkpUyFw6S43HRXu4sik/HWXDYPfIJI8dHGBrexNr6mtoDfqZSaYZmY9jVxV6ImEEKvVKF4rUed20h/2AwGB0gdlUBo9NozcSpmwYHJqcrXgTawKE3U7GFhJMJdJ4bBqWZTGfyTGTTJMplrArCmvqw5XDwPQ8yXwBSRRZUx8m4HzdwzxXsYpfOsQyOUbm4iu+TxQEeupreP7oCIls4eI3/IIQ8bmZjqVw2zRkSaTG6yKVK1LSDfKlMj0NNQTdDg6MzlDv99DTEObw+Cxeh43+1gj7R6a5sqeZl4+PMxyNoUgSEb+blho/T+wb5Jo1rdR4K58z+SI1XhetNQGctlOG2aJuEE1miGXyGIbJbOL8+1xVltjUVs9cKksqX2QylsTjsOF32ehrquWlgSLD0Rittf5qW/LFMqIo0N0QYnBmnul4inypTFPIj9Mmo8gSG1ojHJ6IIgoCG9vr6awLksoVmIqlODo5x5Xdzeet0yp+PSGLEmGHE1WUiBfyBO0OjizMUeN04tGWRi2OJhOE7U5ubG5j18wU68K1HIjOMpKsvFsSxQIOeakCXKPLQ4c/yIl4jE5/kHqXB7eqUeespH5Usg4MksUCzR4fLV4fRxfmGEsmaPR48Wo2RIRqBPpMNl0to9blZqMg8GyxIztXBgAAIABJREFUwIl4jHZfAOXXPXLidOiWwdeGXmJrqJUb63qqvz+cnOaluWF+Z82NS6QwzwXDMElni5jmxVmKz4SiSDjt2s/lZbIsi6l0ily5TLsvwKG5KNc0tbCQz3FtUwv1bg8PHjvClvpGMqUSH1y/kfFUkkNzUYJ2B5lSEYuKgUMSxYrGuiRhkxUOzs3ypta2JRa488Gtqtzd3cvLU5Psmprkru5e8uWKNe/etRv42oG9TKRTrAmFuaqxiUcGj1fvdSoKNU4Xe2amMBYPEg1uD5YF46kEUDlQSKKIXVYYiM0zn6uwxu+dnSZod/CB9RsREHh4cKAavbBvdprrmlvIlEr0hsJc39x67nGQRFyayiszU9S7PByen6Pd72fHxDh3dfdilxW+fnAvVzQ0ki2VaPX52dbWgQBMZ9LMZNI8fGKAt3b20OD2MJKIUzIM1tfUsi5cW+3XW9o7CNgdPHT8GOtqahmKxfiNTZczEJvnmdFhrmlqQZEk3rd2Az8+fpRD81He5LywyoZlWeQLZQrLYCY+E4Ig4HSoqBeRUbIsC8O0yJcqz7CrylkHnzOvP1m+ZVlYUE01KukGoiAsud+yLIq6gSKJZ3mBLcsiWyxhmBayJGJXlSVpS2eW/2pgmJWoGlWWVhSpYloWwmI7LwTdMLAszvLYwLn741cVpmmRL5QolSsExKoiYbcpiG8wr49hmvzHC6+wrqEWTZbZNTLJvVv7+e7LB2gJ+phNZciWSozHEvzs0CB1XjdDx0bY1teBXVW4f+d+ruxoxqEqmBY8cXiQYlknmS8Sy+boqAny6IEBsqUSvZEwRV2nbBhMxVPEc3mePjbMuy5fx0I2x57RKbpqQ8wk05QNg+/vPshHrrkMv9POg3uPcO8V/cylM8wmM8ymMkzGU2xb00GqUCRXKlE2TEzT4sDEDDuGxgg4HTx3fIS3b15LTyR8VtsL5TLxXAF98b65TJYHXjlEyOVgOpFmIZOjvznCVCJFulDk6WND/Ob1WxmPJdg5PEF3bYiTvPjZYpkT0QWKhsH+iWk+fM1mTMvi4f3HcGgK/Y4I+8anefzwIDd0t/H4yCCKJBJNZxiZT6DKEocmZumqXfUInkS5bJAvljAMC1EQsGkyqir/2rHJv54o6QYvnxjnwNgMdkXhlg1dLKSz5Ms6WzubeP7oCIokEsvkF0PzNTKFEr31YSZiKdL5ihHSwuLm9Z2Mzid4ZWgSVZa5YW07Lk1l5+A4yXyBuVSWt21ZS0PgbKn2wZl5nj0yjG6YXNbWwKb2BkaiMZ47MkKuVObKriYsC0bm4nz1md1gwVs39yII8NShIRbSOdY11bKls5GJhSTPHx1FNwy2djXR11iLQ1Owq0rVxVYolXnu6AgnZhZw2zVu39RDwPWLMwqKgoDf7WAhnaOnIUSuWOLIRJRMvkjE76bO7+HJ/YM0Br04NAWbWpHebg77OTwe5cGXD9MZCbGQzlHUDUzTYl1zkP0jU0wsJFnbXIsA2NXK/kZTZFRZYsexMa7ra8W/2PZMvohdVfjQjWvYNzzNdDzFwbFZyrpBRyRIQ+CUhLSmyNT53YS8TqKJDN31FWNu0O1kPpWt1iOWznNofJZMvkjY60SRJbYfGaVUNuhvq2ckGsOhyQTdTmKZHIIg4LZrtNb42T04wfhcgs0dDfhddsbmEnhfI7JNy7IW3zFlTNNCFAXsNuWie8BVnEJZNygUyuiGiSCATVPQfgHvaJssISKiSJVz0fpwLQ8cO8yt7Z3Ip+2pRFFkY22Eu7vXkC2VcCpzyKJYOSeJIjumxgnZHVzX1HKqDZZFvFggXSpS0HVKhoHPZuPFyTFqnS5cqsbz46MkiwX6QjUMJ+PMLzq0Qw4HmVKJGoeTol5xCluWhSrJ1TLqXW4My6JoGJiWhfEqzs+vBS7ZWW9ZFlO5BM4z5Ac9io3JXPy8BIinYzqa4m8+/wjR+dSKn3/Z+mY++cEb8P4cskoWMJJMMJJIYFowk0mzkM9hkxU8mg1NkjCp5Mu5VBWnqmKTZQzTQhJEdNPEMM2q5e3wXJR4Ps8VDY1MZVJneR0vhK5AiGavjx8PHGPPzDRutWKdFhZ/zleWKIj0BEM8MXKCVLEiFWmTJTZH6nngyCGavT6OxxaYTKW4qbWdmWwa6zTW+IKukyjkqXG6UCWJ65pb6PAHqgtUlWT8Nvt5Xx6KKGGTZPLlMk1eL7tnprDJMqIgVH7EihcVKuk+QbvjrMOwZVV4PwzTpN7t4Z1r1vLixDg/GjjC3d1rsMnyqfFY9OaeLEMQTpVf+VxRkllO35fKBg88spcfPbb3oteeCbfTxsfefx1Xbrq4zOiJ2QW2HxvB57RzdXcLdb7zE+dEUxlUScLvclAs68wmM7SEK2zao3NxPA7bkrD6/OKmqb8lcla5pmnxre37kESB1rCfq7pbsKtK9VmpfJFMobhkA7FSZIslxuaT9NaHlh3Gb1oW4wsJajyuan3Oh7nFTUtz0MeZU/Bc/fGrCN0wOXx8mh89to/jw1Esy6KjJcxdt2xgQ28D8uskZSUIQnV9WRYYRsXIqYgiN/S0YZNl/n37K0zEE2SKRe7Y2MvesWmeGxhhZD7BntEpNjZHKl4C3cCuKARdTt7U217d+BfKOrIoEnY7CbkcuG0qsiSyrrGOG3srkqDRVIbhuRiKLDEVT7KQzXF8Zp71jXVc293K4anZs1SETMtCNw2GojHShSLJXB7TNPHYNXrrwtgUmet72hAFgccOHefo1Bxt4UC1TmdCkSR6I2H2jE5xVWczNR4Xe8emeHl4go1NEQqLRpS5dJaJeBJFkhidT5Avl9k3PsO6hlpu6GmrbHBNE5emsq2vk3ShyHd27qekG3TUBIn43NWWGKZJb12YW9Z2MpPKMJ/JUSwblQ2900F3XegXekC6lJDNF3n8uaM8sf0o87EMTofGlZvbeOtN66kLn324XcWrQ75UZv/oDHU+Fz31Ydx2jYPjM6TyRbZ2NjESjaMpEuMLSTpqAxwYm6WjLsCLA2NVA3kyXwAL9o/N8PShIXrqw8wk0jxxYJAb+tp47sgwt2/q4cquZoLnIT88PBFFNyy2djYR8bnJFUs8vOcY/a31tCzyDxybmqNY1rmmp4VH9x3nwNgM0WQGm6pwa38XP951BLdd45nDw1ze0YDLpvHkgRPU+z1nratUoci+0WnWNtbSXhvAcZHvrdcbHoeNK7qauay9AUkUEUWhwt1gWjhtKs1hH7liGVkSUWWZrsX9uMumctumbsqGicumYpgmEb8HVRaxqyoNQQ+WZeGya/xf9t47yo7zPPP8Vbo5h+7bOWdkEiBIMIlBJCWaCpbkkddjex3k8XjsY4/H3uDjOXsmz/psmNl10Bx7tFayEkkrkhQpJpAgQCLnRuccb86hqvaPun3RF90IDTQJkOrnHBzcrvDVV19VfeF53/d5JUHgk3f3AYZx4LFdXRRLRjkLMYNm1XV4oL8Nu9nEXR0NaLpOT30QHVBkqXKcIAh01vmNfl8QKKoalA0rFkVGECBUrodFUfjEXb2Ve2kJeimUSgiCgNWk0NdohNmYFRnQK8ebFZnOOj+CIJAvqiwn0nQ3BMrH3ToisTQvvn6eg+8NE09m8bptPHRPF089PIBrk9K7fpSRzRV4/Z1LvPLWReaW4ljNJu7e0czTj+6gqX5zM8ZcDw81G/N2AYFMscBUMoHHYqHB4aqsRQAkUeTxskilVVF4pKUDs2ysY+6pb6SgqiiShCJKzKfKpgfBMDg/2tKOJIq4TGZqbHZ+Zdsu7IpCp9dHtlQyyD9F4e5Qg/G9iCKSKJAtGXMiWRQNLUegy+dHEaVKGTpQ73BikiQcphvX4ttM3LHkBOXpYF4tXo610XXyaqliwb8eSqrK4nKSucWNkxORWAZNu7VMJkVVZToR53fv3seOmhB/f/oEc6kkZsnQaxAFAbNkWIQtstGBSoKASZLwWCzIosjfnz5BNJsl5HDiMltYTKc4MjOFSZIQBYGhSJjXxkcZj8c4ODnB/obGNS444WyWHw8Nki0ZGhP76huYTSa5FF7mH86dxiLLFa+CV0ZHuBRZ5tXxUXr8AcySRL3TScjuJJHLIwoCJklmIFjDj4cGMUkSTrOZWC7H2+XwE1EwXvx76psIORy8Oj7KZ3sHuLexmeNzc1xcXmZ3qA6/1YZJkqqYxCshlz0yGpxu6hxOgjYbXouV7TW1vDA8RFFT2d9gZLswSVKVdV8QDLelX+jq5aejQ4QcThwmEy+PjpApFQnZHYYFrOzNsfI8gjY7jS433zx7mpKmVrw65pJJvnn2NLlSiYdaWq/7/HVdJ5nK3dT7l3EWyOWu73Gh6TrhZIaQx8nH+jswm2ROjM8ysRSlvcaH1aRwcXYJn8NKg8/Nj49fxGkxcV9PK6MLYY6NzfDkzh6aAm7OTS+wq7Xe0Em5MEYsnaOj1leOz0xR63ZyX3dLxe1Sx/BseWRbJ0GXnaG5ZUYXDcGoHc11HBocZy6W5BO7ezHJEuenF3HZzPTW13B0ZBqzIuF32llKpEjnijQF3ARdds5MzGM1K/Q31jK5FCWVK9BTF2BkIcy5qQUCTjs99UFOTcyRLRTZ01ZPnddVaY/RhTDfeec025pCHOht5cToDKIoUOM2yIpzZdfTXa31nJteIOhykLTneW94imSuQMjjpKvOX2mP5USaI8NT5IsluusDKJJhVU5m8zy1q4eaMnmh6zrD82Euzi4SdDlo8Lo4NTmHRVHoqPWRyObprQ9ybHQGl83MbCSBxaTQXRfg1Pgcmq6xu62BxXiKieUYjX4325pq33eXurnFOP/lv7/K4MhCZdvYVJiJ6TD/+g8/SVtT4H25rlmW8dosDM4t4bKYmY8nub+rBUkUcZgNnRdREDDLMroOC/EU4VQGVVVxWc301AX54v5dCIDDYmZ0MYLNpCCLYoVcbPS5eevSBHta6tnRFDK8ZESxotej6zqT4RixbI5fuXc3I4thxLKlbDmZJpLKkMjmEcr1mIsnyRaLhFNpkrkCp6fn+YPH7uNnF0ZYTBgux4oskckXSecLOCwmPDYru1rq+dTuPkqqhtu6vqVNFERUTSeZy+OxWXCYTXTW+Pj8vu1YFRlZlHh9cBSH2cyBrhZOT82DruO1W5mLJ0nm8pQ0DauiVETbMoVChQDKFgyto1zRIDoA7GYTcrkP1nWdloCH98amCTjsFXLl5x2qpvH6O0P89dffJJXOV7YPjy+RSuf5nf/hASzm27uY/KjAbjbxYF8bZybnefviBI/tUCpzP03XKZRKKLKI02Kmxu0g6DLGpYmlGG01XsyyjNWkEEtnWUqkCSfT2MyGK36j340kivhdNjpDfmqvQuID3N3RyLGRad4bnqanIcj25hDxbI7+xhq8dmvF/NIVCtBR6yfkniOeybGUTHN/byutQS8eu4XxxSiZQoGOWj8Wk4wkCkRT2TXkhMdm5WMDHQzOLHIwEsdzdz+W20hQSKKIzSwCl+twJdG/Xv0EQagITa7Atko/x2OvXmQ7y8KXgiDgKIebxdI58mUCVxJFrGaLMUcuX89mNpW9NouV4wxiwVo5ZuVzXG1WWF2PK9vfzuV965ENK/U0lc+bjSRoCnjoqg9sSh9ZUlWef+kU//D998gXjHuamo0yNGZkL/zsU7tR3icjwUcBmqZz5OQ4f/nVN4glspXtwxNLROMZ/ui3HsVq+eDE5+3K5WvpGAbPh5rbkESRvFqiVCYnLIKMvaw9JwoCjrLRWBGlyqen6zrpYoGcWn7XAZus4LVdDiuXgOCqv22rrm+9IiRk9b4rsboM+zWO+yBwx5ITkiDQZPfxwsw5ghYnXpONRDHLS7PnqLe5kYU7/0NVJIlPdfdhN5mQRZHP9w0gCiIDwRpssoIkivxS/3acZjO/umMXDsVEl9/wcHCazfz6zt1kiyXMsoRVVlAkiRq7HQFjIe4ym3GazfzSwHY0TcduMhHP55hPXY7Lk0WRWoeDJzu6yhNXGZ/VxkI6RX+whme6e7ErJlxmMyZJ4rO9/Tyj9WI3mXCZzHy2rx+nycwvdPeSKxVxmS3U2OxIgsDv3rUPURCwm0z81u670AGzJOE0mQlYbegYXhYtbg9Ok4kDTc30BQKUNB13OTPG0109WMoimJquMx6LkileXpQ7TWb2Nzayt6EBm6zwR/fch8di5UCTjb5AEF0Hv834uJ/q7K4SSg3a7Pzytp24zWa+0L8dWRKRBJEnO7sAcJvN2BQTXxzYgd1kQhQEfql/OyZJ4qnObqK5LIoo4bNaGYqEafV4+WRnj+F5YL0zmGxREOhtCPL6uVF+ePwCd7c3cHpijid3daPrcPjSJB0hP+NLESyKQp3HQYPPTb3XSTqXpzXgpSPkw6IoaJpOImPEwI4tRmgNeiuDclcowEw0wWw0QVfd5cVqJJXlxZOD9NQHiaWzWE0yZllmeD5MyOPEbjHhd9p49cwIJkVibDGKJIiMLIT53P7t5Isljo3OsK+zkdMTc8QzLsKpDE92duOyWkjYrQzPhylpGrPRBPlSCb/TxsRSlLHFCLUeB0dHZ/iFuwxyQsCYANV5XPQ11OC0mDk3vcDn9m83ysvm8NqtjCyGaa817juczFDjsjOxHGVfZzOnJ+doq/FW2kPXdRbiSR7sa+fw0CQem4V8sURJVavIsHxJ5ejoNHvaGvA7bZwan8PvsKHr8OrZEWrcdjpq/QzNL+OymnHZLGxrqqWoakyFY+XfKsdGZwh5nJwan6XZ77lmSrTNwPlLc4xPhddsn56Lcer8zPtGTkiiwBPbuvnx6Yt88/BJ7mptoMnnpq2syaDrOs1+D7VuJ/d2NvPssbO4rBb66mvor6shnsnxrSOnkESRz+4ZwG42Ue91VbywiiWVpUSaQqnEuZkFpiJxPnvXACG3E5ftsjWgxe/BYTbxo1MXafS6CTrstAd9/PjUID84cYFGnxu/w8rDve0cGp7AbbUwUF9LwGFje2OIbx05hcdmpavWaKeuWj9npuf5+jsn+NTufu7taOaV88N89e0TuK1mPr1nYN0JsNduobc+yA9OXmB/exO7Wxo40NXKc8fOIQBPbu9moL6WF84M8uqFEbpqA9jNJj7W285Pz17i7w4eJeRy8qk9fbQHfQiCQQA1+z0UVY03Ll4iks5yaHgSRZJwWy1YymGBIbcDl9XMfDxFSVW5tLDM6FKEX9q34yPvOXQ9pNN5jpwYqyImwHi/Tp6fZmE5SUuD7zbV7qOFkmroGdR7XZyMzzIfS+K1Wzk7Oc+RoUnGlqIMNNRUvvHV68KqbQL4nTbaanzYzSacFjN+h83wAliV+e1qiKdzBFx2UrkCQ7PL3N3eQK3bycELY9T7XNS6neg6iKJQvq6ASZZoq/FydmqBbKFILJ3jvp5WllNp3h2ewmZSEEUBv9PG6EKE+VgSu9nwQnCYTRRLKvU+F+9cmiSayvxcfneCIOB1WPFeJ52nQWaYcHyAC87VqPe5qF8nHOhmEY6mOX5mskJMrCCbK3L4xBiPP9CHz7OlcXY1ZHMFjp6aqCImwAjtPzs4y9RcjO622yM8a1dM7AnVV/5udG7Mk1gQBBwm823zYLhduIPJCZFPNe3kfz/7En9+4vt4TTbixSw22cSfDjyBSbw+OSFVYrYkdH2FwcIQYqMcE39rzhHXhCgIVYvYK4VQgMp+Xzm3rFSON6psu6KPrrsi1+2KYCQY9zMZjzOViFf2myWJgM1OnfPyeSthCy6zmXrn5Q7WqihYr9Cw8EhGBRwmU4XVW0krs/rerszBu9ra67fZrnqce1VKU03XWUiniOUui0QFy3VfuebqbB5ryrqifeVyCp8rr9PgrB5UVt/Hym+bolTpeYgY+hur2/F6EAQBs0nGbJKN0BD9sg7D5Xfv1t9Bl9XCJ/f08s6lSU6Mzxr3YbcZehC6httmRhJFBAHsFjM2swmLouCwmrGYZGxlYsasyBUX+0e2dfL24Dj5UgmHxUTI4ySSylIoqVXX9jtsPL6jC5/DyqFLE/gcBim1EEsScNoplvUiUrk8Dsy01/gIuGy4rGZCHieL8RSSKOC2WYxvVNfxO20EXQ50XS8rcxvM+K7Weo6OTHNyfBa3zUIql6fD7KfRf/l5CoKAVVGwmRXsFoMUtCgKDT432UKRY6MzlFSNVNaIHbcoMoVSCa1sgQ55nJyenAOotIem6wRddkIeJ6qmociG19K+zmbcq6xEWjkMy22zYDebKGkaDosZVdMoqiolVSOZzVEsqQiCQMjtxOewUVJV7u9t5djoDNmyAGNQs9PfWIv9A7DILiwn1o0rLKkaC+GNe/3cKARBoNHn5ncevqdq+68d2FP5/YW92wF4rL+Tx/o7q4775M7eNWW2BS+7b0YyWSbCUb708D4kUeTb754mmcvz2MDlcgRBoNbt5PcevXdNWb/54N1rtu1ta6z6+5f27VhzjM9u47ce3Fu17fPl+9DLQp4/OHmhan9HjY99bU18and/1fZH+jp4pK86N/nv19635ppf3L+r6u/feMCoe8Bpr7ThZ+4a4DN3Daw5F+DxgS4S2Rx/++ZRfnn/Lpr8bv7+7ePMJ5I/l4uk1cgVSixF1hfiSySzpO5gUcMPHQSBbKHIcjLNztY6tjeHEAWBdL5ANJ3lyZ3d5cwKJfwOKw6LGY/dgstqxm2zVDSC8sUSHruVrlCAk+OzpHJ5Ql6DlHyovw2nxVQZg0tq9ZgmiAKqrjEfS+K2WXiw3wgT+9Tefo6NTDMdTuCxWavI+52tIcN45HZwfHSGxXiKJ3Z101bjxecY4NjoDLliiWfu7sdhMXNxdom+hhpkSSSaymI3m0jm8iSzeR4eaKc1+MG6oW/h9iKVzhNPZdfdtxRJ3ZRu2c8TCkWVxXBy3X2pTJ54Yv223cKdizuWnBAEgTZngH+3+1NciM+zlE/iM9npc4eosV62jl0LoaCbf/8nz5BM50mkciRSOZLJHIl0jkQyRzKdZWo2ysXhedRbDOG4EyAIAi0eDy0ez3WP3VEbojewVpTtdkIWRe5tvDOVj1s9Xr7Qv31D5yiKxGee3MkD+zpJZfIkkuV3MJUlkc6TSGaJxjOcuzRLJJa5qXppus756QVOT85jUWTu62nh4swiz717ls5aP+01fg5dMqz9nbVGvOTZyXlcVsOSlMoVODY6baTcWo6RyObwOWycnVqgqGp47TYsioJZkfHYrdhWLZYFwbAcvXBykAafC6fFjN1iQtcN74Uat4OT47PUe53s62riwvQimXwBk+yuhEIAxDM5Xj07QmvQUNGOpY2BpKhqnJ9eYCGe4vzMIiZZYj6Wwmkxsb05RK5YIprO0OCvJpssJhmfw8Z7w1Pc39tGrce4liQaru6LiRRBl51cqcTQ/DKZfAGHxYzfaUeRDH2CSCpTaY+e+iA+h61ComQLRbKFIifKJElzwFO+rkJvfQ1vnB+lzuukNejlxNgMFpPC03v6eHtwnMNDk7hsFnwOW6Ut49k8F2YWQYDmgAeTLDEbSRhE0AfgVm82yWs0FaBM9Jgva4hE01miqawhPFZ2iV7RfbkSK14lgiCQKxTJl1ScVvMaF9iSqlXKKKoqyawR0rARIc5kNk80lcFtt1aRRd6yN8P3jp41PIxCQRo81e+Krusky2EbKwuNa+FG7+VaqHE5eLinWktmhUhbKaOoqqRzBTwOa+U6sVQWq1nZUIyzputoZcHa68FqUmjze/jhyQuYFZlGn5vu2mt7zaxuDwEjBEISxQ216Wrous5iPEWhpBLyOBFWaQvdLoiigElZ3xiiKPJtdbfWNI1iSauEvsqSuCbF4ocJFkXmgb61OksP9beve/xKOF+T/+pznkZ/taVyV6thxdR1nblogh8cO1+1vzng5ZFtHWxrClVtDzjtPLGrp2rbivW8M3T5OznQ21p1jK9M4K/G/q5mqN605piVOhbLQo4AkiSuK968hQ83JEm8avimxax8qL/pDwJi2RC4HmRZwmS68z3tt1ANYSOiiu8jKpVYXZ+VWMOVAzRdQyoLeGxW5/z20RH+zf/9Y9LZQtX2++5q53/5vSfxurcEwbbw/iGezPKf/vIlDr43XLXd7bTwJ7/zcR6+d2M51N9PaLrOdDhOJm98K2ZFpt7ruiVBqMV4ioMXx3l8R2cl3/lGsCK8ORc1LPyCIFDjclzXLfRmkczmeenUJRRZIpXN0xzwEHQZ7pab0R63A0dPT/Bnf/F90pnqPtDttPK//dEn2buzlVyxxAvHLqLrOnU+Fztb6xhdiFDvda1p65KmcW5ygZ4GQxgyls6SyOZp9LurFvSarnNherFSRrZQYiYcp7XWe00dmpW+f2VseOXUMMlsjrs7m2gKXN1lcvWYsXqcOXRxHFmS2NfVdN22utF7uV6d18PqMjL5AsdHZ3hidw+m8uJ3bCGC32XHdZ0F/+prRVIZ5qNJ+ptqr3rcyrFFVeP5w2e5r7elakF3rbqvbo9CUeXi7CK7WuvXtOnV2v5KFFWNr752jJ6GILva6plYil61TW8UtzpXyOWL/M3X3+TZF06s8XK7d08bf/b7T+FxffDzBF3XGRxd4MXXz1MolrCYFR5/oI++ztD1T968SnDl07yyvVdniNr8y99Y2VfOK2903+1GIpXj2RdOsFS2Cu/qb+Kh/V1XXYht4cOJZDrHv/+vL/DW0ZGq7YIAzzy2g9/7tYexWW+vBsCdjEKhxNf/8V2+8p131owvO3ob+Df/6hcIeH++PQDvINxQJ3vH9XDnYrOMp8M8WT9Q0ZU4GZ3iqyOHiRey9Lnr+Kcd91BruTHviS1sYQubAwEjjGPFOr0ZaTa9DiuPbuvAbr75gddqUioWNDCsb+8X7BYTj27rJFMooEhSFRHxYU072t1ey9OPbOelN8+TTOVAEPC6bDzz+A76uuoA49mXVI1Gv5v+xlrmIkmee+cMnXUBHtnDVgiDAAAgAElEQVTeyaW5JcYWonTV+VEkiR8fvcDeribu6Tby3EuSSL3XxaFLE4ZYa60fn8NaVcbEUpSxhQiNfjez8QSHL03isJjY2VbPwfNjhshudxPNq1yeZyIJ3r44TkvQQ0nVeOH4IPGMIeQqSxKDs0v4nTbu7mjEV9bu0HWd0+NzXJheJOCykysUGZoLMzS7zN6uJiaWooQTGXxOG7F0lnQujyxJ7GqrZyYcv6F7eXdoilQuz662enoagkjlsWpodplDF8eRJJHu+iCFksp0OI7faaPe56qU0V0fZGQ+wrffOkVTwENPQ5DXzo7w2I4uFqLJShm9DTWk8wVG5sLEMzl+/ZG7K/eZyRf56YkhxhcjFEqGR8b5qQXsFlNVuj5V03j7wjgzkQQTi1Gag17ePDeGRZG5p6e5QlTEMzlOjM4QTWXLXlQmFmJJrGaFgNPOO4MTvHVhnHSuQCKdY3B2maHZZe7tbaEj5C+3PQzOLHFkaIp6r5P+phCHL01QUjV6GoLkiyUuTC/QVRdgYilaaQ+XzULI4+Ti9CLNQQ+CIDAXTSAKAvf1tvKz00P4HDaagx7SuSLjixHcdisPDbRVCeHdDMwmmaceHmBobJHB0UXyhRImRaK9OcDnPrnnljJ63QpKqsbR0xNl0kTHYTfT3xX6YMkJVEqp/wdBsCPIXYjmA8AV7a1H0fJvIVmf2dQr67oO2gIILhCuQw5pS+haGEHuxpCPW1VOaRgEC4LUuP65txHTc1Ge/cnxSiy9IAgcuLt9i5z4iMFhM/PM4zuYX04wOROhWNKwmmX6u+v59BO7sFq2BHevBUWR+Ni93Zy5OMO5S3Nkc0UUWaSp3scXnr4Ln3tLr+PDhjuuhzu8PMZYcpmnGrYBkCzm+G+XDuI12TjQ2MFPZy/wj5Mn+c2u+1E+BKKYW9jCRwWCIFQydWwWFElao+C9EQiCIURm+oBcq8UVwa4rxWA+xHA5LPzmPznA7m1NjE0Z2Sq6O2rZ0dtQmQSbFZlHdnTy1oUxxo9H+di2Dgaaatnf00LQbWc2msDnsDK+GOXhbR1saw7x4EA7TquZ9pCfsYWI4f2m6VhNCrUeByGPs1JGyOtEEgUmlqIUVJXBmSV6GoLsbK0jUyiCbhBZq98VQRBo9LvZ0VLH9pYQqq6h6/DM3n6+e+g0AaedOq+TB/vbq8IC8sUS5yYXeHh7B3VeJ2+eG2V3ez0Bl51XzwyTL5RoD/k5OzlPyONEkWW8Div5YumG7qXW40TTdVxWC35ndWrjXLGE225lf3cz3z10hnqfi4/v7OKnp4ZoDngqZei6Tq3HwRO7e3jh+EX2djUScNkpaVpVGT87PYxZkbGYFLwOayUMBwwirb+phqDLRnd9gFdODXFfbwtTyzEuzixxb08LAMlMnrlokvv7WskXSwxOL7K7vR6b2cThwQk+d5+hq2GEXBhp0I6NzPDw9na6G4JMLEZRZImehiDJbJ4Dva1VbXp+arFCToDhIWKSRIJuB1PLMfxOOztaQ/zw3fN88cFdnJmY56Ft7WTyhUp7TC3HmI8miGWyxCayPDTQTrGkMrYYYSYSJ50r8IUDO8nki3zzzRPUeByMLYTZ1VZ3y+SEIAj0dIT4X//FUxw7M0EklsHltLB3ZysNtZ7bZiRJZ/JcGJrfUErxzYcOghXJ9isgKOili2ilaRCsiKZdaMWz6FoY1LnLZ+g6ujoJSAiCGV1bBj2Hrs0hyN0IghOteAYEG6KyDa14CtARxHpEpXNVGVOomW8iyF1I5gfRSmNADkHwguhGL54D0Ymo7EYrjYJgRdCzqIWz6FoEQfIjyj3o6iiC3AN6ArVwEl1LIsodsFIPPYlofhBR+iBJHwPnh4yF1hY+2hAEgXv2tBEKujh+bopUOk/Q52DvrlZq/Deuc/bzCkEQaGsK8D/97hMcPzPJYjiJw27mru3NNDf4bmtY4BZuDnccOREtZKi3eZAEQ6390NIIBU3lD/oeocbiwqPY+NH0aYqaaqRb2cIWtrCFLdwSbFYT9+/t5P69nevuL6kamqaxvTnE2xfHyRVLgMByMoNaDuPwOiyoZX2DgqoSTqZRJIl4JksikyOVzdPbGOTclMax4Wke2dFZKcPvtBHP5Ehm86SyeUyKRDydYymexm4xsaejgdPjc5yfWmB/eVG95h5MCsVSibloAosiI0siNrNpzcREFEVMisRyIo1Jlspp6GQk0Yj7VawSPoeVA32tzEUS5IsqiiRS0rQbvpddbXWcmZjn1PgcD2/rqJBnYlllXpKMnOOiAPOxFAIrKeyMMlaU6GVRRNd0MvkiiUyeWDpbVQYYws8+h5W2Wt+acBhFlohlcqTzBcyKzFIiRaZQrBK5lCQj9epyMkO+WMLrsBFJGb9Xh1qZFZmiquKyWhBFAVkUSWZzJDI50rk8iiSRyReIprKVGGBJFNGqxFZ16n0u4pkcF6YXqHU7yRaKLEST2C3V4SqG7ohRL5/DxrGRGdpqfFyYXmRwZhmlnNEF3aibWZEplPUvPDYL3XUBvLdAfF6JhpCHhtD19Zw+KMSTOQZHF65/4PsMgyT4OoLcja5OIog16FoYNfcz0HMIcgu6On/FOeOAAoIbrXQBtBiC3AQoaIV30fUs6PNoaGj5w0jWzyBI/qoyBMEGogtBagbBjlZ4G8n8KIIUQkcF0Y5eGkKXQoCGro6iSyG04jFEZRda8RyCWIeuxcvkiYBWPItougetcARBDIC2jK4lQK/OovBBQFU1zl2ao1hUr3/wFj70kESR9pYg7S13lhbchwmhoItPPLLtdldjC5uAO46cUAQJTTcmM8lSjtfnL7Hb21QJ4/CZ7eRUQ11/C1vYwha28P6jWPZmCCcz9DXWUu9zkW4MMhtJECyHJGiaRk99ELfNQluNj8mlGDaTiWS2gCyJLCZS5AolMvkiXfUB3DYLveUyQh4H4WQGh8XMciLNQFMtp8bnODe1QFd9gKnlGHaLidaatSkbO+v8eOwWAi47jQEPgzNL7OtqMiz08tohTpFE9nc3c3ZynmQ2T8Blx2ExYVYU7uluRtM0ZiIJ/E4b7SG/4SFhlkE3wkhu5F6ml+OAQEfIX0UY+F02TLKEzaSwv6cZh9nEyEKE3sYaGv1uMvkCs5EEjpCfjpAfkyLR21hDMpvHYpKJprI0+t20BL3YTAr1fheRZIZ8SeX1s6O4bRbqVqW4q/e5GJ2PEE5mGGiu5dzkAk6bmZ7Gy2nVHBYTA821TC/Haa3x0dsYZHB6iaRe4N7ey0SQWZHZ3hzCrMjUehx47FZGFyLIkshSIk1rjY9aj5OR+TA1HgdWk4JZUeiou7yo1IFIKkM4maHJ72F7ax2nx+cYX4pxf18roiCyrdmwUJtlqdKm/U219DfV0h7yEXDZsZoUppZjdIQC1HqcFd0Dh8XEgb5WhmaXSeeLa/QQPkoYnVgmGr85IeXNhCA1Itn+CSCi5uMIciuos+ilSwhSA4LUhF4cvPIsQAXdqL9oeRQtfxBdV0GdQ0dFkJoNgkB0IsgdVR4qgiCgCzYEwYMg1SKINhDMCHInCDJ6/nV0dRFdi4JeRBA96FqkfK4XQW5DKI0af4teKHvhCmINotyJWjhleILoBUTTHgRprWbL+42lSIrJmcjWXHcLW9jCzx3uOHKi31PH9yaO8+PpM0ykwowkl/m1jnuNwQidZDGHKAgfhIj9FrawhS1sAUPX4/7+ahX9geYQA+WFZP0VivirF7WPeqq9MXa1Xc75vbqMWo+Te7ovZ+t5bOdl9fpGv7uSWePMxGUX8VqPkx2tdZW/7+5cGzeu6TrTyzHiGSPlo0mWaQ54eHLP2lSkK5lddq6q42r0NlbnSr/WvQBkC0UuzixWUrV6HTY66vxIoshdHUZdVxMFq8tYwd6yqOTq0IjKvs4mXjszQrGkEnTbmYkkWE6mAbCbTTQGPDy9t69yfFPAs257tNX4qkQzW4JedF1nKZFmfNFY1EmiSGuNF/cqb4S22mqyaPUzA8pZJKg8M0kUafC5ePruy3V64Ir3an+P8Q4IglDVHg3ld6ylrDmy+rk3Bz2VczrKxM5HGbquc/riNKXS7baqC6CnUTPfRZAbQbCAYAbBjiD3oKuT6IVDIFZ7sAhiHWr+pwiCA0S/QV7oBQTRAdI+KJ5BQDNCMUTv+qEzghlEH1r+LRAeLZMMhrcNiOjkQfSi6wX00nl0dQZd9IDoRkAxtCq0KFrxXDmEZCeIbkAE0WF4b1BEL42jS/UI8voZQ94P6LrOxHT4qukRt7CFLWzho4w7jpy4N9jOUGKR5yZP4JDN/FbXATpchpuTruuE82laHX5k4cMnPLeFLWxhC1u4eTisZvpWLeavTOe5HgSMhW19xaNAQPqAYlAtikx3/eU0gyupMTcLDouJJ/f0oGk6YjlM5DLWv8+NtEfAacO3KlPGRlK8bmYZW6hGNldkaGzxDkiBLiE7fq/8W6z8E6SVzDcqoIOeK2tCGBAkP7L9NzDeRgnQyv8UY5vSW94nI1k/Y2QF0bPo2uUwFkH0IlkeLV9DQbL+Yvl8EM0PIaJeLl/pMepRmfJKSNZPAAKy0r2qHhjXtDyBmvuZcR96CrTUZjXYDUFVNUYnl4mXhTC3sIUtbOHnCXccOeGQzfxm1wE+nd+FRVLwmlYLigkcqOngQE0Hiijz9uIwnc4aaq2ua5a5hS1sYX2oqsbpd0fp7K/H4bIydHaGeDTN3gcv53MPLyR466UzuLx2PvYLu25jbbfw8wxBEAyb6FXywV/rPOk2udoJgoC8wfputPyNisHeaHsIgmCQKTdbuU0qYwtrMT4VZmH5DrCqCwLCNcWBZYNYEAQEIb9quxlBuNZ5UvVvXQdBMnQmKlAQBIUVQqL6nNXby/VYA/Gq+3RcSOb7DTFPwfSBZ/JIZwpcGJrbCunYwha28HOJO46cEAQBi6TQYFsrPCUKQhUR8fLsBaxNpi1yYgs/18im81w6O00+W6ShNUCo0cv0+DKxcIpcpkB7bx2BkJvwYoLxwXkQoHtbI3aXlZnxZdKJrCEaqEM8kubcsTEEQSDU6KW+JYDH76C1O8Tg6anKNePRNKMX5hAE6OxvwOH+6GSv2MIWtrCFOxW6rjM6uUwklr7dVbkxCAICZrgV3YbNKGNDlxNBqr0tWhMAiVSOwdHF23LtLWxhC1u43bjjyImNoKipFfHMjwo0TSObKxKNZxifDjM+FWYpkiKZylEoqciSiN1mpsbvpLXRT0dLAK/bhtWyVpX+/YSu66iqRiZXJJ7MMjkTYXouylIkRSKZI18oomk6iiJhNsk4bGYCPic1fgeNdV58HjsWs4zFoiBtgpuvrkOxpJLLFUikckzNRZmei7IYThJP5Mjli6iahixJWC0KLoeFoN9JY8hDc4MPl9OCbZUC/ocJpZJKJpUjsphk9OIcT/zi3bz2w5O4PDacbiuHXjnPJ35pH+++dhFV1ahrNuKxBUAQ4OjBS3T01WOzWyiVVBLRDLlsgTd+fIqnvrAPX40L86o822pJ5eALp5EViVQ8y9JcnMc/e9em3Ium6SRSxvuzGqIo4HJYMJtuLd+3punEEhmKV8RqS6KIy2nBpFy7S9R0nXQ6TyZXqGwTEHC7rGtyz+u6Tj5fIprIMDq5zNhUmIWlBKlMnuKqbznoc9BU76WrtQafx47Nqmya67um6cSTWQrFjavNS6KI123blG/iWvVwO42228yUjCttn0jl0K+QRVRkCY/LdtP95Urfl84WWAwnGRlfYnouynI0TTZXQNN0TCYZt9NKKOiivTlAc73Rx2z2fWqaTjKVI7fqexEQ8LptyLK0RptJ13UKRZV4Msv4VJiRyWXml+KkUnkKxRKyLGG3mQj6nDSE3LQ1B/B77NgsJhRF2pS667pOLl8kmc4zMx9jcibC/FKCWCJLJltAVVVkWcJiVrCYFXweG7VBF3VBN7UBJ3abCbNZQZbETalPvlAikcxu2EotABaLCZfDct1jbxa6bry9paJKoViiUFRZjqZ57/Q4+UL1t6RrOvFkjoXlxIavYzUrOByWa4YcFUsqsUQG7YpQEkkUcbusKJuczlnXy+92vrTmG7ZZTThs5tuWxnUzsdKfFMrPOJMtcvjEGEuRtZ4x2VyBpUiKVCa/TklXhyyJuJw394xUTSOeyFaNmdcaG4zvu0QskWF4fInx6TALywnSmQKlkoqpPB+sCThpCHlobwrgdlmxWU23/E3ruk6xpJJdNS+dmY+xFE4STxr9pK6BLIvleaCVmkB5Hljvw+mwbOr4u4JMtkAqk99w2l8BAbvNhN1mvv7BG4CqasSS2SrNGlkS8bhta+bjmmaMdcuRNJdGF5iajbAcTZPJFdA1HZMi43JaqA0YY11Lo2/Tx/Risdz33IQnkdmk4HFtrvFM03SSaWNdsQJBEPC4rGvmkLquk80Vq76HxeUkqWyeUlFDkUUcdgtBv4OWBh8dLcH3fU2naTrZXIFYIsvo5DITMxGWwkkSqRzFooogGH2sz2Onud5HZ2sQl/PGxzlJFHE5LJhMN08xfKjJiY8SdN2YvJ+6MMPh42OcPDdFLJmlUChV0vjpurGYFAUBWZYwKRJul40925o4cHcH23sbcNrf/wG7VFKZno9x6vw0R89MMDiyQCqdp1BUKakqmqpXOhFBKMdZi4Z7syyLmE0yoaCLrtYatvXW09kSpLHOe1Odma4bi9nxqTAXhuc5fWGa4YklUmljAVgqqaiaXjWhEkUBSRSRZRFFlnDaLQz01HHvnjZ29jcR9Dk+NJMeXdeJLiWZHF5EEASW5mLk80UkUWRgTyu+GicvP3cMVdVo7qzh3LFx0oksug6iJBJq9OHx2SvliaJAc2cte+7rYnxwjkQsg6+m2jMpk85z6cw0gVo3ilnGZN68biSdzfM3X3+TwyfGqra7nRb++a8+zD27Wm+p/Fy+yH/+65+uScHn99j5l7/9GAPddVc500A+X+Kb33+PF14/V9kmiQL/8rcf47672ivvTbGkMjS2yJtHhnjn+ChL4RT5a3zLiiLhdlrZ0dvAw/d2s6OvAaf91hc9uXyRv/jyy5wfmrv+wVfA77XzH//009QEbj3PeqFY4r998yDvHB9bs+83vnAfTz+6fVNFjlVN55W3L/Lfv3Oo6tsXBNg90MSf/rOPYzFvnOjSNJ35xTjHzk7y1nsjXBpbIJMtUCyq5We70u8ZOg6yLGE2SdTVuNm7s5UDd3fQ1Vazhsi6WWRzBb78zYMcOjZa2SYKAv/uT56hrzOEsYQ2oGoa41NhDh0d5Y13h5hbjJPPl8p95Kp3UhSRJaNvtFoUWhv97N7WxBMP9VPjd95S35hM5bgwMs+RE2OcPDfNwnKCQkGlqKqoqoauGctQARBEQ59Dki731R6Xjd6OWno7Q/S019LS6Mdpt9zSu3P+0hx/8eWXqwjHG4EgwGMHevm9X3v45i++DjRNJ5PNE4lniMYyLEdTFRLHmESmSKTWahFkcgX+9h/e5mvPHdnwNT92bzdf+uUHsFqu/k0sLCX4j3/1EjPzsartXreNP/zNR9jZt7mhD/l8ib/5xkHeOT7K6jWJLIl84ek9fPapPcjSh2OcXg1d1ykUSkQTWaLxDJFYmrnFOJMzESZno8wuxMpE7lqx0zePDHPszOSGv8H6Wjf/6kuP094cuP7BVyCRzPGf/uolLo1d9uTwuKz8hz/9FPW11R7OJVVjcGS+PO6NsRRJrT+HFUWU8jdtt5npaAmyd2cLjz/Qh9u58YWkruvEElnGppY5P2TMA0cnl0lX+uYr5qUY/cvqeaDHZWNbTz3797Sxs68Bv9dx7YtuAG8cHuIr3z207jO9FkRB4J9+9h4+8+TmhtNGYmn+w//7ImPT4cq22oCTf/vHz1TGe13XSWfynDg3zeuHL3Hy/DSpdG6dsY5yOxqGyBq/k/vubq+MdZtBWo5OLvNv/+tPNkzKCcA9u9v4n//5E7dch9XI5gr83bfe5s13hyvbZEnkz//gE+zoa6h8n/lCiYsj87xx+BLvnpwgHE0Z66SSiqbra8ZckyLhcdvYM9DEQ/d2s627HpvVtGn1Xnmmpy/M8PaxUY6fmVx3nQnldVK5TiZF3pCRyue28Ye/9Sg7ehtuuq5b5MRthq7rFIsqx89O8f2XT3Hi7NQ1P0BdB1XXUQsl8oUSyXSe6bkor79zib27WvnMEzsZ6K7fNKvS6npqms7cYoKX3jzHm0eGmJiOUFKv7bmi65fPLZU0yEMqnSccTXPu0hw/fvUMzQ1+/uxfPElXW801y1qNUkllKZLinWOjHD4xxuDoApFYmhshVjVNR9NUg2GnSCKVY2YhxhuHh9je28AvPrWLfbvaMG2SpfD9hK7pTI0tYXda6eyv55XvHwdAViRkk4QgChW2vrE9iMfv4I0fn8LltbNrfweZdJ5CvkQmnTc6TE0nupxkeSGOpuqYLQrFQols+bhsJo/JJBMIudn7YA8NrQGkTbSY6ZpOIpVlOVItQFYqqRQKt55rXtMNz4krywfWeFOsWz9dJ5XOrTl/fCrM3p0tKLJELJ7hhz87wwuvnWNqLnqNsqq/5VTZkvzO8VEO7O3gi8/spbned0vsuQ7EE2vb80YgQCXLxK1CkSW29dTz41fPrrG8vvbOII890IvNsnmDcDKV480jQyxeEZdvUiR62ms3TEzouk4ynefgkSF++MoZLo0tXHOiqes6JVWnpGrk8kXiyRyDowu88tYFHtrfzac/vpP6WvctW+i0snX5yue7FE6WyQkDqXSO1w8P8b2fHGd0cnnNM7hcb8Oqpqqa8U5m8ixFUlwcmWd7TwM1/psjqoollUujC3zvJyc4enriuikwdYy+QMNow3yZN4glsoxPh3npzfMEfA6622r5+IN93L+386YJn0KxxHI0RSa7QXICSKY3Nlm+HlRV4/CJMZ5/8SThWJpwNE08mUW9zjgLxrNLpnMkbyLaI5m+vlXX73XQ2RLkzIWZKgtmLJ7h4LvD9HfVbZr3hK7rTMyEOX52kqVw9btdG3DS0x5C/hB6OQLMLsT52rOHGZ+JEI6micTSa7xgroZcvlhlrb1RWM3KTWd2MbwNq8eQQqFEOJqukBN6eVx94bVz/OCV00zPxa5WXFUfk8sbc9j5pQQjE0vs3dGyIXKiWFRZWE7w1nsjvHdqnEtji8QSmevOAyv9yxXzwMnZCK+9M8iu/kY+98k97B5ouq435Y0gmy+yHEltmJwQBGHDpOmNQNV0ovHqeVCppDKzEKMm4KwQ2d/+0TEOvjtMMpW7alm6bpBSl8e6LMMTS/zs7UGeeXwHn/jYAG6n7ZYI5GJJJRxN3VR/m0huvqisMR9YZx44HWZbTz2iCMvRNM+/eIKXD15gbvHq3mxXjrnJdJ6p2ShvHR3h4f3dfOHpu6irdd+ykLaqagyNL/HsC8d5+70REtd4prBqnVRUSbOxd3BlXXsr2CInbjMSqRwvvHaOZ184wcJS4qYFkBKpHK8dGmRodIEvfmovj9zXs6muYMWiynunJ/jG8+8yOLpww4PpdcstaZgUCYd9Y3WdmI7wX77yKhdHFshmC5uSzz5fKHHszASTMxF+/fP7efKhgVtyS/ogIIgCrd0hZsbOMnh6iq6BRswWhfoWP7ayW1VDawBRFLlwYpLJ4QXsTgtN7UGKxRIn3h6iVFI5+94YVruZYJ2bqVEL7752ke7tjQRCbmbGlxk8M0UmlePs0TF27e/k/o9v4+ThEc4fn2Dn/g46B26eIf0oYGouSrGoEk9k+drzR3jhtXNkcxufRIKxAHvpjfMsh1P8s195cEOk3Z0KURTo66yjqc7LxEykat/4dJih0UV29m+e5XVqNsKF4fk1230eO3ftaFnnjKtD13UWlpN88x/f5dVDg8RuUkFf12FuMcFzL5xgZHyJX/vcfnb0Nb4vrpvhaLpilUmmcnz3J8d5/sWT1yUFrobmBh+1QddNkbXFksqbR4b4++8dZmI6vCkZJnQdlsIpwtE0vZ23Rxfg/YCm6UzMRNZ4jt0JsJhl7rurnVcPDVa9RyVV48TZKeaXEjTVeTflWqqqcWF4ft1JfXtzkJ6OD+8zjyeyHDk5ztJNEMZ3ClRNq3oHliMpvv78u/zktbM3Pe71dtTidtmuf+AqXByZ5y+/+gYjE0s3fd0rkc0VOXxinLGpMF/65ft59P7eTQk9vtNRKKpMzUbZ2dfAxeEF/vprb3B2cPa6Bsj1oOs603NRvvrsYSLRNL/6uf3va/jbnYLJ2QiqprGwnOIr33mHV98ZJJ+/ubVSOJrmB6+cJhxN89tfvJ+WRt/1T7oKSqrGqfPTfPkbB7k0unBTz/SDxp298voIw7DA5vn6c0f4/k9PkblKx7ri1iqKAoJgTMo0zYhRvJLI0DSdydkof/P1g4RjaT7/ybuwWZRbjuHL5Yv85LVzfOP5d28o7/aKuzqUGeqy+9J6kCWR/XvaCG7QXdjjtpIvlK5r7VppO1EQDFPXNdoPjPZdDCf5ynffwe208sC+rg9Uy2OjEASBhpYAX/jSw1XbH/rkzsrvh582XALvfbSfex/trzru4ad3VfavoLO/mmho7Q7R2h2q2tbeV097X/2tVv8jg8mZCJFYmudePMmPfnaGQqGaNV4JJVr9HauawZav922UShrvnZrApBzij7/0GH6v/aa+YwFw2M3YbSY0Tb/syaTrhgv9yu/3WRReEATqa93sHmhiai5aZbmPxjIcPjHGQHcd8iZYXnVd59CxUVLptZaBvTtbCAVuXEBZ13Wm52N8+RsHOfju8FUt2JIkIolC5Rnpuo5a7meuRKGoVrwHfv9//Bi7Bho3ffJrkBOGt8e3f3SMb//w6LqT9yv76vU8KkRRoLutlqBv427Oqqpx+PgYf/W1N1lYWt96JAjlfloQy2GA5XFO19FU/ZreOz6PnV39TZiUm39vFEWqTD9G8AkAACAASURBVJyNsUqvfCvaqr8/KAisDsZZH9eqzc2MVjdyjiAI7OhrpLMlyHunJ6r2jU4uc/7SHPU17k3RqEllChw6Nrrm+1FkiQf2dd5USNadhJXMQ1fDpj/fG3mpNgBV1St9TCSW5u++fYifvnl+Xc8AI32y8ftqfYwkiWwrhyVvBB6XjVyueF1ioqp/XjUPLKnauh5Duq4zv5Tgb7/1Nn6vnT3bmm9pHm0xyzgdFrK54qr+5fb1MeuhUCwxORNhfDrCl7/xJifPT685ZiPjHBhe0t9/+RRul5XPf2IPlmuEjV0LsizidFhQK+2mo2mr+uuV+cxNlb55mJiOEIll+PvvHeblgxfWkAAroRKiYMwDNR20stfJeigWVd56bxiTSeL3f/1jeFzWmwp9vzA0x19+9XUurSOyK0siDruZlkY/tQEnVrNCoWh4qoxPR4gmMtf0gpBlsTK3NSkyPo+d9mZDC/FWsEVO3CZkckW+86NjfP/l0+sSE2aTTEPIQ0dLkLYmP0GfA5MiUyipLEdSjE0tMzq5zPRclNwVzFw8meU7PzyG1azwzOM7rxlHej0UiiovvnGer3zn0DUthjariaDfgddlw+ex43JYkCWRfLFEMpUjEs+QSOaIxtOGSF25F/F77ezf3b5hd1CPy8Yj9/VwYXh+TUy522kl4HMYQoN1XmoCLhx2MxaTTL5ouCOOTYUZmTCE7NYbUJcjKZ594QQ9HbXUBtybGg+/hY8epuej/PCVM7z4+rkqYsJqUWiq89LREqS1yY/fY0eWJTJlMcWhsUWGxxdZDKfWTJI0Xee90+O8/NYFfvGp3TflXmoxK/zxbz9KPJkjmc6TTOUM1+/K/3mWIkmOnp5Y049sNswmmX27Wnn98KWqvqSkapw8N8VSJEVdjfuWrxOOpTl1YZpiqXrAt9vM7N3ResMxnLpuTMD/7ltv8/bRkXUnYH6vIRjV0RqksdaDw25GFAWS6RzzS0mGRheYmImwHE1VEUA6MDK5xJe/8SZ//KXH6WnfXEtwOJampGq8/OYFnnvhRNXk3aTI1AQc+Dx2/F4HbocFSRLJ5YuVGPhILEMknqZU0rBbTTdNHM0uxPnac0fWJSZWxrjmeh+tTX4CXjs2qwlRFMnliiQzOeYXE8zMxwhH02Wx5WyVnlFvRy2drcFbWjj0d9Xxf/7rz5GqfB9XfCepHEPji1waW9qwoN1GIYgCDXUe7t/XedVjSiWV4YmlNeEOkiTS1RokeBOhN93ttTdEKljMMg/t7+LomcmqtiiWVA6+N8yBu9txbIJWzuRMZI0uEEAo6GJn/4fbS8/pMLNvVwvx5NXdqheWEgyPL60xoNTVuGhrCmyYAAr4HDg20ZNW1TQisTTZXJHnXzrJyweriQmrRaHG78TnteP32HE6LAgYXgnhWJpYPEM4miaWyKBqOj6Pje62mg2HudUEnDx4Txcjk8tV76MggNdlI+AvzwPrfQR9Dhx2MyZFJl8oshxJMzq5zMjEErML8XXDOucW43znR8dobQzg89hveh744L4u+rvqjD5mVb+yuq85c3GW6fno+24ouBpKJY2LI/OEY2lOX5yp2ud122hp8NHVVkNjnbeih5VM55iZizI4usDYVHjdUIFsrsjzL55ke28Du27SO7KtKcD/8eefW9t+KePvFd2588Nzt5XkmZgJ8+wLx3ntnUtVhIPdZqKpzhCWbGnw4fXYkSWBTLbA/FKCwdEFRieW1/WmKqkab707wu6BJp58eGDDa6VoPMM/fP89hseX1uwL+Bw8eqCHx+7vJehzYjLJSKKAphnCsvFklkNHR3npjfOMTYfXjH8el42PP9hHW5Of2qCLoM+B1WLCbJI3TDReiTuWnNB1HVXXEQXhqrE2D4e6qbPd+mT2g4au67x5+BLf/cnxNZZ/QYD6Wg+ffmInB+7uoDHkWbfD1nWd2YU47xwf5R9fOsXETKTqxUmkcnzz++8R8Dl45L6em5q86brO4eOjfO3ZI1clJpx2M/t3t3HvXe10t9USqnGtsWqsqNUuhpNMzUYZnljk1PkZLg7Pl4XNNu62LooC+/e08aOfnWF8OoLZJNHTEWL3QBN9nSE6WgIEfM6rxqWqmsbMfIyfvXWR5188SeQKd2ddh9MXZzh5bprHH3B+KLN4bOGDQySW4ds/PFpxWRdFgbamAJ95Yif37G4jdBWX+EJR5ezgLP/405McPDK8ZoKUy5f4yatneWBvJ4034TItigI1ARc11/AWmJmP8Uf/5rvMLsQ3XP5GIAgCO/sbaarzrulPBscWGZ1cpjbgujWNjbKVYGI6smZfS4OvHA96Y+VnckWefeE4bxwZWmM5sFoU7r+7kyce7mdHXwNW8/oeatlsgXNDc/zwlTO8fXS4igDSdbgwPM/Xnz/Cn/7Ox3FuotvrUiTF6QszfOsHRysTxhXdj4f2d7Gjt4GGOg92a/UEQivHIk/NRrg0tsixM5NEYmm29zZseGKu6zpvHx3h4sja8Joav5NPP7GTj93bQ33tta3tqqqxFEkxOrnM8MQSJ89OcWF4DhA4cHfHLQvHWswKzfXXdpl97sWTjP1/r204ZnyjkCWRB/d18eC+rqsek0jl+L/+9hVePnjx/2fvPYPkOM88z1+68qarq0219w4N7w1BABRFkZQoiuRqRPmZW+1pzN5F3O5trPlwF7cXse5M7M7uzNyMdkIzI81oRl6iRImeBGEI74FGe+9tdZevzLwP1d1AdVYDXW2AAlC/CAw1Wd3ZWVVvvvm8z/s8/3/ScatF4fXP7+bZp5o29Bp3bimntCiHvsFkPZ3rtwfp7J1ga9Pakge6rnP6YmfKhc6+HVWr1j3JFMqKc/lXf/j8PX/m1+9f4//5i3cN423v9ir+8OtPr7t7Q7poqsb41Bwnz3fw87euEJlPyJtMMnu3VfD0vjqaan0UF+YYtGDicZXJ6QDd/ZO0do1w9nIPsixSW1GQ9hxjUiQO7anhreM3GRyZwWpWaKrzsX0hDixPJBWWm19UVaO7f4J3TtzijXeuMbNEn0DX4eyVHm60DnJ4by2rLT9x2M33bV3+4+9+wE9+c2lF+jIbxZVbAwiwmBRb+D4/96ktbN9Uht1mSvmcm5kNceZSF3//y/Mpk2pjk3O8+f41tjQUryqWNpvk+7aMvXuihf/wp2+tSpNlvRga9fPDNy4sxoGSJFJfVcArn9nO7q0V5HtTi+1HonGu3Oznx29e5OzlbkMlRTAc5dfvX2ff9qq0BMoXNIzOXe0xJG0K85z84TeOcHhv7bIbXwtuHTs2l/Gf//J9brUPJSXPNE2jqdbHMwcb1n2NlLHJCVXX+HHPRTbnFLPZk/phd8zXgCg8WotGXYeegUl+9OuLzC0RdxEE2NxQwrdeP8SWxmIUeXlBRkEQKPHl8IXnttFY4+M7PzjBpRt9SQNwcirAD391gbrKAsqKPWklKHRdp29oir9/43xKSytREGhuKOarX9jDlsYSXA7LPa/VZjVRWeqloiSX/Tur+PyzIQaGZ7CY5VXtyAmCQFGBmxePbaazb5yj++upqyogZ97S7H7vVRJFyoo8fPnlPRQX5vBn3z+eQoRR48ylLp7eV7euirlZHk8WH0iiyJ5tFXzr9UPUVhXcU7jNpEjsaC6lvNiD1azw9vFbhgRF/9A0l2/2ryo5kWk4bGYO7Krm2u3BpOPRaJzTFzvZvbViTU4WoXCMC9d6DQJeiiyxvbmUvBW2Jui6zsVrvbz5/g1DYsLttPDFz+3ilee243IuP+8BWK0mdm0pp7LUS1GBi58sqWLQdTh3uYcPTrfy2Wc2r9sDvr17lO/+8BRD8xULBV4nn//0Vp4/2kxermPZMSmKAl6PHa/HzpbGEj59uInZQBhf/spbYRaIqxpnL3cZgiKHzczvfvEAnz7ctKKqPkkS8eW7KMxzsndbBZ89tpmB4cRu3YGd1WlfV5bVIwhCQo1/VzU/Gr6Y9N3O+EOcON/OpvqiNYlVjk8lEmtL77scl5XdW8sf+ZaOxwFV07l0o5+bbcPMzCeay4o9fOlzuzm8txaPe3mrZlmWKMhzke91snNzGc8faSYcjeF0pJ9wEQSBypJcnnu6ifHJAEf311FdkU+Oy7oiUXhJEqkuz+Obr+0n3+Pkr3582qDLE4upfHKpi4O7ax5Jd5h0WLAuhkQ19Muf3srrn9+Nx22/Z1Lf7bTyqUONFBfm8Mff/cDgDqbrOtdvD9LTP0F1Rf4GvoOHz0IcKEsih/fW8rtfPEBlqfeez3azSWb31grKS3L507/5iA8/aTU8N7v7Jrh+e5Bn8hpWfC3+uTAfnm41tD2ZTTKvvrCDp/fV3bcSQ5JEGmt8fPMf7ef/+v/eYXzqzjrJPxfmzfevs6O5bMWx1UrJ2JW9qmucHO0gEF9eU0AWpTUrmD5oItEYb75/nY7eccNrZUUe/vDrTy8qBK8kmSDLEs31RfzPv3eM2iU3vQ60tA/z1vGbaQtYRmMqH5xq5UbrkKHMTBQEdm0t51/+wXM8tacWt3PlfVCCIKDIEl6Pg61NJdSvoZzZpMj8oxd38q//8DMc2l1Dgde54s9t4VosZoVnn2rkucOpd5taOkfSti/K8mRTX13AP/3dozTUFK4oSBcEgbxcB195eQ81FUart7ia0CjY6JLyB4EoCuzZWpGyH/HS9b5VuYrczeR0gLOXuw29pw6bmad2166oakLXEw/dn799mcmZZOsDkyLx8nPb+Z3P7sK9wv7Phe/3yy/v4eDuaqQl1zAXjPCr968xMbUKm4VlmJhKlObqeqJk+ltfPsRXX9mLL9+14oWjJIl43DbKi3NXlTSZmAowmuL7rK8u4NDu6rTbDYV5212vx87WplK++Nld6x4QZbk/FrPCwV015ObYk47H4uq8MObMqucqXddp6xyls88YH1WUeOcreB6tmO9xpX9oio6eMXQSsev/9LvHePm5bXg9917ILrBwP+flOij1pbd5djdms8LXX93Hv/j2p9m3o4r8XMeKNqjuvg6rxcSLzzRzZH/qiqVb7cMPdUf+QSOJAs89vYlvvLYfr8exou9TkkSaan18+fO7U4pfjk3OcbN9+LGIY+6HIMCWxhJ+/+tPU12+sjYsURTw5bv46hf2UOrLMbweisS4eKM3rc9vZMyfUhi8vCSXYwcaVtwiIooC25pK2bPNKCZ+vXWQjl5jy8haydjkhIBArtlOVIs/NoM5oWA7zXsnbxtKt+w2M6+9uJOmuqK0y5oFIVFC/nqKSUHVdN490WIowbwfgyMzvP3xzZT9W421Pv7p7x69bynsg0BRpDXb8YmiwDOHGvEuCbYAgsEoQ6MbW+6e5fHB7bTy+ud3U16Sm3awVVTo5plDjYb7X9cTgeDs3KOfJFuo+Nq5uczw2tjkHGevdK9pvr98s5+RcWOl1+bGYspLVlZ5ous656/2cHNJYjZR2VbMK59ZnY6Py2Hh1c/swOsxLqhbO0a43jqY4rfWht1q4ksv7eZThxrXzeZxpcwFIymFtDxuW1p2gVkyj831RdSncBFaEMZcbd/3vSqf9u2ofCIU/x81PG4b/8OXDrJ3W8VD0+YyKfKahcstZoVPHWokx2Wcm2YD4WUFfR9H6qsL+Z3P7kzbRU+SRHZsLmNTXZHhtVA4Rnf/xIos2x918nIdfPWVvRQXuNOOAytKvRzZX2/4PVXV6B2cIpCG5XVb12hKsdidzWV43Ok9g21WhV1byg33WSQa53rL+scuGZuckEWJTxU18sl4Fy0zw0xFg8xEQ8xEQ8zGwo9swuL81R5Gxo2TXH1VAccO1K+6HFIUBfZtr2JHszHoT/hAt6d1vtMXO1NOxlaLwpde2kVNeX5Gu1ikQ6JU1UFdCu2LhL/y+u1oZnm82bG5jN1bK1ZV0WVSZJrri1JWFcwFIityynkUcDos7N1eZWiVCoainL/SY2h3WymxmMqp8x1EY8lVYrIscnBX9Yq1CeaCEU6d7zB4qlvMCp85siltZ6EFBEGgtjI/ZU9+XNU4db4j7XPejy1NJXzumS1rapVZLXerut9NKBLbcPHVLBuL2ayk7DOORON8fLb9vi5ayzE1E+TM5W7DcbfLyv6dVdmqiQxDFAUO7qrmyP66dXFaepgsOEpVlnoNr0WjCZ2MJwGzSebYwYZVbbBAQiRxc0NxymfO0OjMulm+ZjL7tleyrWl1VV4Ws8KWxuKUidgZfyitcdg/PEVcTU4GSaJAZZkXc5rtcaIo4itwGZJ3uqbTmaITYK1kbHJC1TVOj3VwfLiVf3v1V/yv53/MPz//I/75+R/xH6+/RVh99IKbeFzj9KVOw3FBgKf31a1ZEM3hMPPU3toUAkQaF6714p9d3m3jbgLBCJdv9KUMIHdvrUiZAHnUsVtNFBcaxVU1TSe0ykAry5OFSZF5andN2rsNd5PncZCfaxQ8CkfjBrGuRxVBSLR2pNIxuNk+RM/g5KqSz+09Y7T3jBna0MqKPDTXF624NWFsYpZLN4w2ar58F9s3rW3uM5tkti2jWN7eM8a0P5jytdWgyCLPH2leVS/3euB2WrGajQFqR/cYLR3DD906L8va2NJYQnW5cSF3/fYgXSnaMlbClVv9KTdvdm0px5f/6ImfP+64HBaeP9q8KiepTMTpsKQUXFVV7YlYVEMiBjmws2pN56gqy0uZnJj2hzZcVPhhYzHLPLWnFrNp9do4vnx3yk2qUDia1ubNtD9keM6aTHLCVWwViROrxWTYVNKBaX9w3Z/nGTujiILAkcJ6dnmNPS522Yyyzr7wD4K+oSkGh40tAh63jaZa35pEpCDxmdVXFVBU4Ka7fyLptcHRGTr7JlZk5dM/PE3fkLENxGKWObS7hhzX2vxrMxFZkVJabWm6TuwhqidneXTw5buoqchfkw6O3WpKmdyIx7XHquc13+tgZ3OZIeM+NjHHtVsDNFQVoigr34lbsCNdWl0iigKb6osoS6MF7XbnSMokQXN98ZrbESQpIcRrNSuElnyfM7Mh+gan1m1+rSz10lBd8NB2mz1uGyVFHtqWWJiNjM/y/Z+dxWY10VTry+6GP6Lk5zo4tKuGjp7xpMB02h/ixLkONjeUpFVdGY3F+eRil2FTxGpR2L+9al2tMLOsD021PipKHn5773phVuSU4ue6rj8R7QgATXW+lK2H6ZDrsaWspAmFow/VjeRBUFacO191svpzuByWlK2jsbialn5gJBo3bNbIkrjqFk9ZEpEl4+/G4hrxuIppHSs0M3aFLwki+/Or+ZSvkWOFDRwtrOdTvkaeLWriQH41svjolZB19o4xGzDaY5UWecjPTW0xkw4LDhapdiSnpoP0DBh9apei6zpDozMGD3VIKL431voem3aOuxEFAWWZ7P/dn5muzysaL/mXJUtBnnNZy9CVoigSphSLcl1PTP6PE0/trcWSYmf95PmOtEVop2eCnLncRTyeHPg47GYO7apJ62F8q23IYOUFUFXuTXm96bDgXJSqSi4UjjG8jn3N1RX5eD1rf66sFkEQeDpFJR/Axeu9/Ps/+S1/9/Nz9A5MzgdR2Xn0UUJR5JTWnrG4yqUbfWlpNek6dPVN0No1ahgHFaVemtOwAM7y4NhUV7SmSsFMQxSFR749Za3UVxVgXaMjjs1iMgg/Q2KT5XGf50t9OXg99jU9d80mOeXmjKbpaSV3TIpkSJLEVc0QJ62UWFxNmaSTROHJsRIFiGkqN6cHuTLVj9ds56ivgZloorTZZ3U/Uk4duq4zMDydskWgwOvEnUKEZzVYLQpFBS4kSUwaxLG4ysDwNNGYes/+Y1XVGB71p9yl9eY6UqrIPg4IgnBfB+toXOVq7xBdY1PEtcRnq0gin95ch9uWFep6kllwZFhroCaKYsogPJEUW9OpM47KUi+b6oq4eL0v6XjPwCQtHcNp2UT2Dk5xs82oSl1RkptSnGs54nGVvqFpQ4miIkvk5zrX5QFsUiTMKZIc0Wicaf/6tO5IkkhxoXtVwp3ryc7N5ezcXMbpi11JxzVNp6tvgr/8h5O8ffwmR/bXs2dbBXVVBVmryEcEQYCG6kIaa3yMjPuT5qeu/glutg1RVOBakWC1qmlcbxk06FzJksjWxpJVWdlm2VhMikSxL+eBC+1uJIIgPDRRz0xAkSV8BW5keW3PueVsXBObeWs6dUYjigIFeS5sFmP1TbrnSbW+TTcOzHElLH3vjmei0Tj+uUS7R7oJ30AwdVuJy2ld9+RxxiYnNF3n45E2/nvbCXTArVjZl1fN9elBWmaG+Hb9EcxSxl6+gVhMZXwqsOiBu8CCr/x6CZYJgkDhvF3c0gzbyNgskUjsnn8rGlNT9nyKYqIqI9MDR13XiUTjhMIxwuEY0/4gY1NzTPtDzAUihMMxwtEY0ahKLBYnGlOJzv93aSvMUlqHxvj15RZEQSAcj+MwmZiNRDnatPJFVJbHE1kSyVtjtnyB+6fJHn0EQcDjtrF/RzXXbw8m9aH658KcvtDJ7q0VKwp8dV3n5Pl2Q0+wIAgc2l2Ly7nyxOG0P5RSm0fVNP72Z2f59fvXVnyu5QiFYiktU+OqRii8Pvo2JkUi7yFWTSyQm2PnG6/tZ3xyLqUeSDSm0tE7Tlf/BG9+eJ2G6kIO7Kxm+6ZScnPsWC3KQ38PWZbHZJI5eqCeM5e7ku6/cDjGyfMd7NteiWsFrVD+2RCfXO4y7Mo5HRae2lOTrZrIQGxWU1o28g8STdeJRGKJODASY2omyPhkIg4MBCOEIjEikfhi7BeNxYlGVaIxlfae0Yd9+Q8Nu82Ey2HJyO/0UUCZt7pe8+e3Th9/ZZkXRZaSKiVUTae9e4xwJJayhWk54qpG3+AU/iVOSqIoUFnqXfcxk7Gr+7im8u5QC58t3UKNM5+/aj8NgNdsp3tukriuYs7cyzcQicUN9liQWNSs9wSf47Kl3OGb8gfvK0YTV7WUu3eiKJCfwZ7yqqoxMDJNe/cYtztG6OgZo3dwirlAmLiqoWk6WlIrBqDrJP6zsmzu2GyAhqJ8SnLdTMwGONpUzV9/fJFAJEaeUUMpyxOEJAlZm7s0EUWR3dvK+fnbDgZH7pSAq6rGjdYhhkdnVqQVMTkd5PKNfkO5aIHXwbamkrR29mYDYcIpejo1Ted258iKz7MaNG39+pplSUor8NgoRFFgU10Rf/CNI/z1jz7heutgyrJUTdMZHvUzMjbL2cvdFHid7NtRxd5tFTTW+jJ2EZQlYa9bXZbHjbahpONXbvbTNzRF8wqSE/3D09xsHTIcb6z1UVWWt27XmmX9MClyxm1WLVS+dfSM0tIxQkf3GP3D08wFwqiajqZpaEmtuaQdBz7OWMxKxn2njxKyLOLMoDanhupCXE6LYePmwvVeRsb9ac2ts3NhTl/sNMRZiiyxuaF4Xa73bjJ2da+jE4hHaHD7sEp3bhYBAVV/9Hqv4/HUar+SJGJdYwnQUmxWU8qdhmAwiqrdu9dIVTUCKfq9RUHIOG96XdeJRuO0dY/xzse3uNoyQN/g1IYJBzqtZkZm5sixWTjb0YdZkRmbDZDQq83yJCMIwrqKAT0JCAJUl+XRVFvE0MhM0l3U1T9BS8cIxb4cpHuUheu6zsXrvQyOTBvOvamuiKryvLQWtcFQlFjs4TlBrVdwLIisuTR3vZAkkd1bKigucPOr96/z3olbjE7MpUxS6LpOKByjZ2CSnoFJ3vroJg01hTy1u4YDu6rJ8zjSEkrNsvHk5tg5vK+Wls6RpO902h/i47PtNNUW3bPyQdd1Tl/oNOjMKLLEod01D81tJsu9EUUhpa7Ag2ZhzmjtHOHtj29xo3WQ/qHptIQDsySQJTFjnhuPIqIgPBTb7uUozHOyZ2slv37vWlJ81T80zc/fusw/+cph7FbTPWOkhBisxnsnW7hy0+hiVl9dQH11wbpfe+Z8iksQBAGv2c7lyT6ac4oBnZlYiLPjXeSZnUjCo3UDaVpqQTtBENbs0rEURZZSVgXF4up97V50XU9dXZFhiy9d1xmfnOPND67z6/evMzo+m1LEbj2pL8yjwOnA67RRX5THha4BdlWVkO/K3IqSLA8GAdZdEOhJQJYlntpTw/EzbUlVA9FonLOXuzmwq/qeKv3BcIwL13qZXdIHabOY2L21Anua1QOxuIqqPvrJRoHMag8SRYESXw7feHUfB3dW8eYHN7h4vZehUf89BdJmZkOcu9zNtZYB3v74Fp95ehOHdteQ53U8UppTjzOKLLJrSzlvvHuNgeE7ScIFYcyxiVkK76EZMe0PcelGnyFZVVzoZnN90T2Tk1keIgIPXZ9B13WGx/z84u0rvHuihbHJ1EnPLCtDEIVsC9UaEARhRRo7Dwqb1cwzBxv45GIn41OBxeOqqvH2xy3YrGZeenYLRQXuZRMUM7Mhjp9p5x/eOG9IINusJp4/0ow3x77u1545q80lyILEiyVb+PPW45wcbac/MMV/uv4WcU3ljxqPYRIz9tKXQVi+jyjD5oLlgsVMuUxd1+kbnOI7PzjBx+fal1WelSURk0nGbJJxO63k5dpxOa3YrWasFgWzScZsTryuyBKnLnRy9nL3sn/XrMgUuB1YFJnPbW/ks9saCMdVzI+RINSTwJNeuplpNNcXUVnqpa07udf38s0+hkZmqKtKnZXXdZ2RMT/nrnQbXivMd7FnW0XarQC6pqOnqIQShETJ64YulARSOrU8Liw4lWxtKqW+upD2njFOX+jk5PkOBoanCUdiKe9NnYSTyfXbg7R2jnD8TBuvvrCDvdsqMJnkbLvHQ0YQBGoq8tncUMzQ6EzSBkhX3wRXbvXzrLcxZdCu6zrX5ise70YSBZobiuct+bLfbxYjmqbT3jPKd/7uJGevdC+blJBlEbOSiPNy3Da8HjtupxWb1TTfxpB4zWxSkCSRD07d5mrLwAN+N1keGzJouhJFga1NJTz39CZ++ttLSTbNs3NhCC52PgAAIABJREFU/v6X57l8s5/dW8tprPHhy3dhMSvE4ipT0wHae8Y4f6WHKy0DBiFMRZY4sq+OYwcbNsThJmNX+KIgsD23lH+x+TlOj3YyEvaTb3FyML+aGmf+I7drIopCyt5nXdeJ3UcHIl1iMTVlo4GiSPfNigqCkLqsK0N8nnVdZ2xi7p6JCatFoaLES3N9EZvqi6guy8PltKDIErIkIkoioiAsKuIKopBwKRnz3zM5cbazj1hc45nmGgRBIK5p/OTsNY5tqqE0172B7zrLeqFpWevXTCM3x87e7ZV09I4lLWymZoKcu9pDbWX+sguUay0DjE7MGo7v2VpB7iqy+ZIspVxEedw2vvLyHsqKPGmfMx1WorHxOGAxKzTXFVFbkc8LR5u5cK2XTy520dY9yujE7LIVftGYyvlrPfQOTvI7n9vFZ5/Z8lhZGT6qmBSZw3trEzbAdwWxwVCUM5e62b+zOqUmTzgS49KNPvxzyTpXNpuZAzurMS1j753lyWbB8v4v/u4E5670pExM2K0mqsq8bKovXkyAO+0WFEVEksSEM9aSODAe12jrHs0mJ7I8NljMCq88v52RcT8ffdKWVGEei6tcaxngdscwVqsJk5xYI+p64rVwJJZy00CWRfbtqOSrr+zFad8YrbWMnfl1XWc2FmE0PEuu2Y7HZAPg9swIA8FpDhfWoYiPzi6TIksptSVUVSO4TgrtCwRCkZTBnd1quu/OnygKWM3G69R1UlrIPGhicZU3P7jO8bPthgeSICSsA197cScHdlRRkOdKq0TtXj8ZisaYnAsSjavMBMOAzmw4SufoJE81VK7qvWwEmq4R12IggCLcu5dsI/62joaIlLG7XStpbcryYLGYFfZsq+Ct4zeTXCzCkTjnr/bw2WObU1otx+MaH59rNzw4HXYz+3ZUrar302ySU7bZSZJIU10R25pK0z5nltQIgoDFrFBa5KHEl8OnDzfR3jPG5Rt9nDjXQVffeMrASNdhZHyWv/7xJ+jAay/seKzsDB9VNtcXU19VYLAGPn+th/6hqZSWvhNTAc5e7jZ8x5WluWzZAJG1LI8HoXCMn799hXOXuw0OeIlKnjy++OJO9u2oIjfHvuI4UNf1TNr4zpJlXfDlu/iDrz2NzWrig9OthrVcwrHm/jbmAon46tjBBr7+6j58+a4Na+3K2OREXNf4y/YT3Jwewmu2J2lM5FucHCyoQeHRCUgWWguWElc1/LOhxKS4Tt/ytD+UMpOc47LeV0xMlsSUCwFN05iYMtrfPWgGhqZ55+NbKd9fQ7WPP/rmETY3FC/rs7ws+r1lLd+70cGvLrUQisY413lHFKa2MA+vw5bGO9g4dF2nN9hJV6ANh+xis3sHVunBXVsgPsdMbIoiaylSht6b4XAsIyqAsiTTVOujqsxrsNjs6BmjvWeMnZvLDPdze88YXX1G+9/GmkKq0xTCXMDlsGAxGx+LoXCMYGh9k8hZ7rDQ8rGloZjGmkI+c2QTF6/38d6JFm62DRnsyyBhOfvT31yivqqA7ZvKsr3SDxm308pTe2q5emsgaXduZjbEqQudNNX6DPfkzbahJKceSIyFA8tUWmTJAtDVN84Hp24bExPA1sZi/ugbR6mvLki73DxbVJnlcUQQBArzXXz7q4dpqi3iez89w9DozP1/cfH3Ey6QtRX5vPDMZvZuq9hwB62MTU5ous54eI4vV+3hqK9hPpt55/8+am0dsixS4HUgy2JSK4Km6UxMBQlH4lgta7fw0XWdkXF/SvHNfK/zvruJiiyRl8IyVNV0BkdmiMfVDekvWgm6rnPmcjcj48YybofdzDde28e2TaWrGhuari+rXQHw4vYG7GaF2XCEA7UVicoEUcRpNWeMYFdYC9EZaGOLeyc5Si4RLcTFqTMogoLPWsJMbJKp6CQ+SzE64JLdRLQwk9FxQmqQuB6n2l5Hnrlw8ZwhNcgt/1UERGodDYxHRhmPjpJnKiCgzhFRwwgIFFvLmIlNISAQ1SJ0zbUzF/djlx2U2iromLuNrms0uLbQH+wmpkWxy05cSg7dgXYskpU6R9OGf0b+udCGublkWT12m5n9O6u5fLM/qc1tYirAlVv9bG4oTpq7NE3j4vVeJu8SeYJEEnjXltW1dEAigWtPIcAZDEWZmgmiaXp2EbyBCIKASZEpzHPxwtFmDu+p5fTFTn7620vcbB0yLEYGR2Z4+/gt6qsKs+0dDxlFkdi5uYzSohy6+ycXj8fjGueudPPKZ7bh9dyJLVRN48S5DkOskp/rYOfmsqwrS5aU6LrOqQudTE4HDK/leux884sH2FRvrNJZCZqmb7iwepYsD4tEm1xyDCMIicSyLEsEgxFUTUeSRGwWBY/bRrEvh5ryfDbVF9E0b+v9IMjY5IQsihwsqOGH3Re4ONGLXTYv1t17TDa+WLELk5Sxl29AEATKinOxW83MzCaXz4xO+JnxB7Fa1q5bEArHGB71G4I4WRYp8eXcPzmhSBQXuJEl0TBJj03OMTzmp3SD+66XIxpTaesaTbm43L6pjC2NJasuyYvF1JS7cwuIgsDemjJ0Xce+pO1lPate1kJUiyAhElUj/GrsH6hzNjMU6udA3hGiaoSx8AgV9hpu+a9iEa1U2KuZi8/SE+jALFmotjdwe/aGITkxGh6ixtFIRAvTMdeC11zALf9VZFEBdGySg8nYBFbJykhokEJrMf2hLqrtDQyEenArHlyym6HwAAPBHroCbTS7d+A15TEaHmY27ifPXIgkyCDEU7oM6Dr3tcFdCRNTAQLB7A54JrJ7azl5HjtDo/6k42cvd/O5Z7ZQkOdcPDbtD3HlZr+hCsbrsbNve+WqEwgWs0JxoZvrLYNod22jaZpOT/8kkej6JJGzrAyHPaE23lBdyF/83cccP9tuaMs6f7WH8am5bHIiA6go8bKlsYS+oemk6sa+wSmutgxwdH/94rOyt3+Stu7RpIrFBQvgytLVVT5lefwJR+K0dY2mdJXbs62Sphrfqs8dicYJBB9++3KWLOuJruvMzoX525+f49fvX2Pan1iDmhSJfTuqeP2l3XhybKiqhq4n5mFJEjHJEhaLgt1qRpalB+rOk7Gre1XXODnajigIWGVTUrD5qFVNLFBbmY/TYUxO9A1OMTY5R2G+a00P5AWRoOExv+G1HJeN8uL7K18LgoAv30Vujt0gNDc6MUtb1yglvpyHEjjMBcJMTBtbSyRJZFOdb9VlRroOoXCU4bF7lzlJosjJ293cGhwjpiYejCZZ4vX92/A6H35rh1m0oKFhliwUmIuIazEcspNcUx4j4UEkQSZHySWuxdBEM6quElZD879rJseUS2fgdtI5XXIOja6tdAfaiGhh5uKz5Ji8lNgqmI370XUNu5xYNFpEK6Iggg42yUGuOY+RyCB9wS6iWoSoFiGiRZAFhTxTAVbJRomtnLAWpifQQY7iQRbsiCl6/lVVIxxeW8WDNl/9MxdcPgmV5eFRmOdi99ZK3nj3atLx7r4J2ntGF5MTCZeOWW60DhnOsamuiPKS1YtKCoJAY42P907eRlsS/F5vHSQYimaTEw8YSRIpL8nl937nID0DU3T1jSe9PjsXpqtvnMpS70O6wiwLKIrEkf31HD/TnhTn+OfCXLjWy77tVdisJnRd59LNPkaXVEHarCb2bq/MJpqyLMvMbGhxcXU3iiyyub5o1WMnoasWZmzy4bcvZ8mynkSjcX75zlV+/OZFItGEY4ckiTxzsIHf/9rTKavlHzaZUY++DDkmG8+XNPN65W6+XLln8d+LJVseKTHMBQq8Tmoq8g3HZ2ZD3GgdWnM5mabrtHaNpuwl8uW5qCpbWfBWVpwQKFvKXCDCJ5e6DF63D4poTCWUYoFqViS8aYgeGdEZnwzQ2Tt+z5+6NTDK6fZeYqpKOBbHoshMzgUfutf3AmbRQrW9nivT55iN+3EpbpxKwl/ea8pHFmXOT56k3F5FsbWUjrnbTMUmsUhWRsJDXJr6hCp7XdI55+J++oNdABSYi6hy1BNSg4COQ3LgkJ3YZBsiAj2BDkbCQwyG+3DITmRBxi47scsOIloEs2TFKtlwKe5EEgOYiIwxFhlCFiUU0YQii1hSVPdEY3GmZoJrctqYC0a41T6MqmYbSzMRm9XE3m0VOJcEl6FIjE8udaPNV85oms7Vln5DkleWRQ7vrV2zHeeWxpKUCtTdfeO0do6s6dxZVk+JL4f9O6sMx1VNY3I6+BCu6OEgQOokvI6hYvJh0FBdyKY64+71hau9i5oys4Ewl2/0LwbKC/jyXOzeWv5ArjOTWW6TRdNSGR0/WYQjMcO4gUTVW47LtoaNM53hsVmDrW2WLI86tztH+MU7V5Pum+oyL19/bR9ez+paYDeajK2cWCjt/u+tJ3hr4AYW6c5uVaHFxf/S/GzSsUcBURQ4vLeWjz5pSzqu63D8TBvPPtW4pgzW3FyEE2fbDRO3LIlsbSpZcR+2x21jU30R128PGsqmT57v4NOHm9i9tWLV17lalluXCqKAlMr+NA3OXO66rxvJVCBEY3E+JR43o/45nttSx5+/f4aZUJjcDBDFFASBCnsNFfYaw2uyqLDTsz/pWI2jEYDeQCdj8gg7PfuJaGEGQ72LP+OQ3RzK+9TiA7/Akl7J5PacPQBsTTp6R1uiyFpKkfWOA4Im6bicFgQh+fuOxlT6BqeIxtRVuTAAjI77uXyz7/4/mOWhIAoCmxtLKC/JTaqKUFWNW21DjE8GKMhzEourKS1/a8rzaajxpbQCTQdfvovtm0p5/1RyFdFsIMJbx2+yvbk0pfNSlo3FpEjkp3g+6npiZ+hJQVjGllzTtIwQbXU6LDy9r45zV3uSdJyGxma41TFMWbGHickAV2/1G353344qvKvUi3mcUOTUjlfBUDTrNgWkki8XRAEpRdXlSkk8V7oy4h7KkmU9OXGuI0lsXBQFGmt9VJRkbrVhxlZOiILA0cJ6vlX/FM8UNXIgv2bx3/bcsiT3jkeJLQ0l1FcVGI6394zx/qnbKYUsV4Km6Zy90s2lG8bFV47bxuG9tSs+lyAIHN5TS26OccE9Mxvi7395ntFx/5p2sVeDSZGwmI0JqVhMxT8bXtX16LpOd/8E7y1ZiKQi12FF18FtM3N7aIxfXLjJmD+AnCGCmKul0FJMg2szALKg4FJyFv9ZpAermC4KAkUFbswm4/d8s32IkbHVjbt4XOW9U7eZmDKKaGXJHLw5dnY0lxkWX4Mj04n+dD2h/dAzMJn0uiSJ7NpSTqHXyVpx2s08va8WxxJhTE3TOXelh4/OtGUdXx4CsbjG1IyxQkIUBRwb5LWeiSiSmLKyJxpXGRyefuDP5aVIosiWxhJDm42qapy73IOuQ2vXKBNLBA2dDgt7tlViWmXy+XEi0aJqPD44Mk3kCRd0NpvkeWG/ZKLROLOB1ceBtztGOH6m7f4/nCXLI0Q8rtE/PJUUswiALEsP/VlxLzJ6VRVW45wYaefdoVu8d9e/02OdxNdBHO9BIwgChXlOPnOk2WBXFwxF+dlbl7nROpR2ZlzXdXoGJviHNy4YRB0FAQ7vraW6PC+tc1aV53Foj3EHXtfhwrVevvODkw98oWe3mclJYXMajam094ylbPm4F7quMzUT5K9//Am9/UZLwqXU+/I52lRNTaGX/bXljPrneHZzLQXuzOvXSgezZMEhOxEEAVmUcciuxX8m0fzA9UWqy/Ow24w7012945xJ4Wt+PzRN5/LNft4+fiu765ThiKLAod01hr7hmdkwLR3DRGMqV271M+1PXqTmuKzs21GFvMYKqsQ1iOzZWpkQ2F0y9GdmQ/zNT85w4Wrvuj3YVVUjHIlldKCQLpquE4nGF1tx1oPJ6UDKyidZFiktMrYhPq4oikxersPQxhiPa7R2jqbsx3+QCAKU+nLYvqkM+a6dbF2Hjp5RJqcDXLrRa6iEbKwppLoiD1Yta/344PXYUyboB0am6emfTPEbTw4upwVnCpvZcCROZ89YypaPe6HrOqMTs3zvp2cYTMNeMUuWRwFd1w2tzKqmc61lgPbusYyNiTM2RR3XNN7ov0qtM589eZVJIpgWScEkPXqaE5DIVn36cCNnr3Rx5lJ30mt9g1P82feP863XD7G1qWTZ0r67iasabV2jfOcHJ2jrMvZDV5Z6efFYMzZremXINovC80eauXitj+4lC/dYXOXdEy0EghG+8oW9VFfkYTUrK17E6rpOLK4yF4gwODLDzGyInZvL7lsqbTHLVJZ6MSmSQan57OVuWjqG2dFctqLrUDWNweEZvv+zMxw/03bfBW9c1egen+JkazcTs0EsJoVNJQXsrS57ZMdiplJbkU9RgduQ/FI1nZ/+9hJlRTns2lqRsrR5KdFYnMs3+vnT733E6LhRKDZL5lFWnMuWxhLDLta1lkGGx/zcaB0kHEkOQGvK82mq9a1bIs3tsvLaizvo7B1nZMm46Ruc5L/+1QdMTO3hwK5qcly2tPRuNE0nFIkxOxemrWuUE+faaazx8flPb0WSHo+FWSym8tPfXGJ8co6n9tZSXuzB6bCs6Jm2FF3XmZkN8ZPfXOJ256jh9bIiDyWFT05yQhQFyks8uJwWpmeSExEtHcN8+EkrLxxtTlll+KCQZYmn99Xy4SetSeXEkzNBrrYMGL5Hi1lhz9ZKPC5bxmg4PUxcTgsVpblcvTWQdHwuEOEX71yhuiIPj3st+gqPLjaLicpSLxev9Rp02k6c7+DYwQY21RWtLA5UNbr6JvjeT89w7kp3xi7UsmRZLbIs4st3IUlikoNSV+84/+cfv8mBXdU01xWRn+vAYlGWNZwQRAFJFJElEbNZxmoxYVLSf56v+Lo35KzrgCQIbPEUE9c0FFFK0pcwiRl72SvC47bx+kt76B2YNNjm3Wgd5P/+i3f5wnPbOLi7mlJfTsoeal3XGRmf5eyVbn76m8t09hozYA6bmc9/ehv11YVpDyBBEGioLuTV57fznR+cZDaQXJERi6ucONdBa9coR/bXs2drBVVlXry5jqTdkoVrVVWNmdkQ41MBBoen6eqb4EbbIC3tI2xvLmVTXdF9kxOCILBzczm/fOeqQVF5fHKO7/7wNJavKzRUF96z93DaH+LCtR5+9tvLXG8dXOyLXapzcDc3B0f5m48vUO/Lp7mskEA4yvs3OhiZmeOL+7ZgSVFmmGV12G1mntpTw/Xbg4bX+gen+OPvfsDrn9/Dod015OakDtDiqkbf4CSnLnTyy7evMDByZ0fkXt9zloeP025m/44qTl/sJHZXErKzd4y2rlHauscMv3NoT826L8a2NZXy6gvb+esfnSZ4V1WWrkPPwCT/5bsf8MmlLp7eW0d9TQG+fDcmRTYsrnRdJxiKMjUTZGxyjv7hKVo7R7nVNkTPQMKe9HHrs9f1hDPOL9+9ypsfXKehxsf2TaXUVxdSVuShIM9538Bmwf7sRtsQb310k5PnOwzaEpIkcnhvHe4UFXWPM3VVBRTluw3JiUAoyt/9/CwAnzrYgNNhue9nHFc1dF1fVeLontdYWcCmOh/Hz7QvHpudC3PqQoeh8smbY2PfjtVbAD9uOO0Wtm8q5VrLYFJFlabpnL7YRc4PT/PaCzuoKL2/A5umaURjKiZFfiw+X0EQ2L2lnLc+usHMbHJcOjg8w3d/eJrf/9rTVJV7ke7RcjsxNcf5qz2LSc+FhZsgCI9VFVuWJxtBENi7vZL3T91OaotUNZ3O3nF6BiaRJRFRFO45lyiKhNWs4HRYKC5wU1XmpaHWx5aG4lU7Jd6LDF5RCcQ0jZ/3XuLUWEdSQsJndfOvtjyPdZkF6MxsiJnZEMFQlFA4RjAUTfwLRwmFogRDMYLhxLG+wSnCKcrAWrtG+M9/+R5upxWb1YTVYsJmVeb/a8JmUbDOH7dbTeS4rNhtK7MwEgSBbZtK+b0vHuQ7PziRtNDWdegfmuI7PzjBbz68QV1lPlXleeTnOjCbFGJxlYmpObr7J2jrHqOnfyK1g4VJ5uXntvKZI5vuOUHfC0kS+fTTTUxOB/j7Ny4QXtLrqOk6w2N+fvirC7x9/CYFeU5yc2x4cxzYrCYEQSASjREKxZiZDeGfCzM7F2ZiOpAkOnS3aNb9qK0qYPfWCn774Q2DJNKVW/382//yaw7uqmFHcxmlRR7MJhld1wmFowyN+rndMcy124O0dY0mtcDkex08c7CB90/eTmkldfJ2N4cbqvjcjkYkUUTXdXZVlfBXxy8wMRugJNe9+LOxuMrYxByhcJTg/PgLzY+/hbG4MC5nZkO0dAwb/l4wFONHb17k7OVurFYFm8WEdWHczY9Bq0VZHJtOuxmP27YmQahMQRQFntpTywenWrm9xB1BB3oHp/iTv/mQ33x4nYZqHxUlubicFiRRJBiKMjoxS0fvON194/QPTS/22gmCwPbmUmwWE59c7MwIZfuNYmExnDzv3RmPd47HmJgOpHQ78M+F+W9/9SEety0xzpLG391jMjEWXU5ryrardJEkkS2NxZQXeei4y0FnLhjlxLl2Boenk36+uMDN9k2l677jarUofP7ZrUxMBfj1+9cIBJOF0oKhKB+cbuXMpW58BS68HjtejwOn3YwkikRiccKR+fvcH2IuEME/F2LKH0pKujzOqKrGbCDC+as9XLjWg8tpJc/jIM9jx1fgxpfvSjw7rWYkSSSuqoQjMaamg4kS9oFJ+oemmZw2thAKAmyuL+bYgfq0HVo0TV+MExbm4tDi/BxLvm/CUdq6xwzPKR24dKOPf/cnv8VmWTJHW++ao+ePW80K+V5Hyn75dMnzODi0u4aOnjFDFeHQqJ8///7HHP+kjaY6H6VFnkTlpA6RWJxQKIp/LszMbIip6SDT/iDPH9vMMwfqkVdQjbZSbFYTR/fX88nFrsVrjMZUTp7rJBRJvpe2bSpL6RD2pGI2yezfWc27J1oYHEluNQhHYrzx7lWu3R5gc30x1RV55LhsSKJILK4SCkcJBKNM+0PM+INMTAcoLfLwjdf2r8v8nAk01RWxfVMZHy2prtP0hPba0NgMh3bVsGNzGcUFbhRFTlSshaMMjEzT0j7MtZZBOnrHkoTQiwvdHNpdwzsf31pze5SqJjRyZgNhgqHYnfklvDDHRO7MPaEoV28PGtrgdF3n3RMt9A1O3ZlXLKbFmHBhjrk7Jsz3Og0bhI8imq4zOxtm2h8kFIkZYuelcUx3/wTRmHEt19Ixwr/7b79JETcr82u5O+s7i1khL9fxUKvONoLtm0p56dkt/PjNSwbBV1XVkioqliUEM4QYHvPT1jXKR2facDut1FTk8cLRZg7vrcNuM61bkiJjkxOqrnFzeoivVe/nqK8+yTpUEkTM96ie+PGbF/nFW1eIze8I6JqOpuvoeuJm1+aPLf7vFGuU8ckAH5xqRRAFBCEh1CfM/xPnjwmCgCgIOOxm/vGXDvGZI5tW/P4UWeLZw40Ew1G+/9MzjC8pYY9E43T0jNHVN44sS0jzWS1d19G0RFvEciVoFovCi0eb+dJLuw22fOnisJl57cWdxFWNn799JaWjxYJ2w0JWThSFxdIgHRY///XAZlF4+bmtXLs9QP9Q8iJF03T6h6b56W8u8av3rqHIEiZFQtV04nGVuKoRi6kGMTun3cyXPrebF441c6N1KGVyYmIuyK6qEmZDd96/3Zy4EUNLJsThUT//8j/8jOl568uksTc/7nSd+eN6yu8xFle5equf6y0DiXE3//2L8+NuYewJQqLcamdzGf/snzy7YkeWTEYQBMqKPHzppV381+9+yJTfuHAOBKNcaxnkZtswiiwmxpsgoGs6qqYRi2uG3Y+yYg/feHUfQ6N+zl3pRtUe3wXiuSs9/Nn3PsI/F14cZ4n7kPnxd2dcLozJpUSicY6fbU+MMzF5DlycE+fHpSQKvPTsVr791cPrcv2lRR6a6oro7p9YTCJFo3FOnGtPKuUVBNixpQxfvmtDygsddjNfe2Uvsizyi7evGBIUAMFwlM7ecTp7x41zn37nfn/S0XWY8YeY8Yfo6BlDmlfXF8WF+zfxQ5qe2O1VVe2eCcTKUi9fe2UvxYU5aX/3wVCUv/rRad49cStxTyzGCAv3BktihNTf4cDwNEOjM8nz8WKMkBw7KIrEf/o3r9JQXZjmJ2dEEASefaqRs1e6DaX/kLBNPne1h8s3+5FlcfHz0e965miajjr/HnduqVj3MSqKApvqiqguz6Ol406SeWkVpkmROLi7el2SNo8LgiDQVOPj2IEGfvjrC4ZkZlzVaO8eo6tvIvH8m9+A0pfEGqqmoWk6O5rLVi22nom4nRa+8JlttHQMMzI+m/SapiVEkweGp/nFO1eQJQmTSUKNa8RVbT4OjBNbkmzM89j5yhf2cmhXNRev9605OTE1E+T//c67XL7VPz+XkDzHaMlrkuXi+fauUTp6xu56/nLX/JIcF+Z7nfynf/MKhXmuNV17JhCNxvmHX53nF29fTbFmu+vzvM9abnRilt9+dNM4Ry/GL3f+f1mW+D/+2efY0Vz24N/wBmKzmvidz+1GEAR+9tvLBm3C1TIzG+Li9T46esa51T7M117dR8E6iJJDBicnEm0dJbTNjuJQzFgl06JMkk02sTevElFIneUPBqNMz4bW3D+m6Tqo9z+HqmqEo+mJMQoCmBSZlz61BY/bxvd+coau/glDBkvT9BXbpAmCQJ7HzivPb+elZ7fica/d3lIQBDxuG197ZR9FBW7+4VcXGBievmemTdN0tA1y4xYEgYYaH//ky4f58789bthVgMSDO74COygBKMx38eWX9/DisWasFhN1VQXcaB00THI68P2Tl7AqdzKqGjpD07NISwJjVdOYngmueQJIDD898dfvE1f45yKPVb+kJIkcPVDP5EyQ7/3kDDOzqQOFlWR9RUGgtCiH//ErT7Fzczk3WoeQZaNuyeNEJJqoVpq9jz3u/dBmEI3+AAAgAElEQVR1PTEGV5BYDwTX9rfuRpElntpTw8dn25O++6VaE067hf07qtPW1FkpC/PfN17dT1GBm5+8eYm+oallx9xq5j5RFNZ1xzpTuF++QNX0+QRhevehIkvUVxfwj790iJ2by1ZVqq7rOnOBiKEsfDUk5l39vu9CFIV1XSAWFbj51utP8cfffZ+OnvGUCcZY3JiMf1AIgoAv38WebZV09I4vWy1UV1VAQ1XhY9FysJ4oisSrL2xnYjrAeydbUn5+K971fMwQRZFtm0r53S8e4Ls/Os3okgQFJCpy4/EVxIGCQIkvh2++to9jBxuQRJHaynw6eoztg+mgaTr+uTD+Nc4xixt8K3iuKIr02MSBup7YhFou9kuHdOboVNUXjyoL+n6DIzN8crGLlvZhg07LejAzG+IX71wlFtf4o28eMTidrYaMTU7owFQ0wHh4jo+GW5NEOgosTnZ6y5F59AM6s1nhyL46igrc/Oy3l/nkUldKu7T7YbOa2NpYwsvPbWX3tkos62zHZbeZeOHYZmor83nj3WucvdLN2MTcmnvzPG4bFSW5KxI3XECRJQ7vrUGWRb7/0zO0do2m/YBWFIlNtT6+9NJu9u+oQpkvC26uK+KX71w1nO/bx/YyND3LXCSKz31HKV1AoNjz6GepMxFFlnjpU1tw2i385DeXaO8eTfvBazJJ7Gwu4ysv72VLUwmiKJDrsZHjsmb9zDOcxhpfSlG4uykuzJlv6di4hY0wXx332WObqa8q4BdvX+XCtR7Djl26yJJIsS+HTbU+9myreKwWZ7Ik0lTro64yn+6ByXVpY1lwuzq0p4aXn91KRan3sWhjWy2SJLK1qYR/+s2j/O3Pz3LlZn/GJVxlOVEV8fbxmynvF1kS2bm5nDzvo+14tVHke51860sHsVtNhp7xJx2TIvPsU02YTQp/94uzdPWOp92qaTbJbG0q4Uuf282uLeXIsoim6zTXFfHWRzc36MqzZHkwTE4HeP/Ubd549xqDIzOG1nxJErFalEX9p1QRyEIlYzSWaLlcLgZXVY0PT9+mqdbHi89sXnNrUcYmJ2RB5GvV+4mlKL1WRPGeophWq4LHbXtgGUSb1YR5DckAWZZoqvVR8Y+f4drtQU6d7+DclR6mZoJEY3FUNVGap5PY7RdEAVkSUWQJp8PCtqZSDuyqZufmsg1TcBYEAZMizZdp5tPePcr5qz2cv9pL7+AkkUiM+HwW/+7yqrvLXGVJRJJEbBYTFaW5NNcXs21TKQ1VhSmtI++FSZE5vKeWmvI83j91mw9PtzI0OkMkpqLG1aSHlCgm/r4iS5hNMtXl+RzeW8NTe2opzHMlLQrqqwspLnQvtq8sfLcFbgcTc0HeudBGcY6LvTWlVOZ7cJjNSEsWFZIokOO2PtDA2ekwP1aLG0iMG7vNzIvHmmmq9XHyfAcnzrXTNzRFNBonHtdQNe2usZZoL5BlCYtZpqG6kKMH6tm/s5r83DvBr91qpqG6MEmrJcdlRVnB9yUIiTGxtCrJalHWNAfcfX7HvH7I3TgdlrT66k2KTI7L9sB25Bc+l/XE5bRwdH89fYNTy/7MoT0161IhthJMJpnm+mKqy/No7Rzl3LyOQu/AJNGYujgeF547C3O1ICTaF2RJRFEkCrxONtX6aKrz0VDto7wkd9VjR5y/R5Z+Bq40x8t6I8sSzx3ZxKa6Im62DXPlVj8tHcOMT84RjanzLRtaUpvbAgutEInPTMJslikvzmXPtgp2bS2nvqowpfBoOiTmFuN9vJFsRIWMLIns3FJOeXEuJ861c/xMO+09o4QjceLzz8G7NxAWnoWSKCLLImaTTGG+i/JiD8IGPT9qK/LZ2lTKOx/fMryWm2PnwK7qtDYnniREQcBX4ObbXz3Mvh2VvH+ylcs3+/DPhYnF1cXYcIGFWGvhOShLIh63jeb6Iszm1c0xgiDgclgM90qO04r8kJ3KrBaFTz3VQG1lHh+ebuOjM22MjPsT8cGSz+bucW8xK9RXF3B4Ty0Hd9eQ57mz4SQCDTWF+PJdi7akTrs57bYjURRwpvjcNpIcl3VFcaAoCricxmtzO9cnbhUlEbfLaqjacjtXdn2wfKy1kSysE+6HsMxz12lfn+euQOqxk+OyoqzALl3XdQZHZ/jLvz/J8TNtSRWnJkWisszLnq2V1FTk4XJYMZmkZV06dD1RDR6JxgkEowyNTnOjdYjrtwcN1eGzgQi/fv8ae7ZVrLnVVsgQVVrDRUTVOP/7lTcYCEzP/4BOWI2hA805RfzrLS8kOXjczYIY5oN6a6IATqcV+zoE5wuiPVMzwcU+5pFxP7NzEeJxFVmWcNjNFOQ5qSzxUl2RhzfHjs1mWrXw5WrQdZ1oLM5cICFA2NU3zuDIDBNTAQLBCNFYHAEBk0nCMq/wWuB1UpjvoqzIQ47LurjwX8sATlyHyrQ/SEfPOG3dowyPzuCfCxOPa8jzmUFPjp2SwhxqKvIoLsxZdrEXj6tMTAUWkxuikFgY2m1movE4ozMBbg+PcXNgFFEQqMrPpb4oj4q8HJT5B3Vs/hwPsrzObJISoliP6U7iwvc8Mxuif2iK9u4xhkZnmJoJEo7EEQCzWSY3x06JL4fGmkKKCty4HImH7d1DTNU0ZvyhpAlbkgRyXLb7LhI1LeEgEFhSdXH3OFkLmq4zPf+eks4vCridVqyWlQk1BcNR/LPhNY1BTdfoCQ4xFplGEWWq7SW4leV3OO02E27n+gmuRdQYLRM9WGN2HHLqAMXltKxLCeFK0XWdgdAYAuCVPMwFIoyM+2nvGWNwZIbJqQDBcJR4XEORJSwWGZvFRF6uA1++mxKfm7xcB3abGatZWfP9GoyHuTDYxkRgFptkod5Zhkk0pT1eNhJV1RIiZuEoYxNzDI5MMzLuT4jFzUUIRWLEYnE0TUcUBUyKjMNuJs/joLjQTWWpl3yvE4fdvGbrMl3XmYjO4I8GcKtuIpF0Kg10xiLTBNUwZbZCRNL77gQBvB77hmkrxGIq/kCYgfn5sX94mqmZIKFwIhZSZBGrxYTblRAl9RW4KPHl4HHZcDrM8wmf9U9QqKrGW8dv8u/+228Nrx3YVc2//WcvZcQ4zXQ0TScQjDA2OUdb1yi9g5N094xz80Y/JotCVXUBFouCy2EhN8eOL99FcWEO+V4HDrsZu/XeGxjBQISezjEsVoXyqvzFuWlB2HFpVY4kJVre0hnPM1MB4nENj9ex7LXous5g3yT5PjemFSZtdV0nEo0zNROko3uMtp5RRsb8+OfCqKqOLCc2xXJz7BR4nbgtJrZtKyfHbTMsRuMxlY72Edx5jsXnZ2I+tTA1Pkeu14FlBbG+qmpM+YNEo8mfWzAQZmJslrLK/BW9t3SQRCGlY16qa5ucDhh0N2RZxOOyLVYSL0XXdfp7JsjJteO8h7hqPK4yMR1AXdIWr8ginhz7inbVtXm3plQ6T6kIBCMMDk9TVuLBYl75WmxoZJpYTKW02IMoinhzbJjvEsSMRONMTQXwFd4RvV8QVF5qRrAwTu52Hlyowk7nWa9pOqMTs/MCqXfuE0kUFueByjLvssnuyekAf/63H/PW8ZtJQs45LisvPbuVzz6zGa/HgdksL5uUSIWu68RiKoFQhFMXuvjuD08xPJbsOKnIEv/+X32Bfdsrl3uerOgPZmzlhCSKvFK+nUAsMTB1dKaiQd4baqHKkYckLP9Fu53WdQ2SHySimMjI2W1mSos8PL2v7mFfUkoEQcBsUjCbFLweO021vod4HTKFeS4K81wc3FW9pvPJskRhfuo2DUWSKMxx4LSasZlNvHW1lZsDo1ztc1OZ7+GlHU3YzSYUWcK3zDmyrI6F77nA66TA62Tn5vJVn0sSxVULh4qigNtl3TDrQlEQDNcW11R+NXSCylAR2y31KzqPzZJQoV4LMS1O/1Q/A5MDXJ5u5dv5r9KUW7Kmc6bDXDzIbydO8YXSIxQ7ix7Y370XOnBi/DKiIPI7Zc8uqns31xcDie9KEIR7Pp/WE1VX8csz3NDbGJwd43/7/9l78+C4zvPM93fW3tHd6G409p0gARLcV4mURIqLdsmWF8mxHTu2k5pUkllu5ebem9yqe+vW1EyqZqoyNXecO0km8cTxblmrZVOixEWkxH0HF5AESGJvAI3et7PdPxpoAgS4iZRMy3z+Avqc7zvf1v2d9/ne93nrv03Y7r11wduuvygsKwnixzZcJUnE7bIVSfWAh4Vtt55LwzKwLJDFe38yeybRy5l4L7/f9DQB3+2HE1iWxZlIN73pQVaEWlDF+8ugVhSJgM9FwOdicXvtb7o5JZimNesFFopkzaNr5t0Tj7PfBUydxHvcdprrg0DR2N/1bhejw3G+9oePYbsLksfQTXouDHP18hjf/FebkCYNcEkSCU7zPMxmCkRG4oRq/Ch3SLRpmjGpoTblBzw3stnCHRHrgiBgtylUVXipqvCyfnXrDe/NZQsMXI1OnkJLGIbJyGAMl9uG1+8imy3w9iuH+bd/9dyssoOZAobv9kKIJUkk6HdTKOgM9kUJV/lwOFUunMtwcn8Pa9bcuI2fNCRJJPQxhAtN02LH2ydYu6GN9s4bi0bKsnTXopyiINyRLRdPZPngowu0NoaoqiijoBnFFMmKBFZx7YmTIsyaZoBQDOuJjCbovjLCskV1M0gJyyrq/Y2OpzhwtJfnn1iCrpslksFhU4ohEaqMrhkYplkiuvJ5DSZFNi/3jSFJIrXVfiyzaMtC0YjXdANhcrx03cC0it5wumFwtX+cjrYqHA4VXSvuh4oiMTgcY8/+C1RWlOGeg5ywLItdH3Xz/r7zM4gJu03hy8+u4AtPrfjYZLAgCKiqjKrKbH2knbGJFH//w70z7tF0g+6eEVYtaZilx3cnuG93BUkQWR1smvGZaZmU21zsGb6AbhozMng8wAN80hhLZXi/6xKXRsZx2hQ2dbQwvypEQTf4571HGImnaK4o/0038wE+YzAxORI9iwAs9d8eOXEvIAsSK/0dNDqruZS+se7DJwWf6uZbzc/hke+fDDQC8GTVQ8wdnQn7xk5Q76qkyVX9qbTHLTvZWrmWoM3HP19++57XfyF5lZiWZKW/A/kGAtSfBLriPRRMnZXl7fe87pX+djq9Ldg+BrmwLtDJCn87inDfvjrdd4glMnx4pGfW53VVfha2Vd/zFMC/S/D6XbQvqiU6Tc8jmcgycDWKJAnU1AdwOFXSqTyDfeNomkF1XTkul42BviiZdB6vz0VljQ+P10HH4joG+6M3fF4+p3HyyGVOn7jK8tXNNLZU4HLbiY4nyaYLpNN5mlorEASBgavjFAo6FZVegqEyksksY5EE5UEPIJSMdtO00Ao6tfUBbA6FkcGi4LooFA2tsUiCbKZAKpmjzOekusZPLqcx1D9BNlvAZpOpbQzimObNMOV9UVnj52rvKJXVfuITaTxeB5GheDHcDgHTNOm/Ms7O7aeobwrS0lZFecCNphlcvhQhly1QUxfA6bYRGYqhFXTEyVTyE9E0yXiWbCaP02Wjuq581km2oZt0nxnkg/fOsHxNM43NFQBksxoXzw1hWRa1jUFUVWZkMFZso89JZbVvzlPx6FiSTLpAMpHF43VQXeMnHsswMhRDUWVq6gMossjQQIx4LI3DqVLXEEQQBPqvjpNJ5wlWlBEKlzExnmJkKI4oClTXluN024iOJUtjXVHlpTzgIRZNMzIUwzQt6puCCAiMjiSwrD58fheVNf5ZXjCWZRGLpokMxynkdbx+J6Gwl3gsTTZTIJ3K09gSwmZXGZhsV0WlF3/AXSRyqn2IosDIUBx/uYvRkTiGYWEYJrWTa3rWd6HMQbDchSAIjEfT7D14EQFoba4gl9O4OhAlHCqjqT7I0ZNXyWTzPLqujaqwl8t9Y7Pqm4hleH/vOSzLIpvTOHj0MiNjCdzOYtrr4UgCm01m7YpmrvSPc3UgyrymCkzT4upAlFDATVXYy64Pu7EpMi2NIYZHEyRTORRZYlF7DRd7I8iSSE2Vj/OXRlAVmWC5G4/bxs6950mnCyxqr+HUmX4i48liCF9N+U0Jm0Qyx86Puslepy+xoDXMtkcWYv+Y4V3XQ5ZElnbU4nHZZ2VgGh5N3HXkwn27w1qWNac2rVu2MZ5PfWLZIB7gAeaCZVmMJdMUdIMXVy+ipSJQck0zTYu1rfU41fvrJO0BfjdgWRYmJoZVZMlFxBkn3TOuW5RO9kVBnMzGYZR+T6eXFQQBWZBQJeWGxviNYFgGpmUhC1IpBbJuGYiCiIhQ+tu0TCwsBIrPKqaTLJY3LIsyxVUyiot7goVhmaV6pz7XLaPUJ3OyT5ZlTfb1WjzllCeAKAjolglYiIjIojSjfsuyQCiS5CLF8TAsE8MysIu2GZ4RU+ObNfLsHTvBVtlOtT1UTB8pSJhYmNe12bSK8zG9bTef32Kfpg4cJUEqzZOMNOcp/tQzpj9XNw3AQhblOeqdXBcIWFgUTJ0TsQtkjTyd3lZM5NJzp+q/NobFcZ6aa8MyJ41OoVg/zCh7I5iWScHUOBw9i0t20OltRRCKRNnUeimOm1icp2nPBkpjPTV/U+WutddAEiTcsnPGmi7OuVma56n2isKkETNZVhZkVHnmWE+tF0FgzrJT42EyXR9nZts+q7Asi8OnrtI/NFM3RhBg5eIGqio+mRTAv6vQdYPtbxxDnHT/7j47yPpNHez89SnyeQ23247LbUcURHq6R0jEMwz2Rfni1x6iosp3y/o1zWBoYIKh/igDVT5Cld5iysfv7S0Z2ZU1fgzN4OL5YTLpPPs/6Oar336UbKbAh7vOEago46kXlhOLpvne377PynWtjEUSVNeWs+HxDqJjKd78+SG+9aebCVaUseudLsYiCeobg1y+FOFLv7+ek0cvMzGWIjaRJpPO840/3jSDnAB471cnWb+xnV/8aD+bn1rCyaOX2fbcMnoujnDyyGX+4E8243bbmRhP0Xd5DNUm4/W58AfcJGIZTh27Qnwiw7nTAzzx/DImomle/8kBXvrmBhqaQxzcd4Fzp/qZ115FT/cIn3t5LbUNgRltME2TyHCcgavjVNX48JW7EEWRof4o57sG6L86ztJVTQRDZRz68AIOp42RoRhbnllCU+vslMMf7TnPlZ5RmlorCFf5cLvt7PjlCVSbTCyaZl57NfVNQd558zj+gBuf30W4ysfZU/30Xoig2mT2f3Cez7+8jpGhOBfODZGIZSjzOtj89BK2v3EM07QIhDyotuK+//arR3B77EW9pMoyEODMyT5qG4Jc6RnlK3+wAf91gra5rMaOt0+g2hQunBmkeV6YtY/O52f/vI+a+gB2u0IoXMbZU/2c7xrE53dy5KNLbHl2Ka/++ABf+YMN2GwKv3r1CBs2d/DT/7mPVQ+1MjqSoLLGz6YnOm8aJtF7dYzKijJamyp4652TuJw2Hnu4jWC5m7HxFE6nykQ8Q//QBDVV/jnrGBiOESh301wfZPuuLk6dGyAUcNM/NIG3zEFrUwiXy8bxrj5C5W6cDpXLfeN4XDbqa8tZuaQBXTeZ3xonFPCgKjKZXAHDMJFEgVNn+8lmNXxeJ5eujOG0q2zasIDtO7tYMK+S9rYq1q5oQjdMVFVGEgUu941TX3PzA9CLVyL0Xfd7qyoSSztqqQjemzSfME2LxuecRU6kM3nulp24b8kJE4v9kR6S+rX0dDlDY/dINwG7+1Nzm32ABwCIZ/P0RKIYpkkqV2A6dSYIsGF+I/KnqPnxAA8AxZf/hJbm3ZGDdCevYGJR76xka+UawrbiJjaaj/F+5BA9qQEMy6RMcfFM9Xpa3LX0ZyNsH97PaG4C3TKotAd4tnoDYXv5XRkN+8ZOcjbRy9cansIp28mbGv/Y+wad3hY6ypr5/pW3WeBppDt5hbiWxqd6eLZ6PQ3OKvKmxvuRQxydOEdGz/P7jU8zv6wBgO7kVV4d2MUfND1H2F7s39XMMK/07+TF2o3UOEKcil/ig9FjxLU0btnB+tBSlvnmI4sSR6JnORW/SEdZEweiXSS0NGvKF7Ktah2apXNwvItDE2fJ6FkkQWKpr43Hw6tQBJnu5BW2D+9nKDvGCn87X6rfXOrvgfEu9o4dpyt+iYlCgu3qfirtAV6oeZTL6UH2jZ3k9xufxqcWXw664r28FznIy/XbSv24ERJ6mn1jJzkZu4BmatglG4+ElrMmsPCm5XrSg7wxsIffa3ii9Iw3BveQMXJ8teFJskaePaPHOJ24RM4oYBMV1geXsDqwkIHMKO+MHODA+GkA+jIjOGQbW8NrWexrJWvk+XDsJMcmzpM184RsfraG19Doqiq+0A7txbAsVFHhdPwSCLA1vIZl/vk3b3NqgB2RQxwYP41NVLmQ6sMl2Xmmej3zPPVcTg/xq+EPWe1fyKGJM4wX4sxz1/Fc9SOooszu0WMcn+gmY+QQBZGHgot5JLQMSRAZyUV5Y3APV9LD1Dor+GbTszikol7JwWgXxye6qXGEOJvopWDqLPHNY0vlGhySjaHsGG8M7uFqZoQmVzXfaHoGVSiSFB+OneRMooewrZxzySvolsEy33weD6/CLqnEtRTbh/fTlxkhrqWYKCRpdlfzQs1jNLs/vTCp3wTS2QL7j/bOSjPs9ThYu6zpQUjHPcbUafU3//hxEvEMv3zlMANXxxnsj/LyNzfg9bsAi+HBGGOTp5tXekdJ32bKabfHTvviWrLZAhu3LcLlthOZPLVft2E+lTVFQ+981wDxiTQAvRdG0DSDcJWP9s46ouNFLw/LsvCUOXj8ycX0Xhzh2MEeBAEWLavnw93nSs/UNYPOZQ2se3Q+3//vu5iIpkjEMvjKXZQH3WQyecrmEE2srPHz4e7ztLRV0nXiKm6PHZ/fxeLlDVw6PwyAJIvM66imqbWCtRvm0zwvTDKRpczrZNMTnUSG4+z45UkM06JjcR3795wv7YuGbrBgUQ2bn17CT/7nPqJjyVnkhKLKdCyu5VL3EBseX0gg5OHCuSGqavxsfnoJh/dfYmQozlgkQdeJPuqbgmTSeRKxubOyCIJAU2uYbc8uBUHgUvcwBz+8wLwF1eSyBRLxDKpNwT15sh6qLIb4HT3QQyyaojzgIZ/XSMQzjA7HSadyZFI5ouNJLIopWjsW17J0VSMgcO50P6Zpsu25ZdjtyqTYvcWy1c2sWtfKP/3t+8Qm0rPICdM0SSfzNLZUYOgGTa1hVFVGliXWrG+jpj5AIa9xvmuQJSsa6VhSxy9+8BFXe0dnHIOYlgUWOJwqj25dRP/lMXbv6CKXLeBy20v3TaWGjiWyjEdT2GwKQyMxBoZilPtdWBYMDcfRdZOeK6PEE9nJ8AmT6ESaWDxLLJGlInhNd8dpV0gms0TGEsiShMdtI+B309ZSSf9glMhYEk9Ow9ANeq6M4fc5KRR0BLEYYlQ84CmGEUfGkvi9RU04WRYRRRG/XUFVCrQ2hYqE1UgMSSyS2YoskstpjIwlSSZzDA3HUVUZ0zSJJTLEE1nGo2kcdnUWSTM0kiBxXfpVVZVpqg3OuabuBlMi9NfjXmjf3bc7g2Ga/Gqwi4HMNQZIESTq3QFealyJ7SbZOh7gAe41dpy+wKGefuaFg/zs4ClUWWJRbbh0wqzK9996vF4F/37ElP374PTs46FgavxyaB9nE708WfUQNlFhV+QoP776Dt9ufh5ZkPlJ37sM58Z5quoh/IqHuJamTCmGShiWSYOzktXlHWSNPK8P7OGDseM8X/Mo6l24rie1DJHcRMkjw8Iikpsg6cpgWAZ9mREGsqM8X/0ITtnB24N7eXNwL3/U8jlsosKjoeU0uWr4bxd+Rs4s6g4JgkC5WkZCS9OdvELYXo5pmRyb6CZjZAnbA/Smh/jx1XdYG+hkk6eO88kr/OjqdvyqhxZXLSk9w8FoF5IgsSFYNFrdSvFFbjQf48d977Ktci2t7lomCklUUSkR4S3uWr7a8CT/1Psm0cLMGPoFZQ24ZAfD2XG2Vq6hvawJVZTxKm6qHSEiuSjnk1dYXb4QE5PDE12YlkVQvbk+hGVZbB/az4fjJ3mmej1V9iBJPU3YPvdpz3TkjQLDuXE085q46kQhSUovvvj2pAd4e2gfn6vdSNhezng+hldxIyAStPnYVLGSiUICu6TyTPUGVFHGp3gwLJPD0TPsGDnA1vBaAjYfH42f5HuX3+LftL2MX/Ewlo9zMHqGLZWrear6YXRTp9IeuFFTS6h0BNgcXkUkF6XKEeSJynWIgki5WoxfzpsFuuI9GKbJqvIOXLIDSZj0fAFUUWFtYBE+1cPZxGV+ObiXBZ5GqhwBKmx+vlS3mV8P76c7eRXTuhaPm9Iy7B8/xfrQUrZVrmOsEOONgT1UO0KsLG8nbA/w5fqtvDmwh4Hs6IwMGAmtSB5trFjBE1XrGM6O8/bQPmqdFXR6W9gZOcyF5FV+r/FJRnLj/FPvW6wLdNLg+s3oNH1asCyLy31jnDzbP2sfaqgNsHRh3V3/7pc8bO/nfU6YzNzzCexxU95eU3/bbEpRMC+VI5spntLa7AqWZZFO5XGX2TEMi+6uQRRF5tEtC7l0fgjLmva+YFH6f642i6KIPplFbup74HCqqDYZURTQNYP9e87TuayB6rpyLk4SAaW2WtemS7XJOJzXDCzLunbgOn3NeMqKwtaSLGKZFnWNQQ7uu0DH4jrWbpg/Z1tr6srZ824Xz35hFXveO8PKda3F8lP1ThraU6W0gl7qj6JKuNx2JClZfEeZyirEzPcqt8dRzIoiizfUyBAEAUM30XVjxnjZ7AqyXPRTs9ttdC5v4PkvrUbXDVTb3F64kiTicKqIk+Nls8nUNQT50tcfxuFUMa2iqPCTn1tO/5VxfvnKYb78jfU4XTbaO2tZv7GddDqPIAj8/F8+4mvfeZQL54Y4eqAHLAtFlYr1Tx60KYpELquRz2tIssiUTkiZ14E4mX1vrjkQurAAACAASURBVH4rikx5yMOZk/3MX1hDe2ctqWQOu0PBZldK2g+qTSaVzKIVdDLpPC6XDVESSMSzKEqBeLRIcOVzGqlElkw6Xyo7HZYFyVSOygovubxOS1MITdNJpXJsWDOPfEHjQk8E07Koqy5H0wyclUV9kvGJNFVhL8lUjmC5m6kzxtrqcqKxDKZpsnp5I16Pgyv9UXS9qCs1df/G9QvoOjcIQF21H4dDLYl0S5JIS2OI7p4IiiLR0hAil9cQBAFfmYPevnFyeY2qsBePq0jgdHbU4i1zMq85THQiTXWlj1gig6rIlPudJFM5aip9JJJZDMM7YywsyyKZyc0WrxVFPNPInHsBy7LI5TWS12XsgGLWkrv9vbv/LKpJKKLEv+vYPOk2WoQAuGQbDkl5YMw8wKeK3tEoX167mMX1Vbx19Cznh0ZZVDvb7e5+wt/9cC8HjvXe1+9tS9pr+eOvP/KJKdh/1hHX0hyMdvH52o2sDSxCQMAu2fj7ntcYyo4jixKX04N8uW4LK8s7ZoUQ1Doq8MhOUnoGm6hS66xgKDuGbuo3Tdd8L7Au0MnDwSUAjOVj7I4cwbBMVFHAJTsI2nyzMhAFbF46va0cip5lXWAxST3Dsdh51gU6UUWZIxNnkQSJZnc1NlGhwVnFTvMwF5P9NLuKp9Qu2cljFStocFbO2EdUoUgmjOYnmO9poNPbilt2lO5RRYWgzYdTnrnJF0kTL4ZpYpNUQjY/dc5rvw1he4C2sgYORs+wzD+f8Xyc7mQfT1Y9hHQL3aSYluJU/CKPhZazqWLlPQ0DcEg27JLKaH6CJlcVjf52HLINAQGnbKfaEcQtO3FINmodFSiT6yGtZ9k/fppqR4iwPYAiSjS7avho7BSRXBS/4pnsdzmbKlbhU9y3vV+7ZSfVdhGnZMeruGeM4xQUUWZtYBGryjtm1GtZFiv8C4hpSfJGgSZXNR+On2Q0H6XKEUASJfxqGV5lbg2ToM3H1vAa6p2VFEyNvaPHGcyOAu3IokS5WkaZ4mYgOzqrbNhWzpbwamocFcxz17F37DgjuXEWeBroy0RoctfQ5KrGp7ipsPkpWPodh0r9tiGX19i1/wJjE6kZn4uCwMZ1bfck9fDeQ5f44WsHyRX0W9/8G4KvzMGf/9FWqsP3Tqh2CmdO9PHRnvOTJ/wneGxbJw89uoA3f3YIURJZ98h86hqCrHtkAe+8dRzTNFm/sZ2G1goudg+x/c1jVFR6cThVus8Msm/nWSLDcd596zgbt3Xi8c6Oba+s9mF3qPzsn/fx6JZFlAfdBEIe5MkMD5IssmRVE0f3X+JyT4Sa+nIkSeTQhxc5drCHXE5DtSt0dNZSMXmyb3colAc9JGIZ9u0+x1gkwa9eO8KGxzvwB1w4XMW1MvWc6FiKTDrP+a4BxiIJnnxh+YyTdAB/wE19U5CqWj/hKh/hKi+DfVH27DjD6Eic7W8e59HNCwlUeJi3oJr3f32Kq72jPPRYeynERVVlghVlpNN53vv1SUaGYrz39knWb2rHU+bA7bGXnuV0zb2evT4ndY1B3vjpQZavaSlqcFQUyVaX246v3E3H4jr27TrH9/9uFw6XjSdfWE55YLZYb5nPOSMlbLjax/I1Lbzyw48AeHTzQjxeB+++dYJsJk9TWxhfuYvNTy9h97un+Yf/+i4VVT62PbuM+YtqeONnh/B4HdQ2BBAlEX+5G7vjGjFS1xikraOGX/xgPwjw5PPLCYTKStlKAiHPnClq8zmNxESaifEUxw/1UMhrtC+uI1hRVlonsiKxYVMHe97routEH40tFTS3VZJK5Xjv7ROUeZ3UN4WQFQldM9i1/TTpVJ71G9tnCb+KokB1pY/qymuhSdcLi1dWXPv+1dde81asmwyTyOYKdPeMlMgWv8/J8iX1M95B6mrKMU2Tk2egqT5IW0txf1q7cm4hfmEyFfD0Z09HxRzC+R2TgtHLpgmOVlbMvG9e841tj7nIItOyyBW0Oe7++DBNi96r40Tjs718aip9d60ldN9ZBKO5JBOFDC2eEOU2V1F4ppDh/aFzjOfTtPuqWB1svGEa0Qd4gE8CqZzG0EQSAYFoOstwLMmRywPIosT8qiCO+1BvYigS50Jv5L4mJ0Ll7vveu+N+hmbppPUcPsVTMlzLFBeqqBDTksiChCRIhGz+WcSEbhocmTjLeyOHsEkqsiBxJT1EnTP8Ca2ZmbVW2QMl49ImKhiYt4xTlASJVeXt/GPvm1zNDJMxckQLcRZ6mxEEgbF8jMHcKD/ve78kBu9Xy/AoztIJo0uyE1C9swzmgM3Lt5qeY8fIQf6+5zUq7QG2Va5lYVnzXZHhkiCyLtDJP/a+yeX0IJHcBJqps8DTeMuyaT2LZhW9Du4FMTE9HK3RVcVXG55iV+QI/++Fn9HkqubZ6g3UOcM37a9uGozn4yT0NJHcRGmcm9zVyNMIrZDNj1O6+xOU66GKCuFpa2cKMS3JawN7GMxGcMsOdMskpWdKOhC3glt24lM9CIKAKIjIooxu3V6qUY/iLHqdTJUVimVlUaLC7qcnPchAdpSR3DhpPUvI5vvMkxPne0bY9VH3rK90XY2ftcua5i50h4gns1y8Mjorpd/9hIDfhaZ9MuTJwqX1LFw6M3PV8jXNLF/TfMvPvv2nW2b8X1XjZ/7CIoFrmhYXzw+xe0fXjHvmL6yheV6YL37t4RmfP/fF1aW/BUFg+epmlq+e+bzVD89j9cMzs899+ffXA9DQXEHDpFjk519eCy+vLd3TOv9adp+nPreCsUiCvitj/MGfbEaWRF798X52vXN61jpbuqqJP/w32wD4+h89Vvr8q995lOuxZkMbazZcE5v+vW89AhRDQ154aU2pj9P7uWDRtYw4W55ewmD/BG+9cnhGvXUNATqW1PP051fO/Lyx6GK/aNrcPffFVUCRZB0Zis2qq6aunJVrW1CmhULZbArrN7WzftNM4eDr++gpc5TGegpPf27FrHHY/PSSGf/bHSobty1i47ZF19pZd82wf/rzK+m9ODKrrTa7giCJ/Nn//jQ93SN8uPscy1Y38/yX15TuEQSBqlr/rHatWd/GmvXX5mIsksBb7uKLX5+55u41HHaV9nm3ziQliiJLF904U8lvEoIg4HKopZCVKRQKOlcHbix0+3Ewkcjwzp4zs8gQRZFobQx99jwn9oxcoCs2yP/R+SQIoFkGf39hL8ejfVQ6ytg10k1az7O1uuOB7sQDfGqoD3g52NOPLIrkNR3dNPnV8W5kSaTa77kvyYkH+OxDFWTcsp2YlsS0TAQEklqagqnhVdzIgoRhGUQLcRqtqhkbRlxL8Wr/LlaWt7OxYiWiIPDzvvdI6dmbPPH2oIgyhmWiT4YU5I0CcS097Q4B8WNmf6hzVhJQvRyPdZPUM7SXNRGy+REoejA0Oqv5VvNzuOXiqZ8FOCUbIsX9YioU63oICDS5qvl649OM5Sd4d+Qgrw3sptoepNx261PP6WKX16PGEaLaEeRQ9CzDuXGW+Obd8AR/OpyyHVmQiRQmMC3zjggKWZQQKIb+QJFUiBWSJSFUEZFObwut7lqGc+O8OfgBrw7s4tvNz+OSHRTnSMBkZn8kUcSvljHPU8+z1etLHhVQNPBL44HwsU9PREGYcxynX78eRybOcTbRw3eaP0elPcBIfpzvXvz5bT9TQCitkTtFsa+zy0qCxCOhZZyKXeR7vW+V9F6aXbWfWe9Py7IYHU/y4zeOEBlPzrimqjJPPLrwrtMMPsAnC0GAUEXZLPf58uDte0F9UijzOqmpC/DGTw8iigJ1jSHmL6whly3MuM/rm61D8UnC63PQ3jkzhW8xHOXOx8tTNrsut8deCue4XyAIRe+J69uqqDLR0STf/7tdiKLIstXNOF22j/UMSZYIzuFh8ABzIxwqw+O2MzHNoyFf0Dlw7DJbNrRTEfDc1XfYsiwm4hl++NohTp6bncWtvbVy0nPiM0ZOXE1H8Sj2EvHQFRvi1EQ//+uirXR4q3nt6nF2Dp/nsXAbDvnu3QIf4AFuB994ZEVRnGcOPBDCfIBPGhYWQ7lxuuLFlHyiIFBhK6dMcbEmsIj3Rw5jExXsksrOyFFqnRVU2QPIokyto4I3B/diWCZexU1Sz1DlCOIQVRAgZxSIaSkGshHOJq+UXOkNyyClZxnLx9BMjQktSbSQwC075swOMR3VjiATWoIPx0/R4KzkZOzCLJ2GG8GwDJJahvF8jIKpEyvMfK4qyqwsb+e9kUNkjTxfrt9SSgu50t/O0Ylz7B8/xUJvC4ZpENdSLChrxG67+cvRWD7GifgFKu0BFEFGFiQKpoZFMd44Y+TIGHkyeg5JkBjNx3BKtklDHlyyA1mQOBm/iFtxYRNlqu0hVEnBIdlZXd7BK307SRtZNodX33IMAXyKm/ayRvZEjuFTPFTY/GSMHB7ZSau7Ds3SSWoZJgoJNFNnPB/HJip4FCdB1YckSOwZO0bOKNCXHaEnPUCru/gi2Zcp/l8xKZwqixJpPXctD/tkGMTJ2EXOJnpxSg5CNh9uxcHawCLeGtxLvTNMvbOStJEjZ+RZ6mtDlu4u5agqyvjVMi4k+ziXuIwsyoRt5XiUmxsbAsVMG2k9y0A2wsFoV4losyyLvKmR1rMktDR5o8BYPo5hmSUS60Yoli0Uy+ppskaB0XwMr+LCJd/aABrJRVFFlT9ufRGP7EQUxM+018T4RJp/efUg+4/1zDpVa20IsWX9AmT5wZ55P0MQBPwB9yyhw/sBiiqx5ZklWJNrSxSF37jRLggCbo+jJER5t3W53HZa2u5/TRpBEPD5Xfj8M4l2y7Ko+epDmJNZjERRnJVu9Hbh8zt5+Zsb7kVzfyfQ2hAiHPTMICcATp8f5MdvHOarn19DwPfx0rMbhsn5nhF+8evjvL/v3CxtC7tNYeO6+QT8d/+7cd+RE4Zl4pJtCIJA3tDZNXyeFneITl8tsijS4gmye6T7hobijWBZFoYZwbI0ZCmEINimXdPR9F5yhcNYVg6bsghVWYQo2uEz/BJxu8jkC0TiaYJlTtz2j8d+/rZDEkXu7pX700dbUwWZbOGOwiaymsZYIk2ozIVd+eS9QRa0Vn7sTet3BVMeAd3JK/RlRgBQBJktlat5KLCYJ6seQhZkdowcwrRMapwhnqhch0t2IgAv1W/l3ZEDbB/eD1j41TKeqHqIsK2cF2s38f7IIX569V2qnSEeCS0ja+QRBYHhXJTXB3YTLcSxsNgTOcqJiW42VqxgRXn7Tdvc4q5la3gNR6JnOT7RTbO7mrWBRbhlB5JQdHV3SNfIZYdkL3o/CAJD2XF+0b+TuJZCQuS9yCEORLt4smpdMbUkAvM9DXwwehynbJ8RdtHsruZrjU+xZ/RYybCtc4RZUNYIFD0RgqoPcY7fdd0yOBW7yD79JBIiftXDi7Wb8KllFEyNXw9/xIVkH6P5CUDgf/S8TqOripfqtwJgF1Werl5fGs9mdw3PVK9HlRREQWCeux5ZlAhKPlrdt3dyLgoiT1U9jEt28MHocQzLwCU5WB9agoXFmXgv24f3k9IzKKLMK/3v41GcvFS/lQqbn+eqN7Bz9Ai/yOyk2h5iXaCz5HWQMwscjHaRNfIogkzQ5uPF2o04pWIctYjI+uBSxvIxXhvYjVdx81TVQ3jVelYHFmJicWTiLB+Nn8IuqXSUXXPV96pu7Ib2sYxwSZB4PLyK1/p389O+HZSrXp6r3oBHcaKKChU2P/IcYq0r/AsYzI7y5uAHuGUHnb5WlvrasEsqhmVyYPw0+8dPEdNSZIwcP7jyK4I2H1+p31bSOJnukRFUfXhkJ7plsG/sJIejZ4gWkuTNAv98+W3Cdj9fqd+Ge6rsZF8FBII2H27ZUfL+iGlJvnvx50iChF1SWV2+kNXlHTPCYO53WJZFMpVD0w0UWSoZHJZloesm6WyeC70R3txximNdfej6TM8Xt9PG559YSjh079KHhoMe1ixtIn8fa06Ueew47A8O0u4VBEEoeiP8tr2Q/Q5BEAQkWbgnUzRV1wPcHgJ+Nw+vbKXn6tgM8kDTDd7ccZK+oQme27yYeU0VeFx2bKpcFGYtpWYHsNANE00zyBd00pk8vX3j7D/Wy5GTVxiMxOfUtli+qJ7N6xcg3wOyULDuj4DvUiN+0HOAkxP9/MmCjVxJRfmbs+/xJwse47HKYgqy/aM9fO/iR/znlV/Apdy+oWxaOSbi/4l84Qjl3r/EbivGgFmWSb5wjPHYX1HQz4FlIkoB/J4/xe16CVG4eyb0foNlWRy62M/l0Ykb3mNTJNa1NVDhdfPh+Sv81Y+38xfPP8a2pW03LPNpwLQsBqJxLg6NE8tksSwodztprQxQ5ffMEtD7XUZB0zEN67b1Aywsdnf18B9e3clfvfg4G9rvTVzwzSBJAoos/cZdRe9nTJ36Xu/mrogyiigXiVfLQLMMsCwkUUIR5GmbjYVuGehWUS1cFERUUUYUREzLpGBqmJaFLEqIiJiYKIKMiVX0HLhuj5h67q3abFgmmlU0GmRBwsJCnAznKJgailjUw4BiyIFuGdhEBROLvFGYVacqKsiTApJT7QYBmzhTINm0TDRTx7DM4ouNIJbGQzcNDMtAFWeLKk8vB0WtCGVynCyrOBbX6xeIgoh9GsliWCba5HhKgjjjOeP5OP+l+8cs88/nhZpHb3vNTx/L4vwJyIKMJIgYlkHBnG2Y2SUVURAn26NjWuZkmIeAhYUiyFhYFCavCTBr3Uw9W7N0dLOoUK6KcmnOptctCAKyICFPXpua9+vru10Ux1vHsAxEQUCZzJoy9cyp9Xt9Gd0y0Ey91FbDNJFEERGx1I/pEAQBm6hiWuaMdTE130X9COmGZe2iimEZk0KuM8tKgki0kOAfel6nzdNAo6sKsOhND3F04hz/et5LVDpuncHkfkG+oPOj1w9xrKsPv9eJw6agKBK6YZJI5egbiDIYiZPLa7MIcVkSeWZzJ3/4lQ2U3UPVeN2YyoJwz6q85xAEUBX5AQn/AA/wWwDd1LiSOYcqOqh2NJX2u49Xl87VTDeyKFPjaEa6iwxod4KB4Rj/4bu/5nhX/6xrglD0cKiv9jOvKUxlqAxvmWOScBYwDYu8ppNK54jGMgxF4lwdiDI2kS7aFDfIStPSEOIv/tVW2lsrb7Xn39YP4X1H228Iz+PQ2GX+7xNvUTANVgcbWR4oisZYlkUkl8SnOuaMOb0ZTCNKrnAAw4ggiNdcMU1znHjqb8lrZ7CpC5GlWnL5A8SS30VVOkskxmcNu8/2sOPkRQA0w2AilcWmSHidRTLG67TTEPJT4XVjmCbpfGGGwMqnDcuySOUKvHH4DL86dp5oKjOZc7no1tdWFeR/e+Exqvyf/dg007TYceoiYZ+bJQ03FvBRFRnuwPnBtCx8Hge1IR/lZU4c9gc6GvcDBEGYYQDPdV0WZOQb/JwLgoAiyChzXC8a19eTvJOq6wg4Zl2DjJ7jB1d+TbQQn/N5AZuPp6seJmjzId/g7OT6/siiVLpXmswWcTPM3e5r12w3GK/pz7mTcoIg3PDadEiCiCRN98qz0EydnJHnZPwieVNjZXk7giCgmTo7Rg5yNtE7Z112ycbjFauYX9ZQNPznaLcsyDc9fS+25wZ94ubrCor9VgVlzhCUm9WtCrPvzxkFXh/YzUA2MmeZMsXNk1UPUeMITY63wvU/YDftz9Q6nzYe0rQQkxv1A0C8bnyvn++blS1+92a2wyapWJbFeCHBQHaUL9VtptoRwrRMdMvg6MS52xbbvF9gWRYjY0mOnLp6R+UkUWDVkgZ+74XVeD5m3PmNIEviPTmle4AH+CyiYOYYyPRwLnmUaGEEy7IoU8uZ515MjaOFQ9EdSILMw8GnUMTid9O0DM4ljnIivo+nq75OSo+zZ/QNckYaUZCwTRrt8z3LCNgqEQVphodcwcixa/Q14toYj4ZeoMJee6Pm3RJ5I0t/9hK1jhZs0qdzUJw10rwf+QUBNcxTVV9Hkj6+dknezLJn9DWckodnq7+JQ/50wqQqK8r4w69s4L/+007OT8tAAkXPiGxO43xPhPM91/ZiSSxqcZmWdUMCYi6oisTi9lq+/dLDzG++uZj2neC+IydqnX7+fNFWzsaH8SoOOnxVOCdfEkwsap1+XqhfiirKDGZieFUHLvnWG55ppdD1KyhKK4p87UQ4VzhKNrcPm9pJ0PfXyHI1yfSPmEj8J7L5Dz6z5MS3H1/NV9YvA+DyaJR//8r7LGuq5o+3PQQUF6rfdf94jRR0g18cPM3/eO8Q7bUVfPWRZbSEAximyfnBUQqGQZnz3ubxvV8RTWd4+9g5NrQ33pScuFMIwMqWWv72O5/DdYM8258mLMvi8tlBAlU+yvwuhq+MgQDh2gCZdI7xoTj1dxmXmUnmuHS6D5tDpW1pQ+m5sbEkhZxGuO7OTjbTiQyyqpRSXVmWRTyaIpPMUd0Yuqu2WpZFKpbB4bEjy3fG5msFnf5LIzS119y0/sjABKoq46+4McmnigoPBReTN2d7NwDYRBWX5GCkb5wr54rz13IX6taWZREdSWAaJqEa/03vNQyTwZ4IZeVuvLcZL61rOtlUHpfXUcrvfi9xPnmFd4cPEMlPsCm8krC9qPEgCSKLvC3UOivmLCcJUunezwIUUWJleQcdxtweWYqg4FPuvxj3u0HQ5qPRVc0r/TvxqW7ypsZYPsZy/3wq7Ddfy58FSKLA8s56vvPyeirvYTjHAzzAA9wcOSPLweg7HBh/F6dcRlCtRBBFRnMD5I0MPiVEf+YSyqTn2BQsLCa0US6lTlEw82SMFJfTZwnZaihXw2SNFMdiezge+4At4Zdo8yyd8b0eLwxzOr6fhBal2bWQoK36Y2eaGi8MsyvyGp+r/c6nRk6ooo1F3rV4ZC/yHCT7nUARVTrKVmOTHCXy59OAJIosbKviT7+5kX/5xQEOn7wySx/iehimxfUZ1W4GgaL45mPr2nhh6xKqw7576h1235EToiBQ4/RT45y9cUuCWPKiAPjJ5cNsqWpnkf/GL9xTsKw8hhnDIdUjMGU4aKSzb2ORw+38AqrShiDI2NXViKKXgnbu3nXsPoIgFImHKfIhnS8gSyJOm0pN+Y2NEguLTL5AOq9hmiaqLOF22FCuE0CzLAvNMEnl8mi6gSiKuGwKDnW2K/Xtoqt/hJ98eJL22gr+4vnHaA5fe2mfXx0q9Wvq+QXdIJPXKBhFV3dFlnDZVNTrQgh0wySWzuKyF6+lcgVymo4AOG0KTpuKKAgYpkk0lcFttyEKAslcHsO0UCUJj8M25+mNYZqkcgXyk2nE7KqM26bOMIDymk4sk6Pc5UCfvN80TRRZwmO3oUwaoVN9SucLdPWNcGl4nM76SoZj19TQA25n6X6ARDaHaVp4HDbymj45b9bkvKmlebMsi2Q2T2ZaHmSbInMj+9eyLLIFjUxew5hsq9tuQ5HEWfNrmCbpyTG1LAtJFLGrMg5Vua0QnIun+hi6MsrqzZ0cePcU9W1VBKt8pGIZ8tl86b5CXiOTzGFZFq4yB5IskUvncXrsFPI6lmmi2hRSiSyGZmBzKDjcdgRRIDaWpKerv0ROaAWd5ES6JLJlWRb5rEY2lUOUBNxeJ4IgkE5m0QsGql3B6bZTKGh8+PYJalvD1LdV4XDbMHST1EQGY5rXUT5bIJPKISsSrjIHpmGSSRbnSpJFXGWzjWTLssim8+x67TDLHllAoNKH3amSyxQwdANdM3C4bCg2hUwyi5bXUWwyrjIHlmmRimfIpvIz6tLyOqZh4vTYUe0K+ZxGciJdMup13Si2yzARJRH3ZM77XDJPKO8rnsKUu5HkmfNuWRax0SR73zyKaVr4QmWTY1ggm8qX2mUaFrlsHl0zEKA0b9dDy+skY2nUScLHMEwyiSymaYIg4PE6QRDIJLNkkjkO7jjNwtUtqHYFSRKRFYlsJo/DacMwTNKJLJZp4fI6kBWJ/ksRug5cZM3WTrwBD5IkkssU22VZ4PTY0TUdWZGRFYlMMofNoZbytd8KFbZyHgouwau4aHJVl07gRUGkzhmmjhvnLP8sQRIkWty33qs/KxAEgaDq5dvNz9OXGSat55BFiXK1jFpHBcqn5OL7m4AkCvi8Th5dM48vPbOC6vDdq7c/wGcXum5g6Caq7eOFgT3ATJiWwdnEIfaMvkFH2So2hJ6jXA0jIJDSY+iWhiLcvrEsCwpLfOtZWb4R3dQYzPbyXuRn7Bj5CV6lnCpHY+m5g9le8maWSns9l9Kn6fCuwiHdPulcDM8rkDMy9GUuMpofIKFFmVJ9s0tObKIDQRAwLJ20nsQpubGwyBkZTAwkQcYhuZAmwxcN06BgZtEsDbCQBBm76ESe5g1nWgYpPYFpGbR7VqCK9hlhGMUQxwJ5I4tDclEw82hWAQGwiQ5U8VrabNMySOtJDEunzbMUVbTNCA8p9lEjZ6RxSO4ZdamivdS/qXsNyyBnpjFMfUY6cEmQccllc5I/kijSOb+aP/+jLew+cIEde89xuX+cbE6b8T56J1BkCYddIRwsY92KJtYtb6atOYxNvfd72W/17jiWS5Ez7iS/tYUwjQnT9B7yhRPIUh12dRXF4RAQBCei4MI0b09d/ncFI/EU392+nwMXr5LKFagLeHlh1UI2LWrBPi2VZjSVZfuJbnacvEAkkcKlqqyeV8eLazupD/ruOCTHsiw+OHuZdK7A8ys7aAz5Zly/fjObSGd57WAX+y9cZWgiiWGahL1uNnW28syK9hkeIUOxBP/XT3fw3MoOgh4nP99/iu6hMVRJYsuSeXzjsRU4bSrRVIY/+8c3eHFtJ9mCxvbj3cTSWWoDXj63ehEbF7WgTjOs8prO3nOXeevIWS6NRBEEWFgb5oVVC1neXFMiM872R/g/f/IO/8uzj3D88iAfnb9CIpenpryM51Z0sGXJPByqgmFaHLjYxyv7T9MzNJq2+wAAIABJREFUMk7/eJwffHCMNw+fAYo/Gn/9e0/SHL520v/93UcZiaf44tpO3j11kY/OXyGdL9ASDvCvn15Pa2XxXs0wee1QF786dp50XiOdL/DvX9rG2raZ+dMBTNOkd3SCXxw4zeFLA6RzeSq8brYtaWPb0jZ808a2oBscuHCVNw6foXtoDE0vercsrK3gxbWL6aid+8R4OhoXVHF09znaljaSTeWpbAiSimf56NcnyGUKzFtSJBRO7O2m+/gVbA6VdU8sxuG28+6PPuRLf7aNs4d6SERTrNjUwYHtJxkbiuEqc7D5S2twehzUtVZy9fxQ6ZljgzF2vXqY+rZKaluKhuPet44R6RvHU+7ikedXoKoyh3acZqQ/isNp4/EvrmF8JM6Bd09x5fwQyYkMSza0ERtNsvv1wwSr/TTMr8LQDfa+dYyxoRiSJLJmWyd6weCt7+2hsj6Aphls+fJaQtUzyVlDN7l0up+D754iFc+w+KE22lc288EbR0lMpFBUmUVrWqltDXNs9zkGeiPIssTWl9chKzJHd5/l4sk+OlY1o2sG23/4IcmJNJZp0byoloeeXMJgT4QdP93P2m2LCVX7ifRHefX/e49wfYBcpsDjX1yDosrsfOUgmVSO4avjfPMvn5+jrQZnDvdw7kgv1c3hEjGx8xeHSETTqDaZ9c8sRxAFtv9wHw6XHbfXwbonluDxz1aRHumPsvOVg8xf1kh1Y4j4eIof/82vqKwPkopn2Pj5Vbi8Trb/YB+iKDLYG2HBiiYObD9JoMpH44Jqdvx0PxtfXE3vmQHOHOpBtcnFftb4ObH3PEd2FvN1r9q0EIfbxvYffIisyjjcdlZu7ODskR78oTJaOuv41b/s5ZHnVlBRe2uvBkEQqLD7fydOyR9gNgRBwK968Kue33RT7hqiIFBX5aO1MUQ8mSWTLaBpBrpuYgE2VcLtslMR8NDSEOSxdW10zKvC7bQ9MDgf4KZIJXJER5M0tFQ8ED+8B8ibOY5O7MavhNgQfJaQrbp0rUwp7lspfe6wzFtBFhXqnK08HHya1wf+gTOJQ4Tt9YiCSMHMcSndRY2jmVpHK0cmdpLUYndETpgYXEye4mhsN4PZyyT1CV4b+IeSF8PqwGZW+R8HYKIwyo+u/g3bKl8mkhvgbPIwaT2BTwnyVNXXqLDXopsap+MHOBX/kGghAlg4JDed3nWs8G/ENikAndaTvDP8I0bzAyT1GIu9D7Gx4sXSdbC4lDrFB6NvsrJ8E+cSRxgvDGNYBi2uRTwcfIpyW/F9MWuk2THyE4ZzV0npcdrLVrI5/CXs00JEetNn2DHyU9YFnuBc8ghj+SEMy6DJ1c5DwadKc1Yw85yKf8ip+H4KZo6MkSJnpHFKHhpc89la+TLOG4yvIAiEAh6e37KEDatbOXVukBNn+7nSP85EPEMilSOb0ygUdAzTLIXJS6KIqkrYVQWXU8XjthPwuairKWdRWxXzmsL4yhzY1E+OTPytJifuBIJgQxID6MYAlqUBJpncLnSjD7fzcyhKy7RBNrAsgweZOq5B0w3ePHyG+dUVfGX9MgzD5I0jZ/jr13cR8rpY2VxUn88UNP5x5yHeP32JLZ2tzK/pZCSW5K2j5+gZifJXLz5Olf/OXtQyeY2Lw2MEPE7aaytu6Xqdzhc4OzDKwrpKnlnejm6a7DnTw39/9wCyKPLy+qWlew3TIprKsP34eSyKBML6BY2MTmasUGW5dF8knuIHHxyjrSrIi2sXYVrw7olu/ubtvdgUmUc6mhAFAd0wePfkBf72nf0sqgvzrU0r0QyT7ce7+Y+v7+IvP7+JZU3ViIJAwTDoH4/z3e0fURf08tLDSzAti7eOnuM/v7WHYJmLtW31iAI0BH18Ye0izvRH+P6eI2xZPI/1CxqBydSS3pk/UMlc0csils7iczn4wrpONMNkPJnG67zGmsuSyObOeXTUhjl8qZ//tv0j8vrc6udXxmL8x1d3kczleWrZfIIeF6f6hvmH9w8xlszwh1tWo0gSlmXRG4ny//z8PeZXh/jGYytQJIlIPEXv6ASacet4a0EQCE4avpfPDSJKAsFKH4pNZsn6+ex961jpXi2vIcsii9e1Epj0rEgncwAUchq5bAHTsJBkCbtT5cr5QWJjKZxzpP6qbAjSvqKJ8ci1zbuQK+Dw2FnycBsuj4N8toAoSTicNvouDhMbS9K4oJq2pQ0sf7Sd1sVFYqeitpyFq1u4Mkl+RCMJBnsjfOlPt3H+2GUOv3+GjlXN2BwKT319A3teP8LQ5dFZBr+sSCxa08LhhXU89bX1eAPF71A2naOyLvD/s/fegXFd57Xv77Q50ysGvRIE2HvvTYWiaDWrWHHvcezr5PkldopvEuddv8RO4iTPN7mOY8e2XGRZVrG6LIkSKVLsvRMEiEq0QZs+Z055fww4JAgWsFmUzPWHKMw585199pyy97fXtxZL7p4FAmSSGoIk4HTbaTneSU9HP+OnVTJ31WSaDuXEkc6UrcxePpHC8iBvPr0T/bapVE0sZdzkMrKZXMJXz+ZEENd9bBnbXjlAy7HTFJT40bMGi9bOYO/Go7i9zlEvJ1mRmbV8IpHTA0xbVMe4KeU0HzvNYG+Mh754Ozs3HGbvpqPMXDaR+GCSNQ8tuGT5TNm4MPWzqsmkc+0yDRM9a7DuY0vZ/eYRGg60UlgWRJJF7vrIUp75/gawIJ3ScuwQ08ozQLRMFkkSmLaojnBZALtTZdbyicSHktzx6CJUu42BnijxaIrbHl5ARV2ubKioJ0TToXYkWUSWJdy+q69DvYVbeC9CUSTuuWMGS+aNZyiaJJHU0LJGTpCSHDPQ47ZTWOAhHHRfcenZLby/EBtKsvXNo9hUhenzamht6qGnY5BwiZ/YUJJUUkMUBGonldDXE8WyoLDEx/6dTcQGk7i8DiZOq+DQ7mayWZ25S+o5drANQzfxh9z4gy6O7G3B63cyc0EtjuusZ/JeRr/WTU+mg7mBVQRsl18EulIIgkiVcwJu2ZdnSjgkF0PZAVoTx1lUcBeljhp2D7xFc+LYFelOCIgUOSpYKN3JkegO9g9uYVXhA/mkil8pyO9rWAYDWg/b+n5L0BZmUehOBESi2X5c8lkWeEIfoswxjtmBFQiINMT3s6n3OXxKiCm++QA4ZTcrC++jX+vh1a7HSRkJzi1zsICsqdGaPEHW0pjmW8SswHJ60u1s7XsFUZC4o/hDKKINu+RkWfgeBrVeXut+gpSR4Hxpet3M0pFqYkvkRab5FzPTv4zeTCdbIy8DcFfJR7GJKifjB9nU+xwz/cuodU8lpg/wWvevCKnFLAzdiV28/FhEUSSKCrwULfWyevEEYvE0fYOJfJJ5VHJCElFtMnZVwe1U8brtBHxOFOV3J17/e5OcEEU/NmUSmnaEeOoZRMFJPPEEouDGZV+LOExxsiwL04phWkOIou9dbvXNA9OyKPJ7+MoHlhL25ChURX43/9ePn2d/cyeza8oQgYMtXbx1uIk7Z9Tz2dvm47QpaLpBwO3gOy+8zZbjzTy4cNoVHTupacTTGm7Vhn8MuhKlAS9/9cAqVEVGVWSwLOpKCmju/S27mzr40JIZo26w5t4B/uqB1cwZV4ZNlsgaJpZljSrXkESRz6yZT21RCAuLqRVFfPWnL/HKvuPMrinF67QTiSb55Zb9VIcDfGX9MsI+N5ZlUV9SwNd+/jKv7D3OhNKCvC2rhYXbbuNPP7CCIl+ub0uDXr7ykxfY13yaebXlKLJEVThAVTiAKAjYZJnxxaHLOmo09w6wfFINH10xG5/TnlvF1g0c5zBdREGgNOilJOAhdk6pxPmwLIuX9x6nrW+QP79vJYsnVKNIIksmVjGUTPHGwQZumz4+X2YTiSboHIzxpbsWc/fsiYiCQNYwSWtZnGPUtPAGXLg8do7vPkXttApk24UHvDOWTqCwIsQ7L+0jlchQOcxSsMyc5gNA64lOutv6mH/7VHpPD2CZY6e2LVk/i/aGLjb8egdrHlpAIpaio6mbxXfNJNI1mCsxAARRvCRlzrIsBFEEgWFlZBNRFPH4XdhUBVmRLvl9QWDEdlmR8YY8CMO1fl2tfTQdamf1B+fR1z2EaVy4hlC1K7j9ThRVwRoWlj0foiDg9jtR7QqKKmPoBt6Qm9hggoNbG5g8vxa7a+wWeaIkgCAgiEJecMnjd6E6bJd94Z2/1e11oDpsKKpCYricRxBFBFFAtkkIQi65pesG6WSGVDJ3XU9bVEe4NMDmF/aSjKWYvXIykBOJss4RgXJ57DhcZ2malXXF7N9ygoZ9rRRWhG7IQDiT0jhxuINkItdWu8PGpBmV2NSb8zXd1d5Pe3Mkfz1W1IQpqQhel8GLZVnEoykaj3ZSM6EYr390EuxmgmmatJzswdBNauqLkeSbW6QxHk3ReKyTqtpCfEHXmPpWEATcThW3U4WyG6+FEo+mOHn0dD4p6fE5mTitPF9u916HZVnEBpM0nehi3IQSvP7rk/C0TIvu0wP0R+LUTizJ6x/9rpFOafT1xJg8s4J0UuPY/jZKKoIc2HkKh8sGFnj8DvojMXwBF80nu8lksrQ3R5gxbxwnDrcz2B8nUOChramH5pPdnDrRxeLVkyks9dN+qpdkUqNqfBHKTfqMfLcQyw4CFj5b6IY5RNhEOw7JTdpIoplpHJKL5sRRREGk1F5NWC0lrJZwMn6AOYGVSGO0TRYFkaCtCJ8SoivdiiQolDtqCakX1hezsBAQWBG+D7ecY1Ublp4/b1lUmB+6DQExz74ocVTTGD9EV7qFyd55w65eMgVqKaroxCGNZnCegWkZTHDPZHHoLiRRps49g7bUSU6nT5E0YvjE0HCsEpyS+5KsEcPSGe+ezpLQulwsU+d0qomudCsJPYrNFqYjdRJVcjDNt5ACtZSspXEydpCI1olL8lyxnocoCvi8Dnzem0dT8EJ4fzzlxwBJDOF23o+FTt/g1+kd+Aqa3oDLsRa7uoCzw1+DbPYkppkYIZz5+w5FklgwvoIinydP+ykP+Qi4nfTFk1hWTl/gcFsXyYzG7HFlmGbOYUPTDcqDPlyqjf0tnZc/2HmwrOFJnSCMaRAlCgJeR25ikdKyJLUsXoeK32UnkdEwLzATqy0KsbC+ErtNQRRFVEUeUapyBlMriij2n+2DmsIg9aUFHGnvYSiVW6lv7x/iWEdPLtGhyCTSGslMlqDbSXnQx4HWTpKZs+VIkiiyoK6CksDZuGVBH0G3k/546oLtHSvcdhsrp9YScDmQRBFZymlvXGlpDUBSy7LnVAfFfg/V4UDObiitIYki44sLGEimaeruz+9fFvRSX1LAE+/s5/Et+2mNDGJa1rBGx9hW1SRZomZyOX3dQ0ycU4MgCHSc6mHbqwdoPd7JjtcPoaWzHNtzigNbTmBZFja7gsvjwOV18NT33uB0Uw/KsL5DbDDBvrePI4oigiTS2dzL1lf203z8NDteP0QmpXF8bzP7Nh/n+O5mDm7LOdrs3XiUY3uakW0ysk3G5XGQjKXZuymnS3OGzVNeW8T21w6y+80jaJksJw+0suetozTsb+XAlhOEinyESwM898ONHNreyKzlE5EkMaenIIBsk5EuMfguqgzx8k83c2zPKSzTQrHJyMrZ/R1uFV3T2bnhCIZuIEoiAz1RNj67m46mHjb+ZjfJWBqbqiAOa4QoqoIgwIEtJzi66xT7tzRwYl8LgijkdR5kWUJSJHRNR0tnyWaydLZESA6zU86HIIBiO2ufV1QRwulx8Mz3N9B6vJPpi+sRh+NfTkTp6M5THHingSM7GjmyozH3PYctf30oikRJdQHJWIrfPp4rV5FtMmXjwhzafpLNz+/F0A0EUeDEvhb2vX08p70yHMPtd2EaJq89sY2ejn4EcbhPzmmXw22npKqAlhOd1E2vHLHteiGZyPDmi/v5+X+8yT//5VP82988Szyauu7HuV5oPNbJMz99hx/848v83Zd/zqZXDl6RyvflcHDXKf7uyz9nz5aTv3OrSMuy8kybsditJ2Jpfvbvb/CDf3qZoYHEJePqukF2WIPnerY3q+kY+tgcQI7sa+V//ckv2LHp+HX9za4nBvsTvPr0bn763Tf4hz97gv/+zqtkLyPqNlZYlpUrSblO8a6uDbB3WyN/9+Wfc2BH03WLq2k6Lz25k3/962c43dJ33eJeKfxBN7MW1XKqoZv2U72kU1lEUWDi9HLcHgdOtw23x4FlgSSLmKaFoZu4PXaCBR5kWeLk0dO0NHaTTmtk0hqKIhMu9uF0qVTWFlJVW8iJQ+0MRGKXb9DvESxMchyEGzvFE/L/ybEKGuMHcclePEoAEYlCezm9mQ56tdM3tB3Vrok4ZW9+jiCfaxVu5UojGmL7eav3GV7p+jlv9z5HQo+SNTWuRAQScs5O49xTc8cgdyy/UoBmptEvYOt9OdS6p42KlTU1dCs3R3BIbnRTI25E0a0smpEirg9hF52I12BzerPj9ybdKAgSLsfdmFaMRPJFLLKothn43J9FEM5mtiwrg6Y3oMjV2NWF72KLby6IgkCBd2Q2MfcQEPODm6xh0h9PMZBI8w/PvJmzshxGVs/ZlSbSF1b4vxTOCCj2xZLE09oIXYMLIZ7W2NnYxtbjrXQOxsjqBmld52RnhGkXcbcIeVxjEmj0OFTkc/YTBAi6ncRSabJ6bgWxL5bEMC1+vnkfz+06ktuJ3OpaXyxJ0O0cVsYdjgEUeEb2rSgIyJI4QkX5auB12HFegxDpuYinMiTSGk09/Xz5R8+PmFTGUxmSGY3UsKimIAiUh/x8/YOreeKdAzy9/RBPbz/E3HHl3D17ApMrikYJqV4M9TMrKakuwBfM3aehIj+3PbQA4/55ONwqsk2ifkYV5bVFSLKIL+RBViTWf3IFqXgam13BpiqoDhsP/OFtOYFUVcbpyYlRrnl4Aav0XCzFJlNZV8w9n14JFjiHs8szlk5AS2dRVBl/yINlWTzwh2tyk9zhWACzV0ykdlp5XjCxdFwh6z+5AtM0cXlygo/L750zPIGW8IU8GLpBQVkAWZGYf9tUTNOk+WhHfiAuAL6Qh4JSPyvunUNsMJkrKxBg8boZKOeIERWUBrjvc6sxdDN3jsOin4vvmsG826aiOhTcPid3PLoYu8uGJIms/YPFKKpC7bQKSqrDiKKAy+vAZldY99GliJLIjGUTsEyLA++cYPK8WibOqWbDr3fQ2tCFbZh9AbmsfLDIhy/kzmlzDCc37E4bqx+cT3woiWq34Q26MQ2TOx5dhMubWzFMJzN0NPXknyeiIBAo9FI1sYSC0tVATjTT4VL5wCdXADB53jhMw8ThUrn3M6vIajqynEtECaJAUWVBnqboCbgYP7WCkqoCREnEX5ArjfGH3Nzz6ZVkNR3fsMDnbY8sxOkZydJyeuwUVxUQKr4xjDpvwMUnvnw7saEUj3//LY7svTLLxt815iypY9KMSk4ePc2//vUz1z1+YYmfucvqKakM8m6QJpobutn21jHu+YOFuC+zyqTaFSZOryCTzl6SVWNZFtvePIqW0Vm+dtp1K30wdJMXf7WDmvpiZswfd9n9w8U+5i6to6yq4KZlpBSXB/j819YxEInzn//wIrp+/azMTdNi40v7sTtVlt4+5brFvRIIAhSXBZi7tJ7iMejXjBWSLFJTX0w6qeELXnwF+EYjOpjk1PEuFEWmcnwRgigQ6YkSsMkEwx6wLFweO6Zl0dzQQ19PlI6WCAVFPmyqTKjQiyiKtJ3qwe114PO7yJTqOVaSBb2dQ3S29eFwqjict0o6zoVT8gAWcX0ICxPhIvbZgiBgnVdwYFlgWiYC4iUL2zNmioQRx6P4sYl2IplOutKtDGX7eaz5WwgIJI04mpmmLdlAoVp+1a4dl4MqOi7YVsuy6Ne6ebnz58T0fortVXiVYF4s82phP89eVBDE4RzHlSd6HaNinUmq5GJN9M7mZPwAL3c+RomjhqQeJ64Psix8zyUZHu91/N4kJwBE0YXX9Sk8zoex0BEFX+6iOgeCYMPjfAS38wFsyqR3qaU3IYScW8pldkGWcs4c6+dMIuwdfeOUBi7uBnIxuFWV0oCXE50RWiODlAUvbklmWhaPb9nPE1v2sWhCFauHWQPprM5/b9h50WNIY1wJ1XQD87wHkKYbyJKUZyOcKQVZNrGayeWFo9rqUm14z3uZjiUxcjUQx8g2GQskUcyJooX83D9/yggB0DPHmll9NvkjSyKzasqYVF7EsY4etp1o5bcHTrCzsY2v3ruCRfVVYzquoioEi85OCO1OG3bnyMGcJ+AaJaboDbjwnvdZQclIMVWAwvMoyi5vjnVxLgLh0ddtqHh0LNVhGxHP5XHgOk/XwuFSR0xgJEnENlzm4vI6SCUy9HYMkMkn8nKlEOGyAE6PY4ROxvnaB5IkjuirMyg4T8PCe86g1Tuc9LlQfynD25xuO6aZc0Jp2N9KbCiJoio4XCqnm3qxhpNooiShOmwEwt4RbRMEYVRfiKKUPzbkXDm62/oxh/VIRFFEsStUFvlGnecZR5Fz+/FMsuFcnK/d4fY7cZ9Hnz43UZHvk3P6Qdd0Du9o5MCWE6y8f94No5VLkog34Mr163tgsG132LA7bAR63de9TwRBYPzkMv7ynz90XeOOFaZpsW97E4d2N3PXg5e3E7epCg99evll90vGM2zdcJRQoZdld0y9Hk3Fsiwi3UNse/MYLvfY7LRr6ov52rcfuS7Hv1GQZQl/0I0o5phlevziJYdXAsuyiA2l2PL6Eeqnjb0W/npDEAQmTK+47te4LEusunsGq+6ecV3jXilChV7uenBe/u/iy9hAn48FKyYCMG9Zff6zyedsr6wtpLL2+uspvB8QUotxy36aE8eYE1iJRxnd9yISquhgKNuHaZ1lEFkYxPVB7JLjoivzlmXRlmwgrg8Ou1HY6Ug1kTRiLClYh29YH0K3dHb1b+BU/DBTfQuuSBjzynCR+QAGx2N7aUwc5OGKLzHRMyfntKZH2TOw8RqOdj0TupeO5VMKKHOMoyPVRMhWTIXDQ6mjhhJ75aj567sJwzIREIbdUUxkUboqhvYZvKeTE6VOH0557DXPwDDt5+KCjIKgoNquz6Dh9w02WaYq7MdhU5hQGmb11NrrMjEWRYGF9ZVsOHSSV/efoL60YBTT4AyGEik2HmlifHEBX7pzMUV+NyDQGhm4Lh68bZFB0pqOS81dd2lNp6V3gNKgN6+jUB7y4XWqhL0u7ps/JS+qeb1wpk/1q7QDulr4XXZKg15OD0RZNqmGipBvTL+vXZGZWV3K5LJCZlSX8M2nN7Dx8CkW1lW9KyuiNzscLpV5t918zyBBgIlzaiiqCGGaFk63iifgombS9bGH9ARcLL7r3R1QXwiiLFI1sZTSmkKCRVeeXL1R0DI6vd1DxAaTCIKA1+8gXOy/oMWpOWwn29cTI53O0avtThuhsAeX56y2hq4bDETiDPUnyGq5VUqv30lBkW/M1qnXAsuy6O4YoK/nLE27YlwYj88x6lnTfqoXBIHCUj+9nYPEhlKIooA/5CZU6B1VHpXNGkSG+8swTBSbjMfnJBBy53U9slmDvu4hBiJxdm9pIB5Lc/xQB57hZGWw0ENxWSDfllQyQ3tzBC2do/M63SqV48IjLHHPWBH3dg3R3tzLsf1tTJheztF9rfn9ymsK8roasaEU7c29lFaERqx8Z9JZWhtzq8jF5bnJRjyaoq8nxsFdpzjd2kdHax+H97QAuWRXdX0R9uHyJcuy6Dk9SKT7rAtZWXUBvsCF9TwMw2QgEmcgEkPXDZwulXCJH4dzpEZMy8lubKpCMOyhp3OQRDRnuRwMewkWjExcmWZOS6S/N0YqmUEQBBwulcJiH3bn5bVnrgWWZZFKakS6hmhu6KLx6Gn8IXe+vwCqxheOuB96u4ZIxtOUVIZIJzR6uwbRNAO7Q6Go1I/znGRQOqXR3xsjHk2h6yaqKhMo8OAPuUaIeJumSXfHIP29w9e4AJXjwjlL5PPQ2tiDJEuEi730dA4RH0ohSgKBAg/BsGfENZ7VdNqbIySHkzg2VaaytnCU5oSeNWhu6CZU6EW1y3SfHiSdOlsycSG2RSKWprdriFQiM6IMSJQEyqpCeP3v3xXc9yLsopOpvgW83fscuwfeYk5gFS7Zi4CAZqYxMVBEG4X2cpoSR2hOHKXeMxNRkIhkumiMH6LEXoMqjlxYOWOB2ZVu5e3e53FILqZ456GZaZoShwmr5SwKrcWj5BZudDNLxkiys38D0ezAFSYnBBTRhm5mhsUprxymZZI0YthElaCtCATQTZ3G+CES+nvDjTGhRzkW3cPignXMCiwfYUl6M2FLdxMlTi+t8QG29zaztnwys0MVVx3vpkpOtMT7eKnj0GX3C9icPFA5i0+OX4JNvDl/qN9HiKLA3NpySgNefrF5Lz6nnYllYbAgEk/myioqiynyX7mt2oLxFSyZWM3Le48jiyL3zptMeciHaVmc7o9iWRaTyotyNDXLIp3V0c0cx2EgnuClPcdo7hkg4L420akDrV28efgk62blWDUv7T3GqZ5+Hl40PV9uUhrwsnrqeF7Zd4KqcIDFE6pwKAqDyRSN3f0UeJzUlRRcNVvCZbdhV2QOtnWxLpnGY1fRdANFFq8q5hlK/ogSaIsRNdGCICBLEnfOqOdbv3mLxzfv48FF0ygLeElldU73R4nEEiyoq8SuyFiWxfHTvURTGepLCvA67ZjkNEgMw0K5yQXj3m84v779/EnA+b/1hSAIAjZVuaizxoVq6C812chfd5xdOxjL/hfa51LbrhWiOJpZ8W7CsizisTQvP7mTt146QGdbP6IAJZUh1j44lzvvn4N8jqq2ZVkc3NnEi0/s4Mi+VoYGkkiySCDk5pHPrWDNB2aiKDKGYbJ1w1Gef3wbLQ09pFMakiRSWRtm/YcWsOKu6SNKiG4ETMNquAP1AAAgAElEQVRi64ajvPr0bob6Ewz0xfn6vzzKkgtQ7x/732+QTGSYu6SO157dQ0drH6IoMG5CCR/63ArmLKnL90E6pfHmiwd4+cmddLRE0LMGDqeNqvFFPPipZfnV2f6eKD/57uucPHyaro4BwOJf//qZfGJ77Qfn8pEvrsknVSNdUX7xvTdpaegh0h2lfmoZf/PdD4+aaDYe6+Qn332drvZ+Il1D9PXG2Le1KX/hf/lv7mXBytxK8bEDbfy/X3mcL//Nvaxaf9ZZqrdriG9+5XHmr5jI57+6DtMy2b7xOC/+cjud7QMMDSR4/hfb+O3TuwFwulT+9n9/hPKacD7Gjk3HefGJHQwNJBmIxPjqtx5i5brpo+4bPWuwa/MJnv3ZVpqOdaJldAIFbuYvn8AHP7mUcPHZxPT3/uElfAEn1XVFvPnCfrqHbZInTq/gkc+uYNrc6vx7ubWph5/9+xs0HD7NYH8crFzCZ9kdU3nwk8uumyjkhWBZFsf2t/L4996iq2OASHeUt146wPa3juX3+Yt/eoSpc6rzf7/x3F72bD3Jw59azlsvH2DX5gYSsTTBsIf/+5sPMH1eroRGy+j8+keb2brhCF3tA2Q1HYdLpX5qGX/w+VVMmF6eT1AYusnm1w7z+m/2MDSQZLAvzjf+/aP53/9c/PA7ryJJIpNnVfLGc/vobO9HEgXqppTzyGdXMHPhuPzvkIil+c3PtnJoTzP9vXE8Pgff/P4nKK8uGBEzHkvx93/2BMvXTiOdzLDl9SMM9SdQ7Qpzl9bzkS+uzgvbWpZFX0+MJ3+4iT3vnMQcFvGMDiZxulXGTSjh4398O9Pm3EpO3EyQRJk5gZV0p9vY1PsbTiWOUmyvRBQkotl+CtUyFhesY5J3LoeGtvNS509pjB9EEVVOJY6SNGLcHngE+3DZgGHpnIjtJar3E8320xQ/jInJXcUfocheQSTTSXPiKPOCa0aUPEiCTLVrElsiL9GabKDIPvbJqohIWC1DFm1s6Pk1te5pmJZBpbOeKteEsfWDIFNir0Y3s7zd+xyVzgkMZiO0JRtGTfIjmU76tW6i2X5i+iACcDS6G5fsJayW5t1CxoI+rZv+TBex7ABRfQDNTHMsuhu37KNALcGvhC8fJH8OEqrkYO/ARnoy7UiChF10UuYcR5VzIop4ZQv0Nwonot1IosjxaA9zCyrZ09f2/klOpIwsLfGzAj4DWpJT8QiVriABm5NBLUVHcpA1JROx4IpZE+fCsjKYZgzLSg+rvcoIogtRcCHcpJmp9wLKAj7+6M5F/HDDTr759IYRk2WHTeEv7l95VckJj0Pl87ctQBJF3jnRwraGVmyylH+Brpw8jvElBXgddtbOrOeJdw7wp4+9iM9pRzMMqsP+vH3ntWBaVTGv7m/gNzuPkNVNhpJp5owr5775U1CGVzHcdhufWj0PTTf44Yad/Pit3SNifGLlHMYXF1wo/JgwrjDI0onVvHWkic/8n1+jKjJOVeFvHrqNsuCV18Of6Izwwu6j9MWStPUNAvCDDTt4df8Jgm4Hd82ayJSKnH/zoglVfGrVPJ7ZcZgdJ9tGDGrrSwuYM64MhrVGjnX08tjG3bmyBTnnQpHK6tQUBVk/Z9It1sTvEIcGOsmYOnNCFfyyaTeP1o6kqrclBjAsiyp38KoJi+fG0EydgUySEufFr8eknmVj10ne6Wmixh1ifeVUihwXfzYcHeompLouuM/+/g5qvWE8ys1fDnGtyGo6rzy5k+d+sY3V62eweM3k/ITnqR9vRhQF7rgvl6DITcja+K9/egXTtHjoU8upmVhMNqPT2thDZU04L04rCgKSLDJtbg0Pf3oFvqCLntMD/PI/3+JXP9hE7aRSauovrJh+vSBKArffN5tFqyexf8cp/uV/Pn3RfS3L4vCeFrRMlvs/voSq2kJONXTzxPdz7a2bUoZvuDyn/VSEx777GgtWTORzX70L1a7Q1x2l8XgnocKzbJhAgYePfnEN6VSW/+8bzyKKAp/+ytr8pNntc4x4bhVXBPnS1+8hNpjke9966aICizX1RfyP/3kPXR0D/PNf/ZqFqyZx74cX5TUnzm3DWCFJEnOX1jNhajl7tzXyi+9t4P6PLmHxmhz5XRAFikpHlp6tWj+TecvqObynhe9cpG8ty+LAziZ+9K+vUV4d4qvfegh/0MXR/W08+7OtJBMZ/uiv1p9TemSx8+0TxIZSfPiLqykuD9JwqINf/XATT/14M+MmFOc1OxRZorDEz5LbplBeXUAykeHVp3bx22f2UFoRZO05ZQDXG4IgUD+1nC//7X20NPbwL//zaW6/fzZ3PzQ/v0+4ZPTzqvf0EE/9ZDPjJ5fxtW89BEB7c4TSyrPvcFkWcbhsrF4/k/qp5dgdCgd3NfPUj9/mqR9v5o+/cT8eX64PZEVi7QfnsvT2Kex5p4Hv/t1zF2+0Bfu2N5JKZHj4M8spry6g8VgnT/zXRp780SZqJ511+fD4nXz8j28nHk3xm59tZefbJy4e1rR49aldTJ1TzZ98436cbpXdWxp47hfbCIY9fPRLa1DtCllN543n97LtzaN85ItrmDyrkoFInB/9y2/JZnW+8Jfrqai5+rHMLdwYCAh45ADrSz/Oseh0TsT20ZI8hoiIVwkRtpchChKFajn3l32OfYNvczp1KufCZy/ndt/DVLsmIQoiquggrJYxoPUSzQ7glN3MCixnkncuYbUUUZAYzEYIq2WMc03JO2LAsB28WsIk71wGtd4rOwdBoNxRy7qSj3Fg8B0OD23HIblH2JIqokKpvRqX7OFC5RGiIDLePZ11pR/jaHQnh4a2EbAVsrrwg5wcFu88872m+GGORneRtTRsoopmZtg98CY2UWVmYBlTlQU4JBdljnGjEgK+4T49c+7N8SMciu4ga2aQBRndyrJnYCOKaGO6fzF+Xxi75KTMMQ6bOHLM4lWCFA4nZQxLpzXZgCTICMCA1gtYpI0kuwfeYlHoLhYV3HlF/XqjELZ72BVppdjhodTppyM5eE3xbqrkxERfMf8w5wEAdNPgBw2bWVxYy6PV87BJMlnT4JnWvfRlElc9gLasDOnMLpKZN8lmj2MYfVhkEQUXslSGqs7BaV+DIo+tHv79gJDbwcOLZ1ARuvBEorLAz6dWzWN8ycgVU5/TzqNLZ1Id9ucn/aIosKCugrqSEDsb22nvG8ICQm4nk8oLGV904VXXy0EQBCoK/PzlA6s41NrN8Y4eoqkMNlki7HMzo6oEh5JT/v/QkplMKivkcHs3Wd2kKuxnQV0lxzp66IslR0yofU47Dy2aTmlgbAmTCSVh1s2awJ5Tp4mm0pQFvCyeUE3AfZb+JggCFSEff/XAKvY1d9LQGSGdzeJz2qkpCjG1oiivcVEa8PLpNfPz9ptn4HGoPLxoOqVB7yg2hMeh8qW1i5lbW86pnoGcsJbPg9cxst548YQqKkI+gu5Li7mJgoDPaUeVZUoDXhaMr8xvsynSCD0Ol2rjkSUzmFdbzv6WTiKxBKosUxL0MrWiOF/uArBi8jg8DpW2vkGSmSyKLFEe9DF/fDnBa2Sw3GjE9SS7Bw5S5Syj2nVtdclJPcXOgQNUOEoY5668/BduABK6RsrIiZW2J4fYFWklkk7gs9mZ7C/mVKyfUpeX/kyCvkySGneQI4NdFNjdNER7UESJWaFy9vefxjBNCh1u7JLC8aEegqqTem9hPkbG0Hm7+yT7+jq4s2xSztnH5Sdj6MSyacZ7c9e6S7GxrmIynckhHqiegSJKbOw6iYRAlSdIfyZJR2KQ8d4wYbub9sQgAZuDSDrOoYFO4nqGKf4SHJJCbzpOrbeA1ng/J4Z6MSyTWaFyulJRmuP9qKLM8uLxOOR3x1bveiLSHeW3z+xh1sJaHv708vzEb/zkUjrb+nj5yV3MXjSe4vIg6ZTGplcP0t8b48/+/kFmLRqfjzNnSd2IuIIosHj1ZBavPlvZXTe5lL6eKD/8zqv09USpriu6odR7QRBwex24PHYKCiOX3V8UBNY/soClt09BlETGTSihrbGHza8dpr05kk9OJOJpYkMp6qaUMWlGBZIsUTeljIWrR+pK2VSZ0soQWkbH7sg5N5VWBglchDmjKBKhQm/OetZpIzY02l1FEAScbvuwOO2wtojfSXl1wTUxUURRwB904Q+6aDvViyRLBMMeKsZdeFVOEATcHjtuj53ujsGL1k1rGZ3Xf7MXURT42Jdvp2q4rr9mQgl61uDZn77DgR2nRqz0i6LA/R9bzOzFdcPslWIaDndwZF8r3R0DuL25spyy6gI+99V1I47ndKkcO9BO47HOvCvXjcCZa8vtdZBJa4iSgC/gumh/ncFAX4wV66bxoc+tzJfInHsfQU635oMfXzris5LKIM0nu9m/vYlMWssnJwRBwONz4PbaCV5Ay+h8iKLAPR9exIKVExBFkXETimk61snud07S2dafT05IUo4N5fba88e6FJwulQ//4Sqq6nILD+MmFLN3ayMnDrcTG0qi2n0kExmO7mulrKqARWsm4fY4KKsqYPbi8Wx69SB6Vs/rJd3CzQVBEHDLfuYGVzE3uOqi+5U7ayl31l50e4VzPJ8a9/VLHqveM5N6z8wLbvMqQR6s+KOxNfo8KKKNGf4lzPAvueD2oK2Iz9b+7SVjqJKdOYGVzAmsHPF5jXvyiL/nh25jfui2S8aq88ygzjO69HRpwd0j/p4TXMWcS/Q5wDj3FP5H3bdHfb4otJZFobUAdKVa2djzLNP9i1lcsC7P9sgYKZ7p+D6HottYWHDHddbAuDqsLqnn8EAnE31FJI0sy4rGX/5Ll8BNlZw4F4Zlcnyom0fH5RITAIooMd5TyDs9W8laBrYrbL5hDjEU+w9iyScxjB4EQUFABUHAsnTS2m4S6ZeJJ58h4P0THOpyBOH9/+ANeVx8ZNmsi26vCgf4/O0LRn0ecDn42IrZoz4XBIGQx8XamRemXmm6QUf/ENkx2J45bAolAW9eZFKVZeaMK8ut0F8ENlli3vgK5o0fSSlaUDd6YhhwOfiDpRd+qF4MFQV+6ksvT8tyqjYWT6hi8YSLJ7rKQz6+cMdoVxif086HL/GbeJ127phRf9HtAMsnjc0Kt66kgLqSsa9+iILA+JICxl/iO4IgEHA7WDPt2h5QAAPaEC2JDqb7J94wtefz0ZcZ4On2V1kRnn/NyYl+bYin219lScGcdy05ce6rSzN0dkfamOQvojEWIWx3kzKytCeGKFDd7OptwbQsjg5245QHSBoaopDT7t7a08w9ldMI2Z3s6G0llk1T5Q6iSnI+RqUriFtWCdvdFDu9NEYjHM12kTUNgurFk1KDWoo9kTbuq5qOT3GQ1LNIgsieSBu3l02kJxUj4vSiCBLHh3qYH65ia08z91ZOpTnez7RgKS3xATpTUSrcfrb0NDGkpVEEkRicp0n+3kXLyR7i0RSTZ1aOqHm3qTJTZ1fzk+++zkAkTlFZgGQ8Q8Ph01TXFTF+8uW1QSzLIhnPEI+m0DQd0zCxTLAMCz37u9W4GQsKin1U1hbmdQ0kWSRYmEskpJNnnaHKqgqYt7yeZx7bwsmjp1l6+xSq64rwD7uz3MJZ9EdinG7tp7g8QFnV2cUESRKZOKMC66dw8uhp5i2fkC93Ka0MUVoZyv8tDydKTNMkkzlrr3fG8jQ6mCKd0jB0M68VktWMG5qcuFq4vQ6mzK4epd1wPgzDJB5NkYxnyGZ1MqkssiyiZw2Ma3AaKSoLUF5TkC8LkWSJYKEXLItMOnuZb18ctZNKCITPJt2UYReNrvb+vDOKKObEmuPRNFpGBw8YukEqqSGIwghtlVu4hYvBsixaksfZHHnhsvvWuCYzL7hmFKPg9xFxfZC0mSRgC+dtYS3LQjMz6Fb2puojWZAwsTidGqLCFUAVry29cNMmJwQEFFHi7e6TlDsDBFUXg1qSzT0nEQXxMiY3o2FZGrHE4wzF/xtBkHE51qPaZiBJhQjImGYc3WghldlCRttP/+D/Ihz87i1xzBuA3micbzz5Op0DlxekmVJRxF8/eNtl7UN/V3h/TG/eWzgSPcnmyC6m+up/Z8mJgM3HXSUrqXNXX3Msv83LXSUrqXW9O4kJALukEMkkSBpZZFHCZ7NT4w4RSScwLBO/zUHWNPAodnw2Bzt7WyhxeunLJOlLJxjnKaDI4cUp2xjvLQBBYGFhNZu7Gtnf30GJw5uPIQkiAdVJQHVSaHejGXqe6bAwXH3JdgZVJ9XuIEPZNLsirQjkkhayKOKzORDJuc+UOL3UegvY09eGS1FxybmXtCJKVLj8VDj9dCVzgnM2SWZWqBy79P5INMdjKQQxJyR4/jzO63eS1XSSwxNzXTeIRVPUTihBvswkXNcNju1v4/Xn9tJ4rBPTMBFFgXgsPWxre/M9/ewOJb+afQaiKIIwUgMlVOjhC3+xng3P72Pn2yf49utHqK4v4o77Z7NkzRTszpujbvdyuICsy3VHJp0lk8nidNtHiYq6PQ5EUSARS2OaJuKw5pfDaRs1eRels5onZ/7tah/gtWf3cGh3M/FYClEUMXSD3q6hG39iVwnVrowSAT0fmXSWza8d5p3XD9PVMZDb18oleq412eJw2LCf37fiyL69Gri9jlHPBFEUctfYcFynW2X2olp+9h8beOaxd5gyq5K+nig73z5O3dQySiuvjgl7C79/CKulLC1Yf9n9XLIX+RpsPt9PCNgKccs+tve9RtpI4ZCcpI0kpxJH6Ug1cUfRh24K1gTAlp5GNnWfpNodwrQs9va389Ha+Zf/4kVw014BsihxX+VMvn/ibQ4NdqAIElnLwLQsPl23NM+mGCt0o4dE8llEwU7A9+e4HOsRhZGWlJal49abGYz9G4nk8yTTr9xKTtwAhL0uvv7AajTj8swJp03Bbb95soPvJWQMjYjWT8gWQBXPDq5i2QQpI43f5sUmKliWhYFJLBsnbWhYmCiiglNy4JDUEQmBjKER1eNkzSySIOFV3NhFdYT4XkQbwCHZUUUbQ9kYmqkhCRI+xTOiHZdCTmU5RSyb4HD0BP3aIB2p7jytLaT688dNGWmi2Tghm5+MqRHTE5iWhV1S8SluJEHCwiJjaMT1BJqZW21SJRWv7EIRzw78MoZGnzaIaZlM89XjlUfSuS3LIqbH0U0Dt+Iimo3nz88ju3BIZ5XeNVOjLzOIYZlM9dbjU9yjYp1pj0dxE8vGyVwklmVZpM0MsWyCrJUdMUlxSHYCNu8lEzc1nhD7Bzr4ReNO5oQqyJoGiijhUVQSWY1DA53olkGJ08v0YCnPtBxgWXEt1ZbJ9t5mDMvALskE1Bw927BMmqIRBrUUDklhKJsaESOouuhOxdgVaWNqoJiErlFod1/wue2zORAFIZ+AEAQBURAwLQtREAioTjqTURqiPQxpKep8OW0JCQGvYufoYBct8T529NoIqk5csg1FlJGG25kysuzr76DI4X1faFK43HYs0yKd0kaqiZJLXMiyhN2Ru6ZFUcThsBGPpjDMi6/eWpZF68ke/u0bzxIKe/mDz6+ioMiLTZXZu7WRH37n1Rt8VlcHQWBM2jWCIFBY4ufBTy1j1d0zaDhymjee28tj330DPWty5wNzbnxjz7ZmDLsII1wRLMtCzxq53/wGQ1UVVFXJOzNI0tn2Joc/czjVEQ4UgnD5IXImleUn332dY/tbuf9jS5g4rRybXWEgEuffv/n8DTqb64RLnJxpWmx+7TCPffd1Zi2sZf2jC/H6nZimyUu/2smOjcev8dhjvMivELlS3EvHlWWJxbdN4ej+Nja9cpBj+9uwqTLL7pjKmntm4XS995+nt3DjIQgCLtk7rPFwC2NFwFbI2uIPs3dwE3sGNmJhIAkKAVsh95R+mlr3aKHodwsdyUFmBSvoyyQAAc3QL/udS+GmTU4IwIJwDeWuAAcG2hnIJPHbHEwLlFHhDF4xc8I0h9D0BuzqQtzO+xGF0fRiQZBR5Fo8rg+RTL9JRjt8nc7mFs6FTZYvWRJwM8JpU1g/dxLTK4uv2mXjd43GRAvfOvZ9vjrhc0z2ni2v2BjZzrbIXj4z7hGqXeXolsG2vr282buN/swgumWgijZmB6ZwT+kaPMOT6kEtymvdm9nZf5CEkUQRZWb4JrO2eDkljlyZS9bS+c/GXzDDPwmn5ODN3m0MalEEQeCT1R9kpn/ymDK9GVPj7d6d7Ow/SFOiDc3U+LeGH+e3f7rm4fw5HYs28njr83y8+gG2RPZwIt5EQk8x3l3F52sfxS27SOopXji9gd0Dh4jrSQCCqp9V4YUsC8/FNixw1JWJ8HjLc/Rm+hnIDvFg+VrWlZytHTQsg1e7NtMQP8Us/2S29O1hQBtCEiTmBqbygdI1BGw57ZbeTD8/a/kNvZk+IpkBHii7g3vKbj8nlsmbvdvYP3iMuYGpbO3bS782hCAIzPZP5t7S2wmqfizLYiAb5YXTGzgWa8wpqGuDJI0UxfYwC4Mz+UDpGlTp4qu/HkXlkZrZmJaFIopYgCSIrLTXIQCTA8Vgkfem/vzEJdiGaXmVLj+QSx48UJWrtxQRmBYsZbK/OCekKIp8ZPzcETE+XpfLmrfE+0nqGhP9tUTSCWLZNACyKBK2u7mncupwosTOuorcy9YjqzxcMwsLCxEBURD5wsRlCEKu3QCyIHJv5TREQeBPpqzMMeoEAQEBUQDDqmRbzylCdjedySF08/LJ0PcCKmsLcXsdnDjUzrI7p+IaLu3IZg2O7W+nvKYAfzB3zzpdKtX1Rezd2kj7qQgTp19YPduyoPlkN+1NvXzkC6tZsHLi8CqqxY6Nx69phfZmgixLFJUFCJf4KK0M8U9/8SQHdjZxx/2zRyZNhZzgpJbJjkgSXCsEBCRJREvrF+WhyIqELItnrSaH0dHSR3QwecHviGLuqaplrm1ACBAocFNSEaStqZeutn7Kht0eDMOk4XAHWFBdX3TF8+W+nijHD7Qxc0Ett987C6fbni8jymrX3u4rgTD8zDpjAXst0NJZjuxpQRQFHvjEEipqwjlL2MEkqUTmOrT23UWke4iO5j4+9NkVLF87DVEShq/RWyUdt3ALNxKiIFLprKfUUYNpGfm1CFGQciKZN1EJ3ARvERu7G2hPDDGopVhcOLay8ovhpk1OACR1jSK7l/Xl069bTFkqQeDig/jcqp0PSfRxI2mshmEy2J8gk8kiyxKBoOuG27RBjro72J9A03QURSIQct96yVwClmWRTmcx0wZ/fNeSEatFNztMyyRlpDGskSumummQNrX8hKMj1cWzHa8xyVvLA2V3IiDQm+lDt4w8UyFppHmhcwOHhk5wZ/EySuxherV+Xji9gYSe4FM1D+GUHfl9347sYoK7hgfK7sQu2ujN9FPqKBozBc0mKswKTKHGVcFvTr9Ob6afz497NN+eYvvZ5JZhmXSnI7zctYl6TzWLC2ZjWAYJPYVDyk3cJEHCJiqsLVlBoRrCsAw29Gzl2Y7fUukspc5TDUCJPcwnah6kJdHBT1qeImuOHrzqVpYj0QYsYF3xSvw2DwcHj/Pb7s0U2QtYU7gYWZQpVEN8ovqDtCU7+e9TT5K1Rk+Os6bOsWgjYHFH8TKCNh9Hoyd5uXMTBWqItcXLEQWBTb3b2d6/lw9X3ku5s4TmRDuPNT/NLP9k1hQtxiZeumRBEATUC7AWxOH+lBn5DDi3BEI95//P0LwFQUARJJRzrJzPp4DbJQXTMnHLKqtK6gipLpK6lndZOqNjcYZNIQC24fZcqL3yBe69M9+VL2ApXe7ys7CwhrSRZYq/GK/NPmqfGw3TNIl0R+mPxCmtDKIoMo4LlBBYVo4JkU5lSSUyuXp8w2QgEgchJ7x4hmZfWOJjzT0zeenJnRSVBli0ZhKmYfHOG0c4cbidux+Zn7d6dLhUlt0xlUO7mvnv77zK3Y/Mp3JcIVpW53RLH4GQm6lzqpFkEY/PiWKTOX6gnfqp5TmnjwNtbH3zKKYx8hli6AaJeAZdNxjqT2AaJsl4hv7eGLIi4XDaRpVbjAVZTSeZyGDoZn4iHh1K5eLKEg6X7aoE+PZtb6StqTfv4JHVdPZtayQRz1BUFhi1vygIlNcUsOGF/ex+p4Fpc2owDRO705Z31rBMi1RSI5POkkpm0DJZslmd/kgcPWug2GSc7pEMA7vTRkllkIO7TnF4dzPF5UH0rEEg7MHtyV2foUIvRWUB3v7tIWonlVBUFqCztZ8XHt+Golz4XR0o8OBwqex8+zgTppXj8tjRswZFZQFsau4e0bMGiXh6uG8TWFjEo8N9O3xdqvZcmcyae2by/W+/zOP/+RbrHpmPP+ji+MF2XnxiO3VTSpm5YNwVD4wdLhWnW6XtVC8tjT0Ew1662vp45andxM5LulimRTKZQUtniQ4m0TI6WU2nvzeG3aFcsG+vBC6PnaKyAHu3nWT+inr8QTdZTSdc7MNxhWwASRbxBpykUxrH9rWhqgrpVDZ3Px7qGJXEOXON61mD2NCZazxJf28MSRJxuNT8bzZWWMP6E6mkRjaj51gvhslgXxynW0WWpfy/V4rujkH6eqNkNZ2BvjiSJOaezw4Fj89xa/x4C7dwA5Eba938ZYdzCipRJZm2xADlrgBT/SXXFO+mTU7olsnPm7Yzr6CaOaFrd84QRTeKXIVh9GJhIFzk1C3LwrSimGYCRb64gu21IpXUeOPlAxzc00wsmuJP/uoeqodVsW8kEvEMr/5mL0cOtJFOafzpN+6n5AKDs/NhmhbtLRGOH+7I3Sw2iZKyADV1RSjD1pHptMaphh56uoYAC3/ARWVNmEDITaQnyr6dp0aswKmqwpxFtfmVv5sV+3eeYve2Rj7+hdX5AeT7CWlDQzOzhNUQ491VqKINk1osy8wnA3rSETZHdvFA2Z0sD89HFiQmYNGT7mNzZBetydNM9A7fL1aupOH24mVUOHLWgxOwEP1rfzsAACAASURBVIb1AsYCSZAotofxKR48sotYNkG1qxzlIiI7JhZFaoi7ilfk6xVNzrZflWzcXboaSZDyrCtZkPjHwf+iXxvMC7HZRIViewGaqaFcou5RERRWhxeyIDQTQRAoUsPsHzpGU6KNZWYWWZRRRIUiewG6ZVy03ZCbWC8PL2BxKLd6W2ovYv/gMU4lWsmYGqpoozHeSoWzlKm+CXgVNx7ZRaWzlISexCU7b6oM+rkQBZEy11k7Q6/NjpffzT2kiBI1nne3JjoWTfPmKweJD6WZPLMCl8fO9DnVF9z3zRcP8Parh0jG03S1D5BMpPnnrz+F22OnYlyYhz+znKLSAIpN5s4H5pJOZdn48gFe+OV2EHJ6AKs/MJO1H5yHYhu2BxUFps+v4dE/XMVvn97ND7/zKlpGR5JEXB47939sMVNm596v4yeVsvbBeWx76xg7Nh1HViQKirysunsG3R0DI9rafXqQJ/5rI6fb+hnqTxAdSPDG83s5uPsUDqfK6g/M5LZ7Li7oezE0He/i6Z9soa9nKJeYAZ784SbeeG4vvqCLdQ/PY+6SSwsBXwiJWJpXn9rNr36wKf8OcjhVZi2s5bZ7Zo26fyRZZPX6GTQd6+Qn//Y6ggA2u8I9jy7kvo8uBnLvu5ee3MmuzSdIJjJ0nIpgmCb/+OdP4vLYGT+plEc+sxzvsGMIgC/gYt1D83jiB5v4x7/4NZIs4nDa+NLX72H6/HEAlFYEWf/IAp5/fBv/+Oe/RlFlfAEXsxbWDmt/jEbV+EJWrpvOhuf389d/9BiyIhEu9vG1bz9MYUnu/mtr6uVXP9xEb9cQg31xDN3k6R9v4a2XDuALuLjzgTksXJVzL5k2t4ZHP7eSF57Yzrf+7AlM00K1K9ROLOGRz63IO8RcCbwBJ3c/soDnfrGVb3/tSWyqjMtjZ+kdUxnsj4/4DdJpjRce387ebSdJxDJ0tEQwTYu//9Nf4nCp1E8p46FPL887VVwpQoVe1j08n2d+soX/58u/QFIknC4bf/b3D45JOPZcyIrE0jumcupEFz//Pxt48kdvIysS9VPKWHPP/8/ee4fJdZ1nnr+bK+fqUJ0DutFo5JwIEAwgwQRSokRSlseyRFkaWcEjr3c8M9bM2rO786zttf3YWtmWZFk50VSgKFKiSIoASYAAAYJERgPoRufcXV256qb9oxoFNNHIIAjSeJ8H6K7qe849darq3nPe7/vedwkvPLVvxvEdB/v5+Xd3MD6aZHI6O+YH//QSv3pyD8GQh/s/sppF05+Fy8HOF4/wm5+9QTadZ6h/kuRUli//z6fwBlxUVgd55JMbqaq7vIxV27IJRjzIisS//t1zfPcrL4IAqipT0xjl/kdXs2JDy3UJrN3ETdzEjYvxfJoGb5iow8PJ5Bhpo3DZ8gtn44a9oli2xZGpoWtCTABIUgUe5wdJZn5ENvfbaScOB4JwRgEVDExzhFTmZ4iiD7fz3gt3ehVwuzXuf3gFc+ZW8rW/e+6cyNQ7Ba/PyUMfWU1jSznf/MqLl3xey7LYt6uTn/7gNeYvqUMvGIyNJrh183zuemApCPDkd3Zw8K1eAkE3pmmRyxTY8oFlrNnQSmfHEF/921+zeGVjSdzJ5dGYv6T2XScnOo8PoxcMWttnX5Q0z60kHPWeI0r1fkG1q4KFgVZ+O7KTrnQPSwLttPvnEFT9pQVjX3aIpJ7ilbE9HJw6458+mp8gbWRIGKkZfda7qgmf1V56h0V7FFGm1dc4Qz9COisbwJrOrjg4dYzh/Dh5s8CUniRr5jFmyWi4GFyygzne+pLOgyYp+BUvOTOPxeV9lx2igxbPmb5UUSGg+op92RYCAiE1wJHECSYKcSRBZLwQJ64naPU1XXaJ27XCeL6fnJki5pzD4cQOWr0rkc/y/07o4xSsDCG16oqFTM/uA2yyZhK3HLhouxsFpmGWMgjSqRwuz/mjsnMXVuMPzr7Zcrm10oZQEASCEQ+PfepW1m9uZ3ykWDYVnraRfHtmgaLIbLpnIQuW1TPYO0E2k0eSJbw+J1X1YWRFKvX5e5+/g1u3LCAxlUVVZWJ1YfxBFzWNUWobz5DnvoCLDXcvOK8GQnX9lZXtRSuKWSGzpflLskT1WZurh3//FvK5Av6Qe8ZxKze0Ul0foXHumcjN0rXNlFcFiY+nKRT0aTvPoo2ke5b3RBAE5syr4n/7vx+m79QYhbyB5lCobjhzfkWRWbiinsqa2cl9r9+F9rbsEVmRWHdnO3XN5YwMxrFMC6dbo6G1csYxd2xdwtxFNYwMxsGGUNRLrDZEz8lRVIdcEkQ8DYdT5QO/t57l61uYnBZh9AVcBM6am2DUw233LaIw29xKIrVnBUc0h8KGLQtoXVjNYN8Eet7A6y9+Drx+5wwi4aOfuR0Az9vsKzfcvZB5i+uoaSiW/MmyxJ1bl9C2qIax4QSWZREp91PbGGXhigaE6Xk/PbeLVjXOmO+z4Qu4LuqecSEoqsxt9y+meV6MsaEpbLu4HonVzjzf+jvbaZlfPeOz/3YIgkDT3Eo++6UH6O0aI5/Tcbk16prLsEyL9iW1Mz6j5VUBbt+6BGMWokmWJSprQqXHj/7BRgzDOoeEWXv7PJrbYtQ3l5eea5pbifrI7AJ0DqdaIsncHgef/dL9BEIeVMfMLcAHfm8d2UyBQLhYFnbqxDA/+to22pfWMW9xbTGrxIbkVIbtvz7IN//+ORpay6msuSmMeRM38e8ZLw52MNdfzoGJfiYLWSbyaR6quzwnxLNxw5ITgiBQ5vCS0HPXxF5KQMTpuIVsYQfj8T/H7boHTVmIKPoAAdvOY5j9ZHMvkC/sx+28H8uOk8ltP6cvTV2MJF6dsIsgCjhdasn/+3pBPOu8V4L6pjI++gcbcXscvPDMfp792RssW9OMXjB4a+8ptn54FYuW12NTVLB2nrU4i1b4+egnNxKe9vYWBErCbe8WLMtiz47jqKo8KzkhCAKRMh+RsvePkE/RUvFMBotbcvJIzX285T3C65P7+fnA87wwsoP7YrezJDAPRZTJmXkkQSKo+gmrZxbjES3EAqGVMm3mok4T1VLWwvWAiIB2Hlsl27Y5kjjJ93t+jlNy0uypo0wLE9B9vBk/fIXnk3BIM0m1osDY5ZeCiYJQKj8poqibMK1xjySIrI8s52jyJF/t/CGVjjImCnGiWpjV4cXXdZ7PRtZMktInsZ0wkusmrMYwbB1ZUAhpMdJGHFlQ0a0cWTOJVwkzVRhBk9wk9DEAoloNE4VBLNtEk1yoopN4YRhF1Aio5aU+LNtkONdFd/ogLb5VSIKEU/IiIJAxEwTVitK48maW8UI/IiIBtYwpfRTDMgioUQpWHo8cIKlPoIoOksY4AhJ+NUraiJMzU/iVMiRBLo0jpMWQrlA93OXW8AdddJ8cQVEkFp8nIioIAo2tlTS2XnoqpOZQaG6L0dwWu+ixoiRSFgtQFrswseP2OJi35NyAwOJVM7MIPT4ny9bNuWBf+bzOob3dpFO5i46veN5aQlEvK6OzW1C/Ha0LZrf4rawJzdjgQTFL4lLm6WyIkkh5VXDWsg8okggt86tpmX95VsOyLFE/p5z6OeXnP0aZ/Zi5i2bXDIGiY8b55gQgEPKwYsOlzS0UCYvTFqEXwunMm7ejtjFKbeNMy21FlWloqaChpWLG829/b2RFOq8+ymmYpsWJwwMM9k1c8DgoznnL/KpSSQ4US6Wa5lbSNPf837nqhijVDRe3DQeIlPuJlPvPeT4Y8V7ScbOhbfHsDk/V9ZEZBKAgCNQ2lc0gmM4HRZVZuvbc764gCOd8lne9dJSBnnEe+eRG5rRXlUgxvWBiGBbf+vvfkEm/8yKtN3ETN3Fjo2AadCXHyVkGt5Q3sXe856r6u2HJCVmQuKW8mecHjyIA1e5gKUJYtIsLXlY0Tjd6GIv/VwxzANMcZCr5FUBCEJycJifg9EVWIZ19mlT2Z2CfGwWtiP4QSb1yRuhisG2bqXiGXS930NkxhKrJLFrewIIldWiOorvC5HiK17Z30N01CkCsOsitm+fjD7rp7Bhi766TjA0nkGSR9kW1LFvThMNx9XVLkiTidGl4vA5a51fxxLdfJZ/Tz/ibqxIOl4okiXjfRoCIYjGFdbZI1fkwPBBnx0tHcbhUhgcmWbammaMH+zB0k7u3LiUQcjM5nmLHS0fpPTWG5lBYvraZtgU1KIqEYZgcerOXN3d3ksnkqamPsHZTG8GQm56uUV598QjbfnMIh1Olt3sMp0vj9nsW0tBczuhwguee2sfI8BSx6hAPfHgFTldx7EcO9HHsYB/V9RHe2tOFoZssWt7A8rXNyLJEPq+zZ8cJjh3sJ5nMks/p+AIuNt21gDltMfp7xtm5/RjjowlkWaJ5biXrbp17RfXU54MgFL8xhj3TZz6hJ2foUAiCgE/xsD6ynBWhhXRn+nl64Ld8+9STVLWVEXOWE1C8CILILZHlLAsuuI6EWlFR3L6ETf/5RpQz82wf3U3GyPH5OR+jXIsgCAJHEif45eCLXKm2zLWaAYGLq6aHtSBB1U9EDTLX14RLclLnqiJ0VnbKuwnT1jmR2otXDlOwsoBAvDCMYeu4ZC8nUm9Q557PqfQB3FKApDGOImjkzTSd6bdocC9CFZ0MZI8zkR8g5mwBm1IffjVKzkyTt7LYtsmkPsqEPYgiquhWoUROWLZFb+YwWTNJWKtiNN/LSK4HjxykP3sMWVBp9i7jRGovfiXKQPY4Ld6V2LbF0cROgmolDsnLSO4UeSuDYRWKBKV24Y3S+aBqMivWzWHxykYUWbqqaO97DblMged+upeBnotvHmO1Iepbyq9Ip+Im/n3CNEz27jjOq7+5OMHsdKt89DO3zSAnbuLikGSJdCpP94lhyioDyIqIYVic6hjmtd8eoX5O+RWV1gxNJHlq5yHuXtFKbdn5y4pH4il+uesw962aRzTgOe9xb4dt2wxNJnlm91EeXNtO2Oe+eKOz2iazeV544zjH+8eQJJGta9ppioVviHvtbLBtm46+Ud48OcB9q+fhvgZr/XcbqWyep3YeYs28ehoqQhdvcBam0jl+8dohNixovODn6yauHZZGanhl+CQrInU4ZYWY6+oyXG9YcsK0LbYPH+fAZD8dU8OoksTpBXzM6ed/LLoPp3w5X0ALbANZLEMWr07bQRTeWfukXFbnJ9/bSXfnKIuXN5DJ5Pnxt14lncqx4Y52puIZvvHlF0gmsyxaVo8kiZiGVVIV7z01RjqZp7YhysjQFE98+1X8ARfzZ4mIXQlsuygEduxgP5XVQTweB/6gm8Y5FTz53Z1MjKWYt7CGWE2wpEcBxbTmN1/vKt3M/AEXTS0VF6xXTCayPP/Lt1ixbg49XaMc2NfN0lVN7N97iopYgDW3tvHEd3YwMZqkfXEtkxMpvv/17Tz28VtYsLSO/XtP8dPvv0bLvBixmhD7Xu9ioHeC3/nkRlxujdrGMnyBLqLlPpasakJVJPzT4/P6HCxd3cTLLxzirb2n2PLgUpzT9+HhgThPP7mHeQtraGwpJz6Z4Ylvv4rP76RtYQ1v7OrkVz/fx8bN7aSmsjz1xOvc+8FlVFYHyWby/PAb21E0mZZ5VaQSOUaHE9f8xueSnKiiyql0H/P9LSjIjOTHOZ7sxjyrlCGppzFts2gLKmnM8dSzKDCXPZP7yZrFqGeNK0aZFmL3xH4aPbXFkg8EcmaetJkloPhKLgrXEpIgookKWTNL2sgQUC9/cWlikjVzOGUHXtkDAmTNHPvih6dtRW/MBcfZGM6Ncjx5iq2tdzDX23RDLJIkQcGwdUxbRxBENNFFzNnMWL4P3c7hV6JM6aNoohtNdNGf6UATnRSsDInCGGEthiq5kAWVGtdcZFFBETXSxhQThUHKHLWlPiRk/GqUgFFORKtBER30ZztIGuPM9a0pjcmyTTJmgqhWS4Wzkc7Um/iVCOWOBnozhwmplVi2iTlN2PmUKDHnHAQB6t0L6cscxSG6mSgMYNs2btmPdBViVIl4ljdf72Lj5nY6Dg9gGhbzLhD9fj/B63Py6f9yL6Zx8TInSZbw+q8sm+8m/n1CUWXue2TVJWmbCIKAx/f+04t6p7HmtjY6Dvbx02/v4Bc/2IWiSugFs6hFEfXy2KduJRi5dNLgNJLZPLuO9LC6rY7aCyzHLcsim9exrsAtyLJssvnCZbe1bXjtcDdPvnKAO5e24FBlXDcAqZzM5NBNi6Bn9mxrw7TIFfTr6qykGyYTyQxBjxNVubbbSduGbF7HvIKSd9u2yeYNzGvotHQTF8ZcXzl17hBuWcW0bRo8V1fqdcOSE5Ig8qG65dxfs+icvzlE+bKFNhS5jvLw16/N2KRLS/O7UnR3jrJvdyef/MJmFi6rxzQtNE3hxWcPsGp9C8ePDHD0YB//+188xJy22DkXqnWb2li1oRXLtEgmsvSeGuVkx9A1ISdOHh/iG//wPNlsgUwqzyMfW08o6kWSRB752Hp2vHSUV397hOd/+SbL1jSzZetSgtP1i1PxDNueO1jKDmhqraC6LnJRMSWPz8GGO9vpPhnh+V++xZYHl5JJ5xnsm+TEkQGOHezjD/7TXVTXRTBNi75Tv2THS0epby7nt786QH1zOfc+vAJVkSir8PONL7/A5vsXU99cjsvtYOe2o9Q2RFk/LQZ2Gg6nStuCavp7xjl1cvSccWkOhc0PLKF9UQ2mafEXx4Y4dniAOW0xjh7opbo2xIY72sllCxze34vDoeJ2O8hk8qRSeZpiQVasbSYQdCPLEoJ4bTecYTXAkmA7LwzvYKwwiVty0p8dwsIqiUYCHEx08OrYHvyKD6/sImcWOJI8wSL/XEJqEAGBsBrgoarNPNH3LF/r/BE1rkpM22KyEMcju3ms9gGc0rUn7RRBpsXbwJ7JA3yj6wmqXOWYlsXGslVUOc+fFn02HKKDVm8jxwdf5HvdPyOihRjKjTJRmCo5jEDRxeRkupuh3BhDuRFSRoZjyS5eHNmJR3Yxx9OAV760KJFpW3SmehjMjTCcGyNlZDiePMWLIzvwSC6avPX4Ze/FO5qGJqpoosq/9T1LmRZGEEQ8kov5/hbafE0ztDauF4JqBafSB9g78SvCagxRkKb/yehWjqH8ICljgpBWSbWrlT3jz9DmX4cqOsiZGRySG48cRBFVBEEs2gqaCSzbRLczpI04/dnjpT7ccpCkPk5P5hAVjtOCrQoO6UxUTBJkgkoFvZkjTOmj+JUIvZmjTOmj1LnaSRjjnEjtJWskkLSa6XMLmLZB2ogDoNt5Kp3NTOaHcMuBGf1fDtKpHDtfOsrrO04w0DtBOplj3W1tF2/4PoEoiSVL05u4iWsNQRBwex2434ci1TcKqurCfO6/b+XkkQHGR5MYuomqyYSiXmqbyghFLv0eNhsutuKpCPn4zAPrLr9fQaAq4uezW9dfdlvLtjhwaoiFDZU8umkx2jXedF8JbNtmx+Fu0rkCW9e2I71tzS8IAu31FbTXV5ynh3cG44kMP3xpH4/euoSK0NV9Ft4Or0vjE1tWXVHbgMfJJ++5srY3cWV4daSTJm8Ev+q8JsTCu/+tOw9EQaDVX160SLIMcqaOQ1LQxCvzdhUEFVm+vNrQdwuJeBrTsKioKqbFSJJIdV2Y3a8eZyqeYah/kmi5n3CZ75y5MHSTt/aeYu9rJ8ikCxTyOt2do7RdpH7zUuF0qpRXBtj/xikqq4IsXFpfshAMhNzctXUJqze0cGR/Hz/74S4UWeLhaXXz8soAH//cHSXNCVkWS2USF4KmKTidCqpDweNzljy2TctmsH+S4cEpvve1bYjT44hPpIiW+8ik8gz0TnCyY4iezhEQBAp5A6dLpVC4fBHEt8Pnd1FZFSx6pksiDpdKPqcjiAIut4OxkVGmJtNk0gWymUJRSEwUcLk1HnpsFb9+6k3+v798Zrqko4365rJrGhH3yG4eq7mPl0Z30Z3pJyNmWRxoJ6IFeWPyII5pMqHOFaPHFaMnM8BofgJVlFkVWszayFICSvGGI4syK0ILCSg+Xp88QF9mCFEQCKtBFgfmlawsRQSaPLVEHeErFkE8G4IgsCK0kIKl82b8MKfSffjetqn3Kh7m+prxnIc4kEWJTWWrUUWFg4njpNJ91Lgq2Vy+nlfH9+Kffo2mbXI0cZLjqVMYlkmtK4Zu6eydOIBbdhFWg/gUN+WOKC3ehpINJxTdRWpdVUiISIKEZZscS57kaLITwy72ZdomeycO4pKd+BUfAa+XMi1Mq7dxhhWmJIjT5zaQBJmsmefgVAdhLYBHdmPZNpat05Xr5Y34IT5cfQ8rw+eSuO80NMnFosBtGHYBTXRjY6EIKh65mIJZptVjYeIQ3ciiyprIQzgkD4Ig4JL9YNs4JDeLAncgTouXBpRyXF4vkqCgiU7afGvO6kNjaXAzkiCTt9JkzSQNnkXkzSy6VczwKWoV1RFUK4p2d6ILnxLFsk2ckhfdzmNYetG2VHSUxEtFRKpdrcSczWiSGwGRcq1+2sHlyjY/DofK/CV1SJJI+5LaomV0+MbYrOvmEAX9FGAiCi40pRVRvDTizbZ1dHMIRapAEBRMK0HB6EIS/ShSbUlk2jBHAAVJDLxrmT6WlcWwxlCkGMIFtFl0YwBR9CKJ13aBfRM38V7GaWHVJWua35H+0/kCB7uG0E2TipCXsoAHSRQpGCadg+Mk0jk0RWZOVQTXWaUKumkyMJZgPJFGliSqI34CXieiIFDQDU4OTpDM5NBUmZaqKM7pgFgqm2dgPEHE72ZgbIqCaRL1e4iFimvpockkfWNT9AxP4naqvHG8H7dDYc50HwXDpG80zmQqiypL1EQD+N0OBEEgm9fpHY1TGfIyHE8xlc7hcWrUlwUZmkyiSCJjiTQBjxOnqjA4kaAi6CMacKObFkMTCSaSWUzLIuB2UhP1oyoyyUyOrqFJtu3vRJFEYmEfqixRXx4i5HORyRc4OTBONq/jdWk0xyIoZ9m7WpbFWCLD4EQC3TBxaSrVUT8+lwPbthmJpxmeTKCbFk5VoSrix+fSLnjN1qfnYe+JfvZ29NNSHSXicxPxu6krC4IAfaNTuBwqhmEyOJFEkUXqyoP4XA5yBZ2B8QTxdA5siPhdxMI+ZEnCNC16RuOMxlPIkkRTZQi/pxhEyusGXUMTlPk9DMeTZPM6freDmmgARZYxLYuekUnGptIoskRTLIzPVbx/5woG3cMTRAMehieLbQMeJ9XRAIokATbpXIGekTjpXKGUgRL1e6gpCyBL1z4z+P2E3vQkZc5rd/+8YckJ27YpWCa7xrp4aegY8UIGv+pkfVkz68qar5ikgGlBQNsCTOzpxWmx7lsEiuUj72ba9OlSiNO2YbZtk8sVinZmqozmUCjkdUzDOkcstLd7jO99fRvrbp3LPQ+1YNvwL//wmystqz8HseoQ9z28nAVL6/iXf3ieowf7ZljjSZJIOOpj3W1tHDs8QGfHUOlLflqHwn+5NYpFGW8EBMTpn6cpd01TCEU8PPKx9TNcP9weDVkp1ngvWl7Puk1tJU90QRQon7ZXK03dFaTCSZI4w3f+dFeyLLFmYytv7enin//m1zicKnVNZcxfXIsoCtg2LFreQMu8Ko4fGeCl5w7yrX96kc/96b0l4uZaQBQEKp1lPFZ7/zl/WxpsL/0ec5bzSM3FnWkUUWGefw7z/OcXwpNFmU80fnjWv9m2jWlbWFycGBKRSht2h6Rxe/labi9fO+uxrd4GWlsfv2B/btnF5opb2Fxxy4znm731pd81SWVr1Z0XHdttZWu4rWzNjOeckuOcObwvdjv3cfsF+7oluoJboitmPKdJKh+svrv0+PWJ/Wwfe52P1m1loX9uifRJ6in+ryNf4UDiGCvCC6evYdcPAgIu+dzPq0RxIahJM9P0PcqZ2k/PWY4bZzt8aJJzRjuPOLNe1KMEsW2bVH6SCmcjAaWMvJUlZ6WBIsmgyNqMc53dv4wCs+xRBUE8xwVEEa+ubleSRWK1IYJhN/K0tack3xgLnFRuG5n8bpzKfCQxgKo0AJdKThiY1jiyVIYAWHaWdO4VLDtHxPeHCNNWsaY1hSA4kQhMP05hmKOocg3CZQiM2rZOwehFlsqRxMvLYrEpYFoTKFIFs77x0zCtSQRBAW6SEzdxE9cDed3gFzsPY1oWU+kckiTyua3raK0pQzdMjnQPs/tYL0e6h/mrT93HnKpixrJlWTz/xnGefu0wqiyVSh0+fvdKGipCFAyTw91D7D7ay7HeEf72M1tLmgWnhif56ydeYk5VhHgqS7agY1vwB/eupr2+go6+UXYe7qZvbApFlnhu7zEiPjexsB9VkXj6tcM8t7cDl6aQ1w1iIR8fu2sFVRE/gxMJ/vqJbaxsraFzaAJdN/B7nHxiy0qe2P4Wo/EU2YJBrqDTUl3GiYFR6stDfHbrOoYmknz92V0YloVp2kyls3z0jmVsXNjISDzNtv0nOdozjENTEPccw6Wp3LuqjZDPRTavs+9EP7uP9lDQTf7X4/eUNDYs2+bNk4N887ndmJaNW1OxbJtHNy1heUs1XUMTfP2ZXRQME1EQSOUKfGjDQjYsbDwnO+Pt792e4328crCLkXiS7fs7cWkqi5tjVEX8mKbF9154A1kS0U2LZCaHDTy2aQmLm2Ls7xzkx9veQhSF4pzkdT774DoWNFRiWhZdgxO8crCLvcf7+M+PbGJtez0AE8kM/++/baM64ieZyWNYFvFklt+9cxm3LmrCtCxODIyz41AX+04M8KXfuYPlrcXA7NhUir964iVqowESmTyGaRFPZfn9u1dwy4JG0tkC33l+L72jcRyqzO6jPQS9Lh7fsoqqiA9ukhMXRK07yC97D3IyOYYkiDR6wrQFrjyT58YlJ7DZPtzBt06+RnugkvmBKkZyCb55Yid50+Cu2LmpTZfUr21imH1kc9vI5l/DMHuw7QKijse1wwAAIABJREFU6EdVWnFpm9DUJUjS5QmwXC5M06KQ18mm85imRSZTjK6rmkysNkS0ws8rLxxm4+b55HM6e149QV1jGb5pnYZkIsvuVzpYvra5yBYXTCJlXrKZAnrBoL65DKdLo7NjiJHBKdoXFTeHlmVTyOlk0wVMyyKTyZPNFtA0ubR5vygEgbaFNbQvruHnP9pFTX0E24bx0QRurwNZlkjEM/R1j1HfdCYbwNANxkaSJW0MURSLC3f5yt0GWubF8PqdnOwYYtX6FkRJJJsuWuW5vQ4Wr2jg6MF+Vq5vIRx1UyjoGLqJPL1JkGURj9fB4ECc0eEpRLH4WNXk6ffIIJfTMQ2TdDqPqsmXJGpnGhaqJrPloWVUxAL4g+6SEGg+r9PfM4HbrRGrCbN8TTM//cFrTE1mrik5caPBtE12ju/j1fG9FzxORGRNeMk5m/Z/rxjPx7FtG6/sKREQlm0xpacwbQuX9O+rVl8QBKKOMyr2sqjili9N/f56I5PO88yTe+g6PoyqKWx5aOk1y2K7GgjIuLVVBNxFItG2bXRzGMMcQkBFlesQBCeWPYVu9GNjoMr1CIID3RxAFFwIFK+hilSOS1tJOr+j1JdpTWLZGRSxeB+1rAzp3Cvk9cO4HRvR5EYsCoiCA0n0Y5jjgIX8tpJJ2zbJ6YdJZJ7Gra1FU1qQpXIMawzLymDZKRQphih60Y1eLDuNJAZQpKpShock+AAR27bQzR5s28Ky0yhSDEkMYlij2FgIgla8R9pJDHMU284jCDKqXHSfOt0/CKhyLZJ4Y37m3uuIF9L0ZcawsJEEgSpnmIB6Y2QcXQ7G8glSRpaYM4wqXt1SeyKfZErPUOUKlbIU3+uwsamO+nl4w0KyeYN//MUOfr7jEH/y4SguTeHe1fNororwf3z7uRntTg1P8vMdh7hz6Rw2LmwiV9D5+rO7+bft+/niwxtwO1TuX9NOY2WYP//Oc+ecN5PT8budPL5lFZZt8/c/fYXfvnWShY2VrJlXx+KmGH/3EwO/W+Pjd69CkUQcqsKxvhF+9fpRPrB+AStaa0jnCnzlqeKYP3XfagDSuTwTqQyf3boWh6Jg2XZJnNLvdvLJexbxv374IhG/i02LVvO1Z3cxNpWmMuzjMw+sxTVNHjz58n5eeusky1uqqS0L8OimxYzGU5QFvPyHO5chSSLadGAs5HXxyK2Lifjd/OzVgzNeazpX4Lsv7KUmGuSxTUtwO4rZH97pjOXj/WOMJzJ87qH1VIa85AoGXpc27Tx2fpwmRwJuB+mczie2rKIy5EWWJFRZImtaGKZF19AEn3twPdVRP5Zl45kWPG6pjvKFD9yCS1PJ5At8/ZldvHakm7k1ZaiyxIaFDbTWRDkxMHbOuQ3ToqAbfPHhjciSyI+3vcWv9xxjbXs9DkVm06ImWqujHO9/5py2umFhWjZ//PBGJEnkO8/v5bk9Haxrr6d3LM6ejl4+/+B6mmIRvv/iG3QNTbCitWZGJsr5YNv2rDFOQeBdDXZfL5Q7fdS4g+imiS6Y6PbVZaffsOSEYVk8P3iUD9QuZmvtYiRBxLQtnu07yItDx7i1ohXXZUa2iiIpLzOZ+CvyhbegFMEtWgDm8q+QTP8Ij/MBAr7/hCxVvWMfqs7jQ/zy3/YwOpxgdGSKH35jO9EKPw98eCX1TWU8+Ogqfv6j3bzxWie2bVMWC7D1kZVFP/KGKB95fCPP/nQv258/jCyLBMMefufxjdTURZi/uI4ffONlAkE3wbCHyuogkiyBDccO9vHsz95gdHiKidEk3/3qS0TKfHzwo2uJVV+EkJnOYIDipn7z/Uv4f/7sSV57uYPahijf/dpL5DI6slIU6GxsKWfzA0um51BgaCDOV/7qmVJmiNfv5DN/sqWUxXC+c854D4Ri1sR0/gTlsQAPPbqap57YzY5tx5BlEYdD4b6HV7BkZSN33LuIZCLLN778ArIiAgKt82J88KNrUFQZRZVZs3Eu3/+XbfzN/3yKcNTLBz6yhrqGCHt2nuCVFw7T1z3O8GCcf/n731BeGeCRj62fHtfbhjr9hG3b6LpJKpFj18vHcLk13J4iUdLYUkEqkeP7X99GciqLosmYhsWy1c1U1b2/vcIlQWK+v4Vq14XZVAGhVGpxE9DsqeO54Zd5ovcZFgfa0CSNycIUb8WPIAoCK0ILrnvWxE1cGvI5HYdTZfnaObg92iWJQ14P2Biksr+lYPSgSDH8rgcp6MfJ6UcwzXE0tQ2PYxOTqR9gU0AUnIiCB1kqI1t4k3TuZcoDf4YsRWbt37TGmEh+A4/zNnzO+7HsDDn9IHn9OKIYQBID5Ar7AfC57mMq8xNUuRGvc2amkY1BQT9JTj+EKPoQBCei6GEy+S0QRCQxgFtbg4xAtvAGpjmBbvYT9n4aQXCRzm2nYHRT5v9TBEFhZOqvcShtRXcuQSbseRzDGGI89U8E3b+LS1tDJr+XePoHuLVV5PTDhDy/j2klSed3AhZ5vYMy/3++puREV2qYbSMHyFv6jOdDqpe7K5fiVS7fESGlZ0noGWKu99Z9pTs9wre6nmcoF2eykOKP5z7EHRVX7o5m2RZj+SSqKBNQr0w/5krw076d7J04wX+Z9yHq3Fcnwv6Lgd28MnqYP533ME2eS7cbvpGhKTLL5lQT9ReJp0WNMbYfOIlumqiyjCpLONRziZiekTipbJ5b5jcQ8RffzxWtNfxy1xHiqRxhn2u67ezbG49TZW17PeXB4hqjOupneDJVLANUZERBQJFFFFnG7VBL6fzH+8cwLZv18xvwODXCPjeLm6vYdaSbZDYPgCJJrGmrIxY+c20o6EbpPLVlAYIeJ7XRIBUhLwJQMEwUSWQimeW1Iz3E01lODoxTMEx0w8LnknBrKrIkoSgSbqeKdFYg8fS4Z9PG6BuNE09l+ejtS6mOnnu9mlMVwe1U+c5v9rC2vZ6Vc2vxOi9eai2KAi5NxaEoSKKAS1PwzNJuYWMlLdWRGe+jbdtoiszR3pFi6U4mz+BEAoemYFnFTHBZknBqyjlrbChuQ9bMqycWLgbymmJhDnYNltoq0+/9bHs3SRRY215P5XTb5liY5wbGsW1IZwuIokDI58LjVAn5XHQOTkxve2ZfX9m2TSKdZ8ebnXQPTGCYFm9PU2+uiXL3+nkXndP3OiqcPtaUNZQe+5Sr0wK6YckJG5usWaDaHSy5AEiCSMwVIG8al2QtOKM/2yZf2MfE1P+JbnTj0Nbg1NYgS7UIgoplxSnoR8jmXyWV/SlgEfL/GZL0ztzYK6uC3P+hFTOYNkEUKKsoWgMuWlZPbUOURDyDKAmEwt6S2rSiyqy/rY15C2tIJXMIgMujEY54kRWJjzy+gYmxFLZl4w+6sG27qMcgFP2xtz4yUyhGFIWL1kJLksjGzfNZtb4Fj6dYY1ddF+ZLf/kIqibj8zv5o/96P9lMUR1ZVWWCYU8pW6B9cQ1/9dWPzfjeSrJI8CKCaTV1ET79xbuIRL14fU6aWipwuTXu/9CKEiO5dHUTjS3lJKayYIPTrREKF29aoYiXxz5enI9CXkdWJAJBNy53cS4FQWDBklr++L8/SDqVQ1FlouU+RFGkpS1G5G2ZDLIs4XSrLFvdRMu82Awxro/94e1omkw6lePV3x6hui5MtNyPKAoMD07xrX/8Lf/xT+6mIhbkU1+8m3Qyh23bOJwqoYgH7RraiN6IEASBoOonqN6MOF4O6t3VfLzhQ7wytofXJw9g2RZOyUGbr5lV4cXUut4fi9X3IzRNIVYTIpPOc/RgH6s2tL7bQwJAQMKhzsPruL1opy2I6ObwtEZDHPRjOJR2dHOAqO+LSKKPYrmjiMexgZx+6Px9CwKa0oJTW44wvcSQpQhubQ2S6CPofgxRdCAgMZV5irx+DNOK41DmntOXKGi4tNXk9CMEXB9AkaswrSkQRNzaelzaSkBAN/swzDFsDHL6UUw7gUOuwu3YgJF+4qzXLeN3bcXGZiL1r1h2Dqe2CC0/Fzi94DdwKK0EPL/LZOpb6GY/lpVHFoOocgOioKLIVdfuzaAooBvX0wxmJ9g32UlQ9dDirUITFa6Uzto5fpRjiX4+23LfNR3rO402fzX/rf0R3pzs4h9PnBv9vFzkTJ0f9WxnUaCBDWXzr8EILw3VzjApbxa3fPWCnVXOMHN91Xjl91eW3NmbbEkqlrxaF3FYMC2rGJw6S0BckcTpjK1LKBkVRTxn6VeIgnBJDhemaSGKM0u+FUksakCZxfaCIMy6SYfiaxUEYXrzPV1iLBTJiZ/tOMjLB7pY3VZHQ3mIZDrPqeHJi47pYjBMq6ibpMwe+a8vD/EnH7qVfSf62Xmkm+f3neCjty9leUv1pWWmX+QQt2MmkQLFbI5v/Go3vaNTrG6rpbHCTffw5GWVnntdZ75ToiBcRlNhBvkiCGds6muiAbxOjZ++cpA5VRH2He9n6ZwqHBdYl2dyOt/6+S5e3N2By6EwMpHC69LQVJmJqTQhv5uqsquz1Hyv4ODkAK+NnsKwLUayCe6qmsfd1VdOytyw5IQoiIRUNztHO5nnr8SjOEjpeV4b7SSkuS7bttC2UyQz30U3uvF7PknA+2lE0cvMb5dNvnCI8ak/J5V9GpdjM27Xlmv6uk7D43XiaT3/jUaURMJRL+Ho7BFkWS46T5RVnLvR8/qceH2z9+3zu/D5z43CDA/GeepHuzGM2S/uNXURVq6fQyB4JvIgyxKxmjPZFhVV5/cTdnscNLfO3ETZts1A7wQvPXfwPK2gcU4Fy9Y0lbIcPNNkwNnzclrn4nwlES63hst9fjZYkiXKY+deQEIR73nVqBVFnjHHgiBQMd1H14lh9uw8wZ/8+UPUNxUjJt0nR/jKXz9LfDxNVU24+L7N8t7dxE28HbJYzDiZ7295t4dyySgYBq919KDKMssaqy4pLfJ80A2TXSd6EYAVzTWoV9HX9YbLo9HYUkEhb1BRFaSmfvZMg+sPAUWqwKEWtWcMc5R07hUqgn9BMvsMBaNrWkDSwLazgAewsW2FKxYwEiRsuzDdXkCRa5FED8ns88hS2QVcsASK+lBn7k2CoCGKHgRBwrZNsoV9CIJCwPUh8oUj5x2jICiIoh/LSk2Xpcy+9RdFP6KgIggqtm2hqa1MJv8VQVDxOrcgcHV6JG9Hs7eSP2rdSryQ5gtv/DMrQi18omkzTunKzmNYJvvjp4gX0td0nNcDqqgQ1hSCquei6eWXgqSRZd9kJ63e6yuIviW2nC2x5dekrzsqFl9V9siNCN0w6RoaZ+mcanTDoGckjt/tuKg7RnnAgygKdA9PEvV7MEyTEwPj+FwafvfFyZsLRcIvhKqIH8Mw6R2NM3daF+PkwDghrwuvSyOezl78xLMgm9d5+WAXa9vr+dCGRVi2TUf/THc4QRSQZZG8blzW5bc86MW2bY72jtJWU14SrwemCRmbipCXe1a1ceuiJv75l6/xwr7jtNeVn5dkORuyLGGYFoZ1Hgp1ltccT2XZfqCTzz94C7csaCCZybP9QOelvyjOzVq+vLazNw54HLTXV3Cifwy3U+WeVXNZ3lJzwWvQ2GSK3+7u4MFNC3nw9gX85b++wMZlzSybV8P2vSfZc6iHRS3Xlsi+UXFLRTO3VBSFcw9M9HM0MXxV/d2w5IQsiNxfs5CvHNvGH73+Y1yySsYoIAoCn27ZcNk1fKY5Sja3A1Vpxe/5BKI420ZWQFXa8Hs+xujEF8nmt79j5MSNBlkuZhQY5uzkhNvrQLzGVpcAiiIRCJ0/1dLlubBq8I0It8dBMOzhmZ/soa6pnHyuQMfhAcoq/DPInJt452DZNod7h1Ekkdaqq0upvYnLRyav88NX9xNwOZhXXXZV5ERON3hixwFkSWReTTnqeyh6mM0UePXFI2TSeSbHU9y2ZQGt899916hiScKZa70oeNGUFsYTX0YQXShyHbJUiVvbwETqmwD4XQ8hCg6msk+hG73E0z/A53oA3RggmXsOwxxmKv0kPtcDpHPbyRbeQEQFRDzOTWhyE5ncDsYSf4/f/TCa0oxLW8to4m8JOz41LUg521gDqHIzk8lv4nKsw6WtQhYjiMLp6JmIJreQK+wnnv4BslSGKLjIFvZPEy3dTKV/jNd1D7JUgYCIIMjIUhm2XSCe/jF5vQPTHAdMBMGBPK2VIYlBRNGNaY5i2TnyRieGOUzA/REU+frZ9tm2zeFEL9/vfomHqtfw5mQnHckBLNticbCRuyuXEtH8pI0cLw6/xb7JTvZOnMDC5otvFC3UBQG+0LKVWneRBMqaBXaPd/DyyEEmCim8ipNbou2sCrfiVZylY/6h4xesCrcQUDz8eugNhnNxXJLKY3UbafPVcDI1xHdOvcg9seUcS/RzaKoH0zaZ569lS+UyKp3FucwaBV4ZO8Tu8Q7G8wkEQaTeXcbmiqU0eysvO+B0MfRmRvn14D4OTXXTnR7he90v8avBot5RvbuMP2y5r3TOL3f8glpXGa2+Kn41+Aa9mVFUUeGh6tUsDTUjIDCQHef54TfpSPSTMQu4JY3FwUbuqFhM8CxNjB/3vMwbEydJmzkqHEEeb9pMueNM4GYsl+CrJ3/Fuug8xvMJ9kycIGcWqPeUcV9sJQ3u8tKa5ye9O9g90UHGyBPRfDzetJmY80w2b7yQ5h9PPMPqcCsJPcPuiQ6yRoEad5T7Yyto9FSWMgO60yP8Zmgfp9IjZM0CGTOPJIgEVQ+/W7+JVt/1vS4JgsDuo71MJLMks3neOjnAx+9eCRSFDw92DdI1NEkqm2fHoW6GJpIsaKikuSrK+vZ6vvP8Xt443k86V+BY3ygfvX0pqiwxNpXmcPcQxwfGSecKvHroFH2jcRY1xq5qvAsaKlncXMU/P/0a7XXlTKay9IzG+f3NK67q/qYqEnNrynjtSDcAyUye431jyNKZda8my7TVlPH0riN86zd78LkdrGytpTrqZ3A8wfG+Ufad6Gc8kWHb/k5iYR+LGmOEvC62rJzL0zsP0zsSJ+xzkc4VWNlay+LmGNveOsnuY71UBL0YpsXJgTFuXdSMeon2qVVhH6IAP3hhHzVlAZpjEZbOufBm3O3UmFtTxq/3HmM4nmRkMsXQZJI5VcXreSqb52DXEAMTCeKpHHuP96EbJi015yOvzyCRyXGwa4i+sSmm0jleP9ZLOl+grfbitvOZvM7x/jEW1FeworUWWRJJpHMokjSD1DkbuYJBXjdZvagev8eJpsgYpkUk6OGeDe0c6RzipT0naKy5UYIS7xxGcykm8kUy/GRyjLxpXFV/Nyw5AbAkVMOXFt7La6OdjOdTRBxeVkUaqHWHLrvC2rIzmNYQTm0N4gVqRQVBRJbqEMUwhtl3dS/gPYRQxMOd95+fmRdK/11bRCv8bHlw2fnP+97iJQCIlPn49Bfv4o1dnYwOTyHLIivXzWHJysYLEjE3ce1gmhY/3rGfuVVlN8mJdwFOVWHrinm4VAXnLHXDlwNNkbl/+VwkUcT9Hit9cns07v3gMmwbDr7ZTTarX7zRdYDHsWnGY0HQCHs/STGToKjNAyJe5114nXdQDNcVlwsR72ewsad1TiQUqRqXtnz6mKLjVbHdaeeb4nOSqBHxfX76HDLFTIwMqlyNQ2nDMAZKopqnoUi1OLUlBNyPUCRTJECcfixMj11AU+ZS5v/T069melw2DqWN05kaIBP1faE4FsFFyPNxQMLv+gB+14PTbSVOa1AB+Jz3YtkpxpP/TMj7cTR5DhOpr1Mwuq4rOQFFDYldY8cYzSWoc0dZEKhjMDvBk707SOgZHm+6CxGBiOan3V9HV2oYURC4vXxRaVp806RDwTL41cBeftK3g4WBBpYEGxnMTvC1k79mOBfnkdpbkEUJy7boSPST0DNIgkiVM0ylI0h/dhx52po1Y+TZM3GC/uw4Na4o8wO1jOameHrgdcbyCb7Q8gCapJAwMrwyehiXrLEo2IhuGbw8eoiOZD//bd4jVDjPn3l5JVAEmTp3FBubjuQA7f5a2n1FId2AekZcGKAzNczJ1BBvxjuJaD4WBxsZysURBRGBYur38eQgh+I91HvK8SsuetNjfLPrebJmgf/QcFupr2WhZsodQZ4d3MOp9Mg5i/SCZXBwqpujyT5qXBHm+qpJGhm2jRykLzPOl9ofLZFDS4KNRDQfz02TCnlz5vVDt0wOT/VweKqHaleENl8NaSPL9tFD9KZH+dL8RwmqHiYKKb568lckjSybK5Zi2zbPDO5hopDkA9VrSwTS9ULQ4+TDGxfRFAuzt6MfG/jDretY0lQkEOKpLG+eHMC24a7lraXHtWVB/G4Hv3P7UnYd7eFY7ygBj5PPP7ieluriBnDyrLZbVsxlfCrNZDJDY2WYsM/FnctaCHjOENyLGmPUV5x5/aIosGpuLQ5VmRE1d6gyH79rJTsOn6JzcJzyoIcH17XTWFEki/xuB3ctb6EsMLNUWRRFlrdU43M5EAWBDQsaqYr48Tg1bl8yh1jIxyMbF/PS/pOMxlPURAPcsqCBU8OTJd0MQYDNy1txqApdQxOoso4kFkmnoYkk+7sGkSWRdfMb6B2NMzaVprWmDIcq88CadhrKQ7zVOUgyk6cs6CEW9iEKAo2xMIMTSSZTWRyqzCO3LmZZSzXKJTpTxMJ+Pv/QLew+1ksikyvtEWRZYnVbLQGP85ygZsDt4FP3rWH7gU7GpjK01Zaxbn4DiUyuSAhkchw4NUQmX2DjokZMy2Z/1yABr5OGihCbl7dSHTmzh6srD3LH0jkokshUOsuBrkFyBYNNi5vIGyb7OweJ+ouOK3ctb6EyfCYbuqkyzO1L5iAKAvFUFlEQeGn/SXYd7cGybBRZ4vF7VtFeVz5rkFQQTgthFu8XTofC6GRyWldDIuh3MTA6dUlz+V7H4fggO0Y6AYGw5uae6vaLtrkQbihyYqqQZaKQpsZV1JlI6DmqXQEebbgWqv3FBYuNzsXzoozpfzfU9LyjKNbCXf9zFn9e3/O+0xBFgeq6CNV173+29ELI6wZjyTR+l4N4OociS4Q9LuLpLJmCTtDtLNV+mpZNIpsjnStgWBayJOJzOvA6ZypHm5bFVKZ4nGnZKLKIW1PxOjUkUUQ3TOKZLEOTKQ70DBHxuekcngBAlSViIV+pP8u2SWXzTGVymJaNU5UJuJ0z0krzusHwVIpyvwfDsphMZTFMC6cqE/K4LitiYts2BcNkMp0lrxsIgKrI+F0OHNPnTObyTKayxIK+Ut+2bTOezFAwTcp8HgQBRqZSeBzFtMt4Oott23icGgGXY4brjm3bpPMF4ukchmmhKhIht3OGQJVumAxNJYl4i8TZRCqLbphoilR8jZLE0FTRpz3scc3oP68bDE4mCXtdeBwqpmUzFE9SMEzmVEaK798sGVe2bZPKFZjKFMclTQts+Zxa6XWbpsXQVJK8btJYHsYzS/3qbH1pikzI40SVJQRBwLJtxhJpZEnEqShMprMUDLM4Fx4X2vRx7wQyqTzbnjtILqeTSmRvHM0JQXrb4+LmfZYjOaPFcBriLDz1278H57t3Fp+37QLJ7HYy+Z14nfciCA5E0Y0mz7QplqQAAtL0eM8+x2zjfztxNdvY5Vl+P/99XhAkRFw4lIUks8+S4jdIYmhWfYzrgZylU+8u47Mt9+FVnGSNAmkjz6GpHibySSqcQdZE5pLQM7w+3oEkiNxbde76aTA7wRO9r3B35TIerlmHU1LJmQW+fPxpXhzez9pIGw2e09FGm67UMH/S9gEWBOoREchZOopw5ntTsHQqHSH+Y/M9RB0+8qaOaVscTfQznItT644S1fx8bs59eBUXqigX3RpcEf7m6M8YzscpdwSu6fewwhmkwhnk0FQPzw3uY3Ggkc2VS85zdDGz4OGadawMtyILIgXLQBSE6cwDWB1uZWGgjoDqQURgSk+TMXPsHj/G79ZvKo29yVNJk6eSY4k+JgupWc+mWyY+xcUnGjfT4CnHsEz8ipun+1/nVHqYBYF6ABo8FTR4KuhKDTOcm12DwLBNHJLKJxrvpMlbiWFZhDUf/9b7Kp2pIZaFmunJjNCdGeV36m5lS2UxGCQIAk/2vkqZw4/vCgRXrwYRv5v7Vhfr0WeLajdWhvn8Q7ec8/xpuBwqmxY3s2lx8zl/m1MVYc4F2n5446IZj0/bVJ6GJIrcsfTcEkpBEPC6NO5aPvs1POxz8+imcz9fsiRy66Iz47x/zZk6/A/esrD0+8Nn/c7/z957B8lx3fe+n9NhenLY2dk4m7GL3QUWGQRIkAAzRVGUZAUqWrIluyynq+drP79yqOtU7z677vUrP7/yky3LvrYVTVmyEinmCJLIOW3E5jSbZidPp/dHLwZYIoMgCJL4VrGI7ek5ffpM9wm/8/19vyxvFyEEPreLh287v9/Z2BZnY9vFWS+aqrBpZV3JUvNcNFaW0Vi5PDBl2zbpXJGZxYunhIV8biJ+D4os0dVUTVfT+bpXD16gnWzbJm9OM8PX+OAdnyCsradozdM9/3X8gSzdyRDlns186WHH/WQud5Dp3OsYdhaP0kOedjavH6Ah0AHAQPK7VMa6CEQmODL3HWTJw21boMb3IJpczkDyO0hCBfkQtrKDx3asXdbHrGqsYlVjFbZt8x+vHqEuFua3P7oNRZbJ5Ar8yzP72Nc9Qls8dsF0Ur9HozziY2BklpWNlTTXRnludw9drbX4vRp9wwnqq65v0PVmxZZYIz5FYyQzT70vQsz91jZib6rVd3dykp+OHuG/dj6AT3HxL32v88nGTdR637qgiCT5UOQ4Rb0b05xGuYiglW2bzjnWLKrSdMFzbuEWbuHyGJpZ4E///VnuWNnAC8f6KfN7+OTta3j6UA+nxqZ5cF0bv3r/bbhVhUOD43zz5QMMTM9hmk5wYnV9FV++dzMtSzsTtm3zevcQP9x9jMHEPLphosoyG5pq+PL9t1ETCTI2t8i3Xj2Dh20PAAAgAElEQVTAseEphmcW+PGeE7xy4jQAdeUh/q/PPVwKBJwcnebx1w9zaHAC3TCJBnx8cMNKHt3UWQqa9E/O8rv/9gT/7ZP38Xr3EHv7RkhmCjRURPhvn7iPmrIrs361bZvFXIEf7DrKi8f7Wcw6FsIhn5uPbVnNo5s6kCWJF4728w/P7uYfv/Jx4kuK34Zl8Y3n9zKYmOcvPv0gmiLzp48/x9qGahZzefb2jZLTddqqY3zp3k2sqqssLeIHE/M8/voRdvUMU9ANfG6Nh9a18cnbuwgtiUpNLqT46v/6Kb/x0FZOT8/z4vF+FtI5ogEvf/Tx+2iIhfm7n79OXjf4o4/fS5n/7ET20OA4f/zdp/njj9/HXZ1NpHJ5vvH8HrrHEkwupLivawVffeTOZSJUtm3TPzXLd149xOGhCYq6k16wojrKL9+9iTWNzkQnUyjyLy/u5/jIFJMLKe5sb+R3P7y9VO8zZQ1Mz/GdVw9xYGAM3bQIejQeXr+SD2/uJOR1U9AN/uaJnaiyTG1ZkJeODzCXyRJwa3xoYwef2NpVsnu7nsjndDLpAnVNMSzLxut1EW98dzknvH1Q8bnvwqfdgRBO6p4swni0mzCvXigEPPfjd28HbBDKddecuBrcXt5OQPEgEHgVjbi3nLHcLDmzeMVlnE5PMpVfYEHP8MzkgdLxlJ5jprDIdGHhnOAEtAfjtPirSmkQF9LCuC3aRlQLIBC4ZRd13hjHk8NkzDzghIo02UV3apSZwiI5s8hwJkHe0im+RQrw9UCjr5L2YBxFOMKFmnw22OX8rTCvG+yd7SGpZ8mbRVJ6jqxZdGxPr5Jaui7cRK0nikCgSgr13hiKJLGoZ6+67mtCjdR5Y0tlydR5Y7gkhaTuLDDPuJtZtiOQaNs2FtZVC8vfwnsfjkbFNP/x6pGLnrOjq5kPbF55TcHEtD5IstDNnOsQYa0D0y6gWykaAh/Fsk2GUj/ArzaSN6Y5vfg49YFH8an16FaKvDFDWh/GXtIKyugj+NUGCuYcfrWR+uBHAFClIMlCN5JQaQp+imSxm8HUD+hytaKICwvULmbyYDuCnbIkMTy9wPRC+pLioJGQlw9s60RWnH7xtq5Gnnmjmz/825+iyBI+j4tPPbThqtvo3YhDs6Psnhmi3hdh53Q/GaPI9qrzg4dXipsqOFG0TDJGgaJloNkKp9Oz5Iwipr1cbMUxphRX9WLIUgVe990sZr7N/OL/JBT4NWS52pkYIbBtE9vOki/sJpn6OpII4XU/cPmCb+E9DdOyKCzllemmiWlaWEs0rjOK0bJwxIpUWcalKrhU+ZpFl95LsCyLwcQcK2ti/NYHbuf/e3oX//DsLj69bR1tNeX8/GA3j2xop6UyiiQEbTUxPrZlNX6Pi9NT83zj+T14XSp//AnHXnB6McP/emEfEb+H3//IDlyKTCKZYT6TQ1OcriwW9PGpO9aytXWe//HjV3hoXRsPr3ci+Jqq4JJlbNtmdDbJ3z31Opqq8Dsfugu/5mLfwCjffOUgLkXhw5s6UBUZc4m18L2dh+mMV/A7H3J2ZGZTWcJXIL51Lnb3DvNvLx/gS/dsYnV9FUXD5PT0HLGgv/SsGKZFplA8Tz28aBjki7pDIQTmMzl+vO8EH9ncye9/9G5SuTzf2XmI//fJ1/jzTz9IVTjATCrL157eRTKb5zc/cDthn4fe8Rm+vfMQtm3zhR0b0FQFy7ZZyOT4jzeO0hmv4LcfvgNZkphacBgjLkVma1s9f/3TVxmeWSgFJyzb5sVjA8SCfpory5CEIOBx85UHtzI5n+JvnthJ4QICu5lCke+8eohTYwm++sFt+N0aqVyBoZmFZSJcPreLX7lvM9PJNH/7pBMcOXcubds2kwtp/uePX0E3TX7zA7cT8XnomZjhB7uOkSkU+eV7HEG6TL7IgYExdqxq5isPbsWtKjx1qJuvP7ubtupybl/ZcFW/5ZVgfGSWPTt7mU2kCIQ8FHJF7n6oi9bOt5b7/F6AEAKB9rakCl5vCIQTkBA3x3SpzLVcpFkR8lK/cOULzbmlHf2jC4MMpCeXfdYRiuN/k8NEUPWiXEbnK7LEKDi3XnCW9tybHufbgy+RKCSJaSECioeknoUlYb53Gn7Vg0tSLzhuF0ydZycP8tTEAVySQrkWxCUrJI2skwRk21f9LIdcPtRz2tQJ/Aisa2iLC5UlcFhjAE2+SjqCdfx4bDfThSQCwb65XjpD9TT7b2x60s0M07LY3ztKW21sWerHO41MvsjkXIqGykjJ6eNKMJJY4IWDfbRUl3FnV/MVfUcIwZrmalpqlgfSJ+dSPHegh3gszN3rWhBCcHxwkpePDPDgxjZW1F4ZU3guf5S4/2FSxdPolhM8k5DR5HJcchgp7UK30kxldxJ1r6PSux0hHDeWhPUGhpUma4whCw3DPjeQZ2PbJk6P7fQ9stDwKJUIITGdewPLLgDnByeEEDy2Yx1P7j7JP/18D9aS3en2Nc1sX9N8Uc0Jt0vhY/etRVEkhIDaihC//6X72Ht0mKJusLq1mq7W98d4fyo5xT1Vrawpq+XY/Di7E4PvneBEzO0nkU/zr/1vUOUJMpqd56nx45Rry3O4gqqbB2o6UcWVU6qF8OD3fZp88QCp7A/JFw/gdm1AkWtAuLCsRYpGD4XiQWy7SDjwFTRX1/W+xVt4lyCVzTMwPsfA+CwDE7OMJpLMJjMsZgvkiwamaSHLApci43W7iPg9REM+astDxCtCVEeDxGNhykO+qxpM3mvQDYs72hvYsaqZpw71sJDJcfeqZsbmFnnxWD+JxQwrqqKsbaxmVV1liTrXUVvB0eEJTo5NY9k2khAUdYNsUactWM6qeCUBj4ZtO8yCMzmSPreL1upyZMmxz6oM+emIL9ecMC2L3b0jjMwk+cvPP0xHvAIBNFeVcXR4kueP9nL3qmaigTMMAZuwz80X79lYCoKYlo18lQKx6XwRbGioiLCmoRpZEmxqqQUEsnR2InklsG2b5ooyPrG1i1jQh2XbGJbF3/xsJ4cGJ3hoXYDjI1PsHxjjzz/1ALe3NSAErG2o5ujIJM8f7ePh9StL7AxwBtrPbV9fCj6ce4+d8UrKAz5ePzXIukZnsJ1dzHBkaIKNzbVUhp0FkyJLVIUDuFWllHbyZpiWTTKbJ+DRaK+tIBZ06H+6aaGcay0nSVSGA3g110WVww8PjXNocJy/+vzDbGtvRBKCNY3VTCXTvHisn/u6VhCPhrCBsM/Dp7etpbOuEoHzrLxy4jSnxhJvS3CivimG5lbZ+1ov9z+yllPHxshmCtf9Orfw/sL1CHp7FQ1Vkvly84OsCtUvX1cLgVtaniJzZuf9UriUqn3eLPLj0V30pyf439s/XmJhHFkY5NXExW1pbyQEF48vjGZn+O7QK3SFG/hi032EVB+GbfL1vqc4sTh8TdeTLpgedW2QLvP7BFUv91au5R/7n2Y0O0NI9fJA1XrujHXglS/vynCzILGQpmdsBq+m0l5fgSpLDE0tkM4787KV8Rhet4u+sRkSyTSWZbOxLY5pWpwaSWBaFu11FYR8bnrHZsjki+imSWd9JUGvm5HEAslMvvQs64ZJ79gMM8kM5SEfbfFyTMthFqSyBVbURKmIBM579m3bZmohTd/YDH63i87GSmaSGWwbaqJBhqcX8GoqQZ+bntEEyUye5uoyYiE/AxOzLGYLFHSDjvpKAh4Xu08Ns+fUMHd1NdNRX0HQqzEwMcfkXIqw30NH/YVFp6siAeorwkzOp0rHJudS9I7NEPJptNdXosgS0/Np+sZnUBWZzvpKhID+8RnyRYOmqjJqykMEvW5mUxlGphfwag5zqqmqjAN9Y47exNLvky3o1FeEmVpIo+sm8Vio1GfpVoq0fpr2yK/Tn/wWyeIpfGodRWuRiczzWBh4lEo8coyitUCZey3iTUK5ycIp+pPfQiCTLp4Gn41lG8zk95E3ZxEIGoOfBCBrTDCSfpKcMUFE60KVLuy+B7C6sYoVNVF008S2nfmH5lIuqb9hWk5g9Uzby7KgJV5OQ3UZtm2jKPJ1cRx6N6DBX8auxCDT+RSn07M0+d8aS/SmCk40+cv51ba7eHWql/2zw8wXshydH8OnLKcQVriD3FvdjnpenuvFcUY0Kxr6UxZSf0e+uJtU9odQ0qCQEUJDkWsJ+D5LwPdpJMl/mVJv4b0E27aZT+V44/ggz+3vpWckQWIhvdQBXTlkSRAJeFlZF+O3P34XrfH3t/ZEecCLtJQzaWPj01y4FBlZkigu7axn8kUODU5wfGRqSZNB58jQpOMjbtlIsqAyHGBHZzNPHepmciHN7W313N7WQFXYf1UT9rxu0DMxw0wqwz8+txtVXtI4sGyGEgu4VYWCcS7NWLCusQa3enbCfq6S9pViQ1MtrTXlfO3pXbx64jQ7VjWzuq6KkHfJkeYqghPgpKlEA94lSrygoTyC360xMDWHYZr0TsyQzOT4zquH+NGeswuA/slZUvkiueJycbWu+moCHnepLc+9x9poiA3NNezpG+WzmRwhr5s9/aNkizp3djRelb2n3+3iA+tW8g/P7uaPvvM0t62o486ORhpikSsW4jqDk6MJKkMBGmKRUiqLKsusa6zhR7uPMzGfKgVgKsNnGR5n6hHyukkXrpwOfzVQVHmJMaHz/JNHHM2Ju949drDvBDK5ArphEQ54lh0zDIuAz02+oFM0TII+xz3KNC0WM3lcqoLP48wTdMMkkytQ1E0kIdA0FY+mkskVyBec91qSBG6XgtdzYR2TdzskISELibylo1smqrT8/WzyVeGWXfSkxlgbacK9xBgwLBPDNq+7c0bWLDCRn6fKHWF1uAEJgWGb9KcnsOyL2BBeJyhCxsIibxWxbAvpGu5tupAkZxZYG26masl5YyI/x0h25npX922Bhc3rMydp8lXyu+2/gEd2veuYnfmiwc/3niJeHmJybpGFdI7b2ut5el831WUBGqvKEEIwmlhg57HTVEeDHOwbo6u5GsOwyOaLjM0kmU9lubOrmR/uPMK6llrSuQIL6Twf2LQSgWDXiSFaa8oJ+tzMLGZ4/mAvrbXlgA/Lhv09o44opSrTO5bgk9vXnhc8zxd1ntx9kqqyACeHp8gXDdyaytGBcT58x2peOTrAprY4g1NznByZxuty0T0yzYe2dvKj14+zoiaKbcNMMsMjWzoQS/evqc5iN5nJ8/zBXhoqI0QCnotybRRZWqahlSvoPLHnJG215ZwaSZDOF+msr+SJ3SdoqCwrpTcapkU6VySRzHB6co6P3emkPrrf5OKhKvKysT+dL/LioT4e27GW3SeHqIoEiMec8de2beYLh0nrg/Qt/AspfQBVCuBVagCBaRdIFrtpCn4SlxxGFm50K3WO+LKDMvc6Osr+C7LQODH3N4BAEipV3u00Bj8FgCRczOUPAVA050nrQzQEfuG8QMe5kCSB9yrTO8emF/jav+9k65pGNnbWEQ378GjqW3Jvebdia0UTkhCMZZO0BSvYXP7WNnxuquCES1bYVtHCxmg9WaPIXx59ii+uuJ1G3/IIjCQktKu0EnUg0FzriUX+B/niXgrF/RjGODY6khTCpbThcd+JojSdY1N2C+8HWJZF//gc//rUXnYeOU06X7jatWIJpmUzk8wQ9rsJ+d7fz5EQzvvq0LiFQzddNieyyeSLfOP5vbx2apCuhioaYhE8LpWJ+RTzmRxnKL8uRebz29fTWVfBs4d7+c89x/nx3hP8wpZVfGhjxxW7QpiWRbZQxKu5qAwHlg2utdEgEZ8Hn7Z8kPK8RZcIIQR15SH+7LEHeP5oH2/0DPPXP32VpooIX753M53xSziK2FyQVaHIy6PyqiIjS4KCbmDZkC0UcbsUKsL+koYGOLspHpe6TLvhzD1ebL6qKTJb2xrY2zfK4cEJNrXE2dM7QizoY3Xd1dGCZUlix6pmKkJ+njrUzc5Tp3niwEnuX9vKZ7atJRq4ciGlXFHHrSrnLTC9LhXdNCkaTiqIwAlanDu5OpMa+OYUmusJf8DDAx9eR2IyiS/gpqrm/SGOda148tUT9I3M8AdfPptS+fNXT3J6fJavfHIbL+3t40jvOL/zi3fj1lR6hxN882d7eeSuVdy+tpF0tsDze3p44/Ag2bxjPd5UG+Xj96/l+88c4nDPGKGAB9u2iYZ8fOy+taxqqboobfdGIaXnGMnOkCgkyRpFJvPzHFk4TbkrSJ0vdlUsUQCPrFLjjfLK9DGeHN9LjTeKaZmsDjfiV9zEvVE+WL2JZyYPIguJFYEaLNtiMjePYZs8Wnsb7gvoSlwrvIpGtbuMg/P9vDh1hDJXgIHMJK/NnEQ5J3BiWCaJQpKMkWc4m6BoGYzlZulNjeORXcS00DItiCtBVAtQ5grwyvQxwqoPj+zCLWt0ha988lzpDuNVNPbM9VCm+bFt2D3bzUR+jqByVoMnZxRIFJLkLd3R1TAKDKQn0S2DoOqlTLv4zu2bkTOLJPJJ8lZxKThS5HRmCtO2CaoeotqV6R2dgWVbjOVmeWn6KB7ZhSLJlLn8NPur8LwL2BML6SwF3WDzynoSyTTP7O/htvZ6PJrCqsaqpQACzCTTFJcEnVtryvG6VI5PTDE+t0g6XyRvGFiWhVdzsXllHbPJDPt7x5AkQU00SFnw7O8Z8GhUlwWZS2WpLgtiGCY9ownG5xapigRwuy6cBjSXynFiaGppfBaoikxtNMi+7mF6RhPkiwZVZUF+vucUQ5Pz1JaH0FRlaRNVZlNbHZZl8cKhflRFpqEyQk00yOrGatwuhWyhSLw8zNxilljIf8UMnJnFDLZtsbWjgZ7RBLtPDVMXC7OYLXD32mZkScIG+sZmGJqaXxKTzlLQTa5kKlsR9hPwaJwcnmZqPs32rpZS+9jozOYPEfc/TLlnCzl9jNH00xTMOVxSgFrfAwRcLSRyuwlrXYS1DmZye4loXWhyFAsdyzYRQkEWGorkKaVvnA9nTPcq1TQGP85w6idM5V7HpzYgXWVfeikoskRRN/jez/fz+NMH2dLVwObV9bQ2VBAN+943rAmAscwCq8LV3B5rIqnnGc8mWRG8vP3rxXBTBSfAyZXzKRqapHBXZSuV7iBB1/XL/RJCQpaj+DwfwOf5AGdzHW/8Q2RZNgXdIFfQmZhbZDSRZGo2xULa8X0uGo7GgSxJKIq0RG92EQl4KQ95qY4GiYX9Ti69KqMq8tKE+4bfyrsatm1zcmiav/ruC5wcnL4qev2lsKqp6n0fnAAu+2r1Ts7y84PdfHzran7p7o24XSq5ok73WGIpOHEWAY/Gjs5mtrbWMzA1xw93H+OfX9hHYyzCppa68559G4eQcO5xVZaJBrwEPBpfumdTKSXhLdzCFUGWJGrKgnx++3oe3dTB/oEx/vmFvXz92T389889hOeMdZkNRfOsVoNl28ylc+eVl8o51E+3S11yrChQ0E3CPg+yEEQDPlRF4TPb1tJWc/lB4lK0ZiEEG5pqCHndvNEzTCzoY0/fCL+4fT0e19UPIy5FZm1jNavrKxmdTfLCsX4ef+0IYa+Hz921/or7sIqQj4VsjtySHseZidD0YhqPpjpBGbFkJingRneOhXyRva/1crp3GkWVuO+Da2lqvbzn+s0Iy7Yp6iaFos58KucIhs2nmF5Ik84VKejGElvBCZR53S6CPjflQR9V0QC15SGCPjeaKuNSFIQ4P0UhkyuwkFr+rGfzRRYzeSzbJlsosph23GkSc2kef/ogbfUx1nfEKeomP3juMK/s7+cj93TRWh8jX9TJ5XVURWYxk2dDR5yH7+wknS3ws5eP80//+QZ/+usPEwneWLeCN6MvPcE/DzzLbGGRoqVzMjnCUGaaFn8Vv9X2KFFXAFVSiLj8JS2HM/DILoKqdxnbQRYyj9bcRsbI8f2R15CFREj18n94Y/gVNz7FzacathPVgryaOMYzkwcROLoRd1d0IS9dQwAB1YtXuXigQpFkwqof9U2aHJqsLmlVyHhkjU/U3YFpW3x78CVcskKtJ8rH4nfwo7FdJT2LtJHn24MvMZiZJm04z8Fzk4fYM9tDpTvCF5vupcF3ddbQYdXHLzXdx+PDO/l6/1O4JJX1keZlwQm/6sGnuC/KJqjzlvNLTffz07E9/EPfU3gVjU2RFXyqfjv75/pK3+tPT/KdoZdZ0NPMF9MUTJ1vDb6IR3axPtLCpxruQhKCkMuL+01BFlVSCKneknbEUGaabw2+yFwxxUIxQ94s8u3Bl/AsBVY+23C3U5bqOy+QpAqZ4BlXFNtmrpBCIFgoZvjh6OtLzBULwza5u6KLT9XfhU+5uecqvqU0ztnFDOOzi5QtpV3KklRyZgLwuTVM00I3TG5rr0dIguNDk6yMx8gVdPon5rBx+ihFlpAkxyrWtp2NkqJukCkUlxyrFO7qaqJ/fJbXjg+WghcVET9bOxqQhLjgpojP7aK2PMT9G1rxezRHi0yRiQS8vH5icCmNRKMs4MHXXM2dq5uRJSeIcaZeBmd1ZGRJwrQsFjM5FNmLS5HZ0lHP0NQ8e7uHqa8IUxk5fx5T0A2yBZ180SBX1Al6NQzTca+anE8RDfqWWKyC8dlFQj43LkXh9OQckYCH+ooIzx3sBaBomGQLOoWis2ZxuxRyZ8ou6BR0A4+m0lAV4fUTg9RGQ8t0OwrmArqZpM7/IQKuJjxyjERuLwVzBkXyI0luKr13kix0M5vfT5X3bormAj0L30AWGn61AZ9ahyJ8JSaFInmRhIpAJpHbQ1p3UqxqfA8gS24UyYcsvMT9j9CX/FdSxX5C2vVjL9bEQvzZb3yQ3uEER7rHeOPIIK/s7yNeGWZ1aw3b1jXTUBPBd5G01PcSXp7sZWusiXK3n7l0hlen+t9bwYkzkIXEAzUd53XgAEXTQJWul/3bjV/Jm5bFxOwi3cMJ9nWPcOz0JImFNIWiUQpImJZdEr8DZxInSwJJEiiyjCpLuFSZgEejsbqMtniMlfUV1JYHqSkPXjSiewvnYy6V4x9/tosTg1PXzJZ4M4SAdStqUZT3HmX4eiNbKGJjEwv6UBUZy7bpm5zl2MhyobZ0vkCuqBPxedFUhfbaGHd1NPHckT7m37R4P2OVOZvKYJjmMpqdpiqsaajm2cO9vHi8n49uXlWiPiazeUefwHvxieq14IwdqEtx3tmwz8OWFXXs7h1hf/8ohmktCUo6g1j3eIKmWAQQ9EzM0DcxQ0VoeZrZqbFpBhPzrKyJUTBMDg9OkNN1OuIVKLJEZ7wCt6rw/NF+aqMhvEttks47C8mypXSbK0XArbGtvYGnD/U6OheWxYbm2qtup6JhMJvKUeZ3bFvry8Pcu7qFJ/afYmJ+8arKWtdYwzdfPsC+/lHqy8O4FJlkNs/OU4PUl4eJRx2np3eqJ8xmiqSSOSqrQ3h9GplU/h2qybXDNC2mF9L0j89yuG+cYwMTjCaSZAs6umGiGyamZZeEgsHRH5AkgSxJqIqEqsh4NJV4LERnQxVdzVU0VpVRUx5EXQpUXA1yBYOfvnwMt1vl0btX43YpDIzO8uqBfj567xoevtMRtD0zhqazjtZHWdBHc20UWZbI5nX+/vs7Sabz73hwoiMY5486HztPDFEVMmHVYRJ1hur5h82/RfmbBDEfqdnMfVVrS+edQZ23nF9f8QgZw+nTVEledk5I9fJo7W3cU9FF0TIQwlkg+2Q3ylKgwy1r/OGqx3BJKi7pwoyFFf4q/nbjrxFxLb/+vZVr2BpdSWjpeKOvkt9sfYTsknuHR9bwyC7WRpoIKM4iJqB6+GLTfej2+UK6ipAIu64+1VYWEluiK+kI1lGwHAtnj7J8sfDVto84C82LsEUUIbOjoosNkRaKloEsJPyqU+e7K7pK6hErAtX8l7ZHLyhq6ZZUPLILTVL572u+gPdNwYA14Ub+ZPVnCS6V2+ir5LfaPnTBzRJNUvEqGl40/rzrc+cxHzpD9fzp6s/iV93kzCL/MfIas8UUf9L1GWJaEHBSeJ6dPMQPR1/j/sp1N31wwu92sbWjgVeODpTECmVJEC8PlZiN9pK4s26ajM0sMjy9wEe3rWZdSy2H+sdwu1SaqspwKTKNlRFURcbn0agtD2GYFnu6h9ENi0N94/jdGgGvxjP7e9ANk456R6vijs5GXjrSz49eO8bKeIzN7fW43pQ2FfBq3NXVxDP7e/BqKjvWtFBVFqSrqZq5VJZ1LTVIQrB5ZT0vH+nnx68fY0VNOetba2msiOB2KZimRF3MGb+iQS+VkQAvHO5je1cLfo+LFw71kc0Xaakpv6g4d89ooqQdcez0JJva4mxeWcfTe7sJeDXuXttC0Otma0cDzx/oxb90rK02xktH+skWdNrrKnApEv3js3SPJMjkixwZmGDzyjoO9o8xn8rSM2oRDflor6ugLhbm5+lTPLChbVm/rslltJf9BqrkMH5UKUhb5FeRhUqZez2q5EcIhdbwLyGQUCQ/jcHH0K1FbNtEltzIwk3UvQFJOO9pS+jzyMJNyNVOpXdb6a1zyUEkVAJqE6rkR5X8tEe+giyubz8vhCDgc7O+Pc6qlmo+uH0VPUPTvHF4kIOnRnllXx87NrfyKx+7/bpe92aEV3GRyKdI62VM51LnvRNXi5s2OGHYFs+On2RbRQtRzY8khENLyy7w4mQPjzVuvGDg4nKwbQPbzmGaM1h2Crh4vqMQflzqtauNvhlnghJP7e7m1SMD9IwkSjn3l4Nt2ximDSYl6z2AxEKGgYk5XjjQh6Yq1MZCrKyLsaEtzpbOeiojgfe1IOPloBsmT7xxgr2nRi4amBDCWdD6PRrV0SAhv9txObBsdMMknSswn8oxn86i6yaGaVEW9NIaL3/baF3O82Ato6S/W8V3mivLiEdD/Ofu40wnM5iWRd/kLC5FXvab9E7M8p1XDxLwaER8XnTT5OjwJA2xMCuqo8sGwjK/l1XxSp453Mz8EyAAACAASURBVEteNwh4NIIejc/cuQ5ZktjSWsf9a1r53s7DnBxNUBHykckXmZhPcffqFh7ZsBJFvr55gz/df5IjQxNUh4P43C4Si2n2D4xxf9cK3EuUzraacpory/in5/dyYmQaSQi6xxME35SCIQlBJl/kH5/bQ0MsQjKbZ1fPMNs7mlhdV4kQgo54BZ+8vYsf7z3ByOwCNZEgBd1gYiHF6rpKPnvXOlzKlQ8BkiTY2tbA468f4af7T7J5RR3xaGhZcKJvYpa+yRlmUlnG5pIsZHL8dN9JogEvrdXOvc2msvzdU28AjrsKQjAwOYtl22xpPct+GZiao3dihtlUltGZBWRZ4mf7z5bVUhWlI17Bp7at5ftvHKV3YoaI38Pg9DxDiQV+5b7N1EQCF3QMuVGQZYloRRC9YDAxNk9V7bsnrUM3TMZnF3l2Xw+7jg/RszQxvRJYto1lOn1UYUnaZD6VY3xmkT0nR9BUmYbKMta11nDXmmbWtFSXRNYuB8O02Hmgn4HRGX7143dQFnIWv8f6JtBcClu66kvBSCed7PzglGnZ5At6adf1nYZbdlHlufT9u2WVGk/ZeccDqocA5y9OhBDOZ+rFmacuSblkqoEkBDEtdNHPAVyySrXn/Ofat8TQuFx9ys9JT5ARxNwXv16ymOE7oy+xsGSReTGUuQI8XLORmOb0T4qQL3mf0cukWwghUC9SxrkBjSv5HSUBFe7wecfdsmsZA8Itq1TJl+8vLlSWJqvEZKcdZwqLHFkYZENZC02+ytI1DMuk0h2mYBpvu+7HpXClc5kzLhJrmquXHb93fWvp35ZtMzw1z4bWOBtW1PL9Vw6TzhVY11LDupblrgmP3r4KgKDXXQoCPLhxJQ9uXLnsvF+8f+Oyv8tDCp+4a02p7oNT8+zrHil9rrkUNq+sY1Ob89+5aIvHaIuf3U2OBr187M7lwvuPbO0s/fuhTU5d/B7tvPM+ffdZ2+XFTJ5n9veQX9KRkiTBitpy1jbXsKZ5+X1vbI2zsTW+7Nht7fXc1l5f+jsWgqbq5X1NZ4ObzoblrL8da1rYsaal9LdhmsynctTFwsTLl7/HklDQ5LNlCiGhyU67K5wNbLrks99ThAdFenP/5T3nXOf7Mm5U+fx3Uz7HmePca19vCCHQXArRsI+NvnrKw36efeMUz+/qZmRi/m277s2EbRUt/GDoIK9ND6DJCr9Qv86xLr5KZ80zuGmDEwBH50d5PdHPLzZvoS1YxYG5Yb53eg+13sg17YRZVoZM7klS2ccxjGFsDC5lYeV23UZl9O+vuf5nYNs22YLO68cG+fazB+gZSVDQr7+vd0E3GBif5fTELK8cHmBFbTl//IX7aa55a6qp71XYts3kXIpn9vaQL1749/BoKutX1PDA5pWsaqwk4NWcXH9JYNtLA6tlYRgm6ZwjuNQ7OoMAqsoCbxt7JZ0r8J+vHiOZdnahFFnik/espTx05fn6bzd8motNLfGS3kFTRYS8biBLEj7Nxaq6SsI+DxUhP7/34e08sf8UvRMzBDwaj2xsR1MU9vSNlNqwLhpiVV0lJ0anmU5mUGWJDU213L9mBQ2x5ZM4TZH5yoNb+c89xxicnkeWJFbVnR1Y/W6NL927ic54Ba93D9EzPoPbpdJWE2NNQxXSkoaB3+1ic0u8RCF9K1jXWM3kfIqxuSSmZRP0aHxxx0buWd1SYm7EoyH+66N38eSBboYS84R9bj6xtYuiaXJseLK0kLKBO1Y2srq+kjd6hijoJp+4vYtHNrSX2tvjUnnsjjW0VEZ5+cRp+iZnUGSZ+vIwW1rrS7nebpfKhqYaKi8jLCqEoC4a4oMb2umfnOO+rhXnaXN0jyd4+cQABcOgIuRHCNjTN1yi8TdXlhH0urltRR17+kbonZhFkgSVIT+fvnMdG5rOTqT6JmZ44Vg/BV2nLOBFAHv6R3DJDrumpSqK16XyhR0baCiP8Hr3IP2Ts1QE/Xx621rWNFQjSRKSsGitLse0rGXjhtul0FVfRV30/Mn99UIg5OG2ba0UCgZT4/PUN187zfFGwbJsEsk0T+3u5sldJxhNJC/aP14rCrq5tKs3ywsH+tjSWc9v/cK2K/ru5EyKn7x0jKZ4lOg5/d1CKouqyIQv8a6OTi2w9/gwifkML+zpZktXA+HgzWMZeAuXhirJNPgqiBmXdr3xq260izA93m/QJIW4N8rB+QE6gnVUusOYtsVYdoYfj+1iU9mKErvlnUC2oPOjV48yt+iwHwXw2L3rqIhcPUtGEoLWeIyXDvcxmlggXh6mJnrp4NpbRVUkwF3n2HRKkrjh6bxet8qWjnqsJfF2IbjiYO/1xOnJOfZ2j7Clvf6iDlvvReSLOpMzKU4NTPLaoQH6R2Zxawq3dTXywO0rL1/AewB1vjBfWLGFjF7Aq7go03wcmx+nI1x11ZpJAOLtFAO7CpxXCSdPLsP3hw6wZ+Y0LYEYvalpHqzp5NH4GvyKdlULP9vWSWW/z1zyL7CsRYRwI4kAXKLR3K7Nbzk4Yds2i9kC3352P4+/eJhU9sZZyW3uqOP//PLDyyZwt3AWlm3zwoE+/vDrT1zQkUOWJT5z33q+8NBGosGbqw33dY/wB19/krlFx+fZpcr82x9+htb4zb/4ea/Atm1007qsRokjxiiVAh5vFclsnl/52n+wpbWe3/vw9utS5i28PUincvSfmmTt5qZ3uiqXhW07qRm7Twzzb0/v41DfGLpxY3ZUt3TU82dfeognXj7OydNT/NX/9uHSZ//6kz30jyT4vS/ex89fO8GPXzzKR+7u4qV9vXzigfXce1srQgi+/cQ+dh8d4i+/+ijeN+1epzJ5/vrfXqR7cJr6qjBBv4fO5iru3ryCcMBzQ1IgnbmWieMM9tavd2budrmyzj3P+bcFSNftnm3bfMvlnVvGld7XLVwZLNtmID3Bd4deoSc1VjquySpdoUY+Gt9KvTf2jrX3kf4Jfv/vf0ZiIV069s0//ux5u/QXw5kNIst2XB1U+dLPomk5KZRvPudM/3ehz94OvLketm1j2vYyO+0zx+2l/7/dzkJX06cYlrMrLkvXv72utQ+40X1HLl9k99Eh9hwb4mjvOAuLWTpbqrl9bRPrVtZSVxV5x8WW30n83cmX+eXW29+sWXRFP85Ny5wQQhDRfDxU08mR+RGeGT/BtooV3F3ZdtWBCQDTTJDO/Du2XSTg/SwB32NIUtkl3aGFeGs7KrZtk8zk+cbPdvOT145fMSX2ekCRJXasaSZ4S5DxorAsi4O9oxe1Cl2/opZP3bP2uuyaX0/Yts2xgUmyN/B5uoXzkSnofOO5PQxMz13yvJDXzefuWkd77dUJud3Cux+6bjI+OseK9mpkRUJ1KTflZOWMGNxTe7r55tP7GE0kb9i1fW4XH9zaQVnAi6rIFIqGIwS91E6pbB5lSbQNoLYixAe2dWBaFk/uPEF7UyU1sSA1FSFyBZ3R6QVa6ysuqGNxz+ZWPnb/Gtwux170xv4WefTcE6iej/JWp162bWKbYwi5Fi5hqW7bFrY5jpCiIDxgJzGNQWR1FXB9mAWmfhRZaQJx7TvUZ8qwCWJbMwihgnj7GE3vJ0hC0OKv5qsrP8yinkW3DIeGLrkIqV48iuuS8+C3E7Ztc/z0BOnctW/aLeYLvHiqn31DY3RUV/ChrvbznKjOxcmJBPFIkLB3+fzesCxOjE/TVlWOR337WTdvrsdMOsue0yM8sqb9vHMHEnOMzCW5p735vM+uF2zbZj6bc9Ze3kuvfeYyOX56+CTNsTLuaGm4Jmv161GPc2FZFmPJFNXBwHWtz6Uwnljka4/vJOz3cNf6Fu5Y10RtZZig3/2etKi+kbhpgxOWbbN/dohv9O6kyhPkT9Zu5InRo/zfx5/lV9ruoi1YeVX59aadpKCfwqWupiz0B8hvY/7RGRimxY92HuMHLx+5rLaEJAQhv5vaWIjykI+ARytRuHXTJJMrspDJk1jIMD2fuizNtqY8xPq2+PvSb/dKYZo23cOJC37m0VR2rG2mOhq86XZwCrrByaGp6061voWrg8el8AtbVpG7zO+gyBLVV+AIcgvvPUhCMDEyx4++txvNrXLbttabLrXDtm3yRYNvP3uAbz2zn+wZkYjLQAhB2OeMWbGwH7/HVRKhzOZ1FtI5JudSTM6lLpnG2NlYyR2rG5FliepYkFQmT+9IgpUNFaQyBfqGZ+hsrkRbEr2ThEBRJB68vYPD3eP8fOcJPv/IJla1VKEqEj/feZLqj4bwe8/u1pwJP3s0lbDfg3IDx0XbtjGLr2Fbs1jmMLY5gqGfQEgRQMa2FgEDIccQuLDMQSS5GbCxzNOAgqzdgaWfwDankdRObHsRI/cTZO1eZLUDUz8CSEhKI1iLWMYgktIMwo2e/R6SugZF245lDAA5sIsYxQPY5iRIAWR1DaZ+ENucQFI6ULTNS3U3sYwBhPAu1WcI205jW2lkdTVCCmKbI6A0YOo9COFBSGFM4yRC+LGMfiSlESFFMfWjgIqsrsIy+p17ca1BCE+pDNuaRM8+DiKA4toIQkFSVmDqx5CVVsSSmJ5t21jGcSy9B0lZgZACmPpxhFSOkCvAthByFMsYBExsK4kQfiSlHrN4EISK4tqKqZ/ENseRXesBG1M/hpAiyK6NiPeQnbwQgqDqJajeXBstRd3k5PA0+Svscy6EkMfNg6tamcvm+Oi6TvK6wXMn+1BlmfaqGKdn5phaTLMmXo3PpTIyv0B1OMDofJIT49MUTZO18Wp002Qqlaa1spyeqRn6pmeRhGBrcx2nJhOMzCUp83nZ0dZU0nEbmUtyanIaw7TY2FDLRDLFfDaHx6XSUBbmyOikYwVa5qTSNJeXsX9onHgkWKpHXtfZNTDCXCbHQi5H79QMfYk54pEg1aEA+wbHmM1kCWhn0yRsG0bmFzg6NknI42ZNvJpDIxNkC0XW1lVTHXLmG5Zt0zs1w8DMPKokcUdLPUfGJkvtYds2Q7MLqLJEVSjAi90DKJLEfe0t1C+lO9q2TTKXZ8/pUVRFZm28itcHhulPzLG5Kb4sCJwr6uw6PUK2WGRzY5yKgL9URk7X2T80Tq6os7aumuG5BaYX07RXxUjm8kwkU/g0F03lEZ450Veqx3w2V2rT+rIwh0bGUSSJbSsaGZlboGdqhrpICAQ8cbSbbS0NbGqM478BaS1lIS+//tidrF1Ze8MYeO8X3LTBCcMy+dHwIW6PNfPhurVEXF46QlX8YOgg/9z3Gn+29lE8l7C3Og9LQpgudQWSdHX+0NcC27Y50DN2ycCEJARVZQHWt9Vy15pmmqvL8Hk03C4FRZZKkTfLsjBMi6Jhki8apHMFhqcXODk4xYnBKcZnF5lPZUuLVUkSrGmuOk/Q5haWI5nJl9Ii3oyAV2PtipqbsrOZmE0xNLXwTlfjfQ9Zks7Turgx1xU0V0apDF99Tu4t3Fh4fRr3P7oORZWxLRu3R8U0TOSbJGhs2zbpXJFvPbuff3/h0GUDE6oiUxMNsqalmjtWN9JcHcXvPTtmSZIESwJ3RcMkV9BJpnN0jyQ40DPKqeEE0wspsnnnOn6Pi4e3dhAJODtkGzrqeGV/P//Pt16mpa6cxHwaG7hvy8rzNiPKQl4+dt8avvGfu1jTWsPGzjo++8GNfPOne/mLrz9FXVWEom5QHvbzwNZ3Lu/XtiacRbq6DvSTGIXXEMKDqZ/CtiaRpGoQCqZ+HEmpRVZWYxR3O0KeUhSEwCoewNRPIantCCkEloSQqpCVFWAXMYuHcHkfQ0gRLNsE4cXUDyK77kBI5chqK0LyIyQvZvEYktKBpR9BUtqwzDFMTCy9B4dxe+4zYGEZgwg5CpiYxb2AiqJtxyzuQvV8DMucxLYccXGj+AaSXIdljoG1gJCrMAq7kJRmLGMQ1f2IE0goHnLuRQQQwlcqQ0ghhBRFkusQcg1G/gVAwTZGQGk5p1EzGIXXUd0PARJmcRdCacQyhsDoQcg1SELG0o86gRTXBiSlGduaxjIGkbUt2NYsZnEfkroCo/AyQqrEthaRlBZu4qnxewrTC2kGxucuofx2DWWm0vRNz/LomnYCbhcBt8ZcJsvhkXHu61jB9GKGVK7ATDrD5GKK9uoK9g6OsqOtidH5JDld5/TMHAXDIOhx80b/MKPzSbyai6xe5Nws9MlkiunFDG1V5bwxMMxsJkdndYzGaISTE9MosoQqSxwYHiev61iWzURykY7qWKkeicUMiXSG2nCQ0fkkbwwMEwv42XN6lIqAD0lyGASGeW6KnY1Llgl53PQn5gi63ZwYn2JtvLrkygVLgp0z8+imiabI7D49QkXQX2qPM6Lfmxpq0RSFMp+HqM9L1H82iGXZNkdHp0r3sndwlLpIiJHwArXh4LJ+2WE7uJlLZzk6OsV9HWfnKP2JOSYXU9zR0kAym2d4boGu2ipe7B5w2D0VUWbTWXyaa1k9njvVT2d1jObyMhRJotzno3d6hsMjE3RPJdjR1kzIo7GYK1AR8NFcXoZ2g8bXSNDL3ZtbS21tXYCFfSHL7Fu4PG7aHliWJH5pxe2sCFSUfthqb5hfW7mdo/NjJTG3K4UQGrIUwbKyXEoE83ohnSvyk9eOMTmbuuDnqiKzrauRLzy0idVNVVdNAepoqOShzSspGianx2c50j/Bvu4RDveNU9ANtq89K7J3CxfGQjpL0bjwjp7f46I29vYKKV0LbNtmLJFkbOZWcOL9Cr9b468+//A7XY1buAJkMwXeeOkUq9fX4/N72P1KDy0rq24aDQrDtPjJa8f51jP7L8vEqi0P8YEtK3l4Swf1leErHrPqKsKsbq7mY9u7GJtJsvfUCC8fGuBAzyirGqvYtrqxNMaH/G5++7PbeePwaabn0jTWlLGlq4F4pbOL19lcRTjgQVUcUeL1HXE+mVlH0TCRJMEd65qpq4xw4NQoc8kM0ZCPzuZKgn432ze2UBbyIkk3dqJo21kQHiS5FpCwzWmQwkhyLTYWSBGEcIE5CsgIJQ7F1wENodQBNrY5jup5GD3/PAIFSV2JkAIIuRzbmkdIYSSlAdtawCzuwmFkzCOEGyEFHUaB0BAiSCmdQwQRSj3YC4DAtvPI6mpkdfU5tV9qq6XNHQAhVyEpjRjFN0C4l1gVAiFXQlHHLO5B0Xag559EkvzISisIDUmqQlLi2La97F5k7c5SGQi3E6CQo0hyDEmJY+rHkORqEGc3lWzbSWmUlHpsK4lt68hSNbaYwLLmELYBdhawltgXjUhyDFsKIrsWMIuHYClYgV2HpLQjq+0YhZ1OwEKuAvHucdZ5N8K2bSZmFxmeur5uBgJBzO+jNhJiOpVm3+AYLkWmYDgLdJ/mAuGsMapDAWrDQXqnZvC6VNxL6RzOQt2xLD+dmMeybUIeNxsbapf1e0I443FVKEDP1AyKJKgrC1Pu91IwDKpDQRRZYjKZxqe5eKXnNFua6/FrrlI9snqRgKZRFQxg2jaJVAa3qtJcXkamWKTc50MIwWTy7FqiaJgcGB5nMV9gIZNDU2TuXtnMroERvC6VtXVnHU2EJIhoHoJujX1DYwzPJUvtUe7zUhsJUhUKoJsmIY+biM9zntB1Vi8uu5f2Kg8hj/u81Jih2XkOj0xiWtaylDkbh1UR0DRqQkFO5aZxKwp1kRDZok5F0Ec8EqJgGNhLbX2mHmfaNOr3sndwlN6pGRZzBRZyOWwb4pEgqixj49idR/1e1OvstHYppDJ5dh8dYmRyHuMCG9FN8Sj3bz0/Vee9Btu2SeTTSEIQ0bxgw9qyeMmW+mpx061ebdsmaxbpTyU4sTDBz0aOYmETcnnoCFXRHqpiXVndVWfIyVIUt3YbRf0EutGPqrQhrrHRruQe+sdn2d8zekGxPFkSfHBrO1/5yB3EQr63FFVzKTIr6ytoq4vx4OY2xmcXOT0xx6aV8ct/+X2OTF537FkvAP85aTU3E4qGSffIdGnn8RZu4RZuXuhFk2ymQN+pScrK/Xi8LoYHEjdFcMK0LF49MsB3nz94ycCE26WwpaOeL3xgEx31lWiua5s2CCGIx8LUlIfYvraF7uFp/B4XEb9n2TnRkI8PbV99wTK6Wmvoaj3r6OJSFR68/ezETwANNWU01JzPGrz3trZrqvdbhSTXYdq7MQrPIaQostqFZZwCdIRUBlIQgYqktCOEByP3Y4c5IDxLulc2tnAvpW6YIHkc9gQWRv5FZLXDKQdwpnQSYCCkGAg/QgQxCi8vsR0OYBmnl9IXQghcTsDCdqw5bWsKo7gH1X3/mdojyTUYhVdAaE6QQwoBEkIKY+ndWOYgRlFD0e5ByFVgF5GUZmTXFmxzHLCd4EOJsaqfvRehYRmnzpbhvhchxTALuxHCh6SsxCweQXLdtmy+JqQQklxDMfNNJKUVSWnCKDwHIoji2oZR2IltJUAElmjniiMsaDosFiFkJKUV2VpwUj6kSkyjzwlWCC834dT4PQfDtOgevnJ74ktBWtInkCSBpsoEPU5Kjkv+/9l77/A4svPM91ehc0B3I+cMEiAJxiE5gZzMCRrJClawbMl5fb0OsmVvuHfX13evred6r70O67V2vWtbliVbkuUZjWZGk4ej4ZAc5hwAEkROjdAJnburav9oAATQ3YgNsjmD93n4kOzqrj5VXeec73zn/d5XQkNDABzTLIPeSS+CABUOOzajAZ0kYjMauDLsZsDj40zvEGa9jFmvSy16NQ0VCERinOwZ4Nmtm2ZjQ0XV6HSPE4hG2VVTwa1xT0r8WhDYVFrM+129GGSZBxtrCMXivOa5SandOq8dO6rKuTY8TiA6SJXDTlmBlSFfAARoLHZxonsAgyxR4bidnBMEYTrBkMRlNRNLKnSNT6JpGsYFm5JJReX00CBldiv3N1RzqncQAXCZTdhMhtn3S6JIkcXM+f5hbAYDDcWu2Xu78FoEQcBhSi970ssyCUXBrNdRYJxjIwzUFjrpGpvkxQtXaa8qJ6mqvHD+Ku1VZSRVFYMsYTMYsBoM6CVpth0OswnddKLDIElEEknsplQyRxJFvn/mCs2lhWytLAUE3r/Zy4NNtdiM6+8WEo7E+dbLp3nrgw70OokJXwiLSY9eJ+ObiuCym/ncUzvXvR35gMveYZ7vu0Cbo4ztrip6g5M8WbEZcZV6Nnnn1hGIR/nGrWMcHumgxGjHqTcjCBBOxhmO+KkyO/lK62PUW4tW6NahEY2fYNL3e0hSOQ7rr2DQ70AULSxTPHTZSCQV/uW9S/zJd3+c8XhrbQlf+6VnqCl1rovKraZtUImWg1Md/fze37zOhD/dM31faw3/5dc+gcmQX3ZkvmCE3/+7Nzh6uWfe6xtuHRvYQP7B5wnx2gtniETiCIKAq8iGoqh8+qfvv6vt0jSNPreX3/vb17nW6876PoNO5tMHt/Fzz9xHod2cQ4eH+XHHh3muuu3SMQORlGMG3I49BG6HQdr0/+feE23OH2n62Mw5RVIJACnDd0nT36XN+d6Zf99uixI7hqoMIogWNDWApN8/3SwBUSwEYUYzR5j3udvtEOZ81+023X6PkKGNM9fCgnNMf04Lo8RPo6o+dKaPoynDaFoqKS+I5lTyBWH6u4Q53yXOuQdz2ztzHxe2V5vzPm32HB/mZzIfEIzE+E/feJPD57vSjq3ErQPmO23MdbbQNG1W8FwQUqwKRVMRBGH6iRAQBGY3EWfOkXp/6u+b7gnO9Q9TZLUw7Auwr6F6drE85A0QSSR5fHPjtL38zOdTz7uiaimWxnS7VFVDElP/VtTpdgjC7PenPpn6/0wMP1Mq4A1HCERT1vGiIFJkNaeEO4VUAmHmfZFEgrGp4PR9ga6xSZwWE7trKpFEYcH9SP1DnHbJSbVRJRxPMh6ccU8RcFlMKc2L6WuZuVcJRWXYH5gdz21GAw6TCVEQCMfjjAdD889hNIDG7L3SNKZ/s+nfbk5XVFVtwT1ltn0zbWb6d194H++U40rfiIev/v8v8PSDbfzEY9v40394lwO7GtnZWsWRM11cvDHEL3/6ARqqi9a9LXcbf991ArvOiCcW5pGyZt4Z6eRXNj2U6a33plvHj92dXPUO8++3PUODtQizrEcA4qrCaCTAd3pO8c+9Z/ntticwSJmbHwh+i0js6IJXBYTpSSwSPUw8cQ1ZqkQSnVmFj/S6zTjtv73ia4gnFa5nCfgMOpmn7ttMZbFjXTqPIAgZVco3kA5N1dKC5BlId5j6u1xMBsJ0DU3c7WZsYAMbWAasNiMPPNo6HThquIf9OIvuvlZIOJrgB0cu09k/lvU9ZqOezz7Szpef2kOBxZjT+eqjtPBLXevCWCUXrM30+Cfzd81lAGb6XglJvwtBKQeEadHJOUkTwYggZIq1Zs4rZnht+rMZvm/p+5H6nIYBUW5AFB2p84p2BE2ZPocekBewX+f+O1tou7BN+ceO/KjAEwhzcyizIPlKIQjC7KJ5ZsE98/pC5wYxw28+89lMT0NDsQuDTiapqLRXlc2LDR0mE4LArEDm/OB7/ncLgCgJc/59+9sW6unM3W0WpdQC3azXzZ5eFAQMsnT7e+e8b0aLYgZ76irRy/Lse7M5WQiCMK1zI2KQ55/DOOfzM5CmExoFRiPadGLVqJNvsxxkOf0cc0sBF9yrhS/N3Ku5Ly68b8wmmW636U4iGksSiSV4aFcDxU4rJoMOAagoLuCTj7Vzs3+cI+dufSSSE0UGK6ORAJOxEGcn+yk3ra0sPu+SEzcCbrY5K9lXVJ/WYZ16M4cq2vhOz2mSmoIhS/NjiUuEIi9nODJzPhVFGUZRhue8lg5V9QIrT04kFYXBicxWbA6rke1N5WkdfQMbWA6u97mZWoPt1gY2sIE7h0QiSSKh0LipDICa+hKEPEh8Xu4Z4c3TN7LaKAMcuq+Fn31qD/YcJyY2kH8QRCuS2Hy3mzEPgmBAkOvn/H9D4PvDhI7+Mfyh6N1uxpLQZpsSYQAAIABJREFUSRJ1hXdXf0QQBCwzOhVLvM+gk9ekN7eSc8iSNE88cy7W2o57AdPkjVmYDDrGfUE0TcOgl3EVWBj6iIjXHyxt4of9lwjEI0SVJE9Vtq3pfHn35JgkPWPRAOFkHIusnxcUxVUFdySAJIiL+jJbTB9HL699opXliqXflAGqquELRjIeMxv1VBTmn9DiaqFp2qyLSDyRJKmoqLN0rVQdm06WMOhljHoZURDvOrMjRfVLqcnnRVHTMqBNU+gu3hxek+3WBlaHGXpoLJ4knkySSKokVTXFvkFL8bJEAUkUkSUR/fQzL0v3Dj1YVTWiicT0NSooyjSzaJo2mrouGYNewqCT7+h1adMOENF4glhCIakoKOrtcUYUU0riBp2M0SAjiflx36ORBDeuDVFdV4QoiUiScMcFGRciGInxyvFrTATSy9kgFXDtbK7ky4d235OJiZk5KRZPkkgqJBQVVVWnKb8pZqE03Vd1sjTbV+8UFXituN0XksQSydm+wHQ5pySKyLKEYXYMku7KnKuoKtFYgmg8SWJeG6fHEp2EyaBDL0t5c99VVSOWSKbanFRIKuosu3JmfNfrJIw6Gf30M5NvUFVtepy8PY6rWkp3QRQFpOn5yaiX0evu/DXMPL8Xu4Y/9NpZmnb7eYonFBRVnS2/mPs8pZ4p3Qbz+R6DxaSn0GGmZ8jDprpS6ipcvHe2i52bq7CYDPQMTlBR4rjbzbxj+Gz9ztlSnbi6uMD2Usi75MS+ojr+/Po7/NeOw+wtrMMxrTkRSSboDIzy+tBVfqJmO/pF3DpMhgcxGXJR07u6UULTyKjaCqkBSa+/96mEiqoyNO6na2iCW0OTdI94cHunUpamseSswI3FZKDEaaW62EFLTTGNFYU0VhZh0q/v4kbTUtofoWicYCR2++9InKlIDF8wQkffGJEsYkxjvhCvn+xAtwpRzJpSJ1sbytY06WuaRjyhMBEIMeELMe4LMjDu43TnQMbdTlXVOHKxm87+1dMkXXYzu1oqMerTdTZUVaN7ZJKOvgU0cAHKXDZ2t1SveFK90DXE0LifTJU1BVYj+9tqV3z/bw1NcGNwAmWe7RbUlbtorS1ZkSvOzCJnZCLAwLiPgTEfA24fw5MBJgMhAqEYsUQSRVWng20Zm8mAw2qizGWjutRBXZmTujIXlUUFq3qWlgtV1egZmeT6gt9HlkT2bKqiaBHb0URSod/tpXNgnM7+MfrcXtzeIMFIjHgi5YJg0utwWI2UOm1UlThorCikqsRBbakTq0m/bn1Z1TQmfCG6hiZmx5rhyQCeQIhILEFCUdFJEhajjsICC5VFBTRVFtFcVURjZSEO6931HhclEe9EkLd/dBGTSU/b9mrKKu/eLpymaXT0jXG6YyCj7RmAy2bmS4f2UF2Se02k9YKmaQRCUQbG/QyO++h3exkc9+P2TOGZihCOxmctvXWSiMmgx242UOSwUO6yU1fupLrESUOFC6d1fR094okkp64PpG1gFDks7GqpyirEnLJ9jXFzcIKO/jFuDk4wOO7HEwgTicVJKip6nZzqC3YL5YV26spd1JU5qSl1UlFoX/EYFI7GOXGtL20RWV3iYEt9WUYGaDyRpGfEw/U+N9f7x+gb9TLuCxGOxlFUFYNexmE1UV5op7mqiM01JbTWlFJYkDtNk5UiGk/SO+rh1tAEN4cm6Bv1MuYLMhWKEkskgdRucoHVSInTSn2Zi6aqIpoqi6gpdeZcPHsqHOPY5Z4F9pHQWFlIc1Vx2n2fWfD3jnq4MTBO58A4fW4vY54gU5EY8URydkfcYTNR4rBSX+6iubKI5upiqksc68bmnZlHJ/1hJvxBxn0hBsd9nLjWl3Z9Mzh6qZvuoclVf6fDamT3puo1aYZpmsaYN8jpjoG0Y+2N5VSVOLLGeKqqMTwZ4ObgONf73PSOeBienGIqHCUaTyIIYNTrsJkNlDptVBYVTM+pBdSVu3BYTcuKHycDIc50DJLIsN6wmQ3s3lSF1bS+wpC+YITzN4cIRdJjaZ0ssre1BqctM7viXofLbp524kiVbe7dVsubH3Twf/3Fy8jTie9PPbH9bjfzjuDVoavsK6qj3lZIf9DDsbFufqphz6rPl3fJie2uan6l5SAv9J/n653vIYspiZiEquDSW/hM7S6eqdyKJIhElQSyIM2vYwIEQeJu1hKmatAyf7+iqESiCezmzDoX+QxN0wjHEtwYGOeNU51c6h6h3+0lsuhO/tSsRoIsiZQ6rWyqKeGJ3c3sa6vFbjbmLBAcGvdz+HwXk/4QnkCYQDhKOJogFI0TiaX+DscSRGOJjC4qc9E1NMEffuvtVbXj0we30VZXertmbgmoqspUOEYwGmdo3E/vqIe+US9DE34mA2G8gTDeYGRRRf2kovL1F4+vqr0z2NlcSVPlsxmTEwhw+dYIf/RPh9MCir2tNbTVlmI2Lk45nItwNM7fv3qa9xcIe86grszJn/7aJ6gtWz6VV9M0XvngOv/41jkU9XYbRVHgl5/bR1ttyZLnUDWNSDSB2zvFmc4BznYO0uf2MuqZYiq88nIas1FHZVEBbbWlPLGnhe2NFZiNupwH4YqqcvRyD//1+flaOya9zB/80jM8urMp7TPxhMKt4Ql+9MF1Tnf0MzDmnw7EM6PPDTACpFyCip1W6sqcPLG7hUP3tWR+blYBTdNIJFUGxn0cPneTE1f76B314AsuTgHuHvFwmgEEAQrtFhorCjm4o4GD7Q2UOm3zrM3uFEwmPbvvbyIWSyDLEkbz8vvIeiAaT3L8Sm9GEeAZPLKjkf1tNXed4bEUEkmFYCRG19AkJ6/1cbVnlKGJAOO+4GwiYrkQBQGX3UxtmZO9m2t4bFcTVSWOdXFsCkcT/PXLH6QJke5oquCPfuVjFC9IJGqaRiga5/iVXl472UFH/xgTvtCic1jX9MJOAKxmw2wi4IuP72TzCoQGvcEIf/b9IwxPBOa9/siORv7jl5/EabvttBKLJ7kxOM5Lx65y7sYgg+P+rIvP4YkA13rdvHP2JnazgZbqYh7b1cSjO5spKrDckWdP0zT8oSgXbw3z5ukbXO91MzwZyLjQm8HQhJ9rvW5+zC0MOpnK4gK2N5bz9L7NtNaU5mxsH/cF+dq3305LCn3iwS189XMPYzMbZq8hnlC4MTjOy8evcu5GKuG/2PM/NOHnKvDu+ZQTT3WJgz2bqvnY/a00VhSiXwMVX1U1piJRQpE4wxMBeubGMv4QnqlIagNrCdviv37pxKrbANBaW8qf/GrRmgXNO/rH+P1vvJH2+m9/9iCff2wH4oLxQVFUhib8vHGqk6OXe+gZ8SzpRjIzDsiSiMtuprrEwf62Wj77SDu2JdYJoUicb7x6ipsZdMhcdjO//7NP8uC2+nVL+mmaxrkbg/zBN98ikCE+aqkqoq2u7EObnDAadHzuqZ3optlf1WVO/s3PP86Ji73EE0m2tVSys/XD7ZyoahrXfaNc8gwRVRJ0BtyMhP1ZNSGXi7xLTsiCyAMljWx3VhFIRPElwmgaWGUDBXoTVp0BnZB6EF4ZvMxuVw31tvwSGxEEYXbyWIhoPMmEP0Spy5bxeL5CVTV6Rj28dPQKb5+9yYQ/lDXwyIakojI0EWB4MsDZzkF2b6ri84/tYEdTRdZkzkpwa3iCv3nlBLF4kuQiYpf5Bu9UhD/95/e43D1CKBonnlCIT1NK8wWiIFBeaKfAYmQyEJ53zBeMMOEPUbOC5MSYN4jbO5X1uD8UpdftXVFyIhJLMDwZmJeYALAY9dSUOhEXYU1oWqoU62qvm/cvdnPyej+T/hCReCIjs2O5CEcT3BycoHt4kuNXe3l0RxM/+Ug7DRWFd2SXUNW0tN8LUjtzb57u5DvvnGdwzEdihc9aPKkwNO5nZCJAZVEBT+3dlKsmMxkIc/jcTV44cpl+t2/RhEkmaBpM+ENM+ENc7hnlnbM3+cJjO7l/S+2KEmi5gCAKqKqKbzJEy5YK1Lvcpz2BMB9c68t63GEx8uz9rWtaoKw3korK4LiPs52DHLnYzbVed4rls8KExFyomjb7zFzpHuXwuZt85uF2Dt3XsuQCIVeYSaTP9VvSNI2eEQ/fO3yBd87dxBeMrGg80kj19anwOL2jHj7+wJactHV4MkAoEptNTgTCUV45fo3n37u0aFIiEwLhGGc6B7nW6+bk9X5+5sndtDeW5yQmyIZEMrWg/97hCxy73EMgFFtyw2IhYokk3cOT9I16OXq5h6f2buZTB7ZSU+Jct+TKwFhqPLSRii99wSgvH7/K8+9dYtQzteKYIRpPcnNwgt4RD8eu9PLFJ3byzL7Nq95tD0Zi/JfvvceFm8OEorG8jGVyAc9UGEXVmJv6iMaTnLjWx7ffPMu1XveK562kojLmDTLmDSKJAp97dOkd92KHlQe31dE1PJE2Lninwpy43s+uTdWY18l1LhxLcKZzMGNiQgD2b6mlqMCyLt+dDxAEYV5MIUkCLbUl1FcWomkaOlnO+yR/LmCQUuVhoUQcnxSh2GjlvqK6NZ0z7yIQQRCQELDrTdj1JqrIToE9P9lPncW1rOREymooAJqKKNrmqU9rmoqiuIklLqNpMfS6Tejk+un3rPzBkiWRMpeNKz2jacd8wQjXet201pXmZb3iQsxQ8o5d7uGbb5zhWo97xZN4+jlTi8/D57ro7B/n84/v4Ln7W7Gb11bfPFOHe69NhJF4givTu375jPJCO06bOW2x652KMOYLUlO6PLq6pmkMTfhxe4NZ3xMIxegd8XBgW8OyB3dvMILbk57wsJoM1C+R5OgZ8fD1F49z7sbguoh0KarGuC/E9398kZtDE/zapx6kvbF8RWUmq4GqakzO2SXXNI1Jf5h/eOMMPzx2hWAGKuZKYDbqaK0tzYnwlaKq3Bqa5O9ePcnRS71E4muvRw5H45y7MUTPiIdPPLiFLz6xK6eWmEshGIhw+Vwf8WgSURKw2oy4iu5eYvpKz0jaLvhcPNTeQFNlfiX7F2JmMdY1OLHipNpyEEsk6RwY5y/+5X26hyf5+Wf33pEAOxSNEwzf7o+KqnKle5S/+sExzt0cXFOSFKC62EFFkX2NrUxheCLAVDiGNp3U+cZrp3nl+LUld4kXQziW4MjFbnpGPPwfn7ifh3c05oyNNQNN04jEErx+qoNvvXGWgXHfmu+roqqM+0J85+1zXOwa5l99fB97NtesC+tmaMJPKBqn0G5m1DPF37xykjdOda55rEwoKv1uL3/5/FGGJwJ86dBunLaVl8TFEsnpWCazIPyHBRP+cMrSchrBSIyXj13jG6+dyrgZsBLIksim6pJlJYiMepkHttbz6skOxhbEU5oGRy/18JmD7dSXr4+Y7IQvxImrmZPdLruZva21GPV5t8xcE2bYSoutg0RBQCdLH4nEhCgINNmL+bmm/ZSYbNjk3JQRfbiemkWRIBD8BrH4ZZz238Kg3wakEhPxZCce/x8Si18EFGSxHIf9N7GYnkEQVn6jdbKUdTCIxpMcu9LLY7ubcNkseS9+E0skee1kB3/7yklGvVNrnsgXYmjCz1//8AMm/SG+dGjPPJroBvILJU4rhXYzXUPzXw+Eooz7QmjTftNLQVE1BsZ9BMLZkwCKqtIz4iESS2AxLW+32xeMMO5LT3gUWIxUFi8uQitLIqOewLqrh2vAxa5h/tsLR/n3P/04TZXry6BQp5MRM5gKx/i7107x4vtXVryzkwkOq4lt9WVrPo+maVy6NcJf/eAYl26NpLFf1grvVITvHb5AMBzjF57dS1lhbhZpy4FOLxPwhfFMBO9qYkJVNS7eGiGaZSFjMxvYv6UGyx1ml6wGvaPedUlMzEUoGueF9y9jMuj4pef2r3uQHYrGCUVTO5CqqnG5e4Q//d4Rrve5czLvbmsox2HNzfwajMRw+4JUFhfwD2+c4aVjV5co71weNA363T7+6gfH0TR4Yk9LzrQQUpodcb53+AL//O6FNS8iF0JRNa5M/2a/+skHOLi9Iec6Q5FYguGJADaTgW++fpofnbi+aBnKShGKxvnndy9gNen5mUO7P/RuC6uFJxCa1f6KxBK8cOQy337zbE6eKb0ssatleaUAgiDQUl1Ma23ptEvE/OOjngBnOgbWLTlx8dYwoxk2hAAaK4torS25Z3SLlgtFUfne6+eY8GURlAYsZj3NtcXsaq2+J0WlV4MSo5XrvlFCyRgiAnW2Quqshas+30dm5FFUD5HoEZJKPxq3g3JV9eOf+h9EokeQ5WpkqZx4/ArewJ+gkxtnkxgrgU6WZncTMy0ATl3v570L3XziwbZ1pS6uBZqWskT90QfX+Z8vn1i0RlkSRQw6iUK7hRKnFZvZgCgKRONJJv0h3N4pwrEEiURmd4xQNBUwJJIKv/Ds3lWL2MmSiNWkXzZzIqmoxOLJjG2SRAHjHF/plWClE/oMNcy6xCJc0yAaT2S1/zMZdPM8uFcKk2Hx6zUZdFSXOjjTOThv8RhLJBmeSFF5lxOMRWIJbgyk0xAX4tbwJFOR2LKSEzOMgEzPaXWJY8ldiMqiAh7cVk/38CSxROZgL6Xun1L4d9nMFBZYsJn0SJJILJFkKhxjZDK1o7hYZl3VNC50DfOdt8/xu194ZF1LDVRVYzIQmq1b/6e3z/HDo+mJCQGQZRFJnP4jiUiiQFJRUVQVRUk53CzsW/XlriUTP0u2UdO41uvmz75/hGs9o1kddGYU/p02M6VOG3azAUlM3fvJQJhRT2BW+DDTrY/Gk7x07Coa8Ouffgi72bC+iSFVw2wx0NxaQSKWxFlopa5pad2T9YIvGKFrcCLr+FjmsrGruSrvA6l9rbU0VRZxuXsk4/HUsywhSyJmg45ihxWH1YTJoEMjpSnjmQrj9kwRmXZlyIZ4QuHF96/QWlvKozub1nUnLBSNMxWJT5dyTPL1F49ztTedfSmKKbcLWRSn/y0BKZ0WVdNQFHXWNWsGJoOObY3lOaV3d/S56Xd7+eHR+YkJgVQMZDLoKHVaKSywpO69phEIxRie9OOdihBLKFlLL4cm/PyPlz5IiYQ2V+XkvkdiCb57+Dz/8MaZrC4RgpBqu9mgp9Rlo8huxqiXUacTG6OeKTyBlGZCpgSqBvSMevjzfzmCQS+zv602p0KTiaRC58AY1/pGeeWD9MSEKAjodRJWk4Eylw2nzYROlojGk/hDUUamy3HiWWIxSI2T//zuRZqqijjY3rCi8WDG8vJuxzJmQ+51neZi0h9GUVViiSRvnbnBN18/k9GhT5ZS7l2peTXllKIoKop6ez5VFHXeb1FeZKexcvmLOpvZwMPbGzjTOZAmSplIqrx7oYtn72/NedI5nlR4/1I38WT6Gsegk9nfVpOzZGg+QdU0bg2MMzSWmR2kAcFQjB+8c4lDD2zmFz99P3bLvacxuFIccd/i/OQA3ngYk6RjX3H9RnJiOVDVKRLJHmS5Gr3cMvt6PHGJcPQwel0LhY4/RJZqmAp9G3/wr4nE3l9VckIUBBoqCmmsLEwTvYLUYu5bb56hsMDM/Vvq1oX+t1aoqsqJq3188/XTWRMTsiRSU+Jg/5ZaHthSR1WJA+Mc+0RFVUkkVbxTYS7fGuHIpVR9cKbd6Wg8yQtHLuOym/nCYztXJWS0u6Wa//VvPrdsrYnL3SP85QvHMk4q2xrK+Z3PP7yqnQO7xbiiibXEYeU//8rHltwBmYrE+NPvvcfVDM+UTpb4f3/hKWqXWVqRCSaDbknhosaKInSyiBKfH5gNjPmIxhPLTE7EuTk431VEEEBAmBdQ97u9+IMRypahzzJTh55p4dVUtTRNXZJEHt/VzFunO+mb40stiQJFBRYqigpSqvK1pTRUuCiwGNFNL4AEQUBVU2rpoWhKTf/d812cuzG0aFLv2JVeHukc5EB7w7oxqDRS9eCReILD57r47uEL88TIREGg1GWjsaKQrQ1lNFYUUuayY5kWdksqKr5ghMFxP7eGJ+jsH2d4IsCYd4qEorJnU/WahSYHx3z89x8e53qvO2PALEsitWVO9rfVsr+thppSJwadPO/eJ5IK/nCUi13DvH+xm0u3RpiKpNfBJhSV1091UlFo56ce34lxnWpxAcZGfNzqHCUWS+AqtpFIKISCMSzWuxOouL1TGZlFkOp/9eWFaWKM+Ygih4Un97TQ0e8mkbzd300GHWUuGzWlTrbUlbKpuoTK4gJMBh06SZzWnNFQ1VSpoicQ5kznAO9d7Kajbywrk8gXjPCD9y/T3lhOUYF13fpqIqkQCEWZ8If421dPcbFreN5xk15HdUkBm2tLaastpabMQaHdgl6W0IBoLMGEP0TPqIebgxPcGppg1DOFbypCUYGFtrrSnC7YXjvZQTSenFfKYTXp2VpfzoPb6tjZXInDakKvkxCF1L1PKirhWILrvW7ePnuDczeGsrLVBsd9/MMbZ6gotFNRtLYEaCKp8MapTr7/7sWsiYkCi5FtDeU81F5Pe2M5BRYTellCFAQ0UlbS0XiSwXEfxy73poR63Z6MrjfDEwH+18snKC6wsKkmdwnJeELhpaNXCcfiaUyVEqeVnU2VPNRez+aaEqwm/bSNrICqpRbC/mCUS7eGeedcF1e6RwhnYbtMBkL84MhlttSVraikyWE18bVffmbJWCYUjfMX//I+FxY84zP4/Z87RMMadvsNepnCgvUTYQxGY0RiCTr7x/j7107NiyEFIeV4VF/uYkt9GS3VxVQWFsxu2imqRjAcY2jCT8+oh46+MQbHfYx6pojGk2xvrKBghYvZ+zZXU13soKN/LO3YraFJLnePsK+1Jqf9v3togpuDmTeZXHYz+7fU5uy78gk6WeIrP/PIopugsXiSd07e4JX3rtDeUsHj+3KnyZWvcEem2FVYjT8RZaujnEveoaU/tAg+MskJTYuiqB5M8gEEQT/9mkIw8iqqGsBq+9cY9bsQBD1m46NMhf6JWOLKqr+vvNDGA1vruDU0kXEntt/t40++82O+/PQent67aXZnNx92rTRNo3/My9++ejKrDoJRL/PcA218/tEd1JY5F62dL3PZaK0t5el9mzlysZtvvXmWW8OTaUmEaDzJd94+T1Wxg8d3N69Yk8Ni0tNgWn6mbsIfyppEMBt01JcXrlnteTnQydKy9Bp8wUjW9ghCiiHQuM714k2VhbM7MXPRP+YlEkuyHFHmcV+I4QU1qRWFdvQ6mZ4Rz+xrwUicPrd3WcFdIqnM++xctCwjOQFQU+rg4R2NfPvNcxj1MptrS3hgSx3tTRW0VBVnFbmdDyv15YUc3N7IB1d7+V8vn+DG4HjGCdwTCPPu+S7u27w2y7OlEI4mONMxwLffPDvPccRlN/PUfZt4ck8zm2tKMSxCW9/VUjVbr909Msn5m8OzorZr0c6JJZL809vnOXWtPyPTxGoy8NwDbXzqwFYaKgoX/a5Sl43mymKe3ruZN8908u03z9I/J9E0g/A0U2tzbQn722rXbcwVJZFEPMnNa8O0ba9mdNCLe8hLSdnaFlqrgaZpjPuCTE5lph2Lgsi2hrJ7okZWL0s8sLWOVz64xq2hCVx2C3s2VbGvrZYtdaVUlziWlSQtL7TTVlfKM/ta+Zf3LvL8jy/hy7BQ1oCzNwbp6B/joW0WVmsxvhyMTgZ46fhVfny+azb4lUSBpqpiPvnQFh7aVk+Zy5ZV3HcT8OC2elQ1pQXR0Z+yjU0qypK6OyvF4Pj8Mby62MFPH9rFoT0tS1KZa0udHNzewNtnb/B3r55mYCy9n2oanO4Y4EcnrvOLz+5dVNB4Mcwws/7+9dMZafcCsLm2hJ85tJuHttVjMS5ujVxVXMDezTXcvH+cf3z7HO+cvZnRfeJ63xj/+NY5fucLj+SMpaVqGn1u77zXZElkZ3MlX35qN3s21aDXZX/2S502mquKeGxXMz94/zLfefs83gybMzP3/mrPKAfal6/7JEvismKZQCiK2ZB9J7+yuGDdY5m1IJFQuNbr5vkjl+ifs4NuNuo52F7Ps/tbaW+sWDRm2NZYDqTmwIExH5dujXCmc4D9bTWL3ptMKLRbeGRnI539Y2kJfk8gzLHLPexoqsiZhouiqJy9McioJ/P64L7N1VQU3vl57k5AEARcy0jYffyRrZy52s+564MfieREg60QnShx3T/KrcA4W50VazrfRyY5kYI6rSGRGmiTyT5i8bPIUgVGw/2AHhAQBAuiaENVvIudbFHIksQzezdz/EpvRvYEpBSvv/6DY5zpGOAzD7fTWpsSwbnbCYpYIsnz712io3884/ECi5EvHdrNpw5uWxFty24x8vS+TdSWOfnL549y9sZg2ns8gTDfeec8LVUp//C7fS82MB+lLhtOqynNVnN4IkA4tjwxtBsD48TmBHOSKLKzuYpYIpmWYOjoH+PQfUsP7Ilpj/eFKLAYlz1JGnQyT+xuIRpPsr+tlta6UpxW06rqho16mQPtDRRYjPznfzo8a+03FzNB86hnat1qQgFGJgP8tx8cm70/oiiwqbqYX35uP3s2Vy+bAjtTfrSlrozNNSV8bH8rtjUE3Yqq8v7Fbt45dzNjYsJpM/GlQ7v5zMPtSy4YbrcxRXP9+ANbKHXa+LN/fo/e0fRxfMIf4vs/vsS2hvJ184EvKStA3lPHhDtATUMxyfjiIlrrCVXTcHuChLMIoEqikNeLgYWoLnHwiQe2EIzEeKi9nsqiAqxmw4oTZYIgUOK08qVDuzHpdfzNj05mXGjGEwqnrvfzwJY6pGVaRK8G7164hS8Ynt3QMBl0HLpvE186tIvqEseyy0BFMXVdxQ4L922uJpZI5lz/YC6qigv46ucPsr+tdtlOL2ajnmf2teKwmvnz7x9JW3RD6r6/feYGj+xopKmyaFVjjS8Y4buHLzA0nk7DFkWBnU2VfOUnD7C5tmTZAsWimKr1/+rnHsZqMvD8e5fSdlIVVeXIpW4Obm/g0V1NSOsQy8iQ9mxSAAAgAElEQVSSyBO7m/nVTz5ARWHBspIIwrRt7hce34lRL/P1F49nfOaj8STHLvewf0stBvEjtlRYAlORGH/76km6hz0prS1SCZWfffo+HtnRuCIxUYNOpqmyiPpyF4/vbk6xdVaYJNbrJO7bXMOL719J04BQNY1jV3r5yYfbV+R+thh8oQgnr/XPY67NwGzQ8cCWuntCu2g94bSZsVuMBDIk/z6M2FVYTUxJ4jKY8cbCbCpYvmV1Jtx54/dlQtO02T/ZkOr7y+vEgqBDFO0oyjigoWkKkdgHJJK9GA270MstCwaTtQeR1SUOvvjErkWzp4FwjLfP3uT//J+v8sff/THHr/QSjsaXvPb1gqZpXOkZ5Z2zXRmpeZIo8KkDW/nik7tWVU8mSxJb68v4jU8/lHEnRwMu3RrmrTM3cyr0tIHcwGzQUZdhIR2MxBmdzG4NOgNN0+joH5tn+6eTRbbUl04H3/OHpM7+8WUt6KbC0YzfX13iWCbjIRW0tdWV8m9/6lEe3tFIicO6poBelkR2NFXwU4/vyhr0Dox5GfVMrWtf94ei3BqanK3vbast5fd+9hAHtzcse9E/F4KQqnN32c2rvj+apuEJhPn+jy/iybCbKUsiP/lwO597dMeqErYzu+tfempPxvpnDTh/c4gPrvSt67232oxU1RVx+uhNotEENfXFS39oHZBIqoz7Q1lnNavZQMk9UNIxA1kS+cLjO/il5/bRWluK3WJcE4PHZjbyyQNb2dtakzWiuNI9SkJZ3zmpe3gSTyAVzBp0Mp86sI2v/OQB6ssLV6VPJQgCJoNuXWu/rSY9Xzq0mwe31q/YglYnSxxor+dLT+3Oyh7rmba5XI0AqqZpHL/SywdXejM++3WlTn7n8w/TVle6YuckQRAosBj5uaf3sHtTZgHDqXCMHx67SiCUXmKWC+xqqeJXP/kgVcWOFS9oLUY9H7u/jQe31WctVbp0a4RgBpvIjzqi8SSd/eOzMWplcQG/9dmDfPLAVlyrdIOSRJECi3FVLEpBEGiuKmJbQ3nG37Jv1MuFruGczXUDY34u3cqs+VNfUciW+tJ7goW3nkiqKklFQS9/NBJ7Fz1D/H3XCX7Yf4nXh67T4c+8Kb9c5G1yQtFU3hi+RkdglEA8krFTfbnxfprty6vnE0UHenkzscQVwtF3iMSOMRX6JwTBiNn4DKKYmrxTlqNTKKofUVybsrooCjy8vYGffnIX9iUWSL5ghFdPXOf/+fs3+Tf//WVePHqF3lEP4VjijiYpQtE4b56+wbg/c23ynk3VfPrh9jWpOAuCQGtdKV96anfGhaOmweunOujPQPXcwN2FUa+joTy9dEZR1KxlFXMRisbpHfXME8LSyxIN5YU0VBSmCba5vVOML2I5OoN+ty+jnVpduWvZbh+QejZzydYRBIG9rdVszeJoEUsoDI37swqD5RrlhXZ+/dMP0VK1ul3IXOJ0x0BaXT2kks67N1XxyQNb1+SQIAoCB7c3cP+WuozHA6Eoh893pbGAcglREimtKKCiphBXse2uJJwhJW7szVLSAVBcYLnnLN9y3VcdVhNP7d2ELUu9t2cqzHgWhfZcQxIFHt3ZxC88u3fJ2OFuY2dzJU/saVm19owgCDy8vZGD7Q0Zjyuqxo/P38qYxFwKnkCYN051EsygP6OXJb745C6aq4tX/RwJgkBRgZUvPLaTQnvmmsZrvW4u3cqsrbAWlBfa+Lmn91CxBuehAouRp/duosCSOXnlDUYyMs82cBsFViO/9Nx+HtxWv6YE6VphNug4uL0hKxPwnbM3520KrRaapnHsck9G22CdLLGruZLSZeiEfdjh9YfRyRKb6u+eCPadxFZnOT9Zt5PP1e1mT1ENk7G1zZV5m5zQgJMTPfy7sy/wtcuv8vLgJUYj/nnBXYu9lAL98nYEJLEIi/ljqKqPMc+v4578RWKJc5iMBzAZD3CbgaGSTPahqlPIcs2armGGBv0zh3bz00/uXpLmpGmpyfTEtX6+9q23+a2//CF/8f0jvH32Jp6p8B0JbIcnAhy73JOxRt5mNvATD22l3LV2Gz5ZEnlyT0vWRdvwRIB3z3fdtWB+A5lh0MvUlTnTtDoUNXNZxUIMTQTSAnyb2Uh5kZ2GclfarkEgFF1W0qN31JNGTRVFgbpS54rrN3OJFG3cxo7miqy7U27vVM6tMzPBqJf57CPb2dFUcdcTE0lF5fWTHRl3Q60mA8/d30aZy77mdjosJp7Y3Zx14X3yen9WK7RcIOALc/jVy0RCMSKhGIn43WGDJRUV71R2eqnDtrrypQ8TBEFgd0tV1kVmLKHcseREZXEBP3No14ro4XcDkijw9L7Na06gOG0mntq3CUcWsdhbQymBz5VA0zSu941x6dZwRtZEe2M5B3KwoBRFgb2tNTRXZWZFTYWjHL3ck9MxXhIF7t9Sx+5N1WvaoRYEgT2bqrOKTkfjCQbGNpIT2SBLIo/saJwtx7ibEASB+zZXZxVFvzE4zpUsDkcrQSAU5dT1zBpRNrOBg9sbVsxC+jDCbjHyy595gKcfarvbTbkjcBksNNiKaLAXUW1xMhZZW1yVt0+QLIj85ubH+MMdP0GdtZCXBi7ye+d/yJ9cfZOT4z2MR6dIqiraMssvBEHGav4MDtuvIkvVyFIZFtOncNq+gijcHpg1LUoscQVZKsWo35uTazHqZH7qiZ387hceoaHCtazJUNNSglPPv3eJ/+/b7/CV//oif/WDY1y8NYw/mJlJkgucuNaXNYhtqixib+vaJsO5MBl0PL13c8b7EUskOdMxeMeCwQ0sD6IgUFZoS6MJK6rG4Lh/0VIcTdMYHPMxGZj/m9aWOlNK+4U2XAsWBlPhGN0j6eKpc6FqGv1uL/EFavs2k4Ga0pXTXXMNWRKnWSGZkySBUDSj4nuu0VhZyNP7NuXFIrSzfzyjDgdAXZmL+zZX5+R7RFGgaVq/JhP8wQjX+9ZGP1wKBU4zre3VtG6vpsC5fgryi0FVNaIZmEUzsJmNObU8vFdhNRmy6r8kFYVgJLOzRC4hiQLP7NtMfQaGWr6httTFpuqSNSdQBEFgW0N5RlYepGwLT3cMLGk/PReReIKT1/sJZtBZMehkHtnRhDNLImqlMOpl9rbWZJxrFFWja3Aiq1POamA1GXhyT0tO+qzJoKMpi3VlPKEwvojj1EcdRQUWPvHg1pxa9K4FBRZjyvI4Q3/0BMK8f7knqyvRcqBpGudvDqWJ4c5ga30ZDRX5P27dCZiMOuoqCz8SNqIAbw1d5z+cfYn/ePYlXu6/zK7CtcVwecvjFAQBp8GMQ29ii7OCQCLKW8PX+G7PaV7oP88WRwVPVrTxWNkmio3LoxBJoh2H7TexWb4MWhxRKkJgfs21IOiwGJ/FbHwsZ8kJQRAwG3Q8d38bDeUu/vHtc7x/qSfNCioTNFI14/5QlI6+MV44cpl9bTU8urOJva01FCyhir0SxBNJLtwcSlvkQWqBtXtTVc5rV7c1lFNZZGcgw2DXNTRBv9tLscOS17tHHzWUOG0UFVjSlM+9U2Em/SHKstBMk4pKn9ubFizWlbsw6mREQaC+vJDrfbftsOJJhd4RD7FEMqvSdDgaZ8QzlVYaYbcYqS5ZvbVqLlFot2DQyxmpkLFEct0ZQpIo8ODW+rzQFVA1jfNdQ1nLDO7bXJ3TCb3MaaOyqIAbA5kFfi/dGuEnHtqas++bC51eJplUOfzaJQwGHXsPtFDbcOd1J1RNW5TSa1iFCNuHEaIoZO0jqqpldN7KNcpcNva31WFYxHUhX9BcXZSz+dlpNbGlvoxL3SNp4pJJRaVzYHx6Hlhe2BoMxznbOZDxWLHDws6WymmL09xga30ZsigSV9OfkZHJAEMTAcpywDoFaKkqzpmIsigI1JZmS8ip66aX8WHArpYqGvNoMa6TJfa2VvP8ezaGJ+c7aShqSn/l0we2UV3iXJUlciye5FRHP/5Q+gamJIocaK9fN4HpDeQnfPEwwUSMBnsxVRYnAqCXZJz6tSV+8zY5AaksXSgZZzDs5T33Da54h6m1FvLpmp0AvDd6gyveIX5j86OUmJYz6AsIgg5Zyh4cCoIek/H+HF3B3PMKCAJsqS/j333xMR7e0ceLR67Q0T/GVIZ6yExQNQ1/KMqbp2/wwdU+WmtKeHZ/K/vaaikqMK/aamsGQxMBBsf9GbkoBp3M7paqnNfju+xmtjaUZ0xO+IMRbgyOs72pIi92ezeQQrHDSpHDSueCxZ4/FGXUM5U1ORGKxtMWiIIAdWVODHoZVdVozmD72TPqwR+KZk1OTAbCTGRg2DisRiqL88POymLUZd3lUpT1Z00Y9bqU2F8eJPmCkRjX+9wZF8uyJLKlrjSn/d2glykvtCNLYkZv8p4RD4mkkvMxZnTIS1fHCEUlKevHwhIbJWW5WZysFJqmLcpqkmXxrtZL5wsEhKzBtaZpd6T8qrbURVNlYV701cUgSyJ1ZS7MOVLln2FPPH/kMkklPYk74QsyMhlY9qK8Z2QStzcztbjEYaWubHULtGwoKjDjsJoYy8CQ8AYjjHmmUDUtJ/1sW2M5NnOOErgC2C2Zn3lV04hPJ8/z/Xm805BEgb2bqzEb84M1Aak+VFfmYldLFaMnrqeVXvSOeLh4a4SqYseKf09N03D7gpy81p+RwVRb6mBbQ3laye8GPtw4OzHAmcl+Isk4/kQUl8FMIB7hyYpWDlW2rvq8eZucUDSVD8a6eXe0g5uBMWqthXy8up29RXVY5dRAeqC0mT+++iY3p8aWmZy4+xAEAYfVxJN7Wti7uYb3L/Xw7vmbXOgaXpEw21Q4xumOAS51j6REKg9uY29rzaqUfmcwPOHHk2U3s9BuprIo9ws9i1FPY2Uhkiik7XxrTNtOrrMN2gZWBpNepqq4IG2xFwjHcC8iXhmKxulaUDdsNRkoc9kQBQFREqgvd6U9C32jXvyhKCUOa8YJ1RMIM7GAeioIUFXsyBu6pU6WFglK1z85UVVcQKkzP0Sq/MEovVl0RFx2M8UO6zI9mJaHlGidOWtyIhCO4gtGKM4xq0QQBGRZwmozkUwqXD3fj8GgY/O2zMr+6w1h0bu6EVBCatzQLcZYWOeuqpNEmquK1jSP3ymY9Doqi+w5TWrVlTkx6WXCGRhmgXCMMe/ybZdvDI5ntMgUBIGaMueaRL0zQa+TcdnNGZMTSUXF7Q2SVNQ1axPoZSmV0M8Rs0ZAWDTBpKgqmkZOEzkfBhTaLdSUOvMuqWsy6DjQXs/7l7rxh+aXoSmqxrvnu3hyT3PWzZ7FcL3PTZ87XaheFAW2NZZTU+LcSGJ9xHCgrJH7S+p5eeAKtVYX7c4KrvtG6Q1mLttdLvI3OaGqvDVyjWKjja9ueZJmewlmaX4JRqHBSrOtBGkZ1DxNi6GqQUTRtWTn0TQNVfURT1zHZHxgzdeSCZIo4rKb+fiDbRxor6dzYIwPrvZx4mofbu8UoWh8yfpKjZSl0dHLPVzrdfPU3hY+++gOqosLVsyiUDUNt2eKQChzTW11qWNdAiZRFKgqdmAx6glkSM70jHiIJxRYPye0DawQgiDQVFmIXifNW+xFYnGGJ/0kFTUjS2BkMsDYguRFUYEltRid7pMlDivFDus8kULPVJjhcT/NlemsClXTGPcF03RSREGkZQ0q7B821JQ6seTBDo+maQTC0TTK6QwK7WZs5pVbhy4Fi1GfVaQrFk/incp9csJZZMVs0aMBmqqhKCpTgbvjeS4IAjo5+5yQVJRlWfZ+FHA3RwydLFFfvnSMkg8w6GVKnLntM1azIWPJIKQYVwuT0NmgaRq9o96M7CxRgKqigpzfY1kSFxU9nwyESSaVNScn7BbjvDlzzRBYVMAwNSxobCQw56PYYaFwlbah6wlBEFLlJpVFnLsxmHb8ep+b671j7GypXNF5Z1xzMpWg2s1GHtpWj+Eec3zawNqhF2X0Ymp0cEcCTJoLGA77M5a3rQR5+yRJosgX6/dSay3EIMrzBoBUuUeMpKby5cb7MclLB92JZC+B4Ddx2r+KKGanTKaom6P4Al9HUUfXLTkxA3G6tGFfWy07myv53KPbOds5yAdX+7jW62Z4MrCsenTPVJjn37vMraFJ/vWnHlyxb3cyqTLhD2W1NCx12tCvUw1scYEFkyFzcmLcH1qWNscG7iwaygsxyDJhbv82mgZD436i8URGavSNgfG0YDG1U26Z/X+B1URFkX1eckLT4MbgBAe2NyAt6LeJpMLAmC+Nbi2JAo0Zkhm5QiyeJBiNE47GicaTxJNJEkmFpKKiKCrJuX9UlYEx7119josKLOhzvFO4WninIllZYpFYgqOXe7Bn8VBfLa71uTOyJiC1q5lJC2StGO6f5MLpHgBUJZWceOiJNlRVu+P6DqIgIEvZx+94QkG7Q3a2dxKqqhGOxQlF4oRjCeKJJPGkQlJR5vfR6X4bSyTTytXuJCRJpDjHC/71gk6WslpQruWcmUoGIaXN4w9Fl1ViEEskGfcFMwoNa0Cf28srx6/lqtlAKnniC2ZPPoYisZxYRluMego+IiJ7+Qy7xZi3+gp2i4FHdjRy/uZg2ianJxDm6JUetjaUrYiRPDDmzSoeXVPioL2xYi1N3sA9jkfKmnmx/xJ/d/MDSo02PlHTvqbz5Ue0mgFJVeXlwUs8V9WOoqm49BaKjVYkQeSCZ4Dv9JwmqSk8Xt7KUxVLW7VoWoyp8HcBcTpBkU4/0jSFeOI6vqk/Jxw9jNn42DpdXTpEQcCo11FV7KCq2METe1roHfFw9sYg7124RdfQ5DSbIvvkFk8qnOoYIPSdH/OVzx5gZ1PlsoPghKLgWcRqzmkzoVskuF0LCqwmDPrM504kFLzBcN5oB2wghfJCOw6bCe+CYKx/zEcklp6cSNm6uVHmLBBFQaDMZZsnfuiwmqgqdnDuxtC8z3f0uVFVjYWEjHhCoXck3eqswGpck//7TJsVVSUcTeALRugZ8dA9PMnguJ8Jf4hQNE4kliCWWJCYUFN/K6qWek1VZ6mxdws2syEv3Bg0TVt097N31Mt/+d57d7BFoCwhFrlalJQ72P/wJgBEUcRqM6LTSfTdclPfnNlCeb0gisKizLdgJJY1eXMvQNM0YokkoWicMW+QrqFJekc9jEwE8AUjhGMJovEE8aRCIqnMJhBTfVOb7bsz/79bEAXhnll4ypKI1ZRbm2ZZFHFkuX5NS5WzJhV1yUVVMJJKSGWCqmq8fPwaL+c4ObEUYkklJ8LHRr2MJcf3fQMrh8mgw2jIzyWUJIrct7maqmIHA2PzyzCSisqJq338xINbqC5ZnvaEqmqcuNaf0T1PEODgjgbsudJA2cA9CafBzCdqthFMxDBIMjbd2hJ3+dmzAA2NMxN9nJroxSzp0UsSP9/0IPuK6nl9+CpOg5kyUwGvDV2hraCcetviu6Si6MKgaycYfh5B0OGw/ca8BIWmJYjGTuEJ/DHxxCUM+l0UWP/VnbjUjLAY9bTVldJcVcRTezdxpnOQw2dT2hSLZechRdv6m1dO8B++9ASVy6QvJhWV4CLCnFaTAWmdFjcWoy5r4kNRVfwbatF5B6NBR12Zk54F2gFD437CGRgCgXCMgTHfPOq4TpaoLXXOY/gYdBLVJQ70sjRvwTg47mcqHEuzGo0nkvS505MTNaXOVQfO2vRitXfEw+WeUc50DHC9z00gFCU2vbi5E9afuYRelx9uDJqWErrNJ6yX0KHZYsC8QGguGk0Q8N3565dEcdFFbyAcI3EPJic0TcMXjHBjYJxzN4Y4f3OIXreXaCwxy5C4l6pVBEHIG4bTUhBFIee6DZIoLqp/EI4mUFQVHYsnJ2YYbfkERVFzIlmik6V75hn5MEOWxBWxk+8kBEGgqriAPZuqGBr3p5XsdQ1NcL3PTVXx8tYHvmCE0x0DGW1Ii+wWdjVXLVo2uIEPP85O9vNy/2XGo0F0osRTla1rYk/k9QhnknU8WdHGblcNV3zDHB7pYE9hLd5YmOeqttHuquLW1DjDEd+SyQlZqqDI+UdM+v5vAqFvA8J0gsKBpkUJRV7CN/VXJJUhLKZncdq+iizX3ZHrzIaZQKXUaePZfZs5sK2eS90j/Oj4NY5f7SUUiWec7FRN49yNIX7w/hV+8dm9y1LT1lRtUf9jw7TV43pAr5OzJj40TSOWZ0HGBlLPQ2NlEe+evzXvde9UyjmjtnS+hWe/28ukf34dsUEv07TAnUMQBBorCrEY9cTnLGL9oSjdI5NpyQlvMMKYL12RvaHctWj9bybMJCU6+8d57eR1Tl7rZ3Dcf0cU+tcboiAuIYh4Z6BBfpZp3UML2NVAlkQctuwU/El/aNHxP9+gahqBYJTjV3t541QHV3vdaboz9yryTWAvGwSEnG9YCAKLlo8uNzGcmE4i5xNyNcRIooCcp4vijxJSDnz521fNRj0P72jkvYvdeBZouCQVlXfOdnGgvWHJ9YGmaQyM+bhwcyjj8famCuor7g2dnA2sH656R9hXXE8oGaPRVsxAKH3TcCXI2+SEABQbbewtrKPJXoJZ1nNyvIeIEiepKYiiiE6QsMp6YsrSQZUgiOjkFlwFv8ek/z8xFf4egqDDZv4Coeir+Kf+Bo0odsvPUWD9RSSpPK86myAI2C1GHthaR1ttKcev9PLdwxfo6Hdn3BlKKipvnb7BYzub2FK/NIVYRZtHuV8IURTWTa1ZEsWs59ZIibVtIL+glyXqSp2IojAvWFRUjf4xL7s33XYk0DSNfrc3rQTEatJTX5auvF5f4cJi0s97fygap3t4kj2bque9d2DMl7ZDJokCtaXOFatRTwbCvHaygxeOXGJ4InBP09zzGetRQrGBxaGTRQrt2X3HfcFIVjHkfENSUbkxOM4/vnWOE1f78Ici9xQ74kOFHN93QRAWtSJU1OWxD5LqnbF9vSsQ1i8W28CHC9sbK2ioKExLTgBc7R2la2hiSa0IVdU43TGQ5vwBKYb3vtYabHmqvbGBOweXwYJJ1tEX8qABqra28TdvkxOiIFJqtPP9vrPsmmZODIV9/Nm1txkM+xiLTBG0xQgl4xik5V2GIIjodVspcnwtxaAIfpNI7CjxRCei6MBp+11s5s8jivkrSDUjoPncA200Vhbyl88f5XTHQEal9TFfkMPnumirK10y0SLAog4fmqatm52UOn3ubMgHOvoG5kMUBUpdNpxW0zxldVXV0mwiE0mF7mFP2o55fbkrI9W8xGGlzGVjcNw/+1o0lqBnxEMiqcyrN551c5kDm9lIVYlj2c+NpmmMTE7xP1/+gLfO3FiSDiyKAjpJRJpWZ3fZU/72VqMBs1GHQS9j1MnodTIGvYxBJzMyGeCV49fWRXjxXsNiv0pKuPHO7grqF7V5zR1i0QRqUqGiZnlWiLmEJIqUOKwYdHJGhkRSUelze9nWUH7H27YSKKrK8Su9/PVLH9DZP7bkQlWWRGRJnBZvNOKym7FbjFgMekwG3Wz/nPlbFgWOXenldMfAHbmeextazh1eNLRFmRGCsDz+11LvkSXxjjNUdHmg+bOBjxYsJj1P7G7mbOdAWow9GQhz5GI3bXVli865wUiMY1d6Mh4rc9nYv6U2rzZyN3B38HBZE6qmYZb1DAS9HCxrWdP58jY5IQsiH69u59vdJ3lx4AIFOhO/sukgfcFJmm2lHB3r4oj7JhoqNZblB3spS7UUg8Lj/xqR2FFE0Y7L/m+xmJ5DFLPvLuUbNlWX8JufOcAf/MNbdPSPpR1PJBUu94zgD0VxWBdX1RYFYQk6pTot5pT7QSi5CFVTEAT0ct4+ph9pFBVYKHH+b/beO0jS877v/Lyxc+7pyTnP7GxO2ICwRCbAnMRgUhRF+WhKZ7tO5XR3dXdVPlXZJcm+smXZpi1ZFEWYkgiCBIlABC6ABTbnNDs7Oaeezrnf9/7omcEOpnvSzuwOgPlUsVjYnvftt7uf93mf5xe+X+vC4ISuMzCrLTG3+IsmUvSOLfY8bqooyms9JUsijRVFnO183wZLJ1clEYwm8Dos77/X+Myi8l3nKsUwp4JRfvDiSV4+3blkKbDdYqDS56KxwktbdTG1pe55F4y5YIUoCkiCgCjmFr+CKCAKAuc6B3nt7K2t4AQs2S/dXOXj8X1N9zRAYVQVqktcy//hKolFk4QC798bA72T2OwmWjoqljhqYxBmg9oOq3GRnS/kgoqdAxM888Dy4tL3i6ymcf7WEP/x+RN0D08VDExIooDPZaO62ElbTQnNlUVU+JzYTAYUWZrtFZ+9R2fvz7n/z2Q1JgKRreDECtB01r26TNdZUvtEkcUVbYSk2fk472uiwBce3k65996KbFcVuzBuWS1ucQ8RBYFdjeVU+VyLtLnSmSxnOwcZ84epWEJw/nLPKEMfENWcY39r1fx6bIuPN6F0Apdq5oGiWg54axY5662WTTtTCoJAk72Y/3P7JwlnkpgkBVWUOeprIKNrtDpLuRUcp81ZSrl54cJS1zPA0g9NVWnE4/y/8Af/iETqHAjK7LF3bh4EBGF1peH3ElEUaKn28Zmj2/iTnxxflEEGGPeHGZ4MLhuckJbx6I4mUmQ1bUNEMWPJdMHWDUkQtpSpNylzwYkb/QsDY5OBCJFYct6FIxpPLXLUkESBxoqivIEnURBpqfIt+vfBiQCBcHzeWzwazynzfzB757KZKfWuLDiRyWr87J2rvHKmcGDCoEgc7qjlyf0tbK8vxeuwrDpTsJVZyCHAkq4RlT4HX3h4O2bDh/+ev3lliOuXBrHZc/fB2HCAnQfq7ttY8LmseOyW/MEJXadzYJJEKr3qdqh7xdh0mP/yi1PcHp7K+7ogMK/PdGR7Hc2VRRiXGGv5WO9KgI8ymqaRSK2vfoymacSWCOAaVWXJto85VFkqKLItiiIP7qjnQGvVmq9ziy0+DMwJYx7aVrNIkBygc3CSG33jlHpsecU9U+kMJ6/1E5bVLNAAACAASURBVMjT0mE2KBzpqEVdhR3pFh9dXhu5yQO+OtqdpetSlbZpgxOQ61mZSka4GRxjKhHBY7TQZC+hxGRnl7uSna5cBuqDi71Q9K+JJ95a4swComBAEM0Iggx6ipnQvyUa+xncoQKtKq24HX+4AZ9sfdnfWkWp257XtSAYSTC5hHXfHIos4bIVrhoJRRNkshobsW4Nx5IF+9AlScS1TGBli/uDyZCzvpUlcUEGLRJPMT4Tng9O+MNxxmcWilZ6HVZKPfa8rReCANUlLixGdUGlwfhMmKlQlPpyT+68odgi5xpRFKj0OTGtYKDqus7NgQleOnmzYCtHkdPC1x/fw5P7W+aDIlusnbkMfiFiiTTJVBbzR6CF1eOzcfSxNtyeXJvgYN806n20nvM5rZR77QV1ikamQ9wanNyUfvWarvPSqZtc7R3N+7ooCuxsKON3nznI9vpSDIq8da9uMJmstu6VYJmsTjhW2J0rZ4m8/GbIYlIxGws8A3Sd0CZzDNpii43CoMgc3VHHq2c6F1S5Qs6K/filbh7YVp3H/h3G/GEu3B7JW9ncXltCXZlnQ+bZRDzFUN8UyUQai81IebUXZYnK7o8Cuq4T8EdJxFMUl7lW1c6u6zr+qQjpVIbispXZw643ZWYHPeEpLLKKgIBdMeIyrL0TYdMGJ3Rd53Z4kn979VUCqRhO1UwgFcOmGPnf2h+n1VFS8AdIpa8SS7y0qvfTMiEymYV9VZq+OMO0GXFajDRXFeUNTsSSaSKxJLquLzlgFUnC67AgCkLe7NFkIEIqk2Ujml6mQ9GCCv5Wk4rto7BT+QgiCAJ1pW6MqkzkDk/5aCLF+EyExooiAHpGphdVJZR57Phc+bVdBEHAZTNR6XMuaFdKZzR6R/3sba5ElgT84cXBCVkUaSz3rmhyTqWzvHu1j4GJ/KrCRlXmW0/u44sP77jriqGspn/UDSFWhCBAkcOCIJB3gxyMJoglU7iWcJb4sFBd55tthcu1TTS1lSHcR/0cVZFprvLx9uXevLoTU8EI57uGaa8p2TDb6LUyORPhNxe781YHAjSUe/nDrzxCY8XK7v2l+LDZBN8v0pnssrbmqyWTzS7aQM2hyBJ2s3FFi3abyVBQpE/TYSKwfMJmiy0+CgiCwM76MhorvExfH1j0+oWuYQbGA7TVFC/4d13X6RqaojtPpZoqS7MtHYV3BLquk0ykuXSml57OMWRZpKaxmO17azEUChzOEg0nOHW8k0tnexGAf/ZHX8RdZFvZB95g5p7pGxEAOHW8k+7OUb7zT5/AsMqqv3deu8bYkJ/v/JMnkO5DNYvHYOWFgSvcCI4jCQJ7PFU8XNK45vNt2uBERtd4fuACTfZivlSzB4tsIJZJ8fzABZ4fuEB9+2MYpPw/ns38RQzqrru+Blla3uViM6DIEh57/r6vrKatSB1fFAVK3DasZkNe1fahyeCG+IbnxAhDBUs5K32uLU/vTUxdmWdRcCKWSDExE54PiHUNT3Lnel8QoLzIsaR7gMNioqbEvUhLpXt4KtdeJAr4Q7FFCtKyLFFfsbSt8BzhWJLTNwYKirEe6ajlsX3N67JRS6bSS7rhfJxw2cx47Bam8lR0TQYiBCOJe94PvlFEwwle+uk5errGUVSZpz+3575oTsyxq7Ecm9lAMrh4Lk9nNN662M2T+1socW+OhSDknhHX+8YZmQrmfd1iVPnSIztpWGFQcrn32pRWt5uQZDrD5Dpv8uPJNBMzi62hIfc7u5fYDN2JLImUeR2Lqvog9xv3j92dzd0WW3yYUBWJR/c2cfrGYvH8mXCcty/30FJVtEAUP5nOcOJKb15dmSKnlUPbagqK6Ou6TigQ48f/5Th93ePUNBSTSmUYHw3Q0Fq2bHDC5bXx+W8eprjcxa9fOL+GT7xxXD3fj67rbN9bu+7nPnSslT2HGlDWsOd56IkOMukM4n1KLNTbvPyvbQ8jC2JO2BidUCqBTTGs6bm8aXd9mq4xHAvwjbqDVFs98//+UEkT/63rBBldo1A+3Wg4gNFw4N5c6CZAFMWCQksCsNJkXanHhttmzhucGJkO4g/F1n3Rmkpn6RubIVkgI1ZX5t7qadvElHkd2C1GpoLvZ7sSqQzjc1oQuk7PyPR8tBlyZYb15Z4FrhsfxGJUqS11IYkC2TsiG90jfjJZDVkUmQpGFgXMHJaVi2HORGL0fsBZZI45j3D3OmXwZ8LxLQtN3rdErvQ58wcnglHG/GFaqnwfCZeeRCKNapDZ80ADFquBzH0eA7WlbhorvHm/e4CrvWOcvzXE0wdb7/GVFUbTdHpGp/Na2QFU+pw80F69LuNF03SmCmTut1hIPJlmeCq4bFXmahiZDhVsFbGZDfhWKL4nCAL15R5URSaTXXg+Tc+Np3gyvaT+zRZbfJTY01RBVbGTvg8E5pLpDOc6h/jsgx34nO9Xs07MRLjQNZz3XG21xdSXefK+BqBldc6e6OLK+T7+0b98hrYdVei6TjqVQV5Be4YoCqgGBYNxc21Rs5ksp9++hcdnW/fghCAI2J1rq00XBAGn+/4Kk56e6ieQitPs8FFpcfHzgSsksxmerGij3rayhOGdbK5f/g4EBIySwnAswE4tiyJKpLUsw7EABklmZYZSHw+yWuHeT0WWMKjKihYPFUVOyr12+sYWb9gSqQxXukcWlX7dDboOM5E4N/rG876uyBItVT4MW5UTK+J+FCMbVZnaUg89IwvHzMRMLnAQiSWZDi5c7JsNKk2VRUueVxQFaks9WEwLK3mmg1Gmg1GKnFZGpxdn2GpLXYV7jT/AmD9cUATTYzevWz9lJqsxOBlYd/G4DytOq4mmyiIu3h5eVLWSzWpcvD3MoW3Vm1aYcTWoBpmSChfxaIqbV4c4cPTu7LXuFotR5XBHLadvDCwI+s2R1XR+evwK+1sq8To3h6V2Mp0LdhaitdqHdZ1Ek6OJVMEKjS0WktVybkmReGrdWi+v940XDOK6bSZKV1FR1VpdjNWo5q3KHPOH6BranPoqW2yx3ghCzsHo6PY6BibOL2pduzU0Sdfg5GzLpYCu65ztHMzbYiWJIo/sbFiyojSZTHPu3dvsOlBHXVPJ/DWodwQDT79zi7Nv3yIYiCFJInsPN3L4E23LVlXous6p452cPdFFOBRHkkQOPNjMA8dayWY0XvzJaUDn6S/sw2hUOf127m+//DsPcvZEF8GZGF/+9tH5CoN3fn2Nm1eH+PK3j2JbojKr8+oQv3npMu+9eROz1cD1iwNYbUae/cpBahuLuX1zhOMvXWHfkSZOHr/J9ESYlu0VPPX5vYiSyLtvXOfymV4i4QQGo8KRR9vZd7gRURIZ7p/i58+dYmTQT31zKV/97sPz+lTvvXmDW9eGKSp1cP3iAFpWZ/cDDTz4eDuqQWGwd5KfP3eK0UE/zdsq+OrvPTz/27z16lX6uydwuS3cvDKErsPeI7nvWVVlAv4Ib/zyEn23JwgFYoSDcarri/j0Vx+gun6xKP1SDET8IMB7E72EnAnC6QT7vNW8N9G7puDE5mosvQNJFDngreW5vjP8oOsd/r7/PP+t6x1+3HuaQ0V1qOLWhnWORCrD0GThklfHrDDhchhVmY760ryVCulMljOdg3l7ldeOzuBEgFtDk3lfLfPYqS5xsaVrlkMQhCU3y/ejbUCRpbwR9MlAhEQql1kLxxcKnNktBmpKlrf/rSvzLOobjidTDEwESKUzjE6HFh1TW+pZsdNDeFaLJR8Wo7puVROBSJxbg5MF20c+bhgUiY66UizG/Bua09cHFgW0PqzYbCb2HGzg4MMtPPmZPdS3lN7X65ElkX0tlVQvcf9d7x/n79+6smnaGzJZjWi8sEiiz2VdsgprNdwanCS4JZa4YrqHp5kOrU9rRyKV4UrPaN6AsSgIVBW7sa8iCFLittFYmX9RPBmIcvrG4JLW0VtsHILAkuu6rRbI9cegSBzdXpvX+jMcS3Lu1tB8JWoileFC13DewF59uYe2muIl08OZdJbRoRnKa7wYjApd10d44W/e46d/dYKx4VzlRjyapLaphMc+tYvaphJ+8dwp+rsnljjr+8RjKRpay3jsU7uoqvPxwo9PMtw/hdGksOtAHeff6+bsO10M9E7wq78/S9vOKtxeG2WVHi6f6WV0KHcNmUyWd16/jsmsYrYuvU8qLnNy+BPtlFd72Lm/ji9+6wjPfPkAxWVOAGKRJGdPdPHWq1dpai/nkU9up6ahGFES0TWdZCJD244qHv/0btweG8//8F2mJ3MJNl+pk89+/RDVdT6G+6cWrEv9U2He+OUlBnsmOXysjYbWMn7x3CluXRvJXVe5i8994xBllW5GBv0Ljp2eDPHrF84zNjzDkUfbqW7w8bMfvUdP5yiapvHaLy5y7eIAT39hL0cfa2d6MsT+o82UVxWuiimEUzWx3VWOQZK5GhhFESUqLS4S2bWtIzZtcEJE4Imydr5Wu5/O4Bg/H7xEZ2icL9fs44ny9lV7qOp6hkx2jEx2El3fHIuu9WLcH+bWYP4NvtNmomiFGTBBEDjUXoMzz6ZM1+FG/wTXescKbuhWS1bTef1cV14tC1EQaKsppsp3f5RnNyOyKOa1ewJAZ4Huw71CkSTqyjyLrIMmA1GSqQzDUyEiH9hY1JV6sK0g01nuteP5QCQ7nsowOBEglcky5l9YOSGJIjUl7hVX2uh6YZHK3OLp7sedPtvWcrV37K7P9VFBEAT2NldQVsDudWgqyOvnu/L2un7YCAVjvHf8JgaDTDSSoO/2yhZfG4UgCFQXu5a0gEumM/ztby7x9uWeTfEb6MBSGpWisD7LmGQ6w4mrfYSWcIvYYiH94zPcGpxE0+5unOTE9ybpHp7OG8RVFYk9zeWrmpMtRpUjHbXIeTK8mazGa+duMbxVJXNfkERxycz7B9cMW9w9giDQXlua16YdckmBUDSBrusMTwW5OTCxaH0kiQIH26rxuaxL3ou6rqNls8izz5h4LMlAzyR/+5fvMNiT26scfKiF/UebKKt0s21XNQajwsjA9Io+ywOPtLD3cCNllW62761BliVGB/0IgkBtUwlPfHYPr75wnr/497+mrqmEw8fakBWJpm3lONwWTr/dSTar0dM5hn8qzJ5DjctqizndVmoafdgcJrzFdhrbyqlrKsFseT9gKisSBx5q5qEnOzj4UAu7DtajqjKqQebBx7exY38dpZVuduyvJZ3OMDEaAEBRZUrKXbOin4u/V4/PzpOf28vBh1t4/NO7sNqMjAzmvitVlSmtcOPy5Gm513OBjyc/t5cDDzXz+Kd3YTQqjA0HSCUzDHRP0tRWTktHJTv211FU7EDTdSR59c/UPd4qzk8Pous6XkMuAPZ8/yXKzGvTD9u05QeCIGCRVZ6u6ODR0jY0NEREVElCZOkMcj6y2jRTgX+JgIjL/i9QlfoNuvJ7Szar8fr5roKq2aVuO+UFNgH5qPQ52d9SyYvv3Vj02sRMhFdOd9JUWbTIdmgtdA5OcOJKb97XrCaVI9trPxKl3euFQZULaotous5YnkqCjUYQcplLl820oARwMhAhlkgzMhUknlwYfGqu8q0o05mryvByuft9+8BkKsPwZJB4Kr3IItdhMVLqsa+40sa4RLtTKp1dl8xxIpXhpVM3l7TH+zjidVg40lGbN6gaT6b51ckbHGitoqmy6EMdnMyks0xPhMlmNUKBzVENosgSTx1o4d2rvdwezr8YnAnH+c8/P4ndYmRfc+V9de+QRKHgvAe5jczdOmzous7toSnevdq3KQIyHxYyWY3Xz9/m8LZaLHfRWpNMZ3jnSi9j/vzPMI/Dwrba1VUdyZLI7sYKqopd9IwsHue3h6f41ckbfPfZB/IGMLbYOFRFXtLuO19V5BZ3j0GROba7Ie88N2clXeS00jfmZ2gysOh4l83MofbqZXXgREnEbDEQDSfQNJ32XdW4vFZuXc9pWCRiKV79+QVuXh5EVWUymSzTk2EymeXn3kQ8xcs/Pceta8MYDArpdJaZ6cj8sZIksnN/Hb956TK9t8b4xvc+gdGcm5uMJoX9R5t4/cWLHHm0nQsnu3G6LNQ2rU+7utGkUla1uB044I/y8vPnGOyZRDXIJOJpIqHEiiuEHE4zLk8uICTJIooqkSmg0/dBnG4rDrdl9lgJRZXJpnOBI6fHyvDANBOjAUYG/SSTaVyetbVz1tuK+E6TCwEBURAIpuK8NX6bB4sb1nS+TT0jC4KAJIiYZAWLbMAkK8QzaX7ce2bVpSKaFiCZPEsq3Y0oblwvra7rxJKpe1IumMlqnLjax8unbuZdUBkUmb0tlZhWWOYOYDUZeHxfc97SL03X+fXZW7xzuZfsXWRKdF1nYibCX796jrECytzb6krZ11L5od6YrDeyJOJxWJDyCL9pms6l7pG7+l3WgiAIeOzmRUKp4ViSiUCE4cnggkobWRJprPDOR9SXo7V6YZRf03XG/GGGJoKLSg7ddjOlHtuKx4zXYUEuIKIXiMbnxd7WSjqT5ddnb/HWpZ41n+OjzKN7Gqn0OfO+1j08zV+8dIbR6fC6VWrdia7r8//bSEwWA6pB5kf/5Tg3rw5RWuHa0PdbKbWlbj57dPuSVUb9437+zd+8yevnu4glUhv+XRVClSXcSzj79I767zqQOB2K8dwbF/MuyLdYmnOdg7x9pWfNzx5d17nRP8FLJ2/k1UERgCPbaheI9a0EQRCoLnHxyK6GvONc1+GFd67x6zOdpNLZD/U882Fjbi1TKCh06fboVmvHBiAIOcemfK24sWSK811DJNMZLt8eJZ0nUFBf5qGjrnTZNZaqyjS2l3PzyiChWU0JRZbmj7txeZA3XrzIsU/u4Jvff5Qv/vbRFVuFXjs/wPFXrvDkZ/fwzd9/lC9868gCMchsVuPiqW4y6SzV9T5OvH6NxGxVsSAItO2sIpPOcv6921w41c2+o00rdscQZhPjSwXD81U3n3qrkwvv3eaZL+/nW7//KJ/6ygEs1pUneEVJRJTWthcSJWGRWLROrsrjoSe3MT4S4Ad/+grHX77C05/fS01D8Zr2XaKQ04k0SDKKKOE1WhmNBRdVVa/4fGs66j4SzSS56B8ks8oHoa6n0bQgslSKJG7cAjGb1fj5O9f4+7cuc7N/YsP6djPZLCeu9PIfnz/BuD//Br/Ua+NwR82qNBtEUWBnQzmHttXkfXAEown+4uUzXLq99o1wJJ7i745f5s0L3XlvcqtJ5dlDbTgt69Pz/1GiusSFKi+eSDVd50LXMD0j/nuubeCyLQ5OaHpOLO2DZbM+l5Vit23Fcrb15R4UaWEgYzoU5faspeideBxmfM6Vu8l4nRYc1vxjLBCOc7FrhNQKo9MfJJvVOHm9n7986UzBqqaPM4IgUFPq5tlDbXk3Dpqu89alHv78hXcZngousj+7G7JZjeHJ4AZo6CzGZFY5Oit8deyp7RSXbY7ghCyJHNvdwOGOmrzBTsht3vrHZ/jTn7zFD189x8h0aF1/B03XCUUTywbyFVmizGMvmK3rHJxgYHxt1pC6DqFogh+/doHjF7u3dGHWQCAc50e/Pk/n4OSqK1h0PdcC+MNXzuUVOIZc0Pno9toVCx3fiSJLPH2ghYby/D3UU8Eof/azd3nt3K11d1OKxJNcvD1C/9jM1rjKQ3Wxs2Bw9OLtYW4PT219bxtAkdPKke21i+b9dEaja2iKyUCEyz2jeY89uqMOwwqqmVWDzMGHWhjun+alvz/LjUuDdN0YIRrOiZtnsxq6DrIsEgpEuXyml5mp3P2v6zqpZIbgTJRwME4qlSHgjxAJxdE0jUw2i66DJEsEZ6JcPNVNcCY6f2xf1zivv3iJY09v5xvf+wS9t8Z5780bZNJZBEHA67Oz40Adb750mWg4QfO2ihXvkRSDjM1hovfWOL23xhjsnSQWXb4qNpvOArkggX8qwvmTt4nOHqfrOslEmoA/QjSSIJlIMzMdIRpOLBvUnD92OkI0miCZSOWOjSx/LMDMVASrzci3fv9RfucfP84nnt2F0bQ5qtU3VVvHQMTPSyNXl/ybUCrORGL1JV+CICOIVgRhYz+yBpzvGub4xW7KvA4ayj3sbqpgR30pJW47RoOMQZERlxE3/CC56DskUmlGp0P86tRNXj51c1Hf/RyqLPHsoXYqi/JnJpfCYlL58rGddA5M0Jmn7Lp7eIo/+tEbfPfZgxzeVoPJsDI3kExWY3Q6xHNvXOAX717PuyiVJZFH9zTxQHv1fS0l3qxsqy3BbFKI53F+GJoM8j9ePsP3P3s4FwC4R1UnZoNChc+5yFO+Z2R6kVBrZZET76wi9HLkqjIslBc5FjjITAWj3BqcJJt9f/KVRJFKn3NV1nA2k4H22hIGJxZnS7Oazq9O3WR3Uzl7WyoLa318AF3XCceSvHH+Nj989Sz9a9w0fRwwKDKfObKNKz1jvHOlZ9FCNJnO8MqZTsZnwnzxkR3sa67EajKsal7QdZ2sppFIZQjHktwanOTUjQEud4+gKjJ//L1nN7R1LBFPcertToIzMURR4IGHWygpv/8BCkEQKHJa+fbT+xmdDnOjP79jEsBEIMJfvHSGU9f7+cSeJo5ur8Vjt2A0rPw5ls1qJNMZkukMwUiCG/3jXOkdY2Imwvc/d4SaksLfiSAINFZ48Tgsecu9/aEYP3nzEhU+Jx67eUXXkxsXOkOTAZ57/SK/PHmdWOKjpUV1r9CBG33j/LufvMXvPnuA7XVlqIq07O+Q1TQGJwL811+c4r1rfXkDX5Io8EB7DTsaytb8PKvwOfnaY3v4Nz9+M2+geGQ6xL/7u7fpHJzk04fbKfPaMSjyqt5P03VS6SyJVJoxf5gLXcOcvjFA58Ak3356HxU+ByJbluh30lZbgtVkyOs0Nzod5i9fOsP3P3+EMo99q4J2HTEoMoe31fKrkzcXzadj/jDnbg3lnWeL3bbZaubl30MQBBrby/j6P3yE135xkSvn+pAViZaOCkoqXbg8NvYebuD5v34Pi81IfUsp2/bUYLao85UPb750mZnpCLFIkh/959/gLrLxW995iPZd1ezaX8dP/uJtbDYjje1ltO+qxmhSiIYTvPbiRVq2V3DwkVYMBoXHP7OL4y9fpbGtjIqaImRF4uBDLbzx4iV2P9CAr9Sx4vGlKBLHnt7Bz/7mJH/5H16jqNjOZ79+GLPFgKLKON2WeReQO9l3tInBvime+8FbWG1GmrdV0NxejqJIZDMa77x2jbMnupgYDRKPJfnv//5VistcfPW7D2Eyq9id7z/XBEHA4bJgNKlk0lmOv3KFCye7GR+eIZnM8IM/eYXSCnfuWIthwbGiIOBwmTGaFDRNQ9N0/JNhfvTnv0FWJEwWlYMPNrN9b23ez3Ev2VTBif7oNC8NXaXW5kUqIHIVy6RIaqvPdomiC4OyjUx2mKwWQJZWZ5OyWjJZjYHxGQYnZnjvWj9Wk0qVz0VrtY+GCi/FLhtOqwm72YDFpGJUFWRJnB9Ec4uneDJNOJ5kJhRjeCrIpe5RTl7rY2QqVDDSLwoCe1sqeWJfM+oKPIXzUV/m4euP7+FPfnKcmfDCB7qu5zaef/zcb7i0t4mHd9XTUO7FbjHmLeFJZbKMTYe41D3CL9+7waXbIwWvva2mmK98Yue6aFp8FKn0OWmu9PFusG/RazmRry4AvvTIThoqPJiW0FXQdR1Nz42xSDyFIom4bOZFJWDLIQgCNSVujKqyQMjqUvcI/jt0KAQBKnwOHMuoIt+JzWygttS9IDjhD8W42jtGJvv+GFJkkfoyz6qqhMxGlX0tlbx5/nbeDProdJA/+9m7/O4zB9jdVIHZWLg9Std1IvEkNwcmePXMLV4/17XAAtWgSOg6656d+7Djtpv55pN7GJ4KLLKjhdyYPndriO6RaXY3VnBkew31Zd5c1YvFuGAToes66Uw2Z2EbTxKKJfGHogxPhrgxMMGNvnHG/CFiyTSZrEbzMna260EsmiISSvD4p3dx49Igo8MzmyI4Abn7sbGiiN995gB//D+PLykOmM5kudQ9yq2hKX729hV2NVXQUVdCmSd3P1uNKqoiI4q5ktdUJrdRC8eShKIJJmYi9IxO0zU0xeBEgEg8SSKVwWJSV2SxW1/upa7Mw9h0aJFIW1bTeetyD3aLkS8+vJ2aUveSwcSspjE2ndtAPv/2Fa73jy+okDIbFBLpzF3rWHyc0IELXcP8v3/9Os8eaudgWzU1Ja68iQtN15kKRLnUPcLfHb/MpdvDeUvIAcq9Dj59pH1VrakfRBIFDnfU8JmhbfzP1y/mDexPB6P85I2LnLrez9HtdexqLKfUY8dtN2MxqvNVpHPPzGQ6QyyRJhJPEgjHmQxE6B6Z5lrfON3DU4RiSRLJdE7MdWsc5aXC66Cl2sd4ntberKbx5sXbAHzp2E6aK4uWTIJ9cC0jiyJuuwlxhUmFjxstVT5aq32M+UMLkgIz4RgnrvTmrfje11K5qEJ2KRRFZu/hJlp3VpFOZRAFAcUgYzLnEgxf+NZR4rEkArn2x2xGQ1YkJElk254a6poXasyIooDdZUaSRL78Ow8Sj6UQRAGzxUA6nUFRZBRF4iu/8yCqQZmvANh/tJm2ndVYbe+vO1WDjM1uYs8D9ctal95JLuhSzj/6F58klcwgySJWe676tqGllO//q2fn//tOikocfON7x0jE04iigMVq4JGnt2MwKkiyyIGHmtmxr27BMZIsYjAqHDrWxt4jTZhmnYoMBoXf+SdPoBpkZEXi0COt7D7YsOhYWZF56IltHD7WinFWD8hkMfB7f/g0qkFmcizEW69cYc/hBipqikDX6e0a56c/fJfq+mJc3vtrJb6pghMAx0pb+HbDIQxS/gEzFg/y766/vurzSqIXm+WrzIT+mEjsb7FbvokgrCyDezfoek7gLZ5MMxmIcu7WEIIANrMRt82E3WLEajJgUnMV71YX8QAAIABJREFUFbIsIQiQyeQyTbFkboE3HYwyGYwuWwIrCNBaU8x3njlAqWflQpgfRJElHtnVwLg/zA9fPUfwjo3WHJPBKD9+/QKvnbtFXZmHmmI3JR4bdosRSRRIpjJMh2IMjM/QNzZD76i/YBm1AFQWu/i9Zx+gvsy7FSkvgN1s5Il9zVzsGiaW5wGSzmR5+XQnF7uGaa0ppq7Mg9dhwajKaHru9VgiRTSeIhhNEIoliMSTRGIpjmyv5bc+sWtV1Qdz1JV5MBsXBic+KLZnUhUayr2L2jSWwmoyUF/m4TcXu+fL1BKzjh13oioyDeWr81KWJZEDrVW01RRzsWt40aZH1+Fq7xj/z//4NXubK9nTXEFtqQe3zYRBlXMih7EEY/4wXUNT3Oif4Eb/ONOh6IIHvsmg8Jkj2xj3h3njwu1VXeNHHUEQ6Kgr4w8+f5Q//clbDIzP5P0dZsJxXj/fxfFL3ficVnwuKw6rCbNBQZUlNHK2YMl0JhfQjSUJRhP4Q7G8mbl7haLkhKtOvZWrntixr/a+XUs+ZEnk0LYasprGf/jpOwyMBwo62EDuWdYz6qdn1M/zb13BaTXhtJmwmlQMsowkCWS1XBY5nkoTiiYIRhOF2xtXuG+zGFU+ebCVS7dH8ir5x5Np/v6ty1zuHmFfaxXbakuoKHJiM6lIkkgilWEmHGNgIkDnwATX+8bpHp5etFGtKHLwzKE2Xnz3ekF77i1y7GmuIBJPcWtW1T/Xyhfgz194l5+fuEZ9mYeqYhc+lxWLUQVyVWVDk0FuD03ROTi55L1pNal85RO72FZbcld24oIgYDUZ+Nqju4klUvzs7at5g8SpTJauoSm6hqawmQ2UuG14HBasJhWjouTGdlYnlcmQSGWIJlKEo0n84RiBSHxLSHWVWIwqT+5v5uzNwbzjIJ3R+PW5W1zqHqWtxkddqYcipxWjQZ4P9McTKaKJ2bVMNEEkniIcS7KvpZJvPrl3yYTCxxmDKvPonkbeu9a/YG4OxZKcujGwSMTcbjFyeFvN7H28ciRZxO7IrxdkMquYzPnPZ7YYFrhgLDrWYsB0x+t3BhgcroV6eYoq4/JYc8mLVIZUKsOp4zdxea107KlBEAQS8RS/eO4U4yP5NYccLjOPf2Y3xWUuJEnEluczKaqMo4BwsyAIWKxGLNY7AyTvX7PVZsJawLreaFLngwsAgihgd77//la7KW9ABJgPaMwhzh6r6zrjwzMM90/zpW8/SHG5Ey2rY7Ya6bw6RHINcgS3ghMIgkCZ2YFJUhCAh0uaUMW1Jcg3VXCi1urFrpgwyWrBygmHYqLeVrRqK1EQMBkeJG3uIRz9G7KaH7PhIUTRCQXK7UTRgiLXrPJ9lmeuzzWUZ8M/97HW0msnigKtVT6+/9nDtNeU3OVV5jZVn3uwg1Qmy9+8dqGgvdNkIMpkIMrZm0OosoQkCQgIaLpOOpslncku+3mqS1x87zOH2dNcserM/ceJOSun/W1VvH2pJ6+AmK7rjPrDjPrDvHO59w4holxrkKZpZLVcufudxzdVetcs3FXutWM3G5mYiRT8G4tRpbF8ddlqScyJmlmMypJWqU6riRL36oNxxS4bnz3awcD4zAK3kTuZDsVyQrBXejGq8oIKp0xWm83Wp0nm0adQZInH9jTx7af3cfxSz1ZwIg+yJHKwrZrvf+4wf/7Ce/SM5rcThNz3PTIdYuSOstO7mTM3GqvdyIOPtzM8ME1tYzEV1asLoN0LFFniyPY6FFniz194j1tDK9MO0HQdfziGP3xvXEj2t1byyK56fnXyZl69I03T6RycpGd0mp8bVAyKhCSKCLPXmpltLYknM3mP97msfPeZg+xtqeRa79hWcGIZ6ss87G+t4t//3dsLgsVZTWdwIsDgRABlVghv7pmeC1xl8j637sSgynzygTaeOtCyImenleCymfjWU/sAePG9pdt4wrEk4ViSrqGp+X8ThM05x3xYEUWBvc2VHO6o4fVzXQXWMjA+E2Z8JsyJK3151jJz65iFa5lKn3Nd9XE+inTUlVJf5llgc65pet77orLIwa7G1Vn5bjZ0Tef0O7e4cLKb/tsTfPbrh+YDHLIs0bqjksq6/OtTo1FZEFj4KOAptuPy2nj+hyfwFDuIx5IM9k7SsacGzwrFSe8kkU3z+mgndsVIk8NHo91Hs6N4DXv1HJsqOFFhcVFhWVjyqus6OrmSLVEQsCpGvl5/sGBlRSEy2SH8wX9NVvOT1WYIhv+MUOSHSKILoUBwwmDYi8/9/63586yFtc6nBkXmwR11fPPJvbRU+dZtEnFYTXztsd3YLUb++tVzjPvDBZNdWU0jnlpd9kASRVqqffzDTz3AwbbqrcDEMgiCgNdp4bef2s9UIMq1vrElx0wqk70nrQRGVaG21MXt4amCf+O0magpXV1JuyAI1Ja6cViMSwYnakvdaxJME0WBY7sbGJ0O8VevnC2YydN0nehslmalmAwKTx9o4TvPHMRlM9NUWYTZoOStePm4o8gSD+6ox+Ow8F9/cZLzt4byBnvysVnXoNmsRjaj4XRbcbqtjAz5GR8JUFVgAXQ/UWWJw9tqKXXb+atXz/LG+dsbJua8VpxWE7/91H7GZyKc6xwqKMiczmikM4sD/4UQgLIiB9999iCP72tGFAXqyry8e7Vv2U30x5lILMmhbTWkMln+7PkTOWemD/xNOquRXmVFgVGV+dThdn77qX3YLeu3IRAEgWKXjf/l04co9dj58esXmAxEVjx/rHmeEQRYsQT0xwdBEHDbzXzrqX1MzES41D2yKdYyHxe8DgsP7aznRv/4kvOcKArsb62iaJVuOXdLRsuSzGbR0VFECYNUeLuq6TpZXUMWxEV7n6yuoek6kiDiKbLR0lHJsU/uoLH1fR0bWZHYtrtmIz/OPUXTdVLZDIIgoIoSOrkZ6E7dirJKN7/3h0/RfXOEcCiBokocOtZGfXMJ8hrkADpcZdTbvVycHuLl4Rv8tP8SB7w1PF7egtuw2P1xOTZVcOKDZHWNsXiQa4FRphJh3AYrbc5Sys3OVduT6HqUZOoSAKJgR5Tez7LqFHp4rr5MTwC8djMmg3JPFneKLFFf5uGpAy08vr95xWKDq8FqMvDZI9so9zr40a/PcaVnbF1U7p1WIw/trOerj+6mtsT9oQ5M6LpONJ0ikk5RYrGRyGS4NTNFOptFlWRqHE5sqgFN1xmNhCgyW1ALTLb+RIz+YICMrlFtd1JkspDWNPqCM4RSCZwGE02VRfzBF47y5y+8y+Xu0fteUipLIvVlXn5NV8G/qSv1rKllpNLnxGk1MzxVWAi3rtSDsUBJ3XIYVZkvPbIDXdf56dtXlqz+WCnFLiufPrKNLz2yA6fVlFuI2czUlrq51ldYfPDjjCyJdNSV8i++9gl+/u41XjndmXPqWOcNoiCAezZYlM/5Zr3o7hzlxuUh1NlxOTrkZ9vumk0ZnIDcIrS+3MM//sKD7G6q4BcnrnFrcHJDg2myJK74WS4IApXFTv7g80f4wYs5EcWVBrCWev/2mhJ+++l97G+tms/SN1V6sRhVQrHlldg/rgSjCURB4JGd9ViMKv/9l6e51jd2V8+iYpeVZw+186VHdixpH3s32MwGvvTIDhorvDz3xkUu3BrekNYvgyJTXuSgxG29q7aUjzoN5V7+4PNH+U8vvMvF2yPLti5vsT4ossT+lkp+9o6d4SWqxGwmA0c67n07Ym/Yz8uDncwk4xwqruHRisaCfxvLpOgOTdPq9C1aV08nYswkYzTYvbR0VNLSUbnRl37fmUnG+VnfFWrtHg4VVzMeC1NqdqDe0VItCALFZU6Ky1ZvmpCP8USY89OD3A5NstNdTquzhKszo7wyfIPfqtu76vNt2uCErut0Bsf4k+uvkcimcalmZlIxFFHin7Q9yjZn+aoCFLJUjc/9n1Z1DaK4+tIWWRL52mO7aar0cXpWFX4qGCWr6+u2yJZEAVWRaan28dCOeo5ur6Wq2LVmP9mVYDQoHN1eR1NlEa+f6+KXJ6/TO+pfUcvGnYiigNmgsK+liqcPtnCwvRrzXYhdbRZ0IJRKMpOIU2KxMRmP8lfXLrC7uIzJWJQqu4PPNLSR0bKMRSM4jSZUKTfOM5qGTi6yKwoCkVSKNwZ7GA4H+d7Og3hNFt4e6uPc+DAVNgfFZivVdie7G8v53//BY/zs7au8fOom06HomjN9kijclXiUJIrUl3uWLH1trfYV9DVfCqvJQHWJi+t9Y3mrdiRRpLY0v8XqShAEAbvFyDef3Du/YL3SM0oynVnd2BYEjKrM3pZKvvDQdva1VKLeYZXmsBhpqizaCk4sgSgIlBc5+O4zBznSUcubF27z5vnbjPrD8xZiq0UgN++oikxNiYu9zZXsb62io74Ui2nj5p5UIkNJuRNfiQMAo1nFYNy0j1zg/WzmZ45s41B7NSeu9nH8YjeXu0eJxJNomr5SmYi8iELOTs1hMdJRV8oD7dWrElkTBYGWKh///GvH+NnbV/nlyRuMTAVXPe9JoojXYebpg60880AbNaXuBa+3VPmwWYxbwYklmPtuVEXmSEctFV4Hv3jvOi+dvMlUMLLi30QQcpV3u5vK+eLDOzjQWrVg3lxvBEHAqCocbKumtbqYdy738tq5Ls53DZFIptf8DJ0b206riY66Ug60VbGnuYLqYteK3Z4+jkiiyPb60vm1zK9O3ljV+PkgoiggibnW4i0KIwgCTZVFdNSWMDpV2CZ6Z2M51Uu4KW0UjY4iopk0g5EAD5fVc35qiOlEDKMk0+DwcnZyEAGBo6V19ISmmUpEqbd7uOwfZTASwCQr7PdVcTMwgVGSiWVSnJsaxp+M4TGaaXYUcXpikKlklAO+KtpduVZ4XdcZiga5OD2MXTVSZnbQGZggqWXZ6Sml3u6d/7tYJs3JiX7i2TQ73WUMRoOMx8PU2txMJ6JEMykEQcjtX5MxMrrGHm8FoVSCW8FJSs12LIrK7eA0oiBQZ3cjCSKNDi9nJ4fwmSxc849jV43s91VilnPrFR24PjPG7eAUpWY7NTY3pycGUESJnd4yTk8M0hmYZJe3nBszE7zQd5WDxdWYZRWv0cJ0IorLYCaQjDOZiFBqtlNrd3NmYhCTrNDs9DEWCzEUDdLq9NHgKGxSMUdveJqMrvGVuj0UGaw5RzCjjYv+oTX9/pt2pZTRNV4YvES7s4wvVu/BLKvEsymeH7jICwOXaLIXY1xFa4comjEadm3gFecQBIHyIiclHjuP7G7AH4rROzqdE+AamWYyECWWSM32qGdIZbJkshrZbK70aG5+EIXcBKsoEgZZxmRUsBhVil022mtL2N1UTpXPictmXreezOU/Wy6z8aVHdvDIrnoudA3zzpVe+sZmCETixBIpkqkMmdlyW1EUUSQJs0HGYjJQ5LTQUVfK4W011JV5cFhNGxpQWQ6rOWclGYwsLgGuK/OsqpJjLBrmp13XKDZbafcW586vqjQ43aSyWQQE0prGeyODvNZ/m9+3P4BZVhiLRvhlz02i6TSNLg/Hquqpsjs5UFLBbaOJBpeHWDrFeyMDfLmlg3qnB13XEWd7qat8Tn73mQM8uqeRE1d7Ods5xORMhHA8SSKZIZXJ9ffObdAkUURVZAyKhNmoYjGq+FxWGiuKOLq9ds2LQkGAqmIXB9uq8/YsCgJ01JeteZF2oLWK0elQ3gCf1axSsw6VN6oic3RHHW01xZy/NcxvLnbTO+p/f2yns2h3jm1ZxKgqmI3KfCb+oR11tFQX487jemIyKOxtrqR/fGaBDWpVseuur10QBHxOKzvqy/K+7nNZP1SVxZIksq22hIZyL5863M7VnjFOXu+nf3xurkmTSKVJZzW0rIZObs6UZ3vcjaqMyaBgNRsocdloqylmW20pVcVOnFYTRlXZ8GxmU3s5oijMl0iWlLvXrOlyP/C5bHzqcDsP7ahneCrIuc4hrveNMzQZIBxPEk+mSaQypDNZNO391su5eUaWRIyqjFFVMBkUXDYT9eVemiuLaK4swueyYjcbV20ZPWeD+o0n9vDQznrevtzDmZuDjE6HiMSTxJOz1zR7PXPBfJNBwWoy4HNZ2d9SycH26lmXocVzXonbzoHWKrrt74v6WowqrgKiZatBkkSaKoryCgPbzIY1V4Dda+LJNFlNQ5lti60ucfGdTx7gE7sbeftKD2duDDIZiBCO5cZKJquh6zqSJKIq0uz3aaah3Mux3Q101JXmnTc3CkHIBRKePtjCoW019I/5OXljgCvdo0wEIrNjKaclNLc+yz1Hc3O/qsiYVBmzUcVpNVFf5qG9toTWah9ehxW7xYAoiGuaZwyqTEdtKYnU4grVxnIv8ipEpVeC02Yq+Oyo9DnZ6IeHIAiUe+38zif38+jeRt653MuZmwO53yGWIp5KL9AqkebXMhIGRcZsUDCbVIqcVpoqiji0rQbDOtxHdoux4PdSXez60FfEqIrMw7saeOdKX15NOYMic6i9el3bq9bKpekRmhxFNDt9SIJIkdFKV2iKzsAEXqOFi9PDJLLldAWnKDZZCaeT9IVnMEoyo7EQ1VYXN2bG2eur5Kp/jKymMxwLzt7X7/+QiWyGi9Mj+Ew2phNR3hrtRhAEdnrKOTMxNB+cAOgL+xmPh3mkrIFwKslgNMBOTxm/GriBWVZIaxoO1UR/OIBFVtjhKePd8T72FVViV41c8Y9iU3IGAkUGK52BSTK6hiJKuWCGliWQilNrd6N8QFiyKziFput4jBauzYxjkGSsisqp8QHq7B56w9PU2TyE0glKzXaanT7OTAwQSiW4NjNOidnGLk8ZSS3DFf8oggDdoWm+WLedtJbl7OQQNTYX7433U2l1zgdGClFhcbLdXYZFNpDIpgmlEniMFo4W16/p9960T0FN1xiNB/kHdQfv0KGwcMTXwH/rOkFW39zKyJIo4rAYcViM1Ja6Oba7cd5ucCoYxR+OE55VF54LVGSyOd9ZBAFZFFEUEYvRgN1swOuwUOyy4rZb7mv7gyAIKLJEmddBmdfB0wdbmQpGGRgPMBGIEIrGc5s4XUeVcxtgj91MidtOpc+xav/wjaS9poQ//f6n1+VcpRYbB0oqOT8xMv9vwWSCK1PjhJJJfGYLiihysLSSkyMDZLTcYufS5Cgek5kvNtfzg8tnaPX4qHUsjFKHUylEQcBntuaCOXd8f4IgYDaqtNeW0F5bwjefyDA4GWBkKoQ/HCMaT87btMmyiEGRsZkNOCxGvA4LPqcVWwEL2NUgCAIN5V7+wz/+3F2dpxDPHGrjmUNtG3LuO5FEEZ/LxpMHWnh8XzNjM2EGx2eYmF1kp9JZEHI9+iY1t+Eqclmp8rmwmtQlx7YgCDx5oIUnD7Ss+3XLkshTB1t56mDrup/7fiEIAiaDQk2Jm5oSN598oJVQLMnQRIDJQJSZSJx4MkUqk0XXdWRRxKAqWE25zYLbbqbEbStocbzRqIaFj9dCyuSbGUkUcdvNuO1mOupK0XSdmXCMcX+YqWCMQCRGLJkhnc6Q0fRccGg2QGQyKDitJly23G/hXudAulFVaKosorHCy9ce203/eICRqSD+UIxYIkVG03LPUVnCZjbgtpsp9zoo9diXvQ6jKvOvvvHoul3rndjMBv6Pbz62Iee+l2Q1jVQ6i1HNJYnm7te2mmLaaor5xmN7GBgPMDwVxB+OEU+m59cFdrMRn8tKTYkLr9N6X5MU4h1jfFdTBelMljF/mNHpENOhGOFYgmQ6SyabzfVwSxImo4LdbMBlM+NzWfE5bWu2bc9HudfBn/3Tz6/b+ZZCFAQOtFZxoLXqnrxfIebGT0uVj5YqH994Yg9DE0FGpnP3dCSemm/5kKX31zL2ubWMy7quc70gCOxqLOe///Mvr8v5NistVT5sZkPe4ES5186e5spNUfkjCgIVFiceg5nTk4N0BieJplPEMmkssooiSui6jkVWKbc4GI6GSGYzONTcmNABp8FEhdnBzZkJZFEknkmzt6iSertn/n2yukZKy1BktBDPpEhmM9TY3JSb7VyeHllwTYlsBrOsUmKyEU4lUUWJUrOdRDaDUzVhkkRcqpFgKo5FUSk2WTkx1svJiX5kQSSQiuNUTZSbHThUI1OJKKUmG+cmB+nwlFJjdZPVdS5OjVBssuEzzep+6DoPldZzYqyXs5ODyKJIjdWNRVHpC8/gVI3YFCNOgwkdHYui4jaY8Jls3A5N4TKYmEpEuDozNnsdCbKajsdopsziYCAygz8Zo8LioN1VvCgwcidzCZfXRzs54qun3uZlJBbkN2NdfLvxgVUnH+bYtMEJAQGTpNAf9bPDXYkiSqS1LANRP0ZJ+VCWbAmCgM1sxGY2Ulu6/N9/GJjLYt1rsZwPA5U2B19t3UF3wM8Lt6/zRM3CnjkdyGgaRllBFXMq1PlE3myqSlbXmIxFsauGnLiNkP8OMKg5S83V2mpusRhRFCjz2Cm7C0veLdYPQci1Azhq796JaIu1IQoCHrsFj331AlcbxVyZ/lxFxhb3CJ0lHRHMRpWWah8t1b57eFF3jyJLVPqcsxUDW9wvDIpMfbmH+nLP8n+8xZq5OTBBOLa4elgUBTrqy+7rfWCWFJyqEQHwGCzzmglmWSGaTmFTDBglmYvTIwxGAlzxj2JRVIySgk0xkNayXJ4eYTQWxqWacRvMKKKE22gmkk6i6zltC1kUOVRcM3tulSZHEW+P9WJTVPZ4K8noGrIo4TEufO5V21zcDEzwtz2X2ektQxIEnu+9wk5PGaIgkNE07IoRsxylKzhFNJ3igK+K/kiAWCZFscmGy2DGqhgwyQoug4k6u4frgXF8Riv9kRkGIjMYJHmBIKim61yfGWMqEcVrtNDs9HFirBeDJHOkpBZFkvAac5o9VsWAQZI5PtJDrc3NoChTa3czlYiS0bTZ67BiUVQ8htwxpWY7uzzl+JMxvMaln/U6Ohf9w1z2DxNOJykyWplKRCg1Oe7qtxc2SZnpoovI6hovDl7mhz2nOOyrx2e0MZmIcHKqh9+q2cczFdvXHM3T0Umne0ilr5LJjoGeQhBtKHINBmUnoujYNNn9LT4cdM1M8WJ3J71BP99o30Wx2cqfnj1Bu9dHIJmgwenhydpGjg/28T87L/NodQPHquoIJhO81NuVC0BoOl9q7mAmGee5G5cYiYb53s4DNLuLeL2/m5OjA5Ra7NQ6XByrqtsao1tsscUWd0lGy9IZGqHOWoxpmdLVfGi6TkrLrKrNFCClZRARkD+QlQqlYpzx99DhrMJnXBwYjWdTGEVl2fm/PzqJXTbjyqOUfjs8RrnJveznHZ4K8g//+O8YySNGXFvi5gf/7Es4rXff6rLFFlvce9KZLP/3X77KK6c7FwUazUaFf/2dp3lwR919urqNQ9d1Xhvuwp+MIYsiuq6zzZ3LGEuCSLHJil01LjommkkxFM2JhwqA12hZFLDIx4WpYUZjIZ6uWrqy1Z+McWKsD6Mk82h54/wcr+s6I7EQ4fSszo8oUWa2Y5RXLzC/3ui6zmg8xP+4fYoqi4sioxWbYmS7qwyLYsh3yIo2Lpu2ckJE4LGyVgySzGujN7k6M4zHaOVb9Yd4sLhxzaVbmcwwoeiPiMZ/RTY7hqZHAQ1BUBAFB4rSiN3yNczGJxDFjVGL/v/Ze+8ou47rzPd34s2xb+icu9GNbuScCZJiEClSEilRVCZlygqWZXlsP79lj9fMW7PG8zx+9li2LNmibUlWlixKIgmSIgGCBBGJHLobQOec0833nvD+uI0LNLoBNEBAhGR8a5ELwDlVp07Vqbq1d33723fw24eAzcF7K2vRDIM8mx2fxcbnlq8lYxiokkSx04MsStTlBfnD1ZuxyTIu1ULA5uCxWpV4Jk3A5sBjsSAI8P6axWiGQcjuRAC2lpRT6fURz2j4rO9+/N8d3MEd3MFvOibTMaKZJEfHO/BbXES0BAICDtlCVEuimwZexYGOQSSTxCLKOBUrk+k4AmCVFIaT05yPDLAuUINuGrmQU6dsIa1rJI0MbsVGStdIGRqKKGEVFY6Mt+NXnVS780npGRJ6GqdsRZUUhpNTTKSjs5wThmkylopwcPQ86wM1uBQbU5kEAuCQLaQNLVeHRVJI6RqCAik9w1QmjjYT/ywJYk4XKqaliGQSAHhVB0k9TUxLZWO6Lb/ZjLGxeJxn3z7CBxrqqQ3MZhIapknz8DA/Onma8USCUq+bz65Zg9eWdbQMR6P8y+EjfHjpEqr8/vmq/7XDME2+f/wEDlXlAw23PsRxITBNk5aRUX7e1Mxn164mz35nz/ybAtOEtv6sHt58DKhFJaHfaiba+lAZo6kYkiDgVCy5I3JBAOsVMumpokzIepElblugc6DWE6Tcde11xC4pLM8rxG+xz3E+e1QrthkHuDgT+n87QBAECu0ePlW9Dq9qwy6rudSu7wS3rXNCEARsksp9hQ3cU1CPiYmIkBUYghs6Ndb1Ucan/5Jo/BeIgh1FqUWSQgjIGGYMTesimTpEOtOC3x3F6fgwojCv5+cO7mAWfFYbPuvsE6RF/rkLe5l7LkWuxDWb/uSxWPFYZjsgLJJMlfcOvfEO7uAO7uBmIKmneW3wNCICo6kI56YHGExMIgkCDtlKV2yEoNWNX3VS5gxwerKXhJZima+MVwdO0ugrpcSex9npflqm+vGrTs5O9zOdSWCVFAptfqJaEkWUEBEYT8ewSDKaYdDoLeH4RBeFNi8Bq2vGwTGIQ1LZnt+AW7HNCV01TIO26BCnJnsIWj2ErG5e6D1Co6+UameY8XQsV8fKvEpeHzrD5mAdqijz6sBJQlY3TsXKcl85OwdP86HSdbRFhzkx0YlHdVBs9zOQmGA6kyBj6Hy8YvO7NDI3B4okUen3YVfmGhCRVIp/OXwERZJ4YmljdszViywSVZKo9PvnLftuQQAK3W6stzD98Y3AqapU+n3zCrwYe5O7AAAgAElEQVSOxuLEM2mKPZ53VVfkDuZCN3SOnu2lb3RuGlFRFNi0pAKf67fT2SQIAi7VgktduH13QW/GL11/nzgUlYUEQlplhRLnXBtBuOBAuX2WozkosF10Zk+m47RFRlkTKLvh+m6vVe4yXIirF4WLi14kk+RHnYf5WMW6BXutAEwzTST+Y2KJX2G1bMTr+iyKXIsoOhGQMM0UujFBPPk6U9FvMhn5OhZ1CRZ1+S14szu4gzu4gzu4gzt4tzCZjiMLIhuCtUz2xjgfGSCla/gtWQZB2Obl3vxGftp9ELusohk6o6koUS2JV3WyNVSPJIjopokoiDR4SxhMTGKVVHyqg/boEJOZOJXOMJkZ4bT1gRpOTHShijK17gIWuQrwq06apvowTYPB5BRpQ5+3vbIoUekM0++eYJW/guHkVK4dmqFzLjKYq8MmqZQ5AkgzBmGxI4+7wvU833uUfJuX/Jl4YEkQqPMUUWrP49hEJxlDxyIqLPWWYpNUpkn/2sbjZsNtsfChJY3zXptOpuiYmOQrmzaypbx8znWvzcYTS5fc4hZeHwRB4O6q24tiLwgCJV4PT3jn9pVpmuzt6mI0HueTK5Yj3uQMI3fwzjA+nWDPyXY0fe4Jd4HfxaraYhT59jidv4PbF33xSfyqg8HEFH3xKQQBhhIRxlPx317nxHyIaSnOTg1eN2VE10eIJV5EEgPkef4cVWmYYV9c9OZKUgBZKgEMJqb/N/HErjvOiTu4gzu4g/9k6Bqc4Mi53qsK/t3OKPC72NBQ/q5mdrrd4VSspA2NUxPdxPU0ta4CpjJxSux5CAIcHmvnwOh5PIqdztgIFlHJqZYropTL+26TFAbiE3REhzCYSacqiAQsbhyylaDFhVd10BYZQpphfoqCgCSItEz3o5smffFxPIodgTTjqShdsVFEQSTf5sWtXGTk2SSFqUyMlul+nLI1145JLTarjomZOjTDoMDmQxVlRAQM06AvPk5PbIzz1kEMTBQhK8ZsmiamaRKwOFEl5R1/+6ZpMp1Kcax/gNFYDEWSKPf5WBwKktENDvb2UOHz0TY+zmQiSYXPR2N+OCd6F02lODYwwGAkisdqZUVBAUGnI1f3WDzO8YFBxhMJLJJETSCPRYEAumFypL+PjvEJrIrCprJSws4sFTueTnOkv5/TQ0MMR6O81dVF79QU5X4f60tKyOg6b/f20T05iU1R2FxeRtDhmPVOQ9EYJwcHmEymsMoSdcHgnLCRyzGZTHK4t5dlBQW5+lpGRhiOxthSXsbpoSEAdMOkbXwch6qyvCCfsMuFALSPj3Okrx/dNFgUCLKiMBsfn9I09nR2URvIo9SbPXHN6DpH+/uxKQoNoVBWPG94mNaxcWRJZEk4TJnXiySKRFIpjvT1Ux8K0jY2Tv/0NHl2O2tLinGoKvFMhlODg/ROTSMIUOR20xAO41RVIqkUe7u6GY/H8dlsbK0oz7FPRmIxDvf18ULLWXQzG9pqk2VWFRURcNjZ193N8oKC3LgkNY1DPb2EnQ4WBa8dSjCVTHJqcIiBSARZFCnzemkMh1AkiWg6zbH+AYaiUdxWCysLCwnY7aR0nUM9vRS53VT4fYiCwFA0yvH+ATaXl2GRZU4ODOK2WtAMg6bhYVRJYlVREQUuF4Zpcn50jLOjI6Q1Ha/NxpL8MEGHA1EQiKXTHB8YoH86gstiYUXhxfe7HdHcNcSZzqE5/y4KAvVlYWpLArdc1+zc9CAT6Rir/BXXFaaQ0NIcHGuj2hWmyOb7rdJfi2SSnJjoYom3BI96fSyN6UyCExPdLPeV4lJ+PVpAI8koDtnC7sHzjCZjeC02JlPxK+lNLBi3lXOiOzrOrsEW3l+6HKds4bvtBxlNRmfdE9GSDCbmijNdC4Y5TSbTis26FVVZhCDMNxEERNGKVV2HKPpIa803+CZ3cCtgmibxRJpoLIWuG0iSiNtpxWpVf+PzTf+mY2o6QSyewiSb5svvdaDcxNRqvw4Yhsl0NBvD7XLa3pFhZ5om05Ekpmnidr2zuu7g149T7QP81fd3kZnnVOk3AVuWVrC2vhTxKinA/rPDKVvZEqojpqWodIYJWF2MJLN7i0gmgV91UmLPI9/mI66liGpJlvkk/KqTIvvF+OF8m5ctoTrssoX1gSy19YITI6lniGpJ3IqdfKsHj+pgbaAah2wlbPUwlooQtLqz7AdTRxVlXLKNbaF6LJKCYRrEtawIWjaDmcpd4QYkQcSvOtkWzgqseVXHrDrcii0b0iHJeBU7pY48rJLK3fmNWCWFewuW4JQtOGQrsiBlwwZdYbpiozgVGycnuihzvLOMT/FMhq8fPETP1BQlHg+RVIrmkWEWBfKYTiX55tuHybPZCTkdJDIZfnTqFJ9asYL7a2uIplI8e/gI7ePjFLrdDEWjvNbWxlc2bSTf6aR7coq/3buXREajxOshns6QyGSoycsDIWtgjcTjvNhylkKXK2ck6qbJZDLJdDKFYZrE0mkmU0kSmUyu3aIgMBiN8tLZc5R6vTlngmmaNI+M8LUDBzFNk0K3m2g6jW6Y13RODEejPHv4CH+8ZXOuvn3d3Rzq6WVLeRmvtbaxp7OLmkAebquFjvEJXm9v549m7hfIKv//x+kzrCkuzjknTOCV8+dpGRnhd9euQZEkRmIx/m7ffj6+fDn1wSDPNTXxWmsbRW43iYzG881n+eya1awtKWYsHucbBw+xtCCfZEZDlbPfQmN+GIeq8qMTp9jb3U2V30dK03i7t48SjwenqiLMBB61jIxybGCApfn5OedEMqMxGoszmUyiSCJTySRpRSGt66R1neebWxiLxfnQkkZkUaR7cpK/27efP9y8kUVX6UfTNBmJxfiHAwfonZqm3OdDMwwGoxFqAnmkdJ1/2H+A1vFxyrxeRmMxXmtt48sbN2BXFL5/4gT3VFVR5vMiCgId4xN849AhGvPD5NntPN/SwkQiic9mxSLJpHWdYo+HApeLI339/NOhtynxuJFFkZFYDJsiE3Q4iKRS/OvhI7SMjFLkcTMcjfFqayt/uHkTRe7bT7slnkzzwv4m4qnMnGsOm8q9q2pzKYJvJQ6OttE01ccyXykyC3dORLQk3+3Yy0fK1lNk893CFs4P3TBIGhlskoI4ry1545jOJHht8AzFdv91Oycm03FeHThNhSP4a3NOLPcXA7A6UEqx3YfPYmcoMc2pif5rlLw6bivnhG5m05qYpolmGuwePEfA6sQhX/TAxLQ0xtzkHteEaWoYZhJR9MBVJ4GAIFgQBSuGGb/+l1ggDMNgZCxKZ88YkWgSWRLxeuyUleThddtuiScwlcoQjafJ890+aeAWCtM0GR2P8sPn3uboqW403cBhU/noY+vYsq7m2hXcZIyMRjjV0kc6rSGKAlaLQn7YQ3lJHqpya6eVpulMTifwum3I8u1hfOzed5Zdb7UwNh7D4bDwp196gIrS69vcaprOsdM9jI1Hr3jP0sXFFIRvTTadZCrDs999C1EUeObjW3A5b1x4NJ3W+NYP95FIZfj8p7fhcd1RtL+DO7jdUHDZxvYCS2EwMYkoiNR5igDwXrZJ9HDx76ooU+NeeG5wq5QNqXDIFvwW57z1+ywOTNNkMDnFQGISyIZ1FNl8VDgvpuZ0Ktk1ShJEyp2zT5y96tzf+QtOlTyLa861WncBk+k4kUyCRe5C7JJKHG3B73U5MrpO8/AIWyvK+WDDYlRJwjBNLDOaCbphku9y8qWNGzBNk+8eP8FzTU1sKS/jSH8/pwaH+L+2bqHC72MkFuNPX/kVezu7eKS+jl80NxNNp/l/7r0Xn82KYZqzROJWFxVR6Hbzelv7rDY5VZUHamqoCwZ5s7OTh+oWsbqwEFHMMlpUSWJdSTH5Lievt7fPeZ+fnWlCFAT+/O7tuC0WdNO8KcJ0Jln2wCdWLKfK76dlZJT/+upr9ExNEXQ4KPN5KfG4Od4/MKucKklsq6jgBydO8nhjI/kuJ2dHRzFMk4ZQiP7pCC+dPc/jjQ1sr6oko+v81Zt7+HlTM6uKCgFI6dkx/i9bNqFKEqYJ1pk9TPPIMMUeN59ZvQqHqqIbRs4B4VAV7q2uwq4qHB+Y3a4it4tH6utoHRvDrqo8tWoliiQhCQImsK2igl3t7dxXU43PZuPk4CAui0p13tV1tQzT5K2uLpqHR/mLu++iKi8vq+woCFhlmZ2tbZwcHOLPtm+j0u8nlk7zF6/t5IWWszzW2HDNcTBMk8FohC+uX0exx41pmjktje7JSVKaxhNLl1Di8aAbJhZZQgCODwxwpL+fP9qymZq8PCaTSf7kpVfY1dbOx5Yvu630NnTDYN+ZTo6d72O+bI2Ly8Msryl8F1r2m4PB5BSvDzbxSMnKWcy2m4F8m4c/qn8vNun6M0cV2X38yeKHbijr1DvFYm8B4kwkQtDqZGu4+h3Vd1s5J8qdeXxu0TYEsmm2Shw+fq9uO+FLhDYGE1P89ZlXr7tuQbAiiX4yWjemmUQQ5qdbmaaBbgyjGxNYxLU3+ipXRTqtsXNPCzt2nmJ8MoZhmAiAoki8Z9tiHn94FVbrzfdaHj/Ty8mmXp75+JabXvethq4b7D/czmtvNvPRD66lujKEaZiUFPnfFdZEa+cwX312F6oiYbepaJqB1aqwtL6Ix9+36pYZ0AB9g5M89+IxPvHh9eT5bg/a4NYNtSypL2LHztO8fawT/QZOnDXNYOebzZxqyXpcpyNZNkYwz5VzwnzxKRv5Ic8tG3NVkZBl6Z2PnSCgKFJWyPc22pjcwR3cwbWR1WWYK0z264QgCBTYvBT8mtrhkK1sz7+2AbdQ2FWVRxbX8WLLWdrGxtlQWsL60hKclwhPLsnPx6mqiILA4lCQna1tRNNpTg8N0zM1xb8eOYIkiuhGNoxjJJ49jT87MsrKwkIK3XOdLJDV0pBFkctXXkEQUCQJRRQREFBEEfUygcmLZWeXnkym6JyYZEt52c2h619mF9aFgpR5vdgUhaDDjiyJJDNZx4EoCIiSNOe3RBAEluaH+c4xnbMjIwQddl5va2dNUREFbhcHunvonJhgx9lzvNnZCUD7+AR5dhsJTZt5X5F1xcV45skC9nBdHd87foL/9809rCwsZFtFOc4ZEUFBELJ9Nc/JsSiKKDPtlWb6XL1Ec2JNcRE7zp3j5OAQa4qL2N3eyZbyMvJsVzf0UppGy8godcEAFfMIlraMjuK2WFgcCiEKAnZFoT4Y5OzoKPH0XJbAfFian0+xx43tsrrXlhRzpL+f/7N3Hw3hMFvLy6kPZR2CZ2a+128fPZZLTTkaizESi6HNZGy7XdA9NMn3Xz3GRCQx55rDqvLQhsU5Icy0rhHTU7gVG6ZpMpWJY5csWCWFmJZCEATskkpCTxPT0piY2CUVu2xBnAkVi2pJJCG7F4ppKUQEXIoNy2UZMUzTJKGnSegZPIptRs/HIKIlyRj6THYkddZhtW6aTKRjaKaRZZ0p1uwcMUEzsxmWNFNDEbJZlhRRQjcMpjMJbLJCXEujmQa2mXqvtVfTDYNpLcGpyR72jZ5ndV4FcTWNQ7bglC0YmEQySaySQsbQSehpJEHErdhQRImMoRHT0qQNDQGwySp2KftcwzSYyiRI6RqSIGCRFC58NZqhE9GS2CSVmJZCNw2skoJTtiDO9NN0OkHK0JAEMVt25lUyhk70srI2ScEhW3NjlDY0olqSjHFx337hnRa6Fz413o/fYmc4GeHgSBf3FdVR4w5du+AVcFs5Jy4IYALIgsT7S5fjVWcvVg7ZQr0nPxfvuVBIoh+Luoxk+gixxIs47I/OZOK4tONNNL2PaPw5TDONzbL+Hb3PfNA0gzf2n+M7P95PabGfj31wHRVlAVJpjdaOYUIB1y2hw+uGwanmXjp7Rm963b8OaLpB38AEoaCLbRtryQ955vX6/jphtSh89ANr2LSumlgsxZ6DrTz/ygliiTS/9/T2d3TyfiWYpklP3zinmvvQtNuHcu7z2PF57ITyXDccwmCxyHzhqbtIZ7KCcD978Si7957j//7ygxSEs6eNLoflljkmbFaFpz+6CRBw2N+Z51lVJD754Q2Aid12J+PPHdzBHfzngiKKPLxoEcvy89nX3cMLLWc51NvLH2+99HDEnPXH7N8EME3y7HY2l5ejSNm93vaqCqr9fiRRxOTGMrbdDNzIc7PqZgKXbllSuj5L18MmyzkWxoVnmNdgCQtA2OlkTVERb3R2Uu7z0T05xefX16HM1GWRZdaVFJPnyBqcWyvK8dvsWC4xmO1XoPBvLC2hKs/PgZ4e9nZ2sb+7m/+yZTMVvoVR6S938FxAscfDknCYNzs7cagqE4kEa4qLkRbIQhGF+Wu+0sgIM/8TEGb1uWYYswwyyI7DfO0ocrv54y2bOT00xBvtnfz1nj18etVK7qqoALIZ2zaXl+UcEdsqKyj3+nKitO82TBPGIzG+88phznQOzrkuCLCsupB19aVIM3u41ugQP+zcz+8vup+JdIy/bt7B+4pW8J6CRr7fuY8iu58VvjL+o/tt2qLDgEm+zcuHStdS4QyRMXS+17EPq6SSMTXOTg8iIfBk+QaW+2eLJU6kY/y46yAxLcUnK7fgVe3sGT7LzsEzJPU0umlS4wrzdPW2XJnjE528NXKW6UwCi6jw0fINLPGVoBk6uwabeH2oiZShYRUV7s5v4O78esZTMf6/lpdo8BTRFhlmPB0lZHHzqcotlDryrjq/JzNxft5zmL0j5+iJjfP18ztRRZm7wvU8WLiUSCbBP5x9jXpPIT3xcbpjozhlC5+u2kqlM8SR8U5e6juRc7gU2X08VbWVsNVDQs+wo+8Eh8famUjH+LPGR6lx5wPQG5/g6+dfY7GniLNTA0S0JH7VwScqN1PtChPX0vyy9yjHJrqYysT5iyUfoGKGSdcVG+Wbra/T4CmieaqfqJYiZHXz8YqNVDhDxPU0L/Qd48xkLzEtTUd0mIDFxUfKN7AtVLfg7/fYeA+LvQUcH+8lYHWyf7jjt8c5cSlEQWCFv5S0oRHTUhdz0CLwgdIVc7xu16xP9OG0f4hU5gTjU39JKn0Mq2UDslSEICgYxjTpzDniyV+RTL+NzbINm2XrTX0n0zQZGYvwk18eIZjn4g8+e2/O6AIoLfLPund8Isb+w+2cax/CNEyqKoJsWltNnt+JKAh09ozy4munuHfrYlrbhzjbNoRpwuLaAjatrcLtspFMZXj7WCenWvp462ArqZTG//rqS7nnfOyxdRQXZgVlTpzp5cjJLt7/wHJONvVysjkbtrCoOsy9W+uxWVVM02RyOsGhox00nxsgo+lUlAXYvLaaUMCNKGY9cZmMzumz/Rw72c3EVBxZFiku8LF2RQWlxQvPGz42EePVN5roG5jkRFMPU9MJvvHtN7FaZIJ5Lj70yCrcrqxXd2w8xr7DbbR1DmMYJjWVYTauqSLP58gtOO1dI7y06wyPPbSCzp4xjpzsJhZPUVGSx4P3LMHpuJ7UQuBwWMnzOcnzOflw2ItFlfnxLw9z4Eg7927NxgNPTsU5eLSDltZBNM2gojTAxrVVhGf668J4x+JpDp/o5HRzP/FECotFoao8yNb1NdhtKi2tgxw62smx0930DU7yj/+2G9sMw2b75jrWrigHsiyT9u5R9r/dztDoNE67hZVLS1nWUILVIuf6YsfOU6TTGls31PLWgVbOdwwhSSJrV1SwZkU5iiwRiSY5fKKL5vMDTEeSWC0Ki6rCbFhTicd1c8OPBEHAfUn4g92mIkkCXo+dgH/2SdXkVJwfPPc22zcvQgD2HGxlYjKGz+vggbsbKC7wYRgmfQMTHDzaQVfvOJqu4/PYWbeygsW1hTknYCye4mc7jtE/MElG01lcW8CDdzdis6m5sWnvGuGlnWe4f/tims8N0to5DCY01hexcU0lTkfWEZVIZnhuxzF6+sbJaDq1lWEees8SHPaL39VC5i1kQ7+6eyfYc/A8w6MRUukMmmYgSyKhgIvHH1mF172wmETTNElndM63D/H28U5GRiNIkkQwz8ldG2spmVl7MhmdUy19HDnRxeR0Ar/HzoY1VdRUhlAVGU3TefWNZnoHJvidj23OjX8kluTnO47j9zl4z7Z6VEXmXNsQu95q4YMPreB8xwjHTnWTSKSpLA/ywPYGHHZLdt5ORDlwpIP2rhFSKQ23y0Z9bT6rlpbl+k3XDTp7Rtl/uJ3+wUnsNpVljSWsXFKau8c0TcYnYxw62kFrxwjJVAaX00pddT6rl5df19x22i1UFOSR0efPnHC7I9/v+q0SCbuD3zxohkEsnSbf5eLxxgYq/T7+Yf8BuicnCdiz69bxgUG2VlSAaXJ6eJiA3Y5TVWnMD3Owt5cSj4e6YDY8MKMbWBUZSRBYFAxwpK+PgUgEj8WKQZZ9euEkXTdNND0bAKwZBhldRxLFa56MmqaJbppkdAPDNGeV9VgtlHk9vN3by/011bgslizrVWBWGtL5YFMULLJE5+QEi0NBplNpzo6MkLkkM8uVWmaaJsbMf7ppYpjZNomCgCSKWGSZ7ZWVfO3AQX7Z0oLXZmVJfhhBECjzesl3ObEqMtvKKxAFgYyRLZtL/XmFBxuGQSSdxm2x8GBtLQ2hEP/j9d00DQ9T7vVikj30yhhGds9n6GiGgSQIOVaFVZGZSiaJp9PosowiSciiiCyK3FtdxVf37ef7J05Q6HZRF7i2AKNFllkUCPCjU6doH5+gyu/DnOkju6rSEA6xr7ubU4NDVOdlwzqahodZXlCAx2LBa7PSMzVFJJVCAM4MD89lVMzTBHNGn0QUBFYVFbEoEOTv9+/nYE8vG0pLaQiHeLOzk0KXm8Zw1iDL6AYWWVqww+VGcPGATpj30CZ72SSV0egYGOc7rxzhjeOt82boyHM7eHzbUgKei+FgDsnCRDpOVEtydnogqzEy3c+avEo6oiPUugv4UddBhpNTfLJyMxZR5pWBUzzbups/aXgYu6QymY5zZuocHy3fyPbwYtKGRr71ot0jCgIT6Rg/7T7EVDrOU1XbCFicTGcS/Ef3IVb5K9gSXkRKz5DSNVTxou3XER3h6aptuBQrP+85wk+6D1LjzufERBf/0fM27y9eRa07n7boMD/pPojf4qDI5mM4MYWEwMcqNqEZOt/t3MePug7w5boHrmpbuhUbDxevwCIpvDHUwudr7sGj2rMMgxnH10hqmuGhaR4rXcNDRcvQDJ2gJcv+z1OdPFi0jIDFyWgqyj+f38Wh0XbeV7wCu6TygZJVLPYU8T/P/JKMeXFt0Eyd7tgYIgIfKd+AKAh8q+1Nnu89ylfqH8QhW3i8bC2LvUX8rzPPoxmzy3ZGR1EFmSfLNwDwr21v8GLfCb5Yey/npgd5ofcYX1p0H0V2H/94bicexcaGYPV1sX7tssrx8V6skkKDN5/9wx0LLjsfblvnhAmcnuhj12ALk+nELP9x0OLkmdrNWKSFhz4Igojddg+a3sVU9FmmYz8gmvgFAirZ1UjHMBOAgVVdj8/9FSQpfHNfCujuG+d8xzB/8Nl7CAevLJQzMhbhX7+/l67eMYoKsl7qHa+d5ujJbn7vM9sJBdxMTMZ5eecZOrvHkCURn9fB6ESUt493Mjw6zcceW4dhmCRTGSRRRBIFVFUi7xJDT76EpTEwNMmvdjdl1aG7R3E7rcTiabp6x3M/GlORBN/64T6azvVTWuRHkkRee6OZI8e7+OJntlOU78UwTPYfbufbP95HfsiD3+tgcjpBT98EXo/9upwTppn98Xc6LNgsKnE5jc9rx25T8XrsiDML/9h4lG98+026escoLw0gCgIv7TzN8dM9fPYTWwgH3QiCkHV27G7CZlVo6xzB47KRSmu0d4++Y9FCRZHYvK6a5391khNnetm6oZZ4PMWz33uLs22DlBcHkGWR199q4eipbj73ya0UF2bHdnIqzrd+tJ8TZ3ooKfTjdlkZG48SiSTZuKYK08wavghZwUlJEvF57TnDzHZJGNDRU91889/34HJaKQh7GBie4pv/vof7727gkfuXYbVk720+N0h71wgDQ9MMj07jsFsYGYswNDqd+31u6xzmuR3HcDmtuJ1Whkem2X+4jcHhKZ78wNpbEn60ECRTGd7Yfw5d1xmfjOccDe1dI2RmmBepmfCpE2d68HkdqIrE8dM9HDzawe89vZ0VS0qBbH+WFvrRNYOde5rRdSPrjLvkeWMTMXa8doruvnEkScDncTAyFuHt452MjUf50KOrZ8ZFoKTQh6bp7NrTQiKZ5r67Fs9q+0LmrSxL9A9O8bV/ex2AxYsKmJpOsHvvWfJDHlYvL8OiLnz51nWDV3c38ZPnD5Pnc5If8pBIpjl+uodlDcWUFPnJZHRefbOJn714jFCeC7/PwfmOEQ4d7+TJ969h28ZFGIZJS+sgZ1r6+cxHN+XWhXRa48jJLkoKfdy9uQ4UGBmP8qs3mrCoMm2dIzlnaeclcy2RzOp8tHWNUFkaRJQEOrpHGRuPUlMRxmG3YBgGp1v6ePZ7b6EqMqGAi8HhaQ5+500evLuRDz+6GlmWSKYy/NsP9tHSOkhlWQBZkujsGWNkLEJ1Zei6nBPr6kupLwvNoV7fDJhAT/8EggAlBbdGzMuiyLnTr9sB45MxuvrGSac1An4nZcV5yNKdNHWXI5PRae8eJT/kvm6dmlRao6N7lKJ87y1h7V0vxuJx/nbvPhRJwq4oDEYiVPn9FLvdJGdCCjonJvibt/aS1nTaJ8b59MqV2FWF1UVFnB4c4huHDlHkdiMKWUHIJ5cuoS4Y5JH6OtrGx/lvO3dR7HaTMQwqfD4+tnwZU8kku9s76J2aYiQW45Xz5+mcmGBjWRmV/qvPt+FYjN3tHXRPTTIWj/PSuXO0jo2xpbyMEo+HDzQs5h8PHOS/79xFgctNWteoDwX56LJlV6036HCwsrCQn51poml4hLSuM5FIYluAPlXGMIZJPlQAACAASURBVNjb1UXnxCTnx0axyQrfO36Ccp+Puyqzp/aN+WHsqsJzZ5r43bVrsM6EqhR73DxSX8eOs+c4MTCITVGIpdNsKS/nvYtqr/rctG7w9QMHmU6lcFutTCYSeKxWFgUCmDNjt7erm7MjI4zG4/zsTBMFLhcP1Nbgs9lQJIkVBQX8y+Ej/O3efeTZ7bynppr6mWwclT4fRW43L587z59u2zonvGY+iILA5vIyjg0M8Ld791I24yTx2ax8asUK1hQXc7R/gK/u30+Jx8NYPI7TYuGhukW4LBa2lJfz7aPHmEgkUCSJwUgEj/XavwuGafJqaytvdnSSZ3egGwY9U1M8uXQpqiSxvKCATWVlfPPtwxS73UiiQFrX+dCSRpbm51+z/huFbph0DIwzEYnjsKqoiowsZbMF6YZBIpVhdCrGibYB3jzRRs/w5LyOCVkSuX/tIlbWFs/6d69qxylb6U9M0h4dZrm/jO7YGIPJKVK6hiyIHB5r5zPVd7HcV4YAGJj8ddMOeuPj1LryMYFqV5jNodp5RRqTeoZvt+0hZWR4pno7BTYvgiAgixIljjzORwYpdwaocxcStnpmseY3BWtZlVeBiMCqvHF+0nUIzdA5NNZO2OrmvoIlqJJMsd3P/pFWjox1ECpyAwIbgjU0eosxTZPe+DjP9Rwmqaev6pxQRImgxYVHsWMRZUJWd043KAcTlvpKWB+onlNXiSMPURCZSEdJ6hnskiWnKSQIAnbZgle1z+svtIgy28L1LPWWANDoLaFpqg/IzgvHTNn5YJUUtufXs2SmbJ2nkO7YGCYwlorgkC1UOkMErC7KHQEGk1NZwdvrcE5sCVdzaLSLFf5idNNgmb9owWXnw23rnNAMne+078epWFnqK5r1QToV6w0ppIqCFY/zM6jKEuKJF0mmj6LrA5imhii6sKpLsVvvxm69D0UuuZmvk0PPjHFTXRG6Ij3dME1+tbuJ8x3DfPmZe2hYVIggCOx7u42/+oeXeetgKx98aCUAsUQKURT4/WfuIT/kIRpL8ldfe4WDRzu4f3sj+SE379m2mEgsSd/gJKlU5qqaE5NTcYZGI/z+Z+4mkOdE1w3iiTRWi4Jpmryx7xwnzvTwhafuYuXSMiRR4OjJbv7n3+3g9bfO8uQH1pDO6Jxs7sVqUfjS79xNftCNYWRPSK+X4h7wO3ni0TUkkxkyGZ2W1gE+9ti6WSfpmqbzyu4mms8P8JXPvYcVjSUIosCJMz387Tde45XdTXzk/Wtyxlwimaa1Y5gvPnUXBeFsPG8kmsRue+ciMqGAG4/bxshYhEgkyb7DbRw50cXnn7qLTWuqkCSRs21D/M3XX+WXvzrJUx/ZiNUi89bBVnbuaeZzn9rGe7YtxqLKZDSd6UgCr9uOKAqsWV7OsoZifvq8zNDINE9+YO0cB1csnuKHz71Nnt/Jlz97D/lBN8lUhudePMYLvzpJTUUoZ5SbmHT1jrFpbTWfeHwdDoeFdFojoxk5jYdF1QV85XfvpSjfi6JkmRTf/O4edu87xyMPLHvXnBOQza5x/EwvX3zqLpYuLkYUhVnjaLXIPHhPI++9t5FgXjY2+XzHMP/jb17kwNEOljeWIAgCFovCto21rFpWRlvnyBWfF42nUBSJP/jsPQT8LqajCf7y717KsWSCAReqIrNlfQ1rlpfT2T1GKjN/nOtC5u3hE12MjEX4w8+9hyX1RdmTPM2gp3+cFUtKsVkX/r12dI3yk+ePsHhRIZ/56GYCfieGYTA5ncBhUxEEgd6BCX743GHWr6rg44+vx+2yMh1J8k///iY/feEotVXhXD8uFLFYms6eMb749HbCoazAWDSWyrV9aGSas21D3LO1jo88ugZJEkkkM0xHkwRmhHuj8TQ/+sVh/D4Hn//UNsJBN8lkhu/85AAv7TrDquXlLKoKMzwapaV1kI2rK/nEhzdkY7ZTGaamkwT8s8UB9x1p5/CJLlKZbOynLEvcu7mOhtoCBEHAZlGwWW7829Y0PXt6OI8Bbpgmr+w6gySJrG4onb+sKFz3iZtpmui6cUNlbyXiiTTf/ukBOrvHyPM7WFQVpqTQB1I2NlvTjeyp9m3kTLkacm2Wrn0Sf72IJVL8+IUjPHrfMpbWX9/mLhJN8qPnD/Phh1dRX7Nwgc5bBZ/NxuONDfROTaObJhtLS2gM5+O12RiMRICspoHXamUqmeSJpY00hMPIoojHauWZtWs4PThE3/Q0oiBQ7HFT5suyPMu9Xv78rrs4OTjIZDKJVZZYFAzmwiIkUaDA7eZLG7MnhReCJC4gz27nSxvWUz5PeIIkipR4vHx508Zc2QthJA2hEP/17u2cGhxiOpXEJissDl+bumyRZT69cgXLCwoYjcfId7oIOhyMxmMAvKe6ipSm59gMXquVL6xblxOIFMiyL55YunT++iWJZ1av5vzYGNsrK3PGjSSKPFJXz+JQiHOjY2iGTsDuYPGMVkKe3c7n1q6l0j/3wEiVJR5ZXE/7+AQpTcNttdAQClE4k33CBBRJojE/n8YZA/zSVUcUBLZVVOC12eiZmsQmK/gv0ZSwygq1gQBH+vpZVbSwb10QBMJOJ3+0ORteMRiNokoiFT4fDlVFFkU+t3YNx2dS0F5I6Rmw2xEEgXuqKgk5HfRMTuGyWKjw++ibmsZrtaKIIo/UZzPcXE5lFwWB9SWlOFSV6WQKqyzz+JIGagMBZFHEZbHw9KqVnCnOak9cSLtaNU+/3kyk0ho/e+Mkz+9vwm23YLMoyJKEJApoukEsmWZsOk5GuzIDUBQEVtQU8eHty3Fetgd2KlYK7V6apvoYTk5zf+FSumNjdMdGkUUJp2wloadxK7Zs6NKMkayIEtOZi5oWAavriofJ56YHGFQmqXSFkC/JLmWXVJ6u2sYbQ8283H+KX/Qc5e78xTxctCJ3T9jmyRnRyoyuhUk248WFdgBIgoRXtTOVSWRZBQJ4lKwhLwgCTsWKZhqkjRsXAL4UYat7jlBuXEvxk+5DnJnspcjuRxEkJjNxdHNh4dmSKBGyunMOA1WUF1xWESWCl5YVZHQzyzbLt3mJaWneHm+n2O6nNTrECl/ZLIbKQuBRrDxU3JDr80rXO8v2dNs6JwRBoMThJ2x1syqvLPfCkFWtvl7NiVw0o2DBZtmMVV2OYUxjmilMDARBQRTsiKKXW9ktyVQGVZFRlCuL7kVjKU4192FRZZLJDMdP9wDZjYvTaeXM2f6ccwJgy7oaQgEXggAup5Wq8iADg5NEY0ng+tIY2awKG1ZVEMhzZr2XspSjmccTaU409c6IqMCJmXZNRRK4nDaazvWjaQaKIlFW5OetA628vPM0G9dUUVTgJZjnviV6AZFokhNNvZSX5LGkvihnENRWhlm6uJhDxzp49P5lOeeELEusXVFOYb43NwYe981R3BVn2CkZTScSS3KyqZfCfC/LG0tyBn9FSR4rl5Zy8GgHjz+8EkV2cOhYB9XlIdavqsy1U5Gl6xa87OgeZXg0woceWUX+DFvEZlXZsKaKXW+d5ejJ7pxzArLOn3UrK3A4LDlD3XKJ/8hqkQn4nfQOTBJPpEindWRZIhpLksm8+5oXjXWFLKrOz435pWEhgiAQ8DsZm4hyrm2IVFojnkiDANFo8oLI93Vh6/oa8nxOBAE8LhuVZQEOH+8ilkgR5PoM92vN20xGQxRFrBYFQRAQyc7PVEq7bsHRE0296LrB/Xc15LL1iGI25esFNJ8fJJ3RWL+6ErfLiiAIeNw2tq6v4aunejjbNnTdzglVzc61/NDMD6MgzDoR9nmzITsHDrdTnO+jtipMKOAiHLi4VgwMTtLaMcyWdTX09k/QN5A9abBaFOKJFG0dwyyqCuPz2AjmOXn7eBdlJQHqqsOEgu4Z1tTsduUH3VSU5vHS62ewWhTu21o/qy/eKd481EpxvpfayrnsOwF49L5lV6Rx7z5wnoqSPKrKgle448rYte8stZVhyouvrnr/60R33zhtnSM89cRGqsuDSJKIMrMWJlMau/efY3lDMQUhzzVquj0wHUmy51ArG1dX3tRvBsDlsPK5T2zFdR0snwvweux84ZPbZq2B7yYsssya4mLWFF/5Hqeqsr2yYt69kF1RWFsyf2FBEAg5HdxbXTXnWtDh4IMNVxf2dFks3F87N8tX2Onk8atkdRAEgQKXiwLXxXXQME06xicYmHG4XA5JvBBe4WJrRfmsazVk5+mSy07XHarKfTUX1e7vqqy86vsIgsDywgKWF851SsmSSF0wSF1w7nrisljm7UPIGq2N4TCN4fkZxFV+/zWNb1WWWFNcxJriuc6HhJbhzNAw2yoqCDjs2bC8RIKzI1fWRQs7nZT7vHhtVjaXl817j0NV2VQ2/zWLLLO6qIjVlzhDLn2HKzlJBEGg0O26ogArZJ1Hq4uLWD3Pu95KmEAilSExT1rQhaCmOMAz71tPYZ57zjyUBJEyR4BDo21ZJoPdj0u2cnKih5DVRcDqwqs6GEpOYWAimjCRipHWNfLUi301V172IipdIT5bvZ0fdO7n+x37+Ez1tlwWooDFxQdKVnN3fgNvDZ9lR/8JlnhLctevVG/Y6qEtMkRcT+GQraSNDEPJKRa5ClBEGcxsRiaTbLjUaCqCKspYF5QhIxuypJvGFTNHzree9cUneHXgNE9VbmVdoIqYnqI1OrSA5114KsyV+F04xHmyVAqCQLkjQKO3mJf7TlJg97LaX8F9BUuu2/H+Qu9plvuLWeS5OREHt61zQhQE8q1u/qV1L8/3nsQqKblhybd5+LMl78UmL/xkS9MGiMS+j6JUo8g1KHIJkhQk6+uVZjavt/7kxmZTSaU10mltJmRh7jNjsSRT0wm6+8b56rO7Zl0TBWHOCX8oOFuEUFXlXBze9UJRZAJ588crJxIZJibi9A9N8feXtQvIxt0LWaN626ZFJNMar73RzGt7mllcW8Ddm+tZuaQEyzs4kZwPqbTG+HiUJYuLZ1GFFUUiFHBx8GjHLM+xKAqEAnMX4puBTEYnHk/jm9m0jo5HCQfdqJek/JQkkXDQPaMjoGXTV41EqCoPvmP2xthE9iQmeNkYej12VFVieDQy67uz2y14rpC61jRNms4N8LMXj9E/OInVqqAqF+rgQkDju4pQwIUsz110TdMkmcywc08Lr+89SyKZxmG3IIoCY+Oxmblhcr1z/nJDV1XlbEzwDfhprjVvG+uLeGV3Ez994QjrVlYSjSU5eqqbtSsqFqw1cQGj41FkWcqFN82HkdEIdpuK+zItkVDAhabrjE/GrvyAK3wKkiQSvMpc87rtPP3kJn7x8nH+8Vu7Cea5WLOinHu21FNckHUejoxHSaY0Xt97loNHZ8cxul22WY6pT39kI7985QT//O9vkudzsGpZGfduqae02D+rDZWlAQrDHprPD+JyWnjgrosGiaYbufR0um4gCMyckosIwkWGgm5kX1qcYUiIYvb+RDLNmwfOs31jLWXFeQhC1iEqztSn6QY2qzIr7MI0TXTDJJFIs3v/ORy2RooLfAgz66lpZtslSxcZBpqejfWWpWw2g3gixe7958jzOiiYyWijzGSeubTNwsy4iOLCaJsXmALGhfcVBWRJzNVrGCa6YWCaWUNMmrlmGCaarjM2GcumjQy6sVqU3Hhpms7oeIQ3DpyjvNiP3+uYyUogYOhmbl5nND3HrLjQ59JMXxtG9qTs8jZlx+1iPwmAJIs5Rkm2L+a2eSH90Dc4yZsHz9NYV5hbUy787lx4rpn7MzNjJs7px0ufe+n4uJ1WlEvWNHOGMSVKArpuYprmJc/MnutfqNftsl2lbPZ9Ly+b/bb0Wcv5pe90a/Hu/4a8U+iGQdPwMPt7eua9bpEk7q+tId91fY7d31bEMxlODQ5yemiYzokJnly2NJsZwzQZjETZce7cFcuuLS6ixOvh9sl98ZsLQYCKgjy+9NhmllcXXpG5Vu4I8NOuQyz1lRCyuil3BHm+7yiPFq8iZHFzX0EjO/qO57JAvDZ4hgZvMcX2hYUs2iULVa4wn6zcwtfOvsrPe47weOlaEnqGl/tPELK6scsWRlORbFZD8dqjvy1Ux4mJLr7T/lZWRHJ6gIlUjI2VNTOMBpPdQ824FRs6Bi/1nWBDsAbrAqQCBCBk9TCcmuaNoRaK7D7yrR7KHFdnCqiSjEWU6YyN4lHttEz30xkdodaVdUym9AzDyWm6YqOk9Aw9sTGcspWQ9eoHzKZpkjK0bNnoKCldozs2ilVSrlkWsiyTjugIn6zcxEp/Rfa3UhCvaJ9eCZIgENPSOR2dbKaeG/8NuW2dE5phsH+kg0dLlrElXDPrg1RF+bpT8+jGOFPRZ0EQEQUHouhHVapQlQZUeRGSVIAoepFEL4JgQ3gHnXo1lMwI9bV2jLC4tnDek1tJElEUiRWNJXzhqe1z7rncuL/ZFN4recxESUBRROpq8vnjL9w/p12qKqPOxFB6XDbe/+Bytqyr5lRzH6/vPcvX/u11PvbBtTx4z5Kb215RRFVlUilt1lbHMExSaQ11HpbKrWBwmCZ09owxNZ2gsb4Ip8OCZZ52mWY2Rl9VpKyBQDa7QyajYdyIlXsJLDP9n07PpqdlMjqGYaKos+dNloo3f13RWIpv/XAfsXiaZz6xhaJ8L6Io8PKuMzy349g7aufNQjbDz/wvcKqlj3/+9z08eG8jD9+7BKtVIZPR+W//+/kbfp4k3bwP51rztqosyH13LebnLx1nOpLEZlV4YHtDNuzHcn1LtyxnKY9Xo3daLHLWQLosC0wqrWXT7snSjOI5XDBqLsAws3NtPlyLrV9Xk09x0XZ6+ybYd7iNPfvP03xugC8/cw+F+V5URUJVJJ54dDWb1s7OnS0Iwqz4+trKMJ//1F303jfBgSPtvHWwlaZzA/zBM/fkRD+vhV+90URX3zguh4VzHcOYJmxcVcndmxZhUWUGhqd4efcZunrH0Q0Dl8PGRx5ZRVlxHgeOdvD6/rMcO9PD4Mg0v3qzmfygmyfet5pQwEVz6yAv7DxF38Ak61aU8/EPrss9d9/hNl7ff46Tzb2MT8Z4YecpCsNennjfKmLxFN997hBPPrqGytLsJmjHrtN0943z+U9uZc/B87xx8DynWvqJRFO4XVZKCn18+OFV+L0O+gYneXl3E509YwiiwLL6Iu7dUrcgJ1dr5wivvNHE8GgEwzQpDHv40EMrCfidxOJpXnurmeNneklndIryPTx09xJKi/z0DU7y/GsnaTo/QHffOP/nX3bhtFu4e9Mi1iwrY9fes7x58Dxnzg3wT997C4ddZVFlmBWNJezYdZrfeXIT8USGf/reHjavqeKeTXU8/9pJ7DaVxbUFvLTrDP3DU2QyGsE8Fx98YDmlRX50w+SnO47NGOkCJ5t7kSSRR+5bxvLFxcTiKXa+1cKxM72kMxqFYQ8P37OEkkL/VUNLYvE0L+8+w97DbbR2jvD3/7Ybq0Vm1ZJS3nt3IwA/+mVW0yUaT9F0fgCLIvHYe1dSV51PR/coO14/w9BoBF03KC7w8sEHVxAOuEhndF7b08z+I+1E4ymefmJTLqxjbCLGsz/YS0NtAc2tg0xOJ/B57Dz24AoqSvNIpTRefqOJt090Eo+n+ezHNufCOkbGovzrj/fRUFtA0/kBpqaT5PkcPPbeFZQV+dE0g0PHO9l3pJ3pSIKh0QhWi8x92xZz7+a6Bc2XG4EiSSwKBPBabw+WxzvBBXHHbTNZGy6HIHBbpZJ8txFLp3n5XCvxTJqnV6+iLhjIhc4sCgb4061XFqJXJDGXheQObhw2i8LqRSV8+oHVNFbmX3UvUuoIUOYM0OAtxiap1HsKaZ7uo85TiCJKPFyUFYg8MtaBZhrUuwt5sGgZDtlCxtQptvtwKtZ592khq4uYloeIQJUrxCcrN/PKwCk6YiMU2XxEtSSnB3sB8FkcPF21jUK7j+lMgmpXeJbGgke1U+0KIwsi1a4wv1tzD6/0n+Ll/pP4VAefq72HGlc+Q6kpQGBNXiWnp3oZT0XZGKzl0eKV86bFnQ917gI+XPb/s/eeUXId+ZXn79n0PrMyy1sUysAVvLckQdN03WzfLbX8ys3unDNnVns0Mjt2Je2MZkZaSSPb3qjJJtlNdtOTIAnvvSuUQ3mf3jy3H7KQQAFVQIFks9kU7jn1oTJfxHsRL1+8iH/c/73rOD7Zw4mpXnaXL6PGFUYWJerdEYKq65bWVjgCfLlhM3tGznM1M06rt5LP1q4vWaP2pSf4Vs8+snqBMruP14fPsnfsMp+v24BHsdPojs6yUY3YPCVHjp7UGN/q2Ufe0Ch3+Hh56DRvj17kyw2bcUgqTZ4oTvn6xmeZ3Uve1EtCtg5J4atX3uH7vYeQBJF6d4TP1K4jbFu4sHa5w8f3e45zYKwbSRBZFqhkQ9ncY+JC8JENTkiCwIpgFTlDQzdNZOGGwf09BNtluYqg/w/R9T40vRtN7yGTfYNU5jlAQBIjyHItityAItejKk2o8mIUZW7K23uBIAjUVAVpqovw6p5zrF1ZNyeV1ed1Uhb2Mjwax2aTS24T78c6UxCEolKzbtx1ROwa3C4bFbEAp871I0lCaRf25uu69r8iS8TKfMTKfKxaXst/+u8/Zs++yzy4c+kHGhxwu2zUVoXouTpBJlsoUWKzOY3OnlHqa8N3JR54t7jW3nSmwIuvnULTTdZ11ONx2amrDnPkRA/JVK4kWlnQdC51jVBXHcJhVxBEgfqaMKfO9TMdz+Jy2m7p12v3S0BAFMXSrunNqKkqipR2942zeV1TaZdycHiadLZAffWdFbGvYWQswdBInJ1bWuhYUtRgyeY0puOZ995ZHxJM0+JKzziaprN7exvVlUEsy6JvYLIoLPpzgIJmcPx0Hw/ubOdzT6wpBf7eC2oqgxRm7IqrZ9x5bv79NNRGSKXzDI1M09xYVvqdXOkZQ1ElyqP+on+9IqHpJql0cREMEE9kGRlN0FR3d6kI167B7bTR2lxOy6IYTXVl/L9/9QrdfeOUR/1UxvzYbQqT0xmCARc2Vb7tuONyqrQ0xVjcGGVxQ5Q/+cuX6Oweo6oiuKBxZyqe4ZW3z/HY/ct5cvcKOntGeeYnx6mrCtK6qJyX95zjUtcon3tsNZYFAyPTJcZTS1MMl1NlcDjO/dtaWdlejaLI+H3FRVhzfRm/8tmN/M033y6xnK6hbVE5bqeNoZE4j+xcwpLFFaiqjM/rYHI6zdBIfFbQcTqRZXQiiSgILG2pxOO2Mzgc59H7l7G4oQxVlfG67WSyBb717GEsLJ58cAXpbJ7vv3AM07L49CMr7zgePPPj41iWxVOPdFDQDCam0thtCrph8vq+i7zy9nme2L2ccNDN2wc7+f++voff+63dhINuHrt/GdUVQZ5/+QRfenItAb8Tn8eBIkusWlaDTZWZjGf41MMd1FQEcNhVsrkCw2MJkuk8vf0TTE6nOd85zNoVdVzsGmHLmiYEBKoqAqxaVoNpWjz38gleeuscv/jp9ciSyOh4kmOn+3ho5xI++XAHhYJONOwpCtXuvcieg508et9SPC4br717ka8+fYB//Ss7b5sSYbfJbFzdiCxLZLIFPvfYaspCbtwuG6oikcvrDI0l2H+sm/u3tvKpmfNeS6MyTIvG2jCb1zSSTOf55x8d4d2Qhyd2L0dVJLZvaKaxLsKf/c2rZHOF0nl1w6R3YIL+oSmeemQlLqfKcy+f5AcvHed3f2kHNpvMfZtbaKqL8N/+9rVZ9G5NN+jqHWdoJM4nH+rAYVf4/ovHeO7lk/zuV7YzNBrnW88d4tH7lrG4Mcp3nj+Mrhts39D8U31nhpxO/v39u35q9X+YEAQBmyxzl/Hif7GIuFz80a4dt3wuCAKyIOC2vX/tr3uYGzZFYklDOfevambXqkUEFuC45led/IflT5X+XxGsnWUD6lbsPFm9mierV99SVhVkvtywed66d1fM1lBZFapnVej6gvbXF+2cs1xAdfF77Y/O+mxlsI6VwbrS/8sDNSwP3KrpBIAAi73lbCq7Lgp7bf5g3maddU1Xw63Y+Wztej5bu37W917Fwf/R+uCcZRVRYnu0le3R1jm/X+SN8cfLPjnvuf+vJbPb+0DFUh6guNHb4quYdY9uxs199Ymqom6HZho8c/Uw1a4Qu2LtqKLMRD7J17reodET5YHyJbdJyJmNBk+Yz9ZflxuI2O8uJf1mfGSHUwvoS09yMTHCscm+WfSQmN3L/7n0wTnFxuaDJPrxur6AZWmYVhrTTGFZSTR9AE2/jKZdRtN7yeUPkMm9DIDDto1o6K8/0HaFZ+wv//Hbe/nTv3iJh+5bSm1lCE03GBiaoq46zKLGMu7f1sr/+vrbfP2f97N7RztOh0o2p3Gxc5iVy2qovcucYrtaVLm/1DXC3sNXqCr3YxhWceK/QFFDRZbYtaWFszPK+Y8/uAKPy0Y2r3G5a5S25nIa6yJkcxrvHLiM12MnEvIgSSJXB6eYjmdZepciXwuBw66wY3MLf/O1PXzr6YPs3LwYSRJ5e/9l+gem+LUvb/lAxC5vhmlajI4n6OweY2IyxWvvnOf46T4efWA5S1qKC4vN65o4drqPbz1zkId3LUFRZA4e6+bilRG+8ORafDO09J2bWzh8ooevfm8fTzy4ArfLRq6gMzIaZ1lbVSlNRJJEomEP+bzOOwc6WbOiFtOyCAZc+L1OohEvm9c18ca7F6mI+WlujDIdz/D9Hx0lHHCxfvXtc1dvhN/rwOVUudIzxqWuUWyqzLFTvRw+0TNrh1HTDZLJXFHAM5VF0w3GJ1N4PQ5sNhmPy1ZyVfmwIAgCZSE3hmVx8mw/iiwRT2Z56Y2zM+kJ168/ky2QyRRIpHJkcxqKLJZSblxO2ywnlDshmyuQzhRIZ/JkcwUKmsHoRBJNN3A61FmWoneCYZhMTWcYG09ysXMEVZGQJBGvx0Eo4Lqr8W/VOfF2oQAAIABJREFU8lpee/s833n2EKIgUFsdwjBMhkbiVMT81NeEaW6M0rG0mmd/cgKbTaE86mNweJoXXztNS1OMtuZyJFGgoTbCm3sv8vxLJ9i4ppGCZvDDl06Sew85r1d6x7jUOUJtdQinQ0U3TC50DuNy2UqMiHDIw+4d7bz0xhlCARcrlxUnHPFElv6hae7b0oLDodJzdYJzl4aorQrictowDJNzl4ew29VSEGWhqKkI8tD2NqIRL9UVAd46cJmxyRStQNDvKqaSxTO0NEZpX1xRotKHAi5M08RuVygLeW4Zp1W1aIF8szDwNX0UwzCx22TKwt4Fj/HXymq6gd0mE4vMPu+FKyN09ozyyYdW4HKpOJ0q5WVejp+5yuMPLL/jIjQUcHGld4xMtkBDTYQV7VVIokgqnefdQ51sW9/Mzk0tSKJAwOvk//7vL9J9dZzVy2qpKg8wOBLHZlOoKvfP0tCJhr2Ml6Ww22TKy3yla04ks3jddkbGk3RfnWBZSyUj4wmGxxJksgXCQTcVUR9Oh0oylSOX16irCtE/NE2+oCPPjPUVMT+7t7XOYodMxTO8c7iTxtowkZAbSRRZVB/hmZ8cZ3wqddvghCxLVER9lIXc2G0KlTEfFTOCyiVYFvXVIR7Y2orHNfs3V18dwu91kErnURSZqvIA/cNF9XxZlnA5bUTD3jnTKQQENq9tYtv6ok7C6ETxfWMYJoIq43bZKAt5EOdgdkmiwNZ1i9i6rsg6GhieZu+RK8Vc68kUoiiwtKWCqvIASxZXcPhkb2kSrsgSTZVhfK5bn5+KsO8jJbz6s8R0YRrd0gipCw/+A+imznh+DK/iwynfXarePXy0YFgG04Up0kYaEZGwLYJd+um65thtMp/ZsZy2uigDY3EGJxIkMzmyeY1cQS863dltRAIuGivCtNXFqC7zEfQ472r+8PHE7CCEYZm8NXKeV4ZOz3m0LEo8UL503uDCzyMMy6QrOcq2aAvVziACArppICAsmEVyDT7VweXEGAGbk1pXkPz7FBf9yAYnZEHkX7fdh2GZZA0NwzRxyeqMf7KI7S6VRK9BEBQkoZi+AaDIDWh6HZrciKZ3USicIlc4hm70YZjzC/O8V8iSyK6trciyxIuvnuYv/+FNstkCiiIRDrr5jV/YxqKGMlYvr0X7/CZ+8OJx/uhPf1jKjq+I+VnWdhuFqfnOK0s8sL2Nvv5J/vQvXkK1yTjtKn/0bx6lcYG7nYIg0L64gl/90hae+dFR/v1//REz6bPEIt5SPaZp0XN1glf3nKOg6ciShCyLrGiv5pOPdHzgKRWCILB6eS1f/NQ6nnnhKK+9fR6wiIQ9fOFT69iwuvGnMhDn8hr/9N19fOP7B1AUica6CL/6xc1s27i4lHrTvriCX/zMBp554Si//1+eBywCfhdPPrSCHZtbSiKZS1sr+d1f2ckPXjzGH/zp84iCiIXF4oYoi5uui2WJosCytiq2rF/Ed549xHefO4TdpvDLn9/Erq2tiKLApx9dhWVZfOPpA+SyGoIosLgpyq//wta7Ep0Lhzw8+XAH//zDI/zhnzyPTZWprwmze0c7b7x7oXRc/8AUf/+td5iYSjM6niSRzPKX//AmXo+DtuZyvvTUOvy+D3fiJYoCHTN06+8+d5inXziGw6aweV0TazvqZqVnvHPgMi+/eZZ4Msvg8DSCIPCf/8dP8LhtPLC9nYd3LVnwefcdvsKPXztDPJFlcGQa07T4f/7nT3A5bdy3tZXHH1yx4LqyuQLhkJtX3z7PvsNXZj4ViJV5+crnNrJqee2CRYuCfie/8Ytb+e6zh/nrr+1B1w0sioyF3/nlHdTXhPF7HfzS5zfx7WcO8j//7nU03USRRVZ31PG5J9aUrDg3rWvictcIz/74eMlmdvWKWtZ01C24bdegayYvv3WO7t6x0jNadOhZTXNjFEEAmyrz+IPLZ1KKzvCdZw9hUUyFWttRz31bi5MFfcYKtrN7tKQPEQy4+OTDHbQtLr+rcSfgd+Jx20uOG7IklkRI79/SiqrIvPrOeZ5/+SSrl9fy+APL8X7I9o2WZS2IRRhPZpmYSvPSW+dKlrtQ1N0wFyCs+tQjK3ntnfM8PcOg2L6hmfu3tGKYJolkllDAVVpQu5w2PC77LayQu4HLaaMy5ufilWEGR6bZuKqB8akUA0PTWJaFz+PgxLl+fvjKSRRZQlFl+gen8Hrss9g00YgH502ONoWCzvhkiompNF1919/vjbWRDyyAWl7mw67ODmhqusG+I1289s75ot6IJHK5Z4zWptiCmaCV0esCzjZVLulv3AmCKFAR9c0ua5hgFYWgNd3kYtcICAKXu8coC3lKdtNlfjd//juPL7Dl/3Lx7vgexvIj/ELdryDdhSJCXJvma73/wEOxT7DMv/B3w88rckaWY1NHmCxMIgoiHtlDs6eFiK2sOOexLMbzY1xKXSCpJbFLdsrtFdS7G1BFG4cmDzCauy4iKCBQ7az5mfedZVn0pLt4duBpBMAm2nm88lNUO+fZuf+AIIkiDRUhGio+OgLIP6+QBJHVoQaaPHNbvwoC+JWPVwBRESV2xtp4dfgMhye6sICMXmCxr5yOYN1duWK+M9LJvtFuql1FrZGjE318pWn9HUrNj49scAKK/rff7z3K4fEeGj0RfnvxdjoTY2SNAhsjjbfY/dwOlmVgWglMM4lhjFPQzlHQzlLQLmCY41hWDrAQBAeK0oDb+Rh224afSrskUWTbhmaWt1UxFc9Q0AwksSh0GQ55ZoTKRDauaaR1UTlT8XTRBUOV8LkdBGZoos2NUf7yP3+empt22B7Y1sa6jnoqYrN3dRrrIvyb37qfiamiQJndJlNZfl20Zv2qBhpqI1RVzC9kU7S0rGVRfRkTU2k03UBVJDxuO8GZ63I6VD73xBru39Y6o7dgYbcphIPu9+y/rqoSTz26kmxOm9NZQxQFtm1spn1xBfFEBmtm4hUJuUsBAIDWReX82R89ReVNfXO3WNJSyZ/8wacw9KJ1n6pI+H1Ogn7nrEmuKApsWN3A4sYok/E0lmnhcTuIhN2zaPqKIrFxTSOLm6JMxTPF+y2L+DwOQsHZ9KhgwMWvfXkLTzy0goKmo8gysbKi8M01h4Uvf3oDu3e0k8kUA1+hoBufxzGL8fCFJ9eSL+i33S3ctaWVJa2VJFM5JFEkHHJjU2U2rG4kOGPPWBbx8OVPb5jTQcLpvDu2wI3YvaOddasaKAvfKiQWDLj4j7/3OMGAC2kOQUwoLjB/9UubeXT3cvIFHadDJRrxkkhmMczrgnkdS6uprgxwiyuTQMmytq25nL/+ky9SXzP7WXt411K2rFtERawY9FnWVkV51I81x8IhFFz4czsVz/DV7+3D7bTxX//40yX2Riqd55vPHOT7PzzKiiXViPLCJsKCINBQE+Zf/epOxidTZHMFJFHE6VCJzDiGCIJAZczPb35lO2MTSfJ5HdvMLr7LeX2R53HZ+OUvbOKR+5dSKBhFlkDYQyKZw7IsbDO6JstaK/mTf/fJWWPMzWisj/B7/+pBkskcum4giiJej51waPbz4fU4eOrRVWzf2EwylQMEbDaZYMCFfYZPXV8T4t/+9m4SqRy6ZiCKRT2KcMhz1xR1UZhbLNKyLBx2hd3bWlm/sp6LV0b4+tMHiATdJVFNYeYZey/6MeI8ZSVJRBAFcoUiO0U3zOI4ccMzdy1QZd702/O67YSDbj7/+OpZ7iGSJN5RnNiyLPxeB598qINtG5o5dX6A514+QSzspWVRrJhyMpWasQMVSGfzJNO5BbtYiIIA1mzxZkkSqakMcvR0HwBV5UE87gHOXBrEN7Pj98yPj1NfHeKxB5ZhUxWee+kEl3tGb637pluoKBJBv4tlrZU8uL19Fkthoe8mURQwrdmaKzdCmOO8k9NpvvP8YXZtamHX5sVYlsVXv79/Qecrnfd96N3MF5yviPpZt6KW518+STTSTTTsZfe2tnu7qvdwR0zkx+nL9NLmXYJNWtg7PmfkODCxD7tkJ2Yvpy/Ty6HJAzxR+RQNrkZ6Mt082/99fIoPj+JlMDvAUG6QmKMcVbRxePIAaT1No7vIIBIR0K2ffZqmZmmcmD5GmS3K7tjDKKKCR747p7x7+HAQtnn4d0sev0UsUhAE/Kpzlo7Fxx0iAo9UrmBVqJ6UlsMCXLJaFCFd4DN9DcPZJCuCVUzkixsTxvvUz/vIBicMy+L5qyc5NtFHizdGd2oCw7JIaFneHL7I6lAtDnHhVH3dGGIy/h8o6JfQ9T7ARBLLkOVa7Lb1qPIiFKUZVVmMJAYBCeawXvmgIEkioaD7loXnzceEQ27CobmPcTlttC2uuOXzcNBdWlTdCEEQCIc8hOexA/T7nAva4RZFkWDAVQpG3HqeYmBgPnvOVDrHnn2XZywT54fX42DD6gb8vuKCP3aHXX9ZEomVeUsL9bngdtloaZo7MprNaezZf4n4HTQVXC4b61c1zFvPzSg6FniIzLHIvhGiKBAJee5o1yjM2DH65gkqFO1DlTvSwm8OXs0FRZGommNx2VB7feByOW20LJq/LwZHptl7sPOWRdNc17Omo660a3e7vlAVmebG21sWCYKA22UvusjcgJvTNMrCXsrCt59IuF122ltufdbKwp5ZwZOF3L+FPLc9V8c5c36QX/r8Rtqay687D+gG9dUhDp/o4cSZq3T1jN32XKIk0t5cTtviipJ45O0WYQs9Zq5+vTkI5XHbZ7F+5oIiS5SX+RbE6LGp8m0DHfINGjd3QiKZZWg0wXSimIbU0z9BJOi+Y/qXYZocOdWHYZgE/c5iEEEosjauwe0oahCcONtPOOBGVWUqY35sqkx6JoUoky0giQKjE0mcdqXUl26XDUmSOH7mKl53MS2qMuYn6HfhdKi8tf8ykigyNBrnzMVBym54N3jcdgRR4OjpvqIlsCpTNZOy01Ab5tV3LiDLEg67wsRUmlDARXvzrb/DG6HpBvuOduG0q3jcNgTANIruEA6bwpY1TbzyznnCQQ/hoIu3D3YS9Lmor17YTp7P46CgGRw704dumDgdKpVRH7WVIX746ikaasJEwx6qywP85M2zbFu/qKQ5kstrTMezjE6McuJcP27nnecDHredLWubeGPvRSqifirKfCTTOQzTYuWS6pLF6e3g9zpJpnKcOHuVZCqHx20nFrn9+HEtbzebLzA5nab76gTnO4dpbSoKVxqGSTKVY3Q8SUEzmJzOMDGVuuUZmwv6TNmxySTaDWUXEmzJFzT6Bqf4xH1L2ba+eZYbzD3cw3ywLIuB7FXOxE/S7GnBxsIXMrIgs8K/inWhDaT1FN/s/SrHpg5T56rnfOIsLtnFZ6q/gFN2FV1sLANFLL6zJUGi1dvOw+XXc+gXmhP/04RhGUwVpqh11hK2RZCEewKoH1WookyT54Oxu/x5hyAI2CTljk4jC0GbP8arAxe4mpliPJdiR3nznQvdBh/h4ITJ2elBvtSwjrDNzV9eeAuAsN1NQsvN6y87H0xzgnT2hwjYsNs34bTtQFEakKVqZKkCUXTyYViJ/jxD183iwt2yCN1hoX07WFaRsj40HMc0TcLz1FXQ9NuK03zwsNA0fV7XgWtQFGnOnXHTNIuMhzncQa5B1w2mpzOIokBwnsCUYZgkE1l8fucd81c1TUcUxbve6bIsi2Qyh8tlu23ZQkEnn9fx3GXO/o245ppyc3DCAnLZAswEUzTdwDBMCgX9tn04F65Zh1pWka1RPO/s+2EYJolEFl03CIU8c07CTdMikcjidttmMW4+bDjsCk6Hysmz/TQ3xkpU7Audwxw81s2KJdW3dci4BlEUZu2u30MRh0728MbeS4xNJpmYFvnbb73Dpx7qYOXSmiJzI+gu/f6K1sOemcCFwPhEigPHu9F1A7tNYcPKBjbeoOVis8k8sXs5L711jm/+4BD1NWE++VCRdvyjV09z8cowI+MJQOCvvraH+powv/hUkf5otyk8+eByXtlznm/+4CBNdWU8+dAKfB4HTz3cwU/ePMt3nj9CedTHljVNpLP50nkddoVPPriCV98+T1ffOIsbojzx4Aq8bjtfenItr75znudePoFlQcDnZNemO7sxCILA1YEpzncOl1gjD25vY2lLJZIksmPTYnTTZM+BSxQ0g1jEy2/94jaC/utBbrtdIRr2zKlPEA65efyBZbx7+Aqnzw/SsaSayI52qir8+L1OGmrCuJw2GmsjhAIumurKcLtsPPVIBy+8eppvPXuIWJmXbeubGB1PFs8hCAR8zjmdfBRZ4r7NLUiSyL4jV8jlNex2ldVLF06/rqkM8vDOJew70sWBY91sXttEJOgujukBd9GK96YyQb+TLz25ltfevcCVnnFqKgPct7kFw7AQRIGR8QTfef4Ik9NpBAFe33uBwyd7eGhHO/XVYaIRL44bUlRcDpVouKikPjgyzXefP8J0Iosoiry85xz7jlzhsfuXUR71lSxcS2VntC2EmaCaqkj86LXT7D18BVmWqC4P8PCuJURueAZ+3tGb7uHk9DF2RXeT0OK8PPxj1gTXsdjTwp6xN4nYymh0N3F06jDdqStYWNQ461gdXItH9qJZGm+PvYVf8ZMzsnSmLqOKKlsi22+h7ueMLIcnDzJVmGRH2X04ZRe96W6OTR8lqSWQBIl6VwPrQhtLZQay/VxKXiChxwkoQTaFtxKxlWFYBl3pTo5PHSWlp/ArflYF11DjrCOuxXlt5CUa3E10pTpJaAlqnLWsD23ELXswLIMr6cucnD5BSk+iCAqLPM2sCqwtLfbnQ9bIcmTyIH2ZXnJGFrfsZW1oHXXOBuLaNPsn9nI6fpKpwiSZ3n9CEVVW+lezIrDytvVeg4iAJEi4ZQ9exUvWyCIgYBft5IwcWSOLW3YjiBLyTcsUYabs3SKjZzgTP8Wl5HnyZgGn5GRlYDXNnhYKZoFT8RNcTJ6nYOSJOSpYF9xAUA1xNdvH4ckDNLiaOJc4Q97MU+9qYG1wA6qocmL6GGfjp7iSusxwbojeTA9hWxn3RR/AJbkZz49xcHI/o/kRFEFmiW857b6lqKLKcG6I/eN7afct5VziNJP5CSqdVWyN7MAuOhjNj3Bo8gBj+VEUQWGZv4M2bzuaqfH66CuU2coYyY0wXhjDI3vYENpMhaMSAYGknuT41BF6M91opo5X8bIpvIUKRxV5I8/J6eNcTJ5HtzTK7ZWsDW0goAQ+Ns/8PXy4aPEVnVJGckkqHX4W+99fAEh4Pw4QHyBuuYi8ofN7x37Ap2tX4VMd/MX5N/mPHY9zMTHM073H+E8dT8yyRrkTNL2H8al/i6YXtSREwY0i16Moi4qsCbkBWa5BlqoQBPu9B3QOpNN53n3nEp2dI/z279z3nuuxLItUKs++fZc5e6af3/3fH5jzOAEW5D//QeGa1/ydnoj5rmtqKk1n5wgrVtSgzOOskEhkeevN84yOJvjVX9s+7zE/eOYwX/rypjsukE+e7KMs4qW84u7SVAzD5MzpqzQtiuFyzb/rMTGRYng4Tnv7excyNU0L05yjXy3o65tAFAWqqoOIgsDERIrBwSmWLKm6q+CAZVkMDEyh6wZ1M9onE+NJenrHWbasBkWRyOU0Dh3s4ujRbv6339yJY45d8my2wDNPH+b+B5YQjS5cn+ODhqYZvPzmWV58/TS5nIbNJqPrJgJF683PPbGGWJnvjsE7geLi+sMWJP2oo6DpaNpsW1VVlZElEV03MS2rZEFszQSBZKkYBNQNE10vWvOKooAsS8g3jQeGaaIVDEyreIyqyAhC0Zb15vQnSRJnLR4Nw6SgFV2VJFFAUWVEQcA0i5+bpoUkicXPLKuUsmJZFqZpUdB0LKuYPqiq19ug62bJSlYUi2KHdwpqWlbRflbXi8+vKAgoioQkCqV6DbMY1LWsYltutm42DBNNM7DZ5FvGzJvLyzM22gC5vF76/1qfKEqxr2/uC0kUMMziPQNK93a+IKc+c01F5ypKfbGQd82190Rh5hyyLJUEUQuagSgIyPKtdd14X+WZNB3LslBkqRhozOu3ONCoqowkihQKOvJM26EY5NYNE5sql4K/tyurKNfv9Y1ln37xGJe6R9m8pgm7TSGVyfHyW+fYsKqBR+9b+jMN0H6Q6Ev38sPBZ/l8zZfoTF3mtZGXWOZfwdbITr7b9w02hDYzmB3gYvI8q4JrkRA5Pn2UCnslD5U/ioXFP1/9NmP5Udq87cTsFWhmgXp3IxFbGS8MPs94fpTP1XyJ/RN7OZ84x0Pln6DWWUdaT/G1nn+gwlFJo7uJlJ7CAjaENjFdmOLvu/8GAVgX3IhdcnBgYi8VjiqeqPwUVzO9/KD/+yzyNFPlqKE3083VTB+fqf4CkiDxD91/g0/xszKwBs0s8O74HlYH1rEr+gDThSn+qedvWexppdpZS0KLo4oqq4Pr7ri4T2pJ9k+8i1t245AcnJg+jm7pfKHmy0iCzFBugEOTBxjKDnJfdDd2yUFQDRFUb2/XPF2Y4us9/8ja4HpWB9cxmO3n6f7vsSqwmq2RnQznBvl239dxSW46AqtocjcTVEOlZ+mvOv8HJhZLvUWXB0mQaHQ3Ue64/fzEsixeH32Fw5MHWRNcS0iNkNZTVDlrqHbWcHTyMG+Nvc6qwBp8io8z8dMYls5nq79If7afb/V+lTpXPe2+ZRTMPPvG32V72U7WBtcznh9nvDDGy8M/ptxewcrAGhySg5i9HMPS+d7VbyMg0OZdQkKLc3TqMLtjD7HM30FPuptv9n6VGmcN9a5GnLKryA7xtKNZBb5/9bsogkKrt50pbZLjU0d4pOJxqh01fKP3q0xrU6wJrMOvBjg5fQxJkPlM9RdQRIUXBp+jK32FNYF1+BQ/KT1Js6eFkC3MwYn9HJk8SEdgFTbRxrHpowSVAI9VfuqnLuJ5Dx9P7Bvtois5wfJgJc3eMlRx3g3GBS3oPrLMCUkQaPOV82zfCTqCVWSNAocnenhl4BxLA5Uo4t29NGWpikjwLzCMUXRjsKg5UThDLr+fTPYVBMGGKHqQxDJUZRE2ZRmquhxVafoptXDh6ElO8hen97ElVsfj9e0IgsCl6TGe7z7Lr7etx2f7cAYTl8vGqtV19PVNANcXhIcOXEHTDVavqae+voz+/kkOHbyCrpt0dNTS0Bjh4IEr9PZO4Pc72bmrDY/Hzvr1jfR0j92WSnvu7ADnzw8yMDDFkqVVbN7czLGjPXR1jRIKudm8uZmurjF0w2Tp0ir27+ukuiaIx23n4MErxONZWlsrWLK0ilOnrjI2liQRz9DSUkFNbZiXfnKyNPnduaudzssj9PaOY7crpNN5Nm9uxuW2c/BAJ9PTGZqbY7S2VvD22xdIpfJkswXWrmukpibEm2+c4+iRHvqvTrJufSMVc2h3eL0OOjpqef31s6XPurpGOXqkm1xeZ+vWxfj9TkZHEzz/3FFEUWTb9pZbWBamadHXN8EPnz9GKOhm2fJqVq9poLtrjKtXJ5iaStPYWMbKVfWcPNnHhfODKIrEjp1teL0OTp3s4+SJPmrrIpimxcWLQxw7WnThKCvzsnlLM8lkjrf3XMDnd9LeXkkup/HST05hGCb5vMamzc1UVPg5dKibvr5xRkcSPPTwchYtis4alERRYHg4weHDXQwPxQkEXTz6aAcjw3H27b1Ex8o6FFkikcjy2mtnuHRxmL7eCTZsaCIyR4rO8HCcQwevMDwcx+Ox89jjK5mYSPHu2xdpa6+EumIg7fU3znH65FWu9k2yYWMT0aiPjpW1XLgwWKprbDTBu3svkU7lWba8hoaGCMlkjtdeOYMoiWza1ExN7YcvNqUoErt3trOsvYrxyRS6ZiDLIj6vk/KoD4ddRRC4C+m1e7gRqiLPa816o2gkFNkDNwYPFFm6I/1fEkUk+60Lf/sdNB6guMB3zBE0EEURu23+YEJRvFPAId0adBNmggo3tq2g6Tz/ykkudA7PWZ/TofLwziU0N0RR57lsQRCQJQF5jnPe2J75giC3K39j+tXNfTJXX9x4N9U7aIzIMyKn12CaFqfOD/Di63MrtQOsW1nPjg2Lrwek5vgN3E7bZL77CsX5zu1Sim521Lrx/JL03spalsXpCwM0N0RZtbQGQYCpRIa9h6+UAlwfF3gVL7IoEdemGcoNsMizmIn8BFOFSQpmAUEQODp1iN2xh1kZWIOAgFfx8cLg86wLbSSgFq2oA2qQLZEduOVbWY+mZfLW2BtczfTxaMUTVDmqS+wdSSgGoMK2Mpo9rdhFG8INYnNLfMvZGinaaxbMAkenDmFYBiemj+FX/eyOPYxdctDsaeEbvf/I+cRZ2rztCIgs8S1jfWgjpmWSM/KcSZxkW9nO4niAhAVEbTEWe1qxibYFBeDcsputke3kjBy6pVMwNd4ee5OkliTmKKfaUUuXeoWUlqTe1YBrjv6YDwWzwFtjb3B8+hgJLU6zp4WOwGoEQSBqL+dLtb/Eielj7J/Yy8GJ/awNrS+xPSwsElqc/mw/AIooE3OU3/GcKT3Jmfgp1gTXsaPsvlnBmYye4cjUQZb5lrMtshNJkIjay/nH7v/FYG4AAJtkZ31oE23eJVhYdKe76M9cZX1oE2X2KB7Fi0f2ErZFaHIvKgkJdiYuMZQd4InKpwipYUxMLibPczp+ijZv0QZSQGCxp5W1wQ2z7s2F6XOM5kZ4ovJTBNUQVVRzIXGOM/HTVNirAIsm9yK2Rnagiip20c4LQ8+TN/MktGkuJy9yf+whVvhXzhI2TGhxjkwdpN7dSLOnBQGBrJnj7dE3SGjxe8GJe3hPWOwto2Aa7Bvt4pWB8+wsb6YjVP2e6/sIBydEHq1exjeuHOSHV08xnk/x9Sv76QjW8HDVkru2OREEGVmKIktRVKsdp307llXANBNo+hUK2iU0vQtN7ySd/TGJ9Ldx2DYTC//TT6mFC0eqUODI6FU3cSfbAAAgAElEQVSG0wm2VTYQsDmJF3Kcmhii8D7tWt4PCgWDfXsv07w4hsdj58D+K1RWBnn7rQssWVZFY2O0tHPl8zspL+hcujRMf/8ki26jUXAjjhzpYtPmZnTdwO9zMj6e5OLFIT7xaAfHjvVw7FgPsXI/hw5eobzcR2/vOA2NZRw+3MXISAKfz8H+/ZdpaCxjdDRBMplj94PLUFWZZDJHT/cYX/nlrZw40cfZs/2kU3kCASddXWNUVgUYGpomkcgyMDBFKORm//5OKioDXLo0zObNxYnq6VNXWbQoxpIlVUxOptm+o/Wu0iDsdoXycj/d3WOcOd3P5i3FXK1Nm5o5c6afY8d6ue++9lllBAEqKwPU10doa6ukta1oXTo1nWZ4JM4TT6ya6Xtwu+1UVga4eHGIS5eGWb++kebF5Rw61EUhrwMWo6MJNE1n5652Xn/tLNNTGcIRDw0NZZw7V3xBG4ZJZ+cIjz2+krGxJKdPXSXgd3H+3ACPfGIFP37x5LztPnXyKmURL16Pg3xeR5YlyisCRCJepiaLAjput422tkqwYOu2lnnrOnduAH/ASTDoYmoqU9QaiPmIxnxMTKQAcDhU2tsryaTzbN/Rgts9tz6HrEhEy3wMm9OcPtVHRYUfTdNZuryGQkHn0KErP5PgBBQXwTWVQWoqb78bdQ/38F4gSSIrl9TQUDN3vqksi0TvoKXwcYEgUExn2Dm/M0/ZjHDsxwkrl9aw98gVRieSiILAVDyDKIqsWVaLPI/Q8M8j3LIHn+KnN9PDVGGKpb5lHJ8+ykR+DFmQUASFtJEmoIYQKLKCfIoPURCJa3ECM4yAMlsUuzg307Av00t3uovl/g4itrLSQtMpu3gw9gj7Jt7lmf7vUWaLsia4jgbX9Y2vmP26rpBdsmFYRVbOVGEKr+LDJhbfhaqo4lcCTGmT6FbR8i+oFt9PoiASUP0UzAKaWcCr+Hi44jEOTOzje1e/TaWzijWBddQ4a+8YoJgojPPu+B7i2jQCIgktTsHMY/L+UwQlQaLSUUmZPcaBib3Uuepxy55SG8psUXaV3c+64EYOTu7j1ZGXqHJUU+msRhIk2r1LeTD2SKk+eQHOfSk9hW7pxOzlt7BGTMsgoSUIqiEkoThfdckunJKL6cIUXsWPTbSV7qmAgCqqaAsQ4pwqTDJZmOSV4Z+U+jxv5qlwVJb6UhEVojfc/2uYLEwwWZjg5ZEfl9LT8kYOl+TEpPj7iNpiyGKRkaaKKpZlYlkmcS2OJEglF5QbUTALTBYmSOkpetJdQFEzw68GPpD7ew//MhG0uVjiryBv6BybuEpvavLjGZwQBIGYw8fvtOygPzNJUsvjlm1UuQJ3lc4xGxaWZWBZ+Zm/HLoxjG6MYlrTmFYa08phWRp8xB7SsN2FYZm8OdDFE/WzF6qWZaGZBgktj26aqKKEV7UhixK6aZAo5HHICmmtgG6Z2CUZj2pDmhm0tJljNNNAFSU8qm1BzBRdNygUdAIBF+Gwh1QqV8zrT2apqgzidhdf4iMjCY4e6WbZsuJOQuEOefI3IhLx8u47l1BVmYrKAMlkFrtdIRBwEvC7GBiYZPmKWiwLzp4ZwGZTCAZcxONF3YC6+ggtrRU4HAqyJFJR4cc7I9SZSubwB1yUlXnx+5xMTaWLQqUhD+PjKZwOG5pmEI9ncTpVamvDNDcX0yCcThvlFX503eTs2X5EUcBmU1BVCYdDXTAdtlDQ2b+vk1DYjdNlI5crvvAcDpVA0EUw6Kan51ZL22s7oaoqY7crs1IUKsoDpTZmMgX277tMW1slqiqTz2lFERybPGvyKcsi5eV+QiF3kdpuGHOq+Xs8dspjPgzdZGhwClmRsNlk3nrrPOGwm0DANefEJxrzcfRIN06nysqVdTO7qdasHc7ibqiCqso4neq8u61lEQ/793fictlmUjZEQEC1yTPBFm64HzIOh23OibZhmJw+fZX4dAaPx8H0dAbTLF5TMOjCNC3Onu6f79bdwz38XEMSReqqQ8A9GzpBEG4r8vxxhCAIPLRjCW2LyhmfSmOaJm6nnapyP6F5xvGfV8iiTMRWxtVMH5IgErNXIAsn6cl041eDeBUfqmgjaxTFsC3LImtkMS0Dp3Q9sF2cM83dLz7Fz7aynbwz9hYHJ/axMbyluHBEoM7VQIWjipHcMEemDvKToRf4Qs0vXL8+Ye6puEt2kTWyGJaBLMgYlkHGSBNQAyW78bSexqJoK5wxMkiChCzIiIgsci+mxlnLUG6IgxP7eGn4BT5X8yV8yu3TQA9M7KUv3ctjlZ8kqIa4lLzA66OvlL6/5u5k3aX2W7EPJepdjawMriGtp9g3/i51rnr8SgALq8imEhT8qp8O/yr2T7xLSk+Vkr8lQVqwO8g12CQbIiIpPTmTynX9HgqCiENykDEypX4smAXyZg6n7Jo5RkC64R4JLMwB2Ck5CagBPlHxOB7lWpqohU20oQg3MMPm2Gx1Si6CapBHy5/ArXhLZe2ivXRu6ebAzEyzHJIDE5OMnr6lvZIg4ZRcrPCvZIV/ZYnBI1IMyN3DPbwXHB7v5Z2RK5Q7veyubKXZW/a+6vtIBSfGcylOTc2/GJguZOjPTOGUVVaHapHvIrXDNJPk8ofQjf4ZhkQXmt6DYU6DpSEIdkTRjyRFcNi3oyrN2NSOD6JZHwgkUWRzeT1v9HeyraJh1ncZXeOHPefYM3gFzTRwKzY+UdvK9spGBtMJ/uz4WywNl3NucoSklsej2PiN9vW0BaLkdI1Xrl7m1f5LZHUNu6zwcG0L91U2oUqzfx7pVI4LF4YYG01w6eIQ1TUhYuV+zp0dQJYlKisDqKpEXV2YAweKDIPycv9MGkAxx1vTiovHTCbPhfODjI0VmRB1deE5be3EmQVqZWUAsIhEvOi6yaGDXfT3T9LSWoHbbScc8XDieC8PPrQMm12hri5MX98Ehm6iqtdzncUbJ1wCt+biC1yfewggySI1tSGudI6iGwZutahHMktMceZNYbPLFAoGZ87009wcKwUIbkQikeXS5WFGRhJcuTJCNOojlytg6Cb5nFZarGcyeY4e6aGvb4Lm5vlZJoGAi8uXh7E7FGpmbC6FG67NNIspGLphlGxdNc3g8uURRkeTXO4cxmavKu0W3Yjx8SRXrowwPBynt2ecYMhVbPeNXTgzSVEVmVjMh64bwK33UZKK+dVlUS+qTS6lBPX1TaAoEkOD05RX+HE4VVKpHGfPDtC8KIbLfeskRJRELKsYuLLbFSwLhoam6OudQNMMBgamqKwM4LArZLMaZ8/007w4hixLXLwwyNhYgsuXhqlvKCv+LnUToaCV7Bt13eT0qavk8hpV1fdYC/dwD/fw8YRNlWluiPL+dNV/PhC1xzg2dYQGVyNBNUjYFuFC4hyrAmsJqAFaPK0cmTyES3IhChLHpo4QsoUJ2hamZO9X/Sz1LUdE5I3RV/GrAZb4lpE3cvRmevDIHlRJpcwWpTvdRcEqzFqgzoVWbzuvjrzEiemjVDiquJrpY7IwyZbwdmRBxrRMzsRPErPH0C2D0/GT1DhrkUWFtJ6iL9OLV/HhEB1EbGUM54bQzDvv+BfMAoqooIgKCS3O5dRF9BtYugIibsnDZGGS/mw/fsWPU3bhkRculK4ICmuC67iUusixqSNsL9tFV6oTwzJxyy4s4GLyPKqo4plZnFuWRVJPMDCT1iEg4JSc+NX5XZygGDiqcFRyZPIQATWEV/ZSMPM4JCcBNUibdwln4qeI2svxKl5OT5/AJtqI2csZz9+6ObRQ1Lka8MhezibOsMK/EkmQSM8Im3rvEAhocDdyaHI/55JnWe5bgThTNqAGsc3D3rmGiK0MvxJg/8S7KKKCU3KSM3P4lAAu2U27dylXUpepddXjlb3kzBxY1h2DVvdwD/Mh5vDyufpVhOwuZEFCM407F7oNPlLBiYHMFF+/cqD0f87UGMzE8asOfIqDhJYloeXYFm1mRbAa+S4yrjW9j5HJ3wR0BBRE0Yss1+Gwb0OVm5DlGiQxhizFEEX/rHxAyzIBHZAQfkYWQYZpsjpSxcmJIU5NDOJWrg9Oewa7+EHXab7SspoGb4iT44P8/flDRBxuPIqNvtQ0hmXxK61rUESJvzt3kH/uPMkfr3mAo2MDfPvyMb7YvJJmf5gT40P8/bmDVLl8LA3GZi1YLYpOCNu2t2DMiMFt2rSIy5eH0TSDpqYosiyxdVsLVzpHKWh6kQET87F1awuZbJ4Hdi+jrMyLZRXzgnfsaMU0iq4KhUKO6/FogVxOI5nIUlcfoaDpvPXmBT7z2XXs3NXG1asTLFtWQ2NTGaIosG5tI7GYj0XNMURRoGNlHR6vg2QyVxI6W7KkCukGRoPbbWfHzlYAGpvKKBT0EqsgGHTjsCtIsojX68DjsROPZ4uCb6rMtu2t+P1OLNNi4+bi1C4U8rBl62IymQKWZZHJ5GeJ38mShGma+P1ONm9pxjCKu/Q7d7YzODhFebkPr8+Jw6HyxBOryWYLLFlaRXNz7Ja6JEnCbldYu66Bzs4RTMPCsmDRotis41wuO7t2tTM5lWbrtsUzO4NFEbjt21tKVnWLmmPoelG0bvOWxQQCLlKpPLGYj2DQjWGa2GwKO3a2YberVFT6cbltjAzHkWWJiko//QNTFDSDlSvrSgt9KFoPDg5MU1MTwmFXeevN83z2c+uxLIvW1nIEUcC0iseXl/tZt66RwoyYYDqdn12XWQxqVFcHcTpV9uw5T6TMg2VZNC2Klo4BKIt62bR5Ebls0cUDy0JRJLZvb0WURCRJYPXqerq7xpAVkSXtVXi9Dh5+ZDnJZA5DN2levLD0o3u4h3u4h3v46KLcXg5YRO0x7JKDakcNFxPnqXRUYRcd3B99kDdHX+OFoecBCKhBHip/FKfkRDM1HJIDVbTNSZywiTbskgNREGn3LSVjpDk4sZ+wLYJTcnJwYj8JfRoRGUVU2BDaRFiNkNQTuCTXLOaELCg4JRcC0OppI62nODR5EN3aiyoqbI/spNHdxGRhElEQcMluXhl5qbhwVQJsi+xERCRjZHh34m1yRhYJCVWysSm8lYBy+4U8wOrgOl4aepHnB57BKTmpcFSRtqdLKQICAk3uRVxMnufloRexSXY2hbewxLfstvUKCDhlF4qolDQm1gU3cCp+gjbvEvoyvZycPgFYiIKIU3LxifIniNpipdSFS8kLDGaLqaaiINLuXcoDsYdue15JkLgvups9Y2/y8vCLJWeQ1cF1RGxlrA9tomDmeX3kZSwsXLKbJys/TVANMl2YnglYXb/xNtHBjdwJAWHm9zGb1e1T/DxU/ijvju/huYGnERFxKx42h7cSIYokSKVg2M0IqWEejD3C3vF3eDb1NKIg4pG9bIvswG5z4JCcKIJS+jlKooRLciMKIg7JySPlj/Hm2Ou8MPQ8IiIu2cW2yE4CaoAtke3sHd/DayMvFQV6RZlWTzuVzvdOw7+Hf5kwLRMBgUqXvyTQPpJLcGF6hF0Vi99zvR8pt468oZPQskDRSvTZvuOktDyfqVuNQ1bJ6RrPXz2BU1b5hcYNdyWKqek9TCX+HFVpRpVbUOR6BNGDKDhm3Dkk5qPr6cYwqcwPcdg2YlPnz0n9aeHMxDB/ePgV/mzDI+wf6eX81CiP1Lbw12f28982Pcqfn3wHSRT5g1X3oUoSk7kMv3/wJdZGq9kYq+P3D/yEzy1awacaigI8X7t4lHeHuvn7HZ/mT4+/xYnxQb7Y3IFDUpjMZ/jrs/v57SUbeby+fU662U8D4+NJ3nn7YsmiU5JFolEfPT1jLFoUI5XKMR3P8Pjjqz6U63m/0HWDd9+5xOSMBgJArNzP6jX1dxRrm6uu/fsuMzaaLH0WiXpZs6bhFrGzDxsXLw5x4ngvbe2VdHePEQy6yKQLpJK50jGRMi/j40lCITcOh0pn5zCPP7EKp/P20X9NM9jz1nkS8Wzps3DEw/R0Bo/Xjsdt59KlYR59rAOPZ25NiX/psMw4hnYay8rP+b0olSPKi39mQdefN1hWAVM7h2lOzPm9IDiR1A4E4Z6o2HuHhWlMYOqXQZCR5FYQPl5pBh8HWFYeU7uAZaUQpVoEqfIjfY9MyyCuxXFIDuySg4KRJ21kcMvuotiiZZEzc8XUDgvskh2H5Cy50qT0FJIg4ZAct7Qzo6cxLAO3XLR31cwCaT2NUy4GHtJ6moJZHIPlmZ1sRVQwLIOklsQpzwQ+KOoK5MwcXtkLCBiWQdpIoZs6sqgUgxmizGhuhH/q/jserniUakcNhmXgkBwz1ycWy+mpElNCEVWcknNBGg2mZZLWUxTMApIg45AcJabBtfLF1JcMWSOHQFFb405iioZlkNJTM8Ec+0x782SNDE7ZhWmZZI0MxoyehiracMrOkk5EXIujmYVZddpEOx7lzowNy7LIm/mZ+k1kQcIpO1H/f/bOO8yu6jz3v7V2O33O9KIZjXrvSEIC0QUCTIzBxjZxwyVx7Fx354nTrpPrJI6dYieOHd/44u4YNzDGYHoVIEBCICTUUBtpNL2dfnZb9499dKTRNAkkJLDe59HzaM7Z6zur7b3Xetf3vZ+0UEph+zY5L4uvfCzNIqJFkUJi+zZ5N0fMiJfrkXGDdd0RYdQj/aVLnZAcPj+OtKngFQGFKc1yPzq+Q9bNEtNjo47LaGUjegRRClExpVUWOT0y5+JGAk1oKOWT9woU/HyZgIhqR3/nSL97yivPa/MEBVPP4RyOYNdQN42RBHvSvexOdQdZ9wpZfKX4kzkXjVbkjZetw9J0arXgIVP0XPake3nnlOW0xo7GxK6pm8FP9j2L7bsnRU4Yeit1VV/nBPtlGFy3jf6hL1Jd8aUzQk4cgRSCdS2zeOLwPl7q6yw/RIbsAlPilRilEAVD06iwQgwWC3i+jxSCxkiifL2laWWGq6+Qpa+Q5dH2vWWxr/Nqm2mIvL5CaDU1cW64cfmwz3xfUVMTp6cnRSRisWRp6+tap9cCXde49LK5p8zWRRfPOSW2TjWmTq0tebgUmDqlltlzGkeQL0opujqH2L+/F9f1yt4XE8EwNNZeOfx+U0rR05Nm755uHMfj0svmEo2e2wiOBc99hfzAZ1B+16jfG+GbCFX8PYhz5M6JQPkpCul/wSs+Pur3UptKpOY2hDaxgvw5jA7lZ7Cz/42d/QlCmFiJL2CEb+LVvLvP4fTBKz5FfuivUX4feugqQom/QWi1Z7paY0IKrSxsCWBqFuYx2gVCiPLm/ngIIcbdAB/RJjgCQ5okzaPvuKDsyPKa0Eiaw13pLS2EdcwmXxc6FXJsd3td6KOGNWhCGzV0YNAe5PGeR8r6GsejxqplVfWF5VCKo/UafpggROAFcaTtru+ysf9Z9mR2j2rXkCZLk+cxNTY8LNnSrGG2xyM4RtNEcH2Hp3qf4GCubdQylmaxonIVkyLNhLTQqPaFECPqcQSmNDHN4euV47O1SCFH9Nex30X12KgZTQxpjBj/Ey17/NgeP+eEkET0CBEio9oeq73ncA4nA11KJIIt/e0IIagNxcjrDnlv4vCxce2eovqdFnjKZ+dQJ7MT9UR0k7xrsyPVhe27ZfXaE8ebY2FTE4qyvK6Z+w/uKruZNUbjdOcz5D2n1E8O3bkMi6oa0aUMtBPGYEMnRSsYKOb5xMILSZZSkioFIV1HnuE+k1IwY2Z92V3/HM4+mKbO4sWTx71GCEFDY5KGxtcezyhEkOq0bpQUo+cwEkLE0IwF+F41UBIC9gdBZSYsew4jIYSOps9A+f2giihlg8qg/AHONhHlNyqUP4hXfAZUGqXAKz6LEX478ObJHvFmgGs/j/LaAR/Pfh7ld8NZTE6cQwBLs5gam4Z9nAfCEQSeJCe/NZBCUheqG/PkPSBLTv17W5QETq0xSA1d6CeV6vQcjiJtF9k+0IPjBfoBteEosyrH1mDxleJwNkWqWGBGsgZTO+eReSzSdpF9qQGaYwmqQqOTRicD1/fZlwrCu6ZXnBlh62nxYD6sqZ9ObShG3AjRV8iyK9X9muyeteSELiWXNczmu7ufZHN/G0kzwpCTZ2+6l/dNOx/zVTw83yy4bNJ0frFnSznibV3LbP7lhcf43o6NzE7W8nxPO47vsbJ+8oTLuSuaZ/JU5wF+tudFltVMwvZdBgp5Lp00nabouQ3gOZzDGxlSn0G48msoP4NSGZTK4mR/gpP/5Zmu2hsSQlRgxf8MU6VRKgN+Ftd+Djv9Hyg1eKar9+aAMEEGLu0gENqJCRKew+sLIZOABiiErHht3ldK4fu9+O4rCFmDZsw8VdV80yKmx7mi/irqQyenixTWwiysWHzK6yOFZHJkCpMjU0657fGgCY1psenA9Nf1d38f0JvP8r2XN7J/aID96UHWTZ7J1y+5bszr867Dd7dt5OnONr679h00Rk9cIPX1gFJBfhmlFFKMFIE/3djYdYi/e/YhPrn4Qm6cMX/iAhOgv5DjH597FE0I/t/at5+CGr56tMaq6C1k6MynAJiReG1E9Vm7w5cIrmqaR0M4wbO9++krZGiNVvOO1mUsqWwZ0xPgzYiIYTCnspaQFmSdaI4lecf0hWzr78KQGkuqm/jUojX8rm0nOwa6aYjE+fySS5gar6Qzn2Z2so6YedR9qyYUZUaJZZudrOULyy7jd207uHP/NkKaztxkHSFt4qlhFx0O7ummkA8YeNMymDq7Ad04a6fVq0I+W6TzYD+VtXGS1ecY+FOFYsGhfV9PuV9PxYtCKUU2lafjYD+TptQQif1+h3wIoYFIljYSQf+42ughCedwAhACIaIIjrpxK5UNNtRnhXzTGx9CVmNGP4gjwghZgRG5CU5C/PocXh8Yoavw3b0ovwsj/Fak1vyqbSl83MKDFDNfxwi/Fc34q1NY01MHzy+Sc/ejlMLUqgjpE6fLU8rHVzaaPLXvIksKFiamYmoTC1z6ygEEcoyUpa8WRa8PTVjo8uTXRa6foeB2YsgKTK0aHweJ/obWP/L8IlIYwwT138hojlfwf1ZdyaH0EH/7zIMTXq9LyazKGhQQ1s++fYACNvccpiuX4crJMzBe57lWH4mxsr6F5vipSdka0nUWVtcT0s+s9hzAhu59PNSxi5huooDzaiZzacOrJ5nPvtlTghCCkGawsmYqK2umlj8/SwQ8Twt83+eR32ymkLO55LolxEqpKKclqvnH84+qEYc0nT+et2pY2QsapnBBw5QRNidFK/jSynXDPruyZRZXtgQZJnQpWVLTxJKappOub3oozy+/8yi7XzpEf3eKytoE/3zbx6iqfXN5XOx44QDf+N+385abV/P2j1zyuv72sfP9VLG8x99DZ0oAad/2w3z1cz/l6net5G23XIQ5SirZk4XvK555eDv//Y938Zl/uolVV7x2dvoczuEcXj8IoWOELscIXX6mq3IO40DqLYST/3BqjKkMnr0R5XWi/PTE158hFL0e9g/9kKS1iKLXx5SKD6CJ8d2zXZVloLCJ2nCwdjj+fXv0faw4mfDjnHuQgcLzNMWuR2N84iNj70YIg5gxY8R3o73/T3Sd3Zt7nLA+marwcKHyEynfl3+anNNGVfh8DC3JQP454uYcTO21u6e/lja9FvQXnqHCWoAhJyaM4MytvU4UhtSoDUdxPA/rBA4sLU3n3bNOvVfOqYKnfO7ZvxPP97m8eTrG68whzauu56trxs8sczJImCE+u2xU0cnXHTuHunl76xLmJRtOybw+a8mJsZB2Cvxw7wY+PONCwvrEonpvJPi+4onfbWGoL8OKS+eUyYmzFcmqGH/0F39AaiDLz//vI+x88eCZrtJpQaIyyqyFLTS0VE188SlG9+FBnrjnRdbeuPyUem1s33yAg3u6ueS6JYTCZ+Y+ildGmLWwmabWGqR2at4SQghqGiqYu7SV6vpTw06fwzmcwzmcw+lDkFXoxTNdjQkhEESNVhpjf8CBoR9ge30MFB7E9nqx9FrqI1fRnXuIvNtOWJ9ETXgNPfnH6cz+DtvrpT66DkMcdXVXStFf2EDa3knW2U9DdB0gyDp7UcqjJrwGITR6co/jqgx1kcuQwqQr+xCeyqGLKIPF5xFoRI0p9BWeoTq0ip7c4zj+AHFzNjFzFoczv8FXDrWRi6kMLac7+yBFr4+QXk99dN0Ij4qe3KNknT1oMkZd5HI6sr9FIPCVx6T4DQwVXiDrHiDvHCSkTxrRT0PFF+grPIshY9RFrqToddOffxYhJDXhC1HKpyt7P5ZWi0CSdfZzKP1LouY0aiOXkrX3EjGaydh7COmNmFolaXs3ttdLzJhOZWgF7Zk70EQEQ8apiVxET+4RCm43ll5DQ/QapDh62KFQ9BWeIl3cgSajNMWuY6i4lVRxO0IIJsVupK/wFI43hK9saiIX059/FtfPoHBoiF6L66foLzyHUi41kTXknDYyzl7Apzq0Gk2EaU//iqHiFuoiV6DLGF3Z+9FkhKgxDSkMlHKImbPpyz9JTXgNhnZq1yi+UgwW8/Tmczi+R0jXqQ/HhnlO5xyHA+kBWuJJiq5DTyGH5/vETYv6SOyESIjj4fgeB9NDZJzAizqs6UxJVGIcozmhlKIzl6HouTRFE3Tm0qTtIpqUVIciVIfC5VS1R67PODZdpTKGplEbipK0Qie9+bU9j558hp58lmc7D9KaqGRbXxeGpqFLSXM0QaKkued4HvvTA9SEokQMg85smqxjo0lJTShKdThSrl/OdejNZ8m6Dr5SRHSD2nCUmGEOq2NPPkNXLshgIYVgUjRBZWj4/u5kxqXgOhxID1L0PAQQNy2mJIYTYkopDqQHsTSdCtOiK5ch5zoYUqM+EiNhDs/M4vo+3bkMg3aQSOEIlSeFoDYcpT4y/v6jJVrJk917cXwPXUqqrSiNkVc/v99w5ETOs9mf6cN7E3tQvFGg6ZKqugThmEX0LCdSXgumz5vEF77+njPy29uf387ErMoAACAASURBVM9zj+7gwnULTxk5YRddNj62k97OIS5ctxDO0NBNmlLLF/79vafUppSCxatnsHj1yBOicziHcziHczj74Lv78b1DZ7oaE0KhyDr76cjchalV4fk5XH+IqckPcWDoJ+TcNhQuplZF1JiGLmNUhVaSc9pojr9jVJsFtxMpLEJ6I2G9mbS9E13GaYheg0Cj4HYQ0htJ2dvI2LsBjbg5G1OrpC+/AdfPAuArG9vrQ+FjaTWAz2BxMzXhi0laS9FlhJrIRaSKLzNQ2EhFaAkpexuVoRXDwlOU8tFlnIgxle7cQ1SHV+N6KaZUfJDDmbvI2LvJOHuYFL+Bzsy9jBbP5isHQ8aJGFMQQmOo8CI1kTW4foah4jYaotdQGVpOwpxHwpqHUoqENY/66JVE9ClkijvJ2HvJOvuQ0sLUqjC1ahQeA8XNJENLcf0MDfF1hPQGMvZu+vPPkAwtI1V8marQSkJ6wzFtchjIP0drxS2YWhKlfDQRIWJMpjv3EK6fxvGGCOlN1EYuwvUzFL0uGmPXkSpuI1XcRtbZW0rRWiBV3I7rZ0hai5HCIOe0UR9dR9ycS2PsLUSMFjL2HjxVpDn2TgwZJ+8cpjf/BJqM4isXXZ5aPQalFM93t/P97Zt4tvMQtu8RMyzWtkznw/NX0FIKJdg92Mv77/8Fn156IU93tPFibwcZx6Y5muA9c5bwrlmLTpqgyDo233t5E093ttGdy9AUTfD9K99BwzGaE75SfO/ljWzsauedMxfyox2bac8G+gRLa5v47NI1zK+uLwv97xnq57svb+SRQ3vJOjYhTeeCxlY+unAlcyprT4qgOJxN8e8vPMVLvZ3sTw+wNzXA893tgKDSCvGF5Zdy0aQpAPQVcnzm8bu5YXrgdXvbzhdpz6YI6Tofmb+Cjy8KvNYzjs1/vvg0Dx3cQ1c+AyiSZpjLW6bz8UWrhm3m1x8+wI+2b+ZwNkXGsfnSqiu54TjNiZMZl65chn/bvJ5dA710ZNOsaWodoTnh+j5f3PAgSSvE1EQld+3bQU8+i6lpXDZpGp9ccgEt8aPhvg+2vcJ3tj3HUDFPwfPoyKYxpGR2ZQ3vn7uMt88YP1NlwgyRcgrcf3g7AMtrWt885MS+dC+/a9/KzVNXEDNCfGfXE3QXhrv4Zd0iHfmhM1TDswvKV2TTBYb6MziOh2kZJKujhKOj5yp2HJehviy5TAHlKzRDIxoPkUhG0PSA4VRKUcjbpPpzgZaEUpghg4rqGOGIedrd0OyiS+fBPmoaKlAKBnvTuK5HJBoiWRvDOE7PIpvKMzSQpbYxiet6DPZmsIsOuq5RWRsf1hdKKfI5m8HeNE7RRTM0KiqjxCpG5i3v6Rgkk8qX37tCQCwZoWaU03ilFPlskcG+DHbRxbR0ktWxMcfBLroM9WfIZ4soX6GbGtF4mHgygqZJfM9nqD9LNp1n4+M7yabyHNrbQyEXsNKReIi6puRJj4Vjuwz2ZejtHOKlZ/cQr4jQtruLcDRg1avq4iQqo2W7R+ZWTUMFvqcY6E2X+zZZEyMSO8pgu65HejBHNpXHdX00TRJLhKmoio7wihjqzzDQm0H5atTfPYKB3jT5bJGG5ioG+zLBeACRWIhkTQxdP8rK+75Pf3eK9GBwjZCC+kmV5bYdi86D/RimRqIyykBPmnyuiJSSRGWEeDKClMPr69huUJdMMUjBe8xabKy6v+mhFErl8d3duPYGfGcbvt8LykXIWjRzMbq5GmnMAE7upEMpB+V14jlb8ZzN+O4BlD8EeAgRQWgNSH0GmrEAqU9HaqPHfSvlg0rhe514zhY852WU24ZSaUAiZBypTUYzl6KZyxCyHnGKY7LPBHyvD+X3AAohEgitcdwYaKVslHcYpYJ7R2otiONiyJU/iO91AgKpTUKIKL4axLe34BYfx3f3BP0qwkitCc1cgW5egNDG71OlFKg0vtc+5jWBjcoJ51DQ7l7AL82TlhOM/Vb4XleQxQYQIo7UmxjLxV75WXz3Fdzik3jO1tJvagitBs1YEMx7fQZCTqzGrvw0vtcBgNTqEDLYOCm/B89+Drf4JL7XBqoAIo7UJ6Mby9CsC5HjZMZQSqHUAL6zE8/egOe8gvL7ABeEhZA1SH0KmrEITZ+OkHUgRr4Hj9pzS/Uojvq9ENHSPJs4NC9wr3dB5VAqi/IzOIUHQNmlPhnEc7aPUVoi9cmIY8Q3lbIDYkMVCeZnE4j4CTxzFEoV8d02wAtsay0IGWassRcITK2KqtBKLL0Wx0/jK4+ccxAfB02EqTAXkXPb6M49RMRoAQS+KpJ3D2NpdSO8FKSw8FSRSmsJhgzWF6ZMIpAoHAaKm/D8PKKku6LJELbfj8IrlTcpuIfJu+24fpqMvZu0swtLqyE4w1MIoVH0+7G9/sDbQKvE1KqI6K0jTu9tr68UnrDwSAejawmE0BBCRyABSd7twFXZ0XqVqDEtIBIKz6PLGJqMUHS78VQeTY4+zwIipgtTq8HUahgsvkhIb6LgdmPKKtL2dkJ6Y/n9q8lwOaTmSJsMLUld5HKMEalXJVJY5N12PJVDYtJX2EDMmIpAoFAIITG1o+V85VJwO3H8ISL65LK2R0yfRURvZaj4IpoIBy0OtHsRQlLwOsvXGjKBJLgnTL0GQ6tioLCR+sjaU6pLoZTilaE+vrrpcQyp8eULr6Y2HGVvaYM/8Pzj/M3Ky6kJB1pJedfhf3a+wFunzeVPFp5P3nW4ddtGvvfyJhZWN7C07uTCvOOGxSeXXMAf5hdz67aNbO0bPXU5wMv93fzuwC4+vmgVLfEkW/u6+OaWp/nuy5v4+9VXEjVMunMZvrZ5PT35LF88/wqaonHaMym+s/U5vrzxUb564TXDiI+JUB+J8YnFqxkqFvjU479lWW0TH1mwAlNqaFJQHxlp644925iZrOFz511ETShCV4l0OQJL06iwQnxkwQpmJqvRhOThQ3v44fbnmV1Zw00zF2LI4J5d2zKD8+om8XRHG//xwlNj1vNEx6UpluBvz1/L4WyKr2wcW0PMUz6PHtqLaJ7O36y8nAorxPrDB/jBy5tojCb47LI1ALSlB/nWSxuYmazhQ/PWYkiN72/fxEMH9/C/Fq9mdWPrhH1cbUVZXNmEAlzl0xJ9bdn5zqqVmCYkUT3YAHvK59ne/bTGqkkYw+PpznSKy7MFu7ce4jc/epKXntlLNlMgWRXlvItnc/0H1tA4uXrYpjyTyvPInc/zxO+20PZKN47tEk2EWLB8Gn/0F9dRVUrN2N+T5o5bH2fzU7vp6RjEc30qa+OsvGwuN3zwImpPQTrI8dDV3s+fv/fbvOcTV3JwTzfPPLydbDrPpCm1XHvzKi5761IM8+i03fzUbn516+N86M+uZfOTu3j87hfp70kTrwjzkb/4Ay64agGaFvRD+/5e7vmfp3nm4e2kBrKEoxaLVk3n+g+sYfq8pmGb0vt/+RwbHtxGIW9TyNnkMkXW3ngeH/vfbxtWX6UUB/d085sfruf59btJDWZJJKMsv3g2b/vgRSPGYag/ywO/2sjTD2zl0L4eXMcjnoyw9IKZfPjP30I8GSGbLnDbfz3E1uf2cXh/L67r8bUv/BypB/VbfvFsPvmltyO0k7sP2vf18JP/fJB9OzroOtSPpkt2bjmIkIGdP/zTtVzzrvPL67Itz+zhZ99+mA98Zh0vP3+Ax377Ar2dQ8QSYW75/DVc/JbF6LqG53o8ed9LPHj7Rvbt6CCftTEsnZnzJ/G2D17EktUzyuQXwKYndvHr7z/BYG+Gof4Mt3zuGq573wUjiKd7frqBZx/Zzrs/fgV3/fgp9mxrRylF64x6bvzwxay4bG6ZoHCKLg/8aiOP3vUC6aEchZzNX3/r/Sy7cNaIfvjW395BRXWMmQubefD2jXS09aEbGguWT+Mdf3QJs49JjZrLFnn415t46I5NZFMFctkiqYEMhqlT31zFOz96OWuuWTiMKHmzQymF8tqxsz/Ayd9R2vT4HGVtBG7hHmxZhxG9GTPyh4gxCIQRtv0hnPyd2Llf4DvbAZeRKToFIEEYmNGPEkp8bpQ6Onj2c9i5n+EVny5v1kfakpDVkcY8rNjH0UNXveHFzJz8ryim/wWUhx5+C+HkVxjPPUp53eQHP49nbwYEkarvoocuHm6z8ACFob8GBOHkv6IZCyimv4FT+B2oLMf2q4fAyd2OZizEin8azbponD5VuMXHyA98esz6hSr+GiPyfiYSxfSKj1FI/T3KH0Ia84hUfQehTZzJQPl5Cqkv4+bvASExI+8hVPE3o9bV97qws9/Dyd1eJkKGzfv8b4N5H3kHZvSWcQkEANd+hsLg50H5WInPY0Tei+9so5j+N1z7qYCUOIYN9YoSV/6GUOLvkJHrR2+P8vHdHRQz38ItPFIaHzXMzpFMKKAj9Ras+GfRQ1cDY5ALaoh8/5/gu3tG/VqzVhNO/itCmzjtt/K7cPJ34jvb8d39eN5+KJGPAG7hXtzCA6MXFiGiNbehGQuPsTdIYehv8YpPAoJQxRcxIu8euy1Hyinw7OfJ9X8EVBGptRCu+jaanD1mGV3GqAmvIWoGOmiaiFJhLaAvv4EKcx5hvYme/OMU3V6S1hKksDCkTsJawGBhM7WRy4aRE57KBqEDyqWvsAFPFYkYLeUNrUAnZswkZW8jojcTN+diaBX05Z/C9YaoDC0lrE/C9voouF1Uhc4nrE+i6HWjCYvq8GpAkLDm0Zd/moy9h2RoCbWRi8k6+0ET5d86AkOrIGZOx/VT1IQvwtAqqDAXIIRB3JxNWG9EkxEy9i7C+iTC+siNbMHrJOccImpMIaJPxtJqGcg/B0JSHVqFILBl6aVMPAKqwxeQsrdhatXEzJmAImK0kncPETdnU/R6kGhUhy9AihAV5nykCEJSLb0+CAdx9oJUw0I6AvMa9dGrGCxuRhNhqsNriJuzcP0UVeFVGDJBzJiFeUxmIE2EyNi7MLQqKqyFxM1Z9Beew/b6iBrTiZkzSvoYCiEMRKluaXsHlqzB0CpIWHPL5KzEwJBRHBHFOgEh1ZOB6/usP3yAfakBvnHJH3B+QwsA86vq8JXiL5+6jxumz+fS5mlAQCAtqmnkQ/OWEymJKWYdmy88eS9tmUGW1Dae1IGCJiW14ShR3SBpje+KG9J13jlzIddMmY0ApiQq2drXxTOdbRRcl7BusLmng43d7Xxp1ZVcOXlGqS31pOwif/nUfewc6D0pciKsG0yrqCJlFzClRtIKMaOimtA4op2eUvzpolVMrwjCuY9XhDGkxkcXrEQIUf68Jhzh4YN72DXQi+v7ZXIiblrETYv9qQE0Oc5BwQmOiyE1GqNxdCmJGuM/5yqsMLfMW8bimkYAGiNxnu44wAu9HeUwk+39PWRsm3WtM5lXFczN66fN4849L5fDVSZC2inQkU/hKcXedA+u7zMz8ern+VlFTrREK3nf9NUIwPZdpsSq+fjsS6gLH2WruvIp/mXb/WeukmcBlFK07+vl1q/cTbFg895PXUn9pCoOvNLJvT97lr6uFB/9m7dS2xAQCcWCw6+/9wS/u20DC8+fzrU3ryYSt+g5PEg+WyQaDx1rHNfzWHvDeUyeWY/vKzY8uI0HfvkcsUSIP/xfV57mxkEx73DXj55i2ZpZfOJLN+LYLvf94jl++s0HSVbHWH7J7DKR4PuKwd40v/i/j1BZG+d9n16Haem07++leWotUoogrrM7xQ//7V7aXuni+lvW0Dqjnr7uFPf+7Bm++cU7+Mw/3UTrzKML2WvfvYqLr12M63gc2tvND752H553/MYG+rpSfPef76G7fYCb/vhSmqfVsm9HJ3f9+ElSgzk+/sW3kagM2OpsusDPv/0wj939IksvnMn1t6whFDbpPNSP7/nlU/5QxOSad6/iiredx/f/9XcM9KR5/2fWlTUUYhXhMqFwMqhtquRdf3I5g30Zvv2lO2meWssNH7qIcCT43drG5LCnr1KKVH+W2299nGRNnJv/9ApCEYvDB3ppmV6HVvKIEFKQz9q0zmpg3U0riScjdBzo45ffeZQffu0+Jk2pHabXseLSOcyYP4n9Ozv5zy/ejuePHqLlez5tu7u47ZsPcsG6hbzzo5fR3T7AnT9Yz4+/8QAtM+ppnhos/g3L4Op3ns+qK+az8bEd/Ojf7yt7ZhwP1/F49pHt9HYOcu3Nq2horuKVbe3c+cP1/OK/H+Uz//ROovEQvq/YsmEPP/r6/Vzz7vNZc/Ui8tkiv/7eE+zeeohbPncN85dPKffD7wOUUvheG8XUl3ALDxOcxEYRsgYhKwGF8gdQfi/K78DO/BfK3Y+V+HOEHF8oyfc6KKb/Eyd/B6gMwVFUBCESIMzSCZcTnLj6GVAumjFvTHuesxM3/1vAKdsRMhbYA3y/5GGgcvjOCxRT/4SQUTRzzRvcE8YvnUL7oNwTuF6VrnOO/j2mTQ+3uB4nf0ew8RUGQmtGyCQCfVifes4mCql/IpysDDaTY/WpCAebWuUSnKg7QQYUgror5Z1QqzXzfISsQ/m9+O4+3OLTGOG3jTuWSil8dw++vRkoAhXo1mWMdnLuu20BiVF4ELBBJJCyOvB2wD9u3n8H5R3GSvxZcJI/ZgV8lLJB2fheB77zEoWhv8NzNgf3lVaFwEChQOVRfgpEBdJcOKZJ391NYeiLePazgAjGRlYixBEX3nQptXAaVLbkEWMxPvkjS/d4imBcHJQqQMnbJhi7Ewu19b1DOLnb8L3uYfaPkBOggRhd4FEIq3TtMZ/JKnTrErzi00ARJ38veugtCG1ijSi38FD5WaOZy0oZR8aeL4ZWQXX4qBi5EIKq8AqqwivKn9VFLjuu0gYN0atQSmH7/QzltxxTXkMIA6UK6CKKpdUSM2YNm7MJaw4Ja84wk02xtw77uzk+3KU78Ng4irDeNOyaytByKkPLUcon5+6n4HYfc20j9ZF1w+pQFV5ZKrcUgJDeQIW1AKUUjj9IX35D+VpdRkiYC6iwjnUDTxKOD69zMrTkaD8gSFhzSVhzj2lDkP0lZk4ftY1V4fPL/5dCpzK0jMrQspIWQBsFt6P8fUivJ2pMK9sCqItcOrw+2rFCjhJLr6MmfCEh/Sjh1hh7C6MhXNLdqLCGt9s6huwYsl9iqLiNusgViAmIs5NFwXPZOdBDfTjGlMRRLzMJzKqsIWqYvNzfXSYnAJbWNmKVMgAC1IYDD9Ci656kNOvJIWmFWXBM+IaladSEItieh+MH/14Z7KWvkOPbLz3Dj3ZsLpcdLOaRQtKRO/2iuQuq6qiPHM0id3x/uMpn10AvT7Tv50B6kLxrk3Zs2jMpFtc08mqVB071uEyOV9AcqyjbixomcTPEYDGPp3yk0NA1CSLQ24DguVZwXaQQ5XGasN7VLSytbkEBWwcO80L/awvTO6vIiWMZKF1qvHPKeSSt4a6RUd1iaVUL+jjs05sdnuez/r4tdBzs4xP/50aWXTQbKQVzl7USiYb4wb/dy3OPbOfam1cDcHBPN4/c+TxLLpjJR/7iunLaRt/z8ZUadupbVZvgQ392LVKT5U1XQ3MVu7ceYscLbSilXpeFe3V9gps+ehmVNTFQUNdUyT984kc8/eA25p83ZZjGRTZdwAwZvO/T66iqiyMQeJ6P1ES5nVs37uOlZ/fynk9eyTXvOh+pSXxfUVWX4Kuf+QmP3f0i7//0UXKisjZOZW3AzAohsEIjXyZKKTY8tI39Ozp4/+eu5pJrFyM1yezFrRQLNr/54ZNs3biPC64MXlZ7Xz7MY3e/yAVXLeC9n7yKeDJcrp9SoBvBOBimzpRZQV3iyQj5rM2U2Y00Tn5tKtbReIgZ8yfR35MiFDZIVEaZPm/SuMKruUwBqUne9+mrqKkPHnCe7yPl0RzRUkrW3nAeSik0XUMIWLB8Gr2dQ/zs2w8z2JehvvnoCzNeESFeEcF1PDR9/PvY931WXjaXt31gDWbIwHN9CrkiP/uvh9m3o6NMTkgpqKyNU1Ed5eDe7nFtAniuxx+89wJWXjYPTZfMXdrK/l2dvLL1EN3tA0yd04jv+7y8aR9mSOfy65cxeUY9Sin6uobYt7ODYtEhGn/zaq2MCjWInflGmZiQ+gyMyPswQpcjZDA/fb8Ht3AfTvY2fG8vTv63CK0eK/ZJENHRzaoCdua7OLmfE2wSDTRzJUZ4HZqxFKHVAjrKH8B3X8GzX0T5A2jmklHtgY5unY9rrkDIOJq5Cs1cgtSmIESIgETpxSnch525FeV34nv7sHO/ImwsBvHmyjh0KuHkfw2qgNAmY0bfjR66GilrABH0af4e7OytKL8H392Bnfs5ocQMxKhZDQS6eQGRqh+CSqH8FL7fhZ39H3xn8yjXjw2h1aBbF2O7L4NK4RXXY4TWghjvhM3Fc17A9wIxZ81YiDRGnpwrVcTO3opbuB/wkfp8zNgt6OaFZVLO97tw8/dhZ3+A8jtw8nchtCas+GdOIFzIxXO24ru78dwd6NZl6OFr0IxFgX3l4HsH8eznAQeptYxqRSkXJ/fLkhcMaMYSzNhH0czzEOV7z8F3DwVhU/ZzpesWIMZb9ooE4eQ/BwSMGkL5KVz7SZzsjxnpjTQ+pDYZM/apo8QG4OR/g2c/DSg0cylG+O2jFxYaUjYO/0ho6NYaHL05IJrc7fjOS0ht/Mxayh/AtZ8ut0+zLhrz+XSqYMpKKkPLjvlEkLQWlwg4UfYEeP0giOithPXmYz45OS9AQ1aMaNPp29qeGCJ6M2H96Dw52TZpIkxT7DrEKdwiJcy5xI1ZSHHqw6MVioLnYun6sM2kEAJdSCxNI+c6w8pEDXMYX3yk3OlW89OlJGIMn+dCiPLv+kqRd11MqbGwpoGEOTw099LmacyprOF0I2qYY27MlVI803mQf3j2EZJWmPMbWqiLRCl6HnuH+nktvXiqx8XS9GEaIsfus48YXVBVT3Uowq9e2UZINzCk5LZdLzIjWcP0iuoTupu39LezbTAgBDvzKabGXtt+5awiJ46FJiTzkk2l2EmFj0IiiOomb289D1P+/rhRH49susDuLYdIJKPMXz61TCIYps7Mhc3EkxG2bdrP1e9ahZSCXVsO4jgeKy+bS2XN0VhMTddGPrIFSE2SSxewiy6e61HI24QjJsW8g++rcpjE6cTMBc1E46VYdQH1kyppnVHPvu2HyeeKw8gJM2SwZPUMqusT5bbpx8wPu+iy+6VDaLrG4mNCDDRN0DKtjimzG3npmT14nn9Sp+B2wWHXloNohkZ1XQXdhwfL38UqIvi+Yt+OjjI5sf2FA0gpWHnpXBKVkWHjcLbCtAwWnT+d2sbkqH17BJouKeRs0oM5XNfD9xSRmIXreLjOiZzejo54MsKCFdOwShlFdEOjtrESw9TJpvITlB4bTVNqmDKrsUwIWWGTuqZKdr54kELuaFy11CQoyl4zqvR/pdTvXXCZUj5O4VGc/G8BF6E1E0r8NZp1ybDc9JqMIaMfRmrTKKS+iPLacXK/QDPPwwhdNard4DT+dqAIIowRfgdW7GMIrWl4SIBWh2bMRg+tA5UbczMhhEDqMwklv4yUSYRMcvyCWcgYZvRDgKCY+kfAx7M343sdaPIcOTEmVBahNRFKfAE9tHaYzoCQMczYRwCbYvprgIdnP4Pvd6DJ6SNMBc/3CJo8KmCr/BRucf1JkxNgoocuwc79FNRQYMM7PK6bvvJTwek5HmCghy4vkQ3HXKN83OLReS/1OYSSXwpIs+PnfezDCJmgkPoKqCBEyQhdgWYsHdtzBAAfr7gBIaOYkT/EjH008FQ4pozUJ6Fb5weeFmMs3QK9hq0Enh0RzNjHMMJXcfzc18wkmrkAFX4rSmURsmrc+gmhIfRJwLGZGVyc7P9w8uREHWZkeHik5wbaGKCQ+gzM6M0nYVEg9elo5gp8dz/KH8QpPIBmrUaMsdlXSuHZG/Dd4HRP6pPRrQtP68FLYFsgGKVOZ+hlEtRJO+nN+/DyY7TpDOG1tumIjVPdJikMOAFNllcDQ2o0RRNs7j5MxrE54kyvlGLQzjNYLDApOvydNi4ZeRoxEXWlS0l9JEZI07mmdRarGiePc/Wr+fUjT6xXTyBkXYff7N1OwXP50uormVZRhRSCtvQgt+18bVmHTvW4nIi9+kiM981Zylc2PsY3X3yasG4wKZbgQ/OXMzl+Yvp2Yd2k2grWY9PiNcytaGB/po+WSOW4oSxj4awlJwBc32Nfpo+dqU5SToGEHmJWop5p8ZoRnWV7HoN2Htvz6MimWFjdQOgE4mTeiHBtl0wqTzQeGqa/ABCOWlghg2yqgOt4mJZOaiCHbmgnJNyXGsix4aFtPP/ELvq6UyilcB2Pw/t7mTa36fTTqiVEYiHkMaELUpPEKsIc3NuN5w5fDBmGRjwZGbNtnueTHswRjpoj0maalk6sIsyhvT2BSGbkxF9IdtElmyrQdaifr3zmJ8Pq6zoexYJDsXCUrU71Z7FCxqgCnGcr9An6FgIxzJ0vtvHkvVvZu+Mwju2iVCB8Ca9tyhimTjw5/MS17BEzRtjGiSASC2GFhz8fAmJKld3xNClZsHwq9/7sGe77+bOsXjufXLbIo3dtprq+ghnzR6ZQe1ND5XDzvwlIAQyM8PVo1gUlgbThEMJAD12CYV+Fnf0xyu/Hyd+Fbl1c8lw41m4aN/+7Ugw/aMYyrNifILRJY847IfQJvRuEMND0qRM0Ske3LsHWvhuIQvodKJWaoMzvO3R063L00GVjCCAa6KG12Nnvo/x+fK8N5fcD0zidu7AjhJRmLsYrPo7yO/Hs59BG8YQ4At/dg+e8BIDUJqGbKxixLFJp3Pw9JW0VgRG5KfBoECM3P0JY6KFr0fK/wbM3oLx23OJjSGPhCbhyF9GM1ZjRDyK1wBNllFaWQhvGgMqX7k8IxCPHFvYEEDKCYGLhzrMdQujooXU4+btBpfHsjfjuATRjuDyjIgAAIABJREFU5ugFVB63+CSoQFxdt9YEBM05nMMbEJams7K+md/sfZl79u/klnnnEdUN+go57t63k6QVZnFt48SGzgLoQrKopoGqUISf736JSbEETbFEEJ5dSpM6LVH5qvZ3hpSEdYP2zBBpxyakGyWBXk5qTe4rn6LnoktJhRVCCkHOsXmsfR8HM0Msr3/jrQ2f7jjAwpp6/vy8S0haYUxNI6wbJxzWMSNew/R44NEiAITgZ/s38Z5pK4jIkyf6zlpywleKJ7v38J3dTyAQxI0QaaeArxQfnnkhlzTMQjvmRG3IzvN8Tztpu8igXWByPHnqyAlhBLGlY8RBvt7QdI1QxGSoL4N/nA6CU3RLmTv0ssu8FTLwPZ9iwRk3LMP3fO78wRM8eMcmLr52MVfceB6xRJhCzubH//H66nzkc8VhmgG+H2QRsULGiGwKCDHuoZSUgnDUwi44uM7w+GXX9SjmHUzLQDdP0vVPlxiWTm1jkvd/Zt1IF38RhMQcgRU2cF0Puzj+OJxtGK+aSin2vnyY//yb26moirHunSupaUhgWgbPPbaDn/zHGMJmJ/zb4lXpa0wEKcSE/S+kYP7yqbz1fRdyz23PsOPFNgxDo6Glipv/dBV1TZXjln+zwXdfwXMDFX0ha0qn5mM/E4ON2jqc/G8DF397C767B80YnkLL93pwi+sJaCwDI/KOksfE6b8/gvmVQGqT8LzDgQChKr6h7s/XG0LEMUJXjjn2QgiEqERoLQEpofLgp1FqAueBU1E3WYNuXRSEK6g8buF+jMhNo27olfJxCw+VMsFIpLEIacweNu6BxkpnsJFFIWQDunk+44ktBrol55U8ATw8ewvKTyG0idxcLfTwH5REPF9lR8koHPH6UTZO/n6kNgVE7E0/nzVjAZqxGM9eHzyrnOeR+tQRITXBmLaXw0gQCXTrciYSXD2HczhbIYVgRX0z75q5iLv2bWdLbycJ06I3n6Uzl+ETS1aXhR1PFK7vsf7wAXYO9NCVy3AwPcRgscDXNz9J1DBZXNvIirrgAOGl3k42dh+ir5BnY9chevJZ/nvrs9RFYrTGk6xtmXHCm1whBHOravmjBSv4/sub+OwT91ATiuArRda1qbTC/NXKy2h4VeSExhUt0/mfnS/w50/eS204SkjTuXn2YuZUji9efCyiusmFTVN4oaeDP19/L83xBAOFAjnXLgtKHkF/Iccjh/bSmUuzc6CXwWKee/bv5FA2Rcwwubp1Fo0nIe7p+j7Pdh1ka28XPYUse4b6kQi+tnk9UcNkYXUDK+ubJzZ0DIK+dXipt4u/f+4RDKlhSI3mWIKrW2cxv7p+QimFYeEiJdjeq/eaPmvJCdf3uPvQS6yqncY7Ws8jpOkUPZdft73A3YdeYnXtNML6UTYmZlh4vk/SCtMSS2LKU9c0Q59GXdW3MPWRbqlnApGYRevMetbv6eLgnm5mLAgmovIVh9t6SQ/mWH3FvPJJ/uQZdXiez64tB1m2Ztao+gkA6aEcW57Zw6QptdzwwYvKGTw6DvThOt6IbAqnEwf3dGPbLmaprplUnvb9vUxqrRlx4j0RDCvQcHj0rs3s29FR1m4IhDLTHNrbzaLzZ5y0sGEoYtIyvY7dWw9R25hk/vKp4y4AW2c2UMjZvLKtnXnLpozwehkNmibxPG8ECfVaIBBITeI4bpk1frXwPJ9Xth2iq32A937qKlavnY/UJEopNj6+8xTV+MyhkLPZs/0wF12zkBs/dAmaLrHCBuGoNZIke5PDc3ei/ECISsgqNH3sE+kjCFIqVgfkhN+L7+4tiVgevU+Ck/XAa0Jok9CMORwvend6ocExm1d1QiKSv8eQcaQ+Y/xrhD5MYyJIU3o6ZdZKPytkoDuR/RHKa8Nzd+E529DNZSOuVX4XnrORIAQiWvIEGUli+N7BUrYXkHoLQlZPsNHXholg+l57yZthfHJCaLVBWs/XkC1GiCS6uQyv+AxQwMn9EOX3Y4SvQzMWImSUM60HcLogZBV66IqSEKiNW3gYI7QOxPEZxlSQ+tjdB4BmnofUp5124uxUoPtQP93t/Uxf0DJqmuxzOPVo39vN/u3t+L7CDBnMXjqFZM2JbyZfLXxf0barg2LeZtr85gnXi1HD5JZ55zG3qo4nDu9nsJBHtOW4PtnMDdPmY5Z0ByqsEFe3zqIpmhjm8l9hhbiiZTotsQoEwYb1QHqQnQO9+EqxtK4JARxIDyCFoDYcRdVNQgBduQw7BnqxPZfmeAVNsQTtfQOsf+wlVi+YyWXN09CkzpzKWlzfL9cFAmJlZrKaS5unEip9bmo610+by8xkNY8c2suhTApNCOZU1XJBYytVE2QEGQuaELx3zhKqwxG29HRgex714RjRY4gOS9e5sLGV6RVV6GM8izUpuW7KHKK6wZMdByi4LrMra1jbMoOX+7speA5aaf+Vcx12D/bSnQvS7q5pmoImBHuH+tGE4MLGVhqj8ZMal0PpFDsGevCVYmF1INjalh5ECkGlFWZ5fUAaraxvwZByGLGgC8myuiYytl3WkNvU3Y7tecxIVhMzAvFxx/d4suMAz3Yd5MsXXs2s5OnX+TgWZy05cSRX6vk1U2koZetQKFbUTGH7UAf+cc7iIU1ndUMrA8U8Yd0gbo7+4FbKx1cZHGcHtrMDz+9HygTR8HXoWl2QY1zlCNIDRRFCoskKIselVjudsG2XnsODw8IXhIBEZZRILIRpGay5ZhGbntjFbf/1MDd99DLqGpMc2tvNnT9YT6IywuqrFpQXULMXT2b+8qk8dMcmwhGTlZfPK3tedB8eZPGq6SQqoximjhUyGezL0HVoAN3QGOzL8OAdm+ho62PanKMLLqUUju3i2C75rI1ju/i+TzZVwLSMYBM3mpfDCWLXloM8ePtGVl+5AM/1uPt/nmawN8PbPnDR8OwiJwBd11i0ajqtsxr49fefIJoI0TKtjsHeDL/+3uPYRZdL37rkpE+WpJSsWbeQjY/t4CffeJC33bKGKbMasIsuPZ2DdOzvZc01i6ioigEwf/lUZi1q4Z6fbkBKyXkXzcK0dPp70gz0pFlywYwR3hcNLdVsfnI3W57dSyhiIURwol/5Gl6OuqlR31zFK1sPsevFg0yf14Tr+oQi5rjimKNBCEEoYoFSHNrXw9BAFt/z2f78AZ55+OUR1x/x4PE8n1ymiPKhmLfJpgoYpo5h6pjWyT+WXCfwSPFcn0LWRinIZ4tkUnmkFJgh41Wl+xzsz7DrpYNMndOIkIEXh2N7KL9AKGKVNSt+H+C7h8oidlKrQ8jYhGWECCG1Znx3B6gMvnd4hFeCcvdzJApUak0jYu1fCwLyrYjyh/DdNnxvXymjQgpUAaVK3zlvfCLt9YKUNSBO5Dlx7LP/dYoHBKQ+Dd1cjpNvQ3k9eMXHgo35MSEoSvl49ha80rhLfSq6uZLRNu5B+kxV+n8bhdTfDSOzRkKh3INH//JTQZaZCSBkxajaKCcDISRG+O14zlbcwqMofwAn9yPcwgNo5jL00OWlEIZq4NQL851JCGGgWxfg6K2BsKi9Cc/ZgW6tOu5KG7f4AOAF+jbWJbzwRDfr736AG//kCiZNqxvWLz2HB7j7+4/TNLWWq26+4HVt0/F4/M5NPHbnRj75L+9h5qJTGYv/xkLP4QEygzmmzjv97vNdB/t46p4XObCrg6G+DJ/7j/ezZM3ExPxrhed6/OpbD9DXOcTnv/EBqkrZ2o6F63i07eogWZugqi5B3LRYO3kGayfPoFhw+Oavf8ruV17EvHFt+akyJVHJNy596whbUxKVfHXNNeW/TU3nA3OXQSmBilIKz/U4sLODTY+8zP47nue/zC1Mml7P6qsXccXqdcO8XHdvaeNfv7KdJRWhshf7jTMWcOOMo9lMMkM5Du/r4ZoFM7lu6vCMNCHdYFndJJbVjRxjpRQZu0jhBE7mdamRMK2yt2xNOMr75iyFOUtHvb7SCvMXKy6d0G7EMHjL1Dm85bh6z6ka7oHRHKvgC8sntnfi46LxzlkLeeessTM2HcEnl4x8XoV0nT9esLL8d0c2zb+/8BStiSR/sfyagJwQAk/5PND2Cl/d+Dgv93WdIyeOQBOCBckmtg910BqrJqKZ5DybrYPtTIvX4vgeOdcGwJQ6Bc/lkcN70YSgv5DnrVPmUhM+XixNUXReZCj9HQr2Bnw/DbgY+jRC1qoSOZFnMP0tXO8QlYnPY+iv/wugbXcXX/7UjwMxvhJ0XeO9n7qKy68PToCmz23i3R+7nDt/sJ5//fxtwUUCqmrjvPeTV9Iy7ahrUSwR5t0fu4Kf/ddDPHj7Jn73s2fKNpun1zJn8WSoDPQqLr9+Gb/+/hN8/S9/QSRmITXJrEUtnLdmFkMDOY7FE/dsYcND28imC7S90kV6KM9//NUviSUjNE+t4fr3r6Gm8fhTixPDghVT2fTETu7/5XPYJd2GS96ymPMvnzusX04UDc1V/OGfruVXtz7GN794R3mtHKsI895PXcWcJa2vqp7N0+p476eu4vZbH+fWr96NU3QRQmBaBpNn1LFq7VEX9qraOO/55JX8/NuPcM9Pn+Y3P1wPIhiH6XObmL98ZHz8BVctYNumfdz2rYe4/f89hm5qrLpiPh/47NWvqr4AkdI4/+hr9/GN/307phWQAu/++BVcdM2ik7IlpWDu0laWXzqH+3/xHE/e+xJSE8QSEdasW8ihPcMzZ3R3DHLnD9bT2dbHQG+GbDrPQ3dsYvvzB4hVhLngqgVcfO3iMX5tbOzc0sb9v3iOgd403e0DeK7HT7/5EA/8aiOVNXGuvXkVsxaNrnA/FpRShCMWjS3V/Pr7T/DArzYihEDTJY0t1Vx2/VIuXLdwhI7JmxFKqVLKvdJi4IQFIyWifK0qeV64cIzYWOBWX4r7lPFTFj6nlIPv7MAp3IdXfBTf6yyd4LugPAJCxC/99uu3eX7DQ0ThNZzun34EmhdO/i7AwS0+hRH5/+y9d3hc133m/zm3TZ8BBr0DBBsI9iJWkRLVm23ZsmXJsh2n2UmcbPI4m312UzbJPilOeZy2G3u9P2/WsmVbsmVLllWpTlIiKYq9kyBIondgMO228/vjDkCABECQoihKxvsPCeDOueeee2bmnve83/d9EDE20lOmPFm/HAKE54WiTKxs8ObnyP87sTPPX2Z/TJDTUb4ZcBVM+IRaiS/63xBKKXZmi+ej4nZgZ57Dzm5F0WrQ/Xeh+W9F0eon8Q35cELRZqMay3DtJqQ7gJ19BdVYNc4fxLXP4Jg5nxGlFNV3I4Zf8ObT7zJveS1ltUWjpt9SSs4cbeOVH+/k4a/d/YFc01jULqggOZQeVbX+smLbM3vo6xq6JuTEojVzmLOkmq3P7OEn/77lfT/fCBRF0Lh6NomBFP5JVDLDgyl+/L+2cNuDa973OSElbHt2Hz/4xnP4/Dr5xVFsy+Hou6eJFYQpLMtDHWOWHisIs/KWhcxqnLzE4PjeM2x5/G1+9+8eJnAZm0dZx+HRo3t54ezxSx7bGC/hv67cRHiSDetfdqRti670MIsKS/GPiTDN2Dbd6SQSSd5lKlUc6WK7LlWh/GmX81yI65ackEC/meKltsNs7zpFVA8wZGVoGu6mLlzI3xx4fpQJfGTWaqpCBShAkT9EdzrJ0YFuGoSgwO9JS6WUmNZhegf+lKy5D0WJoWuzsO0zSJk9//CQ+xJLpn9OwLfhmpITiiK475F1rN68YMK/jTXgUzWV9XcsYvbCSpoOt5EczhDJCzJrfhnFFfnjmH+hCOrml/HV//Epmo600d0+MJqmUF5TSH7x+cjMTfctpW5+GWdPdWKbDoWlMeYsqqKjpY/+7sQ4ZrSspoDlN07MIIejgdGEhStB3fxy1t2+kOaj7WTSJkXlecxZWEkwPH7hMmdRJb/ytTuZs2jqhaeiKixeXU/lrGJOHDznfeAHfdTOLaGyrvgSvgbSK02d4C+qprB8w1zq5pfRdLiN/p4EquaZj1bXF5NfdP4LQ1EV5i2u5j/91QM0HW2np2MQKSWhsJ+KuqKLjB8BZjWU8Qd/8xlOHmohlcjgCxhUzS6+6LjLgaqprLppPsUV+Zw72YmZtQmGfcxbMn6u1zeU88Wv3Un9FA8AQgjKqgv4rT/7BCcOtDDYl8QfNKhfUE4kFqS4Mk5F7XnGNRA0aFhaTfXskovaUhRByRiPjjW3NlI9p4TCC3YM6uaX8St/eBezGs4bPOUVhFl0wyysCzxFwDPVjOafJyrv/9UbAQheoMBZvbmB6tnFlNV4i5ThwTQ//942AmEfD/z6TUTyvftjZmz2bDvOf/z9c5RVF9CwrOYjtQM5MVykPL/7O/2cdsH4rxmTC939JZkxP+lcja8lKTNY6ecwh/8V127C+0bxIdQCFLUaoRYjRAQhAoCNlXkJ6by3XO5fGgiV67k0QAglFwk6H9c6gGPuw7WOI5Sy0fep63ZjZ9/wjlcK0HwbJleDjIm8RIQRSiGXU3YklPhlEADvfVyFUFC1evzRP8EJ3IWV/gV29lWk0w1yCNc6QNY6jJV+Ej34IHrggVwfr997Ol14Rrx3Y6VfyCW2vIURbEVoVYDwFDPZN3HdTgBUYzmKVk95XYLZi6rY8/oRNn185agxtpm1OLL7NIZfZ+Hq86VMruOOKvWEEOg+DU1Xx41hJmUiFNANHSvr+V1deKyUEteVWDk1IcIr5dQNDUVVRtvLpk1sy2H+8loWjEmvGouRtsyMheu4CEWgG+PP5aVnORh+HSuXxjZZ/6cDKSXSlZim1xbS+x7XDQ11zHmlKycdr5EdeStrY/gNbMvOjRVoOTWlEGL0PJlkloM7TuIP+RgeTOXuu+crNrJxZWYtXNvFFzRyPmweqa7rGrpPu6BfI+Mw/nwj0H3ea4Jh/xW9R0ZUxo7ljJIMtuVgZix8AR1N13KKUtMbN00lkzJxbIcN9y5D1dSL7rdju1imRceZHo7ubmLtnYtHx2LEk24sXMclm7ZxHXdUSTp2fk3nGk4fauEH33iOspoCHvnP91HbUI6ZsWht6qSoPH907B3bIZMyCYb9PPT7d2L49Ivasi2HbNrk6O7TtDf3kBxKe/MHr1zai6SfvG+6onBrdT0LCi79LBwz/Pi063ap+4GjMBBiXVkNL545wbCZpTgYxnZdzg0Psr+nnbVl1VOaqbpSIi/Y3OnJDHNssIu7KxvHeUNeDq7bOyYQzIoU8kDtinG/X1l48Q53WPfhVzXKQ1E6U8NUhKK4UmI65xcqUiZJJL+HaR0lHPw40dCX0NRSuvp/D8fpHHNeA5+xEKSnsojwmffvIi+AJ/WfvlxMURXKqgtGPRQuhXA0wOLVU/tmaJrKrIZyL5ljDOobykflXeB9GSxYXsuC5bWTtuW6kq62ftqaey7ZN6EoF11HSUU+lXVTm9SUVRVQVjW96xeKoKAkSkFJ46UPHgMz9+U2Wc2fEIJ4UZT4pukx19H8EEvXXqJmOwdFUSitilNaNd7MSLqS3q4hWpq6JnnlmP4pgtLK+LiF/4hao/6C+zwWJRe8ZirkF0a44eaGi35/071Lx/0ci4fZeM/Si46bCHMWVjJn4cWse3F5/kVmlBW1RVTUTs/QaNVNF/cTYPbCylH/FoCD75zmndeP8ZmvbGbj3YtHSzhcV1JeU8Df/v736e9OXItS+usASq4eX+AlmmQv9YIcXCRjjhUBLjKeG6eUsBhVZ7wHONkdZBP/gHTOARqqsdxLWTBW5kgJI9cPFel241iHcH5pyQkHeRXG/HqCUEvRfBswrcNABiv7KqpvAyOPPI65A9dpA0DRF6BoDZM/DI8hLTRjNb7oHyHEpUuaxnQGoUzfbO1qQSgBVGMdqr4E134YO/syduZ1HPuYV2JlnySb+Bdcuxlf5GuecuQjQFCoeiOqvmiMMebeXPKP6qkpzLdzhJOG5r8dIRQi+SEWr5/Laz99h96OASpyytPUUIYD20/QuLqe/NzOdDZt8u7rR3j9Z7vpPNuDEdBZtGYOt35mDSXV5/1Ivvv1nxOM+FlxUwMv/vAtzh7vQFEE93xxIxvuXYqqqaSTWXa8uJ/tz+6jv8tLCYqXxtj8wA2s2tw4GjO+5fEdvPX8Pob6hokVhPnNv3iAqjmlo9cspSSTzLLjpYNsfeZd+joH8Qd9LNs4n5s/dQMFpTFcV7L9uX1se2YPm+5fyVvP76P9dDdCEay8eQF3PrLhsr0UzIzFvm3HeeOp3XSc6cFxXEKxAJs/eQM3fmw5uqGRTVu58XqHnrZ+dJ/OojWzufXBNRRVeM8Xe948xs+/8xp3PryenS8fouVEB64rWXrjPO7+wo0UluWRGEzxwve3cXDHSQ7vakLTVf788/8OgD/k46tf/yyl1d5GyJYf7eDo7iY++/t38uyjWzm+5wy27bD69kV8/Nduxh80sEyb/dtO8MpPdtJ5rhdVVViwaha3fXYtZbWFV9VT6o2ndrNzy0G+9s9fQNNVXn5iB88++iYP/t6drL97Ka1NXTz6989w7xc3Mm95LT/8p+c4tucMif5hZi+u5tf+9H6i8fOfOaePtPLiY9s5vu8M3a39fO8ffsFT334VgHkravm1P7l/9FjbsnnruX289rN36G0fIJwXZNMnVnLjvcsmVWRcCMd22PbcXrJpkwd++3ZmLahA5IzmZy8av6nVfLSNH3zjefq7h8iksnzyy7dwy6dXj/7dzFhs/cUedr54gCO7TzM8mOKvf+Pbo+P9yB/dy5L1c6fsj6oozMkrZM41LjX4KCKiG3x1yVrqYwXs7mqhs2cYVVEoDIT4vaXrWF9WQ54xuZr10EAbZ5L94x6BezLDZBybjaXTW+dMhOuOnLBdB4FAUxTur16Gm1M0KDn2xZUSR7poYjzrZ7sOWcfBli4qCsuLygnr5994jtNFOvs6ulZPPPbHaKrHBAnGvzmFUFCUOEIJYdut7/flfqThOi77tp/kR9985ZLHGj6d+391I/OXjnzQfTAya8dx6e8eQtM1AjlmfvtLB0kOpamZW3rpBq4RXNflwM4mvj+NFBXd0Lj3kXXc8/Daa9Czjw5GfCx6OwdHk26kK+ntHGLnq0eI5oc8KeWH/3n+kvBSLfLwlA0m0u2bZqKFm4uRBI/giHIhOaGIGCODKN1BpEwhuLi+drqQMouZ+iHSaQUEqrEMf97foagTG9ZKaXChmuOXCVLaXkrJRwhC+NB8N2GlfoJ0u3Cy25FuN0ItQ8osduY175pFAM23AWWKJA2hnCdCJTZCKUBR35t67VpBCAVEBNVYhKIvRA8+hJ19Ayv1RC7RJIGV+jGq3uiVvkxbEXX9Qihx9MDtXlqKTGJnXkPzbUISRTrNOOa7ACj6fFTdq9vWDY0FN9Tz+s/e4eCOk5TXFSGEoOVkJ53nernzkfUEQj4c2+HtF/bzvb9/huU3LWDl5gUM9CTY8qO3aW3q5nf+9kHCMU9h19vez4Ht3XSe7aFqTikLV8+mt2OAWGE4ZxoNe988xrf/+0/Y/MBq1t61hEwyy9njHaQSmXFPQKtuaaR2fjlbnnib43uascyLPUxefmIHj//bi6y7aynr7lpKX+cgr/3sHdpOd/Orf/oJgmE/yaE077x6iJ72flbctIClG+Zx8sA5nv7O66i6xv2/eTPaNI3PHcfl9ad286N/fp45i6u55TOr0Q2N9jM9qJoyaoy99Zl3+cE3nmPpjfNZdUsjiYEUbz79LmdPdPDlv3yAvKII6eEM+7edYLBnmGWb5rNw9QbOHm/nxR9sR0rJw39wF7qh0bCyjsKyfLpb+8kvivLx37gZ8BSsYxfviYEk+7YdR1EV4iVR7vzcOgb7kjlvNRUpJbu2HOS7X3+GuUuruePhdWTTJlt/vodTB8/x1a8/RMk0N70uBSEEoWiQ7pY+etq8+39k92kGuhKc3H+WdXctoadjgHPHO8griqAbGrc+uIalN87niX97kZ72AU9VMwaxgjA33LaQ/OIorU1dbPzYcuYsqRn923klsKC1qZvnH9vGys2NRGJBdrx0gP/vL58kXhJl2caGUeP8qZAYSHFy/zmKKvKZt7wWhPd85OQ2gBWhoBme2qGspohPf/U2Th44xxP/+uKoomMEiqpQPbcMf8Agm7Foberik1+5ddT8fizpNoP3HyJnbvqFhmV8oWFiH46psL3rNAqCuO+88ns6XiCXwnVHTjzevJsCX4g7Krzd7R09zSjA6qJZADQlunmmZT9fnruJwBiH1SEzy5CZoTG/hL29bSQtcxw54coUttNOKLAKVZmabRPoCPTL2B2cwURQNYV1ty9k4Q2zLnmsEIJIXoC+rsQ16NnksEybLT/dzdbn9iOEyC1QbVbf2siqm+ZfuoFrBEVVuOHmhjFkzuQQAsLRD3+W/bXGohtmsXjNbF7+6W7e3nIIf9DAtjzJoqIqfPJXN3pGmR+B3cbpwHO0DyGlmTOV7LtkPKKUyRxJAEJ4kZ0XjpfQ6vAICwfXaUU6PaCUXvEuruu05kwMXRBBNP89KGrt5PdJmuN8BT78UDjPmF2KdPG8RM4TSB8dqPpSFG0ujtmF67R7Ev/A/bh2E659HHARShGab9OU7ShaPd6YukinBekOgFrEh42VFEIg1BL0wCdRjRVkh/4RO/MskMXKvIge+Bh8BPwnhNBQjRtQtDpc+wS2+Rau04KizcU230G6vYCK5tuEUM8rWuoXVpFXFOXIriZu+sRKDL/Ovm3HyCuMUL+wCkVVGOob5rlHt7J4wzw+97W7ieSHcGyXQMjHk998mUM7T7H6No/wkEB/T4LP3bOMFTcvQNPVnMm5RFEUHMelp60fVVNZe9cSGlZ6iSHZtIlQxLj0sOLKOMWVcY7sbuLk/rMXXXN/1xAv/ehtVm1u5HN/eA/hWADHdiksz+OxbzzHnjeOsv5uT7Ho2C433LqIT/7WLeiGxurbFnH2WDuHd57i9ofWjhrhLK08AAAgAElEQVR4XwrdLX289MO3mNVYyVf+6jPe63KLVulKVFVhsDfBSz96mzlLavjCf7mPaDyE67hU1BXx7b94kp0vHeD2hz3TPsu0WXrjPB76g7swfDpmxqLlVCfH3m1mqD9JQWkeC9fMYaA7wQuPbaOwIp8bbl04af/Sw1nqGiq485H1GH4d1/XKR1RNJTGQZMvjOyipivOlP/4E+cVRpCupmVfGv/zhY2x7di+f/PIt0xqH6aBiVhGqrtJ2phvDr9HT2k/Dqll0tfSRSmTobfMUDeG8IIqqUDW7lNLqQl75yU76Oi/+bioqz/dKKRQFw6cxd2kNq26ZaCwk/oDOvV/cyA23LURRFeoWVHB87xmOvdvMkvVzUaaRbJhNmQz2JKioL0HTVWzL4bnvbeX5723DdV1mNVbyO3/zIMFIgGDEz7xltaPJZhdCNzTmLK6manYJ+7efYKB3mBU3NRAIXx2vqRlcW9xUOofyYIyIfv7+dWcSHBnonOJVl8Z1R06cHu4h65xnhXf2nEZFGSUnhqwMhwfacS4wmIroPiKGj4N9HYQ1g5A+md/B1A8UUkqkzCBlBkW5+nFBKdPi7eZzLKkopXs4ia6q7GtpRxGC+aVFOK7LnKIC9rS0A9DU00dxJExNPA8pJfVFBWw91QxAx9AwlXkxSqJhdja3EPX7mFtciCNd6gvj7G1pZ35JERG/b/TaHNczKvHrUz+EZC2bpt5+6gvjGBcY1QymM3QMDVNfFJ8y+9ZjjAOELiMBwrFdPve7t7FgRe0VGV++V+iGxqpN84nmBUklsmiGSkVdEY0rai/yu/ggIYQgFPFfdnLJDKaPWDzEb/63+ziy5wxtzd1kUia6TyO/MMrsxnLKa4umtevwUYGiL0Qo+UinH+n24lr7EcpNky76pZQ41gGk2w94UYleBOX44xWtBqEWIZ1WpNOGYx1E0RsQV/j1NKK+AE8Zp2izJ41n9Oq0e7wkko8IPENRDXA80kVOYphD7vqdcx9JcgLhR/PfhmNuBZnAMd9G+u/AsQ6M3m/NWIOiTm7YJoTIzc9ypNPiJb7YJ3Jz6sP53hdCRdVmYQQ/jWO+5RGNdjNSWh8Y3SIuSHaZniprita0OajGCs8Y0+nFzm7FUKs9xQwyR0rdOC46NhwLsHB1PbteOUR3az95RRGO7T1D5ewSynPlpe3NPbQ1d6MZGk9+8+XR13ae6yU5lKb1VBfcdr4n5bVF1C+qGi0JHZvupCiCectq8QUMvvu3T7P2rqUsv6mBynovLeRyrr/5aBup4QwL184Z9a7SdJX5K+oIhHwc2dU0Sk74AgbLNs0f9QIIhHwUV8Vpa+rGNqe/49nd1k/b6W5ue3DNuHKQseWvLae6GOxJsP7upcQKPNJD1VTqF1URL4lxcMfJUXJCVRWWb2rA5zdG+1laVcCR3acxs5e/ExuNh1i8Ye6oX4Oqnid8RiJZ1921ZDQFQ6iCmrllVM4u4cD249z/m5uv2nu8pKoAw6fT3txNLB7GMm2WrJ/Lm8/sofNcLy1NXVTPKX1PPm2TIV4SY+Ha2aMlQtGCMPGSKEP9SVx3egpl73vCRc/NX0UR1C+sYuPHV7DjpQN0nO3BcWZMpX8ZMS/m+cdJ6TlPSCmJ+0JsKJnaQuBSuO7IiSuFoggqQlEcVxLWjYvyaRUljKZWYVpHcJweNG0ygw+TrLUXKTMY+sS16e8FGcvi7dNnEUAya1KV730wqoqC40qOd/VQG89nz7l2In6DoKHTn0pzpm+AirwoswrjvH36HKXRCHUF+Zzo6qFjKEHWthHCx8vHT1GZF6Umnsfelnaq8mOj5ITluOxtbaM/mWZtXTUukDYtFCGI+n30pdK4UlIcCZE0TUZc7PtTaYazWRShUBT2/qYqwvOUSCbJ2BaGqpIXCNCbTJGxLPKDAeIh70vSlZLBdIbhrPe6onCI3mQKKSGga6iKwkA6Q0DXiER8rHlgGRnLYjCTwZUSy3HRVYWArtOXSqMqAr+mkbWdUZJKFQqOdBEI8gJ+hrJZXFdSGA5elhmOqirUL6iY0gRyBr8cGCGAVm6cBxvf/+iw6x3KSB1/qgnp9mFlnkU1lgPRiVUOMoGd/oUX24mKaqxA0S72DFKUopwE/zHAwUo9jmqsQtXqr0g9IdAQqDlZtMQz4ZwMFnb6WSA9xTEfLoiRqE+Z9VQkbjuqMsmDgkxgZV7io1rWovnWYKrlHull7sGxj+NkdwKZnKrmZhBTq8oUpRTNdwtW6lHAys3P5Qh1cpOw6x8yZ2yae04a9ZP5YODFEit4hNoQkAWunHgXQkf3346deRHp9uNk38bRF+M6TQCo+jxU/WLvo2WbGnj+se2cO9nJYN8wve0DbPzYitEF9/BgCtdxSQ6laT8z3ktr+U0LKKsdr8r1BYyLDAHP91FQv6iS//qtX2PLEzt45cc7ePmJHSxcM5uP/eomSmumH6mcGvbKsi40efYHfaiqyvDg+c83RRGjpSdeRzxvKy92efowMxZmxhwlHSZCJuk9hwUv2KAy/DqGT2N4ID1awSuEIJw3PmFvpDSEy+wbeOTMZBtKIwajoQsUpbpPwx806GkfuOzzTQXDr1NUkU/XuT50QyOvKMKcJTW88pNddJzpofVUJwvXzB4lZq4mdJ9GcExEveDy77fu0whFAwz2DSOlRMn5c9TOL6OrpZfmo21Xvd8z+HDh4EA7P27eQ2c6ga4o3FmxgHuqJlc2XQofGXJiMJvhna4WCv0hbNe96FFLVYoI+DaSSP2Q/sQ/kRf5KtoFOyZSmqQyr5EYfgxFjRPwTy33vFLUF8Zp6ukjLxhAU1XioQC6quLXNZp6+nnu8HHaBoeYpcc51tlDYThESTTMwbZOspbNYCZLdTyPwnCQ5r5+bNelua+fjG1TEYtO6taQtiwOtnWSyJjUFxWwv7WDlGlRV5DP7OICDnd0cbZ/gBVVFQgBb5xopnhlmDdOnaYzkcRQVVbVVNA5NMy5/kHuXTSfn+w9SMgwyNoOi8pLeOdsKwPpNDfUVHJ7wxwAbMfhteOn6UkmMTSVFVUVPHf4OIsrSimJhGkZGCSZtXCky+yiAnY2t4y20dTbT0lOOVISCbOvtZ3OxDCu6+2uJE2LvlSairwo/ak0QV2nobSItsEEfl2jKj/G+llXFhM6gxnMYCwMtOAnvGQLtx0r/QtUfTF68LMX1ap7aRlPYmVeARyEUoYeuH/C1AKhhNED92FnXka6HTjWPrKJr+OL/FEu6nAC1YOUuG4fYKOo45NfhFoMSgwckDKNY+5G892EENoFTWSx089ipZ98rwNzXUHR56IocVxnAOl0YKWeRIl8NZdMch5SZrHSP8fOvPoB9fT9hRACRa1C823ASj2OazfhWHuxTS9KW9XmoeqLxsVMTtiOEsIIfgon+zqu04yd3U428c/4Iv8JoZROvIAcVeScRNUbcn4t7z9cpx3XPouqN+YW/BNDup4Xw4hiRtHm5ExiPxgItYYRosS1j3rjpjW+J4NORV+Koi/AyW7Fdc5ipX+WK9/S0Py3IpSLSamy2kKq55Zy4K3jFJbl47qShWNMxENRv+cJ8Jk13P2FDdMiD6Y6RNM16hdVUddYSU9bP9t+sYenv/M66eEMv/3XD47W4V8K4dziPzU0nmTNJLM4tnORevVqKAK8FAudxAUR82MRDPtRVIXkBb4D2bSFmbEpLA+P48Suvhpp4vb8QR+6rl3kh2BmbdJJk3AseFX7IoSgZl45Jw+cIzmUprS6kKKKfPKLIrSc6qS3Y5DSmsJxypqrh8tT4UyEcCxIeV0RR945TX/3EPHiK/eEmsFHEzu7m1karyTjWFSG8hg035uP1XVHTtjS5fm2Q5wa9ljpwwNtCAQdGc/JuDc7zIA1/gM4ZVsc6OugL5v28lgneB8KESQa/hxZax/DqSfImu9g6Auw7BO4MsXg8P/BdYfImnuQMk0s8jsY2vvjMaCpKtXxPHY2n6OhdLyLdzwUZH5JEc29/WiKQlksQtI0yQ8EKI2GaSgtYl9rB33JFK8eb2JJRRmqotCfSmM5DoXhIF2JYRzXi2wSYwYj4vcxv6QI2/VIgHfPtbG0sozGsmJaBgbpS6bIWg6diWFW11ZREPaSIPyazuraSrKWQ3ciyeyiAvpTmdE2N9TX8O7ZNlKWRda2qYnnsbhivKmNrqosryrHdl3O9g8QNHRumVfPUDrDkY4uNs+rZ3vTGQbSmXFtnOkbYF1dNUXhEEc6u0hksiSzJhnLYXFFKVnbJtXWSWkkjF/TiPp9nOrpozeZoiaej2VfHC05gxl81CGli3Q6cOzD4CaRctjzf3CHcbJbR49zrP1kh/8ZocS8BAIRRIgwilaBoi0YRwwIIVD1RfjCv0Em8U8gh8gmvoFjHUEP3IVQSgGJdDu8+MLMSyCHQIQxQr+CakyW0iJQjRUYoUfIDn/LU1xkXsa1z6D5NuV2qXM1/u4grnMWxzyEYx/GCH4WI/T58a0phWjGSkzrEJD1FudqCaqxYTQ61HW7c8TEU56cXSlDuu1Tj6mbwLH2I91+pJv0vBpkEsc6gZTDuWP6yA7/O4pSjBAhUEIIEUIo+ajGUsQldumvBhS1BtW3GjfVDGQwk4+CTKP57/ASGXCRTitW5iXszHOAF6fp1eJfWzjWUVznLNIdBpmbp24/rnVo9BiPtBpEKBFvLHPjqmpzEWrVpCU7AIgQmm/j+WjJ1FNIpw3QUY0bEOrkaUVjoegLMcK/QWbo70EOYKV+gmsfQ/NtzpU7xUDaSDnglX5Yh3GsIwglQCDvH64dOWGfIjPwpwi1ANVYgaovRlGrc4kjAjBxnbPY6edyihkbRBQ9cPekUapewsW73v1xvTmPHMaxDgLe96vrNGMOfxOhFCGUEIgQQoQRajGqvnBc+cRE8PpZges04drNZIe+jh76PIo6y1vdS8d7j7lDXuLOFMTLCIQSQ/ffiZN9G9fpQGZeBZlCqJWoxsTm0JG8EEtvnMcbT71LYWkejTfUExtTslBeV0xJVQF73zzKqlsbKSr3Ytsd2yE1nCUY8Y/zipgKUkpSiQyarmL4dYor49z+0DrOnujgxL6z2LaDMU2D0tqGCiJ5Qfa/dYKVtzQSjgVxbJcju0+TGs7QsLJuWu1cDorK8ymrLWTXy4dYddvC0bhux3axLRuf36BydgnxkiiHdzWx6RMriRWEcR2XUwfO0dsxwKZPrLjEWS6Gqntmm6lEGitroU+iTJkKJVUFlNYUcGxPM72dg8RznhNnjrXTcrKDuz9/42W3eSnUzi9n15aDWJbDXZ9bTyDsp2ZeGUd2n0a6LoVll/8Zofs1HNtT8riue1UTRsbCFzBYftMC3n39KC88tp17v7iRcF4w5+NxZao7RVHQfRrZZJZM2pzxnPiQI6T5CGoGXZkEScukNzv8ntq77siJNYV1hDRjdFG9rthjrUd+zjMCrCqoRVfOM4wqgiJ/iHWlNQg8ib96oemaEOjafApif85A4t9IZ9/AtI4woikbTj0OgKZWEg1/iWj4CxftNF1N1MTzeOXYKZJZk8Pt3eiqkiuN8FFXkE/Y50NTFWrz8hhIZ9jf1kF9YZxZhXF8mkp+MMjauiqq43kcaOukLBohHgpyurcfy3F49tBxgoZO0Dj/wS0Av66zs7mFmng+AoGueg67HUPDDKazBA0dx5Wc7O6lqaePY109uFKiKQqmcMk6Dsc6uznZ00ttQR66oqAKBQGjhEhZNELqAjfpjG2xt6WdgKHTWFbMmb5BNEUhaBiEfT7eajpL2rIpj0XHtaEIgaZ6JRstA0OYjoNf00hbNooQKEIgBKP/V4SgOj+GX9eoyIsyu/jqOC7PYAYfLjjY2S1kBv8897Mc8+95bZVrH8McPsF5Rtf7V/NvJpD/b1worRYY6MGHcd1+zOR3kG4PVur7WKnHEUooJ8FN4UWCShARjNAXMUKfu6itce0KH0boC0hsrOH/yC3yjmLaxyE51uBxpP+esZx075mgLRU9+GlsczeutQfptpMZ/B8ItQShxMFN4rodXpyg8OMLfxkIkE38IzC5CbJrN5Ee+EOk0znBeOaKSOQgVvK748YSPCPCUMGjCO3Ko7WmCyF0jNAXPW8F6yDIAczkdzCT30MoYaS0cvfIBhHCF/oNXLcTK/UDmFR39/7AHP4WVvqp3E9jx/T8A69jbscx3+LCOeqL/AFG+DeByRe+QghUYy2KVoNr7cex9uB5DhSj+W+5SE0zeTsaeuCTSBzMxP9Eup045m4ccw/jDUjHz0/PTPMajql0cN1OcE7hmO/k+qYjlACgeV4sMoNHKsgccfhFNN9GYOKFjWMdJt336yMnGPPvmHnvtGEm/4PxO0MCVV9MIP9/IbSpSSBFq0IPPUQ28U9ewkb2DezsWwglAqiQ8wETSh7Bgh+hToOc8CKEV6Fotbj2SaT0zLY130aUSUpyNF1l/vI6nvvuVvq7Btn86RvwB88rSkKxIB/7tZv49l88yX/81VMs2TAPIaCvc5C+riE+97V7pixzGAvHcXnhB9vpae2nor4Yf9BHV0sfB946wbKNDaO76KnhDK2nOkkmMrSc7CQ5lOHwrtMkh9LECiKU1xURKwhz5yMbeOwff8GjhmeQ2Nc5yGs/fYeGlXUs23T1S5SLKwu49TNrePxfX+Sbf/wEi9fNQTM0ulv7yCuMcMunVxPOC3Ln59bz6N89w//7m6dpWDmL4cEkbzz9LrUN5ay+fdFlnzcYCVA1p4SdWw7xk2++TFF5PlJK1tyxeHy5ypRt+Lnj4XX8379+iu/85U9ZtG4O2YzJtp/voaSqgPW5CPRsxuLc8XaSiQxNh1rIJLMc33sGRRFE8kJUzCqetrqlqDKf/u4hHMeltqEcw6dRNaeUFx7bTuXsEgpKPXKiv3uIjrM9JAfT9LQNkBhIcuCtE8RLYhSV51NcGR9VQhSX51NYlscL399OKpHB8OvkFUZYubnxssd1KgghWLm5kb1vHuWn33qFtqYuZjVWkkxkOL6nmUCunMixHdqauxnoTtB8tI10MsvZEx3s3XqMYNhPxaziURWPZmjUzivntSd38aN/eYE5i6uxLYclG+aORsLO4MODjaWzcaUk61gcGezg7sr3NgevO3LijorG0aSOS+H1juPMjZVQFohRFc7jdKKPYcvkaH8XFeEYPnX85Qkh8BnLKMz/O0xzHxlzD7ZzLmd+GcXQ5uHzrcLQ5qEo7w8xEfH72Di7lojPx2/duJqI30fE70MAheEQtQX5+HWNjy2aj6oq+HN+CX2pNDG/D0UIPrtiMT5dI+b3owhBfWE+FbEIIcNgVoHH5A+mM8RDAYSARMZ74NZUhbnFhYQMg6jfx6Y5tYR93hfvgtJi8gJ+dFUl7DOwHJdPLmkkFvAzp7iAgK7jShfTdkiaFlX5ecRDAWrieUT9fjbMrmXPuTbqC/OxXZd3zrZSFPaYdMt18WleicXc4kLKY1EKQ97ffLrGjbNr6BlOETIMTnT3jLaxt6WduxvnEfX70BSFG2oq6R72yksUIQj7fLhSsriilJChY7suquKRPIPpDJbrEPFNL8d5BjP4aEEgRGRCj4dpvVopZhIJGhDAF/4KqjYbM/V978HfHfZSDBCA4cUtavUYoUfQfDcjlOg0zpmHL/RlVK3Rizq0DngLCpkFRgzRVBB+hAgi1FJUfeI8dEWbgz/255iJ/4lj7fFMMp3WXHKI5r1eX4gRfAQ9cA+ufQo7u8yLm5xM3SB8KGoFUlz+Do+nWLh2SQiKNhd/7K8xh7+FY76DlEMgs6NJBYgQilaZu/57sTIv4pj7GPFiuKj/IppbaDsoajmCS8mPNRS1HKnlNhfExAs2oRS+hzl6PoJ2KihqIbr/diyZZoT0UPWlqJfpKeWVdzyEqs3BSv0wl/wweMH81EAEECKIolaiBe5GKCVTtqlos0AmPWPOaZIlk0HRanImoO/mShgyuTSaDB6RoIIwECIfRa1DDz2E7r916ven8F/5PVJLc94WlzhO+DGCDwESK/UEruORh17ZicAbVx9Cyb9kGc75NgWKNgvVuAHXPg04IPLQfDfCZPNRCGY1VtKwchbJoTSzGivH7UarqsLKWxoJhP288dRuXvrRWyAhkh9i+aaGcURGQWke2Vyy00RQcrGLh3aczO2eS4JRP7d8ejW3PLB61Oei82wvT37rFQa6h0jmFqCvPbkLw68ze3EVD/zO7UTygmz82ApCET+vP7WbZx/dSiDo46b7V3Lzp24gktvlDscClM8qvqB8QBAvjpJNm6jq9MsKVE3hpvtXkVcY4c2n3+XlJ3YgpSQaD7P50zegagpCCNbcvphA0McrT+7khR9sw/DprNzcyK2fXk1+cRQQ3sJ1djGGb/z8jxWGKakqGBdvqqoKH/+1m1E1lZ0vHURRBKU1hSzf1MBIAnU0P0RpdSGaPvHYCyFYeuN8vvwXOlsef5stj7+Nqqk03FDPbQ+uobgiDsBQb4Inv/Uy/V0J0skMoWiAt5/fx943jlIxq5jP/O4dFFXkT3iOCxGOBZnVWEk2Y436iZTXFVFRX8yshVWjypOju0/z0g/fIpXIkBhMIR3JM//3DXRDY+1dS7j78xsQqve5V1CWx5f+5BM8992tvPTDt/AFfay8eQErNzciBMSLY5iZ8WaiqqZSXBknvzB6WeUevoDOw1+7m6o5pezccpDTh3cSCPuYvaSG1bcvwh80yKZNXv3JLo7uPo2ZsQiG/Zzcd5a2pi5ihRE+9ZVbRiNPFUWw+o5F9HcPsevlQxzf00wkP0xdY8UMOfEhhKGoBDWDe6oWMmRmLgqtuFyIyzXBeZ9wRZ3473uf5mOVS1hRWENPJsmWcycwXZewbrCutIbS4ORpG1K6gI3EzbmZi5w7vPqhdeG+EKbt0NznKSkAon4fZbHolAkb7wVn+wbY29qOpiiUx6LoY76ULcelOBKiPDb1ImVsGw2lxdQVTO+DfwYzmMF5eJ/rVm7hdAUQGuCf4rNQeqUjbh+OuRvXPop0+kDoCCWOqi9A0RchlHxAuazPVCkdkClc+wSOdSi3UBn2PqeVEEItQdXqUbT5ucXKxAs6KV2QQzjmu7nUkD6vDTWGqtZ78nC1NGee6eZ2lN2cvP3i7wGvX7ljLhtKbtF67RKIvOv35PeOtR/pdCMxc2U7s9GMVbmyBhWwz88V4Z/An2NkLslpzI2Rc49ZtOcSRC4e0wxI66LXTwvCB+jTmltSZnPnGXHfu/Q1TN6WCzKd87DYj+u0efMTkStlKEfR56Bqc0CEmOi6z7dl5+bUCHHgf09zxOtbBtdpwbGOIt223LzPIKWbI/WKPL8NYyGIGJd6f3p9vFLD2Mu7JilNXPscjrkL1zmDlMNetLuIINQyVH22V0YzbYJQYqYeJzP4lyATqPoyAvH/fZFPzfg+SLJpb64Yfn1CqbzrSmzTxrEdJJ5EXdPV0QU5eKaL4JkhTjS+IwkIluXgOq731lIEuqGiauc/fxzbwcxYE3pCKqqCz68jFOG55bsSy7RxHE/FOrYtKb0oTStr4wsao9clpcTK2riui89vIC4jgerCc4K36NQNDUVVRs87co6Rfmm6iqaP7ZeLmbXwB4xxZI6ZtXAd96L7IGXunFZu/FUFw6ePpmdZpo1tOfgCxqSJWqP9Mm0c20UIzwNkpF/efXbJpsyJx14RGIGJ58eE53Ml2Yw3r3wBwysHclzMjDV6H0f6bpn2hKsiTVfRfec/T0bG3zRtXMf1aDxdRffpSCkxszbSdUfP512TxMyYo2UVl/fdLHEcF9u0cV2Z8/Xx5v7IOJsZa8JSDyG894I6Jv1vdE6ajme0KQS6Xx9XGmXZDidOdzG/vvSK09E6u4c409rHnLpi8qeprpkIQ4k0vQNJqsrjpNMmg4k0lWUzaxSAR0/tZHm8isb8Mo4OdrKzu5kvzF490aHTuonXnXLicmC7LjL3Ds4z/CwrqsCvarhSEtWn3jH3viwNb5Q+GlzERTA0lbnF146BrI7nUR1/b7W1V6ONDwJSSnqHU6THlLMoisCnaUQCPgz1/Se9TnX18g/PvslDa5awcf7VrzH9qMG0HZ7bd4y3Tp7hj+7ZRDx8dfwADrZ08O1Xd/HwuqWsrq+6Km1eLry5ZsD7ZnInEEL14kEDdwJ3Xr2WhQoigmosz6WBXGk7irdT6t+M5t889bE5NcGl+zX1MdcTvOuPovnWofnWXeJoHSYwKz3f1tR/n/jcl1YfCuHPERfvL4Tw5ciMq9GWAiKEaixCNS5flj6+LW3SXfwra08BEURV5k6qKrr8NjUQVz9WfeJzGah6Par+3mLoRiClg2sdzxFAOqpvPYpSfIk+iHEKiImgKCIn55/8PXGpWEghBKqmjlusTQRVUwmEp6M+EQhVTHpejxTQxqkQRn5v+L3F7Mn95/jZt1+55LnmLavlts+uJRDyTXnO0X6JS/VLndAMcqqkE8OnwyR/1w1tXKTplP2aIiFDUZQpvRDaTnfz0//9CqmER94JJt5pLast4r4vbbqo5EdVFQKh8Z9L0+n7uGtQBf4Jxta7tovHR1EE/qAP23LY/uxetj+3b+K2c9eiqAprbl/E+nuWefdKU9GmmLOXE4c62ZwcC9O02brrJHPrilEU1TPCT2VJZ20CPp1Q0CBr2gynsihCEIsESGctMhkLXVOJhH2oqsKpM92EQ74JyQnHcRkazmA7LtGwp0hPJHO+emE/AhgaznC2tY+msz0UF0RIJLPYORIma9okU14yTcCv4/frDCezmJaNqijEIoFxhIuUkuFklmwuujcWDZDOWEhX4krXu4aMRTpjYRgawYBBOmMS9BtkTBtVEZiWg2U5KApEw4Fpe928X3ClJO1YmI5Nxraw36Ny4kNNToyF7bqoCPJ9AY4N9FAUuPghckQl8lFRRszg+sI/vbCNVw+fArw5FtA1KuMxbhLJrR8AACAASURBVF5Qz91L5lEYufKFjZTQO5wkkclSXZCHOgFbn0hn2Xa8mZsbZl3xeX6Z4EqXM7397DzVQta+/Bz1ydCfTLP95BluWzjnqrU5gxnMYAYzuDxI51wuncXyjHL9N+dK02YwEQrL8tj48UubVMZLYujG+5Es8eFCNB5i7Z2LPaXDFAjHgpckvK41FFVQM78cbRokTnld0ZTHXEtkshbPv344Z/gPt29awNvvNtE3kCIS8rFpzVxONXfTdLaH/qEUn7xzKbFIYFLFhJSS46c72Xu4BUPTWLW0hr7+JIdPdCAENM4tQ9NUdu1rxnVB11UyWZsde08DUFtVwOET7WzbdZKCeIRQwGDt8jqee+0QQgiGEmm++MBawmNIKMt2eOblAxiGStOZHn79oQ08++pBIiE/fr/O6qW1vLHjBNmsjSslq5bUsOfgOTavn8eufWfIiwY5eqoDn6ExNJzhjo0LqCr/YBUcS+OVvNx2jEMD7fRkhtlY+t78tT4S5IQjXdKOTfNwPy+2nKA6nEdjfLxsz5UZhpM/RmISDtyHqk78ZnNllmTqaUzrMNHQ59H1mYXeDKaHZMYk7PfxKzcuJx4K0pdMs/V4M996ZQddQ8P8zq1rCRhXVnduOw4vHjhBx2CCr2xeTdB3fX3RzWAGM7g0pDSx0s+MpmRcLQiRhxH+Eqq+4Kq2O4MZfFghpYWd3Y5rHQNA861DvQaGtOP7cPGGmJSSjOMpLP2aPi5R7UrhSpd+M4XtusR9oXGG8dOFEIL84iirb7tyNdB73QB0pWTYzhBUDbRLXIMrXYbtLCHNh3oNy+XGIhwLel4XH0IoikJlfQmV9ZOXOF2PaO8aQkr41F3LePL5PZxp8dQMn/3YKiIhP47jMJzK4vNpnG3tI522CAUmV825ruToyU4WzClj8fwKMlmLPQfPsWJxNVLC4RPt+AyV+bNLiUUC7Dl4jlDAYOHcco6c6gA85UVleZx1y2fx0ptHSOVUD0UFYWor4+OIiRGkMyYBf4hFDRXkx4JIV7J0QSXVFXHaOgdIpU3uu3Uxr751nHNt/WSyXilNOmMSDBhYlsMt6+ex/2gbbV2DHzg5sSi/DE0onEn2sSxeyYK8iU2Hp4uPBDmRsize6jjDkJnFdBxStonjjpeUuG4/w+knse02DL2RwCTkhEDguD0MJR9F0yqJzZATM7gMRPw+NsytpTIew3FdNs6v489+8iJvHD3NfcsamFd2ZQx00jTZ3dxKLOC/xn76M5jBDK4eXFz7OHbmhavaqlCK0QP3XUvPzRnM4LqGa5/ASj0OZBFKPpr/7pzHxrVDdyaBIgQFvvD5mn8p2dp1AgTcWnZ1yMSMY/H0ub1s7z7Jf268i7nRiRecrnQ5OthBaSBG3Bdi0EzTmuqnJBDl4EArpmsTVA3qI8WU+KNIoDeb4ESii6xjU+yPMDdaOin5cTbZR4EvRFi/slKttGPyg9M7uLNiETWhqZPWhqwMPzy9g0/VrKTIf23KjmbwwSAxnGX3wbNEQn6K4mEsy2bPoXNksxaF8RCRkJ8DR1vJiwYoLohwvKmTqvI4fp+ORNLWNUhLxwCulFSXjycLFEVQkB/ibGsfriOpKMsjLxqg6WwPUkI8FsTQVc619dMXTOFKSSptcupsN20dA7R2DAAQ8OlecqAikK5ECIhFAsTzQtiOizaurAMQgkDAoDgexrIcLwAhV6YUDnnvnwNHWxlKpKmvKeRcWz+HT7TT2jFIfixE1rQ5eqqTzp4haivj1+5mTIKUbdGc7KU9NYQjXWrDcaLGlQdLfCTIiZBusKGslqzj4MslOQS18U9prpvAsk6hqoUY2lS1mDqGNgdwyZoHJzzCdk1smUFKByFUNOFDFZ7hjCtdbDeNkzP5UoSOrvhxpIXlnq9L834fQBEqjmtiyjS6CKApRu4cWRxpYSih86ZB0sSW2QnPe60hpeTdvu9TEVxGaeDyImO6MsdoSe5mYd7HMdQPTw33tJGrZdRUlYr8KEuqynhi10H6hlMAvHL4FDtPneOTqxYyp6RgnLnRic5evvP6O9y/spFVsyrpGhrm5UOnONLaxY5T54gF/Pz5k1tGP+g+vnwBq+urxs0B03Z489hptp84y1A6Q3l+lJsbZjGvrGhcOUjGsjjU0sXW4830JJJE/D5WzapidX0VAeO8UdLWY83sbDrHw2uXsqPpHPvPdmA5DvXFcW5dOJuyvCjKZczBvuEU33plB7csnM3K2kosx+Hne46w72w7X7xxBbNLChhIpfnh2/upK8rnjkVzcaWkJ5HkjWOnOdzaheO61Bbmc1NDPdUFsXHX1TGY4LHte7mpYRYl0TBbDp3kZGcvPl1jdX01G+fV4pukxlFKSXciyeM7DuC4Lp9ds4SSmFcnajsuh9u62HrsNO0D3kNnUTTM0uoyltdVjIvtHRnflw+dZGdTC8O5cpxbGmdTV5Q/rr+prMn+cx1sP3GGvmSa/FCA1fVVrKytwKefvw/P7z/Oqa5eHly9mJcPneRwaxd+Q2d1fRVr6qsIGPq4udSfTLPtxBkOnutgOOupeqoL8lg/t4bawhkTpw8GCqo231soXUUIJYZQZxzOZ/DLBykdpBwcNTZHWjjWYczk/8GxDgAamu9mNN+G92xIm7JNQJJ1bBSh5HbtBRnH8tQQQhBSDXRFJWFneKn9EBHdz/riOYQ1H4aikXJMSgMxgpqBwHu2c5Ek7Sy26xJQdfyqjuna2NLFcj1D86BmoAsV03VIOyZSSvyagV/RCGo+7q9eTlOiGzt3/ESwpcsTZ3ZxT8Vi4r46ziV7+fHZ3dxRvpBHT73FuuJ6knaWVzuO8tvzNtNvJnm0aTtxX5iYHqA3O0xduPAickJKyYCV4kdndrKpZB6zI8VE9QCqUEg7JooQZGwLXdEIagaWa5NyLJCSgGbgUzQknqJkUV4lebq3qLFdl4xjIgHLdUbHxpES07VZEq8iqHnPzJbrkHVs7xlcuoQ0A5+q40h3dGwlEp+iE9I+mOfmGVw+fIbGzevmYpoOjuOSFwuyflU9XT0J1q2sp7ggwm03NnCmtQ/HcQmHfKxfWU8qY3H35oXkx4L09A2zcF45hq7iOC6Z7HlvOCEEq5bUcLK5m6xpo6kKyxdV03S2B4D66iKEgFDQh0TSOKcMTVMoikfIiwRxpaS2soCKkjwiYT9rV8yitz9JLBLEtl12HzhLQX6YvOj5hXpLez9Bv4Gha+w53EJxYZS1K2YRzUWyRsN+NqyaTUfXIKuW1FBbWUDQb9DdN8z6lfXk5wVpOtuDIgTLG6uoq/rgv/vf7DzFoJlheUEVxwY7eb3jJPdVX7kK6yNBTihCYEuXo/1drCiqIKhfLHmXMovj9mPoC1CUyRfEQggUJYoQIRyn+4I2JCmnl+NDW2hPHcCRForQqA7fQEP0boSE1vQ+Tg69QsrpAyCkFbI4/1N0po9wYOBJAmocgcBQQ8yN3Ep1aBVt6QPs6v1/NMbuZW70NoQQnE3u4lxyF+uKv4KGn4TdwfGhLXSmD+NKB1Vo1EVuZF70jqsiC7wStKTeJaqXXTY5kbS7aU3toSF2dR/Qr1dIQFPEqKtz2GfwyuFTlETD1BbmY4wxF3r54Em2HW/mobVLEEAqa9E5mMB2XRzXRVUEhqaNJqFM5D2x9Xgzz+7Lkh8K4Lguu0+3svVYM392/y3MLytCCEHWtnn63SM89tZeon4/saCftoEEW483c9vCOfzKxhVE/B67fLqnj6d2H6Z7KEnbwBDRgJ/hrMm2480cONfBf7l3E0XR6Zu6Oa7kcFsXeaEAS6rKyFg2L/z/7L13mBzndeb7q9g5d0/35ICZAQYzwCATAAESiQFgEBVJieQVlW3L8q5tWdfp+tnneu967bXXltfelWRFW2IQgyhSYk7IOecBMDmHns65qu4fPejBAAMQTDIk88UDEt1d9dX3VfjqnPc75z3Hz3Gsd4j2mnIagz4mE2l+efgMn7u1mP/aOxHh71/aQc/YJOVuB6IocmpglG1nuvjqbatYWldZMjYSmSxbz3SRLWhMJlNMxFNIkkgqm8djtXDLvLrZr9MUMfF/Xt/Dsd5hvrh+OW6rufTbga5+/u7F7SiShNdmQTcMLoyGuTA6QX3Ag9U7vSqn6QavnzxPLJPDbTVT0HT2d/az61wP/+Vjm6jzF0v+ZvIFnth7jGcOnMRnt+IwmxgIR9l2uov7lrVy/00LSik8Z4fGeO7QKYYjcUZjScyKxPjIBG+cusAja5fyyRVtqFOlh5PZPN95cx/bO7qpdDsxKTIjsQQHuwZQJelDcuLfDQqy+Q4k863va6sC4qwlQD/Eh/iNhxEjG/sbtNzhouipkcTQw1OljTVEZSGq7REE8b2vrj/RvY9oLkVWL5DXNTZXLqDVXcnWkbMcm+wjoxdY4q3l9opWto2c5bWhU1hklZPRIe6pWshcZznbRzt4begUG0MtzHEUxTlPRQb45cAxNF0nZHFxX80SDod7OTDRjSJIJApZVvjr2VTewrHJPt4aOUNWK1Bl8/LxmqU43mWkwqUIWpzcXdWOTTbxl8eepy8VZsdIB2VmJw83rMYkymiGjkm6Mjwrb2i8OHCcvWOdjGXieE12Hq5fiV0x891z26ix+ehOjDPHEeCuqnYOh3vZMdJBVi9QZ/fz0ZolGAb8rPcQe8c7+ZO2u3CpVgbTk3ynYysBs5NILkmNzcen6paTKuR4ons/5+MjNNjLsMkmzsaGebJ7Px6TlUguxTxnOZ+sW87Z6DAvDh4nXcjRmRhjS+VC7q1ahCr9Rrg/v/GQZYklbTUzvqut9FFbOR1Z4/fa8XunbdDmhpmRQ9UVXqorvBiGQTyZ4dS5odJvZpPC3IYgC+ZVztinvaVq5uf5Mz8vXTCzTxdRV+VDFAW6+sZJpXPUVfmIxdMMjkRK21jNKmaTQjSWojLoxuexlaImLqIy5KYyNF0coKbSS81Uidt0Jk9dlY/2+ZW4nTfGe380E2Ohp5LFvmpkQeTARO97au+GejoLukZae/uyYqIgYJVUbqtoodJaNLIVUeJsZIxz0QlcqonbqptwqldO2IKg8vblOYQph386NaSYJxhl7/j3SOTHaXFtwa74yWgxZKFYkqwnsYdD4ceosi4tkQxpLYoiWsjpSSySh2W+hxCQ6E7uYs/4d3AqIQpGhmRhjAvxrVTblmOV3eSNNGltEgODZGGCPWPfJa+naHFtwSK7SRcmMUmu39RCI7/2MAwDfaqCx4n+YcqcdsqcRVKspaKMtqogr5+6wOb2uYTcRaMpnsmxvaObFXOqqfW7izXXy7z8wea1DEVinBoYYVl9FX+4ZS22q2hOGAb0jE/y5x/ZyLKGSjDgl0fP8FfPvcWujh7mlPlQJJEzg2P8aPtBFtaU83u330zQaSeWyfDEnmP8cPtBGkM+Ni+cW2p3MplmOJbgT+5ZR1PITyyd5YfbD/Lk3mMc7xthQ+v1kxMWVaYx6KNrbJJcQWM8niSbL1AX8HBmaKy4CpPOMBZPMqfMh64bPLbrKCf7R/ijLbdwa0sDsihyenCU//6Lt/je1gPU+jwEnNOko6brbDvTxceXt3HP5nl4bFYiqTS6YWCSL1crLz7xRWJiL0d6hvidTSvZMH9OifzJazo7znYTS2f45kP30hTyoRsGI9EEyWyOMtfM8ecLGkPROH927wYW1ZSjGQZP7z/OX/9iK/su9FHr8wAGh7oHeGLPMdY01/GVDSvwOWxMxFP8eNdh/m3nIeoDHtZdInA6Hk8hCAL/78dvo8xpo3ciyj+8tIPHdh9hWX1lKW1oLJbgtZPnuWNBM1/ZcBMOs0oim6N3PELIdWOFwBqGQTZboFAorvgVFcFFFEV+16XDZjtGf3+YQ4d72LhhPvZrKLC/n8hm8xw81M2JEwNgGKxe3URLSwWS9O7DHS/HoUPd9PZOcN99by9kdzn27etkZCTKPfcsvq7tDcPgra1ncDosLF1a946P9+sGXTd48aVjNDeFaGr64HOz8/kCO3ac4+SpAWRZ5I7bF1B/A4nR3YgollOcRC+cZdpmE0EwISkLMTm+jqi08X6UZYvkUmS0PL89dz17xi7w2tAp5rnKWeipZpG3hoHUJE/2HGB9aB63lbcxkIpQbw9wW/n8Enl+e3kr0VyaZKFYalQ3DH7ed4Rbgs20uat4tGsPu8bOU9B1RtIx/nD+7UxkkzzRs49VgTk0OAKUW9yktCzf7niLW8qa3xE5kdHyPN69j7dGzjKeTaBP6URoUxoOg6kIhmHgkM30JsN8onbZ27avijIfqV7M6eggD9TdRKu76OiFs0l6khMs9tawpXIBxtS2TY4yamxe4vkM3z23jVuCzdTYfHyydjldiXEKRvFdUNB1OhNjfKR6MXV2P3936mX6k5PMdYV4oG4F/3D6VbSpqgA5rUBXYpz767bgNdn425MvsbF8PrvGztPoKGNVYA7f6dhKq7viQ2LiPygEQcBpt1xBdrzfqKnwUlNx7VSLeY2hd92+xaxw68obS3B9kbeKlwdOs3e8h3guzYaKuW+/0zVwQz2hJyOD/P3p16e/MCA1FRJmEmVyegHNMJjvKuePF9zJmrKmUji5TVa4u66FSDaNTVFLoV4XIQgmJNFDQRtGN1JIV8k9NAwdTZ9ENxKI4sySlsPpEwyljrMu9HUqLAsRBHFKAMggq8fpiL1K0DyXJb5Po1xSRs2gONGaJDteUz1myYlZctKV2E68MIKBgUMOolNgJH2SOvvqGf0ZSB1iMtvNutDXKTPPK6V5FNfkr/7CjeT6kAQTdjlAojBGqjCBz9SAKEiEsz241AoEJGL5ATJaDElQcamVmEQHgiCQ11PE8kPY5SCJwghZLYFJcuBWqxEvu3V0o0A4240smnAqlQgIpLQJ4vlRdCOPLJpxKCHMonPqnBiktUmi+QEMQ8ehBLHJgdLYkoXx4rkxdGyyH4cSRBQkUoUwGS2GSbITyw8jIOBWqzBLrqnzZZAsjBEvjGIYGopowamUo4r2X0kYXyqb40jPIH0TEUZjSbae7qRzNMyDqxdTNbWybjUpbGxt5K9/sZXj/cOE3A4MA470DBJOpvjE8jaclnfnPAkCrGysYWVjdcmxXlZfRcBho38yVtJiOdg1QDSd5ePL2iifIkdcFjO3L2jmlePneO3Eee5c0Fw6ZxaTwm1tjTSXBxAFAbfVzPL6Kn5+8BQDk9F31EezItMQ8PLLo2fJFgp0DI9jMyksrAnRNRYmlcvTH47is1vx2CwMx+Ls7+xjWX0Va5rrME+lZLRWBdkwfw6P7jrK2eEx/A7rjGtc7nbwwMp27FOlwsquEt2hyjKTqTQ/3Xuc0wOjfO321axprpsRlSKJAl67lXxB53DPIHazSshlL13TyyFLImua61hSV4EkisiGwfKGatxWM33hKAYG2bzG3gt9FHSdjy9vK0Wf+B1W7lzYzFunO3nz1AVunVdfGpfTamZTayNlzmK6V7XPxaa2Ro72DXG0d6hETlhUBbfVQudomLNDY8wt9+Mwm2ituvHEr1KpHD/+8S6On+jHbjMhiALBoJO7tixizpzAddeRfztkswUmw0l0/f1TbcnnC8RiGVwuK7J8ZT/Pnh3m8cf3sHBhDW63DdM7rCt/PejqHufw4e53RU5cuDBKR8fQOyAnIBZNv6M0rotIp3NkswWcTsv7Rjq9V2iaTjSawm43o86qWm8QmUySyeR+Jf0RRZGGhjJyuQJPPb2fpUvqPiQn3gaCYEY2b0IQTBh68V0kiH4kdSmyaS2CVFEsA/w+QBJE5rsrcCkWyq1udo9fIJHPsHe8k/5UmFQhx2gmVnT4r/MWTxSyRPPpYjqDaqXRUUZXcpyAycFcV4iA2YEiFu/NRD7DhfgYxyJ95DSNgVSk5MhfLxRRot1bQ4szRGdijIPhHgC6E+N8p2MrLsXCXVULCVqcGBjI7zEVxiKptLmrSjoUOa3Ascl+TkYHyGoFBtMRCvrVyw5WWj3U2n34TXZssol4IXPVbRscASqtHpyKGUWSSRQyeFUbvckJnIoZkyRjl381xPSH+BD/kdDqLscumxhKxwiaHVTa3G+/0zVwQ5ETFVY3n6lfARSdzGOT/ZyJjbCpfB4e1UY0l2LryDnq7X4kQUS+xGjVDYOOyDjjmSQmScZjsmAXLxU9caEqzWTzJ0ln3sJmuRsQr1BRNowEqcxrGIaGSZmpwjuQOkKZeR5+U2Mpd7G4v0AkN0CiMFbUURBnhtkYhnDZZwMdDcMwkAQVw8igiBYqrUvoTu6mwtp+ybjyDKaOUm5dgMdUW+rvxeNeCx2xVxGQWeJ9gNPRX9IRe5W7q/4aUZDZN/591gZ/j+7EbjoT21BFK3k9i1utYon3M9iVANH8EDtH/5lK6xIms91oRg6bHGCZ7+ESGQACmpGnJ7GH09EXaHXfg1MpJ5of4sDEv5HXM4iCSE5L0eLaTIPjFgDSWoTD4ccp6Bkyehyz5GSl/4s4lUrGsuc4NPETCkYWEQkdjXbPx6m0LqE/dZgTkWcJmJpIa5PE82MEzE2s8H8es+RgItvJofBP0Kde2Hk9xULPJ6ixLX/b8/V+oHciwl889SqCKGBTVRqDXn5740ruXNiMIhUNJEkUaa8pp9bv5tXj51g3rwFN19nZ0Y1NVbm5ue5dGf8X0VDmneFYK5KI1aSSKxQwDINcQaN3IoLdpFLhcZa2E6ZIhyqvi57xSfKaVkoTsCgKdX5PqV+CIGBWZVRZIqe9M+NIliSqfW6S2RyRVIazQ2M4LGaWN1Rxom+EvokoF0aKqRIOs4musTDJbI4qr2tGlRJREJhT5iOdzzMaTcyg6kRBoNbvKRET14Km6/xw+0G2nenis2uWsm5e/RUOsSSKbG6fS8/4JN96fQ8vHDnD0vpKNsyfw7yKAIokzZhLZFGkITB9HQRBQJUkLKpKrqBhGJDNF+ibiOCymCn3TEczCIKA327D77DSMxGhoOkoU6k/FkUm5Jom2kRBIORyYJJlBiOxUhs+h5Uvr1/Bt9/Yy589+TILq8tZ3VzDLXPr8dqt7+n+er+h6wYT4QTNzSE2bmghGk3z8svH+eGPtvONP7oLl+u9RxkIgkBjY5DGxvePnDEMg8HBCK+8coJPfWoFrllKlZ05O4Tf5+DTD6zENoti968bRFHgIx9Z8o73MwyDEyf66e+f5K672q9CBPzqkUhkePbZQ9xxRxuVlVeudImiyIMPrp5lzw8GkiRSW+vDbjfxyxeO/sqO++sMQbSiWj8J1k9+8MeaWii7WMbQMIoikFuHz/D11jspGDr/ePo1wKBooRV1yAyKG89GTKqShCQIJAtZXKqFlJYrHgOh9P+Lu8XyGX45cJSHG1YTsrgYSE2+4zFIgkijPUC7twZJEDk62Q9AvT3A1+ZtpNziKi0SeVQbZ2PDLPBUIQri1LiEWccxPV6jVLUDiu8o9RKNislckhcHjvP5xjV4TXYGU5Er2ppxfkQJSRCnz/k1JMFVUZq2UShenwZHgJ1j5ykzO7mzYgHlFjfGVa7Fh/gQH+KdwTCKT6QoiNQ7/NQ7/ExkExye6OPm4Jx33e6NYSFMIWB2cHtFUb04pxXYN97NA3XL2Fg+D1EQ0Q2dcquLrcPnKOj6DFGeWC5LLJeh1RPkyMQgyXwOuzJtDEqiF6t5E5ncYSZjfw8YmNSlSKILkKc0KcZIpH5GMv0LZKkcy2V5wSktjE0OoIhXMq85PYFm5LArZVcdX0aLMpI+jYFOZ3wbXlMdbrWa8ex5ACqtixjJnGQ0c7a0j4FOSgsTUtuQhXdm3LrUaoZSxygYOVKFMDbZTyw3iCBIqKKVZGGcC/G3WOj5GCFLGzk9yZ6xf+Fs7GWWeD8DQFZLkNPirAx8EUkwFc+bdNGREjAw6Irv4Fz8dRZ4PkaldTGiIDOZ7SGeH2Fl4Iu4lCoKRhZVtBZzowFNz1JmbqHBsZaCnmHryP+kL3mQRqeT45PP4FDKWOD+GKIg05nYxpHwk3jUOsAgpyWpsLZTbllAsjDO9pH/RW9yH02ODYxnz5HVYqwMfAWb7KNgZDGJDn4VxARAfcDLH911CyG3A0USsZlUPDbLDCINiqv6N82p4bUT5zg7PIbNpLL3Qj+rmmpmpCe8G6jy2z3WReNBFK80MgSBKcOEUrgnTBkY8uyrT8a7WIguc9pxmE2cHRpjYDJGfcBDU9BPXtPoGZ+ka2yS+oAXm0ktGTqzOdQXv9MNY1oQbQqqdH2rZePxFIOTMSrcTnZ0dHNrSz1zpyJELkXI5eD3N6/hzva5vHbiPDs6enjj1AXuWjSPh1YvxnYZEXK183URBsUuF1eRZ7kOCBiGPuM6zIbitjOvgyxKrJ/fwNxyP7vP9/LmqU6+v/UAzx06ze/fsYb22vdW5umDQCDgYO7cciRJxAB+8INtU6vaJkZGYlgsCoWCzvhEHFmSKK9wY7eZMAyD8fEEExMJBAF8Pjterw1RFCkUNAYGJonHi6ttsixRXx/AZCo+I4ZhMDmZZGwsjmEYeL12fD470pSmi6bpjI8niESSaLqB1aISCrkQRYHh4Sj7D3Rx/HgfbW1VOBxm/H4HwaCTSCTF6GiM3p5xkqks584NYzarVFd7kWWRgYEIZWWOUnpJOJwgFs9QV+tnbCxWiu4ITyZRZIlg0IndbkEQoFDQGBmJEYulsdlMaAWNS++fdDrH8HCUdDqHzWYiFHJhmspnzec1RkaixOMZ7HYTBU2b8cxcC+FwguHhKIYB/oCdYFmRoNZ1g9HRKLIskctrRCIpzCaZUMiNxaKSzuQYHJhkz94LxGJpauv8U7+78E7lCScSGUZGYmSzeZxOC8GgC0UpPj+jozEEoXjtRsdiYEAw6MThsDA8EsVsVkinc8RjGcxmhfJy99R4DeLxDOPjcTKZPIoiUVbmxOm0TPU5xpkzQxw+3ENNjY/JyRRO+LGSawAAIABJREFUp4WKCjeSJDI6GmNsLI4oCVSUu3G7p+dlwzAIh5OMT8QxdAOPx4bf70CSRKLRFPF4BpvNxOjUfVUWcODx2BEEyOUKjI3FicczGBi4XVYCAQfy28wX1wNN05mYSDA5mUTTdKxWlWDQhcVSnEfHxuJMhBOIgoDf78DjsSGKAuPjcdLpHBUVHiRJRNN0+vrCuN0W3G4b0WiaeCKN12NnaChCNpvH57NTVuacvudGYsXzLIt4PLbSM6jrBuFwgvHxBAjgv+T5NAyDVCrHyEi0dI28XnupX78OUCUZSZQ4ExtmIDVJNJ8CBCRRpNLq4WR0EJdqockZwiardCfGGUhNIgoiHbERamxeFnlqeK7/CI2OICcjg9xT1U5PcuKKY0miiEVS6UqMcz4+ykC6SE5EcinOxoYJ55Kcj49gV0xUWDxX2B3XgiQImCR5xgLYbeXzebR7L1ldI2RxYpdNLPPVY5olLUIVZaptPvaOd5LR8rS4Zn/HyKKEWVa4kBjjVHSQ4Uwx2mUyl+RcbJTJXJKO2AhmSaVgzB5RMZaJczY2zGQuyZnYEAKU0jsuhY7BSCZGVstzOjpIR2yYrFZgsa8G6dcsKbqQ1xgbjhCbTKHrBqpJprzGh8X6objnrzt0Tae/exzVpFBW4X7f5r5MOsdA9zj+oAunx/qB3Ceno8P0pyIztA/HMnES+dxvDjlxKYypScUiTSsaCwioosxQOorOzInIoZiwKyaOh4exyyo25fK0DgWb9aOks3tIZV5mbPIPUZVWFLkaARO6ESOX7yBf6EQQLDgdn0NRZlb1EBAx0GZlbotOt1BasZ8N4WwPRyZ/iipa8ZkaWOz4NHalrEROOJQQQfN8uhI7CZibSi0LgoRhaPAOi0h61Fq6E7uI5Poo6FkqrYsJ53qRBRWHEmI8ex5BEKmx3YQsmrDiJWiZz0j6NDk9CYAsqFTbluNQZuZHFa8HDKaOMJ49zwr/I1Rbl5YiSjymOiySm6Php6ixLafKtrRIEkzdv1bZR41tOTa5KGpjk32ktElyWoKxzFluLvsqDiWEIAhUWBZxPvYm0fzg1L5eQpZWrLIXi+TBoQaZyF6g0bGOgLmZzvg2Docfp8a2girrElTR9qviJjApMvVlXqqvEu5/EZIosnH+HF44cobd53sJuRwMRmJsmD/nKqva1z+At9tSkSSCLgfxTI5oKl1K6zAMg1Q2z0QiidduvUKb4f1EyGXHZTVztHeIyWSaze1zcVuLwpwXRsOMxZOsnVuHKkv4HTZUWWY8npyK5pBK/R2OxpFFEbfN8q4nXrtZ5U/uWUc2r/GXP3+Df3p1N39273rK3Y4ZbQoCuK0WVjXWsKKhiv5wlG+9sZcn9hxjSV0ly+qrpv08ofSfq8IkS5Q57ZwaHCWezswQ34xnskTTGaq9rhkkR66gMZlMl1Z+DMMgksqQ1TS8tukIA0EoXudav4dav4ePLJnPW6c7+ebLO/m3nYdYWHPX9fqk/z4wprUncrkCT/x0LyaTTCaTJxwuzk2f+tQKFrRVcebsMI89uptUOocggMkk89CDq2luLqdQ0Dl+vJ+OjmHGxmL09oX5m7++n8pKD4Zh0Ns7wU9+sptIJAVTZcAeenA18+dXous6Bw928/TTB9B1HUWRMJsVHn74ZjweGzt2dLB3XydDw1FeevkYiiKzelUjZWUOOrvG2L79LGc7hkkmszz/iyM4nRbuu28JoiDwzX98mUceWcviRbUA7Np1np07O/irv/oUL798guMn+nC5rCQTWSLRFO0Lq/n0p1dht5vYu+8CTz11AFkSsTvMJJNZZFkqprQlszz11H5OnhxAViQymTxr185ly+aFmEwyu3ad42fPHkRRJBx2c5HguE79jcHBCG+8cYqDh7pZv66FRx5ZCxTJkmeeOcjISBRJLh4zGk2x5uZm7rtvCRPjcd548xRHDveg6QaadhiLRWXTxlY8HhuTkykef2IPXZ1jxeud17jzjgWsW9eCoki89NIxhoaiOBxmhkci5PM6d9yxgOXL6nns0d1kMnkKmk42WyAWS3PbplY2b16Iqso8/4sjHDnSg6JIxKJpmppDfP5ztyDLIgcPdbNr1zkGhyK88eYprFYT8+aVs2XzQsxmha6uMXbs6ODwkR4e+exabrutrXhrGgZdXeP8+Mc7icXSiKKIJIs8cP9NtLVVcehQD8/+/CB1dX7GxxLE4mkqyt186Uvr8PsdnDk7xJM/3Yem6+Smatd//vO3MH9+5XsySjVN58iRXn765F4KBR1VlVEViYceWk1jY5BTpwZ57LHdZHMFMMBiKd7LjY1Btm49w6lTg/zBH9yJzWYilcrxrW+9wYYN87n99jaOHu3lhReP0t5ew5kzQ6RSWZYsqeNTn1xBOp3nqaf2cfrMEIoikcnkaG4O8chn16IoAh0dQ/z0yX0kE1l0w0BRZB757Bqam0MkElkef3wPFzpHkWWJTDpHa1sVD35m1Q0TXXMpVgXm4FWLEVIhi4tN5S3MsQf4RO0yLsRHmesMUWvzYRJlJEFkTVkTAtAZH6PS6kFCoCM2gtdUJLrORocImotClDtGzzGaiXF3VTtt7kpssom0lkOaqgpye3kr5RYX99et4FC4h6DFyVfnbsBvcjCZS9IVH2Oxt4bJXIqexARlZifiZVG7IgIbQtNabUGLi42hFmpsXm4rb8UizbSbF3trcSgWDod7GE5Hmess2oGXE+YCxYiM+6oXs2O0g3PxERocAayyyh0VbVguSbN2KVbur1vOkXAfFRYXX2leh9dkI5xN0pUYY6m3lvFsgp7EOM3OELeVt2Kd6te60DyqLB5GMzF6kxMs9dbSlwzjVCyELC7WBedhmkqBub28FUkQ2DV6gT9dcDcBs52tI2fZP9FFq7tiRp9udBTyGjtfO8nT39tGf9cYumHg9tn5xt/cT8uiD1Y/4Tcdl0b5/HuRPJFwgn/486eprPPzW396DzbH+5N6dO7EAP/j/36Cjz2ylrseuAnlA5hT3xo+h2YYeNTpyNFwNnnVcsPXixtv9p+CJIjMcQT40YVdTOaSBC1OxjIJnu8/xhy7H/myHELN0NEMnUwhT8hqnzVPTpbK8Ln+H2QpRCrzBrn8SbK5AxSdfglRsKMq83HYPo3D+knEyyIV3Go1I+lTZLU4VtnDpc6HVfagCGbC2S68plpmc0yC5nmsKvstzJILVbAiCvIVlTbq7KvYPfYdxKxMce1UxK1UEs71kNNTmCXnFe1eDXY5gIhMf+oQFtlNyNJKZ3w7imjBb2okqycQEGf0QULBQEe/yEILQtG5nwU5PU08P4wiWhhMHSNobi2VPnUpFawp+ypD6RP0JvfRmdjBAvdHqbYtA0AUZJQZ6S8iRZ67+OdihEVxWxFBENGnyrMW+yxdsqeEYeiAgVetY03wawymjtGXPMCF+Fss9j5AuWXBda8Q/qpQG/CwtL6SnR09WBSZRTXl1Admr6IgiQI2k8pIrCjAaFWVqVBR3rFBq8oSS+oqePbgSV48epZKjwu7WSWbL3Cgq5/zIxN8ddOqD3SidlvNBBw2Tg+MYlBMRZElkbnlAQ51D5DXNGqnKkpUelwsrAlxsHuAE/3DLKwOIQoiw9E4W890Ue1zzSjJ+k4hiyIem4WAw85XN63k717czrff3Mcf3LkGp8VcXK3WdMLJFCZZxm5WEQWBcreTBVUhtp7pIpV95znpZlVheUMVb56+wEvHOvjMqkVYTQqpbJ495/sYjSWKVVsuGVckVSwP2lJZhsNsIpxMs/tcD5IgsLB6eqUqkcmSyuVxWkyYZBmzItNaGaTC7WR8qqTtjYaxsThnzw4zPh7nlVdPsGhRDW53cY7QChodPeN84fO3UFnpQdMM7HYTkUiKxx7bTU2Nl3vuWYxhwEsvHeOJn+7j9//zHTgcZu64YwEbN87n5KkBvv3tN0vHSyazPPX0fnw+O1/84q0YhsHzzx/mqaf3842GMiYnkzz66G5Wrmxk3fp5qIpMvqDhcVuRZYl7712MzW5i+/azfOmL63C5rahTpV8XtFUxtznE40/sZWgowu9+dROqKmM2KwwOXjsU+2K6yH33LaW5KURn5yjf+942Vq9uIhRy8eILx1jQVsU99ywmkczw/e9tK5VG27e/k+PH+/nCF24hFHJx9uwwP/zRdubNDeH3O3jp5eMsWVLHls0LicXSfOdf3ioJkb4dWloqmDOnjMjfvnDFb7puMDAY4Wu/u4nqai/HjvXxr/+6k9WrG6ms9PCJjy8nl9PQdZ0HP7Mak0nGZCpGwmzbdobRkRhf+cp6PB4bhw738MQTe5g3r5zqah+abnC2Y4gvf3k9TY1l6HrRsb543NGxOL/1lfWUlTnZv7+L558/zMqVjQSDTtatm8f6dfMwmxX6+sL88Ec7uNA5ysIF1WxYPx+/38Hjj+/h4Ydupqq6OAeZzcW2ly2rZ+HCav70z56aMdZEIsvTT+/H47XxhS/cgizLbN12hsce38PX/3AzUIzG2bSxlYcevJl0Osf//PuXOHSom9tvX0BtjY8vfWkdVptKNlPg8cf3sGfvBRobg6VjvxuMj8d59LHdtLfXsGlTKyZVJp/XcLuthMNJHntsN42NQe66q51CQef55w/z0yeLz8nbw2B4OMrqVSa++jsbEUUBWZYQRYFYLM2+/Z189L6lLF5cS6GgF8lRRSIWS/PMzw5SW+Nny5Z2NE3npz/dyzM/O8A3/mgLkUiK/Qe6+PQDK1mwsIpCXkMUxVLUzI2GZb660r/LzE7KzEV7bFVgDqsCV64SulQLW6oWzvjuI9Wz67vcWTmz7F6TczoFzSaaWBeaB8B8t4X57ooZ23pNNurt09okOa3AY9176b8s7cNvcvDR6sWUWYr9DpgdBMzFxYmLhMWlkESRua4Qc11FUmIsE+dbHW+SKGRn9tUR5K6qhQTMDj5aM1P7Zv1Uvy9CFkXa3FW0uWdWP3CrVhocV+qrBC3TNu+asuKiXbnVXRLdvBTVtunUrHWhecTzGWRR5Fx8hKF0hJORQertAeT36Dj9qjE+GuXJ725FUWX+7JsP4vLayWXzVDcEPoyaeI8Y7g+z45UT3PGxZTg97y1q+d3CZFFpaCmnvMqLor5/96bLY2XugmpC1V5E6f3R7roc60PNVNrcOC8RzR1NxzkZGbrGXm+PG5qc+Ez9Cn7SuZdHu/YRyaVxKmaW+mp5sOGmGTlsUKQXCoaOZhhciIZp84Ywy1e+6BWlAZ/7v+LInyKbO4amD2MYOQTBiiLXYTYtRxJDs9bDrrQu5kz0RfqS+2lybkIsESQGTqUSt1rFufjrhCxt2GT/1KQxzcpJoopFcl+TYLDLQcrM8zgffwO7XIYkKFRaF7Nj9J8YSB2hwb72ksnoYtuzT06yaMIm+xieEtn0qvUcLTyFiESTcwMZLUrByBLLD+Ex1aIZecK5bmyyD1Wyknwbm1URTMxz3YlbrWHn6D9zNvYKbe57wZAwAJscoMm5gTr7ag5O/JgL8bcIWeZP9Vi4gpgBUEQLDiVIONdNuXUhoiESyw+jGXnschlpLUJGixHPDxermugpEoVxAuZmBCQMdBxyiHmucurtN7N3/Lt0JnYQMDfPECm9EWBWZDa1NfIXT71KQdf5rY034bHN3ke7SWVpfSVP7TvBP768k1q/h7ymc8u8Otqq3pnqryAItNeUc++SFp7Zf5KRWIL6gJfxRIqtpztZ3lDF7Qs+WCVgURSp9bt589QF2mvLcZpNyKLE3PIAj+4+Qo3PTa2/KKgjSyIPrV7MXzzzKv/tubdY01yLKksc7hmiZ3ySr962imrfexPfuXicW+bVM5FI8e039hF02nnklqVYVYVYOsP/fnUPsUyGuoAXi1IU0dx2poumoI/6Mu875r5EQWBVUw0bWufw2O6j9ExEqPa6GIrE2X62i7Vz61jfMtPgVWWZvRf6mEikqPV7uDAywbazXXxsWRvzKqYNu4NdAzy25yhVXhcBhw3DMDgzNMapwVF+e+NNNxpPB8C+fRfo6R7H7jDR1lbFHbe3YbGoZDJFx7t1fiVNTaEZDtzISJSOjmEeeGAlZWXOYs3y5fUcOtzD6GgMp9OCokgoioTFrMww5CYnk5w40U9zczkvv3wcgKHhKL29E8Tjabq7xzCA1asbKQ9deX9ZrSbMZgVZErHZTDguiUBQVbn0V5El7HbzO3K45jSUMb+lEpermIKgqBKJRIaxcZGx8TgPPriaQMBRTIWZV87JkwMAHDncSzqTY9++TiRJJJnMEg4nGRyMkM9rRCJJVq1sxO934Pc7aG4K0d0zfl19kiQRi0WdVfgToLW1kqamIFarifqGMgqaTiaTR5YlrDYTqiqjazp2u6mUZpJMZjlytJdkKsvOnecQRYHJSIqxsTijozGqq31gQH19gLbWyhlVVpLJooPUvrCahoYyzGaF+oYAmWyeXK4AFMvEnTjRz/hEgngsTSKRIRpJIYoCVquKxaIgSSJWqzrj+kExjUSSxCvI30Qiw+kzg/zOb2+koqJYEnjpkjq2bz/LwEDRGfT7HSxbVk8g4JhKF7IxMZEo9smi0tMzwdGjvcTjGcbG4+iGgaZdXRTwetDTO0E+r3Hz6iYqymfer319E5y/MMojj6wlECjaHytumsMPvr+NsbH4dbXv8di46aaGUirHRTgcZubPr+C1104yOZlk+fIGamqKZPHoaIxzHcOoqsxLLx0DiiTK6FicVCqH02mhZV45L79ynImJBMuX11Nd7f3Q4XqPUCWZz865edbfhnrGeXHHTtLJLC1L6mlZVn/VdhLRFOeO9tKyrAGzVSVgdvCfWm676vaGYdB5coDju88hKRKL187FMAyO7jxHy9J66udXXKHnZBgGA52jJGNp5i6ue1fjvRocipn761awe6r6yUJPNTf569/zqu6vGslYhp5zIzz8tU0sXtX4gTma/xFx8mAPB7Z1cOvmhf9u5ITNbuZ3/+K+973dmsYgf/bNB9/3di9Fi/tK/6PM4qDM8t6qwt2w5IQgCJSZHfzOvHVMZJNktTwmScar2jBLyhUvr4uiO1m98LbqwoIgYVIXYFIXlKpevJ3ApCAIBMxNtLrv5WTkeQZSR7ApAXJakpCllQbHWtrcH2X/xA95a+Rv8ar1U+SFQItr83WPWxIUamzL6Yi9RsHIgiBQbllAo2MDRyefpC+5D4vsJavFqbItpd62+qovcklQsCkBzk9FD5glJ4pgJqWFMYsuPGotQXMLe8a/S5m5mVRhkmRhnKW+h5CE61jBmTquz9TAUt9DHJ18Eqvkoc5+M/2pg/Qm92KXyzDQGc+ep9q6fEq34uowSy7mu+7mZOR5koUxJMHEaOY0jY71OJQyxrId5PQkJ6PP0586SCTXjyQo1NpWYqBzIf4Ww+mT2OUABSNHJNc/RSS9+xWp60W5x4EoCijX+eIQBYGmoJ8av5tIMsOqxtoZQpaXwqIqfGb1IlRZ4kDXAOdGwnjtFm6aU13axqwoNAX9uKyXGdmSRK3fTcg1naZgURUevnkJ9QEvLx8/x5unO3GaTXx6VTub2+fid0xP0m6rhYYyLxZ15jm0qAr1AS9e+7sjfeZXBKn1e1hSW4lFVRAEqPN7aA75aQh48dmnI2uay/38t0/ewfOHT3OoZxBN06kPePjc2qUsqa+YkQqjyjJ1fk+pdOvVICDgs9uoL/OWxEoVSWJL+1wiqQy7z/WwvKGK5Q1V2Ewqq5treOXEOfac7yWvadhMKptaG9ncPpfKS4RFrSaVxjIfDsvMe12VJeoDxZKnF7trM6l8ad0KmoN+Xj91gfPDE3jtFj5/yzLuWNhcSvW4CI/NwpfXr2BfZx9bT3diVhW+vH4F9yxuKVUxAWgM+phfUcaxvmGO9Q4jCFDpcfIn965j/SWlSW8krFvXwj13L8JsVrDZTFfk4FttppIWxEXoelFrRLrEgZTkojhpPn9tdlXTDfJ5HbNZLjncjXPKWNReg9VqIpfXUGTpfdECuBwCwowsvUJBmxEqbbGqqFMrKDN0YDS9SFZcQnQo8rQYazZXQFEkVLX4nctl4WMfXUpDQ4BIdCpX+ZKVGVmW3jdH0GYzIU09RwLXF6hmGAa5XKFI4igSggABv50HHlhJ+SUOdpEUmf062OzT98X0uTIYGo7yL//yFm63laamIBazgqpI70oj51LouoGhGzPuRUkSEMXpe05VZCyW6bBxQRDQjaI2w1NPH+DcuWHaF9bgDzhwOizvNGNzVuRzhakSvFeep4saJpc6NbIsTj8ngjAjXdUwDPKXRdQosjhjTBdht5t4+OE1nDo5wP4DXXzr22+yYnk99967GE0zKGg6JtP0M9bSUsHKlcXoI5tN5nOfu4WTJ/vZv7+LAwe6WLW6kS2b22/Y6IlfVxiGwUjfBM99fytz2qqobCjDZLm2XZSMpTnw1mkaWqswW6+dBmEYBueO9vL6U/tYcmsLZpuKJInYXFZSiQzdZwapm1cOl5s4BvSdH2GkL/y+kxMAzc4gzc53L4RcKGhEw0lSiQyaZiDLIla7GafbinzJParrOvFImng0hVbQMVkUPD476mWk+HB/GEWVcbqtTI7HSadyiKKA023D4baUyBtDN5gYjZFO5ei9MEohr5FO5ug+N4IgCFjtJvwh14x5SCtoRCeTJGIZMAwsdjMen31GPwFSySyR8Ti+oKuYGjqRIJvOI8kibp8dm8Nc6rNhGORzGpMTcTJTfXW4rDgv04VJxNJMTiQIVXpIJbLEIil0XcdiVfH4HbOmFBT7myIZz6BpOrIsYrGZcHqsKJfYM4ZhkEpkiIST5HMaqknG47Njfpd6G7qmEwknScYzHNjRQSqZpa9zjGS8SHjbnWb8Idf0ezWTZ3w4ittnRzXJTE4kSCeyiJKI023F4baWzoWu6SRiaRKxNLlcAVEsjsnttV1xDlLJLOPDUbSCXjquL+i8gsBLxjOEx2IEK72kU1PntqBjnjq3qmlmu5GJBJGJROld5ws6cLiu1JwIj8XIZgqUVbiJTCRIxNIIgoDNYcbttSFd9s7VClrpvGmaPuO9ZXea8ZU53zfi7IYlJ2CqIoCkUGmdNlKyU0KZS3w1M9hPwwCLpFDv8FJpc5Iq5FFFCaty7Qn1eqpeXIQsmGn3fpIycwsjmVMU9DQOpQyPWoOARMDcxC3B/0xfcj/xwigiIh61FrPkImBuxiy5kIQr++NSKqi3r0EWipOY11TPYu/9FIwsEjKiqLDU9yDlqQWMZs+g6VlcSjlupeqafReRqbAsJO9K4lFrEQWZZudtpLUIZtmFLJpZ6nuY3uReIrleHEqIVve9uNWiw2uRXDQ5NmCVZ6/XO8d+K261BlGQqLIuQTPypAphNCOHR60hmh8kXZhEFlVa3fdQaV2MJCg4lUoaHLcgX1JNpca2HJPkQBBE6uyrsUhuBtPH0I0Cbe77pvYtbu9Uypljv5WxbAdutZpF9vtxKsUwR59pDslCmIwWRRGL16vC0o7IB2/o/MGda4ult96BCFVB08kVNBbWhGgIXL0usiAIlLscfHXTqqJxTNEQv5TMaC7389hXPz3DUQPw26389/vvRECY8ZvTYmJz+1xuX9BU0pIUBQFRmCmUuaV9LncuaL7CMWypKOOf/q9733We9E1zqllaX4kkTh+zudzP97/4iSvGJokijUEf/+mOm0vjFwXhirECVHtd/N2Dd80amXMpVFnigZUL+dSKBciXjM1mUvnCrct4ZO3SUvuqLLGptYkN8+dwsRKlQDGl5vLztbimgh995VPIl/Wt3O3gfz18L8LUOb4Ir83CfUtbuWdJS+k6SFNtXiFYCtQFPNw6rwF9Svdltj5UeJx89bZVU8rpU/tOndMbdU3SZjPh89mv6oTO1m+bzYTXZ6e3b4KmphCGoTM4MFkSxrwW7HYT5eUuamr83PeRJSVn+qIBGgq6iMXTDA5OUl4+u0jVRRHId1KeVJYlZEUkGk0DxRKnA4OTM8iUq9lbDocFq9VET88EjY1BcrkCwyPRUmpGXa2feCzNHXcsxO22IghFx1QUBbp7JjCbFHp6Jqit9ZPN5hkZjV53WsfboUgMzP6bOKUfkkjnZgq3yhI11T4SiQx3370Iu704x2vaTOf/WmTH1YzTM2cGmZhI8Htfuw2Xy8qFC6NXbCtLEpqmUyhcf9SCxaIQKHPS0zvOggVViKLIyEiMfF4jEHAQj6fhKuciFkuzc2cHn/rkCm65ZS6ZTJ4Tx/vfc9QEQDDoIpXK0T8QpqrKM8PAtTvMuN1WenvHaagPoOs6/X1hREnA67NjMStkMnkymTw2m4nJyWQp0uNSzDYmwwCH3cTKlXNYvryet946w4svHeOmm+bgclkoK3PSOKeM229fgCAUt9f14jNmGOB0Wli9uokVK+bw6msnefPNU6xY3jCDnPoQ7x2GYXD6YDfeMidr71mMejF6KZbm6K4OEpEU85c3UDUnyEjfBMd3n0fTdfSpv33nRzh7uBuL3czCVU043DOrE2kFnV0vHWPh6iZWbGotfS8IAv5yd8mRSURTXDjRT/vNzYwPRZgYjqBrOqP9Yd58Zj8un4O2m+agvocUp/cDhmGQTmbZ+uIxtv7yKN3nRshl8lgdZuYurOYLX99MRU1RM00raBzf38Vzj+6m41g/2UwOf9DFqk3zufvTq/AGpleR//dfPofLZ6OptZLXnj3EUG8YWZFoW1bHJz5/C3MXFu3vfL7Aj775CudPDRINF5/F5x/dzavPHgRgyeomvvzHd2F3FheHctk8u14/xctPHaDr7BCGblBZ7+fOTyxn3V2LZjiwpw718ON/eo3P/M4Gus4M8eYvjjI6FMFmN/HQ125j472LS4RGMp7h5acP8OYvjjA6GEGSROa1V/ORh1azYHl9yYE9sL2Df/3mKzzy+3ew7cVjnD7SSzaTp7zay5bZEpcKAAAgAElEQVQHbmL93YswX0JuplNZdrx8gjefP0LXuWGyqRwWu5mm+RV8/uubqZlTLC6g6wa9F0Z49l93cnRPJ/FoCpfXxopb5/KRh28mWOl5xwRFIpbmJ//8OqeP9DDYM4Gm6fzdnzxZcqxv3tTKV/707lK7A93j/MOfP83dn1mFrum8+OQ++rvGMJkVttx/E5/8wq2YLAq6rnPqSC8//7ednD85SCySQpIEqhvKuO1jS9l47+IZBEVPxzA//OYrjA5EiEwkuGXLQn77T++5ggg8tq+T//P/Pc/n//BOdr12klOHekincoSqPdz58eVs+uhSLJfss2/rGZ77yW6i4STRySRf+eO7ueMTy66wrX72o52cOtzDxx5Zw/OP7qHzTDEVo745xMc/v5ala6bt/nyuwP6tZ3nuJ7sIj8XJZQtEpt4RgXI3G+5dxEc/u2bGNX4vuKHJidkQy6d5tu8Ire6KGeSEWZZZGSoKwxR0jaMTxZM8GzlRjJbIYxiFax9MEBGF6ZVLQRCQUKiyLabKNnveoEMJMt999xXfV1oXXfUwXlM9XtN0aJ0kKMxz3TljG1kwUWNfTo19eem7vJ4mku+7arkEVbThMzVcIq4JDY61M7YxSw6anZtm3d8m+1ng+eisvwmCQJvnI5d8Fqmzryp9Nkl22tWPz7qvz1SP75LxAjQ5N17SlkS5dQHl1gWX71o6VtAyn1r7TVf85jXV4TXVzbrfBwlBEJCl65sgLwrwZPIFdnR0MxSJ87u3rXpbJ18QBCRB4GrE5NUqagiCUIoMuPx7ARDfpqqFJIqzHlMUBMSp4w1OxvinV3cxkUhfsy2AeRUBvrJ+BVaTekV61qVtztbfa43/0u1mG+/1tjfb90WigOsiuURRuGJcpX5d5fpcb9sAGMIMMmU2lMZwfS3+2sLrtXP33Yt47bWTDA9FMYDjx/tYv74Fz9uEaHrcNu6+exEvvHCUyGQKt8dKNJIiFHJx221t1NT4WLGigZ8+uY/Tpwex2kxk0jluvrmZ+vpAMRqlwkMykeVnPztAoMxJU2OQefMqrvksezw2GucEefHFo4yOxYjHM5zrGLli9WM2hEIuliyu4YUXjzI8EiWf1+jqGsM6ZRCsWdPEqdMDfP8H22ioD5DNFcjlCmzZ3E5VpYcFC6p4/vnD9A+EyWYL9PWF8bivLIF6OQoFjQsXRhmfSBQd8ZzG7t3nKQs6qa66Oql6EbIsUV8X4GfPHuCZZw7gcllpa6ukpsbH+vUt/Ohfd/CDH2ynutpLKpXDMAzuvXfxrOVZrxcXCaVf/PIILqeF3r4JcvnCDAc7EHBgMsk899wh6hsCVFR4WNRetCPOdgwTiaSIRFKcOTuE02mhqspLMOhiy5Z2XnjhKOFwEpMqc+LkAGvXziUYdNHZOXrVPlksKvX1AfbsvUA6k2N8LEH/QJjKimK+fzKZ5fz5EQYHJ4lGUxw/3o9hQF29n7LAtfWmKis9rFrZyNNPH+BcxzB2u5lUOseqlY3U1vq5a0s7L714nIH+SQqazrFjfWza2IrTYaG5OcTLrxznJ4/uorzcTVfn2HWf54GBydL9bzLJdHQME5yqimK1qmzcOJ+tW88yPFJMs5qcTFJX62PTpjZ6esd59mcHCYVcqCaZM2eGKA+5ZqTvfIj3B7qmE5tM4q/woJqKC2GFvMbrT+/DZFYJVnt57al93Pu5W3npsd00zK8km86RiKSYHI3x5rMHqawPcOF4H6l4mnX3LZvhaOVzBeKRFMGaa+s/RScS7HrxKO03NzPSN8HJ/Z2UVXqIhRO4A072v3ESi91Ey9Krp5v8KqDrBr98fC/P/GA7LYtr+eI3tuBwWQmPxoiGkzimSlwbhsGpwz1893+8iNtv58t/fBcur40zR/t4+an9xCJpvviNzZinqnkV8hr73jrD+FCULfffRKjKw/mTg/z8x7t48nvb+P3/+nFsjv+fvfcOj+M6z75/03Zm+y52F733QhIEexNJiVSjqiUXWZbkGttxbKe9X674zZV8Sd70xPniOMVvHCeO4rjJlm3ZkmV1yhIpUewkWECAIArRgV1sbzPz/bHgkiAINlESJeP3j0TMzJkzs7Oz5zznee5bQ1Yk7v/EDaSTWQZOjvF3v/8Y2z60mvU3t+VWt11afkKqZ3Vef+kYj37lGdqWVXPfxzYgCPDKLw7zna+9iCRLbL6jPT/RNE2TcCjOE9/agafAwQc+tRG7U2N4YIrKusL8fslEmp/896s8/8R+Nt2+hCWra0nEUjz1vdf517/4Gb/z5/fTuLg8lxlmGEyMhvnu/32RFTc0cvsHVxGPpXjqu6/z3199joraQhYtr565twZPP/YGP/jGyzS0lfHx374Vj8/B1HiEqbEwrnN+k8aGgnzjb3/OdDDGA5/ZTGmVj56jQzzxrZ1EQgl+/Q/vvmxR5zNY7Sp3PbiGW+9fwb//7VPEo0ke/sLNeP25IJLTMzvLwDRNkok0LzyxD4dL49b7V+AvdjM2FMJf7EZRz2Q5CqRTGQoCTh76/Bb8xW6CE1Ge+NYOHvv6dipqA7Qtq863W9Ncwhf++H2EJqN85Q9/iJ41LphEZxgmwYkI3/u3F1m2roHf+vP7SSczPPW913n0q89SWV9I++qzJcBrbmqleUkl3UdO889/+hOMeYLfhm7Qe2yY7399OzfcupgP//qNDPdN8aP/eoX/+efnqaovoqgs99vU1z3Ko199lrqWUh7+ws3IFontTx7gqe/v4t5H1rH+5kX5gOe14LoKTgRTOTukizGRjBJMXVrQzTAv7Iac1UdIpnaRyZ7EMCLA/KtGilyDy/HRS57rnWI6PcS+qe9gzHMNxdZFtLq3IV5nWgvXhmuQB/sO0Tk4StfIBEOhCE/uP8bmltpZYobvRjSLzKLyYqLJ1CX3LStwz8nCWOBXF0WR6Oiowu9zXHBQK0ki7e2VuN22OZN+WRa5eesifAUODncOIiBw3/uWs3Rp1bzaCOe2u2F9IwVeO/v29TMxEcHttlJfX4Qk5TQJHvjQGvbs6aWnZ4ypqSglxZ5ZE+ba2gCf+MRGOjtPMzYWpramcNbkt7GhmMJC16x+q6rM/fev5NUdXYyNhSkp8fDIIxvyQpkNjcUUFbny/dc0hfXrGygqcqEoEu973woKC930D0xSVurloYfWMTYaRhAEysoK+Nyvb2HXrpOMjORsNhvqi3A6c5oX73//Kl59tYvTp4OUlxfw0EPrmLrACvn5ZLMGR44OMTwcorY2d4379/dRXROgqtLHokVleYFEAIdD48YbW/L3ShBg9epasrrOqd4JdMPIO840NBTx6V+7kd27exkbD2O351wzzpQQNDUVE4un5qS6yrLI0qWVFPgc+fN63DY2bWrG6dQoLy/gww+s4eChATBh86YWmptKKS09uyLv8zn42EdvYNcbJxkbjRCYGZwmkxkOHRwgNB1nycxK5t59pzAMk9JSDxvWN+Byahw8NEAimeG2WxezcmUNqipTWupl9eq6WW4Ty5dV4/c7cTo1PvLgWl55pYuh0yFqagK0L60kFIwjyxLBYIz9+/uJxpJ0dFQRj6fZt68PTVMuGZzQNIX7719JTY2fE92jTE5GKSp24/XakGWRW29djN/vpLNzEFES+eAHVtHeXokkCVRV+fnEJzaxb98pIpEkmzY1s2RJBeUVuYFpSYmHNWvqZ6Van8Hl0qiuDjAyEiJCThtmxYoanDOp4Vu3tFFS7OHgwQEmJiJ4vTZqZ1ZFPW4rVdX+vF1s+5IKVqysyWfQLHDtEEURh8tKNJQrO5AViWQ8xUj/JLd/ZD1ltYUc3dNL75HTBMfDrNp6C5PD03Tt72NydJruQwNYbSqiJOJw2+cMwRSLjM2hEZ5xU7oUpmnmS6QAKhqLWbK2geFT44wOTL7jwYmxoSDP/XgvjUsq+Owf3IW/0IUgChiGiWEY+VXoTDrL8z/ZRzaj88gXb6a+tRRBEGhur8Q0TX7xw92s29rKsnVnFwn1rMFdD65l1eZmJFmkpb2KUydG6D4yxNhQkJqmEkRRpLohV89/5jelqMxDw6KyOe/CaDjBz7+/i8JSLw99fiuFM++4mqYSTn3hW7zwxD6WravPT74BkvEUpgEPfWErhSUeBEFAN4xcFqaYK407fWqC55/YR8e6Bj786zeiWGRME9xeO3/6hW/x6rOHqW0uyQepTNOktrmUBz5zI1a7immYWCwyf/N736Pr0GA+ODE+PM1zP95LdWMxn/2DuwjMBJINw8TQjXzWhmma7Hi2k4HecT71/2xj7U0tiJJI05IKouEkzzy+h6P7+llxw2xnxUuhWGSqG3P31uGyYhomNU3FFJZeWJD+zGcWDsX49JfuoKq+KNdf3Zxx+TpTVijQvrqORctrcmVzM/dRz+r8218/yelTE7R2VOXHOZrVQnm1H0+BHVW7RMaBCZV1RTz4uS3YHDkLdc1q4U+/8N8cPzgwKzjh8thweWwkEqlLllkYhsm6ra3c9ZG1WFSZ1o4qItNxfvKtHZzqGskHJ04cPk0ilmLTtiW0LqvKH//qs51EpxN4LpGpeqVcV8GJY+ER/vzgU7gUbd6U7LSRnXdaapgmumkgkPNcls+LfGWyx5ia/isSqR2YZgwusa5oVddfk+BEKpsllEyiSBIeTZvHKvLySOs6wUQCRRTxaJVsKPz8Ba1NIWcDKl9C4yGr68QyGZyq+qb6NR/JbJasYWBX5uqEnMt0MondYrlkSYQiWrHJBbPcPN5tdI1O8v1dh8joOje21vKRdR24rO/uwViB3caD6+bPDlrgzeO2apR4nJetafJuQdMUbr9tybzbLRY5b+N4PoIgoCgSq1fXsfqcH+fzMU0TXTfnlAdIksjixRUsXlxxweOcTo3Nm1vYvLnlgue2WOSLnnvNmrl/FwSBQMDJvffMVrVfNvODv+a8thwOjQ998GyWmMtl5fbbL3y/RFGgpMTDPfcsu+B2j8fGHXfM/p4aRs5dIpG4sOOMKAq43Tbed+/yC24H5tyfggI7H/vo2Sw9QRCw2VRu3jr3cxRFkepqP9XV/gu2vW7dhcV5VVXhlltmZ9cVFbl55OGzQoDnfzaLFs12CJAkkZaWUlpaZrsfWCwyDz64lvmQZYlly6pZds4q2BmamkpoajobbBYEgW3b2vP/Li8v4IEH1lyw3eJiNx/96IY5f9d1g7Gx8LwlOLIs4fXacThUNm5sZuPG5jn7WCwya9fWs3Zt/ZxtiiLRvqSC9iUX/h40NBTT0HBh4WW328bdd184k/TMeTs6qujoqJqzzeOxX/S5uh7IZHWmE0lcVu2CmYnX+lyprI7jvImKaZok0hlkSbrqPgiiQN2icp589BX2v3Kc4kofsiLh8TnpOz6cq+uPJCmtCWCza5w4MEA8miSVyODy2qlqKGblTa1YHSoOtw35PFcBSRZZuqGRN57vxO6yYndquLw597ZIKA6mSTgYQ1FldN3g1LEh+o4Pk0pmEASB0f4pBrpHGB2couMCz+/bTXfnEPFYilWbmgmcoz8gScKsxZXgRJT+njGKK7zUzgQVAFRNYcnKWn7+/V0cPzhAx9r6fBulVT6qG4vyk3DVqlBY4uH4wUGS8St3/poYCdN3YpT1Ny8imUgzMjAF5ILKvkIXxw70Ew0nZgUnFItM2/LqWWUR8qxSeZPB3nEmRqaprC1kcjQ8a5vX7+BE52n0rMGZBHVVU1i0ohrbTCaDIAkUFDqxOzWi4bNZtSePDRGZTrDlnmWzzn/+vU0lMnQdHkRVFdwFdsaGQvlt7gI72YzOqRMjVxycuBoESaC+tYzqhuJ8MFyS585pRFEgaxhMh5Jk0lkM3UBRc86M6dQlsvUvgqLKLFpRnbcZFQQBb8CJy20jOn3pjOX5cHnttC2rRp0po1IUmcJSD7IsEYskz16XdFZTI1dXDoZu5jLB34K543UVnEjrWVb5q3mkbg2qeOH0kNFkmP/ofnXO33XD4NDUCKFUghqXj2qXF/s5PsamGWU6+p/Eky8iS0Wolq1IUoCLJT4r8rWJ3E4mEvzg8GEM0+Szq1ahyVd/20PJJD/s7CSWyfD51auxKm+uLjOSTnNkfJyVZWVY5kmFz+g6oWQSr6YhX0a6/LmMRaOEkknaCguRLvIAHx4bY1FhIW7t4ulZlbaVlFmXoojv3myQbe1N3NRaB5h5m8cFdfIFLsWH1izhfSva5gxcF5if4eEQ8UQa0zDZs6cXj9eW/xFeIEc2q7N9+zEOHBy44HabzcK225fQ1lZ+we0LvPUkkxl+8MM35nXWKCx0cf99K+Y4aSzw5gknUnz3lQPc1tFIffGFA2jXisHJaQ4PjHLXitnBvnRW5/UTA1T6PdQV+66qbUEQqGgoZuPdyzi44wRHd/ey/MYWbrxvBa8/e5jBnlFWbV1EUUUBm+9dzt5fHsPltbNsUzOl1QFuuKuDfb88jmGYrL11Me7zVkoFQaB9fQOpZIadTx/A6tDYsG0pQ73jTE9GwTQ5tvcUi9fU03FDE68/exhXgYO2lbW4fQ6i03H2bD9KWU2AhnmCxW8nkel4bgI4T0bfGZKJNKlkBrvTinRett4ZgcvodGJG8DE3frbZtTkr5WdLLq68r+HpeK5E54m97Hiuc9a2RDyFJIno+uyGJVnC6bHOe22GYRIOxsmkdb79L8/z2L9vz28zDZN4LIXdoeXLlHNtiri9s0vxBEFAFMV8hgxAZDoJ5AIcF7u3qWSGWCTJUN8kf/U735m1bzajk05lSCUy89+Ya4goCLg8c7M3z8XQDQZPjbP9qYN0HRokHkuBCbFYkmhkJoAwM7G/4vOLAu7zSlUFIRc0uBLNq/OxqHJet+TsucScXtU5n23jogrsTo3nn9iHIAooiswrzxxGFEXals0NPL9ZrqvgRJHVxfrCOspt3nl9iFVJJqA65gRqwpkUx0PjTKeThNMpVhVV4Lacnehm9TESye3IUhF+z1+iaRsQUN+WSWGp08mNNTU809OT/yKnslnCqRSiIOBUVRRRJKPrhFMpDNPM/U2SiKRSZHQdVZZxqiqFdjtbamv50dGj82aQZA2DWDqNW9NIZ7OkDQNZFElkMvm0LbemYZKLgLYFAvNmLGQNg+6pKV4bGGBTdTXFTieqJBHPZMgaBmldz2eDhFMpdMPAZrFgVxTSuo5NUSiwWhFnUsYiqVTO9tUwcM1cYzSdptHnw26x5FYIMhnSuk7GMLBIEk5VzR+bMQwkQcCtmbxbxbw1RZ7lrLDAApeD1aLMcUxZ4OIcOTrEK690kc3o2OwWHvzwWtyuq9cxeC+iKBJbt7Zxw8amC24XZ7IeFnjnsFotPPjg2nmFM3N2tgs6DVfLof4Rjg6OocgSTaV+IokUbRVF7Ok5zYq6csoL3IBAOqvz3METpDJZltWWkUhn6BwYxeuw0VwaYMfxPtw2jaYyP5X+GR2RZJqD/cPEkmmcmoogCoyGomR0nSVVJUxGYkxG4tg1Cx6blXgqze6eQTx2K6cnp5mIxKgtKmAyEqN7ZJJD/SOsqC2nc3CUWCpNfbGPoakIsVQKr8NKa3kRrxw9hVVVWNNQge8c5y1JElm8pp7Fa2Znz9z50dlaZI1Lq2hcOnvC0baqjrZVuSyk6HScn/3XL4mfs7LqKnBww51LWXfbEtadkwlXVlvIyi1ts9pav21ulmX9dRCQOBeLqoBpkkik8iVoF0KxyMiKRGomCC6coz2WjKcxDAPVapk1qRXFa7vYrGoKgiiw4ZZFrLmpdU7ZrCiJFJ4nMJvLIpy/E4IgoFoVZFnknofXUd9aNmcfu1M7T2dAQLgMQfgz+kqJGX2heR0HFQlFlSkqz5Wr2Oyzf4cEAUoqry5YdzUIl9CFmxgN8y9/9lOi0wlue/9KKuoCqJpCb9cI//n3v3hz5xaEqxafv3i7F7mucyaZ5bV+7v/4DTz6j88y1D+J1abi8Tn4zP++k8a34Lt7Xc2Q6p0Bah1+pItYgboUjY/UrkY7L7PCKik4ZJXTsTApNYsmzb4000ygG6PYtJvRtA2zhC7fbgzT5NnubromJxEFgSVFRaypqODlU6foHBtDFAS21NVR5nLx9IkTjEajCILAw+3t+O2X9uEdjkR47PBhfmf9eo5OTHBoZIQKt5vnenoodjoZj8X4aEcHLlXl8SNHmIzH+fzq1TjUuQPQaCrFiydP8trAAMFEgi21tZS4XHz7wAEsM0GK97e1oUgST584QSiZxKWqPNTezkg0yncPHqTS4+EDbW1E02m+/Oqr1Hi9jMViLC8r44aqKnYNDPD0iRN8ce1ayt1uftHdTdfEBFZFIaXrfKyjg+7JSXYPDTEei6EbBl9Yu5Zix7WtcVpggQXeW6xbW0/H0kpMEywWCZttrh3przqCIOBwaCy8Ta9fRFHA8ybEQRe4OFOROHbVQrHHwavH+gi47DSU+OmfCNFefbZERzcMxsMxqgIeXFYVwzQpcNjoGZ3EqalMRGJsWVyHXTs7lsoaBgMTITK6QefAKB67lYDLTkdNBds7TyKIAg3FPlrKCzk9GWZv72lsqkJLeSH7ek/j0FS8dhuSFKSlvJBkOsuzB09Q7HGyqr6CJ944gmbJBSIO9g/j1FSCsQQVPjc29a3JsrM6NDbevSxXcz+DJItY30NCphW1AURJ5NiBAdZtbcM6T4DW63NQXOZl5HSQseEQxTMCwYZh5NwPTKisLXxLF0IDJW78RS503WTRimqc1+BdIYoCpZU+7C4rskVm5camS07OL5eyaj+KInP84ACbty3Jl4Gcj81uobw6wMDJcYrLvTQtqbjm91GUxJyV95vIPjjDYO84XYcG+MhvbOXm+5ajakrO1npgalbmyLsRPWPQ1z1Kw6JyPvK5Lbi8NiyqjM2uzckYuhZcV8GJ8+udUkYWSRBnuXLIokStMzDnWEUSWV9SxSJfEaok41DOf5EIgIQouBDe4cueSiTYPTTEb65dy3QyyfcOHyZgt7NrcJBPrlhB0cykO5hIIIkibk1je28v2xobLys4kT0nQyGt60QzGaLpNHaLhY8vW8a39u/n5NQUW+rq2FpXx3cPHmQ+IzOP1cqNNTVkDYNHOjrwaBoj0Sij0SiPdHTQ6MspMw9MT6PKMm5VZefAAPe1tlLj9bKhqoqTwWAuW8I0iaXT3NvSwkA4zHPd3dxQVcXW+np2Dw2hm7n6pWAiQaXHw32trXz1tdcYDIfpHBuj2e9naXExR8fHFwITCyywwCWxWi15YcUFFlhggfkwyVnuylIuizUYTZDIZMjoBqlslmQ6gySKrG+uZnf3ALphMBlJoCoy8VQGwzRxWTW8jtkTQ4skoRsmdlVhWNcxTTNv2W1iIgkifpcdh6YiCODQVJKZLOmszrrGKnafPM3B/mEkUcTntBGMJkhls3nrb3Nm3JRz3xLw2K0zgYoR3HaN5rLCa36vJEnEXfDeHoPVNBXTvrqOV585jNtrZ93WNmxOjXAwxuhgkNZlVfgKXVjtKpvuaOc/vvw0P/iPX3LnA6txe+10dZ7mye++TmV9IR3r6t7S4ITb62Drvcv50aOv8Ph//pINty7G4bISCSfoOzGK3amx4obGeW26L4QgCFQ1FLHmphae/8le7A6NxatqsCgywckI3Z1DtC6rorap5IqDFtUNRXSsq2fHc50U+J2sv6UNp9tGOBRneGCKlvaKGZFMkY23LWb/a918+19f4K4H11JZV0g6lWFsKMTIYJBN25bMKUu4EkoqCji8u5dDu3vz2TKiJF6VwKNmtSDLEsP9k4Qmo1hUmb7uUV54Yh/J8zSdDMMkncqgZ3VikSS6bpBJZ4lFEnlRUIt65SXfum6QTmbQdYN4NJf1k0xmiIWTyBYJi0We5bJzuSQTaY7s7aOk0ocki4iigJ41iEWTaFblmjp1wHUWnDiXrGnw3d7ddBSU015w6ZSR6VSSo8ExOgJl7Bzpo91Xgt96diIvig4UuYqsPoBpJhGEd+7Fapo5YTZREPIP3hl3EWnG3tEwTQ4MDzOdTHJTbS0Hhodn1XZdDEkQ0E2TVDbLdDJJKpsTYSlyOLDKMjZFQb+CwrYzKr7nnt+jabhUFUkUyRoGL5w8iddqZXlpKftHRubtq91iwWezMR7P1fMZ8+xX4nRikSQ0WSZrGDT5/fyiu5sar5d1lZWX3fcFFlhggQUWWGCB+TBMk56RKdIZna2L6znUP8LhgREK7DYmwjHCiSQnR6dw2zS6hsYBgRKvC9OE6XiSSr8Hj12jrGCu5odFkagpzIn+2SwWyn1u+iZC7Djex6r6SkZCEWwz5XoOq8qNbXW47Ro9I5NEEykS6Uz+eIdmARNW1JUzHo7l2mioYHfPad7oGaSswIWqyBzqG0FTZLyOd6821zuNYpH5wKc2ousGLz99iOef2AfkAjPF5V6qGorwzWi8dKyr530T63nmh3v4i9d6QMiNm4vKvHz412/CdQlb6zffV4kb71pKNJxg1/Zj/PLpw+i6kctmsVm45b4VV2Vw53BZ+eCnNvHYN17mZ9/ZyeP/+UsMw0SxSNgcGpV1hVcloaBYZO77+A1kswY7nuvkpacOgJnLvgkUuymv9hOYKUOpbizmod/Yyo8efYWv/82TZNI6oiCgqDLVDcVsuOXCYtmXy4ZbF3Nkbx/f+qfn+f6/bUexSDO2mjddcVvlNX623N3BGy8f5+j+fhSLjGZVWL6hkeEZkdIzRMMJfvbtnfQcGSIaSTIyOEVoMsqXv/QYdofGktV13Pb+FVc86R8dDPKTb73K6OkQwfEIyXiaXzy2iwOv9eD0WNlwy2LW39x26YbOQ5JFymsDvPzUQQ681oMoiYiSgNfvZN2WVm65f8U1ydg5w3UbnDBMg72TfbR6LqwQfT4WSWIoHiY2lGYwNs1i3+zjJKkIu/UuwrH/IZp4Aof1HgThjBjMW6s7cXBkhF+cOMHxyUme7Orilg4FmN8AACAASURBVPp6FhUV8R979yIAiwoLqS0oYHFREd86cABVltlUXY3bamWkv58XTp7MqdJLEkfGxnj6xAm6Jib42bFj3NbQgOs8EUm3puHRNL62axdpXcdnsyGLIhZJyinMSxKyKHJiYiLX1uQkPz12jFsbGvDb5j5cPpsNwzR5dN8+ttbXE7DZUGU57+4hAMUOBwdGRhiPRtFkGUkU2TU4yIu9vUzG43itVtqLi7HOuHaIgoAqy4STSZ48fpyuiQl+cvQot9bXo0gSiijmat5mzhPPZEhmMsQzGU5MTlLv870pYdEFFrgSDNMkpaeRRAlFkBYETBdYYIEF3iPYLAprGitY3ZBb+Kjwz67Pbyk/m31w7rbW8qJZ+zWVBjBNk6logtHpnHipJIg0lxXisZ8NFLRWnD2usfSsyGap10Wp98pETafjSQYmp9nYWoN/Rl+i0v/mhNIXyAUXymsC/MYf3s3JY8OMDgXRswZWm4XiCh/FFQX5fa02ldvev5K25TX0d4+SSmbw+BzUt5biOU9Q830f3QCY2Jyzx+2rb2yhsr6IksoCzqew1MsX//R9tC2rvuDYQxByYokPfGYz67a2Mdg7TiqZQbNaCJS4qawrmpV6X91QxEd/65a8nSaccbTKuR1KMxkWgiBQUunj135vG73HRxgbCpHN6tidGiWVPsqr/HntjOYlFXz69++gtmn23KuwxMPHf+dWSipma0OUVvr47Jfu5OTxYUZPB8lmdDSrheJyL+XnODfJisTKTU3UtpTQe3yE0GR0RnjTTmVdIS7vm5sQN7SV8rt/9QF6jgyRiKVQbRaq62d/rwMlbh7+ws15i9b5cHntPPzFm1l9YwuTY2EkWaKiNkBZlZ/qxuKcLefM/VIsEnUtpXgDOQeVzXe2z2qrpKIg7/xS11LKZ750J/Vts3U/fIUuPv7bt1FUfs6zaFdpWVo167M9gySKs67hhtsW09xeie88m+qGtjI+9tu35nVGUskMzzy+h8mxCPc+sp6CGXv0TEanu/M0j3/zFVxeG1vvXX7NxsbC5a7Gv8XM6URaz/JXh59mY1Ejm4oaLnnBpmkyHI/QFwniUa3Uu32zykFMM0M6c4yp6b8gnTmCzXo7NnUD4kUcO0TRhUV58xY1kVSK6WQS3TTRZBmfzUZG15lKJBCAApsNVZJIZrNMJRLopkmB1YpFkpiIx3MvC0HAY7WS1nVCM/uokkTWMBiPx2edr9jhQJUkYplMPvtAEkV0w8CtaYSTSaSZhz6UTJKdEZ7UTZPxWGxOWwG7nelkkngmg1fT0BSF8Iy2xBn3jkQmw1QigTwTVPBZrUTTacKpXFqRVVFwqSqRVAq/3U4qmyWWyeBQFKYSCVK6nr/GM/2xKQrBRIJkNstjhw+zoaoKu6LwVFcXdzU3U+97+4RwfpUYSkwxFD8b5ZVFCbdio8TqRZN+NVPkx5NhvnL8pywvqOOe8lWIF9HFWeDyGYtHGUvEaC0ofEusjK8HTNPkVDiIKsmUOq5s4mGaJifDQWyyQondeekDFrim9E+HGI/Hafb5sVsu791nmiahZJLeUJD6Ah+uC2g5LXB9kUjnFP+vheCwaZpkdIP0TMaqgIBFkVCu0OnsctENg1gqg82iIC/o6SxwlRiGQefePhRFprn9bLZ6NqMzNhSktOqtdap5M4RDcU51jeRsLi+GAF6fk6qGoovvdwky6SyZVDYfYEol0kSn47gKHFdVMnG903N0iH/4w8dZubGJD316MxaLDELuXTdwcpw//tyj3HjnUj7yG1suR9PrsgZ61+1dlEWJG4ubeHn0BA7ZQpnNgzAzIZAFkQLVPmswmzZ0jkyNMp1OMpmMU253o5zjw5zVB5mc/hOy2QF0Y4xI7L+IxB5FEDQEFC50vzR1DcX+b77pa3GqKs7zBiiyKFKmnCfqqShz/lbqnD0gtUgSjplBkmGadE1M0BcMztrHpijUFxRQcIEsCGBWpoX9nLZ6pqbmtKVJEoV2Oz6bjXNDAee3faG+uzVtjjWoOpPtoMpy/v+LnfMPur1WK7F0GquisLO/H0kUsVssBC5De2OBq+PpoX188+QLOBUrAgJZU8evurgh0MIHq9bjUey/cpkDWVNnNDVNJJO4muzI9xymaWLM1E6/mWfhl6dP8XhPJ/958/vntTK+EnTDyGdmvZ3HXgwT+E7XQUrsTj7euvwKjzX51tF9NHj9PNjUfukD3iWccYoyTDNXynidvk9+eLSTnxw/ytfuuIdm/1ytqwthmCYvnerlz375En+99Va21ta9xb189zGdTPLDo52Mx2PcXFvPspJSIPcd3HV6kGdPdlPrLeD9rW1ock5ULppOs2d4iMNjo4RTKWyKQpHdzpLiYpp8/nkd3i6Ha+mCJAgCFlnCcgX1/W8GSRRxWRcCYAtcHaZpMjIY5NiBfsaGQtS1lPD6i0eJhBO0tFcyPDDJru3H2XDLIsqq/Rx+oxcEWL6+kdGhIKe6Riit9OEusHP80CBWm4rNqRIJ5exNLaqCrEhEpuP4i9y0dlQhX2Orvf6eMb72Fz8lncxedD9BhNWbW/jU7217U+cb7pvg2e+9Tt2icpZvbmHn0wcZPDlGy/JqVm1py2eevFc4o4cRnIgQj6YQZqZs4VCcnc8fwdANSit919RN5LoNTuimwcujJ9g10cvB4CCapCDMBBBKbG7+aMkdWOWzKxmxTJpoNk2d24dDsaCeN9A1zTS6Po4gaCjy5WVDSOLc9KrrCVEQaA4EaA5c3qDpUm01+Hw0XIfZCDZF4QNtbYSSyVz6mqrmgx6maTIyHWU4FJ51jMdmpdLvmdci9d3GeDjG6WAYwzwbGXaoFmoKC96SFZlCzc3vt95PQHMRyST4+dBeHh98Hb/m4u6yVSjCe+vleykCqos/Xfxh7LKK+BaXgb0bmEjEeXHwJLdWNeBWrx+F9mf7u6l0emj1XbkI3C/6TlDn8dHkvbYrRALwqbYVV/UuEhD47JLVc37P3u2Ypsme4SG6Jye4t7kVq/LescgVBIFSl5M15RWUXCTw/qtMLJPmyRPHOTI+jlVW6CguQRAEktksz57s4ZsH9rGhooq7m5rRZIXJRIJ/3LWTl/t6sSsWZFFEn7Edr3C7+dutty0sWCywwFWQSWfpPjyI020jEcuJNrq8dqaDMXqODlFa5aOozEtVfRGiKOANOOnrHuXYgX4GesdZubEJl9dGOpnF5bUz0DNKZDqJr9CJoRtMjoWx2jXallfR3TlESUVBXk/iWtHQWsYf/dPDl6XLN5/rypWQiCYJT0VJxFLsffkYfV3D3P6Rdbz04z103ND0ngtOVNYWsn5rGzueP8Kf/MZ/YbWpmKZJIp5GzxpsvH0Jq29svqaLDNdtcEISBO6sWMKWkuY526ySgkWc3XWrrJA1DI4Fx3EoFoqsTizn2Ikqcg3F/v++oj4I76Dd6AJnEWbKPTzWC4s7/Wh3J//y3M5ZK9pb2ur4s/ffgsv63vgMn+s8wZd//ko+/RRgaVUJ//jw3fgc195iThFlSq1eSm25AJ1PdXI0PMiuyRPcVtKBIkqcio3xxmQ3txQvZSgxyf7gKRJ6mmp7gDX+JmzyzAtMT7Mv2EtPZBgDk3pnCcu8tVglS/5lZpomaSNL5/QAx8KniWdTWGULdY5ilnqr8+UkGSPL0elBDk33k9TTlNt8rCiop8CSq+s88+M0nAiyN3iSseQ0sihRpHlY7KmkRPPm90sZGQ6H+umKDJHU0zgVG3WOYlrc5VhnzjeRCvPk6T0k9DQmJisK6lleUJcPTximweFQPwPxSVb46jgQPMVgfBKrZKHdW02Lqzx/PhMYiE+we7KbyXQEwzRmxKQEKu1+thQtQZXe+UnauT/wZ/7v/J+cvkiQp/u62FhWjdOiXjBcc+7ncf6/8yJa5x04Z/sF2jm/T/nPU8/ydF8Xd9Y001wQyO9zsR/MM+0m9SxPnTrOhxqX0ODxzTp2vnOffz3n9+lM+ybgt9pnXer5g6hZx8+IIp85NnAZx+a3n3Psue3mN3Px+/F2kcpmebmvl9FolDsam3kvyfaJgsDqsgpWl1177/f3GgGbjb7pEPFMBrvFQiKboXtqEremIZ2zCvfsyW6e7TnBfS1tfKB1EV7NSiSdojcUJJHJUjDP2GCBBRa4OIZhks7olPjsxGMphvun0GfKI0zTxOGyYrOruLw2Du8+xamuEeKxFJFwAtMw8Re5ESWBg6/3EpmOE5lOkM0aeQeN4IxGREHAiSAKZLOXKL24ClSrkrdwfTuwqAoVDcUESj288cIR4tEkgVIvpgnXh1LCtUWzWfjQZzazbEND7vOPpBAlEXeBjeqGYqoai1CUaxtOuG6DE6Ig0u4tz9XvGTppI4tFlFHEC4vRWUSJVm8hE8k4FQ73LL0JAEGwoMgLLg/vRe5a1kJziZ9QIsWrx0/xzOET73SXrjk3ttZR5nUxFUuwv2+Yx3d3vq3nt0oWCjU38Wwq77AyGJ/kf069TMbQ2TvVgyxKJPQUA/EJVvubAAhn4ny95zkOBk8R0FyAwPaxTna4Kvhk3RYKLDnXnFAmxqO9L7FnqgeXYsMuqYSzCbrCp1nsyX1vU3qGx/p38PzoQZyyFUWU+eXYUV4YPcTnGm6j0pabkB6ZHuArXU8iIuC1OIjrKSKZBOHMMu6rWIOEQMbU+ebJF9k5cRy/6kQSJMKZOHssPXym/lZqHLmVd5GclfHpeITtY53IgsSyglrOTAcN0+RIeJDH+newc/I4kUwCVZQZSYZ4engfn2u4jZW+BgTg8HQ//3Dsp/gsTspsPk5GRzgQOsVqXwNNrtLrYtIIuay1N0ZP82TvMaaSOTvjjkAJDza1k8hmeezEIV4Y6KErNMmXXv0FqiyzpaKOe+taebL3OMemxvnC0rXYFQvRTJq/2fMym8tquamilqFYhP85tp8ToUnKHa689g2Qe47GhvjpyWNMJGJ4NCt3VjexpqSCkViUfz30OssKS9k9eppgKkGZ3cUjrcuocnp4YaCHJ08d59WhPvojIX7QfZgyu4tPtq24pM7DM/0neOpUF6+NDDASj/I/x/dT6fDwyUUrKLI5ePLUcbpDkzR6/bw0cJJoNs1tVY3cXdtCMJXg+12HOBYcJ57N4LfaeKCxnUW+IkRB4NXhPh7v7mQkFmVbTSMPNXfkr/XRo/swTJN4NsPx4ARWWeZ9dW2sLalAFiW2n+7lxz1HGEvEuLe2lQ82LgZygZRvHtmLRZIIpRJ0h6awKwr31bexqqgCWRQ5Hpzg8Z5ORmIRxhMx0rrO6uIKPt62nID1nVthTmWzjMdjDEUivDY4gEezcmR8DPtM5kSx04nfapv1XUhls4zFYkTSKQRBwKtpBGz2Wc8OkNdxCqWSZHQdWRTxaFYCNtucfSFnuT0ZjxNKJcnqOrKYK5n0zwg+n4thmgxHIoSSCQBcqkah3T4ra003DIajEYKJ3D6CIFDl9swp6QToDQZRZQmf1cZoLEo0nUYUBHxWGz6bdY6mTSqbZTQWJZJKz8qeAyh2OPHZbFdVjpTIZBiLxYhlcucvsFrxWWffr2g6Tf90iBqPl+TM55fRdWwWC8V2x5vKeqnxFjAYniaYTGC3WIim0wxHI1Q4XbMyjXqmJnFYVLbVN1Ht8QK5stFyl3ve1dJENsNELE40ncIAVEnCrWoUWK0XfB4WWOBXEYuqUFEToHNvXz7YMHJ6CqvVgstjx+21k0ykeePl49gdGol4GrtTI1DixmZXefZHeyip8iErIslEGneBAwFwuq2YgKfAQXAyyivPHCZQ7MHrf/db0AbKvFjtKsf2nqJ5WTWh8Qjf/oencRU4ZgmPvpewqApty6ppW1b9tpzvug1OAGQNnQPBQbaPdDGRilKg2rmhsJ5lvqo5wYdIJsW+iSEimRTRTAqrrFAsL6RUvtcRBIGKAjcVBW4AMtkszx3pfod7de0pdjspdueeZ4/Nyk/2Hnlbzx/LJhlKBGl2lSGfM3AOZ+LsnerhNxpvp8peiIlJKB3DLqvopsEzI/t5beI4n2/cxoZAC6IgsHOii3849lMqbX7uq1yDgMCLo4d5Zng/n6zbyrbS5WiSQkrPMJWOYpc1TNNkf7CXJ4f28MHKdWwrXY5FlDkQOsVfdv6QJ0/v4eN1W5AFib3Bk4TSMf5q6cPUOorQTYPhRBCrZMmXZIwmQ7wx1c1qXwOfrr8FWZSIZVOMp6Yp1bz56ytQHTxYvZHT8Uk6wwPz3p+x5DQd3hr+1+J7cFtsdEdG+KOD32H7WCeLPFXYJAvPDh8A4Lea76TUWsBIMsQfHfwOFTY/a/3Nc7LB3ilCqST/dGAnK4vKuWtmAp6ZmbzZFIGbK+sxgZSe5dOLV+HTbHhUDUkQmUrGGYxO5wNYhmnSHw4RCiRJ6Fn+vfMNekJTfKx1GZF0iv86ujd/3uPBCf5+7yvcWF7Ltpom9o0P8ff7XuXPtK2ossKB8WFOhYM82NSOKsn8R+cevnPsAL+/chOL/DknoL5wiHvqWlhTXIlFyk3+LkW7vwS7YqEvHOL99W0sKyxDlSS8am7lZyIR52e9x7nNMLi9pgkB8hP8rGFglRXurGnGrlh47MQhvtG5mz9dsxW3qrG8sIwaVwF//NpzjMXPig0bJpyOhnm2v5uHWzp4pKWD7YO9fHnvK3x1811UON2sKq6g3uPjD3Y8w0Ty3GNNBiLT7Bju46HmpTzUvJQXBk/y5b2v8E+b7yZgtfN/D+3Cp9n43JLVvDh4kmf6TnB/wyJ82rXPsroSToam+P927uD45ATD0QiSILBvZCj/vfzN1Wv58OL2fCZILJ3mO4cP8vixTgamw4iCQGsgwMNLOri5ti4fHMgaBj/tOsYPjnRyfHI8Lwa9KFDEp5YtZ2NVzazJbiKT4efdXfzgaCfHJsaJptPYFYX6Ah9/uPFGlhSdVTo3TJMdA/08e7KbIxPjmKZJvdfHry1fwS219fk+pHWdHx07wk+OHyWYSBDLZPj6nfdyQ1X1nPvw/770PAU2K22BQh4/eoT+6RCKJLGipIzPrljFitKzquyRdIrHOg/zw6OdxDMZouk0k4k4qiRR5fbwuZVr2NbQeMXBiYl4jEcP7Oep7i5GIhFkSWRJUTEfWdzOlpq6/P06NDbCp3/6Y/5o001s7+vl9cFBIukUpQ4n97W08fCSpXO0pS6XMqeTnYMDhJJJyl1u+kIhbIqCR9NmrUC6NI1ENsNwNExLIDDrWs8P6pqmyVgsxv8cOsDzvT2cCoXQTQOPprGpqob/vWHTVfd3gQXea4iiQOPichoXl8+7T85hJEfb8uorar+uuZRXnz3Muq1teHzv/sAEgMNtY8sHVhGejGIYBiCgZ3UKitzvSUHMd4Lr9i4apsmrYz18/cQr1Dh8lFjdjCUjfPXYi3ysbh03ljQhnTNJUkQJTZIZiUcIphKzJlDnYpo6WX2EVHov6UwnujGJJBbgsj+CLJdhmjq6MQ6miSQFEITr9hYtsMBbRtrI0hcbJ5JNMJEK84vh/cSySTYXLppVemARZdYFmqm2F+ZteX1qLogSySR4Y7KHKnsha/yNecGyJZ4q2r3VvDJ+lNtKO5AEkR3jx2h1V7C5sA1tpn1VUiixevP92RM8iW4aVNoDDMQngFxJRLHVy6FQH/FsCo/FTrHmIaGneHmsE0kQCKhuymwFec0aAKdsxWuxc3i6nz1TPdQ5i/EodqrsgVn7XS52WeW2kg48ltyktdzmo9ZRxFhqmpSRwSZZiGWTuBUb2kw5iyrKuBQb4WwC07z2qY5XiySIeFUrU8kEqiSzprgCl0VDFARkRKpdXkrsTmyyhVp3AUW2yxtwjMai7Bsb5pNtK7ipog7dMDgdDfP8YA8A2wd7UUSJZYVluCwqS/0lPNV7nEOToywrLEURJW6vamJbdS4r51Q4yGsjuYBRkc2BaZrYFIVSu4vGy9SNEASBYrsTY+bYcof7gsd6VY376tuocXlnTYb8Vhv31LUwnUqS0nWWBkr4We9xIpkUblXDKiuUORTsyoWdHpb4i/lAwyK8qhWPqvF0XxfT6SQVuLHJCjZH7r8XYlmglPc3LMJt0XBaVJ7v7yaSTqFKEuOJGHfVNtNcUEhK19k+2JsXMH0nqXR5+F/rNjARj/NHLz1PndfLry1bmRdmLrKdLWFJZrN869B+vnPoIHc0NrOpqppUNsv3Og/xdzt/iUtVWVdRiTgjYmoCy0tL+dSy5Xg0K33TIf7ljdf5h9d3UF/go9Kdq3M2TIMfHu3ka3t20ejz8wcbNlPidDARj9M/PU3hedoF47EYPzp2hPtaWvm99RsZDE/zjX17+Oddr9HsD1DnzaUTq7LMRxa3c3t9Iy+d6uXvdr4y730wMdned4qpRIJPL19JhcvN4bFR/n3fbr6+dzeNPj8uVcUwTXYODPBPb7zGI+0dbKtvJJZO8419e9g/MsyXNmxieWkZ0hV+ruFUin/dvYsXenv4QOtiVpaVE8uk+eGRw3x55ytoksyGyqp8hkEym+Xf9rzBhsoq/vG2O9BNk+8cPsjX975Bo8/H1tr6q3q27BYLdouF4WiE1kAhXZMTFNrtOC0q06lkfr/NVTU8032Cv39tB+OxGOsrqwjY7BfM2ggmE3zl9R281NfLTdW1/NaadWiyTP/0NAJctuvKAgss8OaxuzTWbmnNl3m8F5gYDvKjr7+EaZhIsoi30MU9n9j0ntOaeCe5bmfeWUPnF0Od3FG+mPsqO5BFkaxh8LPBgzw7fJT1hXWzBDFtssJNZfX0RYOU2JwUXHCFyCSRfJFg5Kuk0wcwyQAmilyP3Xo3MmWYZoJQ+Kuks8fxe/7imliJLrDAu42x5DR/fPh7KIKIVVKptAf49YZbWeGrmzV5lwWJUmvBBUsSEnqa8dQ0i9yVyOcIaKqiQpm1gL1TJ8kYWUxRZigxxVp/M1b5wmJFKSPDSCLIaDLEnx1+bFYfcgELPyYmIgKrfI18oDLIcyMHeXJoD6t9jdxYtIjFnqp8doJbsfFQ9SZ+0L+DvzzyOJU2PzcUtrAh0JoPiFwJiijPOk4gVwoTz6byacft3mr+4+TzPDdygEZXGd2RYfpiY2wsbEW5TrImANyqxheXruOxE4f42z0vU2Rz8L66NjaUVl1x6YkJGDPKB4lshnA6SZkjF7ySRBG/1YZlJmg1FAvTGw7yzwd3IpCbbHpUK05FxTRz+1e5PPk+nNEZejso0Gw57Ydzrt80TbqCk3zzyB5Suo4qy4zEImR0PZ85cinKZ4IPgiBgmSlZ1C/zmsqdbqzSOceSC+rbZAWnxcLhyVEavX4OT45iVSx4rgPhUrvFQqPPj1eLockyblXLT8TPxTRNhiJhvnPoICvLyvn8ytVoM6UWAbudz/7sJzx54jhLi4txWFREQeDephaA/CR5aXEJg+EwX921k8lEggqXG0EQGI3mgg1lTjd/smkLZS5XTqdj5rznT7IFQWBbQxMPL1mKIkq0FxUTSaX46q7XODY+ng9O5MoibHg0K8cnJy55L0zT5KPtHWyuqkEUBBYXFnFkfIwDoyOcDk/jChRimAZ7h09jUxTuamymzluAaZrcXt9I5/gY0Uw67951JfRMTfKjY0f4yOJ2PtGxPC+4WuP28JtPP8ljRw/TXlyMRzs7oaj2ePjdtevzgTanqrJjoJ/9IyNsrq69Krcdm2Kh1uvlxOQkm6tq6A5OUexwoojirOBEa6CQ31u/ka/v3c1fvfpLig/s46aaWm6ta6AtUDirvObA6AhP95zggUVL+NyK1fmSIbMid8/fyZKOtK7z+sgA4XSSGlcBTV7/RfvTMz1FoTUXrLlcDk2MkMhmWFZY9p4RBF/g3YssS3j9760s9uB4BG/Ayd0f34QoCaQSGQ6/3kNFfRFDveO4fQ7Gh4Ik42nK6woZOx0kEU1SUV9MRWNx3m7TNE0OvNrF5HCIlhW1lFT7Z40xMuksgiBctbtJOpXhyK6TFBS5KZ8RNAUwdIPeo0P0HhlEURXqF1dQVju/iHhwLEwmk8Vf4kE8750y3DeBzaHi9l3bz/j6GRGfh4lJNJuizhlAnRG2lCSRWoefl0a68gPeM0ynk3SHJ1lUUIT1AitNpmmQTO1kcvr/kNUHkeVqFLmaVHo/YHBGOkwQFGSpmEjs2yRTOxeCE+9hTNNkIhLjjd7TvN7Tz0goikWWqPZ72dxSS0tZIbZ5LMZM0yQYT3Kwf5jdvYP0TYRIpDNoikyp18XiimI2Ndfg1NT8yyad1RkOhdnfN8yhwRGGgmHSWR2XVaOh2MeGxmqaSgJvmwXZxQioLr7YdAcBzY1FlPBaHBRYHHNqoYF5V+1EBCRBJGvqs/5uYpI1jZlBWS7MIAoiBsa8akLCTFtV9gC/23xPPrviDKqo4J6xOHVbbDxQdQM3BFo5FOrnhdGD/PWRH/FQ9UbuLFuBKIgIgsASTzXV9kJORIbZOXGcHw/uYvdkD19ouoNy25W51ghwSSu7GwKt7A/28uPBXRRrHjRJ4YGqDdxYtHhWFtg7jQA0eHz87rINnI5GeOrUcb7RuZtql5cKZ658ShQEdMw59d6KKJExjHzQIJnNEErmJhmaLONQLIwn4kBuIh1KJcnM7Buw2mn2+vn9lZtwKmcH406LykgsMnOPz96n8x+7M9+zyw0MzDnWnP9YQZh7vqxp8P0Th4hm0vz2svX4NTtP93Xx/a5Dl31eSRSvWmtEFsU5fQLQZIW7a1v42qFd9ExP4bKofKptRb5M5d1CXyjEQHiaD7QuYjAS5swnH02n8dlsHJsYJ5nVcczMzUVBIJpOE02nSes6ummgShJZwyCrn30HnQxNMRGPc09zC2UuVz4YcUaM9HzcqsbyktK8wLYsCBQ5HKiSRCSduurrq3Z7qff68pNTVZYpdjjZOzJMInvGEk9AkSR0wyQ9cw1nSqpM07zq90bn+BjJbJbVj6fZ4QAAIABJREFUZRWo0lkdL7/NTkdJKc+d7CGcSuWDE5IosrykDMc5k2SPltNviKRT8+o+XAqHolDv9XFiaoKpRIKJeIxNVTX0T0/P2k8WRTZUVtHg83FwdIRnerr5eXcXv+jp5uElS3lw0ZK8Tsi+kWGsssINlVXYFSV/bfN9vm8nKT3LockRalwF7Bzpx2e1zTzXAl7NSjidJJHNYBFlnBaVZDYngK0bBsFUAt00cVpUEpkMaUNHk2RsikIolUBAyJdtHZwYYbG/+IqCE4aZIa1PkzXjYBoIgows2lFEJ+KvSAaxbqbpC/+QeHaIJu+nUcR3dlIdzwxxZOqr+KxLqXF96B3ty3uNRHaUI1NfwaO2Uet6AOEKHOjsTiuRUJwTB/txFdiJTSd49cl9rL+jg+0/2UNNSymGYbJ4TT2yItN9cICKhiIO7OiioNiNy3s2O08QYKB7lPYNTURCcdLJDLIsYbEqHH3jJFanRm1bOXpWJxlLodlUZItMLJxAFMCiKSQTGfSsjt1lRRAEYuEEikXG5tSITMdJxFKU1QbgzBhVEHD7HIz0T1LVVILDbSU0EcE0TSyqgiiJ+TbsbiuJWApJFtGzBuFwjGxGR9UUNLtKMpbCalfJpLNEQvE5/dCzOgWFLhT1yrSJrts3jiAIuBUr+6b6WeQpxSZbiGfT/P/svWeAHNd95furXJ3z5ByRBhkEARAgmIMYJFuBkpUpWbZsy2n17LW166e1n5/9bEuyHOSVzBUlK1OBEkWKQUwgCIBIRM7ABEyO3dO5K70PPWjMYAaRIAnZOJ8Gjaq6t25V3fC/53/O6+OnCaizBaNEQeDQ+BCDmSQBVWNlrAb3NCqt7SRJpr+LafXj934Mv+cjSGKEobGPY1q9066koijzQIC8ceAtutvreDvQOTLBPz+3lU1HTiFLEmGvC8O02XK8m6f2HuUDa5bwvhsX49Vn71qcHB7n31/awYuHT5I3TDRFRpNlMgUDw7TYdKSTlvII8yrP2rwOTab4Hz98jgO9Q0iiQMjjQpEkDvUN88Khkzy+6yCffcfN3L6w5a1shjmhSQptvqqSW8eVwCNr1Lqj9KRHydtGafGeswp0poaoc0dRJRlJEKlzRzmZHCBl5uZkT+iSQo07wsHEaQKKmwbvha0iVVGmwVNGnSfG6mgr/3D4Z/xiYDf3VC0v9R2iIBBUPawMN7Mk1MDiYD1fOPIzDiZ6ZqWBXA2kzCydqSE+2nQL62LzkabENiXhyheobwYm8jleG+yhzO1Fl2T8qkbOMjHtswu8iO5mJJtm90g/DbkQIV2n3O2j3h/kB8f382LvKZoCYTb3dzGaKwYjYi4PCyPlPH7yEBHdRdoweLW/uxQQ2FDdwOb+bl7p62ZFWRWWYzORy9IRrbikRYVPUVElmV3DfVR7/WiSTI3Xj36etIjp8KsasiiyY7iXiMuNJsnU+gKlwPj5YDs2Ng5Zw+RYbpRXB7pxpgLdjuOQMgqkjQIZ0yBp5BnOpHAr6nnTDs/AcRySRp6MYZA1TSYLxXPPlx5yLnqSCRZHK/iDpetwK0pxAforZoE7kcviAP979w6+vvesNonjFAUi64LB0qLYsCx29vfx1IljHBkdwbRtBGBiKjA2femcLhQwbZuo23NJqQiqJBE4h9khCsIsJ5fLhVdVS2yQMyg6VJwN+hWdP2r4/oH9fHvfHu5obiFVKPDjw4eo9PlYVHb5lrkA8VwOTZKKrIJpbSCJIiHdRcYwyBhnnaEEmOWIIUzV90qCgdPLawgG2dZ7mlPxcTKGQXskOis4AcW2qPB4KW9q4eb6RvYPDfKl17bwzb27WVJezvLKok5HPJvFrShFF6FrqF89g7xl0ptM4FFVepMJ9o4OoIgSiyLl7BzuY7KQx6eo3NvQztPdx3lX8wJkUeT5npPoslzUx0nG8SoqArChupF9o4MMZ9PcUdtMWHdftN+ajqLT0Rh96WcYymwiWejEdvLIoo+gNp9G/0NEXSvevAYp1cMiUTiKW65BlS4sYvxmwXYKxPOHSRldmHbmbQ9OmE6Wifx+dPnyNkvOheM4JApHcMtVqFLgKtXuVxuWnWMitx9F9OHgXNboKCsSRt5g0892I4gCoigiqzKT4ylymTzhsgAD3aPER5PUtXko5AoMnR7DF/TM0KQQBIFoZYhwuR9VU3jhh9ux7aLlR9uyevZtPU4g4sPjc3HqYC/ZdB5Flaioi7L31WM0L6rB43ex55WjhMsDePwumhbWcHR3J7lsgZsfXEkw6iWbmhlEF0WBaGWQWFWIqsYY/rCXb/39k9S3V1FRF0F3qxzZVbzGmruWsOfVo/hDHtqXNfDc97fh9bsQJZFVty1ky9N7Wb5hPr6Qhxd++Brh8gAur47LrXL65DCj/RP82m/dRmX95Vm0X7PBCVmQuLd6Ef92bBMHJvrwKTpJI0/azPPJtvVo5+xSumWV1eW1JI08LkmZRT2xrBFyhW1oykKC3k8jSWcWXTOPEwQBSQwgCB4sa+jNvMXreJvgOA4jyTT/9OwWNh3tZHVzLe9dvZjKoA/TsjnSP8w3Nu/may/twK2p/PqqRSU2g+M4DCZS/OMzr7L5aBd10SDvXLGAhdXlaIpMrmBwcngcy7apCQVmTI78Lo1l9ZWsaKxmWX0VUV9RFX0sleE7W/bw0uFT/Mfm3axursU3R0DkVw1uWWdj2SK+evJZfnR6G7dOMQQ2DR/keGqAjzXdhkcq2lDeUtHBvxz7BY/1bOHe6hW4JJWCZTKUizM/UINb0lgXnceWkSN8s/NFHqpfT0B1Y9gW3ekRIqqXNn8VtuOwc/wEqqhQ4QoiCyIjuUnSZg6f7OKMy0Z/ZpxjyX7qPDE8sobt2IzkJ5FFqWQj6jgOOdugYJlMGlksxyZrFYgX0qiijC4pl7XgS5o5BnNx8rbJRD6FKAhIgoRP0XFL185E2rAttgz00J+aRBRFfIrGh+Yto8Z3dlIzP1zGOxra+fGJgyiixP1N87izzsvSWBX3Nc7jya4jqKJMeyjKhuoGvLKCV1F5eOFKHj20i3/eu41qr5/VFbV0J+MIwKJIBZ9Zuoafdx5ly0A3iijRFAgxP1KGIoqUu70zJt1eRaNsmvOES1Z4qG0xPz5xkH98fQutoSgfXbD8koITblnh/e1L+MnJgxwdH2V+pIyPzF+GJsn4VJWYy1MSbTwDWRB5d2sHjxzYyT/v3UrE5WZ1eS1uSUEWRLKmwdcP7eJ4fJSBdJKxXIa/2v4iS2OV/Ma8pYQ0F5osl94hWZSo8vjQJJmMafDIgZ2cSowzmk2za6hAf2qSleU1vKd1EWHdhV/VOfM+K5JIldePIooYtoUoCOwdGeDzr72ALIqUuTzc3zSPBeGya+Y9uxjObC58bOlybqiqmWU765IVAnpRLPfAyDB/8dLzVPr8PLxsJeUeD5os80LnKb6w7dUZ56mSXGRZ5Is7/hdrjyJr5uq32VxsnHMhCgLLKqv48JJlfPfAPo6OjaJKEvXBEO9b0EGV78oWcT5VpWBZ5CyrGO0psY5skoU8qiTNCpy8We9NQzAEArzW24vjQGPo/Gl1wpRVri7LrKyq5qFFi/nbVzdxeHSkFJxwKQp5yyRnmpf0fN9qFMXcHTRJomtygoF0kkqPn6SRJ2sa+BSNleXVVHn9VHv9CAh0TU7QGAixIFzGIwd3UuXxc3tdC8/2HKcvNUneMskaBfrTSRr8l56W6OCQs4Y4NP5lhjNbCOvLaAs+jCS6yJgDTBaOMduQ+M1B1hziWPwRWgMfQ5UWvSVlngtZcNMW/Dimk0WTLm8xdS0jb41xLP4ILYEPEZaWvN3V+ZVHrDrExz/3ztK/D+/s5NTBXkb642i6QllNiJbFtRzeeYpdLx1GVmVsy0b3qGj6edjYOCiaTMeNrZw8eBpRFGleVEy38PhdnNh/mmhlkHwWcpk85bURVt/ZQd/JEWLVYdbfv4xffPtVQmV+bNthYiRJKpG55HsSgLX3LEYQBA7v7Cxdo5A3qG+rJBnP4DgOvqCHNXd18Oov9iLJEjXN5YiSgGM7pXo8850tSJVBwKF9WT2h2OUH+a654ESiULTh8ioaq6IN+FUXm4dOMJZP0+CNsq6smXZ/+axFgUDRYi1tFCh3+WZ7wTs5TGsEl7YBUbzYgC4hIOM45kWOu45fRdiOw87OPl4+2klzLMx/u3cDDbFQUVTNcWivjKGpCn/5+PP8cPt+1rbWUR8tDviW7bDtRA+bj3VREfTxZw9sZFl9NYoklnbSljdWYzvOrBxcv67xW7fdiCgIqPJZKq3tOGiyzJ6eAfonkvSMxllYU/6Wt8vVhigIrIm2MZSL88zA6zw3sAcoshruq17J+tj8Ei15TbSdkVyCF4b2s3nkMIooY9gmTb4KWnyVCLJAq7+KDzfdwk9Ob+N/HfhBKWXEJal8uPEWWqnCxuHIZD/PDLyOg4Mqyhi2RUTz8Z66taXy0laen/buoC87hirKOBQp0reULWJxsAEBAcuxeLp/NzvHTxIvpBnOJdg0fJDTmVFCqpd3VK1gYaD20tsDiKg+/v3Ec3hkDRCKApChJt5bt+4NsVSuJmIuD3+y8maMKRq5LIq4ZKVEES6mzmh8evGN5CwDxykuFCVBwKeofHTBct43ZXupSTK240ylIAg0B8L891UbKUxZPaqSVPpbEATWVdazPFaFYdsIQtEiWpcVHMfhr9fdOSNl7866Vm6paSr9WxAEbqlpYnVFDZZdLNN9iTaHgiBwR10zayvrsB0HRRRLi+N3NMzjrrrWWemCgiCwIFzGX665HcMupinpksyDTfNxTelIfHTB8lm6GIoooYoSDy9aiYCAMtWuNV4//3LLg3gVFVEQ+PjClVjnCKWqU8LPv714NaJw9tx6X6h07u7hPvaMDPD+9iVEdDeWY/NSbyffPPw6f7H61hmMwrcNQjEdrGBZ52Uf1AeCRFxuDMvihuqaGboC02HaFodGhhlIJfnsuvXc1thc6sufPTnbuanG78enaewdGiCeyxFyXdvpLulCgb1DA9zX1s4nl6+c+m5kdFm+YoHTedEYsiixf2iQlZVVpbadzOc5ODJMWyQyI4XjzUStv2j9/lJ3J/WB4Kz388z7McuVA7CmNEKmByDnRWP84OB+9g8Psbi84oq0MN5MeBWVFWXVbBnooc4XoMLtoyUQpjUY4fXhAep8ARRRZDCTpCcZJ6y5iLrcHB4fIW9ZVHn8U4xDAceB7skJ8raFLsuYtkXn5DinkwlOJxO0BCMXfEdsu0DX5I8YzmylzvdOmgMfRJWCCAjYWNhOHkl4K74Ph3j+EBmjH4e3b94tCCJeteFtK//NQZE1kTF6r69p3iBMw8K2bURRnLHwf/WpPbQurqPrSD+V9TEmRpJkUrlSuqjX72L+qiYObDvB5ESa4JQGh+M4nD4+SH/nCGODCWRFQpKLcyFRFJBkka7DfUU9ivoo/rCHsuowpmmRnswVN+EFUHUZURQxcganjw2iaDKyIpFN5ek7NUI2laNxfjWx6vMHLiVZQlZkcuk8PccHEcWi1kU2nafv1DCpeIZgxIuqyYhTmhnJeJr+zhGMvElVY6xUD8cB23Lw+N1EK4NY1uVrg11zwYkne/exY6wbt6QSVN1ENA8VLj8doWrKdB8+RSdl5gkoMzvMSSPP0fgIiUKOyUKeG8prz5lMigiCiuPkuFAk2HEcbCeJ46SnsSuu4z8TCqbF5qNdGKbF2rZ6GmPh0g6WIAjIksANTTXMryrjcP8wOzv7SsGJnGHwytEubNth4/xGVjbWzBC0EgThvJNoQRBwzaFhIQoC5QEvNaEAA4kkk7krz2O+GritooOOYB0h7cIuDPP9Nfz5wnfT4qs87zGqpPCu2tWsDDczmIvjAGV6gHp3rJTDDeCVdd5Tt5Y10XkM5SYwbAtNUqjQg/imvnVJEFkfm888fzWn06NkrQKapBBWvVS7I4gIiILEA9WrWBZqJGlmsR0bt6RR445Spp/NL6/3xPi99nsZySfIWwaSIBJWfdR7Yrin0koEQWCev4aQOrsdZFGiXA8gCiI3xeZT74kRUM7u4iuizLvr1lKwDXyyi8FcnG91beKGaCurI61oooKDw2Auzre7NuFVXDzcdNs1scsnCgJeRYULrOsFQUCX5Vm7q1AMSJyPViwIAh5FxaPMPP4MJFGce1EkCFNMgbPQZRn9nCFMFsUZx/WlEnz90G5S59EGaAyEeX/7YvyqjixKBLTZ327xHue+H1EQZtV3+mLo3DpPx7kpGpIozhCtDFxAwPLcc+Wpcx3HYfdwP7Iocnd9G5pU1ADpTExwZGIE8xpxhVHFog3mvuEhdvT3sTBWhmnb+DSVoF7MV60LBPj1+Qt45uQJ/JrO+rp6dEVhLJPh0MgwC8vKWF5RhYCAb0oU8vDICItiRfvgXQP9vNjVOavs+kCQWxua+OHhA3xx2xbua2sn5vaQyOc4NTHO8sqq4m7+ZaJgWWQNA8O2SE6xMibzecazGSShGCg739hwIUxksxwaGWFeNEbGKKbHZQ2TrCTh07QrWny3R2Pc3dLCjw8fJOb2sLKqmqxp8NihA5xOJPijNetmpbK8WfBrGlGXi9f6TnN3c+us+8maJo8fKVpnz4vGCLtcmLbNgeFhvrF3N2VuL6umWa+urq5haUUl39q3B8u2WVdXhyrKDKVTjGcz3NzQeFkCk1cTLlnmlppmytwe3IpCQNUZ8qVwHOhLJSlze1BEiS0D3byjcR4bqxvxKho1Pj9uWaVgW6wsKz6roObittqi5etQJoUuy0R1N/F8jtvqms/r8nMGjuOQNk/Tn/4lfrWFluBH0KSz772EhCSc7WdGs7voST5Oo/8hQvrC0u9po5cT8UcJ68up9d1b+r1gJRjJbmMst5uCFUcSXbjlasrcawmo7YiCjOUUGMlsYyy3k9HcTtJGD4fH/xVVCk61Vznzw79Xqofj2OSsUYYyrzCRP4Dt5PHINVR4bsGvtiAKxXsezGwikT9KVF9Bb+opdLmcGu89TOT3M5zZSkBrp9Z7P4rkQ0AgZw5zavJ7ZIx+bEzcciXtoU+hiLPHftsxSeQPM5TZTNosukVpUpSQ1kGZe82McxzHImmcYiD9AimjBwGZsN5BhXsjmhSZKX5opxnNvsZQ5lUsJ0dAbcOntiBcoa6M7RiMZLczmt3OWG43aaOHIxP/hjpZfMa6FGN++HeQRXepbfPWOEOZzUzk92E6WTxyNRXuWwhobaW2vRyYdpbD4/9E1LUSXYrRn36erDmIInopc68l5lqDLJ5dyzmOTcbsm3p+R3BwCKhtVHpuwS1Xz2iLYtt2MZh+kaTRiYBESFtEhedmdCk241jTzjCa3cFQ5hVMJ4tPaSKoLZhTZ8Kwk4xmdzKa3U7eGkcSdVxyJTHXjRSGK5gcz6O7VR77l18SmLJGHege5Z2f2Ejr4jo0l4JpWExOpKmoj1JRHyUzmSVcEUBzFZ3acpnifEQURWLVYW68azG+gJulN7XjD3tZeEMzLo9GeV2Ekb4JPAEXN97VwfjQJG6fjjfgpry2mOoTqQjQsaYV1aWw4cEVSJJIMp6hfVkDwZgf27axLBtBPFsuFAMPS9e34w0Un/9N9y8HQHUpLL95HpPjadqXNUwxMWwswyJU5idU5scbcLPqtoXobpXFa1tRNJlQzE+0KojqUli8rpXOg30EI146D/fjj3hpWnB+q9q5cM0FJ9aUNVPhCjCeT5MwssSNDD3pcbJWgdFciriRpdVXxl8suW+GW4dLUvDKGn3pSfKaiX7O5FgUfUUBTOMwpnkaRWk6t2igyLDI5V/DcQxU5e2hll3HmwvLtukcGUcSBVrLI3NSa92qQmMszOtd/ZwaHi/9bljFc2VJpKOm4rKVvx0H0vkCQ4kkE5ksuYKJYVmMpjKkpya0tv3W0CjPh3pPGfWei+cyRzQfa2LtFz1OEWWafBU0+Souelyjt4zGC+hJiIJIuR6kXA+e95iw5iV8kcCKKso0ectp8p6foSIKIvMDNcwPXLhTrXFHZgloSoLIPP/ZCfOBeDe9mTE+3LiRNl9VaVKSNQs81b+b4Vz8gmVcx5XBr+rcVtuMYVtz/n9A1S8rP/tXAUtilewY6uWLr2/GrahM5nMMZVI82LwAr3JtpIt5VJV3zV9AZ3yC//ul55Gn0gg+c8ON3Nta7FPcisLHl63AduDnx47wnQN7sWwHTZYIajp1gbPirMsrq7ijqYWfHDnE0yeOIYkiMbeH+9va6ZwYn1G2Ikl8cPFSLNvm5e5OXuw6VWLLxDweGoOhKwpO7Bkc4LsH9jGSSTOYTGLaNl/evpXvH9xP1O3mQ0uWsazi/IHcuVC0x1WpDwR5dM/rPHboAAICsihQGwjyzvb53NfWftlsmICm8VsrbuArO7fzlV2vUdhuISAQ0HR+o2MJtzc2v6VOD62RKMqpE7SEI3OW25NI8HznSbKmgWUX2RIuRabGF+DhZSuonpbeUu7x8ger1/LV3Tv53sF9fH3PbgSKgqPLKipZV1v/lt3XuZBFiXp/cexqDhTHjOhUatp4LkNvKsFEPsviSAUVbh813rOpdP7w7GDlmWtVe8/ef9klWjuDQ8boI2P2U+t9B6p4/jEVIGsOMpR5hSrP7TN+N+wUw9ktKNO0DBzH5tTk9zidfAKvUo8ieilYEyQLJwEHn9JUFNl0bAy7qC8iICMIIqoUQJeKbaOJoRks6YzZz+Hxf2aycAyPUocoqAxnX2Mos5n20Kcod28oCvEZvfQkHydj9pEzR+hPP0/G7CVvjRcX7fGtuOUqKtw3gyAgChpepQGAwfTLpI3TtAY/NrvFHIeJ/AH2j/5/iIKMS64AbBL5w6SNbvxqK8rUZobj2Izn93Fo7EtTAY9qbCfDycS3Gc/tYX74M1OLaAHbMTid/CknE99Bl2O4pHJGszsZymzGtq9ss8rBxrAnAWcqsCCiitPaVgoyPVcuaw1xZPwrTOT34VXqEQWd0dxOBjObaA99ikr3rZfv1uWYjGRfI2l0YjsGiuhFFBQm8gcYzm6lPfRb1HrvRRCkKZ2lUxwc+yI5axSvUosD9KR+xmh2Owsj/w2vUj/FULaZyB/k0PgXsew8bqUGx8lyavJ7jOV2syD8B7jk8lLb9qae4kT8G2hSBJdcwXh+LyPZbVhO/pz62nRPPk5X8odFfQ7RT8GaJFnowrKzNJV/jHBZmJG+CZZvmMeyDfMAeOa7W4hWhma4alRPu24gXHwnqhqinD4xhFEoMljcPp369spZbhwuz9lxOhQ7+21HK2ePS26vjttb7Btqmovz2emjTChWzCRITqTpOT4IFDeJYpWhUoADoLaleK4oilTURamoO5vWFJzDbaWqoainFy6brWHSMK+K1ESGscE4kYoA0YoL9y1z4ZqblTV6ozR6o1NR3Tyj+TRHEoPsHT9NvJCl0hWgPVAxQ6XasC1SRp51lfUsipQTmrKfmw5JiuHW7ySR+ipjib8i6PttFLkFMHFwcJwMpjVEOvMkycz3keV6XPrNb/HdX8dbAdtxSObygIDfNfdkXZZEfLqKZdszmAyGZZHOF4q2cd657GrPj1QuzytHu3hm/zFOjyVI5QsYloVpFd0NUrk8Qfe1TTG+jiuDKioUbINTqSHK9SCSIFKwTXaMHWcin2J9bMEFB37bdshnCxQKxTxqWZbQ3SryVXB2yWbyvPbiEY7sPY0gwoa7F9PeUVOi7v0qw6dqrKmse8vLfebHO1FVmVvuW/qWlisIAqsraom5PHz/ia2c6u7l196/lpZIlAZ/6JLSAJKJLE98Zysr1rXS1lHzprB5ZFFkfV0D1T4/XfE4BcvEo6osiJ4NTAqCQJnHyx+tWccD7fPoT05i2DYeRaXK56M+ECwJU9b4A3xuw0YOj44Qz+VwyQptkQh+TaM+GCzZfZ5BhdfL79+4lvumrps3LVyyTLnXO+PYe1ra6Cgrp8o3c3K2MFbG5zZspDV8dnJX6fVxR1NzyX1mOlRRotxzlln12ytXA8yyUL2ruZVFZeUl3YWJXI5HXt+FT1P5wxvXEtKLk9CcZbKpu5svbHuVxlCYlZVVl/WcBEGgMRTmcxs2cmR0lNFMGlmUqAsEaA6FZzA8WsMR/u6Ou1lcPjO4HHG5+dN1NxNxuS47kBHSXfzB6rVU+Ypstne0ttMYCrGsorJoCztvPqlCoZRO9vFly7mtqYnxbJaCaSGJRdvWlnCYiMs9494lUWRJRSV/dcvtnBgfYzSTwcHBq2rUBQKz2vxaQVh3887mBW9ZeQ42GXMAHBuf2nRVv3PTTjOYfomANo8l0T9DFUNYTo6sOYgsupGE4jOQRJ1a3/0AHJ34GoVUnObAbxDWZ/ebjmPTnfwRE/l9zA/9LhWeW5AElaTRxcGxL3A88Sg+tQWPUlwW2o5BzHUjEX0pe0b+FyPZ11gR+2t0OcqOof+LRP4IZa61SIKGKgWo8z2AZefJWWMk8kfO02YmY7nd5K0RVpb9LWF9yZR7zhiGPVkqu6jlMcqxia8BIstin8erNOI4BqdTT5VcIhr87wZHJlnopCv5Y3xqE4sj/x2XXE7eGudo/KuM5nZc0TOQBI0a7z3UeO/hZPxbZM1hmgLvJzKHuKnj2PQkf8pYbiftoU9R5bkdSXCRMno4NP4lTsQfxa+24lWuZCx1GM/tZUH4M9T67kcWdCYLx9k1/OcMpH9JuXsdmhTGtFOcSnyHrDnIoshnp0RYHYYz29g/9jd0J3/EvNBvIwku8tYEx+Jfw3ZMlsT+B361Fcex6Es/w8GxL9GXfpom//sRUUkbp+mcfAyPUsuS6J/jkisx7EmOTsxuW9PJMpTZhFuuZFns8+hSDNspkDUHEQUFXfYjCCLltRFCMT+aS8Fx4KZ7l17SfElWZBrnV1/0uKsNQRDwh734w5cauHxjUDWF5Rvnv6FrXHOUQ4+PAAAgAElEQVTBiTMwHZu/P/Qch+MDtPjKWB6p44HaJZS5fHhkbUpUqIh4PscTXYeIuTw0+SOYto0uyTNo4wIaPs97KRj7yOZeIG/sRZWbKRhHcJw8E8kvY9sJDOMYgqAR8H8SVZ6bXXEdv9oQpjQfwKFgzk1ztqes2wRBmEEzFQUBSRRwKKaHXCoMy+LHOw/yf17eiSDAysYaltRVUh7w4tVUJrN5/vX5bUyks2/w7q7jWsTScCNLQ418t/sVftG/G01SyJh5claBVZEWbi3vOO+5lmVzZG8PLzyxh+H+ODgO/pCH+z+whnlLLl3z4nw4/HoPP/2PLay6uR1/0I3bqyGIb396ya8yju3vRXepb3lwAop9VEswwnwriBxPc0t103lFuOZCPmewZ+tJ6prLaOu4PCrm5UAWRdoiUdoiFxae02WZRWXlLCq7sA5P2OWec1f8jqa53Y90WWZhrIyFsfMzteZFY8yLxmb9XuH1UeGdGbCoDQSoDVyaEv7a2rkn+eeWt7O/ly29PfzuqtXc09JWCgLYjkO5x8crPV2MptN0xeN0xicuWq4kCrSEIyWmgV/TuaH6ws846vZwX9u8Wb97VJVbG4tzpIJlsWegj8QlpCTqsszSigrW1zeUfju37c591mUeL2Wey5tYh1wuVl3k3v5rw8Ge2jmWhPOnkF0JRFFFl6NkjF7Gc3sIaYvRpDA+tfGKr5mzRhnN7sKvtlLuXl9KB/ApTVR5budo/H8zkd+PW64CQBG9+NUWFNGPR6klZ43hV1uxMdCkCIadxOHS53AAAhKaFMbBYTS3A1UK4VaqcclluJjWjziQNnoYy+1mfvh38CnNxeCPIBFzrcYllzOS3T61WJdIGp3kzGGaAx/EJVcgCAKaFKHKczs9yZ9ecZtdKvLWOGPZnXiUeircG5HFYiDVq9RT5bmTwxNfZjy3G49ce0VBLL/aQoV7A8rUdf1qG161kaw5gGmn0aQwOWuU4exWqjy3EdYXl9JIIq7l+JRmRrM7KPg/gEtwkTH7GM3uoC30mwTUtmJ6hiATc92AR6liNLuDet87EQWVlNFNxuilwf/ruORiEFcRA1R576Qr+aMZ9ZQEBU2OMJk/xnhuN2F9GboUw6vOHFdsy+bY3h6G+8aLIpEBN1WNMWapNl/HFeOaDU4IQL0nXPTzxuF0egKXpKCIEpqooE0LUnkVlZjLS18qgSSIuCSFCrcPddqmoiAIKHI94cBfMCk/SjrzJLn8jqnOySGb24QgKKhyO37vR/G47kcQrs0I+3W8MUiiSE0owImhcXrHE9PFykvImxYD8SSqLFEVPDsJVSSJMr+XwUSKrtEJ1jsNl9RZ941P8rPdh0nl8/z+net49w0dM/QnesbibymN9jreWvhlF59uvYcjk32M5icxHQu3pFHpCtHkLUeTzqPg7Dgc3tPDo198hqZ5lbzrI+tQNZnxkRRe/9Vh2Rw70EtVXYR3fXjdDDrhdVzHdby9cBwomCbdiTiJfA5dVrAdm8FUimdOHifqdhPzuHmt7zTf2Pv6Ra+nyzKfXL5qRhrE1UDWMPjO/n0cGhm+6LExj4e/vvWOa0OY9b80BCTRjUNR7+DKMTsNVRI0WgMf42j8q+wf+zt8SiNR1w1UuDfgUeoQkC57kVtkJyQJavNRpLOBKkEQ8Cr1OI5F1hwA7KnfZWTBg4CIKCgooqe4iHXMYhrB1Nz/ciAIIhXu9aQKXfQkf8pgZhNBbSGV7lsI64uRhDMsHoeM2Y/l5BjKvEqycFb7xnJyFKwJRGQcx8IRLHJm8bvxKHWldhEEAVUMoopvvvVn3p4gb8cJaQtn2LgW27YYSM0Y/RTb9vLZmh6lphTwKF5XRBE8ZBwLZ0oHKWsOYNhJxnP72D/2d6V0HgeLtNmDYadKwbQzbTuS2UbG6C1d13IK5KxRLCeH7Zg4WOSsERwcPFMpIWfuSxUDU6ktZyEKKs2BD3J84hEOjn0Jj1pPVF9BhftmfGpz6b0d6B5lyy/20nFjC7Ii4fbp1+MSVxnXbHBCFAQerF3KcC5Jb3qC/fE+nujdR38mQbu/nM8vfaAkeKlLMrfXtDCRz6JLMpIgzinUBqDIzYT9f4LP/R7yhX2Y1mkcJ4co+lHkdjR1MbJUiSBcHzj/s0KRRFY01vDSkVPsONXLu2/owKvPfN694wkO9g7hd+l01J6ls2qKzNL6KnZ39fPK0S7esXQeYY/rogPteDpDPJMl5HbRUVuBPs1FwHEcBuJJ+uOTVySYdh3XPgRBwKe4WBWZexf3fMimC/zy8d3EKgN8+DN34PHpJVcYKL47mVSe/p4xspl8MYJfG0ZzqeSyBfq6x4jEfIwMxMnlDAJhD1W1EWRFYnQowVDvBN0nhklPZjn0eje6W6OhtRyPT8e2bUYGEowMJhAEKKsKEYn5EESBob4JHKdY/tjwJJqmUFkXxusvfguWZTMyEGd0aBJRECirDhGOeRFFkXzOoLdzhPKqEOOjSRLjaVwejdqmGJquYNsOk/E0Q70T5HMGqq5QVhUkPJX3mJrM0t8zRi5TwB9yU1UXRdWK/b1RMBnoHWdyPF0U0Qy6qagJoWoXZw4kJtKMDMTJpPMoikxFTYhg2IttO/T3jOFyq2TS+VJ9q+uLfuDA1D2Nks3kCUd9l6Qbk5rMMtwfp7YphmXZdB8fIlYZJBjxMtQ3gSSLRMv9jA8nGR6IY9sOkTI/ZVVBJEnEtm0GTo+j6yq2bTPUH0eSRGoao/gCM1POHNthbGSSseEk9c1laC6FfNagv2eMdDKHJImEYl7Kqs7mtBbyJicPDxTfK7+LqvpIyaM9lym+W5l0Do9Xp6o+gsutUcgbnD41QrjMz+hggly2QKTMT3lVCEkWcRyHbDpPf8842XQeWZEIx3xEKwJI/wnSiK42bqiuYX19Az8/dpTnT53CpcgYlk3eMqcCDStZGCunPRKbwUQ4H4q6Elc/AOlVVf503QYK59F2mQ5JEIleT1982yEgTe3Si1NaEHdc4ZUcHGf2cw/rS1ge+0vGcrsZzLzE6eTP6Us9Q3vok0VtiMtefpzpU+eYa5XmX9P7XeGcednVWT1qUpi20Ceo9NzKYPpFxnK7Gcm+RoV7A23BT6BOaW+caRPTzpC3xmZcI6gtwC1XFXU3cCgFVM51IRTEOUUbrz4u3rYODs7cR1wUIgoCF+7fHWxwisGbvDU2oy28SgOy6EGaYsucaVvLyZC3RmfUKqC2o8tlJebFmeDHbIdHAWGOQEtQXcDi6OcYz+9lKP0y/enn6E//kpbAR6jy3oFEccyvbipj9R2L0FzX14pvBq654MTusR72TvQylk8xUciQKGTJmgVUScYtqSwJ1dDojSAJApZjI051QKIgcGh8iEQhhybJ3FzVNKcisyAICIIPTV2Cpl73+/1Vh+MUO0ycYudpO1N/O8XUDMu2S97oMOXGIYpsmNfAE68fZldXH9969XXed+NivLqK48BgIsn/2bSTkck09y+bz4Jptp6aLHHrgmae3neM3V19fPnZV/nQumXURor2Ww4Ok5k8p0bGaauIEvIUO1OPpuJSFYYTKXrG4syrKkMWRWzHoXt0gv/YvJtkLk/YM1vHYvY9Tg0kTlHc07LtYkc7zXHkOv5zYGx4kpOH+3nPwxtmMCXOPOP4WIoffO1luo4P4fKoZNN5VtzUxjseWs3oYIKv/D9PUNMYJZXIYhRMkoksH/jtW1m5vo3Tp0bY/tIRTp8aJp8zePnp/QSCbsIxH26vxv4dnTzxnW3YVlHtWZJEHvqtW2hdWM2zP9nNkb09BCNejILJxEiS+cvqeO8nN+L16ezZeoKnvr8dh6L9lqYrPPSpjTTPr2JiLMlX//ZJlqxu5nTnCGbBwu3V+I1P30qsMkj38SEee+RlJkZTePw6pmGx8d4l3HzvYiZGUzz2yCb6ukbQdJXUZJab7lrE7Q8uR9MVXnlmPy89uReXR8PIm8iqzMN/fDflF7DQOoNfPr6bfdtPoeoKifE0FTVhPvaHd6JqCj/6+iulRbxpWoyPJrnpzkXc+94bUFWZp76/nU1P7ydS5kPTVfp7Rlm4vOGC5fV1jfLtr7zA7/3PBxkZTPCP//Mn3P2eVdz97pU8/s1XaV5QRX1LGT98ZBP5nIkoidiWzYMfWsvS1c2YpsUT396KaRZtV5PxLLZtc/8H1tCxaoo+LRT7j76eMb73by8SrQxQURNCEAV+/t1t7N1+CrdXI5c1iFUE+MRn7ynV79XnDrDll8VAU2I8zQMfXMNNdy4ilynw40c3c3hPDy6vRjadZ9GKBt71kZtIxjP82//7JDUNUXLZAslEhkLe5MO/dwcLlteTzeT58dc3c+JQH7pbJZsuUNcc48OfueN6cGIOBHWdP1m3gf1Dg/RMJsiaBpooE3G7aI/EqA0ESjoivrdRS0GaEhO9jl8dCIKAR67Bq9Qykt1Gg/lraFMCjXMfLwLCDBFBx3Ew7CSGnZzjeAldjlHtvYtKz62M5/ZwePyfORH/JmF9KdpcbngXiOmqUhhZdJO3xjDtXCmtw3GcKcaEgCZF4SKL4DcOAUX0EtYXE9IWkbOGORH/D/pSTxPRl1Pp2QgIRUFGZBr976PGe+9529VxbFQpDDjkzGEcnOJc0nGw7OycbXsldYbzN68qBlFEH3lzDNPOTnPwcMiagziOgy5FLxpgeCPQpRiSqFHtuZPmwIeQxLn7M8dxcMllCMjU+36dOt+D53U0cRy79J7NalsnR8GenHWOIIjocoQq+VYq3BuI5w9xZOJfORF/lIi+HLdSFLB8/ZUj9J4cwu3VCZX5eeBjG5CuggbYdRRxzQUnTiZH6E6NEdW9LAvVUukOENN9uCQVTZLRRRltKr3j6f6DLApWUesJkzYKpMwCzYEIXkVFu74D/V8CA/Ekh/qGmMzlSecL7DjZW1rwf/+1fYTcLty6SlXQR0dNBYpcpGXVhoP89m2r+fKzW/j6KzvZfKyLxliInGFybHCUgfgkq5pq+NBNy3BPS78QBIH5VWV8cuMq/v3lHTyx+zCvnTxNdSiAV1NJ5QsMT6YQEPib991dCk7URYKsaqzh8V0H+afntrL9VC8xn4eRyTQH+4aIeN2sbKyZ4QxyBqOpDPtPDzKZzZHKFzjUN4xl2wxNpnjstf1EfG48mkrM52FZfRWacs191tdxhchlC6STOcqq5lY7fvW5g3SdGOIjf3AHZVUhuo8P8q1/eZ7GtgpilUGMvIkoCPzmn74DURD4wb+/zKZf7GPl+jYWLm+graOG737lBRLjaR7+47tRVBlNV4iPpXjq+9tpX1zDbQ8sxzQtvv/Vl3jye6/x+59/F47tMNw3wXse3kBjWwUnDvXz9S8+w/o7O4iU+/nFYztYtKqBm+9ZgmmYfOtfXuAXj+3g058rip8V8iZDfRN8+PfuwOVWsW0Hf9CNaVg88d2tOLbDpz93P76gG6Ng4XKrWJbNthcOMdg7zkf/8C7CMR8Hd3XxzS//kgVL62hoq+D1LSeorI3wax+7CUWRKeQNwrHZStNz4aa7OrjpzkVoLoXB0+M8+qXnOHl4gPlL67Atm/hYik/+yb3EKgLs2nycn31nK+tuX0g2U2DLLw/ywAduZNnaFkaHJvmnzz9+UfaEP+RBANKpHF3HhqhpjNLXOUp8LMX4aJJlQTc//+5rxCqCPPDBNciKxOZnD/CTb2ymrrkMf9CNZdmcPNzPJz57D9UNUWzLLil3A4iiQF/XKD/79laqG6Lc99BqvAEXyUSW3VtPsGp9O+vvXoRAMQihaQopclPninzsj+5C0xWe+dFONj21j1Xr29m+6SiHXu/mg797O9UNUQZ7x3n0S89S31xGy8JqLNNCUSU++Lv3YBoWP/r6Kzz12HZaF1aRSebYs+0kd7xrBas2tOHYxcDrGUbGdcyEIAh4VZU1tXWsebsrcx3/6eBWqqj03E5n4nscjX+NJv9DuORKBCQsJ4/ppNHEMJKooYj+ktNCufsmJEEnb00wlNk0y/XAtLMUrDiK5EcWXAjIeJR63EoNifyhOZkWsujBxiBj9BPUOhAEEcexERCL1tVSjLC+jKHMK4zmdhLTb0AUFLLWMAPpl9CkCEFt4Zu6OWM7FnlrFFGQUcTAlAZFhIDWTl/6aUw7UzrWo9QT0hfRl36akN6BSypHEKSptI44iuhDEf2AgE9pQBVDDGY2EXOtRhH9mE6G4exWzDeUclOELLpxHJOM2YftLJlyx5jethEi+nL6U88xkt1GmWsdoqCQs0YYSL+IKgUI60vf1LZ1yeVE9RUMZl4m6lqFXy3al9pOgYKdQERGkyKAgEepJawvoS/9LGF9yZTNqITt5MlbcWTRPeU+I+BR6nDJZQxmNlHmXosqBrGc/Jxta9k58tYEiuhFFj0ISHiUWrxKPclCJw5Fl41oZZAP/vG9OFNjvCAKCNfTsq8qrrkZwXsaVvAeZqvJzoXNQyeIaV5qPWFcsoJp2xyZGMGrqJS7fDMEMYs06LOkpOu7y9c2nGnsAITzP69Xjnby90+9QrZgzPj95PA4X352S4kxsbKphi984B0lhw1ZErllQTMhj4sf7zzIjlO9HOwbQpEkasIBPrh2GQ+uWEB9NDSzPoAqS7xzxUJqwgF+vucIe3sG2NszgGFa6IpMZcjHioYawl5X6TyXqvCJjatwayrPHzzBU3uOFC17Al7WtzfyvtWLefZA0cXjXOztHuB//PDZKYeRsxiMJ/nK89tK/26tiPKVj76TiuClLcauBGfu52p/P9Pb941ce/p13ui1LqWM8++GXJ37EUUBURSwziPcenB3N41tFbQtrEEQBRSlmrKqECcO9RGK+pAViRU3tVFWWQxu1LeUs/3lohK5qsmomoyiyMiKhMerIU8Ftob6Jjh1dBBNV/jZt7cWf+udIJPOk0kX38OWhdW0LqzG63dR2xRDkkUy6Tz5njG6Twzh9bv42Xjx3OGBCWzLIZcplOq+fF0rlbUzd8+G+iYY6BnnznetoLZpplBhLltg/85OJuMZXnpyL6IokkpkGB9JMjyQoKGtgqVrWvjFYzv4yTdeZcVNbSxaXj/LpmsuFB1QRA7s7GJkIE5yMstkPENi4uzkZdHKBupbytF0hbqWMgp5k0LepOfEEAgCKzcUBUVDUR81DbE5LYqnIxBy4w956O0cpfvEEItWNHB0fy/D/XFMw0KWJY4f7OM3/+ReyqtDCILA4hua2PT0fgZOj+EPFvuy9sW1NM+vQp+DXpqYSPPI3z9NY3sFD35oLe4pTRFNV1i6upmtzx9iMpFh1fp2WhdWzeDsLl/XSkVNGFEUqG8pZ8+2k1iWzeE9PZRXh1iwrB5RFHB7NGobYxzZ10t9a5Fl1rGykUhZMXe5Y1UjP/nGq2SzBTw+nY5Vjbz81F7Ghie5YUM7je1n0+beyHdjmBb7j/Uzv7kC1wXSeLr7x7Ftm/qqCOIbEH51HIexeJrNu0+hqhLrlzfj81xdYcG5yjyDq923JdM5tu7twrIsbl3dhqZeuojqWw3HccjkCmzaeZJsvsBNy5opi7x5497lIJsz2LLnFBOTGW5c0kj1NKu9a23eKQkaDf53kzOH6En+lIncPgLaPERBpWAlsJwcC8Kfwa+24Fdb8ast9KaexLATaFKMtNFDxuxDl2f21SmjiyMTX0EV/ehyOQIiaaOH0dwOar0PzNAfOIOwtphOQeF44lEShWOIgooi+mgKfAABCVGQaPC9m2ThBAfHvkDMtRpZ9JDIHyFZOEFb6JP4lMsX3LQdi2ThBEmjE8NOkip0UrDinE7+HE2KoEsRQvpiZNGNZac5mfgWKaMbr1KHLHgw7ElGsttxy1UEtfkwxWJ1yxW0BR7mwPg/sGvoTwnqixAFFcOKkzRO0RL4MFWeOxAECb/aSpX3dronf8Ie+y/xqY3krBGShc4pu9I3hpDegSS6OBn/JsnCSURBQxY9NAUeQkJDECTqfe9kMn+Mg+P/yLBrG6roJ1E4Rjx/iLbgw/jV1jdcjwtBEf00Bz7EvrG/Yc/I5wnrS5FFN4adImV0U+FeT1Pgg0iCii6V0RZ8mANj/8Cu4T8jpHUgihqGlSBldNLgfy813nsRBRmf0ki19246E99nz8hf4lebyVvjTBZOlMRTz+CMVa0oaringnRZc2AqbedmVDGI4zhoLpWWjrNi5K89d4CmBTVwXUj8quGaC05cKVRRYlG4nO5knLDunuGwAGDbE8STXwZBwe/5KIr81tu5XMelY3Iiw1OPbccsWNx056IZE9jpuLOjjSX1VaUI5hns2XaSTDrHDRvnYeRNTu7rQzuH+iUKAsvqq2itiDKeypAzirvMbk0l4nWjTaNoOQ7sePkIoiSyakM7siSyurmWRTXlTKSzZA0T27aRRBGXqhB06+QSOR5//FXueNcKvH4XlUEfn779Rt67uoNswUBAwKXKRHweXIrMu1d1cOuCFioCMydZq5trefRT77noTqymyER8l2dvalk2+ZyBriuXZIX01A+2s2BZPY1tb3zAnI7B3gnGhiaZt7T2DdljDpwe57mf7CIS83PXu1eed0fWMi0KeRPdpV62M8WJg/1IikhDa8V5F6CGYbFnywk6VjW+IZFJj08nFPVx6ugAC5bXz5rcWpaNJIulRaUgCMiyhGHYOI6DIAp4fGcXTIIozArgzAXLsnFsm0DEQyBcfKdWrG8lEPaW2tTl0c4u/IWpKjgOlmnjOBAMnz139cZ5hKeCJdPvbVa5U+cq+hzPzQGjYOHx6gTDHgRRIBB284FP30JtU9HhYP1di2hoLWfn5uM8+d1tbHnuIB/49K3EKi4sKjbUN8Ejf/80oaiX9sW1hGM+9u/sZHpTebx6aTF79jk4xbQKmPHeyop40YWIy61RWRPm+ME+koksa25bwPGDffScHEF3qfiCLhzbQZy2IyNJIqIoYhpng1Vuj3belIj+nnEa2yro7RxhsLf4tyAIqJrMfR+4kQXL6ti5+Tjf/tfnaVtUzft+c2PpXK9fP5sON+29scxiis/ZNDJQFAnTtDjjoinJM+t8Js3O5dF4z8MbOH6gl52vHufRf3yWjpWN/NpH16FqRVu2Y93DeF0aNZfpjS6JIvVVYZSL9B+RoKf4bbzBeaRlO7y2rwvbtulorUV7C9gfIxMphsaSLGyufMP1Pxe6plBTHuTJlw+wblnzNR2cADjePcKp3lHu3bAQn/fNDQpdDrr6xzh4YoD7Ni4i5HdhWjZHO4cpj/iIvUVWfpcDTYwwP/wZYq4bGcpsJmX0AEWqf0RfMZUqUaTdL4z8IT3JJ4jnD5ExBwhpHTT5H6I3/Qtc0tkAhVuuJqbfwFhuF2PZXTgUqfjzQr9DpedWJGG25khAa6cj8llOJ3/OeO51REEjoi9lejKCV6ljSfTP6U09zXjudSwnh0epnbIfXVai9xedQZqKugOCiEuqwFSyRaYAEl6lbmoXXsRxTMZyrzOYeRHbMQEbXY4ymHlpivFRi1dtKlqgii7KXGsxrEkS+SNYTgFZcFHh2UiV5w68yllXB0GQiLnXsFz+K/pTzxIvHMV28mhShEr3bYT0JZxJQZFEvejUIVUwmHmZsdwegto8FoR/n4H087jkCzsVXQw+pZGOyGfpSf2M8fxeRBRC+uLp+7W45WoWR/+UvvQzjGZ3kXSO45ZrWRb7/9l77/i4rvPO+3vL9D6DATDoHSQBsIBd7Opdli3XuK9rPpu+m2ST9303m93NZz/7rpNPkl3H9usSxz22ZVnFoiSKEiX2AhaAIHpvgzq93vL+MSBIECBFSVQki/j+N3fOPXPm3HPvPec5z/N7/jM+88brhk7cCEGQcBirsRqKlmhnWAxFaGQQ5/X9BEHEbVrDBv9fMx4/yGzqLIoWxyC5yDNvpMC6G3F+ySoIInmWLTTn/1fG4i8RSl9C1VKYJC8F1j34zM0LehKSaKLK+THMkn9eI+QcTmMNa7x/wETiVUySd0GPwizn47dsYzp1kplkCzoaJslHrfvzFNnuIRUVSMVDGC0GWo/1LLznzrxyiY17VyO94yFFtw/vG+NETMnQPjdJvsVO+2yQcrubfOuVF4GqzRJPPosgGHHafuddbOkKN8NlwbtP//49N9zd8tgsC6ETVzPjmCSmy6wK+DEYZJprl0+5KAgCDrMJh/mNFpA60XAC8SqjlyAI2M0m7Nc5Nz6TYHoysrDrLQgCVqOBMt/yk26v3brg2XE1DouJesvSdHa3gtBMjNZT/WzeXb/sYvFa5qaipJKZNyz3ZgmUepfsor8Visp8bNpVT+upvhsuwoNjIfo6xtmyp/6mxBKvprbxjQ2bRqPMlr1L0++9Wbz5TlatL+PwixfZuKOWQJlvkSBmWZWfge4g0XASp9tKLJJkYmSW9duqFwwBb2W3zpOXEymsqC3gzkc2LPympunLLNAX4ytw4st3ULU6wK77mhade/Uiermz3T4bFpuRnrZRtu5Ztci4JMki5TUFjA5Oc/cHNi54DqiqthB3L8kSVasCVK0KMDo4w//+L0/R3jLIngfX3vD/dl8cY2Yywlf/8hG8fgf9XRNLA3RFYWlaHyA/4EJVVEb6p6hrKiEeSzE5HsbmuLHonyAKlFTm8dr+VuwuC4FSL26fnbYzAxSWeMgrcJEfcC94VYiSyMTIHNmMstjYcoPLW9dQzFf+4mF++b3X+ck/vcKX/uxB8gpd6DqYzQYaN1XSsLGCttMDfP8fXuKOu6fwzAuP5lLfLa2ztMrPuWM9hGZiePIcJOJpRgan2byzfkGYdLBnku13rUFVNUYHZ7DajVgsOU0fi9XI+u01rNtWzYlXLvHk94+w/a7VlFT6aesZ48kD58lz21lTHeDOrbX0Dk8zPRdnfCpMUb6LdauKaesep39kGrfTyra1FciSxJn2ISLxFHs31SKaDLR2jxKNpxmbClNd6mfDqhJGgi9F1qsAACAASURBVCFOtw2yurqQ+op8Yok0Le3DZLIqqUyWbesqcdnNXOgcYzg4RyKZYcPqEtZUBxb1gaZpnLgwwNFz/XhdNgp8Tgp8DvpGpjl3aQSn3czWtRWIokjP4CQz4QSTs1H2bq6lwOdYcu+EoklOtQ4ST6ZpqiumKN/FuUsjNNYGCEWTTM7GKM538eSB80zOROmsDbJ7Uw1uh4Uz7cOMBcNUlvhoqitiYirCxHSE8ekINouR7esrOd02hKbrhCIJtjRV4HPbaGkfZnhiDr/XzpamCmwWI/leO4YbeBopqsaxc/3s2lhNJJaicyBIQ3WA/tEZLvVNYDYauGNDJQ6bmfOdowyOzVJS4Gb9qhJmQnHGJsNMzESQJZG7t9cTnIlyqnUQVdNZv6qY6tKl77lMVuFcxwhD4yEqS3w01gToG5nmwLEOZsNJugemCOQtzT6iahr9IzNc6BzF7bSwpamCuXCCSDxFQ02AS30TWM1GLCYDwxNzBGej6JrOnVvrsFwjkK1pGv2js5zrGEGWRLY0VZDnsdHWPU7f8DTFhW7WrypmZCLEi0cuMToZprN/Eo/TytlLIzz/ejvlRV4aagJYzUbKi7x0DQTJ9zlIZxTsFhOD47OMTYYpyHOypbGMRCrL4NgsU3MxUuks+7bUAXCydZBoPEVjbRG15W9/XpBLW+mh2H4fxfb7bljOaayl0ffHS77zWZoXfTZKTqrdn6SaT950O0TBQIF1FwXWXTdog4jNUEq954s3rKvEfj8l9vsXPle7r7RDwkyj7z8sKl/l+hhVro/dVBvzrdvJt95ckJUoyHhMjXhMjW9Y1iR5qXR9hErXRxYdz7PcnCf5jRAEiXzrHeRb77hBGRGroZha9+epdX/+bf8m5MJJNhf8v8t+t8rz5WXb6TRW4zRWv2HdoiDjNq3BbVrzhmWNkpsK54eocH5o0fFr+9Yg2pe9BpeJp8Mk4inmpiMc+c05Vm/Meeq8E3Pi2533jXFCEkQM4mWrqYx0zYJW11Oo6gwm00ZkKbBcFSu8B9A1nZ5LY7zwy1OMD8/y5D8fZt/D6zj0mwvsfWgddoeZF391ho076zjwVAtOj5XZySjNO2qpbSjm0PMXmJoIEwsnqKwPEIukOPJSG1PjYT7873ZjsZl47qcnULIqoZkYReU+7nl8IxdO9tHeMsjkeIjCUi+PfHzb0lSNgkDbmQFGB6Zxuq3se2Q9s1NRjh9sJ5nIsGptKVv2rOLciV7OH+/FYJLJpLL0dowxMxnlzkfWM9w3Re+lMXbc07DEDXtiZJaDz5wjGU9Ts6aY7Xet5lffP8Jjn7qDVCLD6y+00rixgtf3t2F15ETsdt3XSCKW5vThLiRRQDbK3PP4RpKxNIdfaiMeSVG9poht+1bRdmaAwe4g8WgKf8DNlj31vPDL01w42UfPpTHuuGsN5bUFnHi1g5G+ScxWE/seWoeiaLz63HkEAcZHZpdVVVKyKscOtjM1HiYSirNmQzkNGys4daiTod5JTGYDex9ahyiJHH6hjZmpCNFQggc+vAWn28pLv26hoNjNnY9sQBJFWo52c/HMAEazka37VmEwSBz4dQtWm4lkPMM9jzdjtZs49JtWZqciFJR4uPORDQtu6zdieiLMsz8+zlDfJN0XR7nzkfVYbCaOH7xEOpUhEUvz4Ee3kkpkOPxiG4lYipqGYvY8sJae9tzY3Ly7nk0765iaCPP8v57E5jATiyTZ/cBaCku8HD1wkYHuIB/54h4cTgsvPdVCLJIkPBvHH3Bx/xOb6Wwd4cLJPqYmwrh9dh775B24vYvdXY1GmQc+vJng6Bz/8FdPUbUqgMlsIJtRuOcDG9l9fxN9neN892v7CZR6GegOUlDsYd3WKpLx9HV64I3JL3Kz98F1vPrcBYb7prA7LYRm4lSvDrD3oRsLCQdKvOy8t4mXftVCf+cENruZ0GycuqYSdt/fdMNzLTYTdz26gV//8Cj/3//8DfkBN8lEhsr6Qnbc08Cu+xr5l398ie9+bT8llX5SiTSapvPIJ7ZhtZv52bdeRVU1nB4rM8EIskGiqNz3hv+3qMyL0Wzg1z88itfvYHx4lmxGuand6ZqGYsprC/nB/z5AQ3MFkbk4iVjqpkIGSir9TIzM0lxWi8dnp6wqn3PHetm4owa318YDH97Mc/96kplgBKPJQGfrMHseWHtdDZJrEQQBi83Eo7+znR//0ys8+c+H+cgX96BpOj//9iHsTgsWu5mRvslc1owCJ6p6Y8+a7XeuprttlO98bT+llX5GBqax2c1s3XfFGNd2up8fZlWUrMr5k7089NGtGE0GJkZmefKfX8eT58BsMdLfNUFBkRuPz44gCBT4nDjtFmrK/NSW5XZsz3eOMj4VZu/mWhy2K94cTruFjr4gVpORrWvLCfidHDnbx+bGckxGmSMtfdhtZjasLuGFw5eoKPLidlhIZRR6h6apLfMTiiZ57rWLPHHvesLjKY609LK6upCzHSM01gR46VgHzWuWGrYFQaC00E1hnpPiAjcVxV7mIkmef72drWsrCE5HOHC8ky2N5Tz9ahvb1lbQUBPAtkzojappPHfoIpIkYDRIPPtqK594aDPRRJpnD10klkizY0MlDpuJfG+unxpri7BZjJxsHaSjP0iR38WB453YLEbGpiKcbhvk/p1rsJgNZLMqz712kcf2NWE2Gdh/uJ0n7l2PIIDLYeHMxWG8Titr69/Y6KqqGodOd7NrYzXhWJITFwYo9Dk5eq6PIr+Lonw3siTR1j3OqbZBygIeDp3uwWwykM4ovHy8k4f3NGA0yoiCwMnWQRLJDHUV+UsMApDztrnQOcbFnnE2rC7lVNsgBlmiON9FaaEHs8lIXYV/WW+7yZkoLxy5xLa1FYxMhnj1ZDc2q5HJmRgNNQHaeyfIc9vwumzsP9zOg7sbsJiNy9aVzqgcO9eP1WygpMCD0SDRNTDJsfP93LG+kpb2YSRRoKbMT3mRF1XTWVVZgMVkIJDnxGk3U1eeT0WRl1NtOeNCW/c4XpcVXddZW1+MIAi4HBaOnevH77FhkCV+8/pF7tm+CkehB1kWeeaVNjRNw2Ix8uyrrXz2A9vwuN6ct+QKv51k1BAXZ/+eRHb0DcvaDMWs9vx7TPIbv/tuFl3XmU2dpWPuG29YNpdydTdVrk/cst9/L+ArcOErcBGaifLR37uXilW5sJDXnjn7tkIEV1jK+8I4oWi51FrbCsroj8yxLq8Qh+GaXWBBBEFGFBy882q+K7xlBKheHWDPg2u52DLI45/ega7rBEdzO4aapjM5FiKVzDDUO8ln/vBeoqEERw+0I0kiQ72TfOxLe3n5mbNkswp2h5lt+1bzq38+gqKo6LrOcO8ka7dWcddjG/jh/3mZLbNxzh7t4e4PNNPbMUYynlnei0DX8eU7eOTj2/jV94/QcX6Y9rODNN9RQ9WqAD/95qsEynIL0w99bhdz0zH2//IUnjwH7WcHCY7M0XtpDINRxriMC/DkWIhUIsMddzcQKPMCAhMjs2iqhpJVmRwLEa9LMT4yyxf+wwN0tg5z6rXO3AIuluajX97Lsz85QXvLAIM9k9SsKaKhuYKff/s1ist9zE5GiYQSPPH53UiyiMlsYPPuelRF4+FPbMPptnLp7CCvPd9K0+YKui6M4M1zEAklCJR62XBHDd/92/1XsoVchabrjA3OYHda+OgX9yLJIn0dExx89hzrtlTRe2mMcyd6sdpMmK0G7vlAMy//+iyFpR6cbhvrtlTR0z6KrumEQjFOvd7Jx7+8j+DoHK/95gLrtlYRHJnjS3/+ECcPddDZOsKG7TX4CpxYbEZOvNrBpp31N2Wc8BU42bS7Hm+Bkwee2IzFZmJsaJreS2N84NM7KCzxYDIZmBwPUVDsIZlIc+TFNnbf30TVqkJq1hSTiKXRgWQiw9jQDF/40wfpvDDMxZZBSqvz2X7XGvq7JlCyKjow3DdFeU0+D35kC9/7uxeYmYxy9mgPW/bWMxOMEBwL4fIsP8kMlHr56l88zJkj3YwPzaKjU1FXiCfPjsNl5Yt/+iAnD3USmomxfns1m3bW4fU7CEsiex5owh+4ssteWVe45CWay6KQWSToJMsSdz22gZIqPxfPDJCIpQmUeqltLMmds6GMVDKzMJG32szsfXg9/oAb2SBx34c2Ul6TT/vZQRKJNMXlPmrW5F7kNruZvQ+uI3+ZDBqCILBt32ryi9xcONFHPJbC6bFRXJGHIAiU1xbwpT9/mJYj3UyNh7DaTNQ2lmBzmJFliTUbyum+OEI0lMRf6OLux5opr3ljl9iq+gCf+Oo+Wk8NkE5m2fvgWtZuriS/yIPBmNPt8OTZF/rO7bNz92MbsLusmMwGPvnv7+LogXbCszGaNleyfns1NxE9Q6DMx76H11PXVILBJNOwsYJ4LJXTc5BEtt65GpfPRtvpARRF5eGPb2Pd1iqMJhlV1Vi/tRqTxbhsSFZNQxFunw1JEskrdPGRL+zm+CuXiMwlKCj2sHpDOcO9k8TDSWoaimneXoPbZycRS7Pr/qZFRp2iMi+772/CaJJxuDx8/k/u48SrHblQrHWlbN5Vjz/gYnIsBMCeB9eRSmaIzMX52Jf3sX5bNaIk4PLYWL2+nLHBXArTpk2VbNheg8NtRRAEfG4bPpeV0kI3ZUU5TyqDLFFblk9DTW5TYToU5+ylEdwOC+FYkkg8iSSJFOa5FmlNqJpO8+oSGmoCvH66l2g8RUWxj3yvg3Q2J2yGDn6PneY1ZRgNMm3d4wgIJFIZxqbCFOY5yfcu1TK4bEjJ89gpzndRXOCmvXcCURTZuKaUvpEZXj7eSTKdxWkz01ATIOB3Lpx7Nem0Qmd/kEK/A5vFRFnAi0EWWVdfxN9+/yBVJXmsrsqF4+TPe13UlvvRNJ2+kRkmpiILC3ajIbcxUxbw0lib669oPI3DZmJzUzkjEyF6hqYIzkQ51zGKz21jLpIg9iZ3/vT5jFiqpmO1GGmsKaJrcJJMVqU438XQ+CxjwTBWs5HCPCdmk4FMRqGkwE1jbdFCPzTWBDh2boCeoWncy3gaqZrG2FSY0kIv6+qLmZiKMBqco6k2QGGeCxCoKF5+ATY5G8MgSzSvKcVuNXHkbB9F8uU0jznDx+VbNOB30VRbdN3wKKNBoqk2wLmOUfpGpinIczA+FabQ52BdfTGhSJLRYIjmNaUE/C4isTSVJbl2+b0OvC4b5UVeigvcBGdz3iKFfidD47MU5jlJZRTOd4yS77MzF46TSGZw2i0UeJ001ua8LVJphY7+ID63FYeiUlbkvVFyixXeZ4iCkTzzRjKGN/YqMEoeRPHWhzqZ5DwKrbvfuKAg4niHNSreTVxeO675NOMAOx5Ye1Nh0SvcPO8L40RCyXAyOMx9ZXX4LXZeHunBZ7aRb7kS1iEJLoyGWlQ1iKYnkYT3djzl7Uou1auwEFstz8cyIwgoWZVsVl1wobI7LRSX5zGiTSEIkIinMZkM2F0WXB5brpyQi3m+2j1ZnHcPt9hMmM0GMukshaVenvvpCbx+B1v3rrquy7rTbcNqN2N1mIlHc+kZnR5rri6rkfBsHE3VcHttqIqGyWzA5bFSUuGn7Uw/wbEQdz/WvPxiYk1ucnTp/BAd54d48KNbAVAUlUxGIZ3KiX6azAZsTjN2p4VsRkVVNewuC1abCYfLQjyaJp3K4nTbMFuNWGxG4rEUskEiUOpdZHiR5FzseK6/BZKJDE63lbrGEuobS/AVOHnl2fM4PVbsDjN2h+W6u8lmq5FAqReLzYSu58QPHU5Lrq61pfgDLhLRNM/97ASzU1GqVgew2kyIorBoUphKZpAkCYfLSjyaQtM0shmF/GIPXr8DhysXvnD+RC9zMzFq1xQjySKatrxo5HJjTJLFnE6AQVxYcPrynXjzHFisJhRF5fX9rfgKXBSX53H2WA+6nov/v3YC68134i9wMeacZmYyktMJkK7VHMgZFCw2ExabiUw6S1G5j5d/fRZvvpMN22tukMJNwJPn4O7Hmpf9vrDEy6O/s9TN1O2z88gnFh9fvb6M1evLFh3bvLt+2XoNRpnGjRU0bqxY8t215zhcFh7/9I6Fz0aTgbVbqli7pWrJuQ6Xlcc+dX33UtkgUddYQt28IeRqBEGgsNjDgx/Zsuy5m3bVsWlX3aJjmqYxNREmlVjek0SURHx+J2s3V7F289L2AkvCQvyFLp74/JVJmi/fySOf2Lb4d1WNybG5hfv2WiRZwpfv5EOfu+LGXFrlX9DPAJAkgYbmimXTksqyxI57r+8ufO1/CZT5ePwzO6/8pweWD3WxOcxL/ktFbSEVtVd0ZvIKXDw0/3xaDk+efdlxZXOYuevRDdc9TxDAZJQZnQxT4HPin/cUkOUr91M4miQUSbBnUw1jk2EEQSCTVZmajRJPppmajWKdN1IYDNL8OyXn8BWKJglFE6QzCrORBJquI4kisiQuJNuzmg3oei4EaVNDGdabzGPvdVlRVZWO/iAjwRBuhwWz0YA8/2y93v1tMspUlvgoLnCxqrIATcvpP5xsG2R9fQnxVIb23glWVxVis5joiU4xFgzj99opKXAjCrCzuRpF1Qj4nQxPzC3qL8hlXsllqsp9ngkniCcz7NtSS9fAJIIA6YzC1GyMeCLD1FwUk1FeoqMhSyJGg8yl3nHGpiIkkmk0XSfPY8dqMfL6mV6GJ+YI+J2UF3vZ2VyNpukU57u4GEsiS9KidhlkmW3rKjjXMcLpi0PUli8WVpREkXyfg66BSXqGphmdDLFh9fIhmtfic9vIZBU6+ycZGJvB47TiddnoHZ6mZ2iS/tEZvK7LAtkSCNe/RrquY7eZ2dRYxonWQS71TVDgddAzNE3P0DSD47PUli+fhlMUBWRJZHQyhNNupqzQw3OHLlJT5sdkkHPv9kyWdDZLU20RrV1jC/XIsjifJjznVVNZ4sPvsdFQU4SqabhvIhRzhfcHsmil1PHwu/b7giBgN5Rhd998qM77lchsnP0/OUpP6wgGo0RRuZ+P/+F9K6lEbyHvC+OEKAjElDTnp8exGYwMRudo9C7eLZMkPzbLI0Ri3yOZehWb5aElAi0rvDeRJJFAiYfDL7bh9NhIxK4sMq7eBc4PuDiXzvLSr84w1DtJcYWfuekYrSf7GB2YpuVID2s3VyJccx4A8zHxLo+NbFZF07RFQnSQWzT1dw7x8tNnmZ2MLGgKnDzUScf5YQSgenURHReGef4Xp5AkMSdYKEnUN5Xw6x8exeG2UlC8vEv2xMgcY0MzyJLE3EwUSRLxFbg48NRZBFEgk8nt9s1ORzn0mwtMjoWorM/thA90TfDKs+cYGZjm3g9uxO40c+5ED4PdQTJphZIKP7OT0SWTJ7vDQiqZ4ciLbazdWkVJZR5Ol4WR/ilEUaSgxENtQzEXTvYzNx1jbiZ2w2t1tbhkUbkPj8/OcN8UkiziD7gQRAFVUbE5zBgMMtmsytjQLG1nBhjpn6L1dD+1DcW4vDb2//IU6WSWkgo/NqcF8ZrJo05OOHVscAY1qyGIAoM9QdpO9zPQHeTCyX6aNldiMi81RLq9dmYno7z2fCsb7qi5Mpau6Byi6zA7FSWZSC9oGnReGKarbQRJEvEH3JjMcm7xc9X/joQSdJwbYmRgmjOHu1i/rXpJ31xGUzVcHiuqos6PlRXr+60mm1F59dnzdLcv7w5rd5h5+BPbqKq/teF+mYzCC0+eYbhvatnvXR4bj35yO6WV74yezG8jkiiyubGcI2f7ONM+xP0711Be5MV41aQv4HfRUBPgTPsQNWV5VJXkEYmn5r0prLR2j2O3mmisDSzsxq+pLsRhM9E1MEk0ngsF6ugLUlvuZ219biff57ZRU+ZnNpxLBzg9F6N3aApF1djSVL5MWwVqyvLI8+Q2QfweO/u21HHm4jB2q2k+44VMw/zO9/UQRYEHdzdw/Hw/B090UVWSh3v+effQnkZmQnFGJuZQVI36inxGJuY4dLqHe+5YxbZ1FRw/38+hUz24nRYK85wE/K5FWUOMBonm1TlDn8NmprGmiOrSPCamIpzrHGVtfRHF+W5mQnFau8fwuqxc6BzDYTUvyYAhigJ3b6vnZNsgeW4bO5urEQWBzoEg07MxKoo8VJf5MRtl0hmFIy29WC1G/F47fs9SD5SxqTCd/UFsFiN3rF9qGBQEWFtXRDKV4fj5fmrK/KyuyhnJAvlObNbr92thnoPdm2o4fXEIp93Mnk01yAaJ4EyEMxeHWV1VQHmRF4vJQF1F/g2F9jVdZ2B0hqHxOTwOC+vrS3DYTETjaY6f76c438W6+mIEIN/nWOQ1ZTEZ2NxYRkv7MKqqsW1dJRvXlFJXno/TbiarqKypKmR8KsL5zlE2NpRRkOfEIEvUVxYgz4vuiaLAg7vWcOxcPwdPdFJe5KUssNT7bIUVVnhnmRqbQ1d1Sqrz2XZvE63He247LyZd10lrCgZBQhJFdF1nJBFCAAIWF9LbTK0q3Ixy+78BN90ITdcIZ1K4jBbOzQ5TZvPiNdkYjYe5OBMkq2uU2l3UuHyYJQPyfAfpuo6qTROK/j2p9Alc9s9hNu1EECwLSq1LEAxI4o1V3m9ndF1F0+ZQ1EkEQUQS8xFFzy1JlxUJJYhFkhSV5Vwjw3NxRvqnMRhlzBYDeQUuJsfnqKgtJJlIMx2MUFDkYXoizNxMFLPViHs+s8DY4DSpZBaz1UhxuY+56Rj5ATdGs8zY4AySLHLgqbM0bCwnFkkx2D3B7vvXYrVfCREQRAFN1YhFUyTjGZweK0WlXhRFY6h3klQiQ1G5D1++k/BsnOH+KcwWA2arkYJiD0pG5Ttf28+dj6ynvqmE0LyHxWUkWULXdMaHZ9D0nCt/XoGT2akoY0MzWKxGzBYj2YzCUz84mtu1FHI7reeP99LVNsqmXXVY7SZKKvzous5Q7ySJWJrCUi95+U7mpqO5Xa6CK2NaVTVGB6YJz8ZzxoQ8O1MTYSbHQgiCQFV9IbJBZqg3iJLVMFkMOFyWJdlRzFYj8Vgaq9WI05PTTdA0jelghMnRORAEist9nH69C1XRKCz10namn8aNlRSV+ZgcD6EqKg53zsskEU/NX2+Jsup8VEUjNBOjpNLP3HQUVdEwW40Lhg9ZliiuyCM8G8/Vlc3V5fE7UOaNOpexOy0YjDJDfZPEoynKawowGmVmpiLkF7kxzKfTnJu+3PcmBFGgoraA0cEZZicjQE400uOzMzcTpbQqn0goQTKexuYwMzowTTKRwWiWKS7PIzKXwJfvwGo3M9I/hWyQePnps9Q2FKNkVXrax3jwo1sWXZsVbg26rpOIpcleMw4uI4gCVrtp4brfst/VdOKxFEpWXfZ7URKxXp3x5H3AdDDMN//Hczzy8W3Les2811FUjYMnukgkM2xdW87hlj4A4td43ZQUutnZXI35TYrpBmcivHD40qLMS4F8F7s3Vi+rufBuoes6/aMzvHaqZ9HxmnI/W5oqML4DY1ZRVQ4c62RiKrJwzGiQ2L2phpLC6y/CNU3nQtco5y6NLDrevKaUhprAmzL4appOe+84p9uGFh1fu6qYtXVFOQ+LFVZY4bam7+IIF0/1EY+k2LRvNYeebuEzf/rQQir224G0qvDD3lPUOv3sLKji0EQvP+o9haJpfKFuO3cUVC1s6l3DTS0Qf+uME6FMgm92vc7vrdqHWTIgwIIafFbT0NEREegITVFgsS9k7FDVaaKJX5BV+kikDqBpEWQpgCQVIrD8BMNkbMDr+stb8gffb+i6TlbpYCb831CUYUDAZFyPx/H7GG4iJu69xPREmKd/fIz6plKi4QTxaAqLzUQ8mlooYzIb2Lp3FQXLxMm/EcGxOU6/1kU8muKhj21F13UOPX9hkQeI021lxz0NS0U4r2G4b5JnfnKc3/3LR4HcAuj4q5cIjs7xgU/tuOG5twJN0+nrGOfsscWT1vqmEtZsKL/hQiuTzvLy02dJpxT8BU76uibYfudqata8M2l9NVXjwql+ui8u3jFv3l5D5arAuypgNDcd5dc/OkZlXSGZtMLcdJT7n9i8kIFihRV+G9FULRdeZzHccmPPvwW6rjMxHeHQqR6yiorTbmZnc/WSDBayJGI2Ga43+bouiqqRTGUWTXjeal3vJLqu59qaXhySZJAlzEb5lmxALPebyVQW5arwPIGc58GN0kvruk4mq17REZnHZJAxGqQ31dbcvEYllXn7da2wwgrvT2LhBFOjc8xNRzm2/wJrNlWy57GNt5XuRCyb5i/OPMNHKptZ5crnv5zdzzpvEYquMZGI8H+tvw9ZXPa5/dtnnMhqKnHlxgrzwWSEb3S9xn9d/xh2w/Lid4qmcnZ6jCKbi2JbToQqnWljbOqDb6pRFtN2CvO+/6bOuV3QdZ3Z8F+RVQZw2j+LgEw08VMksRCv608RhDcWJnyvoOs6gz1BZqeiGAwypVV+3L5bl498JhhhuG+K0mo/Xv/SNHJvhmQ8zfjwLFWrci7ouq4zNx0llcwueJm8V9F1nchcgsGeIKqi4fHbKa3035ZxerquM9I/xXQwgiSJFJX7VrwmVlhhhRVWWGGFFd7DpFNZ0skMdpcFJaMiG6TbyjABEM2m+E+nn+FL9TtIKhm+3nGYv9n4CMFkhO91H+drWx7HKC27QXFTC6D31NZGZzjIN7oO3bBMUskSU1I3LLMcslSEz/3Xb+4c8Y1V3m9nssoQdusHsZj2kBtvOuHYd1C1OWSp8I1Of88gCMISwbdbia/Aia9gaR72t4LFZlowTECu7V7/ran7nUYQBFxe22+lu/etRhAESqvyKa3Kf+PCK6ywwgorrLDCCiu864z0Brl0up8HP7UD4zKaZrcDkiDiMJg5NT3IUGyOZl8JeWYbg7GZZTP6vVneU8aJmXSMtKpwZ2AVxuXdQZjLJDg21bfomKppxJUMVtmADiSULCV2N86rPCskyYvTqdfxrwAAIABJREFU9rF3svm3HToKouhGJ5c9QxS9aHoCTYuiiTnRRwEJYSUzygorrLDCLSWRSKMoGna7aYl472WSiQxZRcVmM71psdWDB9tpOd2Poqioqs4Hn9jEqlVFSzy/slmVl15spa1tBE3V0DSdT356B2VleW/5v/22out6LvtCWkFVNURRwGCQMZvl616j2x1V1Uins2QzKpquL/SZySSvCAQvg6JoxOOpXPYEu/mmwxMTiTRPPXkag1HmoYfXY7X+9ni33koOvNhGX/8kjz7WTGHh8uLkN4OmaaRSCtlsLsV9btxKmEyGlXH7PkeWJTLpLJG5OEajjCCKmK3G2yrsyyTJ3F1Uz/e6jlNgcfC5um0YRYnRRJhim/tthym+p4wTZsnAjvxqHi9bf13jxGQqSmd4YtGxmJLh6PgglU4PWU1jPB6h2V+MVV5ZFL+T6FqMeOJXpDOnAFDVWRRlmEj8+0jzxgmDXIfd+ui72cwVbhN0XSOW7UPT0ziM9YjC23u8JZUJYpledHLxx1a5BJuhEkF4f0w8dF0jqYyRVqdxGlch3aK86LquEs30ADoOY+1KVqR3iKd/3cLFthF+/w/uw5+/vPfUk788RU9PkK/+7l3kv8mwIZfLgtdnp7cnyKmTfezcVUd9fdGSVMKCAG63DY/HRlfnOC1nBnj40Q2UlS1f7/sVTdMYHJzh1YPtnD8/xNxcHKvVSHV1AY9/cBPVNSuemNcSj6dpOTPAsaNd9PVNkUxmsNlM1NQUcO99TTQ23Vza0NsFXdcZGJji7/92P3aHmT/6kwfIv869fy2ZjMrZlkHMVgP33tf0Drf0vUt39wSnT/Wx7841FL5FZ9lkMsP5c0McOdJFb0+QeCyNxWqkssrPPfc00ryx8tY2eoX3FBa7ieHuIL/4+stYHWbceQ7u+/h2JOn2MU6ICOwqqKLRU4hBlHEbc3p5ewpr2F1Yg/Q258nvKePEanchFXYfRlG+rtXFZbBwV2AVhquMF7quMxCdYzgeQtE0YtkMTb7C28qK9W5gMe9FVcdQ1Sup8qzmPaBnF45J4rsf3qHrOhltjpnkCSKZDhQtjixaMcuFeEzrcBrrEa5ayOq6jqJFCaUvEEpfIKPNISBhkYvxmbdgN1YTTrcxHt+PQXJT7vgYRilnjFG0BP3h75NSJyi1fwiXqfF9s5h9r6NocXpC3ySlBNmQ/78wy28vZCKe7Wcw8iMSyhjx7CAVzk9Q7/0jBG7F9dRR9Swi0ru2eNf0DEPRnzOZeIX1+f8Lp7HultSb1aJ0zv09oLHW/zeYJO8tqXeFxRiNMsGJMLOz8esaJ4aHZ0insxiMb/5Vv3FjJRs3VnL0SBdnWwauW06WJe7YUcu27dW8+EIrLWeuX/b9iq7rXLo0xre+8QrBiRCbt1SzdVsNszNRWltHmJ2NUc2KceIyuq6TTGb48Y+O8vxz5ygMuGlursBuNzE9HaO3N0gwGKHx9l1DL4uq6nR1jtPTG8RiNtDZMY7/bepYrXDz6LpOKpXlFz8/yTO/bsHtsbF+Qzlut5W52RidnROMjYVo3vhut3SFdxKnx8ajn9u98NlovnWCxpd1IK+9p3VdXxAqFgQBWRLf1fteEAQMooTLYCGUSTKVipJnsuMxWW9OVOINeE8ZJ5wGC07DjbMVmCUDdwZWYbhqQm8zGLmntJaUkiU7r/TsMV2/Hl3X0fQwqjqDrqcQBAOyVIoo3vi3V1iMy/4FQHuDUu/+EEsqo3TN/SOh9AUMogtRkNF0BUWPM2M4ztq8/4ZByk3udV0joQzTE/oWs6nTyKIdSbCg6wpT2mEimU5We/8j8ewgo7FnkAQThdZ7FowTCWWE0dgzJJQhvObNuEyN7+Zfv60QRSNuUxMZQymyaHvb9XlMzTjyaokrw5yf+rNb0MIraLrCYPhHeC2bcJvenRm4IMg4jXWoehKj9Oaz0FwPSTDjMa8DBCRh5Zn6TpGX50BRNULhxLLf67pOKJTA6bJgtb530lS+H4lEkvzy5yeZnorwld+9m02bKzGbDWQzKpFIErfn7T+P3k+oqsbBl9t5cf8FNm2u4nc+uYOCQheSJJLNKsTjaRyOlWfHtaTTWc62DLCqPkAwGKa9fYTNW6ow36Zx7//WaJrO8WM9PPv0WepXBfjs53ZTVOxBliWUrEosnsJuvzUeiCu8d9FUHbvbir8oN2+aGJpB5yaVHm9Ur65zaSCI3WKkKM+F4Sqx+Fgyw5nOYdr6J7AYDTTXldBQWYDxXcqKpes6w/EQ3+06zvnZURo8hfxJ452cnx0lq6ncVVSH8DZ65N1fOV6HXGpQlcH4LGOJEKp+ZRFsk01s9JUhzxsosppGNJOmzp3HwdEeNF2nxuVj6SNCR9OixJMvkEi9RFbpy6UUlUvJc/8NRrEeTU+TTB1A19JYLXcjir8dYoPvBonUAUzGDRjknP9uOtOKJBUgS/kLn1V1AqvlnnezmYzFn2cmdYpK16cJ2O5FFh0oWpR4dhjQFgwTAGl1ho7Zv2Mu1UKp8wmKbA9glgpQ9SSxbD+yaF9Y+MqCDYSc8cNhrAZ0EtkBVD2JQVzJvPBvjSSYqHR9+tbVJ5qQRBOKnkK4pY9KnUR2mMnkIWyGcniXQn9FQabI/hBF9oduab2SaKbG/eVbWucKS/HnO1EUlfBcfH5XBRRFRRQFJEkklcySTGYoK/NhnPecUFWNifEQp071MTUZwWwx0tBYQmNjCYZ/g1SJl9s5ORnm/LkhRkZmURUNp8tCbW0hjU0lmEyGhbKxWIqWMwP09gTRdSgp9bJpcxVer22hrUePdJNMZggE3Jw+1UdZuY8NzRW0tY3Q1THO6jXFNG+sWPh/uq4TDiU4c2aAgYEpBKCqOp/mjZU4HOY33Qe6rtPdNcGF88Ps2buKnbvqFlJfyrKEZRnDkKpqjAzPcPr0ADPTUewOM01NpaxaXYQsX9kRO3K4k8nJKPfe28SpU3309EwgCALVVfls3FyF3W5aKJvzRsjS2jpEZ8c46VSWgkI3mzdXUVDoWtAmaGsdob9/ksamUo4e6cLjtrF9Ry1Dg9O0tAxQWupjx846zGbDQn8lkxnOnR2ks3MCVVEpLvGyeUsVPp/9LfXX7EyM/c+fx+W28pnP7qK45Ip3lcEgLdJD0HWdSCTJxbZR+nqDxOJpzGYDtbWFbGiuwGLJtTMSTrL/+fNsaK6gpyfIzEyM7dtrsNvNvPZaB0pWZfeeVRQVexAEgePHehgbneO+B9Zy6mQvPT1BTCYDa9eVsWZNEbJ85X448FIbszMx7ntgLS7XlXTPl9pHOX26n1276qmo9C+0NxZLcbZlkL6+SdLpLHa7mbKyPBoai/F633omsOmpKB0d49x1dwPTU1HOnx0i/HgCs3nxfEPTdAYHpjh9qo9QOElhoYvVq4sXXatsVuHF/a2k0wr33t+0aFGtaRotZwa42DbCvfevJRBw5zKDzca5eHGE/r4pEolcCE5dfSHr1pVhmh8vAGdO99PbE+TBh9Zz/twgnV0TaJpOeXkeW7ZU4XRZFo1bgLnZOOfODTI4ME0mq2C3m6mqymfd+vIF46qu62SzKu3to1xsGyEeT+PPc7BpSzVFRe5FWg+X23viRC8jwzM4nVaaN1XkvnyLj7lwOMEL+y9gMsl86jO7FoVqGQxL73VN0xkdneX0qT6mpqKYzQYaGkpobCrJaRXM90Fvb5BXXm5n751rqLmqzpmZGM89e5bqmgJ27Lji2Xj0SDehuTg7d9UzNDzN+bNDxBNpCgpcbL+jdiHU57KnR3v7KJfax4jFUlitRgoL3TStLaWw0LXoOihZlY6OMVpbR4hFU/jy7GzaXEVJiXdJ30YjKVpa+unvnyKbUbHbTZRX+GloKH5fG2M1TWekN0jnuUEe/OQOdB1e+MkxPvFH9yO+BQ/Fq5kJx/naT1/BYTXzZ79zF0V589kmswo/f+UcP3jhNLFkTuMv32Pn95/Yxb2b698VD4qMpvKz/hYi2SR3FtXSHppABzKawivj3ewN1HKTcjjL8p41Tmjo/Ga0jZ8PnEEUBEKZBG6jlblMgh351az3li40PqMqdIWnyGgKsiiRyGaIZTM4jItn/aoWZi7yNWKJX6BpMUTBgqYnEQQjuj6fz1tXSKaPEU88hyjlYTXvZoXliSV+hST5FowTkdj3sFruQ7bcB0A6e4F05uy7bpyIZ/sxST7yLbuxyEUAGEQHZjmwpOxU4hDTyaOUOz9OletzGERHrjxOTPNhApetgbLkQBJMRDNd5Ft3o+s68ewQomBCFt5eKlJd18hoc6SVKVQ9jSBIyIIVk5yPLNgWv1C0GCl1HEVLIgoGzFI+Rsm3UEbV08Sz/ZilQjLaHKqWxCIXIwpGEsowuq5iM5QhizYULUE8O4BVLiGlBtF1FauhFB2NRHYEUZCxyqWL9AlybQ2RViZR9TSSaMEiBZDFxRNXTc8Szw5gEF0YJTcpZZKMNgeAUfRglgsX6UTouo6ix0kpE6habndYEs0YJR9G0bMQLqNoSeLZAVQ9l8VHFq3YDdXLak5oukpGnSGjzqLqKQRBwiC6MMuFSMI7u7us6xpZLUxKnWI6eZikMkYs24chlbO+i4IBh7EWaT4Nb86LZwgBCbNcSEadJa1Oo+sqsuTEIhcttDnXVzHSyhSKHkPXdWTRglkqRBYd11yHDLHsAIoWB0ASjNgN1Us0JzQ9SzTTjVnORxLMJJQx1PkxZpELMV4TrqFo8fnrkHt5GkQHNkPFkuugaHGimW4cxlpUPU1KCaLpGWTRhkUOLPF6uTy+cuXS6FxRgpYEE3ZD1S3Ty/htIs9nBwTm5hLouk7HpXG+/a1X2NBcwUc/vo1oNImm6XjnF5CapnPmdD8/+uER0ikFq81EJqPwysF27r6nkQ88vukd97BQVY1zZwf5wfcPEw4nsNlMCKJANqvS3z/FqtVFmEy58Tw+FuI7336Vgf4pHM7cYubYsW4Ov97JZz63m+rqfARB4ML5IVpaBqiq8jM4MM1vnjvHvrsa6O6aIBJO8PKBi/zf//lx6uoL0XWd0ZE5vvPtVxkensHhsKDrOodf7+LE8V4+/4U95OW9OTd5RdHo75sik1XYuKlywTBxPTRN48jrXfz0J8fQ0bFaTaRSWV4+cJFHHm3m/gfWLuyEX7gwzLEj3fT3TTI4MI1skIjHUry4v5U77xrn05/dhcWSu2Zzc3F++pPjnDrZi8NhQZZFTp/u5+UDbXzms7vY0FyBIAj0903y85+foKtznIH+aSYmQvT3TzE6OksolOClF1qxWIxsv6MWyBkS/uX7h2lrG1kw3hw92s2Rw1188Uv7KCv3venJ8eRkhJ7uII9+YCMFbyBKqKoaTz91hqNHujEYpFwfxNO88PwF7ryrgU988g5sNhPxeJrfPHeezs5xYrE0IyMztLUO4/c7GRmdZWI8xMjIHH/4x/djMEhcvDjCywcuMjo6y8DANIKQ84B56cVWPv6J7dx9TxMGQ+5anjndT3/fJDt31S8yTgwMTPPC8xeoqS1YME6Ew0m+++1XaWsdweE0I4kimazC0SPdfPjDW9h755o31VdXc+HCEAKwenURibIMrx3qYGhwmoKr9GQ0TePChWG+/a1XiMfSeLw2LrWPcuxoN6FQnALL5bICoVCCJ588xeqGIlavLl6oIxpN8ewzZ5mZifHoB3IxCoqi8vN/PcG5s4MYjTKSLBKNpnj+N+d56OH1fOiJzZjnx2JnxxhPP93C2FiI/r5JZFkikUxz4MVWLrYN8/l/twfnfD/qOnRcGuN73z3EZDCCzW5CFAWUrMql9jFWrS5aeC4l4hmeeuo0B19ux2o1YjDInI71c/BgO5/57C42bqpcMKhNjIf5p68foL9vCq/PhixLnDnTTzar8laTCczOxOjqHGfHzjpKS28crqiqGmfO9PODfz5MJqtgs5lQFI3XXu1g2/YaPvKxbQv309joHM883UJdfWCRcSISSfLC8xfYtWfVIuNEW9swl9rHmJ2NcfbsANmshqKoGAwSjU2lC8YJRdF48penePGFVpxOCwaDRDarkkplCYcTfODxTQtjPJnM8uwzLbywP3f/m4wysXiKlw9c5NOf2cXWbdUL93loLsG3vnmQzs5xnPPP5mxG4djRHj768W3s3FX/1jr4t4CJwWnOHLrEYOc4ANm0giAsDcN4K/SNzTA+E8HrtGG3XJnbtQ8Eeer1ViRR5JE71qDp8Nq5Hv714Dma60rwu9/eeuOtkNFUBqIzfLpmC7Io0h7KaUH6TDai2fSC0fGt8p41TiiaxqsTXdxXvIZaRz7PjrTy6eptvDzeQaHFhXTVQLDIBgqtDoZjYfYVV9MVmsIkLZ4g6HqWWPwXROM/QZLycdo+g0GuIxz7J3Q9uVBOEMyYDI1EtB+QSp9YMU7cAJ0s+lUeLZoeQdfTVxVQ0XXlXWjZYgyim6wWIaVOYtMrAAFBEJa4HOm6RjDxCkbJQ5HtgSUGhmvLy4IVo+Qlmu1F13VUPbewtxuqSGQH33J7dV1nKnmEoejPCKcvktVCCBgxy37qPL9HgfUuBOR5Y0g/A5EfMJl4nawWQRKMuM3rqXR+Fq95AyCSVqY4N/nnFNjuZCrxOkllglLH45gkHwORH6Hqaapcn6XS+Vni2UHOTP4BpY4PMRL9FZqeodL1WRQtwlDkF0iimVr371Jsf3R+EqASTl+kN/xdQulzKFocg+giz3IH1e4vYpVLFh7aGXWOtpn/js+8CZuhnMHIT+aFE8Fv3UWj7//BKLkW+iCe7ac/8kNmkkdJqdOAjlHyUGx7hGr3F5GF3OQmrU7RG/oWkUwXaTWI3VjL5oKvLwlV0HWV6eQRBsI/IJrtJqvFEBCxGcopdXyQEscHFwwD7wSanmUsvp/R2NMkssNktQh94e8iRn4EgEnKY2PBP2KRC+fLp+kOfQMBmQLrPgajPyGcvoimZ3Cbmljn/x8LZVNqkJ7QN5hNnSalTKGjYBQ95FnuoMb9JayGkoV2ZLUYA+EfMZduIa1MYZBcbCn4JjZjxaL2ZrUo5yb/IwH7/ShagmDiZTLqLJJgJs+yk1rP72KVSxeub1IZo2vu68SzfaTUSbymZjbkfw1RWux9Fs10c3z8czT4/oLp5FFm0y0oWgyTlEeR7QEqXZ/BILoXJpmRzCV6w98lkr6EgEBKnZwPRcnDa97Iau+fYrkNjRNWmwmn08zMTJR0WuHSpVHGxubQdJ37HlhLNJpC03R8Pju6rhOcCPPjHx7FYJD4gz+6n/LyPCLhJD/96TF+/rMT1NYUsnnrO5vmNzgR4TvfPoSmaXzhS/tYt74Mg0FmeipKOp3FZrty/z311GnOnx/iK1+9i1276xFFkdYLw3z9/7zET398jN//w/twOnOu/5Fwgl276/nox7bxN//9aY4e6eI//eWjoMNf/qd/pbt7gtq6QpLJDE/+8hS9vUG+8tW72LS5Cl3TOXjwIt/99iFKS3088eEtGE03PzVSsirBYBhZEikqzi1YLk/MLs/PLk9edV1nZHiWH//4KHl5Dr78lTspLvEyPR3lh/9ymJ/95BjV1fk0rb0iBDk2HiJQ5OYP/uh+Kqv8TAYjfPMbB3n1lUvs3bea+lVF6LrOywcucuiVdp748Fbuf3AdVquR3p4g//T1l/nBvxyhrCyPPH/O2J6IZ6iuKeCTn9rJ3/3t87z6Sjt/+McPUFnp56//6ld0dIyxcVMlkiRy4KU2Dr/eyee/sJe77l6DJEmcbRngH/7+BX75i5N85at3YbW9uefmxP/P3nuHx3Wdd/6fc+t0DIBB740FIAl2iqTVe7Fk2bK9Gzu2443t2E7yS1lvsum762zK/pzETnYTO7ETe5PIVbZsSZZkWaQqJbEXsJMACAIEiDp95tb94w4GAAF2SpZtfp+HzwMCZ849bc497/e87/cdjmOaNq2tFRfNNuFpmixi5epmWloqCAQ0xsZSfP6vn+aZp/dx+x1dtLR6xIDjOBiGxWd+5362PH+Qr/3LS9x193L++I8f5pvfeJ09e/oZG0tSU+MRIqNnE8QTWT7zO/dTVVVCf/8YX/z75/nWN9+gq6uexqbLzzgzeHqCLc8f5IO/uJkH37UGXVdJJDKc6h+nsbH8suubRj5vsm/vACXRAG3tVSQTWcrKQ+zc0cvada3FfXg6xCiVyvObv3UPXcvqSacNvv7oNvbs7qeqpqQwrhKrVjfz/cd3seONk3My8QwPx9m39xTveWQ94bC3t6qqwi23dnLjTUtobo7h86sMnJrgb7/wDD98ai+33NZJXd0MuTk2lqKvb5RP/eodtHdUMzmZ5mtffYmXXjzCTTctYfXalmJ7v/bVlzgzNMWHPnIj6ze04ferTEykSSayRTLIdV22bz/J49/dyb33d/Ouh9cSifg5cXyEL3z+GR799220tVVRWuaR2z9+7gA7d/TyiU/ezt33LMd14aUXD/OlL24pEnqXi5GRBLmcSXNLRdGoXwiu6zI8HOcr//QCoZDOb3/mPhoay8lmDZ74/m6++c3XqW8o4447l12UzDwf+npH0TSZ//iBTXR21mHbLqOjCepneSElElme+9EBli6t5Vc+dTslJQHS6Tx9vaPEYmEURSq2d/euPr77nR3censnjzyynmhpkJMnz/K3n3+GR//tVTo6qimPeWfiU6fG2brlIB/7xG3cd/9KNE0mPpVhYGCCpuaf7SxNJeUhappipOJZKuvKkGSJlqW1yIqE67pXRVKMTCTJ5i3a6soJF7zHcobFi3tOMDqV4n23ruLT795c0J2AV/b3crB3mJtXtV+r7l0yBCAJgXNOQMtYLo0mXb0X5ttYqc/FxWVZtI4yPYQsJKr9JdxY1cHO8X4Mxy6WVCWZ1kg57SXlWI6NLCS0c8gJ2x4lnf0BslRKLPo/KY38FqHAw8hSxTnPlVDkOoTQMa2TXMdPP6qDtyMLH4cn/oqB5HfIWAPYTm5eubw9TtY6Q0htQ1cqLunLFVAbMOwxbDeN6aRImb1EtCW4F9XiWBiu6zCee53DE58jb4/THv0k66v/iVWV/z8N4fcQVJoQyIBL3h7lyOQXmMztoaP009xQ8y90V/w5rmvTM/6nxPOHivU6GEzmdrOo9FepDt7O6eT3mMrvp6v8jyjzrWEkvQXDmQDAdnLE8z2siH2WUn0lJ6e+TN4aZWXlX+JX6hjJ/BjLSQKQMns5NPG/sJwEXeV/wA01X6M9+gkmcjs5Nvl32LOIv2mMZl7iTOoZ6kMPs67q7+mu+J9UB+5AlUKFMXDJWqc5OPHnjGe3URd6iLVVf8e6qn+greRjlOidc0gEv1JDZ/l/ZU3V5ynzrb/A6EpIQiGqr2BZ7E/YWPM1VlX8JbLw0xv/GolZ4/VmQBIqNYE76I79KS0lH0aXy1lU+mtsqP4yG6q/zKrKz6HL8w+v8fx+TiW/RYX/Hayp/AKrK/+autBDc8gXCQVNKqO15JdYX/2PbKj+MjXBuxnOPMdA8rE59WlSCYvLfp01lV+4aEiHi8tA8jHy9ijLY3/Chpqv0BT5IGPZVzmV/BbOLDIyqDaxPPZHrK76PCVa10XqtTkZ/2d8SjWrK/+a9dX/SJlvLf2JrzOafZVpLRvLSXIy/lUy5gDLYn/E2ur/Q3fFn+FXaon5NrCk9DfxyT/bh6HzQZYFlZUlTEymmZrKcOzoMMuWN5BIZBkbTZIokhNhXBcOHhxkcHCCu+5eQUtLBbIsES0NcPPNS9E0hdffOP6mt3nPnn7OnJniXQ+v5YaNHYTDfnw+lfqGsjku0mfPJtixvZf169vYtLkDXVdRVZmVqxrZ/I5FHOwZpK9vtEgClMfCtLRUUh4LU1sbpbw8REdHNdFogPJYmHjc8y4ZHU3yyitH2bipg9VrWtA0Bd2nsnFTBw2N5WzffpJkcv6edSE4rkvesJAkCb1AakyMp/hff/Ekn/z4V/jkx7/C3/zV04BHVuza1c/UZJr77u+mvqEMSRJUVIS56ZalOI7Ljh1zzx3hkI977llBc4v3TqqsirBufSsucObMFODd1r/x+gkaGsq5865lhMM+ZFmivaOau+9ezsjwFHv29BfHKxTSWbK0lkiJn6bmGKGQj6WdtYTCPiqrIiQSWWzbIZPJ88ILh1m2vIHN7+jA59NQVZk1a1tYsqSWffsGODuauOx1kMt5nqqBgD4v+8tCaGuvYvnyhkLqTImKijAbNrQxNZUmkzHmlF28pIZIxE9bWyW6T2VpZx0l0QA1tVFcFzLpmT0rHPFz2+1dVFV57u2NjTFuu72TdCrPgQOnL7tfAD6fij+gMTQ0xchwHMOwKCkJsKK78arc3YeGpujvH6OtrYqysiAVlRHa26vo6RkkkZg5z4yNJtm3d4BNmzpY2lmHosiUlPi5594Vc54vhKC+vozOzlp27uglmZypY8cbJ1FVhZWrm+a48y9eUkNnVx2BoJe+uLaulDVrW5iYSBXndBoBv8Yddy6jY1ENsixRXh5i3bo2ZEVicGiyWO5gzyAnT57l3vu6ufW2pUSjAXRdpaYmyqLFNUXyyrYdXnzhMLFYmDvuXEY0Giiu8fXr2zgzNMnRo97trWXZvPHGSRYvqWHjpnY0TcHnU7nxpiW0t1dd0ppbCLmcietOr9vzV+K6cOiQ1693Pria5sJ+Gwr5uO2OLpqbYmzdcmjemF0OTNPmnnu7WbWqmUBAJxz2wmC0WaEFqioTDOqMjSYZGpwqhuIsW95AdU202AfHdnn5pSOEI37uums5pWVBJEnQ2lrJxk0djJxNcOjQYLFen0/F59cYPD3J2ZEEpmkTLQ2yortxjmfRzyKCET8b7lzGuz9xGxvuXMa62zqJ1UQ50z9GYjJ9VXVnciZCeCEb03MzNpXilf29xEpC3HPDEjRVwa+rdDZXYdkOZ8Yvf/+9FtAkme6yOh49sZNXz/YSN3I8c/r5F5GWAAAgAElEQVQQj57cyYaK5jkOBFeCt63nhEAQUnTO5pJ0RkPEzSyn0uMkzTxJKzfHtTdjGbx8phfHdXlh8CSLSyuQzrnltt04hnkIv+8m/PpmhFhYQEgIgRB+JBHAcabe1D7+tMN1c2TzLxUzc1jWIDnj9WKITM7YBfzkPSei+gqWln2Gk/F/5tDEX+JXaqnwv4Oa0D1EtKVFt3PLSeG4BppccslCfiG1lXj+ABnzNAiJnDVCSGuFK9yjLDfNYOpxbDfLivLPEp0lqFnJjcWfXddhMr+b8dwbLCn9LRrCDxd+76LJZewY+VUG0z8goi8pfqZU76bcdwMgGE4/R7lvAxX+jWTMUwya38ewJ4ply31rKfevI2sNMZLZSlXwdsp96xnXX2MyvxvTSaDIYYbSPyRvj7Is9ieU+zYghCCsdZC3xxhIPsZkfi8V/o1z+pizR1lS9p8p9687zyg4jGW3MZ59na7yP6Qx8shMuxb4jCRUfEolqhNBkQLFUJFzIYQg5t9EzL9p5pd6J4ab4ND4n5O1Bom63W9a/J4QErpSgU4Fen4vAgWfXOWtlwsgY52mPfrxCxIJuhJjcdmvz/2dHGMyv5u40TOH0RdCRpfLUaVIUcj1QlCkIO3RXyGseex8WFvMWG4b8fwBTCdeDKmQhIZPqUJxwsiSH9wLE3RBtYnFpb/ulcULAxnLbiOe30914DZk4Sdnj5A2T1DqW0vMfwPgkVFD6SfJWcNIQvu5TVUqSRJVVRGOHRvm7NkEJ06c5ZH3rieVzHHs2DDRkgCO41AeC2FZNoODE2QyBgf2DzAyEi/WMzWVwbJszgy9+e+7/r5RwmEfzc2x4q3dQhg+M0U2Y9DQWI7fP0NESpJEa2slyaRHwEwfAzRNwedXkWUJTVMIhTzjXBT0N2zbW4sjZ6ZIJnIMnp7km19/DVEwfEzDJhHPkska5I3Le2dJQqBrCo7jYhY+q+kKHYuqUVWZN14/wdCgtycZhsXg6QmyWYOdO/o4ceJssZ6xsSSGaTF8Zu48hMI+6hvKi0aaEIJAQEORJQzDu6SZnEgxOZlm0aIaSqIzBqgkCZqaYziud6M/TU7Iikww4BmYuqYQCOqe+JrwbtRt28F1XcZGk0xOpFEVme89thN51pydHYkzPp4kPcvYv1RMkzjTxt7Ftlzbdjh1aozek6PE4xnyeYtjR4dxXc9bYs54hXxIkkDTVa9vfg0hRKHtLrYzc3b0+1Wqq2bi7iVJUFVVgqYrReLnclFbV8r7338D3/n2G+zZ08/69a2sXdfKiu7GK76xdxyH3pNnGRqcJBYL82//+irgaRKMDMc5cniI9RvaAG8dZbMGTc2xOcRCJOKnvHyuN2g44mf12ha++fXX6Nk/wMbNi0in82zffpKlXXU0NMwN2TFNm/6+Ufr7xkgksmRzJocPDS44D4GARmPT3HXr93sko2nMXC4OnBpDUWTaOqpQLyDul0hkOXs2Tjqd59mn98/xbjp6dJhUKs/ERAqA+FSWRDzDsgKhNd0Hn0+lsirCyHB8wWdcDLquIMT0uj2/27rjuAz0j6OpMg3neMsEgzqNTTF2bD9JLmtcsYBmtDRAbV3pnDk+F6GQznvft4Gv/vNL/Pc/+S6r1zSzbn0rq9c0zyERksksw8NxMuk8z/3oAPosgdUTx0fIpPOMjiaLv2toLOf9/+EGvvfYDnbt7GX9hjbWrW9l2fKGnwtxVn/Qhz84d94Obj9JQ0c1JVehKSOE54Mw20t7++EBhicS3L5mEfUV0UI5QajwXsxe5vvqWkGTFd7TvJK8bbF1+DjjuTTf7d/LXXVLube+E+lnKZXobMiSxObKNmQhUa4H6YhU8hcHnsF2HW6uWjQnlajtuuRsixLNR8LMIYB524Zr4bg5JCnKxdVwHMBGvMkx6D/tkKVKcvnXyOd3AN4ta97Yi2Ec9P7vGvj0DT/JJgKe8RrzbyKktRPP9zCceY6RzBbOZl6gueQDNIQfQRKqp2EgKISqXFq8VFBtBiBtnUJCRZNL0aQrz3xg2nES+cNEtCUXTO3ouAaJ/GEkFEp9K4u/F0LgU6op0ZYyld87E1bjUtChkIoZSDS5FCFkZEkHXBzXZPq7oRVuo1UpgiL5USXvACcLH65r42JjO2mSxtEikZM0jxXbIQkdp6B1cS45EVJbLtg3F4fJ/D58ShVlvmubk2s6/MZ0EthODhcv9Mgt9v/tB79cTclFMnq4rouLhWFPYbtZHNfEdOIIVBzXwNvTLmDEX2BLjGhL0Gd5J0ho6HIFWfM0zhWGbQkEpfrKIjEBHgmiyaVYTrpIPgsUBAq24/VJEl5/bCeHENo1Suv60wlJElRWlbBjRy+DpyewLJtFi2s4PTBBz4HTdHV5oTzRaMDTJLG8uORDh4Y4eXJ0Tl21taXU1V27jC3ng2XZyAXC4EJwCgbkQnnjpz9r205xlz435vd8BKNp2YBLf/8YU1NpZi98n1+juiZ6QXfthaCoEhWVEWzbYWQkQWOT54nw4EOrGRtNcvr0DOnrOi6WZZPPWxw4MDDPGGuoL6P6HA0GWRIXbZPjeEKj5xsvQWG8psNMoEjMgEewLLQHWJaD47oMj8TZsf3kPBaho6Man+/yz0mVlRFkWXDq1FjByFt4vjzhvSzf/Obr7NrZh9+vEY0G8Ac04ufJUjNvHVyQ+ZjfbyF5poHrXPwM4BRInNnw+TQeeOcqupbV8/prx3njjZNsf+Mki5fU8sEPbaah4fJDO3I5k717TiEEDA5OcOaMR3a5LmQyeQ7sH2DVak/01bI8ksATVp3VL8G8dSQErFnbwuPf3cnOnX2sWtNCzwEv9e3td3QVDWfXdZmcTPPov22jp+c0waBOSUkA3acSj8/3QgVvfzpfJoHZl4uW5SAVUiNeCLbt4jgu8XiGXTv75qxfgNbWymKYl+04he/D/HSL0yTclaCiMoKqygwMjGNZzgVCMlxs20Fa4PlCePuf67rY9oXX2IXKKIp80X1UCIlNmxfR0lrJ9tdP8MorR/mXf36Rp5/ay4c+ciNLO+uQJIHtuDiOQzKZZfeuPoQ0t96W1gqi0Rkyw+/XeNfDa1nR3chrrx5nx46TvP7acbqW1fOBD26m9i14l/wsojTsR5IkTo9OYdk2iXSeF/ac8Ozh5S0EZ+21edPCdV3kq1GdvNr26gF+efEm3tW0gqxt4pdVKnwhNPnqqYW3LTkhIbinrgu38PMHWzewKFKFhGBdrHlOKtGQonF3QwdZy2JFeQ1yIf/qbAihI0ulWNYQrmshFhDLAy8u3bLP4DgpFKVuwTLX4aGy7Atc3Ih/exgPQkj45Cp8gSoqAzcylT/AkYnP0xf/d6L6Skr0pYU0o76CaGTmktJRKiKILpWTMftxsAmqzaiXcBt9PjiugekkC8bg+cfOxfE0JiQ/spjL4EqoKFLYC1+Z5XYvCRXPLJQQQp514yzmzaJU9CwSBQNRKv5/Grabw3bSpMyT7Br5jXnt8/oz/1ZNlSIXue12Me0pNKn0mgoduq5N3DjI6eTjJIyD2K6JQGA7maLg5tsRihSeNR8Lw7DHGUw/yVj2FfL2BAIJF5usOUhEX8qlkm0LwSOm5u6X3npwr67eed8TMateD36lmqi+gtHsK/Qnvk5ArSeZP0LKOEFTyS/MybTz8wZJkqisjJCIZ+jpOU1zcwXl5SEWLalh374BotEJQiGfJ14ny5SWBgmFfXzyU3fM0TSYxlsh+F1aGiSdMUgksheMzy0tCyIrEpMTGWzbnmMEjI0lUVWZcNh/2W0uLfWE8d71rjXc98DKBY2LC3l0LARFkWlq8jxB9u09xZq1LYWMKWKecaSoMtFokLKyIL/1n++jtbVyXn3SQp26SD9DYR9+v0Y8nsU0rDm3yhMTXjaXaDRwUX2Hc1FS4kfXFNZtaOMjv3TTgreiFzOQFkJFZYSGhnL27Opn6uE05bHwguVcF/buHeAH39/Ngw+u5r3v20Ag6B3Qn35qH7t3LaDtdBldNA2LZGJuGE8qmcO07KKhCxQFZac9cLy2ucQT2QLhNevxAnSfyuIlNXQsquadD67mxz/u4TvfeoPSsiC/8snbL72BBcSnMuzfd4pbbu3kFz+0uZgVwjRs/uLPf8C+vQPE4xlisTCREj+SJJicSOM4LtN2pm05JJM5gqG5+iAVFRGWdzeyc0cv73xwNXv29KOqCmvXthbXi+O4vP7aCX783AEeee8G3vnQavx+Fdt2ePy7OzlaEAech0uYi2g0gGnaTBayDp1vTwgGdQIBnUWLa/id332gKKg5G9PkXCjkQ9VkEokshmEV163ruiSTuUsinhZCeVmI5uYK9u89xeho4rxEkxCCWEWYXNaYt75M02JiIkU47MPnV4vlwRMGnobruuRzJun0wuTPpWCakGpoKKO+vpR77uvmtW3H+Oq/vMQ3v/E6//X3H8TnUwkENIJBH61tlfzeHzxENDr/7Dt77xDC80JZurSWxYtrePBdq/nRs/t5/Ls7KS8P89FfvvmK2/zzjLb6CqJhPy/sOUGsJMjgWJw9xwZZ2lxFd/uMJozruoxMJHFdCAV+QuneCtBlhbrgzFkuZ5m8NHyCTVUtyFfhPfH2sBwXQFEV1shycOoMI9kEt1QvYlNl2zziQZYkaoMltJV4uhMtkbJ5mhOyVIaurcQwe8jkfojjZOYx3q7rYFkDpDLfQQgNn76J6zg/srkXsZ1x7wbzvP/ePvyXF7IjkIRGqb6SutD92G6OtOnF+KpShKDaSMo4QcYavCS1WSEkwloHKbOXeG4/IbUN9RJIjfPXpyBLfkwnzoUMP4GEIoWxndw8AsDBxHLTSMI3k4HiMg/xl1JcEhqS8BHS2llZ+Zesrf4/xX/rqv+B9dVfpCZ47xXVrkhBzEKYzbVCxhrgwNj/IGkcoTnyIVbE/oTuij+lNfpLyNLbOU7ywuPluBYnE/9Cf+LfKNVX0VX+e6yo+Cxd5b9P+AIeKnNwwaV+NdmqL1DrJby4ZMlPY+T9+JVaTiW/SW/8a0zlD9Aa/SgNoXcj/Rx7twnhGY+W5XDs6DCLFlV7qf0WVSME7NlzilgsXDSUFy2qpiQS4NVXjpJO5729UBLYtl3UGHizsXxFI0LA1q2HGBmJY1k2tu2Qy5kkZ7WhtraU9vYqdu/uo7d3FNt2cBxPM2L7GyepbyinoaHsskOwqmuiLFlay+uvn+Ds2QTgIkme4ZlO58nnL997SghBR0cVixZX88orR9m1q5dMJo9l2RiGNWdcFUWia1kdqqp4KVAzBpLkvZcsqzAPzuXPQ3l5iKWdtQycGmf/gYFCRgLvlvm1bccIBHWWdtVf9nhFS4Ms725g755+TvWP4TquZwAW0otmMpcf0iGEIBYLc+vtXQwOTvLoo9sYGpoknzexLJtc1iA+lcEwLBzHYWIihWXaLO2sJRzxNCcyGYP9+wcu+9nnIpHIsntXP5lMvpiydO+eUwgEi5fUFsuVlgZIpXLFG3PH8bLJ7N93CtuaO1+ZTJ54PON5BEiCaGmQtetaKS0LcnYkcUWZIg4eHCKZzLFyZSOxijDhsJ9w2E9JNMData0cOzbMmYKOQ0VFhMbGcnbs6Ctm8rEK6TfHxpLz6lYUiY0b2xkfT7Fjx0n27T1Fd3cjFZUzhJFtO4yPJwHB0q5aQiEvJCgez9LTMzivzsuBp2Gh8cLWwwwMTGCa3p6Qz5skElmsAvnj96t0r2xkaGiSnp5BTNMukhH5vElqlmZGIKDR0VHN4cND9PeNFfYPh/6+Mfr7RoueWZeLkmiAW2/vZHw8xdf/fRunB8bJ5QrrNmcyNZUhnzeRJMHSpbWUlYd48YXDpNP5gveazbFjwxw+NMSata1F0iQQ0NB0hRPHR8jnvZCRTMZgx45estkrPwPl816bDMMuhoOt6G6iubmCkbPx4jj4fN7Yjo0m2bdvANOwkGXvvW8Y1jwdnnR67hovKwuxbl0rkYifs6NXtsavA5qqoty1bjETiQz/+7GX+c7WfUSCPt590wpiJcEiGZ/I5Dk+OIZfV6iLlVy40rcYU2aW7/Xvu6L32Gy8fSzHc+C6LieSo/zt4S0cjY+wuKSaP1xxP/snTzOaT/Fw46o53hMXgySVEQq8l7yxi/H4Z8mbB/Fpq3GcSVw3T97cj2EeIZX9Hrn8K/h9t+LTfvIhCW9nJNL/lxLpl1Hk+Sk53y6YcQ+ffyhzMBFCKoYlCCFRFbiV0cxLDKa+T1BtmpfxYT5kwtoizmSexXFN6sIPcTWcnypFCKttJIyjZKzThNSWBctJQiWiLcbFZCp/gJDmxZu6rieUmTSOEvPfcF5tlWsBRYQIaa1kMqdRpRKi+oprotcgkInoSxlOP0vCOExQbboGrYWU0UfSOEZX+e9RHby94I3gMpnbjevaF/38tYRUCLGwrwH5YjpxJnN7CKotNEbeX0izCimzD9vNoIiFbyV/WpAyTmC7OZaV/yERvROBVCDG3ravr7cE3mHTu01MJnO0tVcVxBUjxGJhXn7pCOvXtxaN345F1dxxZxdPPrGHiYk0ixZXI4RgYiJF78lRPvSRG1m2zAsFSSSy9PePkUkbHDo4hOO4HD48hK4r+P0a9Q1llJd762piPMXp0xOkM3mOFQTp9u8bIJsxCQQ0mppiREq8PbZjUTV337OCp57cw/hYiuUrGlBVmfHxFLbt8IEPbiIaDaKqMu9691r+5nM/5It//zwbN7UjyxJ7dvdzqn+cX/jgJqprLt9DLRoN8O5H1vGP//A8f/O5H7J6TQt+v0YikaWvb5R161u5597uyw7tKCsP8a6H1/KlL27h83/9DOvWt1IRCzM2lmTw9ARNhawPQgiWLW/gxpsW8+zT+xg+M0VbWyWO6zI+nmLw9CQf/U830d5RfVnPVxSZe+/r5sTxEb78pa1svnExkYiPI4fPsP2NkzzwzlV0dFRdvKJzoOsK73xwNb0nn+Fvv/As6ze0EYn4yaTznDo1Tm1tlA98cPOcGPVLgarK3HvfCk4PjPP0U/s4fmyErmX1BAOe98fEZJpH3rueRYuqqasvxe/XePKJPSSTOUzTpufAacbGklf9vpEVie3bT5LNGTQ2lNPbO8rWLYd4x42L5ozXqtXNbNlyiEf/fRsDAxPoukLPgdOMjibnZXZ5/bUTvPzSEVpaKygtDWIaNj09p5mYSHPvfSvPbcJF4aXf7aMkGqCltXJOnyVJsLSrDkWR2LP7FMtXNFJeHuLue1bw9Ue38cW//zEruhtIpfLs2tlH8Dy3rM0tFbS3V/H8cz0MDk7yoQ/fOMcjRlFkT39Cgu8/vovRs152nf37PI+Nq5mGuvoy7n9gFY/+26v8zV/9kNWrm/H5VKamMiSTOX7hg5uKgqV33LmMY0eH+co/bWXfvlNUV0fJ50zOnJnCcVw+9ek7CBWyi9x193J27+rjy/+4lRtvXoxAFIk7aYHwp0uBokjccutS+npH2fL8Qfr7x1i2vIFI2EcymWNkJMG7Hl7Diu5GmporePjhtTz+vV0YhkVHRzWpdI4Xth6msjLCHXd2FcUr6xvKaWmOseX5g8iyRGVVhIGBCQ7sG7gqEdXjx0Z4/Hs7qa4uoaIygkBw8uQIB3sGufueFagFLzEhBLfe1snRI2f46ldepOfAaWprS8nnTYaH4xh5i0//2p1Fb6Jtrx7j1VeO0dZeSTQaxMib7N8/UCTQrgRDI1McOT6CCyxtr6amamGj2zAt9hwYIG9YrOxqIBzyEU9m8fvU84YRXWtMX1zO/i7WNMWIXMVcASiyzPtuW0kk6GPfiSFUReam7lY2L2+Z86xEyiPyV3XUs6jh3KQObx4m8ml6kxN0lVajCIld46fJ2nMJ/dFskoR55d4+03jbnu4s1+GxU7up9EW4uWoRPxrylPR1WWXneD8P1K+Y50FxIQghEfDfjmX/KvHUl4gn/4GkCOK4WcBhMv5nOG4GcPBpGygN/xaydOVpn34e4Lp5bCeOPUtI8VwIoSFJb30O3mlYTpqB5LeRhY+w1oEqRXHcPPH8fgYS3yGoNs+J54/5N1MdvJsz6R9hOHFqAnfiV2oLHhanCKj1c3QQBOBXajHsuPcM9epS+qhShNrQ/Rye+CsOjv85jeH3ElSbsJ0sKauPgNJAVF+BJGTKfKsp1dfQn3gURQoS1jow7Cn6Ev8KQG3wgUJmD67G+/68EEKiNngfk7ldHJv63zSE3kNIa8V2c2StIbLmEA2R9xazcFw6JCr87+CM9jTHp76Iaccp0ZcjEJ5HCzaV/huRJX9RQ8ILMclgu3lc1yRvj+G6NpJQUaQQQsiochhZ6MSNHsrMNQihkjAOcSb9zDwPDde1MZ0Urmti2GO42Fhuhrw9iiQ0ZOFHFv4rPhz7lGokIXM2s4WQ1oIiAjhYBJT6i4ZwnAtZ+FClMFnrDIn8YYJqM4Y9xmD6SbLWMGFthpxwXRfHzWG5GRw37+k7uDZ5ZwLFCiGEgiKFLtvwd12nUGcOy0njuAau65C3x3BcA0noKFLwkrwlzkXSPIbtpLGcdEG0VRQ8h4KFEKG3rQPgm45Q2HPFNQyLtraqgneYF0d+7OgwDY3lSAW/bk1TeOjhtdTVl/HiC4f58XM9uI5LWXmIrq46qmcdBgcGxvnGo68xNZUmn7OoqAiz/Y2T7Ns7QCik8+BDa9j8Dm9dHT06zPe+u4NkMkc+Z1JTG2XrlkNse/UY0WiA9//HjSxf7oWRBAIa73vfBurry9j26jGe/7HXhtKyIOvWtaLrM27Oy5bV85nffYBnnt7Hs8/sx3VcGhrL+dSn72DVmuai8eQJ/XkeItM31VbBPVqWvcwO0yEgkiSxdm0Lgd+8h61bD7Ft2zFyWYNwxE9rayWLF9dcUZiCEII1a1v4jaDOc88e4GDPIEbeIhzxs35DGxs3zbwXfD6V9/2HG2hqjvHyy0d59pn9CCEoj4XoXtlIbFaIQyTip7IyMi/8xO/XqKyMFN37AZqaYvza/3cXzzy9n1dfOUo+Z1JdU8J/+tgtbNrcUawjENSpqIwUNQnCET+xinBBd0JQWhrE79dmSK2Oan77M/ez5cc97NndTzKZJRDQaW6O0b2yCeUyiZzp8SovD/Oxj9/KsuUNvPH6Cd547Ti24xIO+1mypIaSiLe/dnXV84lP3sbzPz7Id7+znUBQZ82aFu65dwVfym0pkgOy4oU5BQuZFDRNobIqMut2WicWi8whnkqjQd7zyDp27ujle9/bia6rPPDgKu6/f+WcsV2+ooGPf+JWnn1mP88+vY9AUGfdulZuu2MZT3x/Fz59Zs+ubyjD79fY9soxMlkDWZaoqYnyyx+7hY2bOi7bkJ+aTJNK5ensqqOurnSepkZ1dQlr17Vy+vQEtu2gaQp337sCVZV54YXDfP/xXdTWlvLAO1fS1zvG5GT6HBd9QXlZiM3vWMSTT+yhe2UjLa0V80iQteta+aWP3syLLxzmse9sJxTysXFjO3fdvZyvffXlOePqZX0pmWcs6rpKVWUJwVkikKoqc9/9K6msjPDSi0d44YXD2JZDpMRP98pGArNERKuqSvjUr97BlucPsWtnLzt39KLrKrW1pWzc1F6cayEEXcvq+c3fvpcfPrWXp57cSzQa4B03Lmb9+jZeefnoZROQ0/VGo0E+/Es30dlVz7ZXj7FrZx+maRMO+2hrq6S0YKD6fCrvfGg1ZeUhtjx/kJ6eQXw+lVWrmrjzruU0NceKYxyLhfnoL9/Ck0/s5rXXjiNJgvb2Kn7xw+/ghRcOzwkxgpl94WJ9qKj0iOq9e04Vs7HEKsL8h/94A7fd3jXnuxuLhfnEJ29n65aD7NzRy+5dfeiaQnVNlBs2ts8Rc21oKEPXFV55+SjZjIGiyNTWlfKxT9zKDRvbL3uN27bDM1sP0tYUIxjwIYR3VslkDdIZA5+uEA75ME2b/YcHeW1nL2u6G0FAOpPnuRcPsWxJLXXVUSRJKnqieWF13r6fz5vk8haaKlMS8WM7nveXadogIBL2I4BEKodl2YSCOj5dXfCMd6ZvjNMnRlh/hydY//xj27nxgVXIV5gWdjaiIT/vu20lD27uQpIEuqrMa0NFaYjfeN/N6KpCafit8/rtT03y7b49NIVuQ5dlvtDzAlnbQJlli+dtE+UaiJSLS3FdfwswrxF52+S/7HyMX2hdT1DR+btDW/jsqocYyk7xT0df5s9WP0xQvfxYG8fJkDO2k858D8M8jO1M4GIiCT+yXINf30Qo8DCK3PRzfei9GFzXZWj0nYCMLJ0/lZ9PX0M0/Km3rmHnwHLSHJn8PGPZV7GcFK5rI4SMIoWJaItojnxozo2/67rk7GH6Ev/OWPZVDHsC17UKRm6YlpIPUxd6gKHUDxlIfpvlsf+GLPnZc/Z3AJcNNV8maw2zffgTdJR+mtrgfZe9jhzH4HTq+wymHidrnSkYdyqqFKEt+nGqg3ciCQXXdUgYh+mN/wtT+QM4roEQEn6ljsbw+6gK3IYkNLLWIG8Mf5yWkg/REH6EeP4Ae0Z/l87y36EqcCsDycfoT3yD5bE/BgRvDH+c5bE/pDp4FyPprewf+yPWVv0dUd8Kjk9+idHsS6yo+CxBtQnHtZjI7aAv8a+kjF4sN4VARpXClOorWVL+mSI5kbPOsnv0v6BLZayo+O8oFyAtXNdmIreLvsTXSBrHsJwsQggUEaIqeDvt0Y+jSEFsJ8tA6jFG0luw3TRpsx/HNQiqrahSiJDWTnv0V9DlMgw7zsn4lxlJP4+LiyRUdLmC6uDt9Mb/L+3Rj1EXegghBFlrmBNT/0jKPInpxEkbvShSmIDagCIFqA7cSX344csmEmavy+NTX2Q4/Sy2m0cSKkG1he6KP0OXvTzltpNl//h/I230s7rqr/ArC3soua7LSOY5Tsa/St4eRRY+ZOEn5t9Izj5L3jrLuuq/RwgF13U5k36K06nHsbK6UmgAACAASURBVJw0WWsQw44T0ppRpRICSgNt0V8mqDaRtyfYNvRBYv5NLCn7jeJ8ua7LntHfIWP2s6rycwTUeiwnRV/iUcazr2E5adJmLy4QUptRpCBRvZvWko+gyiVM5vbw2pkP0xX7AxrD7y32I2udYefIrxPRFtNZ/nsoUgDXtRlMPcHhic8V1rcCCBQpQIneRWvkI0R9K65oDn4W4DgOmYyB63ox2dNGh2FYZLMGPp+Gpslz9jfHcQsu9A64IMmeIaeqM+VM0yabNRaOzS7EG08TCdPPWogAFdK0Qv9cI2VaFNK2HFxcL8uGqqBqc/OjT7fVNG1wPfFJXVeLhjNANmtg204xLWU2OzMejuOQSRsoqlxQ2p+JoTcMC8PwRMUkSUJV5eJYXSnpOLu90/UqilTQ/Zh5D0zPQy5nemEBoiAgeM48ZLMGlmUTCOhzPm8aFrmcie5T56QOdN1Cv/IWjuuiKDK6rnou2mLaBd7rdyDgERD5vIVl2d6tuoBsxoBCZoXZ62Z6vBzH9QQMVRlNU+bMxeXCE/xzvLVQEJecmQuluJ6n3eZt23Mj9/okkU7nCQS0osBgOp1H01Q0Tca2HbIZA5/fS386PS7+Qvkv/9NWtj5/kP/xP99LVVUJpmEjJIppa2f3qThfWQNrug2aiiRL5LIGuk8tGoqO4/XHMm0c10XgZUc5dx4uFV5KVwNZFvgLmUdmwykYWa7jEgzpc77D+ZyJ7XjCjT6fimla2LZbJJ9mI583yeVMFFnCH9Dn/b1YZ356HiR8PtX7zmUMAsGZNZrLmYU1ps/RcDFNL2xH05Xi/jG7n9P70vQ60DRvHZw7F6Y5EzIlhJjzHZtd1rYd8jkT07KRJQndp3predY6uBIU99GciVVct6LwfVOKhPC0oGU+V1g3QqDpyrw+way9w7CwnSEEffh8pRhmKa7TRyBYD0jY9ikMIwwsJuCXcNwjKMpibHsQy+pDCB1VXQrIWNYQjtNCNnMQy5pAlquRFRVFHkbTY6hqJ65rYlmHUdUuQJ/Zm20Ty+xBSCkCgVZ0vWXW2jpDPm/hODFPJwQvG47PN3dvdl0byzwMQkFR2s+rNWbbDl/79mu0NJSzclkDkZCfTNbgma093ppUZG7ZtAjXdXnsqd2MjCW4cUMH61c2c3p4iq9+cxuL26pYtayRXN7EcRxO9I1SWx1FlgQNdWWMnE3QP+iFDd1/x3Jc1+Xxp/cQDvmIhP1sXtfG6HiKnfv7yeUtqmJhbtm4aN46TU6l2ffqMU4eHOSmd67GMm2e+9brfPT3H0LV3rb3/dcEhm2RsUzCmk7aNPj9nU/w6aU3UuWfIdQHM3G+ePhlPrf+4fMJY17SBvi2JScM2+KP9nyfG6s6qAtE+YcjL/DH3e9k+3gfr549wR93P4BfufJ4Y8fJYjsjOE4c1zURwocsVyBLsYuI9V0HeJvumdH3oKmdqGrbecupSjMB361vYcvmwgtzGCNrDWEW51pBlaKeeKUUWfCwYDt5MtYpctZZHAwkVFS5hKDShCKFydnDZMxBSvSlSEIlnvc8e0p93VhOhsncHkJaKz656ooObo5rk7OGyFiD2E7WIyfkKEG1CUWE5hwaTSdOyjiB6SaQ0AmqDfiVmfhiy8kymd9NUGnEr9RiOgni+R7C2iJ8SgUZc4isdZqItgSEYDK3m4i2BJ9SSc4aJWEcIqp3o8klpIxe8vY4JXonSkGnwXVdDHuctHWqkCFCQZUiBNR6NLmsGFJjO3nixgEkNCL60ovezruui+FMkDb7MJ2kJ80phQko9ehyDCEkHNciaRwlaw0tWIcihSnVVxSzQlhOhqRxHNOZRKAQUOvxyZXEjYP4lRp8co3HujtppvL7sJyFc8IGlAbCWsdVEZimkyJlHMdwJhFIaHI5EW1xkfDwBDwPYzsZovryC4qDOq5F1jpNxhzEwUKXywipbeTss5j2FFHdS5Hqui5ps5dUQWflXMjCT1RfjipHcFyD8dwOdKmMkNZenC/XdYkbPdhOhhJ9OYrkL2aPydlnF6xXk0sp0ZYhSzqGPcVEbicRbQkBdUZ02HZyTOX3okjhglaGYCy7jb74VwnrS4hoS5BQAYesNcxA6juE1BZWV/719T37Oq4Z8nmTJ5/YQ8+B0xctGwhovOe962lufutca99uME2bl186wssvHbloWU1TuOfeFXSvvDaheleDaXLis3/2vmLYzVsBx3HYt3eAH3x/10XLKorMxk3t3HJr51vQsp8v2LbD9u0n+dEz+y9aVlVlbr2tkw03XJ1n7KXAcabIpL+BqnaC0LDMQ0hyBbZ9Btc1kKQwnsB/DUKKkkl/jWDoowihk07/K5q6Ak3fhGnuJ5d7jlDok2SzP0CWq3DsMUAgpMACdXwMVZ3RqLKsAXLZp1C1lShyPZJcieumABnD2IHr5tC1GxBSGNfNg2sgpAAg4bppQEaIAPn8S9j2GQKBRwAH18mCUBBirifl0MgU+w4OMjQyxcY1rUiSxPY9fbz/wbW8suM4lulwx01L2XvwNH0DYzx090yI1Jf//RXuvX0ZtVUlHDp2hmMnz9I7MEZTXRmZnMldN3fSc2SI8ckUJ/rHuOvmTqorInzrBzt5zwOrqa6IYFkOjz21m1ODE5RFg+QMk1985AYi56R6HT41zo+++TonDgzQvqwBF5fWzjo23r0C6QrJrp9G5CyTp04f5O76pQRn2eLjuTR/e/AFfm/l3WgLRzdckkH0tqV5ZEliQ6yF757aTWsoxmg+xbf6d7Jr/BTvblqFJl1d0yXJjyQ1X5vG/pxCSH4C/tvx6++4QKmf7JfVS61ZgU+5vMOjLOmEtQ7CWseCf/crNXNuskt93cWfFSlARWATrmuTMk+c1xCc007kOcaaJGQCagMBdb6q/pzPCYEmRynznz/lpiL5qfDPiLtqcpSKwObi/wNqLQF1RvyrMnBT8edzxy6ktRBirg6GEAJdiaErFz7gyZJ+WalBhRDocjm6fP7wKkkolOidlOiXdnhTpAClC9y0n9suRQoSOycF6rlwXIOJ7B4MZ+qiz5WFjzLfmjkZYFQpNCcN7LkQQiaqd120bvDGIag2F1PbTiMkNcMs4l8IQUhrJaS1XkKd2px1M7uOqL5sXtlL9WDQ5CjVwfmK9bLko9w/o/NjOknOpJ8CIdEc+QV8chXT7zXLSZE0j5E0juK4JvJ1cuI6rhGEEETCfioqLq7V4vNp87xCft4ghOelcinjparKZetT/OxB4POplzResiwRCP5k1fh/lhHwa5c0D4oizwlreDNhWf0IKYKmb8a2BzHNHnR9M9nMd3HcNIqyFlkqJZd7DkmuRFE7cJxxNG0TitKEoi5DkiLY9jCyVIXjTAEurpsBoSKEjqIsWqCOs7hue5EwEMJXeN06CCmMYWzHso4hS9U4bgbT7MG2B1GVxdj2MK6bQ5LLkKQolnkUhA9dvxFZrsFxxgHI5bZi2wOoyhI0fT3grW3HcYiVhbht82Je393LgcNDdHfVF8NDXHdu+tlzIYSX1hegoizEjr39lJYEyOZMMhmDfN7k0LFh3n3fSianMjgFscZQUEef5cUiSYKVXfWsXtHk7WuB+XNeUVfKzQ+tZtHKRjrXtiIE6H5tXmrbq4Vl24xNpZlIZsibNiVBH41VURT57XHW0WWF+xu65hEQJZqf/7R4I8pVRh68bd+qspC4q64TTVbYcuYIAVmjLzXGe5pWc1vNYmTp/B133Tyum0cIf9EN+DquPSQRQQjfmyq6uBAc1yHvWOiSguV6m8zVklXnIm+b5GzDM/4lBV1aOPZsbrtcTMdClWQk4aVynMjt5HTyu/PKukDGymO5NoqQCKkltEd/ac5N8vmeYTjmJbXHK+8AYsH0dK7rYrk2WdtAIPDL2pzYsdnI2QaqpCyYGsh1XXKOiXaev7/ZcFwvpaX0Fj/bdnIMpp4gaRy9aFldLiestV9SetrrmIFAJm+dJWX2IgndS/3q5pnIbWcqv49SfRWSuH54v45rB01TuOOuZdxx17KLF74OFEVm/YY21m84vwfl2xF+v0akJHDFrv1XCkkSLFlay5KltRcvfB1vGmRZYkV3Iyu6r0zA8c2DU0ipPfvMttD5LYtp9iCQMTmIqq6eqcGJYxr7EVII09xX+N0UkhRFkkouWIcQnkesJJXj892LYWzHtvpx3DQ+3x0oShO53BZ0bR2yXE82+xiK2onf/zDp1JcQUgiffhu2M4JlHkJWZsZXlitw7GEQGjBz1szlLZ5/+TDjk2kc12VtdxN11VEOBnS+8f0dKLLErZsXA54oqX5O+ERjfRnPvNDDmhVNLO2owbRsOjtqGByeIhjQCQZ0FFli66tHi2FOkiTwF8JQputdtbyBV7ef5OktPbQ2xVizonGerSnLErXNFWi6ylDfKI7toPs1mpfUXpUw7MzcOfSPTPKDV3rYe3yIsak0edNi07JmfuN9NxMJypydTPGj7UeoiIa4Y+2iy04RfS3hcs5KFVDlj1y11f22DeuYhuXYpC0Do2D0BRSNKSNLTA+e1xhJZ58ilfkBJaGP4NPXAwLHSZE39qEojShy3VWrPP+8w4ulO1PY7ALz/gbum6bZMWWk2TpygJsquziZGsZybW6ILb6mz3h19DDbxo4Q0yNEtSD31KxCly9MwuRsk2PJIZqDlYTVGbHGhUID8o7Jv/a+gOO6yJLEfbVraAg0FMMPzoeMledwYpDuaPMFCbpp9KZGiKgByvX5twOGbfHK2GH602cJKj7eUbGUGv/C2UmeGtrJ8mgTDYH53hF52+SJwR3cVNlJhe+tT2t0JjuJ47rUBcre0ue6roPpxHHci6cfFEJGlUp+7jNMXA483ZGdHJv6Bwx7ElnSECiF1LkSQbWR9ugnzuvddB3XcR3XcT4kk1lyWZPSsuA8wdHruI6fFGx7nGzmG6jaaoTQMY19yHI1ln2qENYRRaDiOJNIcjmatoFc9kn8gXeTy/0QTfM8Llw3jaouI5v5NkKKomkrMfKv44V1hM9bhyxXAh7BYVunsJ0xbHsQIXQkqQxZbsS2+kBoyHIludyzSFIMRWnBNA957RMBcHNIcg2um8I0D+H3PwzYmOYBbHuYQODdSFJp4Vku8WQW07RQFJlIyIcsS2RzJulMHl3zBDGFEBiGhTmtkVNALmeSSufw+zUCfo1EKodPUzAtT+fD51e9TD+WjarK+HQVRZbIZA1Ps6ZwlrYdh2TKywjk86kEA/qCF3vDp8b4zhefJxQJoKgS0ViYez6w+ZoQnT29w3zh2y+y/8QZEODXVJKZPDevbOP3P3wn0ZCfobE4f/KVZ8gbFn/xyQeoLo9c9XMvFznL5Hun9nNn7WLKfTOXbv2pCQ5MnuGe+qXnu6z86QzrsF2HE8lRXjl7AtOxWRatZXV5IxHVR9zM8sTAfnZPnOL3lt97Xs2JvHGAbP4lgv57mR4H0+pjePwjlEZ+k5LQx5nN2l3HlcF2xrCdCTS1EyEkT/Xf3E86+wSumyfguxW/vhlxjW82bdchYWZIWzniZgbLdXhj/BjtoWrGjRQZK8+EkWTSSKNLCjX+Mqr9UXZNnMRyHdaWtZG28hxKDOC6LktL6lkcnktYObh0lTSwOFLH1pEepsw0PWMDOK6LT1ZZV9bO9onjjGSnqA/EWF/eztHEIH3pszQGK0iZWV4dO0LWNvDJGjdXduKTZ9araxuE1BruqlnJ6+NHOZsXpKyzjOWTxM0MN8QWkbct9kz2okoy68s7cIFdEycwHIvOknoShsH28ePkbJOVpS3E9DA7Jk4wlo/THqqhwlfCdwa2EVED3FC+iOXRpjl9HM5Ncix5hg8030hA1jFdm21jRxjKTtAUqGBVWSs7J05wJjtJX/osSyJ19MQHOJY8Q1QNsCG2CL+s4QIpK4ftOhxNDHEwcRpFSKwubeVQ4jRxM40mqTQFK+kqqS+Siq7rMmGk2DFxHMOx6I62kDAzlKgBwqqfI4lB2sLV7J3sI2Xl6IzUo8sqeyZ7sV2XhmA5zcFKnhzaScrMsrFiMatL23hj/BgjuSnqAuVsKH/zDFchpEtINXsdVwohZMp86+iO1ZM0j5G3JwAXWQTwK9UFT5SfXCag67iO6/jpRTjsJxy+8GXAdVzHWw1JKsXnvxfLPIGQdXTf7VjWcXT9RkBgWX3IciWSVFbIhleN7rsVIfxo2kZkuQIBSHI5QkTw+e4CoSLLtQjhx3FSOM7EAnXcgkDFLWQuc918ISRE8upAxrIO47opFLW94DXtx++7Hxcbxz6Lz3c3QvixrCOI/8fee4fJdZZ3/5/T5kyvO9t70a56tWRJVrGN3DAuGLCNMTGkkEIgkMqbQPjlTfKSHkgogSSEEuKE2BiwDa6SLdmSrd7LNu2utu/0PnPK749Zj3a9qpYsyXg/16VLM7NnnvOcM2fOPM/3ue/vLVQiy62TZpvzgMKkubwLWW1BmFLiXBQFfJ6ZVSfsk2LDVCwWeZoJMBQNmq1T0sU8k99rdcrUw+Oe+V13vclPQhJFvO7zV79IxjJUNwa562PrL0uFjlK7mRzf+dlODvYMs3pBIxuWtCDLEn/36OZp2wXcDmrLvWzd383xgfGrIk7kDZ1XRru5Ptg4TZwI59I8O3iMTdXtlyTWXHPiRHdinL859CyaqWOVFF4ePcH765fR6Azww77dDKQi3Fo976zh51AMXxJQEMWpH5iOaSaKxi2zXBYSqf9GluuxKMV8f03rIxL7K0TBjih6iSa+iiBYsakz89YvlbFcnCeHdjGejbPQ20Akn6DS6mUkEyFSSJEqZBAQ0AydgfQEQdVNUHXTnRzhcKwfSRDRTYNGRzkHon00OSqmRUYUDI2d4S760xN4LQ4M06AzMcTG8gWUWz2IgoBbtmNaTbZPHGNloJWg1cOeSA8ZLYcsShyLD3J37UpeGjvEeDZOnWN61EHWKHA8Pki8kGGR183x+CCGabC6rB1VVHhl/BiNjnJihRSHYv2s9LfS5qrixdFD5PQCB6N9DGUiuBUbu8JdtDor6U+Pc3PFQpyyDUWUqbT5abCX0eScWeM+VkjjVew45OINeiRdFCFuLF/Ai6MHccpWjsQG2FS5hMFMiEQhy46JEzS7KjgWH6TGHqDNVcXUwCdVUqi0enll/ChlqpuxbBQTMEzoS43S7q7GMilO6KbBvkgv49k4qqSwP9JLhc3LQHqCKpuPkWwUSRA5nhii3l7GjlAnjY4g47kEa4Pt7Ax10eqsotYeoGBodLhq0E2d3tQolVYfFeqVj+KY5fIiCAI2pRqbMhsCPcsss8wyyy82giAiy03I8mlvL1muLT1WlJlRwm+8Joquyf9Pj30Uy+n0NFGce9b9ynIjWqETU9cmt/VhUVdPpsYXkaS1M94nit7JHbVP2W6Kx5nlujd19p0f6WhzqgydHOeVn+3H7XNgtavMWdJwyekVR/tGOdw7wvI5dfzOh9ZTU+ZlPJrEIk+fqlsUiUq/i1xBZzSSuKR9XiyGaRLJpwllU2T0AmPZBJZJHwzDNOmKjxcruFxidsI1J05sHe3EY7HxuYW341ZUto1189VjmzFNWB6o5/OL7qDVXX4Bue06mNplOUmznBlNH8KqXj8ZNWGSyj6LIFgI+P4SSfQTjn2JTHbL2yJOVFq93Fa1lGPxQZJalqxeTP1JaFkKhoZVsuCQrQgIxAtpDsX6SWgZkloWu6zitziptHopU110JoYx3pRZpIgyqwJzWOpr5umh3YTzSZyylWqbH5diYzAdZnekmzp7gLiWwcREFWVkUUI3DSQk/KqTCqsXu6SSN7SZ58/QiBZSrC3roN5exvHJCX+51UNKy6EZOm7FhmZqxPJpZFHCZ3FiESVMIKPlSWlZqm0+qm1+8oaGLEj4LC5kQUQSRBySikO2YpfUGd8Dv8VJOJ8kkk/ikK3kjAISIj7ViYBASi8KeT6LA1W0oJs6CS1DVsszx12NR7FTMDQSheLxFwyd10OdOGR1MqJFwy6rqKIFiyiT0DJFZ6NJTEzSeo6UlqXc6qHWXkaZ6qI7McJINsrG8vkMZyIkCxksosx8Tx2aqVNh9RBUPYhCsWyYU7aS1Qs4ZCuiILKhfD5HYgNsnzhOo7P8sl97s7yziYWTvPSTPbQtqmfussa33I5pmqXL+WrmfF4OdN1g+zMHCI3EeM8HVuKYssqUSeXY+tQ+AhUeFq9tu6QQeNMwi2V8LyAlbZarQ3gsxtan9rPgumZaFtSe/w2zzDLLOx5BsKJYFl7tbrwjsDlUqhrKGD45wUh/CI/fSdviei7V33BgNEo6l2fVvHrqys8elSsIAi67immapLP5S9rnxZI3NJ49dYznh45zODrM3x16EetkyVDDNAnn0tzfvOyM6TAXwzUnTkzkkrR7KgmoxTCRVWVN/If8Ku+tXcgdNQtwyDMnWW9GkiowzAyZ3HYsylxE0YNpZgEwzTymmcY0L2CAJYiIwtnL973rEcSSGaZhRsjmtmO33oQkBhEEEUWuJ1c4f5mmi0URJYJWN7Io4VZs2GQLftXJ9onjGKY5GSVgYpUsCAhYRAlFlBnLxrBLKjU2f8ncURUVylQ34ptuKlZRYU+8m6FMmEqbj0qrj6AaLoliNllBFkQShQxtzipMYHe4h7FsjD3hHpb5mylXixEWAdWF9U1+FSICzc5KVgXa8E/6QfgsjlIUg02ysNDbwM5wFyICa4NzkQUJk+KESBYkFvsaSepZQrkEtfYAzc4K+tPjPD6wnXZ3DUt9TbS6KtkT7kEQYKlveoWGcquHRd4GfjTwGh5LMfXDY7Hzv/3bKbd6WOCpZzwb56eDO7GKCuVWL+uCc+lNjaFTrO393MgBRrMROty1+FUXTtlKrJCm1h7AZ3FhAoogo4gSiji9drwsSCz3tZA3NEK5BI2OcgKqiwqbl/FsnHpHEI/iYCwXI5RL4Lc48SoONEMvXgOqG1kQqbH5eWnsMK+FTrDC38recA8JLUtQvfKhbrNc+4RH4zz1vVe46f35SxYnjuzqRVEV2q85U7WLwzRMDmzvoufIIGvvWDxNnEjFMzzz6A5aF9Qy/7rmSxIneo4MkohnWLLmnb969ovK6ECYp7//CqIozIoTs8wyyyxvwuV10LG0kdBIjOveM5/wSOySJ+MABU1HEAQcF1AZ5o1tlSvsl2MRZW6p6aDZFeBrR7dya+1cyq2TETuCQJnVSYsrMGNOdbFcc+JEwdCZyCbYNdE3+YqJZugUDJ1jsVEArJLCXE/lWQ0BrepKxJSLeOo/yBUOIEs1k7lTkM4+j64PcyEKl6K04XX9xuU4rF9IZKmaTO4VFLmZdOYZDDOFzXrjpBGmOZlCc/lXyNyKnVurlgLgtZzOdVp5Hn+BNcGOM75ebvXQlRghq59WINvd1Sz3t0ybTN9Sdbrso9/i4uGmjdPa2VS1mE1Vp0uK1tiLJTA3li8gnE9yIHKy9DeXYuPWqqXTbmhTTT1FQWCup5a5nuLgUDN0jsQGOBI/hUWSUCUFp2Llvrrp5S7vqV017flCbwMLvQ0YpklPcpRkIVP6W609wOqy9mnn5Y0+v8Ft1UunPa+1B1hVdroW9h22ZdP+fnv19OdTyWg5TsSH0CcrrCiiTLOzYsYx3FRxWr33q84ZxzSHYoj/G59Hk9M6LW3lrtqVZ+3DLLMEq7088KlbaL5Et3xdM/jZf77KnMX173hx4ly4vHbu+8SN+Ms9KOpbHzKYpsnmH+/GMMxZceIapropyAO/fQtzruA1HUln+OHegyRz01cBRUHAqsiUORw0BXx0VASxW4pC/2xE7NvHG0b5yVyeY6Pj9IQihFNp8rqORZLw2KzUeNx0VAYpc9gRBWH285jlXcPoQJhXf7afaCjJdTfP49n/2cFHPns78iVWDXRPmn4OhxIYhnnGiEzTNMkXdAbGoiiSSLn3yvpuiYJAwOrALlvYWNXGhspWahzey76fa06ccCs2to11cSw2UnotpeV56tRBnhWPAFBt9/CFRXdiE8+sLqnKYjzOXyGe/A65/F6y5g6gOCHKFw6RLxy5oL7Y1LWz4sQ5cNrvJRL7EhORPwLA7XwEWSoO+E3TRNNHkKVzl8a8FhAQqLR5S5NmYJp55eXAKVuneU7IgnRRuqIoiNTYA7gtdlyyDeUcnitnQgCCqhvfFDHHLl3ZEoyKKFNjD5TqVYsI5/SOmWWWi0E3DYSzlM2FYnrC0MkJDN2gtrkct296WVfTNAmPxsnnC/jK3ITHYmRSOWRFxl/uxumxFd3CcwUiY3FGT4XpPHgKX9BN54EBACxWhbrW8lLagmEYxCNpohMJdE3H5rASqHCjTlkZyaZzDPeFqG4so5DXCY3G0AoaNoeVsiovglAcDLn9DmLhJIIgUF7tIxFLEw+n8JY58QRcpYFMIa8RGomRSmQQJRGP34k34EScYk6l6wbhsTiJSKq4TWDmACefKzDYO46W1wlW+fCWOWeUSjNNk1ymQHQiQTqZxTRMLDaFQIUH+6TZmKbpRMbihMcTHN1zkrJKb+l8SbJIbUs5FlUptZeKZwiNxtHyWqktm+P8EZNT+/RGGxW1PmKhFMl4BlmRKKsq9uuNtrSCztDJcfzlbmRFZmI4Si6bR1EVglVebA611GYikiIynkDTdKx2C4FKL6r1dEln0zTJZwtMjBSvG9M4ncJmUWVqmsuRFYlYKEkimqaqIUAsnCIWSmKaJi6vHX+FB0kSMQ2TZDxDNJQgnykgiAIOtw1/hRtFKQ7bRvpDqDaFfE4jk8oRrPZhmibjQxFsdpVgtZd8rngtuP0OQqMxbA6VYJWX8eEomWSOYLUXh7t4XSfjGUYHQhi6SV1rBc43GcgZhsnEcBTTNPEEnEwMR8mm81hUhUCFG7vLOu1cxCMpouMJ8nltWj02T8BJWZVnWmpPPJvle6/vYyw5s7KVJApYZRmnqlLrdXPbvDnc2tFGK6OOdwAAIABJREFU0OW4LKuVF4tpmkTSGdKFAmUOB1blmhtGXxKmaTIcT/D88W5+dvgEp2Ixktk8OU3DME1EQcAiS9gUBb/DznX1NTyyahmNgVlz6GsN0zTJaRojiSRemxWvbdYA9nKQTecoq/ZhGCamYWLoxtSM5bdMW22QgNvOy/u7uX5+Awuaq2ZsU9ANdh0fYMfhPioDbuY1Vl76jt8CqiRzX+MSbPK5qxi+Va65u+pDzSu5u27xObdRROmcZR1F0Y7H+avY1HXkCgcx9AgFvY9E6nvY1HVY1TUIFzA1lOW6i+7/uwVBEFCVpQT9X0HTTiFL1UhS5ZTyoTp2263I0rWf8y8IAm7l/A69l9K+KinnLUV6LkRBwGtxTIsUudg+uJSr+8Mki9Jb7v8ss5wLwzToSYwSUF341TOvJIwMhPju3zzFcH+IscEwD3/2du77xE2lv2uazlPff4VDr3ezbF07W5/aRzSUREDgupvm8uFP30qw2sdIf4jH/mUzJw70M9w/wQuP7+L1Fw8DUN0Y5HNf+yVUa1F8OLKrlx/960uc2N+Prum4fQ423r2cOz+6FuekO3nfiRH+9JFv8Zm/fZDtzx7k8M4ektE01U1Bfv/LH0EA/vaz/0n7knoObO9CK+jc9cg6Dmzv4vDOHhasauE3/uw+fGUu0skszzy6gxce20lkPIEgCDR2VPHB37iZBataShPf3VuO8sNvvMip7jEcLitzltSTz04viRuPpHj0n56jv3OE4b4J7nhoDb/0++99k7CS58nvbWPLE7sJj8URBAGLVeGGO5bwwCffg9NjJxZK8vi3NnN4Zy/9nSP0nxih9+ggUAyP/YOvPExFbbEM8EDXKI99czP7tp2gkNdRbQprbl3I+3/tRgIVF2hwa8KB7V3861/8mFsfWM32Zw4SGilGTq69YzEf+o2b8U+2FQsn+dJvfZf3PXID4bE4257aTzySwqIq/O4/fJgFK1swDZPuw4P87zde4Oiekxi6gdWhsuF9S7nzl9bhnRR2MskcP/mPl9n29H4EQSAaShIajRGocLNsXQe/8id34fI62Pb0fp774es88ofv5cf//jJ9x4dJp3Is39DBb/3fD2B3WRkbivCDLz/D/lc7yWcKmJgEq33c/bH1rLtzCRZV4d+/9FOsNguh0Ri9R4e4/aE15LMFtjyxB3+Fi0/+xQfJZgr8yxcfZ/7KZl79+QHKa/3c/uHVPPvoa/R3jXLL/at4+DO3o6gyA12j/Oc//JyRgRCxiSQf+9z7uOOh035RWkHjf7/xAkN9E8xb3sTWp/YRCyWRFYk1ty3i/t/ahC/owjRNBrrG+MGXn6G/cwRBFBjpD5FJ5WjqqOa2B6/ntgdXI1rOEvkqy1S4nciiSF7TSeRyxLM5UvkCo4kk+wdHePFED5+9cS2Laq78wDyn6fzr9l3sHxzhjzatZ2H11ZkcvB0Ypsnh4TH+ccsrvNrTjzFlxmVTZOwWCzlNI5XLkylohNMZkrkc753fPitOXKPs6h/kz36+mYevW8LDK5ee/w2znBdf0E0uk+f4vj6++zdPUT+n8rKUEW2uCvCeFW18++md/OV3n+fGZa0EvU5yBY1IIs0rB3s5NRbl568dIxRPcf9NS6gJXh3jd1EQcFtm2h5ktALbx3rZUNl61uyGC+GaEycCqpPAWQaXF4MgKKiWhaiWhZNhMIdIpv8Hq7oar+uTCMLsiu2lIggCslSJLBV/nIsGcTl0PUxB7yOT24Yo2PG6fvMq93SWWWa5muR0jW3jxwjnUrS7q8gaBfqS4/hVJ62uSraOHSNodVNmcdKdHMMwTeodAcpUFwei/VhEhRX+JraOH8Ot2Km3BxAFgYPRAdyKjSZnkB8P7KbG7md9eQfdyVHGsnHqHQGW+5tQRJna5nJ++0v3c/LYEF//wmNn7WvngQEcbhsf/9xdeMuc7Hulk8e+uZnG9mru+Mgaymv9PPDbmzjVM8bX/uQxNt6zjJvvKzqSKxYZxaJgmiaDPWP85z8+g7/czR98+WFsTpWDO7r46Xe24XBbue3B1SiTJdFy2TxPff8Vlt4whzs+UpwQRsbi+MpcRCcSxdX2SJpf/ZN7+OE3XuCJf3uJe39lI9fdNI/v/d3PGOgcxRtwsvlHu3n6+69y18fWMXd5E+lEhp9+Zxvf+eun+MzfPkhtSzkD3aM8+k/P4fY7+D9ffwTVprDzxSP87Afbqazzl86Dr8zFJ/70XkZPhfn65898vhSLRKDcwz2/vJGG9koEBHZtOcrP/2s7LfNruPGe5bh9Du75+AZueO8SvvGFx6mfU8mDn7oFAEkS8Ve4i1ErY3G+//c/I5sp8Om/fgCP30HfiRH++6vPI0oiD/3OrVjtFx7tNTYYYf8rJ3jwU7cQqPTQub+fx765Gafbxv2f3FQ691pB4/kf7mTxDW186q/uR7FIjJ2KUNtcjmmajA6G+dafP4FqtfA7f/Mgbp+Dk8eG+NG/vYRW0HnwU7eg2izsfvkYm5/Yw/seuYGlN7STimf45v99AofLxv2/9Z5pPh7DfRM88+gO1r9vKfWfvY1sOk8hr2G1F4Ufm0OlYU4la29bhL/CQyGn8fi3NvNf//Qc7UvqqW2pIJ8tMDoQ4oFP3sKhnT387D9fZd2dS/nM3z3It7/0U/a/2kXrglpGT4VZuq6d3/37h/j6Fx7jR//6Eg/+9ib6Toyw/ZmD3PHQGirrArTMr+F3/voBju/r49tfevKM59SkKLg53XY+8af34vLa2fHcYX7y7ZdpW1jHxruXkc9pPP2frzB6KswnvngvwSovR3af5N//30+4+f0ruPn91yErZx9/NQV8fO6WDVS4nOimQU7TGYzGeaWnj82dPYwlUmzv7ecv8nn+5LYbmV9VcUUjKMaTSXb2DTKWTJItzDS6fqdimib7Tw3zZz/fzLHRcQzTpMxhZ1VjHTfNaabe58UiS+iGwVgixZ5TQ+zoHWBBdflVEYlmOT+6YbLj5AB94SixTPZqd+cXBk/AyYob5+H2O7CoCnMW1yNcBlNsURR4//pFpLIFfrbjKN97ZheqIpPO5TnSN0rvo1tI5/K47FYevHkZ710z7zIczeUlls/w1MBhbqhoRrqEtP5rTpx4OxAEAUGwIoqzyu7bgWkaGEaYXH4f2fwesvmdmGYKRW7Fbr3landvlllmucpE8knGsnE+UL+KWCHNlpEjrCvv4JXxE/QmxygYOhvL5zKeS3AiMcJNFfN5emgfncIIoiCS0zV6kmNEcineV7MMiyjTl5ooVndJjtLhrqbdU80ibx2SIHI4dooGRxlHY0PM89SiiDKKRaas0kMylj7n5Mhqt3D7g2tYtr7oAeMv97DjuUP0HB0kny3gcNuoaiijUNCQLRLegJPa5ukRYrpmsHfrCSaGovz6F++lvq04eK+s83Po9W5efeYga29fjL980rTVhPIaH3c9sh5REkqvvRHgZ+gGC1a1sHhNK3u2HiebzrPixrkUchreMieh0RjZVJ4Xf7SLpeva2fShVaiTdd8LeY2vff4x9m47QXVTkBP7+xnqm+Dh37uDBSuLJrlVDWXseen4tGOQZAl/uRvDMLFYzxz1JckSG+9ZBgillI9gjY8tP97Nqe5RTNNEschU1AVQVAWLVcHhts04X6Zh0nN4kP3bu/ijf/4oS9YWfW2a5tZwdPdJdm05yi0fWkVd68ySyGdD1ww23r2clTcXB3BNHVUc3tXL3m0neM8HVlJZHyidZrvLyp0fWYtv8vNomVdbOvdHdvbSdegUn//mx1m8ug0EaJpbzUh/iFd+foB1dy6hZX4tfSdGsDlUlqyZQ3VjGbpmMHdZIwd3dKOo8owKJfNXtrDhfUtPD2pNSo9dXjv3fHzDtAHvpg+u5Iu//K/Eo+niQoBhUt0UZOn6dgRR4NWfH2DFxg46ljZQ31pJaDRGQ3slpgkrNs5l0fWtVDWUoagyi1a34XDZeP2FI0THE1TWBbCoCmVVXiZGokjnMFlzuGzc9cg65i5vBMDptvHqz/fTc2SQG+5YTD5boPfoEHMW19O2sK6UklNZFyAeSWF3ndtkXJVlarxuar3FFUHTNJlbEWR9ayO3zZvDl7e8yp6BIfYPjvDlLa/yF3duotzlvCKeB6ZpMhJP0jMRxmm9vKmfV5tQKs0/v7yDIyNjADT6vXxqwxpuam9GlWUEimNp0zSZVwnrWxuJrMpgGCaq/K6YSrzjyOsa+04NX+1u/MIRGomy7el9KBYZQSimQFY3lyNJl34PCngc/Prda1jcUs22Az30DIeJpzIYJrjtKk1VAdYvaWbNgiasliv7vZvIJumKT7DEX4Mkirw+3kdam+4TNJ5NEpvibfdWedfcUUTBjkVuQxRnw8ovB6ZpoutD5ApHyOa2U9C6MNEw9AiSXI3P9QUUuRFBuLJmLbPMcrHopsGucCfPjezlI4030ui48AnQmRjKhPnByS2MZqPkDY06exmfar8LyyWaJb2TkUQJA5NwPoluGEiiSDSfxsREEWXssgVVUhCBrF4gnE9iEeXJVCiTJkeQKpuPzsQIdlklWciyO9yLU7aiGTqiICAiEC9kCKoKVsmCW7HR4qzAdpH+MTaHleZ51aXJjqxIuH0OcpkChnFhiaW5bJ7+rlFCozG+8cUflcQQQzcYOjmBw2VFm7rqKkD7kgYkWZz22lRcXjuiJGK1WbA7VRwuK3EtjSxLaAWN0cEw4bE4sfAxhn99ovS+dCJLOpUjOpFAK+iM9IewO61UN5aVjtFqs1DTHGTo5PhFnStDNxnum2DP1uP0d46QTeVKPgeapl9wKW9dN+jvHCGdyPKDf3yGx7+1pfS30YEw2XSebObiS6bVt1WU9i/JEo0dVRzd3Us8miqJEwDN82uwT3ovAKVzb5omvceGCFb7CNb4SmKBIEDb4nqe/O42JkZiNM+roaLWTzaTp/fYEA63jUwqx0DXKMFqbynN5w3sTiutC2qm+YBM/bzz2QJdh06xd9sJQsNR8rkCodF4Mb9ZM0rb2x1WVKuCosqoNgsef3GSrlgktIKOaZgIAkV/FQGsdhW7U8ViVZCVYvUkTdMv6py6PHYaO6pK50qxyLi8DrKZPKZpIlskKusDnOoaZXQgjDfoYqBrjFgoRXmt/zytz+SN/aiyzKqGWn7v5hv4wlMv0DUeYkfvAM8c7eKh6xYjXQFxQjMMDg+Pksznf6HEiYKu88SBo+waKKZb1XrdfO6WDaxtbkCRpgtVpe+TIFDmmB1PX6uYpklPKMJgNH61u/ILRz6nUchrzF3ehGpVLsoT6XwIgoBNVbhxWSvXz28gksyQzRUwAasi43PZsU/xOrqSnEpF+enAIdrcQSySxNeObiVv6ChThPesrl2WSLZ3zWhZkoL4vV9EEry8HRUk3o1MRD9PvnAEu3UDbsdHsVgWkUr/hLzWhSK3IIpvn4/DLFcWE5OxbIyMnqfOXlYqqXo52j2ZHMUuW6mwXn7H3wvBMA1OpSfYG+nhjqoVlyxOOGUry/wtnEpP8NzIPtJ6DmOK2eq7EZ9ip91Vxc5QDy3OcuZ5aulOjNLoCFJnD6BOEW6yeoFj8SGW+RvxWhwcjPQTL2SotQdodxcNolRJod4RIJJPMcddhUex0+wqZyAVotLqZYW/icF0BLdcOFuXzookiTPSB4q/tRfueGXoJrlMHpfPzrwVTajq6ciDxavbcHrtOFzTPWBU2zk8aQQBURInowAnowGnrKqbJuQyxWOtbSln3rKm6W+XBOYsqi+mOOY1FIs0bWIsCELJlPJCMU2Tvs4RvvrHP0SSRZat66Cs0oMoixzb13cxpwvTNMlm8ljtFtqXNEwzK124sgWLVTkdZXKhCCC9KUJGschomoGhT/8+qlbljM7oALlsAYsqz8ifVa3FtrR8cXK/YmMHh17v5ttf+mkx7SKTR7bI3PsrG3F6p/8WipJw1mgUQzfY+tQ+fvj1F2iaW03H0kY8ASdDJyfY/2rnlNM65ZqYjFwpRd0IAm98AFOvleI24nRj04s0cpPkokB2uhvC1N1hc6jccv8q/uWLP+Lvf+8HlFV6iYWTLFrdysqb51/czt6EIAgsqq7kg0sX8I+bXyFT0Hj6yHHet7ADn/3MnkqJbI6+SJThWIJENodmGKiyjNdupd7npd7nOWtutGmapPMFRhJJRuNJTkVjPHO0C4B0vsALJ7rpmgjPeJ/PZmVNcz1u69mjRFK5fKlfsWwWTTewyMVKGPVeD/V+7wxh4O1iOJ7g6SPHyRY0BOC+xfPPKExcLNmCRn8kymAsTjSdpaDrKJKE26pS43XT6PddkKHoS529DMcTtAUDLK6pQpZECrpObyjCyVCEWDaLgFBqtyngx2ZRpum7PRNhdvUPYlVkbp7Tgl21kCtodI6HOBWNkcrlsSoyNR43beUBnOqFp5DlNZ3+SJST4SjxbBbDNHGpKnVeD81l/nMe42A0zmsnB0CAja1N+B12CrpOXzhKbyhCPJsDwG1VaQr4aAz4kM9yveY1nYlUipF48Xrd1nOScKa4in1weJT/2n1gxnssksjS2mqay84sHO47Ncyx0XHKXQ5WN9VjUxR0w2AolqBzPEQ4XYzkclgsVLldNAZ8eO02BIrfn/Fkipe6TqIZBrVeNysbas8baZMtaGzv7WckkcQiiWxsaybguIbmE6ZJIpKm++AAoiziDbhoWVjHhVSBvFAEQcButWC/hkTQBb4qWt1B7LKFZCFHwOrg0/M2UmFzlbYZTEf56pGtl7yvd404IQgWVOXay895J2NVV2GSR9PHSGc3oxsxdGMc0Cf/zfKLQsHQeX5kHxk9x8ONN10W8x+AlJbjf/q3sdjXxG1Vyy9LmxeLLEhsLF/IHFcNLc6Z7sgXi1uxc1PFYhKFNMcTg4xlY5ehl+9sZFFiRaB52mtvCA0AFbZiCLckSLS5KrmhvB3rpIFslc07YztFlLi+bHo5So/FzvzJ0rsVNg+LfQ2X/0CmICCAWRQG3hwhoKgS/goPqtXCLR9aVTJ8fDvxBZ2oVoXGOVW8/9duPGPqSiGv4fU7SSWyZJKnc5ANwyAWTl7U/rSCzt6XjzPYO84ff+NjLFjZjCAIhEZi08SYN1P0Jpp+vkRRJFBZ/JzX3bmE9iWX4bMzi74dU/cbHo1hd6oX5V1RXuNjx7OHSKey0/o9NhjF7lRLVVxsDhWnx0770kbW37kEh8tGea2Pihr/GfORzzaMjUfTbH1yH96Ai9/8sw/g8hUH5a8+c/DCj/0qIggCbq8Dp9vGojVttC2qw+G0UtNcjtNz6abMiiSxqb2V/9lzkO6JMP2RGAeHRljfelqQM02TvnCUZ491sb23n8FYnHAqQ6ZQQDdNFFHEoVoodzq4rqGWDy9fRHOZf8ZqZDyb429f2MbeU0NEM1mimQyFSWErns3x7R17ztjH9vIy5pSXzRAnTNNkKJbguWNdbOs5yUAkTjidJp0voBsGiiRhtygEnQ6W1lbx0IoltJUHLslY7nwYpsnx0QmOjxajrRoDPjbNbTvrBPh8mKZJOJ3huWNdvNTVS184SiiVJpXPoxkmsihgVxQCDjvzqyr48IrFLKquRD7HmOL7O/fxcvdJ7l00j46KIMPxDI/uPsDmzh5GE0nS+QICYLMolDkc/NKqpXxo6cJpbe49NcSfP7MZr81GU8CHKst8f+c+tvcOMJFKkStoKLJEwG5nYXUFH1m5hCU1VecUaDTd4MT4BP+9+yB7Tg0xEk+QzhcwTXOyL3aW1FZx/7JFLKyuQBbFGdfYibEJvvTcyyWPj+aAn//afYAtXb2MTR4bgN2iUOl2ckNzIw+tWEyN1z2jrcf3H+bx/YeZSKaJZDKl9wJs6exlS2fvjGNwqRY+t2nDWcWJ54938W/bd7OguoK5FeXkLDqP7TvEU4eOMxiLk8jlMM2ika3fYWNTRyufuXFtSYBI5Qv8YNc+joyM0+D38o377z7rvmAyWi0U5q+ef5neUISFVRWsary2ihMIooDTbaWs2otFLaYqXuk4BtM0yeY1JEnEco40vMuJLEo4JyvsWSSJ91S3U2V3Y5dPCyhlqpOg1QmXGD3xrhEnZrn8uJ2P4LJ/gHzhCNn8a6QyT5PXjiIJbhLpx1Ati1DkFiTx6rjJznL5SGlZ9kd7qbWXlUqBXiomJiPZCJ3JITrctZelzbeCIAgEVDcB9SJXZme57JRZXawrb39HpMBY7RYQYGIkSiGvTYs8sKgK81c0sfXJvbz85F7ufPgGrHYLpgnRiQRg4i1zn3W1/q0QqPQyZ3E9u186xvW3LKR90qSrkNeYGI7iL3djsSo0tFchigK7Nh+lqqEMSRY5eXyYnqND+MouPA3PNE3yuQKyIuGY9BHIZfJsf+4g0VBixvYWq4IkS0THE2TTOWyO0xM3URJoW1CLx+9ky4/3UN0UxDmZZhGPpIqlMqu809MgLoDXXzzCwutbsdotjA9FOLyzl9rm8ouKwpi/oonHv7WZ3S8do7oxiGpViE4keP2Fw9Q0l1PdWCwRnYxn2LftBHc8tIbrbpx3Tl+Tc2HoBoW8hmq3lKJp4uEUO5499Jbau+KY0HtsiImRGKtunj8tBeRyUeVx0RoM0D0RJpHNcXRknHUtjdP285NDx/jOa3tI5vKIglCMSHB6USSRZC7PaCJJJJ2heyLMYDTOn95xE1Vu14x9KZJImdNOmdOObph0T4QIpTJYJIm28gBu60yhq87rxaacWaB77ngXX9v2GrFMtphyY7VS5/NgkSRS+TxjiRSd4yF6QmEGojE+f9tNtJxjMnepGIbJ/sFhNKMouqyoq6HG47qkz2zHyQH+6aXthFJpAJyqSo3HjSrLZAoa48kkPaEIJ8NReibCfOGOm1hSc/6FgVA6zUA0xtdefo2Xunop6Dpum5Vyp4V0oUAiOzlRVmSks9xbs4UCW7tP8vrJU+w5NYRTVal2uzEprvIPxuIMx4tRAX9860bWNp9ZKDVMk1d7+/nKS69ydKRoIOqzWWn0exEEgXA6Q184ykAkxsGhUT5701pumtNy1kmsZujs7B/ksX2H2dzZg4BAuctJpdtFIptjLJHkxFiI3lCEcDrDH25ah98+PZpAEIrRI3aLQj0eRuNJ+sJRdNOk1uumzjdzLG5XFMpd57/vR9MZxpMpnjx0jMf3HyaZy+O2qgQdDnK6TjyTZTSRLJaanRR0BEGgxuNmbXMDnWMhBiIxXu87dU5xQjcMDgyNMBCJIQoC61sbr7n0IU/AyZwlDWRSOWx+tfjbf4XViVQmz6Mv7GV+UyWrFzRe2Z0DqihzW+08lDdFUXstNn6lffWM1y+Wa38EeJkxzRy6EUXXRzGMBOda4RdFL6pl0ZXr3DuIYiipCpKKTVqHVb0B3ZhA03qLxpi5baTSP8ZmvRGf+1NXu7uzvEWGM2FeHN3PicQQB6InGUiPM5qNlNI67q1dzRJvccW0OznCd3pf4O6aVSz3t5baCOcSfPfkizQ6Knhv9XWIgkBnYpBt40c4Gh+gLzXGTwZfZ3ekGC4rCxK/2nIrVbbTP2CJQoY9kW52h7uIF9IEVBerAnNY5G1CFU/n3+UNjSdObcciyqwum8vucBf7o73kjQItzirurF5ZKmea1nI8NbyTw9F+dNPAIsp8tOkmGhxvMuszTbJ6nn3RXvZHexnJRBCASpuPtcF5tLtqUN4Bk+l3ApIgXraonKkU8hqHXutmoHuMkf4QsXCKfa90Iogibp+DxWta8QZnTkzOhSfgZOGqFl79+QFioSR2lw1vwMmHfvNmJFli4fUt3HzfdWz+0W46DwzgDbjITHo/bLhrGRvvWYYoXr4VD1EUuOeXN/CtP/8x//rnT1DXWixvlogWvT1++XN3UVHnp31JPddvWsDPH91B95FBVKvCxHCx5OXUdIcju3vpOTxIaDTG+FAE0zR54t9fxhtw0rGskbrWCuYub+TFx3fxH3/9JI3t1cRCSdKpLL6ymZN/u9PKoutbefFHu/jyH/w3njIXqirzgV+/GbffQV1bBR/8jZv56Xe28ve/GyJY5SWf1YiGEnQsa+T9v7oRy0VcGxZVZrBnjK/80X/j9NgY6B4jk87xwP2bcHkvLERYEASa5tXwgV+7iRd/tIvuQ4O4vHZGB0IkYhke+OQmApWTUT+SRKDCzZPf3ca+V04gSiI2h0rrglpuuGMx3rILu77cPgcLVrXw4uO7+Orn/xe3z8HoQBjDMEvlZy83uWyBA692MtQ3wanuMWLhJLu2HCWXyeMNOFm8ds4FRz2YFP1RCnmNf/ni43jKXIiigMfv4Lob57FoTVupUspbRQDmBAM8c7STvK4zGItT0HUsk6u1giCwvqWRlzt7qfV5WNVYR0uZH7dVRRFFUvkCR0bG+I/X9tAbirC9t5+nDx/nY6uWTxMMXVaVT21cjTb5vchqGn/+zBY2n+jBa7fym+tWnXFSLYsirjOIFoIgsLa5gWePduKz21jdVE9rMIDXZkWRRNJ5jeNjE3z3tT2cGJtgd/8QPz5whE9vXPO2RU8YplFKTbHIRcHlbMLKhSAIAivqa+ioCAJwQ0sDc8rL8NttWCSJrKbTGwrz/Z372D84wtHRcf5790EWVFWcN1rjZCjKN1/ZyWt9A6xprueWjjZqPC4sskSmoNEXjtIXjrKk5uyCWDKX57uv78MiSTyyahk3tDTitVkxTRiKxXl8/2Fe6uqleyLM17e+RkuZn8o3iVamaXJkZIx/2PwKR0fGCLocvH/xfNY21+O12RAQCKfTbO0+yWP7DtM9EeYrW7ZT4XKyoKrijH3LaTo/3HuIgqazsqGO+5bMp97nQZVlkrk8u/oH+d7rexlJJHnxRDcrG2p4/+L509q6c0E772lvwZwsAfvjg0f555d3kM4XuHVuGx+/fmZ0qiAIOCznTx0IpzP81+4DPHesi/aKIHfMm1NKWSloOsPxJEeMNWoNAAAgAElEQVRGxtjQ2jStTxZZYlNHK08fPsFgLM4zRzu5a2EH9rPsM57LsflED5phUOl2sbqpHvUKRQZcKIZhMjYYITKeYN37lvL684cxDfOKOgZEUxmefPUwgiBcFXECmObzY5omOb3oo1VpmxnVc7G8q0bUhhEnkX6MZOqHaPopTHTOlXBptVxPZdm/X7kOvoMoGmIWXYAlqWqyrGgQWSpDtSzBaX6QXG4PJhef8z3LtUNWL5DUslilYnlEq2TBb3GVxAlVPD2IieWTbBs/zKrAnOltGHl2hjspGBqGuRwBkZSWI29oqKKCaYJDVvFbigMAWZCQppT6TWs5/qvvJV4Y3U+tPYBLttGVGGZH6Dj31q7mzurrsE6aHhqmwbH4KRJahp7kKL3JEZyKjbxR4Hj8FHdWryy1Kwki1VY/cXuaw7F+dscHuKf2+jOeh/70OP/W8yxO2YpbtlMwNbaMHWL7xDE+034Pi31NZ3zfLNcGhm4w0DVK56FTGJrBoutbESWR3qOD2F02muZW4y93Uz+nkuUbOqatesuKxNxljYiSOO11xSJz/29toqLWz6meMbLpHM7mYCmc0WpXufvj62lbWMe+bSeIR1NYbRaWb+hgwcrmkgjj8tpZfctCyqrO7Lmi2ixcd+NcAhXFSXBdW0WxL7KEzaGyeE0bFbXFkPTG9io+/aX7ef2Fw/QeHSKfL1Be62PeiiY8k1ERDreNB377FupaK+g8OIBikXnfL92Arhuc2NdfqvIxfHKCzgMDaJpO+9IGREFgoGuUsVNhgtVeGuZUMm9FE5/44r3sfukYsVCSyvoAq29dyOHXe7A71WLqyySiKHDnR9fiCTjoPDBAJpnFVxYsRUNYVIWN9yynpinIzs1HCY/FUSwS81Y0TUYiXNxwxTBN7v74Bk51jzHQNUrDnCrW3LaQectPD54tqsLy9R3Ut1bMqKZROv9WhTseXkt1U5C9W4+TTuZoWVDL9bcspHluNaIoks8V2LXlCCYwZ0l9SURIRFP8+NsvE5lI8PBnbwegqiHA8g1zsbvOPNmXFYk7P7oWf7mb4/v6ySRzLF3XztzljTz/w9fx+Ivi6rwVTaXH3jInS9e143DbkSSRtoW1SLKEr9zN9ZsWlCJb2pc0oNoURFHE7XeyeG0bbr8DraBx8vgw/Z2j6LrOoutbkWSRniODuLwOWhbW4fY5aJlfU/SbmDr5UGUWrGrBF3QjSiLhsRi7XzpGXWsFlXV+LFYFXTcY6Q/x7b96kl/5k7tL1VguhTLn6dXUeDZHTjstTgDMqwzyt/fejs9uw2FRkKeE55vA3Mogqizx+aeeJ6tpHBgcIZHL4bFNiegRBLy2059TOl9AnWxHFAQ8Vuu0flwITX4f/++uW/DYiv1S3tyviiBOVeHzTz5PPJvj0PAY0Uz2bcu5N00YT6QAsCkKFe5Lr3xS7nTwp7ffhNOq4rRYUKTT6Qwm0FFRRpnTwed+8gxDsQTHRscZT6So8pxbwDsVjRHNZPjQ0oU8vHIpQacdURBKVUSuq68lp2nn9HjQTZNULs8j66/nwysW41Itpb61lQdoKw+QKWhs7T7J4eExXjjezQPLF00Th5K5PI/tPcyx0XGcqsqv37CKuxd24LCcbss0/SysrkQWRb6x7XW6J8L85OBRWoNnFn8M0ySSzrCupZHP3bKBRr+3tE/TNJlbGUQzDL6y5VXi2Rw7Tg5wx7x2bJbTbTkslmlCg0O1lO7BdkW56Gt1KqlcnmeOnmBdaxOf3riaOq+nlKZimiaGafKejpZS1MRU5pSXsaS2isFYnBPjE+wZGOaGljNHpPRMRDg0PIZA8TqZWxG8KuaP52JiOAqArunY7Cq9Rwa54b1LuJISSiZXQL9Ag+63A9002Rc+RUB10Oj0M5SO80TffgzT5P2Ni6m2ey7pc3vXiBOmmSeR+h8i8b/GNHOIohdJDMA5LidJvDoGfe8U4qn/QJIqcTse4XRMk4AgWJAEhYLWjShe3GrkLNcWTc4KPtF6O4PpEHsjPSz1tfBrLbeWxIC3gixKLPe3stzfymsTxzkc6+fmisXcfQZhwDRNtoeO8ezIXm6vXs4HatfiVuyM5+I82v8SP+zfRqO9nBWB6f4Dh6J9BCs8/P7c+6iweikYGgktg0c5PcBTJYW1wXlcX9bBk4M7ORYfOGN/BUGg3h7ks+33UG714rc4KRg6W8YO8o2un7F1/DCLvI3X3A/oLKdRbRbu+tj682638a5lbLxr2bTXbA6V+z5x04xtBUGgos7P/Z/cdNb2HC4b1900j+tuOrvfUXVjkD/4ysNn/bu3zMUn/+KDpefr71xaemy1qzzyh3eWnouSSGV94JzHKggC/nI37/uldTP+dv2mBaXHN993HTffd91Z24Hi5H7Fxrms2Dh32uuN7WcO0faWuc643zdQrQoLVrWwYFXLjL8V8hrxeAbzPOMxWRExDBNdMwhWe6cd05txee38+v/3/nO2JwgCVpuF6zctOGtbgz3jPPndbdx830re+/DakvCUyxb41p89wd6tx/nIZ25DEASWre9g2fqOc+7T7XNy24Orue3B1dNe/9XP31N6fP9vvaf0uHleDb82r6b0/L0P31B6/Nm/+3Dp8T2/vKH0uGFOJR+bcu188DduPmefAG57YPWM15weOw/9zm2l59ufOcih13r45F9+kJb5NaX74vhQhP/z0NfpPDDA4jVtl3y/dKinf4Pyml5KS3gDiyzTGDhz+XiBonfFsroa6rweekIRxpMpUvn8NHHi7UCWRBr8Z++XLIksqamiKeBj/+AIkXSaePbtEyd00yCrFReRFFHEeQGr6OdDEATq/WcePwuAJIrMryynoyLIUCxBMpdjInV+ccI0TRZVV/LIqmUEXdMn2sUFMgH5AsYmzWV+bulonZGSIwoC1R43H1q2gB29/aQLBV7p6ef2eXPwTzn/feEomzt7MEyTJbVVvHd++wwDTUEQsCkyd8xv54kDRxmOJ9jeO8BwLHHWtAa/3caDyxfRFPBNq3ggCAKqLHNjWxPfe30vE6k0w7EE0Wx2mjjxdmIClW4Xn96wmubA9P4LgoB0jggMVS6eh+ePdxNOZXjxRDfL6qqxv6nvhmmy+UQP0UzxuG5sa8Z5hgikq40sS0iSSD5boPNAPxb14qpnmKaJphsUNB2LIpe8UXTdmHEfOxvxVLYU0XU1yBkaj/bsZlN1B+U2F9/teo3hTBzTNHm8bz+/2bHukioovWvECV0fJ5n5ESYGbufHcNo/OCk+nP3kCcJb+1KYpomm6SgXudIzldBYnHg0TV1zEPkyhTRpBR1REi9bnnNB68aizOfM51DARCOXP4Tr2koXm+UdREbPsTPUiUWUuaNqBZ7JlIyg6ubG8kXsmDjOjtAxlvtbp/04SILIndXXUe8ohpaqkoJTeetmbDZZZZ6nvvRclUQWehrwWhxE8klMrnjK4SyzvKsY6Bzl0a8+RyGnnXO7po7qaWVCrwTpZJZ0MofVPnXl1CQeThIei+Pxv3tKakfGEwhCMaLiDXRNZ6Q/DKZ5WUwxoTiReQNBeGv3X1WWJiMjIuQ0/aoO9qeiSFKp+kheN0omnG8HAsKMifCVQBSFkmeCZhjkL6CkrVVRWNvcQJnz0oSaBr/3rEKIALSUBaj1eegNReieCBHNZKeJEweHR4lmir4jC6oq8JxlAi0IAl6blQa/l+F4gv5IlFA6TZPpO+N5rvV6mF9VftZSjE5VpczpYCKVJlPQLuicXU5W1NecVfA7FwIwv7KcRdWV7Ow/xbaePh5Yvoi2YGDaeRiJJ9gzMEhB12mYTMe6FqmoCxCo9HB8Xx8vPraTjfeumF4G/DwYpskLuzvZebSf9Uta2LCkKMYfPjnC9kMnL6iN4VCcVCb3Vrp/WTBMg4yuUWFzM5iKcigyzB8ueg/RfLYYQYF5SZEk7x5xwoyRL5xAtSzG6/6dS46K0DWDQkFDFIs50oZhIIgCpmGSjGc42TnKguXFUGCtULyBWCwyhYKGaRZvzKZZdEkXBAFFkSgUinXhLRaZRCzDq88f4Z6PrkF2Tgn7M00KBR1DN5BlCdM0kWSpmCssFJU30zCRFan0WJRETMPkyN4+6lvK8QWcxXJqhoGsFBXAt/KDZJo6gnBm1baY8yZhcvW+PLO880nreYazYbwWB2VTDCsFQSCoenDKVgYzYTTTQJmSChK0ekppIpeKaZropsFwNszBaB8j2QgZPUeikCWUi0+WHp2VJ2aZ5e2kuinIR3/vjmJu7zlQbRaO7+u7Qr0qUtVQRmNHFU9//xWG+yZwee2kEzm6D5/iVM8YH//c+941kVWLVrfy2vOH+O7fPE3rojoUi0xoNMbh13uobalg2fqOy3IuUrl86bFNmZ62AZRCzTOFAkOxBD0TYcaSKeLZHNlCgbymE8tm6Y8UQ7Qvl9Hz+XijX1lNYziWoDcUYSSeIJ7NkZnsVyKX58TYxBtvOG+00KUgigI2pbjirRsGmfzlScU1TJOcpjEaT9IbijAUixPP5khPHmM6X2DPwBAwWfHoAtq0KTJt5YFLun4kQSDotJ/VV0MQBFyqhWqPq/jZJJKkJitwvLHfrvFQSTDacbKfiadSZ91fTit6YRQf68QzubOOForGq2dfzZtqNqkbxTH8laSjInhW4eRcCIJAucvBze3NHBwaoS8c5bWTA7SU+Uur64ZpcnBolBPjIQDWtzVRcY2ubBbyGk1za1hywxysdpV4JM2BVztpmluNy+c47/Wp6QaPvbSfvScGGYskS+LEge5hvvXTHZOpSufug2lOF2ivNAICFlEiUchyMDJEvdNHkyvA8dgYWb1Q8j15q7xrxAnM/5+99w6S40zvNJ/05X11V3vfDTS8JwFa0A/JcRoNNZrRSBonr9OuVgrF6m61cbeKi4vdW2m1O5qTl8YbznAMzZBDTwAECQ80XANo77urq7p8Vbr7o5oFNLvhzZDDfiLICHRlfvllVlbm973f+/5+JrZdRJGbEYXrW8WwTIuTR4bo751Acyg0tVczMjCD06ng8jiIT6U4cWgIURLx+pz0HBxAliXW39bGnpdOEK7y4Q+5mRxNkM8WkRWZTTva6e0ZZXY6zYbb26muDeANLF5h0EsGr//0GPlsiWDUi6EbdK9vor93AlWTGZ8XzqqqDTAyMIMAuL0OapvCvPbcMVasbWDrPV3seqEHURRZs6mZxvaqxSd5BchSLfnCmzi1O4EL6xRtLDtNST+OLNVdqollPgDYdjl19NobYEHtegWh/L/yQ3Dhg1ARpBs6GXhl6hjfHHgVj+Ig5gjiU1xoooJ4KxWQllnmA4zDpVLfevl3lW3bTI8lWLe9A6f71qQEByNefuNPH2PXs0foPznK0Jmye0vLylp++Xfvo2P1e3MF8GbQvbmFL/2nj7Hn+WOc6xnBtm3cPif3fWILW+/tpqru6ldel2I8dd4RJuB04JAXDmcT+Ty7+4Z4uucUZ6fjZIolSmY5O8KybWxsBATMWzzBSxeLvNk/zE+OneLU1DSZYomiYWBYFpZ1Qb+u5515FQhAwFn+nRQMg3gud91t5ko6+4ZG+MmxUxwdmyBdKFbO0Zw/RxEB8yonMJIo4tWu7zctigIu5dKlH4okVUoUirqBbi7MUEjm8pjzlsiHRsY5NDJ+xccvGMaSaxmiIOBR1Wu2cL0VLOVMc6VIosg9HS189+Ax+uIJfnb6LB9ZsxLffBlVrlTizf4hMsUSIZeT25sbr0uY9WYyORzn23/zPO1rGtj+8DreePogiqowcHqcD316B4p26am1LIo8tHUFLk1l56aFJcmaKrNlRQNVwUsvrs0kM7x9cuiaz+Gd4MG1jpNVUWKFv5q/P70bAYHPdd6GW9YYz83hktTrHn9/YIITguBAkiLzDh3X99DP50v0HBhAUWWy6QKtXTWUijr9vRP8ypfuJhD2YAOrNjTx6rNHmZvN4vY5GRuMk80U+fCvdmPoJqMDM2zc0UH/6XEmR5NojnLd0nDfFNW1S2d2jI8kOHdqnObOGJOjCUIRL/29E8SnUjhcGmNDcWL1IfpPT6A5Fbbf182bL5/A53fRsaqOLXd1Egx7yqJWgNt37fWVbtdjzCT+nERKxe16HEVqAGx0o59M/sfoxll87s9ec/vLvHcQmA8QXGIwIQgCIgJFa+HKS94sktIvsrLwToDhIm06JJWow8+p1AgpPU9YKz+wbdtmrpQlZxbo1GqRhZsnRZQxCnxn6HXcsoN/3/Uxmt1VIMBYbpYjycW+4csss8zPD0EQWLWllf/7m797644pCtS1RBfoQHxQUTWFdds7WLe94/IbXyM2cGpyGgCHLFMf9Ffqtm3bJp7L8eXX9vLDoyfJ6TouVaEjGqY9EqbK68ajaWiyRK6k891DxxhJpm5aXyt9tm3mCgX+Yfd+vnPwKOliCaci0xoO0VkVodrnwaOpOGSZomHyw6MnODO/inwzEQSBlnCI184OUJh3vNBNc4FQ55Vi2za5ks439x/hn/YeIJHLo8kSTaEAXVVRYj4PPocDhyJj2zbPnei9qom9IHD9Zck2WJfJ06iMd8qbL8qqMS0LbBtZFFlRXT6vKyXm9Vw0yfLd2T/vNS5mz3qlNIeC3NbSSF88wZmpOPuGRtnZWXZ7m0xl2N1XnmyvqI6yunZpV5P3ArZt09RVS8faRnrePkcuU+Szf3I/3/3bF8sl/ZcJTkiSyCfuWccn7lm36DOfy8FvPLKV9R2XXtg9em6MU0NT13wOI9k54oUc6yO12LbN62P93F3XesX7K6LEJ5rXU+vyEdLcbI02zbvY+fhI09qKaP618oEJTkhiBId6GyX9GCX9FKqyGuEaL54sSwTCHlRVprouiNOtYugmbo+DxHQGRZFIz+VJxDP4Ai5ymQLNnTEaWqP0Hh9F1RQM3UTVZBSlvMI73D+NbdkoqoRl2SRns8wlciRmMjicakVgy+3RCIQ8RGN+VqypRxAEdr94nHCVj7qmMPHJOepbIqiqzFDfNPJ8HZQ4X3oyNZ7E7XHQ3l3L6WMjnDk+Sih69Z7WgiDgUDcR8v8JqczXKST3np+4CgKi6Cfg/cNlK9ZfECRRxCVrTBaS5Ixi2WVj/oUtzv+OnJKGV3Fxcm6ETCyPW3KQM4vsmj5B1li6vEcTFWRRZDw/S8kyUAQJa35VRRAEXJLGllAHRxJ9vDx5hEdrt+CUVFJGnjdnTpE3S2wJd97Ul1jeLJIzitR7I5XgSMEocShxjulikhZP9U079jLLLLPMMgs5Ox2nP54AwOfUWBU7n1GjmxbPHe/lqaMnyOsG3bEqvrh9Cxvqa/BoKposl10GRIHxuRQ/O332lgQnTMvm1TP9fOvAEbIlnZZwkN++Yytbm+orwRJZFBEFgZlsjj39g7ckOCEJ5Qm2QHkifmRkgplM7rLilBdj/9AIf79nH6lCkZjPw5d2bOXOtib880GJd84xW9I5Pj51VcGJG4E5H0C5sEzj3eiWRU4vlw1pslwupbhgW6/DUS6xkCUeW93FR9asXLKdpfBo6ge6APThlR38+OhJkvkCr57p4/aWBlyqypsDw0xlMjgVmR2tjQRvsjDt9eB0OxBEgZG+KYZ6JygVdAZPj2MZ1mXLMS6HJIl4XJfPUHFqyjXbC2f1Er2JGQYzSWIuL4ZlsWt88KqCE4IgEHa4ebxxTeVvtm2zMdIwH9y7Pj4wwQlRDOD3foGZxH8kPvef8Xt+G4e2FVFY7Md+HmHJh5fmUNh8RwfnTo5TKuqYpsWqDU14Ay7Sc3nqmkLUNoRIzKTpXFOHIAoU8+UH3bqt5S9fUWU6VtXhC7ho6YphGTZjw3E0h0Io6iWbLlDTECI9l6OqJlCJFoerfKy/rY2ZiTnMkIem9ijt3XU0tkUJhj0U8yVy2SK+gIvOVXU43Ror1zUSinhYsbaB5GyWfL5EYiaD1+ekdUXtNU/sBEHD7fzQfNCnB8OcBkFAlmKo8gokaWlF4mXef3hkJ+sDLfx0/CB/e/ZZYo4ghm1wb9U6unzlCG+NM8SGYCu7Z05g2CY1jiCThSSDuWmqtaUzgWqdYRpcEV6cOEzR0vHITizb4pcadhDWvIiCwB3Rbo7NDfCNwVfpTY9R5fAzlotzKNnHA9Xr2Rxqv6ZzGsvH6U2PkdHzHE6eo2QZvD59nJF8HJ/spNvfSFD1EFQ9tHtqOJA4yz/1/Ywqzc9oPs5UIYlLcix4CBuWydnMGMO5GZKlLGP5WdJ6nmfG9uGVnUQdflb6Gq7L7WSZZZZZ5oOIbduUTJOfnjzDZCoDlK05V8ailW1SxSKvnOkjrxt4NY0v7djCgyvaFw3kbdvGsCxyN0hj4XLkDZ1XevvIlsqZHJ+7bROPrV6xZBq/eQv7JQhlW9Uan5exVJpj4xMcGRun2ue5Jn2Bl3v7SBWKaLLEExvX8skNq5fMwrBtm2yptEQLNxfLtpnN5iga5pKWo/a81ejkvL1qxF3Wp7jwSjTMZ+oYpkUilyfocr5nV/nfSwiCQEdVhG3NDbzUe443+4cZTszREAzwxrkBirpBfcDPXe0t7+nrWd0QYt32DpLTaTbc0UViOsVbL/bQub4RRb32aXVzLMg969sI+y4v+OrSlHm9wKs/zmh2jt0Tg/SlZpnIpjFti3b/1YlIG5bJ0dkxat1+Ys7yPFoQBKQbFHr7wAQnLGuWQnEvouCkUHyLkt6LLEYRxSCCsHSETlVXEfb/+ZKfRar9ROZ95y8kGiv/bds9563Cttx53tM7GC6nfymqTOu83Zp33hO9pSu2oK3O1XXousHQ2SlKpbJCudvrpG1FDV1r6pdsf+3WxZGvztXlbTtWnU8T2rTjxqVcSlIIp3R5m773I/FikqSertRnRR0hfPLlBW/eS0wXZsmbRaodYbRrnBS7JI1fabobj+zkaLKf0VyckObBuqBEyic7+ULbQ9Q6wxxN9jNTmKPNW8PvdzzKnpmTeGTnosFORPPyO+0f4pmxffSmRxERqXWFFqRRumUHn2t9gC5vPXtmTjI6O0NE8/FbbY+wI7oSl3Q+yiwgUOMMIQniAoHMpTiXmeDZsf3kzRK6ZdDkrub43CCnUyMEVDdhzUdQ9SALEl9qf5hnxvZzKjXMYHaSdk8tv9X+CLumjy8QJTJsk/2zZ9k/ewbDspAFiaDq5pXJo0iCRKsnRpO7ajk48T6nZOqMFWbxyM4FQq0/D2zbZqaYQrdNqh2B606nvJHEiykKpk61I4AsvrdTlm8073wvWbNAnTOMIl77cMu0LYayU3gUJxHV9756/9xITMtmT98QTx7qoWSaaLLER9Z241IvtBU1GJ8PXEQ9blrCwYuuMI7PpRm9iqyJd2wwYV5L6Sr0KkzTYmxeJyPodNJRFb6ovsBUJstQYu6K274eBEGgIeDn7o4WvnPwGEXD5KtvHWJFVZSmUOCq77XRufL1dKsqK6ujFy0Pmc3l6ZtJXHf/r4XB2SRjcylawku7ZgwlkhURy7ZIiMC7VvHX19fg0TTi2RwHR8aZSmep8r73xoWScH7yqt9ibZWLEXA6uK+rjbcGhxmdS3FwZJxMscTZ6Tg2sL21kVr/z/edejkEUSBSE0BzKOSzRQIRLx//0k40p4ooXfv7d+vKRtZ31OHSLj8+9LudPHrbSlY0XX3mbrM3yIeauhjLptgULds9B7Wrc1EqmAbfOLefJ1o3VoITN5IPTHDCMEeYnfu/Kv+2rDgl69Ipcza3JnJ9KRRFpm1l7c+7Gx9Y3p7t4bnxXSRKKeb0DL/b/kkejG1fWqDxPcqTIy9yPHWOP+n6DZrcNdfUhiAIVDsCfL7twUtuU+sM8YUltlkfXDpdTBREunz1dPnql/z8HUKql8frtvJ43dZLbqdJCl9se+iS27zDndFV3BldddntBEGg3hXht9ofXvRZh3fhb9MhqXym+V4+03zvFfXhSrBtm+HcNK9MHV30mSxIbAi20u1vumHHuxDdMpguzhHR/KjXMbm6lYzl4+yaPo5PcXNXdBUu2YFt24zm47w8eYQqh5/7qzdc12R5opDgvxz/Ftsj3Xyu9eK/iVuBYZv8c9/zTBfn+I/dv0JIuzEuNRfDsi3ixTQOScGrXHqF5xuDr3A2PcZ/7H6CmPPnl0n3s4mDeGUXW8OdlTK0C+lJDjCSn+GOyKrrshy+ENO2+OHIHvbOnuYv1/w6Mee1C0HmjAJ/0fN17oyu4guti59DHwQKus5LvX38z9feZDKdQRQE7ulo5Z6OlgVBb1EQ0OYnxEXToKAvbT2bKZX43qGeskDhFSIIAv75iWqmWGR0Ln3J8oB37/tOv3TTJF9a+rjZUonvHzpOMp+/4n5dL25N5RPrV7O7b4ihRJLDI+P85fOv8u927rikQ8NSonravDCpaVkXzYwo6AY/PHqCsbmbX06zFOdmZtnVN0h9wI8qL3wPpIslfnj0JEXDQJUktjTVVWxd36GzKsy2pnqePdHLsdEJnjzcw2/ctrEiorkUumlSMkzcVzDxvFH4HFolADY4m8Sy7WvKhrmRiILAXe3NfHN/kJ7xSV4700+2WGIilcGtqtzd3oJLfW8KYb7D1PAsT/3DKwyeHidU7ccf9vDFv/gYsnx9AXhVkVGXyOZZCo9L44sfvv3ajiPJrI/U0u4Pk9VLGJbFXKmAU77y624Dhm2hSTdnXPj+GG3eAGSpgWjwv1/VPpK0XEt+NUwXE7w5c5i7o5vx3yAbx583d0Y3si7QyYlUH//Y94Ofd3eW+YAymJvin/qep8Udw3lB1oUmKcScwZsWnBjLz/K1gZf4YtvDVDtujMr+zWYkN8O3Bl8joLrp8tbR4olh2hYHEmf5l/4XWO1v5t6qdcjX5cL93kFAoM4VwaM4r2t1/krJmUW+PfQa28JdbA13XXLbWmcYy7Z+7plCe+OnAFgTaMYtL86U3Bs/xYnUELdHrrx2fJmbQ4v58qwAACAASURBVMk0mUpnERAqZRenp6Z5pbePtwdHSOTyiILAlsY6/uCu2wm9a+LoUhW6a6o4OTnNZCrD0z2n8DsdhN1OBASKhsHoXIpvHzjGa2f7cSkKOf3KFqJkSaQ7VoUkljUTvnvwGA1BP82hAJIoYloWhmUhCgIRt7si0gmgyhKraqrZNzRKPJvjx8dOUuV1E/W4EQWBkmkynkrz/cPHee5kL5os37LSDiiXdvzGtg381Su7SRdL7O4bZCyVYmdnG9tbGol6yudjWTbpYpH+eILj41PEfB4+f/vmSjtramO8dPoc6WKJn/ScojUSotbvQxIEdNNkOpvj2eOn+e7Bnmuumb8eBMqlLP+69yCmZXFPRyvu+cnwbC7Pk4eP8+qZstB1RzTMgys7FvXT53Dwqc3rOD01Q9/MLF99+xCjyRSPr1lBjc+LIknY2OimSTybp2dskkOj4+zsaOEja7tv2bm2R8MEXU6S+QL7Bkd48nAPO1qacCgylm1jzrunBF2OBdlHN5uI28U9HS2cmJji6NgEeV3HsCw2xKJ0x6p+7gGUy5FJ5Yk1hQnH/Dz86e08+7XdV+aF+x5iIpfmX04eAEAWBWIuL7+5cvNl9jqPJkqsC9VxIjFBkyeEUzpf+iQIArIgXlcm0QcmOCGKQTyuJ37e3fiF5lSqn7fix9gaWoOfX4zghEd24ZFdzBSTSMu2kcv8nPn3Kz5Gt69xwd+WWgm+Edi2zUh+hlOpYYz3SEroleKQFHTLYKaYotldjW6b9GXGqdIC75sMkCtFEkQ+1XQPtm3fkpKOlJ7jUOIs6wItl932Y/Xbb1m/LkXMEeJUapi8WVwUnLCxSepZHJKKR74xWRPLXDv98QR/8exL5QBAUWcuXyBTKmFZZY8FTZa5q72ZP7j7dtqjoUUDYI+m8aHuTnadG2AyneXbB45yYHiMjmgYSRSYzuQ4OTFFMp/n4ZWdiKLIj4+dvKK+SYLAtqZ61tTEODw6zuHRcf7o+8/QEQ3Pu2wYpApFmkIB/uyBu6m+wMXBIcs8tLKDF+cFOH987CQnJqboqo4gixKz2RwnJqeYzea5p6OFkNvFdw8eu5GX9pKIgsBH13ajmxb/9OZ+pjJZzk7P0jeT4F/3HsStqbhUhZJhkioUMSwLAfjwu8Qg7+tq4yfHTnJ2ZpbXzvQzNJtkRawKpyyTzBc4NTnNVDrDxsZaumNV/Mveg7fsHAEciswdbc30Ts3w/768i28dOEqt3ws2DCaSTKQyWLZN2O3ic7dvoim4WC9LFAQ2N9TyB3ffzpdf38uZ6Tg/OHKcp4+fJupx4dU0DMsiVSiQyBcwTQtVlthQf22Zq9dKY9DP/V1t/NObB5jJ5vjLn75KezRM2O3CtCwypRLY8If33M6O1puzwLEUgiCws7ON7x48xnQmy4F8AU2W2NbcsOA3817F5XEQCHtJTKd49qu7yWVuXZbTjWIyl6HJG+CJjrWIgnBN2eCKKPLd/kPsjw9R4/RVgkoRzcOn2zYjLQcnLk/5BfbejsbdCmzbpmCVSOkZDMtAFmV8ihuHqFVe8pZtES/NYdoWYdVfWY2zbZu0kSVj5PAr3kq6dNrIkTMKHEycJGvkGS/MoNvllEWn5CCs+hcMICzbIm3kyBp5bGwcoopf8SAJ0oLtimaJpJ7Gr3gQBZGUnqVolhAFEa/iwi2VRYhKls5UYZaoFsS0LVJGBtMyUUQFv+JZpLNg2iYZI0/eKGDYJpIg4pKdeGXXTZvoLYVuGaSNHAWzWB7AiyIuyYHngn5MF2ZRRAW37GROT1M0dWRRwq940URl0cDMsAySeoaiWZrf7r3/oF/mypEF6aKr47ZtM1VM8vpUDz1zgxi2QZOrinur19PqiVUmiKO5OF85+wy/3nIfE4Uku6ePM6dnqXNG+OXGOwirPnrmBnhtuofjyQEmC0n+66knK6vf91ev577q9QiCwEQ+wVfOPsOnmu5mtpThjakeknqGmCPILzfeSa0zjGGZnEgNsWfmBEPZaSxsQqqHu6vWsDHYgSJK5M0S/9z3PG2eGlRR5q34aeb0HDFHkIdiG+n01V/VBFcSRMKaj7F8HNNuo2TpTORnF2gylJ9deV6f7uHg7BkKpk6VI8DO6nWs9DVUrvM7/f/ZxEHixTQ1ziBdvoZFxyyYJfbN9rJ7+gRzehaf4uLO6Co2BjtwyWVdlIyR5+/OPseOSDcuWeOlicNMFedwyxpPNN5Fh7eOM+lRvjP0Oh+q3cLJuSFOpUewLJvVgSbur95A1FHWNSqaOt8afJUzmTHyZpEOTy2fbt6J74JSC9u2yZlF9sZPcWD2DHN6FlmQaHRXcXfVGto9tZW+vzlziv2zvcRLaUQEmtxV3F+9gWZPNZIgMpSd4sXJw5xIDTGcm+HrAy/z7Ph+ANo8MT7f+hCiIGLbNt8afJUTqSHyZolGV5Rfa75vQbmJbduV67U3fopEKUNAcbMjuoqNwXZcsoZhmfxk7C1mS2k2Bzt4deooE4UEHtnJHdFV3BZegSZdWRpqjSPI3pmT5IwitlrWgjBti4jmw8ImaxQIqV5EBApmicOJPnbPHGemmMKruLg9vIKt4S5c0vn35L/1v4hbdrAl1MmLE4foy04gCxIPxjay7SIZJSVL543pHt6cOcX91RvYGu5CACaLSXZNH+fk3BB5q4RL0ljpa+De6nWELshCLJo6z08cZN/saXJGkTpnhIdrNtHqiVWu/UwxxevTPRyb66dkGTQ4I+ysXk+7txZJEMkZBf6x73lW+5vRLYO34qcpWTrd/kYeqN5IRPv5alrkdZ3eqRmgPGKTJRGnIuPRVNoiYR5b3cVd7c2EXa4l+ykKAlua6vnjnXfwb28fYmg2yempaU5MTCEKAg5ZJuxx8bF13Xx6y3peO9PPC6fOXFHfBEGgLuDjT++/k6/seoue8SnShSJvDQyDALIoosly2VpSWLzv6ppq/uyBu/jHNw/QNzPLuZlZTk/NlEtRZImQy8Wvbl7HZ7du4NjYBM/0nLrey3nFCIKAW1P5lU1r6agK8+ThHo6MTDBXKFDQDZK5fCVrRZUkvJpKwOmgNRJc0EZLKMj/8fBOvrLrLU5NTjOUmKM/nkCY38/vdPDY6hV8YftmZrI5fnDkxC07RygvcK+KVfHExjX8696D9IxPMjaXwjAtJFHEO3+f/fq2Ddw7b3O5FKIo8kBXGzU+L989dIy3B0ZI5PNMpDKMWqn5+0HCIct4XCrdsSrW1saWbOtmIYsin9mynqJh8uLps8zm8pyYmMK2bURRRJVEYj7vpRzibxqNwbLOyZOHetAtizqvb1GJ1nuV6oYQ3qCLdCLH2WNDNLTHKo6K10NRN0im8zg0Ba9Tu37b3EvgVzWmC1l64hP4NSeaJNPgWayjeDEsbHKGzoZwPWCTM86XcLlk9boTST4wwYkLsbExjBF04wymOYNt64iiG1mqQ1W6EISrt9Z8P2DbNuOFaZ4d38WhxElSehaf4mZTsJtHa++iSiuvQuiWwTNjr7N/9gSfb/0o6wJdiIJI1szztYGnOZsZ4rfbP0mnt4msUeDJ4Rc4PneOkfwkhmXyP3q/UZkAbAyu5HfaP1mJyhmWwdG5M/x0fDdnM0OYtkXMEeb+6tu4K7ppQSChLzvCv/T/kI/U7SSlZ3h58i3GCjM4RY2P1N/LQ7HtqILCSG6S//3Y/+KLbb/EmfQgBxMnyRg5Qqqfu6KbeDi2A8/8gN20Td6O9/DK1D76s6PkzQKKqNDhaeCx2rtZ5W+/6at8NjYZPc8b0wfYEz/CcG4CwzbwyC7W+Dv4bPOH8SluAL5y7ruE1QCtnnpennybycIMXsXNHZGNPFKzg4B6XoimYBbZNX2I5yf2MFGYwa94uD2yjrxZWA7LfQCIl1L83dlnGcpNsyHYhiYqnEqPcDQ5wO93Pk6Xt2w9nDeL7J/tJaL5mC2lqXdGCKoesmYReV5EVBUVGlwR4sUUo/k46wIt+NXyPVnnilSOWbBKHEycxae4SOlZ6pxhgqqHlJFDmm+rZBnsnjnBWC5OgyuKJIicSA3x5TM/4U9WfII1gRYs2+LE3BBvxU9T6wzR7K7Gp7g4MHuW3vQof979xILjXg5VVKh3RujPTlKyDJKlLCXLIKL5SBvlVY6Mkeer/S+yb/YMG4Nt1Ltc9Gcm+JveH/G51oe4LbwCURA4lR7hb3p/hFt2sNrfRN4s8aORN5ktZSrHK1k6z43v58eje1nha6DNU8tEfpb/7+yzfKLhTh6r3YosShiWRc/cIHmziGlbVGl+2jwxxguziPOZWRmjwJ6Zk4zNB1Oa3dVMFZL8YGQ3s6U0X2p7BEWUkQWRjaF2qhwBfjL2Fmcz4xiWueA6GLbFS5OH+c7Q66wPttLhrSOl5xjITtKZq6sEJ+b0LK9NHUURZdo8MXTL5M2Zk/SmR/nTlb9MtSOAKIhUOwLkjAIn54Zo99bR7i2vBEY1PxfOxtYF24hoPp4Z38fZ9Bi6tbC+XrcMnh3fx1Mje1jpa6TTW89EYZa/O/ssH63fzsfqb8fGZiwf56XJIxyfG6TBFaXdU8vx1CBfPvMTHJLCltDSGhLvptoRJKlnyZlFipbOX/c+xWwpw5+t/CQBxU3BLNHsrsa0LV6ZPMLXB1+m01tPl7ee6eIc/9j3PGP5WT7ZeCeKUB429WUmmC2lOZcZRxVl2jw1laCHIAiVevx3sGybN6aO89WBl7mnag2rA80IQN4s8dX+FzmdHmFTsAOHpBIvpjiVGmFTqKMSnBAQeDN+itF8nFZPjLxZ4q34KQayE/xZ9xNENB+JUoZ/OPcc5zLjbAi245BUzqRH+eveH/J7HY+zyteIYZfvwcOJPhpcEeqcETJGnqdH32Yin+BLbY/cMN2NK8WjaXxk7UrShQstpwUUScTr0Kj1eemsitAaDeFSLm+hp8kyj65awYaGWt4eGGFgNkGupKPKMrV+L+vrauiqjqBKEhsbavn05nX4HQ48V6AHIIkiGxpq+X8+8jAHhsfonZwmkS8gCgIeTSXm87CiOkrQufgaqrLEzs42VtVU8/bACOfis2SLJRRJIubzsL6uhpWxKjRZwrQsPr1lPZosLxJkvJk4FJnbWxrZUF9LX3yWE+NTjM6lKt+NJsuE3E7q/D5WVEcXiRfKksjWpnpaIyH2DY1wZmqGVKGILIpEPW7W1MVYXVOFW1Xxahq/tmU9umkS9bgv2qe721uo9fvwOlTCruu7Ny2r7Piyo6WJlbEq9g+O0DsVJ10s4lIV2iNhNjfWUeV1X3aiLEsSa+tidFZFGJhNcGysHOjIFEuIgoDXoVEfKF+nxqAfp7I4mFrr9/Hx9d0UdIP1l8mscKkKD6xopzsWJebz4nVc2nJSEASqvR7+eOcdPNLdwaGRcabTWUqmiUtVCLlctEaCrK6tumgb6+pqeGLjGmwbGpbIIrlWPJrKhvoaftJzioJusKGhhpbw+6N01CgZHH7jNJPDcWwbinmd5pW11+1U0Ts0zd98/3XWtNTw649swe+5ec9hRZLI6iV+PHAKEahx+/jSqktrul2IJsr8Zse2JYMQAlxX1gR8AIMThjlFJvck2dzT6OYQlpUCTATBgSSGUJVuvO5fxem4B1G4vNfs+4mEnuJf+3/MaH6Kh2N3UOeqYjA7xnPju0nqab7Y+kt4FTeapPJA7HbOZUb4/shLVDvCRLUQu6YPsW+2h080PEC7pwEBAYekck/VFm4Pr+Mbg8+S1NN8qvFhQmo5AudV3JXAhGVbHJs7y9+fe5JGVw2fb/kYsiizb/Y43xl+Hsu2uD92W2VSY9k2KT3LCxN7cEoO7qnail/xMFWcpc5ZVZlI2dhkzTzfG36BNk89v9b8GAIir03v5wcjLxLVgtwR3VDOzEAgqaeJaAG2R9bhkV1MFGb40eirfG3gaf7Dil+n2nF1ljpXS8Es8aPRV3hhYg/d/jZ+rekxnJLGdDFByTJwXuA+UTBL7I0fJa1n+VDNHXgUF0eSvfx0YjcmFp9qfBhJkLBsiwOJk/zrwI9Z7W/jlxrux7RM3po9xtFkL+7ldOVfCL585icLUs8DqofPNt9HzBFk98wJjs8N8b91fYRtoXJAcTQf57+d+j5Pjezh9zserwgYWtiM5mf4o86PUeMMIVDWEnBKGqIg0O1vpNNbh2XbnJwb4sHYJupcS/8uLNtmJDfDH3V9hAZXFAFhvq3yQN8pqXyy4S5kUcQnl49/LjPOfzr2NY4k+1ntbwbKAoK6ZfBE412sC7RiY/Py5FG+cvZpTqVGrio4oYgS9a4IhxLnKFk6/dkJXLKDakeQVKacsXV8boifThzgt9sf5aHYJmRBJKXn+KvTT/GD4d20e2oIa16eH9+Pbdv8bvtjdHjrMGyT58b28T/P/BgoB31Hc3G+M/Qaj9fexscbduAQFXJmkb86/RTPTxxgc6iD+vn+29icTY/z71Z8lNX+ZkQE8mZpQblJwSxR7Qjw+x2PE9K85I0S//30D+hJDjJdnKPWGUYSJdYGWljpa+Bw8hzxYnrRdShZOmfSY4RVL59tvo8qLYCNzZyeW6BdEtUC/E7Ho/gVN5qoYGPT7K7mb3p/xGQhQZXmp94Vod4V4XDiHK9OHeO2cBd3Va1ZdExBEFjlb2SVv5ETqWHOZcYXbTOcn+FHo29yV3Q1n2q6B4/sJG+W+Prgyzw3vo+1gRaa3VXz16LIHZFVPFa3FUWUOZse4z/3fJ3DiT7WBVqvSM8irHkpWTpZo8BIboapQtkJYSQ3g+KRylkzmp+p4hw/GNnDxmA7n299CL/ipmjpfH94Nz+bOMjaQAtrAs3z3yMM56Z5vHYbd1etRhUVdNvAtsuZO4ZdDhRJgoBhm7w8eZgnh3dxX/V6Pt6wHfd8FsacnmUwO8VqfzOfa30QTVQw5rP7vPIFWTDYyILIrzXfx0pfA4Zt0eB6i28Nvsq59BhBxc3bs6c5lDzH73d8mB2RbiRBZKqY5L+e/D7fG3qdhhUfn9dyMJFFic+23E+rO0bJMvjR6Js8ObyLO6Or2RLufPclvKmE3S7+w3133tA2ZUmkMRig8TITqs6qCH96/9W5jYmCQNjt4sEV7Ty44uqsrCVRpNbv46PrLq090BwO8sc777iqtm8UoiDgUhVW11SzuubqtddEUaDK6+bRVV2w6uK6NNU+D39w9+VF/T6zdf1V9+Fi2JRdX0RRIOJ28XB3Jw9fhwzEO9eqO1ZFd+zik/yL0VUd4c8euPuKtvU7HXxpx5aral8QBByKzMaGOjY21F1+h3fxwIp2HrjKe/xKKBoG/fEEJaPsunNfZ9uSwZvrxbB0ds/8hIKZ5cHYZ6564fl0aj+n0we5Pfwhoo6ycPv4UJzeI0Nse2A1siKhOdUbsqA9NJng9OAUtWE/2nVYkl4JtW4fn2hbQ6KYZ2O0llSpePmdLkAQBGRRJFkqMJVPo4gSjZ4gumUiIHC93+QHKjhhWgmSqb8infsOIKHITYhKNwIStp3HMMfJFV6hpJ8g6PszPK7HEYRfDMs/27Z5O97Ducwwn2p6hLujm5FFiVW+NkqWwU8ndnMi1ce2cHmwWeOI8PH6+/j7c0/y7PgutoZW89z4G2wMdnNndFMlgFBeaSunOPsVDyWrRLunkZhz8USiZOm8MPEmmqjymaZHqXfFEIAVvhZGT07y6vR+NgZXEnWEFuyTNfL8ZstHqXdWIwoipl2++d+9YuaRXXy2+cOE1QACUOUI0pse4FSqn63hNTglCVEQua96G7Zto4gyAgKmbZEopXhq5GWSerqSQXKzGMqN8+rU22wIruCzzY8TUH0ICFi2iYW9ZNr+wzV3sCbQgYhAp7eZqUKc/bPHubdqC3XOKgzb5NWpfXhkJ7/S+AhNrhpsoNldS392FNN+f2kGLLM0QdVLSD1fquNVXJWyiONzQ9Q4Q6z0NSLNO1FUOwJsCrbz9NjbzOm5Be4KG4LtxJzByurQUkKBV8r6YCu1znDlN3lhW4Ig4FWcjOZmODlXrvvPzq9g54zigsh7u6eWTm99pZ06ZxiP7CSpZ7haqh0BipbOnJ5jKDtFSPVWSh4s2+L43CBe2cm6QAvK/PXyq262hbv4h76fMlFIoIgSQ7lp6l0R2jw1iIKAgsRKXwPhC7KW+jITTBXmyJtFXrvAVUW3TCYLCWaKc5XgBMBKfwNt7ppKltY7ZR8Xsi28gqDqQUDAJWs0uqoYyEySM658EKGJCl3eOt6On+I7Q6+zPdJNu6eWgHo+aAzllQ6P7KxkAxQtnfFCgqKlU7JuvChfb2oEw7LYGGrHI5fL81yyxu3hlbw2dZRTqeFKcMKvuLk9shJVLA93wpqPakeIZClzxc81h6QSUDzES2lmS2m8ipMaR4gz6VGCqoeCVSKi+TmbHiNnFtkc6sSvlK0BHZLKbeEVvDBxgJ65gUpwAqDWGWJNoBl1vsROFRYPyVRR4e34aZ4a2cMDsQ38csMdOKTzg9mA4qbZXc3BxFmeGtnD+kArLZ4Ygfnv/kJW+Zto8cQQBAFFkGhwRXGICkk9S8HSOT43SJUWYJW/seJGE9H8bA518O2h10iWsgTnnx/tnhoaXJFyv0WZVf4mnhl7mzOZ0VsenFhmmWU+WEyls7x+bgDLtumsirCqpvqmlHTYWIzn+8kac5RDU1d3jGRphsHsKTYE76n8TZYlorVBOtY04PTcuKymbKGIZdvURvxoV+jaca2MZlI81ddDRi+xNhzjyXPH+L01V+7+Ydk2Z1IzfPnk65xOTrE6WMOfr3+I/TOD5AydxxtXX1cmyQcmOGHbOpncD8jkfoCqrMbv+Tyq0o0oBuaDEwVMa4pc4UVSma+RTP8PVGUFmnp5q8H3AyVL53R6AFmUqHVESernV9lCqh/LtujPjlaCE6IgstrfzoOx7Tw7/gYHZk8QUL38UsP9+OSLp99dikQpxbnMECt85bqyeClZ+axKC3EwcZKknlkQnJAEkU5vE02umspgThSWvm1X+doIqf7KAy6o+AgqPjJGDuuCQawiyBRtnbSRw7RNLNvGr3jRbQPDunJbsWvlVKofw7bYFl5D6AI9joudV40zSq0zWpnI+BUPHd4mzmVGmMjPUOesIqPnGMlN0ultIqqVvbsFoNZZRZ2ziuHc5E0/r2VuPr/adA+rlnDmSJQyJEsZgqoHRTjvQiEKIiHNS6KUWTTJDC0x+blWgqpnyfR62y6LDX536HV65gZxSRo+xYUkiBTMEva7kgK9inPBir4oiIgIWNdQFFvtCOKRHZxJjzJWmKXdU4s+X/ZgA7OldCVT4EJCmo+sUSBvFsmbJUqmjs/lqkz2ypaA6oIATLxUtsTbGz+FM7kwoN3uqV20uh9Q3Je1Mg2r3gXfjyxK2LDoml0KWZS4p3otsijx4sQhDs6eJeYMcm/VOnZEu/HITmzbpj87wbcGX2MsP0tQ9eCRHaSMHJZt35R65ISeQRVl3POBiXcIqm4s2yapZypnqYoygQsCcgJlJXDrKq6DJipEHX7G8nEyep4VvgbqnGF2TR+n1ROjaOpENT/H5vqRBBGfslDPwK+W/z1bWmgd6ZYdOKVLr5pN5BP8YGQ3iVKGGmcIVZIXbO+UNT7TvJOXJ4/wyuRRXpo8TIsnxsOxzawLtCy4T959v0qCiCCIZeV92yJReQacf5cICIQ1L8lShuL8M0AAXJJW2U4QBFyShirKzJVyV3xdl7m19IxN8LV9R8gUr26VcykUSeLRVV03ZVV8mWUuhWVZvHa2n77pWTRZ4q72Fur8759yelESObKnl74TozicKuGYn0/8zn1I12kl6tRUVEVGkm7+dZgt5qj3+BnNplAliVSpcFX7lyyD7/UfIqp52NzeyJtTZYcbWZDYM9XLow2ruJ7T+MAEJ0xrhmzuaUQxQMj/5zjUzQiCyIVRNJkaFLkVEEimv0y+8MovVHAiY+SYKszy307/24KJRMnSyZtFCubCF54iymyPrOP16QMMZsd4MHY7NY7oNT9AMkaOkmXwdvwYx+fOLWgna+SxbRvTXlgzLQkSPsVzRcf0q94FUy0BoVzycMEg1rRNzmVG2Bs/Sl9mhJKlY9lWJVhzK3SBUnoWVZTLJS9XcF6aqCzKpvDKbkzbpGCVRWhyZh59XrdiwcBUEPDIrmXNiV9wREHAKakUzNKC+922bfJmCYekVLKd3uFGBSYu1ZaFzb54L8+M7eOzzfexs3odiiiTN4scnxtcsp0b1S+/4iakejmcOEeylKHNE+NUarTyuUvWKJj6otX3vFmc13SQkAUZURApWsaCSallW5W0fSiXriiixG+1fYgOb+2ic3p3ZsSVnOeNWkXyyE7ur97AtnAXJ1PDvDx5hK/2v0jR0vlw3W0ULJ0fjezlVGqYP+z8KB3eWmRRpCc5yN6ZmyPI55S0ShnPheTN8vPMISoXXB0B8TrvCU1SiGp+RnNx4sUUH63fTpXDz88mDjGcm0EWRFyyhkPSsGyborkwkFcwdWybJUpILv89Fi2dX2rYwUB2kieHd1HnjLDS17Dg2R9zBPlEwx3srF7HocRZfjZxiL87+wx/1PUxuv3n3XlE4eJHKz8DNGZL6XcFbsqiqJqkIC947xuYtlUpj9RtE9O2rlhkdJlbz3Q2x2tn+0nkrt8dQJUkVl1DGcIyy1wPhmVxbHSC780LYXaEwzy0sgNZuvqJfcZIMpEfoMbZSkqPkyzNIIsKVY4GfHJwfo73DgJZM81UYZiCmcUhual2NOKSzgdFbNtmtjRBvDiOhUVIrV5yMaCqPsiX/uLjWGZ57KCoMuINEMRsqQnhczkYnZ6jqJs4bmJpR1BzktVL9M3N8o3Th6lx+S6/0wXolsl4bo7f7LytrIc0H5zwqw5yemmR5tLV8oEJTlhWkpJ+EodjBw51A4Kw1A9BQBS9OLW7SWW+TlG/dTZONxtJEFFEmbAa4InGh3C9K4VbgoN9EQAAIABJREFUQKDGGV3wN9M2OZQ4ScbI4le8HE6eZkdkQ2VlfikudTsqooIoCKwNdLEjsgH5XaJWIiK17+pD+e9XNjC9VAqRTfnBM5Ad43+d+RZOycF91duIakFUUeFw4hTfHv7pFR3nelFFuTwwNxdOeC6GbhkLJkIARauEIIiVVXJZlBEpi5lanJ9s2ba9aN9lfvFwShqd3nqeG9/HRCGBd16XImcW6UkO0OGtw3MNZRuyIKHbRsV952oxLJOR/DSqKLMt3EVQ9WBj05cZJ2de/+rfpRAFgQZXlKdH3yasealxhCvBCUkQWeFr4NmxfQznpql2BBEAwzY5muynxhEiovnxKy4imp/x/CzTxTmimh8bm4lCgpliqnKsFncNsiAxmJtiXbAVZd55yLTMBRPAW41l2+iWgSxKBBQPt4dX0uGt47/0fIv9s2d4vG4bOaPAaH6GmDPExlAb4nyp21BuasmMFVmUsLAoWPoVPb+WosNbh26bnMuMs8LXgCKU2zw+N4gsSrR4bqyqvSaWgxMHE+ewbZs6V5gaR5Cg6uHA7Jn58ii5UrrTmx5hQ7ANVZSxsDmZGsa0TTo8tVd9vlWOAPdWrUMQBP769FP8w7nn+KOuj9HoKgf6Tduad5eSqXGGiDm20OCK8n8e/yZnMqOs9C92hrnYOXb56nly+A3G87ME5kWVC2aJY8kB2r11FQ2Lsl7GDPFSiiotgIXNUG6KjFGolNMs896jNRzit+/YSkG//gxPSRTY0lh/A3q1zDIXJ57N8frZgbIRgWnRH0/w6pk+BmaTOBWFT21aS1s4dPmGlmCiMMQPRr5Ct28rk4VBCmaOolUg6qhjZ9UnqXW2AuX5TcZI8uLEN5koDKBbJUpWgSbXSh6o+TQ+OYSNzUD2OC9Pfo+0kcAhunBI5f9sFi5glAo6B145wbkTo0iiSE1zhI9+4Z7rzpzobIiyc1M7bxzp42DvMJu7GlBk6aZklNR7/GypbkASRGRR5J661qvaX0CYz7TL41UcYJfHewOZBG7l+jU4PjDBCds2sOwckhgELhXhEhAEJ6LowrKvvs75vYpD0qhzVnEuM0y9s5oVvpZL3jyWbdGbHuS58d2s9newKbiSbw09xzPjr/NEw8OLghtQTsG2bAuTpeuAQ6qfiBYAbNYFOglcYJF2K7CwOJMeYqIwwx92fJrbI+uQ5u3XeuauzErsRtDgiqFbBueyI6wOtC9Zp3wh8dIcc3qGiBqouKmM5CZxiGpFeNSvePArXkbyk2SNPI55Uc2CVWK6MHtVKdDLvP9QBInbIit4K36Krw+8zCM1m9EkhYOzZzmXHeczzTvxK1dXjiUJIjFnEMuGF8YPsC28AgubmCNIjfP8YOJSryBJEKlxhChaOrtnTrAm0Ey8mOLlySMUzNIl9rwxtHpiJPUMLZ4YTvn8qreAwGp/M2sDLXx76DWKpo5HcXImPcaB2bM8ENtAjTOEIkjcEe3mn/te4MnhXWwNd5E1Cvxs4uCCzIYmdxUPxjbyzNjbSIJIy7zzw3i+/Nt7KLbphq9IZ4w8iVKGvFEipefJGUUGc1OkjTx+xYVfcZM18jw/cQCP7CSq+REFkcHsFLOldEU7wSlpVDuCHE32s3v6BEHVw0B2kjemjy8KIAOEVR9+xc2u6R78iguHqOKUNTq9ZbG1nFFktpSmZOnM6RnyZrlfBUvHpzjxKx6a3VXsiHTz7Ng+FEGi3hVlvDDLM2P7WO1vptu3uHTpepAFibDmYyQ3zZpAM1HNj1Mq63j8cHYP28IrkAWJOmeYu6JreGnyCF7ZRasnxlRxju8P76LDW8f6YNs196FK8/PZ5vv5696n+Obgq3yp7RHCmpfR3Ay7Zk5Q6wwRUNyYtsW+2TMookyVduXq+LIgsSXUwa7p43xj8BUerd2CU1I5khzgdHqETzbcRVD1kDOLiILAYG6SZ8beZn2gjZSR40cje6l3RVg1L1C7zHuPhoCfX9207qpKuy7FUr/vZZa5kcxksvzTm/uZSGWwsSkaJrpp4tFUPrF+NY+s6kK6DsvMrJFkqjjMzuonCKnVTBVHeH78a+yNP8fjtV8oOycBSX2aDnE9H6//A1TRQc/cbl6a/A4d3g2sDewga8zxxvSPAJuP1/8eASXCRGGAFya+gW4tHKtMjsySjGdwujXW7+hk4NRi0edrQZJEHt+xiulkhq/8cA8fum0lK5uqcWgKF7tEYb+bsO/qS+1n8jmOzIxTskz0kslbk8M0eq/8faNJMpsjDXyn/xBN7iDThQzfGzjMnsk+nmjdeN2uhx+Y4IQgaEhiAMMYw0ZHuMip27aNZSUwrTk08ea6NtxKREFke3gd++edMT5at5Mmdw0lS2emmGS8MM3W0Gp8Srm2N16a4/vDL6KKCh+t20mtM8pMMclToy/T6Krh3qoti2rMqxxBjiRPczrVj1d2VyYt3vlJkUtycG/VVr499FN+PPYqd0c345sfQI/kJhEEgY3BlUsKQt4YBFRRmfeCT5A3C1i2xen0AHvji7NkLNtCt0xsLEqWjk05i6FglpAEEUmQLls3vhQrfa20eRv42cQenJLGpmA3mqiQ1NPMFJOs8rctcNeIF5O8PPkWzhoN77xbx5FkL53eJupdZSVtVVTYFl7Dd4df4NXp/dxXtRULm13ThxjJT910tw7LsimWDDRVQhRFDMOkWCor18uyiKbKi4JhlmVTKOpYlo0klbe5Gl9nw7SwbRtZEhe0bZoWpmmhKDcn4nyjKJUMZFlEvMQA0TQtTMtCEkQ8suOiD3xBEGh1x/hi2yP8eHQvXzn7DJZtEdUCfLrpXu6Jrq3cq6Ig4pEcl713BUGg29fIxxu28+rkUV6dOoZLdvArjXdVghMiAm7ZURGUfDeyKLEtsoKh3DQvTBzkhYmDBFQ391VvQBHlBfXzLllbNIGX5oUSr+aZIAsSLklDpJw5EdUCdHrrcIoqqijhFMtBiirNz++0P8b3R3bxj33PY9omXsXF43XbeCi2seKecUdkFRmjwLNj+9g9c4Kw6mVHtBtREFFFuSL4+Wst9xEZ8/PCxEHSejntOqR6uC+2oRLIEIRyrb8qXfx8zn/XC6+pKsq4ZLViOXpw9iw/GXuLtJ5npjiHaVv87Zmn5x2U1vLR+tvLFtBGkWfG9pE3iojz5Qt3Va3mw3W3VUpOPla/nYJZ4h/7fooqKtQ4gjxauxXD/v/Ze+8oO677zvNTuV6OnXNCIzRyJAASJEgChCgmSaQSJYsee2RbY4/Dzu6sz4zDWrZ3bc/aa61tWcHWyApWJhVIkWIEEwASRM7oRjc65/f65Vdp/nivH9DoBtAAwST295w+OKhXdevWrVtV937v7/f9WrNsG6Oan081bud7vS/xd6ceQ5MU1ofbSuTEianzfPf8i0wZacbycQzb4kudT+CSNG6KLuHDtVvwSDqfaLgVj6zz4/69pK0suqSyIdLOvTWbcMsahm2iisqcKTEuSZ2lFXIlCIJAmRbAK7tY5KvFV9S6WBFs5OeDr1PtCqOIEqoo85G6rbgklSeH9pM0M6iiwppQC/fXbi5FJAHokgJcOXJEFeVCXxQEBEFgkb+GX2u+iy93PcETg6/xkbqtyKJET2qYxwf2YTo2oiAQ1fx8rH4bq0MtxbSRaU2IS58PsaAdIRbedfXucj7bsovH+vfwxbOPYzs2YbVQ1u0VqwrPvFVowzWhVhJGhn84+xMyZp4WXxUfr7+VqHZt4b3vdUx/56ef5SvBcmxM2yrohtyg9DPHcbBxyBXJWm2OFLxpiKKAeh1jjrcSlmNh2va82u9aMR0afi3lTqeLaUWR2mkokoRPK6RtaXOscF/PueY6943uH+808pZREOC9znG5rijUBP1MZXPkTBO/V6e1LMzOxW3sWNKKX39zgpI2NsuDW2jwLEYUJPxKhC7fUc4k3mA8P0RUqwIcgkoZ68N3lhw3FvvXs2/8KUZyfTg4jOeHOJ86xd3Vj1DnbkMUJHxKiDOJQ5xJHphxTsd28AXdyIpE4+Jqju7rKoxj39SVwJ5jPTy6+wij8SRd/eP87XdewO/V8ejqZdM8P3nnWj5y28prPtdELk0sl+GW6iY0ScYlX9viiSJK3FO/HEkUeW7wDDYORyYG+EjjKm6vbn/TaanCm80LuUF4yythWqOMTv4u+fwxIsE/w+PaUXTiuLgBHUxrmMmp/5dk+odEAn+M3/upt7pqbxssx+KNiRP8qP9Z4kai4Mde1GWodpXx2ZaPENGCZK083z3/c14aO8Bnmu5jY2Q5IiKTxhRf6fwhg9kxPtf6MVq8tTNe5GcSPXyl64eM5+PoooosSKwLd/Bw491A4eWfNNM8Pvgie8YPk7MMbOySyvmW6Crur91eGoAdi3fyhTPfYnv5Bh6q33nZ6+pM9vL7B/+GX2t6gLurbymRJhO5OH954quU62F+s/WjeCSdwewo/3ruMc6nBvEXbU41SWNZoJkf9D7NH3f8Jsv8LQiCQH96hMcHX2QsF2MsP0lnso8aVxlVehlexc3W6GrWha9dk8R2bM4me/nO+SfpzwyX9INFRGrdFfxm60OEik4Af3j478laOSr0CCO5CXKWQd7OU6lHebjxg7T56hEQcByH0dwk3+z5GcenulBFpRjKHMYlaXSl+viD9l+hwXNlH+3rxfn+CX7w0zf40N2raaiN0Nk9yhPPHKGnf4JtNy1i1+0dsyY5k7E0//Cvz+H16HjcKtu3Lqa5ITrvwUF37zjZnEFbUznSRfl+nd2jHDrWy67bl+PS39r86Wy2QK643dfu6rPvwDnamisIBdyX3Wd4dIqB4RitbWVMmkkq9OAVV+BtxyFpZkiaGWzHwSWpBC4RX8zbJiPZGAHZA3kBXVdQLhOO6DgOWStP3EhhOBayIBFQPKUJo2GbDGdjBFUPHkmf895N615MGSnMYk57UPGQNLMIFLQhHBxGc3EUQS44VBTLyVsG4/kEXlmf4TRyJUyfK6L6EQQYycbxyjpe2UXCzJCzCs4MglB4blJWloSRwXLsoviiB0W4MNB2HAfDMYnlU+SLg16/4iZhZlAEiYB6YdUiZxnEjcJ+hXeLglfWSwNly7EZzcbQi8Kgc33As1a+lEJy8QB7ykiTNnOENR+qKJMw0sSN9JypFz5FJ1gkmtNWjqSZwbBNHAoTZn8x4uHia5wy0ySNLODgkXXcss7kRaKhF+9rOhaxfIqcbSAg4JG1kmhlyswymU/OWS+PrBFSfYjFts/aBlNGCqNobRm4qF7TYqpZK0+lfiGV0HJsJnIJREG4rBDrnP3CzDFpJPHKrpJrS84yGMvFS9umz5u3TeJG4foUQcKveGYJX47lpnAch7Dmm5M0dJyCZWvWyhPV/KVn0LQtxnJxZFEirPpwgKSRIW3lMItOVLqkEiimmkDhmzGcjeGSNAIXiXVmrTyT+SR+xV0SaLUdh5SZIVF8B1xa1pSR5vcO/DNrQ218uvF2psw0juPgkV34Fde82/OdhOM4jOen6EmNlLZJgki1K0K5Pv/VP4CxbJwnh17no/W3XpWw7UkNs3f8JA/W33JDyYnXJ07z3MghwqqPnZVrqXuXptb0pkcZzcYRBYGA4qHGHeFccog94yd5sO6W0nehEHnbR9rMoUsqVa4wwXlqh12MrJUnlk9RoQfnfWxnYoBnRw7yiYbtM0SLE9kc46mC2KvfpRN2z1ywsRyb4cxkwVr7OidWb0X/eKfxo96XKdODbC27Pv0907KYSGfIGia24yCJAm5VJaBrSKL4psigs8nDfP3cn/Hpxv9Gi3dFqazXJ55m98gPua/2N6h3t/OD3v+fhDnBZ5r+GKW4ODGZH+FbPX9Fi2c5O6oe5kj8FX7a/1U+1vAHNHs6SmW9PPoT9k8+ywO1v0mdu+BiFBtPMNg9xsTIFPuePsailXXc9cktM8ah14PHXjzCv/xs3zUd8/DOtTx427Vb7Z6OjfKlY/uI6AWx70q3l0+1r5n38bbjMGVkcUkKSSNH3rZQJYmActWFr3nd8PdN5IQkhvG6HmA8f5CJ+P9F3jiGrm1ClqoRBAXbniJvnCWdeYJ07ll0dR1u/bZ3uto3FJIgsS68jGZvLWeS55nIxZFEqRBm664uTYhNx6TBU02rr4G1oaUlFj+sBvh4wy6OxztxiokCF/eyFm8d/3nRw5xKdBdSC0SVRs8FcbjCCqOHj9TdyfpwBz2pgm2bLimUaxGaPDUz2NlKPcJDdTuodV85/ziiBvm1pg+xLNAy44PglnXurbkVt3RhclDtKuc3Wx/i5NQ5YkYCl6jR5mvAr3iIqiGq9At2f5qk0uCppkIvRNBsK1tX+q3wcb6gIH8tEIsOJP950Sc4m+xlJDuB7di4ZRf17kr8l4Tf+xUPn2j4AAOZUcZzMbyym6WB5qJl6vSKrEC5HubXWz7M8akuRrOT+BQ3S3xNZO08Xcm+0v290XAch+OnBlBkidOdI9TXhGlpLGPHbct48rlj7Ni2dBYxAWDZNh6Pxmc+ehN73zjHawe7qa8tDAxsy0YQBeTiy940C1ESoiggSYVUnOrKAJIoIopCMeLJwbJsMtk88URRYLUYRTFdlm07BQcC+0JZUIzCsB0EUUASRWzbRpalUhnSJdEZ0+c7eKwXSRRZ2VGLUtx/+hwCArIsluqFALIkIQiFiIhVHXXI0sxjpnP4ZUnEcSAUdBMJeZAkEa+qY1o2hmnh2A6yXKiTbTtYto3jFPKIfRdNvqZh2w6mZYFTCB2scUWITWV4Zd8Z1qxooCzinXWN01AFhbBU6DuyXKi/YVg4TiHipVqPYNs2pmmXXgiSKGLZdol2dskqLkkttTO2UAhht53StojsR5LEUnsDiI5EhRbCdEx+Pvg6XcmhK/ZFTVTYWraMdv+FXOqLU1D8ihsuapuCYKwL7xUii6bJ00snPXORRJqkUC5dfnJUSJW5cn6tLqnUuWdr7/gV94z76lPc8yJsPLJ+VZtYoTjZuDT1p0IPzbmvIsiU6YHrPt90OS5JneHOcunvIXX2O1YSRMr0AJZjcyTew8ujx656rhXBJjZHl1Atz4yG1CSFGvdM2+uCG8uV7yNw1QgDQRAIqh5gZpvKojSrDwRUDwEuH5orCuKMfjyN6YnfzH2FefUNB/AqLrzKWxtV91ZhMp/kcKyLU1N9mI7FqlALqqgQ1fwlYsxybGRRKumo2I4NQsHtRUDAwUESJRb760pEoeXYpWgGcJAFqWD1jVPU9qkpfXfNovvPhXILylcODmaxHCikT8wVDTGtCbNn/CRrQq1siCzGJWklAtB2nGKUpliqmyAUvp3C9PnmeGfPvAaQBRGxmMJqOsV3t1io6/Q5TMdCEqRSyoiIMKvsx/v3MZybpNYVZTA7wS1ly/EqLiaLaVySJSKLEoZt8tXOn1PvLggKWo7FQ/XbqHZFZpU53UbT1ysWr8vG4WxigD3jJ3i48XZkQSrVc/q6TdsqisQKmMX7m7HyTOYS2I5TFC62AQe3puDVgiUB5OmIALl4zWO5ON/r3c1nW+9GvEjP69J6XY6An2//uNyK8nR9p+9f6Z4V+9LFffHSeknFci3HLorKz+zjpmOD4yBe2peK/166vdDPCvWNGylcskbeMq56DRf3Wyi8i2RRIuxxFcl5q+i2dFHb2hf6uE1hDDRdl+k+OX2cfVFdL9wHgUvnuyJiSWfuwraCwPWsOpfav9CXxEvS/kVhtpqd7tbIZw0yySxtK+oIlflvCBW1ZUUzrTWzv/1XQnn4+uYhpu1Q7vKypqwGVZLwKte2wJa1DP7+2PNUuwNsrWih2RcpvGtvUPTU+4acEAQJj+sDmFY3U8n/STz5RRKpbyEILgod28S2kzjk0JRVhPz/BUl6a1aZ30kIgkBECxK5Qi6rV3azrXzdnL/VuSupuwxZIAoFQcu5RC0vhiRINHtrafZeWYwpogXZXrHxivsABFUf99Rsm7VdlzRuLpvNBIbVAJujs5nGOyo3zfh/VAuyo/LKvr952+B8apD8PCxI3bJOrauixCr6FS9rQkuuepwD+GR3yeb1SvDKbjaEO2Ztv9w9uxHI5kwGh+MsX1LDwHCMdCaPx61d/UAglcpz7NQAQyNxmuqjpFI5Xtp7lsGROKoicdf2DkzT4qnnj5PNmbQ0lrF9azu9A5P89KnDtLdWcNvWxTi2w3Mvn+Lc+TFs20FVZJKpLM+/3MPAcAxZlrjzliUcPTnA4HCcvGHidqncv2sVE7E0L7xymmQqR11NiBVLath3oJv7d61iZCzBy/vOctf2DnwX+VnbjsPpzmF+8tRhVEWis2eUD965gtOdwxw7PYBpWgR8Lj64YwUHjvRy8Oh5BAQ2b2ihrbmC1w5088prZ/n4AxuoqQrx6utdnDxbmHiLosD9u1aRy5k8/vQRfD6d++5ahQB85ZsvEY14GR1PsmJpDas76nnh1dMMDsfo7Z/kpnXNbL95MeolHtm9/RO88GrhGpsboty2dTHPv3yKZ186SWfPGGtX1LN5/ex8+kzW4IVXT3O+bwJRFLh350qS6Rwv7TlLNmfQ3BClvjbCvjfOkUrn0DUFQYD1q5t47qWThIJuUuk8t25ppzzi47mXTjI4MoXLpXDPjpW88lonE7EU2ayBz6uzfWs7u189w47bCoTWU88fZ+vGVsIRN2HVR85lzKrjxVBEeVYawAJ+OSEAXlmnxnX19MsC6fLLsZK5gAJavFU0eir4Sf8ecpbBg/W3IAoCnclBdo8cwa+46UuPsr1iFa2+Gl4YOcyZRD+247ClbCnrw+30pcf5fu9uTMdiZbAFUYA9Yyc4Hu/BdCzSVo4N4cVsLlvK2cQAj/W9gkfWWBUq2G/+fPB1RnMxkmYWy7a4tWIlywIN7J84w4HJs4znpsjZBvfVbmZdeNGsaxjLxXm072UOTJ5lKDNBb3qMB+tvZiA3xZOD+0mYaapdEXZWrkOXFL7f+yIR1U9XaohyLcCH6rbOcOeaxu6RI3QmB8hbBlnbYHN0KevCizibHOD5kYLeT7OnijpPGb2pUdaE2/hWz7M8VLeN8+kRdEllXXjRrCdGESU2RZawrXwFL48d42Csi3XhRQxmJvlWz7MkzSwdgUZuLV+JV3ZxX+1N+BU3P+7fw/Mjh3iw7hbUS0hdB+hMDvCLof3kLIMKPcTd1RvpTg3xw96X6M+MM2WkWRFsYlWwhR/1v8KHa7cS1nx8v3c37f466lxlPNb/KlNGuji+KkyE90+cYd/EKUzbYnmwia1lHXy7+7milf0UiiBzd/VGREHgu+df4HDsHP9w5ifUuCJ8tL7QFo8P7CNr5Ylofj5YvYmwNlsrzYF594+VweY5CY7+9Bg/H3qdMs1Pd2qYTZElrAm1cmCyk9cnThcJuGa2RDsYycZ4fHAfCSNNUPXygaoNhDQvL40e41i8GwGB9ZFFrAu3c2qql+eHD5G1DWpcET5QvQEH+O75F6h2RTib6KfZW8XOqnUMZ2M8NbSfyVwCj+LiQ7VbcHA4PNnFmUQfluNwR8VqlgUa5ryGwewETw3uJ2Yk6U+PsSbcxs7KdTwx+BoBxU1PagS/4uaj9dvoy4zx1OB+0laWGlcZO6vWcjrRz1Bmgruq1pGzDb7d8zy7qtbz4/5XCapehrITVLnC3FN9E74iqergEDfGcHBKUcQxYxRFVHFJ89di8CthTMckacZnlJUwJ2e5CA6fH2fvL46ydH0z3oAbt1e/IZ+XaMBDNHDt+hHXdS7dTa03QG8yhiJK1HiubfFSESVWhmt4bvAMLw13UeX2c1vVIpYGK6lw+Qrk2JsgKt435ASAKLoJeD+HqiwjmX6MXP4gljWEg4ko+lCUVtz6bXhd96Mo1y98tYD3DybzU3y564eM5iauum+bt57PtX0cv3htL593ReLVZeA4DsMjcc6cG2FsIsnoeJJtNy2aNzmRTGXZ+8Y5LMvmofvWcfh4Py/uPcPS9ipOnhmipipEZbmfdCbP5g0tNNeXIUkiTfVRVi+vZ2IyCQ5MxFIcPTnArz+8lSMn+jl4tJczXSM88+JJViyt4XTXMGURH2PjSUJBN3dt7+Ar33yRwZEp9rzeSX1thK0bWks6FtmcwbnzY4yMJZAkcVbahiSKLFlUxZrl9VSW+9myoTAYSSSzJJNZHvl4IcRPEkVcukJlWYDewUn2HehmWXs1Wze2cuzUAIZZ+OhNTKZwaTIf+uBavvH9PfQNTLJiaS2b1jXz+sHuQrSBIDA4Euf+XatIZ/L8/NmjVFcE6ekd5/5dq3jh1dNUVwZnEROOU4iyiIQ9uF0qL+49y87blrFlQyvDo1M88IHVVJTN/WHq6hmlt2+Cjz2wHpemYNk2j/38IBtWN7FkURVf+/dXMAwLURSoLA8UVk4sm97+CSZiaT75kY0cPzXIa2+cY+f2Zfj9Lhzgpb1n2bSmmaHhODXVQe64ZQn//PXdZHMmiiJx6uwwQb+LqWSGSKiQlrIh0n6NvXMBv8wQBZEWbxUt3l++RYS3GjfOsPedgVBcLZ9eRRUFsUT6p80cx+M9/FrLLnZWrUURZBRRZlWohS3RZZxO9PH8yCHWh9up95TxUP0tfP3c06WIgYSZoTM1yOda72U8P8XjA/tYFWqh3V/L3TUbeWLgtVI94kaKvvQYn2u7l2Pxbp4ZOkCZFuDVsePsqt6AaVs8M3ygpMdyKcr1IL/e8gFytsHNZctZFWrBdhy+MfAMDZ5yNkaW8LOBvbw8doybyzroTg7jCbr4laY7sR37sjoAU0aa7tQwn2u7h770GM8MH6TBU8GzwwfZEGmn0V3Bv5x7kqydJ2PlGcvFSRoZRnIxetOjdAQaL9s/BAQMx2QsF8cnu5AFkbiR5NbyOwgoXr509mesDrWWVt6DqpflwUaeGtxP3jZnkROFdOMzRLUAu6rWk7ZyuGWNlaEWEmaGo7FuPtt6N4IgMJSZYDQbLzkgMUPbAAAgAElEQVSQTeQTZMwcL40dRRDgkeYdPD6wj858ktFcnOdHDnFfzWZ8ipuvdj5Bo6eCgcw4Ec3Hpxvv5BdDb7Bv4iQP1G7hgdotmI7F77V/qJR2dnCyE01S+WTj7WSt/GUjwkRBmHf/aPfX4pJmj4+ydp6TU+fZ0HgH2ytWIwkiI7kYu0eP8KHaLbgkja92PUGzt5oT8fOYtsV/aNlFzsrjU9x0JYc4Hu/hgdotpMwc3+vdTYu3mipXhA/X34zjOHyp83FWZVoo10N0JgZo8lTySPPOUnTF00Nv4JV1Ply7FcM2CaieQvQoNg833s6ByU5+MfQGrb7qOWyV4fXx07gljQ/X3cw3u5+hzVeDLqn0pkfBHeVTTXcUo5lkHh94jXZ/LWtCrTza9wp7x08iCRIxI1mMtrEZzcXI2wbdqSF2+tdxR+Vq/qXz55xK9M4g+47H99DiXU5AiTCRH+Zs4jAhtYKwOv9FuYhaRUSt5Gj8FRo87XjlEGO5AbqSRzCdmYsiqq6QTmbpPNqLqikEoz6WbXxvzRndRUeNvmS8oC8WvrZUMkWUuK9hBbtql3I8NsQrI+f4dud+LMdmW1Urn2ndiLRATswfoujCrd+Frm3CtiaxnQxgIwgqouBDkiLAteePL+D9iYga4PfaP4U1j8gJVVLfcmHKtxuO49A3OEnH4hrWr2rgpb1n6R2YpLpyfnm/FeV+HrxnLU88fZTO7jFyeZOaqhCb17WweV0L0bAXXVPQVJmjJwc4fLyfj92/Hu0S/2fDtBFFAV1TcLtUJEkkb1hUVQTYvL6FzetbCAU8PP7MEWqrQ6iKhEtXMY2CcKffpyOKAjIFtnfpoioOHe8jHs9w+y1L5kxLAUAopExMQ5JEKsr96FphADaVyPLcS6fYdXsHDjA6lrhsW9RUh9A1GbeuYJpz27+6dZXKigADgzEkqUB8aKrMY08eojzio65mdui3Zdk8vfskDXVhGmojHD7eVwp3dJyZoY+XwjAsNE1BlSUkScQwLSzLxqUryEUR02zOxOvRUBUJXVeJTxVSahRFQlVkdF3BshxOnB6iu3ecLetbOHSstxTCWlcdRpElXJqCYVqsXl7P7ldPI4oiK5bUIr9Je64FLGABF+CRdf5o2Sdw/dJGGDlUusI0e6tKqVdJI8OhyU760mPEjBTjucSstNSLsdhXR7keRJdUHByyVq60UnsplgUaCGs+at1l7B49go2DJqn0pUeBQtTO5QQu50LGyjGWi3NPzSZCqpdFvloOxjrJFS2BVwSbZqXtzYUl/nqiWiH1ynIsJvMJDse6GMsVNMFiRhLRW1XUq4qzyF/L+fQIlmPN0DW5GDnb4PHBveyfPEOZ5mdn1XrGc1M0e6qodZfhk12okkzCTM84bjq9YC5IgsTyYBM/7t/DD3pfYlN0CZF5pqA6TmHlfCAzwbJAAwHFQ0ewkXOpIeL5FIdiXeRtE0WQydkGU0YaXVLpCDQRUr1UuyPFiIC5HeY6Ao18r/dFvnv+BTZFlsyZZnY1XNo/8pY5JzmBU3BCavfXFfqd49CZH+RIrIu8baAIMnnbImGkWeyv42i8m2/3PMf6cDvLAg0MZSY5FOsiYaQL6Z6OTcLIkDDTvD5+moyV53xqBKOYauKSNVYEm0rpX7F8krHcFB+MbpyhoyQKIssCDQQVL3XuMvaMncCwzTnJCY+iM5SdoCc1hINTEhAWgBXB5lK/TRoZJvJTrAw2E1Z9LPLVcjrRR/VlouACiocWbzXlWpAGTwUD6XEoDnUUofCMPtr/RSRBJmFMIAoSmyK70CUPpjM/VzCfEmJr2b28MPIjvt3zN7gkH5ZjElTKZrl15DJ5fCEPyza0IMkSLo/Gu1h7fU50TU0wmkny0bYVpIw8v+g9y5qyuUnUK0GVZFaEq6lxB2jzl/FozxFeHu7iU60b3pRA6PuOnIAC6y4JoaKt6AIWcP2QRZlK/a1zdZl2RdHm+pi9C5DLm5zvn6RjcTVtzRVksgYHjvZSXRnghVdOc7pzmFde7+SWTW2XdaXweXSWLa5m7xtdbNu8iGOnBnjtYA+iKLB962JGxyc5eKwP0zAxDAschyMn+nn9UA/JZJZw2MvStiqCfhf//uhr5PJmMboiwsmzQ7x2sBtRFLllUxtASTkfClEpq5bVsef1Ls50jhCN+LhlUyvNDWXsO9CNZdk01F5eI6Ai6uP1Q+dJZ/LcclOByb94UCeKhcHToWN9DI3G8XtdpNJ59h04x9lzI2iqjOMU0kQEYWaO7+muYV59vYvO7hFefu0sa5Y3gMCMnD4HyBcjFwRRIJnKEvS7Zg0sNU2mq3uMoZGp0m/TxMbPnz3GmuX1rFg2O82qribMG0fO84OfvYGmKmzbvIiVy+p4ae9Z3jhyHoCG2jD9g5OFay/VCsYnkvzsF4cZHU+yqqMOt0tlMpbi8PF+Uul8ifARL7nuijI/bpfKqbNDfPDOq6cyLWABC5g/JEGk/l0quHijIAtiySbTcRxOJno5HDvHrzbfxaSR4N97nr/i8fq0+GnxtXSl6MVLJ2luSaPWHeVQrItWbzU7q9bhvobv93QkyHSqqOlYBf0HCpN8bZ6uCZqklI6ieGyNK8ojzTuo1MMlzYZv9zzHYGaCdeE2nh46QFTzX1aHRBMVdlSu5c7KtaW8/4n8FKqkzPwuXdRglmPTmx4lqHjnFMoTBYGlgQbq3GW8OnaCfzv3NL/Vdg817miR1OAiIklAFArfVMO2yFg5nGKbTU+6p4kGURBo89bwG60fJKB4EAQBEYEXRg4X2kYoRg8V6zptOTl9NkEQaPFV8zuL7mff+Em+c/55PtO8gxZvNdeCS/vHlWxgJUEs6TEU/i/Q7q/jt9ruLTkMTWuB/FbbPeyfOMNP+vegiBKSKLI21MbDjbeX+m/eNvnmiWfZVb2ONl8tk8WoBChoilwceSMgFPRMnNkLIxeLJ1/pClq9Nbw8eoyj8W42RhbT6qshZxVEk9WLzjWtAzPdxw3HLOlOFAingqbB9O+WYxe0UiiIcF/cjyzHYlNkFzY2Q9keVEGjxbeSMq2m2F4SywKbyNtZLqYjdcnDuvAdhNWKYhSWREdgCyGlgp70SWzHos69iIASoTN5BL98YRzo8uo4ls2pA93Iqkww4qO2pRxVV1C1t1aE/UZBEyUqXF5qPAFiuSwh7doXTi3Hpjc5ySsj53hpuIuRbIKOYBXbq1cjL1iJzh83wipoAQt4O3HnVTQv3mmoisztNy8m4C+82Ba1VFAe9eFxa9y6eRFbNrTi9+okklmmEtkZx7rdGh+9dx1ej8bq5XU01kWIRrw8eM9aJmMpBEHA79Nx6QqiWBB+jIa9qKpMZbmfu+/owHYcfB4dn0/n/g+sZmwiia7KuFwqQb+Lh+5dy8RkoaxQwM2u2ztwuwqDhQ/euRyvR0dRJCrLA6QyebweDVEU0XUF07LZsLoRx4Hh0XiBGClCkkSiYS9rVzZQXRlEFAQUWWTF0toZUQ8et8bHH9hAPJFhs6sFTZPRVJnWxnL+wye3IkuFdIubN7WhyIWX+Y7bluHSVQzD5NbNi7h5Yytut4rHrfLpBwu6KGVRHw98YDVDI1N43CrrVzfSfX6cvfvPYa6wkeULHwZFkdlx61ImJlPomsLNG9sQBAGPW+Peu1YyGUsR8LkYGUuQy10IXxRFgVDQwwO7VjM+mUIQwO/VWb+6kdrqENmcQVnEh6bKNBVdVkRRwDJtRsYTlEV8rF/dBEBVRWEFL1hM69i0toloxMe9d7lLWh737FyJ3+dCkUUkSaRjSQ0ez7uTlFvAAhbw3sG0uGFveoSj8W7SZsGVZjyXoC89RtLM0JMauazTh+04jGbjDGbGSZhpelLDRC4jiJq3TWL5JLF8ijOJfsZyU9xdveGqQrjT0ESFjkAjz48coiPQyMHJTlaHWovWtdcPn+Ki2VvJ7pEjdAQbSZlZlgYa8Mou+jJj1HvKS7n2lxcILkxo52OhnrcMjsW72TdxksOxczxQu2WWFS6AZVucmOrFsE18iguXpJYmv2HVx0RuisOxLir1ELqkoosq+yfO4JY0+jPjCAgs9Tewf+I0IdXLvvFTiIiU60HCmo9Xxo7T6KkgbeVYFWy+bH39irvknFKhh6h3l3Ni6jxZK4+7KPJ7uShD27EZzyXm1T/mC0EQqNTDeGUXr44dp95dXriGUAvdiSESZiEKxKfoODi0eKvYP3GaPeMnKdcDmLbFEn89miQzmU9xYPIs3VcQlHbLGu2+WnaPHCFnmdiOTdtl0pHmguM4TOSnyFg5zqdGGcpOYjo2S/x1s/bVRIWlgQaeHT5QiAKJdbM5uhRdUjkU6+TgZCfdqeGSvW7cSLFn7AQj2Rjn06Nsvsg5xMFGEVWavB0s9s/WypMEmeXBLbO2uyQPGyN3zdgmCiJ1nkXUeWbqw4S1mekh4XI/D/zH7RfOoYgcfvUMVQ1lNC25NvLqYhzuHODQ2QG2rWqhvuLKi+dHuwbp7B9n49J6KiPX3tcEQeCFgXPsGe4lZ5mYts2Z+BiVbh+/s2JLidy9HLKmwRdO7Obo5AB+ReeWyhbWRuqo8QRxScqbnmdLf/Inf/KmCrhB+JO3+gSOY5LN7cW0+pDECIIw94vecQyy+dfI5V9HEssQxfnZ1y1gAe9HiKKA16OVQu9lWcLr0dFUmUjIS1nEh9ejc65njANHztM3OFn687g1GmojSJKIIkv4vHpB38GlEgl5CYc8yLKEpsqEQx4iYS8ul1qaWEdCXqJhb+G4orZDJOQh4HfhdqmI4syyFEXC49ZKmgwet4aiFFYc/D4X0bAXv1dndDzJ07tPYNsON29sRZYl9uzvorN7tFT3sYkkFeV+/F4XoaCHYMCNKIpoWoEYmYYgFNonEvLi9+mllJOAv3C+cMhTSkXRioy7x62hqjIuXSUc8hANewn4XEhSoZ4AsiTi9eiMT6Y40zWCY8PoeIJo2Eff4ATn+yZKdZ1KZGiqj1JZHsDvc+H36aUojen20XWFNw6f51TnUOm4odEE0bCX8qiPSMhTuh+SWKh/JOTFpSsoxRQZl66gawoul0o6neN01zB3be8gGHAjSyKyJBIMuAkF3AT8LhRZwusp3AMAr0cjmzV44ZUz9A1Mcuvm9jmjQBawgAUsYBqmbRHWfKXJv+04aJJCg6ei9J7zK24sx6YrOUi7r45adxnN3iqOxrs5PnUen+JiMDuBX3YTVDwEVQ9Veqi00FrnKeN4vIdzqSE8ss5gdoKw6sMruyjXgpTpgZLLgOGYnEkM8NnWu9kYXcypqV4ydv6K2ih5x6LWFS3Z2da4o8TzKc6lhlgWaGBteBGyIGE5No3eirnTAi5tE9VHhaswwRGANl8tzd5qxnJxziQGEBBo8lTgkXVcssYiXy0CENUC1LnL5nzvGo5JhR6aMfG2HBtNVKh3lyMVIz4aPRXkbIOh7CS6qLKzal3JxWKWWwcwnJ3gcPwcsXyKreUdNHmrkAQRr1J4/59J9KFLGo2eCqJ6gM7kIADLA000eStp99eQtw06k4O0eatp9lbS4qumxVvN+dQIXalB3LJOg6ccy7Gpc0fxKx4sx8ajFER13ZKGV3EVxVBtmryVjObiHI51MZ6bYkOknXZ/3Zy2waZjcXCyc179o8lbOadWiO04yKJEk7fyQnSjpNLgKac7NUxXahCvrNPgqWAyn+RI7BzD2UlWBJtZHmwiqHip0EN0JgfoTY8RVL3Ue8qIqgFOJHqRBYm14TYaPBV4ZR0bm2ZvVakuYjGyJmflOZXoI2sbNHorkQWRCj1UcsGZruOlBFXGyvFo3yvcV7OZnVXrcMka+8ZPsThQhyRKNBT7GhTGRbXuKOO5BOfTI6wMNrMq3EJECyAKImeTA1TpIdp8tVS7Ihyb6qHWHWUkG2NjdAlLivdhIj/ModhuVoe2EVLfvmgwSRJxe/XSn+7WOHWgB2/ATXSeKc1z4en9p/nGk/tZ1VpzVXLi2f1n+NoT+2isjtBSE73ivnMhoOqsq6il3hvkpsoGHmhexrbqZtaV16JL8lXHXaZj05OY4K7apXyydT2rwrVENA/q1Y/90/nUT7hSvvHbiLe8EpY1yujk72Na/USC/zcubcOc+9lOlnjii8STXyYS+GN8nofe6qotYAELeBchkcoyMBgjEvYSCXne1ZPjvGHSNxAjmzPQVJmaqmBJ7+KdRDZnMDqepK762lLncjmD3oFJXLpCVUXgsqlAv8yIT6bI5UzCUe/7Tm/DcRxyWYOJsSThMh+6/ub6smlYjI1Mkc8XwoMVRaK8Mogkv//61QLeHpyIn+fxwX3cXb0RwzZ5ZvgAde4yBjLjM/YTEdkYXTyni8d8YNoWL4wc5vhUz4ztLknjjso1NHoqrqvcvGXww76XGc3FZmyPagF2Vq6b061iPhjJxni07xVyl+Tvt3pruLVi5WUthd9NGMxM8FjfKxjOTI2xdl8dt5Qvn1OH4WLkbZPH+l5hKDtTQD2s+thZta6kEfJuxuX6R0Dx0pceZWtZB9WuCG9MnsV0TB4oinleL1Jmlv/v1I/4dNOd1F5i+3w2eZivn/s8jzT9EU3e2S51byee/t5e6toqaV/VcN1lfOOp/fzPJ17jjx/ZwdYVl4/yAfjJy8f4++/v5lfv3sjH75jtSng1TGTTfOfsYTKmQcY02VBRy511bfM+fto+91KyzrJtxnMpynTv5cbO8xpQv2/SOix7irxxCkHQUKTLW1gKqKhyG46dIpc/sEBOLGAB7zP4PDrtrW+d9eqNhKrINDdcO2v+VkPXlGsmJgA0TaG16b2dD59O5Xj91bNMxTMIgKxIBMMeGprLqKgKXpXs+ta/vEjnqUF+/7/fR3Xd/ELB380wDYvurhH6usfIZgx0t0pdQ5T6piiKeqmzDBzYd45//OvH+e3/ejcbtl7fxG0a8Viar/3Ts3SeHmIqliYS9fH5LzxMOHJ93vALWMDV0OStZENkMa+OHUcWJLZGO1gaaGCuNbjLuW3MB5IgsrWsg5uiM+3IBQRU6frLVUSZ+2s3lwSLpyEK4gzdgGtFVPPzcOPtXNoOkiC9qXLfTpTrQT7ddCfXew2KIHFPzaZZbSsI4ry1RN5pXKl/9KZH2T9xhs7kABV6iI2RxejimyOdZEFiTah1TqeUgBJmffhOfMp7/zt5PbAsm5xxdTH+udCTiOGSFT7VvoacZfLV469dEzkhCALSHDxDLJ/hC8df4L+vuutNvYfeG0/DDYDjZLCsUTRtHZJ0+cG8IIiIUhRB9GBaA29jDRewgAUsYAHvdUzF03zrK7sZGpgkEHQjiEIhJSfg5o4PrmTbncvw+i4vPuXz6wSC7l+K1f3x0QQ//u4+9r54mmwmXxB+BSJlPn7td3awdOXMfGRBAF1XCEW86O43v5IaCLr51GdvZXIsyY++vZeuM0Mz1foWsIAbDF1Submsg5vL3tqVXEEQim4kNzZSThCEq0YAXA9EQcT9HneIkd7kNbxVbft24krX0OaruSadivlAkxTuql4/529lWi331Pz6DT3ffGCZFkbeRHNdEArV3dossv1qcJxLxEWdgvzrtEj65Y5JZfKcPD+Cadt49OvrT6okkTbyjGaSJPI5tHkQCXnLJGXm8as6AgKxfBrrknoOpONM5jPXVaeL8b4hJwoKsyai4OVqUSUCMgIKzjwtaK4XaeMcydwhHBxEQcWvrUWT516xdRybVP4ElpPGp61EFN7bL7h3Cyw7zVTuDTS5BrfS9E5X5x1FzhwkbZzFp61EFt+cmNMCrg2GFSOZP4JbaUWTL5+bvID3DtZvbuXXf3cnhmHSeWqIZx4/zDe//AL5rMk9D62/bMrGRx7eXLBrvQGT83cSRt7kse/s5fEf7WfLrUvYvms5oaiX4f4YXWeGqaqdO7Jm+ZoG/vwLD9+Q65cViZq6COGIj3DEQ9eZN13kAhawgAUs4H2MieEpXvzpAZqX1dC6vA6P38XaWxcjy9c+pX7+wFniyYJY/NFzQ+QMiz3HexiLp+bc37AsuvrHefr10/hcOi3V1xc52+gLcczl4RunDiIJAh9sXHzVY07Ehvle90F+b9mt6LLCnx96iqH01Ix9spaJeAMyod835IQgKIiiF8sew3GMKwhiOthOEttJIYqeWb9ZTorJzG7i2T2YdgJNqiTi3oFXW3bNhIFhjRPP7iNlnCVn9tEW+YvLkxOY9E99jbw1Qnv0r1Hldzb0OZ0/S9/UVzHtOJeSPVH3TqKeXYiXaeN3E3LWIF0Tf07U8wEagr/9TlenhLTRheOYeNQ3F9Z8LZjM7GZg6t9oifwRAX1uTZa3Apadpn/qa4iCTpXvo0iXPHdvF2zHIJ0/w3jmGbJGd1EFOoxbXUTEfTvqFSKu3ixSxim6Jv6CGv8jVPquP5XMdkzS+VMoUniB5HiHoWoKobAHRZWprg2zaGk1f/+XP+WJR/fTsbqe1sVVBTs/wyIeS2FbF1YgBFFA1eRZmhuO45DNGmQzeSzDBgFUVcbt1WaQHaZpEZtI4Q8UFOhTqRy2VXBxcXt0VO3SdAqHfM4kncoV3GYuWgwRJRF/0IVSFJJ1HId83iSdzGFZNqIk4naraPoFhW7HcTh5tI8XnjrKmo0tPPK52wmECmJ/9Y1lrLupdcZnw3Eckoks2XRxQUAAVZPnJHBsy2ZqKoOiyOguhUw6Ty5r4DgOmq7g8WrXrVVimhbpVI58rhAqK0kimq6gu5Rfav2TRCZHKpcv3Xe/W8OlvnnF9XcTTMsmmc2RMwt21LIkEXDryNIv731dwGwYlkU8lcWjq+jK1YX/3o+wbYd4OoMDhDw3TpQ6mcmRMQyCHheK9N7VU/KF3LQur6Pn9CCvP3eC6sYoK7cuorw6jFO0hZ8vHn/1BAfP9JPJGaUUje88c+CKx4iCgNelsnNjO0ubri8F2aOofLilg0Q+hyJKxHLZqx5T7Qlwd91SPLJK3raI5TLcW7+csHbBOGI0m+TZwdPXVaeL8b4hJ0TBiyI1Ylr95IxD6OqmOTuQQ45c7jUcJ48it8z4zXJS9MW/zGjqx+hyHbIYZCr3BpPZl2kI/jZh1+0I1+Dt6tNW4lHbmUg/S0/sC1fcV0Ai6LoJ0556xyZvF8OwJ4llXkGTK9Hl+hm/vZeiOmQxSMS9A7+2+p2uygyMJH+IJPrfVnKiMAm/A02+vCbLWwEHk0TuAJLowXY+xDv1yZrKvUH35N+AYxcn9gJpo5Op3Bt41MVvKTmhSVVE3DvwqFdnr68Ey07SP/U1op5dC+TEuwiCIFBRFWTbHcv4yhee5vihXprbKpBkiZGhOF/6u6eYGE9gGhaZdB5Zkfg//uxDtLZfuIeO49DXM84Tj77ByaN9TIwlkESRmoYI23etYMtti0sEwmDfJH/8+9/mV37jNgb6Jnh196mS5sLNdyzljrtX4fVdyOGdGEvy5I/fYP+eTnJZk+RUhnzexOXWaGwp4zO/dTt1jYX+PzIY57knj7D3xdPEJlP4/C5Wb2hm532rqaoOIYgCtmVz6PVucjmTbXcuKxETpfa4ZGnFNCye+slBXnjyCOl0nnQ6x//2Jw+wZsNsUbBEIssX/8fPaW6rYPHyWp587ACnj/dj2w4r1zXxyOdux+e/ds/2bNZg7+5TPP/kUc53j2LbDv6AiyUr6rj3wQ3z1v9wHIfhWJIj5wdn/SaJIouqy6iNvLuE735x+AyP7TtGPJ0llc3zux/cyq7V7b80EzfTsnjlVA8/2HOUzqGCMGVl0McfPXQH9dHrV9dfwHsPZwbG+MsfPceDN61g15r29/Qk+a1CIpvjrx/bTd40+atP3z0/BcN54Ad7jvDMkbP86Ud30FTx3tWJ0N0a7asbECWBdCJL57E+ek4P0bGxhZvuWnFNQtb/9eHb6ewf43DnAM8f6KRrYJz2ujLC/rnneaIIPrfO2vZatixvQr/GVBLDtsiYF1nGCwKmbfPTnhN8dtnGKx4b1TxEywr1Mh2bxcEKdtQsJnQROTGUnuL1sfPXVKe58P4hJ6QoLv0W4okvEZv6W0KBP0SVWxEEFRABC9vJkM48RSL9HSTRj0u7pXS84zgkcgcZSPwbFZ4HqAv8BooUJmv20Tnxefqn/hWPshhNrsVykgiICIKCZadxsBCQkUQ3giAjFB91UVCKf+7StkvhOA6mPYWDQch1CyIKojBz4GU7BpadRBK9OE4e28kVy9cQBdcMwsRxbGwni+1kS+kkkuBGEK79BS2KOpW+j1Lh/dCcv9tOHstOIgouREEvDnQcLDuL7WSQRA8CKpaTBmxEQS+2l4koKMV6yZeUaWI7aWzHQEAslq3NGESZ9hQCUqE8J43t5BEQkQQXQnFf2zEw7QTgUO3/FJIw0zLWcSxMO4Ek6FhOFgEBSfQW2y53yTUV9r9wLmHG74VonCyOYyCKLmwnM7P+ooaAgOPYWE4a054inn0Nn7aavDUGgICILAZL93K6zMJ9tItlacVzXttKkGWnsZw0ulxHtf/TSOJMNW7HsbHsBIKgIghi8R7ZiChIohsE6bL99/rhFNs0g+MYRf91qfAMoRTvYQ7LTiGJ3hmEWCHCKY3jGMiiD0EQi22bwXHyF5XlQkAt3iOL0eSPcZw8bZG/wKO2AwKmHSdnDuG6JOWn8BxlsJ1csTwRUdAvuuc2pp0o3hMZy05hYxb6oeiZcQ2mnUQS3YW2F+aK1koCAqKgYdkpHKxZz+30c5Exz5HIHSSgb7yo7yjIov+XZqLxXoUgCCxZUYeqynR3jpDNGni8EpEyH5/6j9vIZPIYeYvnnzzKK8+fxDSsWWVMjCUYGYqxfnMrFVVBEvEMTz9+iK/9wzOEI15WrG0ECjmxYyNTfPtfX6S8MsBd965GkiVefu4E3/rKbvwBN9t2dCBJIrmswY+/u5cXfnGM+z+2iYbmMnq7x/jO116isibIRz61hfLKghjX+ncAACAASURBVBVebCLF17/4HCeO9HHbXR3UNkQYGZri+aeOcO7sMJ/7Lx+gojpIOp3n/LlR3B6VtiXVV+17kiyxdfsSFi2p4vD+Hr7+z89h5OYW+rJtm6lYmtdeOcuRN3qobYzywMc3kUwUVn5017VH7DmOw6mjfXzp756iY3UDH/vVmxERGB6KMTIYx7btqxcyXRYwMDnFD/cWJvvdIxNYtk17dRkRn4eHNitvipxwHIfDPUPkDJO1LTVINyCiY0t7I83lYQ52D/ClX+wlkzfeegu1txG943H+8eevAvArt67Fo6sYlkXA/d7WQHgvwXEcTg+MMTqVYkNbHeo75ERk42Dbhd698EWcG7btEEtnyM/xDXozSOXyjCXSmNb836fvRowNxnjimy/jDbhpX93A3Z/eipEzefQrz7N++9J5kxOCIBANeIgGPGxYUk/E7+GrP9vLI3dvZHNH42WPkcTZlrzzxYnJUb556gBeZeYi8mA6Ma/6TsMlK3y6dT1+daZQaVB1cV/Dijf9XXrfkBMCGl73A2RyL5HJvYo58Z/Qtc1FgsKFZU+SNw6Tye3BcVL4PJ9EVZfNKCOWeRkRjXLvfShStCAMI9dT7rmHrsm/IGWcQpEidE/+DyTBha40MJ7+BXlrFEUMU+69j6j7LiRx/qs6tpOjL/4lEvmDGNYEXrWD5vD/iSJdYB1T+ZOcm/wrKr0fIZE7RCJ/FMfJ49U6qPJ9Eq9aUHN2HJtk/jjDye+TzB/FcUxcSjMV3g8T0Nff8IiHjNHNucn/B5+2ihr/ryILHiw7x8DU14nn9tIY/APcahsDU/9KzhwioK9nNPUz8tYImlxFhfdBQq6tpXpZdorx9DOMpZ8gZw4iChoBfQMV3gdxKReiN7on/xpVqsSvrWY4+QMyRjcIIjX+R4i4dyAgkzV76Zn8W/LWMHlrghr/Z6j2P1wqI2cO0jXxeQL6RiYzuxEElSrfJ4hlXiKe20/YfWvxmrxYdpbJzIuMph4ja/YhCCp+bQ2V3geLk1qb0dTPmMy8QNRzF2PpJwv7IRF2baPS93FUKYJhjTGQ+AaJ3AGS+RNkzX6mcvsBUKVy2iKfR5FCOI5D2jjNSPJHJHKHsZwsoqDi01ZQ5Xt4RlvMB+PppxhJ/RjDGkcUXDSH/xs+7YKYl+VkODvxp3jUdgQkJjO7Mew4mlROpe9jhFw3F0m+GwfbMYllXmYk9Vjh/mEjiX6i7jsp996HLARI5I7SE/tbqnyfpMyzq3SsQ57e+D+RNbppi/45Im7i2T2MJB8lbZwDLCTRR8S1nXLvA4U2xcZ0CgSfrtSXSDFFCs941gp1M4hnX2M09VPSxpkC6SS4CLu2FQkGN7aT4ez4HxJ2344keBhJPkrOGkIUNBpDv49fKwg8JXJH6It/GcMew3by1Ac+R9Rz10XnytEb+0dsDLzqUkZTP8OwxtDlBqp8H8evr0MUFNLGGYYS3yWZP0zW7Kcv/s8MJb8DgFddRkv4v8M7FpOygGn4/C4UVWZqKoNpFgZomq7QclGExJmTg8w17hAEgaUr6mhqq0B3qSiKhGXZ+INu/vlvn+TMyUGWr2mYMYAQRZFf/U93UNcYRRCgqa2Cz//v3+XowfNsuqUdt0cjNpHiyIHztLZXcfeH16IoMh2rGzhyoKdg6Rn1oukKtm1zeH83B17r4iMPb+buD69D1WSMvEVlTYh/+psnePn5E3zoEzdhGBaJRBZFlfEHC8RvKpnl7Kkhspk8AhCtCNDcVlGsZyGypLwyUCIZrobz50Z55LduZ9uODjRNxrJsTMsuRY9cC2zbYXQoTiqZZftdy1m/pQ1BACNvkftf7L13nFxnfe//Pm16393Z3lerXZVVb5ZkSZZtyTaWDTjGGELvobwSyo+QGwgQQiD3Brg3wIUkgBNsYgzGLe6W3GXJ6r2u2vY2O33mzCm/P87saFe7snZVjC/W5w9pZ+ac5zznKec8z7d8PtkcbvfkN7ECMKumlO/cvY6BWIp/evh5Yqks/+tDtyKLAi77pT0r06rGU7uO4LIrzK2v4HJkJZQGPJQGPKia/ieZ5tA7nKBjKMYnrl/Mu5bOQhQEDNNEvGqwfdOQ1XSe33+c4WSGeQ0VfzTjxPTyEn7w4VvxOOyXxbB3FW8/OFw2lq1vo6K2GKfnrBPy2g3zkacYyTACQRAoK/Lhc9mRRAHlCs6PFRV1LCgZS1x6/9E9UypDEkRKneO56eySzPJwA+Ilmv7ePsYJQcCmtBDy/w2R2A/IqjuIJ+8DRlsGZUTRj9d1NwHvZ5HEsd6NZO4wLlsDNilcWAAKgoDHNgNMk1SuHZ99EareSyyzE59jAcWudYiCk8HUU7QPfReHXIXfMTHz7EQQBRtl3jsJ6as4E/0pqt6PyViro2FmSaoH6Ij+nKDzWip9HyKrddMT/w2aHqe5+B+QRBfpXDsnI99HFFyUe9+LgI2h9EaODX6D5uLv4rMvmJrX3TQxjAyaMZYQRRRciIKMU6mjyHUDnbFf4FIaKHatI5rZQk/it5R778Zta8E0NXL6MAOpp8gZEUKu65AENwOpJzkR+R6y6Mdnn4+JRn/ycTpj/06R63pK3Lei6v30xH9LRutkWtG3kERLHi6r9RHP7iWjncZrn0vIdT2q1o1dKkPAuj+7VE5N4DMk1aOcHP6f4+7BJEdCPQCCRMh1PT2J+zkR+R7FrhsIOq+hN/EgIed1eGwzGEo/x6nIDwi51lLsvpmcHqE38XsyuVM0FX8LWQyim3Ei6ZdQ9QGKXGspdq0nnt1Nd/xeJMFNue/9iKKLoPNaXEoTGa0Tn30BYc/t+TZ1FNJ5dCNubb61Tso9dyGKLnL6AKreC0zdIh1wLsepNDCQeoKh1CbMfOTNWRhktA6ima0EHEsIe94JGPQlHuVE5PvY5Uo8l5iOMB4GGe00NilM0LkKUZCJZrbSEfs3JNFLqeedOJVaBCSGUhspcl2HKNitnPxcJ5H0SwSdy5FFP4apktHOoEghKpzLEQU7scx2OmO/RBRdlHvvQhBkvLZZdMfvoyd+P2H3bchSwCLHHbWANU2DSPplTka+h1Ouo8xjcWRktW4k0VUwpJkYZLQu+hIPYZcrLCOF6CSTO40yKj3EbZtObeDzxLLb6Yz9Ct08lwTJRNUHiWReRNX6KXatRxTs9CUf4fjQt5le8j9xK63YxGKKXetwyNVkcmcocd+Kz7EAAFn0A1cXYW8dmAjCxXntZEXCLTnI5dM/TNMkXO5HliXSqXPnLcyeV0NFdQgpv+EMl/opDvuIDqcsbgmsSARd07HZ5cJxkiRgt8vkVA0j7+XKZnIc2NuBJIksWdmM3WFFKNjsMi0zK6moCrLjtePcftdSME0r9xahQI7V2z3Mz3/wFB2nBtFyGtffMoe//NvbLqIVLITL/CxaPq1AnClK4kXrFoiiQFVdMcVhH7/79asMDcaZt7iBULEXj9cxJS+VIAjYZJmQR8Y0TWyyjCzlKJkgTNcwTFKqil2xIiqzmoZhmIiigE2WCiHnVqSciarpdEdi7DrRydz6ChLpbGER67DJyKI4hvfDME3UnI5uWPwkiiRhk6U3JYoqrVqhw3ZFJpvT0HQDURCwKdKYeo7ANE1yukFO0zFME0kUsCsyojDWS2gYBmlVwyZLSJKImi/73PszTJNsTkM3DCLJNGpOw+t0kMpa9VIkEfs5hizdMFBzOpphILxBe+U0nZyu41AU6zoj/SZYdZZEARPIqDkUWULTDQzDxKZIiIJANqdhmlbbjDYG6YZ1/5phYJpWyLUiSyjS2PbKqDkM0+rz0fcvSxL28/SvbhiomjUWTNMa84okokjSOe84a5zldB3TBFkUC/W+mHEzct2BWJLt7Z2UB7wk0tlC9IJdkQv3pxsGqWwOuyKPMV4Yhkk6l0PKt68gCOR0nWxOw2lT0A2rzqZpIkuiNTbOMTxkcxpq/pnntCnnNcJlchqGYeC0KWQ13XpO5tvWJkvjDFoj81LLt9doyJI4aV4L07TaKqPmcNoVJFHEMEwyuRymCU67gphvo0xOwyZJhblf6NsJ5sFo5HQdVdNxKDKmCaqmoefH7fnm5dn6Wc+TtJpDFIQxnDSmaaLpBqquYxjW+00SrbE1kZffxCST09B0qz+sMSaPa1vrmaCjagamaSKJIvYJxmIqqyKKIookFuavKArYZfmSogzOh1Q8QyqWwZVX3dryzD4WXjeDxlmXlhJdWxpgYUs1Ac/U0xIni2n+Ihp8QTyKHSPfp5MlxBwN0zQZyqbY2H2EU4khcsbZvXTY4eWD05YgX0K7v22MEyNw2JYQDv6IdPZlMupWNK0LExVRcKHITTgdq7Hb2vKGiXMn9jB2uRxRGOtFEUUHkuhC0yOYaJimiSg6qPD+ed4QIeKQK4lmtxHP7p2ScUIQRJxKLXa5AptUQlbrm/A4w8zhsbdR5f84ihTEMDWyejexzOtktW6cSh39qcfRjDjTS/4Op1wHgoDb1syh/i8wkHoKr70Ngcl7iHQzzenoj+mK/+fZ+iLRVPQtfI75CCgUu24ioe6nO2Ztwrvi9+Czzyfs2YAgSJimFborCgrl3rsJOJYCIi5bE4f6v8BQehMe2wx0I0ZP4rcEnaup8n8CSfRimjoCIl2xe4hldxF0rhjVV0OUuDfgdyxBQMqn1lAwvkiiE7etFUGwj0vpONumKkHHckq9d5BUD5BUDxH2vBPdSDGUegFV60JXaumJ/xafY0E+1SeIaWpIoovTw/9CNLOVItc6wNqwFrtutAwRgozfsYSEuo94djdh450oUgC/YyFZrQtJcOOQqwk6l0/Q7ilUfRCnbBl/rDQMK11HFMZrQV8INqkEm1RCUj0MvHieowwUMUCl7yO485E4shjg+OA3SaoHL7txQhRslHrusP4WnWCCzz6feHY3iexewu7bUcQQPsdChlLPkc6dzKdiGCTVA6h6LyHn6nxZCmH3iJHHeuj77AuJq3tIZPdget6DIAiE3beR1XvoSTzAYOpZQq41BBzLcCnNSKLVrjljmN7EAyhSMQ2hv8EuVyIIIoapYZraOWlIJjl9iPrgV/NcEgImOQTOLhpk0YvHPhPdTL5h5JIkOKn0fRCvfS4g4JCrOdj/WSLpl3Ap07DJJdjkknw6mR23bfqEY+cq/riIDqfIqTr+gAtZmZpnxDRNhgYSvP7KUfbvPs3wUBJNM0gls0QjSUzTWuCOXg8EizxjF3wCyIqIaZgF8kN/0E1TSzl7d5zitRePUF4VpLdrmKMHrUgMfzCfY6oZRCNJ3B77OCUNh1PB43MyPJQkp2qWEcVtt6IRkllsdoXK6iK+/M13cvpEP/f8dONFtd9oBEJuFNvl8S4JgkBjcxmf+Mt1PPXwDv5w32s8+tvXWbC0kdXrZlE/rQzxclCQn4O+WIKv/ufj3Ll8DhlV4+ndRxiIJwl5XKyd3cTN81vwOq138rHuQe57aRfHegY40j1A93Ccbcc7Cs+SL9yygmXNZ6Pm0mqOVw+f4okdh+kYiqJIEgubqrh98UxqigJX5H5G4ydPbiaRUbl5/nQefv0AR7r68TrsrJ7VyDsWtBIctQA3DJMzg8M8uu0g2493kMyqlAd93DRvOita6/GMksvrHo7z3Qc3ccuCVkr9Hv6wZR+HO/tRZIm1s5u4a8VcXHaFWCrDj5/YzMn+IbojcbKaxs+feY3/emUXANfNauQDqxfgtFkmrWRW5eWDJ3h611HODA5jl2Xm1Vdw84JWmsuLx7TXCwfaeXLnYT5xwxL2n+nlyZ1HGIwnCXqcfOz6xSxqrGYwkeK7D25iZWs9u052crIvwoZFM6gM+bn3xZ0kMlnet3Iea9uaLGJc3eClgyd4ft9xjvUOklEt4sCFDVXctngm5UFvoa9/uWkbZwaj3HlNGw9vPcCBjl5EQWBWTSl3LGujubx4zMYxmVXZfPgUm/a10947iGYYhNwulkyr5j0r5hbaVzcMTvZFeOT1A+w40Yma06kq9nPLghaWNdcW2moqON0/zG9e3sWhzn4Od/VxWFE40NFXaM+Prl3EDW3TAIsP4qv3PsGnblzK+nnTC2UMxpN85/cbqS8N8YkbluC0KWw71sH/ffo1PnvTcrYePc3WY2dIZnPUlQTYsGgGS5trxxg4nt1zlAe37CeZyZLK5vjkjUtZN7cZWRo7D+59cSeHO/v4wOoFPLR1P/tO94AgMKMqzB3LZtNSES7UXTcMDnT08dCW/ZzsHyKt5khmLFJfn8vBdbMauWvF3Em32/4zPfzzoy/xldtXM7O6lL5ogu899DyZnMa37rqREp+bI10D/PyZLdx5TRvLpteSVnO8duQ0T+86QnvfELIoMqumjHcsaGVGdXiMkWb78Q7uf2UPH127iFP9EZ7ceZjuSByfy8EHVi9gRUvduPYYgWGavLC/nV9t2sbK1nr+fNV8HPn76h1O8OSuw7x6+BRDiRR2WaYi5OP62U2smtk4jhehvXeI323ey97TPZimyfTKEv5sWRutVWfraxgGJ/oiPLb9IDvaO0llc1SGfFzfNo3VMxvwOM/uVb7z+42UBby01Zbz6LYDnB4YJuh2cdP8ZtbOnlZ4hl4OpBIZTh3p5vi+DspqitB1gz2bjzJ/VUvBuH+xKAv5+NitSy9qnk0WTtkqO6tr7OjvJJJNc11lE/IUo4hUQ+c37dt5ufc4dZ4ibKOkSDP6xCmZU8HbzjghCBKyXIFXvhOv+05M0wSM/Kb1Qi9rI59bf+5x1nejIxocchUe+6xCTrgihVDEory6xZWB37Ek7yUVEAUFh1RJ1NyS5zGIk8weIKcP0h3/zdk7MtLoZpq0ehzT1KfkzhMFBb9jIV7bWTJJQRCxyxX5vwUUyU+l78McG/w6xwa/jk0upSH4N+PIBWXRh9c2u9BedqkMtzKdpHoIw8ySzp0kq3WSEjxjyEOzWieaESOTOw2jjI1OpQG30oyY3ywKFznUbXJZPmffjywFkUXL+CAKNnQzQybXQVo7hWGqnI7+pHCeqvWiG4l8SoIFSXTjdy4rqJhIggu7VEHOGMRk8pNZkUIEHEvpTfyO40PfJui8loBzGYoYvCjukMnCZZuGU2koGHhsUgmS6LkiY3rEAxHP7iKZO4JmRNGNFKo+gG5msLzPIiHnavoSDxHP7salNGKYat6gNRun0jC2LHUPKfUwOWMY3Uijan15MlcDkLDJYeoCXyLkXE0k/RK98QfpjT9AiftWKnwfRJECaEaUeHYP5d67rbGRbwtRkEEYP8Y89tk4lOrCcQIXF9KtiCE8thmFchxyFS6liaR6MD9v3/rKOG93jChYqNkctQ0lhciDySIRz/DLHz/Hnu0nWbF2BvMWN+Dy2Bnsi/MfP9s04TmSLF7wme5y27ntziV0nh7iR995lFCJF9M0mTWvlnfdvQxXPqVBEAQUm0wuZ4zTYNcNE03TkWQRURJxOm2UVwU5tK+TjpODBIJu7A6FusYwApaSyaVCFMXLynWj2GQWXdPE7Hk1HDnQxY4t7bzwzD727DjJ5792K43NF8eK/kbQdINTA8P8atM2XDaFZdNrsSsKm4+c4sdPbsYmS2xYNANREPA67SyeVk1DaYhT/RFm1ZRxQ9u0wmK+LnxWmjWn6zz8+gHueX47bbXl3LqglURG5aldR9h3qoe/e88NVIauLA9NfyzJlqOn6RyM0lod5vbFM9l/upefPrWZWCrDp9cvKxjOOoai/MODmxiIJVgzq4mAy8He09ZGbSCe4u4Vcwsbwpxu0DUU4+ldR0hmVWpLAqyb18xALGVFm8j56EhZZmlzDXPrKzjU2cd9L+1i1YwGZtdaKVTVxf5CZEo2p/HQ1v3cs2kbc+sq2bBwBslsjk37jrPrZDdfe/capleUFNormVE52j3ArzZtZziZpq2uDFkUOTMQzXuURzb6QwzEEiyeVkN3JM6/PrOVaeXFtFSWsPXYGX790k6WNNfgdVpezBcPtJNSc6yZ2YjTprDvdA//8cJ2oqkMn7tlOe58StBgPMWrh05yqi9Cc0UJGxbNoGMgyuM7DtE1FOe771uPz2UZ1NNqjvtf2cOvX9hBXWmQFa312GWZ7kiM4VQGRTrLY3WyL8LX738aTTe4bnYjLpuN7e2d/NNDL/KpG5dw68IZUzZquR025jdUUhcO0hWJUh8u4qb507HnZRenV5QUjs1qGqf6IyQyY6PANMOgKxLH67Ln1+yWt/xARx8/euwlQl4Xa2Y1ks3pPL37CH//u+f4wYc3MLO6tFDGvPpK/G4nhzv7+fkzW4inrXXEuYgkUrx25DSdQzGayou4ddEMuoZiPLHjEJ2DUf7hfTdR5LUcWh2DUb7/0PPYZJlbF87AJks8s/soLx08wW2LZ3Ld7KZJp68IAjgUhVRW5VjPADOqwgzEkxzs7MM0Tdp7Byn2ujg9EOHM4DDFXjeqpvP0riP85KnNtFSGeceCFrI5nRcOtLP7ZBdffeca5tSVF8ZtKpvjeO8g9760k0gyTWtlmNk15XRGYjgmiFwotL+u88oh65k0s7qU2xbPLEQd6YbBPS9sZ+PeY1zfNo2KkI9URuVYzyAn+iKsaB0bzRtJpvn3ja8zvaKEWxa00jsc58mdhzkzEOW771tPacCLaUJ7X4R//MNGhuJp1s5uIuB2crCjj39+9CV6huN8+LqFhWdfdyTOjvZO9p3pZU5tOXPqKtjZ3smPHnuFZCbHe1fOvWwpXJG+GHtfO0b7/k5SCUsFq2ZaGeJlSIeTJBG/+8pFTYzGyViETZ3txNQsqysaeODYXr4yf9Wkz88ZOvsi3XyyZQWrypoue4rc2844cS6sSTu5h4csetGMBKapjvneMLPoZsoincuXJU7gkbdSCq4czZQs+hgdvl0gT8TEMFU0MwWCgKYPjznPb1+MS2mc8sZWEBT8jqXnJcQcgV0qw2ObRSzzOgHn8rwaxLkDWRoTkSIIEpLoRs0NAAaaGc/fR3ZM/SXBTci1Fsc5PAuS4DivXOyk7w9hVFi/kPdKj30AaWYMTB2T3Jh6iYKdkGsNLqVpVHkisjCWbFJAzI+IyY8LUbBR7n0/LqWJvuQjdMT+je74vZR67qDEfcuUOE2mAklwnRM1NJGh7tJhmiaq3sep4R+Qyh3FKTdil8sscstzHlkOuQavfTaR9EsUuW5A1ftIqAco974XRQzkwwIHODX8Q5LqIZxKQ74sz4TjQxKdBBwr8NkXUOZ9D72JB+mK/xqHUkup53ZMM4duxFGkYCFF6I0gCe7CM+GSIEhjeD2s+eFCMxJcyWfKVVwemKZJd0eE55/eR7DIS2tbzZQX+V1nhtj+2jGuu6mN935kJR6vE9M02bm1/ZI3mem0iqbpvP+Tq5k9rxZFkfAH3bg9Z+e73S5TW1/CtleP0nFykOISX+HeIgNx+rqjzJxbg5zfHM6YU8OmJ/fx2ouHmTajHIfjra/iJAgCTpedtgV1tMyqYlpLOf/3n59k55Z2GqaVXrHNfDKj8pXbVjO3vhxREFneUssX73mMLUfPcN3sJvwuBxUhHxUhHyf7hvjPF7fTWFrE+nnTx21+RjaZv39tL/PqKvjK7avxux3oukF9aYiv/9fTbNx7jPddOw/pCqd3pNUc18+ZxoaFrdgVmYF4CsM0eXbPUW6a30JDqSW999i2g5zsG+Kr71zD8pZaZEliMJ7i73/3HP+9/SArWmqpC4/l/jnc1c8XN1zL0uYaHIqMmrPSQUYMDk67wto26/3rddq4/5XdzGuoZN3c8QpYpweGuffFnSyZVssXbllOyOvCMAwWNVXxzd8+yx+27OdzN1+Dx3F2Pgwl0kSSaf7q1pXUlQQRBIsPZHQYvwnUlgR5/7XzeP1YCd/+3XO0VJXwkTWL8LsdPPL6AXqH43iddmyyxOduXm7JBDqsvPPuSJxkVuW1o6f5aGZRwTgBkMioLGmu4YOr5uNzOUhmVQQBntt7jGM9g8xvsHLKj3QNcP8ru1naXMOn1y2lLOhDFIRC+sLo1JYHt+yjP5rkW3fdWCBbvWHONP7HfU/x8OsHWNRUTUVofJ75GyHs97B+3nS6IzF+++oey5g0pxn3ZXgeaLqBx2nnq+9cQ1nAg26Y1IUD/M19T7HrRNcY48TI/Am4HPxy4+tvWG4ym2NOXTmfuGEJfpeVCmSTJR7bdpAjXf0sm14LwJ5T3fQOJ/jihmu5oc3iqQn7Pew91Y0iSdSWBN/wOuci5HVS7PNwojeCacLJvgi1xUGGk2mO9wyysLGKrqEYDkWhNOCldzjOvS/tZFZ1GX+1YSXlQR+GYbK8pY5v3P8M97+6m/pwcMyGN5bKFurcVFaEJIpk1JyVunPOO0kUBXTd4MUDJ/jxk68yv6GST69bRshzVl40reY43NlPQ2kRH71uEUGPE90wSWZURFHAdY4hWs1pzKur4FPrlhJ0O0mrOTwOG/e/sodDnf2UBrzohsHDW/fTE0nwldtXs7S5BkUSGU5m8D6zhce2HWTJtBpm1541GMfTKn+2bDbXzmhAlkSum93It377HE/uOsyaWY1THrfnQ2l1ESvfMY/61kpmL21CEMDjd132SDTDMMjm9AuSh9oVCdtF8CylNJVKtw/MGJo53uEwGbhlGy5JuSLEsm9748RU4FQaiKRfQDOiKGZJgQQlnTuJaepWDvwf0YP5Rl4kUbAhC26ccj3Nxf94RT3so2GaJrHsTiLpF/E5FhDL7iCa2ZInURylIoJmhbbn00ostYwYsugFRGTRh4hMqffdhN3vmsQiUbgCChLjIQs+BMFGsWs9lb6PTlgvwxwVFTFFJQ1reTO+TEXyU+xeR8i1hkR2Hz2J33E6+i8oUpAi13UTnnPpuHLGCN1MowihggEvmnmNvuQjNBd9lxL3rQiCiKbHGUo9P+ZcWfQQdK7m1PAPyWhniGW3F4hSBcHK+Y5mt9GbfJCm0Lco9bwLQZDQO77wfQAAIABJREFUjASR9KsT36UgIAkuXGIj5Z67iWa2Es/upNRzO4KgIIlecnokr5LyxvNIGPXvpbVRDt1MI+fVPAxTQzPi2KTwG5Q/8diZ+rXPvrQmyhM/329vd5imSS6nk4hnOLy/kycf3sGxg92858MraGia+kZXEARMAzJpFdMEQzfo7ozw1CM7iUfTl1TXPdtPEo+laW6tyJNnjs1BH4mamLe4gWcf383D92+hOOylvCrEUH+cJx/eSTyWZuXaGYVz5y6sp3V2Fc89vptAyM2K61pxexz090bJZnJjrj8yjkzzbLqJiXlJ48scs9gyCyY8K/1lbLmapnPsUDe6blDbEMbltmMYJolExspjn2IKzlQxp66c6ZUlyPmNdUXIR0XQx1AiVciTnyxM00oB6RyM8rG1i/G7LQ+6JIm0VJZQGvCwvb2T966ce8Upckv9HubUlRfCv0t8bpY0V7O9vZPDnX00lIZIqxpbj52hPhxidk1ZoQ2KvC5m15TxX6/s5kRfZJxxoj4cZPXMhoL31Gm/eM/lgTO99EUTXN/WRJHXkr0VJYnmimLm1Vfw6uFTfGjNgjHGCUUSWTWjnqayosLY9DrHt2h1UQCnTaE04MFlU6gtDuK0KwTdTgSEAjcHQHDUJtLMf24qK+JARx+5czYpRV4Xy1tqCxtPj8POtPJiNu47zlAiVThu2/EOcrrOLQtaqC4OFOrqkcYaB5JZla1Hz9BWW0ZLZUmhXcN+DzOqS3l8xyE6h6KXbZN3OWCXJZZNry3USRShPhwi4HbSHzuXv2nyCHqcXDujnkC+bd0OG9PKi5FEcUzbJjMqkijgc9kL6XQehw2bIhNPj+cAuhACbielfg+nByL5lJFe6kuDpFUP7b1DDCcznB6IUhcOYlMkDnX20zkY5c9XLaA84EUUBERJoKE0xOKmKh7fcYihRHqMcUKWBJY219BaFS54uz0TpD0IWJwNrx05zU+e2sy8+kr+Yv01Y9KxwOLvaCovYtO+4/z6pZ1c39bEtPLifJuMf2b7XA6unVFPyGM5b112G03lxSiyyGDcatvBeJK9p3uoLvazuOmsskvQ42T1rAY27jvG9vYOZtWcfY/WlgRoqQwXjq0M+ZlXX8HDr+/n1EDkso1bWZFomFlFXUsFSj5dJT6cxDbFSMjzQdN1Dp/uZ/O+k3QPxsiq2hu6n25Y1MzqeU1vcMTEKHN5ean7JNv7O/mnnS8yt7hiSufbJZnFJbU80XEAuyRT5vIVjN2SIBG0OS9pTXjVODEFBBzL6U38gYH0s1TI5Ui4yBnDDCT/G4dchVtpeVM2xBcDWfThtbfRm3yIaGbLqM3biOShbYw05uWAaZpktFN0RP8Vt62ZmsDn6Yz+G2eiP8UhV+KynZ1Qmj5MNLONItdaQCSjnSGpHibsuRVRcOBU6nHIVUTSLxFwXINdLgOEgoyqJZX45rM/O5VqnEodw+lXKHLdiFOpBgTM/OZRPkeWczIQBLsV4WJEMUytkAYyAkuiNVWQ0PTa5yEKdqKZ18akkbwVYZg5DDNtSdwiY5gZYtltZLQzhJyrEEUHFlfDICI2nEojlhSoRiy7E1XvxcVZz5cgSHjtbdikEgaSlgqKS2nCqTQWjhkpy6U0AlZZ8ewesnp3fhyNbPYjiIIzL9EpYpo6qtGPbsSRRcsDooh+vPY5RNIvUeK+GYdcU6ifbmYK515uqHo/8exOAo5lgEhaO0Eqd4wi53VjeC5E0Q7oaEYU0zQu25wYzB4no8eocs8f871mZuhI7iDsmI5bKT7P2W9PbHn5CO1HeyFvpHA4bXzw02tYs262lW4xRZRXBVl5/Qy2vnKU9qO9OBwKmmbQ2lZNedXUPHSjYZomFdUhErEM3/3a73C6rYW202Vn+owK1t8+n+raYgRRoLaxhLs/ei0P3ruZ73z1AUutI2eAaXL3R69l1tyzEWwut533fXwV9/x0E4/+7nWeemQnsiyhaTq6rhMsPvtsbD/ay8Yn9hAZTNDdEQHg/l+9zEvPHsAfcLF63SyaZ1SOq/uF8Mqmg2x/7TiJWIYjB7sYHkrwo394FH/QRUVViHUb5hEq9mLoJvt3n+HpR606yrKErulkMioz5tSwfHXLFTW+lfg9Ywj6BECRJdJZ9Wxe2iShGwb98SRpVePHT27mnue3F37LaTp90YQVlv4mBFw5FGWMtx8g6LY2JdFUpvB/MqNyrHuAz/zrH8bkyA8lUiQy2TEb+BGEfZ7LprbQF0tiV2QCbgejDbqyJBH2e4jl6zjm3mwKRV73BcfFCIGjJIrIklhIOxGwSDPzvJBousGxngFeOXSSYz2DJDMqqqZzZsCKyDTP6TCXTSlsnkegSJas92gvaF8sgddhJ+hxvWFdI4k0KTXH1mMdfPJnD44J0x6IJUlmVDK5S88lv5yQJJGwfyzRrCgIyKJokcBeJJw2ubB5HoEsiVa6zqi2HeFIeGF/O8VeN7Ik8uKBE2TUHLNqSs8t9oIYibZ45dBJBuJJ2nuHWDWzAZss8fj2Q3RHYpweiLBqZgOyKNIfSyJLEkH3WAl5SRQIBzzE09lxKTI2WabE575gGL4AnOqP8H+eeIVIIsXCpip8E0jvSqLIh1YvxG238dLBE2zae5yG0hDr501naXMNHodtzLhzKDJF3rF9JotiXkHH6rNERiWZUSkPeseR1hZ73YiCZcjQDbPAkeF22HCcc2yR10VON8bN3YuFoRsFY72W09Dy8+H5P2znpvcvv2Qjtm4YPL75IL98fCvdgzEMw0SS3lj3Ylr1xa27gnYXN9VMZ2FJFU5ZoTkwtXJyhs7OwQ62DZxmb6Qbp3w2gqLaHeSb829GuYT151XjxCQhCAJ+xyKK3evoit1DNncGu1xBQj1AIruX6sCncSr1GOOUDiaGYWRJ5g6jGVES6m50M0k8u8vixBADuJQmJNGJqvWR1k6hGVEyWheaEWU4/TI2qRSHXIldrp5k/SVKPLcRy+7i+NB3KHHfjCIVoekREuohyrzvyZNRTn4BZpoqkfQL5PShMd977XPx2eeimxm6Yv9JTh+kPvglnHI9lb6PcHjgS3TE/p3G0N8WPM+GqdIdv5e01o4kuBhIPY0o2ClyXo8o2BEFmQrfhzkR+Ufah76L37EYMMnqvWh6lPrgl5GlyVlGTVMnrZ0iq/WQ0U6iGQlSuWMMpZ5HFr0FroLJQBRcVPo+xLHBb9A+9A95EkIBVe9D1fupDXxhjDrDZKCIAVxKA0Pp51GiIRSpCFGwUey6GUl0kM6dpDP2K2xSMTapFNCJZrYhIFvKMVPoQ91IkcodzY/DA+hGnGh2mxXJIIZw2RovXMgUoGq9dMbvQUSxVC70XiLpF3DINRS5bkAUbJimicvWjCCIdMf/g3TuGrJ6D9HMVkzMcQZAh1yDxzaTgdQTiIKd2sDnxxh0rLJkuuO/Jq2dJKcPMJzZCqZWKCunD3Jq+EeYaDjlGiTBjWbEGM68igkUu24ALBLQcu/dHB/6FkcH/5aQc5WVfqT3ISBR4fsAsjC5cWiYKqnccXL6IInsPjQjQSJ7AJtYgiz5cCpNo+ZHms7YL0mqBxEEGwPJ/8YulRJ0rRoTvWGTynDIVfQkfotuJBBFJ4oYoti9btz1s3qChNZHRo/ikkLopkZS68fAoNwxk2iui6yRQBEd6GaOrBGnP3MUh+QnkeslqQ/iVyqJ5bpJ6UP4lHJKHNPoyxxBN3MU2euJqVYZfqUSl1xEb+YAIjLlztnYpImJaP9fh8fj4OZ3LSAymEAQBBxOhdKKIC0zKwiXBy56k+v1OfnQZ65j7qJ6Ok4NIogCTdPLLHnRxjDBYk/Be+cPuXnPB1fQOrt6TLipw6Gw9uY52OwyNoeCaZqcOTnAK5sO0jyjgoqqELIiWRFHkSQvPLufvp4oX/y723E6bciyxIrrWmmaXs6u19uJDCXx+py0tlXR2Fw+LrS1vqmUL33jNnZvP0nHyQFMEzw+B9V1xTSM4nCQJBGvz4nNJlNaHmDuovrCb5aKiDTqHmysWT8bSRKx2d94CaPYZAJBN4Ggm6raojG/OUd59hSbxOobZ1Jc4qW3J0o2ncPmkKmqDtG2sB6v78rmAcvixAvQi7IfCCDlN8OLm6ooD45/HoX9nitOiAmgm8a4TeLIZ1Ec4eux8u3Lgl6um9U0TkVBFAWmlY9/h4qXyTAB1sbTMMyCoaAA0ywod5xrCBFgUnnWY5R5hMI/51zGZNfJLr7z+424bAorW+spC3qRJZFN+46z+2T3BOUKSBMawsfexIhs6oXCtkXBehvWFAdY2Vo37n4lUZhymsJUcb4aGqZJThtvGBFgykR+k8GIMelCaKkM876V8/jZM6/x0oET2POKOR+5bhELGi9OuaGhNMjz+4+z73QPmZxGfTiE06bQGYnRHYnTNRSjsbQISRSscTtB35qQV3ARxs0Ta9xe+N4MTGLpDNfNnsn29k5+8dzrNJSGxnCEjKAi5ONzNy/ntkUz2XzkFJv2Hefbv3uW966YywdXLxgjnyzkjUcTYeQuRFHIp5SMHxG6YWBi5lU4xn6vn9MOI3P3cvEhDHQPEx1K4PY5efSXLxaiJbpO9rP+fddccvkdfcPc+8wOugZizG+uZO60SrzniUAZQVvj1CIeRtCTivPQiQPMDpUyM1SKS5lampVNlLizYR4bamaN+80l287zbJo8rhonpgBZDFAX+DJupZlI+mWS6mFscjkNof9B0LnC8lKaljKHRXB4dkAJgg2nUlvYqOaMKN3x+8hqPRhmGkUqYjizmVh2Fw65murAJ5HEKuLqHnoTD6IbCXQjiYBIT+J3iCgUuW6gzPseJMGJW5lWkNI8W98gTqUWKa9QYJfKaQh9jYHkk0SzWzGMFJLoxqVMxylXM5VNrSi4cMjVpHLtpHInzvnNjtfeRiK7h7R2kir/x3HZplv5vEodVf5P0Jd4kFh2Oz67pVziUCop976XgdSTZLUeHHI1Nf7PFs4DmZBrFbLopT/1BAOpJwABRQwRdK60FB3ycMiVgHjeFAoTjcHk00QzWzBQUaQgGe00nbFfIot+Knx/jl2uwKU0FuQ7bVIJuplGQEQUbDiUWosDQRDxO5Ywvfh/0Z98lIHUU4CJIgYJOJbleUisvnApjYijppyAiF0uQzDsY7gUBEGi2v8XdMf+k0j6ZQRBwm1rpTiv+qFIRTjkSmKZbWjmawhIOOQqGkJfK8hHThaq3kdX/F5Urc/iTZECDKWeZzi9GZfSSHXgU0iCC4dcg00e6wmQBAdOpa4QVTAZSKIbWXATzVhErZLoo9TzbkpcN+OQa/P3L+Czz6cx9HcMJB+nN/F7bHIZFd4PkFD3jytTFGSKXGtJqodRpBAe+5xRbSngtc2mMfRNBlKP05f4AzaplHLvXaTU4+hmGhCQRW8+IuJFhlLPY2Igix58joWUuG7GZZueL0/E71jMtKLv0J/8b4bSL2CioYh+gs7VBcUNARGnUodNDp83mko3kvQl/kBSPYJhZlGkIHF1L6ncMWxSKdX+j+f5WayUslLPHQwkH0fV+3EqjZR734NTrh3z4rJJRdQFv0x3/DcFA1/AOfFLUzWS9GYOktKGABOH6EMR3XiVMKeSW0hqg4Qd0/HKZURznXSn92GYGrXupRxN7yFkb0ARHRjouOViYrlu4rleZNGORy7hWOx5TEzKnDPoTu8laK8lkj1FuautQFT7pwiPz8mGOxdf9PmZtGoRS06wgHN7HCxf0zru+zXrZ4/5HAx5eN/Hx5NbOZw21m04S2CsqhrPPLaLU+39/NXfbqCusRRREjBNi5VcsW1k59Z2MikVpzMv2SmKVFSHqKgOjSt/Inh8zgnrPBp1jWHqGsOTKs/psnHDO+Ze8DhBEFiyopklK8ZzDEx0bFGJj1U3jl9ovfVgSeOdzzMsiyJVRX7cdoVZNWXcvnjmHy3lKpbK0h9LUpNPJ9ANgzMDwwgClAetyJmgx0XY7yGdzXH74pmUBjxven0bSkPopsGJviHaassKC+uUmuN4zyBVRf4xiiGXG1lNZ+PeY6SyKn97x1rm1JUjiSKJdJYd7Z2XVHZdSYjHtx/iVF+EGVXh8266i31uin1uPA4bdyybTegCkRZThTBq3J7PCCEJArIkFaJqRhBJpBmIp85z1h8X2ZzG9MoS3r9yPkGPE6/TTllgvMd/sqgPWzws2453YpclGkpDZHMabruNI139yJJEsc+K2KkPBxFFgRN9EZY264WUBjWnc6x7kMqQD79r6gpuI6gLh/jkjUs51NHHd36/kZ88uZmvvWsNYf/4OSoKAnXhIDXFfla21vOTpzbz6LaD3LpwxhjjxGQQ8rgI+zz0RuMMxpMU+0bSWU1O9A1hGiY1xYFzontSRJNpwvm20XSD0wPDOBSlQGB6qfCF3DjcdoZ6oxSVB5i/0loXvvDIDi7HVDl0qo/eoTjLZtXyxbvWUFnsu6xG2NEoc3m4qWY6+4Z6+OHul5keLOGuaXMueN7uoU66U7Fx30uCQJHDTbU7SJHddckGoT/dFeIVgCAI2KQSKn0focL3IUZyui3PpdURomCnPvTXnGsDtkvlTC/5QYFEzyaV0FT07XHH5a9U8IaGnGsIOq+duD6IgIjb1kpb+W/GkQWWuG+h2H1ToSxBEHDINVT5P0YlHxlVf6ucqcBja2Vm6b+dp14SYG3afY6F+Xrls+8FmWLXeopc11sSn6P4GEKuNYRca/P1EsdILgJ5LoGl+B2LRimjjG1/gPrQ10bVY6L62aj0f4xK/0fO87tV35llvyi0aYXv/fnWkrDLLpqLv1foSyu1Yi5e++xz6nW2XcPuWylx34zAWY++INioCXwuHw0wtu9cShONRV8fVZ5YuB9FDFHt/xSm32CUrXlCws4LwSHXMK3o78/zq1Col3W/Yx82TqWRlpIfTooYcgSyGKAm8FlMPjPqGlY7je1rJyXud1DsvonR8yzoXFn4PBoBx3L8ZUvG1PlsWQ5K3DfnowfOlhVyril8FgUnZZ478uSuI216vrop+OwL8Nnnnre/RcFFc/E/5dts4nEoiwHqgl/mfP4iK+0lm/9boti1jiLX9ZxvflgHSvjsC/OSo2b+3In7RxYcZLQobrmY3vRBJEXBb6vCq5TRnzmKKEgEbNW45WKiuQ7S2lC+3g7qPCs4k9yKYerYRQ8BWzU5I0VU7aLU2YpXKeNkcjNuuRi/UsFg9jgeOYzh0OnPHMYjl+AVpx72+qcGVdVIJ7N4fFZ+ZnfHEPt2nqK4xIfHe/GLysnCNExi0TRaTkfXTUTJ2kAYhkHnmSFOn+inOOybsrLIVVw52GSJgNvJ0e4BhhIpSv2evKFCKEQdTK8sobW6lIe27qe62MrFlkWR4VSa9t4h6sNBygLeK24E6I8leHr3EWqKAxT73Bzu6ufZvccI+z0FskJFErmhbRr/+/FXeGjrfm5dNIMSn4uMqtEzHCeWztJWWz5p1YOLQWtlmLbach7eup/m8mJaKsOomsbGvcfYd7qH9107r6B+cUVgWoo3hmEWPL2qZnFxbD165pKKXtRURYnfw/2v7ibocTKnrhxZkogkUkSSaRpKi3AoMjZZYt2cZn761GYe23aQm+a3EHA7SKsaXUMxMrkcs6rLUC6yH2RJJOh2crxniP5YArc9iJ4PVRkZt26HnfKAly1Hz3DT/BZK/R6G4in+sGUfyezlCc2/nEhkVDbuP87MqjBz6sovyxgJeV14HHZ2neyitsSaN/FUlrpwkNeOnqY86CGQv05TWTELGip5fMchZlSFmVdfiaZbah072jtZP286RZ6L35jLoohdkWmrK+fztyznew89z8+e3sIXblmBz+VAEKy0rPbeQcoCXkp8HqR81AOmedFJ7j6nnVUzG/j5s1t4ZNsB3r10Nl6nneM9gzy0dT8hr4sl02rGPL/ODA6zcd9xwn5Pof22Hj1DbUmA+vDkDOkXgsNlx+GyY7PLXH/HYgL51MScql8WI8JwIg2YLJlRS1WJ/4o+nx2yQp0vSCSbojMZoycZn9R5r/S282rviXHfa6ZOJJui2h3ky21rafaFr3JOvJkYUfc478ZXGL85Ovu9ct7P57/e+a816igmkiic6Nzz1d8wcwymnmUw9dQFriVS5LqBEvdNE15zLCauuyCIhXMLxgnTuo9z+RXGn2tFUbzRkL+QV/Z8fTTuOEaHoo295rl9d+F6na8vJj7nwr9N3LamaZJQ99IZ+8V5azICr20OZd47C9Ehb4SJxqrVjyK6kaEndg9xdc8bliEKLko978LvWHjBl9ZohZTJYPSYuviyJjPXRpd5/v6ezPye1DNglN1ipL3fsEysGOLJPFsU0Yld8uKRS1DtSUrs0xjKniCa66LC1cZgtr0wl2yim2m+tZiY9GUOEc/1YqAjCQp20YMkyCiim7BzOlG1wyrD2UZPej/H4s/jkcPopkpM7caa528+P8xbEf09UX75k+dIRNMIokAsmiabyfGuu5dRUnbliecUm5WmcXhfJz/+/uMUlXiRFYl0SiUaSSIIAu//+CocV40Tk4ZpmhzrGeTRbQcZiqc43NVPTtP51gPPEvI4uW5WEzOqL94wF/I4uXFOMw+8uocv3fMYXocV9vvJG5cwp64CQRAI+z188oYl/OzpLXz3wU2FvG9NN8jmNL644VrKAtbCumsoyhM7j9AfTXB6cJhUNscjrx/gUGc/Pqed5S31LGicOt8HQFnAS89wnK/d9ySyaOWJZ3I5Pn/zigL5oyAIrJnVSM9wnKd2HeGlgyewyRKGaaJqOtPKi2gdRXR3JVDkdfEX65bxL0++yrcfeM5SNzEMhhJprp1RzzsWtF7R69sViRWtdWw/3sE//uF5KkM+cpqOIAjMb6hk67GLN1DUFAf4zPpl/OszW/mnh1/A53IgCgKarlNV5Ocrt68u5Oqvn9dMdyTGw68f4Jk9x1AkEd00yWk6c+rKaakMo1wkjarPaefGOdP4xcZtfO3eJwm4LI6z96+azzV59YuKoJcNi2bwwOY9/OUvHyXodpLTdbxOO62Vk4usmgg9w3Ge2HGY3qiVFpFWczy2/SBHuwfxuxwsnV7D4qbJpUiPhiyJVBf5eWLnEfad7kWRJSRRoNjrZvWsRlbNqC+QwU4WiiRRXRRg2/EO1sxsRBQE3A4bjaVFvHzwJDfPn14gufW7HHxs7WL+9+Ov8P2HXiDocWIYJoOJFPMaKrjzmjYctkvf5kmiyDXT6/jg6gX87OktlAY8fGD1Apw2heFkml9t2s5gPInTZkMUIZnJEU9nuHN520VFLQiCwPVtTXRHYjzy+gFePHACuyIRS2XRDYNPr1s6juCyPhxiz6nuQqTRQJ5H5n0r5+GdgPDzUjBipBiBL+jicoRO2BQZWZJQ5AkcT5cZp+PD/PrITspdXq6tqKfRNzkDzl0NC7itZva473XTZDCb5J6jW/ntiZ38dduNyFeNE1dxqRCQ8Nhm5uVI3+g4oRBqfhVvTTjkSko9f3bB42xSMaPlKS8WoiATcF5TSH04HwRknPnUjav440MSFFr86xEQqHC2IQgSYUcrYCIJCiF7PWJ+IVpkb6TIbnGxmECxfRpgIgpSPo5DxC0XAwKG04rayOhRktogdZ5rcEh+BAT8SiUgIP0RVY3eSvD5Xcxb3EDn6UFyqo4v4GTOgnpa26qQr+BmaASCIDBvcQNf+ubt7N52gv6eGIZhUF4ZpLImxKx5tZSWBxDeBH6CPxWYQE7XyeY0nHaFVTOteSMJAtmcPkZ9w223sWHhDGbVlI0Jt5clkRUtdaiaPm5zY1dk3rtiDlUhHwc6+tB0g5DHOYZkThQE5tZV8M333MDmI6do7x1CMwxCHhetlWFm15zl+9B0g7SawzBNKoM+bltkKa6MyE2qE+T6TxZ+l5OPrV3Mka5+2nuHmFNbzrLptcysHqtW43Xa+dCahSxorGLniS4G40kcikxVUYB59RU4R8kReh12bpzbTE1RYNL1KA/6eNfSWVQX+Sf8XRJF5tRV8I07b+CVgyc5MziMTZaZVVPK4qZqvM6xed914SA3zW+hsuj86yWnTWHd3GaaK0oQRYGgx8lN86YX6lBTEuCGOdMK6iDXTK/F67Cz+cgpEuksIa+bla31mKZJZcg3hlh0fkMlJT43XufY93dtSYCb57dQNeo+ZUlk9cwG6sNBth49w5nBKIZpEvI4aastL2zcBEEg4HbymfXLuKaljl0nuhhOpXHaFGpLgsyvrxxHODgVKLLEhkUzKPa52Xu6h2xOI+B2UhY4m45sV2TuXjmP2pIge091o5smdeEgS6fVsPNEV+F+ACqL/Ny2eOaYewVLDeKWBS20Vp01ZugjY9wwKQ14CqlOI2M8O4roc05dOS67bRz5Y1WRn5vnt1CX593QdIOtR8+QSKvMq6/Anze26IbBmcFhfvjYyyiSyJpZjVPaaMqSyKqZDZiYXNNirZck0VLYSGSyLJ5WjV22+kEUBVqqwnz9zut59ZA1z5W8Ks/S5loC7rEk9xUhHzfNb6Eu/MapuHZFYmVrPZpuFBwwkihw07yWgvEjmszgtCmUBbzctXwO+870MBRPoZsmIY+LuXXlzK2vKNQVYGZ1GYZJwbgygvKgl5vnt9BYepYXyO9y8JG1i5hbX8GuE12ksjnKg16umW7JCp/bpmG/h0/duJS9p3roHIqyqLGKa2c00DhKTedSoeV0UvHxylgvPLKDOz59PaJ4ae/simIfDrvM6d4IOU2/6CilySBod/Luhlk4ZYUqj/8cdavzI2R3gX1ig1O1O0B/9QweOLEzT2568dEkwmQrdIXxlqjEVbz5MEyVjui/Es/uojX8kwtGTlzFVbydoBsZTg3/kKzWTWv4R3/s6kwJmqGS0YdxyaE/aY6Jq7iKP3XkdJ2BWNIi2bsA7IpMkdfF39z3FCf7hvjnD936lpKfvIpGhN3sAAAgAElEQVSLh2maJDIqw8kLSxcLgoDf5bjsXuu3Ctp7B/nGfz3D7NoyPnXj0kJ0km6YHOnu569+9Ri3Lmzlg6sWEJlUe4Hbbh8n1XkVF8ZHfvwANlniO3evv2z8EhPh+L4zPPjzTXiDY6ONBzoj/H8/+VBBWvRikcyofP++jew/0cPn3r2S+c1VuB02i1T3MkdS9KcT/ObobhKqymfblvHMmWO8u/HiOZdM00Q1dB44sZOXe9v5P8vuQJnYWDOpG7m6YryKPyoEFCp9H8Y0c5NKtbiKq3g7QRTs1AQ+B+gXPPatBlm04REvPhR3qjCNIczcMQRlFggyZu4AghgCqarAxWKaBhg9gANBmloeqmXIVxEEa7Ft6t0guBDEib2xkypzVBmmqWP1s4CpdyKIJQiTSLkyTRWQwUxiGhFEueaC50ypjtoZEIsRxItfNI8uwzRzWKSOspXWp3eBVI5w1TD9lkV/LMk373+GnuEL5yW3VpXy1+9aU/h81fP0pwPdMNi47xi/eO71Cx5rU2T+/Nr5bFg0402o2ZuPRFolnsmOC8PP5jTae4cwTZMij4vdp7r5/kPPX7A8SRRZN7eZT9649ArX/CouFrIic81Nc2hb1jTm+//+j5cvj/HANLm2rYEDJ3r4/r0bWdFWT2tdKV6X/bxEtvXlIWrLps6p0ZGI4ZIVYmoWt2Lj8HD/pM7bM9RJVyo67nvdNDmdiPB4x35uq2m7Soh5Ff9vw5LD+tOUFLyKq7hUCIKALFx4g/p2gWnq/P/svXd4HNd57/+ZmZ3tiwV20TtANIJg71VskqhquSuO47jE9r1JnHZ97SQ/1zhxnHvTbhKn29fOtS3ZsWXZqpREUiQldhIkUUj03vv2NnN+f+xiARBgA0lJdvB9Hj4PsXv2nTNnzpzynu/7fRE+QIBkAxECYvH/I6NHTqMo+aBkILRuhDaMrOQi9CAQBgzokUtIsgOklSDZQQRm2dBARIgLd5hBBAE9/p0+gh69gmzcCpIRoXuR5Hg6znidYiBZQMSAKKCAZJ/lGInEbYkISEYQ+iwbGiLWAvoIkqEKETkF6iogf44NELPuxQQI9MhJZEMlQgQQ0YsI2R6vB3Ki/kqiXv64CcmEJJkTdRIJWwn7IhyvI1rChoIQPiTSECKUKKfE7UpKov1NIBkS15IS15p+LvF6zNgII6IX4+1uKAMRRQg/EiLuqBC+hI3Zz8UC3Did2hLuLVx2C7/10LY59PfrwWE2YTUtOZp+GSHLMpvLC8ldID3t/LIS+a7FO27f6SjKTGNNSS5HG9roHZsk1RbXe5jwB+genWJtSR67a5ZhMih84X37bmpPkiQyUpbm+ncycorTycx3YbGZ5oRB7H5iA7Jy54KYxy938K3nTzEy6ccXDPOTo5eRjkkYDcp1Uz9/8rEtfOTA7TsnTIoBAfiiEc4O9WG/xVSibwy1c3ywbUGnc6rRwgdK1vFowQpkJIKxKEZZuaW0vNdiyTmxhCUsYQlLeMdDCIHQetHDR5BkF5JhOSJyNk4SlPOQTTtBTiN+Kq8iKdkIPb4hF7EriOiVxKY3iB67ihRrR1LXIKL1SRsQAW0AlFxktRo9UovQBpCNa+LXjlxAkpxIhmL08CvIxp1Ikgk9+FzchpQK+hhCRJAkBdn8EChZiTo0IbQxRKweSSlGkt3o0fMzNsJvgD6MLJkQ+gQifAxJMs+1IcLo4dcQwoskpSApueihw2CcQDIUIWKt6MEQyG6QUxGxznhbqKvQQ68iGZYhGSqQ1PJEq2qJNkwDdPTIWRABJDkFlExkw0r00Cso1vchogMIQshKAXrkDEg2hD6BJNuRlHz08CkkwzJk42q00ItIkhXJuAFJsiZtoAv00Osgp6FINoTwooePoyi5CG0IPXISCRXJtAk9fHTGhjL3pGoJby3Mqsqqopzb+s3KwmyynHYsd0GQbwnvDMiSRHaqIymm+l8ZKRYTv3VgK29e7aK+exBfKIIiyxSmp/Hw2irWL8tP6olsLFs6gLuX2LAsH4Mi31PRWgCjSQUTRMJR2ht6GembRAhBarqDzPz42uNOIMsSqXYLqbcR2uNepEOrOCWNlqlRGsaGeLWnmfeU3lpIx6+VbeQDJWsX+EbCIMtYFRVVjjOJftZ9mW2ZpRTab6xxshCWZo0lLGEJS1jCLwB00HqQlQJk8170SB3ITmTzfjT/t8G07Tq/iyVO+o0IrQtJTkc2bgHJgB56HkldnbQhyW4kdTmSugH00fg10RHaIJJhObLQkU0bAZCUYgBErGOmHr6/AzkD2bQr7hDRR5CU6cwMBtD6ABURvYhs+xiSPhb/SrIjqzVxFoGhGinajGTcPN+GNgIijGJ+BC34DJKhAlldEb+e8IFSgmx5BM3/HeLsEgtCCCR9HCQV2fwg0jX6H0KEkaRInPEh/CCnx20Efgym+5HkzHhaOEMuInQIXRsC2Y0eOYOk5CC0IZAcSEomsvkBQEKSs0D3IGECOTdpAyUDSa1BMpQgGYpB9yJJl+IMimgd6CMI2YWkDc21sYRfOPzqroUWsPcOQgjCkRjBcBS71XRPxeTuBjRN5+XjjVxs7EXTBZqu85EnNlNasHgBv5im4w+EUVUFq3nuSWgkGsMfiGC1GDGqi88GEInGeOloI8FwlCf2r8L8S8KSEULQ3DHMS8caeWL/Korz3TcsH2c6xMU1n9i04i2po6bHn28spk9XAkWWMBoNmI2G/7Lsst88sPUtvd5g9xjHn6tlqG+CwrIsdF1QvamUO80munNVKesqbi/hwO2y1CbDQVqnxpCAHKuD95TWICfEYW8FDtWM4xYveW60h+Wp2RSy5JxYwhKWsIQl/FIiTvcXWg969CpIKugeRPQykpwK+jjowwitB2QLQutH6H5ErAsRa46zGpAQxEDrBsmMZKiaZSMNUIC4wrmudYM+HA/vQMTZDfpYQj/BEdeLQEIyLEvaQHbFQyYkNV7fWdRPSXaj6wNIhmqEPooQkVk2SuOhHrGrCL0k/v8FbMRDT/S4ngYmJMmGQE84SOxIiVAMMCApGYCKpOSB7AKM8xwTcZaJOf57ovFPkjZ00EcR+hBC60FSq+LOjlg7svWDSFo3kpyFpOQAkXjohiQjhIakFCJEPXrsKrJknrEhpwIKItaJULIR2nj8O30A5HQQPmRDOZKhDLTBhI0mZCWfOz2VWsIvN4SAQyebeObgRX7vo3tYWbm49KdvFSQJ0lKsuNNsXG0f4sylLh7ZXUNpwY03xTdCd/84f/udI2xZU8KHHtsw57tLV/r4h+8d5ePv3cquTYtnIoXCMU7WduAPRrh/W9UvjXNC1wVt3aMcPH6F9TUFN3RORKIxBke8ZKU7ML2FzKCJqQB/+e+HaOkcBsBgUHA6LNRU5LBvSwVVy7JR7kJ4wRJujHAggjsnFUeajUc+soNnv3V07jy9SFhM6pzMRPcCE+Egbwx0EohG6fVPkWtLIRCNkGGxs9z11mmE3QxLzol3ODRdJxiNYlQUVOXu5L4VQhCIRpEkCbPBcMfCJe8khGMxIpqGVVUXFed0N+CPRJCQMKt3t21juk4oGkVPjIEGWcKiqu9Ib7kQIvEsZtTdLaoBgyy/I+u7EIQQhGIxdCGwqOov1XvydkFP9IuYHu8X8qwx6Gb9QpJkMFQS3zR7kdQyMK4CfQLZtBeIIamr45t6EY2fvMuxuOCkugFEML7plcygj4FkRFJXImKtSRtiOqQB4k4HEYoLYMrpoOQgq6sQIogkzEiGciTJhKRkJuuhmB9CiBCS7AZ1FZI0LQAJyCnIpn1xtoGhEEmyJG1ALHE9X/zaxg3XseFAMm4AbQjZtD0uJGncDGIq7lwxrgXJhGzehyS74k4HSUWS05BNO0AIBILZAquSoSrxHxOSujLuAJFMifKxxGcmwIhs3IgwVCIpufE21/oS9rMgKX4qgCiSUhhvb6KzbEjIxtWIWGdC20MgqWsAGdm4ChGdpj/Ls2yU83Y6JoQQRDSNmK6/I8YBXQgCkSiKHH93flHG07cC/kCEoVEv4cji05++VZBlmW3rStm6toRX3rjKmUtdd2wzEtUYGJ5iyjM/O0QoHGVwxEMgFLmja9gsRn7lsQ3ENA1nyi9PZglZlli/spD/+Rv7qKnIvWHZjp4xfvDcOT715Hbysm49pe2dQtN0Rid82KwmHtsbp+H3D09x7Ewr5+u6+cP/9gBVpVlLY8I9hsNlIyvfzfjwFP/vL1/EnmKJexvvIoQQxDQdTdcRIt4/jYY73wOWpLj4vdU7qBsbpGF8iPcuqyEUi/Gdq+fvUs3vDpacE9dB5/gEnnCYyoz0OXl6Z6NrYpKpUIjydDcW9d54u1rHxvnKq4d538oVvKfm7qkef/6Fg6Tbbfz+zm04zeab/+AXBM81NvGTuga+uH831VlvjxfwCy+/htVo5LP3bSfNcvcm77axcf7hzVP0e7z4IxFW52bztQf2YbxO/3y78dTFOl5ubiEYiRKMxfjag/vYXHB7lLW3EzFd56+Ovcmg18eX9u8h074kVnUn0HSd2v4BfnSpnqsjowghyLLb+eO9uyhx3RrtT5ItSMZ1s/6eKwSlKDOnpXHmwDQKrm9TnaHkzp72JTkVybR9blnT5lnX2r1gPaZtSJINXeuAaH/iA0s8ZEQyIynZCRvZ19jfNffvhWwYiuKOjGT9K+ZfW407HCRlZgyUFHf8dEefRGjdiU/lhKNhB9dCUpfH62iY9c7KtplrGAphVmaQmfs2IBnXz7E1+7mALcG2IN4OSf0LkBIhM/Hv0ufV6e1AVNP43oVL1PYP8IV9u8l22N/W+gz7fHzx4CGqMzP5rW2b3rHj/xJ+OaEoMqur3tmslMVAkiSy3A6ytlbesJwQUNfcz9CoF+0WUuveC+RkpvDonpWYjArhSIzy4kz+7ruvc/piJ6UF6W8pm+O/IlyZKRjWFhEJR8ktziAz33VXGSvBcJSm7mEutvTROTiOLxihpiSb9+9Zg81iJBiO0jcyhdWskpu+ONFZVVbo8k7y5kAXnkgYTbw9ffl6WOrB18GzDVd4vb2Dv338YYrTFl44f/d8LVeGR/jfjzxIvvPeqBKHYzF6JqeYCoXuqt0+jzceTa3/ciX6mgqF6J6cIhS7N6kXg9Eop7t7WZ2TTZp1YcfDgNeL3WhCu8ttm5vi4NfWr6F30sO/nznHoNf3jk7Tdt+yYopdqZzs6uE752oJRKJvd5VuC4L4RqDf402e9N/zawrBud4+Ui0WytMXT+99J2LQ6+Ovjr7JaCDAEyuWYzcZiWk6dtMvaSYGSUae5UR422zMsSchKa7bTqP6XxmaEIwHgwz7/ES1tz+lb1TT6Z3ykGm3vaPH/3c6dF3QOzjB6UtdDI97sZhUaipyWVWVh+kaTQYhBIFQhLqmAZrah/D6Q5jNKrkZTjauKiTD5UiWGxn3cflqH5194wRDEVLsZpaX5bC6MhfjO0gXIByJ8aMXL7CiPIdMt50TFzoYGfdhsxhZV1PAirKcORuuoTEvB481MuEJIATkZTl5bO/KOWEdQgheOtrI+JSfR/fU4HRYkver64L65n5O1nbwwM7llCTCJnRdMDTm4fTFTgaGPaiqQk1FDmurC+ZpY5ysbWdo1MvuLRX0DU5yrr4bnz9MptvOjg3LyMlwJusRjsSobxmgoXkAjz+E1aySnZHC6qp8cjOdyewHkWiM42fbaGgZQAiBLEs8vm8VRXlzx8hIJMb5hm5aOkc4fKqZ0Qkf//HTMzhscU2conwXj+9dhSxLXLzSy4WGHu7bVEZpQfqcexgc9fDTg5fYsKqQddUFi97USlKcfWMxG1m7PB+T0cDgqIdoTFuUcyISidHYNsilK714fKH4+lUIJEnCnWbj0T0rSU0wZV4/3YIvEGbnhmV09IxRe6WXYDBCTpaTHeuXkeGyz30OzQPUNffjD4bJTk9h06oi8rJT5zAmf/baZSLRGAd2VeOwzRyYnqvror5lgH1bKynISUMIwVPPn6e0IJ2CnFROXGhnZNyHK9XG9nWl5GU5ke8xa3pi2MPz3z2O0AU+T5CC8mxyizNQDHf+bk/6gjz92gWePV7PmMcPSHHdKOCJXfH5Z3jCy18+fQSnzcyXPvoANsvt6zKVpqSxPaeIy6ODmBSFd5euYCIUxGIwYDa8/aFaS86J6yDLYSem6YwHgtd1Toz5AzjNJuzGW0vBsoRffLSOjvO92kvkOBzXdU7cKzhMJjYV5LPMHeDZhitv6bVvF5IkUepyUepyEYpq/Id08e2u0i8EpkIhnrpYx7aiwl9C54SXppFRPr5pHZ/avAGDLKMJ8bbT5JewhBvBbDDwiY3r+JU1K8lxLGUp+GVATNM5V9fFt398kkhEw2YzEovpHD7ZzPb1pfzq4xtx2GacpkNjXv7jp6c5e7kbW0JQUtN1ojGd/OzUpHMiEtX4zk9OcbV9CKOqoCgyU94QPz9Ux5OPrufxfaveMafa0ajGy8caudI2SCgcJRSOh8KMT/l57cRVfuMD29m1sSy5iY9vJMHnD3O2rovcTCcP7qyepznhD4b5zjOnWb4sm3UrZhhrgVCEF4420NgywKOJkARdF1xu6uNb/3kCjy+Ew2omqmkcPtnMfZvK+NDjG7BbZ55DffMA5+u7mfKGOF/fTSQaIxrTkWWJlRV5s5wT8JODF/n5oTpS7GZMRgPRqEYwHGVsMsAHH16XfA4SEooiEYnGaO8do6F5gE2ri+c7J6IazR3DdPVP4PWFiMZ0JjyBZAhRmnMmI4eqKhw83oim6RTkuDCqM+Ksb55r44XX61lTnY90nfSQt4spXwhN10lNsWJYhLND03RePNrAM69cItPtwOW00t4zSkvnCJWlWezbVomizNT14pVe2rpGGB7zcr6+G03TicY0zK1xR8m0c8LrD/P08+c5cqoZh92EUTVwvq6bl4428LH3bWXb2tJkNMQb59vwB8Lct6l8jnPiavsQLx1tZFVlLgU58b3YK8evkOGyo6oKPn84vleb8nPsTCu/9eFdVJdl31MnYFpGCg99OM6qnBjxUHeydU5q0cUipmn855FLPHWoFpvZyJYVxaTaLbxe2zqnXKrDisNioqFjkJbeUdaU3z6TyagY2J5dxOasAmTigpg/62hkhSuL8tS3n7X4zhgl34HIdtiJ6nHnxELQdJ3xYJDcFAe2hHNiunPO7qIzVNe5L8q1HVncpPxCvxULlL+dOkyXE0Lc9PrX2l2o3LSd6U9u1eZCZa9X31uFxJ3d1+yys8tc6O9n1B8gJnT02WJ316nvrdThXuFWntn1ys4uP/s3t9u/7jZutc9c2xcXKn+jviDN/sFdqO+N2mt2me7JKZpHR9mQn3dL/etu1mOhcnfatrPtBaMxgtEouSkpKLKMAJRb6Is3el63W4+b2b3dMWyh+t7I9kI2F7J7L96z254bbqO+t1uH5N83qMdi5tNr7U0/y4X6wfWe+7X9HCDVYiHVYrmu8sXtjje308cXKreExUMIweCIh395+g3sVhN/+OkHKMp1EQxFePa1y/zguXMU5KRxYFc1BkUiGtN45uBFjp1p5Yn7V3NgVzWZLjveQJj+oUmWFc6Ej5mMBh7avYJH966kJN+FyWigqWOYv/72YZ4/0sDuzeVJR8Y7AQI4caGdj7x7M+87sAar2URdcz9f/6eXeeX4FdZW5+N0xA9hMlx2fu2JzQTDUb7ydy/i9S28Nl63ohCb5SwnaztYszw/uakdGfdxvq6bPVvKcaXaEEIwNunju8+cJhSO8UeffoDy4kyCoShPv3COHzx3joqSTO7bXD6n33f3T2BUu3ny0fWsrspDFzA06iE/e0b7wR8I8/KxRipLMvm9j+4hzWnFH4zQ2TtGmtM6J5OLqirs3lzBro3lHDndTEPzwIL3ZbeZ+PX3bAHga998mY7eUX7313dTmDufhVZelEFVaTZvnG/j0b01SadJKBzlRG0HpYXplBVlLN4xLxJaONEYfUNT/PjlWkxGA+tWFCzK+TUy7uOlo43kZjn54//2ICl2M939E3zxb56jJN/NI7tXYLfOPZ1v6RrBaDTwifdvo6o0i5imMzLuJTehwSGE4NiZVl48Ws+je1byvgNrcTrMtPeM8s3vHePbPz5JcZ57znO7jdvnXF03//1Xd/DonpWoqsKZS5387Xde58cv1/I/f2M/Vsu9OzRWTQayC+MbeEeqjTdfvHRXnBNdgxMcPH0Vl8PK777/PrbVFDPhDXDuas+ccilWEwVZaZy92k3X0MSinBMQn29UaeZd8EcjRBfJEp6+/9lz2J3MV0vOiesgx+EgpuuMBQJJAcmeySmcZjPZDju+cIRITMNttWJIUIgmgkGOtnfyaksbo34/qRYL95UUc6CqHJfFMueh/fuZ84z4/Xxw9Ure6OjiaHsH3nCEsnQ3n9q84box2EII/JEoT1+6zKmuXp5cU8OeZaUokoSm67SPT/DzhqtcHhzEH4niNJuozEjnkeWVrLhGg0EIwcnuHo60ttM9OYlVVbmvtITHqitJt83E10c0jbqBQZ6/0syV4REUSaI6K5MnViynKjM9KTzZN+Xh8y++wic3b2A8EODl5lamgiEqMtJ578pqVmZnzRGpDEZjvN7WwcHmFga8PhRJIjvFwfaiQh6sLMNhWnwKuT6Ph0OtbdT2DaDIMtuKC3j3imoy7bY5i89+j5eDza282dmFJxQmz5nCAxVl7CopwmY0IkkSoViMnzVc5WRXN7X9A0wEg3z+xVewqvHXpyI9na8+sHfORksgONPTy9H2DjrGJ7GoBnYWF/FYdRVZb0HMcjAa5URXNy9ebaF3cgqzamBzYQGPVFVQkOqcMynqQtA1Mckrza2c6+1jPBDEalQpTkvjQ2tXUZURH4Q1Xae2b4DXWttoHBrBH4ngNJvZWJDHu1ZUke1w3PNTcF8kwpHWdo53dtE9OYUuBLkOBw9WlLNrWXGSxRTVND734itszM8jPzWFZ+uv0OfxYDMa2bOslEeXV+KaxXwJx2Kc6OrmucYm+qY85KQ4eLiqgjuJzNGFoGVkjIPNLVwaGGQyFMJiUFmTm80TK5ZT6nYhSxKaEJzv7ednDVdoHB6mfWyCfz9zjmcbGgFQFYU/fXD/LesyzMa0mN/lgSFeaW6hcXiEcCxGqtnC+vxcnlyzMqmLouk6nROTPH+liQu9/YRiMYpdaTy6vJIN+blzdHU+98JBarIzKXO7ebbhCt2TU1hVw7zxwxeJ8I8nz9A6OkbflIeYrvOPJ07z9MXLAOwqKebjG9djNcZtxzSd+qEhnr/SROPQCAArs7N414oqKjPS54wfb3Z289P6Rv771k20jo3zwpUmBr0+0iwWPrphLZsL85PvZDAa40xPL89faaJnagqLwcDWokIeT7yP0/32uStNHGxq4be3b4m/Dz19RHWNiox03r9yBdVZmck6CCGIajoNQ8O83NRCw9AwoVgUp9nM2twcnlyzMtkOuhCM+v28dLWFNzu7mQwFyXE4OFBZzs6SYuymmYVUTNdpHhnl5w1XqR8aJhyL4bSYqcnK5JHllYti1AghGPB6eelqC+f7+hn2+VFlmYoMN48ur2JdXs41Y3OUY+2dHGxupW/KgyRJZDvsbC0s4EBV+aJ1in5Qe5mW0TF+bf0azvX08WpLG1OhEAWpTj61eQNVmRnJ+k6Fwhxua+dQSzvDPh9um5U9y0p4oKKMVLN5hi4uBO1j4/ykroFLA0OYFIX7lhWzIiuLH9Re4sk1q9hcGNfN+NIrhwH4/Z3b5rz/T1+q43h7J5/ZvoXliXlyNBDgn06e4erwKKFYlEybna89uI+MBbRnWkbH+OaJ07x/VQ2qovCzhiu0jI5hMxp5rLqSR5dXJrWroppG3eAQzzU2cXVkBBmJ1bnZvKu6irJ095zn4A1HONjcwsGmVnyRCOXpbrYXFybXHEu4fQgBDS0DtHWN8pXfeZjSgvj8ZreZuX97FSdrOzh8sondm8qx20wMjng4X99N1bJsnnxkPfYEjd9tNOBOnd8XVl4jpliS72bdigJeOFJPOPL2hwVdi5KCdB7cuZwUe/x9WF2Vy7LCDIbHvfgC4aRz4lYgSRJZ6Q42rSriXH03454AGWnx9c65ui40TWfDyiLMiQ10a9coV9sH+cT7t1GZEHK0WY3s2VLJ80fqOXGhnZ0by5BnndpHYxoHdlWzeXVxMiTCYcuYUw9VVbBbTYxO+OkdnMSoGrBZjTcVurxbMBgU9m2r5E/+4SXqmvrJyXAiBDR3DNM/PMWBXdW4U603N3QdXGjs4dNffBqIM1JSHRY+8f5trK7KW5TjeNITwB+MsLY6nxR7fGzPcNnJzUplcMRDOByb55yIRDXetW8Va5bnJ9k1078F8AXCnKhtx51q5137VyVDQkoL0nl830r+/j+OcvpiB3kPrllUnUsK3GxfvwyLOS4Kv3l1Masqc2lKtHFZUcbNjSwS/Z2j/PDvD8b/ELBya/ld0Zxo7hlhwhvgXTtr2L6y+LrpkCVJIs1hQdcFHv/dDflfLM6OdmNWDKxyzThKPlGxlVzr4iQPlpwT10GG3YYiSYz4/Wi64Ex3L59/8RX2lJXwxf17mAqF0IQg025HkiR84Qj/fOoszzc2sbWogG3FRQx5ffzL6bPUDQ7xud075yyGhrw+avsHGPb6mAiGKM9wE9N0POEw6g0WHjFd5wcXL/Odsxf46Ia17CwpTi5mRvx+vvrqEcYCAXYUF2IzGhkPBLk0MEh1VuY850Tz6Bj/dOI0a/Jy2FJYyJXhYf7+zVNMBIN8ZvsWVCVOXTzR2c1XXz1Cpt3GpoI8YkJwqquHU909fPWBvazNzUGSJMKaRv3QMP986iwmg8LK7Cyims6RtnYu9g/wFw8/wPLMjHiaPiF4pbmF/330Ddbk5rKtqICoptE5McnJrm52lBQt2jnhCYf4v3+zyb8AACAASURBVGcvUJjqZFNBHj1THr515gI9k1N8fvdOUhIL62G/nz8/cpTavkH2lpWwOiebltEx/uTVI3xk/Ro+sWk9JoMBCQm31cLGgjzGAgFius7u0uKkMFq6zTZvcG0fG+cfT5xmVU42W4sKaBoe5R9PnmHE7+ez9+1AVe5dDvZwLMZP6hr5p5OnWZGVxZaiAnyRCM/WN3K6u5evPrCXolRnss5Xh0f400NHaRsbY0thAWUFLjzhCB3jEwRn6URoQvBswxV6JqeozEjHZlRpGR3jn0+doXfKk2jbxTuUbgVDXh/fr71MlsPOpvx8YrrOmZ5evvTKIb6wfzdPrIiL+OnEBUTbx8aRJIk1uTkUpDqpHxzi/7xxAm84zKc3b8Awq49/6ZXDZDlsbC0qJBiN8q+nzzIeCJK6SFFTXQhebWnlZFcPlZnprDJn0+/x8PTFOhqHRvjzh+4ny2FHIp7JpDorA6Oi0Dk+yaqcbDbkxxdSiiwvejOoCcHBpla+8foxUswmNubnYVWNjPj9tIyOIc/ybbeMjvGVVw8zGQyxo7gIq8lIw+AQf/zyq3xm2xbev2pFss+0jY1zZXgEVZapycliS2HBguOHQZapSHeTl+KgfXyCtrFx1uXlsionC4ASlytJQ9WF4FxfH1999TB2o4nNhfloQnC8o4szPb382YH9yfEDwBMKUT80zHfO1dIxPsGydBdZDjv9Hi8w48GP6TrPNjTyz6fOUpWRztbCAiZDIZ66eJnavoE5G87xQICTXT2MBQLYTSbW5uUwEQxxuKWdxqER/vqxAxSmTp8MwWutbXz98FGsqsqmgnxsRiOjfj+tY+PMPjcYDwT5X6+/wZmeXnaWFLEiO5OmkVG+8uoRPr1lIx/bsDZZ3/4pD3/00qsAbC0qwGQwMOr3c6FvgFU52YtzTgAX+wd5qamFcreLinQ3k8EQh9vaOdfbz18/9hCVCSekLgSHWtv5xpFj1GTHx4+YptM1OcnJ7h52lBQtuj+O+P3U9g/gDYcZ9vupSHejCyejfv+cDXdU1/mXU2f5SX0DO4uL2FlaRNfEJH9z7ASd45N8ZscWrAln2YDHy58dPkrr6Bh7y0pxmi2c7Orh541NjAcCPLJ8RuCua2ISgJg+d5M44gvQOjZOIDoz3tmNRg5UlFOdlcnPG6/SOjZG9DoCeMFojKaRUZ5tuMKg10tOioN1ebkM+3yEY1pyjtaF4HR3L3/y2hHSrBY25ecR1XVeb+vgTE8fXz+wn/J0d3w+jcV4+tJl/v3Medbk5rClMJ9hn59vnjjNWCCwqPZfQsIZ3z+GqirzqPt2m4nifDenL3YSDEWw20yMTfqZ8ATZtLo46Zi4ESKRGG3do3T2j+P1hQiEIjR3DKMLgXiHic4BFOakzaHRy7KMw2ZicNSzKE0ym8XE5jXF1Db2cqG+hwd3LicQinD6YidFeS7Ki+JjeCym0Ts4gT8Y4UrbIN955lTShtcfRtME/UNT806knSkW8nNSb7gZNBkN/MpjG/jXp9/gi3/7POtrCtiypoSNK4vmhF/cK8iSRFVpFpUlmRw+2czerZUIITjf0IOuC7avK70jXQSX08bm1cVMeYMcOtHEo7tr2Le1ctEhQykOMxazSt/QFP5gBJvFyKQnwNCoh+J8N0bj/PWqO9VKbtaMdse1mPKGGB7zku6ykZ42cyAnSRJFeW4MBoXu/gl0XcwJGblVZLod2CwzIT8Gg0JBbhrn6ruZ8i7M6rlbcGc7ec+n9wJxgVjFoDDYM4ZBVUjPSV30s53yhxACCrPSruuYmIZBkUFiDsP2rUCHd4zx8Pz558edF3GoJqK6jkVRqUrNoio1a9HXWXJOXAcmxUCG3cawz08gGqV+aBi3zUrTyChj/gCeUBhdCDLtNnQRPyV/uamF96+u4RMb1+MwGfFHozzfeJW/OX6CdXm5fGB1zZxrNI+OsiI7k/9x3w6yHXZ0IZKn0ddClmR8kQg/vFjHs/VX+MSm9Xxw9UqMsza5Q14/V4dH+PSWjXx43WrMBgOhWIzJYGhBm0NeH1++fw+PVFViVg0MeX38j+df4nR3Lx9c7SfPmcJEMMS3z14gN8XBF/fvpjzdjQA6xif43AsH+fbZC3z1gb24rTMDfjAa5Sv376E83Y0uBJsL8/nSK4d44Wozxa40rKpKVNO4ODCIzWjkD/fsJM+ZghACTzhMVNPm2LtdxDSdFVmZ/MGueCaSyVCInBQHP75czwMV5dxXWoym6zzX2ETd4DB/sGsbD1dVYDYYGA8G+bfT5/hp/RXW5eWypagAs2rg/op4XvCuiUnGA0EerqqkOuv6ntlhf4A/3ryBd1Uvx2pUGfH5+fyLBznb28eA15vc4NxtCCHonJjk386cY1txEZ+7bwdum5WYprOjuIivvnqYn9Q18JtbN2FRVQKRCN+vvUy/x8MX9+9hZ0kRdqORiKbhCYVJs8ycUBoVhd/ZEac1plksGGSZIZ+Prx8+xvGOTj69ecM9d04UpaXyV48ewGEyYTeZEAjO9vTxxYOvcay9k3dVV81xFHVMTPC1B/ZzoLIco0FhwOPld3/+Aie7enjvymqyHQ684TA/vFyP02ziy/v3Up2VgaYLjnZ08KWDh0ldpLSIQZb50NrVvHflClxWC0ZFIRCNYjcZeaa+kT5PXNROkWVW5WSzKiebY+2dvNLcyubCfH5lzao7bq++KQ/fOnue4rRUPr9nFxXpblQ5Xo9wLJZ8XjFd56mLdYwFgnxx3262FOZjUBSGvD6+8fpxnrp4mXV5OZTN2hh3TUzedPywqCrvTmQZOtHZzVO1l9lWXJh0Is3GeCDI/z17AYfJzNce3EeZ24UAdpcW84cvvsqP6xr4g53b57AMJgJBOiYm+Ox9O1iemYEixx3FVmM85aMQgtbRMZ66WMeG/Dz+aO8u3FYrkViM6sxM/vTQ6xxqbefJNSuTNgPRKBk2G3+0ZxfZKQ6C0SjFaan848kzXO4fTL67Qz4f3zpzniy7nS/s201VZjqqohCMRglFY0lntBCCl5uaOdvTy29v28Ijyyuwqiojfj9fP3yUZ+oa2FFSSEV63DnQ5/HSMjrGl/fv4d0rq1FlmWA0xlQoRJplcU4BWZLYVVLM6pxsUi1mrKpKWNModqXxTydPc6l/kIrEpjimaVweGMSoKHx21w5K3XERMm84TFjTSL+DsRni/aYiw81X7t9LQaoTIQS+SASnyZxsr5NdPRxsbuHDa1fz0Q1rcZhMTIVC/Ovpc7xwpZntJYXsKC5CCMHB5laaR8b47W2beaJmOSaDgc7xCb762hF6J6cWXU+LqrKpMJ81sRyaR0bpn/LcsHw4FqNhaJjP3redzQX5mFWVQCSKLJF0vIz6A/z7mfNk2Gz8yYP7KE5LRReC7cWF/H8vvcZPG67wmW2bsagq3ZNTPFPXyLq8XP70wX24rFZC0Rj/78JF/ub4iUXf1xJA0wTKAmmtJSQUOT5uTAta67pA18VNNwtCCIbHfXznxydp6hjGYTeTlmJBVQ1436LTTUWWku+wSIgZTiMS05AkaV6KdaOqLMx4XOSeR5JgbXUBqSkWztZ1sWNDKa1dI/QNT/HQrmpSU6xJ8zFNR9cFTe1D9AxMzLGTk5lCYW7aPGq4QZFvgTkksW1tCcV5Lk5f6uT4uTa+/Z8nef5IPR9771ZWVeXe81Tz7lQbO9Yv42eHLnO1bZBMt4MzlzqpqcghbxGhDLNRnO/i4+/bSiAUwR+M8NqJJrauLaGydHGbwUx3Cvu3VfKTgxf56t+9QFZ6Cr2DkxgUmYfuq15QcFE1KCg30MwQQqALseCzivdTEmkyb9zRNF0sWEaSmBc3oMhyPMTuHm/YJ4Y9/PDvX8ViMxEJRRFCkJbhIDXdweMfvw+jaXF9y2w0IEngDYTnvb+zoek6o5N+ZEnCaVt8tsWIphHVNawGFQGkmMyYbnJw+pPOi7zadxWXyYZJmXEhdPsmMMgybZ5R8m2pfHntQ8jS4g9hl7iB14EiS+SmOBjzBxj2+2kcGmZzYT5RTafP42EyFEQXOpl2G6FYjHO9fehC8MjySlLMcW+eTVXZWlRIntPJkbb2eS+MUVF4bHkl+c4UVEXBZDDgslrnDZoGWUaW4EeX6vle7SU+uLqGj6xfg82ozum8LquFXGcKh1rbebW5jdFAAJPBQE6KI0mbno3ydDdbCguwqAbkBG13mduFLxLBGw4D8dPUltEx9paXJimnBlmmzO1iR0kRJ7t6GPT45tzbhvw8itJSUWQZVVFYl5fLMreL2r4BfAm7qqJQ6krDF4nw/dpL1A0MoQlBmsVCpt1+RxOH3WRkW3EhzgT1N9VsTlBhFWr74in5pkIhzvT0km6z8kBFORY13pYui4X95cvQEbzZ1b3oQa7Ulca2okJsiU1Spt1GWbqbYDSGJxRe9L3dCi4PDDLg8fLo8krSbVZkKZ4feW1uNqtzsjna1oEvHM913u/xcql/gJXZWTxYUYbTbEaRZSyqSpbDPi9NXabdTqbdjqrEVbRdVis12ZnJjcu9hqoo5Kc6cVrMKLKU7ItZDjtTodA8L3JlRjqbC/MxJ/p4boqDUpcLTyiEP8EKGQ8EqR8cYktRAaXuNBRZxmhQ2FZUSL4z5Y7q67JayElxxBk4koTNaGR1bk5Sf+Fe40JfPyN+P49XV7EyOwuLqmJQZFLMJjJmhTgNer1cGhhgeWYGGwvyMRpmxoT9ZaWM+P1cGhic8z7cyvhxOxjwejnX28fu0mJKEuOHQZZZnplBWbqL87398+wqssR9pfFNt1k1oCoKaVZLkkKvC8GV4VH6PV4eqCgj3Rp/H0wGA2vzcsiw2TjdPTee0240sreslJyUeJiSVVVZnpmBRTUw5PMny13sH2DI6+Ox6kpW5yTaVpZxmOJtO73gD2sab3Z2k2G3s724EGtirMmw2dhYkM9EMETj4EjSbobNSrbDzktNLRxpbWciGMKixsdx8x2krLabjOQ5U5LhamaDgTW52RhkZU67GhSFElcaoViMpy5e5lL/IDFdJ9ViIesOx2YAVZF5qLKCUlcaxsS857bOCLnFdJ2TiWfyYGU5jkQ2F6fZzKaCfHQhkuN4VNO51D+Ay2qJO5IT/bbYlcamgvx7vgGZDUmSqM7K4L7SEuwmEwY5/p7ZZzEAe6c8nO/rY09ZKYWpzuQcuSIrkxJ3Gud6+vBFogn9mUl6JqfYs6wEd6LfWo0q95XODQNawu1BkiDTZScYiuDxzXUaRKIaY5N+HHZzUujRYlYxmwwMj3lvyCTQdMGhE00cP9/GI7tX8Gd/8Bhf+M0D/N5H97BpVdE9vadpOGwmVIPC+FSAYHju/DI06sGgyIlY/HsbfulyWlm3ooC6pj56BiapaxogFtPZsrZkRmBTlnA5rZhNKp96cgff/PIH5/37H5/YtzBD4ibVl6TESXpOGu99cA1//tl38ckPbmdsws/3f36GYOjuzL03Wh0qisz29aUosszJ2g5au0Zo7xll54ZlmNQ7PxeWpLgI52N7a/AHw/zsUB2h8OLuy6DIbF5TTHZGCkajAYtZZcuaYj73qftZv6LwuuyIG8FqMeKwmZnyhghfk6ltfCpALBYX8Jx+vpIkoekCbZbmgS4EU54gsQUYax5fiEhCjDRpd9KPyahiMd/b8TESilK9vphPfundfOrL76GwIpsPf/YRnvjkHtQ7ELzNy3BiMhqobe5l8jrsDyEEQ+NeLrb24bCaWZa3OPFKfzTCc52NPN1yCX8swvnhPh4oKKfIcePw4R1Zy6hJy6HSmclvLd/JNzY8zjc2PM6e3HIeK6zhGxse5/dW7MYg3dncu8ScuA4USSY3JYXT3b30T3loGxvnvStXMOYPUNs3QL4zBV2PMyeimsaQ14fDZCJtFkNBkiTsJiNuq4Vhn5+wpmGetdlLs1hImRU7ez3IksRrLW10TkySajGzo6RowbCAbIedP9qzi2+fPc83T57m+xcvsbkgn4erKljmds37TYbdllwoT9fXpBiSHk+Inw4CZNhs8xZ6+c4UpkKheWlO3VbLHP0FVZHJstu5NDCYpMXKksTj1VV4wxFeuNrEGx1dFKWl8lBVBduLCkm13LxdrgdVUXBbLXPuK8VkSlCu43QkfyTKRCCIy2KZs9CTJIl0mw2TojDs8xHT9UWFYKTbrNgTm4Bpu9e27b1Cv8eLRVVxWy0wqw2NSnyDc663D38kQgY2vOEwnnCYwrTUm96npsdT2J3q7uHK0AjecJhQLJakSt9rbzXEWTlXh0c42dVDz5SHYDRKIBKldXSMFVnzTw2y7HYssxYCUmJjqs96DuPBIJGYRlbC6TINVVZw26wMz9qQ3g6mdQZOdfVyeXCQyWCIcCzGgMebODFYlNnbwpDXh1FRyE1JuaEeyEQwRCASJd1mxXxNe+WkONCFYMTvRxcz2TVuZfy43bqGYxrPNlzhZFdPcgGq6YKO8QmMBoXoNXR8k8EQ1zq5zuIppusMeb34IxH+6eQZvl97KfldKBZjLBBgPDh3EWA0KGQ77HPua/q0bnZK2SGfD0WWyXfeOHWZNxRmIhiiY3ycz77w8pyTpFF/AF8kzFR4ZgwtTEvli/v38N1zF/jr4ydwW61sKyrkQGUZxa60RekNTLPSzvX2caFvgBGfn3AsxngwyFQohGBG0FGWJB6uqsATCvP8lSZOdfdQmOrkocpythcX4bJaFj02A6SYzaRZrm8jFIsx4vUx4vfzpVcOzWEHekJhPOEQE8F4ewWiETzhMDajcQ7LS5bioXjGm5x2z2qhRd/PNAyyTI7DccPnM+T1EtV0fny5nqPtHcnPp/WiHCYTscRp4pg/gCCufzW7rayqSuoiw2r+K0AQH3u1azY0khQ/rZUlieryHNxpdo6caqasKAObxYim6TR3DNHYOsj926uwmOPjYF6mk5J8N5eb+qht7GFFeQ5G1UBM0wmGIphNKiajgVhMY2Tci6oo1FTkYrMYEQLGJz00tg6+JfeenmanICeNuqZ+GpoHWFmZiyxLDI54OXWxkwyXnfzsVO7g9b0lSJLE9vXLeO5wPWcvd3GuvpuVlbnkZc0wBmRJYllhBjkZKRw/28qK8hyc9vg7HI1p+AJhbFbTomL5w5EYgVAEqzmeWcVqVlm9PI+yonTae8bm9Y3bhdWsEghGmPIG0YVICrBfOw/kZ6eyZnk+Fxp66O6foDjfTUVJ1qI2+wtBliRWV+WzZXUxJ2vb2blhGZtXFy0qrODomVaiUY1PfXA7BTlpdyxwnuqwsKoyl4PHr3Dmchdb1sQ1FLz+MCcutCPLUjxjSeI6bqeVjp5R+oamyHQ5QIqLnza2DS74vNq6R2nvHsXltCLLMv3DUzS2DpKX5SQr/d6KzgohGBmYpL9zhIA3RNAXxmBQMNzyfLMwqouyWLUshxP1XXzzp2/w+I4aFFlG1+PZUMam/PQOT/KjIxe52jXM/RsrqMhfnLZGh2ecXp+HsVAAo6xwqK+VjVn5N/3dpowiCmypPNt1mafaL/BwQTVbMoqxG0w4VDPZ1js70JvGknPiOpATzImJYJDWsXHMqkpFupua7Cwu9PVjUVVkWSLVbEEQz42sz1L3noYQ8YlSkuY7exVZviUBwYimMeoPsKukmEOt7fzoUh2/u3NbMuZ2GgZFYXNhPsszM6jt7+dIWwevtrRxuK2dP9y9ix0lc733hlu4viJJ8YXrApuN6Q3ItTY0fW47TLfBteWcZjOf3LSBh6rKOdrWyRudXXzj8DHur1jG7+zYmhTqu22I+XFYQsRFKuVZGw454amd9/PEc5ydg/l2oUjzKaNvFRRp4b4I05vG+fd1M8fCND3+Tw69jjccZmN+PlWZGZgNBhRZos9zY8rz3YAQgp83XuVfT5+jOC2VFVmZuK1WYrpG1+Tkgr9ZiLp7LSTmK/lPY7G+XyEEg14ff3roddrGxtlUkEd5uhu70ciVkREuDw4t0vJtInHrN9t6Tff1hU4Gr/ee38r4cTuYtpTvdFLqTptjuyY7E7vJiMM4l14qL0BTvtamJEkokkSpO40M21wBu7W5OfNCrGSk23AA3JxCOj32200mqjLS5zkBZUliecbMAkNVFHaVFLE6J4uzvf283tbBzxoaOdrewR/u2cX6/NsXdfOGI/zDm6c51NrGmtwclrldpJhMjPj9NAwNzyufYjbzsY3reLCyjKNtnbzZ2c3/OvoGu3v6+P1d2+4o7E5OjL03hBRP4VmVkZ5kwUxjS2E+a/NyZwoCMH+8kyTpls+Ho5q2gIXbx82YGtNjUUGqk+K01DljU012FqlmM7YEyzEp3HxtvaT57+ISZhAKR3n9dAutXaNzPi8rTGdNdQFGVaEk3837DqzhmVcuEY7EqCzJwhcIc/hkM1luBw/urMaYcNI67GYe37eKb37vGH/17cNsW1tChsuOPxChq3+cx/etZH1NIaqqUJKfzivRq/znS7WsrykgEIpysbGXQDAybx6amArQ1T9OIBjhanvceVHX1EcspmG1GCnKc5GWcnvvmaIoPLJ7BX/5rUP8n+++zrZ1JZiMBi5f7aOte5QPPbaB/JzbF1aOaTq9gxMMj3nx+SOMTvgIhiKcutiB02EhLcUa1yaYlTKzICeVmvIcjpxqZnDUw2Mf24vZNNfxXZTr4l37V/HDF87zF//6KjUVuaiKzPiUn6b2YT78xCY2riy87fp29o7x1PPnyMlwkul2IEnQ3jNGbWMv+7bN1WYYnwrQ3T+OPxChsXUQXQjqmvrRdR2L2Uhxnjsp5jiNFeU5vHaiiR++cIHWrpG4MzTVxs6NZXPKSZLE7s3lHD/XSnf/OI/vW0Wm6+4KoptNBh7ZW8P5hh5+9tplKksycS0g1Hoz6LpgZNzH80fqyc6IH2aYTAaKc92UFWWgqre38VYUmQd3VtPYOsi/Pv0mrV0juFNtNHcOc+xMKwfuq54jHrtpdTHHz7Xx3WdO0bpuGZIMl6/24/WF5vSr2ff9/Z+fpbV7BLPJyNm6LobGPPzGB7Yv6v5vBzlF6ZTVFPDaj05jUBV2PLKGaCSGEOKOmBNWs5EP3b+egTEvz59o5PXaNjLT7HgCIa52D/Nn//EafaNTeHxBlhdn8Sv71y1aZyQmdJxGM95omPFwkFudLWVJItfq5BOVWzk53MkznZdoGB9gIOghzXT39FyWnBPXgZKgKU+FQpzr7WNFVgYum5VVOVkcbm2ncWgYV4KKqkgSxWlpvNnZnYwjh/gGZSIYZNDrozIjfc4J0O3i4aoKfn3DWopdaXz/wiUy7XY+tHYV5gRdHGYW4qkWM3uWlbK1sJCzvb18/dBRnqlvZHtJ0W2T+aZP1LsmJonEYnPo0q2jY2TabfPioHunpojpOtPbiFAsnukkx+GYs9CUEuEGpS4XxWlpPFpdyb+dPsfPGq7wcFUlGwryFkU+DMVi9E15kzFbQghGA3684Xg2DgCn2URuQqRvxOef88x6p6YIRWMUOJ3zUh1KkhRPv3o38kzeI5S6XUQ1je6JSVZkZSb7RyAapWN8gjxnSjKrhdNiwWWx0Do2RiASXTD8B+ICdUfaOmgbG+er9+9lb1kpqqIQisUY9vs53tF1z+/LEwrz0/pGsuw2vrBvN0WJxX3v5BQvNrUs2m66zYrVGI/xDsdiyfc0HIvNofHfDqap58faO/nc7p18cHUNJoMBAfyg9tJ1+7WU2MneLXZNgdNJRNNoHxtne1HhdXOgT7/H/V4vntCMRo0u4qwFRZLJddyYfXGnyHWmYDcZWZuXw6c2b5i3KV0MDIpCvjMFm8nI/rJlPFxVcXOn4S3eYr7TiSYELWNj7NZKrss8SjGbyXLYieoaH9+4nnxnyg3rIBHf5LqsVh6sKGNncRFvdnbxF68f57nGq6zLz73tcbFtbJyfN17l8RVV/ObWTaRZLAjgjY4ufnS5fsE6GBWF4rQ0Cten8ujySr599jw/qWvkQGX5ouaSW4VFVSlwOkkxm3ly9SqqMtOv2142o4rbaqVxaJgRnz+ZxUPT9SQTZzaMioInHCYyKwQtEovRn2A03GvkOVOwGlU25Ofx8Y3rrttnhBCJEBqJzvFJdpXMxB97Q2HGrpPi/L867FYTaU4rZy53ceby3Dlp39ZKVlTkYlQVzCaVdz+whvQ0O6++eZX65gHMJgPrawo4sKuaknzXHObUxpWFfO5T+3ntzSYuXu3F749gsyYcCAmBRUWW2b25nFA4yrGzrfzopQs47RZ2by7HnWrjP1+qRZn1vFu6RvjhC+eZ8oYIRaLkZjk5erqVU7WdOFPMPPnIBjbc5sZckuKbvM998n5eeeMKJ2s7EEKQm5nKZ37tPravX5acAyRZIsvtIM1pRbrmJD81xUqm255kLUQiMV4/1cLJix1EoxqBUAQh4Knnz2M0KJQXZ/CJD2zDqM5sTpx2C7s2lfH08+dZviybqmXZ85x3qqrwyO4astNTOHSyiUMnrhKL6bhSbSxflkXBNdoMKXYzWW7HTfU/0l12stNTqL3SGw/dEYJ0l50PPLyeB3dWzdnQtXYO88MXLzDlDRKOxMhOd3DsTAunL3XidJj51cc3sra6YI797etL8fpDHDnVwo9fvojVrLJzQ9mCzomSAjfF+W56+ifYuq7kjk7XFUUmw2WPP7NZ/bOsMIPH9q7k0Ikm6lsG2HVNPW4E8f+z995RdmTXee+v8s25c05odDdyHAzCYGY4gTMMw6BAkYqm/ShRXrLFJ9lKT5Jt6cmyn235PXlZwZasQMkMEimG4YiTOMPBZOTc6G50zrdvDhXfH3Vx0Q00phthAkl8a2EtrL5Vp06ds6vq7H2+/W3HIZsrub6MKPDMkQvLAqPg1WR+9AO7ePzwVUHscNBDbTy45r001ob5hZ88zJMvnOXV45fJFcrUJUJ8+ofv5fDenhVBh71b2/m5Tx7iH186x9eePUU4fa6SrwAAIABJREFU6OHe7Z08cE8PT714rhosvIL+7gZ2b2njxdcvMbeYIxH185lPHOTQ7u63PXireVUOfnA79zy8GUEUkBWJ1585Q11LnLbehltuVxAEBtrr+dUffx9fev4Er54dY3oxgyxK5IplhqcWCfo0PnDvAD/84DY6G29eHPsK2gJRjs5PcW5pjj848RKPtG5Y13m65abSaKLMffXddAUTfGX0BGeWptkeX5t5sV7cDU68BcIeDwKu7sJP7NyGT1HYWFuDLIm8MTHJvW2tbj5/hbHw1TPn+PLJMzSGgtT4/aSKJZ66OMh8Ls/P7dtzWzvpPlUhoKp8YttmpjNZ/ufrR6kLBtzFduWY6UyWVKlEc8X5VCQ3/1mRJIxb1APoiEbZ1dTItweH2NPazK6mJmxcx+uly2McbG+jPrSSdvr6xCTHp6bZ0+Kq7T8/NMJYKs1P7NxGsJJCUTJNhheT7sI94EcWRXyKe4+W7WDdhqp1Ttd55tIQe1qaaAyHmM3l+PbFISRBZGdlxy2gqhzqbOfY1DR/d+oMn9i+hZCmMZnJ8LWzF9Bkif3tbdfNWcTjIae7lSx6EwkkUcCw7dsKPN1pbKqvY2NNgr8/fZa+2hraohHKlsXzw5c5MzvHT+zcXk1laQgG2NncyFMXL/GlU6d5tLeHqNdLyTSZzeaIeL3EfV4cx6FsWjgO+FTVpbhbFmdmZnnp8tg7cl+mY1M2LYKa5mqE4C7UXxi5zOVkiq0N9bfUbtTrZWdTIy+PjXNyeoa9rW7lmKcvDTGRTtMUvrVSSGXTwrJtfIpSrXwzupTimUvDNww+eBUZVZIYXHCDRV5FxrTtdbOsrsW2xgaawiG+cuYcnfEYO5saUCWZnO46OM0V0cq4z8f+9ja+dPIMz1wa5pEN3XhkmaFkkicvDNIQCrK1sb4a7Hs70BAMcrCjjX+8eInN9XXsbG5Ek2Xyus50JotPVWiNRG5qHARw8/mjUf7u9FnaY1E6YlEkQSBTKjOWStMWjZDw33zEf2tDPa2RMF87e4GNNTXsbmlCk2Ryus5ioUBjKIhfVVFEkfu7OvjPLx7hK2fO8dFN/dRU0gEXCwWWCkX6amuq+i4T6TS5sk5zOIxfVdz3uEdDEsVbrkFu2BaGZeGVZTTJTWuay+V46uLgdRo4ZdNkOLlEQFWpDwaQRRGvIhPQNJcu/zbnI0mCwMGONp68cJHPHz/Jz+zeQVMohOnYpIslZrI5ehKxqq7D7uYmjlwe4+lLw9QHgwRUhfNzC7x0eWxF/jJAcyTEty9e4vTMHLWBQFV888TUzNtm18vRFApxoL2NJy8Msqm+ji0NdVWbmcpkCHk0msNhBKA1EqYrFuPbg0Mc7uqgJRwip+s8ddEtK3oXKyEI8OC9vdy7o2PV31XFzaW/Ap9H4X37N3JgVxeWZbubJYqEpsrXffdl2U3V2NBei25YVSaoLIkr2AChgIePPLSV99/Xj227jNor2hXb+prx+a6mkG7ra6K3o/YGYn/Cir7eDDRV5p7t7Wzvb8aoBOckScSjKSsEDH0ehd/+hceRJfG6a/30x+5xv11et78ej8IPPbaDJx5aXaRZkkT8XvW6vz18oI+Du7uRROG636/Ao8ns29HBjoGWan9FUUBV5Ot2zD/8vi28/76Bar9uhFjYx0997B4Mw6q+ryRRQFMVFHklm3JbfzO9nXVvMQ/XXyvg03jifVt59FA/lu3awmq7+1BhDlsOPe01bGivXfWY9SIW9vGrP/vIddfTVJkffmwHH3xwc7VM63pRNky++swpvvPaID/7yYP0dzcgSyK24zA9l+G//fULPPXiWR452FcNCv3o4zv52CPbbzinVyCKAi0NUX7qo/fwiQ/swnEc1xZVGUlaOQ9ej8LDBzZyaHc3lm1XmRuCILBnazteTbmu7cN7enjo3o1YlTWSx7PSxt9OCIKAuuy5ySzlCd+BdBJJEtnQUsO/+OH7mFpIMzi+QDLjptRGgz56WmpoqQnj86i35VOGNI2Pd23iwaYuVEkm4V3fGugfJ88zWUhT4wkQUb2EVA+H6nvoCdXSFbo1/YvVcDc4cQMIgkBAVQl7PJRNk4G6WkRBIOL10hWP8cbEJPWhAFKFDr25vo6f3Lmdvzp2gs997VtEfR5yZZ3JdIYf3baZgx3td6RfPkXh03t2Mp/P80evvE7C52N3SxOSKHJ8epo/f+MYfkUloKnu7lEuh+nYPDHQd0s7XQFN5dN7dvHvn3+B//vZF1ytDcdhPJWmMRTkn+zZSeiakp+NoRB/eORV/sZ3CsOyubS4yKb6Wh7v21B14vNlnb86eoKR5BIRrxdVcquRjKXSPNjTSXc8fss7c3GfF48s8+tPPUPIo5EsFBlPpfjRbZurFTYEQeB9PV0MLyb54qkzvDY+SUBzNSkW8nn+yZ6dq1bj2N/exlMXL/GHR17lyfMXkUWRzniMXziw7xZ7uz4UDYMXhi9zcWGRZKHASHIJQYD/54WXCKoq3Yk493V14FMUGkNB/sXBe/mD777Mv3ryH6kLBNArTIoD7a08MbCxOg9eReFTO7Yxly/wP147yrcuXCKoqRiWRaZc5uf27eVwVweqJLGrpZFvXRzkP7/4Et84dwHdskiXSnTGooxfo4p/eSnFc0PDLBWKnJ+bx3JsvnDyNMcmp4h6vRzoaGNDzc29yCIeDwc72vjKmXP8+lNPU+v3ky6VUCSxkgZwa2Mb0FQ+sW0LQ8kkv/PMd+iIR8GBkmHSk0isKC+4XoiCwEBdDX21NfzZG0d5bXzCzVPM52kMhVZozyxHZyzK9sYGnr00zGQ6g09xg4yfO7SfhtDNf/jqgwE+u28v/+mFl/jdZ79DYyiIIrqMF5+q8OsP3udqJggCH988wGQ6wx+/8jrfOn8RVXYrcOiWxc/fu/e2xUHXQsij8U/37OI/fuclfv/5F6kLBlBECd0ySZfKfHzLAE1bQog3EQgUBIGWSJjP7NvNfzvyGr/65Lep8fsRBKqVjH79wcO3FJyI+3383L69/McXvsvvPfcCTeEQiihRtkw0SeZfP3CQzpi7A3t/VycT6QxfPXOOI6NjBDUNy7bJV3Q+fueR91WDE6+NT/LXR08Q8XoIqO6zOJXN4VMUHu/bcEvvxfZohL2tzXzj/EVGl1J4FIVkoUBtwO9q0yxDwTD4/LETDC4sEvW6VWbyusFYKsWBjjb6ahNvq5yeIAhsbWzgp3bt4M9eP8r5+XmiHi+2Y1M0TGRJ5LcfeoBARSjzge5Ojk5N8b+Pn+KN8UmCmkpO1/Eo8nVMsMc2buDVsQn+SyVQJAkCOV2nLRphclk1DttxeHNiitfHJ8iWy7w6NkGyUOQPX36VWr+fumCAhzd0EbvJ9JaI18Nn7tnNf/zOS/zOM89TX9GoKFds/FPbt9I4EESWJJrCIT61cyt/9PLr/OLXnqQpHKJsmtiOQ+8tlJP9focgCGiqvG6as6slIxDwra/ClCi4gQaP9tZBA0WRVqXAK4GVf3Od77fu68j4Ap//+pvrEjrc1NPAjzy+E3BZHGs58IIgEAqsrl1y7bmiUAkurNHmtVjPfFxJu1urv8C6xv9Km+s9dj3zsFr7N5pnuJoiatsOJ89PMjg6xy/+zIMrrmOaFi8dHebpIxfW0UeJRw/1s3tz24qyr8v7c2WsS2WDz3/tDc4Nra1zEvBpvP++fk6cnyARDbB1YzORkLea4uk4blpTobgyGOr1qKw36Xq9z6UgCMiyRGAVNsaNmDKSJK6rvO/3GgRBwO9R6WmuoecWNSXWwlA6yVg2xQPNXTe14eNTVHJGmfH8EkXLQLdMDNtGEd3S8R5JZkOolp/o3nNbgtTSb/3Wb93yyXcQv/Vud2A1OI6bq9sei/Job7eruI+ba102LR7o6qQt6u7kyaJITyLOxtoa8rpByTRpCAX54a2beWKgn4C2Mso1l8vjVxXuaW0hqN344SqZJslCke1NjXTEolXF/w2JOAv5AqbjVFNGgpq7S6dbFobl7uZvqq/jn+zewc7mphV51GOpNB2xKFsbG1aIhs3l8vg0lb2tzVWxzrjPy67mJlRZIl0q41EUDna08TN7dtEeu5obvlQs8r9PnObD/Rt5uLebxbxLPT3Y0cbP7NpBy7JdT0USCXs8mLZN2XJzteI+H4/3beDHtm0l4ffdUlRwqVgi4ffz6T27kEWBxUKRmM/Lx7cM8OGBvqpSPVAdn/ZolEypjG7bbEjE+OndO7mv4pBf24e4z0tvbQLTsimbJl5VZUNNnIG6qxHx8VSG1miYHU0NK6jpC/k8HkVmT0szkZssCVg2LV4ZG2dwIUnRMKgN+KkPBiiZJulyGVWS6a+rRauo1TeHQ2xtqMewHPKGQdjj4QN9vXxy+9aKc3b1vsIeD7uaGmkIBTFsd1co7vOxq6WZfW0tVbX8+mCQDYk4hmVRMAziPh8f2zzAPW0tmLZdPRZgPJ3myOUxFvIFpEoAR5FEcrpB3tBpj0aqKTbrhSgI9NbUUBsIkC3rWLbNxtoafmz7Vur8ASJeDzubGqu7++OpDN2JGFsb6lfQp+dyeYKayp6W5uq91QYDVUHNomHQHAnzY9u30hV3KwrsbWnGexOVEoRKIHNzQ121DGNA03i8bwMP9XSjWxa7W5uvs3OPLNNXV4tPUciV9YrgYoidzY03df1qP3CFa3e3NONTVcqm69w1hoMc6mhnoL6uOjZ+VWV7UyNxv49MWUcANjfU8ek9O9nV3LTiQ7Pe98dyFAyDZKHI/vbWVedeEASiPi+7WhqJ+rwUDbNqd/d1dnB/V0e1EhJAVtcpGSa7mhvfMnBz5XnY0dyEKomUDBNFdlMWHt+4gZ3NTdXndKlYxHFgX1vLCsezaBikSyW2NtTTFY9V/94UDrGntRm/qlGqOM4NwSAHO9vYXF9fHRtVkhior6WnJo5l25Qti7BHY3N9HR/s66U1evXdGFRVl5Fl2Ri2jadSWeRndu9gS8P11Oj1wKsobGmoR5NlsrqOIorsb2/l45s3IQoCPYk4nZXviyyKhD1eLNtGN933QdTn4/0be/jk9i3UBAK39G4GWCgUKkzDlrd8BwpAT02CrY31OI5DyTQJaCo9iTgf7N9Ib22i+j3zKQqbG+oIezRyultG9pENPTRHwhybnOZgRzudlTmrCfgZqKvFdhx0y6LW7+eJTX3sa2sFAXY2ubZnOw4nZ2Y5OjlNTtddRkMkjG3bZMplTNtioL6u+r4rmQapYomB+rq3DLoKgkDc72NXSyNhj5eiYSCKAk2hIPd3dXKos736TpJEkc5YlM54jKJhYOPQX1fLJ7dtJaipNIRCbKqvfUcrktzFO4t8UWdqNoVHlfF71bf811Aboaf97XFk7uLmMDGT4uSFSU6cn+QL3zxKR3OCjz26Db/v6vrTcWAhlWcpXVhzboN+D12tCWrja29QWLbD1FwKXTfXbDcU8NLbUcdcMsebp8cQBIFCUWdyNsX54Vm+8fxpTl6Y5LHDA2zpbXzXdNSuxVeePkk46GH/zq5b1ly40xg+O0k4HiBxm2Vi3ymMZ1OM5VL0R2tvKjjR4o+wM9HK/rpODtZ1saemlbZADEGA0WySS5kFZFHkcEMP0uoVO357PdcR3gkq4zrwnujEXdwehhaTfPQv/oaf27eHn96947ZTHeyKU7eelBRREAh5PLekZP9O48piO78Oaq6AgFdRbqgF8b0Mw7LIlsvr0ldQJZmgdns0ttuB4ziVoOPaO1hXWFd3QjNhOayKY3QtVX01yKJESFNvSbX7Lt7beC+8P2763ax5bqh38nbhy6fO8P+99Cq/9uB9vK+n6x299l3cxdsNx3F3tgWBVb+Ly9f26/luOq5qONygvTuFa32OO3mtK22/2070t186z19+5TUKRZ0tG5v45Id209kSvy4tcr39XD43N3PeetueXcjw1WdOcfT0OOmcK46oqhKtDVEO7Opi/86udTOM1rrWtTZ2s/bgOA6/8G+/RGNdmM9+6tCqTJJr272RAPztjKNt2ViWjVxhz7zwD0dp6qqle1PLGmeuDcu2yRXKTMynGZ1ZIlNwq1OF/B7a66I01YQJ+LTbCkyPZJL8z7Nv0B6KElQ0oh4vD7X0rPv8smXyt8NHOZmcBAHimp/uUIKuYILWQIyE5r/R+K5r0N8bIae7uItVkCvr/P7zL3Jqeu3KBjG/j99+6AHaou/9qKXlODw3NMJ/f/m1NY9VZYkf2bqZH9qy6R3o2TuLS4tJfvfZ75AultY8dk9rM//6/kPI79Kio2xZ/MXRY3zr/NrCm35N5RcO7OOe1tv/SC3HUrHEbzz19Ar6+Y3QnYjz6w/ed9O087t47+O98P4o6Dr/+cUjHJ2YWvPYqM/Lb7zvMN3xu6kId3EX18K2bDLJHJGam2MSlgo6YxemaO1txLsKtd3QTZZmM8QbIlUHai1MDM0gKzINbyMDY3E6hS/oQfOqpBdzxOpuTdNpNaTms/jDXtR1pHO8ndi/s5MtvU04joPPqxL0X2X8rTYvjuOwMLVENpkn3hglFPOvcN6LuRKj56dp6qolEPZhmCbKKtoo64VeMpgZW0AUBepaE9QlQvzEE3v52CPbXN0Px02Z0FQZv09bM7DsOA6mbiHK4pqlX6+1saXZNJGaEMV8mWKuRKJx7Woyv/Hz70deRedkOSzTZnEmRawufF0FjVy6gFE2b9n29LLB2TdGWJxJceDxbcyOJdl+aCPaLerELEdZN3n13ChfeeE058dmKZaNailVSRLxagob22p54uBm9vS13bTGyBUEFY0dtU2IuNWzNOnm2rEcm1NLUyyW8/RF6tgcbaQrVEOTL4xfvv2NxLvBibt4z8KjyHx0Uz+Hu1YXuFpxrCxflzv9XoVY0Sj55wfuWfNYSRDpiN186a/vBTQEg3x6z84Vyvk3Qo3f/66Wz3NFDTvpicexLBtRErEt2/0QX9MtCYG2ULhaLeZ24TgOpmHhVxR+fMc28kZlx9xxqaGrMefCmge/ev2H27JsHMdZobJtGhaSfGdL35qGhSgKCKKAZdrrXhzfxdp4L7w/NFnmw/0b2d++djUBTZKp9d/Z8nl3cRffLyiXDN589gwP/sg+HMehkC2RnEkRq4/g8WkkZ1KUCmXq22vILObIpvLUt7qpQydePE84HlwRnHAch3y6wOiFacYvznDv49soZIuIkkgg7MO2bFSPSqlQRtUUFqaW8Ie9RGpCLM1mmBlboL4tsaIfjuOQXcojSSLxhgi5dJFMMkdNk/tuWZp1Nafq2hIsTC5RyJVo7KxdESQwdJP5iSQnXjxP/95uNK/K3Pgi0dqQ6yxfnscb9FLTFCW9kGVpLkNtSxzTMPH4NEqFMl6/h/nJJIIgUNcaJ5PMk17IUtsSQxRFhk6O0buzA1mRWZxewiibxBsiFLJFsksFwvEAoXhgheO/NJchOZMiGAsQivpJzbvB/9rWBMmZVLWNUqFc7YcgCOQzRXc8GqNVh9xxHMpFndmReULxAP6gl3QyR2oySX1bAr1kVOfl0BM7kRV3zZpPFznx4nmCET/BmB+9qDI3sUgw6scf8nLyuxc48d0LfPDT97M4nWJyeJYN29tRK2KdoihUAwRV+xCWzUtrguRcmnJBJ94Q4fTLg+QzRepbE5SLOjOX0yiaQk1zjMxClkKuhDfkBd1kZjaNL+glWhNicTZFuaCTaIyuGFNBFDj10kXiDRG6t7aSTeYp5Er4gl4EUSAQ9lLMlVE9StXGGtpryCRzjJydZOuBAAtTS4wPTrNJ7cHj1SiXjKqNad6rzm52KY9HEDBKBhnDQlYklmbTxOojaF6FhakUpmESjAY4feQim+/dgMenoXoUZscW8Aa9ZBazjA/O0LW5hfq2BIZu3dDWl9uYL+jO1+zYIsdeOM/SfJYDj23j2b97nU/+4vtvq4wouBolT756jj/66hGWskUCXo3mmgihCjsknS8ys5jlyKnLnBmZ5TMf3seHD2xGvAXBtZjHxyOtPdX1982yzj2Swuc23c9QZoFL2QVembvM01MXEBDYEmvkU127b4vZcTc4cRd3DF5FZm9LE03h0B0RTFMliZ3NTXegpfcWxIpIX0vkzu0YfC8i4vVwX+fagaf3AiRRpK+2hhbNz9CZSdp76xkfmqWlqw6lotbu9WsYZZOJoTlmTk0T3+3F0E0UTUZRZfSSgaGbeHwqIFDIFpFkCY9PxdBNTNOutGFg6Ba+oPtByqcLnHzlElvu6ebeijPoOA7pxRxL8xnqGuN4/ZVFkyigeVXKRR09pyMHRURRoJgvuzmuU0sk5zL0bGnFF9AwDYsLx0bp29UBOOhls3ovetmklHcXFB6vWi03dyVYUsyV8YXcikbFfBmvX0MQRUr5MidfGaS1p55A2Mf4pVn6d3VgGhZ6yUBWJFSPQqmgUy7peCsLh3ebivu9gvfC+0ORJLY3Na594LuIGr+fHU0NxL5HgtZ38YMJx7Ep5d2KOeWCztFnzyCIAsOnx+kYaObkSxfpHGimtjnO1Mgc598YpmOgmZ0PDLiO4TWvTb1kcPS5s+hlk9R8htHzU5x99RKWabHzwU1VJyybzIMAw6fGAfjgp+8n3hBhdnzxun54Ax5S81mMssGme3s4/sJ5SgWd1g0NxBsiHHv+LNsP95NotHjxq2/Q3FNPTVNsRXBi7MIUQyfHWZxJY5kWpmEyPjjN5v0bmBya5ehzZ9iyv5dA2Mt3/+FNWnob8AW9DJ0cpbW3kdHzU7T1NfLS14/St6uTWH2Y1/7xBKpHJRTz4wt6mRyepXVjI4VskVNHLoLjBkxGzkwQjPqxTIvDH92DXHEi9ZLBa0+dwDRtEg1R4o0Rjj57hu2H+xHERU6/PFhtI5PM0VbphyiJZJfyGGWDvY9uXbHbn0sVuHRyjIWpJPc8uo0TL55H9SgUsiVmxxcxKvOyHLLi6pvJqoQkS5x9fYhcKk8xV2LPw1vQywb1bQmCUT8zl+dZmstgWzbHv3OOYq5EMOZHURV8QU/VPqK1Id54+jTbD/ejetI8+4VXMMomfXu6WJhaYucDAyQao+QzRUbOTjJyZpyPfOYhXvzqG0TrwvRsa2fw+GUs06aQKbD9cD8v/sObGGWT/r3djF+cro5p/95uZsYWCEb9OA7VNjZs72B2fAFvwMPU0Cy73re5amNVu7g4zaZ9PTiOw9TwHKIgsmFHOy99/WjVxvY8vBmpsqFy4egI2aU8eslA1RRESURWJIZPj9O7s5On/+YI2+7bSCDso5ArcfyF8/Tt6UIv6Rx7/ixb9vciSiLzE0mKuRL5TJH5ySXEVWx990ObOfadsytsDFzmRLQmhFE2MXQT27avew5vBeNzS3zp+RMUSgZPHNzMY/v6qIsGq8wV07KZW8ryzVfO8c2Xz/HF506wraeZjobYGi1fj5lClr+4cJTzyTl8ikpHKMovbb9vzfOmC2nmSzkyepn5cpaZQpaFco60UWKpXCBnlJEEERuH29mSuhucuIs7hsZQiD/++BPvdje+J+DYzoodeFEUrlK3ZOmWIqF3rG83mY/nOE61bNqVc2zLBkF4V+/j7YChm8xPJmlojbMwtUQ+XSSbKoAA2w9s4OKJMeanUnh8KuNDc4xemELVFO55eBPP/v0bhGN+Nu7oYHJ4jtnxJJIssuXeHo586yT1rXEGdncyNjjD+KVZ2jc0IGsyQ6cnmL68wMDuq3nzlmUzeGqcy+en2f1AH4GQj1OvXgIHdty3kenRBbeN3kYCYS9nXh+mrjmGx6ty8cQo81MptuzrRlYlZieS9O5oY+TsFOOXZkGAHYc2cuHYKJmlHDWNUbbeu6FaossybV5+6hSyKrFxWzuTI3Mk5zKE4wHqW+KcfWOYyZF56pri6KU0izNpbMvm1CuXSC1kkSSRXQ8M8Nozp8mli2za00X7xluvDX4X31twHAcHNwgmcOvU5LVwqLOdQ53tb0vb3ytYPtai8NaU46vHXmGyiZX5EVccAzYOJgLKit++n+E4V+5ZQhBunwW2fF7A/V4aukmpUEbXDTZsb2fw2ChzE0kSDRE27OigkC2Sms+4weeCjmM72JZTZcNdeY70koFeNmjva0IvGyxMLeH1a9Q0x4nXRxg7P0UuXaSxs5bpkTlC8QCxujB2ZU1i2/Z1/SjmStS1xkkvZpkdW0QvGTS01xBvcHeam7vr2bC9Hcdx6N7WxvjFGYq5Ev7Q1cBgaj5LY2ctkiwiSiKhWADTsHBsh1h9hLq2GqZG5gnFg/hDXgb2dFPMlykXdUqFMtlUHl/QS0d/M9OXF+je2kbnplZGzk6wNJchUhtC1RRMwyQ5kybRFEWSJNKLWfxBDx39TQyfnsDQzWpwQpJELMtG8yg0dddRLpar93LmlcFqG5lkjnKhXO1HMOKrjkchU4RKcMK2bGZGF9C8anUzorGzFtWjkEnmMEoG7f3uvCyH5lPZ++hWjj9/ltMvX8Q0LHp3dDB4YpRyyaCuNYHHpxGM+InWhjENi3h9BMu0KBV0ivky9W2J6+zjyr1cPHYZSRJp6m8iEPYxN76IoZtYls1cJVDgaihYiLLEwD09BKN+Lp0QaOqqZfTcFOODM9U2vAENf8hbHVPNo1LTGKWhowZZkaptuKwYneMvnMMf8uELelicSWHbNrbtEAj7wKnYnWUzNTxH28Ym1/6W29iysZIVmfmJJN6AB8d2UDSZri0tDB4bpVQoE6kNsWnfBgrZErmlPFnyhOMBbNup2lhzdx3t/U2oHoX0Yg69bNC743pbL+ZLK2wsVhG7jNWFMQyTC8dH+V+/9zU27mi/I/pe5y7PMjGXZv+WDn7uI/urjInlqIsFaW+IUygZfOf4JU4NTd1ScGIqnyHh8bG7roUPtPfx1NjFdZ33pcvHeWXuMh5JIeHxU+sN0haIsSPeQkLzE/P4qdH8yLf5bbgbnLiLu3gXMDed4jtfP86VNeqYAAAgAElEQVQ9D/bz7FePsWl3B8PnpwmEPOw82Etd07uTyuHYDnPTKcIxP551lg3LpoucfHWIbfu6CVQWI2NDc/gCHmob3/saIDeHSvClUmYrnykSSQTILBUYG5xxI/099SxMpzh/dISl+Swer0I+WyK9mOPAY9tQPTLJ2TS2baMpCo7toJcM+nd2IIoiuVSB+cklt1SZqtDcWUsxu1KXQ5JEwrEATZ011LfEOXFkkLGLM2gehcXpVLUNVVMIRnwk6iN0b2pmcmSe+pYEmk8htZCle3ML2VQB23bIpQvVe0ktZFmcSaF6FFSPgihddSCTc2n0ks6O+7ZglA3mJpJ09DcxcnaSTDJPtNbdURBEgUhNgJMvX6q0X6S+Jc740CyZpRzJGZcuqt1kebq7uDWY1hIlcwQHNwgqICIKXhSpFlmMvWPMFQeDqfQfYDtFmsL/Ekm4/drwd7E6THuJqcwfIAkhmiOfu+FxjmNR0E8zn/s8RWMQEPCqfTSGfh5Vrl9x7FLxSRZyX6Q1+tt4lPa39wbeI8jpR5nJ/Al1wZ8m5Fk7nWotLJ+XhPrz5DJFnv7bI2w9uJF4fYQzr1wi0RilY6CZ1546yZFvHKN3Rzv5dBHbdgjG/MyNL5KcTXP57CThWOCqAKAA0ZoQF94cQfWqdG9tqzi8Jv6Ql87NLZx/fZjOgWb8IS9nX72EILgpeCNnJlicTqGXjBX9MMoGF94cIRTzs+meHgzdpJApVthyAnrJdbbLRZ1CpohpmJimRS5VAFzVzvq2BMdfOI9RNiq71BOkF7JMXJpFlATKlXSJeEMEy7J57suvsWX/BrwVNoDHr1Eu6hRzJUzDwtDNinaAm5M/P5Gsjkffni6OPneGctGgb1cnS3NpNJ9GKB6gXNSxTAsQsCyLUl4nvZCloaOGUMxN+wBo62vi1adOUC4abNm/gYnBmWo/LMuujkcw6ieXygNumqVeNkgvZIjVRfD6NWwrgCSLBCN+REmszku5aLibOAiUSzoX3hwhs5SvOM0qJ1+6gC/gIV4fplzQsU33vR2tC3P+zWEun52ktbeR+akkmYUcDe01XHhzBNt2CMUDePye6r20bKhn7MIUpVy5EtSwOfrsGWpb4viCXlLzGcLxILIiE68PV9MwS/kyp44MEkkEGdjbTSaZo5QrV4IkITSfRjgRRPOpeAMezr5yiXse21ZtQxAE4o1RMskcfbu7KBf1qo0tTi+RSxXIJPNcPjNBOBFk/we241T0Lho7aylkinh8qhsYsl07qm2OsTSbRlYk6toSFHOlqp2GE0Hi9S6jUJQEOje34At6GbswTTgeqNqYx68RirnzEoj40bzqqrYejAYYPT+FUTawlwmRh2MBHvzYHgZ2daJoMs1ddVVm6e3givDl1q5Ggm8hQBrwqmztbuSFE0Okc2trtq0GTZIJKBplq8BwepHFUmFd5z3WPMC9tZ00+yN4JYWR3CLThTQCAim9SEovIodFwurtMRbvBifu4i7eBRi6ycJsmoWZNJOjC9Q1R0nUhbjv8a2Iksjw+WkuX5yhqT1Bz0AT4hVal2Fx4eQ4C9Mp2jc2YOomEyMLNLTG0TwymldFliXSyTzppTymYRKJBwmGvQyemSQQ8tKzqYnB05PkM0X6d7QTr3OFuBzHYXJ0gW/8zSt09TWy61AvU6OLzE4u0bOpCVEUuHhqgmDER//2NobPT7MwnSJaE2RiZJ5sukhze4LWnjpGB2fp2dREeinPuaOj5HMlOnob0DwKF0+NU8iVueeBPuJ3UAzrnYDHp2JbDm88dxZFU4jEA/hDPspFA82rUcgtkEnm8QY81DW7ebBNnbUEIz48XpVgxOfucokiI2enOPD4VgB8AQ/+kJfF2TSXz0+jaDKyquD1a1w6PUGmsshbrkAdivo59+YI06OL1DREmK8LU9+WQPNp1TYURcYX0LhwfAxRFPD4VPwhL7IiYVk206PzTF2eZ/TCNED1XmRVppgvk5zL0LejA/ey7rV9QS+5TLFKN5ZVmUunxpFkiXhdiKEzk2RTBboMk/HBWTfNZWwRSRbxh7woqmunizNpQFh3EOwubg/Z8usML/5LHEevCpXIYoSAuoP60Kfxq9vuyK7wWnAck7I5hmXnsR39tqif67+mRdEcQhaCKFL9D0wKkePolI3LyOJbB7tNO8lE6vfR7Tlivg8gi0FEwYco+q87VrdmKRqD2M6tLYpvBY7joFvT2E4Bj9z5jjM2TCtJybiEZafvSHvL58UT0fjE5x6v/tbYUVuhibtMxEd+/CDgMiMe/tT+6t8BPvnLH3S/20OzzI65O+ChWIDt9w9UzxEEd/cbXDZk1+ZWuja76YHtfU20bmioBifu+8juaj9qW+LVfpx66QLbDm2kZ1s7gihw7+PbV7Alm7vdAJbmVdn7iPtNK+bLXDzqOsuSLNG1pYXHfvJQtVJDa28j2w5trIyHQ0N7DaLkah9d0d8QBIHalvgKZkhtcwxBFBBFka0He9myf0OV8v/JX/5gtf8P/NA9OI6DKIp0DDQDrvbC0MlRMsk8gihgWzbBqOtoF/Nlend20trrpqsFwr4VbTR11VX7ceqlC9S3Juje1s7SXJoLRy+79+9T6d/TzbZDG1fM03K4Tq6woh+Jhij3POqO25W1Xuem5mobrb1XmYWRRJBHPnkABBBFkZ5tbdXf2voaV1y3udstj+71e9wxtR0E0Q0A9e5sd+NGokD/ni6Eylzue2w74K5RQ/EAfXu6aOysvTovlTaauty2rwhb7npwU2Vtc7UN27IZvzhNXWuC+vYaPD5thY3VNMWqcwNU2wSob6/Bth1s0+bCsRHKBR1Rcm3tgR9eGSBc/rxcubbHp1Vt8YqNNXbWVm1stXlZzdYjNcEVNgawMJNicniOrfs33NGKaD5NRVOkNUVFASRRQJUlfLcowtkajOBXVNLlEs9MXOJQ4/pSrI8vTnApu8C/3HQYVZT5+thpvj11nnqv60cslvMcquvmV7Y+fFsC9neDE3dxF+8SIokgc9MpVFWmq7+JwdMTfOuLr7Njfw/HX77EnsMbCUZ8KyKyi7NpLp2eZO8DfViWzbmjo3T2NXDu2CiKJtPSWYOqKUyMzDMxNMd9H9hGrCbI4JlJskt5mtoSTI0uMnxuiprGCMeODPK+j+ystu8PeojE/LR21VLIlznzxghNnTUcfekiuw72Eoy4GgKSKDI6OMveB/owTZea2dyRYOjsFLVNUYqFMkvzWRzHYXRwhu37ezj12jDhqJ9cukguU+S9UcX45uDxqdzz8GZymULV0RZFgZbuWhRNoaEtTrlo4Au4OgqphSyq5uopHH7CHed8pohRNti8r5u5ySVaeurZ//4tAETiAe778A4syyYQ8iLLEo0d7qKtmCszPeouQP0hD00dNex7eDNev4Y3oBEI+xAEgfDyNsI+VFUmkgihajK+oAfbcqoLRNuy+cg/PUww7EPscpW2W7prSS/miNaEqG9TGR+aJZcpVMQ3BeqaYxz8wHaMskm0NsjO+zaSyxTxBTwufbgxigOEY37KJYMnPn0fkXiQaE0QVVOI1YWYGUvSvcVdIM+MLxKtCa6zwNRd3A4k0U9d4J8T9t6H7ejk9TeZy/4l40u/S2fiv6DJd7bCzGoQBS8tkV/BwV7Tab5TsOwss5k/Jux9gKj3UX5QjE2RErTFfgdhjaWebk5TMM7REPostcEfR0Dhyo73tUj4PkbEcz+q3Hx9Q28THAwW838P2NSH/hkCt1/W8GYQ8uynp+ZPUaTaO9LeWvOy3OFxUyPdebhRUK22JV6tPCDJUqW86PI2buzsiG/hCF05r2e7S1u/shYRBAFJur4vgiAgVP7u8Wv07uqEikOvLtMtWu285c7ftY798v8vP04URbhB91cLDggCtPY2VpkTggilvMukuBK0v1Eby/9fHQ8BwvEgfbs73WNEEdUjv/V4iyKO46zoh6xI183DrczZW52zfG6uPVZYZS5lRWLTvh4UTVk5BqscC+7aQLjmvSqIAg3tNTR21K5I8VkPrtiYWAmoObabKqxq1z8z6wkQXGtjN2rjWltfzcYyyTyjF2bYeu+Gm7ijtdHbWks87Of82Bwl3cS7StUZx3Eolg1Oj8wQ9nvob69fpaW1kS6X+PLQaaKahw2RBBF19ZKs1+JiZg6vrKJUNjI8ksKH27bwiU53fXtkdoTnpgdxuL0F/t3gxF3cxbuEusYIY5fmCMX8ROJ+HvvRvbz53Yu88cIFcBzqm2PXfSzLJQNZlahrjrIwk3Zpbk1Rzrx5GcuwsC2bYkVcS/UqNFdyAPu3t1EuGZw7Nkoo6mNpIUtdU5S2nquRakFwd7H9IS+RRBC9bJCcz1LTGKGpLcH5E+MU82XSSwWymWK1H6nFHJFEgIbWOCPn3R34QMhbfbnH68I0tiU4/foIsiphmhab93S6Dun3GARBIBTzE4pdv6MIXFdKqr716iI6knDv1+NTad1QT2oxR31rnEDYV9XmkGSJmmtKadX7tYqCdKHqLGheBUmWqG2+mmu4/P/XtdF64zKOqy0aZEWmvjVOqVCmqcPNEzZNV/RJ8yr4g1fP0Tyqmzu6Sj88Po1wbGWlhivil7l0Acu0aOqs+UHxFd8DkFDlRnxqHwB+tR+A8aXfo2gMviPBCUEQUOV3VkzTtJNkSq8R8hyA21w0fS9BEGS0dQQRTCeD4xiockNFS+KqQ7yyPQFZiiBL72y6nuOUyZZfxq9ufkevewWS6EcS75x483rnZX1tCaia8raWz/Sukvu+FiRJxBe4+fPeTgiCcF0a4a3c2/JzZEWqVt24nX681yAIQlUA8nbaCMVur1KTIAqrlsp9u7Aee/CHvMyOL/LcV94kEPLiC2gM7O26bRZFV3OCDx3YxJeeO8EXnzvOQ7t7qYsGq+tDy7aZWsjw7dcv8PLpy3z88FZ6W28tYFrj9fNgcxevzI7z7MQQZ3xzDMTr1jzPchwU4Sr75MHGXlRJqjInopqPsmWsYPneCt5TwYlCtsTs2Hx17XBFeT5SE8J7iy8527YpF3RUj3Jd1KxUKPMnv/q3RGtDfPJXnviBoXquhbwxjeWUCCptt0yfXN6GjUnZWsInv7XhO45N0ZzDK9esm16cN6bJ6CM0+O+t/i1ZOkNAaUGVbq5u+DsJRZWJJoJkM0WCIS/D56c58u0zyLLEjgMbGLkwzZNfeJW2nnoGdrZXaV7xujCqpvCtL7xGx8YGIjE/L37zJDUNERL1YU6+MoTmU2loibmiS4L7DEyMzLMwnUbVZLoHmigWdPK50nX0MVVTiMQCHP3uRXYc2EDv1hbyuRKReABVlUgnTSLxAA2tMUoFnW994TXqW2IEIz5kWSIU8ZNO5hi5MMP8VIruTU0Ewl5EUcQX9FAq6uhlk+FzU0QTQZraE+/G8L+rkBWZni1rl2BcjrWCIncaHp/Kpr1dax94iwiEfWw/2Pu2tX8X64WMJrUBDpZ9VUE+VXiGpeK3aAz/ApnSd0kXn8O0s3iUTupD/wyP3IqD4zqNpVdZKj5F2RxFFHwEtd1EfY+jyVcrLenmLBPpf49pJXGwsZ0SmtxMU/hzK45zHAfDmmGp+BSZ0hEsO4cmNxP1PUpI24cgeK6K7jo6Bf0sS4VvUTDO4zglZDFKwLOHhP/jSEKAonGehfwXKehn0a1JpjP/jfncFxAQUOVmGsM/f9MBGccxyOunSBa+TskYwsFCFmMEtJ3EfR9ClqI4jslM9k8xrSWivvezmP8yJXMERawh5n+ckOcAoqBxJQBgWkukSy+QKj6NYSdRxChhz2EivoeRhOCy0oc2JXOIpcI/ktePYdk5JDGATx2gxv+jqLJL/y4Zo0xn/rCSClEiqO2hOfJLK+7DdnTmsn9OXj9ByRzDcgpMpf8r89m/BkEi6n2I2uCPV65rMpv9czKl72I7JUTBQ2v0N/Eo1zvsa82LLK4/KF02p1jIf5G8foJc+Rgl4zK58nEERCQxTEPoZ/FrbsBCt+YYX/od4v4nkAQ/i4WvVGwyQNz/YWK+xyr9K5MuvkC69DxlcwzHsVDlJqLehwl7DiKKV9eai/l/IFn4OpadRUCkIfxZQp6raw3HcSga5xlP/S4Noc9S0E+TLb+KbRfwqr3E/R/Bp/RX1zPrmRfHMRlb+rd4lHY0uZ1k4Zvo5hSyGCbqe5SI9wEkMVC9fskcYjH/926qjZ3HdoogiMhinIT/o0R9j6x7vL+fYNoWX596iQvZUX6x9xMo4truzlxpic+PPsWuWB8HarauefwPAizH4u8nXmCyOM9Ptj9GRH17ykLnzCJfGH+GuBri0fp9aNLbF2y7XXh8KnUtcXKpPKV8iWDUf0di3qMzSbKFEg4Of/r1V/n6kbMkwn78HhXbccgVyixmCswuZfF7VM5enuXX/uQbOPbKi9dEA3z2owfwqDcew9HsEn914Rj9sTo+1NFPW3B9Aee+SB1PTpzlRHKSDaEatsbcjQbTtpgtZnl26gINvjDibfrT76ngxPnXLvFvfuy/IskSkixi2zbR2jD3PLadD33mIWqabl6RNJvM8+SfP88DP3IvtS0rdw9ty2b03CSFbNE1rB+Q2IRupSlZiwSUZpbK5xCQKFlJFNFPWN1A3phAk6LodoaylcSvNJPRh9CkKFn9MgISMc9mlsrncLDQpCiy4COjD6NIQcJqZ7UNy9GZLx1loXiM5sD9CCh45Vocx6JspwirLh3OdkxS+iATuW/T4NtPSO0mow9jOkViWj9Fc46COY1fbsKnNLBUPoftGEiCVvl/mZDahSL6KVlJAkoLBXOatD6C45hEtY2UrRQ5YwJBEKnz7kUWb7/EXKlQ5oWvvlkRfnpr7Ly/383vFAVqGyPUNITZuq+7+rtjOwiCS9lraIlhV+pWT40uVl8+gbCH+z+4rZJvKIADtuMgViiH3QNNCLjOrAPViGtXfyMdG93cUrFCzXcch1JBZ+zSHECFohjg3ocG3DxLSeTg+7e4/686BA4CbhsdvQ0rfhNEgYOPbUEQoHNj44o+CqLA/oc38fLTZ6hrjJLNFCmXVipW/yDDtm2GT08wdHIcSZEY2NtVzeX8foBeNjj3+jATg7OEEwG2HOglFH1nAi13cWM4mJTMIQRBQZGu0kMNe5Fs+TUm03+AaSXxyK0okuWKaTquMJjjmCQL32Qy9Z/wqX0EtJ1Ydpb53BfJ6Sdojf4maoUGL4lBYr4PYdlpbKfEYv4rFPVBHKe8oj+u9sF/IK+fJOQ5gKQEKRoXGE3+Gk3h/5O4/8O4yxaHdPFZJlL/AVHw4Ne2Igo+TGsR3ZzAccxK6pKCJrcjIJMtv45P3Yxf2VRx3iJIws0vtIvGMJeTv4oixfGr2wBXhyFbfpWI90Fkojg4lM1RUoWnKZnDaHIzAW0HufIxLid/jbbovyHifR+CIGHZBWay/4Nk4RsEtb0E1HZ0a5LJ9H+hbI5TH/pnSIIfcCgYZxlL/l8Y9iJBbTceuQPTTqObU9jLxlKWokR976dkDDOf+xtKxsh19yEgosotCIKGLCYoGhfxq1vxqf0IiHiV5cFDkaC2F1mKkyo+Tbb0susEr2JRa87LTUBARJUaEVWFfPk4HqWDsOcwgiAjCh5k6eqazqkERRwsLDuNKjXiVfqw7BSOY1WPs+wsi/kvgyDhUwYQBJlc+Q1Gk79KR/w/EfLsr27K+NQBBESy5ddYKjyJaaeu66Pt5MmUvovjGIiCF586gGXnSBW/TUE/R0f896sBsPXMizvP58iUXkSRGvAqGwhoW8mXjzOe+rcAxP0fAsC0FxlP/S6mlSTm/xACIgv5L2OYc8RCH8KnDtzUeH8/wcFhtpxkOD+Fvc5d3LxV4lx2lGbfnUnf+X6A48BsaZHR/DTmTT6/NwPDNhnMjpP3JrAcC3jvBiciiSAf/OlD1XW5IHBHBDFfPj3Kn3ztFRzbTYoYnlpkeGpx1WOLZYPnjrmlbq+17vaGGJ/58L2rnncFXaE4P7VxJ89ODvHXF4/RG6nhl3esXUr0/oYeji9O8JtHv8muRCst/giiIJLSCxxbnCBjlPiNbY8ifT9V67ArYiqf+OUPMrBvA8VciWPPneHpz7+EaVj8+K995KZoRo7jMDe+yLf/6kXuqYik3AWUrCWWyufwyrXMFF5GEjwE1XYy+giqGMKwc+h2Fo+cYK74JgnHIlk6gyIG0O0MoqDilBxmi6/SGngEVQyzVD5D0ZwnJscRUaptBJQWRBQUMYAmxsiZ45TKiwgISMLVHQoBEQkFWfDikeLkjDGS5TN4pDizhVcJa13Yjsl86SgBq4WiOUfcswXTKQIWqhRhrvgaLYGHyejDhNRO8uYkWX2EoNLGTOEVTKeAgIDtGDjeXXdkLIu5El/4g6eYHJpd89jg//uTtPTUIyCsLpa0jCwiSIKb5uZAMOytUqQ0j4IkrxT0Wf4KkMXVGSduUGLZpSQBx3FQNZlg5OozpWryinzGa/NKl19LWiWad+X41dht/qCHXQd7yWaKKIpMTcP3lhjm2wXHcRg8Psof/qu/ZfTcFKIksONwPz/7ez9CouHdqdpyJ+E4Di9+9U3++j98g7nJJF6/xqOfOsAnPvfYe472+/0PC6MiaGjZOXLlN5jP/W/C3vvxKt0rjjStFI6j0xr9jYpz5WA5BSTBTeExrGlms39G0LObpvAvocoNOI5ByHOEsaXfYjH/FeqDP4MgyEiij4j3cLXtonGeXPnoius5js1S4Uny+kmaI/+KsPcwoqBQNicYW/o3zOX+krD3PhQpgW5OM5v9C2QpRmv0N/EqPQgo2E4BxzGQxDCCIOBVuvEq3eT1E8xm/4yw5yAx3wdvS/hTt6bQrVnqQ/8HMd/jlesWsZwsinjNBggGEe9DxP1PIAgKRX2Q0eSvMJ/7G0Ke/Yj4yenHSBa+SW3gU9QEfgxR8GA5mQrL4/NEfO/Dr27GtLPMZf8Xpp2iLfrvCGg7EQUvtlPCdgrI4tX3qSyGiHjvR1f6SRefW/U+BEEm5ns/AOniSyzm/46w935ivkdXOVbEr23Gp27CtJJkSy+vPjbrmJebgSrXUxP4IQxrgfn8F/Crm6gNfqrCOlkdRf0sLdFfrzBtNGynwPKPqyzGaIn+hpuqIYQAgbx+nKGFz5LT3yDo2YuAS7n3Kl14lS4EQSNVfPYteuogCCptsX+HKjXgYKJlG5nO/HeKxiVUyRU3XM+8XGnPtNM0R36JsPdBBGQK+mlGkr9MqvhsxYYFcuVjlI0RGsL/nLjvCUBAFiNc/v/ZO+/wuK7zzP/ObdMLZgAMegfBTpEUq6hKUdUqlmTJku24rzdO1us4eVKcTbxJNk6ycZxkncSJrTi2Y1uWZVmKJEpW7xJFUewVBAgQvWMG02du2T/uYEiIBSBFSZTN93moR5g599x7zj33zvne7/veb+J/4VLnocnVpznHBbwdVc5Sfn/+xwlp52/U7a8qfIqb32y+DYes4pTP75SXqYkkv7zvNTr29KFqMlX1Zdz95WtPq2kxF6xoq+Erd13xjq/P73agqac37/uTUzzb10mVx8+q8hrKXHNzFpVobr686EpeHu7k9ZEunh44hGlZBFQn68oauKqqjXqvXf0rkc/ilJVT2iWnw3lFToAtPlI7r5L5q+yQ4kVrWxk4MsJbz+zhQ5+7iomhKId3dLN0w3zCx+VVW6bFrpcPkJpKs+KqxUxNJujceZSdL+5ntG+Clx58g72v2XVcGxfVsHBtK0DRyzx0dJSOnUdJTqUoKQ+wYHULvpDnuHBKi55DAxzZ00MunaOkPMj81c34Suw2et5g5wv78Ye9BEp9HN7RRSKaIljmZ/6qZgKlvhONUWB8KMq2Z/ah6zaz73BprLp6EYHwu5ePL5CwLBPDymFZBqrsxa82YpgZTCtfjJpQJQ+a7Gc8sxNNDqKbSTLGGD61EZdShiKcBLRW29svljGc2kI0ewiPUl3sQwgZpxzCqYRwKREsTCay+8mbCeq8xzZBQkhochCHXIJbqSSZGSCtj+CUQ2iyj/HMHjvawphAk/045BJ8WgPx3FHcSiVBrZXJ7F4UyY0m+2zvPgoetRqfWkdSH7RJAWTKXMtQhPs0M3T+QFFlguF3J4zuvchVPR6SJBEq9xMqv/DDfzwM3eTAm1107OopklB73+iga3//rwQ5kU3n2PbsPga7RwFIRFO89vhOrv+NSy+QE+8xDDNFf+wfGJz6FwQqilyCz7GaiP+zKG8zrG1C4UocSn3xt0sRx57dVO4AujFGwPdZNLmyQLpqBJwb0OQKEtmt6J7bUeVT650cD9NKk8huw7RSZPWjjCV+BtjRHZaVI2cMkdX7UOVSMnoXOb2XMt89Be93QbPlLCIhzhROpQGn0sBo/EcYZgyvYxUutQVNOjFtUZVK8TnWIAl7s+1U6/E6VzOZfIy8MYKm1JDK7UY3RtHNScaTv5ieDXQjhm5GyeSP2OSEMU48+yZ+5zp8zmN9ysKFzDuPAjwXeD/vyzTc2lJ8jlVIhcjIE89tG/DpfDs5YwjTTJI3RwFRSG06u/jsgPMKNLkCISQEGm5tEZalY5iJs+rPpbbh0VYgCRUQOJQ6VLkcw5wEDEDBMKOAjCqVFaM9NLkSy8piWGd33rOFZVlM5KY4nOglmksgC4mg6qXFV0NQtfe/lmUxnJmgI9lHIp/Gp7qZ76snpPln7LWHsxN0JwaJ5RO2rpajhFZfLV5l5jrPmzrdyUF6UyPkzDxOWaPSWUqjt2qG6ySup9gV7WMiF8ejOGn11hJxHiufPJ6d4q3JA+RMHQlBm7+eEu3YHty0TA7H+0gaaZo81RxO9DCRncKlOGjx1lDpLD0u3cxiKDNOR6KPRD6Fedx6qnaVsSTQPCdjzcIib+r0JIfpT4+QMrI4JY06T4R6dwXKcWkqlmWR0NMcTvQylo1iWeBT3TR5qih3ltg2imnQk4iafesAACAASURBVBqmLzVCysjgkDRq3eU0eCpnpLxMRzD0pUfRJIVm78kJrpSeoT3ey0h2AlnI1Lkjxb6yRp6d0XaqXWX0p0fJmzpLgy2M52IcSfRT447Q7KlGkWRSeoatE/tJ6HYkVr27grAW4O2BCJZlkTaydCT6GM5MYFgmXsVFvaeCKlcpspCxLIukkeFwvIexbAwL8Kse6t0VlDtL3rE3fxqjA5NYhkVNczlrr1nCni0d50TJaF5NGS3V7zzVWXAsavpUcCoKm2pbmBcsRZYk9k3M7mAF224IOdzcVLeY62oWYBT2rBICRZJQjtOjeKBrB1dUttLom9se4Hicd+TENKYHp7k06tqqOLi1g3xWJ5PKcv/fPUZ0dIpbfnNTUYBkYjjKT//2UUIVQVZsXExf+yBbnthB194+9LzB/q0dxagLRVNYsKa1cCLobR/ge3/6M6KjU+QyeaYmEizdMJ9Pfe0OSiIB8tk8Lz/8Jo999zn0vIHmVEgnstTPr+LuP7iFmtYK8tk8j/zb0+SzeXwhL5PDMfLZPLHxBAtWt/DZv7iT8EkMjf7OYf71j+8nk8oBdn3qhgVV7yo54VJKyZlTDCZftsN5JR+SUFEkN7qVYTJ7EN1M4lYqCTsW0xX/L0pdyxHI6OksAlEgAfyFHxyTZL6fnBlHEjI5M8ZEdn+xD6ccIqOPMZbZToljIYaVxSEFUKSZhokm+TCtHEPp1/GrjfjUOixMVMmLafUCAk0O4lPrGUvvoif+BC4lgip5EUJCER6mcp3Ec0eRhAOnHEIR7kIIqIxu5hDCIpptx6NUo8nvfI49fhef/OotjPZPkIgmSURTxGNp4hMJDr7VRXLqZKGvH2xk0zmmJpIgwB/y4HCe3yz3+Q7LNMmksjMEhPLZPNnCO+GDDkM3T0jhSScyGHnjFEdcwLsFWbgo9d6Jz7kOgYIiBXAoNcgn0QEQwoEql51SiylvTiBQkSX/29rIKHKYnD54RuUmTSuNbkbRzSkmUpt5e56lHWJvb1kMM45JDk2ues+1ohxKLQ2hrzOefIix5M8ZTz6EU22lzHsXXu0ihDhG9kpCK+oDAAg0FKkEEx3dnEK18uSNcVsHIfNC0WM/DY/jIqQCkW5aOXRjEk2uRrwnBVjPHO/nfZmGJpcVqo2cCFujoYPBqW+TyR9BkUtQpBIsK2dHWLwDC0NTyjl+zR5bByZnkzesSAFkyV08TggZgYyFwfSFOtUWhLDTTlxqK0LIxDIvoyoVaPLZqfifDUzLZMdkOw/0PseUnsQtO8mbOnlT5/PNt7As6MO0DHZOHuaB3udI6mmcsoOMmaVE9XNX3UYW+hsRQjCZj/P9rs30pkZQJaVocK4saeNj9dfiVz22QLSe4uH+l3hzYr+tISOppI0M9e5Kfrv1jqLBncin+c/uJ+hPj2JhEc3FiTjDfL7pZho8dqprzszTkxqmNzXM3tgR7q7bNMMoNyyTLeN72TK+l3m+uuP6SlDqCPL5pptp9lZjAQenuvl+92ZkIRNS/XQlB+hKDrAyNJ9NkVVzrmJgWbA72sGPjz5J3tRxyBop3dYj+GjdJi4tuwhZ2JU/OhP9/Kz3WXpTIzhlDQFkjBwfqrqEayrWICPYFzvCD7qfKJI4aT2LgclHaq7iivIVKJJMzszz2MCrPD20FUVScMkOHJJK1py5FxnNRrm/5xkOTR1FlRR0y8C0LDZFVnFt5RqyRp6f9jxDmSPIlJ5iIDXKxaEFxPUk/alREPAH8z9BnTuCYRkMpsfoSg6yK3qYDaXLaPZWzyBwLMtiMDPOT3ue4XC8B4esIQuJtJ5lQ9ky7qi9ElnIjOdi/KD7cboSg7hkB7qlkzXzrCyZz111V59Abp0tJEngCbhgSiDLErHxBOei/JwkCaT3QF8ga+h0RMfpjk9S5wti6Babuw+xNFw5+8EUKp8gZi15ui86xIrSsxPZPm/JiWmYhslo3ziBMj8Ot0Z1S4S6+VXsfGE/V965jmCZH8uy6NrXx2DXCNd98nIcLo0ll7Qxb2UTLzywhd5D/XzqT+8o1i9WNOVYhSwLBo+McOWd67jijrUgBE/98CV+8c9Psv6mFay+7iKOHujnR19/mJUbF/ORr9yIy+2gp32Qe//4pzz0T0/y2f9zF5IkMHSD9h3d3PWVG9l49yXIisyz973KT/7mEdbftJINt5ybVIJ3Clm4aPJ/uPi3QEYSCk7FZuyCjjbAQhYOBDJtwU8iCycCcBVELWWh0eC7pdhDQGvFp9UjUJCESqP/lhl9NAfuRCCR1ofJG3HKPCvIGlHyBa+CQMYhl9BYuC5JaNQr5ViYSEIloLViYSKQkISGT623NRWEAhZIQqXOdwNCSCwo+RySkBFCwY4TkShzrmQkvQ2nHCKpD2Ba58bwUx0q62+8CNMwsUwL0zQxTYtsKsef/ca3OfTWyXJKP7iwTIsdLx7gB19/BNWh8Pk/u50l57ic0q8bZFUmUhvG4dLIpu11GSzzn5XGzvkIh8sWj5IVuVA6za6/7vZfiJp4zyEUXGobAeeGuTTmdAaVIrxYGJiWvWE+VkbOwjQTyJJnhqE+69mEiiRcOJVGWkq/PUOY0IZUTCkRhd+V40U83ysIoeBS51Md+B3KzI8xlX6J8dRj9Ez8OY3hv8FdqIACdtTHTG0GHdNK2mmMwo0QMrLwoEhBGkr+Eoda//azIQlX4bwykuRCN2OcrxVH3s/7cgyn3jBbZBlN/IR49k1qg1/F71iLECo5Y4BU/tC7dt6zgpCYjdBwawspcd/IaOJHJLJvIYSCYSao8H0Wp9L8nhFEI5lJftzzFA5J5X+0foQaVzmGZTKSnaDCGUYAI5koP+l5ihLNzxdabqVUCzKajfL9rsf4We9z/M68uwhqPgKqh6vKV1LhDFOi+dAtk0f6X+bJoTe4rGw5iwKNGJbJa2N7eHpoKzdWrefqyCockkbayDCVTxUMU/u3ZkpPogiZ3227G6/iZvvkIf618yG2TR6k2l2OJhQizhI+UX8dXclBvnHwx6ccZ196lFZfLV9p+yg+xcOeWCf/0vEgb0zso9Zt742fG3mLvGnwxXm3E3GEOJoa4q8O/JAF/gbWlS5BmWNKmQAaPJV8pHYjrb5anJLGaHaSf+t8mCeH3mBteBGy7CChp3mg7zkG0qN8pulG5nnrEEIwkZvCKTuK0QJ1ngruqLmSVl8tLtnBeC7GvUcesfsqXYRHuDiSGOCJwddZEmzh7rpNaJLCWxOHuPfII1Q47f2IhcXTQ1vZFzvCpxs/xHx/PVkjx6MDr/DIwMs0equod1eQMjLIQua3Wm7n573PsXViH59pvImK6hBfP/ADjqaGqHNH8Cpubqu5koncFN88dN9J5yJj5Hi4/yUOTHXx8frrWBpsQREy0XwcAFXYpuyheA+7o518qvEGVpbMB2AsG8W0LJzSuXOilVaVMH9FA/Foiifve52FFze+40odQNFB9W4/tz3xKK8MdnM0PslkNk3eNAg7z69o8vOOnLAsi9hYnJGeMeKTSbY/t5e9r7Wz8e71hCqCqA6VS29dxXf+6D6O7Olh+RWLyKZz7HxhH/6wjwVrWhBCoDpUZFW2S/sJgdPjwH2SknkW0Li4lstvW0OowlYrXX7VIp760cv0dw5jmha7Xz5IKp7muk9dTnmNHZ6yaG0r629ayRP/8QIDnUPUtFaCBbWtlVzxkXXFKInlVy5i873P0d8x9J7N4WwQQpw0rUEueGNkMfMhVoXnuP8/dpxUeCEIIZCFhnyc10cSM/OXVOHBsmyiIeJei0spRTfTSEz3IdlJF8dtSKc3ZXaDmdcqHX/9he+UgoaFfJJ8NY9aRRnL0c00AUczmnxu9A6mazG/nUGUZWlWVvGDiGw6x94tHXQf6MfjdxXLll7A2UOSJJZfPp+bP38lbz27D5fXwbUfu4TGRb8a+cKKKnPdxy8hEU1yaEc3lQ1l3PabVxdLq17ABxMubQGy5CGR3YbfsR5ZDoBlksofJKv3EXRvmqGDMBtk4cWtLSaV308qtxe/6zJb38gyCmSyybR2gEOpRZFLmcq8QtC1CVUuwzYOdUwrjyScMypNCRQQEro5VeznbDeCppkpkOZOnEodDu89KHIpvZN/QSq3bwY5kTfGSeb22GkvQiJnjJLM7kJTqlDlSCH8fwFCyMSz23Cp8xDCSSGoG8vKFaMkFCmIW1tEIvsGGb0bp9JQmA8T08oiCa1AyL9/ONP7MldMRw3oZgLLyoNwnNX9M8wUWb0XVQoRcF6GLHmwLJ2cPkheH4b3rmLhOYHtv7QJx1LPHciSD02uxKm2FNN+3gvsiLYTzcX5QvOtzPcdSwM7vrLDwfhRhjMT3Fm7kQa3HbHgU91cXbGKH3Q9wYGpo6wrXYyExMrQfNJ6lpylY1omrb5aftH3Agk9hWVZpIwMr47tptlbzXUVawkWUjB8qpvyghE9zd8FVS/XV66l0mU735YEmovpBrqpo0kKkpBwyJoddXCa9eRT3FxXsZYqly1WvSjQSK07wkB6jLyZR5Zs733EWUJYC+CUNcKOAKWOALF8EllIc16vQgjCWoCLQx7SRo6cmcetOGn0VLFt8gC6aYAMXckBDsd7uaFyPStLFhQFyv3qzD14iepjVXgBmUJfLtlBk6eal0Z3kDcNDMmkI9HLVD7FtZE1lDlse2hd6WKeGd5KxrAdJ/F8ijfG99HiraHWXU628Hmbv56XR3exK9pBvbsCC4tWXw1VrlJq3eUcSfSz0N+AJCTCWoBYLoGFVZh7W2fiVGkXQ9lxtk8eZF14CZeWLUMqtPOpM+0Yj2zbDN3JIeb56ghrARo95z6KK5vKsfWZfQRLfay6aqGtJXcOBDH7R2M89tp+mqtL2bC0Ede7lHJd7fGzOlJLhcfHyrJqJCGo8ZxfGnDnHTmRy+T5/p89iMv7GJIs4fQ4uOTmi7nxcxvRnPaNaru4mbLaMNue3s2idfOIjk2x4/n9rL526VlteEsiAQLHHadqCppTRc8ZWKbJwJFhSqtD+Epm5i7WtVURHYkxNXEsty9Q5qMkcpwwlSqjuTT03LuncvtBgRASHvWYwaXJ6ntW7lMSKv5CZZALOHukEhnat3e/35fxK4dAqY+7v3I9H/7CRoQk8PhdqNp593o+a9TOq+QLf3knuUweRVPw+F2/kuTdrxMccg1hz+2MJn6CJFx4HcvRzTjjyYdQpIAt2sfcDSQhZELuG4hn36Av9neE9SM4lFpMM0lG70KRSij3/QYCDadST8h1PSOJ/6Q3+nX8zkuRJQ95YwzDjFHmvWeG1oUs+XEqjUykHrOrdEheJOHAoy07Yz2EaOY5Urm9uNQ2ZMmPaSaJpp9FCAcOZWaJYNNKM574OYaZQJVDTGVeIZnbS1XgS4XIEgmvYxV+56WMJn6MbkZxa21Ylk5W78O0kkR8n0OVwyhSCWWeO+iN/g09E/+bEvf1KHIIw4yRM4YIuW/CpTZjWSZ5Y4i8OU5OH0a3YlimTiK7HSE0VKmskK4z9+dPN6cKFUHSZPVeLEu3K2NYeSTJi0OpQxLqGd+XuULgwKW2MpV5hfHkfDSlChB4tCVn1J8s3DiUelK5/YwlH8CpNJMzBphM/XKmMwQwzTRZox/DTJLRO7CsLJl8J4nsTiThLIz5TATa53ZfZpuJGX1ikMi+iWVZBRIvS1bvwzCTuLR5yOLtKVfvDoYzE6iSQo2r/JTnG8yM41FcM/QlAKqdZeQtvaCVYOsKbBnfx5sTB2wyAltPIWfqRUIqb+oMpMfYULoMp3x6Rskpa1S4juXxS0LYkRWmMecUi+P7qjy+L6RCXzoWoAiZFm8NL47sYGf0MDWuMjoSfYxkJrkmsvq46LLZYVkWA5kxXh7dSXu8l5yZL34mIYpaFtFcnIyRo9FTecryjZZlMZSZ4KXRHbTHe8gW+hrKTBRKQpsYlsFYNoZXcc3Q21CFTJmjhN6UrUkwno0xpSd5c+IAhxN9xXa6ZZAz8+RMO4VTIHDKGhICVVJQC2kiOVNHEhJGoerTXJDQ00zk4jR5qovExMnQ4qvhhsp1vDK2i20TB1hR0saq0ALafHU4zqHIpq/EzUWXttGxp5c3ntnLrtcO8+k/uhlFfWfpdof7xvjFi7tZ0VbD6oV17wo5kdHzWMCaSC3LSyspOc8iJqZx3u1+VU3h2t+4lLaLm1EdCqFIkOqWiiIxATaZcMmHVvLMT1/lhs+Mc2jbEbLpHMsuX4jmOvMFaJcuPXFRHf/aOtUrxXpbw+kyqMcf+T6lXl7ABZxzjPZP0HP4/IkC+lWBEAKXx4nL86uZ6iBJAm/ADecXOf9rBdsAKjltpYNpSMKBIgVPm5YhSU7KvHcjS34mU5uZTD2OEBoebSllgf+JR1vImebZO5QG6kr+hLHkg0ykHkM3xpAkN06lnrDnDgo1jBBCpdz3cVQ5wkTqMQan/gnL0lHkEgLOy0/QZFDlCDWB32M48QP6Y3+HQMPruAin0jxDE2IuUKQgqVw7k6knsdARQsWpNFAT/H08jmVvG08NQfcmJlL/RVbvR5GCVAZ+k7DnlmLFEFUOUx34MuOpx4imn2Y8+RBCKDjkKoLu64r3SwiZgOtqBA7GUw8zHP8eppVGlnx4tRVFT7lpZRlL/oJY+vmCjsckOhMcnfwaEg5Cng9R5v1YcS7BJu8VOXxKb3sqt4ehqXvRzQl0M4YkHAzFv4sk3DiUWupK/gRJLjvj+zJXSMJJhf+/MzT1HYbi9yKQcCj11Ab/8DhyQkKRS5AlzymXnSQ5Kfd+HMvSGU38tFCqtJKw52acalOBbLAPzhp9DMT+sWDs28KM48mHiaafQRZeakv+Fy51fkG7JVy4T8dpTjA9p44zvC8FvQnhY+ZA7GofFjpgi0vmjVEUqYRY5kX6Y98othdCw+/cQHXgd1Hld19U2ZxLFEthn3xCC0GhHKKFYZk8O7yNn/c9x1XlF7M0uBqP4qI/PcLfJ346Y09ue91nN/clIRXD/k9xBXOGKBjaJ7l8wCYnNkYu5uDUUb7ftZkyRxAhBB+quoR1pUvOiJxI6Gm+d+Qx+tMj3Fp9ObXuclRJ4amhreyYPJaCZBX+ezqyMWvm+H7XZrqSA9xacxl17go0SeGFke28OrZ7Rl8nu8LjSQ8LC1lIrAot4IryFTMOEAhKCxEX039Prwm7Qt2chz8TFjPK1p8KXsXF7TVXcnFoAXtjnbw2tofXx/ZwfdV6bqxcf86qgIwNRHn8h69Q0xJhxWULqG2JnBNny3gsSTKTozLsx+d+d8K42qNjTGbT1HgDDKcSrK98eyrh+YHzjpyQZIn5q5pZc/2pS38qqsyyyxfw/M+38OaTu+ncc5TKxnIaF9ee8HIUkoRlmDPE5s4EQpKobqng1UfeIj6ZpLz2GEvf2z5IoNSHt2RuJVgu4AI+6GjfcZTMhVSOC7iADxx8jtW0lN2LIgVnbRt0bcTnWI0yi2GjSH5KPbdT4tqEaWVshR/JW4hGON1G8uS/x0IInEoLVf4vEfF+Gos8AgkhnAUS4ZhxKwkvYc9NBFyXF4Q3LQRKISpipjdIEhoB1xV4HBcV2tpaDmeSdjINr2MVjeE2TCuLXTVBKvTlP6FEqUAl6NpI0LUR08oihIoiBRBvM2RVuZKI75OUem4tpLAIJOFAFt5C2+lxqARcl+N1rMCwUoBpa0ZJ7mIEiCQclHnvJuy5hZNBFt6isOg0PNpS2sp/hCKdXOfGo11Efej/YKfEzIRtnB9bJ2dyX+YKISQ82hIaQn9ZGLdlz89xa1mTy2kO/z87deQ0+RkOpYGa4O+hm/FCP05kyU/AeWXhWtVCuzpqg18tCFCeOGpVtj3oLm0BCysePqHajVtbWJjTINP3c673pT709YK+1rHIDEm4qS354+nWGGaUgdi3MK00rWXfK16PZeWZSD3KWPIhSlybCLguP+VcnCuUO0vQC9EMlc7wSUmKalcpKT3DRC6OZVnFNv3pMRRJJuwIkDQy7IweJqwFuKvuahySihCCsWx0Rl+KJBNxhuhJDZMxc+fUK/5OkTXyJPQ0d9ZuZFlJC6pQ8CpuNEk5oyiWgfQYnYk+rqlYw9UVq1CETNo4ce8VUD04ZI2e5BDLg60nPcdQZoLDiV4uL1/ONZE1yEIia+ZnkCWykAlrARJGmlg+QbnTfqYNy2QsGyu2C2kB3LITWcgsCjSd1OCP5c5tpRiP4iSoeelODnKZddFp51GRZJo8VdS7I6wNL+aB3ufYPPAql4SXUOE686itk6G0KsjGj6zm4PZuXn9yF/1dlVQ3lSGfRcnMGRCgyBJ+j3NWIuZskTMNdo4N0jU1yUg6UTyPR9VYEn7vRHRnw3lHTswFQgjqF9bQtKSOF36+BT1vcOVd606ocCGEIFDqRdcNOnYeJVJnv7wVVZkRiXE6SJJg6aXz2Xzvczz9o5cp+cqNON0O+g4P8uoj21i8fh7VzSeWEPugwA4HtNBzBoZuYJqWrTorBJIsoagyiiKfk3yqt5/XNC2M/InnFcImhSRZ2JEo8tzz9E55DsPEMs2CoK79wygkWxdCUe3xvV/q4h8EWJaFaZjs39pJLpuf/YB381pMi3xex9BNTOOYErokS8iKhKLISGfBYpumhaEfW4/W8WtSsnVFpiOjPshrxbIsDN1Ez+u2kOu0R6swRkW15++DOkbLstDzhv3cm2ZBRVsgSfb7ZHp87xSmadrn0Y+9W4SwCXZFU876vfVuQZbcBfX/ubT1zjmiQBIaknzq8me2Y+CYT84iT96YRAhlhuE9DVvDaPZrtedWnXNYvxBK0YA7dm0GU5lXmUg9MevxqhQm4vs0ihxEOoNUAoEyK8kjhEDgQJLLZ+9PyChyEIWTk0xCSIU5mfs1SpITh1Rzyu9lyWNHJMwBp7svppVlPLmZRHb7rP241BbKPHcVS4La4y5B4eRzKYSCpsy+ubbXl++ECjWSPHM+JeEopI/M0h8OHMqJivSScOBQqme0nOt90U6yDuz7eiztI2cMk8i+Ran3TjzasuK7xrIMnGorArlAoL37uCjYypODb/DowMuENB8VzjAmFuPZGG7ZQakjSJu/ngpnmGeH36TSFSasBRjLxnh2eBsVzjDzffXIhciEvKUzlU/iU92MZqM8M/xmUeASwC07WRdezM96n+W54be4snwFmqSSM3XGczFqXGWnDf8/HpZlR2wYlllMndBNg6yRK+iznZnBOZaNMpQZJ+zw45FdCCEwLAPdEijIc/5NUCUZSUgk9TQpPYMiZHZE29k+eWgGqdDgqaLBXcnzI2/R5K2iyVuNhGAqnyRv6VS5SlGF3VdKz5Ay7L52xzp4c+IA0+9lWUi0+GrwyC6eHn6TUkcAVSjsiB6mKzlAucN+7gKahzXhRTw9tJXXxnazKrQQWUhkzBy9qWEaPbM/M8fDMI3i3JuF9JKcmUcxZWQhIwuJiDPEskArr43tYb6/noX+RuTC3CSNDDWuchRJpjPRj2EZVDpLkYWEImQ0ST3j9J3ZMDWZ5OD2bjx+FysvX0ig1HtObKSKkA+3UyWaSGOa1qzlQM8G84JlDCSneGukn4lsmp1jAwCUuTxnRE5Ylj2rumnMKJcLFKrnyDhl5ayrj3wgyQmw0z/Wf2gFW5/YgSfgZuVVi0/arn5BDauvu4j7v/Eoz/zkFWRF4tJbV3P9p6+Y03mEENTNr+YTf3wbj/zb0/z5Pf8Ph0sjGUtR0VDGbb99HZ6A+wPpTTYMk5HecTr39LJ/ayc97YNER+PksjpOl0q4MkjzkloWrm6maXEtgdA7fwAtyyKTyjJwZJSu/X0c3tXDwJERYmNxsuk8kixwuDQCpT7KqkPUtVVSN6+CSF0p4YoA2hxysEzTJD6ZYrhnjJ5Dg3Qd6Ke/0z5HOmmXbHR5HATL/FQ3ldN6UT3NS2qpbChFUT+wj8Q5h2mYpBIZ4pNJ4pNJBrvH6NjdYxvtgKEbHNnbN+s9kVWZ2taKWfVgbDHcBN0H+gHbWJ53UT0u77FUh9hYnI49vex+tZ2u/f1MDEXJ53QcLo2Scj+1rRW0LK2jZVkdlfWlJ03XejsyqSxjA1H6Oofp3t/P0UMDjA9GSU6lyed0VE3BX+KhvDZM06IaWpfXU9daiSfgOmPjc2xwkv7OkeIcngour4OGBdU4ziJNLRXP0H2wn1w6j5AE1U3llFbZG4tcNk/PoUH2vdHJobe6GOoZIxVPIysyvqCHyoYy2lY2MP/iJqqbys9Y96KnfZCJ4disxQSCZT5qWirOKkdzYjhGf+cwhm6iOhQaFlTjKYgdJ2Ipuvb1s+f1w3Tu7mF0YJJcOofm1PCHPNS1VTJ/ZSNtKxsprSo5q1BM0zQZH4rRsauHg2910X2gn9hYnEwqh8vroLwmxOK1rVQ3l59Wwdsf8tK0+NQG4a8KDHOKZG4XQmgIBMncPpK5HQScl59AFrw/kJDmUFXETnE5f8imDyZEoTrYHOYbmQvzfWrIkg9ViRDLvIhLnYcqlWBhktV7GE3chyqX49YWvSfXUukq5aP1V/Ng7/P83aH78CnuggaBzsfqrymIQga5p/4aftb7DH978Me4ZScpI4NHcXFn7UZCmh8Liw2lS7mv52n++sB/4lfdZI08Ne6yonEMdvrEpWUXMZQZ5+nhrbw0ugOHpJExclS5SvlC8624lbmlSOYtnRdGbC2GsWyM8dwUL4/tYigzQYnm48rylVSegcfdKWu4ZQf/0vELPIrLrnInO1gdWsimitUnCFWeClWuMlaHFrJlfB/dycGiob440MSRxECxXUD18JHaq7i/91m+3fEQ3sI5s2aeqyIriThDRJxh1oYX8frYHnpTIygFsmKBv4H2eC9g2zrNnmqurVjDcyPbaJ86ikPWcEgaC/wNjBeiJwSCayvWEMsleKjvRR4ffB1JSGSNHEHNxxeab8Ujzz09devEAXZGDxPNxelJnzAhQQAAIABJREFUDTOWi/HdI48QVL2sDi9kWbAVt+zkwzWXkz6a5T+6NuNVXDYhYuRYGZrPnbVXoSBzON7LE4OvYwEuWSNr5MlbOjdVbSiKpp4LaA6VZZe0UttSgcvjYHwoxrl4Vy1sqKC1pox9XUP0j8WoKQuccweHX3NwY/185gXLGEknWF1u70HOWBgai32Tg7ww2EEsl55BAJW7fHxu3no+M28tEefZzbs423SHcwwLYLhnjG1P7Wbl1YupaJjdgzB0dJSv3vx/WXLJfL7w1/ecvBqHZTE+OMne19qJjcVxeRy0XdxE/YIa8jmdLZt34PI5WblxcfHmxMbivPXMHmrmVTJvRWOxn56DA7Rv7yKbyhKqCLJwbSuBUh9CCPS8ztZf7kJWZFZfd4zFjk8kePPp3VQ1RZi/qvmE69v96iG+ds8/k0nZirclZX7+/Ke/TcvSuhPanitYlkUimuL5X7zJcw9soXN3L3r+ZKGLNtw+J8subeP6T1zK8ssXnJXneNpb27G7h6d+8io7XjzIUM/YnCqiOdwaLUvruPNL17J605JTn8O0GBuMsuXJXWx//gCHdx1lYig6a/lhIQka5ldxxe2rueae9QTC3nf8Qsimc3z1jn9k/9bO4mdf+dYn2fiRNefEa/tuIhlPs+WJXRzZ18dI7wQj/ROM9k0QG4vbES5nCH/Iw//4xsfYcNOK07YzTZPXNu/kLz/zHcD2QH/zid+nbXkDhmFyZG8vD/7z07z57D5SU+lT9iPJEtfcs57Pfu02W+fgFEgns+zdcpgtT+ziwLYu+g4PkZ+DcG0g7GPVpsV86NOX03pR3RmVkNr8/Zf4zp88QC5z+uiTpsU1fPXf/xvVTbO/B9+OwzuP8lefv5fB7lEUTeFjv3cjd335OqJjcZ744cs8c/8WBrtGT3m8JAlqWiu47uMbuPqja/EG3HN+Hr75pR/y7M+2FCJaTo0NN6/gS9/4GL6zSIl77oE3+PYf3U8iliJY6uN3/+mTrLxyEX2dw/zi28/w+uM77brjp4CqKbStaODmz13JuhsumvP7zLIs8lmdrU/v4fEfvMy+NzpmvY+nw+pNS/izn/zWWR//QUFW7+Po5J+Syu0Dy0SS3AScVxLxfRKn2vh+X967AtPK0zv5FyRze5hX9r1ZIycu4ALOFJZlEM9uZST+A1L5A8XPJeHGqy2nzPtR3Nris6qOcjYwLZOR7CTtU71E83FUSSGsBZjvr8en2L8hFhbDmQkOTfUwlU/iVz0s8DdQ6ggWw8tNy6Qj0Udnoh8LixpXOfWeCvZEO2n2VtulScW0LkiOjkQ/valh8qaOW3FQ566gyWsLpu6PdTGSneSK8uXIhQiIrJFj++QhNEllabAFgLcmDzKYHj9hTA5JZXnJPCLOEAenjjKQHuPy8uVF3YmcmWfHZDuSkFgWbGE8G+M/u3+JJqksCjTikFVMy6I/NcrTw29yV91GrqtcOyftiemqJPsKY3BIKm2+ehyySnu8lzXhhWiSWmwbzSc4OHWU8VwMAQRVH/P8tZRqdkRQ2siyL9bFcHYCTVJp89Xhkh0cih9lVWhBUVg0Z+Y5NNVDT2qoSEzkLZ2e5DCrwgtwFdpljRzt8V760iMYlolPcVPniVDrimBYJq+M7aLZW02Dp5LORD/96VHWhBZhWiZvTuyn2l1Ok6eKPbFOjiQHTki9l4XEfF898/x1xTEm9DQH40cZyUxiYeJXvbR4a6hwhpCERDQXpz3ey1g2St7Sccn2emj2Vp+gFXK2ME2Ljt09HNp5lBs+fgmWBT/+5hPc8zvXvWMRc8uy2NHez7cefJnGqhD3bFpJXXnwtPsTSRLIZ1HG1LQsJrNpuqcmcSsqTYEQDnnu15/MZ/nDbY/g11wsCERmpKEENRfX1iw4VfWVOW0mzys3caSulBs/d9Wc2x/d308uo3PxNUtxek6eYyiEoLQqxBV3rD3hO1VTuPTDq074PFDq46qPrj+hn/oF1dQvOHl5P0VVWH/TyhM+94W8XHXX+pMc8f7AsixG+ib48f99jFce20E6kZn1mFQ8Yxure/q4+fNXcu09l+AJnIlKtUU6keHZn73BI/c+z0DX6KzGy/HIpnIMdo2e1tAEO9Tqh3/1X7y6eQfpxNwjWSzTomt/PwPdmxntn+ATf3Az/tCvr47I5HCMB771FD3tg7N6+N9NmIZJdGQKy7TY/coh/v3Pf0HXvv45rZ1IXRin+/RRB688up0f/c2jjA1MnhHpEhuP89wDb9BzaJD/9hd3sODipvOWcDJ0g572QSaHp/jBXz3Ciw+9STadO+0xpmnRc2iQn3xjM6P9k3zs92/E45v78/5eIpXI0H9khGCpn+9+7efs29qJcRqiFSCf09m7pYPh3nESsRRX37UWdQ4RWdl0jid//Co/+8cnmRyJFUlPh0vDG3CjaDL5nE4impqVtBBCvE04+VcXmlxBQ8lfYlhJbI0EDVUOI51hlYwPEgQKlf4vYlpZZOm9qUj1QUUym2NkKkFViR+HMrctqWVZjEwlMCyLioDvjPKzY6kMmiLj0s5eCf/4PsxC+qgyy2+AZVkYpokizx4tNpFM4XU40N4W+WeYJrFUhoDbiSzJ+BxrcKnzMMwYlqXb6bjCiSIFkYTtZElkcgxEY6iyTEXA947GfbIxTaUzKLKMx6FR4QxT4QwXv4tnsoxOJonKeSoCPjRFLrYxTJORqQS5lIWpmpiF1DtJSMzz1THPN9NBt6Fs2Qnnd8gaiwKNLArMJDlNy+LIyAQugixxRZCOE391yBrrSmc6udaGj0VeW5ZFKpcnpxuUeI797i0MNLLwuPMYpomMzJrwseiU7ZOH6EuP8OV5d80oYZnUM7w+vpee1DBHEgNkTqIdcTxUSaHaVYZHcbE6vPCE7yPOmdowQghKNB/rSk8eQQ7gVpysCi844fNpbYlpaJLKkmAzS4IznakNnsoZfztk7aTtABRsYdBpNHurafYes50uKz+mKbg02FIkiU6H6dKzq0InjmEaQc130vk6lxg6OsZbLx7g6KFBAPJZ3U5FPwcRDgNjUwxPxmmqCvPizk52tPdTX1FCic+NfIqo9SuWt7Bh6ZlXIhxLJ7nv8C4kIUjmcywMlXNz49znThISNZ4grf5yVpfVo0jHEjgUIZ91Osc0zityYi6wLAssmJpI8PSPX6a2rZIFq5vPW+PgfIIdRRLlu3/yAFue3I2hHzPygqU+WpbVEakNo7k0UlNp+o+M0LG7h0wyi2XBcO84P/qbR9FzOrd9cdOcPY7ZdJ5H7n2BB771JKn4TDJEkiVKK4OU14bx+F0IAcmpNCO9E4wNRjF029BYtKaZmtbT50N5/E7q51fx4kPbZvZfVUJNc4Sy6hLcPieWBdGxKQ7v7GGw+xhRkk3leOb+LdQ0R/jQZ6/49S11KAQuj4OSspmbatMwiUeTxXUjBHgD7lkNO1+Je84aL2/H+HCMrv19/Puf/YLOPXb4oaLKVNSVUlpdgsvrQM/pjA1GGeoeI53MEgh7aV1WP2uKTtOiGiRZKhITQoDb76K2pYKK+lL8IS+qppBKZOg9PMjhnT1Fw940TNp3dPPTv3+C3/2nT825hHHTohqu/8QGYhMJUlNpkoV/sfEE0dH4WQv3ngqWadG9v58ff+MxXvjFVnKZPJIsEakN0bK0jlAkgCRLTE0k6NjdQ+/h4eLzkIileOonr9KwsIqr7lgzpxSMFVcsQNVkEtEUyfix8U0MxUieJtrlbJHL5Nn3Ridbn9rD7tfawQJFk6lvq6JhfhX+sBfTtBgbmOTwrqOM9E4Ujx3tn+Qnf/c49QuqWHiSqLbjYVkWbz69l/v/8ZdMDk8BIMmCZRvaWH/jcmpaIrg8jsJaGeLVR3ewd0tHcS4lSVBeG6a6OUK4MkBpZQmty9696LjzCbYWQOXsDX+FIISYk/7BBdjkxMNv7eeja5dSEZh7CPChwTE6Rsb52LqLcBz3rp/tHTqZSuNzOHC+gxTO4/sYnUowkUwzv/LEMqDHdCBsQ71rdIKltbM/C+PxFJqsoL5tD2KYFmOJFF6nViBkBIoUOqmQ6fS5j4xO8Piug1SXBGgsK+GS1nOnzq+bJm91DxDyulhWGNf0eXXD5LXDPURTaaqCfkIe14zxpLJ5Htl+gKW1FQTdLjpHxmksK8HnPPsqBcef+8ev7WBVUw21oSClXg+nE+GdxnQe/eHhMQajca5bMu+kx1gWdI9O4tJUKoO+Y+e1DLKmLYhp2SVI0C2D3dHDpI0sQdXLc8NvMZgZO+04/IqHD9dcjkc5P50Cv84IhL1U1peSiKUprw4hyRKNC6rOibPhhR0d/P3PXiz+HU2k6R2JnuYIqCoNnBU50ZuIEXa6ubt1GTnT4B92vXpG5IQiSdR4Svin/S9R6vTgUo6lPdZ6gnxt+fWoZ6jXMqP/sz7yfcKulw7w+PdeYLR/nHwmzz1/cAuhitnVxy/A9vw99K/P8sZTe4oGpsfv4tJbVnLdxy6xvc0eB5IsoecN0vEMXQf6eezfX2D7iwfIZ3XSySwPf+c5yqpDXHbryllz+g3d4PkHt/LId5+fQUx4g26WXTKPK+9YQ/2CKlxuB4pm96XnDNLJLGMDk+x5/TD73+jg0ptXFvPKTwVFVVhz7VJe3byDVDzDkvXzWHHFAurmVeDxu3G6NWRVBsvOvY+Oxnn5v7bx8HeeY2oiCUAmmeX5B7ey+polVDbMVnP8VxORmjC//6+fOSHVZ7R/kn/96v30FkqJOt0OPvW/bmXJ+pP/gE9DkiVKys/Oe9i+vZttz+6ja38/3qCb1Vcv5oo7VlPdFLHvpyJjmSbZdI7oaJy9WzoY6Z+gadHJI5yOR1VjGRtuWsGLD22jYWEVqzctoW15A8EyPy6vA1VTkCQJXTdITqXo2NXD/f/wSw5u7yrucw6+1cW2Z/dy9V3r5jSeeSsaaFxUjZ43Cv909JzBrpcP8d2v/fxdMeB7Dg/Rf2SEXCZPWXUJH/rM5ay/cTmBkBfNqSIkQT6rMzkyxWubd/DQvz1LdDQO2ETh0/e9zvLL5lNWfXIl/+Ox4aYVrLl2KXpOR9cN9Jw9xkfvfYHH/uPFOaXNnCm2PrUHPa8jELQur+Pmz13J4rUteIMeVIcClq0rMto/yebvv8jzD75Z1AgaG5jkmfu30Lai8bRk5MRQjCf+82WiIzYxoagyG+9ay0e/fD3lteEZwlXLNrRx8ZWLuO+bj/P8g1sxdBMhBPNXNvLpP/kw3qAbh1O9QKhfwAUA5X6vbeAhGI0nef7AEQAuqqskmsrQOTJOdYmfxrIQb3T2kNMNrl0yj8byEIOx+An9HRgYIZXLU1MS4IWDRzBNi7xpEPZ6WNlQzTP7OljfUk8snWEgOsXKhmqe3NNOXTjIocEx3A6VpbWVvHCwk3Kfl9aKMN1jUYZjCRZUldFQWlLsQ1NkNu86xHAswcZFzcTTWZbUVtA5MkHE76Wp3H5nZnWdFw4cYfvRATJ5g4DLyZbOHiJ+L8vqK9nfP0LP+CQX1VVR7vfywsEj3LR8AUdGx3nzSB+KLHNRXSWSELzV3U/E7+WN3l7ah8bQFIVLWuvZ1tXHYCxOhd/LHauXIBcMZkkIynweAi4HumHy0qFu+idjRPxe6sJBXjrUTcTvYV1LHa939hJNpWmrKMPvcrC9ux+HqnBxYw3P7u+g3OelJRIu3peI30s0lWZP7xB7eoe5fH4jdeHCflzYYnllPg+LaiIks3k277JLYC6sKmc0nuTQ0CiLaiJ0DI/x4LZ9LKmJoMoyteEA+/pHaCgNYlkwGJ064TqaykOMTCWLY7lkXj1O9ZgTxO9ysqg6gqbIPLJjP9FUBpeqsqKxii0dvQzF4iyvq+LqxbbX3rIsukYnebm9i3ROpyroY/OuQ0RTaWpDQSaSKeLpLF6nxvzKMh7fdQi/y8mmxa00ltnRB6tCC9gx2c53j/wXFc4wDkkjlk8wkZtiabCZTRWr0SQV0zp99KdAFNMnLuD8gZ43UDWF1RsXs2h1M2VV5zZdb2lLFf/9ljOLtF8x7+x0qzyqymQ2zf7JEWLZDH7tzNZb1tB5ZfgItzUsY115I+pxqSVOWT1VSsec8YEjJ0KRIPNWNNCyrI4lG+Yzb0XjGeV8/zpj9yvtPPfzN4pGp6Ip3PqFq/jIl67F4ZwZAq85VNxeJ6GKAE2Lavjun/6cVx7djp43mByZ4oFvPUnbigaqZsmJ7+sY5pHvPs/k6FTxs1DEz92/eyPX3L3+tB71mpYIyy5tQy8YNHOJZKhpifC5/3074YogkdrwKQU8NaeKN+Dm9t+6BkmWuO+bTxS94kf29jHYPUpFfel5pbb/XkF1KCclZhRVto29AqajUmpniWh5J3j1sR2k4mmCZX4+8Yc3ceXtq08pEhmpK2XeigZgbiF2To+DGz91GetvvIjmxbWnXIuqQ8HlcVBaWUIg7OVvv/gfDHbbno/kVJrdr7ZzxW2r5xRZIMsS8knqV/d1DL1rxqpRqFxRWlXCF//6o6y6evEJpKLmUPH4Xdz2xU2YlsVPj3seOnb3cGRf/5zICUW1q2HwtjQ7f/jcqFmfDNPXOW95Pf/zmx+ncWHNCefSnCr+kJfP/Mlt5LI6z96/pfjd7lfbGe2foKLu5OKMlmXRsaeHg9u6iqkc1c0Rbv+tTVTUn3iMJElUNZVz229ezaHt3fQeHsIwTA5u72JydIrymtnn8QIu4NcRhwbHqA0FaCgt4dEdB3BpKjcsayPsdTMaT1Lq89A1Okn32CSRU0RZpHJ54pksWd1gNJ4k4HKyaVErzx/oRJYE1SV+dNOkOuTnxYNHkCWBqshs6+rH41AZiiUIeaLk8gbXLG5FkWWOjEzicaiU+72EvO5iH16nxuKaCE3lIS5urOGFA510j04STc2MpHCqKguqykHAmuZadvcM4nFoXLOkFcuCPleMoNtF+9AYy+oqCbhd6KZJJqcTCXhZWBVhW1cfNyxrY2//MLppksrlWVgdQZUl9vUPM55IUeJ20VBWMuP3z7RMesdjjEwluXXlQp7cc5iaUID24TFKPC5kSVDm9zCeTHNwYIS2yjJ29w5y2fxGSn0eOkcmGIzGi/ORMwze6OzlhmVtBN1Ont3fyermWlRZ4uDAaJGcUGWZy9oaeaW9m8d3HcLtUIv39tn9Hdy8fCFdo5NsmNdAPJNlcU2EKxY0sad3iKFYnIlEkmQ2y2VtjeQN44TrmEylZ4xlWV3lDHIimkqzs2eQ6hI/iWyOS1rrOTQ0RvfoJPF0hlKvm9rwsVLChmnSNTrB4uoIWd1g59EBUrl8cT4CLifrW+s5ODhCVjdYXBOhobSkSEwAVDpL+dK8O9k52c5wZgLdMmnx1dDorqTNb+tFzEVv4gLOTwx0jzI+GKW2NcLowOQ5JyeWNFWypOm9iTJs9IdoCYR5tOsAmqxwW9OZpcOoksxFoWpUSUKRpIJehb22NUl+x6v8A0dO1M2vom7+mZWquQCITyZ59oE3ikJxQghWbVzE9Z+49LTVFoQQlJT7+ehXrqfn8BBHCqH13QcHePnR7dz5pWtPaQhmMzle3byTnvbB4mfegIuP/s4NbLp73ZxC/YUQc8oHP779ojWz569NQ3OqXP3Rdbz48Da69tlVIvI5nZ72IZZtaJtTtYcLePeQiKXQHCp3/PY1XPWRNbNWBjkTMkkIQUV96UkNzFOhaUktl96ykp9/66liudHh3nGmxhOEKgKzd/A+QVFlbviNS7l444nExNvbXf7hVbz66A46dvcAoOd0OnYdZc01pxajfb9RUu7nri9fT8OC6tOSIB6/i6vvWsubT+8pRkslJpN0Hxg4JTmRz+oc2dtHuhBtIcmSTcw2np6YrZ1XSfPSWvo7hzFNi5HeCTp399CypPbCe+UCLgCb+Etmc8QzWSZTaRyqzHgixUg8QdDtxLAsRqaSmJbF3r5hJpIpsOz0hlgqTTydJZ7JoinHSjQ6VIXe8Ri9chTDNPE4NNSCzkMmrxNLZfA4/j97bxogx1Wfe/9Obd3Ve8++j0b7au22LO/CYLyyY98k7A4JAS4huSS5CTeXJG82cnMTXiAQSAIEAgaDwWCzGNsY75ZtyZa179Ls+/TetZ77oVutac1IGm22bM/zRZrqqjqnTp2qOuc5///zGEgJrck4j+05zM2rFpMr2phGiUSIh4IcHB5H11SklCxva2RH7yDPH+4lEjAq57BcD01RGMvmyVk2i5rreeZANzEzSDxU7VigqSqZos14roAEwgEdVVHoGUuxs3eImrBJwXfJWjaZQpGJXAFfSsIBA01R8KRPumCRKVik8kVURWDqGpJSdIQQMK+hltZkvGpioCkKqzqbCeoaB4fGiAUNkqEgi5vraEnEkBJ29w/RVS+JBAPURcN01iV44Ug/AU3FLzOyQUNHL/+tqQpD6RyeL6vq4U2KCPB8H8fzWdLSwLOHevA8n1ShyFAmS+SE1A1VCHwpGc3maYpHeXjXAeY11LJvcJQdvUOYujalHoamEgsGKtcSM6vPWRMOsXZOKYLy6OgEhqaiiJJ4oBCCpa2N1EaO65iVUrE0xnIFXN/HNHQURaEuGqatJs7WI30ljQzXw9Q1FKEwms2Ttx1CZR0PIQQ1RoxNk/QWZvHaQT5TZO+LR8llChzZ00+sLOitGxoNbTWvqsVMAWxs6uSyxnaGCjlqgjOzGT8GX/oczY2zLzXE44MHqyIl2sIJ/mzlm87YhncyXnXkxCzOHFJKeg8Msu2JPRWBw2gyxBvevYGaptNb1QhRsiPc9M5LK+SE9CVP/fQFbnrfVUQT04tHZsZyPP2zFyt510IRrLxyMZveffpJ5suJmsY485a3V8gJgInhkjPF7BTilcfyyxdw9VvXnrMS8vmAEdBZtKaLcDxEZrw0uc1nihRyReDiJSeaOuu46i1rZxTdkaiNsGT93Ao54Xk+fYeGLnQVzwmL1nax9rqlp48+EdDS1UDHoma2P7UfKLm2DHVPVWo/Bsd2GThyPEdY1RQ6FjWfNpJL01Xa5zeh6iq+5eJ7Pj37B7EtF/MiIidSVpGHDx9kNJ+n1gxx/dx5RM8wxPNsIaWkP5th18gwl7d1ENIvju+C6/s8evQw85M1dMRn00YvFKSEwXSWaDDAUDrL4uYGskWbwVSWTcvmkylY7OobIl0o0pKMkSladNYlqIuE6J1IEwkaDKWz1ERClQl5Z22C7tEJCrbDyo5maiMhTENjcXMDjuehqQq5ok26UGRFeyO25zGnLkncDLK9Z4BM0aI5EWVpS4l89KWkbzyN7XosaKzFct2qc3TUJjgyOsHARIa5DTVkihbru9qmiHQ2xsLUhk2OjIxTEwlVxC5rIyGa4lFURdCUiDKSyREJGAxncjTFo9SpYaJmgAWNdQxlskTNAIPpDM3xGImwCWVx0EggwHguz96BEd5zxWo0tVR+TSTE/MZaWhIx9vSP0FVfw+GRMfK2U0ltaYpHWdnRjKGpDKQyhANJ5pXTZpY011eJjhqayoZ5HezqGyJVKFbVw5yk4+H5PvsHR+kbT9OajLGkuYEXjvYzmMpy5cI5GJrK8rZGoEQ4LGqqo3c8zbLWBpa2NDC/sY6meBRNVaatR9wMcvmCDg4Nl65lstSIoghakjE2H+ymJRFjXkMtMTNIV32SwyPjRIMBesZS9IyleMf6koikIgRLWurZfLAHXVXYML+DnGUzkMpQH40ggMMj4+VoiRoMTWN3/xDj2Tyhmov32z+L84eWOXXsev4QT/38JcaH05VU9WRjjLfded2ratFhf2qMvRMjtISj3LVvG0uS9fz2sktnfHxA1fmDZdfhnpCiJABVUV5/aR2zOHN4ns++F49W8sgB6ltrWLFxwYyZPlVTWXbpPJINMcbLedeD3aPs3XKYtZum99I+tLO3ZBdaRtA0uPqt6y5K5f+G9upQ60K2cN7FCWdx5giYBpfdsIJkfeyiYKWFECTqo5iRQIWcsIvOBdFSOJ9YeeWiGUd2aIZGY/txX3fpS7Kp0vNwMdyD6XDp9curUo5OBiEE4ZhJsuF4W7iOSz5z8uvzfb9KC0QIcVrnoGMIx8wqPYpsKl8R+T0R3ekU//DU43zy0svpSr58qR+aUIgZAV4cHOCePTtZ39L6spETAAPZLI91H2F1U/NFRE54PNlzFFPTppATnu+TdxxMXUc7Tyml397+IuPFAh9dV3IVsz2Xb2x7gVggwPVd8/jai1vYPTJMQNMwVJVFNXXctnAxzZFSakPBdXmq5yiPdR9hrJAnqOmsbW7hlgWLCOsndy366tbneLqnm5CuEzZ01ja3cm1nF3VmiBcHB/jK1meRQN5xUITA1DSSQZM7V69jTjxBznF47Ohhnug5StoqYmo6G9s6uGHeAoIzcN5QFMG8hlrmNRx/3zTGj7u41EfDFd0GoCpVYl5j6ZicZbOjZ7AkQAjURcK8ecWiqucOYG1XaRV9clkAt6wq6SGFAwZtkyaZzYnSdlVRuHRee9Ux71xfHUX2trXLKNoOv959iKZ4lIZ4hINDY2StUrRVUNfpqI3z5ksWTWkD09B58yXVuk0n1hFgXVcpt3xVxzSRw0Lw2J5DWK5HXTTEjt5Bjr3K6iJhlrY0oiiCyxeURHiXth6P+uqqP96+x8qYDp11iXJRgrkNNVX3BcpE40SGbd2lSFlNUVna2sBlk9pu09Jq4eFjvylCsGbOcZ2oY21/rMyT1WNJSwNLWhpwXI8Dw2PYbuk7HA0GeOvapZWImWNIhk08X5aiV6QkagYq9RUImhNRblo59R7lLJuJfIFVHc2VdKLp2mAWr23EaiLc+oGrObyrj+79g1z6htLcR1HEq05DKu/ajBXzjBVzvGfRan52ZM8ZHW95Dl/a/RhDhVI0vqT03QSYF6vj95ddOxs5MYtTw3O8yiroMXQsaiaanLldphCC2uYkbfMbK+Q5urgCAAAgAElEQVREdiLPwR09rLlu6bSD+v0vdVfZFta1Jlmw6uJUqA+eoAPge/7JxJ1n8TIimgwx/5KOi+rFbwR0tEkMufTlGVmRvtxQNYWOxSXR2ZlAUQRmpHrf09mPvpIwAjqdS1pmTJxohkpwkm6J70ns4inIJQkn8pQnIxhOhOt4VcfqhnbStJOC4/DCYD9Z59Q2pOcbIV3n2s4uNEVlc1/Py1o2wCWNTSyprz8jj/ULjYCq8T82XIGmTB1cjRUL/GD3Dt62cCmNkfNjh3o0PcFgNlf525eSg+Nj1IZC2J7H3tERmiJRrmrvpC+b4Sd7d9OfzfCnV1yDBL6/azv37N7JhrZ2runsYqJYxPa8Sij8yXBoYgwE3DR/IX3ZDPfu3cX2oUF+/9KNNEUi3Dx/Ebbn8d2dL1Fjmtw8fxGmrpEMBim4Dt/YtpUHDx3g6o5OVjc1M5rPY3nuy0rshwydJS31lc/1sRSHlxsBXePKhZ0IIdAUhY66RKUdBOKkVoDnA82JKG9buwwJU8p5OdujMR6hPlYaV4qyNejLAU1VmN9QWyGoFCFOai+7pKWe+WVia3JbCUr2iNMhZOhsWjoPdVbf7nUPTVPpWtJCU0ctY0NpjKBO3Qwi0M8ErucxNJ4llS3i+qcWT21MRmlInvl3qDYYYriYI24EmRurOSWJPR0UobAg1kBDsETWSWC4mOX50W7W1rWfc3tcPKOBWVwweK5P38HqsOy2eY1n3HkiiRB1kwRgXMdj4MgIdtGZIlIopaT/4FDVinLHwmZCr0DUhOf5OJaDY7l4rofn+UhfIsv+5NKXZCbyL3u9ZnF6mOFg1Sr+hYaUEsd2cSwX13HxXL/cR/xKfxkdSOG6p/5gXEwIRYLUNSVmLkgpplkFKE/QL8bAiZqmOJF4aMbvMyHElLY4Fbmk6Sq1k6JOfM9nqHvstJEkUpb0SCYTGcmG+IxSa6aD5/ukLIucY6MKQSIYxNT0Sh1KvxfJOQ4CCGoaiaCJpigUXIeMZWF5HooQxAMBwrpRagshUKCi7j9T+FIyUSygCoVYIIAQAtvzGMnnqAuF8aUkY1uEdYOJYil/PhoIEDUCKELgeB4jhTy25xFQVepCYRQhkFIyYRXxpaTWPB6hkrNtso5NrRlCUxTyjkPKKg3ewrpOPBBEVZTK8Vp5opGyiihCkAiahHQdKSVZxyZjWXhSoisq8WCAYJkcmbCKpC0LRQhqTBNNMSrtO2EVeXFwgEePHGZVYzNFzyWiGySCQSaKRRRFkAyalfuftW0KrkutaZ7zxGZxbT03zFuA5/uYmsZ3drxEyrYYzGb43q7t/Obylbxt0VKCmlZ6V0l50gnaZLRHY9w4fyG+lKxuauYvH/sVj/cc4aZ5C7l5wSLyjs0TPUdoicS4ecHxVeXNfT38cM9OPrH+ct48bwG6qp5RuecLQgg09ZUPpz6mWXAM2svYBooQVXaqrwSEEKhCvCKpsKU+MMMoYEU542dRCDElCmMWr18Ucha//N4zpMdzOJbLskvnctkbl58Xc4ajg+Pc9dBWtu3vI1e0S+PPk+yrCHjPDet4x7Urz7ic9kiC31iwkrBuENQ03jV/BT3ZFHEjOKPIyYCqcfvcNVXbXN/j3qMvcSA9UiJmz+EVOEtOvA7gOm5FCPMYahrPPEcuYBpT9CVSo1msgj2FnHAdj/R4tqJxAVDfmpyRCOb5gJSSscEUPfsH6T0wSP/hEUb6xkmP5yhki6VQfMvBLk9EL4SF4yzOHZqhEjqNhey5QkqJVbDp2TdI78Eh+g4OMtgzxsRwmly6iFWwS33FcnFsl2LOIpd69ZBZekCfEgnxWkIoGrygeiRGUKdrWRuqquB5Pq7rsfeFI+TShVOmd0yMZDi4o6di2xwwDToWNWMYZ/4OlFLyXH8f3935EuPFPALB8oZGfnP5ShrDERzP46nebu7euZ2MY6MAbbEYH127gcZIhF8e3M8DB/dTdF0sz2NpXT2/vXo9daEzE8GajKLr8uUtm6kPRXjfJasxVJUjqQn++KFf8PdvuIFUsci/bn2WVY3NbB8eJGPbzE0k+e3V62iPxRkvFvn29m1sHexDEwqffcMNNIQj+FLy47272TUyzP937fWV1Ikf79vNlv6+crSA5Ns7tvHi4ACe7xMNBPit5StZ09SCBP5z21Z8KREIdo0OI4D3rFjFFe2dDOSyfGPbVg5PjOP6PgL4rRWruLK9E4nkye6j/PzgPg6Oj/GJSzfyprklgeWc43Dvnl08dPgge8dG+PLzmzH1UhrD2xct5VvbXyTn2Hxqw5XoqoonJd/a/gID2SyfuvwqIsaZrUydDIoQBDUdIUBI2NzXSzJocnXHHALlCdSxieKZnndhTS3L6xt5rr+X6zrnnrLOT/d00xFPsKG1vXKPzqbcWbz2YTkHsZwdmIFL0dXGV7o65w2+nydb/BW61kZQX4YQF3ZK5fs5ctYTqEoNprEacQ5h87M4ewz2jOHYLm//8HXYlstPvvYo6zctPWdyomA5/Mf9z/DA5j0goCERRddVeoYmiIWDREMB0rkiE9kC9YkIqxe00dF0do4hmqLQHj2eNtUSjvG9/dtYWdvMImOqW9/MzqnSHk7wSP++00btnfZc53T0LF4VsIoOrlMdthwMn/lASVEEgZCBUESFdCjmrIo16WTYRQe7WB2eHIqaM7IDPRd4rkf/4REe+/HzbHlkF70HBkmNZC7qsPtZnByKolywiaf0Jdl0nq2P7OLx+7Zy8KVuhvvGp/TbVzs0Xb2oBGjPNwJB44K+V1RNZfHaObTNb+TInn6QsHfrYR6++xneeMflmJHglGNy6QIP3/0MB7d3V7Z1LWtjwcqOs7JU7c2k+erWZ1lW38jvrFlP1rb46tbnuGvHNj6+/nIOjI/x908+xq0LFnHdnLkIwPY8YmVV/HnJWt5/SYykadKTTvEvzz/D1oE+3jh35s5GUyHJ2w5Fw+FYDtyx6A3P93F8jwPjY3Qlknx83QYsz+Ufn36CBw7u50Or1lIXCvHhNet4+NBB/vOlrZXBjKoorGtu5YGD+9gzOsKy+gbyjsMTZV0KU9e5a8c2dg4PceeqdSSCQR44uJ/PP/s0n33Dm6k1TTK2zZM9R/m9tZdx68LF2J5HQ7hErD/f38eLg/389/UbqQ+FGC8WaInGyqv9gjd0zWN1Uwv//Rf3YXvHv21hXee2hUuIB4PcteMlPnHp5TRHopi6jqnrbGht4wvPPcOB8TEW1daRsoo83dvDWxYuOa2WhgReHBrgfzz4s3I7Sl4c7OemSZEKKatIbzrN0fQEP92/h5UNTUQDAXrTaWpMkzpz5tFDJ4OhqrRFY2wd7MfxTp261J1O0RKJEg8Gpy236OxhNPOv+H6qvEUghImuNhMObCQUuBQhzKpjpXSw3aPkio9SdHbi+xkUJUxAX0QkuAlDm8NY9t/JW5tPWi9VSVAb/Qi61k46fy8Fawv18U+hqccj8Dw/w3j2G7j+GI2JT1OKHZo5csUnmMjdhS/zgEARQXStk3DwKkx9JUJM3yavV+StpxhO/R9aaj933sgJ2+0u968ctdEPETRKwpa+tJjIfZdc8deEg9eQCN+OIs6GnJdI6eHLPIqIIKZJ+fD8FIMTf0EsdAuB2PwLTk64/ihDE3+HGVhL0FjOhY5TKUVCZchbz5G3nsLx+gCJrrYQCmwgHNiIopw9wf1qhaoquLZLLlOkkC2iagrnFCZQxp6jQzy3u5tkLMT7blzPirnN5Ao2/+vffsqb1i/ihsuWkCtYPPjcXrbs7eGmy5ewblH76U88QziehzdDUsHzffZlhrG843PLgutwf/cOInpgNq1jFqeH7/lTcqbPVlVWVUs2TMcCjfxyuPuUMn1/CiFwqnzr8wHHctjyyC6++7mfc3B7z5Q8eVVTCMdCmJEAAdNANzQ0XUXVVUZ6xxnqGbtgdZvFOeACdZmeg4P88EsP8cT9W8mM56qifBCllJJwzCRgGhhBDU0v9RerYNO9bwDHurhFMCuYJo3htQShigueb9I2v4krb1vLwBcewCrY5NIF7vrnn5EZz7Fu0zJqmuLoAR3HchgdSLH5ly/xs/98jEK2JIgXTYbZ9M5LzzpFaf/4GMP5HG9btIQ5iSRSSq7umMMvDx1goljkpeFBTE3jlgWLaYvFphzfEYtzODVOdzpFqlhSGO/PZqbsd76RCAS5cd4CltSVVmI640n6MqVyFSGIGgFigakTh4W1ddSHIjzefYRFtXXsHB5ioljkyvY55B2bx7uPkAyaDOWyjBZKUUyHJsYZzGWpNU2klCyoqeWqjk7igWryqDUaRVNUnug5wlXtnSyqrSMeOD6ZDGpaOZ2jejKiKgp1oRDJYBCjnIbSVBakhFLaRZ0Z4unebuYla3i2rxdfSi5rmerccCIEkAwGWdtUEjt0fJ/eTLryuwR+tGcnm/t60BWFzniS96xYSUBVkZQiRM7HIyAl+JTTMk5zPlmu98l28/xxsoWH0dQ6DK0TAN9Pk3X2kM7fS03kQyQj70WIYLlsl0zhIUYzX8D1RtC1VhRh4jqD5K3NSOlRG/1tpPSRskSc+DJNwd6GpjYQ0BaWz+OVaiddivZOMsWHqI19FJgk8ittCvZWHLeXsxGXctxessVH0LV2dLUFz09TLDxAKvd96mIfJxG+HXjtEsIXA3w/Ta74GK7XRzi4kYC+DCFEqY8VHiRbfAhNqYOQf1ZjCCnBcvaSyv+Q2uhH0NTXl/illBLX62ck80WyhV+iKglUtQ6kj+Xso2C/SECfj6HMeaWr+rKjsb2W2uYE9/77IwgEG29ceV4WSHqGJ8gWbG7ZuJS3XLEcQ1cZmcgRNHSi4SDzWmsxNJWOxiRjmTx3PbSVJZ2N1MRefoKo6Lv8254n6c8f/04pQhDVg7x/wWWVtMqzxSw58TqAbmhThInOZnVYSoltOchJAi2aoU0rVqgoypTtdtGpngCeR0hfsvmX2/nK/7q7imQIhAy6lrSy/PIFdC1rJVEXIxwLlsiJwPEJ5z1fepB7/uXBC1K3WVxckFIy1D3G1/7yhzzzwEsVq1tVU6ltjrNi40IWrZ5DQ3stkbhJMBTACOpohoauqxzc3sMX/ujbDPeOv8JXcgZ47XITLwt0Q+PN77mSwaOjPPLDzbi2x/hgmu/840954DtPUtdcSlmziw4jfeOM9E9U+lUoZnLLB67hundeetbCrnnHQSAIlUWrRFlDwfV98o5NqlgsaVBMk3c+Xijw5S2bGchmmZtMoghB0XXPOeyyVBGq5nYSWbXyEtBU6kPhysRfVxU8eXq9Fk0I3jBnLnfv2s6N8xbwRM9R5iQSdMYTpK0iKauI5Xls7u9BlDv3m+ctqCI66sxQRUdiMlY0NPGHG67gkSOH+MrW50gGTT6wcg1L6urPSSshYhhc3zWPe3bv5OqOLh7rPszi2jpaotHTHwx0xBL8t+Wl3OGi67BrZLjymwBunL+QWxcsJqzr1IfClRz45miUQxPjjBUKNEai5/SoW57H4YkJ2qIxjNPk2LdEo+weGSZtW9SYoZOWmwi9i5roBwEVKS1s9wB943/MRO7bRMzrCShzkdInbz/HUOrvECJAY+LPMI11KEoU309ju0cwtDmASm30zvL5wLJ30DP2UaLmDTTE/6TcVgLQkPJYquaFGXMowqQm8iHiobcipUXR2cFQ6m8Yy/4H4cCVGPqcC1LuLI5DCA1VbcB2DyKxEATw/Als9xCacnah6ZORs56gYL+IlBevIPSFgi9zjGT+hVTuHhLhO0iE342utYL0cbw+pCyiqdM4x7wOYAR1rrltLZe+YRl20SVeGzkvY6xs3kYImNtSS6AcMSwUQdDQyBcdfL+kc9WQjHD5sjl8/WebeWFfL5vWLjj3ws8QQVXj95ZcVRVdqCoKdYEwccOcjZyYxelhBHWC4erVqbPRWPA9HytvV0VhhCLmtGH3RlAncEIoeT5TKIvDnf8VhZH+ce750oNVxERjRy23fvBarrh1NYnaKAHTmHYFWUpJ0Hzt5uTPohp20eGhu5/muYd3VCaQRlDnylvWcMsHr6F9YRNmOHDS6KKh3jHErGr36w61jXF+849uJhQL8ti9zzM+lMYri2MOdU+NutJ0lY5FzVx/x+Vc/+4NhM9BO6XWNEHAUC5LQziM5/t0p1OYmkY8GKQpEqU/m2WiWKwSkQTYMzbC5r4e/vSKa1hW38BQLs8zvefuyiEQBFWdrGPj+hJdkYwWCqTL9onH9jrbCf+Khka+sW0rWwb6eL6/l99asQpDVTFUjZZojLZonA+uXEOg/JxKCWZZ8BLKwqcnFC3LYo2XNDSxqLaO/kyGL2/ZzE/27WZOIjEjxXJVKHi+P4XcUYRgZWMTP9i9gwcPHWD3yAh/cNnG8xbe3xCKsKBmauTNmqYWfrR7F8/09nDT/IUV0uJY7WZauuf7vDQ0wO6RYT62fgOmdurv9LrmVu7ft4etA/1c19lVERmcngoQCKEghElAX4ZpXEI6/2OkLEW9+DJDKns3vszQFP8UUfOGSoi8qkTQteZJV6NXrkkIg7IXxpTQ/ZfDMKQUsaIiRAjTWE04cDVj2W9ge4eryAkpfVxvANs9ipRFFCVKQJ+LIhJT+ocvLWz3CK43CNJFCBNNrUNXW1GU6neIlC62e6Qcbu+jKjUEtHnTpMu4ON4ArteP72dBqGhKLYbWNSUs3/WGsN3DBPSlgIvlHMCXGQRBDL0LTamvSnEonbsPx+1DygJC6KhKAl3rQBHR6uuTHpZzCNfrReKW6zDvrFMDBDqG1oTl7Mf38wglgOuP4vlZdLV5yv5S+jheD47bg5Q2qhLH0OdV1dOXNo57BNcbIlt8CM8fI2c9huqUcvt1tZWAvnjKffP8iXIqUhZFMdG1rmlTWDw/je0ewvPHEWhoaiuG1j4lJURKiecPYTmHkFhoSi1CBKaNEpTSx/WHcdwj+H4OhIaqxNDVNlQlOW1KyulQsJ4lU/gFEfMN1MZ+t+paVPWYZt2JKVnduF4/EgdVSZburThOTkspKdjPIkSQoL64/PyWYDl7cb0xgsYyVCVabqsMRWcnAa0LRUSw3YO4/ggCHV1rQ1fbqnQ3PD+F7R7G8ycAUEQYTW1CV5uq2ldKiZQFLHd/+T4oaGoLhtY5o9Scwe5RDmzvoW1uAz/5+qPMv6SDG/7b5agzFGU9GY4tIk926FCFIBoKMJrK4ngeJiUR7PpkBNfzGRg/9whIKSWW59EUjhKeoZ23KhTmRuumbLc9j72pIRbGG86J7J8lJ14HUDWVhrYaDm4/PiAd7B494/PkM0XGh9NV22oaY1PEMKG00hivj6KoSmUC2H9kBKvoTJujfS6QUvLcQzuq8rvNSJA7fv9Grr99A9oMNAts67WlMzCLk2NsIMUj9zxbSctQVIV1m5Zx51+8g0R99LSTCdfxKn16Fq8jCKhvreGKm1fx0hN7GR9Ko2oq8boI0pO4rkcwZBBNhulY1MziNV2svHox7QuaZhzy6fg+jx09zOGJUlROQNNY39zKkroGLmlo4itbn+UNXfNIFYv86vBB3rFkGRHdYHVTM3WhEP/y3DNcO6cLgSBn22zqmktEN9AUlW1DJVHKl4YGGMrlSkEPZUeN3kyGA+Nj5B2H3aPDFF2X9licgHbyd6euqiytr+c/X3qBe3bvJGIYPHR4/5R0iOkgpSRtWfRlMxycGCNnlyIFso5NRyyBoao0R6Ksb2nlh3t2ArCsvqGcCmJw64LF/McLz/M9w2BuIknKKiIpWWJOFy1xDL6UPNV7lN0jI7TGYliux4Rl0RFPoAoFx/PoyaQZyefJ2BaHU+PsGhmmKRwhaZYmho3hCHnH4f79e1hYU0tTJMri2no0RaE5EuXSljZ+tHcnTeEIC2umDt7ON5bU1fOmefP52otb2Dc+SlciSc62qQ+FuXZO12lJhqPpFD/Zu5sjqQkePXqYje0dbGhtP+3AclVjM9d2dvGl5zezc3iI1liMjGXRHk9wVXvnlP1LpJFESquUtqG2o5QnIa43TNb6dWmCH7xqmgnCqyH0S4BQSiTMpAUYKW2yxccYy/xbaYVf2ghhEgqspTb2MQLawkmOO1nGs98inf8Rrj+MlC6KMNC1DmqjHyFqXl8+p8SXeVK575PKfx/H6wfpoShxouabqI3+DqpSU0rBlT456ylG0l/AcY/iywIgUZUEsdBN1EZ/rzIZBMhbWxhJ/1/qYh8nZz1FrvhYaQInAjTE/yfx0FuhrNHh+3lS+XuYyH0fx+spkRPoqGoNjYm/IBy48ng74JGzHqeQ+SK2ewQpLVQlTjz8LmoiH6iqw8ybXEVXWynaL+DLHCpxbGcfhtYxRUfElxaZwi8Zz34dxz2KlA6KEiYU2Eht9CMY2hyEEHj+OKOZr2I5O7CcfUh8RtL/zLHpUix0C/X6Iib3SccbZDD1txStF/BkBoGKGVhLffx/VO6vlBLHPcJI5kvkrafx/TQIBV1tJxF+J/HQOypaJVJKis52RtKfo2BvASlQ1VrCgcs48VkoTfifYyTzJSx7F74sIoSCIqJEzTdRF/sYqjgzAXwpfbLFX4P0iIfegqY0nNjwVX95fpZ0/odM5L43qS/GCAevpDbyYXSto9LHByY+g6620Jz8bFWqzHj2W+SsJ2it+f9RjWWldnWPMDD+ZyTCd+DLDOn8T3G9AUAlGfkN6qIfRwiznILSx0j68+Ssp/D9NBKJIkIEjRU0xP+YgD630l6eP8xI+stkiw+X7gMCXWslEb6DeOhtp9WMyabyDPeOk03l2XjjSl58Yi++559zakcyWnJ16htO4fs+iqKgaSrNtXH2dg+RzhaJmkFAks1b2I6HO0Nb82M45qh0Ih7u2c+bOhaes9PShJ3n3/Y+yd+svRXjHOzBZ8mJ1wE0TaFzcQtP/3xbZVvPvgE81zsj7YnMRK46ZcLUae6qP6k1XuvcRnRDq2g/dO8bIDOeI1F3Fh+hU8DK2+zfdpRi/njo3YKVHax7wzLUGdr2pU9wM5nFaxe9BwerUjJC0SCb3nXZjIgJgHy6gF18/YV5vt7h+5LtT+3j3/73Dziyp5+AaXDt29dz64euxQwHSqvyqoKqqZjhAGYkeEa2oaaus7KxiW1DA+wYKVk/R40A85O1dCUS/O6a9dy3bw+PHj1MQNV4z4pVXNPZhRCCpnCEP7/qOu7bt4dfHT6EpigsqKlBFQoLa+t474pVPNFzlEMT46xpauGOZStojcXxpWTn8DA/2L2DguvSGU9w3769RAyD312znrbYyQe1qhBc1zmX8WKRFwf7CRsGmzrnUWdGCOkGvpQsr2+oGqDMTSSRlEiC7cOD/GjPLgquQ1Mkwo/37iZiGHxsXclhxFBVNs2ZR18mw7qWVhrDJS93VVG4qr0TTVF49Ohh9o2NEjUMLmttR1dKmkhdiSTlde2qOgshMDWDo+kUO4aHCGoaG1rauHnBIgKqykg+z107tjGSz9MQjrBreJijqQneOHc+b+wqiYfOSSS4c/U6niy353WdcyskhKoobGzv4Ls7X2JjWwcJc2ZEfGc8Scw4vq8iBPOSNcQCJX2LxbX1NEWm97IPaTofWLmGzliCzX09HE2lCOs6jZ0RlNNM6ucmaxjK5Xjw8AFigQDvvWQ1G9s6qtJjFKGwIFlL7QnOLtHyvXrg4H6eH+jjwPgYEcOgK5GsKtV2D5GzngAUpMxTsF/E80apiX6gsrrtuD14foqgsbKiQfFqgZQSiY3l7CVXfAJDnUNAPy40W7R3MJz6LLrWSnPN/0FXmynYLzCS/jwjqc/RXPNZVFG6t7a7n9HMF4mH3kI8fDuKCOJ6gxSdnRXdjhJ8soUHGcl8gah5A03hv0agkyk+yET2v1BEhNrY7yAIAAK1PFE0jUvQ1VY8f5TRzJeZyN1NyFhPxNxUdU2en2Ys+zWCxkqak3+PooSw3cME9WXAsUglj3ThJ4ykv0hAX0ht9E4MrQvPH8dy9mBoXSecM0W2+DDJ8HsJBS/H8yYYy36Vscx/EDLWEw5eflbtrylJQMH1BtHVJorObgL6Qhy3r2q/gvUcw6nPEjQuoSH+KVQlSd7azGjmXwFoSnwGIUJoSg31sU8icekb+yRS2jQmPoOmltJEFBHmxMl5rvgoUfMGWmo/hyJCZIsPMpr5Kqnc3dTH/hAhTHx/gpH058nbz1EbvZNQ4DJ8P8d47i5GMl9CVZJEzRsADc8fYzTzJSxnNw3xP8E0VuF6g4xm/hXbOYRprK6ULbEZy34Txz1KU/IvMbS5+DJP0d6JooRL0RZnCF9mcbxuVDWJoc0/zbhIki38kpH0vxAOXk1j4jOoSpS89QyjmX8vt9//rvTxM4WUDun8jzC0+TTE/whdbcb2elFFfNK1+WSKD5MpPEBd7GOEg1cCPpZzENcfRlWOO1r4Msdo5qtkiw9QE/kgoeAVSL/AWPbrjKQ/VxLsDV7DqQjRUCTIxEiGXKbAlbesZudzB8+L5s+cphpi4SB7u4cZTeepT0QIGhpL5jTyyNb93PPoNm7asJSi7fDw8/vwfJ+aWPj0J56EgXyWzYPdU0iIpwaPcNOcxac8NutYDBeztIUTKEJwODOG7VeTI4OFNDn33MfHs+TE6wCqrrF4bReaoeHapdXinv2D9B0eoW1ew4wmZNKX9B8aoWffQGVbrCbC/Es6Tnr8wtWdBENGhZwY7Z9gx9P7aZvfeF6VrK2izdhgqmpby9wGko3xGZVjFx26J13XLKZHKUx6chifvFDpvBcUw33j5fSiEoKhAPNWtM+or3ieT9+hoVnr2dchxgZSfPsff8r+bUcBuOyGS3jfn76FZMNUAcqzQXsszpdvvO2kv7dEY3x4zfppf1MVhXnJGj5x6fQD/FsXLubWhdMPPDa0tbOhbarit+f7FN2Ti76qQpAIBvnQqrVV29+2eGnl/0vrq4JpxGAAACAASURBVFfc3nvJ8UH1Fe2dXDHNCvsxCCFY39LK+pbWKb8FNI1rO7u4trNrmiNL1qDTQRGCtc0trG2ePle6Phzmf15xzUnrBBDUdG5buJjbpmlPKSUZy6IhHGFDWzu6opa0mjzvpK9KAdy+dEXVYNFQNe5cva7y9x9suOKk9RFCEA8EedvipVVt70uJ43knvYdCwAdXruXOVeum/f349Wr8ztpLpy03aZrcvmwFty9bMeX38lCD8dx3mMh9r7JdUcLEQ28nEtzEsRTPUhi2j6bUnbFzxisFX1pM5H9Awd5amgw6u5HSoTH+J6hKiayS0ieV/yG+LFAb/SimsQYhBIY2B9s9SCp3DwV7C5Hg1aVz+kV8P4+udZbTM4IY2vzyZGty2Xkm8ndhaB3URX8PXSv1Z0OfWw7H/xnx0G0YeikawDRWYhorJ51hPp6fpWD9IbZ7GCll1ffPl3k0tZH62CdQlZLdoGlUP1OuP0oq9yNUJUFT8q8wtI7KbyfWF0r6EJHgJpKR30IIHamVoj/y1jMUne1nTU6oah2a2oDl7CVoLMN2DhAxN+H5xxfSpPSZyN2NEBp10Y9W0jIMrYuis5Nc8TGKzi5CgbUIoaNrzaU2IViObmhB15pOWgddbaEu9tEKIaNrbWQKD1G0t+PLDAomRWc36cL91MY+RiJ8B0KU+r6mNmKP7mUi9z1CgQ2oSg22e5Bc8TES4duJh9+FQBDQFyKlQ674ZHXh0sP30ygiQkBfjK62ACqmcclZtWepvYr4fg5FmKjKqaMuPD/LRP4HaGoTdbGPY2htABjaXFxvhIn83RTsLYSDV51lZVwkkob4p0qaF0CQ5Sfs5JfSlYCAvqB8HzQCevU7uhS9cphU/gfEQreRjLy/kvJSq3yE/PDTpAs/LTsJnXzS39RRy9W3rSESD6HrKlffsoZ8xiJg+tNGks8UnU01LOlsZGAsTa5gU58ATVVZu6iNptoo33lwK7/ash/H9Rgaz7Koo4FV889M9+NwZowtI70sS1anHM3E0XB3apBv7n+WT6+6AVPV+asXfs5gIVNFzDi+R1Q/d4J5lpx4HUAI6FzUwtxlrezdegSgpCj/wEs0//a1aNOIqJ2IYsHmmQe2VUUntC9oYu6ytpMe076giY5FLbz05F6g5Kbx6x8+y/rrl1PTNDPi4KwgSvneJ4qATgcpJTs3H2Dg6MiFqctrCCUB0eMrwY7tYhXtKQObix/VdVU1ZcYr3KmRDC88ugfPnU3reL1hxzP7K6ljZjjA+uuXn/cosIsJe8dG+dLzm08qYLm2qZXbly2fkU7Dax1SSlJWkZRlcf/+vSyuratEU2Rtm3/e/CQDuemj85ojUT64cg0t0fNDch3DSD7HF557puJmciI6Ywk+uGoNdaEzW3k7U9RG7yQWeisCtbyi+xIT+e8zMP7nNCb+HK0qH/xV4oAEgFfO8U/jeH0IdFprP1cmIErfE19msJx9CBHE88co2M8dP1x6+DKH7R6pbDL0uURDNzKW/ToF+wVi5k0EjeXoaktlMgvgeoPYziGCxiVY7gEcr7fymxBBHK8Hzx8H5pSKQuL7GVxvBF/mkNLB9UaQ+Eh5zAr4+HdREUFMYy3KKdIBXG8Ax+smHLgKXT29nWEpxH5l5TqEEKhKHEWESzoJZwlNqUFTW7CcPbjeIFJaBLT5VXaznj+B5e5HETEcrx9fTn4WBZ4/gev1n3UdSjoJx/VghAigqXW43hBSlvq05exC4hIyVjN56qUqcYLGStKF+/BlGpUEjtuD72cxjVVV0V+61omqVuvOCGESM29iNPNlekc/TtS8gXDwSgxtDqpytu8UBYRSFr8/ddqA4/Xhun2YgTVVOh9CaJjGKsZz38Ry9pVTfM5inChUgvrS04hvaoQDG8kWHmBg/M8JB68jYl5HUF+MqtRO0tyQWO5hXG8IRUQp2M9XzuD5YyhKFMvZi+TUad6arjF/xfE+P2dJC4/f/wItXfXMXTqVTJ8pDF3lw7ddjhDQXFu6d0JAV3MNH7r5Mv7rl1voH00jhGBpVyPvv/FSWurOLGVnbqyWDy1ZT0c0UdkmpSRinD7CZnG8kU8uu5aEYVJwHUxN59OrbqAheDwqpr+Q5jsHnz/FWWaGWXLidQAhBPXtNWx480oO7+rDLjpYBZsHvv0Eq69eRNeytpNOLo+Ji+14ej9P3L+1sl1RBNe+ff0pWcJoMsxVt65m17MHcB0PKWHn5oP86CsPc8cnbyQUnZkX+GSr0un213SN8GQrHVlK0yjmLczwyRk8KSUTwxnu+9qvmRi+8LZ6r3aEokECoeP327Fc+g4O4dguRuDVY5sWTYariCur4DA+nKauJXnSY471wWd+sY0XH99zwes4i4sPw73jFZ0S35cU81YpL7Q88Hl1EXSnx5x4gj/ccMW0VtEAYcM4pb7D6wmelHx353Z+feQQsUCAT162seJ2EdJ1PrhqLY43/SBfL9uSnm8kgyYfXr2uSlxtMgKqNsVm9UJAUxoI6ksqBIRplCJtBib+nKj5ZmKhW1GVekDB8fqRuIjzMjQ9ZnQ63fXLsuXoqcxQTw1FhKiLfZJ46DYmcncznP5HCvaLlesD8GUBX+axnN30jH5kSlkCDeRxQkZX62lKfIZ0/n4yxZ/TN/ZHGHoXifC7iIfeXiUUKHHIFB4gW/zVNHULIsvXLaVHwX6xNEm0d5bbV8eXFp6fZvrwRw1VOXWao5QWviyiqjUzevcJ1GlW4Y+1/zmEYAqdgDaHvP0sRXs3CB1jUloNUCZkihSdvfSMfpip90GvkAhnA0WJIzhxgUNh8nV5fhohAmU9g8mFl9pFSgvfL4Iq8WWufN5qckEIrZxWMnmbIB5+G7rWRip/L+PZ/2Qs+x9EgpuoiX6IgLbgjAUxFRFCFXEc2Yvrj1ZSWqaD9AtIXBQRmVJOqf6iHNXgw5Q2mnQeSpo009QGVTn1YqYQAjNwCU3JvyVduI9s4QFSue9iBi4lGfkNIsFNZcJQ4vspQDKa/iKjmS9POVdAX3xW3bGYt3DscydXO5umjkM1VeX6dYtYPreZQ31jqKpgbmsddfHwGWtENIZKRMKx77pHKQL6ho7TO35E9AARvURiOIrHmtp2ViRbqlIS44ZJSD33BYvZkcVFBt/3mRjOMNJ35jaFwVCAcMyc1pFC01Q2vesytvxqJ9uf3g9A994Bvv7X9/KBT7+V9oXN064e25bLzs37+cbf3sv4UEkMUyiCNdctZfW1S6fsX1WmrrL+TSt44v4X2PbE3ooV6U+/8Si25XDL+6+msbPupBNb35cUckXSo1kGj44yd0UbseTUvLVgOED7gkZUTamsaO/Zeph9Lxxh+eULUKYRaPN9n+HecX7wxV/y7IPbTzoAn8VxBEMB2uY1sePp/ZV2fvy+razdtGzGaREXA1rn1hOKmliFEjuezxR4/Cdb6VjYPC3ZJqWkkLV45hfb+N7nf3FWNryzePWjtjle0dCxCjbf//wDjPRPsHT9XGI1kSliWEIRqJpKIKgTSYQIx0PnxQv95YKp63TGE6ffcRaoQnDLgkVc0zGHGtOsckxRFYXW8xwVMRPoqnpKzZBXEiX9BL+8Wi3RtWYMtY289Qyen0JRzwNpIhRUJYqUdjlt5PhKpy+LeP44ihKboktyRkUgEEInFrqJTOHnTOS+SzhwBQF9KUIIFGGiCBPTWElj4n+hiBMjrQSa2nDC33UkI79JLHQjRWc3E7nvMZL+IgA1kfcBlIgDdOLht1MTeR+CE75bQmCopTQLx+tlcOIzgKAu9vsE9AUIYVC0dzIw/icnvbLTkTaliXYAzxubYfTk2RNBp0NAX0i2+OuSq4YSneLUoYgQQgQIBzZSH/8UijjRHURMcoQ5ocozGBvOpA+pahIpi0iZR8pJphvSKwuOBstuLKJCQJTEGo9DSm+SRe6k8oVBKLCRoLESx+slV/gV47n/wvUGaa75B3T1REHL01yPMAnoC8lZT1K0XywTHNMTCyVdC6MkQim9KjHbY0RAiVQ79u0TIH0mMwBSliJ7zs1iRxDQF1FXJvMK1guMZb/GUOrvUZVaQoE1HNNfAUFD4s8IBzZOc+2BilDvhcZkZ6nTQVEELXXxM46UOBkGC1m+tWcrO8eGCGga82M1/OHqq2d8fFDVuWPuGsJadcRFIhDiQ4suR1Nmrrc1HWbJiYsMuXSBr//1j6ZYf84EG264hNvuvA4jOP1kv761hnd/4s30H/4mowOpisvF4NFRrr9jA8sum09Dey2BoE4+W2TgyAhbHtnJIz94tkoIs7mzjjt+/0Zqm079kAghaOqo450feyOD3aMMHCmlTuQzRX7yb4+w5Vc7ufRNK1iwspOapjihcLCkUpy3GB9KM9QzxpHdfezfdpTUaJa//M7HpiUnVFVhxcaF1DTGK0KHg0dH+ebf/YR3fPSNrLhiIaFIKUrDcz2GesbY/vR+fvmdp9i5+QCe69HQXjOtHeDJIKUknymSSxco5i2svF36t2BTzNtkU3kmTnA22fH0flRVwYwECJgBgiGDgGmU/g0FiCZC55SvdqEhhGDtdUv49Q+frWguHNzew1c+fTe33nkdC1Z2EE2GSyRU0SGfKZKZyGEVbOYuaydWc2HDh2eK2qYEKzYu4NEflULP7KLDL/7rCULRIFe/dR2N7TUoioKUkuxEngPbu3n8x1t45J7SdSfqo1gFh0K2OOMyPdcjM5GjkLUo5m2sQunfYt7Gylvs2XoEZ5JjTGYsx5P3v0BjR211Pyn3GzMSIJoIo1wkk13bcsiM5yjmJl/bsWu12ffi0apUmMEjIzx67/PE6yIEzePXFQiVrjMUNQlHpydaXyks3zCfOUtaKuTuYPco3/2nn510f0VVMMMBkg0xOha1cMkVC9l40yrqWqbaB87i1Q0hRImAeO1m+ZxXFJ0dAOWJuUBT6oiYb2Q8+01SuR9QE/0gyjkKY5ZsJruQ0iNXfJygvgwhSu912z2A5e4jEb6d8zFhVpUEych76B39OBO579GQ+FMEARQRI6AvLkc3aNNaUE5bd6GhqQ1E1AZ0tY3e0d8jb22mJvJeSgRGI4Y+F8ftRlPqK5oT08F2j2A5+6iP/wFR8/pyWoWkYD2LL89euE5TGzHUdgrOCzhed5XmxMsNQ1+IL7NlYcobOXFqU7JYXUTR2YYiQjO/D2j4Ms35SDcK6stRRJCctZlQ4DIoE0quP07B3kpQX4EiYoCCrrWjKBEK9hZioZs51kcdrxvXmz4FWQiBKiKoyqKSMKnMMZb5Kr4/AWdMTggi5iYm8ncznv0OQWMVQX3RtPvqahuG1oHl7sPxeivCrVI65K3nEAQJ6Asrz54qIrj+EL7MA6UUFc8fLjnZnCaFZCb1FgQwtM6yLWiA/vE/xnb3EQqsBgSGNhdNbcTxegnoi87KZvV84pGt+2msibKwvR5NndmE3nU9UnkLVRHEw+ZZiXH2ZFPEjSBrG1p5c8dCftV78IyOV4SYVlvCUFSWJk6uzzJTzJITFxlcx+PAS92n33EatC9oOqXFoaIIVl61iPd/+m1867M/YfDoKFJKju7t51t/fx/xuiihaBBVU3Adj1yqwMRIpiIeKAQ0dtTxvj99C4vXdc14gL3yysW873/exn/+/U8YODKC9CVSSnr2D9J7YIhQLIgZCqAZWsnmx/Eo5m0KOatS9ukmtgtWdbLx5lXc//XHKqKfO545QM+BIRrakiTqoghFIZfKkxrNMjaYIpcuVIiNm957Jf/+F/cw0j8xo2uyLYe7/ulnbP7lS3iuh+t45X/9yt9W3qo65uHvP8PjP9mCqqlouoqqKai6iqap6IbG2373et74385OFOrlwtJL57HuDct47Mdb8D0f3/PZ/vQ+juzuI14frUTBeK6HY3s4lkM0GeYT//e3LhpyIpIIcf3tl7P7uUMV0i01kuGuf/oZD33vaWqbEpjhAMW8TXosy8RwmvHhDL7nU9+a5Df+8GZeeGw3j937/IxEhAD6Dw3zpT/7HsM9Y7iuh1e2gPLK/ca23KqIjJH+Cb79f+5DMzQ0TUXV1VK/KfeZpo46PvYPv0FDW80pSn35sOWRXXz7H+6rPLOl58GvPBdWwa4SIT2wvYd//4t70Mr9Xy0/D8f+f8nGhbz/028lHDNfwauqRm1Tgjs+eSNf+fPvc3Rv/2lDP33PJ5cukEsX6Nk/yPMP7+CJ+7bwro/fwJprl5yRU9IsZvFqheuX3CZAwZc5CtZWxrPfxjRWEzRWAQIhTBLhd1O0X2Qs8xVs9xCR4NWoSg2eP17+exPBssXgTCCEgmmsImgsZTz3TUBiGitwvH7Gs99EFVFi5s3n7TpDgfVEzRvJFH5BJHgd4eA15ZD7d1Cwn2co9Xckwu8ioM3DlwXscu57TfTOSrpGtvAris5OTGMlqlKHlBbZ4q/w/HEC2sJKWYoIkQz/FoMTf8Vg6q+Jh96KptTiyTRFezeKEiYRfjeKCKApNShl9wTTWIOiRLCcXUzkf4DEOtnlnBaaUkc89FaG0//MwPifEQ+/C0PtwJMpLGcPocClBPWVLwsRqyoJFCVG0d5J0DhRLLEs3hq5nf7xbQyl/oZ4+J0Yaju+zGG5B/D9HDWR96Mo1WOUgL6Y8ezXSRd+VtZM8FGUyAnOKTNDQF9APPRO0vkfoSoxQoHLkTLHePYuXG+M2uhHUJVYWahzLuHgNaTzP8fQujCNNbjeMGPZr3Giza7j9pHK31uKPtLmIdBw3KPki08Q0BdMSQOZeX0XUxN5PyPpz9M/9iliodsI6AsBie0eRhFBYuatKEqIRPgOBif+iuHUP5EIvxtViZH/f+y9dXhd15m3fW88zOdIRwwWWGaOnZgDTRxqm6aQYsrTdng6PO/M93begU47M50pzRRTSNuU20CTNBxTYmZbtiSL+TBv+P44skxCO1zdly9fkjastfbeZ5+1Hvg9uReIZ349ViXmvBCyzbKG0cT/EE1+H5d9G6aZJZb+FQW9B/EKK3roRop4+peAjkVZgCg6MPQYiczDiIJjXK/inBit1/Eu4umfI6DgtG5EEKxoxiDZ3EEc1o3YLddMGikyEVpBx+6yzTq9uX80wdd+vQtM+MePbqOubGYpUkOxFF/48bNous6n37WVUv/sreKqKOFQVPK5DCPZNEOZ2em+5HSNp/pOsbakDq96fp7Wm47RlhhmXUkd0lUYfuaME79jKKrM1retweawcP/nH6LjWA+GUUy3GOqZPHJAFAXmr6rnXX+6jaXrm2c1sZZVifV3rsTld/LTLz3Ooe3nBQVN0yQVy5CKTV/9YKqPrKLK3PWJG4kOJdjx8AEKOW1MUyJ+WQTDOSRJZPWNi3n/X9+JN+hi3pLqGRsnTMNksHuEzpMzF1Eq5LTxnPVLEUSB6PBrX/fCE3Txjj+6hdhwgkM7WjF0A9OEeCRFPDLxy80wTPQpjGavNKIosnxTC2/71E386Au/YWTsnmdTObpO9dN1auLKLeGaIO/+9K1sfusaTNNkx8MHMCa5n5eSyxbobu2/KAJpKooRRHlIT+zZ0vL6uBHutUAykuLsiT7yuZmlvBi6MWXkSUmlf0pD6ytNPlvgyM5Wdv7mILlMHgFhLEd25uQyeQ7vbCU2nOSPv/A+mlfWzkVQzPGGZyTxdUYT3xz7TUQU3djVFQTcH0OVz38GVHkepb5/IJL8LqnsduLpX2OiIwoOLEod9glCsKdGQJFrCbn/lJHE1xhJ/A+GWaxAYFFaKPX+A9arqGhwKaLgwee8h3RuN5HU97Cqi5GlAFalhVLv/2E08Q2GYp9DM0YRBRVJDOG0brlIq8BEI57+NSOJr44JVQrIUgi37Va8jrdzfhYk4rRtxUQjmvwBvaOfHh+bIlUUq0Fw7rrWEXB9jGjy+3QPfxhBUFHkaryOd6LrM5vvTIQgSLjtd2JiEks9QH/kbzHM9FgfyrAoU6f9vpQIgoJVmT+WgtAw4T42dQVh798zmvwWA9F/RDeiReONVIrL+iaYoEqM13EXucJxhuP/zZD5+aJRyPkBQp4/mHUfRcFF0P1JBEElkvwuQ7H/QBAkLHIjIc8f4rRdzzlNBkn0EXR9imG+wGDsc5hoKFI5btu2CQYvktNaGU1+azwNRBRsWNQFBJ1/iCyVXn7MDBBQ8TruQRTdxFI/Yzj+RQwziYCCJPnx2t/KOQu9w7qRkOfPiSS/TffIxzHRkMUATuv1+F0fRrggjcbreDt5rZ1o+gFGk99CEn04rBvw2O8ilX3mCvtaFDWNpn6AZoyAaSAIMqpcWyzbqq7i3GdHEOwEXB9BFCzE0w8RSX4PyCOKHlS5Fod1M7ONpjq8+zQrNs1HmUXpcIATZwcYGE2woC6Mewp9vEtxWFUMw+TQmT5O9wxdkXGi1u3DpVoYyCT5TecprgvPzuCW0zUe7j5Giyd8kXFiMJPg5x2HWBOqRbqK6c2cceJVxmJTqZhXOl5u82rwl3imDYMWBAFBElh78xKqm8t4+mcvsvORg4z0RccFXUzDRJREFFXG5rRSUulnwx0rWHvLUsrrSmZUBePSNmVZYvmmFqoaStn39HGef3A/nSd7SSez5DMFNE3HNIp5i6IkoKgyqkXB5rJSXl/CtduWUVoTnLKdYLmPj37mbuYtquKZX+xhqGeUTCpXFOMcH5OE1WEhVO5n01tWsfHOlZRUBdA1naXrm+ltH8Q0TLwh95TXUhAEAmEvlQ1X9uK/FFEUcfteG5EFUyEIArXzy/nkZ9/F4z/cxa7fHCQyGCebzqEXdAzDHMu1F1FUBYtNoaTSP8N0FQGb03rRNS2tDrwsWaqyInHTPdcSrg7w0H3PceZQJ8lYhkK+gK4ZxRBJRcJiU3C67SxZ38wt71tPw5JqZEWiZXU9dQsqSScyhGuCqJapX6WKRaasLjRpytVsKan0T1plR7UqlNUGkeTiZCtY5sVinXm6kAA43LaL7kOoYnKxUAD72P4zNU5MR6jcN6FWDBSFWSvmlYynFhWvxcwnBYIg4C/1XDQ+T2Byj83oQIxffu1JnvjRLkYH4kiySLgmyLzFVZTXh7A7L00/MdELBtlMjpG+GJ2n+ug5M0A6kQUTulr7efBbz1AxrwTXBJ/5vK7Rk45jXFAlwyYplNhcyKKIbhhE81kShSymCRZJwqPacCgqOV2jJxW7yHBil1VKrE6k8WMzJAo5TMAiyngtVuzy1M9HqpBnJJfCb7GPC2IlCjlShTwlNuesRbley5imyXA2RbxwufGseB+cV51Pa5om2wc6OBEZ5N2NK7DJM38vmKbJ071n6EhGeHfDctRXQJTUME1i+QzxfA7DNFElCY9qxSGrkxrYrEoLsv3zfPP487ytfgkLvKUU8+ltKHL5mMje+WMFQcAiz6fE89cUnD3FHHYMRFQkyYd8iY5ANJfhu6d6OTh8Aw7Fy58vj1HhuDjVVBAE7Ja1qEoDmt6LYWYRUFGkUmSp7IpDup22zajKvItSGYolO5dRGfwqYCAKtrG/y9jUVYR99Wh6H7qZREBGFF0oUnhMZ6CIw7IeNVCPbkQxzTyCICEKblS56qIFXjF83Yrbdht2dTWa3o9BDgEVSfSiSGXjVTFE0Y7P+R6c1o1jFTxEZKkURSrFqiwYE6k8fx/sltVUBP57vCTkVIiiDa/jbhzWDej6EIaZQxAUJNGDIp0/3mm7AYvShEW5WHTPojRSEfjSJbobM0OVaynz/XOxkgkKfue9uGzbxst5hjx/hoCCIKhj10zBblmPRZk/VrEjXVxoi25kqRRRvHhxWPSyz6Pc/28UtB4MM4coqMjy+WoMkuSnIvAVZDGAcEEakoBMyPOnmGZuvLqGIBT1RULuP8LjuAvdiCEgjd2LsosiIgShqJ8Q9n6GgtaFSWHsvlaOVWYRx3VGZLGEEs9foDnvLaZKmMVnT5bCyFLJFT/j59JEvPa7cVo2jqViZBGQxqIRwghjz3gximIbNnV5sWIKGpLgRpWrEQT7+DtCEAQUqbI4Lr0Tw8gginZUqQoTDbf9NlS59oJ7XEeF/z+QpKnnH4Jgw+d8N07rFgwziWlqCIKCLAZR5PLxZ+BcH0Tc+F0fxWW7dazkrI4gWJHF4Ng1m/idloimaDvac9naYPdjh1m0Zt6soyF7huNk8gWaq0rwOm0zdlY4bRbKAi52Hi3QP3JlTk2bpJDXdXKaxtpwNe4ZiiObpklKyxMvZMjpGvFClmg+M76tLxMnb1y940x4jQgBviY68Wqgazq5bOEqhWCKyIqMYpFn/ICbpolW0IkOJTh1oIOu1n5iwwm0go7FquAr9VAzv5x5iypx+ZxIsnjVnj7TNDF0g2w6T1/HEO3HehjsGiEZS6PltaKAnE3FE3QRqvBR3VxGqNyPxaYgStO3fy4tZHQwzqn9xTHFR1NoBQ3VquALualsDNOwpApv0D0+JtM00fI6hXxhRtfynK7ChaHqV4tiUVDU14e98NyzM9g9ypnDnfScHiQRS1PIFZAVCYfLhq/UTWl1kKrGMMFy37RigKZpomsG+ex5Q50oiljsk0+Ar3YM57RDOo71cOZwFyP9UTKpHJIk4vTaKa0O0rCkmrLaIBbb+X4YukE2kwfTRBBFLFZlSv0HQzeKZVdnmAYyHYIoFj8TE4m96ga5bGGsDFgxKke1qjMWYyzeB/2iNBNREi8a/6VoBY18VuOlepVLsoRqVSZsTyvoRSPI2DtTlERUqzpjo6lpmhRyGlrh/BeorMoo6uWf92w6x/2fe4hff/MZsqkciipz3e3LuesTN1LVGB57J8HlnhYT0yzei3Qyy29/uJMf/edvxg0qgbCHz/zw96mboBRzfzrO5w49Q0dilO5UjHmuANeUVPOB5tU4FQs7Bzr4cdtBhjIpdNNEFATeMW8pd9YuoicV498OPk1XMkpPKkaDJ8i1pbW8r2kldlnl2b42ftZ+iJFsGt00Zkx4LgAAIABJREFUUUSRdzUsZ1t1y5TX7Kne0/zz/id5T+MK3tu4EkEQeLDzGE/0tPKPq2656nKiumnQlYwSsNhxqS9/BYmpMEyDb5/cw+M9p9AMg65UlKDVgUuxsNAX5hMLrsVvvVRQb3aYpsnB0V464qPcUt2CZRYGBtM02TvcTV86zs1V81Gu0lAyk/b2j/Rwf+t++jJxdMPExOStdYt5W/2SKUN32+Ij/NULD/PHizeytnT2ofBToRkG/ek4uwc7+fqJ3fzXdW+h0TO1A2MiDCNNIvvE2MJ9aiTRh9O6BUm8svDzOSZHN+IkM0+gm9MvtmSxBKdt81XrkvyuYBgpEtnfohuxafeVxSBO62ZE8erecW9Eju1p49ffepbqpos1FTpP9vMn//meWc/f//dXO7jvkT186q71vPP65bOa537jwd1886HdfPSOdbz/ltWzahfgZGSI+07so8rpQZFEglYHb66fPm0up2s82HWE7QNt7BnuosVbOu7cMEyDs8kI15c384n565EmdjDNaJCvj5XQGxhJlrA7X53cY0EoRiiEKnzTekZfyjYlWcLhttGwpJqGJS+tiJIgCMiqTEmlf1b5+IIgoFiKBomZ7v9aFq98uTn37FTUl1BRP3uvx2TnlBUJWXlldAYEQSgKP3nsLFrXyKJ105dSOocoididM58YFcURX5mJ1DkhxiuleB/kSSMzJmK2+18NxWfkyt+ZgiCgWpVpo1hM0+Tkvg6e/MkLZFM5BAHmr6rj3r99C6EK34wnEhabyg3vXMeh7afY80RRCDAZz9DTNjihcSJodfKXy7ayc6CD/zm+i08tuo4WbylOxcJwNsV3W/fS4A7y8ZZrQYBILk2JrRjWWWpz8TfLr+e5/na+cWI3f7hoPU3eEuyyymAmyfdb97LIX8YnFhbFzSK5NGHb9JUkdMOgYOg81XuaGyubCNvdaIZBVtNeEnNUWivwvdZ93FW3mJZX2TghIHBH7UK2lDcQyaf5v3sf550Ny7kmVI1Vli8qm3bFbQgCywIVLAtUTL/zBMeuClVNv+NLRDSf4b6TewhaHXxo/hpEQWA0lyFgsSO+TNUXZoIsilQ6vQxnU1dlvDbMHKnsM+S1zmn3VeUaHJZ1wOTGiXgyg9NumTTyazryBY1EKofdpmKbIoe9oOnk8hp2m3rVkUuGYWKYJvIVCiybpommGyiTeI4LBZ1EOovVomCfJIovX0gQzzyJbgxM255VmY9VWUtBE7FZlAkN04ZhksnlsarK66pK0suBYWZJZp6ioPdOu69FnofdshaROePEpYTKfdz9yRupX3Dxe/u3P94964hyYFwAM1+YXaSBaZoUNH2sSs6smwUgoxdYFCjl7obFszJwy6LIymA1FlGmKxVlobcMv6X4rIiCwG1Vi1kZrLzqd9KccWKOOeaYY445LqGQ1zj2whlG+4t52YpFYdX1i2ZlmDiH1W6hqjE8bpwwDZPEJBotslj0YgSsDiyiRMjqxGspGuwyWp5kIc/SQDnzfUWj4IXRj7IoErI5CVjtWCSZkM2JZ2wxndJypPUCywLlzPdefux0lNvdyKLEnqFutlXNv2z7cDbFkdF+4vksYbuLxf4ybLLCSDbF0cgAK4IV4ykhh0f7KBg6S/zlnIoNsXe4mx0DHbhVK8ejgwStDlaHqrDJCieigwgUS5cdjxYXLgt8pVQ7fZimSVcyysnYEDldo9rpo8VXgiJKDGQSdCQiVDk8HIn0oxkGjZ4g89zBKSdOgiAQtDoIWh04MypWSSZsc1LnPm/sHsmmOB0fodEd5Hh0gNFcmnK7h8X+MLIo0ZOKcTo+TCKfwy4rLPKXEbYXDUijuTQvDnaR0vKU2V2sClWNTw7PJiIMZ4vpMydjgwDM95ZQ4/IjjLX7wlAXGa1AhcPNymAV8tgiuD0xSjSXwa1YOBUbRhIE5vtKqHL6ECimZpyKDXEmPkJOL06GLZLEimAlZfbJDVRZXSOSz7ClvIEWXzEV6tLnJq/rnIoN0ZmMoJsmAaudxb7zaRixfJane8+QLOQod7hZ6AtjkYoC2CO5NEdG+4jnc4TtLhb6wuOROHld52RskLOJCKoo0eIrpcLhRnwJFfYl0UOp9x9gRpUCpAnKUF7Mz584xFtvWIrrCo3R0XiGh549yoJ5Ya5ZUjvpfj0DUY6c7uOGtc1YZynEdymjsRRDkSQt9Vemsm8YJodP9bJiwcRGs1gyw4PPHKWxOsR1K+on3Of0WZPK8P/B7ZyJ00cmk5Xo6hulviqIZQKPdUHT6egZpabcj9N+5cb6NwKS6CPs+wwwEx2n6Z/x31UCYQ/+0mLqmGmaUPzHhtuWX1HlNL/bjiQKdA1GyeQL2C0zc3jmChoDkQSiKOC0XdmzbZdV9g72kNU1PKoVn8XG1sp50x4nCSK1Tj8hi4P25Ci3Vy0aT6cTAFEomqyvNtp5zjgxxxyvQVLxTDFH/ZXKeBIEXB77FZWwnWOONyL5bKGoQTP2EZQVicqG0iv70h1Lg7qQK5nMhMYWyT9pP4RLsdDsDeFWrJOFT15E2OaiyuHlR20HsMsKjZ4QLtUyY0Vtm6ywuWweT/ee5tqLQvRNOpMRvnhkO1ldw2ex0ZWMsjxYwb3Nq2lPjPKVYzv4pzXbxo0TD3UeJ5bPsshXxkA6wZn4CMlCjv50HN00MEwDfUxz49GukxyPDlDp8KKbBnldwyLKVDq8HBzp5SvHdmCXVeyyws/aD3NTZRNvqVvMqegwnz34JAt9YWRBJF7I8eO2g/zx4o0sCUxeenEmnE1G+PdDz7CmpJpoLoOJSbndQ5MnhAH8ouMwHYkITsVCZzJKyHaKv1txIy7FMqbfkOWJnlZMTBb5y8aNE3uGuvhO617me0tQRYnhbIpfcIS/WLqVOrd//NjHuk5ikxWW+MvHjRM7B87ywJkDNHtDWESZgUwS+azIXyzbSpXDwwuDndx3ag/zvSG6UzGe6j3NuxtWsiI4tbaAT7Wx0FfKL88ewW+1s9AXxqNax9vNaAV+0naIR7tPUmZ3Y5VkREGgfMzgkdd1ftJ+iIDFjmmatMaH+WDzGm6rWUBXMsq/H36WvK7htzroT8dZ5A/zoeY1WGWFn7Yf4rHuk4RtbnKGxo/bD/HxlnWsDE2vhzBTBEFEusIqARORyRU4l71nGAb7jnXT3jOC12Vj3bI6hiNJ9h3vxjAMtqxpIhJPc/BkD6ZhsnVtMyG/i7rKwISVoEzTZGAkwfb9bcSTWawWmUg8zf7j3aSzeRY2lCGJIgdOdiMJAg3VIRpqStixv43RWIq6ygCLmyp4+oVTiIKIqkgsX1DF4ztPcqpjgE2rGqko9XDsdD+5glYUDV9Uw0g0yZmuYVwOKysWVLHnSCfpTB4Tk42rGujoGeUnj+2ns2+UzasbGY2nOXC8G90w2bKmkYDXybyqIMYExlDDMOnqj/Djxw5SVxHg2mV1BLwOtu9vQ5JEwkE3zbUlbN/fRiyRobEmxKLGcg6cOEs0nqGmws/ASILn953BNMHlsHDDumaOnemj9ewQ5SUe4qksT7/QSqGgoygSN6xt5nBrLz0DUYajKa5f28y8qtmnBL1eKD7jc3WOr5Zz0VCJSIonfvoiZ452I0ki5bUh7vr41llrTjRVhfA4bew6epZTXUMsnVc+o9T1tt4RDp7uwWW3UlXivaKxBKx2NlfWo4+9Z2Yb6WCTFe6uW4ZPtb8sqYVzxok55ngN8pvvPs8vv/Ykhv7KGCcUi8wH/vZONr159rlrc8zxRsQ0ijo044ylAV0J2XS+WH50DFESCZTNflJhkxQ+0LSa+0/v4z8PP0uJzcUtVfPZUFY3vvCfDLus8sHmNdx/eh+fP/QMYbubbdXzua60bsaaEatLqtg9eJb9Iz3jf9MMg992t5LW8nx66RYCVjv7h3v4h72PsaV8YuX8cyiiyHXhOrwWGyejg9xVv4SF3lJEQRif8Bhj0REfmb+WJm8I0zRRJZmUlufHbQepdHj4aMs67LLC8/3tfO34rvG0h6yusSJYyZuqmikYOn+9+2F2DpydnXFiklueKORwKRY+2LwGWSx6i87l3t7TsAJJEJFFkbb4CP984Ena46MsCZQRsNh5S90icnqB5/rbLzqnSXGxv7W8gXWlNcTzWf5890PsH+mmzu0naHVwV91i4vkMh0YurRRlktYKvKlyPqtDlQxlU/zVCw9zeLSPsM3Fk72nx6/VQCZBZzLKfG8JJbapF+YWSeY9jSv5Xutevnx0B36rnTdVNrO5fB5uxUJHYpQH2g5wb/MatpY3IIkihmngkFU6k1FMTKocXn5/0XoE4KvHdvJETyu31Szgoa7jpLQ8f73sekI2Byeig/zLgSdZEawkbHfxq7NHubt+KTdWNJIzdP7n2E5+eGY/SwJlL7vWxkvBaDzNqbODbFzZwJ6jnZzuHOLo6T6WNFdQFfbhtKmkMjnKQm52HuhgcDSBb4ryybphcrJjAJ/bRnWZj+Nn+jnZPkB7zwgVJR72HO2kstSHrpssX1jJrkMdVIS9+Nx2DMNk79EuWurDdPdH2XJNE6UBN3arQmNNCE3TWbWommNn+jGFonfWa7VxtLWXtp4R5lUFOdM5hN9jp71nhJuunc/eo10MjSZprAlRHvKwZU0TDruFZDpHOORmz5FO+obiBLyTi30LAoSDbipLvaxZXENNuZ+hSJLewRh3bFmMz2MHE/wex/gYls2vorLUS3d/FE0zSGVyDI4keNtNy3jwmaPEk1kqSrwcPtVHLq8hSyKdfRHuunEpv911ksFI0dgS8NgZjaVxzzll5pgFgz0RUvEMnoCTFRvnc/pw1xWdZ155kAW1pTy5t5X7HnmR379rA7Vh/6QpIqZp0jcS54EnD9A9FGNFYyWNVaEratswTZq9Iea5Z1a+9LK+UNSfyOqFWWkmzZQ548Qcc7wGSSeyjPRFJ/SevBwoFpncJGUr55jjdxFJkXD7zy/ctJxG+9Furrlp8YyjHs6Ji+76zUFOHzyf0x4s81JeN/tJhSAI1LsDfHrpFlpjQ2zv7+Crx3cykEnw/qZVU04yBEGg0RviL5dt5WRsiOf72/ny0R0MZVLc0zC9GJcJlFidrC2t5Yme0yz2lyEABcNg/0gPncko/3N8J6IgkCzkSWl5hrOpCQ0f56qJCIKAKklYJAlRELCIMtYJKlc0eUI0eUO4LjDAxPNZTkQH+fD8ayi1OREEoRglIUp0JCNYRBm/xc41JdXjqS0Bm2NcWXzGTPIKdsgq60pr8FkuXkwWDJ3eVJwXhjoZzaWJ5bOM5tIkxqp/CIKAIkjjkQeXUmZ3sTRQjlu1YpVkPKqVaO6SYyeJdql0eFjkD+NSrYiCiEuxEM9nMTDJGzp2SUESBGRBRBWlMaPK9BW+yh0e/njxJtoSI+zo7+CbJ1+gJxXjYy1raY0P41QsrApWjqcfXYgqShddpyqnl9b4EACHRvpY4Cul1lVMlZrnDlJmc3MqNkRe14jns6wpqcKlWnEBq0JVfKd1DyPZ9HiazGsNwzBJpLKIAuPf3+cWG+e0HSRRQBIFsnmN3YfO4rRbyOTyaJpOQdPJ5goYRjGvXL5ECNw0xrS7RBFBFDDMYqlut9PGvOoQ0UQGMIteXhM6+yIcbu2lxO8kkytgmmCzqpT4nbgcFkzTxG5VxzWYAFx2S7Fqk00lmcqh6wamabKoqZygz4nHacXvseOwqWi6gc2qII+Ji+cLGi8cPotFlcnmChQuGBMU9SfkC8TVBUFAVSSsqowgnL9WXpeNgNeB1aJw7Ewfx8704fc4xsZQFBzWdGP8vH6vA6/bjqpI4/n4hmmSyRVw2FR8bhs+jx2bRUHTdKyqTK6gcc3SWtzOV0bnao43Dk6vHUkWKan0c+D5kxiGyWzNpaoi8Y6tyznROcjOIx2MxFLcdu1C1i6sweu0XfTeSGZy7G/t4eGdx9h3qgeX3cKbNy7Ge4XP7tlEhJPRYRo8gSvSh8jqGl87uYM7qxezOvTSih3DnHFijjlek1jtKu6A8xUzTqgWGeUq81bnmOONhMWqULugHFmV0PLFCiHPP7iPJeubmb+qDnmaEE7TNIkMxnnh8cP8+L8fI5UoLopFSWT1DYvwhqYXopyIov6CzCJfmCZPiIKh83x/O+9rWjWtPKEAWGWFJf4ymr0hMlqB7QPtvKth+YykDQUBNoTreK6vjRPRgbGoguIioNLpYcUFQlgby+pp9ATpTyfGr8c58ro+K70Lq6RMuiCfqN/nzi0LIvYLjB0C5w0jM2aSCyMJAjbp8nfmoZE+vnDkOdaEqlgVqiKv6xyLTC/ydw5VkrFKF5YVnHmfLZJ8kRdLEARMTCyixIZwHd86+SLfPrWHZCGH32Kn2Rua2X0HVEmi2ROi3uVHFAQe7znFB+evxjSLIqKTGbcEQcB5gYFKFISLRiNc+rMwVkmJyy/9uSZmfQ9fQQJeB0/sOonLYWHz6iYaq0M8v+8MLoeVxpoQbqeVA8e7OXamn/Ur5hHyOxkaTVJT5sfrstHZG6F3MIYkifQNxakMe8evgyQKNNaWsH3fGYYjKWrK/DTXlZLJFhiOJAl47SiSSN9gnL1HO1nUUEZp0M0JtZ+CptNSV4osi1SUesbF+ABCPieCAC8c6qCi1ItFlXHYVGxWlaDXSWXYR1v3MJpu0FxbSkWJF0WWKAk4cTutyJJEXUWAR7cfZ+s1TYT8LvqGYpSXeAl4HPQMxOgeiCII0DMYpbrMf5mQ34KGMg6e7EGWJPweO+UlnvHFmcdlQ5YkdN1gfl0pubzGsTN9JFJZjrf1U1cZoDzkRhAEKko8KLLE/uPdpDI5TrT1s2x+JRUlHkShmCZimpAr6KSzBXYdbMeiyDTVvjTC3q8FYrE0AB7PnHbEy0Gw3Mv8FbVEBuP89CtP0Lys5orSNAEWzyvj9958Hd94aDfHzw5wtj/C9x/fS0XQg2fM8JBIZ+kdjhNJpEll8vjcdu65cQXrl9Rd8RjcqpXRbJoDw73YJAWrLF+kqzQdhmkQy2dQX6YItjnjxBxzvAa59rbl1C2snNUE/moQJZGa5rLpd5xjjt8RJFli8bpG6hZU0nrgLADtR3v44qfvZ+ObV7JiUwvh2hCqRebcstfQTZKxNH1nhzh9sJODz5/k+IttY/oxxcVV/cJKbnzXtZNWVDFNE8000AwDA9BMHc0wkASBnKGR1TQsUrHsaV7XyOoaVlm+/FjTpGAY48dmdY2cUdRrKB6rkzM0rBMssKei1OZkTUkV95/eT5XDiyJKLPaXcWCkh3WlNQStjqKauGlgkxQShRwC0JOKUeHwEMllaE+MErKeD/W2iDK6YRIvZMnpGuKYd//CBe+lC1WbpNDkCXFwtJe1pTVYJYUz8WEyeoFqp5fBTAqEqxfmmoqJznws0g/AuxpW4FRUdg92UjCK6UHnFt2GaaKPeX91o6ivcWHli4m6fOmxBia6OcGxE/VTEKh3BbBKCoooscBXyjvmLaPc7p72+uR1jZSWxyIpiIKAZujFZ06SERCod/mJ5jMcjwwQsNqRBBHDNC9Ku5gsOmORP8yR0X760gkCVjvdqRi9qThvrl1EpcODU7FwcKSPoNVBQTc4ONJLwOIY168oXgsDk2I5Wt0wEK8i/eql4B03r7jod//iGlYvPu9ZdDmsNFSfj5oKBy83UjbUFLdncnmOne5D04v6K7Ik0lAd4u2XtHHrpkXjP+8/3s3Slgquv6Z5/G/33HpxuuaWNU3jPwuCQMjv5N23TZ3SeaHYZWmgGLWyZnHthH3YsPJyYb26ygAA2XyB4219FLTimCSxqI2xamE1qxaer962afX56lkVJV7ec/vF/buwPYDqsuLCavPY2LZe08TWa86PsyxUFO1bv2IeI9EUpmnisKuYmG+oah6mafLM0ydwuaxs2brg1e7OGxKX146hm8iyxPV3r8Hptl1R9IEgCCiyxE1rmikLuPnV80fYcaSd4WiKgdHE+Py/GCklYLOobFhaz+3XLWTdwtoJhWBnikNWSRbyPNF1GoskU2J3zso4oYgS9a4QXakoLd5wMZLr/MiuWhRzzjgxxyuGYRj0dUUwdIPyav+sxWNeLSIjSTpPDxbDMSWRqrogvuDsQ0rTqRxtJ/qoqAlMe/xsSnTmsgW62obwhZwErtAbO8fM0TWDMyd6sdktVNYFX9WJ8BwvL2V1Jdzx4c18918fZLBrBICzJ3p54AtDPHzfc9hdVpxu+3h0RTadI5PKkcvkSSey5DLnU6VEUaBuYSXv/cvbqW4um/S5ieWz/OrsUQ6O9NKfjvPD0wdZU1LFlvIGulJRvnpsJ/JYyH40n2Egk+Te5tXFEo/ZNL88e4RDI330ZxL88PR+1pRUs6msnvbEKF87vgtVknHIKtF8muFsmg81r5nVxEoRJa4rreOnbYfJGRqyKHJzVTOnYkN89sBTVDg8ZHUNVZL4UPMaqp1e5rmDfOPEC2zv7yBRyJHRChelNYRsTiocbr5zag87+zuodfm5uWr+lFoYDkXl7vqlfPXYTv7lwFO4FAtt8RHeWruYaqevaJx4FWjxlfJY9ym+fGx78R7lsuNRHwYmJyKDHB7tY/dgJ12pKD9pP0SFw8PmsqmV0g3T5Eikn2ORAfYOd9OVjPLjtkNUONxsmuZYgJ50jJyuUeXwYJdVBjIJrFIx9WWqd1h/JsF/H3keKHrb4vksXakY72lYUZygugPcXr2A77TuZcdAB1ZZQTdN3l6/ZFqx1VurWzgZHeKzB5+i1OakIxFhRaiCFcFKnIrKbTUL+GnbIfYOd5PVCvSm43xk/loUUaI7FWPnwFla40NEcmke6jxOncvPhnAdoWl0NF4vqIpMTbl/XJRXEECZpoxyS30pujGTqgyvDqosUVN+XvBTEIrjfCXxue3csmEBBU1HEkU8rlcurSOZyDI8kgTTJJfXCIc9DAzEkWWR6uoAkiQSiaQYGkyQzRZQVYnyCt94FIRpmgwNJRgajBdTamwqZWVenE4L0Wia7q5Rdu8+Q1mZF4+3mOZSUxvC5Sqmtg0PJxjoj6EbJsGgk9JSD5IkomkGvb0RnE4L+ZzG4FAcRZGpqvLjdFoxDJPBwThDQ3FMw8Rut1BW7sVuV2ck4phK5ejtiZDO5JFliZISN6FQcR6cSuXo6YmQzRRwua2Ul/uwWhWy2QKdncOUlfku6n80mqahoZRCQaOrc5RA0EkinmV0NInFqlBdHcBmU9E0nYGBOKMjSUxMnE4rZWVebLbi90o6naOnO0IqncPlslFRUWwXQNN0+vtjREZTmIDLVTzWalUY6onw0/95EpvdgqSI+IJuqhrCSFdQThSK0WSL55VRX+7n7i1LOdU1ROdghEQ6B4DTaqE85KaxMkRViRe3Y2Yi2FNRYnfwwZaVZHUNt2qdtXFFFkQa3EF+1XmYrlSESod33AjtVq2sL62fNmVwKoRXyjM7Da+JTrxaGIbJyGCcw3va6W4fRivoeHwOGheV07y4Cov1tR1ur2k6vZ2jBEIuHK7Jy2dlM3m+8Pe/IJvJ84f/8Ga8gdfHBOLY/rM88I3nGOgZZXggzif/9nY2b1s66/OcPt7L3338Pj7659vYcuvsj5+MjtYB/uXTP2Lr7ct4+4c2vmTnnWNiUoksf/PRb1PXHOYP/v7OOePEG5xCTmPnIwf44X/+hq5TfZdV3ZgOURJweuxcc9MS7vzIFmoXVk7pqYvmMjzcdZycfr6dMrubTWX1GKbJ/pEeupNRcoaOS7Gw2F9GncuPLIqMZtM83HWcwgWLk0qHhw3hOgqmwf7hHnpSMfKGjluxsCRQTq3TN+1EpzMZ4VR0iA1l9VgkGc0weK6/jZyucX1FI8pYZYl9w90MpJM4lGJUQ5OnBFWSGMokeWGoi1g+Q53Lj11WyWgF1o5V/TBNk950nBcGO0lpeepcflaFqrBIMvuHe0hrBa4pqb5Mp8E0TdoToxwY6SWrF5jnDrIsUI5FkulJxTg82semsnnYxlI7dvR3oEgSq0MTlzy8lIxW4OneMyz2h6l0nhcwHcwk2TvUxbrS2st0FnTD4PBoH8eig9gkmZWhSrqSUepcfkptLvaP9HB4tP+iY5yKyq3VLfSk4nQmI6wP12GRZHTD4Nn+NkqsTpq9JewZ6uJ4dPCiYz2qhW3VLXQkIvSm4qwP16JKMgVD59m+NiodHqqcXn7WfpjHu0/hVq0IQDSfpdbl48+WbMatTv69ndEKHBzp5WwyQlYv4JQtLPCV0ugJIo9FR2R1jUMjvZyJj2CaJmUON6tCVRimwfb+DpYHK8bLlZ6MDtKZjHJjZVNxoZVN8eJgJ5F8hgqHh1XBSlxj/SnoOodG+zgZG0QVZZYFyqlz+xERaEuM8mxf20V9lQWBGyqbpiyNOsccryaHDnXytf99mspKP2c7hmlqChNPZIhF03zkY1uoqyvhB/fvoLV1AFWRGRlN0twc5sMf3ozFqnDmzCD3f38Hxlg0TTqd5663rWbV6jqOH+vl2WdPsP35Vvx+B9U1QVwuK9tuXUplpZ+OjmF+cP9OUqkc4pg+yN13r2H5iloymTxf+dITOJ0WMtkCqWQWQRS4++5raJ5fxonjvfzwB7sQJQFDN0mnc7z3fetZtLhyyjmQaZoMDyf5wf07aW8fxOO2k8sXWLNmHnfcuYJ4PDO2bQibTSWTybN6dT133LmCocE4n//cw3zg3o0sW178rnjw1/vZvr2Vf/6XtzMykuTz//YwjU2lDA4myGULqBaZd7/7WqqqA+zadZqHfn0AVZXQNIN8QeMjH91CXV2IRDzLjx7YzZnTA1itCqlkjtVr6rn9juXYbCrPP3+S3zx8CItFKWqYGCYf/uhmamqCtB7q5Miu09zxoc2v26ibWC7Lz9qOEM/n+GDLKl4c7J5RKdFzZLQ8/3r4t3QmI5ct4CvtXv7P8psnEy2e0YR5LnLiVUYr6BzYfYZ5jt7KAAAgAElEQVQffe1Z4pEUTo8NSRLJZgoc2tPOh//0Zqrqr0yN9ZUiNprie196grfdu4GmRRWT7idJIvNayikUNNTXuMHlQhoXVvBH/9+bObyng69//pFXuzuXYXdaWLC8hurX+HMyxxyvRxSLzLW3LqN2QQU7HjrAvqePMTSm1p3L5NEKOoZuFEMvZRFFlbHYVewuK/4SD80r67jmpsXUtlTg9E7tpQbwWmzc07Bi0u3rw5Pnmfqtdt7TuHLCbVaKOhCXopsG7fFRRnITRxrIoki108cNlU0X/e3SShxBq4ObKpsvPRwoRkbcWt0yab8FQaDC4eEtdYsv27Y8OPl3yjmB0Hp34LJtFQ7PeP31c1wbrkUzDE5GB0kUchOe0yLJ1Ln8OBULNlnhlur5l+1TYnNyyyTjkUSRZcEKll3Q72qnb/znVWNaFBPR6AnS6Dlf0lC65DqvLa0ZN+hcynxvCfO956PtFFHi+opGTNPkWHSAX3Yc5a+WX0+dqxi6eyzSz5eP7eDIaD+qNLE3/lxJ0KnahaIGypqSataUVF+2bdsl16nZW0LzWD8FQaDE5uTWmonDzxVJYmWocsLSofPcAeZNcN/nmOO1jqEbvOnmxezfd5YTJ3r52Me38sMf7KK1dYCmpjBvunkJ27aJqBaJ9vZhvnPfc3R1jdLQWEpraz+JeIaPfmwLgYCLbK6A22UtCh43hQmGXPT1xVi0qJJbb1uGIIDFopBO5/nFz/fi9zv48Ec2I4oCj/7mEL/4+V6amssQRQFNN2jvGOaDH9pEuNSNbpg4ncX0w6NHeyhoOr/3ka3YHVay2Ty+KaqwnEPXTR579DDd3aN88lM3Egg40TQDVZUQRYHnnj1JR/swH/rQJkrDHtrbh/jOt5+jvr6EktLpjYyFgk5Pd4T3vm89bo8NwzBxu4vGzUMHOrHZVT5w74bxSIzAmFP0xRfbOHmij498ZDOlYTenTvbzjW88w8KFFSxYWMGB/Z14PHbe877rsFhkstkCwbGIZ4fLxkD3KC/89ghuvxOrTaVuQcWkVTZei5xNRMhoBaK5DFZZZvdA16yMExZJ4Q8WbEKfIMBBFsRJNaJmypxx4lWm7WQ///vZR3C4rHzoT29myZo6FFVmZCDO6HCCsqriRGI8wsUshplcOL8VBOFibYJLlaSm+L0oZnX+98vOxfm8IdM0Lz8XMDwQ5+j+s9z5nnUXhepdej5Jlnjr+6+bNJ/2onOf68IF57noOoz1/aJ+jv03G0/2pee78Fqca1dRZbwBJ26fHXGCD9yF9+bC9qeKShof7wXtzdYDf06xOljq4VN/d8dl13Wi9ie637NtcybnO7ffVO1d9kxPs990bZ3bp7htkvNc8oyZE+x76Wfp0s/bpePnnHjbJc/NTJnymZ7icznR8zPV83zhdtOcZNwTqdCNtTXRtfpdQVZkqpvKqG4q446PbKG3bZCBzhGiw4migSKvIYgCqkXB7rLhCToJVfgpqwlimUHY66uJbhjsGjzL3qHuCbfbZYW31i3Gb3ljiKsVDJ3f9rTSHh+dcLvPYuOexhXTlmZ9PWGakChkaY0NoYoSiUKOJ3tOYxVlBjNJnr+kpOk5ZFHkTVXNhOciEeaY4yXD47VTVuajtzRCJJIiHPbgclrJZgqAgCDAwYNnGRlJEotlSCSyxONFkcumpjDPPXuSH/5wF6vXzGPlilrsY/pFqipjt6nIkohqkXFcoGsUi2U4cqSb6uoAv/7VPkCgtydCd0+EWCyDz2cH02TR4krq60Ool+gZLFpUyQsvnOF739vB6jX1rFxRi9U2vZMxlcxy6lQfy5bX0NBQetn2I0e6qa8P0Ty/mOqoKBKlpR5aW/vx+6c3fpjA8hW1VFb5L4tiWLqsmh8/8AI/+sEuVq2uZ/mKmvFxHTzYSTKZ5ZlnTiBJIul0jtGRJH39UVoWlLNsWTU//9keHvjRblatqmPZ8prxlCqLTcEbdHH6ULGEqDfkonZ+ObyOjBMmYJMVREGkNxVHmuUcRRQEfKodE4jlM0TzGXyqDY9ajCS82jnPnHHiVcQwTB7/xT6ymTwf+4ttLF83r1j+CSgp91JSXgwjNU2TkcEEzzxyiIO728jlCpSWe9l6+3IWLq9GUWV2P32CfTvPUDOvhB1PHmPBsmqWr53Hb366h1gkzR33rGXFtQ0ceqGdX96/k213r+bF505x9vQgVpvK5m2LuWZzCza7Sj5b4Ouf/w2qReHDf3bzeH8HeiJ88z8eY/naedz8tlW0Hunh8V/u49SRHqLDSb7yTw/icBYtlsvWzeMdH96EIEAmnef+rz5F24k+UsksC5bXcM/Ht+C6oJ5369Ee7v/q02x7+2qO7e+k9Ug3mm6wcHkNN711JeGKoudJ1wyO7OvgqQcPMjqcIJPKk03ni3lmDSW871PXz1gPwjRNUokse7e3suvpE4wMxBElkWCpmzvevY6GlvJJF6UXohV0fvad7bSf7OfP//Xt48fEo2nu+6/HCYW9vPX91wEgiiLD/THu/+pTHNt/FkEQWLWhic3bluD1zy7NpfPMIN//ylPERlNkM3luv2ctN9yxfHy7rhs88uMX6W4fZvXGZp579DD93aPY7BbWbW1h482LJxXlm4xv/+fj2F0WVq1v4re/3Ef7qQFkSeTmt61i7ZYWZEWikNc4caiLJx88SE/HMKpVYcmqOjbfuoRQ2DO+SO7tHOW5Rw9z/GAX2Uwem11l/tIqbrxzBYES9/i1PXG4i6cePEhX+zCqKrFwRS1bb1tKSZkXQRTQNYP9u06z84nj9HSOYBom/hIXG9+0mNUbmlDGvowGeiJ88TO/4l0f38LIQJznHz9KdCRJuMLHOz66iYqaoseykNc5caiLZx89TE/HcLFMm8fOxlsWs27LmBdQKGp9PP6LfbzwzAnisQwlZV5uvmslLcuqp63kcCH5nMb+Had57vEjxCJp0sksuWwBu8NC48IK7vm9rThdVh77+T5OHenmnR/ZxKM/38fxA50YusGaTc1se/tqLNZijuXJQ908+eBB+jpHkBSJRSuL1ytY6kEQ4PjBLr70mV/xJ//vLuqbw+P9eOQnezj8Yjvv/dT1BEpcfPdLT+Ly2AhX+Hj+8aPEIinqmsLc/LZV1NSXXLE69esdu9NKw5JqGpZc7iV+PaKIEm+pXcRt1RN7rwWBl6WO+auFVZK5t3k1+iSVkASBCatwvF4plugM8AeLNvB8fzvb+zuQBIFyh5s/XrKJBneA6ysaJz3eMklUxRxzzHFliKKAKBY/m7IsUvRqFbedOT3Afd9+jqrqAA0Npfh8Dg4eODvui6itDfKp37+RQ4e62LunnWeePs4737mWRYurzs9XJ3IAGkYxZdxjw+MpRvB5vXZWrqrDfcFc3GG3TBgB0NhUyh/8wU3sP9DJju2tPPXEMd77/vU0NYUv2/dCDMNE1wwslom/Q3TdQJLPzyUEQUBWJLSCXqzKM1Zx6ByaZmBe8u62OywTLoZXrKwjHPayd287T/z2KE89dYx7791IZZWffF7Dblfx+eyIoojXa+ed71o3ZkARuGbtPCoq/ex5sZ1HHz3MM8+c4P0f2FDUpXBY2PzmlYTKfSCMiT++jgwTAHVuH4dH+jkTH+Erh3fzlvrZiaeapslILsX9Z/awZ7gL3TSQBJE1oRreVb9yWi2j6XjjzDheh8QiKU4c6qRpUQUtS6vGDROX7Tea4pv/8Shnjvey/qZFuDw2Th7q5sv/79d88I9vYs2m+cSjGXY+eYx8rkB5VYBHfrKHA7vaWLSihv7uCL/8/k4Wrawllciwb8dpIkMJ5i+p4ppNzZw62sM3/+MxNM3g+tuWYYwtHK025SIPaz6v0dU+RE1DMSTT7rKycEUNiiLTcXqAdVtbqKgphlmWlvvGj1MtMlu2LWH+kkp+/p0d9HePYmgXCzZlUnkOvdjGUF+UeS1lrN7YzEBPhEd/tpfoaIqP/+U2VItC28l+vvbZR6htDnPjm1eSjGX4ybefw+W1cf3ty3B6Zi5sVCjo/ORbz/HoT/eyemMT1924kGwmT3fHMKZhzsgwAUWv1HB/jO6OYS50PeuaQW/nKCBc8DI1eewX+1iyuo41m+bTe3aEB77+LPFImvd8cuukz8BEBMMebn/XWtpO9vGTbz5HdCR5Sb9MRocSPPXQQU4f72Xh8hrqmsIc3tvBt77wODaHhetuXDirnLm+rhEG+2KcbR0kUOpm3ZYWhgZiKBa5mItomBzc3cZX/vlBmhZXsu76BcQjKR77xV46Tg/we391Gy6PjXQyx3e/+Fu62ofY8KZF2GwWhgdiDHRHSCdzBEqK/T+8t4MvfuZXNLSUsXbLfJKxDE8/fJD2U/184m9uw+t3ks8V2L/zDIW8xqrrGhElkb3bT/P1f3sEl9vG4tXFMPh8TuPUkR4efuBFCnmNxoXliILI6EgCi7UokGQYJjufOsZ9//VbyqsCLF/XgKrK9HaOkE3nxxfkAnBg9xlSiSwLl1djGCY7njjGl//pQf768++kqm7mKTaH97Tztc89wsr1TazbuoC+rlF++b0dVNaF2LxtCbYx70R0JMm+7aeLKtGqxJpNzcRGUygWeVxc9sCuNr7+uUcorw6yemMzuUyenU8c49Thbj75t7fjD7nIJLOcOdFH9gKxRoDIcILu9iHyOQ3DMOnpGOb08V4aWsppWlRZDMF89Ainj/XyF//69nHj6RyvbwRBwCorTK468MZCEATs8uRCm29EbLLCtuqWy1IszvG7cu/nmOO1zpEj3RQKOu9573U4HBaOHukeX5qfi5YNhz2UlXm57romvvH1p3n++VM0NoWx2VRESUQURfI57aLzOhwWKiv9lIY9vOWtq8bnfbpuIIoCqdTEaW4Xtlte4aOi0s+GDc389389xq6dp6mvL5lSpNXuUAmFimkTuVwByyUl62uqA7R3DJFIZHG7bSQSWfp6oyxfXoPNpqLIEtFoMWoklyvQ3T1KoXDx2CYM9jRNRFGguiZAdU2ADRvn8/nPPczevR1UVvmprw8Ri2W4/oZF+HwOBKEo2n8uckUURWprg9TWBtm4sZl///wjHNh/looKHz1nBjm86zRv+eiWWc3ZX0u4FAv3NC3jjroFKKJ4UfnqmVAwDX7acZDDkV7eXr+cEquL/kycn7QfwC6rvL9xDdJVCGLOGSdeRSLDRQGX0nLfpB5sQzc4tKedvdtb+eTf3M51NyxAlESSd2T54v/9Jb/+wW4aFpQDxUnXm966kkDIzeE97VTWBrjr3vX4gk6effQI0dFiTnE2nWfl+kbe/qGNKKpMIprhs3/5AM88cogV1zZgs08/cRMEgcraIJW1QRRV5rFf7GX5ugYWLLvcmyjLEvNayqmoDfL840fJZQsTnjOf1ahrDvPBP7kZj89OPqeRShYrXAwPxCmvDnB0f9GCfOc962hcWI5pQlf7ICcPd1NS7kWZherziYOdPP/4UW65ezVv/cB6nC4rpmGSyeRRVfllCcXWdZOmhRW85xNb8QacZDN5TEx2PX2CLbcunZW+iMNpZfGqWlweGw/9aPcUbRpsumUJt7xtFbIisWpDE//0pz/kyL4OVm1oGg8JnCmDfVHu+sB6/n/23jtKjvO8030qds7dk3PGzCAM0iATgQQDCGZKoihZkhUs2dJ1kr1er+/u2eBz12ftu7bPXlvBkixaokSJlEiJUSAJgARAEDmHGUzOeXqmc3dV3T960MBwBmFAkADkeXh4DtlT9dVXub73e9/fr3FTDcpUhBvSD/NoOM6vf7Kfito8vvzN+/EGHKSSGoEcF8//YA8nD7WxZkstoYkoQ/1BFiwu4uGn12C2KGgpnWgkjnUq+0ZL6fz6J/spqczmy3/2AL4sB5qmk1vo5dlv7eTY/tb04N1m4pNfvgtFkTL30eKVZfz1n/yEptM91C8vmVa6EBwN8Qd/9RDZ+ekAWlpEKf3CHO4P8urPDlJUGuDr//khvAEngpAObBjGJcsxwwCbzcwnv7yBmkWFGAbkF/v59t+8woXTvXMKThw/0IbDbeWhpxrJL/ETCcdpbx4gGo6Tne+Z5mozORElr9jHg59aidmiomsGqZSGLEuEJ2O8/sIhfFlOvvaX2wjkuNB1g6qFBfx///1X7H3zNNufWnXd/TIMA9Wk8OQXN1CzqAAMKK7I5u/+0/Mcfe8C9z6+/LrbmmeeeeaZZ555rk5RsY933znPL54/iNWm0tMzhq6lwxO6nrYJPX26m0DASSKRoqd7lM1312UCBGazQmmpnwMHWjEMA4fDzMrGcrweG9sfbuClFw8zPhbB67UxMRElO9vJvfctumqfNE3njTdO0tE2jD/gIBKJMzIyyYa7qpGkq38nq6rM3Vvr+OG/7uEf/v43FBX5iMeSBLKd3HvvQjZuWkDL9wb57rd3kpvnpq1tiJwcF0sainE4zFRV5/DaK8fp7xsnNBmnpWVgRsnJbKRSOr944SBjl+1rPJ6keGoCde26Ks6c6eW739lJcYmfRDxFMpniwe0NeDw2nv/5AUKTMdweG+PjETRNp7AoXWZvsZvRUjp97cOYLCqSLOL2O27r8s0P0jQ+TG94gk0F5RiGwXMXTvCpyusX6k9oKU6N9fLZipWsyy5HFAR0w8AiKbzcdTrtbvghDsd8cOIWoqV0DAMUVbriRZ1K6Zw73oU/y0n1woLMQMXhtLBsbSXf+7s3GB6YANIPgew8D6IkpNOxC72YzMqUg4ZBMn4pKLBoRVlmQOZwW1iwpIhdr55gbDiEpej6vW5vNsvXVuJ0WxAEAZNZIa/YR8u5XqKR9CyvLIsYuoGmaZnygGRCu6GHwrnjXYiiyKrNC7BNif4IojDnwfpcWbCkCKfHlp6xtKjULy3hyN4LdLYOfSTipw6nheVrKzPlDU63lew8NxPjEbTU3C3H8op8VC8qQFGkjCbHRQZ6xzP7sfOV45nf+7pGiUbidLYMsmZLLW6fnYoFeRx45zw2u5mlayqoWpiP3WnJnMvBvnE6mgfILfSy+7UT07YRjyXpuDAATM38mhXaLwzS2zFCJBRjciJKNBInGklMy/6B9LUfyHFlUhfNlkvBuMG+cXrah/n01zbjy3Jm+jKbY05pdQ6lVTnTSrFsDjPB8blZGMqyiK7p6LqR3p4BqWRq1mva6baydE0FZos6JcAoZFIiB3rHGOgeY+XG6kz5jCQJlNXkkl/q59j7rXMKTgBk5boor8lFFEUMw6C4MovcQi9Np3vmgxPzzDPPPPPMMwf8fgdr11ZhsaiUlAaw283IskhDQzEOh4Xauny0p3TOnu1F0wy2PdjAwoWFZGelv1nKygOMjIaYCEYwm1WeeHIlixYXZSZORFFg24MN+HwOenvHMJmUdBmJJLJyZTler51jRzsIhWJ4vXZq6woyZagrG8sJBBwzyjokSaS6KodQKM7ERBSbzcTv/M46auuu7tQB6e+zBQvy+YOv382hQ20ExyPpfS9O27AXFvn46te28P7+C4yNhVm6tISVjWV4p8qcn3hiJfv3X2CgP0hRsY/Vayrp7R0D0oGYDXdVU1DonZHpLEkiC2rzOH2qh8nJKA6HmS9/eROVVTkIgkBenoevf+MeDh5opa9vHLNZoaamEJfLiiyL1Nbmc+ZMel2328qXvrIxo5lhtqoMdI3wq+/vxmwz4clysv1z66dNJN3ODEXDnBztpzsUxGe2Etc0zo0NzakNAwNtKhhx0YZUFAQssopm6B/agnM+OHELsdpNSJLIxFgkM/v5QQxdZyIYwe6yIH8gdcrpsWbq08FAENMDFcNID7IvDh6ZGvBktPIEsNguDcgEQcDhtBCPJUl+IBVsemf4yE1fLw7aL5IpOZjqfMPqCva9dZYf/sMOFi4vTYvtnOrm7oca8MzRmnQyGEWSRFzXoaB/o8wmSmmxqpmHvyAI2BxmDMMgepW0ug+DrEg43JfKXQQh/aIydLiRE2q2qJjMyqzHbGI8QiqpMdQ7zvH3p9u81SwqJCs3XQpgMqdn5AvLArzz+kkO7W0iO8/D1keXsmwqkDIZjKbb6g/OaKu6voCcAm/aiq4/yE+/s4v25gF8WU7cXhuQ1qKYoTAJOFyWK9YHxqIJYtEE3oD9mteE1W6aFrQQRAFBFGbUQ16Lxo01HNl3ge//v29QtbCA4cEJejtHefzza2dY8yqqhH1KmXtG3yMJkskUTtf069lkkrHaTJkg5pWYTb9VVmTUqVrRtFiVjNVuJjQRndM+3iri0bQmjdNruyn3uK7rjA9NEgnFcPsd2F1XF4m8eP9/mG3HInESsSQOz9X34eIzREtp2F0f3TNtnulEYgl+svsYx1t7SaY0ZEnim4/fRXG259or3wJOtvfx3O5jjIdiJFIaqxcU89kty5BvkoZM9/A4//L6Ae5aWMb6+rKb1u5HQTKl8erBs5zpHOT3HliF1/HbIfp6p5FIpfjFnpP0jEzwlQdW4bDcnAmicCzBt1/dT47HzuPrFmGaQ2btR0Venoe8vPSzYcGCPJiqtFq3/pLT0crGclY2XnJOKC+/5MJTUhKgpOTKk1gXtSTuu39mNoQoClRV5cyqEyFJIlvurrtimxWVOVRUTl/PMAwmJtI2qFdaz+W24nRaKC72U1zsn3W53Fw3jzw6+2SHx2vj/gemz+jXL0y799hsJh56aHZnK1EUWLSoiEVX0IYSBAG/3zGj7YssaSjO2Jd+ELfPwRO/fzeppIbJoiDJ0h2lwRVNJemcHOdCcARREBFgTk4dAKooU+rw8UL7cVRJxqNaGIlHeKHtGDWu7A9V0gHzwYlbii/Licdvp7N1iNGhyczA7XIEUcBmN9MRHkTTps9yhyfjqGZlKp1LuP6PUSM9kLmcSDiOospTAZB0zZVhXPy4TrebTGrEY4mZ7d1EriUqk53voXFjNW++dJSxkRB2p5lPf3UTS9dUzAjeXAuzRUXX9UxWxg0jkBbtMYz0wHTqGaVp+qwBh1gsmda0mMp5ikUSMJUp8lFxM8V6BAGEKzx4LDYVRZXYtH0J259aNSOafXkAzpfl4P4nlrNuaz2nj7Sz48Uj/ODvd2B3WqhfVoLFqqKoMhvuW8hjn1s3MzIuS2gpnQO7zvPeW2f58p/fz+rNC5AkkbHhEEf2NV+h/1c+Fooioygy4clrB4oEYQ733FUorsiiYXUFJw+2MT4Swuuz87t/vJX6ZSWz64FcYZuqOf2SjIRj035P37fJTLnMxfUvpopeJBqOo38gQpFKpkjEU5lrU0tpxKMJLPm358Drg7Se6eHEviY+8fWtN6U9LaVzcv8Fdv3yEGsfWMLdn2i86vKxSJyeliHKr+EFfzWaT3Ry/mgHj391yzWXPbmvmeH+cR747Lob2tY8c0eWJRaW5GBSZA6c7+TIhR4i8Y/2PflhCLjsNNYU0zk4xov7TpPjcVzVWWqujE5GONzcTUm2hzW6/rEHJ2KJJC19o5TmeLGarv5OTWk6TT3DHGvpZTIav2JwwjBgLBRhKBimLMeLcpNmSA0DuobG0jPIgVuj4aPpOk3dQ+T7XTitt0Z9JJHSONs1SPvAGJFY4qYFJyLxBMdbewlme0iktNsiOPHbhKYZHD/eye6dZ2f9uyRL3LWxhrVrq2b9+52Kpuu0nOpiuD/IvU+tpuNcH57AnVPWUWB38WhZHSOxCPXeHBBAmaP1pypKPFGyhG+d28N/OvQymqGjiCINvkIeLV6cyaa4Uebv1FuI2aLSuLGGn3xrF2//+hj3PbEiU9KQSuloKQ1FkahZVMju107ScWEQf5YTQRSIx5IcP9BKcUUW3oCD7vaROW37zNFOFixJp4JFIwmaTvWQlevC7bOhKBImi8rEeITgaBiP346W0um4MMDI0OSMthRFJjWlF2AYxkd6g8Yicfa/fZaNDyzi4c+suaoQz7Uor83jrZePcWx/C7lTJTCGYaQ1FKZUlK9nXyRJxGpTiceSDPYFySnwYBjQ0z5Mf/cYFbX505ZvOtXNunvqcLqtJBMpzp/qRlEk8kvufM/23AIvgVw35453sfnBxZnSCF3TicWSmSBJKqmRTKQHvW6vjTVbavH47PzPP/8ZHRcGqFtaTHa+h+x8D00nu5kMRjKlChfbUkSBZCLFYN84FpuJBYuLMjoMaWeYuWei+LKdZOd7OLK3mca7qjOZC7pmkNK066p1nCvjI2EO7Wnisc+t5a77Fk1Trp4L2XkesnJdafec0TAujxXDgO72Ybrbhrn74bSTi8WqIkki/d2j1DYUIYoQHIvQer5vRpnP8MAEna2DVNTkYZAuz+ntHGXzg0s+7G5fFV3TmQxGkGWJ0EQE1aTg9jnQdZ3gSIhkIoXNacHmsIAAk+MRoqEYum6gqBIun4NkPImiyixcXZm5j3XdIDQeJhKKY7aqOD02NE0nPBFF13SSiRR2lxWrw0wynmJyPEwqqWG2qjjcNhRVZs39ixnpHyeV0q7Yf8MwiEUSnD3Uxp6Xj/LE79+DxW7C7XcQC8fRNJ14LEkqkcKT5ZzKoAsTjyZRTTIunx1REolMxjBbTNQ3lmf2YWJsSjsoHEeSRVw+B5IsMjkeweWzE8j3ZJYNjoQQRIFoKIZqUnB6bZl2wxPRjFK6y2fPiMLOMzdUWWJldREN5fkIwJELPbe6S1clx+Nge2Mt/WOTvHtqdgvRD0NlXoD/8bn7yPU6UW9BmvP57iH+7a3D/OEj67FeY8BvUmWeumsJD6yoIc97ZbtUTdfZe6adE629fOPhdTctOBFLJvn5uyfI8Th4evPsM8AfNQNjIb73xkG+sHU5dcVXd174qLCqKl/YuoJoPInfeW37yOvF67DyF5/YhNWkYjPNP99uNpIksHJlOYsWFs6+wFTJ7W8bA50jtJ/tZXRwElmWeO+NE5TXFyCqd0b2hCgI5NucJHWNI8M96IaBXVFZ4s+77jYEQaDE7uUvFt1DV3iMSK4EzaUAACAASURBVCqBXTFRbPdil2d3T5kL88GJW8z6rfU0nerhV8/up7N1iPplJZhMMqPDkwiiyLYnV1C/rIS6pcU89y+7GR8JYXOYaTrVzdljnTz62TX4c1xz2qYki7y38yxWuwl/tpNzJ7ppPd/HI59Zg8efrjerXVzEL/9tL798Zi8LFhcxNhrinddPYrHMfMBn5bpwOC3s+OURYuG0o4E34KB6KvUqOBpmZHCCyYkowdEwiUSKptM9eHx2vAEH3sD1WX9exABOH+nA5jCjKDIms0xOgZeSyuxp+gfXon5ZCXUNxbz07HvEoglKKrNJJjR6O0eoX1bCgiWFaJrOQM8Y4ckYHc0DJBJJutuGOX+yG4tNJTvPg2qSqV5YyM6Xj/PT7+5mxfoq4rEE77x+akY2h6JKnD/Rzcs/eZ+ymlx6O0d4941TLF9XNSe9CV3TGRoIMjEWobN1iHg0SX/PGOdOdGG2qGlxUPXj/zC02k088ORKfvD3b/Dst3aybE0lgigwPhJioHech59ejTfgoKdjmJ2vniAr143HZ0fTNI6+14KqyuQWpYM0qknmgU+s4Lv/63V+/E9vs3x9FZIkEhwN09c9yvanGvH4HeSX+IiE4+x85TjVCwsY6hvnvZ3nZmQaXQ85+R423L+QXz+7nx/+45ssWlGKrEgMDwSx2sys3zp72uOH4aJK9JF9F0jGU0iKhNmsUFDqp6A0cN22pHanmS0PNfDsP+/k2X9+m0Ury0jEkux67QQur421Uymbvmwn5QtyefVnBxBEAbNF4dThdoYHJj4Q7BMIjob59bPvs2xtBYYBO148gjfgYMmquaUAzpVIKMZP/vdrZBV4Ge0PEijwcv/Ta2k+0cmel49iGAZmq4ntX9iAIAq8/K/vomsa5490UFSdwye+cS+D3aO8+swe7C4LtcvLAOhtG+SNZ/cRjyVRFIlNj69EViSe+Ztfk1+WRWgiSiDPw6Nf2cxA5wi7XzpMNBRDEAW2f2EDeaVZ1+j5JXrbBtn5i4O0nenhlWfepXRBPhsfXc6BN0/RfKITi81EKBjloS9uxGxR+c1P3yM4EiIRT7L58ZXULC2h7WwPr/1oL/4cNzVL064zL37nbcKTMURRIBqOs+mxFdStLOPckTbefO59apaVUlaXfvb++O9eQTEppJIaiViSbZ9bT3ahj9d/vJfJ8TAd53qxuax85pvbyLtKqvBsGIZBMBbjaE8fLrOZBdkBLMr0D9F4KoUqXVlT6fK2RiIRkppOrvPK74PklNaQfIMK6YOhEGcHhrAoCguyAjjM02do46kUiiQxGY8zEYtT6J7bu3UesJgUFpdd/0fuzcQw4HhrH8MTETT92s9/URAoCLgpuMZyiWSKoxd6iCaSs5a/3WhfRycjHG/rw227fpexm4lhwJnOAXpHgqRu4H15sxBFgZLsm691JokiC4qyb3q786S5qPf12xiAuBqppIbdbSU8GSccjIJxxYTW25aOyXF+eO4IOVYHiigSsNjmFJwwDIOEruFUzSwy5WMYBn3RCSaTcaySijQfnLiz8QYcfPFP7uWdN05y6N1mXvjhHgQEXB4rjXfVIEoi/mwnX/zje3n9F4d45WcHSCU1PD47T/3eRlZvrkWWJcxWBY/fjigKGAa4vfa0c4GQFo1x+eyZGVlJEtn0wCJOHm6nr3MUWZZ4+DOr2fJQQyaNfPP2xcRiCd7fdY4j77WQnedm84OLOXGwDZt9eupfbpGPL/zxVt544TA//ue3MVtV1t+7MBOcOHaglbdeOko4FCM4GsYwDH7yrZ2oZoUN9y3kgSdXoJgk/DnOGTPTFpsJj8+OJEvouk5v5whmi0pv1whvvXQUBIFELEkypfHIZ9ZwzyMN123tY7Ob+J2vb2HnK8c5vPcC775xCkkS8WY5WLyyDBAIT0b55TP76GwdJBqOIysS+94+y/GDbWTluvjUlzdSWBZg6ZoKnvjCena+cpzmUz14/HZWbaohr9CLapIRRCHtWlKdy7qtdZw/1c1Pv7sLXTNYf2892z7ZOCenkUQ8xY5fHuHkoXZi0QSCIHDqUDsdzQO4vDYe//x6KmvzsNnNM9LNBFHA6bZed2bI5TjcVhSTcsUyEVEUWbWpBotN5e2Xj/PT7+5KO1vYzSxZVZYpD7DYTETDcV5//hCJRBJJEgnkuvnMH2yhrqE4068V66sxmRXefvk4P/uXdzAMA6vNxKIVpZjMKrIs0bhxASMDExze28zBd5vwZzm5++EGvAHHpVIG0kE5X5YT81XcaGRF4t7HluH22HjnjZM89y+7wUgP/O95ZGlGV8Lts2F3Tv+gVBQJj89xReed2dC09DVtd1poPd9Hf/cYhmEQjyWRZYknfnc96+5JBxWsNhMev+OK6tiCINB4VzWKIrHjxSM8951diJJIVX0B9z+5nLxiX7rOMsvJF//kPn717H6e//672OxmapcW8/DTqzm0p3nKdz39si2ryaWkMovXnj/IxFiEgtIAn/rKXeR9xKK5hmEwOhBkwfJS7v/MuikRXJ3dLx6mdkUZJQvyePE7Ozm+twm7y4qW1Hj6mw/w8g/ewWwz4ct24ct2EZmMcfCt00A6ALT7pcPkFPnZ9PgKjr5zjrd+/j5rty1hdCDIp/7wPrIKvHznvzzPUPcogXwPm59YiaHrvPajvbSc6ib3OgfwgiBQXl/I5idW8t5rJ/jS//0ogiigpTQikzEikzEe/cpmzDYTZouKpums3bYEWZHY+8oxjuw+y4LlpdQ3VhAKRjm1/0Km7WgohsVq4smv38PBt05zeNcZapaWsGJzHRMjYYamxMIAwhNRKhYGuOdTq9jx0/2cfv8CyUSKoZ5RPvWH93FsTxP9HcNzDkxcRBQEDnf3sigvh5SuE4zG0iJZikwsleJAZzeriguxKgqRZBIBMMkyKV0noWmYZRlZFAnFE5zuHySaTOK2mDHJMpFEEpMsEU4kEQWQRYnjvX14rRZKvV6SupZpQxJEoql0+5IoIokiJkkinEhgN126HzvGgpwZGCLX6WAwFGJLZXlmW7phcKCriwVZWQSjMU4PDmJTVayKAgJEk0kUUUIWBWKpFAZgU1VU6fqDwLpuMDA+ye6TrZztHEDTdIqzvWxaXE5JtndaCYRhGMQSKU539LPvbAf9Y5NgQMBtY1VNMcsqC1BlKR0kCsd4/1wnJ9v7GJ4II0sSpTleNi4qpzTbO0Pg7qNgz6k2dhxtIpZIkdJ0HmysZX196YyyjtcPnedc1yCf3tTA28cvcLq9HwOoyvdzd0MVud5L7yvDMBiZiPDu6TZOtfcTisaxW0wUZblZX1dKWW46kB1LJHnr2IX0sTrTwXgoyt8+vxvbVDZQdUGAz9+zPPNtMBaK8Nzu43QMjpFK6XidVr66bTUe+/Rn+nAwzI6jzZzrGmDfmXZkSeK//ug3mcyJexoq2dKQzszqG53gH158l3uXVbNhYRnS1LZC0TjPvHUYq0nhyfWLsZgU2gfGePNIE+e6B2nuGSIaT9LUc0mQ7kv3raQiz585DvFkivPdQ+w+0ULf6CRWk8KyygLW1pXgsMx9ljKR0th/toPDzd0cau6ic2icf3p5XyZIku1x8PXta1Cnvkkmo3Ge3XmUkmwPC0tyefdUK6c7B9B1g7riHLY3LsBuMaV1bxJJjlzo4ciFHvpGJxCAXK+TDQvLqS3KmpZ1Mjge4rndx+gdmSCpaeR6nfzeA6uwf6CsY3A8xP/51V4eXVtPPKnxzslWRicj+J1W1teXsbQif1q7Td1DPL/nBBOROElNY1lFAY+vWzijrONkWx+/2HeK39myjLNdgxxu7iYST1AUcHN3QyVlub7MeQQYD0XZe6ad4629hKJxEikN3QBFFinJ9vLUxiW3LNA0z8dHIN+DKIq0ne3hmb99heUbF9xRmhMAoWSCWm82n6hYiCLOfSIzoWv8tPUw5c4Aa7JK2TvQyo9aDpLUNb5cvYZVgZIPlT0xH5y4xQiCgC/LyYOfbGTL9gaSibQgpSSLmC1qemArCOQWefn0723i0c+umUpdljOCmgArN1SzcHlpJg39D/5qO6pJRpJElq2rpH5ZCTaHmfamflJJjdqGYjZvbyARTyJKIja7edpMu9tn54nPr+eBJ1dktmexqZlgyOWoJpn19y5k2ZpKUikNQRSmZVisWF9F/dLiK4hDpl9ClbX5/O0zX8HpmV7zueXBxay7uxa708LI4CQ/+fZu8oq8U/uXHuhGw3Ge+T9v8tavjrL5wcXXnVolCAL+HBePfHYN9z62PN13IS0karGbEASwOy185vc3z5rCLUkidlf6RWQyK9z3xAo23LcQTdORZQmr3ZSxoFRNMgUlfv74fzyG1WZizZZaYtEkCOlB51z1JlSzwkNPr+a+J2aKCImiiN1pRpJFHvjECrY81JA5zpDe3hf+aCuCwLTB+/Xw+T+8B0M3sDmuPAA3mRWWr62kdklRev8xkCUJk0XJ7Kc/28nnvnE38VgKTdcRSF9HFptp2vWlmmSWrq6gZnERiVgybecpS5gva8vlsfL459dz/ydWomt65t5oWFWOKIqZiHZ2voe//u7nsdnNV/1Yt9pMbLh/ISvWV5FIpsBI15VbbCqyIiHJEn/03x7LDOIvUlga4M//5knMlus/l72dI/z8+++ypLGcrY8uRVZkwCAUjPKt//kKu189wdq7axEEgS0PN7Du3nqc7iuLtimqzIoN1dQtLSaRSGUcYSxWNfOikGSJ+uUllNXkpu9/UcBiNSGIAuu21mN3mkkm0tetyazw4Kca2fzgEjRNx2RWsNpNH4u3t6LKlNUVZoI9E2MhWs90EwnFOHOwFU3TUE0KvhwXoWCEg2+dZnwkRMMHyqgukoilGO4dY/HaKiw2E3mlAd57/TixcJycIj9ZBd50eYNFJRKOMX6qi6PvnANBoLOpn4orpa7OEQMorMzBHXBmnt+9bUO886vD6LpBT+sgvpwrp6PLqkxpbT5Whxlvtouzh1qv6LpjsqiU1uVjc1rwZDnp7xzG5rSg6wZH3jlHf8cwBeXXnw1yOYIg4DSbKXA5KfG4GZgM8fr5ZpwmE36bDYdJ5Z3WdsyyTKHbxctnz1Pp91HsdtM0PEI0mcRlMeO3WjnVP0AkkUSVJfa0dbC6uIhfnT5LZcBP09AwWXYb+S4nu1rbyHU4EAWR0wPpYIbHYsFns3Kku5dSrxuH2UQkkaSxqIA3zl/g8UWXsp1kUaDI4ybPaWdvWye7WtpoLCpkV0sbWXYbu1ramYwnyLHbuTA8QjSRxG+zYVZk+iYmMcsyVlWhdWQUm6pSl5PNisLZr7fZ6Bgc43//8h36RicoCniQRIHdJ1vYd7adr21bzYqqwsx9Gk0keWHPSX7+7gnsZpWAyw4C9LVOYDWpLKtIb9cw4FBzN//29hFcNjMOi0owHOX5d09w8HwXf/XUFgo+Bj0Dr9NKaY6P9oFR3jh8nsVlebO+89v6R3jt0Dn6xiYYD0Xx2K0Ew1H+7VwnF3pH+NPHN+CaGuCFYwm+89p+Dpzvojjbg0WVGQqGONc1iN1sygQnNN1gIhJHFkVEUUCSRNx2C86p957DaobLdJIUWaIoy0NK09l3tp2mniE+f8+KGX1NpFJMRuOYFBkDMCkyXocVdSrDzHJZqUA4lmD3iVYWFGVP2+9kSuPohR6cVhOPrK7HoipE4wmi8SRmRUHXDawmBZ/z0nNduSzgpek6u4638IMdB7GaVLLcNgbGQ3z71f2c6x7ii/eumLNWhK4bTERiGIAsSYiCgMtqzvTBbZsuupxIahxv7aW9f5T3z3XSMxLEalKJJZKc7x7k4dW1mWU7Bsb455ffw2Ex4bKZSaQ03jp2gT2n2/kPn9jE0opL94tJkTPCsbtPttI9HOQLW2eeh0g8we6TLYRiCcZCEbwOKwIC753t4L2zHfzZkxtZWV2UqXO3W0yU5njpHZng1YNnsaoKml4/o92hYIgdR5qIxBMMjYfwO+0kUilefv8sB8538V8/u5WiLE/mPD678yg7jjaxpCyPHK+TU+39HGvtZc2CYkqzvZjk+SHVvwccLitbnlzJknVVKKqML9d9x+hNXMSuqJwc7kMEXCYzLtXM2tyS614/qWscGemizOFnLBHhhfZjLPbmoxk6O3rOscJfhCzcePb2/J10m6Co8lVLEgRBwGxVrzjra7ao0ywRXR7bjL9ddBEwSKfROVwWYPYoryAI6cHkBwZaintmHy8O6F3e2WsFrTbTNe05FVXGnz2z5tNiM2UGJ6ODE3S1DrHhvvqM/oBhGJhMMnaHmZ72YfbsOM3JQ+1X3ZYki6zcUMWK9dUIgoBqUjKBjhnLSgLu63ABSbcjo5qmL3v5OZUVKXNe0gPo6R8UockYv3xmL2PDoatuy+21cd/jy8nKu/YHp9VuxvqB7otTmRO6pnPmaAdvv3x89pUvY9GKEtZtrcdxDXeCzDYkcUZmwfQ+iLP27YptOczgmP0D7ErX6ge3L8sSvsCV64ovb0+WJRxXCAIIAlOOINORFQmPz048nuSVnx2g5WzfVbdjtihYrCqjg5PULCrI6HMYhpHOhrKo04Ji13MfXbQPvdZ5kiRx1vv/YsDnYpAUuOr98VEiCMK0sihJksgtDrDtc+soX1iIntKRFYloOO1mMdg9St2KMioXF82qfSMrElaHheBICF3TiUzGkGUJeUoIWBQvCZzqmsHulw6zZF01DRtqeO4f37ihfZAkEV3X0TQNkcv2RZYyQTPDMNj76rF0mcrv3sWbP3uf3rah9IN6lu8dQUg/P9KCrBd/nT3XPO3aJE+5NqV/c/vsyIrEQNcIRdW51K8svylaQZquk2W3sbWqkl+cPM3Sgip6ghOsLS3ODOzvqaqgezyIYRhsW1DFs0dPMBwKszQ/j2Aslgk4pHSdsWiM5qFhVhcXUur1EE9p1GVnsSA7C2XK2nbbgiqeP3EazdDJczm4u6qChKbx6zPnONLTR7lveoZPQtM41NVNXU4W2xZUcaJvgHODQ/isFmqy/HSNB1lfWsxIOEK5z8vWqkq+9/4hcp0O7q4sZ297B93BIBV+H6VeL8d6eq87OKHpOj/ddYzWvhH+9PG7WFNbgiSKXOgd5n89v4sfvnmIkmwvWW47umFwrKWXf91xiMbqIn733hUU+NMlJiMTERRZysxqi6LA0op88n0ucr0OnDYz0XiSH719hOd2H+NoSy/5ftdH/vFcW5RNbVE2Td1D7LmGlsXIRBhN0/nLT26hMMvNeCjKd197n7eONXO+e4iV1WmF/aFgmHdPtbF1WRVfuq8Ru1klEk/SMxJMB2umsJlVntqY1sEZD0dp6RvlS/etvGKpgN1s4oEVNSRSGvFkindOts66XJ7PxVfub2Q8HOVc1yD5fhffeHgdLtuNC0eKokBdcQ51xTmc7Rxg39l2NtSX8cX7Vs5Y1jAM2gfG+Le3D5Pnc/Enj20gz+skFI3z3LvH+dFbh1lYksPdDZVz6oNZlXmwMR1Q+O5r7zMejvL05qXXLMc5dKGbB1bU8J/vvQe/y0YskSIST2CdCtIIgkBxtof/+MnNZHsc+BxWkprGm0eb+ceX9rDrRAsN5XmZa9FlM/PQqjriyRTDE2HOd1/dzvBMRz9/+sRdrK8rRRJF3j/fyX/78Q52n2hlYUluJlMmz+fkqY0NTEbiHGrqumqbsUSSnuEgf/GJzdQUBkimdF587xR/98I7HG7uzgQnOofG2XmihZVVRfzRY+uxqAotfSP8h++9Qp7Pxfr6Uiy34D05z8fPQPcofR1DNKyvAWDvq8dZtbX+jrESBXCbLKzILiSl60wmEnMOJFy0EnWpFlonhhmNR3ioaCGD0Ul+0Lx/hrj6XJkPTsxzx+BwW/H47ex76wxefzp9PplIce54F4f3NrNlewP5xb5rKo+LokjgKjOTtwpFkaiszZ/htvBBrFbTVUsTrhtBwON3UL9sdruky8kt9H1o9d1/L0iiSFFZFpZrnCNFSWc2HXiniXdeP4ksp4VoY5EEJw610d48wCOfXXPHReQ/KkwWlUVrKnn310fp7xghFk2wfFMtEyMhNE2nq7mf7pYB+jqG2PJEI4PdozSf6GSwe4Tje5sors5l+aZaDrx5ilgkTse5Phavq85kP12OIILb76CruZ9ELEnH+T5KavKJhGJcONFF14UBzBaVs4faKKvLxzSLFg+AN9tFPJJg90uHKazIobx+9up2T5aLjnM9HNhxinOH23B6bCQTKTqa+mg52cVA5zAn9jVRXDP74CEeTdLR1E/b2R4mRkOcev8CZbWzb2t8eJJ4NEk0NMrY4ASd5/t46IsbcXrmJkRnGAahRILeiUkC40ECNhtmWUGaKi00yzKT8QTto2PpMoupEg6HyURS0zg9kC6bcJvNdIyPE0umsKsqo5EopwcGSOkaDpOJttExdMMgx2FHFETaR8eo8PkybVgUBbMsoxkGoiCgShJlXg8Hunp4rL52Wp9lUWJBdhZbqyqxm1SSus7e9k5WFaVLT5KaTvvoOIokZvZFkSXMisz5oWESmo7TlC47kQRhTh9gA2Mhjrb00FBRQGN1USbFvKogwF0Ly3h251Gae4cJuGwkUxr7z3ViGAaf2riYirxLFnz5/pk6GF6HdZrThM2ssqKqgBf2nCAYufr75FZgt5i4Z2kVRVnpGUeP3cKS8jx2Hr9A/+gl0W2rWcHrsNLcM8zp9n4WFGXjtJqoyr+xMqQ7DcOAMx0D9I1O8tkty8j3pQPYDquJNQuK+cWekxw43znn4MSNYjerPLqmPnMNmhR5RqDGalKpL7kkrGkSZRaX5eKxWxidjKSt7m/wlba4LI9V1cWY1XQQoK44hzyfi4GxSRLJVCY4MRcUWWJtbQm1RdnprBtRZElZHi6bid6RS/bb46EoKU0j3+/EMrV9r8OK32ljKBgipV1ZIPlOIZQaJ6aF8ao5iB9i1vujxDAMBmLteNQcTNLMd/dkcpSEHsOj5iDO0YHieghPRtPv5VPd5BT50VIaZw62sPLuOm7PIzadYCJGStfwm608WnYpq7ArND6ndiRBxC6bODbSTUdolAZfAQGznc7Q2IcOTMB8cOLfFwJIioTNYb7j6qMgnZb/6a9u5NWfHeTbf/Nquv4fcHltbH9qFZu3L8HptlJ1hQHA7Y7JrLBqU83Htj1RFMgv9pFffOe7hNxOyIrEwuUl17VsKqWhaRq/+eUR/vn/eQVBFBAFAU/AzhO/u571W2emon48pMtBbqbF4FwwW1S2PrUal/fS7KisSKzf3kAgz8Nw3xgurw1JEtn10iHuemQZyzYuoK99mF9+dycjA0FCwQjeLCeN9yxkfHiSvJIAi9ZUYrGb6L4wyLJNtSxYXkoskmDrU6sxT2WlbHmikdziAPc9vZazh1qRFZmn//QBHG4bWkonHIxQs7QEEJgYDRGLJNIOP5chCKCaVXKKfGz7/AZ6WgbQUhqCKLJwVQW6filTQRAE1m1bgstnIxqK89AXN6Kn9PTgfzxCIN+DP9fN+HCI/ESKtdsacPvTopH5ZVnc9chyJEVicjRMUVUuGEY6YJPS2Pz4yoyeRPWSYvJK/Jzcf4Hy+gLu+eQqouE4P/2H1+ltG8TpKZ3zeUppOgtzs3GYTATsNlxTehHrSotwms0sL8wjlkqR53SyujhdFuO1WVlWkMdAKMzG8lJsqkrT0DCyKJJltzEUDmMYsKmijEKXi6ahYULxBKJTpCE/l67xIE6zKdPGutJiTJJEQk+fA8MwMMsyXosZt8VM8rJBQ6HbScBuw2k2oRsGDpMJASjyuLAoCo1FBYQScfw2G26LBZMss7WqApfZTPvYGA15uTjMKgICNlVhRdH1v2sGxiaJxBPk+5zTygFEIS0GGEumGBwPYRjpLIuOwTHy/S6y3FcXjDYMg2RKo6VvhNMdAwwGQ8TiSQaDYcKxBLquXykJ55ZhM6kU+t3T7gGzqiBL4rTz5XNY+fL9jXz/jQP89U/fojLfT2N1MRsWlpLttn8s5WW3kqSm0TMSJByL8/qh8xw4fykLYDISIxpPprVIPibyfM6raioYhoGm6/SMTHC8tZfe0QmisSQT0TjDwTBlOT6umBJ2HRRluTMlNQCSKGA1KSQ1jRuV85QlkeIsT6bUUxAuBiQVEpddi1luO1aTwvnuIYaDYWxmlY6BUfpGJ6gtrkS9DUo6+qNtnJnYR1SbxCRaqXOtJddy/eLVPZFmeqLnWRd4AvU2DU4AvDfyEmv9j5ElFc34W2fkDMPxHtb4H0EUbo4l7eUEh0OcPdRGy6nudKmxblBWVzC77fttyNnRQZrGh7krf/r7/sdNx/jLZZuuux2TKLMpr5Lvn99PlsXO0+XLUUWJ7vAY2RbnvJXoPHNj0fJS/v7Zr5KVe/tlDlwLSRJZ3FhOeU0ekSk7PlFMD6IcLguycm1V+HnmuZ2QZYnVW2qpX1ZKNBJH1w0kSUxbVzotN2wr+mExmRW+9M37b8m2ARSTwqI1M73RzVYTS9ZXZ/4/lUzh9jvobOpHUWW6pgRhfTluSq6QZVCztDTjfAHpspXLt1W/qiLz34GHls1Yf80Dl2xUtZTG/jdOcur95hn9XL99KWV1BdQsLZkKZqQprJxp12dzWli1ddGM3xs2zAxWXq5H4c124c1Oz2KuvGdmIKtu5aUP09ySAFmaj8GecZqPd3DyvQuMDgYRBIFAnmfGutdCEAQ8Vgv3VFXM+Ft1Vjog0pB/6Rx4relBjQCU+32U+y8FRVcVX9LzKPJMfzc1XvY3q6qQ70qXZvls1mltXKRvYpLm4REaiwpJajotI5dstrPsdgqm1g9GYxzq7mFJXi5WRUEQBKqz/DPaq5nal9lcRJzm60/vT4f5BIRZBmaCIIDBVDAwvaSu60jibEtPJ5pI8fN3jvPqwXP4nFZyvA4cFhPmqdKf2xFRFFCu49kmh0lbYQAAIABJREFUiRLr6kqozPNzoKmLd0628tw7x3j90Dn+r4fX0VBx/XoftwoDSF2Hc8is6xppfQjDSItSfnBGckl5HjWFN6YZcyMo1+G88+bRZv51xyEcFhO5PidumxmzIt8UUVZVlm96kE1AuC5L+jyfk20ra3l25xH+8l9fw+e00jc6QXGWh3uXVWP+CGzG54pHzabEVs/+kV/T6HsQr5pLXIswkRwhZSRJ6FE8ag4O2XvF85jUE/RFWxAQ8ZlysUouUkaC4XgPCT2GWwngUHyEUmMY6DhlPykjyViiH6+ai04qs6xVcuIz5SEiMZ4cZCI5jFmy4VPzkcXZS2DiWoTRRF9mfa8pFxGJUGqcsUQ/JsmCblw9SyWpx+mNXkAUJLxqLlbJSdKIMxzvIanH8ahZU8dAJJKaYCTRh2YkcSp+PEoWwlUyLrIKvKzf3kBZXT71jRVp7TaH5Yoi8bcbMS3FG11NNAeHp/3eF55bkFMUBDbmVFLvzkWVZHymdOblhpwK1uWUI33IrJVbfzfN87EhCAIWm4mCObgJ3G5IkojLa7uivsU889xpyLKEx2/Hw3UIcHxMiKIwqwbM7YasyNzziVWc2NdEb/sQ/lw36x9aekW9kJuNJEus3baEtduWXHvh2wBJElm2sQaTWWGgewSrw8xDX9x4VQHOO40Ct4uCyyxAF+flzrqcx2phe+3Hl6kWcNkwKRKDwRCJVCpT1mEYBn2jEyiylBb6EwREQSTL7aC5d5jJaJxsz5WzJzoGRvnxziOsqS3h9x9cQ5bbjmHAkQvd7D3d/jHt3Y1w7Y95QUgLNub7XTzqd3H/8mr2nWnnH17aw7O7jrKkPH+WEoGPbpCQjg1cQd+F9HMznkxNsxuNJVKMTUbx2mfJOLjoSnKFNhVZJOC247CY+PJ9jaysLrzpASdBYCow9uHbmozG+dFbR7CZVf7ik5spy/ECAt3D4xxt6fnQ7X9UsbbraVYSReqKs/E5bNQUBsjzudiypJKFJTlXvT8/TkySFY+ag1Vy4FNzMUlWeiJNvNb3L5TaF6IbGpqRYnPW06izlEQAdEfPo4gqCT2GKppZH3iSsxP76YycwSa5iGiTrPY9RGv4GCkjxQrv/YRSY+wZfoHNWZ+mM3KO3ugFbLILq+TAqfgJp8Y4PPYbLJKDUGqcQms1tc41s5aOTKZGaQkdRzc0xpMDLPVsxavm8N7Ii2CAIpqYTI1e9Th0Rc4hCTIxPYRFcrLG/whngvvoiTZjkezEtDBr/I9glR28N/ISKT2JRXbgVwtwK1lXvR5kRaKkOhdvlpNQMIKmGUTDcXKL/LdXetoV8Jos/F5dIxvyLk3QGIbBM+ePzK0hQUAVJbIsDnTDIDmVuegxWW/KYZgPTswzzzzzzHPH4vDYWLut4VZ3447BYjOzYkvdtRec56aS63WyqCyPoy09nGzrY3FZHpIo0Ds6wbunWikIuCjP9U2llYusrC5kx5Emfr3/DE9vXpqxuQzHEqR0HY/dgiSKhGIJYokU+T4XTqsZwzCYjMR572wHoVj8Fu/1h2MyEicUi+O2WTCrMqoiU57rJ8tlJ3gFbSa7RWVyqoygKOBBEMhkpN0ooiBgt5gYHA8xEYlPHed0UOGi1aSqyPidNs52DjIWiuJ32YgnUrx7qpWRiTDluTPFORVJxGpS6B2ZIJZIYVIk9ClxWnHq37qibHxOK68dOkdRlhu/Mz0xE0ukGAtF8DltN6S1cBGbSSWpafSOTrCwNAdRENB1Y5pA8PUSTSQJxRMUBi71M5pIcLi5m/6xyamyjjuX3xxpwmpWeGpjAzkex22bmfRBFNHEEvcW7IqHl3v+iYnUCH5p9pI0lxJgufc+DODN/h8ynhikJXSUVb6H8Jvy2T/ya1rDJ2Yt+dQNnVBqDKvkoMbRiEPxoopmjkwexMCgwFLNYLyDcxP7KbMtxirPnABxyD4q7A3E9SjhiXGG4p0Y6ES1STZlPQ0Y9MZarrq/bjWL5d77SRpxdg0+y1iin7bwCdb4H8WjZrNv+EXawidxKj5iWphNWZ9GlSwYhnFdOhUj/UFe+PbbKKqMrIh4Ak4e/Nx6pBuw5Py4qfYEZtWEuFx/4nowDIPmiSF+0nKIrvA4mnEpO6zA5ua/NNyPMu/WMc8888wzzzzzzPPx0jk4RnPPMMFIjGOtvSRTGm8da+ZC3whum5n6krQYoCyJPHXXkow7x4rqIlRZ4lR7P32jE3ztwTUZoUFJFGmsLuL+FTW8tP8057uHKJsa3A6OhygMuPnSfY3YzCr5PifF2R5ePXiWWCKJxaTQ2j9KaMoC83JiiSQn2/oZCoYYGA8xForSPjDKS/tPYzerFGV5qMoPIM9xID8ZiXOivY+xyQidg2lx0+NtvdjMKg6rifJcH+W5cx+YHm3t4ae7jpHjceBz2tANnZbeEZp6hvjqttWzzqQvqyzg9UPn+far+1lUlouIQL7fxSNr0mVPumHQ1j/Khd5hQtE4Td1DTEbjvHbwLNkeBx67hUWludgtlzJMzYrM8qoCvvf6Af7xpT2U5XhJaTorq4torEnXvXsdVjYsLOPF907zNz97m9IcH6OTEZp7h/G7Zs/09DttLCrNY/fJVmRJxGO3kEhpPLZ2IYWBtCZHVUGAJ9Yt4gc7DtE9HKQyz48gCIyFInQMjPGnj9/Fssob19laWJaLslvihzsO0dQ9hCpLOK0mntrYgCTNbfDttVupyk+X4HzrlffIctvpHg4yMD6J3axOO1+anj6Xrf0jTEbjtPWPMR6K8vKBs/imhCYXlebO2QEjlkhxuqOfgbFJxkLR9DU+OMav3z+D02KiMOCmpjBrzte4YRhYVIW2/lG+/ep+fFNZTnazysLSXBaW5qLepm4NLsWPVXJgEi1IgkxST1xxWbeShVm0oaMjCCLh1DiakcKtZiMLKk7Fx3hiEIt0eaangWHoyKJKrXMNx8d3sm/4lxTZ6qhzrWEiOcxkcoyOyGkAKuzLkISZw0/DMGgJHaUzchaX4ieUHEMzFZLQoiiCCZNoRRXNmMWrZ0Z61GzMkhVRFwGBcCqIbui4lACKYMKp+AinxhEQsMsezJItncVxnZd7cDREdqGXR7648Y7T7zNJszsuOtW5ORDFtRTPNB8gmIyyNb8G9bJ2XYp5XnNinnl+2xkLRxmcCJHvcWI337klOb9NRBNJuseCZDvtOMymO2YG5XZlJBRhOBSmwOPCZroJTjQ3QDKl0TUaJJJMAqBKEiV+z237wTnP7cH57iFefv8MkXiSREqjIs/H4Qs9nGjrx+ewEnDZM1kP5Xk+/vvv3MtrB89xvLWPlK5Tku3hKw80srAkd9oHnctm5mvbVrOoNJc9p9s42zmIKArkep0sKc/LXJfZbgf/8ZObeem905zq6EeRJBaV5nJ3QyU/2XUMn9OW+eYOx5K8eayZ9oFRUppOwGXDAF4/dB5ZFFi9oITSbO+cB26joQhvHD5P/+gkKU2jOMvDcDDM64fOoSoyW5dWZoITAZedijw/pg/U6DssJiry/LgvK3+ozPOzpCyPk+39tPaPICCQ53Pyl5/awtrakln7srqmmG8+cRc7jjRzuKkbq1nF67w0mDEMg5Ntfbx+6DwpXSeRTJHrdbLndDuyJJLrdVCU5ZkWnFBkiYdX16ftK8918v65Ltx2y7SggNWk8Lm7l+N1WDlwvoujLT2UZHv4+va1nOkcYDwcnZG94bSZ+f0HV/PCXjun2voxIGMlexFZEnlwVS3F2d500Kt3GN0wCLhsPLSqLhO0ulGq8wP82ZMbefn9Mxxr7UWVJRrK86YVmsiSSFHAjSJLSFeprZclka9vX8ev9p/mTMcAbf2jVOX7+cZD69h1omXabHtK0znS0sOu4y2kdB0DA7/Lxu4TLciiSGHATWmOF4tJQZVlqgoC+J22ae9aSRQpyvIgCiBPZbBE4gl2n2jhfM8QKU3PBIZ2HGlCEtMZSRV5PmRJxGExU10QwGGdPjAzKTIV+X6y3ekBuGEYDIyFSKY07BYT57oGp3RiDBIpjV/tP8Nn717GI6vrbum3wEXNmov/XEQQxOuuiREvLju1ulmyoQgqo/FeAuZCxhOD2GUPoiAxmRwhpScZTfRPBTwMLJKdRt+DDMQ6ODD6CiW2etxKFnbZw0rftkw/VXG2wbBBW/gkJbY6ymyLmUimdRFMkpWEHiemh4jrEeJ65Kr7IDD9PjNLNmRBZizRj0/NJZgYSmtvKF56ok1EtRAm0YqOjiKo1zyHNoeFkf4gR949h8tjR7UoFFXk3DG6EzeDlKExlgjzucpGVvqLb3652a1SY/8AN6UTgxMhTnT30z0aJKnpuCwmKnP81OZlYZpS0k1pOi1DIxzv+v/Ze+84ua767v99bpnedne2V6206r1ZzZZkG3cb23RDCE4IpEBCSfKEB/IjAZ4ESJ4kBAIJJTwETDW4AO5NsmT1ZkmrLu1qe58+d+aW8/tjRiOtVbwrCTsO/uDXyy/Wd86ce+45Z+73cz7fz7ePZDZHmd/LwqY6pkTLSoObzZs8d+gEp0cLpVV0VaXM72V2bRUzaisvyggZpsULR07SO5bg1nnTqY2Mlywd6R9i09GOcQ7Ar8Q1rY0saKwtSQWhEJw+eaCwsd6+YCY+13gmOZ3L88zB4/TGC2WPVKEQ8rppq44yp74aT/H0xJGSw72DbDhaqEGuCEHA7aY5GmFBYy0B98UXZXvvIFuOn2ZOfRVLWxom/fJyLg73DbH5eCd5y0IgcGkqteEgC5pqqQ2/caRyrxV+tmM/X33mJb74jltYNe3Vy35OBJlcnmfaj9MTK8wZl6pSHvAxu66KturoG75sqJSS06Nx9p7uZTiZRhEKEZ+HKZVlTK+J4i0a4F0uth4/zf968An+5PoV3LtkDpr6ZgB7Jfj+S7v5zxd38Q/vupWlLa9PtZ3hZJp/eOJF9p7uZSSVIeLz8r0PvoP6sv/+3htv4k28iTfxJn4zSGVz/MvDL3Kyb4S/ePs6ptZF0RSB7Ui6hmN87oGnCXrd/NOH7kJ/HcnsIaOLfbHnOZrcybTgYhZE1mM5OXaOPclNNffjVQM83P0Vrqm4k1pv63mfP5LYUarW4Uibx/q+ydrKdzGYO83R5A48ih9L5lkVvYe8Y7Bl+GECWgTDLhAG66vu43SmnZF8L7a0EKisjt5duHbkEVShowqNRu9MpgUXXzCFYvvIY/RlTxJ2VTBodDI1sIhZoVVsHv4FeSeLRw3Qb5ziLdW/S5Xn/GodB+ObStU68o7Bk/3/ybrKd9NnnOREag9uxYclTdZUvg2vGmTT0INk7SQeNUCVu5nZ4ZUXVHWMG+feMR5/YDN5wwKgvCrEW39/Lepv0UFG2srzhb1PcnP9TNbWTJvM+/SELvwfoZwwTIsNR07y/c17GElnUBUFicRxJEGPm0/cvIYVU5vIWzY/33mAH27di2nbaKqK7TgE3C4+uHYZ18+aiq6qZPMmj+xpZ2dHD/VlIQSFeuaqIrhu+hTeu3Ih1aHAeQ9jOJnmG89tpXssgUfXuG/FeJO0nrEETx08Rjpn4kjJcDJN3rIL31FsKxrwM7e+hjOxv5SSI/1D/NOTmwh43EypLDvv5T2dy/PzXQdo7x2kNhxEKW6aUkpWTmvij9avoNzvQ0rJgZ4BvvrMFhrKCrWaHSmxHcmUaBkfWLOERU115xEPlu3w6N5D/HDrXta0NdNWHaUicPmGc4d6B/n2hh14dY2g142UFGraezz84brlXDdjyjhy5k1cfWTyJr/YdZD9PQPUF0m0whxXWD9zCvetWEhV6PINGqWUdI3Gef7wSe5ZPJuQd3KSsSuBads8c/A4/2/zbpJGrkS0OFKiCsFf3HYda9parsi0J+zzMKu2ipo3ybT/MYj4vXzipjWMpjN8f8setp/sfr279CbexGuOtJHnO09u50BH/6teG/Z7+Mhdq2mumny1lzdx9TCWyvDPv3hxQmVFW6rL+OM7Vo1TqLyJSyNt5DneO0J9RYiGaBhdVRBCIKVT8gbxuPTX/VDHr4WZFVrJjNByBAoBrQxd6Fxb+XbcSuF5X1f5ToRQGDQ6x31WoFDlaaTG04ImXCAk6yrfTUivIKxHibrqMWWOoFZOQIsggeuq3kXWSuLVgqUUiSmBBVRaTSgohPQoXjWAVw2yJvo2ktYIAoWgXkEsP4Alx6eXaMLFnPBqmnyzQAgWRW5EVXS8aoBV0buJm8O4FW+h5tGF7kGo1Hqn0eibiSp0PKpavIcoQb2CSncjlswT1CoIaGGEUFgZvYtYfghH2gT0MhRenWCI1kZ478dvK/3/ruP9v1WqCQCXojK3rJbvHdtGVzpGgz+CWpz/fs3FoorGK1oPb3hyQkrJxiOn+PJjG4kGfXxo7XKWtNSjayo9o3E6R2JMr4kipWRXRzffeXEH9WUh/mj9CqZUlnNsYJhvbdjB157dQkNZmDn11aW2Z9ZW8vXfeSsAp0diPLr3ED/Z/jKZvMknb16D7xXy4/09/WTzFj5dZ/vJbt6+dO642sdr2lpY2lKPBBJZg3984kVODI7yrQ/cU2rLo2no55ADpu2wq6OHgNtFJpdnT2cvi5rqLhi8L2qq4+/ffjMeXaM3luSBrXt47OUjTK+Ocu+SueNUXZ996w0sbKpjOJlm68kufrBlD3/3qxf4wr1vYXZd1biAazCZ4lDvINXBAC939dMfT14ROQGFknAfuWElt8ybTjpvsuNkF//23Fb+Y8N2ZtdXU30FgfGbmDjmN9Twz++5HSnh1PBYkYTah2HafPzm1SXF0eVgx6luNhw+yS3zphN6Dd+DuscSfPvFnfh0jb++83qmVJZhOQ49YwmODQwzrariit2EZ9RW8tX33YkqlN+Yg/ibeG2hKQrV4QAhr5sy/5sv7m/itxO6qjCvpYaK4Kv/xntcOkHvm6mGrzfcusay6Q0kMq9ugFoe8uHS3/Cv/q8pAl43s5uqeW7fMb79xHZaqgtK69Fkhp3HuhlOZHjPukVXpVzqlcCnhS5oMll+TmWOiKuazvRBOtL7x12jKTpTA4up854tP13uPlvpqNLTOO56AZS7asA1vjR2WIkS1s8vyRzUywnqhRQkyzE5nNhK0hxfdSOglTE7vIoa75TzPu/Xwvi1giePIx1OpfdxOn1o3DW64qItuJRyT0vxL8q4e7iQ0sKrBvF6J1Ztxcpb2LaDoirER1Klv2/61V7e/Wc3ofwWHaqajs3Loz2krTy/7jowLmZs8pcxv7z+gtVYJoo3/A7VH0/xo2378Ll1/vyW61jcfDZwrwkFWNJSjxCCdC7PUwePYzuSD629hmtaCyWZogEfecvmC798nqcOHGNW3dma0YoQuDUNr0sn7PXQVFGG7UieO3SCVdOauH7W1NIDsRyHbSe6qA4FaKoIc7hviFPDY8yoqSy159LUs/nLspAuoiqCoNdD4CJ51pm8ybaTXSxvbWQwmWLHqR7uXTL3guSAogjcukbA42Z6jZvfWbWYF490cLBngFvnzxiXDqKrKn63C7/bRUN5mIqAj7995Fl+tmM/f3nrdSWyREpJx3CM0yMxbl8wkycPHGXnqe5xJM5lQRT64HXpeF06N8yexpH+YX6x+yCnhkbHkRNSSlJGnnjWwHIcXJpKmc+LRz+/jrtlO8SyWdI5EyklmlJwww563OivkN47jiSWzZI08iWzo3K/F01RxrXrOJJULkfSyJO3LBQh8Lp0ynze8yR86VyeWCZLZdCPIyWj6Sx5y0ZTFCJ+L36Xfl7bSSNH0shh2jaqouDRNcJeDy5tfE1xKSVj6SxJo1Dv3OfSKfN7z7uvyUARBULM49ILaQ/RMmzH4emDx1jT1szqtubiCYEka1oksgaGWZCyXeg52I5DLGOQzuXZfKyTTN7k9EiMdK7AkAc9bqIBX+l6p/hsU0aOnGUjBKWxvdxc/9FUhq7RGH+yfgUrp539MWooC7N8SkF19Mp5YzsOCSNHyshjOTaqUErr/tx+jKYzxDJnXeIrA34CF3FKl1KSzpvEM1nytoOrmB7mfcW87Y8nUZVC2slYOksmb6IIQdDjJuz1XPCFxzAtYpns2WehqgQ8bgIe1zi22nYc4hmDZK4wx6/GnJFSYpgWY5nC3BYU6s8HPS58btd5bLlTHNukkcc6d477POeRX1LCWDpDwrh0fwvzJkc8m8NyHNyX2BMcRxI3DJLZwrrx6Fppfl2J6sW0bWIZg0wuj6SQbx1wuwh63G8qvyYAKR1MewCQ6Fot4o1Qh+2/ESw7hiOz6Gol4lVkyJOBS9dYv2Da5ffLSeA4KTS1EkVMzszwSuE4WUxnCE2JoCpvjHQs28lgO2NoahRFXB7R43O7uHPFHBwni+WMoikVKBfM6X99IKWD7cSxnTgSGyF0dKWy2MfXdt07jkHe7kNXK1GViR2C+dw6H3jLEqoiAXYe7WLX8W4EAr/HxdS6Cu6/aRnzp9RO6PfkN7VuJwpFKEwJzGNKYN5r/t1noCk6S8tvuezPK0JhamARUwOvbZWu4f448ZEkLo+Ln3z1KSpqCmTJQNfIVSnFeylI6WA5IwBoSkXBR+R1hEfV+Nic9VjSxnRsLMdBV1Q0RSn8+wr794YmJ6SUHOob5NjAMHctnDWOmIDxAUg8a3CwZ4DaSJBFTWc3EVVRmFVXRXUowMHeAZLZCzPPQgjCXjd3LJjJi0dPsflYJ2vaWkpu2P2xJEcHhplaWc5b5rax7WQXh3oHaauKXhGberR/iP5Eilvnz8C0bb7+3NYJKxeCHjeaqmA58pILR1UUFjfXs7Slnq0nuhhKpmkukhN5y2bv6V50VWHdjCmcGBxh68ku3rNiwThVyJVCUxWCHjcU00zOwHEcjg2M8MOt+9jR0U3KyBEN+Llh9jTeuWwelaGzLtg5y2LjkQ4e3LmfYwMj5C2LoMfNzNpK7luxkGVTzqbDmLbNtpNd/Gz7fg70DGA5Do3lYe5ZPIfb5s/AWyRynOIce2DrXg50DzBaTBtqiZbx1kWzuWPBzHHB645T3Xxn404+cuNK9nf389jLRxhIpAh53Hz0xlXcNKcNreiAbdkOO05189Dug+zv7ieWNfDqOg1lIf7sLatZ3FxXalcCRwdG+MWug+zr6idnWbRURHj3igXcOGvaea7slwMhBBGfpzjHO9h8vJPlrY24NJWhZJofbNnLtpNd9MeT2I5DVTDA9bOn8u7l84kGC89hNJ3lG89v4+WuPk4NjeJIyf/62RMlE61b583gYzetRhTH9lj/MN/fsocD3f0Mp7IoAporyrhr4SzuWjzrspQbuqri0TQGEilsx7nonnAGecvipeOneWRPO+29gySNHD6XTku0nI/dtJq55xBxz7af4CfbXyaeNYhnDD5z5/XcvmBGSc52Bo6UdAyP8aOt+9h64jSxrEG538vaGa28+5r547xVvvz4RlyayjWtjTy8u51TQ2NoqsLi5lrev2oJ8xvPnkxIKRlIpHhodzsbDp+kN5bAkZKKgJ+b5rZx/+rFJWIxb9m8dLyTB3cWUr4cx6GpIsK9S+Zy6/zpl62KGU1n+fG2fTx76ATDyTRCCCqDfla3NfP+VYvH7U2mbbPtRBcP72nnQM8AiayB16XTUBbmEzevYUHj2VMNieRQ7yAPbNnL/u5+TNtmSmU5712xgHUzW0v7jSMlB7r7+cn2l9nV0Us6l6cq5GfdzKm8c9k8qs4xTbNsm10dPfxkx34OdPdjmBa1kRA3z23jnsVzLlshkcmbPHXgKI/sOcSpoVFsKQl53cxvqOEDa5aMI6XfKHAcg2RuK3lrfDqLECo+1wJ8rtlX9fukzNET+z9IaTKl8hu8IYrE/zfCUOq7pHN7aSz/Am6t8dU/cBE4Mo9lj6CrVYgrOOk6g5HUT0lkn6Ox/HN49MsnOS4HGbOdnrHPUxl8P+X+eyf9ecuJI6WJrp5/8vubQtJ4kYHEN6kv+xQB99Irayu3hf7416iLfJKgZ/VV6uGVQSLJWSfpi3+VTH4vAKoSpj7yaYKe5a95f7LmEU4N/yGNZZ8n7LtxQp8RQlAZDvDe6xfxrusWlAxLhRBoikDT1AlL2K/Wun0Trz2q6suI1kUY7B7lursWsejamQD8+r82/cbTex2ZoTf2JUClPvIpNDXyG/2+V4MiFCo9fg7G+tk22MFILk3UE2BlVQszw9VXPB5vaHLCsp3Ci6EjWdxcf8nTqmzepD+eZOXUpvNOZCv8Psr8XvrjScYyWUIXqYgghGB6TZSwz8vp0RjxrEGVHkBKydH+YQYTad61fD6zaquIBvzsONXN9bOmXna+veNItp3sxqNpzGuoKQRaQmFnx6WVC46U5EyLHae6yVk2M2sr8bou/aiDHhez66rZfqqbU8NjNEcLOaTpXJ4tJ06zoKmO1qoK5tZX88T+oxwbGLly9QSFYMuWkoF4kpe7+6gM+mmJnl10HcMxvvTYBgzL4v41S6gJB9nf3c8vdh0kns3yyZuvLQXmncNjfOmxDcxrqOavbluLRy8EqMcGRnCf88wdR7LjVDd/96sXmFZVwV/edh26qrLxyCn+44XtOFJyz+I5aKqCAJJGDl1Ree/KhdRGgoyls/xk+8v8xwvbaCwPjyM9LMdhKJnie5t2EfC4ee+KhfhcOl2jcRrKwyWiSkrJpmMd/PNTm3BpGm9fNo+m8gjxbJbjA6NEXuEenTRyPLT7INe2tXDHgpnEszl+tmM/X3lqM03lEeY1jJfWXS6EEMyqrSTkcdMxPEbSyFER8GHZhRP4m+a00VpVjmXbPNt+gge27MXvdnH/miVAYR7du2QOty+YwT88thHLcfij9deUgsCKwFnneAGk83kEgndds4D6shCxjMGDO/bzHxu2U18euiwD0IbyENe0NvLkgWP43S5umTedmnAQ7wVyQh0pefrgcb727BYqAj7uW7GQuuIz7hyJEX7F2r1+1lQFA3B/AAAgAElEQVTmNVSzv3uAv/vVC5gXMbftjyf5xydeZCCe5D0rFtBUUcbhvkF+sv1lRlMZPnXHulJVCsM02Xaii96xBG+Z00ZzRYQj/UP8aFshvebv334zQY8bKSXDqQz/+MSL7O7sYe2MVt63slDurXM4RkXAVwrgbcdhy4lOvvzYBmbUVvJXt69FFQovHDnJ15/biiJEgVSZ5Am/7Tj8cu8hfr7rAO9avoBZtZWYts3xwRFsR45zcnek5PlDJ/nXZ14i6HHzruXzaSgLE8tkOTE4et7YxjMGP991gHUzW7l78WxGUhl+umM/X3n6JRorIsyqrUJKONY/zJcf34jtSP5g7TKqQwHa+wZ5aNdBBhMp/vyWawn7PEgJuzp7+dLjG4kG/HzkxlWEvR72ne7jx9teZiSV4U9vXDVpYk9KycGeAf7pqU1cN30K71+1CKEI+mJJOodjuN6g5qgSE8M8TNJ4CcM8iekM4NVn4lIb0NUq4OqSEyBxpIGU5lVu97cDqgiiqRUIrkydkM0fZjT9IHWRP0cVV642UJUAmhpFXKYK4Mpg48jMZc+psfSjSEyqgr93lft1cSjCi65WoIgrS5UttOVBV6Mo4sKlS18PSCfHaPoR0rld1IY/jltvAiQebRqvDyFpY8s0EmtSnxJCoKvqFakO4eqt2zfx2kNRFRSgqr6c8qoQHl9hj1t395LzKvFcfQhUJYIQ+lUhka8UtnTYPHCKbx7ZTJU3SNTt58BYL8/1HuWjs69jZdWUKyIo3tjkhOMwljHQFGXcCfoFr7UdMnmzcDr/ig1RVxU8mkbesjFM86LkBEDA7cKra6RyefJWITAxTIu9XX1oisL8hhoCHhdLWup57tAJRtPZyyYnxjJZDvT0Ux0K0FpZTsrIMauuki0nTnPfioXnbZIDiRSPvXwEVRF0jcZ54fBJFjbVsm7mFDRFGVee6pXQFIWw143jSBLnqEeOD47QM5bg1rnTCXndLG6p55G9h9h7uo9ZtVWXrQqxbIddnT1Yjk0ql2fnqR4O9w3xweuWlYwYpZQ8vv8IPbEE//uO9aye1oyqCBY31zGazvDi0Q5umz+DhU11xfEyGEqmWTm1metnTUVVBLaUmJY9jpAyLIsHdx7Aq2v86Y2raK0qR1Dw7Dg1PMqv9h1mTVsztZGCUenSlnrmN9biKqbhnDGO/NJjGzgxOMLSYurQGaRyeWwp+eiNK6mLFAxVLcdBVUQpOE5kczy0ux3bkXzmjvXMqivU3XakxLJtdPX8lI4FDTV8eN01BD0ubEfi0lQ+98izHOwZuGrkBEDA48atqySNXGmO14SD/K/brkNTVXRVQQKN5REO9w2x73QfUkqEEHh0nbn11UgpCXvd5G2HuQ01F/QQEUIwv6GWmbVV48bWq2t84ZfPc7hviJVTmya9wZX5vHxo3XK+s3EnP92xn1+/fITVbc2snTGFRU1140pVjqWzPLT7IH63i0/fuZ5pVRWoioLjSCzHHle7GaAi4KMi4CukXlxk7kspebb9BMcGhvn4TWt4y5xpaIrCkuY60rk8v9x7mH1dfeOIl7xt8balc7ll3nRcqsrSKQ2cHo2xu7OXrtE4s4vpZrs6enim/TgfXruc969eXEpjsGwbECUz23TO5MEdBwj7vPzpjatojpYhgIVNtXxk4FEe2dPOiqmNkzY9tRyH7rE4Hl3n9vkzSpUsrp0+BUfKcSRgPGPw0O6DaIrCp+9cz4yaaGlsTcc+r962lLC0pYEPXreMgNtVXDMKX358A+09g8yqrcJybB57+QhDyTR/89YbWdbagCoES6fU41ZVfrC1oO65aW4becvi4d3tOI7kT29cyay6KpTiejZtm2cPnWD9zFaWTplcdRApC6VPE5kca2dMYd3Mguu57UhM274in5bXE4oIUBn4XaKB+xhKfo+R9E9pKPssXn3G6xRovolLIRp4HxLrioJaKR2y5iEy+QNI6VyVfpX776HMd/tVCbZfS0hpkjQ24dbOz3f/TSLgWYnfvfCqEAoB9zJ8rrn/rcbekQZ56zQefRph341oSnhcmcvfNlyNdfsmXl9ouoqmn33Xidb+5lUMivBRG/44IFDE6++JlbMtHu9u55aG2by1aR66opJ3LH52ag+PdbezrLIZ/bfZc2IyEFy8ZunZzfLSgZCUhRNBRYiSEV4sY7DtZBct0UiBMElnaY6WMZrOsK+rj5bo5J2spZR0joxxbGCEG2dPJZ4xsB2HlmgZLx7t4MTgCDNrq8Z9pmN4jG88txVbSmIZg7ctmcPvX7eUxvLI2c5fAmfIizNBlyMlW050oSmCiqCPoUSa8mLO/I6Obu5YMJOw7/KIl5xp8cT+o7xw+CQpI0fQ6+Ezd65n1bTmEumSyZu83N1P2Ouhwu9jKJkufb42HCKdy3NicLRETjSUhVnUXMuPtu2lL57g+llTaaqIEHS7xhnVDCfTtPcMsLCpDkURDMTPGtvURcJsPtbBSDpbKgWrKgqqLPhOmLZTrAJTyK3PmhaS8bPGpRYk+g1l4VJg7VLGL9K+eJITg8MsaKxlXkNNacwVIUr1us+Fz+1iWWsjoaL5mKYKaiNB/G7XOA+EqwEpC2lAqnJ2jgtR8BXI5PMksjZ2sZ623+MimzdLlTAmC1URaFKQyuUxbRtHSgJuF6oQZE3zvLGdCIQQTKuq4K9uX8eB7n42HD3FpqMdvHDoJGtnTOGDxdN2IQSdI2N0jyVYN2MKM2rOlglWVHHZ5XIN02JfVx9eXacuEmQ4ebYmd004iGnbHOkfGkdOnDHjPRPY+lw6DWURdp7qKfl1QCFtKOz1sH5WK75z/EtemWI1lEzR3jfImrYWgHFzvD4SYvupLsYy2UmTE2eIk83HOvn8o89x87zpLG9tIBrw4dbG+z10j8XpHBnjmtYmZp9DZF5sbP0eF8tbG4oEciE9py5SULzEs4U5HssYHOwdoCoUYHFLXWmteHSdpVMa+MmO/ew53cuNc6YxkEhxYnCEKZVlzKitLKlE/G4XK6Y28euXD7O/Z6DkSzRRCAGtVeVMr4ny7Q07ODU0xnUzptBQFrqg58YbBUIIhPACXhThARRUJYCqnDULcxyDweR/oqtV6FoNiezzWPYwulZDxHc7Pn32pPOoJTYpYxvx7HOY9iC6WkWZ71Z8rvkIoSGlxJEZksYmksZmbJlAV2sIe2/G55qDIlw4Ms9Q8nvYToLayMdLde5Ne4SBxDfw6jMp998DQsFxsqRyW0gaW7CcEQQuPPpUwt7rS2kIUkosZ5B49lnSub1I8nj0mUS8t+DWGid8cmWYpxhOPUDQs4p49mlcagNl/juJZZ7AMI8R8d1OyLMGUDHtPuLZZ8iah7CdNKoSIui+hpB33bhnMJT8L9L5PTgyh1ttpCr0QXT1bBpR3upnMPltwt4bMO1+ksY2JDk8ehtlvrfi1upxZJ6UsY2ksZGEsZm83cXp0b9CiAJxGw28l4C7ILm3nCHi2WfI5A9iOwlUJYjfvYSw5wZU5exv3EjqpyRz24r59FVUBz+ESzubmmjZMQYS3yDoWY0tkySNTThOFrfeSpn/Ltxq8zkeXnGSxmaSxmYcmcal1hP23oTPNac0JyQm6dwuYpknsWUcjz4Dl1rDZH8xLDtGLPs46dxeUrntGOZx8nYvAJoSpib8cXS1vHiPP8NyRij3v41Y5jHS+ZcRKIS86wl7b0QRLiwnRiK7gXRuN5YzhiI8+FxzCPtuQVfOmo3Hs88RyzyBIzMowkdV6IN49emlfjmOwUDym7i1ZjQlQtx4AdseRdfqKPPdgVefWZqHCWMTY+lHi215qAzej881Z1xbE1m3UkpsJ0E8+yTp/F4cJ40jC3uvovgo991L0LNqQvM/Z3UykvopeauHVG47ElmYY+h49GlUBe9HVYJI6ZCzOolnn8AwjwMCv3sxYe/NaEp5abySxkskjA1UBu4nldtCKrcdR+bwuxZQ7n87qjJxckegYDmjDCV/QCa/FyF0Qp61BD1rSj4UhT1guLgH7CmsIa2NiO8W3FoLQqilvSlhbCCV24btxHEcA4mDKryEvGuJ+O5AEa6rsm6ltBjL/Jq81U3Qcy3x7NPkrS5UJUjIu46gZ03Jt0RKi6x5lHj2SXJmB4riI+BeQcizdty6HUx8C0UJEPSsIZZ5jKx5BCFclHlvI+hZBUJFSpNs/gDx7LPk7T4EKrpaS9h7PT7XvAnvh7aToj/xNYLuVdhOkmRuE1Ja+N2LiXhvRlXKSv0aTj2AIw0i3tuJZR8jkz+IQCXsvYGQdz2KcCGlScY8RDzzFHm7B0X4CXpWEvJchyICJb80yx4iln2CrNmO7WSQMleYBYqPysD78bkWYDmD9MX/lWjg3ThOllj2KSxnGF2tIRp4D26tGSltsuYREtnnMawTSGmjq1HC3hvwu5ehCJ2k8RLp3B7ceiuJ7Av43QsIuJczmn4Yy4lR4X8HXtfs4u/SLLJmO6Y9SNT/LvJ2P/HsM3hds6jwvw1VCWE7SQaT3yFnnirMd/cSooH7UItkZsEPrp3h1A+p8L+DdH432Xw7IPG7lxHx3oymlp0zJw4RyzyBaQ/gyCyONFGEjktrpjr0YTQlPLFnKR3iZpa5ZbWEXIU40IvOvPI69ox0I6/QhOMNTU6oikLY58FyHEZTmUteq6kKPreLpJHjlRSFadsYpoVbU/G8isQ3lsmSzZvUhIN49IIs68TgSJFIsPngd3+BEIV870zeZOuJ09yxYOak5dOW43CwZ5DBRIqHd7fz1MFjQOFE1HEcdnX0Mv2cYApgYWMtn7nzehKGwecffZ6hZHrCp3im7TCSyqApChVFCX4sk+VAdz998SSff/Q5NFVBysLf41mDwWTqsskJn1vn99YsZd2sVh7Z3c6DOw+QyuVxnRO0pHN50rk8xwaG+diPfjkugDBMCyNvkjXPyjdrwgE+dds6frZzP5uOdvD4y0eZ31jDnQtnsXxKQ0m+Hc8a5Cyb5w+fYFdHz7h3mZSRL6kXoEDQ9IzFeergcfad7iORNXCkLBpfGlyI7tI1lYjPe8mAJ2uaZPImVaHAhNQnuqJQ5hvPlipCoBTVBlcTY+mC6WV9JFSaP7GMwcajp3jpeCdDiTS2lOQtm5NDo+N8AyYDR0r6YgmePnicvaf7iGWyOFKSzZuMZrIXZxIngDP+GavbmlnUXMc7l87jh9v28ejeQzRFI9x3zQI0VSVdVEBVhQJXLag0TIukkaNzJMYnf/zYuOebtyzSOZNsfryk1O92jTOsBUopEudu8iPpDOV+Lz6X65LzK5YxMC2bJ/cf5aVjnePmeNLIgSyolyYLIQTrZ7QiHckv9x3mOxt38P2X9nDjnKncNm8GLdGzLxeZvIlhWlSF/BOb46p64Tkuzs5xw7RI5fJU+H3nqVpCXje6qhDPFojcTN7EsCxCHjfaK8jBMn+hHFk8a2BLiTYpckLQGi3nU7ev4xe7DvL4/iM8tLud5a0N3LlgJouaL1xN6X8CJDap3Hbydi8utb5o6uYhkd1IythGc8X/xaNPffWGShDkzOMMJr6JpkZRFR+p3GaSxiZaol/Bq0/HkVmGU99nNP0QHr0NTSnHMI+SNLZQE/pjwt63gLTJ5Pdh2sPjWndklmRuC6WjCWkTyz7OQOLf8eoz0NQothMnabyES2sskROWM0Jv/J/J5g/i1WeiCC/xzJOkjM00lP0tbm1iklXbiTGWeRTT7kXgYsT4Cen8HlQliGn1MZD4Oj7XHDQlQiq3jVjmMXStGk0Jk7O66cn+PbZMEg3cV2rTo7cBDmOZX2FavUTlfeO+05Ep4tmnyeT3oSohXGodlpNmOPkDcmYHjeWfLz5LC0UJoio+FMeNW59SOpE7aybpkM7tZTT9MLpag6aUkbd76Y19CTs4RmXwfiiW3nPrrTjSIJ59ipR5alyfoeAxEjeeJ5XbgaZE0LV6EDCafhDDPEpj+RfQRATbyTCU/C6x7NN4tDZUxU86v4eksYn6yKfxu5cCgpSxla6xz+LSavHobWTz7STsZ7BlislA4lBQnZUhhI6qRkrzQFX848i2rHmIVG47pj2KaQ+gqWVY9jCmPVgydDXM44ykf4qqhNGVcixnjIHEt8lZXdSGP4YqCsGvS63H715I0thKMreFcvttnKv0l1ikjC3EnMdxqTVoajVCuEhknyOd20Vz+Zdx6y3FtmrxuxeRMraTNLZS5rvrFfc4sXUrpcFQ6rvEMk8R8q7FpdaRMF4kax6hKvB+XFoDEyd/FFQlhK6BYgZB2ni0VoRw49LqOTNvDPMYPbG/x3YSeF0zkdJhOPVj0rnd1EX+Ek2pRAhB3u5lLPMrBBqGearoC5Ijb/UgJlD+cTwEI6kHcWn1aEo5ebubntgXqQ5+iIrAuxFCwZYJ+uJfIZ3fe3YPMJ4lmdtMQ+Rv8OhtSCximccYSH6ToHslHn0m6dwuEsZGov534dHbSn27OutWwTCPMZr+eWkdqUqArHmIhLGJxrK/Iei5FoB0bjc98S+iigAurQnbidMX/xcM8zg1oT9BiMK7ezq/B8uJk8m34zhpVDWAaQ1hO/HCs5aQzu2ha+wzuLVGXFoTjpMmk9+Dppbjdc2Z8PhLmS8Qd8YONDWKpkZxZJaBxDfIWz1Uh/4YtagoyeQPks23k7d6sOxRVDVcXGvDJfI5aWyhN/5lVKUMjzYFy4nTH/8ahnmcquDvo4oAjkzRn/g30vk9hDzri+8IT2PaA1QHP1RMWSwY08azT6MIF6Y9iKqEUYSPvNVdUpU50iCW+RWZ/H50tQZF8RT3ppdoLPscAc8y8lYPI+mf4XcvxnYSDCS+RULfUHxOh3GcJI3lXyBpbCJlvIRLayKd303OPIGmRgGHwcS38OhtBN2rEULH55qLEC5G0w8hhI6U7xg3rpY9zGj6YXJWJ6rwoavV5O0++hNfw7KHqQ59GCF0suYxusc+j6qE8bsXY9qDjKUfxaO3EvHdXjyUmBhUoeDX3ByK9TMrUo1b0TBsiwOjfYRdl45/JoI3NDmhqwrN5WGEgH1d/Vw3Y8pFXwp9Lhd1kRCnR2IYpkXgnJSIoWSGsXS2INn2+y6aRy6lZH9PP7GMwappzYS8bhwp2Xy8k5DHw92LZ5eMAUHy1IHjHOkfpmcsQVPF5GQ/mZzJ5uOdzKqt5I6Fs0oGjUjJ9zbvZmdHN7cvmEHknJd5t65RHQ7QVBHhHcvm8vXntvJM+3HevXzBqwYHY5kse7v6KA94aYmWI6Xk5NAoHSNj3DJ3Ostazxr39I7F+d7mPbzc1U9b9eUZRxWCRy8NZWHevnQeW06c5qfbX2ZhYy2N5eFSfp9WNJ/8wJoleF9BHAkhmH7O96uKwozaSv7y1rV0DI+xu7OHx14+wv/51fN87C2ruWVe4VTCrWmoiuCa1iZunts2rnQrgKIoNFcUmMaRVIYv/noDp0dj3L1oNm3VUXwunY6RMf7lqc0Xvb9XC3Q1RUFTFDJ5s5QS8WpQr8BYdaJwpGRfVy+JrMG06gqCHje24/C9zbt5dG87N8+dzltmtxHyusnkTf7t2S2XaO3S/Y1lsvzjE5s40j/E3YtmM7O2Ep9LpyeW4P8+8eJVuR8hBH63i7aaKB9Ys4Q9p3vZ1dHDO5bOQ1NVNLVgZDWZ5/BqUBUFV/HU/0Nrl+N3jycdhBBMiZaf97eJkCNuTcMwLSzHuWR/3ZqGIgSr21q4YfZUtFfMHUVRaCifGEN+Xtu6xi3zprOqrZlDvYMFM9Hd7RzoHuCv77yeumKqh6YoqIpCdoJjK+BV9ylNVUpj8Eq1Ts60sZ1CaokiBC6tsH8Ypn3e92fzJhKJZxJGZq/sx8KmWmbVVXFycIQdHT08uqedfV19/O871peqwvzPhI1tj1IR/jMi3psAhXj2KTpH/4p0btckyQmJI/OU+d9KxHcbAo2E8Twdw39GytiOV59O1jzEYPI/qQy8n8rg/SjCh+WM0jP2eYaS38XrmoOuVEzo2xyZJZ3bhaaUUR/5NLpaAziY9tA5J6YOscyvSed201j2NwUFgVBJGdvoHPkYY5lfUh364wnnjNtOjKBnLeX+uzkx+HtY9jANkb/GsE7QG/syeasb3R0l5F2P370Ul1rLGSVF5+hfEss8SYX/PaX5G/SsJOhZSc7qJp3ffZH7NJAyT234E/hcs3Ecg77EV4hlniRnnsTrmkXYu56gewWOTGM7GaqDH76AyZpC0LMSrz4dXatHoGE5w3SNfpqx7ONEg+8vBSYB91IC7qVYTox49ukL9kvKHLa0aCj7DH73IhyZZzDxbYZTP8LIH8HvXk46t5PR9CNUhz5Muf8ehHCRMzvoHPkkQ6kf4NGnoyoBhlL/haaU0Vj2edxaazGY/Bey6SMTei5noKvlRAPvJm/1kzQ2E3AtoTb8pxe9PmedJuK7lZrwR1BFEEkeKfOIYmUSn2sujWWfx6XVIYQbx0nRF/9XYtknimqBwjzzumbgdc1AEQGyZvuFxwsbyxmlNvwJwt71AIxlfk332N+Szu8pkRMefSoefSqqEiFj7r9gWxNZt6YzxFjmMcKe9dSFPwmo+NwL6R77W9x6Kx594ikvbq2R6tCHsewx8lYnUppUh/5wvBJLGgynHsC0h2iu+DJefRYACeMFTo9+Cl9mHtHA+zhDZFj2GKYzQkP536ArlZzxj5hsZRKJha7VFveAaixnjO6xv2Yk/TNC3nXoak2BjMxtpSHyWYKelSBU0rlddI58grHMI9SEP4rjZBnLPo5Xn0Vt+BOoShjDc4Sc1Ymu1eJzna2IcTXWrbtEno7hdy+iKvgHqIqXTL6djuGPkjA2Fsk7h8Hkd9CVSurL/hqXVo+UBgOJbzKafoiQZw0BzzWl0cjmD1Hmu50y390owouUBhJZVIfYZPMHsJ0kteGP4dXnFUbQGUUIDTHJMFLKPI5QqQn/KV59No7MMJD4d8YyjxDyrifgXlLql2GdIuK/ndrwx1FEAEkOKS2E0LCdJAPJb6MplTSWfw6X2oCUOUbSP2Uw+V18+lzCvhvIWZ0kjU1UBN5JVfBDAHi0qfQlvoLXNXecugsc0vl9NET+v+KzK5BUZ1QKquIjGngfQmhoaiUUVQunhj9KwnixOPaF35kK/9txqfUcH7ofITzURz7DSPpB4tknsewRHGng1lqoj3yK4dSPGEp9j8bQB/Hpszg5/EcY5jGC7mtQhIew90YC7mvI5PZddFwdmUQVQRrL/xZdrcRyEnSOfJKEsZFy/724tDqSxovYToL6yKfxueYjyeM4afJWNwH30klVC3IrGjfVz+S7R7eyZ6SbsMvLWD5DXybBH89cg/rbXK1DCMGMmkqayiO8eLSDt8yZdlEfhLDPw9z6ap4+eIzdnb2smd6CIgS249DeO8BAIsXqtmb8HhexdPa8z0sp6Y8XVAyaqnDt9BY0RWE0neVAzwBt1RW855oFJdk9FJilbzy/jQM9A6WAe6LoHotzfGCYuxfP4Z3L5o3zTDgxNMrTB48zEE+dZyoHBdJm7YxWnjp4nEf2HGLltGZaLkGO5C2bDUdOcqC7n7cvm0eZ34NlO7T3DGKYFm9fNo+lLfVn+zYaZ9OxTl463sndi2df8SlhVcjP3Ytn8w+Pb+Spg8f43dWL0VWVkNdNY0WERM8As+uqmFZVMaExdGkq02uiJTn3Zx96hk1HO7h57nSEKHxfdSgISFZMbbpk5ZMCydHL76xaxHuuWYDP7SqqR4wrKh1U7vdRGQpwpG+IsUyWcv/rn38oi0qGh/e043XprGlrQVUEo+ksW0+cpq06yv1rllAZ9AOCjuHRYnrHhaEoAjNv4zgXvqZrNM6ujm7uXTKH+1YsIOBxIyVkj3VctmjijMrgQvNEEaAKgUtVS+kq1aEAYa+bQ72DJIzcBdfTZOF36zRXRDg1PMa06oKJ7NVycp5eE+WpA0c5MThSUClc5LrqcKCoBoGVU5suuyrFxVCoXuThmtZGFjTWEvS4+M7GnXSNxoteLVAZ9FPu93God4h41hhHpF4uwl4PzRUR9nX10TUaK6XMOVJyYmgUw7RoraxAKVYQqQkH6YnFGUymqAkXXoodx+FI/xCKELREyy/bkq3gsaIxq66KadVRWivL+dyjz7L9ZBfLWhq4So/8vyXc+lSC7hWlgMytTUFXopj24OTb0poJelajFFMK3FoLulpdaiud24NAI+i9DkX4isR1BWHvDfTEv4hhHkd3T4ycEMKNV59BIruR4dSPCHvX49ZbcWnVnCFTHZkmldsJgO0kSRgbALCcGIoSJJPfVzBcnESZTI8+DUW40dVKJOVoajmqM4QQLmyZBgSqCCFFrpA+IZNIx0AgsJ0E4MAkT4eDnjV4tKkU5MtevPps4jyF6Yww8ZUoUIQfRcmRzR/CkcmizF8p9Evak867C7ivwaPPLLbtxuuaiRAuTHsYSZ5Mfh+2TAKCpLEJKAQ0quInmz+ILRM4doaceYqw7ybcWiEdRCVE0L2CeOapyXVoktCVKCFPIdVGIBC44ZyXeoEbTS3HME8UZP4yB1g4TgpH5i/e8EXg1WcQcC8tKTg8+lQ0JXJ5a+3V1q10QFrFE1RR/EcHRPE+ri5Me5CMeRC/ex5efVapPGKhOtBcEsYGKgL3lQgwVfET9qwrKD8QgIYmLo9kD7pXoqvRYsWNMoKeVQwkvoNhnURVQoVUFOmU0jYAbCeBIgKk8y8jZZ6CGstCUdyFvgtKAbvjXF667aXWrZsCOaEpZcU0iMJ7o0utw6U1F9aQtDDtXjLmQYLu1RjmYQzzDGFXSEPJmIfOISfApTUSdK9CUQqKQjHO00AUCGdpM5z6MWW+dFHBNrH38QvB51qIR59WOJTBR9Czkljm12TzB84hJ8ClVhNyX4eiBIprzVPabwzzOKbdSzRwHy61vpiW6CHoWcNI+kGSuZcI+25ASgeJgxDuQpoHspi+JpEwrPYAACAASURBVC84pwOuZeNSpsbPL4GuVpG3e0nndhXSIpw0BZIswRm5ryI8RXWdjqaW49Gnoig+NKVwKHUmVcqtNRXURWolmlKGR5uKEG40pQzHSRf6OolxjfhuQlOigEBTwnj06SSNjdhOQU0mpQWoCOEqprwIhHDhyNykPYcUIVhbMw2/5mJj/wlGc2lqvCHua13KvPK6K7a6fUOTEwCN5WHuXTKHrz67hS8+toG3LZnDvIYadLVQ/nAsnWV5ayNBj4ub5rbx4rFT/PsL23CkpLWynCP9Q/y/TbsoD3i5ee70cadotuMQy2QZTqU52j/Mo3sOsfXkaX5n1WIWFcs8Hu4bYiCR4tq2FiI+z7jFuqSlHl1Vis76U8YZ8V0KUkq2nexCCMGCxpqS6d2Z/7ZqWhM/2rqvQIrUnK9cEEJQFwly7+LZ/OMTL/Lonnb+YO3ycWZ16VyeoWSK7tEEG4+e4pd7DzGjppJ7Fs/BrWnEMgZbTpxmSrSM1srycQREdTjAwqZathw/TfdYvKQyuFwIIVg3o5Vn20/w8O52VkxtYk5dFaqicNv8Gezp7OXbG3fwzmXzaaqIYJgWPWNxBhMpbpzTVpLDv9zVT388yczaSiI+L6Zt0TUSI2dZ40xJA243dy2axTee28r3X9rN7QtmEvF5SRk5Tg6NogjBmrYWdE3FpRWMGgcTKRJGDstxODU8xsN72knlLv/HujoUYN2MKTywZS9fe2YL9yyZQ20kSMrIc2polJbKMloqyi57858oLNshljXIJ9Mc6hvkl3sPs+NUN7937VLmNdQUAwEFrSiXH01n8bl0hlMZfrHrIN2jcaKBC+d61peFeHL/MQ509+Nz60hZIAjOPIvC2CoMJtMksjkkBTLo57sOXLSk76tBSjjQO8CB7n7m1FVTEwmiCsFgMs2je9rpjSV538pFJV+TxvIwq9taeGRPO998YTu3L5hJVdBP0shxaniMtuoojUWFgeNI8kVfDMO0QJ5N39IUpaD0UQtqgZvmTuelE6f55gvbed/KRbRWlZMzLfrjSbrG4tw4axpB7+RNBte0NfPQroN8e+NOHCkLfiVC0B9PksmbLG6uw6PrhL0e7lo4i/98cSc/2LKHW+fPIOz1kDJyHB8cwaWp4/xdJoqUkWPLidOU+bxMqSxHV1Xi2Sw9Ywm8Lh33OSZRtZEg105v4cEd+/n6c9t466JZVIcCpIw8J4dHmVpVQfMkFWU+l84t86azq6OHb2/cwe+tWUo06OfowBA/3raXqpCftTMKkvugx82t86bz1Wde4oEte3nHsnmEvG4OdA/w0O52plZVsGxKQ2mNmbaNZTtkTRPLdoq5nIX0K1UI9KLKwnIc9nb2kjByzKipJOR1Y5gmnSNjRT+a//nmkaoSQlXOeXZCLeSsT9IBv9BWAE059zdELQZPBQWjafejKhHUYg7xGehaLY6TxXZir/INZ6lORbgo892FlA5jmUeIZX6N1zWbMt9dBD2rURUftpMuyIetXvri/zyuJYGKpkRLEv6JQZyVywoVBa1wj8X/gYMjc8SzzzKS/imOk0JVQghc5KwONKVi3D1MFHoxDaDUC+EqGKZM4iVUSouEsZHh1APYTgxFCaHgxjCPglAuy9hQ16rGyYcFOkIoSGykzJO3+4t51t8671TWpdUjULGcMSQ2ulJRCtqFEAUptvKbJfoVxV/wQrjAHJBSks7vYij5PfJ2D6oIoggPpt1H4RlOfrxUJXJOmg2ACkJHcmGF76XbuvS61dQoIc9aYtmni9cGSRgb0JTwuKDxasF20thOEl2tKRETcKaCSRXp3B4KxFyxu+iFeX0VqnxoajlnCL8CQVEJWNh2HEdmMe0hTHvgvD0AKHpFCBTFT8izlqHUDxhMfAe33kwqtwsp8wW/hsvARNatEG509ZxqeUIUyV0bkJj2YKE0tLGRTH78abuuVqO+wlBRU8LFPef8cRVCwe9eTkPZZxlJ/4TO0b/Aq88g7L2JiO9mVDG5g9cz3ydwFds/U4XChWmPjLtOUQKFdKsL9MuyR0A6xRLIZ+eOpkQK6Rh2HxKJW2vE71rAWPoRRPG3JZZ5ApfagM8197x2da3mgh4ahcqCSUZSPyFhPIeUdnHMCvvRuaeVAhVFuIvkglpMl1POGScHUfxdEEItrcMz+2JhP3SY7H6hq7Wcyxaf6cOZdoKeFcQyv2Yw8U2CntVYzgjp3E4ivtvQlIm9ix1PDDFkpFgebcataqyubmV1dcEUXAJdqTG6UmO0Bid2YHAxvOHJCUVRuHX+DGxH8vNdB/j6c1tLEmlVUZhWVcH8xhpCXjcLm2r54HXL+OGWffzdr55HEQogqQj4+cgNq2itHB9kH+4b4v7vPFgyUwx63PzRuhW8dfFsXKqKadvs7+7Hsm2WTjnfVK0q6GdWXRU7O3oYTWcnTE6kc3n2nO4lGvDTVh09r92WaDnN0QgvHe/kzoWzLtiGEII101t4/vBJfrn3MKvbWljUdNYb4HOPPldIkygaMF7T2sjvrFpMc0UEIQQ9Y3GO9A9xz+I5BD3j++3WtP+/vTePsus4Dzt/VXd7+9avVzQaALFvBDcJIEVKpBZSFOWxYimKJNuxnTiJIp/RjBXHjscnccaJR+fEI40dJZ5MjjPyMrbiM7KObUljSRYtWyspihDADSBBAI0Get/evt57a/64t293oxc0QJCgpPr9Q7L5Xt2qr76qd+urb+HY9kG+duYCJy9NMFLIveJDdCGZ4H33HOU3v/A3fPapZ9n56JtJOTZ3jgzx4YeO85knTvNv/+KreL5CiCA+/eBgHw8dXHYhvrJY5ve+/hRdz8MQQeULXyn2DRT58bsORjeZhhS888g+FutNHj/zMl994XyU5NQxDR4+spf79gbJCnf05Hns2AH+7sWLPD8xgxO6ip/YPcLo3OINj9c0JD9x9xGqrQ5fO3ueJ86PhT8wQTjLxx55EztfodFnKzw7Ps3P/rfPBgleCeL2f+GtJ/jxOw9FSQtTMYd3HzvAnzxxmn/1/36JVKgPh4f6eMOu4Q1zXjx6dB8nL03wW1/+BgnLwjQk7z52gJ8Ny44O57O8+44D/PXzL/PRP/k8McvEkJJ7d49wcXbhhsajUMxW63zmyWfwPD+0kotobj904g4ePHBbZIS0DIMPHj9Gq+vy9Rcv8rUz56N5SNoWv/TomyPjxNhCif/+5GmmyjWmKlXarstnnjzNt16+RC4R4+HDe3nz/sDt9eBQLx956wn+8Fsn+c0vfA3X9xHh83b15nnL/uvPCC+E4LbeAv/ikfv5/W+d5Le/8q3gtoAglOT4bds5OjxAzAq8px47doDFRpO/e/EiX37u3Codf/exA9y7+/rLtHY9nyfOX+api1cAIu8z05D8/TccDb2biGT7/jccpdnp8vWXLvLNly5GsrVNg3/56Juv2zgBcPeObfzcA3fzp999hv/5M18I8q74ikIyzi+89URUQQTgwQO3MVer84VTZ/n6ixcRYf6KoVyaDz90nMIKj5LHXzjP185eoNJs8fL0PAv1Bv/+L/+GfDLO9kKODx6/ncFcBhV6afzJE6fwlcKUEs/38RW8YdcwDx/e80PtNQEEL4s3bZASNnEBlSIeuM5fdRjzVQshlgwZS6jgJXGpa8pdc4NpGnmK6Q+RS7yDWvt7LDa+yETp4/RnPkJP6n3BzadwSDhH2VH4La52DQhu4K7HALWenFb/rd29yGT5/yBhH6Yv+8tYRhGlfMZLH6fjXrqOZ618hHzFc9TxJpgs/zaW0ctw7texzOBANFX+T2Eujxths35JpHCwjSF2FD4R5hVYiYFlFPFUkGPMp7MqZCvQkes/tF8fgo3cRTxVYar8n/H8EkO5fxV6dUgWG59nqvypG3uauHlr7VrrVookPakPUO+cptx8HNPowTIG6Uv/01eliokQJhIruklexsNX7WUPjhUjuFnlR4OkiMspt/0wSaIQVniIdYjbB9nV89trnimEHVZXEeQS76TS+iaV1jew3fOYssBw/tdJOnfeWMe2um432TOFcJDCpjf902vyj4BYFVqz9LfNMGSCXOJRUrE30OicCfS58qkgb0Pmw5GhYasEHkQeS0dQpboo/HXCCjae76U9+GrvB191ATdqy5A5iqkPcnnxNyg3/xpD5ojbBykk3hMafq9mI7kqaq0nmK78Lr3pf0gh+V6kiOOrFhdmf36dfr/2BIaOjf9/3DpILvkYC7U/C5LnyiTF1E+TTzy25d+0r02eY7pZ5Y29678/PrMwzvcXrvCrt78D80e9Wkc65vAPjt/OfXtGeHFqjoV6AyEEmZjDbb2FyGXeMgzec9dh7hwZ4oWJGWqtDrlkEO6xsrJCwrH4B2+8nQf27QSCl/lCKsH+gSLD+Vy0byjg6PAAg7k0B6+qnAFBbPbPvOkuXpiYWZPsLmaZ/Pidhyg1mqs8GpbaffTofuK2tSabvhCC/kySjz18P/VOB0FwePzJe+/AlMaqBJi5RJx//tAJnrp4BTuMrb9zZIhffewtQHCgScccdhTz7Osvhtn2g+8mHZsPP3ice3YNr0mqKYTg3t0jdN/msbMnf90VFY5uH+AX3nqCw9uWZSal4E17Rvild74Zz/ejZH0xy+Rdt+/n9uEBzkzOsFBrYpkGvekk+weKpFYYfO7fu5NCMs5EqUqz08U0JP2ZFLdvH1iVaE8IQTYR4+ff8gbecmAX56bmqbc7xGyTbbkM+wd7scMb5Vwixv/4tvt4YO9OJkqVwODV38O+/iL7BooMZFKrxr6vv8g/f+g4R4dXWLU3oCeV4BfedoJ3HN7DhZkF6p0OcctiIJvmyIrv3zEyyEffft+aqi9DuQwfeegEu/sKVzd9TZKOzYdO3MHbKoH7rGOaFNMJ9g0U2ZbLrvptlELw3ruPcGion5dn5uh6PttyGY6NDHJhZoHFRnONcUoIwR0jQ/zW+x/l2fFp6u0OSdvm8NDynAfGvuPce9sI46UKQsDu3h4ODvVxYLA3TFp4fUghOL5rmF//H97KRKkaebekYw57+nrY219cUyliMJfmY4/cz5nb9zE6t0iz0yVhW2zLZaISngBxy2RvfzE6/D52+/7o/xlSrjroWobB2w7u5vBQH8+PzzBbq2NKSTGVYN9A76oQh/fdc5Su5625cT+xe4RiKrkqX41lGDx0cDcHBvt4fnyauVodIQT5RJx9A0WS9vJtRD4Z58MPHedth3ZzbnqeRrtL3LbYls9wYLB3Ta6VrZCNO/zc/XdzYvcIC7UGru+TsC129xWCkrBX7WV9mRQffft9PHxkLxdnF2h0gj4MZtMc2bas4/fsHCZh28uVhUK29+T4yEMnVnmIOZbJ3wv38efHp6m1uxRTCY4ODzCQXX27no45/NS9d/LGXdt5aWqOtuvSmw48vwrJ1UmbetNJjm7rRxF4p60kHYtFFVFMKXn48F6GchlmKjVa3S6WabItl+bo8MCPhOfEa0nCPsxs7Q+DcoShuzOoMHFcFtsYCg0KNr5qhRUlAj3qetN0w8oLsBT25Yc3sNvIJ7aRco4zOv8/UW5+lZ5UkCE9Zu2i2vo2vnKjsIGl797MA9ISbfcinrdINv5wFHff9aZx/blrfPMVIgRgoOiuexPfdsdwvVmKqQ8QD+PnXX+Bjjf9qnRHihgxax+LjS/iqQoJ42goe1j2PJDYxgCGTNHunsdXNSQpwKfjXgnDYK6fpdvXwODhr7qN3Spdb5qOd4VM7EFSzhsRIvAO6LhTN9Sn157A80MIix09n8Qyb46XwkZYRi+2uY1m5yyeX4vKqbreAs3OWZLOXVHyw5tNs/sSWdVCEgd8Wt0XCZJ1DiJlmri1h1Lzy/iqE7roL12Or94DWt3zuP4M2/MfJ+EcfVXltVUccweGzNJ2x0MPmBSwcg/bukxX7num7CMb7yfl3MWVxX9HqfEl+tL/CMT1GSfa7iiuXw7DHBRtdxTfb+BcR06TmHUbUsRpdl7AT7w7MpB03FFcf5Gs9QgCgcKn2v4OtjnAjp5Pbughci0UbhgeI8gn3o1jbg/CkLsvRMbS1zuealBrfZti6oMU0/8wCqW8HqaaFfpj6XVzSgggY8cYr5dfcaL+HwrjBASHkh3FPDuuUbbTlJLdfT3s7tvY5SRmWbzt0J5rPtMxTd60d+PbR0NKjm0fXLeagWOZofFjLemYw7tWHHzW699KjwELg0eO7FvzOSkE+waCQ/QSeweK64aCXM2u3gK7ejc+9BbTSX7i7iN0XY8XJ2dXVc3YiLgVHGL29PWwZx35x2xr3XFLIRjpyV0zqWgm7nBi98imn1mJKSUHB/vWNSytJBWzuX+duXrrwbWJ37bSz5U4psnR4QGODg9s+Jm9/cV1E4/2ppP8vbuDcmGtrsv5mXna7rXdqlOOza7eAg8f2bvlflqmwe3bB7h9++p+HhvZuFKHsYW1lnDsyEtlJQ8eCNzEPN9nfKHMXK2+5jPrPW9HT45cIs4915mQMGaZ3DkyxJ0jQxt+pj+b5r33rHUD3AghBIO5TFSSdiPW0yOAI9v6Vx3gVzKYSzOYu/r2Yy2WYXBoqJ9DQ2vb8X0V5GOoXDu7vSElI4Uc+WSc4UL2upJpOpa54T64xMGhPg4OrV2H/ZlUpONX9+daurWEZRgc3tbP4Q1kucTdO7dx94rcOhuxZPjZaP/+QUUpj64XZGnveFMo1abVvYDAxJS9mMaNxXa/UhL2HaScNzJT/b9Zivltdc+xWP8iaedNxKz9gEncOkSt9R3m6p8hHbsf368zV/0jVr6Ie6pKqfFFTFkIXckNWt1zuP4iCfsOAKSwyCd+jFr7aSbL/3tQtk1m8f0Gje5zpJw3ELcOcTMNFIErt0O99VT40utRbv41re45bGNZJ32/FYQ0qE5UtrDjjgMSQ6QwtlgGbgmBhWMO4/llSo3/j6RzF+BjG8OYRh5L9iFFgnr7JHHrMEIYlJt/Q7PzHFIuX5z4qo3rLaLCf/oqqKIgRRxDJLfcLyEk6dh9lBp/xXT5d1GZNpYxgFJdWt3zmEYPmdgDSJEiG38Hc7U/ZqH+OZLOXXTcCRYbn7/hEnaGzGIZvTTap6i2volp9CCQONYe5Bbzi5gyjymztLpnqXdOIkWcWvu7VFvfYGXOEKW6uP5CKLcZlOrQ9SZpu2NIEb8qzGlzlHLDtlp0w7Y63lTYViyKc98qnl/F9Reod05ieb0s6ZZtDq1z4/7KMESGXOLdTFf+EzOV/0omTPo5X/8zfFWnkPgxrjfXylYIEu/+HTFzN3H7AK3uBUrNL5OwjxEz9yKFSS7xGNXWt5ko/Qd60z+FIfP4qkGzc4aEfTsJ+3aCXBxNXK9Eo/MsihZgIEUM2xiKSjje7HV7LUyjh57k+5ip/T52dYhM/H5A4HoLtN1R8sn3XEeuDp9S469QdMMSqjZdb4qWewHHGuG6K6UIQaNzmoX650jHTtD15pmr/QmOOULSvmvLzVjGALnEoyzUP4dj7iLpHMP1SszV/ghTBuU9AxSuX8H15qi3vxeGSBkYMo1jDCPl1jLwBOVTh1CqS7X1bZTycf155uufDUMLXx2jlOdX8fwKrl/CU3WE6tD2xvBVUG5aiq2Xgw/2ihJtd5R6+3tB7gksTKMH2xhgK2XATWHQ8DqRJ+7q9hVNtxuGkrwyefzQGCc0t4ZKq80nvvwNLs5eO8RhV2+B33zvw/RnrmcxrX7RuPqGfrMEiCu/u1nYyUYvM9cTqrLVZ90o6/Vx5XPma3U+/sW/ZbJUvWZbR4b7+V/f8/YbSlC4kby3Mv71PrOZ7JVSdD2Pzz39HJ8/dfaa210qZvPLj74luvW+1jysHMu15Lved7ba9uuVrufxl98/w59977lrfjbhWHzskQd4KDQaLbHZ+tyKrmz03RvhlazBzb77aszlq60fNyILT1WZrvwu5ebjuP4ivmoytvBrWEYf/el/QiH53qUWWbsSxQZ/vxYbfWdFbgmjn225X2G68l+4vPivUcpFigS5+CP0pn82SgpXSP4YHXeU2eqnma1+GkMWyMbfRpp7V7SraHcvMtX4VBQWIomRjr+F3vRPRs9N2HcwlPtlZqu/z6X5X0LhIZDY5g6S9p3XMc7V4xNrxhv8d8w6QG/6Z5mv/XfKrceRIk7KOUEh+T4anWeiT9c7p5iu/Bdcb5aON46vmlxe/NcYIk0m/hB96Z9n87lYfdslhEEm9iD19kmmKp8CBIZIMpz/N2TiD+JYO+lN/xyztT+gNv8kQsRI2XdTTH2IcutrUTvNzlmmKv8x8BxwJ/FVjSuLvxHmKjhOf/Yj6z4/EsGKPjvmSCj7P+DK4m9EbtuWMUB/5sPRuIqpD+H6C0xX/i8UHo4xTCbxdnzV3GDsmyOFQ2/qZ5gs/w6j87+IFA4x6zZ29PwO0lhpBN1Yzy2jl970zzFT+a+Mzn00TGi4n0LyfSzUPxt9r+NNMlH6reAGOSyPOFH+BKbME7f2h5Uf0hs+a6Uedb1pxkv/gbZ7MWxrlqnyf2Su9v8Qs/YwmP1YaOzYfN0qpVCqgxQxPG+RK4v/FoEZutvb5BKP0Z/+p9GB+/pYXyeFkOQSj6BUm9naHzFX/1MgSCA7nPs3JJy7Vu9f4mZ4LQlsc4hc4l0sNj7PZPmTKLqknfsYyHw4qvwRtw4xlPsVZqqf5tL8r6Bwwz1gO3H7UNiWy1I8/2T5k2EowVJ8/wMMZn8R2xy86et2/XW0/D0pbHpS7wchWaj/ObO1Pwj/HiMde4DCqu9fa+9WdP05ZqufxvMrLCX8TNjHgqpF1xXiBoLAANnoPMNs7Y/w/Tpx+wCDmV8Mc3ksf3IzDwchjLCSC8zW/pCpShmBQcK+nW25X8Uxd6CUwlctTJmm7Y4xtvC/IDBCnY5TTH2AYuonowo6m3mUCGGQiT9AofMepiu/x4z4NIZMk0/8WBCWJK6W6cp/F1f9+2qZizXPXh57qfElFup/husv0nGvAIKx+X+JIdMUku+lJ/mBdZ65uiUglEUdUxZZaPwF5ebjwd9R2MYgg9mPkYk/sOH4l9if7eMvxp7hfGWO3ZniqqdWui2+NnmOgXiGV1pcUNyolfkm87rohOb6cX2f6XKVzgblV1diGyb9mdQat/rNaLhtvjFzlvl2ldvzOziSWy5pqpRiplUha8eJGWvdk746+Sx1t819vfvojW18e62UYrQ+y3hjgWP5nVyqz7I/M4Qlt24Rfnr+Ahfrs9xd2MWu1OaeGDfC0lju7d2HLYNkall7OfFX1/OYLtfo+teeh5hp0ZdJXneVFV/5TLfK9DoZzKtk0/U9zpbH2ZsZWHcuAJpeh6fmzrMvM8hAPPAumW6VqXVb7Ez18lJlkqfmz/PekeMkTYeXq1MkDAfbt5mpVam5rU3nUQpJLhljrDmzaT/WG8vKfvjKZ65dYzC+1gOm4bapuW36NulHIA93wzZeL1Q6TU7NjjFo9WBeQxekEBRTyTV5cxbaNb40eZqRRA8ninsjvVBKUe421ugpQKXb5LNjT3BfcR+3pfv5ysQzvHPo2Bqdul7aXpe/mXqOtw4cwTG2XkkBoOO7G/bjpcoklW6De3qup0Tm5rza+lHttq57H1PKpeON4/mBgbPWbTFan+VAZpiYOcB816TXSeF54yCCl/SlF5/gpvxymHl8a/ufUj4d7woohW2NrNNWekXSt6Xbr1l81QkT5vUjRXyVodNXVbreNL7qIkUCy+gLSt5hhm2p8BZqIYpzlyKGZfQir0q4qZSP55fo+vMo1UUKC0Nmwptoc0tGH89v0HZHiZm7kDIe3pYGicuCm+4pLKMPKZIo1abrTeGrJkLYQWUP5eP5ZWxzBCEErl+m606sG4KxFOKicGl3R7GMXowVyeQC+c1ghSER0ThReF6Jrj8XjtPGMgYxZDI4sNIJZOrXQZhYMkhA1/XmopwKnl+l446vmxA1uHUfJigNOIops5hRtQXw/BpdbwrT6MUMb5CX53IWX7URwsQQqdCbwY4Myr6qh/PdwQznputNY8jsDR2ig0oHM3h+GUVQHWIpbAgIDS8NHHPkqlwnK9vohm1UAAPT6AmTYk5jm9uQwsH3W7S9sbDiw2qkiIVry6TtjiGEFSYCDdeH36LjXYk8PXzVpu2OhTkUViOEg2NuR2DTccc2Xbem7GWh8efMVj9Nf+afEbf2ExyYfKqtbzNV+c/sKHyCTPxNXI+BINhXgoSgQVWFq/cjFcp9NgrJMY08puxdFVoTlBGdxTaGI4PkjeD5DbreNJbRj6eqeN4iCIklezFkdtUzr94DhLAwRDrUQ5Nq+5tMlT9FPvGeFRVVFK3uOcZL/xt9mQ/Tm/ogrl+5KetWiiSuP4PrV4iZt0WyVMqj440DItTX4O++6uB6s+GerhAihinz4TiD9tvuZVB+oGPr3Jwvr7M5lGpGuSFMWQgTWW79PdL1Fnhp5v3k4++imP4ZXG8OUJhGIaz+sawbHXciLLe5fcO1tlRxo+tN4/l1hLCwZE/UL191mKv9MeXGV+jL/BMccweB7vqUGl9ipvrf2NP3xyTsg/iqQ7s7imkUg4S3G1xOrdyXDJHEMvtxvRKgsIwBPL+E689FOVra4W+ZKXvw/DKuv4htDNLxJsLfuF5cr4Trzwf7PIKON44UCUzZg+sHxsuViWEDBKYsYhl9+KpO2x3FMXchZSLSnWAfqmKb23D9MuOL/x5DZiimPhQm6QTPLzNZ/m2EMNnd+3tca23PtWp88rmvcbE2z1sH93EoN4ApDaYaZR6feInxRplfO/Ywd/YMb/QbuaXNQ3tOaF4RppRsy7967r6X6nPU3TYf2HkfAsHL1SnG6vMMJwo40uTPLz/F/uwQx4t7ydtBvKKnfMbqc3xr9kUe6j9Mpduk7rbpcVK8VAky+JY6DXpjGYYTBZ4tXWa+XSVu2IzV52i4bVzf48XKBNOtMgnD5mB2G2fKJipcGQAAFY5JREFU48y0KuxM9XIsH4QiKKWYbpX56tSzHMhsI2PFeXr+Al3lkbOSZKwYL1WnyFoJLGlQ6TZxfY+8neRofjkEpdJtcmphFCkkdxR2cL46zVy7yr70IF3lRWNpem2+MnEWQ0oOZYfJWglmWmX6YllaRofJbglTSO7p2c0LpSt0lUfeSpK1E7xYmSRtxTiS3r7KMLEk0/5YhrjpkDBsDCEpdxs03DazrQq70v203A5fnjzN8eJeDmSGOFuZoOl1uCO/g7rbZrFbRym4UJthtBaUaryrsIuXq1PMtavsSBaZbJWYbVfYkSxyMDvMpdocGSu4qdiZ6uWZ0hi+8qm7bcbqc+zPDJGMWVwoTTBWn+PB9CEkgu3JIvPtKpY0GIwvv4SO1ec27MdobWbdsRxa0Y+u73Jy4SLfnTvP2waOkDAdkqaDISRTzRKX6nOM1ed4ZOgYKTPG2cpEINPsdmwjfIH1Xb43f57vzp3n7YNHGYjneKF0BUsa3FnYRWzFwflyfZ4rjXkMIelxUhjCWFdPD2WHo0OmQvH9hVHm2lUOZrYxnFj+IW15HU4tXEIJxVAsj49itDbLYDxPfzzLs4tjkY5dbswTcwx2FvIsduqcKY+TtmLsSw/yQvkKDa/NoewwfbFs9NxKt8GphUtY0uBgdpjvzZ9ntDbDPYXlJKMAC50afzV+CkNK3tx3kJrb4nJ9nm2JAvvSgwwnenCVj1LBZ2fbFUqdBlkrwUvVSVJmjCO57ZGsFIqXKpNcrs8zFM9jGyZj9flobs9Xp1noVLncmF9VQeDFygSWMKi5LVJmjHK3yWKnznCiQI+T4kx5HFMabE/0bNgP1/d4vnyFUqfB4dxwqJvzbEvkkUjGG/OY0uDunts4V5lktlVhT2aQ7YmeSCYtr8vJhYs0vQ6Hstu4WJuJ9GNfZhBbmpE+jDcWaPtdDCEpOCl2JHvX6HrT7TBWn2M42cNobQZPKeba1Ugel+vzNNw2ba/L+eoU25M9zLWroGC2HRj6jua2M90qU+k0cAyb7YkCL5QbSGFxR2EHs905kDlsawfna9N8aeK7HC/upeCkyFpx8qLLueoUR3Mj4S3zHnzVpdz4Ko3u85vu60JYpJ37SDp3rPl/S21d9Y3gULuJ+7MQQTnO1ZUNuOogIzCNHKZxbaOQEDJ4aTZWu8Ur5VJrP0Gt/d1rtCBJOfeQji17btjmcoiGIRIYctkTSYgYjty5ppWVfTVlFtPe/PdWYBC314ZHBof3tUZVgQgOg+sc5oOEuw6OuTZccqWLvyHTxO0Dm/YLIG6tDSU0ZApDrp7vjeZy7WdSqwwtAI7cie+3WKh/Ljh4bULggfMOHGtn2KaJbQ4B64f32ebGoWnL/bLCeV4dIrZyrqWMEZdrQ3GvJrZODL6UMWIr5CWFs65cr2ZpjKvaWrHWlFJUm3+LbQ6Tdt60Su981UKpDm33PNOVM/jXiLFfcrk3ZQYhTBxz+yafFqHMNpY7sKGOQlC5YaHxl9fMN2LKIvnEo5FcDRJgbBzut9EesESt9R1AkI0/GPY/wJBZBBaeXw6fe/PWrWX0r67UQXCrv94alcJeteesx+Zzs/E6W8L3myw2vkBnRW6f9TBEkqRzDyiFQmEZPVjGxmGZK+W5Se/Csp3rh9f7qkml+bfErP2knOMYMjgjKKVIOHfilsuRUS8oa7xxOD1svC/Z5nK489V6unINr/ztia3YD67+TVo5Hsvou6bB3xCp9SuPrPhup/sMjc5zbMv9Kgl7OVTWVx0caxeN9qlNn7FEj5PkF488xOdGT/H1qfN85vzT+ChydpzbC0P84/33ciQ/+Iq9QrVxQvO6ZqFToy+W4ZszL3KmMk5/LMttqX5OL17iSG47KSvOtniB+IpbcoGgYKco2Cm2JYKDV7XbxJEmT82fx5YmR/MjPF+6zGRzEQUkDQcfhS0NnqlOszvdz/OlKwzEc8y0KnR9j/O1aSSCurt6Y0pbcXqcNEOJPAnD4cm5l3n74BGSZozTi2MUY2mmmiXOVsbZliigFEw2FyPjhEKx0K7xUnWSewq3MdOqMFqbZX92iCfmzvGW/kPRWNJmnKQVI28ncX2Ps5VxLtZmiBk2x/I7SJtxLtSmOV+djvqRthKcXLiIrxTTrRIZK86e9ED07OfDg3PCdBirz5O2YjjS5FJ9LjIqJE0HGd6CD8Xz2NIkaTrMtMo8X7rCoewwo7VZjmS3c7E6Q81tkbbinFocpdfJ4CufZxbH6HguA8kiE80SaSuOpzwuN+bZnV6dy8KWBuVOg9lWhf5YlqTl0B/P0utkeLY0hqt8ZlrlaBxLJAxn3X6cXrzExdrMumOJG1bUj12pPpJmjIKToj+e5Ux5IpLHxdoMaTtOfzxLyorx9PyFdWVqCBm10RfLcLY8gad8DCTfnXuZN/cvV9h5qTJJ2+9yR34nE83FdfX0hfIVhuL5yGtEKYgbdiDT0iUG4jms8Mah7nY4uXCRd227E1MafHPmLHknxdMLFziQGYp0zBJGpOv7MoM8PX8BT/lMt0oopXi2dJkjuWEcuWxIUSrQlaWxnFy4QF8sS9FJU3TSq1wwHWlFepqx4nR8F0saPLN4iaH46hfMUqfO12fOcE9hN5fqs8y2Kgzkspgrb2QU2NLEkganFkeJhQa0tBXn8ann6Pou+zNDXKjOrGr7xcokMcPiXGiYixsO+zNDnA77cbYywSODx0iasQ37UQnnJGPFeXzyOVJWjNtS/ZxaGMVHBWvSdDi5cJHz1Wl2JIvEDXvN9cDSenmxMkHeTlFwUgzEsqsSS43V55hplam4LVzfZShRwFdqja43vQ5nKuPknWSwHnyftBWPdH0gluWZ6jT7M0Ncqs/R8rpMNBexQi+hvliWJ+deZqFdY09mgG2JPOVuc139OJzbTsJwovXiKZ9TC5fYleql1FknF4ywrunqK7HWuUH9wWGposemn0FydSlMzWuEALi2HgYlG1+dhIs/iFjmEOXGV6i1nyZuBwYP11tgtvaH2OYwjrmTljuKuEZFlKDixWsZ0ihDj5pr7DvC4pWHhSxjGQO43hzV1rdJOvcghIHnV1is/zlCGOGB8fUb2nlzCCucbGGt3UiS2VeCwMQ2B2l0TlPvnA4MMcqn688yW/19Us5dmGFZ2B92gsSoSSqtr+NYu5AihlJd6u2TVJtfJ5d4J1uRgxCC3liKf7TvXt6z43aq3TZKQcwwKTgJktbNSQiufzk1r2uyVoKLtRne1Lufb8++xEAsx/ZkDy+Ur2AKg6ydoDeWWXUbLUVw8MzYcfpiWRpuh7JSNMMkLnk7xY5kkfPVKcrdJrtT/UgBU80yGSsR3WImTYeRZA++8lAoOp7L7nQ/B7PLlmghBEnTIWcn6HUyxE2bmGGxK9VHy+vS8V2G4nnqbpuW1yVnJZFCsHjVS/1gPMftuRHOVMYZjOeJGRY7k0WenD1H2opFY4kZFjk7QdFJk7eTnC6NMRjP83zpCoPxHOVOg0q3ScNtR/3o+h5z7SoCwWA8R85Krnr2fb37eGLuHGfK49jSxFc+TS9wN31L30G+M3cOx7DYkxogayXoi2WYbJZ4oXwF1/ewhEHKCjwuIAjf2e704EiT7y9cZKKxgCEkpU6TlOUwGM/hKo+21yVrJWh5a5OpWtIkayeQQmBKg7ydQilF0UmzPdHDaH0W1/fXHHQ36sel+tyGY3EMK+qHFJKcnSRrBTI2hYzksbIfaTO2oUyNFW30OGlaXjBHppScLY+vHqiAbYkCg/Ec8+3qunp6sTqDq5ZfBhc7NU4vjmIIScf3VucXANJWjB3JIgudGjOtCqY0GE4U2JXqw1M+Zyrj9MWzka57yme2XYnGMpzoIW7anFoYJW3Fo7AMBdTd9qqx7E0PkLOTFJyrbi8NM9JTgYgO8gudOp5a7Z5Yc1skuzESps2R3AgNr8Pz5cAwmAu9oepuO2pjsdNgOBFjezKY25cqEwwm8gwnCpy+Kpwja8WZbJaIGzbz7Rq3pZLR/tH1XXqdNMOJAh3f27AfvU6GoUSB7Ykenpx7mbQVZ3uyh+dKY/hK0eOkSFtxxq7SsR4nhRH+2I83Flatl12p/kDHrgoPUihydhJDGjS6LYbjBSabi2t0XYQx4l3fo+25JEwnksel+hz70oE3hi1NBuI5zlen6PoeI8kiz7Uu0+tkGEn2UO422JEs0hvLkLUS0R60Uj8kItCDcL0oYLQ+ywvlK9zfu/q2XGCSiT1AJnY/1+YH9VBokLTv3mLyth/+l97XIwKHfOIxthYx/IOqhzefnuTfp+NeZrz0m9FBXqkujrWDgcxHScfeRJqtrO2bkRti6wTlIj9w7Q/e5H7lEo/Qci8wXfk/AYkQJkp1MI1e+tL/mJRz4qY96/WKEE5YrvTaa23Jk+S1Isgr8ZNMln+Hywu/FuUEUcolZu9jKPvL2Ma1vaF+GHCs2yimfor52p9yYfafIYWDoovEIRN/iGLqp6+rPUsa9Mcz9F9/6rotoY0Tmtc1O5JFzlWn+OL4SfZmBsjacb46+QxFJ81APMtoPc6Tc+e4v+8APc7qTNJZKzjc9sWznFq8RKlbJ2k6pK1YYNgIDwdnyuM4hknRSfNsaYyxxhxnyxMkTAdbmiRMh0q3CUC52+C50mUe6Fv9Up4245HbfdYOYr4SpsOOVJFvzb5IwnA4nB0Obu2FwFtx2ETBfLvG5cY8ALel+nimdInPXznJgew2bGFGYzGEQcFOcXrxEncVdmFLg5FkkZrbImbYTHmBR0LMsKN+xAyLuwq7ooPxyhh031dcqE1Td9vBTW48x/fmzxMzbPpiGc5Vp3CVhykkKcvBVyowEsVzdHyXhOEQN21eKI9zuTHPqcVRHGkRkxa2YZKxElTcJpY0ydsJTGnw1Px5kqbD3vQA3517mYVOjf5YlpbXYbwxz/cXR9mV7OVcdZKpZoneWIaCneR78+cZiOfYnern+4uj7MsMrsoP4Cl/w3440txwLIdz23mhfIWFTo2heJ6BeI5yt8FT8+fJ2QmeCuUxFM9H/eiLZbkjv5OXKhNrZAqQsxKUuw2+N3+ekWQPJxdGcaTJG4qr8xYkTYeYYSE20dOlfy4hhcRVfmDAsZyVebCQQgbzLgRZK8GdhZ1Mt8qhcagR6RhK8Ww50PULtRmO5XdwrjIJQNvvcqE6gw+rbvUlgj3pfp6Yezkay5L3wtWs1FNDyCCuXfnk7SRz7WoQhtGukbUSHMoOcyg7zHOlKwzEsyy0a5hSIlc+W4iojYKTJG3Forndkx6g6jb55syLmEKuurEbTvQw1SyxJz1Aw+sQM8xo/+iP5/BRoes6G/Yjbtr4SmFKg52pXtJWLGwjQ8Nrc3LhIr2xDMeLezhXWdax1fKQ0XpJWbFIP56ce5k78juiHBkJw8GVwd5gCsGuVB9nKuNrdD1lOTiGxXdmX6Lre8GaX9J1w4r2sRfKV9iXGeT04iX2pgc5kBliulWm7XdxpEXGige6ddUetFI/Xihf4VBuOFovx4t7KNgpSp36mrkXNyVh3eubH4Ux/qCj5+j6EULgmLvYnv93dLwreH4QumHIBJbRjymLr/nN91YRYUnc1xpT9jGU/Re0k+/H82uACnPYFMMKPD/8R6zrWWuGTLOj5xOYm4Rz3EyEkMStw4wUPh7lixFIpExiGQNYRoEflX1CCptC8id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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, training_name, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Developing code for others" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
developing code for others for United States
0 - Mostly me32.0408163.680982-1.640165
11610.8843548.5889572.295397
22214.96598612.2699392.696048
32416.32653128.220859-11.894328
43121.08843521.472393-0.383957
5 - Mostly other people5134.69387825.7668718.927006
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "developing code for others for United States \n", - "0 - Mostly me 3 2.040816 \n", - "1 16 10.884354 \n", - "2 22 14.965986 \n", - "3 24 16.326531 \n", - "4 31 21.088435 \n", - "5 - Mostly other people 51 34.693878 \n", - "\n", - " Percentage in 2017 \\\n", - "developing code for others for United States \n", - "0 - Mostly me 3.680982 \n", - "1 8.588957 \n", - "2 12.269939 \n", - "3 28.220859 \n", - "4 21.472393 \n", - "5 - Mostly other people 25.766871 \n", - "\n", - " Difference with previous year \n", - "developing code for others for United States \n", - "0 - Mostly me -1.640165 \n", - "1 2.295397 \n", - "2 2.696048 \n", - "3 -11.894328 \n", - "4 -0.383957 \n", - "5 - Mostly other people 8.927006 " - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Working with same researchers for United States
Same researcher(s)6748.55072548.3443710.206354
Regularly change researcher(s)4734.05797151.655629-17.597658
Different researchers, same research group2417.391304NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Working with same researchers for United States \n", - "Same researcher(s) 67 48.550725 \n", - "Regularly change researcher(s) 47 34.057971 \n", - "Different researchers, same research group 24 17.391304 \n", - "\n", - " Percentage in 2017 \\\n", - "Working with same researchers for United States \n", - "Same researcher(s) 48.344371 \n", - "Regularly change researcher(s) 51.655629 \n", - "Different researchers, same research group NaN \n", - "\n", - " Difference with previous year \n", - "Working with same researchers for United States \n", - "Same researcher(s) 0.206354 \n", - "Regularly change researcher(s) -17.597658 \n", - "Different researchers, same research group NaN " - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ], - "text/plain": [ - " Count Percentage \\\n", - "member of a dedicated group for United States \n", - "No 68 49.275362 \n", - "Yes 70 50.724638 \n", - "\n", - " Percentage in 2017 \\\n", - "member of a dedicated group for United States \n", - "No 56.25 \n", - "Yes 43.75 \n", - "\n", - " Difference with previous year \n", - "member of a dedicated group for United States \n", - "No -6.974638 \n", - "Yes 6.974638 " - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'member of a dedicated group'\n", - "results = count_diff(df, dedicated_research, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Number of software projects for United States
0.021.5267182.054795-0.528077
1.01712.97709913.013699-0.036599
2.03728.24427520.5479457.696330
3.02922.13740532.191781-10.054376
4.01410.6870238.2191782.467845
5.01712.97709911.6438361.333264
6.053.8167942.0547951.761999
7.010.7633592.054795-1.291436
8.021.5267182.054795-0.528077
10.043.0534352.7397260.313709
12.010.7633590.6849320.078427
14.010.7633590.6849320.078427
20.010.7633590.6849320.078427
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Number of software projects for United States \n", - "0.0 2 1.526718 \n", - "1.0 17 12.977099 \n", - "2.0 37 28.244275 \n", - "3.0 29 22.137405 \n", - "4.0 14 10.687023 \n", - "5.0 17 12.977099 \n", - "6.0 5 3.816794 \n", - "7.0 1 0.763359 \n", - "8.0 2 1.526718 \n", - "10.0 4 3.053435 \n", - "12.0 1 0.763359 \n", - "14.0 1 0.763359 \n", - "20.0 1 0.763359 \n", - "\n", - " Percentage in 2017 \\\n", - "Number of software projects for United States \n", - "0.0 2.054795 \n", - "1.0 13.013699 \n", - "2.0 20.547945 \n", - "3.0 32.191781 \n", - "4.0 8.219178 \n", - "5.0 11.643836 \n", - "6.0 2.054795 \n", - "7.0 2.054795 \n", - "8.0 2.054795 \n", - "10.0 2.739726 \n", - "12.0 0.684932 \n", - "14.0 0.684932 \n", - "20.0 0.684932 \n", - "\n", - " Difference with previous year \n", - "Number of software projects for United States \n", - "0.0 -0.528077 \n", - "1.0 -0.036599 \n", - "2.0 7.696330 \n", - "3.0 -10.054376 \n", - "4.0 2.467845 \n", - "5.0 1.333264 \n", - "6.0 1.761999 \n", - "7.0 -1.291436 \n", - "8.0 -0.528077 \n", - "10.0 0.313709 \n", - "12.0 0.078427 \n", - "14.0 0.078427 \n", - "20.0 0.078427 " - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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100.010.757576
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" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "0.0 1 0.757576\n", - "1.0 33 25.000000\n", - "2.0 41 31.060606\n", - "3.0 20 15.151515\n", - "4.0 11 8.333333\n", - "5.0 12 9.090909\n", - "6.0 3 2.272727\n", - "7.0 1 0.757576\n", - "8.0 1 0.757576\n", - "10.0 4 3.030303\n", - "12.0 1 0.757576\n", - "15.0 1 0.757576\n", - "20.0 1 0.757576\n", - "30.0 1 0.757576\n", - "100.0 1 0.757576" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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JdWM/HgAAAABjocvbwX4nyZ8kWV5KWTay7ewkH01yTSnl5CT/J8kfjs+IAAAAAIzWZiNQrfV/JSnPcfObxnYcAAAAAMbD87o6GAAAAADbJhEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAEiEAAAAEADRCAAAACABohAAAAAAA0QgYAxddJJJ2WPPfbIAQccsGHbggULsvfee2dwcDCDg4NZunRpkuSWW27JwMBAZs6cmZUrVyZJHn/88Rx11FFZt25dT+YHAADYXolAwJh65zvfmeuvv36j7e973/uybNmyLFu2LLNnz06SLFq0KEuXLs3ixYtz6aWXJkkWLlyYs88+O5MmeXoCAAAYS37LAsbU61//+uy2226d9u3r68vQ0FCGhobS19eXVatW5cEHH8wRRxwxvkMCAAA0aEqvBwDacPHFF+fKK6/MzJkzs2jRouy666754Ac/mBNPPDE77rhjPvOZz+T9739/Fi5c2OtRAQAAtkuOBALG3bve9a6sWrUqy5YtS39/f84444wkyeDgYG699dbcfPPN+cEPfpD+/v7UWnPcccflHe94Rx555JEeTw4AALD9EIGAcbfnnntm8uTJmTRpUubNm5fbb7/9GbfXWrNw4cKce+65Of/88/Oxj30s8+bNy0UXXdSjiQEAALY/IhAw7lavXr3h46985SvPuHJYklx55ZWZPXt2dttttwwNDWXSpEmZNGlShoaGtvaoAAAA2y3nBALG1PHHH5+vf/3refTRR7PPPvvk/PPPz9e//vUsW7YspZS84hWvyGWXXbZh/6GhoVx++eW54YYbkiSnn356Zs+enR122CGf+9znevVtAAAAbHdKrXVr3t9WvTOSLNil1xNsbMETvZ5gIzOumNHrETZp+dzlvR4BAACAia902cnbwQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQgM1GoFLK35dSflxKWfG0bQtKKQ+XUpaN/Jk9vmMCAAAAMBpdLhF/eZKLk1z5rO0fr7VeMOYTARPafftN6/UIG5n23ft6PQIAAMCEt9kjgWqt30jy71thFgAAAADGyWjOCfTuUsq9I28X2/W5diqlzC+l3FFKuWPJkiWjuDsAAAAAtlSXt4Ntyt8l+cskdeTvRUlO2tSOtdYlSX5Vf+oW3h8AAAAAo7BFRwLVWh+pta6tta5L8okkh47tWAAAAACMpS2KQKWU/qd9+pYkK55rXwAAAAB6b7NvByulXJ3kiCQvKaU8lOS8JEeUUgaz/u1dDyT503GcEQAAAIBR2mwEqrUev4nNnxqHWQAAAAAYJ6O5OhgAAAAA2wgRCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAAzYbgUopf19K+XEpZcXTtu1WSrmxlLJy5O9dx3dMAAAAAEajy5FAlyd587O2fSDJ12qtr07ytZHPAQAAAJigNhuBaq3fSPLvz9r8B0muGPn4iiRzxnguAAAAAMbQlp4TaM9a6+qRj3+UZM/n2rGUMr+Uckcp5Y4lS5Zs4d0BAAAAMBqjPjF0rbUmqb/h9iW11pm11pnz588f7d0B0LgLL7wwBxxwQKZPn57FixcnSc4666wMDAzkxBNP3LDfVVddteF2AABgyyPQI6WU/iQZ+fvHYzcSAGzaihUr8olPfCK333577rnnnnz1q1/NPffck7vuuiv33ntvdthhhyxfvjxr1qzJpz/96Zx66qm9HhkAACaMLY1A/5hk7sjHc5NcNzbjAMBzu++++3LYYYflhS98YaZMmZI3vOENufbaazM8PJxaa4aGhtLX15cLLrggp512Wvr6+no9MgAATBhdLhF/dZL/nWTfUspDpZSTk3w0yaxSysokvzvyOQCMqwMOOCDf/OY389Of/jRDQ0NZunRpHn300cyePTsHHXRQ+vv7s8suu+S2227LnDmuWQAAAE83ZXM71FqPf46b3jTGswDAbzRt2rScddZZOeqoo/KiF70og4ODmTx5cs4888yceeaZSZJTTjklH/7wh/PJT34yN9xwQwYGBnLOOef0eHIAAOi9UZ8YGgC2ppNPPjl33nlnvvGNb2TXXXfNa17zmg233X333am1Zt99980XvvCFXHPNNVm1alVWrlzZw4kBAGBi2OyRQAAwkfz4xz/OHnvskR/+8If58pe/nFtvvXXDbeeee26WLFmS4eHhrF27NkkyadKkDA0N9WpcAACYMEQgALYpxx57bH7605+mr68vl1xySaZOnZokufbaazNz5szstddeSZLBwcHMmDEjAwMDOfDAA3s5MgAATAil1ro172+r3hlJFuzS6wk2tuCJXk+wkRlXzOj1CJu0fO7yXo+wkfv2m9brETYy7bv39XoEAACAXipddnJOIAAAAIAGiEAAAAAADRCBAAAAABogAgFMEB//+Mczffr0HHDAATn++OPz1FNP5YQTTsjAwEDOPvvsDfstXLgw1157bQ8nBQAAtkUiEMAE8PDDD+eiiy7KHXfckRUrVmTt2rVZsmRJdtxxx9x777351re+lSeeeCKrV6/Obbfdljlz5vR6ZAAAYBvjEvEAE8Qvf/nLrFmzJn19fRkaGkqtNWvWrMm6desyPDycyZMn50Mf+lDOP//8Xo86phYdd3SvR9jIGf/w1V6PAAAAY86RQAATwN577533v//9efnLX57+/v7ssssuec973pPdd989Bx98cI455pjcf//9WbduXQ4++OBejwsAAGyDHAkEMAE89thjue666/Kv//qvmTp1at7+9rfnqquuyuLFizfsc8wxx+Syyy7LRz7ykdxzzz2ZNWtW5s2b18OpAQCAbYkjgQAmgH/+53/OK1/5yuy+++7p6+vLW9/61vzLv/zLhtuvu+66HHLIIXnyySezatWqXHPNNfniF7+YoaGhHk4NAABsS0QggAng5S9/eW699dYN5wL62te+lmnTpiVJhoeHs3jx4px55plZs2ZNSilJkrVr1+YXv/hFL8cGAAC2ISIQwARw2GGH5W1ve1sOPvjgzJgxI+vWrcv8+fOTJJdccknmzp2bF77whRkYGMjQ0FBmzJiRQw45JFOnTu3x5AAAwLbCOYEAJojzzz9/k1f+eu9737vh41JKrr766q05FgAAsJ1wJBAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogEvEA4yDS/7rTb0eYSOnXvrGXo8AAAD0kCOBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaMCU0XxxKeWBJD9LsjbJL2utM8diKAAAAADG1qgi0Igja62PjsF/BwAAAIBx4u1gAAAAAA0YbQSqSW4opdxZSpm/qR1KKfNLKXeUUu5YsmTJKO8OAAAAgC0x2reDHV5rfbiUskeSG0sp3621fuPpO9RalyT5Vf2po7w/AAAAALbAqI4EqrU+PPL3j5N8JcmhYzEUAAAAAGNriyNQKeVFpZSdf/VxkqOSrBirwQAAAAAYO6N5O9ieSb5SSvnVf+dztdbrx2QqAAAAAMbUFkegWusPkhw4hrMAAAAAME5cIh4AAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAAAA0QAQCAAAAaIAIBAAAANAAEQgAAACgASIQAAAAQANEIAAAAIAGiEAAAAAADRCBAAAAABogAgEAwBh56qmncuihh+bAAw/M9OnTc9555yVJTjjhhAwMDOTss8/esO/ChQtz7bXX9mpUABo0pdcDAADA9uIFL3hBbrrppuy0004ZHh7O4Ycfnje96U3Zcccdc++992bWrFl54oknMjQ0lNtuuy3nnHNOr0cGoCGOBAIAgDFSSslOO+2UJBkeHs7w8HBqrVmzZk3WrVuX4eHhTJ48OR/60Idy/vnn93haAFojAgEAwBhau3ZtBgcHs8cee2TWrFl5wxvekN133z0HH3xwjjnmmNx///1Zt25dDj744F6PCkBjvB0MAADG0OTJk7Ns2bI8/vjjectb3pIVK1Zk8eLFG24/5phjctlll+UjH/lI7rnnnsyaNSvz5s3r4cQAtMKRQAAAMA6mTp2aI488Mtdff/2Gbdddd10OOeSQPPnkk1m1alWuueaafPGLX8zQ0FAPJwWgFSIQAACMkZ/85Cd5/PHHkyRr1qzJjTfemP322y/J+nMELV68OGeeeWbWrFmTUkqS9W8f+8UvftGzmQFoh7eDAQDAGFm9enXmzp2btWvXZt26dfnDP/zDHH300UmSSy65JHPnzs0LX/jCDAwMZGhoKDNmzMjs2bMzderUHk8OQAtEIAAAGCMDAwO5++67N3nbe9/73g0fl1Jy9dVXb62xACCJt4MBAAAANEEEAgAAAGiACAQAAADQABEIALYzDz74YI488sjsv//+mT59ei688MIkyVlnnZWBgYGceOKJG/a96qqrsnjx4l6NCgDAViQCAcB2ZsqUKVm0aFG+853v5NZbb80ll1ySe+65J3fddVfuvffe7LDDDlm+fHn5z2nhAAAdM0lEQVTWrFmTT3/60zn11FN7PTIAAFuBq4MBwHamv78//f39SZKdd94506ZNyw9/+MMMDw+n1pqhoaH09fXlggsuyGmnnZa+vr4eTwwT10tvXtbrETbyoyMHez0CANsoRwIBwHbsgQceyN133503vOENmT17dg466KD09/dnl112yW233ZY5c+b0ekQAALYSRwIBwHbqySefzLHHHpvFixfnxS9+cc4888yceeaZSZJTTjklH/7wh/PJT34yN9xwQwYGBnLOOef0eGIAAMaTI4EAYDs0PDycY489NieccELe+ta3PuO2u+++O7XW7LvvvvnCF76Qa665JqtWrcrKlSt7NC0AAFuDI4EAYDtTa83JJ5+cadOm5fTTT9/o9nPPPTdLlizJ8PBw1q5dmySZNGlShoaGtvaoAABsRY4EAoDtzC233JLPfOYzuemmmzI4OJjBwcEsXbo0SXLttddm5syZ2WuvvTJ16tQMDg5mxowZeeqpp3LggQf2eHIAAMaTI4EAYDtz+OGHp9a6ydvmzJnzjJNBX3DBBbngggu21mgAAPSQI4EAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA1wiHgC2AQ994Ju9HmEj+3z0db0eAQCA58GRQAAAAAANEIEAAAAAGiACAQAAADRABAIAAABogAgEAAAA0AARCAAAAKABIhAAAABAA0QgAAAAgAaIQAAAAAANEIEAAAAAGtBEBDrppJOyxx575IADDtiw7ayzzsrAwEBOPPHEDduuuuqqLF68uBcjAgA94DVCd9aKseTnqTtr1Y116s5adbO9rlMTEeid73xnrr/++g2fP/HEE7nrrrty7733Zocddsjy5cuzZs2afPrTn86pp57aw0kBgK3Ja4TurBVjyc9Td9aqG+vUnbXqZntdpyYi0Otf//rstttuGz6fNGlShoeHU2vN0NBQ+vr6csEFF+S0005LX19fDycFALYmrxG6s1aMJT9P3VmrbqxTd9aqm+11nZqIQM+28847Z/bs2TnooIPS39+fXXbZJbfddlvmzJnT69EAgB7yGqE7a8VY8vPUnbXqxjp1Z6262V7WqdRat+b9bdU7e7oHHnggRx99dFasWLHRbaecckr+7M/+LHfddVduuOGGDAwM5JxzzunBlONgwS69nmBjC57o9QQbmXHFjF6PsEnL5y7v9QgbuW+/ab0eYSPTvntfr0fYyCX/9aZej7CRUy99Y69H2KRFxx3d6xE2csY/fLXXI2zkoQ98s9cjbGSfj76u1yOMiWZfI2yBFtfqpTcv6/UIG/nRkYO9HmFMtPjztKWsVTfWqTtr1c02tk6ly05NHgn0dHfffXdqrdl3333zhS98Iddcc01WrVqVlStX9no0AKCHvEbozloxlvw8dWeturFO3VmrbrbldZrS6wF67dxzz82SJUsyPDyctWvXJln/Xr+hoaEeTwYA9JLXCN1ZK8aSn6furFU31qk7a9XNtrxOTRwJdPzxx+e3f/u3873vfS/77LNPPvWpTyVJrr322sycOTN77bVXpk6dmsHBwcyYMSNPPfVUDjzwwB5PDQCMN68RurNWjCU/T91Zq26sU3fWqpvtdZ2aOSdQs5wTqBPnBOrOOYG6cU6g7pwTqBvnBILecE4gALYRzgkEAAAAwHoiEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaMKXXA2ypV3zgf/R6hI088NH/r9cjAEDTFixY0OsRNmkizvW1m/5Lr0fYyJveuKrXIzAKXp93Y506mohXOU5c6bgjVznuphdXOXYkEAAAAEADRCAAAACABohAAAAAAA0QgQAAAAAaIAIBAAAANEAEAgAAAGiACAQAAADQABEIAAAAoAGjikCllDeXUr5XSrm/lPKBsRoKAAAAgLG1xRGolDI5ySVJfj/J/kmOL6XsP1aDAQAAADB2RnMk0KFJ7q+1/qDW+oskn0/yB2MzFgAAAABjqdRat+wLS3lbkjfXWk8Z+fxPkhxWa333s/abn2T+yKf/KclTWz7uuHhJkkd7PcQ2wlp1Y526sU7dWaturFN31qob69SNderOWnVjnbqzVt1Yp26sU3cTca0erbW+eXM7TRnvKWqtS5IsGe/72VKllDtqrTN7Pce2wFp1Y526sU7dWaturFN31qob69SNderOWnVjnbqzVt1Yp26sU3fb8lqN5u1gDyd52dM+32dkGwAAAAATzGgi0LeSvLqU8spSyg5J/ijJP47NWAAAAACMpS1+O1it9ZellHcn+Z9JJif5+1rrt8dssq1nwr5VbQKyVt1Yp26sU3fWqhvr1J216sY6dWOdurNW3Vin7qxVN9apG+vU3Ta7Vlt8YmgAAAAAth2jeTsYAAAAANsIEQgAAACgASIQAAAAQANEIAAAAIAGbPHVwbZ1pZTdkqTW+u+9noVtXyllzyR7j3z6cK31kV7OM5F57HVjnbrx2OvGOnVnrbrzPAVMVKWUXZK8OU97Pk/yP2utj/duqomnlFKSHJpnrtPt1dWjtmtNXR2slPLyJB9L8qYkjycpSV6c5KYkH6i1PtC76SYmL4Z/s1LKYJJLk+yS9U+aSbJP1v98/Vmt9a5ezTaReOx1Y52689jrxjp1Z6268Tz1/PhFFLa+UsqJSc5LckOe+Xw+K8n5tdYrezXbRFJKOSrJf0+yMs9cp1dl/b97N/RqNsZXaxHofydZnOSLtda1I9smJ3l7kvfWWn+rl/NNJF4Md1NKWZbkT2uttz1r+28luazWemBvJptYPPa6sU7deex1Y526s1bdeJ7qzi+i3ZVS9kvyB3lmLPvHWut9vZtqYrJWm1dK+V6Sw54dW0spuya5rdb6mt5MNrGUUu5L8vvPjvellFcmWVprndaTwSaoUsrvJZmTZz72rqu1Xt+7qbZMaxFoZa311c/3thZ5MdzNZn6m7q+1vmprzzQReex1Y52689jrxjp1Z6268TzVnV9EuymlnJXk+CSfT/LQyOZ9kvxRks/XWj/aq9kmGmvVTSnl+0leW2t94lnbd0lyh+ep9UopK5NMq7X+8lnbd0jyHf/u/VopZXGS1yS5Ms987J2YZGWt9T29mm1LtHZOoDtLKf89yRVJHhzZ9rIkc5Pc3bOpJqYXPTsAJUmt9dZSyot6MdAE9f+XUv5H1j8hPP1n6sQk21wVHkcee91Yp+489rqxTt1Zq248T3VXkmzq/7auG7mN9U5OMr3WOvz0jaWUv03y7STCxq9Zq24+kuSuUsoN+fXz1Muz/ii8v+zZVBPP3yf5Vinl83nm8/kfJflUz6aamGZvKtyXUv4hyfeTbFMRqLUjgXbI+ifPpx9C+VCSf0ryqVrrz3s120RTSrkoyX/Jpl8M/2ut9d29mm2iKaX8fjZ9WO7S3k01sXjsdWOdnh+PvW6sU3fWavM8T3VXSpmb5ENZ/3awjX4RrbVe3qPRJpRSyneT/F6t9f88a/t/TnJDrXXf3kw28Vir7kaOuPu9bHw+rsd6N9XEU0qZlk3/u/ed3k018ZRS7k1ycq31W8/afmjW/9s3ozeTbZmmIhDPjxfDAABbzi+im1dKeXOSi7P+5LRPj2WvSvLubfF8G+PFWkFvlFIOTvJ3SXbOr98O9rIkTyQ5tdZ6Z69m2xIi0IhSytG11q/2eg62H6WU+bXWJb2eY6Lz2OvGOnXnsdeNderOWnXjeYotVUqZlI0vU/2tX518nF+zVqNTSllSa53f6zkmulLKglrrgl7PMdGUUl6aZ145+0e9nGdLtXZOoN/ktUm8cOnAi+HOvN+/G4+9bqxTdx573Vin7qxVN56nOvKL6DPVWtclubXXc2wLrNWo/b/27jxKqvLM4/j3h+OOQtwYcAmG0TGOo7iMW4yD65jEGKMY3KLEJRpzjHFGPTo6LjFjVGJcj3GJiho1Im5oTiJuqHFFkQbELe7b4BY1uB7lmT/et6zbRVV3ddNwq+nf55w63L7rc+99q6j71LtcWHYAvUSvqtmyoOSkT69M/BT1uZpAHlZx3kk6KCL8AZrlMrUyaaSP2YX5O7hablVuMxsRMVnS2sAOwFNuXtgxSVdExD5lx9HqJG1B+mV0RkRMLDueViFpE+DJiPhA0pLA0cAGwEzglNqRU/oyST8DboyIVzpduQ/LfQLtDrweEXdI2hPYHHgSuKi2w1qrT9KGva35QBkk3RoRO5YdR2/ga2VWDklTImKDsuPoij6VBPKwij1D0o8i4rKy42gF+aHhp6Qvv8OBwyLi5rys130gzC+STgC+Rap9eDuwCXA3qXPM2yLif0sMr2VImlA7C9gKuAsgInZa4EG1KEmPRMTGefpA0vvwRmB74BZ/nieSngDWi4jPJV0EfASMB7bJ83cpNcAWIul94EPgOeAa4LqIeKvcqFqPpKtIn+VLAe8B/YEbSGWKiBhdWnC20JE0OCLeKDuO3sDXqioPBX8MsDOwEmmUvjeBm4FTI+K9EsNrGZL+gdTR//eBIXn2a6TrdImT+guvvpYEeob6wyouBjwREWuUE1nvIunliFit7DhagaTpwGYRMVvSUNLD1ZURcbakxyNi/VIDbBH5Og0HFidVoVylUDPh4YhYt9QAW4SkKaQaGr8jfWER6WF0d4CIuKe86FpL8f0laTJp6M63JC0NPNTbRmmYXyQ9GRFfz9PtEtOSpkbE8PKiay2SHgc2BLYFRgE7karDXwPcEBF/LzG8liFpWkSsmx8eXgOGRMQXkgS0+fO8yg+iZuWQdBvpB7TLK3225L5c9gW2iYjty4yvVUi6hpTMv5z2FST2BZaLiFFlxdaqJA2ifZ9As8qMp7v6Wp9Ac0hZzpdq5g/OyyzLw+DVXQQMWpCxtLh+lSZgEfGipBHA+DxUp/uQqPo8d1j4kaTnIuIDgIj4WJLfe1UbAYcBxwJHRsRUSR87+VNXvzzqTj/SDxpvAUTEh5I+Lze0ljKjUHuzTdJGEfGopDUB/8LXXuS+NiYCEyUtSqrBuAfwa2DFMoNrIf3yj2dLk2oDDQDeJSX5Fy0zsBY0jvQgOqLOg+g4Us3FPk/SsqRk2SrAnyLi6sKy8yPikNKCazHFrgZykvE3pL64ZgCH99YH0vlgaEScVpyR34OnSdqvpJha0YYRsWbNvFeBh3LlCcskDQcuIP2f91qevYqk94BDImJKacF1Q19LAv0cuFNS3WEVS4uqNQ0iDWlaO4SpgAcWfDgta5ak4RExFSDXCNoRuBRwTYSqzyQtFREfkX5pB778AuMkUJYfQM+UdF3+dxZ973O6WQNItTQERKUavKT+OAFbdABwtqTjgLeBByW9Qvo/8IBSI2s97cpNrjU8AZggaalyQmpJlwBPAYuQEtbXSXoe2JTU3N6q/CDanMtIQ55fD+wnaVdgz4j4lFSurOoUoNLf5BnAG8B3gV1IHR7vXFJcreYlSUeRagLNgi9rcIym+gxo8K6k3YDr83fQyuhzuzH3M2BfNxY4KCIeLs6UtCnpM2y9MoLqrj7VHAw8rGKzJF0CXBYRf6mz7OqI2LOEsFqOpFVItVzm6iVe0jci4v4Swmo5khbPX+Zq568ADI6I6SWE1fIkfQf4RkT8d9mx9Bb5YX1QRLxQdiytJP/Svjopqfiqfy2em6Q1I8K/fDZB0hCAiHhd0kBSE7qXI+KRciNrLZImAndQ/0F0u4jYtsTwWkZt01RJxwLfJjXJvN39K1YVm/XWuW5u4pvlmsJHkwYDGkRqijmLlNg/LSLeLTG8lpG7sjiN1P9kpXnqQFK/nUf7u1SVpGcbdR0j6a8R8U8LOqZ50eeSQGZmZmZm81vNg+hKeXblQfTUiPAv7aS+y0h9ds4pzBsNHAn0j4ivlhVbq5H0KqkJmEgDIgyL/DBX6a+rzPhaSR69dxVSP4EevbeBPIpokAZFWAvYDJjp0Xvbk3QOMAy4gmptslWBfYAXIqJXtSpyEsjMzMzMbAHySKtVkk4HJkbEHTXzdwDO9cAtVXm01aLz86AI/wicHhH7lBFXq/Hovc2pM3rvxsAkPHpvXZK+RUrqF1sUTeiNCTMngczMzMzMFiCPtNocJ8ua52tV5dF7m+PRe/sudzhqZmZmZtbDPNJqjziJ1Omqdc7Xqsqj9zbHo/c2KQ9mcwzt+5l6E7iZ1Lz3vQ42bzlOApmZmZmZ9TyPtNoEJ8ua52vVNI/e2xyP3tu8ccBdwFaVAYFyM8zRedn25YXWdW4OZmZmZmbWwzzSanMkzaKDZFlEDFnwUbUmX6vmePTe5nj03uZJejoi/rmry1qVawKZmZmZmfWwiNi/g2VOAFXdShoFbGrtAkmTFnw4Lc3XqgkR8WoHy5wAyuolgPL8t4G3F3A4re4lSUcBl0fELABJg0g1gV7paMNW5JpAZmZmZmZmZmZ1SPoKcDSpT6CV8uxZwARSn0C1tfNampNAZmZmZmZmZmZd1BtH5nMSyMzMzMzMzMysiyS9HBGrlR1HV7hPIDMzMzMzMzOzOha2kfmcBDIzMzMzMzMzq28QHYzMt+DDmTdOApmZmZmZmZmZ1bdQjcznPoHMzMzMzMzMzPqAfmUHYGZmZmZmZmZm85+TQGZmZmZmZmZmfYCTQGZm1itJCklnFP4+QtKJPbTvsZJG9sS+OjnObpKelHR3T+1H0nBJ3+6pGOeFpBGSbm31fS4MJB0saZ9ubDdQ0iFd3Oabkp6QNFXSkl09Zt7H7Jq/R0s6r5Nthkgan6e7Vc4lTZK0UZ35O0p6XFKbpJmSDsrzd5a0dhP7bWo9MzOzsjkJZGZmvdWnwC6SVig7kCJJXRl0YX/gwIjYah4PW9zPcKBHk0BdPKdeTcl8/X7U3evZ0XYRcUFEXNGN3Q4EupQEAvYCfhURwyPi485W7qnyExGvR0QlOdtj5VzSosBFwHcjYj1gfWBSXrwz0Exyp9n1zMzMSuUkkJmZ9Vafkx7cDq9dUFuTp1LrINciuUfSzZKel3SqpL0kPSJpuqRhhd1sK+lRSc9I2jFvv4ikMZImS5pWqC0wQtJ9kiYAM+vEs0fe/wxJp+V5xwNbAJdIGlOz/mBJ9+aaFjMkfbPJ/ZwJ/AIYlbcdldcfmJMb71Rqi0i6QtJ2kobm2Kfk1+aNzknS3vlaTZV0oaRF6pzrDpKekjQF2KUwf2lJl+btH5f0vTz/IUn/UlhvkqSNGq1fc6zlJN2U78VDktbN80+UdKWkByU9K+nAwjZHFu7fSXneUElPS7oCmAGsmsvQjHz9GpWxC3qwjMyWdKZSDZs7Ja1YuB5nSXoUOCzHelfe952SViuc8xF5epikP0t6LB9zrTx/kKQblWq7tOV7fSowLN/TMY3KXiHOA4AfACdLuiqXqzGFazWqmfPtSL6250h6QOl9OrJwn2ZIWoy5y3mj8rWkpD8o1ZS7EahXc2kZ0oi57wBExKcR8XS+PjsBY/Jxhkk6MN/bNknXS1qqwXqN7sFu+RzaJN3bletiZmbWIyLCL7/88ssvv3rdC5gNLAu8CAwAjgBOzMvGAiOL6+Z/RwDvAYOBxYHXgJPyssOAswrb/5n0Y8kawKvAEsCPgePyOosDjwKr5/1+CKxeJ84hwMvAiqQHzbuAnfOyScBGdbb5L+DYPL0I6SG1qf0Ao4HzCvu6APgOsA4wGbg4z38WWBpYClgiz1sDeLRwrb48J+DrwC3Aovnv84F9auJeAngl70fAOODWvOwUYO88PRB4Jh//8MI9GAw83cn6Iwr7PBc4IU9vDUzN0ycCbaQH/hVyTEOA7UmJQ+V7eyuwJTAUmANsmrffELi9cF4D69yjsfRQGcnrBrBXnj6+cg/zvT2/sN4twL55ej/gpsI5H5Gn7wTWyNObAHfl6WuBnxfK1YB87jM6KnsNzn1knt4VuD2vO4hURgc3cb6za/4eXTjnscB1+dquDfw1z/8yVuYu543Ky38Cl+b565KSx/Xec78D3gSuIdV06tfgs2T5wvQvgUMbrNfoHkwHVm5Urvzyyy+//PJrfr/6TPVuMzNb+ETEB7n2xs+ATpulZJMj4g0ASc8BE/P86UCxWda4iJgDPCvpeWAtUhJhXVVrGQ0gJQA+Ax6JiBfqHO/fgEkR8VY+5lWkxMNNHcUIXKrUTOWmiJgqaetu7AfgvrzeS8BvgR9LWhn4W0R8KGkAcJ6k4cAXwJqFbYvntA0pOTJZEqQEy5s1x1oLeCEins0x/p6UFIF07Xaq1FYhJUxWIyWKJgInkGqYjO9k/aItSEkIIuIuSctLWjYvuzlSU6WPlfpc2jivvz3weF6nP+n+vQy8FBEP5fnPA1+TdC7wR6plpFZPlRFISahr8/TvgRsKy64tTG9GtYbVlcDpxZ1I6g9sDlyX7xOkZBSkRNk+ABHxBfC+pK/UxDFX2WsQb8UWwDV5f7Mk3UMq8x/Q8fnWE4Xpm/K1nSlpUBPbNiovWwLnAETENEnT6h444gBJ/wpsS0oob0dKNNVaR9IvSYmm/sBttSt0cg/uB8ZKGkf7e2xmZrZAOAlkZma93VnAFOCywrzPyU2elfp3Wayw7NPC9JzC33No//9i8YG08rdIv/y3e/CTNIJU66FHRMS9krYk1eAZK+k3wPvd3N29wE9JD8THAt8HRpKSQ5Bq4swC1iNds08K2xbPScDlEXFMN+MQsGtEPD3XgtRMbV1gFHBwR+s3mRCAxvfvVxFxYc0+h1I414j4m6T1gP/I8fyAVOum2WP0RBkp7rsr2/UD3ouI4V3YpnrQOmUvutfXEHQc98eSFouIz/LfywFvF5YX36eic43KS1OBAkTEdGC6pCuBF6ifBBpLqoHXJmk0qcZTrYb3ICIOlrQJ6fo+JmnDiHin6SDNzMzmkfsEMjOzXi0i3iXVJtm/MPtFUq0VSH11LNq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Number of time per year providing training for United States (without 95 percentile)
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On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, training_name, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Developing code for others" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
developing code for others for World
0 - Mostly me814.545455
159.090909
21323.636364
3610.909091
4814.545455
5 - Mostly other people1527.272727
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "developing code for others for World \n", - "0 - Mostly me 8 14.545455\n", - "1 5 9.090909\n", - "2 13 23.636364\n", - "3 6 10.909091\n", - "4 8 14.545455\n", - "5 - Mostly other people 15 27.272727" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'developing code for others'\n", - "results = count_diff(df, people_code, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Working with same researchers" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Working with same researchers for World
Same researcher(s)1741.463415
Regularly change researcher(s)1536.585366
Different researchers, same research group921.951220
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Working with same researchers for World \n", - "Same researcher(s) 17 41.463415\n", - "Regularly change researcher(s) 15 36.585366\n", - "Different researchers, same research group 9 21.951220" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Working with same researchers'\n", - "results = count_diff(df, same_researcher, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Number of software projects for World
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1.0512.820513
2.01230.769231
3.0615.384615
4.0615.384615
5.0512.820513
6.012.564103
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20.012.564103
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software projects for World \n", - "0.0 1 2.564103\n", - "1.0 5 12.820513\n", - "2.0 12 30.769231\n", - "3.0 6 15.384615\n", - "4.0 6 15.384615\n", - "5.0 5 12.820513\n", - "6.0 1 2.564103\n", - "7.0 1 2.564103\n", - "10.0 1 2.564103\n", - "20.0 1 2.564103" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software projects'\n", - "results = count_diff(df, nbr_proj_soft, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Number of software developers per projects for World
0.012.631579
1.01744.736842
2.025.263158
3.0513.157895
4.0513.157895
5.025.263158
6.012.631579
7.025.263158
10.025.263158
12.012.631579
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Number of software developers per projects for ... \n", - "0.0 1 2.631579\n", - "1.0 17 44.736842\n", - "2.0 2 5.263158\n", - "3.0 5 13.157895\n", - "4.0 5 13.157895\n", - "5.0 2 5.263158\n", - "6.0 1 2.631579\n", - "7.0 2 5.263158\n", - "10.0 2 5.263158\n", - "12.0 1 2.631579" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Number of software developers per projects'\n", - "results = count_diff(df, nbr_dev_proj, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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bDdzntVV1ZVVduXz58o0YFQAAAICZ2nKqN6yqrZKcm+To1trPq2rNda21VlVtffdrrS1Pcn/9We9tAAAAAJhbUzoSqKoWZiIAfbK19pnR5turarvR9dsl+eHcjAgAAADAxprKq4NVko8mub619ldrXfXZJIeP3j48yfmzPx4AAAAAs2EqTwd7dpL/kuTaqlox2vbWJO9NcnZVvTrJvyd5+dyMCAAAAMDGmjQCtdb+OUlt4OoXzO44AAAAAMyFab06GAAAAADjSQQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQiAOfGqV70q22yzTXbbbbc1297+9rdn8eLFWbJkSV74whfm1ltvTZKce+652XXXXbPPPvvkJz/5SZLkpptuysEHHzzI7L2zdgAAm6dqrW3Kx9ukD8YYO37roSeYW8ffOfQEMOe+8pWvZKuttsphhx2W6667Lkny85//PI985COTJB/84AfzrW99K6eddlqe97zn5cILL8xnPvOZ/OxnP8tRRx2VQw45JO985zuz0047DflhdMnaAQCMnZrKjRwJBMCceO5zn5tHP/rRD9h2f0RIkl/96lepmvhetWDBgtx9991ZuXJlFi5cmK9+9at57GMfKyIMxNoBAGyethx6AAD6cuyxx+aMM87I1ltvnUsuuSRJcswxx2S//fbL4x73uJx55pl52ctelrPOOmvgSVmXtQMAGG+eDsb85OlgsFm4+eabs2zZsjVPKVrbiSeemLvuuisnnHDCA7afccYZ+elPf5pnPvOZOfnkk/OoRz0qp556ah7+8IdvqrGJtQMAGDOeDgbA/HXooYfm3HPPfcC2lStX5uMf/3iOPPLIHHfccTn99NPznOc8J5/85CcHmpL1sXYAAONJBAJgk7nhhhvWvH3++edn5513fsD1J510Ut74xjdm4cKFWbVqVaoqCxYsyMqVKzf1qKzD2gEAjD/nBAJgThxyyCG59NJL8+Mf/zg77LBDTjjhhFx44YX5zne+kwULFuTxj398TjvttDW3v/XWW3P55ZfnuOOOS5IcddRRecYznpFFixblvPPOG+rD6JK1AwDYPDknEPOTcwIBAADAVDknEAAAAAATRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdMBLxAPwANfvvMvQI8yZXb59/dAjzKkP/+nFQ48wp448bd+hRwAAGGuOBAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADowKQRqKr+tqp+WFXXrbXt0VX1paq6YfT3o+Z2TAAAAAA2xlSOBPp4kv3X2faWJF9ure2U5MujywAAAADMU5NGoNbaV5L8dJ3NL05y+ujt05McOMtzAQAAADCLZnpOoG1ba7eN3v5Bkm03dMOqem1VXVlVVy5fvnyGDwcAAADAxthyY99Ba61VVXuQ65cnub/+bPB2AAAAAMydmR4JdHtVbZcko79/OHsjAQAAADDbZhqBPpvk8NHbhyc5f3bGAQAAAGAuTOUl4j+V5F+TPKWqbqmqVyd5b5KlVXVDkv1GlwEAAACYpyY9J1Br7ZANXPWCWZ4FAAAAgDky06eDAQAAADBGRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAwNjYcccds/vuu2fJkiXZa6+9kiRvfvObs3jx4hx22GFrbnfmmWfmlFNOGWpMgHnFvhOG4WtvfFk7NmciEDBWLrnkkqxYsSJXXnll7rzzzlx11VW55ppr8pCHPCTXXnttVq1alY997GM58sgjhx4VYN6w74Rh+NobX9aOzZUIBIytBQsWZPXq1WmtZeXKlVm4cGFOPvnkHHXUUVm4cOHQ4wHMS/adMAxfe+PL2rE5EYGAsVFVeeELX5g999wzy5cvz2/+5m/mgAMOyNOe9rRst9122XrrrXPZZZflwAMPHHpUgHnDvhOG4WtvfFk7NmfVWtuUj7dJH4wxdvzWQ08wt46/c+gJxtL3v//9bL/99vnhD3+YpUuX5kMf+lCe+9znrrn+Na95TV7/+tfnqquuykUXXZTFixfnbW9724ATj6frd95l6BHmzC7fvn7oEebUh//04qFHmFNHnrbv0COMJftOGIavvfFl7RhTNZUbORIIGBvbb799kmSbbbbJQQcdlMsvv3zNdVdffXVaa3nKU56Sv//7v8/ZZ5+dm266KTfccMNQ4wLMC/adMAxfe+PL2rE5E4GAsfCrX/0qv/jFL9a8fdFFF2W33XZbc/3b3/72vOtd78rq1atz7733Jpl4/vbKlSsHmRdgPrDvhGH42htf1o7N3ZZDDwAwFbfffnsOOuigJMk999yTV7ziFdl///2TJOedd1722muvPO5xj0uSLFmyJLvvvnsWL16cPfbYY7CZAYZm3wnD8LU3vqwdmzvnBGJ+ck4gGIxzAo0v5wQCAOiWcwIBAAAAMEEEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADmw59ADA5mf303cfeoQ5de3h1w49ArAZ+p8HLxt6hDn13z59wdAjwHodf/zxQ48wpzb3j+/LFz9x6BHmzAv2vWnoEdgMORIIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACDRNd911V/bee+/sscce2XXXXXPcccclSQ499NAsXrw4b33rW9fc9t3vfnfOO++8oUYFAGBM+ZkTYPrsOye35dADjJuHPvShufjii7PVVltl9erVec5znpMXvOAFedjDHpZrrrkmS5cuzZ133pmVK1fmsssuy9ve9rahRwYAYMz4mRNg+uw7J+dIoGmqqmy11VZJktWrV2f16tVprWXVqlW57777snr16myxxRZ5xzvekRNOOGHgaQEAGEd+5gSYPvvOyYlAM3DvvfdmyZIl2WabbbJ06dL8wR/8QR7zmMfk6U9/el70ohflxhtvzH333ZenP/3pQ48KAMCY8jMnwPTZdz44TwebgS222CIrVqzIHXfckYMOOijXXXddTjnllDXXv+hFL8pHPvKRvOc978k3vvGNLF26NEccccSAEwMAMG78zAkwffadD86RQBth0aJFef7zn58vfOELa7adf/752XPPPfPLX/4yN910U84+++ycc845Wbly5YCTAgAwrvzMCTB99p3rJwJN049+9KPccccdSZJVq1blS1/6UnbeeeckE885POWUU/KXf/mXWbVqVaoqycThaL/+9a8HmxkAgPHiZ06A6bPvnJyng03TbbfdlsMPPzz33ntv7rvvvrz85S/PsmXLkiQf/vCHc/jhh+fhD394Fi9enJUrV2b33XfPAQcckEWLFg08OQAA48LPnADTZ985ORFomhYvXpyrr756vdcdffTRa96uqnzqU5/aVGMBALAZ8TMnwPTZd07O08EAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADm/Wrg+34ls8PPcKcuvm9fzT0CAAA3bvlLV8deoQ5tcN79xl6BGAz9NhLVgw9wpz6wfOXDD3CejkSCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOiACAQAAAHRABAIAAADogAgEAAAA0AERCAAAAKADIhAAAABABzYqAlXV/lX1naq6sareMltDAQAAADC7ZhyBqmqLJB9O8odJnprkkKp66mwNBgAAAMDs2ZgjgfZOcmNr7XuttV8nOSvJi2dnLAAAAABm08ZEoO2T/Mdal28ZbQMAAABgnqnW2szuWPXSJPu31l4zuvxfkvxea+0N69zutUleO7r4G0numvm4895vJ/nx0EMwI9ZuvFm/8WXtxpv1G2/Wb3xZu/Fm/caXtRtvm/v6/bi1tv9kN9pyIx7g+0l+Z63LO4y2PUBrbXmS5RvxOGOjqq5sre019BxMn7Ubb9ZvfFm78Wb9xpv1G1/WbrxZv/Fl7cab9ZuwMU8HuyLJTlX1hKp6SJI/SfLZ2RkLAAAAgNk04yOBWmv3VNUbknwxyRZJ/ra19s1ZmwwAAACAWbMxTwdLa+3CJBfO0iybgy6e9raZsnbjzfqNL2s33qzfeLN+48vajTfrN76s3XizftmIE0MDAAAAMD425pxAAAAAAIwJEQgAAACgAyIQAAAAQAc26sTQJFX16CRprf106FmgJ1W1bZLtRxe/31q7fch5mB77zvFl7caX/eZ4s37jzfoB84UTQ89AVf1ukvcneUGSO5JUkkcmuTjJW1prNw83HVPlm/F4qqolSU5LsnWS748275CJr8XXt9auGmo2Hpx95/iyduPNfnO8Wb/xZv3GX1VtnWT/rPV7Q5IvttbuGG4qmDkRaAaq6l+TnJLknNbavaNtWyR5WZKjW2vPHHI+HpxvxuOtqlYkeV1r7bJ1tj8zyUdaa3sMMxmTse8cX9ZuvNlvjjfrN96s33irqsOSHJfkojzw94alSU5orZ0x1GxMrqp2TvLiPDDgfba1dv1wUw1PBJqBqrqhtbbTdK9jfvDNeLxN8vV3Y2vtSZt6JqbGvnN8WbvxZr853qzfeLN+462qvpPk99Y96qeqHpXkstbak4eZjMlU1ZuTHJLkrCS3jDbvkORPkpzVWnvvULMNzTmBZubrVfXXSU5P8h+jbb+T5PAkVw82FVP1iHUDUJK01r5WVY8YYiCm5f+rqs8nOSMP/Po7LMkXBpuKqbDvHF/WbrzZb4436zferN94qyTrO2rivtF1zF+vTrJra2312hur6q+SfDNJtxHIkUAzUFUPycQn1dqHlt2S5HNJPtpau3uo2ZhcVX0wyROz/m/G/9Zae8NQszE1VfWHWf+hnRcONxWTse+9LtqgAAAP40lEQVQcX9Zu/NlvjjfrN96s3/iqqsOTvCMTTwe7//eG383E08He1Vr7+ECjMYmq+naS/9Ra+/d1tj8+yUWttacMM9nwRCC65JsxAAAwmdFTv/5T/u8TQ/9suKmYTFXtn+R/JbkhDwx4T0ryhtZat0fiiUCzrKqWtdYuGHoO6FFVvba1tnzoOZg++87xZe3Gm/3meLN+4836wdyqqgVJ9s4DA94V97/IRa8WDD3AZugZQw/AzFXVa4eegY3iudnjy75zfFm78Wa/Od6s33izfmOsqgS8ea61dl9r7WuttXNHf77WewBKHAk0Y15ubvNUVa9rrX1k6Dl4cKOvv+0z8aoMv1xr+/49H9o5Dqpq7ySttXZFVT01yf5Jvu2pmOOnqs5orR029BxMX1U9JxP/M3pda+2ioefhwVXV7yW5vrX286p6WJK3JHl6km8l+R+ttTsHHZAHVVVvTPIPrbX/mPTGjJWq2rO19vWh52D6quqC1tqyoecYigg0A15ubvNVVf+1tfaxoedgw0Y/TB2Z5PokS5K8qbV2/ui6q1prTx9yPjasqo5L8oeZeGXKLyX5vSSXZOLkil9srb1nwPF4EFX12XU3JXl+kouTpLX2x5t8KKasqi5vre09evuITOxD/yHJC5N8zs8t81tVfTPJHq21e0ZHHqxMck6SF4y2v2TQAXlQVXVnkl8luSnJp5L8fWvtR8NOBX2rqu1aa7cNPcdQRKAZqKrvZv0vN/eQJN9sre00zGRsrKr6P6213x16Djasqq5N8vuttV9W1Y6Z+EH4E621U6vq6tba0wYdkA0ard2SJA9N8oMkO6z1P9uXtdYWDzogG1RVV2XiqIO/ycRL5VYmfpn5kyRprf3TcNMxmbX3jVV1RZIDWms/qqpHJPlaa233YSfkwVTV9a21XUZvP+A/O6pqRWttyXDTMZmqujrJnkn2S3Jwkj9O8vVM7EM/01r7xYDjMYmq2jrJMUkOTLJNJr4H/jDJ+Une21q7Y8DxYEacE2hm7kvyuPVs3250HfNYVV2zgT/XJtl26PmY1IL7nwLWWrs5yfOS/GFV/VU8t36+u6e1dm9rbWWSm1prP0+S1tqq2HfOd3tl4peWY5Pc2Vq7NMmq1to/CUBjYUFVPaqqfisT/wH4oyRprf0qyT3DjsYUXFdV/3X09jeqaq8kqaonJ1m94bsxT7TReUkuaq29OhO/Q/x1Jp4O/b1hR2MKzk7ysyTPa609urX2W5k4EvZno+uYp6rqkVV1YlV9oqpesc51fz3UXPOBI4FmwMvNjbequj0TL/O47ss6VpL/3VpbX+Bjnqiqi5P8eWttxVrbtkzyt0kOba1tMdhwPKiquizJ81trK6tqQWvtvtH2rZNc4ql8819V7ZDkA0luT/LHjpwcD1V1cyZCa2Xif7Gf3Vq7raq2SvLPjiSZ30b7yFOT7JPkx5k4H9B/jP68sbX2jQHHYxIPdpRyVT189B8jzFNV9Z3W2lOmex3Dq6pzM/H7+teSvCoT0fwVrbW7ez+FhAg0Q15ubnxV1UeTfKy19s/rue7vWmuvWM/dmCdGv4Te01r7wXque3Zr7V8GGIspqKqHttbuXs/2306yXWvt2gHGYgaq6o8yERLeOvQszFxVPTzJtq21fxt6FiZXVY9M8oRMnFftltba7QOPxBRU1ZNba98deg5mpqouSvKPSU6//2uuqrZN8sokS1tr+w04Hg9i3afLVtWxSQ7IxFMyvyQCAQAAAGtU1aMy8Yp8L87EOYGSiaNhP5uJcwKt+8wC5omquj4T5/G9b61tr0zy35Ns1Vp7/FCzDU0EAgAAgGnwqsLzW1W9P8lFrbV/XGf7/kk+1POLOYlAAAAAMA1eVXh89R7wRCAAAABYR1Vds6Grkjy5tfbQTTkPs6P3gLfl0AMAAADAPLRtHuRVhTf9OEzVJAFv2005y3wjAgEAAMD/7YJMnER4xbpXVNWlm34cpkHA2wARCAAAANbRWnv1g1z3ik05C9Mm4G2AcwIBAAAAdGDB0AMAAAAAMPdEIAAAAIAOiEAAdK+qWlX9z7Uu/0VVHT9L7/vjVfXS2XhfkzzOy6rq+qq6ZLbeT1UtqaoDZmvGjVFVz6uqC+b7+9wcVNWfVtVhM7jfoqp6/TTvs09VfbOqVlTVw2bwmG+qqlPWuvyRqvrHtS4fVVUfnOb7vLmqfns924+vqr+Y7owAMJ+IQACQ3J3kJev7xW9IVTWdF3B4dZIjWmvP38iHXfv9LEkyqxFomh/TWKsJc/qz1kz/PR/sfq2101prZ8zg3S5KMq0IlOTQJCe21pa01lZNduP1zP0vSZ611uU9kmxdVVuMLj8rU3wVmE2xXgAwNN/oACC5J8nyJH+27hXrHslTVb8c/f28qvqnqjq/qr5XVe+tqkOr6vKquraqnrjWu9mvqq6squ9W1bLR/beoqpOq6oqquqaqXrfW+/1qVX02ybfWM88ho/d/XVW9b7TtHUmek+SjVXXSOrffrqq+MjrS4rqq2meK7+cDSd6Z5ODRfQ8e3X7R6Jfln9x/tEhVnVFVS6tqx9HsV43+PGtDH1NV/efRv9WK0dEbW2QdVbV/VX27qq5K8pK1tj+iqv52dP+rq+rFo+1fq6pd17rdpVW114Zuv85jPbqqzhutxdeqavFo+/FV9Ymq+tequqGqjljrPv99rfU7YbRtx6r6TlWdkeS6JL8z+hy6bvTvt6HPsdNm8XPkl1X1gZo4wubLVfWYtf49TqmqK5O8aTTrxaP3/eWq+t21Pua/GL39xKr6QlV9ffSYO4+2b1tV/1BV3xj9eVaS9yZ54mhNT9rQ595ac74mycuTvKuqPjn6vDpprX+rg6fw8a5I8uSqelhVbZ1k1Wjb7qPrn5WJUJSq+vPR+76uqo7e0HqtM+OxozX55yRPWfffGgDGTTf/GwcAk/hwkmuq6v3TuM8eSXZJ8tMk30vyN621vavqTUmOSnL06HY7Jtk7yROTXFJVT0pyWJI7W2vPqKqHJvmXqrpodPunJ9mttfZvaz9YVT0uyfuS7JnkZ0kuqqoDW2vvrKp9k/xFa+3KdWZ8RZIvttbeMwotD5/q+6mqbyTZq7X2htHjPz/Js5P8++jj3SfJGUl+P8n/k6QlWdpau6uqdkryqSR7rfsxVdUuSQ5O8uzW2uqq+utMHBGy5uiTqvqNJP9vkn2T3Jjk02t9TMcmubi19qqqWpTk8pp4CtCnMxEVjquq7ZJsN/o4/scGbr+2E5Jc3Vo7cPRvcEYmjoRKksVJnpnkEUmurqrPJ9ktyU6jda0kn62q5yb5P6Pth7fWvlZVeybZvrW22+jjWpT12zGz8Dky8ogkV/7/7d1biF/VFcfx7y9emmii1CsSqCIoIQ9qsVGUqNFCfCheQtTWFhEjiGJjEUW0Cgp50AcVL8XihRrxhjHeFYmlajKtaQxJTDSiDd5BjalGo9EomuXDWn//Z/5z+c9Mp2Cc3+dlZv77nH32PmdDctasvSYiLlQG9q4E/lhtO0bEr2osTwB3RcRdkuYANwEnd/R1G3BuRKyTdDhwC/lMbgIWR8SsWlcTgUtrTIdU/xfRsfaaHUfEHZKmA09GxEJJs+ueHwzsASyXtGSw+UbEt5JWAdOACcAyYB1wpKQN5F/Cfa+ew1nA4eTzWiZpMbn+f3heNW7q66HA72pM2wMrgRX93G8zM7NthoNAZmZmQERsqmyAC8hsgqFYHhEfAEh6A2i9oL8MNLdlLYiIrcA6SW8CU4CZwEFqZxntSr6MfgO8OMDL/TTg+YjYUNe8FzgaeHSwMQJ/k7QD8GhEvFRBjuH2A9BTx70D/BU4R9JkYGNEbK5MjL9IOgT4DjiwcW5zTr8mA1DL64V7AvBRx7W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Results in 2018
Number of time per year providing training for World (without 95 percentile)
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On average, how many times a year do you take part in providing training?']\n", - "#training_name\n", - "results = describe_diff(df, training_time, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/olivier/git/ssi/international-survey/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " \n" - ] - }, - { - "data": { - "image/png": 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fA09K1z3qpJF1Tkx34/+EdGM9rcunkzxz5LX2zmz+95KTk7ypusG690kXum3INbn3oNeT7ZLuRvqGvgXP2zay/mB9i69zkry9f539StbuerYxp6Z7j76ouoGnn5/kkHTv3anWcGtfw+vSdZOb8LV+3mjroKHHOznJq6tq3378o4211Dw19+6yeEa653uia9zpk6bXZSrPf5Kkbxl5crrPil36z4vX5Z7Pre8meUJV7V9V90/ypk09VlU9qv/83iPJcUlO6Vs4paqO7FtqpW/l+JYkn91I2W/pW+L9QrqxoybGndrUz7x/TvKUqnpe//wurKpf3gKfeVO+/umu87Oq6tf7azS/71o4Gio/Md3YUQBsBYRMALPLO9MFC6NekW6MjpXpBgL+xsBjnJjuhvr6dANmvyRJ+m5uR6Qbd+PKdF1+/jTJfda9m3V6Ybq/0l+Z5N/SjYHzpSlue1q6n2q/uqq2RAuF96frkvZfVfXTdKHK4g2sf3W67jpXpv/J8YkbwSR/kOTSJGf2Xau+lE0cf6QP4c5NFxp9dWT+Oeme47/pj39pup9yn2g19N50rU+uSTcw8tc35bi9zyZ5fr//30ry7PWM1zMxOPSz0rVUui7J3yY5ZuRaJN0YTE9Mctr6WpO0boys/5Pu9XZVf+x1/iLcFLyz3/aydNf+0+mCsvV5e5IT+u43z1vPOu9Lct9053hmuu5AM+HFSX4l3fv5j9MFBBs6l7u11lamCz9f32//+0meuRktes5INwbQ6OD9X+3n3R0ybYHjfTjJF9K1Qjk3yb9uZP2PpQvB7zup1l1G6po8vS5vz8af/1GvStdi6UfprsmJ6QbjTz9G0CfTtbL6du4dsL0/3bhHq6pqfWOFvT9dd6/vp3sfvGJk2ZIk/1PdL3aemu4avXsj9Z6R7nPiy0n+onVj700cZ8qfea21y9ONffT6dP8/+G7uGQdtyGfePyQ5pL/+n9nQiv3n4tHpxqq6Nl3Lpv+b/h6mqg5P8rPW2remeGwAplm1tqV7HwDAtqVvrfPx1trGfv1s6HH+MV13pP83nceZdMy3J3lIa229v8g221TV7yZ5QWttk38GfmtTVZ9McnGb9IuL26uqeneSn7TW3jfuWrY2VXVguqB13qTxkLZZVfUvSf6hH1wcgK3Axn4CFQCYAf0N4rPT/Zw7m6Cq9krX/eab6X66/fXpWn7NOn3LjOvThQVHpGvF8Z4NbrQdaa394bhrYOvRWnvOuGsAYG1CJgAYs6r6oySvTfInI4MqM3U7JvlQkoPSdTs6KV03vtnoQem6RC1M1wXwd1tr3xlvSQAAU6O7HAAAAACDGfgbAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAweaOu4AtrI27AABgWtW4C2CdfAcDgG3blL6DackEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBtrWBvwEAAAC2iNWrV2f58uW57bbbxl3KjJg/f3723XffzJs3b7O2r9a2qR8D2aZOBgC4F78ut3XyHQyAbdJll12WXXbZJQsXLkzVtv01pLWWlStX5qc//WkOOuigyYv9uhwAAADA5rrtttu2i4ApSaoqCxcuHNRqS8gEAAAAsB7bQ8A0Yei5CpkAAAAAGMzA3wAAAABTcOJZl2/R/b1o8f4bXH7FFVfkmGOOyTXXXJOqytKlS/Oa17wm119/fZ7//Odn2bJlOfDAA3PyySdnt912y8UXX5yXvexlOffcc/Oud70rb3jDG+7e11/91V/l+OOPT1Xl0EMPzUc+8pHMnz9/i56PlkwAAAAAW6G5c+fmve99by688MKceeaZ+eAHP5gLL7ww73nPe7JkyZJccsklWbJkSd7znvckSRYsWJAPfOADa4VLSbJixYp84AMfyDnnnJPzzz8/a9asyUknnbTF6xUyAQAAAGyF9tprrzzykY9Mkuyyyy45+OCDs2LFinz2s5/NsccemyQ59thj85nPfCZJsueee+bwww/PvHnz7rWvO++8M7feemvuvPPO3HLLLdl77723eL1CJgAAAICt3LJly/Kd73wnixcvzjXXXJO99torSfKgBz0o11xzzQa33WefffKGN7wh+++/f/baa6/c//73zxFHHLHFaxQyAQAAAGzFfvazn+U5z3lO3ve+92XXXXdda1lVbfRX4VatWpXPfvazueyyy3LllVfm5ptvzsc//vEtXqeQCQAAAGArtXr16jznOc/Ji1/84jz72c9OkjzwgQ/MVVddlSS56qqrsueee25wH1/60pdy0EEHZY899si8efPy7Gc/O9/4xje2eK1CJgAAAICtUGstL3/5y3PwwQfnda973d3zjzrqqJxwwglJkhNOOCFHH330Bvez//7758wzz8wtt9yS1lq+/OUv5+CDD97i9VZrbYvvdIy2qZMBAO5lw23BGRffwQDYJl100UXTEsZM1de+9rU8/vGPz6GHHpoddujaCb373e/O4sWL87znPS+XX355DjjggJx88slZsGBBrr766ixatCg33XRTdthhh+y888658MILs+uuu+Ztb3tbPvnJT2bu3Lk57LDDcvzxx+c+97nPvY65nnOe0ncwIRMAMJsImbZOvoMBsE0ad8g0DkNCJt3lAAAAABhMyAQAAADAYEImAAAAgPXYxoYZ2qCh5ypkAgAAAFiH+fPnZ+XKldtF0NRay8qVKzN//vzN3oeBv4FZa+XKlXnHO96Rt73tbVm4cOG4ywFmhoG/16Gqnpbk/UnmJDm+tfaeSctfmuTPk6zoZ/1Na+34LViC72AAbJNWr16d5cuX57bbbht3KTNi/vz52XfffTNv3rzJi8b763JV9Y9JnpnkJ621R/Tz/jzJs5LckeSHSV7WWrthCx7WFxzYjrz3ve/N5z73uRx11FF57WtfO+5ygJkhZJqkquYk+UGSpyZZnuTsJC9srV04ss5Lkyxqrb1ymsrwHQwAtm1j/3W5jyZ52qR5X0zyiNbaL6b7MvSmaTw+sI266aabcvLJJ2fFihU55JBD8tWvfjUrV64cd1kA4/LoJJe21n7UWrsjyUlJjh5zTQDAdmjudO24tfaVqjpw0rz/Gpk8M8lzp+v4wLbrrLPOyg9+8IO01jJv3rzsvffeOeGEE/K6171u3KUBjMM+Sa4YmV6eZPE61ntOVT0h3R/6Xttau2Id66SqliZZ2k/On2iRzrbtxLMu3+xtX7R4/y1YCQCz2TgH/v7tJJ9f38KqWlpV5/T/zp/BuoCt3A033JBVq1bdPfje3Llzc9ppp425KoCt2r8nObBvTf7FJCesb8XW2nGttUWttUVJto8BKACALWIsIVNVvTnJnUn+eX3r+IIDrM/ee++d3XbbLVVdt+Bbb701S5YsGXNVAGOzIsl+I9P75p4BvpMkrbWVrbXb+8njkzxqhmoDALYjMx4y9QNPPjPJi9s29tN2wMx49KMfncc85jFZvXp1brjhhqxYsSLHHHPMuMsCGJezkzy0qg6qqh2TvCDJKaMrVNVeI5NHJbloBusDALYTMxoy9T+v+/tJjmqt3TKTxwa2HfPmzctTnvKU/NzP/Vx+/OMfZ8mSJVm4cOG4ywIYi9banUlemeQL6cKjk1trF1TVO6vqqH61V1fVBVX1vSSvTvLS8VQLAGzLpm3g76r6RJInJdm9qpYneVu6X5O7T5Iv9t1czmyt/c501QBs24499tgsW7ZMKyZgu9daOzXJqZPmvXXk8ZviV30BgGlWs6HHWlWd04/NtDFb/8kAAEPUuAvYnvgOtv3w63IAbMSUvoON89flAAAAANhGCJkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDTVvIVFX/WFU/qarzR+YtqKovVtUl/X93m67jAwAAADBzprMl00eTPG3SvDcm+XJr7aFJvtxPAwAAADDLTVvI1Fr7SpLrJ80+OskJ/eMTkvzGdB0fAAAAgJkzd4aP98DW2lX946uTPHB9K1bV0iRL+8ndp7swAAAAADbf2Ab+bq21JG0Dy49rrS1qrS1Kct3MVQYAAADApprpkOmaqtorSfr//mSGjw8AAADANJjp7nKnJDk2yXv6/352ho8PAABsQSeedflmb/uixftvwUoAGLdpa8lUVZ9I8s0kD6+q5VX18nTh0lOr6pIkT+mnAQAAAJjlpq0lU2vthetZtGS6jgkAAADAeIxt4G8AAAAAth1CJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAA24CqelpVfb+qLq2qN25gvedUVauqRTNZHwCw7RMyAQDMclU1J8kHkxyZ5JAkL6yqQ9ax3i5JXpPkrJmtEADYHgiZAABmv0cnubS19qPW2h1JTkpy9DrW+6Mkf5rktpksDgDYPgiZAABmv32SXDEyvbyfd7eqemSS/Vpr/7GhHVXV0qo6p6rOSbL7Fq8UANhmCZkAALZxVbVDkr9M8vqNrdtaO661tqi1tijJddNeHACwzRAyAQDMfiuS7DcyvW8/b8IuSR6R5PSqWpbkMUlOMfg3ALAlCZkAAGa/s5M8tKoOqqodk7wgySkTC1trN7bWdm+tHdhaOzDJmUmOaq2dM55yAYBtkZAJAGCWa63dmeSVSb6Q5KIkJ7fWLqiqd1bVUeOtDgDYXswddwEAAAzXWjs1yamT5r11Pes+aSZqAgC2L1oyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEzArLVy5cq8+tWvzsqVK8ddCgAAwHZPyATMOmvWrMm5556bD33oQ1m1alVOOOGEcZcEAACw3RMyAbPOOeeck3NsgAF1AAAgAElEQVTPPTfXXXddFi5cmO9///taMwEAAIyZkAmYdS6//PJcffXVaa0lSXbaaSetmQAAAMZMyATMOrvuumtWrVp1d8h0xx135Etf+tKYqwIAANi+CZmAWefwww/PggULUlVZs2ZNrrzyyjz1qU8dd1kAAADbNSETMOssWLAgS5cuzaWXXpoLLrggt9xyS4455phxlwUAALBdEzIBs9Iee+yRX/u1X0trLU972tOycOHCcZcEAACwXZs77gIANtexxx6bZcuWacUEAACwFRAyAbPWwoUL84EPfGDcZQAAABDd5QAAAADYAoRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJmDWWrlyZV796ldn5cqV4y4FAABguzeWkKmqXltVF1TV+VX1iaqaP446gNntox/9aM4777x87GMfG3cpAAAA270ZD5mqap8kr06yqLX2iCRzkrxgpusAZq+bb745n/nMZ7JixYo8/OEPz+mnn641EwAAwJiNq7vc3CT3raq5SXZKcuWY6gBmobPOOivnn39+WmuZP39+9tlnn5xwwgnjLgsAAGC7NuMhU2ttRZK/SHJ5kquS3Nha+6/J61XV0qo6p6rOSbL7DJcJbMWuu+66rFq1Kq21JMmOO+6Y0047bcxVAQAAbN/G0V1utyRHJzkoyd5J7ldVL5m8XmvtuNbaotbaoiTXzXCZwFbsQQ96UHbbbbdUVZLk9ttvz5IlS8ZcFQAAwPZtHN3lnpLkstbata211Un+Ncljx1AHMEs9+tGPziMf+cjcdddd+dnPfpbly5fnmGOOGXdZAAAA27VxhEyXJ3lMVe1UXTOEJUkuGkMdwCw1f/78PP3pT88BBxyQH/7wh3nyk5+chQsXjrssAACA7drcmT5ga+2sqvp0knOT3JnkO0mOm+k6gNnv2GOPzbJly7RiAgAA2ArUxMC5W7OqOqcfm2ljtv6TAQCGqHEXsD3xHWz7ceJZl4/luC9avP9YjgvAJpvSd7BxdJcDAAAAYBsjZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAwDagqp5WVd+vqkur6o3rWP47VXVeVX23qr5WVYeMo04AYNslZAIAmOWqak6SDyY5MskhSV64jhDpxNbaoa21X07yZ0n+cobLBAC2cUImAIDZ79FJLm2t/ai1dkeSk5IcPbpCa+2mkcn7JWkzWB8AsB2YO+4CAAAYbJ8kV4xML0+yePJKVfV/krwuyY5JnryuHVXV0iRL+8ndt2yZAMC2TEsmAIDtRGvtg621Byf5gyT/bz3rHNdaW9RaW5TkuhktEACY1YRMAACz34ok+41M79vPW5+TkvzGtFYEAGx3hEwAALPf2UkeWlUHVdWOSV6Q5JTRFarqoSOTz0hyyQzWBwBsB4zJBAAwy7XW7qyqVyb5QpI5Sf6xtXZBVb0zyTmttVOSvLKqnpJkdZJVSY4dX8UAwLZIyAQAsA1orZ2a5NRJ89468vg1M14UALBd0V0OAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGEzIBAAAAMJiQCQAAAIDBhEwAAAAADCZkAgAAAGAwIRMAAAAAgwmZAAAAABhMyAQAAADAYBsNmarqgVX1D1X1+X76kKp6+fSXBgAAAMBsMZWWTB9N8oUke/fTP0jye9NVEAAAAACzz1RCpt1baycnuStJWmt3JlkzrVUBAAAAMKtMJWS6uaoWJmlJUlWPSXLjtFYFAAAAwKwydwrrvC7JKUkeXFVfT7JHkudOa1UAAAAAzCobDZlaa+dW1ROTPDxJJfl+a231tFcGAAAAwKyx0ZCpqo6ZNOuRVZXW2semqSYAAAAAZpmpdJc7fOTx/CRLkpybRMgEAAAAQJKpdZd71eh0VT0gyUlDDtrv4/gkj0g3oPhvt9a+OWSfAAAAAIzPVFoyTXZzkoMGHvf9Sf6ztfbcqtoxyU4D9wcAAADAGE1lTKZ/T9faKEl2SHJIkpM394BVdf8kT0jy0iRprd2R5I7N3R8AAAAA4zeVlkx/MfL4ziQ/bq0tH3DMg5Jcm+QjVfVLSb6d5DWttZtHV6qqpUmW9pO7DzgeAAAAANNsh42t0Fo7Y+Tf1wcGTEkXbD0yyd+11g5L1/3ujes47nGttUWttUVJrht4TAAAAACm0XpbMlXVT3NPN7m1FiVprbVdN/OYy5Msb62d1U9/OusImQAAAACYPdYbMrXWdpmOA7bWrq6qK6rq4a217ydZkuTC6TgWAAAAADNjyr8uV1V7Jpk/Md1au3zAcV+V5J/7X5b7UZKXDdgXAAAAAGM2lV+XOyrJe5PsneQnSQ5IclGSX9jcg7bWvptk0eZuDwAAAMDWZaMDfyf5oySPSfKD1tpB6bq3nTmtVQEAAAAwq0wlZFrdWluZZIeq2qG19t/RCgkAAACAEVMZk+mGqto5yVfTjaP0kyQ3T29ZAAAAAMwm623JVFUfrKrHJTk6yS1Jfi/Jfyb5YZJnzUx5AAAAAMwGG2rJ9IMkf55kryQnJ/lEa+2EGakKAAAAgFllvS2ZWmvvb639SpInJlmZ5B+r6uKqemtVPWzGKgQAAABgq7fRgb9baz9urf1pa+2wJC9M8ptJLpr2ygAAAACYNTY68HdVzU1yZJIXJFmS5PQkb5/WqgAAAKbBiWddvtnbvmjx/luwEoBtz3pDpqp6arqWS09P8q0kJyVZ2lrzy3IAAAAArGVDLZnelOTEJK9vra2aoXoAAAAAmIXWGzK11p48k4UAAAAAMHttdOBvAAAAANgYIRMAAAAAgwmZAAAAABhMyAQAAADAYEImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgAAAAAGmzvuAgA25Lbbbst5552XG2+8Mfvtt18e9rCHJUkuvPDCXHXVVVmwYEEOPfTQzJs3b8yVAgAAbN+ETMBW7bTTTsu1116bJFmxYkXuvPPO3H777TnvvPPunrdq1aosWbJknGUCAABs94RMMAV//dd/nUsvvXTcZWx3qio777zzWvMuvvjiVFV22GGH3H777UmSSy65JKeccso4SmQdHvKQh+RVr3rVuMsAAABmmJAJ2Gq11tJaS1WtNW/CXXfdda95AAAAjIeQCaZAq4zxueiii3L22WentZb58+fniCOOyOrVq/PlL385F1xwQZLkZS97WR784AePuVIAAIDtm5AJ2KodfPDBOeCAA3LTTTdljz32yJw5c5Ikz33uc3P22WfnrrvuEjABAABsBYRMwFZvp512yk477bTWvHnz5mXNmjVjqggAAIDJdhh3AQAAAADMfkImAAAAAAYTMgEAAAAwmJAJAAAAgMGETAAAAAAMJmQCAAAAYDAhEwAAAACDCZkAAAAAGEzIBAAAAMBgQiYAAAAABhMyAQAAADCYkAkAAACAwYRMAAAAAAwmZAIAAABgMCETAAAAAIMJmQAAAAAYTMgEAAAAwGBCJgCAWa6qnlZV36+qS6vqjetY/rqqurCq/qeqvlxVB4yjTgBg2yZkAgCYxapqTpIPJjkyySFJXlhVh0xa7TtJFrXWfjHJp5P82cxWCQBsD4RMAACz26OTXNpa+1Fr7Y4kJyU5enSF1tp/t9Zu6SfPTLLvDNcIAGwHhEwAALPbPkmuGJle3s9bn5cn+fz6FlbV0qo6p6rOSbL7likRANgezB13AQAAzIyqekmSRUmeuL51WmvHJTmuX/+cGSoNANgGCJkAAGa3FUn2G5net5+3lqp6SpI3J3lia+32GaoNANiO6C4HADC7nZ3koVV1UFXtmOQFSU4ZXaGqDkvyoSRHtdZ+MoYaAYDtgJAJAGAWa63dmeSVSb6Q5KIkJ7fWLqiqd1bVUf1qf55k5ySfqqrvVtUp69kdAMBm010OAGCWa62dmuTUSfPeOvL4KTNeFACw3REyAQAAW8TqNXflljvW5JY77syda1r2fsB9M2eHGndZAMwQIRMAALDZrrrx1vz7967MlTfcljvW3LXWsgfcd15+5cELc/iBCzJ/3pwxVQjATBEyAQAAm2z1mrty2sU/yVcvuTb33XFuFh24W+53n7nZacc5ud+Oc7OmtXzrsuvz+fOvzpcv/kkOP2C3PPbBu2e3++047tIBmCZCJgAAYJP88Nqf5TPfWZGVN9+RR+2/W4489EHZacd731r80r4PyIobbs3XL70u3/zRynxr2fV58eID8rAH7jKGqgGYbn5dDgAAmLIzfnBt/uFrl6Ul+e1fPSjPedS+6wyYJuzzgPvmeYv2y+uPeHh23/k++dg3l+U7l6+asXoBmDlCJgAAYEouuPLGfOGCq3PoPvfPq5/80Dxkz52nvO1uO+2YVzz+53LgwvvlU99enq9ecu00VgrAOAiZAACAjbr6xtvyqXOWZ9/d7pvnPmrf7Dh3028l5s+bk5c+9sAcus/98/nzr867/uPC3HVXm4ZqARgHYzIBAAAbdPPtd+afzlyW+8zbIS9ZfEDmzdn8v1XPnbNDnn/4frnffebmw1+9LKvXtLz9qF/YgtUCMC5ja8lUVXOq6jtV9blx1QDMTrfddlv++7//OzvvvHN22mmn3HjjjeMuCQC2WWvuajnxW5fnp7fdmZcsPiC73nfe4H3uUJVn/eJeefnjDspHv7Es//ad5VugUgDGbZzd5V6T5KIxHh+Ypb71rW/l8ssvT1Vlzpw5Of3008ddEgBssz73P1fmsutuzm8etk/2W7DTFttvVeVNR/58Fh+0IG/61/Ny0VU3bbF9AzAeYwmZqmrfJM9Icvw4jg/MbldfffVa0zfccENuv/32MVUDANuui6+6KWdddn0e/9Ddc9j+u23x/c+ds0P++kWHZdf58/K7H/92brx19RY/BgAzZ1wtmd6X5PeT3LW+FapqaVWdU1XnJNl9xioDtnq77772R8Kuu+6aHXfccUzVAMC2ac1dLaeef3V233nHHHHIg6btOHvuMj9/++JHZvmqW/OGT33PQOAAs9iMh0xV9cwkP2mtfXtD67XWjmutLWqtLUpy3cxUB8wGixcvzgMf+MAkyV133ZXHP/7xqaoxVwUA25ZvLbs+1/3s9hz5iL0yZ4fp/f/sogMX5M3PODhfvPCa/N0ZP5zWYwEwfcbRkulXkxz1/7N33/F13fX9x9+fu7W3ZFvelmfsxM4yGSROyCYlCaUQNmWkUKBQOoC2v0BpGf0VCv0BDbuUQgoUAgmQBBLHWcQ2duIkXvKesixZe+uu7+8P3TiSRyxb49zxej4eekg699yj9/GV7z163/P9HjPbL+nHkq41sx96kANAhiooKNBNN92k7u5u9fb2nnRmEwAAGJv+aEKrtzdpbmWBFk0pmpSf+a7LZ+t1F0zTl363Qxv3t03KzwQAjK9JL5mcc590zk13zs2WdKekx5xzb5vsHAAAAABO7fEdzeqPJnTLsqmTdrawmenzr1+mqSV5+uR9mxWNn3ZmDQBAmvLy6nIAAAAA0kxbb1TP7G3VipllmlaaN6k/uyAc0D/dfp52NffomwybA4CM42nJ5Jx73Dl3q5cZAAAAALzs4a1H5TPp+iU1nvz8axfV6LXnT9VX1+zW3mM9nmQAAJwbzmQCAAAAIEk60NqrLQ2devX8KpXkBT3L8ak/WqJwwKe//8UWOcfV5gAgU1AyAQAAAJAkPbTlqIoiAV01v8rTHNVFEX3i5kVau7dVP3v2sKdZAACjR8kEAAAAQAfb+nSwrU9XL6hSKOD9nwlvvmSmLp5Vps8+uF2tPYNexwEAjIL3rx4AAAAAPPfMnhaFAz5dNLPM6yiSJJ/P9LnXL1PvYFz//JvtXscBAIwCJRMAAACQ4zr7Y9rS0KlLZpcrHPR7Hee4BTVFuuuqufrFpgZtOtjudRwAwBlQMgEAAAA5bv3eVjknvWpuhddRTvKBVXWqLAzpcw9uZxJwAEhzlEwAAABADhuIJfSH/W1aPLVY5QUhr+OcpDAc0F9ev0Ab9rfrt1ubvI4DAHgFlEwAAABADvvlpgb1RRO6fF76ncX0kjddPEN11YX6l4frFUskvY4DADgNSiYAAAAgRznn9J+/368pxRHNqSzwOs5pBfw+ffLmRdrX0qt71x/0Og4A4DQomQAAAIActXZPq3Y0deuKugqZmddxXtG1i6p12dwK/fvqXeoaiHkdBwBwCpRMAAAAQI763u/3q6IgpPOnl3od5YzMTH//2sVq643qnsf3eB0HAHAKAa8DAAAAAJh8B1p7tbq+SR+6pk5Bf2a897y0tkR3rKjVt5/cq6JwQKX56TdROQDkssx4NQEAAAAwrn60/qD8Znrbq2Z5HeWs/PWNCyVJj25v9jgJAOBElEwAAABAjkkknX65qUGrFlarpjjidZyzUluap5VzyrXpYLtauge9jgMAGIaSCQAAAMgxv9/doubuQf3xhbVeRzknVy2oUsBvemwHZzMBQDqhZAIAAAByzH3PHVZxJKBrF1d7HeWcFEWCumxuhV441KGmrgGv4wAAUiiZAAAAgBzSOxjXb7c26bXnT1M44Pc6zjl79fwqBQM+ra7nbCYASBeUTAAAAEAOeXjLUfXHEnp9hg6Ve0lBOKAr5lVoS0OnGjv7vY4DABAlEwAAAJBT7tt0WDPK83TxrDKvo4zZlXVVigR9Ws2V5gAgLVAyAQAAADmisbNfz+xp1R0rpsvMvI4zZnkhv66oq9S2xi41tHM2EwB4jZIJAAAAyBH3P39Ezkl3rMjsoXLDXTGvUnlBvx7d3uR1FADIeZRMAAAAQA5wzum+5w7rwpmlmlNZ4HWccRMJ+vXq+ZXa0dStQ219XscBgJxGyQQAAADkgK1HurSzqUd3XDjd6yjj7rJ5FcoL+rVmB3MzAYCXKJkAAACAHHDfcw0K+k23LpvqdZRxFw4Mzc1Uf7RbRzqYmwkAvELJBAAAAGS5eCKpB144omsXVausIOR1nAlx+bwKRYI+zmYCAA9RMgEAAABZbu3eVrX0DGbVhN8nigT9umxupbYe6dLRrgGv4wBATqJkAgAAALLcQ1uOKj/k16qF1V5HmVBXzKtQKODT45zNBACeoGQCAAAAslgi6fS7rUd1zcJqRYJ+r+NMqPxwQK+aU67Nhzt1rHvQ6zgAkHMomQAAAIAstnF/m1p6orpp6RSvo0yKK+dXKeA3zmYCAA9QMgEAAABZ7KEtRxUK+HTNouweKveSwnBAl84u1wuHO9TWG/U6DgDkFEomAAAAIEslk06/3XpUV82vUmE44HWcSfPq+VXymemJnZzNBACTiZIJgGe6uro0MDDy6i99fX3q7u4esSwWi6mjo0POuePLksmkfL6Tn8JGu00AAHLBC4c71Ng5oJtzZKjcS4rzgrpoVpmeO9Chjj7OZgKAyZI7b2cASBvRaFSrV69Wc3OzzExLly7VhRdeqHXr1mnHjh2SpNraWq1atUoHDhzQ2rVrlUgkVFRUpOuuu07xeFyrV69WQUGBnHM6ePCgpkyZMuptBgI89QEAcsPDW44q4DNdt7jG6yiT7qoFVdqwv01P727RredP8zoOAOQEG35mQLoys43OuYtHsWr678wofPWrX9Xu3bu9jgFMmFAopHA4PGJZf3+/8vLyRiwbGBhQOByWmR1fFovF5PP55Pf71d/fL0mKRCKKRqOj3mYsFhvP3QHSXl1dnT784Q97HWO82JlXwXjJtWOwbOOc09X/+rhmVxboB+++9BXXvXf9wUlKNdJbVs48p/uNNu/Pnj2kzQ2d+psbF43LcMFzzQsAWWBUx2C8nZ+Gdu/eree3bFciv9zrKMCEmD2lQhXFI5+jWjr7VKmRl1Vu7epXRfHIIXF9g1EF/H6FAn5ZcmhZz0BMbd39Ki8auc1jnf2qOmGbTe29OnysfZz2BEh//r42ryMA8Mi2xi4dbOvTB1bN8zqKZ65aUKVNBzv0zO4W3XBebg0ZBAAvUDKlqUR+ufoX3eJ1DGBCNPkGVBZ6ueiJy7Tft1ClkVb5hr0Z3hCYr1CwSwUWP76sOVSooCU11d93fFlnMqSjgQKVnrDNA76FKjthm02B+eqvGHnGE5DN8uof9DoCAI88vOWofCbdsCT3hsq9pLooovOmFWvt3lZdtaBKkaD/zHcCAJwzSiYAk64tGdHuWImq/f2KyafDsUINKKit0XJND/TIJ6ej8Xx1JcPaHi3XzEC38nxxtSUiaogXyCQlnE+l/kH1JoM6ECtUXP5RbxMAgFzw0JajunROuSoKc/u1b9XCam050qV1e1u1amG113EAIKtRMgHwRHMiX82J/BHLupMhbY+OHCYadX7tjpWOWOYkHYwX6WC86Jy2CQBAttvd3K3dzT16+6vO8zqK56aV5mlhTZGe3t2iy+dVKhTgAtsAMFF4hgUAAACyzEObj0qSbmQeIknSqoVV6osmtGE/89QBwESiZAIAAACyzMNbj+rCmaWaUhLxOkpamFVRoDmVBXpq1zHFk0mv4wBA1qJkAgAAALLIkY5+bT3SxdXUTrBqQZW6BuLadLDD6ygAkLUomQAAAIAssrq+WZJ03WImuR6urrpQtaV5emLnMSWS7sx3AACcNUomAAAAIIs8uq1JsyryNa+q0OsoacXMtGphldp6o9pypNPrOACQlSiZAAAAgCzROxjX2j2tum5xjczM6zhpZ/HUYlUVhfXEjmNyjrOZAGC8UTIBAAAAWeKpXS2KJpJ6DUPlTslnplULqnS0a0A7jnZ7HQcAsg4lEwAAAJAlHt3epOJIQJfMLvc6Sto6f3qpyvKDWrOjmbOZAGCcUTIBAAAAWSCRdFpT36xVC6sV9HOYfzp+n+nV86t0qL1f+1p6vY4DAFmFVx8AAAAgCzx/qEOtvVGGyo3CRbPKVBgO6PGdx7yOAgBZhZIJAAAAyAKPbm9SwGdatYCS6UyCfp+urKvU7uYeHW7v8zoOAGQNSiYAAAAgC6ze3qRLZperJD/odZSMsHJOuSJBnx7fwdlMADBeKJkAAACADHewtU87m3p03ZIar6NkjHDQr8vnVWpbY5eauga8jgMAWYGSCQAAAMhwj25vkiRdx3xMZ+XyuRUK+X16grmZAGBcUDIBAAAAGW51fZPqqgs1q6LA6ygZJT8c0Mo55XrhUIdaewa9jgMAGY+SCQAAAMhgXQMxrd/bpusWM1TuXFwxv1J+n3E2EwCMA0omAAAAIIM9seOY4knHULlzVBwJ6qJZZdp0sEMdfVGv4wBARqNkAgAAADLYY/XNKssPasXMMq+jZKyrFlTJyemp3S1eRwGAjEbJBAAAAGSoRNLp8R3NWrWwWn6feR0nY5Xlh7RiRpk27GtT90DM6zgAkLEomQAAAIAM9fyhDrX3xXTNIobKjdXVC6qUSDr9fner11EAIGNRMgEAAAAZak19s/w+09Xzq7yOkvEqi8JaNr1E6/a1qi8a9zoOAGQkSiYAAAAgQz1W36yLZpapJD/odZSssGpBtaLxpNbu4WwmADgXlEwAAABABmrs7Ne2xi6Gyo2jKSURLZ5arGf2tGoglvA6DgBkHEomAAAAIAOtqT8mSXrNYkqm8XTNwir1xxJat5ezmQDgbFEyAQAAABnosfpm1ZbmaX51oddRssr0snwtrCnS07tbNBjnbCYAOBuUTAAAAECGGYgl9PvdLbp2UbXMzOs4WeeaRdXqiya0fm+b11EAIKNQMgEAAAAZZv2+NvXHErqW+ZgmxMzyfNVVF+qp3S2KxpNexwGAjEHJBAAAAGSYNfXNigR9umxehddRsta1C6vVOxjXhv2czQQAo0XJBAAAAGQQ55weq2/W5fMqFQn6vY6TtWZXFmhuZYGe3HlMsQRnMwHAaFAyAQAAABlkz7FeHWzr0zUMlZtw1y6qVvdgXBs5mwkARoWSCQAAAMgga+qbJYn5mCbBnMoCzarI15O7WhTnbCYAOCNKJgAAACCDrK5v0sKaItWW5nkdJeuZma5dVK3O/piePdjudRwASHuUTAAAAECG6BqIaeP+dobKTaK6qkLNLM/X4zuOaTCe8DoOAKQ1SiYAAAAgQzy1s0XxpGOo3CQyM71m8dDZTD/dcMjrOACQ1ia9ZDKzGWa2xsy2mdlWM/vIZGcAkJ5MTuW+AVX5++TXy/MeFPuiqvH3KWwvv3sYsbhq/H0qtOjxZQElVeXvU5lvQJKbzOgAAEyKx+qbVZIX1IUzS72OklPqqgo1qzxfX1+zRwMxzmQ7ceMAACAASURBVGYCgNMJePAz45L+yjn3nJkVSXrWzB5xzm3zIAuANGFyWhZuVaHFJEmDgR69OFih2mCvpvl7JQ3VRluj5QooqYWhDlnqvgfjhWpJ5GlZuFXBVDnVkQxrW7RMOr4WAACZLZl0enxHs1YtrFLAz4CEyTR0NlONvvf7ffrJhkN65+WzvY4EAGlp0l+dnHONzrnnUl93S9ouqXaycwBIL2W+weMFkySFLaGpgV5NTRVM0lBdNCPQoxnBnhHVUW2gV1MDvccLJkkq9Q2qyBcTAADZ4oXDHWrtjTJUziPzqgp06exyfX3Nbs5mAoDT8PQtEDObLWmFpPWnuO0uM9toZhslVU5yNACTzGcnD2/zy510HpJPTr4ThsL55OQ/xfC4E9cDACCTPVbfLJ9JVy+o8jpKTjIz/eX1C9TcPah71x/0Og4ApCXPSiYzK5T0c0kfdc51nXi7c+5bzrmLnXMXS2qZ9IAAJlVbIqxB5z/+fUKmxkSBWpOREes1Jgp0NF4wYllzIl+N8fxh5zFJfS6gzmRoIiMDADCpHqtv1kWzylSaz+ubVy6bV6FXzS3XPU8wNxMAnIonJZOZBTVUMP3IOXefFxkApJekfHphsEIH4kU6HC/UC4OVGnAB7YyWak+sREfiBdoSLVdLIk+NiQJti5bpSLxAu2Il2hMrVq8L6cXBSjXEC7Q/XqTNgxViPiYAucLMbjKzHWa228w+cYrbrzKz58wsbmZv8CIjxuZo54C2HunStYtqvI6S8/7yugU61j2oH6474HUUAEg7kz7xt5mZpO9K2u6c+7fJ/vkA0ldcfjXEC0csczI1JfJPWrcjGVHHCWc59bmgDsSDE5oRANKNmfklfV3S9ZIOS9pgZg+ccFGVg5LeJemvJz8hxsOaHc2SxHxMaWDl3ApdPq9C33hij96ycqbyQ15cSwkA0pMXZzJdIentkq41s+dTH7d4kAMAACAbXCppt3Nur3MuKunHkm4bvoJzbr9z7kVpxMhiZJDV25tVW5qnBTWFZ14ZE+5j1y9QS09U//UMZzMBwHBeXF3uaeecOefOd84tT308ONk5AAAAskStpEPDvj+sMVy5l4uvpJ+BWEK/392iaxdVa2hQALx28exyrVpYpW88sUddA1zNFgBe4unV5QAAAJBeuPhK+lm3t1X9sYSuXcxQuXTy1zcsVGd/TN95cq/XUQAgbVAyAQAAZLYGSTOGfT89tQxZYk19syJBny6bW+F1FAyztLZEtyybou8+vU+tPYNexwGAtEDJBAAAkNk2SJpvZnPMLCTpTkkPeJwJ48Q5p9X1zbqyrlKRoN/rODjBx65foP5YQvc8vsfrKACQFiiZAAAAMphzLi7pQ5J+K2m7pJ8657aa2WfM7HWSZGaXmNlhSX8i6ZtmttW7xDgbu5t7dLi9X9dwVbm0VFddpNdfOF0/WHdAjZ39XscBAM9RMgEAAGQ459yDzrkFzrl5zrnPppbd7Zx7IPX1BufcdOdcgXOuwjl3nreJMVqr65slSddSMqWtj7xmvpxz+upju72OAgCeo2QCAAAA0tRj9c1aPLVYU0vyvI6C05hRnq83XzpTP91wSAdae72OAwCeomQCAAAA0lBbb1Qb97fpOq4ql/Y+dE2dAn7Tlx/Z6XUUAPAUJRMAAACQhtbUNyvppOuX1HgdBWdQXRzRuy6fo/tfOKJtR7q8jgMAnqFkAgAAANLQI9uaVFMc1tJpJV5HwSh84Op5Ko4E9YWH672OAgCeoWQCAAAA0sxALKEndx3TdYtr5POZ13EwCiX5QX3omjo9ufOYfr+7xes4AOAJSiYAAAAgzazd26q+aELXMVQuo7z9slmqLc3T5x/armTSeR0HACYdJRMAAACQZh7Z1qSCkF+Xz6vwOgrOQiTo11/dsEBbGrr0qxePeB0HACYdJRMAAACQRpJJp9Xbm3TVgiqFA36v4+As3b68VounFuuLv9uhwXjC6zgAMKkomQAAAIA0srmhU01dg1xVLkP5fKZP3LxIh9r69aN1B72OAwCTipIJAAAASCOPbm+Sz6RrFlZ7HQXn6Kr5lbp8XoW++tgudQ3EvI4DAJOGkgkAAABII49sa9LFs8tVVhDyOgrOkZnpkzcvVntfTPc8vsfrOAAwaSiZAAAAgDRxqK1P9Ue7dQND5TLesuklumNFrb779D4dauvzOg4ATIqA1wEAAAAADHlkW5Mk6brFlEzZ4G9vWqiHtjTqCw/X6+tvufCctnHv+nOf1+ktK2ee830B4FxwJhMAAACQJh7d3qT51YWaXVngdRSMg6klefqzq+bpNy82auP+Nq/jAMCEo2QCAAAA0kBnX0zr97XpOobKZZU/u3quaorD+syvtymZdF7HAYAJRckEAAAApIHHdzYrkXS6npIpq+SHAvr4TYv04uFO/fL5Bq/jAMCEomQCAAAA0sBDm4+qqiis5dNLvY6CcXb78lqdP71E//Jwvfqica/jAMCEoWQCAAAAPNY7GNeaHc26eekU+XzmdRyMM5/PdPetS9TUNahvPrHX6zgAMGEomQAAAACPPb7jmAbjSd28dKrXUTBBLp5drteeP1XffHKPGjr6vY4DABOCkgkAAADw2INbGlVZGNKlc8q9joIJ9MmbF0mSPvubbR4nAYCJQckEAAAAeKg/mtCa+mbdeN4U+Rkql9Wml+Xrg6vq9ODmo3pq1zGv4wDAuKNkAgAAADz0xM5j6osmdMsyhsrlgvddNVezK/L1qQe2KhpPeh0HAMYVJRMAAADgoYe2NKosP6iVDJXLCZGgX5963Xnae6xX3316n9dxAGBcUTIBAAAAHhmIJbR6+9BQuYCfQ/Nccc3Cal2/pEb/b/UuHWEScABZhFcyAAAAwCNP7WpRz2BcNzNULufcfesSJZ3TZ3+z3esoADBuKJkAAAAAjzy0uVEleUFdPq/C6yiYZDPK8/XBa+r0m82NenpXi9dxAGBcUDIBAAAAHhiMJ/TI9ibdsKRGQYbK5aS7rpqrWRX5uvv+LRqIJbyOAwBjxqsZgHHjU1K1gR7VBTtU7nt5foEqf5/qgh2a6u+VyUmSinxRzQt2alagS0ENHVSFLa7ZgS7NDXaqwGJpsU0AACbKM7tb1T0Q56pyOSwS9Oufb1+qvS29+vqa3V7HAYAxC3gdAED2WBTqUKlvUJJU7e/XnphTwJKaFegeWsHfr0JfVE2JAp0XapWl7lfhH9CLgxU6P9yqoIYu5Vvj79MLg5WaHez2bJu7YmUT+u8FAMhtD25uVFEkoMvrGCqXy149v0qvX1Grex7fo1vPn6aFU4q8jgQA54ySKQ01NDTI39epvPoHvY4CjFow4Ff53NoRy6YNNCrg98kXfPmppkZSoKtH/uLC48vyJc3p2KNw6ciDqhmdB1ReUjhi2em32St/ccGIbc491TY7Dqi8dHTbPLJrnZKOM5qQ2fx9rWpoiHsdA8AJYomkfretSdcvrlE44Pc6Djz2D7cu0eM7j+kT972on73/cvl9duY7AUAaYrgcgHGRTDq5E4aYxRMJJRLJEcsSyaTiJyyTpFjs5D+C4/HEWWzz5HkMoqfaZmL023QUTACACfLkzmPq7I8xVA6SpPKCkP7PrYu16WCHfrjugNdxAOCccSZTGqqtrdXRwYD6F93idRTgrBwMdGtGoEeSlJBpn79cfnNaHGqXL1Xt7IsVq60iouJwq8I2VAy1JCLaX3Oe8kNtKvVFJUn9LqD9VUsUDfR6ts2+RedP3j8eMEHy6h9UbW2N1zEAnOC+TQ0qLwjp6oVVXkdBmrh9ea1+semI/u/D9bp+SY2mleZ5HQkAzholE4BxcyhepJZERHmWUGcypIR8kpOeHahSkS+qPhfUgBt62nlusEqlvkHF5VN3MiRJ2hYtV7EvJp+S6kyG5WSebxMAgPHWNRDTI9ua9OZLZnBVORxnZvrs7Ut1w5ef1N33b9G333GxzBg2ByCz8KoGYFz1u6DakpGh4iYlJr/aknkjihsnU3sycrwMGmLqSobUkYzIydJimwAAjLeHNjcqGk/qjgunex0FaWZGeb4+dv0CPbq9Wb9+sdHrOABw1iiZAAAAgEl033MNmlNZoAuml3gdBWnoT6+YrQuml+ju+7eouXvA6zgAcFYomQAAAIBJcri9T+v3temOFbUMhcIpBfw+femNF6g3mtDf3beFC5EAyCiUTAAAAMAkuf/5I5KkO1bUepwE6ayuukh/e+NCPbq9SZsOdngdBwBGjZIJAAAAmATOOd333GFdMrtMM8rzvY6DNPfuK+bo0jnl+tWLR9TRF/U6DgCMCiUTAAAAMAk2N3Rqz7Fe3bGCCb9xZj6f6YtvuEDODc3jlWTYHIAMQMkEAAAATIL7nmtQyO/Ta5dN9ToKMsTMinzdsmyqdh/r0R/2tXkdBwDOiJIJAAAAmGCxRFK/euGIXrO4WiX5Qa/jIINcMrtM86sL9dCWRh3rHvQ6DgC8IkomAAAAYII9teuYWnujTPiNs2Zm+uMLpyvo9+nHGw4qlkh6HQkATouSCQAAAJhg9z3XoNL8oFYtrPY6CjJQcV5Qb7houho7B/TQlqNexwGA06JkAgAAACZQS8+gfre1Sbcvr1UowOE3zs2iKcW6sq5S6/a2atuRTq/jAMAp8SoHAAAATKCfbjykaCKpt66c6XUUZLgbzqtRbWmefv5cgzr6ol7HAYCTUDIBAAAAEySRdLp3/UG9am655tcUeR0HGS7g8+nOS2Yo6Zx+suGQEknndSQAGIGSCQAAAJggT+xs1uH2fr3tVbO8joIsUVEY1u3La3WgrU+rtzd5HQcARqBkAgAAACbID9cdVFVRWDcsmeJ1FGSRC2aU6uJZZXp85zFtO9LldRwAOI6SCQAAAJgAh9r6tGZHs+68ZAYTfmPc/dEF01Rbmqf/ffaQmrsHvI4DAJIomQAAAIAJce8fDsokvflSJvzG+Av6fXrrypkK+Ew/XHdQA7GE15EAgJIJAAAAGG+D8YR+uuGQrltco2mleV7HQZYqzQ/pzStnqq13UP+78ZCSjonAAXiLkgkAAAAYZw9vOarW3igTfmPCza0s1C3Lpmr70W6tqW/2Og6AHEfJBAAAAIyzH647oNkV+bqyrtLrKMgBl82t0IoZpVpd36xtRzq9jgMgh1EyAQAAAOOo/miXNuxv11tXzpLPZ17HQQ4wM92+olbTy/L0k42HdKitz+tIAHIUJRMAAAAwjr7z1D5Fgj694aLpXkdBDgn6fXrHZbNVFAnqB2v3q7Vn0OtIAHJQwOsAAAAAQLY41NanX2xq0Dsum6WygpDXcZBG7l1/cMJ/RmE4oHddNlv3PLFH339mv976qlkqz5Hfw7H8+75l5blfAfJcf+5YfqZXvPo3RmbhTCYAAABgnHzzyT3ymXTXVXO9joIcVVkU1jsum6XO/pje94ONGoglvI4EIIdQMgEAAADjoLlrQD/deFhvuGi6ppbkeR0HOWxWRYHeePEMPXewXX/5k+eVSDqvIwHIEZRMAAAAwDj49lN7FU8k9f6r53kdBdDS2hL9w2uX6KEtR/WJn7+oJEUTgEnAnEwAAADAGLX3RvWj9Qd12/Jazaoo8DoOIEl6z5Vz1D0Q01ce3aVQwKd/vn2pzLjiIYCJQ8kEAAAAjNF//n6f+qIJ/fkqzmJCevnIa+ZrMJ7UPY/vUdDv06f+aAlFE4AJQ8kEAAAAjEH3QEzff2a/bjpviubXFHkdBxjBzPS3Ny5UNJ7Ud5/ep3DAp0/cvIiiCcCEoGQCAAAAxuC/1x1Q10BcH7ymzusowCmZmf7htYsVjSf1zSf3yu8z/c2NCymaAIw7SiYAAADgHPUOxvXdp/bp6gVVWja9xOs4wGmZmf7xdecpnnT6j8f3qLM/ps/ctlR+H0UTgPFDyQQAAACco3se36PW3qg+ct18r6MAZ+TzmT53x1KV5AX1jSf2qKMvpn970wUKB/xeRwOQJSiZAAAAgHNwqK1P33pqr25fPk0XzizzOg4wKmamT9y8SBUFIX32we3q7I/pG2+/SIVh/jQEMHY+rwMAAAAAmejzD22X30wfv3mR11GAs/a+q+bqi39ygdbubdVbv71OrT2DXkcCkAUomQAAAICztHZPqx7cfFR/vmqeppbkeR0HOCdvuGi6vvX2i1R/tFuv+9rvtaWh0+tIADKcJ+dEmtlNkv5dkl/Sd5xzX/AiB4BzV+Yb0PRgj/xyaowXqCmRr4jFNSfYpTyLqy0R0YF4kXxymh3sVolvUL0uqH2xYkWdX9MCPar29yvufDoYL1RXMpwx2wQA5LZE0ukzv96m2tI8ve+quV7HAcbkNYtr9LP3X64/+++N+uN7ntG//PH5un1FrdexAGSoSS+ZzMwv6euSrpd0WNIGM3vAObdtsrMAODdhi2tRqF0vXYtkXrBTg86nucEuRSwhSZoW6JWTFLSkqv39kqSIJRQOJdQYz9fsQPfQnU1aEmrXi4Pl477NzafcpmlusPuct7lxoFpxTgIFgJz2kw2HtL2xS19/y4WKBJkwGZlv2fQSPfDhK/XBHz2nj/7keW1p6NQnbl6kgJ9jHgBnx4szmS6VtNs5t1eSzOzHkm6TRMk0jL+vTXn1D3odAym+gS5ZMuZ1jLRRUV6mwPSR73DVtteroKx0xLKq/gEFAgH5gy8/1ZRISnZ0yl/68mWe/ZJmt21ToHzkpKlns013im3OnIBt1uxfr86urhP/STCM8wWVjBR7HQMp/r42STVexwCyRmd/TF/83Q5dOqdctyyb4nUcYNxUFob1w/eu1Gd/s13feXqftjV26ctvWq6a4ojX0QBkEC9KplpJh4Z9f1jSyhNXMrO7JN2V+janntnq6uq8joATNDTE1d/f73WMtGHJhPy+ke9sJWJRyTn5/S+/o5uIxySXVCQcOr4sFospGY+ddP/Y4MCYtpk41TYH+uX3VYxYFo8OjmmbPpdQYSQknF5eXp5qayk10kcNryvAOPrKozvV3hfV3bcukZmd+Q5ABgn6ffr0687TkmnFuvv+Lbrhy0/qn29fqj+6YJrX0QBkiLS9TqVz7luSvuV1Di98+MMf9joCcEabNm3S1q1blUgkNHfuXF1xxRU6fPiw1q5dq4GBAVVUVOjaa69VPB7XmjVr1NHRofz8fF155ZWqqqrSk08+qUOHDikQCGj58uU677zzMmabAIDc9MyeFn3/mf1668qZWlpbcuY7ABnqjRfP0MWzyvSxn76gD//PJj2yrUmfue08lebzRhuAV2bOucn9gWaXSfq0c+7G1PeflCTn3OfHYfOTuzNAjovFYkomkwqHX54MO5lManBwUHl5I6+009/fr0gkMuJd38HBQfn9fgUCgYzbJgDPcOrIJDKzjc65i0exatYfg3X0RXXTV55SfsivX//FlcoPZddrwr3rD3ryc9+ycuY53S/T8kreZB5LXkmKJ5L6xhN79JVHd6miMKTPv36Zrl2Unmcrj+Xf14vHdayPjRe8+jdG2hjVMZgXM7ltkDTfzOaYWUjSnZIe8CAHgDEKBoMjihtJ8vl8JxU30tAQqhOHFYTD4ZOKm0zZJgAgdzjn9He/2KyWnkH9+50rsq5gAk4n4PfpQ9fO1y8/eIVK8oJ69/c36l3/+Qftbu72OhqANDXpJZNzLi7pQ5J+K2m7pJ8657ZOdg4AAABgNH727GE9uPmoPnbDAi2bzjA55J6ltSX69YdfrX947WI9e6BdN37lKX36ga3q6It6HQ1AmvHkbRjn3IOSuHQaAAAA0tqB1l59+oGtWjmnXH921Tyv4wCeCQV8eu+r5+qOFbX60iM79YO1+/XL5xv0vlfP1dtWzlJJftDriADSgBfD5QAAAIC0F0sk9ZEfPy+/z/TlNy2X38eUYEBFYVifu2OZfvMXr9byGaX619/u0GVfWK3P/GqbGjq4GjOQ6xhQDgAAAJzAOad//vU2PX+oQ197ywpNKz15Hj8gly2eWqzv/+ml2t7YpW8/uVc/WLtf/7V2v25ZNlWvv7BWV9ZVKujnnAYg11AyAQAAACe454k9+q+1B/TeK+fo1vOneR0HSFuLpxbr3960XH9940J99+l9+unGQ/rVC0dUXhDSLcum6HUX1OriWWXycSYgkBMomQAAAIBhfvbsYf3fh3fodRdM09/dstjrOEBGmFaap/9z6xL97U0L9cSOY3rghSP62bOH9cN1B1VeENIls8u0ck6FVs4t1+IpxZ6XTs45JZJOsYRTc9eABmJJJZw7frtJMpPygn7lhfzKDwUYMguMAiUTAAAAkLJmR7M+/vMXdWVdpb74Jxd4/ocwkGnCAb9uOG+KbjhvinoG41q9vUlP7mzR+n2t+u3WJklSUSSghTVFmlNZoDlVBZpbWaiZ5fkqKwiqNC+kSNAnszP/30sknXoG4+rqj6mho1/90YT6Ywn1RxPqi8bVF02oL5pQfzSu/lhSA7GEBuIJDcQSGowl9VKl9E+/2TaqfQsFfCoKB1RRGFJFQViVRWG19AyqJBJUWUFIZflBleaHVBDyjyo/kI0omQAAAABJLxzq0J//8DktmlKke952oUIB5pMBxqIwHNBty2t12/JaSVJDR7/+sK9VG/a3a09zj57YeUz/++zhk+4X8vtUkh8cKptkMhs6s0iSBmLJ40VSNJF8xZ8f9JvyQ4HjZyOVFYSUF/QpHPQrEvAp6Pcp4Pfp8nkVigT9CqRKZZeqn5JJDSuthoqrroG42noH1doT1ZaGTh3p6NdgfGSOkN+nisKQqorCqioMD31OfR1gnipkOUomAAAA5LznD3Xo3d/foMqikP7zTy9RUYTLsQPjrbY0T3esmK47Vkw/vqx7IKb9LX063N6njv6YOvpi6uiPqrMvpsF4Us4NVT4vjWSLBH2p0mioPCoI+1WcF9SLhzoUCfmVFxwa2pYf8o964vG3rJx5zvt07/qDGogl1N4XVUdfTO19UbX3RnWsZ1CH2vq0+XDn8TOmfCZVFoZVUxxRa8+gFk4p0uKpxZpelseZT8galEwAAADIaQ9tbtRHf/K8qovD+u93r1R1UcTrSEDOKIoEtWx6iZZNLxnTduIJd+aVJkgk6NfUkjxNLTn5KpSxRFItPYNq7h5UU9eAmjoH1NDRry89svP4OkXhwPHCaeGUIi2aUqQFU4pUTNmNDETJBAAAgJzknNO3n9qrzz9Ur+UzSvWdd1ysisKw17EAZJGg33fKAuq25dO0o6lb9Y3dqj/ape2NXfrlpgZ1D8aPrzOtJKIFU4pUV1WouupCzasuVF1VocoKQpO9G8CoUTIBAAAg58QTSd39wFbdu/6gXrtsqr70xgsUCfq9jgUgRxSEA7pwZpkunFl2fJlzTkc6B7TjaJfqj3ZrR+pj7Z7WEfM+FUcCmlmRr5nl+ZpRnq8ZZfmaUhxRTXFENcVhVRSGuRIePEPJBAAAgJyyv6VXH//5i1q/r00fWDVPf3PDQq4iB8BzZqba0jzVlubp2kU1x5cnk04NHf3afaxHe5p7dKC1T4fa+1R/tFuPbms+aQJ0v89UXhBSaV5QpflBleSFVJofVGE4oLyQX/mpidDzQn4FfT4FA6aAz6eg3+T3+eQzyWdDE66/9Nlk2t3cc3wSdjOTz17+7DNTwGcK+H3y+0xBnykY8CngM+abyjGUTAAAAMgJ8URS3/v9Pn3pdzsV8vv0pT+5QH980fQz3xEAPOTz2dAZS+X5umZh9Yjbkkn38nxPxz8G1dIzqM7UROoNHf3aeqRTvYNx9ccSik3i/FU+k0IBn7722C4VRgIqzQ+pPD+ksoKQyvKDxydCn1Iy9Lm6KMKVPTMcJRMAAACy3rYjXfr4z1/U5oZOXb+kRv9021JNKWGCbwCZzeczTSmJnNXzWSyRVF80oYFYQtF4UvGkUzyRVCzhlEg6OTklnZR0Tsnky1f3e2Rbk5ycnFPqY2g955wSzimedEokhj7Hk0lF40kNpj5qS/PUPRBTR39Me471qP1AVO19MSWSJxde1UXh1DDAvOPl2tzKAs2pLFB5QYgzo9IcJRMAAACy1oHWXn3jib36342HVJof1NffcqFuWTaFP1IA5Kyg36eSPJ9K8s7u6nW7m3vO+We+ZeXMk5Ylk04d/TE1dQ3oaNeAmrsG1Ng5oIb2fh1q79OG/e164IUjGt5DFUcCmlNVqHmVBaqrKdT86iLVVRdqZnk+81ClCUomAAAAZJ3tjV36j8f36DcvHlHA79ObL52pj12/gKsyAUCa8KXmjiovCGnx1OJTrhNLJNXQ3q99rb3ad6xX+1p6tbelR2v3tuq+TQ3H1wsFfJpbWaCFU4q0oOalj0LNKMtnzr1JRskEAACArNAzGNfq7U2677kGPbHzmApCfr3vqrl6zxVzVF3M0DgAyDRBv0+zKws0u7JA1ywceVvXQEx7mnu0q7lHu5t7tLOpWxv3t+v+548cXycS9KmuulALqos0v6ZI86sLVVddqBmc+TRhKJkAAACQsXoH43p8xzH9+sUjeqy+WYPxpKYUR/Sx6xfonZfNVkn+2Q0HAQBkhuJIUCtmlmnFzLIRy3sG49rV1K2dTd3a2TRUPj2z59RnPs2rHhp6N7eqUHNSZdbZDiPESJRMAAAAyBgtPYPauL9NG/a3a8P+Nm090qVE0qmyMKw7L5mhWy+YpotmljE8AgByVGE4cMryqbM/pt3NPdrT3KPdx4bOftp8uFMPbW4cMe9TRUFIM8rzNXPYR21ZnqaWRDStNE+RoH+S9yizUDIBAABkATO7SdK/S/JL+o5z7gsn3B6W9ANJF0lqlfQm59z+yc45WrFEUhv2tR3/Q2BX09AfBce6ByVJ4YBPy2eU6gNXz9MVdZW6dE45Qx8AAKdVkhfURbPKdNGskeXTYDyhQ2192pua82l/a68OtfXr+UMd+s3mxpOugFeWH9TUkjzVFIdVVRRWdVFEVUVDX5flD80xVVYQIbdTcAAADL9JREFUVFl+SEG/bzJ3MS1QMgEAAGQ4M/NL+rqk6yUdlrTBzB5wzm0bttp7JLU75+rM7E5J/yLpTZOfdnQSSae3fne9nJOKwgHNqy7U1QuqtKCmUBfNKtPS2hKFA7ybDAAYm3DAr7rqItVVF510WzyRVGPngA6396uxs1+NnQM60jH0ubl7QNsau9TSEz2piHpJQciv4rygiiNBFUUCKs4LqiAcUH7Qr/ywXwWhgPJCfkWCfkWCPkUCQ1+HAz4FAz6F/D6FAqaQ3y+/zxT0W+qzT36fvfxhJp/PFA74PD/TipIJAAAg810qabdzbq8kmdmPJd0maXjJdJukT6e+/pmkr5mZOedOfWTssUjQr5/cdZlmVeSruigsM85SAgBMroDfpxnl+ZpRnn/adRJJp/a+qI51D6q9L6r23pja+qJq64mqayCmrv6Yugfi6hqIqbl7QH0tCfVG4+obHPp8mn7qnNy2fJr+/c4V47fBc2BpelwBAACAUTKzN0i6yTn33tT3b5e00jn3oWHrbEmtczj1/Z7UOi0nbOsuSXelvo0455ZOxj4AAIDMx5lMAAAAOM459y1J3/I6BwAAyDy5NwsVAABA9mmQNGPY99NTy065jpkFJJVoaAJwAACAcUHJBAAAkPk2SJpvZnPMLCTpTkkPnLDOA5Lemfr6DZIeS9f5mAAAQGZiuBwAAECGc87FzexDkn4ryS/pe865rWb2GUkbnXMPSPqupP82s92S2jRURAEAAIwbJv4GAAAAAADAmDFcDgAAAAAAAGNGyQQAAAAAAIAxo2QCAAAAAADAmFEyAQAAAAAAYMy4uhyAjGZmdznnvuV1DgBAdjKzLZIGvM4xCSoltXgdYpLkyr6yn9knV/Y1V/ZTkiLOuaVehxhPlEwAMt1dkiiZAAATZcA5d7HXISaamW3Mhf2Ucmdf2c/skyv7miv7KQ3tq9cZxhvD5QAAAAAAADBmlEwAAAAAAAAYM0omAJmOoXIAgImUK68zubKfUu7sK/uZfXJlX3NlP6Us3FdzznmdAQAAAAAAABmOM5kAAAAAAAAwZpRMAAAAAAAAGDNKJgBpxcxmmNkaM9tmZlvN7COp5eVm9oiZ7Up9LkstX2Rma81s0Mz++oRt/WVqG1vM7H/MLOLFPgEAMoeZ/auZ1ZvZi2b2CzMrPc16+81ss5k9n0mXoDazm8xsh5ntNrNPnOL2sJn9JHX7ejObPfkpx+Z0xxInrLPKzDpTj9/zZna3F1nHw5l+F23I/0s9pi+a2YVe5BwLM1s47LF63sy6zOyjJ6yTsY+pmX3PzJrNbMuwZac89j3Ffd+ZWmeXmb1z8lKfvdPsZ1Y+555mXz9tZg3DfkdvOc19X/F5Ot1RMgFIN3FJf+WcWyLpVZI+aGZLJH1C0mrn3HxJq1PfS1KbpL+Q9MXhGzGz2tTyi51zSyX5Jd05ObsAAMhgj0ha6pw7X9JOSZ98hXWvcc4td85dPDnRxsbM/JK+LulmSUskvTn1GjvceyS1O+fqJH1Z0r9MbspxcbpjiRM9lXr8ljvnPjO5EcfdK/0u3ixpfurjLkn3TGqyceCc2/HSYyXpIkl9kn5xilUz9TH9vqSbTlh2umPf48ysXNKnJK2UdKmkT52ujEoT39fJ+5mtz7nf18n7KklfHvY7+uCJN47yeTqtUTIBSCvOuUbn3HOpr7slbZdUK+k2Sf+VWu2/JN2eWqfZObdBUuwUmwtIyjOzgKR8SUcmOD4AIMM5537nnIunvl0nabqXecbZpZJ2O+f2Oueikn6sodfX4Ya/3v5M0mvMzCYx45i9wrFErrpN0g/ckHWSSs1sqtehxuA1kvY45w54HWS8OOee1NAbp8Od8tj3BDdKesQ51+aca9dQYXOqYiMtnGo/s/U59zSP6WiM5nk6rVEyAUhbqVP0V0haL6nGOdeYuumopJpXuq9zrkFDZzcdlNQoqdM597sJCwsAyEbvlvTQaW5zkn5nZs+a2V2TmGk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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, training_name, country, category)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "12px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "384px" - }, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/g. Publications and citations.ipynb b/analysis/2018/g. Publications and citations.ipynb deleted file mode 100644 index 3882561d..00000000 --- a/analysis/2018/g. Publications and citations.ipynb +++ /dev/null @@ -1,2280 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "RSEs is an hybrid role between a researcher and a software developer. We investigated both of these aspects concerning publication and dissemination of their work, one on the traditional aspect of it (publications and conference).\n", - "One essential aspect of career in academia is the publications and the conferences to gain recognition. However, the role of RSE being less about writing articles than creating the infrastructure and the software for the article to exist, there is some fear that they will fail to have recognition through the papers and conferences." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in the section\n", - "* `In general, when your software contributes to a paper, are you acknowledged in that paper?`: one choice\n", - "* `Have you presented your software work at a conference or workshop?`: yes-no\n", - "* `At which conference(s)/workshop(s) have you presented your software work?`: free text" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Publications and citations" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "paper = ['paper2mod. In general, when your software contributes to a paper, are you acknowledged in that paper?']\n", - "order_paper = ['Not mentioned at all', 'Acknowledged in the main text', 'Acknowledged in acknowledgements section', 'Named as co-author', 'Named as main author']\n", - "\n", - "conf1 = ['conf1can. Have you presented your software work at a conference or workshop?']\n", - "\n", - "conf2 = ['conf2can. At which conference(s)/workshop(s) have you presented your software work?']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Acknowledgment in paper" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for Australia \n", - "Not mentioned at all 18 20.224719\n", - "Acknowledged in the main text 3 3.370787\n", - "Acknowledged in acknowledgements section 18 20.224719\n", - "Named as co-author 45 50.561798\n", - "Named as main author 5 5.617978" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Did you participate to conference for Australia
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" - ], - "text/plain": [ - " Count Percentage\n", - "Did you participate to conference for Australia \n", - "Yes 45 55.555556\n", - "No 36 44.444444" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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DIhAAAABAAyIQAAAAQAMiEAAAAEADIhAAAABAAyIQAAAAQAMiEAAAAEADIhAAAABAAyIQAAAAQAMiEAAAAEADIhAAAABAAyIQAAAAQAMiEAAAAEADIhAAAABAAyIQAAAAQAMiEAAAAEAD24xAVbV3VV1WVVdW1dVV9YJp/d2q6mNVdU1Vva2q9lz+cQEAAADYEQs5EuhfkzxkjPETSY5JcnxVPSDJi5O8dIxxWJLrkzxx+cYEAAAAYDG2GYHGzLemxTXTbSR5SJJ3TuvPS3LSskwIAAAAwKIt6JpAVbVHVV2RZGOS9yf5fJJvjjFumja5LskhW9n3jKpaX1Xr161btxQzAwAAALCdVi9kozHGzUmOqar9krwryRELfYExxrokm+vP2O4JAQAAAFi07frtYGOMbya5JMlPJdmvqjZHpEOTfHGJZwMAAABgiSzkt4P94HQEUKpqnyQPS/KZzGLQKdNmpyc5f7mGBAAAAGBxFnI62MFJzquqPTKLRm8fY7y7qj6d5K1VdXaSy5P88TLOCQAAAMAibDMCjTE+meTe86y/Nsn9l2MoAAAAAJbWdl0TCAAAAIDdkwgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANDANiNQVf1wVV1SVZ+uqqur6hnT+v2r6v1V9bnpz7ss/7gAAAAA7IiFHAl0U5LfHGPcM8kDkvxGVd0zyZlJLh5jHJ7k4mkZAAAAgF3QNiPQGOPLY4y/me7fkOQzSQ5JcmKS86bNzkty0nINCQAAAMDibNc1gapqbZJ7J/lYkoPGGF+eHvpKkoO2ss8ZVbW+qtavW7duEaMCAAAAsKNWL3TDqto3yZ8keeYY45+r6tbHxhijqsZ8+40x1iXZXH/m3QYAAACA5bWgI4Gqak1mAehNY4w/nVZ/taoOnh4/OMnG5RkRAAAAgMVayG8HqyR/nOQzY4w/mPPQBUlOn+6fnuT8pR8PAAAAgKWwkNPBHpTk8Uk+VVVXTOuel+RFSd5eVU9M8g9JTl2eEQEAAABYrG1GoDHGh5PUVh5+6NKOAwAAAMBy2K7fDgYAAADA7kkEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoYJsRqKpeU1Ubq+qqOev2r6r3V9Xnpj/vsrxjAgAAALAYCzkS6HVJjt9i3ZlJLh5jHJ7k4mkZAAAAgF3UNiPQGONDSb6xxeoTk5w33T8vyUlLPBcAAAAAS2hHrwl00Bjjy9P9ryQ5aGsbVtUZVbW+qtavW7duB18OAAAAgMVYvdgnGGOMqhq38/i6JJvrz1a3AwAAAGD57OiRQF+tqoOTZPpz49KNBAAAAMBS29EIdEGS06f7pyc5f2nGAQAAAGA5LORXxL8lyUeS/HhVXVdVT0zyoiQPq6rPJfnZaRkAAACAXdQ2rwk0xnjsVh566BLPAgAAAMAy2dHTwQAAAADYjYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANLCoCVdXxVfV3VXVNVZ25VEMBAAAAsLR2OAJV1R5J/meSRyS5Z5LHVtU9l2owAAAAAJbOYo4Eun+Sa8YY144xbkzy1iQnLs1YAAAAACyl1YvY95AkX5izfF2Sn9xyo6o6I8kZ0+LVSf5lEa8JMJ8DknxtpYdg11cvXukJAMDfW1igF9RKT8Du5X1jjOO3tdFiItCCjDHWJVm33K8D9FVV68cYx670HAAA2+LvLcBKWszpYF9M8sNzlg+d1gEAAACwi1lMBPp4ksOr6m5VtWeSxyS5YGnGAgAAAGAp7fDpYGOMm6rqqUkuTLJHkteMMa5esskAFs4ppwDA7sLfW4AVU2OMlZ4BAAAAgGW2mNPBAAAAANhNiEAAAAAADYhAAAAAAA2IQAAAAAANiEDAbqeqnlpVd57u/++quqyqHrrScwEAAOzKRCBgd3TGGOOfq+rhSQ5K8qQk56zwTAAA86qqQ6vqXVX1T1W1sar+pKoOXem5gH5EIGB3NKY/T0jyhjHGlfHvMwBg1/XaJBckOTjJDyX582kdwE5VY4xtbwWwC6mq1yc5IMndk9wrswD0oTHGfVZ0MACAeVTVFWOMY7a1DmC5rV7pAQB2wK8kuW+Sa8YYm6rqgCRPXOGZAAC25utV9Z+SvGVafmySr6/gPEBTTp8AdjtjjJuT/GiSX5tW7RP/PgMAdl1PSHJqkq8k+XKSUzL7n1oAO5XTwYDdTlW9MsmaJD89xrhHVe2f5MIxxv1WeDQAAIBdltPBgN3RA8cY96mqy5NkjPGNqtpzpYcCAJirqn7ndh4eY4wX7rRhACICAbun71bVqky/Jayq7prklpUdCQDge3x7nnV3zOxahndNIgIBO5XTwYDdTlX9UpKTkxyb5DWZnWP/gjHGW1d0MACAraiqOyV5RmYB6O1Jzh1jbFzZqYBuRCBgt1FV703y62OMDVV1ZJKfTVJJ/nKMcdXKTgcA8L2maxc+O8njkpyX5GVjjOtXdiqgK6eDAbuT1ya5qKrOS3LOGOPqlR4IAGBrqur3kzw6ybokR48xvrXCIwHNORII2K1U1b5JzkpyfJI3ZM61gMYYf7BScwEAbKmqbknyr0luynQtw80PZXZh6DuvyGBAW44EAnY3N2Z2kcW9ktwpLggNAOyixhirVnoGgLlEIGC3UVXHJ/mDJBckuc8YY9MKjwQAALDbcDoYsNuoqr9K8hTXAgIAANh+IhAAAABAA85RBQAAAGhABAIAAABoQAQCAAAAaEAEAoAlVFU3V9UVVXV1VV1ZVb9ZVaumx46tqpdvZb8NVXXAzp12x1TVflX163OWf6iq3rmNfV5dVffcwdc7aXv3rarjquqBO/J6i1VVP1hVH6uqy6vqwSsxw7ZU1V5V9ZfTd/UXF/lcV1TVWxex/22+T9u5763/3FTVX+/oDADQhQgEAEvrO2OMY8YYRyZ5WJJHJPlvSTLGWD/GePqKTrdIVbU6yX5Jbv2P9jHGl8YYp9zefmOMXx1jfHoHX/akJNsbkI5LsiIRKMlDk3xqjHHvMcZfLWSHqtpjmWfa0r2TZPquvm0hO8w3Y1XdI8keSR5cVXfcwVlu833a4vlXL/RJxhgr9XkDwG5DBAKAZTLG2JjkjCRPrZnjqurdSVJVd62qi6Yjhl6dpLbcv6qeUFV/OGf5SVX10un+s6vqqun2zGnd2qq6as72z6mq58/zvK+rqldV1fqq+mxVPXLO/n9VVX8z3R44rT9uWn9Bkk8neVGSH5uOAPn9ua9bVXtU1UumuT5ZVU+b1n+wqo6d7n+rql46vfeLq+oH57y/j09HUP1JVd1hmuFRSX5/er0fm27vq6pPTHMdscX7W5vkKUmeNe3z4GnGD0wzXVxVPzLPz2XfqnptVX1q2u7np/WPndZdVVUvnrP9t6rqv0/zfrSqDqqqY5Kck+TE6bX3qaqHV9VHpp/pO6pq32n/DVX14qr6myS/sLX3NX1eL6+qv66qa6vqlDkz/PY025VV9aJp3bZ+PgcmeWOS+835mT60ZkcufaqqXlNVe80345Y/sySPTfKGJBclOXHOa8z9vA+oqg3T/SOr6rLpdT9ZVYfP833a8vuWqvqz6f1cXVVnzDNHqupbcz7Hi6ef96eq6sT5tgeAlsYYbm5ubm5ubkt0S/KtedZ9M8lBmR2d8u5p3cuT/M50/+eSjCQHbLHfvkk+n2TNtPzXSY5Oct8kn0pyx2mbqzM7smNtkqvm7P+cJM+fZ57XJXlfZv8z6PAk1yXZO8kdkuw9bXN4kvXT/eOSfDvJ3ablLV/n1uUkv5bknUlWT8v7T39+MMmx0/2R5HHT/d9J8srp/l3nPOfZSZ42Z95T5jx2cZLDp/s/meQD87zH5yd5zpzlP09y+nT/CUn+bJ59XpzkD+cs3yXJDyX5xyQ/mGR1kg8kOWnO+/iP0/0DzP2lAAAFoElEQVRzkvzX6f4vz3lPByT5UJI7Tsu/Pedz35Dkudt6X9P7f8f0ed0zyTXT+kdM34k7bPGzXsjP57j823dx7yRfSHL3afn1SZ4534zzPM/fJfmRJA9P8udz1s/9vA9IsmG6/4o5n/2eSfbJ936fjsuc79sW722fJFdt/q5M8x0w95+96XO685zXviZJrfS/G9zc3Nzc3HaF24IPsQUAltRPJ3l0kowx3lNV12+5wRjjW1X1gSSPrKrPZBaDPlVVz0jyrjHGt5Okqv40yYOTXLAdr//2McYtST5XVdcmOSLJ3yd55XQ0y81J7j5n+8vGGH+/gOf92SSvGmPcNL2Hb8yzzS1JNp+C9MYkfzrdP6qqzs7s9KB9k1y45Y7TUTQPTPKOqlsPntprAXP9VKafd2ZHrpyzldkfs3lhjHF9Vf10kg+OMf5pev03ZfbZ/VmSG5O8e9r8E5md/relB2QWbi6d5t0zyUfmPP62Bb6vP5s+r09X1UFz5n3tGGPTNO83dvDn8+NJ/n6M8dlp+bwkv5Fk81Fo854uNh3p87Uxxj9W1ReTvKaq9t/KZ77ZR5L8l6o6NMmfjjE+N2fOubb8vj29qk6e7v9wZpHy61t5jUryP6bP7pYkh2QWYb9yO3MBQAsiEAAso6r60cyCysYk99iBp3h1kucl+dskr93Gtjfltqd673072455lp+V5KtJfmJ6nn+Z8/i3FzLsDto8y+syO8rmyqr65cyOCNnSqiTfHGMcs4zzLNR3xxibZ7858/+9qpK8f4zx2K08x+af67be179u8Zxbsxw/n6199o9NcsTmU72S3DnJzyf5P7ntd/HW7+EY481V9bHMjn57b1U9Ocm1t/eaVXVcZsHrp8YYm6rqg7n97/bjMjty675jjO9O893e9gDQhmsCAcAyqdm1bl6V2alBW0aXDyU5bdruEZmdevQ9xhgfy+zIh9OSvGVa/VdJTqrZNXPumOTkad1XkxxYs+sN7ZXkkbcz3i9U1aqq+rEkP5rZaT0/kOTL0xEnj8/sgr/zuSHJnbby2PuTPLmmC/pW1f7zbLMqyebr2pyW5MPT/Tsl+XJVrcnsP+S/5/XGGP+c5O+r6hem56+q+okFzPjX+bejfB6X2c9rvtl/Y/NCVd0lyWVJ/sN0XZs9Mgsf/3eefbfmo0keVFWHTc95x6q6+5Ybbcf72nLeX6mqO0z77L+Dz/N3SdZunjGzz/5232PNfuPdqUmOHmOsHWOszeyaQJtj14bMTltM/u2z3hxFrx1jvDzJ+Unuldv/PiWz7+X1UwA6IrOjq27PDyTZOAWgn0ny77axPQC0IQIBwNLaZ7rA7dVJ/jKzC+a+YJ7tXpDkp6ftHp3ZdWe25u1JLh1jXJ8kY4y/yeyomcuSfCzJq8cYl48xvpvkd6f178/s6KGt+cdpu79I8pQxxr8k+V9JTq+qKzM7PWzeI0DGGF/P7PSmq6rq97d4+NXTc39yep7T5nmKbye5f80uJv2QaeYkOWt6P5duMftbk/zWdOHiH8ss4jxxev6rM+eCxHP8eZKTp8/iwUmellkw+WRmkeMZ8+xzdpK7TO/ryiQ/M8b4cpIzk1yS5MoknxhjnD/fz2U+02lkv5zkLdNrfySzn+18FvK+5j73+zI7BXB9VV2R2TWgduR5/iXJr2R2CtmnMjuF6lXbeGsPTvLFMcaX5qz7UJJ7VtXBSV6S5Neq6vLMrsuz2alJrprmPSrJ67fxfUpm169aPZ0S+aLMwtrteVOSY6f38ku5/X8OAKCV+t7/MQkA7Epq9hvFXjrGuHiJnu91mV0U+J1L8Xw78PrfGmPsuxKvDQDQmSOBAGAXVVX7VdVnk3xnqQIQAAB9ORIIAAAAoAFHAgEAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANPD/AesgDeYbK4G2AAAAAElFTkSuQmCC\n", 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\n", 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CountPercentage
Acknowledgment in paper for Germany
Not mentioned at all6321.355932
Acknowledged in the main text289.491525
Acknowledged in acknowledgements section5618.983051
Named as co-author12442.033898
Named as main author248.135593
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for Germany \n", - "Not mentioned at all 63 21.355932\n", - "Acknowledged in the main text 28 9.491525\n", - "Acknowledged in acknowledgements section 56 18.983051\n", - "Named as co-author 124 42.033898\n", - "Named as main author 24 8.135593" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Did you participate to conference for Germany
Yes15054.34782655.666667-1.318841
No12645.65217444.3333331.318841
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Did you participate to conference for Germany \n", - "Yes 150 54.347826 \n", - "No 126 45.652174 \n", - "\n", - " Percentage in 2017 \\\n", - "Did you participate to conference for Germany \n", - "Yes 55.666667 \n", - "No 44.333333 \n", - "\n", - " Difference with previous year \n", - "Did you participate to conference for Germany \n", - "Yes -1.318841 \n", - "No 1.318841 " - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, conf2, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Acknowledgment in paper" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Acknowledgment in paper for Netherlands
Not mentioned at all1223.529412
Acknowledged in the main text713.725490
Acknowledged in acknowledgements section815.686275
Named as co-author2345.098039
Named as main author11.960784
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for Netherlands \n", - "Not mentioned at all 12 23.529412\n", - "Acknowledged in the main text 7 13.725490\n", - "Acknowledged in acknowledgements section 8 15.686275\n", - "Named as co-author 23 45.098039\n", - "Named as main author 1 1.960784" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Did you participate to conference for Netherlands
Yes2652.078.082192-26.082192
No2448.021.91780826.082192
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Did you participate to conference for Netherlands \n", - "Yes 26 52.0 \n", - "No 24 48.0 \n", - "\n", - " Percentage in 2017 \\\n", - "Did you participate to conference for Netherlands \n", - "Yes 78.082192 \n", - "No 21.917808 \n", - "\n", - " Difference with previous year \n", - "Did you participate to conference for Netherlands \n", - "Yes -26.082192 \n", - "No 26.082192 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, conf2, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Acknowledgment in paper" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Acknowledgment in paper for New Zealand
Not mentioned at all617.647059
Acknowledged in the main text38.823529
Acknowledged in acknowledgements section720.588235
Named as co-author1544.117647
Named as main author38.823529
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for New Zealand \n", - "Not mentioned at all 6 17.647059\n", - "Acknowledged in the main text 3 8.823529\n", - "Acknowledged in acknowledgements section 7 20.588235\n", - "Named as co-author 15 44.117647\n", - "Named as main author 3 8.823529" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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60pdm2bJlOe644/KgBz1oocYGANhgIhAA0M5tt92W/fffPy9/+cvzwhe+cL2+ZoyRY445JqeffnoOOeSQHHvssVm5cmX+7M/+LH/0R380zxMDAMyd3QwBgFbGGDnwwAOz00475Q1veMN6f90HP/jB7Lffftl2222zatWqLFmyJEuWLMmqVavmcVoAgI2nxhgL+XoL+mIAAHf3pS99KU9+8pOz22673fnuXn/8x3+cW2+9NYccckj+9V//Ndtss0322GOPnHPOOUmSVatW5TnPeU4+9alPZdmyZTnvvPPymte8JltssUU+9KEP5RGPeMSUfyWaueqRO009AnOw0zeumnoEYHGq9TpJBAIAgM2HCLR5E4GAebJeEcjtYAAAAAANiEAAAAAADYhAAAAAAA2IQAAAAAANiEAAAAAADYhAAAAAAA0snXoAAGDztNvJu009AnNwxQFXTD0CALDArAQCAAAAaEAEAgAAAGjgHiNQVf1iVX2uqq6sqn+oqsNmj29bVZ+uqqtn/3zg/I8LAAAAwIZYn5VAP0nye2OMnZM8Iclrq2rnJEck+ewYY8ckn519DAAAAMAm6B4j0BjjO2OMS2Y/vznJVUkekuT5SU6ePe3kJC+YryEBAAAAmJufaU+gqnpokj2TfDXJg8YY35l96rtJHrRRJwMAAABgo1nvCFRV90vykSS/O8b40ZrPjTFGkrGOrzu4qi6qqotWrFgxp2EBAAAA2DBL1+ekqlqWmQB02hjjo7OH/6Wqlo8xvlNVy5PcuLavHWOsSLK6/qw1FAEAAAAwv9bn3cEqyfuSXDXG+F9rPPXxJAfMfn5Ako9t/PEAAAAA2BjWZyXQk5K8IskVVXXZ7LE3J/mTJB+uqgOT/J8kL5mfEQEAAACYq3uMQGOMLyWpdTz9Gxt3HAAAAADmw8/07mAAAAAAbJ5EIAAAAIAGRCAAAACABkQgAAAAgAZEIAAAAIAGRCAAAACABkQgAAAAgAZEIPKqV70q2223XXbdddc7j1122WV5whOekD322CN77bVXLrjggiTJRz7ykeyyyy558pOfnJtuuilJcu211+alL33pJLMDAAAA60cEIr/1W7+Vv//7v7/LscMPPzxHH310LrvssrztbW/L4YcfniQ56aSTcuGFF+Z3fud38qEPfShJ8pa3vCXHHHPMgs8NAAAArD8RiDzlKU/Jtttue5djVZUf/ehHSZIf/vCH2X777ZMkS5Ysya233ppVq1Zl2bJlOe+88/LgBz84O+6444LPDQAAAKy/pVMPwKbphBNOyLOe9ay88Y1vzB133JGvfOUrSZIjjzwyz3jGM7L99tvn1FNPzYtf/OKcfvrpE08LAAAA3BMrgVirv/zLv8zxxx+f6667Lscff3wOPPDAJMk+++yTiy++OJ/4xCfysY99LPvtt1/+6Z/+KS960Yvy6le/OqtWrZp4cgAAAGBtRCDW6uSTT84LX/jCJMmLX/ziOzeGXm3VqlX5wAc+kNe+9rU5+uijc/LJJ+fXf/3Xc9ppp00xLgAAAHAPRCDWavvtt88XvvCFJMm55577X/b8eec735lDDz00y5Ytyy233JKqypIlS6wEAgAAgE2UPYHIy172snz+85/P9773veywww5561vfmve85z057LDD8pOf/CRbbbVVVqxYcef5N9xwQy644IIcffTRSZJDDjkkj33sY7PNNtvkzDPPnOqvAQAAAPwUNcZYyNdb0BcDAObPbifvNvUIzMEVB1wx9QhsoKseudPUIzAHO33jqqlHABanWp+T3A4GAAAA0IAIBAAAANCACAQAAADQgAgEAAAA0IAIBAAAANCACAQAAADQwNKpB1hMHnrEJ6cegQ208k+eM/UIAAAAMK+sBAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABoQAQCAAAAaEAEAgAAAGhABAIAAABo4B4jUFX976q6saq+vsaxbavq01V19eyfD5zfMQEAAACYi/VZCfSBJPve7dgRST47xtgxyWdnHwMAAACwibrHCDTG+GKSf7vb4ecnOXn285OTvGAjzwUAAADARrShewI9aIzxndnPv5vkQRtpHoCWTjzxxOy6667ZZZddcsIJJyRJ3vSmN2X33XfPK1/5yjvPO/XUU+98HgAAflZ+7uxtzhtDjzFGkrGu56vq4Kq6qKouWrFixVxfDmDR+frXv573vOc9ueCCC/K1r30tZ511Vr72ta/lkksuyeWXX54tttgiV1xxRW655Za8//3vz2tf+9qpRwYAYDPk506WbuDX/UtVLR9jfKeqlie5cV0njjFWJFldf9YZiwC6uuqqq/L4xz8+97nPfZIkT33qU3PmmWfmtttuyxgjq1atyrJly/Knf/qnOeSQQ7Js2bKJJwYAYHPk5042dCXQx5McMPv5AUk+tnHGAehn1113zXnnnZebbropq1atytlnn53vfe972W+//bLnnntm+fLlecADHpCvfvWrecELbMEGAMCG8XMnNXM31085oeqvkzwtyc8n+ZckRyc5M8mHk/y3JP8nyUvGGHffPHptFvVKoIce8cmpR2ADrfyT50w9As29733vy1/8xV/kvve9b3bZZZdsueWWd7kH+6CDDsprXvOaXHLJJfnUpz6V3XffPW95y1smnBiS3U7ebeoRmIMrDrhi6hHYQFc9cqepR2AOdvrGVVOPQHN+7ly0an1OWp93B3vZGGP5GGPZGGOHMcb7xhg3jTF+Y4yx4xjjGesZgABYhwMPPDAXX3xxvvjFL+aBD3xgfvVXf/XO5y699NKMMfKIRzwiZ5xxRj784Q/n2muvzdVXXz3hxAAAbI783Nnbhu4JBMBGdOONN2a77bbLt771rXz0ox/N+eeff+dzRx11VFasWJHbbrstt99+e5JkyZIlWbVq1VTjAgCwmfJzZ28iEMAmYP/9989NN92UZcuW5V3vele22WabJMmZZ56ZvfbaK9tvv32SZI899shuu+2W3XffPY961KOmHBkAgM2Qnzt7u8c9gTYyewKxSbInEMDPzp5Amzd7Am2+7Am0ebMnEDBPNs6eQAAAAABs/kQgAAAAgAZEIAAAAIAGRCAAAACABkQgAAAAgAZEIAAAAIAGlk49AMCc/cEDpp6ADfUHP5x6AgCA9fKu/3Hu1CMwB699995Tj7BJsBIIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKABEQgAAACgAREIAAAAoAERCAAAAKCBOUWgqtq3qv6xqq6pqiM21lAAAAAAbFwbHIGq6l5J3pXk2Ul2TvKyqtp5Yw0GAAAAwMYzl5VAj0tyzRjjm2OMHyc5PcnzN85YAAAAAGxMc4lAD0ly3RqPr589BgAAAMAmpsYYG/aFVS9Ksu8Y46DZx69I8vgxxuvudt7BSQ6efbhVkv/Y8HGZ0M8n+d7UQ0BTrj+YhmsPpuHag2m49jZv3xtj7HtPJy2dwwt8O8kvrvF4h9ljdzHGWJFkxRxeh01AVV00xthr6jmgI9cfTMO1B9Nw7cE0XHs9zOV2sAuT7FhVD6uqLZL89yQf3zhjAQAAALAxbfBKoDHGT6rqdUnOSXKvJP97jPEPG20yAAAAADaaudwOljHG2UnO3kizsGlzSx9Mx/UH03DtwTRcezAN114DG7wxNAAAAACbj7nsCQQAAADAZkIEAgAAAGhABALYxFTVYetzDAA2d1W1pKpeMvUc0I1rry97AnEXVfWGn/b8GON/LdQs0FVVXTLGePTdjl06xthzqpmgg6r6hSSvTvLQrPHmGWOMV001E3RQVReNMfaaeg7oxrXX05zeHYxFaeupB4CuquplSX4zycOq6uNrPLV1kn+bZipo5WNJzkvymSS3TzwLdPKZqnpjkr9J8v+tPjjG8L0P5pdrryErgQA2EVX1S0keluTtSY5Y46mbk1w+xvjJJINBE1V12Rhjj6nngG6q6p/XcniMMR6+4MNAI669nkQg7qKq/uynPT/GOHShZoGuqmrnMcaVdzv2tDHG5ycaCVqoqmOSfGWMcfbUswAAzAcRiLuoqgN+2vNjjJMXahboqqq+nuSDSd6ZZKskxybZa4zxa5MOBotcVd2c5L5JfpzkttnDY4xx/+mmgsWvqpYl+Z9JnjJ76PNJ/mqMcds6vwiYM9deTyIQwCamqu6b5B1JHpOZ/YBOS/KOMcYdkw4GAPOgqt6bZFmS1b9sfEWS28cYB003FSx+rr2ebAzNWs2+Q8qbkuycmZUISZIxxt6TDQV93JbkliT3zsz1988CECyMqnpe1viN6BjjrCnngSYeO8Z41BqPz62qr002DfTh2mtoydQDsMk6LclVmdmk9q1JVia5cMqBoJELMxOBHpvkyUleVlVnTDsSLH5V9SdJDkty5ezHYVX19mmnghZur6pfXv2gqh4e79AHC8G115DbwVirqrp4jPGYqrp8jLH77LELxxiPnXo2WOyqaq8xxkV3O/aKMcYpU80EHVTV5Un2WL3yrqruleTS1d8HgflRVb+R5P1JvpmkkvxSkt8eY3xu0sFgkXPt9eR2MNZl9Wat4hR3AAAgAElEQVRg36mq5yS5Icm2E84DbYwxLqqqX0+y4xjj/VX180m+NPVc0MQ2Sf5t9vMHTDkIdDHG+GxV7ZjkEbOH/nGMceuUM0EHrr2eRCDW5ZiqekCS30tyUpL7J3n9tCNBD1V1dJK9MvMN+f1JtkhyapInTTkXNPD2JJdW1ecy8xvRpyQ5YtqRoI3HJHloZv59skdVZYzxwWlHghZce824HQxgE1NVlyXZM8klY4w9Z49d7pYUmH9VtTwz+3ElyQVjjO9OOQ90UFWnJPnlJJflP/cjGWOMQ6ebChY/115PVgIBbHp+PMYYVTWSO98yHpgnVfXIMcY3qurRs4eun/1z+6rafoxxyVSzQRN7Jdl5+O00LDTXXkMiEMCm58NV9VdJtqmqVyd5VZL3TjwTLGZvSHJwkuPW8txIsvfCjgPtfD3Jg5N8Z+pBoBnXXkNuB2OtquphY4x/vqdjwPyoqn2SPDMz+5KcM8b49MQjwaJXVVuNMf7jno4BG0dVfSIzoXXrJHskuSDJnZvSjjGeN9FosKi59noTgVirqrpkjPHoux27eIzxmKlmgi6q6h1jjDfd0zFg41rH977/cgzYOKrqqT/t+THGFxZqFujEtdeb28G4i6p6ZJJdkjygql64xlP3T7LVNFNBO/skuXvwefZajgEbQVU9OMlDkty7qvbMzAq8ZOZ7330mGwwWudX/0FzXLz+S+IcozAPXXm9WAnEXVfX8JC9I8rwkH1/jqZuTnD7G+Mokg0EDVfU/k7wmycOTXLvGU1sn+fIY4/+eZDBY5KrqgCS/lZkNMi/Mf0agHyU5eYzx0YlGgxbWsQrPu2LCPHPt9SQCsVZV9WtjjP936jmgk6p6QJIHJnl7kiPWeOrmMca/TTMV9FFV+48xPjL1HNDFGr/8+OUk16zx1NZJvjLGePkkg8Ei59rrTQRirapqqyQHZubWsDtvAxtjvGqyoQBgHlXVHyc5dozxg9nHD0zye2OMt0w7GSxOfvkB03Dt9bZk6gHYZJ2SmbcLfFZm7gndITO3hAHAYvXs1QEoScYY30+y34TzwKI2xvjhGGNlZva8G2t83K+q/tuUs8Fi5trrzcbQrMuvjDFeXFXPH2OcXFUfSnLe1EMBwDy6V1VtOca4NUmq6t5Jtpx4Jujgk5n5B2hlZgX6w5L8Y2ZWpAPzx7XXkAjEutw2++cPqmrXJN9Nst2E8wDAfDstyWer6v2zj387yckTzgMtjDF2W/NxVT06M/uVAPPItdeTPYFYq6o6KMlHkuyW5ANJ7pfkqDHGX005F3RQVS9M8o7MhNea/RhjjPtPOhg0UFX7JnnG7MNPjzHOmXIe6Kqqrrj7P1CB+efaW/xEIIBNTFVdk+T/GmNcNfUs0E1V/VKSHccYn6mq+yS51xjDnngwj6rqDWs8XJLk0Ul+bozxrIlGghZcez3ZGBpg0/MvAhAsvKp6dZK/TbJ61etDkpw53UTQxtZrfGyZmX1Knj/pRNCDa68hK4EANjFVdWJm3p3vzCS3rj4+xvjoZENBA1V1WZLHJfnqGGPP2WOWxQMAi4aNoQE2PfdPsirJM9c4NpKIQDC/bh1j/LiqkiRVtTQz1x4wj6rqF5Icnpl3JNpq9fExxt6TDQUNuPZ6EoG4i9kNadfJSgSYf2OM3556BmjqC1X15iT3rqp9MvMOKZ+YeCbo4LQkf5PkuUn+R5IDkvzrpBNBD669htwOxl2s8ba42yV5YpJzZx8/PclXxhjPnWQwaKCqDh9jHFtVJ2Utqw/GGIdOMBa0UVVLkhyYmVV4leScJO8dfliCeVVVF48xHlNVl48xdp89duEY47FTzwaLmWuvJyuBuIvVKxCq6lNJdh5jfGf28fLMvFU8MH9WbwZ90aRTQFNjjDuSvCfJe6pq2yQ7CECwIG6b/fM7VfWcJDck2XbCeaAL115DVgKxVlV11RhjpzUeL0nyD2seA4DFpKo+n+R5mfkl2cVJbszMKtjXTzkXLHZV9dwk5yX5xSQnZWZvvLeOMT4+6WCwyLn2ehKBWKuq+vMkOyb569lDL01yzRjjkOmmgh5mN+l7U5KdY5M+WDBVdekYY8+qOijJL44xjl5ziTwAwOZuydQDsGkaY7wuybuTPGr2Y4UABAvmtMzcGvawJG9NsjLJhVMOBE0snb39+SVJzpp6GOioqi6ZegaAxcyeQPw0lyS5eYzxmaq6T1VtPca4eeqhoIGfG2O8r6oOG2N8ITPvWCQCwfx7W2Y2g/7SGOPCqnp4kqsnngm6qakHAFjMRCDWqqpeneTgzGwM9stJHpKZlUG/MeVc0IRN+mACY4wzkpyxxuNvJtl/uomgpU9OPQDAYiYCsS6vTfK4JF9NkjHG1VW13bQjQRvHVNUDkvxe/nOTPhvTArBoVdWDkjw2yflVtd0Y48apZ4LFrqq2zMwvOx6aNdrAGONtU83E/BOBWJdbxxg/rppZkVtVS5PYRRwWwBhj9V4kP0zy9ClnAYD5VlUvSfLOJJ/PzO1gJ1XV748x/nbSwWDx+1hmft68OMmtE8/CAhGBWJcvVNWbk9y7qvZJ8pokn5h4Jmihqh6W5JD819/KPG+qmQBgHv0/SR67evXP7LtkfiaJCATza4cxxr5TD8HCEoFYlyOSHJjkiiS/k+TsJO+ddCLo48wk78tMeL1j4lmgjao6LMn7k9ycme95eyY5YozxqUkHg8Vvyd1u/7op3sUYFsJXqmq3McYVUw/Cwqkx3OEDsCmpqq+OMR4/9RzQTVV9bYzxqKp6VmZ+AXJUklPGGI+eeDRY1KrqnUl2T/LXs4demuSKMcbh000Fi19VXZnkV5L8c2ZuB6skY4yx+6SDMa9EINaqqp6U5A+S/FJmVoyt/h/Cw6ecCzqo/7+9Ow+XrK7vff/+NCCjzSCgIDNHTVBmUGgQBYeoQTSIkhbM0XAcTrxCQjReI3FC5arXGIP3xBkVcYxwBCWIcoBmkqGZGhCjAmKUSEBAJMj4vX+ste3d7d7dEKrqt6l6v55nPVXrt2r4VO2hqr71G5JXAk8CTmfa+OyqurRZKGkCJLmyqnZI8lHgrKo6KcllVbVz62zSuEtyILB3v3tOVZ3UMo80CZJsOVN7Vf101Fk0OhaBNKMk19KtRrQYeGCqvapubRZKmhBJjgFeBfyEpcPBqqr2a5dKGn9JjgOeCGwN7AisQlcM2rVpMGnM9XPh3VRVv+331wQeX1U3NA0mjakk86vq10k2mOl4Vf1q1Jk0OhaBNCOHo0jtJPkxsF1V3ds6izRJkswDdgKuq6rbkzwOeGJVXdk4mjTWklwCLJh63UvyGOC8qtq9bTJpPCX5VlXtn+R6uhWgM+2woz/GnBNDazZn9uOzT8ThKNKoXQWsB9y8sgtKGqjvVtVzpnaq6tYkXwOes4LrSHrkVp3+xUdV3dsXgiQNQVXt359u3TqLRs8ikGYz1Qtot2ltBTgcRRq+9YBrk1zMskVYl4iXhiDJGsBawIZJ1mfpN6Lz6YaHSRqu/0hyQFWdDJDkJcAtjTNJE6F/3XsSsMZUW1UtapdIw+ZwMEmaY5I8a6b2qjp71FmkSdAvDf+XwKbAz1laBPo18Kmq+lirbNIkSLItcALd3yDAvwGvqqqftEsljb8k/wM4AtgMuBzYA7jAeSjHm0UgzSjJusA7gX36prOB91TVHe1SSZI0PEneVFXHts4hTaok6wBU1W9aZ5EmQZIlwO7A96tqpyR/ALy/qg5sHE1D5HAwzeazdPOSvKLffxVwHOA/BEnSWKqqY5MsALZi2nukqvpCs1DSBLH4I43cb6vqt0lIsnpVXZvkKa1DabgsAmk221bVy6btvzvJ5c3SSJI0ZEmOB7al6xL/QN9cgEUgSdI4+rck6wH/G/huktuAnzbOpCGzCKTZ3J1k76o6FyDJXsDdjTNJEyPJmsAWVfXD1lmkCbIbsF05Vl6SNAGq6k/6s+9KciawLnBaw0gagXmtA2jO+p/A/5fkhiQ/BT4GvKFxJmkiJHkxXU+E0/r9nZKc3DaVNBGuAp7QOoQ0aZK8PMlj+/NHJTkxyS6tc0mTIMn6SXYA7qSblP1pjSNpyJwYWiuUZD5AVf26dRZpUiRZDOwHnFVVO/dtS6pq+7bJpPHWfwu6E3ARcM9Ue1Ud0CyUNAGSXFlVOyTZG3gv8CHgHVX1jMbRpLGW5Gjg1cB1wIN9c7k62HhzOJiWkeTQqvpikiOXawegqv6+STBpstxXVXdM/d31rNhLw/eu1gGkCTU1B9cfA5+sqm8neW/LQNKEeAXdXLD3tg6i0bEIpOWt3Z8+doZjfgiVRuPqJK8EVknyJOBw4PzGmaSxV1VnJ9kSeFJVfS/JWsAqrXNJE+DnST4BPA/4QJLVcdoKaRSuAtYDbm4dRKPjcDDNKMleVXXeytokDV7/wfPtwPOBAN8Bjq6q3zYNJo25JK8FXgdsUFXb9kXYj1fVcxpHk8Za/7r3AmBJVf0oySbA9lV1euNo0lhLshvwTbpikMOgJ4RFIM0oyaVVtcvK2iRJGhdJLgeeDlzofFzS6CXZGFhjar+qbmwYRxp7Sa4GPgEsYemcQFTV2c1CaegcDqZlJNkTWABstNy8QPOxS7w0EkmeDLwZ2Ipp/6edpE8aunuq6t6p+biSrIpDoaWhS3IA8GFgU7phKVsA1wJPbZlLmgD/WVX/2DqERssikJb3GGAdut+N6fMC/Ro4qEkiafJ8Hfg48GmWTpYpafjOTvK3wJpJngf8BXBK40zSJDga2AP4XlXtnGRf4NDGmaRJcE6SY4CTWXY42KXtImnYHA6mGSXZsqp+2jqHNImSLK6qXVvnkCZNknnAYSw7H9enyzdL0lAluaSqdktyBbBzVT2Y5Iqq2rF1NmmcJTlzhmaXiB9zFoE0I4ejSKOXZIP+7OF03eFPYtlvZX7VIpckScOU5HvAS4FjgA3pXgN3r6oFTYNJ0hiyCKQZ9d/EfBxYzLThKFW1uFkoacwluZ5u/pHMcLiqapsRR5ImSpL96YalbEn3BUjo/vbmNw0mjbkkawN30y0LfwiwLnBCVd3aNJgkjSGLQJqRw1GkdpKssfxy8DO1SRqsJD8GDqRbpto3SJIkaezMax1Ac9YpSf4iySZJNpjaWoeSJsT5D7FN0mD9DLjKApAkSRpXrg6m2fz3/vQt09oKcDiKNCRJngA8kW5lop1ZOixsPrBWs2DS5Pgb4NQkZ7PsfFx/3y6SJEnDkeTlwGlVdWeSo4BdgPe6Oth4swikGVXV1q0zSBPoj4BXA5sBH2ZpEejXwN82yiRNkvcBvwHWAB7TOIskScP2d1X19SR7A88FPgT8E/CMtrE0TM4JpBklWQs4Etiiql6X5EnAU6rqW42jSWMvycuq6hutc0iTJslVVfW01jmkSZFkCV1P8xlV1Q4jjCNNnCSXVdXOSY6hmw/vS1NtrbNpeOwJpNkcR7cy2NTSnD8Hvg5YBJKGzAKQ1MypSZ5fVae3DiJNiP370zf2p8f3p4c0yCJNop8n+QTwPOADSVbHeYPHnj2BNKMkl1TVbtMrwUmuqKodW2eTJGkYktwJrA3c228uES+NwEw9D5JcWlW7tMokTYJ+9McL6HoB/SjJJsD2fhky3uwJpNncm2RN+i66SbZl2iSZkiSNm6p6bOsM0oRKkr2q6rx+ZwH2RpCGrqr+EzgxycZJtuibr22ZScNnEUizeSdwGrB5khOAvegmrJU0Av0b4K2Y9n+6qr7QLJA0AZKEbhjK1lV1dJLNgU2q6qLG0aRxdxjw2STr9vu3A3/eMI80EZIcQLcYyabAzcAWdEWgp7bMpeFyOJhmleRxwB503eG/X1W3NI4kTYQkxwPbApcDD/TNVVWHt0sljb8k/wQ8COxXVX+YZH3g9KravXE0aSJMFYGq6o7WWaRJkOQKYD/ge/0E0fsCh1bVYY2jaYjsCaQVeSKwCt3vyT5JqKoTG2eSJsFuwHZllV4atWdU1S5JLgOoqtuSuFS8NGRJHg+8H9i0ql6YZDtgz6r6TONo0ri7r6puTTIvybyqOjPJP7QOpeGyCKQZJfkssANwNd23otDND2QRSBq+q4AnADe1DiJNmPuSrMLS+fA2YulroKTh+RzdyrRv7/f/FfgqYBFIGq7bk6wDLAJOSHIzcFfjTBoyi0CazR5VtV3rENKE2hC4JslFTJuQvaoOaBdJmgj/CJwEbJzkfcBBwFFtI0kTYcOq+lqStwFU1f1JHljZlSQ9Yi8B7gb+im5OvHWB9zRNpKGzCKTZXJBku6q6pnUQaQK9q3UAaRJV1QlJFgPPoZsP76VV9YPGsaRJcFc/F+VUL7w9AOcFkoasqqZ6/TwIfL5lFo2OE0NrRkmeBZwM/DtdT4TQTUy7Q9NgkiQNSZINZmi+s6ruG3kYaYIk2QU4Fnga3ZDojYCDqurKpsEkaQxZBNKMkvwYOBJYwrT5EKrqp81CSWMuyblVtXeSO+m/DZ06RFeEnd8omjQRktwAbA7cRvd3tx7dlyG/BF5bVYvbpZPGW5JVgafQ/e390OKrJA2HRSDNKMkFVbVn6xySJI1Kkk8B/1xV3+n3nw+8jG7C2o9W1TNa5pPGVT8h+x8DWzFtuoqq+vtWmSRpXFkE0oyS/C+6b0BPYdmJaV0dTJI0lpIsqartl2u7sqp2SHJ5Ve3UKps0zpKcCvyW3++B/u5moaQxlmQJy/Y6X4ZTgIw3J4bWbNakK/48f1qbS8RLksbZTUneCnyl3z8Y+GXfS8Gl4qXh2cwPndJI7d+fvrE/Pb4/PaRBFo2YPYEkSZKAJBsC7wT27pvOA95Nt0rRFlX141bZpHGW5APAGVV1euss0iRJcllV7bxc26VVtUurTBo+ewJJkiQBVXUL8KZZDlsAkobn+8BJSeYB9+GCCNKoJMleVXVev7MAmNc4k4bMnkCSNEfMsCrYMnwzLA1HklNY8d/eASOMI02cJNcDLwGWlB9OpJFJsivwWWDdvul24M+r6tJ2qTRs9gTSjJJsXVXXr6xN0uBU1WMBkhwN3EQ3Pjt047M3aRhNGnf/b396IPAE4Iv9/kK65eElDdfPgKssAEmjVVWLgR2TrNvv39E4kkbAnkCa0UxjQZMsrqpdW2WSJkWSK6pqx5W1SRqsJJdU1W4ra5M0WEk+B2wD/AvLrkrrEvHSECV5PPB+YNOqemGS7YA9q+ozjaNpiOwJpGUk+QPgqcC6SQ6cdmg+sEabVNLEuSvJIXQrFBVdb4S72kaSJsLaSbapquug6wELrN04kzQJru+3x/SbpNH4HHAc8PZ+/1+BrwIWgcaYRSAt7yl0SwauB7x4WvudwGubJJImzyuBj/Zb0a1Q9MqmiaTJ8FfAWUmuoxuKuSXw+raRpPFXVe9unUGaUBtW1deSvA2gqu5P8kDrUBoui0BaRlV9E/hmkj2r6oLWeaRJVFU30E2QKWmEquq0JE8C/qBvuraq7lnRdSQ9ckk2Av6Grjf673qeV9V+zUJJk+GuJI+jXxwhyR6A8wKNOZd/02x+luSkJDf32zeSbNY6lDQJkjw5yRlJrur3d0hyVOtc0rhLshbwFuD/qqorgC2S7N84ljQJTgCuBbYG3g3cAFzcMpA0IY4ETga2TXIe8AXgTW0jadicGFozSvJd4Et0qxMBHAocUlXPa5dKmgxJzqb7IPqJqtq5b7uqqp7WNpk03pJ8FVgM/FlVPa0vCp1fVTs1jiaNtanFR5JcWVU79G0XV9XurbNJ4y7JqnRTggT4YVXd1ziShszhYJrNxlV13LT9zyX5y2ZppMmyVlVdlGR62/2twkgTZNuqOjjJQoCq+s8s94coaSimPnTelOSPgV8AGzTMI02EJKsALwK2oqsNPD+JK/ONOYtAms0tSQ4FvtzvLwRubZhHmiS3JNmWpeOzDwJuahtJmgj3JlmTpX972zJtuWpJQ/PeJOsCfw0cS7cq7V+1jSRNhFOA3wJLgAcbZ9GIOBxMM0qyJd2L8J50b4bPBw6vqhubBpMmQJJtgE8CC4Db6JbNPbSfMFrSkCR5HnAUsB1wOrAX8OqqOqtlLkmShmH6EExNDotAkjRHJVkbmFdVd7bOIk2KfpWUPejmRvh+Vd3SOJI0tpK8YwWHq6qOHlkYaQIl+QBwRlWd3jqLRscikJbhi7HUXpIjZ2i+A1hcVZePOo807pLssqLjVXXpqLJIkyTJX8/QvDZwGPC4qlpnxJGkiZLkT4Av0q0afh/dFyBVVfObBtNQWQTSMnwxltpL8iVgN7px2gD7A1fSTdr39ar6YKNo0lhKcuYKDldV7TeyMNKESvJY4Ai695xfAz5cVTe3TSWNtyTXAy8BlpSFgYlhEUiz8sVYaiPJIuBFVfWbfn8d4NvAC+h6A23XMp8kSYOSZAPgSOAQ4PPAR6vqtrappMnQv+d8dlU5KfQEcXUw/Z4ZXox38cVYGqmNWXZFovuAx1fV3UlcqUgakiTnAmcD5wDnOR+XNFxJPgQcSLcYwvZTX35IGpnrgLOS/AvT3nu6RPx4swikZfhiLM0JJwAXJvlmv/9i4Ev9RNHXtIsljb1XAc8EXgZ8qC+6nlNVLlUtDcdf033wPAp4e5KpduclkUbj+n57TL9pAjgcTMtI8iDdi/H9dEvD/+4QvhhLI5NkN7rlqaHrkXBJyzzSpEiyCfAsumLQvsCNVfWCtqkkSZIGwyKQJM0R/VDMWVXVr0aVRZpESX4C3AJ8iW5I2OXOkyBJGldJNgL+BngqsMZUuwsijDeHg0nS3LGYrgdegC2A2/rz6wE3Alu3iyZNhH8E9gYWAjsDZydZVFU/aRtLkqShOAH4Kt1KtG8A/jvwH00TaejsCSRJc0ySTwEnVdWp/f4LgZdW1evbJpMmQ78i32uANwObVdUqjSNJkjRwSRZX1a5JrqyqHfq2i6tq99bZNDzzWgeQJP2ePaYKQABV9S/AgoZ5pImQ5MNJLgQuBHYE3gE8qW0qSZKG5r7+9KYkf5xkZ2CF0xPo0c/hYJI09/wiyVHAF/v9Q4BfNMwjTYoLgA9W1S9bB5EkaQTem2RdupX6jgXmA66IOeYcDiZJc0w/QfQ7gX3o5ghaBLzHiaGl4UtyAN3fHsDZVXVKyzySJEmDZBFIkuaoJGtX1V2tc0iTIskxwNPpJsqEboLoi6vqb9ulkiRpsJK8YwWHq6qOHlkYjZxFIEmaY5IsAD4NrFNVWyTZEXh9Vf1F42jSWEtyJbDT1LLwSVYBLpuaLFOSpHGQ5K9naF4bOAx4XFWtM+JIGiHnBJKkuecjwB8BJwNU1RVJ9lnxVSQNyHrA1NDLdVsGkSRpGKrqw1PnkzwWOIJuVcyvAB+e7XoaDxaBJGkOqqqfJZne9ECrLNIEOQa4LMmZQOjmBvq/20aSJGnw+jkoj6RbgOTzwC5VdVvbVBoFi0CSNPf8rB8SVklWo/t25geNM0ljr6q+nOQsYPe+6a1V9e8NI0mSNHBJPgQcCHwS2L6qftM4kkbIOYEkaY5JsiHwUeC5dL0RTgeOqKpbmwaTJkCSJwJbMu2Lsqpa1C6RJEmDleRB4B7gfrqVaH93iG5i6PlNgmkkLAJJkiQBST4AHAxcDTzYN1dVHdAulSRJ0uBYBJKkOSLJsSz7bcwyqurwEcaRJk6SHwI7VNU9rbNIkiQNg3MCSdLccUnrANKEuw5Yja6LvCRJ0tixJ5AkzTFJtq2qn7TOIU2aJN8AdgTOYFohyF54kiRpXNgTSJLmns8m2Qy4GDgHWFRVSxpnkibByf0mSZI0liwCSdIcU1XPSvIYumWqnw18O8k6VbVB22TS2LuqqhZPb0iyf6swkiRJg+ZwMEmaY5LsDTyz39YDLgfOqaovNw0mjbkklwJ/VlVX9fsLgb+sqme0TSZJkjQYFoEkaY5Jcj+wGDgGOLWq7m0cSZoISbYB/hl4JV0R9s+A/avqjqbBJEmSBsQikCTNMUnWA/YC9qEbEvYgcEFV/V3TYNIESPJk4H8DNwJ/UlV3N44kSZI0MM4JJElzTFXdnuQ6YHNgM2AB3bLVkoYgyRJg+rdiGwCrABcmoap2aJNMkiRpsOwJJElzTF8AuhY4F1gEXOSQMGl4kmy5ouNV9dNRZZEkSRomi0CSNMckmVdVD7bOIU2aJHsAV1fVnf3+fOAPq+rCtskkSZIGY17rAJKk37NpkpOS3Nxv30iyWetQ0gT4J+A30/Z/07dJkiSNBYtAkjT3HAecDGzab6f0bZKGKzWti3TfI8/5EyVJ0tiwCCRJc89GVXVcVd3fb58DNmodSpoA1yU5PMlq/XYEcF3rUJIkSYNiEUiS5p5bkxyaZJV+OxS4tXUoaQK8gW41vp8D/wY8A3hd00SSJEkD5MTQkjTH9CsVHQvsSbds9fnA4VV1Y9NgkiRJkh7VLAJJkiQBSdYADgOeCqwx1V5Vf94slCRJ0gA52aEkzTFJNgJeC2zFtP/TfhCVhu544Frgj4D3AIcAP2iaSJIkaYDsCSRJc0yS84FzgMXAA1PtVfWNZqGkCZDksqraOcmVVbVDktWAc6pqj9bZJEmSBsGeQJI096xVVW9tHUKaQPf1p7cneRrw78DGDfNIkiQNlKuDSdLc860kL2odQppAn0yyPnAUcDJwDfCBtpEkSZIGx+FgkjTHJLkTWBu4h65nQoCqqvlNg0mSJEl6VLMIJEmPAklS/sOWJEmS9Ag4HEyS5pgk71lufx7wxUZxJEmSJI0Ji0CSNPdsnuRtAElWB04CftQ2kiRJkqRHO4eDSdIckyTACcASYF/g1Kr6h7appMmQZAGwFdNWUK2qLzQLJEmSNEAWgSRpjkiyy7Td1YBPAOcBnwGoqktb5JImRZLjgW2By4EH+uaqqsPbpZIkSRoci0CSNEckOXMFh6uq9htZGGkCJfkBsJ2TsEuSpHG16sovIkkaharat3UGacJdBTwBuKl1EEmSpGFwYmhJmmOSvD/JekOeMewAAA+QSURBVNP210/y3paZpAmxIXBNku8kOXlqax1KkiRpUBwOJklzTJLLqmrn5dourapdZruOpEcuybNmaq+qs0edRZIkaRgcDiZJc88qSVavqnsAkqwJrN44kzT2LPZIkqRxZxFIkuaeE4AzkhzX778GcIlqaUiSnFtVeye5E5jeRTp0k7LPbxRNkiRpoBwOJklzUJIXAM/td79bVd9pmUeSJEnSo59FIEma45LsDSysqje2ziJJkiTp0cvhYJI0ByXZGVgIvAK4HjixbSJJkiRJj3YWgSRpjkjyZLrCz0LgFuCrdD02920aTJIkSdJYcDiYJM0RSR4EzgEOq6of923XVdU2bZNJkiRJGgf2BJKkueNA4E+BM5OcBnyFbnUiSUM0w6pgy3B1MEmSNC7sCSRJc0yStYGX0A0L249uefiTqur0psGkMZfkaOAm4Hi6AuwhwCZV9Y6mwSRJkgbEIpAkzWFJ1gdeDhxcVc9pnUcaZ0muqKodV9YmSZL0aDWvdQBJ0uyq6raq+qQFIGkk7kpySJJVksxLcghwV+tQkiRJg2IRSJIkqfNK4BXAL/vt5X2bJEnSWHA4mCRJkiRJ0gSwJ5AkSRKQ5MlJzkhyVb+/Q5KjWueSJEkaFItAkiRJnU8BbwPuA6iqK4E/bZpIkiRpgCwCSZIkddaqqouWa7u/SRJJkqQhsAgkSZLUuSXJtkABJDkIuKltJEmSpMFxYmhJkiQgyTbAJ4EFwG3A9cChVXVDy1ySJEmDYhFIkiRpmiRrA/Oq6s7WWSRJkgbJIpAkSRKQ5MgZmu8AFlfV5aPOI0mSNGgWgSRJkoAkXwJ2A07pm/YHrgS2Ar5eVR9sFE2SJGkgLAJJkiQBSRYBL6qq3/T76wDfBl5A1xtou5b5JEmSHilXB5MkSepsDNwzbf8+4PFVdfdy7ZIkSY9Kq7YOIEmSNEecAFyY5Jv9/ouBL/UTRV/TLpYkSdJgOBxMkiSpl2Q3YK9+97yquqRlHkmSpEGyCCRJkiZakg1WdLyqfjWqLJIkScNkEUiSJE20JNcDBQTYAritP78ecGNVbd0wniRJ0sA4MbQkSZpoVbV1VW0DfA94cVVtWFWPo1si/vS26SRJkgbHnkCSJElAkiVVtf3K2iRJkh6tXB1MkiSp84skRwFf7PcPAX7RMI8kSdJAORxMkiSpsxDYCDgJOLE/v7BpIkmSpAFyOJgkSdI0Sdauqrta55AkSRo0ewJJkiQBSRYkuQb4Qb+/Y5L/1TiWJEnSwFgEkiRJ6nwE+CPgVoCqugLYp2kiSZKkAbIIJEmS1Kuqny3X9ECTIJIkSUPg6mCSJEmdnyVZAFSS1YAj6IeGSZIkjQMnhpYkSQKSbAh8FHguEOB04IiqurVpMEmSpAGxCCRJkiRJkjQBHA4mSZImWpJjgVm/Fauqw0cYR5IkaWgsAkmSpEl3SesAkiRJo+BwMEmSJCDJtlX1k9Y5JEmShsUikCRJEpDkbGAz4GLgHGBRVS1pm0qSJGlwLAJJkiT1kjwG2B14NvB6YJ2q2qBpKEmSpAFxTiBJkiQgyd7AM/ttPeBbdD2CJEmSxoI9gSRJkoAk9wOLgWOAU6vq3saRJEmSBsoikCRJEpBkPWAvYB+6IWEPAhdU1d81DSZJkjQgDgeTJEkCqur2JNcBm9NNEL0AWK1tKkmSpMGxJ5AkSRLQF4CuBc4FFgEXOSRMkiSNE4tAkiRJQJJ5VfVg6xySJEnDMq91AEmSpDli0yQnJbm5376RZLPWoSRJkgbFIpAkSVLnOOBkYNN+O6VvkyRJGgsOB5MkSQKSXF5VO62sTZIk6dHKnkCSJEmdW5McmmSVfjsUuLV1KEmSpEGxJ5AkSRKQZEvgWGBPoIDzgcOr6samwSRJkgbEIpAkSZIkSdIEWLV1AEmSpLkgyUbAa4GtmPYeqar+vFUmSZKkQbIIJEmS1PkmcA7wPeCBxlkkSZIGzuFgkiRJuBKYJEkaf64OJkmS1PlWkhe1DiFJkjQs9gSSJEkCktwJrA3cA9wHBKiqmt80mCRJ0oBYBJIkSZpFkpRvliRJ0phwOJgkSRKQ5D3L7c8DvtgojiRJ0sBZBJIkSepsnuRtAElWB04CftQ2kiRJ0uA4HEySJIlu6BdwArAE2Bc4tar+oW0qSZKkwbEIJEmSJlqSXabtrgZ8AjgP+AxAVV3aIpckSdKgWQSSJEkTLcmZKzhcVbXfyMJIkiQNkUUgSZIkSZKkCeDE0JIkSUCS9ydZb9r++kne2zKTJEnSIFkEkiRJ6rywqm6f2qmq24AXNcwjSZI0UBaBJEmSOqv0S8MDkGRNYPUVXF6SJOlRZdXWASRJkuaIE4AzkhzX778G+ELDPJIkSQPlxNCSJEm9JC8AntvvfreqvtMyjyRJ0iBZBJIkSZpBkr2BhVX1xtZZJEmSBsHhYJIkSb0kOwMLgVcA1wMntk0kSZI0OBaBJEnSREvyZLrCz0LgFuCrdL2l920aTJIkacAcDiZJkiZakgeBc4DDqurHfdt1VbVN22SSJEmD5RLxkiRp0h0I3AScmeRTSZ4DpHEmSZKkgbMnkCRJEpBkbeAldMPC9qNbHv6kqjq9aTBJkqQBsQgkSZK0nCTrAy8HDq6q57TOI0mSNAgWgSRJkiRJkiaAcwJJkiRJkiRNAItAkiRJkiRJE8AikCRJI5bkpUkqyR88hMuelWS3EWR6dZKPPczr3JBkw2FlWsl9vzTJdrMce0OSPxt1pkciyYeSXJ3kQ//F6z+7/5168bS2byV59gAzHpfk8mnbDUl++QjyfmtAuR72764kSZNq1dYBJEmaQAuBc/vTdzbO8mj1UuBbwDXLH6iqj48+zkOXZNWqun+55tcBG1TVA4/gNv4NeDtwygBi/p6qes20+58HnEW3gpokSXqUsCeQJEkjlGQdYG/gMOBPlzv21iR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" - ], - "text/plain": [ - " Count Percentage\n", - "Did you participate to conference for New Zealand \n", - "Yes 18 56.25\n", - "No 14 43.75" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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11qqaN7y2Z1V9cA3vW1ZVW6/faddNVW1RVa8f8/x3q+ozE7znw1X1+HXc36K1fW9V7VNVT12X/U1VVT2iqr5WVVdW1dNnY4aJVNWmVfXF4Xv1peu4jXdV1Yqq2mbMsjumccaNhvnG/vlpVZ0xhXnfNk2znVpVB03HtgBgQ+VXxAPAxH7ZWluYJMMPx59I8rAkf9VaW5pk6WwON1VVtXGSLZK8Psn/S5LW2o1J7vcH4tbaq6ew20VJzk7y3bV4zz5J7kjylSnsd109K8m31+aYq2qj1tpdMzjT6p6UJKu+VydjDTP+NMlbk/z5NM6WJBn2dc98VbVdkiuSHDPd+wIA7suZQACwFlpry5McluQNNbJPVZ2dJFX18Ko6fzhj6MNJavX3V9Wrqupvxzx/TVWdODx+S1V9Z/jz5mHZgqr6zpj131ZV7xpnu6dW1clVtbSqflBVLxjz/kuq6pvDn6cOy/cZlp+VUYh5T5LHDGdmvHfsfoezN943zPWtqnrjsPzLVbXn8PiOqjpxOPYLq+oRY47v68MZVP9UVQ8eZnhhkvcO+3vM8OfcqvrGMNfOqx3fgiSvS3LE8J6nDzN+aZjpwqr6H+N8LptX1Ueq6tvDev9nWP7yYdl3quq4MevfUVV/Pcx7eVVtW1ULkxyf5IBh35tV1XOr6qvDZ/rpqtp8eP+yqjquqr6Z5MVrOq7h6/XBqvpKVV0/9gyUqvrzYbarq+o9w7KJPp9tkpyWZK8xn+mzanTm0rer6pSq2nS8GVf/zJKckuSlVbXVOJ/nH1bVFcM+/mH43nhxVb1/eP3wqrp+ePzoqrpsnO2v2lYlWZLkva21Vd9re1TVvw7HeV6NItG430fjbG/cddb0WdfIh6rq+1X1xSTbrL5NAHigEYEAYC211q5PslHu+0PjXyW5tLW2S5LPJblPlEjyqST/u6rmD8//JMkpVbXH8Pj3kzw5yWuq6klrOdqCJHsneX6Sk6vqQUmWJ3lOa233JC9NMvbStd2THN5ae2ySI5P8sLW2sLX29tW2e9iw7YWttSck+fg4+35IkqXDsf9rRp9Fkny2tbZXa+2JSb6X5NDW2leSnJXk7cP+fphkcZI3ttb2SPK2DGckrdKluJj5AAAGHklEQVRaW5bk5CQnDu+5JMlJSZaMmWm8y/KOSvJfrbXdhvW+VFW/m+S4JPtmdFbKXlW1aMxxXD7Me3GS17TWrkryl0nOGM6yeUiS/5vk2cPnujTJW8bs82ettd1ba6dPcFzbJfmDJC/IKMKlqp6X5IAkvz/McPyw7kSfz/Ikr05yyTDjT5KcmuSlrbXdMjr7+0/XMOPq7sgoBB0+dmFVPS6j76GnDfu4K8krklySZNUlck9P8rOq2n54fPE421/liCQrM/o6Zvhv4qQkBw3HeUqSvx7Wvc/30Tjbu7917vNZJzkwye8leXySP0oyK5caAsD65HIwAJg+z0jyoiRprZ1TVbeuvkJr7Y6q+lKSF1TV95LMb619u6oOT/K51tovkqSqPpvRD9FnrcX+P9VauzvJtcPZGDsn+VGSDw1ns9yV5LFj1r+itfajSWz32UlObq2tHI7h5+Osc3eSVfd1OS3JZ4fHu1bVsRldbrZ5kvNWf+NwFs1Tk3x6dHJIkmTTScz1lAyfd5KP5bfBZPXZX7bqSWvt1qp6RpIvt9b+c9j/xzP62v1zkjszukwtSb6R5DnjbPPJGYWDy4Z5N0ny1TGvnzHJ4/rn4ev13aradsy8H2mtrRjm/fk6fj6/l+RHrbUfDM+XJPmzJKvOQpvoHjwfTHJVVb1vzLJnJdkjydeHOTZLsry1dvNwxtVDkzwyo8sln5HR9+9nM46qemKSNyfZq7XWxsy8a5ILhu1vlOSm4bUJv48mWGe8z/oZST45XKJ24/DfJQA8oIlAALCWqurRGQWV5Uketw6b+HCSdyb5tyQfmWDdlbn3mbsPup912zjPj0hyS5InDtv51ZjXfzGZYdfRqllOTbKotXZ1Vf1xRvf1Wd28JLetzb1sZtBvxkSJuzL+v5UqyQWttZevYRurPteJjuvXq21zTWbi87nfr31r7baq+kRG4WiVyujMq78Y5y1fyehMtu9ndGbQqzKKdG9dfcWq2iyjM7f+tLV2y2rbv6a19pRxtn9qJv4+ur91JvtZA8ADmsvBAGAt1OheNycn+dCYWLDKxUkOHtZ7XpItx9tGa+1rGZ0xcXCSTw6LL0myqEb3zHlIRpeqXJJRwNmmRvcb2jSjy1nW5MVVNa+qHpPk0Rn9QP47SW4azoJ4ZUZnV4zn9iQPXcNrFyR5bY1uIJ3x7hWT0b8pVt3X5uAklw6PH5rkpuFSn1eMt7/W2n8n+VFVvXjYfg1nikw041fy27N8Vl2WNN7s94SMqtoyoxsR/6+q2rqqNkry8owuYZusy5M8rap2HLb5kKp67OorrcVxrT7vn4y5n81W67id7ydZsGrGjL72a3OMSfL+JK/Nb0PYhUkOquE3h1XVVlX1P4fXLsnoMrWLk1yZ5JlJft1a+69xtvu+JP/aWjtnnJkfUVVPGbY/v6p2GV5b0/fRWJNZZ6yLM7r30UbDvYeeOYn3AMCcJgIBwMQ2q+FXxCf5YpLzkxw9znpHJ3nGsN6LkvzH/WzzU0kua63dmiSttW9mdCbDFUm+luTDrbUrW2u/SfLuYfkFGZ09tCb/Maz3hSSva639KqN7xxxSVVdndHnYuGeAtNZ+ltHlTd+pqveu9vKHh21/a9jOweNs4hdJ9q7RzaT3HWZORvfk+VqSy1ab/fQkb6/RjYsfk9EP7YcO278mo/virO5fkhw4fC2enuSNGQWTb2UUOQ4f5z3HJtlyOK6rkzyztXZTRvdAuijJ1Um+0Vo7c7zPZTzDZWR/nOSTw76/mtFnO57JHNfYbZ+b0SWAS6vqqozCyrps51cZnZnz6ar6dkaX65088dHdaxs/zejeVpsOz7+b0b2Qzh+O+4KM7rWTjCLQI5NcPFxe9eP8NgTeY7gf0+uT7Fv3/jXxH2+t3ZlRSDxuOM6r8tv79Kzp+2isyawz1ueSXJvRjdE/mntf0gcAD0h13/8TEwCYaTX6jWInttYunKbtnZrk7NbaZ6Zje+uw/ztaa5vPxr4BAJgcZwIBwHpUVVtU1Q+S/HK6AhAAAEyGM4EAAAAAOuBMIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6MD/B89r8BEM/iFeAAAAAElFTkSuQmCC\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, conf2, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Acknowledgment in paper" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Acknowledgment in paper for South Africa
Not mentioned at all523.809524
Acknowledged in the main text14.761905
Acknowledged in acknowledgements section419.047619
Named as co-author1047.619048
Named as main author14.761905
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for South Africa \n", - "Not mentioned at all 5 23.809524\n", - "Acknowledged in the main text 1 4.761905\n", - "Acknowledged in acknowledgements section 4 19.047619\n", - "Named as co-author 10 47.619048\n", - "Named as main author 1 4.761905" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Did you participate to conference for South Africa
Yes1260.031.2528.75
No840.068.75-28.75
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Did you participate to conference for South Africa \n", - "Yes 12 60.0 \n", - "No 8 40.0 \n", - "\n", - " Percentage in 2017 \\\n", - "Did you participate to conference for South Africa \n", - "Yes 31.25 \n", - "No 68.75 \n", - "\n", - " Difference with previous year \n", - "Did you participate to conference for South Africa \n", - "Yes 28.75 \n", - "No -28.75 " - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, conf2, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When the software developed by the participants is used in a paper, the majority of them are named as co-author, and 5% are named as main author. There still exists a high percentage of RSE that are not mentioned at all (19%). \n", - "\n", - "On conference, the number of RSEs who present their work in conference is rather small, only 57%." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Acknowledgment in paper" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Acknowledgment in paper for United Kingdom
Not mentioned at all4119.158879
Acknowledged in the main text104.672897
Acknowledged in acknowledgements section4219.626168
Named as co-author11051.401869
Named as main author115.140187
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for United Kingdom \n", - "Not mentioned at all 41 19.158879\n", - "Acknowledged in the main text 10 4.672897\n", - "Acknowledged in acknowledgements section 42 19.626168\n", - "Named as co-author 110 51.401869\n", - "Named as main author 11 5.140187" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Did you participate to conference for United Kingdom
Yes12158.17307757.8260870.34699
No8741.82692342.173913-0.34699
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Did you participate to conference for United Ki... \n", - "Yes 121 58.173077 \n", - "No 87 41.826923 \n", - "\n", - " Percentage in 2017 \\\n", - "Did you participate to conference for United Ki... \n", - "Yes 57.826087 \n", - "No 42.173913 \n", - "\n", - " Difference with previous year \n", - "Did you participate to conference for United Ki... \n", - "Yes 0.34699 \n", - "No -0.34699 " - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, conf2, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Acknowledgment in paper" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Acknowledgment in paper for United States
Not mentioned at all3021.739130
Acknowledged in the main text1712.318841
Acknowledged in acknowledgements section2316.666667
Named as co-author6547.101449
Named as main author32.173913
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" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for United States \n", - "Not mentioned at all 30 21.739130\n", - "Acknowledged in the main text 17 12.318841\n", - "Acknowledged in acknowledgements section 23 16.666667\n", - "Named as co-author 65 47.101449\n", - "Named as main author 3 2.173913" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Did you participate to conference for United States
Yes7959.84848565.957447-6.108962
No5340.15151534.0425536.108962
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Did you participate to conference for United St... \n", - "Yes 79 59.848485 \n", - "No 53 40.151515 \n", - "\n", - " Percentage in 2017 \\\n", - "Did you participate to conference for United St... \n", - "Yes 65.957447 \n", - "No 34.042553 \n", - "\n", - " Difference with previous year \n", - "Did you participate to conference for United St... \n", - "Yes -6.108962 \n", - "No 6.108962 " - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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01r62hn3+YYbeJhclOTtDb5F/nlj+uSR7jrW+PsnBrbXV47JnZfjV/sok70/y6tbaf6zhWDMhxOqq+tIcy/85Qzt/MkP7/GSsb12s7bzWZqeq+mGSHyb5QoZBjp/QWvvIPOu/MMOtKVdnGOD27Qs4xjvG/d4WGIxt+7QMX5xXZxh092mtte+Oq7wqQy+O65K8ZjyvNVnT9fD7SV5bVTdkCENPXtOOxltwXp/k0+M1+MhZy2/IMFjw08fjfjPDOCrz+USGAYXPTPK3E237JxmCqRsyfAGe/V47JsmqsYZDWmvnZBhA+H+P53phhsGC5zN7+//I0K7vy9Ab5H6ZZ1yc1tq3M4zD88dJvpchnJsZt2p9r7lJx2fotfWR8fX5bIaBg+c0hrMHZggrZz6//jQL+H/TtZzTSzO052druJXpPzIMVrxWrbWvZxjL6C0ZPj+enuTpbRgba6F+f6zpyxnGL3thkqe21hbbWzAZ/uraV5JcXVUz76d5z6+19qEkfzdud+H473xuzvBZ+B8ZAp7/yhB8HT7u62sZQseLxutup0z3Or9LkmMztPPVGUL8ly+0YQBYfzN/uQAANroa/pT0ia21hfQGWMj+Ds/wl3geO439cXtV9dtJjtpQ7Tvt62FaahiY+eIkyxfb6wsAYFOkZxAAsFbjbSe/n2TlUtcCAMD6EQYBAGs0jknynQxjgqztNi8AADZxbhMDAAAA6IieQQAAAAAdEQYBAAAAdGTZEh3XvWkAAAAA01ULWUnPIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4Ig4BN1vXXX5+DDz44D3jAA7LXXnvlM5/5TL73ve9l//33z5577pn9998/1113XZLkfe97Xx74wAfmcY97XFavXp0k+da3vpVDDz10KU8BAABgkyMMAjZZL37xi/PkJz85X/va13L++ednr732yrHHHpv99tsv3/zmN7Pffvvl2GOPTZK85S1vyRe+8IX87u/+bt71rnclSV75ylfmda973VKeAgAAwCZHGARskr7//e/nk5/8ZI444ogkyZ3vfOdsvfXWOe2007JixYokyYoVK3LqqacmSbbYYovcdNNNufHGG7N8+fJ86lOfyg477JA999xzyc4BAABgU7RsqQsAmMvFF1+cbbfdNs973vNy/vnn52EPe1iOP/74XHPNNdlxxx2TJDvssEOuueaaJMnLX/7yPOlJT8pOO+2UE088Mc985jPznve8ZylPAQAAYJOkZxCwSbrlllvypS99Kb/3e7+Xc889N1tuueVtt4TNqKpUVZJk//33zxe/+MV84AMfyGmnnZYDDjgg3/jGN3LwwQfn+c9/fm688calOA0AAIBNjjAI2CTtsssu2WWXXbLPPvskSQ4++OB86Utfyvbbb5+rrroqSXLVVVdlu+22u912N954Y0444YT8wR/8QV796ldn1apVeexjH5uTTjppo58DAADApkgYBGySdthhh+y66675+te/niQ588wzs/fee+cZz3hGVq1alSRZtWpVDjzwwNtt9zd/8zd50YtelOXLl+fHP/5xqipbbLGFnkEAAACjaq0txXGX5KDA5uW8887LkUcemZtvvjn3ve998/a3vz233nprDjnkkHz729/ObrvtlpNPPjnbbLNNkuTKK6/M85///JxxxhlJkn/5l3/JMccck6233jqnnnpqtt1226U8HQAAgA2tFrSSMAgAAADgDmFBYZDbxAAAAAA6sqgwqKq2rqpTquprVXVBVT2qqrapqo9W1TfHf++5oYoFAAAAYP0stmfQ8Un+vbX2gCS/luSCJC9LcmZrbc8kZ47TAAAAAGyCFjxmUFVtleS8JPdtExtV1deTPKG1dlVV7ZjkrNba/deyO2MGAQAAAEzX1McMuk+S7yR5e1WdW1X/VFVbJtm+tXbVuM7VSbafs5qqo6rqnKo6Z+XKlYs4LAAAAADTspieQQ9P8tkkj2mtfa6qjk/ygyR/2FrbemK961praxs36A7TM2j3l52x1CUAwJK65NinLnUJAAAMpt4z6PIkl7fWPjdOn5LkoUmuGW8Py/jvtYupEgAAAICNZ8FhUGvt6iSXVdXMeED7JflqktOTrBjnrUhy2lQrBAAAAGBqli1y/T9MclJV3TnJRUmelyFQOrmqjkhyaZJDplsiAAAAANOyqDCotXZekofPsWi/6ZQDAAAAwIa0mDGDAAAAANjMCYMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPLFrNyVV2S5IYkP0tyS2vt4VW1TZL3Jtk9ySVJDmmtXTfdMgEAAACYhnXpGfTE1tqDW2sPH6dfluTM1tqeSc4cpwEAAADYBE3jNrEDk6wan69KctAU9gkAAADABrDYMKgl+UhVfbGqjhrnbd9au2p8fnWS7efasKqOqqpzquqclStXrmO5AAAAAKyPRY0ZlOSxrbUrqmq7JB+tqq9NLmyttapqc23YWluZZCYFmnMdAAAAADasRfUMaq1dMf57bZL3J3lEkmuqasckGf+9dtpFAgAAADAdCw6DqmrLqrrHzPMkv5Hkv5KcnmTFuNqKJKdNu0gAAAAApmMxt4ltn+T9VTWz3btaa/9eVV9IcnJVHZHk0iSHTL9MAAAAAKZhwWFQa+2iJL82x/zVSfabZlEAAAAAbBjT+NPyAAAAAGwmhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAACwgfzsZz/LQx7ykDztaU9Lklx88cXZZ599sscee+TQQw/NzTffnCR5y1vekgc96EE54IADbpt39tln5+ijj16y2oE7LmEQAADABnL88cdnr732um36pS99aY4++uhceOGFuec975m3ve1tSZKTTjopX/7yl/PoRz86H/7wh9Nay1/+5V/mVa961VKVDtyBCYMAAAA2gMsvvzxnnHFGjjzyyCRJay0f+9jHcvDBBydJVqxYkVNPPfW2ZT/96U9z4403Zvny5TnxxBPzlKc8Jdtss82S1Q/ccS1b6gIAAADuiF7ykpfkr//6r3PDDTckSVavXp2tt946y5YNX8N22WWXXHHFFUmSF77whXnkIx+ZBz7wgXnMYx6TAw88MB/+8IeXrHbgjk3PIAAAgCn74Ac/mO222y4Pe9jDFrT+c5/73Jx77rk58cQT8+Y3vzkvetGL8qEPfSgHH3xwjj766Nx6660buGKgJ8IgAACAKfv0pz+d008/PbvvvnsOO+ywfOxjH8uLX/ziXH/99bnllluSDLeR7bzzzrfb7sorr8znP//5HHTQQTnuuOPy3ve+N1tvvXXOPPPMpTgN4A5KGAQAADBlb3jDG3L55ZfnkksuyXve857su+++Oemkk/LEJz4xp5xySpJk1apVOfDAA2+33ate9aq89rWvTZL8+Mc/TlVliy22yI033rjRzwG44xIGAQAAbCRvfOMb86Y3vSl77LFHVq9enSOOOOK2Zeeee26S5KEPfWiS5NnPfnZ+5Vd+JZ/+9Kfz5Cc/eUnqBe6YqrW2FMddkoNuCLu/7IylLgEAltQlxz51qUsAAGBQC1lJzyAAAACAjgiDAAAAADoiDAIAAADoyKLDoKq6U1WdW1UfHKfvU1Wfq6oLq+q9VXXn6ZcJAAAAwDSsS8+gFye5YGL6jUne3FrbI8l1SY6YcysAAAAAltyiwqCq2iXJU5P80zhdSfZNcsq4yqokB02zQAAAAACmZ9ki1/+7JH+W5B7j9L2SXN9au2WcvjzJzlOqDQCADWz3l52x1CUAwJK65NinLnUJG92CewZV1dOSXNta++K6HKiqjqqqc6rqnJUrV67LLgAAAABYT4vpGfSYJM+oqgOS3DXJLyY5PsnWVbVs7B20S5Ir5tq4tbYyyUwK1Na9ZAAAAADW1YJ7BrXWXt5a26W1tnuSw5J8rLX2nCQfT3LwuNqKJKdNvUoAAAAApmJd/prYbC9N8kdVdWGGMYTeNoV9AgAAALABLHYA6SRJa+2sJGeNzy9K8ojplQQAAADAhjKNnkEAAAAAbCaEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQkQWHQVV116r6fFWdX1VfqarXjPPvU1Wfq6oLq+q9VXXnDVcuAAAAAOtjMT2Dbkqyb2vt15I8OMmTq+qRSd6Y5M2ttT2SXJfkiOmXCQAAAMA0LDgMaoMfjpPLx0dLsm+SU8b5q5IcNNUKAQAAAJiaRY0ZVFV3qqrzklyb5KNJvpXk+tbaLeMqlyfZebolAgAAADAtiwqDWms/a609OMkuSR6R5AEL3baqjqqqc6rqnJUrVy6yTAAAAACmYdm6bNRau76qPp7kUUm2rqplY++gXZJcMc82K5PMpEBtXY4LAAAAwPpZzF8T27aqth6f3y3J/kkuSPLxJAePq61Ictq0iwQAAABgOhbTM2jHJKuq6k4ZQqSTW2sfrKqvJnlPVb0uyblJ3rYB6gQAAABgChYcBrXWvpzkIXPMvyjD+EEAAAAAbOIWNYA0AAAAAJs3YRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB2InLBPAAAXwklEQVQRBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdGTBYVBV7VpVH6+qr1bVV6rqxeP8barqo1X1zfHfe264cgEAAABYH4vpGXRLkj9ure2d5JFJ/qCq9k7ysiRnttb2THLmOA0AAADAJmjBYVBr7arW2pfG5zckuSDJzkkOTLJqXG1VkoOmXSQAAAAA07FOYwZV1e5JHpLkc0m2b61dNS66Osn2U6kMAAAAgKlbdBhUVXdP8r4kL2mt/WByWWutJWnzbHdUVZ1TVeesXLlynYoFAAAAYP0sW8zKVbU8QxB0UmvtX8fZ11TVjq21q6pqxyTXzrVta21lkpkUaM7ACAAAAIANazF/TaySvC3JBa21N00sOj3JivH5iiSnTa88AAAAAKZpMT2DHpPkuUn+s6rOG+e9IsmxSU6uqiOSXJrkkOmWCAAAAMC0LDgMaq2dnaTmWbzfdMoBAAAAYENap78mBgAAAMDmSRgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB1ZcBhUVf9cVddW1X9NzNumqj5aVd8c/73nhikTAAAAgGlYTM+gE5I8eda8lyU5s7W2Z5Izx2kAAAAANlELDoNaa59M8r1Zsw9Msmp8virJQVOqCwAAAIANYH3HDNq+tXbV+PzqJNvPt2JVHVVV51TVOStXrlzPwwIAAACwLpZNa0ettVZVbQ3LVyaZSYHmXQ8AAACADWd9ewZdU1U7Jsn477XrXxIAAAAAG8r6hkGnJ1kxPl+R5LT13B8AAAAAG9Bi/rT8u5N8Jsn9q+ryqjoiybFJ9q+qbyZ50jgNAAAAwCZqwWMGtdaeNc+i/aZUCwAAAAAb2PreJgYAAADAZkQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdmUoYVFVPrqqvV9WFVfWyaewTAAAAgOlb7zCoqu6U5O+TPCXJ3kmeVVV7r+9+AQAAAJi+afQMekSSC1trF7XWbk7yniQHTmG/AAAAAEzZsinsY+ckl01MX55kn9krVdVRSY4aJ7+S5CdTODbAvZN8d6mLgJ7VG5e6AoDNnv+fgSV0B/t/mX9vrT15bStNIwxakNbayiQrN9bxgD5U1TmttYcvdR0AAOvK/88AG9s0bhO7IsmuE9O7jPMAAAAA2MRMIwz6QpI9q+o+VXXnJIclOX0K+wUAAABgytb7NrHW2i1V9cIkH05ypyT/3Fr7ynpXBrAwbj8FADZ3/n8G2KiqtbbUNQAAAACwkUzjNjEAAAAANhPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAOlBV/1BVr5qY/r2quqaqflhV96qqx1TVN8fpg5ay1g2tqj5UVSvWsPyEqnrdxqxpocbX575LXQcAsHmr1tpS1wAArIequiTJ9kluSfKzJF9N8o4kK1trt86x/vIkP0jyyNba+eO8M5Oc3lo7fmPVvSmoqsOTHNlae+zEvBOSXN5ae+VS1QUAsCHpGQQAdwxPb63dI8luSY5N8tIkb5tn3e2T3DXJVybm7TZresGqatm6bNcjbTU37QIAG5cwCADuQFpr32+tnZ7k0CQrqupByc9vfaqqX07y9XH166vqY1X1rST3TfKB8Taku1TVVlX1tqq6qqquGLe907ivw6vq01X15qpaneSYcf7vVNUFVXVdVX24qnabqauqWlW9YLwV7fqq+vuqqonlzx+3vaGqvlpVDx3n71RV76uq71TVxVX1ornOu6ruM+53i3H6rVV17cTyd1bVS8bnZ1XVkVW1V5J/SPKo8byvn9jlPavqjLGez1XV/eY57u7juR1VVVeO7fUnE8uPqapTqurEqvpBksOraouqellVfauqVlfVyVW1zbj+h6rqhbOOcX5V/c+JdtxjfL5VVb1jbJtLq+qVE+d/TFWdOEedyyZew4vG87u4qp4zx7ntUFU3VtW9JuY9dDze8gW85sdX1WVV9YOq+mJVPW5N7TJX+wIAG4YwCADugFprn09yeZLHzZr/jSQPHCe3bq3t21q7X5JvZ+hddPfW2k1JTshw29keSR6S5DeSHDmxq32SXJShl9Hrq+rAJK9I8j+TbJvkU0nePauspyX59SS/muSQJL+ZJFX1zAyB0m8n+cUkz0iyegw2PpDk/CQ7J9kvyUuq6jfnON+LM9z69pBx1v+T5Idj4JMkj0/yiVnbXJDkBUk+M5731hOLD0vymiT3THJhktfPPuYsT0yyZ4Z2emlVPWli2YFJTkmydZKTkvxhkoPGmnZKcl2Svx/XfXeSZ81sWFV7Z+i1dcYcx3xLkq0yBHmPz9B+z1tLnamqLZP8ryRPGXuTPTrJebPXa61dneSsDK/VjOcmeU9r7acLeM2/kOTBSbZJ8q4k/1JVd51YPrtdAICNRBgEAHdcV2b4Ir4oVbV9kgOSvKS19qPW2rVJ3pwhILlt3621t7TWbmmt/ThDqPKG1toFrbVbkvxVkgdP9hRJcmxr7frW2reTfDxDUJAMIdNft9a+0AYXttYuzRAcbdtae21r7ebW2kVJ3jqrjkmfSPL4qtphnD5lnL5PhpDp/EU0w/tba58fz+WkiVrn85qxrf4zydszEehkCJtOba3dOtFWf95au3wM3o5JcvDYa+f9uX27PSfJv47r3WbspXVYkpe31m5orV2S5LgMYc1C3JrkQVV1t9baVa21+W4RXJXktyaO+awk7xyXrfE1b62d2FpbPV4jxyW5S5L7r6FdAICNRBgEAHdcOyf53jpst1uS5UmuGm+9uj7JPybZbmKdy+bY5viJ9b+XpMYaZlw98fzGJHcfn++a5Fvz1LHTzD7H/b4iQ2+kuXwiyRMy9Ar6ZIZeLY8fH5+aazDtNZiv1vlMtselGXr8zLUsGc7r/RPndEGGgb+3b63dkKEX0Ezg9azM3Wvm3hleo0tnHXfnOda9ndbajzLcRviCDK/xGVX1gHlWPy3J3mOgtn+S74+9zmbOY97XvKr+ZLyF7Pvj8q3GumfMbhcAYCMxWB8A3AFV1a9n+FJ+9jpsflmSm5Lce+zxMZfZf470siSvb62ty+0+lyWZa0yey5Jc3Frbc4H7+UT+//buN8ayu6wD+PdpS02BLRFKaqUgihrljzRL5YUhJUZCWkJsEEIElQSMo2iNhBiVGKgIbyi0hkRjO2lKCmYpNVJTSNNdCqY1JgYXrGRrFJvSpNZC2dqEAhZo+/jinNFpszOd4Z7Zu3fP55NM9t4zZ37nuXuTmcl3fs9zkg9maI+7NcNrvzLJw3lCi9gmU91W9blJ/m18/LwMu7K2usY9Sd7W3f+wxVofT3JpVd2WYdD33x3jnKNJvpchkPnXTde9d3z8rSRP3XT+D216nO4+mORgVZ2R5P0Zdlw9rqVwPO/hqro+w+6gn8r/7wraeB3HfM/H+UB/kKG1747ufqyqHswQFv3f8sd4XQDAcWBnEACcRKrqzKp6bZLrkvzV2La0K919X5JDSS4f1zulql5QVa/c5suuTPKuqnrRWMczxllAO3F1kt+vqpfV4MfHVqPPJ3moqv6wqs6oqlOr6sVj0HWsuv8jyf9kCC5u7e5vJPlaktdn6zDoa0nOrarTd1jrVt5dVU8dX/9bk3xim3OvzDBn6UeSpKqePc7f2XBThpDnT5N84lg7mrr70STXj+vsG9d6Z5KNodG3J7mgqp5XVc9I8q6Nr62qs6vq4nF20HeSfDND29hWPpphwPMv5vFh0Hbv+b4MM6e+nuS0qnpPhlY9AOAEIAwCgJPDp6rqoQy7Nf44yRXZwTDhbbwlyekZdp08mGH+zjlbndzdNyT5QJLrxrtDHUly0U4u1N1/nWFA84EkDyX52yTPHAOP12aY1/OVDLthrs7QbrSVW5M80N33bHpeSb64xfmfS3JHkq9W1dGd1LvNde9M8tkkH+ruQ9uc++EkNyY5NL5n/5hhIHeSZJwP9Mkkr8rwf7KV382wA+iuDLugDiS5ZlzjMxkCqS8l+UKST2/6ulMyBEf/laG165VJ3r7VRcYdTI8l+eI4y2nj+Hbv+cEkNyf5cob2tYejLQwAThjVbYcuAMD3o6qenyGoeso2LXUrr6o+l+RAd1+97FoAgMWZGQQAwJbGtrz9GW4FDwCcBLSJAQBwTFV1bZJbkrxjvNMZAHAS0CYGAAAAMCN2BgEAAADMiDAIAAAAYEaWNUBabxoAAADAtGonJ9kZBAAAADAjbi0PADBj9d4d/QERAE5afen8mpfsDAIAAACYkUl2BlXV3UkeSvJokke6+/wp1gUAAABgWlO2if18dx+dcD0AAAAAJqZNDAAAAGBGpgqDOsmhqvpCVa1NtCYAAAAAE5sqDHpFd+9PclGS36mqC554QlWtVdXhqjq8vr4+0WUBAAAA2I1JZgZ1973jv/dX1Q1JXp7ktiecs55kIwWa333bAAAAAE4AC+8MqqqnVdW+jcdJXp3kyKLrAgAAADC9KXYGnZ3khqraWO9Ad988wboAAAAATGzhMKi770ry0glqAQAAAGCPubU8AAAAwIwIgwAAAABmRBgEAAAAMCPCIAAAAIAZEQYBAAAAzIgwCAAAAGBGhEEAAAAAMyIMAgAAAJgRYRAAAADAjAiDAAAAAGZEGAQAAAAwI8IgAAAAgBkRBgEAAADMiDAIAAAAYEYmCYOq6sKq+vequrOq/miKNQEAAACY3sJhUFWdmuQvklyU5IVJ3lRVL1x0XQAAAACmN8XOoJcnubO77+ru7ya5LsnFE6wLAAAAwMSmCIOek+SeTc//czwGAAAAwAnmtON1oapaS7KWJFdddVXW1taO16X31oFadgUAsFxv7mVXwAL6Uu8fAMzNFGHQvUmeu+n5ueOxx+nu9STrG08nuC4AAAAAuzRFm9g/JfmJqvrRqjo9yS8nuXGCdQEAAACY2MI7g7r7kaq6JMnBJKcmuaa771i4MgAAAAAmN8nMoO6+KclNU6wFAAAAwN6Zok0MAAAAgBUhDAIAAACYEWEQAAAAwIwIgwAAAABmRBgEAAAAMCPCIAAAAIAZEQYBAAAAzIgwCAAAAGBGhEEAAAAAMyIMAgAAAJgRYRAAAADAjAiDAAAAAGZEGAQAAAAwI8IgAAAAgBlZKAyqqj+pqnur6vbx4zVTFQYAAADA9E6bYI0/6+4PTbAOAAAAAHtMmxgAAADAjEwRBl1SVV+qqmuq6gcnWA8AAACAPfKkYVBV3VJVR47xcXGSv0zygiTnJbkvyeXbrLNWVYer6vD6+vpkLwAAAACAnavunmahqucn+XR3v3gHp09z0RPBgVp2BQCwXG8+eX6sAwCsuB2FFIveTeycTU9fl+TIIusBAAAAsLcWvZvYZVV1XoadPncn+c2FKwIAAABgzywUBnX3r01VCAAAAAB7b7KZQbtkuAAAAADAtPZ+ZhAAAAAAq2UpO4Oq6uYkZx33CwMno7OSHF12EQAAC/D7DDCVo9194ZOdtKw2MYBJVNXh7j5/2XUAAHy//D4DHG/axAAAAABmRBgEAAAAMCPCIGDVrS+7AACABfl9BjiuzAwCAAAAmBE7gwAAAABmRBgEAAAAMCPCIAAAAIAZEQYBK6WqLqmqM8fHV1XV56vqF5ZdFwAAwKoQBgGrZq27v1FVr05ydpLfSHLZkmsCANiVqjq3qm6oqq9X1f1V9TdVde6y6wLmQRgErJqNWyC+JsnHuvtf4nsZALB6PpLkxiTnJPnhJJ8ajwHsObeWB1ZKVX00yVlJfjLJz2QIgm7r7v1LLQwAYBeq6vbuPu/JjgHshdOWXQDALr01ycuS3Nnd366qs5L8+pJrAgDYrQeq6leTfHx8/qYkDyyxHmBGtFYAK6W7H03yY0nePh46I76XAQCr521J3pjkq0nuS/KGDH/0Athz2sSAlVJVf57kKUku6O6frqpnJjnY3T+75NIAAABWgjYxYNX8XHfvr6p/TpLu/u+qOn3ZRQEA7ERVvWebT3d3v++4FQPMljAIWDXfq6pTMt5VrKqeleSx5ZYEALBj3zrGsadlmIH4rCTCIGDPaRMDVkpVvSXJ65Kcn+SaDL327+3u65ZaGADALlXVviS/lyEIuj7J5d19/3KrAuZAGASshKq6Kclvd/fdVfWiJK9KUklu6e4jy60OAGDnxpmH70zyK0muTfLh7n5wuVUBc6JNDFgVH0lyqKquTXJZd9+x7IIAAHarqj6Y5JeSrCd5SXd/c8klATNkZxCwMqrq6UneneTCJB/LpllB3X3FsuoCANipqnosyXeSPJJxBuLGpzIMkD5zKYUBs2JnELBKvpth6OIPJNkXg6MBgBXT3acsuwYAYRCwEqrqwiRXJLkxyf7u/vaSSwIAAFhJ2sSAlVBVf5/kt8wKAgAAWIwwCAAAAGBG9KsCAAAAzIgwCAAAAGBGhEEAAAAAMyIMAgAAAJgRYRAAAADAjAiDAAAAAGbkfwGvOPgUbs1E7gAAAABJRU5ErkJggg==\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, conf2, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Acknowledgment in paper" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Acknowledgment in paper for World
Not mentioned at all1024.390244
Acknowledged in the main text24.878049
Acknowledged in acknowledgements section512.195122
Named as co-author2253.658537
Named as main author24.878049
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Acknowledgment in paper for World \n", - "Not mentioned at all 10 24.390244\n", - "Acknowledged in the main text 2 4.878049\n", - "Acknowledged in acknowledgements section 5 12.195122\n", - "Named as co-author 22 53.658537\n", - "Named as main author 2 4.878049" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Acknowledgment in paper'\n", - "results = count_diff(df, paper, country, category, order_index=order_paper)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Did you participate to conference for World \n", - "Yes 21 53.846154\n", - "No 18 46.153846" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Did you participate to conference'\n", - "results = count_diff(df, conf1, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wordcloud(df, conf2, country, category)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "512px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "384px" - }, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/h. Open source and DOI.ipynb b/analysis/2018/h. Open source and DOI.ipynb deleted file mode 100644 index f113a878..00000000 --- a/analysis/2018/h. Open source and DOI.ipynb +++ /dev/null @@ -1,5031 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "RSEs is an hybrid role between a researcher and a software developer. We investigated both of these aspects concerning publication and dissemination of their work, one on the traditional aspect of it (publications and conference) and, as developed here, on the more software aspect (open source and DOI).\n", - "\n", - "We asked the participants if they have ever released their work under open source licence but also questions about the referencing system. We asked them how often they reference software, and if they use DOI for it, and which tools for it. \n", - "\n", - "We also asked them if they have an ORCID ID, a system that gives a unique reference ID for the researcher. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* `How often do you use an open-source licence for your software?`: likert scale\n", - "* `How often do you reference software directly or the papers describing the software?`: likert scale\n", - "* `How often do you associate your software with a Digital Object Identifier (DOI)?`: likert scale \n", - "* `Which tools do you use to mint a DOI (e.g. local library, Zenodo)?`: free text\n", - "* `Do you have an ORCID ID?`: yes-no" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Open source and DOI" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Open source and DOI\n", - "open_use = ['open1can. How often do you use an open-source licence for your software?']\n", - "\n", - "order_open = ['1 (None at all)', '2', '3', '4', '5', '6', '7', '8', '9', '10 (All the time)']\n", - "\n", - "ref_soft = ['open2de. How often do you reference software directly or the papers describing the software?']\n", - "\n", - "doi = ['open3can. How often do you associate your software with a Digital Object Identifier (DOI)?']\n", - "\n", - "doi_tools = ['open3de. Which tools do you use to mint a DOI (e.g. local library, Zenodo)?']\n", - "\n", - "orcid = ['open1de. Do you have an ORCID ID?']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Open source use for Australia
1 (None at all)NaNNaN
23.03.409091
34.04.545455
4NaNNaN
56.06.818182
65.05.681818
73.03.409091
814.015.909091
910.011.363636
10 (All the time)35.039.772727
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Open source use for Australia \n", - "1 (None at all) NaN NaN\n", - "2 3.0 3.409091\n", - "3 4.0 4.545455\n", - "4 NaN NaN\n", - "5 6.0 6.818182\n", - "6 5.0 5.681818\n", - "7 3.0 3.409091\n", - "8 14.0 15.909091\n", - "9 10.0 11.363636\n", - "10 (All the time) 35.0 39.772727" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Citation of software for Australia
1 (None at all)NaNNaN
23.03.409091
38.09.090909
47.07.954545
55.05.681818
62.02.272727
73.03.409091
810.011.363636
98.09.090909
10 (All the time)28.031.818182
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" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for Australia \n", - "1 (None at all) NaN NaN\n", - "2 3.0 3.409091\n", - "3 8.0 9.090909\n", - "4 7.0 7.954545\n", - "5 5.0 5.681818\n", - "6 2.0 2.272727\n", - "7 3.0 3.409091\n", - "8 10.0 11.363636\n", - "9 8.0 9.090909\n", - "10 (All the time) 28.0 31.818182" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Use of Digital Object Identifier for Australia
1 (None at all)NaNNaN
25.05.681818
35.05.681818
47.07.954545
55.05.681818
66.06.818182
73.03.409091
83.03.409091
92.02.272727
10 (All the time)6.06.818182
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of Digital Object Identifier for Australia \n", - "1 (None at all) NaN NaN\n", - "2 5.0 5.681818\n", - "3 5.0 5.681818\n", - "4 7.0 7.954545\n", - "5 5.0 5.681818\n", - "6 6.0 6.818182\n", - "7 3.0 3.409091\n", - "8 3.0 3.409091\n", - "9 2.0 2.272727\n", - "10 (All the time) 6.0 6.818182" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Using ORCID for Australia
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No89.195402
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for Australia \n", - "Yes 68 78.160920\n", - "No 8 9.195402" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Germany" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Germany'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Open source use for Germany
1 (None at all)NaNNaNNaNNaN
219.06.4189196.951872-0.532953
317.05.7432434.2780751.465168
413.04.3918921.0695193.322373
515.05.06756813.368984-8.301416
67.02.3648655.882353-3.517488
714.04.7297308.021390-3.291661
818.06.0810818.556150-2.475069
929.09.79729710.160428-0.363131
10 (All the time)89.030.067568NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Open source use for Germany \n", - "1 (None at all) NaN NaN NaN \n", - "2 19.0 6.418919 6.951872 \n", - "3 17.0 5.743243 4.278075 \n", - "4 13.0 4.391892 1.069519 \n", - "5 15.0 5.067568 13.368984 \n", - "6 7.0 2.364865 5.882353 \n", - "7 14.0 4.729730 8.021390 \n", - "8 18.0 6.081081 8.556150 \n", - "9 29.0 9.797297 10.160428 \n", - "10 (All the time) 89.0 30.067568 NaN \n", - "\n", - " Difference with previous year \n", - "Open source use for Germany \n", - "1 (None at all) NaN \n", - "2 -0.532953 \n", - "3 1.465168 \n", - "4 3.322373 \n", - "5 -8.301416 \n", - "6 -3.517488 \n", - "7 -3.291661 \n", - "8 -2.475069 \n", - "9 -0.363131 \n", - "10 (All the time) NaN " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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821.07.094595
917.05.743243
10 (All the time)67.022.635135
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for Germany \n", - "1 (None at all) NaN NaN\n", - "2 30.0 10.135135\n", - "3 20.0 6.756757\n", - "4 13.0 4.391892\n", - "5 24.0 8.108108\n", - "6 15.0 5.067568\n", - "7 19.0 6.418919\n", - "8 21.0 7.094595\n", - "9 17.0 5.743243\n", - "10 (All the time) 67.0 22.635135" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Use of Digital Object Identifier for Germany
1 (None at all)NaNNaNNaNNaN
222.07.43243211.320755-3.888322
315.05.06756813.207547-8.139980
46.02.0270271.8867920.140235
518.06.08108118.867925-12.786843
66.02.0270277.547170-5.520143
75.01.68918913.207547-11.518358
84.01.3513517.547170-6.195818
97.02.3648651.8867920.478072
10 (All the time)14.04.729730NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Use of Digital Object Identifier for Germany \n", - "1 (None at all) NaN NaN \n", - "2 22.0 7.432432 \n", - "3 15.0 5.067568 \n", - "4 6.0 2.027027 \n", - "5 18.0 6.081081 \n", - "6 6.0 2.027027 \n", - "7 5.0 1.689189 \n", - "8 4.0 1.351351 \n", - "9 7.0 2.364865 \n", - "10 (All the time) 14.0 4.729730 \n", - "\n", - " Percentage in 2017 \\\n", - "Use of Digital Object Identifier for Germany \n", - "1 (None at all) NaN \n", - "2 11.320755 \n", - "3 13.207547 \n", - "4 1.886792 \n", - "5 18.867925 \n", - "6 7.547170 \n", - "7 13.207547 \n", - "8 7.547170 \n", - "9 1.886792 \n", - "10 (All the time) NaN \n", - "\n", - " Difference with previous year \n", - "Use of Digital Object Identifier for Germany \n", - "1 (None at all) NaN \n", - "2 -3.888322 \n", - "3 -8.139980 \n", - "4 0.140235 \n", - "5 -12.786843 \n", - "6 -5.520143 \n", - "7 -11.518358 \n", - "8 -6.195818 \n", - "9 0.478072 \n", - "10 (All the time) NaN " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which tool is used for Digital Object Identifier'\n", - "plot_wordcloud(df, doi_tools, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### ORCID" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Using ORCID for Germany
Yes15452.559727
No5819.795222
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" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for Germany \n", - "Yes 154 52.559727\n", - "No 58 19.795222" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Open source use for Netherlands
1 (None at all)NaNNaNNaNNaN
22.03.9215699.677419-5.755851
32.03.9215694.838710-0.917141
4NaNNaNNaNNaN
52.03.9215691.6129032.308665
63.05.8823531.6129034.269450
72.03.9215699.677419-5.755851
82.03.9215698.064516-4.142948
95.09.80392216.129032-6.325111
10 (All the time)31.060.784314NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Open source use for Netherlands \n", - "1 (None at all) NaN NaN NaN \n", - "2 2.0 3.921569 9.677419 \n", - "3 2.0 3.921569 4.838710 \n", - "4 NaN NaN NaN \n", - "5 2.0 3.921569 1.612903 \n", - "6 3.0 5.882353 1.612903 \n", - "7 2.0 3.921569 9.677419 \n", - "8 2.0 3.921569 8.064516 \n", - "9 5.0 9.803922 16.129032 \n", - "10 (All the time) 31.0 60.784314 NaN \n", - "\n", - " Difference with previous year \n", - "Open source use for Netherlands \n", - "1 (None at all) NaN \n", - "2 -5.755851 \n", - "3 -0.917141 \n", - "4 NaN \n", - "5 2.308665 \n", - "6 4.269450 \n", - "7 -5.755851 \n", - "8 -4.142948 \n", - "9 -6.325111 \n", - "10 (All the time) NaN " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Citation of software for Netherlands
1 (None at all)NaNNaN
21.01.960784
32.03.921569
4NaNNaN
53.05.882353
65.09.803922
74.07.843137
87.013.725490
92.03.921569
10 (All the time)15.029.411765
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for Netherlands \n", - "1 (None at all) NaN NaN\n", - "2 1.0 1.960784\n", - "3 2.0 3.921569\n", - "4 NaN NaN\n", - "5 3.0 5.882353\n", - "6 5.0 9.803922\n", - "7 4.0 7.843137\n", - "8 7.0 13.725490\n", - "9 2.0 3.921569\n", - "10 (All the time) 15.0 29.411765" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Use of Digital Object Identifier for Netherlands
1 (None at all)NaNNaNNaNNaN
22.03.92156917.391304-13.469736
31.01.96078417.391304-15.430520
42.03.9215694.347826-0.426257
53.05.8823538.695652-2.813299
61.01.9607848.695652-6.734868
75.09.80392213.043478-3.239557
83.05.88235321.739130-15.856777
9NaNNaNNaNNaN
10 (All the time)4.07.843137NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Use of Digital Object Identifier for Netherlands \n", - "1 (None at all) NaN NaN \n", - "2 2.0 3.921569 \n", - "3 1.0 1.960784 \n", - "4 2.0 3.921569 \n", - "5 3.0 5.882353 \n", - "6 1.0 1.960784 \n", - "7 5.0 9.803922 \n", - "8 3.0 5.882353 \n", - "9 NaN NaN \n", - "10 (All the time) 4.0 7.843137 \n", - "\n", - " Percentage in 2017 \\\n", - "Use of Digital Object Identifier for Netherlands \n", - "1 (None at all) NaN \n", - "2 17.391304 \n", - "3 17.391304 \n", - "4 4.347826 \n", - "5 8.695652 \n", - "6 8.695652 \n", - "7 13.043478 \n", - "8 21.739130 \n", - "9 NaN \n", - "10 (All the time) NaN \n", - "\n", - " Difference with previous year \n", - "Use of Digital Object Identifier for Netherlands \n", - "1 (None at all) NaN \n", - "2 -13.469736 \n", - "3 -15.430520 \n", - "4 -0.426257 \n", - "5 -2.813299 \n", - "6 -6.734868 \n", - "7 -3.239557 \n", - "8 -15.856777 \n", - "9 NaN \n", - "10 (All the time) NaN " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which tool is used for Digital Object Identifier'\n", - "plot_wordcloud(df, doi_tools, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### ORCID" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Using ORCID for Netherlands
Yes2652.0
No1020.0
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for Netherlands \n", - "Yes 26 52.0\n", - "No 10 20.0" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Open source use for New Zealand
1 (None at all)NaNNaN
22.05.882353
31.02.941176
4NaNNaN
51.02.941176
62.05.882353
74.011.764706
82.05.882353
95.014.705882
10 (All the time)17.050.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Open source use for New Zealand \n", - "1 (None at all) NaN NaN\n", - "2 2.0 5.882353\n", - "3 1.0 2.941176\n", - "4 NaN NaN\n", - "5 1.0 2.941176\n", - "6 2.0 5.882353\n", - "7 4.0 11.764706\n", - "8 2.0 5.882353\n", - "9 5.0 14.705882\n", - "10 (All the time) 17.0 50.000000" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Citation of software for New Zealand
1 (None at all)NaNNaN
24.011.764706
34.011.764706
41.02.941176
54.011.764706
62.05.882353
71.02.941176
83.08.823529
91.02.941176
10 (All the time)10.029.411765
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for New Zealand \n", - "1 (None at all) NaN NaN\n", - "2 4.0 11.764706\n", - "3 4.0 11.764706\n", - "4 1.0 2.941176\n", - "5 4.0 11.764706\n", - "6 2.0 5.882353\n", - "7 1.0 2.941176\n", - "8 3.0 8.823529\n", - "9 1.0 2.941176\n", - "10 (All the time) 10.0 29.411765" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Use of Digital Object Identifier for New Zealand
1 (None at all)NaNNaN
21.02.941176
34.011.764706
41.02.941176
51.02.941176
62.05.882353
7NaNNaN
81.02.941176
92.05.882353
10 (All the time)1.02.941176
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of Digital Object Identifier for New Zealand \n", - "1 (None at all) NaN NaN\n", - "2 1.0 2.941176\n", - "3 4.0 11.764706\n", - "4 1.0 2.941176\n", - "5 1.0 2.941176\n", - "6 2.0 5.882353\n", - "7 NaN NaN\n", - "8 1.0 2.941176\n", - "9 2.0 5.882353\n", - "10 (All the time) 1.0 2.941176" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ZYFCeN5nvRopAVbVLVV1QVTdV1Y1V9YxxDQYAwGge+9jHZp999slXv/rVJMmll16aAw444L7r//iP/zhvfetbs27duqxfvz5JsmDBgkxMTAwyL8DQPG8y3416Yui/SHJxa+3YqtouyQ5jmAkAgDF597vfneOPPz733HNP9t1335xzzjlJkgsvvDCHHXZY9txzzyTJwQcfnIMOOihLlizJU5/61CFHBhiU503ms2mfE6iqdk5ybZJ925Z/EecEgg44JxAAAMA2NePnBHp8kruSnFNV11TVe6vqJ0b4egAAAADMkFEi0KIkS5P8r9baIUm+n+T1D7xRVZ1QVVdV1VWrVq0a4e4AAAAAmK5Rzgl0e5LbW2tXTF2+IA8SgVprq5JsrD8OBwMAAAAYwLRXArXWvpHktqrab2rTkUm+MpapAAAAABirUd8d7KQkH556Z7CvJ3n56CMBAAAAMG4jRaDW2rVJDhvTLAAAAADMkFFXAgEAMAZnHnf00CPMqN//m08MPQIwD136mScMPcKMOfK5tww9AvPQKO8OBgAAAMAcIQIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRo5AVbWwqq6pqk+MYyAAAAAAxm8cK4FOTnLjGL4OAAAAADNkpAhUVXsneX6S945nHAAAAABmwqgrgVYmOSXJhjHMAgAAAMAMmXYEqqqjk3yrtfalzdzuhKq6qqquWrVq1XTvDgAAAIARLBrh9z4zyQuqanmSRybZqao+1Fr7jU1v1FpblWRj/Wkj3B8AAAAA0zTtlUCttTe01vZurT0uyYuTfOaBAQgAAACA2WEc7w4GAAAAwCw3yuFg92mtfTbJZ8fxtQAAAAAYPyuBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIRDd+8IMf5OlPf3qe+tSn5sADD8yb3/zmJMnxxx+fJUuW5NRTT73vtqeffnouvPDCoUaFecVjb26z/wC2nudOGIbH3uYtGnoA2FYe8YhH5DOf+Ux23HHHrFu3Lj/3cz+XI488Mttvv31Wr16dZcuW5e67787ExESuuOKKvPGNbxx6ZJgXPPbmNvsPYOt57oRheOxtnpVAdKOqsuOOOyZJ1q1bl3Xr1qW1lrVr12bDhg1Zt25dFi5cmDe96U057bTTBp4W5g+PvbnN/gPYep47YRgee5snAtGV9evX5+CDD85jHvOYLFu2LM961rOy2267ZenSpTnmmGPyta99LRs2bMjSpUuHHhXmFY+9uc3+A9h6njthGB57D8/hYHRl4cKFufbaa7NmzZq86EUvyg033JCVK1fed/0xxxyTs88+O2eccUauu+66LFu2LK961asGnBjmB4+9uc3+A9h6njthGB57D89KILq0yy675DnPeU4uvvji+7ZddNFFOfTQQ/O9730vt9xyS84///xccMEFmZiYGHBSmF889uY2+w9g63nuhGF47D04EYhu3HXXXVmzZk2SZO3atfn0pz+d/fffP8nk8aIrV67MKaeckrVr16aqkkwuJbznnnsGmxnmA4+9uc3+A9h6njthGB57m+dwMLpx5513ZsWKFVm/fn02bNiQX/u1X8vRRx+dJDnrrLOyYsWK7LDDDlmyZEkmJiZy0EEHZfny5dlll10GnhzmNo+9uc3+A9h6njthGB57m1ettW15f9v0zoBhHPT+g4YeYUZdv+L6oUcA5qEzjzt66BFm1O//zSeGHgGYhy79zBOGHmHGHPncW4YegbmltuRGDgcDAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOeIt4Zqe37Dz0BDPrLXcPPQE8pBv3f/LQI8yYJ99049AjzKizfvszQ48wo058z3OHHgGYh97ylrcMPcKMmu9/Puaux/7TtUOPMKO+8ZyDhx7hQVkJBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHZh2BKqqfarqn6rqK1X15ao6eZyDAQAAADA+i0b4vfcm+f3W2tVV9ZNJvlRVn26tfWVMswEAAAAwJtNeCdRau7O1dvXU5/+V5MYke41rMAAAAADGZyznBKqqxyU5JMkV4/h6AAAAAIzXyBGoqnZM8rdJXtta++6DXH9CVV1VVVetWrVq1LsDAAAAYBpGOSdQqmpxJgPQh1trH3uw27TWViXZWH/aKPcHAAAAwPSM8u5gleSvktzYWvuz8Y0EAAAAwLiNcjjYM5P8ZpLnVtW1U7+Wj2kuAAAAAMZo2oeDtdb+T5Ia4ywAAAAAzJCxvDsYAAAAALObCAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRKBpuPjii7PffvvliU98Yt7+9rcnSY4//vgsWbIkp5566n23O/3003PhhRcONSYAAHOY15wAjJsItJXWr1+fE088MZ/61Kfyla98Jeedd15Wr16d7bffPqtXr86VV16Zu+++O3feeWeuuOKKvPCFLxx6ZAAA5hivOQGYCYuGHmCu+eIXv5gnPvGJ2XfffZMkL37xi/MP//APWbt2bTZs2JB169Zl4cKFedOb3pTTTjtt4GkBAJiLvOYEYCZYCbSV7rjjjuyzzz73Xd57771zxx13ZLfddsvSpUtzzDHH5Gtf+1o2bNiQpUuXDjgpAABzldecAMwEK4HGZOXKlfd9fswxx+Tss8/OGWeckeuuuy7Lli3Lq171qgGnAwBgPvCaE4BRWAm0lfbaa6/cdttt912+/fbbs9dee913+aKLLsqhhx6a733ve7nlllty/vnn54ILLsjExMQQ4wIAMAd5zQnATBCBttLTnva03Hzzzbn11ltzzz335CMf+Uhe8IIXJEnWrVuXlStX5pRTTsnatWtTVUkmT+x3zz33DDk2AABziNecAMwEh4NtpUWLFuUv//Iv80u/9EtZv359XvGKV+TAAw9Mkpx11llZsWJFdthhhyxZsiQTExM56KCDsnz58uyyyy4DTw4AwFzhNScAM0EEmobly5dn+fLlP7b9ta997X2fV1XOO++8bTkWAADziNecAIybw8EAAAAAOiACAQAAAHRgpAhUVUdV1Ver6mtV9fpxDQUAAADAeE07AlXVwiRnJfnlJAckeUlVHTCuwQAAAAAYn1FWAj09yddaa19vrd2T5CNJfmU8YwEAAAAwTqNEoL2S3LbJ5duntgEAAAAwy1RrbXq/serYJEe11l45dfk3kxzeWvudB9zuhCQnTF18ZJIfTH/cWe/RSb499BBMi303t9l/c5v9N3fZd3Ob/Td32Xdzm/03t9l/c9d833ffbq0dtbkbLRrhDu5Iss8ml/ee2nY/rbVVSVaNcD9zRlVd1Vo7bOg52Hr23dxm/81t9t/cZd/Nbfbf3GXfzW3239xm/81d9t2kUQ4HuzLJz1TV46tquyQvTvLx8YwFAAAAwDhNeyVQa+3eqvqdJP+YZGGS97XWvjy2yQAAAAAYm1EOB0tr7ZNJPjmmWeaDLg57m6fsu7nN/pvb7L+5y76b2+y/ucu+m9vsv7nN/pu77LuMcGJoAAAAAOaOUc4JBAAAAMAcIQIBAAAAdEAEAgAAAOjASCeG7l1VHZbk55PsmWRtkhuSfLq19v8GHYzNqqr9k+yV5IrW2vc22X5Ua+3i4SZjS1TV05O01tqVVXVAkqOS3DR1snrmkKr6QGvtpUPPwdarqp9L8vQkN7TWLhl6Hh5aVR2e5MbW2neravskr0+yNMlXkvxJa+3uQQfkYVXVa5L8XWvttqFnYetV1XZJXpzkP1tr/7uqfj3Jzya5Mcmq1tq6QQfkYVXVvkl+Nck+SdYn+dckf91a++6gg7HFquoxSZ6Z+3/PflVrbcOggw3IiaGnoapenuSkJLcm+VKSbyV5ZJInZfIf2A1J/ri19h+DDclDmnoxdWIm//M9OMnJrbWLpq67urW2dMj5eHhV9eYkv5zJiP3pJIcn+acky5L8Y2vtjAHH42FU1ccfuCnJc5J8Jklaay/Y5kOxxarqi621p099/qpMPo/+XZLnJfn71trbh5yPh1ZVX07y1NbavVW1KslEkguSHDm1/VcHHZCHVVV3J/l+kluSnJfko621u4adii1VVR/O5GuWHZKsSbJjko9l8vFXrbUVA47Hw5j6nuHoJJclWZ7kmkzuwxcleXVr7bPDTcfmVNVzMvlDj10zue82/Z79CZn8f/DMHoOeCDQNVXVikve11tY+xPUHJ3lUa+3SbTsZW6Kqrk/yjNba96rqcZl8Avhga+0vquqa1tohgw7Iw5rafwcneUSSbyTZe5Ofbl/RWlsy6IA8pKq6OpMrD96bpGX37XlXAAAVB0lEQVQyAp2XyZ+QprX2ueGmY3M2fX6sqiuTLG+t3VVVP5HkC621g4adkIdSVTe21p489fn9fthRVde21g4ebjo2p6quSXJokl9MclySF2Tyh5DnJflYa+2/BhyPzaiq1a21JVW1KMkdSfZsra2vqkpyndcts9fG15xT+2uHJJ9srT27qv5bkot8zzC7VdWfJnn3gy3MmHo8Hp1kYWvtb7f5cANzTqBpaK2d9VABaOr6awWgWW3BxkPAWmv/luTZSX65qv4sk9+UMrvd21pb31qbSHLLxno/9ZjsdlnnHHFYJr9x+aMkd0/9BG1ta+1zAtCcsKCqfqqqHpXJHyLdlSStte8nuXfY0diMG6ZWMSfJdVOHs6eqnpTEoSizX2utbWitXdJa+61MHtLwPzN5KPTXhx2NLbBg6pCwn8zkaqCdp7Y/IsniwaZiS208fcojMrmKK1NRwb6b5Vprr3uoI3Naa/e21i7sMQAlzgk0LVX1roe7vrX2mm01C9Pyzao6uLV2bZJMrQg6Osn7kvhJ9ux3T1XtMBWBDt24sap2jgg0q00de/3nVfXRqY/fjP+H5pKdMxnxKkmrqj1aa3dW1Y4R0Ge7Vyb5i6p6Y5JvJ/l8Vd2W5Lap65jd7vf4mjqHzMeTfHxqdQKz218luSnJwkz+EOSjVfX1JEck+ciQg7FZ701yZVVdkcnzwP6PJKmq3ZJ8Z8jB2HJVtXuSP0myV2vtqKnziT6jtfZXA482GIeDTUNVPeyxu62192+rWdh6VbV3JleTfONBrntma+3yAcZiC1XVI1prP3yQ7Y9Oskdr7foBxmIaqur5SZ7ZWjt16FmYvqlvQndvrd069Cw8vKraKcnjMxlfb2+tfXPgkdgCVfWk1tq/Dj0H01dVeyZJa+0/q2qXTB7a9x+ttS8OOxmbU1UHJnlyJt8E4aah52HrVdWnkpyT5I9aa0+dOhTsmp4PYxeBAAAAgHmnqq5srT3tAec27Pp8eJbhT0NV/X0mT2r6oLzDDQAAAAzu+1PnM2xJUlVHJLl72JGGJQJNzzuHHgAAAAB4WL+XyfOoPaGqLk+yW5Jjhx1pWA4HAwAAAOalqfMA7ZfJE+1/deoE+90SgUZQVT+T5G1JDkjyyI3bW2v7DjYUAAAAkKpamOT5SR6XTY6Eaq392VAzDc3hYKM5J8mbk/x5kuckeXmSBYNOBAAAACTJ3yf5QZLrk2wYeJZZwUqgEVTVl1prh1bV9RvfYm7jtqFnAwAAgJ5V1erW2pKh55hNrFoZzQ+rakGSm6vqd6rqRUl2HHooAAAAIJ+qqucNPcRsYiXQCKrqaUluTLJLkrcm2SnJn7bWvjDoYAAAANC5qYUaH8rkAph1mTw5dGut7TToYAMSgQAAAIB5p6puTfIrSa5v4kcSh4MBAAAA89NtSW4QgH7Eu4MBAAAA89HXk3y2qj6V5IcbN/b8FvFWAo2gqp65JdsAAACAbe7WJJcm2S7JT27yq1vOCTSCqrq6tbZ0c9sAAAAAhuZwsGmoqmck+dkku1XV721y1U5JFg4zFQAAAFBVK1trr62qv0/yYytfWmsvGGCsWUEEmp7tkuyYyb+/TZeSfTfJsYNMBAAAACTJB6c+vnPQKWYhh4ONoKp+urX270PPAQAAANxfVZ3cWvuLzW3riQg0gqraLckpSQ5M8siN21trzx1sKAAAAOChzuN7TWvtkKFmGprDwUbz4SR/k+ToJL+dZEWSuwadCAAAADpWVS9J8utJHl9VH9/kqp9M8p1hppodrAQaQVV9qbV2aFWtbq0tmdp2ZWvtaUPPBgAAAD2qqp9O8vgkb0vy+k2u+q8kq1tr9w4y2CxgJdBo1k19vLOqnp/kP5PsOuA8AAAA0LWpc/f+e5JnDD3LbCMCjeb0qto5ye8neXcm3yL+d4cdCQAAAODHORwMAAAAoAMLhh4AAAAAYCZU1fZVtd/Qc8wWIhAAAAAw71TVMUmuTXLx1OWDH/BuYd0RgQAAAID56C1Jnp5kTZK01q7N5LuGdUsEGkFV7V5Vf1VVn5q6fEBV/dbQcwEAAABZ11q7+wHbuj4xsgg0mnOT/GOSPacu/2uS1w42DQAAALDRl6vq15MsrKqfqap3J/mXoYcakgg0mke31s5PsiFJWmv3Jlk/7EgAAABAkpOSHJjkh0nOS/LddL5wY9HQA8xx36+qR2VqOVlVHZHkgUvNAAAAgG2stTaR5I+mfhERaFS/l+TjSZ5QVZcn2S3JscOOBAAAAFTVk5L8QZLHZZP+0Vp77lAzDa1a6/qcSCOrqkVJ9ktSSb7aWls38EgAAADQvaq6Lsl7knwpm5y6pbX2pcGGGpgINKKq+tn8eFX8wGADAQAAAKmqL7XWDh16jtlEBBpBVX0wyROSXJsfVcXWWnvNcFMBAABAv6pq16lPX5PkW0n+LpMnh06StNa+M8Rcs4EINIKqujHJAc1fIgAAAMwKVXVrJt/AqR7k6tZa23cbjzRrODH0aG5I8tgkdw49CAAAAJC01h6fJFX1yNbaDza9rqoeOcxUs4MINJpHJ/lKVX0x919a9oLhRgIAAACS/EuSpVuwrRsi0GjeMvQAAAAAwI9U1WOT7JVk+6o6JD86LGynJDsMNtgs4JxAI6qq3ZM8beriF1tr3xpyHgAAAOhZVa1I8rIkhyW5Mj+KQN9N8v7W2scGGm1wItAIqurXkvxpks9m8h/Vzyd5XWvtgiHnAgAAgN5V1X9vrf3t0HPMJiLQCKrquuT/t3evwZJV5R3Gn/8AKSMoCMKEMiKKRgICAwwqAhrEQFCDoxCmDIRwCSomGrUAMRgVQyoqFbUQRC7hkjIBK5FJKAOMUe5ynxuXUaIGQStqQIGIQVHy5sNe4/Q0fa4znB5OP7+qU917rb3Xevfu/jD9zrvX5ndXVf8k2RL4SlXtMtzIJEmSJEmS1jRn2AE8zc3pu/3rR3hNJUmSJEnSesiFodfOlUkWAxe37YXA5UOMR5IkSZIkaSBvB1tLSQ4G9mqb11fVomHGI0mSJEnSKEvylvH6XRhakiRJkiRpFkhywTjdVVVHz1gw6xmTQNOQ5F5grAtXVbXdTMYjSZIkSZI0EdcEmp75fdtzgEOB44FlMx+OJEmSJEkCSPK+8fqr6pMzFcv6xiTQNFTVjwCSzAH+CDgBWA68oapWDjM2SZIkSZJG3LPG6Rvp26G8HWwakmwEHA28F7gB+FhVfWu4UUmSJEmSpPEk2aOqbht2HMNiEmgaknwP+CXwaeD+/v5RXmlckiRJkqT1SZIdgLe2v4erqn+Jl5FhEmgaklzI+AtDj+xK45IkSZIkDVuSbVmd+PkF8AJgflV9Z3hRDZ9JIEmSJEmSNGskuQl4NnAJcElVfTPJvVX1wiGHNnRzhh3A01GSw9ui0GP1b5dk75mMSZIkSZIkAfBDusWh5wJbtjYrYPDpYNO1BbAsyRJgCfAA8AzgxcBrgAeBk4YXniRJkiRJo6mqFiTZFHgL8JEkLwE2S/Lyqrp1yOENlbeDTVOSDYDXAnsBWwOPAV8HrqiqJy0WLUmSJEmSZl6SrYBD6dYH2qaqnj/kkIbGJJAkSZIkSRoJSV5QVfcNO45hcU0gSZIkSZI0ayQ5N8lOY3Q/mOToJIfNaFDrCSuBJEmSJEnSrJFkHvAXwE7AXaxex/cldE8NOx/4XFX9fGhBDolJIEmSJEmSNOsk2QSYT886vlV1z3CjGi6TQOtYkqOq6oJhxyFJkiRJktTLJNA6luT+qtpm2HFIkiRJkiT12nDYATwdJbljrC5g7kzGIkmSJEmSNBkmgaZnLnAA8FBfe4AbZz4cSZIkSZKk8ZkEmp4vAZtU1fL+jiTXzHw4kiRJkiQJIMmmwAeABcBWQAH/Dfwr8LGqeniI4Q2VawJJkiRJkqRZI8li4Crgoqr6QWv7DeCPgf2qav9hxjdMJoEkSZIkSdKskeSeqnrpVPtGwZxhByBJkiRJkrQO3ZfkxCS/enBTkrlJ3g98d4hxDZ1JIEmSJEmSNJssBLYArk3y4yQ/Bq4BNgcOHWZgw+btYJIkSZIkSSPASiBJkiRJkjQSkhw17BiGyUogSZIkSZI0EpLcX1XbDDuOYdlw2AFIkiRJkiStK0nuGKsLmDtG30gwCSRJkiRJkmaTucABwEN97QFunPlw1h8mgSRJkiRJ0mzyJWCTqlre35HkmpkPZ/3hmkCSJEmSJEkjwKeDSZIkSZIkjQCTQJIkSZIkSSPAJJAkSZIkSdIIMAkkSdJaSLJtkrv62j6S5PincM7Tktyd5LS+9iOTPJBkWZJvJlmc5FU9/R9N8roJxj4oyUnt/YIkO0winjHPN8nbknyj/d2aZO+evu8kee6AY96R5IiJ5h1w3GZJ3jlO/6NjtF+Y5JCpzteOnZfk9T3bvddvyyS3tM9jnySXJ9lsOvO08bZPsryNt900x7gmye092/PX5QKZSV7RYuz9+1mS49Yi3vnrKLaB3zdJkkaJTweTJOnp523A5lX1xIC+L1TVnwEk2Re4NMm+VfX1qvrQRANX1WXAZW1zAd3TNVZOJ8gkbwTeDuxdVQ8m2Q34lyQvr6ofjBPD56YzH7AZ8E7gs9M8fjrmAfOBy+FJ128/4M6q+pO2ff1UBk6yQd9nvAD456o6dZLHh+4hIP/X17VVkgOr6oqpxDMZVXUL3TVZFcMBwKeBi9b1XJIkaeqsBJIk6SmU5N1JVia5I8klrW3jJOe3yphlSd404Li0ip+7ktyZZGFrvwzYBFiyqm0sVXU1cA5d0miNipckr2/VOUuSnJ7kS639yCRntAqig4DTWjXHdkmOTXJbkhVJvpjkmROc/vuBE6rqwRbPUrpkwJ/27HNiO79bk7y4xfCryqI275UtzuuTbN/a5yZZ1GJZ0eL9GLBdi3eNKqkB1/aMJPck+QqwVU/f7kmubfMtTrJ1a78mycdbnP/RKnt+DfgosLDNubDn+s0DPgG8qfX9em8lSpLD21jLk5ydZIPW/miSv02yAtizJ67XA+8BjktydWt7X/t+3JXkPa1t23Zefw/cBTx/wCU4DTh5wHXZoH3nbmvf17e39jOTHNTeL0pyfnt/dJK/Huc6P5fu+3d4Vf3vBOd9VpLb01W4nTLGeAP3adf1lCRL23dp1XdkiyRfbvufB2SsWCVJGhUmgSRJemqdBOxaVTsD72htJwNXVdXLgX3pEi0b9x33FrqKil2A17V9tq6qg4DHqmpeVX1hEvMvBbbvbUjyDOBs4MCq2h3Ysv+gqrqRrqLlhDbXt4FLq2qPqtoF+DpwzARz7wgs6Wu7vbWv8khV7QScQVcx0u8c4F0tzuNZXeVzOnBti2U34G66a/3tFu8J48T1ZuClwA7AEcCrAJJsBHwGOKTNdz7Qm+TYsH1m7wE+XFWPAx+iq75a4/OoquV9fY+t6kvy28BCYK+qmgc8ARzWujcGbqmqXarqhp7xLgc+B3yqqvZNsjtwFPAK4JXAsUl2bbu/BPhsVe1YVfcNOP+bgMfTVYr1Oobu89gD2KON+UK6CqZ92j7Pa9eN1nbdgPFX+bsWx5JJnPfJVTUf2Bl4TZKdB4w33j4PVtVuwFl03xOADwM3VNWOwCJgm3FilSRpJJgEkiRp7dQE7XcA/5DkcOCXrW1/4KQky4FrgGfw5B+oewMXV9UTVfVD4Fq6H+ZTNaj6YXvgP6vq3rZ98STHelmrxrmT7sf7jhMdMAkX97zu2duRZBO6BM0/tWt1NrB1634t3Q9+2jV6ZApzvprV1/a/gKta+0uBlwH/3ub7IPCbPcdd2l6XANtOYb5++wG7A7e1efYDXtT6ngC+OIkx9gYWVdVPq+rRFtuqRM19VXXzBMefSnd+vfYHjmgx3QJsQZdQuh7YJ936UCuBH7YKqT2BGwcNnuQdwLPpqo5WGe+8D02yFFhG970atBbVePsM+mxeDXweoKr+DXhoUKySJI0S1wSSJGnt/Ah4Tl/b5sCqBMsb6H6M/j5wcpKd6BIzB1fVPTMQ3650VTvrwoXAgqpakeRI4Hcm2H8l3Y/+q3radqer2lmlxngP3X9WPdyqRmZCgLuras8x+n/eXp9g7f4NFeCiqvrAgL6fjbHW01T8dKIdquqqJKfSVRH1xvWuqlrcv3+6Ba1/j67yZ3PgUODRqvrJgH23p0swvbJvPaKB592qjY4H9qiqh5JcSJcYnco+6+qzkSRpVrMSSJKktdCqML6f5LUASTan+7F8Q5I5wPPb2jzvBzalW89nMfCuJGnH7Dpg6Ovp1prZIMmWdImkW6cSW5LX0K0HdG5f1z3Ai5Js27bHWlvoJ8CzerafRXeuG7H6Np7xfAL4eJItWjzzgCNZc+HmhT2vN/UeXFX/A9yb5A/a8UmyS+v+KnBca98gyaYD4h3Lday+tlvT3ZIH3XXZMsmebdyNkkxU7TTZOXt9FTgkyVZtns2TvGCKY1wPLEjyzHYr4ZuZ4sLTdNVAJ/ZsL6Zbc2ijFtdv9dymeDPdbXDXtXmOHzRfunWS/hF4b1V9r697rPN+Nl3i6pEkc4EDB8Q6mX36XQf8YZvrQJ6crJUkaeT4PyWSJK29I4Azk3yybZ9SVd9uP6Y/3xIUAU6vqoeT/BXd+jd3tETRvcAb+8ZcRHe7zQq6CpkTx3uiVo+F6R7D/sw27sFVtUYlUFU9lu5R6lcm+Slw2xhjXQKcm+TdwCHAX9LdJvRAex03+VFVlyV5HnBjkqJLmBxeVd/v2e05Se6gq+R4a+/h7fUw4KwkHwQ2ajGtAP4cOCfJMXTVH8dV1U1JvpbkLuCKcdYFWkR3O9lK4H5a8qmqHk+3cPbp7TPbkO5zunuMcQCuZvWtfX8z3vX41YlVrWzn8+X2+f+CbrHsQev3jDXG0lYNsyoxeF5VLetJ7E1mjMuTPNDTdB7drVRLW4LyAbonkkGX8Nm/qr6V5D66aqBBSaeDgZ3oqt56F5++qKo+Nei8q+rmJMuAbwDfBb42INYVE+0zwCnAxUnuprtt7f5JHCNJ0qyWqrGWMpAkSbNVkk2q6tH2Y/9M4JtV9alhxwWQ5DPA0qq6YNixSJIkzSbeDiZJ0mg6tlWv3E13m9rZQ44HgFYl9Qq6J5NJkiRpHbISSJIkSZIkaQRYCSRJkiRJkjQCTAJJkiRJkiSNAJNAkiRJkiRJI8AkkCRJkiRJ0ggwCSRJkiRJkjQC/h9tyvytsWvzrAAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which tool is used for Digital Object Identifier'\n", - "plot_wordcloud(df, doi_tools, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### ORCID" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Using ORCID for New Zealand
Yes2062.50
No618.75
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for New Zealand \n", - "Yes 20 62.50\n", - "No 6 18.75" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Open source use for South Africa
1 (None at all)NaNNaN
21.04.761905
3NaNNaN
4NaNNaN
52.09.523810
6NaNNaN
7NaNNaN
82.09.523810
91.04.761905
10 (All the time)13.061.904762
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Open source use for South Africa \n", - "1 (None at all) NaN NaN\n", - "2 1.0 4.761905\n", - "3 NaN NaN\n", - "4 NaN NaN\n", - "5 2.0 9.523810\n", - "6 NaN NaN\n", - "7 NaN NaN\n", - "8 2.0 9.523810\n", - "9 1.0 4.761905\n", - "10 (All the time) 13.0 61.904762" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Citation of software for South Africa
1 (None at all)NaNNaN
2NaNNaN
3NaNNaN
4NaNNaN
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6NaNNaN
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85.023.809524
92.09.523810
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\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for South Africa \n", - "1 (None at all) NaN NaN\n", - "2 NaN NaN\n", - "3 NaN NaN\n", - "4 NaN NaN\n", - "5 4.0 19.047619\n", - "6 NaN NaN\n", - "7 1.0 4.761905\n", - "8 5.0 23.809524\n", - "9 2.0 9.523810\n", - "10 (All the time) 4.0 19.047619" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Use of Digital Object Identifier for South Africa
1 (None at all)NaNNaN
2NaNNaN
31.04.761905
4NaNNaN
51.04.761905
6NaNNaN
73.014.285714
8NaNNaN
91.04.761905
10 (All the time)NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of Digital Object Identifier for South Africa \n", - "1 (None at all) NaN NaN\n", - "2 NaN NaN\n", - "3 1.0 4.761905\n", - "4 NaN NaN\n", - "5 1.0 4.761905\n", - "6 NaN NaN\n", - "7 3.0 14.285714\n", - "8 NaN NaN\n", - "9 1.0 4.761905\n", - "10 (All the time) NaN NaN" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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VVfX4JN3d51fVY5IcneTTSzerZw2pqrd3989PPQd3X1X9eJLHJ7msu8+Zeh7uWlX96yRXdPc3qupeSV6W5LAklyd5bXffOOmA7FBVvTjJ+7v7mqln4e6rqnskeX6SL3b3f6+q45L8WJIrkix099ZJB2SHquoRSX46ycOS3Jrks0n+qru/Melg7LKqelCSJ+Z7v2ff3N23TTrYhNwYehmq6heSnJzk6iSfTHJDknsm+ZEs/g92WZJXdfcXJhuSu7T0j6mTsvjF99Akv97dZy3tu6C7D5tyPnasql6d5KeyGLE/nORfJ/lYkqOS/F13/+GE47EDVfXBO25K8hNJPpok3f3s3T4Uu6yqzuvuxy99/EtZ/Hv0/UmenuSvu/t1U87HXauqTyU5pLtvqaqFJFuSvCfJU5e2//SkA7JDVXVjkm8nuSrJmUne3d1fmXYqdlVVvSOL/2bZJ8n/SXLvJO/L4vlX3X38hOOxA0vfMzwzyd8nOSbJhVk8hs9N8qvd/fHppmNnquonsvhDjwdk8dht/z37I7P4dfCPRwx6ItAyVNVJSd7S3Tfdxf5Dk/xQd39k907GrqiqS5M8obu/VVUHZvEvgL/s7jdU1YXd/bhJB2SHlo7foUl+IMmXkhyw3U+3z+3uTZMOyF2qqguyuPLgL5J0FiPQmVn8CWm6+39MNx07s/3fj1V1fpJjuvsrVfWDSf6puzdOOyF3paqu6O5/tfTx9/ywo6ou6u5Dp5uOnamqC5McnuRpSZ6X5NlZ/CHkmUne193fnHA8dqKqLunuTVW1Psl1Sfbv7lurqpJc7N8tq9e2f3MuHa99kvxtd//bqvrhJGf5nmF1q6rXJzntzhZmLJ2Pz0yyV3e/d7cPNzH3BFqG7n7jXQWgpf0XCUCr2rptl4B19/9K8m+T/FRV/UkWvylldbulu2/t7i1JrtpW75fOyWGXda4RR2TxG5ffTXLj0k/Qburu/yEArQnrqur+VfVDWfwh0leSpLu/neSWaUdjJy5bWsWcJBcvXc6eqvqRJC5FWf26u2/r7nO6+0VZvKTh/87ipdCfn3Y0dsG6pUvC9s3iaqD7Lm3/gSR7TzYVu2rb7VN+IIuruLIUFRy7Va67f/v85Aw3AAATzklEQVSurszp7lu6+wMjBqDEPYGWpar+rx3t7+4X765ZWJYvV9Wh3X1RkiytCHpmkrck8ZPs1e/mqtpnKQIdvm1jVd03ItCqtnTt9Z9W1buXfv1yfB1aS+6bxYhXSbqqHtrd11fVvSOgr3a/mOQNVfXKJF9N8o9VdU2Sa5b2sbp9z/m1dA+ZDyb54NLqBFa3Nyf5dJK9svhDkHdX1eeT/GiSd045GDv1F0nOr6pzs3gf2P+aJFW1X5KvTzkYu66qHpzktUk2dPfRS/cTfUJ3v3ni0SbjcrBlqKodXrvb3afvrlm4+6rqgCyuJvnSnex7Ynf/wwRjsYuq6ge6+zt3sv2BSR7a3ZdOMBbLUFXPSPLE7n7F1LOwfEvfhD64u6+eehZ2rKruk+ThWYyv13b3lyceiV1QVT/S3Z+deg6Wr6r2T5Lu/mJV3S+Ll/Z9obvPm3YydqaqDk7yr7L4Jgifnnoe7r6q+lCStyb53e4+ZOlSsAtHvoxdBAIAAAD2OFV1fncfeYd7Gw59PzzL8Jehqv46izc1vVPe4QYAAAAm9+2l+xl2klTVjya5cdqRpiUCLc8pUw8AAAAA7NBvZvE+ao+sqn9Isl+Sn5l2pGm5HAwAAADYIy3dB+igLN5o/zNLN9gflgg0g6p6dJL/kuQxSe65bXt3P2KyoQAAAIBU1V5JnpHkwGx3JVR3/8lUM03N5WCzeWuSVyf50yQ/keQXkqybdCIAAAAgSf46yT8nuTTJbRPPsipYCTSDqvpkdx9eVZdue4u5bdumng0AAABGVlWXdPemqedYTaxamc13qmpdkiur6teq6rlJ7j31UAAAAEA+VFVPn3qI1cRKoBlU1ZFJrkhyvyR/kOQ+SV7f3f806WAAAAAwuKWFGmdkcQHM1izeHLq7+z6TDjYhEQgAAADY41TV1Umek+TSFj+SuBwMAAAA2DNdk+QyAei7vDsYAAAAsCf6fJKPV9WHknxn28aR3yLeSqAZVNUTd2UbAAAAsNtdneQjSe6RZN/t/huWewLNoKou6O7DdrYNAAAAYGouB1uGqnpCkh9Lsl9V/eZ2u+6TZK9ppgIAAACq6tTu/o2q+usk37fypbufPcFYq4IItDz3SHLvLP75bb+U7BtJfmaSiQAAAIAk+culX0+ZdIpVyOVgM6iqf9Hd/3vqOQAAAIDvVVW/3t1v2Nm2kYhAM6iq/ZK8NMnBSe65bXt3P2WyoQAAAIC7uo/vhd39uKlmmprLwWbzjiT/Lckzk/xKkuOTfGXSiQAAAGBgVfWCJMcleXhVfXC7Xfsm+fo0U60OVgLNoKo+2d2HV9Ul3b1padv53X3k1LMBAADAiKrqXyR5eJL/kuRl2+36ZpJLuvuWSQZbBawEms3WpV+vr6pnJPlikgdMOA8AAAAMbenevf87yROmnmW1EYFm85qqum+S30pyWhbfIv4l044EAAAA8P1cDgYAAAAwgHVTDwAAAACwEqrqXlV10NRzrBYiEAAAALDHqapnJbkoydlLjw+9w7uFDUcEAgAAAPZE/znJ45P8nyTp7ouy+K5hwxKBZlBVD66qN1fVh5YeP6aqXjT1XAAAAEC2dveNd9g29I2RRaDZvC3J3yXZf+nxZ5P8xmTTAAAAANt8qqqOS7JXVT26qk5L8j+nHmpKItBsHtjd70pyW5J09y1Jbp12JAAAACDJyUkOTvKdJGcm+UYGX7ixfuoB1rhvV9UPZWk5WVX9aJI7LjUDAAAAdrPu3pLkd5f+IyLQrH4zyQeTPLKq/iHJfkl+ZtqRAAAAgKr6kST/KcmB2a5/dPdTppppatU99D2RZlZV65MclKSSfKa7t048EgAAAAyvqi5O8qYkn8x2t27p7k9ONtTERKAZVdWP5fur4tsnGwgAAABIVX2yuw+feo7VRASaQVX9ZZJHJrko362K3d0vnm4qAAAAGFdVPWDpwxcnuSHJ+7N4c+gkSXd/fYq5VgMRaAZVdUWSx7Q/RAAAAFgVqurqLL6BU93J7u7uR+zmkVYNN4aezWVJHpLk+qkHAQAAAJLufniSVNU9u/uft99XVfecZqrVQQSazQOTXF5V5+V7l5Y9e7qRAAAAgCT/M8lhu7BtGCLQbP7z1AMAAAAA31VVD0myIcm9qupx+e5lYfdJss9kg60C7gk0o6p6cJIjlx6e1903TDkPAAAAjKyqjk/ywiRHJDk/341A30hyene/b6LRJicCzaCq/n2S1yf5eBb/p3pSkt/u7vdMORcAAACMrqr+XXe/d+o5VhMRaAZVdXGSo7at/qmq/ZL89+4+ZNrJAAAAAL7XuqkHWOPW3eHyr6/FnykAAACwCrkx9GzOrqq/S3Lm0uPnJfnbCecBAAAAuFMuB5tRVf27JE9ceviJ7n7/lPMAAADAyKrqp3e0342hAQAAAPYAVfXWHezu7j5htw2zyohAy1BVVye5qz+47u5H7s55AAAAAHbGPYGW54g7PF6X5N8n+U9JLtz94wAAAABJUlW/uaP93f0nu2uW1UYEWobu/lqSVNW6JP8xyW8nuSjJM7r78ilnAwAAgMHtu4N9Q18O5XKwZaiqvZOc8P+3d+/RnlZ1HcffHwcMZQwchHFQYBIJ4hLDtdAh5LK0iHA0cIIhGjJAKRJKLmoaYq0QaukCIgFD0AwsgWKxSCIGCEQZGpgrME7GRZeXBITChSTTtz+efeb8OJ7LzGmcH8zv/Vpr1vn99n7283yfy6w15zvfvR/gdOAu4Lyq+vf+RiVJkiRJksaTZL+qurffcfSLSaBJSPJN4Hngk8BjI/sHeaVxSZIkSZJeTJLsChzT/jxVVSOXeBkYJoEmIcmVjL8w9MCuNC5JkiRJUr8lmclw4udHwA7AvlX1SP+i6j+TQJIkSZIkaaOR5CvATwPXANdU1aokD1fVz/Q5tL57Wb8DeClKclxbFHqs/h2TzN6QMUmSJEmSJAC+S7c49HRg69ZmBQy+HWyytgLuT7IIWAR8D9gMeCNwEPA4cHb/wpMkSZIkaTBV1ZwkWwDvBM5JshOwZZL9q2phn8PrK6eDTVKSKcAhwJuBGcCzwIPAP1XVjy0WLUmSJEmSNrwk2wDvolsfaPuq2q7PIfWNSSBJkiRJkjQQkuxQVY/2O45+cU0gSZIkSZK00UhyeZI9xuh+PMlvJ5m3QYN6kbASSJIkSZIkbTSSzAI+COwBLGd4Hd+d6N4adgXwqap6rm9B9olJIEmSJEmStNFJMhXYl551fKtqZX+j6i+TQOtZkhOq6jP9jkOSJEmSJKmXSaD1LMljVbV9v+OQJEmSJEnqtUm/A3gpSrJ0rC5g+oaMRZIkSZIkaW2YBJqc6cDbgO+PaA9w94YPR5IkSZIkaXwmgSbnRmBqVS0e2ZHk9g0fjiRJkiRJAkiyBfABYA6wDVDAfwL/CJxXVU/1Mby+ck0gSZIkSZK00UhyM7AAuKqqvtPaXgv8FnBoVb21n/H1k0kgSZIkSZK00Uiysqp2Xte+QfCyfgcgSZIkSZK0Hj2a5Mwka17clGR6krOAb/Qxrr4zCSRJkiRJkjYmc4GtgDuSPJnkSeB2YBrwrn4G1m9OB5MkSZIkSRoAVgJJkiRJkqSBkOSEfsfQT1YCSZIkSZKkgZDksaravt9x9Msm/Q5AkiRJkiRpfUmydKwuYPoYfQPBJJAkSZIkSdqYTAfeBnx/RHuAuzd8OC8eJoEkSZIkSdLG5EZgalUtHtmR5PYNH86Lh2sCSZIkSZIkDQDfDiZJkiRJkjQATAJJkiRJkiQNAJNAkiRJkiRJA8AkkCRJ60mSmUmWj2g7J8n7f4LHvCDJiiQXjGifn+R7Se5PsirJzUne1NN/bpLDJtj3kUnObp/nJNl1LeIZ83yTnJTkofZnYZLZPX2PJHnNKGPek+T4iY47yrgtk5wyTv8zY7RfmeSodT1eGzsryeE933uv39ZJ7mn348AkNyXZcjLHafvbJcnitr8dJ7mPI9r4JUkeSHLyJPczM8mxPd/nJ7l4Lce+JsmPkrxnRPvRSR5MctsoY7ZN8sXJxCpJ0qDz7WCSJL20nQRMq6rVo/R9oap+DyDJwcB1SQ6uqger6iMT7biqbgBuaF/n0L1p44HJBJnkCOBkYHZVPZ5kb+AfkuxfVd8ZJ4ZPTeZ4wJbAKcAlkxw/GbOAfYGb4Meu36HAsqr6nfb9znXZcZIpI+7xHOCLVfUnazk+dC8E+d/2fVPgMmD/qvpmkp8CZq5LTD1mAscCfzuJsUcDXwWOAXrv9buBE6vqrt6Nk2xSVd8CJpWokyRp0FkJJEnSBpLk91vFxdIk17S2zZNc0Spj7k/y9lHGpVX8LE+yLMnc1n4DMBVYNNQ2lqq6je6X/pPa2DUVL0kOb9U5i5JcmOTG1j4/ycWtguhI4IJWfbJjkhOT3NuqSK5N8soJTv8s4IyqerzFcx9wFfC7Pduc2c5vYZI3thjWVBa1436pxXlnkl1a+/Qk17dYlrR4zwN2bPG+oEpqlGt7cZKVSf4F2Kanb58kd7Tj3ZxkRmu/PcnHW5xfa5U9LwfOBea2Y87tuX6zgPOBt7e+V6Sn8inJcW1fi5NcmmRKa38myV8kWQIc0BPX4cBpwHuHKmWS/EF7PpYnOa21zWzn9VlgObBdz6m/iu4/A59o9+O5qlrZM25Be05vTbL9yGdmKL728TzgwBb/6a1t23avViU5f6zrT5f8+UPgdUle3/b7EWA28NftuZ+f5IYkC4Bb01Nxl2RKkj9v5700yalD+2jP5/IklyXJODFIkjQwTAJJkrThnA3sVVU/DwxNf/kQsKCq9gcOpku0bD5i3Dvpqkz2BA5r28yoqiOBZ6tqVlV9YS2Ofx+wS29Dks2AS4Ffqap9gK1HDqqqu+kqWs5ox/o6cF1V7VdVewIP0lVujGc3YNGItn9r7UOerqo9gIuBT46yj8uAU1uc72e4yudC4I4Wy97ACrpr/fUW7xnjxPUOYGdgV+B44E2wplLmIuCodrwrgD/tGbdJu2enAX9cVf8DfISu+uoF96OqFo/oe3aoL8nPAXOBN1fVLGA1MK91bw7cU1V79lbEVNVNdFUzn6iqg5PsA5wA/ALwi8CJSfZqm+8EXFJVu1XVoz37eJLunj6a5Ook85IM/bvwIuCq9px+vl3f8ZwN3NnO7ROtbVY7rz3oEmPbjRzU2mZU1ULg79r2VNW5dM/GvJ57tzfdvThoxG5OoqtEmtUTL8DF7fncHXgFcMQE5yBJ0kAwCSRJ0vpTE7QvBT6f5Djg+db2VuDsJIuB24HNgO1HjJ8NXF1Vq6vqu8AdwH6TiG+0aohdgP+oqofb96vXcl+7t2qcZXRJi90mGrAWru75eUBvR5KpdAmav2/X6lJgRus+BPgrgHaNnl6HY/4Sw9f2W8CC1r4zsDtwSzveHwGv7xl3Xfu5iMlPo4Jumtg+wL3tOIcCb2h9q4Fr12Ifs4Hrq+oHVfVMi+3A1vdoVX11tEFtatqhwEK6pNoVresAhqd2fa7tf13dWlVPV9UP6aYQ7jDKNnPpkj8A19BVBY3llpa4Gukw4NKqeh7WJLcADk63BtMyuudjfTyfkiS95LkmkCRJ688TwKtHtE0DhhIsv0qXdPg14ENJ9qBLzPz60FScn7C96Kp21ocrgTlVtSTJfOAtE2z/AF2yY0FP2z50VTtDaozP0P3H1VOtWmZDCLCiqg4Yo/+59nM1/79/T4Wu6uYDo/T9cIy1ntbFD8brrKplwLIkn6N7TuePs/nztP9AbFVDLx9n2+d6Po91jY4BXptkqPJp2yQ7VdWqUbYd9zx6teq2S4B9q+obSc6hS65KkjTwrASSJGk9aVUY305yCECSacAvA3e1X5q3a2vznAVsQbeez83AqUNrlvRM4+l1J92UmilJtqZLJC1cl9iSHEQ3debyEV0rgTckmdm+j7W20H/TrSMz5FV057opw9OXxnM+8PEkW7V4ZtElHHoXbp7b8/MrvYOr6r+Ah5Mc3cYnyZ6t+1bgva19SpItRol3LP/K8LWdQTclD7rrsnWSA9p+N00yUTXJ2h6z163AUUm2aceZlmS0qpnx3AnMSfLKNpXwHUyw8HSSqUne0tM0CxiaLnY38Bvt87yefT1Cl7iDbo2oTdvndT7vJD8LTK2q11XVzKqaCfwZ41cDjeYW4OQkm7T9TmM44fN4qyBzEWlJkhqTQJIkrV/HAx9uU3sWAB9ta+hMAf6mTU+5H7iwqp4CPkb3y/TSJCva95Gup5tKtqTt88zx3qjVY2iR4q8BH6SrOHpBJVBbn+YU4EtJFtH9Qj/adKprgDMy/EryDwP3AF8GHpookPamrCuAu5M8RJeMOq6qvt2z2auTLAXeB5zeO7z9nAe8uy2UvAIYWkT7fXTTf5bRTc/ataqeAL7cFgYec2Foumu7iq5S6bO05FNb4+cousTVEmAxbb2gcdwG7Nqu+bgLda85saoH6Kaa/XM791sYnua2Vtoi21fSJQbvAT5dVfdPMCx0C3GvbM/qRxmuAjoVOKHF85t01xe6e3ZQhheqHqrOWQqsTrcod+99G88xdNe+17WsexLo08BjdH9/lgDHtr9Xl9Mthn0zcO867lOSpI1WqsZavkCSJA2CJFOr6plWjfSXwKqeBX77KslFwH1V9Zl+xyJJkvRSZyWQJEk6sVWDrKCbpnZpn+MBIMnH6N54dUO/Y5EkSdoYWAkkSZIkSZI0AKwEkiRJkiRJGgAmgSRJkiRJkgaASSBJkiRJkqQBYBJIkiRJkiRpAJgEkiRJkiRJGgD/B7jixvkemBUvAAAAAElFTkSuQmCC\n", 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cx1Kznz/Ry3/3/TH0ehYL0GvMrBaOERFRAoi+xJSIiIi2MuOK/RCADyulnkt2f65ERD4HoFYp9RvJ7gsRERFZx5kTREREW5SxDKLQWGqztJb+1SR364qMJTe7oc9SISIiogwQ99Q3IiIiyhg3Qp9yv7Qc4L44tylNllPQl5/8XrI7QkRERInBZR1ERERERERElFRc1kFERERERERESZUqyzo4fYOIiIiIiIgo88h67sSZE0RERERERESUVAwniIiIiIiIiCipGE4QERERERERUVIxnCAiIiIiIiKipGI4QURERERERERJxXCCiIiIiIiIiJKK4QQRERERERERJRXDCSIiIiIiIiJKKoYTRERERERERJRUDCeIiIiIiIiIKKkYThARERERERFRUjGcICIiIiIiIqKkYjhBREREREREREnFcIKIiIiIiIiIkorhBBERERERERElFcMJIiIiIiIiIkoqhhNERERERERElFQMJ4iIiIiIiIgoqRhOEBEREREREVFSMZwgIiIiIiIioqRiOEFEREREREREScVwgoiIiIiIiIiSiuEEERERERERESUVwwkiIiIiIiIiSiqGE0RERERERESUVAwniIiIiIiIiCipGE4QERERERERUVIxnCAiIiIiIiKipGI4QURERERERERJxXCCiIiIiIiIiJKK4QQRERERERERJRXDCSIiIiIiIiJKKoYTRERERERERJRUDCeIiIiIiIiIKKkYThARERERERFRUjGcICIiIiIiIqKkYjhBREREREREREnFcIKIiIiIiIiIkorhBBERERERERElFcMJIiIiIiIiIkoqhhNERERERERElFQMJ4iIiIiIiIgoqRhOEBEREREREVFSMZwgIiIiIiIioqRiOEFEREREREREScVwgoiIiIiIiIiSiuEEERERERERESUVwwkiIiIiIiIiSiqGE0RERERERESUVAwniIiIiIiIiCipGE4QERERERERUVIxnCAiIiIiIiKipGI4QURERERERERJxXCCiIiIiIiIiJKK4QQRERERERERJRXDCSIiIiIiIiJKKoYTRERERERERJRUDCeIiIiIiIiIKKkYThARERERERFRUjGcICIiIiIiIqKkYjhBREREREREREnFcIKIiIiIiIiIksqR7A4Q0caKaRom/X74wiHLbdlsNpRl5yDX5UpAz5Jr0ueDNxwClIr72CynE5W5ebCJbEDPiIiIiIi2HoYTRBluIRzCl145hicvdlluK8flxO9ddwM+fNXVkDQfmP/LqRP4Udt5RDUt7mOvr6nBP9zzXmQ7nRvQMyIiIiKirYfhBFGGUwoIRqPwRcKW2/JFwni8qxN3bNuOqty8tA4oQtEYfOEwoir+cCIQjQKIf8YFERERERGtjjUniCguZ8bHcHx4CDETyyGIiIiIiIhWw3CCiOISiEbwUHsbZgKBZHeFiIiIiIgyBMMJIorb2fFxvDI0kOxuEBERERFRhmA4QURx84aCeLjjAmYC/mR3hYiIiIiIMgDDCSKKmwLwxtgoXh8ZgWaioCQREREREdFyDCeIyJS5YBCPdF7AXDCU7K4QEREREVGaYzhBRKa9MjSI02Ojye4GERERERGlOYYTRGTaXDCIh9rb4I9Ekt0VIiIiIiJKYwwniMg0TSmcGBnGqdERaEoluztERERERJSmGE4QkSXjvkU8cbETvnA42V0hIiIiIqI0xXCCiCx7prcbF6Ymk90NIiIiIiJKUwwniMiyab8fD7W3IapxW1EiIiIiIoofwwkisiymFF4eGsC58TEo1p4gIiIiIqI4MZwgooQY8nrxZHcXAtFosrtCRERERERphuEEESWEphSeuNiJntmZZHeFiIiIiIjSDMMJIkqY0YUFPN7VyaUdREREREQUF4YTRJQwMaXwTG83umamGVAQEREREdG6MZwgooTqn5/Dkxe7EOHOHUREREREtE4MJ4goocKxGB7pbMegdz7ZXSEiIiIiojTBcIKIVuWw2ZDlcJg6tnduFs/2die4R0RERERElKkYThDRquryC/Cxq69BtsMZ97GaUnikswOjCwsb0DMiIiIiIso0DCeIaFUOmw23NW7DodpaU8f3zM7g6Z6LiLL2BBERERERXQHDCSJalS8SQYHbjfe17kK+2x338f5IBA93XMDY4gJ37iAiIiIiostiOEFEqwpEwogphZvrG7C3rAJioo2zE+N4eXAAjCaIiIiIiOhyGE4Q0ar8kQiimoYiTxbe17oLbhPFMaOahp+0t2EuGNyAHhIRERERUaZgOEFEqwrFYghFowCAd9bV46rySlPttE9N4rm+Hmhc2kFERERERGtgOEFEa/JFwgCAitxcvK+lFR4Tsye8oRAe7WzHtN/P2hNERERERLQqhhNEtKbFcBgK+s4dtzZuw67SMlPtvDY8hBMjw9BYfYKIiIiIiFYR/2VQItoyFsORt/7/2vwC3L2jGW2TkwjFonG1E4hG8ZP287ipvsHUzh+UHJpSWAiHMOHzYSbgx2wggMVwGP5IBMFoFDFNQ0wp2ETgsNngcTiQ43Qh3+1GcVYWSnNyUJ6TgyyHM9lPZcvTlMJsIIAJnw9TAR/mg8G3zmU4FkNMaRAInHY7XHYbnDY7sp1OFHqyUJSVhWJPFkqzs5Hl5LncCEopLEbCmPD5MO33YzYYwEIotOZnze1wINvpRL7bjUKPB6VZ+mct1+WCiJnyxURERMnHcIKI1uSLhPSlGMaP3bu2N+GRznacn5yIu60zY6N4ZXAA797RxB/PKUYphWA0ivlQEJM+H7pmptE2OYmeuRlM+nzwRcIIRqMIRqOIxGKIaBpimgZNKSgAAsAmArtNH9S67HZkOR3IcjiR53ajNj8fO0vKsLe8HHUFhSjyZCHP5YLdlnmT96KahiHvPILR9Qd4AkFDYaGpZVOricRimAsGMen3oXN6CmcnxtE9M4NJvw/+SBiBSBSh2M/PpaYUNKUuOY/LAyePwwGP3YFctxv1BQVoLi7BzpIyNBYVoSQrC3kud0aey40SjkUxHwxhOuBHz+wMzk9OoGt6GmO+RfjCYQSiEYSiUYSv8Flz2Gxw2+1wO/TPWo7LhcqcXDQVl2BPWTl2FBejJCsbBR4PXHZ7sp82ERHRFTGcIKI1LYbDl/x3dV4eDre0omN6ClFNi6utmUAAj3S244baOhR4PInsJpmklMLwghdnx8dwanQEZ8fH0TE9hUA08taAdV3tAIgphVgshnAsBl8EmF22QcuZsVE8Lp2wi6AmPx/7yitxsLoGB6uq0VRcAqfdbmqr2lQ0EwjgD596Aucnx9d9jMNmw3f/ywdxoKra9OMqpRCIRnBufByvjQzh9ZFhvDkxjoVweN3ncvl5XLLyO+DM2ChEBHYRVOTmYn9lFfZXVOFgVTV2lpXDzUHwmmYDAbw5MY6ToyM4PT6K8xPjmA+FLH3W/JHIJbe/iXE829cDmwgKPR7sLi3HNVXVOFBZhX2VlShw87uXiIhSF8MJIlqTLxy5pEqEy27H7Y3b8XBHOy5MTcbVlgLw8tAATo+N4uaGRtg4e2LTKQCa0jAfDOLC5CSO9FzEydERDHnnsRAKbVhFEAV98Kwphb65OfTNzeGp7i5U5eVhT1kF3tPUjGsqq1GWkw2HLd0HtwoRTb/ivV4RTUPP7KypcCKqaZjwLeL48BAe7WxH+9QkJnw+xDao+Ozycznk9WLI68VTF7tQlZuHfRWV+rmsqkZZds6Wn02hlII/EkH//Bye6+vB0f4+9M7NYTrg39Ddi5bCjim/Hy8O9OHYYD9KsrKxo6gItzZuw22N21GXX4Ash4Oz2IiIKKUwnCCiNfkjl141FRHsKCrGbY3b0D07g/CyK6zrMRcM4pGudhysrkGuy5XIrtIVKADzwQCODvTjsa4OvDY8hIVQaMMGsVcSisXQNzeHgfl5PNvbjX0VVTjc0oI7GrejIjdvy4VX3bMzcd1fKYWZYADP9nTjx+1tODs+hlA0mpSSsxFNw4B3HkMLXjzT241rq2vwwd17cXN9I/Ld7i05AA7HYjg9NoqnurtwpPsiJnyLcQVWiaQphUm/D5N+H06OjuAH58/h7h3NeM+OZuwpL8+AQJCIiDIFwwkiWpMvEnnb9p92mw2HW3biqe4u9MzOxt3mSwP67Il31tVvyUHLZtOUgjcUwkuD/fhR23m8MTYCbyiU7G69RVMKgWgUx4cHcWZ8FA93tOO+nbvxrm07UJqdvWVCiu7ZaSilrviZWKoPcmJkCP9+9jSODw29teVvsi2dy6MD/TgzPoYba+vw0asP4JrKarjs9i3xeQ9Go+icnsIDbW/ixf5eDHu9KbVHUUTT0Dc3h2+ceh1Hui/izu078IHde9FYUAgnl+QQEVGSMZwgojWtnDmxpKGgEHfvaMY/v/5a3D+8p/x+PNrZjmuqqpHNyv8bKqppODs+hv948yye7e3BXDCQUgOllYLRKF4fGUbb5CSO9vfhw/v247rqarjsmf8/VSMLC/BHI8hxXn5G0aTfhx+2vYnvnzuDcZ9vQ5cHWOENhfB0TzcuTE3i16++Bu9r3YXirKxkd2vDKKUw4fPh4Y4LeKDtTfTPz8Vdl2czaUqhd24W3zl9Cq8ODeLDV12Nu3c0b9mZLkRElBoy/xcfEZnmW1FsbUmWw4F372jC412d6J+fi6vNmNJwdKAfb06M47rqGv4Q3gBKKUwH/Php+wX85/lzcS8ZSCYFwBcJ46nuLpydGMMv77kKH9i9FxU5uRk9i8IbCmFo3ovW0tJVb49pGjpnpvHV117Fc309CMSxG0iyaEphYH4eX3rlGNomJ/C71x1CfUFhRp1HpRTCsRheHxnGv54+hVcGBxCMc6vlZIpoGs5NjOPzR5/HiZFhfHz/NWgpKYVji9cLISKi5GA4QURr8kciq15pFxG0lpTh5voGDJ/3xn2FcGxxAUe6u7CnvPyKV4opPppS6JqewrdOn8QTXZ1rBkypTkGfTfAvJ0+gbXIS/+26Q9hZWpaxgyZfJIxB7/yq4YSmFE6NjeIrr76M48NDiKnUvSK/Gl8kgp92XIAvEsEfHLoRzcUlGRNKekMhPNrZjm+9cRID3vmUnclyJQvhMB7uuIDumRn83vWHcFNdA1wJ2tqWiIhovTLzVx4RJUQwElnzx7bH4cD7d+5GRU5u3O0qAEd6utE5NWWxh7RcKBrFsYF+fPKZp/Hghba0DSaW80UiONLdhT995giOdHchHIu9rQ5KJlgMhzEwP/e25xbVNLw2PITPvfAsXhkaTLtgYklE03Ck+yI+f/R5dM1Mp+0gfommFEYWvPjyqy/jr185hr75ubR/ThFNw+nxUXzm+Wfx/TfPwh8JZ+RnjYiIUhfDCSJaU1RpCF9minJrSSlubdxmqu3xxUU81tUR944ftLpQNIonu7vwf158DmfGR5O2C8dGUAAuTE7gL186ip9cOI9ANP1Dl5XCsRiGvF5EtJ9/HhSAM+Oj+MuXXsSFqUmolK4YcmUxpeHlwQH80+vHMbq4kOzuWNI9O4O/efkYfnD+bEoVmE2EoQUvvnriOL5z5o2Me25ERJTaGE4Q0Zpimrrs2vZspxOHm1tQlp0Td9sRLYbn+3vROT3Fq3MW+SNhPNjehi8efQHdszNpPoRdnQIw6J3HX798FPefPYPAKjvJpLtB7xwWQnoRWqUUemZm8LevvIRzE+Npf1V+SUwpPHGxC9889ToWQqG0O4eaUuicnsIXj76ARzrbEcrQcHU64Mc/v/4avvnG61gMp995IiKi9MRwgojWpBnbFq7FJoI9ZRV4Z129qSJ3/XNzeKa3O60KyKWaYDSKn1xow1eOv4wJvy/Z3dlws8EgvnHqBL5z5lRGLFtZbsjrxUJYv1I95ffj66dew4mR4YwJJpaEYzH8tOMCftbbndI7Wqymc3oKXzz2Io4N9mfU7KTVLIbDuP/saXz79CkshlNju1oiIspsrHZERGuKKe2y4QQA5LndeH/rLhwb7MeU3x9n+wqPdXbgnqYWtJSsvksBrS0UjeKJrk78w2uvYnIDgwm7CGzGv2ynCwVuNzwOB9wOB+xiQygWRTAahT8SwXwoiEhMg4JCTNM2ZBbHTCCAr514DS67HR8xp5YiAAAgAElEQVTbdwB2ux2ZUF5xeMGLhVAIMU3Djy+cx6OdHQkZvL/t/HmM82fXz19EiyEUi8EbCmI+GERUU9CUBk1t3EKSuWAQ//rGSewqLUNraVnKnz+lFIa8XnzplWM4OtC3IYGRAMZ5ssFuE+S53Chwu+F2OOC022ETQTgWQzgahTccgjcYQtQ4Txv1WfOGQvjmqZPIdbnxkX37M7YgLRERpQaGE0S0Jk1TCK1jy8IDVdU4VFOHx7o64n6MQe88nrjYhR1FxbDzh++6aUrhxYE+fPn4SxsSTOS5XCjLyUVtfj72lJWjqbgENXn5KM7KgtNuf2vAKxBoSh/MRpWCPxzG6OICBr1enJ8YR/fsDMZ9i5jy+xN6ldwXCeMbp15HvtuD97fuhMue/v9zthgOo39+Dt5QCA+cP3fFYHAtAj00rMjJRXVePq4qr8D2oiLU5OWjaJXzp6AQUwrRmAZ/JIzhhQV0TE+ibXJSP3+LC1jYgCvnndNT+P65M/j0zbfBneI7Q4z7fPi74y/jxf7EBhN2EZRkZaMiNxfbiorQWlKKpqISVOTmItflgtNmg01sb81M06CgaQpRTYM/GsGkbxHds7O4MDmBntlZjCx6MRMIJPSzthAO4V/fOInK3Fzctb2JAQUREW2Y1P41QERJFVMKoXUsuch1uXBf6y4839cLXyS+QUwoFsPTPV14f+tONBQUZswWgxtJKYW2yQl8+dWXMeT1JrTt8pwc3FBbh1vrt+HqykrU5RfAabfH1cae8oq3+jkfCqF9ahKvDQ/hxf4+nJ8cT9g6/QmfD3/36ssoy87BLQ2NppYWpZpvnz6FSCyGvvm5uI8VAFV5ebipvgHvrGvA1RWVqM7Lj3swuae8Au/e0YSYpmHQO49ToyP4WU83Xh4aSGiBxIim4dm+Hhxu2YnrqmtS8rOvlEI4FsP9Z9/AI53tCRv0O2w27C2vwC31jThYXY09ZeUoysqOfwZJWTlua9T76Q2FcG5iHCdHh/FMbw/apyYT1t/hBS/+9pWXUF9QiN2lZSl5roiIKP0xnCCiNWlKIRS98kDSJoL9lVV4R10dftbTHff04oszM3impxsfufoAXHEOhLei4QUvvnL8ZXROJ2YrVrsIavMLcNf2HXhv6y7UFxQg3+W2PAARERR6PDhUU4uDVdX4wO69OD02gh+cP4cz42MJGeiOLi7gK8dfRlVuLlpKStN+0PTG2GjcxzhtNtQVFOAXmltxb3MravLykON0WX4t7DYbGguLUF9QiNsbt+P85ATuP3sax4cHExZSjC0u4uHOduwqLUOe252QNhMpqmn4accF/OD8uYQM9PNcLlxTVYNf2rUbB6qqUZ6dE3f4txoRQYHHg3fW1eNQTS1+ceceHB8exANtb+L8xPhlCxuvV/fsDL524jg+f8edKPRkWW6PiIhoJYYTRLQm7QpbiS5Xkp2N97bsxInhYcyFgnE9TjgWw08723HXjibUFxSa6eqWEdU0fO/cGTzX15uQ6eVZDifuaW7GR/cdwJ6y8g1ZWiMicNrtqM7LQ3VeK25p2IYnL3biW2+c1Hdrsdj+uYlx/P1rr+Kzt92BUhM7x6SzPJcL9+3cjY9efQDbCos2ZPaITQRFWVm4qV6fjfFQxwV8/fXXMJKA7UA1pfB090V8YNce7K+sSkBvE0cphTcnxvHVE8cxEwhYbm93WTk+um8/3tPUjLwEhH+rWfqs1RUUoK6gALc0NOKHbW/i/rOnMeGzvvzr+b5e/LDtPD7GIJmIiDYAFw4S0Zo0Y0rzet1U34irKipNPdbFmWk809vDLesuI6ZpeLa3Gw+1X7AcTNhE0FBQiE/dfCs+ddNtuKq8YtNqfuQaA+q/e8+9+MVde5DjdFlqT1MKz/Z24ycX2tZVIyUT6DvllOPzd9yFP7rxJuwoKt6UZS15bjc+tHsv/uKOu7C3vDwhhSznggE815d6n31vKISvnzqBQe+8pXZynC784s7d+Os778Yv7dqDfLdn02b4lGXn4DcPXIu/uvNuHKissny+AtEIvnv2NM5PjKfc+SIiovTHcIKI1hRvOJHvduMXd+2G0xb/FbVgNIrHuzq2xHaYZiilMLK4gH85eQLjvkXL7e0pK8cX7rgLv7znKhR5Nm+wtMRhs6GluBT/6+bb8F8PXot8i1P6Q7EYvnvujKllEenGJoJDNbX4P7ffiXubW5HnshbuxMvtcODm+gb8r5tvR1NxieX2IpqGlwYGMB2Ib7efjRSJxfCT9ja8NNBvqZ1spxO/ceAgPnPbHdhZWrbpRX9FBB6HAzfVN+Ivbr8T11XXWA6xBr3z+N65M6YLthIREa2F4QQRrUlTCpE41lkLgOura3FtdY2px2ufmsRzvT0JrTSfKWJK4cELbTgzPmapHZsIDlZV43/fejsO1dbBYbMlrU7D0jr539h/EH9w6EaUZGVbam9kwYtvnz6FCd9ixl7VddhsuL1xGz5727uwr6JS33EjCefPbrPhmqpq/I8b3onqvDzL7fXOzeL02GhKnDelFDqmp/C9s6fhi0RMt1OclYU/OHQjfuvAQeRu0DKO9bKJoLW0DJ+7/U5cX11jeQbFiwN9ODrQvyFbqhIR0dbFcIKI1qQp/QrieokIynNzcLilFTlOZ9yP54tE8EhnO6Y5e+JtOqen8GB7G2IWBwMtJaX49M234UBldcoUj8xxufDB3Vfht645iFwLswA0pXB0oA/P9fVmbMB1sKoaf7iJyzgux2Gz4bbGbfiVPfvgEGs/J+aCAZyfnIgrDN0o4VgMP2x7E71zs6bb8Dgc+PBVV+Mj+/Zbek8nkk0EzcUl+O+HbkR9QYGltqb9fjzY3oa5oPVaHEREREsYThDRmhQUIlp82z7axYZ3b29Ca0mpqcc8PTaKlwYHUuIKaqpYDIfxwPlzlrcNLc/JwScOvQNXL11xT1D/EiHX5cKv7r0aH9y9Fx6H+VrNwWgU//nmWQwvJHaL1VTQWlKKP7rxJrQUl6RMsOS223Hfzl24tsba1XgF4MzYGLxxFtNNNKUUThpbp5r9BnLYbPgvO3fjo/sOwONwpsy5AvQA+ZqqGvzXg9ejwMJSKgXgpYF+vDE6ytkTRESUMAwniGhNmlKIavH/8CzOysJ7W3aaGqwEo1E83NGOhXBitipMd0tTzJ/s7kJMmb+qnOVw4qP7DuCWhoaUGiwtl+d24+P7r8H11bWW2umcnsJjXR0ZNXuiwO3GR/btx4HKqk2vW3A5IoLqvHzc17oLuS5rdUPaJicSsiuGFYvhMB5qbzNd10UAXFVegY/vvwbFWam53abLbse9TS24sa7e0uybxUgYj1/sZO0JIiJKmNT5hUNEKUcphZjJAd5tjduwu6w8/scEcHZiDC/09/GKHPQp5o91tlvaBlAAvKOuDr+85yp4HPEvt9ksAqAqNw+/eeAgavLyTbcTiEbxxMUu9M7NZsQMHJsI7m1uxb3NLSkVTCyxieBd23ZgZ6m52VJLZoNB9M/NJahX8VNK4fzkhKVtevPdHnx8/0HsKCpO2RAQAAo8Hnxk336UWAxQjg8Pon1qMkG9IiKirS71fuUQUcpQgKmr9UtXU+9tboHbHv/OHfPBIB7tbOd6ZgB9c3N4ob/PUhslWdn46L4DKXsldzm7zYbra2pxb3MLXCbeO0s6p6dwbKA/JWoYWFWfX4AP7t6LArcn2V1ZU4HHg9sat1lqQ1MK3bMzCepR/EKxGJ7q7jK9a4gAuL1xG95RV5fSwcSS3aXluKXB2jmb8vvxQn+v6RCbiIhoOYYTRLQ2BcRMLOsAAKfdjnubWrGtqNjMw+LYwABOjWb+tpCXE9M0PN17ESMW6ifYRPCepmbsr6pKiwEToG9V+Uu79mBbYZHpNqKahkc72zHtT53tKc1w2+14T1MLdpeVp/T5s4vghtp6SwGYpjRcnJ1O2myXvrlZvNDfa/r4ytw8fGD3XhR5Uj8EBPStn+9parY0eyIci+H48JClmV1ERERLGE4Q0ZqU8X9m1RUU4N3bd5ha1xyIRvDTjrYtvZ553OfDSwP9CMWxY8pKVbl5ONyyE7nO1NgxYL3qCwpxuKUVDgvLGLpnZ/DayFACe7X5avLz8b7WnZZmkWwGEUFVbi5aS8pMt6EADM17k1IrRFMKz/f1YnzRXK0JmwiuqarG/sr0CQFFBPsqKrHdRIC8XMfUVMYsoSIiouRiOEFEl2XlB6dNBPc0tZretu614SGcGB7akj96NaXQNTOFcxPjptuwieD6mpq0GjAtcTsceNe2HWgsLDTdxmI4jGd6uhGIRBLYs811e8N2NBSYfw02U3FWNnaXlVnatWMhHMJ8EnbsmPL78NJgPwImw9BclwuHm1uRbWIL5WQqyc7BddW1cNrMh1/zoSBOj41mxBIqIiJKLoYTRLQmZfyzor6gAPc0tZi6Aj4dCOCRznYshMMWe5F+IrEYXh4cgN/CwDrb4cRd25tS/qr7agTAtsIiXFtVA7vJYEVTCm9Ojie1joEVhR4Pbm3cBreFrVU3k9Nmw/aiYktFV0PRKOaCmxtOKKPWxYVJ84Udm4pLsK+iMoG92hwC4PqaGkvb9wLAydHhLT3LjYiIEoPhBBFdnsV0IsvpxL1NLajNj3/3BU0pPNPbjQuTE1tu9sRiOIxXhgYttdFSUoqrK6oS1KPN53Y48K7tO1DgMV8Icmjei7PjY2m5rei+ikrsLC21tN3jZhIR1OUXIMdlPpwIxjY/nAjHYjg5MoIZCwV4b6pvQFEaFJxdzfaiYpTn5Fhqo2tmGlN+1p0gIiJrGE4Q0YZrLS3FLQ2Npq6AzwaDeLizHWELdRfS0fnJCYwtLpg+XgDc0tCYFjt0XM6+8kprhTGVhtdGhuBLs9k3LrsdV1dUojgrO9ldiUt1Xp6lpQ2haAzeUCiBPboyfySC48Pmg8AijwcHKqpM7UyUCnJdLuwqNV8rBNDD1I7pqQT1iIiItiqGE0S04Rw2O97fugul2eYGWi/09+LC1OSWmT2hlMKp0RFLg7QCjwdXlVekzZKAteS5XbiuutZSG2+MjmImkF7b0ha43biuujZtZk0sKc7Kgstu/j0X1TQEo5tbI2TQO4+LM+aX/tTmF6CxsCjt6ros8Tic2FZkPgAEgEAkgo7pqS3zHU1ERBuD4QQRbYqm4hK8e0ezqcHWhM+Hn3Zc2DJrmheMq5BWZovU5hegqaQkgb1KDpfdgWuqquC2MOCdDQbQNjWRwF5tvIqcXOwus3Y1OxnyXG5kWQjENKU2vbDi6bFRLIbNBYECfWeZqry8xHZqE7nsdtTlF5iu7QIAoVgM/XNzLIpJRESWMJwgok2R63Lj3uYWVOTkxn1sVNPwdPdFdM1Mb4krc+O+RfTNzZo+3iaCHUXFqM5N3wHTEpsIGgqK0FBobscXAAhGozg1OpLAXm28naVlyE6z7V8B/XxZWdahKQ2RTVzCFdU0nJ+cML1Lh9vhwM6S0rQsOrvEJoLS7Gzkuqy93yZ8i5izULeDiIiI4QQRbQoBcHVFFW6orTN1hW50cQFPXuzK+NoTSilM+nwYXvCabsNlt2NnaRnsJnZISUVlOTmoyze/nWZU03BxZjqt6k7sLis3tcNNKrCyrCOm1KYWL532+9E/PwfNZOjpttuxvbg4wb3afLkut+UwbCYQwHxwc+uFEBFRZknPXz5ElJbcdjvu27nL1O4LCsCR7i70zc0lvmMpJKYUBubnsGhhIO2y2bGzpDSBvUqufLcb9QXWpp2P+3wYtVBgdDM5bXY0F5dYer7J5LKb/2mhlP4Z2CzjvkVLhWfddoelgq2pIsfptDTjBQDmg0F4w5u70woREWUWhhNEtGlEBFeVV+CW+kZTxw8tePFIhu/cEYnF0G2hOB8A5LndaCg0P9Mg1dhE0FxcgiwLg6dpvw8jC+kRTpTn5KA4OzttCyymSxFPpRQmfD5M+MxvgVmUlZX2O+IA+pbPHovFc73hUFrNTiIiotTDcIKINlW+24N7m1tR5In/B304FsPPei+ib242Y2tPRDQNffPWZofU5Rcgx+L68VTTWFiELIf5cGI+FMLY4oLp6fubqSw7B7lpWG8i3UQ1DcMLXkuFdstzcuC0pW+9iSUOm93yMqJAJILFcDhjv5uJiGjjMZwgok1lE8F11TW4rqbG1BXW7pkZPNvbg4iWmbMnwrEYBr3zltqozsuDO40L9K2mKjfP0pXdqKZhyOtNi1k3ZTk5losT0pWFYzEMWAwCy3Ny07Y2yHIOm1iuUaMALIRCaREAEhFRarI2h4+IyIR8txuHW3bi+NAQ5kPxrVGOKYXHujpwT1NLRi1dWDIfCmIhZK2oXGVeXkZczV2uKMuDfLfbUhuji16EolHL09c3Wml2dsbNfElFES2GIYtB4KTPh8e6OtJ6tw5ADxVmA9Z32vBFItCUQnq/GkRElCyp/QuNiDKSiOCGmlpcW12NZ3p74j6+Z3YWT1zsxG9fc63pq30i0LcQSbGLfOOLi5av7lfl5qX9YGklh82Gqtw8nJ+cMN3GWAJe241mE0Gh2wNnBlyNT3WRmIbRxUVLbbw40IcXB/oS06EMEIhGOHOCiIhM468fIkqKQk8WDjfvNFUhPhCN4Gc93Za220zVYoNTfh+iFpasOGw2FHo8aVOUcL1sIijNzrbUxqTfl/LhhMNmQ57bnbLvz0wSikUxE/AnuxsZJRLTUi3vJSKiNMJwgoiSwmGz4ca6OlxTWQ0zw7A3J8fxYn8/IiYHm6m6TeNsMICoppk+PsvhQLbDmXGDW4Gg0EQR1eVmA4GUr1XitNksL1+h9ZkNBBGKpvb7Id3ElAbFeIKIiExiOEFESVOanYP3NDWbWl8fjsXwaFc7Jv3mrnzaRUyFIhttPhiyFE54HA54nJm3Ys8mggKPtUF7MBpN+a0OHTY78lwMJzbDXCiAmDL/WaO305RKuaVyRESUPhhOEFHS2ERwx7bt2F1aZur48xMTeKG/x9TWdalaYX8xHEbMwpptj8NpacvNVCUiKHB7LLWhKQWvxWKjG80mArcjs+qFpKr5YBCaxpF0QvHlJCIiC1Lz1zkRbRklWdl4b8suU7tL+CNhPN7ViUm/L+5jHTZ7Si59sFpQzmW3w23PzJkTVnewUErfTSCV2UTgyLCdVlLVYjhiKQgkIiKixGI4QURJ5bTbcXNDA/aUxT97QgE4PTaGV4cGEYtzKYTTnnpff0opBCLWwgm7zQa7LfVCl0RwWRy0K+ivbyoTSd1ZPZkmEI2YmnVFREREG4O/gIgo6Wry8nH3jmZTyxF8kTAe6WzHTCAQ13FOmz3lak4owFK9CUCvpWGXzPtqFwAOi4GSAhBO8YKYNgjDiU0SjEbAvSWIiIhSB38BEVHS2W023NPcgsbCQlPHvzY8jBMjQ3FdBXXZU29Zh1LK0qwJQF8WkKkzJ5xWB+0KiKb4VqIQZNw2sKkqEtM4c4KIiCiFMJwgopRQmZuHwy2tpgZmvkgYP+24gIU4dmJw2lNx5oSyfCXXJpKxg1u7xXBCAawxQG/hTh1ERESpheEEEaUEp82GO7ftwPbCoriP1ZTC6yMjeG14/bMnXHY7kHLxhMDqBqcKeuHHTJSIjRUyNbih+Gma4qIOIiKiFMJwgohSgoigobAIdzc1G8FBfGaDATzW1YG5YHBd99eXdcT9MBsqEbMeNE3L2CvCVpdkiFiffUGZw2azGgUSERFRImXefnNElLacNhsON+/E412d6J2bjfv4F/t78ebkbtxc33jF+7pTcFmHwPpODTGlMnLpggIQSUAxSxabpCV64Vjz3wI2EVTn5SHbaW2L20xSmpPD2UlERGQawwkiShkigu1FRbhrexO+cepE3FOu50MhPHihDddV18LjuPzXm8vuSLmCmCICj8MBm4jpwpgxpeLeVjVdRCw+LwGQdYX3BW0dTrvN0uwpl92O3732EK6rqU1cp9JcoccDp4mZb0RERADDCSJKMQ6bDfc0NePhzgsYW1yM61hNKRwfHsLpsVEcqqm9bPiQijMnACDL4bQUTkS1mOVBfCpSSiEYjVpqQ0R4lZvesvRZMyuqaSjNzsGOouIE9oqIiGjr4vxWIkopIoLmkhK8Z0cz7CYGDuO+RTza2YHFK+zc4Xak3swJAMh1uUw97yXBSBTBSCSBPUoNmlKYX2c9kbUIBDkuhhOky3G6LIcT4ViM25ESERElCMMJIko5WQ4nDrfsRHlObtzHakrhmd5uXJydvuz9UnXmRIHHY6loYzAWRcDiDINUpAB4QyFLbThsgnyGE2TIdVsLJwAgEI1Y3v6XiIiIdAwniCjliAiuKq/AzfUNpo6f9PvwUPsFRC+zvCFVZ04UebIsFW0MRCIIRCIZdzVXUwrzIWszJ3JdbrhZc4IMRZ4soyimefPBILRE7HFLREREDCeIKDU5bDa8r3UX8t3uuI/VlMKxgX60T02ueR+33YFU3EiwNDsbTgvhRDgWw0I4nHHXcpVSmA0GLLVRnJUFp43F+khXnJUFh83ad8Ck33fZEJSIiIjWj+EEEaUkEcGe8nLcsW27qQhh0DuPRzrbEVij/oLDJpZCgI1SkZtrqdq9AjDhW0QkZn3bzVQSUxpGFxYstVGekwsXdxIgQ77bjVxX/OHncpM+hhNERESJknq/zImIDPkuNw4370RJdnbcx0Y1DU91d6F/fm7V20UkJaf4F3k8yLM4YBpdXEBEy6xwIhCJYsrvt9RGRU4Owwl6i9NuR0Vu/HVtlpvgzAkiIqKEYThBRClLRHBjbR0OVtWYmj0xMD+PJy92rbotp00EbkfqDVRddgfq8gsstTGysIBwhs2cGFtcRCBqbReSmvx8eFIwkKLkcNnsqM3Lt9TGkHfe8vuSiIiIdAwniCilZTmduK91F7KdTlPHP9XdhUHv/Nv+bhOBx556A1WnzYbGwkJLbQwveBHMsB07hhfmEYqaD1zcdjuqcvMsFRulzOKy21FfYO2zthAKYXjBm6AeERERbW38lUZEKe9gdQ0O1daZOrZvbhaPd3W8rQaDLUWXdTjtduwoKrHUxqRvERM+X4J6lHxKKVycmYE/EjbdRqEnC5W5eSm5Qwslh9NuR2NhIewW3hOhWAzdMzMJ7BUREdHWxXCCiFJecZYH72vZiQITO3eEYjE83tWJIe/8Jdtrpmo4YRdBfWEBcl0u022EYjF0TE8lsFfJFY7F0Ds3i5CFpSql2dmozstLYK8o3dlEUJmbZ6qmzZJgNIrO6alVl44RERFRfBhOEFHKs4kNtzRsw57yClO1J9omJ/DiQP8lAwhJ0WUdIoKKnFzUWFgLH47F0DE1eUkYk85mAgEMe61NnS/PyUVFjrXih5R5KnOtfdaimoaO6SnMBYMJ7BUREdHWxHCCiNJCgceD97fsQpaJ2hMKwE/bL1yy24NNJGWLI1bk5GJbYZHp46Oahs7paXhDoQT2KjmUUhhZXEDf3KzpNlx2O3aVlsKVouebkqcsOwf1BQWmQs8lA/Pz6Lfw/iQiIiIdwwkiSgsC4OaGBuwtqzB1fOfMFI50/3znDhtSN5zIdbuxq7QMbgvbXg5459Azm/5r4WNKoXN6ChN+8zU03HY7rq6ssjQApczkdjiwt7zSVOi5ZNy3iI7pKcS4pSgREZElDCeIKG2UZufg/a07keWIfyDhj0Tw+MVOjC4sQCllzJwwPyDZSALgmqpq5Ls9ptsYX/ShPQMGTMFoBMeHhyy1UZadg5aS0gT1iDLNgcoq5Lnir2ezJKppODrQlxEzlYiIiJKJ4QQRpQ27CG5t3IadpeYGmqdGR3B8eBDaW+GE+ZkJG21XWRmqLayFj2gxnBgewkLY/A4XqWDc58PZsVFLbRyoqkaRx3zQQ5ltW2ERtheZX0YFACdHRtA/P5egHhEREW1NDCeIKG2IUV3/nqYWZJlYkhHRNDzY3oa5YDCla04AQK7LhXfW1Vtq45XhQQyk8YBJKYUX+notLelw2uy4rroGOU7zu59QZstxOXFzfaOlZT9zoSCe7rmY9jOViIiIkonhBBGlFZsI7ty+A9uKik0d/+bEBI4O9KX0sg5AH1TfWFdnaUvRGX8AL/T3JrBXm2suGMRLg/3wRyKm26gryMfe8grYhBUnaHVOmx0Hq6stbSkajsXwfF+vpcKtREREWx3DCSJKO1W5eXh/y044bfF/hXlDQTzS2YGZQCClZ06ICJqKSnCgssp0GxFNHzCNLiwksGebQ1MKZ8bHcGZ8zHQbNhHsLavA9qJiCMMJWsPPP2vVlmZPXJyZxlPdFxGKRhPWNyIioq2E4QQRpR2X3Y7bGrdhR3H8sycUgNdHhnBmfAwuC7thbIay7GzcXN9oagnLko7pKTzb14OoFktgzzbeYjiERzvbMRMImG4jx+nC7Y3bLe16QltDoceDm+sbkGNhplJE0/BwZzsuzqT/LjlERETJwHCCiNKOiGBbUTHu3NZkauC5EA7joY42S8sFNoPNZsO7tu9AbX6B6Tb8kQh+cuE8RtJo9oRSCq+PjODFgT5L7bSUlOD6mlrOmqArEhHc3rgd2wvNLRdb0j0zjX8/+wZ8aV6IloiIKBkYThBRWnLYbLinqRk1+eZ2tHh5cACPdnUkuFeJV5uXj3dt226pjfOTE3isqyNtivXNBAJ4oO2cpVkTDpsNd+9oRnF2VgJ7RpmsLCcHdzc1W6pPElMKz/b24OmebkRi6TVbiYiIKNkYThBR2mosLMK9Ta2mBhOL4TDaJic2oFeJ5bDZcE9zC2pNhjCAXqzvB+fP4fWRYWhKJbB3iReMRvHTjgs41t9vqa/NxSW4tXEbXPbUrStCqcVps+Gu7TvQWmJuq+Il0wE/vnriVZwaG4FK8c8bERFRKmE4QURpy+Nw4F3btqPOwrKHVLdUrO/eplZTBUCXDHm9+OYbJzG2mLrLO5RSODM2iu+/eQb+qPklNx6HA3du34HGgnga/64AACAASURBVEJLBQ5paxERNBQU4heaWy0Xy+2ZncE/vvYq+ubnGFAQERGtE8MJIkpbIoKdpWW4tWGbpYF7qstyOvGhPXuxrbDIdBuaUniurwffPHUSvkg45QZMSin0zM7gK8dfQd/cnKW2mopKcN/O3XCyECbFyWm3476du7C3vMJSOwrA8aEhfPaFZ9E9O5NynzerNKVSfhYWERGln8z9NU9EW4Lb4cDhllZU5OQmuysbqrGwEL+0ew8cFkIYTSk82H4e3z17Gv5IJKUGTENeL7564jheH7W29MRtd+ADu/egJs/8Mhja2ipycvFre/ch2+m01E5UaXhpoB9fPPYCOqen0qbmy1oUgKimYcg7j6MDfeidnU12l4iIKMMwnCCitLe7rAy3NW5Ldjc2lEDw3pZdOFRTa6md+VAIXztxHN85cwqBaPIDCqUUhrzz+NIrx/BoVweiFgZwAuCG2lq8p6k55beJpdRlt9lwe+N23NvcCrvFnV5iSuGF/j788dNP4plevUhmsj9z8VBKIaZpCEQiaJucwNdOHMcnnnwcn3zmCLpmppLdPSIiyjCsFEZEac/jcOLe5lYc6b6ICb8v2d3ZECKC8pwc/NY116Jvbg7DC97/n737Do7jPNNF/3RPHgxyzkQGmHOOClSwJUq2LMmWs9e73muvN5w9e87WbtXx3ntP3Xtq771nvV6vw7GtXa9kZSuLEkVJzAQTAJIgQABEzmkwAZOnu+8fA9C0rACS3eiZwfOrYqnKor9pQD3d/T39fu93y2N5w2H8sukCZsNhfGX1WhQ6UnXZblOSZbRNTuBfzjXiSF/vbQUTAFCUmoavrVmHHHuKSkdIS1WaxYJvrV2PtolxtE1N3tZYsqLgyuQE/vdjH+Dq1CQerGtAaVo6DHG8FE1RFHjDYYx4Pbg4PoYjfb1onRjHpN+HsCQh02rV+xCJiCgJMZwgooQnCgJW5uVjR1k5Xu1oT9q10KIgYGdZOb6wfCV+dK7xtsrEXaEgftF0Ht1OJ76zcTPW5BdAFIRFCSkURUEwGsW7Pd34yfkz6Ji+/TewoiDgkeUrsL20/La2giQCYmFgbXYO/njDJvz9B4cxGw7f9pgjXi9+eKYRx/r78djKVdhfWY00i+X65+nlxkqOkBRFx9QULo6PoWlsBE2joxjyuHU7NiIiWloYThBRUkgxmfBAbT1ODvZjwpec1RMAYBBEPLpiJbqc03j7Wiek2whiJEXB+3096HJO43MNy3F/dR3K0tNhNBg02eVCURQEohF0TE3juSuXcainC65g8LbHNQgC7qioxBeWr0zqxqi0+O6oqMLXnNP4VXNsGdTtUqCgaWwEXc5pvNR+BfdW12BnaTnyUxxwmM2LFlLMB4SeUAgzwQD6XS40j42geWwUQx4PXMEAAtHoohwLERHRPIYTRJQUBEHApqJibC4qwRtdHXofjqYKHKn4s81bMeB24fLE+G2NJSsK+t0u/PDMabzZ2YEH6xqwu3wZ6rJzVNvtQlEU+CMRtIyN4nBvN97s6sCU36/K2ABQnZWN72/ehiI2wSQVCYIAh9mMP1q3EcNeD1692g61arK84RDODg/h3PAQytIzsLGoCBsLS7AqPx8VGZmwGo2qBhXzyzSGvR4Mud0Y9LjR53aha3oKXc5pOAMB1T6LiIjoVjGcIKKkYTOZ8FB9A47298KrQhl2PKvOysZfbt2Ofzj6Afrdt7f1JhALKTqd0/jns6fx3JXLWJWXj+2lZViVl49sux0OsxlWowkmUfzESZOsKAhLEgLRCGZDYYzOetE0OoJTgwPodE5hyu9XddlNXkoK/nzLdtTn5Ko2JtGN0q1WfHfTVriCQRzv77utaqUPUwD0u13od7tw8FoXcux2ZNvsqMjIRG12DopT05DnSEG6xQqTwQBREGAQBAgQoECBosSqMWRFgSQrCMsSZsNhuINBTAf8GJv1YnTWi7HZWTgDfnhCYXhDIcyGQ4gk+O4hRESUfBhOEFHSEACsLSjEtpIyHOq5pvfhaEoUBGwvLcdfbt2O/378KCZVagQaliQMetwY8rjxTncX7CYzqjIzUZmZhQJHKvJTUpBqscJiNMBiMMAgiIjIMsJSFMFoFDPBIMbnJkRdTicG3S6EJUnVCd28DIsV39+8DfuWVbDPBGmqMiMT/3XHbgQiEZwdHlKtguJG/kgEA243BtxutIyNXu8BIwCwm0xwmC0wGwwwGwwwiSJkRUFEliHJMiKyDH8kAl8kDEmWoSBWLXHjP4mIiOIdwwkiShqCICDTasMDdfU4NzKMmWBylyqbDQbcU1UDbziEH51tVLXXhoJYTwpvOISW8TG0jI8BAIyCCIvRAKMowiCKEAUBsqwgqsiISBJCkrQoDUkdZjP+ZONmPFy/HBYjb2WkLUEQUJOVjb/duQf/eOo4GocGNQnc5s1//zD3Ge5QCO5QSLPPIyIiigfsHEZESUUQBOwsLcfKvHy9D2VRWIxGPFS3HN/btBXZNrvmnxdVZPgiEbhDITgDAUz5/XAGA/CEQghEo4sSTKRZLPj2+o344srVsJlMmn8eERC7tqzMy8ff7dqLnWXlMLBah4iISFUMJ4go6aRaLPh8wwpYVGroGO9SzGZ8vmEF/tO2nShJS9f7cDSVbbPhu5u24ptrN1zfhpFosYiCgLqcXPz9rn14qH45bKzaISIiUg3DCSJKOgKATUXF2FBYrPehLBqbyYQDdfX42527UZWZpclWoHorSU3DX2/fhS+uXI0Us1nvw6ElSgBQmZmJ/7x9J762Zj2ybTa9D4mIiCgpMPInoqQjCALyUlLwYF09Lk2MYTbJd+6YZzOZcHdlNbJtdvzruTM4PTSIiCzpfVi3zSiKWJNfgD/duAW7yspV2+KU6FbFrjEOfHfTFtTl5ODnF86hyzmNKHfAICIiumWsnCCipGQQRdxRUYmarGy9D2VRGUURGwqL8N/23IEvrFiJDKtV70O6LalmMz5bU4f/Y99d2F2+jMEExRW7yYT7q2vxf925H5+tqUMqK3qIiIhuGSsniChpZdvseLh+OS6Ojy1Ko8Z4YRBFVGRm4r9s34X1hYX4VXMTuqanE6qKwjT3M3xtzXrcW1WDTJbOUxwSBAEmgwGr8vLx3/bcgR1l5fjN5Ytom5xASEqc79tCiYKAFJMJa/ILUZaeoffhEBFRkmE4QURJbWdZOeqzc9E2NaH3oSw6h9mMB2rqsSInH89euYR3urswPjuLeI5pBAB5KQ7cXVmFR1esQm12Dkwii/wovgmCgHSrFQ/W1mN9QRFe7WjD293X0O2c1nTL0cViEAQUOlKxtqAQ91bXYn1hIXLsKXofFhERJRmGE0SUtARBQHFqGh6sq0ePy4lgNKr3IS2q+be6tTk5+C87dmN/VTVebLuCD/p64AmF4qqaxDA3udu3rBIH6hqwobCI24RSwjEZDKjIzMSfbd6Ge6tr8V5PN97o6kCfawZhSYrrYPDDTKKIFLMZK3PzsbOsHBuLitGQk8vvJRERaYbhBBElNZPBgP1V1Xi1ox3tU5N6H44uBABWoxFbi0vRkJOLh+uX45WrbbgwOoJhr0fXJn5mgwElaWnYXFSCz9TWYWVuPlItFohCMu43QkuFQRRRl52DioxM3F9Ti+MD/Tjc242u6WlM+n1xFQzeyGwwID/FgZK0NKwrLMKO0jJUZ2Yj3WqFmf1eiIhIYwwniJKcIMTegFlu4cHSZDDAmAQl9csyMnFvdQ363S5IKkzEYw/piTd5FgQBGVYbdpaVY3NxCTqmJnFicAAnB/pweWIc/khE8xJ0AbGJW7rFgrUFscnP1pJSVGVmJUmzSwFmg+GWvm8AYDEYEz6YMd3Gz281GmBI8J9/niAIsBiNqMjMQkVmFh6qX47WiXGcGxnC2eFhtE2OwxeJQJJlXSoqREGAKAiwm0xYlp6Bhtw8rMjNw8q8fFRnZcFhtuhwVEREtJQJSnyk93FxEETJSJJljPtm4b2F7TQFxJpKZtvt6h/YInMHgxj3qdNvwW4yoTg1LeEnkQAQliS4ggH0uVw4PzKMC6PDGPJ4MBMMwBMKIXybTf0ExH5f6VYrMq02VGVmYUNREdYVFKHQkYp0qxUGQYCQBL9LAIjKMoY9HgSlW1tCZBRFFDpSYU/Q0nlFUTAy673l7XtFALkpKciwJm8D1FA0CncoiBGvF5fHx9E8PoLemRk4AwF4wyHMhsOqVzOZRQNsJhMcZjPSLBbk2O2ozMxCQ04uGnJykW23I9VsQYrZnBTXNSIiijsLurkwnCAiouuikoTR2Vl0z0xjwO3GkMeN0VkvJn0+OIMBeENh+CJhhCXp+htfoyjCKIqwm0xIMZmRYbUiy2ZDXooDRY5UFKeloTw9AxWZmciw2jj5IbqBoijwhkMYcLsx6HFjxOPB6OwsJnyzcAYCmAkG4A2H4Y+EEYxGEZFkyMrvf/eMogiTaIDDbIbDbEaq2YJUixlZNjty7SnIscf+WZDqQElqOrJtNohJUBVHREQJg+EEERHdOkVREJYkBKJRhKJRhKQoIrKMqCxDngsmFMTedguCcH2SFFvWYITVGPtj4CSIaMHmv3fBue9cWJIQkWREFTkWCCrK9YcmAbHv3vwSjfmQwiiKMBlEWAxGWIzGpFieR0RECY3hBBERERERERHpakHhBKN0IiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItIVwwkiIiIiIiIi0hXDCSIiIiIiIiLSFcMJIiIiIiIiItKVUe8DICIiIiIi0kMoHEU4Kqk6pkEQYLWYIIqCquMSJTuGE0REREREtCQ9884FHDzRDllWVBtzWVEW/uZrdyI3y6HamERLAcMJIiIiIiJaklyeAAbGZlQNJyxmI6KSrNp4REsFe04QERERERERka4YThARERERERGRrhhOEBEREREREZGuGE4QERERERERka4YThARERERERGRrhhOEBEREREREZGuGE4QERERERERka4YThARERERERGRrhhOEBEREREREZGujHofANGHTc7M4mLnMMIRSe9DIRXUV+SjoigLgiDofShERERERBSnGE5Q3OkemsL/+x8fwOn2630opILvf2k3lhVmMpwgIiIiIqKPxWUdRERERERERKQrhhNEREREREREpCuGE0RERERERESkK4YTRERERERERKQrhhNEREREREREpCuGE0RERERERESkK4YTRERERERERKQrhhNEREREREREpCuGE0RERERERESkK4YTRERERERERKQrhhNEREREREREpCuGE0RERERERESkK4YTRERERERERKQrhhNEREREREREpCuGE0SkKQGC3odARERERERxjuEEEWnGZDQgK90OMKAgIiIiIqJPwHCCiDQhigJ2rqvEpuVlEJhNEBERERHRJzDqfQBEH5ZiNaOqJAc56QG9DyWpKQBm/SGMTnk0Gb80PxNfvn8jMtPtEJhOEBERERHRJ2A4QXGnuiwX//Ubd0GSFb0PJan5g2E89dY5TcIJi8mAx+5ZhxVVBQwmiIiIiIjoUzGcoLhjs5hQkp+h92EkNVlW8MH5LrRcHVZ9bIMoYM/GGuzbWMNggoiIiIiIFoQ9J4iWGEVR0D/qxNNvnceUy6f6+JUlOfjaA5uQmWZTfWwiIiIiIkpODCeIlhivP4TfvncRV3snVB/bYbfgsf3rUFmczaoJIiIiIiJaMIYTREuILCs4duEa3j51FZIsqzq2QRSwf2sd9m6qgSjy0kJERERERAvHGQTREqEoCroGJvD8oRZ4fEFVxxYA1Ffk49H96+CwmVUdm4iIiIiIkh8bYhItEV5fCM+904zOfvWXc6Q5rPjSvRtQUZyt+thERERERJT8WDlBtAREJRkHT7XjaFM31N6g1WQU8cCeldi6epnKIxMRERER0VLBcIIoySmKgo6+CbxwqBmz/pCqYwsCsLK6EI/ctRYOu0XVsYmIiIiIaOlgOEGU5CZnZvHUm+cwPOFWfezcTAeeuH8jCrJTVR+biIiIiIiWDoYTRElMlmW8feoqTrb0QFbUXdBhMhrw0N5V2Li8jNuGEhERERHRbWE4QZSkZFnBhfYhvPLBJYQikqpji4KATSvK8MCelbCa2VeXiIiIiIhuD8MJoiQVW85xHiMaLOcozE3Dl+7bgNxMB6smiIiIiIjotjGcIEpCkaiElz+4hAvtA6rvzmG1GPHIXWuxuqaIwQQREREREamC4QRRkpFlBeeu9OOt422IRGVVxzaIAratrsD+bXUwmwyqjk1EREREREsXF4sTJRFFUTA04cKTr57FuNOr+vjlhVn48v0bkZPhUH1sIiIiIiJaulg5QZREIlEJr3xwCa3do6qPbbea8Mjda1Fbnqv62EREREREtLQxnCBKEpIs40RzL9460Q5ZVrfThNEgYt+mGty1pRZmEwuuiIiIiIhIXQwniJKAoijoH5nB02+dh8vjV338ypJsPLZ/PdJSrKqPTURERERExFegREkgEIrghXebNVnO4bCZ8aX7NqC6NIe7cxARERERkSYYThAluKgk4/2zXfjgXJfqY5uMIvZvb8DOtZUQRQYTi01WFITCUQRDEQRCEYTCUYSjEiIRCVFJhqwoUGQFiqJAEAQIAiCKIowGESajASajAVaLEVazETaLCRaLCSIDpiVPUWLVVsFwBIFg7NwKR353bkmyDFlWICsKoGDu3BJgMAgwGkQYDQaYTQZYzDecW2YTrxFJRpJkBMNRBEIRBOfOkUhUQiQqz11/ZCgyrl9/RDH2x2gQYTYZr19/bBYT7BYzjEaRAXcSUxQFwVAE/mAE/rn7VWTuuiLLCuQb7lXz54rZaIDJZITFbITdYoLdaobFbOS1hADEzqmoJCMw/wwUiiIcjSISkRGRYvcqZf5ehdi9ShQEGAwiTMbYc5DFZITVYoJt7o/BwEUD8Y7hBFECUxQFPUNTePrgecx4A6qPX7csH0/cuwGpXM6hGUVRoCiALMuISDImZ2YxNO7CyIQbo9MeTLt88PiCcM8G4fOH4J+bKITCUUiycv3mLIgCDKIAgyjOTRpNsFpMSLWbkeawIi3FhuyMFBRkp6IoNw1lhVnIzXTAZBAhiiIEAZw4JBlFUaAgdm5FozIm5s6twXEXRifdmPH44fIGYudWIHz9ATASlSBJMiRZARRlbiIRC70sZiMsJiPsNhNSbBak2i1IT7UhK82O/KxUFOWlozQ/AwXZaTAaRRh4bsU1RVGuB1H+YAQjk24MT7gwOuXB+LQXLm8AntkgPL7YORIMRxAMRRGORCHJMiQpNuH88Dlit5pgs5iRmmJBusOGjFQb8rIcKMpNR0leBsoKMmG3mWGYm6QCPEcShaLEzhdJUjDrD6J3xInBMReGJ1yYmJmFy+OHyxvEbCB0PfyMSrFriizHzhXDXMhps5hgs5rgsFmQkWpFZpodOZkOlObHzpHywiyk2i0QDbFJp1bniEEUIUAAoG6/LloYee46JEkyPL4gBsdmMDLpweiUB1OuWbi8QXh8AXh9vzunguEIolE5dh2SZQCxlzMGUZgLRmNhRIo19gyU7rAhM82Gguw0FM/dpwpz02E2GWAQheshPOmP4QRRAnPPBvHsO03oHXaqPnaaw4on7t+Iorx01ccmICpJcHkDmJrxoXd4Gld6xnBtcBITztnrN99QOHr9jcCnUebeTEUQe9vpRvAP/o4gCLCajbBajLBbzchOT0HtsjysrCpARVE2cjIdyEy18c1CgpMVBT5/GBMzXgyMzqD12ija+8YxNuVB4PpbzQgWeGrNhWASIlEJgVDkI/+OIOD6Gyq71YSs9BTUlOZiZXUBKktykJvpQGaa/fpDIOlHURQEghFMu30Yd3rR3jOOjv4J9I044fEFb6iUkBY85ofPEddHhOVGg3h9wpCWYsGyomzUV+RjeWU+CrLTkJ2RAqvZyPMjTkUlGTMeP8amPGjrHcelzmH0Dk/DPRu8HmwupBn3/LkSjkjwB8OA+/f/vSgK10OLtBQrqktysLKm6Pp5kplmh1Hle5TZZIAoApKs6rD0CWRZhns2CKfHj4GxGbT3jKOzfwIjkx74AiEE56pGozfxH0WSZEgSEI5I8AXCf/DvBQBm0++egbLS7aguzcHyqkLUlOYiNyv2DGQyGlT8SelmCcpCn060FRcHQZRIJEnGy+9fwr++cOIjL8K3w2Q04LH96/Cth7fCbjWrOvZSFLvMxi5z/mAYbT3jaGofwpWeUXT1T8KpQRPTm5WZZkdteS5WVRdhTW0xVlYXwGYxAeAbTQAYnfLgnVPt8Ac/enK+EBaTAXdsrkVFcbaKRxYz/zZzbMqDxsv9aOkYxpXuUYxOehYccGklI9WG2rJcrK4twrr6EqyoKoTVHHs3wnNLe/PPeZKsYGTSjearQ7jUOYKrfeMYGJu5qRBCCxaTEeVFWVhRVYC1tcVY31CCnIyU6+cGzxF9zJ83kaiEroEpNF7uQ/PVIVztHYfXH1r040lzWFFfnof1DaXYsqocNWW5MBrUWSr076+fxS9faUQoHFXhSGNqynLxj39xAIW5aaqNmcjmz6dwREJn/wSaO4ZwuWsUnQOTmHB6Vd9l7malpVhRW56L5VUF2NhQhuVVBXDYYs+/vAapZkG/SIYTRAlIlhW0XhvF//mLd9A/OqP6+BuWl+IHf3IvcjNTwWvy7VEUBb5AGEPjLjRe7sPJll4MT7jhmg1AisPXNEaDiHSHFeWFWdi2Zhm2rlqG4rwMpNiWdkjV0jGMv/3R63C6bz1IslqM+LPHd+ORu9aqdlyKosDlDaBrYBKHz3aiuX0IkzOzH1vhoCejQURGqg2VxdnYtb4KW1aWoyAnDRYzizi1Eo5ImJyZxdW+cXxwrgvtPWNwevy3FbJpRRCAFJsFeVkOrKktxh2balBZkj1XccNqrsUkyzImXT5c6R7DO6facbV3HNNuHyJR/e9ZJqMBWel2rKgswF1b67CmpgiZ6bd3jjx/qBk/eeGEqt8LhhMxytySsbEpD861DeDYhW4Mjs9gxhNAJKpvMPpRDKKA9FQbinLTsXNdJbauWobS/NgzEEOK27agXyCfCIgSkMsbwG8OXtAkmMhIteGrn92EvKxU1cdeagKhCC60DeL9c51ovNSH6duY2C6WqCRj2u3HtNuPpqtDeOFQC7avrcAdm2qwpq4YVrNJ70NMWJGojL4RdZZgzT/wnb7Ui3dPd+BMa39cBhI3ikoyplw+TLl8ONc2gPLCLOzdUI17ttejvCiLE1AVSbKMnqFpHDl/DcebutE1MKl7Bc2nURRg1h/CrD+EnqFpHDzRhtW1Rbhzcy12rK1EbqZD70NcEtyzARxr6sZbJ9pwqWsE0TgIJG4UiUoYn/ZifNqLEy09WFNbjHu212Pvhupb7o+VYjPz+qMyRQFC4QhaOofxwbkunGzpxeTMrN6H9akkWYHT7YfT7UfrtVE8/04ztq2pwB2ba7CxoRRWC5+BtMZwgijBhCMSXjvaijOt/aqPbTUb8YW71mJtbbHqYy8VsqLA7Q2guWMYbxxrRXvv+G29bdfbxMwsXj3SihPNPVhbV4wHdq/E8qoCpLFJ6k2TJBnDEy6EwtFbrhaIhRJhXOwcwWtHLuNC+xA8vj/sLxLvFAXoG3HiqfHzOHLhGu7cXIt7dzSgKDdd9fXkS4WiAIFQGL3D03jrRBvOXRnA8KQ77iaXCxUMR3G2dQCt18bw+tEr2L+tDjvXVaEgO5V9cVSmKAq8/hAutA/it+9dRFv3OGYDi79042aFIxLOXRlAe+84Dp/pxEN7V2HTirKbfsudYrPwnFKJrCjwzAbR0jGEt060o/XaKJweP+KkUv+mOT1+vHXiCk5f6sXKqkJ8ZtcKrKsvRmqKlbufaYThBFECkWUFl7qG8coHl2KNpFQkAFjfUIrP3bmaZda3KBSO4kL7IF4/2orGy/2q/zfSi6IomHL58N6ZWAXIvs21eGjfKtSX58HIxlE3xen2Y9rtQ1HuzTeaVRQFfSNOvPzBJbx9sh2e2WDCr4mMSrFqkn97/SxOXuzFo/vX4o6NtbBZ+XbqZkiyjN5hJ948fgXvn+3EuHM2YScDH+YPhtHaPYqrfeM4fLYTD+xegb0bapDmYECqBllW0DM89IvRwAAAIABJREFUjeffacLhs52q97BaDLP+EBov9eFK9yju3FyLR+5ai5qy3AX//x12Vk6oIRSO4nzbIN48cQWnL/Yl0TNQ7N59rKkbF9oHsX1NBR7csxLrG0oZpmuAMxCiBDI+7cHTb13A6JRH9bELc9Pw5c9sRFZ6iupjJ7twREL/qBO/fe8ijjf3JETp4q1QAMwGwnjz+BVcaBvE/Tsb8NndK5GX5eCD3QLNeAOYcM7edDgx6w/hREsPnn27CV0DkzfVwTwRSJKMq73j+OHTR9HUPoQn7tuAZUXZ17eZpI8myzImZ3x4t7EDb51sQ9+w8/q2eskmKsm41DmC7sEpnGjuwaN3r4s1V7Vwh49bMV8tceRcF559pxl9I9Ox7YMTmNcXwmtHWtHWM4bH71mP3eur4LBbPvX8cNgtMBh4Dt0KRQGiUQndw1N47Ugrjly4Bqfbt+DdoBKNLxDGu40duNw1gn2banBg7yqUFmQypFARwwmiBBGKRPHqkVY0tQ+qPrbNYsIjd63FyqpC1cdOdrP+EA41duClwxfROzyV8A93CyHPdf3/9Rvn0Hx1GE/cvwGbV5Zz+60FcHsDmJyJvdVeyIRqvmrlhXeb8eqR1o/cojGZuGeDeOtEGwZGZ/Dtz23DuvoSnlcfIxKVcL5tEM+904Sm9iGEIurtNBDPfIEwjjX14Er3GA7sXYUDe1chL8vBgOImKHM7+zx18ALeOdUOry/+l3AslKwo6OyfxP/31BF0DUzi8XvXoyD7k5tSOuwWTi5vkccXwHtnOvHcoWYMjrvistG3FsamvXj+UAtaOobx2D3rsWdDFWwWE69DKjD84Ac/0PsYAOAHeh8AUTyTJBmNl/rw5GuN8Kj8ECGKAvZsqMLXD2yBw2ZRdexkJkkyrg1O4hcvN+KFd1swNu1J2jcFH0eSFYxOeXCxcxjBUASlBZmwW5Pz5jw27cV7Zztvu+lkVJJRtywfK6sLP7XaRJYVdA9N4cfPn8DBE+0JWW59KxQFGHd60dIxDIfdgvLCLAYUN1AUBePOWTx/qAm/fKURHX0TiCZptcQn8QcjuNId24owOyMFuRkOTjAXICrJaL02in957jjeP9uJYCg5Q61wREJH3wR6h50ozc9AVnrKx1ZiybKCt060wT2rXv+e7PQU7N9aj9SU5HyuikYldPRP4qcvnsRv37uEiZnkWUq2UPMvD5rahzDt8qEkPwOpdgsr/j7ePyzkL7FygigBDE+48Zu3L2Byxqf62KX5mXj8nvVIZ4PDBQtHojhzuR+/erURnf3JV2J/s8amvfj3N85hYGwGX/nsZlSVZCdlQKGWwfEZBEORT5xwS5KM9t5x/Pi547GO+UvwHBud8uBnL56CPxjGgb2rYLcu7e1sgflQdApPvnoGpy/1IhhOzonlQsUaIvZjeMKFx+9Zj/t2LoeDW/59rKgk42xrP37ywglcG5yCnOSVfpGohMZLfXB5/fiTR3Zg4/KyjwywjEaRL2duQigcxbGmbvz6jXPoHpxcEhWjn8TjC+K1o63oHprCNw9swYaGUvbjug2snCCKc4FQBP/++lkcvXBN9QeJVLsF33p4G7avqWCn6gVQFAWz/hBePHwRv3j5NPpGnHG/Pd9ikSQZvcPT6OyfRH5OGvIyk6ujvlqVEwBgMZuwd2M1UmwfPdmWZBnNHUP4n08dQWv3aNJPID5JIBRBW88YTEYjaspyl2wFhaIAkWgURy9cww9/cwwtHUOILMHA6uN4fSFc6hqB2xvAsqKsBfUZWEoURUEkKuNwYwd++uJJ9AxNL5lKPwXA1IwPrd2jyMt0fOSOQFFJxsmLPRgcd6n2uclYORFrDOnDc4ea8eSrZzA07loy59GnkWUFY9NetF4bhSiK1yv+eB36PQuqnEieJ0eiJBSVZJxs6cF7ZzoQUXk7OIMoYue6StyxuYalsAs07fLhyVfP4NdvnMX4tFfvw4k7kqzg8rUR/NNTR3CiuRuRqKT3IcWl0Un3xy7RkGQZbd1j+PFzx9HRP8kHPwAeXwjPvt2Et0+2I7QEKwXmt4997Wgr/uXZ47g2OMlQ9CP4AmG8fuwKfvibo+gZmoK8BJe6fJxIVMYH57vw89+exsDojN6Hs+gUAINjLvzr8ydw/CPuTaIgIC3Fps/BJQhFUTDh9OIXrzTiqTfPY9qtfiVvMhgcd+EXL5/GMwcvwOlJ3G3k9cRlHURxrG/EOXcTUP8CV1Oeiy/dtwFpXM7xqeS55mE/f+kUDp/p5KT7EygK0DM8jX/6zVH4g2HcuaUONgu3hbyRLxDG8IQLy4qyfu9/VxQFXQOT+J9PH0F7z3jCbxOqpmm3D798pREZqXbsXl+5ZEpmFUWBLxDGU2+exwuHWzDrT57GhVqYLzd3zwbxx5/bhrV1JUlVwXUropKM98914mcvnsLIpFvvw9HV4LgLP37uOAyiiB1rK2E2xa4jgiAgI5XhxMdRFAW9w9P48fMncOZyP5+BPoV7Noin3jqPiZlZfPPAFhTkpLGC4iYs7Ss2URzzB8J44d0WdA1Mqj52msOKx/avQ0VxtupjJxtFUTA07sK/PHucwcRNGJ/24ucvncbhxg6El8guAgslSTL6P/T2cr4J5C9+exrtvQwmPsqUy4d/f/3MkqkoURQFLm8A//b6WQYTN0FRgEudI/jnZ4+h6erQkuzXMi8qyTjX2o8nXz2D0SUeTMwbmfTgZy+dRFP74PUlc6IoIN3BFzUfRZYV9I048c/PHMPpi718BlqgYDiKgyfb8bPfnsKQisuFlgKGE0RxKBqV8N7ZTrx3tkP1ByuT0YC7t9Rhz4bqJbt+e6EURcHIpAc/nutqzpvyzRl3evHTF0/i8JnOJVmO/3Gicqw/x3xnc0VR4PEF8G+vnUXj5b4l3WPi03QOTOLXb5zFlCu5O8PHzokgnnz1DJ57p4nBxE2SFQVXeyfwT08fQePlPkhLcImHoiho7xnDT144ib4RJwPPG/SNOPGTF0+io38C8ty2zqyc+EOyouDa4CT+x7+9hzOt/Uu+8eXNikQlHDrdgR8/dxyDYzNJfc9SE8MJojh0bXAKz7zdpMne4w0V+fjC3Ws/thkfxShKbJvMn7xwAieae/hgd4umXD78r9+ewulLvUtygvBRZFnB8IQb4Ugs7JIVBe82duDgyTbVe8skG1lWcPpSH945dfX67y/ZKIoCry+E/3jjHN44fiVpf87F0D00hZ++cBJN7UurgmL+/vXLVxvRNah+9WWiUxSgs38Cv3z5NEYm3BAFAekMJ36PoigYGJ3Bvz5/Ahc7hhma3yJJknG8uQc/f+kUhidYvbQQ7DlBFEcURYEvGMbTBy+gZ3hK9fGz0u144v4NKCvIVH3sZDJfTv2rV8/g8JlO3dJuURRgEAWYjAZkOGzITLcjK92OVLsVZpMh9sdoACAgEpUQjkQRjkjw+kNwevyYdvngng0gHJEgK4puDxcjkx785IWTSHfYsKa2mHuAA3B5/ZhwelGSn4G27jH85uAFBEPaVZcIQuxcEgUBKXYLctLtyEpPQZrDCrvVDJvFCIPBAFGIlYKHIxLCUQleXxAzHj+m3X7MePwIhaO6nktArK/Ayx9cwqqaQqyuKUq6tbzBcBTPv9uMF95t0XWrUHHufDEZDchMsyM7IwWZqTY47BbYrSaYTUYY5r7LkqwgHInCH4zAF4hdf5zu2J9IVL/rj6IAXQOT+NEzx/BXX9mHNbXJd758lPlw61zrgG7f1flrjtEgIivdjtzMVGSn2+FIscBmMcNkFCEIAiRJRiQqIRCKwBcIw+UNYNrtw7TLF7t3yTJkWVH9BYEsK2i83Idn32nCdx7ZAYfdAlEUOAnH78KtHz1zDGdb+3VrwCsIsWaloijCajEiJyMFWWkpyEi1IcVmhs1igtEowiCKkBUFUUlGKBSFPxiGZ+7eNeXywesLQZo7j/T4WaKSjPfOdsJgEPG9x3cjO92+JK5Dt4rhBFEciURlvHW8Dacu9qq+ptpiMuL+HcuxZdWyJd8g7JMoioLZQBj/8eZ5HG7sWNRgQhCAtBQrcjIcKM5LR2VJDmrKclCan3l9MmA2GWA0iNcnDrGJvnD94V+W5d9NLiOxm/TAmAtdA5O4NjiJkQk3JmZmP3a3CK30jzrxs5dO4W++dgcqS3IW9bPjkccXxNi0FzaLCU+/dR6jkx7VP8NkNMxNChyoLM5GbXkelhVlIScjBVazEWaTEUajOHc+iRAEQIAARVGun0+xc+l3oVffiBPdg5O42jeB4Qk3pl2zCOnwZn900o3fvncRVSU5cNiTZ6u+cCSKN4+34aXDF3UJJlJsZuRkpKAwNw21ZXmoLstFaX4GUlMssJiMMBlj1x+DQYQoCNcfsOfPGUmKXX9iYakEjy+IoQkXrg1MomtgEiMTHky5fYu+TKVzYAI/feEE/vPX70RFcTbEJJ4YSJKMQ41XcahR/WWhn0YQYr0bCnLSUF2ag5VVhagsyUFWug0W09w154bzB8AfXG/mg3ZfIIzRKQ+uDU6hs38Cg2MuTLlm4fEFVXs+ikRlvHPqKiwmIwRRiE1yZVYqOT3+68sMF3spR6z/hw05GSkoL8xEbXkeqkpzUJCdCrvFDJPJ8HvXofn7FhA7lyQ5dh2KSBIiEQmhSBROtx99o0509U+ge3Aa404vpt2+Ra1Kk2QF753tRGqKFd88sAWZafZF++xEI8TJ+pe4OAgiPSmKgtbuUfz9j9/C2JT6E5VNy8vwd9/ej8KcNNXHTiaRqISXP7iEnzx/Av5gZFE+02gQUVueh3X1JVhdU4i6ZfnIz05V/QE6tpzAhdbuMVzqHMa5KwMYnnAv2psEQRBwz7Z6/PVX98FhtyTUm4OWjmH87Y9eh1OlnXNMRgP2baqBzWLCm8evqDqJcNgtWFNbhA0NpVhRVYjq0hyk2Myq/r6D4Sh6h6dxqWsEjRd70XR1aNEn0xmpNvz9H+3HjrWVSVGNI0kyTl3qxf948j1Mzswu2ueKgoD87FRsXlmGtXUlWF5ZgOK8dNV7EkUlCSMTHrT3jqG5Yxjn2wYwNO5atOamggDsWleJv/7qncjLciTU9WehFEXBle4x/OCnBzG4iE34BAEoyE7DjnWV2LKyHCurCpCZpt7bYVlWMO70oqNvAi0dQzh3ZQC9w9Nx3QOhpiwX//gXB1CYmzjPXIqiIBCK4NdvnMMzBy8s6jV9/jlo4/JSrK0rRm15HnIyUlT/ngZCEfQMTeFK9xgutA+i+eoQ3LNBVT/jk1hMBnzjwFZ85TMb58KV5LsOfYIF/bAMJ4jihHs2gP/+i3dx9MI11cfOy3Lg7761H5tXlkEUWTXxcSRZxvGmHvzT00cwqkFAdCNREJCVbsfq2iLcubkWK6sKkZlmh8WsfUGbogCBUBgTzlmcvtSL98914drAFPxB7aspbFYTvvHAFjx+7/pF+VnVonY4AeD6hFqNMmKjQURxXjq2ra7Avk01KCvMRLrD+ntvt7UgywpcXj86+ydx8GQ7Gi/3we0NLNpN/Y7NNfibr92Z8G+hFEXB1b4J/N9PHsbV3vFF+cwUmxlVJTm4c0stNq8oR352KuxWk+YPy4qiIBiKYtzpRfPVIbzbeBWdA5Oa9Fj6MJPRgAf3rMB3H9udlH2XJmdm8f/8+n0cu9C9KKGz0SCiND8Dd2+rx96N1SjKSYPNqt3vVVGAUCSCKZcPFzuGcej0VVzpGVuUc+dmJWI4EYlKeOf0Vfzw6aPw+LSfsAuCgMw0G9bWFeOuLXVYUVmArHQ7zCbtnw1kOdZ0eHjCjWNN13C8qRuD465FqabITrfju4/twv5t9UutMf2Cbi6J82RIlMTCkShePXIZZy73qT621WzEQ/tWY31DCYOJTzDf/OnJVxs1DyZsFhN2r6/Cg3tXYnVN8fW91heLIAB2qxnLirJQXpiJ+3cux7unO/DKkcu4NjCp6cQyEIzgmXeaULcsD1tXL9Pwk+KfWmub87IcuGdbPe7buRyVxTlYzBcxoiggKz0FW1enYG19Mc62DuCFd5txrnVgUQKK81cG0do9hl3rKhfh07TjdPvx5Ktn0Nk/oflnGUQBdcvycGDvKuzZUL3owY4gCLBZTVhWlIVlRVm4c0stTrb04rWjl3Gpc0TTpQiRqIS3T11FeWEWHr5j9aJMghbTe2c7cbKlZ1GCibQUK+7ZXo9H7lqLsoLMRaleEgTAajahJC8Dxbnp2LuxGsebe/DakVY0dwyxX8RtutI9hl+/fnZRggmr2YgdayvxwJ6VWF9fsugvK0QxtkNLRqoNDRX5eHDPKrx9qh1vn2zHwNjMpw9wG6bdfvzi5dMozc/A6tpiTT8rERl+8IMf6H0MAPADvQ+ASC+yoqCpfQg/eeGkJqVl29dU4FsPbUVqCvfw/iQubwD/6+VGnGnt16zM2GQ0YG1dMb732C587s41qCjKhlHn/h+CIMBqNqG2PBfrl5fCbDRgZNKNQEi7JS3BUATTbh82ryyHXcO3bGoam/bivbOdmv5ebpbDZsaejdX43uO7sX9bPfIyUxc1mPgwo8GAsoJMrK0tgclkxNC4S/PfV0SKveXavqZC9+/SrQoEw3jh8EW8caxV04m5IAjIy3Lg8Xs34I8/vx0bGkphj4PqAYvZiKqSHGxsKEVedipGpzzw+kOaXYcjUQnXBqdQU5aL4rwMXb8zalEUBdcGp/CzF09hyuXT9LMMBhENFXn43uO7cWDvKuRlpepSmi4IAswmIyqLc7ChoQQZqTaMTMbOnXiQnZ6C/VvrkZoS/z1xFEXB+LQXP37+BNp6xjRdamU0iGiozMd3vrADj+5fh+rSHBh1rh4QBAFpKVasrCrA+oZSAMDEtFfT+5fXH8Kkyxe7DlvNSXEdWoB/WMhfYjhBpLMplw//8txxdParv91XYU4avv/FPVhWnL3U1rXdFEmW8fqxK3jpcItmJX2pdgsO7FuF7z66CyuqCmGzaF8+fTNEUURGqg1r6kqQn52KnqFpeDRchznt9sFqMWFFZUFCTCrjLZwozkvH1x7cgm8e2ILS/Iy4KQ0VBAEOuwXr6ouRmWZHR9+4ps1XFSUWdq2tK0ZeVqpmn6Olc1cG8IuXT8OjcWn6+oYS/OUTe3HPtnpkpNriqpJu/rxZXlWA5RUFcHmDGJ5waVYB4A+GMTnjxZZV5UmxvCMQiuDpN8/j9CX1m2nfyGgQsXt9Ff78S3uwrqEEZpNB9/vY/LmzqqYQVaU5GJ50Y3JmdtF6mXycRAonQpEoXnrvEt48fgWSpN0vzmYx4b4dy/H9L+7BuvqSuHsOMhhEZKfbsbGhFIW56egfc8LlDWj2eRNOL0RBwMrqwri5h2uM4QRRvAuEInjm4AW8e6YTkspvzBw2M776wGbs2VCdEJM/vciKgvaecfzsxZOaNKETBKAoNx3fe3wXPn/nGmTF8RZSwty2gRVFWaivyMPwpBvjTq8mD3mSJGNwfAaraoqQn63Pm7ebES/hhMEgYk1NEf78S7uxd2MNbIvQI+BmCYIAg0FERXE2CnPS0DUwqWnQ5Q+EUZyXgYaKgoTaiWh+u75/ff4Erg2qv3X0PLs1NiH40y/sRENlPowG/SeUH0UQYjsQ5WY5sLauBKIoYHB0RrOmfNNuHxQFcxODxG1MpygKLnYM4+e/PY2AhtsRz08s/7dHd6C0IFPzfjY3Q5jbbrIoJx3r6ksw4/ZjcNyl6zKPRAknFEXB2dYB/OqVRk0D0uz0FPzRw1vxxP0bkZvpgCjGz/lzo/nnoGVFWVhZVYgZTwAjk25NziVJVtA34kRFcTbKC7Pi8vehsgWFE4lzFydKMrIs40LbIF472oqQBg9fW1cvw2d2Ll/0fgaJZtYXwkvvXUT/qFOT8SuLc/DXX92Hu7fWJcwbOqPRgNU1RfjzL+3B6poizdYSTzhn8eqRy7psmZiIRFHAtlXL8J++egc2NJTF/XfbbDJg38Ya/NHD25CdnqLZ50iygjOt/YuyTlpN4YiEQ6c70NIxrNmWxTarCY/ctRbfe2wXygszE+LhVxQE5Gam4BsPbsbXNdxyLxyR8PqxVjRfHdJk/MUSicYq/7TcccBkFHHv9gb88ee36baMYyFEUUBpfgb+7Iu7cPeW2ri/RsYDp9uPFw+3YNyp3Q5BxXnp+Isn9uDAvlVIS7HG7flzI6NBRENFPv7iiT24Z1u9ZueSezaIZ95uwoTTq8n4iYjhBJEOFEXB8IQbT715DtMqdv+fV1GUhSfu2xj3ib3eZFnBiZYenGzpUb06QBCA+op8/NVX9mLb6oqEK9kTxdi2Xn/15b1YXVOk2eecvtSHM5f7Fm0700RlNIrYta4Kf/7EHlSX5STM1pkGg4i9G6rxpfs2aBrOdfZNYECjgFErV/vG8drRy4hEtVtK9uX7N+Irn92E9FRbQkwI5gmCgBSbBQ/tXYXvPLID+dnaLNlxzwbx7DtNmNa4T4NWFEVBU/sgzrcNavYZJqMBd2yqxTcf2oLsdPW3dlRbrLdKKr77+G7cubmWlaOfIByJ4vDZTjRdHdIsIC0tyMD3v7gHd26uhdVs0uQztCIIAopy0/GdL+zAQ/tWaRZQtPeO4eUPLiEYJ8tG9cZvLJEO/MEIXjx8EVd6xlQf22G34PF716OmPDfuHyL0Nu704rUjlzUpOS/Nz8SffmEH1s2VJyciURBQXZaLbx7YisIcbbZDc3n8OHiyHW4N13Umg03Ly/CdR7ajND8DYoJ9ry1mIx7cuxI711bCoNF3IRCKoKVjWJOxtRAIhvHKB5cxptHOQBazEQf2rsLj96xHqj1xQ2qrxYR7t9fjq5/dhDSNmjq3XhvFwZPtmoVEWpr1h3Ho9FU4PdqFK6trivCNA1uQm+lImGcKQRCQnW7HNx/aivUNpUul2eBNGxxz4bWjrZpNivOzU/Gnj+zE9jUVCbXk7sNyMlLwlc9swv6t2mz9GY5IOHiyHW2943xRA4YTRIsuKsk42dKDgyfbVG++KAgC7thUsxT3Tr5p4UgU75/txJWeMdW3PMzLdODbn9uGTSvKEvqGDAAGUcT6+hJ8/cHNyEi1qT6+AuBsaz8udg5zG7iPIAhAQ0U+/uTz27GsKDEb2853Qn/snnUoLcjU5DMiUQmXukY0WSKnNllWcL59EI2X+iBpcM4bDbES/C/dtwEOuyUhz5kbWS0m3L9zOR6/dz0cGlTfBEIRvHa0FT1D05q9PdZCbIeOSZy8qF0TzOK8dHzjwJaEWRJ0I0EQUJKfge88sh2Vxdl6H07ciUoS3jzRhv6RaU3GT3NY8fUHNmP3hqqEX14zX43z7c9tw/Y1FZqEXePTXrzy/iX4NWwgnSgS+6mZKAH1jzrx3KFmTdaHVhZn49H96xJme0Y9jUx68M6pq6oHRFazEQ/fuRo711XCEEfd8G+HyWTA3VvrsGNthSbj+4MRHDrdoXuzyXiUl5WKrz2wGbXL8hK2AmdedWkuPrtrhWbB6eiUByOTbk3GVpN7NoCDJ9ox41F/SZ8gCFhdW4Qn7t+ArHRtejXowWYx4/N3rsGejdXQ4lswOO7CocarCCdQ9URUknHk/DXNdhOwWUx4aO8qrKktiqudXW6GKAior8jHI3evS5ieT4tBURR09U/iRHM3IlH1ty82mwx4YPcK3LWlLqlelOVnp+LrD25GVUmOJuOfaxvAuSsDCRWSaiExrzZECUhRFHh8QTxz8AKu9o6rPn5Wmh1ffWATKviG4FPJsoxDp6+iZ1jdNwaiKGDr6mV4aO+qpAuI7FYzHrlrLcoKMjQZ/2LnMK50jy75m/KNzEYDPnfH6lhJbIJODm5kMRuxd2M1qku1ebCbdvvQO+KM63NIUYCWjmGcae1XvWILAAqyY2FWsnV+FwQg3WHFl+/fhOVVBaqPrygK3j/biau943F9/txoZNKN05d6NRt/44pSfHb3CphNRs0+YzEYRBF3bq7Bng3VXN4xJxCK4N0znRgcd6k+tigIWF9fgsfuWY80hzZLsfQiCALqyvPwrYe0afI84/Hj9WOtmHb7E+Y6pIXEf9ohShBRScbxpm4cuXANUZW3DTWIAu6Yu/my+dOnGxx340Rzj+prjIty0/H4Pes16y6vJ0EQUF2ag8/sWgGLWf2H1RlvAMeaulWvZElUgiBgw/JS3Lu9IeFLYm9UlJeOnesqYdFgwjPrD2FwbEaTpRJqCYYjONTYAZ8GpbtmkwEP7VuFNbXFqo8dDwRBQHlhJp64fyMy09RfYjbhnMW7jR0JszSo8VI/JjTaYSEj1YaH961BRmpy3MvSUqw4sHcVCnPS9T6UuDA07sbRC9c0WUqZm+XA4/duQF6mQ/Wx44HBIGLnugrctbVW9SouRQGarw7jctfIku49wVkM0SJQFAVdA5P4zcEL8Gqwj/SKqkI8un8dbJbE6oSsh0hUwqmLvehVuWrCaBDx2V0rsLyyIKneWN7IbDLinu0NKM1Xv3pCkmJb6w5PuJb0G4N5ORl2PLp/HfKz43fbvlthEEXs21iDnEz13zopCtA34kQgGJ9rdhVFwcWOYVzsVH/rUEGINS68b8fypL4PGAwidq2rxN6NNaqPHZVknGjuQXcC9J5wef1ovNynyVI4URSwZ0MV1tZpt430YhMEASurCrB7fdWSf4EjKwreO9uhSTNeo0HEZ3atwNq64qS6b32Yaa6qsaY8V/Wx/cEwDp5og88fn/exxbC0v6FEi8Q9G8Szbzehd0T9re5yMlLwxP0bUJKnTbl9spl2+fD+uU7V1xbXludh36aapHrL/VHys1KxZ2O1JmP3j83gSs8YG2MC2L2+Omkf8PKzU7FWo7f7A2Mz8Afjs3dJIBjB8eZuON3q76yQ7rDhwN5VyM1KzreVNzIZDTiwd6UmOwiNTXtwPM4ruBRFwcCYC20a7PYFALmZDty3Y3nSLU00Gg24Z1s98pbAd+STjE950Hjpk1J+AAAgAElEQVSpT/UKXgCoKcvFPdvqYNWgujKexJqtZuKhfas16WVy+dooWjoTZ/cptTGcINJYOBLFodNXcby5G5LKNwOT0YD7djQk/DZNi0VRYhf9zr4JVce1WUzYv60uITua3yxBAPZuqNbkAU+SZJxs6V3yjTHzs1Nx/87kfQNus5qwZdUyTYK8kUl33J4/o1MenGzRZmeFjcvLsGVVecJtM3srBEFAZUkOPrNruerN9hQFONp0DRMz2iyXUENUktHSMaRZI8xNy8uwoqowKe9ly4qysGtdld6HoRtZVnCubQD9ozOqjx17DqpPun43H8doEHHXllosr1S/B45rNoAj57vi9l6mNc5miDTW1jOGF95t0eRt3rr6Yjx8x+qEb1i1WCLRKI6c60JI5bdiZQUZ2LW+aknckAVBQGFuOjY0lGoyfkffuCblponCYBCxe30VqkpzkvZ8MogiKoqzUJCt/pvvWX9Ik8oENTRe7tOkR0C6w4p7d9Qj1Z5czec+icVkxN1b61Gmwda0Y1MenGrpids134Fg5P9n7z6/5Djve8F/n6rqnHtCT86YwWAGwCATiQSYwCiKokhJlGzJsq9t3b3XPrvXvrs+Z/+B3XN8ru3j9fXa99oriaQkSlRgAoMYABJE4iAN0gwGmJx7pnPuqmdfNIamIWQ8z3R31fM5R+K7Zxoz1VX1/J5fwNGzY1zWtllMeOS+LpgUfW4PbFYTdvS1okJHk2zuRCSewqGTfA4A2hoqsGdzh26fW9fjcdrw5K41zPtwaRrFqcEpXJkMlnyJGQ/6vPsIQgmglGIpmsRLb3+OSQ4dkav9LnznyS2iwdNtWu77cZ5xN3YCYO+WTlTptPnT9ThtZmxa0wi7lf3JfjiWwomLk4Z8IAOFqTuP3Nel26yJZTWVbtRXs793aRrFbDDGfN17lcrkcOjUCFSNbfYcAbC+sx7rVumnP8Dtaq71Y9eGNubZIsl0Dp+dHkWEU2bCvRqZXsQ4h5NvAOjrqseqpirdbjAJIehurUFHI/teAeVgeiGCExcnma8rSQSPbl9tqPegZZt7mtDDIXtiej6CExcmmTduLwciOCEInGSyebxx4CyOnx1nfgJTmD/eiw1dDYZ7Ib1bqkZxcnAK80tsNy711R5s7W2GWUezvG+FEIINXQ0IVLiYr53K5HB2eAbZXOl3zOdhfWcdupqri/0xuHPaLWhrqGDenI5SivlQ6QUnzl+exfgs+w2lw27BA5va4XYYJ2tiGSHA3i2r4PeyPwUfHJvH8ETpnVpSWjhRjSXZN9a2mBXct66FyySUUuJ2WLC5p0n3fRGu5+jAGOIp9tdOS50fm9c0GrLZqN9tx4NbVzHPnqAADp0aQTSRZrpuOTDeVSQIK+T00DR+/v4ppDmMJdvc04Rn9q7VffNFliLxFI6fHWfaBIoA6G6rQVtDhW5Pmm6kvtrDJaWaUmB0Zglzi6W3weRNkgge3NIJswFemiVC0FpXwXyDQCkQDJdWWUcur6L/wgSXcpPGgBfbelsMd/9Z1hjwYvvaFubrhqJJnLw4WXKNMRPpLC6MzHIZd1rpdRT6lkj63hoQQrC1pwkugwX0Eqksjp4dY95wWpYlbFzdaJheE9eSZQn3rW3hkgl4ZSrIvEdaOdD3HUgQioBSirnFGF56+ziCYfb1xU01Pnz78U3wu9mP4tOz6fkIzl2eYbqm3WbGxtUNhjyBIYSgp72WS+bO5FwYUwvRkju15K29oRKdLdXMZ6eXqoaAl3kghoJyaxR4t8KxFE4NTkHlMIVmR18r3C5jbbK+zGEzY9vaZrjsFuZrHxkYK7lTy/nFGMam+ZR0rGqqQlOAfcC5FNVUug2RofZlg2PzmJ6PMF/X7bBix/oW5s1py0ldtYdLaV0ilcXhgTHm5YClTgQnBIGxdCaPX354GqcGp5h3ZbdZTXj2wXWGrC++V6cGp5BIs50b7XPbsbG70ZCnBQDQ017DJY0zkcpibGaJy6izUkUIsGF1A6p9TsNcT7WVbua9NSgtjG4uFZRSzC/FcXFkjvnabqcVm7obDVVSdi1CCNZ31nM5tZyaC+PyZJD5uneLUorZxRimFthvMAFgW2+zYaZ+2a0mrO+sK/bHWDGqpuHs8AyWoknmazfVeLlMrCgnsiRh94Z2WBg3p8+rGi6OzGGxxLIBeTPGXUgQVgilFEfPjuE3Hw8wTweVCMGeTR3Yt2O1YV4gWMnlVZy4OMk8nbG7NWDIBlDLAn4Xt3//0Ng8l9TlUuWyW7Ghq95QpVo2qwk+F/t+Aal0FvkSaiI2MDzNPDAKAJ1NVWiq0f/44lup9DmxhkMWVyKdRf/5iZKZ2pHLqxgaW+ByX3TZLVjTbpwNpkmRsaq5mkvGTSmKJTI4OzzNJeC/tbcZDpuZ+brlpr2xEs21fubrTsyGMDK1aKhMUrHDEQSGZoJRvLK/H6Eo+7Ti5jofvrFvA/xuY47AuhcTc2FMzLFPhe3tqDXUZvJaNqsZdVV8psUMTwSRMVBTTL/Hjp72WkNtNCVJgpdD8728qpXUtXOSQ3d8RZawuiUgngcoBO639jQxTyvP5VVcHJ1DrERKO7I5FUNjfOrPVzVVocJjnFJRQghqK92oqWQ/zrjUUEoRiiVxgUP2lt1qwtqOOkOXdCzzOq3oW13PfN1QLIXBsXnk8sbJJBXBCUFggFKKWCKNV/b34/wVtn0NAMDrsuGb+zZiVVO1oTYvLFBKMTg6j1CEbTqjw2ZGe0OlIbtTL7NZTFzSqQFgMZzAEuO/WSlrq68wXBaOLBH4XJyCE9nSyJxYjCQwxmHso9NuwdpVtSKL7qqOxkpUc/j+TM1HuIwCvxupTA4jU4tc1l7dGoDHaazeJdV+J7fgeqkZnwlhIcS+NKClzo/6ao94LwVgtZjQ01bDZcT62eEZJDlk35Uq8VQTBEYOnxnF25+eZx7dJAR4YFMHHtzaaeiN8N3KqxouTywwT6uur/Yg4DdOf4DrsZoV1Fa6uTRwzOTyXLJdSlVvB5/moqVMIoTLCExNoyUzG354PIgIhwadHqcVXS3Gauh3M26nFd2tAebrzi/FMTEXZl4SeDemFyJc+qnYLCa01lcY7vTbZjGhqcYHk6L/96pzl2eZlwUQAC11Faj0Gifj5mYIIWip83M5ZLg0HiypXkq86f8bKQicUUoxOrOEl/f3I5FiuwEmKPQ1+MajGwxTG8laNJ7G4NgC8+ak9dVe+A2UBns9siyhwuOAmXETKADI5VRMzpbGiSVviixx2ViVOkII89nwQOGeXArdzSmlGJ5YQCzJ/qWytb6CS7+OcuWwWbC6NcA8WJzLqxgcnUc6m2O67t0YmVrk8jk8Lhta64w3BpIQgtZ6Pyxm9ifdpUSjFBdGZpmva7GY0NlUBSvjpsblrLHGh0AF+1KhSDyF4YkF5uuWKhGcEIR7FEtm8NN3TmB4nP2Nw+u24YVHN6Kl3ngvDixQCkQTaeapsJJEUFPhgt0qmkA57RYuG8xcXsPcUoz5uqWo2u9EpcFKOoBCVhiP01oKWhIn3elMHuOzYS61wl0t1aKk40tkiaCpxgeXg30Qf3hiAelM8XuYTM6FkeXQS8XtsKIh4GW+bjlorvUxn7BQapYiScwvsR9r77Ca0N5YyXzdcmY1K2it8zPPcs7mVFzisMcoVeLJJgj3IK9q+OjYJbz72UXmXZAlieDxnd14YFM7ZEl8Ve9OYYxfkPEYJqtZQUPAa7g0/OvhFZxQNQ3BcKJk0vN5aq71w2kzXmYUAeHSUJZSlERn82gihbGZJebrShJBZ1O1KPP7EkII6qu9XJo6jk2HuGS/3IlsLo/phSiXQFdNhQseDr1fykGgwg2nXd+HDKPTS1yaurocVrTWVzBft5wRQtDVUs086J7Pq7g8GTTE+xAgghOCcNcopbg8EcSr759EKsM21ZIA6G2vxTN71sEmUubuyZXJIPONitViQkO1MU+aruW0W7hNLIklMsxLpUpRQ8BrzFFsBLo+/Y8mMpiajzBf1++2izrv66j2O+HjMP0lkc5gfLa4/W8i8TSWouwbBEtXM04kg2ZmWswKAhWuYn8MriZmQ1yeo3VVbkMG1W+luc7P/J2IAlhYimMxwr6paSnS71uBIHBEKUUomsSP3zrOpXt2pc+J3396K5pqxQz7ezU8EWS+psWkoLZK/yPIbofNYuLWSC2ZziKRynBZu1QosoS6Ko9hR9Lq9e5GKUU4luLyMllb6YbbaRXPhms4bGbUVrqZZ7TlchpGpthnwNyJaCLNpbGqRAiaan3M1y0Xy/dfvVJVDdMLEWSy7MuBWusrIMviHnStSq+DSz+yUCyF+UX25TmlSAQnBOEu5FUNvz06hE9OXIbKuLZZliU8uXsNtvY0GfY0gxVNo5icZ99U0WJW4DVoGuy1FFmCzKm8JZXJIZkufiM6nuxWM6r9LrHR1BlKKabnI1x6X1T7XaJB8nUQQtAY8DIvd8mrKibnwkUtFYolMohySM2XCOE2DrocKLKEar9+MyeS6SzmFmPgceU2Bnyi5Pg6LCaFy3cqGk8hGI6XRMkib+KqEoQ7RCnFucuzePX9k0hziEZv6KrHs3vXGfYklaVwPIVwlP1pk89tN9zYtRtRFAkSpxeUdCbHvGSq1NisJlT5RIq+3miUYpzDKFwCoMrnFM14b6C+mn1wQtUoZoNRLqfPt4NSilgijSiHUYJWi8nQU6dkSUK1X7/NiBOpLGYX2TeWliTCJUtJDyxmBfUcsnGS6RzmlmIl0eyZNxGcEIQ7QClFMJzAy29/zqWWuK7Kje8+vVWcpDIyG4wimWFfa1npdYiH8lWKLHP7XWRzKrJF2hCsFJvFBL9bjITUG6oV7j+smUwyqnxObgHBcldX5ebSxySSSCPEoazidmhXS4SyHJrhVXodsHJoaFwuJInA57Zzy/4rtmQ6x6W0zO2wwu20Qr+FeXfPrMioqeSTjTMbjCHDYWJPqTHuHUkQ7kIur2L/p+dx+Mwo8+ilRAie2bMWW3qaRGCCkflQnEt2y/hMCP/8y8MipRFAOptDMMSnSVM2ryKb03d3aqvFBJ8ITuiORinmOYzCtZgUVHodEI+I6/O67bCaTYgl2PaqSaQyiMRTqK1c+V5DqqohxKEZJgBUeB2GztIkhMBuNcNuMzO/ZoqNUop0JoelCPtrx+e2wW41ifvQdciyBL/HAVkizMu+50NxZHMq7Famy5YcEZwQhNtEKUX/hUn88sMzzMf5SIRgZ18bnti1RgQmGFoKJ7mk4g6OzWNwbJ75usK/l8urXE4LS4ndYhIp+jqUTGcR5bDZMZsVVIhJHTdkVmRUeOxYCLFtHJdIZrk0pLwdqqpxmdQBAF6XzfAlijaLCU6bRXfBCaBQ2sqjNNLrssNmEc+t6yGEwO2wwmGzMO8TsxCKI6fzAxtAlHUIwm2bW4rhpbeOY3aRfapuXbUH3/vKVlT59NuYaaVRSrEYSSBrgBQ4vdI0DaqmFftjcENQ2ByIEiH9WYryCYyaFZnLuEy9MCkylx4KiVQWEQ49H25HXiuUdfAgghOA1azAbtXfyPblMmQePA4rrBZxvn0jTrsFdg7jwYOhuO4PbAARnBCE25JIZfHrjwZwemgarBvl2iwmvPBIH7pbAyJFjqFsTkU4lmL+9xJWjqZRfTd/IgRup9ho6lE0nmaeYQcUNt9uh85zeu+BLEvwONn/fjK5PGLJDLQiPFA0TUOMw6QOAHA5rIYPTphNMqwWPQYnwC2o5bRbYDGJ4MSN2K0m2DhcU/FkBumsvpuEAyI4IQi35fi5cbx+4Czzl01CCHZvbMej21dzaeJlZNlcHrFkcU66BDY0iqJsBlYKIYDTLlJj9SiaSCOvss/6MZtkuPRecHwPFFmCh1PAL5ZIQ+XwN70VTaOIJ9k3dgYAl91i+HcPi0nhspEsNgrKrRTJabfALIITN2S3mGHj0GhW1TQuU3tKjbHvSIJwC5RSjE4v4ZX9/Vji0PG4o7ES33liE7wucXrKWjavIsbphU5YGZRS6Dn1hQBwcEj9FIovlkgjzyFzwmY1QVHEq9uNyJLELeAXifMJON2KqlHEU+z7ISiyBJvVBMngKZsmRdZlFgClQCTOPjghSwR2m0mUI96E1aLAwiE4oVHK5W9aasQTThBuIpHO4lcfnsbZ4RnmeySnzYyvP7weq5qqRRNMDrI5FYmk/hpcCTpCiC5P7ITCCD/WndoBwGGzMF9TTwobJz7BiXgyU6TMCQ3JNPtAu6JIXDZQ5UZRZF1OLKEUiKfYXzeyLMEummHelMWscMksoRRcGi2XGhGcEIQb0DQNBz4fxjufXWTelE+WCB7dvhp7t6wS0WdO8nmVywudILBCAF2e2AlAKpPj0szVYTVDPDFuTJIkbtNveP1NbyWvalz6lyiyDKu4/0BRJJh0+XugSKXZ9yeQJQk2MWHqpswmBSYOAS9K+fxNS40ITgjCdSyXc7z63inmDYUIgM7manz94T7R2IyjvKpx6ZYvCCzp8cROADLZPJfMCatFgeicfGOEABaFz0YznckVpUFvNqeCR0xEkSUuG6hyI0sSFB323aAAUhn2BzSSRGAxi+vmZhRZgknmEZzg8zctNfr7NgoCA+FYCq/sP4FL4/PM1/a67Xjx8U1oa6gQ5RwcqZoITgilT+bwAiMUXzqbh8ZhRyma0N0cIQSKInFp8ljInFj54EQmmy/032FMlgiXDVS5kSWiy+AEaOE+xJokEZgNPuHlVgghMJtk5nFkkTkhCAalaRQH+ofx0fEh5i8iiizhsR2rsX1diwhMcKaqGjI5EZwQSpso69IfSgv3Hx69XM2KLMo6bkGWJcgcvld5VeMSJLj1z1VBwf7nSpIkmqsCAPQZnKAA8nn2AVKJECgiOHFLJpMMwuFunVPZl3iVGv19GwXhHlBKcWFkDj979yTzRkKEAGs76vD1h/vgtIumZrxpGi1KZ3VBuBNG75SvRxSUW28Co499vB0SIVy+V7wCTrf+uZTLz5UkAlkS1xMhhUCN3m7FVKNcRnETIq6b2yFLEljHJigK9wO9E1eXIHxJKJrET9/px+jMEvO1q3xOfGPfBtRVeUTWxArQKIqSgisIt03cBnSJUsqtN4EIZt2aRAiXZ2zhebLyzxSN8gl0EUC8i1wlSYTLKXcxqZrGbRS3yPi7tcI1xRjlF/guJSI4IQhXqZqGdz67iAP9w8xfLE2KhKcf6MX2dS3ipr5CChsE/d/EBUEoMRTc0v+JeH7cEiF8eoZqlE8Gwy1/Lq8gO6cMk3IkEeguWEwpj2Kg5aAWh4V1hlfgrxhNeVeaCE4IAgovHQOXZvCrD88gk2NbzyURgk3dTXhqd4+YKb7CqAFu4oIglBjC78W0GD0Pyg0FnwNjvW1gyRf/J+gxg4QQPrkgvL5fesMtQK3Da/VaYqckGB6lFIvhBH74xjFMzIWYrx+odOE7T25GXZWH+drCLRjgJi4IQmmRCOHSkBEwxqnZvdI0ymVjIElSUfbyvLItKeXzexJKgyxL4vS+iDSNR+YKgSzr/71WZE4IhqdqGt44eA7Hzo4xjwZbTAqee2g91q6qY7uwcEuE4wZBEAThxgi3DaUR6o3vFa9Ntyzx2+zdjMSp+WDhBFxsMvWq0HuF/bqiZPb2aJrGvkUNgSGaker/XygIN0EpxenBafzqw9PMJztIhGDb2mY8sXMNrKKcY8Utd+AWypdIfBHKESGAIrOfcQ8AuZxahJaM5SWvalyaIStKsYIT/DaZomm0vpk4jPzUKEWOw4hSvcnm2Y8AJij0sNM7sWMSDItSiqn5CP719aNYCMWZr99U68PvPbUFfo+d+drCrUkSn9nlNosJf/zcDjTV+JivLVyDAF3N1cX+FIJwx6wWBbIkMQ96s+6JpDeUFkZI8xgjbTUrRWlobVZkLpMkVDFu+wu6DNEQwGoxMV9W0yiy+TzzdfWEUopsTmWejU0IYDWz/5uWGhGcEAwrp2r4zccD+PzcOPMHk9kk44VHN2BNW40hmteUIlmSCg1IE2zXpaDo7ajFOlGqIwjCDVjNpsJGlnEsIZPNiW50N0EpkOUUwLGaTUWZbmExK1ymtGiqhnxeBLsAQFU13ZW4EAB2K6fghAiS3pSq8fluEUJg4/A3LTX6zw0RhOtQNQ2HTl7B/kMXmAcmZEnCg1s78eCWVaLnQREpssSlnCabVZHPq7p7kREEgR2rxcSlNjiRyurzlJcRjWpIZrJc1i5kwxQhc8KkcAmKqJqGnAhOgFKKXJ79KXexERDYLGbm66qahlQ6x3xdPcnkVGR5BCdAYOOQDVNqRHBCMJzlco6X3v6cSzlHa70f33liM7wum8iaKCJFlvikNFKKTE6kNAqCcGNOm5lLWVkixWfjrReqSpHk9DtyWC2QOfxNb0WWJJg59A7IqxoyWfEsoxT6LG8hgMthYb6sqmpIpsV96GYy2TyX7BJCAIeN/d+01IjghGA4iVQWP3//FM5fmWW+tt1qxouPb0J7Q4UITBSZSZG5pDQCQCqd090piyAI7LidVigcGpcl01l9bqQYUTUN8SSfjZPbaeEScLoVWSJw2NifgOfyGtIiOIGcqiKnwzIFQgi8ThvzdVWNIpnOinGiN5HJ5rkE/ggh8DitzNctNSI4IRiKplF8cvIK3jt8kfmNVZEl7Nu+Grs3tIvARAkwm2Q47XwizMl0lnkXZkEQ9MPlsMIksz/tzuZUJJIZ5uvqhapqiCbSXNZ2O6xFyZyQJAIHh2dZPq8ilckZvkQxn1eR1WE2JCGAx8U+OAEA8WRGNMW8iVQ6i3SWfemLJInghCDoCqUUwxML+Mn+foRjKebrr24J4NtPbILLYRXBiRJgNilwO/jcxBcjSVBxaiAIwg14nTYuY/xyeRWROJ/Ntx7kVQ2ROPvnuyxLcNotRWmIKUkETg6p3BSFTabRM3FyeX2WtxAQ+Nx8psXFkhld/s5YSaRzSGfYByesFhPsVvZZVKVGBCcEw4gl0vjFb0/h0vgC87Wddgu+9dhGNAS8XOaRC3fOYlbg4hWcCCegGfy0SRCEG/O6bbBY2DfkzeVVLsF1vcirGsLRJPN17RZT0Q4eZEmCm0PvAACIJtKGD05ksnmkdLjRJgSo9Dq4XLOxRFoEJ24ikcogyaFpqM/NJ+hdakRwQjCEvKrhvSOD+PDYJeabSrMi4+n7e7B9favImCghiiyhwmPn0jF/IRQX9ZaCINyQ1azA73YwXzeTy2Mxwng+so5kcyqCHH4/Dpu5aOnUsixxOwEPx1K67LdwJzK5PFI6bPBICIHLYYGLQ0lQKJYSEztugFKKWCKNRIp9+V2V1wmzSQQnBKHsaZRicHQev/zgNGIcanV72mvw/CN93JovCneHEIJKrxMWDuNEgyJzQhCEmyCEIOB3Ml83m1NFcOImYok0kin2mya7zcytTPBWZEmCz82nd0AomjL8ONFMNs/llLsU2Cwm+D3sA1uRWAopDmULeqBp9Or3in1GUoXXITInBEEPQpEkfvJOP65MLjJfu8LrwHee2oL6aq/ImihBVX4nrBxSq8OxlG5fZgRBuHeEENRXe5mvm83lMb8Uh6oZOxX/RmaCUS5lCi67hVuA4FYUWYLfwz4LBwAWIwnDj8ZOZXKI67TJrN1qRjWHIGk4lkY0kTZ8M9XryeZUzC5Guawd8Ltg5nDgVmpEcELQtVxexTufXcDhM6PMZytYTAqeeaAXG1c3MF5ZYCXgd8JqZp/RksrkMLMQYb6uIAj6IBGCxhr2wQlKgWAoLlKqb2B6IQKVcXCCAPC57HDZi5M5QQjgcVph5bApWQwnDN07gFKKVDqHREp/ZR0A4LSZUVPhZr6uqmmYW4yJDNLryObzmA2yD07IEkFNhQtmkTkhCOVL0ygGhmfw2genmUfFCSHY2N2Arz203hCdc8tVTYWbS71lKpPD2MwS83UFQdAHQoDaSjeXsrK5pbhuT3rvBaUUk3Nh5FW2ZQqyLKG+2lOUMaLAcu8AK9wcel4k01mEODQQLReUFjIh9Zo9YrWYUFvphiyxz+wdnw1BVUVw4lqZbB5T8+wPr1wOKyp9TkNkaYvghKBb80sx/GR/P6Y5nHDXVLjwrcc3odLLJ9VSYMNiVlBbxf7UIJ3JYXw2LFIaBUG4ruUNZU2Fi/nas4tRRBNinOi1sjkVUwsRqIybFZsUGQ01PqZr3imX3cKl54WmFQI6RqWqGuZDsWJ/DG4IIair9sDG4RBtdHoJmigv+x3RRBpzS3Hm67qdVsPsOURwQtClfF7FGwfP4sjAKFjvH61mBV9/uA99nfWGiGCWu7aGSuZr5lUN0/MRLnOsBUHQB7fTikYOm9pgKIHFSFIER6+xEIpjKcI+C8CkyGir9zNf9054nFZ4Xex7XmiUYnw2xHzdcpFXNS4p+KWktc4Pp419cGJyLoykeAf6HWMzIWSy7H8vfrcdAT/7YHcpEsEJQXdUTcOxc+N485PzyDIekSVJBPetbcETu7oNMc5HDzqbqrisO7UQxiKHF2FBEPTBZbegucYH1jFsVdNwZTIommJeY3ohgiUOJQo+jx0BDnX7d8LtsKKCw6mpplGMzYQMOxo7r6pcUvBLSWPAB7eTfWArmkxjfMa4ga0buTS+wHxSh0QIaivdcBVpYtBKE8EJQXfmFmN46a3PuUTDG6q9+PaTm+H3OETWRJlorPFymU8/NhPC7GJUnF4KgnBdJkVGS30FbBb2TXkvjs5xmUpRrpbLE8LRFPO1W+v8sHP4G94JRZFRV+Xh0gxvdjGKSJz9760cZHJ5zOg8c8JmNaGljn0GVzKVxfDEgngH+pJ8XsXliSDyjMfzmhQZ7Q2VkDj0DilFIjgh6Eomm8cvfnsaZy5NM1/bYTXjm/s2YHVLNfO1BT4IIXA7bGhrqGC+diKVxcWRebFBEAThhjqbq7j0Crg8EUQ8IZpiLt/p+fUAACAASURBVEtlsrg0vsAlm6SzuRrWIgcnAKCpxsdljGAknjZsacfMQhQxA3yPejvqmK+ZyuRwaXwBecZZAuVsdjGGmWCU+XRAs1lGl4H2HiI4IeiGpmk4fGYEb396HjnGUUtZkrB7Yzse3b4aZpP+ZwzricdpRWczn5v66aEpQ49hEwTh5lrrKlDpczJfNxRN4dLEAvN1y1UsmcG5y7PM17VZTOhorCyJMs62+gou40QjsRSuTC0a8gR8dHqJS3+AUrOmNQAL43dXSoErU4sIRhJM1y1nI9OLmF9i32C10utEU5Gb8q4kEZwQdGNsJoQfvXmcy1is9sZKfOvxjYap99ITs0lGd0sADg4NoYYngphb1G+nb0EQ7o3ZJKOnrYb5uvFkBmeHZwzbK+Bak3NhTM6znzpRU+lCQ7WnJMo4q/0uLt3609k8Lk8EDRdop5RieCKItM7/3YQQVPqcXDJIx6aXCpkCBgxsXSuby2NobIHLJKXuVj7vsKVKBCcEXchk83j1/VO4MDLHfG2X3YJvPbYRHRymPgj8EUKwujUAv9vOfO1QNMllIowgCPqxsbuReVPMbF7F+Stzhu0VcK3+CxNcNtcN1V7UVnmYr3s3LGaFy/QpALgwMoeIwcbTxpMZjM+GDFGa6XPZ0NPOPkgaiadx4cqsIX6HtxJLZHBqcJL5+6BECHraariMgy1VIjghlL28quKDY0P48NgQ81MkkyLj0e1duH9jOxQOjaiEldEQ8KKljv0ouFQmh8/PTyAcE1M7BEG4vrb6CjQEvMzXvTS+gMm5sOFPLePJDE4PTjPfIFnMCno7ark0NL0bZpOM7tYAl7UvTwQxb7AswNnFGKY4ZNuUIotZwbpVdXDaLczXPn5uHMl0lvm65WZ6IYKhUfaldlU+J1Y1VUE2SDNMQAQnhDJHKcXI1BJeeutzhGPsT5BWt1Tj+Uc2GCqdSo9Miowtvc1cbu4XR+ZwZdKY9bqCINwcIQQVXjvWrapnvvZCKI6B4RnDn1peHJ3j0tDRYTVjw+qGkijpAABFltBWXwEnh/eRVCaH00PsG4mXKo0WprvMBo0RkCGEoLejDlU+9mVBl8YXMDq1xHzdcnNkYAzxFPvmqo01XjTV+krmPrQSRHBCKGvJdA6v7O/H5ckg87V9bju+/cRmNNUY66agVxu66uF1sS/tWIom8dnpEaQz+m+qJQjCnbNbzdjU3cAlyP3pySuIJ/U/beBGMtk8jp8bxyKHpnztDRUl1YSOEIJAhQuNnD7T0bNjyOb03X9hWSabx8DwNDIG+fcChf4p3a01zEvMIvE0Dp0egWrgIGkomsTxc+PMA8VmRUZvey28LhvTdUudCE4IZSuXV/H+kYv45ORl5mubTTIe39mNbWubDTNXWO8Cfhf6utifXgLAgf5hjM0YcxSbIAg3RwjBhtUNqKlwMV/7ylQQA8MzzNctF8FwHJ+dHmFe0kkIsHVtS8llTVb5nGip8zPfYALA2MwSBseMMQEmnszg1OBUsT/GipIlCbv62qDIbEuUc3kV/RcmMLsYZbpuuaCU4vTQNEanF5mv7XRYsHVts+EOSEVwQihLlFJcHJ3DS29/zmVG9frOejz/SB/sVrPhbgp65XJYsX1dC+xW9vXDs4tR7D/EfoStIAj6UFPpxvrOei6nlh8dv2TImm9KKfrPT2Bkiv2moMrnxPrOOphKrNeU1WLC2o5a2CzsgyaL4QQOnx4xxHPswsgcJmaN0W/iy7rbAmitZ99/69LYAk4NThmyxCyezODgiWFE4uwbynY2VaOtnv2UlVInghNCWYrE0/jZuycxOcf+4VLhceBbj23kcsolFI8kFU4v66rYN6bL5TUcPjOKS+MLoveEIAi/QyIEuze2M2+uqGkUJy5M4NKY8e498WQG7x8dRC7PdkNEAHS1BK5mKJTe4cTaVXVwO9mPNc+rGo4MjGIhFNf1tZRXVRw5M2rIgJ7fY8f2da3MM4IzuTw+ODqEqAGnB12ZWsTh06PM15Ulgu3rWrg0MS11IjghlJ1sLo83D57DoVNXmI/ssVlMeO6hddi0phGSJL4eelNX5cHW3ibIMvu/7cRsGK8fOMslk0cQhPLX1VKN9Z3sS8tmF2P47bEhJNPG6XujaRSHTo1wGR9ut5mxs68Vbgf7AAAL9dVedDZVcVl7cHQepwandDsem1KK8ZkwTg0Z85TfajZhZ18rAn72h29nLk3j2LlxXQe2rpXLq3j70/MIcZjY1hDwYWN3AxQO76ulznj/YqGsaRrF2eEZ/PLD01xexDasbsAze9bCai6N0WECW5JEsHfLKvg4NBfSKMVHxy/hyMCooR7OgiDcHq/Tht0b2mA1K8zXPtg/jMFR9hv1UkQpRTAcx5ufnOMSDK6v8mBrb+nWeVvMCratbebSdyKvanjv8EUkOEwdKAV5VcOJixOY4DDdpVysbgmguy3A/PqOpzLY/+kFLEWMMVqdUoqBS9M4MjDGPJgnSwR9XXVoqi3N7C3eRHBCKBuUAouRBF5+ux9T8xHm69dUuPCdJzejwst+1JJQOtrqK7Czr5XL2pFYCq++dxITc2ERoBAE4d+RZQk7+lrRyqGGeCEUx68+OoNoIq37ew8FcPDEZZy8OMl8bUKAPZs7UFXC7wGyRLC2o5bL6TcAnLs8i89Oj0LT4XW0GEngvcODyOb031fjRixmBY/t6IaDcf8tSoHTQ1M40D+s+74llFJE4mn88sMzmFtkP47W67Jh75ZOLoHsciCCE0LZyOby+M1HA+i/MMF8bZvVhOcf3YDe9lpDRimNxG4z48Etnajk8PJJAVwYncOr753k0hxJEITyFvC7sWdzB/NGi6pGceTMKD47NQJV02+6eiEtP4RffzTAJS2/vtqLHetbS64R5pcRQlBX7cX6LvYNVgEglkjjrU/O6a73BKWFUqBL4/PF/ihF19teiw3djczXTWVy+NVHAxidXmK+dqk5fGYEn5y8wuU70tdVj562GubrlgsRnBDKgqoVUvF+9dEZpDLsyzm2r23BMw/0wmLQKKWRSISgr6sem9c0cRkTm89rePPgOfzm4wHk8qpua3cFQbhzy6VlTbU+5mtHExn89N0TGJ1a0tWmchmlFLFEBj95px9XOEzoUGQJO9a3oq2hsuQPKVx2C3asa+XSLI8COHFxEgf7L0PVSV8GSilmglG8/el5Q/VmuRGf24Z927vgcrC/fq5MBvHqeyeRSGV0ex8anw3hp++cQJrDfsRhNWPfjm447aU1xnglieCEUBZmg1G8/HY/guEE87Xrqz148YlNcJVo8yuBPavFhCd3r4HfY+eyfiqTw8/fP4UPjg0hr+o7vVEQhDtTW+nGEzu7YTaxP52/NL6AV/b3I6rDxryqpuGjzy/hvcMXuWyaaypc2Le9q2wOKTb3NKIxwH76FFBo9PerD09jeDKoiw1mJpvH25+ex9CYyJoAAEmSsLW3GX2d9cwDcXl1+Xs6qLvyDkopwvEUXnrrcwxPBJmvTwiwaU0j1nbUGropv3H/5UJZoJQinc3htQ9O4/TQFPP1HTYzXnx8E1a3BJivLZS2nvZaPLy1k0taLFCoAf+n1z7Dp1fT/vTwgicIwr0zmxQ8tK2Ly8SFvKrhw+OX8PqBAS6nesVCKcWZoRn86M3j3E6+925Zhc7m8nkX8LnseHBLJ7f1R6eX8Mrb/YjEy7uPCaUUZy5N4/WPBwzda+JaHqcNz+xZCzeH7IlYIoMfv3X86uSX8r12rqVqFG8dPI93PrvApazM47Thqft74PeUbs+blSCCE0JJ0zSKw6dHsf/TC8wfKhIheGBTBx7b0V3S9aUCH3arCU/u7kF7QyW3nzE1H8Hf/+wTvHf4ou5OEFiglCKZyupqEyUItyNQ4cJT9/fCaWOfupvK5PCTd07gg2NDurjvaJRicHQe//DzT7k0wwaAljo/Ht2+GialfF6LJYlg+7oWNNWwLxECChuxAycu461PziGTzXP5GbxRSjE1H8EP3ziG+VC82B+n5KzrrMMDmzogcTilmV6I4J9++RmGxhegaeUfoMjlVbx/+CJ+9t4JbkGu7etasIlDL5ByUz53YcGQJuZCeOmtz7EUZT+aqLW+At9+fBOXmk2h9BFC0NFUhafu74HNwm907ORcGH/z8gG8/el5XWwUWKCUIhxL4YNjQ/jHXxzCwPBMsT+SIKwoiRDs2dKBrb3NXNZfDCfwT699hsNnRsu+tGx8JoT//otDGLg0zeUU1mox4an7e9FWX1HyvSa+jBCCxhof9mzugCLzeZ1PZ3J4+e1+fHLyCrQybLS6FE3iH39xCCcvTor+T9fhdljx7IPrUF/tYb42pcDApRn83SsHMTZT3g0yVVXDZ6dH8I+/OIT5JT5BrmqfE1/duw4ODgHrciOCE0LJSqQy+Nm7JzE4xn52u9dlw3ee3IyWej/ztYXyIRGCh7d1Yfv6Fm7lHUDhBem///wQ/uHVTzE1b8wxo5pGEUukMTQ2jx+9eRx/8d9+g//rX3+Ldw9fRFRMNhEMyOOw4bmH16Ouiv3GAABmF2P425c/xsefDyObK7+Tb02juDQ+j7995QCOnxvn9nPWrarF4zu7oZRhBqXFrGDf9tXcriEAWIosB7rGkC+TAHuheWoaP3z9GA70D0PVwck9D4QQdHI+pDlxcQJ/+8oBXBpfKLtJQpQWJgV+3D+Mf3j1U8xyGBsKAGaTjCfv78Hq1kBZBUh5KY+uP4Lh5PMqDvRfxm+PDiGXZ3szkyUJD25ZhQe3rIJs4IYzQkGF14Fv7tuIiyPzmF7gkzIMAOFYCj995wRGphbx3ae3orej1hDlRHlVw9R8GGcuTaP//AT6L0wgGE58kebpdopGtIIxSRLB+s56PLGrGz9+83NkOAQQJucj+NtXDiCWyODxnd2wcswSY0m72ifg/33tEE5emASvraXbYcULj2zg1hx5JbQ1VmLP5g786M3jXNanAMZnQ/j7nx0EsBvb17VymXTFCqUUS5Ek/vX1o3jz4DnRZ+IWFEXGE7vW4MylaRw6NcJ8fU2jODIwhlgyg//0jd3YsLqB+c/gJZPL493PLuB//uoI5pb4BCYAYHVrAM/sWQsLhybJ5UgEJ4SSNDwRxE/29yOaYH+i2tNegxce3VA2L2kCXxIhWNNWgxce7cO//Pool2tumUYpjg6MYXR6CQ/f14Und61BQ8ALRZZ0Ey1XNQ2JVBaRWArnr8ziyMAoLozMYXYxhpQY4SYI/45JkfH0A70YHFvApycvc0k9n1+K4x9e/RSTc2F8Y98GVHodJdsJnlIgnkzj01NX8KM3jmN0eolbYMJskvHM3rXYtKaRS839SiEA9u1YjYMnLmN0ml/6/MjUIv7m5QOIJTO4f0M77CWYfq5qGqbmI/jnXx7Gx8cvIVsmmR7FVul14MXHN2F0eolLXxdKKc4Oz+D//v8+wHee3Iz7N7bDabeU7HuPplHMh2L4xW9P461PzmEpwr60fJnHacW3H9+MQIWrZH8fK00EJ4SSE0uk8dN3T+Ayhznmfrcd33p8E7cGUkJ5Ml09ORiZWsTrB85yrU3Vrs5b/+k7/ThyZgRfeWAtdqxvRV2Vp6RPo26GUopYMoORqUUMTwRx9tI0zl2ZxexiDLmcCs2AZSyCcLuqfS68+NgmXJ4IcsveiibSePX9k7g8GcSLj2/Cxu5Gbn0K7pamUUzNh/HaB6ex/9AFhGMprj+vt70Wzz/cx7Xn0EoghKC51o+vPNCLf/rlYW4NhiktZFD83SsHMb0QwbN718HrspXMhiqTzePIwChe2d+Ps8MzXKYp6JUkSVjfWY9n967D//zNEW4HCVemFvHfXvoYQ2Pz+NpD69FY4yu5wGAur+LU4BR+9t5JHDkzyrVXmPlqcHpLTxNK67dQXCI4IZSUbC6Pdw9fxMETl5nPMVdkCQ9s7sC6VXVIiekAK06WJVjNSsm8yFzL7bDixcc3Y2IujFMXp7hvqHN5DZfGg/h/fvYJ3vzkHO5b24IHNrWjscYHh9UMucQ2Dss0rTDeN5XOIRRL4vJEEOevzGForFAWEwwnxEuhINwBSSJYu6oW335iE/75l4e5bcqzORWHz4xidHoJe7eswlO7e9AQ8MJskot6X1ZVDaFoEgdPXMabB89hcGye+z2k2u/Cd7+yFYEKF9efs1JMiozHdnbjyMAYjp0d4/qzFiMJ/PCNY7g4Oo8XHulDT3tt0Z7tlFJkc3lMzkfwm48H8MHRIQTDiRX/HHpgUmQ8ubsH47MhvPXJOW59OmLJDH7x29M4NTiNr+zpxf0b2uH32CFJpGj3IUopcnkVE3NhvHPoAt4/MojZxSj3Jqqbe5rwzX0bRRPMa4jghFBSBkfn8ep7p5BIZZmvTQjB/FIM//zaZ8zXFm6tuc6Prz+8HmZTad52CCFoqvHhD796H/76xx/hyiT7zJ3rSWfzGBydx5XJRbxz6AI2djegr6senc3VaKrxFX2ajEYp4okMFiMJBMMJzAajGJ4IYnBsHuMzISQzWeRyqghICMI9MCky9m1fjfGZEF774DTX79NMMIpX3zuJo2fH8PC2Luzqa0VLXQXMK1zvrGkUC6E4+i9M4N3DFzEwNI1Emv2z/1pOmxnffmITNnSVT+377fC77XjhkT5cGptHiHPWSTqTxycnLmNwdB6P7ViNB7d2or2hckWzcfKqiiuTi/jkxGV8cGwIYzMh8Ry6Rz63Dd96rFDeMTA8zW1znlc1XBydw8TPQvjo+CU8vrMbG1c3IFDhXvEM0nxexcj0Eg6fGcG7n13E+ExoRcqB6qs9+O7TW1HpdXD/WeWmNHcJguEsjxZ86e3PMTEb4vIzcnmVS7Mf4fZs6m7Es3vXAiWcQStJBBu6GvCHX70Pf/PyASys4Fz0XF7F3FIM+69G7QMVLjTV+NDZXI32hgq01lfA73HAYpKhKDIUWYIsSyDAHZ82UEqhUQpNo1BVDaqmIZfXkFc1pDI5LEUSmFuMYXIujPHZEBZCcYSiKYRiSURiKdH5XBA4cNotePHxTZhdjOLTUyPMswe/LK9quDwRxOjUEt49dAFrV9Vi14Z2dLcG4HJYYDUrzPtSLJ9OJlJZTM1H8NmZERw/O47hiQUkV6gfjVmR8fiuNXj6/h5YzPp6BSaEYNOaRjz9QC9++s4J7hssTaOYDUbxozeP4+PPh7G1txl7N3egvaESdpuZeS8lTdOQyaqIxFO4ODqHw2dGcWpwChOzoXt6JhECuOxW5FV1xa7DUkUIQUu9H3/83A789Y8/xMgU3xGgiVQWx8+N49zwDNoaKrCltxn3rW1Bc60PdquZS1aXplFksjnEU1lcGJnDoVNXcGpwCpNz4RULblV6HfijZ7ejp72mZLOJi0lfd2ahbKmqhg+PDeHY2XFRny4UlSQR7NrQhnAshf/xqyMIRfk1QrqRwoSLCKbmI/j8/AQsZgUWk/xFwKLK54Tf40CFxw6n3QqL+WqwQioELGRJAkUh+KBpFKqmfRGIyOTySGfyiKcyiCcziCUzCEWTWAjFEQwlEIolkb2aCZHLqcjmVUOOPhWElUYIQaDChT96djvCsTROD01x/5mqpmF0ZgkTcyEc6L+Muio3+roa0N0WQEO1F5U+B3wu+11vElRVQyyZRjBcCHgOTwRxanAKg2PziCXSKzpJQZYItq9vwYuPb4LDVtyMNF5sFhOe3bsO56/Mov/CBPe0dKCw2RudXsLkXBgfHhvC6pYANvc0obOpCjWVLlR4HLDcRdlHoWRDxWIkgYVQHDMLUQyNzePzCxOYWYgikc4yCeDVVXnwn76xG2eHZ/Dy/v57Xq/cSYSgr6sef/CVbfiblw9gaQXegZKZHM5ensXQ+AJe//gsOhorsb6rHp3NVQj4Xaj0OeF2WO8qM2c5KBqOpQrXUTCKc5dncWpwClPzYcRTbK6j22WzmPDcQ+vx0LZOQ0xsuxsiOCGUhEwuj4uj80iuQEqnINwMIQRWswlP39+LXE7F//j1EcSTmaJ9nlxeRS6vIg5gMZLE+Stz//ZZUZhzbzErUOR/y6aQZQJK8e8DE5oGVdWQzuaRzeVX5KVVEIQ7QwhBR2MV/vT5nfjrH32Iy5PBFfmuqhpFNJFGNJHGxdF5KLKECq8D1X4XKr12VPtdqPI64ffY4XZa4bCaYTYpX5yOF7KvVCTTWSSSWYRiSSyGk5hdjCIYLmwu55fiRXvGS6QwtvUHz+9CbaW7KJ9hJRBCUFftwfee3oqZYJTL5IUbyasaguEEPj11BYdOX4HHaUNdlRvVfhdqK91XryUH3A4r7DYzTIoMiRT6L2VyeWRzKjLZPMKxJILhBIKhOJaiKQTDccwvxbAUSTLP2nPazHjhkQ3YvbFdHIx9iUmR8cDmDkTiafzLb46u2CHNcjBqMZLA0bNjsFlMqPI7Ue1zosLrQKDChUqPAz6PHS6bBTarGWZFhiwXDmQKBzAqkqksYok0lq4evMwtxbAYTmB+KY5gOI5cvjjlP1azgmf2rMXXH+6DpURLnEuB+M0IJYFScBsXJgh3w2yS8dQDPcjmVbz89ueIxPmNGL1bFIWeFelsvtgfRRAERiSJYN2qOvzg+V34+58exAjH8ZA3klc1zC3GMLcYA1BoaGxSpC+CoJJEvuiyTwgBpbRQLqZRqBpFXlWRzxcCFsV+thMAq1sD+NPnd6K51m+INOp1nfV48bFN+MfXDiGWWPngOqVAOJZCOJbC+StzUGQJJkWGSSlk9kmSBEIKJRUaBahWKDWklBay9vIa8nm+k54UWcKDWzvx6PYuKLKEKp8TTrulqIcRpcRqNuGp3T1IpLL48VvHufSCu5VUJofxmRDGZ0IgAJSr11DhHiRBvtpEkxACisJG4sslq4VrqTR6YpkUGQ9v68LvPbUFLoc+M7dYEcEJQRCE6yCEwGW34pv7NsKkyPiXXx9BTLy0CIKwAhRZwo71rcirKv7uJwdX9AT8elRVu5r6XF6BUEKAVU1V+PMXH0BvR23Zjmu+Uxazgid2r8HUQgSvfXAamSIHsPPqck+jon6MLxRKFxrw3ae3wue2gxACj9OGgN8pghNfYreZ8fwjfcipKn727smi/m4o/i2TtNwosoSHtnbiP3xtu2iAeRtKc1adIAhCiTCbZDyzZy3+5Lkduhk7JwhC6SME2NnXhj9/8QG01PmL/XHKDiFAd0sA//mb92NtRy1kxg0+S53dasY3Ht2APZs7VnSKRjlob6zEH371PtRVe77IpHE7LKj2i2f8tRw2M158fBO+8egGMfLyLphNhYyJP/n6DlSLd8jbIu5WgiAIN0EIgcNmxtceWo///M370VTjgzHO3gRBKCZCCEyKjPs3tuPPvnU/Wur84t5zmySJoKetFv/l9x/EpjWNkA26OQ9UuPAnz+3Ett5mw/4OrlVf5cGffn0n1nXWfVGaBAAuhxU1Ou5HcrcIIXDaLPjOE5vx3ae3wuO0FvsjlQ2zScYTO9fgP35jF+qqPP/uehNuTNypBEEQboMsS9izuQP/+x88jA3dDeIkShCEFUEIwba1Lfir7z+Mvq568YJ7CyalUBLzF999EGvaAobLmPgyQgjqqtz4wQu7sGVNE2SDlLXcSF2VB3/0te3Ytrb5d57hiiyhrsoDs0lMULgeu82MFx7dgD99fqfIIr0NHqcVzz/Shz/++g5U+5zF/jhlxbh3bEEQhDtkUmRsXtOIv/r+I9i3oxsWs2jbIwgCf4osoa+rAX/5vYewa0ObCI7egMWkYN+ObvzF7z+I1S3VkAwcmFhWmABTif/1Ow9gY3ejYfpuXKvK58QfP7cDj9zXdd0RjoQQNAa8sFlMRfh05cFmKUwy+8vffxCt9RUik+sG/B47vv/V+/BHz25HhcdhiCa8LIm7tiAIwh1qDHjx5y/ejx88vxONAa84yRQEYUW01lfgv37vIXxj30Z4XbZif5ySQcjy5nM7/pcXdqOmwiU2BF9CCEFzrR//5ff2Yu+WVTBfZ3OuZ821PvzZt+7HQ1tXXTcwsawh4IXNKvoq3IxJkbFjfSv+zz96FLs2tIlMky+RJYLe9hr8H3/wMJ7du04Euu6SOPYTBEG4Q8udvV94ZAN622vxwzeO4cjAWFl2kRYEoXxIhHyxCW9vqMQP3ziK8ZlQ0cd1Fltvey2+95VtuG9tMxSDbbxvFyEELXV+/G/f2QOPw4q3Pz2v+zHUBEBHUxX+7Fv3F3qP3CKTprbSDZfdgtmV+XhlS5Yl9HbU4q++/whe2d+P1w+cRTRReuPWV5LFrGDP5g58/5ltaKr1i0OreyCCE4IgCHdp+QH9X7/3ED7uH8avPjiD8dlQSczULgcSIfC5bLBbxemCINwJq9mEfTu60FLnw0/fPYFDp0aQSGWL/bFWXIXHjoe2duJrD61Hc61PlHHcAiEEld5CeUNjjQ8/2d+PhXAcVIfRLbNJxrbeZvzhs9vR2VR1W71HzCYFDdUeXBpfWIFPWP4qvA58/6vb0NNeg5fe/hxDYwuGO6SRJYKGgA8vPNqHB7d2wueyiayteySCE4IgCPeAXD3JfO6h9ejrrMfrB87ig2NDWIoki/3RSlpDwIttvc24f1M7NnQ1FPvjCELZUWQZa9pq8Je//xDWd17Erz8aMMymSrkaGH7+kT7s3tAOs0kWG4I74HXZ8PWH+9BU48OP3jyGM0PTusq+cTus+MqeXnxz30ZUem+/5l+SCJrrKgAM8/2AOmK3mrFnyyq0N1bi1x8NYP+h8whFU8X+WCvCbjVj75YOPP/IBnQ2VUGSiLgPMSCCE4IgCPeIEAKZEKxqqsJ/fGEX9mzuwFufnMPRgTGEYilomp5e++6OLBG4HFY01fqwd/MqbF7TiKYaHyxmE8SzXBDuDiEEbqcVX927Fn2d9Xjj4Fl8/Pkw5kNxXd53TIqM+moPntzdg0fv60K13ymyJe4CIQRmk4wdCQEdzwAAIABJREFUfa1oCHjx64/O4LdHh7AQihf7o90TkyKjs7kKLz6+GTvWt8B+h/0jJELQWufn9On0iRACAqCpxof/8LXt2NLThF9/dAYnLkwinszoKui1zG41Y017DZ57aD02r2mEy24RQQmGRHBCEASBEUII7FYzNnY3oru1BgPD03jv8CCODowiGE4U++MVhdkko7W+Ams7arG1txlrO+rgdlohixMGQWBGkWW0N1biB8/vwv2bOvDGgbM4MjCqmxNMQggaqj3Ys3kVntjVjcYa300bGwq3RyIEzbU+/OD5Xdi4uhGvfXAaJy9OIpMrv14U1X4nHt7Wha89uA511Z67GiFLCFBb5YbFpJTl76CYlt9/7lvbgjVtNfj05BXsP3QeZy5NI5vTR6mHSSlkqz26vQt7Nq+C320TwVEORHBCEASBMYkQOGxmbLu6Gb88EcSh01fwyYkrmF2MIpnK6vI0ASikWztsZvg9dqzvrMfW3masaqpCTYULZpN45AgCL4QQWC0mbOpuRGdTFS6MzOH9I4M4dnYci5FEWdaC261mNAQKQYldG9rQWucX9xHGCCGwmBXs2tiGNW0BfHZ6BG9+cg7DE8GS72MiSQR+tx3b1jbj6ft70d0agPUeJiQUml1bEahwYXw2xPCTGockEXhdNjyxew229DThxIUJvHv4Is5fmUUskYFWZg1OJInA7bCiq7kaj+5YjY2rG1BT6RYNLzkSd3hBEAROyNUgxdpVtehqqcZXHliLo2dHcfzcOAZH5jGzGNVF6jUhBH6PHa11fqxqqsL6znqsbg3A67LBYpLFyYIgrDCXw4rNPU3o7ajF8HgQB/qH0X9hApcngsiWeJCCAPB77FjTXoutvU3Yub4VVT4nTIroK8GTRAgqfU48sbsH961rwcETl3Gw/zLOXZ5BvMSCFIQAAb8LG7sb8diObqxpr4HTZmZyfThtFtRWukVw4h5JhCBQ4cKj21dj27oWnB6cwoH+yzg9NIXZMnj3kSUJDQEv1q6qxe4NbVjXWQ+Pwyr6SqwAEZwQBEHgbPlkqr7ag2f3rsO+7d0Ym1nC0Ng8TlyYxPmRWYSjKaSzOeTypT3pQ5ElWMwKrBYT6qrc6GquRldzAE21PjQEPPC77SIYIQglQLqaZr2usw497TWYXojgwsgcjp8bx8nBSYQiSaQyOahF3iQQAlhMCpx2C1rq/FfLv2rR3lgFt0PUcq80RZZQ7Xfhaw+tx94tq3Du8iyOnBnF5+fHEQwnkErninL6rcgS7FYzGmu82NnXhq29TWhvqLzjvhK34rRbUFftYbqmkcmyBL/bjj2bO3DfuhaMTi9i4NIMjgyMYmhsAfFkBulsrugTY2SpkHnmcVrR21GLTd2N6GmvRWONF1azmCi2kkRwQigJiiyhuzWAeDJT7I8icNLeUAFZFpvW5WyK7tYAOpur8dDWLoRjSVwYmcOFkTlcmVrE/GIMwXACsWQGtMhPbJvFBK/LBr/HDr/bjtoqD1Y1VaKruRqVPidsFhMsJkX3pwlelw27+toQY3iPKmwCnMzWKzcSKYxg27tlFdN1q/1O2BhvWMqdLEtorPGhvtqDnX2tWAwnMTA8jYFL07g8uYi5pRgWIwnkVyg4KpFC6neV34nGgBerWwJY11mHxhofnDazyJIoARIhqPA4sKuvDZu6G7EQiuP00BROXpzE6PQSpheiiCZSXDeVklT4DLWVbnS1VGPzmiZ0twXgddq4TWixmBVsXtOIaDx9T0GYuko3rBaxzVpGCIHNYkJ3aw06Gquwb8dqTMyFcWZoGmeHZzA5F8bcUgyReHrF3nvMJhl+tx01FW401/nQ21GHnraaL54hinhnLQpS7Bffq0riQwiCIBQTpRSJVBZzSzEsLMUxtxTD+EwIUwsRzC5GEQwlkMnmoWoaNI1C1TRQCmgaBaUUFPR3XhQL724EhBTSpQkhkCQC6ep/CSGQJQJZluF2WFDlc6LS60SV34lqnxM1FW74PXZUeB3wuW3iBEEQdETVNCxFkpgJRjG9EMHY9BLGZkKYnA8jGIojm1ehqvSLe84X9xpKf+fFjZCr9xfyb/cVSZIgywQmRUaFx4G6Kg8aa7xoqfOjttKNQIUbAb8o2SgnubyKuaUYpuYimJgLYXgiiLGZJUzPR5BM56BqGlRVg6pRaJSCar97vSw/i8jVZ1HhGSRBkSU47RY0BnxoqfejvaESTVeDan6P/a6aXAqlL5PNY34phplgFFMLEYxMLmJiLozJ+TCi8TTy6vI1pX1xTWmUAhS/c12B4It7kLR8D7p6fdnMJlRXOFFf5UVTrQ/NtT4E/C7UVhbec0TWJ3e3dZMXwQlBEIQSRGnh4ZvNqsjm88jmVKQyOYSiSSxFkwhFkojE00ikskiks0ils1c3EoWHOKUUsixBlmWYrr70KYoMq7mQPu20W+ByXP2v3Qq/2w67zQSzIkNRZJiu/k9M1RAEY9A0imwuj0yucL+JJTNYDCewEIpjKZJANJFBPJlBIrV8rykELgjBFxtLq9kEu80Mh80Mt8NaCGx6HKj0OuCwmWE2KbCYFFjMohdNuaOUQtUo0pkcMrk8UukcguE45pfiCIYTCMdSV6+XDLI5FXlVg6ZpkCQJiiLBbFLgtJnhslvhcdlQ9f+z997hcVznvf93ZrYX9N4BgiDA3ntXo0RJVLWt4m4pzpPEN3HixPGNE8f2z7+b6yRObCeWHduSi4olq1GkKin2CoJgAdE7sNhd7GJ73505948lIJK7M7sAFpXn8zw05J3ZmTN75rT3vO/3zdQhP1uP7HQNVEo5VAoZlAoZNUjcRhASNYAGQ9F+KBiKwOHxw2r3wurwwO7yw+0NwOMPwR8MIRz5xGjBsaPzHBZqpRxatRJatQLpOjWyr2+wZKVpoFbJx/qhqfK+oYhCjRMUCmXqIYQgHIogEuJBiACGYSCTyyBXyminT6GME0IIImEekVAkKhjGIGosut6eaJui3C4ce+sCLp9ohSDEhpooVQrsfHQ96tZWzUDJKBQKhTIBkprA0GAoCoUyYQReQF/rEI6+WY/m811w2T3Q6tWoWVWBXY+ux8KV5XR3jEIZB8YeC07sb8ClE62wD7ugVCtQtaQEOx5ei8UbqqGYRJo8CmUu0XqhGx+8eAp8nOwimuvjDDVOUCgUyvyCGicoFMqEIISgp3kQ//V3L6P5fNdNx5rPd+HKqXZ87d+exqLVFXS3l0JJACEEI0YHfvGPr+HcB1duEgRru9iDxmMt+PJ3HsXWB1bT9kShUCgUCmVeQrc0KRTKhOAjPD58+TTaG3vjHu9tHsQHL56E3xOY3oJRKHMQgSc4+c5FNB5riatUbh6w4v3fn4TT6p6B0lEoFAqFQqFMPXPWc2Kgw4ST7zQg4AvNWBmUagU23rMcVUtLZ6wMFMpMYTO70HGpD5FwrMstEBVXaz7fBfuwCxq9eppLR6HMLbxuH5rOdiDojz+mEQL0tQ7B0D2MjNy0aS4dhUKhUCgUytQzZ40TQz3DePO5w3DZPDNWBn2GBoUVOdQ4Qbkt8bp8cDt8kufYh10IiCy2KBTKJwT9YdiGXZLneF1+eBK0OQqFQqFQKJS5Cg3roFAoE0LgBQh8rIr6recQgSbjoVASQQQCIY7w383nCHEzF1AoFAqFQqHMB+as5wSFMhewDtlx5PXzN3n4LN9Sg5Xb6yBXzO3mp9KqoNGpJM9Jz9FBqVZMU4kmjsPiwpHXz8Nmdo59tmh1BdbftRwKFc2OMFtw2704+sZ5DA/axj6rWFyMLXtXQ6WZ/e+ZFAqlDPpMreQ5Gr0a2jQaIkWhUCgUCmV+MrdXRxTKLKfjSj9e+8kHcDu8N32+bHPNnDdOZOWno7AiF51X+uMK+AFA9fJyZOTop7lk46e/w4RXf/w+HDeIDd7z1Fas2rGYGidmEaZ+K1798fuwGh1jn229fzXW3bF0zhsnNGlqVC4uQcPH1yCIeBsVVuSisDJvmktGoVAoFAqFMj3M2dVRWpYOC1eWwzpkRzgYAc/z4CMC+AgPnhcg3PDfo3+RpHc5x7HgZBxYGQtOxoLjuOhfGTd2TKbgkFOYSYXJKKKEg2F0Nw3AbffetHgnhCT9Ls5mVBoFdjyyDq0N3TftZI9SUp2Pe57aAl26ZgZKlzyRMI++FgMcFndsPVFmDQIvYKDdBKvRcVOo0HypJ7lChi33r8L5j66it8UQczy7IAN3PbEZ2QXpM1A6CoVCoVAolKlnzhonalaW4x+e/yoEXkDAF4TfE4DXHYDf7YfPHYDPE4j+dfvh8wTgdwfQ0tCNzsv98S/IACUL8rFyWy3UOhU0ehU0OjU0aSqodSpo9Spo9Orr/1RQqRVgZRwUyjn7E1KmGK/bj/bG3nmzeLoVhmGwdvcSeP/uQbz3m+MY6DDB7wlAo1djwfJSPPiV3VixrRYMy8x0USUJ+oJobeiZt/U0XwiHI2i50D1vNUwYhsHCFeX4/Lf2Yf//HEFX0wC8Lh+UagXKa4uw57PbsH3fWrAslYqiUCgUCoUyP5mzK2tOxkEt4wAgqRhcQghe+reDosYJlmWxdONC/Nn/fRIMM7sXU5S5gdPqRucVEWPYPEGpVuCOxzdg+eYaWIfsCAZCUKmVKCjPQWZ+2pxYSLmdPrQ39s50MSgJCHiCaGvonuliTCksx2LD3ctRs7IC5oERBLxByJUy5BZnIbc4E9z1MY9CoVAoFAplPjJnjRPjhWEYsIl2cBmGGiYoKaO7aRBuuzfxiXMcTsahoDwHBeU5M12UCdHXYrhJa4IyO+nvMMJqciQ+cY7DciyyCzOQXZgx00WhUCgUCoVCmVZm/7YmhTIHIYSg6VwnImHp1ICUmYUQgub6bgS8wZkuCkUCQghaL/TA6/TPdFEoFAqFQqFQKFMENU5QKFOA1+lHz7VBCLww00WhSOD3BNDdNIBwKDLTRaFIEPSF0NU0gGAgNNNFoVAoFAqFQqFMEdQ4QaFMAX2tQ7AO2We6GJQEDPVYYOy1zHQxKAmwDNnR32acF1luKBQKhUKhUCjxocYJCiXFCAJB7/XUlJTZCxEIDF1mWAzUiDSbIYRgeGAExt7hmS4KhUKhUCgUCmUKocYJCiXF+L0BdFzuQygYnumiUCQIBkLovNKPoJ+GCsxmIqEIOq/2w++huiAUCoVCoVAo8xlqnKBQUozH7kX7pd6ZLgYlAT53AK0NPTNdDEoCgoEwWuq7ZroYFAqFQqFQKJQp5rZJJTpbIQJBOBwBEW4JpmYAmYyTzGtPCIEgEERCEViNdgx2mmEx2OAc8SDoDyESioDlOCjVcugztcguyEBRZS4KynOhVCvAydgZT51KSPS5eV4AH+ZhMzlg6h+BdcgOl80Dr8uPUDAMPiKAYQCZXAaVRgFNmhrpWTpk5qcjtzgL2QXp4GQcOI4Fw05fSlhCSLQeeAJBEBDwBdFc34XBTrPod/iIgFAwDCZRatskkMk5sFzq6nH0fRqtl0mRxDs8XYzVk0BAeAFBfwitDd3oazWIfkeI8AgFwpDJJ19+TsZNuL0RQhAJ86LiqgzDQKbgwLJTY2vmIzwiET6+3gMTfTZZiup4tJ6IEG1ToWAIHZd60XV1QLx8fLQ9pcIDhpOx4GRcytoTIdH2JNzav08EBuA4FjL57B22R+suEuHhtnkx0GmCxWCDfdgFvzeI0HVBU4VKAY1ehZzCDOSVZqO0ugBqner6b48p778joQh4QYh5p1mOhUwuXf+CIICPCHDbvRjsMsPcb4XN7ILfG0A4EPWWkyvl0KapkZGrR0FZDooX5EGfqRvrA2Z63L0dEAQCIcLD4/LD0GWGqc+KEZMDfk8AoUAYBIBCKYNGH62n/NJoPaVl6SCTcdM6j7iVT+YVAiIhHiNmJ8wDVliHHNF5kdOHUDACgReifYKCg0angi5Di8y8NOQWZyG/NBsqrXLa50SJGO0jeF6A3xOAsc8Ky6ANtmEnvE4f/J4gImEehAjgOA5ypRwavQq6DA0yc9OQXZCBvNKsaH/BsWBZNiVzKcrNjL6DfERAwBuEocsM88AIRkyO6Lw8EAbPC5ArZFBrlcjMS0NeSTaKq/ORmaOP9uUpeO9uXOfEYzJjNiEE4VCc9ddN15/c3E3s+gzLQK6Qxb0uzwuIhCMx41Myc73ROgv6QxjqGYaxzwqrwQavy4+gPwSBFyBTyKDWKJGerUdOcSZKqvORVZABuUIGdpb0FbN3lnObYDU68J9f/21M3LtcIcO9n9uGvV/YEfMdQgiC/hAM3cO4fKIVF4+2wNBtht8dQNAfQjgUHbQEgYBhGbAsC7mCg0Iph0qrRGZ+OpZuXIi1u5egcnEx0nP0M/Iy8rwAm8mBvjYjmk63o7m+C9Yh+/VJbBjhUAR8hIfARztJMADLMGA5Fpycg1whg0Iph1KtQFqWFuW1xVi4ogxVS0uRW5SJzLx0yBSpW2gA0d8+FAjD4/TB6/LDZfPA2GvFQLsR/e1DMPVZ4bR6EAqIh3QcfvUsGj6+lpIB9ZE/vQt3fnpjygwApl4Lfvp3L2HE6Jj0tTgZh4ee3Y27n9ySgpKND0IIQsEwfC4/PE4/3HYvjL0WDHQY0d9mhLHPCqfVDbfdJ3qNM+9dRuvFnpQs+u96YjMeenb3hBaWkTCPn37jJbQ2dMc9npWfjq/+f59GeW3RZIsZlyN/PI/9vzoSd/Evk3PY+4UduO/z2yd8/VAwDK/LD6/TB7fDB1OfFQMdJvS3DcHYa4HD6oZ92Cn6/csnWvH3j/wILDf5etp6/2p85q/ug1yZmqHROeLBz//hD+huGpz0tViWwab7VuJz39yXgpKlFkII/N4gjD3DaKnvxsVjLRhoN45NiMLBCHg+2pcDJNqHyzgoVHKo1Aqk5+hRvaIc6+5cigVLS5FXkjWlRs3f//AAzn1wOcZoVLe2Cl/89iNIz9bFfIeP8LAaHWht6Eb9oSZ0Xu6H2+5BwBcaM6ATIWpAZNiokUOuiBrTdRlaVC0txdrdS1C3rmrs+WbDJHCuwjDRNnErPC/AZnaivbEXFw43oe1iL5wjbgR9oeiCKsJDEAQQACzLQibjIFfKoFQroEvXoGJx8fV6WoCC8hzIFdM3TRYEAW6HD1aDDX2tRjTXd6Hn2iBsZicCvhvmRWE+amgnJGrsYhlwsqjhUjH6LBlalNcWYvnmRahZXYHCilyotcoZNbj4PQEM9VrQ3tiLKyfb0NdmhMfhRdAfjrahMB+tH0IAEl2MsSwDTs5F25NSDoVSDrVOifzSbFQvL0f1irLo4io/Hbp0DW1Tk2R0M2R4YASdV/vR8HEzuq72j216hgLh6GaJIIAQApZlwXEs5Eo5lGo5dOkalC0qwuqddViyoRoF5TlQaZSTKE90jP/Ft1+Lu2m26d4VeOLre6FUK8Z9bY/Th//4y99hsNMkes62B9fg0T+7C2qtatzXd1jc+M+/+i2MfdaYYxV1xfjLH30Wal3sdS8eacbv/s/+mOxkmXlp+NK3H0HNqoqY7xBC4LJ50NsyhPpDV3HtXHQ9NdpvjG5wReuMASuLjk9KtRxqrQrFC/KwcnsdVmxdhJLqfKg0M9dXANQ4MeNEwhEMdg3DdEvGAJZj0XaxB/d9fvvYCzLaMA3dw3jvt8dx6kAjTHFe+hshAgEvRDv8gC8El92L4UEb2hp68O4Lx7BqRx32PL0VK7fXQa6Mb8VLJaPPYDM7cWJ/A04daERbQ09y+gwEEAiBIPCIhHkEfZ80XGOvBW0Xe/HhS6eg0atQUVeMJeursXxrDRavr4ZGr5rwswm8gMEuM/rbjBjqGYapzxr912+FxWBDODi+NJQumwcum2dCZbkV54gbqXByGCUUDMPQGbWQTxZOzsGZoudMBkEQYOq1orfVgKFuC0x9Fpj6R2Dqs2B40CZpMIqHx+mDxyluvBgP9mHXhOuJEALzgBV9rUNxj/uu7wROFU6bB/1tQwj44hsnnCPjE34VBAKLwYaea4PR9tQbbUumPiuGB20I+ManLeFzB+Bzi08uxkPt2qrUeA1dh4/wMPWK1914YFkm7qRkJhndpWmp78KR18/jwuEmDA/aEn6Pj0S9D0KBMDwOH6xGB7quDuDQK2ewYFkptu9bgx0Pr0NOUSaA1HtSWIfs6GsdijFOhEMR+D2BMePE6Lvg9wRw7K0L+PClU+i43C+6izcK4QWE+OjzeV1+jJic6GsdwvG36lFRV4I7P70ROx9dj4wc/ZQ83+0Ay7FQqORj/58QgoAvhNMHG/Hhy6fQUt+dsF8URuvpuoHUZnaiv92Ik+9cRFlNAXY9tgG7H9swZe/haLkFXsBQzzAajjTjyql2tDX0YMTsSCo7ESEEhI9eIxyMwH99yB0etKG7aQBHX69HTlEG1t25DDsfWY/F6xdMq9fs6GK36UwHjr1Zj4Yj12AdciTVzxJCwPNRL4tQIAy4A2PH+tuMqD/UBJZjkV+ajZqV5Vi2pQYrttaiZEE+MA0eWPOJ0foY7DDh+NsNOHngIvrbhsBH4ntsjiLwQvTdC0Xgc/thH3ZhoMOE0wcbUVCejY17VuLOz2xCRW3RhLx8GQZQa5WwGu3wOGLnY1n56fA4fRMyTgx2mNFxqVdyzErL0mLvF7ZPyDgxYnSg9WIvHBbXzQcYoGRBPlTa+EYbr8uPvvahm9Y4AGDuj86VFq4sv2ldGAnzaD7XiYMvHEPD0WZ4nX7JcgkCgRCKIHJ9vHNY3DD2WnDh8DXkFmdh830rseezW1FeWzRjnn7UODFLEXgBlkE7At4g1DrVmLfE+Q+v4tWfvI/eZgMiYX5S9/B7gzjz3mU013fhrs9sxoPP7EZOYcaUvYjRyUMQFw5fw1u/OBwVI4yz4JksPncAzee70NrQg49eOY3yuiLse2Y3Nt+3akLX8/uCeOlfD6DhSDP8nsCkf3fK1BD0h/HH//oQJ99pgM8TTLiAoMwM4WAYB58/hg9ePAmfO4Awrac5yeiC6t3fnsDJdy7CarBNOnyFj/Bob+xFb4sBpw9ewkN/cgfW7F4yKePyeHBa3bBbXCgozwEQ3bXrbhrAKz96F43HWuB1SU/6EsFHBHRd7Yeh24yGI8144uv3oXZN5awIfZtrcDIOyus7skQg6G834rWffoCz71+Ou4gZDwIvoLdlCC/968Gxelq6cWFKvSiIEN3p7GoawLE363HldDtsJmfKBZoJIbAY7Hj/dydQf6gJd3xqI+793DbklWRNeZsSBILBThMO/PooTh1shM3slHShn9A9eAHG3mhK8HMfXkFOUSbW7FqCJ/9mL9Kz9Sm913yFEAL7sAunDzbi4AvHMNhlHvemW7xrGnut2P/LIzj34RXc8+QW3PmZTcjMS4/r8SQGwzBIy46Gx3U6+mOODw/a4HH4kF2QMe7y9bcPwWX3Sp5n6B6Gy+ZFZl76uK4PAAMdRoTjbLyyLIuKJcXjbn8BXwjDAzbwEQEyORf1lhjx4O1ffoz3f38yugk2yfZlMdhw4PmjuHKqDQ9/9U5s27dmRrwoqHFiFuMcccNmdqJYp0IkFMHBF47jlR+9C3eCxjQeCCFwWNx487lDMPVZ8cx3H0duceaUvIg+lx9vPHcIb/3icELLXioQeAEOqxuhS/3wugKJvyAC4QkcVndKf3dK6iECgXPEA5eN1tNshhACt90L58j0edVQUovAC2g83oIXf3gAzedTL1YaCoTRXN+F7muDuO8L2/H4X9yDzNy0lN/nViLhCAydZtStrYIgELRc6MJz3/oDOi71pfQ+AW8QFw43wTJkw1f+6TGsvWMJ3eUdJzIZC5VGASIQdF7px3P/+w9oPt+VUs+noD+EKyfbYDXY8IV/eBjbHliTMn0Dm9mJX33vDZw+cDGuV1qqGfVYe+0n72Ogw4hn/vlx5JdlT9l7J/ACmuu78KvvvI7Whp6U1osYAV8Ig51m5Jdmp0bn5zaAEAJD9zB+/y/7cepg46SNErfCR3gMdQ/jd/+yH1fPtOOL//AwFiwrG9c10rN0KCjPQeeVWOOEdcgOt907FuKULOFQBH2tQwh4pT01A94g+lqHJhQ2O9BhiusVznIMqpaUjPt6ADDUM4ygPwROpoJ1yI7nv/cmTuxvSOkmDx8R0NNswM//4VU4rG7se2b3hDxTJgPN1jGLcdo8GDE5EPSHcPA3x/HaT96fsgVyJMzjzHuX8OIP34HTOj437UQQQuB2ePHSv7+LN587NC2GiRspqc7H8i0103rPuQrDMpArZSmJ36dQbncYhoFsnrWnoD+EI6+fx0+/8RJa6uProKSKgC+IA78+iv/+5svobzemfNf1VviIgIFOE4hA0HqhGz/75itxJ8Spor/ViOe//wZa6rshCNLu05Sb4WQcVBolupoG8LNvvYKW+tQaJm5kqNeC3/2f/bh0ogW8iDDxeFFqFHCNuKfFMHEjfETAuQ+u4Dc/eAvWIXviL0wAQggun2rDT7/x4rQZJkZRahTYcM9ypGXF6sZQbkbgBTSf68R//uVvcWL/xZQbJm4kEubR8PE1/Pivf4/GYy3j8kDWpKlQWJkbdxwN+kMwDVjHPTZ4HD70tiQOtwwHI+hqEhfkFoOP8DB0DyMSin1OjU6Nosq8cV8TiHpyBP0hOCwu/Pb/fxvH374wZd6nXpcfb/zsI3zw0qlp93ClnhOzGLfdi2FDVCDy1f98Hw6LtNFAo1NBn6WFUq0Ay7IIBkJw27zwuHxJxS5GwjyOv92AkuoCPPzVO1OSpWD0ukdfr8e7LxyDP4GVchROxkGfoYFar7quIMuCj/DwewPwOP0JrZ03snHPimnZdZsPZOam4ZE/vQsWgw1etx9+dwA+bxB+dwB+TwA+zyd/A94gDXGhUCTQ6FS477PbsGzTwuvaGAH4vYFou/Lc3Kb8nuCsD3GJRHgcf/sCfvODt5Ne2DAMA12GBvoMLeRK2ViIosvmhd+T2KMtFAjj5P5lMknDAAAgAElEQVSLiIR5fOWfHkXxgvzJPoYofCSqL2Q12vHiD99JaJiQK2RIy9ZBrVNBJuPAR3h4nH64bO6EsdpAdBHX3TSIV3/8Pv7ih08hu3B8rsm3M6yMRSgQwh//6yO0XOiWXJzI5BzSsnTQ6FWQyWXgeR4+VwCOETf4ZMYwEt0Fffnf30VhRTTj2WTR6FXY/dgGXDreOq5xdFRgVa1VgpNxCIciCPiCcNu9SWsPRcI8Th64iJLqAjzx9ftSbjw19Vnx+395B72tQ0nNPXFdV0CfoYVCJYdMLhsTH/e6fPA4/aLZqm6loDQHa3YvHVfowO2IIAjouNKHn3/7NXRc7kt6ca/SKpGerYNSrQTDRBfvbocXHqcv4TUIAdou9uK/v/kyvvqDz2D1jrqkPJFYlkVJdQFUWiV8cULrBjtM4Hkh6feYEAKPw4teiWxto4TDEfS3DSEciowrrMt1fXM5nmGuqCoXunRN0te6EWOvBU6rG8ffvoDjbzdI9h0sx0KXroEuQxMV+RaiwtWOETdC/uT6CofFjTf++yNU1hVjycaF09auqHFiFhMKhHHm3UsYHhyBzRyrVq/SKJBfloPlW2qweP0C5JfmQK1VRo0KDHN9MR+Eud+KK6facel4K4YHRyRfZr8ngA9fOoUV2xZh4YrylLj89bYY8M6vj0gaJhQqOfJKs7F4bRVq11ahqCoPGr0KCqUcLMeCZZkx0Z2ALwS7xQVDpxm9LQb0tBjgtLrhcfpiLL95pVlYua12Uur7Kq0Sn//WQ3j4T5JzQ2+p78KrP/lAdDDdcv8q7HxkPRRKedzj46G0pgBcCicWaVk63Pf57WPpvkLBMMLBCMKhyCf/HQwjdP3vx388h0N/ODOlFvdkUarl+Mxf3ou7n9ic1PldV/vxhx+/L6p7snrnYux5eguU6okrTY9SWJELTjZ/ds8ng1wpx4Nf2YWNe1Ykdf5gpwkv/+hd0TjyxesX4IEv74Imjur1eMktzkqZURaI9h27HtswlpZttC3d2IbCwU/aVuPxFrzxs0NJLdqnGz7C48LhJrz4wwMJDRPaNDVKqvOxcnsdFq2uQFZBBlRqBTgZNybgFfAGYOy1orm+C1dPtcM8MCIab08IQf1HV6FQyvGV7zyKnKKpCT0khKC3xYBff+8NXD3TEXOck7HIys/AwhVlWLm9FmWLiqBLj078OI6FwAsIBsJwWNxob+zBhcPX0Ns6lLA+L59sw7G36vHQs3fMKy+bqSTgDeLt/zmCi0euxSyKWI5FZl4aFiwtxcrttaioK0ZaphZylTxaT0J04esccaPzcj/qDzeh59pgQk2RlgvdOPTqWTzx9b2THncZhsGSjQtRu6YKTWfjv2u6dA3Ss/Uory1C5ZISlNUUIjMvDSqNMpqGkGMgRASEwxF4nX4MtBtx9UwHrp3rhH3YKWkgCwcjOPL6Oay9YwlqVlWkrD35vUEceOEY2hp7RA0TDMsgPUuHirpiLN20EFVLS5CRmxbtI66nRweJGlFCgRC8Lj/MAyPoax1Cz7VBmPqs8Dh98HkCN9U9yzJYsW0RCstzaJhUAgbaTfjVd15PaJhQqOTIL83G0k0LsXRDNQor86DSKiFXcACYMbF9+7ATrQ09uHKqDQPtJslN0YEOE174/pvQpqlQs6oiqYxoZQsLodGp4honBjpM4CMC5OOIPDD2WWEfdiU+kQAWgx0jRseYFlEyjJicotcvqymERj+x+YrD6sJbvziMcx9eiRkvRzcCymuLsGLrItSsqkBGjh7K62MvEJ2DeJx+9LcN4cLH19B2sQcOi7Rgu6nPioMvHEPZoqK4maymAmqcmOWcee/SWHqyURgGKKrKw91PbsH2fWuRXZghmpebEIJFqyqw6b6VGOww48DzR3H0jfPwe8QNBYOdZpx97zLKFxVNOs6Ij/A48XYDjLdkI7mRjFw97nlqK+741Ebkl2ZDdn1wEhtcohN9QOB58BEBPrcf3dcMaKnvQntjLzqv9MNmdoJhGdStrUJFXdGkBipOxqJ2TWVyOwCIxrJJ3a+wPBdrdy+ZVHqlMaZo/GUYBgzHQKVRipaTEIK2xl5wHIupyxWRPCzHonpFWdL1JJNzkMk4iLWE3OJMrN61BFq9evKFo/OkMViWQcXiYlTUFSd1flqWTtKQl5mXjtU7FyMtUzv5wk1le2IYKNUK0T6VEALHiDulxpFU0tc6hJf//V3JDFEsx6J6eRnu+9w2bNyzAtp0zfWUmbHK+YQQ1K6pwrYH18BisOH42xfw0cunYey1xJ0oRcI8Th24iIKybHzm63uhFlE6nyxDXcMw9lhijMu6DA02712Fu5/YjAXLSscM5/GeCwBWbq/Fns9uw4n9Ddj/yyMY6h4WvaffE8CJ/Q3Ysnc18suyU/9Q8xC7xYUT+xti6kmjV2H93cux56ktWLiqAkqVIm52itF6WrF1Ee5+cgtOv9eIt3/xMQbajaIT9XAwglMHGrHz4XUoqS6YVPkZhkFOUSa2PrAaHZf7xhYaKo0CVUtLsWhNJZZtWojq5eVIz9aBk7Fj75vYsyzdWI3dn9qInmuDeOdXR3D63UuS3hRDPRac/eAKKhYXQ6mafEx5VATRguNv1sd1ZweiXrHLt9TggS/vxLJNNVBd9wCR2pGNZjQh4HkekRAP88AI2i/2oLm+C51X+tHfbkQ4GIFap8LmvauogS8BHocPr/30A1w71yVumGCA/NIc3PmZjdj58PqxubnYOoMQYO0dS+Fx3oH6j67iw5dPo/l8l+gmXdfVfvzuX97B1/7t6aTEWaPeBuq4hnFjjwXhYBgqTfLvcNeVgZhnT8/RjwnV3oh92AXzgHWcxgkHHHFC5BmWiXqBTHD+H/KHcegPZ2IMjyzHYvmWRdjz9Bas2lEHjV4NmYyLm7WGEIIlGxZg9+MbcPlUO9567hCaznaCj4hvXDcea0XLhS5svCe5TaXJQo0Ts5xbGzYnY7F652I8/bcPYMGyUsjk0lU4ushUcgpULS3Bl/7xERRW5OK1n3wgql9BCMGZ9y7hric2o7Bicu6LIyYHms52iO6sZ+al4Qv/+2HsfGQdFCp5UkaE6OAMsKwMMjmgVCuwJi8dq3bUwm33wtBlRvP5Llw53Y4te1dDM8nF5ViZkly4JHyG651FqoS1ZorZtjOR+npi5kU9zTbGX0+JjzMM5nw9zbb2dCM+dwBv/fwwOi+LC0MqNQrsfGQdHv+LPSiqiB8ffCOjY5OCY1G8IB+P/fk9WLG1Fi/96wE0Hm+Ju+sbCfP48OXTqFhcjB0PrZuSRchoasZPygnkl+Xgyb+5H1v2roI2TXo8Ga1HuUKG7IIMPPClnSipzsf//OMf0d82JLrw7bk2iOb6LuQWZ9LFVTKQW+ZHDJBblIlP/a97sX3f2oQ7fKP1JJPLkJmXhj1Pb0NpdQF+/d030HaxV1QnwdBlRuPxVhRW5k3ae4LjWGzZuwpH3zgPh9WNVTsWY8Pdy1C5uCS66ZSkoXL0WTgZB42Ow5IN1SiqzEVJdUFU50vEI0TgBdQfasKep7amzCh27WwHLIb4nlUMy2DTvSvw+W89hJLq/KT7PIZhwMkYcDIWCqUclYuLUbm4GDsfWw/LoB09zYO4cLgJAFAxAeHC24lwKIKjb5zH6YOXRBejHMdi6aaFeOKv92LJhuqE4Qxjc3KFDJm5abjzM5uwdONCvPHcRzjyx/Nx3z9BILh0vAUHXziGJ/96b8LFukanRlFVXlydCLfDh+FBG/RJblAQQtB+qTfm8wVLS6FN1+D0wcabfhvniBvGXiuWbRaS8vLgIzyGB21xvTy0ejWKKnMnlaHp1rFRl67BPU9vxQNf3on80sQit9H2xEGjV2PD3ctRWVeM57//Bk683SAqJOt2eHHqQCNW71ycEq/vRNARcA7BsgxWbF2EZ777OGpWVSQ0TNwKwzDQpWvw4Fd2Yecj6yTPHTbY0NrQM5niRq8zaJPcadtw13LsfnwDlGrFpCfnLMsiPVuPunULsO/ZO/C3P/syNu5ZPqlrUigUyu0Mzwu48PE1nPvwiqibuFwpw+7HNuBz39yH4qq8CS2u5QoZatdW4ZnvPY6V22pFr2G3uPDOr47C1G+dFqG9vNJsPPvdx7Hr0fUTcsVlORarttfh6W88gIwcce2jgC+Eq6fbk9ZlotxMdkEGPvfNfbjnyS1Iyxq/FxXHsViyoRpP/e0DyCkS1/4IBcK4eqodXufk0pWOklOUic/9/T58+4Wv4tnvPYb1dy9Dfln2pD2oMnLTsO+Z3dj6wBrJhdBghxGmPnHP1vHSckFcJDe3KBP7ntmNkgXJGyakUKoUKKnOx5a9q/DVH3waz37vU0ibJrfzuYqhy4x3fn0UPnd8gxXDMqhbvwDPfv9TWL65ZkLpc1mWRWFlLj77dw9iz9NbRcOq+YiAj187h6YzHQn7cpZjRL0tg/4ghnrEPdNuxWXzwnjr+QyQV5KFZZuqIVPc3F4iYR4D7cakdRpCwTCGus1xnyktS4f8suQ9MBIhV8hw/5d24Klv3J+UYeJWWJZBflk2nvzr+1G9olz0PIGPpsE2949MtsjJlWta7kJJCeV1xfjSPz6K0uqCCXfso67Fe7+wA2WLCkXPC3iDaD7fOSl1dEKiqR2lUgauv2d5SnOHA9FnlCtk0KVroEiBqyKFQqHcrjgsLnz40inRfpxhGazcVoenvnE/svLTJ7XoYFkGZTWF+Mp3HkNFncgOKAHaGntx8p2pVZcHovHWj/35PdiwZ0U0xn8Czza6S7Vhz3JsvG+F5DVa6rtEFw0UceRKGfY9uxs7Hk7eAzMenIzDym212P7Q2pgFyo20XeyJcf2eKAzLYPXOxViwrAxqrSqpndmkrssw0Gdqse+ZXSisEF8MhUMRdF5NTUYaQgiGesQNHRV1xahcXJJyLzeWY6HWqqBNU6fs95uPCLyAI6+fx0C7UfSc4qp8fO6bD6JqScmkPLgYhkFalg6P/tnd2HzvStFrjZgceO+3J+Aa8UgaKBiWReXikrgelwFfCAYRY0A8elsMcN2iYaVUyVFclYfq5eVxPQO6mwfh8yanBRX0hTDQYYp7LD1HN67wEClYjsXWB1fjoWfvgEanmtS6sGRhAfY9uxv6DHGhTlOfFYau5H/nyUBb8RxBoZJj7xe2o2rJ5Dt2hmFQVJmHjfesEO0w+IgAY48FvkkIsxESbaSicUwMqDo5hUKhzGKaz3eh+Xyn6PGsvHQ89Ce7kV2QkZLdUIZhUF5XhAe+tEvUcM2HeRx7sx7DBtuk7ydVjvV3LcPWB1anRHRYoZRjx0ProJbwvhgxOWE1OiZ9r9sKJqobseuR9ZMSvh5FrpBh24NrkJ6tFz3HbnGJhi7MNgor87D+bnEPUkEgGOw0p+RekRAvKmoLRHVbJioESJk8Q70WnPvgiqjrvkIlx72f3YpFaypT1pdn5qXh4T+9U9RARgSCyyfbEqacZRggvzQ7bpaLUDAMU99I0hmS+luHYjyfVBoliqsLkF2YETe732CHGV5ncobjgC8U10jHsEz0GdImlqnjVooq8/DwV+9Eeo54X5UsHMdi3R1LUVojvmntcwdg7LVIalOkCmqcmCMsXr8AG/eIGxPGi0Ilx/ItiyTjMu0WFxyWJNRsRWAYSJeXYFaq0lMoFAoluqt64u0LoqEGDMNg64OrUbduQUo1MxiGwYZ7lmP5lhrRcwxdZpz/8MqU7eJEdQi2IiMFE79RSqsLUL2sVPR4OBSGoSs1C8XbhbRMHe5+cktKM7gUVuRh0aoK0eN8RMBgZ/yd0dmGSqPAkvULoNaJCFsLBNYhe0raEcsxYCXqIBQIz/p0yfMVnhdw4VCTZPhD9fIybH1wTUrEUUdhGAbVy8ux46F1ojpTHqcPJ/Y3ICAR0sYwDPRZWhRV5sUeJIDFYIPHEV9H70aC/hB6W4ZihGLVWhVKF+ZDrVWiLI5uyaieXTJYh+xwxfE0lMm4lHkOcRyLbQ+uRvXyspT1e2lZOizfXCMpTmvoMiedsngyUOPEHEChkmPTvSvjWvMmQ3ldEdKyxI0TXpcfnknGVaq0CsndjOZzndPiIkShUCiU8dHfNoSuplhV81Ey89Kw4e7lKc+cwTAMMnL02HL/KtFrB/whXDzWArdIitnJFQBYsKwUSzYuTKnRRZuuRtWSEtHjfETAiIl6ToyHsppCrNpel9J6UmuVWLCsTPQ4IWTOeLgwDIO80mxk5aeLnuNx+kWzKowHTsZBkybuGTHUMwzzwAid880AbpsHjceaRReWSrUca+9YitzizJTfm5Ox2LhnBbILxD2lm852wCihTwcA+gwtiirji/SPGB1wiYj834jb7sVAZ2xYS0auHln5GVCqFSiP4z0QifDovjaY8PoAMNBpQiQca4TjZBzKxcIVx0l6rh6b7luZ8jCmmtUVYCSuaTM7EQlTzwkKrou0bK6ZlLprPLLy0iWNEwFvcFKeDQzDID1bjwwJo8qJ/Q3ouTYo6mZGoVAolOmHCATtjX2S7uvltUWoWVUxJZlGWC6amSq3JEukgEBfiwH9bcaUL3Y4jsO6u5al3OiiVCmQX5Yj6lEo8IKkRhMllnV3LU2YQWW8yJUyFJTngJPFrydCCJxx0gTOVtIytZKu5HyET5lHQ/GCfNFjA+0mnNzfQEVfpxlCCEZMTjTXi4uV6jN12HD3sinR7GAYBkVVeVi+ZZHoOQ6rG1dOtkn25RqdCsUL8sFyseON1WhPqFsx2m7722KNE2WLiiBTcFAo5Sipzo8JKeTDPLqbBiAI0kY8Qgj624xxF/DadDWKq+J4fkyAZZtqUFA+uWyK8Sgoy4FCJZ6NwzniocYJCgAGKKzIRYlEhz9ROBkbDesQmVdGwpMfsPJKslAkkY60r82IX37ndbRd7JmWOCYKhUKhJMbvC6LjSp/oTptcIUPNqoqULwxvJK8kO6rQLjJG2UxO9LUNpWTX90Y0ehXq1lal9JpANOZYn6mFQsSbkBCCoI8u3JJFqVZEQ4pSLLDIMAy0aWoo1SLu7QQIzKF6UqgUkEssOIhAkorXT4bF6xaIpn8OhyI48PwxvPfbE3DbvdSDYhrpvjYAt4RnQeWSEuQWixiCU4BWr0btmkrRNhX0hdDe2CsZMsBeTzut1sZ653idPoyYHJIi/oREdTdcttjfoXxRITiOA8MyyC3OitFxIIRgeNAGh0XaKMlHBAz1DCMSZz1TXJUHjX7y4yUn41C7tnJKxl6lWiEpihn0hyaVKCFZqHFiliOTcahaWippyZoMap0KjMjMj4/wkx6wMvPSsGxLjWj5BV7AxaPN+I+//C3e+vlhWAw28BGeDloUCoUyg3idPnQ3ibuxKlRy1KZIOE0MlmNRt7ZKdDeP5wV0XupDwCcuwjcRSqrzJT3+JoNSrRBNA04IaEz+OCisyEVOioRYb0WhkosKshKQKc8Uk0pkCi5hatJUzblq11ahMJ4uwHVsZid+/3/342d//woun2xDMDA9i53bnbaLvZLHa1dXQKWZuux2DMtg4Yoy6EQWvoQQDHaZE4ZLlS4sgCbOopwQYLDTHNcoMIrAC+i41BfzrrMsg9KawjFPqZziTGQVxIZBOSyuhClL7RYX7GYnEOeVLltUlBJvvLQsLcoWFqZEqPlWWBkLlUa8jOFQBALN1kHhZBzKJVJ+Tv764q8AIWTSAxbLstj6wJqErkx9rUP43b/sx/e/+Bze+vlh9LYY5tTOBIVCocwnRpW5xVBrlSipLpjyclQsLpYUVu5vN0pmCJgIJdUFKQ/pGIXlWPGdfkIg8HShlixFlbnQpk+N5w7DMpIu7nMpFFVsAyrl92EY5JdlY8fD6yRTxPs9QRx9sx7/+mfP4yd/8yLqP26CzexMuQcUJYogEMn0oZyMRenCQsgUU7MJOkpxdQF0Eu11xOiAfdgpeY2iyjzo42TsAIDBTpNkyAEf4dF1dSDm88y89Js0WbLy05ETRx/DOeKBscciuS6yGuxwxkkzzLAMSqsLoFSnwDiRqUNeafakrxMPhmHASqwLBYFELUFTDDVOzHJYjkV+inLixmM6Bq2SBXl44Mu7oEow2Qv4Qmi72Iv/+ac/4vtfeA6/+ufXceHjJvjc/pQYSigUCoWSHCMmR0y6tRvJLsyclrSA2QUZkvcx9VknlfI6HnnFWeIu/ZRZQ3ZRJtS6qXkHmbH/mT2MzoMS/hM++ScI0zt3UqoU0XSUqyskzxN4AdYhOw69cgY/+PIv8O9fewHv/PoojD3D4HmBzvlSiNvuhW1YPPOeLkOLjFy9ZJaGVJCWqUV6jrhHmsPqht3skvSk0ehVKBAJFR/sMiMi4XlmH3bBFEd0M78sG/pM7ZgHVlR3oiDGwBb0hzDQYRL1miKEwDJkgyuOcUKXrpHUsRkPmjSVpMDtZJkN3d7kk0JTphSFSo50CdHKuQAn47Bt3xr0txvxwYunkhLZNHQPw9hrwYn9F1FanY+Ne1Zg+dZFKCjLgTZdM+WdKIVCodzOjBgdkouDnMIMyd3RVKFUyZFTkBE3NRsABAMhOCyulOkysSyD9Bx9Qjd4yszCsAwysnXT8g7OFIQQCLwAnzsAnyeAgDcInzsAx4gbTqsbXqcPfm8QAV8QoUAYoWD0XzgQif4NRv8GfEEYuqTd0VNJbnEWnvyb+/Gzv38Fg53mhEaGgDeIC4ev4eqZDuz/5REs27wQm+5diYq6YmTlp8/rOp4OHBYXQgFx7zJ9hgZaEW+EVJMnJnCMqMHKNuwEz/OQseJ1XrWkBKcPNsZ87rC4YR92iQr99zQPwuuKNbgXlOVAn6m96bPyuiLIVfKYMLve1iH43P64oep8RIC5fySu4GtGbhrySlOj6aFN00AzRUbZ2QJt8bMcbZpaND51rsAwDPQZWjz1N/dDrVVi/y+PwOvyJ/yeIBA4LC44LC5cPdOB9BwdVmytxZpdi7FqRx1yijKnRFmYQqFQbndsw05J7820bF3KM0jFQ6aQxUwcb0TgBdjM0q7A40GulEOjV02plgZl8sjkHLTpmnlZTzwvwDJoQ8elPvS1GtDfboKpz4Jhgw3OEc+s12hgGAYrttbiz3/4FH793TfQ3tiblBdE0BeCocsMQ5cZH718GguWlWHNrsVYs2sJFq4qh1JFvZkmgnPEI6mRotapJHUGUknGLUKTt2IfdoKPCJBJRJiIpWMO+kMwdA+jvDY2XSchBD3XBuF137w5yslYFFbkxoTxVdQWQamSw3fLWqWv1QCv2x9Xkyjoj76/8fQmMnP1yEuB4CjDMtBnaFIuAjzbmNur3tsAlUYpGW87l9BlaPD41/agoq4Yb/3iMLquDkgq896K0+rB8bcuoP5QEwrKc7Bm52Js3rsKZTWF0Kar5+UkhUKhUGYCr9MvndZNr54SQa5bkck5SVVygSfwOBMbu8dzv6kSoKakDk7GzavQm0iEx4jRgdaGbpx59zK6rw3AbnbB4/LNemNEPDgZi2Wba/BXP/48Dvz6KE4duAiHxZV0uDofEdDe2IuuK/049IczqFpaiu371mLpxmpkF2aAk3F0zpckPrdfUotBqVZAOU19ni6Bh4bH6QefQHskvywH2nQ1vLf0+8FACEPd5rjf8XsC6O8wxYR9qLUqFFfnx7xLmXnpyCnKhP2WcBj7sAvmARuKq2I99QLeIAa7Yu/PciwKynNTkqmDYZhpMyTNJNQ4McuRybl5YyFjGAYanQrb9q1B7ZoqfPSH0zj6+nkMdsbvTMTwewLouTaI3hYDPnz5NDbcvQzbH1qLZZtqoNQo6IBFoVAokyQUlDYcK1SyaRmbWJaFXCmRBpEQSZfl8d+PmRaPEMrkYBlmXoTeEEJgt7hwcn8Djrx+Hh2X+8CH+enQnJtyWJZB+aJCPPPdx7Bm12J88OIpXDreMq7sOjwvwGKww2Kw4+LRZlQtKcGOh9dhwz0rUFSZS+d7SRAORSAI4gt+mZybtj4vkUExlCB7C8Mw0GVoUFSZh45Lfbd8N4yhHgsEQYjxqnZY3VGvhlvQ6FUoq4lNOqBUK1BRVxxzDz7Co7tpAKt31MV8x+8NwNgTKyItV8hQXluUkvGSQTT7znyHGidmOSw7XTrL0wfLssgvy8an/9e92LRnBU4dbMSpA40w9VnHpbpOBAKXzYNDfziL+sPXsGLroutCTJVQaZV00KJQKJQJEg5F4rqnjjJdO5cMwyTMKpXKtI4Mw1BNo7kAgzkd1jn63jad7cAf/+tDXDvbmfKsM7MBhmGgVCmw4Z4VqF1ThSun23Dk9fNoqe+G2+YZV9aTcDCCtou96Gk24OPXzmHXo+ux9YHVyCnOmhYvrrlKJMxLLvhZjgXLTU+fl8gIEg5GEoYA6dLUKF1YEGM4IAKBxWCH1+WHPuOTUEBCCOzDrriGg4zcNBRVxgpsKlTyuOEjAk/QdaUfhJCY8c88MBJX00KukKFycbHkMyUNg3njTS8FNU5QZgy5QoaqpaUoW1SE3Y9twOl3L6H+o6vouDy+vPWERLUpjr99AVdPt+POT2/Cns9uRWEFtapTKBTKRGAZJrpNIzZPJACRsl6kCAIiuYvMMEitMYEOGXOEuV1R4VAEh189i5d/9C4sg7ZxZ6aQyTnoMjTQ6tVQ61RQqORQqOSQK2SQKWTRv3IZ5EoZ+DCPhiPXYlzUpxOWZZCZl4ZtD6zBmp1L0HS2HaffvYRLx1thGbKPK3QlFAij80o/+tuNOP/RVTz0J3dg9c7F8yrMJ5UknAdPT3bI6K0S3IhhGSQqrkqnQnFVPliWiTFu2YedcI54bjJOCAKBocsMT5zsUxV1xVDE0TKRyTkUL8iHSqtE4AaBS0IIDN3D8Lr8MSEqA+0m8JFYDxVtuhqF5fEzjFDiQ40TlBmFYRjIFTKUVBfgsT+/GzsfWY/Oy304+8FlXD3dAduwE8EkDRVEILCZnXjjuY/QcqEbT/z1XvZk6SsAACAASURBVCzbtJAqPVMok0DghXnhYkwZH/IEMciRsLRnRaogApGMlwbDQK6kfTxlbkAIQSgYxge/P4WX//1gYoMBE42L12dqUVKdj6rFJSitKUR2YQa0ehWUGuUnRonr7vkyGQdOxoK7/v9tZgcM3eYZNU6MwnIsdBkabLhnBVZsq0V/mxGXT7Xh7HuXMdgZXUAKCTQHRgkFwrh8sg2DnWbc/eRm7Hv2DqRn6+im1C3IFTLJ3XaeF5L+zSeLVKpPIFrWRPXHcSxKqvOh0atjDA62YSecVvdN2Zv4MI+uqwNxr1Wzqjyu1wjDMMgpykRuUSYGOkw3HXOOeGDoMmPR6sqbPu/vMMbVyyhdWAD1NKTdnk/QEZ0ya2BZFrnFmcgpysDKHXUw91tRf6gJV061o+NSL5w2T1KT4UiIR9OZDjz3rVfwxW8/gvV3LaMufxTKBImEeZpv/jZEpVZIOk4EfKFpmdAKvICQhLs7wzBxd74olNkIEQgun2jDaz95P6GxQJeuQd36BVh3x1Is27wQucVZY0YIlmPHsQiffYt1hmGg1qpQs6oCVUtLcdenN6P5fCcuHL6G5vouDHbG34WOx4jJgTd/fhguuxdPf+N+ZOalT3Hp5xYKlVzSOBEOhqPG5mkgkVe0Up2cblxRVR506ZoY44RrxHNdePWTsItImEdviyHmGgqlHOW1xaL3yy7IQG5xVoxxwu3wwtA9fJNxIhLmYeq1xh0Ty2qKqFfPOKHGCcqsgmGYMeHMysUlqKgtxj1PbkH3tUFcPNqMcx9cwfDgSMIOjhCC/nYjnv/eG9BnaLB4/YI5HZ9KocwUQV9w2nZVKLOH9Bx9NGZCxDzhcfoSqqqngkiYhydOHO8oLMciPTt+XnsKZbZhMzvxxs8+gsVgFz2Hk7GoXl6Oh796J1Zur53X3gCj3rOZeWnYcv9qrL97OQzdZrTWd+PUwUa0XexNypsi4A3iw5dOQa1V4rN/9yBdDN5AWqZW0oM46Ash6E8+c95kcNu9ksfTsnRgJTSGRimqzIM+SwtTv/WmzyNhHqY+KyJhfuyZnSNuDA/aYq5RWJmLrPx00balz9SgqDIXl06wN71/fncAAx0mRML8mCivfdgFh9Udcw2WZVC2qHDasqHMF6hxgjKrYVgG6Tl6rNxei7p1Vbjric0498EVnH73Erqu9kunIiXRGLC3njuM4qo8ak2nUMYJIQRetz/pHSzK/CEzL00y9tdpdYOXCrdIEeFQBK4Rj+hxjmORkaOf8nJQKJOFCARn37+M9sY+yfNWbK3FF7/9MKqWlIzTQ0LsxmRaQrBSgVwhQ/miIpRUF2DjnhVoa+zFsTfrceVUG6xGh+RzhIMRfPzaOdSuqcTm+1bdFsKByZCWrYdCIvTN6/HD7w1MS1nsFmlvoYwcfVKZQzR6FQrKctBxuS/mnTD1WREJRcaME4Nd5rjPV1pTCH2mNubzUViWRXltMZRqBfyeT75PCMFgpwl+T2Ds+yPGqBDnregytcgryZo3WRenC9pyKXOC0dy+ZTWFePTP7sI3f/EVPPvdx1G9okwynRghBI3HW3D+UBN1TadQxkk4GIbb4aNt5zYkryQLMrn4hNYyZEcoQfxwKgj4ghgxO0WPq7VKpOekTXk5KJTJ4rR5cO6jq/C5Yxcxo5QvKsLn/v5BVC8rS1lGHIEXJFNJzjYYhoFMxiEjNw0b7l6Or/3r0/jGf38Jd31ms+RiEoh6prz7m+Nxd7FvV7Ly06DWq0WPu21eeKZhnBd4EteDYRSZnENWfnpSYdgMw6ByaUlcMWRjnyWabQrXvajbhuC/QdQSiHrcVdQWQZsm/rsAQNXSEqg0sV44/W3Gm4wRVqM9bqaO7PwM5BRlzlvPp6mCGicocw6WZZFXkoV7nt6Kv/3Zl7HrsQ2Sgmg+dwBn3798k+WTQpk3TGHWBK87AJdNfNeaMn9Jy9IhuzBD9Lhj2CXp0ZAqzP0jkpoTBeU5UGuVU14OCmWymAdG0NscG/s+ilKtwK7HN6B6eVlKd1pDwXBK0+1ONyqtEsu3LMJXvvMonv3u4yhekC/p1dV0tlPyd77dUKoVKCzPET3ucwdgNTrGldZ1ItiGnXDbxceMjBw9MnLTkl7IV9QWg2Fil7HDg7ax913gBRg6hxG6JWxFo1ehrKYwoSGkoDwnbtiguX8EHkc0RIUQghGTM+4aI6sgHdkF4uMoJT7UOEGZk4zGKZYuLMCX//ER3PH4RtGYOkII+luHYOgenuZSUiipQco9VRCEcaVhGw8umwc2k2NKrk2Z3Wj0apTVFIoeDwZC6GkenPJydDUNSMably0qglJN43kpsxtBIBgeGMGIUVxrIis/HZvvWynpsTQRPE4/vBLeGnMBhmGQnq3HHZ/aiGf++TEUSKRmHM3iQfmEBctKRY8RQtDbPIiwVJh0ChhoM8LjFH8Pc4oykZWfvBdcUWVuXM8Ht90Lx0jUc8Zl98LUb43xCtFnaFFRV5TwHmqtEhV1xTGfB3xBDPVYAETDiSyDtpjwV07GorAiFxqaqWPcUOMEZU7DMFFNik99bQ/Ka8U7mhGzE9YhO3VPp8w5GEBazMofGnNhTCWEENjNTknhNsr8RZumxsIVZXHdZoHoAqC1oWdK3cUj4QjaGnpEd/Q4GYsFy0qp+B1l1sNHeFgMNsnd6fyybBSUie9wTwRCCGwmB5zT4OU0HbAci1U76nDv57ZJhvR2Xxug870bWLS6UvL3arvYO6W6EwIvoONKX0x2jVEYhkFRVR6y8pPXhtOmqVFclRfzeSTEw3I9fMRpdcMyFBtKkpmfhoIKcQPXKHKFHFVL4ht2RjOABP2huPdQKOUoW1RIQzomADVOUOY8o53aujuXik6kA94g3HYvpmOsStQPEWGqnPAp4yJhPQmYFSpiDAO1Ttzy7nMH4HX5Uz4Ri4R5dDUNxhV5mlYSNKip8hq53ZErZFi4sgJpWfEzYfARAZ2X+2AzietBTIbRjEu3pnG7keyCDJQvKkpKQI1CmUmIIMDtEM86AwB5JdkpF3EMByPoaTYgcEvM/VxGqVZg7e4lKJAIVbAPuxCZBsHeuQDDMCiszEXJwgLRcwa7TOhrM07J/QkhcNk8aD7fhYjIRopKo8CiVZXjSgut0atRGse7LxKOwGKwgRACh9WNkaFY78+qJSVQKBN73MkUHMpqC+NuEPW2DoEQgoA/FHcTR6GSo6I21uuCkhhqnKDMG8rriiXjNEPB8LRY0jkJ6zQQzfNM5pA41XxFJuckDRRBf2haUiUmgmEYyWwEAi/A2GMBH0ntRMznDqDxWEtKrzkRZHJpUbhgIJTyZ6dEqVlZjqIFsTtTowx2mtF8vmtKvCd4XkDDx80YMYqEFTFAeW0RSiUm3BTKbIGQ6KJJCqVannBzY7w4R9y4dKI1tRedBWTmScfy8xFedCF8O5KZm46V22pFN/C8Tj/Ovn95ygw6/e0mNJ/rEj2ekavHss0Lx3VNlVaJkur8mHl/JMzDYrBDEAgsBht8cTxCFq4oT+oeDMMgpzATOXH0l8wDIwj4ggj5Q7DGMU7oM7WSBjSKONQ4QZk3RFMliY/sMrks5QN/PFQapeR9XHYPIjQ144yj1CglF70uuxeR0MwvehmWQW5xluQ5rQ09CKVQ8IwQgs7LfdE0XTOMUq2QNDp6HL6UPjvlEzJy07B6x2JRd2CP04cTb1+A2y69IzxeCCEYGbLj+FsXEArGj4NWqRVYvXNxQvV+CmU2wDBMQi2JgC+UUu9OQgiaznSg6+pA6i46S+BkrGSYAsuyCTeKbidUmqi3SbrIRkckzOPikWb0txunxAvz2Jvn4b4uIBmPJRsXojCJMIsb4biopoP2lkwkkTAPq9GOcCgCQ5c5xgFWoZLH1ZEQIysvHflxjAxelw/DAzZ4Xf4xjYsbKakuoGLNE4QaJyjzBlNvrOjNKHKlDNo09bTEfukztZIaAQPtRpo5ZBagT9dAoRJ36zN0muEViY+cTliWibs7cCNtF3tg7LWk7J4epw8fvnwabrv4ZGK60Kar46byGmWoxwLXiIfGF08Rm/euRF5ptujxi8dbUP/RlZR6Twi8gKNv1KOrSXxRVVQZDeWjUOYCDMsgLYEhbcTkkBR/HQ+ERHeN3/vdCQSmUEtgpnDbvZI6GtoMjeQ87HZkycaFqF1TKbqHN9hlxqFXTsPnTt37IggEl0604tyHV0XP0aapsfX+1RPSDiqsyEVa1s3tihAC54gHHrsXg53mmO8UL8iX9Ea9lbRsHQorcmPmYH53AMZeCywGe4wYJgBU1BVLzjEp4lDjBGVeEPCFcOlEq+jAnpalG1eKosmg1iolU/AND9rRPQ93MuYaSrUCOUWZosdtZifaZ4HnAMMwyCvJjutWOIrVaMfR18+nRBgzEorg9MFG1B+6mrKJ8mSQK2SSniMumwdtjT3UODFFFFflY9ej68HJ4k8XvE4/Xv/vQ+htHkpJHQgCQdPZThx4/pjo+8dyLHY9tkHSaEKhzCY4GYecokxJI7Ox1wKrRDaP8eBzB/DWzw+j+XzXtGhtTScCL6Cn2SCZga24Ko8KEd6CWqvEPU9vFd3NF3gBh/5wBmffv5ySvpwQAnO/Fa/+x3uwDsV/r5n/196dh0d13vcC/55lzpldM9r3fWeRAAEGsxmDwdgYL0ljxzhJ7aZpbnx7295bN0mbmz5pbvokbZ/2yVOnThMnN3av4wWvcbBjm8VACPtigxCbQJYQQrtG0uwz5/5xJAGWZhDSSAfw9/M8ehDSPMw7nHPe857f+76/nwDULK1E9YKSCeVbySxIhXOMUp9ejw89HR595cSnFFblwJZkHfd7yCYJBRXZo4In3gE/2j7pRHtL16j/L0EUkF+RBZPKANlEMDhBU6aztQevP/MBTh0+D0/P4JTsS9Y0DcFACFs37cGJA40xX5eZnzpte7+sdvOYSXqG+Qf92PLKHgz0DvKBykCqVUFhRewKL+FwBFtf3oO+rn7Dj1NyhhNltYUxfx8KhLH9tf04tL1+UvkXQsEw9r7/MV7+8bsJnT2ZDJMiX3MJ5rZN+9DV1mf4cboVKWYTVjy4AKWzC2LOuDWdbMWz33sV5+ovTCpBaSQSRf3eM/j532+KO5itmFuIRXfXcmaUbhqCAKRmueFOi10qsedSH3ZvPjKpff+apmGgz4vXn/kA772we9qSQoZDEex48wB2vHEA7S3dU5bjS9M0tJ7rwObndsRcgSqIAqrnlyT8vW8FMxaUYtmGupiBAE/PIF78183Y+95HCE1iu6QemOjC8z98C/X7Y+eaSMlyY82jt094e57NaUFmwehVDYP9PjSdbIXnU6s/JUlEYWU2rHGSjI+lsDpnVFAnFAij40IPWs91jDrXXakOpOW4GSCbIAYnaMoM9Hmx6d/fw99vfBpPP/UC3nthN5oaWq+ZFOp6BP0hbHl5D/7fP70dcwm6rMiorCtGSub4SxRNhi3JivLawpidfzSq4dC2emx+bicC3uC0tIlGs9hUlM8tijkjDA04tvcMXv3J+4Zvw3G47ahZUhF32WPHhW48949vxl1BFM+gx4f3X9yN//zOK7hwNvaM1HRTVBMq5xXFrchw+kgTXvnxuxjo9TJAkWCCoG8rWv/ECthjzDZFI1Ec3l6P//jmr/HR7lMT6uOD/iD2vHMUP/nWr3H6SFPM4+hw27D+iTuQU8KZUbp5CIKA9Lxk5JXHTuDq9wbx3gu/x+kj5+OWHI2n7XwnfvWDN/DqT96PWbZxKmiahuN7z+Cfn/wl/s/jz+DFf92MwztOwNOduC130UgUTQ2t+OX3X8NHu07GfF16TjIq5hUl5D1vNXaXFRu+uhL5sc5DDWg+3Yaf/u3L+OClP8A3gSov0UgUp4824T++/SJ2vHlwzC0PgB6wW/HgfNQuq5xwXy4IAgorsyF9arzt9fhw+nATgv6rcxbZXFbklWfFXcE0lryyTNhdo+9/HRe60TxGno7ULDeSM5J4j5qgz8y0g6Zp41japkHTNJ5MCRSNRtHT7sGHr+/H3t99hLQcN/LKs1A9vwSV84qQmuOGxWaG2arApMoQxdjxMk3TEI1E4fcFMdjnReOxFmx7dS8OfXgC/d2x98Zn5CZj2YZ5cf/tRJJNEmYuKkVKpgsdF0bXPgb05WCvPv0e+jr7sfaxpUjNdsNsVWKee8Pn73AG6lAwjHA4ApvDMqF9eomgaRriXlTacLtvzGtKkiVUzC1EZkFqzIfxgDeIt3+xHd5+P9Y/vgJpucmwWNWYNzb9/0RfdREOhREK6MfJajfDbJ14YiRRFLDwrll49/mdOFd/IebrGo+34OmnXsDax5Zi8bpapGS6oFrVMTN0a1ENAX8Q/T2DaDzWgvdf3I2ju06OCvKZrQqC/tCEB8uTJUoiimbkIr8iC+eOt4z5mmAghPd+vRt+bxDrn1iB7OJ0WGxqzGt+eCARCUcQCkb06ykUhsWqxi3bOpWGz534r4Eh15MgCLhtbQ0+OXkRb/znllEDPuDydox//sYvsez+Oqx4cD7S81Jgc1ggyeKoNmuahnAwgkGPF81n2rBt0z7s3nwEvR2emO0wKTLWPLoEC++afUP2KUTxuNKcmH17BU7sbxzzGgKAT05exM++uwkP/+U6zFhYCqvDHPdc1zQNoUAY3e19OLqzAe/+1y6cPtJ01YoJURKhqDICvsQm3BzVlqiGoD+Ek4fO4/TRJrj+y4nM/FSU1RZixsISFFRmw55khdmqQrUoY/YLoz9bCN4BP7ra+rD3dx9h55sH8MmpizEfeGWThGX31yE9l1u+xiIIAgqrcvD5P1+Ln393E3rax+5vL57vwC++9xqO7GzAqocXoWRmHmxJFiiqacy+PBqJwjvgR+fFXux++xA+fOMAmk+3xVxJJ4oC5qyowrovLxtXSc94iqpzIMnSVed8f58XR39/En7v1cGVpGQ78suzrvv+YXVYkFeaieZTV5e2Pl9/QV+d8amPmZbjhjtteiZEb0U3fXBiuGP2ewPw+4IIeIMI+ILwewNXfB+E3xdAw8HYy/61qIamhot457mdUC0KzFZl6E8V6hXfD//cpJpiluShsfm9ATSfbkPLmUvY9/7HMCky0nOTkVeWieyidKRmu+FMtsFiN0M1KyMz2pFwFAF/EF6PD93tfbhwth2njzSh5ewl+L2BuMuITaqM1Y8svq7MvIlQXluIqvnF6LzYE7N9fV0DeONnW7F/yzHMXVGN4hm5cKU5YLboD7+RSBShQBgBv35ee/t98HQPoq+7Hz2XPAgGQvjck2swa9H1lV+KRdM0RMJRBP1BBPwhBH2hy9/7Qwj4gwj6Qwj6Lv/s+L6zMZeNatEo6vedxTvP7YRiNulfqgmqxQTFrIz8TDVf/XeTIk/bg0dBRTZm316BtqaumNshvP1+vPPcDhzaVo95K2egZFYe3OlOmK0KRFFEJBJFOBhGwB+C3xuAr98PT88gPF396G73wD8YwL2Pr8CC1bMm1db0vFSseGgBmhreiBko0KL6ktfnf/gWtry8B7XLKlFYmYPkjCSYbXqQIhyKwDfoR29HP1rOXkLDgUacP3EBvsHR15Iz2Y61jy3Blpf3xC7pOA2yCtNQt3IGWk63xcyr4R8M4IOX/oCjOxv04zQ7HymZSTBbVUjS5eMU9Ifg9wXh7fdjoHcQfUPHyevxY9XDt2H5/fMT1u5IOIJgIISAT79eLl9bl6+hoD848vuGQ+diVqfQNA2fnLqIzf93x+XryWyCesW1o5hNUC3KVddbou5VNqcF9311JdpburDzrUNjXi/DSfje+OkH2LZpL6oXlqK8pgDpecmwu2x6RSUNCPhD6O8ZxMXzHTh15DwaDjSiv9cbd8WPJItYuGY27vuTO2B1GBNAIpoMSRKxeF0tdry+H00nL8Z83Yn9jfi3v3wei9bWoGZpBXKKM/SxgVWFJIt6Hz7gR29nPy41d6HxWDMObqvHueMtev9xRTcuiALKawtQvaAE7zy/a9pWAUYjGrrb+tDd1oeTB8/h3ed3wua0ILcsE7klGcjIS4E73Qmb0wqzTYXJJEGQRGhRfdzjGwygv2cA7c3daKxvwZmPPkFfZ/81t6kUz8jFXY8shmphIsJYREnE4rtr0dnag5f+7Z2YWzj7ewex480DOLj1OEpm56GqrgS5JRlwJtuhDk2mhUNhDPR50dnagzMfNaN+3xl0tvZc8zgVVudg41PrkVWQNunxXlZROqwOMwK+yyuRA94gmk6MzoOUnOlCRv71B65kk4SSWXnYvfnIVT9vPt026j0kk4SswjRY7KzUMVE3bXCi8XgLfvPsNnS19eoPUcEQQoHw0FcIoWAYwUAYoeGfB8NxH2I1TcOJ/WfRcKARsiLpgzpFhkk1waTKMCny0EBPhknVv0/OdGHtxiWoqiuexk9+89NnzMIIB8NoamhFU0MrAD2iOzy4lhUJoihCEHD54W9oQH+t2cVhJkXG7ffMwV2PLJ72jLmqRcG6Ly/DiQON6GgZe/UEAERCEXxy8iI+OXkRJkWGxW7WB/CCgGg0ikgoilDo8jl95Wd3uG3wenyTbuvJw+fx7vM70dPuQdAfvDyTPPQVCl2xWiMURiio/z0cisRdrhmNatjzzlHsffcoJJMMk0mCrOjXkjz8/dCfV35vUkyw2FTU3TkDKx5aMOmoejyK2YQ1jy7BsT1n0Hwq9mAxEo6i9Vw7Wp9th2ySYHWYYRqaQdCimr5SIjjU/wRDV81OWR1mLH9g8g+8+hLIBfjo96dweHt93JUMocDla0uS9fYqZr290UhUD6QM+mPOPgF6SdzVjyzC/X96J07sO2tocMKkyFj18CIc2dEQt7xpNBLFpeYubP7Vjsufe+jhPBrV9JUSofDIveLK81e1KqhbNWPSbW091463fr4Nl5q7EPAFL187V6zQGPl76OrrLP49Cmg40IiGg42QZQmySYasSEPXkwyTMvyzT38vw2JVUDGvCPf88XJYbBN7sNfrvbuw8an7oGnA798+FHMAGglH0X2pD7veOohdvzkIs0WB2abqpRQ1DaGgHiCLNXv8aZIsYeFds/CVb9+vJxXkqgm6SeWVZWLtY0vxy++/HvP81zQN3W29+O2vPsT21/aNPMQrqgxBEhEdmrAZ9PjQ19WPwb4Y4wBBf1h//H8/hKRUO3b95pAhWxQjkSgiPn2ysPtS38iWDNkk6cFU1aSvohAFaJqevyI4NCkTuY4timk5bnzhL+5Gblkm+4hrsNjNuPcryxHwBvHWs9sw0Dv2FiAtqucwObrzJI7uPDkyTjWp+iRSJBzRJ4cHg+PaviOIAvLLs/D4dx5Exdyi695eMRab04LckoxRq0A+3R5RFFA8M3dCuYokWULRjDyIknhVEH2sz2y2KMivzOY5OAk3bXCis7UHuzcfQV/n6NqykzG8EmM8iWCcyXbMWVbJ4ESCaJqmByB8k8/DIMkSFq6ZjY1/cx/cBu37qpxXhPueuAMv/MtvxzUgCAXDCHXHLo01Vdqbu7D7t4fjluWaDE3DyAMYxrl/URAE2F1WLN1QB0xx8Ll4Zi4e+Nqd+MX3XhvXHt1wKAJPnG1EU0UQBKTlJOPR/3Uveto9aIxTZvFKkXDkukuCyiYJS9bPxf1fWwWb04Kckgx8/IfTE2l2wuQUZ+DBr6/CM3/70rjO1Yl87kTo6xrAnnePoq2pc2reYGjwHg5FgHFuKRcEwO8L4q4v3g7LxPKOjcgpTseXv7UBsknCrt8cRMB3jQCDpu+l908wv46imnDb3TV47G/uQ05JBgd8dFOTZAnLH5iPsx83Y/tr++LPMGt6LqDBCUxCCIKAgspsPP6dB1G9oASDHi/yyjLRHmeyZLrp/ZgPg5j8JEt6bjIe++Z9qLtzJvuIcbIlWXH/1+6ESZXxxk+3jOu+OtlxasXcQnzpmxtQs6QiYcfJbFWRV551zTGKKIkonZ0/ofcQhKGtGunOa07UqBYFBXGS4tO13bQJMTVNm1RW8IS0IRpl8rV4BBhyk3ClOnDv48vx1e99HjlFxiVNM1tV3P2lpVj/+IoxE+ncKDRNMyyfQCzTeX0rql6N4KFvrL6u2tdGEEUBVfOL8SfffQhltQUTKr11LTanBaseXoQvfWsDUrNckGQpbvWZ6SKbJCxaV4tH/uc9SMmMXVbVaDfCvenTNA0Ju8YFUUB2cTqe+O5D+ML/uBspWa6EzH6Neh9BgDvdiYeeXI2vff+PkFuaMSXvQzSdBEFAckYSNj61HkvumzclpQZlk4TZS8rx5D99EbXLqyCbJJitKsrmFCb8va40XXm9riQrEirrivH1f3wYKx5cYFgOrpuVM9mOB/5sFf70+3+Ekll5cRNPT4bVacHSDfPw5I8exZzlVZBkKXHBCZuKvPLMa94fLHYzCitjV2iLRxAEuFIdyC5Kv+Zrk1IdyMifnuqAt6qbduUE3fgcLhvmrZyBg1uPo6fdM+WBHNWioLy2AGsfW4qFa2bD5rQYHkG3J1nx0DdWw5lix9vPbsel5tH1kMl4VocZ65+4Aw63Da8/84FeGuoGe8AcJggCapZW4MkffRGb/v13OLitPiFlPwVRQGZ+KtZuXIK7vng7XGkOCIIASRKRU5w+sjXCSGarirUbl8DmsGDT0++h+XTbhCqT0OS505148L+tRtHMPLz9i+04vvcM/BPI7D4Ws1VB9cJSrH/8DtQsrYDFphrelxMlUkZ+Cv747x6AO82Bra/sTdjKxaQUOxavm4MHvr4KuSUZIwFskyqjqDoXsiLrqxgTTJREVM4rQllNAc6fuBAzN1CiCAKQnpeChXfNxj1fWY7c0owpe7C+1ZmtKpZtqENBRTbe/NlWHNh6HD2X+hLyb8smCfkVWVj98GLc8bmFcCbbE96Xi6KAjLxU2JyWmNtTAH3VnzPZPuH3cSbbkV2Uho93n4r7urzSTAbJ1QdXfQAAClVJREFUJonBCZoyyRlJ+PoPHsbpI+fx0e5TOLT9BFobL8HvDSIUDE/6oUIQBSiqCTanBRVzi7B4XS1ql1UiNct9Q82wJaU4sOGrK1E5twhbXtmD/R8cg6d7YFTiqvESJREmVYY9yTqhvXM0NnuSFWs3LkVZTQG2vrIXf3jnCHo7+xEKXJ1DYrxESYRJ0Y9TovNm6JVGivCNHz2KA1uPYevLe3D66CfwDfivr669oK8ccaU5sWD1LKz8/EKU1RRcdV4Joj7Tl5TiQE+cSgrTxWxVsfLzC1Fak48tL+3BrrcPDeVLCU0o8CeKAuSh46SaOaAYL0EQYLaquG3NbJTXFuDQ9hPY8cZ+nDx0Dt6BwPU9AAl6XhGbw4KKeUVYtmEeapdV3dArZIgmQxAEZOSl4Mvfvh+zFpfj3ed3oeHgOQx6fDGTM8ciKzLsTguq5pdg9SOLUbu0AlaH5arXiKKIrMJUpGW5cHEKtpxJkojlD8xHaW0B6veewaHt9Wg4cA6engF9q3QoPKHxzpVkkwTFoiAzPxV1d87AbWtmo2RWPh8EE8CkyCidnY8/+8EXcGJ/Iz58fT+O7GhAX1f/qPxM1yINrdTJK8vE7ffMwcI1s5FTnD5lwSNBEJCZnwJXqiNucKJ4Zi5sTkvM31+LYjYhvyILqtmk57+Loag6ByaFgbLJuGmfbFxpTsxdUZWQGcOJstjVSQ+eVIuCmtsrkF82ds3h3LLMKU3mWFidgwWrZ43Z8ZiGHlomShAEWB1mzF5Sgcq6Yqz70jJcbOrAmaNNOH+iFZeauzDQ64W33we/N4iAXw9aREIRRCJRfeZa0G+qkixCMZtgtqqwOixwuq1Iz01BaU0BZt5WisyCNNiTLBCl+KWpjGJSZMxYWIqiGTlY8+jtOPzhCZw4cA6drT3o7xmAd8CPoC+EcFhPMimKIqShIITZosJsU2FzWuBItiE9JxmF1bkomZWL0lkT2z93peSMJMxdUW1Ioqx4CqtzRtWunmqySUL5nELklWVi9SOLcfjDetTva0R7Sxc8PYPw9fsR8AdHkoFeeZyGK/rYnBY43DakZbtRUJWDkll5KKspmJL2ulIduOPBBZizrApnP27Goe31OF9/Ad3tfRjo9cI3GEAoENITXwp6UENRZb2NLhvS85JRVVeCuSuqkV2cHrNsnTsjCUvWz8Wl5q6rfi7J4riWOSaaJEsorMrBo399L+78wiIc/rAex/eeRXtzJzzdgxjs9yHgCyISiiCqaRAFAaIswaRIUC161SWb0wK7a+g4VWYn7DjZk6yoWVqB3o7E5kOarNKafMimxA+YBEFASqYLKz+3AHUrZ6CpoRUHtx3H2Y+b0dXWO9LHh4JhRMJRCII+eFXMJtgcQ8cgx42SmXmYs6IaeaUZcLhtUzoLWjwzF/29s8ZcHWV1mOGexH3vWtzpzpj9rTCUsI10+eVZmL9q5pgTGapVQWrW1AWv9JxiVWPnIRKAstrE9OmqRcHCNTWoXlCKU4fO4cCW42isb0HPFX14OBjW+zFRhCzr147FboY9yYqUzCQUzczFvDtmoKg6Fw6XNebkTHpuChbfO3dU8ufsonTICbjeBFFAbkkGsgrSsOjuWvR2enD2WAvOHWtG85k29HYOYLDPC/9gAH5vQM9fMNQv6Nuk9f5ElPXAvnrF53SlOVFQkY3qBcUomZ0PV6oDqiV2+XWaGJvDgrkrqlA5twgXmzpwePsJnDx0Dpeau+DpHsCgx4egXx+rAvoYwKSYYLWrsCdZ4U5PQkGlXgWtfE4BklIc05KQPi03GQtWz4o7HpmzrGpSJd0FQUBVXTEWrauN++xZvbAU0iTutSmZSahbOROhMSp3iZKIgoqJbU0ZD9WiYOaiMqTlJI/5+7Qc97QcT+EGWWJ+QzSCpo+m6fWwezv64ekZgNfjg28woJfWC4SGghNRAAJESYBJkYcCE2Y4k+1wpyfB6bZNyZ776RLwBdF1sRddl/QBvG/Aj1Bw6KFXEkcyWVvtZtiSrEhKscOV6hipukDTIxQIo/NiD7raetE/dJzCwTCi0aHjJEtQLfogypZkRVKyDa40pyEDJ03T4O33o+NCN3o7+zHQ60XAFxhaTSEMPZwrcKY4kJzuRFpO8rRXspkqoWAY3W296Grrg6dnQL+eAkPHSRQgmaShwa4FNqcFzmTbUElYbhlINE3T4PcG0dHShZ6Ofn2lmD+EcCgMQRjqz22q3penOZGa7R7J/k70WaZpGjzdA+i40I2eds/Iw2A0qkGSRMiKDLNVgcNtgyvVgdRs96QeuKZLJBxBf693pLqIdyiArPcLEUQjeg43QRQgyfp9ymJTYXdZ4Up1wp3u5AoJA2iahnAogs6LPehu60Nf18BIYAna5YorDpceQErNdsec5CACMK4Tg8EJIiIiIiIiIpoq4wpO3LzTzkRERERERER0S2BwgoiIiIiIiIgMxeAEERERERERERmKwQkiIiIiIiIiMhSDE0RERERERERkKNnoBhARERHR2IZLb7eeaze6KQknCAIyC1JvinKYdOsIB8NoPd+BSDhidFMSShAEpGa5YXdZjW4K0YQxOEFERER0A2tqaMVf3fNDo5uRcGaLin948b+jan6J0U2hz5Dudg++8/CP0dXWa3RTEsqkmPDn/7IRdzy0wOimEE0YgxNERERENzBN0xAO3lqzvAAQksKIRjWjm0GfMcPX0613TQnQolGjG0E0Kcw5QURERERERESGYnCCiIiIiIiIiAzF4AQRERERERERGYo5J4iIiIhuYKpZQUFlttHNSDjVrLBSB0072SQhtyzjlqtqISsybEm31meizx5B026IREQ3RCOIiIiIbiSapiESjsDTPWh0UxJOEAQ4XFbICufKaPpEIlH09wwgGrm1Hj8EAbA6LVDNitFNIRqLMK4XMThBRERERERERFNkXMEJ5pwgIiIiIiIiIkMxOEFEREREREREhmJwgoiIiIiIiIgMxeAEERERERERERmKwQkiIiIiIiIiMhSDE0RERERERERkKAYniIiIiIiIiMhQDE4QERERERERkaEYnCAiIiIiIiIiQzE4QURERERERESGYnCCiIiIiIiIiAzF4AQRERERERERGYrBCSIiIiIiIiIyFIMTRERERERERGQoBieIiIiIiIiIyFCy0Q0YIhjdACIiIiIiIiIyBldOEBEREREREZGhGJwgIiIiIiIiIkMxOEFEREREREREhmJwgoiIiIiIiIgMxeAEERERERERERmKwQkiIiIiIiIiMhSDE0RERERERERkKAYniIiIiIiIiMhQDE4QERERERERkaEYnCAiIiIiIiIiQzE4QURERERERESGYnCCiIiIiIiIiAzF4AQRERERERERGYrBCSIiIiIiIiIyFIMTRERERERERGQoBieIiIiIiIiIyFAMThARERERERGRoRicICIiIiIiIiJDMThBRERERERERIZicIKIiIiIiIiIDMXgBBEREREREREZisEJIiIiIiIiIjIUgxNEREREREREZKj/D3LTRbKENW4OAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which tool is used for Digital Object Identifier'\n", - "plot_wordcloud(df, doi_tools, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### ORCID" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Using ORCID for South Africa
Yes1466.666667
No314.285714
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for South Africa \n", - "Yes 14 66.666667\n", - "No 3 14.285714" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Good news for the open source use, 43% of the participants claims they release their software under open source license all the time. None of them reported to never use it. These results can partially be compared with last year results. Last year we first asked them if they release software under open source license and only 68% of them say the do (but among them 48% are doing it all the time and 43% Very often). It can be seen as a dramatic change on the popularity of open source license. \n", - "\n", - "Referencing software is an important issue for academic and RSE in particular. From a scale from 1 (not at all) to 10 (all the time), more than 95% of the participants declared 5 or higher.\n", - "\n", - "The use of Digital Object Identifier is relatively spread and there is no clear tendency of using or not while the ORCID is much more well-known and used by the participants, 73% of them reported to have and use one. " - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Open source use for United Kingdom
1 (None at all)NaNNaN
26.02.803738
39.04.205607
45.02.336449
513.06.074766
66.02.803738
719.08.878505
820.09.345794
930.014.018692
10 (All the time)93.043.457944
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Open source use for United Kingdom \n", - "1 (None at all) NaN NaN\n", - "2 6.0 2.803738\n", - "3 9.0 4.205607\n", - "4 5.0 2.336449\n", - "5 13.0 6.074766\n", - "6 6.0 2.803738\n", - "7 19.0 8.878505\n", - "8 20.0 9.345794\n", - "9 30.0 14.018692\n", - "10 (All the time) 93.0 43.457944" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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38.03.738318
48.03.738318
526.012.149533
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714.06.542056
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10 (All the time)73.034.112150
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" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for United Kingdom \n", - "1 (None at all) NaN NaN\n", - "2 8.0 3.738318\n", - "3 8.0 3.738318\n", - "4 8.0 3.738318\n", - "5 26.0 12.149533\n", - "6 17.0 7.943925\n", - "7 14.0 6.542056\n", - "8 22.0 10.280374\n", - "9 11.0 5.140187\n", - "10 (All the time) 73.0 34.112150" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Use of Digital Object Identifier for United Kingdom
1 (None at all)NaNNaN
219.08.878505
314.06.542056
410.04.672897
519.08.878505
611.05.140187
710.04.672897
88.03.738318
96.02.803738
10 (All the time)21.09.813084
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" - ], - "text/plain": [ - " Count Percentage\n", - "Use of Digital Object Identifier for United Kin... \n", - "1 (None at all) NaN NaN\n", - "2 19.0 8.878505\n", - "3 14.0 6.542056\n", - "4 10.0 4.672897\n", - "5 19.0 8.878505\n", - "6 11.0 5.140187\n", - "7 10.0 4.672897\n", - "8 8.0 3.738318\n", - "9 6.0 2.803738\n", - "10 (All the time) 21.0 9.813084" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which tool is used for Digital Object Identifier'\n", - "plot_wordcloud(df, doi_tools, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### ORCID" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Using ORCID for United Kingdom
Yes15473.333333
No2210.476190
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for United Kingdom \n", - "Yes 154 73.333333\n", - "No 22 10.476190" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Open source use for United States
1 (None at all)NaNNaNNaNNaN
22.01.4492755.042017-3.592741
32.01.4492753.361345-1.912069
42.01.4492752.521008-1.071733
54.02.8985519.243697-6.345147
64.02.8985514.201681-1.303130
75.03.6231887.563025-3.939837
817.012.31884114.285714-1.966874
925.018.11594213.4453784.670564
10 (All the time)74.053.623188NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Open source use for United States \n", - "1 (None at all) NaN NaN NaN \n", - "2 2.0 1.449275 5.042017 \n", - "3 2.0 1.449275 3.361345 \n", - "4 2.0 1.449275 2.521008 \n", - "5 4.0 2.898551 9.243697 \n", - "6 4.0 2.898551 4.201681 \n", - "7 5.0 3.623188 7.563025 \n", - "8 17.0 12.318841 14.285714 \n", - "9 25.0 18.115942 13.445378 \n", - "10 (All the time) 74.0 53.623188 NaN \n", - "\n", - " Difference with previous year \n", - "Open source use for United States \n", - "1 (None at all) NaN \n", - "2 -3.592741 \n", - "3 -1.912069 \n", - "4 -1.071733 \n", - "5 -6.345147 \n", - "6 -1.303130 \n", - "7 -3.939837 \n", - "8 -1.966874 \n", - "9 4.670564 \n", - "10 (All the time) NaN " - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Citation of software for United States
1 (None at all)NaNNaN
28.05.797101
38.05.797101
48.05.797101
516.011.594203
64.02.898551
710.07.246377
813.09.420290
99.06.521739
10 (All the time)31.022.463768
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for United States \n", - "1 (None at all) NaN NaN\n", - "2 8.0 5.797101\n", - "3 8.0 5.797101\n", - "4 8.0 5.797101\n", - "5 16.0 11.594203\n", - "6 4.0 2.898551\n", - "7 10.0 7.246377\n", - "8 13.0 9.420290\n", - "9 9.0 6.521739\n", - "10 (All the time) 31.0 22.463768" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Use of Digital Object Identifier for United States
1 (None at all)NaNNaNNaNNaN
29.06.5217396.3829790.138760
38.05.79710110.638298-4.841196
41.00.7246384.255319-3.530681
511.07.97101425.531915-17.560900
65.03.6231886.382979-2.759790
76.04.3478268.510638-4.162812
87.05.07246421.276596-16.204132
95.03.6231886.382979-2.759790
10 (All the time)7.05.072464NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Use of Digital Object Identifier for United States \n", - "1 (None at all) NaN NaN \n", - "2 9.0 6.521739 \n", - "3 8.0 5.797101 \n", - "4 1.0 0.724638 \n", - "5 11.0 7.971014 \n", - "6 5.0 3.623188 \n", - "7 6.0 4.347826 \n", - "8 7.0 5.072464 \n", - "9 5.0 3.623188 \n", - "10 (All the time) 7.0 5.072464 \n", - "\n", - " Percentage in 2017 \\\n", - "Use of Digital Object Identifier for United States \n", - "1 (None at all) NaN \n", - "2 6.382979 \n", - "3 10.638298 \n", - "4 4.255319 \n", - "5 25.531915 \n", - "6 6.382979 \n", - "7 8.510638 \n", - "8 21.276596 \n", - "9 6.382979 \n", - "10 (All the time) NaN \n", - "\n", - " Difference with previous year \n", - "Use of Digital Object Identifier for United States \n", - "1 (None at all) NaN \n", - "2 0.138760 \n", - "3 -4.841196 \n", - "4 -3.530681 \n", - "5 -17.560900 \n", - "6 -2.759790 \n", - "7 -4.162812 \n", - "8 -16.204132 \n", - "9 -2.759790 \n", - "10 (All the time) NaN " - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Using ORCID for United States
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\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for United States \n", - "Yes 81 60.902256\n", - "No 19 14.285714" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open source use" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Open source use for World
1 (None at all)NaNNaN
2NaNNaN
32.04.878049
4NaNNaN
52.04.878049
6NaNNaN
72.04.878049
83.07.317073
91.02.439024
10 (All the time)28.068.292683
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Open source use for World \n", - "1 (None at all) NaN NaN\n", - "2 NaN NaN\n", - "3 2.0 4.878049\n", - "4 NaN NaN\n", - "5 2.0 4.878049\n", - "6 NaN NaN\n", - "7 2.0 4.878049\n", - "8 3.0 7.317073\n", - "9 1.0 2.439024\n", - "10 (All the time) 28.0 68.292683" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Open source use'\n", - "results = count_diff(df, open_use, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Citation of software for World
1 (None at all)NaNNaN
24.09.756098
32.04.878049
41.02.439024
53.07.317073
6NaNNaN
74.09.756098
85.012.195122
91.02.439024
10 (All the time)16.039.024390
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Citation of software for World \n", - "1 (None at all) NaN NaN\n", - "2 4.0 9.756098\n", - "3 2.0 4.878049\n", - "4 1.0 2.439024\n", - "5 3.0 7.317073\n", - "6 NaN NaN\n", - "7 4.0 9.756098\n", - "8 5.0 12.195122\n", - "9 1.0 2.439024\n", - "10 (All the time) 16.0 39.024390" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Citation of software'\n", - "results = count_diff(df, ref_soft, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Use of Digital Object Identifier for World
1 (None at all)NaNNaN
21.02.439024
3NaNNaN
43.07.317073
57.017.073171
61.02.439024
7NaNNaN
81.02.439024
91.02.439024
10 (All the time)6.014.634146
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of Digital Object Identifier for World \n", - "1 (None at all) NaN NaN\n", - "2 1.0 2.439024\n", - "3 NaN NaN\n", - "4 3.0 7.317073\n", - "5 7.0 17.073171\n", - "6 1.0 2.439024\n", - "7 NaN NaN\n", - "8 1.0 2.439024\n", - "9 1.0 2.439024\n", - "10 (All the time) 6.0 14.634146" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of Digital Object Identifier'\n", - "results = count_diff(df, doi, country, category, order_index=order_open)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which tool is used for Digital Object Identifier'\n", - "plot_wordcloud(df, doi_tools, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### ORCID" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Using ORCID for World
Yes2972.5
No410.0
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Using ORCID for World \n", - "Yes 29 72.5\n", - "No 4 10.0" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Using ORCID'\n", - "results = count_diff(df, orcid, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "512px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "384px" - }, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/i. Good practices.ipynb b/analysis/2018/i. Good practices.ipynb deleted file mode 100644 index 17b843d7..00000000 --- a/analysis/2018/i. Good practices.ipynb +++ /dev/null @@ -1,15448 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This section comprises sections that focus on the technical and development aspects of the RSEs' work. They aim to understand good practices in developing software.\n", - "\n", - "We chose two broad measures to provide an insight into sustainability: the **bus factor** and **technical hand over planning**. \n", - "* The bus factor is a measure of the number of developers who understand a specific software project and could, with only a cursory review of the project, maintain or extend the code. A project with a bus factor of 1 is completely reliant on only one developer. If this developer finds new employment, becomes ill or is hit by the titular bus, then the project will fail. A high bus factor provides some confidence that the project can be sustained even if a developer leaves. \n", - "\n", - "* A technical hand over plan is used to introduce a new developer to a software project. These plans cover basic information, such as the license and location of the software, a repository, a description of the software architecture, a summary of development plans and any other information that a new developer would need to understand the software. A project that has written (and maintained) a technical hand over plan can withstand the departure of a developer, even a key developer, significantly better than one without such a plan.\n", - "\n", - "Developing software requires a set of good practices to ensure the quality of the subsequent analysis as well as the robustness of the developed software, to name a few of important aspects. We wanted to see if the implementation of some simple but essential good practices were a reality beside the bus factor and technical hand over planning. \n", - "\n", - "When developing software, **version control** and **testing** can be seen as tool to enhance the quality of the developed software, especially considering the importance of code review and sharing in public funded places such as academia. \n", - "\n", - "For testing, we asked the participants to choose any of the following testing methods:\n", - "* Test engineers conduct testing\n", - "* Developers conduct testing\n", - "* Users conduct testing\n", - "* No formal testing\n", - "\n", - "Obviously, the *test engineers conduct testing* is the most robust testing method but may not be possible in smaller projects while no formal testing should not occur in any ideal scenario, regardless of the size of the project. \n", - "\n", - "We also asked the participants if they use any version control tools through a list of choice. And finaly we asked them which repository they are currently using for their most important project. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Good practices" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Good practices\n", - "bus_factor = ['stability1. What is the bus factor of your most important software project? (The bus factor designates the minimal number of developers that have to be hit by a bus (or quit) before a project is incapacitated)']\n", - "\n", - "transition_plan = ['stability2. Do the projects you work on typically have a plan to cope with developers leaving the group?']\n", - "\n", - "version_control = [x for x in df.columns if x[:8] == 'proj5zaf']\n", - "\n", - "testing = [x for x in df.columns if x[:8] == 'proj4can']\n", - "\n", - "order_testing = ['No formal testing', 'No formal testing but users provide feedback', 'The developers do their own testing', 'Test engineers conduct testing']\n", - "\n", - "repo_tool = ['proj6zaf. Which online collaboration tools and open repositories do you use for software development?']\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
proj4can. How are your projects typically tested? Please check all that apply. [No formal testing]proj4can. How are your projects typically tested? Please check all that apply. [No formal testing but users provide feedback]proj4can. How are your projects typically tested? Please check all that apply. [The developers do their own testing]proj4can. How are your projects typically tested? Please check all that apply. [Test engineers conduct testing]
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440YesNoYesNo
441NoYesYesNo
442NoYesYesNo
443NoNoYesNo
444NoNoYesNo
445YesNoYesNo
446NaNNaNNaNNaN
447YesNoYesNo
448NaNNaNNaNNaN
449NoNoYesNo
450NaNNaNNaNNaN
451NoYesNoNo
452NoYesYesNo
453YesNoNoNo
454NoYesYesNo
455NoNoYesNo
456NoYesYesNo
457NoNoYesNo
458NoYesYesNo
459NoYesYesNo
460NoNoYesNo
461NoNoYesNo
462NoNoYesNo
463NoNoYesNo
464NoYesYesNo
465NaNNaNNaNNaN
466NoYesYesNo
467NoNoYesNo
468NoNoYesNo
469NaNNaNNaNNaN
470YesNoYesNo
471NaNNaNNaNNaN
472NoYesYesNo
473NoNoYesNo
474NoYesYesNo
475NoNoYesNo
476NoYesYesNo
477NaNNaNNaNNaN
478NoYesNoNo
479NoNoYesNo
480NoYesYesNo
481NoYesYesNo
482NoNoYesNo
483NoNoYesNo
484NoYesYesNo
485NoNoYesYes
486NaNNaNNaNNaN
487YesNoNoNo
488NoYesYesNo
489NoYesNoNo
490NoNoYesNo
491NoYesYesNo
492NoYesYesNo
493NoNoYesNo
494NoYesNoNo
495NoYesYesNo
496NoNoYesNo
497NoNoYesNo
498NoYesYesNo
499YesYesYesNo
500NoYesYesNo
501NoYesYesNo
502NoNoYesNo
503NoNoYesNo
...............
1326NoYesNoNo
1327NoNoYesNo
1328YesNoYesNo
1329NoYesYesNo
1330NoYesYesNo
1331NoYesYesYes
1332NoYesYesNo
1333NoYesYesNo
1334NoYesNoYes
1335YesYesYesNo
1336YesYesNoNo
1337YesNoNoNo
1338NoYesYesNo
1339NoYesYesNo
1340NoNoYesNo
1341YesYesYesNo
1342NoYesYesNo
1343NoNoYesNo
1344NaNNaNNaNNaN
1345NoYesYesNo
1346NoYesYesNo
1347NoYesNoNo
1348NoYesYesNo
1349NoYesYesNo
1350NoYesYesNo
1351NoNoYesNo
1352NoNoYesNo
1353NoYesYesNo
1354NoYesYesYes
1355YesYesNoNo
1356NoYesYesNo
1357YesNoNoNo
1358YesYesYesNo
1359NoNoYesNo
1360NoNoNoYes
1361YesNoYesNo
1362NoYesYesNo
1363NaNNaNNaNNaN
1364NoNoYesNo
1365NoNoYesNo
1366NoYesYesNo
1367YesYesYesNo
1368YesNoNoNo
1369NoNoYesNo
1370NoYesYesNo
1371YesNoYesNo
1372NoNoYesNo
1373NoYesYesNo
1374NoYesYesNo
1375YesNoNoNo
1376NoYesYesNo
1377YesYesYesNo
1378NoYesYesNo
1379NoNoYesNo
1380YesYesYesNo
1381NoYesYesNo
1382YesNoYesNo
1383NoYesYesNo
1384NoYesYesNo
1385YesYesYesNo
1386NoNoYesNo
1387NoYesYesNo
1388NoYesYesYes
1389NoYesYesNo
1390YesNoYesNo
1391NoNoYesNo
1392NoNoYesNo
1393NoYesYesNo
1394NoYesYesNo
1395NoYesYesNo
1396NoYesYesYes
1397NaNNaNNaNNaN
1398NaNNaNNaNNaN
1399NoYesYesNo
1400NoNoYesNo
1401YesNoYesNo
1402NoYesYesNo
1403NoNoYesNo
1404YesYesYesNo
1405YesNoNoNo
1406NoNoYesNo
1407NoYesYesYes
1408NoYesYesYes
1409NaNNaNNaNNaN
1410YesYesNoNo
1411NaNNaNNaNNaN
1412NoYesYesNo
1413NoNoYesNo
1414NaNNaNNaNNaN
1415YesYesYesNo
1416YesNoYesNo
1417NaNNaNNaNNaN
1418NaNNaNNaNNaN
1419NoYesYesNo
1420NoNoYesNo
1421NoNoYesNo
1422NoNoYesNo
1423NaNNaNNaNNaN
1424NoNoYesNo
1425YesNoYesNo
1426YesYesYesNo
1427NoYesYesNo
1428NoYesNoNo
1429NoNoYesNo
1430NoYesYesNo
1431NoYesYesNo
1432NoYesYesNo
1433NoYesYesNo
1434YesYesYesNo
1435NoNoYesNo
1436YesNoYesNo
1437NoYesYesNo
1438NoYesYesNo
1439NoYesYesNo
1440YesYesNoNo
1441NoYesYesNo
1442NaNNaNNaNNaN
1443NoNoYesNo
1444YesNoYesNo
1445NoYesYesNo
1446YesNoNoNo
1447YesNoNoNo
1448NoYesYesNo
1449YesNoNoNo
1450NoYesYesNo
1451NoYesNoNo
1452NoNoYesNo
1453YesYesYesNo
1454NoNoYesNo
1455NoNoYesNo
1456YesNoYesNo
1457NoNoYesNo
1458NoNoYesNo
1459YesNoYesNo
1460NoNoYesNo
1461NoNoYesNo
1462YesNoNoNo
1463YesYesYesNo
1464YesNoNoNo
1465NoYesYesNo
1466NoNoYesNo
1467YesYesYesNo
1468NoYesNoNo
1469NoYesYesNo
1470YesYesYesNo
1471NoYesYesNo
1472NoYesYesNo
1473NoYesYesNo
1474NoNoYesNo
1475NoYesNoNo
1476NoNoYesNo
1477NoYesYesYes
1478NoNoYesNo
1479YesNoYesNo
1480YesNoNoNo
1481NoYesYesNo
1482NoYesYesNo
1483NoNoYesNo
1484NoYesYesNo
1485YesNoNoNo
1486NoYesYesNo
1487NoNoYesNo
1488NoYesYesNo
1489YesYesYesNo
1490NoYesYesNo
1491NaNNaNNaNNaN
1492YesNoYesNo
1493NoYesYesNo
1494YesNoNoNo
1495NoNoYesNo
1496NoNoYesYes
1497NoNoYesNo
1499NoNoYesNo
1500NoYesYesNo
1501YesNoNoNo
1502NoNoYesNo
1503YesYesYesNo
1504NoNoYesNo
1505YesYesNoNo
1506NoYesYesNo
1507NoYesYesNo
1508NoYesYesNo
1509NoNoYesNo
1510NoNoYesYes
1511NoYesYesNo
1512YesYesYesNo
1513YesNoYesNo
1514NoNoYesNo
1515NoYesYesNo
1516YesNoNoNo
1517NoYesYesNo
1518NoYesYesNo
1519NoNoYesYes
1520NoNoYesNo
1521NoYesYesNo
1522YesNoNoNo
1523NoYesYesNo
1524NoYesNoNo
1525YesNoNoNo
1526YesYesYesNo
1527YesYesNoNo
1528NoYesYesNo
1529NoYesYesNo
1531NoYesYesNo
1532NoYesYesNo
1533NoYesYesYes
1534NoNoYesNo
1535YesNoNoNo
1536NoYesYesYes
1537NoYesYesNo
1538YesNoYesNo
1539NoYesYesNo
1540NoNoYesNo
1541YesYesYesNo
1542NoYesYesNo
1543NoYesYesNo
1544NoNoYesNo
1545NoNoYesNo
1546NoYesYesNo
1547NoYesYesNo
1548NoYesYesNo
1549YesNoNoNo
1550NoNoYesNo
1551NoYesYesYes
1552NaNNaNNaNNaN
1553NoYesYesYes
1554NoNoYesNo
1555NoYesYesNo
1556NoNoYesNo
1557NoNoYesNo
1558NoYesYesNo
1559NoYesYesNo
1560NoNoYesNo
1561NoYesYesNo
1562NoYesYesNo
1564NoNoYesNo
1565YesNoNoNo
1566YesNoYesNo
1567NoNoNoNo
1568NaNNaNNaNNaN
1569NoYesYesNo
1570NaNNaNNaNNaN
1571YesNoNoNo
1572NoYesYesNo
1573NoYesYesNo
1574NoYesYesYes
1575NoYesYesYes
1576NoYesYesNo
1578NaNNaNNaNNaN
1579NoYesYesNo
1580NoYesYesNo
1581YesNoNoNo
1582NoNoYesNo
1584YesNoNoNo
1585NoNoYesNo
1586YesNoNoNo
1587NaNNaNNaNNaN
1588NoYesYesYes
1589NoYesYesYes
1590NoYesYesNo
1591NoNoYesNo
1592NoYesYesNo
1593NoNoYesNo
1594NoNoYesNo
1595NoYesYesNo
1596NoYesYesNo
1597NoYesYesYes
1598NoNoYesNo
1599YesNoYesNo
1600NoYesYesNo
1601NoYesYesNo
1602NoNoYesNo
1603NoNoYesNo
1604NoNoNoNo
1605NoYesYesYes
1606NoNoYesNo
1607NoYesYesNo
1608NoNoYesNo
1609YesYesYesNo
1610NoYesYesNo
1611NoYesYesNo
1612NoYesYesYes
1613NoNoYesNo
1614NoNoYesNo
1615NoYesYesNo
1616NoNoYesNo
1617NaNNaNNaNNaN
1618NoYesYesNo
1619NoNoYesYes
1620NoNoYesNo
1621YesNoYesNo
1622NoNoYesNo
1623NoNoYesNo
1624NoNoYesNo
1625NoYesYesNo
1626NoNoYesNo
1627NaNNaNNaNNaN
1628NoYesYesNo
1629NoNoYesNo
1630NoNoYesNo
1631NoYesYesYes
1632NoYesYesNo
1633NoYesYesNo
1634NaNNaNNaNNaN
1635NoNoYesNo
1636NoYesYesNo
1637YesYesYesNo
1638NoNoYesNo
1639YesNoYesNo
1640YesNoNoNo
1641NoYesYesNo
1642NoNoYesNo
1643NoNoYesNo
1644YesYesYesNo
1645YesNoNoNo
1646NoNoYesNo
1647NoYesYesNo
1649NoNoYesNo
1650NoYesYesNo
1651NoNoYesNo
1652NoNoYesNo
1653NoYesYesNo
1654NoNoYesNo
1655NoNoYesNo
1656NoNoYesNo
1657NoYesYesNo
1658YesYesYesNo
1659NoYesYesNo
1660NoNoYesNo
1661NaNNaNNaNNaN
1663NoNoYesNo
1664NoNoYesNo
1665NoNoYesNo
1666NoYesYesNo
1667NoYesYesNo
1668NoYesYesNo
1669NoNoYesNo
1670NoYesYesNo
1671NoYesYesNo
1672NoYesYesNo
1673YesNoYesNo
1674NoYesYesNo
1675NoNoYesNo
1676NoNoYesNo
1677NoNoNoNo
1678NoNoYesNo
1679NaNNaNNaNNaN
1680NoNoYesNo
1681NoNoNoNo
1682NoNoYesNo
1683NoYesYesNo
1684NoYesYesYes
1685NoYesYesNo
1686NoYesYesNo
1687NoNoYesNo
1688NoYesYesNo
1689YesNoNoNo
1690NoYesYesNo
1691NoYesYesNo
1693YesNoNoNo
1694NaNNaNNaNNaN
1696YesYesYesNo
1697NoYesYesNo
1698YesNoNoNo
1699YesNoNoNo
1700NoNoYesNo
1701NoNoYesNo
1702NoYesYesNo
1703NoNoYesNo
1704NoNoYesNo
1705NoYesYesNo
1706NoYesYesNo
1707NoNoYesNo
1708NoNoYesNo
1709NoYesYesNo
1710NoYesYesNo
1711NoNoYesNo
1712YesNoNoNo
1713NoYesYesNo
1714YesNoNoNo
1715NoYesYesNo
1716NoYesYesYes
1717NoNoNoNo
1718YesNoNoNo
1719YesNoYesNo
1720NoYesYesNo
1721NoNoYesNo
1722YesNoNoNo
1723YesYesYesNo
1724YesNoNoNo
1725NoNoYesNo
1726NoYesYesNo
1727YesNoNoNo
1728NoYesYesNo
1729NoYesYesNo
1730NoYesYesNo
1731NoNoYesNo
1732YesNoNoNo
1733NoYesNoYes
1734NoNoYesNo
1735NoNoYesNo
1736NoNoYesNo
1737YesNoYesNo
1738NoNoYesNo
1739NoNoYesNo
1740YesNoNoNo
1741NoYesYesYes
1742NoNoYesNo
1743NoNoYesNo
1745NoNoYesNo
1746NaNNaNNaNNaN
1747NoNoYesNo
1748NoYesYesNo
1749NoNoYesNo
1750NoYesYesNo
1751NoNoYesNo
1752NoNoYesNo
1753NoNoNoNo
1754NoNoYesNo
1755YesNoNoNo
1756NoNoYesNo
1757NoNoYesNo
1758NoYesYesNo
1759NoNoYesNo
1760YesNoNoNo
1761NoYesYesNo
1762NoNoYesNo
1763NoNoYesNo
1764NoYesYesNo
1765NoNoYesNo
1766NoNoYesNo
1767NaNNaNNaNNaN
1768NaNNaNNaNNaN
1769NaNNaNNaNNaN
1770NoYesYesNo
1771NoNoYesNo
1772NoNoYesYes
1773NoYesYesNo
1774NoNoYesNo
1775NoNoYesNo
1776NoYesYesNo
1777NoNoYesNo
1778NoNoYesNo
1779NoYesYesNo
1780NoNoNoNo
1781NaNNaNNaNNaN
1782YesNoNoNo
1783NoNoYesNo
1784NoYesNoNo
1785NoNoYesNo
1786YesNoYesNo
1787NoYesYesNo
1789NoYesYesNo
1790NoNoYesNo
1791NoNoYesNo
1792NoYesYesNo
1793NoNoYesNo
1794NoYesYesNo
1795NoNoNoYes
1796NoNoYesNo
1797NoNoYesNo
1798YesNoNoNo
1799NoNoYesNo
1800NoYesYesYes
1801NoNoYesNo
1802NoNoYesNo
1803NoYesYesNo
1804NaNNaNNaNNaN
1805NoNoYesNo
1806NoNoYesNo
1807NoNoYesNo
1809YesNoNoNo
1810NoNoYesNo
1811NoYesYesYes
1812NoYesYesYes
1813NoYesYesNo
1814NoYesYesNo
1815NoYesYesNo
1816YesNoNoNo
1817NoYesYesNo
1818NaNNaNNaNNaN
1819NoYesYesNo
1820NoNoYesNo
1821NoYesYesNo
1822NoNoYesNo
1823NaNNaNNaNNaN
1824NoYesYesNo
1825YesNoNoNo
1826NaNNaNNaNNaN
1827NoNoYesNo
1828NoNoYesNo
1829NoNoYesYes
1830NoNoYesNo
1831NoNoYesNo
1832NoYesYesNo
1833NoYesYesYes
1834NoYesYesNo
1835YesYesYesNo
1836YesNoNoNo
1837NoYesYesNo
\n", - "

1812 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " proj4can. How are your projects typically tested? Please check all that apply. [No formal testing] \\\n", - "0 No \n", - "1 No \n", - "2 No \n", - "3 No \n", - "4 No \n", - "5 No \n", - "6 No \n", - "7 No \n", - "8 No \n", - "9 NaN \n", - "10 No \n", - "11 No \n", - "12 No \n", - "13 Yes \n", - "14 No \n", - "15 No \n", - "16 No \n", - "17 No \n", - "18 No \n", - "19 NaN \n", - "20 Yes \n", - "21 No \n", - "22 No \n", - "23 No \n", - "24 No \n", - "25 No \n", - "26 No \n", - "27 No \n", - "28 Yes \n", - "29 No \n", - "30 No \n", - "31 NaN \n", - "32 No \n", - "33 No \n", - "34 No \n", - "35 No \n", - "36 No \n", - "37 No \n", - "38 No \n", - "39 No \n", - "40 Yes \n", - "41 No \n", - "42 Yes \n", - "43 No \n", - "44 NaN \n", - "45 No \n", - "46 No \n", - "47 No \n", - "48 No \n", - "49 No \n", - "50 No \n", - "51 Yes \n", - "52 No \n", - "53 No \n", - "54 Yes \n", - "55 Yes \n", - "56 NaN \n", - "57 No \n", - "58 No \n", - "59 No \n", - "60 No \n", - "61 No \n", - "62 No \n", - "63 No \n", - "64 Yes \n", - "65 NaN \n", - "66 No \n", - "67 Yes \n", - "68 Yes \n", - "69 No \n", - "70 No \n", - "71 No \n", - "72 No \n", - "73 No \n", - "74 No \n", - "75 Yes \n", - "76 No \n", - "77 No \n", - "78 No \n", - "79 No \n", - "80 No \n", - "81 No \n", - "82 No \n", - "83 No \n", - "85 No \n", - "86 No \n", - "87 No \n", - "88 No \n", - "89 No \n", - "90 No \n", - "91 NaN \n", - "92 No \n", - "93 Yes \n", - "94 Yes \n", - "95 No \n", - "96 No \n", - "97 No \n", - "98 No \n", - "99 No \n", - "100 No \n", - "101 No \n", - "102 No \n", - "103 No \n", - "104 No \n", - "105 No \n", - "106 Yes \n", - "107 No \n", - "108 Yes \n", - "109 No \n", - "110 No \n", - "111 Yes \n", - "112 No \n", - "113 NaN \n", - "114 No \n", - "115 No \n", - "116 No \n", - "117 No \n", - "118 NaN \n", - "119 No \n", - "120 No \n", - "121 No \n", - "122 No \n", - "123 No \n", - "124 No \n", - "125 No \n", - "126 No \n", - "127 Yes \n", - "128 No \n", - "129 Yes \n", - "130 No \n", - "131 No \n", - "132 Yes \n", - "133 No \n", - "134 Yes \n", - "135 No \n", - "136 No \n", - "137 No \n", - "138 No \n", - "139 No \n", - "140 No \n", - "141 NaN \n", - "142 No \n", - "143 No \n", - "144 No \n", - "145 No \n", - "146 No \n", - "147 No \n", - "148 No \n", - "149 No \n", - "150 No \n", - "151 No \n", - "152 No \n", - "153 No \n", - "154 No \n", - "155 No \n", - "156 No \n", - "157 NaN \n", - "158 No \n", - "159 Yes \n", - "160 No \n", - "161 No \n", - "162 No \n", - "163 No \n", - "164 No \n", - "165 No \n", - "166 No \n", - "167 No \n", - "168 No \n", - "169 No \n", - "170 No \n", - "171 No \n", - "172 No \n", - "173 No \n", - "174 No \n", - "175 No \n", - "176 No \n", - "177 No \n", - "178 No \n", - "179 No \n", - "180 No \n", - "181 No \n", - "182 No \n", - "183 No \n", - "184 No \n", - "185 No \n", - "186 No \n", - "187 No \n", - "188 No \n", - "189 No \n", - "190 NaN \n", - "191 NaN \n", - "192 No \n", - "193 NaN \n", - "194 No \n", - "195 No \n", - "196 No \n", - "197 NaN \n", - "198 No \n", - "199 No \n", - "200 No \n", - "201 No \n", - "202 No \n", - "203 Yes \n", - "204 No \n", - "205 Yes \n", - "206 No \n", - "207 No \n", - "208 No \n", - "209 No \n", - "210 No \n", - "211 No \n", - "212 No \n", - "213 No \n", - "214 No \n", - "215 No \n", - "216 No \n", - "217 No \n", - "218 No \n", - "219 No \n", - "220 NaN \n", - "221 NaN \n", - "222 No \n", - "223 No \n", - "224 No \n", - "225 Yes \n", - "226 Yes \n", - "227 No \n", - "228 No \n", - "229 Yes \n", - "230 No \n", - "232 No \n", - "233 Yes \n", - "234 No \n", - "235 No \n", - "236 No \n", - "237 NaN \n", - "238 No \n", - "239 Yes \n", - "240 No \n", - "241 No \n", - "242 No \n", - "243 No \n", - "244 No \n", - "245 No \n", - "246 No \n", - "247 No \n", - "248 No \n", - "249 No \n", - "250 No \n", - "251 No \n", - "252 No \n", - "253 No \n", - "254 No \n", - "255 No \n", - "256 Yes \n", - "257 No \n", - "258 No \n", - "259 No \n", - "260 No \n", - "261 No \n", - "262 NaN \n", - "263 NaN \n", - "264 No \n", - "265 No \n", - "266 No \n", - "267 No \n", - "268 No \n", - "269 No \n", - "270 No \n", - "271 No \n", - "272 No \n", - "273 Yes \n", - "274 No \n", - "275 No \n", - "276 No \n", - "277 NaN \n", - "278 NaN \n", - "279 No \n", - "280 No \n", - "281 No \n", - "282 No \n", - "283 No \n", - "284 NaN \n", - "285 No \n", - "286 No \n", - "287 No \n", - "288 No \n", - "289 No \n", - "290 No \n", - "291 No \n", - "292 No \n", - "293 No \n", - "294 No \n", - "295 No \n", - "296 No \n", - "297 No \n", - "298 No \n", - "299 No \n", - "300 No \n", - "301 No \n", - "302 No \n", - "303 No \n", - "304 Yes \n", - "305 No \n", - "306 No \n", - "307 No \n", - "308 No \n", - "309 No \n", - "310 No \n", - "311 Yes \n", - "312 No \n", - "313 NaN \n", - "314 No \n", - "315 NaN \n", - "316 No \n", - "317 No \n", - "318 No \n", - "319 No \n", - "320 No \n", - "321 No \n", - "322 Yes \n", - "323 No \n", - "324 No \n", - "325 No \n", - "326 No \n", - "327 No \n", - "328 No \n", - "329 No \n", - "330 No \n", - "331 No \n", - "332 No \n", - "333 No \n", - "334 Yes \n", - "335 No \n", - "336 No \n", - "337 NaN \n", - "338 No \n", - "339 No \n", - "340 No \n", - "341 No \n", - "342 No \n", - "343 No \n", - "344 No \n", - "345 No \n", - "346 NaN \n", - "347 No \n", - "349 No \n", - "350 NaN \n", - "351 No \n", - "352 No \n", - "353 No \n", - "354 No \n", - "355 NaN \n", - "356 No \n", - "357 No \n", - "358 NaN \n", - "359 Yes \n", - "360 Yes \n", - "361 No \n", - "362 No \n", - "363 NaN \n", - "364 Yes \n", - "365 No \n", - "366 No \n", - "367 No \n", - "368 No \n", - "369 Yes \n", - "370 Yes \n", - "371 No \n", - "372 No \n", - "373 NaN \n", - "374 No \n", - "375 No \n", - "376 No \n", - "377 No \n", - "378 No \n", - "379 No \n", - "380 No \n", - "381 No \n", - "382 No \n", - "383 No \n", - "384 No \n", - "385 No \n", - "386 Yes \n", - "387 No \n", - "388 No \n", - "389 Yes \n", - "390 No \n", - "391 Yes \n", - "392 No \n", - "393 No \n", - "394 No \n", - "395 NaN \n", - "396 No \n", - "397 No \n", - "398 No \n", - "399 Yes \n", - "400 No \n", - "401 No \n", - "402 Yes \n", - "403 No \n", - "404 No \n", - "405 No \n", - "406 No \n", - "407 No \n", - "408 No \n", - "409 No \n", - "410 Yes \n", - "411 Yes \n", - "412 No \n", - "413 No \n", - "414 No \n", - "415 No \n", - "417 No \n", - "418 NaN \n", - "419 No \n", - "420 No \n", - "421 No \n", - "422 No \n", - "423 Yes \n", - "424 No \n", - "425 Yes \n", - "426 No \n", - "427 No \n", - "428 No \n", - "429 NaN \n", - "430 No \n", - "431 No \n", - "432 No \n", - "433 No \n", - "434 No \n", - "435 No \n", - "436 No \n", - "437 No \n", - "438 No \n", - "439 No \n", - "440 Yes \n", - "441 No \n", - "442 No \n", - "443 No \n", - "444 No \n", - "445 Yes \n", - "446 NaN \n", - "447 Yes \n", - "448 NaN \n", - "449 No \n", - "450 NaN \n", - "451 No \n", - "452 No \n", - "453 Yes \n", - "454 No \n", - "455 No \n", - "456 No \n", - "457 No \n", - "458 No \n", - "459 No \n", - "460 No \n", - "461 No \n", - "462 No \n", - "463 No \n", - "464 No \n", - "465 NaN \n", - "466 No \n", - "467 No \n", - "468 No \n", - "469 NaN \n", - "470 Yes \n", - "471 NaN \n", - "472 No \n", - "473 No \n", - "474 No \n", - "475 No \n", - "476 No \n", - "477 NaN \n", - "478 No \n", - "479 No \n", - "480 No \n", - "481 No \n", - "482 No \n", - "483 No \n", - "484 No \n", - "485 No \n", - "486 NaN \n", - "487 Yes \n", - "488 No \n", - "489 No \n", - "490 No \n", - "491 No \n", - "492 No \n", - "493 No \n", - "494 No \n", - "495 No \n", - "496 No \n", - "497 No \n", - "498 No \n", - "499 Yes \n", - "500 No \n", - "501 No \n", - "502 No \n", - "503 No \n", - "... ... \n", - "1326 No \n", - "1327 No \n", - "1328 Yes \n", - "1329 No \n", - "1330 No \n", - "1331 No \n", - "1332 No \n", - "1333 No \n", - "1334 No \n", - "1335 Yes \n", - "1336 Yes \n", - "1337 Yes \n", - "1338 No \n", - "1339 No \n", - "1340 No \n", - "1341 Yes \n", - "1342 No \n", - "1343 No \n", - "1344 NaN \n", - "1345 No \n", - "1346 No \n", - "1347 No \n", - "1348 No \n", - "1349 No \n", - "1350 No \n", - "1351 No \n", - "1352 No \n", - "1353 No \n", - "1354 No \n", - "1355 Yes \n", - "1356 No \n", - "1357 Yes \n", - "1358 Yes \n", - "1359 No \n", - "1360 No \n", - "1361 Yes \n", - "1362 No \n", - "1363 NaN \n", - "1364 No \n", - "1365 No \n", - "1366 No \n", - "1367 Yes \n", - "1368 Yes \n", - "1369 No \n", - "1370 No \n", - "1371 Yes \n", - "1372 No \n", - "1373 No \n", - "1374 No \n", - "1375 Yes \n", - "1376 No \n", - "1377 Yes \n", - "1378 No \n", - "1379 No \n", - "1380 Yes \n", - "1381 No \n", - "1382 Yes \n", - "1383 No \n", - "1384 No \n", - "1385 Yes \n", - "1386 No \n", - "1387 No \n", - "1388 No \n", - "1389 No \n", - "1390 Yes \n", - "1391 No \n", - "1392 No \n", - "1393 No \n", - "1394 No \n", - "1395 No \n", - "1396 No \n", - "1397 NaN \n", - "1398 NaN \n", - "1399 No \n", - "1400 No \n", - "1401 Yes \n", - "1402 No \n", - "1403 No \n", - "1404 Yes \n", - "1405 Yes \n", - "1406 No \n", - "1407 No \n", - "1408 No \n", - "1409 NaN \n", - "1410 Yes \n", - "1411 NaN \n", - "1412 No \n", - "1413 No \n", - "1414 NaN \n", - "1415 Yes \n", - "1416 Yes \n", - "1417 NaN \n", - "1418 NaN \n", - "1419 No \n", - "1420 No \n", - "1421 No \n", - "1422 No \n", - "1423 NaN \n", - "1424 No \n", - "1425 Yes \n", - "1426 Yes \n", - "1427 No \n", - "1428 No \n", - "1429 No \n", - "1430 No \n", - "1431 No \n", - "1432 No \n", - "1433 No \n", - "1434 Yes \n", - "1435 No \n", - "1436 Yes \n", - "1437 No \n", - "1438 No \n", - "1439 No \n", - "1440 Yes \n", - "1441 No \n", - "1442 NaN \n", - "1443 No \n", - "1444 Yes \n", - "1445 No \n", - "1446 Yes \n", - "1447 Yes \n", - "1448 No \n", - "1449 Yes \n", - "1450 No \n", - "1451 No \n", - "1452 No \n", - "1453 Yes \n", - "1454 No \n", - "1455 No \n", - "1456 Yes \n", - "1457 No \n", - "1458 No \n", - "1459 Yes \n", - "1460 No \n", - "1461 No \n", - "1462 Yes \n", - "1463 Yes \n", - "1464 Yes \n", - "1465 No \n", - "1466 No \n", - "1467 Yes \n", - "1468 No \n", - "1469 No \n", - "1470 Yes \n", - "1471 No \n", - "1472 No \n", - "1473 No \n", - "1474 No \n", - "1475 No \n", - "1476 No \n", - "1477 No \n", - "1478 No \n", - "1479 Yes \n", - "1480 Yes \n", - "1481 No \n", - "1482 No \n", - "1483 No \n", - "1484 No \n", - "1485 Yes \n", - "1486 No \n", - "1487 No \n", - "1488 No \n", - "1489 Yes \n", - "1490 No \n", - "1491 NaN \n", - "1492 Yes \n", - "1493 No \n", - "1494 Yes \n", - "1495 No \n", - "1496 No \n", - "1497 No \n", - "1499 No \n", - "1500 No \n", - "1501 Yes \n", - "1502 No \n", - "1503 Yes \n", - "1504 No \n", - "1505 Yes \n", - "1506 No \n", - "1507 No \n", - "1508 No \n", - "1509 No \n", - "1510 No \n", - "1511 No \n", - "1512 Yes \n", - "1513 Yes \n", - "1514 No \n", - "1515 No \n", - "1516 Yes \n", - "1517 No \n", - "1518 No \n", - "1519 No \n", - "1520 No \n", - "1521 No \n", - "1522 Yes \n", - "1523 No \n", - "1524 No \n", - "1525 Yes \n", - "1526 Yes \n", - "1527 Yes \n", - "1528 No \n", - "1529 No \n", - "1531 No \n", - "1532 No \n", - "1533 No \n", - "1534 No \n", - "1535 Yes \n", - "1536 No \n", - "1537 No \n", - "1538 Yes \n", - "1539 No \n", - "1540 No \n", - "1541 Yes \n", - "1542 No \n", - "1543 No \n", - "1544 No \n", - "1545 No \n", - "1546 No \n", - "1547 No \n", - "1548 No \n", - "1549 Yes \n", - "1550 No \n", - "1551 No \n", - "1552 NaN \n", - "1553 No \n", - "1554 No \n", - "1555 No \n", - "1556 No \n", - "1557 No \n", - "1558 No \n", - "1559 No \n", - "1560 No \n", - "1561 No \n", - "1562 No \n", - "1564 No \n", - "1565 Yes \n", - "1566 Yes \n", - "1567 No \n", - "1568 NaN \n", - "1569 No \n", - "1570 NaN \n", - "1571 Yes \n", - "1572 No \n", - "1573 No \n", - "1574 No \n", - "1575 No \n", - "1576 No \n", - "1578 NaN \n", - "1579 No \n", - "1580 No \n", - "1581 Yes \n", - "1582 No \n", - "1584 Yes \n", - "1585 No \n", - "1586 Yes \n", - "1587 NaN \n", - "1588 No \n", - "1589 No \n", - "1590 No \n", - "1591 No \n", - "1592 No \n", - "1593 No \n", - "1594 No \n", - "1595 No \n", - "1596 No \n", - "1597 No \n", - "1598 No \n", - "1599 Yes \n", - "1600 No \n", - "1601 No \n", - "1602 No \n", - "1603 No \n", - "1604 No \n", - "1605 No \n", - "1606 No \n", - "1607 No \n", - "1608 No \n", - "1609 Yes \n", - "1610 No \n", - "1611 No \n", - "1612 No \n", - "1613 No \n", - "1614 No \n", - "1615 No \n", - "1616 No \n", - "1617 NaN \n", - "1618 No \n", - "1619 No \n", - "1620 No \n", - "1621 Yes \n", - "1622 No \n", - "1623 No \n", - "1624 No \n", - "1625 No \n", - "1626 No \n", - "1627 NaN \n", - "1628 No \n", - "1629 No \n", - "1630 No \n", - "1631 No \n", - "1632 No \n", - "1633 No \n", - "1634 NaN \n", - "1635 No \n", - "1636 No \n", - "1637 Yes \n", - "1638 No \n", - "1639 Yes \n", - "1640 Yes \n", - "1641 No \n", - "1642 No \n", - "1643 No \n", - "1644 Yes \n", - "1645 Yes \n", - "1646 No \n", - "1647 No \n", - "1649 No \n", - "1650 No \n", - "1651 No \n", - "1652 No \n", - "1653 No \n", - "1654 No \n", - "1655 No \n", - "1656 No \n", - "1657 No \n", - "1658 Yes \n", - "1659 No \n", - "1660 No \n", - "1661 NaN \n", - "1663 No \n", - "1664 No \n", - "1665 No \n", - "1666 No \n", - "1667 No \n", - "1668 No \n", - "1669 No \n", - "1670 No \n", - "1671 No \n", - "1672 No \n", - "1673 Yes \n", - "1674 No \n", - "1675 No \n", - "1676 No \n", - "1677 No \n", - "1678 No \n", - "1679 NaN \n", - "1680 No \n", - "1681 No \n", - "1682 No \n", - "1683 No \n", - "1684 No \n", - "1685 No \n", - "1686 No \n", - "1687 No \n", - "1688 No \n", - "1689 Yes \n", - "1690 No \n", - "1691 No \n", - "1693 Yes \n", - "1694 NaN \n", - "1696 Yes \n", - "1697 No \n", - "1698 Yes \n", - "1699 Yes \n", - "1700 No \n", - "1701 No \n", - "1702 No \n", - "1703 No \n", - "1704 No \n", - "1705 No \n", - "1706 No \n", - "1707 No \n", - "1708 No \n", - "1709 No \n", - "1710 No \n", - "1711 No \n", - "1712 Yes \n", - "1713 No \n", - "1714 Yes \n", - "1715 No \n", - "1716 No \n", - "1717 No \n", - "1718 Yes \n", - "1719 Yes \n", - "1720 No \n", - "1721 No \n", - "1722 Yes \n", - "1723 Yes \n", - "1724 Yes \n", - "1725 No \n", - "1726 No \n", - "1727 Yes \n", - "1728 No \n", - "1729 No \n", - "1730 No \n", - "1731 No \n", - "1732 Yes \n", - "1733 No \n", - "1734 No \n", - "1735 No \n", - "1736 No \n", - "1737 Yes \n", - "1738 No \n", - "1739 No \n", - "1740 Yes \n", - "1741 No \n", - "1742 No \n", - "1743 No \n", - "1745 No \n", - "1746 NaN \n", - "1747 No \n", - "1748 No \n", - "1749 No \n", - "1750 No \n", - "1751 No \n", - "1752 No \n", - "1753 No \n", - "1754 No \n", - "1755 Yes \n", - "1756 No \n", - "1757 No \n", - "1758 No \n", - "1759 No \n", - "1760 Yes \n", - "1761 No \n", - "1762 No \n", - "1763 No \n", - "1764 No \n", - "1765 No \n", - "1766 No \n", - "1767 NaN \n", - "1768 NaN \n", - "1769 NaN \n", - "1770 No \n", - "1771 No \n", - "1772 No \n", - "1773 No \n", - "1774 No \n", - "1775 No \n", - "1776 No \n", - "1777 No \n", - "1778 No \n", - "1779 No \n", - "1780 No \n", - "1781 NaN \n", - "1782 Yes \n", - "1783 No \n", - "1784 No \n", - "1785 No \n", - "1786 Yes \n", - "1787 No \n", - "1789 No \n", - "1790 No \n", - "1791 No \n", - "1792 No \n", - "1793 No \n", - "1794 No \n", - "1795 No \n", - "1796 No \n", - "1797 No \n", - "1798 Yes \n", - "1799 No \n", - "1800 No \n", - "1801 No \n", - "1802 No \n", - "1803 No \n", - "1804 NaN \n", - "1805 No \n", - "1806 No \n", - "1807 No \n", - "1809 Yes \n", - "1810 No \n", - "1811 No \n", - "1812 No \n", - "1813 No \n", - "1814 No \n", - "1815 No \n", - "1816 Yes \n", - "1817 No \n", - "1818 NaN \n", - "1819 No \n", - "1820 No \n", - "1821 No \n", - "1822 No \n", - "1823 NaN \n", - "1824 No \n", - "1825 Yes \n", - "1826 NaN \n", - "1827 No \n", - "1828 No \n", - "1829 No \n", - "1830 No \n", - "1831 No \n", - "1832 No \n", - "1833 No \n", - "1834 No \n", - "1835 Yes \n", - "1836 Yes \n", - "1837 No \n", - "\n", - " proj4can. How are your projects typically tested? Please check all that apply. [No formal testing but users provide feedback] \\\n", - "0 No \n", - "1 No \n", - "2 No \n", - "3 No \n", - "4 No \n", - "5 No \n", - "6 Yes \n", - "7 Yes \n", - "8 No \n", - "9 NaN \n", - "10 No \n", - "11 No \n", - "12 No \n", - "13 No \n", - "14 Yes \n", - "15 No \n", - "16 No \n", - "17 Yes \n", - "18 No \n", - "19 NaN \n", - "20 No \n", - "21 No \n", - "22 No \n", - "23 No \n", - "24 No \n", - "25 No \n", - "26 Yes \n", - "27 No \n", - "28 No \n", - "29 Yes \n", - "30 No \n", - "31 NaN \n", - "32 No \n", - "33 No \n", - "34 Yes \n", - "35 Yes \n", - "36 No \n", - "37 No \n", - "38 Yes \n", - "39 Yes \n", - "40 Yes \n", - "41 No \n", - "42 No \n", - "43 No \n", - "44 NaN \n", - "45 Yes \n", - "46 Yes \n", - "47 No \n", - "48 No \n", - "49 No \n", - "50 No \n", - "51 No \n", - "52 No \n", - "53 Yes \n", - "54 No \n", - "55 Yes \n", - "56 NaN \n", - "57 No \n", - "58 No \n", - "59 No \n", - "60 Yes \n", - "61 No \n", - "62 Yes \n", - "63 No \n", - "64 Yes \n", - "65 NaN \n", - "66 Yes \n", - "67 No \n", - "68 No \n", - "69 No \n", - "70 Yes \n", - "71 No \n", - "72 Yes \n", - "73 No \n", - "74 Yes \n", - "75 Yes \n", - "76 No \n", - "77 No \n", - "78 No \n", - "79 No \n", - "80 Yes \n", - "81 Yes \n", - "82 No \n", - "83 No \n", - "85 No \n", - "86 Yes \n", - "87 No \n", - "88 Yes \n", - "89 No \n", - "90 No \n", - "91 NaN \n", - "92 No \n", - "93 Yes \n", - "94 No \n", - "95 No \n", - "96 No \n", - "97 No \n", - "98 No \n", - "99 No \n", - "100 No \n", - "101 No \n", - "102 Yes \n", - "103 No \n", - "104 Yes \n", - "105 Yes \n", - "106 No \n", - "107 No \n", - "108 No \n", - "109 No \n", - "110 No \n", - "111 No \n", - "112 Yes \n", - "113 NaN \n", - "114 No \n", - "115 No \n", - "116 No \n", - "117 No \n", - "118 NaN \n", - "119 No \n", - "120 No \n", - "121 Yes \n", - "122 No \n", - "123 Yes \n", - "124 No \n", - "125 No \n", - "126 No \n", - "127 No \n", - "128 No \n", - "129 Yes \n", - "130 Yes \n", - "131 No \n", - "132 No \n", - "133 No \n", - "134 Yes \n", - "135 No \n", - "136 No \n", - "137 No \n", - "138 No \n", - "139 No \n", - "140 No \n", - "141 NaN \n", - "142 No \n", - "143 No \n", - "144 No \n", - "145 No \n", - "146 No \n", - "147 No \n", - "148 No \n", - "149 No \n", - "150 Yes \n", - "151 No \n", - "152 No \n", - "153 No \n", - "154 No \n", - "155 Yes \n", - "156 Yes \n", - "157 NaN \n", - "158 No \n", - "159 No \n", - "160 No \n", - "161 No \n", - "162 No \n", - "163 Yes \n", - "164 No \n", - "165 No \n", - "166 No \n", - "167 No \n", - "168 No \n", - "169 Yes \n", - "170 Yes \n", - "171 No \n", - "172 No \n", - "173 No \n", - "174 Yes \n", - "175 No \n", - "176 Yes \n", - "177 Yes \n", - "178 No \n", - "179 No \n", - "180 No \n", - "181 No \n", - "182 No \n", - "183 No \n", - "184 No \n", - "185 Yes \n", - "186 No \n", - "187 No \n", - "188 No \n", - "189 No \n", - "190 NaN \n", - "191 NaN \n", - "192 Yes \n", - "193 NaN \n", - "194 No \n", - "195 No \n", - "196 No \n", - "197 NaN \n", - "198 Yes \n", - "199 No \n", - "200 No \n", - "201 Yes \n", - "202 No \n", - "203 Yes \n", - "204 No \n", - "205 Yes \n", - "206 No \n", - "207 No \n", - "208 No \n", - "209 No \n", - "210 No \n", - "211 Yes \n", - "212 No \n", - "213 Yes \n", - "214 No \n", - "215 No \n", - "216 No \n", - "217 No \n", - "218 Yes \n", - "219 No \n", - "220 NaN \n", - "221 NaN \n", - "222 Yes \n", - "223 No \n", - "224 No \n", - "225 Yes \n", - "226 Yes \n", - "227 No \n", - "228 Yes \n", - "229 No \n", - "230 No \n", - "232 No \n", - "233 Yes \n", - "234 Yes \n", - "235 Yes \n", - "236 No \n", - "237 NaN \n", - "238 No \n", - "239 No \n", - "240 Yes \n", - "241 Yes \n", - "242 No \n", - "243 No \n", - "244 No \n", - "245 No \n", - "246 No \n", - "247 No \n", - "248 No \n", - "249 No \n", - "250 Yes \n", - "251 No \n", - "252 Yes \n", - "253 Yes \n", - "254 Yes \n", - "255 Yes \n", - "256 Yes \n", - "257 No \n", - "258 No \n", - "259 Yes \n", - "260 No \n", - "261 No \n", - "262 NaN \n", - "263 NaN \n", - "264 No \n", - "265 No \n", - "266 Yes \n", - "267 No \n", - "268 Yes \n", - "269 No \n", - "270 Yes \n", - "271 No \n", - "272 No \n", - "273 No \n", - "274 No \n", - "275 No \n", - "276 No \n", - "277 NaN \n", - "278 NaN \n", - "279 Yes \n", - "280 No \n", - "281 No \n", - "282 Yes \n", - "283 No \n", - "284 NaN \n", - "285 Yes \n", - "286 No \n", - "287 No \n", - "288 Yes \n", - "289 Yes \n", - "290 No \n", - "291 No \n", - "292 No \n", - "293 No \n", - "294 No \n", - "295 No \n", - "296 No \n", - "297 No \n", - "298 Yes \n", - "299 No \n", - "300 No \n", - "301 No \n", - "302 Yes \n", - "303 No \n", - "304 No \n", - "305 No \n", - "306 No \n", - "307 No \n", - "308 Yes \n", - "309 No \n", - "310 No \n", - "311 No \n", - "312 No \n", - "313 NaN \n", - "314 No \n", - "315 NaN \n", - "316 Yes \n", - "317 No \n", - "318 Yes \n", - "319 No \n", - "320 Yes \n", - "321 Yes \n", - "322 No \n", - "323 No \n", - "324 No \n", - "325 No \n", - "326 No \n", - "327 No \n", - "328 No \n", - "329 Yes \n", - "330 No \n", - "331 No \n", - "332 No \n", - "333 No \n", - "334 Yes \n", - "335 No \n", - "336 No \n", - "337 NaN \n", - "338 No \n", - "339 Yes \n", - "340 Yes \n", - "341 No \n", - "342 No \n", - "343 No \n", - "344 Yes \n", - "345 Yes \n", - "346 NaN \n", - "347 No \n", - "349 No \n", - "350 NaN \n", - "351 No \n", - "352 No \n", - "353 Yes \n", - "354 No \n", - "355 NaN \n", - "356 Yes \n", - "357 No \n", - "358 NaN \n", - "359 No \n", - "360 Yes \n", - "361 No \n", - "362 No \n", - "363 NaN \n", - "364 Yes \n", - "365 No \n", - "366 No \n", - "367 Yes \n", - "368 Yes \n", - "369 No \n", - "370 No \n", - "371 Yes \n", - "372 No \n", - "373 NaN \n", - "374 No \n", - "375 No \n", - "376 No \n", - "377 Yes \n", - "378 Yes \n", - "379 Yes \n", - "380 No \n", - "381 No \n", - "382 No \n", - "383 Yes \n", - "384 No \n", - "385 No \n", - "386 Yes \n", - "387 Yes \n", - "388 No \n", - "389 Yes \n", - "390 Yes \n", - "391 No \n", - "392 No \n", - "393 Yes \n", - "394 No \n", - "395 NaN \n", - "396 Yes \n", - "397 No \n", - "398 No \n", - "399 No \n", - "400 Yes \n", - "401 No \n", - "402 No \n", - "403 Yes \n", - "404 Yes \n", - "405 No \n", - "406 No \n", - "407 Yes \n", - "408 Yes \n", - "409 Yes \n", - "410 Yes \n", - "411 Yes \n", - "412 No \n", - "413 No \n", - "414 Yes \n", - "415 No \n", - "417 No \n", - "418 NaN \n", - "419 No \n", - "420 No \n", - "421 Yes \n", - "422 No \n", - "423 Yes \n", - "424 No \n", - "425 No \n", - "426 Yes \n", - "427 Yes \n", - "428 Yes \n", - "429 NaN \n", - "430 Yes \n", - "431 Yes \n", - "432 No \n", - "433 Yes \n", - "434 No \n", - "435 No \n", - "436 Yes \n", - "437 No \n", - "438 Yes \n", - "439 No \n", - "440 No \n", - "441 Yes \n", - "442 Yes \n", - "443 No \n", - "444 No \n", - "445 No \n", - "446 NaN \n", - "447 No \n", - "448 NaN \n", - "449 No \n", - "450 NaN \n", - "451 Yes \n", - "452 Yes \n", - "453 No \n", - "454 Yes \n", - "455 No \n", - "456 Yes \n", - "457 No \n", - "458 Yes \n", - "459 Yes \n", - "460 No \n", - "461 No \n", - "462 No \n", - "463 No \n", - "464 Yes \n", - "465 NaN \n", - "466 Yes \n", - "467 No \n", - "468 No \n", - "469 NaN \n", - "470 No \n", - "471 NaN \n", - "472 Yes \n", - "473 No \n", - "474 Yes \n", - "475 No \n", - "476 Yes \n", - "477 NaN \n", - "478 Yes \n", - "479 No \n", - "480 Yes \n", - "481 Yes \n", - "482 No \n", - "483 No \n", - "484 Yes \n", - "485 No \n", - "486 NaN \n", - "487 No \n", - "488 Yes \n", - "489 Yes \n", - "490 No \n", - "491 Yes \n", - "492 Yes \n", - "493 No \n", - "494 Yes \n", - "495 Yes \n", - "496 No \n", - "497 No \n", - "498 Yes \n", - "499 Yes \n", - "500 Yes \n", - "501 Yes \n", - "502 No \n", - "503 No \n", - "... ... \n", - "1326 Yes \n", - "1327 No \n", - "1328 No \n", - "1329 Yes \n", - "1330 Yes \n", - "1331 Yes \n", - "1332 Yes \n", - "1333 Yes \n", - "1334 Yes \n", - "1335 Yes \n", - "1336 Yes \n", - "1337 No \n", - "1338 Yes \n", - "1339 Yes \n", - "1340 No \n", - "1341 Yes \n", - "1342 Yes \n", - "1343 No \n", - "1344 NaN \n", - "1345 Yes \n", - "1346 Yes \n", - "1347 Yes \n", - "1348 Yes \n", - "1349 Yes \n", - "1350 Yes \n", - "1351 No \n", - "1352 No \n", - "1353 Yes \n", - "1354 Yes \n", - "1355 Yes \n", - "1356 Yes \n", - "1357 No \n", - "1358 Yes \n", - "1359 No \n", - "1360 No \n", - "1361 No \n", - "1362 Yes \n", - "1363 NaN \n", - "1364 No \n", - "1365 No \n", - "1366 Yes \n", - "1367 Yes \n", - "1368 No \n", - "1369 No \n", - "1370 Yes \n", - "1371 No \n", - "1372 No \n", - "1373 Yes \n", - "1374 Yes \n", - "1375 No \n", - "1376 Yes \n", - "1377 Yes \n", - "1378 Yes \n", - "1379 No \n", - "1380 Yes \n", - "1381 Yes \n", - "1382 No \n", - "1383 Yes \n", - "1384 Yes \n", - "1385 Yes \n", - "1386 No \n", - "1387 Yes \n", - "1388 Yes \n", - "1389 Yes \n", - "1390 No \n", - "1391 No \n", - "1392 No \n", - "1393 Yes \n", - "1394 Yes \n", - "1395 Yes \n", - "1396 Yes \n", - "1397 NaN \n", - "1398 NaN \n", - "1399 Yes \n", - "1400 No \n", - "1401 No \n", - "1402 Yes \n", - "1403 No \n", - "1404 Yes \n", - "1405 No \n", - "1406 No \n", - "1407 Yes \n", - "1408 Yes \n", - "1409 NaN \n", - "1410 Yes \n", - "1411 NaN \n", - "1412 Yes \n", - "1413 No \n", - "1414 NaN \n", - "1415 Yes \n", - "1416 No \n", - "1417 NaN \n", - "1418 NaN \n", - "1419 Yes \n", - "1420 No \n", - "1421 No \n", - "1422 No \n", - "1423 NaN \n", - "1424 No \n", - "1425 No \n", - "1426 Yes \n", - "1427 Yes \n", - "1428 Yes \n", - "1429 No \n", - "1430 Yes \n", - "1431 Yes \n", - "1432 Yes \n", - "1433 Yes \n", - "1434 Yes \n", - "1435 No \n", - "1436 No \n", - "1437 Yes \n", - "1438 Yes \n", - "1439 Yes \n", - "1440 Yes \n", - "1441 Yes \n", - "1442 NaN \n", - "1443 No \n", - "1444 No \n", - "1445 Yes \n", - "1446 No \n", - "1447 No \n", - "1448 Yes \n", - "1449 No \n", - "1450 Yes \n", - "1451 Yes \n", - "1452 No \n", - "1453 Yes \n", - "1454 No \n", - "1455 No \n", - "1456 No \n", - "1457 No \n", - "1458 No \n", - "1459 No \n", - "1460 No \n", - "1461 No \n", - "1462 No \n", - "1463 Yes \n", - "1464 No \n", - "1465 Yes \n", - "1466 No \n", - "1467 Yes \n", - "1468 Yes \n", - "1469 Yes \n", - "1470 Yes \n", - "1471 Yes \n", - "1472 Yes \n", - "1473 Yes \n", - "1474 No \n", - "1475 Yes \n", - "1476 No \n", - "1477 Yes \n", - "1478 No \n", - "1479 No \n", - "1480 No \n", - "1481 Yes \n", - "1482 Yes \n", - "1483 No \n", - "1484 Yes \n", - "1485 No \n", - "1486 Yes \n", - "1487 No \n", - "1488 Yes \n", - "1489 Yes \n", - "1490 Yes \n", - "1491 NaN \n", - "1492 No \n", - "1493 Yes \n", - "1494 No \n", - "1495 No \n", - "1496 No \n", - "1497 No \n", - "1499 No \n", - "1500 Yes \n", - "1501 No \n", - "1502 No \n", - "1503 Yes \n", - "1504 No \n", - "1505 Yes \n", - "1506 Yes \n", - "1507 Yes \n", - "1508 Yes \n", - "1509 No \n", - "1510 No \n", - "1511 Yes \n", - "1512 Yes \n", - "1513 No \n", - "1514 No \n", - "1515 Yes \n", - "1516 No \n", - "1517 Yes \n", - "1518 Yes \n", - "1519 No \n", - "1520 No \n", - "1521 Yes \n", - "1522 No \n", - "1523 Yes \n", - "1524 Yes \n", - "1525 No \n", - "1526 Yes \n", - "1527 Yes \n", - "1528 Yes \n", - "1529 Yes \n", - "1531 Yes \n", - "1532 Yes \n", - "1533 Yes \n", - "1534 No \n", - "1535 No \n", - "1536 Yes \n", - "1537 Yes \n", - "1538 No \n", - "1539 Yes \n", - "1540 No \n", - "1541 Yes \n", - "1542 Yes \n", - "1543 Yes \n", - "1544 No \n", - "1545 No \n", - "1546 Yes \n", - "1547 Yes \n", - "1548 Yes \n", - "1549 No \n", - "1550 No \n", - "1551 Yes \n", - "1552 NaN \n", - "1553 Yes \n", - "1554 No \n", - "1555 Yes \n", - "1556 No \n", - "1557 No \n", - "1558 Yes \n", - "1559 Yes \n", - "1560 No \n", - "1561 Yes \n", - "1562 Yes \n", - "1564 No \n", - "1565 No \n", - "1566 No \n", - "1567 No \n", - "1568 NaN \n", - "1569 Yes \n", - "1570 NaN \n", - "1571 No \n", - "1572 Yes \n", - "1573 Yes \n", - "1574 Yes \n", - "1575 Yes \n", - "1576 Yes \n", - "1578 NaN \n", - "1579 Yes \n", - "1580 Yes \n", - "1581 No \n", - "1582 No \n", - "1584 No \n", - "1585 No \n", - "1586 No \n", - "1587 NaN \n", - "1588 Yes \n", - "1589 Yes \n", - "1590 Yes \n", - "1591 No \n", - "1592 Yes \n", - "1593 No \n", - "1594 No \n", - "1595 Yes \n", - "1596 Yes \n", - "1597 Yes \n", - "1598 No \n", - "1599 No \n", - "1600 Yes \n", - "1601 Yes \n", - "1602 No \n", - "1603 No \n", - "1604 No \n", - "1605 Yes \n", - "1606 No \n", - "1607 Yes \n", - "1608 No \n", - "1609 Yes \n", - "1610 Yes \n", - "1611 Yes \n", - "1612 Yes \n", - "1613 No \n", - "1614 No \n", - "1615 Yes \n", - "1616 No \n", - "1617 NaN \n", - "1618 Yes \n", - "1619 No \n", - "1620 No \n", - "1621 No \n", - "1622 No \n", - "1623 No \n", - "1624 No \n", - "1625 Yes \n", - "1626 No \n", - "1627 NaN \n", - "1628 Yes \n", - "1629 No \n", - "1630 No \n", - "1631 Yes \n", - "1632 Yes \n", - "1633 Yes \n", - "1634 NaN \n", - "1635 No \n", - "1636 Yes \n", - "1637 Yes \n", - "1638 No \n", - "1639 No \n", - "1640 No \n", - "1641 Yes \n", - "1642 No \n", - "1643 No \n", - "1644 Yes \n", - "1645 No \n", - "1646 No \n", - "1647 Yes \n", - "1649 No \n", - "1650 Yes \n", - "1651 No \n", - "1652 No \n", - "1653 Yes \n", - "1654 No \n", - "1655 No \n", - "1656 No \n", - "1657 Yes \n", - "1658 Yes \n", - "1659 Yes \n", - "1660 No \n", - "1661 NaN \n", - "1663 No \n", - "1664 No \n", - "1665 No \n", - "1666 Yes \n", - "1667 Yes \n", - "1668 Yes \n", - "1669 No \n", - "1670 Yes \n", - "1671 Yes \n", - "1672 Yes \n", - "1673 No \n", - "1674 Yes \n", - "1675 No \n", - "1676 No \n", - "1677 No \n", - "1678 No \n", - "1679 NaN \n", - "1680 No \n", - "1681 No \n", - "1682 No \n", - "1683 Yes \n", - "1684 Yes \n", - "1685 Yes \n", - "1686 Yes \n", - "1687 No \n", - "1688 Yes \n", - "1689 No \n", - "1690 Yes \n", - "1691 Yes \n", - "1693 No \n", - "1694 NaN \n", - "1696 Yes \n", - "1697 Yes \n", - "1698 No \n", - "1699 No \n", - "1700 No \n", - "1701 No \n", - "1702 Yes \n", - "1703 No \n", - "1704 No \n", - "1705 Yes \n", - "1706 Yes \n", - "1707 No \n", - "1708 No \n", - "1709 Yes \n", - "1710 Yes \n", - "1711 No \n", - "1712 No \n", - "1713 Yes \n", - "1714 No \n", - "1715 Yes \n", - "1716 Yes \n", - "1717 No \n", - "1718 No \n", - "1719 No \n", - "1720 Yes \n", - "1721 No \n", - "1722 No \n", - "1723 Yes \n", - "1724 No \n", - "1725 No \n", - "1726 Yes \n", - "1727 No \n", - "1728 Yes \n", - "1729 Yes \n", - "1730 Yes \n", - "1731 No \n", - "1732 No \n", - "1733 Yes \n", - "1734 No \n", - "1735 No \n", - "1736 No \n", - "1737 No \n", - "1738 No \n", - "1739 No \n", - "1740 No \n", - "1741 Yes \n", - "1742 No \n", - "1743 No \n", - "1745 No \n", - "1746 NaN \n", - "1747 No \n", - "1748 Yes \n", - "1749 No \n", - "1750 Yes \n", - "1751 No \n", - "1752 No \n", - "1753 No \n", - "1754 No \n", - "1755 No \n", - "1756 No \n", - "1757 No \n", - "1758 Yes \n", - "1759 No \n", - "1760 No \n", - "1761 Yes \n", - "1762 No \n", - "1763 No \n", - "1764 Yes \n", - "1765 No \n", - "1766 No \n", - "1767 NaN \n", - "1768 NaN \n", - "1769 NaN \n", - "1770 Yes \n", - "1771 No \n", - "1772 No \n", - "1773 Yes \n", - "1774 No \n", - "1775 No \n", - "1776 Yes \n", - "1777 No \n", - "1778 No \n", - "1779 Yes \n", - "1780 No \n", - "1781 NaN \n", - "1782 No \n", - "1783 No \n", - "1784 Yes \n", - "1785 No \n", - "1786 No \n", - "1787 Yes \n", - "1789 Yes \n", - "1790 No \n", - "1791 No \n", - "1792 Yes \n", - "1793 No \n", - "1794 Yes \n", - "1795 No \n", - "1796 No \n", - "1797 No \n", - "1798 No \n", - "1799 No \n", - "1800 Yes \n", - "1801 No \n", - "1802 No \n", - "1803 Yes \n", - "1804 NaN \n", - "1805 No \n", - "1806 No \n", - "1807 No \n", - "1809 No \n", - "1810 No \n", - "1811 Yes \n", - "1812 Yes \n", - "1813 Yes \n", - "1814 Yes \n", - "1815 Yes \n", - "1816 No \n", - "1817 Yes \n", - "1818 NaN \n", - "1819 Yes \n", - "1820 No \n", - "1821 Yes \n", - "1822 No \n", - "1823 NaN \n", - "1824 Yes \n", - "1825 No \n", - "1826 NaN \n", - "1827 No \n", - "1828 No \n", - "1829 No \n", - "1830 No \n", - "1831 No \n", - "1832 Yes \n", - "1833 Yes \n", - "1834 Yes \n", - "1835 Yes \n", - "1836 No \n", - "1837 Yes \n", - "\n", - " proj4can. How are your projects typically tested? Please check all that apply. [The developers do their own testing] \\\n", - "0 Yes \n", - "1 Yes \n", - "2 Yes \n", - "3 Yes \n", - "4 Yes \n", - "5 Yes \n", - "6 Yes \n", - "7 Yes \n", - "8 Yes \n", - "9 NaN \n", - "10 Yes \n", - "11 Yes \n", - "12 Yes \n", - "13 Yes \n", - "14 Yes \n", - "15 Yes \n", - "16 Yes \n", - "17 No \n", - "18 Yes \n", - "19 NaN \n", - "20 No \n", - "21 Yes \n", - "22 Yes \n", - "23 Yes \n", - "24 Yes \n", - "25 Yes \n", - "26 Yes \n", - "27 Yes \n", - "28 No \n", - "29 Yes \n", - "30 Yes \n", - "31 NaN \n", - "32 Yes \n", - "33 Yes \n", - "34 Yes \n", - "35 Yes \n", - "36 Yes \n", - "37 Yes \n", - "38 Yes \n", - "39 Yes \n", - "40 No \n", - "41 Yes \n", - "42 No \n", - "43 Yes \n", - "44 NaN \n", - "45 Yes \n", - "46 Yes \n", - "47 No \n", - "48 Yes \n", - "49 Yes \n", - "50 Yes \n", - "51 No \n", - "52 Yes \n", - "53 Yes \n", - "54 Yes \n", - "55 Yes \n", - "56 NaN \n", - "57 Yes \n", - "58 No \n", - "59 Yes \n", - "60 Yes \n", - "61 Yes \n", - "62 No \n", - "63 No \n", - "64 No \n", - "65 NaN \n", - "66 Yes \n", - "67 No \n", - "68 No \n", - "69 Yes \n", - "70 Yes \n", - "71 Yes \n", - "72 Yes \n", - "73 Yes \n", - "74 Yes \n", - "75 No \n", - "76 Yes \n", - "77 Yes \n", - "78 Yes \n", - "79 Yes \n", - "80 Yes \n", - "81 Yes \n", - "82 Yes \n", - "83 Yes \n", - "85 Yes \n", - "86 Yes \n", - "87 Yes \n", - "88 Yes \n", - "89 Yes \n", - "90 Yes \n", - "91 NaN \n", - "92 Yes \n", - "93 Yes \n", - "94 Yes \n", - "95 Yes \n", - "96 Yes \n", - "97 Yes \n", - "98 Yes \n", - "99 Yes \n", - "100 Yes \n", - "101 Yes \n", - "102 Yes \n", - "103 Yes \n", - "104 Yes \n", - "105 Yes \n", - "106 No \n", - "107 No \n", - "108 No \n", - "109 Yes \n", - "110 Yes \n", - "111 Yes \n", - "112 Yes \n", - "113 NaN \n", - "114 Yes \n", - "115 Yes \n", - "116 Yes \n", - "117 Yes \n", - "118 NaN \n", - "119 Yes \n", - "120 Yes \n", - "121 Yes \n", - "122 Yes \n", - "123 No \n", - "124 Yes \n", - "125 Yes \n", - "126 Yes \n", - "127 Yes \n", - "128 Yes \n", - "129 Yes \n", - "130 No \n", - "131 Yes \n", - "132 No \n", - "133 Yes \n", - "134 Yes \n", - "135 No \n", - "136 Yes \n", - "137 Yes \n", - "138 No \n", - "139 Yes \n", - "140 Yes \n", - "141 NaN \n", - "142 Yes \n", - "143 Yes \n", - "144 Yes \n", - "145 No \n", - "146 Yes \n", - "147 Yes \n", - "148 Yes \n", - "149 No \n", - "150 No \n", - "151 Yes \n", - "152 Yes \n", - "153 Yes \n", - "154 Yes \n", - "155 Yes \n", - "156 Yes \n", - "157 NaN \n", - "158 Yes \n", - "159 No \n", - "160 Yes \n", - "161 Yes \n", - "162 Yes \n", - "163 Yes \n", - "164 Yes \n", - "165 Yes \n", - "166 Yes \n", - "167 Yes \n", - "168 Yes \n", - "169 No \n", - "170 Yes \n", - "171 Yes \n", - "172 Yes \n", - "173 Yes \n", - "174 Yes \n", - "175 Yes \n", - "176 Yes \n", - "177 Yes \n", - "178 Yes \n", - "179 Yes \n", - "180 Yes \n", - "181 Yes \n", - "182 Yes \n", - "183 Yes \n", - "184 Yes \n", - "185 Yes \n", - "186 Yes \n", - "187 Yes \n", - "188 Yes \n", - "189 No \n", - "190 NaN \n", - "191 NaN \n", - "192 Yes \n", - "193 NaN \n", - "194 Yes \n", - "195 Yes \n", - "196 Yes \n", - "197 NaN \n", - "198 Yes \n", - "199 Yes \n", - "200 Yes \n", - "201 No \n", - "202 Yes \n", - "203 Yes \n", - "204 Yes \n", - "205 Yes \n", - "206 Yes \n", - "207 Yes \n", - "208 Yes \n", - "209 Yes \n", - "210 Yes \n", - "211 Yes \n", - "212 Yes \n", - "213 Yes \n", - "214 Yes \n", - "215 Yes \n", - "216 No \n", - "217 Yes \n", - "218 Yes \n", - "219 Yes \n", - "220 NaN \n", - "221 NaN \n", - "222 Yes \n", - "223 Yes \n", - "224 Yes \n", - "225 Yes \n", - "226 Yes \n", - "227 Yes \n", - "228 Yes \n", - "229 Yes \n", - "230 Yes \n", - "232 Yes \n", - "233 Yes \n", - "234 Yes \n", - "235 Yes \n", - "236 Yes \n", - "237 NaN \n", - "238 Yes \n", - "239 No \n", - "240 Yes \n", - "241 Yes \n", - "242 Yes \n", - "243 Yes \n", - "244 Yes \n", - "245 Yes \n", - "246 Yes \n", - "247 Yes \n", - "248 Yes \n", - "249 Yes \n", - "250 Yes \n", - "251 Yes \n", - "252 Yes \n", - "253 Yes \n", - "254 Yes \n", - "255 Yes \n", - "256 Yes \n", - "257 Yes \n", - "258 Yes \n", - "259 Yes \n", - "260 Yes \n", - "261 Yes \n", - "262 NaN \n", - "263 NaN \n", - "264 Yes \n", - "265 Yes \n", - "266 No \n", - "267 Yes \n", - "268 Yes \n", - "269 Yes \n", - "270 Yes \n", - "271 No \n", - "272 Yes \n", - "273 Yes \n", - "274 Yes \n", - "275 Yes \n", - "276 Yes \n", - "277 NaN \n", - "278 NaN \n", - "279 Yes \n", - "280 Yes \n", - "281 Yes \n", - "282 Yes \n", - "283 Yes \n", - "284 NaN \n", - "285 Yes \n", - "286 Yes \n", - "287 Yes \n", - "288 Yes \n", - "289 Yes \n", - "290 Yes \n", - "291 Yes \n", - "292 Yes \n", - "293 Yes \n", - "294 No \n", - "295 Yes \n", - "296 Yes \n", - "297 Yes \n", - "298 Yes \n", - "299 Yes \n", - "300 No \n", - "301 Yes \n", - "302 Yes \n", - "303 No \n", - "304 No \n", - "305 Yes \n", - "306 Yes \n", - "307 Yes \n", - "308 Yes \n", - "309 Yes \n", - "310 Yes \n", - "311 No \n", - "312 Yes \n", - "313 NaN \n", - "314 Yes \n", - "315 NaN \n", - "316 Yes \n", - "317 Yes \n", - "318 Yes \n", - "319 Yes \n", - "320 Yes \n", - "321 Yes \n", - "322 No \n", - "323 Yes \n", - "324 Yes \n", - "325 Yes \n", - "326 Yes \n", - "327 Yes \n", - "328 Yes \n", - "329 Yes \n", - "330 No \n", - "331 Yes \n", - "332 No \n", - "333 Yes \n", - "334 Yes \n", - "335 Yes \n", - "336 Yes \n", - "337 NaN \n", - "338 Yes \n", - "339 No \n", - "340 No \n", - "341 Yes \n", - "342 Yes \n", - "343 Yes \n", - "344 Yes \n", - "345 Yes \n", - "346 NaN \n", - "347 Yes \n", - "349 Yes \n", - "350 NaN \n", - "351 No \n", - "352 Yes \n", - "353 Yes \n", - "354 Yes \n", - "355 NaN \n", - "356 Yes \n", - "357 Yes \n", - "358 NaN \n", - "359 Yes \n", - "360 Yes \n", - "361 Yes \n", - "362 Yes \n", - "363 NaN \n", - "364 Yes \n", - "365 Yes \n", - "366 Yes \n", - "367 Yes \n", - "368 No \n", - "369 No \n", - "370 Yes \n", - "371 Yes \n", - "372 Yes \n", - "373 NaN \n", - "374 Yes \n", - "375 Yes \n", - "376 Yes \n", - "377 Yes \n", - "378 Yes \n", - "379 No \n", - "380 Yes \n", - "381 Yes \n", - "382 Yes \n", - "383 Yes \n", - "384 Yes \n", - "385 Yes \n", - "386 Yes \n", - "387 Yes \n", - "388 Yes \n", - "389 Yes \n", - "390 Yes \n", - "391 Yes \n", - "392 Yes \n", - "393 Yes \n", - "394 Yes \n", - "395 NaN \n", - "396 Yes \n", - "397 Yes \n", - "398 No \n", - "399 No \n", - "400 Yes \n", - "401 No \n", - "402 No \n", - "403 Yes \n", - "404 Yes \n", - "405 Yes \n", - "406 Yes \n", - "407 Yes \n", - "408 No \n", - "409 No \n", - "410 Yes \n", - "411 Yes \n", - "412 Yes \n", - "413 Yes \n", - "414 No \n", - "415 Yes \n", - "417 Yes \n", - "418 NaN \n", - "419 Yes \n", - "420 Yes \n", - "421 Yes \n", - "422 Yes \n", - "423 Yes \n", - "424 Yes \n", - "425 No \n", - "426 Yes \n", - "427 Yes \n", - "428 Yes \n", - "429 NaN \n", - "430 Yes \n", - "431 Yes \n", - "432 Yes \n", - "433 Yes \n", - "434 Yes \n", - "435 Yes \n", - "436 Yes \n", - "437 No \n", - "438 Yes \n", - "439 Yes \n", - "440 Yes \n", - "441 Yes \n", - "442 Yes \n", - "443 Yes \n", - "444 Yes \n", - "445 Yes \n", - "446 NaN \n", - "447 Yes \n", - "448 NaN \n", - "449 Yes \n", - "450 NaN \n", - "451 No \n", - "452 Yes \n", - "453 No \n", - "454 Yes \n", - "455 Yes \n", - "456 Yes \n", - "457 Yes \n", - "458 Yes \n", - "459 Yes \n", - "460 Yes \n", - "461 Yes \n", - "462 Yes \n", - "463 Yes \n", - "464 Yes \n", - "465 NaN \n", - "466 Yes \n", - "467 Yes \n", - "468 Yes \n", - "469 NaN \n", - "470 Yes \n", - "471 NaN \n", - "472 Yes \n", - "473 Yes \n", - "474 Yes \n", - "475 Yes \n", - "476 Yes \n", - "477 NaN \n", - "478 No \n", - "479 Yes \n", - "480 Yes \n", - "481 Yes \n", - "482 Yes \n", - "483 Yes \n", - "484 Yes \n", - "485 Yes \n", - "486 NaN \n", - "487 No \n", - "488 Yes \n", - "489 No \n", - "490 Yes \n", - "491 Yes \n", - "492 Yes \n", - "493 Yes \n", - "494 No \n", - "495 Yes \n", - "496 Yes \n", - "497 Yes \n", - "498 Yes \n", - "499 Yes \n", - "500 Yes \n", - "501 Yes \n", - "502 Yes \n", - "503 Yes \n", - "... ... \n", - "1326 No \n", - "1327 Yes \n", - "1328 Yes \n", - "1329 Yes \n", - "1330 Yes \n", - "1331 Yes \n", - "1332 Yes \n", - "1333 Yes \n", - "1334 No \n", - "1335 Yes \n", - "1336 No \n", - "1337 No \n", - "1338 Yes \n", - "1339 Yes \n", - "1340 Yes \n", - "1341 Yes \n", - "1342 Yes \n", - "1343 Yes \n", - "1344 NaN \n", - "1345 Yes \n", - "1346 Yes \n", - "1347 No \n", - "1348 Yes \n", - "1349 Yes \n", - "1350 Yes \n", - "1351 Yes \n", - "1352 Yes \n", - "1353 Yes \n", - "1354 Yes \n", - "1355 No \n", - "1356 Yes \n", - "1357 No \n", - "1358 Yes \n", - "1359 Yes \n", - "1360 No \n", - "1361 Yes \n", - "1362 Yes \n", - "1363 NaN \n", - "1364 Yes \n", - "1365 Yes \n", - "1366 Yes \n", - "1367 Yes \n", - "1368 No \n", - "1369 Yes \n", - "1370 Yes \n", - "1371 Yes \n", - "1372 Yes \n", - "1373 Yes \n", - "1374 Yes \n", - "1375 No \n", - "1376 Yes \n", - "1377 Yes \n", - "1378 Yes \n", - "1379 Yes \n", - "1380 Yes \n", - "1381 Yes \n", - "1382 Yes \n", - "1383 Yes \n", - "1384 Yes \n", - "1385 Yes \n", - "1386 Yes \n", - "1387 Yes \n", - "1388 Yes \n", - "1389 Yes \n", - "1390 Yes \n", - "1391 Yes \n", - "1392 Yes \n", - "1393 Yes \n", - "1394 Yes \n", - "1395 Yes \n", - "1396 Yes \n", - "1397 NaN \n", - "1398 NaN \n", - "1399 Yes \n", - "1400 Yes \n", - "1401 Yes \n", - "1402 Yes \n", - "1403 Yes \n", - "1404 Yes \n", - "1405 No \n", - "1406 Yes \n", - "1407 Yes \n", - "1408 Yes \n", - "1409 NaN \n", - "1410 No \n", - "1411 NaN \n", - "1412 Yes \n", - "1413 Yes \n", - "1414 NaN \n", - "1415 Yes \n", - "1416 Yes \n", - "1417 NaN \n", - "1418 NaN \n", - "1419 Yes \n", - "1420 Yes \n", - "1421 Yes \n", - "1422 Yes \n", - "1423 NaN \n", - "1424 Yes \n", - "1425 Yes \n", - "1426 Yes \n", - "1427 Yes \n", - "1428 No \n", - "1429 Yes \n", - "1430 Yes \n", - "1431 Yes \n", - "1432 Yes \n", - "1433 Yes \n", - "1434 Yes \n", - "1435 Yes \n", - "1436 Yes \n", - "1437 Yes \n", - "1438 Yes \n", - "1439 Yes \n", - "1440 No \n", - "1441 Yes \n", - "1442 NaN \n", - "1443 Yes \n", - "1444 Yes \n", - "1445 Yes \n", - "1446 No \n", - "1447 No \n", - "1448 Yes \n", - "1449 No \n", - "1450 Yes \n", - "1451 No \n", - "1452 Yes \n", - "1453 Yes \n", - "1454 Yes \n", - "1455 Yes \n", - "1456 Yes \n", - "1457 Yes \n", - "1458 Yes \n", - "1459 Yes \n", - "1460 Yes \n", - "1461 Yes \n", - "1462 No \n", - "1463 Yes \n", - "1464 No \n", - "1465 Yes \n", - "1466 Yes \n", - "1467 Yes \n", - "1468 No \n", - "1469 Yes \n", - "1470 Yes \n", - "1471 Yes \n", - "1472 Yes \n", - "1473 Yes \n", - "1474 Yes \n", - "1475 No \n", - "1476 Yes \n", - "1477 Yes \n", - "1478 Yes \n", - "1479 Yes \n", - "1480 No \n", - "1481 Yes \n", - "1482 Yes \n", - "1483 Yes \n", - "1484 Yes \n", - "1485 No \n", - "1486 Yes \n", - "1487 Yes \n", - "1488 Yes \n", - "1489 Yes \n", - "1490 Yes \n", - "1491 NaN \n", - "1492 Yes \n", - "1493 Yes \n", - "1494 No \n", - "1495 Yes \n", - "1496 Yes \n", - "1497 Yes \n", - "1499 Yes \n", - "1500 Yes \n", - "1501 No \n", - "1502 Yes \n", - "1503 Yes \n", - "1504 Yes \n", - "1505 No \n", - "1506 Yes \n", - "1507 Yes \n", - "1508 Yes \n", - "1509 Yes \n", - "1510 Yes \n", - "1511 Yes \n", - "1512 Yes \n", - "1513 Yes \n", - "1514 Yes \n", - "1515 Yes \n", - "1516 No \n", - "1517 Yes \n", - "1518 Yes \n", - "1519 Yes \n", - "1520 Yes \n", - "1521 Yes \n", - "1522 No \n", - "1523 Yes \n", - "1524 No \n", - "1525 No \n", - "1526 Yes \n", - "1527 No \n", - "1528 Yes \n", - "1529 Yes \n", - "1531 Yes \n", - "1532 Yes \n", - "1533 Yes \n", - "1534 Yes \n", - "1535 No \n", - "1536 Yes \n", - "1537 Yes \n", - "1538 Yes \n", - "1539 Yes \n", - "1540 Yes \n", - "1541 Yes \n", - "1542 Yes \n", - "1543 Yes \n", - "1544 Yes \n", - "1545 Yes \n", - "1546 Yes \n", - "1547 Yes \n", - "1548 Yes \n", - "1549 No \n", - "1550 Yes \n", - "1551 Yes \n", - "1552 NaN \n", - "1553 Yes \n", - "1554 Yes \n", - "1555 Yes \n", - "1556 Yes \n", - "1557 Yes \n", - "1558 Yes \n", - "1559 Yes \n", - "1560 Yes \n", - "1561 Yes \n", - "1562 Yes \n", - "1564 Yes \n", - "1565 No \n", - "1566 Yes \n", - "1567 No \n", - "1568 NaN \n", - "1569 Yes \n", - "1570 NaN \n", - "1571 No \n", - "1572 Yes \n", - "1573 Yes \n", - "1574 Yes \n", - "1575 Yes \n", - "1576 Yes \n", - "1578 NaN \n", - "1579 Yes \n", - "1580 Yes \n", - "1581 No \n", - "1582 Yes \n", - "1584 No \n", - "1585 Yes \n", - "1586 No \n", - "1587 NaN \n", - "1588 Yes \n", - "1589 Yes \n", - "1590 Yes \n", - "1591 Yes \n", - "1592 Yes \n", - "1593 Yes \n", - "1594 Yes \n", - "1595 Yes \n", - "1596 Yes \n", - "1597 Yes \n", - "1598 Yes \n", - "1599 Yes \n", - "1600 Yes \n", - "1601 Yes \n", - "1602 Yes \n", - "1603 Yes \n", - "1604 No \n", - "1605 Yes \n", - "1606 Yes \n", - "1607 Yes \n", - "1608 Yes \n", - "1609 Yes \n", - "1610 Yes \n", - "1611 Yes \n", - "1612 Yes \n", - "1613 Yes \n", - "1614 Yes \n", - "1615 Yes \n", - "1616 Yes \n", - "1617 NaN \n", - "1618 Yes \n", - "1619 Yes \n", - "1620 Yes \n", - "1621 Yes \n", - "1622 Yes \n", - "1623 Yes \n", - "1624 Yes \n", - "1625 Yes \n", - "1626 Yes \n", - "1627 NaN \n", - "1628 Yes \n", - "1629 Yes \n", - "1630 Yes \n", - "1631 Yes \n", - "1632 Yes \n", - "1633 Yes \n", - "1634 NaN \n", - "1635 Yes \n", - "1636 Yes \n", - "1637 Yes \n", - "1638 Yes \n", - "1639 Yes \n", - "1640 No \n", - "1641 Yes \n", - "1642 Yes \n", - "1643 Yes \n", - "1644 Yes \n", - "1645 No \n", - "1646 Yes \n", - "1647 Yes \n", - "1649 Yes \n", - "1650 Yes \n", - "1651 Yes \n", - "1652 Yes \n", - "1653 Yes \n", - "1654 Yes \n", - "1655 Yes \n", - "1656 Yes \n", - "1657 Yes \n", - "1658 Yes \n", - "1659 Yes \n", - "1660 Yes \n", - "1661 NaN \n", - "1663 Yes \n", - "1664 Yes \n", - "1665 Yes \n", - "1666 Yes \n", - "1667 Yes \n", - "1668 Yes \n", - "1669 Yes \n", - "1670 Yes \n", - "1671 Yes \n", - "1672 Yes \n", - "1673 Yes \n", - "1674 Yes \n", - "1675 Yes \n", - "1676 Yes \n", - "1677 No \n", - "1678 Yes \n", - "1679 NaN \n", - "1680 Yes \n", - "1681 No \n", - "1682 Yes \n", - "1683 Yes \n", - "1684 Yes \n", - "1685 Yes \n", - "1686 Yes \n", - "1687 Yes \n", - "1688 Yes \n", - "1689 No \n", - "1690 Yes \n", - "1691 Yes \n", - "1693 No \n", - "1694 NaN \n", - "1696 Yes \n", - "1697 Yes \n", - "1698 No \n", - "1699 No \n", - "1700 Yes \n", - "1701 Yes \n", - "1702 Yes \n", - "1703 Yes \n", - "1704 Yes \n", - "1705 Yes \n", - "1706 Yes \n", - "1707 Yes \n", - "1708 Yes \n", - "1709 Yes \n", - "1710 Yes \n", - "1711 Yes \n", - "1712 No \n", - "1713 Yes \n", - "1714 No \n", - "1715 Yes \n", - "1716 Yes \n", - "1717 No \n", - "1718 No \n", - "1719 Yes \n", - "1720 Yes \n", - "1721 Yes \n", - "1722 No \n", - "1723 Yes \n", - "1724 No \n", - "1725 Yes \n", - "1726 Yes \n", - "1727 No \n", - "1728 Yes \n", - "1729 Yes \n", - "1730 Yes \n", - "1731 Yes \n", - "1732 No \n", - "1733 No \n", - "1734 Yes \n", - "1735 Yes \n", - "1736 Yes \n", - "1737 Yes \n", - "1738 Yes \n", - "1739 Yes \n", - "1740 No \n", - "1741 Yes \n", - "1742 Yes \n", - "1743 Yes \n", - "1745 Yes \n", - "1746 NaN \n", - "1747 Yes \n", - "1748 Yes \n", - "1749 Yes \n", - "1750 Yes \n", - "1751 Yes \n", - "1752 Yes \n", - "1753 No \n", - "1754 Yes \n", - "1755 No \n", - "1756 Yes \n", - "1757 Yes \n", - "1758 Yes \n", - "1759 Yes \n", - "1760 No \n", - "1761 Yes \n", - "1762 Yes \n", - "1763 Yes \n", - "1764 Yes \n", - "1765 Yes \n", - "1766 Yes \n", - "1767 NaN \n", - "1768 NaN \n", - "1769 NaN \n", - "1770 Yes \n", - "1771 Yes \n", - "1772 Yes \n", - "1773 Yes \n", - "1774 Yes \n", - "1775 Yes \n", - "1776 Yes \n", - "1777 Yes \n", - "1778 Yes \n", - "1779 Yes \n", - "1780 No \n", - "1781 NaN \n", - "1782 No \n", - "1783 Yes \n", - "1784 No \n", - "1785 Yes \n", - "1786 Yes \n", - "1787 Yes \n", - "1789 Yes \n", - "1790 Yes \n", - "1791 Yes \n", - "1792 Yes \n", - "1793 Yes \n", - "1794 Yes \n", - "1795 No \n", - "1796 Yes \n", - "1797 Yes \n", - "1798 No \n", - "1799 Yes \n", - "1800 Yes \n", - "1801 Yes \n", - "1802 Yes \n", - "1803 Yes \n", - "1804 NaN \n", - "1805 Yes \n", - "1806 Yes \n", - "1807 Yes \n", - "1809 No \n", - "1810 Yes \n", - "1811 Yes \n", - "1812 Yes \n", - "1813 Yes \n", - "1814 Yes \n", - "1815 Yes \n", - "1816 No \n", - "1817 Yes \n", - "1818 NaN \n", - "1819 Yes \n", - "1820 Yes \n", - "1821 Yes \n", - "1822 Yes \n", - "1823 NaN \n", - "1824 Yes \n", - "1825 No \n", - "1826 NaN \n", - "1827 Yes \n", - "1828 Yes \n", - "1829 Yes \n", - "1830 Yes \n", - "1831 Yes \n", - "1832 Yes \n", - "1833 Yes \n", - "1834 Yes \n", - "1835 Yes \n", - "1836 No \n", - "1837 Yes \n", - "\n", - " proj4can. How are your projects typically tested? Please check all that apply. [Test engineers conduct testing] \n", - "0 No \n", - "1 No \n", - "2 No \n", - "3 No \n", - "4 No \n", - "5 No \n", - "6 No \n", - "7 No \n", - "8 No \n", - "9 NaN \n", - "10 No \n", - "11 No \n", - "12 No \n", - "13 No \n", - "14 No \n", - "15 No \n", - "16 No \n", - "17 No \n", - "18 No \n", - "19 NaN \n", - "20 No \n", - "21 Yes \n", - "22 No \n", - "23 No \n", - "24 No \n", - "25 No \n", - "26 Yes \n", - "27 No \n", - "28 No \n", - "29 No \n", - "30 No \n", - "31 NaN \n", - "32 No \n", - "33 No \n", - "34 No \n", - "35 No \n", - "36 Yes \n", - "37 No \n", - "38 No \n", - "39 No \n", - "40 No \n", - "41 No \n", - "42 No \n", - "43 No \n", - "44 NaN \n", - "45 No \n", - "46 No \n", - "47 No \n", - "48 No \n", - "49 No \n", - "50 No \n", - "51 No \n", - "52 No \n", - "53 No \n", - "54 No \n", - "55 No \n", - "56 NaN \n", - "57 No \n", - "58 No \n", - "59 No \n", - "60 No \n", - "61 No \n", - "62 No \n", - "63 No \n", - "64 No \n", - "65 NaN \n", - "66 No \n", - "67 No \n", - "68 No \n", - "69 No \n", - "70 No \n", - "71 No \n", - "72 No \n", - "73 No \n", - "74 No \n", - "75 No \n", - "76 No \n", - "77 No \n", - "78 No \n", - "79 No \n", - "80 No \n", - "81 No \n", - "82 No \n", - "83 No \n", - "85 No \n", - "86 No \n", - "87 No \n", - "88 No \n", - "89 No \n", - "90 No \n", - "91 NaN \n", - "92 No \n", - "93 No \n", - "94 No \n", - "95 No \n", - "96 No \n", - "97 No \n", - "98 No \n", - "99 No \n", - "100 No \n", - "101 No \n", - "102 No \n", - "103 No \n", - "104 No \n", - "105 No \n", - "106 No \n", - "107 No \n", - "108 No \n", - "109 Yes \n", - "110 No \n", - "111 No \n", - "112 No \n", - "113 NaN \n", - "114 No \n", - "115 No \n", - "116 No \n", - "117 No \n", - "118 NaN \n", - "119 Yes \n", - "120 No \n", - "121 No \n", - "122 No \n", - "123 No \n", - "124 No \n", - "125 No \n", - "126 No \n", - "127 No \n", - "128 No \n", - "129 No \n", - "130 No \n", - "131 No \n", - "132 No \n", - "133 No \n", - "134 No \n", - "135 No \n", - "136 No \n", - "137 No \n", - "138 No \n", - "139 No \n", - "140 No \n", - "141 NaN \n", - "142 No \n", - "143 No \n", - "144 Yes \n", - "145 No \n", - "146 No \n", - "147 No \n", - "148 No \n", - "149 Yes \n", - "150 No \n", - "151 No \n", - "152 No \n", - "153 No \n", - "154 No \n", - "155 No \n", - "156 No \n", - "157 NaN \n", - "158 No \n", - "159 No \n", - "160 No \n", - "161 No \n", - "162 No \n", - "163 No \n", - "164 No \n", - "165 No \n", - "166 No \n", - "167 No \n", - "168 No \n", - "169 No \n", - "170 No \n", - "171 No \n", - "172 No \n", - "173 No \n", - "174 No \n", - "175 No \n", - "176 No \n", - "177 No \n", - "178 No \n", - "179 No \n", - "180 No \n", - "181 No \n", - "182 No \n", - "183 No \n", - "184 No \n", - "185 No \n", - "186 No \n", - "187 No \n", - "188 No \n", - "189 No \n", - "190 NaN \n", - "191 NaN \n", - "192 No \n", - "193 NaN \n", - "194 No \n", - "195 No \n", - "196 No \n", - "197 NaN \n", - "198 No \n", - "199 No \n", - "200 No \n", - "201 No \n", - "202 No \n", - "203 No \n", - "204 No \n", - "205 No \n", - "206 No \n", - "207 No \n", - "208 No \n", - "209 No \n", - "210 No \n", - "211 No \n", - "212 No \n", - "213 No \n", - "214 No \n", - "215 No \n", - "216 No \n", - "217 No \n", - "218 No \n", - "219 No \n", - "220 NaN \n", - "221 NaN \n", - "222 No \n", - "223 No \n", - "224 No \n", - "225 No \n", - "226 No \n", - "227 No \n", - "228 No \n", - "229 No \n", - "230 No \n", - "232 No \n", - "233 No \n", - "234 No \n", - "235 No \n", - "236 No \n", - "237 NaN \n", - "238 No \n", - "239 No \n", - "240 No \n", - "241 No \n", - "242 No \n", - "243 No \n", - "244 No \n", - "245 No \n", - "246 No \n", - "247 No \n", - "248 No \n", - "249 No \n", - "250 No \n", - "251 No \n", - "252 No \n", - "253 No \n", - "254 No \n", - "255 No \n", - "256 No \n", - "257 No \n", - "258 No \n", - "259 No \n", - "260 No \n", - "261 No \n", - "262 NaN \n", - "263 NaN \n", - "264 No \n", - "265 No \n", - "266 No \n", - "267 Yes \n", - "268 No \n", - "269 No \n", - "270 No \n", - "271 No \n", - "272 No \n", - "273 No \n", - 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CountPercentage
Bus Factor for Australia
0.022.272727
1.06068.181818
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\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for Australia \n", - "0.0 2 2.272727\n", - "1.0 60 68.181818\n", - "2.0 16 18.181818\n", - "3.0 5 5.681818\n", - "4.0 2 2.272727\n", - "5.0 3 3.409091" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Presence of a transition plan for Australia
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" - ], - "text/plain": [ - " Count Percentage\n", - "Presence of a transition plan for Australia \n", - "Yes 9 10.227273\n", - "No 79 89.772727" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Use of version control for Australia \n", - "Git 81 81.818182\n", - "SVN 20 20.202020\n", - "CVS 7 7.070707\n", - "Mercurial 4 4.040404\n", - "None 2 2.020202" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Testing strategies for Australia
No formal testing1212.121212
No formal testing but users provide feedback3333.333333
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" - ], - "text/plain": [ - " Count Percentage\n", - "Testing strategies for Australia \n", - "No formal testing 12 12.121212\n", - "No formal testing but users provide feedback 33 33.333333\n", - "The developers do their own testing 73 73.737374\n", - "Test engineers conduct testing 4 4.040404" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Repository'\n", - "plot_wordcloud(df, repo_tool, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Germany" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Germany'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bus Factor" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Bus Factor for Germany
0.0175.762712
0.510.338983
1.016957.288136
1.210.338983
1.520.677966
2.07826.440678
3.0175.762712
4.031.016949
5.031.016949
6.020.677966
50.010.338983
200.010.338983
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for Germany \n", - "0.0 17 5.762712\n", - "0.5 1 0.338983\n", - "1.0 169 57.288136\n", - "1.2 1 0.338983\n", - "1.5 2 0.677966\n", - "2.0 78 26.440678\n", - "3.0 17 5.762712\n", - "4.0 3 1.016949\n", - "5.0 3 1.016949\n", - "6.0 2 0.677966\n", - "50.0 1 0.338983\n", - "200.0 1 0.338983" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Transition plan" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Presence of a transition plan for Germany
Yes4816.21621618.666667-2.45045
No24883.78378481.3333332.45045
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Presence of a transition plan for Germany \n", - "Yes 48 16.216216 \n", - "No 248 83.783784 \n", - "\n", - " Percentage in 2017 \\\n", - "Presence of a transition plan for Germany \n", - "Yes 18.666667 \n", - "No 81.333333 \n", - "\n", - " Difference with previous year \n", - "Presence of a transition plan for Germany \n", - "Yes -2.45045 \n", - "No 2.45045 " - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Use of version control for Germany
Git26378.978979
SVN9428.228228
None226.606607
Mercurial154.504505
CVS133.903904
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" - ], - "text/plain": [ - " Count Percentage\n", - "Use of version control for Germany \n", - "Git 263 78.978979\n", - "SVN 94 28.228228\n", - "None 22 6.606607\n", - "Mercurial 15 4.504505\n", - "CVS 13 3.903904" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Testing strategies for Germany
No formal testing4714.11411425.230769-11.116655
No formal testing but users provide feedback11634.83483556.000000-21.165165
The developers do their own testing25777.17717780.923077-3.745900
Test engineers conduct testing144.2042046.153846-1.949642
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Testing strategies for Germany \n", - "No formal testing 47 14.114114 \n", - "No formal testing but users provide feedback 116 34.834835 \n", - "The developers do their own testing 257 77.177177 \n", - "Test engineers conduct testing 14 4.204204 \n", - "\n", - " Percentage in 2017 \\\n", - "Testing strategies for Germany \n", - "No formal testing 25.230769 \n", - "No formal testing but users provide feedback 56.000000 \n", - "The developers do their own testing 80.923077 \n", - "Test engineers conduct testing 6.153846 \n", - "\n", - " Difference with previous year \n", - "Testing strategies for Germany \n", - "No formal testing -11.116655 \n", - "No formal testing but users provide feedback -21.165165 \n", - "The developers do their own testing -3.745900 \n", - "Test engineers conduct testing -1.949642 " - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Repository'\n", - "plot_wordcloud(df, repo_tool, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bus Factor" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Bus Factor for Netherlands
1.02752.941176
2.01733.333333
3.047.843137
4.011.960784
10.023.921569
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for Netherlands \n", - "1.0 27 52.941176\n", - "2.0 17 33.333333\n", - "3.0 4 7.843137\n", - "4.0 1 1.960784\n", - "10.0 2 3.921569" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Transition plan" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Presence of a transition plan for Netherlands
Yes1019.60784320.547945-0.940102
No4180.39215779.4520550.940102
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Presence of a transition plan for Netherlands \n", - "Yes 10 19.607843 \n", - "No 41 80.392157 \n", - "\n", - " Percentage in 2017 \\\n", - "Presence of a transition plan for Netherlands \n", - "Yes 20.547945 \n", - "No 79.452055 \n", - "\n", - " Difference with previous year \n", - "Presence of a transition plan for Netherlands \n", - "Yes -0.940102 \n", - "No 0.940102 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
Use of version control for Netherlands
Git49.090.740741
SVN13.024.074074
Mercurial3.05.555556
CVS1.01.851852
None0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of version control for Netherlands \n", - "Git 49.0 90.740741\n", - "SVN 13.0 24.074074\n", - "Mercurial 3.0 5.555556\n", - "CVS 1.0 1.851852\n", - "None 0.0 0.000000" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Testing strategies for Netherlands
No formal testing611.11111122.666667-11.555556
No formal testing but users provide feedback2342.59259356.000000-13.407407
The developers do their own testing4277.77777884.000000-6.222222
Test engineers conduct testing11.8518529.333333-7.481481
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Testing strategies for Netherlands \n", - "No formal testing 6 11.111111 \n", - "No formal testing but users provide feedback 23 42.592593 \n", - "The developers do their own testing 42 77.777778 \n", - "Test engineers conduct testing 1 1.851852 \n", - "\n", - " Percentage in 2017 \\\n", - "Testing strategies for Netherlands \n", - "No formal testing 22.666667 \n", - "No formal testing but users provide feedback 56.000000 \n", - "The developers do their own testing 84.000000 \n", - "Test engineers conduct testing 9.333333 \n", - "\n", - " Difference with previous year \n", - "Testing strategies for Netherlands \n", - "No formal testing -11.555556 \n", - "No formal testing but users provide feedback -13.407407 \n", - "The developers do their own testing -6.222222 \n", - "Test engineers conduct testing -7.481481 " - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Repository'\n", - "plot_wordcloud(df, repo_tool, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bus Factor" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Bus Factor for New Zealand
1.02367.647059
2.0617.647059
3.038.823529
4.012.941176
5.012.941176
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for New Zealand \n", - "1.0 23 67.647059\n", - "2.0 6 17.647059\n", - "3.0 3 8.823529\n", - "4.0 1 2.941176\n", - "5.0 1 2.941176" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6sNEIVFXbV9Xiqrqrqv6pqj46WP+bVXVbVT1QVZ+vqu2mflwAAAAAxmMsRwI9neT1rbUDk8xJ8uaqmpvkPyU5v7X220meTHLq1I0JAAAAwERsNAK1NX4+WJw++NOSvD7JlYP1lyY5fkomBAAAAGDCxnRNoKrapqqWJnk8yfVJHkyyrLX2zGCTh5O8bAOPPb2qllTVkpGRkcmYGQAAAIBNtO1YNmqtPZtkTlXNTPLFJPuM9QVaayNJ1taftskTAgAAADBhm/TpYK21ZUm+muQ1SWZW1dqItGeSH03ybAAAAABMkrF8OthLB0cApapenGRekvuyJgadMNhsQZKrp2pIAAAAACZmLKeD7ZHk0qraJmui0RWttWur6ttJPldVH09yZ5KLp3BOAAAAACZgoxGotXZ3kletZ/33khw6FUMBAAAAMLk26ZpAAAAAAGyZRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB3YaASqqpdX1Ver6ttV9U9VddZg/S5VdX1V3T/4uvPUjwsAAADAeIzlSKBnkvyH1tq+SeYmOaOq9k1ydpIbWmt7J7lhsAwAAADAC9BGI1Br7ZHW2h2D2/8tyX1JXpbkuCSXDja7NMnxUzUkAAAAABOzSdcEqqq9krwqyW1JdmutPTK469Eku03qZAAAAABMmjFHoKraKckXkvxRa+2pde9rrbUkbQOPO72qllTVkpGRkQkNCwAAAMD4bDuWjapqetYEoL9prS0crH6sqvZorT1SVXskeXx9j22tjSRZW3/WG4oAAAAAmFpj+XSwSnJxkvtaa//3Onddk2TB4PaCJFdP/ngAAAAATIaxnA72u0l+P8nrq2rp4M+xSc5NMq+q7k/yhsEyAGP0h3/4h9l1112z//77P7du6dKlmTt3bubMmZODDz44ixcvTpJ84QtfyH777ZcjjjgiTzzxRJLkwQcfzDve8Y6hzA4AAGx5as3lfDabrfp0sL3O/tKwR2CcHjr3LcMegQ7dcsst2WmnnXLKKafk3nvvTZK88Y1vzPve974cc8wxWbRoUT7xiU/kpptuylFHHZVFixZl4cKFefLJJ3PmmWfm5JNPzsc+9rHsvffeQ34nAADAkNVYNtqkTwcDYPK89rWvzS677PJL66oqTz215tr7y5cvz6xZs5Ik06ZNy9NPP53R0dFMnz49t956a3bffXcBCAAAGLMxXRgagM3jggsuyJve9Ka8//3vz+rVq/P1r389SfKhD30ob3jDGzJr1qxcfvnlOfHEE/O5z31uyNMCAABbEkcCAbyAfOpTn8r555+fH/7whzn//PNz6qmnJknmzZuX22+/PX//93+fq6++Oscee2z++Z//OSeccEJOO+20jI6ODnlyAADghc41gSaRawJtuVwTiGF56KGHMn/+/OeuCTRjxowsW7YsVZXWWmbMmPHc6WFJMjo6mvnz5+e6667L/Pnzs3Dhwlx55ZVZuXJlTjvttGG9DQAAYLhcEwhgSzNr1qzcfPPNSZIbb7zxX13z57zzzst73/veTJ8+PStWrEhVZdq0aY4EAgAANso1gQCG5OSTT85NN92Un/70p9lzzz3z0Y9+NJ/5zGdy1lln5Zlnnsn222+fkZGR57b/8Y9/nMWLF+ecc85Jkpx55pk55JBDMnPmzFx11VXDehsAAMAWwulgk8jpYFsup4MBAACwBXM6GAAAAABriEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANCBbYc9AMCEfWTGsCdgvD6yfNgTAABANxwJBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAQNcuvPDC7L///tlvv/1ywQUXJEk++MEPZvbs2TnllFOe2+7yyy9/7n4AgC2RCAQAdOvee+/NZz7zmSxevDh33XVXrr322tx111254447cvfdd2e77bbLPffckxUrVuSSSy7JGWecMeyRAQDGbaMRqKr+uqoer6p711m3S1VdX1X3D77uPLVjAgBMvvvuuy+HHXZYdthhh2y77bY58sgjc9VVV2XVqlVprWV0dDTTp0/PJz/5yZx55pmZPn36sEcGABi3sRwJ9Nkkb37eurOT3NBa2zvJDYNlAIAtyv77759bb701TzzxREZHR7No0aL89Kc/zbHHHptXvepV2WOPPTJjxozcdtttOf7444c9LgDAhFRrbeMbVe2V5NrW2v6D5e8mOaq19khV7ZHkptbaK8bweht/sS3YXmd/adgjME4PnfuWYY/ARHxkxrAnYLw+snzYE0Auvvji/MVf/EV23HHH7LfffnnRi170S9f+ede73pV3v/vdueOOO/KVr3wls2fPzoc//OEhTgwA8K/UWDYa7zWBdmutPTK4/WiS3TY4RdXpVbWkqpaMjIyM8+UAAKbGqaeemttvvz233HJLdt555/zO7/zOc/fdeeedaa3lFa94Rf7u7/4uV1xxRR588MHcf//9Q5wYAGB8tp3oE7TWWlVt8Aif1tpIkrX1Z6s+EggA2PI8/vjj2XXXXfODH/wgCxcuzDe/+c3n7vuTP/mTjIyMZNWqVXn22WeTJNOmTcvo6OiwxgUAGLfxRqDHqmqPdU4He3wyhwIA2Fze/va354knnsj06dNz0UUXZebMmUmSq666KgcffHBmzZqVJJkzZ04OOOCAzJ49OwceeOAwRwYAGJfxXhPovCRPtNbOraqzk+zSWvvAGF5vqz4SyDWBtlyuCbSFc02gLZdrAgEAwGSYnGsCVdXfJvlGkldU1cNVdWqSc5PMq6r7k7xhsAwAAADAC9RGTwdrrZ28gbuOnuRZAAAAAJgi4/10MAAAAAC2ICIQAAAAQAdEIAAAAIAOjPcj4gGAzh1w6QHDHoEJuGfBPcMeAQDYzBwJBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAJvVL37xixx66KE58MADs99+++Wcc85Jkrzzne/M7Nmz88d//MfPbfvxj388V1111bBGha2KfY9thz0AAADQlxe96EW58cYbs9NOO2XVqlU5/PDDc/TRR+fFL35x7r777sybNy/Lly/P6Ohobrvttnz4wx8e9siwVbDv4UggAABgs6qq7LTTTkmSVatWZdWqVWmtZcWKFVm9enVWrVqVbbbZJn/6p3+aj370o0OeFrYe9j1EIAAAYLN79tlnM2fOnOy6666ZN29ejjzyyLz0pS/NQQcdlLe+9a154IEHsnr16hx00EHDHhW2Kva9vjkdDAAA2Oy22WabLF26NMuWLcvb3va23Hvvvbngggueu/+tb31rPv3pT+fP/uzPctddd2XevHk57bTThjgxbB3se31zJBAAADA0M2fOzOte97p8+ctffm7d1VdfnVe/+tX5+c9/ngcffDBXXHFFrrzyyoyOjg5xUti62Pf6JAIBAACb1U9+8pMsW7YsSbJixYpcf/312WeffZKsuU7JBRdckA984ANZsWJFqirJmlNYVq5cObSZYWtg38PpYAAAwGb1yCOPZMGCBXn22WezevXqnHTSSZk/f36S5KKLLsqCBQuyww47ZPbs2RkdHc0BBxyQY489NjNnzhzy5LBls+9RrbXN+Xqb9cU2t73O/tKwR2CcHjr3LcMegYn4yIxhT8B4fWT5sCdgAg649IBhj8AE3LPgnmGPAABMnhrLRk4HAwAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADviIeAAA2ILct88rhz0CE/DK79w37BEYp4v+lxuHPQITcMZfvn7YI7wgOBIIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHJhSBqurNVfXdqnqgqs6erKEAAAAAmFzjjkBVtU2Si5Ick2TfJCdX1b6TNRgAAAAAk2ciRwIdmuSB1tr3Wmsrk3wuyXGTMxYAAAAAk2kiEehlSX64zvLDg3UAAAAAvMBUa218D6w6IcmbW2vvGiz/fpLDWmvved52pyc5fbC4fZJfjH9chujXkvx02ENAp+x/MBz2PRgO+x4Mh31vy/bT1tqbN7bRthN4gR8lefk6y3sO1v2S1tpIkpEJvA4vAFW1pLV28LDngB7Z/2A47HuM9OgyAAAKxklEQVQwHPY9GA77Xh8mcjrYt5LsXVW/WVXbJfm9JNdMzlgAAAAATKZxHwnUWnumqt6T5Lok2yT569baP03aZAAAAABMmomcDpbW2qIkiyZpFl7YnNIHw2P/g+Gw78Fw2PdgOOx7HRj3haEBAAAA2HJM5JpAAAAAAGwhRCAAAACADohAAAAAAB2Y0IWhAZh8VbVbkpcNFn/UWntsmPNAb6pqlyRprf1s2LNAL+x3MBx+7+yPC0PzK/mhAJtPVc1J8pdJZiT50WD1nkmWJXl3a+2OYc0GW7uq+vUkn0hydNbsc5XkJUluTHJ2a+2h4U0HWyf7HQyP3zv7JQKxXn4owOZXVUuT/PvW2m3PWz83yadbawcOZzLY+lXVN5JckOTK1tqzg3XbJDkxyR+11uYOcz7YGtnvYHj83tkvEYj18kMBNr+qur+1tvcG7nugtfbbm3sm6MVG9r8N3geMn/0Ohsfvnf1yTSA2ZMfnB6Akaa19s6p2HMZA0IH/r6q+lOSyJD8crHt5klOSfHloU0Efbq+qv0hyaX55/1uQ5M6hTQVbN/sdDI/fOzvlSCDWq6r+c5J/m/X/UPivrbX3DGs22JpV1TFJjss61+JKck1rbdHwpoKtX1Vtl+TU/PL+93CSv09ycWvt6WHNBlsr+x0Ml987+yQCsUF+KAAAAMDWQwQC2AJU1emttZFhzwE9qqr5rbVrhz0H9MR+B8Pj986t27RhD8CWp6pOH/YM0KEa9gDQsUOGPQB0yH4Hw+P3zq2YC0MzHn4owBSpqn2y5hTM21prP1/nru8PaSToRlUdmqS11r5VVfsmeXOS77TWzhnyaNCNqrqstXaK/Q42r6o6PMmhSe5trX162PMwdUQgxmPlsAeArVFVvTfJGUnuS3JxVZ3VWrt6cPd/jE9qgClTVeckOSbJtlV1fZLDknw1ydlV9arW2p8NdUDYClXVNc9fleR1VTUzSVpr/27zTwV9qKrFrbVDB7dPy5rfQb+Y5JyqOqi1du5QB2TKuCYQm6yqftBa+/VhzwFbm6q6J8lrWms/r6q9klyZ5L+01i6sqjtba68a6oCwFRvsf3OSvCjJo0n2bK09VVUvzpoj82YPdUDYClXVHUm+neSvkrSsiUB/m+T3kqS1dvPwpoOt27q/W1bVt5Ic21r7SVXtmOSbrbUDhjshU8WRQKxXVd29obuS7LY5Z4GOTFt7Clhr7aGqOirJlVX1G3EaJky1Z1przyYZraoHW2tPJUlrbUVVrR7ybLC1OjjJWUn+jyT/e2ttaVWtEH9gs5hWVTtnzXWCq7X2kyRprf1LVT0z3NGYSiIQG7JbkjclefJ56yvJ1zf/ONCFx6pqTmttaZIMjgian+Svk/jfGJhaK6tqh9baaJJXr11ZVTOSiEAwBVprq5OcX1V/N/j6WPz7BDaXGUluz5p/37Wq2qO19khV7RT/+bhV80OWDbk2yU5r/zG6rqq6afOPA104Jckv/c9La+2ZJKdUlQv0wdR6bWvt6eS5f5iuNT3JguGMBH1orT2c5MSqekuSp4Y9D/SgtbbXBu5aneRtm3EUNjPXBAIAAADowLRhDwAAAADA1BOBAAAAADogAgEAqapnq2ppVd1VVXdU1f84Cc/5B1X1k8HzLq2qy8bxHDOr6t2TMMuJVXVfVX11As/Rqur/Wmf5/VX1kYnOts7znbHO92ppVd07eM1XjvP5fj5Jc+1VVfdOxnMBAMMlAgEASbKitTantXZgkg8l+T8n6Xk/P3jeOa21U8bx+JlJNikCVdX6Pvji1CSntdZeN4HneDrJ/1RVv7Yp84xVa+2idb5Xc5Jck+RvWmv3TcXrAQD9EYEAgOd7SZInk6Sqjqqqa9feUVX/T1X9weD2uVX17aq6u6o+OdYnr6rTqupbg6OOvlBVOwzW71ZVXxysv2twNNK5Sf7t4MiY82qN8wZHydxTVe9YZ85bq+qaJN9+3uv9aZLDk1w8eOz2VXXJ4PF3VtXrBtv9QVVdU1U3JrlhPaM/k2QkyfvW855eOngv3xr8+d3B+nsGRzNVVT1RVacM1l9WVfN+xffotUlOyiCAVdU2g9m/Nfh+//vB+p2q6obB0Vv3VNVx63mu9W4zOMLnvqr6TFX9U1V9papePLjv1Wv/HpKcsaE5AYAti4+IBwCS5MVVtTTJ9kn2SPL6X7VxVf2brPkI2X1aa62qZm5g03dU1eGD2xe21i5JsrC19pnB83w8a47S+fMk/znJza21t1XVNkl2SnJ2kv0HR8akqt6eZE6SA5P8WpJvVdUtg+c/aLDtf113gNbax6rq9Une31pbUlX/Yc3qdkBV7ZPkK1X1O+s8x+zW2s828H4uSnJ3VX3ieesvTHJ+a+0fq+rXk1yX5JVJvpbkd5N8P8n3khyR5LIkr0nyv67vBQbfy88m+f3W2tqPyz41yfLW2iFV9aIkX6uqryT5YZK3tdaeGhyh9M2quqb98se//mJ92wzu2zvJya2106rqiiRvT3J5kkuSvKe1dktVnbeB7wUAsIURgQCAZHA6WJJU1WuSXFZV+/+K7ZdnTVy4eHCk0LUb2O7zrbX3PG/d/oP4MzNrQs91g/WvT3JKkrTWnk2yvKp2ft5jD0/yt4P7H6uqm5MckuSpJIufH4A24PCsiU5prX2nqr6fZG0Euv5XBKAMQsplSd6bZMU6d70hyb5VtXb5JVW1U5Jbk7w2ayLQp5KcXlUvS/Jka+1fNvAyf5nkv7TWvrbOujcmmV1VJwyWZ2RNwHk4yX8cHDm0OsnL/v/27ibExjiK4/j3mOQ9NrIbUixsKCVLsrKbxexGGdkQQ0ksZMtK2aAkKdlYKCmibLwk8s6CjVGzIFLKhtCx+P+fPHMZ7pSNud/P5t7bc+7zurn9Oud/gUXA29Z3Y4IagNHMfFzfPwCW1BBqQWY24dpZYONE90SSJP0/DIEkSdI4mXmndowspIxAtcfHZ9aabxGxBtgADAI7+Uv3UMsZYCAzn9TRsnX/5syZKFT51/s4CjykdMs0pgFrM/Nzu7B2Ke0A+oEDlO6pQUo49IuI2AwsBjZ1bgJGMvNqR/0w5TmtzsyvEfGa+oxahv5Q86VV9x2Y9dsrliRJU4JrAkmSpHHqiFQf8IHSwbIiImbUDpENtWYuMD8zL1PWyFk5iUPMA95ExHRKQNG4Th2RqmvgzAc+1frGTcqIWV9ELKR02dyb5CXebI5bx8D6gZfdfrl2Cp2njGg1rgEjzYeIWFVrxyhja8sy8xVwC9gL3KBDRCwFDgFDmfmtY/NVYHu9Z0TE8oiYQ+kIelfDnfWUAKlTNzXt6/sIfGyN8Q39qV6SJP0/7ASSJEnwc00gKF0nm+vI1VhdK+Y5MAo8qjXzgIsRMbPW75nEsQ4Cd4H39bUJeXYDJyNiK6UrZXvtSrod5S/KrwD7KOvpPAES2JeZb2tw1a3jwImIeEbpdBrOzC+tUa5uHKF0PzV2Acci4inl99UNYFvddpcSqkEJoA5TwqBO+4HZwIWOcxkBTgFLgIdRNr4HBoBzwKV6LfeBF7/Zbzc1nbYApyMiKQGXJEmaAmL8uoGSJEmSJEmaihwHkyRJkiRJ6gGGQJIkSZIkST3AEEiSJEmSJKkHGAJJkiRJkiT1AEMgSZIkSZKkHmAIJEmSJEmS1AMMgSRJkiRJknqAIZAkSZIkSVIP+AFWspCa14MsswAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Transition plan" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Presence of a transition plan for New Zealand
Yes38.823529
No3191.176471
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Presence of a transition plan for New Zealand \n", - "Yes 3 8.823529\n", - "No 31 91.176471" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Use of version control for New Zealand
Git33.089.189189
SVN9.024.324324
Mercurial1.02.702703
CVS0.00.000000
None0.00.000000
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" - ], - "text/plain": [ - " Count Percentage\n", - "Use of version control for New Zealand \n", - "Git 33.0 89.189189\n", - "SVN 9.0 24.324324\n", - "Mercurial 1.0 2.702703\n", - "CVS 0.0 0.000000\n", - "None 0.0 0.000000" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Testing strategies for New Zealand
No formal testing6.016.216216
No formal testing but users provide feedback15.040.540541
The developers do their own testing29.078.378378
Test engineers conduct testing0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Testing strategies for New Zealand \n", - "No formal testing 6.0 16.216216\n", - "No formal testing but users provide feedback 15.0 40.540541\n", - "The developers do their own testing 29.0 78.378378\n", - "Test engineers conduct testing 0.0 0.000000" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Repository'\n", - "plot_wordcloud(df, repo_tool, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bus Factor" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Bus Factor for South Africa
0.029.523810
1.01466.666667
2.0314.285714
3.029.523810
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for South Africa \n", - "0.0 2 9.523810\n", - "1.0 14 66.666667\n", - "2.0 3 14.285714\n", - "3.0 2 9.523810" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Transition plan" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Presence of a transition plan for South Africa
Yes523.80952413.33333310.47619
No1676.19047686.666667-10.47619
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Presence of a transition plan for South Africa \n", - "Yes 5 23.809524 \n", - "No 16 76.190476 \n", - "\n", - " Percentage in 2017 \\\n", - "Presence of a transition plan for South Africa \n", - "Yes 13.333333 \n", - "No 86.666667 \n", - "\n", - " Difference with previous year \n", - "Presence of a transition plan for South Africa \n", - "Yes 10.47619 \n", - "No -10.47619 " - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Use of version control for South Africa
Git17.073.913043NaNNaN
SVN3.013.04347810.5263162.517162
None3.013.04347815.789474-2.745995
CVS0.00.0000005.263158-5.263158
Mercurial0.00.0000000.0000000.000000
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Use of version control for South Africa \n", - "Git 17.0 73.913043 \n", - "SVN 3.0 13.043478 \n", - "None 3.0 13.043478 \n", - "CVS 0.0 0.000000 \n", - "Mercurial 0.0 0.000000 \n", - "\n", - " Percentage in 2017 \\\n", - "Use of version control for South Africa \n", - "Git NaN \n", - "SVN 10.526316 \n", - "None 15.789474 \n", - "CVS 5.263158 \n", - "Mercurial 0.000000 \n", - "\n", - " Difference with previous year \n", - "Use of version control for South Africa \n", - "Git NaN \n", - "SVN 2.517162 \n", - "None -2.745995 \n", - "CVS -5.263158 \n", - "Mercurial 0.000000 " - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - 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CountPercentagePercentage in 2017Difference with previous year
Testing strategies for South Africa
No formal testing313.04347826.315789-13.272311
No formal testing but users provide feedback1147.82608742.1052635.720824
The developers do their own testing1460.86956557.8947372.974828
Test engineers conduct testing14.34782610.526316-6.178490
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Testing strategies for South Africa \n", - "No formal testing 3 13.043478 \n", - "No formal testing but users provide feedback 11 47.826087 \n", - "The developers do their own testing 14 60.869565 \n", - "Test engineers conduct testing 1 4.347826 \n", - "\n", - " Percentage in 2017 \\\n", - "Testing strategies for South Africa \n", - "No formal testing 26.315789 \n", - "No formal testing but users provide feedback 42.105263 \n", - "The developers do their own testing 57.894737 \n", - "Test engineers conduct testing 10.526316 \n", - "\n", - " Difference with previous year \n", - "Testing strategies for South Africa \n", - "No formal testing -13.272311 \n", - "No formal testing but users provide feedback 5.720824 \n", - "The developers do their own testing 2.974828 \n", - "Test engineers conduct testing -6.178490 " - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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t64avtWiCnXXVae1/qpcuXeWpY2dpH/ITjscxTBPDlDMuGToYCDEYCKW03+XFBdOu041YtERmwLnOXv7P3kOcap+5rCSi60QCOoOBEJd7BzjU1MbHd2/hkRV1KWWtGKbkcu8gx1o7xx/LcjqIG+mtSmKYJs2Dvkn7iRkGupnemUd1nUNN7Xz/+DmOt3USieszXn8pJaYhiRsxAtEY/aNBmgaGONHWxaGmdr7w9sdZXlKY1rHToZsmx1s7+fwL+7ja7x3/+RZ6Mnh05VJWlBSipRA0MEyT/Vda+fqhk5zr7B0POk00lr0Tjuv0jwa53DfA3oYm3rVxDe/dfB/5nowbHicUi/HPLx/iaEsHA4EgccPAMCWGaU47nmGaNA0M0TQwdMP9Fngy8IciN3ydoiiKMn+C4RgvHbzM5rVV5Gbf+DNAURTlTqWCE8qMhBAMBIJ8/8Q59jW2oJuJEgerpmGzWrAIgW6axHRjfDJpSEmnf4Qv7j3MSDjKh7dvwGWzpZxBIQC33YbbbkNPBgpmmkzNl6bBIc5392KkOaFeCJrQuNLv5d8PnOBc17VVQmwWCzaLhhAC3TCJTZjM6qbJhZ5+vvDCPmK6zuOrl2G3ppZBcTvwhcL86OR5vn30NAOjwVl/zhYhQIBpyhkn8ksL86jKz1mwcRqmycGrbXz+hX20DvqQJN6rRVkePvngdp68bzku2/WzNsYCDj8/e4mvHThOl39k0vMWIbBbrVg0gSklccMgniwrMkxJ9/Ao/7r/GJ3+ET7zyA4KPe7r/l7FdJNTHd203OKmroqiKMrCOHe5izMXO3hw2zLVo0pRlLuWCk4oM4rEdZ4+fZHTHd3oponHYWd1WRErS4ooyfLgstsYCUdp9fo43dFDy+DQ+MTRH4rw7aOnqczL5olV9SmXHGhC8IGtG9hdvyRZbhFlJBIlFIszOBrkbGcvsTTv8F9PTX4Ou+qqMabcqTdMk/Pdk1czKMp0U1eYl1Lafm1hXtorb/hCYb5+8CTnk40K890ZrC0vZllxoreEzaLhCyV6UJzt7KF7eHR82+7hUb687yhlOVlsqi5P88iLIxSL8b1jZ/nG4VOTSgwgEQArz8miKi+HPLeLTKcDAQRjcbzBEH0jATp9wwSiMdwOOw8sq8VpXZg/Zbphcqy1g797cT8tg9cm+mU5Wfzeg9t4cs3ylANCL168yv/Ze4ihCUt4Oq1WVpUVsby4gMq8HNx2G1HdoG8kwKWefs53941fn6hu8NzrDThtVj798A6yXc5Zj2WzaGysKqMo0z3tOX8oMv4+g8T1rivMo3CG106V7XKS606v5llRFEW5eYFglJcONrBlXQ3ujNTLMBVFUe4kKjihzCgcj3O8rRMB1Bfl87Gd97O9rpICj3tS+npMN2joG+A7R8/wwoUrRJKlCEPBMN88fIrVpUUsKchL6ZhCCHbX17B7wmNSSuKGyetdvXzmh88yEAjO2zk+sXoZDy2rnXY3PhiN8ZkfPjtpAnd/dQW//+jOlEpVHFZrSin+E3mDIbzBEBYh2FJTwUd3bmJjZVliYj5hX8FojHNdvXztwHGOtXSOZ7S0eX184/AplhUXpNU7YjHEDYMXLzXxraOnJwUmrJrGsuIC3r5+FRuryijPySLL6Rxv+mlKSSASYzAYpNM3zNnOXvpGAmypqViQu0hxw+Dg1Ta+8MJr4xkIAqjIzeb3H93JYyuXYksh8Cal5PWuPr524NikwERNfg4f2raRB5ctoTjLMynwZUqJLxjmcHM7XztwnMZ+L1JKInoiaLiypJB3bFg9a7DM7bDzB4/uwjCnN3U92tLBZ3747Pi/M+w2PrB1PY+uXHrDc9GEWPDeHoqiKMp0ppScvdzF2UtdbNu4JO3vGYqiKHcCFZxQrqssJ4tPP7yDB5fVYtE0pn4W2q0WVpcV85lHdhKOx3npUtN4mceVfi8vXLjCx/dsmfOHqEiu0uCy26Yd+2a5bLYZ0/GtmjZp5QxInGe2y7ngE/9VZcX86RMPsKy4AE1Mv95uh52tNRVkOR381XN7Od3RAyT6dZxo6+JwczuPrVx6W6d8dviG+c7R05N6F9gsGg/UL+F3H9zG0sL88VKWiTQhyHI5yHI5WJKfy5aaSuKGkXZvk1Tohsnh5nb+/qUDk0ojlhTk8umHd/DQ8jqsKTY8HYlE+d7xs5MyL0qyPPzRY7vZXV+DY4asD00I8twunli9jGyXk7949hU6fMNAInD4o1MX2L20hpLsmRuaaUKQNcN7VUqJZ8r1EkLgttvJzVAZEYqiKLcbm9WCrhtIwD8c4tUjjaxdXkamZ/bsOUVRlDvVnb3uo7KgNCF4+/pV7FpajdUyfaI88XWl2Zl8ZPsmirM8449H4jqvXW2lbyRwi0Z8Z7NqGh/etoGVpUUzBoLGaJrGipJCPrh1A+4Jd7F9oTAvXWoiEI3dohGnz5SSX55vpKFvcPwxTQg2V1fwx088wMqSQuzWG6/0IoTAabOS6XTMPfCVPPZUccPgtSst/PXzr3Kl35s8HiwtzOezj+/hsZVLUxojJIIB57v7eOly03j5kMtm5X33r5s1MDHxHK0WjW21lbx13cpJpUJX+wfZ29iMnKF5qKIoinL32Ly2Crc7EWyWwKHTLTS09C/uoBRFURaICk4osyrJ8rC9tuq6E6iJlhbls6e+ZtJjzQNDidUN1CTqhuqL8llfWZrSazUh2FRdzpry4kmPn2zvYnAeS1/mmzcQ4mBTGzH9Wu+Q3AwXH9q2gYqcrFua8TEW4JgobhgcuNrGP7x0kDavf/zxFSWF/OkTD7CzrjqtMeqmyd6G5kn9S8pzsnnTmmUp/15ZNY3d9TXkTej1EIzFOdnWdVsHohRFUZSbt2ZZKSvrri3fPDIa5qWDl4nFp6/opSiKcqdTZR3KrKrychLNHVOcjHkcdjZXl/OLs5cJxeMA+MMRrvQPsq22MqX6/HvZuopS8t2pLREmhKDQ42ZdeSmn2rvHV3bo9o/Q6vWn3OfjVpJScrlvgNYJk36A+2sq2FBZestLUSyaIMN+rcQhphvsv9rKF17YR/tQooRCCFhZUsQfP76HrUsq0z6GPxTh+ITlVgHWV5ZSlp2V8j6EEBRnelhamI83eG1fjf1eBgPB277HiKIoijJ3NpuVx3at4HxjN+FIHMOUHD/XxuWmPtYuL7tln52mlMTjBoNDAa62D9DR7WNoOEQ0Gsdi0ch0OykvzmZZbTGlRdm4HFa0FMsfJzJMk3AkPn5Ty2rRcDqurfwmpSQa0+kdGKGxpZ/OHh/DgQiGYeJy2sh0O6kqy6W+poj8XDcOu3VerpGUEsMwCYSitHR4ae4YZMAbIBiOIiVkuOwU5HpYUpnP0upCPG5HMuv49i2znU8Tb0LeK+esLAwVnFBmNFaqcb0VAaYSQlCdl0u+J4NQsj4eoGlgiEhcV8GJ67BqGjX5udPu5F+PpglWlBSSYbczHE70b5DAlf5BHlpeu0AjnTtTSloGffhC15pCWjWNnXXVizLBntjccayU4x9fPngtMAFsqCzjjx7dxboUM1qmujLgndQEE2Btecl4k89UeRx2iqf0l+gZHmU4+aVIfQ9QFEW5O8XiOvetKGdlXQmnLnQA0O8dZd/RK9TXFOJyzn/fpYmklESiOpeu9vLKkQZOne/APxImEo0T1w1MUyIEWC0WHHYrngwHq+pLeHTnCjasriTT7UhrstrZ4+dz//QMkWgiM2R1fSn/7eOP4nTYiMUT4/jla5c4db6d4dEwkZiOrpsgJZqmYbVqOB1Wsjwutq6v4fHdK6mvKcJmm/t3UNOUdPX5OXK6hVcON9Ld5ycUjhGLG4kl7yVYLBp2mwWX00ZpYTYPbK1n9/11VJTm3tHNSyUSwzQJ6VHCZpyYESdq6kTNOLppYkoTU0oMaWJIE4vQ0ISGRQg0oWEVGnaLFYdmw6FZcVjsuK12rCK18ljl3qOCE8qMrBaN0uzMtP+gFma6yXY5x5v3QeJu/sQ0fmW6DLuNoix32n+oK3KzcdqsDE+Y/3YMDc++wSKKxHXavP7xhqmQKOmozs9JaYnW+WbRNDJsNnTT5HhrJ3/7q/20DSWyOoQQbK4q57OP72ZteckN9jS71sEhgrHJpRclWR5iug5pLDhrSjltudRAJEowGiMRklIf8IqiKHejcCROQa6HB7fVc7m5j1A4hmlK9h5p5A27V7K8tvjGO5kjKSX93gA//uVpnt93kSH/zGWjUkJcN4jrBoFQlN7BEY6cbuXBbfX8+ps3U1OZn/L3yXhcp7PHTzgaH39sJBDBNCXP77vAUz87Tt/g6IzbGqaJETOJxnSGRyN09Pg4dLKZD79zG2/YvQJ7GjeAxkRjOkfPtPLdnx/nwpUeTHPmMmXDMAkbiayPIX+Ii1d6eO3YVT7wtvvZur4GW4q9qhaDRIIEE4kpTUJ6jI6Ql67QED0RH33hYbzRUUb1MAE9SlCPENSjRA0dXRrjgYkxmhBYhSURmNCsuK1O3FYHbquTTJuTfLuHImc2Ja4cyly5VLsL8NhcicAG4ra9TsqtoYITyoysmkbOHLr357ick5o0AnhDYeKmCk5cj91qnVP2QKEnA/uUjJTBYGi+hjWvYrpB/+jk5qh5bhcFKZayzDdNCFx2K+c6e/nHlw5eC0wAa8uK+bM3Pciyovw5719KSd9okKg+uS74L597ZcZVYm60r4HA5J+rBELxuApNKIqi3MUi0USJw85Ndfxq/yXONyZW6RoYCvDyoQaW1hQuSIDfNCUdPT6++t39HD3TSjQ2vceF1aJhtVowTJN4fPL3vFAkxgv7L9HZ6+MT79/NmuVlcxpnKBKjpcNLa6eXb//0KL7hydmIVquGzXJtDFNDB939w3z9Pw9hs1l4ZMdyrJbUxxCN6Tzzynm+9ZOjDPqmN3e3aAKbzTIenJkYuJDAhcZu/u5rL/Ox9+7g8T0r5xQcWUhSSnRp4I0G6A77aBjp5vJIF02jffjjISJGjIgRJ2am19/ElJKY1IkBISOGPz79e6lNWHBYbLgsdjJtLmrchazMLmd5VhkVGfkUODw4LQubFaTcnm6v3xLltjEx5T0dDqt1WvlGMBqbNdKsJNgsWtoTVgCX3TZt2dOJzRdvJ3HTYCQcmfSYy26b0/tsPtgsGl3+Uf7ppYNc6JnQ+VwkyihyXM6bSsU0pWQ0HMWY8t7v9I3MeZ9T6YZ54xcpiqIod6xIVEdKSX6um8d2reTS1V4MU2KakgMnmnjTg6upLk+9P1iqBoYC/MtTr3HwRPOkjEerRWNpTSHrVlZQXJCJ22UnFjfwDYe4eLWX1xu6CIYSGYOGYXLucjdf/s5r/OFvPcKyJUVpjzMYivH0C2doaOkbD0w47FZW1hWzqr6U4oIsXMmSj96BEc5c6uRyc1+i1COpb3CUp352nOVLilK6VlJKdMPk5UMNfP2Hh/CPXguIaJqgrDibjasrqSzNI9PtQEoYCYRpbh/k5PmO8UCGBAZ9Ab72g4Nkepzsub9uTn045tNYb4igHuWMv5UzQ62c9bVxZbSHkHHrmmzHZTLTRo8wEB2hOdDHK33nsWkW6jzFrMmpYkNuDRtya8h3JMpaVUbFvUEFJ5RZWefwB1QIgc06OTgRNwy1WscNCJgWZEiFRdOwWqZe79tzwmpKScyYfGfFbrFgty5OL5LRSIx/fvkgpzu7J33xkhKOt3XylX1H+NRDOyjMdM9p/4Y5/XwVRVHmmykloXgMfyRCKB4nbiY+A2yahstqI9vpxGO339F17/eyWEzHlImgwJb7qllaU0RDcx8A3X1+Xj7UwAffvmVe78pHYzo/eOYER8+0jn8+CgHlxTm8+00b2b5xCYW5Hmy2a6UKhmEyHAjT0NzP939xgtMXOzGS30cuXe3l6z86zB/+1iMU5nnSmmRGonEOnW7BMEyEgGVLinn3Gzew+b5qsjOd4+ctpUTXTXwjIX61/xJP/ew4I4FrN0RaOgY5dLKZ8uKclPpPXLzSw39MCUxkZzp562PreMOulRQXZOJyXmvUaZqSUDhKe7ePHz53in1HrxBLZpN4fUG++eMjVJbmUFtZsGiT7IgRpyfs4+jgFfb2XaA1OMBwPDTpO9Bii5sGl0e6aRjp4YUtVqvNAAAgAElEQVTus5Rl5LK7cAW7ilZQ7S4gw5JeDxPlzqOCE8qs5hZQkNOyJDQhVMe+FMzlcks5y/W+BeS05MlUtkntsVvBGwzhTZbACBJZP1FdR5II8Pz0zEUKPG5+Z88W7Cku+3kjVk1jaWE+Lvv87C83I/WGtYqi3H2GIxH2d7TyWlsrlwYH6R4dIRBP3P1022wUuzNZVVDIzsoqHlpSS64z/XJNZXHF9MQNHiEE5aU57L6/jtZOL9GYTlw3efHAZR7btYKqsvlZpUtKyanz7bx48PL45BqgrDiHT334QXZsqp1xcmixaORlu9m+YQnVZbn8w3+8wpEzrePfU46ebuXlQw2884n1aQdSxoIc9TVF/LePP8ryJcXTGksLkSixKMrP5N1v2oiuG3zr6WPj5SimKdl//Cq/9vAabLbr/x4kgjMn6R24lunoyXDwkXdt5y2P3odjhs9wTRN43E5WLi3hkx9+EMMwefXolfHvaI0t/bzw2iU+9t6d2G+iOedcmFLSGfLyTNcpXuw5R3d4aNG+e6VKIhnVwzSMhGkY6ebpjmPsLlrJr5VvZE1OlQq23sVUcEKZkZSS6ByaWOqmSXzK3WKH1cockgLuKYaU065bKmKGgW5OzpRw3oIPPUn6JQWaEDimTPJjurGozVIFUJTl4Y2rl7G+spR/fe0Yl3oHgESA4vvHz1HkcfOOjaunjf1GLJqYlhVit1r4/Ud3Un8TvSwmys1wqX4TinIPMkyTxqFBvnj8CIc7O/BHItNeEzMMfJEIl70DvNjSxPNNV/j0lu2sLFiYHgXKwtANg7EwvkXTeHj7Ml451EBzhxeAzl4/+4838f635M7LHeWRQIRfvnYRn/9anwCH3cp73rSR+9dVp3SMkqJsPvqe7fT0D9PaNQQkejI8/+oFtm9YQk1F+p+BedkZfOBtW1i+pOiGK1457Fbe+OBq9h27SmPLtbLN3sFR+ryjZGXOHpyQUnLsbBtnL3dNevzRnct54oFVMwYmJhJCjI+1obmPrr5rTcrHynDmcv5zYUqTgcgIL/Sc5fnuM7QHB4nLOzOj0xsL8LPOExz3NrEnGaRY4inCqqmVAO82KjihzMiQkkA0/d4FoVh8WgPALKcDi1BfhK4nrhvJlRfSMxqJYkwJTmQ7F/5uumma01ahuBGbxULOlKVpQ7HYnM57Plg0wYbKMj626362LanEqmnYrRb+4plX6B1J1Iv6QmG+su8oRVkeHllRl9b+NSHIdjqxaGK870QkrpPldFCananSEhVFmbMWv4/P7dvLie7OlO6AjsaivNzSRH8wwBceeZzl+YuXWq6kxzTkpMzK0qIcHtq2jOaOw0BiMv3yoQYe372SgjzPTR+vs8fPsbNtk95XK5eWsGfL0mllu7PRhGBFXQkPbK2n82fHx29mdPX5OXiyeU6T8w2rK9m6viblng1F+Zmsqi/hSmv/+PWLRON09PiorymadbtQOMb+41fxj1wr58jLyeDxPavwZKTWuFwIQf2SItatrJgUnOj3jnLi9fZbEpzQTYPj3ia+1fIa53xtd2xQYiKJpCs8xPfbDnHUe5X31+zkkZK1ZFjtCHWr5q6hZozKjHTDZGA0mHZphzcYYjQyebJZlOVJ+QPtXhWO6wyFwmlf757hwLRgUEl25qyvn+lP91xS+3TTZDAw85Jis3FYLRRnTf7iNBgI0T8aWJSeJBl2O2/fsJo99TU4bVasFo2dddV8Ys9WCjzXVhAZCAT50quHOds5+xJiMxFCUJqTiXNCo1NTSjr9I7d9OqWiKLevqK7zH2dOcqqnK62/JRJ4vb+Pfz99goieXvd9ZfFM/RnbrBq77l9KZWnu+GNtXUPsPXJlvPzhZpy80E4gdO3mlN1uZdOaKgpy0+sVoQnBrs11ZLqvTegjUZ3TFzoYDU7P9Lkei0Vj5+ZaXM7UG2gLIVhSUTAp/d8wTEZGZz+2lJI+7yhnL3VOenx1fRlVZek1HRXAxtWVkx6LROI0NPfNuPLJfJFSMhAZ4f82v8rnL/6Uk0PNd0VgYiKJpDnQxz9ffp5/uvwsLYGBSUuZKnc2FZxQZqSbJl3DI2k39OsbCeAPT17mqTI3G4cKTlxXJB6n2z8ybWWHG2kb8hGOT/6Qq8nPneXViZrIqY03Y7pBuoupjESiDIymG5ywUp2fM+n4/nCE5kHftOyPW0ETApfNOumLi8Nq5S3rVvK+zfdNKuO43DvAP750kPYhf1qBlLrCPDz2yUthXejuu62aTymKcmd5vb+P/e1tGHP4OyKBg53tnOvvm/+BKbeEEILq8jx2bKodXxYzEo3z8qHLDAwF5tS/aoyUkvON3ZMC8R6XnXUrym9YSjGT4oIslk7JUujs9dM9IZsgFUV5HmrK89PuM5CT5ZrU88wwJaHI9bM1u3r99PRf6zVhtWgsrS4ky5N+VmplWS6WCUuXSqB3YISR0fDsG92kztAQ/3LlRb7ZvI+esH/BjnM7GNXDPNt1ii9c+Cnn/e0qQHGXUGUdyqy6fCN0+0dZUjD7ZHci3TBp6BscbzIIiQaAy4oL0q7XX0yaENPSwxZ6MimBS70DjESi5LlTa1gWjeu83tVHaEJ5hcNqYXlxwazbOCzWaT8LfyicrGlN3YXuvrTLMSyaRn1RAQUeN33JsglTSl5taOYNq5ZSlHnz6ajzwWWz8v4t6xgMBHn6zEWiuoGUcKy1ky/vO8IfP76HfHdGSndQ6gvzKcvJom/02vrox1s78QZC07JIbpXpX+6kCpYo1yWlJGoYhONxIobOaDRKbyBAfyhAfzDIcDTKSDRKMB4jpuvopokhZaJUymLBpllwWi1kO13kOJzkulwUZGRQ5skk2+HEYbXitFpwWW2Jv7+q3GBWumlyvKeL3sDonPcxGApxsKON+0vLFn1ZQ2VuHHYrj+1cwYHjV8fLBi419XL8XBtPPrRmzr9D/pEwfQOT31sZGXYqy1L7HjiVy2mjujyP4+faxh8b9AXo946mtaxoYX4m2ZmutM9rauPNsRU9ZmOakqb2wUmfiU6HjfKS7LSDM0IIXE47GS47oxNWDfGPhAiEYxSmtbcbM6XJ5ZFuvnrlRU54m9HvsmyJ2ejS5LSvlf998ed8tO5h9hStwKbdOXMOZTr101Nm1e4b5nJvP9V52Sl9gfGHwhxqapt0978ky0NdQd4d1VXXYbWO340YMxqJLvgE7lxnL93+kZSCE1JK2n3DvN7VO+kuSX1RwXUnvUIIsl1ONCHGz6dreIShYPi65SATReI6h5raCcXjKb1+omVF+dQW5I0HJwDOdvVyqKmdt6xbeVu8T4QQ5Ga4+PjuLQwEQrx8uQlIBFJevtREUaaHT+zZQqbzxrWnGQ47e+prON3RPf5Y25Cfly9f5T2b1k5bBvZWcNknp8XqpiSwSH0/lNuXlJKRaJSWYR8dw8NcGfLS5Bui1e+jLxgkZugYUmKYJqaUyf9g6jo+gsTvlCARGEv8p2HRBDZNI9eZQUVWFtXZOdTn5VOVnU1ZZhblmVlk2FJP4b5XBGMxGr2Dc8qaGKObJk2+IUZjsVvSo0hZGHVVBWxZV8PTvzoLgJ5cuWPPlqVkX6fh4/V4fQHCUzILCnM9aZVTTOSwWykpzJr0WDgSx+sLYkqJJcXP/NwsV8r9HiZKt5TVlHJaVocpJVdaB4ALaR9/cCiAnJKaGorEiS1AWceV0V6+1PBLTg21YN6DxaNXR3v5cuMLaEKwu3CFapR5B1PBCWVWwWiMn5+7zPrKMkpvMHE1TJMDTW2cbL82CdOEYHVZMXVF+XfUnTCrRSPH5URw7UOsdcjPcDhCtmvhvsh5gyF+dvYiS4vycd5gma1wPM6vLl6heXDo2rg1jd1Lqyf1S5hKCKgvysdhtRJOBhdGIzFevdLM8pKCG3ZwN0yToy0dHG5uT7sEBSAnw8WjK+o429lDKDZ2/Cj/99BJKvOyWVdRijXNO3ljZRbz+R4TQlCancknH9qOPxTmVEcPUkpC8Tg/OHGOokw37928dlI/iZlYhOCh5bX8/OwlWrw+AALRGN8+cob6ogI2VJWlfb5mcmUXu8WS9jkLIciw2fA47OMBiUg8TtOAl7hhYFuEYIlye5BSEjMM/JEIlwYHONzVzoWBfjqGh+kLBokac/syLbn2O3ptQn3tjp4vEqHZn/g7JoAcp5Mit4eqrGzuKy5hc2k5dbl5ZDocOObwnr/bhPU4XaMjN37hDfQFAwRUcOKOZrNZeGzXCvYdu8JQcmWNxpY+Dp1q5vHdq8bv9KcT9B8JRInGJ99xz8p0zfnGgcWikel2oGliUqmIbySErptY7Kl9/jkcNmy3YiUyKfH6J5eshsIxfvDMyXk7hm6Y81rKakpJa3CALzW8wGlf6z0ZmIDEZ01nyMtXG3+FVWjsKFyumvHfodRPTbmuI80dfOvIaYaCszdr1E2TM509fPPwqUmp/plOB4+tXIrbfufd/aovnjxR7x0e5aVLTQu+7OVz5xv58enzBKOxWa93TNfZ29DCj06dnxQgKMvJ5KHldTecYK4pKybTea0PQtwwePb1Bk61d1/3A9MwTU61d/Ovrx2blPmQroeW17KuonTSY1f6vXzhl6/xakNz8tyvvw8pE70ymgeHuNDTP2051fkghKC+KJ9PPbyD2gmlTYFojG8ePsWrjS03XE5VCMGSglzesXE1rgkBp1avj799cT/7r7QSisVT6mOhmyZd/hH2Nbbw9OmLc75zmul0TOpLYpiSoy0dNPQNqvKOe1QgFuNkTzdfO32C//rLZ/j9F5/jG2dOc7CjnfaR4TkHJtIlSQQrGryDvNTSxJdPHOW//vIZPvH8z/m3U8c50tWJNxRalAa6twt9DislzSQUjxMz742077uVEIK6qkK2b6gdDx6MBqPsPdyIf+RaeW06pTvRmD6tqabTYb2poKDNZp2WJRiJ6mn9Htuslkm9GxaKlIlgxMIeQ95UX5CphmIBvtW8jxNDTbek54JA4NBsZNlcFDgyKXHmUObKpTIjn6qMAioy8ihz5VLizKHAkUmm1YVDs96ytTRagwN87eorNI70qO80dyiVOaHMSBMCm0UjHI/z/ePn6PKP8Pb1q1hTVozTlvigMqVkNBJhX2Mr3zt+lqv93knbP1Bfw86lqa2JHY3rxJPpwXI8RViiGyahWJyWQR/xiR+YMtF880q/lwy7DYfVgiY0NMF4zbJFEzis1jmt5761ppLvHT+LP5SoEwzF4nzz8Ek0AY+tqifL6Rj/MjA2VsNMjDXDbic3w5nWh7lFE1iEhjcY4ouvHKaxz8tb162gJj8XW/JuoWma9I0GePHSVX544vXx5S4B7BYLT65dweqyG9dwLi3KZ3N1Oc+dbxx/rHlgiL98bi+/sWUde+qX4HHYx0s/DFPSMzzCvist4xkAmiZw2WxzKgcozvLwsZ2b6fIP0z6USJ80peRcVy+f+8XLbK+tYnttJWvKi8l3Z4xHvg1pMhyO0OUfpbFvkIa+Aa70e6nIzeL/f9vjC3LX36JpbKmp4Pce3MbfPPcqg8l+Kt3Do/zzK4fIy3Cxqbr8uu8xh9XKuzeuoaF3kOfPN2DIRNr7uc5e/vznL7FzaTU7aqtYXVZEjsuFpgmkTNSPjkaidPlHafX6uNTTT9PAEFcHvNQW5PGODavnFF7OdbvYXF3OpZ7+8QDHlX4v//DiAT66cxOry4oT7zkSCfqmTCwdGzdMInGdwkz3DTN7lNvb2N/Y4WiUo10dPHe1kVM93XTfRB+D+SaBiK4T0XW84RCne7rJd2WwqrCIXZXVPFpbR6nHg8NycxOnO42UEJ+HYKxhql4zdwN3hoM37F7J0TMtDPoSd/xPXejg9YZudt+/NNEE26JhsWgpreRhSjmt7sFmtXAzv2JWi8BiETChEtQ0zbQm6JommEM/zjmZqQeXxaLN2+TaatFu6npOFDN0ftZxnL19F+Y1MGEVlkSPMs1GsTObiow8ipzZFDqzyLV7cFnsOC1W7JoNm2ZBI/EddmxuYEoTQ5ro0iRqxImaccJ6jKFYgMHoKP2RYTpDQ/RHhomYcWKGPm8rikigYaSLbzbv4w9WPkmRM3te9qvcOuobpjKjmvwc9tQv4UenzhOIxnj50lWOt3ZSlpNJaXYmHoed0UiM9iE/PcOjkyapAlheXMAHt21IuQzi5+cucbyti2A0lvgvFiMYixON6ximSUw3GA5fayhkSMnTZy7yq0tXsQiBzWIhw25L/Oew47bbKPS4ec/mtdQXzd4gcjbLiwvYvbSGZ19vGP8C1zca5IuvHuEnZy6yJD8Xj8OOKSWhWJyRSJShYIjRSJTfeWAr79ywJuUPHwFsqCyjrjCPp89cxB+O8JPT53nlchOVuVkUZXmwW634Q2FavX4GRgOTVujQhGB7bRXv3LA6pUCMx2HnbetXc7K9ezwDQgKNfYP87a/28+0jZ6jJzyHT6SCq6wyMhujyD+MLhcePu6m6nA1VZfzb/uNp38W0aBpbllTw27vu56uvHaPLfy1F2RsM8dz5BvY1NpPhsOOyWXE7HEgpCcfihONxYnqyMZ+uIyXku2cvY5kvDy2rpX80yFdePcJIJLHEWuugjy/vO8r/98YHWXadJqQA2S4nv/PAFkYjUQ41t40H2gYCQX5x7hKvXG5Kvn/tZNhtGKaZPEeDmK4TjeuE4/q8TCacVitvWFXP3oZm2oYSnbwlcKSlg8b+QZYU5FGa5cFmtRLTdYLRGP5wBF8wTIEng//15kepLcy76XEoi2c4GuFYVyf/eekCp3u78UUit/1EVQKD4RCvtbdyoqeLn1y+wCNL6nh0SR3L8wtw3SP9KTRN4JyHBtMumxWbaoZ5xxMC7ltextoV5ew9nLjhEI7EefHAZTatqcLjdmCxJG7WpNL32mrREFOiAIaRXiBhKsOQ05bhtlpuLuCxkKZmeWS47OzaVJtY+WMeuDMc5GW7b3o/pjQ5OdTMzzpPEDZuPtvDIrTxQER9ZimrsitY4iki25aBXbNi0yzYNCtWoYFgWuP4G5FSokuTuKkTNw1ips5IPExbcICLw51cGe2lM+SlLzJMzLy5bD0JHBls5JmuUj64ZA821X/ijqKCE8qMttVW8ZEdG3E77Dx19ExichIK4wuFudDdP+t2mhAsLy7gDx/bxeqy4pTrFI+2dPDs6w1pVcoForHr3rnPy3Cxe2nNnIITORlOPrpjE61e/6SlH4PRGI19gzT2Dc66bSgWT7aES+3cLZrGoyvqeHLtCnTD5OfnLhE3TAYCQQYC11+u02bRuL+6gj96wy7Kc7Ku+9qJx9u2pIKP7dzMv+4/xmDgWvpnIBrj6oCXqwPeWbYVrC4t5vcf3Uk4lui/MJZdkg6bxcJb160i2+XkX147ytV+7/iE3ZSS0WiM0RSzMoRI9UrPjRACl93GezatxRsM8c1Dp4gZBhI42dbFl/Ye5k+eeIDS7MxZ7+AKIagtyOPPn3yIrx04wTOvX06Ur5C4gzkSiY4HPW44HhI/95s5n3UVJXxg23q++Mrh8eOaUjIYCE16P0xlSrkgJTTKwkusuKFztq+P754/y762Voaj6f/u3g5C8TiXvYNc9g7y88bLPFxTy7tWrqY+L/+OWhlqLuyahZx56BOR7XDist4bAZ27nc1m4U0PrubwqRYi0UR6wplLnZy93MmOjbVYx0oi4jeOTrhddmzWyZ8vwdDsZaY3IqUkEo0Tn1IS686wzymrdaEJkbgGE7lddt7xxAbWLi9bpFHNzBcL8qP2I/RG5r5cqIYgw+pgbU4lWwvqWZtTxRJ3IR7b/ARiJhJCYBOWSYGCQmcWdZnFPFS8mogRpy04wKWRLo4NXuW0r5XheGjOGSEhI8YzXSfZkl/H6uzKeyrD7k53d3+KK3Ni1TTWVZRS4HHzoW0bKMr08L3jZ2keGCJ2ndB7jsvJ5ppyfmvHZtaWpx6YuB0JIVhWXMCfPfEAXz90kqMtHSlPHjWRXjzZabOyrrKUAk8Gn3p4B8XZmTx77jIdvuFZ72YKoCDTzcPLa/nQtg0sKchL6w+v3Wrl7RtWk+1y8u2jp7na752UjTHT8XIyXOysq+Y3d2xkZUkhLYM+ijyeOQUnEmOw8PDyWqrzcnj6zEX2XWmh2z9CNMW+HnaLhZJsDytKCm/JqhcZdhu/sWUd/SMBnjvfQNww0U2TVxtbKM3J5BO7t5J7nZVWhBCU52bz6Ud2sKGqjJ+cvkBD7wDD4UhKQTmbxUJRppu6wjyeXLMcy03kuFo0jbevW4Vds/C94+doGhwinsJtNaGWebwjmVLSMzrKjy9f4MeXLtA1OnJTqz3cTjpGhvnu+bMc6GjjU1u285ZlKxZ7SAsqw2ajOjuH/bTd+MWzEEB1Tg7ZKaw4pMxOSkncNK8b5BMklvDOdCzstV5ZV8LmtVUcOJFYXWp4JMzLBxtYt6ICq0WbtgLZbHKyXTgdk4NWQ8PBOTXAhkTWxfBoeFLmhBCC3OyMW9JDIl1CCPJzJ2c16LrJSOD2CuRKKTkw0MBpX+uc95Fty2Bzfh2Pl97Hmpwqsm0Zi5ZhIITAZbWzPLuM+qxSHipeTXOgnxd6znJ08Ao9Yd+c2nx2h3w823WaanchmQsQcFEWhgpOKADUFebx2TfsRjdMHDYrW2oqsGga2S4n7960hs3V5Ry42sqx1k6aB4fwBkLoponLZqM0O5NVpUXsqKtie23VnFa0eOu6VdxXUcp8dgly2mzU3UT6uUXTWF9Zyl+85VGONHdwrLWTht4BekcSZSxxw8Ru1ch0Osh3Z1Cek01Nfg5baiquO4GzCI1N1eX82RMPAIkGhUsLEyuaFGd5+L0HtvJAfQ37r7Zyur2HNq8PfziRdp3pdFCek8W6ihJ21lWzqbp8zunMHoedX7tvBRuqyjjU1Mbpjh6u9HsZDAQJRWPjxyvLyWJ1WTHbllSytaYCt8M+vprF7z64lf5kaUhhphunNb0PNqvFwvKSQv7osd28fcNqTrd383pXLy1eH30jAUYjUeKGgdWi4bBayXG5KMp0U1OQS31RPmvKillWVIAjhR4I1Xk5/MkTD2Am7/zbrVZWlRSlNd6SrEw+9fAONlWXE4ldK6DNcNhTzijIzXDx1nUr2bW0mjMdPZxu76ahb5BO3zC+cJho3MCS7OmR5XJQmp1JZW42y4oLWFFcyPKSQjLmocmsx+ng3ZvXJn/+7Zzu6KZl0MdQKEQ4FkcCLpuNnAwnxZkeKnKzWVNeTHHmzaejKreGlBJDSg53tvOvp45ztKvzrsx8iZsmg6EQ2Qs8AbwduGw2VhUU4bRaiehzS33OcjjYWFKG3aK+At6so10d/Mfp2VdyEEKwo6KK3964ecHGIIQgJ8vFG3av5NzlLkYCie8Lx8620dDclwhOpPjZXJiXSZZn8nc4rz/EaCAy7fFURGL6tKU5PRkO8nPc46uJ3E40IagszZ30WDgao7vPj5TytgnOe2MBnu8+TUBPP2iiIdiYt4R3VG5lR+EyXFZ72iUaC0UgsAhBjt3Nxrwl3JdTxTl/O093HGN//2VCRmo3CceYSF7pO8/DJWu4P79ugUatzDf1yaQAUJ6Tzfu3rJ/xOU0Iagtyqc7L4c33rSAYTTSvMWUizd9ptZLlcpBht885W2J3fQ2762tu4gwWhhCC3AwXj6+uZ099DaPRKNG4jp5s3qkJgVWz4LBacNoSPS9sFu26H2CaJlhRUsiKksIZn7doGveVl7CypJDhcJRQLD5+V9uqaTjtVrKdzvHGpDdDE4KKnCzetXENb1yzjEAkRswwEhMYmag/ddqsZDkduGy2ScdzO+w8sXrZTR1/jNWisayogKWFeTy5djnBWGzSdRZCjPcWcVitZNhtuOy2tN5vJdmZfGDrzO/xdJTnZPGeTWtvej/57gweXl7LzroqAtEY4VicmJE8XxLvA1vy+rts6Z9vKjQhqC8qoLYgj7euX0komvj5j90l0zSBPXnNXXYbLtvcGswqi8MfifCzxkt84+xp2of9d/UCc1vLK1hdWLzYw1hwmhBsLa9gSU4ulwYH5rSPVQVF7K6snueR3ZtebmlmX3vrrM8LIM+18HdshRBsWVfN8tpijp9LZNX4RkK8fLiBXZvqUs6csNus1FUVcr6xe/xeUSgc5WrbAOUlOWmPKxhKbDtRYb6H4oLUylBvNU0TLK0uxGrV0PVEIDcS1WlqHyQa06dllSwGU0rO+dq4Otqb9rZZNhdvLFvPe6q2U5aRd9svtWnVLGzIraHWU8TanCqeaj1Ab5pZFCPxMHt7z7Mxd4n6/nKHUMEJJSVCCKwWQZ47g7x78MapJgRuhx23w37jF88DIQR2q5XCzIX/FR2b+Gc5nWQt4pr3QiSySjKdDjLvkXRjIQROmw3nIjbzEyIRHMrNcJGbodIe7wZSSgbDIb5y4ig/uPA64TneYb9TuG023lhXT+4i/v26lZbk5PLW5Stp9vnSXua1MMPNR9ZvJPcWTJjvdhFd52xf+hPEhZLpdvLEnlWcudg53uPh8KkWKktzsVpTm5QJAZvWVvLM3tfHJ+fBUIzTFzvYuTn1IMeY9m4fbV1Dk/ZfVZZLadHtGZwQQlBekkN1WR5N7dd6i5291ElP/wg1FemV0C6EoB7h0EADI/FwWtt5rE4+UvsQ76zaitOy+EGWVIlkJsU7KrdS4yniHy49Q3OgL+XtDWlyytdKZ8hLtWfmm4LK7UWFkBRFURTlLiGl5MqQl8+9+jLfO3/urg9MAKwqLGJbReU9c1dMCME7V6zivavX4E4jsFmTncNnt+9iT1XNHd0T6nbRODRIXzBw4xfeQhtWV7BmWen4v4f8QV451IBhpH6veUVtMXVV1yZxumFy8nwHLR2DaTXGjMV0Xjp4mXB0Qgmk087WdTU47LfvvdGi/Ey2rKuZ1Neps9fPa8eu8P/Ye+8wya7yXvdda6eKHaa7J1MVymsAACAASURBVOeRZkbSaJSlAQmBIlkggzkcJ7DNOQZjw3U+PlzbOB/fw7VxIhwbDMa+mGSMDUhEATJCOYzi5Jx7OlXcaa37R9Xkqu7qquruqp716hlpHu1da69du/bea/3W9/2+oAFT0Zlm2M/x6Mld0/pMn5PiFy69k3tX3IgnO/e7nwxbSq5fsIZfv+wNrM1MLyX3UHGEp8f2dXxVKkOFi+NNbjAYDAbDPOeUMPEHDz7A/bt24DdSO7DLSdg2d65Zx+JMdq67MqsMptL82pZbeN+NL+PSBQOTZownbYc716zjT26/m7dcvmneVzSZDTTw7PFjjJant3o90wz2Z7jz5o2n0w+iWPHirqOcGMk13MbQQJY7Xr4B1znjU7HnwDBff+B5iuVwkk+eQSnFI8/s5aEnd59jhrl6+QA3Xb16zqMPJsNzbe68eSNDA2eeKUppvvzNZ3hs677TvlVzxfaJI4wGjYtiAsE9y6/nx1bcRMp2O/q7nwopJNcsWMN717+aIa/x6BtfhbwwfrAtJVcNM495QxkMBoPB0OVorXn+xHH+4MEHePLI4Vnzl5BC4Fk2nmVhWxJLSKSoeBurqiFnqGL8KCaIo7b3a2VPH3esuTiNzno8j3dsvobbV6/lqaNHeObYUfaNj5ELKqZxC5JJNg4MnfbjWJBMdojtXfdTDAKeO368aVPSmcKyJC+/di33ff95ntt+BJi+z7hjW9zx8g089ORunnnhILraxjcefIG+3iT33n012bRXd5IbhDFPv3CAv//cDxkZO1OaOpV0edNdmxno6/zc4EtWD/GaWy/nM//2KHG1zPnwaJ6//sfvkS/43HT1anp7kpNGIGmtUUqTL/qMjBV45sVD9PUkueWGS6adHnN2m1vH9hE1WF5TANcvWMuPrbhpzipxtBtLSLYMXsqbV9zAp3Z9j1A3JsK/MH6QibBI2r440oa7GSNOGAwGg8HQxWhgz9gof/rDH/DY4UMzfrxeL8Ha/n5W9PSyLNvDonSGgVSKrOuRdGxsIdGAH0X4ccRYucxwsciJYoEj+RwHJ8Y5ODHByVKxJbFCAK9edwlLL7KoibPxbJt1/QtY27+Aezdejtb69HcqqIhH0pQAbjsnS0VeGD4+192oydBAhtu2rGfb7uOnvSemy6LBLP/1jddz+NgYx09WVunHc2U+8+VHOXBkjLtu3sjlly4mkzojUoRRzP5DIzz05B7+/Ttbz6nSYduS27as55br13VkCdHzsaTgTXdtZvue4zz89B6U0mgNB4+M8eef+A43XrWal1+3lrUrBhhckCHpOQgpCIOYoh8wOl5keKTA/sMjbNt9nBd3HuH4SJ6ffNMN3HzdOmhSJ/BVyM7cUeIGxYk+N81bV21hcXL6ZqadjCNtXr/0Gh4e3sGzY/sb+sz+wjAn/TxLkv1T72yYU4w4YTAYDAZDl6K1Zt/4GH/6wx/w6KGDM3IMz7JYmM5w+dAQr1ixmo2DQyxMp+lPJEg5jVdpUlpTCALGymVGyyV2jY7w1NEjPH3sCEdyOcb88rRKna7o6eW21WtJXORpCkKI00KEYebRWnM4n2PnyMm57kpNhBDcfN06vvHgi2zf05yAIoTghs2reOdbX8YnP/8jhkcrAkWpHHL/95/nsWf2snioh8H+DOmURxjFjIwVODac4+jwBOFZ3gyWJXnZNWv46XtvpDfbHUasQgiGFmR470/fSqwUjz+7/3QERaEU8MDD23nk6T3096ZIpzwc20IIiGNFGMUUSyH5ok++6J+T1tJq6NhJP9+wEaYANvWuZMvApfPy2bAw0cdrl1zNjtwRyvHU6UahijlUGmFT34pZ6J2hFS7uN7rBYDAYDF3MWLnM/3nyMb67d3fbzb5sKbliaCGvWrWGO9dewpq+PjzLxmpyJV4KQdbzyHoey3t6uGJoIa+7ZD35MGDrsaM8dGA/Tx49wgvDU4fLW0Jww9LlXDY4ZKICDLOK0ppnjx/raLPZRUNZbn/ZBnYfGD5ddWO6uI7Fa2+tROP881ceOx0JoTUMjxYYHi0gRGUirzU1zTJdx+KW69fxrv9yM8ubKEU6lwghWLVsAe97x6v41Jce5sFHd1IOzlzzYjmkWB6fpIX2M+xPUIj8hva1hcXti6/oqsoc08ESgi1Dl/KlA4+wq4HqHRrN4eLIlPsZ5h4jThgMBoPB0GVorSlGIZ/e+hRf2f5SW4UJ17JYv2CAH798E7euXM2Knt62V8I4VcLYkhLPtrlt9VpesXI1R/I5njt+jG/s2skjhw9wslgkrBFN0Z9M8ob1Gy76qAnD7BMqNSvpU63gOja3XL+Ob//wJXbuO9FUG0IIXNfmda/axMol/Xz+60+x9aVDTOTLp4WIeqKE59osGerhDbdfyZ23bGSwP92VIuIpgeL9P3sbV122nK898Bz7D41QLAcNe3l4rk02k2D96iGu37wSy2r+ezjp5ynGjYkTCxO9bOpd0ZXfeyMIIVia7GdjzzL25I+jpghLUVpzpDQ2S70ztIJ5qxsMBoPB0GUorfne3j3887PPUAwbc9BvhMFUinvWb+S/XrGZVb192FLO2uDWlrLqY5HllhWr2DFykn/f/hLf27eHAxPj5wgw1y5eyuaFi2elXwbD2QwXC+yawZSOqy9fTsKzT09+L1k1hONM36Rg5bJ+7r37Kp7bcQR9VmpBbzZBf2+q4XZcx+Lqy1ewduUgTzx3gB8+sYu9B09y4mSeXNEnimIsKUkmHPp7Uyxd1MfmDUt5xQ2XsHxJP449vWdINpPgrls2nlO2c9P6JdDEc2jhYJZX33oZqlpK1XEs1q0cnFYbQgj6e1K84fZNbLlmDY88vYenXzjIgcOjnBwrkCv4BGEEuuKtcUqM6OtJsXgwy6WrF7J54zLWrRoklWitWkYpDghUYxE7G3uW0us2fp27ESkkV/av5FtHtzbwvWhyUWdV1zHUxogTHU5FkQ4Jg634/gPE0R7AwrbX4CVfjW1vQAhzGRsljo9TzH+cKNpbc3sy9Ta8xF0I0fmGTd2OUgVKhX8kCB6vud3zXkEy/XaESMxyzwyGzkZrzYvDJ/joE48yXCpO/YEGsIXk8qEhfvH6m7h11WqS9tyFAkshyXoe1y5ZyhVDC3nLZVfwjV07+OqObRzKTeBaFm+4dAO9nnFdN8w+W48dZWQGS4i+9bXXtKUdS0refPdVvPnuq1puS0pBX0+KO16+gZuvW8uJkTwjYwUKpYAoUlhS4HkOvdkECweyZNMJpGxuEr5osIffevfdLfcZYMPaRXzgF1/TlrYc22LJUA9vunMzr7n1coZH8oxOlCiU/NMeG7YlcRybTMqlJ5OkvzdFMtG+Z2mgIuIGfXlWZxZeFJUpLskswhaSqYqEaqAUmVKi3YCZ1XY8MX75W+TG/5Q4PgSnbz+Pcvkb9PT+Ho67xUymG0TrIoH/I8Lw6ZrbXe8GWnYsMjRISBg+hV++r+ZWKftI6Lc2s1hiMMxrxsplPvnMk2w7OdyW9hwpuX3NWt53w8tYPzCI3eYUjlbwbJtNQwtZ17+Au9au43PPP0c+CLh2ydJ5afJm6GxipXj2xHHywcU7yUl4DiuW9LNiycVZ9UAIQcJzWL6kn+Wz/B0EKmqojKgjLBYmerDF/CgfOhn9bpqsk6QYT31PNmKcaZh7jDjR4Sh1gkLuY8Tx7vO2lInC5yjk/56evvVY1vTC1AwGg8HQfQRxzNd3bucbu3ZMq7JFPZK2w49ddjnvue5GlmV72tDD9iOEIOU4XLVoCesXDDJWLrMok5m3udSGzmWkXOLFE8fbcu8ZDNOlkto29QKaZzn0OMmL4hnpSJteJ8WxBsxJp/KlMHQGRpzocMLwReJ4X52tmjB4BhUfNeKEwWAwXATsHh3hs89vbYvPRMK2eetlV/C+G7cwkOyO3OSk45B05qf7vKGz0VpzvFBgR4eWEDXMf2whEQj0FJNsW0hceXFM8aQQDVckcS6CSJL5QOfEbhpqouLDaF3fmVepE2idn8UeGQwGg2EuKIYB//TcM2xvQzqHY1ncu+FyfvnGLQymutNJ32CYTZTW7Bod4WjBjLkMc4NnOThy6gm2FBLrIkn3Fghkg+eavAg8OOYDF8cvt6tpLITLYDAYDPMXpTVPHDnCt3fvqllaczpYQnDbqjW89/qbGOySiAmDYa4JleKpo4fbWrbXYJgOKdtrKCIi1qohb4r5gEITNlDBRCDodZOz0CNDqxhxosORcgiEO8n2AYRIz2KPGkdrjdYKraOz/sQYscVgMBimx4Tv84UXnuNYG1ZtNy1cxPtu3MKynh4TMWEwNEgpCnnq6JG57obhIqbPSZGw6s8JThFr1dCEfT6gtGrI6FIKWOh1pq+S4VwujoSkLsZxrsCylhKpkRpbJa53A5a1dNb71RgRgf8QQfDY6f9j2StIJn/cDIgNBoNhGvzo4H5+eLCe/1DjLEylec91N7JhYKgNvTIYLh52jYxwNG9SOgxzx4CXJW17nKif7Q1AoELykY/Wet6PtwMVMR5OXVJbIFiaXDALPTK0ihEnOhxpLSaV/mly43+C1uc60drOZaTS70JanXmzaV2gWPgMfvnrp/+f676cZPItmKAdg8FgaIyc7/Pv219irFxuqR3Xsnjzxst41ao1HVUu1GDodLTWPH3sCBP+FLNCg2EGWZTopceZOjUhUDGjfh6FxmJ+ixPjQZFCNPV9aQuLVWlTPKAbMOJEx2OTTL4FKRfhl+8ninYhhIvjXEMi9WZsewN06INHxSeJwufmuhsGg8HQtSiteezIIR47fKjlXPfNCxfx9is249nm1W8wTIdyFPH8ieOUo9ar5BgMzZK0XFalh3hu7MCUZTGPlscoxyHpeW4Cua8wTNyAv8bSVD8DXnYWemRoFTNC6XCEECBSJJJ3k0jePdfdmRZh+CxKjc11NwwGg6FrKQQB39y1k5OlqcNWJ6PH9fiZzdewoqe3TT0zGC4ejubz7Bg5aRyzDHOKEIJNfSv4xpFnCKbwlNiVO0YhKs97ceLFiYPEOp5yv409yxqKOjHMPSau0zAjaK0IgyfQujTXXTEYDIauZc/YKA8e2NtSG5YQ3LZmLbeuWm3SOQyGaaK15mBunH3jZrHFMPds6ltBbwOT7L2FE4z489sjZTwssmPiKPEUUYWutNnct3LeCzXzBTNKMcwIWo0RhS8BJgTSYDAYmkED39y9k+FCa1ETA6kUP37ZFfS4ZmBmMEyXUCleOHGCfBDMdVcMBoa8Xq7qXz3lfvmozBMje2a+Q3PI82MHOVA8OeV+ixN9XNm3ct6bg84XTFqHYUaIoj3E8f657obBYDB0LccLeR4+dIBATR2yOhm3rlzN5oWLzcBsFtFakwt8jhcKc92VC+jxPIZSafN7OA+tNUEcU4xCSmHIuO+zf2KMbcPD3LdzR9Pt5vyAnSNTT6Bmk/5Ekv5kEml+A11H1klw89AGHjqxjWJcXzCLteKh4W28acX1ZOzELPZwdihGPj86sY2xYPJnrESwuX8lqzMLER3q0Wc4FyNOGNqO1jFxtJM4PjrXXTEYDIauRGvN1mNH2TVaq4x04/Qnkrxx/UbSrtumnhkaQaP51u5d/N73vzvXXbmAN23YyO+/8g7si3xiqrWmGIYcLeQ5ms9xOJfjwMQ4e8ZG2Ts2ysHcBOUoIlaKSE1tuFfzGMAD+3bz0MHOWqz5+Wuu4z3X3UDCdua6K4ZpIoXgugVrWZtZxHPjBybdd8fEER4Z3slti66Yd0LU7vxxHjj+wpTGoFknwZ2LN+NIa5Z6ZmgVI04Y2o7WRcLwaUxKh6F15tfL1GBolGIU8vChAy2VDxXAlmXL2bxw8bwbmHY6GohUTCHsvFQAP4rgIrF2PBUNUY4iylHEuF9m3/gYu0ZH2DU6wsGJCUbLJUZLJcbK5ZajlGoRKUWkOut3EMQRLRb/McwRAsGiRC93LdnMrvwxSpNET4yFRf794ONc2beChYn5Y4ZcjHz+9cCjnChPTLqfAF4+uIErepfPTscMbcGIE4a2o1WOIHh6rrth6HqMJY7h4mWsVObRQ4daaiPjuty6ajW9nvGaMFwcaK0phAHHCwWOFwocLeQ4MD7B7rER9oyNcqgaDRHGMaFSLZfnNRjmAiEEty26ggePv8TjI7sm3fexk7v45pGt/MTqm5Gi+8dVoYr45pGtPHj8RfQUIutQopc3LL+OrKnS0VUYccLQduJ4L3G0b667Yeh6JCZywnCxsu3kMHvGWkvpWJbt5ZYVq423gOGiYPvJYf75uWfYMzbKcLHIyVKR0VKJsMmUDIOhkxlK9PD21S9nX+EEJ/z6EQSRjvn8vh+xLLWAVwxtxJKya70XYq340fAOPrn7AcbDyY2iPenw2iVXc1XfKhM52GXMK3FCa43WOVR8AqVH0aqA1mXgVJiehRAJhMwgZT9SDiFExgzc2oTWGigR+A/P2xKiWiuUGkGpE2g1htJF0CGguPD3tRAhjOlYswhhTfrdaR2h1HDlfldj1Xs9BCRCeAiRRVoDWNZihOhg1VxrNAEqHkbpMbTKoXUJrUMgAgQIB4F95rxkL0L2IEQWMYcrIVr7lX6rkyg9UbkG+lQ6l40QSaTsQcoBpDWEEHPve6C1rlQTivei1EnQIUJ4SDmIZa9AiL6G7lmtY1R8mDg+iFI5IEaIBFIuwLJWIGR/S/f+o4cP4sethZjfvGIlQ6lUS20YDN3C/vFx/mP7NkbL83P8YZgarRWgEGJeTW9qYgnJjQPreP2ya/iXvQ9RVvVTqY+Vx/jo9m/iSIuXDa7H6sJxaaAinhzZw8e2f4ujpanL+l7dv4o3rbge15r/v4X5RldfscpkOEarMcLwWQL/h0TRduL4CEqNVgf5ZSoDfDg1WK5MHgeQ1iKkyNDs6mw6825sZ1NTA9BC/pOEwRNNHfdsXO9Wkqm3IsTsGL1UvvMIrQMgRKscUbyPONpFFO0mjg4QhluB2jlwUbSd8dH30eqKeCL5OrzEq2fgBXTeRE9rNDFKjRIGTxL4DxJFO4jjo2g1itIF0AEVccKuihNZpBzAspbiOFfgerdiOxvaOpEM/McpFT+H1hcqx1IuIJ3571j2irYc6xRKFSnmP0YU1QohtPASrySZeksbj+hw/vWoCBIjBP7Dp+93FR9HqZEa4kQv0hrAtlfjuNfjea+qfifenApGlXsoRKkxomgbof9o9Td1pHIeagKtizXECadyXrIHKfoQsg/LXoZtb8RxrsCyVyNFFoQ3Q4KFrgrAReJoL4H/n4Ths8TxgaqwMl4RJXVIJZ/dqYoTfUhrCMtaheNei+fdjGUtA5Fs23Uol+6jXPo6lfuwguNsJpV5B0JUXMorfc/jl79DqfSvxOFLxGq4Kk4kkHII27kEL/E6EolXI2RtkULrmDjeT6n4RQL/QeJoL0qNUxEnUpV7316Hl7idRPJ1VZFyetejEAQ8c+xo0yZ8ACnH4VWr1uBaxgTMcHGgtCbWJkqiEwnCl7CtZTO2IKjRaO1TLj8IKFLJV7f9GJ1IwnL58ZUv43h5gm8ceabu718Dewsn+PMXv8bPrMlx++JNZO1EVyyeKa3JRyW+cWQrn9n9A46WpxYm1mYW8fOX3M7SZP8s9NDQbrpanFDqOIH/IKXiF4nCF6sDxMlMh0K0DtHxBCo+DOGzLR0/kXozNpua+mzoP0q5/B+0akolZC9J2jkhrI1So8TRQZQ6ThTtJ452EoU7ieP9aF2JUDlXCKrXzjDl0r+13B/LXoOXuLvlds6nssJ+5mGt1El8/weUip8jCl+o/sbqneOp31cOFR8mCp/FL38PWfwsrruFZOptOO4NSNn6SmYcH6Bc+ipaj1+wzbKWk0y9DYv2ihMQ4vsPEgaP1NhmI2V/W8WJyip7ZVJXmViO4Ze/S6nwL4ThC2g9wZmoqLNRaB2hdQGlDhOFz1U+Z/0TXvKNJJP3YNmXzEnEgdYBUbidwP9PyuX7qhPbHDCF6aGO0ZTROgdq+MxZ+1ZFcBUppLUEz7sZx7sR17kWIQfaOvBQaoIweJJy6SsE/o9Q6mQ1QqreM8xHa584HiOO9xLyBH75forWIrzEHSQSb8Bxr0SI1v0QovAlyqUvc7Y4EceHSSTfiGUvrUZLjFDIf4xS8fMoNXxOv7UuEMcF4ngfQfAkYfAEmez7kdayc75DrSOC4FEKuQ8T+I9z/nXTOk8c54njfYTBowT+j8hk34/tXDGta7FnbJQj+VyzXwcAl/QPsLK3tysGnwaDYX4zkfs4ljVENv3OajRj+96/WmuUOkm++AVy+X8gk/6pi0acABjwsrxj7SsZDQo8enLnpALdweJJ/mb7/WybOMw9y69jXXYxjrQ6Ns2jHAdsmzjClw88yg9PbJsylQNgSbKfd659JZt6V8wLj42Lka4UJ7QOCYOnKeQ/gu//AOZpCkEn4Ze/TT7318TRfiYXgLobIdJAZXU0inZQyP01fvlbaJ1vskUfFR+hXPoygf8QydTbSGV+rrqa2pkvg45BeICF1ooo2kkh/zf4pfubuBYarQtE0Q6i3IcJyg+Qyvx3Eom7QczOykFltX0fpcLnKZe/Rhztpj1u+TFa59E6XxEOw2eQxc/R2/9XuN6r2tB+5XkbhS9RLHwSv/wtlGrWB0FVJu9RnmJ+F+XS/SRT95JK/STSWtp2sUjFx1BqGIulaJ2nkP84hfwnmFwIqogYpeK/gA7J9v7fCGuwskXHhMHjTIx9gDjazlTXrxKlcR9ajdLT96dVQayRdBHN9pFhThQnr90+GQLYNLSQhelM020YDAZDu4jjY+SLXyIIt9GbfS+eey2VVNjm37+VKERFGG5jPP8RiqWvVRfJLq7oGSkEazIL+eUNr+Ej27/JQ8PbJjV6nQhLfPnAozx2cievWHgZty/exLrMIlxpYwk555GlsVaU4oBtE4f51tFneWR4B4dLow19fmGil/+27g5uX7wJ25QO7Vq6TpzQOqRcvp/CxJ8TRTu42B5Cc0Ult/8Q81mYABCiMpgPg8fITfwvwuBJpooGaRSljlEo/D1KnSCT/ZW2p13ML0R1RV0Thc+RG/8jguARWr8WijB8mtz476HUMZKptyNETxv6W5tKxEeJwP8BhfxHCINnAX/GjgcgreVY9po2DDA0WpUqz9vcR4mibbTrXgBQ8X4KuY8TBs+Qyf4Kjns1Qjjta1+dQKlhtI7xS/dRKn6OKSNUThNTLt+P7VxGKvNzCOEQx/vJ5z7ckDBxVi8IgkcpFv6RTM9vIkR2yk8EcczOkRGKYfOlmNOuy1WLFuOZlA6DwdAxhJTK3yGK9tObfQ+p5Gtaev9qXaLkf5/x3F8TBM/SzvdTN7I2s4hf3vAaUrbLD469OKkHhUKzv3iSz+/7Ed8++iyX9y7npoFL2di7lEEvS7+bxp7C96ud+HHISJDneHmClyYO8cMT29iVO8ZIkG84VWtlapB3rn0ldy25EmeWUt0NM0NXiRNaR/jl75Ib/0NUfHCSPQVgATZCVkKe0UE1/SCkEgo+XVHjVOUACVhImWnNZE/YVL5+RWWge2qwa8pazSVCponC58mN/yFh+DRtvx66RKn4JcAm2/sBhOgxERQ1sRDCI4q2MzH2AcLwKdp3LTRKHSc/8RegQ1KZnwPaH0FRESYKFAv/QCH/cXTTEQfTwcH1tmBZrQpfGqWKlAqfIZ//mxnse5nA/z7j8QGyPb+Dl7itbQJFJVXjIHG0h2LhMyh1Ypqfn6BU/AJe4jYseyXFwmcI/IeZ/u8wolz6Kl7yNXjezVPunQsCtp0cnuYxzqU/keTaJUvNs2UOEYAUEkfKyi9GV/PiqT4b5rZ7BsMcERNGLzEy9rsE4fP0ZH5h2mkelTSOYSYKnyaf/wyxOn7eHjMbyj9X9+8FT3PBOekYpyIofmXj61meGuBL+x+ZMg0i1DHHyuMcK4/zvWPPM+BlWZUeYk16iOXpAZanBliWXMBQIosnHYQQiOpRRaUD5/VLcE7KZPVfp599Ve+qYuxzopzjYPEkh4oj7CsOsy9/gr2FEw2lbpyNRLC+ZwnvvvRubhxYZyIm5gFdJU5E4QvkJ/6fSYQJgZSLcb0bcb0t2M4mpOgBYYFWaHyicOfpXOAo2s1kkQAV08zlFfd1exmWtQLLWo5lLas6si9t+lxS6Z/Cda9DqbFKpQE1jtJjKHXK8d5HE4IuE8cnmOnV1qkQIoO0lqDV1Ck0Wo/XNGqs4CLlQMv9kXLqFcjpY6HVKPniJ6qmnrVePy5SLkDKnoo4JezqbytAq0I1Dz9f57OnCCmX/h3H3Uwy9TZg7isYdB4WWhUo5D5cR5iQCNmLlP0IkULgghBVr4lixaxUjVLbk6KC1uMU8h9HWotIJO+hndfhlEdGIfdRioV/QuupDZzO4FZ9JLyqiKlBV0xoK/dV/dUQKReQSNzVskGuViWKhU9RbEhUcSrXQfZWrkW1z2euxXj1WtRb1dLE0S5yE38EKLzEHW0TKMLwJZTKEZ72F7IqRshyEIGF0nlUfKju8yqKthP4P8RSJ/BLX+PM+0JUnwMLESKJxq+mkZyk1r2v1Ah+6T5cd8uU1yYf+OwcPdn0OQMszmRY3jNzEUGGqREIblm5ir9+zRsYK5cZ98uMl8uMVf877vsUwoAgjuv8iQiVmjQ822DoFix7Kfgep8aySo+Ty3+aMNxVSfPwrm/oua91RBA+y3juY5TK3zqvMpyN515DwtsyMydRpRQHPDy8g0DNbKSGAKiKARYCS0psaeEIG0da2EJinfojz/zdFhavXnIVfU6aT+z6bsOTfQ0M+zmG/RxPjuzGkw5J2yVhuSSkTY+TYtDL0uumyNgJ0rZHyvZOp4NYQiKFRGlFrBWRVoQqohj55COfQlRmNCgwXJ4gF5UpxyGlOKAUBy19l5v7V/GrG1/PJdkl2NJ4TMwHukac0NqnkP8EUfRSnT0kQuwgcAAAIABJREFUrncL6cx7cL0tdU3WHOcKkql7iMIdFAufqVY8qJXDLnHca+np+xBSDrQ9H9r1tuDWeIBqraplBKt55PEJcuN/RBg+2dbjTxfPuwPbXk8jESf53EcI/Adq7ms7l5Lt/SCiRWXbspZTiY5pJ4Ji/pMEwWOcP6kVIonj3ojnvQrbuQLLXomUCyqVAHRUNcI7RhRtI/AfpFz+1qSTOq0nKOY/heu+DNtZ1+bzmA9ElIpfIFZHOXeyJ6uVEO7Cda/FttdWJogyA0i0LqPUMHG0k8B/hHLp68TxXuqJRUoNU8j9LbZ9CbZzVRtXmn2Khc9QLHyiobK6QqSwnStwnE1Y9lqkNYQUvQjhVdYbdBml8ih1jDg6QBTtIgqfr0YDnFWhwr0a27m8pZ5XUufuo5D/6BTChI3r3oCbeBWOsxnLXlV9ViapiBMlVHyiag75NL7/fcLgKeqJFHG0k9zEHyPlII57bVueuX75O9U1ngAhMiRS95JM/hi2cxlCeMTxEcqlr1LIf6zOuUaUS19DBk8SxwdOn7eXuI1k6idw3KuQcgCtJgiCxynk/6aaCnb+7y0kDJ9BqWNTitonS0WO5Zv1uKmwcWDQrB7NMUIIlmSyLMnUF9KDOKYQBOSCgHwQkA988kFALvDJh2f+X873mQgCcv6pv/vsGx9rKfVnPpJyHFb29JIL2pt+qrVmuFRs+vtOOw6DqXRb+9Qq/Yn2VUtqhL7s+5EiQ67w2aqZNWh8Sv53CKNd9Pb8Munkm6vCfK0qSbqyf+l+xib+gjDawdnPWSHSpJP30pt9D46zdkbPZSTI86fP/9u0V/jbjRQSV1i4lo0rbTxp41oOCengWTa2sJue9GugrELKQQg07380WxwsjtDrpliY6EVWYzlM5GD30hXihNaawH+IwP8BtScZFl7iLrK9v4NlrWpgUCuw7EvJ9PwmUg5UBuH6fGd0RRg8SRg8ipd4TXtOpAGEkFVTxjSwCCUXI2XvrB2/Hpa9tKJ8N7Jv8YvUKxUqRS+ue1OH1qCOCIKHz/t/No57NanMu3DdmyorruevfAobQQJpDeK4V+Al7iSReiuF3F9Ww8BrvxyiaBfl8v1knF+k1dKq84+4KiqcQcoBkqmfJJl6a9Wvw73g5SNEBikzWNYqXO8WEqm3UMx/gnLp39C69gu2Yrb5CXr6/rgt/hNaVya0xfw/TCFMyEqFjcRdJJKvrwotfUyWYlIxAAtQKodWI0TR9koFFf9xlBomkXztad+UJntPGDxFPvdXkwgTAtu5nHT6XbjeK5DWwpr3sxAOUvZgO+twvVeQTL0N3/8uxfynqv4VFz7L42g3+dz/pqfvz7Dt1S2cRwVVFRSESJPKvIt05t3Vkr6V79eyVpHOvAshEuQnPnR60Hw2QfBYNYIFwCGZeguZ7P9VSZ2ptiOsAbzE3UjZx/jo+4nj/TXO7QBRtHdKcWLXyEhLJUQBLhtciDQDs47HtSzcZJL+ZO0U0Yo5nCZSMWGsCM/6729955s8dPDC39nFzLVLlvK3r31j26NNCmHIh370n3xv355pf1YAt6xYxf+4+da29qlVer3ErJYZtqzl9PX8Oq5zJRP5jxOEL3BqESiK9zI6/oen0zxsa/k543itFXF8hIn8JykUv0B8ToqexLHX0ZP5b6RT98yoh1SnobSirNWk3hIXA1tH97Enf5w+N82K1ABX96/m8t7lLEn20eukSNmeeR92GZ04Q7wArYuUS/ejLsgrq2Db6yrl2uw1DbcphECILKn0OyqTxNKXLthHqZOUiv9aCcW1Wk9FMHQbgkTy9WR6fgPbblyJl7IHz7sZy1rMxNjvEPjfq7Onj1/+Lqn0T3WEANXJSLmQbO/vkEi+oaHSk5XJZwLH2UC293eR1iDF/N/XEShifP+7BP5DeIm7W1qx11oTRbsp5D+GUscm2dPCS9xJOvNuHPe6hsW6ynl5WJYH1iC2s55E8g3E8RGi8MVqycrmH+tKjVHI/121mkgtJK63hWzvB3GcxssoC+Fg2ctJWj+F41zFxPjvEwaPcmF0lSbwKwaS2Z7faM3X5ywc9yZS6Xci5bkD11O/k2Tq7fjl7xD436/x6RB0ZfBnO5eRzv4ylr2yxjkKHPcqEsl7KOT/lvPFF6VOoqKDaFdN+hvbPTbaUj6za1lcumDAyJ3zACEEthDYUpI477ZOOvZ52d2GlOOwsrev7e3mfJ+U03yqWdp1Wd3X38YedR+VMXeGdOpeXHcT4xN/SbF0H7pqUqzUGLn8pwmC5+nr+Q2SiZdzyr/ADx5nfOLDlPwHOXexxyGZuJ2+nl/BdTa1nM5o6E4UmvGwyHhYZF/hBP954iUcYbEyPcjGnqVs7F3G+uwS1vcsIW0n5rq7hgbo+OScivHNcYLgIWq/hiWJ5D3Yzoam2heyl2TqLUi5sOb2IHiYKK43UDfMXyw8704yPb+FZTUuep3TgrWGTPZ9k34+jvcThfVSlQwVPNLZ9zYsTJyLQMos6cx7SCTfTL1UIK1GKZe+Mk1viBrt6BKl4ueJwhfr90ikSaXfQU/vH+G4N7YlisiyluAlbseyFjXdxinD4UqEWi2vDoHjXk+294+w7eZSR4SQ2M6V9PT9MY5zTZ29fMrFfyPwH0M36NI9OQkSyXsm9bqRMoOXeDWTp4olSCTfgGWtqruHEF4lJUXWmojExPFBJvM50sD+ifFqhExzLMv20J+c3ZBtg8FgaAQhJK6zngV9H6Sv97exrZWcmYrE+MEjnBz7TSbynyaM9pEr/H+cHP0NSv73OCNMCCxrCX09v8JA3x/jupuNMGE4h1DH7Mof42uHn+Kvt93P72z9PN8/Vn9cZugsOl6cAIijiuN6LaQcwvVuAaY7aakghKzmadcWN7TKEfqPN9W2oXux7NWks++vpgk1N8iv/LZuwEvcRr0gJRWfIIp2tjQZme94iVeQSL6JVgwrpcySyrwLy76k7j6B/xBRuL3pYwDE0Uv4pa9S35tFkEjdS6bn15FWZ1VTqESKfb5GilsFKQfJZN+HbW9oKbpECIltbyTd8/46k3hQ6iil4hfr+AFND8tejuNcwVSvO9e9rppSVxtp9eMlbp/i3AWWvRpZ57zi+Gi1YlRtwjjiaD7X0mr44kyGtGNMdg0GQ6cikHKInszPMtD/IRLeKzj7+RxFuxkd/wOGR97LyNjvEZ5Tvlngudcz0Pcn9Gbfi2UtPadihcFwPoGKOF4eZ2KOPUIMjdMV4kQlP7n2YN+yV2FZy1oa5AvRi21fSu0JZEwYPmcmjxcVFsnU23DcTS1PHoWw8JKvR9StLhIQR3uZ62osnYoQfSSSb6l6fbRyLQS2vYZk6q3UEzKVGscvf6fp1XqtI0qlrxHHR+v2wXW3kM78AkL0dpQwARAEjxIGz9TZapFIvrka6dF6v4WofBfJSaJZAv9BwmBry8eyrKVY9tTvCCn7sSbxubDtjXUj7M45nlyEFLXvd6VOnk4RqcWJYpF8i2Z+i9IZ0i2EoBsMBsNMU0nzcEh4NzPQ/2f0ZN+NddbzVesSfvDEOamYUi4gm/5pBvr/X5KJuxDiQt8pg8HQ/XSFOBFH9UqHgmUtRLboByGEwLLXIkSt1SZddWm/uA1nLiYsezVe4i6gPQN8215VrS5Smzg+Uikfa7gAy16B693Spmo5Dl7iDiy73rUICIIn0aq51I44Pkjg/4h6YftC9pHK/CyWtabjBlRah/jlb9c1DbWspdW0mvY5zguRJpG6F2ktrrldqRH88jfRupVybRLLWtyQSZoQSSxrSd3tjrMRKVJTtyN7EHX20yqHnqS87UixSDlqrTzdwnSGpBEnDAZDFyCExLZW0tfza/T3/k8sa1nN/aQcqu7zARz7EpPGYTDMY7pCnFCTuMYLkUE0mdJxNhWX/Dr56NqvO2g3zDckrvdybLv5dI7zESKFbdf3RFFqBK3bW/psvuA4V2NZC9rSlhAC2143aYh/HB8gqmsGWR+tFVG4jTjaUXcf170O15sqLWBuiOP9RMFz1POasJ3NOO6VbRVVhBA4zmYcZzO1q9WEhMETxPGRFo7iVNNnGvjOhYuUg3U3W/ZqaMiM1ULINLXOqfIeqR+Zc7JcohQ1L4S7lsXidAbL1Ho3GAxdhFZlYjVaf6FGB6h4FKWLGBtYg2F+0x0jmLqryrLi5t6WMOMEdb8OHU1REtAwXxAig+NeD7TT0dfFsupPeioTlvqrqRczjnst7SyzKoSD495AfQ+QYeJ4XxNpXD5huHUSEVPgJV6HlFOvvM8+mijcThwfqrPdxfW2VJ+R7UUIt+oZVPvZG0X7iKNd0GRanRA2Ug41ti923YgHSFQNNRt8ZdapMqIJmWxgPVoq4bcQOZG0bYbSKZOBbTAYugKtFWH0EiPjf8D4xF9UUt9qoPQ44/mPMTL2uwThsy1G1BkMhk6mO8SJuuFbqmIu1gY/CK19Jldju+OrMrSGlL04TrtXiCVCZOrvoENoS1WC+YaD7dQ3sGy6VWdznRQugDJRtIfJKirUQusSUV2/BpDWElz32mm1OVtoHRJF29F6ouZ2IZJVkWhmcN1r6qdB6FGicBuaZgeiVl1zygsQsu7vQsp0JUqvweeCwKGmqKZjJnvPTPg+fty8UOlaNn1ee8qvGgwGw0xRqcSXp1D6CsMjv0qh+AXU6XeQQMoFJBO3V6PZRPUzeYqlrzI8+qvki59HqQnjB2cwzENar2E3C9TPF9ZonUcTVQeDzaPVOHVXr4Xb1lxrQ+ciZD+WtaLNrUqYZNW5koNuXrDnI+UgUrS/Zr20hpBygDiuXQlCRQfQujytsqVaFYmivXW3O84Vk5aynEu0Lk2aymJZS7AajD5oBikHsKwVRNELtXpXrWZTQogmnvFCIuQkwuC5O0O9sq4iUYnSa7ileiKGot69rrUmH/iELYgTjpRkPVOpw2AwdDIVL7dc4bPkC/9MrIY5+7noOJfRm3k3icQr8P2HGc99hCB8rrqPJgxfZHT8TwjDHWTTP43jrKGdEZYGg2Fu6Qpxor6BXaUUo1KjWNbULur10FoTRXvq5v1LucCIExcJlcov7R7cC8yLc/pIa+EMpRIksaylxPG+mttjdaQaSdU4cXwYrcfrbrft9Qg5tSnjXKB1iTiq/V1ApSLSdCbm00WIFJa9so44AXG0q5qH3Mz3JydJ1WgcgTstsaqZ+z1SilwQtCRTOpZF1m3dg8lgMBhmAqXL+P7jjOf+hvJ5BtJCpEh6r6S355cqEXUIrOSbsO01TOQ+TrH8DXTVc0Kpk0zk/54g3Epv9pfw3C1IOTtRYwKBK21c2RVTKEMVqwP9vgy16Yo7y3Y2UkmruDD0PY73E8cHkXKo6VB8rSeIou3UrsghsZ2NHWliZ2g/0lqIERI6Ayn7oO1CUSXkXlr1IwGUGpm03GPtzxyfJAfWw7KW0qmPW60DVHyi7nZpLZqR63Aakagcow5xfGza1+N008i2GCYj7PpRFW0iUopC2JoxrmNJejwjThgMhs6iksYxQqH4r0wUPlWNNDwzppdyIdn028lmfhZLLjwdfSaEwHWupL/vgziFteQKnyWOD1c/FVH2HyaKDpDNvJNM6m1IOTDj1bCyToL/surllJWp4tdNXNZbuxKMofPozNHyWQgBtr0Oy15FHO25YHscHybwH8JxLqcZE0OtNWHwNFH4Yp09XFz3pmm3a+hOKlVbjDjRCVRy/GfgESWcSUtLKjVWNS5snMrkvrY4IUQSYQ12XPnQ02gfpUbrbpayv7mUigYRwqned7VReqKFakmiLZFQAslM+w7FWrVcRtSVJnLCYDB0HmH4AuP5j1Is3VeNfjiFhetcTm/2fSSTdyBrROlVyo0upDf7S7jOJsZyf0UQPEvlnauI4gOMTXyIIHiGnux7cZ3LZ2bsUKXHSfEza2+dsfYNhoudLggHEEi5EM97BbW7G1MufrkqLkw/IFapE5SKX0Sp2iuHjrMR27ls2u0aupOZDF83TI9KSkf7a5kLLMQkVTMqKQTTMyhVOlf1DqlxPOEiJxFD5prK+dYXYypmrjNZU96ewjBWtVjKuT2vufo+Eu0hVrplccKSEteayWtlMBgM02c89xEKxa+cI0wIkSKdfAMD/R8ilXxNTWHibIRIkEzcyWD//yaduvec94bWJQqlr3Fy9Nfw/Udm7DwMBsPM0/GRE1BxSk8k76Fc/haqRs37KNpObuJD9PT+Ppa9BlG3uscZtNZoPU6x8En88tepKWyIBInUm7GsxW04C0M30KqxqqF9VFY+ZkI/FZNfZx1Vqyo0jtZ+/apBwp6mX8HsMlWlokrUxMzp2EKIKSIzVFVAaar1tpSano1oqlhrghbMMAEcac1JhI7SmjCOO8bW1xICx4g0BkPHUInOOyO+WnIR2czPkk3/NJa1oOF2hLBxnctZ0PcHuM5GJvKfPKsMdkwQPkc5eIxE4ub2noDBYJg1ukKcAIHjXk8icTfFwj9xYVWNmMB/kPGxXyed/jkc7wakHKw54NVaoXWOKNxOqfhZyqWvonWp5jFd9wYSyTfOaEizocPo1ND7i5IZuhZCMPlkWzPdyImKJ0K9qZmccb+C1phqQjzTAXanroegbiWLKfs4Vfudj9aaULUqTsxNMOT+8TH+4MEHODRRuxztbCKF4PWXbuCXbtgy110xGAwXYOO5V9Gb/WUS3i1I2YzZvMCSfWTTP4tjb2Q895f4wVNMFgFoMBi6h04eMZ+DEC6p9M8TBk8Ths/U2CMiDB5lLNiK616H416FZV9azZdOASFa5Yji/UThCwT+Qyh1vO7xLGsl6cx7sawlM3ZOBkN3oZndkqf1yy62hNZMPiEXTD+NYQqxQ09T7JhNhMOkE/hpRpFMF6119Rj1rrVAdM+rqmkUGqVa+7071tyIE34cs3dslD1jY3Ny/LORQnB9oZU0IIPBMBMIkSCVvIfe7HtxnfUttydlklTydhx7NeP5j1IofBFNs1F2BoOhU+iqEZ9lrybT89vkxj9IFG2j9mC2TBD8kCD4UUWUEG51YKvQOqzmu02mrgosaxWZnv+B65mVF4PhNDpi6lX2Nh5Oh0w7gqGRdlGTlgoVwoFpVueppG3U+YyOpl2adDap9L2+OKHxqVyHmQqT12gmqVIhxIyUlO04dCW1oxVsaVIZDAZD52Hbq+hL3FqtqNHf5rbX0N/7P3Gdy5jIf4JuiZYzGAy16SpxQggbL3Er8LvkJ/6MMNxK/dU2hdb5yqLlNI5hO1eSyf4qXuJOUz7UYDgLTTjjq+jnHE8XZ+h48aQGi0Kkme5EXIgUQsiathOaAK1z0+zj7CFEEiESledlDbTKVYSpGUtvq0S11e0f1uSGmR1IMxKDrv7TCvYcpXUYDAbDZPT2vA9LDs1IFQ0hBJboJ5t+J6592eRit8Fg6Hi6Spw4hevdQk//4oqZZenb1fSMVlZYLaS1mETiTpLpd2DblxhhwmA4D62KsxoBoFVu2iU9G2s4RKn64edC9k3bGFVag9QTNLQuo9QIlSlr563oCFykHESp4ZrblRpFEyKYmUo2WgeTljIVsrfrqug0c5VF9R+DwWCYb9izkCIthMTzbmImIi4NBsPs0ZXihBA2tr2BbPa3ESJNMf8poJlJk4ftrMd1byKRfB2OezXgzYnbucHQ6Widq2MeOzModXJGxBBNgIprlw4GkHLBtKMEpFxYMb2stfCtS8TxYbSOZ7T2etMID2ktgeilmpvj+MiMilJal1Hx0brbLbkYhDtjx+8YRKXKRCvEnextYjAYDDNMZWHRLC4aDN1MB46Up0ZrhYqPUMj/H8qlr3CuMGFhWSuw7LVoNY7WBTQRAhshk0ixAGktwXYuwbY3YNkrsawlF0dOs2EeMZlHwJl/t5OKWDB76QlxfHxGxBCtimeVHrsQy1o27dKflr0cIVJoakcARNFOtM4jRN+02p0NhEhh22sJ/Adqbo/jfefUpm83WheJ4n11t1v22q57Pjdz9wkEskVxolVDTYPBYDAYDIa5pCvFiTjeS278f+GXvwnn5Ja5eIm7yGR/Ecu+lDOl6c6EUwtk1ezOBuamJrzB0CridOnFWsRtX+nWWhHHR1FqvK3tTn7MsWrK1oa2thvHh9C6fslDy1457cmwEFksawWqjugRBc+h1AhSdqI4kcC211F5JkYXbFfxcVR8BOxVM3L8Svv1xSLbuaTrxIlmkELgWK0ZWgYtliI1GAwGg8FgmEu6LPZJE8fD5Cc+hF++n/OFiWT6J+np/SCOew1SZpAyXf1vtvrfDEKmECKBELYRJgzdi3Ch3u9XR5MaPjaD1iWiaDu1Jq8zhyYKnm17q2HwVLUSyIUIkca2VsM0PSeESOI4V9bdHscHCGfgXNqBEBa2swFpLay5XWufIHiUmSojGwaPoXVtAzMpF2Db6+k2Hb2ZN4slBG6r4kRkxAmDwWAwGAzdS1eN+LQOKZe+gl/+FudOkgSudwOZzLuR1tK56p7hNPU1L43CmBW1jhBpBFZtiwNdJlb1PRWaQetxwuDJtrbZCEHwBCkdI0R7SiRqXSYMn6CeyCKthVj2qmkLl0IkcdxroOBCTafwGL98H4nka6adMjIb2PZ6bGslQXy4xtaQwH8Ylf45pGxv1QytSvj+Q9QrUWtZK6tpHfNfSJZS4FmtvZIDFaO0bjk9xGAwGNqJUiVma3FDCA9xMfgUGQzzlK4SJ1R8nHLxixesCguRwku8HsteTie64V9sCOFQ/zqEaF0yL44WqVSHqL26r3WBONyJ1lHbDBjD4HmicHtb2poOUfgicbQT22k9tUNrTRg+TxRuo3YUgMCyVmPZa6fdthAS27kM215LVMdYMvAfJvB/iOu9quOqAUm5ANe7mSB4kgvFFU0UvkgYPFbte3uesVprguAxovD5Ons4OO51WLPg8t5umokxsYUkYbd2v0ZKUY4iUs5MlX01GAyG6TOe+zB+8PSsHCuTfjuZ1L2zciyDwdB+ukqciOODhOG2CzcID9s55TFhmGuEyFDvWmhVqObe985up+YZUg4gZRaljtTYqgjDZ1FqBKtOqP500LqMX/5a21NFGiFWR/HL366unrc64Srjl79NHNf6zgBcXPdGhEg31bptr8ZxryeKdlLTu0GdoJj/B2x7A9Ja2lnRAELgJu5AFv+lpv+DUscpl76C417TNlNPrXOUS19G1YnykbIPL3FnZ1Y4mYKm0jqkbFlUiJSiFIZGnDAYDB1FEDxL2f/BrBwr4b1sVo5jMBhmhs5avpuCyqSiRliYjtHxCFobp/JOQFqLoE4YfqxOEIU7zbVqESESWPYldbeHwWNE4XMtf89ax/jl7+GXv8ecpOPoMqXiF4miHS2eiyYMX6Bc/Ffqp3QM4SVua1o0EMIjkXwjUg7W7YPvf59C4e+rZVk76x6w7UtIJF9P7deCply6H7/8LbRu3deg8rv6LuXS16n3u3K9m3Hcq1o+VrfgSEnGbS2iLFKKQljbv8NgMBgMBoOh0+myJanaWorWeUqlL2G7l2FZa9qWn25oDttejcBBU75gm1ajBP6DuN7Lm16hNlTECce9Gr/89ZrbtS5QLHwWx7kKYQ00fZwofJFC/mN1V7dngyjaQTH/KbK9v40Q/U21oeKTFPN/N2kJUc97FZa9usleVnDcq/ASd1Aq/nOdPSJKhX9B4JHK/DxSDrY1gqIieOhqm9P1zUiTSL6xEl0S7a7R9gSF/MexrFU47nVNP2e1jgnDrRTyH6lbmlbKARKpH0OInqaO0Y0IIUg5LraURKo5ITCMY3LB7IsTCcvikv4BknZ70vVCFbFvbNxUHzEYDA0iECKDJQfbEjFqMBjmjq4SJyxrKUI4aH3+ymdlFU6pYTzv9kq1Dms5UvZWvQ0mG6Sf2iYBWR1w29W/d1DYdRdh2WuRcpA4rjXxUJRL/4Hr3VwN2TZCUnM4OO61CLkArUZq7hH4D1DIf5x05t0I2d/w77kywY2IwhfITfwpYfAYM1WpoTEU5dK/ImSadObdSDnUsGeD1hqljlPIfZhy+ZvUW6WX1lISyXuqKUnNI0SWZPonCIJHiKOddfo0TiH/ceJ4P6nMz+M4VwBeU8+byrWKQYfEapgweBitQ5KpH592GowQAsfZTDL1dgq5v6yZxhOFLzIx9gGyvR/A9W4GGq96VOlrSBA8Qm78jyfxmnBJJO/Bdbd0nDfHTNPjubiW1bQ4EcQx4+ULReGZZkm2hw++8nbCJvt9PodyE/zmt+/nUK62eGUwGLoLz7sBIZNNfFKjdYTWReL4BLE6gdalaoWnyvNGiBSZ9E+Q8F6GbS3DbnGRwWAwzC3dJU7Yy7GdzYTBIzW2RoTBk4TB80iZBZFAYMOUg1uJwEXILFIOYtursOz12M6lWNYKpFxw0Q2QW6VirncjpeKemtuVOkY+9yFA4Xq3VK5Xw+jT4fAX83URQmDb63Hd6/DL36aWeKB1kWLhH9C6QDL9E9j2JZOLdVqjiYjjwwTlBygWPl31T5j79IPKufwjKj5EMv0zOM6VCNFTd2KstQZdIoxeopj/O8qlb0CNSJ4KDonEq3G961r+TVUm+JtIpd9JPvchtBqrs6dPufRVwuBpvORr8BJ3YFtrkNbAFNU8NFrHaJ1HqTFUfJwo2kkYPE4QPImKj+F6LyOZekuT/XdIpt5CGGytRuWcP9nURNHzTIz9T5LpnySRuLta3WTyFXOtA+L4AH7pmxQL/0Qc76Xe78pxryKVfkfbK4N0A31eAs+yKYa1S91ORRDHjPmzL064lsXSbPuiXLTW2NII1wbDfKEn8666JaOnRqOJQQcoNY4fPEPJ/z6+/0hVrPAJw+1kUm/BdTaZRS+DocvpKnFCyiFS6Z9gItqOVqN19vJRym/6GJVPCqQcxHGvxkvciZd4dTX8uvmJy6lw68pg/9SgXJ/z91PqcOVPAa2KKDWCUifrthtarktSAAAgAElEQVRHBwn8/0SIDEKmESJV/ZOsGsmdmryJC/5eOZ/2R4cIkcVL3Em5dB9aT9TcJwqfZ2LsN/ESd+B6t2I7G7HkEIgUle8kQKtSdRI2gVKj1T/H0bpAIvHaiyofvRaWNUAi+SaC4PG690MlvePT+P4P8BJ34DjXYDvrq6JbGlBVk9LjRNFuonArgf8IYfg8EJ53vLVIawFh8DQzXhJMJLCsZcTRQU7dlegS5dJXCfyHq34E1+M4VyCtpVWDVRt0mVgdJwpfIvAfxvcfqBo81hdYKpPhdyJEM6s6NbouHJKpH0fFhynk/47zv8czRMTxXor5j1EqfBbHuRzLXotlr0LKIaTsAeGAjqorRdXnQXyEOD5OHB8mjvag9fh57bYWCi/lYjI9v4r6/9l78zC7rvJO911rj2esuTTP82BbHuQZG9vYxhDABmzDJUDgpgMNIXPS6X466XBvLh3okKGTmxuaQEIGM7QDxEDAE8YDni3Lkqx5lkpSSTWfaZ89rHX/OKcklWuuOlWqkvb7PGWrau+z9trn7LP3Wr/1fb8vOkEQvM5Q710UHSbf99/xSt/Htm/Esq/ENFcgjVaESAKi0t/oNGF4gMB/Hd9/gTDYOWL/DGMx6cxvYZgrJnUOs5V6N4FrTnxg7UUhXaViDXsUExMTM3nGtwg1Eouw7Y2kUu/H856mp+8v8YOteOVn6OrO09TwJWx7PbFBfkzM7GVWiRNCmLjuu4jC4xQL/zCFefAapc5Q9h7HL7+IV/oRqfSvYDs3jbKqORIBfvlZAn87Wuerk+7K/7UqoHQedKmqDofV/0dAgFJvnXycwy8/Rxi8QSW8upqSUv2/EC5SphEiVf1JI2QaKVIY5mLcxPunJHVFCIlt34Dt3EzZe5ThJiNKdVIqPoxXehQhM5Xa1BjVqZCqnn9YEW3wQfto7Vf8FswNl7w4AQLHvR2n/Axe8WGGN6xUROEBivkjCJGuRhZZVL7+unq9ldGqWPUAGPx5SdlEKvNpKmUldw6RWlVbDGMhdfVfpJD/GmXvx5w/QVaqA6/0CGXvcYTIVEQFYSEQaBRor/rd6mM0E09pLCKV+VUMc1lN+y9EmmT6l1Eqj1d6GK1HnjBq3YvvvwD+C1RSPBwQJgJZPacIiKorT1PrKVCJyllFuu6/kOv9Y8JguPJvijB4kzDYjShmquKow7nHSoTWHloVhr2uzscwlpDO/g62c8Mlu/LVkEjgmhOvtOFHEZ2lElrrKbm3x8TExMwEpEiQcO9EyAxd3b9PEO6nHGylN/c3NDV88ZKMvIuJuViYVeIEACJJKvNpDHMBub4/RUXHp/RwWufwy88QBrtJZ3+XRPJDExo4a12iVPwuXul7Ne6hh1LjD+M1rY24iXuZqoIt0mgklf4PhOEeovDACHsqtO5FR8MLMIOpjenaxYAQdaTT/5Eo2EcQbGXkFIwQrXuIouFSDYbDIZH6KG7i/dWV76kuUygwzWVY9rVkso0o1TGE74U+G2U0UaRsJZ35DRzn9pqXqxRCYBhzydT9PlJmquk1Y+1rGa3LFd2opr0aO0IY2PZ1ZOs+T673vxEE2xhe6InQugc97uvqHIaxiHT293ET756VpUNrRUsyScKc+PkrrekoFChHEe4k2omJiYmZ6Qhh4NrXkUreT2/uLyrj7PLP8MrPknDfGQu0MbOS8yu5XarX8KwavSjVSxjsrUY0PD+sEeDUHPs0+dyfI0QSN/EL4zabuxSx7KvIZP4Tub4vEEVHmAneBRcbQggMcyWZuv+LXN8fE/ivMtmw/vORsolE6hdJpX4ZIRJIoxVpNBKF4xGTxn3Us9UgDHMV2fo/Id/7BcrlZ6hN1ICspA9kfwvXfdeUToaFqCOV+RymtZpC/n8RBnuY8pSYGiGEgWVfRbbhzyjk/qpaRjRf46M42M5mUpnfwLavuaSFCYCs41LnupNqo72Ypxj4sTgRExNz0SOESTJxF/nCvxBGR1Gqm5L3M1znlrgiXMyMRWuNH0YUywGlcoAfhgShIlQKpRSR0hhSIKXEkALbNLBMg4RtkXQsHGvsZuSzkVkxetE6JAi2Uyp8A6/0GFpPfIVuMqjoBPncn2NaazDNdRf1hVELhLBwEvcgZIp87i9nQNWHi5P+SWRd/ZfI5/4Kz/sR6NJkW8UwV5BKf4ZE8v1nDQ+FSGIYS4nCoc1Oa4KwsOyrq8eTWNZasg1fpJD/X5SK3x7BZHIsGNjOzaQyn8O2r5vy9AEhBEJkcRMfxLKuoFh8CK/0A1R0coqO52IYC6lVRJQQBpa1hmz9FygVr6FU+CfCcHdN2pbGQhLJB0imPoKUcy+q++lE73JSCOanM4hJtHEqn6fgBzTWxkIlJiYmZkZjGgsxzSWE0VFAU/bfQKkepIzFiZiZg9aavmKZfW1nOHCqkyOnuznRlaO9O0dvwSNXLFPygwHVugwpcW2TbMKhLuXSWp9mXmOWxS31LJ/XxOr5LTRmEhfV+AlmgTihVIFS8dsU818lio4xOLRYImUjUjZXjOSMOUiRBuEghjXE0dU87qBqMtdNFLWj1BmU6karXoZbfY7CA5SKD5PJ/memPrx99iOEge3cQp25BK/0CF7pR0ThsWoO+niH3xIhUhjGPET80BlAfwRFtv7zON47KBW/RRjsQqkuhjdkHKqdFNKYh+vehZu8H9NcPmA1WwgX01yOX35qCs6igmkswTAWDfibIeeSzvw2jvM2ioVvEvhbUKqDsZ1bRSAwzeW4yQ/guncjjXnTWu1FCIFprSKT+T0SifvwvCcoe0+ioraqp8wEI0KEixRZpGzGdjbjuHdhWuuo7a1dIGUdydQvYjs3UvYewyv9O1F0tHqvHGv5SIkQWQxjPo57G27iPZjWaoSYXKTATGQyw4QldZWyv+eHdo6HtlwfOb8c+07ExMRcIhgYxpyzv4XRcdQQpbBjzhGqiGLk40U+vgopRyFlFVCOAnwVEqgIfZEtJi5Pz2FBsnFaj6mUprdQ4sCpTp7efpCtB0/Q3p2nt+hRDkaPoo2UouD5FDyfk905dh+veC1apkFd0qUpm+SKZfO4ZeNy1ixspTGTwJCzv5LhjBYnlCpQKnyDfO6vhnCkByEbcd27cRL3YFlXVtztB1SkGI3zq2YolOoi8LdS9h7FK/37MCHMmrL3JMnUJzDNRUNsHxohHBz3dqTRMubXTCWGnMdU+U28FSEMDGMZqfSvkkjcj+8/j++/ThQeIIpOolVX5UGi+yeaZsUcU6SRsq4iPhlzMYz5mOaKauTK6gn1RYosbvI+rOjaIbdb1uXU3uVZVipCpH9lyK2GnIeogXlTZSJSj5v4BRz3DoJgK375JcJgNyo6Vim5pfrQ2qMivpmVVA3ZgDTmYprLsexN2M7N1dX3wWFjQrg47t1V09UBZ4FtD/2eDt9fB8e9E2nMH/B301yDlE1v3Rkp0tjObdjODQT+G/jlnxMEO4iiY6ioHaUKVCb5RvW8GivXjLUGy74G27mp2q68QJM2gZBJTOty0tZGUqlPEgTbCPythNFBovAYSnWiVXfVT8On8jlZCGFXf9LV70MLUrZimisxrfVY1lqErKf/lj41RrcWprkaM72SRPJDBP6Lle9xsI8oakOpDpTKU/kMJAgbKdJI2YRhLsAwV2BZV2A71yFlC5XPqTb9tOyrqt+vgUKJFBmkHOtgxMC2N6OH+J4ashUhG8bcH9t9O8JoGtQfQ7YixMjf9WUNDUghUBMUJ7pLJTqKccWOmJiYSwTBgGpbSvWdN56M6SdQEUcLZ9ifa+dYsYOjhQ5OlHro9vN0+wXKUVCdFV1cokQ/v7H23Tyw5IZpO17R83lxz1F+9PIuXtl3jHzJn/Bz/a0EYURHX4GOvgJ7287wyEs7uXLFAu65eg23XracbNKd1YsTM1ac0Dqi7D1KPvfXQwgTAsNcRTr72zjO22tWosgw5iHdudjOjRjGUgr5/6+6wj8QFZ0h8F8bpzjhkkh+gAQfqElfZxuVL4mJYS7ANT6Im3hvNUqlb8BETAMCyTmBwq1WAchUS6ROTlDpN+qcToQwcJwbcZwbp+FY/WViUzjOTdj2DWjdh1K91SoxXvWhralMIC2ESJ6bxImRb2hCmDjuzTjuzTXoa4JE8n4S3D/O80tgO9dj2ZvRqhele9AqVzGRJBp4XjKLlE2TqLJTeyrnYCCMBhzjVmznlup3oLda2eJ8YaL6OfVX4xFO9XuQroasOtP6AOrvu2G0YCTeg+PeczbaTOtCtd8hFYHPqH6HU0hZh5D1U+Yp4bi34ri3TqoNIYxK9Rv39kn3J5G8jwT3Tei1i+vqsA1jQGjneNDA3q4Oblq0GGMWD05iYmJixoTWaHX+WD2+70EljaCsQk57vbzUsY8XO/ZxtNhBh5ejGJUvUglieJSe2DN1vARhxN62Dh762RZe2H2UrtzULhZoDZ4f8sKuI2w/dJIn39jPh2+9kitXzMc2a7cINJ3MWHFCRScp5P9uSH8JKVvIZH4Hx30nUNuc8f4c8UTqI/j+z/HLPx+0j9Y5wnBfHDY7QSrvmYNhzAVj7oXuzkWNEBIh6pGy/kJ3peYIYSCMRiTTG6ZXayr3nBSQqvXtbMoRwsQwWmCGRIRdDNQ7LvMzWfZ3dU64jd0dZy66kNyYmJiYodC6RHCeD5YUSbjEzZWVVhwpdPD4yW082b6DtmIXgQrjp8IU44cRT76+j68//goHTnbWLFJirOQ9n2d2HGRv2xk+evvVvPe69aQTM2dxbqzMyG+v1grPe5Qo3DvkdidxD7Zb+/J/56jkWNvOLUOKExChonYq4cuz70OPiYmJiZmZZGyHVQ2NkxIn9nZ2UgxCss4sU7tiYmJixoHWEV752aoZZgXDaL4ovYzGgtaaHr/AYye38UjbaxzKtxNOU8TApU6+VOaRl3by94+/wpneC+d5ojWc7Mrxt//+Iu09OT5+xzU0pGeXaeYMFSdyBOWX0HqoUBgX1717QH7Z1GBiGEuH3ap1Ca39GRUuHhMTExMzu0nZNisaJhcN1FEqcrC7i01z59WoVzExMTEzC60j/OBN+vJfR51XxcsyVyFFbdK9ZxNKa44VO/jHg8/wVPub5EPvQnfpkiGMFD9+bQ9f/clLdOcnWy2vNvQVPb7z7DZs0+Rjd1xNZhZFUMxIcUJFZwjDA0NuM80lGMbCaVCARFyGKCYmJiZmWrGkZGVjE2nbJu9PrIpLb9ljx5l2rphzcZVojYmJmZ0oVaTiRzQ5KpX2IpTqoVR+mnzhO/jBds6ZODo4zjVVg/xLB6UVe/pO8Dd7H+PVroNEcbTEtBEpxYu7j/D3j70yJmFCCkHCtnBtk6ZsknmNWZqzKbJJl5RrYxkSQ0oipQiiiGI5oK/g0dFX4GRXjq58kVI5oOQHRGrktJFSOeA7z7xBYybJ/TdfjmnMjkoeM1Kc0LqAUkOHtErZiJDJ6ejFMJEbFSpGb3Ep0ZiYmJiY2iGEYEVDI02J5ITFiVIQsON0O14YkrDi51RMTMyFJVf4Bn6wa9LtaO2jVBdheIRIdVbH6ecmaJa5lIR7R8VA+hJBac2h/Bn+eu+jbOk6FAsT08zpnjz/+NMtnOzuG3E/05AsaW1g/eJWrlg2n/WL59BSl8I2TUxDIqVAClHxIaNyVWutUVqjlCaMVKVKR67AnuNn2HboJDuPtnPwVNeIZUl7ix4PP7uNy5fOZf3iObNiwWKGihP+8MKAcJieboeE4f5htslqeTp7GvoRExMTE3Mpsay+gXnpDEd6BxtCjwUN7DhzmlOFPEvr6mfFYCQmJubixfOepVR+akqPIUSGTPrjWOYqLqWKHR3lPr66/0le7TwYGyFPM1prnti6n9f3H2c470vTkCyf28T7rl/PdWsWs6S1AcucuHjWXJdi7cJW3r15HSe7+nh133EeeelNdh5tpxxEQ77mYHsn//biTpa0NswKg8wZKU6MhNYF0OWpP47K4ZdfHHKbEAkMY9Gky1rGxMTExMS8laRlsaGllVdOtE14FWx/VyeHe7pZUld/CQ3TY2JiLkWkbCKb+iVSiXsvqbF5OQr4/vFXeLFjbyxMDINEUGcnyVi19yrsLpR44vW9BNHQz+mEbfGOK1fxi7ddybK5TViGrNligWlIFjbXMa8xy7VrFvG/n93G9194k57C4NQSreGZHQd573Xr2bh05ldJnJHihBAuQmbQUX7Qtig8glIdSD11vhNaR5S9xwn8N4bun6zDtC+bkmPHxMTEjIfA30Gp+G20fusDSSJEAmm0YJorsKzLkEYLYI/p3qm1Biq5vWGwgzDcjYpOo1SxUsZVpJBGK4a5BNNci5RNVYPg2j18L1WEEFy/YCEP7dhGKZyYOFGOIp49doQbFy7GMWfkoz4mJiZmggjARIoEtn0lmdSHSLh3I+VUm+XPHLTW7Og9xg+Pb6EYTSwF8GJDIDClxJYmc916VmfnsS67gCWpFtbWza/psbTWvLbvOIfbu4fcnrAtPnDTZfzy3ddSl0owFcMiIQSmIVjQVMen7rmeOQ0ZvvqTl+jKDc4+6MoVeXrHQTYsmfmpHTNyxCJkFkPORUUnB21T6gxl7xlMaz1TUcZT6wjff4lC/u/Qeuj8IdNciWmurvmxY2JiYsZLFB2nVHwYrXuH2GqAsBAiiSFbcdzbcRP3YlrrRs3J1aobz3ucUvGbROEhtM6jtQ/0T5YNhLARIoGQ9VjWJlKZz2Kaa2p9ipckqxqbmZ/JcKC7a8JtvHDsGB1XFFmQvbTM4WJiYmYWlrUKNcyYenxUnjtS1mNba7HtTdjWRgzZhBAzckozZfQFJX5w/DXavaGe/ZcOhpDUW0ma3SwLEo2sr1vIuroFLEw2kjJdkoaNIWq/aBKEETsOn6KvNLgqigDetnEZH739KurT0yOYJRyL+27YQEdvgX/66Wv44cAUD7/a32I5IOXObFuCGflNNmQLprWaINgKg8KUNKXiQ1j2ZdjOrdRqlU5rjdYlyuUnKeT+ijDcOVzvcBPvRYjpMOWMiYmJGQcigSGbAYnWZbTOVT18eghVF2F+N2XvSVKZz+G694BwB90/tdZo1U0+9z8pFf+lkkqHpCJ02AgsNAHoqNp2CVQnWvWSTH3kQpz1RUljIsF18xdOSpxoy/Xy7LHDPLj+shm/UhITE3PxUp/9PXQNqnUIzEp0tZBcSr4SQ7Gz9zg/P7OnZukcgqoh49nfBhNphRrleBIx5uhMPcne11tJ3r/4OjY1LGVpqoUWN4sxTWk9faUye090DOk1Machw4O3XEFrfXpa+tKPa1u8/6aNvLb/OFsPnhi0/VR3jrbOXlYvaJnWfo2XGSlOIBLYzq14pUfRerAhWBS10df730inP4ftvh0pmyecY6Z1VHX+3YtX/DfK3qMo1TFcx7Cdm3CcW7nUb4oxMTEzD8u6nGzdHyFkXUU8oEwUHqRcfhbfe44oOkIY7iHX+3m0LpFI3s9gY98Qz/sJpeJDaF1AymYc9w4c9w4MYwlCOGhCVHSaMNxL4L9GEOzBstZjmqvjSXCNSNk2mxcs5N/27qIQBBNqI+/7PHX4EHctX0Vj4tIJd46JiZlZSJm60F24qAhUyJPtO8iHg1ftx0PSsGlyMrS4WRYlm5ifaKDRTpM0HSxpDJroP3FqOz8+sXXY9gTwrgVXsiY7dAqF1uCrgLIK6QtKnPH66Czn6AkK9PpF+oLSqOLH+XgqIGnYrK9bQNaa3kXjYjngZOfgaCApBFevXMC6RRcmfaK1Ps2dV67izSOnBnlh9BYrJUljcWICCCFw3Fux7Cvxh3T3VUThAXp7/wu2dyOucweWfRWmtZJKqsdIF4MG7RFFJwjDA4TBm/j+6wT+q8OERZ9DGvNJZX4VacyPB+AxMTEzjn6zXmk0nv2bZa3Hce8hSL5Ovu/P8MvPotQZ8rn/iWEuxbZvHHA/06oPr/hdtM4jRIpU+rMk0x9HCHfgwaz1OLwdrRVRdBitfaTRMF2netEjheCK1rksytaxu3M4wXxkNPBy23HePNPOTYuWIOPnVkxMTMysRmvN4fwZ3ug+MmHD5JTpcG3TSm5sWc2GukUsTjVjSWOYeIlzHC6cQQqBGqY0hQauaVzBPfM3jS16Ao0fhZws9XCkcIadvW1s7T7Mrt7jeGp0Ud6LAr5+4Gf0BEU+tuwW6qzktM3PykFIZ36wt0PCsbhq5QKSzoUp420ZBhuXzKWlLs2JroHiScHz6StMfVGJyTIjxQkAIepIpT9NGO5DRceH3kkX8b0nCMrPI2QjUtZjGHORcg5CJKvmbKAJ0bqIVjmU6kCpLrTKo3QOrfpgDKFmUjaTzvwWtn19LEzExMTMKoQwsKyrqKv/Ir09v41ffg4VtVHMfx2zfjWGcU5FV6qXMDwEgGEuw0ncPViYGNC2xDSXT/k5XIosqqvjqnnz2d/VRTjBQWhP2eORvbvZNGceGWfmlxCLiYmJiRkejWZnXxsnS0MbMY6Ea1hc3bic+xdfz/q6hWSt5LhEa0uYGEgUQ5esBCirAI0eVeiASvKIY1gsTbewNN3CjS2r6fGL7Ok7wROntvNS5366yvkRkz+KUZmHj7xIMSzziRVvp9WtG9OxJ0sUKTx/8PwxYVusmNc85ccfiXmNWRozyUHiRBBGlMPJp1dNNTNYnJDYzvVksr9PrvfzKHVm2H21LqKjIio6ThjsqHlfDGMJ6ezv4ibefckZ7sTExFwcCCGRxkJS6c8Q+G+gdQ6//DRhsB0p3342NU7j0S/YCpFEyombKWodEQbbKXtPIWUTbuLdSKMJrUPCYBdBsAOtukFYGMYCLOsKpDFvTGl6FZ+gPGG4hyg8jIo60fgILKTRiGEsxbTWV8OJxz5Q0VpVUv2CXUTRMbTqQxMghIOUDRjGIkxzJdIYffChdUQUHSMIdqCidrQuVcxJjYVY1noMc8GIfTOl5K7lK/nhvj30lSe+2vH0kUO8vmoNtyxZNuE2YmJiYmIuPIWwzBtdh/HV+CaZKdPhw0tu4sElN1JnTywFwpJGRcwYIfOiHAUorZET0AcsadLiZmlxs1zbvJLXOg/y8LEXeeHM3hEFek8F/KDtNXwV8tnVd9PkZMZ/8HGi0Sg1uE+WadBSd2HTmOpTLkl3cORGpc8zv+TsjJ5pC2HhJt4NCPK5vyAKD8IIal3tj5/Fdm4glf4Uln01QtQ+REdFir7uAvneEmEYYdkmmfokmbokYiLf7JhpRUWKE0c6CIZQT4UQ1DelqW+e+ptkP1prVKTp7c5T6CsRhQrbMck2pEhlE3HUzyWOEALLugzbuZGy9yhaFymXn8F2bqK/+pEQaRAVfwKluojCEwirYYLXjiLwt5DP/Q+ksRDTWotU3RTyf4dffhqlzqB1GZAImcYwFpFIPkgieS9SDp0ionUlrc8r/YBy+RmiqK0iIOgSleeDUS1HncU0V5FMfgQn8Y4Roz8q7UZE0VG84vfwvMdR0amqoWiZSoWS/nYzGLKVZPr/xE28b8jngtYRUXiIUvEhyt5TRFE7WhepiD4mUmaQxnxc9x4SyQ+OKFKsa27lyjnzePro4TG/62+ls1Tim29uZ2PrHBoSydgxKSZmHAjBpEz2wiEmMDExE6UvKLG999i4XtNgp/jE8rfznoXXkDQmXqmhIk6M/F0oq3BcvhHDYUuT65tXsSIzh0eOv8b3j73M6fLwFV8CFfHYyW0kDJtPrrhtygUKQ0ocy6RYHph+IgU41oWdXpuGgSEHf06mlNjmyJXaZgIzWpyoYOMm3oNprqBQ+Brl0mOjekNMFiGSWPa1uIn34ibuQYjslEzqlFK88tQufvKtF9j7xjGKBY9sQ4r1Vy/jfZ94G6suX4xhTI/rbMzEKBXKfOGz3+DY/vZB22zH4oHP3MGDn3nHtPVHKc3zj27jJ996kYO72vCKPvVNaS67fiX3fuIWlq6dhxzihhVz6SBkA7Z9PWXvp0BAUN6C1v7ZNDgpM1jWBsrRUaLwCKXS90ibixCiblLH1aoP338V338B3/sp4GAYcwCJUh1o1U2ousn3HURF7aQyn0XKoQYXEaXitynk/5ZzZU0dpDEHIRJoXUJFp9HRCfzoBGGwiwwRbuJdIwrMgf8yub4vEvhbOJfqJ6qVmaxKhJ7Oo6M8WuWpPD6HfoQG/hZyfV8g8F+p9tHBMFpBOOelF3aSD3YRBjtJ1/1XTHPxkG01JhK8c+UqXmw7TjmaWDim0prnjh7hyUMHuXfNOixj5g9OYmJmDgJ7gmMxDQRRhNY6XhyIqQmnSj2cHkf5UIng3oWbef/i67CEManr0JImxiiv96IAPYwnxXgRQtDiZPn48ltYmGzkb/Y+xilvcKGEfnwV8sO2LWSsBB9ffiuJSQgxo2EZBumEM0ic0BrC6MIKkqFSQ0ZIOLZ1wbwwxsOMFycqXyITy76crPl5gsT78Uo/wvdfQEUdaJ1nctEUslqWKIM05mA71+M4t2BaG5CyZcJVQEZDa82brxzia//9EY4dOH32717R58yJbtrbuvjNL32IRSvmTMnxY2qDBsIgIgwGX4NCCtQ03qC01rz+7B6+/ic/4NSxc+UHTxW7aD/+Cp3tvfz6nzxI6/zYtPBSRgiJYS5HyixKdaLUaZTqOCsECJHBTbwXv/w8WvdSKvwLSnWSTH0U01yFEJkJDW60zlPMfwVQJJIfwk28F2m0AgKtevFKP6JUfBiteygWvoFpraqWbX7rg9TEce/A8x7FMBbiOLdiWhuRRsPZMqdReIhi4ZtV88/TFAtfx3auxTDmDdEvTRjuItf7xwTB64DEMBbhuHdhO9cj5RwQBmiPMDxK4L+M1gVs57ohy7BG0WHyfV8k8F9GiDrcxN3Vc50DmJV2gl0Ui/9C4G/B8x5FyDSZuj8YMlrElJIbFi5mbXMzb7SfGvf73k8+8PnHba+zoaWVdc0t8UQpJmaMCAGOMfHhcrWNJ+UAACAASURBVCkMKYUhSWvmTwqmC60VWher3m8ltPZQukAtoqNNYxGmuWDynZyh7M2dJNRje58EsLlpBfctuhZbTn7KZ48pciIY1jBzIgghsITJ7XM3kjBs/nLPjzle7Bx2/1Lk892jL7Ew0cjd86/AqsF5D0XCsZhbn+F0T37A3yOlyBU95jZMX9T0Wyl4ZTx/sKFoNuHQmJ3eqiYTYcaLE+cjZT228zZs51qiqL1awm4HUXgEFZ2uDLR1vhI+q33OraoZgImQLoIEQqaRsgEpGzGM+RjmsnNl8GQasKZMlOin7AW8+PgOjh8c7KWhNRzceYJXf7YrFidixkypUOa5f3+DU8e7Bm3TWrNn61G2/nwvd91/3QXoXcxMwjBaqhEBnWjto6IOMPv9CAwc9zaSqV+kWPgHtO7DK/4rfvkZHOd2HPftWNaVGOZ8xldSWVVFjl8inf29ASKH1hrTWosQKQr5v62KIg9hO2+rRBychxBgWpdT3/gVDGNB9TxMKk1V2jPNdRjmSnq7f40w2EEY7CMM9g8jTuQp5r9OELwBVMqxprP/GdvZDNjnvDi0xrKvJZF8XzXSZKiBh0ep+G18/xXAJJn+JVLpT1XPtf+ZojGt9ZjWWnq7f5Mw3I1XegQn8W5c944h37lF2TresWwFezo78CZhZrWns4OvbX2NP3jb26l349KiMTFjQSJwJxGmnffL5MrlWJygmnqquvH8F/C85/GD7QThkWraW20Wc+qzv0Vd5rM1aWsmciDfTjTGVKE6K8V9i66j1Z1c5GM/ljSQjCJOREFN0jreii1Nbm5dS29Q5C93/5hcWBp2356gyD8ffpal6RY21g8dlThZ0q7NotZ6th0+OeDvfhhxqifPqgtYrrOzr0iuNNinqjGTvKCiyViZVeIEUB3gJTDNpZjmUlx9H1rnUKoHrfJoXUJTBh1y7kYnqeQL2whhg3CRIo2QGYRII8T0h7gWcx6Hdp8YNvTJLwfs39E2zb2Kmc3keooc3dc+rFGRVyhzcOeJ6e1UzIxEiBScjUiIqgPD/m0CIbKkMp9BGvMpFr5RFYBPUSo+hFf6Iaa5shJllrinIuqK9JhW4qVsJZF8cJDJZuWYdSRSD1AuP0kY7CAIdxP4WzESd72190iZQsr1I5yfxDRXY1mbCINdgE8UDc7RrURNHMDzfgwohGwklfl1bOfGQc+FyvkZ9HtPDEUUtuEVfwAEWNaVJJIPDJEWKBDCxLQ24CTeSZg7UPH+8B7DdW9nKMFHCsG7Vq7m0QP72HHm9KDtYyVQikcP7GNNUzMf2XgFKXvqQl5jYi4WpBQ0JSa+2thVKtFRKjInna5hr2YfWgeU/S305b6CV34BpYcPz5/scS5WQhVxqtQ95sn/hvqFXN+8smZlpC0xtrQONcHqUqMhheAdcy+jrdjNQ4efozxCudHDhTM8dPjn/Kf1zRM2AB2JpGOzYfEcnnh9L+XzoqdL5YB9bWe4ef3SCxKhqLXmyOluOvoKA/5uSMHKeU00Zy+sWedYmHXixFsRQiJEHVLWRhWcLqIwopj3ht2ulaaYG14VjIl5K6EfUiwMf01FkRrxmou5lJAMnAQPHugIUU8y9RFs+1q80iP45WcIw71o3UcQbCEItlMqfR/XfSeJ5IOY1oZRI84sayPSmDvsdsNYjGmtIwx2olWRMNgOg8SJsVGpTtIIGGg0WhWG3C8I3qhUDAFsezO2vRkxysrQcIThbqLoOCAwrQ3VyI6hBydCmNU0mSRa9xL6b6J1OKwvxoJMlvetWcferk78aOKhz4Ug4Otbt9CaSvMLq9Zgxh40MTEjYghJ8yTEiTPFAifzOdZfwulUWkd4/it09fwBQbCH6TS3v5joDYr0BWMbx5lCcnPLWhJm7UTosRliBiOW/pwMAkHCsPng4ut4s/cYL3fuH3ZfpTUvdezn5x17uGvu5ZiytgvRUgquXLGAlro0xzvOeYB4Qcj2w6fIl3wyyekv313yA14/eIK+4sDIiYRjceP6pUMaZc40Zr04MVuRhsQeosxLP0II3AtwUcfMXqRpYI9gdCMNgZuIV0pjqFS2OLu6JIeMBKgMom0sewOmtYYo+jCBvw2//BTl8vOoqB0VnaBY+Ht8/2XSmV/Dce8e0XTSMBdW0zCGRggD01wJWIBPGB4e1khO6xCt+oiiE4ThPqLoOFr1oHQBrT3QZYLgTSrmlpLhQoZD/83qvyws6zKErIcJTiACfwf9g26//Dw9XZ8ecX91tooHaF1AqxzCaBxyX9s0uXvFKh47uJ9XT7RNaujXXsjzFy/9nIRpctvS5dixQWZMzLAYQtCcTGEKOWI5w+HI+T47Trdz86IluOalOewOo2P09P4pQbBziK2yEtWMwfhSBYem0tbFSVc5TzEcW1npejvFFQ1LEDWsz2RJc9QojHIU1tRz4q0IIWhxszyw5AZ29R4nFw4v1uTCEo8cf5WrGpYxN1Ff876smt/M5lWLaOvsGxAJv+3QSbYfOcn1a5Ygp7ny4sFTXfxs24FBf9+weC6bls+f1r5MlEvzLjkDcJM285c0s/3FwRcQgGWbLF07OD86JmY4UhmXOYsa2bd96BJTbsJmyerhV61jLh2U6qmWyASEhZBDT4j7EcLEMJZgJBZV/CjCA3ilR/BKPyGKDhMGb5Lv+zKGsQjTunyEaIEMQoz82JGyASEkWuuq4XFIRayoUPl7L2XvKbzSIwT+G5VKGgSgIyrigD7vZ7T3oqPaNwdptE7Kb6jSVuW4UXSQKDo45tdqooqoMgyCSvTEB9ZuYG9nB73lsQ1Qh+Noby9fev5ZlNa8Y9mKuIJHTMwwCCFoSLg0JhKcLg4dgTUazx8/yoc2XMbc9MzP9641Gk2x9GP8YOuAvwscLGsttrUW01xWMWUeQdweK461adJtzFTyoTdiKsP5LE/Pod6ubQi/JY1Ry+rW2hBzOC6vX8wNLat57OS2Effb3dvGa12HePeCK2veB9OQvOe69Ty/6zDt5xljduaKfP+FN1k5r5nW+ulL58oVPf73s9s42TWw5Go6YfOe69bTmJn5ZpgQixMXjETK5Zq3r+Pln+6k+0xuwDYhBEtWz+W6OzZcoN7FzEbSdQmuvX09bzy/j1xPccA2IQUrNy7i6lvWXqDexcwUKhUlDqF05eElZR2GMbpxU7/nghAZpL0J09qI495RLb/5KmG4B6/0I9LWGmBoT4axRSSYnFs96xcbzhMnVCe53Jfxig+jdQEhktV0kPUYxgKkrEeIJEK6eMUfUC4/PeLRzgkC8mw51YlyflumuRLDWDrm10pj3qjHl0Jw1/KVvHTiON/fvXNS0RMaONjTzf/z3NN0l0r8wuo1ZBy3hmtsMTEXD02JJPMzmQmLE7s7zvBS23Heu3rtJZfaoVQPJe/JSsReFUPOIZP+BKnk+zCNhaOK1jEVCmEZX43NFHlZupWUUdsI7Epax8jXbyn0p8QQ863UWUneMfcyXu7YT09QHHa/UuTzVPsO7pi7AXcKSouuX9zKg7ds4u8efWlAWdFnth9kXkOGT9y1mbqkO6Xfe601PfkSDz29lcdf30t0XhlRyzS4Y9Mqbtm4DHOCJZGnm/hucIGQUnD1LWt578ffxk+/9yqn27oJ/JBkJsGK9fO5/9N3sHB56+gNxcRUkVJy0zsv58ThDp5+ZAud7X2EQUi6Lsmqyxfx4GfeQcuCuIzopY7WRYJgO1QHiqa5FiHGX7lBCBPLvp5k6mP0BfvQupfAfw2ty8MaRmpdBq1GjtzV3nn5qjYDoyZCSqV/xSt+F60LGMYSUulPYbu3IWUdAhuESSWNQxIEu6H87Cjn0b+SEKHV5Hx+zrVl4rh3kUp/ahwvNoapADKQOtflIxuvYMvJExzpnbyhXFuujz998TmO9vXy0cs3MS+dqZl5WkzMxUJjIsn8TJatEyznm/d9vrt7JzcuWkxLcuYb0tWSMDxCGJ4zeBciSTbzy2RSHz9bwjpmbBSjsYkTApjn1uMYta0QY4nRq3UUo/KUGWKejxCCKxqWsjTdytbuw8Pup4EDuXYO5E+zoW5hzfvhWCb33biRw6e7+fEruwiiyrl7QcjDP9+OH0Z84KbLWDa3cUr8HsJIceR0N9955g1++PKuAQKJAK5YNo+P3n41mcTssQqIxYkLSCLl8IFfuY3Nt63j+MEzlL2AusYUy9fNp3le/SWnrsdMnkTK4cOfu5Pr79zIySMd+OWQhuYMKzYsoKElE19Tlzhaa6LwMGXvqepfDBz3bZwvAIyHikfEOqRsJIp6K2kNI9RfV6oTjY9gODFEE6lT1TaMaorHuXQDFZ2mXHoMrXOAIJX5jyRTH2UotaOS/lGi4jUxfMqCYcyp7u9VfCt0NOEKTpVSpQIIUKoXIbMjenBMBCkEl7fO4WOXb+IvX3qBPn9y6R0A3Z7H17e+xtb2k3xy09W8rZobH98vYmIqpCyL9c0tPHnoIOVo/OV8NfDKieP86643+djlV15SZUWj6CRKnStxblsbSCXeHwsTE8CLAgI1upmoLS3q7GTNheaxeE4UQ39a0joAGuwUmxqWsqPn6Ih+MKe9Xnb1Hmdddv6ohp7jRQhBQzrBp++5HjQ8umUP5aByjyh4Pt9+5g1eP3CCO69cxc0blrGopQ7LMDAMiYBxPWe1rizdRJHCDyOOd/Ty1LYDPLl1HwdPdQ6ImDCkYOPSefzmvW9j+ZyGWfU8j8WJC4xlm6zYsJAVG2qv5sVcegghsB2LNVcsZs0VU1PbOWYWo0sUi/+CiiolZU1zLZZ1FUywOgVQKd1M5UEsRBJGePBHwX60ysMw1ZW09gmDvUCAEAlMc9WA7Ur3ElX7LmQDlr2Z4cIwtC4QhW28NS3krZjWZf29IwjeQKkzVcFi/A9yy768eqwyYbgbFbVjmLW/t1uGwb1r1rHj9Gm+v2dXTZzRA6V4qe04h3q6uX3pcu5bs571La2kLGtWDWpiYqYCIQTXzFtAneNwujh+cQKgFIZ8443XmZfO8K6Vqy8Znxel8qizKW8mtrUBY4SqTTHDE6poTBN/R5oka5zSAeAaFuYo4n0p8secelILrmpcxneOPE8Y+cPuE+iI3X0nKIY+pjbxw4n3TwAIgaz+GFJgGJK5jRk+954bacgk+MFLO+nKVVJNlNbsPn6aw+1dfPf5Haxe0MzGpXNZMbeJpmySpGPj2iaWaWBJiZCiamKqUUoTqooQ4fkhBc+nM1dg/4lOth8+xb4TZ+jKlc6KIf2YhuSmdUv5lXuuZ+2iFuQsqNBxPrE4ERMTE3OR028iWSz8E17xXwGNEGkSyfsxzCUDJp/6bOSDHHVSqnWZwH/1rKmkYa5mJCEgDPcSBDuQxvxBbWutCfxthMHOav+yWPbVbz0i/SaXAokYJiJCa0XgbyEMh3KGH4hlb0IaC1HRcXz/VcreEySSD1QjHoYTPqp9eMs5mNZaLHsDgV8ptVr2niCR+vCIXhKVthRjeb/Pp8FN8KmrN3Ogu4ttpycWaj4UpwsFvvXmdp46fJCbFy/lzmUr2Dx/AVnHxRCipkJF//uotCbSmrzvs6+rkxePH6XXi8sex8ws1jS3sLS+fsK+EwCnCnn+xwvPEWnFO1esJnEJRChpfM4J2BamuWhSxsOXMqFWY0qZMKScEvHLNaxRUxNCHdE7ggdErVmUbKLZyXK02DHifvv6TpIPPV5/8xRPbN03oWP1CxOCiihhGhLTkFimgW0aOJZZqe6TTZ0VJ/rxgpC2zl7aOivRDkJAXdKlPp0gm3BJOBaOZWDIylhAa02kFOUgolj2yZXKdOdL5IoeahR9qi7pcvfVq1ncWo/SGqE0QowvSuNCEosTMTExMRcpWvso1U0U7qdUfBiv9KNqBQwDx30nieQHB6UdlL2fEkXHsOxNGHIOQtYjROLsYLIyoQxQqoOy9wzF/NfQuoQQadzEHcP6TVReW6KY/yqGMQ/TWnu25JvWiig8QKHwNaLoOCCwnRsxrRUDXi9FFmnMIYqOolQ3vr8Fw1w+wExNa5/Af4NC/q9R0ciTdiEEprGYROI+CvmvgC5RyP01oHHcO5Cy5ez7UznvyvupolNI2YhhDoxOkrKVRPLDhMF+tO6jkP9bEAaOeydSNp/t57m2elDRKcJwP45z27BlRIfr+8qGRn79uhv4/DM/5Whv7+gvGgfthQLf272Tpw4dZHFdHdcvXMzm+QtYlK2jwXXJOA62NMYdkhooRTHwyfk+feUyHcUCB7q72HG6nd2dHXSVSvSVPUqTWNmKiZkKUpbFnctX8urJE5MKW2/L9fGF555md0cHD6zfyJK6+mmLotAAw4irU4XApJJap6hM7+Kpx0SJtBpTpJxAYEwiInI4HGlhjiIsKa3p8Scu4I2XpGmzNN0yqjjRVuwiF5Q4cLKTJ7fun5K+9EdSjOX+oDX0FDx6CrUX4nsKJf7i+8/xzae3snHpXC5fOo9lcxtprUvPiood8R0iJiYm5iIhitooFr+JEA5aF1BRB2G4j8Dfhtb95ok2rns3mezvIORgg9Qw3EM+9+cIHExrNaa5HGnMRYosCBOtPVTUThjsxPe3AqVKm8n7sJ23jeDXYGAYCwiCrfR0fw7XvauStiFMougkZe9xAv9VQGEYi0mmPooQ2QEtSKMV276OwN8KBBRyf4FSHVjWRoRwiFQnob8dz/sRUXQK07qCMNg14nsmZJJk+hOEwS7K5SeJoqP09fwhtv1vmPZGDNkKwkKrApFqJwoPEAb7SGd/k6T5sYFtCQs3cS9hsJti4Z+IoqPkev8Ir/RDTGsjhtEKCLQqoNQZwvBQpX/CxGrahByHOAGV1bFbFy/lU1dt5k9+/iy5GvhPnI/Smi6vRJdXYmv7Kf5ui2RBNsuy+gYW19UxN52hNZmi3nXJ2A6OYWBKiULjR9HZn5zv010q0Vkq0u2V6CgWacv10dbXR1epyNRbp80u9DTka2s9+nFmyyrbdGFKyU0LF7Mwk+Vo3+TEwM5Sia9tfY2njxzi3avWcMeyFaxqbMI6b1V69Mi14T8/Xd2e8326SkU6ikU6SgVOF4porXnnylXMm6ayplJmkSKJ0r2gI7TKodHV0PWYqaASjVb7O6spDRw5sl9KpBWd5fyI+9QSV9osSIz+7CxFPqe8yZtIj4TSGhVNj9/GSERKc7o3z+nePNsPn+JbbKUpm+Jdm9fyW/fdcqG7NyqxOBETExNzkRCFB8j3fZnK0DSk4rfQj4NhLiSRvJ9k8v9AyKYhB79CJBE4aN1D4L9M4L9MZbWrP80hoj9EFyRSziWRvI9k+j8gZf0IvdO4yQ+gVCde8XsU8n9brRIiqyU4fUBimKtIZ34Dy75yUOivEDbJ1EcIg92Uy08TRUfJ9325aqxmoHUZrfNIWU8q9Qls5230dv/a2bKpw2EYc8nU/SEy34znPY5WXfj+8/j+C1Qek/It76fDcOkrUqZIZT6HkI2Uit9CRSfwy8/il5877z08vy0D01oPEzTOlELwvtXr6PE8vrLlFfrKtRUozifUiiO9PWerhJhS4pomtlHJlZVCIoVAV3Nl+9M1QhVRrgoV02WUNpPoNzELlTr7E53371ApQj3w91IYUPB98v0/gU/Br/zkAp+dZ85M2GnklZNt/NefPUHGdkjbNinLJmVbZ/+dtm0SplUxbRMCU8oBP4aUmGLg77VO+ZmJCCFYWt/AnctX8o/bXidQk5v8Ka3Z29XJ4Vdf4js7d7C0vp4r5sxjdVMTCzNZUpaNKeVZA0JdfY2qhnuHSlEMAvrKZXrLHj1VIbG7VKKjVKSzWKIQ+JSjkHIYUQ5DSmHIgkyGa+YvmDZxwjAWIo0mVNiLJiCIDoEOQNS+rOPFTqWUpxxVeIi0GpNx5kTI2iNX9wp1xMnS1IoA52NJgyZn9GtZoTlR6p6GHs08NNDRV+DQqa5R950JxOJETExMzEWDAvpDBC2EyGIYrZjmSiznGhznDgxz2YjVKBz3DqDi2RCFh4midrTuq5QBRSGEg5CtmMYSTPsKHPdObPvqsykaI/VNCJdM9vexrCvwSj8kDN5EqR6EsDCMpVj2tSSSD2LZm4btozQWk6n/AmbxIXzvKcLwIEp1A2blXK3rcBP34ibuQqk8hrEQNQbvCdNaSbbuj3Hcuyh7TxAE24mitoqBJyFCuEjZjGEuxbI3YdvXDtuWYbSSznwOx7kJz/sxgf8aUXgEpfqqbSWQsqXSlnUZtnvr2aoh40UIQcq2+eSmqykFAV/Z8uqUDUrfSqgUeX94E7JLAaU1naUiXaUSpSCgGAaUgoBSGFAKwrO/F4Pg7PZicO6n9Nbfq/tMpYhztLd31DQgASQsi4RpkbQsEpZFcsC/TRKWTdIySZrW2X0Tlln9v0XCNCv7V3+fm0qTsmf3hDRhWTywfiNPHznE/u7aDPT9KKpEEuX6+Pmxo0Dl/U/bNknLrpjkCUGkFWGk8FVFaPDCcEIC1XQLhJa5HMtcRhgeAhR+sJMgPIJtrRr1tTEDMYWBMQZxItQhnpqae3ODnUYghk0viZTilDd9IoAhJHVWEolAjfCN0FpzxusD4ioxM51YnIiJiYmZxdjO9TQ2fxPNWyekEoGFkCmkrEeI7JhKZJrmEozUJ9HJ+9GqF6WLoH10v6EZBggXKTNI2QTYY14x1bqMEEkSyQdw3DtQqhN0udJXmUbKVoRIjdieEALTXEg68+tEyQ+hVWU1TiARIomUTVWfDAMpLeoa/hyl8xjG/FH7J2QSx70b27m5UvZU56vnrhGYFe8Nma2WOB15kiWEiWVvxrIvR0Wd1ZBmH42qtpU8r63JlxV0DINPbroaBfzz9q1TGkERc45i4PPVLa/y2MH950U+RIRKEZwXCTHbIkY0nBVMOkuj7y+opBn1R1NYZ/9tnI2w+d0bbubO5SunuutTzvKGBh5YfxlffvE5ytHUCIEayPkVb5bZjpRJkol3Uy6/gtJ9BMF+CsV/w8x8Ki4nOk4cw8QYg5loOQrJBR5a65pHNDXa6WotiaFRVESAfOiRNof3oKoVQghsw8SUxohVQjTQ4xeoj8WJGU8sTsTETIKLO4g1ZjYgZT3S3lTTNoWQCFEHsm6YehgTpd+IzcAwWqseDBNDCAfTHLlcrhAm5jhX54QQCJFGyvSE+3Z+W+BimAswWDDp9kY7Vr3r8tlrriNpWXx1yyv0xgLFlKO0pr2QP5vqcqlyftrKUFhSkrtIrkdDSO5ds47X20/y6IF9s054mn4ESfdOPPdpCqVHgIB84R8xjRZSqQeRI5goxwwkbbo40qQ0QtlMqAgEPX6BUCusMSxKjIdGO115to1w3Xf7Bc54faTT0/PZWkKOQbTR5EKPkZJPY2YGsThRY7yiT2d7LyqaXC6iNCStCxqw7Kn/iMpeQFd7L2EwcAXAdi2a5tRhWoNvbFprtNLke0t0d+Q4vOckxw6c5nRbF/neIuVSgNYayzZJ1yVpbM2ycFkLi1fPpWV+Pdn6FLY7+dXC8aK1xvcCervynDjcwYGdbZw80kH3mRxe0QcBbsKmvjnD3MVNrFi/gAXLWqhvSmO71iAFWhrjK/83EYp5j67TfejRageNgmEZtC5owDRnZm31SrlLTSlfJt9Xout0H0f3neJ0WzddZ/rIdRcpewFhEGIYBk7CwnEtkpkEzfPqaJ5bT+uCBprm1JHKuiRSLrYzPWXatNaUvYBcd4HO9j4O7T7BqaOddJzqoZDz8L0AIQSOa5FtTNEyv4HFq+aweOVc6pvTpLMJjBn6ucTMHoQQJC2LX7r8SpoSCb6y5RWO9PRM2JsgJiZmMEIImpNJPrf5etr6+mpayvdiRcpG6rK/QaR68MrPE6kzdPd9CT/YTTr1AKaxFCnTNYkiu5hJmwkcw4Jg9H1Pe72UowBL1nZsMSdRN+rCXJef51Sph6WplunxohGj26tqoBT6rF88h/ffuHHq+zQDWTW/+UJ3YUzE4kSN2bvtKF/+7YfI9Uyuxm+2McX//Q+/wqIVE8tDHg9H953iz373m7QfG5g/uXTNPH7rTz/MwuUDVze11nSfybHl2T289OSb7N5ymL6eIipSlR+tB8R7CSmQUiANieNaLF45l6tuWcM1b1/HivXzMa3puQzDIGL/jmO89MSbvPr0btoOnSEIQlSk0UqdFYGFACElUgosx2Te4mY237aOzbetY/XliwcIRtKQ2M7U9v+NF/bz//7BwxRzkys31LqggT/+xqdonjfzdOMoUpw83MHO1w6x87VD7H79CKdPdBMGETrSKKWq4sW51whR+Y8Q1eureo3VN6VZsmYeS9fMY/m6BazYsIC5i5swjNqX1dJaUyqU2fnaIba/eICtz++j7dAZ/HJQ+S6oiuDC+deWqPTTMCSpugTrrlrKlTetZtNNq5m3uAk5Bf2MubRIWhYfXLeRuakMf/XKi2xtPxmv7sbE1BAhBGuamvmdG27iD3/2JIcv8ciZ0RBCYpmraaz/I3p6v0TRexSlusgV/pli6Se4znX/P3vvHSXXdd95fu4LlWPnRgc0gEbOBEgE5iDSlEQqWBpZtmWPLdnyOs3Y3pkzM7vjnTk7Z2bWXof1eGzPjC0HWYEOEkWapCgGiQQjckYDaHTOobq7cr167939oxqNbnZVB3Q10A3U5xwcsuu9evdW1X3hfu/v9/3hcOxCU+tRlGDO22jKQHhxqFotmlpb/A+xAgjoLlzqwgScvtQ4acvApxc3eqHaFURXNMw5ojcmjCQdiWHuLd+AVuTIjXxYtoW1gHucIU0e2rGe+7c1LXufViLKKjEtLokTRca2bFKJDKnE0sIXdae25JXyhWLbknTCmNXnwe5RIoPRKXFCSkk6keHYWy28/I13uXKme0GfU9oSy5ZYpk02Y+Ymn6c7eeM7x3jg43v4xE8dprI2tGyTMtuyGege5ZVvfcB7r56lv2t0zu9WSpCWjW3lBI22fMSaIwAAIABJREFUi720t/Tx1gsneeDju3nqCwdZs7ZiMmoCvP7lDVuzTItUfOljKp00bkmJuoUipcTImHRdHeBHL5zk1JHL9HWMkEkvYEmAyYhCKXOVAaYF/QwkIwx0R/jw9Qu4fU5qGsrZsL2On/y1J6lpzF+h4mb6nk4anHnvKq9/5xgXj7czPhKbK8pxqs9SSmzbwsxaZNJZ3n3lLEffvMjaTTXc/9QuHvnUPVSuCS+LmFLi7kAIgSYEDzaupSEY5C9Pn+SV1iuMpVN3RRSFsjqev0qschQhOFjXwG8/9Ci/894RLo+O3BXn182QSr9DxjhBNnuZrNnGjRUsE8seIJH6HonUCznfIOEB4cj5G90EAf8vEfD9XNH6vpIod/rxLtDHoTcVITlP+sfN4NWcVLoCdCVGCu5jI7k40UPCzBB0eIreh+lIKUlaBtk5/CauY0kbTVXQSs9XK5qSOFGiINHxJJHh6NSENhpJ8OLfHOHlb76/oInYXNiWTX/nKN/72ltcO9/Nl37zaTbvWVv08C/btjl/rI3n/vvrnP2wFdO4OfMqaUsGuiO88FdHuHq2h5/+jafYck8TQgh8weW98N6pjAxM8KPvneTV5z5gsCcyK62oGKTiGdov9WFmLawlplpNp79rlJe/8R4/fP4EYyOxJQuJ2YxJ67keuq4Ocu7DVj798w+z94FNtyyqqMSdiaoorA+F+VeHHuCemlr+9twZzg0PFvQFWO2EXW62V1ayv3Z5/T1KlLiOrqo82NiEW9P5/Q/e5eRA34JWcO82YvGvkUq/iSRLrqpUPiRSJrBkYklt2fbclWhWMwHdTWiBk/1IJs5QeoJGb3FD+V2qgxpXaE5xAuDCeDdjRnzZxQlT2owbiTkrdVxHKTnFrQpKT74lCmJmLfq7RsgaJsl4mm/+0Q949bkPMRa4sr0QjIzJySNXSCUMvvrbn2bjrkaUIi17mVmLk0da+Np/fYmuqwNFiRowMiZn3r/K+GiMn/vXn2DP/Zvwh71F6O3dg2laXDnTxXP//XVOv3e1qOMpH4oiuOfBzVTWhpYsflmmzZUznfztH77KmfevYpnFneQZ6Swn37lC97VhPvfVR3ns0/tK4leJJSGEIOhy8ekt29hdU8vLVy/z3cuX6I1FMZap0sCtwqGq+HQH9cEgDzc2cd+aejaXV1DuKZ0zJW4dmqJwX109//XxJ/nLMyd5+erdE6W0UKRMI7kzDFFvJ4pQqHeXL7CcqEVLtI/95RuK2gev6mStt4Kjo61z7jeciXJ6rJO1y+w7kbay9KYWVrrUoZSmvauB0q9UZDx+Nxu21zE2HCOTzpJJZzFSxqSR3+p7EOzvGCE6luDlb7zPG985vmwTycunO/nmH/2AX/m/P0flmqVPIqWUXDzRzl//7st0Xe1fUpRHPrquDvDXv/cKLq8Tf9Bd3IN/hEDIy4btdUxEEhjp3FjKpHJjyzJX15iyLJtTRy7z9d//Ptcu9GDfgtSlQJmP/Q9vWbIBq5SSC8fb+Iv/8iKt57qXr+8ShvvG+Ns/fJVkPMOzP/sAnlvkeF3izkURgvWhML9wz34eaVrH9y638FZnOx0T46sqkkIVClVeL+vDYXZUVnOwvoEt5RUEXS5c6q0xwC1R4qMoQrAuFOa3Dj7A/jV1fOv8Wc4ODpAy5w81L1FiMazzVS5InLClTUu0D1vKonoNOFWdtd5KNKFiysLPoIZt8c5wC0/W7sKjOYvW/kdJWhnaYoML2te5QL+OEreXkjhRZJo21/Av/5+fIJ00SKcMMpP/0qks6USuCkEimiIeTdF+qY8Lx9uKvvpaTDqvDHDkpTO8/I13ZxkyCkXg9jipbihjw7Y6apsqCJXlqloYmSzxiRQD3aO0nuuhr3OEZCxdMHrBtiUn3m7hje8c43NffWxJVUqklPR1jPCNP3yV9pa5hQmnW6eiNsyWPY00bKwmWOZD11SMTJaJSILe9mGuXexlsDtCKpmZCt+XEtpb+vir332Z4DJHTmze28hv/b8/SSqZmRxP2amxlfrImGo9103L6a4lV4tZDizT4tQ7V/if/+l79LQNFS6SPYlQctUtHC6dcIWfsqoAvqAHh1PDsmzSCYPYRILRgQkS0TRZw8wZUX5ENGjaVMP2+9YvadJi25LWc9187b+8yJUzXYX7LAQuj4PK2hDrt9dRv76KUIUfp0vHtmyS8TTD/eN0XO6no6Wf2HiSrJH/4TU2luAf/sebqKrCJ750Px7v8t3clw8Vh/NhguE/BkDTt1C67dw+hBC4NJ2dVTVsKa/kx7du593uTn7Q1srVyChxw1hRQoWmKDgUFZem0RAMsrOqmp1VNawPh1kfKiPkcq0ag68Sdz7Xy/k+u3EL+2vqeLeni++2XODSyDBxw7jt6R6qEDhUFb/TiXaLjVl8vp/B5XrslrTlcu67Je3cLjb6a9EVFWMejwUJtMcHGclEqXIFi9a+IgSN3gqCDjejmfgc7UsujHdzaqydwxWbl0047kmO0pkYnnc/gSCol6LqVgOlp8Qi43DqVNeXzXr9eqUB27KxLBvbtHj75TNcPd9NKr5yQ93aLvXR1zFCPJqa8brH52TnwWYe/dQ+Nu9pxBdw43DpqJqKooicCaZlY2SyJGJpLh5v57W/P8r5o20YmfzRF5Zp86MXT3H4x3axdmPNTfc5lcjwyrfe5+KJ9oJiiKIIGpqreeLH7+XgEzsIVfhwuh2oWq40qLQlpmlhpE0SsRQXjrfz1gsnOfthK+nEpMGQhCunO5e9BKTT5aC6YZ4xZeY8FX7wdx9y7WIvmdTKmWBcp/V8L3/z+6/QO48wIRRBdV0ZG3fWs/NgM5t3NxKq9ONwaChqroqKlDk/Ecu0yaQNRvrH6bg8QMupDnrbh+nvHCU2nkACB57Yjttz8xN7KWUukuH/e5Wr57oL7ud0O9i2bx0PPbOHXQea8Yc8OF06qq7e6LNlkzVMMilj0rTzPO++eo7etqG8kRiJaIrv/PmPqKgN8sgz9yBWmdOfEAqavgFNL25YaYmlo6sqW8or2BAO88ymLZwfGuTtrg4uDA3RFZ0gkkre8smUQ1UJOl2Uud1Ueb2sDYbYXF7Btsoq1vj8+BwO3JqOMlmlp0SJlYgQgjV+P5/ZspWHGtdyZnCAN9vbOD88SE8sSiyTuSUpHwLwO52Uuz1Ueb00BoJsrahiR1UV60LhW9CDG3hcTzDvikTRuLPNDiucAapdIdri80cLjGZiXIn2F1WcAGj0VlDm8M0pTgBEjAQv955iW7CBsKP4C3m2tHlv+PKCjD+FyBmKllj5lMSJW4QQAiFAUVQ0XQV0XG59xT9gmVmLeHamMFHTWM7nfvFRHvrkHvyh/BcboebKJeoODa/fTdWzYXbet4Hvfu0tXvr6u6RT+S8kA12jvP/qORo2VKEoi7/B5NI5OnjjO8cKptGomsq+hzbzpd96mnVb1uStiiBUgUNVcDh1fEE3VXVh9j20mdf+/ijf/dpbRAajQG5F3S6w8r3czB5T4HDpzF/t+dYipSQ6luDv/+wNWs/3FI5kERAq9/PwM3t56JN7aN5Rj8O5sBC82sYKdh5o5hM/dZjRwSjtLX2cP9ZGR0sf9zy0ZUn9ty2bl7/5Hsd/eKmg2FVWHeDZn32QJz9/H6EKf97zevpv5fY6CVX42bSrgUNP7uT5r73Nu98/g5GZPZbGR2L83Z+8QWNzNeu31a34a0aJ1YMQAoeqUe31Ub3Ox2NN6xlKJmiNjHJtLELLyAhXI6N0R8enVn4te7JCjsyVyc13RohpxxcIlOsldBEok6V/3Zo2OWnyUR8IUOcPUOvzU+X1UuPzU+vz49FXfgiuS9P5ie07OVTfcLu7sqJREOytXXO7u3HLEEKgC5Uan58an5/H122gOzrB1cgol0dHuDA0SPv4GIOJOIZlYUs59S9XfXrmuTXznJo8n6afU0Lg1jXW+APU+wPUB4LU+QPU+HzU+vzUBwIEnLcv0kiI0nSjWPh0J5sCtQsSJ8aNJBcmujlQsRFdKd5CWrUryDpfFa2xQfLfBXJIJO8MX2b/4AU+Vb8fRRRPOJJS0h4f5t3hy/OmuEDuGlRdZJGmxPJQulqUWBS1a8v5yr97lnsf3bbo1Iuy6gA//guPEhtP8uZ3j+cVD4x0lgvH25gYPUi4cvEKZyZl8Nrff8hEJL/bsxCC3Yea+fl/8wyNG6sXPNETQhAs8/GJn74fb8DNX/3OS0THluYofbdgZi3eevEUJ49cLljVQgjB+q1r+Ge//AT7H9mC2+u8qUm4oipUrglRURtk16FmUokM/tDNh/FJKTl/tI0ffe/knMLEP//fP8EDH9+Ne5GpF4qqsHFnAz//bz+J2+fk9X88ltfXpat1kOe/9ja/+Nufxl8yyCyxTAghckKF18fBugaS2SzJbJZ41mAgHqc/HmMgHmMsnWIinSFuGBiWSda2kUg0oaAqCrqioCkqbl3D53DgdzjxORwEnC7K3W4qPV6CLhcOVcWh5tI2XKqGpig3dd5LKTHsFClrnLQVx5QGtswJfYpQ0YQDXXHjUn24FD+qUjzRw6GqHKxr4J7acpLWBJkZ7QsUoUxr349L9aGKlS+6lCgumqKwLhSmKRji4bVNJAyDVNZkPJOma2KcoUSc0VSK0VSSWMYgY5kYloVp2yiT6RjX/znV3HlV7nZT5vZQ7nZT7vYQcrlw6TouVcOlaTg1taiTwRIrA4/qZFuwjtf6z87vO4HkVKSD8YYEla5A0fqgCoU94SZ+NHhx3vSSlGXw7Y73aPRWsCfchFqkMRk303y35+i8VUOuowqFtUWuXFJieSiJEyUWTKDMy0/++lPc99i2mypxKIQgXOnnc199lJZTnXRdHci7X+flAYb7xwhV+Bb1oCqlpOVUJxeOtRecBNc0lvOTv/4kjc0LFyam4/Y6efRT99DTNsSLf/MO2Twr3SVmMtgd4ZVvvkcqkT99SQhB8856fvk//jibdjWgFKH+tBACl9uBy+246WNIKYlPpHj1uQ8Z7svvBO3xufjMlx/h4Wf3LjjKY1ZfFUFFTYgv/urHiI0lOPLymVn72JbNOy+f4f6nd3Hg8e2l6IkSy46qKPidTvxOJ9XAhvDs1LLbiUSClCTMMdoTx+hKnCFi9BA3R8hYCSxpAAJVaDgUD241iF+vIKTXsi34BDXuzUuauF1vP26O0hY/RnfyDGNGL/HsKBl7evt6rn0tgF+rJOxYw/bgx6h2NSPmab819gHdidNzrkxeR1fc7Aw9Schx50cnSCkxZYauxBn6UpcQQtDo2UOdZzvqCl+hF0LgVDWcbg3cUEeA7ZVVt7tbJVYRmqKy0V9LucPHUCY67/4Xoz30piJFFScAdoUaCehuRjKxefdtTwzxB5de4l9ve5YdoYalXXulxJI2L/ed4qXek5gLiJoACDt8RU9vKbE8rOyreIkVg6IqHPrYDh54etdNCRPTqW2s4OAT2wuKE6NDUUb6J9i4o4HFZCgY6Swn3m4hMpz/Yq07NB5+Zi+b96xdUu6+y+Pk6S8e4vS7V2i72HfTx7kbkFLy3qtn6b42VHCfmsYyfuY3n2bT7oabSuVZTq5d6OHYjy4WTEXZ99Bmnvjs/psWJqZTVh3kUz//MNcu9tLXMXslIJ0y+MHfHWXv/ZtwLkF0KVHiTsCWFj3Js3w48hyD6atk7HyRbBJTGpiWQdIaZ9ToRBE6jd69S05+s6VJZ+I0R0efYyh9DcNOFmg/g2llSFpjjGY66U7qrPPey0Jubn3JC5wce35B4oRbDbLOt++uECcAWmPv88PBPyNlRREIrjje4dHqr7LOt/92d61EiWVnnbeKWnd4QeJE2sry4Ugru8Nri5r2W+0KsTfcxGsD5xa0/5VYP79z8QV+bsMjHCjfiFdbfISslJLxbJJX+k7xjfZ3SJgL9+zbFKjFry9vdb0SxWFlzQRKrFjClX6e+sJBXEswFryOqinsf6RwaUfbsunvHMFcZJnMiUiC0+9eLRg1UbkmxMPP7J3yZ1gK1fVl3P9ju5d8nDud2HiSD16/ULAijcOp8cmffoBdh5pXnDBhmTbvv3ae+EQq73Z/yMOTXzhAoMxXlPYURbB5dyOHntxZMGXq8ulOWk53FkwxKVHibkBKSW/yPG8O/CldydMFhIn8BLRKQo7aeaMW5mu/K3GaNwf+hJ7kuQLCRH6Ceg0Bx2Ii90pRUvm4HH2bpDWOxMbGYszooS1+FHuBq6glSqxmwg4v20P1aAu8jr0/coVoNv+zzM3i110crNiEaxHlOa/E+vnP57/LH11+hXPj3Ri2OWnuLvM+10zfZlgmZ8Y6+YNL/8SfXPkBwwsQZq6jINgZasSvFbcs+/T+rZZ/q4FS5ESJBbHvoS00NFcX5Vi59I4AtY3ldF4pHD2x2HKYfR3DdLcWNgja+8BmquqK41Ct6Sq7DzXzQpm3oL/F3Y6UkvPH2ujtKFziadPuRh74+K4llY5dLiLDUc6+31pw+/Z717NxZwNKEStoaLrKg5/Yw5GXTjPUOzuVZHw0xrEfXmLrPU1FidYoUWI1krTGOD76j0SMmdVzNOHEp1fg1cK41QAKKqY0SFtRMlaCjJ2kxr2ZgL60MPqEGeH46D8ynu2f1b5fr8CrleFSAygomDJD2opNtp+g1r0Vv7awvOdq9yY2+R8kZUUx7ASmNLCkiS1NkuY4WZme/yB3KElrfMbfEpuMncCWVsln4S4jN+lKISfPByHcKMqdvUIuhOBQxSb+qffkgkSH3mSEE6NtPFpdvLRQRSjsCa+lyVtJS3ThUcQxM82LvSd4b+QKWwNr2Fe2ni3BOoK6B4eiTXlSWNLGsE0mskkuR/s4NnqNSxO9jGZi2Ius/FLhCrAj1IBa5EWwt8638eaZws+JK41NdZX89KP33O5uzMvKmxGUWHE43Q723L8Rr794iqM34KaqrqygOBEbS+QtrTgXV850kS1QOcPh1Nh5YMOSSkpORwhBdUMZTZtrOTPHBPZuxsxatJzsIDaWf1XR6XZw8IkdVNWtrFz261w+3UVkaCLvNpfHwa6DzQSLFDUxnfr1lWze3ZhXnLAtycXj7YyPxFbs91aixHKSi5q4SE/q/Ix0B48aYm/4WbYEHyGo16CIGxFytrRJWROMG32oigOnevPnrZQ2Xckz9KVbmF4a0auVcU/4U2wOPExAr54xQbalRcqaYMzow6G4cagLM7XdHHiQzYEHc5UbpMSwk2SsBIad4L2Rv6U19j6SuzNSwKOGZvwtUHCrQVSxvKW9S6xEsiRS3yWVegMAr+ezeD2fvM19Wn42+GtY76vi9FjnvPtOZJO8M3yZAxXNeIsYPVDvKeeByi1ciw+StRce7WxJm6H0BEPpCd4auoQqFMIOLyHdg3MyEsOwTcaNJGNGfMG+EvkQwEZfDdsC9UWvZnelZ5gXPrhY1GMuJw9uX1cSJ0rcGVTWhmjcWFNUEz5dV/H4CwsFRia7qPAjKSVXz/dgF3hPRW2INU0VS/Ka+CjBMh/1G6o480HrrSvfvYqIjSW4cra74O8YqvCx7+GllflcLizL5urZLhLR/CuTvqCHbfvXLUvbTpeDnQc35DXGBGhv6WOkf4LKNeGSMWaJu46sTNOXujgjlUIVGnvCz7Cv/LM48qyYKkLBq4XxakuPnMvaufaz9o3VSlXo7Cv7NHvDn0JXZj/4K0LFq5Xh1W5OUBSInMmv6sM1Kay4PzI5v9vYEniY/tQlktYEAoVK1zo2+e9fUrpOidWJlBaZzHGS6VcAcDh23eYe3RoCmpvDlVs4O95V8Nl3Oh+MXKEzcYCtgeKVJBdC8HjNTt4YOE97orC32HxY0mYkE1uQueZicasOHq3ZjlsreXWtFkriRIl5KasKUFNf3FVaVVfnrKRgZq1FTfgzKYOhnkjB95RXB6msLe7DnKar1K6twOHU85Z/vNuJR9Nzptk076invGZlOicnY2n6OoaxCqQWhSv81DUtT0kqVVNobK7B43ORjM8WR9JJg66rA2y5Z21JnChx15G10wxn2me8FtCrWe87gC6Km0+cD8NOMZLumPFaSK9lnfdeNFGcyLwS87PBfwiH6qU/dQkVjXX++6h0Lo9gXGKlI7Hl3Zdeqysq+8vWU+sK05uKzLv/SCbGkaEWNgfWoBYxgqDeU8bH6/byv1rfmLes6O1ge6iBQxWbbnc3SiyCkjhRYk6EIqioDeEpYkoHgCIEqlo4/HKxpi0jAxN5J3IAiJyhpz+8sFDahSKEoGpNGKerJE58FCklkeEo4yOFVfCNOxtwFjBFvd3ExpMM9Y4X3F6/oQrduTyXTyEEwXIfFTVBulrzj+mOKwM549fSImFRsKXkH1vP8WrXVR6tX8/nm3fhmOP6VOL2Ycks8ezMajZerWzS5HL5xTpTGsTMme379AoC+s2Vpy6xeIQQ6MLJet+9rPfde7u7U+K2I5F2/HZ34pYjhKDZX82OUAP9qbE5fRgUBCGHl4SZxpb2lK9DMXAoGk/W7ubDkauciLStqEDikMPLZxrupcxZ/BTcEstHSZwoMSeqplBRE1zxD13jo3HSqfwCgaqqlFUFlqUaRLjSXzImLMBQ71hB3xBVVVjTVLEijTABkvE0Y3MIK9X1ZctaXcQXcBOs8EGByJP+zpGC5U1LLJ541uCbV85weriP7vgETzVuosLtXdQxpMw5IAhY8dfL1YyU9qzqHLrixqkUV3wuhC0tjI+071A8edNJSpQocSuw78rICQCnovNQ1VbeG75MzMy/mFHh9HOgYiNP1uxiZ6gRrci+LEIIalxBPtd4kM7EyKKqaCwnmlB4pGobhys2o5TuyauKlTkzKLFiUBWFYPnKVxzjE6mCZpiaphCq8C/LhMEf8halNOmdSGQwv5kkgDfoJhj2rchJnJSSdMogPl64PGBO7Fq+vrt9TnyBwpOtseEYlmWXxl6RUIXAqWooQuDVHGiLFJ6SZpavXzpJR2yMf3/v43j0kmC5XEgktpxpvKYK7RZ6Ddzu9kuUKDETibxLxQkhBHvL1rE91MAHI1enXncoGtWuIA9VbeWR6m00+2vxasuXdiaE4FDlJv5Z8hB/ce1N0tbtjSYWCPaEm/hi0/14lvFzr1Q0VcHrdOB0aIS8LhoqQqyrKWPvhjW3u2sLoiROlJgToQg8vuXP410qqXgas4A4oahKUSuNTMftdaJqpYfSfExECodZenwuXN6Va06UThqkU0bB7b6gu6jmqh/F4dRxz/H9pJMZ0onMik2LWW14NJ1f2H4vm0MVPFy/Hp++uIeZsXSKVzovk8gaS3IVL7Ew5G0MHJZ52195ImuJEncLUprYcv5ymncqId3DEzU7ORVpx5KSDf5qDlds4onanTR4ynEq+i1ZCHIpOp+s20dXYoTv950mKxdevaOYCGCdr5KvND9Oo3d5vMGus7Y6zCM71y/LsSVg2xLTsklnTZIZg2gizVg8RTo7t7dHU1WYLz2+j831lVQFfTh0FV1V0dTVMV8piRMl5kQIsWJD76eTNcyC5oVCCJyu5ZkIO1zasob3r2ZSycKTe6dLX7npMJJ5PURcbkfRS1JNR9PVOc87y7LJlHxOioYQgscbmnm8oXnR75VSMpiMcXl8mHrv4gxepZRYMkvSuhFlpAgVjxqaUYryo9jSJm1FMeXMMeBW/XmrRUxvLyvTpK2ccCgATThxa4F5+5ixE8TNUUYzXYwZvSTNMQw7hSUNFKHjVLz4tDLCjjoqXevxaeW5VAchFnWu5NJjJLY0sbGw5Y1/ljQYyXTMilwwbYNodnjeY2vCgVsNzPmgnmvfzrU5o30TUxqMZjqRHxGgTDu9oPZ14cA1T/srFSklpswQNyMMpVsZyXQQy47kqpYIcCo+/HolVc71VLrW41FDqGJpkyLDSpKxkwsSowS5aiZzjf+bRUqJjUXaijNm9DCYvsqEMUDKmsCSJqrQ8WphypwN1Lg2EdCrcSqeuySaRk6lGN6ucS1lEm7TRHgloCkq+8s28Gz9fhq9FRws30idpwxNubWRlUIIyp0+vrzhMSSSV/vO3HKBQiDY6K/hlzc9ye7w2qJ6a+Tj0V3NPLBteYx4c+KEjWVLMlmTtJEllsowFk/ROTTGmbZ+LnQNEoklyGRnfs/D0QTtAxHu29RA2OdedfeclT/rLHF7EayKyADTtHIGgXkQIlcdZDlQVZVVds7fMrKZwsquqqkrdlxJJNl5VGlNV5d9sVTV5jaMNefpY4lbx5mRAVLmzf0eQ5k2/qn3P2PL3PuDeg3P1P07fHrhFZ+kGeGNwT+hP9Uy4/WHqr7MtuDjBd9nY3Jx4g0+GPkmAAKFzYGHeaT6F2btK6XEsJMMplvpS12kK3GaUaML085gyiy2tJDYMOm0oaCgCBVV6LhUP/WenWwOPEyDZ+eCJ4xSSpLWGG3xYyTNcZLW+Iz/pq0YpszM8pzoTp7lmx3/Yt7jN3r28rHaX0cvUFVDSkncHKUjcXxm+5P/n7JimNIgK2fmdnckTiyo/XXee3mi9tdQV9mjly0tBtOtXI29w7XYh8TNUUxpYEtzcgzkRoAqNDTFSVCvYZP/QZr9hylz1N/0g/Gl6I84FvkHTLuA2fU0nKqPByt/jmb/oZtqqxASSdwcoSNxgpbojxhJd0yKclns6eNfqGhTY38XWwOPUufZfkd7kVjWCEb2IrY9gaJW4NR3oCj+vPuaZi+2LJwquRRMsxMpM8ty7NVCjTvIL296EoeioSu39/pS6w7x5Q2PoQiF1/vPkrQKL1QVE1UobA/W84sbn2BveN2yCxMADk3FMcez2nIgpeTQlrV86uB2+iJR3jjdyuunrtI5fMPnbSKR5rm3zzAwFuNXPnmY+oqV7x04ndV1hyxRogBSzl15dLlOSaEISupEfmy7cHi7ECvbNHC+vq1GM0pbSmJGhuNDPZwa7mMoFSdjFl7V+PykTDzGAAAgAElEQVTGnRyuXTvDSEpKSda26YqN8cFAN9cmRollM3g1B+uDZRyuWUtjIIRTzX9rsWyb77Zd4EhvB0+t3cTHmzaTMrNcHhvmnb5OuuO5CillTjdby6o4UNNAtcdf/GNIm9e7Wnm54/KsPm4MlfMLO+4r+BmklIxn0pwZ6actGqF9IsJ7/Z0ADCTj/Jt3X0H/yIpV0Oni13cfnmWyKYTAqbhRUIiao7njA2NGX0FxQkpJzBxlIHWF+OR7rtOXvDSnOGHaWYbSrVPvU4WOT8tfJro9cZxz46/Ql7xEwpqvTJ2cijIwpUHGTjAxMUB7/Dg7Q0+xr+wzuNWFPRyNpDt4tf/3591vOpY0Zn0X+UhbUearUT2UbuXV/j9YVPvmAttPWSvDKG6hSClJ23EuTrzOmbGXiBjdhffFxpQGpmWQtmIMp9tojb/PfeWfp8m7H11ZfN531k6RyI7OEoPyYdoGpl3cCaplZ+lNXeTo6N/RkzyHWXACnIv0MaSJYae4OPE6nYmTbPE/zD1ln74jK7lY1ijj0d8hkXwBW0ZRlHICvl8g4PsKSh5z2onYfyOdObYsfZGkseyR+Xe8g1GEgldbGSnYQgjqPGX86qanaPJW8lznewyno3NWE1lSe4BPc/N4zQ5+Yu1h1vmq7rjzbTpCCHRNRddUAh4XzbUVPLFnI19/8wSvnboyFUWRMrK8duoKtm3zG595iJpwYNVMV0riRIk7Ak1TChoUSiiY8rFkVuMs9RahzxGtYls29nL9JktEMH8qk2la1xfMlg1rDuFACAVNX/jlW0pJ6/gof3z2Pd7r7yRhZnGqKraEeDaDPTmONaEQcDjxO5x8rLEZOe1DSimJZTN8r+0i37h8mp74BGnTxJI2ilBwqRr1vgBf2LiLz23ciV93znpAsJGcHRnge+0XCbvcPFTXxLcun+HrLScZSiXIWLnPrCkKVW4v/8e9j/Hxps1FPwYyJyR8ONhN2sqSMU3SlokEDtU08vPb9kOB4SuBY0Pd/J/vv5Z7r2ViTLYZy2Z4tevqrPdUe3x8ZXv+kodO1U/IsYbxbD+Qm5CNZ/tpYFf+DiCJZYdJmLMFg5FMx2SYeQFxSBpEMj1TfytoVDib8u4byw7TFj+KJfOnDwlyK8WKULFkFlPOXh1LWmOcjDyPrrjYX/ZZtAIRCyVWJmkryvHIdzg99uKsaBXIGYGqwpETJmxjKooCwMaiP9XCDwf/B4crEmwNPlZwXBZCV1w4VR/SsidTmG7d/daSJtfiH/DuyNeJZLry+oxowjE1/j96niTMCKfH/4m4Ocrhyi9R7my8ZX2/FWTNayRSL2PLXEqabY8QT3wTr+cZFGV2mLtpdpE1L97qbpa4jQR1D59rPMBGfw3/2PUhxyNtxAtUFLlZ3KqDrcE6nq3bx/2VWwjoqy+FYaloqsKmugp+9Zn7cTk0XvjgIsbk86NlS45caKe2LMBXP34Iz0pNp/4IJXGixB2B5ijs/SBtiZFZnvx8M1s4neRuxzGHWaORMQtWV7ntiJwnhhACWUB8SicySCmXzXfCzFoYc6XFqAKne+E3mfFMmt8/dYTvd12hwRfk57fdy8ZQOQDnRgf4+6vn6E/GqPMF+LVdh9kUrmCtP4wy7fNlbIuvXTzO/zp/DBvJrvIa7qmqI+BwMppOcmywh4uRQX7v9DukLJOf27oPj17Y66UnPsG3r5zlz85/SMDh5Km1myhzekiaBtcmRkmYWTaF5jazutljKELwVONGNocrSGYNkmaW/3b2fS6Pze8bIIAt4Sr+9b6Hpl77u6vnODrYTbXHx6/tOoxLm3lrdWs6Za781Vdcio+wo56OxAkAsnaacaMPKe28OeuWNBnOXMNmtngVN0eJGoOEnXV528pYCSayN8rTujU/QUdN3n0bvbsJO+oZybQjEKjCgUcLUu3aRLmjkaCjGofiQREapp0hlh2mO3mGnuT5GSvdWZnmzNhL1Lm3U+/ZOe+Do1crY2vgsYLbDTtFR+L4jMmgX6uk3rNzzuMCVLk2IAqpTpP49Io528/YCTrix2d8/wG9mjr39nnbr3FtWlavmmJx3ZvkZOR5Tkaen/F76sJFtauZBu9uwo416IobW9qkrAmG0210JE4QzQ5NpfxEs4O8O/x13FqQdd79KIsoY7jOux+/XknGSpCVaTJWgowVJ2Mn6E9dZiA9O/KpGNjSojtxhreHvsZ4tm/qdYHAo4Zp8O6i1r0FrxpGFTpZmSaaHaIneZ7+VAsZO+fpYsksV2PvYmPxaPUv4dcq75iJk5Rp5EcEK8seQS4gyqXE3YEQApfq4L7yZrYE6jg62soPBy9wPNJGwkxj2tai5UZBzmPDq7nYFWrkkept3FvWTJVrdXr5FAshBDVhP199+iADkRjvXuqYWjtNGSYvHr3EvuZ6HtjetCp88kriRIk7ArfXWbCsom1LkrHluWFm0tk50xfuZuYqhZlKZEjPYZh5u3F5HLh9zoLjJjaRKihcFINMOks6WThE2eVx4PIsfBX63f4OPhzsRlcUfmXXIT67YTu6qiGA+2vXEnK6+N2TR4ikU5S5Pewsr5lxo5dS8nZvG9++cgZTWnxl+318afNegk4XmqKQtSwGknF+/9QRXum8wjcun2Z3RS0PrGkq2KcTQ71cHR/h6bWb+Zkt91Dl8aIrKpa0SZpZxjNpGv1zG0ze7DGEENR4/dR4b6R7PHf17MLECSFo9Ido9Iemvptjgz0cHewmoDt5dv02Ao6F/zaq0Ak71qAJB6bMrT5Hs4Nk7TQOdfY5ZEqDwfS1qb8DWjVJa3zSiyHOqNFVUJwYz/aRneZqX+ZowJEnBBtyE/4tgYe5MGFQ6VzHet8Bat1b8KhBdMWFKhxTY+S6YeC24ONci3/Ih6PfIpodmjpW3IxwOfY2te4taGJuc+Kws57Ha3654PYJY5C+1AVS00rVVbrWzfme6yhCm3f1vsLZNOexxoxeepLnMOwb+fM1ro0Lbl+w8h8MJTbt8WOcHn9phjAR0Ku4t+zzNPsP41YDMwwvpbQx7BTbjY9xYvQ7tMbfnxKQYuYQR0eeo8xRT9iRf2zmI+CoJuConjz+daNSE1tanBp7YdnEiXGjnw9GvzUVzQS5KKO13j3sK/ss1e6NOBXvDKHFkll2hn6MjvgJTkS+w1CmjevpTm3xo4QddRwo/yLOPOf0akRVK9G0RrLmlanXdG0ziihsrlvi7kQIQdDh4fGandxbvoGuxAgnx9o5N97FQGqcWDZNwkyTsU1M25pK/1CFgq6ouFUHHtVJQHdT7Q6yI9jIvrJ1rPGECeieW+ItsVqoCHj5iYf3cL5zkPHEjXt9JJbkex9cYOe6GsK+lX8NKokTJe4IfAE3DmeBUGbTYiKyPDWwE9EUZvbudYmei3BV4YeU2ESS+OQEf6Wp3UIIXB4HgZCnoDgRGZrAtuU8a7A3TyqRIT5RuDRaqCKAusCSULaUnB0dYMJI0+gPcaimEcc0PwWP7uBwzVrqvGdonRjlytgwD9SunbHPhJHm+WsXGUzGeXBNE/986z4qp/kn6IrK+mAZX95+L0cHuxlMxnm54zKHahsLPjiMZ1IcrGnkN/Y+QJlzZihmwOGixpPfWK3Yx7jdCCGmRAJz0jgsmh0ibcfyihMZK0Ykk8v914STZv9BrsbeJ2YOkbESjGY62eA7kDfqYjTTjWXfmNSXOxsLmlVqioPtwY+x3ncvZY4GtDk8A4QQqGj49HJ2hZ7GlhY/HPwzbHLRPxKLwVQrCTNSMFJj+nFUtfDvllbjfDSfShEarjnes1AW0r5D8c56TZk0QrxTiGWHORl5ntS0KjJ+rZJHq/831vvuyyvwCKHgVL3UurbwSPUvkrUztCeOTaV69KVaaIn+iIPlP3lT13whBAIVRahIKdGU5anAZUuLcxOv0p+6xPU0EoFCk28fj1f/MgFHdd7ol+sVO7YFHyPsrOP1/j+aFChywsX58R+wxr2NDb6DK+6edzPo2gZCgX9FIvn3WNYwqlaP3/slVLV63veqaj0e948hipTmZVsREqkXkbJw+fIStx9FCEIOLyGHl13htWRti+F0lOFMlNFMjLiZxrBNsraFIgS6UHGpDgK6m7DDS7UrSJnTN2clq7sdIQQ7mmo4sLmBV09embHtRGsPl7qHOLy16fZ0bhGUxIkSdwShch8Od/6HFcu0iQxFsW1Z0JfiZpmIJFZuesJtpmpNqOC2bMZksDeCZdoFI15uJ96Am7LqIAPd+Y0AB7sjy+qZkYimGB+NFdxeu7Z8wcZGpm0xkUljS0mZ0z1DdLiO3+HEPZmKMGFksKZFhUgp6Y1HOT3Sj6ooHK5tosyV34G+zhtgbSDMUCrBtYlRxtKpWSaQ1wk6XTyzbsssUWExFOMYK4EyRz1O1UvSypl5RrNDpK04AX32g/5IpmsqbNyl+mnw7qEndYGYOYSNxajRjWGncKozv3cpJWNG95Q3hEDJiQ5zTBD8egX+OaqGFGKD/wAt0R/Sm7ow9dpEtp+ENUaQwuJEiduPlDatsfemJtYACiq7wk+z3nfvvJEnQgh8WgX7yj/DUOaG+arEojX2PjuCT+LXK5f1MyyFkUwnbbEPsOSN+3pQr+FA+RdyxpbzpOUIoVDj2sz+8s/x5sCfkrZz1/GUNcH58R/Q4Nk169xcjQjhwOP+MVzOg0iZQQg3ihJaUPlUXWsm5P8NRIGorcVimp2kMkewrJI4sZrQFZU1njBrPOGp16ZHpK7me/rtJOB2cmBzIz88e23KewIgnjZ490IHh7asXfHfbUmcKHFHUF4TxOMtXB4uMhQlEUvhDxY3nGlkYBwjvTx+Fqudqrowbq+TVCJ/esK1C70Y6eyKFCcCIS/V9WVcPN6ed3tP2xBGxsRZQBBbClJKxkdijPRPFNyncWNNrlLMAlCFglvTEeQMG7P2zEgfKSVJM0t60tTRrztmVOgAGEzGGUjGUIXCsaFuoifzR5SkLZPhZC5KKZbNEDUyhcUJh4st4aW5ahfjGCsBn16BVw0zRi+QM9NLWhOzIouklAxlrpGdLK3oVgOUOxooczQwlG4FIJLpJm3FZk2AsnaKiezg1Eq2Ww0Q0KuLvgolhMCrlVHv2TFDnMhYcbL2yoyWKnGDpDXBtfhRsvaNyK2QYw2b/Q+hioX53AghqHFtota9lauxd6ZeHzf66UleYEvg4RU5Bixp0p04w5jRO+P1LcFHqHI1L7jPilBo8u6nwbuLq7F3gVxJ0v5UCwPpKzR69qzIz79YhNBQ1cWLl4riRVGCiEX4j8x9vBCiNJ25I7gTzovbjaIorK8tpzzgoT9yY5HLtGxaeoaJJjMEvSujskshSmdziTsCj89FRU2I1vM9ebdHhiYY6R8vqjghbUl/5wjp1Mr1TrhdCCHwBT3Urass+JtcPt1JdDyBx7/yLpIuj4PGjdXoDi1vZMz4aJyea0Ns3ddU9LYt06bz6mBBUcfh0mlsXnhpOkVR2FVRg9/hpDM6zomhXmq9/qlylxnL4v3+LvriUQIOJ1vLqnBMK4VpS8lYJoUtJba0eKP7Gm90XyvU3BSmbc8SQmZ8DlUluAhvhuU6xkpAoFDhaqIndR7IVToYN/po9OyeYeBoySwjmY6p6AePFsKvV1HpXEcLPwRynggpK0pAzhwjcTNC0hyf+tujhQjoVcvyeRSh4terpnw0ACxMskUu9ViiuEgpiWS6Gcl0zHh9rXdvwdK2hdAUB3We7TPEiYydYCjdykb//WgLFDpuJRkrTnfyzAyzU68apsGza16vlI/iUn2s9943o+JNwhqjN3mBOvf2RR/vzkFBEf6iCRMAinAh7trvs0SJ2VSFfIS87hniBMBINEF/JFoSJ0qUuBUIIdiwo46jb17AzlM9Y6h3jP7OEZo21xZNmU3G0/S0DWGZJUPMfATCXpp31BcUJ4b7xzl/tI2ahvJb3LP5EUKwdW8T/pCHyFB01vb4RJILx9vYck/xw+MyaYNzH7QW3L52Yw2Va0ILblcAj9St51BNI692XeX3Th2hNz7BxnAFAjg3Osg/tJ4jY5l8au029laumblaD1OlMl2qxgNrmljrL5yyc51Kt5ewM3/6R65fYsmr9sU4xkqh0rlhxt+RTDe2tGaY7iXMCFEjV21DoBJ21KMJB5XOdeR+aUnGjjNm9FLt2jjjeHFzlIQ1NvW3Vw0vW3i9QOBQ3ChCg2klRnOh8stcg7fETSOxGDU6SU4bJ5pwUOVqRheLe5hV0AjraxCoyKnJvmTM6CVrJ9GUuc1ubwdpK85geua1N+RYQ7mjcdHXeUWoVLjW4dcqphlryslqHoll88xY+agoRf/tFYRY+SZ/JUrcKoIeFx7n7GtMNJlmNJbM846VRUmcKHHHsGlXI5qu5i3BmE4aXDjezt4HNuMukP6xGKSUDPeP097SP//Odykuj4Mte9fy1oun8kYBpBIZ3v3+We57bBuB8MrLwV2/rY7axvK84kQmleXsB9d44sfvJVRRXCO8nmtDXD3XnXebEIIte9cSKl9cm2Gnm9/c+yAZy+JIXwd/dOY9fA4nAsjaFl7NwRc37+Yr2+4l6Jg5CVGEIODMnTO6ovL02s08u37rvG3myk+WJqELpdzZiII6tWobMbqnTepyYeExc5iomauCoQiVCudaYDItRCsjMZnfP5S+xubAQ1NRF1JK4uYIKSs3lhVUQo41i55wLgaBmic/v1R2eSVjyiyjma4ZrzkVL36tYtGTcyEEuuJGV5wzKpskzMhUNM1KI2YOkbZmrjR6tTLc2s1Npn1aOR4tPKPqR8TonkyZCRd+4x2MWBZxQqAoviIfs0SJ1YtT19C12Qs3yUyWWGrlRzCWxIkSdwwNzdXUNFbQdXUg7/YTb7Xw9BcPUb9+6aHMti25dqGX/o6RJR/rTkUIwc4DzVSuCdF1dXDWdmlLzh+9xskjl3nw47tRtZXlPeHxuzj4sR1cKOA7celkO1fOdrP/kS1FqxttZi3eeeUMY8P5zTADYQ/3PLgZp3vxIdFBp4sqt5egw8mDdeuo8eRcr6vdXnZV1LKtrAqnqs2ahAigyu3FpztImgZ9iSgKAnUV1MpeTXjUEH69kols7voVzQ5h2Cl0JRd9IqVk3BiYSs1QhDq1outW/YQda26IE5lWbGlPRV1YMsu40Yc9afKnCI0KZ9NNRf3Y0iJtxUiYEdJWHMNOYUoDW5pYMoslTWxp0p++PBXOXmJ1YMns1Pi78ZpJW/zorFSPhTCRHUDKmZGFGTsxw2xyJRHNDmFzo7+K0AjoVSg3WZfJowVxqzOrVqWsKCkrxvyxZ3coYpnECVESJ0qUmA/TsjCyK/P6O52SOFHijiFU7mPP4Wa6WwdnOP5ep79rlHdePsPnf+mxJU+E4+NJfvTCSaxlrNhwJ1DTWMaew5vovjaEzJNuE59I8fxfvEX9+io2bK9bUWZIiiK458HNvPKt9+nLI0LFJ1K8+twHNO+op2yOsqkLxbYlV8528d6r5wpWgGnasoadBzYs+nuypM03Wk7z3baLfHr9Nv79fY/h150LOo4QgjXeANvKqjk62M07fR18ZsN26n0rLyz7dnHdv8OUkmTWILBIHwwhBE7VS5mjYWpyaNhJxo1+vFrZ5LEzDKevTRla5sSMnA+AU/URdtTRkzwH5CZZubKduWofWZkhYtxIr9KEgwpX04L6ZkmTlBVlJNNBb/ICg+mrJMwxDDuBaRuTwoSFxJ713xKrC1taJM2ZRrxpO8bJseeL1oYlzRU7NpLmxIy+KSg4Vd9N35dUoeNQ3FxPuYJcNZTUNO+Xu4VQ8N8SsL8KaOj6+iIfXUGUIidKlJginc2SNWd7ftm2xMrzLL7SKC19lbhjcHkc3PPQFoJl+VMEjHSWN58/wbWLvXnFi4ViWTbvvXqOllMdN32MuwVFUXj4mb2EKwunIbRe6OFv//D7DHRHlvS7FBshBHXrq3jwE3sKVhQ5/e4VXv+Ho0Wp2DI2FOWFvzpCf2f+aBxVU3n8s/tvykDUkpJjQ91kbQu3pmPaNjZywd93jcfPU40b8Wg6J4Z6+ebl04xnUnn3NSyLaxOjjGfyV/S4E6ny5K45MSPNxbGhmxrHTsVL2Fk/9XfWzjBu9E39bdqZGeUdyxwN6JOl+HThIuyoz3k8ABkrQcTomvHeSOaGOOGarNQxFxJJ0pzgwsRrvNz7O7zY85/4cOTbtMU/ZDB9hTGjl5g5TMqaIGPHMewkpsxgyeyKnXyWmBsp7RlVOpaplWU+/s1jysyM7gkU9DlK7S4ETXHNSG+SSAz77rk2Xseh78DlfAiX8zCqUtxywkIIVLUKRalAUSpK/hMl7nriqQwpY/ZzqVAEygIrvd1OSpETJe4YhBDsuG89m/eu5egbF/NOEHrbhvjmH/2Ar/y7Z6lbV7noFREza3Huw1a+8+c/JD6x3A9xdwbrtq7hsU/v4/mvvY2Zna3kWqbNibda+JPf/kd+4lefYNPORjSHuuQoCiklZtYiHk2hKIJA2LvoYzpdOk9+/gAnj1zm6tnZPhDJeIbn//JtAuU+HvrEHjy+xQsHUkrGhmM896ev88Fr58k3rxVCsPeBTdzz4Oab+l4UIdhWVs2JoT6eb7vAhdFBPLqD6/coTSiUuzxsL6/h4bp1NPiCM9I2VEXhU+u3cTEyyAvtLfzVpRNcjAxyqGYtjf4QihDEshm6YuO0jA0TSaf4t/sfYV9V3aL7eitImllSZhbLtrGlxJI2GSsXrZKxTPoSMby6A1UIFCFwqRpe3VHwu99fVY9PdxDJpPjDU+8wkkrQHCwHBLFsmqxlcf+aJtxa4XQcVeiUTRpcmtIga6cZM/qmSm8mzXHGp5U4rHKtn1yVzY2PCudanIp3UixIMpzpoMm7HyEEKStK3LwhepU7G3HM4TdxvWTphyPfpj1xPM+EVaALB6riRBUaChqKUFCEhiac6IqDlBVn3OgtCRWrjOmVKnIIVKFRLBPTXDnSlflwnEtBmXkBvi743SyqyHmvTD/q3XhOLG9UpAO/92fxuJ4GQFNX5n2nRIlbgZSSnpEJRqKzjS8dqopLX/lT/5XfwxIlFoHH5+Jjn7uPi8faiU3MPjFtW3Ly7Rb+Wlf5qX/5YzQ2V6OoCwsgyqQMjr/Vwrf/+DV624eL3fU7FpfHwVNfOMiFY+1cOtWRd+HMzFqcPHKZwZ4IT3/xIPc+uo01TRU35eVgWTbjIzF624e5eq6bU+9cYds9TXzhV564qXSemsZynvmZB/jT/+s7eY09x4ZjfP33XmF8JMaTnz9AuNK/4Acx27Zpb+nne3/5Nm//0ykyBSIwKmpDfObLDxOuvLn0EVtK7qms4/udV+hLRDkx3DtrH1UIXmy/xMsdLfzWPQ9yX3XDjO3lLg//Ys8DuDSdlzsu81ZvO+8PdKMpCmKyjevlQxv8oRVthvlKx2Ve6mghns2QyGYnvTRyPh8XIoN8+Y1/wKs78GoOPLrOgepGvrrjvoKfaXtZNT+xaTffvHyac6MD/IcPX59K9bClpNEfYndl7ZzihBCCkL4Gp+rDNCPYmMTMYSxpogmdUaMLY1IkUIWDMmfDjHKE5c5GnKqPlDWBJQ3GjB5MaaALJ+NG3wwTwnJnI5pSaEU4V1HhrcE/pzt5doYpp4JGmbOeKucGKl3rCDnW4NXKcSt+dNWFigZCIBBcmvghbw/9BVl5960Sr2aUjzwWetQgWwKP4FKLY/zrUn241JUZgp9POLGX6I9hSQs57aaXMwpeeWVUVzNCKOhaI7rWeLu7UqLEbce0bC51DxHJU5XD5dTxulZ+paCSOHELkDIXPm3bEmlJbNvGtiWZdLZw+K+UpJIGqWQGRREoioKiCISiIMRyq9CrFyEEuw818+An9/Dqtz/I6wmRNSze+8F5+jpH+Njn7uO+x7cTLPPicOqomoIQAinBtiyyhkU6ZdB5uZ8jL53h/dfOzTAr1HQVVVPIpG6t8dvUmLImx9XkmDIy5owHoRnvsaePKWVyXC3/mBJCULeuks//0mP82X/8LkO9Y3n3sy2b7tZB/vJ3XuLN755g674mdh/aSNPmWjx+F5qm5sLRhMh9fjt3LlmmTTyaYrhvjK6rg7Rd7KWvY5jB3jEig1GklKzdWHPTwcRCwOGndtJxuZ+X/vbdvL91ZCjKt//4Nc5+0MrDn9zLrkMb8Yc8OJwa6vV+y5wYYWYtMuksw/3jHH3jAkdePkPn5f68JXAB3F4nz/7sA+w62LzocLyciWKav750ghfaLqEJhc8376TBH0Kb/L0lkDKztEUjfDjQzbHBHv7n+aNsCJZT7roRHiuEoNEf4t/se4QnGpp5u7edC5FBhlMJTNvGpzup9wXZVlbFvdX1bAxVzP4ugaDDRa3HT6Xbi3ITY64Yx+hPRGkZG55x/S2bVvbUsCwMK8UYOTGgxuMvOH6EEASdLn5l1yE2hSp4o/sa7dEIKTOLW9OpcHvZV1WHS51/QlLmrMOl+EkQAXLlPzN2HE0JM5LpmBIYvFqY/5+99w6P6zrvdd9dplf03gF2EqTYKZKqlizJlmy5O65xHDux4+Sm3OTee5J78+SWc3JOjnPPiRMnOYkty0VuKrbVu0SKFDsJEiAJEETvbTB9Zu+9zh8DDAkSZQCCBEju93lAPhjs2WvtmV3W+q3v+31+y9SSrx41D6+am46uGE10E9XHsch5jCa60yaEMikjzcuFjUkEgrge5vDwz+m6QpjwqHnUZz1CrWcXfkvRnKUQZxY/TJYrkiRjU6aGxNsVDxuyHiLXVrk0nbqB2JUJYXniYjcwiBvhBe9PCEHCCE+NlJCkZSvOmJiY3Pz0jgR5+eh5tGnmP16HjWzP8k97MsWJRSAeSxIYChKPJ0kmNJJxLfV/QiMRT/0ej6YmhZFQnFg4TjQSp+1cL8nY9Kp8NJLg6X95k9wiP3anFYfLhsNlw+60YXdYsFSZP9sAACAASURBVNhULNbpf/x5Hmx2y20rYLi8Dj70+Tu5cKaL8yc7pg2TN3SD1sYenvgvL/DiTw6yalMFFXUF+HLcWKwqyYROcCxMX8cwrU09dLb0EwpE0S4zmJEVmR33r8Ptc/DSUwcX9Rhi0QRjQ0GScY3ExLk09bxKEo8miYbj6Z9YOE7L6S60xNWpEwDBQISf/sOr+PM8OJwT55PLisNpw+awXnYOKVhsltT/E69l53uxWK+u5JApkpQyl/zUN+7nB3/3IoHh0IzbJuMaLae7uHi2lzefPYrDZSe30Ed2vheH24aqKiQTqWsqEo4zNhQiMBwiMXH9JWLJGSf6C+27023nY1+9h+H+AO8+fxJjmpt+PJrkxL5mzh1vJ684i5q1pZTXFuDP9WB3WhGGIBKKMdg7Rvv5Xi40djM2FJrVr8Jqt3D/x7Zy/8e2zuh7MRu6ELzW0cK/nj5Mtt3B3+x4gM35JVhkhcu/SkMIIlqSp86f5NvH99E0MkD7+OgUcWISt8XKXSXVbCsoI6ZraEYqFFqWZCyyjF1Rp636AaBIMl9dt5XfWrkRVZbxzNM4crH28cXVm/l47fqMt7ep6pyRIFk2Bx+tWcsD5XUk9NRqqYSEKsvYFBXnLFETk7jUHFxqFsOJdgDC2igxPYhD8TCS6EoLDC41G591at62hEyuvZqOyEkAAoleYvo4XksegWRvegXYoXjxWPJguuMRMBzvoDm4f0p4v13xsCvv86z07sVyRQ79TIgrVoxNlj+ypOJUp5a41ESCuH71CtytiFvNQbrMis0QGhFtNH0tz5ekESWuTxU3FMmCQzHNhE1MTBafSDzBMwcaON89fXR3lttBvn/5i6OmOLEItJ7p5om/e4HgaJhEXCORSKYmlfFLE8r5GqQl4xrvPH9i2r9JspSeNFptKhabitWqYrFZsFpVvvS/PkL9rrrFOLSbEkmSqFxZxGe/9SD/8jfPzpqCEYsk6Gjum7H86IxtyBKrN1XwW3/0IB3NfYsuTpw91sYP/uuLxCKJ1KR74lxKTAgTWkKbVnSZjWg4zhvPHp32b/LkOWWbPK8sl51XKr/31x9jxYayad+bKTaHlfs+ugUh4Kf/8CqDfWOzeqPpmk4oECUUSEVFLCWSJJGd7+WLf/IwCGasqCGEIBKK036+j/bz8zunrsTutHLf41v4zLcewJ+7sJDqhK7xSkczES3B/fm17C2pRJamT5VxqBbWZOfjsliJaEnCycS020lSapjuslhxWeYXHihJEl6rHa91/t4ci7kPj9W2IFFjLiyygv+yCIz5okyU+OyMnEQgCGvDE2U7xwgmBwGBhIzfUoRTuboYYaH90n0/pI0Q0obJNsoYTw6kV29dlhw8ltwZJ1tdkVPEjEvRYRIyNe7trPTsSXtczIUQgrgRueaQeJMbizrhe3I5MT3IeLKfYrH6ll/w8FuLsMg2ND2VvicwCGpDJI1Yxuf+5YT1USL61OonXjUPmzK9abeJiYnJQjCEYHg8wi/2neIX+xpITFOpQ5ElqgpzyHYvfIxyozDFiUUgGIjQfKqTSOjG5NYKQ5CIJUnEkkwXcBgYXXgY4q2CJElsvLOOz//xQzzxdy/Q1z4078n8bPuuW1/GF//sEcrrCohF4tidVmKR6SdzC2F8NMz5kx3o2o0xzppMM5rJ8yA8vjjmnymBYjNur4Off/d1Lp7tnTYKYblSUJbDl//8Q7g8dt761fHrds17/E4++JmdPPbFPWQtUJiA1ANrNB5BQsJtsc4oTADohsFgNExUT5Jnd+Gcp/BgsjikwudlQCemh4jpQWRJIaylBDpFUsmzV037XWZbS7FIdpIihsBgJN5Fjq2CmH4pUsmtZqfLk07HcLxjyu9W2UGpYz2WeUzODKER1kamMVc0Wc4okpVcWyUyKgYpYSlhRBiKt6GL5LSpQLcSdsVLtrWM7uiZ9GvjyQHGkwPk2irmtS8hBIFEH6Hk1OpLufaqBQkdJiYmJleiGwbD4xHOdQ3wq/eb2N94kUh8+nG83Wph64rSBXm53WhMccLklsVqs7D74Xocbhs//YfXOHeifVoPivntU2XDjlq+8CcPU722BFmWcfuc5Jdkzzv64nbF7rSx95GNlFTn8cKP3mP/S6cIjkUQ16n2cqrMmLwo/vCyLFFQms2X/vxDVK4s4rkn3qWvffiaz6tJFFWmalUxj35pD3sersfuvLbVfVmWKXZ5OUI3jROpGiVuH4okTXirCAwhSBo6DcN9/LT5FEldp9qXTYXn6pV5k+tPrq0CRVLRhI7AIKQNo4kkEX0MSE0gC+y1V71PkiQcio8sawkD8QsADCfaKUquIm6kxAkZFb+1BKs8c9TJ5VETk+15LJlXNhJCENED9MeaM9reZPkgSzK5tgp81gJGL6sMczF0hPX+D+K3Fi1h764/dsVDqXMD3dFGJsP6xhK9DMQukG0tm1XcvRJdJOiJNk2JnFAklWLHaqzy8s/5NjExmZvuoQCdQ2M3tM1EUicSTzASitLWP8rFvmEaOwcIx2ZfIK0uzOaOmpujko0pTpjc0iiKzOY9KykoyeI3T+7n0BuNDPaMzTvNRpYl8kuzuevDm3jwU9spKM1JmxO6vA4KykxxYj5IskTNmhJ++88/xNZ71vDms0c5e7yN4f7xRYukUFSZnAIf1WtK2Lh7BdIiqsVur4MPfnondRvKePlnhzj2zlmG+sYw9IUJLKpFobgily13r+YDn9hGaXUe6iKUe7LJCg+U1/F290VOD/fx5++9yEMVq6j2ZqHKCklDpy8S5NRQH/t62+gMjlHq9vHJug1kT+M3YXL9cap+PJY8RhNdAASS/cSNSLqcp1P14bcUT/tem+Imx1aeFidGE92EtZF03rsqW8m1VjBbKcerV8fFvEsf9sXO0xs9N6/3mCwPsqylFDvWMJboTX/vw4l2LgQPsin7UWRp/t43NwuqZKXctYEzgVcIacMAaCJOc3A/Fa5NuK7w45iNQHKAltABLs9d9FmKKHasRpqHyGFiYrJ8efNUC9979cgNbdMQAt0QaLpOLKFhZDCfsVlUHtm6mhzvzZFSZooTi4CsSFjtKlpyeXyc8w3ZkSQp5S9gu7r/Vpsl41Kb82wUxaJM2yaAxaIuWil0RVWoWFHEV//DY+x5ZCMHXjnNsXfP0tsxjKGlqlxcKVZIUqqShWpRKCzPYdu9a9jxgXWs2FB+lTGhy2OnpDKXkzYLlw9ELDbLgkpXQuo7tNos6MryCIueb5WITJAkCbfPyY7713LH7hWcP9XJmcOtnD7USmtjN8HxCEIX6cok091/JSn1jyxJSLKEqirkl6bMKGvWlrB6UyU1a0uwORY3HHnymlm1qZKaNaWcP9XB8X3nOPrOOTqa+4nHEghj+n5LE32VZQmnx86KDeVs3FXHHXtWUl5XiKIu3vWmyDJ3l1bzrfpdfK/pKEf6u3m/rxNIfWaGSE0+ZEnCqqhszi/hK2u2ck9pzYKqYJhcO1bZSba1LC1OjCW6p6y05tqqZlx5tcpOcmwVSMipqIvkMKOJbhJGytBQnQjbn40rDRGTIp6aqAoxZ/SEEIKgNsDxkWfRxNVld02WPxbZzmrvPbSFjxGemKDrIsmx0WfJsZVT7to4b4FCiEsC13IWNyRJosixmlLnes6Nv5Puc3v4GOfH36U+6xEk5FmvAyEEmojTMPYiw/G29OsyKhWuTRPXp3lvXUxSz9koYqJssSQ7kCUzdcbk+hOJJxmepmTnckKWJLavLOe+jXVYFzgnudEsj9n0Tc6azVX8p598Y1ErBFwLeUXzC8euqCvgr/7lt9GSV0+EZVkip2DxnaUtVpVP/f59PPzZndP+3em2Y1/kCaXVZmH99hrqNpTx6Bd309U6SGtjFz3tw4wNBYlG4kiAzWEjK89DUUUOtetKKanKJ2uWCigWq8onf+8+HvzUjimvS5KEL2dhrribdq/g28/84aL5ZFwrBaUz56hfK5IkYXNYWbetmlWbKnjwU9sZH43Q1zFEx4UBhnrHGB0MEgnFSMZTlTgsNhWbzYLNYcXjd5JXnEVesZ/C0hyy8jy4vA6cbtuCxaH5YLGprNlSRd2GMh781A6G+gIT5UyHGOgZJRKMkYgnUVQFm92CL9tNXomf8toCymoLycrz4PE5F1SNIxPcFhufXbmR7YVlvNfbTuPIAIPRMElDx6aoZNkcVHiy2JRXzOrsPPIcbtSbICfxViUlMJRxIXQAgNFEz5Synfm2aiwzpGXIkky2tQyb7CJmBEkYEXqjZ9MlSB2qL1WpYxbyr0gZSRoxWkOHqfXsSlUzmGFiJoTBcKKDg0M/oeuynH2Tm49ix2pWe+/m2Mizad+QQLKf1/u/w87cz1Hp2oxD8c45STeERkQPMJ7spzNyilxbJbWe6Z/5ywWr7GCD/2F6o2cJJFPRkAkjwpGRX2JTXNS6d2JVZo4qi+oBzgRe5Uzg1XR1HYBsWynrfA+gSOawe/FJMB76LqHIMwD43F/F4/7CEvfJxGR5sKosn99+YCu53psnGta8Sy4CTred8rrCuTdcptgcVkqr829om5Oix/UQPmZDkqRUGc0KG0UVuWy9Z/Wi7DMrz0tWnncRepjC5XXg8t5eyr8kpSqGTH6WFSsK2X7/UvcqMyRJwmqzTIgkWay+o3KpuzQFh2phXU4h63Ju3vvU7YIiW8iylqBKVjSRYDTRnS5vqEo2cmzlKNLMZUmzbWU4FC8xI0hMD9IVaUj/LcdaPqOwMUmRfSVuNZeQNmnkJ2gPH+Pg0I/ZnP04WdZipoa1CULaCK2hQ5wOvExv9CyQEll0kZgyQTPJjKmRfAIDnaQRI2nESBgxNCNGRBvl8kg9Q+gMxzuwyS4ssj31I9lRZdvESv2l72yuCBiL4mBT1qMMxlrpiJyYKAkrGE1082rff6PSdQcVrjvIt9fgVnPTBo+aESduhAlpw4wn+xiOdzAQa2Ug3kpCD7M3/3cWePwGmhEnYcRIiihJI0Yg0T/lPQY6o8keBmIX0see+hxsE9dP5sdf7FjNHdkfYf/gEyQm0qkCyT7e7P8uvdGzrPTeRb69Bot06VqKGSF6o2dpCrxBc3D/lMghm+xmc/bj5NorMzp+k/khhEFSa0fTWgDQjZEl7pGJydIjSbCyJI8//uhe1lcW3lTVlkxxwmTJCQaj9F/mNeBwWikq8qPeJOFHJiYmJouFhITPUohd8RLShqZMctxqDl5LwayDDL+lEKeaxWiyGwN9isFlrq1y1ooLkiThtxax1nc/R0Z+iS5Srt8GGqcDr9AZOUWevRqfpRBVshA3IgQSfYwmughqg+mJnN9SxI7cz3Js9DkGYi3X+pHcdpwPvsv54D7ieoiEESFpxDGEjoGe+l/oxPTxCdEgRcIIs2/wCSyyHRkFWZr8UbFIdqyyE5eaxcasRyh0rJy1fQkJr6WAvQVf4e3+f5sobZt6PieNKM3B/bSFjmJX3KiyPZWqISZkFJFMCQkiJaZMCigymT/PuyKnOB14hYg2RtyIohkxdDQMoSMmPodJH5VLxx/l6MjTNIy9NPX4UbDIdqyyA5viYr3/YSpcG2dtX5UtrPM9QCg5zKmxF4gbqbai+jgnR5+nObgfp5KF25KNKllJGFFC2ggRbZSoPj7Fo8WueNiU9RgrvXtnFRVNrgWBEGaVutuZhKERSsam3BOvxKnacCi3dsUhSMmwXqedPeuq+Nw9d1BXkotyk0XDmuKEyZJz9MhF/v7bLxMMpvIFN22q4C/+9w+Tew0lFE1MTExuVvzWIhwT4sTleCy5eC2zR7mpso1cW8VEOcRLAzUJhWxb2Zxh5RbZzqbsxxhJdNIcfC+9D10kGUl0MpLonPX9HjWP3XlfYqXvLrqjjQzELkzph8ncDMQu0Dy+P13OMxMEgqgeIHpZdYgrsSseqtxb5xQnICVU5dtqub/wm7w39CTNwffQxSU3+KSIkdSuTynl0UQ3zcH9abErMwQxPRUtNBMSMqXODXOKEyBhU1zsyP0MVtnJ0ZGn0yKfgU5IGyakDTMwh62KU/GzNecT1Gc9YpYPva4YGEZo7s1MblnOBrr5Uds+otrMFSseL9/O3QVrbmCvbjweh42tK8p4cPMK9qytwmm7OcUYU5wwMTExMTFZRrjUHFxqNoPx1vRrEjJ+azF2Ze70sXx7zYQp5iUfIZfqx6PmZVQpwK1mszf/KzgVH83BAxNlTGcXGKyyi2LHKrblfJIS51okJEocazgz9krat8Dk5kKSJLKsJdxT8HXKnPWcHnuJkURXOpIggz1glR241CxKHOsod9Vf1/4uNlbZyeacj5JjK+fE6K/pjzUTNyLMfi1I2BUPxY5VbPR/mDJX/RTPGJPrgRk5cbvTFxvjwNB5Ynpyxm125a1Y9HYdNis5nhvr5SBJqXuzIstYVAW33UpFfhbrKwtZX1lEWa4Pn9txU5uam+KEiYmJiYnJMkKWFNb5HyDXVpEOU1UklXLXJuQMxIUyZz1bsj+KcVl4uVvNwW8tyrgPfksxdxX8LlXubVwIHWQw1sp4coC4EcYQGrJkwSY7cVtyybGmqjjUuLfjUHzptJMyZz2bsx9PixNZ1lKutQyTTXaxMetD6VV1CWnOCiSLiUPxsCnr0bTJqIREvr1mUdsoca7FENqU728xsEg2sqzzq3MvSRJOxc8G/wep9eygLXyMrkgDw/EOgslBYkYQzUggAYpkxSLbcap+3GoOWdYSCuy1FDlW47cWZ5zakWurYlPWY+nPeLGQkMmzVWe+vSRhlRzUeXZR6lzHxfBhOsInGYxfJJQcIqaHEOgokgW74sVrySPPVk25axMVro3YZPdNled98yLMyInbnISuoRk3XgS/Z0M1NUU5N7RNWQJVUXBYLfjddrLcDqyqkqpaN/FzsyNdWUJxiVgWnTCZG8MQjI6G0TUDp8uK2z27uVomvPVmo5nWYWJiYrIMmSyNGNZGielBNJFACANJklElKzbFhVPxY1WcZonE24DJ8yGiB4jroQk/DC1V0hkFRVLT/g422YMq33ifhVg0wfBgEH3Cx8pqVcnJ92K5xopIQgiSRpSwPkZcD6GJOEIIZElBlW3YZTdONQtVst4SE4SbBV0fonfwUTTtIgB+75/j9/7REvfK5EYhhOCXne/zt42/mnW7P171CJ+uvPMG9cpkBjK6MZqREybzYnQkxP//9y8zMDDOw4/U8+hjm5e6SyYmJiYm1wlJkrBI9omoi8wjL0xuTSbPB59sB0vBUndnWpqbevn2Xz/HyHDKJ6KqtoA/+5vHKS67tpLYkiRhVZyzlhI1ufEIEQFhpo7drhhCzJrOYXLzYYoTJvPi7LleTp/uJhCIMDRkhtGZmJiYmJiYLB903SAaiRMNp9JCYtEkyyRK+JZBN0ZJJs8udTcA0LQuDDEf81STWwkdg6i+uClgJkuLKU6YZIxhGJw/10c4fH0cuk1MTExMTExMTJY3icRJBoe/ttTdAFIlbE1DzNsXXRizVukwufkwxQmTjBkfj9HS0o+mLa5Jl4mJiYmJicnthxCCcDCGphlYbSoOp+nXcDMghIYhxpe6GyYmGMIgYkZO3FKY4oRJxgwPh2hvG1rqbpiYmJiYmJjcAkQjCb73ndfpbB1kx12r+NAntmC13XgTTRMTk5sTXQhienypu2GyiJjixHVACEEyqROPa+i6gRACSZJQVRmrVcViUW66lQHDMOjsHKa/P7AEbQsSCY1kUkPXRfrzVBQJi0XFalWQ5bnL683F5PeWSKS+N8OYKOEny6iW1HenKPKif3e6bkwcn46hGwhAliUURU4f3812vpiYmJiYmMxFe+sAh/c1098zRmllbvq5a3KzYUWSrq0aysIRCBHHLPx3e6ILg4iZ1nFLYYoTCyAWS3LubC/RaOpiqKrKI7/AC0A8nqT5fD8nTrTT1NTDwMA48biGw26hsNDHmrWlbNpUQWVV3pyTTsMwaG0dZGgomL7nFhb5KC/PWdBkPBCI0NLSTzKRcjW2WBRWrS7G5bJdta0QglgsSSAQIRCIMjwU4p23zk4ZOHR3j3LwQMuc7VbX5JOX58l4gn15nd7R0TDnzvVy8kQHrRcGGB4Okkjo2B1W/H4HVVV5rF1bypq1JWRnu5Hl+U/ihRCMj0e5cGGAM6e7aGnup39gnEgkjixJeL0OyspyWL2mmLXrSiktzZ5XSbKO9iF6+wIIQ+Dx2KlbUYjVqmIYgoGBAKdPd3P6VCdt7UMEAhEMXeB0WcnJcVO3opC1a0tZubIQt9tuihQmJiYmJrcEQgjaWgYYGzH9Am5uFDyuT2Ox1C1J67o+QDD0JIYYW5L2TZYWQ5iGmLcapjixAEZGQnz7v75IZ+cIAF/68h4+9ekdjI6Gee7Zo7z22hlGhkNcaQ594cIA773XTEGBjwceXM+jj92B3++cccIpBLy3v5mf/PgAiYQGwI4dtfzZnz+M3++aV5+FEOx79zzf/afXiURSF/GqVUX85f/5kSnihJbUaWjo5NChVvr7AwwNBhkaCjEyEiKZnFqq6a03m3jrzaY52/7jP32Ihx7akPHE2mJRkICmxm5++tP3OXa0jXB4+pCto0fa+M2vT7B2bQmf+NR2Nm2qQFUzEw6EEGiaTuOZbp577hjHjrYRDE5v9nnmTDevvNJAeXkOd929ioceric3NzPB5aWXTvHLXxxG0wxqavL5y7/6CAWFPg4eaOGZZ47S1Nh91Wc7yYH3WvB6HezYWcvHP7GVqqr8BQkwJiYmJiYmy4lYJEFzYw/xmFkG8OZGxeV8HLtt+5K0ntTaCUeew9BNceJ2RDfFiVsOU5xYBNrahujpGeOHT+7nvf3nice1GbcVAvr6Avz8Z4cYGBjnS1/eS26ue9pJrqLI7NhZyysvN9Dbm7rpnjrVQUfH8LzFiXA4zonj7WlhQlVltmytJifHM2W7RFLjwIEWnn3mKLq+NMaXFqtCU1MPP3xyPy0t/XOGecZiSY4ebWNwcJzf/dq9bNteg6LMHVkSj2u8/voZfvLjA/T3BeZsxzAEbW1D9P7kIK0XBvn8F+6kuiZ/XtEMI6Nh+voCNDZ2871/f4ehoeBVItaVjI9Hef21M/T3B/jGN++nunp+bZqYmJiYmCw3guNRzjf2LHU3TK4RSVKQZc/cG14nZMkJLFVKiclSYwhhihO3GKY4sQg0NfXwwx/s4913z6Hrgtw8D6tXFVFWnoPTaSMWS9LePkRDQyeBsQhCQDSa4NVXTuP3O/nCF/dgs03/VVSU51C/sTwtTkQiCfbvO8/69WUZT1CFEPT0jNFwujP9Wna2m+07aq5KT5AkCY/HQWlp9lX7GB0NT4ks8PocZGUgknjcdiDzyfTgYJAnn9xPS3Nfqh2vgzVriimvyMXjdaBrOn19ARoaOuntGUuLCh0dIzz5g/2UledQUpI1S0SKQNMM3nj9DP/+P95mbCyS/pvbbWflqiKqq/Pweh1omsHwcJCzTb20dwyRTKS8RPbtO08kEucP/vABSkuzM/4uAoEIr712htMNnQwOBpFlifx8D6vXlFBSkoXDYSUenzhfTnUxNhZGiJQvxckTHfziZ4f4xjc/gNtjz/jznAkhBMZlP5MiiQRIUupcUGR54ndTDDExyYRoIslPD5+iZyy4KPt7bNNqVhflIy/wGhRCIAyBYaSuc4RAMHFHnkihkyUJWZaQrjEqa6a2ACRS+5cnfhbjniIm7luGMeERNHlsE8ekKPI1H9P0bYqU/5EhmDxCiYljU6QpqYkLbQNA1wwMI7VIIMsyinq155FhiJS3lWHARB8WetyXvjsDYXDZsU2kW8oSsiwvSvSeEIKBvgCdFweveV8LadswRMrj6bLrYfIYJxc3FuMcPdXZy6tNLcRniI6cD4U+N5/Ysh6P/epU3KVEltxIWJesfUmyIUlL177J0mJGTtx6mOLEIjDQP87IcAhFkdm9p46PfWwrJaWpiaaiyBiGIBKJc7F1kB/96D2OH2tLTzhff+0MG+rL2batetoHocWqsnv3Ct5+q4loNBX6eOxoG4ODQfLzvRn1T9cNTjd0MjQYSr9WW1tAXV3hVdvabBYefWwT939g7ZTXk0mdp35ygJdfaki/ds89q/nEJ+cO4/P5HMznGd/S3I8QAlVV2LK1mo98dDM1Nfk4nVZUVUn7YfT3BXjm6SO8/npjOu2lubmPQ4daefTRTTOmdwgBjWe6+dGP3ksLE4ois3ZdCZ/85HZWrCzC7bKhWlJtJRIao6MRDh5o4emnj9DfN4YQghMnOvjxjw7wta/fk3Eki6EL3nm7iWRSx+Wyce+9a3jkwxspKPDhcFhQFBldT50vbRcHefIH+zlxoiM9WD185CJNTT1s3Vad+Qd6ZR+EIBCJ0To0wunufs72DdIXCDIejaMLA5uqku1yUJGTxfqSAlYV5VPq92JVTWNOE5O5iGsaLzSco6G7f1H2V19WyOrC/Pnou2lCwRg9nSOcP9PNxeY+ervGCIdiJOIaFquCw2UjJ89DcWkWVXWFlJRnk5Pvxe3J3N8mNVE3GBsJM9Ab4GJzH20tA/R2jRIKRolHkyiqjMtjJ7/QR3lNPqvWlVJWmYMvy7Xge0oyqTPYN8a5Mz2cP9NNZ9sQwUAUTdPxeB2UVeVSv6WKrBz3jPtQFJmismx8fmdGx5mIa3S1D3PudBdnT3fT1z1KaDwKkoTHa6eoNJvVG8pYubaY4rLsjKpOBEbDdHcMIwRk53rIL/IhhOD8mW5ef/4kLWdTIn3NykL2PrCONRvKsEz4VcWiCU4evsg7r56h4+IQFotCZV0+O+9axfo7KrA75p6wCSGIhhMMDwXpvDjIxZYBOloHGB0KEw7FMAyBzW7Bn+2iqDSLFWuKqVlVRGFxVrofmSCEIJnQCYdihIMxguNR3nnlDInLIk1HhkI0nerCOsNizSR5BV7yCn3z8LG6JDREg0f/BwAAIABJREFUwnE6WgdpONZGc2MPA33jxONJ7HYLXr+Typp81mwso2ZlEdm57ms2224ZHOGpQ6cIxa998rSmKJ9HNqxafuKE7AVpKSusSMjy/KKJTW4ddGEQXeaGmEII4kmdSDxBPKmR1PUJIfjG9sNps1CYtXRRTpliihOLwGSVhz17V/L1r99L3hWigaKAz+ekfmM5Pp+T//Qff0PzRFTA0FCQl148xZo1xXg8jqv2LcsSdXWFrFpVzPHj7QD09gY4criVhx6uz+jhHIslOXCgJT3BBdizd+W0po6yLOHzOfH5pg7WEnENp3PqA9HttlNU5J+z/fmi6wayLLFlazXf+sMHpjXTdLsV3LV2vvq1exgaDnH4UCuQWkU6eKCZhx7aMKM4EYkkeOaZI/T1Xqo8sm59KX/ypw9TUpJ11faqquB02vjo45vJy/Pwj995jcHBILpu8PZbTWzcWM4DD67PeKCUSOhYrSof/vAmPvu5XVcZksry5PlSgc1u4f/7f35NV1fK3yQ4HuXwoQts2Vo170G9EALNMDhwoYOnj53hvQsdBGOzlV+6iCxJVOT4eXj9Sj66aS3Ffg8gzUtsMjExubHoukHr+T5+/bNDHN7XzMhQaM73yLJETr6XtRvLueeD67ljZw1W6+xDBMMw6Gob5sDbZzl2sJWWsz2Exqf37bkcl9tG/dYqPvKZHazdVJ6xTxBcmky/9vxJXvnVcS6c68OYJgXx+Put/OqpQ7Puy+2x80d/9Sh77l8763ZCCPq6R3n+F0d459Uz9PdMn9t+4tBFXnrmKMVl2dz9wQ08/Pgd5OR7Z71XH3u/lf/8H55G1w0+8OGNfP1PP0hTQyf//Hcv03nxUunusw1dHHjrLF/9Xx7g7g+uJx7XePnZY/zoX94mcFn035kTHex7rZHPf+0eHnhsEzb7zJPGSDjOycMXOfD2ORpPdtDTMTJnOqcsSxSXZXPfI/U8/LHNcwpMhiFovzDAsYMX6O0epb9nlL6uMfp7x67ymjjw1lkOvHV21vYBPvM7e/n81+9BUTJ7ECmqjKrK9PeM8fSPDvDOK6dnvCYOvn0Oq01l/R2VfPwLu9iwpXJe5+ftiCR7kVhacUKSZhYhTW5tNKETM5aXb83kfCscS9DYMcC57gHaB8YYHAsxFo4STSRJagZ6KkTthrGlrpS/+uwHblyDC8QUJxaJ7GwXH/rwJnJyZ1akJEmivCKHj3z0Dv7xO68TDscRAs6c7qKjfZg1a0umfchnZ7vYtr2GxsYe4vEk0WiCgwdb2HXnCvwZrPg0n++jve3SIKe8Ioc1a0sWdqA3iMJCH5/5zI45q3x4vQ4efHA9Rw5fTN8MensDjI6GccywanTyZDsNDZdSXNxuO5/+zA6Ki68WJi5HlmW2ba+hrW2IHz65H103iMc1XnqpgR07a68SdGZCkmD1mmI+8vhmnM7ZV7YqK/PYs3clT/3kAEKAphl0do4QiSSmrbIyG+OxOD8/0sAPD55gYDyU0f3QEIKLQ6P867uHOdzWxR/edyf1ZYUo0rWXbjUxMVl8DMPg4NvneOIfX6fz4lDGpRkNQzDYF2Dfa2corchhy67aOd/T3THCf/9/f8PZhq509FomhENxDrx1lvbWQb7yrQ+w466VGfkEAYwOh/jp997lledOEJkwSpZkCZfLhsNpRZIlEnGNUDCGNkcovaLKc66Ma5pO48lOnvjOG5w93TXnPoVIfS4///4+zp3p4svfvJ/qugLkDI6v4+Igref7+cn/eJeuy57Zk4wMhfjZ9/dTvaKQ7s4Rnvr3d6cIE5MERiP89HvvUl6dR/3Wqhnbe/Hpo/z8B/sZGw5PWbyYDcMQdLUP89S/v0tP5whf+uZ95MzynNZ1g8P7m/nBP72RrhR2o1FVhf7eMX72vX0cO3gBTZtdgEnENY4eaKG3a4Qv/P697P3A2ozPz9sFSXKgKhUAWNQaJGkpozkkZFOcuG2J6YlUGuEyIanpdA0FeOvUBd4+3UrXUIDxSIyEtjT3v8upyJ99nrNcMMWJRaK2toAVdYVz5mIqiszOXXU8++wxms+noieGh0M0NfWwYmXR9NEMisyuXbU8//wJuiYqhJw4njLGTKVMzNymrhscOtRKIJAawEiSxLZtNeTlLe+wnm3ba6ipLZgzOkCSJKqr88nKcjIyUY4sHksyNBicVmxIJjUOvX+B8UA0/drWrVWsXl2SUTSA3W5h9+4VvPH6mXS1lraLg5w62cmevSszOjabzcJdd60iL2/utBy73cKKFYU4HNa0men4eJRgMDovcULTdX5+pIF/eut9Ion5K8wJTefQxS7+9qW3+b8eu59VhXnz3oeJicn1p61lgO9/53U6Wi/l8jvdNmpXFlFcnp1O2YhFk4wOh+jrHqWzbSi9iu3PcXPHjhrUDMol5+R5yC/0cXoiqg/A7rBQVplLcVkOviwnNruFREJjqH+csw1dDA+mvDiEgO72YX78r29TXp1HWWXunO3pusELvzzKC788mk4HcLnt7Lp3FVt21VJQ5EdVZQJjUZobe3jzpVO0X7j0OVhtKrWrisgt8JGd66aw2E9VXcGM7QkhONfQzX/7v39N52Vigd1hoWZlEWWVubi9dgxDMDoUovV8Hx1tQwgjlQ54ZH8L4WCcP/nrj2R0fN3tw7z07DHOnelm9YYyVqwpZjwQ5ch7LYxPiBBdbUO89OwxLjb3MzocpnpFIWvqyzAMgxOHL9LTkXouDQ+FePuV02zYUjnjc7RuTXHadwFSz9PcAi9llbnkFXpxue3IskRoPEZ76wAtTb3pylLxWJLXnz9JaUUuH//CrhnPFwmwWlWysq+ePIZDMcKhS9F7dqcVTwYpRfP1XAoFYzz1b+9y/P1WdN3AalOpqiugojofj8+BYQhGhoKcbeiiv3csvZLZ0znCU//2DpU1+bOeJ7cjNms9+blPACnPCVn2LWFvZCTZFCduV8JaAnEjww9mIRxL8OKRszz1zkku9Awtk17dfJjixCKgqjKVVXl4vJk9ML1eB3V1BbQ096VNCC+09KNp+rTiBEBBoZ8tm6vS4kQ4HOfggWbWri2ZNbRxcGCc06e70isF2dkutm6tnjNcdylRVZmNmyoy7qPNppKd7U6LE7puEIlOn382PBSi9cJgejXRZrOwob58XhP9omI/dSsK0+JEMBilsbGb7TvmDoOGVKTGhvryjNvzeB04nJfEiURSn5KnOxeGEBy62MVPDp1ckDBxOWd6Bnhi/zH+t4fvwuu4dlNOExOTxSMR13jzpQa624eBVAj+qvWlfOZ39lJVV4Db60jfo3RNJxZNEg7FGB4M0nSqkyP7W8gt9LFiTXFG7TmcVvY+uJbmph48Pgdbd9exblNF2rfCZk/56Bi6QSSSoKdzmOd/foS3Xzmdvoe1XRjg/XfPU1jsxzLL/VMIQev5Pt58qSH9XrfHzud/7x7ue7gej29qWuSmbVXUb63kn/7zS5w/0w2k7vcf+PBG9ty/FrvDgmqZ3TNhaGCcJ7/7ZlqYUBSZdXdU8JHP7KB2dRGeic9z0gdpdCjI/jfP8pufH2awL5U2eLahi59/fx/f+ItHZk2xgNRk/b03m7j7wXV8+it7KSz2k4hrvP7CSb7/nTcIB2MkkzqvPHccXTfYvKuW3/6D+yityEUIOHbwAt/5j88zNDCOMZHaMz4WwZc1fT5+VW0BO+9axaljbazZUMa23XWUV+fj9TtxumxpT4lEXGN8LELDsTae+vd30+kmhiF46+UG9j6wluKy7GnbUFSZux9az6btV/sk/eYXh/n1zw4jJp7H23bX8Ykv3oltDq8OX5ZzXqac3R3D9HSOIIRgxdridDqR1+dM+VtMmJT3dY/y4i+P8trzJ9NiXUfrIPvfaKS4LHvO7+92QpbdWOXMFmSuN5IkY1ErUNVUtJciT38umtyaRLT4DU2NmIm+0SA/eP0ov36/kWB0tpRpk7lYvjPUmwirVaW4eObqEFciSRJVValykJMrFu0dwySTOo6rbSeA1IT9zt0reOWVhvQk9fChVj7y0S0zGmMahqD14iCtFwbSr1VU5rJ2hvSR5YI/y0VenjdjXwNZkacYaBlCkJwhxHhkJExf36V8YY/XTnlFzrwGOna7hfKKXKxWhURCRwhoaxskHI5nJE4UFvnxeWf4oqfBalGm5Lzqmo42jzKvwWicZ443Lkr1AM0weOtcKx9ct4I9KyoXXEHAxMRk8RkPRDh7qivtG+D1O/nMV/ay9c46YGr1AUWRsdpSJoCFJVms2VDGhz65jXg0MatIcDmSJLFxWzV/9JePUlaVh9Ntm7YSh6LI+KwqXp+D/EI/44EIh/c1YxgCLalz+lg793+oHv8s7Rq6oOFYOz0dKeFFklNtf+DDG3FOIy7Lisyq9WU89unt/OPfvkA4GCMUjHLi0EX2PrBuzmNMJDReee44Z050pI91w5ZKvvkXj1BcfvUzw21RcLltfOxzO/H6HPzrt18mEk4ghOD9d86z655VbN+7ctZnrxCp7+yRj2+htCIHSZJQLQr3P1LPGy800HQqlY4YDsXJynHx0c/uoHpFYXqfG7dVUbe6iKGBcSCV3jHYF5hRnHB77XzyS7v56G/tpKQ8O/Wcka6uUuFwWrE7LNz7cD1Wm4Vv//WzRMKpccjQwDjnz3TPKE5IkoQ/y4V/mj74s1xIXJpXeLwOyqvyMjLynA+6ZiBJsGJtCd/6Pz5M9YqCq9J5PBYHbo+dL37jXgJjEd57syllWGcIDr3bzEOPbzHFiWWLFa/7a3hcXwBAkjJLsTW5NYjqSx85MR6J8W8vH+LZA6dJzmN8bjI9ZhLdIqCqCv6s+d0MC69wmg6MRYjFZl7VliSJyqq8KSvufX0BDh+6MGNOcTye5PCh1vR+VVVm1646HHP4HCw1WX4nbpctc7GHKwZTqYpyVyGEIBiMEbgspcPltJKfQXrFlPYkiaJC35TVnf6+8Vm/v8spyPdgsc7DYEuSphj1i/Q/mdE2PMqBCx2Zv2EOxqIx3j7fSvQaozBMTEwWl0RcY2w0nP7d4bRSWZs/Z2lLSZKQFRmHw4p/mvD72bDZLKzZWI7H50iVsJyjnZw8D/c9XI/jMkGho3WQWGR2t/VIJE5LU2/6eWe3W6jfWoXLPX0agDRRHnXDlkpyJwR8IaC5qWdGQ8tJhBD0dIzwxosNaS+N3AIvn/7tPZRMI0xc3qZqUbjz3tVs2l6TFtgDY2H2vdFEJDT3alpxWTZVl6U0SpKEw2W7KpqltCKXleumLjQ4nFaKy7NR1dTQLhpNTOtJcXl/SypyqKzNx2JVkWYp8Tr5edZvqWTDlks+FtFIgo4lKAc6X9xeBx//wp3UrCyc0WdEkiR8WS4eeGzTFMGrr2eM4QnBx2T5kTo3XShKLoqSiyyb4sTtRFiLL6k0EU9qPHPgDM8fbjKFiUXCFCcWAVmRcM5T6Xe7bVMiA3RDEJ0hFWESv9/Jjh012B2pSXEkkuDwoVaCwei024+MhDhx4lIucG6eh013VMyrn0uBzWaZMb3lWhBCEArFpriRWywqLvf8jZw8HvsUg6zx8WjGhnAOp+2ay5PNh2MdPYzPWpVj/hxp7170fZqYmFwbsixNuXfGYxp9c0zEl4La1UVTzICD46kSoLORiGvpiABIldkuKc+Zs63cfM+UlMuhgXGCgZkn7ADCEDSe7KC7/ZLPxJoNZaypL0eaI8pOkiS8fiebtlenIwCEgMYTnYwMz141RZYl8ot82KdZQCgsneqhVFmbf1X6gyRJ+LPdKBORdsmERnQO0We+uL0OalYWpscvmqYzHohmbKi5VKzdWM76OyoyWvSoqs0n57KI1GRCY6AvMMs7TExMloqoHl/S+09zzxA/ffsEkbi5YLdYmGkdi8Dkasl8uHJQYRjGnCvvsiyxfUctzz13jIsTZmenTnXS3j7E+vVlUx66QgiOHW1jaMJ8TJJg27aaGVNAlhOqKl8XZ2whIH6FV4OiyAvy37DZLFNWz+LxZMau+FarcsPSIYQQNPb0oxuLq+YOhSJ0jgQo8i1vY1UTk9sJl8dOaWUuF86lzJYDo2F+8YP9uNx2yqpyl43XkN1hxem2Q39KbNA0fU5x19ANopFLgqgkSWmhfjZkOZW+MkkyoaMldYQQs1aYOHbwwpQIvE07qjN+zkuSRGVtPk6XLS0O9HWPMjwYTKdrTIeiyGTnTl/54spS4wXFWcjT+E3ZHZeeTbpuzFldZL4oiozX50RRldS+BSQmnn+Zlva80ciyxMatVXh9maVTWmwquQVe2idSYoUQhINzl8g1MTG58SylIaZuGPz6/UZ6R2ePrLIoMn63g5IcH3UluRT43bjtNuxW9Yam2Rf4bw7j2OUxUrnZEcxbtbuy7M1VqQkzkJvrYcuWqrQ4EQhEOXyoldWrS6asmEWjCY4fa09HY3g8DjZvqZqxvOZyQpIkuE7X6tUfsViQ4nrlW+Zzc7mex3clcU2nLxBa9DJLSU2nazTAtqrSRd2viYnJwnG57WzbXceR91oIB1NRYkf2tzA0MM49H9zAll21lFbmXpfItPkgSaRTD4DUM3QOcVeWpSniijCmihUzoWk6scuiEq02dU6RIRKO03HxUtSEosiUVuRm7IME4MtyTUnf03WDof4AQkz3HEohy9KMlSiu7LN3hkpdinKZyacgY9F8PqRKsF62GGLMfwx0I3F57BSXZWdUzhVSgpb9Mn8JIcS8SuWamJjcOKL60qV1dA0FOHy+c9pU8klKc33cvb6G+zfVUZmfhc2ioigS8hzplteD5SkfX40pTiwCC3lwxa+IkpBlGUcGq0CSBLt3r+DFF08RmlDy3z94gUc+tJHCQn+6P+1tQ5w715u+YCoqc1m3rnRZG2Feb6ZbadN0g3hcw+mcX2pHLJaYMuiz2SzLsg56MBa/5god06EZBiPh2UOjTUxMbiyyLLHzrlU0HG3njRdOkUho6LrBhbN9tLcM8Oqvj7NmQxk77l5F3epivD7HnBUrMkUIQSyaJBZNMDQwTm/XKCODQYLjUWLRBIm4RiKhkUzohEOxeaeb2OwWikqzOX085Z+TSGi0tQyyeWftrP3v6xpNl+EEyM714JmjBPdAb4Bo+JLwIYAn/+kNXPMoYRmLJhkbCU95LTgem9jbDL4OsoRthnHAld21OSzTihxT/IkyHLELIdB1g2g4QSgYo697lIG+McZGwkRCcWKxJMmJ7y6R0OhsG0yXFL0ZcHvs+LPdC/axEgtYgDK5ddEMneF4CAPTX2A5MBwPLsn1KYTg+IVu+kanN5tXZJnNdSX87ge3s6GqGKu6tIsCNxOmOLEI6LoxpVZ3JoyPR6cMHBRVzjiqoaw8h4315ezbdx5IGWMeO9bGQw/VI0kSmmbQ1NTLwER+rmpR2Ly5El+GIY23KpIEHrc9XWUDIJHQCQVjZM3gZj4T41fkSHt9jiVfjZyOWFJDW+SUDkhF/lwP0cPExOTacHnsfPard2F3WHnr5Yb0BFnTDNovDNLVNsz+N89SXp3HzrtWUb+1koqa/AWnfAghCAVjnGvo4vihVhqOtTPYFyAR19A0A0M3MEQqQk0YYsETPYfLxqr1pbz18mmSCY14LMmR95q556H1ZOdOP/FMJjQOvnOOoYGJwaMEVXX55BX4Zm0rMBYmmby04GDoBiePtM27z1eiafocZsYSlgwHsKkKTtcuKum6QXf7MA3H2jn2/gVaz/URCsbQkjq6bmAYxpTvLfVzzc3eUCxW1ay0YbJoDMbH+eOjP2A8aS7QLAeCyRjGEsROxJMa57oGZ/SaWFOez7ce3c2asvwb6jN3K2CKE4tAMqkzNDS/Mo09PWNTBmg5Oe45a3tDSs33eBzcuXsFx4+3Ew7HCYfjHH6/lT17VuHx2AmHYrz/fkt6ZT8ry8WOOVaXbgckScLrc5Kd7aZvwtwqHI7R3x+gLANjtUmEEPT0jE3xrygs9C3LlJnJweTi7/j6hAubmJhcOwXFfr78B/dxx85qXv31CU4daSM4HsPQDXTdYHwswulj7TSe6KCoNJvNO2u475F6qlcWYplHJIWuG5w73c2vfvo+R95rIRiYas4syxKqqqBOpAFMVg0RQDQcn9c9RFFk7thRTfWKAs6d7kYIOHOigx/+81s8/rmd5BV406UwDV0Qjyc58OZZnv3xwXRahz/LxV0PrMMzh1AfiyTR9etx35xjn9OU8Zxx00V4ngfGIrz54ileee44bRcG0LXLhGwJVEVJpXCoE9+dLCFJKd+OK6M/lzOqKqNazMmByeKgC4OheJCAKU7c1oRiCS72j0z7N6/Tzhfv28JqU5hYEKY4sQgkEhrd3aPoupFRaL9hCC62DkyZNJaX50zNwZ0FWZbYdEclJSVZnD+fMj5rauqhq2uEVauK6OgcpnXCyAlg48bydMrHtXAraBs5OW6Kiv1pcSIUjNHWNsQdmyszvoFEIgk6OobTYa2SJFFRkYtrGZZoVWT5uphvSpJkhqiZmCxj7A4rW++sY/X6MhpPdbL/9UYaT3bS1zOWNkk0DEF3xzD9PWMce7+Vhx/fzP0fqseXQSSZrhs0HG3jX7/9Cheb+9NVkCRZIr/AR2GJn8KSLAqK/Xj9TlxuOzaHBZvNQiya4J//7iUGeudXAaGwJIuHP7aFgd4Ao8MhEnGN135zgrMNXWzYUklhSRYWi0JgNMK5M12cbegiMJqaQFisKvc+tIGtu+vmnNgbYmo9apvdQt2a4msWoAtLspbNgzQUjPGz7+/jpaePplNEARwuK8Wl2eQX+SkuyyY7143H68DhtGKzW7DaLRx4s4nf/PzIlMpXy5sbn9ttYmJyaxONJ+kfvboCkwTUVxVxR20JiilMLAhTnFgEDEPQdnGQ4eEQeXnTO21fzuDgOBcuDKTHPpIEK1YUzistIC/Pw7btNbS09GMYgsHBII1nuqmtLeDYkTZCodRgw+m0sX17DS7X/MtlTkGaDCO9xM2UczqJ3+9k9epiTjd0kUzqJBI6x4+3c9/9azNK7RBC0Nk5TPP53vRrXq+dNWtLsCwTJ/zLcdks10VEUGQJnyPz/GsTE5MbjyzLeP1OduxdyeYdNbS3DnLmeAfvv3uOc6e7iUxEL2iaTlfbEN/7h9cZ6Avwpd+/F8ccz4z+njGe/O6btJy9dC/MynFx34c2svOulVTVFeB02aZ9Hg4PBjOKFJzueO5+cB2JuMbPn9jHUP84ibhG6/k+WieE+iuRZAmf38mDj23i8c/txJnBs9BqVZEuG1S6vXa++RePUFGTP+8+T+nLMpkfJ5M6b75wihd+cYTIhLeGLEusu6OCD3x4I+s2VZBf5LvqmT9J6/m+m8dZzcTExOQ6EE9qjIaujp6xWVQ21ZSQ7XEuQa9uDZbfbOompbV1kMYz3ezZu3LWclqapvPe/mb6+i6ZgRUU+Fixomjehoo7d9by/G9OMDqayik+dvQid+6uo+lsT9pTobw8m9VrSqY4ay8ESZJwu6cO6gYHxjEMcc37vpEoisyOHbW88XpjOnri5Il2Gk51smfvyjmFpWg0yTvvnKO//1LZoIqKXNatK7mu/V4obpsNj/0ahalpsCgKxX6zjKiJyc2CxapSs7KQytp8dt+/hgtne3n9hVOcOnKRkaHU6k8ykYpEqKzJ54FHN6HMEM0nhGD/G41ThAm3x87nvnYP9z1Sj91hmfVeKoRYcHljm93Cg49twumy8sQ/vpGKvpBAVWR0Q4AAi0XB7rTgz3ZTVVvAPQ+vp35LFQ6nNaMVdK9/qodQJBQnkdCQ5pF2sZwZGRznlV8dnyJMbNxWze/+yYOUV+XNORaZ9KAwMTExuV3RDIPoNH4TDpuFlaV5S9CjWwdTnFgkwuE4zzx9hJLSLGpqCqYdxBiG4Pz5Pp579ijRaOqElmWJDfXllJVnz3vQU1KazZatVbz6ymkALl4c5MTxDrq7R4FUpEP9xnIKCrzXfHyKIlFU7EeSLkW7trT009k5THn5zHXblyO1dYXs3rOCX/7iMEKkBIenfnKAwiI/tbX56bzoyxFCoGkG77x9lldfbkjnSttsKg88uB6/f36GmjcKVZGpyMni/dZO9EUcTbptVqpysxdtfyaLhxBiwoAws+1lWcq4lLHJzY0kpTwgcvI85OR5qN9axZH9zfzwX96mtbkPBITGY7z5YgNbd9eRmz/9syMSitNwrJ1Y9NLAbMudddz1wFocGaS3JZPX5lnQ1z3K/jeaGB0KoVoU6rdUsvPuVelz3mZX8fqclJRnU1SaPe+otrxC35TKTtFIgoHeACvWFC+4z8uJjotDXGzuT//u8Tp49NPbqKotmPO9hiGIhhMYN01Kh4mJicniIwxBcpr7oFVVKDAX764JU5xYBCaFiKamHr7z31/j45/cSl1dIT6fA1VVMQyD8fEo58/38ZMfHaCz85KBSmGhjw8+tGFBuawul43tO2o5eKCFYDBGOBxn375zDA2mzDm9Xjs7d82dX5vZMUqUleWQn+9NRw309Izx/e+9y6c/s4PS0mzs9lRpM103SCYNEolU6TiPx76szCKtVoWHHq6nqbGHxsYehBA0N/fzd//lBT7+8a2sW1eGz+/AalURIlU2dHAwyHv7m/n1r44zMuF+rygye/auZPuOmiU+otmpLy3k6WNn0LXFq9O+vqSALNftXf1luZLUdV5oOMeFwemNmq7k3lU11JcWLZuQc5Mbh81uYcddq1BUhb//m18xOpyKoLhwrpexkTA5M6QpBsYi6W0hVW1qTX0ZLk9m94T+7lGSiYWlBQ4NBHniH9/g/XfOYxgGd967hi//wX0Ul+UsWhSf1++kuDyHrvbh9GtNJzvYdfcqFPXmv1C6O4anRK5k5bpZuTaz6L9YNEF/3/zKwM7Izf9RmpiY3KZIkoQiSxhXmCcrsox7Gc15bkZMcWIR8PmcrFxVxOFDrTQThTG6AAAgAElEQVQ0dNLS0k9NbT5lZTk4nda0YebZph4ikcT/ZO++4+O87zvBf35Pm14w6L2TIEiCXWyiGiVFsiSrOG5ZO1HsOHvnJM7Fu3u32d1s7pJb3+YSb9a3zm12EztOHCf2WpYi2ZKtXkiRYm9gQe8YlMEMppen7R8DQKwACDyDKfi+X+ZLJgn85gcQ85Tv8y0LnyeKPB77xDa0t1evKIDAcQzbt9ehrq4Yly+PIRZL4dzZoYVeEJs316C+rsSQr5ExhpoaD+7Z24zXXr0Ada7r+wfvX0Nf7yQ2tVehqMgGxhhSKQXxeArhUALxhIwvfOEAtu+oN2QfRphvYPmlL9+Pb/3n1zE8PANN09HbM4n/9M2fo7GxDPUNJXA4zFBVDbOBKHp6JuH1zi5kTDDGsHVrDb7wxYMoKrJn+StaXEdtJSpcdgzNGHNBaRJ4PNjWDLuJDr65aCIUwT+cuIBLY5NLfzCAcocdW6srwNGdwrrECxy27WlEWaVrIeAQCSeQjN85s0FR1Bt6DkmSAIfLsqzggK7r6Dw3vDBB426d+6gPZ473QlU1uIqsePy5nag2OHtPEHjsuKcJJ490L/zZ2RP9eMYXRmm5M++zjJJx+YaRpg6XZVmjZHVdx6w/iq7OMUP2wfM39rRQFI3KRQgheYHnOJgkEXI8ecOfMwZqhLlKFJwwgNks4nOf3werRcKxYz2Ix1PovDSKzkujd/wcu92Mxx7vwBNPbF/2lI7bcbut2Le/BV1dXiiKhsRcqqwkCdi3vwU2u3H9BsxmEc89txsjI35cvDC8cKM+NhZYKCW5mckkIBJN3vbvsokxhq0dtfjtrz2Cv/2bIwvfv1RKRVeXF11d3jt+rtksYs89TfjCFw+ipsaT80+cK5x2PLZlA75z5DSUFdZ5z+MYw97GWuxtqqWDbw7SdR0j/iCG/Xc3BYGsb5qq3TBGUjIJEBZp0CxJAkzX3cwqsopELAVd15fsNTEy6MPJI91IJVeWydV7zbsQGDFbJFhtxjfm5TiGbXsaUFlTBO9o+tw2NjyDV398Cp/78n1L9tTIdVa7aa47Z/ocHo+moChLnxs0TceJD7puyChZDbvDfMM+ZqZDUJX8a7RNCFl/JJGH22ZG5KbghKrpiCdTAHKz3Dsf0N2FARRVg91mxld/62F89nP7UFbmvOMNK2MMdXXF+NKX78Pzv34Ibrd1VRc5jDHs29eC4uIbn97X1nqweXP1XTfZXOq1auuK8TtfewQPP7xlmRNAWM4+j+V5Djt3NuD3/+0n8dyn9qC0dPEaMY5jaG4pw689fwi/9/XH0NJSnhcXqBZJxNPb27GpcvUNemo9Lvz6wV0od+Z2tsh6pWgaeiZ9CMYTS38wKSi6rmN6Mojh/ukbAg3L+bzzpwYwPflxQKu80g2b/faTNoD0k3bnddONZFlFz9VxxGOLZ0PM+qN44e+Ooefq+LL3dzNB5BfOKTNTYbzxyjl0XxlfmDxiBMYYahtK8NATHRCldJAmlVTw6k9O442Xz0JOLT+wkkop6O+ZQGj21q7u2VJRXXTDiOmZ6TCG+qcW+Yx0ueaF0wP4p3/4yLB+EzfvY6hvGiNDPkPWJoSQTLJIIsrdt14LK6oKXyiahR0VDsqcMICmaojFU2hsKsXnPrcPBw604sKFYVy9Oo6pqRBSSRlmi4TKSje2bq1BR0cdKirdq8qYuF5pmRPbttfjjdcvAQAEgcOWrTWorHIbsv715ksivvpbh/HY41tx4cII+vun4PdHkUjI4DkGm90Mj8eG6qoiNDSVYsvWmkXX3LGzAX/y/35uYWa6zWaCy7X8ETzuIht+7+uPLVwY8wKHysrlfe2MMVRUuPBrz9+Lhx/ejMuXx3Dt6ji83lnEYinwPAen04LaOg/a26uxYWMFyspcdzX29elnduHQoY0L6aqeYjtMpuW/9RobS/F//tFzCzXakklAVXXRsj8fAOqL3fjqg/vwp68fwcC0H3d7Cc8xhvpiN3734QPY1ZCbk0kIEEvJOD9y56wfUtiuXhzF9/7ibWzqqMHOfc1o3lABh8sCs0WCJAngeG6hL1AqqSAcjOPS2SH8j+8dXbh55vj05AbPIsFaq82EDe1VOH+yfyED4sN3rqFtay0OPtgGm90MNlfioWkaopEkRgZ9eOnvj+PEkW7oAESJX1Hfia076/H2qxcw649CUVS8+dPzOPtRHxwuyy2jLxljkCQBdqcZlTVFaNtagw3t1Sguc9xxTOY8ySTiE8/txrWLozhzvA8AEA7G8ff//X30XPXi4ae2o7KmCBaLBF7goOvpawFZVpCIy5iZDuPapVFcPD2IWDSJ//V/fxxOd26MlquuK0ZVnQfD/dMA0j1EXvz743C5baiu+7iBqK7rkFMqZgNRnDzSjZ98/xgmvUGIEg9V0VYdDKqsKUJFTRFGB9MBCf90GD/86yP4wv/yAKrrimEypzNUNC2d2SPLKhRZhcksLqvxKiGEZIrdIqG+rAhnem8sc4unFAxM+rGzZfF7H3JnFJwwiKZqYIzBZBbR0lqO5pYyaAvjtnQADIyl57QbPY5MVTVEryudsNlMOHCgdcmLr5VijMHuMKNjWx22bK2Frt/4daY/Jv1xy6lBdrmsdxWMuJko8mhsXHlWAGMMZrOEpuYyNDaV4hNPbLvl6+E4NjfF4+7/7crLXSgvd614f1arhNbWihV/PpAOLhxsqYck8PiLdz/ChRFveuzeMggch/3NdfiNQ7uxq776hiddJLfMxhK46l38CSgpXHJSwdjQDMaHZ/Dua5fgKrKipqEElTUeFHlsMFskMI4hEU9hZjqMge4JDPVP31BiUdtQgsef27nozR9jDAcPt+PIm5cxNH+DG4jir/78dVw4NYCNW6rhcFmgKhqCgSh6r3lx4dQAAjMR6DqwbXcD7E4LPnzn6l1/jR27G/DkZ/bg5X84gXAoDkVWMTk+i8nxxXvqMI5BFHg0tJThk5/bi/se2QyTWVz0c4pLHfi13zqMYCCGvi4vdB0Izcbw1s/O4+jbV1BTX4KKajcsNhN0TUcyIWM2EMX0RBAz02EosgpN01FW4YK2ypI6I5WUOXD/o1vww+98AFlWoakaTnzQjZnpMPYcaEFlrQeCwCMRT8E7FkDnmSH0dnmRSipwuCx44LGtOP7uNfimQku/2KL7cOLehzbhx3/3IVQl3cfqxJEujA75sHVXA8oqXeB5DnJKQSyaQigYQyScwMNPbMO9h9sN+m4QQsjds0giNtWWwyxeQ0L++BwaT8m4PDSJp/aqkDJ0H1boKDiRAfOjKNeqJL+/bwqXLo4s/H7Dxko0L2Mk2GrM36DzfOHcqK71v9taE3ke+5rqUO124t2uAbxxuQdjgSCiyRSSqgpV1aAD4BmDSRRgM0loKC7CJ7ZuxP0bGlHhsudFGct6dtU7hUCMSjrWq/lsBV1PB639vgj8vggunh5c8nN5nkNNQwm+9DuH0dhaseR7va6hBJ/+tXvx3f/yJvy+dCPNcDCOt1+9gPdfvwTRJEBTdcgpZeEJuyQJ2LG3Cc//9mEM9U/j5JHuGxprLkbXdSiyipnpMCRJgNkqIhyKL+tzgfTYt1RKQfeVcXznW29g1h/BJz+7d9EABWMMLW2V+N/+/Sfxg//2Hs6dHEAinkqPoI6l0HN1fFklKrzA5VSPHskk4rFndqKvawKnjqb/DXRdR8+VcfReHYdkEsFxDIp8XeNTBrg9Nnz+y/fh8BPbMNw3terghGQS8NizO9F7zYtzJ/uhzjXEHB2auWNfC1FMNyslJNeJjEetrQQSRzeomeSNzyIor33ZHGMMO5qrUFHkwODUx333NE3HxQEvhiYDaKkytlnzekHBiTw3PzEjEknfkAgChwMHWuFwGN8kjOQ/jjHUedz4wt5teHr7JvRNzaBnagZToQjCiRQ0XYdFFFDhcmBjRQk2lJfCbpbAzwVuSO7SdR0XRrxIyHeeskAKW21jCfY/0IZrl0ZvGPW5GMYYSsoc2LW/BU/88m40b6xYVsYbL3C479HNYBzw8j+eQO8170IQQlE0KMqN/Sc8JXbc/0tb8PRn96KiugiqqqG0woXxkeWNvI1GknjntQv42Y9PwTsSgCyrsFglVNV64HBZIIrCDb2e5gM012czzGeIBGaieOWHJ7FxczW27mxYCOrc9uvkObS0VeJ3/s2TeOe1izjy1hX090wsqyTF7jCjoaUMew62onSZpYZrpbjMgS//7sNwe6w4+tYVhILpQI+uA8nEjccQQeCwcUsNnv7cXuy9bwNMZhEbttTg4tkh6Kso7WCMoaK6CL/xu4/ihe9/iI/e70IkvERwlSHnm1ATAgBlFhf+uOMzqLZ6sr2VgvbNqz/Dq2Nnod11wfLqNVZ4sKO5GkPTgRsmDQ1M+vHupT7UlblhEulW+27RdyyP6bqOrmtenDkzsHBR2NBQim3b624Z0UXIPMYYBJ5HkdWC3Q012N1AdXGFIBhPoGvCB9mgZnUkv8w/5f/6Hz6N0SEfRgZ8GOidwvTELPy+CBLxFFJJFYAOs0WCw2lBVZ0Hja3l2NBejZqGkrua7jRfxvjg4x3YsLkal84O4cr5YYwOzSAaTkAHYLObUFbhQsumKmzZUYfmjRXp0pK5hpP/6o+fRTSSBM9zqKy+8wV8Minjhb89ild+dBLRSBKixOPgQ5vwyFPbUV1fDKvNBF64cRiurqf7XciyimgkgdEBH174/jF0Xx6DrgNTE0Gc/LAHGzZXw7zETHrGGIrLnHjuiwdw8HA7+rsncPXiKIYHpjEzHUIiLoPjGMxmEa4iG8qr3KhvLkNDcxkqa4pQXOa8Y3Pqjl0N+KP/759B13XwPIfaxtuP/966qwH/97e/sPD7lrbK296k77m3FRU16eAPz3Ooby6749dUXVeML//uozj08GZcOD2I3qvj8PsiSCZkiBIPt8eGmvoSbN5eh00dNSivKloIXD316T3YvqcBup4uz1hpZghjDA2tZfjn//IxPPh4BzrPDqGvywu/L4J4PAWOMVhsJrg9NlTMfV93H2hZdM2mDeX4P77xywuNS602E4qXaHh9PavNhM//xn147NmdANJlnTUNxoxlJ+uHU7DAIVpgFYybmkdu5RQt6YdnWZhDzHMcnt6/GR9dG4I3EF74c1XT8fLxTmyqKcWB9oacypzLBxScyGPBYAwvv3wWExPpLuvz40Orq4voyQIh68yIP4jRWRohup4xxuB0W7HJVYuNW2qgyGq6ll/ToGv6wnOl+f5HgsBBEHnwPLfizCie51DbUIKqWg8eenwrFOXj1+IYAy9wEEU+PWXjutcwWyS0b6tbcn1d13Hx9CDe+Ol5RCNJcBzDzr3N+MrvPYqySveysjwAoKGpDBzP4U///UtIzDVP7r3qRTKpLBmcuP5rrawpQkW1G3sOtkJR5srh5r6x3Nz3lRc4CAKfDpgs8X0tLnUseePMGFvWxwFAaYULpRXL63E03z9qxz1N2LKjDnJKTf+s6OluSxyf/hkRJWGh79K88io3yg1qus0Yg9Nlxc59zejYVQ9Zvvn7ysDxDDz/8c/rYpwuK7bvaVzxfgSRR0tb5Yo/nxAAsAlmCFTSkXFWwZTVuYAba0rx7IEt+O6bp5C4bpLTuD+Ev/z5R3BYzdjaUEEBirtAwYkcpyja3BOV9IXBfPfswGwML75wCkc+uLaQNdHUXIZHHt2SsUaYhJDcpGk6+qb9mAguL5WfFDbGGPi5m7m1ej1B4DNy7kkmZJw51ouZ6fRTKavdhAcf34qKu5xYxPEcGlvL4XRZFoITs/7oXY1dBT7uTWQyczBh8Yaa+YJxDJJJhGTK7tfD5cg+CDGCXTRDZHQ9nmk2wZTF0ES6Mean7+3A8PQs3jjbjZSSLvnTdeDy0CS+8aN38KuHd+L+rc2wmSVqKr8MFJzIcd3dXnRd88JikSBJPGRZxfh4AGfPDKGvbxLJuRpau8OMZ57ZhYplPjEhhBSOuCzjyvgUZPXuRzMSksvisVS6OeLcU3SzWbpjqcJS0qm/H/8+nQ1gwCYJIeQmdsqcWBNWXrrl2L7W3HYLvvLYXsiKincv9i0EKACgZ2wa/+mlD3C2dwyP7tyI9royOCwm6uO2CApO5Liua+P4zl+/j3j8zk3u7HYznn12Fw7em7nxoYSQ3BVOJHFh1JvtbRBiOE3TIV83pg0rHMWt6zqG+6cRum7CR0m5E7xAqbaEEOM5BMqcWAtWwXxXmROKmi51NArDXA+fYhe+/ux9qChy4OWPrmA2OtdkGIA/HMeLxzrxfmc/2mvLsbWhElsaytFQ5oHNLILnOHAcm8uqyFzQnGPpkdq5joITeYwxhpISO554cjuefnoXrFZqukPIejQeDGPYP5vtbRBiOFHi4XRbF34fj6XQc2Uc9c1ly+43oes6fFMhvP7y2YVJFIwBGzdXw7zIKFFCCFkpu2CCQH0GMs4mSHfVc+J0zwjO9I4a8toMDCZRgMUkwmaSYDGJ2FBTit2tNXjrfM8tHz8TiuHI5QGc7B6B1STCZpZQ5raj1GWDy2qBRRIgCnzGghMNZR48cc+mzCxuIApOrADHGKxWE2y2dDDAajWBy1Btb1W1B1s76jA+FkAsloSiaLBYJJSXO7GpvQp797agbVMVTCb6pyRkvTo/PI74dY2YCCkUVpsJLW2V+PCdq1AVDbFIAq/86CQqaz1o3VQJySQs9IGYp+v6wihROaXg2qVRvPzDEzhzvHdh9GVFdRF27muGKNG5kxBiLJ5xsAlmcIyCE5lm5e+uROJ0zyj++vWTGdsPd9P56HaSsoKkrCAQiWPUt3aNzA9tbqTgRKEqKXXgD/7wGShzNUU8x6G42J6R19q+vR6treVIJZWFLtocx2CSBFhtJpjNItUtEbKOKaqKS2OTSKkUnCCFh+c57DnYivd+0Yn+7gnoOtDX5cU3//Al7D7Yio6d9fCUOCCaBDAGaKoOOaUgFIxjuH8aVy6MoK/Li8BMZKF5tN1pxmPP7kLzxko6fxJCDCdyPGyCOdvbWBesfHYbYt5M0/WsjDUtJBScWAFB4FFZacwIraWYTAJMpswEPggh+c8bDGPQF6BzISlIjDE0tpbjM88fxN98+21MemehaTq8owH89Ecn8dMfnYTZIsFsEcFxDIqsIplQkEze2qeJMcDltuGZX9mHpz69BxJlHBJCMkDiBNhEKrVeCyZeBE+9PQoKnZkJISRP6Xp6hOhkKJztrRCSMYwxHHyoHXanBS/94CP0XBlDOBRfCMgl4ikk4qk7fr4gcCgqtmPjlmo8+vRObNvdABP1miCEZIjICbALFJxYCzzjYBFEhJX40h9M8gIFJwghJE8pmobuSR9mY4lsb4WQjJJMAvYcbMXGzdW4eGYQnWeHMNg3hYmxWYRDMSQTMlRFA8dzMFtE2B0WFJc6UFlThMaWcrRtrUFre9VCjwpCCMkUico61gzPOFh5CgQVEgpOEEJIngonkrg4OpHN8d6ErCmn24qDD23CnoOtiEYSiMdSkGUVmqqlm11yDDzPQRR5mEwiLDYJFqt0S9NMQgjJFJEJsFHmxJrgGYOFl7K9DWIgCk4QQkiemo0lcHl8MtvbIGRNMcZgMotUmkEIyUnUEHPtcIyDRVh+cKK62IU9G2ozuKPctaG6JNtbWBYKThBCSJ7qmpimkg5CCCEkh0jUc2LNpMs6lh+ceGRHKw62N2RuQzlMEvOjcSgFJwghJE+dHR6HrKrZ3gYhhJAMYww5NTKR3JmJF6jUYI3wjIPlLnpO2C0m2C0UOMplXLY3QAgh5O6FE0lc9U5D1ajjBCGEFDpGoYm8YRfM4BjdYq2FdHCCAkGFhN45hBCSh/qn/ZigEaKEELIuUEPX/MDA4BCt2d7GusExButd9JwguY/KOgghJM9ouo6uCR984Vi2t0IIIWQN8BxNnMkFFl7CodI2RNXkbf+eA8OOooa13dQ6RpkThYeCE4QQkmfiKRlXvVNIKkq2t0IIIWQN8BwFJnJBkWTHv2x/CvoiQ7wFlh+NBwsBBScKDwUnCCEkz8zGE7g4OpHtbRBCCFkjAseBEieyL11GQA0Vc8XdjhIluY+CEwVG03UkZAWxZArRVAqxlIxoUoasqlA1DYqmQdV0qJoGjjEIPAeB4yDwPMwCD7vZBMfcL4soUAohITloIhjG4Ewg29sgBUTXdSQVFaFEApFE+vyRlBUkZAWyqkHVNWiaDsYAnkufN+b/axJ52CQJNlP6l1USIfL05JAQIwk8vyZNMRVVQziRRCiRRCSZRDylIKkoSCkqNF1baMLMcxx4jsEkCDCJAqySCKfZBKfZBKtJAkfXj2QNMABmTgQHBm2RbBaSPyg4kYd0XYem60gpKhKKAl84hmH/LAZ8AQz7Z+GLRBFNphBJphCd+yWrKhRVnwtOpC80OTAIPA+B5yDyHMyCAKfFDIfZBJfFhDKHHRsqSrChvAR1HjdskgizKIAxit4Tkk3nR7xIyFTSQe6erqfPA0lZQTiZwqDPj75pP4ZmZjERDCMYTyCUSCKaTCExF5xIzQW308EJBp5jC8EJkedgEgXYTSbYTRLsJglOixnVbieaSj1oKvWg0uWARRJhFgSqmydkhUSeM/S9o89dR8ZlBb5IFF0T0+ib9mPEH4Q/GkMwnkA4kUQspSAhyzccBwBcF5wUYJ4LTrgsZrgsZpQ57agvdmNjeQmaSj1wmk0wiwJ4ztivgRDGGEy8CJETkNTkbG+HGICCE3lE03WE4gmMzYYwODOLCyNeXBz1YjIURUKWkZQVJBUVmr68yKEKHaqiIHndPc5EKLLw/3nGYJZEWEQBJXYbttVWYF9THTaUl6C6yAmTQD8+hKwFTdcRTaYQiMURiMbxYe/Qst/nhADpnyF/JIaRQBCXxydxftiLaxPTmI3FEZ87d6iatuQ6uq5DU3XI6s0fG7nhdyLPwzx30+KxWtBWWYrdDTVoKStGjduJIpsFPEcDwwhZLpHnYUTbCUXTMBWKYMAXwLnhcZwbHseAL4BoKh2QlBV1Wc+flbls3ISiIBi/8e84ls6osEgCXBYzNleVY1dDFdory1DvKYLTYqIgBTGMS7SizlaCmHL7JqUAYBfNa7gjshp0d5njNE1HUlEw4g/iSO8gTg+OondqBt5geCG1LlPUuRuiaDIFXySGaxPTeOnsFTSWFqG1rARmMTd/fHiOw6HWehze1JLtrdxWPCXjR6cuom/an+2trEhLWTE+tWsL7Caq8TOSpqfLrVRNg6JqCMTiGPYHMTiXETU+G8JkKIKJUAT+iHFTOl691IVrE9N5d6G4rbYST3ZshFkUs72VjBJ4DivN5Nb09PljYNqPo71DONk/iu7JafgisYwnv8qqCllVEU4kMR2OomvSh59euIYSuw2t5cXYUVeFw21NqCt2wyyKYGAFlZE3G4vje8fOYsaA9yoD8PzBXWgq9ax+Yzmse8KHH5+5ZEhWmNtqxlcO7YHTUjg3JJLAr/g4nS75ldE14cMH3QM4MTCK3ikfwomUwbv8+PXisoy4LMMfjWPAF8Crl66h3GnHlqpyHGiux72t9Sh3OgzPCCHrzxZ3Lf5g66eg6uodP6bC7F7DHZHVyM27SwJN1zETieH8yDjevdaP04Nj8EWiiGc5lTulquia8KFrwpfVfSxG5Dl4bJacDU6kVBXvdw/go/6RbG9lRQ401+HJjjYKTqySpqWDf7PxBILxBKbDUQz7Z9E7NYNBXwCToQhisoxESkZCVqBmKFPi/IgX50e8GVk7k5Kygl/a3ApzYccmYBbEu45N6LqOcCKJzrFJvH65B8f7hjEdiWa9FEjTdUyFI5gKR3B6cBQvn7uC3Q3VeHRzK7ZWV6DYbs3q/owUS8n4xaVuDPlnDVnvEx1tBR+c8AbD+KdzVxBJrv6GudLlwBf27YDTYsDGcoS0gp4Tuq4jlEji4ugEftHZjeN9w5iJxJBS73wTlym6DkwEI5gIRnC8fwQ/On0Rj7S34sGNTWgpK4YkUJ8asjIO0YI2sYDe7OscBSdyTLp0I4kPugfw6qUunBoYyXpAghBy9/S5YII21yNG1TQEonEMzcxiyD+L4Zl0NsR4MAxvMIyZSIxKNcgNJIG/q6el8/0kzgyN4cWzl3GkexCz8USGd7kySUXFSCCIkUAQb1zpxcHmOvzyrq3Y1VBNzZgJuQ2TICy7rEPX06VX54bH8eLZy3i/ux/B+J1T3tdaNJlC14QP3RM+/OzCNTy2pRXP7GhHTZELHKO+NCT/zV8DqpoORdUwG41jIhBGIBJHNJGCvMxSSiNVeBy4t71xTV9zJSg4kSN0XUc0JeN43zBeOH0J50e9CMeT1HeWkDyiahpiKRmheDKdzh6JYsAXQP/0DPqm/ZgORxFLyoilUojLCgUjyKLMgrDsqReapqPf58cLZy7hjcu9mAxF8ubnK5pM4a2rfTg77MX9Gxrw2Xs60FZRShM/CLmOaZmBSk3XMTwzi5fOXcbPLl7DRDB3jwU6gMGZAL774Rkc7R3CZ3d34KG2JngKKIuKrD+apsMXiqJ/YganukfROeSFNxBGIpXu6aKoWvo9mf7fmjnQXk/BCbK0+cja4EwA/3jiIl65cCWnotuEkMUlFQXXvOku58MzsxidDWI0EMJYIIiZaHzhPU7I3TIJAkR+8aaR8yNA3+/qx18fPY3Osck12p2xNF2HLxLFT85exumhMXzl0B48ua0tncpOT1EJgSQKi47n1PV0r5eP+ofx394/ifMj3pwNStwspajoHJtE98Q7ODkwgq/ctwfNZcVgAL3/Sd7QdR3RRArvXuzDq6eu4uKAF7Fk7kwQSabyIxOfghNZFkvJeL9rAN/98Ay6J6dv0wGdEJLLJkMR/Oe3PsSlsUnEU3LeXAyS3GcSF8+c0HUdU+EofnDiPF443YlALH7Hj80nQzOz+LPXj6BzbBK/dnAn6vIN5sMAACAASURBVD1uukEh655ZuHNwQtd1BONJ/Pj0Jfz9R+cxHY7kZeZtSlXxWmcXuiZ9+M379uDBtmZYpQJvLEQKgqpp6B2fwd+8eQrHrg4iFKMHzStFwYksCieS+MFH5/G9Y2cRzNG6YELI4uYna0QNaOJGyPVMAg/xDk3idF3H4EwA33zjKN7vGoCyxrWrmTYbT+CHpy5ifDaEf/XYfWguLS6oaR6E3C2zKIC7TdMJXdcxGYrg2+8cx88udiGp5MfT0TtRNR3dkz788c/exdDMLP7Zvu1wms30/ic57eKAF9988QN0Dk1keyt5j4ITWTLsn8V3jpzGq5e66KaGEELILdKZE7eWdaiahktjk/jWmx/i1NBoxsdKZ9OHfUOIvfI2vv7oveioqQDPLV7mQkihMt+mrEPTdYz4g/jmG0fwXld/QWXfBuMJfOfoafgiMfzmfXtQ7rRTBhXJObquo9c7g2+9chSXhykwYQQ6y68xXQdG/UH86etH8JMznRSYIIQQcltmQYB0U1mHpum4PD6Fb7z6Hk4MFnZgAkg/RT09NIb/57X3cGV8KtvbISRrzKJ4w825rusYmpnFN157F+9c6yuowMS8WErGT8524s9eP4KJUIR6OJGcE4ol8Xdvn8HFfi/ox9MYlDmxhuZPJH/6+gf4oGcQKv0UE0IIuYObe05ouo7L45P4k5+/j86xibysKV+pK+NT+PO3PsS//cQDaCr10BNUsq5wjKWndcz9Xtd1jAZC+LPXj+Boz1BB9zpKKSreuNIDxhh+9+EDqHY76f1PcsaJrmG8c6F3We9BUeBhNYmQBB48x4Ff7mxggxQ782MKDgUn1lAgFsd/fe8E3usaKOgTCSGEkNUzCfxCWUf6ZiSIb719DBdGvOsqMAEAqq7jRP8I/urIKXz90XtR5rBne0uErBmR5xYm1+i6jplIDN9+5xiO9Ayui+tJWdXw5pUeCDyHf/HoIRTbrNSDgmRdIqXgZyevIppYPAvebTOjo7EKbbWlaK4sQZnLBptZgmmJCTxGM0v5cdufH7vMc7quI5xI4rtHz+D1yz0ZP5EIHAeLJMIiCnCazSh12FDisMJtMcMkCJBEAQzprsgpRUE4nsJ0JApfOIpAPIFESkYsJSOlqhndZyYwNj9+784d7gkhJB9cfyybicTwl++dwIn+kXWbdafpOt643ItqtxNfue8emEW6hCHrg8h/3Bw3mkzh746fwy8u90DOw+u0lUoqKn5+qRtuixm/ef89KLJasr0lss5dGZ5E1+idyw3NkoD7NjfhmQOb0V5bDqfNvKbBiHxFZ/Y1oOk63rzSix+dupjRLspFVguaSz3YVFmKTZVlaCkrRqXbAYkXwHMMHGNgjC1Em9PXtzo0XYeq6VBUDdORKAZ8AVz1TuGadxo9kz5MhCI5GZkXOA5OiwluqwVFVjPcFgs8Nguq3E7sb67L9vYIIWRV0sEJDklFwYvnLuPNK70FN5XjbsVlGS+du4Kd9VXY11RHDTLJuiDyPCSBh6KqeP1yD35ythMpZf0EJubNHwsrnA58fm8HJIFuY0h2aJqGS0Ne+MOx2/69RRLxmUMd+MJDO1HstFFQ4i7QuzrDdF3HpbFJfO/YWUQy0PxS5DlUF7lw/4ZGHGptQHOZB6V224ov2IpsFmwoL8Ej7S0IxRMY9AVwanAMb1zpQf+0H7GUbPBXcCsGQOC59JMCnoPA87BKIsocdlS5HahwOVDpcqDUYYfLYoLTbILTYobTbIJVEnO+FtEqifjqA/vwZEcbQokkgvEEQvEkwokkQvEEQnP/jaVkKJoGVdOh6en/qpoOVdegaTpUTVt3qd2ErCfz3fk/7BvGP564YPg5hCEdAJmfCmKVxIXjqkkQYBYFSIIATdeRUlQkFQWzsThmIjGEEkkkZAVJRUFKUdc0gO0NhvG9Y+fQWOJBldu5Zq9LSLZIAg+R53FpbBLfOXoa/mjcsLUFjpt7r/OQeB5uqwUldisskgjz3PGB5zikFAVxWUEsmcJMNAZfJIakoiApq0go8po1AwzFk/ibY2dQ43Hh/o2NEChASbIglpTRM+a7bSNajjE8vnsjfvXwLhQ7bVnYXX6j4ESGzcYT+MFH5zHg8xu+doXTjoc2NeNTO7egodgNi4E35hxjcFst2FZrxqaqMjy2ZQNev9yNl89fxcC039C0YpHnUOqwo8hqhtNshttqRoXLgQqnHZVuJypcdpTYbXP11zwELh244DmW84GI2xE4HrsbqrGzvurGwIOuQ9O0hQBESlHnAhZJhBIJhOMpBBOJG4IY0aSMhCwjISsf/1Ju/H0uZr0QQhbHMQazKGAiFMHfHz+HyVDEsLWLrBZUu52o8biwsbxkIcuu2GZNN+piHBgDGEtn3OlIB9r1+Sw7TUM4kcTQzCx6pnzomfShd8qPkUBwzSZQnR0aw6sXu/Cle3dR9gRZFwZ9ARztHcLgTGDVa0kCj2q3E9VuJxpLitBWUYq6YjfKHHZYJRE8z4Gbe/8zpI8F2twxQNPTx4BQPInx2RB6pmbQOTaJAZ8fwzOziK7BQ6zJUATfPXoadR4XWstLMv56hNwsmkhhZHr2tn9XVezE0/s3w+PIjwaUuYaCExmkaBre7xrAO9f6DB33JvIcttdW4TcO7cbeplqYMpjWxhiDSRBQ63Hh1w/uwr0tDelax84uxGVjSlRMgoCvHNqN/c31cFvNsJukgr7YTMdTGHjGkO51t7L+GPrcBUJCVhBPyYjLChKyjLgsI55SEJ8LWkQSSRzrG8brl3sM/CrIPI/Ngl/dvxMzkdun9mXC/zh9EaOBkCFrPbixCdtqK/Mu5bClrBgmoXB7y+i6jhMDIxjwBXBiYGRVWVIM6YythpIiHGiuxz2NNagvdqPc6YDI8ytqLFfqsKGp1IMHNjZCVjWMz4bQPenDkZ5BHO0dgi8czWgJSiwl4+edXXhoUzOaSoryMlBNyHL5ozH81/dOwBeJrjhDQeQ5lNht2FlXhYMt9dhUWYaaIidsJmlF758Se/oYcLClHrKqYnw2jGsT03jnWh9O9I/AH41n9BhwcXQC3zt2Fv/68fvhMJsy9jqE3E48JWM6GL3lzzmOYU9rLdpqyui8tEIUnMig6XAUPznbaWgphMhzeHzLRnz1wb2oKXKt6U08z3HYWFGCrz9yEPXFbvztsbMIxFafWhhNpnBqcAyPbm6Fy2I2YKfrA2NsrvSFv+OJ+fqnHBScyAyXxYyntrWt6Xzr97sHDAtO3NNYg8/u6ci7gCDH2JqP4VpLOoCuCR+6J3yrCkzYTRK211biEx0bcU9DDTw2K8yiYNhFE2MMksCjoaQIdcVu7G+uw6em/Xj5/BW8d60fEwZmfNysd2oG73f1o6Zoe0aD9IRkm6xq8AbDK/pcnjHUFbtx34ZGPNnRhtoiF+xmCdxchtRqpY8BAuqL3ajzpI8BvZMzePn8Fbzb1Q9fhgL3iqbhnWt92NdUi8e3bITA59c5jOQ3WVERiiVu+XOLJGJzfTlM1LB5xeg7lyHpruI9uDJ+5y6ud8ssCHhqWxt++/D+rI1RY4yhxGHD8wd3wmYS8e13jiMYT65qTR3Ae139aK8qwxf37YBUwE9D1xpj6QwNjtFJO1Pmg0Rrycgsh/kyKbqwy00rDUwIHIdd9dV4dmc7DrU0oMhmyfhTHI4xOMwmbK+tRHtlKQ63NeP7x8/ho4GRjDTvk1UNL5+/igfbmtBY4jF8fULyGQPgsVnxRMdGfHL7JmwoL8nouWq+4brLYsauhmq0V5fhgbYm/PDkRZzI0DFgNpbA3x07h/aqMjSXFhu+PiF3omo6ErfJILdIIlqqqNRoNSg4kSETwTDeutprWNYExxgeaGvCbx/ej1J79purSDyPZ3a0I5xI4TtHT6+6zjiWkvHimU7sbazF5ipKhSKEkJUqd9rxVEcbPr17K6qLnFnJipEEAQea69FU6sHfHjuLl89fWXUg+3ZG/EEc6xum4AQh1xE4Du1VZfj1g7twsKUe9hWWbqyGRRRx/4ZGbKwoxfePn8Mr568akm17s65JH/7p3FV87fB+GiNP1owOHdptSvYFnoPbRmNuV4MelWWAqmk4P+LFpdEJw9bcUl2Orz6wF2UOe07cuDPGYDeZ8MV92/Foe4shT3L7fQH85GwnkutwPBYhhKwWA7Cpsgz/7okH8bXDB1BX7M5quQ7HMVS5nfja4QP4jUN74M5A2V5ClnGkezAj07AIyUc8Y3h0cwu+8dyj+KXNrXCYTVm7buQ5DtVuJ37nof342uEDqHAan/Urqyp+cakLnWOT0KkBOFkjHONum+nNcww2s5iFHRUOCk5kQCwl4+2rfYbdZHtsFjx/YCeaSnPvyZDdbMIX9+9As0F7+6B7AJ1jxgV1CCFkPeAYw76mWvxfTx/GA21NEHOoPM4qifiVvdvxpXt3w2kxtnGdjvST06vjU3RjQtY9syjg2Z2b8XuP3IumEk9OPMwCAJtJwrM72/G1wwcyMv53PBjGy+euUJCSrBmeZ7CYbg1C6Dpum1FBlo+CExkwGgji3PC4IWtxjOFQawMebGvK2YZ1rWXF+OyeDlgMaP4yGYritUvdt63jIoQQciuOMRxoqcO/e/IhbK2ugJBj5wrGGKySiM/d04Gnt7cbvr/JUBhnhsYgq5R1R9a3T2zdiK8/ci9qilw5E5iYZxIEPNHRht96cB+KbcaOWNR0HW9e7cU177Sh6xJyJ2ZRRPFtRoWqmoZwBkoY15PcuoIpALqu43jfMGYNqqvz2Cx4dsdmmMXcTRESeB4Pb2pBW2XZqtdSNQ3H+oYw4PPTUzBCCFkCQ3riyu8//gAaSoqyvZ1F2U0Snj+wE3ubag1t6qrrwNnhcYQS9NSUrE8cY7i3pR5fObQHbmvuTj2TBB6f2LoRX9y/A3aTZOjas7EEXj5/hYKUZE1YTSIqPbdmAaUUFROBlU3WIWkUnDBYXJZxfsSLuEFP/g+1NmJTZakha2VSucuORze3GtKMaHhmFueHvVAzOB+bEEIKwYaKEvzeIwfRVOox9IY/ExhL96D41f07UGw39snpNe8U/NHMjCwkJNc1lhTh64/ei/riopzLmLiZWRTw2T0deLi9xdB1NV3HiYERyp4ga8JhMaGlshg3v9viSRndY76s7KlQUHDCYGOBEAZ8AUPWspsk3NtaD7vZ2BrdTDnQXIcyx+onicyPFo0aNOmEEEIKUbnTjt96cB/aK8uzvZW7srO+Go9v2QAj76HCiRQuj08atyAhecIk8PjV/TuxsaLU0PdUJrksJjx/YCe2VBt77JoIRvDW1V4kqTSYZJjAc9hcXwHnTZlKSVnBpUEvQrFElnaW/yg4YSBd1zE2G8L4bMiQ9eqK3eioqcj5p2HzKpx23NNYa8haXZM+jAWChqxFCCGFRuA4PNnRhvs3NEHg8+tUbpNEPLZlAyqcDsPWlFUV54e9hq1HSL442FKPw5ua8+ZaEUhnUbWWl+DTu7YYWt6haBrevdaPqXDUsDUJuR3GGHY0V6O21H3Dn+sALg1O4NrINJWnr1B+XdHkOFnV0DftR8yAJ/4cY2gtK0aly7iLt0yzmyRsq62AaMCFciSRwvkRmtpBCCG3s7uhGp/ZvfW2o8xyHWMMbRWl2N9cB54z5oZK1XUM+AKIU8YdWUdKHTZ8ZvdWFNks2d7KXeMYw8PtLdjXVGfouv0+v2FN6XORputIqvKSv1KqQjfHGeZxWHB4e8st9z2+UBQvHe+EP0ylhiux+vEKZEFSUdA/7TdkLZPAo6OmImcndNwOYwzNpcUosdvgDa6uGUxclnFlfAqKqkIwoI8FIYQUCpfFjM/u6UB1kfEj+daKWRRw34YGvH21D8G4Memvs7E4psIR1BfndmNQQozAAOyorTS8wexaclst+OXdW3BycAQhgyYcqJqOt6/14omOjXl1Db1cQTmGF4dPIKUtXrriEq14ononXJKx/X1ySViOYyjqg7zI94KBodhkR62txPDXZ4zhkR0b8O7FPlwcuDFz74POfmysLsHnH9gBkwHTDNcT+m4ZKKWohvWbMIkC2qvyq46YMYZajwslduuqgxOarmN0NohALIFSA/pYEEJIIeAYwz2NNTjQXJ/XF96MMWyvrUK9x42LY8ZkyQXjCYzPhik4QdYFsyjiyW1tOT3NbSkcY+ioqcC+pjq8ebkHRj3nv+qdRv+0H63lxt+QZlswFcX3B44gpi4ezKmxeHBf+aaCDk5447P41rXXMJGYvePHMDDsLWnB729+Bhwz/pxZWeTAlx7Zgz954V14/R/f+0QTKfzt22fA8zyevGcT3DZzzjerzRX5e2WTg+KyjMlQxJC13BaLIc0l15rHZjGsC/t0OErd1wkh5DpuqxnP7GiHw2zsGL5scJpN2NlQZdh6oUQSE6EwpTKTdaG9qhRbqiuyvY1Vc1vMeGRTC5wW40ag+sJRnBochUbHgoJm5SVElAQmE8E7/ppIzKInPIFAKjN9SHiew8H2Bnz+/h1w2278GQ5E4vjvP/8I///PjqF7zAdFpSmEy0HBCQNNh6NIyMbUu9Z5XDDnYRqQyPOoKXJBMOCJni8chT8aB51bCCEkbU9DDXbUVRXEExiTIKCjutKQ8wUAJGQFk6EoVI1OGqSw8RyHQ62NKDF4JG82MMZwsLUeGwzMcojLCs4OjSOSMKZUhOQmt2SDhV86UO9PRjAam8nYPkSBx6cObsU//8R+VBQ5bhgvGo4n8eKxS/g333sN/+WVo7jQPw5/OIZESoZG56rbyr+73xw2E4kZFhUrc9oh5mmvhTKHHTzHoKzyWxFJphBKJJHufZv/F+KEELIaZlHAAxub4MyT8dJLYQyo8ThR5rBhfJWlgPNmY3HIqpp3E0wIuRuldit21FUZFtjLNqfZhPs2NODU4Khha3aOT8IXicFhNhVEMJfcyiqYYBeXzriZlaMYjfnR4a7P2M+C1STiuQNbUOK04ntvnsbl4Y9HW6uajr4JP4Z9Qbx66hpaKouxpaECTRUeFDttsJslmCURosCDZyxjI4FNkohiR+4HNCk4YSB/NA5VMyY44bFZ8vbiqthumavrUle1jqbr8EdjUDUdAk8nFkLI+tZaVoyd9VV53WvieowxlNhtqHQ7DQtO+KMxpFQVFuRvHT4hS6n1uLGpsrRgbro5xrCnoQYeqwX+WNyQNUf8QfRP+9FYQj1oChXHGEpMDnBg0BbpWJJQZYxEZyDrKiRm3K2vompIygoUVUUolsSoL4jpYBR2y+0fIMiKCl8oCl8oio+6hsExBrvFBIdFgkUSIQk8OI7LWHBie1MV/sVz92dmcQNRcMJA4WQSqkE1CG6rJW8j4i6LGZxB4+ECcwGffA3UEEKIEUSew466KlS783dCx+24LCZDmx7PxhKQ1dUFxgnJZQLHYUtVGeym/O87M48xhpoiFzpqK/Be14Aha2q6jotjE3iwrQl8gQRxyK08kj0dpFvi/ms87kdClSFxxt36nu8fw6unrmFoMoDJ2TDiSRkJWUFSXt45SNN1hGIJhGLGTKxaijtPRg5TcMJAsWTKsOY7VlHM29FQZlE0rJlJLCVTQyNCyLpnM0nY31xXMFkT8yyiiApnuhTQiF4RgVgcskLBCVK4RIHHzvrqgsmamFdktWBXfTWO9Q4jZVCA8eKIF7KqFdxxk3zMY7KDA1syV9sbn0VCTcEpGneDfrZ3DC8d6zRsPZJG71YDJWTFsC7hosDn7YlH4nkYlZOUUlTohg2XIoSQ/FThdGBjRWm2t2E4xhiK7VbDeixFkyko1GSMFDC3xYzmUk+2t2E4jmPYXFUO5x1S4lfCGwyverQ9yW1Fkm1ZD3MnErNIqMYMLSCZRcEJAymaZthkCYHj8rYFpMAbt/eUqtK0DkLIurezvqpgGmHezMgyRllVKduOFLSWsmJDx27mkk2VpfDYjGvYF06k0DeVuSkNJPtconVZD3NnU1HMZmicKDEWBScMZOT1UD7PaVe0xdrSEEIIuRs8x7CtpjIvx0svh9tiNixzQla0vD5/ErKUlrJiWKTCbPjqtJjRWl5s2HqRZAp90zN0TChgTtEKtoxHopquw5ekLJp8QMEJA/G8ceNfZNW4LIy1llJUw04E+doUlBBCjFJss6KmyFWwddNWSQRvUBPlFGVOkALGM4aGYnfBBioZgI7qCsPWk1UVw/4gkopi2Jokt9gEEwS29LlRhw5/KmLwq+drjntuK8yjW5ZIvLCs6N1yJBUFGnTkY3FHQpYNy5wwi0LeNgYlhBAjVLqdKHMaN9Ei14g8Z9i5k8o6SCFzWEwodzkK+rqouawYyxi+sGzeYBiheBJmsTCzTdY7gfGwCCaElcUnXugAAgaXdezZUIPf5g4aumYm1Za4sr2FZaHghIFsJjE9QtOAJsOhRCI9QjMPn5QFogloBjUks5slw8aSEkJIPqpyOVBqL+TghGBYA+h07ycKTpDC5LKYUWo3ridDrmGMocxpQ5HVAn80bsia3tkwQokkypx2Q9YjuYVnDBZ+6cCTrusIGJw5saO5Gjuaqw1dk1BZh6E8VothabczkRgUVTNkrbU2E41B043Zu9tiAb+MdC1CCClEEs+jvtgNSTCmJ0Mu4jnjSiIJKWQuixmeAg5OAIDdZEKtx23YelPhCMKJJAUtCxTHOJh5acmP06EjJC+eXUFyA931Gchjt0Iw6Cn/dDgK2aA5z2ttMhQ2ZJQbxxg8NothtciEEJJvJIFHdZErb0dLE0KMYzdJKLJYsr2NjLJJImqLnIatF0vJ8Efj1Ki9QHGMQeKWLgTQASRplGheoOCEgapcToi8MZUyQ/5ZJOT8a+CTVBSM+INQtdVnTrgsZrisZrooJ4SsW5LAo9LlyPY2CCFZln5gYy3oLCoAsIgiyhzGlmB4Z0OGlRuT3MLAltUQEwBkLf/uq9YjCk4YyGOzoMhqzOzp6VDUsHq7tTQdNm7fHpsF7gJ/QkAIIYsxCQIFJwgh4DmGEru14B/YCDwHj91qaNbsRChCjXIL2HLfEykKTuQFCk4YyCQKaC7zGLJWXFHQOT5pyFprRdd1DPoCmAob03Cm3GlHSYHXVhJCyGIcZhPcBgW9CSH5i2McitfBNRFjDCU2q6HTNXyRKAUnCpQOLDtbWzGoHx7JLApOGMgsCthUUWbIWklZwfnhcUPKI9aKqunomZwxJHOCYwzVRU66KCeErGsemyUvpzYRQozFcwxu6/rIJvXYrbCIxg0UTDdqp+BEIdJ0DQlteb0kCnkEbyGhKx4DSTyPDRUlsEmrj/Zquo5rE9MYC4QM2NnamI3HcWJgxJATgFUSsbmq3LDpJ4QQko9cFjM4Og4Ssu5xjMFlWR8PbNwWM0yCccEJfyRO0zoKlKypCKZiy/pYkRn3M0Uyh654DMQYQ53HbdgIpKGZWZwbyZ/siUFfABdGvYas5TCbsLW63JC1CCEkXzktJnraQwgBxxgc5qVHJhYCm0mCyBt3ixKTZaTydAIeWVxQjiIsLy9j22TQ0AKSWRScMFh1kRNtlaWGXEzGUjLeutqLQCz3G2MqqoafX+pGOJE0ZL2NFaWGzrkmhJB85LKYKThBCAHHGOwmU7a3sSbSwQnjppIoqoaIQdenJLf0hCcg60sHnhgYnOL6KIvKdxScMJjE89jbWAubyZjo9smBUZwZGjNkrUzRdR1XxifxYe8QVANGNXGM4WBzHcwG1hsSQkg+cpgpc4IQks7ONbIPQy6zSqKhwQlV0xBJpgxbj+QGVdNwITAERVtOcAIokowdUbsauq5D03TEkimEYgkEwjHM3PQrJa/P6SLr4yi3hhhj2NtUi3qP25BpG+F4Ej86eQnba6tQ5rDl5AipUDyJH5/pxEggaMh61UVO7KyvpiZwhJB1zyyKyMHDPiFkjQkcB9N6Ck4Ixl0DqpqGeGp5TRNJftB1HUPRaVwJjkLD0g9GGWMoMWVnLLeu61BUDQlZgdcfQu+4D0NTs5gORhCOJ5FSVCiqdkvPvt98bC92NFdnZc/ZtD6OcmvMY7XggbZGXPZOrboBjw7g3Mg4fnz6Er50725YDWi2aSRN1/FeVz9+0dltSCNMnjHsbaxFQ4k7JwMxhBCylgSOAx0JCSGiwK+bLCqOcTAb2BBT03UkFeo5UUhSmoJ3Jy9jLO5f1sdzYKixejK8q1vFEikMTgVwsnsEJ64NY2DSj1gyhXhKgbzEz+QvH9y6RrvMLRScyABJ4PHAxia8cv4qhv2rzyZIyAr+8eQF1HrceKqjDRyXGycnTddxYcSLvzp62rB0OY/dise2bIBVWh9NnwghZDEiz4FSJwghEs+tm4c2jAGCgWUd6eDE+kyRL0S6ruNKcAyvjJ2GvIySDgCwCBIqLUUZ3lnafKZE97gPLx/vxNErgxifyez0xXAsifcu9SF20/0Yz3FoqynD5vryvDl+UHAiAxhjaC4txv0bmvCPpy5AUVc/bcMfjeMv3zsBmyTivg2NkATjDtoroes6Lo9N4s9eP4KB6eVFLZfjYEs9ttVWGrYeIYTkM4HnKXOCELLujgVGlvbquk7TOgqEpusYjk7jO33vYCI+u+zPq7UWwyFkfhSvrusIROL46YkreOl4J0amg2sydVHRNHx4ZRAfdPbfUOTCMYZ72xvxB7/yMOx5Mu2HivozxCwKeGZHO2rcTsPWHJwJ4BuvvYdfdHZD1bSszGzWdR2aruPS2AS+8dp7ODs8bkg5BwCU2m14bsdm2HKsdIUQQrKFeu8QQoB02WuePPg0hGDgKFFdBzQDGraT7NF1fS5jYhT/8crLOD3Tt4xOEx9rc1bDkeFpHbquY2R6Ft988X38xc+OYXAysCaBCQBwWk3Y2VINVdMRT8oLv6KJFM73j6F7bDor940rQVc9GdRc5sEnt7cbenHpDYbxZ28cwbff+QhjgZBhgYHl0HUdoXgSL529jH/9ED6hQgAAIABJREFUk9dxcXTCsLUlnscnt2/Clur8STsihJBM41h6BBohZH1jHAPW0bHAyH47OgA1T27MyI10XUdSlTEU9eEHg0fxR5dewDn/wLKaYM4zcyI2uaph5jOXOaBpOnq9M/iPP34Xr5/tRmqNe5zwHIedzdWo9Nza9HM6GMX5vvEle1zkCirryCCJF/BURxs+6B7A+RGvYetOh6P4y/dP4OzwGD69eyvu39AIu0nK6E29omo4P+LFC2cu4c0rvYgZ3PV4S3U5Pr93GyyUNUEIIYQQcoP11hqXN7S/mk6ZE3lE1TWE5TgmEkEMRaZxOTiCkzO96I9MrWi9CosbW1y1GW0oO+YP4s9f+gDHrw7dVUaHkRrLPWiqKMbQVADXx+I0XceJrmE8vX8zivNg4k/u7zCPMQZUuh14/uBO/IdX38N0OGro+icHRtE1MY1Xairx6OZW7KqvQondBptJWvUbcL4+LxCNo2dqBr/o7MaJ/hF4g2HDszVK7FZ8+dBuVLqyM+KHEEIIISSX6Vm75ckOYy81GbLRSz6mJPHC8AmcCwwYtmZcSSGpLf2A0JcK4z90vpjRbAGj6Tqg6CriagoJVUZUSSAsxxFREiv+6efAsNlVizpbiaF7vV4knsR33ziFk90jy9onzzGYxfS4XI7jEIolDOlPyPMcdrVU48jlgVuyJHq9Pkz4wyh2WFf9OplGwYkM4zkOD2xowsXRSXzvwzOG39gH40kc6RnE8b5h1Hlc2F5Xha3VFWgq9aCmyIlSuw3iMptnzpdtjAfDGJoJ4Kp3CmeHxnHFO4V4Ss7IadEqiXj+wC4caK5bZ88ECCGEEEKWJ339uH4CFEZeLzOkx5OuNUXX0BUax4fTXWv+2glVxhm/cUGRfGUXzThcsQUCl5lBAoqq4c1z3Xjrf7J33/FxneeB73/vOWd6AzDovbGAINg7KYkUZatZcpOdpo1LnGzseDe72d0kn03u3t29f9xskt3cTXbt2I6dYscbF8VFliNbikRRpMTeCYIESYDovU0v55z7x4CUKIAUAQwwM8D7/XzwITkADt4BT3uf87zPc7b9vgEGRQiqi/JYW1VEVVE+ZfkefC47dquFP33hDToG09NcoKW2DJtFmxGcCEcTtHYN0lxTkpafs5hkcGIJWDWVX965kc6RMQ5d7ViUOhFJw+DmyDg3R8Z56UIb+U4HPqedfIeDQo8Tv8tJnsuBXdOwaCqqECR0g3gySTCWYDQUZiQQYjQUZjISZTwUIRCNLepl0KIqfGTzOj65vQW7RS7nkCRJkqSVa+VMvOfDMMw0ZxNkt6Qxl6oC70Oke5mIlAsEsKtwNevzqhbtZ/SOTvKdw+cJRGKzft5u0VhbVcyzu5rZUFtKab4Hp/3uDPev/PRY2sZT5HNR6ffS1jN81+vxZJK2niFM08z62n4yOLEEhBCU+zz81oHdDAVCXOodXNSfF0vqDEwFGZgKAqlonRBMHwjTpdUEYKbSBE0zFaE2zaVLGrSoCgfXNvDrD23HY7ct0U+VJEmSJCkbLWWB71yU1sl6DkhnQUGBkJ2PVqAim5dnKrbitSzeUoZDF29yvW901s+5HTY+tmc9v/DwRkrzPdPzscUNDDhtFmpLCmYEJ3TDpGdkgkg8gdOW3Ut95JG6RIQQNJUV8W8f20tdYf6SLmEwTBPdMEnoBgldJ67rxJOpPxO6QdIwUsGJJRqPVVX5wLpG/sMTD1PidS/RT5UkSZIkKVvpxkqrqjA38aSeM60A0yGdwQlVEdhyoBCglD521cJTFZvZnF+7aIUwJ4IRXjvXTnKWdqEeh41/8egWfuOJnZQX+FAVZUkyFuxWC9VFebN+biIYZWQqvOhjWCgZnFhi2+sq+d0nHqah2J/poWSETdN4smU1/+axfZT5PFmfWiRJkiRJ0uJLGka6qyAuK3FdXzHZJYZhEksm07Y9RQhsD1h/Tcp9AsEu/yo+WrUDq7p4QalLtwboGZmc9XOPtNTziX0bcDtsLOVUx6qpFOe5Zw3IBKMxJoKRpRvMPMkw4hISQmBRVR5eXYdFVfn/XjnKlf6hFdN7ucDl4JPbN/D8zk0UuBwyMCFJkiRJEpCafK+Mu6H5SepGWrMJslk0mSShp++9KkJgl5kTK4IqFDbm1/Abqx6jxD57BkE66LrB5VsDjIdmTvbLCjx8bM968t2ORfv59yKEIM/twGmzEIzG7/pcOJZgKhxd8jHNlcycyABFCHbWV/F/PfMo+1bVLvt1cAKo8efxOx/Yx2f2bsXvdsrAhCRJkiRJd8QTSZk4cR+maRJJvH8LyeUgEk/Mmio/X6qi4MrAOntNKDR6Sqh3F+PIoZaeuUpBsCW/ji+ufoJ6d/GiLecACMXi3BgYwzDuPmkJkeqYsaayOGNzHZfNis06MxgXjSeJxLL/HCLDiBmiKQobKkv5ww8d4DsnLvDDc62MBsPL7qmBy2ph36pafmXXJrZUl6Mu80CMJEmSJElzF4onVlRNhbkyTJNgLP7+X7gMBGPxtGaJaKqC27b0xdcdqpVfrN3Lw8Xr6A6PcnWqj8sT3dwIDhJMRokbSXQzfUGYlcyt2Xm4uIlP1++n2lW4qIEJgGA0PuuSDofVwsa6Mlz2zAWjHDYLVm3mFD+R1Ikm0rdcarHI4ESGVeR5+c39O2kqL+YfTlzgQk8/sWWQtqcKQUOxn49taeapljX43c5FP1FIkiRJkpSbwvEEK6sfxdwYpkkgOnu7wuUmFIuT0NM3abdpGo4MLOsQQuBQrTRMZ0/sKlxFOBljJBbgylQvF8Zv0RkaZiAywVg8KAMV86AKhVpXEc9WbuPxso3kW11LkrEQiycZmQrNeN1utdBQltm6gpqqzNo6VzcN9DRmJC0WGZzIMCEELpuVJ9avZnNVOf906So/Pn+FjuFx4mlcb7dUNEWhPM/LB5tX8fSGNawq9stsCUmSJEmS7isQjc1IkZbeYZgmU+GVEZyYjETTWhDT57CjzDJZW0pCCOyqBbtqocDmZrW3jGcqtjAWC9EZGqYjOETrZA9XpnoYiEwQN3SSZu7NA5aCAKyKRpkjn4Ol6zlY2kKduxhVLN18I6HrBCIzj0erplKS51myccxGEWLWB8KmmRs1h2VwIksoQlCW5+FXdm1i/5p6ft7azndPXqR/MpDpoT0Qm6ZR489jb2MNH9qwltrCfBwWTdaWkCRJkiTpfU2EoyumG8V86IbJeDj7K+2nw0Q4QiyN6efZmr2rCIVCuwe/zc3mgloeT24kkIjQFRrhwkQXrZM99EXGGYlOEdJXRmDqXgQCl2aj0Oah2lXITv8qdhQ2UGL3YVMsSz7f0A2TeGJm8EhRREaXdEAqkDnbuVRVxKwZFdlGBieyjFVV8bud+Oz2rK8srCoCj93GtpoK9jXWsq2uklp/nsyUkCRJkiTpgZmmyWQkIoMT92GYBqOhcKaHsehM02QsFEnr2vjCLC/ELoRAReC1OPBaHFQ4C9hdtJq4nqQ7PMKN4CBXp/q5MtlD21QfweT7d1wQCGyqhkL2vu/ZaIqKRdGwKRpei5N8q4tiu5cqp58KZwF17hKqnH4sSqZbw5rTH3cTkPEsnVgiSWKWEgGaqmLJgZa62T37XWGSus6V/mG+eewsr7fdzLrCR0IIvHYbhW4nVQV5bK0pZ3ttJVUFPnwOuwxKSJIkSZI0Z6F4gkA0u+55so1umIwEQ5immdUT7YUyzNT7TOfS5mKPKyszJ96PVdVo8JRS7ynh4eJ1BBIRvt91jG92vPm+Sz6K7V7+Y/NHKbH7lmi0aSBSQRVFCBQULIqKRVGxqRYcijWr5hmqomCzaITf0/3CMM20Zv3Mx1Q4RiQ+syuH3arhznBWx4OQwYksYJomsaTOK63t/OUbJ+gYHsuKklCKEOS7HFTl+6jx51FVkEdjcQFrS4uozPdl1UlCkiRJkqTcNBWJEorL4MT9GKbJWChMXNexzVKJf7mIJJIMzlJocCHK8ryoORicuE3wTr2K9XlVaEJ53+CERahUufxUOjNbnHG50lQFl906IziR1A3GgxEq/JkJChmGyfBkkOAswV6X3YrXZc/AqOZm+Z7dcsTt9LW/e/ssL5y5xGhwfil7QkBFno+nWlbTXF7C4FSQgakA46EIU9FUBC2aSKIbBrppporJaCpWVcOqqdg0FY/dTqHbid/tpNDtpNDjosDpwGWz4rJZcVotMiAhSZIkSVJajYUis95MS3cLRONMhCOUeDNbcG8xheNx+ien0rY9i6pQ7FmaDg5LodxRgEOzEp3lybi0dOwWC0VeF8OTdwfSYokk3cMTrK8pzci4wvE413pHZi0u7HPaKfK6MjCquZHBiQwbmAzw5//8Nj+9eHXeKWxWVWXfqlo+s3crm6vLZABBkiRJkpaVbMinXDyjwRCB6Puvo1/ppiJRRoPh5R2ciCXonUhfcMLvcuKx25ZNcMJtsVPuyGc8nt7sEmlunDYLZQVeWruH7no9HEtwpXuIx7euychSoolglLM3emf9XHGemyKfe4lHNHdyFpshhmnSPTbJf3v58LwDE4JUkZ/f3L+D//uZR9laUy4DE5IkSZK0zCT17O9NP1+maTIcCMuaEw9gIhJlOLB8i2KapslEOMJAGjvVlfo8eO22tG0v0xyqhSpXYaaHseK5HTYayv0zAhBJ3eBCRz+D40vfbdE0TU5e66Z3ZHLG56yaSlNVcU4UxJQz2QwZnAry33/+Jq9euTHvjIkafz5/8PQBPrt3G0XLKGVNkiRJknKZpiik85KcSGNxwGwTS+p0j0+SNJZvACZdApEYg1OBZd3V5ObIOIk0BuNKfR489uxfZ/+g7KqVallHIuNURbC2shivc+a+dbVnmFPtPUseVB6dCvPSySuzdrpx2ixsX121pOOZLxmcyICpSJQvHzrOa2030OdxMRYCVpcU8h+f2s9j6xqxWTQZmJAkSZKkLGFR1bRel+OztIVbLiLxBB0jY5keRk7QTZOOkfG0ttnMNq19Q+//RQ9IEYKKfC8umyVt28w0i1ApdxRgU+TK/EwSQrCxvpyKQu+Mz0XiCb775nk6BsYwlyiQGIrG+d6RC1zqHJj18+tqSqktLliSsSyUDE4ssWgiyfdOX+KfLl6dd2S4Oj+P33viYfY0Vud09WFJkiRJWo4smprW9cbLuZNFKB7n+tBopoeRM64PjxJepvtDUjdoGxhO2/acVgt1hfk52Ub0XoQQFNt9eC3OTA9lxStwO9jbVDvr/tXWPcRf/ew4Q5PBRQ9QJHSdl0+38Z3D52cNXFo1lUc3NOBz5cbyJhmcWEKmaXL6Vi9/c/Q0wdj8Lixeu40vHNjFrvoqVEWRGROSJEmSlGU0RUlrDajRUCRt28o2PeOTDE0FMz2MnHF9cJSpSCzTw1gUnaPjaa034bZZaSzyL7t75RK7jzyrDE5kmhCCxzavoqoob8bnErrB6xdu8KcvvMGV7iESST3tQQrTNBmeDPGt187w5ZeOMTHLdUIAzdUl7F5bg6Zmf70JkN06llQgGudbx84xMs92oZqi8KGNazmwth5FFr6UJEmSpKwkSHXSSpexZRycuNA9MO/aWyvRZCTGjeFR6otyI0X7QZkmXOodYiKSvq4t+S4Htf78tG0vWxTaPeRZsr8l5EpQU5zPszvX8bWXj8/IWogndV4/f4NbQxM8t7eF3U01VBT6FpzJY5omoWici50D/ODtSxy+ePOeS73cDhsf2rmOsoKZy0+ylQxOLBHdMHj1ynVOdfbMexv1RQU8v3MTnmVUdViSpMxavmXVJCmDBGm9Vg9MBjBNc9k9AY4ndc529y/rbiTpltB1TnX28lhT47LaHyKJBOd7+gjPM7N4Nk2lxbhs1rRtL1vYVQvlznzUcYG+jIuj5gKbRePDu5o5d7OPo62dM4rVJg2Da73D/I8fHKbhmJ9NDeVsbaxkVXkhLrsVi6bes/5g0jCIJZLohkFSN4gndIYmg5y72ceJq91cvNXP2FT4nvdxiiI4uKmRRzc2oCi5c66QwYklMhoM89OLV+e9nEMVgv1r6qlZhhFgSZLmRk3jRWY+RXklSbo/gaDA5Ujb9vompkjoBtYcaAM3F52j49waHZdB0jlIGgat/UMEojG8juXThWI4EOJ890Ba94UNVaXLqt7EbQJBjasITajo5vItjpor/F4nn/ngdvrHprjeP3v9nGgiyeWuQa71DvPi8VbcdhsVfh8l+W7679F29MjlDrqGJpgKRxmeDNE9PMHgRJBQNE40keB+cSkhUss5fumRzeSl8Vq0FGRwYgmYpknbwDCnb/XOexseh42DTbkV+ZIkaXGkc4ISS+qYcmogSWklBBR60pd2PRmJMjAVoLpg5trmXGUYJue6+uhPY42BlaJ7bJLW/iF21lUti+wJwzS5OjDMjeH0FUb1Oew0lRWntaVvNqlzFaMpKjFDBicyTQjBhtpS/vWH9/E/fnCYW4P3DrgmdINEOMZUOEbf2NR9t/vi8SvzGw/QWFbIF5/Zy6qKwpw7R8jCBUsgaRi8daNrQa2fGov9lHjdaRyVJEm5yqqmL64cjt8/+i5J0twpQuB3pa9gXSAao2N4PG3bywZT0SjHbnYv67aYi2UkGOJcV/+8u75lm6Su88a1jrS+n7WlRZR43Tk3MXtQ5c58HOryW7KSqzRVZffaGr74zF4ayvxkaq8TQlBf5udfPbuXLQ0VOZk5JIMTSyCaSHL2Vt+CttFY5Me9DNfNSZI0dzaLmrYL31govGR9uCVppRAIitKYOTEVidHaP7SslmF1jk5wvKM708PISbphcri9k9F5FljPNh0j4wuqyfZeqhBsqipL69KqbOPR7JQ75FLvbGLRVPa3NPCHv/QYO9dUY7Ms7TI8VVHYtqqSP/iFg+xdV4slR5cByuDEEugZn2QkFFrQNvKcDiw50gJGkqTF5bBY0ratoUBoRgEnSZIWRggo83nQ0tRZK2kYtPUPE4gujxaShmHyaut1JsLp68yw0rT1D3OxdyDTw1iwhK7zWtsNBqcWdp/8bnlOB1trK9J2/GUjm2qh2lWY6WFI76GpChtqy/iDXzzI8we2UFbgWZLsnSKfi+f2tfAHv/Aom+rL0trKeqnJmhNLoGd8ikh8YWmLdosm601IkgSA3+1ECJGWjIe+iSkiiQQOa/oCHpK00gmRKohZ7HXRN5Gemgpnu1P1GXwOe06nqpumScfIGIeu3pSB0QWIJhL85EIbD6+uw27Jzdt50zTpHZ/i1dYbxJLpW95TVeBjc1VZTh8n70cGJ7KXogiqivL4zad2s7uphn86dZXXL9xgMhRBN9J3zhMCXDYr29dU8dFd69mxtjpnzwXvlvvvIAeMhcLEF3jSDURjJHVjWUeBJUl6MEVuV6rIVxqucYFojO6xSQrSuD5ekqRUK9GKPF/aghMjgRCnO3tZU5J7Bc7eLZbUefFCG11jk5keSk4zgXPd/Ry/2c1Dq2tzcm150jB4/epNrg2OpHW7exqqcdnS18o3G1mESrmjAKuiEZdFMbOSRVPZ2ljJmspiPryrmSOXOzh+tYuB8QBjwQiJpD7nbQoBHoed4jw366qLeXzLGtZVF+NzOpbNQ2wZnFgCkXhiwX2IbwyPEorFl0VETJKkhSnyuBCkJzoRjMa43DfIhsrSnJ7wSFK28dhtVOZ7OdmZnu2ZwKtXbvDspqacbSFpTndl+OHZVhL63G/MpbsNB0K8cOYSG6pKyXfmVn0F0zTpGpvkR2dbSaaxlorXbuPhNXXLtkvHbUIIqpx+thbUMxGfuSSmxO7Dqsg5Q6YJIfA4bGyoK6OltpTnH91Ce+8IV3uHuTU0TvfwBEOTQcaDEQLhWOq8aL7zvTaLRp7bjt/josLvpbakgMZyP+uqSygv8C7L+za51y4BRRELLl53vnuAG8Oj+N3y6aYkrXTFXheqIkim4X4uHE9woWeAj25ulks7JCmNHFYL9UUFWFQlbV0I2gaGOXytk6c2rMnJJ+WheIJvvn2WwalgpoeybBy+1skbV2/y4U3rcmqiEkkk+IcTF7g5kt4uNLsbqqlZRi1376fBU8Ifrv8Yujnz/KIKhXxr+orySgsnhMDrtLN1VSVbGiuIJpKEo3GiiSTxhE5C10nqBomkjhACi6aiKQpWi4rNouG0WXDarGjq8s6il8GJJeCwWBZcmGQiEuHbx8+zprQIX44+MZEkKT3ynU6KPW66xxeeFn07NbhrbII1pUULH5wkSUCqnej68hJ8DjsjaeqqMBmJ8qNzreysr0prN5ClEE/q/PBsK4eudWR6KMtKLJnkb986y8bKMuqKCjI9nAeiGwZv3ejipQttac2g8dhtHGxqWDH3yVZFo8juzfQwpHkQQuCwWuRDoVks79BLlnDbrQsOTpgmHL7WwZcPHZdPHCRphXPZLNQWpq+FWM/YJMdudss0a0lKs6ayYgrd6Q0inOzs4eVL13LqeE0aBkfaO/nGkVOEYvFMD2fZuT40yl+89jYDk4Gsbw1tmiY3hsf4xpFTjIcjad32mpJC9jbW5FQGyWIxTZOhySDX+oZnfPSPBx6oGG06tiFJcyUzJ5ZAuc+Lw6IxucBzcCSR5O+PnWMoEORTu7ewrrxYtheVpBXIZbNSV5jPm+2dadmebpq8eP4KB9bWU71C0mElaSl4HTaayoppGxhO2zZjSZ3/c+I8GypL2VhVlrbtLhbDNDlzq48/e/Uo/ZPpKQ4q3S1pGPy8tZ3yPC+/dWBXVj+NHQ2F+ctDx7nYM5jW7VpUhSdbVudc7Y3FkjQM/vr1U3zn6PkZn3tqy1r+8LmD71vHLh3bkKS5knvUEqgq8OGx2xhIQ8ZD0jD42aV2LvQM8FBjLR9obqS+sACP3YbDakEgln0RIEla6eyaRmOxH7umEU1T+7XrQ2N8/9QlPr9/Z1bf2EpSrtndUM2PzrWm9SnjrdEJ/uK1t/mDp/dT68/P2ifFCV3nbFcff/zyYW4Mj2V6OMuabph8//QlPHYbv7hjA167Lev2i5FgiL86fJLX2m6mtQgmwPqKEh5eXTev9xyJJ/iTH71B59Dc61985tFt7Ftbm3W/a0UINtWWE4jEmAxHGQ9FuNo3TDSeJKkbD1RPOx3bkKS5ksGJJeC22VhVUkj70GhatmdM94X+3umL/ORCG43FfloqSmgo9lPidVPoduK123HZrNgtGlZNRRUCMf0hSVJuE0LQVFZEkceVlroTkFq3/KNzrWyoLGX/2nrZtliS0qSlsoTawnxupnFybpgmb9/o4muHT/LFR3dTnpd9687jySSHrnbwv18/RvvgiJzHLIHJSJSvHT5JLJnkU7u34HNmT+2FiXCEbxw5zfdPXyKWpqD6bU6rhWc3NlHq9czr+3XD4HLPIK3dQ3P+3me2NWHCggvfp5siBAdbGnmkuR7TNAnF4nz+qz+grffBs7jSsQ1JmisZnFgCmqLw8OpaXr50La1PTnTDJBiLc667n3Pd/WiKgttuxWu34bSmAhMWVUVTFRSRyqhYeN+QdygCNFXFqqpYVBWrRcVrt5HvdJDndFDgclDidZPvdGDTNOyW1MdC629IkgQNRX6qC/LSFpwAGAqE+NKhY3jsNrbVVshjVZIWSAhBqdfNQ6tq6RwZT+s9gGGavHTxKgnd4AsHdlFT4EPJgmPWME1GAiFevNDG3711hqHAzDaH0uIJxeP83VtnGAmE+NTerdT68zJ6LjdMk+6xCb5x5DQvXmgjEk+kdfsC2FxdzmPrGufdxcCqqXxy9waGmu/eV8eDEX56po3JcJRNtWXsWl094xhrqizOusAEpM49miru/E5M05xzh590bEOS5koGJ5aAELC+opS6wvxFTWtMGgYT4SgT4eii/YzZCJjOykhFWVMfCqqSOqEVuJxU5nmp9ufRWOyn1p9PZYGPEo972bfDkaTFYrdobK4p53hHd1rTY68OjPDff/4mv/PBfWyrqZTHqCQtkE3T2NtYw0sX2tLWteO2eFLn5UvXmIxE+dxD29hSU5HRrKdYMsnZW3186/g5jt3slsUvMyQUT/CDs610jIzzqT1b2NtYk5Hlegld53z3AF89fILjHd3Ek+kv4upz2PnE1vX4Xc55b8Oiqjy7bd2M4GHH0DhH2zqZDEdZX13Kp/ZvnVHrTV4jJSm9ZHBiCQghqMr38czGJr586Hja09kyzSQVTcUE/U7i5jsXoIlwNJXO2g6qIihwOSn1eqgtzGd3QxVbayrwu5w4rBYZkZWkBySE4KFVtXz35EWGAunr4GOYJhd7B/l/XnyNX9m1iSdb1uBz2OWxKUnzJIRgS3U5GyvLeK3tRtqXNyQNgyPXO7k1OsHHtzbzVMsaSr0eVGVplnIa0+ne14dG+cn5Ng5d66BvYmrRf650f0nD4NStXjpHxzmwtoFnN66lqawYp9Wy6PtFQtcZmgry4/Nt/PBsK91jE4uyrEdVBE+2rGZ3Q/WC3pMQAos2s8C8RVPu1HFTFYFVU7Fq9586maZJIBIjHEvgdlhx222YpklCNwhF48R1HUzQVIHNouGwWu6Z2WKaJrphEo7FiSV1DMNAUQRWTcNlsy7ZMZ4OpmmSSOqE4wniSR3TNFFVBbvFgtNqQVFy431Ii08GJ5aIRVV5qmUNr7Xd4ELPQKaHkzG6YTIcCDEcCHG5b5DX225Q7HWzq76KR1bXsaGyFJ/DnjMnW0nKpBp/HrsaqvjxuStp3/bNkXH+/J/f4nz3AB/e1MTGqrIluam9H9M0iSaSRBNJ3Har7FYk5Qyn1cqHNzdxvKOb4CJkE5gmdI1N8JU3TvBmeycf2bSOrTUVVBX4Fi2lXzcM+icDXB8a5fW2m7zZ3slIMERCT2+hQ2lhRoJhfnDmMkev3+KxpgYeXl3HmtJCClzOtAedk4ZB38QUx29286NzV2jtGySSWLwHcquKC/nEthY8dtui/Yy50g2Dvz10mh+ebOWCzruqAAAgAElEQVRXHtrEZx/dzsBEgFcvXOdIWyc9o6mlmPkuB02VxXxkRzPNVSUztmOaJmPBMEfaOjnadoubg2MEozGcNit1xfk81FTH7tU1lOS5l/otzpluGHSNTPDG5ZucvN5D79gksYROvjv1O9jfXM/mugrcdmumhyplARmcWCJCQGW+l1/bt43//ON/Tntv51xkmKmaGcHhMW4Oj/HTC1fZXFPOB9etYt+qGgqcjqxYP5tNTNPEJPW7M00TY/oj9Xfues0wTJKGQSSeYDANnWJuC8bidI6OE00ksVlUFKGgTC/pEdPLesSd5T3c9drtJUBSenjsNh5d28AbV28yGYmlffuTkRg/Pn+Ft290saW2nIdW1bK9ppJ8lwObpqKp6rz+T83p1Nnb+6lumhiGgW6a6IYxXU8nxmgowkggxEgwnApqBoOMh6K4bBZ+68Auavz5aX/PkrQYhIBttZXsW1XDzy61L1pxyHA8wanOXi70DNBY7GdbTQU76ippLi/BbbNi0VI1oh70uL19zdENg4RuEE8mGQ1FuDowzOlbvVzuHeTmyBiB6MICLhZV5bmtzSQNk388cwndkOUz382iKlg1jUg8Ma+6JbeDBn/39llePH+FNaVFbK2pYEt1OfVFBXf2DU1R7lyv349ppu4x4kmdUDzOtYERjt64xanOXtoHR4gtwhKOd8tz2vkXuzezprQoq+4rTCAQjTE0GaRreILOoXH+7KU3Odp2C1UIFEVgmtA/EeDWyAT71tbO3IZpcn1glC//7BhH2jrRDQO7RUMRgqlIjM6hMQ63drBnTQ1ffHIPDaX+rM1uTOoGR9s6+fLPj3G1bxhVEdi01HsZD0Vo7Rnkny9e55mtTXzqwFb8bmdW/X9KS08GJ5bY3sYaPrVnC18/copANP2TiVw2EYlyqO0mpzt72VFfxSe2rmdrTUXGn9YuptspewldJ67rJJL6O3/XUxf9d38ultSJJhKEYgnC8TjBWJxwPEHo9p/xOKHY7X/HiSaS6KZBKJa+AlRt/cP82++8hKYoWFUVh9WCy2bBabXislpw2qw4rRZcVitO2/Sf0687pou0WlQVq6ZiUZXU31V1+qZZuVNg1aKqOZWymAmKEGyrqWBDZRlHrneSxlp7dxkOhvj55Xbeun6LAqeTpvJimsqKqPHnU+B04LRasE0Xu1VTlXcxzVTwIRVsMEjqBonb+7WeSu0MRmNMRqJMRKLT9XIijIbCjIcihOMJErqe+j7DuPN3wzSpLsgjuohP4yRpMfgcdj6yqZkzt/oWvUhkPKnT2jfEtYERfnz+CkVuF6tLCllVUkitPw+f036ncLampGpEgXjneJ2edIbjCSYjUYamgnSPT3J1YISe8UnC09eadNS7UYRgV30Vn923jc6RcV5tvS4f4LyLpijsX1PPB9Y18u3j5znX3b+g7Y2Hoxy72c3Zrn7cNiv5LgdrSgppLPZTlufB73LitttSAWhFQVMVVKFgkrpfiSWTROIJJiMxesYnuTY4Qmv/EAOTAQLR2JJkzlhUhWc2NvHo2oasnZQDXB8c5auvHOdKzxCPb1zN5rpy/B4n4ViC6wOjjARCNFUWz/i+kUCYL738Nq9fvkFFgY8nN69hS30FXoeNsWCYt6918dMzVznc2oHNovEfPvwIRV5XBt7h/ZmmycWuAf7nT4/Q3j9KY6mfp7asYUNNGU6rlZ6xSd64fJNDl2/yD0fPY9VUPvPoNtxZlAkjLT0ZnFhCQghcNivP79qEYZp848ipRUnvzGUmMBWN8Wrrdc7e6uPJltX88s6N1BTk58x6NMMwGQ9HGAtHiMTihOIJwvFUMCEcTxCOJQgn3vl3NJ4klkwSTSaJJVJ/jyX0u/59++/xpJ7xdmxxXWd4njfWihDYNBWbpmGzaNN/pv5t11Jtb+23X5/u8OK0WnBYU2sSUx/WGa957DaKve4V2f7S73byye0tXOodXNQbetOEQDROIBrn1tgEL1+6hiIEbpsVj92G02pBU5U7/wemCbp5OyiRCi7EkkliST21L+uL+1RNkrKNIgS7Gqp4esNavnXsHIklOAbeXSi7fWgULl5FAA6rBa8j1dnLMn3cCgTJdwUCI4kkgWiMSCK93RXeqzLfx2f3baMiz0sknsDvdsrgxLs4LBqPNTXyVMsaClxO/vOPX6VnfOE1PVLn4ySjoTDX39Xq3qqp+Bz2ux4maKqCaUJS14kkEgSicaai0YxkuChCsKOuil/dvRmfI7snsa3dg4xMhfjtp/by2MZV2N5Vr8I0IZZIYrXcvTxRNwx+cvoKR652kud08O+efZgDzfV3PajZtaqaQo+Tv/z5cQ63drCjsYqP71qfdQ9zJsJR/v7Ns9wYGKPS7+P3P7KfHauq79TxaKkpZd/aWvxeJ/9w5Dz/ePwS66tL2f+e95utTNOc/aGQIKOZwtF4kqHJIMn3ZC85bVZKC+bXbncpyeBEBrhsVn5550acVgvfOnY2LReZ5Wg0FOa7Jy9ybWCE33hkB9tqK+46sWerYCzGlw8d5/W2G3elqeumkUphv5O+nkplz3SwYSkZpkkkkUytQX2Ae08BKIpAne7+okw/mVcVZfr11N/L87z8908+RYk3+9deLoZtNRXsX1vPj862prVV4fsxTJOpaIwpmQUmSQ/Epml8clsLF3oGOH2rNyNjMGE6YL64QYcH4bJZ+dSezWyuLkMIQaHHhd/l4HqmB5ZFPA4bzeXFqIrC9tpKPr13K196/RhjocUJ4MST838AsRTWlBTyhf07Kc/zZv0E1gSe2LSGgy2NWN9TI0kIsFtn3tMOTQZ543IHsXiSJzetZUdj1Yz3abVoHGxZxQ9OtNI1PM7b127xzLYmbJbsuUc2TZOOwTGOt3ehCMGTm9ewqa6c9/6XeRw2Pr6zhbeu3OLm0BivnL/GnjU1WfVe7qVjYIzr/aMzXnfaLKyvKcXnykwNvVtD4/y3771O/3vmlztWV/Ffnn98ycczV9n/P79M+Rx2nt+1ifqiAr7+5inOdvXJJ4mziOs6Jzp76J2Y4rP7tvHxLc1YNTWrL0iGaTIaCtM3Gcj0UHJeaq2ziY7+7gYwMygilY68Uvkcdn55x0Yu9Qykno5KkpS1qgp8fO6hbfSMT6a1HlCusWsaH9vSzIc2Nt158OBz2CnxehBC3KlNs9KtLinE706l7Fs1lY9tbmY8FOGv3jy56HUdsk1FnpcvHtzNhsqyrF7OcVuBy8G+plrsD9jG1TRNBiaCXOsfxqpprK0oQlOUWZcx2iwqZfkebg2PMzARYCwYpizfm+63MG+6YXK1b5iJUJRCj5Mt9RX3DDgUeV1sqivn+uAo7QOj9E8EqC3K/ppSr55r50svvT3jdbtV4+ntTXzmA9up8C99EC2R1BmaDNI/dvc8ZCyQGxlpMjiRQaqisKehmsaiAn58/gr/58SFFX2jcj+9E1N86fVjxJNJPr51fVZVZpakTBNCsLasiE/t2cKfvXKU0VA400OSJOkeVEVhd0M1n967ha+8cYKJcDTTQ1pyqhA8tq6RX39oOx7bOxX6FSGo8edhVZUVN/G+l42VZTje9YTdbtH4pR0bmYxEeeH0pUXthpFNynwevnBgF/saa9HU3FjC6bRZqSh48ICBacLwVIhAJIYQgq+/dpLvvX1h1q/VDYPBydScIRpP1QHJJrph0D3dmcRlt1GWd+/lBDaLRmWhD4DxYISxQDgnghP3Eo0nefF4KwPjAX7zqV00VZXkzD6bDWRwIgNuPw0wTegZn+JizwAjwTAu24NFVleq0VCY//36MeJJnU/v3YpFVbI6g0KSlpKmKDyxfjU3R8b55ttnZDs/ScpiNk3jE1tbmAhH+ZujZ4glV8YEE1KBib2NNfzrg3sonKUyf11hPlZNk8EJwGm1sLas6K4lAUII/G4nXziwi6Ru8N1TF5d0OV8m+F1OPr9/Fx/asBarljstpDVVeeCsCQATk0AkFaw0TZOhySDDk/d/aCm4XXw6u/YB0zQJTncRs6gKzvvMcVQlVb8KUnU4ootc52YpxJM6R1s7GZ4M8S+f3MX+DfUP3AlnpZPBiSVkmibRRJKBqQDnuwc4fK2DK/3DjIbCBGOxRau0v5wEY3H+9u2z5LscfHhTE9YcqEEhSUvFabXw6T1bmIpEefF824qa8EhSrnFaLfzq7i1MTbfsDa2AAtmqonBgTR2/+8TDVOTPnu5cW1iAXdMIIGvZVBX4qMr3zfp7ynPY+fz+nVg1lRdOXyYUX577T1W+j994ZAcf2rAWi5o7gYnb5joVVaeLSrvtVj61fytb6yve93scVguVBb55jG4RCXEnW8B8n+CJaXKn84+iCBSxfLIM2nuH+ZMXDjEwMcXT25vIczkyPaSsJ2d2S8A0U1WRz3f381rbDQ5dvUn3+JRcTzlPY6EwXzp0jGKPm0fW1GV6OJKUNYQQFHlc/KtHdxPXdX5yvm3ZP1GTpFwlhKDA5eC3D+7BY7fyrWPnsqJI5WKxqiqPrWvkdz64j4q8e6e6F7qd+N1OhoPZW5RxqdT68ym7x+9KCEGx181vH9yD22blb946s+z2nxp/Hv/+gw9xYG39nUn7cqYIQZ7LjiBVs6HY52Z7Y1WmhzUvihAUuJ0AxJI6k+Eolf7ZAyhJw2BiusCr02rF9a6lXrnOBAbGA/yvHx+ld2SKz35wO4VZ2PY1m8jgxCIyTZPJSIwLPQP88OxlTt/qZSQYlpOFNBiYDPK1N0/QUFxARQ5UbJakpVTkcfHbB/fgsGj89OJVAtHl+URNkpYDr8PG5x7ajstm5dvHzy/L2lN5Tjsf29LMZ/Zuxe9y3vdrbZpKbWE+bQPDSzS67GS3aDSVFeN4n64FDquFz+zdSonPzTeOnKZrdCLnu4Bp051JfuvRXWyoLF0RgYnbin1uSvLcDE4EudY3TDSemNPSkGyhKQqrywtRFcFkKMrNwTHWVRbPer8eicW51jcCQLHPRXHe3DqvJQ2duJG8735vVTQsSuYybyLxJN8/eoGB8QC//sRO1lQUoqyg/XouZHBikSR1nfM9A3z31EVev3KDYCye8xeLbHOhZ5B/OHGBLxzYhTMHT9yStFiEEJT5PPzOB/ZR6vXwt2+dYSKy8oruSVIuECK13vpXd2+huiCPrx0+SdvA8LJ4kCGAGn8+v/7wNh5vXo3TannfhwlWTaOuMHeL4aWLy2plY2Xp+/6+hBC4bFae29JCZb6Pr7xxgjO3+u6kyecat83K0xvW8mv7tlF5j6U/y5UQgvJ8Lxtqynhlop03Wjv40NYm1leXZnpocyYErCorpL7ET3v/CG9e6eCRdXV4nfYZX3utf4QLt/qxqArrq0sp9Nw/gPleN4ODvNR3lqh+78yhx0pb2O5vmPP7SKd4QufQhRsMjgf44rN72b6qEi0HlyotNhmcSDPDNOmfCPCPZy7x4/NX6JsILIsbjGyU0HVeOHOJPY3V7GmoyfRwJCmrCCHw2G386p4t1BcV8LdvneFS3yBxWWROkrKOEAK7ReMD6xppKCrgW8fO8bPL7UxFojn7YMNjt/Hw6lqe37mJ9RWlD1yt3qqq1PrzUYRY0fdPxV4XDcX+B/paIQRCwK66aqoL8vjOyQu8eL6N4UAoZ36HFlWhvqiAT+/ZwqNNjXhs1hUVmLjN57Tz4e3ruNQ1QM/oJP/zpaP8yw/upK64ALtFAwG6bhBNJBkPRbjaO8ymunKqC/MyPfS7CCGoLPDxzNYmvvLKcQ5dvkljmZ+P7mjG47CjCkE0kaRjaIyvvnqCsWCEhlI/T21ZO+dMmVuhEX7YfZKIfu8s0TpX0ZIEJxxWC3vX1dIxMEbH4NiM488wTVq7Bvmv336FX/vgDp7avhbHAwRtVxIZnEijpG5wrrufrx4+wYmOniUpRqcIgcNqwaapaIqCqihp7/1smOY7H4ZBXDdI6DrxpJ7xi95EOMoPzrSyvaYSSw5VcJakpSCEwGm1cLCpgbWlRXzn5AV+cqGNoYBcyy1J2UhVFBqL/fy7D+5jW20lPzx7mVO3enMqqKgpCs0VJXx08zqeaF6Nx2Gb032JEKmJuddhW5FtVm9rLi+Z89p7RRFU5Hn5wv5d7Kyr5u+Pn+N4R3fWtZl8ryK3i8fXr+IXtm+gtjAfbQWnuwsh2LW6hucf3sJXXz3O8etdtA+M0FxZQnlBKpMkFI3TNz5F59AYqqLwR88/eVdwwjBMukcnGJwIEk0kiSWSBKIxJkKp46lndJKXz13Fbbdis2jYLRoleZ60b0NTFT6ys5mOoTFePHWFr796kpPtPTRXl+C0WugbD3Dqejfdo5P4PU4+++g2VpUVzvl3FjOSJIzsOEdqqsJDzXV88uENfO3l45xu750xVzKB/rEA/+vFowyMB/jl/ZvJdztkgGKaDE6kwe0uHC9fusbXj5zi5vBYWp90qNMpe26blbI8L3WF+VQX+Cj1efA57DgsFjT1ncBEuvdt00y9RxMTwzBJGkbqQzcIxxNMRqJMRqIMB0IMTgUZmAoyEggRjieIJBLEEvdfB7ZQJzq6OXWrl131VfLAlqRZqIpCtT+PLx7czSNr6vnJ+TaOXO9kKBBCz9HUX0laroQQeB12PrRhDdtrKzh6/RYvnLnM9aHRrO7s5bRaqCvM58n1q/nAulVU5HvnVStACIHf5aLI7VqxwQkhYHN1ObZ5PHQR0w+t9jbWsLrUz/Gb3bxw+jJtA0NMRWJZk4mjKgp+l4O9jTV8eNM6WipLcFqXTyHEhbCoCs/taqE4z813jpynvX+EY+1dqRbhpomiCKyahtNmYVVZIQXuuztAJHSd7751gZfPXiOh63ceKCamg5wXugZo6xvGoipYVBW7ReOpLWv5Nx/al9ZtCCHIc9r54pN7KM3z8JMzbZy/1c+J692YpommKjhsVrY2VPDL+zbxUFPdnFvFmqZJTE+QNLMjOAGpIOG2xiqKfsHN1392gtcv3CA0S+2viVCUb752hr7RKT73xE5qivNWVH2Ve5HBiTQIxxN8//QlvnHkVFqfSNo0lYZiP83lxWytqaCptJgSnxuLejtLQmS0Z24qYJGKrhqmiW4a6IZJUteZjETpHBmnfWiUK/1D3Bgao2NknLie/pPHSDDMz1vb2VhVKi9sknQfDouFbbUVrK8o4VLvGl6+dI0zXX10DC/OsZluDotGmc/LhqpSPHZbpocjSYtKCEGJ182HN61jb2MNb9/s4vC1Ts519zE4FcyaIIXPYaO5vISHVtVysKmREq8bi6os6N7E73ZQ6HHRPjSaxpHmDr/LSX1h/oIyYYVIZSQ82bKGnfVVvH2ji59fbudi7yDDGcyeUxVBVX4eO+oqeWL9atZXpDJE0p31mw4eu41H1zcyEgixrrLkgVpcKkLQUl1KcFucEp97zpNtmA4w2Sw81tLIltpyzt/q52rvMKPBMEnDwGWzUp7vZXV5IavKCvG9p46DIgR1xQXsXP1gnT4UIagpyp/x2kK3cfu9FHld/NrB7exvrufkjR56xyaJJ3XynA7WVBSxpa4Cv8f5wEu/3s3AJHqf5RyZoiiC2uJ8/s1HHqKswMt33zzPZGhmsDWWSPLzs9cYmgjym0/vZnND+YoPUMjgxALczpj49vHz/PXR04yHIwvepgDcdhubq8t4onk1m6vLKc/zzuvkttiEEAhAUW9fUN4ZY57TQY0/n0fW1BOJJ+ibnOJy7xCvtF7nREc3gWj6oveGaXLsRjf9EwHqiwoynj2hTEeKS71zqzYszV+Rx4WqZN+NTTZSppd67KirYlNVOd3jE7T2DfFmeycXewYYC0WIJBKpJzQZGp9VU7FOP4kp8bppKPKzurSQusJ8ynweSrxufI6ZRbWygSIEfrczbce/3WJJXRiWMYuqUuxxpeVt2i3avG5ws5UQAk0VlPo8fHRzMx9oaqR9aJSzXX2cutXL1YFhpiIxIvEE+hJEKwRg1VScVisV+V521Vexo66KtaVF+N3OtE0wfQ47jcV+OkfG59V2vcjjQs2Cya7DYqHY68Ydm9vkqaWylLI0dCITQqAJQbHHzbMbm3h4dR3tg6Mc7+jm7Ru36ByZIByPE1vEZUNCpH4PHruNprJiHlpVw+bqcuoKp2soZLFin5vfeeahOX2Pqig8s20dz2xbt+CfryoKRT43j21YxWMbVj3w91k0led2t/Dc7pZ5/+x0bOM2IQQ2i8a6qhLWVZUseHvvppvGfWtNZJIQAr/HxWc+sI3KQi9//copbg2NzwgsJ3WDU9d7+H+/+xqffmwbBzetwmHVMj6fyRQxn5P+IsiKQcxVLJnkR2ev8OevvcVoMLzg7d1ep/nxLc0cWFtPnsOxrG6ydMNgIhzlyPVOvvn2WS73DaVt24oQ/NHHH+fpDWszHn03TJOpSGxJao5IKaoQ5LscKz7aPB/mdD2ZcDzBeCjClf4hLvQO0D44ykgwxGgwwkQksihr3jVVwW2z4rPb8Trs+Jw2SjxuqgryqPXnU+PPo9DjxKZp2DRtwU9jl4JhmkyEI2kL7vgcNmza8r5JSeg6E+FoWmoYCaDA5VjWFdBN0ySh64TjSYYCQS70DHCxZ4DeiSmGAyFGQ2EmwhF0Iz23VlZVJd/loNDtpDzPy+qSQjZVlbG6pBCP3Ybdsjj751QkSiQxv+uoIgQFWXBNiMQT83oYY1VVvA7boozfNE1iSZ2paJTrQ6OcvtXH1YHhO/vPRDi64OV+Nk2lwOWk2OumKt9HS2UJW6rLqcz34bJZ0RQ17UuQpZUpqsf52vXX+GbH4ft+3e+sfZpfrN2b1p/91X86xpdeevuu1zwOG7/73H6e2Xl3cCqeSHLqeg9/+dIxLncNzHp+FoDf6+JXDmzmI7vXk/+e5ToP6lLnAL//Nz+lZ2Tyrtcfaq7jLz7/kXltM00e6KjP7pBlFjNMk7eud/GVwyfSEpjwOmw83bKWX929meqCPJRl+BRYVRT8bifPbGyirrCAP3vlCCc6etJyQ2qYJkfab/HE+tUoGb4pvZ05IUm5QAiBOt3Zw2O3Ue3P44PNqwjF4oyEwowEwowEU/VkRoIhxkMRxsIRJkIRwokEiaRBfHo9atIwUAQoQkFTFGyahsOq4bBacFmteB02fA47eQ4HfreTfKcdj92Gz5l6Lc9px2G1ZDzAuBCpSdHc2qCtdBZVpcjjyvQwcoYQqfXmVk0jz2lndUkhH9vSTCgWZzgQYjgQYigQZCQYZiwUZjQYZjQUZjISI5ZIEr+9dlzX0Q0DVXnneHXbLHjsdvJcdoo9boo9Lkp9Hoo8Loo8Lko8bmxL9LTb67Djnd+9edZwWC04sqzV+e3OMHaLm2KPm931NcSSSQYmAwxOBRkKBOmbCDA4FWAoEGIyEiUQiRGKJ0hOn+eFEGiKglVTcVmteOw2ClwOir0uSr0eyvK8qX3Hm9p3ltODNim76KZJJBnL9DDel9WisWttDSV5Hv7qZyf453PtMx76mMDIVIivvXycruEJPvOB7VT6fctyTng/MjgxD6YJPWOTfP3ISfonpha8vTynnc89tJ2PbWkmz2Ff1k/IIHXz3lxezL9//CH+8Aev0DYwnJbtXhscIRSLk+fM8bsZScowIQRuuw233UatPx/TNO8UwU0aBgndQDcMDNPAuF0wd7oGDYAgVZhXiFRdHEUIVEXcmQSpioJFVVCEIp+eSVIaKO8KMNYXFdx1zN4OHCYNA9NMBfPffcwKbreiTAUqVUVBU5U7he40JfszlqT5EyK1HKq2MJ/awnyM6cycRFInMb0Ppc73ZqpA+vSZXgiBAijTNdA0JbW/WDW5z0hLx8jiZR3vpQhBfWkBv/3sPorz3PzwrUtMzlL0NxxL8JMTVxidCvO5x3fQXFOS8SywpSSDE/MQisf5PyfOc6FnYMHrUfKcdn7zkZ18YlsLziyLri8mVVFYV1bMZ/Zu5T/96NW0LIEYC0W4MTTG1tqKNIxQkqTbhBBYVBXLMk6Vl6Tl5N3HrIOVc28hLZwixJ2ldJKU7XTTIJwjwQlInZtLCzx8/qldVPp9fP3nJxgcD8yYTyaSOm9e7qB/bIrPP72bPU012FfIPHHlhGHS6GLPAD8+f2XBa4otqspzW9fzsS3NKyow8W57GqrZVf9glYDfTzAWW7GVvSVJkiRJStF1g66uUS5c6Ka3dwwjTfU3JEnKLtlcEPN+bBaNZ3et4z9+8lGaa0pnzTQyTZP2vhH+5IVDvHD0IoFIbF4FgnONDE7MUSyR5HunLzIeWlhnDgHsrKvk+V2bcNtWZvtLMV3V/oPNjbjS8DuIJpL0TU6tiANXkiRJkqTZdXeP8id//BN+//f+gb/481cYGpp8/2+SJCnnGKaZk8GJ2x1MHm6p5w9/8SCPrK+/Z3Zq/1iAL730Nn/50tsMTQaX/TxHBifmwDRNTt3q5XRn74KXcxR5XDy/azNFHveKXpcnhGBrTSUlaWi7Z5gmo8Gw7JIhSZIkSSvYQP8k3d1jxGJJurpGGBkJZnpIkiQtAt00iCRzLzjxbqsri/j9Tx7g4/ta8Dpts35NKBrnhaMX+ePvHaK9b2TBHXWymVxQNgfRZJI3rt5kOBha8LZ21lezu6Eqp6vSp0tVgY/KfC83h8cWvK3RYJhQLIHdknvLZEzT5GRXL2/e7Lzzmtdu56MtTRS6s6uSvW4YnO3p540bHXdey3c4eLp5DSWehQeaFup2MbjzvQOc6+3HNE121FTSUl4qjznpvlJPJG6XCWRFB48lKVdVVhXQ0FDCtWv9NDdXUl6el+khSZK0CHJ1Wce7KUJQmu/hXz2zl6pCH3/9yklGpmZ2gowmkrx2/joD4wF+65k97F5bAyy/+xQZnHhApmkyMBnkzfZbLDSbxmG18KENa2VxuWmKEKwuKeRI+60FtxUNxuI5nTlxtrePrxw9eeff5T4PjzTUZl9wwjQ539d/11hr8vPYWVOZHR0t2KwAACAASURBVMEJ4K2OLv7TT/+ZkelgYkORn//0+AG2VcuCqdLsdDPBlYkf0hk8TJ61mo0Fz+OxlGV6WJIkzVFZWR6/9/sfIhSK4fM5yM/PrmuoJEnpkUvdOt6Py27luX0bKM338LWXT3Ctd3jGvMgELncN8kfffZ1PHdzK49vW4LbPnm2Rq2RwYg6uD43QOTq+4O20VJSwptS/7CJdC1GZ70u1FFxg4CeWTC7rVCfpweiGwaH2DvqnAndeax8a4cjNW2ytKpfH3jJlmiYjsTZ6QscBKLKvo8y5GVU8WCZVKDHI1ckXGY93MBprp9C2hrV5zy7mkCVJWgSqqlBc7M30MCRJWmRJ0yCqJzI9jLSxWTQObGikotDHX/z4KMfaumad13QNT/CnPzhM/3iAXz24Fa/TnoHRLg5Zc2IOjt/sWfA2VEWwubqcApczDSNaPorcLgQLnzAmkjpJWZVbghkZNIZp5nRWjfRghqKtnB79OqdHv05P6BiG+eD/56pix6b6EKjYFDcOLX8RRypJkiRJ0kJE9Ti6ubweSiqKYE1FEb//iQM8t68Fl332pgGRWIK/f/0Mf/S917nRP7rg7PNsITMnHlBCN7jUO7jg7XhsNprLS9AUGRd6t3R06wCI67rMnJBQhKCptBjlQuudk7XHbmNdaXGGRyZlM6fqZ4v/0/SHz+GzVlHh3JbpIUmSJEmSdA/hZJwFp11nISEElYU+vvjMXsryvXzr9TOMTM2seRiJJ/mnU20Mjgf54jN72FCX+0tRZXDiAfVPTDEWnlmcZK48DhsNRQUyrfw9bJpKOn4lAtKQfyHlOkUInmhaxWgozLHOblRF8PS6NRxYVSePPemehBCUO7dS7tya6aFIK5BpmsRiSTpuDnHmTCc3bgwRDsdxu22sWlXKtu31VFUVoKkKX/nKa7RfH2TL5lqe+8QO7PbU0iVdNzh54ibf/W5qadOjj67j8Sc2YLHcu8bV979/guPHbqBpCk8+tZGHH147Y1yGYRIIRBnon+DKlT46O0cYHQ0QjyexWDUK8l3U1BayYUM1VVUFOBwzHzgM9E/wV18/xNhoCH+hm89+9hFKS33ve06+2tbPt7/9FoFglJrqQj736/txue5eY/3GoSu89NI5ksmZDyeqqv18+tMPzanuhGmahEIxurpGOX++i87OYSYnI2iqgt/vZm1TOS0tVZSU+O77uzVNE103mZwM098/TmtrH11do4yNBUkmdKw2C4V+N/X1xbRsqKK8PA+bLfcKektSpoT12IJrAWYrIQQeh41feGQjFYVevvpPx2fNkDBNOHujl//y7Vf49Sd2UpSGDoiZJIMTD6hrfJJQbOFrmjy2/5+99w6PKzvvNN9z7626lQsFFDJAJBKBOacO7KxWK8tSeyx7JDmO7LU1a3uCZ707M/Y++8zuWrtee5zH0tgey5KVu9VSt7pbnZtkM+cEAkTOqJzrhv2jQJAgABIFgiRA3vd50GgWqs65qc6953e+7/ep1JZYeZA3oi1RtIMsSdbk0wIhBEG3i994ZBe/unc7ArDLCrJkXRsWFhbLk0Qiww9/eJwfvnicUCiBrhuYZmE8e/fdS/zoRyd4/md3sXNnC6dO93Pp4ghlpR6MG+6fk6EEJ0/2AdDeUYNxi1THgf4QJ0/2YbPJbN/RPOvvpmly6IMufvzjk5w9O0AqlUPXjRntSpJAliUCATcfenYDn/rUdvz+memrbo8DSZI4ebIPSRLs2tVCZaX/pgsThmFw8GAnhw51oWkGTY3luFyzhY+JyQSnTvWTz+uz/pbJ5MjlFp7eZZomQ0Nhvve9I7z7zkWi0fTUuTCn9/XVV89QV1/KJz+5jSefXDctDt1IPq/z3rsXeeWVU1y6NEImk5/32FVU+PjEJ7fx7LMbZ4kvFhYWc5PScpj3YeTE9ThsCk9sWk25z81fv/IBBy/0TY9HVzFMk57RMH/8/XfYvqae9BLMWe8VljixQMZiCTL52z/RZR4nqs067DeSzOWXRPm0KzKKbKXMWBQe6O2yjN2qimNhYbHMSadzfOtbh/jB94+QSuVQVRt1daXU1JQgyzKjo1GGhyP8/d+9S3f3ONFI+q5tm2lCT+8EBw50oigyHo+K3++iosKPy2Unnc4yMBBmYiLO2FiMb3/rEDabws/8zI4Zk3aPR+Xhh1s5dKiLeCzDW2+e56GHWueMsrjKxESCEyf6yOV03G6Vhx5unXMB4uGHW6mtCRCLpUkkMgwPR3j55ZOk08U9t5mmSVfXGH/z129w4kRhAuD3u6iu9hMMesnndUZGooyNxejuGuO//c2bjI/H+Jmf2YnHo87aNl03uHhphGPHerDZFLxeByUlbioqfDgcNhLJDAP9ISYmEgwOhvn7v3sXVVV49tlNKIr1LGNhcStSevY+lyYKz7OyEGxsruE/fPZx/vvrR3jt2CUSmdlVSiZiKV49dmlFCzbWLHmBhJJpctpsRb5YypZZScjlQiKTXZJ2XHabVaLVwsJiQaS0SUbSp9DN2eOPLFSqnJtwKaULbm8sfZZovh9V8lPn3oEkCrfYtBYmmu8jpYUwzDyysOOQ/XhtNbiUIJKYf8zSjBwJbYRkfoycEUc38whkbJILl1KGz16HTTitiLEVjGEYnDrVzyuvnJpK43DwiU9u5bnnNuH1OgHIZvMcP97LN79xgB/Pk75wp5Akwe5dLZw7N0jDqiBbtzbS0BjEoSoISRSq5EwkeOmlE/z4RyfIZPK8/toZ9u1rp67u2vdHCMGWLQ2sqi/j7NlBOjtHuXhxmM2bG+bs1zBMrlwZp6trDID29hoaGoJzvreiwkdFhQ/DMDFNk/7+EG+9db5ocSIez/DP3zw4HXmyeXMDzz+/izWtVdhtMiaQSuU4sL+Tb3/nEEODYb77ncNUVPh59tmNs6JAHA4bDz/UyshIhObmCrZuaaSuvhS7XUGIwj6OjET59rcP8c7b50kms7z66mkeeaRtVuSJhYXFbFJadlYUwf2KJAT15SX8648/TFXAyzffPkE4MVuoXunGmJY4sQAM0ySeyS5J6oHbvjTGj/cbg5HYknyZPKqKqljihIWFxa2J5Ho5MPYnpPXJWX9zyqU8Uf0HRYkTl2IvcyH6IgF7I5XO9UhCYSB5aLo8aVoPY5gasrChSj589lp2l/8WQUfbrLZS2iQDyUMMpA4SyfWR1ibJGUmMKXFCkZw45RJK1EZafR+mzrULWbLuLyuRVCrHm2+cIzSZQJIEzzyznuef34XHc600nNut8sQTa1HtCl/5yo+JxzN3bfuEENSvKuPf/Jvn8HgcyHNEJ7rdDj73uT1cuTLG8WO9TE4m6OmZmCFOAHg8Dh59tJ1z5wYJh5Psf7+Tjo5aVHX242gum+fwoW6SySw2m8zu3S2UzDNhvyrOyXLh9818IObDMAwOH+7mgw8KKSRr19bwpV9/kpaWmUbKbrfKcx/ZREnAxX/901cJhZK88MJRtmxpoLq6ZNZ2tbVX87u/+xwej4o0hxn66tUOfvmX93Gle4yurjFGR6IMDIQsccLCYgGk9NwKjhEoHiEEfreDzz+5jYbyEv7mlQ+4Mhq6r3w3rJixBWAYBjn99qMmoJB2YDGb7vHQkiiffpcDp80yk7onCKzVW4sVhVMuZZV7D3Xu3VQ7t1CutqMI5223q5lZ0nqIztgrHBz/UwZSh0hpE0goKMKObuZJ6RMk8qMo0ty55V3x1/hg/M/pjr9JKHuZjB5DkZy4lHJU2YdmpInm++lNvMeBsT+lO/EmehFlUy2WD6FQktNn+gEIBr088kjbnJ4DQgjWra9j/Yb6u72JKIqM3++aU5i4SkmJi6bGchRFQtcNQqHEnO/btr2Ryko/um5w7FgPo6PROe//k6Ekx4/3AFBZ6WPjplVI8p27xyQSWT74oItkMossSzz19HoaGsrmfK+iyOzevZr16wvnYnAgxKFD3XPuh92u4PM55xQmrlJe7qV+VRlCFHwqwuHZrvwWyxvDNInl0wylwvQmxxlITTKRjZM3lmb+YDE3KS27olMYFoMQAqfdxlNb1vB7zz/OpqYa5PuoCqQVObEAdNMkvwQpHRZzk8hkuTIRvu2hRRKCoMe1bDw98rpOOJXmzPAo50fHGY0nyOQ1VEWhwuuho6qc9VUVlLld06VlZbE0g4tpmqTzGuPJJGeHR+maCDGeSJLJa8iShN/poCHgp6OyguZgALfdftsDmyTE9Pabpkkyl6cvHOHk4DA9oQjRdAYT8DtU6gN+NtVU01gWwKPakRYpauiGQTSTuaXh29Xt86jqkgqEhmGS0TTi2Sx9oQhdkyGGojGimSzpXB6EwGWzEXA5qC/x01ZZTq3fh0e1F1VO+OrxvOp7I0kSXtU+ncJkmCbpfJ6+cJQzw6NcmQwTSWXQTR2X3U6J08HqYBlrqyqo8npw2BRLSAJK1AYervy3aGYWzciQMxK8OfwHTGQv3la7mpGhM/oKl+OvAtDh/zjljrWosh8wSGkTjGXOY5c8OOW5IzMqHRtRZS9uJUiVazPljnZcchmK5EA388Tzw3THX2codYyENsKp0NepdKzHZ6+9rW23uPv09k6QiBdSiyor/TQ2lc/7/fR6HbS1VnFgf+fd3MRprlbu0DQdTTMwDGMqlQIwTYQkEKKQ6pHLzhbLhBBUVwfYs3cNL/zgKL29E5w62UdtbWA66uFqP0ePXmFsLIYkCdo7amhsDN7RcSuRyHDh/BAAwaCH1tZqlJvcLwoGok28884F0uk8Fy4M8cwz6+f10Lh67PJ5fcoU89qxM01z2i/LMExyOeuZcyVgTgkSpyK9HJzoZCAVIpZPkzc0ZCHhVOxUOUrYHGhkb3krZaoXSQjEbdSV002DRD7zwE3I5yOSSz0waR03osgy29fU8we/4OVvX/mA1453ksmv/EWK5TGLW+6YLNkgcD9cNEvNueExRmNzr7AUg8OmUFPiW/REd6kwTZNwKs2rFy/zwunzdE+ESeXz5HUdwzSRhMAmy7jsNhoCJXxyQwdPt68m6HbddtSHCeQ1nfOjY/zo3CXevdzDRDJFRsuT1w0M00QAiiShKgoe1c76mko+tq6dvc2r8KmzDb0WiiwENlkir+tcGB3nn4+f4b3uHmLpLBlNQzcMzOm+ZXwOBztW1fKZzevZUleNqhQ/HI0lknz5uy8xmbh1md+Ay8m/f+pRdjbULWLvZqIbBmOJJGeGRjnUN8DhvgHG4kkymkZO09EMYzpNSRYCRZawywouu421VRU8t7aVR1oaCTgdCzreOV3nbw8c4cXT5wEIelz8r888zsbaKvK6zqmhUb5/6hwHrvQRSafJaBqaXkhDk6b6dygKAZeTJ1tb+OSGtbSUlxYlkNyPiEK4DzbhxCY5sZtu5HkiGYoho0c4F/0+JbZVbAn+IlWOjdgkJ0JIgIlhGjR7nwJM7NLcJb8CahOPVP47XEo5TqUUm7h6rRSuF8PUKXe08d7oHzGWOUck10s4112UOKEbBucnxxlL3f74uxhsssy2ylpcD3i02/hYDE3TEaIQfXB9OseNyLJEaZkHu12+6xPYbDZPX98kV66M09szwcholHgsTSqdI5fVyOd1QqEk+byOqirzPjWpqsLu3at55+0LTE4meO/9S+x7rAOv99p+p1I5jh3rIZ3O4XDY2bN7zU2FgqUgHstMRyyUlnooKbl1WkV9/bXIivGxGMlEdk5xIpnM0t8/SXf3OH29E4yOxUjEM6TThUoiuZzG5GRiOjT7bky24rksp8ZGyOoLfS4VVHu8dJSV39HtWikYpkFPcpy/736bQxOXieRT6Obs9G+B4J2x87w6fJIvtjzGtkDzbVUOG8tE+d9Pf5e0PtsM8UFkMBXGeICFGkkIVpWX8Fsff5jKgJfvvn96Th+KlYQlTiwASYgle4iPpNJTpcGWpLkVT17XOdwzsKDJ5a1w2W00lJXc+o13ENM06Q1H+K/vHOT1i5dJzyFGGaZJVtPIahrhVJpzI2Mc7hvkNx/djd+x+ImRaZqkcnn++fhp/vHICQYjsTmHaxPIGwb5XI5ELsfIxQQf9PTzbEcrv7JnO42lJYsSKBRJAgEvn7vEn717kN5QZM7+NcNAyxkkc3lePHOBo/1DfGHnFp7fsgFnkSv6mmEwHI0zlrh1CGxa08hoty8O6obBd06c5YdnL3B6aGTOczzj/aaJrulkNZ14NstoPMHBnj4+3NHKb+3bQ43Pe8t9Nk0Ip9IMRGMARDIZOicmWVNexsvnL/EX731Afzg65/G+vv9oJsvXPjjKe929/M/79rJvTdMDL1DcCUwMZGFjc9nnqXPtvMHwUiAJGVX23rQNm+Sk2rVl3r9LQiZgb6bWtYOJzCUMNKK5/qK2M6vr/NWJQ7zUdXuRIoulzOHku5/6HI3+wD3pf7mQTGYxDBMhBG6PinSTiYsQAqfDhqLcPXHCMEz6+yd54YVjHD7UzfBwBABFkZDlQvluMZXWt5CSnUII1q+vY82aKiYnL9N5aYRz5wbZubN5Ouqip2ecixeGMU1oaAjSsbbmTu8micS1KDyHwzanD8aN++Fy2bHZZPJ5nWQyO2v/dd2gq2uUH3z/KMeP9zI+HkeIgsi0mGO3lPREI/zOmy8zmlyYOCkJwWfb1vF/PfbsHd6ylcFgKsyfXHiZAxOXbvo+E5OEluFIqJtwLslvt3+E7WUti15Iy+p5zkUHSelLYyRvsXi2ranjS8/tnvGaalNoq7u7Ap4QgooSD7/yoZ3Ulvn52quHGJiMrlgfCkucWACyLOFYopWd4Wgc3TCscpcUJtMj0QRvXbyyJGajXodKU9m9e8g1gdF4kq+88R5vXOqetU+qIuOx21FkmZymk8hmyU/5mfzkQifJXI5HWxoX17dpEk5n+OqBI3zr+GmiN1Q/scvydBqAZhgkc7kZk+p4NscPTp9jPJHkPzy9b1EChRCCA1f6+drBo/RHotOvu+12XHYbQhQihxLZ3Azz08FojL96/xBCCH52y/qivmuKJFHp81wn+Ojkdf2OauiSEPSFIxzrH5rzunUoynTVGNM0SeXzJLMzDZvSeY0fnbuIIsv8m8cfosRVnM9BOpfnymSYn1y4zB+/tZ/R+LWHS1WRcdsL51o3DOLZLNnr0tJMEy6OTfD/vb2fMreLTbVVVorHHaDCsY5K54abVuK4XYSQcCgBJGHDMDVyhpWnvhK5fpV8IRMWaWpSu1TounHTlfqB/kn+/M9e4+TJPgzDpKrKT3t7Na2t1VRW+fH5HDgcdlRV4bvfOcxrr525ZZ8Oh41HHm3j6NErxGJpDuzvZPPmVaiqjXxe58yZAcbH40iSYOeu5gVFMdwuS3HfuLGNC+eH+Mu//CmXLg0Dgvr6UtraqlnTWkVFhQ+v1zElhNj46t++xYEDl5dgKyzuNJqh8+Oh4xwPXSnqc92JMf5Hz7uscgepdPite+8KZ3NTDRsaqma+KMRtRcbcDg67jed2tFMZ8MxZyaOxcmUsBFjixAKQhMDrUJElCf02J9HhVJrhaJz6Uv8Sbd3K5t3OHs4OjS5JWw1lAYLee1Oq9aonwNcOHuWtzplii9tu46HmBh5uaqDa70VVFFK5HAORGIf6Bni/u5dkLs9bl68wcN2kvhhyus7Xj5zkHw4dJztl3iqAUreLfasb2VJbQ5XPg0NRyOk6E8kUJwaHeavzCiOxeCGaQjd4t6sHuyLzn559gvIiy94ORWP8twOHGYrGkYSgJVjKE63NtJUHKXE5kYUgls1yYWScNzq7uTg2MS1ShFJp/vbAEVYF/Dy2umnBN+xSl5P/+KEniGYyJLM5krkcqVyeWCbLmeFR3ujsLmofFoIQgmfaV/PimQuMxhMokkTA6WRddQXrqiupL/FR6nLhsCkYpkkknebS+CSvX7hM58TktJKd1XReOnuBh5pW8Uz76qI8P3TT5K3Obn509iKj8QQCKHO7eHR1E1tqq6j0enHaFLK6znA0zge9/bxzuYdY9ppo1Tk+yX8/dJT//OyTlCwwvcRiYUgoBOxNqJLvttoxTRMDjaweJ5brJ6GNktVj5M00upFDN3NMZC5imPmp99+98pIWS4fDaUeaKsmZTucwTXPe76NpQj6noetLc66v9Tn337PZPC+9dIITJ/rQdYMNG+v5tV97nNbWqjnTLDwedcGRoZs2raKhMcjlzlGOH+9lYCBMc3M5iUSGgwcuY5omwaCPLVsaUdU7n/pT2PbCxmez2i0jU0zTJJvJk88X3udw2GZUCUmlsnz/+0e4eHEYgJ07m/mlX36UxsbyOY1FnU67FVW7QhjLxjg4cYmMUVypWhOTY6Fujoa6ebZ6M7J1wlc0VyOglhOqTWFvRyObm2vI33CfWCmRspY4sUBK3U5URSaVu70HgkgqzdmhUeoCvgd6MmCaJv3hKN8/fnbJwo62NdTcU7+JY/1DfO/U2RmVXco9bn79oZ0827GGUpdrRriubhh8ZF0bb1++wl++f4jeUITLE6Gi+zUMk7cvX+Fbx0/PECa2r6rlNx7exYaaqlmmk6Zp8nTbap5b28p/ffsgR/sHC+H/psmbnVfYWneBL+7aWtTxjGayRDNZVEXmwx1t/PKebTSWlmCX5RnX+mOrm3h27Rr++v3DvHrh8vTxGosn+MfDJ9hYU0WZe2GrZKqisKl2pmptmiZ5w+DH5y7dEXECoLmslI+ua+PsyBiPr2lmd2M9FR43XlXFdsOqpmmaPNmq80zbav7s3YMzxKtULs8r5zt5pKURj1pcGchL44Xyl5IQ7Gyo49f27mDjHOfaME2eaV/Na42X+ZO3DzA+lQJjmCb7u/u4ODbOroa77/5/PyMJBYeyuPSoq2hGhonMRboTbzCSPklGj6IZWQwzj4GOaRqYGCzNeq/FvSQY9CDLEqYJkUiKdDqHyzV3ip9pmkRj6ZumAMz4/hs3v0ayWY1IZH5DucnJBKfPDKDrBooi8fxnd9LRUTPntW0YJolEIUVFXkDAUFmZh4f2tnKle5yhoTBnzwzQ0FDGpUsj9PZOIASsXl3B6tUVt25sCfB5nZSWuhkczBEOJ4lGU1RV3XwhaXAwPP3/waB3RpWVwcEwnZdHMQyTQMDFz/6LXTQ3V9zk2GVWbBj2g8ZQKsRIOrKoz+YNnSOTXTxeuQ7XEngcWVjMhavIZ8rlxMqQUJYBlT7PkpSojGWyHO0dJLsEue8rFdM0SWRz/N37x7gwPL4kbbrsNrasunfihG6YfOfkGWLXpVO47Da+sGMLn92ynqDHPSuPWJYkytwuPrmhg998ZDe+RfhNmKbJWCLB14+emhHa31ZZzu8/8xh7m1bhc6izjosQAo9qZ1dDPb/39KM0B69VDMjrOt87dY6hKX+DYhDAw82N/LsnH6atIoiqzPaQUBWFtopyfvuxh9jdeG1SbALHB4d5v7t3RtpH0dsw5RFju4MKsUe182t7d/Dnn/kYX9y5hY7KcsrcLuyKPGt/hRCoisLaqgr+7ROP0BKcWZ3h7MgY4dTizYvWVlXwvzy9b95zLQlBwOXkExs6+Ny2jajXrXZGM1kO9w0uSVqVxTUEApnF3y90M8+F6Iu8MfyfORf5HqFsF7qRI2BvpMHzCO3+j7Eh8LNsKf0Cde7dSNY6w4pm1aogDkfhehkfjzM4GJ5XLEinc/T0TMxboUgIgcN57dqLxTLTK/s3Ypomg4NhJibm9xxIpXJEIwVB0+93UVdfNufk2jRNYtEUw8ORBVVPgkKJzZ27mqmo8GEYJvsPdJJO5zh8uJtEIouq2ti5q2VeoWap8XgdtLYWxO7x8Ri9PRO3jFA5fqIXKFTuaGoux+W6NiGIxzIkE4VngrIyLzU1gXmP3eREnLHx4u+5FveGaD5FXMss+vNXkuNoplWRxcJiLixxYoHUl/pxLUFYoWnCO5d66J2MPLClb3K6zo9OXeSHJ88v2aRoQ10VdYF7l793fnSc0zekp2yoruRTm9besgqFkCQeX9PMU20tRYd0GqbJ4b5BjvUNTr/md6j80q6ttFYsrOxaW0WQT29cO2NS2xeO8GbnlaJFAq9D5Re2byK4gJSQGr+Xf7FtIyXOaw7tiWyOty5fmSHyLEfE1ITf6yiuukljaQlPts40wkrmcvSGF7cCU+J08MVdW1hTXnZLYU5VFD66rp1q30wjxnMjY/eROGEyc+lx5UWnmaZBf3I/p0L/REqfwCH7WV/yPM/WfYUnqv+AvRW/zc7gr7Mt+CtsLftFal3bEXfQ18LizlNe7qWtvRqAkZEIB/Z3ks3MHS7e2zvBsaM987Z1teLH1UnyxQtD84oPmUye/e9fYmRk/vFHliVsU+W5s1mNbHbu7dI0nf0HLtPVVVyaZktLJevW1yFJgitXxjl2tIfOSyPoukFlpY8tWxqKau928HhU9uxdg9utomkGP/nJ6WnzzxvRdYPjx3s5cbwgTlRW+tm1q2XG/UCxSShK4TE7k8nPGe1imibZrMZrr51hZHhxaZ0Wd5+8oaMZixcXklr2thZhLCzuZyxxYoFU+30LDjW/FX2hCD852/lADkyabvDT8138xVsHSWSXpgySXZZ5qKWBoOfOG2bNhWmaHOkfnA6Xv8pH1rZRugCjQwH4HCpPrmnB75i/hNxcZDWd1y5enk7nAGgJlvJkW8uCc8sUSWJXY/0Mj4lMXuNI32DRIsGm2iraKoILeq8sSWyrq2F9deWM14/0DTKZvP3qLcsRIQRb62ZG+Gi6QTS9uBWY9opyHlvdvGC/ilUBP42lMw2RBiIx9AWudC53DHRyxrVrxya5ECvsNpczElyJv0VKL6TttPo+yvbgr1Lu6MBtK0eVvSiSA1nYEEJCN3JT6R0WKxWPx8Fjj3XgctnRNIMXXzzOq6+dIZ2+do/UdYPOSyP8j394j7Gx+SexQggqK/2saiiMw319k3zve4eZmIhPL4iYpkk0muJHPzrBCy8c57pfpgAAIABJREFUmzeyAsDvd06nNiQSGd579yK57MxJdiqV5dVXz/D1f3yfRKK4e4bNJvPYYx04HDaSiQyvvX6WoaGCILBjZwvB4M2r2iwlkiSxY3sz27Y3IUmCM2f6+epX36ara3RGBEUup3Hogy7+5q/fZGwshiQJnnhiLY2NMx36g0EfgdLCfXViIs7+/Z3kb6julEhkePHFY3z724fIzCNIWSw/bJKCTVq8KOyQbYVS1hYWFrOwYkEXiE2WWF9byYn+4SVp76WTF9jdvIrtjbX31CfhbpLK5Xj9XBd/+tP9jMeXzlW+usTLo62NRRkKLiXJXJ6Lo+MzvCbK3C46qiqKOrcbaqoodTmJFDFRHYnHOTcyNuO1bfW1eNWFh8EKIQi6XTSWlsxIDekcnyCSSs+IbLgVG6qrikpP8TsdrK+u5FDvwPTxC6XSdE+GZqU/3C+Ue1zIkkCbetbVTYNUbnFC3SMtDThtxQ3jNf6ZJo1Xy9oW63mxHMkbSULZq273ArdSfkerZdwJ8kZquiSoTXJR696OLOb+TulmjoQ2imEuLk1QAE7FhlNRyBvGfRRBs7KQZYkdO5p57LEOXn/9LOFwkq999W3eevM8dXWl2Gwyo6NRenrGSSZz7Nq1mgsXhohE5hZxKyr8PLavnYH+SRKJLK+9epqLF4Zpbi7H7XEQj2Xo659kcCBESYmLtWtrOXSoa862/H4XDz3UyoWLwyTiGb7/g6N0dY/T2lqFQ1WYDCW53DlCV/cYLqedDz27gXffuViUYWdrayVr19Zy9GgPJ473ks3m8fudbN3aOJ3uMh+GYRAKJQmFEqRSOVKpHOl0jqGhCJkpESUcTvHGG+eoqPDhcqm4nDacLjuBgJvy8pnjoc/v5HOf20M0muLM6QHef+8SXZdHaWgIUlHhQ9N0Boci9PZMEAolsNsV9u1r57mPbJ6VullR4WXXrhb6eifJZPL809f3c+7cIM3NFSiKzMR4nEuXhunpmSAQcLNrdws/ff3sgo+bxb3Db3PiUZxkc/FFfb7S4b9nz6wWFssdS5wogh2NdXz94IklsR8biET5y7cO8oefeOqepiPcDUwT4pks/3z4FH+//9iSr4rvaV7FmsqFrdbfCWKZDH03hOU3lpYQ9LiKOq8VXjflHjfdk+Fbv3mKi6MTs6IbboxEWAge1U7whsigoWicRK5QAnMhe6EqCqsCfmwLcUKbQhKCtoogTpsyLU7opsHl8UmebltdxB6sHBRZxibJZLkmZumLiKKShaC9srxo9+UbRQjdMMnk7w8PnJH0KYbSxwBwyWWUqI0IVpY4YWKiT1XfkFCQhX3+HP/cEGPpMyzWFNMmy3y6dS1rg+XEslkSuRzxfKHqTSKfI5nPkchN/c5nSebyZPT741pZbni9Dj7/hYdRFInXXz9LPJ7h5Mk+Tp3qAwqVPLw+Bx//2FZWr6nkUufIvG0pisSzH95EJJripR8eJ5HIcvny6FTKhQBMTBOamyv4+V/YiyxLHD/eM6dXhCxLPPnUOoZHIrz0w+MkE1kO7O/kg4MFEdA0C9dic3M5P/e5PTQ1VXD8WC/R6MLv8yV+N3sfauXUqb7paJGmpgpaW29d5jib0fjmNw7w0ksnME1zOqvLNM3p/Rkbi/G1r7493ZYQU1WXnlnP7/zuc7PabGmp5Mtf/hDf+MYBDuzvZHAwzOBgeOrz1/ooLXXzzIc28NnP7MRfMvt+rygyH/3oFiYnE/z09bNEo2neefsC775zccax6+io4Yu/+Aiqapv+m8XyptZVSpWzhMlFihPr/fXYJWsKZmExF9Y3owhaK4M0lAXoKWLyOB+mCYd7BvjzNw/y5Sf3Uu333ncChWma5HWDC8NjfP2Dk/z0QhfJJUrluEqZx8XHN3fc0+iTVC7P2A0pHYXKDcWtRAtmr2rfit5QhPR1E0tBYXLfVWTVj5yuk7thpSuVzxdSb0yThZhhuO02Sl3Ooq/j2hIfdkUBCiKLacJgdHE3/HuJaZrohkFG08npOpquoxsmhnntxzRNBiLRJUnpKnO7FnW851qtWe4pZlk9TkIbwSGVYJfdyEJFEvJ1pTZjjKRPcHzyH8jqMQQyte4dlNqbV9y4qggVt1JBONdNzkgQyl4mqLajSNfGE8PUSWijnA5/g3DuyuL7kiT21K5iT+0qoHAN5wydnKaTNXRyukZW18lpU791nZSWJ5bNEMlmiGazRLNpotkMoUyaD4YGiOWWt1/MckUIQTDo5Zd+eR87djRz5MgVurvHSKVyuN0qq1dXsnvPataureXY0R60m6RiQME/4XOf28uWzQ0cPnKFrsujxGJpZFkiGPSyYUMd23c009AQZHAwRENDEE3T8XpnR8q5XHZ+/uf3smnjKg4evEx39xjJZBabTaa8wsfatbXs3NlCQ0MZqVSOjRvrudIzMWdbcyErEhs31lNVXUJf7ySqqrB1WyMlJbdO1RQCvF4nVVUlC+rrery+udMuJUnQ0BDkN37jSZ58Yi1Hj16hu3ucaDSFosiUlrpp76hh8+YGWloqcDrnv9eXlXn4lV95jK1bmzhyuJvevgnSqRx21UZVpY/1G+rZsaOZ+vpSxsfjbNxYTyyemVH1w2L5UaH62RNcQ1d8pOhyonWuUnaUtWBbYVF9FhZ3C0ucWCBCCCp8bva01NM7GV6S6AndMHnlzCXyms5vPbmXVWUl902Kh2maDEfj/PR8F984dJK+UGTJ89plSeLD69tovYdRE1AIi7/RM6DE6VxUdZeFeFRcxTRNxhNJ8telk5jA77/0GpIoNlzQJKvNftjN5Bd+01UVBfciUgPK3K4Zq/+maRJOrRzPibyu0x+O0jUZojcUYTAaYyyeJJrJkMrlyWoauSnBIqfrZPMaqSKO63x4VPstzVbvF2L5Qd4Z+S+osodSdQ1epQq77MEwdTJ6mLHMOUbTp8gZBZEw6GhjbcmnsEk3N2Y1TQPNzKGbWXQjS85IohmF77JBQQCI54eRhYoiVGTJjiSUO5orbJe9VLk2MZQ+imHmORP+NqZpEHS0owiVnJEimuulO/5TxjPn8dnrSeZH0czFO8dfRQiBKiuossJ8mf6maWLCtNhmYmKYkNE0Pv+j73BqfP4VfYubI4TA63Wye88atu9oRtcNTNNECDFlTFmoBqTrxi0rYgghcLtVtm5rYuOmVdNtgUCSBIoiIU+VPa6rK+X//qOfA8xp88sb2/J4HOzc1cLWbY03bcvrdfDbv/NhDMOYs635MAwTc0ofLwm42blzYcKi6rDxcz+3h898dueC+7rKVbPKuRACfD4n23c0s3lLw033+WYIIfD7Xezb18bevWswdAOTudsJBr38x//0KUwT7HZr4rqckSWJ52q3cC46wP6JSwv+nEdx8On6Xaz23joqyMLiQeXBeLJdIpw2G4+3t/D6ua5Z5oeLJavpvHruMmPxJL/48DZ2NdXjsttW5KBlmiY5TWcsnuDtS1f48elLXBgeJ70EE7G5WFNRxvPbN+Cy39tc+bxhzIheAFBtStHh9gDuIvZFNwwSudysVe8bt+V2KEZQUiQJVS5+SHEoCvJ1ubomBR+P5czVcrhH+gd55XwnZ4dHGYkniGeySyJcLgRVUVDkBydnNW8kCee6GUmfAkAgTT3kXzviNuGkwrmOLWW/SJnaOu84apoGg6nDnAl/G93MYZgauplHN3PE84XKNzk9wbHJr2GXPEjChiwUJGGjVG1mc+nnccj+O7KfsrCx2vsUY+nTDKQOE8sPcGjir3DKAWRhQzOzZPQoAkG9ew8dJZ/gvdGvEMsP3JHtuREhCtLMXEL6/SKu32skSWC3zz+WFjPG3KqtwnukGSUwb6ctIcQtfSJuRNcNzp0dYHS0kB65edMqamoCt/jUtf7sqoJdXfrHWSEEQnDLfV4IkiShqjcfryVJ3DQKw2J5UeMM8OW2D+OzuTg0eZlIPjlvFKIq2ahy+vnsqj08V7MFVb796n+3QhESZaoX5T6P0AjnkqR0K2LvfsISJ4pACMG2hlo21FXxxoW5zaMWg2YYHO0bpO/FCB/d2M5HNrbTWhlcMRMP0zRJ5fKcHx7j0JUB3rzYTdd4iPQdnGC67Dae37GBlvLSostvLjWmac4wkhOATZIWlApxI8Wcc9000fTlUydbCGYZgi0ESQiUG1yvtSLM1O4FVybD/MPh4/zkQieRVGZezwhZCFRFwSZL2BUZm1xIRRiOzV3arxgUSXpgJoMupYxG72OMpk+RzI+TM+LoZh6BQJEcOOQAPlstde6dNHr24VEqEbeIHkrkRxlIfTDv30104vmhWa/njSS6keVOWlm4lUp2lv8G3sgPGEodI6GNktTGAIEqeylVm6l376HV9xwO2Y/HVnXXxAkLi6UmHs9w+HA3uZyO02lj164WnM47P3mzsLgdJCHR5Kngdzs+yolwDwcnOhlMhYjlU+QMHUkInLKdUtVDu6+GhyvaaXCX37V0jjpXGX+48XmqnMWnPK0k/uTCj3l56ATGXVsasrjTWOJEkbjsNj6zbT1HegaKLrN4M0wTxuJJ/n7/Md6+dIVH1jTy1NrVtJSX4VZtRZkM3knMqdz5rKaTzOboD0U43DPI8b4hLo1OMBKLc6fT1xVJ4sMb2nh2XeuiJsNLj0ASYloxvxryvFCvhsX3KmatDKuKzKMtTXgdS7P6Uu1feBk301ycd8FVr4brkZfFeZ2NaZp0TYT4P19/h/e7e2eIEg6bQoXHTVtFkNbyIDV+LyUuJ44pceKqEWZ/JMK/e+EnVmWEInAr5ewI/hpJbZy0FiJnJKcrVMjCjir78CiVOGT/LUWJAoJa9w6eqv4/it4WVfaizhM10eH/BHXunQhkAvamotue3johKLE3sCP4JeL5IVLaxFTahoRdcuNWyvHYKpGEgmka7Aj+K5L5T+G31y+6TwuLe4Fpmpw+3c+pU4UKNe3tNaxdV4tkVTKwWAEIIfDbXeyrXMvDFe3E82kSWoa8oSMQOGQbfrsLh3T3I6L9NhelqocS+83TG1c6JXZ34dguc+8si4VjiROLYMuqap7saOGFE+eX3EhON026xkP0haK8fOYSG2or2dPSQEd1OTUlPoIe110vP2SYJslsjlAyzVgswUAkyqXRCc4MjNI9ESKVzZPR7o6DuwA21Vfxhb1bKXEtvMTlnUSRBKoio+WuTTazmo5hmshF3oyKqZogS2KW54AiSfzqnu20lC9NGU6nsvDVK90wyM3hW3Erspo+S5xwLMKv424Qy2T52sGj7L/SN0OYaC4L8PENHTzTtppyjxt1KkpCErMFJLss3fNon5WILOz4bLX4bLW33ZYQAq+tGq+tegm27BpljjWUsWbJ2lMklYDaRECdX+gQQqLc0U65o33J+rWwuBvoukFPzzjf++5hEomCCeS+xzooK1u4KG5hsVyQhUSJ3b1sxACPzXHfp3QAOGX1jvpAWdx9LHFiEfidDn5h9xbODI3SOTp5R/rI6zqjsQSjsQRvXugm6HVTF/DTUFZCUzBAYzDAqtISSl1OFFlGlgSyEAipsIpfWFWf2eZ0ia2pUlhXoyCu/tZNk7yuE01nCSVSjMeTDISjDEYKBn+TiSQj0QThVPqeufs3l5fyPz2+hzUVZfek/7mwKwpehzrDJyGRzZLVtKL9MOLZhUfjyJJEwOVEkaTpVfh0Xiu4l6t33+k7q2kkc8VXYwml0zPTYkRxxqB3k5ODI7xyoXPG9raWl/Efnt7Hrob6BaXlLKZsqIWFhcVKJxpN8eab58hmNCRZYmw0yokTffT0jCOEYM/eNTzySNsyiYi0sFjZeBXHorzPVhpuRbWkifsMS5xYBEII2qqCfG7nZv74tfeWNL1jLnTTnBYqjvcNoSoyqk1BVRRcdhvlHjdlHhc+pwOPasej2rHJMoosoUgFF2jdMNANA23qd07TSeXyJHM5ktk8yWyOSDpDJJkmo2loukFe16erDCyHUoO1JT5+84k9bGu4/ZXTpcRpUyhzuRi5zkdgIpkikcsXLU6MxYszWq3z+3AoCokpUcAwTXpCETbVLu2K8EJI5fOEU+lpd/mFMhyNk7vOO0NCUO1bnitn+6/0krpOhHLZbXx60zp2NdYv+CEgns1Z0YcWFhYPHIlElldfPUNvzwQAmqajaQaKIrF5cwPPP78Lv395CtMWFisNt/JgRE64FPtUWse93hKLpcISJxaJLEl8ZGMbfaEI//TBiTnLMN4JDNMknddmVGS4MhG+K33fS+oCfr785F6e6li97IxCvapKXYmPsyNj06/1R6JEUmnK3a4FT9QzmsZAJFpU322VQdyqfVqcADgxOMzH17ff9fzGdF6jPxJFM4wFe6SYpsnlickZ6SySJGgOLk1aylJimiYXxiZmCHV+h4N9q5uKWp0YisamqkxYWFhYFI+iSLjddkzTRHWsnOpeqqpQX1dKJJwknc7j8TioqvKzc2czjz2+lpqakhWzLxYWyx3vA5LW4ZKtyIn7DUucuA08qp0v7N3KWCzBT852WgZ3dwAhoDlYym89uZd9rU3LTpgA8DpUWoJlyKJrOmR/MBLjSijM6vKyBQ+aneOThFLpovpuKiulIVDCaPxa1MbRvkFGYomizCyXirPDY8QyWcrcrgW9P5nLc3Z4dIZniVdVWb0MxQl9ynvleryqvagUFMMwODEwjFFEiVYLCwuL69mypZE/+srPYRgmLpeKqi5Pj54bCQTcfOnXnySdzmEYhQg7VVXwep3Y7bIlTFhYLCEexXnXPeruBYW0DmvsuJ+4/6/aO4gQgkqfhy8/uZfH25uLNj+0uDmSEGxdVcvvf+Rxnu5YjcO2PLU0RZLYUleN33nNoFMzDF67cJl0fmHlVDXd4MCVPiaTqaL6dtttPNnWMmNY7glHeOHMebKahnmX8weODw7TEwovKC7ANE0ujI5zemh0xusba6oo9ywPQ6nrkYS4LXGsECUS4nDfoBU3YWFhsWhcLju1taXU15dRVuZZMR4NsiwRCLipqQlQV1dKbW2AYNCLqiqWMGFhsYTIQsKtqMgLql61snEpqjV+3Gfc/1ftXaCu1M/vPP0wT69bg6rc/yFUdwOvQ+Wjm9r5jx97gp1Ndcv+4WtLXTXNZTNX+w/09BfKTd4iosY0TTrHJ/jxuUszvBcWgiJJPNLcQHtl+fRrmbzGPx05yTtdPYuK5tENY9E+KtF0hm8dP0N8AZ8Pp9K8cPr8jKgPVVF4tKVxhtCzXJCEIHhDREg0k2UgErvlZ03TJJRK8/eHjtMXjtypTbSwsLCwsLB4wLFJMi5laUrKL3dcst2Km7jPsMSJJUASgsZggH//7KN8eut6HMryXOFfCQgKxpdffnIPv//c47RWBldEWJpXVfn4hnak69Tb8USSP3vnIMcHhtENY1YUgzlVKWUgEuMv3z/E+dHxovsVQtBYFuBfbN2IV712IxqJJ/gvr73Nd06cIZrOTPd1/TZc/5ppmmTyeU4PjfLVg0f52wOHF3EUCp4oP7nQyd+8f5hIOj2rz6v9JrI5vnn8NC+dvTAjimBNeWnRHg43tn3zaBFzzmOxUNZVV844x5FUmpfPXSSTnztK5Wo/oVSav9l/mB+cOmelf1lYWFhYWFjcMVTJhku++1Xb7gUO2fZARIg8SFiz6CXkaopHXcDHNw+dYiActcK3F4igUKL10bYmfn7XJtqrKrAtQ3+Jm/HY6iYebWnkna6eadPEi2MT/P6PXuOTGzp4uLkBv9MxXfozlslyfGCIH5w6z/nRcQRQ5fMyHIsX1a8iSXx0XRtdE5N889jp6eiLgUiMP3rjPX509hJ7m1exsaaqUHpWkjBME80wiKQy9EciXJ4IcWZ4lJFYgslkig01VUXvv9OmIEsSiWyO/3HkBBfHx/nUhrWsLi/DZbchCUFO0+kJhXnp7EXe6OyeUX7V51B5fssGakt8t+xLNwzC6QyZfB7dKOyLZhhouk5G00lms5waGpnxmZymcWxgGIGEW7Whysp0RRtFEsiShENRKJk6RnOxp7Gef3S7GEsUqqpkdZ3vnDyLw2bj2Y41BN0ubIqMaRb6i2aynB4a4Xsnz3F8cIi8YRBwFjwqwuni/EUsLCwsLCwsLG6FXVJwKQ+GOCELGadsJ65l7vWmWCwRljixhAghKHE5+PyerayrqeRr7x3hQHcfed1aKb0ZiiSxs6mOz27fwKOtTbjsK8Pc63qEEFR6Pfzmo7sZjMboHJ8ECpWNrkyG+eO39vPVg0ep9Hpw2hRSuTyj8QTx6wwW11dX8oWdW/jffvz6jOoVC8Gj2vnSwzvJajo/OH1uunpMIpvjUN8Ah/oGALDLMk6bgmaYZDTtJiknxclqkhA8vqaZlrJSvnrwKKl8nrcv9/D25R7KPS7K3G5skkQ0k2E4Fp/1nbDJEp/Y0MFH1rbNiEyYj2gmw//zxnucHx0nncuTyudJ5fKk8/l5IxPi2Rx/8e4H1/qUJJw2G067DaetUJa3tSLIbz/20LylTNeUl/GJDR383aFj0/sQSWf48/c+4PunztFWEcTnUNENk0g6TfdkmOFYfFqsKnU5+df79nJ2ZJRvHT+zoGNrYWFhYWFhYbFQ7JKCS34w0jpkIXAqdlhcNrLFMsQSJ+4Aiiyxo6mOhrISXj5ziW8fOU1/KGqFc1+HoOAr0VFdwae2rGVXcz0VPs+CJqbLFSEE66sr+fdPPcr/+8Z7XByfQL+uKkMsk53Ty0GRJDbVVvFvn3iEUreT+hL/tLhRTN9lLhe/8/hD1Pp9fOPYKUbjiRllLwFyun5LXwtZkvA5ivN8sMsy+1qaeLy1Gd00+fqRE0Sn9nU8kWI8Mb/Rp8+h8tzaVv7V3p141IXdTHOazoXRcc5dV761WPKGQT6bJZa9dk50w7ypMOS02fiXO7YwFI3z00td01VGTNNkMBpjMDq3/4QAmsoCfOnhXXyofTVCwAunz9+1EsQWFhYWFhYWDwYPUuSEJCScD4gQ86BgiRN3CGmqkse/3L2FXU31vHjyPK+d62Q4En/gUz1K3U52NdXzREcLD60upDoIuC/cdiUheKhpFeUf/xD/cOg4b1zqvmn4fpnLydPtq/n8ji20BEuJpDM0lJYULU7AVOSO08Ev7d7GjlW1fO/UOd7v7mU4nliQv4LbbmdNeSnb6mt5qq2lqL79TgfrayrxO1R+de92msoC/NPRk5waGpkh0FyPLARrysv47JYNfHx9Oz7H8ndcLkTIuPm9px9lVWkJL54+z1A0dtPvtEe1s7uxni/u3Mr2VbUIIWgtDxJ0u+cVMywsLCwsLCwsFkMhcuLBECdkIeF8QPb1QcESJ+4gQggUWdBRXU5TeYCPbmzn5dMXeeNCF2PxJKncwspMrnQUScLnVKkL+HlkTSMPrW6gKRigxOW815t2R5AliY7Kcn7vqUf59Ka1HO4b5OzwKMOxBFlNw6EoVPm8rK+uYMeqOtorg7jtdoQQ+Bwqv/v4w3xhxxYA7IpCXYl/wX0LIbArMttW1dJWWU5/OMK5qQiD3lCEUCpFVtNRplIaAi4HdSV+GksDtFaUUe3zUuH1YJdvXnVGkSSe62hjfVUlAE67jVUBP0II3HY7H1vfzta6Gk4NjXCkf5Cu8RDhKYNMv9NBQ2kJ2+tr2VRbzaqAH9st+ruRUpeTP3zuKVK53K3fXAQuu40qn+em7xFCUOH18KWHdvB0WwvHBoY4NTjCUDRGPJvDpFDitcrrobUiyJa6GtorggRczmnxpaOqnD/59EdI5/PIkkR94Obn2C7LfHHXVp5b2zr9mlu1U+G5+bbOxWc2rWNvY/30v1VFWZalWy0sLCwsLCyKxy4rD0y1DllID8y+PihY4sRdQAiB02ZjXU0FayrL+Mz29bxzqYcDXX2cGhghnLo/jfECLict5aWsr61kR1Mdm+qq8TlVFEla9ivkS4Hf6WB7fS2ba6vRDAPDMDEphPhLkpgyYpx5LGRJoiVYSkuwdN52F4pHtdNeWU5rRZCPrmtDN6aqVExtA6IQ6SGJghmkLMSCz4skBNV+L9X+ub0ZJCGoK/FR6/fyVFsLumFOp5hIohCGZ5MlpCL6vB67orChprLozy0VgkKKx7qqCtory3l+8wYM0+BqkIiYOrZznWOmPruxduGmo5IkaCoL0FQWuL3tFoL6gP+WYoiFhYWFhYXFysQuKQ9MqoNspXXcd1jixF1ECIGqKDQFS2koC/CxTe1cHgtxsn+Ywz0DdI1PEk1nSefys7wCljOyEKhThoIBt5OO6go21lXRXlVOjd9HudeNssIqbywVQghsslx0ZMBS9i9PiQ/3om8hBOoKKAW7WIQQKFMihIWFhYWFhYXFvUQAbkVFke7Nc+fdRhLCEifuMyxx4h4hCUGp28WORieb66v52R0bGIkmONY3xPnhMfrDUUajcUZiiWWX/qFIEgG3k6DHRbnHTW3AT3N5Ka2VQRqDAdx2G3ZFfmAiJCwsLCwsLCwsLCzuNQKBT7k/06bnQhbSA1OZ5EHBEifuMVc9AuyKjM/poLUqiG4YRFIZJhJJxuJJBkJR+sNRRqJxhqNxxuNJMnkN3TTQDRPdMDDMwm/TZDp0/+rvGf1N/UcgpkLqr4X2S0IgSRKyVFhpVyQJr6pS5nFR7nVT5fNQXeKj0uch4HIQcDspdbvwqiqSZIkQFhYWywvTNNFMg6ymkdE0kvk8o8kEg4kYk+kU0WyGaC5DKp8nbxhouo5hmtPjn02ScdtseO0qPlUl4HBS4fJQ6XbjVx2osoJdlrHLMoqwxFiLxWGahbS3jK5NX6vj6SQD8cJ1Gs6kCWXSpLX8dMUlk0I5ZJskYZNl3Iodn6pS4nAQUJ3UeH1Uutw4FRuqouBQFOsanQfdMMjqOhlNI6XlmEilGE8nGU0mmEiniGUzZHWdrKaRNXTyuo4spsYIuZDv7rEXxolSh4ugy0WFy02pw4VDKYwemjxEAAAgAElEQVQRqqxgsxZsLJYAu2SjzVdNWp/bc0sWEs3ee5f2ereRhYTzAalM8qBgiRPLEFmSKPO4KPO4aK0siBU5vfDgnNcNMvk8E8kU0VSGaDpDLJMlPvWTyWtouoGmG+QNHU0vCBdCFIQQSUgo0pQgIsvYlUI6RuHHjtdhx+d04J/6cdltKJKELF99CJKQrRushYXFMkYzDMZSCa5EwnRHwlwIjXMpNMFgIkZG0wpChGFgmAb61MTwRjH3agUhaSo1ShIFXxabJKHIMj67yiqfn0Z/gCZ/gAZfCdUeL1VuL94pg1sLi5uR1TRGpsSy/niUC5PjdIVD9MejxHNZcrqObhpoholuGrOu06vXqODqIsPU4oIo3K+dio1qj5fVgTI6SstpKgnQOHWdPuiRjYZpMp5K0hMN0xuLcjk8wcXQJD3RMIl8Ds0w0Ax9apyYGiNgzuN//QKPMiVaKJKE22an1uuj3utndUkpDf4Sqtxeqj1eypyuFV06fTlgmiajyQSnxkfQDKPozyuSxLpgJdUe74o6F5UOP/9l8+eYvfxYQCBwyLa7vFX3DquU6P2HJU4scwoVP2QUWQauDTa1lqGdhYWFBTAVIWEYRLMZTo6P8GZvN+dD43RHwkQy6UWVb746ETFMEw0Afcbfx1NJuiIh4AoAHpudGo+XWq+P9tJytlbVsC5YgV914FAUJBZn/mpx/5DXdVJant5ohGOjQ5wYG6Y7EmIgHiO8iOv06jUKoJsmYNxwmaYZTMQ4MjIIgM+u0ugPsDZYzt7aVeysqqPU6XogVvRN0yRvGIQzaU6NjXBwuJ+zE6NcDocIpdMYixglrh8j5mIinaI3Fpn+tyrLVLo91Hp8NJeUsqG8iq2V1VS5PTgV2wMvGBWDaZr0xaJ85dC7vNzdiWYWJ07YJZl9q5pYHSi7Q1t455AliVK1+Epd9yuyEFa1jvsMS5ywsLCwsFixGFMPqe8P9vDS5Yv8/+y9d5gc2Xmf+1ZVd3We7p6cIwY557SLjVzucpm0IkWLEi3Kki2bkqngK1/5+rEpWZZERV/pkURbvMoiKYpxGZbcDOxikXMGJuc8nXPVuX/MAMQuZgbdMz2Yxsx598EOMN1Vfbq7wjm/7/t+382JMQLJJEaOk9WFEkmnuDk5zs3JcY729fCV65eocLrYXlHDwdoG1hSXUltUhK5qcgGyghBCEE6l6AxOcmFkkMO9nVwbHyWYnConepDW16FUkoujQ1wZG+aljlu0+kt4f3Mrj9c10ej1L4lx8mIjhCBpGHQEJjg+0Mv3O27SEZggnEqSnke0fSEkDYOeUJCeUJCTg3282HYNr83OhtJy9tc0sKWskiafnyLdJq8RcyCEoC8c4g9Pvc3LXW05CxNWVeXJxmZ+bddBmrx++Vk/5Cgo2FQrKsq8REZJ4SHFCYlEIpE8dJhCMJGI8732G3z71rV5p/YuBinTIJWIM5mIc31ijK/fvEKzz8/Oyhoer29me0U1Hl1flotByY+i9BPxGEf7e3ijp4OzwwMMRSMF0YnLEIJgMsHpoX7ODg/w4q1rfHT1Bp5vWbNsyg1ufwc3J8b45q2rvNHdQXcoMJ1hsvQY06JVOJWiLxzih51tVLs9PF7fzH/csY8Kl4yMz8SPMibe5qWOmzkLEzZN432NrfznPY9Q4ymSwsQyQFGmylisqkbSzCz1cCR5QIoTEolEInmoSBkGF0YG+eLFMxzt6yaSntkYrFBIGhmujU/5XrzUcZOt5VX8P/sO0eQrXuqhSfJMPJOmfXKCN3o6eKWrna7gJOFUsmDjeaYQXBwdpiMwyemhfn5+y042llY81O2RTSHoCk7yg85bfOPGFbpDgQeeJTEfBiNhgskENoucms/EnYyJk2/zctc8Sjk0jQ+0rOVXdu6XwsQyw22xU2H3ETOSsz5H+lI8PMgroEQikUgeCoQQJDIZvnnrKn957iS94eBSDyknDCEYi8cYjkWwaiujB/1KIWOaXBwd4tu3rvFmT+e7vAYeBiLpFN9vv0nb5Di/vvsRHqlrRH/IjlEx3fHkrd4uvnD+FBdGBgsmUyIb3LqNx+qb8Oqy88B7EULQGw7y+RNv8YOOWzmX7dk1Cx9ctZb/tPsg5U6XFCaWGRt8dfzGxo9gzCFC1rtKH+CIJAtBihMSiUQiKXiEEASTSf760hn+6eoFxuOxpR7SvNAUhScbWih1uJZ6KJI8kjQyfOvmVb509WLOEd1CQSC4MTHGbx97k//LeISnm1qwqg+HQGEKwUgswj9ducBXb1xmJBop2GyV2agv8nKwtkEunN+DKQT94SCfP3GEV7ra5yVM/PiaDfzSjn1SmFim+HUXO4qbl3oYkjzx8ObtSSQSiWRFIJhKl//ixdP8nwunHlphAqDS5eFgbQN2mbq9rLBrFvbV1D902QYz0Rmc5PdPHOHs0EBBeGTcDyEEHYEJ/vtbr/GF8ycZfgiFCYBDdU2USdHyXQghGIiE+N3jR/hBxy1ShnH/je7CbrHw8bUb+ZVdB6QwIZE8JEhxQiKRSCQFTSqT4cvXLvJPV8+TyDy8hlcqCpvLKllfUr7UQ5HkGU1V2V5RzY7K6qUeSl7oDgX4k9Pv0BmYXOqhzIkxXU7z395+jVe72x8Kb4mZ8NnsPFHfvCzMSPOFOe0x8TvHDvNKV1vOJTpOi5VPbdjKL+86QLHdIYUJieQhQYZuJBKJRFKwmEJwarCP/3P+NJOJRN72qwBOq45b13FYrFhVFVVRMEyTtGkQTacJp5Ikc4zUzYXDauV9TatwWq1526ekcCh3unimqZVzw4N5N2m1qCpFug2n1YqualhUFUMIUoZBOJUknErm1V9BAKcH+/nHq+f5L/sOFWx5x5nhAX7z6OtcGRtZ6qEsiD3VdTT7i+UC+i76wyH+xztv8Fp3e+7ChNXKpzdt599t2UWRzb5II5RIJIuBFCckEolEUrCMxaL8zeVzDMci89peAYpsdkodTlp8xawtKaPJ66fS7cZttaFrKhZFQ1UUFGVKDDGn2xAmjQyhZJKBSIjuUIDuYICu4CSBZIJwKkU0ncop7X2Vv5hdVTXzeh+SwkeZ9hP5+o0rnBsZzHl7m2bBo+t4bXZq3EU0+/w0ev3UerwUOxzYNQtWTUNTFFRFwRTijkARTafoDQW5Pj7KxdEhukMBJuJxUub8xbWMMHm5s42nG1vYW11fUFF9Uwiuj4/y+eNH8i5M2DQNt1XHPS0GlTldlDmceHQbNosFXdMQAtKGQTidYjIRZzQWZTIRJ55JE02niaZTWbc2dll1Hq9vwicX0cBtj4kQv3P8MK/3dOQsTLisOj+3eSc/t2UHHmkuKpE8dEhxQiKRSCQFiQBe7mrj5GDvvLavcLo5WNvAY/VNbKuopsLpmhYhFBS4b5RSTE+KxfTfTSGIZdL0hILcmBjl6vgotybGuD4xxmgsOue+FOApaYS57Cl1OvngqrVcGBkkm6WpVVVp9PpZW1LGxtIK1paUsqa4FL/dgaaoqApMHa1zH69CCHZW1mAKQWq6de0bPZ38sPMW7YGJeXtH9EdCfPPWNTaWVhRMBFoIQW8oyO8cP8y54dxFoJnQFIWGIh+byipYX1rOKn8JLb5iyp0urKrG1Ec//T3cHsdd4zERRFIp+iMhuoMB2gMTdAQmuDU5TncwQCyTnvW1az1FPFrXWFDiz1Ix1S40yP94503e6OnIWuC5TZFu4+e37OJnNm2TwoRE8pAixQmJRCKRFCRjsSgvd7YRSeWWIu+ejkT+1IatrC8tn/ck9fZicGpdoqABXk1jU5mdjaXlfNg0mUzEGYyGuTY+yrH+Xi6ODjEaixJNp95lylfjKWJ/TT22ZWCYKJkdi6LySG0Dq4tLuT4xds/jKgpFNhtVbg97qurYX1NHs6+Ycqcbj67PO63/tuCmKgoWVWd7ZQ2byir50Kq1fP3mVb5+4zLj8di8jCLf7OnkJ9dtZltFYfhpRNIp/uzsMd7p78FcgPWlqigU2x1sr6jmAy1rWFdSRpXbg9s6v+/B5rBQ4nCyuawSUwii6RRjsSgD0TDnhgc5PdjPzcmx6QyLH3nnHKhpoMrlmff7WC7czpj43WOHeX0epRx+u51f2Lqbn1q/FZeuL9IoJRLJYiPFCclDgRCCkeQ4FwNXZ3zcpuls823CY5VRyVwxhclAfJje2ABxI46u6lQ7Kmhw1qIVaJ2xZPkjptO2L44O5bT8cFt1Pr1pOz+zaTt+u2PRopGKomDVNMpdbsqcLjaWVvDhVesYikU41t/DycE+zg0P0hsOArClrJK1JWWypnyZoygKDV4/TzQ00x6YJD1dVqEADV4fOytrOFTXxK6qGvx2B1ZVW5RjVAF0TaPVX8Jnd+xjc1kFf3zqKO2BiZz3NRGP8Xp3R0GIE2nD4Nu3rvFyZ9uCOom4rFYer2/m42s3sbW8CpfVeierKh+oioJHt+HRbTR6/eyurOVnNm6jIzDJsYEeTg72c3F0iGgqxdONq1b8dUEIQW84yO8dO8yr8xAmiu0OfnH7Xj6+dqMUJiSShxwpTkgeGrqivXyx80szPuazFtHorJXiRI6kzDRHRo/z6vARBuMjJM0UVtVCqV7Mo2V7eV/lIZyadLmWPHhShsGFkSECyexNMG2ahZ9Yt4mf37JrQVHoXFEUBU1RcKgqTV4/jUU+Pty6js7AJOdGBnmnr4fnWtbgsspJ80pA1zSeb1nLDzpuMZ6Isaa4jA80r2FnVQ1NXh8Oq86DuqIqioLTauXZ5tU4LVY+d/R1ukOBnPZhCMGJgV7CqeSSpsoLIbg4OsQXL5wmlErOax8WRWVDWTk/u2kHj9Y14rc78jzKe7ktZFo1jc3llWwsq+BjazfRPjnOQCTM+tKyRR9DIWMKQU8owOdPvMXL8+jKUe508Yvb9/KxNRtxSLNhieShR4oTEskKRQhBZ6SHb/X/gNHk+J3fp8w0A4lhXhx4mVpnFTv9W5ZwlJKVSjyT5sJobvXkq4tL+NSGbQ9UmJgJRVFwWXU2lJazpqSUj7Suk+UcK4xV/hL+zZaduCxW9tc24LfZsajqkh2XCnCwtoHP7tjPbx97g4lEPKft+yIhro+PLamhaySd4u8un8tZXLmNXbPwZGMzn9m2l9XFpVhUNc8jzI7b5ST+yhoMIdBWsPh/2z/k944f4fXu3M0vy50ufmXnAT7UulYKExLJMkGKExLJCiUjMlwJ3XiXMHE3MSPOqYkLbPdvQkMurCQPlkQmQ2dgMqdtnmlqpdrtKZhMH0VRsCoaVl2ePysNq6ryk+s2F9axqGk819LK+ZEB/vHqhZzKIsbjMa6Nj7CzsnpJ3pMpBId7Onmrr3teLhMuq5WPrdnIZ7bvpdThLIjvRVEULAUwjqXCFIKu4CR/cPItXplHxkStp4jP7tjPh1atxWaRyxmJZLmwNLKxRCJZcjLCYDAxdwu2wfjwgup6JZL5EkgmCOaQuq2rGlvLq5YsGiqR3I2SR/+CfGK3WHlhzQYqXe6ctksaBl3BAClj/q1JF8JYPMY3bl4lkGPGB0xlTLywegP/ftseypyugvxeVhpiupTjD06+xWvzyJiocRfxa7sO8nzLGilMSCTLDDmLk0hWKEII0ubs7c1gqsRDIlkKQskkRg5t5Hx2Oz6bXS48JJL7sMpfwvsaV+Xse9EZnCCSzq1zTj4wTJNj/d0cG+jJOWvCoqo81djCL+3YR0WOgoxkJhZ+fRVC0Bmc5PdOHOHlzracBa8mr5/f2Psoz7eskaUcEskyRIoTEskKRVVUnNrcZmAeq+uBGbdJJHcTz6RzytrRNQ1NZk1IJPfFabGyt6YeX45mkEPRCPHMgxesY5k03++4+a72m9myvqScX9i6m1KHcxFGtrJQUNAX6J1jCkF3KMAfnHw7Z48JBWj0+vn1PY/wdOMqrNLHRyJZlshcKIlkhWJRLDS56lFRZuwVr6CwrqgVVZELPsmDJ9cMiFg6TcrIIISQ2RMSyRwoisKm0goqXW4mcyiTGI/HSM5DIFgIArgyNsL54aGct/Xa7Pzs5u2yhW+e0BQF1wIyFcS0x8Tvn8jdY0IBWv0l/Oc9j3KovkmW70kkyxh5dkskKxRNUVlf1EqrpxnlPfkRKgqr3I3sLt52z2MSyYPAYbGi5rCgCCYTDEej8zLLk0hWGpUu95R5bA7bTCYSJB6w50TGMHi9u52JRCyn7TRF4dG6Rh6vb5YL2Twx1ZZ2fu2Qb2dM/P6Jt+aRMaHQWlzKb+w7xKN1jfL7lEiWOfIMl0hWKIqiUO2o5KcaXuCRsj2U2UpwaHZKbcU8Vn6An2v+JDWOShlxkiwJJQ4HVjX7tF1DCN7u714ywz6J5GFCU1WavcVoOWTGpU3jgZd1DETCnBzsI52D/wxAscPJJ9ZtwmuzL9LIVh7zzZwQQtAdDPC7xw7zSlcbKTO3a/T60jI+d+AJDtU1yVIOiWQFIMs6JJIVjKIotLqbqHZUEE5HMYSBpmgUWd04LQ6ZNSFZMty6jTKnk+FYJOttDvd08pFV69hWUSVFNYnkPlS6PVPZSTmkGz3Isg4xHW1vm5zIeduDNQ1sKK1YhFGtXNR5ZE6Y0105fvfEYd7oyS1jQlUUNpSW81/2HWJ3ZW1OmXQSieThRWZOSCQrHEVRcFtcVDnKqXVWUeUox2VxSmFCsqTYNQuri0tz2qYvHOQL508yEosiZAtciWROShyOnEW85APMTEqZBpdGh3LuEOKy6ry/uZUi3bZII1uZqIqC05J95sTtdqH/89hhXu1qzzn7ZXNZBb918En2VtVJs2OJZAUhz3aJRCKRFBwOq4Vt5dU5RcsMIXizt5M/PPk23aFATt0+JJKVht1iJddgdDrHlPyFEM9kODXYn/N2a4pLWV9SLiPteUZVFFxZZk7c9pj4n8fe5I2ejpyuxZqisLOyhv9+4Am2lMssuPeSMQ1GEkGG44EZ/4wnwxgiNyFIIikkZFmHRCKRSAoOq6qxsayCKpeH/kgo6+1ShsE3bl6lJxTkP2zbzb6a+gW3v5NIliO6qhV0ftxYLMrNybGctrGoKtvKq6h2exZpVCuXqbKO7DInekIBfvPo6xzu7cpZJN5dVctvHnySVn+JFCZmYDQZ4rcvfYOEMXNGUY2zmM+ufY4SmzwHskEIQUYYGMLEomhoiiqPuyVGihMSiUQiKUha/SXsqKxmsD2c0wTXECYnB3vpCQV4vKGZj6/dyCpfCS5dL+jFmETyICn0CXh7YIJ4OjcDTrdVZ0dVjSwDWATULAwxzTulHG9yJEdhwqKq7K2q4zf2HaK1uFReq2chaaS5EuwjZiRnfLwvPkE4HZfixF0IIUiYaSZTUUbiQW6EB+iNjjGcCBJIxUgLAyEEqqJgVS24LDbKbEXUOUuoc5VQ7yrFZ3VRZHVI8eIBIMUJiUQikRQkLquVD61ax9G+HsZzbCUogMFomC9fvcAb3R28r2kVz7WsYUtZJXaLvPVJJIVOR2CChJGbAafXZmdDSfkijWhlc7/MCSEE/eEQv3X0DQ73dubYLhQeqW3gv+57jGZfsRQmFkDSSDOejNDolucBQDST5PxkFyfH2jg90U5PdIyMMDGFQMzhBqxMO6+pioJfd7PWW81mXwM7S1pY46nCkkM3MUluyBmaRCKRSAoSRVHYXVXD040tfPX6Zcxc2gpMc1uk+Icr53mlq43tFdV8cNVaNpdVUup05tSuVCJZXhSuJ4thmnQEJklmcvO4aPEXU+xwLNKoVjaqouCYxRBTCMFEIs6fnD6aszBhVVWeaGjh13YdoMVfkq/hrlgMIRhKBJZ6GEuKEOKOKPGtvlNcDvQykcq+8xfAbenCFILRZIjRkRDvjN6ksvcUG311fKBmO5t89Tg1XWZS5BkpTkgkEomkYPHoNj65YSunhwdomxyf935MIRiIhBmK3OSNng42l1XxVGMz+6rrWV1cIqMgEkkBEUolGY5GchYkW/0lUnBcJOwWy4yfrWDq+/qLcyd4qeNmTsKEpig81biK/3vPo9QXefM42pWLKUyG4itXnBDT4sw/dx/jBwPnmUxF58yQyAVDmPTHJxiMT3J6vJ2nqzbzwdqdrHJXSIEij6x4cSJjGqTMFCkzTUZkptN8TBQUVEVFUzSsigWrakVXrUty8AkhMIRB0kyRNjPT4zQRiOlxKmiKBatqQVd1rIqloE4SIQRJM0VqevyGMN/1Gd/+fO2aDVWZvU50Kd6RKUziRoKEkcQQUxEci2rBrtruO97b3P7+YkaClJnCECbK9H5sqo5Ds2e1H8nsCCFIm+mpc0RkMKbrB390jqhYps8Rm6qjKVrBnCNCCExMkkaKtEiTMQ1MYWJOnyOKoqApGhZlauxLdR1aKhRFYV1JKZ/ZtpvfO/EWw9Hcoh/vxUQQTac5NtDDqaE+Gop8bCmv5KmGFrZVVOO3O7BphXN8SFYuQghSpkHaMEibJhnTJG0aGKYgZRjEMmli6RSxTJpkJkPKMEgaBkkjQ9IwSE3/vP3vqefcfsxgMBJ+oK1BcyGcShJMJnLersnrxyL9JhYFp0WfsQNKLJ3i7y6f48tXLxLPZF+Go2saH2hZw2d37KPB68vnUFc0hjAZXKHihCFMrgX7+GLb65wcbycjFuf6ZiIYT0X4avcxLkx289NNj3KgfA32FTY/WyweWnEiaSS5ErpJOBN91+/tqs7aolV4rUVzbh/JROmLDdIV7aU3PshwYoRAKkTCTJAyM1gUDZuq47G6KdH9lNtLqXVUUWEvo8pejtviWvQD0BQmY8lJ+uID9MUG6YsPMJacJJAOkjCSZISBpqjYVJ0iq4cSvZhaRyV1zmpqnVWU20qxqEv3FRvCYCgxSle0l65oL33xQcaTk0QzMTIig6ZoODQ7ft1Hlb2cJlcdja46ap1V6Oq97apUZeHRkFgmzrXQLSLGu+vXN3nXUqz77nnu5dB1zk1epiPSQygTRkXFq3todNax0buWjd41eCzuWY8FIQSDiREuBq5yOXSdgfgw0UwMi2LBpxdR56xhfVErG4rWUGLzL/j9TY07xsXgNZJmbkZiM7HZuw6ftWjRj/W4keBa6NYM57ONDd7VuC2uGbczhMFIYozuWD890X7640OMpyYIpyMkRQpTmFgUC07NgVf3UGabOo/rnNXUO2seyHubDVMIQukwPbF+BuJD9MT6GUtOMJEOkDCSpMw0Kgq6asVjdePXfdTYb5/f1VTby9G17Nq6PexYVI1nmlYzEovy52dPEErNbASWKxnTpD0wQWdwkle62mnxFfNEQzO7KmtYX1pOkW6TEw3JA8MwTSYTcYaiEcYTMcZiMQajYYaiESbisak/iTjBZJKUaUwFU6ZFWCGY+SdMP+dHP7nrsUIlmkoRSc/cjWA2rKpGlduDJs/ZRcFltd4jTiQyGb516yp/f/kcsUz2cw5d1Xi+ZQ2/uusgNbKzSl4xEYwmgxjCRFtBgS9TmFwP9vMn17/H1WBfThk8835NBNdD/fzx9e8ylAjw0bpduCz2RX/d5c5DK05EMjG+1vtd2qPd7/q91+rhF1d9ms2+9fdsI4QglIlwKXiNd8ZO0xXtZTIVxGSOfsCJ4Tt/tSgW/LqXSns5qz3NPF3xCD7dO22Zkh9uZxn0xPo5MX6Oa+FbDMVHiBpzm8ENJkaAdgDsmo0KWxlrPC3sKdlOi7sBu/rgJtkpM0VfbJAjo8e5GrrFYGKY1BwL5b74IJeC19AUjTJbCavcjRwq28sqdxMOzY6iTEWPraoFi2IhI3IzyLqbQDrIV3tfpCvW967ff2bVp3m0bA9wOyVshBcHXubkxHki71kwj6UmaI908874aTZ51/Lh6mdodjfck/2QNFKcC1zmuwOv0BntvWfcY6kJ2iJdvDN2itWeFp6veoqN3jULFpQmUkH+tvOrTKaDC9oPwH9d98v4vHMLffkgmA7NeD77rEX8YuvPssm79l2/T5lp+mODvDV2YuoYiw+TMGdfsI4zSW8c4AYKCh6Li1pnNVt9G9hbsp1SWzFaHsSvbEiZaUYSY5yYOMvl4A3644OE0pE5lwrDyal2eqeYug6V20tpctaxr3QHaz2rcFmcyz77xmG18sn1W7FpFv7qwin6I+G87dsUgnAqyfmRQS6ODFHmdLGupIz9NfU8Vt9ElduDyzpz1FAimQ+mEMTTacLpJG2TE1wZG+b6+Bj9kRCjsSiBZJxQMvlAJtiFSCSdIpyjCOm12fBIQXHRcL5HnEgZBq90tfH/nj7GWDx7w2KLqvJja9bzS9v3UeNZ/PnFSiSUjhNKx/HrMwd2lhtCCNrCw/zpjZe4HOh9oMKrAMaSYf6m/U3iRopPNOzHbbHL69ACeGjFidlIGEmimfg9vzeEQU+0n+8Ovsq5ycvEjHjOcYOMyDCaHGc0Oc5IYow9xdvw6fmrkTOFYCA+xFujx3ln/AwTqcC8FuIJI0l3rI+++CCnJy+wp2Q7j5Xto8FZu6gnixCCcCbCkdETvD7yNsOJ0ZxSqqYyLUYYSYxxLXSL/aU7ebriEGW2ElRlKoJsU3UyObp3Z8NAfOjO3ydSAb7S+23OTFwkPcfnHzcSnJ64SCgd4dNNn6DBWXPn8zWEwfHxM3y17zuMJyfmPNKSZorLweuMJsf4VOPH2OHfnK+39dATN5KMJMZg+jQTCCLpKEfGTvD68NsMJUZyTtsTTImUV0M3aY90cXbyEs9WPcE230Zsi5iJIIRgMh3knbFTvDlyjOHk6Jyi3WxkRIaB+BCD8WEuBa+z0buW91U+Squ7aUkzpRYbBXDrOj+xbhMVLjd/ee4EV8ZG8r54MxEMxyKMxCKcGOzjS9cusL+6nsfqm9lUVkGla/ZMKYnkfmRMg95QkKvjo5wa7OPs8AB94RDxTJqkYeTUenE5E02niaRyy5xw67ZZDRslC8d5l0BrCJMTA7386ZljjMSi99ny3XisOvuq66lwrQWJdhQAACAASURBVIyF81IQzSSZTEVWjDgRTMf4h84jXAr0LFlGWDgT5ytdR7FrVj5Wvxf7CslsXQyW3Uw2ZaaJGFGEEHcmkBkzw9nJS/xz74v0x4fyksxY66zCn8esiYSR5HzgCt8ZeJmOSM/c2RxZYgiDiVSAHwy+wfXQLT5c8wzbfZuwabY8jPjd3M42+Eb/S5wYP0vSzG1ScTcmJuOpSb4/+Bo90X5eqH2OVk/zHV+K+2WRzIe+2CBCCGJGnBcHXub0xMWshCETkxvhdv6l90V+rvmT+HUvpjC5HLzO1/q+x1hyIqvXFwiGEqN8vfd7VNnLqbJLcx2AlJlkODGKIQxUVEaSY3yz/yXeGTtDco5MiWxJmimuh9sYTAzzfNXTPFlxEJfFmYeRvxtDGNwMd/DNvpe4GrpFWiy85GZKZAnzzvgp2qNdPFN5iENl+3BpzmV97DgsVp5pamV1cSl/d/kcL7ZdI5hI5H1CIoB4Jk1XMEBXMMB32q+zvqScQ/VNPNnQTH2RD7tWWP4+ksLjdilFJJXi/MgAr3a3c2ZogPbJ3NtkrhSEECQyaRI5+BcAeHQdh2wTvGjcLuswhcmF4SF+9/iReZkUTyYT/O2lszR5/Wwqk3OdxSCaSTKRjNDsrrjnMSEEaWGQNNIE0zEGYpP0xScYT4YJpmIkzDRpMzNdNm7FoemU2jyU273UuUootxdhV3VsmuWOL9ZSkjIyfH/gHEdGrpERC187LYRwJsGXut6mxObhmaotK6qsJp8su6u4QBBOR8gIA6tiIW2mOT1xka/0fouhxGheXsOiaDS76metg8+VhJHgjZF3+M7Aq4ynslvM5oJA0Bnt5e86/4VQbYTHyvbnNUIshGA0Oc6Xer7F2clLCyq7uBtDmFwKXiduJPjpxh9HV3XsiyCsAIylxkmaSa6FbvH22Imc3oNAcD5wlfOBKzxevp+x5AQvDrzMaDL3m3Z3rJ8joyf4sdpn0RWpugpgNDl+x4PhX3q/y/Hxs3lZ3N9NMB3mxYGXsagaT1c8ilXNX/QtbaY5H7jKV3tfpDc2sCiV3sOJUb7W+z1CqQjPVj2BT1/eqbKqotDs9fNruw6wt7qOf7pynrPDg8RzqHnOlXAqxYnBPi6ODvG1G5d5unEVTzW0sL60HKdFmmBJ7kUIQSiV5MxQP9+8dY2TA72MJ+JkzKWdQD8MpE0z504dDosVXZOdOhaL24aYtyYn+JPTR7k+MTrvu9nF0WH+7MwxPnfwSardHnn9zDMxI8lE6t6MlkAqSldklIuBHi4GuumIDBPNJEmZGTKmQUaY040BBApThtQaKhZVw6pq2FQrlQ4f64tq2F7cxCpPJZUO/5J2yOmKjvBi32nixvyDovlkIhnhS51v0+AqY11RjSwHnQfLTpyAqfr1jMigCpWLgWv8Y/fXGEtNzvp8FRVVUe5kQQgE5rSD/ky4LS7WeFryUuMdz8R5dfhtvtn/0n0zArTp7iEq6pQPA8q08ZXAECaGyMx5M59MB/mX3u9iCsET5QfyJlAE0iH+uffbnJm8eKejxWyo0xc5VVFRUe6M1hQmGWHcs72Jyc1IB1/q+SYfqHoKu7o44kQ0E6c7NsCrw28RycTujNWqWlAVFSEEGWHMKlpkRIYjo8fZU7yNY+NnuBZqu7MIVZjyy7jtaWAIk7SZnnGRmhEZTkyc5ZGyPVTPM3vCbXFxqGwfY6kJopkYMSNOLBMnasRIGElMbpuomXc+90JmJDnGaHKcI6PHOT5+ZsZSG4WpjhaaoqIqKgrcMYAzMac6YNwnGymcifCdgVeotley2bcuL+d3xjQ4NXGBf+z+OuNzXINg6ni7/R7ee36bmBjCwJgjKhAz4rw09DopkeaF2ueWfQaFoih4bXaea17NjopqXulq419uXOb6+BjJRYxIxzMZOgKT/O/zp3jx1nUO1Nbz0db1bK+snookKfl0IZI8jEx1DzK5PDrMP1w5zxs9HQTm0XlipSKY8jPIFYuqykjlIuK0WukPh/ijk29zrL93QSVIhjB5s7eTPz97nF/bfZASR/4zFlcysUyKiWR4+jsSBFIx3hm7yeHhK1wK9DKRun/Xqx/NoaY6BsUNgDijyRCXAj18q+80ze5y9pWt5smKjTS6y7A84E5opjD5Xv85uqNjD+w174cAboYH+UrXUX5t3fP4VkhpTT5ZpuJEmIyZYSA+zNf6vjujMOHUHBTrPkp0P2W2Eny6905UPmkkCWbCjCbGmUwHmUwFCafDdxb+xbqPRlfdgsdpCIOj46d5ceCHcwoTbouLGkclze4GGp11lNmKcVtcaIpGWqQJpyMMJ8doC3fRGe2Z04AynInwzf6X8Ote9hRvW/BFJGNmeH3kKCcnzs8pTFgVKzWOSlZ7mmn1NFFuK8VlcSIQJIwEY8lJemMD3Ip00hsbIJgOvWvxfjPcQcr4PoF0aEHjnY1IJsoPB9+gPdIFTBkxbvNvYod/E2W2EhJGkhvhdg6PHmMgPjyjsDAQH+LY+GneGTt957OwqzY2eteww7+FelcNmqLRFxvknfFTXApcm3GhPRQfoSvaS7X93nS8bCiyuvlI7funF7PGtHA19fe0mSE6LVREM1G6o328OvzWnGaSS81IYozDI8c4PHb8ns9LU1RK9WIaXHW0uBuocVTis06dyxkzQ8yIM5Icoz3STVuki/744Jw+DxOpAD8YeoN6V8093VtyxRQmV0M3+Zfe784pTNhVG1WOcppdDTS66qi0l+GxuLGqVgxhEM3EGE2O0xntoS3SRV98kLgx80InaaZ4Y+QdinUf76s4tKgeGoVEhcvNT6zdxMHaBl7pauN77Te5OTGWk3v8fBiMhvnGzasc7evhUH0jL6zewKayCuyy7n3FIoRgPBHnGzeu8OVrF+kJBVasqeV8EUKQmofAaFFU2aljEQkmE/zv86d4o6cjL+nzadPkxbbrVLo9/PyWndIvJI8IBKPJEMFUlCvBPr7Wc5yLgR6imfyVQCbNNNdC/bRHhnlt6DLPVW/l6aotVDv8DyxboDMyyonxW3MGbu6HgoJds2JVNFCmunglzfSC9glwfOwWb49e57nq7TJ7IkeWrTgxmpzgm30v0RXtfddjLs3JVt8Gtvk30uJuoNxWiqZq93hHTGVPmARSIXrjA3RFe7kUvE5buJPVnhacFseCxiiE4FqojW/3/5BQZmYF06JY2OBdzWNl+9noXYvnPu1Lnyw/yGhynBPj53hj5CgDd3UauZtgOsQ3+1+izlk97+j87fdwPdzOa8NvzbngK9b9PFVxkIOlu6fNLe+NbKye7iQVy8S5Geng9eGjnAtcurNfQxj3dHLIJzEjztHxU8CUMPGv6j/KgdKd70rvX+NpocXdwF93foX+uww0bxNKR/ha3/cIp6e+T6fm4LmqJ3m26vF3RbEbnbWs97by1x1f4ezkpXsi+lOtidrYW7IdjdxT5VRFxaFl18rohr2dt8ZOFLQ4EcpE+P7Q6/f83mst4tGyPewt3k6Dq3bWUowNrOHx8gPTHTLO8cOhNxidwwvkWugWV4I3OFi6e0HnxmB8hH/ufZGBxL3HCkwJKw3OWp6seIQtvvWU6sVzvt6jYi+BdIgLgau8MnyYjkj3jJlScSPO9wdfo8ZRyTbfxmWdPXE3Vk2j0evn57bs4tnm1Rzu6eS77Tc4PzJIIpNZNJMsUwgGo2G+cu0Sh3u6+NCqtfzEuk00FPnQVBnFXUkIIegITvIX507w3bbrJOcR/Z8vyvT/FYU7sxmFqX/M9G8FBRMxrwyFxcZEkJpH6YumqnIRsIi80tVGIJHIa11/JJ3iby+dpdpdxIdWrZVlOXnkenCAv7j5Mm+MXCGUvrdRQL5ImRm6o6P8VdtrnBhv4183H2JHcTP6Iht0Z0yTE+O36I3mXkJtVTXqnCVs9jXQ6C7Dr7uwqzqKMvV+gqkYA/FJrgX7uRkeJJpJ5lySG0zH+HbvabYXN1Nl962YuVg+WJbixFhynFeHj3A+cPnO5N2iaKz2tPBc1ZN3td6b/UC5nSZeYvNTbPOx0buWQ2V76YsP4bV6UFnYpHM8Ncl35vAlcFtcPFF+gPdXPoZf92WVYq4qKhX2Mp6tepxWTxNf6fk2N8MdM6az98YGeGnwdX6y/qPzElpud+Z4eegwE6nAjM9RgGpHJZ+o+whbfOuziuI6LQ62eNdT76yhcaSW7w2+eqfM4kGgq1aeqniEfSU77ul8oCgKazyreLriUf6x++v3lEOYmO/6LPaX7OTZqsfv8SZRFIViq49nq56gPdrN5AyfX3esj4xpoMkb9Yw0uep5ofY5NnnXYVP1rC765fZS3l/5OFX2cr7c8y364oMzPi9ppjg5cY49JdvRlflFcuJmgpenBYSZsCpW9pXu4EPV76PaUZFVG1NFUfDrXh4p20Ozu56v931vVuPWyVSQlwZfp9FVt+AMkIcNBaj1ePmJdZt5oqGFc8ODvNh2jYujQwxHI4saxR6MhvmbS2c5NtDLv964jacaWyiSrQ1XBKYwuTw2wuePH+HkYB/pRfCV0FUNp9WKyzpl/GizWLBbLLitOm6rDZf+o8fsFisOiwWHxYp9+ufdv7dbrLzUcZO/PHdiUca6EBSYV2mUKRbD0Udym1zahebCRCLOn555h1KHg0N1TfJ6mScuBLo5N9n5wEwiM8Lk3EQnw/EAP9l4kOdqtuG02PLWOOC9hNIxTo23k86hNFlTVBpdZXy0bjf7y1bj1104NP2eNZYQgqSZIZSO0RMd46WB85wYu8VIMrfs7euhfk6M3eKDNTuwPKB29cuBZSlOjCTHeW3k7Tv/VoB9JTv5RP2HKbH5cz5RFBQsioZf9+HPw0RfCMGx8TNcCl6fUYmzqTrvr3yc56ufyjoCfjdW1cq6olZ+quEF/qrjn+iO9d3zHEMYHBs/zZ6S7WwsWjOvm0FbuItzk5dmVRO91iI+VvtBdhVvyWn/iqJQrPv4QNVTGMLgxYFXSC2g+0culNtKOVS2b1Yhxapa2OxdR7Wjkp5Y/6z7KdH9PF6+H5c2cx2loii0uBqodVTNKE4E02FC6TBlWsn83sgyptZRxc80fpzVnuacfSGsqoVt/o3EjQR/2/VVIpl7DaMEgt7YAAPxoXmVbwkhuBK8wTtjp2cUBjVFY2/Jdj5Z/1G81qKczz1NUal31vDTDT9OLJPgUvDaPeegQHAj3M7ZyYs8VnYAyxKaVS0VFlWlyu2hyu3hiYZmLo0O8Vp3B2/0dHBrcnzRWjamTIOLo0P8t7df5dzwAP926y7qPF6QXhTLFiEEV8dH+Z1jhzk+0Hv/DbLEqqrUebw0+4pp8vmp9XipcLooc7opdjjw2uwU6TY0ZX6O+WeG+gtyIaigzCuCbpgmRoEJLZLs6AkF+aNTR6lweVhbXFqQx+XDRsp88N2ABNAfn+Qvb71MKBPnEw0HcFr0RREoRhJBLgV6sn6+AmzxNfCr655nlady7gC1MlXqYde8lNu9bPE3cmLsFn/T8SZXgtn7rSTNDD8cvMDBsrWU2Ze3UXk+WZbixN1oisae4m38RP2HKLUVL/VwgCmDv7dHT87o0aAqKjv9W3im8rEFmz82uet5rupJ/qbzKzOm7UcyMY6OnWKtpwVrjhFiQ5gcHT9FapauCZqi8VTFI2zzb5j3Tcam6TxZ8Qg9sX5OTpyf1z5yZY2nhWLdP+dzyuylNDrr5hQn1hetptpROed7t6hTXV8uBa/d81jKTDGRmqTMLsWJu/FZvfxY7XO0eprmbVipKRq7irdyZvIiJ8bPzlgaMZkK0hsbpMFZm/PxG85EODxyjPAs5Vqr3I18rO75eQkTd1Ni8/PhmvfRFx+YMXspaaY4Onaabb5NlNjmPqaXO3aLhV1VtWwqq+RfrdvEmeEBftjZxuXRYUZiUdJm/lPbo+k0/3z9Eu2BCX5l1wG2V1RjkWUeyw4hBH3hIH908iinBu8NBOSCVVUpdbhY5S9mT3UdOyqqqXJ7KNJtuPSp1n0rAUVR5vVeM6Yp/T2WGI9uo8nroysYIJTKrVz06nTm0ecOPkGjd2Xfsx52IpkkX+o8iikEn2w8iNOSfzP7G6EBopnsj7FaZwm/sPppWj1zz81nwqpq7CtbTa2zhC/cejmntqU3Q4Ocmejg/dVbc3rNlcyynyk1Omv5eN2HKLMVxiLPEAYnJ87TP0tKeanu59mqxymyuhesHFsUja2+DazxtMz6nCvBGwzOo8XqYGKYG+H2WR+vd1ZzoHQ39nlkftyN3+rlifKDeWvbej9aPc33rVnVVSu1zir0WTwObKpOq6fpvuUyqqJRaS+f8bG0mSE4y+J2JbOreAu7irdkVQYxF3bNxr6SndhmaU2bMJMMJ0bu233mvZhC0Bbp4nLoxowZRbpq5dnKJyi3LTwypKDQ4m5kT/H2WZ/TEemmYxG9Wh427BYLDV4/P7Z6A3/21PN84ZkP8dkd+9hTVYvdkv+FX9o0OTbQy397+zXe6e9ByIXTsiOaTvH/XTzDkd7OeS+MVUVhdXEJ/37bHv78fR/ki89+lF/cvpd9NfU0ev0UO5wrRpiAqQindR6ZE0kjsyhCo+T+KECLr5jf2Psof/vcj/OJdZtz7pxiCMGbvZ184dxJIjkKG5LCI5yJ85Wud/jB4IVFyeK4HOzFzFIgsCgqz9VsY31R7gGn22iKSoOrlM+ufY7dJa2oWWaDxDJJ3h69TnoJMlkeVpb13c6m6ryv8hCV9rKlHgowlWodTIc5O3lpxi4NADv8W6hzVuftNb1WD5t967gebiM5Q2lEMB3iavAGdY6qrE9YIQRXQzcJpcMzPm5VLGz1baTCXrqgscN0+YO7gVXuRs4Hrix4f3NhUSxU2cuzSj8rt5Wgq/qMRqBOi5N6Z81996Gi4NO9Mz5mCINYZvEMjB5GfFYvB0t355zlMxtNrjr8uo/4DOamAKPJCVJm6h7vkblImSnOTV6etZvGOk8ra4tWzWu8M2FXbWz2rePo2MkZjXVTZpoLgavs8G+RRnHvQdc0NpZWsK6knBfWbODm5BivdLVzvL+HgUg4r50+boyP8vkTR3BYnmB7RbU0ylwmmELwWncH32m/MS9hQlUUatxF/PiaDTzXspqGIh9W9cG24itEFEVBV1UsqkomhzKNSDpFIiMXAA+aYruDZ5pa+dSGrawqLsGqanx603ZGYhG+234jp+8Q4Dvt16lye/g3m3fislpX/PnwMBPOxPm7jjepsvvYW9qat+8ybWboio5m7TFTbveyp6R1XqLn3SiKQoXdxy+ueYaxZIib4ZkDzXdjIrgZGqQrOkqrp2pBr79SWNYzpFXuJjb71hfOhU1MtYlsC3fO+PDtTiK2BZZz3I2iKKwtasVlmdn7IGmmaI92zyhczEbcSNAW6Zp1G7fFxTb/xgVHt2/jsbhZ42mZNVMhXxRZ3bgsjqycuLy6F4sy86LVrtqoyFIQs2v6jPsxhFHQHTSWgnVFq6hzVuftfHZodmods98oQpnwrCLibATSIS4Hr8/4mK5a2erfgNfqydt7UBSFBmctpbNkhpmYdEZ7icgsnBlRFOWON8WjtY187sAT/NX7P8qv73mER2obcFvz04pVAFfGRvhfp9+hNxzMyz4lS89QNMyXr11kYh5GgQqwv6ae33/sGT6zfS+rfCXomqVw5itLjNOq47Lmds8Pp5LEF7l9sORHqIrCtooqfvPgk/zX/Y+xtqQM67S/UaXLzS/v3M/uytqc3Qai6TRfvHiG77Zfn8G1SfKwMRQP8A+dRxhPzhzQnA9jyTChVPYBvFpnCas8FXnxvlAVhRZ3BZ9o2I8ty+DVQHySq8G+BbcnXSksW3HComhs92/Ca/Us9VDexbVw26w+DdWOCqod82/tORsVtlKK5vgcBuPDs2ZBzEQ4E6E3NjDr45WOcqrtFTmNcS6mumS0zMscNBe8Vg+6mp1xj1Ozz5qy6LI4sypDUZSpjjAztVsyEWTmaM+60rCpOms9q3BqC2vhezdW1ULpHF4M8Uw85xtJe6SL4CznUpHFwxrPqnl7ZcyGT/dSaiue9agNpkMMzaN0a6VxW6ho8vn51MZt/OHjz/JnTz/PC6s3UOMuyotfxKnBfv728jniaXluP+xkTJPDPV2cHx7MuUOEVVV5f3MrnzvwBHuq67CoqhQl3oPbquPWcwvUhJNJYum0LJ9aZBSgyuXh323ZxR889n4+0LIGl/XdXbMURaHB6+dXd+1nXUlZzkvCcCrJF86d5M2ejpwzLySFhQAuBXr5Vt9pkkZ+7n0jiRAxI7sAnkVRafVUYs+iY2Au7C9bw/6yNVkd2ykzw8XJHmI5eGSsZJatOOG1FtHiblhwy898cttBfzYq7GV56QbyXqyqlTJ9djPQ0eR41u06p1qIRhlKjMz6nGZXPbqa34tAlaMCl7a4vhMuiwtrltkZVmX2VEOftSjrWjQVdeYMEyGkwnoXLouTZnd9XifwqqLimEPsSItM1vWMMHVutEU6Z814KbJ6qHVU5jzO+6EpKmW2YtRZMpUimShjyYm8v+5yRlUUyl1uDtU18VuPPMmfPvUBfnLd5qmuGwsgZRq81H6TE4N9i9YtRPJgmEzE+UHnLRJG7mUEe6rr+PXdj9LiK17ScqtCNo906TqeHDOXopk0o7HorB3EJAtHVzUeqW3ktx95is/u3D/nMawAWyuq+dVdB6hy5x4o7A4F+JNTR7k2PiKvl4uIAngsdqodflo9laz31rLJV88Gby2rPVXUOIrxWBwLyjpImmm+03+a7uhYXsYcTMdIZnnt1RSNZnf+AqZwu7W7i+eqt+HTs1ubXAv2EcnMXPIreTfL1nPCp3sXJQthIYTSYcaS4zM+ZlUsVNrLseZQ354tKgpe6+wtbEKZCDEjjhAiq89rIjk5a009QJ2zOu+tC22qToW9lIHEzP4A+cCh2mct1XgvFlWbVYBwW1xZH3fK9H/vRYCcYN2F2+KiOs8LewUV2xwiWq7iUNxIMBQfndVEs9JeNqsB50LxWj2oqBjc+9oJI0kwHcr6/JZMoTA1AXFZdXZU1rC+tJyPrF7PN29e5ZWuNoajkXmdocOxCF+7cZnNZRUUO2Yut5MUPtfHR7k4cv964/dS6yniM9v20OD1Lfn5mMxkKNQ1n8eqU6Tnni3ZFQqQNk1sWuEEppYLCnCgtp7fefR9VLjcWQlrFlXl0bom/sO2PfzxqaNMJLJPxRfA5bER/vjUUT534Anqi5b+nFkOWBUNn+6iwVXGZn89Le4KSm0enBYbdtWKpqqoiooQgowwSBppYkaK0USIW+FBLgZ66IqMEkzHcponDcYDvDx4gVWeigVnkIbS8axNNjVFpcaZ/26NiqKwq6SF1UVVnBhru+/zBxMBeqPjVDlkJ5r7sXzFCasHj8W91MN4F8PJsVkX9VbVSsl9WljOG0WZc1FkCpNIJoJA3FcZNRGMzCKwwJTIUqL7856xoinaoreCtWnWrN2lpz6nmT8rR84LUHmzvR9+3bvg1rrv5fbicy5yEYiC6TCB9Ox+AovZMcim2qbeywzDFUxlOxnCyFp8k9yLw2JlW3kVq/2lPF7fzF9fPMOJwb55dQd4p7+HGxNj7KupX4SRSh4Ep4b6ieZYnqOrGs+3rGVbRVVBGNQmMmlmvGgUAF6bnWJH7mV8HYEJMoaJLb/xEQlT98syp4tKV27d5HRN40Or1jISi/JXF07n7AtytL+HPz93gv+851GK7Q4pUCyABlcpB8rWcKh8Pc2eCuyq9Y4J71zzfyEEAsGj5euIGSluhgZ4begyx8ZuMpzI3kfprdHrfKRuF7XOhc2HYplE1p5gNs1Csb4460GHpvNI2TpOj3fcV6hJmRmuhfrZXZo/U/TlyrKcqaqo+K2+vNd2L5Tx5CRJY2YTyaSZ4tXhI5wNXMr76wph0jdLR4LbzJUJ8e59CQKp2S9ELosLh5b/m4emqPhn6WyRLyxK9uLEXOS7pEUCJbq/4CckkUyUUHp248nTkxcYSAwvymuPJMbIzBFFSBpJDGEuzwv+A0RRFNy6zuP1TawpLuXvLp/ln65eyHmRGkolea27nT3VdQWxSJXkRjyd5sLIEKkchakqt4ePtK7Dbllcc+dsGU/ECzZd3m6xUF/kw6qqpHPwHLg2PkokncKly/vwYpCNqD8TRTY7P7NxG8PRCN+6dZWkkf25kzIMXmy7TqXLw89v2YknRy8SCRRZHTxRsZEP1+1itafqjnFpttwWL2yaik2zsqe0lc3+Bp4ObObLXUc5Nd5OMguftMH4JMdGb/FCvX9Ba7SUaWR97SqyOtEXqRWzoihsL26iWHczmgzN+VzDNGkPD8ks1ixYlnNVRVFm7U6xlITSEdKzmGEawqA92k17tPsBj2qKtJnJMko8FYWdDadmx5Zn0xmYSsF3aYv7nVpUDSUPGR9TF1x54ckn7gLLgpqJhJGYU+Trjw/Rfx+RcLFIizRC+p7nDUVRqHZ7+IWtu9E1C3998UxOrUczpsn5kSFCyQQ+e/5MXiUPhuFYhJFY7h1wtpZX0eQrjJReAYzEogUrTiiKQpPPj02zkM6hm9h4PEbb5DgVrsK/Z6w0/HYH/37bbsZiUV7v6cgpZyeRyfClqxeocnl4Yc0G9AW2hFxJ+HQXP934CB+p24XbYs9jxzOdHcVNVDv8/H3nEV4aOEfiPoaXCSPN6Yl2nq7alLVXw0xkhJG1J5jHYseyiMHqEpuH9d5aDo9cnfN5JoLBRICYkcRlWVyD/4edwkotyBMKLHrbyfkQNaKks6yRetBkWzcmgJgxe82grulYFyF1XFUUHIt8MqvkxzFdRkLzj0Oz5aUF1GKSMFMF2/7VFNLBJN8oikKxw8m/3bKL51pW53x0DkcjdAYnF2VsksVlJBYlmMzd2GxvdV3OEcvFIppKMRKbn2/Kg6LVV4Ij53aiKU4P9Res6LKSURSFufl/2wAAIABJREFU+iIfv7rrAFvKq3K+Zo7FY/zZ2eMc6e0kM49yuuVCRphkW47l1138fMsTfKxhHx5r/rOaVUWl2unnF1qf4v1VW2fsPvdeLgZ6GEmEFtRVxxBm1tcup8WWl6zo2SiyONjoq8vKCD+YijEUl+3E78eyFCdAKbiSDiFEDtkJhYwgPUfqlkXRFu2zX+x6+am0tbzsKS97kfyIQvdKEEJgiMysZpiS5YtH1/nUhm3U5tjJI5CM0x+eOw1UUphMxGOEU7kJkbqq0eovKZi7Q184yGQ8e3PCpaC+yEu5M7foatLIcHZ4kMkcjBclDw5VUVhbUsZ/3LGPJm/uWUQDkRB/euY4l0aHV2zL2J7oWFaddiyKyrNVW3m+dgd2bfECtgoKPquLTzYdZJPv/j5KE8kwnZGRha2GctjYplkWNWioKgqNrjI81vtnQYbT8fuWf0iWrThReAjEnDXhDxNzLcBURV0UcUJBmbnlZl5fQ1KoFJrYOBOFmhUlWVwURWF1cSnvb27NaQIUTacZi8dW7AT7YSaWSedUMw9Q6nRRZLMVRK2xEIL2wATj8exaiC8Vbt3GjsqanLe7MjbMzYkxeW4VKJqq8khtA5/ZvpeSeXQsujw2zB+fOkpXMLDivmOB4FKgl0wWgZC1RTW8UL8XxyKUWr8XRVGodZbw8YZ9FN1nkS6AS4HunFq1LwRdsSxq5q2iKNS5SvFnUaYSNZJMJCMr7rjNlcKf8S8nln5OkhfmPMkFi9aarNDT+iUSycrEpmnsrKjBa8u+9MwUgmAqMZ2iK3lYEEKQNAwyOZg0AhTpesHUySeNDBdGhgjlmP3xoLFpGjsqqnOuFx+Px3ijp5N4RgrGhYpFVXm2eTWf3rQ9Z4NLUwiODfTyhfMnGYnN7oG2HDGESUdk6L6l2HbNyrPVW6ly+B7QyKaM67f7m9jqb7zvbL0jMvLASq/U+3QiyQcVdu99RRmApJEmkI4+9Dn0i01h50ovIxQULHNE/p2agyfKD1Jie3AXkrtZV7Qq65PXMkdNmYG5aMZ7D39JjGQ5Y71PreVjZftpcOUeBcwH9c6aRfGCkUyhKAqNXh9e3ZZTOnkyY2CaQoYJHjIyppnzxFrXLIta95wLY/EYxwd6Cv6Oqqkqq/wl1HiK6A4Fst5OAC933eIjretYV1ouwxoFiKIoOK1WPrVhK+PxGH9/+VxWpQq3yZgm3751jVKHk89s34vDYimIrKTFJpCMMpG6vyBT5yxhf9kaLA/Y48arOzlQtoYzEx1EM7OLn6PJEMF0jDKtaNHH9CAyb50WnTJbEQpzV5wIYDwZJm1msC1iqc3DjpytPiAURUFXdVQUZrJx0VWd3SVbWeNpWYLR5YIyp9loxsxklW6WK+I+XhcSyVKiKAoWxYJF0WY9/jd513KwbPcDHpnkQeHSdaw5RsZVBVbAfHrZYVHU+05C34sQomAE9jNDA9ycGF/qYWRFQ5GXbRVV9IaCM86dZmMgEuYbN6/wn3zF2C1yqluoeHQb/2bzDoYiYV7pas8pkyxhZPjStYtUuT38+JqNK+J7Hk2G/n/23js8rvO+8/2cNr0AMxj0QoC9dzVSXZZsWi6xY0duazlOvXedbMrd7N1yd7NP7tbcZBNvctfatTebuCXutmTJEiVRhaIk9l7ROzAYTJ85c8q7fwwIkSIAAiAqOR8+8wDEnDnnPXPe8573931/hbQxdTJeGYm1gVqqF9Br4lq2l6+gTPNOKU7kzAJ9uVEirvkXJ4rlb+f7GBK1nhCyJN/UqyWmpymUxIkpWRoy/h2CT/VO6nVgC4usufQTOEkUz2My8rY+LyKCQJC3lrYLaok7G5fixKVM7tafsZZ2fHeJW8Ow7Rmt/AG4VG1Z5FMp8R6SJKEpMqo8s+uWM40Zh4LMBxmjwE8unydvLY+QB5/DyUONLfidM3P9L1gWz7Ze5NhgX6lyxxJGkiTq/UH+4K69bKuqmfHnR/M5/urYO7ze3XFHxPEnjCx5a+rSupqssLW8adE8tcJOPyt8kSm3KdgmscLMyzEvZSJO/7TyTiXN/B1dbWY6lGZFC0hQC+CQJ05MYwqLuLH0y8tIkkRAnbx+eMbMzouIYAublHlnxRaWWF64FTdeZfKYw5heKht5OzOSy5I3py/Mykj4NAdKyXVi2eHRHDiVma3SjuRz5ExzUQ0oy7b5Rftljg32LVobZsN9tQ2zquwwmEnz9VNHSlVxlgEtZSH+cPdeVpaFZvzZgUyKvzj6FseH+hcsyeJikTLy6DdJvq3JKi2+qgVq0cTHb/ZVTrlNwbaITyM8ZTkRdvqnVU40Y5ZyTd2MkjixgFQ4QzgnEScKtsFQPrrALZo5EhJh5+SThKyZI2POfQZ6S9jLQrwpcefiV734Nf+k7/fnhxawNSUWkqvVD+L61O621+J1aFS4PXdEnPTtRpnThVebWQb8eD7HUGbxVgqFEHQlE/zN6WMz6qdLgXKXm30ta2acO0IAr3d38o3TR8kYU682l1hcZElid00df3T3AzMuHyuAs9Eh/vM7b9CZvL3niVlTp3ATccKvuQk5Jl9EnG9USabGPbWYaAiTpLH0vcVnQrnDO63necbUbxr6cadTEicWkGpX5aQhEaYw6csNoi/x0AUJiUpnxaTqoI3NQH5oynKjs8ESFsP68oiRLXFnEnQEphTuBvPDpM1SaMftSKqg83ZvN1lj+p4TAYeLau/kYlaJpUvI5cbvmJk4IYBjQ4sXYpAxDJ45eZgz0eUnkqqyzCNNLWysmPlqsGFb/ODiWb559gRJfWnPr+50FFnmocZmfnv73Xi1mcfjH+7v5S+PHGLkNi7RbAjrpoZtucOLtsCJMK9FluSbltW0hUC3bq88cj7VNS3Piaypz0tuvtuJkjixgHgUF3XuyWPq+vKDDOuxBWzR7AhofsocwUnf78j2YIq5jWfVLZ2B0spziSWMQ9JocNeiSRNPquJGio5M1wK3anliWBbGMonJFEJwJjrEq91tM/pchdtDU3BxEpaVuDVqfX5Cbs+MP/dWTxepRSjfmTEK/N3Z4zzbemFZ5l8oVsMp52Or1+NWZ260Jgs6f3XsHb597gTZkgfFkkaTZT65ZiOf27AN1wxDp0xh80L7JZ45cfi29ZSZTqUgr+Jc1FxGEsVSplOZ6bYQGLeZge5StGnl+chbxrIchxeSkjixwGwuWzfpe/25IdozXUva3UeSJAKab0qRpT3TNecrxN25ftLG7RWfVuL2QpIk1gdW4VEnzjuRMlOcTlzEuIlLZgk42NvFv3j9JfZ3tDKUzWBYS3MSI4RgMJPmmZOHieen7yqvSBLrwhHCszBwSyw+foeT5mD5jPOFXInHeLWrfcGe8YKiV8+3z53kv514l1Rh+Rpsqizz5Mq1bKmcXSx9sqDz18ff5T+/+yadifiSMg6EEORMg9F87rZd8Z8ukiQRcDr5zW27+VDLmlkknjX51rmTfP/i2SX73LgVBDev+qPKyrRW8OcLSZJQkKcUSATitksKqUgyrmlU4LDEzEtR32mUxIkFZpVvBeXaxKtlhjB4N3aCzBJ3/fapXpo8dUiTDH6xQpyLqdY5O54QggvJK+Ss5RUnW+LOo9FTR61r4smzJWyOjZ5iWB+54yegNyOWz/KDi2f5vVd+zh+88nP+9uwJTg0NkJtBwsn5RghBfzrFn777Jm/1zswjxqmo3F/fNK3M3iWWHpIksbOqdsZJMRN6nm+fP0lPMjnvY4AQglguy9dOHOavjr1D4jYIaajy+vjVzTspc05eFWkqkgWdb549wb96cz+vdbeTNxdXKLaFYCSX5bXuDv7y6CH+6tjbpUR5Y4Rcbr6y8x52V9fN2MxOGwWeOXmY17o7lkSFnLlEkeSbPjdsYS9q2WKBwEbccQa4JEmo0winMYW1ZMpKL1Vu/6LASwhJkog4w+ws38zLQ29O2DnPJS9xfPQ090fuXrIl5jRZY11gNa8NH5qwgkbWzHEkdpJtZRvxqre2MigQjBRGOZe8hDHHoSIlSsw1HsXN3eEdXEy1YnPjpKg728db0cN8rO6JScM/ShSxhCBV0Hmjp5O3+7qp9QVYF45wf30Tu6rrqPT68GsONGVhY2uFEORNk9PDA3zt5BFe727HmOEEeGNFJTuqauephSUWgp3VdVR6vHQk4zP63LGBPr524l1+b/eeeUmIKoSgYFmcjQ7y9VNHeaWrjdwiG+FzhSxJ7K1v4jMbtvCNU0fRZ7Eybtg2b3R3cH5kmMdXrOKTazeysiyE3+GcV7FQCIElBBmjQFLXuRiL8lZvF6eGB+hIjBLNZbmvtpE7zJ6blKuhPH90zwP8y9f3czY6OCNzri+d4j++8zpBp5Od1XW3jRCsyQoKMjaT933dXuSwAVEsFTqVAS7BrEudLtXFHQlpWudkLbJ4tBwoiRMLjEt2cld4G0dGT01YfSJtZnhh4AArvA00euqWbCb3Nf5mIs7whOKEQHA2eYlLqVa2lm28JZHFFjbnkpfoyHTfSnNLlFgQFElhU3AtdZ5qurM3lusTCA4MH2K1v4XNwXVLVoBcahi2TWcyTlcyzuvd7ZQ53WytrOaumnrWhipoCpZR5fXNaxIwIQS6ZXFhZJiXO1v58eXz9KaTM54EuhSVD61cQ8UMM9KXWFpUer3cV99Ix7mZiROWEPzkynmQJH57+13U+QJzZjjZQtCZiPNSxxW+e+EUnYk41hKdyM8Wj6rxhY3bOD00yJu9nbPahwCGsxn+/sJp9ndc4f6GZh5ubGZdOEKDP4hjjgRPAWSNAgPpNL3pBO2JOCeH+jk9PEh/OkXeMm+7lf25RJYkNkeq+MrOe/i3B1+lNz2zkrBXRkf4i6OH+JP7H2PFLErRLkU0WUGR5CnzNSQKuUVNuGgJQaIwtQe4LMk45NmboPYSNO6nK7hYtl0SIW9CSZxYYIpx6WvYXr6JA0NvTaietWe6+G73T/hM48epd9fMuQFTVPBtdFvHpThRpJk/iAOqn12hrbRNkuAvYSR5vv9ValxVVLkisxJZhBD05gZ4ceA18vbyd0ktcfsjSRI1rirur7iLH/Y8P2G/jeojfKvzhzzd/GnW+FZOyw1wpljCRrd0NFlFk28fDw1BMaY4Z6bob0/xYscVQi43db4AjYEy1oUrWFNewcry4kqoQ1FwyAqqIqNK8rTGISGKLqmmZVOwLfKmyXA2w9HBPt7t7+HU0AA9qcSsjD4J2FFdy4ea18yZAbQQCFF8UtlCjL1srPHfi6+caczY0LKBeD5PzJlDkSTkqy+u+X3stdSEeq/m4PEVq3mx/QrR3MxCMTOGwfcunKY9PsrnNmzhnroGgg7XjL2ABGBaFhnDoCsZ55WuNl7pbOVCLEphGl4Fdb4AXk3j0ujyqYQlSRI1Xj+/v3sPsXyW8yPDszZTTNtmMJvh+xfP8PPWizQFy1hVFmJdOMLaUIQVwTL8DieqLI+50xePL1H87sVY37fGXgXLZCSXpT+TpisRpzMZpyeVYCibYTCTJq7n7zhX91tFkWQeamgmtiPHnx5+k5EZ3GsCeKevmz8//Bb/7J4HqPb6ltw4MlO8qguHopK3Jw9xHC1kyJqLl1/GEhZD+alLuqqSjFd1znL/9tKt9DGt23t598GFoCROLAIOWePRyj2cT16esAKFQHAqfg7TNvmlug+x2t+CdgsK4/h+hUC3Cwzkh7icbqc93cXH6z5IpatiVvvbWb6FA0NvMTRJic/zqcv8tO9FPt3wUYKaf0YPBSEE0UKMH/U8T3upwkGJZYQqK9xXsZvTiQucTly44X0BdGV7+duO7/PxuifYVrYJp+yYk0mTYZsM61Ha0l1cSrdxX3gX6wKrbnm/SxVbCKK5LNFcllPDA7zUoeJUVbyaRo3XT70/QK0/QI3XT5nLhU9z4FI1tDFjQ5ElhCiuwpi2jW6Z5AyTRCHPQDpFdypB62iMnlSCtFEgZ5q3ZFxEPF4+u34LVd7Fq0EP7xlVBcuiYFvopknBtihYFrplUbDM4nvX/D9nmmSNAmmjQMYwyBgFsmM/M4ZBuqDTnphZtalUQedfH3yZcpcbr6bhVR14NA2v5sCjOYp/0xy4NQ2XohTFJkXFIV/9/b2X85q/a4oy727csiSxvaqGe2obeL7t0ozFKsO2ebuvi/MjQ+ysquXBxmY2hCup8voIud24Ve2Gc7jqvZMu6IzkcwxnM1wejXK4v5eTQwNEc1l0a3ohHBG3h//r7vtJ6Xn+5NCBWYVILBaSJLGlspo/uGsv//bgq3TOMLRmIrKmwfmRYS6MDPNSRytOVcWpKASdLio9XoJOF05FxakWV65N28awLbKGQaqgk9DzjObzY94Q1vj9c7t5riwGDkXhY6vX05tO8I1Tx8jOIPeQYds8336Jen+A395+Fz7H7AzipYJfdeOSNZLkJt1Gtw16siOs9M8ueeytYgqLrmx0ym00WSWozS7s2xQWWXPpLVgKwJognPf9qPLN84bc6ZTEiUWi2dvIR2sf5ztdP5owNMIUFqcS5xnID3N3eDt7K+6i0lmBQ3ag3GQF8Go8liksTGFSsA2G8lEupVq5nG6nI9PDkB4l7ChnX82js2q/JEnUuat5uHIPP+p9nsIEKm7BNngj+g55W+cjNR+g3lODKqk3bbtuF2hNd/Bs//6iSHOblRsqcfsTdpTzsdonGMgPMzyBeCcQtGe6+Hrbd9gV2sbeirto8tbhlJ2oknJToaLo/WRhCgvDNogV4lxJd3Ax1Upnpoe+/ABO2cn2sk3zdYpLDgHkLZO8ZZLQ8/SlUxwdfC+0RqKYiNKtTSJOjBniOdOYcQ6J6eBWVb6wcRuPNK1clInJYCbNT6+cpyeVJGsY5EwDfUyE0E0L3TLRLeu9v73v//Ox4mvaNieHBqa1rSYrOJXiyzFmJDoU9fq/XfPTrRaFjXXhCva1rMXncMx5+4NOF5/fuI2TQwN0p6ZeKZwIAcT1PC93tfFqdzsRt5can58Kt4eA0znu/SME4wJRsqCT1PNEc1kGM2lSBX3GngMVbg9f2XkvH2xexfmRYSo9vlm1fzFRZZmHG5vJGAX+9N036U4m5sTR+9pxBGAom+HyMvIsuR2RJAmPpvH05p2M5vP8w4XTMxqjC5bFN8+dIOz28NkNW3EqN3/GLlWCDjcuZeqxzLAtzia6eaBy/aKcZ9rQaU0NTrmNKsn4NTdCiBm3UbdMYoWlV73PHvOeuhmKtJi1VJYHJXFikVBllfsqdtGfG+TFwdfQ7YldsIb0KC/0v8o7I8dZ7W9mnX8V1a4IXtWLc0yogPfK8hSEgW7ppM0Mg/kofflBujI9xApxclYe3S7MWSIWVVJ5IHIPZxIXOZu8OOE2Bdvg7ZFjdGd72VtxN+sCq6hwhPCqHhxj7uamsMhbeVJmhsH8MKfi5zk6epKoPjqeVFBCotwRJGflS1U7ZoEYc8U2hYkhiis7pjCJFeLYU2QHHzXiRAsxVElFk1RUWUGVVJRpGNB3MrIksy6wio/WPs73e54lYaQm3C5ppnlt+BDH42do8Tay3r+Kek8NPtWHSykKFSAhsLGEjWEb6HaBjJllWI/RlxugO9vHkB4la+XIW/r4/e2Ul/cK0VzzfqNjIXEqCh9ZtY6n1m/BrS7OYzeay/C9i2doHY1hi+WXjsuwLQzbIj3NRVMZCVkuJlB8qKF5XsQJgC2Rap5av5n/euztW0o8aQvBYDbNYDYNFMW0qyEtV9+fi+vmczh4evMOPrl2Iy5VoylQzNey3MQJKI6zT6xYjUNR+bN33+Ty6Miy69clpk/Y5eY3tu6mP53ite72GXmlJHSd/37yCLU+P4+tWIW6TOcvFQ7/TcMhTGFxJt5NxtTxabOrbHMrXEz1MaJPPOe5StrUORJrZXd4JZ4ZhnfkrAKDNwkbuRZLiAXJ8WAJi9w0wk0csopUyjc2JSVxYhFxKy4+UvcBCqLAgaFDkwoUhjAZ0qMM6VEORg/jlB34NR9u2YU6Fu5hCxvDNtFtnayZI2/n5/0hLUkSFc4QH6t7giE9OuEKMRRv2K5sH9/p+jFljiA1rghBLTBuPBnCIGNmiRXiDOWjE8bpV7si/FLdPl4dPsj55OV5Pa/lSN7S6ch0kzLT5C29+LJ1dEsnZ+noto5uFzBsg4JtjP9MmWky5uTugT/seZ6A9gaarOGQNByKhiZpOGQNp+LEpThxycWfTtkx9tNJnaeaiCN8RwsYmqzxUOW96LbOj3peIGNNHCtrCYvRQpyjhThHR0+hSSo+zYdXcaPJKhISthCY4ur9nSdr5UrZnpcJDlnh46s38Lu77iOyiEkwhQDDsu8YN3MbgW0LDMua1zvFo2k8tX4Ll0aj/Lz1MoY9N55+AsZzGcwV5U4XX966iy9u2o5HK4o15S43q8rDHB/sW5Z9w6mqPLFiFV5N488PH+Tk0MCyPI8SN0eSJJqCZfze7j3E9TzHB/tmdG/3Z1L8lyOHKHe52V1Tvyxd64MODxFXgAvJ3inPvS09xMl4J/dVrFnQeVjBNjk4fJGUOfUioiksftF3ip2hldxfuW7alTuEECSNLF2ZqcNGrsUQ1oIk0MxY+rQ8vT2qA7UkTkxJSZxYZAKqn0/WfxhN0jgwfIj0BCEe70e3C+j6zGJ755MNgdV8sn4ff9/1U0YnqEByFYFgtBBntDCz+NAyLcDH6z7IrtAWTiXO3Wpzb0tGCjH+tuN7DOkj2MLGxi7+FMUV94nKWk6H/vwg/fmJ3fOKSeuUsQR2MrJUfCmSzEdrH+fDNY/dyindFmiSxqOV96PJGj/rfYlo4eb3rSHM4n3CrcdRl1hcypwuPrFmA7++dTfVi5xnosT8EXK5+Z0d95IuGLza1bYkkx6GXG5+c9tdfH7jVjyaY9ytWJIktkaq+cnl8+RmEMu/lJAkiXtrG6l8wMvXTh7hpY4rpApLLya9xNywPhzhn+y6l//nzZfpSMzsOXlpNMpfHD3EH+99lJVloWUnUMiSTJM3wkHpItZUXq+FDPv7T7O5rIHALHM7zBQhBFdSAxwdaZuybVeJGxm+2f46DZ4QLb6qaYso55N9pKZYVHs/WVOf0kN4rhjRU9Mqc+pTXSVx4iaUvp1FRpIkglqAX254ks80fpxqVwRpgaKRJEliLsZlTdbYW3E3v9zwJCFH2a3v8BrKHUF+uf5J9lTsxqt6iDjDY67uJa7FEjZJM130hLCy4yE8hjBnLUzcDBsxntMkb+tkrRxpM0PCSJG3ShNDGIuVVd18oOpBnm7+FVZ6m1AWaNiVxo6/XFm+LS+64zcGgvzB7j38/u691PhmlhC4xPJCkiRaykL883se5KGG5nktaTtTJGBFsJx/dd/DfHHTdrzXCBNX2RypwqMt76o+qiyzNhzhX+95mD+4aw9NgTKU0j13W6LKMnvqmvidnfcScc/M8LaF4FBvF189eojhbGZaxuRSY0OwHu0m82CB4LWhcxwavrxg55gxdZ7rPU73TZJhXsvZRA9/fekl+nKj02qnbhscGDw7o3bFC5k582ibisFcYloJMX2qe16qtN1OlMSJJYJbcfFg5F7+z1VP80DkHoJaYN5ECkVSiDjDbAquw6vMjaKqySoPVNzNrzY/xWpf8y0LCIqk0Oxt5OkVv8IDkbvHyyFWuypxyPMTO1yixHyhSDI7yjfxj1d/iQ/VPELEGUaep+FXRqJcC47ld1metd1DLg/1/sCyNC6CThcfblnDnz+yj0+v34x3mRt9JaaHJEk0l5Xzb/Y+wqfWbcI/TzkuZoJLUbm/fgX//sEP8OTKtbgmyXcS8XhpCS7PseL9BJwuPrN+C1997Ek+s2ErVV7fshE6VbmUKG+6KLLME82r+bWtu/BqM7vXBLC/o5VnTh4mbSxeyc3ZsspfRch5c0+8tJnnmx1vcC7RO++eA4Zt8crgGfYPnJpRAIUlbA5FL/HVi89zJTUwpceFaVscGDzHmXj3jNo2oqfIL0Dp0a7syLS85sod3jmpwHg7U/p2lhCarLLGv5ImTwNnkxd5Z+Q4x+OnSRrpOYkv9yhuWnxNbAysYXNwPc2+xjn1QnAoDnaHtlHrrua1oUO8EX2H0UJixm0PqH72VOzikaq9NLhrr1txrHFFcMoOstb0XbpKlFgKKJJCrbuazzR+nLvD2zk0coyjsVMM6dE5ub8dskaTp571gdVsDq5ntb8Zt7LwybDmgj11jfz5ox/m560X+UX7Zfoz6SXpKn8tmixzb20jn1y7kUeaWvBpc1MetsTyQZYkGgJl/N/3PMCGcIRvnD5GW3xxQjBrvH4+vW4Tn92wlUqPd8q+6HM42Byp4vBA7wK2cH64WpVnS2U1a8MVPL5iFT++fI5Xu9oYzS/NZNoeVWN3TR2fXLMRWS6NGdPFqzl4av0WetMp/v78qRmVw82aBn9/4TT1/gCfWb91UuFuKVKmedkYrKcvN3rTbS8l+/iz8z/jDzd8hHWBOmDuPSoN2+LQ8EW+3voqo7OoomGKoujQlxvlsyv2sjeyFq96/dzFRnB4pJWvt75Cwpg4f9dkZK0CfblRVvgiM27bdDFsi87M8LTCWSKuAM6SODEly/bbUWWFOnf1hElOVEmh3BFchFbNDU7FwfayTazzr2Kf/giXUm2cTpynPz9Exsyi2wUKdgFLWGPZuwUSxazeylhVBYes4VKc+FQv9Z4aVnpX0OJrIuQoI6D6UObRpajWVcUn6z/MfRW7OBk/x4n4WUb0GFkrh24XMG0LGxsJCVVScMgO3IqLkLOMjYG17CrfQp2nBpfsvGEQrXZVstK3gpHC9YNyQPVNy6NCkzTq3DUTZsoNO0LT9lZRZZUGTy1e9UbPk3ItOO3VD6fioMlbR9q8frBVJYUyLTDNvRQN0wZPLT518RLuXctM77/idZn4fgYIav65aNZ1SJJEmRag2ds44ft17mpUae6HSHVchKznA1UP0Jq3Ip85AAAgAElEQVTu4EziAp3ZXtJmhrylU7ANTGFiC3vs/gYJebxaikPWcMpOvKp7/J5Y6Wsi4gwT0PzjlXCWK5qisLOqlg3hSp5av4V3+3t4qeMKbfFRRnLZGdW5n0+cikrE42F7VS1PrlzLtsoaIh7vsotjLjF3SIDf4eRX1m1mR1Ut3794lpc7W+lNJzHnoUTttWiyTLXXz976Jj61bhPrwxHc6s3HAreqsbGiCk2W56WM7mLhVFTur29ia2U1n9+4jRfbr3Cgq53+TIqkPv9JwydDkSTKXG5qvX7uqqnnkaYW1oQqCLnc004MWKJI0Onit7fdRSyX5edtl2YkYqcLBZ45cYSw28O+lrWo8vL47n2ai7sqVvH60AV0e+pnoQDOJLr5d2d/zJdaHmJ3eBU+9ca59WwQQpAyc7zYf4pvtr9B/zTEksmwEVxI9vH/nf8ZP+45zF3hVaz0VeHX3CSNHEdHWnl9+MKsjmHaFucTPdwXWTPr9t2M3myMwdzNK4jISESc/pLnxE2Qlki81ZJoxFJGCEHazDKQHyJWiJMwkuSsPIZdzCkgSxKapOFWXPhUL2VagLCznJCjbDwkYrEwbJOB/NB427NmDlNYKJKMS3FRrgWockWoc1fjVErlD0vcmeSsPIP5KFE9RsJIkjGzGMLAEhYyMqqs4lJc+FQPQdVPuaOMiDOEQ74zVugLlkVbPMbxwX5ODw9waXSE9niMkfzCelEpkkSdL8CWyhp2VNVwT20Da0LhJR9DemZ4kK/sf5b2xOwnkMuRPXWN/Nkj+6hapISkQgjORAd5qaOV17s7OBcdojDH8c8eVWNzpIp7aht4bMUq1ocjMza0jg708jv7n6M3nZxyu6898TGeaF59K81dNIQQDGbSHBns4+hAL8cG+rgQG57RivtsUWWZWq+fteEKNlZUsbWymq2RGkJu97wfezJODw/yay/8iMFMelrby5LEp9Zu5D8+9MF5btnMEELQlhjlnx54gWMDM6vgAdASLOc/PfxBdlTVLhthuTMzzD87/m1a0xMnLJ8Ij+LgA9Vb2Fe3nY1lDThuwUA2bJOTo538pOcIrw2dW5CwidkiAfdWrOE/bP8cLmXu7SEhBC8NnOI/nP0J6ZtUKfGpLv75pl/iserNc96OZcK0brCSOFGixDzxg+4DvDF8asKElGv8Dfx6y0dxzsNAeSfx096DHBg6hoTEB6p388Gauxe7SbcVXZlBvtH+HLHCxAbLb678GBsCKxZUHBFCkDMN4nqe0Xye3lSStkSMzkScrmSc4VwW3TQpWBYF28K0LUxbYAkby7bHvM2K+7n64JEpJgeWJQlVLnqoaLKMU1FwqRpBp5OmYDnrQxE2VFRS4/NT6fHidziXzWQ2axRoT8TRTXOxm7Kg+J1OVgTK0JTFFY8My2Iwm6YjEedwfw/HB/vpSydJGwXyY/3VsC0sIcb7pgRjHpEyqiyjKcp4nyx3umgpK2drZQ0bK6qo9weocHtmfZ45w6A9MUp+qv4hFQ25MtfiGdRzgRAC3bIYzmYYzKS5Eh/h/MgwF2NRhrMZ8qaJbl1/TWxRLE171bvv/WOGIhWvj2PsGrlVjUqPlxXBclqCIdaEKqj0egm53ASdriWxSp81CrTGRzGmK85IEHZ5aArObeLzucAWgp5UgmguO2OLQpYk6v0Bwm7PshH6Tdviqxdf4Htdb0+rfOVVZCQqXAHWBWq5O7yajWX1lDu8uBUHDllDkxUU6b3cJzYC07Yo2CY5q0DCyHIu0cPBoYucS/QwrKdmFJbqVhyokjKjahtzQY27jH+75VfYUtY459c4Y+b5ywvP86Oewzfdtt4T4k+2PsWGYP2ctmEZMa0vf0n5lYzoCQ6NnLlBgZMo5mPwax4qneU0eqrwqe5lM4iUuDMZ1uNcSHVOGIPmlB3zVkXjTmJIH+VCsgtJgu3ly3M1bymj2wVa070M5CeOm08v8AQDxiqgaA48moMar58N4Qi2aEFQnKDqpkksn2M0nyOWz5Eq6GQNg6xpkDMMCraFZdtjYoVAkrhGkFDwORwEHE6CTichl4can59ylxtFlsbK50rj7VhOeDQHGysqF7sZdyyaolDnD1LnC3BvbQOWEMTzObpSCQYzaUZyWRJ6Ht2yMKxiyKYiy2iyjFvV8DkclLncVLg94+KYQ7laylm65f7o1jQ23CH9Q5IkXKpKQyBIvT/AjupabCGwbJtEQSeazRDNZYhms8T1/LhQoY+JFRJXBQkJp6ri1TS8WnHcCLk9hN0eKtwe3KqGPFYV7aq5t5TGDY9WzDVyO1CskFRGY2DpCSfzgSorfLB2G68PnaN3BqEONoKhfIKhfIKDwxdxKw5q3eXUe0KEnH6CmgeXoqFKMgJBwTZJGXlihTS92RhdmSgpMz+t3AoT8Vj1ZsodXr7beXDOPcimYjCX4PWh86wN1OBS5jZZcU82xlvRS9PatkzzUucOzenxb0eWlDgxkI/xv9p/QdxI3fCeIsk4ZQd+1U2lq5zdoXXsjWylxrX03WlL3Jl8tG4vu0LrSBlZUmaWK6keXhk6dtMYwYXGFoLRQpK0mafaFSp5c8wAS9iM6AkKtkGVK3TbxRHWuSv5Z+s/T9xIkzKyxApJDgwdpz3Tv9hNA96b6F9b1cOhKPidziW5ulfizkYCkCQUSUIBKr0+Khcp3KREEUmSxj1UVFmmUlWp9CyN3E0lSkzFCm+EJ2q38bdtr8/Ie+IqlrBJm3kupfq5lJr/Z3rEGeCXGu6iwunnTKKbY7H2eT/mVWwEL/afZG9kLdtCK+asGqJhW7zQd4Lh/NThcFAUKBu9Ffi15e15thAs2Zm0LMl4FReyJGHaFnm7QNbKk7XyDOqjnE92cmjkLJ9qeJi7wxtvKXaqRIn5oMYVpsYVRoz9Oz56mYPR00tOnCjYBv+j7VkOx87z77b8Jmv8DYvdpGVD0sjwXy59j/5clP93y29Q665Y7CbNKR7VyYbAimIYBMW8N+2Z/iUjTpRYXpw+2UVXRxSX28Ge+9fgci9+uc0Si0c+b9DZPsxAf5xstlCstOHWCIf91DeECIVLwk2J5UU6lefo4TZSyTwrV1exdn3tvFVgcSka+2q3c2SkldPxriUdH6/JCvtqt7PSX4VL1vhHzQ8Uk0jmb55EcibUuMswbZth/UaxYCif5Fsdb9LgraDCeetJ1m0hOD7azv6B05Mmc78WTVbYUta4bEJBF5Mla9HXuEJ8ueUjhBx+LGFTsA36clFOJ1o5E28nVkhyPtnJX1/5ERkzz8OVO0orviWWFFdXda8qtLIkM81wqwUlYaS5mOoia+lLvlzjUiOqx7mS7kFGYonk75lzrq4sgoQiKXO24nArCCGwLJtMRkfPG1iWQJYlnE4Vj9eJpimzdp+2TJtYLI1hWLjdGmXlk5dhFEJgmjbZjI6uF9sBAlmW0TQFp1PD5dZQlMWPL18KHNh/jud+epyKiJ+t25vmTZyYy/4hhMC2BNls8Rqbpo0QY9fYoeB2OXC6tAkNkFL/mBghBL3dMb77rUOcPtHFaCyDrhsggUNTCVf4+ewX9/D4h7ZMuY+rLKVQiRK3znK+trFYmm/9zZu0tw3zK5+/l9Vrq5HnybtbkiQaPGGeatpDfy4+oUG+FJCALWVNfKLxLtxjIRW7Qiv5UstDfO3K/lmVH50Iv+riqab7uJTs5/n+EzfMZwWCt6OXeebyfr688mEq3cFZz2eEELSmBnjm8n6Gpimw+DU3m8omrg5X4nqWrDjhUpys8ddT5SrG5ggh2Fa2mseqdnEm0cb3ug9wKtFKVE/wna6XCDuD7A6tW+RWlyix/LiS6iVpzM3D4U7jYqqbrKnje19N7hLzhxCC4aEkb791heNHOujqjJLN6DidGrX15Wzb0cR996+ltq58VitWo6Np/tOf/JS21iH23L+Wr/zBB9G0GyeXti3o7oxy+J02Tp/soqc7RiadRwhwuzVCYR8NTRWsXlPN5m0N1DeE7zgjdDGYy/5x1Yg+frSDs6d76OyIkkrmisKVx0Ek4mfl6io2bq5ny7YmAsH3cmGV+sfkpFN5vvN3b/HKS2cAWNEcIVIVQJIk8nkD07CorSuf9PNCCAb7E5w80cmuu1sIhXzLzogtMTGlazszJEnivsgaurNR/qbtNXJWYbGbdAPV7nK+0PwA1a73Qi01WWFf3XbiRpZvtr9x0yoX0+G+yFqeqNmGR3Xy6uA5spZ+wzYF2+S53mMUbJMvtjxIo7dixuV7bWHTnh7iry+/yJl497Q9VjYGG4i4AjM61p3KkhUn3o8kSaiSgior7Aqtp8ZdwVcvfZ8T8Sv052L8uOd1VnprCTlLF75EieliC5vzyQ4yZr40AZghlrA5m2jHsA2gJE4sBLZtc/F8P3/7jdc5eawT07RwODU0VSaT0envG+XY4XbePniZz35xL9t3rpixwWfbgnQ6TzKRI5vVmSj1u2lavPPWFb7zd29x+WI/kiThcKrFYwnIZnUG+hOcPtmNqip86dcfpOZT5XeM8blYzFX/EEKQyxV449UL/OzHx7hyaQDLsnE41KLXhSyRyxYY6Itz4lgnr796gT/6lx9ly/biqlipf0yOEIKB/jgH37iIbQsefGQDn3t6L5GIH0mW0PMGmYxOpHLqudyrL5/lG187wH/6i88SCpXCP24nStd2ZnhUJ59ouJuhfJKf9x1fUgJFpSvAb6x6lF3hluvmmJIk4VIcfLrxXjRZ5bsdB2ft+aFIMjtCzTzd8hDlDi/byldQ4fTTlb1RnAAwhMUv+k9yOdXPvtodPFC5nrDTh0vRxjycb0QIgSlskkaWt4Yv8g9db3M51T+tcA4Ap6yyJ7KWQCnfxLRYNuLEtciSRL07wicbHqIzO0iskORsop0zyXb2VmyetHMBpI0s/fkYCSONbhkosoxPdVPlChF2BCb9bG92mPZMsSNWu0Ks8tXfNG7IFoK+XJS2TB8Ata4wzb7aCVU6IQR5q0B/foTRQoq8XUBGxqe6qHSVU+Esm1LdK9gG5xIdJM0sDe5KGr1VyEjkLJ2e3DDxQhpTmDhlBxXOIDXuMA55+mEwpm0R1eMM6wkyVg7TtpAlqZikVPNQ4QwS1HwzViBvhayZ52yyg7yls8JbQ4OnmGncEhZD+TiD+RgZKw8CXIqDkMNPpSuEdxqr3Gkzx0AuRtxIodsGiiTjVdxUucoJO4MLep7XYtgmUT3BSCFBxsxj2CaKJONSHJRpPqpcYdyKY0o39JylEzfSjBZSDOVHORm/giksVBROxC8xpN+Y+VmVFFb56qh0Tb6adXX/KTNLf26EpJmhYBmosop/7B4rdwSmHW93dV+9uWGSRhZLWLgVF1Wuciqd5aiygryAIQZCCDJWnnghxWghxUA+xsVkFzYC3TY4HLtA69i9fi1OWWWNv5Fyx9QxjubYtR3S42StYjZsl+wg7AxQ7QrPKMO0EMU2DeRjxApJ8paOhIRHdVHpLCfiLFvURMK2sMfOdXS8H8uShEPW8Ksews4A5Q4/ivReG4tGTYL/+cwBTh7vRJIktmxrYvc9LVRWBcmkdU6f6OLI4TbOnOrhb/77a5SHvLSsrJxT4U0IQUfbMP/r66/T0TZMKOxl990rWbu+lkDAjWXbjMYy9HSN0NE+TCKepWVV1YTeFyXmjrnsH4WCxc9/eoLvfvMtEvEsbo+DDRvr2LC5npraMhyaSmw0Q2f7MJcvDhCu8FHfGIKx8K5S/5iawYEEmbSO3+/i3r2raWwKj18Dt9tBWfnUCSltW3DuTO9CNLXEAlO6trMjoLn50sqHEAie6z2Gbi9+yeiIM8AXVjzAY9VbJs0L6FWdfKrxbkIOL9/teIsr6YEZVQJRJYV7Klbz66sepdkXQZIkKpx+doSa6cpGJ/2cJWwupwZ45sp+nu09yu7wSjYE66lyBfGpLlyKA0WWsYVN3jKI6Wna0kMcHL7AuWQvKWNmlcoaPGG2ljeV8k1Mk2UpTkBRddsQWMGO8jXsHzxCxspzNHaBneVr8KrXK1NXjYqjsQu8OpZpPl64anQq+FU3de4Iu0LreLRqJxXOshs6UHduiP9y6XskjDRby1bxx5u+fFMjt2AbfK/7FX7e/zYOWeNLzfto9tXe0LaCbXBs9BKvDh2nNd3LyJgxISPj09zUuMLsKF/DY9W7qHGFJxRQMmaeb7Q/x/lkJ/tq7uXXWp6kI9PPc32HOJ/sJGYkMWwTt+Ik4ixje/kanqy9jzp3xZRijiUsujJD/GLgXc4l2xnMj5I2c+PGhEtxENR8RJxBVvnqebByO+v8c19HeCKieoK/uvxD+nJRPtf0Ab6w4gniRpoX+t/lUPQMffkoGTOHoFhbOewIcld4Pf9oxQdxK84J95kx8xwfvcQrg0dpz/QTK6TQ7QKKJONTPdS6K9gVWsujlbuodJVN+d3NJUkjw4nRy7wbO09nZoBhPX7NdZBxK07KHX6aPNU8Xr2bnaG1E1aO6MoO8t2ul+nKDhLTk8SN9HiWZ1NYfL3tuQmP71c9/OPVn+AR184J378qJLwzco7Xh0/SmRkgbqTRrQKarBLQPNS7K7mnYiMPRrYRcgSmFFB02+D46CWe73+H1nQvibF2ehUX1e4w94Y38kT13ThkbWw/85/v4UKqi+93H6AvN0yskCRhZMYfomkzx19d+eGEnws7AvzT9Z+bVJywbIvu3BAvDhzmTKKN/twIGSuPLWzcipMKR5A1gQYer97Nev8KHFPk1hFCYNgmpxNtvDJ0lEupbqJ6gtzYeOJRndS4KthatpLHq3dT56lcUKHNFja9uSgvDRzmVLyVgfwIaTNHYWw8ccoOApqXiDNIi6+W+yu2sqVsJZIkYRoWL//i9Ljh+dCjG3j61x+kuuY9V9FHHt/IC8+e5Jt/8waXLvTx3E+O8eXfegSvd+L7fTaYps2Rd9pobx2irNzLl3/rYR58ZAMOx/X3m20LRkczjAynqKsPlTyT5pm56h+2ZXPojYv8w7cPkYhnqaoO8tQX7uP+B9ddF7YBYFk2Q4MJCgWLUNiPJIFhlPrHzchkiiuamkMlWOaZ0bkLIRgeTNLdNTJfzSuxSJSu7eyRJImIM8BvrHoMn+riZ71H5yyXw0y5WpXiyysf4aGqDTiVyU3Nqx4UH6zdxrpAHc/2HuXA4DmiepKCbU44s5MAp6xR5S7jQ7Xb+HDtdipdwfcETsXJ/ZXreHngDKmblDvPWQVa04O0pgdRJJmg5iGgucfKqSpYwiZnFRgtpEkaecQs5pqarLAnspZGb8WSyNm1HFi24gSAV3WxrXw1B4aOYwqLC8kusqZ+gziRMrN8v/sAz/W9Nd5RfaqLMs2HISziRpqRQpJLqW4upbr5woonaHmfiLAp2EKdu4KEkaY7O8TFVBc7ytdM2b6oHud0og2AiLOMHeWrbzAE0maOZ/ve4md9BxnRE9gI3IqDoObFEjYpI8toIUVrupcziXa+1LyPtYHGKQ2K3tww78bO8/djRqhT1vAoLizZImXkaDf76ckO0Z7u4zdWfpSVvroJJwdCCM4lOvh6+3NcTHZhCguHrOJRXCiqB1OYZMw8fWaUvlyU1nQfte4K1vkXNuGLoGgY9+VG+E7Xft4YPknO0lElBU1WMW2LjJknZ+qs8zdO6jGSMrL8qOd1ftZ3kMRYDgbvWD8xhUXCSBMrJLmc6uZCsosvrvggq/z1C3KOB4aO8+3OlxgtpLARyGOr4D7VPVYOKkcqm6U7O8jldDdPN+/jwchW1PcJFHmrQFSPo1sGXtWNW3US1ePkrGKm9GrXxB41XtV1w311LdFCgu93v8qLA4fJmDkkJLyqG4/DT8E2GdGTDOsJLqS6uJzq4fNNj1PniUy4L1NYvDx4hG92vsiInkQgcMra+D3Rlu6jOztIZ2agKCQiTdu17lbImnmiehzDtvCrXjyKiyF9lMKY90q1K4Qq3Tikljl8uOSJvR4sYXNk9CLf6nyRK6leDGGiSQoe1Y0sSeRMnY7sAF25IU6OXuGppsf4QNUunJN4UeQsnRcHDvODngMM5ePYFL0vgpoXWwgyZo4Lqc6x8aSNp5v3sSnYsiBeFEII2tJ9PNP2U87E28fOVcWruvCpHkxhkTXzDORHGMiPcCXdS8gRYEvZSgDi8SwH37iEbQuaVoT59Gfvoao6eN0x3G4nT+zbyplT3Rx8/SLvvHWFJz68lbXraidq0qywLJvOzuKKTGVVgD33r73B8ASQZYlw2Ed4nisOXE3+GBtJExvJkMnksSyBqsp4fS4iET9l5R5k+cZnhmXZtF4eJD6aYUVLhEhlAMOwGOiPMxrLUNBNVE0hWOahprYMl0ub0pAUQpBK5envHSWVyiPLEv6Am9raMjxe57zmA56L/iGEYHAwwU9+eJT4aAaP18Hnn97Lo09sntCzQVFkamqv9yZbav0DxgTfvMHgQIJ4PEtBL66qOpwqPp+LcIWPQNBz0xwcul7cx2gsQ6FgoqoKZWUeqmqCeDwTC4C2LYgOp0gmsuRyBvlcgYvni9V+jILJxXN9GIXrV3mra8upbwiNh7nYtiCVypGIZ0nEs5w81kk8VnxGnz/bh66bN3StlWuqCYd9GIbF+TO9FAomLasqCVe8JxIbBZPWK0Mk4hkcTo0162quE6ryOYNzZ3uwbcHadTX4A+7x73O299xVRqIp2tuG8XqdrFxdhcOhousG/X3Fe880LBxOFX/ATWVVAK/XOem9Z1k2w0NJosMp8jkDSQKf30VVdZBg0IM0T9UirmW2fexWru37v4+5uC7X7sswLIaHkozGMuTzBrYt0DQFr9dJechLeciLqs782SmEoLM9ytBgAiSorimjoTF8ywKlJEmUO7x8seVBGrxhvt1+kM7M8ILMj67ilDV2hVv43Ir72VrehDbNuYUiybT4Kvm1VY/yodptvDV8ibOJHobyCfKWUfTulRQ8qoOIK8DWsiburlhNvSeMU1av++5kSWJDsJ7NZQ0cil6a9tlbwiZWSBMrpGdx5pNT6y7nsZoti+ZxvRxZ1uKELMnUusKUOXxE9QTRQoLRQorIWNKVqy7sP+p5nR/2vEbBNlnpq+Whyu00eqpwKU4KtkFvbphXB49zOd3NW9Ez2Ai+svqThK9Z3fUqLu4Jb+RcsoOEkeZw7Dybgy0Trk5fPfaR2EWiegIJiXWBJpq81ddtY9kWP+8/xHe69pOzdModfh6IbGVTsIWA5sWyLQbyMQ6NnOH46GVOxC/z1cvf5w/XfZaVvskn25dTPQzln8ewTT5Wdz+bgs14VTembdKa7mP/4BG6s0Mcj1/mW50v8ntrf4WAdqMbZdLM8oOe1ziX6ECVFO6PbOWe8EZCDj+arKJbBqOFFO2Zfs4m2jCFxbay1YuyAjSsx/lW54u8PnySRk8lu0PrqfdU4pI1cnaBvuwwF1Pd7AitvWGAEEKQtwv8pPdNvtf9Krpt0Oyt4cHKbTR7a3ApDgzboi8f5cDgcS6munhn5By2sPndNZ8i4iyb93Ne62/EpTipdjvYFGxhnb+RCmcQt+LEEBYDuRFeGz7B6XgrA/kY3+3cz1p/A3XuyHVta/JW87trPjXuLZEycnyj/VnOJNpRJIVfbfkwK97XT6H44Ag5bowBvuqV9A9dr/Bc/yFsYbPW38SDlduo90RwyQ7ydoHu7BAvDx6lPd3HgaHjAPzmyo8R1K6vhCCE4GT8Ct/u3E9UTxQfdKF17KnYTNgZxLQtBvMxDgwd5+2Rc3hVN4YwF2TQXxdo4g/XPTXuLRErpPjryz+iMzuAX/Xwf6z6BJXXJHy6iiophJ3BG/5uC8GFZCfPtP50XES8q3w9eyo2E3GVoSCTMDKcTrTyxvApBvVR/qb956iSwmNVu24QFCxh8/LgUf6u8xckjQwBzcveis1sLVtFmcM/HkrxVvQMR0YvcDbZwX+9/AN+f+1TrA80zXsfzlh5ftT7OidHrwBwT3gje8euqyqrGLZBvJCmIzPAuWQHSSPDjvI14+06f7aX4cEksiyxdXsTzRO440sSeH1O9jywliPvtJGIZzl2uIM1a2vm9Pxsq9gHJFlCXsQ8AaZhceFcH2+8doFLF/oZ6I+TTGQxTRttTFRoaAzz0GMbeeDh9Xg814tahYLJt/7Xm7zz1hW+9BsP8ejjm/jpD4/wzqErDA4kyOcMNIdCJBJg644mPvqJnaxYEZnQ2DFNi1Mnunj2x8e4cK6P+GgGWZYIhX1s3trIRz6xE4dDZb662Vz0D9sWnD7ZzYVzvYDEAw+t5/6H1s045GKp9A8oGq4XzvXx/LMnuHiuj+GhJPm8AQhcbgdlZV7q6svZsbuZxz+0ZdwAf/8+2q4M8vyzJzl7qrvYN/IGDodCpDLAuo117PvIdtasq7nhuyoUTL7ztwc5dqSdTEYnk9YxzbHnTyrPN545cMPxfvmpu/lHX34A91g1l9FYhq9/7RXaLg8RjaZIJnLjFR3+5wSfB/jn/+bjPPToBnK5Av/jv71C25Uhfusrj/GRX3rP+y8Wy/DVP3uBSxf68fqc/Ls/fYr1G99brOnsGObf//GPkWWJ//jnn8MfcN/yPXeVUye6+eqfPU9DY5h/8cefQAjBT35whHffLt57hYKJ2+0gFPLxoSe38ZFP7MTlun7hQAhBdCjFiy+c4vDbrfR0jZDJ6EiyRHm5l+aWSh59YhP37Fl9U2HxVriVPnYr1/Za5uq6XBU4Wq8Msf+F05w708PgQIJsRi/mnXGqBIMeKquDPPzYBh7/0BaczumHSNuWzfnzffz/f/Eily8OsHJ1Fb/224/Q0Bie9j6mQpIk/JqbJ2t3stZfy497Dhc9CIzcvIoUqiRT7wnzZN0O9tVuJ+z0z7i/SZKEV3WyJlDLan8NprAY0dNjoZ8Wmqzi11yEHL6bLqiEnD6eqN3G2UQPCSN7K6d2SzhklSfrdrLCO/FiXImJWdbiBEBA85bTZrcAACAASURBVOJXPUT1BJZtMVJIAA3j759NtPPTvoMUbJPNwRZ+c9XHaPbWjIsKAoFlr2Vr2Sr+25WfcCJ+mWOxi7w9cpYPVt+Nek3M887QWn7Y8xpxI82peCvDepwad3hCN52UmeVE/DI5S8cpa9wX3nRD/PS5VCc/73+bnKVT4QzydPM+7q/Yglt5TyG3hM3u0Dq+07WflwaO0Jru4wc9B/gnaz41qQdA1srjkFV+feVH2FOxBc/Y/oQQbC9fw/rACv7y8vfozg5xIn6FQ9GzPF69+4aBZDAXoy3dh0CwPtDErzbvu8HYvWrYp40cSTNDrbti5hdxDjgxehlZknmochufaniYmjEPgKvnXbBNMmYOtzrx6s6FZCc/7n0D3TZYH2jit1d9nBZf3XicnEBgC5ttZav5WutPOBK7wMn4Fd4cPsVH6vagTbBiPpc0eav5nTW/TMgRoMIRxKM6x0o8vtdPNgab+ctL3+NssoOu7CBt6T7q3NcPiC7FQf1Ybg6AeCGNayzERZYkql1hVnhrpt0uG8HR2EX2Dx7BtC3uCq3nyy0fpsFTNf7wEAh2la9lU6CZ/3rlh1xKFUXAu0LreaByG8o190/SyPB8/9sM63EAHqzczpdbPkyZ5hsPobGEzdayVXy9/VkORc8gYEHEiaL3yHuhXB7FNV6+WJFk6twVk3qDTETCSPODngN0Z4dQJYUnqu/i042PEHG+Fy4khOCu8HrW+Bv4H23PkTDS/H3XK6zy1V3n8XTVK+GnfQdJGhmCmpfPNz3OB6p341Fc71UQEIKd5Wv4fs9rPNf3Fl3ZQb7fc4DfW/Np/Jpnrr6qCRnRE1wYy9HR4q3lS837WOGtuS6E7mpIT9rMkSikx/PICAGd7VFyuQKyLLFpa8OUE59Vq6vweB3ERtK0tQ5iWwJFnZuJuaJI1NYXV8tHhlOcOdXNjl0rprUaN9fk88b/bu9Oo+M4zwPf/6u6qve9G/tOANx3iqQoUtS+WPJu2bET27ET25k4M5k5NzMf7ny5c5dzM3Pn5szcJHaOndhxEju2Y8WWJVmSJVH7xn1fAQIg9q0bva+13A/daBIEQIIkQFD2+/vgcywCheqqt6rrfep5n4eXfnWMfa+cxiJLBMMeWldUoygy+bzG+Gicwwd76e2ZIJst8LFPbp3zTZ9hmKVuFL0TvPvWebw+J41NIWRZIjaVZnhoipHhKcZG4/zpnz1OTa1vxvE3DIOjh/v4zl+/Sn9fBKfTSnNLGKtNIZcr8v67Fxjoj+APOFmK9InFGh/Fos7RQ31omkEg6GLP/atLGR834E4aH6ZZOq/f/v9epvfiOF6fg7oGP1argmGYZNJ5pqYyjByYQrUqc7bu1HWDY0cu8f3vvM7FrjEcDpWaWh92u0qhoDExkWTfr09x4dwIX/6Dveza0zljjEkSeP0OmlouT74mxhL0XBxHVS10rKzB65t572luCc8oDmpiYpFlwtUewtUeIhOlrANdN1i9rh6fb/a9KxQuZaSoqkJLa5iu86MM9kdnHJtEPMPgQBRZlkin8gwPTrF6bX1l7Az0RygWdJpbw3i8pXv/Yl1z0xLxLIMDEZ5/5giHDvTgdtsrS5FSyRyjozGQSuNq5rmF4aEpvv+dN9j/XhcWi0x1rY/6xiCGYRCNpDm4/yLdF0YZHY7xyae245hnQn4rbnWM3cq5vdJinRddN3j7jXP86B/eYXAgCib4/E7qG0vdffJ5jXgsw+TJJPfsWXlDHaFM0+TcmWH+9lv7uNg1RntHDV//5kNsuM796mZYZJlV3nr+ZOVj7K1ey4vDRzk+dYmJfOKGajpcjypZaHKF2Bnq5ImGLbS6qirPRbdCkiRUSaHWMfuFz4J+H4m7w53sCHXwyuiJW96fm92HzYFWHq2bv+aGMLcP/dGyWayVSbqBSUa/3I6maGi8Mnao/LDu5qmmB+h0N86sGIuEIltoddXxkbq7OZPoI2cUeHfiJLvDGyrrxCVJos4eYkugk9fHj9KTGqY7OUStffZaUdM0GciMcy5xCYBWVx2rvTOXOuSMAu9MnGAkW1pb92D1Nu6v2jLrorZIMrWOEJ9vfpgLyQG6U0MciZ7nTLyPTf6OOW9oEhKb/B3srdpUmXhOfwZVUirrzb/X8ytSWpYD0TPcE14/a3JSMDUK5aI6TsWOU7HP8SZKwmGxlWpZcHM3kcWQ0fNs9nfy1bYnCV/1llqSJGwWdd4bponJK6OHiBdTeBUnn268j1VX1c2QkLBIFpqd1TxZt4uTsYvkjSLvTp5kb/XmWX9zsdkt1msuI7JIMq2uWnaG1nE+OYBm6gxkS+l8liXMpc5oOV4dO0RKyxK2+niq6X5aXXVzXGMKK71NPFa7g97UCBk9x7uTJ9keXI27PO5M02QwO8HxWDcmJmGrj0823DsrY8MiyTQ5q/l4/R7OJfqJFu7M3t7XcyE5wJHoBUxM2t31fLrpvkrr5GmlNwkO7q/eQm9qhF8Ov8Ngdpy3J46XiuuWz23B0NgfOUN/ehSAPeGNPFK7fdZSHFmSqLIH+HzzQ1xI9HMq0cvxWDfHY93sDm9Y0uwJzdQpGEWgtCbUXV66cvXntVus2C3WGdeUruuMjcYoFnXsdpWGppnH6Wout51w2ENkMkV0MkUimSVwnSJ7C6UoFjZtaeH5Z44QmUzy9999g2JhD1u3t6GqpcyA25U95nLb2H53OxaLzJp1DbS1V1NV7cVmU0in8xw7fImf/PA9BvojvPLiCbbvbKdxjmNnmiaH9l9Etsg8/Nh6HntiE3X1fiwWmYH+CM/+/DBv7DtT6XTx5Ce2Vt6Qm6bJ+GiCH/3gHS71ThKq8vC7X97NjrvbcbvtJBJZjhzs5Wc//oCuC6OVt+aLabHGRy5b4GL3GADhKg9rrpioLtSdND6ymQIvPX+Mnu4xmlrCfOmr97JuQyNOpw1d10uFOQeidHeN0dpWhdszu17XwKUIf/ftfXR3jdHcGuZzX7ibjVta8HjtZNMFzp0d5pmnD3LyeD/f+87rhMJuVq9tqEzabDaVr379/hnb/PULx/mLP/8VHq+Dr37jAbZsa73m5wiHPfzZ//rRyv9/7ZVT/OVfvEQ6lecPvnE/m7e2zntMVdVC64pqdN1gcDCKrhuVwEd/X6nNbHtHDT0Xx7nYPcbeB9dgtcqlz94foVDQaGkNYytnLSzWNTdtairNv/zzB/ReHOdTT21n244VBEMuJCQmJ5Nc6ptk05aWGRNp0zRJJnL88z++y3tvnydc5eWzX9jJtu0r8PmdFDWdvp4Jnv/FYd59+wJP/3Q/DU1Bdu9dtegdYW51jN3Kub3SYpwX0zQ5eWyAv//uG4wMxwiG3Dz+5CY2bWmhqtqLpdz1Z3gwytDgFDt2taMoC5tGGYZJ94VRvvOtVzl3ZpjOVbV8408eYsOmpavRNp1FsSvcybZgG+cSwxyJ9nAk2svZxBAZrYBhGjeUUVF6FpZwKjbW+hrZGepkZ7iDNvftrV+1ED7VyedadnE2MchgJnr9X1hk9Y4Av9e6hzrHtQvJC7N96IMTFuQZRQkN8/JFNpGPcSE5AEC1zc+mcmG1ObdTfvMZtHoZzUXoSQ+TLGZmFLFzKQ7uCq7mQOQsaT3HB5HT7AitmVVFv2jqnIxdJFpIIiOzI7gGv3VmpDdRTHMydhETE6/iZHtw9TUja1U2P9sCq+lODTFVTHE8dpEN/hVYmB35tVtU1vtXzAhMXG2rfyU/VV4jpWXLhR8Ts4ITQauHsM1HpBDnVLyHV0YPcn/1FkJW37JW+p/PgzVbCV6nI8JcIvkE55P9AIRsvnmDPlBaSlTnCBG2+RnKljq4JIvpJQ9OLIQsyZUlN5quk7lOIaDFMJKLcDFVqqzd4Ayzyjv/F20puFODV3URKcTpTg2R0fOV4ISBQV96tFLvY52vjVr73A91kiTR7m6g0VH1oQ1OHJ26QM4ooEgWNvo7qLXPn9Zpk63cHV7H6xNHmSokOTx1gc81P1gJPqT1LMdj3RiYuCx2tofW4LTMX7DXr7rZHlrDmUQfqWKGo7Eu7g6tm5Eptti8iotae5DRXJSu1CAvjeznkdrtVJU7EV3rAa1Q0MlkSu3RnC5bJd17Pooi4/OXxlU2WyCbKSxacEKSJFatqecTn76Ln//sIBfOjfA///uLbNjUxN4H1tDRWUO42ltqObnEk1BJkrh7dyd37ViB86o16S63nQceWUc8nuH733mDocEoYyOxeSdKmmZw756VfPEr9xKuunwfXbOuAafTxsXuMfp6Jjh5fGBGDQbDMDl+rJ9zZ4ex2VU++Zm7ePzJTZU6C26PnapqLybwt9/eh1Zc/ODEYo2PeCxDOlUq1hgOe+Zc4nA9d9L4SKVyjIzEME3YsrWFXbs7K5NsAK/PSXNrFdvvbi/v+8zfLxZ1Xnv1ND0XxwmF3Xz1G/dx9z2XMyPcbjuhKjfhKg9/8V+fp78vwgvPHaO5NYzbfWe0V1YUmYamIIpiITaVJh7LECzX+bhwfhRJkth93yqGBqP0dI+jawZYS+N6eHAKTTNobg1XUvcX85oDyKTz9F4c4w++8QD3PbQWm+3y+vn6xiAbNjVV/u4004TTpwZ4581zOJxWfvfLu3n48Zl1UfxbnQRDboaHY3RfGOXlF0+waWvLnJkIt+JWx9hiWYzzkkzkeOG5o4yOxHF77Hztjx9k7wOry8vRLm+vo7MGTTOQZeman0eWpEr27oVzI3znr1/lwrnRcmDiYdZtaLwtgcrpF3SbAi2s9TXw8ca7mMgl6EmNcyE5wqX0BLFCmpxeJG9oGKaBbhqYZukzqLIFq6zgUR00OUOs9TWwxttIjcOHT3XekfMBmK490cDnW3bzd937iN3G5R1e1cGXV+xla7Dttv3N3yQf+uBE0dTQym/3JZhRA6IvPUJKKw3GpJbhJ/37rrmtWDFFtpx5kdXzJLWZA1mWJLb6V1JjD9KTHuZ0vIexXHRWLYm0luWDyJnS21+bjy2BzllLMBLFDIPZcQBqHSGq7NeuW2CR5Er2hWEaXEqPkNZyc9aKUCWVRsf86eWSJOG1uqmzh+hKDTKemyKpldb5XbkPNfYge6s2058ZI6Vl+UHvi7w3eYqdobXcFVxNm6uuMplZ7krjLou9lOZ+E1kClzKjJMoT4rSW5emB16/ZhSNRTJMuT/xzeqHyu0tteh1mRs8zlJ0on7cMWb1AwSiiGRoXkoOV66GUure0hZB6U8NktNI1Ey0k+fGlV6/585FCnLxRKH+OHCktQzWByv4OZMYqP9vsqsF5jY44XtVF2Ob7UNY+1gyd3vQIumngVhy0uxuu+dZBkiRWuOrxKE6myq1Mh7KTrPSUHlzTWo7+8rEL2XzU2a9dXEuSJFZ7WpAlGc3UGcqMkyimCdpm1xVZLCGblwert9GdGiKlZfnn/lfYHznDzvBatgdW0+5uqNy/r953XdMrRfNsdvW6b/8kWcJqK22rWNRnFdy7VQ6Hlac+vxOv38kv/uUAQ4NTvPnaWd596zytbVVs27GCe+5dSeeqOhTl2oGXW2WzqfOueVZVC23t1Xi8dqaiadLp/Kz7/DSv18GDj6ybUTAQSueiuTVEQ2OAvt4JRoanZgQYikWdI4d60DWDhoYg996/elYBSFW1sH3nCl549gjdF8ZYbIs1PtLldeWSJOG5qjPHjbhTxoeiWLCXx0ZvzwSRyRR1DaUMx+m/KUnMWbATSssK9r/bhWmarFpTz85dnbNS4WVZZvXaeu7a0c7QQJQjB3sYGY7RuXJ27aLlIEnlwqNhN8lElonxBMGQu/Im2+d30N5RTW2dn9GRGPF4qXVsIp4hMpnEZlOobwygKJfH1GJdc1AKNKxd18iDj66fVa+jlGUzeywXixofvNNFJl1gzbqGOeuiSJJEc0uIVavr6L04Ttf5USbGEosenLjVMbaYbuW8mKbJ8NAURw/3YZomu/euYve9K+fcniRJC6pDY7OpyJLEpd4JvvutVzl1coBVq+v55r9/ZEZtk9tJlRVCNg8hm4fVvgaeYEtpebZeJF7MkCyWumcVDR0DE0Wy4FCs+FQHAat7wQUu7xRquebDRD7BP/e+Q9Fc/OD41dyKnS+23ctjdZsXZYnLb6MPfXAiq+fJlSc7siTPmKxPFVKVZQmjuSg/7r/2xGkmk5yen/VfQ+Vgw3SbyQPRszQ5a2akJ59N9DGYHUcC2t31dHqaZm0nWUxTNEoXiVtx4JCvv641YPUgS6W+u7FimrxehDnGvSxJeJRrfwFZJQVP+VjljeKcn9UiyXykbieKJPOrkfcYzkY4k+ijKznIr4bfp91dz56qTaz3tVFtCyxr9NSrurDL1pu62V85TsbzMX468NoN/LZJVi/c8N+8UQWjSG9qhDcnjnEidpGpQpKcnqdo6uimjm6amDeYnrcYooVkpbjmQGb8hq6x0hfi5WNnmGYla0KVFLyK65o9oWVJwqs6b1s718WU1fOVoI4qKQvK+PGozkoL3IJRJFZIVv4tWcxUlky4yl1crsdvdWORLGhmqYtPdo57wGKSJZn7qregY/Ds0DsMZie4kBqgJz3MSyP7aXXVcU94PZv9HVTbgzMyyUzTZDopbiGXuASXx44J5hJcFja7ykc+upnNW1t4963zvP9OF8NDU1zsHqO3Z4LXXjnNrj2dfOyT22huDS1pzQHTNNE0nVQyTzZbQCvqaLqBYRiMjcYrgU1dn3+tsT/gZEVH9ZzHV5Zl3O7SMpxcrjgjQ7FY0OnvLXWnCFd7ZrTuvFJVlZdQ2LMkwYnFGh+GYTId0L3V9Pc7YXz4/E62bm/jzKlBTp8c5M//j2d45PENbNzSQnWND4fj2kUSBy5FiMUy5QBEw7wTMkmSWLO+gReeO0o6laf7/OgdE5yA0tiuqvHS1zPB+FiCVWvqGRuNMzmZpL4hQFW1j6aWECeP99PXO0FtnZ/JyRRTU2mCITfh8OzifotxzU3buKXlhoqu5nMaF86PglTKFBoempr/h6XSNVEoaIyOxOhY5PNyq2Nssd3seTENk8GBCPF4BqfLxqbNzbdUo8NikbHZVfr6JvjW/3iZc2eGWbO2gT/6tw/PqGtyJ5AkCYdixaFYb7rGw53MYVH53dY9aIbOs4OHSGq56//STQpa3XypbS8fb9yGU1n8Gi+/LT70wYloPkGs3PbFKquErZfT63NGHqNc+MWjOKm2L3zdj01W51wWIUkS94TX8+LIfjJ6jmNTXTxSs72ybEMzNA5EzpIqZlFllV2h9bOWfZT2rVjpl6tKCpbrPJhIkoRFklEkCwXToGAU0eeJAE7/7LXIkoz1imDC9OT8ah7VyScb97I1uJK3Jo7zweRpetMjjOenGM9P8X7kNJ3uRh6u3c7DNdvwKDfWs3yxKLLlmhPZa8kbhUqBILfioNoWWPBnKLU2Wtr0Vc3QeXX0EP/c/ypjudK6OafFTpOzimpbAJfqwC6Xaq/0pUc4MnWhEjC4ETczf8vq+cpExae6CNsW/sXmUZzYZrTYNCsTbFmSsMrKdTNhrLL1Q9k3umholTEnSdK8xW2vJCFVMgsM0yBXPlZQGsPTD10WyTKj+O58LJKMKlvIG1Awizc1Zm6UU7HxZN0utgZW8sb4Ud6PnOZicoiJfIyJfIyD0bO0uup4qHorj9buIGAtTQosigWl/PBeLOjlSeT8DBMK5bf7iiqjqIs/8Zt+e9bcEqb5S2E+9qltnDjaz8EPLrL//S4mxhM894sjXDg3wn/4T0+UJ/6LP1aLRZ3TJwc4fKCXi91jjI/FSSVz5LLFUlZAUa+MjWsFaewOK4Hg/G0tpzt0mObMaE82my91CJAgFHLPO6m3lJdS3EgBuYVarPFht6vlIIFJLntrQec7YXxYLDKPP7mJZCLLr355lHNnhjl3Zpi6ej9b7mplx64ONm1pmXcJxuREkkJBQ5KY1Zb1ajU1XiwWmUJeY3z8zlpq5/O7qK7xcebkIONjcQzDpK9nglQyx9p1DVTXeGlqCXPg/W76eia4+55OopMpYtEMrSuqZixzgsW75qZd79heLZnIkkxmwYTDB3o4fKDnur9jGGZl6dNiutUxtphu5bzohsnEeAJMcLls1NTdWhc2i0Umk8nzj997i+NHL+Hx2vnUZ7ezdv3yZEz8Nptusfr1jocI2dz8sPdtooXFz3hud9fwh+0PsLdmrSiAeYs+1EevaGj0ZUZJlVPsG51VeNTLbwytslqZsK72NvNvOz+z4G1LSDPqTVypyVnDOl8bB6NnOZ/s51JmFJ9aqmcxnI1wNnEJHYMGexUb/O1zbsNuuTypKpoaunHt6LppmmimXplAWGVl3gnIdHeKazFMY8bPXOtCkiWJFmctX2iu4uGau7iYGuL9yVOcjvcxnp+iKzXIQM84XckB/qDtyUor1w+L0rEsnYtOdyP/buVTCy7sc61xshgM0yy3fH2F8fwUbsXB3qrNPFyzjSqbH6diR5UVFMmCLMm8OPIBJ2IXb8tEE0pBPEmSkM1SEdY/XPHR6/9SmSzJBNUrj52EekVx24V8hsWsOn07WWW1MsYM0yB/RaBhPuaM4I2M7YqAxpVZQ7qho5nXX8agmwbF8j3AKqlLWm/iStPFhT/X9CAP1WzjYmqYDyKnORm7yHg+Rl96hB9eepkLyQH+YMWTNDqrUVULdkfp86bTOQrXWaahazrJROl7wWZTsduX/g2G221n155OttzVyqNPbOTF547y+qtnOH92hGeePsi/+XeP4HLfWOeHazFNk3gsw89+/AGv7zvDVCSFx+vA73fS2laFx+vA4bASm0pz5HAf+dy1x5jFsrBU5asVKsEA6bqp21ev3V4sizU+PF47qmrBNCEymaJY1G/qmMzldo+Pyt/12Pn8l+5h6/YV7Hv5JMcOXyIymeLF547x7lsX6FhZw8c/dRdbtrXOelOcLxQxDROkhZxbFUkqTYKvN9ZuN6vVQkNDAItFZnQkRi5X4FLfJPlckcamEB6vncamIHK5AGwuW2BiPE4mk6eq2oPfX8oyXexr7sr9uxG5XBFDL82uPR47geD16+nYHdZ522feqlsZY4thUc6LaZbbn5YCqTb7rU2PdMPg5RdOEI9lsFoVMukCb71+ljXrGmZ1OxJuD4fFylPNu+jw1PHjvnc4Eesnrd1axqiMRNjmYXf1aj7dtIN2d80dW4Pjw+RDHZyIF9N8MHm6koGwwbdiRhE4n+pGkRSgQFYvLNrSA6/qYntwNcdiXcSLaY7FuljjbUHBQndqkIFMqZbE9uDqeQslehUXVllF03WSxcyCUqpjhVQlE8SrurDOs5ZJN43r1kEomFrlZ+bLErnSdKePOnuIOnuIXaH1XMqM8sb4UV4ZPUSkEOftiePU2UP8bssjH6qL06u6Sm+k9TxZvUDY5qukzy+3rJ7j3YkTjOdLaZsPVG/lq21P4FbmXg+tGRoGt2/C7rO6S9k8FMnrRWrsgQW9tZ+LjIS3vBxJM0rXhWEa8y7bMDFJadM/8+EZb1D6kpxeeqGZOlMLKOqZLGYqy2BUWcGvXn7L7VFd2C1WUlqWtJ4jvYC0xVghWQnuuFTHde8Bi0mSJBTJQo09SLUtwI7gGoayE7w1cZxfj+5nLDfFB5HThGw+vtH+cVTVUnkrXyzoTI4nWNFePe/2C3mNyGRp2YvP58Tru7HChpW3alLlfxb8uRwOK6vX1tPQGCQRz/L+u10cPdxHNJpa1Mmnrhm88tJJfv4vB5EkuHt3J09+Yiur1tRjt6uV5Q1HD/dx7uzwgiZKN/PArKqWSjZE8TqdOHTdqLy5XEyLNT48HgdV1V6Gh6aYiqYZHZ6iqWXx2mPfzvFx5d90Om1s2tLM2vUNDA1E2f9+N4cO9HDu9FDpLXPXGL/3lT08+fGtM4IxNptaypgxzesGfAqFIqYJkkylnsedQpIkmlpC2B0qoyMxYlMZBgci2GwqLW1hJEmmoTGA1+tgbCTOxESS4aEYimKhsTmEXG7juRTXXHkPb+jzWK2WcjHGUjHPr/3xgws6Bnb70qx/v5UxthgW5bxIEla1nJmoGxRvsXCvrhlMRdPcc28n1bV+XvjlEd57+wJV1V5+/2v34brBFsXCrSt1A1PZGepglbeet8bO8MbYGY7HLpG6iaUeDY4gO0LtPFC7nq2BNlR56Ysc/7a4s75BboBm6Lw5foyu1CBAufDkyhnp0a2uWtyKg6SWYTIf41JmjHZ3/S3/bYsks9nfSZ09RH9mjEORc3y07h7sFhtHp7oomhp+1c2WwErs8txRYq/qpNlZw7nkJUZzUSbyMeod4XkHtm4alY4SMhItzhpc81TjLxgaA9lxdppr59yeaZrEC6lKG9MaewDPPJPdq03/jCJZaHc30OSspslZzV9d+FdyRoGT8YvEirvuiO4VC9XqrMWjOIkX00QKcS6lR1ntbVnu3QIgqxe4lCm1h7RbrOwIrpk3MFE0NMbzsUotk4W6aiXtDf3uClc9DouNjJ5jNBdlODtJk7PmhrYxzSLJNDqry3thMpAdL3XzmKd+QlrLMZmP3/Y6G5fd/JGzyKXr52isi5xeoDs1zP3VxrwZO6ZpljoIlYv0+lU39Y7LkyaXYqfVWcdkPk4kH2ckF6HtqpauV2/vXLIfwzSQkGhwhPGqi1sobaGmAxUtrlo+7wjT4qzlL7t+RryY5myij8l8nDpHiKbm0uQimylw9swQ2++ev/tS/6VJkokcqmqhqSWEqi78q07TDLLl9Geb9frFFef7TF6fg3Ubmzh4oIdcrshUNE1T8/wdWW5UOp3nzX1n0DSd1Wvq+eafPkq4evbaeF0z0LSlC1g6nFYcDiumaTIVSWMYxpz1EwzDJJnILklwQpKkRRkfimphzboGjh+9xMREgqOHL1HfGFz09ou3Y3zM9TetVoW29mqaW8M89Oh6jh7u4+mf7Kf34jjP/vwwGzY20d55IhJIrwAAHoJJREFUuSZBVZUHq1UhmykwPha/5vYnxhPouoGiWKiqWrpswpvV3BLG4bAyOhInMpFkZGgKt9dOS1sVkgT1DQH8ASdjo3HGxxKMDMew2hRa26oq4+hOueY8XgdOp62SMeB22xd9jN6Mmxlji2ExzossSwTDpYB/JlNgYiyBuX7+QqYLsfeB1Xz9mw+VskVMk2eePsQrL50kHPbwic/cNaOriXD7TC/z+HjjXeypXk1/epJT8QFOxwbpz0yS1vJoho5hlp4u5fJSeausELK5aXfXsinQQrunhkZHCLvl9tZV+W2w/Hezm1A0NPZHzvDLobfJ6nksksz24BpWeppmDJBae4hOTyNQahf55vjRGQX4bkWzs4ZVnmZkJEZyES4kB4gVkpyKl9b+tbhqWeWZv62iT3WxOdCBLMkktQwHo+cqKdtzmczHORw9D5Te9K/3rZh3IlMwipyK95DR548EHo11kS7/e4urjqD15qr0W2WVtd62ytKGjJ6/5ue4E1XbA5WuB1OFJG+MH13y4oALZV6Req9IFmzz3ARN02QiH+NEuT3tQk3XMSlthGuOmbk0OqtY4a4DYDQX4b3JUzd9/mVJrgQUAU7FexnPzV3oyzRN+tOjDGUnbupvLQZFlq9YmmHe8JjZEliJy2JHK7ceHs1G5j13eaPI/siZSrbTRn87TuXymxeX4mBLoBOLJJPWcxyMnL3muYwXUxyKnsPAxK042OBbcduWdVyLKius8bZQVa5dktOLlXv26nUNeL0ODMPk2OFLxGNztwXTdYOD+3vI5Ys4nFY2b2u9ofZ1QwNRpqbSqKqFqhrvLT106LoBZvmhfZHfJifiWWKxTKmTS0f13A/jeqkIXCazdPczq1p6uwwwMZFgcjw558/FptJEJlNLUpwUFmd8qKqFrdtbcXvs5LJFXv31SUZHYkuzwyzt+LgWi0WmqtrLg4+s46nP78TptDI8ODWjYCBAY3OIYNCFYRicPzs8bxtY0zQ5d2aYYkHD4bCyouPmAtQLJUmXKw0tNAhQXePF53cyOZFkcjLJ6EicYNBdKeDq8zupqfUTjaQYH40zNhrDZlNpviJz5k655uwOK+0rS8d4aCDKyLUKYi6ThY6xq93MuV2M8yLLEo1NQVwuG+lUnrOnh8jnb63LU6jKg9dXWlLy6c/uYNeeTrKZAv/6Lwf44L3uUttaYdlIkkTI5mFzoJUvtOzmv2x8ir/Z/jX+8q6v8H9v/gL/+8bP8V82fpb/a9Pn+e9bvsi3d/wh/3PbV/gPq5/g0bqNdLhrcSg3V4hfuLYPTXDCMA0yWo7BzAQ/G3idv+n+BSO5CBISa7wtfLLh3lmp+FZZ4fHanfhUF0VT44WR93lx5ANihSSaoc+4QeqmQVbPM5mPcyrWw2g5q2A+Fllmd3gDtnIq9bFYNyfiPUQLSayyyrbAKnxztPm8vG8q91Ztoqnc8vO1scO8OXGMrJafsV+GaTCem+KnA/voK79B3+hvZ4N//rdCJiYnYz28Pn6UlJa9ogCQSdHQOBXv4ZXRg0CpAOTO8tv4q4/3QGaMs/E+YoUkRUOb9YVimiZ5vUh3apBYsVSU1K96Ziyt+TCQkHi8bic+1Y1m6rwyepBfDb9PNJ+Yd5xE8nFOx3sZyk4u6b6pslopMpnRcvSkRkpdWq5gmAaRQoKfD75JdzmTaKEcFht+qwcJCd00OBw9T14vzHmu53qgcCkOHqvdiVtxkDeKPDP0Nq+OHiZRTM8q2KqbOhktx0QuxvFYN5P5mW/iJEmiyVnNRn87EhJjuSi/HHq7vJzpqmsiP8ULIx/MG7y4HdyKE69Susazep4jU+cpzHOdzHXsOj2N7AytRUbiYmqInw++xUQuVlm6Nf27GS3H2xPH2Td2GN00qLYFuK96C/IVt29VsrAjtJZ2dwMA70ye4JXRQ6S13FX3E5PJfJx/GXidC8kBANZ4W9gaWLWkX7CmaTKSjXCy3GmmYBTnPE4Fo8jF1BCRfGmZi0d14ilndNTW+dmyrRWAi12jvPDsUdLpmQ+amqZz+GAvH7zbha4ZrN/YREfn5YmSrhvk87P/9vS/DQ9N8ewvDpHLFvH5nWza3DwrsKHrBrGpNPnc3NuBUpbA2GiMo4f7KBY1amp9hMOL+zbZosjl5RQm+bw2qwjkdGu8t984t6QPwaqqsOWuVmRZYmw0zrtvX5iVEq3rBseOXGJwILpk+7EY40OSJDo6a7nn3pVYLDLnzg7zj99/m+HBKJqmzz1utJlj6k4ZH9OfN53Oz1sgVJZl7OXWq7IsIV2V8eLx2tl170okSeLcmWEOHeiZ1eWg1JJzjIP7S/+2YVMTDU3BRf8sV3K5bJWWpiNDUwvKxlGtCs2tYfK5Ir09E0QjKdo7aipLDCRJor2jGsMw6OstdfWoqfXiC1zOKLtTrjmr1cLue1ficFoZGY7x/C+PzBuMM8u1FHLXGI+34lbH2NVu5twuxnmRJImGxiDrNzUBJm++doajh3vnXN5hmiZ6eenHQo9pMOzm9792H+s3NTEVTfOjH7zNqRP91y3eKyw9SZJQZAt2ixWf1UmLq4pNgRZ2hDu4O9zJ1mAbq30N1Nj9OBUbNouKLC1ti/Dfdnfsso6MluPoVBc+1U3BKJLUMvSmhjkV72UwO0HBKCIj0eFp5CttT9DimjtNbL1/BZ9q3MtP+18jXkzzj30vcSzWxRZ/JyGbr9RKz9CIF9MMZSc4n+wnkk/wzc5PUeu4doplp6eRNlctZxKX6E4NMpgZJ1euWXBXcPU1B64kSbS7G/hYwx7+ofdFJgtxvtfzKy6mhtngW4FXdaGbBuO5KO9OnuLw1DmKhkajo4rPNN4/ZweQadPF9v6p79f0p8fYFOjArTjQTYPe1DC/Hj1QqYux0d/O3eH1s9tkYXIq3ssPel9kpaeRtd426h2hSn0G3TRIFbN0p4Z4bfwwWT2Pw2Jla2DlsqWH34o13laearqfH196lYSW4Yd9v+ZYrIutgZWEbX6U8jhJFNMM5SY5nxhgMh/ja+0fo8Exe02yiYlulIqOFowiBUMjkk9U6kHkjQJjuShuxYlVVrDKaqk7hSTN6D7hUuys97VxIHKWoqnx/PC7qLKFVZ5mbBaVnF5gKDvJm+NHORG7SK09xGQ+Tt5YWIaQRZJZ523jrYnjpLUsr44dwiZbWetrxW6xoZs6Ob2AZuis8jbN6sYhI7EtuIrH63by3NC7TObjfK/nOQ5PnWOTv4Og1YssyRQNjVghyWB2gnPJfhLFNH+26vOzlv/4VTeP1e7kfKKfSCHBa2NHSGs5dldtIGT1opsmk/kY70ye5ESsmyqbn8nCtdONl4oqWVjna+No7AI5o8Dzw+8hIdPhacAqK2iGXm4za7LW14pPndkJwaOUOuH0pUfpTg3y8ugBxvNT7KnaSLXNj0WykCimORnv4c3xo8SKKVyKnc803Ue7e2YrMkmSaHZW88mGe/lez/NECgl+eOll+jNjbPZ34Ld6KkGs9yZPsT9ymrxRpNYe5DNN9895zZqU2jMWrxjD8WJqRoZItJBgPB/DJiuo5TGsSLPXXZqYdCUH+auup+n0NLLW20qDswqf6sYqKRiYpLQsfekR9o0dJlZMYZUVNvk7KllZNpvCo09s4sihPkZHYjz90/3kCxo77m7H43WQz2tcODvMs784zPhYnFDYzZOf2DKj3sRUNM2+X5+kps5PdY0Xt8eOLMtkM3ku9U7y6sunOH70EpIMu/asZOWa2csAp6JpvvPXr1LfGKCjs4aqah8erx2rVcE0TdLpPIP9UV5/5TQnj/ejqgr3PbjmhuteXI/P76SuPsDIcIyzZ4Y4eqiXDZuasdpUMpk8fT0T/OLpA3SdH8FikRfU0vBmyBaJTVtaWNFRQ/eFUX7x9EE8Hjubt7XidFnJpAucOTXIv/50/5IWSlyM8QGl4n6ffGo7/X2TnDszzFuvnWVsOMaDj65jRUcNHq8di8VCLlsgNpVmaHAKq1XhsSc2IlmkO2Z8AAwNTvHCL4+wcnU9TS0hgiE3TlepGHcmk6evd5KXXzxBKpWjqSVMTc3MQn2KYuG+B9dy4P1uus6P8g/fe4t8vsja9Y24XDZy+SI9XWP84ulDXOqdIBT28NiTm3AvQe2MKzU2h/B4HcRiGfa9fIoVHTU0t4RRrRYKeY1stoDP55xRfNFikWltreJ1/TTHDvei6wYdq2Y+N67orMFikTl1YoBMOk9zS3hGIdA75ZqTJIn1m5rYc99qXn/lFC88exRdN9hz32qqqj2oqkKxqJNK5hgbi3Ph3AgrV9Wya/fKSlebxXKrY+xqN3NuF+u8+AMuHntiI13nR4lGUvztt15jbCTOmnUN+AMuJFkinysSjaQYGogSDLvZtr1tQcsGJamUmfHFr9zLX0Ve4lLfJP/09+/w7/+Th8amoJjoCsIV7tjgxFguyt90PwOUHo6LV1Sfl5HxqS52Btfyyca9tLvr5yyaJ0kSDouNTzTciyJZeGbwbaLFJO9NnuL9yVPlbh4ymqlXUueB0oRqAUklfquHnaF1nEsO0J0cxMDEwGBLoJO66wQ2oDQxfKTmLnRTL781neLng2/y4sgHuCx2dAySxQyaqaNKCqs9LXyl7SOVJQjz7pfq5lONe3lu+F1+OfQOvx7dj8NiQzcNkloG3TRQJAvrfK38XsujlSKEc4kXU3wQOcMHkTNYZQWX4kCRLBimSUbPVSYqLoudR+t28FDNtnkLGN6pSkVyrHysfjeKZOEXg28RKcTZHznDgciZSrBnepxMx7kDqgd5jkJWaS3LL4fe4WziUmnslsdvopgmU64M3Jce5b+d/VElKKHIClZZ4f7qrTxQvaWyLVVW2Fu1meOxixyOnmcwO8F3Lz5LyObDKivk9CKxQrI07vwr+UzT/fxV19OV4NNCPvvO0BqOxbp4c/wo0UKSH116GY/qxCaraOW2tXaLlf+46guzghOSJOFWHHyu6UEcFhu/Gn6PWCHFWxPHeXviRKWbh2boM67haltgztavkiRxV2AVv9P8ED++9CqxYpI3J46xP3IGl+LAwCClZbEgc3d4HRt97Xy/91fLspRIkiTuq97MqXgPh6cuMJqL8v3e5/EozkoAL68XCFg9/Oe1X54VnJAkiQ53I19v/zj/1PdrziUu8UHkNIej53GrDmRksnqOjJ5HRiKgevhM0/08XrtzztajsiRzb9UmNFPnp/37GM1FeW74XV4ZO4jL4sDEIKllKRpapWbMl1sfZ4NvxZzX7MlYDy+MvE+imKmM47xRZDR3OavsJ/2v8sLw+6iyiipbUGWFBkcVTzXeP7trj0RlCdvB6DlUScFV7jYzvSxmeimKw2Lj/urNPFF3d2XpjCRJrFxVy1e+vpd/+N5bjA7H+ekP3+PVl07i9tgp5DUmxhMUCjpV1V4+/8V72LSlZUb9g3Q6z3PPHCE2lcYfcOFy2ZBkiVy2SGQySS5XxOmysfOeDj77hZ1zVrfXdYOu8yO8se8MdodKIODC5bZjVUv3xWymwORkkkw6j8fr4IGH1/HI4xtuqO7FQtjtKo89uZGLXaOMDMX4H//PC7S2VWG3q6TS+dLb/qLBE5/YwuEDvfReXNg94UZJkkR9Q4AvfOke/u5vXmN0eIpv/+XLNDWHcThUstkiI8NT1NT6uO+hNby57+yS7cetjo/p7bR31PCNP3mIf/i7tzh3ZojTpwY5f26YQNCN221Dtsjkc0USiSypZI5dezp55CMbkLlzxgdAJp3n1ZdP8fyzRwmHPfgDLhwOFSSJXLbA2GicaCRFMOjmo5/YQlPzzIyHUi2PIF/74wf522+/xsWuMf7y/32JhqYgTqeVfF5jZLhUPLS6xssXvrR7zmO62Gprfdx7/yp+9pP9nDszzH/7P39JTZ0fVbFQKGpomsEf/tEDbNzcXPkdxSLT0lZ6kdB1fgybTaV1RdWM7TY0BPD6HPR0j6FpBq0rqmYEJ+6ka87vd/HFr+xB1w3ee+s8z/78MG+/cY5gyI2iWCoZDVPRUhbP17/54A0t+VyoWx1jV7uZc7tY50WWJXbe00k0kuanP3qfocEo3/3WPsLVXrxeB7Iskc8XiccyxGIZPvs7O9m8tRV1gaUjJEli/YZGvvyH9/Kdv97HqRMD/PAHb/P1P35oVrtaQfhtdscGJwzMyoOqjIRdLlW3D9q8tLnq2BVezwbfCjyK87oRR5fFzscb9tDpbmTf+GG6k0NMFuJktTwFo4AiWfCqLvyqmzpHiE3+DjrK6dHXokoWNvrbqbL6GCt3U3BYrGwLrsK5wMr3DouNJ+vuodFRzb6xQ3SlBonkE0wVk8jIuBUH1fYAG33tPFK7nRZX7XXbXOqmwfbgalqcNbww8gFdyQFixRSaqWOXrYRtPjYHVvKx+ntocs7dW11GZrWnhUdrd9CbGiZSSJDWsiSKaQzTRJZK56TeEabRUcWeqo3cE15fSXP/MHIpdj5afw8d7gb2jR2mKzXIZD5GpjxOLJKMR3XhU13U2kNs8rfPWTizYGicjvdyIDr/Q3hWz9OdGpr131tddcCWGf+tyubnays+SrUtwLFYF5P5GCPZCLIk4bTYqXeE2RpcxUfrdlHrCFJjDy44OAGlrjZfbn0Mn+ri6FQX4/kpUlqWpJnBKqs4FTuNjipcyvzLdfyqm6ca72elp4k3xo5yMT1MJB8nq+fRjVIwzK+68VtLhRy3BlbS5Jy7mr5aXo4VtHr59eh+etMjJIppYsUkDouNZmcNu0Lr+Ejd3aS1HFZZXbY6J7X2IF9v/xhVg29zKt7DRD5OQssgQSWY1+CswjFPppMsSWz0t/MfVn2Wl0cOcDzWzUguQqqYwcDELltpclSzwl3PwzV3scnfgUOZ/95ik1UeqrmLOnuIV8cOcS5xiclCnFgxiURpvLQ4a1nna+XR2h2scNXP21lnLBdlf+RMpVXzXIazEYaZuQSu1VXLR+p2UsXl4ISExApXPU/U7eJiaojJfLw0xrRM5X5ik63U2UM0OMLsDK1jb/UmAurMBzbVqnDv/Wvw+py88OwxerrHiEZTTE6mUBUZf8BFW3s1H/nYZrZua8Vmm/nU6HbZWL+xibOnh4jHMkxOJDEMA1VV8PocdK6qY9eeTh58dD3BoGvOe6PLZWPPfas5cayfaCRFPJ5lvFwM0CLL2OwqgYCTdRsa2Xv/GnbtWYnHa7+huhcLIcsSd9/TSSqV55UXTzDYH+XQwR4ssozbbae+McCjT2xk7/1rGB9N0NezdPVZLBaZu3d3IkkSzz9zhN6ecc6fG0aWJfx+Jxs3N/PJp7aTTGZ5960LS7Yftzo+psmyxNr1jfzH//xR9r18ikMHehgbiZNMZitdPqw2BY/HTkNjPWvXN1Y6ltwp4wMgGHJzz70ruXBuhGgkxeREkmJRqxQu9PmdbN3exsOPbWDX7k7UOdqFyrLMho3N/OmfPc5zzxzhzMlBenvGKeQ1VNVCIOjm7t2dfOSjm9m8rfW6LUcXgyRLfOzTd6FpBvvf62Z8PMH4WAJZlrA7rIRC7jl+CULlyXM0kqKpJYTfP/PFjMttp7E5xMR4EqtNob4hgKJcft66k645gLp6P1/74wfo6Kzh/Xe7GB6Mcql3kmJRR1FknC4bdfV+mlvCrFnXgGUJgkaLMcaudDPndjHPi6paeOzJTdQ3BHj5xeN0d40xFUkzXq6VoVoVvF47q9bUVzJtboSiWti1ZyUjwzF+8sP3eP/tLqqqvPzu7+/G6RQdPAQBQFqKNWg3wQSIF1KciPfMmGhIlN4IWmUVj+IkbPMRtvnmTB1eiLxeZDwfZTwXI6Pn0M1ShXyXYseveqi1B3FYbAvedk4vdahIFEvr/RwWK+u8bfisc3w5XoNpmuSMAsPZSSbzcXJ6Abn8VrrGHqLa5r9me86pQpL/7dT3OJu4RNDq4c83/hvaXHWktRz9mTFixSRFQ8dusVJtC9DgDM/59vVqmqEzWSh1AEhqGfJ6sdLe0WGx4rd6qLOH5u0gsZTSWpYTsYtk9Dwuxc5GXzvOa0ygb0TBKDKem2I8HyOj5dBMHYsk47TY8Vvd1NqDOC32OT9zQS9ytjwpvBESpeKk83WUKehFBrMTjOdj5PQ8EhIuxU61PUC9PYQiK+UuDJcYzkZodtbQ4W5Y8HnRDI3hbISxfJSMlsfExCqruBU7IauPKrv/umPGNE3yRpGxcgeajJ7HKGfquBQ7AauHGnsQu3z9IkKmaRIvphnMjhMrpNBNA6dip84epNYeQpEt5PRCpdZDi7OWtnJxztstrxcZvuLcgFS6Z6mO0rG7zvULpWttIh9jJBchrWUxTBO7pRRMrLOHZxTAvJ7p+g3D2UkmykGi6WBWjT1IrT143f0ZyUboSg5QNG+s+4tbcbDO1zZnlxXd1InkE0xW7icF9PL9xG6x4lPd1DtC1w06m+U30IMDUSKTSQqFyxOlxqYgbs/c16ZpmqRTeYaHokxNZchlCxiGiaqWHqLrG/wEgu7KRHM+umYQjaSYmEiQTOTI54voulFZXx0MuairD+ByL/y75GYZhsnoSIyhgSjpdB6LRS5NmpuChMJuZFnmwrkRhgajrFnXQE3t5bRqXTM4fWqQifEEPr+Tbdvb5t3fs6eHGBmO4XRa2XLX3BN70zSJTaW51DdJIp5FliUCARfNbVW43TaSiSzHjlxCUWS2bV+xZNXqb3Z8zMUwDGJTGYaHpkgmspUieTabgsdbaj0aDnuwXDGJvZPGRz5fZHw0weRkknQqX544gtVWyuqoL7fQXMh+5HNFBgeijI/FS8EJq4VgyENDUwC327GgAItpmqX0+9ND2GwK6zY0Egje2PPStGJRZ7A/wthonFyuiCyXWrX6Ay4am4M4HDODwulUjlMnBkil8gRDbtaub5gxjotFnQvnRhgdiWG1Kqzf2EQgOPuFy61cc9PGRuOVIqObtrYSCt/cMYDSMY1MltqfJuJZikUNRbHgctuoqvZSXe1d0s4QiznGpt3ouYXFOS/TTNMkly0yPDRFZDJJNlvANMFqLQWya2p9BMvti6+UTuc5dXyAVCpHS1uYFe01c36fpNN5ThzrL2VQeeys29gk2osKvw0WdBO4o4ITws27MjgRsHr4841/VCmOJwiCIAiCIAiCIAjLZEHBiTt2WYfw4acZOnmjsGiRJwmwydbrvvEVfnuZpknR1CgYt9YC7EoypZokH7ZaKsKdR9N08vnZHV1uhERpScFS1Ci43cTxmEkcD2GpiTEmCMKdTtxZhCVzdOoCP+h7kYyWW5TtuRUnX2v/KJv8HYuyPeE3j24avDSyn18MvrVo26y2B/hfVv0ONfalbY8n/OY7d2aY735rH8nE/HU8rsdmU/nc7+3iwUfWLeKeLQ9xPGYSx0NYamKMCYJwpxPBCWHJ5IwCY7kp0tcoqHcjvGqevL48hQ+FDwez3JJyNBddtG1KkoRuLl3PeuG3h2GY5LIFMpmFtfqdbxu6dmN1QO5U4njMJI6HsNTEGBME4U4nak78hrgTa06MZqOcTvSiGYvzJabKChv8K6i6qp2lIEwzTIPe9AjdydmdUG6WU7GxLbBq0YqtCr+9crki0UgKXb/5YJcsSfj8TtyeD/94FMdjJnE8hKUmxpggCMtI1JwQlletI0itQ6TCC7ePLMm0uxuWPTAnCHOx21XqGwLLvRt3DHE8ZhLHQ1hqYowJgnCnExXeBEEQBEEQBEEQBEFYViJz4jeE3WLlsdqdbA2sxGGxEVA9y71LgiAIgiAIgiAIgrAgouaEIAiCIAiCIAiCIAhLZUE1J8SyDkEQBEEQBEEQBEEQlpUITgiCIAiCIAiCIAiCsKxEcEIQBEEQBEEQBEEQhGUlghOCIAiCIAiCIAiCICwrEZwQBEEQBEEQBEEQBGFZieCEIAiCIAiCIAiCIAjLSlnuHShbUGsRQRAEQRAEQRAEQRB+84jMCUEQBEEQBEEQBEEQlpUITgiCIAiCIAiCIAiCsKxEcEIQBEEQBEEQBEEQhGUlghOCIAiCIAiCIAiCICwrEZwQBEEQBEEQBEEQBGFZieCEIAiCIAiCIAiCIAjLSgQnBEEQBEEQBEEQBEFYViI4IQiCIAiCIAi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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Repository'\n", - "plot_wordcloud(df, repo_tool, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Almost the half of the RSEs' projects have a bus factor of 1 (38%), followed by a bus factor of 2 (35%). Higher bus factor is only marginal with only 9% of the projects having a bus factor of 3 and 6% a bus factor of 4. Higher number are anecdotal. However, it has to be said that, the majority of project are conducted by only one developer, as seen in Collaboration and training.\n", - "\n", - "Big or small projects, the presence of a transition plan can mitigate the low bus factor and the risk of project failures. However, only 24% of them are doing so.\n", - "\n", - "On a better news, 98% of the participants are using version control, with a massive preference for Git (84%). Keep in mind it is a multichoice question. The percentage represents the percentage of participants that have selected that option and it could be alonside other choices. \n", - "\n", - "For testing, 7% of the participants confessed they were not implementing any testing at all. It may seems a low number but we think it is still a high percentage considering the specific work of this population. However, it is a big decrease compared to last year (-7%).\n", - "When they are conducting testing, the RSEs seems to prefer (or only able to implement) *Developer testing* (80% of them) or letting the users conduct the testing (22%), while the use of test engineers is marginal (7%)." - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bus Factor" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Bus Factor for United Kingdom
0.052.336449
1.08238.317757
2.07735.981308
3.0219.813084
4.0146.542056
5.041.869159
6.031.401869
7.031.401869
8.010.467290
9.010.467290
10.010.467290
11.010.467290
700.010.467290
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for United Kingdom \n", - "0.0 5 2.336449\n", - "1.0 82 38.317757\n", - "2.0 77 35.981308\n", - "3.0 21 9.813084\n", - "4.0 14 6.542056\n", - "5.0 4 1.869159\n", - "6.0 3 1.401869\n", - "7.0 3 1.401869\n", - "8.0 1 0.467290\n", - "9.0 1 0.467290\n", - "10.0 1 0.467290\n", - "11.0 1 0.467290\n", - "700.0 1 0.467290" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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9YXNyzvGcw+Es9t7PZ4Y5e79rrXf/9jqHffmt3/u+5cP0H1F90JsCXGF7btm2xPbxdcbXrCRdDcygWjHxIeCXgG9TTVo43/bf1xhe05I0r3MTcBrwCIDtswc9qBYgaZHtE8vty6heE+4BPgx8I+9b/SPpeeBY2zvL1entwBzgQ6X9vFoDbFKStgJvAi8BdwJ32d5Sb1TNTdJ/Ur1fjQTeAEYBd1P9rWJ7Vm3BNbHyGess4DHgDKqV1t4AzgUut/1ofdFF9J6k8bZfrTuOZiZpHHvOCbS5zngGWpJA0ot0vbzeu4Dnbf9cPZG1NkkbbE+oO45mI2klcLLtbZImUn1B+Xfb10taavu4WgNsUuW8TgGGA5uAwxuqAZ61fUytATapUja7GriJanlYUX0J/G0A2wvri655Nf5fl7QYOMP2FkkHAs/YPrreCJuTpDW2jyy390iqS1pme0p90TUvSUuBDwLTgZnA2cB3qF4L7rb9wxrDa0qSVtg+RtIwqur1w2y/LUnA8rxn9U/HZ4FyLkcC99ueJmkCMDefsfpH0mjgL4BzgEOpPg/8LzAXmG37jRrDi9iDpCnAl4DRVK+vUBWIvEGVDG6JIWHD6g5gP7ALOAxY36l9fNkW/SRpRXebgHGDGUsLGdIxBMz2K5KmAXPKcpAZr95/O8sY6u2SXuoo+7b9lqS8DvTfCcAVwF8Bf257maS3kvzZa0PKSitDqC7mbAGw/aaknfWG1tRWNVSpLpd0gu3nJE0CMrym/2x7F9Xy0AskHUBVeXkBcB0wts7gmtSQcrHyQKpqoNHA61QXMg6oM7AWMIxqGNhwqgorbG8of7fRP1+jqgCe1rHCUll56eKy7cM1xtaSJD1ge0bdcTSpW4E/sP1sY6Okk4BbgGPrCGqgJQkEfwI8LKnL5fVqi6o1jKNaDrLz8o8Cnhr8cFrCZklTbC8DKBVBZwFfAXL1v//+T9JI29uprlgDP7l6lSRQP5Uvfl+QdFf5uZm87wyE0VSVFALcUfYtaRRJBu+NS4HrJf018BrwtKSNVJ8NLq01sua2x99kqbyeB8wr1RbRdzcDa4GhVEn2uyS9DJxENb1B9M9NwGJJzwKnAtcCSBpLlWSL/plo+9rGhpIMulbS79cUU9OT1N0UEKKqbo/+ObBzAgjA9jOl4roltP1wMMjyevuKpJuBW2w/0cW2O2xfWENYTU3S4VRVK5u62HaK7SdrCKvpSRpue0cX7YcA422vrCGsliPpTOAU239ZdyytqHyhHmd7Xd2xNDNJBwE/S5Ww/O9WmwdgsEmaZPvFuuNoNZIOA7D9P5LGUA2322B7Ub2RNTdJvwAcSTXR/tq642kFkhYA3wJu63g9LfOtzAJ+zfb0GsNrWpLeBhbS9cWfk2y/e5BDagmSbgCOAG5nd4HI+4GLgHW2W6JIJEmgiIiIiIiIGHBl+PJVVCsxH1qaN1NVBM623XnEQPSCpFXAuba/28W2jbbfX0NYLUHSDLpeObxlVgxOEigiIiIiIiIGVVYL7j9JHwVW2n6hi23n2L63hrCiSQypO4CIiIiIiIhoO9fUHUCzsj2nqwRQ8d5BDaaFSBotabakNZJel/S9cnt2GXrbElIJFBEREREREQPuHVYLnmR7+GDG0w4kbbA9oe44mpGk+VSr2d3WaTW7WcDptltiNbskgSIiIiIiImLAlZVBu10t2PZhgx9V80tybd+Q9ILtn+/rtmaTpXojIiIiIiJiX7gPGGV7WecNkh4d/HBaxjh6SK4NfjgtY72kK+l6NbuNPR3YTJIEioiIiIiIiAFn+5Ietl04mLG0mCTX9o2ZVKvZLSzJH7N7NbvfqjOwgZThYBERERERERHR1iR9ErjHdstU/XQlSaCIiIiIiIiIaGuStgJvAi8BdwB32X6t3qgGXpaIj4iIiIiIiIh29zJwOPA54ARgjaQHJV0s6T31hjZwUgkUEREREREREW1N0hLbxzfcPwCYAVwATLc9trbgBlCSQBERERERERHR1iQttX1cN9tG2t4+2DHtC0kCRURERERERERbkzTJ9ot1x7GvJQkUEREREREREdEGMjF0REREREREREQbSBIoIiIiIiIiIqINJAkUERHRJiS9LWmZpOWSlkj65QHoc5akLaXfZZJu70cfYyRdPgCx/KakNZK+3c/jJ0pa1antM5I+/Q7HnSDphnJ7Wn/Oq6RXJB3SU7ukD0paJ+k4SWdLuqqvj9PNY0+TdN9A9BURERH7t2F1BxARERGD5i3bUwAk/TrwD8CvDkC/X7X9ib04fgxwOXBjbw+QNMz2zk7NlwCX2X5iL/roM9vPAc+Vu9OAbcBTe9tvI0nHAHOAmbaXAkuBeQP5GBEREdH6UgkUERHRng4Cvg8/XQki6YuSZpXbsyWtlrRC0nW97VzSZZIWl6qjr0saWdrHSbqntC8vVTOzgSNKJdHnVfm8pFWSVkqa2RDn45LmAas7Pd7fAlOBm8uxIyTdUo5fKum0st8sSfMkPQI83JcTJulRSddKWiTpRUmnNp4/SROBPwQ+VZ7LqZLGlue/uPw7pRzzPkkLJD0v6SZAPTz0kcC9wO/ZXtTwPL5Ybt8q6QZJT0l6WdJHS/sQSTdKWivpIUn3N2z7SGlfApzX8BwPlnRv+X0/U5JPHRVRt5Xzv17SeZL+sZzfByUd0JdzGREREfVIJVBERET7eLekZcAIYDxwek87S3ofcC4w2bYljelm15mSppbb19u+Bbjb9pdLP39HVaXzz8ANwELb50oaCowCrgKOaqhSOh+YAhwLHAIslvRY6f/4su+6xgBsf1bS6cCnbT8n6c+qZh8taTKwQNKkhj6Osf36O52wLgyzfaKkM4CrgekNMbwi6UvANtvXledyB/AF209ImgDMp0rqXA08UeI+s5yf7swFfvcdKpzGUyXBJlNVCM2hSu5MBD4AHAqsAb4iaQTwZarf/38BX23o5xpgqe1zyvm8nep3AXAEcFrp72ngfNtXSroHOJMqURURERH7sSSBIiIi2kfjcLCTgdslHdXD/luBH1FV19wHdDdvTFfDwY4qyZ8xVIme+aX9dOAiANtvA1slvbfTsVOBO8v2zZIWAr8I/ABY1DkB1I2pVEknbK+VtB7oSAI91E0CyN301dh+d/n5HaoEyzuZDnxA+kmhz0GSRgG/QqnAsf1NSd/voY9vAZdKml/OSVfutb0LWC1pXGmbCtxV2jdp91xJk4F1tr8LIOk/gI81HHN+ieuRUrF0UNn2gO0fS1oJDAUeLO0r6d25iIiIiJplOFhEREQbsv00VZXNWGAne34mGFH22QmcSFVVcha7v/T3xq3AJ2wfTVVdMmLvowbgzX3Yx/eAzgmpg4HXGu7vKD/fpncX04YAJ9meUv79jO1tfYoWOhJsPc2ZtKPhdk9Dy/bGDoCSVPqx7Y7k2C5yYTEiIqIpJAkUERHRhsoQqaFUiY/1VNUqw8uQrw+VfUYBo23fD3yKanhWb70HeLXMFfM7De0PAx8v/Q+VNBr4Ydm/w+NUQ8yGShpLVTWzqI9P8fGOxy3DwCYAL/R0QEnOvFqGQSHpYOAjQK8mmi46P5cFwB933JHUMbTqMeDC0jaDn04+NdpV9p0s6bN9iOVJ4PwyN9A4qkmrAdYCEyUdUe5f0HBM43mbBrxm+wd9eMyIiIjYj+WqTURERPvomBMIqmqRi8vwoo2SvgasAtZRrTwFVTJjbplDRsCf9uGx/gZ4FthSfnYkRq4A/k3SJVTVNB+3/bSkJ1Utz/4AcCVwMrCcaijWlbY3lcRVb90I/GsZurQTmGV7R8OwrO5cBPyLpH8q96+x/VIfHvcbwBxJv0GV/Plk6W8F1eeux6gmj74GuFPS81QriW3oqVPbP5J0NrBQ0mZ6VxH1daqE3mpgI7AE2Fr6+hjwTUnbqRI/Hb+fz1DNG7QC2A5c3OtnHhEREfs97a7kjYiIiIhWImmU7W1lku9FwCm2N9UdV0RERNQjlUARERERreu+MsTvXcDnkgCKiIhob6kEioiIiIiIiIhoA5kYOiIiIiIiIiKiDSQJFBERERERERHRBpIEioiIiIiIiIhoA0kCRURERERERES0gSSBIiIiIiIiIiLawP8DgKBre1fS6f8AAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Transition plan" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Presence of a transition plan for United Kingdom
Yes5224.29906525.327511-1.028445
No16275.70093574.6724891.028445
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Presence of a transition plan for United Kingdom \n", - "Yes 52 24.299065 \n", - "No 162 75.700935 \n", - "\n", - " Percentage in 2017 \\\n", - "Presence of a transition plan for United Kingdom \n", - "Yes 25.327511 \n", - "No 74.672489 \n", - "\n", - " Difference with previous year \n", - "Presence of a transition plan for United Kingdom \n", - "Yes -1.028445 \n", - "No 1.028445 " - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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+jQy9ct6W4dh+M8ODr29eQC2T1vQemvSGJPsm+X6GEOLD67i/nzOlY/qDDPfwv2d4DtIfJnlaa22hPfeS4Zvjvp7k6qq6bpz3qgwPb/7C+H74vxl6nqW19tEM99snxzafnO+OWms3ZHjw9C8mOWUNYfRc616X5FkZHoZ9fYbw6/wMQVoy3G8fy/Bvw7/l56/ZQn9GArAJq9sP+waATUMNX2d+Wmttzq/3XoftPT/Ji1prj5rG9qA33kOblzFIujzJ81prn1rsegDYuPQMAgCADozDP7cdH0L96gzPcVpIjzUANhPCIAAA6MMjM3xz38zwuoNaaz9a8yoAbI4MEwMAAADoiJ5BAAAAAB0RBgEAAAB0ZMki7dfYNAAAAIDpqvk00jMIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAACADeAb3/hGli1bdtufe9zjHnnrW9+aJHnb296WBz3oQdl7773zp3/6p0mSz3/+83nIQx6Shz3sYbnooouSJDfccEOe9KQn5dZbb1204wA2P9XaonzLu6+WBwAAuvHTn/40u+yyS774xS9mxYoVeeMb35hzzjknd77znXPttdfm3ve+dw4++OCceOKJufTSS3PmmWfm+OOPzxFHHJGnP/3peexjH7vYhwDcMfhqeQAAgE3Bueeem/vf//7Zfffd89d//dc58sgjc+c73zlJcu973ztJsnTp0qxatSqrVq3K0qVLc/HFF2flypWCIGDqlix2AQAAAJu7M844I4ceemiS5Jvf/GbOO++8/Nmf/Vm22mqrHHfccdlvv/1y1FFH5Xd/93dzl7vcJaeeemqOOOKIHH300YtcObA5EgYBAABsQDfffHPOPvvsvOlNb0qS3HLLLfnud7+bL3zhC/nyl7+cQw45JCtWrMiyZcvyhS98IUny2c9+NjvttFNaa3n2s5+dpUuX5vjjj8+OO+64mIcCbCYMEwMAANiAPvrRj2bfffe9LcjZddddc/DBB6eq8vCHPzxbbLFFrrvuutvat9Zy9NFH57WvfW3e8IY35M1vfnNe/OIX58QTT1ysQwA2M8IgAACADei9733vbUPEkuSggw7Kpz71qSTDkLGbb745O+yww23LTznllBxwwAHZfvvts2rVqmyxxRbZYostsmrVqo1eO7B58m1iAAAAG8hNN92U3XbbLStWrMg222yTZBg29oIXvCBf/epXs+WWW+a4447L4x//+CTJqlWr8rSnPS0f//jHs3Tp0px33nn5gz/4g2y55ZY5/fTT88AHPnAxDwfY9M3r28SEQQAAAACbB18tDwAAAMDtCYMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4sWewCAABYPHscec5ilwAAi+rSY5+22CVsdHoGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEfmHQZV1QOr6qsTf35QVa+oqu2r6hNVddH493YbsmAAAAAA1t28w6DW2jdaa8taa8uS/EqSVUnOTHJkknNba3smOXecBgAAAGATtK7DxJ6Q5OLW2mVJDkxy8jj/5CQHTaMwAAAAAKZvXcOg5yR57/h6x9baVePrq5PsONcKVXV4VZ1fVecvX758HXcLAAAAwPpYstAVqmrLJL+V5KjZy1prraraXOu11pYnmUmB5mwDAAAAwIa1Lj2Dnprk31pr14zT11TVTkky/n3ttIoDAAAAYLrWJQw6ND8bIpYkZyc5bHx9WJKz1rcoAAAAADaMBYVBVXW3JPsn+fDE7GOT7F9VFyV54jgNAAAAwCZoQc8Maq3dlOSes+Zdn+HbxQAAAADYxK3rt4kBAAAAcAckDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6sqAwqKq2raoPVtV/VdWFVfXIqtq+qj5RVReNf2+3oYoFAAAAYP0stGfQCUn+qbX2oCT7JLkwyZFJzm2t7Znk3HEaAAAAgE3QvMOgqtomyW8keXeStNZubq3dkOTAJCePzU5OctC0iwQAAABgOhbSM+h+Sb6T5O+q6itV9a6quluSHVtrV41trk6y47SLBAAAAGA6FhIGLUmyb5K/bq09NMlNmTUkrLXWkrS5Vq6qw6vq/Ko6f/ny5etaLwAAAADrYckC2l6e5PLW2hfH6Q9mCIOuqaqdWmtXVdVOSa6da+XW2vIkMynQnIERAAAAABvWvHsGtdauTrKyqh44znpCkguSnJ3ksHHeYUnOmmqFAAAAAEzNQnoGJcnLkrynqrZMsiLJ72UIlN5fVS9MclmSQ6ZbIgAAAADTsqAwqLX21SQPm2PRE6ZTDgAAAAAb0kIeIA0AAADAHZwwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI0sW0riqLk1yY5KfJrmltfawqto+yfuS7JHk0iSHtNa+N90yAQAAAJiGdekZ9LjW2rLW2sPG6SOTnNta2zPJueM0AAAAAJugaQwTOzDJyePrk5McNIVtAgAAALABLDQMakk+XlX/WlWHj/N2bK1dNb6+OsmOc61YVYdX1flVdf7y5cvXsVwAAAAA1seCnhmU5FGttSuq6t5JPlFV/zW5sLXWqqrNtWJrbXmSmRRozjYAAAAAbFgL6hnUWrti/PvaJGcmeXiSa6pqpyQZ/7522kUCAAAAMB3zDoOq6m5VtfXM6yRPSvKfSc5OctjY7LAkZ027SAAAAACmYyHDxHZMcmZVzax3emvtn6rqy0neX1UvTHJZkkOmXyYAAAAA0zDvMKi1tiLJPnPMvz7JE6ZZFAAAAAAbxjS+Wh4AAACAOwhhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANCRBYdBVXWnqvpKVf3jOH2/qvpiVX2rqt5XVVtOv0wAAAAApmFdegb9zyQXTkz/RZK3tNYekOR7SV44jcIAAAAAmL4FhUFVtWuSpyV51zhdSR6f5INjk5OTHDTNAgEAAACYnoX2DHprkj9Ncus4fc8kN7TWbhmnL0+yy5RqAwAAAGDK5h0GVdXTk1zbWvvXddlRVR1eVedX1fnLly9fl00AAAAAsJ6WLKDtryf5rao6IMlWSe6R5IQk21bVkrF30K5Jrphr5dba8iQzKVBb95IBAAAAWFfz7hnUWjuqtbZra22PJM9J8snW2vOSfCrJM8dmhyU5a+pVAgAAADAV6/JtYrO9Kskrq+pbGZ4h9O4pbBMAAACADWAhw8Ru01r7dJJPj69XJHn49EoCAAAAYEOZRs8gAAAAAO4ghEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR+YdBlXVVlX1par6WlV9vareMM6/X1V9saq+VVXvq6otN1y5AAAAAKyPhfQM+nGSx7fW9kmyLMlTqupXk/xFkre01h6Q5HtJXjj9MgEAAACYhnmHQW3ww3Fy6finJXl8kg+O809OctBUKwQAAABgahb0zKCqulNVfTXJtUk+keTiJDe01m4Zm1yeZJfplggAAADAtCwoDGqt/bS1tizJrkkenuRB8123qg6vqvOr6vzly5cvsEwAAAAApmHJuqzUWruhqj6V5JFJtq2qJWPvoF2TXLGadZYnmUmB2rrsFwAAAID1s5BvE7tXVW07vr5Lkv2TXJjkU0meOTY7LMlZ0y4SAAAAgOlYSM+gnZKcXFV3yhAivb+19o9VdUGSM6rq6CRfSfLuDVAnAAAAAFMw7zCotfbvSR46x/wVGZ4fBAAAAMAmbkEPkAYAAADgjk0YBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQcAmaeXKlXnc4x6XvfbaK3vvvXdOOOGE2y0//vjjU1W57rrrkiQf+tCHsvfee+fRj350rr/++iTJxRdfnGc/+9kbvXYAAIBNmTAI2CQtWbIkxx9/fC644IJ84QtfyNvf/vZccMEFSYag6OMf/3h2222329q/7W1vy5e//OX8/u//fk4//fQkyWte85ocffTRi1I/AADApkoYBGySdtppp+y7775Jkq233joPfvCDc8UVVyRJ/uiP/ihvfvObU1W3td9iiy3y4x//OKtWrcrSpUtz3nnn5T73uU/23HPPRakfAABgU7VksQsAWJtLL700X/nKV/KIRzwiZ511VnbZZZfss88+t2tz1FFH5YlPfGJ23nnnnHbaaXnWs56VM844Y5EqBgAA2HQJg4BN2g9/+MM84xnPyFvf+tYsWbIkxxxzTD7+8Y//XLv9998/+++/f5LklFNOyQEHHJBvfvObOe6447LddtvlhBNOyF3veteNXT4AAMAmxzAxYJPBVMaHAAAXH0lEQVT1k5/8JM94xjPyvOc9LwcffHAuvvjiXHLJJdlnn32yxx575PLLL8++++6bq6+++rZ1Vq1alZNOOikvfelL87rXvS4nn3xyHvWoR+U973nPIh4JAADApkPPIGCT1FrLC1/4wjz4wQ/OK1/5yiTJL//yL+faa6+9rc0ee+yR888/PzvssMNt8/7yL/8yL3/5y7N06dL86Ec/SlVliy22yKpVqzb6MQAAAGyK9AwCNkmf//znc+qpp+aTn/xkli1blmXLluUjH/nIGte58sor86UvfSkHHXRQkuRlL3tZ9ttvv7zjHe/Ic5/73I1RNgAAwCavWmuLsd9F2SkAALe3x5HnLHYJALCoLj32aYtdwjTV2pvoGQQAAADQFWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR5YsdgF3dL6OFYDebWZfxwoAsNnTMwgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoiDAIAAADoiDAIAAAAoCPCIAAAAICOCIMAAAAAOiIMAgAAAOiIMAgAAACgI8IgAAAAgI4IgwAAAAA6IgwCAAAA6IgwCAAAAKAjwiAAAACAjgiDAAAAADoy7zCoqu5bVZ+qqguq6utV9T/H+dtX1Seq6qLx7+02XLkAAAAArI+F9Ay6Jckft9b2SvKrSV5aVXslOTLJua21PZOcO04DAAAAsAmadxjUWruqtfZv4+sbk1yYZJckByY5eWx2cpKDpl0kAAAAANOxTs8Mqqo9kjw0yReT7Nhau2pcdHWSHVezzuFVdX5Vnb98+fJ12S0AAAAA62nJQleoqrsn+VCSV7TWflBVty1rrbWqanOt11pbnmQmBZqzDQAAAAAb1oJ6BlXV0gxB0Htaax8eZ19TVTuNy3dKcu10SwQAAABgWhbybWKV5N1JLmyt/dXEorOTHDa+PizJWdMrDwAAAIBpWsgwsV9P8jtJ/qOqvjrOe3WSY5O8v6pemOSyJIdMt0QAAAAApmXeYVBr7XNJajWLnzCdcgAAAADYkNbp28QAAAAAuGMSBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdmXcYVFV/W1XXVtV/Tszbvqo+UVUXjX9vt2HKBAAAAGAaFtIz6KQkT5k178gk57bW9kxy7jgNAAAAwCZq3mFQa+2zSb47a/aBSU4eX5+c5KAp1QUAAADABrC+zwzasbV21fj66iQ7ruf2AAAAANiApvYA6dZaS9JWt7yqDq+q86vq/OXLl09rtwAAAAAswJL1XP+aqtqptXZVVe2U5NrVNWytLU8ykwKtNjQCAAAAYMNZ355BZyc5bHx9WJKz1nN7AAAAAGxAC/lq+fcm+ZckD6yqy6vqhUmOTbJ/VV2U5InjNAAAAACbqHkPE2utHbqaRU+YUi0AAAAAbGBTe4A0AAAAAJs+YRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEemEgZV1VOq6htV9a2qOnIa2wQAAABg+tY7DKqqOyV5e5KnJtkryaFVtdf6bhcAAACA6ZtGz6CHJ/lWa21Fa+3mJGckOXAK2wUAAABgypZMYRu7JFk5MX15kkfMblRVhyc5fJz8epL/nsK+AXZIct1iFwE9q79Y7AoA7vD8fwYW0Wb2f5l/aq09ZW2NphEGzUtrbXmS5Rtrf0Afqur81trDFrsOAIB15f8zwMY2jWFiVyS578T0ruM8AAAAADYx0wiDvpxkz6q6X1VtmeQ5Sc6ewnYBAAAAmLL1HibWWrulqv4wyceS3CnJ37bWvr7elQHMj+GnAMAdnf/PABtVtdYWuwYAAAAANpJpDBMDAAAA4A5CGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBAAAAdEQYBAAAANARYRAAAABAR4RBAAAAAB0RBgEAAAB0RBgEAAAA0BFhEAAAAEBHhEEAAAAAHREGAQAAAHREGAQAAADQEWEQAAAAQEeEQQAAAAAdEQYBQAeq6h1V9dqJ6f9RVddU1Q+r6p5V9etVddE4fdBi1rqhVdVHq+qwNSw/qaqO3pg1zdd4fX5hsesAAO7YqrW22DUAAOuhqi5NsmOSW5L8NMkFSU5Jsry1dusc7Zcm+UGSX22tfW2cd26Ss1trJ2ysujcFVfX8JC9qrT1qYt5JSS5vrb1mseoCANiQ9AwCgM3Db7bWtk6ye5Jjk7wqybtX03bHJFsl+frEvN1nTc9bVS1Zl/V65FzNzXkBgI1LGAQAm5HW2vdba2cneXaSw6rql5KfDX2qql9M8o2x+Q1V9cmqujjJLyT5h3EY0p2rapuqendVXVVVV4zr3mnc1vOr6vNV9Zaquj7J68f5L6iqC6vqe1X1sarafaauqmpV9ZJxKNoNVfX2qqqJ5S8e172xqi6oqn3H+TtX1Yeq6jtVdUlVvXyu466q+43b3WKcfmdVXTux/NSqesX4+tNV9aKqenCSdyR55HjcN0xscruqOmes54tVdf/V7HeP8dgOr6orx/N1xMTy11fVB6vqtKr6QZLnV9UWVXVkVV1cVddX1furavux/Uer6g9n7eNrVXXwxHl8wPh6m6o6ZTw3l1XVayaO//VVddocdS6ZuIYrxuO7pKqeN8ex3aeqVlXVPSfm7Tvub+k8rvkJVbWyqn5QVf9aVY9e03mZ6/wCABuGMAgANkOttS8luTzJo2fN/2aSvcfJbVtrj2+t3T/JtzP0Lrp7a+3HSU7KMOzsAUkemuRJSV40salHJFmRoZfRG6vqwCSvTnJwknslOS/Je2eV9fQk+yV5SJJDkjw5SarqWRkCpd9Nco8kv5Xk+jHY+IckX0uyS5InJHlFVT15juO9JMPQt4eOs34jyQ/HwCdJHpPkM7PWuTDJS5L8y3jc204sfk6SNyTZLsm3krxx9j5neVySPTOcp1dV1RMnlh2Y5INJtk3yniQvS3LQWNPOSb6X5O1j2/cmOXRmxaraK0OvrXPm2OfbkmyTIch7TIbz93trqTNVdbckJyZ56tib7NeSfHV2u9ba1Uk+neFazfidJGe01n4yj2v+5STLkmyf5PQkH6iqrSaWzz4vAMBGIgwCgM3XlRk+iC9IVe2Y5IAkr2it3dRauzbJWzIEJLdtu7X2ttbaLa21H2UIVd7UWruwtXZLkmOSLJvsKZLk2NbaDa21byf5VIagIBlCpje31r7cBt9qrV2WITi6V2vtz1trN7fWViR556w6Jn0myWOq6j7j9AfH6ftlCJm+toDTcGZr7UvjsbxnotbVecN4rv4jyd9lItDJEDb9fWvt1olz9WettcvH4O31SZ459to5M7c/b89L8uGx3W3GXlrPSXJUa+3G1tqlSY7PENbMx61Jfqmq7tJau6q1trohgicn+e2JfR6a5NRx2RqveWvttNba9eM9cnySOyd54BrOCwCwkQiDAGDztUuS767DersnWZrkqnHo1Q1J/ibJvSfarJxjnRMm2n83SY01zLh64vWqJHcfX983ycWrqWPnmW2O2311ht5Ic/lMksdm6BX02Qy9Wh4z/jlvrodpr8Hqal2dyfNxWYYeP3MtS4bjOnPimC7M8ODvHVtrN2boBTQTeB2auXvN7JDhGl02a7+7zNH2dlprN2UYRviSDNf4nKp60Gqan5VkrzFQ2z/J98deZzPHsdprXlVHjEPIvj8u32ase8bs8wIAbCQe1gcAm6Gq2i/Dh/LPrcPqK5P8OMkOY4+Pucz+OtKVSd7YWluX4T4rk8z1TJ6VSS5pre05z+18Jslf5v+1d7cxtp1VHcD/qy01RVoSKEGkICK+ARpTqh/4AB8geiHEBhRj1ZAA8UYMRkOISAw0qF/kpQlBk3bSFAukLSWIKabh1oq2xmjwitX0+tqgSUGgtNRQwPJ2Fx/2HpiSO9OZO3vm9Nzn90tucs6ZvZ+9zj3J5OQ/z1p7ao+7LdN7vzLJg/mOFrEtlrqt6lOS/Pv8+KmZdmVtd427k7yqu/92m7WuT3J5Vd2eadD3X53imHuTfC1TIPOvW677qfnxl5I8esvx37Plcbr7WJJjVXVekj/ItOPqIS2F83EPVtWNmXYH/Ui+vSto832c8jOf5wP9dqbWvhPdfbKq7s8UFn1r+VO8LwDgENgZBABnkKq6oKpekuSGJO+b25b2pLs/neSWJO+Y1zurqn6gqp6/w2lXJnljVT1rruOx8yyg3bg6yeur6jk1ecbcavSxJA9U1Ruq6ryqOruqnj0HXaeq+7+S/H+m4OK27v5Cks8m+blsHwZ9NslFVXXuLmvdzpuq6tHz+39lkvfvcOyVmeYsfV+SVNUT5vk7m27OFPL8XpL3n2pHU3d/I8mN8zrnz2u9Lsnm0Og7kjyvqp5aVY9N8sbNc6vqiVV16Tw76CtJvpipbWw778k04Pln89AwaKfP/PxMM6c+l+ScqnpzplY9AOARQBgEAGeGD1fVA5l2a/xukiuyi2HCO3hFknMz7Tq5P9P8nSdtd3B3fyjJHya5Yb471J1JXrSbC3X3BzINaL4uyQNJ/izJ4+bA4yWZ5vX8d6bdMFdnajfazm1J7uvuu7c8ryQf3+b4jyY5keQzVXXvburd4bp3JfnLJG/v7lt2OPadSW5Kcsv8mf19poHcSZJ5PtCfJnlhpv+T7fxGph1An8i0C+q6JNfMa/xFpkDqX5L8Y5I/33LeWZmCo//N1Nr1/CSv2e4i8w6mk0k+Ps9y2nx9p8/8WJKPJPnPTO1rD0ZbGAA8YlS3HboAAKejqp6WKah61A4tdWuvqj6a5LruvnrVtQAA+2dmEAAA25rb8i7OdCt4AOAMoE0MAIBTqqprk9ya5LfmO50BAGcAbWIAAAAAA7EzCAAAAGAgwiAAAACAgSwyQLqqrsl069d7uvvZuzhFbxoAAADAsmo3By21M+hPkhxZaC0AAAAADsgiO4O6+/aqetoSawEAcHjqLbv6AyIAnLH68vGalw5tZlBVHa2q41V1fGNj47AuCwAAAMAWi+wM2o3u3kiymQKNF7sBAAAAPAK4mxgAAADAQIRBAAAAAANZJAyqquuT/F2SH66qT1bVq5dYFwAAAIBlLXU3scuWWAcAAACAg6VNDAAAAGAgwiAAAACAgQiDAAAAAAYiDAIAAAAYiDAIAAAAYCDCIAAAAICBCIMAAAAABiIMAgAAABiIMAgAAABgIMIgAAAAgIEIgwAAAAAGIgwCAAAAGIgwCAAAAGAgwiAAAACAgQiDAAAAAAYiDAIAAAAYiDAIAAAAYCDCIAAAAICBLBIGVdWRqvqPqrqrqn5niTUBAAAAWN6+w6CqOjvJHyd5UZJnJrmsqp6533UBAAAAWN4SO4N+Ksld3f2J7v5qkhuSXLrAugAAAAAsbIkw6MlJ7t7y/JPzawAAAAA8wpxzWBeqqqNJjibJVVddlaNHjx7WpQ/WdbXqCgBgtX6pV10B+9CX+/wAYDRLhEGfSvKULc8vml97iO7eSLKx+XSB6wIAAACwR0u0if1Dkh+squ+vqnOT/GKSmxZYFwAAAICF7XtnUHd/vapem+RYkrOTXNPdJ/ZdGQAAAACLW2RmUHffnOTmJdYCAAAA4OAs0SYGAAAAwJoQBgEAAAAMRBgEAAAAMBBhEAAAAMBAhEEAAAAAAxEGAQAAAAxEGAQAAAAwEGEQAAAAwECEQQAAAAADEQYBAAAADEQYBAAAADAQYRAAAADAQIRBAAAAAAMRBgEAAAAMRBgEAAAAMBBhEAAAAMBAhEEAAAAAAxEGAQAAAAxkX2FQVb28qk5U1cmqumSpogAAAAA4GPvdGXRnkpcluX2BWgAAAAA4YOfs5+Tu/rckqaplqgEAAADgQJkZBAAAADCQhw2DqurWqrrzFP8u3cuFqupoVR2vquMbGxunXzEAAAAAp626e/+LVP11ktd39/FdnrL/iwIAAACw1a7m+GgTAwAAABjIvnYGVdVLk7wryROS/F+SO7r7Z3Zx3keSXHjaFwb4tguT3LvqIgAA9sH3GWAp93b3kYc7aJE2MYBVqarj3X3JqusAADhdvs8Ah02bGAAAAMBAhEEAAAAAAxEGAetuY9UFAADsk+8zwKEyMwgAAABgIHYGAQAAAAxEGAQAAAAwEGEQAAAAwECEQcBaqarXVtUF8+OrqupjVfWCVdcFAACwLoRBwLo52t1fqKqfTvLEJL+a5K0rrgkAYE+q6qKq+lBVfa6q7qmqD1bVRauuCxiDMAhYN5u3QHxxkvd29z/H7zIAYP28O8lNSZ6U5HuTfHh+DeDAubU8sFaq6j1JLkzyQ0l+PFMQdHt3X7zSwgAA9qCq7ujun3i41wAOwjmrLgBgj16Z5DlJ7uruL1fVhUleveKaAAD26r6q+pUk18/PL0ty3wrrAQaitQJYK939jSRPT/Ka+aXz4ncZALB+XpXkF5J8Jsmnk/x8pj96ARw4bWLAWqmqP0ryqCTP6+4frarHJTnW3T+54tIAAADWgjYxYN08t7svrqp/SpLu/nxVnbvqogAAdqOq3rzDj7u7f//QigGGJQwC1s3XquqszHcVq6rHJzm52pIAAHbtS6d47bszzUB8fBJhEHDgtIkBa6WqXpHkpUkuSXJNpl77t3T3DSstDABgj6rq/CS/mSkIujHJO7r7ntVWBYxAGASshaq6Ocmvd/f/VNWzkrwwSSW5tbvvXG11AAC7N888fF2SX05ybZJ3dvf9q60KGIk2MWBdvDvJLVV1bZK3dveJVRcEALBXVfW2JC9LspHkx7r7iysuCRiQnUHA2qiqxyR5U5IjSd6bLbOCuvuKVdUFALBbVXUyyVeSfD3zDMTNH2UaIH3BSgoDhmJnELBOvppp6OJ3JTk/BkcDAGumu89adQ0AwiBgLVTVkSRXJLkpycXd/eUVlwQAALCWtIkBa6Gq/ibJr5kVBAAAsD/CIAAAAICB6FcFAAAAGIgwCAAAAGAgwiAAAACAgQiDAAAAAAYiDAIAAAAYiDAIAAAAYCDfBC3Z2PJo3U80AAAAAElFTkSuQmCC\n", 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Use of version control for United Kingdom
Git19984.322034
SVN5322.457627
Mercurial239.745763
CVS114.661017
None41.694915
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of version control for United Kingdom \n", - "Git 199 84.322034\n", - "SVN 53 22.457627\n", - "Mercurial 23 9.745763\n", - "CVS 11 4.661017\n", - "None 4 1.694915" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAcmHYGq6hlVtaqqvjjY3qmqrqmqW6rqM1W12cyNCQAAAMBUPJWVQH+a5OZHbf9Vkg+11nZOcm+SY6dzMAAAAACmz6QiUFXtkOT1ST422K4kr0ny2cEhy5MsmYkBAQAAAJi6ya4EOifJyUl+O9j+3ST3tdYeHGzfnmT7db2wqo6rqpVVtXJsbGxKwwIAAACwYeau74Cq+o9J7mmtfbeqXvVU36C1Npbk4frTnurrAQAAAJi69UagJPsneUNVLU7yO0mek+TcJFtV1dzBaqAdktwxc2MCAAAAMBXrPR2stfbu1toOrbUdk7wpyddba0cn+UaSwweHLU1y+YxNCQAAAMCUPJW7gz3eu5KcVFW3ZOIaQR+fnpEAAAAAmG6TOR3sEa21K5NcOXj8gyQvnf6RAAAAAJhuU1kJBAAAAMBGQgQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgA+uNQFX1O1V1bVV9v6r+sar+fLB/p6q6pqpuqarPVNVmMz8uAAAAABtiMiuBfp3kNa21vZMsSHJQVe2X5K+SfKi1tnOSe5McO3NjAgAAADAV641AbcL9g82RwZ+W5DVJPjvYvzzJkhmZEAAAAIApm9Q1garqGVX1vST3JPlakluT3Ndae3BwyO1Jtp+ZEQEAAACYqklFoNbaQ621BUl2SPLSJLtN9g2q6riqWllVK8fGxjZwTAAAAACmYu5TObi1dl9VfSPJ7yfZqqrmDlYD7ZDkjid5zViSh+tPm8qwAAAAAGyYydwd7HlVtdXg8TOTLEpyc5JvJDl8cNjSJJfP1JAAAAAATM1kVgKNJlleVc/IRDS6pLX2xaq6KcnFVXVmklVJPj6DcwIAAAAwBeuNQK2165Pss479P8jE9YEAAAAAeJqb1IWhAQAAANi4iUAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAIbgtttuy6tf/ersscce2XPPPXPuuecmSd75zndmt912y/z583PIIYfkvvvuS5JcddVVmT9/fhYuXJjVq1cnSe67774ceOCB+e1vfzu07wMAANh4iEAAQzB37twsW7YsN910U66++up89KMfzU033ZRFixblxhtvzPXXX58XvehF+cu//MskybJly/LlL38555xzTv7mb/4mSXLmmWfmPe95T+bM8U85AACwfv7nADAEo6Oj2XfffZMkW2yxRXbffffccccdOfDAAzN37twkyX777Zfbb789STIyMpLx8fGMj49nZGQkt956a2677ba86lWvGta3AAAAbGTmDnsAgN6tWbMmq1atyste9rLH7P/EJz6RI488Mkny7ne/O8ccc0ye+cxn5oILLsg73vGOnHnmmcMYFwAA2EiJQABDdP/99+ewww7LOeeck+c85zmP7H//+9+fuXPn5uijj06SLFiwIFdffXWS5Fvf+lZGR0fTWsuRRx6ZkZGRLFu2LNtuu+1QvgcAAGDjIAIBDMnatWtz2GGH5eijj86hhx76yP7zzz8/X/ziF7NixYpU1WNe01rLmWeemYsvvjgnnHBCzj777KxZsyYf/vCH8/73v3+2vwUAAGAjIgIBDEFrLccee2x23333nHTSSY/s/8pXvpKzzz473/zmN7P55ps/4XWf/OQns3jx4my99dYZHx/PnDlzMmfOnIyPj8/m+AAAwEZIBAIYgquuuioXXHBB5s2blwULFiRJ/uIv/iInnnhifv3rX2fRokVJJi4O/fDdwMbHx3P++efniiuuSJKcdNJJWbx4cTbbbLN86lOfGs43AgAAbDSqtTab7zerbzbbdjzlS8MegQ205qzXD3sEAAAA2FC1/kPcIh4AAACgCyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0YO6wBwCYsvduOewJ2FDv/fmwJwAAgG5YCQQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAH1huBquoFVfWNqrqpqv6xqv50sH/rqvpaVa0efH3uzI8LAAAAwIaYzEqgB5P83621PZLsl+T4qtojySlJVrTWdkmyYrANAAAAwNPQeiNQa+3O1tp1g8e/SHJzku2THJxk+eCw5UmWzNSQAAAAAEzNU7omUFXtmGSfJNck2ba1dufgqbuSbPskrzmuqlZW1cqxsbEpjAoAAADAhpo72QOr6tlJPpfkz1pr/1pVjzzXWmtV1db1utbaWJKH6886jwEAAABgZk1qJVBVjWQiAF3UWvv8YPfdVTU6eH40yT0zMyIAAAAAUzWZu4NVko8nubm19t8e9dQXkiwdPF6a5PLpHw8AAACA6TCZ08H2T/Kfk9xQVd8b7HtPkrOSXFJVxyb5YZIjZmZEAAAAAKZqvRGotfbtJPUkTx8wveMAAAAAMBOe0t3BAAAAANg4iUAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAAAAADogAgEAAAB0QAQCAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOiEAAAAAAHRCBAICuvOUtb8k222yTvfba65F9P/vZz7Jo0aLssssuWbRoUe69994kyec+97nsueee+YM/+IP89Kc/TZLceuutOfLII4cyOwDAVIhAAEBX/uiP/ihf+cpXHrPvrLPOygEHHJDVq1fngAMOyFlnnZUk+chHPpLvfOc7+ZM/+ZN86lOfSpKceuqpOfPMM2d9bgCAqRKBAICuvPKVr8zWW2/9mH2XX355li5dmiRZunRpLrvssiTJnDlz8utf/zrj4+MZGRnJP/zDP+T5z39+dtlll1mfGwBgquYOewAAgGG7++67Mzo6miR5/vOfn7vvvjtJ8u53vzuvfe1rs9122+XCCy/MG9/4xlx88cXDHBUAYINZCQQA8ChVlapKkixatCjf/e5383d/93e5/PLLs3jx4vzzP/9zDj/88PzxH/9xxsfHhzwtAMDkiUAAQPe23Xbb3HnnnUmSO++8M9tss81jnh8fH8/555+f448/PqeffnqWL1+eV7ziFbnooouGMS4AwAYRgQCA7r3hDW/I8uXLkyTLly/PwQcf/JjnP/CBD+TEE0/MyMhIHnjggVRV5syZYyUQALBRcU0gAKArRx11VK688sr85Cc/yQ477JA///M/zymnnJIjjjgiH//4x/N7v/d7ueSSSx45/sc//nGuvfbanH766UmSE044IS95yUuy1VZbPXIBaQCAjUG11mbz/Wb1zWbbjqd8adgjsIHWnPX6YY/AVLx3y2FPwIZ678+HPQEAAGwKajIHOR0MAAAAoAPrjUBV9YmquqeqbnzUvq2r6mtVtXrw9bkzOyYAAAAAUzGZlUDnJznocftOSbKitbZLkhWDbQAAAACeptYbgVpr30rys8ftPjjJ8sHj5UmWTPNcAAAAAEyjDb0m0LattTsHj+9Ksu00zQMAAADADJjyhaHbxO3FnvSuX1V1XFWtrKqVY2NjU307AAAAADbA3A183d1VNdpau7OqRpPc82QHttbGkjxcfzbpW8QDQE/mLZ837BGYghuW3jDsEQCAWbahK4G+kGTp4PHSJJdPzzgAAAAAzITJ3CL+00n+vyS7VtXtVXVskrOSLKqq1UleO9gGAAAA4GlqvaeDtdaOepKnDpjmWQAAAACYIVO+MDQAAAAAT38iEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAACzbscdd8y8efOyYMGCLFy4MEnyrne9K/Pnz88xxxzzyHEXXnhhzjnnnGGNCbBJEYEAAICh+MY3vpHvfe97WblyZX7+85/nuuuuy/XXX5/NNtssN9xwQx544IGcd955Of7444c9KsAmQQQCAACGbs6cOVm7dm1aaxkfH8/IyEg++MEP5oQTTsjIyMiwxwPYJIhAAADArKuqHHjggXnxi1+csbGxbLHFFlm8eHH22WefjI6OZsstt8w111yTJUuWDHtUgE3G3GEPAAAA9Ofb3/52tt9++9xzzz1ZtGhRdtttt5x88sk5+eSTkyRvfetbc8YZZ+RjH/tYrrjiisyfPz+nnnrqkKcG2LhZCQQAAMy67bffPkmyzTbb5JBDDsm11177yHOrVq1Kay277rprLr300lxyySW59dZbs3r16mGNC7BJEIEAAIBZ9ctf/jK/+MUvHnl8xRVXZK+99nrk+dNOOy3ve9/7snbt2jz00ENJJq4ZND4+PpR5ATYVTgcDAABm1d13351DDjkkSfLggw/mzW9+cw466KAkyWWXXZaFCxdmu+22S5IsWLAg8+bNy/z587P33nsPbWaATUG11mbz/Wb1zWbbjqd8adgjsIHWnPX6YY/AVLx3y2FPwIZ678+HPQFTMG/5vGGPwBTcsPSGYY8AAEyfmsxBTgcDAAAA6IAIBAAAANABEQgAAACgAyIQAAAAQAdEIAAAAIAOuEU8AABsRG7ebfdhj8AU7P5PNw97BKBjVgIBAAAAdEAEAgAAAOiACAQAAADQAREIAAAAOnDbbbfl1a9+dfbYY4/sueeeOffcc5Mk73rXuzJ//vwcc8wxjxx74YUX5pxzzhnWqMwQEQgAAAA6MHfu3Cxbtiw33XRTrr766nz0ox/N97///Vx33XW5/vrrs9lmm+WGG27IAw88kPPOOy/HH3/8sEdmmrnGgTHuAAAUGUlEQVQ7GAAAAHRgdHQ0o6OjSZItttgiu+++e370ox9l7dq1aa1lfHw8IyMj+eAHP5gTTjghIyMjQ56Y6WYlEAAAAHRmzZo1WbVqVf7wD/8wixcvzj777JPR0dFsueWWueaaa7JkyZJhj8gMsBIIAAAAOnL//ffnsMMOyznnnJPnPOc5Ofnkk3PyyScnSd761rfmjDPOyMc+9rFcccUVmT9/fk499dQhT8x0sRIIAAAAOrF27docdthhOfroo3PooYc+5rlVq1altZZdd901l156aS655JLceuutWb169ZCmZbpZCQQAAAAdaK3l2GOPze67756TTjrpCc+fdtppGRsby9q1a/PQQw8lSebMmZPx8fHZHpUZYiUQAAAAdOCqq67KBRdckK9//etZsGBBFixYkC9/+ctJkssuuywLFy7Mdtttl6222ioLFizIvHnz8qtf/Sp77733kCdnulRrbTbfb1bfbLbteMqXhj0CG2jNWa8f9ghMxXu3HPYEbKj3/nzYEzAF85bPG/YITMENS28Y9ghsoJt3233YIzAFu//TzcMeAdg01WQOshIIAAAAoAMiEAAAAEAHRCAAAACADohAAAAAAB0QgQAAAAA6IAIBAAAAdGDusAcAAACAp7uP/tevD3sEpuD4v3nNsEd4WrASCAAAAKADIhAAAABAB0QgAAAAgA6IQAAAAAAdEIEAAAAAOjClCFRVB1XV/6qqW6rqlOkaCgAAAIDptcERqKqekeSjSV6XZI8kR1XVHtM1GAAAAADTZyorgV6a5JbW2g9aa79JcnGSg6dnLAAAAACm01Qi0PZJbnvU9u2DfQAAAAA8zVRrbcNeWHV4koNaa28dbP/nJC9rrb3tcccdl+S4webvJPnVho/LEP1fSX4y7CGgUz5/MBw+ezAcPnswHD57G7eftNYOWt9Bc6fwBnckecGjtncY7HuM1tpYkrEpvA9PA1W1srW2cNhzQI98/mA4fPZgOHz2YDh89vowldPBvpNkl6raqao2S/KmJF+YnrEAAAAAmE4bvBKotfZgVb0tyVeTPCPJJ1pr/zhtkwEAAAAwbaZyOlhaa19O8uVpmoWnN6f0wfD4/MFw+OzBcPjswXD47HVggy8MDQAAAMDGYyrXBAIAAABgIyECAQAAAHRABAIAAADogAjEk6qq/SezDwAANkRVbV5VI4/a3rWq3l5Vhw5zLuhJVb2iqv7L4PHzqmqnYc/EzHFhaJ5UVV3XWtt3ffuA6VFV5yV5sn+UW2vt2NmcB3pSVTdk3Z+/ysTnb/4sjwRdqKpvJTm2tba6qnZOcm2Si5LskeTa1tq7hzogbOKq6vQkC5Ps2lp7UVVtl+TS1ppf/m+ipnSLeDZNVfX7SV6e5HlVddKjnnpOkmcMZyrowhfXse8FSd4enz2Yaf9x2ANAp57bWls9eLw0yadbaydU1WZJvptEBIKZdUiSfZJclySttR9X1RbDHYmZJAKxLpsleXYm/n48+h+Af01y+FAmgg601j738OOq+vdJ3pPklUnOSvLxYc0FPWit/XDYM0CnHr0C7zVJPpAkrbXfVNVvhzMSdOU3rbVWVS1JqupZwx6ImSUC8QSttW8m+WZVne+HYphdVbVbklMz8RuZDyT5r621B4c7FfSjqvZL8pEku2filyLPSPLL1tpzhjoYbLqur6oPJrkjyc5JrkiSqtpqqFNBPy6pqv+ZZKuq+uMkb0ny/wx5JmaQawLxBFV1Tmvtz6rq77KO6yO01t4whLFgk1dVlyZ5cZJlSS5J8tCjn2+t/WwYc0FPqmplkjcluTQT10g4JsmLXJcEZkZVPTPJnyYZTfKJ1tr3B/tfnuQ/tNYuGOZ80IOqWpTkwExcB++rrbWvDXkkZpAIxBNU1Ytba9+tqj981O6H/6LUYKUQMM2qak3+7bP2yGfu4e3W2r+f9aGgM1W1srW2sKquf/hi0FW1qrW2z7Bng01RVb0zycWttduGPQtAD5wOxrrsUFX7tdY+miRVdW2S52XiP6XvGupksAlrre047BmAjA8uSPu9qjo7yZ1J5gx5JtiUbZfk/x38IuTTmbgr0b8MdyToR1UdmuSvkmyTiV8+PnxXTKdBb6KsBOIJquqqJG96+DcyVfW9JAckeVaS81prBwxzPthUVdVNmbgt7qdbaz8Y9jzQo6r6vST3JBnJxJ35tkzy31trtwx1MNiEVVVl4kYIb0qyJMn3MxGEPt9a+8UwZ4NNXVXdkuQ/tdZuHvYszA4RiCeoqu+01l7yqO2/bq29bfD46tbafsObDjZdVbV3Jn4APiLJTzPxA/BnWms/HupgADBLquoZSV6biTtj7tpa23zII8Emraquaq3tP+w5mD0iEE9QVbe01nZ+kuduba39h9meCXozuEPRkUkOS3Jrkk+11typAWZIVV3SWjuiqm7Ium+KMH8IY0FXqmpeJn4ZcmSSn2RiZey5w50KNm1VdW6S5ye5LMmvH97fWvv80IZiRolAPEFVXZTkysf/h7Oq/iTJq1prRw1nMuhPVb0qyYeS7NFa+3dDHgc2WVU12lq7c3A62BO01n442zNBD6pql0yEnzdl4q6YF2fiQtFOi4ZZUFXnrWN3a629ZdaHYVaIQDxBVW2TfyvB1w12vzjJv0uypLV297Bmgx5U1UuSHJWJVUD/OxM/EF/aWvvpUAeDTdzgNJS/b629etizQC+q6qEkVyb509bajY/av3+Su1prtw5rNoBNkbuD8QSttXuSvLyqXpNkz8HuL7XWvj7EsWCTV1V/kYnrAd2bifCzf2vt9uFOBf1orT1UVb+tqi1baz8f9jzQia8kOeXRAWjgX5Ock+Q/zf5I0I+q+v/bu/tgzcu6juPvz64JxIJIGaFGK6HxsNKCW4EQE4nlZJIKSSryUEY1wspgE06ms0WjjYyZi2bDVMTjQoIrmxpPuTyLbMCyy4OASZRjamIgu8Aau9/++F23e3s45+zZ5T7nXs/9fs2cmfu6fvfvd31/DzPn7Hev6/t7KXAO0KsLdBNdUta/QWcpk0CaUEv6mPiRZs7TwMlVdRNAkhOSHAM8Aiypqu8MNTppNKwD1ia5Fljf66yqxcMLSZrVfqKq1o7trKq1SebPfDjSyDkPuAT4rdY+vvW9dmgRaVq5HEySthNJ7gSOqqrvJDmCbjbQacBCYL+qOnaoAUojIMmJ4/VX1fkzHYs0CrbwQpIJt0kajCSrq2rhlvo0ezgTSJK2H3P6ZvscB5xbVVcAVyRZPcS4pJFhskeacauS/N44LyR5J3DHkGKSRsmjSY4HlrX2WwHrUM5izgSSpO1EknuAhVX1TJIvA6dU1Y29bVW1YLgRSrNfkocZ/xXxew8hHGnWS7IHsBz4HpuTPouA5wNvqqpvDCs2aRS0t2KeAxxK9/vvVmBxVf3nUAPTtHEmkCRtP5YBNyT5NvAUXWE+kuwDWKRWmhmL+j7vSFcjYfchxSLNeu2ts69OciTQ+88OX0gizZCqegQ4ethxaOY4E0iStiNJDgH2BK6pqvWt7xXAvKq6c6jBSSMqyR1V9aphxyFJ0qAk+cAkm6uqzpqxYDSjnAkkSduRqrptnL4HhxGLNIqSHNzXnEM3M8i/lyRJs836cfp2Bn4X+DHAJNAs5UwgSZKkJsnKvuYzwMPAR6rqgSGFJEnStEqyC/BuugTQP9H93vvWcKPSdDEJJEmSJEnSiEmyO3AG8HbgfOBjVfW/w41K023OsAOQJEnaXiT5YJLd+tovTPIXw4xJkqRBS3I2sAp4AnhlVS0xATQanAkkSZLUJLmrqg4a03dnVR080T6SJP2wSbIJ2EC39Lk/KRC6wtC7DiUwTTsLHUqSJG02N8kOVbUBIMlOwA5DjkmSpIGqKlc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CountPercentagePercentage in 2017Difference with previous year
Testing strategies for United Kingdom
No formal testing187.62711915.040650-7.413532
No formal testing but users provide feedback5322.45762738.211382-15.753755
The developers do their own testing19281.35593280.4878050.868127
Test engineers conduct testing72.9661027.317073-4.350971
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Testing strategies for United Kingdom \n", - "No formal testing 18 7.627119 \n", - "No formal testing but users provide feedback 53 22.457627 \n", - "The developers do their own testing 192 81.355932 \n", - "Test engineers conduct testing 7 2.966102 \n", - "\n", - " Percentage in 2017 \\\n", - "Testing strategies for United Kingdom \n", - "No formal testing 15.040650 \n", - "No formal testing but users provide feedback 38.211382 \n", - "The developers do their own testing 80.487805 \n", - "Test engineers conduct testing 7.317073 \n", - "\n", - " Difference with previous year \n", - "Testing strategies for United Kingdom \n", - "No formal testing -7.413532 \n", - "No formal testing but users provide feedback -15.753755 \n", - "The developers do their own testing 0.868127 \n", - "Test engineers conduct testing -4.350971 " - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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NJSWEPB4CpskvOjoIeDyMp9P0TU5yR3v7ZT9cRVEURVEURbl0LtvghOtKNj28j94jwzh2IVAwb0kDbYvr2fTwXuKxNBU1Jdx+72pGByd56GfP0dBczs1vWonpOf2w8jmb5zYeZttTB3nXxzdQVRdl86Md9HQOIwRomsbd715Pf88Yu7ceZWIkDgLe+dENVNSUnLO+6WSWJ3/zPP3dY7zrEzcRiQboOjjIM490gJS0L21g1bXtbH60g40P7WWoP8bKq9tYdFUTTz74PAN944TCPjbcvYKqutKLcUoV5bx4DQOn2CK/vKaG+w8cIG/bLKispDEaRROFQGBtOMyiykqEELx+3jxs1wUpuba5mXWNjRweHyeWyUyXe2JIgAQqg0HuaG9nz9AQOwYGyDY1ndbCvmtwkHnl5byhvR0oBE2OTU3xibVrQQi+t2vXdEt/fzzO0upq9o2MkHWck8qRUjKSTDKSSqEBncUeDpoQbGhpoTwQ4N+2b+fY5CQT6TR/sG4dHcPD/PrQoVmdrxOBj/etWEGZ3883d+ygb3KSjpERPrRqFXWRCFJKJjIZeqemkFLSH48zkU7PqvxkLsdTPT20V1Tgui5lgQA526Y2FOLO+fPZ2NPDaCrFDS0tLKysJGCa3NbWRs62ebavj7RtUxEIYDkOiXweTQjmV1TwxgULQAgOj41R6vdzR3s7248f59DYGA2RCCGPhw1z51IbDiMAIQQra2tPGjZSHw7TG4thaBoRr5eRZJKNvb0sqa4mZ9ukLQvbdVVwQlEU5TVISknWGSOe775kddCESdQzD1MPXbI6KJe3nDPJVP4oUs5+qK6hBSj1LkQT6v7mQrlsgxNISTqZY/FVTWx98iDXvX4ph/cep3VRHeGSAIahs2PTYa6/YykNLZWsvLqNY0dHOdvUqF6fyTW3Lubg7j4c2wUJE6MJSstD3P7WNfzga48xeDxGx65e2pfU4/E2c2B336wCEwChiJ9rblnMz761cbo3RTyWwnUc1t64gDlzq/D6TNbduIDRwUne/P5rKa+KkJhKMz4ap7axjGXrWimtCF+wU6goL0fU56PE5+OZvj7mzkgIaTkOjutiue50DyND10nkcuRsG00UBkJEfL7CsmIQQ9c0RtNpYpkMk9ksAkhbFhPFnz2GccbkihGvl7F0moxt40qJqetoQjCeTmPoOpbjEDBNPLqOpmkvDDc45b3Adt3CsZSV0V5ezp7hYSSgCUHY60XTNDQhMHUdCYyn00xms1jumXPUOK5bOBdSYjkOvmL9x9NpDE0ja9uEPB58hsFgIkGZ348L9E5OMpxI8NE1axhMJKaDNZbr4khJ3nFwpZw+jyd4dJ36SIS3LVlCbShE3nHoj8fxmyY+w0DXNCSFm0BT00hbFvni9SgNBFhfUcGGlhaS+Tylfj+6phE0TbQZ5zyRy01fH69hoAuB/8S5LdZn5rW3inVtKy+nKRrlka4ufn3oEHfNn09LaSnvW7FiOmnqzGEgiqJceoX7JYnlJpnMdzKZ6yTnxHBkHkP48BtVlHrnE/HMRRdehJhVLjNFOaPB9LNsH/ncJdu/Ty/nmtovUKEvvWR1UC5v49kOtgz/JZabOvfKRRHPXG5t+A6a8F/Emr22XNZ3i4ap4w968Qe9RKIBHNtly+P7CUX8LFrZRMfOnlOfP85bTWMZHq+Bz+/Bthxa2mvZ/GgH1fWlLFs792WVPX9ZIyVlQfZu7+bg7mO89UPXF4aouBJZTJoZCHq59c2r6Dk0xEM/2caNdy6fzpuhXH4sN8NkvgfnPKKqL4VAEDKrCRqVF3U/L0bXNN68aBH379/PM729NEWjCCG4b/9+BhMJHjt6FAFcVVfHsupqfrF/P9947jnesXQpDSUl0/kj6iMRgh4P1zc38+O9eynz+1lUWUnE52NuaSkPHjpE1rZ5Q3s7njO0rN/Q0sKDhw7xta1bKQ8EePuSJby+vZ2HjhxBSsl1zc2YmobluuQdh5DXS20odFpZhqaxtqGBJ7u76Z+aYl55OV5dZ040ikfXMYSgIRKhMhjkuuZm/nP3bqI+H4srK096gD+hOxbjN4cPE8tkuP/AAd7Q3s6d8+fzZHc3ecdhfWMjDSUl3DV/Po90dfFEdzfrGhpor6gg7PXyk337KPX5qAgE6Jua4sFDh4hlMty3fz93zp9PfSRy0v68hsE9CxfyqwMHcFyXtY2NNEQiNJQUAqglPh92MVi0vLaW+/fv51s7dvDOZct488KF/K6zky8/+yxzSkp425IllAcC+E8JGOQdh18eOIDlutw1fz5+w6AuHMaccfwHRkd55MgRxtJpHjh4kLvmz2dHfz+7h4YwNY2rm5qoCYe5ubWVH+3ZgwRua2tjSXX1GfN3uNImbvWTdV48gSqARwsQ9TSrFgpFuQAcmWUovY2u+M+YynWRdxO40kLiItDRhRePHqHSv4K2krdR7l2EUH97inLeBpMJ0naeOeHoefcgdKWkPxEnns+ysLzqtIaL8y1rMBknlsuysKzytGG0inI5EGfrafAKO60Sju3w2C93UddcwdYnDnDT3SvY9uRBSivC9B0dIVoe4uDzx/jUX99Df88oGx/ay8RIgmtfv4SVV89jz7ajPHLfDqrrSrn29iU0zK3kuacP8fivdrN4VTNX37qY3ZuP0Nhayerr5vOjf3uCJWtaSE6l2fi7fTTPq6auqZy1Ny7EPCVxZTKeYcvjB3jslztZsrqFa29fgtdn8uxj+9n25EHW37SQ192ymKFjExzac4x8zsb0Grz9wzeQmEzz8//YiG5orLx6Hk3zqnnywd2kEjmmYiluvHM57UsaXrETr5yfsexhHu7/c9LO2EXdjy48rK74CEtL33lR93M5SeXzPNTZSSKXm34t4vNxS2vrGacsfTFZ2+a3hw8zlc1Ovxbyerl57lxK/ecX3bYcZzoIcUKwONShIvDSE+uejZSSnslJnuo+uftrW3k5axsazhjAuRAOjo7ys44O/urGGy9K+WeTdaZ4ZviLdCefPOe6Vb7F3F7/Bby66mGmKC+HlC5d8V+wb+Ib5JyJc65f4mljZeV/o9J3lepBoZw3KSXdiQcuj54Tvle+58Rnn3mMA+MjfGnDG2gIn94j25WS4XQSr65T5jv5viLv2Pzjto1sPN7DL9/8XnzG6YnDZyvv2Hxl52Z+193J/fe8l5Dn/O6tXu0GUs+85J4ThqZ6TszCrD48LtueE5qusf7mRZgendqGMkIlfm67dzVev4eJkTi6oXPd7UsJR/zUN1Xwhnesw3VdAkEfXp9J2+J66uaUo2mCcGmQQNDL4pXNtC6qxzA0SivCbLh7BR5v4RTc/tbV2JbDnq1d3PbmVfiCHrY+cZBQJEC0PHhS3UpKgyxa2UTrorrpsnRdY+0NC1jxujY8XoNISQCf30O0LAhCUFpRGOMWjPh50/uuJj6ZpqQ0iC/gYdW188llLXx+k4rq2Q0jUZRXG69hsLq+HmtGrghT109r3Z8NU9NYVVdH/pSyzjQbyLnomsZVdXXkZ0wXamgaoYs4+0RFIMC1TU0nvRbxes847OVC8RkGtWH10K8or3ZSSsayz3No8gezCkwATOW72Df+ddZVf5agWXORa6gory6t0TJ0TZz1HiRjW3xrz3OsqW3g9uZ5r3DtFOXyctkGJ4QQRKKF6KE/UIjseX2FP+pAy8ld3aPlIaLlJye4qaqNQu3JZdbOKT/r/korwqQSWYSm0bm/H13XMD06qXiG3s6hk9Zdvr6VOa1Vp7Ue1AdPjkD6Ap7pYzhB0wSlFeGTckucmIpUUV7LDE2jKRq9IGXpmsacC1SWJgRzSl65oKEo5sAIn2dvkZerubSUD61a9Yru85UmpUMsu4NYdgcAZf51lPpWXuJanZ9k/gjx/AEq/Tdg6pFzb6Aop7Blhr7koySts09dfDrJaHYno5mdBM03XLS6Kcqr0fsWX/Wiy6dyWZ4d6GNp5bln7roQxOwasBXlkrhsgxOXQiDk5fVvXU1sLAkCSstDKkHlLEkpcWQeW+ZwZB5XWrjSRkoXiYssjtwpvB1qCCHQ0BHCQBMGujDRhQddmAh01W1UUZTzJqXEcqcYST3CRHY7jkxj6qXUh95M1LscEBhaBFMvoS/+I4TQr8DgRCcDifuJeq961QcnCp8rOSw3ie2myTmTpOwBMvYIGXuMvBsn7yaw3QyutAEHgY4mTDRhYmhBvHoJXr0En15O0KjDb1RiaAFMLYihBdEwXnOfN3lnktHMzpewpWQos4Wm8B2vuXOmKCdIKZnMZfl110G2D/WTyOdIWXls6VLi8XF36wLual2AqWl8dfdWdg73k7Is2qJl/NGqa6gMvNAbu3syxn1HOtg1MsjRqQn+dfc2fn64A4C2aDl/uf7G6XUdKdk+1M9vuw9zPDFFxOPj9uZ53NLcit8wOZ6Y4m82P85b25dwW3Pb9N/oloE+fnBwDx9csopF5YXGXQlsGTzGo71dDCYT1Ici3DNvESur62bdQ9N2He7r3M+hiTFunDOX3x49xPFEnJpgiHvmLWJNTT2GpiOlZCCV4IGuAzw/MkQinyNgmqyqrudNbQupDoQK+fik5MjkBL88sp/O2DgZ2yJl5dGFRoU/wCdWrGNpZQ2W67BvdJgHug7SNTmORzdYU1PPXa0LqAmG0YplDSQTPNRzmB3D/aTyFgHTZHllDffMW0RNUD3bXc5UcGIGIU7v1aCcmUTiSoekNcRUvo+EPUjSGiZlj5CxY+TcOHknUQxWWMUbR4kQOhqFYISp+TGLN4l+PYrPKCWglxEwKggalQSMSkJmNaYIqBshRVHOyZZJjk7+O7HsDqoCG/DoFWTsY9juielaBWHPfIJmM6Pppy9pXZWzs90siXwPsfxhpnJdTOW7SFi9ZJ0JpHQofAKdSFX1YnmzRPFfUfxeYAgvfrOasNlEiaeFsKeJEk8bYXMOhua7uAd2mcg5UySt/pe0bTzfgyNzGOK1ca4U5VQ5x+FHB/fw88P7ePO8xdSFwmwe6OOh7k4+vHQVq2vqpx/wb2xsobWklO8feJ7O2PhJQ02hMAtXa7QcV0o6xoa5qqqWq6rqACj3F+99i29xw+kkX9u9lcXlVayvbWTb0HH+busTBEyTDXPmkrNt9o0Nc2Njy0n7mMxlOTA+QiL/Qj6vkXSS73XsYlllDQ2hCBv7e/mbzY/x+etvZ0lF9azuuV0JQ+kkvzxygEMTYywor2B1TT3PDvTxN5sf5++vu40VVbVIoDM2zjPHe5lfVkm5P8CxxBTf2LOdyVyWz6y6Bo+uM5ZJ84XtG4nnstwzbxFSSn56eB+jmRTvW7yCxkgUKSU7hgb462cepaWklDW1DcRzOX52uIODE6P81es2UOYLkLYt/mXXs+weGeTmplZCpoeRdIrOyXEmc1kVnLjMqeCEMmuudMg5CRLWIIOZXQxldpO0hsg4MXJOAolz7kJm3EdmzrK6Ljx4tBAeLYhPjxLxNFDunUeFt52QWYtHD2EKH0KoLMOvpG19x/nBrudJ5S10IfjQulWsaby0yVsTuRxjqTSufKFnjqFpBD0eSvy+M7YA3L9vP4dHx/ng2lVUBE9PaCmL03kKBB7j5OSTluNw37797Dg2wGdvvwn/S8hhcb4c1+XnezvYMzDEH11/NRXB4Lk3moW87SCReF9FU3xOZZ9nLLOReaWfpjJwE0Lo0/OVz5xlQKBxtrxMk9k9jKQfI2sPAZKIdyG1obvx6hUAWE6c4fSjTOZ247pZDC1EVeBmKgLXAOC4OUYzTzKR2YrtJtE1P+W+11EZ3IAuvEgpydqDDKcfJpE/hJQOphZhTuTdBD1zGUr9jkT+IM2RD2DqERw3S3/yF0hcGkJvBcDFZiz9FAmrE8dNU+ZfR23wDnSt8Pucc8YZST3CZG4PEocSz2JqgnfgNSoAQd6ZZDj9CFO5PbhuDlOLUBW8hXL/+otzYc5BShfLTZK0BhjObGMkvZ2kfZyMPYYjs+cu4OwlF/994YPHkjZW/ijx/FH6U09giAA+o9CrosK/jCr/GiLmHDx6BE1c/L/vSyHnTuJK6yVt67gZLDfxmgnkKMqpEvkcTx/vYV1tI+9ffBVB08OCsko6xkbwGSZzIi8MKV0SNN4pAAAgAElEQVRSUc2Simq2DB7j4MToaWXVhyPUhyPsGh7gl0f2s76ukTe1LTrjfgVw19z5vG3+EkzdYMP4KJ967FdsGzrO1XVzzusYdKFxb/ti7py7AF0Irm9s4TNPPMhD3Z20RsvPKz9XzrG5q3U+b5m3GEPTuKWplT964kEePHqI9rIKAobJ+toGFpRVUOEPYmgaU7ksjuuy6XgPn1yxDo+u0zU5ztHJcT62fC1vbV9SOGYh+G7HTupCEaJeH5bj8N2OncyJRPlfV99EbTCM7bq0Rcv56u4tPDvQx51zFxDP5eiJT7KssoZPrFhHwDCxpUsinyOikoBe9l49d6XKRSOlJGkPM5jeRW9qI8OZveSdFC4v7ebmXByZJ+NMkHEmmLKOMZLtoEs8iiG8RMwGKn0LqfYvocLbTsTTgCZeuV9jQ/MS8dSBJbDdNJabnV1Q5lWgMVrC7fPnsfP4AA8d6iSWzpx7o4ts09Fe/v7xp7BcF11oCFFIfNlWXsably7itva206bKOjgyxvMDQ6Ty+TMGJ2zX5bHOLiqCQdbOOTn4IiUcm4yzZ3AIx31lZjqSwPHJOHuHRsjZF+537ZmeXhwpuWVe6wUr81KbyD6H36gn6r0KIXQEAnGeD5hZZxBd+KgIXIvtJhlMPoCUkpboBwEYST9Gf+IX1IXfhCECZOx+XJmf3n4yt4veqe9SHbwdr15Jzh4pvFdKCQLy7jidsa9gyyRVgQ1owkfGPo4mCjdMWXuIRP7w9PurxCFt9SFxkLgAZOx+JnPPU+ZfR96Z4Fj8R2jCpDZ4JxLJsfgPSOQPURnYAMBw6ndknRHaop9E1/wMp37HYOpB6kJvRBf+047hlSKlJO9OMZJ5joHUMwylt5B3pi7aZ8uZ2DJN0kqTtI4xktlBp/YTynyLqPGvoyqwmhLP3FddkMJxX3rAx8XFuQS/K8qVL+JppiXyJmw3XfiSmeL3mcKXLHx/JdxTaUJMN4pA4e3dlfJF+3G9XGW+ADc2tuDRC/e8lYEAdaEIsWwaW7rnVVbE62VNTcN0A05TJMqi8ir2jQ2Tsa3zCk6EPV7W182ZniK1MRxlSXk1HWPDpKw8QdODRzeQEjb39zKRzZCxLcaz6eJwmGLjkij0bnOlnB7m4UqJlIXzCzCYSnBoYoyWklIe7zs63cTQG58ka9scnBjjzrkQ9flYVF7JY71dfP35bVxT38TiimpKfQGVbeMKoIITylm50iHjjNOb3MSR+CPEckexZPrcG15gEhcpXfLSYix3kLHcQTrjDxE2ayjztjIneDXV/mX49VI0YV7UISAho4Zrq/4blsxgu/nieOgUOSdJzo2TcxLk3AR5J0HOSZB3E+TdVCEHBw62myXvJi9a/S6m2kiY2kiYoMfkia7uc2/wCrBcFwl8cO0qltfW4ErJeDrND3ft4Z83baE+EmFZ3cmZ5d+7cjlvXLzgrDNTZG2b+/cd4Jb2ttOCE68WrpT8+sAhWspKX1XBiawziEcvw9Ai5OwReuPfI231ETRbaCn58KxyNFQGNlDmW4srs7jSZiq3l4R1CFm8YbLdJJowiXqX4zfq0UWAmV3CHDeNxCXiWUzYOx9DnOjpIpDSZSq3j0T+IEsq/5YSb2FKu/Od0tvUwtSH76XMtxaJRd4ZZyT1GBX+68k5o4xnttIYfhtRXyEJm+VMMpx+mLR9nLBnHpabQBNeot4V+Iw69Fe4i76ULjknxmD6WfqSDzOe3YflJl7ROpyxXtjk3SmG0s8ynN5OKF5HlX81c0K3EvW2Y2rhV8UQQ1289JmGNLSXtb3y2iSEoMK3jDLvYlxZuHdyZA7HfeH7E69bboq8U8gnk3fiWO6J7xPk3XgxB02GnBO7JIGMiNfLHS3tfKdjJ1/YvpG6UIS9o0NEPF6ub2i+aPv16DqlM6YZFQgMTeNc7SRnWmwI7aRpRHWhEfX6OJaYwnbPL9Chaxoh0zPjZ0HU5+PAxCi262K7Lr85eogfHHgeQ9OoDobwGybjmeLzRPHzr720guVVNfzgwPMMppJowKb+Xq6qqmV+WaHnYiybIe/Y9MRjPNR9+KR6LCyvpK44XMNvmHxk2RrmRKL8uusgj/Z2MScS5a3tS7iuofmiTcmuXBgqOKGckePmGcjsZF/sp4xk92G5r3xQ4sXYMkMs381kvpe+1GZKzDlcU/3HVHgXXNT9GpqXqLd5+ufCQ4Us/ufOSADqIuWJ12zybpq8m6AvuZldE9+5qHU8X64rGYjHOToRYyqbRROC2kiYhVWV5z1sodBl3ebw6BiDiSS24xD2emkqjVJfEpmOrEspGYwnODw2TiKbI+LzsqimiorA+ecXMTSN+ZUVrJ3TUDjnxUj7l57aRNfExHRwYlvfcfrjcZBQGvDTVBrFwwsfUPFsjsOjYxwaHePAyCjlwQBmsVUh6vdxQ+sL4ziFEExls+weGGQyk6E8EGBRTRUlvsJDXiqf55nuXuaWl9FaXjZ9TIPxBPuHR1hUXUVtJDx9LuLZHAdHRxlLppFAic9LW0U51eGTZyGaeZ6PT8XZNzRMa3kZ8yrKEULguC7Hp+IcHh0ja9uUBwIsrK6k1F+YfztjWRwaGaM7FuP5gSEylsV9e/cDEPSYXD+3Gd8rMFTlYhFSTI/W0IWPiGcRWXuYqdxeXM7d2iulw0TmWYZTj+KSRyCI5/YTNFsp3OIJKgM3kLQOs3/sc5R4l1AZuJ6o96rpB/yobwWluVV0xr5MyNNGhf96yvxrMLQQUjpkrGN4jWp8xgvTSZ3v77ypleAziuOCpUHI00YsuwNHpslYx8jagxxP/JSB5AMAuFiYWikUe15UBW4iZR1l/9j/psS3lEr/DZT4lqNz8bu72m6WkcxzHI3/ipHM9uJ88q9ML6TzIbFJWH0krX6Op56gLnAtTeE7KPctQRe+KzpIURiyouNI+9wrn6KQTFSN11ZeGk3oaMKPgf+My1+4pyomUj/pnurE/x3Gc3vZMfqPZOyRV/YAAI+mc2NjC4/2HqEvPoUEFpRV8gdXrWd+acVF268AtBd72ykuO9GD48Sqacs6LeDgSJesbU0PcXCRpC0Lv2Gin+d7m+u6ZOwXeru58kRZBpoQDKUSfH3PdhpCJfzFuuup8AdwpeRfn9/G72YEGKJeH3fNXcCXnttE71SMqM/Pm9oWcktT23TwI2CamLrO3a0L+MCSVaf0ghAnBR2qAyHevWA5d7S0s23wOPd17ucftz9N0DRZf57DYJRX1msuOPGD//swU+MJ3vqxm6isKyU5lebn33iSdDLL+z7zegJhH/3do2x5eB9Dx8ZxXUlpZZh1Ny9h3tIGNH12eQ5ymTy/+u4mElNp3vXJW/CHrozxmVJKMk6MA1P30zn1G5L28KWu0ouSuFhumpwbvyStOSe6oRXeIPWzDWPHTxlSShL5wVeucrN0bHKSLz39DN0TMUxNx5EuecflDQva+cCalYS8sz+vWcvmX5/dxtNHe/AYOq5bCFYsqa3mM9ddTXU4hOO6bD/Wzze2PsdYKoXXMMjZNvUlJXxs/WqW1da8rBt/2y1+MJom5YEXWhl6JmJsO9bP7oFBSv0+vvTGOwh6Xji24WSShw8f4dDoGFPZLHsHhxlPFYJyc0qjXD+3eXrdZC7Pvzyzhb7YFFnbIpW3WN/UyKeuWUd5IMBEOsPfP/40v7dqBa3lL0wVfGBklC8+9Qx/csM11EbCSCnZPzzKN7c+x5HxcTy6jqSQD+KDa1fyxkULT/udklJyZHyCLz21CSnhM9dfXTxul4cPH+FHu/YQz+bQNUHecVhYVcWnrllHY7SEqWyWRzu7ODQ6xngqTScC2yncHFQEg6xraryigxM+s5Z47gC2G8drVFITfD22m2Io9dtZbZ+yuume+iZlvvXUBu/A0MIcmfwathufXsdvNNJe+qdM5TsYS2/k8MQ/UR9+C3Mi7wLAo5fRGv0DEvlDjGc20zP1TRL5/TSXfHB6eICU9gv9VE9ReDeRvPDALnFlDjFj+Frhpl2etNULX2DqUeZGP4bfeKHnjxAGXr2QqT1otjC/7M+I5/YxltnI4diXaAi/lYbw22Z1nl6KQgLlPrqm7qMv+TBZZ/yi7etCkjjknBjdiV8zlNnKqoo/py54LWd9s78CePVSAkYNCav3vLct8bSpfBNn4EiLjD2CPEv3eo8ewaOFL0qurJxt86OOvbx/+enTVW4+1se8snIqi7mKbNfFlfKsLcd5x+GH+/bwnqXLMLTza13efKwXr2Gwqrb+RddzpcRyHExdRzvls/6Fe6rieTrLn5nPrkTj0n1W7R0dYiKb4Ys33MG80vKXHaw0dR1XFgIJrpSnnZfZ8BsmHl1nKJUga9v4DYO0bdFRHKoxU9LKs3d0mA1zgghgPJ3i4MQoq2vq8Rnnd15TlsXe0SFqQ2E0BBPZDAfGR1lQXknA8NAZG2Mql+WetoXMiUQRFBJpdk2e/BngSsljfV3MKy3nb6+9lYBxek/ohnAJdaEIHWMjZGxreqYPt9gwdqJByXZdLMfBY+hUBULcOXc+TZEon3z0V+wdG2Zd3Zwr+B381e81F5w4tLuXI/uOc8PdK6mojRKPpXj24b2YHoN8ziadnOLbn/81uq7RsrAO13EZHZhksG+MeUtn38V7pD/G1kf3kU7lWH/LYhatajn3RpeBhNXPntgPORJ/BFte+pwCsyOo868iZNZe0a1Zl0pFKMgbFsynpayUsoAfy3X4+pbn+PHuvdw+v432ytm3BBydiPHYkS7uXDife5cuRtcEo8k0U9nsdK+CoUSSr23eSsjr4e/uuJWacIiBeIIvP/0sX9/yHH/7+lsoDZy5VeVMLNflueP9pPN5bFcykkyy7Vg/N7XNZVVD3fR6b1y8kDsWtPNPT29m/8jprS3NpVE+ec06Do6M8he/eZi3LV/CmxYXeuLomoYmBE7xgfHE8Xz+znV4DZ2HDx/hG1ueY0lNFfcsPnMyqzOJZ3N8fct2+iYn+cz1V7O4uhohYDiRIur3oWsCZ3o8ZmGbvskp/u/GZ7Edlz+54drp69M5Ns53tu9keW0N7121goBpsndomC88sZGfPr+PT1y9jopgkI+uX81APMGfPPBbbmxt4SPrVgOgCe28AlGXo1LvSoZTjzKZ20OVfuN5b591RnDcHBWB6wh65mI5cXL2yIycAxKJjaGFKfe9jqh3Gd1T32I0/WQxOCFxpY0ufES9VxHxLMRrVHM8/lMaw+9A18vxm43knBHS9jG8RnFat2JroRAahhbCchKFvAA6WG6ClNVDyNM2XU/LmSTjDBCQzUhskvlO/EY9hggQMJvQhY+8E6Pcf3UxKWih3gKjeAwWphah3H8NUd8KjsS+ymj6qYsWnHDcHMOZ5zgQ+w4Tuf2XJL/FyycRaPiKSUWvZB6thHLfsvMOTmjCQ03g0iRNvdxN5g7z7PBf4ri5My5vL3kH86LvvCiznDhSsm/0zA1Jy6trTkp63DkxTtqyWFVbd8b1HdelY3T4nEMFzqQ/kSDoOfeD7XgmTcfoCGvrGs4rt8HlRAJTuSyP9XXROTmOLgRhj5d50XKqgoUej8l8jqFUkqxjM5ZJk8znOTQxSsLKUebzU+EPTgchKv1BKvwBftfTSZkvQMA0p6fbnK2wx8uyyhoe6umkPlxCQyjCwYlRtg4dQz8lKGa7Lj85vJeMbRE0PTzUc5ikleemOa3nfU1yjs3POjuwpUvY4+XR3i5iuQw3z2kl5PFQHQxR4vXx7EAfbaXl6EJjU38vR2Ljp9XLlZLe+CS/OXqIoOnB0DQq/UHml1UQMD34dIN3LVjGP2x7mq/t3sqNDS3omkYsm6EnHuMdC5ZRGwxzPDHFA10HqQ9FqPAHcKRk6+AxNKHRNCNhqXJ5es0FJ7x+D8GIn4GeURZc1cRA7xger0k4Wmhh7TsyxNREkk/89VtoKwYjbMvBdeWse024jsvRAwP4Qz5KKyN0bO+mfdkcDLMQhd71zGE2P7QHt/jub1s2wbCf9/zR6zFNnad+vQvD0LnmjmV4vCapeIaHfryFpvYaVt+wkFQiy29/sJkla+YyMRqn47luXEey4Z6VtC1pQAjB5FiCLY920HtoEMNjsHRdK1dd247pOfOc7lJKEtYA28b+jb7kJtwrICHRCT49wpzQ6zC12T/QKi8ImCa3tLeStWws10ETgrWN9fxg5/Mkcrnpsfaz4TMNdKFxfDJOOm9REwlRVlUYqnGihD0DQ3RPxPib229mUXUVmhBUBIO8Zeki/nnTs+weGGRD29xZ1z9rFXJEPGIewXYlGcuiMVrCivrak1qHfKaBzzTwGvoZHy1MXadE1wl7vehCw2+aRP1n/p2K+n3cs2QhjdESAO6Y384jh7p4pqePW+e1nXGbM+kYHmb/yAjvW7mCG1vnTt+oVIVmDOcoBie8uk5fbJL/eG4XpqbxP26+gZayUoQQWI7D9r7jjCRT3L5g3vQNYntlBfMqK9jU08u7rlpGXUmEiM9HMl+YO9xrGGc9xitRiW8FFf5r6J76JpO53Xi0KLHsTjThRaDhyBzJfCd5Z5y8M07K6mY8swWvXknAnEPAaMTQQgwmHyBt9ZLIHyTnDBMwm4DCpRhI/pKMPYDfqMOVeaZy+wh75k8vH888Qyy7A7/RCMBEdishz9xCHYRGiXcpJd5lHJ38d8r9V2NoATL2IDWB2wl75xP2LMSR36c3/l3C5jwSVic5Z5wQL/xeuTLPQPJXpKwebCfOZG43zZH3Y2hhDC1EZWADxxI/JeeMYuqlhf9rERrC94I0OZ74BXlnFJ9Rh+NmSeYPU+JbdsGvh5QSy03RFf8FR6Z+Qvoy74n3YgQatYFrKPG0XPFBcFML0Ri6meH0FjLO6TMInMmJ468KrLrItbsyjWWfJ20NTietPZUlUxd1/8l8nh937GUym2VDcwtNJVG2DRznuYF+7l24mIZICUcmxvnWruewXJddQ4Pcu2DR9JC/mVKWxc8PdDCVy3L9nGaiPh9b+4/z5gWLODw+xmAyweraenYODbBnZAiB4C0LCkF5KWEgEWf7QD83NLUwnknzdG8PecdhbX0DjZESftyxlx2DA+waGuS2uW0sqqi8ov6m0rZFLJvBo+s80HUQj64XW+4t2ksr+dM119JcUsqe0SG+vW8Hk9kso5kUluvwlZ2b8RuFqT/fv3glvmLgqNzv59Mrr+bbe3fwxe0b8RoG62obisEJQdA0ifr8zAyMakIQ8XgJeTwIBAHT5OPL1/KNPdv59t4deHWdBWWVfHjpau7vPICp6YAgYHh4fUs7Syqq+dHBPYykU5T7A/zRqqtZV9t43r02KgNBrq1v4qeH9jGUSlLq8/Opq9ZzbUNTYZhwKMynV76O/9q/my9u34TfMFhX28hHlq/hkZ4j08kvRzIpNCGIZTL85/7daEIUekC4Dne0tPOhpasJe7zc0tSGVze478h+vrB9IxJJ0PSwrrYRbzFZqFc3GM2k+G33YXKOjS40qgJBPrFiLdfWN1/h4eVXv9dccMIwdWoayujvGcWxXfqPjlJZF8W2Cg/j0bIQ0pUcPdBPXXMFwYgf03N+pymXtdiz5QgLVzZRWhlh66Md3PLWNZRWFMZpVlSXsHjNXFxXks9abPzNbqbGkyAljuPSufcYpsdg/W2FqXTyOZu9W7vQdY3VNyzEylns2XqEowcGCEX81MwpJz6RKmamFyTjGX729ScZG4wxb2kjqXiGXxSHrlx/5wp04/Sueml7jF0T36UvtfmKCkwARMxGavzLEert5iWJZ3M8fbSHTT29TGWyOFISS2eQcFI26tlojJbwzhVL+cXe/XzmV79h3ZwGbmxtYWltzXSrfG9skojPS1UoeNKH4NyyUvKOw0A8cV4BkZDH5DPXX1PIOUGhV8Mv9nbwL5u24NE1rmtpvuA3Pl7DoGZGPgivodMYLeHI+OnzmL+Y4USKvO2woKrynDcEWdvh37ds58DIKP9w5+00FwMTUOiK2zc5xVgqxWd/9/h0Bm6JZDKTJeLzTffAeDVI2yl6010IBCVmKVW+GnRhIPDh8d5OJpeDXC9BY5ygp4ky3zp0LYjtJhhO/Y6cM47PqMGROQaTvybsacdrVOE36miJfpiR1OPEsjuJeBZQEl1G1h7mxE2hT68hkT9MLLsDXfio9N9AdfC26bp59UqkdJjM7UITHiKehVQHb8XQCr8vHq2MttI/ZCT1KIn8YUDi0cunpwENeVqZV/ppxtIbmcp3EPEsIuJZXBjagYbXqKIhfC9BTxvjmc04MsOcyHupDGyY7jLeGH47fqOOWHYnKasbU49S4lmMKOZY8Rs1pKwuMtkBdOGnOngrVYGbL/h1yjijHIp9n57Er8nPGBpzJfLqZTSENrziyUMvBiEE1f7VNEfu4sjUT7HOkaRZoFHpX8Xisg/h1VSr46mkdBnL7uHiztXw4lwpWVBewXgmwwOdh/j4yjUsr67hqd4e4rkcAmiMlDC/ohKfbnDb3DbC3jPnmJFS0lZWRtqyePDIYW5pnsu+0WHevGARo+kUR2MTRLw+Nh8/xt3z5hcC+T4fIOlPxOmZmuR19Y14dZ0fd+ylMhhECPjlof18cvV6llfXkMrnuXvefOrOkpj6cvbUsW5+3tnBH6+6hhVVtWhCQyI5ODHK/9r0GNuH+mmKRFleVctnr775jAmPA6bnpMYTXWhc39jM8soaso49HWwAMDWNDyxZxbsWLj9pm4jHy1+t34AuCutqQrCwvIrPXnMLKSsPspBLKmB4uLquiRKvF1PTeM+iFUgpCZgmtzW3kXccvLpBidf3khJFCiF4Q8t87pq7gJxj49ENojPK0hDcNGcuK6vryNqFQEHE60UTYrp3Rdq2+N6+nYykknzl5jupDhR+LyzX4VddB/jevl28sXUhYY8Xn2Fw05y5rK6pJ20XZsIyNJ2g6Zk+Z9XBEH+6+lpSloUtXQTg0w0iL/EYlVfWay44AVDbXMHY0BRW3magd4yGuVV0Hxz4f+y9d5Qd133n+bkVX079OudGA40ciEgCBLNJSVSgJEoaBY8sWcF5vJ6dcObMGZ+ds3/s7M54gmXLmtm1PSPLlCXLlEiRlEkqkBJJECSIROTcjc7x5VBVd/94Dw004utGR6A+ODjd/V6F+6rqVd37vb/f9wdA8/I67v/QRl74mzc4tOc0G3euYNOuFUTjwYojJ8aGEnSfGmDnE+uJVAV48Ttv0n9hZFKcaO6spbmzFseRvP3T90HC019/BG/AJJ+tvIRaNpXn6//uKUJR/+TNTwjBif0XOLH/PF/8l0/SuqIOq2BRyFv84rn32LRrBZGqqQ8DWxY4OvEPnE6+MsPa5wJFaKjCwKOGCWi1eLUYphJEV/ylQYNQcaSNI4sUZZaCnSRnT5CxhsnYo9hOAQcLKe0bzjzciBb/fZgVuPC7XEvRtvnugUM8s/8QT67q4oMrVxDymBwfHOZAX/+0t2eoKp/auI7tLc28cf4Cr548zaunTvPkqpV8adtmQh4TB1kS0q62MlLEjAQRIQRRn3fSYLIhFOSLW+7h56fO8ovT59jW3IxHn/1b3dT2C4S41ojqaizHmdJRscvLX13u9HqcHR2jvrWZ2mCA548cZ11dLTGftzzrUArHrQ0E+PL2zYSu6nR6NG2K/8ZSZyjfz+tDr7AytI4D43vZGX+ERm8LQ/kB3h07QGfgCdr9y4kYsSnrqarJitgf3XTbce99xL333fh93y7ivl3XfU8IQchcQ8hcc8P1hRB4tXpaw1+47vuKMKj2PUC174Hrvh/1bCbqKc1e1/gevO4yuhqiPvBB6gMfvO771b4Hqb7BurOBlJKsNcCh0W9yPvkTJNM3XlxsVHnWEvesX1IzvDdDVUxWRj6PR41xeuIHpK0+HFksP39LdzEFDUMN0RR4mM7w04SNpZGeOt9k7SEShXMspLGrX9fpqorTl07xRs8FcrZFldeHtzwzL4TAq+uEDBOvplMbuL7ZMoBX11kRi5Mo5Hn9wnkyljVZKrPoOKUJjGyGsGnSEY1hXjK6Bg4PDRDz+GgIBik6DheTCVojEQK6QVdVHJ+uEzY9BAyTGn8An770UgnfHejFq+lsrGmgzh+YnPnPFIsoQlCwS/c7v27gr/DzCSHQhUrc57/ue6WoiamoikL1VcsrQhAxPUTMqSJqrf/y+b7yvRrf1OvAlg7vDfTx/Jljt2zzxur6ktGmlOiqQsxz/T6GEAJNqMS91342b9nfIl0ssLf/Ivc2tLA8Gp983XIcGvwhcrY1ZYJFVRSiHi/RGxirKkIQMj2EzKUvJt+N3JXiRENrnCPvnuXCqX6S4xk61zZNihOGqfHBz93HqnvaeOfnR/n5D/fx+vP7+dRvP8KqzW0oFQwiDu89Qy5TYGw4STqZQ9NV9r9xklX3tE0uI6Wk+9QAL3/vbR786D10bWytaNtXsnx9E/5Q6Yt5ZYfp7LFe+ntG+fafvIhWHpSlElmi8SC2NXXgL6VDT/ptTiRemrYwoaAR0GuJmh3UetZT7enCr9WgKSaKMFBQUUQpjEwgyrMKEge7LFRY2LKA5WRJFvsYL5xjrHCOiUI3GWuEnD2GJW9ej92jRmnyb5tWu10uM57N8eb5btqiEb5+7za85eulZ3zms5yaotBRFaU1GuaJruV8572DPLP/IA8v72BdfR0tkQjJfJ6RTGZKhMSFsXF0RaE24L/tAYAQpY5S3rJxpln/W8Dlqh9cX2jIWxb9qRRhb+nBV7AtehNJ6oIBDFXBdkoeFZli6YGqlQ2bBpMpssXL37O434ehqpwZGeWexpt7pjSFQ/zB/ffRn0zyJ6+9wV/u3cfX7t1KwDAwNJXGcAjbkayqqWZlTfUtPuNlIehmYspiptZTz+bovbxSGGaiOEZQD3EyeRTLsakya/BrAXJ2lqF8P450iJu1eFUfieI4eSdHxkoT0iNEjCkEN18AACAASURBVBjjhRGSVgLLKRI14oT1KCOFQTJWmqAeImZUo8yBkd2diJSStNXLoZE/pyf9szkTJhShowkfquJBFfpkVIgsP19smcNystgyz+0OGhVh0BL4NVQx99VM5hNdCbIs9BR1vu0M5Q4wljtGzh7GlgUMJUjI6KDGu5mI2XlFSVyXqxnLHydvjy5oG3KWxS97LjBarh5lKCrHR4YZSKc4OTpCjd9P3Ocn4vFwYmSYAwP9dFXFJ9MKrqRg27zRc4FMsUjE46E+EMByHF6/cI6DA/3oikJdIMg7fb280XMBr6azKl6NAHY2tRIwDF44dYKnulazproGQ1GpCwTw6wZeXcdvGCQLefb397GmumbJCedt4Qg/u3Cal8+fYlNNfSkVIZflH04dIWSarInXLlkRUyCIerysrqq55bL1gSDnE2Ozsl9T1WgLR3ir7wIbaupo8IewpcO5xBjfOXaAnY2txK4j0LjcmdyV4kS0Okgg7GPvz49hevTJiAYoDfI9XoNV97SxclMrQ73jfPtPXuRHf/06LcvrJr0pbkQhV+TQntNkUjle+s6bAGRSOQ7vOU32N3bj9Zc6N+PDSf7uz1+hY1UDu5/cOOlHMckVfSnHca4RFQC8fs91BxVW0aauKcanfuuRSfECSn4boejUDkbWHuXI+A/IWJXlnUJpPiWo19MZ+jVa/DuJmu0oQr+ttIqo2U4L9yGlpOAkmSh0M144z1DuCAO5IyQK3diycE1URaNvC0H9+sZOLrdGEQK17FmQs4qoiqA3keRHR45OWU5KWZrllxLLkZN/F20bUd6GEIIL4+Mkc3naYlE0RcFvGkS9HizHwS57rGxsqKMuGOS594/RHotSE/AzmErzo/ePURcKTpb+nA5F2yZvlQZBqXyBvz94hEyhyMqaOKam4UhZGoiXfzpSYtklN2dFCJRy+wFCHg+qonBqeIRELodHK/m0XBkKOJ7N8eOjx6kNBPBoKm+c6+bE0DBf3bEVv2GgCIXqgJ93ei7yofEV1IeCXBif4B9PnJpsJ8Dq2hqawiGePXyUlTXVLI/HQAjGs1mKtkND6PK9SVdVQh6Trpo4Q+kMf/bGHuqCAT61cR26orCtuYlnDx/lO/sO8Ds7dxDxenCk5OJEKU2moyo6GaERMEshpedGxxlNZwiYpZxVXVWWTKfqfPoML/b9AFWoNHibyNlZxoujZOw0o/kh4kYN+8beImdn0BSd06nj7Kh6gHdG3yBtJ4mbtUgkilB4Y/jnhPQwx5OH2VH1ABPFMU6njmEoHsYKw9wXf5gaz/Svy9tBSoljOwjl8rVpF20cx0HV1Oum5y00UkryzhiHR7/FhdQ/MnszyaXoPI9aRdTsImS049ca8KgxdDWIJryTpqWOLOLIAgUnRcEeJ2sPkyx2kyycI1E4S9HJILGn1bYqz1ri3vVzUmlhISndu01CRjshox3cAMRp40iLsfwxCvbEgrVBVxQ+u3YDRcfGp+s81LoGVVHoTSbYVFfqHyXyeaq8PrY3NuNIyYWJcdojkWt6bULAZ9aso2g7WI7DJ1etpcrr5aNdKzk/Mc76mjrqg0E6IlE+smIlR4YHmSBHV1UVG+vq0RSVllCYvb0XKToOn169jrd7ezg/McHyWCmSrSUU5oHWNnqTSZKFwpITJz7Y3sVwJsPfHT/E/zryHko5pbozEuMPN+9kXXXtQjdxxihCsCwSY1kkdstli7bNvoFeDFW97bTqoGHy5XVb+NbBvfyHt1+ffN2jaWypbeRzqze64sRdxF0pTghF0NAa55cvHuCe3SuneEoUCxaKqqCWO+lVtWE6Vjfy5suHKRZuPQPUd2GYvnPDfO4PHmfdjpKBWc+ZQf7Xf3yRk4e6Wb+jk0K+yEvP7EFRFB7/9A4M87IzrlAEXp/J2HAS2yqFgCfG0owMVP7ga+qoYc+r7+MLeli+rrlUZqc8oFSuKpLck36b/uzBiretCS9tgd2sjT5NxGhDU2Z3JkkIgamGqPGuodqzmrbgg+TtCcYK57iYfpuB7CGSxT7yTgJDCdDk346huDM6MyXi9fDI8mV8e99+/tkPXyTsMUnm8zRHwpOlxwCS+Tw/OHSEnokEZ0fHGMlkeWb/Qd7pvkhDOMSHV3dREwhwdmSM/77nHfKWTdA0KNg2iVyej61dRXus1BGqCwX5nZ3b+dZbe/mjH71I0GOSyOUxNZWv7dg61QyyAtKFwmQkgSMlqXyebNHi4eUdfGDlClRF4cTQCC8dP8FoJsve7h5G0hn+26/eotrvZ2NDHY8sXzbpaF7l8/LYik5eOnaCo4ND+HSd1liEf/PIg5P7XBaP0T0+wf/2oxdwpGQglWZbcxOPLl+Gpij4dJ2n16/lm2++zR/+6AWqfD4sx6EuGGA0c7kKTrXfx1d3bOUv3trLv33p5UlzykyxyMfXreHja1df851VhOCDK1cwmEzxzP5D1AQDPNzZwaraar6yfQt/u/8gv//sjwmaBlnLomjbfHL9Wtpjl3PFA4bB412d/N2Bw/zuPzxH0DSpDvj5Vw/vvmEe8mKj2lNLnbeRsfwwfi1IVDFZHlyFR/WyMbqNVDHJQL6Xh2o+gKmY/GzwJcYKIwghaPN3si5cqpE+XBiiKAvUeupJWSXR4mjiIOfTZ4ibNeSdLGn75jn5c0EmkeVnz/yKtbtW0rq6iYHzw3z/T57nwrFe7vvIFj745YcwPIsnJLokLE9wZPQv6Um9ymwIEwINv15PzFxDg38nUXMlhhpGFz4UYVQgpEkc6WA7WYoyQ84aYSx/lIHsO0zkT5Gx+m9ZlUoVHpr8D+FRK69a5HL3UHCSjOWOTTsddTbRVZVdLa3XvP5Q27XG0hGPhw90rkBKyZmxUZ4/eXzK+11VcR5q65hS4QNgc33jNSVCV8arWRm/HKUX814WGXY0NU/+/oHOFVPWU1SVe5taKvhki5OYx8vXNmzjk11ryZVLdOqKStj0EDY9MyoDuhTRFIVPda3jibblhIzb6zcoQtAVq+bf3fsw4/kchfLEkUfTiJhe/IaxJCM8XWbGXSlOQMn34fzJAT70hZ1oV4gTB986xYkD3dQ0RfF4DYb7x3ntx/vZvHslgdDNVbtLVTocx2Httg7idSUn/2DERzDq49Ce06za1MbbPz3Cr146wEe/uJuRwQQjgwk0XaWxrRrd1GhbWc+eb7zPz559l6raMPteP874ULLiz7ZmWwevv7Cf733zpzzw5CZMr05/zyj1LXHu2dWFqpW+4paT50zyp+Ww11ujCS9rIh9nXeyzeObB40EIgSF8GIqPoF5Ps28HWXuU/uxBetJ7yNsJGn1b7rjZrPlEVRQ+uX4NnfEYRwZK0TNd1XE641VsaKijMXzpPAs8esm3oMrnY0vT5U6KV9cmVfNNjQ18dcdWzo2OkbUsPKrGsniMexob8JUrSGiKwv3trbREwuy72MtoJkvM52NbcyMN4dC0Huyraqr5+r3byFuXTSg9ukZHLMrmpsZJE05FlAbkuqLy5KqVU7ahX2WOZGoaX9uxlfX1tfSMT6AoCp1VsfLxEuxqb2FHSxOd8Sr2XOhhKJWmPhRge0szVf5S50xTBR9e3UVLNMKRgUFsx2FlTTUrquP88ux5lpW3J4Tg3tZmllXFeKfnIv3JFIoQVPv9bG5qQCv73Oxsb6ElGibkKXUAAqbBr2/ZSG0wUI5mcfBoGk+u7mJ9Qx37LvYylsni1XWawiHWN9RN8bUQQvD5zRtZEY9zZrQUjtwSiUw6XS8FfKqf1aENvDLwPAO5Xpq8bVPe15TSdZm1MwgERaeIoRhoQsNUvJNpGj7VjypUerM9rAiuJm7W4lE9rAytY0fVboqytN58kxxL84vv76F9fSvSkfzkr35O9/E+7nlkHb96di9dWzpYtX35vLfrRkhszkw8y+nED2alVKhfb6I18DhNgQcJG8vLKYLTRaAIFUUNoBPAp9UQ86yiPfRR0sUeBrP76M+8yUB27w1NIQN6I43+B2e4f5c7GSklBXucsfyt8/MXG0IIlsWq+IPtN/bXcbk+omxA6dPDC92UBUUIQZXXR5V3diJflLK3xvX8NVzuLpZOT3SWqGuOEQj7qGuuYtPO5bQur0PTVRpaq1E1FX/Qw3D/OMfeO1dysw16efTjW7n/QxvQzZsfrmLBYmQgwY7H1k5J/9B0lR2PreXcsT6SExn6LoxgenTefPkQb71yGCgJGJ/5nceobY6x9cFVjA8nObTnFKqmsmZLO4GQl0g5/UTVSu2NxAPXTRYPxwL8xr94kp//cB+/fPEAji2JxAMsW93EleP4odwRRgtnKjpuitBZEf4A62Ofx1AXJlJBCIFPq6I98CBN/m0UnSxe9dahZy43R1dVtjY3sbW5acrrn1y/dvL3kMfkMxtvXWow5DHZ3dHG7o62my4nhKAtFqUtFr3mvYJlcW5sfIrgcD08mkpTJMyXtt26tF1nvIrOeNUtl7vUtpDH5PGuawd+qqKwveXyjNBH1qy8ZplLGJrG1uZGtjZPnW362NpV1+yvNhjgQ6u6brit7S3NU/YLpfSTpzesnfKaqii0x6K0X+e4Xo1P13mws50HWXomd4ZiEtZjBLQQK4Pr6M9epNHbikf1ESp3GE3Fw6bINg6MvY0tHVYEVxM2Sut41JJXiJSSrJ0ha2cp2HlGC8MoQmVNaBPvje3h+b7vEdBC3Fv1IH5tehE9t4tVtFA1hVAsQP+5QY6/c5oPfeURNj+6jr4zA/SdGVw04oQjLXpSP+PkxPduW5jwqFU0+h9kWfgpQkY7qph9YUgRKkGjlYDeTFPgIRKFc/Skfkpv5pdkiv04XPaFafQ/gE9bumHaLnPLROEMWXt4oZvh4uLicsdw14kTv/5Hl93L/+1ffGny96//8VMAhGN+Vm5qm9G2Ta/BJ7/60DWvq6rCE5/eMfn30197mKe/9vANtxMI+3jqyw/y1Jev/34w4uPr/+6pG66vKIK6lio+83uP3XAZKR0Gc++TsyozcYqbXayNfApTnd8O+vUoRVT43XSOO5SJXJ6/fuc9BlM3rwtfHwry1e1baIrc3bMXdyP13ibqvSUxbX3ksjjV7u+k3V9KpxNC0B5YQXtgakjx5ti9U/7uzpyjydvKffGHODTxLn3ZHlp9y3io9gNz/ClujqoqCEWQSWY5e6gbIQTrdnWhlF8v5GdSWWn2kVKSKJzhyNj/S9YevI0tCSLGClZHf4PGwAMoYu67J0IomGqEau9G4p71tBc+QnfqZc4nXyJt9eFRYzQFHl4yPiwu889wdj8LWaXDxcXF5U7jrhMnZoqUklOHe/i7P3/1hssEQl4+87uPUdu0+GfzC06KkfxJHG4+Ow2gCQ8rQh8goLuzRy5zT8zn5Z8/uGvSQPNGaIogsET8EVwWLw3eJvaMvM6LfX+PIlQ2RbejLoIQ/mAsQOuqJr71L/6GQr7Ih7/2GMFYgPR4hrGBCYLRxSHOFpwEx8e/w0SFUXjXQxUG9b6drIn9JiFj2YKkUAihEDaWEYw20xh4iPOJF1CEQUBvuvXKLncltswzkn9/oZvh4uLickfhihPToK6liqe+fP3a81BK3wjHFj6yoBIKTpqJQndFy4b0Rup9GydLtbm4zCWqohD1ujmHLvNDjVnPhxo+gZSlaAuFxVGxxB/28fE/+ADv/OQg4eog9zyyDlVTkVJyz6Pr6NzYttBNREqb7tQrXEz/gpnOHpfKdD7B2thX8Wo1C3rsL1WviBpdhOMdSOncceVDXWaPROEs2WlUOnNxcXFxuTWuOFEhQgiCYR+rNy+9/OxrkVhOlnSxkhBcQdhoIag3LIoOu4uLi8tscemepqJd179nIRFCUNMc54kvPYRjO4DEtmwCET8f/PLDqOrCGgFLKZkonOH0xA9uaCZ5K1Rh0hp8grWxr+NRqxbNM0YIgYqx6K4Jl8WDlJLR/BHy9vhCN8XFxcXljsIVJ+5CpISikyPnJG65rCI0wkaz61Tu4uLiMo/Yls2Foxc58tZJUhNppD01MmHrExtYtqFtYRpHKaT9XPJFxgsnZ7S+QKHRv5vV0d9cVMKEi0sl2DLHWP44tswtdFNcXFxc7ihcceIuxZI5KgnDVVDxaXHcKSSXuUBKicTGlgVsWcSRFo60yzXjHaQEBIjJfypCqChCRRU6qjDKr92d16cj7fJxu3TsLCRO+b8EKcvHRiBQSscOBUXoKEJDFfpdffwWM2MDE/yPf/MMuq5S21qNok2NlCjkrAVqWel7O5I7THfqFWaWziGIezeyJvYVfFqte/25LDly9uiSLCHq4uListhxxYm7FMvJV7ScQKALzxy3xuVuwpEWWXuMVHGAjDVEyhokVewnbQ2RsyfI2wksmS0Pum0EyuRAWld8mEoAUw3j06oI6HX4tWoCWi0BvRaPGr2jo3yklBScNGlrgHRxkKTVVz6Oo2TtEXL2BJbMYTslsUfilMUIDU3xoCs+DCWAR43iVaP49Rr8Wrz0u1aNV6tCVzy4YuTCY9sOmq7ysd97gpVbO7l6/K4ZC/f4tmSW88kfk7VmVp3Dr9WzMvLrBPVWV5hwWXJIKclagyQL5xa6KS4uLguMcPtLs44rTtylKKKyfGUJpRlYF5cZIJE4TpGCkyFZ7GUw9z6DuSOkiv1krGGy9hi2rEwouxGqMPCqVfi1OFGzjTrvJmq9a/CqMVTFXNIPDikljiyScxKM58/Sm9nHcP44aWuQjDVKwUlxu2XsVGFgKiG8WgyfVkXUaCfuWUmV2YlHjaAr3rs6ukJKh9H8aY5OPEvWHqtoHYFC1GhjVeQpfFqMmYg94XiQDbtX873/+Dy1rdV4/FONGXd/Yjsrt3VOe7u3i5SS0dz79Gf2ICuo9nQ1ijBYFv4Etd4tiAqfQy4uiwmJw2juCJbMLnRTXFxcFgEC91k2m7jixF2KKowKl3QoOOk5bYvLnYeUkryTYKxwjsHsYS5m3mE8f5aCk6k4pahSbFkgZfWRsvoYzB3hTPKnBPQGWgO7aPHfR8xchir0WdvffGE5ecYL57iYeZcLqV8yXjhPUWZxZHFW92PLAhl7mIw9zEgeLmbeQRMmHjVC3LOSeu9G4p4VhI0WdOG7y0QKyWj+NHuHv8XFzN6KB+NVZidd4Q/hUcMz3nNyNMWeF/dheAwMj46qTY0IWqjzYMksPemfk7WHZ7C2oNqzgZbAoygVP4NcXBYXEpvh3MGFboaLi8uiQHBNaKPLbeGKE3cpmuJFQcPh5nnLjrRJW4PIydx1F5frI6XElnnS1hA96T30ZPYwnDtRnm2en+gbiU3BSTOaP8lo/hSnEj9hWfBRusIfwq/VIYRY1JEUl47hWOEsxyd+TG9mH8nixbIHx/zgyCIFWaTgpEgUezib/CkBvY7locdZG/k0huqft7YsJJciJvYMf4O+zHsVngNB3FzBturfot676bYiA6SEQMTPR3/7cTo3tSGUqdetbiyM4JYqXqAv/Utm8p32qDE6w5/Cp9W7zxOXJUvOGmaicHqhm+Hi4rIIEHdwKvFC4YoTdyFCCDThwVRDZO3Rmy7rYDFR6MaWRTR3psvlBhSdLKP501xI/4oLqV+RKvZTXPCQV0my2Muhse8ymD3MhqovlAeMi/NBIqVDyurnVOIfOZV4mWSx95bi4by0C4dUcQCBuiQjUGaGZCR/ir3Df0FfZn/F4lCNZzVb41+n1rvutlMWDI+ON+jlf/4f36e+vQbTZ06ZnHnw0/ex5t4Vt7WP6SKlw8X06+TskRmtX+/bSY1384IJExOFLIfGLrIqUkfM8LsCicuMGMsfp2BPLHQzXFxmFSkdik6aopMqe1dlsWQeKS0kNlJeihxUEEJBoKIIHVUxUYWJJjzoih9N8ZdTx++O+6uCzu1+VtvJk3cmSsfeyWA7+ZLROXbJDF5oZe81A03xYSghDCWAqpi3ve/FiCtO3KXoige/VnNLcQIgUewhUewmanS4nTmXa8jbSQ6PfZeTiZ+QsvoXujnXYMs8vdl9pAeG2Bz/Cq2BXShoi+ZaLvlKWPRm3+Xg6N/Snz0wo1z+uSSg19Do24Kq3PkCpZQOo4UzvD38jYqFCYGg2rOG7dW/Q41nzaxcW4qqsHxTG21rmq77vi8w/0bFWXuYgczbM/KJMdUYrcEn0JWFi7w5nRziD97+Lv9p69Psrl2+YO2YCZeiqmY7rWs6CKGiCc9d4xVyqZqUUx6cFexxksUeLqR+QsFJTmtbtlOg6KQW5PwJIVCF9442i3apDClLTnJOucpX1h5ionCWVLGbdLGfnD1E3h6n6KQoOunSQFkWkdKanCwpiRJqacJCMdGEF03xlQy31QgeNYZXqyGktxI2OvBqtajCRBHaHXnvmO6kTanPV6DgJBnLH2csf5Rk4QIZe5CCPUbBTmLJDLZTKB9zgSoMFKGjCQ+GGsKjxvCoVQSNFmKetUSM5RhKEEUYi6Zvezu44sRdiq74CRmNDFdQCitZ7KM/e5CI0YpwLxmXq1CFSd5OkrGGFropN2Wi2MPe4T9HFQbN/h0IFkdHreAkOZF4iSNj3ydp9TNfKTCVI6gyVxAz5998cb6RSEbyJ3l7+Jv0ZQ5UHDFR593IturfpspcPmsdg2DUz5NffbTULllq3ZUo6vx28qSUjOWOkSicnfa6AoU633ai5so7snM6HziyyPHxb3M++eKCtSFsLOOe6v8dr1a9YG2YS6R0sGSGvD1BwU6Qs0dIFbtJFM6SKJwnaw1gySwFJzVtAflc8nl6M68vSFqhqcbYFP8jYp6V875vl8WBlA4FJ0HGGiBZOM9I7hBj+RNkrH6KThpb5rBlgUr6HxILW5aECsvOkOdqo2gxOZDWFD8+rYYqzzqqvZsI6W349Lpp+N4tfhShV/StllKSt8cYL5ygL/0mg9l3yNpDFJ00jizcbM3y+clRJFkSlDhd3reBrgTwqDFqvFto8O8kbHTiUWNL+lnrjjTvUnTFR9RoR6De8iFrywKnEy/T7N9BUK+fpxa6LBU0xaAj9DDn06+TXtQChSRZ7OO9kb8koNUQMzsXVGG+ZBp6cPQ7HJ14lqKTWbC23AxNmLQFdqMp5q0XXsJIKRkrnGbP0Dfoy+6nkk6aQKHOu54dNb9HlTn7M/GDF0b45bNvM9I7huM45XaCogge/NS9rNo+f7P/tswxlNtHwZl+OLuhhmkOPIqhBidfk1JiSQdBaWbXdhwkEkUoaEKZ/G4WHRuJRBdTK8aUyuraqEKglpeXUuIgsR0HB1kOhwVNqNd0Hm3pYDulc3zlNi5t+9J2LlWrurpdl7fhoCsqtpTY0oErPoMELMdGVRQsx0ERAk0oWNLBkRJNUVAQFd2HJA45e5Rk8cK0j/9soSl+HLm4orqmS2nm2EHiIKVN3kmQKnSTLF4ozR5b/WSKfWSsAXL26KxFsRWcBAUnMSvbmi5FJ3PbVbFclhalqB8HW+ZJFM4wkHmbkdxhJgqnSFsDMKc+VuXIAFkoCyJ9DOcOcHL8u4SMDmp8m2n0P0DMXI0qzJKf5BJOTVDFzftGUkqKTpLezK/oTr3CUPZdirNUaMCRBfL2KHl7lInCKc4lniPu3UBT4BEa/Q9gKMElKVK44sRdiiJU4p4uPGq4otSO4fwJTk68xIbY5+6K0G6X6VFlLqfBt4WTiZnN6gkUNMWLrvhKarswpoQASulgywJFJ0ehHG44U5PIkfwp3h//PturfxfzisHSfJO1R9g/+m1OTLwwqyXpBErp2JXLf14KTbZlkZlEZYSNVmq8a2etfYuRUsTECfYM/Rn92YNUKkw0+raxrfq3iBpts96m5GiaZ/7DD7l4uh/HdijkitQ0x+k50UesLoLHP79pHXl7gsHsvhmtGzLaiXs2THkt51j81yM/JWx4qPdGeKXvKGOFDMuDNXyqbTMrwrWoQuEvjr/Gxcw4f7jmUWo8l7+v59Oj/J8HX+DDzev5YONaVBTGChl+1n+c1wdOMZxPoQqFWk+QL3bex6pwHQCKEHSnx/jTYz/n4FgPRcdmXbSJp1vvoT0YByBtFXjh4mF+NXCKkXwKgaA9GOdjLRtZH21CU0r3pTcHz/D98/v4nZUP8trACd4ePk/ayrMx2sTXunbTl5ngz47/gl01y3jp4hEafRE+0bqJ53sOcTwxwEeb1/Nk83oM4XbF5hIpS8JO3h4rCTyFc6VoiOI5MtYQlpPBcrLYMjuv5sMuLrNNSfTNkCr2MJTdR1/6DSaKZ8jb47eYnZ97HIqMF44zUThFd+pVajyb6Ag/Rcxciab4FrRtt0NJnLhWXJFIbCfPSO4Qpya+z2D2nXI62NxFxxZlmr7MGwznDnIx/XM6Qk9R470HbYlVWnOfiHcx1Z5VBPTaisQJW+Y5OvEsEbONtsD9KG5nyuUKNOGhI/gI51OvVVx6Vlf8hPVmomYHYaOJgFaHX4vjUSMYahBdeMrXmcCWBQpOmpw1RtLqZzR/msHsIQZzR8qlSStHYnMu9Vq51OjOeVeVL+WOHx77HscmfnSbOcgCUwkQNloI6Y34ysdPV7yowkAItSzs5EvHzx4nbQ2SLPaTKFwk7yS4+YNS0OK/F59adRttXLxIJEgYK5wtR0y8V9F6AoUm/za2V/8uEaN1TtqWHEtx4dhFvvYfPk/vmQEGL4zw1O89wfkjPfzDn75UngGePxKFM6SK3TNat9H/wDVeE1JKejJj/KS3l/XRJu6pakFB8ELPYf6Pgz/m/9nyCRp9UVZH6vnbs3v5UNM64mYApSy4vTF4mr7MBI2+CJqikrEKfOvE6/zk4hEeru9iZ80yMlaBs6lh1Cs6ZQLB3517h42xZh5vWENfdoLnug8ymk/xxxs/jEfVSVt53hu5QJM/yo7qDgqOxfM9BzlxeID/e8snaPbHAEhZed4ducBfnXoTQ1F5qG4FWauIg8RUNXJ2kb3D51CFYGu8lR+cf4+jE33sJT9xNQAAIABJREFUqO6g3hvi26ffZkf1Mhp8My8563Jrik6Go2N/RU/qp+TsEVeAcLmjuPQsKDophnL76E2/zkBmL2mrd4Fbdn0kNllrgPOplxjIvkNb8AMsD38ar1azpAbQl1CvE1VaiuxLcCbxD5wY/zty9vxGFRedFL3p1xnOHqAj9BTLI5/Cq1YvmePrjjDvYkwlRJNvB8O54xU9rLP2KHuHv4mUDq2BXXd8mLdL5QihEDe7qPdt5nzqda434NUVHz61iipzOXW+DVR7VuFVYxhKAF3x3lQk0DAx1SBBvY5qVtEa2EXeTjCSP8GJiRe5mNlLwUlV3N6Ck+JU4mXqvBvnPXriktB3bOK5GQkTitAJaLVUe1bR5NtKlWd52bnZh6qYNzT7LIWqF7GcPEUnUyoVWuhlMPc+Q7mjJIu95OzxKWKPX6umwbf5jsoPnYKE4fxx9gz9KQPZwxWtoqDTEriPrfGvE9Ib5q5pUmJ4DXwhLx6fSXoijW3ZNHc1EK4Kcu5wNx3rWuZs/1PagmQo9x62M/3QcJ9WS7Vn43U9Xhwp8aoGX1p+H2sjpWPZHojzL9/9AW8MnuHpts2sjtSzLFjNT/uPsSXeWhYPCrw5dIb2YJwVoVoA3hk+xy/6T/CFZdv5dPsW/JqJIyU5u4ihXP5O2NJhVbie31/1MFUePwXbJlXMs3+sm97MOB3Baqo9Qf7F2sfxawa6oiKBak+Af/vecwxkkzT5opPby9tF/JrB7616iIBmIoGCY2Eope5V1i7yWMNqHq1fyf7RHnJ2kc92bOVMcpj/lHiFgeyEK07MMRKLVLGb7DwPEFxc5hpHWmSsfgaz73Iu+SKJwmny9gSLz7vq+uTsYU5MPMNY4QSro79B3LNhyU1+qmJqFKOUDsliN0fG/gcX069hLWDKbsFJcHLiGcbyx1kT+zJVnrVL4vgu/ha6zBlCCNoC93Mi8UI5B+3WJIu9vDX0X0lZ/awMfxhTDc1xK12WCl4tQnvgQfoy701xMvepcep999Dg20y9dwMBvb5cZmrmqELHp1Xh0+6lzruBU4l/5MDod0hZfRVvoz97gNH8Kep9m26rLdOlN/seB0b/Ztpu7wARo41lwUdpC+wmYrRNSwUXQqBioKpGWZCpJWYuoy14P7ZTZLxwjoHcYfqz+xnIHiZtDVFlLifu6Voyavt0kEjGC+fYM/Sn9GcPVLSOQKUtcD9bq3+LoF43p+0zPQaaqjIxlCBWH+H80YscefMEkZow/eeH6Nq6bE73fyW2k2U0dxSH6YtpUXMVfr3xhtdQvTdEV6h28p7QEYzTGojx/ngvT7OZuBng4fou/uH8/knx4ERigPOpET7TvpWgXuoY7h/twaPq7KrtxK+VhHNFCHzatcLafTUdRE0fAoGparT4Y+wbuUDaKoU9X2rpnuFz9GbGSVt5utNj5J0iBWdqeV+vZnBvdcdkOwTgUae6t1+K7ogYXiQegroHn2agKQo5e+Gqb7i4uCxdHGnRn3mLw6PfYjx/YtFV+aoURxYZyOwhXexlU/yPqPNtXxID6Etoiocr0zrGCyc5MPxfGcjuZTGIRLbMM5B9i9zQEOurfpd6385F36dbOmffZU4IGc10hh7j0Ogzk2WCbkXWHuW9kb9mKHeUNZFPEvd0lcuLLe6L3WXuafJtI26uYDh/nIjRSlvgARp89xDUGzEU/5xcI7riY0X4g3i1Kt4e+gaJ4sWK1ss7SXoye6nzbpiX1A4pJWlrkEOjf0vOHp/Wul41SnvwYbrCTxI12mb9wa0qOlWe5cTMTpYFHyFVHGAwdwS/VoOueGd1X4sBKR2G8yfYM/QNBrKHKlpHFSbtwQfZUvUV/FrNHLcQgrEAuz6+DcNj0LKqkaYV9fz1H38fRVWI1YXp2jJ/4kSq2ENmBmWCFaETM1dhKDeOTtIVdTLK4NLfPs0gWSxFaWiKyn3Vy3ih5zC/6D9Jgy/CvpGSKeS91R2T6yWKOTRFIaTf2osjbHhRruhMKlcZbR4cu8g3j79GysrT4o8SMXzknSLlLKApqAiC+o2jCAWgle8vpf0oU/a98F1XFxeXpYhAwZFF0sWLS1aYuJJUsZsDI/8Fye/S4NuJWCKlby9FTkjpMF44xf7h/8xQdh+L7e4+UTjD/uH/jF2Vp8F//6KOiHXFibscTZgsD32Ai+m9DOePV7yeJbOcS73GQPYwnaHH6Az+GlGzw62jfZdjqkE2xD5Hxh6hybcdjxqGCt3obwcFnRb/fRTsJHuGvlH2Urg5jiwynDtO3kngUSNz2j64lM7xQwZylaUPXCKkN7Mx9gWWBR8playaw2MphMBUQxhKkJg5f4Pf+UQiGS1X5ejP7q9oHUXoLAs+xub4l/Cp8XkRYk2fweP/9IGSk7kQfPZffYz3HzhBMVdkxeYOqpvnzwckVbxIzh6Z9nqGEqbKs+6m4l/Bsck71mS0geXYZK0iTb7LHadloWq6wnW8NXyGHTXt/HLwFNvi7dR4L4sefs3Als5k9MPNuJkzfNoq8MzZvfRlx/m/Nn+CjmAcgWDv8Dme776+kHVzp3lXtHdxcZl9hFCIezcSM1fTn93DYhsMz4RE4Szvj/53/Fo9YWNhK6pViqZ4EUDa6uXQyJ8xmH2XxXkuJMnieQ6M/DdU4aHBv3OhG3RDll59EZdZRQhBWG9mTfSTeJTp5r1KsvYIh8e+x0/7/pi9w99kKHeUgp2ed7M2l8WCoMG3heWhx/FqUcRVpffmbK9CoAiVtsBu2oMPVbxesthLqjg4hy0rIaVktHCGU4mXpuEzIagyl3NfzR/SGXoMVTHm7UEthCifuzvrESGlw3DuGG8O/hcGsgcrWkcXPrpCH2JL/DfnTZiA8jlQBIVskbH+CZCw9fGN7PzoVqoaovPSBiiJeIni+RmVPvOoVUTNFTddpj+b4GRiEEdKHCk5lx7lfHqU1ZHLZatVofB4w2rOJUd5tfcYfdkJdtYsw6teFjDWRhvIWEXeHjo7mSpRqitfSsWo9JmUtQuM5NPUekIsC8bRhIItbfaPduMsYIdToOBR4wT0ZvxaPV61BlONYSghNOFHFeZ1fT1cXFzuXEwlQlPgYfQlXO3iasbzJzgy9pczEsQXAk34KDgpjo79Ff2ZxS8SpYu9HB79C0Zyh5BycZoDu5ETLgghaPXvYiLSzaGx7067HrbEZqJ4gcNjFzmT/Ckt/p00+++l1rsWQwksCeXTZXZY6HOtK346Q49xPvVLshU82DLWMBl7BCnlnLZd4nBq4iXSVuWGbCG9kS3xr9Lo23zHiQQLgZSS4fwJ3h7684rLhWrCZEX4g2yIfQGvGp3X61tKyVD3CC/8fz/jyJsn2PLYej7y279GIVdk36uH2PjgGiLVc+/5Yzk5koXzzKTDFTLa0K6q0nElAhgvZPj26T3cW92BRPLD7gPUe8PsuCJlA2BluI72YBU/7D5Aky/CynDdlHSMbfF27qlq4a9Pv8VIPk1nqIa8bXE+NcL9tZ1sjDVX1Oag7qEtUMUv+k/w/fP7qPYEOT7RzxtDZ6akn8w3itBZGfkcHaGPUHSSpZLKdvmnkyq9Zpd+WjI7WR7TkuWfk79nsGWBxd6BdnFxuTVCCOp993I2+RwjucpSFG+FKkw8ahWmGkFXAuhKoGy2rZcrgNk4WFhOmoKTJGeNkLWGsOTsGD9KHPrSb1Dj3cyy0McXvF95KxShcj75At2pV5EVpsdfXtfAp5WEZlMJoyk+FKGjCA0pbWxZoOikydkjZK1BcvYot3/vlozlj3F45FtsrvnXBObQ2HumuOKECwCGGmBN5Gly9jinEv847fKMUBIp0tYgRyee5Wzq51SZy2n2b6fRtw2/Vn3LigwuLreLEIKo0UG9byNnkq/ecnlL5kgXB5DYiDm8HY7kT9Kdfqvi5T1qhI1Vv06DK0xchUDMIODPKUdM7Bn+BoPZw1TycDeUIF3hJ9kQ+yymEp73DlI6keXv/8sL9J8dJBj1039uCMd2cGyH13/wNoGwjy2/tmHO22HJLMnCuRmtGzW7bp7yIEqiw4ZYEy9cPMxYIcOyYJx/tnorzb6p0SERw8f9tZ3sG7nAR5rXT0npAAjpHn5/1UO80HOYN4bO8NrASTRFpc4b4jFtFQCmqtHkj15jWBnQTWq9IQxFxaPqfL5jO6pQeK77ILqi0hGI85vLd/Lds+9OWderGtT7Ihjq9e8dhqrR5ItMihoxsyTUCCEwFI1aTwjzqrbc8FAJgSpMvIqJl/gNl5NS4sgitsxjywK2zONc+t3Jl1/PM5jdx+mJv5+1AcViRhM+VkQ+S3Pg0VnZ3vnkTxjI7pnWOg2+XTT470cRlZ3v2UQVHoJ6ZeKcy9LD1KpoDTzBWO7YtEyLBSqa4kNXAgT0JiLmciJGJ16tFlMNoSl+NOFFUzyllFI0BAoSpzxwzmHJLAU7Sd4eZTx/ksHsPsbyR8nZY9MeqF+JJdOcTTxHrXcrAaP5FqlzC0tP6mckiucoVlAxTqBhqhEixjJqfFuIGMvxaNUYSgBNKUXAKUJFoCJxcKSFLXOlY+yMkyicYTD7LkPZ98hZIzMyqS4hGci+w6mJ77Eu9vXrlkNdSFxxwmUSjxpmY+yflmZ5Ey9PO4LiMpKcPcbFzF76swc4qj1Lg28zDb4txD0rCGi17oDLZc4wlAA1nrVcSP2qIpEtY43iSHvO3KEdadGTfou0NVzR8gpaKT0l8OCScqyeDxShok6zcy+lZDh3nL3D32QwewhZgTChKz5WRz7G2uinMZXQgszcJEeSnDl0gS/+8dN0H+/jxLtnADA8OqFYgPHBW/uqzAaWkyE9jSo4l1EIG8u4WfaolCXB4JNt9/Bk0zocJLqi4lWNKVERAEKAgiBi+NhV04l61TNECEGtJ8TnO7bzybbN2I6DEKALFY9Wuma6QrX81c4vErjKwPKJxjU8XNc1Wdmj2R/l91c9XDLBBAxFw1A07qlqxXuFmHBvdTsbY03XrQgC0Bms5q92fXGyksfXu3YDYCoaK0I1/Pt7Pjple7NBScQwULmx2ZmUEonN2cRzcBeIE4rQqfVurei7Xwlj+RPTFidCxjJago9fU3ZwPih9k9w+152Kgkatbysho53xwolbLC0wlTAhs4OwsYy4Zz1RcyUetao8Y68juHk6rkAFoaJiYBDCp9UipaTau4n20EcYL5ykO/UKF1O/KJfvndn3brxwkv7sHpbpDYhF3BcayO6twJBU4NfqqffdR3PwMcLGMjTFW45Guf6xFigoQkPDg6lGCMgmYuZqmgOPkiicozv1Mt2pV8hUWG3xaiQWF5I/Ie5ZT6N/96IyIF28Z3uWGMmn+PaZt9gUa2F37fVzXx0pKTo2hqLe8CKRUmKVc3N0ZfGcwNlECIFfq2ZL1VfxqFGOTzw37aoCU5HYMs9EsZuJiW5OJV8mYrRQ61lHc+BeqoxOdNU/7cGGi8vNEEIQ96zAUINY1q3Fiaw9ijNHTtelCh1DdKffqljhDhstrIp87I6sknG7lGYVKr9fONIuRUwMfYPB3PsVDU48apjVkU+wJvI0hupfsBkb23ZQFIVAxI+qXx5YOLaDVbBQ1PkZbGStoRn6TcTwajVUousYioZh3Lw7MpRL8trASdZFG+kMXb9aihACQ9VuGMmgCZWoeW1utkfVp0RECCHwajpepl5rIWXqwPJm+4JSpZEr93epxOmltoQWqC9R6ueIis7NncDk552t7c1gS0IIBKprGu4y6wghCOjNNPh3kSiew5FTTYEFKoYaImR0UOfbTpW5jqDRgletmrUBaen61jFUnWrvJmLmahr9D3Jy4hn6p9H/uRJHFuhOvUqj/wF881Aha6bcSpjQlQD1vl0sD3+SiNlVLj06fS7fQ/zEPKuJGJ00+h/g+Pjf0Jd585rzXglZe4hj4/+LiLmCgN44o3bNBXe8OJEo5vhZ/3E8in5DcWI4l+SNodM8Wr/6mhmVK9k7fBZVKGy/Khf2TqLUKYuwPvpPCGp1HBp7holiD7ORn1p00gzljjKSO8np5CtUmZ20BHZR591A2GhGEdqiDt1yWTqE9MaKB/dFJwNzaAo0XjjPSP5WsxklBCodwUcI6y1z1p6li0BXKi9ZXIqYOMbe4b8oCxO3PseGEmRt5FOsjnwcfQGFCQBf0Esg4uPQL4+RzxQoFixG+8c5ue8sgz0jNC6vv/VGZoG01VvRsbsan1aDpvi43WoVxyb6Gc2neXPoDKeTw/yb9R+4YaSCi4uLy92IIjSaAg9xIfUyqWJ3+TWDkN5KlWcdjf7dRM1V6IofRcytubZAoCkear1bCOgNHFX/J+eTL2LPIF18PH+cifzpRS1O3AxTjdEV+SztwScx1disHXeBQFVM4p6N+OK1+Mb/hrOJ52eUpjeaO8LF9C/oivwTFkt1qTtenKjzhPjXaz9Ao+/67uZSSo4n+nm2+z121XTeUJyQSJ7t3s+qcP0dLU6UEJhqkBXhDxE123l/7Pt0p9+iOEvhnw4WWXuUnszbXMzsI2w0Ue/dSFvwAeLmirKJphuC6DJzDCWAqQRvvSBgy+KshftejcSmL7Mfu8IKHWGjiZbAfWiKO/i6GoGo2JH8UsTEW0N/ylDuSEWDa68aY33ss6wMf3hROJ+H40E++JuP8Pf/+ceMDUyQy+QZ7B4mNZbmsS/spmPd/OSQZ4r9M3L09pZ9hm6EoOQTcasKGC/2HOYXAyfxqTpfWbGLbfG2a1I6XFxcXO52gnobTf4HOZP4ETHPapoDDxP3bCSgNy1IiqgQCgG9iXVVv4WCwunEsxWkP0zFcnIMZPdS59ux6I0xr8ar1bA29lVaAo/POFriVggh8OsNrIv9Fpri48T4M9MWgUopfs/T4Nu1aPw9lqQ4kbOLnEuNMJpPTaZaAGhCYXWkgYjhI1HMcnisF0uWvgjOVZ1TRzoM5VJ0p0d5beAkfZkJ3hw6Q9godaY6gzXUe8PkHYsL6REupsc5Mt6LqWi8NlCaBfWqOhtjLZNpHo50GMwl6U6PUnBsQrqXtkDVZL4pQKqY5/D4RdZEGig6NmdTw+TsImHdS0ewelHNCClCpcazhmBNA7XJ9ZxMvMho/tSshsBLLMYL50gUujmXeo163yY6Ag9T41077+74LncOAoGpVlbJoFTac27ECcvJM5g7XNGyAoUaz2oiRguLRb1eXIjyTPzNkVIylDtaLm1cmTDhUSNsiH2ervCTiyadRtVUNjywinhjjMO/OsZwzyjeoIc193bRsaEF3ZyfdLisPQwziJzwqHFUceNjaao6f7TmsVtu54ud9/Gp9i3oQiVseDFvkkbh4uLicreiCpOO0Eep9m4manZhqpFyGtHC9idMJcKKyGdJFM8zmH2X6fS3JBaj+SNYMo0uAnPXyFlGVwJ0RT5Hc+CxORMmpuxPDbA8/BkKdoKzieemnUaTLJ6nO/UKK6NfQCyCVPsl95Qv2BbfObuHV/qO4FNNMlaeU8lBfJrJ/TXLafBFiBg+JgpZXuo9xPnUCEcm+vjq8t18ZcXuy9txbPYMn+GVvqOcSPQzWkjzt2f3TAoNv77sPuq9YYZySX5wfh/HEv0M5BLsHTnLhXSpRGGdN8yqcAO6ouJIh18NnuZvz+6hJzMGgCIE2+LtfLnzfmo8QYQQXMyM8c/f+R7/cu0TvDV8htPJQVLFPFWmn3+/8WO0BKrm/6DeBCEUfFoVqyNP0eDbzJnkq5xKvky6OIBzG068V+Ngk7VHOZN8le7Um9T5NrAs+BhN/m2YStCNpHCZHkKgicrch+Ut525nzkSxm2SxMjNBXfHR5N+OKhaPQLmYEAj0mwx2AaR0GLrCY6KSTpBPjXNP/Et0BuenE3ErHNshn8lj+kw0XaN1VSOtqxYmF1RKSc4emXZah0DBq8VRb/IdVIQg7rl1ZzNq+oiy8JEsLi4uLosZIQRBo5Wg0brQTZnCJU+MlZEvkCicJVdBmfcryVqDpIoXiZpdc9TC2UVBpyXwGO3Bj8xrFKZXq2JV9J+SLF6YtgjkyAI96Z/RHHiMgN604BPDS06c+P/Ze+/4uK7zzvt7bps7fYBBbwTAToIiKVIiVSzLlixZsmS523KNYzvxOonjJPu+u9nurcnuu5vsJ8naSbx24tixHcu2FDkualanJBZRFDtYARAgOqaXW877x4AUKZHEDIgyJO9XAtHuuffMxZ17z/md5/k9BxJD/Hzgde5sWcP72jfiSpevH36Gw8lhPt69hfZALQDN/hh/sOZujqVH+bevPvyW/RiKxu1Nq7i+dgnfP/EKz5w+xL9bf//ZUl9hrTRIbfJH+Pzy2xjMTfGvdv2Yu1t6+GjXZgBUoRDQDKSUHE+P8c0jz7MkGOd3V99JUPOxZ7Kfrx1+hhojyGeX3XLWcMtybR7p3829rT38xvLbEEIwmk/R4J//mvWzRQiFmLGE9bWfYEnoVo6mnqA/8zLJYv+cihQAlszSn3mJkdw+mvzrWRG9l2b/RnQlsOhvGI8rh2pwHp4qnih5WpSBX62hzlw9zz26krl0WoeUkpH8Pl4Z/Rqj+f2U82D2q3E21X2OpeG7qiaVZvDoMN/8tz/gC3/0cZq7FjfP1pUWRSdVcTtF6Bjqwpdf9fDw8PCoPoQQNPg30+i/gZPpX1TUtugkyFiDV4w4ETE6WRr9EIa68JEeAa2ZFbEHSRSPUnAmK2o7VehlPL9n2hjTEycqYjifpOg6bKhpp9EfQUpJT6yVfVOnsF0HVSmtsGuKQtTwEzMCZ392LooQRHQTn6IS0AxURaXOF6LOPD9PXRcadWaIgmujKQoh3UeDeb6IYLsOO8ZOMpSb4v9ZezdLpqMfbm5YxtPDh3lu+DDv79hIkz8KlIbM3aE63tu+AW06UqMjWDvXp2rOEUKgCZM6cyVx3wqWR+6hP7ONk+nnGC/0TufVz9UatKTgJjmZeY7TudfoDr+TldH7ifuWUXIZ9wa9HtWNlJJEsR/LzZW1fa1vedk+GdciQoiLplxIKRkv9E5HTJQnTIS0RjbX/QZdodtRq0SYACgWLE6fGMEuzq3oOxtsmZ2VA7gidAzvWvbw8PDwmEYROkvC76Y/81RFz5WimyZjDSGlW/VR1AKFrsj9RI2uxTm+EDT4N9ERehe9iYeoJCVT4tCXfpy20B1oi1Dy+FyuOHGixR/Dp2rsGD9BcyCGI132TA4QM4Jnox4WmqJrczIzxlg+zVdfe/RsaohEMpZPE9AMLPd8n4aV0SaUKn+TXQohBLW+bqJGO93hOxjN7+dE+hnG8ofJ2CM4sxjQXoyCm+RQ4qcM51+nJ/YROkK3YpbpJ+DhsVjYMkfKGirbAKrOXF52Ksq1ycUjJ6aKJ6Y9Jg5QjjAR1lrYXPcFOsNvr8pSxsVckeN7+8gmLy5sNXbWE6uf3/ug5WZndS9XhI6uXDn5wR4eHh4e80/E6CZmLGeisK+CVi55ZwxXWpdMFawGIsZSGgNbEIs4vdZEgI7Q3QxmXiBjn6qobaJ4lETxKHFz7Tz1rjyuOHFiVbSJ+9vW8zdHX+DZ4V5UIQjrJp/s3kKLP7YofXJlycOizgzxQMcGQtr5bx6/alBjnC+cGMoVd+oviCp0wnoTYb2JztBtTBZPMJjdwanMDoZzr89phY+JwlG2jfwpY4VDrK/9FAE17kVQXKVIeTkROBIuq/3cUHQyZO3ycisFKhG9DaUKJ8rVQqlax/mRE1JKcs4ku8a/xansDsoSJvQWttb/Du3BrYviYF4Ow31j/O/f+iaqdnEB+zf/+ye54+O3zms/HDc3bRhbGQqeOOHh4eHh8QZCCHxqLXFzbYXiBOSdSRxZRKV6xQmBRlPgRsJ6x6LOTYQQ1JirqfdvJJsaqsgzKu9MMprbSa1vzaK+huocmV0CVSgUXZvV0RZ+benNRAw/Ud1PnS80yxMpEAikvHQxQQEgwZUSiTyv1IqhqDRPp2xsqetiafjKrMd7uShCI+5bRo3RxdLwXSSL/fRnX2Yg8zIpa5Cim77sY1gyx6HEo6StYTbVfZ5a39KqKHvjMXukdHFkEcvNYcs8jiziuEWKbhbLTWO5OSyZxXLzOLKA4xZL25z7Mf0z++z3BRLWwKK+LlvmKDjJsrY11QimGvPEtksi0MUbkRMls8ZJdo1/k77MC8wsTAhixhJuqPvNqhYmAJo66/n1//wxmpbUX3Sbutb5TwV0ZLHi0m9QehboyuJEMnp4eHh4VCeqMIgY3ajChyMLZbcrOFOzEsoXEp8aoTGwpSrGFqrQaQ+9k1OZZ7Dc8n2jXFlgLL+HLjeBT12cBX+4AsUJW7q8NHaMrlA9PTWt+BTtsgb0pcgLHyk7z1AuQb154TzZoGagCMGp7AQ52zqv5KeuqFwfX8Ij/bv50cldfHHF2wnrJpKSR4blOrQFYld0GkclKEIloNUS0GppCqxnbexDDGV30pd5kcHsLnLOxGXt35EWfZkXsWWemxt+zyu9eIUhpcSWeZLWAIliP8niKTL2CGl7mKw9Rt6ZouAksSt4cFUjtpunUOZDwadG8alejv6leHPkhCst9k7+kEOJR8taGYgZS7i54Ss0+TdMl1erXnSfTtvyZtpXtixqP1xZxJWVe18IoXhRQB4eHh4e5yGEIKi1oCshHKf8MZ7t5mYllC8kQb2VWt+axe7GWWp8q4gYXYzn91TUbrJwkKw94okTleBKSWewjqemS4BqQsFQNDrDdby/fSPd4XpcKXlupJcDU0MM5xOM5dM8O3yYjF2gxhfktsYVdIXqgFIkxvqadprMCP91zz/RFqwB4ENLNrO1vvvsccO6ydubVvLzU6/zBzt+QFgzqTNDfHn1nZiqztpoC5/qvokf9+3i93f8gKgRIO8UydhF7mu7jub2jSjX6Pw5oNXSHb6TtuBWEsU++jIv0pd5gWTxFLbMz3KvkqHsbraP/SVb679MWG+a0z57zB0lMSJHxh5jsnCO7W0xAAAgAElEQVSModyrjOUPk3MmKDgpLDdTcanCKwFbFsqudKArAbQZymRe84iS58QZcetg4h85mPjHsq4dgUqdbwV1vlVVL0wYpk7rsiZ038yPZ9d1ka5EUZV5ibpxsWf53hQI5v88T+T3s2f8a9hzEJVXCYrQ2VD3FWrN6hmIenh4eFwJmFotaoWGiy7Fqh8nxs0etIuYdi8GhhKhyb+lYnEiZ4+SsQaJGcsWzYD0ihInLNfh6eFDDGQnuad1HQ1mGCEEaSvPi6NH6UuP8x83vI+wbpKxCuQdi6ju533tGxBC4EhJxipQdN5YCRJCsDbWwh+uu5dXxo6TsvJEdD9NbyrrKRB8duktdIfqOZ4eQwBLw/Wo0384Q9V4X8dG1tW08srYCSaLGfyqTnswzg3xJWjT29X4Any8awvd4fpraq2/lGsWpt5cQ525ipXR+ziZfp4TqacZye/DnYUiWnKWfYGY3sGmui9U/aTj2kNScFIMZV/lVHYHp7I7SFunp//Wi+8JMd840ipbfNMVP5qyuO7I1Y6Cgqr4kLgcS/2K3RN/R8EtL21G4tCfeZlj6adYHr67qqpzvJnWpU38i299CVWf+X52+vgoR3afYMu9G/H55/41SenOyr9FoCxIaKvlppks7KdY5nUwVyjCwFpgQcTDw8PjasBQwqiisueVK4ul51EVU+tbi1JF02pFGNSYK9GVIJabKbudxGWycIiW4C0IPHFiRiYKGb537GU2xZfwhRW3YaqlsFHHdYn7Qnz98DPknCK1viD3t68ve7+KUFhX08a6mraLbiOEIGL4L7lfXVFZFW1mVbT5ots0mBG+subOsvt2tSFEaUUtrDezNvZBloRuZSj7KoeTP2Msfxhblld28QwSl97UYzQFNtAWuLHqywxdC0jpknMm6c9s42jyccYLRym4icXu1oIipcSV5a86q8KoyqoR1URpRULSl36e1ya+TcGp7JoquAlem/g7/GqM9uAtVZtmJxSBZpT3aB4+OcpLP93Jxnf2zI84gcul3ZgujEBURd6th4eHh0d1oQofosLFRFe6VPOilk+tJaS3U00p5kIIQnoHAa2ZRPFIRW0nCwdwpb1o6ZlX1OjBkS4Zu4D9JvVsspjlcPI0DWYY/SqpgnEtIIRCSGtiWeRuWgObOZZ+isOJnzNZPE4lN6GsPcqBqUeo863Er9XMX4c9ZsR2Cwxmd7J/6seczu2pWGy6mnAqMG8SqIumUF8pqMLHSG4/eyb/nqRVWXmsM6SsIXaN/w0BrYE63wrPgHTeEFTTIM3Dw8PDozoQQrvqxjsBrRGfGqm6MUVQayKgNVUsTqStASw3s2hpKlfUTL7GCPCulrX8cnAvw7kEdWaYomMzkJ1kvJDmk91biRnVk+/jMTNnIimCegNrYx+m2X89BxOPcCz1VEXVPQaz2zmd20Nn6LaquzlcC0gpydgjHJh6mN7UL8nao4vWl9JDT0xHLSyW0i5xZLHsrRWhVLyScK2Rc8Z5dfxbpOyhy9rPROEIO8a+zk31v0fM1zFHvbs6EdP/VUqpplV1h+B6eHh4eCw8V+MIPag1oSvVZ2quKiYhvRWBhqR8c2vbzZG1T+PX6uaxdxfnihInTFXn41030hmK8/rkKTJ2AV1RubGui+vjS1gVbUKvggF+X3qS/vQU6+MthPTFr8m7Z2KQo8lxpJSEdB9bGjqIvknESVsFnjt9jJxdWu1dEa1nVawRTalM3bRch23DJwhqBpvq2ytqqwiVuG85N9R9kYjeyuuT/0DOGS+rrS0LnEg/Q0fwpopz2TwuF0nC6mPX+Lc4mX6uokn5TAgUNMVEFwE0xUQVPjRhoCg6qtBQ0FGEhip0FKGjCh1V+FCExon002QWVSQp/xEsz/nX48JYbhbLzV72fiQuQ9ndvDb5XbbUfwlTjc5B765WSkJf5bjIWVT58PDw8PDwuNLwaw1VWT5bIAgbS1CFjl3BM9mRBTLWEHGzZx57d3GuKHGilD9jclfLWu5qWTvj9lJKdo0N8I1DL3N320re17lu1seWUnI0NQ4SlkUvrST9ov8g/9S/n/+y+V56ai/uP3EpXCmZKGR5eeQkO8cGmCiUDDY7w7Xc2bqCpZHy1azBTJJtwyfYN3maouvwZze//y3iRMGx2TMxyLHkOK+M9vOxpRtZGqmrWJzIOzZfO/AibcFoxeIEvGGcuSb2ATTFz67xb5J3pspqO5LfT9I6RY2vq+LjeswOKV2miid5efQvGMzumJWxKQg04UNT/JhqlKjRQURvJaQ3ElTrSpUsFH9JlJj2ZlBESZRQhIaC+sbXojSZst0iY/lDiyhOiIpy9aR0qt7sqfoRKKi4ZawOuNgcTz1FQK3lutpP4FNDC9C/Kw9FqLOKRJNIXFndZd88PDw8PDwuFwUdU41Xrc9SSG9DEQZUkGbtyDwZe3Aee3VpqvNMzhG2dHns1CGeHOyl4Nrc074anzr7l/wPx3bTEojOKE6srW2i4No0+Gcf4nMiNcFf7H+enWMDdIRqqPH5mShkOZgYocYXqEiceEfLMm5p6uTbvTv4p74DF9ymxhfgt9e8jaFckt/b9vCs+z1XqMLH8sjdJIsD7E/8BLeM/P28M8lIfp8nTiwgWXucVye+zansjoprUCtohPRm4r5l1JuraPCvJay1oCm+s1EQgtlNjqqBSgwuXWmXNan2uDCqMGj09xDR2ziW+hVFd+YSrrbMsz/xE0J6Eyuj93nVfi6AMv0erBxZ9TXpPTw8PDw8LhdFGJhq9frd+dX6ioUTRxbJ2aNIKRdlDH5VixOJYp4dYwNsjLcykktzcGqE9fGW87aRUuJIl6xtYbmlwZSmKPhVHV1RcZHkbItEMc/20X7e3qQzli+VZFGFIGr4Uab/cGmrQN6xWRltYE2skfCbUjpytkXesQjr5nkRCVJKUlYBCYR1H8linq8deIEdYwP85qqbuKttJXFfgLxj05+ZpMEMX7DvihD4VR2fqp13MflUDZ+q4Vf1iwboKkIQ1A1Clu9sedQ3c+Z4Occ+W45VVRQCqoGuKOcdUyAoODZZu4grJT5VI6AZZ8/VTAgh0EWA1bH3MZx/ndH8hUWVc7HcHOOFXhxpeZUPFgDbzbN/6secTD9X0UREEz5qfEtZGr6DJv96YsaSaffmK1OEuBBClKoVCNSyzo0tC3OaDnOtIFAIag2sit7PssjdGEoQU42xd/KHZZmxWm6G1yb+joAWpz14kydQvAlF6LPyQpHSLUtQ9vDw8PCoHiSS0v82rnSQlKI6z3x2sbDdPI6bw5Z5XFnEkUVcaU1/vvj3Z7623SyZy/SOqiZUYeBTaxe7GxfFUCPoSpB8mWnyJSRFN4WLhcrCp8pf1eLE7vFT5G2LTy/fzHeO7OSV0T56apvOm3wnrQK/GuzllwOHOJ1LIoGYbvLJ5Zu5vXkpI7k03z2yi90Tp+hNjDKWT/P88HEAWgJR/usN9571lXjk5F4eHzjEWCFLrS/Av9t413lRFk8PHeF7R3fxB+vecZ5IkrUt/uOuxwgbPv75de9g39Rptg2f4D0da/lg13Vnoz38ms6KaMM57Yo8MdjLz/r2M5JPY6o6N9Z38OHu9bQEomULAeViuQ7PDB3lp/37OZmaxEUSNUze3baKB5b0nD0PAkjbBf7m8HaeHz5GqlhgZayBTy3fzOpYw0XFjwsR0hrpCr2DsfyhMgzWJClriKKT9qp2zDNSugzn9nIk9RiOLJTdLqDVszJyH8sidxHSG1HQripR4lxUYaAr/rKMXS03i+3mF6BXVw+aMGkN3kBP7MPUm6tRRen+szb2QTL2CEeTT5QVjZK2R9g5/n8x1RgN5tor6noMxYK0r2xB1ebH+VwVvlnVbXeljT0H/iAeHh4eHvOLK22KToKCm6DoJCk4U2Tt0+ScMQr2JAWn9FF0UziyWBqLS3e61LQLUk6XnHanzZDl9M9KpuSl78/53VVmlqwIDb2KU0MVNHxqDSmrr6J2tpvFcQuoqidOzBlFx+GlkZP4NZ07W1fw4sgJXh45yfs711FnlkxLLNfh73p38NDx17i9ZRn3tK9GACfTkwQ1A0UohHQft7csZUWsnv70FLc2dfGe9jVASSwwz0kTuaNlBT01TTx0fA+vjp+i6J6/YtpT08x4Psuzp4+ytqYRTVGRUrJ/6jT7pk7ziaWb0IXCvsnT5B2bd7evumgaipSSn5zcyzcOvsTdbSt5oHMdE/ks/9i3l5PpCf71hndR75/bN4uL5GRmkpZAhHc0L0NVFLYNn+DrB7ZRYwS4t2N1qW/AzrEB6swQH+7aQNYu8uMTe/ij3U/yxzfeR2uwfAM6VdFp9K8joNWTsYdn3D5jj1J00/jxxIn5pOimOZT8KRl7pOw2NUY3m+u+QFvgRlRlIW52i2swqSkmPjVcpjiRmROzx2sBgUrUaGN19P10R+7Ar8bO+71fq2VD7afJOwn6My8x83UgmSgcYdf4N7m54feJ6K2LKlA4tkNqMkMgZKKbOkIIXNdlpG+M3l3H8Yf8rLpxGcGon+51HbSvasFnzs/7SRP+WdU5d7Gx3Mw89MjDw8PDY7aciWqz3AyJ4jGmir2kiidIW6fIOaPk7QksN+lVW6oAIVR0EVjsblwUIVR0pfL5oOVmcGQeWPgqJFetODGcS7FnYpCemiZqfAFuaezi/9vzK05lEsR9AYQQ9CbG+OXAQW5vWcbv97z9bBqG5TrTYdmCiGFyQ30HA5kp/FrJkPKWpgt7GjQFwjQFwrwy2s+eibcaibQEI1wXb2Hb8Ak+3LWepkAEy3XYMToAwM2NnViuy3A2RcQwaTAvfjGN5TM8cuJ1tjYs4UtrbiGimzhS0hgI8T/2/IpnTx/lg13r5+BMvoFP0Xiw+3oUUaqcArAx3sru8VPsmxzinvZVQGkq0BKI8Jnlm+kOx3GlpNYX4D/s+iWvjPTx/q5KjEkFYb2ZiN5SljhRcJLeCvQCMF7oZSi7u+ztw3oLN9Z/kdbADQtkGnRGoV88NGFiKGFg5vDFvDNFwUkikbMq3XitoAk/naG3sTb2IWrNZRdN34rorWyM/xo5Z5Kx/CHKEaqGsq/y6sTfcmPdF/GrtYsmUCQn0vz1v/x73vGRm9h013UA9B8a4ht/+Pdkkjlcx2Xdrav4+B++D3/IRNXnLxVFU2YnTkhpL4jYpip+wvoSrArKTr8ZW+bJ2SOeR4aHh8dVSSklu0DGHiRROMJofjfjuT3knDFsN4st8yz2Ys6VjEBFU6pYnECZlThhu9mKIqPnkqtSnHCl5FhqnN7EGJ9evpmia7MqVkqH2DHWX0rtQHAsNUbSynN701Iihnm2vXEZppmXQkFwV+sKfv+lRziSHKPRH2aykOPZ00fZUt9BcyCCO+3roAnlkmkZR5JjJK0Cm+razlbe0ISgp6aZGiPAzrEBPtB53ZwPsCWSnWOD9CZHSRTzZO0i44UsOcc+79bWHozRHowhhEAVgqWROPVmkANTw7yfyqqmmGqUgBYva1vLzeF4uc7zipSSk+nnKTiJsrY3lBDraj62gMJEicX2cNAVP+abVvUvRtHNkHXGQEq4gtIKFpqY0cGN9V+a8X4ghEK9uZpN8V9n28j/JmmdmnHfLjbHkk8Q1OrYUPtpdOGfsc18kJnKcvS1k9z3G3cihKCYK/LMD7ehGRq/9SefYXIkwff+6GGOvHqCdW9bNa990ZTA2XSZSnCljS3nP3IiZizjxsZ/j7yMyiBTxcPsHvsT8s7EHPbMw8PDY/GQUnLGN2A09yqnsy8yknuVtNXvCbFzjCJUNGVxxgvlIIQyqzKnriziLlJJ8KtSnLDcUkpH2irwJ68/y9cPbMNyHdJWkedOH+PBpRsJaAZZ28KR8i1lNeeTFdEGuiN1PD10lK0NnRxKjtKXnuQLq7biUzWKrk2NL0DSypOyClysEGnWLiKlJPgm001T1dAUhZQ1t2qXlJKhbJL/9fozHE9PsDQSp8kfJqz70M56SJTkCQHoioquvLGipysqhqqRsSufMCpCxadGyzIXdKXl3XjnmZwzwXiht+zqEg3mWpaG71hQYcKV9qKLE4YSIqjVl739ZOEEdqiILsyZN75GUYSGKspLYRAIWvyb2FD7GV4Z+xp5Z3LGNi42hxI/JaDGWRm9H02pfGJ+udi2g6arBMImQggmhxPsefYAD3zpLrp62mlK11PbFGO4b5R1zK84IYSKoUYo3dXLX1lzZZHiAkQCaYqfiLHksvZhuWnE1TkU8vDwuAaR0iVrjzCS28nJ1M+YKhym4Ca52rweqgelyp8hlZW2P4OLs2jpPdV8NmdNyiqwbfgENzd2cmtTN+r0SuTrE0PsmRiiNzHG+ngLAU1HFYKpYq6icikSZjXcEkLQ4A9xW1M3Tw32Ml7I8PTgETrDtayKNqAIgaFoLI/UYbkuO0b7WR6pu2C/wkZp4Jos5s/re9a2KLoOEd2c06gJV0qeHz7OY6cO8d9ueA/3tK9GEYJEMc9jA4fO21YCecem4NqYqo6UkoJjk7ett1QwKQ+BJnwIhBd4VgUkrUHS1ukytxYsjbwLYxYhZZdD3kkserUATfERMVpQhF5WX8YKB3FkHh1PnJgrVMWgO/xOsvYouye+U1YFj7wzxWsT3yGoN9IRvHnBK3homjodMWEhpeS1Z/ajGRorNnWjqKWqSKqmYhXnf0VDIDDVmul7bwXiBDZ5ZwIpHUSV1n738PDwuJoopW/kGcw8x9HkjxnNvYb0SpTPOwJR1ZW+xCzFCSnty4pKvByuylHD7vFTpKw8n1u5hfs61pydpO+bOM0fvPwI20ZOsK62iaWROiK6yZODvWysayWqlyYFRdfBkW6p9OZ0W5+qISiVJ7Vd57yogErQFZVbm7p4/NRhft5/kANTw2xp6KDRXzIcUYSgp7aZFdF6fnh8N8ujdaytacavarhSkrYLmKrOikg9dWaQV0b7eFfrCmp9AWzp8ur4KSYLWTbXt1/+iTwHF8lEIYupanRH4gjAdh12jPadLa16LidSExxNjrM61ogrXQ5OjTCWz7C2tml2x5c25azcqUJHUL03iSsdKSU5e5ycM1XW9mG9iTrfCmYn582erD2KvUi5cucS1TvQRYCCnDkFZqrYR9oaLjsVxKM8NMXHquh7yTlTHEg8XJZQlHXG2TX+TUw1QqO5DlFBhaHLJVIXpnNtG//wPx+lY1Uru558nds+tIW61lKpMtuySU1m8AcXRsQytXpAodJVt4IzgSMLCxox5eHh4XEt4kqbqUIvvYkfMJh5jqKbXOwuXTsIMauS2wuHmNW8qFRK1oucmBNs12Hb8AnCuo+N8fNd11fE6mkNRtkx2s+HutazIlLP/UvW8re928nZRdbHWwEYyEyxJtbEve2rzvpP1BgBuiJxftl/kJBmUOML4FM13tO+BkNVSVl5jiRKPhC9iZIfwyujJ5koZKk3g3RH4mcFjXU1zTQHInz/6C50ReX26coXZ2gPxvj8qq388WtP8v++/Ci3NnXTEoiQtS36MpP82vIb2VjXyieWbeJ/vPYr/vi1p1gfb2E8n+UXAwfZEG/l7c1LAUhbBQ4nRklZBQ5Nf355pCQo1JshusJxDFXleGqC09kkg9kkSSvPidQEz50+So0vQGeolrgZZGW0Hke6fPvwdrY0LGEwm+SV0ZPA+VNPTQjSdoGvH3iRTXVt5GyLR/v2saamiS31lYfgSimx3AxuGW8SVfF5g+F5ROKStcfLNsmJGV2YamzBzQWnin1VUf2i1rcMQw1RcGcWJ4pOilPZHdSZKxegZ9cWphbjutqPk7aG6cu8UFbq10ThKDtG/4q3Nf1LInrbgl3D4ZogH/zde/nHv3yc4/v6uf0jN3HnJ29D1UrPj3QiS6wuTOuy2Qm9lRLQGhFCQVYYtpZ3JrDd3KxyXT08PDw8ysORRQYzz7F3/C9JWifwzC0Xg+r2CpvdAkupTOxicNXN4hLFPDnH4qbGLpqDkfN+pysqd7Wt5Of9B0kUc9SZQR7s3kh7MMZjA4f4ef8BFCGoN0O8ozmEes4fUxWC3117G9/u3c7TQ0fRFYWe2mbuaS+VzzyVSfJ3R3Yyls+QsYuEdR+/HDjE0+pR1sQa+Y1VNxHzlbwtDFXjnvbV/O3hV1hX28zyyPl56UIIbmvqpt4M8vP+g7w+McjrE0MEdYPucJya6f28s2U5Qc3g0ZP7+GnffgKazvs7e7i/Yy2xaR+NoWySvz28nclijqxdJGqY/GLgID5VY3WskS+s2kqtGuCpwV5eGD5OwbEJagbDuRR/17uToG7w0e4NvKNlOTfWL+EPN9zJ4wOH+NHxPbQEI3x+5VZ2jA0QUHVKnrCCZZF67u9YiyMlTw8dIWUVuKmxiweXbqTOrNzR1nJz0yv1M79JfEoETfHC4ucLKR2Kbqrs7YNaPfoCGwU50mKyeKwqqrYEtXpqjE5SZRgy2rLAUPZVVkbvw1TLL7frUR4BNc6mus9RdJMM5cqpNCMZzu9j1/i3uKHui4T0hnnvI5Tu/5097Xzhv30cq2gTjARQtTeeRfHmGj77nz5KtG5hynsFtaZZrbrk7LGy0mg8PDw8PCpHSoktsxxJ/IjexA/IVVDavXIEqjBQhIEi9OkoZQ1FqAjUaT8oE1XxoQk/quJDFSaaYpZ+Lkw0xYcq/BSdBEeSD1EowwfqykDCIqU/lIdEzsLYUqDCAkaNnstVJ07U+gJ8ddO7S0EsFzipH+paz/uXXIc2HakQ0n3c3baKO1tXTLvbCoQAVShv0cFWRuv5j5vejTu9nTJdiQJgRbSeP7rhPi40gRZCnGMaWeKBJWu5b9q34UL91BWVdTXNrI014SJLfROlyf+ZY/oUlduaurmlsRN32ndCmd7mzCrf0kgd/2PLe2fs12eWb+ZTyzZd8JyeieoIaDof6LyOB5b0nPW50ITC1obO0v6mt/k3G0su8wL4cPd6pOTsuZrN6mPOGSdjj5a1bUCrxajikj5XOhK3onQJQwnOKtftcsja44wVDlVFnW5FaDT5N9CXeaGs7UcLBxnJ7aM9uHVBUwmuBYQQ1BidbKr7PM+d/mMSVv+MbSQOJ9LP4ldruT7+WQx1/qMAkuNpnn/4FVzn0tfvdbetpmNV67z3x6/VoykmjlOZ0JC1T2M5GaRWvp+Th4eHh0d52DJH79QPOTj1bawKFo3KQRE6frWBoN6CX6vHVOPTn2swlCg+NYKmhNAUf0mMEL5SesPZPZx7zxfn/ZsoHuVk+udXjzghJW5VG/HPrn9CqAg8cWJOEEKgXyL3RxUKqnr+9gJmNDM5M7jSLrKdIgSGWv7qUqkfl/6jnynDebG9ztSnSvqlleGhcbFzpb1p4Hluf5TLHJNK6ZIo9pGyBsvaPqg1Lrj54rWE5EyJqvJY6JublC6ThaOM548s2DEvhUCh0d+DqcbIl+HTUXASHEs9SYO5BlPzvCfmGiEUGsy1bKr7Aq+M/h/S9szGro4scDj5T4T0BlZG75/3SKDJ4Sm+/dWHCMWC1LfX4g/58Yd8+Pw+xDk31K6eufUVuhiaCBDUmiseSFpumqw9RI3PS1Py8PDwmEscaXEs+TCHp747B8KEQFeCmGqcmLGcuL+HmLEcn1qLoUbQlRCaMOdwweTqEqslctGMI8tBwqxKgipCW7RFsqtOnPC4urBlnoHsdopuesZtVeGjxtddUnA95oVSRFL5kRDOdGnXhSqzZMs8x9NPV004uRCCqNFOk389J9LPlNWmP/MSbcGbWBa5c557d22iCI0loVvJ2uPsHPtrLDmzN0nRTbNn8vv41Tjd4XfM6wO7pjHKB3/3XvoPD5EcT6HpKv6QSdvyZpq6GmjpbiTeUoMZXJj7nKqYhPQ2Jgr7K26bLB6nNXgbeCbFHh4eHnOCKx1Gsq/QO/V9Cm555uQXw681UG9upCmwhTpzA36tvjQpRfUi3spEInFY3Opwl0S6OLNIcxaoi1Zg4JoTJxKTGQQQjgXOe+PlMgUSkxmkK/H5DWrrL53Pa1sOickMwbCJ6TfKPr5tO0yNpQnHAhg+zXvzXwIpJWP5Q/SlywuJN9UI9eZq75zOI0KoFRncFZwEtixgLIBJqZQug9ldnMpsn/djVYJPCdMRvJlT2R1Y7lsr27yZgpti/9RDxH1LiRmd3vU8DyhCY0Xk3eTscfZN/agsMStrj/LqxN8Q0Gpo9K+ft9JhkXiYD//BfRTzRRJjKSaHE4wOjHNsTx8Ht29j7NQEwUiAD//BffTcMv9RCZriJ2x0zqrtVPEIEteroOTh4eExR2TsQfZPfouMPTTLPQj8WgNtwdtpD72LmG8puhdxPGuktLHd6lgQuxASF6uMBd43UyowsLBp2Weo+qRmKSX7d53giYd38sTDO3nykV1se3I/fUdHcOzKw2ge/pvnefS7L2Hb5+fzHj98mr//iyf5L1/+Lv/3v/9sxv2MDSf4P199hH07TwBwemCCV351kEK+pJ65rqR37wCvvtB7Xj368eEkf/KvH6J374UN8iZGkpw6Xp6/wtVO3pli/9RPyvabiOrt1Pq657lX1zYKaqn6Rpm3jpQ1iOXMPCG/XKSUZOxR9k/9hKwzMe/HqwQhFNqCNxIzyq1UIxnNH2TP5PfIVdlruVoQ02Gs62o/RmfotrLbTRVPsmv8W0wVT8xf56YRQuA6LoVsgWwqRz5bwHVdDFPHFzBQ1IURrRR0wnobqqjcaDhZPF5W1JuHh4eHx8y40uFk8udMFA7Mqr1Ao8G/iRvq/xXXxb9EnXmdJ0xcJhIHuwqqw10MiYtdxsLYm9FEYNEi0a+IyIlf/HA7B17tY3lPyfxrajxNIW/x4D97JxtvWT6jd8O53HbvdSjKW/0elq9tpeWf38N3//wJJsdmHky5jksmncculgSSg7v7+NH/fY5lPa0Yhsbxg0P87Z8+xpbbV9FzY9fZdtGaIB/7zVnXBeIAACAASURBVHfQ3l3/ln1KKdn25H4yqTwf+Y3by35NlVJ00rg4GEpw2hOg+lZm8/YUeyd/QH/mxbLK/oGgM/x2dLGwlSGuNYQQ+LUaDCVEoYw62pOFY2TsUQJa/bxGABTcFPumHmIot4tqLKPlV+OsiNzDWP5QWdezxOFY6il0JcDG2s8sSjnWqx0hBD4lwsb4Z8g5Ewxmd5Zhoio5ndvDq+N/w9aGLxNQ6+b87zI1muSR//NLBg4NkZrKYAZ81DbH6FjZQs/NK6lrraWmKUo0vjDVOoQQBPU2TLWWjF2e988ZCs4kU4XDNAW2zFPvPDw8PK4NpJQkir30pR/DlcWK2ytCZ0n4HtbUfJag1uqNKeYIV9qzmvwvFFI6ZY3X34yuBNEUT5y4JD2bO/n0V+5GN1QSExm+9b9+wYuP76NncxfjUxlGBqdYtrYV02/gupLBE2OkkjmWrWlB01VO909wZH9pYNXSUfuW6bhuaMTiIQJBH5PjbxUnpJQMnhxn4Ngouk/DNC8e6jI+kuTR777I0tUtvP2+Dei6hlW06d13ivHh0gXS/iZTwdGhKfqPjvDSU/vxmQbP/eJ1AJatbaWprQYhBLblMHhynKH+cQBaO+toWVKHUqHr5In0c/RnttEa2EyDfy0RvW3RLsA3I6Uk50yyb+qHHEg8UnZliJixhGb/9VxtRjvVSFCrx6/VUijOfLMruCkGsi9TZ66at9Duopvl4NQjHE78bFamPwtFW3Arjf61nM7tKWt7RxboTfwMcOmJfZSIMf+VGS6EnBZ7zvXbvloQQhDRW9kU/zx5J8F44fCMbSQufZltBCca2Bj/DD41MmObSkiMJvnZN57C5/fR0BFHmgbJsTSH08c5svvk2e3u+vRtXHfb6jk99sUI6W2YWl3F4kTRTTFZOEij/0ZvIOzh4eFxGbhYDGVeJFNGafI3o6DTHnoXa2u+QEBrXOT7cfUtIF0OrrQoOInF7sZFcWSRQhmG7G9GU7zIiRnRdI1g2IduaCChti6MPZ3WsXfHcZ58+FW+/J8+gNlq4Dou257cR+/eU/z2f3gf4ViATCrPsYODvPTEftbd2M1v/qv7UMuoUAGlCXPv3lN8588eL60ihc2S58TEW0WMXKbAEw/vQgjB+z5zC5FYqayl60rGTifYve0Iz/5sD//mzz7J+q1Lz7YbGZxi786TDPVN4A/62Lv9OAC1DWGa2mpwHJdtT+zjlz/aQTBs4tgOxbzNez91M9ffuhxFKT96xHKz9GVe4ET6WaJGG3HfCloC19Pkvw6/GkdTfAtuhiOlxJEFRvMH2Df1EP2Zl3HKFCY0YbIici8Rw1OCF4Kw3kREbyk7tP1Y6ik6grcQ962Y079PSciaYP/UT9g/9WOKc1xKay4RQhDU6umJfZRk8RRZZ7ysdpbMcWDqH0kUB7iu5kEa/D3TrtnzeZ3L6fdjkYKTYiS/l5wzyaroe1EWwDtkoRFCocG/mk3xz/HiyJ+SLiOP15EFDiUexa/V0FPzEVRRvu/QTNS11vK7f/F5pHvpKI6Gjro5O+ZM+JQYEaOLify+MiPZSriyyET+AJabwphjEcfDw8PjWiJvjzOQeRqXyhdh6vzrWVf7RYJ60zz0rDJcaVV1dYtKcWSRfJljusUg70zgyMoMMQUKPjWKWKQx3xUz0hwZnGTHs4cRimDw5BiTYyne8+BWDF95L6FrVTPt3fWMDiWodFyfzxV54ic7CQR9fOEP70NRBL96dDdH9p+vXtq2w4uP72XvjuN88V/fTyz+Rh6X4dO4+c61tHfV8+qLby1zuGJdG0uWN3Ky9zSNrTV88svvKrUzSq9v/HSCx3+8k7ffex033r4aieShv36Wn//DKyxd00JNXeUhvhKHqeJJpop99GdexFRrqDdX0+hfR9y3lIDWQECtRRH6vE2GpJRYbpbJ4nH6Mi9wLPUUaWu4ogFwnbmKpeE7Kqoi4TF7NOGnwezhVHZnWQJSojjAaxPf4cb6LxHSmubkWnKkzWThKHsnf8jJzPNlGU0uNopQaQtuoTv8TvZN/bjsa1ziMJjdyWTxBMvC76Ir/A5iRiea8M252GO5WTL2CElrgKHca5zOvkbKGiRuLmdl9L45O1b1IWgJbGZD7afYMf5XZZV9tWSO/VM/IaQ10hm+fc7uP8FogJvfu2lO9jVXCCGoM9fRl3oMp8JKOBOF/WTsIXQl7InHHh4eHrMkZfWRLB6ruJ2uBFke/SgBbfGFCShN5mdOobxycGWRgjOJlLIqn3E5e7TiqGJF+PBrDYuW9n/FiBMne4f55UPbkVKSnMrS1FZLOBagHKVBCIGqClS/gaZV7gGanMxyZP8p7v7QDcQbSqs/123p5vlf7j1vu6nxNNufPUwxb5GcPH+yJIRA01UMU0e5QJ91Q0NRFVRNRdNVAm8qE3d47wCnTo6x+6WjHNlXCq0d7BtnYiRJKpGblTjxBpKim6HoZkhaAxxNPYFfjRHRW4kY7cSMTmqMTiJGGwG1FiE0FBSEUKaNEcXZ13jBvU+nsEjc0od0cGSRpDXISG4fp3OvMZrfT9oerrjnfrWW9bWfIKg3zPrVzyel1y6nQ+MlbgWii5Tu9A1FTN8gRFXc+IQQtAW3cCjxKKkyVpklDifSzwKCDbWfpsbXOavIHCklrrTIOmMcST7BsdQTTBZPcLEQQYFakci1EGiKjzWxDzJZPMGp7A7KDW+UuGTtUfZMfo9jqadoCVxPS2ATjf51mGr0jdJfKCC44APlQu9DV9pknQmmCieYKBxhonicRPEESWvoPOGpmtNl5gpNMVgWuYucM85rE9/FLmOlIWOPsGP8G/i1Wpr911fF+3O+iPt68KkRsnZl4kTWPs14/nWixjKvaoeHh4fHLBnN7cKVlZesbA7cQkMVPZ9sNzur11GtSFxy9hiuLC5aGsSlSFl9FZ9vTfgIai3z1KMyjr9oR66Q9VuX8snfuRPd0Mik8vzjd17k+1/7FV/5zx+44PauO3c5TbblkM8WCYTecCs3/Qa6fv5AKxT18+nffRcvPrGPf/r+yyxZ3kht/dyEsmZSeTRNpb2rHn+odPG3dMYJhkxiteWXdiyPku9DzplkOL8PTRhoih9N+PFrNYS1ZoJ6AyGtYdocMYymmCio5wgW05Mg6eJIC1vmydkTpO0RksUBpqyT5Oxxik4aq8KVuDMYSoiemo/Q5N8wly/+kkgpkbi40sKVNo60cSl97Uqr9P301660cbCw3By2m6XoZhnJ7Z35IJQcmU/nXkNTTHQRQFf8aIofVRgoQkMRGqrQS1+joUx/rYo3vlZQQYh5UT4jRittoa0cmHqYcibYEpeT6WdJWP2siNxLS+B6QloTuhK45APzTLpPzpkkbZ3mVHYHfZkXSRYHLjl59CkR2oJbOJXdXtYq+EIS1pvZFP8cBSfFWOEQleVfStL2aXqTv+BE+jn8Ws10lZplRPQWAlq8dE5Rz5a6LF2vDo60sNwMOXuCjD1KyhokYQ2QsyexZRbLzeHMwmTrakJTfKyMvpesPcah5M/KeqCnrEF2jX+TWxvqiBodVTMAnGtMLU6Nbw3ZikVkyVDmBZaE3o2ieq7wHh4eHpUipctE4WDFEQe6EqYl+LaqqshRcCax3fLStq8UsvYwRTeJX3lrsYPFREpJ2uqr2EBVVXyLmgJ0xYgThk8nWhs8+3nZmhZ++MIz5HJFNE3Ddd2zpUUdx2XqAqaWsz+2RjBsMjGaPLv6mM0UKBbPX000TYOWJXW852Nb+YuvPswTP9nFA5++GZ9ZXj6yEKUPKXlLeFC0NkgwYnLD21fRvboZIcTZvswvElsWsJ0CMEXaHmKU/W/uOZrwTU+cVcSZSdH0yr8t83M+6VGFwerYA6yJfQBdqbzEXbkM5/YxUeil6Gax3dz0BK6ALfPYbgFbFnDcfOkcuYXp11p443eyyGzMfyQOfZkX6cu8eN7PFaGjCV/pfCs+NGGe8/UbnzXFPOezH10xMdUYbcEtmGr0ss+LLgIsC9/FQOZlUlZ5JnkuDhOFI7w8+udE9FbqzJXEjCWE9GZMNYqmmAgUXGlhuXnyztQbk+hiH5PFE2Wlb+hKgLWxD7E0cid5Z4pT2e2X+3LnlJLHwVo21X2Ol0b+jITVV/E+JC5FN0WxmCJR7KMv80Jp3yhowkRVDBQ0EExHKlnYbn5WuarXGgGtlvW1nyZjj9Gfeams6Jvh3F62j32dmxp+j+A8V6ZZLHQlRKP/BgYzz1YckTRROMhE4QAN/s1X5bnx8PDwmE+KbpK8PVpxu4DWQJ25ASEqjxqfD0peYWMVeyBUO1l7iKKbwk8d1WQcbrlpMtZQxaKWpgTxa43z1Ksyjr9oR66QbCbP8KkpdF0lMZlh5/O9NHfEMf0G9S0x0sk8+1/tQygKpwcm2L/rJI2tNUDpzZDPFrEsh2KhNDhPJXL4/Do+00AIKOQtrIJNPm9hFW2Skxk0Q8P060Rqgqza0MH2Zw6x7oZuDJ/GrucPk5i48ESpqa2Wez66hR/+9TOsWNfG+q1LcR1JLlsgnczhOC6ZVJ50MofPNNCNUoi7EIJILMjwwASDJ8fRdJVw1E8gZLLyunbC0QCP/2QH9xhbMP0GmVQeoQg6ljagLlDN+wsjS5P1BbrZGEqIVdH3sjb2EXRlfkuHnkw/w8HET3FkAVc602/wxXMadqVFUVoUSVPO/ECgnF1FD2oN1Pi65kScKOWgr2BF5B5em/h77AqiXyQuCaufhNV/VmxRhX6OqCWRlCbUjlvEpfxwNE34WRF5D2trPoSmmNT6llaUPrGQtAQ2sbXhd9gx9leMF44wF32UuFgyi+VUb83tK4GgVs/18V+n4CQZzu9lpr+NxKU/8xKhye9xffzX8akLU+ZzIRGo1JprCGpNpO3K3OILziR96ceJmz1oXrlnDw8Pj4rI2iNYbuXP9aDeSkCrntV8W+ZIW/1Vl3J7uWTtYfL2OBG9q2Jfw/kkY5+aRbQjRPTORX1WXxHihBCCV184wqnjY0BJSIg3hPnYP7uDQNBH5/JGtt6xmke+/QKPPbSdUDTA0tUtpFOlCZNtOfzgL3/FqRPjHH69H0VV+POvPsySZY3c9/GbCIR8PPqdbfTuHeDYwSHy2SJ/9u9/QmNbLQ986mbqm2Pc85Eb+fafPsb//Jf/QCweomtlc8l/QrzRRyFK36qawua3rWDv9uP89O9fonNFE1Pjaf7hr54mMZEhMZnhx996jud+sYeb7ljLLXf3oGklgeK2e9bx/a//iv/1hz8kEPLxgc++jY03LydWG+LBL72Th77xLH/+73+CqipIOGuyea2k8ppKlHW1D05HTMz/G8eWRSw3e8XeSM/4C7jSwpJZ3Dl0SFaFwaroA0wVT3I09cSs9nFGbJmb/vhYEb2XjfFPn50cxn0rMJQAxSo0zFSFTntwK5ow2TH21wznX6caRZRrESEEcd8yNtd9geeG/ztJa2DGNi42h5M/I6jVsyb2QVRhXFVRAkIIokY3MXMV6fQglVyrEofT2W0kig9Q61tzVZ0XDw8Pj/mm6CQqDs0XKIT1jrMLP4uNlBLLSZEoHl/srsw5jiwwVeil3r8RUSVTayklKWtgVuJEjbn6bGrwYlAdZ3AGPvHbd3D/J28CSkZvqqYQqQkSqw2iqApmwOADv/Y23n7veqyiTSjix+c3yKbzBMN+hAJ3PHA9hcL5kyDTNAhFTBRV4Za7eth4y7Lzfm8YGpGakp9Dc0ecL/6b9zI5lkbTFGobIqSmsiVTTuD6W5fTvbqFcE3pe3/Qx4NfeifpZI5AyIfh0/jAr7/tLa8tFg+hnlMGdM31S/jKf/kg6WQOoQjqm2Kl160IVqxr43e++n6mxtM4jovP1KmpC6HOwuTzSkNBo85cyXW1n6A1sHlBhAmPmTHVGBvjv0bRzTKQeXnRRByfGmVV5D7W1T6IT3nD5yXuW45PjValOHGGRv863tb0L9g7+X2Op56h4CYXu0selNJvGv3ruD7+WbaP/SUZe2TGNpabZc/k9whocbrCd6BeGY/YstEUPy2BWxnOvozlVpY6mbWHOZn6BRGjE13MtU+Sh0eV4+nOHpeBI2eTlinwV1HUBJQiQBKFt1YsvBoYK+xhqXx/1ZRcd2SOifzeWZQR1agxViyqyFIdZ/ASCCFoaKmhoaXmktv4gz7aus5/E0amhQOA9qWXrubQsiQ+Yz9i8dB55UGD4Te8DsLRAOFo4Lw2525v+HSWrWm95DEAVE2lvjlGfXPsLb9TFIVobZDonBtgVjd+tZZlkbtYFX2AqNG22N3xOAchBDFjCVvqfwtN+DiRfmbBS0QFtQbW136K5ZF3v8V/JGq0EdQayvbFWAwUoRIzOthS/9vUm2vZN/UjJgtHr6pSW1cqitDoDN1O3kmwc/wbZYXV5p0pdo1/C78apyWw6aqLEmjwbyasL2GisK/ClpL+9OM0B7bSHLxlXvrm4bEQCKFRipMtX3EoTSw9hcJjdjiygKw48lVUXRrdaH4ntrw6006nCofJ2aOEjY7F7goABSfB8Cw814J6CwGtcVHHLlUvTnjMPS2B61keeTensjvI2RML5hVRCQoafi1Oa2ATyyPvps5chSbmz/jS4/KI6u1sqf8twnoLR1KPkZ2FcVOlaMJPc2B9qWKLuR5VeavxrEClwVzD6dzuee/P5aIrAZZH7qbR38Ox5JMcTT1J2j69qBU0BAo+NVqqQsHVH6F1ITRFZ0XkHtLWMAcTj5R1v0xag+wc/wY+NUzct7xqzMjmAlOtpT10B5OFgxVHSuWdSXoTDxH1rcCv1l11wo3HtYEqdARKRde/7eY8wdnjMlCYjdFitaR0AFhuisFp8+6rkbw9wXBuOyG9vSqebeP5fRX7QwHU+lbh1y69oD/feOLENUjM6OSmhq+QLA5wKrud4dzrjBYOkbGGF/3hqQofNUYXrYHNLAndSq1v+bRZ4uK/0T0ujhCCoNbAprrP0ehfx6HEowxmd86L8CVQiPuWszRyJ0vDd+FXay55fTT6e2ByzrsxLyhCI6p3sCH+abrCt3My/QJ9mRcYL/QuqEihoBEzltDo76E9eBNN/vWIa8XY5i0IdCXIdbUPkncmOZJ6nJlXQCUj+X28Ov633NTwZUKLWJJrrlGETlPgJo4nf0rSOlZha5fh3HZOJH/KitiDnuDscUWiCh9CKBWtZBecSVzpVUvymB2K0GclcjtVUrJTSsnp7Mski5U+M64cbJlhOPsKHaF3YaiRmRvMZ1/cPAOZp7Dd8s3qAVRhUmdet+ilZz1x4hpECIGKTo2vi5ixhOWRe0jbw6SKg4zk9zNeOEzaOl0qnynzFVdMKBcFDU3xYygBgnojDeZaWgLXE9XbCWoNKEJbdFHCr9YQMzrm1EhysfBrNWiivLK2s+HMddURvGk6WmEPx9NPM5rfT96ZwnJzzC6sVaArAXxKiFrfMjpCt9Ds30BYby4rty9mdNJg9lBwLuzlENTqUaooKkAIUcr583UTNTpYGrmTycIxhnK7GcruJmuPYskctpufEzFRFQaaMNGVAEGtngZ/D41mDzW+ToJaA9o8luqFktgU0Or+f/beOzyu877z/bynzJk+GPROggABgr2r05LVbCuOS+QWW3ZiZ3e9WSe5vonv3pvn2XLv3uTeZJ/dTa4dr53iFDe5yZIt2ZZkSRRVSFHsnQQriN4xfeaU9/5xBkNCBECABQCp+TwPHmAGZ85555zfKe/314joVw+FDOrVCxKFIITAp5ayvuyzmDLDWPb8rD4Xt3o5l3iV9shH0KaI7LkVEUIQ9iyhLvgeEmNdcy7S5sgsp2M/JqjXUR98cEGLbhUpci3oSggFbU7PRUmrB1sujolikVsPTXivwUEgydoL75lx24cOcC7+LDknvtDDuakMZvYxkj1OlW/LgkVMSikZzhxhOHMI5viM6FXLqPBtXPC5V1GceJcjhIKhhvAoQUo9y2gI3oUjLbJ2nJjZTdzsJmkOkLSGyDrj5JwkOTuJ6aSwZBZbZrFlDkdaSOkUukO4Uw4VIVRUobuTHzWAR/gx1DB+rYyAVknE00Cp0UJQq0QVHhSh58e1OCIl1kQ/xaro47dFqqgQAlUY87AdBa9awtLgfTQE7iBmdtOfPsJwtoOE2UfKGiLrxMjZSWxpFoo8CRTXVhQvHiWAoYbxqaUE9WqinmVUetsJeerQhOG2SJ2FjQghCOt1vL/+vyHl1AdREeq87JdrQREaQa2aoFZFnX8LuWiKsdx5xnLnGMt1kjD7yTjjZO0YOTuOJbM40sKWZj7k2D0PFaG5IoTizQs9IQw1VNi/YU89UU+Tex4qHhS0ebuxepQgW8q/yKay37vqskIoC+ZtF0IQ0Rt5oPo/zEmsdPe9fhNHNv8oQmdJ8FF6kjsYz52Z8+fT1gDHR/8Zv1ZDmXfVbZX2UuT2x6tGUYQH5tBCe6LVoH+Bw6WL3Jp41PCcn1MkDklrMdTbcuhJvsZA+m1ui4fpGcjaY3TGX6DMu3rBCj+bToLOxK9IzaKI9zuJGm2EPEtuwqjmRlGcKAJMiAECNT9B1BUfQb0S2ACAIy0sJ4MpM1hOJi9KmDjScn+wsSyLgfE4lmMjEO4EEiUvUHjQVS9VkVJCRhiPGrwlHthdb+fcPJ6j8RTJTA4J+A2daNCPoiwOsWW+mLAnTXgpNZopNZoLolfWibnilpPBkfZlebtKXiiY8OT7MNQQuhJEuY7JixAKuvBffcFFSuHcFB58igeftp4a/3oc6WA6yfxPGtNJ40gTBzu/Xx3cT7rnoCL0vFBooCk+dMWHRwkseGVpIQSaMIDFKRBdjjvWYioCQNDTQFP4Nzk0/DWca2gHPJbr4MDw/2Bd2R9S7l1bFCiK3DL4tArUOUYhWk6aocwBosaKReN8KXLr4FXL0ObcpU4Sy10gZ8fx5NurzzdSOgxlDtEx9sNruk/civSmXqc6eQcNwYfm/b4mpaQ//TZdie3MVQhShE5j6BGURSANLPwIitwSKELDowbxMH0eUtfQOH/xz88wHJu6baPP0Pm/Pvsom5dP33nlduBbL7zNc7uPI6XkPWub+crj9xPw3h4h3deDIjR8WhQft/fxny+UfNSTsUAPHUXe3Sjo1Afupye5g4H0PubuEZOMZI5ycPirrCv7A8q8qxdcKCtSZDYE9Fo0xc9c6sHaMkt/6m2aQh9EVxc2n7vIrYehlmAoV3bxuxppq5/R7Amq/FtuwqhmRkpJwuzm2Oi3iJkX5n37C4Vb+PmHlBhthPTGeRQjJUmzm1NjT5K7hpb0pUY7pcZKrqXw6o3mXfckIKUkZ9kMjic5dqGfU92DDIzFSecsPJpKSdBHQ0UJqxqrqK8oIewzUNWiR2e2SCmxHAfbkTiOg2VLbMfNecpZNpZ1+1erTmVzjCXTSEkhgqJIkSJFbieEEPi1GpZHPk4sd4GMPTTndUgchjOH2TPw57RFP0Nj8CFU4St6lossajxKhIBeS3xOEy43D7w/vYe6wLZipFCROaEIjYjRwkBmL3MRgjP2CD3J1ynzrr6GyItrR0o3peTwyNfpT+1mrrUPbm3cc/3Y6LdYW/bv8KkV83JPS1vDHBv7J4Yzh5mrs0AVXuoD78Wnzc9Yr8a7TpzoHhrnhX2neGHfKXqGY2RNC8t2cKRECFAVBY+m4jc8rGys4sN3r+bulUsw9HfdrpozZSE/f/L4/QzFksRTWWKpDOf7R3j18FkyuWKV6iJFihS5nRBCUOW/g8bgw3SM/+AaC7RKYuY5Dg9/nXjuAkvDjxHWlxYnb0UWLUIolBrt9KV2zulzWWeUs7GniRqtBPTamzS6IrcrpUY7AhXJ7J+nJTZdyZdpDD1EmXfNTRzdZduUDrHceY6O/C3dqdcWvAvgQiCx6U68gkcJ0h79Xbxq2U2d9Jt2go7xH9AZf35O9jFBxLOM+uB7F0304uIYxU1GSnAch4PnevjmL3axt6ML23FVJVUReHQVRQgcKTEth1TWJJU12XHkLOURP1ta64vixCzwGTp3tU8upLL/dDd7O7qL4kSRItPQOTjKT14/THk4wEfvWVNMASpyS6EJP8sjH2M0d4rBa0rvcMnYw5wc+w796d0sDT1GfeB+DK0UhZvXSlpKmS/IW4xvKzJ7BCoV3g0owjPnbjX9qd2cHPsuq0r/NR4lvCi8lEVuDaLednxaBSmrd06fS1l9nBj9Npsq/j2GWnpzr6cyR3/6bU6M/guDmQO8m6+tlkxzJvY0OTvOiuhnCXuabnh3KiklaaufE2Pf5VzsZ9gyM+d1CDSWhT9MQK+5oWO7Ht4lM27JofN9/OWPttPRPYQjJaoiWFIZZU1TDS21ZQS9BolMjgsDo5zuHuJM7zCaqnDPqib8xclCkSJFbhJ7TnXx1OuHaakr57Gt7UVxosgthRCCgF5He/RzpK0BEubFa16XxGE0e4J4rpPO+PPUB99LhW8jIb0BXQnekGgKKR1yTpy0NUjK6qM/tRvTmbpOUpEi0xH01BPxNDOaPT6nzzmYnIs9h0BjecknCBYjKIrMEp9aRoVvAxficxMnAHpTOzk68ve0R38Hn1Z5wwUKKW0SZhcXEy9xJvY0KauPd7MwMYEjc1xM/JqEdZHWyG9T6d+MV70RddcktjQZzZ7k5Oh36Um9Nmeh1EVQ4dtAjf/uGzCmG8dtL05IKRkcT/LN53ZysmsQAENX+Y2tK/n4tnUsqylDu6ymhCMlw7Ek+0930zU0zpbl9ShFZbtIkSI3AUdKDp7tIZUzcZzijbzIrYkQClW+rawo+QwHh7+K6SSua32WTDGcPcJw9ggBrZaIp4Wot42o0U5YX4KhluTbTrt9och3tAHphkpCoa212yVojKTZTdzsJGF2kTC7SZpdJKxeHJm97u9/q+G2VZZM0135ap9GSvmu9vgLIfBpldT472Ys2zHnMGpLJukY/yExMKQdLwAAIABJREFU8ywtkcep8G5AUwKzbpE9HYXjmrf9ifbubptu47Y5ZhPf81qK8CIn7BcWQ+G/uaArQWr999GbfH3OBQ9tmeFM7Gky9jArSp6gxGhFEZ7rtjdHmqStAXpSr3Eh/jyj2ZOzOB8EitCvcTJ96+FgMpw5wp7c/0OlbxONwUeo8G3Ao4bn1LZd5u3XljkS5kU6Ey/SGX+epNXLtQpBfq2KFSVP4NMqrunzN4vbXpzIWTY/23mUA2fdXr8eTeWDd6ziX3/gDsrDgStOTEUIKiJBHtrQSta08Hpu+11UpEiRBWI4luRc30hRmChyyyNQaAw+Qtoe4uTod7Fk6oasN2n1kLR66EvvQlcCaMKHRwnh12sx1Aia8KEqPlSh5dtb57CdTD46YoisPYolM9gyg51vg3175UDLQnqK29rbzP9YSGniYGFLE1n4n4UlMwylD895cpCzY/SldhHQalAUDwoaitBRxGW/0RFCQxXub/e92T+A3yqoQqc2sI0L8V+StHrm/HmJRV/qLUazJyjzrqUucB8RTwuGGkVXgmjCm8//VvLLO0hspLQLx9mWOdfeZRZbZrGcDDlnnIw1TNoeImMNkrIGiBorWFP2RQSLsX27K5JJLtln4TfmlO/ZTpax3GksmZ7TlmyZYyCzD9NJoCrGJPsVQn+HPef/zr8HYsHFHSEUqvybKDHaGEjvYa4TUolFd3IHY7nTNAQfpNZ/L0G9AUONIGaZbiClxJJJMtYICbOLgfQeelM7SZo9s7zmC6JGGw3Bhzg++o+3fNSaKrwE9BpSZt9V7dF04nQnX2UwvZ+gXk+VfwulxioCeg26EkJX/KjCiyJUBCogcaSFLXOYToKcM04sd4GB9B4G0ntIWQPXJfAowkNT6Deo9G9edNfn23rmLaWka3CMn+8+RtZ0lbzWugp+95EtVERmbuWkKAKfMbcLuZSy0KVi4pIh8utSlWtXxF11UuI47u/CGIVAUQSKuLaL5lTrdceroCoLfyGeCpkf53T7WVEUBCzasduOg+PId4x77vvb3Q1T2wVcv21M4Fw25gmEcNd7LTYynS2r13mOXL5u25EFOwEmjXUx2YWUknN9I/SNxhd6KEWKXDdCCHQ1SFvJp/PFuX50TYW5psORObJ2jiyjJIHR3Mkbtu7FhpQOppPAdJJYMo3l5H9k6tLfTjr/vxS2TGPJbF58yWA72bwgky0IMpcEmixyLj0wLyNpdbNn8M8Bt5WsqnhRhYGqGKjCiybc3+7r/HuFv31oig9t4rdy+Wt/4X1V+PCooUVTmG163ElWXWAbp8afvMZ1SLL2GD3JHfQkd2CopQT1WrxqOR4lhKoYhUnKhChhk7t0fJ00ppPM/yQwncSUx9ajhpHX6Fm9pm8lJaaTuMxeU5fZ6yW7nbBp28nkv89kO7XlpfftvD1bTuaaryumk+Dw8N8Abt2QyfbpvWTHioEiDDQxYd/e/PuX2a94h/0q3kv2q4SuOyphOgw1SnP4w4xmj19ThJrEJmFe5PjoP3M29jNKjXYinmWEPEvwa1UYahRN+FCEhpQONjksJ03WHiNjD5M0u0mYXcRyF4ib57HnGHkW1OtZV/ZHBPU6upOv5jtL3LpEjRWsL/9fOB/7OWdjz+RrGM2EJOeMM5IdZyR7FIGKTyvHp1VgKKX5a5/HFcSkgy2zmE6StD1E2uonbQ3eIHFdocZ/J82Rj6CKxSdaLvar/3XhSMmeji66BscBdwL0obtWUR29sT2mHSkZS6Q51tnP3o4uTnUPMRpPIaUkGvKxvLaCrW2NrFxSSUlgbm3SsjmL8wMj7DvdzeFzfXQPj5PJmfg8OvUVETY017OxpY76igi6Onvl07Rszg+MsrejiyPn++gdiZPJmYQDXlY2VrF5eT3+KcQZIQRLq6JEAvPXkujyccdSGU52DbL75EVOdQ0yFEsihCAS8NJcU8bGljpWL6mmLBJYFOk4QrgCRCyV4fD5XnafuMjJ7kHGkxlURRAN+mmtK2frikZWNlYR9F79hmbbDkOxJBeHxjl6vo/TvUP0jsRJZnIIIQj5PNSUhmlvqGJDcy1LqqJ4NHXa9dqOQ+fAGOPJNIau0VRdiqFrjCbSHDzbw1snOjnbN0IslcGjqZSFA7Q3VLKlrYG2+gp8ntkVrDMtm4uDY+zt6OLwedeW01mToM+grb6CO1Y0Epym3kJjZZRocPpzJ5MzOd8/yp6CPcfc88TQaagoYVNLPeuba6kvL5mUxjUVA2MJ+kbjOI6Dz9BZVl2Grs18bqUyOc72jWDZNpqq0lhZQtjvnbSMlBLLdkhkssRTWcZTGV47co6RuOttSGZyHDnfR9hvTLmNgNcoHMsiRRYrmvCzIvpZJDbnYj+fs3ezCKStIXYP/J8krV6ktJHYOPnfUto4+d8Tfy9Emz4HE8cxMYkzG61DoCBQEXmvoCIm/lYQQkXJ/08VPjZW/AmVvo03/0tcJwKFpeEP0pvaOce2olOTtUfI2iM3YGQLiyNzvD3wZ4zlTk1pv4XXE+8tgP1KbCyZxLJn67kXl+w2b6vKZfYsxMT/FFZEn6Ap9JvcrLSRKv9W6gMPcD7+i2sWGl1hbITe1Bv0pXah5QUYRej57yPcLJh8xI4blTYhDl3bNr1qOWtKv0iFbwO2zBL1tN3i4oQgaqygxNPCiuhnSVp99KZ2MpfrscQmZfWTsvpv3jCvQFDuXc2q0n+DVy2fx+3OnttanLBthzePXyh4aOvLS9jcWo+i3JjwlQnv7MGzPXz35f28eewc6Sm6Uuw83smPXjvEPauW8jsPb2ZlY9VVJ3NSSsaSGX782iF+tusoXUPjVyxz8Fwvz+0+QWtdOR/bto73b16B35h5oiilJGva/OT1Q3x/+wF6hsev0NPfOtHJP77w9pSf11WFv/jCYzywrmXG8d9onLyX+Z9f3MP2Q2eIp69Ua3cev8APdhzkjrZGnnhwI5uX1y+4t9yjqQyMxfnuK/v51Z6TJDNXhmC9fvQcP379EO/bvIIvPLqVypLpxbPxZJrndp/g5YOnOd7ZTyprTrvsz3Yepbo0xMfvW8fHtq2b1jZyps3f/PwNXjpwmprSMP/v5z9AwOvhG8/t5LUj5wpRR5ez/dAZfrDjII/fu4ZP3b+BkuD0YpWUkpxl8+xbx/neK/s41z9yRa7z26cu8p2X9027jv/y2Uf5wNb2K271UkpG4ml+uOMgz+4+Rs/wlXmYB8/28uxbx1lRX8En79/AwxuXzyioPL/3JP/z2TdJ5yxa6yr4+pc+Qlk4MO3YAM72jfBH33iakXiaaNDH//2593H3yqWTxnm6Z5hndh2heyhG9/A4PcOxSfZwpneYP/rGM9NuY31zLX/x+cdmtI8iRRYaNx+/nNWl/wZVeOkY/8GcvWvvdhxMEmbXNaULLFYm6iAgzYk3pkQRHiznxqQE3WyEEEQ8y1gRfYIDQ3+N6RSj4MDNjU9aPddVHHfxIZFY2NKaeDktWXts5gWuE48aoS36GcZyHYxmT1z3+iS2G33DzUux8KrlrC37EnXB+/Mijo8SY/k1dbxZLGjCT9RoQ1UMAkota8q+SM4eZzh7ZKGHNiMhvZHVpV8karQu9FCm5bYWJ4ZiKS70jxZer22quWo6x1ywHcmbx8/z1Wde50zvCFJKvLpGadiPz+NGHWRyJsPxFOmcyUsHOrg4OMaXP7KNzcvrUWfw4PaPJfjGczt5fu9JMjkLRQhKgj4ifi+qqmDZNuPJDGPJNKe6h/jrp1+jbyTOEw9unDGqIWta/ODVg/zjC28znsrg1TWW1ZSxoqGSSMBLLJnhVPcgp3uGSefchwhVUQj5DXwejZDPIOib324CUkoOn+vlr376GofP92I7Er+hEw36Cqk3mZzFSDxFKmvyxrFzXBgY5Y8+fC/vWdOMpi6cOBFP5/ifz+1k+6GzSCmpiAQI+QxURSFrWowm0sTTWWKpLD99w1WQv/yR+/B6pg6zMi2Hlw92sLejG3DFj7DfIOA1Ct79VDbHSDxFJmfROxLnWy+8jSMln3nvRjxXaYkbS2V460Qn+89089aJTjRVoToawm94UBVBOmcW9vNIPMV3X9mPBH7v0a3Trjtn2Tyz8yjf/MUuRuIpPJpKU3Up7Q2VlAR9JDM5OnqG6OgeKkzWFUUQ8hn4PDo+j35FFMIEPSMxvv7sm7y0/zRZ00JVBCUBH+GAF1Vxz5OxRJrxZIYTXYP8t6depXckxqffu5GQb+oIhZvFmd4hfvzaoUnCjKqIQltjIUBT1Wl9LbONjCqyeMlmTPq7RhBCUF1fim7MfD4mxlP0d40iFEFNYxm+wPXZrJSS+FiKob5xQiV+yqsjN0289ahh2qOfw6uWcmr8+/PsGSpSZH5QhEZj8BHGs2c4E3uqKMQVuekIBGF9Kauiv8eB4b8iYXYt9JBmxK9Vs7r0izQGH0YV7vxBCEHYswyvWprv7HHrYagllBrthdcRz3LWl3+ZA0N/xXD2KAsR0TYzrpi6tuxLVPg2LPRgZuS2FicuDo4VJjuqotBUHZ0yVeFaOdM7xNd+9gane4YBaKoq5TfvWsld7UupKgkihCsy7D55kWd2HuF0zzAnuwb57z/dwZ997v0010zdbziTM/n+K/v55dsnyFk2PkPnwfXLeXRjK631FfgMnWQ6x4muAX759gl2HD5LIp3jyVf3UxL08cn3rJ8ydF1KyamuQb7z8j7GU25awce3reNzD2+mNOQvLDOezPCdl/fxvVf2kc5ZVEQCfOF9W1nZWEVFJEh0Bi/5zaBvNM7Xf/4mB8+5XqQVDRV89J61bFhWS1U0iASGYknePnWRn7x+mI7uIS4OjvHN53ZRHQ2zaknVvI73ct4+eRHbcQh4PXxwazvb1jaztCqKN582se90N9/bvp+O7kFM2+HFfae4d9VS7lu9bMr1hQNe7l/bwtneEdY01bCppY62+grqKy6lEfSOxHjrRCc/ePUA3cMx4uksz+w8yr2rmmitn7kibyqT49sv7SWdMykPB/jw3au4d1UTdeURNwpk3LXn77+yn878+fXcW8e5Z+VS1i2buiXahYFR/uXXexmJp1DyqVWff2QL1aVhwLW5RDrHj15zRbNEJkc04OPzj25hXVMtFSVBSkO+Kybt6azJd17ax4t7OzBtm4DXw8MbW3l4w3KW15bjNXQS6SzHOwd4bvdx3jh2jngqy3df2UdZ2M9H7l5z1RSPG0lbfSV/+KF7C68dKdlzqotXD58FoKY0zEfuXj3tNaoiEpx3YbDIjWXfa6f45n95BiHgy3/5Cdbe0Tzj8gfePM3/+Pc/wOs3+NOvPcGqzU3Xtf1MKseP/3Y7z37nTTbcs5w//PPHiZTevEgcjxqmteRTBPQ6jo1+K+/lKxZ/LXJ7oSk+2kt/h5wTpzP+PA7TRzQWKXIjEEKhJnA3Dhb7B/87aXtgoYc0JSF9KevK/5Aa/535wqKXCHuW4lXLbllxwq9XE/I0Fl4rQqXct5YNFX/MoaGvMpDZx2K630WNNtaV/QFV/i0s9k41t7U4MTCWIJMPSfcbOjWl4RvmJcqaFt/ffoAzva4wsay6lK987H42tdRPyk+PBHwsqy5jZWMlf/Gj7ZzqGqSje5DvvbKP/+1jD1zRDcRxJHs7unh293Fylo1X1/jke9bzOw9tJuS/1Aoq5DOoigZZt6yG8nCAH79+iGTG5Ic7DrJmaTVrm2qu+K62I9l1spOhmBu6tbapho9vWzdJbBD5CI2PbVvL8Yv9vHnsAqOJNFJKWuvK0ebZe5vJmfz8rWPsP9uDlLCuqYY/efx+VjZWTkrPCfu9NFZEWV5bwZ89+RJne4c51z/C028eprmmdNpIhJtNOmdSGvLxxcfu4rGtK/F5tMJxCfoMasvC1JaF+c/feYGe4RhjyTS7jneytbURY4pOMbqq8P7NbWxorqWmNExJwIeiTD7OoboKllWXUhYO8GdP/ppUxqRraJyOnkGaa8tQZ0hrkkA8naU6GuKPf+s93Le6aVK9iqDPoLGihNKgn7/40cuMxNP0jcbZf6aHlY1VU9ZmePvkRfpG3XSLtroKPnn/eqqiocL/hRCE/Aa/de8ajl8c4Nf7O4ins6SyJq31FVOu03Ecdp24wK/2nsS0bfyGzqcf2MBn3ruJoM8z6TypjoZY31zLN57byVNvHCGRzvG9V/azakk17Q03vt/3VAghaKoupam6tPCebTvYtiyIE+XhAB+9Z01BKCxy+zE2HCeVyCCEIDk+/7UYbNthuD9GLmsSG0uRy9z8SZQQCrWB+wh5Gjg19n26kzvI2qNX/+AiRaDhVctQxdTRXEXenRhKlLVlv48mvFxI/Oq62+kWKXI1FKFTG7gPpOTo6D8wnjvDYpkMK0Kn0reJldHPU+ZdizJFNxCPEiHsaWIke5zFF2Vwdcq9q68QXABKjXY2Vv57jo38Az3J17HkwnYkUYWXKt9mVpZ+gajRzmIXJmCiR9Ftyngqg2W5hVs8mkokcOMeJo519rP7ZCdOPsXgo/esYWtrw5QTKVURrF9Wy6cf2EDQ50FKePPYeY5fvDLMNZXN8cK+U4UieWvyAkI44L1iEiWEG8L+qQc20NZQCbjRIi8fPE1mitoXjpQc77y0zbVNbuTBVJOzaMDHppZ6wBVi9pzqIjFFvYSbTf9Yghf2nsK0bEI+g0/dv4H2dwgTE2iqwobmWh7asBxNVbBsh92nLnK+f2EfhN+zppkPbGmfsuaDqiisW1bL5uUNgNuF42zfMLF0Zsp1CSEoDflZ2VhFach/hTAxgaaqbGmtZ/WSasA99uf7R7Hs2d0A3rd5Be9d14Kha1eMWVNVtrY1sHppTWHdp3uGCmlA7+RYZ3+h20drfQUN5SVT2lzAa7Cl1d0POctmz6kuxlNT74d4Osfze08ylnAneBta6nj8vrWTBLwJhBBEgz4+/d6NtNSWAXC+f5Tth86Qs661mFSRInNny/3tfOpLD/GZLz/C6jumjo66mfgCBh984m4+9aWH+Ni/eYCy6si8bFcRKmF9GevL/1c2ln+FCt9GlEXZ1nB6VOGl3LuWFdEn2Fr5HylZxPm6ReYfIYRb8K/s37Iy+rv41MqFHlKRdwGq8FAXvJ/NFf8HVb6tiEXgc/YoEVrCj7O54k8p966fUpgA95wp8666BTrzTIWg3Ltu6v8IhbC+lA0Vf8zK0t/Fpy3ctcCjlNBW8ttsrvxTSo1V0x6LxcataBGzJmtahWKYqqrg1ad+GHrrRCffen73Fe0YwZ08/vYDG9i25tKDpGXb7OvoYmDMVcZrSsPcv7Z52kKbE0UZt61ZxpPbD3D84gBDsRSvHznH2qU1k2pP9I8l2HPKzR/TVYUH17dQPkMxPiEEVSVBHlzfwrELfdiO5LUj5/j4tnXUGZMfPKWUjOYnc5qiUBL0ThsJoaoK0cs8uIOxJOYCTOTePnWR3hHX6760KsqGltoZPf9CCLYsr+c7L+3Fsh16hmNcGBilta5i2on8zcRv6DywrmXGtrSqIljZWMnPdh0FYDSRnlJcmmC2nn6/4aG+PMLuk25RqngqO6WNv5OQz+DB9S0z7i+vR2dFfQU78l7/4Vhy2on+aCKNxP2ekYB32s4XiiIou8zmhuLJKYtxgpu6su+0W3dD11QeWr98xogDIQQ1pWEeWNfC6Z4hbEey4/BZPnbvWiqKBSaLzBPl1RE+8vltC7Z9VVVYsWEJKzYsmfdtCyHQhZ+G4IOUeVfRl9rFufizxHLnFqWXWRVePEqIoF5HhW8TFb71hPQl+LSKfIX+xe99KjK/CCHwqGGWRz5B1GinY/xHDKb3knPiLBaPdpHbD0VolHnXsKXyT7kQ/xXn4j8nafbd0FbOs0FXgpQaK1ke+TiVvk3o6tWfraJGO5owyN1iRTH9WhVBvWHa/7tiZZTWyCcp867m9PhP6E/tJufEuPnXAoGuBKn0bWJZ+ENU+jaiirl1ilxobmtxwnFkoaOGEExbgHIknmJPR9eUEzdNVXh44/JJ7yUyOU52DxUK2bXVV8zYrWCCiN/LioZKjl8cwHYcTvcMM57KTJpUne4eIpbvRFEa9rO8rhz1KpNqTVVorXPHMBxLMRJPcbZ3hLqyK71iExN7R0pypo2UckqDlVKSvWyC7FGnb0V5s3Ck5NiFfjKmhRCuCFQ+i4Km5ZEgXo9OKmti2Q7dw+NYto1HmX9zry0LU1cWnvExViAIXxbVk8mZ2M71h7gpipgkyJm2M6trYlN1KRWRmbtTqIogdFmRynTOLERHXLnshM25nUEcKads8yqlnCTKeFR12nawp7oHSaTdm1lFJMCymrKrto7VVYX2hkrCfi+jiTRD40nO9Y8UxYkiReYRIRT8Wg1N4Q9RE7iXvtQuepI7GM4cJWMPLejYdCVESG8g5FlKiWc5Zd7VRDzLUBUfSv5x6VZ6wCuyMKiKQaVvEyXGcnpTO7kYf5GhzIG8SDG/KOh4lFBRTLvNEULg12poi36GKv9WLsR/SU/ydZJWHzc7ZcIVJVbREHyQ2sB9eNVSZps64FPLCeqNjGSP3tQx3miixgoMteSqy6mKQYV3AyWe5fSl3qIz8QKD6X15keLGoytByrxraQw+RG3gPjxKGCFuvSSJ21qc0FSl8CDhOHJaz65HU4kGfQWxwXYckpnctF7mdNbk4uBY4fWSqij6LAvrNVVdyjnvHh4n9g5x4vzAKKblTtBKAj4qIlOnXVyOEILKkiARvytOZE2Lc33D3Ld6cvE0JZ/3vu90dyEUfzyVIeK/MmUklTUnpZ0sqYzOe92GZCZHz0isMOk9eLaHP/j601f9XCZnkris1Wg8lcWeRcTAzaAsHCA8xf6dhGBSNIgjuaLV5jtxHIdExu3K0TkwRufgGKPxFLFUloxpkjNt0jmTM/lirS5yVnptTWl4xkgPyIt9k8Ysp137sppS3jx2HkdKLgyMMhJPURbyX7FPcqbN0c5LhZEaKkrwG1MXgHRTVNzzORr0URa+cn1XjllQHQ0R8huMJtKkcybn+kbY2tY44+eKvHuQUjIyGCeXNomUBfAFLqUJ2bbDSP84lung8WqUVl6qYTTRBSMZzxAIeQmVuPZo2w5jQ3FymckeLKEISitDeK6zQLOUknQyS2w0hXQk/pCXcHTyuZBN5xgbTuDYk89Pj1cjWhFekIgyIQQCFb9WSVPog9QF3kM8d56hzGEG0nsYz53FdBLYTuYGFxdUUIWOIjyowoOm+AlotZQYLYQ9ywjqDfi0CnxqOaq4MkVsvlDQ8GvV3Aq5wTcaVXjQboN6HkIoGGoJS4KPUu27g/HcafrTe+hPvUXKGsByklgyy42YOAqUvE0bqMKDR40Q8TRTYiwn4llGSF86r+H+AoFfqyRn35wJ2GLHo4RYiHNXCIGKh1JjFRFPM0tDH2Qws5ee5OvEzU5MO4ElM1yPzQkUVOFFU3z4tWoqfBup8m+hxNOCVy2b80RYV4NU+Tbn269Oj1+rRMxD+ocmvAS0WswZ2hkLIaj0bURXQtMuM3l5BY8apiH4EFX+LYxmT9GX2sVAajcpewDTSV5zO1VFeNBFAK8WpdK3hdrAvUQKx+LWvX/c1uKE39DdaAnLxnYk2Wly4lc3VfMfP/1wIcqidyTGP724h/6xqUNNTcsmflkuvFuUcHYnZEnoUoRFIpO9Imx9PJkpiCRej4bfO7vq/AGvp1Bc03bcjhvvRFUV7mpfwnO7j5PJWew+eZHXDp/j0U2tk9pA5iybnccvsPP4BcAN89/UWo9/nsWJVCZHOnvpmPWPJaY9JjORNa3CsZ1vfB4dj37jcrykdOuSvH3qIq8cPM3eji7Gkhks28FxHFckkK4Mca1fOeDVb2gXiztXLOGnbxwhns5y+HwvLx84zW/c0T5JeLBsm70dXYU0Eb+hs7WtYdruFOPJTEE89Bn6tCLGOwn6DAx94jxxpjxPiry7+ae/fI63t5/gc3/8fh5+fAta/vwd6h3jz/7dv9DfNUrb+kb+97/+NP6gO4kysxY//rvt/Pone/joF97Db/2r9wAQH03ytf/wFMf2np+0DV/Aw59+7Qla1167MDYhiPzob7ez/Zl9+IIGn/z9B3ngQxsnLXd8/wW+/p9+yvjI5KJcq7Y08ZX/9qnrbk96vQghMNQIHu9aSr0rWRb+EBl7iNHsScayp0laPWSsYXJODNOJYzlpbJnFkRYy/5AtUNwfoaIILT9JMwoP0boSRFeDGEoEn1ZJQK8loNUS0KrRFD+K0FGEnl/Hwj/Q+bRy7q35r0jejTVxBJoyc+TerYQQCl6tFEPdQrl3Ha2RTxI3LzCSPUYsd4G0NUDGHsV0Eq5g4aRxsJB5+xaorl2jFWxbU/zoSiD/O4RPK3PtOW/Xfq0SVfG6do0OgnmNnFCEh62V/2ne0woWC6rwsZDCohACTfiIGm2UGM00hT5I3LzIcOYw47mzpKw+svYIOTvhisCF66l7vXHFLg0lLxRqSgCPEsRQo/i0SsKepUSNNkL6EjTFjyomipDP/Ttrws/K0s/TFv30zN8JFV25+VGu5b613F/3dWYOMxaowouYY9lG915XQpVvC+XetZglv81o9iQj2aPEcxdIWQNk7bHL7nO5/DER+XPfFSA9ShhDjeLVSgnpSyjzrqHEWI5HCS+oqH4jua3FiWjIj0dTSWdNsqbFcHxqJayqJERVySUFrKN7iB/uODTteh1ncvi5WzRwdmPyXiYCZHP2FQUKMznzUp0MRZl1RIauKoUJpXQkqeyVQowiBJta6nlkYyu/fPsE46kMX/3Z6+w93cXqJdWE/QaJdI5jF/t5/cg5hsaTGLrGgxuWc+eKxnn3sOUse1KdC7+hE5ilWHM5QZ+xYCGNqqJcNd1gLgyOJ/j2S3t5bvdxRhNpBO7kPOw3KI8EKQ/7CfkMfB5XmDt4toeTXYNz2oY+QzrFtbB6aTWPbW3e0XOJAAAgAElEQVTnqTcOk0jn+OYvdnHgbDfrl9URCXhJZ01Odg2y48hZekdiaKrCfauX8d71LdPWF8nkzIL4oinKrMUUj6YU1mk7ctoinkXenQghKK8tIRFLc/ZED5ZlF8SJcyd6GegeJT6eoufcIL0XhmleVQdAMpHh3PEerJxNRe2lgq8er876u1sIhL0kYxl6O4fpOjOAmbOwrGv3XkkpGR9O8MNvvMwvn3yLSGmQ3/pX93PP+9Ze8WBSVhXhjgdXMtg7Rmw0RWdHH8P9MVLx9IKJtlPhRlPoeFQdjxoi7GliSQhsJ0vOiZFz4lhOCsvJ4MjcleKEUCY9VKvC4z5cKz53Eif8KMJzSzy4CaHiUcMLPYwiNxAhhCuYKQZerZQK3wakdDCdBFknVhAmbJnBkTYSGymdy0Q3FYGaj/jxoSp+dOHLTw6vjM588e2TlEeCbGitm9X4pHTToN36UNfnnHBrb8zOq/xOdh09z/b9Z/AZOp95ZBNlV0kxBXfstiNJpLLkLAtNVQj5J9e3mm5/OI4b9Xn5d5ZSEk9l0TX1qlGkl7N932lylsUjW1fM+jM3k8uvqWXqKsq8q5DSJuckyNljmE4KSyaxnRwONlJeLk6ohWgc9xoawKOG0YX/hqYJuEKKH43F0aVMEfqM6RqJZJZUOgcyh6JaRMK+aeuoTYf7nb1oihefVk5t4B5sJ0vWGSNnxzCdJLbMYEsTKW0EAiE0FKGjCg+6EsSjhvEoYTTF4HaMsLutxYmqkmDBS5rJmfSPJqbNd58LQhGTjNGy7Vl7qU370mRb15QrIi482kShLYmTv+DOBtuRhToFQjCttz4S8PJ777sD03J49fAZBseTPPvWMV7cdwpVUXAcSdaysGyHkoCXhzYs53MPbyHkm3/vmiJEQRDRVIX3bW7jcw9vmfN6Qj7PlG055wNXTL4xF45MzuT72/fz1BuHSWVNPJrK2qYaHt7YysaWOkqCPnTVtSlFCNI5k7/52RtzFiduNEGvh88+tImMafHygQ5G4ime33uKVw+ddW1OSrKma3Mhn8G2NU184dE7KAlMX8fFo6nkTxMcKXFmWaPDcmRB/FOEcNdzA7Ad55ojVYosLpa21aBqKl1nB7FMG/JmePZ4D4qiUF1fSnw8Tc+FIZatrEUIQSqeoef8EL6gQUPzpcrcvoDB+z55Jw+ZFo4tefOFI/z9n/8ce5Zdc6ZCSsn4SJInv/4SL/54DyVlQZ748vu47wNr0ae4ztUuLee3/+BhbNshFc/wva++yPM/3H3N259vVMXAp1Tgo2Khh1KkyA1lItz7ZghR4rLnp9lytmcEXVNYclnL6/lmzbJaHEfy7ef3zNp54DiSXUfP89KeDnKmhaoofPb9W2ipLy8sM93+6B2OEU9lWLGkqvBe1rT4p1/sZtWyGh7ctPyKz0xHZ//oond4CKFiqBEMdX46Nd0KxBMZjp3sJZ3vSCiEQNdVSsJ+GutLCfgvidqv7+rghVeOMTqewmvofOUPHmHZkuu/N6mKgV+pwq9VzbicbTuc6OhFSpPWFg0WIC1zPritxYnGihIifi8DYwlsR3K2b5hkOkfIf30TbV1VCPkM+kbd4kaxWXZBmFh2Ar+hXzE5Cvu9qIrAdtwLZDprEp1Fsc101q0zAKAoyrRighCC+vIIn3t4M52Doxzr7CeY97RbjoPPo1EeDrKysZKtKxrZ2FxHwGvcqPn1nPAZeiHSRObTFRrKI7eE5+tGI6XkxMUBnt97klTWRFUU7l/bzJc/sm3adrDTFTudb9xaD2E+++Ameodj7D7ZScDwEPB5sG0HQ9coC/tpq6/kjrZGNi+vJ+T3zmhzYb8XRQgc3CimTM5iFg4WUpkcZv48URWF4A0S3dI5a9bXgCKLm4bmSrx+D/1dIyTjaYJhH9mMyfmTfQTCXtbfs5ztz+zn4pkBbMtB1RTGR5IM9IyxrL2WmsaywrqEEBheHcPret/8wWsLuVRU98FaSsnIQIwn/+YlXvzJHqobSvndr3yAjfe1TilMgJvON5G6oarKdde5KFKkyOLFth1iqQwbW+vxey+d644jSWdNhHCjUgXg93rQNRXbdoins/xy13GaassI+g28Hr3Q/tyybVIZt1C316Pj9bgtxh0pSWVy6JpKJutG/QZ9BrqmksrkEEKQy3fN8xuegtPMsh3SWXd9qqIQ8HoKBesDPg9VpaFZp0oDnOoa5CfbD/GBu9ppX1rFeDxNVWnwqvsjmcny6oHTZHMWFdEguqoS8htI6dYqy0whNEwU7s7mLCQSw6Ph81xqE+84klgyg+04+AwPhn71YvLuscm5x0WIwj6+NM4cpmXj0VX8Xk/BwZpM59BUhaxpYTsOfsODrrv73qOphXTtbM7CtG2CPsMtdp+fWyhC4Pd6CvX5cnknEbjzD01VCfg8NzSSdjHSNzDO//e3L5FIZoiE3QgOy7LRNJXV7bV89hN3UV3pijl3bFpGc1MFL+84wetvnb6uCMhrIWdaPPnTt3EcyVe+9CieyO05jb89v1WegM+gtb6Cjh63Avixzn4GxxMEfdcX2un16NSWhQvr7RmOuZ6wWXhhu4bGC3+XR4JXpCnUlUfQNZWcZRNPZRmJp6gtu7qqPhxPEc8XgdQ1ZcbPjCUzfPflfZzuGaahvIQv/sZdrG2qAVxvsq6p+Dw6PkNf0ItS0OuhJOhD4EaG9I3GyZgWvnmufbEYsB3Jia5B+kfdmhuRgMHHt62bVpgAsPJFMxcD8XSGJ189wJELfVSXhvnCo1u5c0UjiLzNqW74pM+jz8rbU18eQVMVLNshlswwmkhTFb16GOlgLEki454nHl2lpvTK88TdnRNjmF3tjpF48rq84UUWD6GIn5qGMga6R+nrHKGqrpSRgRj9XSOESwNsuq+NnS8c4UJHP6lkllDER/c5N8qiobkS3bjxt1Xdo6HpGqODcb731RfZ/rP91DWV8zt/8n423NuKdoMigIoUKXJrM5ZM870X9nHq4gCP3bWS993ZDkA8leFbz72FrqmMJzOkMyb3rVvGw1vaGImneOrVQ+w4cIbj5/vZd7KLO1Y18siWNizb4bWDZ3nj0DlMy6GmPMzjD6yjPBIgnTX5+lNv0FxXxtmeEeKpDJ97/xaa68r57gt7yeQsUpkcsWSG1c01fPi+NRi6xqmLg/xi5zFSGXfy/9jd7Wxece31d3Yf66QsEuD+DS3omkp9xaWw/On2RyZn8tybx3j+rZMAXBwYZ2lNKU88umnGbZmWwy93Hef4+X5ypk1lNMgnHtpAeSSABM71jvD3P9/FSCxFS305jz+wbkYniJSSC/0jPPPaEWLJLKoiuGdtE/dvaMFxHI6e6+cXu46RTOeIBHx89P41NNW4Avg//WI35SVB+oZjjMRTfODOdta21PKd5/fQUl/BQ5tbcaTkhbdPMjiW4POP3cFILMXTrx2ms28UhOC+dct4z/pmdE1l/6lu3j7RSdBn0Nk/Rm15mCce3bxgkcfzia6rvP+hNXz0NzaAhEzW5JXXT/LMLw/Q1FjOxz60GYBoiZ9oiZ8Tp/oWpJj0u4Xb2uI0ReHulUv41Z4T2I6ka3Cct052sqQqinodk+6gz6C1roIdR84iJZy4OEAqm7tqblrWtDhxcQBwpz5Lq6JXREW01VfgN3SSmRxDsSQXBkZZuaRqRpHAdhzO948wkq+pETA8LK+bOszIdhx+tecEv95/iqxp8cn7N/DIxrartitdCDy6Rlt9Ja8fPU/WtOgeHud83wgrGioXRUTAfGJaNv2j8YJ3vrIkRENFyYz7IZUx6RqcuQLyfOA4Dq8eOstzu4+TzOT4nYc388E72icVYZ0rKxoq8Xp0MjmLgfEEXYNjtNZXXPU8Ods7zFi+CGbQa7C8rvyK5TyaVrjpWI5Dxpy5qJeUknO9I9N2A5qRy4ZbjLtYHPgCBktaq7h4pp+us4OsvbOZgZ5RBnvHWHdXC23rGwmXBjh/opdkLE0o4uP8SbfLzLKVtTdF0PUYOqlEmhd+tJtf/2QP9c2V/P5//ggrNiyZtkV2kSJF3n2UhgL8/kfv4b8/uX1SQXHbkXR0DdHWWMkTj27mdNcQv9x1nK0rGykN+/nMo5u52D/GtvXN3LO2CT3vTT/XO8Rzbx7j8QfWU10a4kevHODlvR18ZNsaZH6dJUEfn3hwPQCVUTdioWc4Riqd41/95l0kM1n+8bndbG5roKW+nKpoiA/dt4ZwwMsvdh7jV2+dZFNbwzU91zmOQ99wjPqKCIoQPPP6EU6c72frykYe2Lh82v3hNXQ+dN8a+kcThHwGn3hoA6oirjoGTVVY01zD1vZGUpkcf/fzXRw918e2dctw8p3+PnjPKnKWzTeffpP2pVXcsXLJtOuzHYc9Jy5iWg6fe/8WQBbS0YdjKb79/B62rV/G5hWNPP/WcX6y/RD/7qP34jN0eobGGYmn+NRDG/EZej7iRaO+MsqeExe5f0MLqUyO3cc6eWhzKwAv7emge3Cc333sDgbHEvzw5QM01ZTRXFdGJmey+1gnX/jgnbz/znZsx7mhBd0XM0JA0G9QWX7JYbXt7lZe23Wanr7ZP0fnchZPPbuPUNDLBx5eU7CnwaE4z714iPbWWu7Y5HZStCybk6f72L3vPLFEhmjEzx2bmmheWjFnh4NlO3Sc6eftfecYjaUpCfvYurGJlqZK9PwxzOYsjp3s4fCxbkbHUmiawtLGcu7avIxovsNYZ9cwL24/zgP3tnH2wiCnzgwgpaS9tYatG5sI5qMwpZQMjSTYve8cF7tHMU2bkoif1e21rGyrvW5B67Z+qhECVi+poa3ezQF2pORnO49yvm/0ugqB6arC+uZaykJuHHnX0Bj7znTPuE4pJQfP9XKhfxSAkN9gU0v9FWkdNaWhQhRDJmex8/iFSZ1BpmI8mWHn8QuFydGapTVURqauapvKmBw530c6Z6EqguW1ZYs6ZWnz8npK8hXxe4djeaHi3VjBfHJ7UTcMb+blT1wc4Fz/yM0d1CzImBZHLvSRzORQFEFLbfmcCwi9k9qyCKuXVANu29s3j18gmZ45SmQ0nmbn8QuFIqvrltVQHr4yFyQS8KLlQ0oT6Ry9IzO3QxtLpDl8oW/O4oRQJte8yOTMQtvc2wlHOsTNDEPZOIOZGJazuM9fr99DQ3MVZs6i5/wgju3Qe2GYVCJLY0sVPr9BY3MVAz2jjAzEkBI6T/ejqApLWqsRN+GCapk2z35nJy8/vc99CCgLUlVfWvTcFClSZBITbb6nKmoZ8HrYsqKBhsoSVi+rzqcgZFEVBb/hdukydI2A11NwHpzrGXHTGEyL/tE4Xo/Oyc6BQlF4v6GzobWOhsoSGqsutZz3aCrrW+toriujrbGKgNdTcKAF/R5URdA3HEMRgngyc83ivMz/6JqbPtFcW0YqY3LiwsCM+0MRAp+ho6squqbmO95dPSpXCCgN+YklMwyNp1CEIJmPWlYUheX15bTUl7OisZLmunLOdA/PuD5FUVhWW8bQeJKX9pwilsoWuvoNjyfpHhxHEYLOvlG8Hp0z3UOMJ9KQ/86rmqppriujriJCJOAWRt2wvI7xRJoLfSP0DMVIpLOF+huHzvYQDngZGE1gWjapTI5zvZfGWFseYV1zLVWlIWrfxWnUmYxJV/copmnNqaaEZdu8+fYZ9h++OOn9WDzNjjc7OHPetUvTsnn1zVN87e9f4URHH7FYmv2HOvmr//lrdu87N+s6auCKHK/v7OCrf/cyR070EIulOXiki7/6xq95Y/fpwrp6esf44dN7OHS0i/FYmp6+Mb7/k7f4h+++Tjzh2vDwSJKf/fIAf/ft13hx+3FGx5KcPT/I33/7NZ75xf5C2s/oWIqv/8N2fv6rgwwNxxkbT7H/UCcv7zhB6rLyBdfKbR05IYSgtizMb9zRzvn+EVJZk46eIf76mdf48ke20VhZgiImK6UTAsOMTWSEYH1zLWubanjl0BnGUxl+tOMQK+orqZ/iZJZS0j+W4Puv7Gc47rZza6kt5872JVcsG/QZPLKpjV0nOklmcuw4cpatbQ08trV9yrE6juSVg2d485jb9tNv6Dy8cfm0LRgllwoC2o7kF3tOEPQZ1JVFJk0YJyLbJ4pSvnPb88XyunLuWbmUn75xBNN2eOqNwyyrLuX+tc0o06jcE1WnTcsp5Nnd6miqQln4UjXjwbEEo/E05eHAlPbbMxzjBzsOTOoqs1DIfNFKcPMnX9h3irKQnyVV0fzk/NL4hchXNb+KzZUEvDyyqZV9p7tIZU22HzrDlrYGHtnYOuV5YjuSXx/oYPdJ94YR9Hp4eGPrlClCSyqj+Ayd8VSGkXiKnccvsHpp9RXLSgk5y+KVg2c4er5vzvtFEYKw34tHV8mZNiPxFF1D45SF/bf8A4GUEgfJ6Xgfrw2c4Eyij4SZQVc0vrLyg9T4ogBk7ByDmRiKUKjwhvEoC39L0jSV2iVleLwe+rtHiY+lOHu8B01XaF5Vh6arNK+q4/VfHeLs8R4amisZ6BmlrCpMedXNeZjr6xxmqG+MsqoI6pjCkd1neeofXuW3v/QQwcjiqHJe5OYhpaQvHeeZc0ewpeSRhjZawrd2H/si849HV/Hm60goQkHCVWslWbbNeCLN3hMX0VX3GXFzWwN6Pq3So6v4jStTpVXVrSXhbkuAENiOW+/gmdeOcL5vhJqyCD1DMczrSIlUhEI06GM4lnIdkstq2Huyi8wUHeumZI6nUNfgGN9/cT8hv4HP8DCaSE9yHE2IIEIRaJpyRUe+K8cv2LC8nmjQz86j5/nHZ99i24ZmPnzfmkItikOnewsp4O9Z34I3H6U9UTfrnfu+PBKgrjzCgY5upISmmlLKS1xHTDZncbF/jLeEO2dY21xLzWVp4EGfgaq++64rluWwc88ZRsdTSClJpnKMj6d4730r2HZ36w3dlpSSnt4x/uUHO7n3jhY+/bE78Xl1RsZS/MVf/5Knnt1Pa3M15WVXb50qpaR/MMY/P/kmWzY28dmP30kgYDA2nua/fu15nn5uP+2tNVRVhKmvjfJ7n7mXmqoSfD6dnGnz5FO7+eHTe3j8g5sIh1xHcCKVxTRtvvxvH6a2+v9n773D4zrPO+37lOkVM4PBoPdKgCTYi1hUSMm0ZEuuclNsy/Y6sTe2k002iRN/+fbbbHY3TnXiVCd2XOISF7moN1LsvYJE72UGM8D0Pud8fwwICgQIgiIpURLu69IlCXPmPe85c8r7Pu/z/H52IpEE//drz3DoWB/37WyhqNDK4EiAnj4fH3n/RnbtbEEUBaKxFNFYCqvl+jqJ1+ONHwneZmRJZM/6Jk50j/Di6R5yisqhi4MEo8/w8JZWWqs8mPU6ZEkkMyP6c2Fwglhy8ciPUafl0Z2r6RqdZMQf4lTvKH/101d4dOdqaoudsw+SeCrD8GSQ7+89zcGLg6hqfmX2QzvbsZn089qVRJGNjRXc117Pr45eJBJP8c9PHSGVybKpqRKnxYgsS2SyOQKROAcuDPCdF04QT+WFce5ZXceGxoprWkGZ9FrW1pex/3w/0WSaXx25yOGLg+i1c/UlREHAqNNQ7LDSWuVhY1MFle6Ca654pzJZookU2Zxy5R9FYXgySHbGoURRVEb8IXrG/MiSiCxJM/8WMbxKfGnOedZrec/WNi4MeukamcQ7HeGvfvYKw5NBNjVX4rQa0coyKirZrEI8lSEUS9A95udo5xAtFR4eu2/xGsI3A7IkUlvspMBsYDqaYCqS4Mf7z/HJ+9fjsplmnVaiyRRdI37+/fnjnO4dQzujX/JGYtBqWFNbynMnuwjFkjx/souTPSMYddp515xBp8FtN9Namb/maoodaOX5jylJEtm2oppDK2t59kQXwWiCf/zVIZKpDOsbK3BYDMhS/j7xh2PsO9fHd186RSqTRSOJ7F6bdzhZaOW51GWjoayQiekI2ZzCE4cuUOKwsq21GptJjyTmBaimown2X+jnOy+cJJXN5QU6bzAjq9JdgNtmZsQfIhRN8h8v5wc9xQ4LWllCUVQyOYV0JosgCFiNuhsSCnujSClZnp84y7f7X2EkHiAzky1hknUkclcGjeFMgq9e/CX+VIQ/WPEwLbayO2LC5S5zYHeaCPqj+CdCDHV7sdpNlNUUIskiVQ0eJEmkr2OMxtUVJGIpSqsLMdtu/qW8EJIssudDm9n9/vUcfPY8P/3GPp770TEKXBbe9Wt3zQpu3glMp+IMRqbJqq9twqGXNNRanRjkO+eY7gSeGLjAX597BRWYTEb576vvWT5Hy8xDVdUZB6t8UF5R1FdlWS7+bNVqZKYicaKJFBpJQqeVKXPbKXPbuX9jEx6HhWQ6i0GnQaeVyV4nW3GhZ3ksmebYxSH2bG5hdX0pTx7qIBCOzel/TlFnF9+uJ+wtCLCqvoQfvXiGC/0TlBbaZsQ4Fz8fl9vUa2XC8STReCovHvyq8uxkKkt4pgxUI0votTJdw36C0QQfuq+dnKJypmd0dntFURiYmMI7HSWTyTI0Mc2eLS2LniNFUQnFEtgtBvZsbkEQ4HzfBA9va8NuMVBd4mTrympaqoryWZ8zixqLodHks1aeP9ZFOpvjwS0ts1maLVUeIokk77t7FRpJIpHKzJbivJ1R1bxrx4QvlBchjaVIpjKkUlkSyTQ26617t6sq9PT7GBsP4nHb6O2/4qjnKDBx6uwQk4HIkoITAL0DfobHpnnogVX0D/m5fJ877CZ6+nx4fWGKCq3IskhpcQGB6Sgj43lxeL1OQyyWInXVQub2LQ143FYEAaxWA3U1bvYf6SYaTVJUaMXlNGM26dh3qBunw0x1pYsCmxGLefFrc6m85YMTkFf2/+w7N+MPxznbP0Y2p3BuYILzgxMU2S24ZyxHE+kM/lCMyVB0SRaeq2pK+NQDG/nrn73CdDTBi2d6ON03RmuVB7fNjCCAPxzj/MAE/lAMlXxmw8fuWcPWlqpr1ibbTHp+7b51eKejHL40yIg/xJ/9514aSl3UFjsx6LTEU2l6xwJ0jU7ORmbba0v5+K512K/h7qHO2Kjev6aBs33j/OJIB+lsjvGpyDWP8Uz/OE+f6KTG4+ATu9fzjvVNCwY+jnYO86NXzpBIZUikMyTTWRLpDLFEmnAi/3BPZrL8zc/3Y9brMGhl9Fp5VpV424oa3r995TwtEFEQaKko4jPv2MRf/nQfI/4QI/4Qf/PEfn6w7wyV7gIsBh0qKvFUhkA4xthUhGgihSyJeAreGl7xgiCwotLD2voyXjzdQyaX42eHzjPgnaK1yoPFqCOWTDPkC3KiZ4RAOE6Vu4A1dWU8feIS8aWuItyWvsP21mrO9I3x4wPnyOSUWWHPa/H8qW5KHFY+sXs9j2xtXfCas5sNfGLXeiaDUY53jzDoC/K/f/QSjaWFVHsc+fskmaZ7zE/36OTsPb2uoZzH7lt3zRe8Uafh3ZtWcLp3jPBM9sSf/3gvz5zopMKdz/YIx5P0jgfoGw+gqrBrTT3nBibmCN4uhboSF+21pYxPhckqCs+f6mbAm9dVMRt0efvHVIZwPEl9aSGP3bf2DbH1vRFUVeWwv4u/73oOfyqMQ2emzOikMzw2b9tCnRWTrOOwv4vT04M0WkuQhTe+xrWotAC700IwEGFiKMD4UICalhJMFgOCIOAqtuEssjHc62O0b5JkPE1ZdSGW25TFYLYZ2fpAG1WNxRQW24kE4/zi2wf4yb/spbDYzl3vWIl8h9QGH/UN8ftHniSYXrwc8VpUWxz8/fb30mBbtg59NcFUgtRMkC+cTpF7jcGfZd7anOkZ45UzfZzuHqVvPMB0JMGu9Q3YzHkHrFfHKQTmhivWNpbxq4MddA762Lqymm2ramiqLGJtYznff/4kmpmFgj2bm1nTUDbThrBgzEO46o+X92XQaqgvL+TZo52c6BxGFATkGd2cSDzJs0c7Odc7zrA3yL8/dYzVDaXcu7ZhUU239voyekcD/OMTB7EY9IRiCXZvaFz0fFQVO2a+W8r3nj3JX/9oH02VRbx358p8fwX45cELnJjJtmybEfSsLCpAVVW+9fQxjLq808XlQ5UkEa0s8Y1fHCYUS1JgNrCytnjR3yuby3Ho/ABHOoaQJZFkKsPda/L2pXltjlaeO9bJSyd7Zn+jBzY2XfkBF0AUBGpLXPw0fo5kOsPKupLZYMzuDY1899kT/MNPDyBLElaznsceWD+jESC8Ic58dwIajci925r56Ac2AZDJ5Dh+eoC//7e9JFMZPvf43bdM30lVVby+MNmcwjf/4yCyPLdd0w06Snp9IXI5he/+6MgCbWln9zk2EeKJp05zrmMESRTRamUi0XxJ1dWyBB63dc7inU4rw6uyoEuK7Hzyo1v5yS9P8ad/9STVFS7u2ljP3dsasVkNN73I9LYITgiCQI3HwVc+fB/feOYoBzoGCMWSqCpMTEdmLUGvRqeRKbKbrznZ18oS96/Ni0l+58WT9I4HmIrE2Xeub962kijgcVj50I7VPLyl9brimZXuAv7be3fwjWeOcvBivr8XBr1cGPTO29Zq1LOpqYLHH9hAdZFzgdbyXA7K/Of+s5zsGUEjS9iMevRaeV6gJKeopLNZIokUyXSWvokp/uFXh3FYjGxqrpy3/Yg/yIELA9ddOY7EU0QWqEcqtJmv6YogCALbWqsx6bX823PHuDAwQTSZXvS3EwUBh8WI4xakF90pWI06Prl7PeF4klM9Y6SzOY52DXOsexhJFGdXGzSSyIrKIn7jwS04rUZO9Iww6Jt+Q/qcUxQuDnn5z/3nODYzEHFajXlXjquuIUVVZ11qEukMY1Nh/vnpIxRYDNy9sm7BLIfaYge/876d/MvTRznSOUg4nuLcwATnFiizsJn0bG2p4pO711P+KjXvq5FEkU3NFTx+/wb+Y+8pvFN5l5jj3SMc7x6Z1+au9noe3dnON54+esPBCb1W5kGoZ34AACAASURBVLH71hKIxDneNUw6m6Nr1E/XqH/etqIovCkcQUKZOE+MHCeYjnF/8So+WLkVk6zjSye+RTATm7OtIAg028p40Xuei+FRsqqCzBs/yTZZDXjKHYz0T9J5dphELEVdSymGmRe93WmhpMqFb3SajhMDKIpK2W1y6rgao0XPez+9k1AgyitPneXf/+JpzDYDa7c13ha9ixtFFES0koxWnP87ZlVl9h0hCeKCwtRaUUK80VzrtwHvrGymPzKFAHywdjVGeeHSzWXe3lQUFbB7QyO71ucn57Ik4LKb0Gs1/MYjW2fHs3azni89uoNC+5XV2Z3tdTRVuslkFRwzZaRaWeKhrSvYuKKSZCqDRiPhtucX3ww6DV/4wPbZbV/NYw+sm7XDlGWR33jPVmwmPQadhg/vWoNvOoowM05LpDMI5J3w1jVVsKK6mEfvWwOA2aAlm8txaXABrbgZ/Qd3gZn37lzJXStrSGeyaDUyrhlv8Wudj8u01RbzpQ/uIJZKzwb+dRqZT75zI8HolQCr1aRDq5GoLnHwhfdvJxJPYdRr0Wnl2YziB7esYM/mFhLJvC2o02bCatThnYowFY7PO0eyJFJSaGPryhqaKorydqB6LYUz/ZMkkS2t1dSXFRKJ5xfcXDbT7Fjo0w9twqhf+DngLjDzW4/uREXFpL8y2S12Wfkv795MIBQnpypYDDqsM5PhNY1lNFYUXrPNtxMajUT7ygoqSh109ngJRxIU2JfgV48wG5hTVWaDPdmcMqt3drl9g17Lf/v8bspKCua0IIoCLsc1siZUyGUVZPmKRa1mplzrC5+9l+qKuSLvoijgLDCTSmX5/k+OcrZjhE98eCv1NW40GpnT54b4k794ct5urheIkSSRtauqqKsuYmDIz75DXfz0yVNc7Brj1z+5c4nn6tq8LYITMCM6U+zky4/ey/6OAfad6+PSsI+J6Uje71cU0Gs02M163DYzlUUF1Je6WFNXSk3xtSf8eq3MnvXNrKj08PTxSxzvHqHfO0U4lgJUrEY9FYV2VteWsnttA41lhdcsuZjb37ywz5cfvZd95/t4+Wwvl4Z9eIN5ERudRqaowExjWSE72mrZ1lq9qLaCoqjsv9DPV3+8l7FAmKICC5+6fwOra0sptJlmI9dwpZY+FEtyadjHTw+ep3c8wGggxDMnumirLp63erui0sOnHtiwJNvFhWgqdy+qcq+RJTY2VdBQ6mLf+X4OXRygeyyAbzpCfMav2aDT4LAYKXPZqC91sa6+jFU1Ja+tQzfBttYanFYTqFBT7ER7nZtcAGo8Dj79wEYgP+G1L5AaJQgCTeVu/p+P7OaJQ+c5fGmIQd800ZnUSofZQFmhjQ2NFTy0sYUyl41MTuFj967FOx2hpaIIzQJ9kSWR+9rrqfHkr/PWKs+c62HBPgsCKyqLZvtcVGDGpJv7QlNUlRPdI/zpD15kwDuNy2riI/esYUNDOW67eU6JkKpCJpcjHEvSM+7npwfOc3HYhy8Y5cmjl1hbV7ZgkFAURRrKCvmjD9/H3nP5+6Rr1IcvGMvfJ1oZT4GFpjI3O1bWsK21GqPu+i9eo07LR+5pp67EyXMnu7gw6GV8OkwilUES8wOExrJC7l1dx86VdWg1Eu/alD/nBp2GMpftuvu4TG2xk698+D5+eaSDw5eG8s+PeApVVdFrZaxGPcUOa15A9w5ZHV+M/qiP7sg4ZUYHj9XsoM7iIZJJIAkLX1NlBgcCAmOJaZQ7ZDVYFAWqGj0cfPYcF44PIAhQ2eCZDT5Y7EZKq1z0dYzRcWIArU6mvPb1cRESBAGXx8ZHv3Q/4WCcE/s6+eZXn8JRaKG6ueR16cNiNNgK+ULbNpK5+Xo3vxy4wOnAGLIocU9pHRvc8+0DbRo9Lv3NDWzeagiCQJujmH/c/r43uivL3OE4rMYFgwWQFzu8jCzNtdwUBAGdVqbS45j3PZ1Wptw9P6AvCQKlhQu/64ocV6y9RUGYs2+LUY/lVZmLdvLvdo0sUemZO1EDGJ0M8dyxzjmTO8gv+q1uKKPIYUGv1Sz43cXOB+TPQ8lVxyCKAh6nFY9z4czb/Gfz/z67H9uV51cup3Bp0MuJzpF525sMWh7csmJWzHLh/okUO60sNA25Vv8gP3lc6LcRBQGb2YBtgfGUxajDcoOr9q8XiqrSGfJyKjBCJJPCrjWwzlVBjeX2ae+kUlmSqcycMqDrIUsikiSSTGZIpTIYDFoUVSUwFWM6mA9QiaJARZmTbDZHKpWlvHT+PXctQpEEE5NhVq24Mh6sKHOSzSkkk1lKiwsWXMib8IXoH/RTW+1mx5YGBCG/2BWJvLYMx8vHkbdWrWB1Wzk/f/oMf/vPL/KeB9dgt5luKgvnbROcuIxRr2VXez2bmyqZjsaJJdNkc0pehE8S0WtkDDoNVqMOg3a+BsJCiKJAtcfB4w9s5D1b2wjFkqSy+YGZTpaxGHU4LMZZe6AbwWTQcv+6Rra0VDEViRNPpVEUFUnKqys7LEbMBt2iE3tVVRkLhPjmc8cZC4TRaWQ+99AWHljbeF3XhFU1JZgMWv7n914gpyh0jviIJlLzghMrq4tnXUZuJwUWIw9tauHuVbVMRxPEkxmyuRyCkH/J6LXyTCRYf9OOEK+VnStr2bmydsnbC0LewaKuZL6t5ULbljitPH7/Bh7e0ko4niSdVRDIi11ZDDqcFuOs0rZWlnjvXW2LtqmRJR5Y17Tk/kI+u2Cx31xVVfyhGN945iiD3mm0ssSnHtjAuzavWFCE8tWsqimhwGzk9//tSbI5hZ4xP9PRxDUzmCD/Ut2zvom7WquYjiTm3CcmvRaH2YjJoF30PlnoGDc3V7KqpiRfh5tMk83ltSUMWg0FFgM2o35WA2JTcyWbmq9tGXYtBEGgqMDCY/et48FNLYRjSVKZHCoqsiShm1ESt85kOd3pTKWjBNNxGpwllBuvHdi9jEmjQwAS2dQdZada1ViMKIr0nB/BXVpAUZlj9n0gayQqGjykf3aCoR4vxRVOymvcc76fSWc5+Ox5RvsniUdTJGMphnq8JGYCT//xtecpKivAYNJhMOnwlDu55+E1S+6fp9zJR794P+HpGP2XxvmX//0rfuOPH6Gs5ko5hH88yCtPnSUSipOIpomG4lw8lRdCG+z28ndf+Qlmm2GmD3pWb6mjcdX8gMGNUGkpoNIyf5IA0Bn0cXZqHI0ossFdzica19/UvpZZZpm3PiUuK599eMuCn93pjkWiKHDXqhq2tFXP++yyk8gyi5NVFJ4ZvcjfX9zPYGyKdC6HTpKps7r44oqd3FVUg3iNxY+loqoQDMcZGpkCVBLJDAeO9DAw5Of+e1uxWvRkswrRWJJsViEczf97OhgjMBVFq5UxGbVoNBI1lS4OHO3llcPdNNUXMzUd48nnzs1xY6urcbNlQy0/+vlx9AYNpR47iqIy7g2RzuTYvK6GeCLN6XND2GxGLCYdk4EoTz5/jnQ6y4Y11bNaUzWVLrZvruenvzyJ0aihssyJouSFMhOJNJs31GLUa7Fa9Xh9Ybp6vJjNOnr6J3lx/yWk13APdXSOMe4NUVnuRKeVyWRzDAwFcBSYbokG1p0/0r0NCIJwWyKEWlmiqMBCUYHl+hvfAKIgYDPprxlZXQr93ik6hvIlIQ2lLtbXly9p8i6JAhWFBZgNWkKxJNFE+rrqw7ebyy4H1xMFeiuj1cgUO6wUO+5cTY0Rf4iTPaOoQFWRg01NleiXEKATBCifWUkIhPMBxEzu+qKeoihgNxmwm25dKY8gCJj02lmB29uJRpYoslsost/a58frTVbJkVMVdJK8JPeNy2KZGlG+o5L5SypdmKwGYqN5Jw536dwJd1WDB71RRyycxOG24vTMvRdTyQy/+u4hLhzrywdd1Ll1ncf3XZqt1xaAurayGwpOiKJAw8pyPv47e/i7r/yE0we6+MHXX+Azf/guLPb8Ct7YUIDv/NWzJOMzgR9Vnc1uC/qjvPTESebUGasP3HRwYpllllnmViIIwhu22HSzCIKAJAjcIrmCtyUTiTDf7jlKV9g3+7dkLsP56XG+23ucFrsHl/7mRD0zmRy/fPYsL+y7hKrmBfatFj13b2vikT2rEUWRsYlp/u17B/BPRfH6wgSmY/zDN/dhtxmoryniQ+9ZT4HdxJ5dbUz4QvzDN/ei02qwWQ2sai0jMlMmJAgCDruRT31sG9//yVH+9p9fIpfLlzyaDFp237MCgHQmy4v7Ozl1doh0OotWK1NZ7uSj79/E+vYruoU2q4FPfuQufvizY/zTN/eRyebbMuo13LO9ic3UYrHo2bNrJd//yVH+x5/9Er1eg91uZOuGOvyBxTXgFiISTfLjn59kYjKERpZQVXA6THz8Q1so8dhvWrvkbRmceLuhqCr+cHw2qOCwGGfEb5ZGLJmeVXK1GLTXTfm/U4kl0/jDsTnRy1uFSa/BaTUtR8FfRSAcm73m7DO1pktNjYsnMyRmRDxNeu2shdkydz4GWYde0hDLpojnUpjkawcRVVT6oz4UVIr0thvKbLnduIrtfPlvP0YikcZqN2Gxzw161baU8uW/e4x0KoPNYZ7nomIwavnMH76LWCSxpP0ZTfOD5W0bavh/v/E4oihS2VA073NRFFi1qY4v/91jREJxdHrNHN2LmuYS/vhfPrlkz3RP+fUzXd4ofIko/+f0iwSScd5d1coj1a1klRxD0RAHJvo55R8lkIwhCAJuvZkGeyE7SmqoX0BYU1VVMkoOfzJGbzjAaf8Y/ZEpplJ5GzmTRkeZycZKZzHtrlI8Rsu8siRVVTnpH+XvLxwklk2z3l3Op5s2YdEuvuiRUxW+fuEgh72D6CWZj9Sv4Z7S+jnbpHJZ/vXSUfaNz9evEgWBhypbeLSu/YbOn6Iq+BIxzgbGOOkfZTgaJJJJIQAWrZ4So4XmgiJaCoooMVoxaRbPyFxmmWXe2mQVhclkhHh2vqC6RaPDpTff9meEqqp4ExE6Q74FP78U8jKZjN5UcKK0uIAv/9YeUqkrpYiiJGI26ij22DDMZAIU2I08vKed7AIOeCajDuPMgndVhYsv/fouvJNhslkFi0WP22XB6wtjmnnPC4JAabGdz35iB+PefIaDKAqYTToKnRZkWcRhN/Fffm0708E4mWwOjSzhLDBR6LLM0YS43NZnHtvOuC9EPJ5vy2TSUejIl1ALgsDmdTXUVLoITMUQBHA6zNisBtasqqR8ZvGlrsbNn/+PD1BbPfe9ec/2JtpXVlBanN9uVWs5v/dFO+FIgmxWQZJFHHbjjCvIzY/Xl4MTbwPyCslXfurJUIxkOgNcf4U5kkix71wfyUz+pq0qciypZv9O5GjnEH/2ny/P6IHcWnasrOF333/3TWW3vNV4dfnGVCSfAXE9WzDI29K+fK531mGkvNA+K9i0zNIJJ1McHxyh1uWg0jl31X8yEuPE0ChNnkKqnAun4L+aaCrFsYFRqpx2ql2L10d69HYKdVaGYn56I17a7NdeiQ+kIuz3XUJRVVrt5XeEU8dltDqZhkWyCPRGLc3t1y7jkWSJuhWlN9UHm9OM7Tp2YpIsUtO8sLaO2WqgbUPNTfXhTiGVy3LaP8ZwNEiDrZAHK5p5ebyXr53bT3fYTyaXQ5kpDBIFAVkQCaeT/NaqHfPaimcz/Lj/HD/rP0dPyE9KyeZtBme+L5AX9tSIIqucJfzX1rvY4K5AvioA5dQb8SYiXJj2MhYL886KFhq1i7uMjMfCPDPcSce0lwqznWLj/LpwRVUZjE5z1Dc0r9RJAFY5b0xLKavkOOYb4R8uHuS4b4TMTHbT5bYvH68sijh0Bj7bsoX3165CL721h4hZReHihI8+/zTNnkLqC29f/fpbiVQ2y96eAQKxuSKPogC7m+opMF5/bHlyeIzuST+vXisSgJWlHlo87mt+71YwNBXk8MAweo3M5uoKCs3LGjcLEUon+JMzz3LAOz9I+s7yFfzBqt2vizBvKpchll3YtjaWSZNeQmbtYhgNWloar/9MNRl1tLVc/50uigJOhxnnVaKWNVVz3w2CIGA26amvWXjeIEkCJR47JZ5rC7jP6Z9JR131te8dSRIXbK+p3jP73xazntVt5fO+W1RopajwSnaoXqehomzpWhk3ylv7zbMMMBNVc9lwWU34wzG6x/z8/HAH77trJVajDlkSZ1/IqqqSzSkk0hm801F+fOAcT5+4BIDFoOOu1moshjdncEKZOballAjcKLklrky+nSh2WPEUWJiYjjDgm+aJQxd4dOdqHBYDGkmac83lFIVEOstkMMYvjnTwxKELQN7Wc1tbzaJ6E292vnP0NAd6B1HUvNuKyozt2sz5eaClgQfbGm84e2R4KshfvHCA97av4BOb1875bHAqyNf3HeFTW9ctKTgxGozw5y/s510rm/nMXYu/kCpMLtY4qvnl6Em+2beXj9fswKmzoKCACslcmmA6xlhimu8N7Od8aJgyo5MNztprimYuc3tQVZVoKJEvLREEYpFkfvXGakBv1M7+LZvJIWslYuEECAKWmc8BwtNxJFkkEU+j1crojVrC0zH0Bi0mq+GW14RnVYVAKsbzo9382ZmX8SUiFOpNFBrMGCUNwXSCQDJONJtiTWHZNds4ExjjbGAco0ZDkcFCidGGx2hBFkV8iSg9IT++ZJQjviGmTzzLX255N032K6KngiBQZrKzrrCcztAkk8ko+yf6aLC5rjnBVVSVY5PDDEXy7knrC8upMM8feGolicebNrC7rJFIJkUoneCwd5Cnhztv+Hypqsr5qQm+cvxp+sIB9JKGWquTaqsDs0ZHKpdlIh5hPB4mlE4STqcwabRornMvdoz7+Ju9h8gqCpuqynlsQzvaN1nqfSAW5y9eOsDxwVH2rGjgD3bvxGZ48yww5BQFfzTORa+PUyPjjIXCRFNpZFGk0GyirtBJe1kx5QV2zLdwUSmZyfL9E2c5OzpOVlHJ5HJkFQVJEFhZ4llScGJfTz8/OHmOZDY7Z1z2W/fcdduDExcmfPx/T7+E02TkL95jXQ5OXAMVlWR24cBAKped755ym9CIMnpJXlBk2Shr0S5n1r7lWA5OvA0QBIEqt4MdK2t44tAFMtkc337hBOf6x1nXUEZRgQWdLKGokExnCURi9Iz5Ods3zthU3otXI0vc117PttbqeenLbxaqihx8aGf7TNbIraWm2InuTeCk8HohCALFDgu71zbw/ZdPk87m+OG+M3QMednYVEFxgQWdVs47w2SyBCJx+iYCnOkbZ8QfIpPNC09ub63h/jUNb+lyGZteT7HVgqIqjIYiHBsYYUNVGcXWfNTdotfO84xfCoUWEw+2NbG67OYda5wmAw+2NbGm/Ppt6USZh8vX0xOZ4JC/i97oBHWWYqbTMdJKlu8PHCCtZOkIjTKZCmOQtLyvfCM15qLlVcvXmWwmx69+cITJ8SCSLDE+FCCTztK0uoL3fHwbVruRV54+x+kjvRSVFjDQOUE8lmLVxhre9dEtGIxavv+PLyFKIsO9PsxWA02rKzi27xIOl4WPf+l+Cly3XkPlwpSXS0Efqqry+da7uLe0DrfenFcgVxWGokHOT02womB+KQzkU5LfVdmCAKxxlbLBXUGh3jSTGSGQVRUuTE3wF2f3cso/SnfIzwuj3TTYCufYn8qiyM6SWn4xeIHpVIIDEwN8sHY1Zs3CmV7RTIqD3gGi2TQ6UWZnSR16ef4wTBJE6m2F1FldKKgoqookiK8pOJFTFZ4e7qQvHMAga/hY/Vo+0rAWu1aPgICKSlZR8CdjnPSPMBoLsa6w7Lrp2nt7+tnb04+iqoQSSXY311FRsLQVvltBMpPlkncSh9FAeYHtNT07REFAK0lIooBBM9/e+k4mkc6wr3cgHyQYmyCVzZFT8rXmAnmhRVkScZtNfG77Jh5e2XLL9m3UavjMlvWMhEJEkilODo+xt6f/hvTI3tHSSI3LQSiRZGg6xC/OXyIYX1oJ3DJvHwRBwKU3UWV2cinknfd5o81903oTy9x5LAcn3iZYjDo+vms9yXSWl8/2Ek+mOdAxwIGOAWRRRJbFfB1u9ooPPYBGEvEUWHjnhmbet23lm1qEsrbYSe0itrDL3FqMei0fvXsN0USa5052EU2kONY1zLGuYSRRmBXRyeZy5F6V2ylLIm67mXtW1fHRe9a8pbMmAB5a2cRDK/NuKS919nFx3MeH169iZ0M+HV9VVQKxOHqNBrNOi6qqTMXyq912gx5JFIml0qSyWWwGPVlFIRhPoqgqD69qxqJbWklM/nsJBEGYbTedzTJ9ua2VzZj1129LEATqLcV8qemd/Evvi5ydHmS/7xLqTBL50+NnANAIEoU6Kx+s3MK7ytehk25e4XmZGyeVyHDohQ4+8KmdPPD+9Yz2+/nWXz9LY1s5m+5pJp3KcOH4AI1tZXzsN3cxMTzFD//5ZYpKC9h2fyvRcIJsJsf7Ht/OP/6vX6I3annHBzbyna89x/jwFHan+ZYHnbpCk5SZbPzh2vu4u6QOjTg3MFygMy5a+iAKApuLKtngrkAvyQv2b1NRJZ9p3sTvH32S6VSC45MjKKhcHYJe4fDQUlDE/okBOoM+LkxNsMFdsWCbY/EwByfybimNBYW0OjyLZgsJgoCEgIj6mrOKcqpKd2gSFXDqTTxS3UaZaX4piV1noNbqREFFQFj0N4unMxwaGAby57J7MkCvf4oy++ujG6OqKiPBEL//i2d4ZOUKHt+8dk7QaKk4jAZ+977tjIXC1DgdtzS74HYSS6X53okzfOPQCYLxBBa9jnXlJbSVFGEzGEhkMvQHpjk/7kUSBMrsS7e2XgoaSWJTdTmQT/92mIwcHhgmm1s49X4hGotcNBblHcp6/QEO9g8tByeWWZBSo433V6/mnzoP4k/GUFQFjShRbXHyWN0GnLrlzJe3GsvBibcRpU4rX3x4G+21Jew918fQZJBgJEE8nSGVySLOKCIbtBrsZj0uq4nmiiK2t9WwoqLoTWFjuMydhctm4vMPbWFVTTEvnellyDc9Y4mbv+YEQUAjSZgNMjZT/pprKC1kR1sNbdXFGHXLE9Z0Lsf/fOol2stL+NjGdhLpDL/3xDMA/PE776HUbuOJsx2cG/Xyu7u3Mx6K8Hd7D+OLRIkkU3z6rvW8t7110X0oqsqxgRH+af8x2suL+cTmtVj0OgangvzNS4fwRqJMxxM8vmUdj65bed0+S4JIs62UP1jxCEcC3Rz19+JLhkgqGUQETLKOOouHnUUraLSWoFuCq8cyt4/SqkK27F6Bu9iOw2WhpNLJ2FAAdSZo6C6xs2FHEyWVTkoqHJw92sf54/2s396Y92yvddO0qpzCEjuVdUU0tpVhLTARvwkP9evxUGULW4uq5wUmlor2OnoKoiDQ6vBg1xqYTiXwJ2PkVJWrn0hWjY4dJbUc9A7iTUQ54R9htasU3QLtH/UNM5mIIgsi6wrLKTHefrclAWbrwmOZNN0hPzVWB/IC5+1yMOR6dHonGZ4K4jAaMGo1DAfDnBgaZXNVxZIcmW4FXT4//f5p4umlT4ivRhJFal0Oaq+jo3Mnkc0pPH2xm28dOcl0PEGj28Xjm9eypaYSs06LJIgoqko6l8UXiTEaDLOi+PaWSSyzzO1EK8m8t2o1HoOVg75+QukkJUYru0ubaLZ73lQZT8ssjeUR4dsIQRBw2Uy8Z2sb969tZDQQYiqSIJbM24PmgxMiBp2GArORQpsJu9mwfOMv85oRBIECi5F3bVrBvavrGQuECYRjxFJpMlkFQeBVATEDhVYTDqtx+Zp7FaIgYDcY6PL5SaQz9PmnmAhFAPBH45TYrFycmEQWRSw6HTqnzBfv2ULHuI+/3XuY+HXKmLI5heNDI/zt3kM0uF18aP2q2RXEsgIbX7h7C53eSf7yxYPEbmAiIAoihXorD5au5YHi1YQzCZK5NKIgYpb1GOVlN4A7BXeJfVZpXJJF9AYt6WRmVjDRZNXPalBotDKFxTbOHu0nk8khCMLsZ3qDBr1BgygKyJJ427R4bFo9m4sqMco3H7xUVZWsqpBR8nXzipoXxlRV5tQ4Z5R82vzVqRMaUWJ9YQVlJhtD0SAvj/XySHUbxVcFHpLZDC+OdpNVFdwGM3eX1L4uLkSSKLLVU82zI11MpeJ89czLDESmuL+8kRKTFb10Y+UMOUXh2NAok7EY7WUlrPC4+c7xMxzsH+KxDe3oNa9PivWxodF5YqFvdVRVpS8wxbeOnGQyGqfaWcDv7drO5ur5mTp6jYxVr6eucDlbdHGW30FvBoyyll2lTewqbXqju7LM68BycOJtiCAImA06GsuWo+nLvH6Y9FrqS13Ul7re6K68qRAFgXq3k2cv9hCbCU64zEY0ksTIdIi6Qif+aJz28mIkScQoidS7XWRyCroF6tlf3a4sihwfHOFrew/T4nHz6bvW4zIZZwe6Bo2GOnc+1Vt/E2J3sijh0C3Xhd6pSLLIYlUDmVR21j5NUVRSyQy6mSAEXDW8fx0CTi69CafedNPlIlOpOL2hABeDXnrDASbiESLpJPFshpSSJZHNMB4Pz26vLjAdFgSBWquDNkcxw9EQncFJOqd984ITF6a99IT8ANTbXLQ6im+q70tFRODuklpOVbXyq6EOBqPTfP3CQX46cI6tnmq2eWpoKXBTtIBd6kIEE0lODI+SU1Qa3S7uaajhJ2c7GA9FuDDuw21Z2n2ezGQYD0cIxOIkMllUFXSyhFWvw20xU2C4IqaqqirpXI5ALM5UPEEgFufY4AiQF/fd29M/L8DS7HHjNs+/RsZCYXr9U/MCZ8VWC/WFzgU1tRRVZTwUoXvSj0GjocXjxrJIiVs4maJjwkcyk6G+0EWxzTKvf6qqMhmNMx7Oi1gqqopZq8VjteC2LGxLnlEUDvYN0TMZwKCR+eCaNtZVlL6m+0BVVeKZDKPBMFPxBOlsDp0s9OxtkAAAIABJREFU4TQZKbPb0MnSHa8BlM7m8EWjTEZjxFKZfLq/JGHT6ymxW7AbFi8JFQUBQchnJ44Gw/giUdK5HAaNhmKrBY/V/JbWu1pmmTuVt3xwQlHzarOyKL0pFV0zSo5MLodOlu8oJfusopDKZdFL8pvm4a2oKvFselZTQyNKC9Ybp3PZ2RUzAQGDLC+YAnurUVWVtJJDUVV0kvymW1VW1bywWkrJoqgqoiCgk/Ln7nYdSTqXI6vmbnj179UkshkySn7iJQoCBllzw/eaqqpklBwpJYdJ1t7S304UBOoKnXzr8CmCiQTdkwHq3S5kSeSid5L6IheJTIa6QucNnefLteIHewepdBbw2e0bcRgNNz0gzSjZmWeD5obuG1VVyah5i0OBvBWkJIh3/AD5rcD1zvD48BTDvT5sBSaCgSiXzgyzYk0lesMbU3all+QFyyaWSkbJcXJyhH/vOsGxyWH8yRjSjHWoKAiIM5oLAnnNhuth0ujYXlzLvvE+4tk0z492s72kdvY5kFFyHJgYwJeIIgC7ShswvQ4WfJAPnhQZLfz31XfT6ijih71n6Q376Q9P0Ree4sd9Z2lzFLO9uIY9Fc2UmqzXvG/VmUn6qeFxLDotq8tKqHIW0Oh2cXJ4jEP9Q2yvq1p0TJDNKZweHc+Xoo15GQ9HZifnRq0Gh9FIvdvJxze0s6Eqr2mgqCoH+4f4xsHjeCP5yWhixt78qY4unr7YPW8/X33kHbyjpWHetX2gb4g/f3E/0VQKRVVn9Y7et7qVrzxwN7pr9L3L5+e3f/oUGknkTx7axb0NtQs+m1RV5ejgMH/wi+fIKQr/990PUGyzzPk8kkrx3KVenuzopNsXYDqeQFVVrAY9Nc4C7m+u56G2Jmx6/Zx9JNIZ9vb0k1NVqhwF7GqqQ7tIAHohVFUlp6qcGRnnJ2c6ODk8hjcSJZnNYNBoKLFZ2VRVzvvbW6lzORHE1yLHfHvJ5HKcHhnnqY4uOiZ8DAdDhBMpsoqCXpZxmo20eNx8oL2NjVVlyOLC7xFJFAgnU3zz8Eme6uhkeDpEIpPFrNNS43Lw7rZm3r2yGb28sC7NMsssc3t4ywcnJuJh/uTkC+wsqeX9tave6O7cMM+PdPPU0EV+s20bdbaFV5zj2Qw5VcFyDYXw28ER3yDf6z7J51ZspcXhuf4XbpJkLks6l8Wqfe2CnLFMmj878xI9oQDT6Tg7imv5XOvWeeftoHeAf+86QTCVQBQEfmfV3WwsqnjN+1VUlWgmhVaSr+sb/6+XjjIcDfLbq3bi1Btf8z5fb1RVJZRO8sPeM+wd7yWRzWDW6PhYw1ruK2u4bft9YuA8B70DfGnldirM8y0xVVUlns2gol5TQf+73SfZN97HdCpBsdHCH63dRfkC9n6Loagqzwx38u9dx/naXY/guZW15IKAw2REEgVGg2F6J6d4YEU96WyOfd0DjAbDpLM5am6wbjqaSvFsRzfpXA6LXkc8ncGxBAu463Fgsotv9b3Mbza+g3ZH9ZK+o6gKneFxXvFdZDgeQCdpaLGVscFZS6nBsTwwfIPRaCSe+fEJju7tJOANI8kim+5pRvMG6RDlAwev7ZpQVZWDEwP86akX6AkF0IgibY5i1rhKaS4owm0wY9PqMcgaYpk0v33o5wxFg9dtd1NRBaUmG5eCPk4HxhiJBWefSYFknAMT/WRVhTKTjTWFZa9JwPFmKNAZ+GBtOztKatk/3s8Lo91cCvrwJfJ2qWcDYzw30s3HG9exu6wB/TVKZk4OjxFKJqlxFrCqzINVr2dteSnHBkc4P+7FG4lSYlv4+ZfKZnn2Ug9f33eYwakgOlnGYzVTUWBHEPJCm/5YnEsTk+g1c/evk2TKCuyUFdhRFIWXuvsIJ1M0FLloLnLPe0aU2a0LXiFrykr4/PZNBGJxJqMxXukdYCIcXfTciYJAU1EhLZ5Cjg+Ncqh/iM1VFZgWENCMpzMc6h8mnEiytqKUFo97TrA6kkrxr4dO8r3jZ8ipCuV2G1VOOwIC0/EE58e9dPr8DEwF+fz2TdgNVwIUU/E4g1PB2Wy6EuuNO+HkVJW9Pf385YsHGJiaxmE00uB2otfIJNIZRoJhvn/iLOfHvPzOfdtYXVZ8xz1/MzmFl7v7+eGpc5h1OoosJmqcDmRRJJpKMxwM8tylHi55J/lfD+1m7TVcptK5HN85dpourx+70UCLx40KTIQjnB4ZZyAwTSyd5sPrVmHQLOtfLbPM68VbPjiRVnKMx8OEM7dPmOt2Ekon8CaipBbw973MC6NdJLJZPvA6Bl8i6RQTieiCvsO3g8PeQfrCAT7ZtOE1t2GQNXykfg1j8TB/dfYVfInoHGeSy6x0lPD5FXpemejnx33niN+AAvVCxLJpvtt9ks1Flax2lS667WQyxmQyRk69PbXatwsFlf0T/Xy94yDvq15Jm9NDTlWpNBfc1lWXYDqBLxEls0ht+5NDF9HLGh6qXNhK7f7yRlY6i/le9yn6I4HZLIobQQXCmRSD0eCifXktCIDNoKPUbqXTO4k/GqPG5SCVyfLk+U66vP6ZFccbCyxIosh9zXW0l5Xwly/u5xsHjvPFe7fMW627UWLZJAPRSQZik9RbihlPThPJJLFqDJQaHOiuynJRVZXzwWH+T8cT9EQmZo5Y5VejJ1nvrOWLTXuoNs2ffCxz84iSyPodjSQTabQz4rM6vYZdD6/BWmCa/Z1KqwvZ88EN+MaCNLSW0bSqnNIqF4qismPPKqwFRkRJ5N53r8FdYsdg0rHn0Y1U1i1s5flGEkwn+WbnMbpDfrSixCPVbXyudSvFRuu8jCdvIrrk7B+X3sT24houBX0MRqY5MTlCmcmOAPSG/ZydGkcA1rvLqbIUvO7XszBjm1lhLuDD9QU8XN3KucA4ByYGeGr4EgORaU4HRvmTk0G0ksR9pQ0z1qpXyCkKr/QOANDkKcRjMSOLIitLPdgMeronA/T5pyi2WuYdn6qqnBkd56svvII3HKWu0MmH161iXUUprpng61Q8SX9gmlgqPUcrQRJFttRUsKUmv0iQzGR5/7/+B+Fkinvqa/ivOzYvOYOzttBBbWE+kOuPxvCGo9cNTgAUWUxsqi7n7NgEr/QM8pF1q6nRzQ8I+yJR9vcOoJUlNlaVU2S9UuaSUxR+daGT7xw7hV4j86ktG9ndVEfRTCnMWCjCz89d5FtHTvGfp87TUOjkPatXzGqTjIeiJDMZJFGkxul4Tbbu3b4Af7v3ML3+KdZXlvHZrRtoKynCrNMSTqY4NTLG1185wqmRMb629xB/8tCuawab3ij0Gpl7G2tnr73GIhdusxmNJBJMJNnfN8hXn3+Fwakgv7pwidVlxcgL3G/ecJRkJsuvbVzDu9qa8FgtKIpKh9fHP+w/yr7ufv710AlWlRaztrxk+R20zDKvE2/54ESpycbfbH0Yy02suL+RvLOimbs81bgNC0fIc4rCi6M9r4vq96vZVlzDCocHt+H215HnVIX9E/2E0jdnMyWLIo12N2UmOw7dtSdyDr0Rh96IPxlDcwtKVqZTCZ4evkRzwfUH6p9bsYW0ksOpe/NkTUD+OuwJ+XHrTXykfg3VVgfqEtKhb5YP1KxiT0XzNa/DnKrw7EgX693l12yj3Gyn3GznlfF+BqNTt6urN4VVr6fSYefCmA+dRsZhNKCRJCRR5NjgCJUO+w2L62kkiVqXg621FSSzG/n63iN87+gZPr55LUbtza0SpZUsz42f5dnxs4wlpsgoOTSiTJ25iEertrDGUTNbOhPNJnli5Dh9UR8lBgftjirSSpYz04McD/Txg8FDfL7hfiyat7al7BuBJIm0tFfO+ZtWp2H9jqtEx1SVyroi2jfXXfV9gfYtV/62fnvj7H9vuW/Fre/wLaA7NElXyI9K/t5/vHkjpQtYawJE08klByv1ksxWTxU/6D1NKJ3kkHeQe0vrsWh0vDLeT2om82+bp+Z1K+lYDKOsZYO7glWuUvZUNPOtruP8rP88k8kYP+w9w/rCinnZez3+KfoC+Wfk5qoKpJl0+cYiF2V2G+fHvZwcGWddRdk81450LsePT19gIhylvMDGl+/fyfqK0tk2AGwGA1XOAhRFuePKGkVRZEddNT853cFYOMKxodEFs9WODo4wHo7gNBnZWVc95zjGwxF+fu4SyWyWj21o5wPtbXOeteUFNj6+cQ0dEz5e6OrlF+cvsau5fjbwHE2nyakq4oyN9I2SUxSe7OikZzJAsc3CF3ZsZs2rJt02g57tddVIosjv/uxpTo+O8+ylHh7b0H5H/R6iINBWUkSLxz1PG6PAaOAdzQ0cGRjmR6fO0zE+iaKosMBQTgXurq/h0TVtOEwz17oIq0o8/Ob2zfRMBhieDvH8pZ5rBjiWWWaZW88dE5wIJOP8qO8Mm4sqWem4kkbWFZzkwEQ/d5fWUW6yc8g7yHQqzjp3OQcnBhiNhbBq9Wx0V9Bkv7K6Nh4P85O+cyRyGVDhruJqNhVdGYQFUwl+1HeW1oIi1rsrZlcIVFWlLxzgyeFLvLOimRqrE1VVmU4n2D/eT39kCqOsod1ZykpnMRrxyoPx6eFLiIhs9VRxYKKfrtAkWlFmg7ucVkfxbBqnNxHhoHeQsVgIURDxGCysKSylwmxHnBmw7x3r5aR/hJyiYtMZeKiyBY/xSoAimklz2DtIx/QER33DeIwWvnrmZQDMGh0fqmtHK0r8tP8cLr2JHSW1szW6qqoyEY/w/d7T3F/eSLN96auSR3xDHJoYIKsqmGUtD1a2UPaqFPh0LssvBjsoN9uxaw0c9g4ynU5QYrSyvaQGtz7vea+qKioq56cmOOkfJZxOYpS11FqdrHaVUqAzkMhmOD45wvmpcV4e60UShNljlAWRD9W3U2SwoKoqU6kEJyaH6Q0HSOWyOPVGNhVVUmN13hatjpyi0BWa5JR/jMlkFEkQqLO52FJUhUWjQxAExmJhjvgGOTE5Mlvbe3wy7w1fbXHwSHUboiCQVRSeGDhPf2QKVYUKi509Fc1YxCtlCJcn+t0hP0d9QwRScQr1Ju4qrqbMZJ9t5+WxXnJqjlXOUvaN9zIei+DQG9jiqabGcmPp8aqqkshlOOwdojPoQ1FVmgvcbHTnVfIFQSCUTvDiaC/D0SCvTPQTSqf4ZtcxLBodDp2R99WsXHIpzuVroivo54hvkEAyPlvvLQjQbC9iV1k9WknmmeFOLkxNoKgqLoOJBytbcOmveF2H0smZ+8PLmcAY8WyacDqfPVWgM/LhunYMS1T6V1WVZC7L2cA4HcEJgqkkJo2W1gIPa66yDBQFgWAqwfHJYUaiIZx6I9uLayk1WW9q1UWnkal0FvDcpR621lZiNxgwaDWYdFoO9Q1xX1MdGkkim8vRMzmFNxKlxxcgkkxxccLHi529WPQ6GtwubFcNajWSxH1NdfjCMb599BQldivvbG1EEAT6JqcYD0fo908TSaXpnJjkhUuX23Jiv0a2RkbNcXyqb/b/87kQMJ6YZiQxxR+1vocVtvL8NZSJc3p6AKOk5fG6u9lTsgZQ2eu7yJ91/JxXfBd5d9k6Wmxlr/n8LbPMZaZTCaKZFABVFsc1A8GqqtId9hNJLy3rUhAEGu1uWh0eDkwMcMg7mNeYEAQOewcBKDVZ2eKpumNWYAVBQC/JNBW4+fUVW+iY9nJuapyL017i2TROrpwbVVU5PjSKPxrHYTTQWlw0mxVXbLXQ6HZxccLHob4hPrx25bzghDcS5dTwOADb66rZVF2xYFadAHesjlWty8mqsmKeutDJi129PLyyeY7ocCqT5aXuftLZHKvLSuZYlKqqSp9/mo5xH06TkU1V5eg18rzsTYNWQ1uJh709/QxNhxgPRWaDEzlFIb+58JrOkT8W59TwGOlcjq3VFTS4XfOuRVEQaC0uYn1FGc9c6ubIwDAPr2x5TcGQ24lGkpDF/Lm7PD66fCZFUaB0Jtsjlk6TVRS0V9vskF+w2lRdPu89JggCzZ5CWjxuhqdDnBgeJZ3NIWvvzOtymTubqxfqrl62u/o5eLveD9frx+vdn8W4Y4ITwXSCb3cdx6rRsfJVKtb9kQDf7z1Nnc1FqcnGUd8QTw1fosnuJpxOoZUkRmJBftZ/nj9au4t2V2le0EoQ0IgSA5Fp/n/23jtMrqw+8/+cmypXdVfnHKVWzqORJmkiM8wAQ1qDDQbs/YETTqyN8Xrx2nix8dp4za5ZGxu8NjYmGBiYIXjyMKPRJOUstVqdc6zuyjec3x+3uqSebkndUkujEfU+j0aaqlvnnpvvec/7fd8n+0/j14055IREcnh8gNdGelgTrSBiuDenrGPzg54T/KjnBG+rX4OUkjPTY/zloZ8wlopT7PWTsky+e/YI723ewAdWbMnXZj7d185YOsGRiUGOTw6jKwoTmSQB3WBttBIQnI6N8t9fexxLOpR5g6Rsk1g2zWg6zofbbsKrujc/Q1WREvaN9TGWTnBzef0cciJlZTkzPUZvIkbGtkhbJhPpJEA+Dg2gNzHFNzsOsqq4fE5N/lP9p/nGmYPcUzN3JuxSMHIS16MTQ3TOTLClrHYuOeHYfK/rKKZjE9a92FJiOTaPJmI8O3CGT2+9jyp/GFtKvtd1hK+e2kexx4dP04ll0/xksINfVm/h1spGMrbF2elxeuJTpKwshqLlt1FT1LyRVdq2+OaZAzzdfwa/ruNRNIZSMzzSeZRPbb6b7eWX7xdxIXTHJ/lfh59nMpMibHgwHZtHOo9ya2Ujn9iwiyKPj4lMkvbYGMOpOLZ0iJuZfP/PH0iL3H61HIdnB864ZFJVyxwvDEs6PNXXzj+ceBldUSny+JjMpHi06xi/uvYWbq9qxpYOLwyd5bWRHlrCpcTNDKpQ6E1M8WjXcf74pvuXRERNZVP89eEX2DvaS4U/hEDwRN9pNpR08BvrbqPUGyBjW/TEJxnJlfjY0iGWSWPaNkoub32xkMCeoW7+4tBzVPlD1AYiHJ0cYt9oP/fXtbG1rDbfd0NRcZDsGe4i49jcUtk4Z5/GzQztsTH6ElOYjk3qvOtDQVlyBN3e0T7+1+GfYKgaId1DLJvi6+0H+IW2m3h/66Y8qZi2LL54bA+mY6MIQX8ixhN9p/mDLffQGp7/Ivh6hLwe2irK5jnBC2BVRRkrykvZWleDz3BLI26qr2EsnqCtohRVESSyFk+ePMOR/iGylk15KED3RIx/e+0QUb+PD+3YQsTnJWDotJZF8y+cmqLw8MbVzGQyvHCmi401lVSGQzx9qiP/MlseCtAfm+brew9R5PPyoR1bLkhOAHgUjdvKV3FXxTpKPSFG09M8MXiIV8c7+H7fXhqD5QQ1L1nbYiITJ6T7WBWuyc3QCbZFW7i1rI3HBw9xZKq3QE68QYhEg1TVl6BdQVrL9QRdUfOTEQkru2AJnZSS0XSCH3afIJbNLLrtUq+fnRWN7BvtYyQV5+BYP5X+MAO5xI/bK5uJXmNVnO04WNK5pIGooah5paBrYjz3XhVLZ9jb00/astyEoESCY4Pn7qSlQT+aqtA1McmpkTFKg4E5v+8anyKeiyLeVl993ZksLgYeTeXethaePHmG0yNjHB0cZmudW6opgWNDI5waGXMJ35Utcwgay3HonpgibVmMJ1L89x89jfcCZpYTyRSW7WDaNhOJZP5zv+4m5EgplxTrPIvxeJKReAKA1rKSCyrkgh6D1rIoj590000mEsnrjpywbIehmRnaR8Y5OjhM/9Q0U6kUSdMkY9kMxtxrTjJ/UDaLkMegLBi4oCqktSzK4ycglsowkUziNxZWWBVw+UhZJp0z4zhcXjls1BOgyndlkz+LgSMlI6kZxjJzS8CKDT9V/siC55CUkoSVZTA1zenYCMenhuiJTzKZTZK2TIQQBDSDUm+QukARK8JlNIVKKPUEKPb4l80Q3HRsYtkUE5kkvYkpzkyP0peYYiQ9w3Q2TcaxELjPxqDuodjwUxOI0BQsoSVcSpk3RNTjR7uGBuXXDTmxFPTFp7i9sonPbn8rIcPLvtFePrHnUZ4ZOMOa4gp8mk6FL8TH1uzg7PQ4hyYG5rURMbzcUdXM/z22hzOxcbaWuS++sWya5wY6uL2qiXJfENNx+KdTexlLJ/jTmx+kraichJnlb4/v4Wtn9rOptCb/WwkcHB9gS1ktn9/5diKG1335cRx0RUVKyWsjvXTHp/jSHe9hfbQKiWQwOYMqRH7gD7CzopGdFY189fRevtVxaF7/y3xBfnnNToaSM7RPjbKzooHf23z3nGWklNxZ1coPu0+wb7QvT06Yjs1Tfe3cXFFHwxJrXzeX1rC5tIbHuo/zxaMvLriM5Ti0T43xX7fcw9sb1iIE/PvZQ/zlwZ9wcGyAqvow09k0T/a1UxOM8Ne3PIxH1cjaNr3xSSpyJEyRx8eH27YxkUkymJym2OPjT29+cN76vKrGW+tX80D9KhpD7kzFkYlBPvnyD3ii99RVISfqgkX82rpbaQxFCeseLOnwt8f28I8nX+V9LZso8vhYF61kXbSSFwbPcmRikA+33cSd1S3z2lIVhbc3ruVtDWuYNtN0z0zOW6YvPsXfHN3NhpIqPrFhF6XeAKPpBP9j31P83fGXWFFU5r70SuiemeK+2jY+tnoHft3g+YEOfuelx9g92ElruHRRqTW24/Bo1zF+MtjB72++h7trWlGFwnMDHfzJvidpCkX54IotlPtC/Ob628nYFl848gIvDnXxyU13Un0BmfTFkLEtHu0+RlA3+KNt91PhC9I5M8EvPf9t2iJl3FHZnJ8tuqumlbtqWvkb9UWe6j89r62aQISPr7uVvvgURyeGeKB+FR9bvWPJfZrFxpIqPr31PlYVleNVNUbTCf5k35M80nWUdzSuzZttpm2T2kCYT2zYhVfTOTjez+++9AO+1XGIT2zYdUm1xraGGr7y8+9e8LvtjbVsb5w7QP/gzZv54M2b8/8f9Bj8+p07L7k9q6vK+av3PjTns4jPy6/tmruPfuWOmy/Z1kIQwJZoM59c/TDFnnODlM3RJn7/4L+xf6KTyUyCoObFQZJ1LFShENDOkTJ+zWBDUT0/7N9PT2L0svpRwJVj14Mb2PXghje6G8uG6kCYqMfPZCbFqalR9o72cl9tW/7lUkrJQHKaL594hcd7Ty0YH3ohKELhzuoWvnHmAP2JGM8PddIcijKZSRHQDO6qbr3mRpgjqTjf6TxMS7iEDSXVVPvnv8hPZpJ8r+toPup0VVEZ/vPuVVJKhqZnONDrvksdHRzmo1//3oLrc2SWPZ093NJUP2c90+k0lu2WyJQH35yxwqqisL6qwlWJDI+y52wPG6or86q1V7p6GZ6ZYXVFOeuqK+aoGxwpmUq5pammbdMzGbsoQaMqCqqiYJ3nYRQN+NAUJR9tulSkTJNU1kQRgpDHc0H1haYohL0uGRHPmKSta+MttlhkLJeE/6eX93N8eMRVGPu8lAb8BAwDQ1MxFpHmY2jaReO2Z/eB5TgkMlfmPVbAwuiKj/OBn/wzCevy9u8HWrbxBxvfgiauLnluOjZfPfMqXz790pzP39WwgU9vemCe4brl2Owb7+WHPcf4ydAZhlLTi3qSFBk+1hRVcltFC+9p3EjxFZDZcTPDkclBXhvt4tBEP8emhpjMJJc0ORfUDNYUVXFbZQt3V61gRbjsmhAUb0pyIur1886m9Xm5eEu4hJZwCYOJabKOjY9Ly7UVobC1rJYij4+fDHSwqbQaVSgcGOsjbmbYWdGIX9PpS8TYO9rLzeX12FJycmoEcAc/luNwcHwgT04AVPpDvKV2JRHDNZV7/QlbHQhjSZsn+07jVXWqAuEFXxaWA67MtIz10Sqe7DvNA3Wr8Gk6RyeGGEzO8LaGNYT0q8OGrymuYFd1S34gvL64iqjHz0AiBoBX06gLRNg91MVTfafZVFpDqTdAc6R0yTMqQggaQsXEsmn64lNkHRsB+FSdiUwqH2u5nNCEwqqiciYzKSbSCSzpUOELMW1mSNkmUsplPaYHxweYNjM8WL+aUq+b3V7uC/L2xjV87sAzHBof4K5qVwVT4Q/yrqZ1BHS3rrmtqIz6UDEDyVhulvDSN/FYNs2eoS5awqXcUdWMniPOtpXVclN5HU/3t/POxnVEryDO7/WQSGayGaIef36Wz6fqRAwvk9nUktUOywUhBCHdw8pIGROZZD45psIX4sjE4BwDTJ+mc39dG/7cvl9XXMnm0hr2j/UzlU0tupTkzQ5D0VhXVEeRMffBGjUCrI3U8Ujvq2Qcc853QoBy3tWvICg2guiKxlQ2cU36XcCNj+ZQlFsqG+mNTzGZSfLZ/U/z4lBXvoSza2aS/WP9dM1MsKOigVg2xZGJoUW33xAsZktpLX2JGPtG++iLT2FLh61ltTSFL11aZzk2Q8kZps0MSStLwsySsLLsH+vLL3NqaoTHuo8T0AyCuoFfM/BpOjX+8LyUjYSV5dtnDzOdTVPuC1LpD1MbKCJseJASxjMJzsTG6JgeZ8bMUOkL8d7mjXPK8RwpOTIwxPBMHF1VqAyHFnxOxzNZJpIpDvcPMZZIUnaeekIRwr3IccnvNyuqIiF2NNZxcniUFzq6eO+mdVRFQowlkrzQ0YVAsL2xlurIfJ+wWWKqtijM79x9G9VFFyfxNUWhruicn1hlOETU72M0nqB9dJxk1lySP5CiuOUgEjdO9ELvKRJXrQlu3Ob15DchpeTZ02f5/DO7GZlJsK2+hvdsXJtTghjoqkvq/MurB/jKS/su2dbF1J227e4DIa7fUqMC3lhM5t4JZ8d6UkqGUjP8e+cBHuk+xGByGmcJb69T2RR7RlyPvYcb1i+pLxK3tL4/GWPP8FmeHDjJ2elxxjKXb7Ift7K8OtbNwYk+Hus5ws80beahunVzlMpXA29KcsKr6tSeNzMrEPg0HVs6SzLhawgVs7q4nANj/Yym4pR4Ajw/2Em5L8hf1wk6AAAgAElEQVTGEtckaCg5w4yZ4Yc9J3huoCP/W4lEIHBed8CLDR9Rj/+CLyA3ldXzK2tu4ftdR3ms+zi3VjZxX+1KdpTXXzC660oQMbzsqm7mn07t5djkEJtKqnlhqBNDVbm1sumqPXSiXj9FxjnJt6YoGKqSf+D5VJ0PrtxK2rb43MFnKPcG2VXdygP1bbSGS5fUr6xtsXuok+93HWMgMZ2X7HbHJ11jRiTzq6iuDCOpON/tPMKLQ52YjoOqKPna5KWUMiwWffEYId1DiXfuuVUXKMJ0bIaT56Rmfs2g2n/u+lCEgk/VsBxn0bOASctkMDnDlrKaPDEBbpxbfbCIl4e7yV5GqsXFoCsqW8tq+Vr7fn7Uc4IVkVIOjQ/Qn4jxkbab3rAXJCklp2OjfOPMQU5MDQMCBcFgcjrvkzELTShzzGsVoeTL0a5Vss0bDVUoaIqKV9UXvA96VR1L2vnr5EIPTZErzdOEQtr56dh3BVx96KrGL7bdxFgqwVP97fQlYnyt/QBK7lR1JOiKwt01rfz2hjv4cc/JJZETXk3jntoV/KjnBEPJaYaTM3hUjdsrmxYVDz2eTvKHex/npeEuHCmZfZzMXi8SeG6ggxcGOwF34CQQVPpD/O9b38WGkqo57Xk1nRJvgJ74FFPZNKdjY7iFUzmlyHlPyDXFFXyk7Sbuqm6Zo/CwHYfdHd1IYF1VBX/2jvvRlLnXtgSePX2Wv3x6N2fHJjgzOk5p4NzzqsjnxciVrQ5cxqz/9QJNUbhzRROPHjnBscERTo+OURUJ0TE6wbHBEaJ+H3etaJqXdKIqCiU5ssaRkvJwkI01S4th9+f8KE6NjHF2fIIjA0Nsb6hd9ERI0PAQ8hgMTsNEIonlOAsaKZvWuXKSsNeD/zqK0UxbFj84dorB2Axrqsr59AN301Iadc/p89RPr9//CyFlmiSz5gW/H8vtA11VCXsXjiIv4Kcbk9kUGds9h6SU9CdjfP7oMzzZf/KK3pE3RGsuyzj50EQ/f3roCU7HRvLjreVA1rFpnx7lr44+S9fMBB9fcwclV5GguO7JiaxtzxvsCVjUjedSUIXCvTUr+My+JzkxNUJdoIgTk8Psqm7Jm2TNlls83LCOhxpWz+2HgLLXHRwhLswyCyEIGR5+fuVW7qxu4cBYPz/qOcmf7HuSD67cws+1brlkXehSIYTg9qpmvnHmIC8MdlLiCbBnqIutpbVzPCyWG6pQ5rzciPP+O9uvhmAxv7f5bt7bvIEXBjt5sv80Lw518rub7mRb2YXTFc6HlJKjk0N8+rXHubWykU9tvpsijw9HOnzqlR8t70blkLEt/unUXp7oO8VHV9/MxpJqfJrOofEBfnvPo1dlnbqi4kiZ99mYhSXdm5963ouigpj34rhUKEKgKcq8WEwppUvGCGXZa4Y1ofBQw2r2jfXxL6f3UeUP49N0fnvDLu6sbnnDapTjVpa/OPgcY+kEv7r2FhpDbp76d84e5gfdx+cse/6M0+wnVm5//bTMu4R0L7pQ6ZgZJm2beNVzL7Zp26QjPgxAb2KM5mA5I+mYO0CSc/edlBJbOthSol0FU9sCrj3KvUGawyUYipr3eVosdEWhPliEEILaQGQOaboUCKAuWMwfbruPXdXNvDjURdfMBBnbIqB7aApFua2yiZ0VDZT7gmwpq6U5XEJdsGhRBKmCYH20iturmuiOTwFQ4Qtye1XzosyZFSEoMnzUBIouuez5KDZ8C74XVfiCfPamt3JoYoAj44P0JmJMZdwXakUohHUPDaFiNpXWsL2sjvpQ8bx92zsZ48SQW1p1e0sjTSXF89YDcHNDHbVFETrHJzjUP8SWuuq8bL65NEqRz8doPMnus108uHblRSX1F4NLyLhY7ujmS69bsKaynDVV5TzX3skzp85ye3Mjz5/pJGvbrKkqZ3XFfG8nVQiaSoop9nsZiyc53D+ULwlZLHyaxl0rm/jx8dOMzCT41oGjNESLqQwvrkymMhykPlpE++g4h/qHiKXS87xBwPW8ODIwjAAao8WUBK6f9LBYKs1oPIEE1ldVUBUOzrsuTdvhzOilk7fimSxd45OYzfXzjkPGsjk+5CqlqyOheUbSBSwPdEWlzBvEY6axcv44rk+OnTdEv54xq6YF6ElM8hdHnubZwfbLiqSfhSYUbiqtX/J4UAAh3UPaNhdNTGjCVRoh3YmiS/0uZZt8p/sgYcPLR9tumVcdsFy4bsgJI2fANGNmsKSDLlRsx6E3MUXKujCzeaVYW1xJpS/Ey0PdTBQlmcyk2FXVkn+w1AQi+DWDlJ2lJVyyLLJsXVFpCkVpCBZze1Uzf3noOR45e5R3Na5f8sk4Owa1pHNBfUCJx8+d1S0803+G2mCE9tgYv7bu1jdcqjcrl99YUs3aaCV31rTwOy89xtN97Wwtq8tvi5Kb43Fn/udv47GJYWLZFO9v2cTm0hqEEPTFY5j28s7sz2Iyk+LIxAAt4RLe27wxT8K8OtK74PKKEDhS4lzkGF0KLZESps00Q6kZ1srK/LE7ExtDV9Q5SonlQFA3aAxF6ZyeIGWb+eSQlG3SHhulORxddiINYCKdpD8R479s3MXOigYUITAUDVWIyyqTUYRAypzLOZe373vjU3RMj/Oe5g3cW7sCgSBpmSQXuC+Zjk3PzCQt4RIALCnpnBmnOhDGdx3EB14L1PhKKPOGeWX8DI/0vsrO0pWEdR8zVornho9zeNKVPn+l4xkGUpPsnTiLLR2yjsVoZpoav+sb4yAZy8xgOhZFxtWVEBZwbfCr627lY2tcXxNDWdr9o9wX4m9uezcSt0zvfNJrqVCEoNwb5D1NG3hHw1pX4p5TQ6pCoKtqvsRoR3kD37v/IyhC4FvEOoUQ1AeL+D+3vSs/sTKr7lwMSrwBPrv9rUuW4Qrc5I3XQ1dU2orKWBEp5Z2N63IKU/KKL5FLftCFgrLAfVYCe3v7GUsk8eoaNzdeeOKgoaSI1rIoneMTvNzVy3s3r8sTECUBP7c2N9A+Os6esz384OhJHlq7al6qB7hmhw7ygv5Iuqrmyxm6J6bI2ja+ayi79+oa96xs4SftnRzoG6BjbJz9OT+Oe1a2LFhqIYSgtTTKlroanjndwSOHjrOuuoJt9bXznktSSuKZLI6UhL2e/DERQrC5tprbWxt48sQZnjzZTrHPyy/s2EpVJDTvnU5KSco08equgXLQY7CrtYmXu3rZ29PHns4e3rZu1Zzf2Y7D8x1dHB4YIuT1cHtL4xVHSy8nNEXJk3BTqfQcTw5w3xNf6Oji8MDgJduSwNOnO7hzRRON5xFutuOw+2w37aPjANza1LAsE6IFzEeNv4jPbXsHU9kUM1aGmWyaaTPNjJkhbmZIWFlmzDRHJwcZz1x/5Z2T2SRp2ySWTfEPp/YsSEz4VZ1Kf4Ryb5Cg7kETCqZjk7CyjKbjDKamSZ7nuVHtj9ASLuVypgBXRsrZWd5Ed3xiQXInqHmoCxRR5Y9Q5g1S7PER0DxIJEkry2g6QV9ikpOxEWLZ1ILrSNsW3+o8wJaSOnZVLS1UYbG4bsiJkO6hMRTl2YEzbCurpcofpj02xlN97Ut+SM9GIGZsm6lsCttxSFpZJtJJVEXBr+n5mYFij4+7alp5pPMIvYkY60sqaQydu0mVeP08VL+ab3UcZFVRBbdXNSGA6WyGszPj3FrZRGQJUYl7hrtAQl2oCF1RGUsniGXThA1P/gFh5fprOQ4J0/07lk0xmUmiKyp+zcgvG9K9hA0vJ6dGODE5TLHHh0BQ5g3ka+R0ReWOqmYe6TzKd88eYUWklLZI2ZL2KbisWtLMYuaSJyzpMJ1N5/u1FOJmMpNiz1AXDaEioh4/EhhKzuBISdCYy8T5NJ2ox0/79BiHxvqp8IeQEsp8ATShUOzxISWcmR6jOhAhbmZ4pOsofYkYLZGSfDtpyyRtW8TNDFnHJmNbrjmMlPg0HY+q4UiHhGliSZsZM4MtHWayGSYzSTRFxa/peFWNkO5lNB2nY3qciOGlc2aC73cdXZDwKfUG0BWFV0d6aQ6X4FE0DFXNS6KytkXKNrEch7RlYTrueetRNby5PxuiVawrruQbZw5S7PFR7Y/Qn4jx7bOHaSsqY3Np9ZKP58UQ1D08UNfGXx1+nn89vY8H61ehCoUn+05zcnKEj6+7Le9psZyYzKQYScVJWSbj6QRCCDShEjG8+fhSy7FJWuac6ySWcc9DQ9HwaXr+OEQMH0Hd4OD4AO1To4QMDwqCMp8722Lm2rIdh5RtYjoOsWyayUwKI3dOh3QPXlWjNz5JbzyGoai8ONzF7qHOeS/ypmPzSNdRKv0hwoY3H2f6s62b55Q53cio9Ue5s2It/9a5my+1P8WjfXvxax6SVoaB1CQeReODTbezb6KDL7Y/gZQOlb5iLMfm8YFDVHqLCGpeRjPTPDN0FE1RWRmquvSKAelMgsyCUoIQGlI6IKfBmZ6/sAgg1HP3Byktd1mZAumA0EB4QQQRaPl6eaREks21OZvkYIASROA7t9yF+igtcMYBFaGWLrAN024/lDKEuLGkxF5Vg8skNRUhlvWeI4RLRFyqllwTgqCytOOgCIH/MslIRSyeyFgs8tt6GfqtRCbL3p5+ktksW+trqCu+MBHu03Vuaqhld0c3p4ZH6RyfpDQ3664pCu/euIaDfQMcHhjm88+8yL7eAW5tqqcyHEJRBBOJFGfHJ+gcm+Tdm9ayrb5m4e0BNtVUcbBvkNe6+/h/L+/nzhVNBD0GGdNiKp2huWTujL+UrootmTVdFaKUjCeSZHKzninTZDSRwJcbyKtC4DP0BZUNihBsqaumqTTKSDzBv7x2kIHpGZpKitlcV33BiZ9iv48Pbd9Mz8QUp0fH+eMfP8Nb2lawqbaSiM9LxrIZjSc4Newmgbx74xoeWL0STT1HTkQDfj668yZGZxIc6Bvkm/uPcLh/iB1N9ayuKCXk9ZCxbAZi07SPjpO1bP7g/jsJ5UiOu1c2s693gB8eO8kXnttD39Q0tzY3UOz3Mp5I8fyZTr576BiW7fDQ2jZ2tc6NvnVyhIdpOziOq2ybTqfzRNxEMsVoPIEqBEqunNen63NKLrK2Tdq0cmpQh/GEm04CEM9kGJ1JuP4YuevTb+j567TI72Nleal77Hv6eeTQce5e2YKuKsQzWV7o6OJb+48uSqXk1TTaR8f53JPP855Na2kpjWJLyWvdffzraweZTKZYX13BnSub3/DJvBsVPk1nS+l8wtMtmXWVymPpOJ85+B/8ZOjMte/gJZAwM4ylE7w00skPe4/liQlDUWkIRtlV2cqO8kYqfWEihg+vqqEKBVs6pG2LWDbFWDrBsalBXh7p4lRshPXRaqr9kcuakFOFwtvr1/Fk/0lG0nEMRaXY42dluJxbKppYU1RJhc81hQ7pnnnXSda2mcgkaJ8e5bGeIzw1cJq4NT+xajKT5DvdB7m5vOGKJgouhOuGnAjqBh9cuYUvHn2R//LSY4QNL2Hdy/byenYPdS6pLdOx+fbZw7w63MN4JslQcoYf9Zzg9NQopd4A72vdxMYSdzCnKyrbyur4xpmD7B3t5ZOb7poT4agKhZ9p2UjKNvn6mQN89fReBO4NelVxOdvLlpYEcXpqlK+fOYgjHTyahuk4RD0+PrpqR/5lpi8xxT+f2stgcpqz0+MMJmf4wpEXKPcFaSsq48Mrb6LI4w50vKrGu5vW8w8nXuY3dj9CQHf9Bj67/a1Ec/WtQgiawyVsKq3myb7T/PKaW/LfLQUjyTj/eOpVeuNT9ManGEpO88Vje6j0h2gJl/DhldsW/VKVsS2e7m/n0PgAmqLkL9aNJdU8VL96Dl9oKCpva1jDF4+9yCdeepSg5iFkePjczQ9RG4iwtayWe2tX8A8nXuHbHYdd2WVxBdvL6+bIwZ8ZOMNTfe1MZpKcnBpBFyp/tPcJwoaXtzes4b7alUxkUnzp+Ev0xWNu1E4qzpdPvMKPe0/SGCrmQyu3UeEL8Y7GtXz5xCt8Ys/3CeoedEVhW1ntgkkb1f4I72nawA96jvPcQAc+VWPHeekq+8f6eaTzCBOZJMcmhknZJv9j31MUeXzsqmrmnU3rKPMF+fi62/i74y/x6Vf/I+/i3Rop4ZdW76TI8C2rB4QiBLuqWxhMTvO9TtcfBcCjqry3ZSP31q5Ydqm9xL0eA5rBnx98loCmAwJDdcm1j7TdRLkvSMf0OP96ej8jqRlOx8YYTyf4y0PPUeoNsKm0mve3bs5fw35N5z81b+Qrp17l13Z/F79m0ByO8qfbH8Sn6ZyJjfHV0/uYyCQ4NTXKRCbJnx98lhKvny2ltbyvZSPVgTAPN67jO52H+c0Xv4ehujLEu2ta2TPUPWcb2orKKPH4+cPXHidpZUlZJjsrGnm4cV0+pu9Gh6aovLPuJhJWmscHDnE2PpxTrQgqvRHeUbuNn2m4hTvKV/Fo3z7SdpZdFWs4NNnDD/r30pMco8YX5Wx8hJPT/dT4o2wqblzcyhNfQVqnEOE/ArUGMCH1A2TqmyAT4CRB8YEIIbwPQPBX3d/JLGSeRqa+B9YZkCYoYVCbEIGPgL6JWSNZafdD+j+Q2WfBHgQkKOUI771I3/sQIrxw32bhxJDTnwWhIyJ/BmLuIFYmvwqZZxGRz4G2YtH7vYACrgYGYzOuxF8IttXVUOy7OMm6rb6GiM/LeCLJK1293JQjGIQQtJaV8Lv33sEXn3+Z13r6+N7h4/z4+On8rLTjSEzHxm8Y3LtqfrLV+Xj7+lW81NXD6ZFx/m73K/zzK/tRFQXbcVAVwZ+/4wFub23MLy+B40MjfO21QyRNk2Q2y3Q6Q+e4+8ze09lD/yPTBA0Dv6HjN3Q+tH0za6sq5q1bCEFNJMzOpjr+ff9RHj/RTiJr8pZVrdQWXdjgXAjB1rpqPnH3bfzd7lc4PjjCP4y/hqGprsoPd9betB0E8NDalfPkfgJYXVnGp+7bxZdefJWXOns4NDDE8eFRDFXJqwUtx8F0bJpKonPUBSUBP79823Ysx+bZ02f5292v8E8v78u/U6RNC11VeXDtSj52603zyhni6Qzf2H+YE8OjJLMmiazJUGwmT/p87onnKfZ78ef24+rKMj68fTNGTkFjOQ4vnOniP060u8chk2UylWZw2k0z+P7hE+zrGcgfg5KAn1/csZXaHCmmKQrv2rCGY4PDHO4f4gvP7eGfXzmA39CZTmdImxabaqu4f/UKPvPjZy56Dq2vrmBXaxPfOnCU3/v+43lPlLRlkTItVpSV8PE7dtAQLbpmEYoFuBDCVUz7NJ2Q4Z2TZng9QQI/7jvOnpHOfOJIseHnbXVreX/zVuoCRXhUbcHzJwJU+EKsCEu2ldbxM02bORVzS4nCVxBW0Boq476aVRyZHODmskburlpBS7gMv2agXyIO1FBVKv1hyn0h1hVXUR+M8o+nX55HUDhIjk8OcTo2wobowiTyleC6ISc0ReWemhU0h0rozyU61AQiVPpD3FXTSku4xGWEGteyvbx+ziA4oBt8bPUONzNWN1AQbIxWU+Gb76mgKyoVvnP1ebMD2T+7+UFSlsmGkqo5MylCiPzA8MH61QwnZ5BIgrqH2kCEqPfcg/rDbdtIW9YccuP1eLhpHRtKqollU1hS4ld16oNF1AQi55hhw8ed1S0LGuhFDO8cOb0QggfrV7OyqIyh5DRSurLQ19cBuf0tosIX4vbKpsuq1w3qHu6oal5Qzh7SPfg1A4+q8dsb7pgnf60JFPHfttxLld99cS/1BvitDbfTF4+RsLIIBBHDS2uklKLXKVFmfTPqgkX0xqewpSRiePOpFZW+EP9961s4HRslbmYpyrUznk6Qsq28NKo1XIpe73o3vJ/Nc9bRnIsg9ak6t1c1L1hKFNQNgpqrcLmvdiUrIqX0JqYQuAREpT/EjooGVkRK5/3uo2t2cEd1M1OZFJqizjF0rQlEeEttG5Z0eG/z3HXWBtz8ZEUI1kcr+aNtb+Hs9DhxM0tIN2iNlOYNWDVF4f2tm3igvm1ORn3E8PJb6+/Arxt4liCl9qgaP9u6hR0Vja7jsJRU+UOu+uN1s5+6ovDOxnXcUdV82dFH7bFR/vHUqzxQt4odFfUYqoYjJT0zk/z9iZep8AX50MptlHgD3F3TuiAZU+oNzHuIvat5PWujlYym4q5PjC+YX6bUG+De2hXzpKHg+snoiivv/nDbNnZWNjCeTqArKs3hEryqxj01K4gYXhQhuKOqmfXRShpCUc5OjzORSRLUDFYWlVPseeNVExJ3lirtZFyZuepBIPJy9uV8+So1Qny09V52la+hMz7CtJkiYvhpDVWyIlSFV9VZW1RHW7gGKaVb6hasoGNmiMOT3ewd70AVCqWeMB9svI26QMmlVwogk+DMQM6LRaAjvfci9DWQ3Y9M/F/wfRBh3AJKee43Epl9GTnz16CvQwR/C4QHnBGkeRJwAOGaLds9yJm/AOs4wnM3+H4OUJBWe26dlyaghFKE1Jog8yzS6kTobee678Qh8xKodef6V0ABbxAcKRmITWPaNivLS9neWIuhXfzdoSYSZkdjHS939dIzMTUnUUJVFLbWVfMnb7uPlzt7eKW7l7NjE8TSGZAQ8XmoK46wrb6WdQuQArMQQtBWUcafveN+fnD0FPtzZScKgojPS2NJERWv92GQMDKT4JXuueWXQY9B0OMShEPTc406H1rbxoXgM3TuWtHM3u5+Yuk0FaEgd61sxncJ80hdVdnV2khzSTEvnu3mle4+uiemmMlk0BWV0qCfFWUlbKqt4pam+gWjZ1VFYX11BZ956F729vTxalcfJ0fGmEgkyVg2Xl2jLBigqaSYnU31BIxzBKjIeV/8/n27uLO1iefaOzkzNk4iYxLyelhRVsIdrY3c0lRPdAGviYxtc2RgmMMDc01iy0OuEnQ6k2Y6k85/bjvOHK8sx5F0T07xWk/fnN8X+889I/tisfy/Qx4P7928bs6ya6vK+aMH7+GxIyfZ3zuQN65cU1nOLU31vGV1K7Yj2VhTiabMH4x5NY2aSJhNtVX8/PbNrKuu4EfHT3NsYJiZTIZ6fxGba6t565qVbKipLKgmCrgoHus9mldMVHhDfHzNHTxUt3bRfgxCCAxVw1A1tpc1XHF/QrqHj7XdiulY1PiLLitpRhGCYo+fD7bcxFg6zjfO7p+XOjKUmubk1DDri6uXnbwTS0m3uIq4LjpxI2MsneBTr/wIXSj89a0P5weXI6k4+8f6LplyUuYLsj5adVV8Bgq4NnCkQ+fMJKdzcbgXhqA5HKWt6MoHRxnb4rWRXmbM9EWX82kGh8YH+MlAB3++4220hkvyN7u4meEDT3+NWyoa+eSmuwozGJcBt9QtzSsThzg4dZxSTzEPV9+HX/VydPo0tb5KSj3Rq7JeWzr5OF/1Iqy9Ix26E2M8NXSE3sQ4EcPPjtIVbIs2YygLzzzMW9/0Z5DmcUTkfyK0uao2mXkROfUJRORPEN63nPeFjYx/EZn+IaL4ywi1BhBILJAZEB6E0JEyjYz/PaS+gQh+HLwPI4QPiQAyIB2EuHRZh9uXl5DTn0YEfgXhexfkVEgyuxcZ+28I/wcQ/g+CEEhpgt0N9oCr8BA+UKsQau0c1YWUDti9YPeATLvfKeWgNSGEN7eMDc4gWJ3utinFoLUilEjuexOy+0Crd0tb7LP5Mhm0NoTiY3YqV0oHnCGwzrrrUyKgrUAoSzNyLOD6hZSStGkxnc6gKIKI15OfAb8QHCmZyc1g66pCkc+H8vpkj5y5c8o0yViuvF+SMyBXVbyGjr7AoHKh/qVMi5Rp5uNJVUXJe1Kc7xMgpSRtWUyn5kuUL4SIz7ugJ8YsspZNLJ3GcWRu/3gvSd6c35/ZMhPTds3/Zs3ePZqGV9cuOaiYjcJMmxYZy8r7cikIVFXBo6p4dW1hL5FcaUsymyVruetXhcCjafgNfcHfgEs2xFJpTHtx5da6ljsHzivrSGSzJDKL85ITwiUuXl9ec/6xtxwHRQj0XAmIoWnYjsNUKo0Eon7fHIIhbZpMpzP4dJ2Q14MjJcmsSdp01R+q4paizO67n1aMpeN86rVHeX64Y953D9ev5482v5XAVTJEPB9T2RR/sPcxnhw4Ne+7D7Rs4w82vgXtKisrMrbFF449x5dPv3TBZcK6l19fcwfva9pyQbXEmw1SSvaO9/LJV79HfzI27/uPtu3k19fsWkppx6J2SmGkeQPDkZKEmSHj2Dzee4qTk8N8eut9cwiGWDbFayO9l4y/XBkpZXVRBZ7rU1lVwCLgSBhMTF/QuPN86IqyLOSE6dgcmRhkJBW/6HJFHh9WziCoIzZGqdePKhRSlsnT/e2kLJMVRWU3xM3+YpC5GtysZWParmu1lORj0lTVNevzaKore1zk/pBIXhzbx9Mje6jwlnIm3o0lLYQQvDx+kKZALfdX3rHs2zPrGbIYKEKhKVjOR1vvWfZ+XBwiN8i3QU4hqc4pSXQQ5z1wnXHIPA7GDvA+iFACs78GvEtzW9VXg1qJNPeB9y0IEXKJg+w+t0VjR46YsCD1LWTqUZckAJcI0Joh9AmE1pLzwEhD6ofI1HdBxgADSINajwj/sbsuaUPmGWTy6+CM5nruuCUrwV9BKNUgk8j4/wStzVWgOEPgJAAb4XsY6f8FhOLPtfUCMvmv4AzjKkYs0NdD4FcRat2iSJoCrm+InO+CbwmGiIpw1QuRi4jFhBBoqiCkeghx+YMbIURe/r+YZX26fkllw1JgaCplC6RdLAYiZ7wa8V3+S9Wsl0jAYxDwLM3jxL03C8LepcnHVUVZUFGxlPUGPR6Cnisb1F7q2KuKcsGUEa+u4z3vPJg1Cw0ucR/O4njvMN9++QjJTPbSCy8CDWXF/MJdN+E1CkO0NxMeqFnNuxs34l1mz6A3EkII1hRVsiJcviA5MZicIW1by+47UTjzb2AkrSx/dZNNJOcAACAASURBVPh5jkwMMp1N87aGNdxcPnc2sSlUwic23HFJ6YomlIJq4k0OVQi2l9ezaRHmmctV3+fXDD7ctu2S5JciBBPpJIPJGf7m2It8/cwBPKrGtJkmY1vcW7uSu6uvjivw9YJ4OkPnyCTHe4c51T9Kz9gUk4kUadON/PN7dMrCAZoroqytq6StuozakjDaIqLobGlzJHaKeytupdpXwTd7fwCAKlRKjWLGMvO9Un5qIAQYOyH9BHLmLxG+9yP1dQi1yjXFnIXVA84UwtgC4gpjmIUfjFsg9ahLeighcKaQ5n7QWlzlArilJakfuuqGwC+5JIoz5ZIGimtqLJGQ3YuM/x/w3oXwfcBtTybBHgUlCkiwOpCJfwR9FcL/X0EEwDyEnPkCJL+NDH7MXafMQOZ5ROBXwHs3yBQy8U/I1PcRnl2grAW7G5n4MmiNiPDvgQiCeQIZ/zwy+W8Q/A2EuH7iBwsooIACrhZGYnGeOtzOVOLiCtHFYlNjFT+/awuFIdqbB+XeIO9s3EBQu7FMrMFNG2kKRXlxWMF8XUDFdDaFtYx+d7MonPk3MAzFrYlfG62kzBtgc2kN4df5ObixTDfexVTAfIicZPZC8WxXA0txrfcFdP5gy70czSktbCkJ6gb1wWJWREoxblByLGvZnOwf4dsvHeaV9l6GJmcuSBaeAJ4/3omuKrRWlvKWjSt527bVlEUCF5WfSiDrmJR5oniUcwy3zEUoLmddnZQSSzp5rxSxJEnBGwGB0DdA6HeRya8hZ/4c1GqkcTPC+1bQWhBCBTkJqCCK3f+/ojXqYNzkDuTNE0i1wVUgmIcQwd8BZo+R5q7TiQGmW6ahlCNEG+ekGjYy/R+gFCH8vzi3nEVzTWyktCD7KjhDCO+nzvlZ6FtAb0Nmnkf4/5NLWCBB3wi+BxFKrtTHcw8y+wpYXUhtFWT3g92NCP0WKDlvAGMTaGsg+wI4HwClQE4UUEABBRRw4+Pm8kbaIuU3pLpXCEGpN4iqqPPKudKOtWBk6ZXixnzbLwBwXVdvq2p6o7tRQAGLghCCYo+P26uaL73wDYKMafH4wdP8v2deo2t0co5x2MVg2g4n+kfoHp3kcPcAv/rATlZUlc2r7Z6FgqDME+X49BlWhprcki8ryXhmivZ4F7eX3rRs2xQzUzwxeIiw7mN7SSvFRuD6f2ALAcbNrjmleRqZecYtgci+iAj9HlLfjEsYOICFW2tzBdskBKj1oK1EZvcgvPeDecj1k9DX5QkdoZSA/z8hk19HTv0OGJsQnntcZUfe28EBq8NN9lCKF16fzCDtbrDHkNN/eJ4iRIIz4SpBpH2O71Dr56aOCJ9b4iKzgOm25Uwipz/zutKXidx+mm/mXEABBRRQQAE3GvyqzuZo7Q2pmpiFXzMWnABzVdEFcqKAAgoo4IaAads8e7SDL/xwN6PTictqI5k1efbYWTKWze+/+y7qSxeOPFOFyq7ym/la9/c5EjvFaGacf+n+HmOZCVaFWthUtOZKNyePnsQoX+t8gZSd5TMb38fNJdeyHGf2Ibl04kAIBUQUPDsQxnakuQ85/cfI9GMIbRWolYBA2n2AieDy6pPz61NKkcYmyOwGZwyZedFVMqjV54gPoSK8D7lKhuxuZOYnyNh/A89dEPw4Qi3JbbOZIwkutN0SsEAtR/h/zo1JnQNvrvwjRyoIAy6kDpEyF7VaAv6fXcAA08iXnBRQQAEFFFDAjYyQ4WVNUeX1PwlzBVDEtdXAFsiJAgoooIA3AB1D43z5qVcvm5g4H3s7+vi3Fw7wGw/dtqAxmhCCpkAtH2v+WQ7HTtCfGkYXGneW7WBtZAVBbfkk+BPZOFNmkvpAKTW+4mv3wJZZpD3m+jmIK5zBEIqrRNBWgj0EmKDWgNYEmRfA+9Z8ycTlr0NFGDuQ6Wch8xTYAwj/+xAiOH85rQGp1iI890P6R8jEV8CzE9T7AMXtm9UDMg4EF1iXgVCq3YQNfTNCX7lgl6Qz3/Bqfls6Qq1B4iD0DQh97ZI3vYACCiiggAJuBPhVg9rAmyulypGSjG2Sti0ytoUlbSzHwZYSR7p/zyat2dKhNz6JLReX0LMcKJATBRRQQAHXGI4j+f6rx+kYHl+W9rKWzROH2rl7fSvbW+sWjI1TUKj0llLlW/5UjvORsS2yjkWR7qfYWGCgvAyQMuPGZipREEVuQkX6cTCPInxvQ8yWN8iF/DRkPjpZCOG2ZR5zTR21BvJlCeZhME8gvPfkyA4d4Xs3cvpPkfG/gcB/dgkMFNcvQpq5lIol+FFoa0AJI1OP5EtLZmNFAaQ97iZrqA1uH5RiUGsB6aZ2uI0gjDuRM5+F9H8g/e8DPIDtEitKCULxIY1tkP4uMvVNUD8OIuK2Yw8AFkJdXL66EBrS2AKpMDL5TQj9Jojc/nYGQaYQatPS9kMBBRRQQAEFvAnh03QixkXiid5ASHDVjkDMTHN2eoyOmTEGkjFGUnGmskmmzTQpyyRtm2QdG9Ox83+f/2f5izcujBuSnLAch9H0DFPZFBKJR9Wp8xfNMdSTUpKwsgynp8nYFopQiBp+ynyhOdKVaTPNeDpBlT+87FEpBRRQwE8nukcneaW9Z9EeE4vB+EySF453sr6+Cr9n7r1KIjmb6CVqRCg2IlfVpNKnGXhVHQeJw1Vi2mXKjcTM7gNUXB+IFHi2g//9eR8EiQWZ55DpJ8B2lQUy8Q+QfhrhuRV8D7uKi8yTkHnR/Z3wg7TctAu9FXzvQuSiQqXnXkRwDJn6PnLqd3NeDApI2/WNCHwk159FQngRxk5k/H+D936X3DgfzoCbpiHjbimGtN10D2MLGNsgdySl9y43jSP1HUg/lUvrSIAIIUK/B0o96GsR/v8PmfomcvLXcu2lQaYRvneBr3axnQZtJSLwS66B6OTHQYmca8v7IPgblrYfCiiggAIKKOBNCJ+mX5clHbNj4SOTg+we6uDw5ADjmQRxM0PKMnGuKd2wNLwpyAkpJcPpGV4d7WY4PU1Q87AxWsPKcAWaosxbdvdIB186tZvu+AS6olDqCfJX299DQzCaXy5mpvjbky/wxMBJLMfGUDTeWb+Rj6/ZNae9J/tP8i8dr/LpjQ+wtXRuDOe1hpSSsUyC/eM99CamEEBtoJibyxqJ6N55F0fczHBwoo+OmTEytsn64hq2ldajKypSSvaO9/DaaPec3wR1Dw/Xb7huWcAbEVJKspbNVCLFRDzFdDJNIpMlmTFJZrNkLRvLdrAdie04qIpAUxU0RUVTFXRVxefRCPm8hLweQj4PYZ+HiN+LpirX5U3zpxlSSo72DjMwMb3sbb/S3suH7szMIycsafPvvT/mltIt3FG2fOaXC6HKV0y5J8JkNsF4Jk5YX/7UBiGC4H0Y1HqkM40QXlfFYNyEeH1KhPC5ZQ9qjRsZ6n7okhDgRl76fga0NqQ95Jo+Ch9CawVjC0KJnGtKCSL9v4gw7gBzP9KZABSEWg76Vs6lbCxyO1CR3gdAZlyy5HVqA6G2QOAXwGpHOjMgNITWBMb2c0kaQiBEMYR+C8w7kebRHDERRGhtoJbnFjPA9043VSP7KtKZQAifq8owNudMMj0I38+6cabnQ61B+N4P+qpcWzp43wb6+lxb4yA8CLX+vLYKKKCAaw0pLezsAWzzEKqxCVXf4vrpFFBAAVcFulCvq0wyCUxmkvyo9xiP9R7lyMQA1jUsyVgOXPdvEFJKDkz08fmjTzORSeDTdGwp+UbnPn6+ZTtvr1uP5zxFRMxM8Z2uA0gp+cLN7yWkewFJhW9uLv2B8T4e6z3KR1pv5raKFgSCiOGbd4KVeYOsjJRT5HljY9GklByfGuLzx55mxswQ1r1Y0mYkFWdNcSW/u+5eKn2uyZkjJR0zo/zdyd10JyYIah48qoahaGyK1qArKpZ0eG6onUe6D7EpWpOfSY16AmSvQmbtTzuklGRMi3g6y0wqw8h0nK6RSXpGp+gZm2IiniSVNUmbFhnTwrQdLNvGtB1sx0FKiSNlPiRgNqZRUQSKUNBUBUNTc380DE0l4DGoKApSWxLJ/ykLBwn5DIIeDx5Du2j8ZAFXB1nL5szQGMmsuextj04n6BuPUR6ZX06hCYUiPXTVoz0bAqXcUraSH/Tv59WxM1T7ivEst+pMaAhjAxgbLro1QujguQ3hue0iC6nugF9rWtSeEUIBfSXoK+cuLy2k3QMyc4kGdFCrXGJACITWiAj95sLLKn6XtPDcesm+CeHGkwrjIuSTUBFaixuPumAbXgj8/PzPtVrQXve5UJa03wooYLkgpSQ59Qkc6+ySfqcZW/FF/vAq9er6gHQmSMf/N1bmRXTvvfgif5Yzzr0G65ZuuZljd2JlX8POHsJxRpAyhRB+FLUaVd+IZmxG0Zrc+w1gW72kZ/4njtVz0faFEsAT+EV0773XYnMKKGBxuI4egJZjc2C8j78/tYfXxnpIWtlF/1YVCppQUBWBgoIq3PGFKgQp2ySxhLauFNc9OZGyTb50ajfjmQSfXH8fO8uaGMvE+dKp3XylfQ8toVI2l5yTws6YGcYzCdYVV7OtpD5XUzxfujKQjBHSPewsb2Z1pPKC67+tooWd5U1o1wHzXOTxsatyBbeWN9MQjGI6Nt/vOczfn36R5wbbeX/zVgBiWVcVMp5J8Ml197IhWoMqFAQCNTcYNR2bWDbFlpI6/mLbu/IKFIF7ghZw5ZBSkspanB0ep31wjDND43QMuf+eSqRxpIOUs1E8S2kX16wGCTbk/rMgBG5dvUtoKBQFvDRXRGmuKKG5Ikp9aREtlSWUhgIXjKEsYHmRypr0jS3CePAykLUsesam2NJcM+dzFYXGQB3dyQHWhlegKVfv1q8Llfc13MJENsG/97yMrqjcU7mesO67sVU8MolMfhXs/osvp5QgAv95vjqhgGsOR0o6hsZ56VT3/8/ee0fHkd1n2s+t1Dkg50CAAHPO5OQcpLHGssYKnyxZ+taWZTnba6+PfbyOa1u7tvVJlmytFSxLskfSSDOjyZpEznCYcwYTIpFTo2N1Vd3vjwZBggADSJAEOfWcM4ecru5bt7qbXff+wvte/slXiKYq3LOgnvL8Cx1R3j+09g6y8fDpSddeV4OqKqxrrKGu5Fz1q5M9gm0dmtI451dB3b5oOQcdYSCUglzF1A1COj1kEv+Bmfoh0u4mZ718/ndAAD9A0erwR/8BzVgy+qhCrg3MRMok0hlBOn2ARIhQrkpM+BEEAHd96uIyGZZj8273Kf52/884PdJ/yaYNQ1Ep90co90co8gaJGj7Chhe/auDTdDyqhkfV8SoaHlXj1Y4jPNuy/4Ylr2d8cOLA4BmOx3r5SO0y7iypR1dUKtUoH69byb6BDn525hiL8srZP3iG51r3cyY5zIlYLz3pOO2JIQDuKKnjI7XLsaXDf57axbFYN0eGuuhJx/m7A68R1LyEdA+/MmcDDeFcCezL7Yd47cxR4tkMId3Dr825k4ZI8bi5SSkZMlO83XWc7X3NDJopDEWlPlTEL9QspWJUvXUkm+bd7pO83XWc4WyaQk+Ahyrmsbqw5op1LIQQlPsifLJ+9Vi2WxMK86KlBDSDtHMuC7urv43jsV5+b+H9rCysRpkk2GA6FjEzTZEniK6oE9pjXKaOlJKsbTMYT3G6Z5CtTa0cbO3izGCMvliCdNa68XPibDYDbGx6Ywl6Ywm2HW9DV1UiAS/F4QCzSwtYXl/JwqoSCkMBwqMtIS7TT8ay6Y8nr8vYlu3QN4n7hxCC+mAVL3dtoi8zQJW/DP280vtyXwmNoVnTMofhbJLWRB+NoVIODLXyz02v8ULHbir8+QQ0z0UrNwo8QT45667pr7K4UYggIviFnF7FJZ+nIsT7d+M6k5BScqCli//9/KZpG9Nv6Mwqzn9fByeOd/bxf57fNOXA+8Xw6hp5T/nGBSe84d9DOkPjnmeZezCTT4NQ8QQ+jao1jDsu1Isnom4XhBLFF/ojPIFPo6gVE91/rgNSShz7NOnY35NN/wxwUNRqNM9qFG0OQviRzgC2dQTbPICq1qCo5efmrJbgC/8PpEyBNLGtEySH/gBkCsP/FIb/o7lgi/DkWthcXFwmsLe/g7/b/zqnRiYXWg9oBrNCBdxVOpvlBZWU+SJEDC8B3YNX1S6ZmD4y1HVDK61nfHDiRKwXASzKK0dTcv24QgjqQoUUeAKcHOklbmUI6h7mRkoo8gY5He+n0h/lzpJcZmp2uAhFCCSCikAEn6aTsS0GMgmW5VdR6gvjVTUi+jmdhTmREgA2dp1g70A7I9bEUt0hM8U/HX6Lbb3NLCuoYkG0lJFshjPJoTGhkZSV5T9P7eLF9oMsza+k3B/h9MgAf7v/NT4/9y4erZiPeoWBATHqMyvJRci6UjFe6ThCQPOwouCcHsbOvhbyPQGiho/XOo6SsE0q/VEW55Xj03JRdNOxiWXTODg817YfJJT4QizOqyCke27vDOd1IGVmOdTWza6T7WxtauVYRy/prIXlzNw+r6xt0xdL0BdLcLSjl1f2NhH2e1lQWcLaxmqWziqnvqQAj66634dpxLYdkpnrUx5nS0likrFt6bB9YD8ZO0Nzop225BnOr0Vckbdw2oIT2/pO8NeHfpwL1jk2DpKDw20cGm7nUl+j2kARH6vdgGeKug0zBqEgRP7ln+fi4nLNaJ77YUJuUMdM/QiBgea5A83YcMHx2/8+JoSC0CpQqLj8k6cLGScT/xey6ZcBDd37CJ7g51H1BnLbDEGuisLCsdpyGjtK4Xlz1hBqyfkDIoSKlApCLUUd1bpxmWG468IZQ8xM883jWzg10jfhmAAqAlE+Ub+SRyvnU+gNoouZrUc3o4MTEhg0kwghKPQGx91WPKpO2PDSl06QtLI0hotpDBfTmhhkc88p5kVL+UT9+N5bHZVHKuYDucX68VgPj1bOZ360bMK560KF1IUKSVgmh4c6J53fxq7jvNXZxK/Pu5sPVi3ErxnY0iGezRDUPEgpaYr18IPm3Xx69lo+UrsMQ1GJZdP88a7n+WHzblYUVFHmv/JSQyklXz32DvsHOhg2U0QNP786ZwPzRoMpWcemLTlEfybOd0/uYMhMYto2Q9kU95U18pnZ6wgbXjShUuaP0DTczU9bDzCcTZG2siwtqOTzc++iKuBGpy+FlDKXpR5JsONEO28eOMHh9h66h0eYpmTRDcUZFeXsiyXYePgUm481U5YXprGskA1za1g1u4qSSBCPrs3oH7RbgbPfnes0+KRja0LlqarHsC9SkudVvdM2hZDupSE09QxlqTdv0iovFxcXl/PJ3YMmuQ+N+/1QEK6d7XVHSgcz/RrZ1MuARPc+jC/yP1HUIsZ/Riqgo+qNN2eiLlPGOds+PAmKEG6DzQzBkZJ3uk+yo7d10k+rLlTIf198P3eMdh9cDTd6WzOjgxOQs0IRMEHzIfeYiiMd7JukQrqtr5mKQJT1xbPwjZYiq0IZc7qwHIejw130peOMZNO83H6uP9JB0hwfYNBMTik4AVDlj5K1bfozCU6N9PH6mWPUBPKpDxeRsS1SlsmwmWZ98SzuLm1AAD9p2ce3T2xlTWEt64pnETV8/NGiB3GkRBGCjG3xszNH+ObxrZR49/KFeXe7rR4XwXEkHQPDbD7Wwou7jnCis5+kad6SQYmLYdkObX1DtPcP8d6xZioLoty7sJ4759XSWF6Ez7hFs9szACHEFVdLXcXgk7bjCCHIN6LX55wXsKqgnoXRqss/8QIUFLyK+71ycXG5cdjWSWxzP4pWg6ovRQiBY/dgWydG3XhAiDCKVoWiVuWEZy9ASgvH7sCx25DOYK61S+gIJQ9Vm4VQSic4ZkgnTjbzDsgEqr7wktUBUmaxs/twrGaEUoTmWTdOS8K2WrDNvcB4kWVFrUY1VlxRkCbX/hnDtk4h7e5ciwUCofgRShGKWo1Q8ia5jkGy6ZeQcgihlOAJfmaSwITLrYglHdLW5MLdhnLpNgCXG0fSMnm36yTD2fSEY35V51MNq1lfXHfVgQnISQHcyD3OjA5OCHL+sRImKI460iFlmRiKhuc6irtdit50nKjhu2gbhINDbzqOLSVvdB4b5yoCMDdSMuW5CyF4onoxcC748Se7X+D7p3byB4vOKRjPi5TwSMV8/KNtHHeVNvCT1v0cHDzDuuJZKEJMsAv9+ZqlvNnZxIHBM8SyKfI9gSnN7XZGSontSHqG47y+/ziv7D3G8c4+Mtnb29lESkiZ1pig54u7jrCktpxHls1hSW0ZEZ/XFdKcIqoiJlh9TtvYQhD0eiY8LpE40iFhpTAdc0IvuE/1EtKn59+7rmjoN+k32cXFxWUqWJnNpIb/At33AXzhGrLmVszEd7GtY0hnGJAIJYiqr8AX+TNUrXbstVJKbHMnZuqH2NmDOHYn0okBFqAjlAiKVovhewLD92GECJxXCm9jJv4dy9yM7vsQ/ug/XTSIIJ1+UsN/hZ3di+F/Cs2zftxxO7ufVOyvkXJ4VPMmC8jcuMZiclULF0MipYVlbsVMfAc7ewjH6R91HRIgvChKPopaieF/Ct33AYTwjF2/Y7dhm3sA0L33o2rzcAMTtweJbIaBzER9LIEgrHvGWu1dbi6DmSQHBiev8F+QV8bdpQ0T9p9TQUrJUCZ1QwsBZvwKstQXxpGSjuQQi/Irxn7yBs0UQ2aKMn941C70xuNTdRKWSfYipdICgV81COoGf7z4YWqD+ROOh/SJG4krRVMU5kfLKPdHaE0MkrBMIrqXoO7BtO1x4iW6ouBVNUzn4mJtXlUnoHuImWns26kMYBoYSqbZ2tTKj97bz6H2bpKZ6beBnOlIKekYiNE5OMLWplbWNFTxwZXzWVJbRsh39d/j9xuGppIX8F3+iVeBpioUhScJMkhoGmnmmfZX6DcHydgmuqKTttMEND8PltzBo2V3X5c5ubi4uMx0pDNINvUc6cT/ReCgaLU5IUeZRtqdQDbngnEBdvYgZvKHuUCEWoXQCxHCi5RxHOsktrmTtHUSIYLovicQZzV1RBDd+yCW+V7OctM6edGWB9vci3N2DO/9E6o3VH0ZvvAf4jj9SLuHbPo1HPv0lV23BDu7l9Twn+JYbShaFZqxFiECSEykM4hjd2CZu9F9jzHeLUOOVov0gfCj6ktA+K/ovC4zGyklvek4XanYhGMeVaPYF3Kt6GcICcukIzk04XFVCBojxRT7rk0UNzuqcWi5wYlzLMorx6tqbOw6weqiWvINP5Z02NHXQl8mzuNVC/FqN6cUeEG0nB+17OFErI98I4CqKLl+cumgCIEqFBojxUgJp0f6WJxXnrP0FALLsbGlvOKyKCklpmMjAF1RxyxS+9JxBjIJKgNRvKqGpqgsyivnpfZDHBvuYVFeThG5MxmjJz1CdSAXILGlg2nbeFUtF8kfDQB1pWLUBwsJ36SAz0wjk7U40tHD9zbt4b1jLYykJgqjvt9wpGQgnuTlPcfYdryNNQ1V/OKGJSyuKXMdPq4Ar6FTUXB9lPy9usaskomijJa0eaN7M/lGhOV5C9g1eIAHSu6gK93LoeHjNIRqr8t8XC5N1raxLAd5BR2dQggMTb1+LUEuLu9j7OwBHKsJzViJx/9xFK0ut0GXKRy7A3BQJrEi1bz34ZVxVH0RqjYboRYBBsgkdvYAqdhfYWf3Y6aeQ/Pcg1ALRl+poHnWoaiVOE4n2cxGFK1+QvWElCbZzOtIOYJmrELVl06Yg6pVomqVADjOAI7dcsXBCbBywQzrJKq+FF/0b1G1OsALWKPBiVYcqwXVWI0Q528bbBz7DGctPxWt2tWkuk0wHZttvS2k7ImJuKBmUB8unORVLjcaKSVpO0vCmiiEbigaFf7INbffdCSHaZ8k+HE9mfHBiepAPg+Wz+MHzbsIG17WFc2iKxXjR817qAsVcn9Z47QXkJm2RU96hJSdpTMVI21btMQHCOteAppBkTeIpqjcX97IW11N/Muxd+hLxyn1h0nbFh2JIdYVz6I6kMf8aCn3lzXyvVM7kKPXY0mb1vgAHlXn8coFGFdQbuNIyc/OHOVMcph5kRL8msGIleH1M0cZMlN8sn41fjXXwnFf2Rze7jrON46/x5PVSxAIfti8m0p/lKUFuRvYmeQw/3lqJysLawjrHkayGV7tOEzayvJwxTyM93m5lpSS/pEkL+4+wjNbD9LWN4TtuNUkFzIQT/Kz/cepLc5jfmWxG5y4Ary6Rl1xAR5dIzPN9rKVBVHKoqEJj0skI1aCR0rvImpEOBFvYUG4gZV5C0laaY6PNDM7WDOtczmLIx2GsymGzARpO4sqFPyaQYERGnMPmozBVArTtikKBBBAdzzOqcFBwh4PjYWFGOqt/RslpWTrsVY2H2vGvgJXH5+h88TK+cwucxeFLi7TjXR6UT334gv9IUKtGNtkC4IoY84S41ebQggUtQpP8FcAY/zGXARQjdXo3oexs8ewrSaQqQmv1Yz1mKkfYGXewfD9HEIdb1nvWM1Y5j4ANO/9k1ZvXOOVI+1RbQ2lAFWrR4izySkdoRYjlCJUfdno9Yvxr3Vio9dj3BDbUpcbQ0diiDc7myY9VuAN0BAunvSYy43nYhUNQohrbr2xpcOhwU7a4oPXNM5UmfHBCVUIPjV7DX5V52edR3ip/RABzWBNYS2fnL2aEt/4DKSCIKAZl+2vMRSVgGZMGlE6kxzmy0c20pEcZtBMMJJN843jWwjrHhrDxfz6vLso8oaoCxXyp0se4b9O7+LrTZvJOrlWivpQIauKanIidJ4AX5h3N8+07OW/Tu8ikc2AEBR7g/xCzbIrLosSItcCsqXnFD9u2Zu7ViGoDuTzm/Pv4f6yOWM3xtpAPr+/4H7+/cQ2/v7g6yAlcyMl/OGiBykfFd/UhEJnKsY/HHojN29y9qy/veBeNpTUv2+j31JKHEdyuKOHb725g3eONE/7BvJ2oyDoc+zKBwAAIABJREFUZ2V9JR59xv+czAiEEMyvKqE0EqSlb/qi0ULAnfNrL9pioys6lrQxFJ2UnSaWjRNQfYR0P32ZgWmbB5zVuJC0Jwd4q/sgewaa6UkPk7RNNKEQ0n3UBAq5o2guawobCGneCb85rzQdpzeR4NfXrqE/leIfN7/HnjOd+HWd37tzA3fW1k7rnG80KdPilb3H+OnOI1f0/Ijfy8r6Kjc44eJyXVByuhBq2cT1zyXWQzmBSA9SOkhpgrTJ2WbmkhlCiYLQQKaQjK+8FEoQzXsf2fSrWOYObOskQikaO39OC2IXjnUaRa0cbbeY7hZKFUWfDykVO7ubzMhX0H1PomgVgAGI0flMtsmRY9eZC1q4yYlbHSkl8WyG757cyemR/kmfs7KwmgJXk27G4FE0VCEmtOPbjsNINo2U8qr3dP3pJC+0HSI+SWXG9WTG7yaEEOQZPj7VsIafq15M2smijTpiBLWJQpQlvhB/sewDuXaFS/BoxXw2FNdT5J0Y6S3zR/jtBfdiTZLNMlSVqJHrqVOFwoJoGf994YOMZNNkpZ3LCqrGOLHJUl+Yzzas58M1SzEdC4GCT9MI674rLrcRwLriOuZHy0hZJraUaEouAxnRfajnvQ+qorAkv4I/W/oYI6PqrSHdS8TwjQVDin0h/mzpo8SzGSzHQVUUAmfHeh+XDafMLG8dPMm339rJia5+t1riMihCsLi2jAVVJe/bgNbVUF9awOLaMtr6hyeIU14ttUX5bJhbi6FNXEQqKFT6SujNDNAYmoVP9fKTjteoD1axe/AQa/InlgpfC7bjsHvwNP/3+Bsci50h7UwsDT0y3MHm3mM8WLqYT9ffQ4l3fMn08b5+ioO5BdCujg5ahob464ceYHNLK2+ePHXLByf6YglOdE2++HNxcbmx5MQrq5nqBltKG8fuwM4eyjlq2K1IZxDpJEBmRsUlkyAMJhryCTTPWhStFju7FyvzNpqxirNLcylHsDIbgSyqsRhVux42nAq690FscxfZzBukE/+KmX4RzViP7r0XVZsLaukF7RznXitEYHSuWaScKJ7ocmsRtzI807yP51sPYE6ipxfWPTxYPmfcnsPl5iGEwKfp5Bl++jKJccdMx6I1Pojp2FcliGnaFi+0HWR7b8t0TfeKmfHBCci9+V5Vp9R/eW0JXVHHqgMuRdjwETYmF6XzqBpVgbwrnlvY8BI2Lq7RcPbL49Mmzqs53s+PW/ZdVFTzLLXBfB6vXDhpMGUyFKGQ5/GT55lcnEgVClHDPxZoeb8jpWQkleG7m/bw/Xf2EktNtORxmUjAa/DI0jn4PRcvz3eZiKGpPLlmITtOtNM1NHLN4wW9Bh9eu5DGsqJJg0SqULiveD2mYxLSAjxedi8/PfMG7/XvYX54NmsLpi84IaXk8HAHXzr6MidGuij0hLgnfwE1gUKCmhdL2vSbcQ4OtXF4uJ3nO3YikXy+8SFCmm9s/lnHJuL1ksxmefPUae6eNYvFpaUMpdP89MjRaZvvzUBKSedQjOae6a1YcXFxuUqEH8TkzmsXQ0qHbPoVMvGvY2cPknP2yENRSxAiDEo+ilCwnYsHIYXIQ/fch53dSza9EU/gMwi1BADHOo1l7siJZ3ruRyjTv14TQqBq1fgif4mWXouZehY7ewgz+V3M5A9RjYXo3ocxfB+cxBJVGdXYACkToxakV5+ldbk6WkfbzoO6Z0zXbipIcu2Xvak4/3FyBz84tZvYJLaUCoL7y+ewIG+S6iKXm0ZQ81ATzJ8QnJDAwcFOTo70MS8ytQRi2s7ys45jfKtpK3Hrxmvt3RLBidsZr6pTFcibtErjfIq9IddT+DohpaS1b4hvvrGDV/c1vS+dOK6WhdWlLKktu9nTuCVZWFXCJ+5cyr/+bBvx9NWXzHl1jQ+tXsAHV86/qOaHRJJ2MmhCJW4lqfGX89lZH8F0LAKaD48yfcGllJ3lx23baY73sKqgns/U38PsUBl+NddGJ4GsYzFoJni7+xD/fmojr3XuZ0PRXDYUzRnraC4JBjnY3Y1X02gfHuYTSxZjqCrxjHkF8pEzG8txONLeQ8p0W8ZcXGYGU91sSWxzB+nYF3HsU6jGKjz+T6DqC0ctQzVAxUw9j239/SVH0rz3IJLfQtrtWJn30H0fAiCbfhPpDKHqc9CMNVd3WVeIUPIx/B8bdRDZj5X5GZa5C9vcj509hJXZhDf0R6j6gvMCFAqqWg0iADKObR1DJ0uuHcTlRvHNpq0cHupiXfEsVhZWU+GPkOfxE9K9qEJcdFMqpSRpZ+lNx9nZ18qzzfvZP9hB2p78vlQXLuQT9StdwfwZRtTjY3F+BXv623EuWB01x/t5+tQuPj/vzgkyCJPhjBotPNd6gO+c2E53+tqTZ1eDG5y4yZT6wnykdtnNnsb7EjlaTt/aN8T/fn4TGw+duskzurUwNJWHljSQH3Srb64Gr6Hz4XWLSWSyfG/THkbSU49Oh/0enlq3hF+6ZznRS9iT2tLhuY7X6cn0EdKClHoLKfMVU+EtocxXjKHoiGmSFm5O9LB/qIUCT5DP1t/L0rzacYsjAXhUnVJflI/UrKMzNch/tWzhvd5jrC6ox6PmKuQemF3PFze9y9e37+DDCxcwv7gY25Gc6B+gNHhrC69lLZs9p8/c7Gm4uLhcJVKamOlXcOxTKGoFvvCfoupLJmwEL3TfuBAhBIpWi2asJ5t+CSuzCd37IFJmsMwtgInueQChXl+tmdy8dYRahuErw/A+iG2dxEy/iJn4d6zMJjJKEf7IX4AIj71GqGWoWsNYW4r0fwyhVV3XubqMZ9BMsnegg70DHWhCoSqYx+xQEdXBKKW+MMW+EEHNg0/VUYQg41gMmSk6k8OciPVxYPAMJ2N9l7SKDGgGn21Yy+L8immZs7xIO+vZR51RF4qkZdKTjk/qRgEwbKZoSwwR1D34NQOvop0nZntxbqfKD6+qc0dJHS+0HaQ3HR93zJaSHzfvJ2Fl+WT9KubnlaJNkuh2kPSm4rzbfYoX2w+xo7dlXFtPZSBKbypOxrkxCRU3OOHyvkUCh9q6+dKL77LrZMfNns4tR2N5IatmV7kOHddA0GvwybuXM6s4j//cvI+Tnf1XFKQI+TzMLS/iY3cuZW1jNUHvpUXSNKHyiZoniFtJ+jKDtCU7aRo5zTu9O0hYKe4oWsmTFQ9NyzX1pIfpz4ywJFpDQ+jS5Z+qUNhQNJcftm7jZLwb+7zFUUNBAX/z8IOkLYuiQABdVXGk5ONLFqPf4t+5vliSk67ehIvLLYuUKaTdBUgUbTbKeQ4f556Txc4eBZmBSwhZChFB895LNrMRy9yRs+60e3Cs0wilBM2zHphuIczLIBRUvQGv9jlwYmQS38Y2dyJlEsG5DKyilqN57sLOHsbOHsFMPYMn+KsIcfFgucv1w5IOp0f6x8QsPYqGV9XQFDW3KRW5jb9pW6Ts7KS6EheS7/Hz2cZ1PFI1f9rmubHrBKdH+olnMyRsM/ende7PpGViOTaWdDAdm/50YtJx3u48wf6BM2iKgiZUdEXBpxkENIOg7iEw+veA5iGgG1T6o9xX3oh+maDhrcaqwmruKKnnuZb9E6onMo7Fi22H2NnXyuxwIXPCJRR6Axiqhmlb9GUSnBrp4/RIPz2p+Lg2DoFgfrSUz83bwHeOb2dHX+sNuR43OOHyvkRKyZH2Hv7uJ2+zv6XzZk/nlsPQVDbMraWq4PL6Li6XJuTz8OjyuayaXcXW463sPNHOye5+OgdHiCXTmFbOBSjoNSjPD9NYXsTaxmrWz6m5ZLXEhXgVD0NOjISVJGWnsaRNWA8S0UMUGNNnT5e2s2ScLH7dQ0C7/II6zxNAEYK4lR53S1UVhZILKiQUIaiIXL40caZzqL2b4aSra+PicqsiUMcCDtIZQJ5nEwo5oUzL3EY2sxG4dLZRCAXdcyemWoVtHcUy9+DYnUinH837AIo+77pleqW0kXbnqEvJxA2bwADhI5eH1phop6pj+H8eK/M2dnY/mfg3AB3D/zGEkjdJwMYGmUIot3b1261CxrGuKdtd7A3xubkbeKpuOcY12lKez3dObOfd7muvVo5bmSlpIizMK2NDSR36NF7LTMCr6fxywxqODnVxZLh7wnFbOpxJDnMmOcymrpNXPO7cSDF/sOh+lhZUsH/gjBuccHG5XjhScritmy8+t5GDrV03ezpAzqnMq+v4PTpeXcNr6AS9BhG/l6DXwNA0dFVFSknGskhnLdJmlqFEmnjaJGNZZLIWyUyWdDbLNBlAXJTSaIgHFjXcVqVxN5vCcIDHl8/lvoX1DCdzn6tp2diOg0CgaypBr0Fe0Iff0Kf03lvS4qsnv0dPuo9SXxE1/gruKVpDgRElqAUIaNPXmuNRdQxFI2WZpGwT/2UCFENmEkdKAqpn3LL3ZP8AuqpQFY1OU8PJzMB2HA61dl2TzoiLi8tNRgTQjKVk0y9hZ49iJr6B7vswQgkgnRSWuRkz+SNym/nLi7kLpRTNswHbOkY2/TLSGQHhR/fcnRPXnIRcaXwW6cQAG6SN4/SPuWZImcCx2hBKgJwVqIpQQuPtSGWa5PCfIoSBaqxG1eagqPmAwHH6sTLbMFM/Ahx0711j7hzno6iz8AR/g3TsL3HsNtLxL5PNvIVmrEXVZoHwI51hHLsVO3sYVZ+HL/yH512HjZQjuQoTaeUCMzJnxyqdQRyrfVTDQ0cowetgp+pyIX7NYEl+BZ9tXMeaopppDUy4XB9mh4v4H0se5IsH3uTQUOc1OcEZisqygkp+c8E9LM+vRAjB/GgJuqKQvYxG4nTgBidc3nec7OrnSy++e9N7voUQlESC1JcWUFuUR3VRlJrCKCXREEXhAF5DR4izeYrzt2fyXF+eI0lkTPpHkvTGErT1DdHaO0T7wDBtfUO09Q2RsS5ftjdV7l5QR1WhWzUx3Qgh8HuMaXc/ESjU+MtREAgE3el+NKFhOhblPgW/Nn0luEWeEPlGkNZELyfj3SyMVF00kOJIhy29TTjSoS5UMk709/v79hHyePitDeunbW4zgaFEiuOdfdg34Abv4uJyfRBCQfc+jpXZSjb9EpnEt8kkf4AQQZAJpDTRjJV4Ar9HKvaXSBm/7Hia9yEyyadzDh3SQtFq0Dx3XTIQbWcPkh75MsgkUiaRMo5j59Y2VuY9Etavjgp0+hHCjzf4OTTPeHFN6XRjZQ+STb9KzkpVIbfmsHP/CR3d+yBG4NM58cuJs0f33o8QPjLxr2GZW7HNbdjmDs5Zs0rOKgoIZfzaQTo9pONfxckeR8o40hkEOQJIzOTTWOmNoARRlCKMwP+D7tlwyffy/cbi/FxWuyM5fM1jGYrKvGgpj1XO57GqBRR7g24S6hZBUxRWF9Xy58sf5RtNW3ir8zhJa+oC/wWeAB+sXsgn61dRGYjmsqdSUhXIo8QXpj0xdB1mPx43OOHyvkFKSXv/MF9+aTM7b5LGhN+jUxIJsqimjPVzaphVnE9RJEDU70VTryIyrYJH18gP+mkoK0Q2VmM7kng6w2AiRdfgCIfautnX3MnJ7n4G4klSmew1uR0URwLcs6AOn3H5bJDLzEAVCk9WPMSIlaDfHKIz1UNzop0T8Wb6zUHW5C/l5yoenJZz1QaKmRepYGP3Eb518m0+U38vtcEifGfdOqQkK22GzSTv9B7h1c59+DUPdxbNRVfO3ZIsx6HQ77+tqiaklHQOjnC6Z/BmT8XF5bZDiCCKVo9Au2LNAyHCKFo9ipKHmKKug1AK8YX/BNVYiZV5B8fuRAgdRS1FMzagee9HKJFcRUS2ictVUKhaA7r3IezsXgB07+Moo7aikyORzgiOfXrco4p6voOWM1qVMJILD8jYBRfhxRf5c6zMZqzsYaTdNVZ5IZQoqlaXuxbPGhSlJLdRufB9GBXT1Dx3oWr1WNndWJltONYJpDOExBn9bMpR9QVonrvGX4U0caw2HGe0klXoKNqs864yDU4aR6aRzrVvwG83PjprBWuKatnZ18qO3hZOxvqIWxnStkXWsbEcG1vKMS0CAShCQVcUDEXDq+rke/wsyivjztJ65kfLKPdH0JTrp+1U5gtTFyq4buNfjAp/FOUqgi0CyPcEJp1z+RW4YNwoFCFYEC3jT5c+ykMV83it4wgHBjqJZdOk7SzZ0e+CIPfvVhMqHkXFp+kUeAOsK57FfWWNLIiW4dfOq9AVggp/lBUFVeOqaMr9EdTroN/hBidc3jcMJlJ8+62dvHPkNLZzY80Ig16DZbMqWD+3hjvnzaI4HMDQ1Jza9TRGpYUQaKogGvARDfioLcpj5exKLNuhvX+YXSfb2XmyncPtPZwZiE257EsRgmWzKphbUTzleScSGfx+w43C3wQkkhPxFrrSvfRk+ulO95Oy00gcijwFFHjypu1cAc3DExUrORY7w5a+Jk4nelhdMJuaQCEBzYPtOAyYcQ4MtbJ3sAVbOnywYgWL8qrHBSIWlBRzemCIVDaLT789AmGOlDT3DtIzfOksqouLy9TRPHcSMlbn/kdcmd2h7nsc3fsAIK74NWcRQoBagSfwaTz+jwNnq6FUEHruT8AX+XOQNohc+5xtOxzc20pfT4xlq2aRXxjKjacU4I/+L5CjGgHC4NK2nALNs4FQ4U+nMOnx1yiEgqqvRNWX4sGC0XaKs+MjVHJBFWXSwMSFnD6lceRAKfA4iuIQDHuoqS2koroQVdPIbTvGbz0UtYpA3j9z7v276OQnFRaVUpJKmjQdOUNPVwwhoLKmgIY5ZWj67d+OENANFkRLmRsp5hdnLR91sBjkTDJGfyZBzEyNiV86UqIJBY+mE9W9FPlCVAfyqAnmE9QNDEXN1Vde53Xanyx9ZJwA9o1CEQKfOvX1hK6ofHL2Kj5at3zCMVUokzpg3CyEEOR7/DxUMZd7Shs4kxymKdZDW3yQQTNJ2rYQgKFqhHUvRd4gtcEC6sIFhDQPuqJO+vnne/z8xfLHx31uqhBjDmvTiRuccLntkRJSpsl3N+3hxd1Hb1hgQgiI+n2sbazmkWVzWFxTRl7Qd1VR26ufg0BXVXRVpaGskNmlBTy+Yh7t/cPsOX2Gtw+d5GhHLyOp9BW9LxG/lweXNBDyTb3n81vf24wQsGHNbKqrCgiHvKiq4gYrbgC2dNjYu52MY1LmLWZV/iLyjShhPUhYC+FTp6+HVwjBioI6fq3hIb558i1aE338pG07kFsYSJlrSxJASPPxePkyPl1/DxF9vO7F/OJidrR38Ddvb2RhSQn+8wIU+X4fG2pqpm3ONwoza7O/+dp6QV1cXCZHCH00KHB9XzP+9aNCkeJSy2nfuM7Mwf443/3GJk4c7eJzv/sQDz2+5LxExfjnXtm5Q1c9fxCjMQc999813o53bTvFt7/2JpU1BWiaipW18Xh11t89l8eeXE4kOvG9FkK5SLvIldHfO8L3v/kOe3c1A7n7jKar3HX/PJ74yGoCQc9tv844mwXXRrPgpf6Zk82fDJ92ayUchBB4VA2Peutsm1Wh4NMU6sOF1Iev3YpYCHHDPrdb512+hTgrWjgYTzOSzpDI5ITtLDvX+68qCrqq4vecL3rouaGb1vcTlmPz1sFT/HjrQZKZqfdfXQ0eTWXl7EqeXLOQNQ3VhLweFOXmf75CiJwNZUURs8sKeGRZI/uaO3n70Em2H2+jc3DkkhunORVFrKyvvKpzR8I+Nm87wcZ3m5hVW8jaVfUsmFtObXUBhuH+FF1PclaiP5cr5RQqqtBG9Uyuz3dSFyr3liygwp/P610HODTURl9mhLSdRRUKId1HTaCQu4rnsa6wkbA+sQT77VOnaR+OYUuHUwOD4xaXjYUFt2RwImlmZ4wIr4uLy41HSsmZ9kHamvvIy/dzcE8rd947D3/g9hF5DEf9/NYfPU5VbSG93THefPUgLz+3G9u2+cgn1+PxTN8Gx8ravPL8XrZtPs7jT67gvkcWIQS8/Nwenn16OxXVBdx53/wrKfpwcXGZIbg7gmnAdhwSGZOe4QSH2rs53NFNe/8wg4kUibRJ0syStW0sO1cKoyoKmqrgM3T8hk7I56EsGqK+pIDF1aVUF+YR9nnGyv5drh4pJfubO/nGG9sZiCev+/kUIagujPKR9Yt5eGkjReHAjPwMz1ZU5Af93LOgjnWN1Rzv7OPNgyd5ff8JOgdjmBcIaeqqwmPL5hD2Ta309Swf/fBq7r5jDseOd7Fj92meeW4nL75qMKumkNUrZrF4QSWRiA+Poc3I9+xWxpI2r3W9w4bCFZR4x0fQt/bvRUGwumDJtJ3vbBZnfqSSxlAZA2acQTNBZjQ4EdC8FHnDl7Qa/cXFi3hi3txJj3m0W/PWdbpngM6hkZs9DRcXl5uEZTkc2NNCXn6QFWvreOeNI/T3jowLTmx/7zgbf3YIyzpXPm3bDh6Pzmc+fx/5BUEOH2jn2ae38dnfeIDSsnNW0K+9sI/W5l5+/mNryS8IMjSQ4Pvfeod7H14IEt596wiDA3Hy8oM8+qHlVFbneujNTJb9u1vZ/t5xRmIpolE/a++aw7yFlRieqf3eCiHwB72EI37CET/llfmkEhnefPUgK9fNZs78cpDQ2xNjy6ZjnDjWheM41DeWsuGeuRSVRFAUwTPf30oikeFDT60mHDkXwO7rjfG9b7zDqnX1VNcWsWPLCeobS/nQL67GH/AgpeQDP7+CQ/taeeOlA6y7cw6dHYO89Owu7n5gISebumg6fAbdUFm9oYElK2vx+XLtM1JKOjsG2bKpibbmPkzTIhL1s3BpNcvX1I09z8XF5fpxa67wZgi249A5OMLu5g7eOdrMvpZOYqk0adPCmqISuyIEhqYS8BhUFUS4c+4sVtVXMre8CN8UbQNdztETS/Ctt3Zyqnvgup/L0FTWNlbzmftWsaCq5JYJLgkh8Bo6C6tLmV1WyKPL5vLynqO8eeAErX1DY+0ejeVFLKurQL3KChBdV6muzKeiLMq61fV0dg2xa28L+w62853/fA+/z2D1ylmsWFpLQ30xAf/tk0m62UgcmuKnWRadP+FYd7qPESs+rcGJ89EUlWJvhGLv1NxdigJXX+Y7UznQ2kUi41qIuri8X0klTfbsOM2CJVUsX13Hq8/v5URTF1W154LGobCPqppC7NGEViZjsfWdJhRFYNs5WcO+3hhbNjXxsV++c9z4zSd7OLivlcc/tGL0tVm2vXscKSXDQykCAQ9er0F35/DY+KZp8eYrB/npMzupqMonFPHR0T7Iv/zja3z0Uxu44755qOrV99T7/AZ33DuPja8f4vTxbhrmltHXE+PbX3uLrjODVM8qQlFU3nrtIPt2NfP533uEkrIohqHyk//ay+r1swmFy8fWU/t3tbB3x2nW3z2HoaEEfd0x1tzRgG90zSCEIJIXoHFeOVveaWJwIE5sOMnG1w/TerqPQMhLJOqnp2uYf/vy6/zipzbwwGOLEUIwPJTk3778Ov29I9TPKcXnN+jsGCSdzjJ3YYUbnHBxuQG4wYmrwHYceobjvLr/OK/tb+LYmd5rtmt0pCSdtUhnLfrjSfa1dFISCbK2oZoPLJ/H0toyPNq1ZZRznthWrsdySq/JtUIIcWv9KCcyJs9sOcDWptbr3uMd9Bp89I4lfHTD0hlbLXE5hBD4DJ3G8kLqStbzyNI5vLT7KK/sPUYsmeHuBXVU5Eeu+doUReDz6pQUh5k3p4wznUO0tPYxOJTgjY1HeHPjUZYsquKpJ1dSXVkwI9phblWklKTtDCkng+3YJO00cSsxdtyRDr2ZfgKa/xKjTI4tHbKOha5oOYvSaf7OO1LSOTLCttY2TNvmgdn15Pv99CUSeDSNiPfqKnhuFmkzy+G2bjKmdbOn4uLicpM42dTFQF+cx55cTs2sIhrmlrH93ePc/cCCsXvdvIWVzFuYa5+0bYdNbxxm97ZTfPjja8gvCE75nNKRHDnYwed+5yHmLaxEUQSJeAafT0dKSUdrP09/ZzMPfWAJT35sLR6PRmw4xT/+9U954ce7mLeokuLSa7MOL62I4vHqdHUOYZoWr7+0n9aWPr7w+4/SOD8XeNix5QT/8JfP897bx3jyY2tYvKKWH31/K/t3tzB7TimapmJmLHa8d4LSijwa5pZx/GgniUSG4pLIuNYNTVOJ5gewsjYD/TkB4mQiQ15BkM9+4f5cVclgkv/vb1/k1Z/uZdnqOgqLQnR2DNLa3McTv7CKx55cjqapJBMZkskM0bzbL2Du4jITcYMTUyRtZtl6oo3/eGc3B1q7SJrXR8NAAl3DcX66+wjbT7bzwRXz+LkV86kujF72tRfHJpF6GZ9nPYpScEWbCUfGSKReQlPL8HvvuYZz31iklOw80cZPth+c0J4w3ZRGQ3zq3hV8cMU8wv5ba8N0MTRVobG8iMrCCPcsqGfTkVM8sLgB7RqyJwCWZXOma5ijTZ28814TLe0DFOQFePC+BWxYMxufV2f3/lZeef0A3/ruZn778w+SF536xtklR1ZavN6zmSOxk5xMtPLdlp/gU3PfUQlkHQuJ5COVj0557JZEH6917mN+pJI1BbPHFJtTlkksm8SveQhNoiVxpZweHOQf393MmZFcG8TS8jKiPh8/PnQYQ1X5zMoVVz32zaBrKE5L7+A12fi6uLjcuji2w75dzXh9OrPnlBHJ8zN3YQXvbTxGT9cwpeXj13eOIzlxtJMXntnJmjsaWHfXXDRdxbkKUe/5iyqpbygdq4AIhrxj5zh1ooeermEMj86+nedsST1eneNHOxnoi19zcEJVFXRdJWvaxGMpjhxsR1MVBgcS7NxyAoCB/gQ+v4ejh3NW74XFYZatnMXOLSd45IllhCM+2lv7aW3uY8M9cwlH/DiOxHEc9AtcOYTIBSggp0txluWr64jm5RJI0Tw/i5fX8OJPdtHZPkBhUYii4jB5+UE2vXGYSJ6fxnnlFJWE8fk9rm6Fi8vC7eckAAAgAElEQVQNwg1OXCFSSgYTKZ7esp+nt+yjb+T66xcA2I7kzGCMf3tzO/tbOvm1B9eyuLrsqjaJEovhka+RSL1ANPRbGPpcxEX8aaV0sOwOhuP/SjzxI/Ijf3Ktl3LDkFLSNTTCdzbuvu6WfRX5EX7zsfU8uKTxmjfuMw0hIOAxWFZXzuLa0msWbD1wuJ133jvO/kPtDA4mWLSgkk99dD2LF1ZSkB8cyxpVVuRRXBji7/7pZQaHEm5w4hrQhMqKvJwzR785yMLIHArPsw3VhEalr5T64NTFJU+MdPLDli2sKqhnaV7tWHBi72Az3zm9iXtLFvBUzbqrnvvLx5rwaBp/dNddfGXr1pwFmqJQHAyytbX1qse9GUgpaesfoq1/+GZPxcXF5SYxOJDg8IE2+vtG+MF3NqNpKh1t/fT1jrB/dzMlZUvGkkZSSnq6hvj+t96loqqAD3x4JV7f1QtJFhSF0LSJaxQpJX3dMRxH8tKzu9D18duCkrLopK+bKulUllQqSyjsJZXMEhtOcaZtgO98/e1xz/P6dSKR3D3f7zdYsbaeg//aStPhDpatquPIgXaSyQyrNzSgKAJNU9A0lXRqfLuclJLMqAC6x6uTSef+Ho76xtYaQgjyC4JYWZtEPANAfmGIz3z+Pl5+bg/f/tqb5BeEWLJyFg88tojS8jy3ktPF5QbgBieuACklfSNJvvraFl7Yc5TUdaqWuBS2I9l2oo3u4Ti/89gd3DVvFqpyFTcMoZBIvYRltxMN/RY+z10I4R1XRSFllrS5k6HYP5POvIsQHhQl7xKDziwyls2Lu46yv6WT69nNUVMU5Tcfu4O7F8y67QITF3JV37ULeP6lvbSfGWLZ4upRO9F8ggHvhJu9EILiohCRsO+WbI+ZSShCodxXTJEnn9bkGdYXLKfaXz7uOVf7Hg9k4qTtLPmeEH71XMvXgBln32AzDaGya5p758gIS0rLqMvPRz3PQzxo6KStW6s1ImvZNJ3pI5F29SZcXN6PSClzWf/TfZRV5BEbTgHg83swdJUDe1q54zzXjmQiw0/+azuWZfPhj68lmjc+SC/OG/d80imTycqzLpVcMLwaHq/O53/vEapqxgsmC0UQucYEgZTQdOQMjiOprC7A69PRdZVFy6r53O88POEedFaAUwjB/MWVhCN+dm07RV1DKbu3n2LO/IqxKpNA0Eso7OVM+yBSMlbdYGYsertjeL06hUVhOtr6xx4/n0zGygk4jwZgFEUwZ0EFVbWFdLQNsGXTMd7beJRTx7v49d9/lKKSmW3R6eJyO+AGJy6DlJKeWIIvvfwuL+9tImtPrUXgrF3fhfcFKXP3jwtvLJfCkZJTPQN88YVNqIpgw5xaFHHlvd4CnUjwcwyNfImMuY++wT8gHPws4cCnUJTI6LwSxFPPMRT7CpbdiqbVEAn+N/zeu654njcTKSVH2nt4ZusBMtnr185RGg3xhUc3cP/i2a4F7BXygUeWUFwUpqQofNnsQ1FhiF/59N0UFV6Lf7vLWVShcl/xOsJacNoCPmk7iyUdPIo2LngwXYQ9XgZSyTFxYSklqWyWY7195Pmuvl3kZpA0s+xrPnOzp+Hi4nKTyGZtDh9oxzA0fuePP0hNXRGQ+1371lffYtObh+nriVFVW4hpWvzsxf0cOdjOZ3/9fqpnFY1bQwoBhjdXRTE0kBhbR6ZSJm0t/VNaVyqKoGZWEdKRDPYnWLaqLrduFQLHkUgpr7paQEo56n4xxGsv7qOqpoDZc8qI5gUoLc+jo7UfIQRFJWGEEEgpcRw57h5VUBhi4ZIqDu5r5fCBNk42dfGpX70Xvz8XEC8uCVNemc+Bva3098YoKMqtGbq7hjm4p5WGeeWEoz462nLjNZ/sZdX62RiGhuNImk/14PXpY69zHAlSEgh6mDO/nMZ5ZVRU5fPlv3+Jrs4hCovDbnuHC5Dbk2VH9xmaqlyTaKzLeNzgxGUYSWf49sadVxyYCHgM8gI+wj4PeQEfheEAEb8Xv6Gjq6P9b45NyrSIpTL0jyQYiCeJpTIMJdOMpDKXFW9s6xviH196l7DPy5KaK89OCqES8D2Koc9maOQrJFKvMjTyFbLWcSLBz6EoQYbj3yCe/DFSJvF57iYa/g28xnKEuDWcE1KmxQ/e20fn4PWz6ysI+fn8I2u5Z0GdG5iYAksWVl30mG07xEbShIIeNE0lHPKxYe3sGzi725NYdgSBIKgFyDMiaBdp47oaDEVDFYKRbBrTscbaOqaLe+tm8S/btxM3Tbrjcd46dZpnDh1mb2cnv7thw7Se63ozGE/R1Nl3s6fh4uJyk0gmMuzedoqFS6vJLxwvarls9Sye/cE2TjR1UVlTyN6dzTz3g+3c/eACQmEf7S253w5FERQUhfB4dYqKwxSVhHnp2d14/QaqqrBjywm6O4emXOlQ11DCHffN49mnt6PrKhXV+di2pKtjENtxuPPeeejGlW8XLMum5VQvqUSGllO9vPnqQYaHknzis3dSXJazCb3v4YX821de53vf2MT9jy7GH/CQSmZoOtKZswidVTQ23uo7Gnj79UO8/uJ+8gqCNMwrQxndCEbzA9z1wAK+/813+NbX3uK+hxcC8MpP95JOZ3n4A0vGNo2KItj6zjHKq/KoqimktbmPHe8dZ+HSGsqrcpaqRw91cPpEN9WzivD5DLJZiyMH28kvDBEI3BrrYJepYdsOQ7EkQ7EUmYyFLR1URcFjaAQDHiJBHx6PPiEo1dkzzN999VVS6Swfe2Il922Y3PrcZeq4wYlLYNk2L+w+yo+3H7pkYEJVBFUFUdY1VLOwqpTZJQVUFkQI+zyXzVJKKUmZWToGYzT3DnKorZudp9o53NFzUSFHCRzv6udf39jGXz31MPnBKy9/F0JD1+ZSEP0bDH0hwyNfJ558BjN7BCECZMzdKCJIOPD/Egn9MppafvlBZwhSSrYdb+W9Yy3XzZ3Dq2t87I6lPLZ8Lobm/vOZLgYGEzz94x185MmVlBS5ZZPTxcbe7XgUD/cVr+X17ndZlb+EIk/+tIxd5A3jUw32DjWzf6iV5fm1KJyfOZBTyuCd5exv2bLyMv7bqpU8c/AQhqry6vHjzMrL4zfWrWV1VeW0XMON4lB7N7Fk+mZPw8XF5SbRerqP7s4hHnhsMYHguU2uEILK6nzqZpewc8tJ7rp/Pm+/dpC+3hHeevUg7755ZOy5/oCHz/3uQ8xfVEVVTSFP/dJ6nn16O//z958mGPYyb2El9zy4gP17WsadWwjO9YFcQE4YMsCnfvUefvL0Nv7962+TSWeRUhKJBnj4iaVMpVRAACPDKb70v15ACAhHAsxdWMEnPnMni5bVjAUKlqys5dOfu5fnf7iTL/75sziORFEUKqrzWbGmbtyYldUF1NWXsHfnaR764NJxwqGKonDvwwvJmhYvP7+HzW8fQQjB7DllOXeSxVVj9xRNU1m0vIbXfrqPjrZ+LMthxdp6fuETOYcSANuyeevVg7Sc7kVVFQSCsooov/Qrd1NZU+BWTdxGSCkZHE7yxuajbNl9mua2foZiKSzbxtBVwkEfpcVh6qoLuXPVbJYtrMI4T5Mlm7Vp6RggmTKJxd37+3Ti7q4ugpSSQ+09fO/dPRf1pddVlcayAj60cgHrGmsoiQTx6lOz+xRC4PcYNJQW8v+z995RclznnfZzq6pzmp7pyTkCg5wzSTBKTKBIkZJorWRZttc6u145nM+7/r6zu157vd71rldrW2vZPpYsS7Ily4rMpJgAkggkcg6DweScuqdzqLrfH41AYAIGQM9gBqjnHJyZQVffulXdVXXv777v720sCXBfcx2jkRjHOvt58cAp9l/onnL/By5085OPTvDL963BdgMTZSEEqvDhc38Zi1bLSPA/k0qfAkBRCsj3/nvczk8jxMIyIhwOx/jpvhMEI/FZaV9TFJ5c38ynNy03hYkcE40lOdvSTzK5sLwE5jvDyTHyrT4MDI6FztLsaciZOLHEV0G5M5+z43381+M/oczpx63ZGUiE0KXB+4Nn6I0HZ9xekd3LVxc9iv1iBIZFVdlYWcnSomLCqSRSgttqxWu3LaiIJcOQHOvoI2GWEDUxuWupayziv37teQJFHpRrPJzyCzz8hz96GsOQqKrCL//Gdj79S5u51jxCUZTLE3OrTePBR1ewen0tsWgSVVPJL3AjJTzy5CoCRdk0hfyAhz/62ufw5jnRLFNHzhUWe/nir2/niWfWkUykURSB3WElz++8IUPMhx5fweoNtZf7a7Nb8OU5cbmvXqzTNJX1mxtoWlLGeDCOrutoFg23xz4h8sPrdfBvfu+ThENx/AXuy1U4LmGzaTz6qTVs3NZILJo1tvT6nPgLXFed60xaZ9W6Wj79/CbC43EURSE/4L5cuQRg8bJy/v0ffopYJImuGyiKgttrx5/vmrDf2WXhPOMWIlJKBobD/NV3drL3UBsZXcfncVAU8CBENvonFk9z8mwvJ872UpDnYtXSqaN/TXKLOcOagkQ6w48+PEbH8OSDa4fVwjPrl/KFe9ZQUXBrJZY+jlVTKcnzUJLnYXNjFS8ePMV33jtI7yRpCvFUhp9+dIJ7FtewuKzwhnPJDSNGKn0KQ16pPCJlklT6LLoxhqYuLHHio5ZO9p7rmJVSfQJYVl3Cl7avo8CzsM7L7SKRTNPdMzajbbt6RoleHFSY5A6HauNCtJOWcAexTJyexMCk14fX4iJwg6JFuTOfz1Rv5q/PvUl/Ikh/4up7ZU98lJ746Izbq3YVoksduJIeohsG/ZEwPaFxDCkp9XhwWPJvSIy93QRjcVr6Ri57Z5iYmNx9uD0O3J7JvXJUTaG0/IrpeEnZzAzIrVZt0m29viv7sVhUquuKrtuWEAKH00q5c+JzYKAvyHtvnSJ1HYE1UOTlngeaaVg0s3RjRVXw57vx57uvu11RsY+i4snH2kIILBaV4tK8SV+/hCSb2hEo8hIomjxC02LRsvspntEhzBLClCZmmWQqw89eP8L7H53HbrPw1MMr2LKunuJCD6qiEIkm6RsMce7CAB09o6xaenXUhMnsYp7pKTjS3svec5OXq8tzOfjSvWv4zOYVeOyzl4Pmcdh4btMKyvN9fO2V92kbHJ0wsegZDfH2ifPUFxdgnaGqK2WGZPo4wfGvE0/uQqDidn4WVckjEvsp4eg/kcq0kOf5N9htm1CEjfmu4o7HEryw/9SUqTC3Sonfw689uJ7yHApRdzq9fUH+85+8gNWiXlc4S6YypjgxC6z1L+dH3a/yT50v0Bsf4IWeN7GrE+9Z6/0r2FH+0A23/3DJCqpdhRwYaaUjOkxMT9IbG6Ml3Ee5I58Gb8mM2yq0eVE/5okxEInwrQMHOdjTi5TysrlwUyDAVzaupypv+oHofKFjKEjvqFlC1MTEZGGiKAoWq3bdhR+LRZ3vQ8UFQdaQ9Hb34s5mLBTjoyPtGFLywNZFfPmzW3A6rFeNVRtri9iyro5INInDbjU/kznEFCcmIZXJ8PaJ8wyHoxNeU4Tg0xuW8a+2rcZ2gykcN4NFVbhncQ1pXee//ezdCX2SwLsnL/DcxuUU512/soFhxIjGXyUY/jrpTAuaWo7P8xXczmcRwobVuuxyCdHhzAV87t/A7XoOVZm/EwEpJbvPtHOqa3BW2tdUhac3LGN9Q+WCCie/3aTTOolEmgfvW4zPO311heGRCO/tOTdHPbt7qHdX8W8bvkBvfJAfdL7E/UWbKLNPXEXzWW/O58OmWljmq2SJryLrzA683nuEPz31AlsLF/PVxY/OuC0BV1X9ePH0GY719/OltatpKghgURXaxsb43uEj/PDYcX7v3ntuqs9ziW4YtA2OMhSa+CwxMTExWQgEijzseG7dpCVKr0JMrExncnOYZdRnl0QyzfBYBLvNwuL6kgnCxCU0VSXPa0ZLzzWmODEJPaPjHOnoQzcm3onX1VXw3MblcyJMwCV/CME9i2t5ev0A33r3wASzx/5gmINtPTy2enqnWCnTBMNfYzz6fQwjit26iTzvb+GwbUaIbFkmt+MpLGodwfDXiSffY2z8z0imj+H3/h4WrWrWjvNmkVIyGonzyqEzjMdzb0gjBKytq2DH+iXYzZCuG6a0xMfjn1hBSdH0ESdtHcMcP9kzR726e1CEgs/iwanaqXVXUu+qosqVW5NbIQQq4vKKmdfiwKFasqG2ys3n6LaPjXF/XR2PL1p0WRSs9fsJJ5O83XohF12fdeKpNCc6+82UDhMTkwWLuIGS9fOV2oZi/vj/PD+jFJfbjSKEuRA2y1yqxhGNJQmF4xejM3N7znXd4NiZHn78yiFiiRRrl1XxqU+swuW0cuJsL9/64R6cdguff3oDSxpLJ92/lJLuvjG+/aO9jIxFeeqRldy3sRFVVejoHuEv/+FdCvM9/M6vPUhwPMaHR9o5eqqb4HgMt9NOc0MJm9fUUlHqn7LUqZSSeCJNS/sgB4520NY1TCyRxuWwUl9TyPoV1dRXF2Kzzs28F0xxYgJSSrpGQrQPTcyVd9ut7FjbTJnfO+c3apum8uiqRfziWMsEH4xIIsmxzn4+sbIJVZnauEiiE0u8g5QJPM7nyPP+Jppaxcfj8ISwYLOuIuD/E8Yj32Y8+o9EYj/DYds6L8UJgLO9Q+w/3zUrbftdDj67dQWlfs+CfzjPNX6/i088sBSPy37dbW1WjXy/E/Um66mbTI8qVB4s2kzAOrNc5lvBrdlxTJI6cqOUeb1kDCNb8ePitWdISTiZosQ9fY7yfCGSSHGis/92d8PExMTkrsbtsbN8dfXt7saMEEKgmGOhWcXjtlNbVUD/0Di7D7SyZW0ddVWBnI3zpZQcOdXFX3/vPc53DLFxVS3bNjTgdGQXgvN8TsbDcQ6f7KKyPJ/GmiKsk5TrNQzJyZY+du49h9fjwOdxXP5uROMpjp7qpjDfw+ETnbz45jE+PNJOOqNfrpT23octvLvnLF/+3BbWr6iZ9Hs1Hk7ww5cP8PLbxxkPJ9ANg+y8UPL+/vO8+OYxPv3oanY8vGJG4/lcYIoT15DWDc71DZFITzT+Kff72LZ48g93thEiW650S1M1nSNBPh48oUtJ+9AYwViCAvf04UeaWoXH+Uu4nZ9GVSefqAihoKkl5Hm+ikVrIhT5m1weSk7RDcnrh88SnwUnfAE8sLyBjY1VpjBxExQFPOx4bNWMtg0UuPnVL95DoGBhTDoXGopQqHKWoUuDcDpK0kihCIFdsWFX7TldpcmzumjwlFBgu7XPcmVJCd86cJC/1DPU5+cDgraxMT5ob+fe2hpeO3clDWhTZSV+x/SpQ7eDjqExekfHb3c3TExMTEwWCIoQ0y40mtw6Xo+dh7c1c+b8AKda+viff/MLnnhwOetX1uD3OWfklTYVmYzOoRNdfON7u+jqHePBLYv55Wc3UVV+xWy2JOBl2/oG2rpG2HvgAo/dv4yqMv+EfUZjSfYcuEA6o9NYU8Si+uIJ2wyNRvj6P+zEYlH5wjMbqa/Oiixnzvfz5vunOd3azzd/sJuCPBf11VeKJ0gpicSSfO9nH/LCG0dxu208/egqli8qx2G3EArH2XPwAh8ebuMff/ohhiH53I51WOagao0pTlxDWtdpH5q8QsfissLrTv5nE7tFY3lVCS8dOk0kcXV50cHxCKHriBMCC/m+38ei1fFxR/yptlYUN27nDixa7eW0j/lG++AYBy/MTjpAid/DjnVLcNvn57HfSVitGjVVgdvdjTuapJ7icPAUHwwfoDc+gEWxUOeq4L7CTTR5alBEbgZDNa5C/nDFc2ji1h5gB3t7GU8m2dPRxf6u7DWeNgx0Q7Kno4u9nVeipRryC+alOHGso39SodvExMTExGQyVFWZM19R3TCIJlKEYgnG40liyRTxVIZkOkPGMNANAykvCSYCi6bisGjYrRY8Dhtehw2f0z5nqe65QlUU7t3YSN9giJ+8dphTLX1c6BymvrqQjatrWbOskobqQlzO60eBCiEQFxetDUOy/1gHf/uP79PVP8aDF802iwNX+3ppmsK29fW8uvME7T0jHD/TQ2Wpf4JnS3d/kONne7FZNTasqsHlmDgfSSTTxBNpvvor97N6aWXWmBZYdzEd48///h3OXhhg14ctVJT6sduy8z8p4eipbl566xgOh4Xf/OXtbFlbh81qQYhspOr6lTV898f7+NkbR3hj10k2rq6lqXb2U6NMceIaMrpBX3Dyla7F5TderjOXCCGoKyrAbbdNECdGIzEiiemrHQihYrVM70sx8T1W7LY1N9zXuSCjG+w81cpAcGKZ1VvFoio8uLzhtn/mdxK6bjA4HObc+QGCoRjGNXn4Fk3lvm2L8LjnJmzsbsKQBgfGjvFS7zusymtmU8Eq0kaas+E2ftT9Kp+veoo6d25qeKuKgke5daHg+RXL2dE8s/tVqef6ZsBzgSEl6YxOKqMTT6U53NZDepYqCJmYmJiY3HlYVCXn404pJcmMTjyZYjQS51zfMG0Do7QPjTEaiRGOJ4kmUsRTaRLpDKmMjq4b6FLCRT8GVRFoqorNomK3WHDZLLjtWXGixO+htshPY2mAqkI/LpsVp9WCosxfvxK7zcJnnlhHY20xr7x9nGNnejhzvp+T5/p46S03SxpL+OR9S1m1pAKX0z6l2auiCOxWC+mMzkdH2vnr773H4HCYpx5eyfM71lFYMHF8IoSgrrqQ1UsqeW3nSd7ZfYb7tzThclwRQwxDsufABULjMUoKfWxYWT3ludy8ppYVzRVXpYbYbRY2r63j3b3neHfvOfYdamPHQysuixMZXeetD84QjaXYtLqWezc2XhUVoQpBvs/JfRsb2bXvHF29Y5w53099VWBK/4pcYYoT12BISSg2ubFi6QyqYcw2hV7XpMaM0WSaxCykNmSZnzeW0UiMD891zkr50BK/l8fXLMZmmmDmjPNtg3zj796lty+Iw2md4C/hcFhZt7pmzsWJZDrDgdZuYsnU9TeexwS8LpZVlkwacqdLg/2jx7k3sIEHi7dgVSxIJBvyV/Ld9p9yNHQ6Z+JErii66Csh5eQW8fNhwGNISSyRYiQSYyQcY2g8StdIkPbBMdoHxzjXN3Rdg/uZktZ1Drf1kEync9Ti3NNQEqC60G/mU5ssKKSUDIYiHOvoy1mbxT4PiyuKZlwCfqEzGolxtL2PjJ6b8ZrP5WBFdekdZ1QuAKuau+9ERjcYDEVoHRjheEc/Rzv6aBsYJZpIkcxksv4EM2hHSomhS9K6QTyVBq6eJ6mKglXLCheFXhdLKopZU1dOY2mAmqKsWDEfntnX4rBb2LS6hiWNJbS0DfLB/laOn+2hvWuE9/ad5/iZXj5x3xKe37Eev2/yyHRVUbDZNA4c6+Cvv/cew2MRnvpEVpiY6j3Z9wm2b27inT1nae0c5uTZPjasqrn8+mgwypFTXaTSOutWVBGYROQAsFpUaisD2G0TrwWbVWNRfTG7D7bSPxQiOB6/LJaEo0nOtw8B2UI8H+w/P2n7/UPjCCHQDUnfYIh0RjfFiblGSnnxwpuIx3HrJm+3istmQZskFy2V0WfsCJ8d7EukjJLRB8joPUgZR1OrsFmXfGwbnexXVkHcYoh2rpFS0to/wrGO2TGbu29JLQ2luTPHMYE33jpBOJLgV794D+VleRNyKhVVwe93zXm/QrEEf/rznbQPTjTBXUjc01zLf//8JycVJySSmB6nxFGIVclW0hAInKqDApufcDqS8/5IKUlLnXA6Tl88SDCVLae5Or8Wl5a9lxpSYsjsfUsVV68WhRIJXjl7juP9/SQyGVQh0KVEIFgUKOA3Nm7IeZ8nw5CSjG6QzuikdZ1gNEHncJD2wVE6h4P0jYUZHo8yFI4SjMRnrTJHLJnmW2/vn5W254qvPraVL25fi/UWqriYmMw1Ejja0cf/851Xctbmwysb+U/PPohVm3/paLPB+b4R/uP33yB8nQjfmbKqppT/9cuPY/fd/kXDnCLELef0X0rVaOkbZufJCxxu66VtcJRwPDfnfqp9xlNZ4SIYTdDSN8LLB09TkudhcXkRm5qq2LKomiKfG6t2834Os4GiKOR5naxfWcPqZVX0DYQ4eLyD13ed4vT5fn7y6mGcdiuf27HuctTBxxECWtoG2X2glfbuEeqrC3n8/mX4fc5pj1MIweL6YlYsLufgiU7e/6iF5Yuzfg9SSk6f76e1Ywiv287G1bU47JOn41utGj6vY9J9CSEozHejqSrpjMFYKHb5teGRCPGLUfjv7D7LO7vPXvdcxeIpjEkqWeYaU5y4AZR5YFAjhJg0kEFKOeUK40R0Esl9jEe/TzJ1EEPGAInH9UuXxQnIkEwdIpk+hdXSjMO2KUdHkBt0w2D32fYphaRbocDj5MHlDXfNisZc0TcQYs3Kah7avgRNu/3X0t2EQOC3+jgZOketqwKfxYMuDQaTI3TEelnpu7F0r+shpWQkFeEXvUd5q/84/YkgGUPHqdn4i3VfwqUVAhBKx9g9dAYpJduKmvFbr4hTb7Sc56cnT1KT5+fkwCCry0oJxmJ0h8bZXDV7UR6GIYkmU4xFYoxFEwyHo3QNB7lwMQR2IBgmkcpcDH3NTFpy2sTExMTE5EYRcNNjTyklY5E4h9t7eePIOQ62dhOMJkjnKFrlRtENSc/oOL2j4+w718mP9hzjoRUN3Le0nvqSfCzq/BIpADRVobLMT0mRlxXNFXz9H97l4LFO3vrgDA/f00x5Sd6E90SiSV588xipdAanw0rvQJCX3j7Ol57bdN3qFnleJ9vW13P8bA8HjnfSOxCkripAPJHm4PEOIrEkK5sraKotmtK4XMC00YiapmZTUiRXpZmm0pnLQkNjbRGlhd4pWrhCfXVgTqrqmeLENQghpgzln42J8I2SSE0+GNZUZUbuvlJmiMZfZzT0x2T0Dq58BXSkEfvYloJUppWR4B/gtN+HzeX+lQwAACAASURBVLIMRZk/lRRCsSQfteS+fKgANjZW0VRmek3kGo/bjsWimiHdtwFNqNwb2MA/dv6crtY+8q0+MlJnIDFMib2QdfnLc7q/4WSYb7T8gjf7jpExdFShkJY6aalnc1gvogrBz7r2c3a8F6/FyT1FzZcfwMf7+7m/ro7PLl/G/9j1Hl/dshmfzcbffrSfcPLWVoCklFmzL90grRsXoyHG6BgauxwNMRAKMxiKMhaJmQKEiYmJicmsIwQ3nE4sZVZQ/7Clixf3n+Kj811EE/MnTVUC0WSKc33DtPSP8NKB0zy0opEn1jVTU+RHU3LvsXGrWDSVuqoAD21r5lRLP4MjYYbHIpOKE7phUJDn4plHVzM0GuZfXj7Iy28do8Dv4ulPrMQxjam+qipsWVfPS28dp7VziEMnuqiuKGBoNMyHR9qxWDTWLK8ikD/1/Es3JMlp0vrjiTSGIVEVcVX0hd1uuZye8cn7lvDZJ9fN5NTMCaY4cQ2KELjtk6dvDIWic9ybiYxEYiQncX93WCzXVVullKQyLQTDXyOj92GzrsZu20I63Uos8cY1W6tYtUVoahHpTBvpTDs267IcHsmtcbyzj4FQ7kPRPU4b9y6pNSt0zAIb1tby9s7THD/VTWNdMXb75O7O8+0hdScghGCRp45/Xfc5Dowepzc+iFWxcG/hBtbkLcVv8eVsXxlD54XuA7zbfwK3Zmdtfh217kJ+1LmPlHH1vcujOVjsLedEsIvjwU42FzZhFVceS16bDU1RUIRCKJGg3OtlVVkpr51tuaE+6YZBNJkmFIszHkswPB6jY2iMCwOjtA2OMhiKEE9lSKSz3j3GjKPQTExMTExMcoXAps18apbWdc72DPHjvcfZdfICo9EY8/nxJaWkayTEP71/mA/OtPHpTct5cHkDRT73vBz7ed12NFWQThtTpjPYrBqfuG8Jj92/lHgizXg4wctvH+dHLx/E73Py8LbFaNPMz4oDXjasquFC5zAf7D/PJ+5t5vDJboZGIvi9Djavrp323CRTGYZGIhiGnLD4J6WkbyBEJqPj9DjIz7sSnVqY78btssEQtHYOT/r+24UpTlyDqgiKfZMrVBcGR5AXXWtvB1JKOkeCRCcx7stz2XFdd0KtE0+8Qyp9GrttG4X+/42mVhKK/O0EcUIIgaaWoKplpNPnyOg92Jgf4kRG1znY2sP4FMalt0JVwM+mpqp5eZNc6EiZTe34X3/xOk0NJXg99qvOs82m8dln1uPPm3vfibsBTVGpdVVS65pd48u+eJD3Bk8hhOBX6rfzVMV60kaG13uPMpK6urKOEIJGTwmKEJyPDKDLK34NJR4P3aHxbPUPm5VXzpzFkJKjff3IG7SZPNU1wD/vPkrb4Cj9Y2FGI3FTgDAxMTExmVcIkZ3sXg8pJeF4klcPneH7HxyhY2hsXosS15LK6LT0jfC1l97ngzPt/Mr961lZUzorlUquJZsGn/05VTURKSW6ITnXNkAimcHncUxpbilENiJB01Q8bpV/9fQGxiMJ3t59hm//yx4CfhdrllVNaSKpKIL7NjXy2s6TtHUNc/xsLx8daSOZSrOiuYHKsvxpj0fXDU619BEcj13lcyGlJDge5+S5XlJpnbqqAD7PFY8bt9PGyuYKzrcPcexUN+c7hmisKQTEhMokl86ZEHOzgGiKE9egqSrl+ZPn3ZzsHiCZzmC3Tm5KMttkDINT3QOTlgwNeF34HNercqCTSGYN1TzOZ7FoVdNuLRQ3iuLBkFEMY/LyqreD4fEYJ7r6ZyXUeuuianxOs5TlbHDmXB8Ou4WMrtLVMzrhdafDOm1omsnNI6UkkokhhMClOkDAcHKMYCqEz+IlYMufMp/xRumKjdAbH6PeXcz9xUuxqxbSxtSfa6HdiwBGkuGrBIPttbWcGx7Gqqo81FDPX+zZy57OLjRF8Gvrbiz8sGskxK6TFxifRUMwExMTExOTW0EgrluBRDcMuoZDfPvd/bx97PyCfq6lMjq7z7TTMTTGZ7as5Kn1S/A57bM+AT7T2s/xs70sbSqlIM+Fy2nDasl6YKQzOqHxOIdPdvH6zlOkMzobVlVTMMOFs4J8N196dhOh8RgHT3Txdz/YzW//qo3mhpIpj6uyLJ8NK6t5d+85Xnv3BB09o1gtGlvW1k1phPlxDp3o5M33T/PQtmbyLppjjoWivL7zFCdb+rBZNbatr89GSlxEVRUevqeZPQcv0DcY4q+/t4svPLOJ2soCHHYLQkAqpRONpxgaDRMaj7NmWRVOx+xHlpvixDVYVYWmkmyVhmsNJjuGghzp6GNjQ+Wcr6xfKmW1r6VzwqRcAFUFeeS7p3d9lkh0vR9QsFoWXXefAg2BBTCQzI9Jo5SS/lCY833DOW/bZbOyeVF1ziZpJlfza1+8B32aSgYCgcNxe4S/Ox1dGrwx8B4Bq5/7CjcynBzl79t+xPlIJ7WuCr5c8xwljsKc7CucjhPNJAnYPARs13dStyoaIMgYV5t2LS0uYmlxEQAbKyv544dddIfGqfB5qfH7c9JXExMTExOT+YIQTClOXJqTHG3v4y9f3c2Rtt47IgJQSugaDvFXr+2hfXCULz+wnooC36zOs7r7g3z92+/icdmoLMunOODF47KhKIJYPEVX3xitHUOkMwbNDSU8+/iaqyb206EIQXVFAb/2/DZCf/cWZ1r7+eYPdvN7X3mYkkLvpMflcdnYtqGBPYfa+OhoO7ouqa0soLmh5LplO50OK5Vlfr77k30cONZBdUUBqiJo6xrh8MkuUqkMm9fWce+GxqsqwQghWFRfzK8/v5VvfHcX+4920No+RHNjKQV+F0JkzT4HhsN0dI/QWFvE0qYyU5y4HQghqAzkUexz0x+8OgR5JBLjpUOnaS4vwuuwzalAoRuS9860c7pncMJrTpuV5ZUlWGZSG1moZGWK69/QpIxjyBhCWFHE/Ch3pRuSsz1DhGK5V4pXVJdQGZjdG+LdjGOaG1pGNwiH49hsGvOgKM4dh4FBW7SbcnsxujT4YOggUsLvL/4Kr/S9w6HgSR5zbM/JvhQhUBAYkhklX4RSMSQSt2afUIjIkJLxRJJoKoVd01hRUoLPbpuR+a+JiYmJiclCQsCU0dlp3eCD02184/W9tPQPL6g0jpmQSGd4cf8p+sbC/LvHtrC4vGjWnvWF+W6aaosYCUZp6xrm7IUBjIuLZ6qq4LBZKQ54Wbeymk89spLaysANzw0W1RXzr5/fxp9/6x0On+zi2/+yh19/fhuFBRMXbYQQrF5aSX11gCMnu9E0hZVLKikpur4fmN2q8exjazjfPsjOfS0cOtFFOq2jaQpet53tm5r4/NMbKPBPjPywaCrbNzfhdTv40asHudAxzIHjHaRTOhKJRVNx2K3k+10sbSrDbpsb2cAUJ65BCEFVQR7NZUUTxAlDSt481sLGhkqeWN08ISdnNjnXN8Q/7zlCWp+48lzodbGx8fo+CQIFTS0nySHS6QvYraun2VqS1rvIZNpRlHxUteQWjyA3pHWdw209OW9XVQSrasvId02eU2Yyu4yORvinH33I889umNHN2OTGMaSBx+ImmB7nUPAEnyy5jzpXJVXOcoaTYznbj9fixG2xM5aOMJaMELBPXZ5KIjkW7MCQkipXAFVcGYgkMxnebr3Aa2fP0RUKYUhJmdfDQw31PNrUhMtqmtaamJiYmNw5CCFwTBI5IaXk7WPn+dpL782KGfx8Ia0b7DnbQSiW4HefvIf1Dbn3yBJCsGpJBf/nD56jtWOI3oEQoXD8clqxw26huMBLQ00hFaV5KFMIJD6Pg888sZZ0WmdRXfGE11VVYf3Kar765fs51dKPqggiseSk4gRky4ouqivm+JlevG47W9fVoV0nagKyKf9Ou4WvfP5eHtyymDOt/YxHEricVuqrC1nSWIrdNnVUstWisWlNLauWVnD2wgBtncOEwgkMw8DtslEc8NJQU0RJoWfKc5FrTHFiErwOG5ubqviotZNo8uryobFUmm++s588p4PNjVVXhcjMBoYhaekf5s9f20370OQTiG2LaiiZwsTzalTsts1E468Sif0Eh30rqlI0YSspJbreRyT6z2T0Phy2zVi1xls8ktwwHktytmco5+36XQ5W15ZdN3zKZHaIxVO0tg2SSt2eetx3OgKBW3NyPtJOd6wfgAZ3NQAJPbdRSFWuAqqcAS6EB9k9fI5PlK6csI2UkrTUOThygQ+GzqAJhXUF9WjKlfvpW62tfGv/QVaUlrCtphqLqnB+ZJR/PHyUtG7w/MoVOe23iYmJiYnJ7USIiZET6YzOW8fO8/XXdt/RwsTHOdU9wJ+9+B6/+8Q9rK2vmNEk/UYQQuDzOFizrIo1N+n17/c5+fynNky7jaIobF5Tx+Y1dddtL55I09E9iqEbLKorpr56hqm2Mrt4brGoLGkqZUlT6czedw12m4WVzRWsbK64qffnElOcmAQhBNuX1PHigVOc6B6Y8PqFwVH++wvv8pWHNvHIikYcs2SQmdF1Drb18jdv7eNAa/ekIdJFPhefXNV03TKiWRSc9vuJWFeQSO5heOz/xe18hozeC4AhQyRTx0hnLhCNvUws8TaKcOF2PoOiTO8WO1dcGBghOAtVOgp9bpZWzo/okDuFZCpD64VBPB47FWV+OrtHiU2RjtPdO0Y0On/qct9pqEJhY/4q/rnrZQB2lD1EwOYnI3X6E0M0eWpztq8Sex4PliyjpeUtvnX+HYYS4yz2lpEysiU6e2IjBFMRjo518FLPQXpiY6wrqGONvwblY4kd+zq72FxdxW9t3oR2MWVNNwxKPR72dnaa4oSJiYmJyR2GuGpOIaVkX0snf/HKB/SOzR9j+tlGSjjdPcifvbiL//D0/ayrv/0T5tmmpW2Atq4RhCLYtqEBl3NmHhd3IqY4MQVFXjdPb1hGS/8IycxEM8iukRD/+5X3OHChm2c2LKO+KB+3w3bLZopSSuKpNN2j47xx9CwvHzpDbzA8qTBh01SeWruERaWFM8qFypYHrcDv/X1GQ39ILPELEql9ZLPcJLH4WySSBzCMUQwZRgg3XvcXcTo+OS98GKSUnO0dmrSU6q3SXF6E23733ghmg8Ghcf7PN96krqaQ3/vqJ/juD/bQ0jqIRZuogCdTGcKRhes4Pd9RhMLKvMUU2wMAlNgDqEIFdJ4qfxi/xYuUEgMDhVsr5SWE4JHSlfQnQrzQtZ9vX3iXPIuLsVQEXUr+9+mXyUiDsWSEjDRY5C3lV+sfyFbt+Nh+XVYr+Q4HFlW9/P9CUXBbrWZKh4mJiYnJHYcQXBYnDENyqnuA//vanrtKmPg45/qG+ctXdvP7T29ncXkRinL75yKzQSyeYteHLQyPRairCrCyuQL1Dj3WmWCKE1OgKoIHltax+2w7O09dmNQRdzQS54UDp9hzroNNjVVsaqiisaSAyoI8nDbLDQ3wE6k0fcEw5/tHONzey67TbfSOhSb1mLjE8qpSnt24/Lplhz6OEBoO21YCef+DUOTvSST3ohvZ6BBDBjH0IGDFZlmJ2/kMbtdnUMTUOeNzSVo3uDAwOivlJlfXls+ph8jdQJ7PyZOfXElBvhtFUQhHEjQ1FLN8SfmEbQeHw+x8/+xt6GXWwNFptaAIcUc4X0+FRbFQ6bw63E8RCjXO7OcR1eMcC55hZV4zLu3WDHD9Vhe/UredYruPN/uOcS7cR0Zm72W98Wx6WoHVzZr8Op6v2UqzrxxFXC1abamq4qUzZ9jd0UmZN5uj2R+OsKutjZWlpXQGg5e3LXa7sWnm48zExMTEZOEihMBpsyClpC8Y5q9e3zsrqcwLBSnhWEcf//f1Pfx/zzxARcHC9ySTEgzDQNcNNE0lEk2w68MWfvHeaTRV4f7NTVSU5M2LReHbhTmamwIhBAGPi19/YAO9Y+Oc6Z385mBIyUAowgsHTvGLYy0U+9wUeV2U5/so83sJeJx4nXacVguaqiAQZHSDRDrNeDzJSCRG39g43aPjDI1H6Q+FCc+gZnFVII+vPLSRMv/kZWmmPzYVm3UdAX8T6fR50pk2dL0PKVMoihdNq8aqNaJplQgxf74iY5EY3SPBGVUAuBHcditNZYEct2ricdvZ8diqy387nTa2bGzggXsXT9i2rWOYI8e65rJ7l/E67fzHZx8kGEsQTSQZjyUZjycm/owniSZSpHWdjG6gGxLdMNANg4xhoOvZvxeSwCEQXMqkiGSivDf0EY3umlsWJ4QQ+KxOnqvaxD1Fi+mMDtMdG2U8HUMVKgGbh2pXgBp3ER5t8prmJwcHOdzbx8mBQfIcdgBCiQTjySQDkQjvtF7gUj2Q//zgAzQWFNxSn01MTExMTG4nqhDYLRqxZJrv7DzIvnMdszqmUIRAUxVURUGIi9W2hEBy0X/u4jgnndFzPvaeKYaU7DvbyTff/ojffeIevE77bepJrpC0dgzxV9/dhUVTicZTdPSMEI2l2LqunkfvX4Y2y36G8535M/OchwghaC4v4jce3MifvriL/lB42u3jqTTtQ2O0D42hXOjJXvBCoCgCIcTlbOrsRZ+94C5NbnRj5pd9SZ6H33xkM2trJ65A38ixqcKHYl2DzboK0C/2TAFUhJh/xpCjkTj9wdybAdUU5eN3zY9SqXcy2zY1UFczucGPzaZRVOjJuenRTLBqKsuqSpBSXr4uL/8zsj/lxd8zhk40kWI8niQcT17+GY4nLv8dTaaIJ9PEU2niqQyJVJp4+srf8VSazDQRUXcSmqJS4Syg3JGPLi8KNyLrgaEgphVWN1ZUUJ2XN237iUwGq6oScJpVdkxMTExMFjY2iwYC3jp+njcOn72hucFMcNutlOR5yHc78Tpt5LudFHicOG1WrJqK3aJh0dSsaXXGIJpMEoomGQpHGQlHGQpF6QuOE4zm3vttOjKGwZtHWqgtyudzW1dmz9MCJpFMc7Z1gHgihRCCAr+bLWvr+fyn1lOYP5MCB3c2C/vTnQM0VeG+JbVIJH/+6m46R4LXfxPZCU4qk9vKA0JAic/Dbz26lUdWNOVkIpedHKgX/81fpJSMRmIMjedenGgqDeC5i41n5oqHti+Z8rVAvpsvfX4rBbfxpiyEyK4cMH0kUoFnYq3oS8iLokYynSGRzlz9M3Xl92gyxYHWbn7+0cm7QqgQQqCJG7vHrCkvm/Z1KSVf37uPp5qb8TumFxeXVhbz20/ck/N78nTEU2l+vPcYPaO5yRW2WzWeXLuE+pKFGyGysqb0rs6jNTExMZkO3TB47dBZ3jzWwlg0fkttCQFOq5WA18mK6lKWVhZTXeinOM9NntOB22HFpmkzir42pCSaSDESjjEYyqagf3S+m1Nd/YxG4nPybA0nknx350EaSwrYvKh6Qac91FUF+OPf20EimUYIgd/npKosH5fTNuMU84pSP//ld55AUQSNNRMrLy5kTHFiBlg1jfuX1qOpKn/1i7209A3Peei2AJZWFPMbD25kS1P1bVlhvp3ohqRnJEQyndsboKYo1BT5Z63iisnMsFo1qisX7qTrEtmIJIHTZsVpm9y0UUqJvLjtSwdO3xXixGxxenCIB+uvX6KrMpBHeb53TsNSg9EEO0+25kycsGka25pr2NZck5P2bgeqmD5axsTExORuZiya4Ds7D5C4hbGuAIry3KyoLmVTYxXrGyop8DixWzU05eYMrxUh8DhseBw2qgvzWF1XzmNrFtM9EuLdE63sPtPB+f7hWRcphsajfGfnIZrKCwlMs1A0nxFC4HbZWbei+pba8brtbFvfkKNezS9McWKGWFSV+5prKc/38r33DvH2iVYiieSsD3YF4HPaeWBpPc9vXcXisplV5piMbP7YICBRlQKEmH5CLqWBIcOAgSI8t9V/Iq3rtA2O5bxdj8NGVSDvlqusmFwfKSXJZIZ4Io2u61yr7wkhyMtz3vHC26UUrzv1O2dIg8Oj7fisTiqdBViVqVdmUkaGU6Fu4pkUS3wVeC2OWZm8KkKgqHMbHXbJYyiXqIqCZY6Pw8TExMRkbshW7Ls503dVyXrlbV9WzyMrG1lWVYLdYsm52bsQAouqkudykOdy0FxRxI71S3j3RCsvHThN28AoGWP2Fl0OtfXwL3uO8eX712GbheMzuf2Y4sQNoCoKTSUBfvfxe1hXV8ELB09xsnuAWDI9K/tz2awsryzhybXNbF9Sh8dhu6WBuyTF0OhvYchxivK/gUWrmXZ7Q4YZDf0xGb2XAt9/wmqZaGQ4V2R0g57RUM7b9Thsd4T770JgeCTCj184yIcHLxCPp/i4sqeoCiVFXn7/dx+juHB+VIcxuTlGkhH+4cIu+hNj/Pbix9gcaJpyki4Q/LBjD4dG2/idxY/zcOkK1BxP6E1MTExMTO5kHFYL2xbX8JmtK1haWYzLZp2zKDVVUagu9PP8tlVsbKzin94/zM4TrYzPwNz/ZkimM/zswxNsbKhkTV05mGOGOw5TnLhBhBDku518av1StjRV8+H5TnaeusDBtl7G4wky+s279QshsKoKHoedDfUV3NNcy+bGKgrczhzdZCQZvR9DhpDy+sqswIahj5JMHSKd6bqt4kRa1+nNUXj0x/E4bJTlm5PhueCd907zzq7TbNvcyHgkQV9/kE3r6ujuHeNsSz/b71mEz2Maky50euOjtEcHyUgDuzr9AMmiqFQ6A7zbf5KDoxe4v3gp6h0eOXM7SRtpJAYWMfOBq5SStEwhUNDEzPKTryVjpNGlgVWZuwGziYmJyZ2OAMoLfHx260p2rGsmzzU70YczwWbRaK4o4j98ajvLq0r49rsH6Bsdn5UI84FghB/uPsbi8iJc9slTaE0WLqY4cQsU+dw8tnox2xbX0jc2zuH2Xo529NE1EiIUTxBJpEik0iTSmQmChSIENouKw2rBbbOR57JT7vexpraMldWllOV78dhtqMrtG6gLYUMoDgwjhiFzH7VwIwSjiVlRYQu9LlxTeAOY5JbTZ/tYt6aGX/3CNvbub+XQ0U6eenw1hmHw81eO0NE5avov3EYswkKZoxhNubW0gWAqxng6Tq27iFK7/7qpDbXuIoQQdMdGF1QZ1vmElJKYHmM4OUjSSGBVrORbA7g1D8rHKi/tHXmP0dQIj5c+jeWatL6MkSGYHsVnycOiXLknJow4r/T9nEJrMVsD96HdRHrfwbGPOB85x46yT+OxmGKwiYmJya2iCMGi8kL+3aNbWFdfgX2eeKe57VY+tWEphV4Xf/OLfZzpGZqV/XzY0sn7p9t4ZFXTHZsme7diihO3iKoo+F0O/C4HSyqKeX7rKkLRBP2hMEPjUcbjCcKJFKlMhvRFoxiLpmJVNdx2Kz6nnYDHSanfi89pn2cXmIGUBpABOTupKzOlf2ycZObm8vCmQhGCykCeuZI3RySSGaoqC3C5bNisFhKJNEJAns/JmpVV/PU3dzIejuN2mZVTco2UkvFMBKdqR1O0SQUDv9XLc5WPYlNuTayL6ymSehqPZsdruX4kTL7VjQBCqRjGbaukvnCRUjKQ7OeN/pfpjndiFRopI81q/zoeKn4Mq7jyeVY5aymylVwlWFxqI5QO8mrfCzxauoNCW/Hl1wxpMJ4O4lRdyJv8fGJ6lGB6DANTfDQxMTG5VQSwpq6crz6+lZXVpfNqHCuEwGbR2L60Dq/Dzp/+fCdne3MvUIxF4/z8o5OsqSun0OuaV+fA5NYwxYkcowiB3+3A73bQXJ79P3lxNfDSqmBWgBDz2sRFSklG7yGjdyOEFSFub7j90Hj0sriTKxQhKDdTOuYMt8tGMBhD1w28XgdjwRhDw2HcbjvptE4ilcbIcU1vkywZqfPDrldY7lvEpoJVk26jCAWHar/lfQmyFRkkzGgymxVAMdNGb5KkkeCN/pcIpsb4bOUXyLcWENdjSCkvRzlE0mEGkwMYGPgsfhSuiBMZI8NIapgLkRZaoy10RNsIpUPYFCvljqrL2xnSYCQ1RFyPYxEW8q0BHKoDkIymRtFlhgJbIapQ0aXOUHIQq2LFb8kHsh9vOD1OMDWKQMFvzcdt8VwWyrLRH1HGUqOkjCSaYsFnycOjeVGEgiF1gukxxtMhBII8az4ezYtAEMmESRoJMjJDxshQYAswlhoDJEW2EjTFHOqYmJjcGQghWF5VzO88eQ9LK4rn7aRcURRW1Zbxuzvu4X/+fBet/SM538ehCz3sP9/FJ1cvQp2n58HkxjGf2HPApRvHXF84UmZIpc9iGGMX/04hZQwpUyRTh8jo/VO9E8MYI5Z4k1TqGKpahKaWz13HJ2E4HM15yL8QUJJnihNzRfOiUj7Yd57hkQiV5X40TeFv/n4XK5ZWcOJ0D3leJw77/AhLvNOQSEaSYzhVR84rSFyLU7NiVy2E03FC6RhuzT7t4Gkwmc1J9Wj2q3p2SdSd7r0P1NdR4HTmqOcLk85YO92xTnaUPUu9q/Hi+bq6LO9oaph9I+9zLnKGEnspv1b7m5eFi7ge4/DYfs6ETzGWGmH3yC5sip18awHPlH/uchtt0VY6YhdIGSnieozFnqU8WroDTVh4f/hdxtNBnqv4PA7NSUKP81LPjyl3VvLJkh0ABNNjvNb3AjE9RiQTptpVyxOlz+Cz5AEwmOzntb4XGUwOYFNsJI0ka/zrub/oYaQUnB4/yduDr5PUk4Akz+rn4eLHqXLWcCZ8kr0j72NTbAwk+1npW0t3vJNwOsRT5c+x2LN03g7gTUxMTG6E8nwv//aTW1hWOX+FiUtoqsLGhiq+8sgm/ttP3iEYjee0/UQ6wwv7T7GtuRaf89YXV0zmB6Y4cQcjZZzx6N8Ti78DGIBEN0YByUjojxBMnVsuZepiGVEVh20bVsuSOer15IyEY6RzLE6oikKRb2HWSV6IbN+2iNrqQvx+FxZN5Zkn1/D9H33I62+dwOOx8/nPbMTnNQ0xZwMFQbE9wFgqiCGNCWH9uaTI7qPA5qErttXHlwAAIABJREFUNsKpYDelDv+UFTgSepp9wy0Y0qDOXYz6sX61jIxgUVVq/P4p5ZRPLWm+rb4884GeeBcWxUqVqwYDg5FENrpBUzQKbcVYFSvlziqeqfgcL/X+lLH06FXvd2ku7i18gFJHOYNdfTxV9iwBWxEKCqq48owYSw3zbOXnKbWX0RZt5bW+F1nmW0Wtq35G/RxPh7i/6BGa3M2Mpkb4Wc8/cyR4gG2B+9GlzpsDr5KSKT5X9UW8mo+UkcKqWFFQGUuN8M7gG9S6GthcsA1DSt4depO3B17jucp/BUAkE+aJyqfZO/IBLZEzPF/1Jd4ZeIOW8BkWeZbMuihnYmJiMtu47Vb+9UMbWVdfMe+FiUsIIbh3SS2dQ2v45tsfEU/lNk38TM8QH57r5OGVjQvmnJhMjylO3MEIYcfleBJF+EimT5BKn+SSSGEY1wuvUlDVYlz2T+DzfAVFuX2TeN0wGI3E0XNcN9njsOG2m/4Gc0VBvpuCfPflvzdvqGfJojKGR8Lk57vJ95tC0WyhCpXNBWt4c+B9VKFS7ii+auLp0Vzk2/Jysq9KZwGNnhLeiZ7kh517KXX6WZZXOWFymNDTvNR9kI9GzqMpKmsL6rB8zIzz+0eO4rXb+Z1tWyfdz6Va63c7CT2BIhTsqoOEHuedwTc4OX4cgK/U/xbljkpUoaKqDiyKZcIUXREqDtWJXXWgoOBUXbg1z4T91LubqHc1YVNtGNLArXkYTQ3PWJwoshXT6F5EgS1r1NngXkRrpIX1+ZuJZqJ0xTp4tGQHVc6aCe/tjLUTyYTZlL+VgK0IgA35m/l+x7fpT/QC4LfkU2grptBWRMKIU2YvJ99WQCQTxpD6rApyJiYmJrONpig8unoRD61owKItnGefENlSp5/dtoITXf28e6I1p+2HonHeOtbC5kXVeBzmmP5OwBQn7mCEsOC0b8dh24JujJLJdDE49tsYRpAC3x+gqWXTvNeKonjR1DKEmDhQnUsSqQzRRCrn7ea7nVgX0A1+oRNPpOjqGaO3d4x4PH1NZYYBLBaVLRsbTEPMWSAjdd4f+oi2aBdt0W6cquMq8931/hXsKH8oJ/tyajYeK1vDyWA3J4Nd/PHxn3JP0WKW51WRb3OTMXT64kH2DJ9l33ALkUyCrYWLWJlXfZWAIYEil8tc774ONsWGlJKUnsSluXm09Cnq3I280vfznO7HZ8m7PMEXQkERCrqc2gfoWr8Rq2JDu1ghRBUKbs1DT7wbQxrE9AiKUHFqkwuUcT2OROLSroibHs1DWqZJ6AkANMWCEAJFKFgumoAqKEh5szaeJiYmJvOHmiI/n9u2asGWzvTYbXzh3jWc6OxnaDyas3YlcKitl9b+EVbWzC9zUJObwxQn7gKEsKKpJaiKH6vWSDJ9FJt1DRZt+hWv7PV9+y/yRDqd8zAwAJ/TjkUzV9PmitffOsEPfvwRdpsFp9M64ZvlcFhZuazSFCdmAVUoPFC0ma2BtZO+7rf6crq/9QX1fKH2Xr7Z+jZt0UE62oYuGwFDduJqyGxtjlX+an61/gECNs9Vg4oVJSWcGx4mnk7jsJheJFNRbC8lI9P0JXpo8jTjs+Ths1y/hOu1CKY3MFXE5EKuIPv90qV++f0ZmSGux67aLmUkychsxSUDSVyP4VAdF41YnegyQzQTQUo5YXBpv+iVEtWjlwWMSCaCJrSL/hSJj/Xm9pLWDd481kJL3/Dt7spto6Vv+LJnjImJya0jgCfXLaGuOH9BT76XVRWzY/0SvrvzYE5TtQdDET5s6WRJZRFWzZzaLnTMT/CuQsVqaSKZPgpMbzQ3n0ikMsTTsyBOuOxmWPgccvhoJyuWVvD8sxux2bQJ0wihCPLzzdSO2UARCg2emjnbn1218GTFGkodebzcc4jT493EMyky0kAAFkUjz+pkS2ARj5evoc5dNOF+1BgoYG9nJ//l7XdYVlyM82MCRYHTyfa62jk7nvlMjauefGsBOwffxKE68WhextMhuCgUSCnJyAy61MkY2Z8JI4EVKxahIS5GQ1gVW9Y4NTWMQ3UhBLhU9zR7ziKEgt9awMnxYwwmB8iXBbRFz9OT6KbRs/jydkPJQS5EWrAoFoKpMc5HzrEqby02xYZqUSmxl3FobD/F9lI8mpeMzCAQeC0+qp21uDUvB0b3salgGxLJwbGPKLQVUWwvZTwSmpVzezOkdZ0f7z1+u7thYmJyB9FUVsj2pXVXRTwuNIQQ2K0Wnlq/hPdOteVcwN11qo1nNi6j0Hf955bJ/MYUJ+4qFOy2jWT0PhRl4TjcJ9IZEqlMztv1Omxoqhk5MVesWlHF2ZZ+MrpOvtOJdk1KjQBUZeE+eBcCST1FR6yH4eQYmqJSYi+kzF6MpuRepLOrVrYUNrEmv5a+eJDu2AjhdBxVKORZXdS6i8i3ubEIdVKh9L22dvojEXRD0jsevqr0cmNBgSlOXMSpOnmk5Ale7fs5323/O5yai6SepNheik2xY2Cwb+QDeuNdnI+cI67HeLHnRxTYCtmYv5U8qx8hBAXWAMu8K3ml7+f4LHkU2op4suzT192/gkKTezHHQ0f4SfcPcGtuNKFRav94hSdBob2YU+HjHA7uJ5wJU2ANsDJvLarQUIXGQ0Wf5NX+F/jnzu/g1FxkZIbFnqXcV/gQfms+9xU+yK6htzgfOYtEYhEW7i96BK8lt1E/JiYmJvMJi6rwwPJ6Kgp8C2ZRcTqqCv08tKKB1v6Ra9J7b43ukRDHO/t5YHlDztqcilhmjI7oQdJGtvqIQKApdjyWAIW2RqyK8474rG4XpjhxVyFw2LZhs65BEQunhGZWnMh95ITLbkO7y53+55Ili8t4Z9dp/uTPXsGf55ogDNkdFr76lYcoCtxej5M7ESklw6kxXux9i/ORDpJ6CkUIbIqNTQWreKh4Gw419+k0ilBwajbqPcXUe4pv6L3Pr1zB00snrxJkNSOeLiOEoMZZy+er/n/27js8rvM+8P33PW36YAaD3kiw9yJRpEiJ6rJjyXKR49hOHCf2TW56uZu9u3/cTfZmN9lkN/fePEm8KU6cZ1PsOHGJ5RZJNtU7KVLsnWABQXRgejnlvX8MBBEiSALgAUkA7+d5pIeYOXPOO8CUc37v7/39vsBAuQ9b2gS0AAkzScKqRSBoD3eQtGpZW7Nx/HEBLUDgsr951IjxRMsn6CtfouJViBlxNDSCepAPNH64muEwtrQjZsT4SMsniJsJhBDUBxr5dPvnGCz340qXukA9jnTRhYZAsDGxmdXxtVhagMFyPwJBQ6CRuJUYX37SHl7MZzp+loFyPxWvjCUs6gINGMJACMHamg00h1oYKg8hBNRZ9SStFALBiugqmoItBLUgmxJbWB1fB8CW2m04njOh+KuiKMpc0piI8eC6pXOqCOa1aELwyPrlfP/tY5wfHPVtv9limddPnGfnms5Zz4pO25d4feBvEWiEjGoxcUeWkdKlKbSGu+s+R8xsmNUxzGcqOLGAVKN4AXQxt9b0265Lxb164bWZigRMdJU5cdN8/5kDZLIlNm/oIJkIo70vS8I0DQKW+kiaDR4eLw28RV9xkM+0P0FbuImKZ3M828Xz/a/THGxgS+36Wz3MCVLhuZPddasJoZGwkiSs5KT3L55CRw0hBDEzTsycGLjWMWgLd0y4zdQsFkWWTHhs0qoladVOuu9aq+6yf6euevxqvYzJu8boQh/rxnFlkKvGSlIz9tzrAvXjt0+2raIoylyypq2B5c11199wDmlNxdm5ppN/evkd37InXM/j2MV++tM5WmtnP6NO1yzWJ55gTc0HALC9IofTT3N49N9oCq1ifeLDsz6G+UpdCcwxUkrSxTLDuYnFxuLBAHXx+ble33Y8bMf/4EQ4YKGrzImbRgjYcsdifu5zOwkGzTm9dnKucaXHydxZHmrczvqalePpho2BOs4XejiePXPbBSc8KRnM53nl3HmO9Q/gSo9lqRQ7Fy+iORZT711FURRlXtOE4MF1y+bd913IMtm5upNn3jnBoI+dO7r6hjnbP0JLMj7ryyqq9bMCBPVqtm9Qj9EZ2capzEvk7WEAPOnSXzrJ+fweRis9SDwiRoolse00BVePF5p2pcNg+QxduTfI2n0ARIwUiyJ30RRajS6ql+sVr0B3fj/n8nuoeHnCRi1Lo/fQGFo5vo2UkoqX50JhHxcLBym5aXRhkbTaWRF/kJhZjyc9hspdnMu/xXDlAp50CRtJOqN30xJaiy5MLuT30Vs6RtJq52z+LRqDK2kNreN45jlKbpY1NR+kIbiCvtIxjmWeY3X8EboL7zBUPoelh1gavbe6L2363WVUcGIO+sHeY3zpubcm3PaRO1fz7x7fOe19SekBU6mYq40XTrvZHNf1taovVD/wA4Z+G9R2Xzg2re/g6R8d4uvf3kNLUwLLnJh2ZxgamzcuIhyam22y5qJ35yum29nhWhzPZbCcJWoEiZiBGe/7UjbLn732BudGR6gNhRECjg0M8sKZLn5r5z2sqJtfM0mKoiiKcrmGmiir2+qvv+EcI4RgXXsjnQ1JX4MTmWKZoxf72bK0jYB58y5xpfSoeAUGyqeo1liqZhbaXonjmecYrXQTMerQhEZ3YT/dhf081PQbNASXAzBYOsOu3j8mbCRIWK04XoWB0iksLUxDcDm6MHC8ModGf8DxzC6SVjsBLcpw+SzdhX3sqPsCHZE7EUKj7OXYM/Q1unJvUBvoIGKkqLh5+krHWBrbAVSXoJzMvkh/6SRRI4WhBegtHqM7v48HGn+NlvA6snY/R9LP0BxcQ9nLsW/4G5yzdmPpEYbKZyh7eR5t+vfknCGOp39EunIRSwsT1OMMly9wsfCX3FP/BRZFtk47UKSCE3PQYDbPYHbimzlXKk/psVJKpCxQLL9Mqfw6jjsAXL/YZDzy04SC0w9++MF2/c+c0DWBqU9eiE+ZHYeOXKRvIMO57iHgyqZ/4XCA31tcj2FoaEJcUTBTmTldaCyJdPBc/+uE9dBlyzrOcCZ3jidaHvbtWL2lUf7niWfwpORnltzP6njrjN5nT584Sd6u8F8efYSOmho0IejJZPnzN9/kqSNH+T/vuzWfR4qiKIpyM2zqbKEuNj+zouPhIFuXtbOvqwfHxwnId7p6+PG71896cMKVNkdGn6GncAiJpOIV8KTNhuQTdESqbdstPczm2k9giAAhowak5GLxED+89D+4WDhIfWAZQggGy2couqPc1/iLtIaqWawlLwsSDGEhpWSgfJpDo99jfeIjrE88jq5ZFJ1Rnu75A94Z+Tb1wWWEjSTn83s4lvkRd9b+BGtqfoyAHsGTLiU3M57lYWpB1ieeQBM6YSMJEgbKp3i6579xPv82zaG1ADhemTWJDxAzGniq+z9haAF2NvwCR9PPcjr7KgV3dHysCauN7fU/iylC5JwBnun5Qw6PPk1jaBUhfXrLbFRwYg7KVyozfqwns6Szf042/zVcb4jrByYEQkSJhH5sxse8Ua7n4Xj+Zk7omnZbFxfKFErsP3dpzvWKF0KwvLmOpsSVRS0/+6m7+Yknt1z1sZoQ1CYjvPTaSZKJMJs3dFx1W2V6NDTur9/KcGWUr5x/CturtmkM6UF21G1mTXy5b8e6WBhh73AXQc3EvYH3bdfwCJubm1lW+15f945EDTs6Oth1+rRfw1UURVGU246pa6xpayAanL/ZpHcta+cfXtxLpji1CdapON07RLpQIhEJ+bbPaxFogIeUHmU3T9bup+hmMLUQAkHEqCVr9zNa6MaRZYpuBk86VLz3JpkTViua0DmSfgZX2tQFOgnryfGMdVc6DJROUXBG0YXOhcK+8cdaWoj+8kmKbpqwkeRCfh8xo4HO6N1YY50Zx4MQ42MWRIwkWXuAS4UjOLJExSviSZeyl+fdvFpDBKgxW9GFSUivodbqwBTB8WCDI0vj+1wc3Tp+vKhRT0t4LWdyb5B3hlVwYiHIl2cWnJDSo1x+k3Tuy0hZxDQ6scxV2M4FbPsYAWszul6P6w5QcY7jeTkioQ8RCT1OMLDN52cxdZ6UeJ6/F+maJm7rNqJnB0b4zb/9ju/LWWaboWv8zicf4WNb115xX21yatH/Yycu0dqSVMEJHwkhaAzW8TOLn+Rc/iIjlTSGZtAUrKc52OBrK9GsXSBnl1iUqKM5lJhxdlLYMhksFCi7LoGxytsV16U/nydkmr6NV1EURVFuN4lIiFWtDWjzrN7E5dpSNSxtSrGvq8e3fWaKZY5fHGBR/eQFov2iC5M1iQ+OF750PZvzhbd5uf9LSCTb6z9Pxc1zcPR748GEgBZBIil7BaoBAAkIGoMruK/hlzmc/jee7/1TklY7i6NbWRG7n6Beg5QuOWcAR5bZP/IUmph4+R43m9ConidlnQFCRoKAHpv0/OvdmhSH009zNvcmEg9Li6IJjZKb5b0Fv9Vi24awkEg0oWFoAcRYFy6QEyZQLw9ACCEIGykqXgHbKzFdKjgxB+XLM22r6VIov4SUOYKBndQlfhddaySb/yqjbjexyE8SDj6MpEK5coDR7BexnXMYejOGfuuqnleXovgcnBBCFWRU5r3RSgYhBHEjSsWzCWgWq+LX79xwI959pwZ1i5Ax8xmfexZ18Jdv7uYv33yLDU1NaEJwdKCfF8508fk77/BnsIqiKIpyG0pGQyxpnLwD0nwRCwXYsKjZ1+BE2XY43jPABzat8G2fU6FrJm3hTUSMWgbLZyi7Wc7l93Bg9DtsTn6C5fH7MESAkpvhO92/PeGxhhagM7qNptBqhspdnMy+yDsj/0rW7mdr3WfR0NFFgJBew0NNv0ncbJrweIEYb2lqCAtHlvHk1TLjJd2FA+wZ+hobkh9hdfxRDC2AKyt8t/t3Zvz8HW9i9ovrldHQx4t+TocKTsxBhdJMl3V4VOzjAMQjn8EyVwOgaXEEGkIY6Hr1g1APNiBEiMGR32I0+5fUmyvQtdlvzfN+Uko8KfF7cYOAK1pZKsp88+LAm4T0IA81bOeZ3pe4O7WZhuDkrRz9EjfDRM0gJdem5NpEjOCM9rO9vYOy4/CNQ4f57tFjeFKypLaWz23ezAOdnT6PWlEURVFuHy3J+LztwveuoGmwsrWeoGlQsq9f/24qKo7Lmb5hKo6DZdzMopiSkpvB9oqYRmisI8ZZTBFkefx+YmYDSBipdOPIiddxnvQQCMJ6gkjkDppDq3lj8O85nX2FzbVPEtaTpAKLcKVN0c3QElpXbYEnASQSOba8BOoCSzieeY60fYmwnkAIbWyCt5ql4eEyVD6LAFbEHiBuNY3VnDg9oyyHdw2Wu8ZrVXi4DJbPEDFqCWpXLvO+HhWcmINmvKwDieelAYFpvHdyL0QAEHhe7rLbNILWZixzHRX7ALZ9HD2w9QZHPjN+L+mAasqRpnp1KPPccCVNrQUeHkeyp1hfsxKY3eBEZ7SeJdEGeoojXMgPUWtFZ7S0wzJ0Hl66lDtbW8lVKiAhYpkkQiGMeZzmqiiKoixsmiZY2pSa9xm+QggW1SWoi0foHkr7tt/+dI7BTIGW2rhv+3w/KSVZu5++4gkAyl6Ok9kXyTvDrIo/QlCPETPrqXgFLuT30RhaSd4Z4vDo09heccK+unKvU/HyJKw2DGFRcEYYKp8lbjVXl3AIQVNwNa3hjewb/jpQXcrhSYfRykUMzaQzugMdg6WxeziTe4Pdg19lQ/IJokYdjqyQtntpDq4mZjYQM+txpcOFwj48XIpOmqPpZ8eWdUyfQONE5nliZj0RI0Vf8Ri9xWOsrHmYqDn9zmoqODHHuJ68weiivOz/VUJExvY9iJRy/EJC06IYRivF8ss47sUbOOZtan5/5isKIT3Iqdw5jmXOkHeKnC9ewpFXdr6pMWO+ZVTUB+I80bqFPz3+b3zv4tssitSRsKqfMdcLUlxIpxkuFFjb2EiuUiGo66TCYVLhsC9jUxRFUZTbnSYEy5pmdyLhdtGaqiEVC/sanBjKFhjI5Gc1OOFKm33D3+LAyHcBiYdL3GhkU/JjrK55FEOz6IxuZ6B0ireGvoIuDAJajBXxB8YKSb53PlRyM+wd/gZFN40mdDR06gJLuDP1KQJaFIEgataxve7z7B/5Nq/2//VY9oUkbNSyMfmx8b2lAp3c3/hLvDP8LZ7v/TMk1dp1SauNuobFaEKnI3Inq2oeZt/wN3hn5F8JaFFWxO7HkeXxDAzE+9vMiwk/i8t+1oVJS3gduwe/Ss4ZRCJZHttZ7Soipl8jTAUn5piibc+45Y5AoOv1YEsc5wJYmwDQ9RQIE9s+hZSF8WCFlB5SVpCyjJT+VdKdrtmIHEtgjjXCUJRpu6t2A+e6u/nahe9xsdjHd3t2EdQCV2y3tXYDH2l9xJdjSmBH/QpGKnn++dxrZI88xYdb76QllMS8RuFNU9N5++IljvYPsLyuji/v3sNd7W3ct3ixL+NSFEVRlLnA0DQ66hK3ehg3RSIcojkR54Do9a2+3Ei+wGA2P2HC1U91gU4+2v77uJdN9gg0LC1ExEiNX5DHjAbubfgFCs4InnQwx+5fFrt3rKhldWwr4g/QFt6I7ZWQeOjCJKjHCek14x07oBpguKf+f2NT7cdxvDKa0DC1cHX5xlhBTE3otITWUdu0iKKbxpU2mtCxtMh4x46wnmR73RfYkPgYrqyMjbuOFe6DvLv8ozO6nabgKgJ6FICHm/4PLC2Chs7i6DYaQ6uIGfUMVc7hSpul0XtYl3iciptHEwZRI4WpzWxiSQUn5phi2b6BtpoalrGKIs9RruwlGn4CANNYjK4lKVXeomwfJGhtRQgN1+vDtk8ghI4QM1s3fqOEEIhZqA3xbi0LRZnPlkTa+dVlP8OlUj//eO7bPNJwDy2hK4vbxk3/1rWeyPTw3YtvM1zJ40qP5/sO80LfERJWmLAe4GrnCa2hFHcaGyjYdnX9Y6FwQ22TFUVRFGUuqo2FqQnfnFaYt5qmCRY3JDF1jYpzZWbnTBQrDn2jWVxPYuj+X0OYWohU4Pq1r4QQBPUYQX1i3YWY1nDF/mqs6/+9hRBYehhLv/ZFvxAaIaOGkDF5rUAhBAE9QkCfeO4X1d5bghHS44T09zJPElbr+L/ffU7vBpMkEiF04mYj+NBMTQUn5piibePOODihEwxsI537G0rlN3G9UXQtga41ELTuJJP/CkOjv00k9CGEiFAqv065sg/daME0Fvv5NKZFo9pZw89gQjVzQgUnlPlNCEHECLEo3EpnpJ2OSAsd4ZZZPWZXfoBvX9g9/rM5Vqk5Z5fI2VcvthTULBoSEb5/9ARffnsPp4eG0IChQuGKbesjET64fLnvY1cURVGUW605ESNoLZxLtEX1CQxNo4I/wQmAnuEMFcfB0GfeNUy5NRbOK3+eKFZuJDghsMw1REIfxNBbkGPVYoXQiUY+RbH8GhX7EBX7CNVUIw8wCQcfxTRX+fQMZjBqIappWX4GJzyJOwuFNhXldqQLjUcb7yFpXb3jjic9Kp6NpZloYuYFJ5fHmvj5ZQ9P+3E1Vpi76zq4lM6z92IPPdksZcelP5+/YttltSkVnFAURVHmpfqaCAFj+i0Y56r2ugSG7m+h697RLLbjwpUrWZXbnApOzDHFso3jzuyiWgiBoTeRSvwumoijae+l8wTMdaQS/5V09i+xnVNIXDQRJxJ6jHj0p9Fu0bIOAF0TGJp2A0GZK7lS4rj+RWiVqZFSUizZFAoVHNdF0zRCQZNI2EIb68Dw8AOrCYdUpNtPmtAmXc5xuZFKhu9feo4nWh6+ZhDjepbFmlgWa7r+hlfxuc2beHLtGv7wxZe4s7WFBzuXXLGN3ycxiuIXQ9O4e2UHjfHorR7KLXNxJMMbJ87f6mEoypxVH49imQvnEq02GiIStMgU/atv1zuao6LO82dda2g9n2j/fyYs+7hRC+eVP08UK84NXaQLYWDozZPcbhIK3EvA2oTjdCNlGUNvrBbQ9GMB0Q0wdA3D0Cj70wIZANfzsGdYWFSZGcf1OHmqj+deOsqJU31ksyWsgMGi9hTbty5l25YlhIImy5c2qkYqt4AtbXqK/Tjerf0yN3WdZCjEpuZmFieT1Efnd593ZX4xDZ1P37ORbcs7bvVQbpnnD53mrZMXVF0nRZmhZCSEtYAyJyzDoD4e5dLIzFpZTmYwk8d21Hn+bBJCEDJqaDM2+rrfeRWc+PuX9vJ21zxseXmZwWze18ji5YTQ0UUN+g3Mms4GU9cxfZ4p9bxq5sRsVfJVrnT46EW++KXncByX5csaWbm8iVLJ5vTZAf7qb19kZDTP4x/YgLWA1lkqV/f4yhWY+tVPzqSUnB0ZpTEWJWze2gCqorxLUP3OCiygWc/38/v7WlEWEkPTqAkHZ6VT3e3KNHTq4/5ORBQqNtnSres0qMzcvPr2PNLdx65Dp271MBSfGbqGcY2LlJnwpKTsuGMNc5SbYdeLRwmHLH7tFx6mpTmBrgmkhGyuxD//626e+dFh7tm2jIb62etLrcwd8eD1l5J98Y03+Pm7trCqvv4mjEhRFEVRZlfANIiGAgtq4szUNWpj/nYncT2PkVzR130qN8e8Ck6oBEL/ebKE52XRRBRNuzVtjUxdx/I5OAHV4qKe56HNwr6VKw0N5Vi/to2lnfUTvnQDAYMdW5fyxlunqdhqfeBcV3Jtcvb0Twh0TaPGjExrtqhwQwWCFUVRFOX2Ypk6kcDCqrtl6DrJyLXbY06X50mGc1d2+1Juf/MqOKH4r1R+k9HMn1AT+zkiocduyRgsUydgzk5wotoD2fddK5NobKihVLZxXQ/jsl+6lJDPl0nVRgmoJR1z3ltDp/iLE89O+3Et4SS/t+HThIyFdVKmKIqiKO+yDJ1wYGEtVdQ1QTzkb1sNT3pkZ2kZvDK71JWAck2ue4mKfRjXHb5lYwiYBsFZWFNeKFdwPE91GZoljuOSzZaqPwjYcsdivvnU23zXSH3+AAAgAElEQVT/mQNs2tBBNBKgUnE4cbqPZ3cdZueOFcTjtyY7R/FP3ilzvjB41fulrJ40eGO5bhqCkGERNiykyn9TFEVRFjBL1wktsIkaQ9OI+R2c8KQKTsxRC+vVr0ybJwtIbm2qfcDQZ2VGPVeq4KiOHbPmfPcw/9d/+Vb1h7FU/XS6wNHjlwiHLXRdQ3rV1qKu52FZBg/dt0plT8xxS6INfHbxzqveX/EcRit5LhSGOJ3rI6IH+GznTramlhHUF9ZskaIoiqJcztA1LGPhnQcFLQND13w7L/ekJKcKYs5JC+/Vr0yL9PLArb2AD5omoVmofJ4plG/b4EQsFGD7ykW4szy+XLnC8YsDlGwf+7SOqYmH+PCPTb29kGnqGIaq8j6bpJQ40sWT1deVLnR0oSGEIGpEuK9+KxHjxrJXVsZbWBlvue44hipZXuw7yj92vcTB0Qs81LQOocrTKoqiKAuYoWsLrtuPEIKAYWDquo/BCSiUbV/2pdxc8/7Vb+oanQ21xEPXr/w+F6QLRbr6R3CuUQROyjLlygGkrNzw8SrOCaT0/8J1OkKWQcjyf0Y1UyzhuLdnAcb2VA2/+6kPMNtlXk9dGuI//8sP6RnO+L7v2mSEn3jyrilvLwBdtaCbFRKJ7dmczJ7jYPoY/eVhDKHTHm5mY2I1baEmInqIbamNaMz+30AIQV0gzhNtd3KxMMzXz7/BltQSPtK6BX0BVShXFEVRlMvpmrYg2/Gaho5paBRv/NIFqE6CzMbEmzL75n1wojYa5j88cT93drbe6qH44vWT5/lP//LsNSvQuu4QfcO/iOv2+nBEya3ugxIwDWKhAMLnkaTzJezbNHPC0HVSMX8rF09mIJNH12bnYlAIgXlZ4csDhy4wmrl6FwdD19i0oYNwSBVE9JuUkreGD/DP579Pc6iBpmAdrnR5c2g/e0cO8bnFT9IZaUfn5laHtTSD7fUr+Nq513h94CQfatmEztT//oamLah2a4qiKMr8pgmBsQC7yBmahqH5F5SRSMoqODEnzfvghGXo1ISDEy6S5rJo0MKYysWk9AANTYvDDcyESplHylvbJ1gIQSISQvdxLRrASL6oPrhuoh88e5CjJy4PmEkc16NQqKDrGh1ttSxb0qCCE7PAlS6vD+7jvvqtPNJ4DyE9gESScwp89dx3eHv4EJ2R9lsytoQZRhOC3tII6VKZLDapcBjbddGvc7Lyy9u30R6vuYmjVRRFUZTZo/l8kT5XGLqG7mdwQkLZUef4c9H8D07oOtHg/LnYCVnmlN+8ptFJIvYbaNrMT95zhW+SL35/xo/3S200jKH5G5woVmyyqljOTfPEY5u4f+dlgS4JpbLNma4B3ny7i4fvX0WiZvazRRaiav6Tx/LYIhJmbDzbIKgFaA83U3BLt2xsGaeIJyWulLxx4TznhjP8/F1b+P6x46ysr2N9U9OkjxNCsLq+/iaPVlEURVFmjyZAm6WM1tuZpgnfn7frqQ5gc9G8D06Yhk4kMH+CE+GAiTHFtWiG3ko4eD+6Xjfj49n2UQqlZ2b8eL+kYmFMXfd1/ZiUkoF03rf9Kde2dtXkRRJ3bF1GXSrKG7u72LFtGZbq1uGbslvBlg6udGkPt3A0c5qWYCMhPYjEI23nuFTqZ1vtpps+NiklWafEDy8dwJUejcEaRotlhgsFJLCnp4dIwLpqcEJRFEVR5huBQFuAyxU1hO9FsT1PIqVUyz/nmHl/FWAZOtGgv71zb6XpZE5oWg2IG1vOIrQoN7IsxC8NNVFMnzs5eBJ6R7O+7lOZvkDAYPGiOr713b3kCxWSicitHtK88dLAWxxMHweg6JY4mTvLgdFjpKwEjnS5WOxDE4KttVPvqnI9l4ojHB7tvuY2EknGLrJ3uItXBo4hkdxZ20mkGKRrZJS9Fy8yWizSnU5zuL//iseHTZPOZNK3MSuKoijKbUGwIPtWCSHwO4YgpUSyMH+fc9m8D05EAta8qnobtszrrkUTIkAwsI2AdQeCGwvMaCKCuMlF8ibTUBP1ve+zlHJWulQok5Ny8vS6Utmh++IItu36/sW00CWtGtrC72UeLI8tnnD/kmg7INCFf5+RB0cv8N8PP3WdrSS251LybAyhsTW1jJ0Nq9Eck5e6zvJnr7/B2dFRukZGeO70mSsevaKujt995GHfxqwoiqIot40FeC40KwswFuDvcT6Y18EJAcRDgXmVzhO0rr+sQ9Nqaaj9M6oZDzd20WEaiwkFH8Iw2m5oPzcqEQn6XjtESknPiApO3CzPv3SM/sGJmSqeJxkeyfPaW6dYubyJaGR+tPy9XdyRXMvm5NrrbufnJ6SUEo/r14YJGwE6AnXcUdvJx9u30h5OAfB/P/ww3Zk0f/La62xsauLu9isLdUas+bNUT1EURVHeJSV4V5nMmc+klPj9tDXfF4osDFJKShWHvpEspYpDNGjRkIximTcnbDC/gxNCUBOeXxc7uhCELPOa21SDMdfeZqoC1kbqEr+P0G5toUJD12hKxjjVO+TbPiUwmMmTL1fmVV2S29Wrb57iyLFLE28U1bowa1e18qkn7yIWnV/v11tNG8uIcKXL60P7yDqT11jpCDWztmaFL8fcWreMP93y+etuZwidiBGgIRgnoJnjQeR4MMCaYAPrGxtZ09DAHa2T1ypRFEVR5oaFd6l9I/y/SJ8LpJS+B2WEJubVBPVMHL/Qz6nuQdZ2NtFUGyN4jWtIKSWFks1ze0/y7J7jXBrO4jgeAUunta6Gx+5ezbbVi4iFZ7dcwrwOTgDE51lwAripF9JCBND1W1+zw9R02mr9bxmYLZbpG82ypDHl+76ViX7l5x+iUplY0FQIsCyTUMjEsowFWQTqZvCk5EjmFIPl4fHbbM+hvzyEJjSebP0g18+vmJqkFSFp3XjdkMdXriSqgoaKoihznpQeUoUopsST4Hr+daabKxzPw/P5eS/ElqyXk1Ly7O4TfOPF/TSn4vz6J3ayY+3iq25fLNt8Zdde/mnXPjL5iV3cTvcMsf90D59+6A5+6pHNhGexE+a8Dk4IIagJqeDEfGAYGovq/S+Aly2VuTicUcGJWZIvlMnn32vXOlmbKNt2sG0HIQTJRBjDuPU1TuYbQ+h8qv1xXPneF78rXQbLwzzT+zIpK3ELRze5ztrq+/1qtUoW+myIoijKXKE6Ok6d53k47sILTriuh+PjC0WIalMEKSVF22E0X8TQNZKREKbu33mm7bj0ZXIIqkvvE+HglBsXQPXvnS1VZqUMQaZQ5ui5PnLFCqPZ4jVXE0gpefXQWb42FpgImDoNyRjJaIhsoUz/aI7RXIl/2rWXtvo4j25ZOeXukdM1r4ITa9saKVbs8Z91TWNF88zbaN6uIkF/lmwAeF4e1xsBKmgifkNtR2eToWm0puLomuZrRDlXLNMznFGthmbJrheO8q3v7p3StuGQxW//xydobvQ/Q2ahE0JQY8auuL3OSnIwfZyj2dNsSKyalWO70mO4nGOgnKHoVtCFRswI0RiqIWpc/YvSdl2O9PdzdmQUx/O4PDE4FQ7zwJIlszJeRVEUxV/uArzYninXkwsyOOF4nq/n9wJBwDSoOC5P7T3C6b4hTF3j/lVL2Lq03bdM3QvDaf7gu8+zsrkeT0o+escaVjTVTfmaouy4HOjuZceyDvQpPkZKSaZYRtMEsWt0pOwbztI3kgNgWVsdzan4VbfNFMp86+WDpPMlQpbBx+5dzycf2EAyFiZfqvCjt0/w98+8zXC2wL++fIg7V7TTkIxOabzTNa+CE5/avoEf37buslsE1jychb3RzAkpPRz3AvnC9yhV3sD1hpDSIRr6KIn4r4xt4+I453G8Pgy9BdPo8GPoMyaEoDYaJhUL0Z+efN38TJQdl7P9I1Qcl8BNKvSykLS2JNl+19IJt73w6nHCIYutd3ROuN2yDEI+Bt6U90gpsaXzviwEiSNdMnaOiOFvTRmJxPU8TmV7+WHvAfaPnGO4kqPk2uhCI2IEaAnVcm/9Su5rXEPKil7xRf7KuXP8+Rtv4XoeFzMZ2mrijBSLVFyPn9y4QQUnFEVR5oiK4y7IOgoz4XoetuPe6mHcdGXbpeLj89aEIGganB8a5UTvIL/+6A66BobZdfg0yxpT6JqGJyX62AW+EIJcqUzZdglaBpGARa5URsrq6zccMCe9/nI9j86GWn7p4bv5twPHOXChl45UAsfzsF0Xz5MkxjIWMqUyrieJBS0ChkHRdiiUK6xpqUcTolqI0nbIlyvomkYsGEDXBIWKTaFiI4CacJBixeaHh0/SnIizpqWBRDg4aTBkOFsgnS8CsHpRI+GrnGNLKXnt0FmOnusD4O61i/nCY1upjVfPDeORIJ98YCMDo3m+/sJ+jp3v50T3gApOTMVCubi8keCElB4V+yjD6d+jVHkTKYtj9wgca+tlW7oUyy8xkvn/CIc+UC2KKW7tcpJkNERjTczX4ATA2YFhcqXKgnn93Ewb17WxdtXEgoanuvqpr4vxMz+5Y+LGgptWCXihcaXHs70vk7bf65YikQxXRrlY7OOTbY/5ejzH83h98DhfOrmLrnw/tlc94RC8l//Qletn7/AZ9o+e5+eXPURbeOLSqtfOnWd9UyOf2rCeL77+Br+8bSua0PibPXtoil2ZBaIoiqLcniqOo2pOTJHjepQd5/obziNSSiqO42tQRggIBUx601kaYhES4SBNNTFs12Xv2R5eOXGW9lQN2VKZj9+5Fk0IXjjWRb5UxjIMHt+0iq+/dQDLMCjZNjXhIJ/dsfmqS0I8T+J6kqBhcHEkww/2HyNkmXie5Mkt6zjdP8SesxdBSlpra3h84ypO9g6yp6ub45cG+P0f/yBlx+HZQyfpS+dwPI8HVi2hNRnnBweOM5wrYBkGH71jNV0DI+w6fJqmRJS+dJaP3zl51bB8sUKhVA1qtNbVYBmTn2PnimVeO9RFtlAmFDB5/O7VJKKhCdsELZP7Ny3l3946RjZf4ui5Pu5d3znp/m6UuhKYg5Y0pLhr6cTWnlOpxyClxHF7GE7/HsXyK+haEitwN547Qtne/76tTUxjOeBRrryN7VzAMpdOttubJhUN01Ib5+D5Xl/3e7p3mEyxRCp2azuSzEeGoV9RQ0LTBLquEVRZEjeRpOAWJ3TrEAhqrST31G1hfc1K/44kJfuGu/ji8WfoLgzRGq5lW2o5ndEGokYQR7oMlbPsHznHOyNn+dGlA4DkN1Y+RtKKjEf/C7bNmoYGGiIRgoaBqessS6V4eOlSXuzq4sm1a3wbs6IoijJ7ihVHZU5Mke26lOyFFpyAQsX2tVuHJi5b8vBuUoGo/les2Bi6xk9t38T33jnGO+cvkS2WOXD+EovqEpzu6WdtWyPD+SKPb1zJ8qY6/mLXm4zmi9THr8wWONzdx1+/8BbhgMnjm1ZRsl0ypTKf3Lqe+liUkm3z8omzPLFpFW2pBH/zwltcGB5lY0czq1rq+b2nnkMC54ZG+f47x1jf3kR/Js/B7l6G80XypQpfuO8uAoaOrmvUxSIc7O7l7qUdbOxovurv4N2Aj2noxMKBSeu+SSm5OJjhjaPnAdi4tIV1nU2Tbru4MUkiEmQ0W+R8/+h0/yRTpoITc9CDa5ewddnE4ERwSjPOHqXyqxTLr2IandTW/GeC1kYy+X+8IjghhMDQm9H1Fhy3B8e99cGJkGXSnqrB1DVsH9fj9adzXBrO0tlQ69s+FeV2ogudJ1oevqK4pC50TM3wtd5KwS3znYt76C4Ms6N+JV9Y+iCLIvUEdRNt7AzBli6Pt97BqwPH+dKpH/FC3xEeaFjL/Y2rx7uSJ0IhBvJ5dKER0A32XuwhEQwyUixStO1rDUFRFEW5jRQqFd/bRM5XtutOqJ+3ELieR65Yvv6G06BpglgoQGM8yvNHz5AuluhP57B0nUhgbHJMCDRNjLcx3bSohYdWL8GVkppQkF2HT9GUiGHqOpahj9W/ulJnfS2fuGs9yUiQaDDAmf5hasMhIgGrWjRy7M+pCYFGdXJosmLfUkqaE3E+snkNpq4RDlgc6+lH0wSaqF6bvfc4cdXxML6FAMHY469+nvf2iW6GMwUCpsHWVR2k4pNP1hqGTiIawpPDZAulSbfxgwpOzDFCCEKWSegafWqvzqVQegmwiUU+TST08Ng+Jy9Kp2kJdK2Win0M1xua+aB9IoRgaVOKkGVi+/gh5knJwfOX2LFqkW/7VKps270iTc91q8WeCsXKhNsFEAiYk0ZrlRtnaSbDlTS9pQHK7sT3T30gxaJIqy/H6cr1c2j0Ao3BGn5myf2sjrdeEfywhEEqEOPDrXdwoTDEP5x5idcGj7OjfgWBserP29raONTXh6lrbGlr5ct79vDDU6fpzWVV1oSiKMockitVrtp5SZmobLsUSgsrOOF4HumCz8EJoREPBeioS9JZn+SLP3wdQ9e4b2UnhqbRM5LhK6/tYyRf5ON3rkUIwdMHjvPUvqPEghaPbVhJ0DTQRXVaJWDok07kaJqgNhqiqSY6vjxcE9VinO9OtoQDFtuWtPPMoZNoQlAfj9CeurJLWkcqwfLGFN/ffwxT13hozTJWNNdztKefv315DyHT5IlNq0nFwnSkanj6wAl6RjI8sXn1pL+DgGUQMA3KlWpti8mK/+dLFV7YdwqAupoIO9YtQrtKtxEB49nQftYHeT8VnFhAJB6Oex4QBK07r7u9ENZYnQkHZOW621/O9Tz6C3kGCwUsXWdJIomhadiehxBgCG1Gs7UrWuqJBgNkfI6wHjrfi+t502r/o1zfi68c5+ldhybcduJUH2fPD/I7v//tCbeHgia//ouPUF+n6gn4TSLZP3qUb3Y/g6CaMXG5LbXrfQtODJSyDFdybE52sjTaeM33uSY0tqWW8ZWuVzibG5jQ6nRbexsbm5sIGAaPLFuKqWucGBziI6tXsXOxCiQqiqLMFZlCSWVOTFHFccmXp3fOPdc5rsdIvnj9DadB0wSJSIiAofPklnUM5wqYuk4qFuadcz0sbUzx4U2rMDSN2mgYgeAz2zdRqNiYukZNOMjn79tCPBRA1zQ+s30T2WKZ/ecvTThOY02Un7n3TszLljC31dbwiS3rCI9laGhCsH1ZByub63Bcj0QkhKXrY7U23PEgRiwY4BN3rSddKCKpLmcPmgY/sW1DtTuHqD4nTQjuX7WE9W1N12z8kIiGiIeD9JWznL00TNl2CF42ue15Hq8ePMupnuoE9PrOJjoar14mQCIpV6pLjoxZvF5SwYkFRsoKIBDi+vUVJDYSm+rLZOrFMEuOw4/Onuarhw/QNTrC0mQtf/zIh0gEgnz/1HFs1+OJFSsJGdPP/mhOxmipjdMzkpn2Y6+lq3+EnuEM7XVXRjKVmTMtg2h0YmbOHZsmv7AMBvxdXqC8x5UeLw68xZJIGw80bCeoT2w9FdFDV3nk9FU8G9tzCekWIf36nxs1VhhNCPJueUK5NMswsHQd15MEdJ3HVqzgsRW+DVNRFEW5CaSUjOZLeJ4KTkxF2XbIFMsLqsW947oMZwu+7lPXNFKxMEIIIgFrvJnAu7/XSMCiOTGxtWYqGib1vp/flQyH6B5Oc35oYq2FZCREY3xixzHL0LGMiedVpqHTWPPe5Fu+XOH77xzj0miWFU116JpACEE0aBENTjx3ioeCxEMTz6XDlkm4tuaav4O2+hqaUzH6RrK8fLCLR7asYHlrPUJUs8bP9o7wtef2kcmXCAVMPrh15TWDHbbjMZovIgSEg7PXJEEFJxYQgUDX68D2cNxLBFh/ja0lrtuH61xC0+Lo+tTrMey5dJE/2/MGHfEaNjY00ZvP4kmJJgSulPzz0YPs7FhEKDr94ISp66zraGLP6e5pP/ZaRvJFDp7vpS1Vs2C+DG6Gu7d0sml9+5S2FQIikav3a1ZmTiIpexXuSN7N0ujstgUO6BaWZlBwyxScMhFz8mVj7xou5/CkJGoEufyd57guB3r72HX6NFJKPrt5E03RKCcGh4haFu2Ja38pK4qiKLeeJyVplTkxZdXfVxHH867aGWK+qbgeAxl/O/GFLZPIVS6g17Q20lk/vTpzmibY2NF8zQKU0xEwDHYsX4TjeaSi4WvWhJipVDzM1lUdHD3Xz5meYf74X17iYzvXUV8T4cJAmu+9foTDZ3vRNMF9G5awfsm1n1vfcJZ8sYImxFXrUvhBBScWFJ2AuZli6TkKxWcJBx9kspeAlBJJmULpeWznDKa5GtNYNuWjPHvmFItrEvzhgx/g9e4LfOmd3dWjaxqL4gkGCnkKMyxoVw1ONKIJ4esXXa5YZv/ZSzy0bhlBS70t/BIImATG0tpc10OMFR96P7UWdXa8+3sVCBoCKS6WelnvrbhiWQfgW1CuIRgnFYhyNtfPiewlNiUXT7pvKSUekpf7j+FKj+WxJozLxrW/t5f//uLLhE2T0VKJJ1avoika5YenTlFxXP79fff6Ml5FURRl9uRKFXIlf5fizndD2QIV210wwYmy7TCYzfm6z1QsPGkWgBCimnUwo9p9/jF0jbbrZD7cKE3TeOzu1ew5foG9Jy+y+/gFdh+/cMV2y1rr+NwHt5C8RtdCKSXHL/RTLNvomkZr3eyNXS2wX1B0wqGHMfR28qUfMJr9IrZzEk9WPxAkZRx3ANs5STr7V6SzfwVCJxJ6BENvmfJRBosFOuIJEoGJM6ZSSoyxC9OZBhaEqLZNbamNX3/jaZDAvq6LDGRy6kJ5lvzPv36OF14+Nul9x0708kd/+gwjo/6m9S10hzMneabvZXb1vwrAs70v89dnvsb3Lj3HM30vj/93JHPKt2MujtSztqadwXKOvzn9HG8PnyFdKYzXk5BSUnZtLhVH+Kezr/LD3gPEzRA7G1ZjaO+dSDx3+gybmpv47YceIDmWzqhrGp3JJD3ZrG/jVRRFUWZPulCiUF5YBR5v1EA6R9lZOO1EBzN5ihV/n29TMrZggjvX0lIX51efvJe7VrVfkUkSDVncsbyV3/rU/axoq7/mfmzH4+CZXoplm4BlsLK9YdbGrKaIFxAhBAFzDYnYrzCc/gNGMn9ErvCNsXslxfKrOCO/iW2fwnG7AUk4+Cix8GcQk8y0Xk1NIMBIqUjZnVjJ1ZOSs+lRIqZF0JjZS08IQVMixoqWerqH0jPax9WcvDREV/8wbSmVLj4bLvWlaW+dPI2uYjscOdZDoVihNhm5ySObv7ryF9g3emT857pALQOVEQYqIxO2c5Mua2uW+3LMsBHgyfZtHM/0sHvoNKeyvdxR20l7uI6IEcCVHsPlHEfSFzia6cEQGp/s2M76RPuEtMbRYol1jQ0kgqHxYlFQzZ5yvNmrEq0oiqL4ZyRXIKsyJ6alL52nbC+c4MSFwVEc99ptMaerKRG7Zv2EhULXNDYubeG/fuHHeO3wWU5cGKRYrhALB1jRVs/daxdTGwtdN3t2MJMnWyzT3pBgeVsdi5uuXjjzRqngxAIjRIBo+JOAQTr31zjuBaSszlY7TheO0wVo6FodoeD9JGK/ga5Pb33Vg4uW8Ce7X+cfDr2DJyVlx6VrdIRXLpzj7w7u48HFnaRCM1+rFAsFWNvWwCtHu3xtZeN6Hi8e7mL7ikUTqu4qs8vzJPlChYrPUXMFHmrYwb11W667XUDzt7DRukQ7v7byQ3z59HOczvayq7fasUVDIJFIqktNklaEx1s381OLdxIxJmZatdXEOTE0xJa21rHPEYeLmQyvnjtHR0IVrlUUZQ6TsFByNAezBbI+d1ib73pHMxQqCyfb5PwsBCdakvEpBSd27+via9/aTbnsIAHpSYR4b6nrsiUN/O+f20k4PLdrotUnonxkx1psx8PxqkuGDH3qnRNT8TC/+eP34bgu4YBFIuZfIfX3U8GJBUiIELHIpwkFd1AoPkfFPozrDSGljaZFMPR2QoEdBAPbESI87bXo97R30J3N8HcH99Gfz+F6Hr/09HfwpOTRzmX81NqNhGaYOQHVljybO1upCQd9L6Cz+/QFetPZSfsPK9M3OlpgzztnKRQr9PVnOHjkIroxcTVZuezwxu4z1KWiBAO3dg3gfBMxQkQIvbdUSTAhC2G2GELjnvqVtIdTvNB/mP0j5+gtpim6ZXShkbAiLIs2cV/jau5IdhLUr/y7f2D5Mv7fl1/lv73wIl0jI/zd3ncYKuSxPY///PBDs/4cFEVR3uX356bjeQtiCannSQbSOfKlhdUa80blShUGM3mWNqauv/Ec53mScwMjvmZEBk2DpkQMfQrtLpOJCBvWtmPbLvlCiWeeP8LyJQ2sWdmCrmk0NcbR58nyECEElqljMf3nEzAN2upvTma5Ck4sQNVgg45pdBKPfgEpS0hZQOIihIUmoggx85dGxLT4ybUbuKu5laNDA/TlcoRMgxW1daytayAVvvEKrytb61lUn/Q9ONE/muOVo2f51I6NkxZuVKbHk5Kz54fYu/8cPb2jDA3nOX6yd8I2UkqSyQg/9cltJGpmLxK7kDnS5esXfsCDDXfTHJq4TvDlgd0IIaaUYTFVQlRP5RdH6/npyH18pLVA1ilS8Vx0BCHDImFFrtlqtDOZ5D/ev5Pnz3TRGI3iepJ7Fy3moaVLWFI7e+mEiqIolxNUi9f5yXbcBRGcKNk25wdHVaeOafI8SVffMNuWz253rdvBSL5A72gOP18iyWiIVHxqk6vLOhtY1lk9L+rtS/PaW2fYsnERn/r4XVjvK5AvpaRYtElnCziOh2nqJGrCBCxj/FjVbOAyuXwZ23HRhCAStojHQui6hpSSgaEc4ZBFsVjBdlxStVFs2yWdKRAKWSTiYTRNIKXEcT3SmSKlko1EYpkG0UiAUMialQ4ftwMVnFjghBAIEQL8uyjMVSoEdJ119Q2sqavHk9UUKU1o43MP410EZvjGClkm25a3+95StFCxeelIF49sWE59XNU+uFHJRJjPfXo7P/7RO/kff+3oiUkAACAASURBVPI0nYvqeOi+VRO20XWNZCJCNBJQAaFZIvE4X+yh5F6ZWjtSSZO2s74GJy6nC43aQJTaQHR6j9M0FiUS/PTmTTieN7YvgaFNPQ1RURTFD9X0Z3y7gLJdd0FcsBcrNmf7R66/oTKBJyWneodu9TBuiovDGYaz/hZDr42GqYv5fw7f05vmqR/sY/e+s5QrDqGQxf3bV/DEhzaSrKlOvHb3jPAv397NoWM9lMsOQkBHWy2f/OgWNq5rx3M9/vSvdtHRXsuJ03309qb55Me20NOb5tU3T7KoPcWv/txDNDfWUK44PPfSMX74wmGGR6sBkeoxl/PxD99BNHLtpSb5UoXhTAEhIBWPEJoj2ckqOKH47m/eeZs7m1tYX9+IRBI1LXRRvaBwPY/dPd1849hh0uUS21vb+cTKtcSDwWklTeqa4K5l7cRCe31fy7iv6yJHLvSxc03nvI1K3ixCCCzLwLIM1qxqob42ytLO2avwq0wkpSTr5Cm6JWzPJuPkGK6Mjt/veh49pT6S1s1ZxvRu+1BXeuhCQxfXno0UQmCMBSTelS2XOdo/wNb2ttke7oLiOC4jIwXiNSECt3k7Zdf1GB2tzjCFw/7WS1GU9xNCoGvVzyHbp3Xx+XIF153/wYlsscLpvoVxke0nT0pO9w1Rth0C5u39eXwjpJScHxhlMOtvFnRjIurrBKOUktF0gf/1T68yNJzjZz+zg0RNmK7zg3zzu3txXJef+vFtBAImui5IJsL87Kd3kEyEGc0U+eZ33ubv//l1fqc9RTQaZHg0TyZb5OMf3szzrxznq994k4fuW81P/8R2/vYrr3LkeA+N9TFOnOrjn771FjvvXs7WOxYjgUu9aQxDQ59CNtfbx7v5i6deIxgw+NWP38udK+bGedP8fcXPU1JKvLE0n8vpmnbdtEMpJZ43gidzGHrLDS3duJZjQwMcGxogYOjYrseDizp5bOkKIpZFbz7HF/e8ScV1qAtH+OrhA1Rcj89v3ExAn/p4hBB01CXYsKiZV4+d9XX8hbLNv+07zpalbVe03VFm7pH7V9+UzAhXupzNn0EXOimrjnOFLopugYRZS0d4MQG9Gmk+nTtJyS2yLLqCgP5eMUbbszmSOUiNmaAt1M6F4nk86dEYbOZ8oYuckyWkhWkLd5AwkwghyDt5zuRO0B5eTN7N01fqwZMetVYd7eEOTJ8LTk6VLR2e73+dg+njnMqd43+d/eaE4pe25xDWg+ys2zqz/XsuI5UcSSuCoenXXJdddm2OZXo4ne0jYxeImSGWRBtYFW8lqJtTzoa4lM3yrcOHVXBiCkolm/0HzpNOFxCaIBYJ0t6RorkpccV7sa8vw5/82TN8/mfvY/WqqbeOvhWGR/L8xV/u4r6dK3ng/tW3ejjKAqALDUPXfQtOpPMlbHf+dx06PzjCaL54q4cxJw1mCnQPpVnaNH/rTpRsh5OXBin52JnE1HUW1yd979RxqmuA3fvO8h9+7ce4e8sShIC1q1o4ebqf13ef5tEH1tDeWktzY4LP/sR2TENHiLFgerrAl//xFfKFCtFoEM+TLFvewI67lpLOFDlzdoCddy+noT7G07sOMTCYw3UlxVIFx3Fpbqph9YpmLMtgw5o2PCmntNQsUyhxonuAcMAkN4eK0qrgxBy069Bp/nX34Qm37Vy1mJ+8Z9N1HumSK/4rufzXCQcfIRH/d4jrzFzORMmx2d/fx92tbehC48v73yZoGDyxfBWXclkuZEb540cfY01dA189vJ+nTh7j8WUraI9Pr9BKMhri3tWLePt0t68fbABvnbzA3jMXuXf1YpVC7pOmxqv/fT3Po1R2CAYMtCkUMLoWVzq8Mvg8g+UBGoNNXCpexJY2tmezKbmFRxs+REgPc67QxUsDu/jpRT/Hksiy8b/zhcI5vtX9NR5q+ADNwVbeHHqF84WztIY66Cl240qHvJunJdjGk22fpiHQyEhliG90f5VlsZWMVkYouUWKbhEPj/vqH+KB+kfRZuG9dj2GMNhRdycd4Va+2f00W2rX0RBITbi/IVhHe7hpRvvvLY7wR0e/S0soySc7trM01jjpdlm7yNfOvcZ3u9+mv5TGQyIQ1AViPNy0js8tuZ+UFaVo26TL1/4C/f/Ze88oO67zTPfZlU6OnXMOABo5BxIECWaKpChRliyZsseSrJE9psdh+dq+1+vOjJc9I8+M85WTPLZkS5ZIiUrMmSCRc250o7vROaeTQ1XdH6cRmmgAjcbpiPOshXVSnaqN01W19373971f++gYwXjGXG06BAIRvv2vHyFJErm5bsbHw4DgkYdXsn1bLRbL1SGAz+fg8z+/jaLChe/nYRgmoVCMRGLpT+4yLAxk+dYLQLfDWDia1mpjCxHTNDnW2k0imd4qDHcLI8EwTT2DVOb5l+w4NBCJcfJST1r3adUU6opy0/qb6bpB66VBAsEoP3rlGG++d7VE+6WOIcaDUcKR1LgkHk/S3NrPybOdDA2HiMUSdHaPkEzq6NeImx63DU1TsNs07DYNv8+OLAksFoV4IomJSXVlLqtWFPPSz45x6mwXWzdW0bCsCL/39osVLCYy4sQipLl3kD3nWye9V+CdTj63QTS2j1jiBFbLJpgl135Vlnmqtp7nN25FQvB3xw5xsLuTT9TUE9N1ZEkiy2bHIstsLSrl26eOMx6LArcnTsiSxNbacr7rOUH74Oitv3AbDAfDvHz0HKvLC3Dbrbf+QoY7YnQsws9eO8FjD60iO+v2vAmmwsSkO9LBMvcKHsl/EkUo7B16n/f636LSXsUKz2qWuxrYM/AOFwLnKLWXowoVwzQ4FziNJmlUO+uQhIQJdEU6KLGX81z5l7DJdk6NHeelru9xfvw02TnZAESMCC3BZj5R+AzVzjqCySA/7vo+B4Y+Yo13A35t7lc/JCHIsfjxqm6ag22s8zVQYptcGvhOOrgLgR6ODLXQZnHxRNH6KbdJGjqv9ZzghUv7GE2Eyba4yLa4CSWj9ERG+HHnYRRJ5ktV9/NG80X+au9+LIrMje5PkUSCApdrxm1e3MwsDPzB3SvYeW890WiCN986zQsvHiQ728WqlSXE40kaL/QwPJwKq53KpC8cidPaOsDYWBhJkvD7HZSWZGG1qle+MzQUpL1jiHA4jkVTKC72k5fnRpIkkkmdzs5henrHUlFvJX7y8z1XhMih4SB9vWOUl2fT0jrA6GgYr9dObU0+mqZgmtDbO0p7+xCSJBZ9SbcMiw9NkbGqStrSSKOJ5JKPKIglkpzt7L/iGZTh9ghEY5zv6uf+ldVpjwJYKPSOBriYZm8Np1WjtiA7rfs0zVQ/aNEUcrJck7wecrNdWC0qXo8d3TB4/d0z/PiV45SVZFFRlo3bmYqwvXCxb9I+5Sv+WWIidex68dPndfArX9zJ/sMt7D/cwrf+fS9+n4PPfnIja1eVoizR8yIjTixCgrGZrRqaGCT1lEJp0dbMmupmV1QqPD68FitCCErcHvZ3dZA0jCulggSpSZFNUZAlifgMQyXLc3ysrypKuzhhmCZ7zrVxoKmD+1dWTascUYaZEwhGOXSsjfvuqb/1xtPEq/nZmnUvPs0PwEb/Ng4PH+Bc4Az17gZ8WhYrPWs5OXaUzVnb8WtZjCfGaA40UmwvId9WiGGmzkuX4ubenAfIs6Ym9svdDXww8A69sR50c2L1y4QGz2pWuFdhka24VQ/LPSt5r/8thuOD8yJOXEYRMvfnbsOh2NJ63Z8d60I3DQpsPsodOdd9bpom7eFBftRxkLFEhA3+Sr5QcS+ljiyCiShv9Jzkpc6D/KzrKPfk1BOKJ1hXVMgjtTWTfCau5eLwMAc60muEOxtIQpDOW6yJiT7DQb7FouJwWHC7bTzx+BrOnuvm3ffOsbKhGMMw6e8f59ixS7y/p5E/+aNn8XiuVlQKh2O8+MPDnDnTic/nIBpNoGkKv/CF7ZQU+zEMk8YLPXznu/tIJHW8bjuBYJSNGyp44vG1gMF775/ntTdOYbdpKRNA0+SpJ9ezfl05kiRoaurlxR8cYtWqErq6RjAME1VVqKrMxTRNWlsH+Odv7SEWT+J22UgmDQYHA2n6ZTNkuDU2TcVls6StQphhmlwaHGV91dJNT2vuHaIjzWOzuwnThJOXehkNRcj13PmizULDNE0ONXcQmuGc5kZU5WWR5brzqoDXIkkCv9eOLEs89ehqaqunjjYdGArw+jtnKCzw8p//425cEykcr751mrc/OHf7xxUCv8/Bo7sb2Lm9lsamXl74yRH+7l8+4I/+4Gnyc+emtOdckxEnFiHhO7qQU6NlScyeAV6Wzc6pgT5aR0eQJYnjfT1cHB3mleZGzgwOEE4kiOmpMloxXSdh6Mgz9CIQAh5aXctrxxqJxNOb2hGIxHjpwGlWleWT571bV2pnTiKp09c/js2q4vc5GBwOEo9N/Tfq7hklEklvB2WRLHhUzzWvrWRZshmKDWKaBpqksdzdwKmxYzQHGtno30pPtIu+WA87cnYhC/mKOGGVbeRYrk6+JSFjla0kjeQk9/ZcS/4kfwmLZEUgrgoY84QQgizL1Nd8VI8RM+J41Ns/x7sjwxiY1LoL0KTru5OkqXNo8CItwX5yrW6eq9zJpqyqVESKaVJo99Ec7OXAYBNHhlvJseSzrbSUnRUVNxQnchwOTvX0TfnZQkKRpbSKmqYJ8TSER7vdNoqKfHR0DBOLJbFYFO69p57iYj9Hj1+6bvtAMMq+/c08+cQatm2twTRN4nH9ioARjSb44UuHcTqtfP7nt+Jx20gkdBRFRpYF3d2jvPb6STZtquLBB1ZgmCY/+vFRfvqzY1RW5JA1ESnV1zeGoIRf/qWdWK0qum5gtarE40nefe8chmHy/K89hM2msXdfE40X0hsKnCHDzbBpKs40elAZhkn7wNKtYqEbBqfbexkYC853UxY157r66R0NLElxIhJPcPhi53UeenfKytJ8rFp6q1JIkqCmKg+H3cIH+5ooKvRht2kIIQiGYsRiCXxeB/F4kkRCx+O2YbOl7heDQ0GOnLi+b50Oo2OpKiZulw2H3ULD8iKaW/v59vf3E7vBeHopkBEnFiGhWGJG3xNIKHIxMY6gG7PXKe6uqOK/ffgev/n2a8hCEIjH2FlawT8cP0IwEafY7eHHF85xX1kFb7e14NaseCwzS50QQlBflMvG6hI+ONt66y/cJkdauvjJ4XP84n3rUZdo+NRs0d8/zn//s1eoLMvh17/6AN/67j6aW/qmrIASiSYYHkmvWzNMDoKfCJ4jVS8ide6UOSrIsxZwcuwYyzwNnBs/jVvxUOGonLQfSUgo4tadnSqpk0whb2YQuVC4GGznYqidJwsfuO3vjsVTHWehzTfl3zWQiPJu/xlM02S9v5J1/oor3htCCNyqnS3ZNRwcaub8eBdP1G3AJmvINwk5KHC5eLy+7rbbOteosjRj0XUqTNMkGp/Zvf9ahBCpyb9hkEzqWK0qqipj0ZQp/4Z2u4Xa2nze39NIImmwcX0F2dkuFGUiJWMoQGfXCL/w+W0UF/mv+35zSx+hUIx7d9Ti86Xc0+/ZUcv+A810dA5dESdcbhvr1lWQm+ue9P1QKMb5xh42b6oiN9eNosg0NBSTm+O+7lgZMswWKXEifelEl0tF6oaxJCMzx8JR9l24RGyJ+2rMNqFonANNHawszV9SHgOmaXK2o5/m3qEZJitOjdOq0VCaP5Eamj6EEFSWZfPpJ9fzk9dO0Ns/RkGel3g8Sf9ggKryHD7z9Aay/U6qKnI4eaaTf/rXD7HZNNraBxkdC2Obgbi5/3ALew9dJMvvxOWwEAjGOHW2k83rK/F6bNPeT1I3OHS+nbFQ9LbbcCOyPQ62rShP2/6uJSNOLEJmHgIlY7PuJBR5hWj8EE77U7NSsWNDQSF/eM8u3rvUim4Y7CyrYE1uPl9oWE3SMBiLRfnrw/t5s/UikhB8dsVK8p0zV4V9Dhu7V1VztKWLYDS9q++ReIKfHDrDuopC1lYUzUm1iaWCzaaxcnkxBXkehBD09I7isFuorry+lOjIaJjjp9rTevyYEWM8MXYlrSNmxBiJD1PprLkyQbZKNhrcq3l/4C2agxe4EDjHCs8qnMrSmPjopo5pppzmDVLh9B9nKD7KUGxmYmVyIrLELmtTDpzOjnXSGuzHpmjcn9cwZXRFiT0LCcFANIDbYsGu3HwC4LVaua+yYkbtnUsUKb2RE7phMJqGgYVuGIyPR7BoCpZp1Dx3Oiw89/ntvP/BeQ4dbuGDD86zdWs1jz68CrvdQigUR76JD0Q0ksA0weG4KkC7nFaSCZ1o9KrYYrGoU9ZsT+oGkWgcu/3qOWaxqGhaRizOMHfYLam0jnTSPTxO72iAIv/SC82+NDDCsdbu+W7GkuCj8218bseatEbuzDfxpM7+pnYG05QmdZmyHB9lOd4ZCzmaptCwrJD8PA/iY+N9i0Xl8QdXUlzoY++hi7S2D6LIEoUFXtavLkNRZCRJ8NxntvLW+2e52DaIqsqsbiihsiybN949i9WqIglBfU0++XmpcabfZ6e+Jh9VlZFliaqKXPJzPUgiFa3R0TVMe9cIvb1jWK0qD963nPu21+FyTl+ciCd1frTnNLKcvn5zfW1RRpzIcJWZihNCSNitu7BbdxOJvkMk+j426z3A9Mv4TQdNVthaVMLWopJJ77ssqY7dNE3+8J5dNA4Nkm2zszI3H+0OLhhJEuxcXsmPDp7laEvXHbV9Ki4NjPLP7x2hOMtDrse5pNTr2cTvc/Arv7TzymubTePebbU8uGv5ddu2tA3Q0Tmc1uMPx4c4OnKQbdn3IiNzeuwEw/FBHnF9AlmkzjchBMvcK/hw8F32Dn5A3IhT51qONk+lP9PNgaHjhPQIu3K28FLXG4zExxFiskbRHe2jyDazah02OfU7hfV4ykjxmksjrifZM3CO8USEld5S6j1FN9mHIGbEJ62gjEaiaLKETdMmxZ8IIVAWwTUoSVJaTcySusFQMIRpmjO+B5mmSU/3KG1tg6xbV46qTq99fr+DTz69nt27V7BvXzMvvHiQ0pIsNm6oxOW2kkjqDA8Hr7TtWlNNt9uGJAlGRkI4nak+YGgoiKYpOK4RIy77EH0cVZFxOa0MD4cwDBNJMolG4ks6pDXDwsOiKmS7HEhCpHxT0sBQIMyF7kEKfe4lNa4wTZM3TzQzHl48pQsXMq19wxy+2MnO5RVL5jzpGwvy7ulmdCN9cROSENQV5ZDvm/nikt/n4P/57Sdu+LnNprFlQyVbNlTecJvCAi/PfXbbde+vXH7VX+Y3vrr7yvMNa8rZsKb8yusv/8I9V55XledQVX69n9dMiMSTCNLXb0ZmsQ/OiBOLDNOEyAzTOkwTZMmHz/0bDI/9MYOjf4DL8Vlslu1IkhO48SqfLOchS9P3qbgcIRFNJq9zfxdCUOR0U+5JX8k6r8PG4+vrOd3eOyvluQ42dfDvH53gy7s3YbcsjYnrXLNqRTElxdeHfQNYNAWv1562yBSBwKm4aAk1c3b8FEkzyXhilA3+rdQ6l01Kt3CpHlZ61vBG38vUOOspsZWlpQ0LARMwTAMDg2OjZ/FpHpzyZKOolK/GzAYIRXYfAkFzoJekqaMgT+zT5Px4F4eGLiKAHTn1eLWpDaqiegIwkT9WavVfjx9HU2S+vHHjjNq2EPA6bGmbzCR1g96RALphosi3d52MjYXp7h5haDjEq6+dQFEldt5bh2ma6LpJNBonGIyhGwbBUJRAIIrFoqCqMpFInOaL/fh9DlRVJifHhSxLJCf8L/w+B7U1+bzz7jnycj1kZTmJxRMoskR+vpfamnyyspy8/uYpHn5oJaZh8tY7ZygpyaK05NYmsQ6HhRUrijlytI21a8vwuG0cPXYpY4iZYU6RhKAk24NVUwjPcAz2ccbCUU5e6mF7fRmasnSG4y19w+xrbEubiHO3MxqO8M6pZtZXFqU9emc+ME348Fwbbf3pTS932jQ215Qs2comd4IsCVZWFpAzrcqO06O6ML0VUa5l6dwN7xKiySQJfaaT7ySjgW+QSFzAMIMk9XZGxv8Ho8KGJPkQNzkd/J7fw2l/elpHCcbj/OjCOd671MpoLHJdB6VJCl+//yFKPekz5RRCcE99BT8pPsuJtvQbpUXiCV7cd4qyHB+PravP3PxmwLNPb7jhZ36/g88+swm/15Gmo5l4VR+fKv4cjeNnCCQD5FrzqXMtxyZPDoVThUqpowJN0ljmbsCmXJ1ES0JitXcdpfbySYKGVbKyPXsnDtmBLGTcqodH8j9BiX2ysFFsL+P+3IfI1q5PZZkLtmenynvGjThZmpefL32KAttkFf7DwcM0BdpmtP/VvnJ+1HGIg0PNHB1uY3NWNZIQdIWH+E7bR3SGh6lw5LItp3bKlA6AoVgAE7ArlkkREj2BAMtychaBa8eNyXKl6pYb+p0P0k1gYDzEaChCtnu614kAAT/+6THeefcchmlSXZXLV79y/xWhsLW1n++/eJDR0TBjYxH+/XsHyM46wz331HHPjjrGx6N869sfEokmsGgKhmGyYX0F9fWpyjVWq8rPPbuZf/vuPv7mG2+haam/87Zt1Tz91Hqyspx85tnNvPDiAb7+p69gYlKQ7+HZT2+6YqopJkqpTfXH1jSFBx9YQVfXCH/+F6/j9dopK80iP3/2TJ0zZJiK0hwfVlVNmzhhmCYHLrTzmW2rKLiD1d6FgmmaJHSd1483pr2C2t2MacIHZ1v45OYVrCkvXNTRE6ZpMhQI8+qx8yTSbISZ73WxtmLqCM27HYuq8NzDG9i5umq+mzItMuLEIiMST8w4DMpEJxR5hUTiAgCCiQgA08DQb15n2DCnX4/7lYsX+MbRg5S6PdT5c66byKuShHUWVgmy3Q6e2dzAxd6htHtPQGqV4x/eOojXbuWe5RVL0sRqvrBZNVY1pK+kmkmqdK5fy2Jr9r033TZpJumKdGCXnSx3N0z6TBYyy90rr/uORbayyX81bM8tebg/7+HrtiuyFVNkm/9ScbKQeTBvBz7t+gGwT/Xg12Y20VvtLWO1r5zjI238yZmXWO4pxiIpNAf6uBQawKlY+UTx+inLjF6mJdiPYZrkWtxXvEAAyrxeRqNRErqOmsY8ybkk2+VAlqS0DcJ6R4P0jASmLU74fHZ+93eeIBpNIAmBxarg9dhxOCxX0i8KCrx85tnN133X73MgBGRnu/id33qMUDiGaYDFouD3O654TAghKCry8bWvPsDISIh4IomqyqlIi4l7/4rlhRT9+sOMjUVAgM9rx+2+KgI2NBRTVOy7ocllbq6Hr35lF8MjoVRpNb+DUDjlQ5Ehw1xRmu3FblEZTmMBisbuAc53DSwJcQKgqWeInx4+l/aJ593OcDDCTw6dpb4oF1uaK1HMJUnD4LVjjVzoHkz7vnfUV+B1TN+HIcPCJSNOLDIisQTJGda6Fyh4nF/BmEGlDqu2dtrbftR5iRXZufyP+x/CZ527G4UiS9y/spo3Tzbx0bm2tDoAX6ZjcJQ/e/lDXHYLa8sLkTICxU3RdYOR0TB+n+NKysb+QxfpG7g+JHtZbT7Vlblz/pv2Rrs5MnKQVd61+LXZC1ObT2Qhs8pbP+Vn9e4q6lwzM5jMtXr4UvX9/K+zP+NisJe+6NiVzxyKhWdKNvFk8QYUaWpxIarHOTfehYlJpTN/UmrHg9VV/NORo7xw6jTLc3Oxqle7K5uqUuZd+Cvn2W5HWk10+8YCtPQNsaJketeJosg3TKWClLDgdFqpqb5xtSRFEeTl3dywTwiBy2XF5Zp6P5Ik4fc78funDil1OCyT/Ceu3z94PPYrkRYALldmEJphbvE77eR6nHQOjd1642mS0A1+dvgcO+rLF31FsIRu8P2PTtA1PD7fTVmSvHemhQdW1rC9vpzFGDxhmibtA6O8uO8UkTRUnroWr93K9vqytFfpyDA/ZMSJRUYkkUCfoSIthILL8ek0t+h6DNOkwuvFO4fCxGU8divPbl3F6fY+RkPTj/a4Hdr6hvn6j97nN57YwaaqEmQ5I1DciJa2Af75O3t58rE1bF6fmgD/9NUTnD7XfXUiY5pEIgk2bajga1/ahcs5s7Kyt8sHA29zIXCewVg/DtnBlqwdaNLiz+e8FtM00U0DIQSykDBNk5HEOEnjqpGRLCRc6szyECUhWOMr5/9d9Szv952lMdBNwtApsWexObuatb4KHDepvtEeSq2elDtyWOsvQ7lGnHj1QhOn+vo40NGJ22pBuWYyXpedzX/ZffulT+eaIr8bTZHTFgae1A0OXexk18oq3La5uU4yZMiQQpUlVpbmp914+3hbN4cudrK1tnTRhuwndYM3T1zgvTMt892UJctwMMy/7TlGZZ6fAp9r0Z0r8aTOC3tP0tqfXvNzAaytKKI6P2vR/SYZpiYjTiwy7iRyYq6o8WVxcXSYQCyG2zL3k70NVcU8uKqaH+w/PSuGTCZwvrOfr7/0Pr/55D1sqS1dtGHns01jUy9dPSPkXROundQNVjUU8/MToeSGYXLwcAt79jYRDsfvWJyQkFnhXkUwefPYW5/qJ9eSR5m9ghWeVRRYi5Zcx6abBkdHTqNICqs89chC4p9bX6Qr0ndlG6di59mSx2jw1M7oGLKQqHHlU+XKu3K9iYn3b/V7Ftr8/EHDM0gIcq2Tw5p3V1exrqhwyu+5tMUhImW7HGS7HWkpAXqZQ80ddA+P4y7KiBMZMswlqiyzurwQWTqa1ioDg+MhXth7kvqiHPzOqY2DFzKmaXK+q59/fPsQI7O0KJQh5T2x/8IlfnTwDP/hgY2TogkXOrph8P6ZFl491pj2qGan1cKuhqpMSscSYvGc2RmAy54TC1uc2FFSxoHuTr6+bw+7K6rIdzgnhTYLBKVuD5ZZcqd2WjWe3baKE5d6ZiWvDVICxcW+If74B+/wH+7fyGPr/cEp/QAAIABJREFU6rFb0luSdSkQCEZRFZn83KsTzyy/kyy/k2W1KUM90zQZH4/w8hunSKah0ooiKWz0b73ldiu9a1npnX660mIkYSZ4d2A/qzz1SN7UuTmSGGONbxnVzpR55zv9+2kKtM5YnIBUWL+M4DaLSOBUrTjVqSfZtdmLP8XGqilU5mbR3HNzT5/bYTAQ5rVjjVTnZ6NkorYyZJgzhBCUZXsp9HvoSKPhowl8eL6Nt04288zmhkV1XZumSVv/CH/96l4u9qbvPpdhanTD5MV9J8nzOnlyw/JFkQpkmiZnO/r4uzcPzIp4VV2QxfZlZZnx9xSosoTTpmG3aIvqvrKkxIlDFzvpGFraDsEXegbTnquVbn584TxnBvvZ39XBDxrPIAnBtTbsFkXme0//HDX+W5eRmwlCCGoLcnhmcwN/+fJHhGfx9+oaHuevXv2IjsFRPnfPWgp8rlk71mLEZtPQdYOxQASrNWXi9OUv3jMpFcY0TYLBTD302cA0TaJ6jByLP9Vxm1DhKGGdt4Fl7pRrc1PgEoFkaJ5bej0mqTS25qEh4kmd+pxsHJpGTNdRhLQoOlqrplKZd2PPh5mQSOq8e7qFh9fUUV+UkxmQZcgwRwgBOR4HNQVZaRUnAGKJJN/dc4y6whxWleUviuvaNE16RgL8xcsfcrCpY76bc9cwGAjzzbcPke91saW2dMGbs3cPj/P3bx6guSf9i4WyJPHoujp8jsUXcTQXLC/P5zef3YmiSFQVzs6cazZYUuLEDw+d5pVj5+e7GbOKaZLWVAXTTNU1uDVi2p3lw5XVrM0vuOHnkhDkOdJXa3fKY0iCh9bUcqq9l1ePNs5qve3RUJR/3XOMxu5BnrtvHWsrCrFpmSgKgLrqfAB+/PIxPvXUenweO76JcqGmaaLrBl3do7z1/lmqK3Mz7vtpRgiBRdbojw2hGwaykHim6GFsshVJSMSNBCPxMXKs6Z1Ap4OBYIi/P3SII11dWBWF/7L7ASr9fl44dRq3xcJTy5fNdxNviUWRqSnIxmFRCaXJdwKgfXCE7354nN94YseiDAPPkGGx4rZbWV9ZzL7GS0TiyVt/4TZo7R/hr175iN97ZheVef4FPYbQDYNLAyP87Rv7+eBs64JPN15qdA6N8Rcvf0jS2Ma22rIFGUFhmibdEwt4exsvzYpJ/crSfHbUVyCn0Xh6KVGS66Ukd+Gbh3+cJSVOGIaZ1jzApYppGiSSbSSSFzCMMUyS3EqgsGpb0NTqae1/S1HJhOhxAwRIUxW0TzNZTjtfuHcdF7oHaZoFxfZakrrB/qZ2mnsH+cSG5Tyxvp7yXP+iWN2dTWqqctm+uZqfvnaC7p5RNq2vIDvLhaJIRKMJevrGeP/DC/QPjvO1L+3CnXHgTyuqUFnpruP9gQO4FSfL3FU4FQcmJj2Rfo6OnqEr0ss9ORvnu6nX8UZzM20jI3x+zRp+eOYMScNAFgJZkjjY2bkoxAkhBFX5fgr9nrTeg3TD5M2TTdQX5fDs1lULcmCaIcNSRBKCbXVlfO+jE7SnOXrCME0OX+zkG6/v4z89tp2yHF9a958udMPg1KVe/vrVvRxr7coIE/NEY9cA//snHxB/dDs7V1SiLbB+oHNojL9/8wBvnGgiOQulZR0WjcfW1y9Kc9AMN2dJiRMZbo1hxghFfsp48J+IJy5gmtMJ51bJ8X192uKEACLJJIF4nIShY35M+BCkIie0WTaRFEJQX5TDczvX8Wc/28NwcHaNmkzTZGA8xL+8d4Q951p4aHUtD66qodDvxqIqC+7maZomhmkyi0ElKIrMs5/cgNdj59W3TnHidCeapiBLgkTSQNcNKsuz+dqXdrFlQ2Wm8kmakYXEjuwNDMZHeKnrdd7qd2KRUtEpYT1CRI9xf+5WVrhr5rml19M4MMC20jLuq6jg5fONQOqazrbbCcQWTxpQUZaHqvwsmnuHbi7a3iahaJz/885hPHYrD6yqWVTmaBkyLGZKsj2sqyxKuzgBKYHindMXiSWS/Oqj2xaUt4xhmoyHo7x9qpnv7Dk+64s+GW6OSSra5n/95AMuDYzw9KYV+F32iVTq+SOh6zR2DfC3r+9n34VLsyJMAKypKOSh1bULPq1lMXJ5fhBP6BimiSxJaIqc1tLoNyMzmrmLME2TeOIMI2P/k6TejiRcKEoNhjGObgyiyAUIYccwA+j6AGCgqSuxahvQ1JXTPk5fKMQ3TxzhnbYWgon4JHFCERL5Tid/vvsxSj2zH2okSxK7Gqq42DfMd/YcI54Gw8VboRsGTT1DdAwe4rVjF9i9upotNaXUFGTjslnmXaRI6gZDgRBdw+McaekiGJ3diZ7LaeUTj61m25ZqWtsG6BsYJ5HQcdgtFBf6KC3x43bZMsLELCCEwK06+UzJY6z3NdAYaGE0MY6ERK41i2Wuaort+ahi4XUFqiyTNHSujerSDYO+YAC7qs5fw24TTZZZW1HIB2da0u5/0zcW5C9f+YhYQufRdXXYtMXzu2TIsFhRZJmdKyp59eh5YrMwpkjqBh+eb2M0HOWXdm1gW10Z1nm+thNJnbOdffxg/2neOdVMILJ4BOKlTvfIOP/49kGaegf53I41rCjOm5doOtM0CccSfHC2hW+9f5TzXf2zFs3usml8eutKvI5M1apbEQhHCUbi5Hid0xI6TRO6h8Y51dJDc9cg4WgCj8NKdXE2qyoLyPI4Zl0AW3gj0gyziE448jZJ/RKqUovP/VuoajWh8E8YD30Lj/OrWK3bMIxxorH9BELfQZEL8Li+jKqUTfsor1xs5NWLTTxSWU04meD84ACPVNXSGRjjYHcnT9UuI9vumMX/52RcNgtfuHctHYOjvHemZc6qnUQTSS72DdHy5hA/3H+a5SV5rK0oZGN1McV+L1ZNQVPkWVF9TdNENwwSukEiqROKJbjUP8KFngEu9AzSOThGx9AoQ4HwrPpxQGqCrKkKBXkeCvI8s3qsDNcjhMAmW2nw1N5RRY65ZnNxMd8/dRq7qhKIxWgcGORodzc/OXeeX1i7Zr6bN22EEGytK+OFvSdpngU3+56RAH/+8h6aewf57I41FPrcyJLEAgvUypBhySAJwarSfDZUl/DR+bZZOYZumJxo6+GPXnybR9fW89Sm5ZTn+lBlec4WOAzTJBpP0NQzyBsnmnjvzEU6h8bTGgGWIT2EYwleO9bImfY+HlhZzWPr6inL9WFRZv98MU2TWFKnqXuQlw6e5s0TTYyF01c+++MossTj65axuaZk3qNEFjqmafLO0WZe3n+O5eV5fGLbcqoKb1wJTTcMjjV18Q8/O8DJi92TFnStmsL62mKee3gDa2uKZjViJSNO3FXoxBOnAXA5PofD9jhCyMTkQwgUZDkbi5rK47aoDchSFiPj/5Px4D/h8/w+krBM6yinBvrYVFjEr2/cyt7OdkKJOJ+qX44iJP797CnODPTzVE1yzlY/hRDkuB186YGNDIwHOXmpd06OexnThIHxEB+caeFgUzvf2WOlNNtLQ0kedUW5FPhceB023DYLDquG9TZSQEzTJGkYRONJwrE4wWjq31g4Qs9IgI7BUS72DdM5NEogEiMSTxJNJDODiwwLnm1lpQyGw7ze1MRwJMI3Dx/BbbXwYHU1Oysq5rt5t0Wex8k9yypmRZyAlCnv9/ee5GxHH89sWcnG6mLyPK45C8G8EaZpEk0kCUXjGKaJ32lfMCHqGTLcCVkuB0+sX8apSz2Mz2IUwWAgzPf2nmB/UzuPratnS20plXn+2xon3C6JpE7fWICLvcN8eL6VD8+10T8WIqHPPEpEEgJEyhsuw+xgmtA+OMq/7TnG+2db2L2qhs01pVTl+/E6bGmfyJumSSSeoLl3iA/OtvLG8Qt0DY+RmKU0jsvUFGTz2R2rcVgyBuq3IqHr7D97iaNNnbT0DLGxruSm4kRbzzB//cMPOd3Wh2maSJLAoirEEzrReJJ9Zy4xHo7x+194gJqi7Fm7By15cUIAVlVZMiHjSd0glkjOyPXWxCSp9wMCq7YBISbCvoQKCEwzfGVbSXLgsD1CKPJTwtG3cdqfxaI1TOs40USSErcHl6ZhVRQiE5Nht9XC5qJiftx0nuFIBK917swPhRDUF+fya49u549/+A5t/SNzduzLmEAkniQSD9I/FuTwxU6EEHhsFnI9TvwuO167FY/DhstqwWlLCRWKLCFLEqaZUjWTukEkniAST0yIETFC0TjjkRhj4QgjoSijocis5fllmMxlocc0U9dYKlcv9b458bk54e1hkjLtjSaSDAVCaRWJIvEEPaMBkrqBqsgIkTrvBQLp8nOR8nyZ/Dz1/flON/o4Tk3js6tWsrOinO7xAIZpku9yUuLxLLocU6uqsGNZOT87co6B8dkp2xpP6hxt7eZMZz8NJXlsqS1lS20ZFbk+LBP3EUlMv+rStXz8XDYmqkaZpolhpATSQCTGSDDMUDDMUCD1b3A8xEgowlg4SlmOj//48JZMdZEMSwJJEuxcUcnLR87x4SxFT1wmntRp6hnkL1/5kB/uT/ldrK0sYl1FETluB4os3fb1ffla1s1Un5RI6vSOBmjqHuR4WzdnOvq42DuUllQ0VZb49NZVKLLghX2niKa5yslSQpVlZEkQSyZn7AcWT+q09A3z928e4MV9J1lenMe6yiJWleVTkefHabWgSBKSJCYEC3HLSLvL50ty4lwZDIQ40tLFoeYOjrV20zMyPqv+ZZdxWDWe27mOyrzFUxZzPukfCdIxMIppQq7XSeVNyokmdYMXPzjJ6bY+BFBbksNjm5eR53cxEgzz/vEWDp3v4ExrLy++d5L/9MwOXPbpLVrfLktenPA5bTz/yA5WluTPd1PSwtG2Lv7qtb2MRWYaMpUkdSO6qjhKIjVY1I3JE3ZJ8qMoFcTiJ0jql7AwPXHCY7UyFI2QMAy8ViujsSid4+Nk2ezEkkmiycSspxJMhSxJrK8q4qsPbeGvXvmIruHxOW/DxzFNk9FwlNFwFHpS7wmRauvlzuPaCaQ5MenVTRPDMNANc15+y6XMZSEhoeskdYOErpPQDZITj4nkta91EkmDaCJBOJYgFIsTisUJR1PPwxOvQ7FE6nk0TiSeIKkbhGLxtHqgnGrv5flv/gRFlrAoMjaLhsOiYrdoOCwa9ivPJx6tqUe7pmFRZVRZRpGlq4+KjHrt6yuP0oS4MbtixoXBITRFpsjtpsjtXnDiye0ghGBZcS5b68p4+ci5Wa0qFUskOdLSxen2Xl7cd4oiv5sVJflU5vsp8ntwWDSsmoI6IXpe/l0vG2DpRiolTNcNEkbqPI8ndcKxBIFIlLFwjLFwSgAdDUUZDoYZDUWIxBPXXB86iaROXDeuCHCGYWYE0wxLCodF5ZObGzjW1k0oGp/145kmdAyN0Tk8ztunmvE6bJRme6nOz6a6IIs8j3Mi+lJFlVPjh9TCxsQ1PXFtx5M6oWic4WCYvrEg7YOjNPUM0j8WJBRN9VnpukdJQrC5tpQv7lrPwFiQt09dpHsBjL0WIpIQfGbbKlaU5vGdPcc40953x+U3h4MRPjzfxuGLnTitGl6HjeqCbKry/BT43OS4HThtFiwTKcapf6n+/fJiWCyRJBxP0D8apKV/mPOd/bT0DzMaihCKxedElADQFJlPblrBvcsr5+aAS4CB0RDD46liAMvL824qJpxv72fv6TZM06S8wM9v/9x9rKwsQJElDNNkY10pf/rv73LwfAcfnmrhmXtXUl+aOyvtXvLihE1TqS3IpvYmYSyLibFIFE2VYUaFJwSS5AYMdOOqy7IkeUFIJJKXMM0EQqhXthdCxTSjGEZg2kdZl1fAT5oa6QkGKHV78Vqs/Mm+D9hYUMSpgT6y7Xac2vyEY6myzIOra4gndP7ylQ8ZDIRv/aU5xjRTCmZmIH/nXBYaYslUOkskliAcjxOOJSaeX/M48X44niAaTxCdSIFJ/UsQu/Z1PPVeNJEklkguiBLGsUSS7pGZDfoUScKiKlg1BauqpJ6rKlZVxqKpWNVr3tcUbKqKTVOxWVKP9suP2tX37Zc/V1UsqjxpIjwdvnviBGf6B1hXWMC2slLWFhTg0LQZr/7PN06rhU9taeDIxc45EUZjSZ2+sSB9Y0GOtnYDqVxdl9WCy2aZEChSq3TmRCTE5cFoQteJJXRiieSVaycTjp0hw2RSfjKlPLF+GT/Yd2rOSmqapnklhbNzaIy9jZeA1OTWZbPgtlmwqMoVQdkwzStCekJPCY3j4eictLfQ7+aX7ttAoc8NZqrEe0acmBq/08bOFZVsqinBY7fy3154m97R6Y+9b8blsctgIDwpvVCWpCspxaoso00sSgghSOrGRFpejNFwdE4M5W+EEILNNSV88b71uGyzs1q/FBkPRa+Y11YVZmHVpp72xxNJ3j9+kZ6hcYSAT2xbwaqqApSJqoqyEFQU+Hl86zLOtvUxEoxwqqUnI07MFE2WcVqXTl6STVNnHNIskFCVKqKxvcTip7Bb7wdAkYuRhJtY/DiJZAuqUosQAsMMkEy2T1TbmP6p8kBFFeVe35VyoV9ctZZvHDnIay1NeC1WvrR2A9n2+QvtVSSJR9bVkTR0/u7NA/SNBuetLRlmn8buAf7v775OUtfRJ0LQUyvDl1eTrq4o6XdpNErSMEhORHlMByEE8sSq3NVHCeWa51felyU+tbmBZ7etwnIb5S6/smkTR7u6eK+1jb87cAibqrKltIQtJSWUeDx4bYvPpbu+MJdH1tbxz+8enhdBK6kbjIQijIRmt6xyhgx3Cw6LxufvWcvZjj5Otc+tn9XHMUyTsXB0Vs0IbweHReOL961ndUUBAFkuO1muTFrXjcjzuijL8aaiTapLeO6+dfzNq/um3S/PBN1YHH1CTUEWv/LQFnI9zvluyqIiGk8STySRJQm/2zHl/NE0TQbHQuw724ZumJTn+9i2omzKbVdVFuKyWwiPxGnpmR0PLbgLxAlVWVrihN2ioMw431rGqm0gEPo20dhHGOavIAkrqlKKplQRir7J6Pif43R8BiHsRGIfEI0fRJZ8KPL002KybHaybFc7oG1FJazIzqE3FCTLZidnDit1TIUQAquq8PSmBiRJ4m9e3TtreeAZ5p9wLJGpx55mTNMkqU8/TL9/PHTbgk+h20Whu55H6mppHR7hQEcHBzu7ePl8I1tLS/jdnffOpOnzilVTeHrTCg42d3Bqjo15M2TIkH6EEJTn+viFnev4oxffnlVzzMWEpsg8tWk5j62rR1NSUw2LqlDk96BI0pxFmSwWJCEoy/FdmXxraqqvGBgP8Z09x4kl7l6fjkKfm+cf38GKkrxFGTU5n1xedLOoCpp648otFzoHudAxgCQEm+pLKc31Tbmt227B77bTMzTOwOjszZsWl6vYDNAUGYdl6YQA2TTtDszgBBZtNZq6GlDR9dSETQgNp+NZZMlLMPJTBoafp3/4q4wFvoFhBLBaNqBN0wzzMrphMBKN0BsK0hcKEk0m8Vqs6IZBbzBIwpi/8LDLyJLg8XX1/N4zu6jM8893czJkyDAFkhDkOh2sLSykLjuVntc5tjjDgoUQlGR5+PLuTRT6XPPdnAwZMqSJe5dX8Iu7NiypxbCZIkuCB1ZW88sPbMRpnTz+Ls/1pVKTM0xCU2RWlRVMGt87rRZ+adcGHl9Xj7pETP1vl1yPk199dBtbaksXnRH2QiDlHSZfSdmcyoRdN0zeO9aMbph4nFa2rihHu0GUqxACu0XDBKJpMMu9EUs+ciKVG710/pt2TUWRZ6YcCiFQlHKyfX+CIhehyFdzhWyWnXhdzzMa+Bt04/KKnobNuguv63lkyTvt44QScV5uauTd9laGI5HrVkw1WeZPdj1Eqdszo/9HuhAiVSLngZXVuGwW/uynezjX1T9n5j4ZMmS4Mbph0DU+zr72Dva1d3C2v58yr5enly9jR3nZfDdvxkiSxPa6cj6zbTX/3+v75jWPN0OGDOnBbtH43D1rGAyE+P5HJ+/ayABJCDbXlPJrj20n2+W4rgpEea4PTZEJx2ZvYrMYsWkqq8quj1D22K382qPbiCaSvHHiwl3lRZblsvOrj2zlodU1qHJG0JoJTpuG3aoyGowyNBZCN8zr5pAXu4c4fKETgNJcL2uqC29avUW/fG+bxbnS0pm1T4EAXDbLkgoDsmnqHaR1gCQsWLW1178v2XE5P4/Vsol4ohHTjKIoxWjqMmTp9gxPXrvYzF8e3k++w0WFz4flYzcVRZKue28+EUKwoaqYP/rcw/ztG/v54Gwr0bs4hC5DhoXANw8f4b2WVmRJYl1RIV9Yu5pyrxe/3Z72eu0zQU/qBEdDxCJxJEnC7rJhc1oR0q3bpsgSn9zSwEAgyA/3nyEyiysQGTJkmBsueywEIjFeP37hrhMeJSHYsayc335yJ0X+qSssXa4YNBpaGL4YC4XyXB953uv9FIQQZLns/Ocn7kFVJF47duGuSPEo8Ln4yoObeWxd/W15VWWYTJ7PRbbHyWgwyuHGTnavryXbk0qtN02TYCTGS3tOMTAaRBKC+9ZU47DdOPpLNwyCkRgCsMziwv/S/ouLlOq4lFBl6Ur+XrqRhA1NXYmmXk7hmJkr/oedbdRlZfPH9z04yXviWuQFMLm4FlmSqMrP4v/65C7Kcnz8YP8phoML2yAoQ4alTJ7TyXPr1rKpuBiP1bJgqnSYpklwNMT7L+zjyBsnGewaQrUolNQVcd/PbWP1fSuQbiEgCyHw2q18ZfcWonGdlw6cvutMWDNkWIrke138+mM7UGWZnx05d9cIFIqcigj7rSfvpSzHe8N7td2iUuT3LIhS7guJhtJ8HJapJ4VCCHI9Dp5/fAd2TeNHB5e2oF2S7eX5x7azc0VlRpi4Q4pyPFQXZdHSPcTBc+38+KPTPL2jAa/DRv9okJf3neWV/edI6gZVRVncu7rypos/gXCMsVAUIQk8jtmbXy/pv7pALDlxAsAxizmNqQ7lziYASd2gyucn1+G8wz3NLUIIst0OvrR7E8tL8vjWe0c409F31wwu0sVi+ptnWJgkDYOtpSWMRqM0DaW8cTxWK36bHb/NhjKP+bfJeJJX/uFt3v/+R6y9fyUbH15NMp7k/KFmvv1fX0TVVBp21N9yP0IIvA4rv/LgZiQheOXo+Vl1Zc+QIcPsI4Qgz+vka49sxeOw8uLeUwSiS9sk02HVeHxdPV/avYk8j/OmIrJFUSjP9XGwuWMOW7iw0RSZ5cW5WDX1htsIIchy2vnaI1vJ9Tj5zp5jS87IXZEkVpbl8ysPbWZjdUkmlSMNWFSFx7cs53hzN73DAf7ltcO8e6wZm6YSjMTpGBglEkvgdVr53P1rKcr23PT6vdg9RCSWQBaCPP/s+WYtbXFCgHsRlpu7FTdSVxcKlT4/7eOjBOMxXNriMyO1aSr3raikOj+L7390kteONy65TmA28DqsNJTkU5rjm++mZFjExJJJ3m1p5funTtE8NHwljS2h65T7fHy6YQUP1VRjU288kJtN4rEEJ947zSeff5ydn96KPGHu9uAX7+Nvf+ufOfHemWmJE3B1IvP8EzvIctn5zp5jGbf/DBmWADluB798/0Z8Dhvf++jEko0UyPM4+dw9a3hmcwMeu/WW0W2aIlOeGSNMItfjpCzHd8uFHSFSC64/v2MNRX43//j2QZp6BpeET5pVVbh/ZRVf3r2Z8lxfxvwyjaytKeLndq3hn149SCAc49yl/kmf260az9y7ikc31aMqNxaETNPkbFsf4VgCWZaoKsiatTYvKXHCa7eS772q5CiSRP4UOVyLnTsVJwwzSiLRSCS6h6TejmGGMc2bm+y4HZ/HZt0+5WdxXac7MH7FG2V1bj6Hujv53wf28mBFFXkO56QwIQEUutxoC1gVlSWJshwfv/roNrYvK+d7H53gaEsX4+HobHrALCpkScJts1Cc5WHHsnLWVxVTmevH78zUMc8wcz68dIm/P3SIbaWl/NL6dSmBU0AwHudIVzffPHwERZJ4vL5uXtonENjddnx5XlSremUwbrELPNluZO327mtCCFxWjV/ctZ6iLDfffu8oLX3Dd62hXoYMSwEhBG67lc/tWMOyolz+z7uHOdrStWT8rCyqwuqyAp67bz2ba0qmHX6vyBJFWR4sikIsuTR+izulJMtDSdaNU2E+js2i8uDqGkqyvfzbnmO8f/oigejijLqTJUGR38Nnd6zmkTV1ZLsd892kJYfNovKpnavI8Tp49cB5WnqG0HUTVZGoKsrmkY11bF9ZgdVy8wWfkWCE5q5BFEmiMNtNTXHOrLV5SYkTv7xrIz+3dfWV10JAtmvpneiOW5xAN8MwwgTDLzAa+Aa63otJkulYrtqs27ExtThxaWyUz//4hUnlQSPJJId6unjx/BmUjxnEWWSFf33q01T7Zk91Sxd2i8qWmlLqi3LYc66Vnx0+x4lLPUTjd2enKgCPw0Zlnp+6why21JbSUJqP22ZBU25cQzlDhunyfmsbawsK+NrmTdjUq5N/0zRZX1hIUtd5t6V1zsWJscFxoqEYyUSSkvoiDrx8BKfHjifHjZ7U6Wrupe/SAM88//ht71sIgU1LhUbX5GfznQ+P8+7piwQyURQZMixqLKrCxuoSirM9/HD/aV492kjXyPiUJf0WC4V+N4+tq+NTW1aS73Xd1ir3ZYNHv9NGz2hgFlu5OFDklN+Z2357UcayJLGsOJffeXInq8sK+OGB0zR2DSwq7yKHRWP7snI+u201q8oL7tpyqXOBw6rx4IY6tjdUMBqMEI4lcNksuB1W7BYVaRpG3piwc00la2oKKcr2kuubvcX/JSVO5Hqc5M5vdco54eN1o6eLaRpE44cYHv9TDGMESfKiKWVIkh9xi4AyRS664Wc5dge/s2UH+jRvirIkkWNbPKKRJAn8TjtPbljO5ppSDjV38urR85zp6GMsHF1UncGNw4a3AAAgAElEQVTtIksCq6rismlUF2SzqbqEZcW5lGX7yHY75jX3P8PSJBiLU5udNUmYgNSg1qoo5LtcNA8Nz3m7Xv3mOxx/5zQAsUiM3rZ+zuxtxOl1oCd1hntGUDSFnpZ+6jZW3/b+hQBFlllWnMvvPn0fW2vL+NHB05zp6CMUjWcitjJkWKRIE6vDX3lwMzuXV/Ly0fO8faqZoUD4alm+BY48MQ7asaycpzauYEVJ3ozNCrOcdrLdjow4weUSogUzWtiRhMDntPHprStZX1XEK0caeePEBbpHxhd0yVG7RWVFSR6f3NTA9mXleKeRDpThzlFkCbfDinuGRpZ+t52nd6xMc6umZkmJE3cLWS472a7JofPTEyx0wpE3MIwhNKUen+f3sGirEdw6TUSSbhyq77FYeKZu+TSOf83+FuGNSAhBnsfJo2vr2FZXxrHWLt462cyZjl46h8bQjaUxfVAkiRyPg0Kfm/JcPytK8mgozSPf68JuUVHlTIREhtmjyO3iSHc3TUNDVPr9VzwndMPg0ugo+9rbKXDNfbpew/Y6sgtvnStdWH19rfrbQQiBy2bh4TW1bKwu5oOzrbxx4gKn23sJLtLQXUhN0DK3jQx3MxZVYWVZPpX5fnY1VPHqsUaOtXbROTi2YNO4BFDgc7OusojH1tWzqiwfp81yR2M4n9OWCd+fwG2zUF90Z+HxsiRRlZfFl3ZvYldDJT89co4DF9q5NDC6oBbP7BaV5cV5PLiqmvsaqshxOzMLXBmmJCNOLEJ2N1RTV5A96b0c960H6yYG8cQ5ANzOX8Rheygt7RFCTCoN2h8KoZsGuXbHpHA/wzTpDQZIGAZFLjfKIhypCiFQ5FRY4u5VNexYVkFr3zAn2rrZ23iJMx19BKIxYonkgjcpkiWBKstoiozbbqU8x0d1fhY1hdmUZvsozvLgc1hvWRYxQ4Z08nh9HSff6+MP3niTCr+fbHtKGB2JRGgdHsEEvrxx45y3q2HHMhp2LMM0TeLRxA3DsuWbGErdDoosketx8syWBu5bUcmJSz0cuNDOvguXGBgLEU0kF9TA8zKSEGiKjKrIeOxWqvOzqC/KZW1l4ZI0qM6Q4XYQQuC0WthcU8LaikLa+kc43NLJu6cu0tQzSDgWJ57U5zVSSpEkrJpCZZ6fHcsq2FJbSl1hDrabVJO4HWyaSpHfjSJJC1aUmSvqinLwpcGnSwiB3aKysqyA+qJcLvYNsa+xnQ/OtnChZ5BIPDHn0RQC0FQFr8PK+spi7ltRydrKQvI8s1flIcNkTrf2cqa1l3W1xRRkubBq6qIQhDLixCJDCEG+1zXJ+HP6mBhmEBBo6uyF5rx04SxNw0P8/rad+G22K+8bpsnernbebmvhv977ADn2xa+cW1WF+qIcqguyeHhNLX1jQY60dHG8tZuOwVH6x0OMBMPzHlUhCYHTquGyWfDYrbjtVgr9bqrysqgpyKIoy4PDomFVVayqMr38s0WCx27hnmUV892Mu5qKXN8kAfNm1GRl8Yf37+KN5iZO9/UzEExVyrGqCtvKSnm4poaqLP9sNvemxKMJfvSXrzA6MLX7/qp7l7P1yQ1pO540UeJ4V0MVm2tK+eyO1Rxt6eJISxeXBkboGQkwEozMm1ChTYgQXocVn8NGvs9NTX421QVZlGR7cVkt2CwqlgXoSSNI9afpvD9YVAWvw3brDZcwWW4H9ywrJ13dnqbI5HgW/3jhWoQQWFSF2sJsKvP8PLy6ltb+EY61dnHyUg8dg2P0jwXnrLywIklkue0UeF0sK85jc00qhdPntKf92hVCsK6ymN7RALHEzEq1V+b5sSgLYwrjd9nZWls2o8i2+xuq0yb6XEZVZOoKc6jM8/PYujoauwf46Pwlznb20T08zvD/z957x8l1lff/71unt+29aVd11S1Zki25Gww2GDA1oQdCft80CCGkfAnpCSlfUiAkAQK8IDHEsSk2NsYYF9lWs3qvW7R9dnb6zK3n98esVlrvrrSS1Wz2/bK9npl7zz1z595zn/Oc5/k8V9gm9enqRAWSla11rJ/fTH15hJBXn1vsusp0D43xL49sJhbys6ytlrWLmljYVEV9ZYSA9/qt/ChdJ6I810UnXu8IYTAY/2UKxgvUVf4Ir2f1FTnOJ3/6Y7yqyp/dcudESHbp+IIt/b189uc/5T/vfRtt0Ws3wbjS2I7LcCpLbzxJdzxJb3yMruEkvaNJ4pkctu3iCIHrCoQQuEIgEIz/MwVp/D9ntEEkSUKWSn8lqfSuLEkoskzQp1MW9FMW8lMe9FMVDlAdDVEZDpTeC/kpC/rxaup1N1mY4/Jiuya7x55g2DgFQFtwFfNDG5Cly1cppye3j4PpZ3HF9EZmTK9jdexedOXiJ2yO61IYV3T3quqk8eRaYeQNvvd3P2RsKDXpvVP7ugGJj/7V+1h91/KZG7hMOK7LcCpH10iCruExukfG6I0n6YmnSGTz2I6LO2WMAc78fQWlMaY0lpw7vsjjY4wiSwQ8OuVhP1XhIDWxEDWRENXRIBXhAFXh0t+gV58bV+aY41VQMK2S7TCSpC+Rmri/e+JJ8oY1fl+P399CIM7YDdPc22fuZ+mc+1mRS7ZCLOijqSJGS1UparKlsvT/sYD/dbVAMQe4riCRzXNyKEHXcIIj/XFODSfojSfJFg0cV+Cc+6yY6TkhMfFMOHMtqYpCRchPc2WM9toKOmrKaakqo6UqNmdnXmMe23KQz339JxOvFVmmvjLCoqYqVs9vYPWCBqpjIXRNuVrlW2d1MVwfbsc5rhIyuracgrEZw9p7xZwThmNTHQhOmUiUBO00XCFeMyJQl4qqyNSVhakrC7OmvRHDtimYFkXTJmcYjKTzDCUzjGbzpPNFMgWDbLEUzmnZzkSooyLLqIqMKsso4389mkLAoxP0egh6dQJenaBXJ+z3Uh7049M1NFWZSNk4E2L9WtT5mOPV4eJwMvcyJ7LbAfAqATpC64DL55yImz3sST6JK6avYNPgW8zy6N3oXLxzQpFlgvr15d3XfToPfOo+xDkrT67jkhxJ8V9/8TCOfXXGNkWWqY2FqIkGWdveSNGyKZo2RcsimSsST+dIZPMksgUS2TyZQindzHKc8XHGxcVFkeSJccarqfh0Db9HI+j1EPZ7ifg9RAM+ykN+gl7PxJjiUVV0TUGV5Tnjc47XNIZtcyQeJ2ua1IZCtMYurC1zJfHpGvPrKumorcBxBelikV19A4xkcvgVjaCiMZrJE8/kGcvmKZgWpu1M/Gs5DhIlgV1NkfF5NEJeD2Gfl7KQn+pIacEiGvDi0zV8uoZXm6Vi/zViJJfjxGgCVZFZUFFByHNpwvCvhkMjI4wVClT4/cwrK7tak7nLgiyXIvAqwgFWz6unYFoUDIucYRFP5xhIZhhOZRnL5kkXDLJFY+JaEoIJJ4RPU0tVHvxeKkIBqqNBamPhiWvJ79Gvyyi5X1QaKqOsW9xEz3CSkbEsluPSMzRG7/AYm/edojzsZ0lrDRs6W1jQWEltWRifR7vmv9+cc+IXCpWA743kCj8im/sePs96NLUDuLzGZdjjZSSfo2BbeJWzXlNXCEbzeRRJQpUv3+ToekeWpQkD4AwdtdewQ5cBR9icyu7iVG4nAIqk0hm5nSrvXPrELxoVehNLwrdQcDIUnSyGmydtxTHc7LXu2hVBkiR8wanaCcFYgJrWSg5vO8bae1Ze1f4oUimqIeApOXLqy34BylbNMcdlYjRf4PM/e5p9Q0N8aNVK/vDWW691l4CzGlcugi/v2MaBoSE+uGolv3/LLde6a1edF7t7+P0nn6TM7+Of7r2XVXV1V70P/2/zCzx98iRvWrCAv7z7ruvOcT5bFFkeX9zyUAm0VF1bZ9wcV47l8+r420/cx4n+UfafGmT38T72HO9nLFsgXzTJFU16hpM8uf0IDZVRlrbVsmp+PavnN1AVDaEq8kTU1dVkzjnxOkQIC9s5jZhmJVOS/IQC7yWd/RrDid8k5H8Aj74aWQ5wvtVURalCkWdn8K6precru7bz6LEj3NTYTFDTcVyX3nSKBw/uY0llNRHPnDDaaxnDybNr7DGOZ7cBIKOiSjqV3pYLlqWd4/VFvX8RVd5WHGHjChtHOGwdfYg9yZ/gzBBN8VpGuIJsMod7jriYEIJCzqDv+CDzlrdcu87NMcccc8wxxxxzjOP36ixtq2VxSzX33LiQkWSWvScH2HqwhxP9owyPZcgbFt1DY/QMjfHM7uNURAJ0ttZyU2cLHQ0VVMdCVzWiYs458TrEcccYSXwSxx2Z5lMZSfIghIlp7WM0tQ9J8qPIZUjSzF7gWPj3CPrfMqvj39bcytb+0/zVi88xv7yCan+AomNzOD6Crqj82S13EPXOOSdey6SsQQaLxydeu9j05PdhODm8ytUv8zjHtUORVJRX/Oala+D16aQyCgbf+NyDxPsSE+8JIRgbTCLJMu/41H3XsHevjuk0qC7WGDm3jZn2PbPNtQ4dnWOOOeaY4/pnNs+Vq9kPIbgmEQWvBkWWiQZ9RIM+Ohoquf/mTnqGkuw/NcCuY33sPNZHfzxFtmCSLZh0DY7x+NZDNFZFWdFePxFRURkNTqSJX6nvP+eceD0iHGynH9sZvMCGpTSDUqTF0Hm3dEVu1oePeX18Zt1GVlbX8sLpHvqyGbyqyj3t83lT23wWV1bN6R+8hhFCcCq7i6JTuiYkJASCMXOAweJxmgPL56In5njdIisK7StaqW4+W5tekmXC5UEWrGmncUH9Nezdq+fh09/EFjZ+NcjSyGqa/e0XbYA8O/I4y6NriekV035+NLOfKm8dMb38cnR5jjnmmON1hRACo2iRGMlQzJsIIfB4NSJlQQIhL5ZhMXA6gWVMjU4MxwJU1ESQJImBnlHy2SIwXiHGqxEtDxII+5BlCcdxiQ+myKULVDeUEQh5J46fHsszFs9Q11KBrl/+6aIQgmy6QDKexTRsVE0mFPUTiQVR1Ml6HjtfOMYzP9rNAx+7heb26mnbMw0bx3Hw+afqkTi2y3D/GK4rqG+Z/rk0W/ZuPclXv/BjPvN376GxrfLCO1ynKLJMa20ZLTUxbl/ZwWgmz7HeEbYc7Gb/qUGGkxnSOYOuwTG6B8d46uWjVEWDLGmt4ealrSxqrqa+4sqkkM45J16HyHKIaOg3LsqhcCE82opZbytJEhV+P+9dsoz3Lll22fowx/WB4ebpze/HFgaKpBLT64gbPeTsMfryh2j0L0GRLm9prDnmuF7QvRr3/Mod17obVwxHONxT+wADxdO8PPYi9b5mtPNE1U1HyhrDdq0ZP18QvnKlrK9HXDdLofgkmtqGpi1Dki5dSM91cxSLT6EoDej6CqTLWHlnjjnmuDBXY+mlv3uUx7+7jW3PHiY+kEQA0bIAN96+mPd84jYSw2n+6pP/zUDP6JSJ/J1vW81HPn0Pmq7yr3/+Q/a8dAKPT0MAgaCXRSubeMeHN9Le2UAxb/LgV57m2Uf38OHfuYf7fnk9AK4jeOGn+3noq8/x51/7CHVNl9eR7Louxw/08/1vbWbftlNkknm8Po2FK5r54CfvpnXBZGG20cEUp44OkksXZmxz14vHSI3luPvtU0t557NFvvqFH1PMm/zF1z966R0XkMsUOXGoH9OY+Rn3WkKSJAI+nYBPp6kqyh2rO4inchMaFQe6BjnaGydbMMgWEpwcSPDYS4e4Y3UHf/3xN1+RPs05J16HyHKQcPD91+z4yWKBoO6ZtuyfK1yGcjnKvL7rpkb1HLNHCEHc6CZu9gLgV2IsDt/C5pH/wsWhK7eHZdG7CWlzK6LXJ3MRLa8WIQTFnMHxXafoOdxHcXxV6gwdq9pYdsvia9S7V48tLAaLpxkpDlCmV+AIh0PJ7ZzOd6HKKiuiN+JTAuwce4mUlSCql7GmbBNjZpw9ya1osoe0laS/eJq9qR0UnTy64kVG5oaymxko9LA3uYObKu6kztfEydxRjmb2TRx/Q8UdOMJmb3IHGTtFtbeOldF1aPL1IT5XKD5FNvufhMOfRtdWTIoqse1eUpm/RVM7CId+Y+J9142TzvwTPu8biGidwKtxTiRIZ7+M17MBXe/kclbeeTWY1hGEm8bjWXOtuzItQghylsVYvkDRtpEkCOoeyv2+UrnNWbThuC6pYpG0YZQqYkgSPk2jzOfDq86uZOKZfqSKRYq2je26yJKErigENJ2w14N2kRVwhBBYrktfOo1h23gUlbpwCF2ZWjXBFYKMYZAqFjEcBwR4VIWo10vQ4zlvVOtgJkOqaFAVDEyk5mYMg7FiEdN2kKRSyeeo14tf169QhGwpLtNxXZLn/BaKJOHXdcp809uWpuPQm0rhuC7lfj/lfv+0rScLRYZzWSQkmqKRads6U769YFkkCgXyVmmS6tc0Yj4ffu3SF2eEEJw+OcK//eWjDJ5OcMubl7P8xjZkRab72BCO7eLxltrXdJV73rWWu94xeTIeifnx+vWJylGdN7Tw3v/vDnwBna6jg/zv15/nm//4JL/7hXejjUdEuK7ghSf3s+6ORVTWRi+5/7Pl5KEB/vnzj6CqCu//zbuob60gMZTm5OEBguGplb3W37WEhSubqa6fXrzTdV22PH0Qr+/6eE681qmIBLh1xTzWL2lmcDTD8f442w/38rOdx0ik87hCkMzO7Ch6tczNDue47PzH7pdZXFHJHS3z8J4zsDuuy7b+0/z77h380U23Mi9Wdg17Ocel4OIwUDhGxooDUOObR51vAWGtkuS4DkXSGrgk54QQgpyTJF7sJmOPYrp5XOGiyCpeOUhQLSOm1xFUYxe98mi7JnGjl6Q1QMFJY7sWsiSjyV78SpSIVklUr0OVtYtKSRFCYLp5ho0ukuYghptDQsYjB4jqNVR6mtBl/0Uami4pa5je/AFMN09IraDRvwSfGp7YJmH0cbpwCMstEFBjNPgXE1BiFzyOhMwZMzxjjTJUPEHGjmO7JprsI6JVUeObh1cOXTe5lK5wydhxxsx+MtbZ60KVdfxKmIhWTbmnEVXSr0qfHdvhqW8/x8NffJSKhnJ8gcn6OYGI/zXtnCg6BXYnt5KzMzzQ8GES5ghbR5+lLbiQYaOfg+ndrIyuJ6LF0GWd/amdzA92smtsC23BBTT6Wnm471sYbgGBS0ANoUoahlska2eYH1rKyexRTNcEIGMlKToF7qq5n+dHfkJ/oZue/CmyVopyTxX7ky/T6Gul1td4jc9MCUWpxbQOYhhb0LUlQMkYFkJg2ccoFn+ON7xx0j6yXEYo8BE0fTGvxjFRaitGMPBBNLWN68mEy+cfBqzr0jnhCsHB4WH+d/8BXuzpYSiXQ5Uk2svLeUNHO+saG9GVmZ08QgjShsGTx4/z9ImTHBweJlksosoyDZEw6xobuW/hQpZUVZ13DCpYFttOn+ZnJ06yZ3CAgUyWvGmiKgplPh+tsRibWlp42+JFhC9Cl0sAjx89yt8+v5msYfCWRYv4zQ3rKfdNnuQVLZsXe7p5/Ogxdg8MEM/nEUJQFQyyvKaGexcu4Obm5hlLZH5l23Ye2r+fz2zayLs6O9k5MMAPDh5iR18fo4UCiiRRGwpxV3s7H1q1ksgV0BaTJQnTcXjy+HG+f/AQB4eHSRWLeFSV5miU29raeKBzCdXByTpIg5kMH3vk+4wVCvyfdTfyKzdMXV0H+Onx4/zN888jSxLfedc76SifastoikxfOs2PDh/hua4uepNJABoiEW5uaebdS5fSFIlc0vPIMh1++vDLHDtwmk/84X1setPyiRKvi1c1gwBp/LUsS5TXRJi/tGHats44JwJhHy0LaghH/bQurCWZyPGj77xE78kR2haWIhQ6OusZGUyye8sJbr9vBdO564QQJEezHNrdQ2I4jSxLxCpCtC2uo7ImOutStK7r8tiDW8kk83zqr97JktUtpX0FbLi7c1I7B3d1c3RvL64r8Ac8BELeCecMgFEwObL3NN3HBtm37RTR8iAP/+fzAHi8GpvetJxQZPZlzG3LoffkMKeODJJJ5dF0lYbWShYsbcBzjuNDliSMgsn2544w1JvAF/Cw5IYWqusvbIe9FrBsh57hJIe6hzjcM8zBrkFO9CfIFoyJba5kKd3r58k2x+uKL25/icOjI7xn8TJqg0GSxSKPHD3Ew4cP0hiOEHqNlmD6RafoZOnK7ULgAhINvkVUeluo9LaQtAax3CKnsjtp8C2Z9QAthEvSGmR/8mlO5naStkYwnBy2MBGIkhNB8qDLfgJqlApPEwvDG2kLrkaRZh7CBGKiP3uTTzFq9FJw0piiiCscJCQUSUOXfXiVIBGtiubAcpZEbiOslXO+tTQhBIab42jmJQ6kniFhnqZgZ7CFAchoso5PCVGmN9AZuZ320I14ZnBSHEo/z56xn+BRAtxZ/THGzAGeH/k2A4Vj2MLEqwRpCazglqoPEtYqOZXdyQvxBxkpnsIWFh7ZT51/ATdX/BJ1vgXnPe+KpFJ0shxOP8+B1DOMmf0Ybg5HOCiSik8JUeFpYmn0LuaH1qFJ3mvyoBVCkLUTnC4c5FhmK3Gji5ydmrguQCBLCprkxaeGqNCb6YzeQVtw1RXvs1m02PHkbu79xBvY+I4b0fTJq2Qe/2t7bAuqYe6sfivbRp+lr9CNR/bikb00+dtoCbQTViP05E8QN4doCXSgZBRsYWG6BkE1jE/141VKxqB/XCg1pEZImHGEcJClqavCVd5aAkoQnxLAdA0Kdo4qbx0NvhZaAh1EryNtCkWuxeNZi2E8TzDw3nOEpA1McxuyHEHXVwEghIHt9IFw8HjWI8tlTG/0u7gihXDTCGwkNCQpiCyHkcbHOCHM8bZsPPoaZDnGuY4OIWwcZwhZDuG66VJflUpcN48rkshSBFmOTjh2hbBw3cR4+qc0/nlkUpqIEAIhsrhuYrxfHmSlHFnyTRzTdcdw3ASmuQNFqcWyjpV2lhRUpeG8QttXA8d1ebm/n7945lkODQ+XVrf9fjRZpi+T5ktbt7G9rw9nGjHYMwxkMnxpy1YeO3IEy3Up8/uoDgZxhMtAOsM3du7ihe4efmP9Om5va0ObxtGRyOf5xs5dfG//fkbzefyaRsij4w8ESg5Yw+DFnh5CHg9vW7xoVt9NCIHhODx+9ChffOFFkoUC71m2jE+sXUO53z/pSksXi3xnz16+uWsXWcMg5vNREfADEhnD4IeHD7Olt5eP3rCady1dim+aSBBHuJiOQ186zWNHjvClrVtJFQ38mkbU68VyHHpSKU6nU1dMV0ySJB4+eJCXenoo2g5hj4eaUIicabJvaIiDw8OcHEvw+5s2UREInD1XgOU4WI5z3t/aFQLLcZAlaVqBYICRXK50PY2M4Nc0KgIBTMfh5NgYR+Nx9g8O8Ye33sqCyovXNkglsmx79jCrbprPDRsXoChn7/HL8VyTZRmPR0OWpElOgLKqMK0Lann20T2sXN9OrCI0aT8hBKdPjfDvf/UY6WSeYNiLWbQoFiw2vWkZb33/BnTP7CJG4oMpjuzpYfm6eczvbDj7HSVQXjE+GgWT4f4kR/b2khzN0tReTXnV2YWafN7k0K5uTh0dIJsqreQf238aAH/Aw/o7FwOzd06cONTPt774JNlMAa9Pxyha5DNF7nr7au77pQ0TjhFZkfnBt14kk8oDMBbP8PSPdvGhT76B9iX1rykHhRACxxVkCwbDySx7jvez7VAPJwcSE5U8AFRFpjzsp64iwrpFTdy0tPWK9WnOOTHHNJw7IF/8DfbxlTdQFwrxnf17OTwa563zF/F8Txc7Bvp5S8cC3te5nHLf9CF1c1zfpKxhBgol49OvhKn2thNQYtR6OziV3YktTHry+zDdPB4lcIHWSgwVT/LM8Dfozu3FZaq4kyscDJHHcPNk7DhDxRPYwqTJvxRFmXkIM508OxI/YkfiB+SdNJOv65LzwhYGtmOQd5IkzNPEjW5qvO3jzomZydqjvBj/HgdSP8dwX6nt4mC6BUy3MH6+jtJfPMKGivcQVKeGJKatOL35/Wiyl67cHg6kfk5vfj9ivL8FJ82R9IuE1HIWhm/mmeFvMGJ0TexfdLOcyu5Ckzy8sfY38KszCxS5wmHb6MO8nPgRljAmfeYIi6ydIGsnGC6eImPFWV12L7o0+wf75cKl1M/dyZ9guYWJczG5vzaOyFI0s4yZg5wuHOSmivewMvZm1CuoeSJcAQLaV7RQ1fjqhLWuV1RJZUFoKbuSL7G+/A7KPJUMFftQZY2gGgIJcnaWuDGI49posk6jv5X9qZcZKvZRdPLjLUmce99ZrsXRzH4Gi32okoZP8eHiIiFPhEorkkpHaAnd+ePEzSE0SaPB13INzsL0yHIEr76BTPYr2HYXul7SY3LdLEXjJTz6ehSlJJJmOwOkUn+B7fTiOKcJBn6VcOjXmZyKITDMLeRy38ayDiMwAAVdX0k49FvjERLgOMOkUn+J7fSMt/UhwqHf4kzkhuuOkkh+Go++nKKxFSFyBAMfxTRfxjA2o+uriEY+j6JU4LoFCsXHyOW/i2P3gSSjaYsJBT6Krq+ecIjY9gmyuW9SNJ4HYSDJQfy+txAIvB9FjuK6CTLZf8cwt2NZ+5Hsw1j2odJ5kqKUxf4RVZ1+VfdqkSgU+I/tOzgwNER9OMzH16zh1rZWwh4P/ekMPz56hAf37iNVLE67f96y+MbOXfzg0CF8msb7V67k3gULqAkFsRyHPYODfGvXbrb29vL3m1+gKhBgeW3tpMm56Th8d99+vrVrF3nLYm1DA/cuXEBnVRURr5eibdOdTHJweISl1dWEPFMF/abDdl0ePXyYf3jhBXKmxYdXreLDq1cR8/kmWW6uEDx+7Bhf27EDWZb50KpVvHnBAurCIVwhOD6a4MG9e3ni2DG+vGUrLdEYt7S2zHjcLb2neer4CZqjMe5buIDFVVX4NI1EvsCB4SEaIxGCV2gBapNVhW4AACAASURBVCiT4fGjx1hTX8/7V6xgSXUVuqJwMpHg6y/v5KkTJ3jsyFHumtfOG+d3XJE+bOs9TV04zG9vWM/Nzc1EfT5G83keO3yEb+3ezZbeXr6xcyefv+P2i05fHuhNkMsUmb+sgUD4/JEnjuNyZG8vj/33lon3JEli6dq2aYUabcuh58QwL28+SnV9bJKOhCxLrLtjMV//u8fZveUEt907VWdu//YuTh4e4DN/+27mL2vAdQTDfWPoXg1Vm3162dDpMYyiRVNbFR6fhm057HjuCKPj0RhN7dUsWd0CwLIb57FkdSs/fWQHj35ny5S2IrEAb/vwzSRGMvxN34PMW1TLxz5778TnFyvk2dBSwds/spHmjmoCQS/ZTIHv/MvPePLhl9n0puVUjae8WKYNEnzyLx8gGPbRdXSIf/n8I/z4wa18/PfvxReY3T18LRFCkC9anBiIc7BriJ1H+9h7coBUtoDlOJzxzQW8OvMbK+lsrWHtwiYWNVcR9HlQlbnIiesWIQSm7ZAtmiTzBXpHU/SPpRnN5MkWDQzbwXHdSfOimxe2cNfSjlmHQF3OvrpunIK5DY/WOb6qce4qiUnBeJFc/kfY7jCa2krI/3Z0rXPCWJkNEY+Xdy3qpDUS4++2bOYPn3mKmNfLp2+8mTta2vC9iny82bJ1sJevHdhB0bbxqxrvW7icjXUtM3ozk0aBf9u3jQOjwzSGIvz68vXUBkLTbvuLihCCruzuicl4md5AhacRSZJo9C/Fq/yYrD3KmDlAf+EoLYEVF/Qe5+wUL8W/R1duNwKXoFpGS2AFtb4O/EoUEBScDAmzj8HCcZLWIKZbZF5wLZo88+DvCpfj2W1sGX0I082jSDp1vg6aAyuIatWoso7lFklbcYaLpxg2TpG3U1R4WqjxzuN8TjnDybF55L/Zl3oKR1h45RCN/iU0+BcR0ipxhUPKGqQrt4eBwlGKbpbdY48jo3BL1Qdn7LfpFtiR+AGmW2B9xbuI6XWcyGznaOYlXGwOpzeTMPtIW8OsjL2Jet8ihorH2Zv8KYabpye/n2HjFM3K8hnOu8TRzEtk7QSypNIRXEmjbwkBrQzHNRkoHuNk9mXS1jB5J8X20UcIqjE6I7e/KgG/S0GWFCo8TcjI6LKfoBqjxtdBhaeJkFqOImnknRSn8wc5ldtF0clQcNLsSPyQam8bTYHLL8RrFk0c28W2bOrba9j73EHqO2rwh3zjYbalc65qCtosV5CuRzZWvgG/EsDnb8GjeCnTy9lYeTdxYwgQBNUwEa2MkBpBQqaxto2YXkFUK2ew2AfAXdXN+JTAhFNJlVTqfc3oioeUNcZNFXeiSAoexce84EJcUQo/Xhq5AU3W8SsBYno5OTuDTwkgX0eij5JUchxIcpCi8SKaVrrfLOsQrjOMJ/BBJKkUMaIqdUQjf4xlnyCZ/APAnNKe44ySyf4rCJdo5HNIkg/HjeM4AxMRCgCKUk008n+x7S7GUv8XIV7ZlsBx+rAsH6HgR8nmvkU6848EA+9F1z5BKvO3WNZhFOUmCsXHSWf+Gb/vfjyhtQiRI5d7kGT6zymL/j2a1lFyhmT+HuEmiYQ/gyLHMK1DZHNfAwSh4MeR5TAB/7vwejaRTP8pqtpOOPh/xk+UOuGkuZZs6e3l5f5+PKrKh1ev4t3Llk7oYS2o9NAcjZA1Tb61a/eUfYUQ7B8a4tEjR3CE4P0rV/DR1asJnDPxvr2tjbayMj752I/ZNzTEd/ftY0Fl5YTugBCCY/E4/3vgAFnT5M72efzuzTfTVlY2aZyeX1HBHfPm4Qox43NTkiQ0WSnp3tg23z94iC9t3UrBsvnE2rX88orl0zo2+lJp/mfffjKmya/duJaP3XDDpO+wpqGe1liUnlSKnf39PHRgP+ubGmecWB8eGeHW1lY+d/tt1IXOpgA2R6OsqK2Z6OuVwHJdllVU8NlbNk1KuVhZV8enfD4Ox0c4mRhjS2/vFXNOaIrCh1at4l2dnajjUTJhj4ePrF5F0bH5ytZtbO7uZv/QEKvrL656Uy5TRJIkgiEv8gXC5h3b4cieHgZ7z5a1lpVSqsW5zomDu7r5wu88CAiSozlCUT+//Jt3EikPUMiVxhHXFbTMr6HzhlY2P7GXVRvapxwvUhbAsR0O7e6hqi5KrCJEy4Kai/6tC4XSMf2hUpSjbTm89LODHNzZTWIkzR33r5pwTiiKjKLIqKoyrVkmyxK6R0P3aMiyhKzIk9I+LhZ/yMvSNW3ks0UyqQKO7dDcXsXmJ/ZhFCaPuZvuWTahz7FwRSNL17Zx4OUu4kMpGtuqLrkPV4pS6qFDOm/QN5Jk++Fedh/vp3tojOFkFtspPYdVpVRytL4iwrrFzazsqKelJkZFJHhFHRLnMueceBWk8kUO9g2xq6ufXaf6OTE0St6wsF0XxxWlkEgEr4wMiwV93Lm0nasvTicwzD3EE7+D17OGqrIvI0mlCbgQDgXjBeLJP8K2uwGHAiqGsZ3y6J/h9UyfnzftUcYFl/aPDDFmFGmNRhktFNg3MsTy6hoatStTeuZcRgo5nu/rIm9bKJKEpiisqqwjqM8wMXQc9owM8sJANwtjlRTs14cK7+XEdIvjVTpMZBSqvK0E1JJuSKWnmahWQ9YeJW+nOJ0/QFNgKcoFhpi40U1Pfh8CF58S5taqD7MgvAFF0pCREYDAxRUOtjCIF3sYKp6kyb90XD9helzhcDi9GdPNIyGzILSBW6o+SFCNIUvKRPlTVzg4wibvJDmdP4hXDuJVZnZKOcLmUPp5DqefxxEWEa2KDRXvYUFoA7rsm3D2ucJmafQuto9+n91jj2MJgwOpZ2jwL2ZB6KZpH+aOsBg1TnNL1QdZHr0bVdap880nZQ0xUDxG2h4hn0uzIvZGbqp4L14lSGtgJVl7jEPp5yg4aUaN0zT6O2c474JR8zQBJcLNlb/EwvDNeBQ/EgogWOhuZH5oPU8PfY0Ro5uck2T32BM0+ZcS0acv3XWlkJCYF1pDwuyj3NNIo7+TgBJFltRSWgASLi5LIrdxJP0Czw5/k7yTIm2NcCyzlQb/kss+oX3uoS0ce/kkAkgMjLF/82H2v3CY+vaaSakdy29dwoa3Xn9597NBkiRqfWdXuut8TQB4FB8RbXLUT0tgquHfHJh3wWMEz9FOeSVlnrMG9ZljX4+oageq0oBp7kKILBDEMF9ClqPo51TjkCQdVW0CBJI0/SqoECbCzaIoTWj6MmQpRmk1w+ZcE02StPG2lElOi8mNOej6GnzeuzCt/bhuEp/3HpBklNy3cJx+hCiSzz+Eri0jFPwIkhQeP55GMvmHFI1nUdV2THMPprGVstg/4PFsQpIkdH01prmLQuHH+H33o6pNaNr88XQRP4pcjq5fP5VYXCHY0ddH1jBojEa4pbV1ilC3V9O4u72dB/fuw3ScSZ+ZjsPO/n6Gs1lay8q4c968KWKHkiTREo1yV/s8DgwPs/X0afrTadrHJ86OEOwdHKI7mSTm8/HOzqW0vsIxcQZZks6bDiEBPk3DdBy+f+gQ//jSi7gCfn3dOt61tHNax4QQgoMjwxyNx6kOBtnY3DytYGO538+K2hp29vdzZCTOaD5PXXj6e9Wvabx72dJJjolzz8eV5u6OdpqjU0Ub60IhWmMxTibGGMhkrtjxK/x+NrU0TzgmzuDTNG5tbeXBvfsYyeXYOzjEqrq6izonukctLXqaNuI8jioAzaPyhgfW8LYPT9a48b4itdDn16lpLGN0KEU6mePdv3ori1dNXazTPSqb7lnKl//sh+zdevKVwaZ03tDCve9dxwtP7uP5J/ayeuN81t6ykPlLG9E9s59OauNRFpZZipT1+DQ+/gf3MtiT4J//+JFZt3MlGBlI8tzj+zjwchdmsTQPGItnEALcV5yPc4VDJUmipiHG1qcPks9Ojkq91riuIJHJc7yvFCGx/XAPx/ri5Aompn12zAv6PMyrL2dJSw03LmpiUVMVQb8HXZ0qrHulmXNOXCRCCMZyBbYc6+GxXYfZ3ztEIpufJuj4/G1czLbZosnxwfiUG0ORJRrLI5SHZhc+Dy5FcyuuSI3nlp7dz3GHSWX+DdvuQlNb8WjLMawDGNZ+Urmvo2uLkeXZpWLsGxniq7tf5mgizvuWLOPu1nZ2DPTxjb27ODIa51dWrObGuoZp8zKvBI4QvDTQw8vD/Wysb7liuZCvZ4QQjBinGDV7ANBlHy2B5cjjRrgme2kOLud04QAuDt35vayw7zmvMKYQbsmZ4aQAqPA00RpYgS6fNbzHZZ9QJBUND42BThoDnRfsry0MEmZpFdcj+5kfWkf0FRNsidIKvYqOR/ET0+su2G7GirNr7HGKbhZF0lhb9nY6I3egypONPVnSichVrK94J3Gjh1O5neSdJAdSPy9NtNXp1bCjeg2twRXo4zn7Mb2eev9iBovHEQj8SpjF4Vvwj0/w/GqEet8iDqWfBwQpawhX2OfR4hAsid7O8tjdU8q9ehQ/LYGVrCt/Bz8d+jeKTpbB4nG6crtZqt151VevA0qMTVUfmPG7KMj4lBCdkTvoze9nf+rnuDjEjR4KTmbGc3yplCLPSisLseoIG99x48RnZ94/s90cr29k2YfHs5Fc7jvY9kkUpQHT3IuqLUBVmy+qLUWpxOd7I9ncgyTGfhuvZyNez62oauMlRSwpSgWgI0tBZCmELMcQIockeRAY2HYfttMLTh+J5O8BpbHQdVO4Iovj9AEWln14PG3ja+TyDwLjLhPrCK5IX9ZS5VeKvGnSn87gCMG8sjLCM6RLVAeDVAYC9KXTk943bJsjI3EEUBMM0hKdXuxOkiRWjKdypIsGx0ZHJ5wThm1zJB7HFYKGSITFVZWXbIPIkoSmyDxy8BD//NIWCpbNpzfezDs7OyeJj5+L5TicSCTIWRaSJPHFF1+aMeXiRKK0Al+wbUZyMzsnKgMBFlRUXJO8+oCuMb+8Am2aqAJJkgiNL0AZ9tQU0ctFbTg8Ua3klcevDARoCIfZNzREbyqF4Tgz/jbTUVUbRdUU+k7FMYrWeatPSEh4fDrh6Plt89YFtXzgt+/GLFp84dMP8tzje+m8oZVoRXDqtgtrWbKqhWce28OS1WfHMkmSCMcCvPsTt7H+ziXs33GKF586wJafHeLtH7qZO+5fNVH540KUV4VRVIWR/iSO7aCoCoGgl0DYi3yVVuanwyhafPffnmHf9lO89f0baFtUi8ers+vFY/zXl56esr37ikmZKwRcZ/OLrsEEDz+3j0PdQ3QNjjGWzU8smKuKTCTgpb4ywrpFzaycX09rTRlVseAVFbucDXPOiYvAchwO943w7c07ef5wF5miMSUq4kownM7yNz96lr7E5Aenpsi8d8MKPnzr6ike3OlxMMfFqrz6mkmGT9HYTtHcgarUUx79Uzz6agxjByPJ38U092LZJ/DMckXkG3t3MVrI89n1m7ixrgGvqlIXDNESifHVPTv48xee4StvfAst0elLAl0J4oUcP+46wsqqOsIzRE/MMTOlKh1HyVijAATVMqq9Z1dJFUmlwbcITfJgCaOUgmEOzrJqRykv3XQLWFNClV8N0kTfi24WV7gTzpRL5XT+0ITeQ5WnhbbQ+UU5fUqEjtCNnMrtnNg/Y4/iV6ZX8g6oMYLq2XOmSAoRrQpF0rGFgU8NU+k9x2BAxq+GUSUNW5gUnMxEiPx0aLKPBaGbpjgmziBLMi2BlVR72ujO753QEJkf3oDvPBElVwJJki4YeQOgyhr1/sUcSD2DQFB0s5hugQCX1zlxyzvXc/PbbrzgdheTezvHaxePfiOZ7L9j2UcQoojt9BL23490kXonkqQR8P8SmrqIfOFH5PPfJ5f/HwL+dxLwvxdZnjqBOD9nVrkkkGSQlEkroEIUQLgoSgWqctYhqyh1aFrnuJinwHVzSJIPRalBls/e+6pSNx4lcfWe35dK0bYpjJd5jHp905Y3h1KYfsgzdRLoCMFYsSSy59c0fNrM41GZz4csSdiuy1jhbIm9c18HdX3aSe1scYXg5b5+Do+MMJTNEvV6S6Uzz2P/Wa7LWL50/KxpsqW397wxu8q49ov1iiiSc4l4vWjytRnnApqOX9cu6Bi5kqZ52DNzmVSPok44f7KmWQqVv4iZVnl1hNYFtezcfJTb7ltBR+fl02wprw5z59tX859/9wQ7nj/K7W9dOWUbr0/npjd08i9//Age39SxTNNV2hbV0tRRxdpbF/LNLz7JTx7azk1v6Jy1c6KmoYya+hiHdvcwPJCipuHVV7g4s7vriAtGnMxEYjjNsX2nWbyyiTc8cAOKqmBbDrtePDbt9kOnEyxcXqoiJVzBQE+CUMRHIHT5q9RcKod7hvnez3djOWftwpDfQ0t1jMUtNdy4uInFzdWE/B482uzKIV8N5pwTs+CMrsRjuw7z1Z9vp3c0eVWcEjAeZhsN0VFTwYHTQ1OO+/ODJ7hnxQLqy8KzGKwFjjMMgKbNP/u+MMkVHkOIAn7fG/Hq68dXhlajqwsxzB3YTi8eZuecuLu1nQXlFbREohN90hSFVTW1/En4dh4+cuiiRYIuFZ+qURsI0ZNJ8nTvSd7Stoib6i5uZWuOM1U69uBSMlga/UvwKWdXVSRJokyvp9LbQn/hCJYociq3kwb/4pmvS0kipFYSUKPk7DHiRg/bR7/PmvL7CakVqLLKpaY+qZKHCk8jcaMb0y2wa+zHhLVKGnxL0GXvWeP9IhBC0JXbjSNKKzJV3jYi2vlLx0lIVHpakJARuOSdJElzgGpP27Tbe+Ug+qQIJQmPHECRFGwBASU6ObJEklAlHUVSsYWJM17hZCYq9EbC2vlFHD1KgMbAUrrzewEYLJ7AdPJX3TlxMQSUyHiqDtiuhStmNqwvFd17YYG34Z44qXiajlXT/75zvH5Q1Xo8+kqKxRfQtGEkVDz67NMfz0WWg3i9m/B41mHZJ8nn/4dM9quoShM+393Mfqy68HayHEOSvOj6SiLhP5hWT0oIC0WpRJJ0gsGPoGuzqx7BeCLe1U9ZnZ4zvYFSj2bqVUmIdXrHxZnS0hey2cX4dgKm2Gnu+BuS9OrSHgzHYXN3N9XBIIsqKzkSj/PlLVupDgZZVVc344TZHT8LzdEoH161ijL/+UWOvapKW9nMzidFkq7ZArEinz/15dViu24p+u2Sj3G+J/CF8fo17nnXGv7l89/nP//+Cd7yyxtoX1KPrEjEB9O4rqB9ScmpKISgmDdJJrKT2tA9Gr5pIi4kSWLtrQvZ9sxhHvvvLSxa2TSlKockSXQsqWfx6hZefHI/wYh/4lgHd3ajqjJV9TEUVSmVKhUCRb04R5Xu1bjrHTfwr3/+Q777lZ/z5veto6I6zHBfkmL+bEqE67qYho3rCEzDQjiCYsEknzNQFBldVyfKqvoCHvxBL31dcfq64oRjpcjwYGhyNIZtOVPOl6ap+AI6mq6i6SrZdJGxeBavT+fY/j5e+Ml+Xjk8SLLEM4/upm1hLeGyAKcOD7B/20k617RSUXPlU9dni+2U7v6Qz0NTdZQbFjSysqOe9voKqmPBC+qaXCvmnBMXQAhB3rB4aNs+vvHsy4ykr34oo0/XWNveyM/2HyddmJzLdGQgzvGhOHVl4VmZAwKTUs7q2QHJtI9jWgeQpSB+7+1IUimyQJbCJUVuUcB1Z5+/d0dLG6o8tVycJElU+gN8cNkK9KvmdRe8obmDH5w4yHA+xw9PHmJ1Vf1FhdlNh+U6DOWzDOWy5G0LF0FA1ajyB6n1h6b9/mdwhaAvm+JocpSQprO0ogafqmG7Lv25NEO5LAWntNoT1HRqAiGqfbMPsxJCUHRs+rNp4sU8RdtGHg93rPEHqfQFLjpkK22NMFA8AoCMSoN/yRRhx6BaRo23nYHCUQSC7txe1pUXJ1IUXklp4t5Ms3/5hIbDnuRP6C8eYVF4Ey2B5cT0enT54r3QiqSwMLSJU9ldGG6OoeIpHu//Z+aFbmBBaANVnjYC6tmyerPBFiYJs5eSGSpjugVOZXddcL+E2YcsKTjjEQ05ewyBmDB6zyAhoSveKdEdpdelbb3K1FVU6RyzuxQ1MbNpFNGq0C5wPlVJo0yvm9DlyFqjFJ0sEa6u7sS5COFiugXyThrTLWC7Bo6wcXFwhcNQ8eQ5JuG5U5Kry9GXT3Byb/ecc+IXAEkK4vHcRCb777juEB7PWmT54kueum4OV2RQ5DIkSUdTF+Dz3k2+8EMcd/iy91tRatD1TgxjC5Z1AE1biiTJCGHhuPHxiAgPurYMJB+Fwo9RlUZkOYAQIEQaIQxkuWKStoaEiuMmcN0isnz1K/xMh1dVJ571acPAdqePKrNdl6w5NWpPkWRivtJ3yZkWBdueVq8BYKyQxxUCTT67D4AiyxPREjnTIl008AYvzf6QJYml1dX83i2bcF2XP/35MxweGeEfNr/An9xxOx0VUx3PqiwT85b6oykKaxsaLqnE5euK8zwe0oaB5brntZHSRWPC4fRKDNuZuJaCun7RAoKSJLHsxnl84Lfu5on/2cZ//M1jSFJJ6FFRZDbes5S2hSXRUcu0+clD29ny9MFJbWy4awkP/MotJRHJVxCOBrjnnWv58p/+gCf/dwf3f/DmKdt4/Tqb7lnGjueOTHr/8J5efvb9nSiqjNenUSyYKKrC/R+4CZ//4iKSV9/cwQMf3cTTP9jFX3/yv0oOjnFHR01DSctsdCjN49/bRnwgRffxIUYGk/zPfzxLVV2UxrZK7n5gzURKi8ersfGNS3nkG5v560/9N4GQl3DUz6/937dSVnl2vnN0/2k++4H/mNSXztUtfOC37yZWGWLD3Ut46pGdfOF3v4vXpyFJMh1LG0gmJs/9ahpiRCuCfOlPfoDjuKTGctQ1lXPPu298VYKcl5uqaJC3b1zKjYubWNhURSTgw6tfPxESMzHnnLgAluPw0NZ9fOWprWSK10bkRJIk1rQ1UBkOTHFOGJbNi0d7WN/RjOc8IYdn2/IDLkKUymYJYVMsvoBtn8brWYuuLTxnwiaVQkJxEJx/JbI3nWI4l2N5dc2ElkTBskAqRS+cIWUYHBgZYkV17SS16CuF4Th0RMu5vXEe3z68m+f7utgbH2BNdcMl3ZyO69KVTvK/x/ezdbCXrvQYGcvAFRDWPTSFomyobeId7UtoicSQkabWCnddnuw+zp9ue5r2SBlfvv2thHUv3zu2j2dOn+RUaoysZSIBUY+X1kgZb2ju4G3zFhPz+M7bb9t12DUywEPH9rMnPkh/Nk3ONktGlsdHWyTGHY3zuLd1IdX+4KzOgRCC7tweik7J2xzWKghrlZhuYcq2Vd5WdNmP4eZIWgMMFI/S5F8243F8aoh1FQ9gunlO5UqlSAcKRxksHCeiVdPoX8K80Bqa/J34lPBEycELIUkybcFVbKh4N9tGHyHnJMnYcXaPPcHh1GZqfO20BFYyL3gDMb0OVdJnUVkkOVEiUeByKP0ch9LPXbAvr8SY5rxBKUVDlaa7J872S5Wn+fwirmPfeArI+ZAkGa8SQpU9WG4RB3u8FOvVRQiBJQyGiyfpyu1mqHiSrDVKwclgiiK2a0wImk5XgvZyk0mURLGCsQDp0SyuPXVMHOoawchfztSkX0xKYtJg2Q6O4+KOv5YoqbOrckm9XWLqSrRp2Ri2M+0ERFXky2aYSZKKri0fP+ZBAoFfmqTjJISLZe3Fsk/iOKdx3DFMcw+5/HfHhTOXo6r12PYpMtkvj6dQVCKEg2ntRZErx9uXSveCtQ/LPo7j9OO4cUxrH7n895DlGLq2FGnasWP6fgcDHyWZ+hzJ1J+g6yuQJB3HSeCKFJHQZ9C0eWhaJ8HA+8nlv4dtd6OqDePpK33o2gpCwY8AnvE2w+j6SvKFR0mm/hhFqUKSNIKBDyLLlze96mIIaBq1oRCyJHEikSBjmpT5p+bnJwoFhrPZKe97NZVFlZX88NAhhrJZuseSLKycqrUghGDPwCCuEIQ8HtrLyyY+8ygK7RXlSEB/Os3ReJzKgP+SrkFFklheW8PK2lpcIfi9jRv545/9jK2nT/NPL23hc7ffRoV/ctu6otBWFsOnqQxkMpxIJOioKP+F096SJQldUXCEIG+Z04b+FyyLruQY5gV0IvozGcaKRcKvSNERQjCSz9GXSqEpMo2R8HlTbqZDkiQ8Xo3b37qSJTe00HV0kEyygCRLhKN+WuZXo2kqFbVR3v+bd5HNTC2B29BaiaYpyIrM/R+4adyZUBofZFli2Y1tfOyzbwZJQtMU7njrKmzLmZhUS5JE5w0t/NofvQXHdoiWlca12+5bTnN7FclEDsd28Ac9NM2rpqG14qKjJ/xBL299/waWr5tH78lhbNPBF/BQVRelvqUkjKx7NJrmVVFZG2XRqskRz5GYH1U96/iRJInb7ltB47wq+rtKGi9llaGJFAuPX+fN713HDZsWTOlLZU0Ej09HUWTufd96Fq1oYqA3gaLINHdUEy0PsWLdPMqrSmW05y2q41f/4D4Wrmii++gQwwNjeH06C5Y1UlEzfcrutWL1ggZuWNBw3UZIzMScc+I82I7LMwdP8u3Nu66ZY+IMZUE/i+urOTGUmPLZ7u5+coZ5QeeEhIymNmOY2zGsfXg8q7GdPnLFJ0CS8XpuRpHPLf1llvJTUZE4/4Tm2Z4ufnLyGF+55y0TE6i/3/YCXkXl0+vOemZPJhP80XM/46tvup95etlMzV02XCFQJJl7Wubz057jDOQzPN51lMXl1QS1i3OO2K7LlsEe/t/OF9gbH8R0HbyKSlj3IgEZy2TXSD8HE0O8NNjDp1bezIbaJpTzDFRp02BvfJBn+07x0+7j2K5LxOOlzOsjb1mMFHIMF3IcSgzTm0nxyZU3EfFMv/JdsC0ePXWEL+/dQnd6rBTKpXmo8PqxXZdEMc9gPsPe+CA7hvv43VUbaY2UXdBIsYVBd37vMWhFDwAAIABJREFURDpDxh7l0f5/mFZrwXSLE06LvJ2iJ7ePBv+S82oHVHlauKvmE+xP/YzD6RdJmL04wiZpDZBKDXI8u5UKTxOLI7cxL3gDYbVyVoO/rvhYVXYvZZ56do09zkDhCAUnQ9HN0pXbTV/+EHuST9AWXMPi8CaqvfPOW57UcouXZRIshMPMSzcXeoC8uoeeKmnnrXJyBkVSUSQNiyIIsMRUA+j/Z++94+Q67ivfb93UuSdnTEAY5AwQJAJzEimREpWDRUuWP5Ke1/Ku7ZX9nN7a1pN2Vw4rP8v7ZCvLtkSJEiWLEoOYwEwARI4zA0zOsXO4qfaPHjQwmO6ZIREI2jj8MKFv31s39K2qU79zzuWElJJJs58DU7+kPf4aKTuCPe1HogoNXfGhK15UoaEIFcvNkLBnvxsvJX759acx0xbv/737+J8P/j3R8dgs867IaIwb37vtsrbjPwLSpsWRriFePdlDx8A4k/EUtuPi8+hUhPwsravg3dvX0lg1u3z20T0neej5Q1gFyKMtrYv4/PtvwbtAbfR80LSl+Lx34bjj0wTB+c+DS9Y8QDb7KmCj6ysASSbzDIoSQlFK0bQGVLV+OgXjAKZ5Ypr0WIvPdy+6vjq/N9M8SCb7EmCjaUsRqGQyzyGUAIoIouvrMDxb8n24pi7KxYCjgfBiGBtQ1dyKq66voaz0r0lnHse0joG0UZQyfJ7bUNVcBJ6i+AkGHkTXlpPOPIVlncolhqiL8Xp2wXljAiEUgsFPoSglmOYhXHcCTVtykQXuFw9FUdjSUM8v29oYjMV4qbuHRevDM1bFLcfhuc4u0gUMFPXp79eHw/RFozx95jTNpSX4z1tYkVLSG43y9JkzuFKyqa6OhvOMJDVFYX1NLQ3hMIPxOD85fpzmslIaS2Y/u1JKHCnnTe2A3GT7ukUNfG77dr64ezfPdnZSHQzwuRtuoMTrzfeRQgjW1NSworKSw0PD/PTECVZWVeYSQwocP23bCHJVJ1fTJOtiYagqVYEAPZEIbePjxLJZSs4jF1wpOTk2xv6BgXn3NZFKsbuzi49uWD/D2D1t2zzf1UUkk6E+HGJ97RuP2TyLXPpDeb6K4EKES/3ceM/8kdmFJuO6oXHD7efeLWu3Lp61jeHR2XnXTPPx8qow5VWFTVJt26G7fZhEtPDiy1loukrT0mrCZQFUTWXpqnqWripsRl5SHuCWd22cc3/nQzc0Vm1sYtXG2UlPhqGxeef80bIer87qzS2s3twy48+337Em/981i8qoWZSTPa2//uquknyrjS3fLK5aciK3UuBwpmuUU21DSAm33byK0lI/iUQG15UEg14U5fK8PKWU9IxP8U/P7GUoUlzSIABNVakI+VlWU0FDeZjyoB+fofP00Q6O9A5fkvaoimDLkgYePXBy1mej0SQdw+Ncv2y+6DUVr2cHidRPiSW+i5QpsuZRMtm96NoSAr578lGIkMtfd5wxFOFHUYrHv0FuYhzJZGZoLQfiMfzaTFLDcl0m06mi5ZWXA1nHZn1lHTvrmvm3zhM80dPO/UtXsalq/nSGs5BScmJylC/seY62qTEMVePOpmXc2bSMukAIBcFQKs7u/i6e6+/kwOggX9q3my/tuIuNVXVFO6hINsNXD7/KSCrJ0pJy7l+6iuWllXhUjalsmt39nfyyq42YmeXhjqNcV9PAO5qXz3rhONLl2b4zfGnfc0xm0jQGS7h/ySrWVdZSYngwXYeu2BSPdbXx+ugAT3S3owqFP7/hdqp8xdNepJSMZrqZyPaddyyLqDUy7zVzcehNHWOjHSGoVRS9BkIolBq17Kz8CCvCN3ImvpeO+B6GM6dxpk0e+1LHGUidoi2wjm0V72VxYNO8VRQCgaF4WR7aTpN/Hd3JQ3TEX6MreYi0HcWSWabMIfZP/pz22CtsLHsHm8ruLWpW6eIgp6UZqtBYEthKg3+hWuxzaPSvKUoQXP6h4MK16+e2lPnzvhKQUjJlDvDU8D/RnTyIxEVBo8a7lCb/Oio8jQTUEgzFj654UIVOd/IQu0e/g+TytfO6uzdhWzau6+I6Lu/45G1U1M/UZR94+ijiEg8GzmaTD0zEaO8fo38iSjyVKyv2GhoVIT9N1WWsWFRF2O9FVWZXa71dcFZG+dDzh/iXZ/YTSeZIMUWIs765SCk51jPMzjWLaayavSpv2jYTsSTJjIkk56juTPc3jVWllzRNRVH8lJb8acHPhNAIBX9jusKgOFS1nFDwU8Cnim4jhCAY/HWCwV+fc18VZX+X/2+//934eff0/wUpK/3SeftT0fVl6Prn5tyfooTw+e7E57tzzu0gZ5QZDv3OvNtdaexoamJdTQ2v9Pbyjf2v49FUbmppIeTxMJpM8vSZMzxy/Di6omBdMC4RQrC6upp3r1rJtw8c5J8PHcaVknetWEltKIjtuhwZHuY7Bw5yYnSUhnCYD61fh0/XZ+xjVXUV71q5ku8ePMDj7e0kTJP7Vq5kVVUVQY+B6TiMJBLTySCS96xeXTRZ5HzoqspdrcuIZNJ85ZVXeOjIUSr9AT61dQvGeZPmppISPrxuPb2RKC90d2O7Lg+sWc3qqiqChkHWdhhLJekYn+DQ0BD3rVrJjqamq8Q55NIg7PGwpaGB/YOD7Onr5zsHDvCe1aupDgRIWhYHBwf554OHGI4n5iWGso7Ddw8eRFcVbm5podzvZzKd5hen2vjR0WMoQrCjqYm1NW+dFPJKwzZt9r/YTk/H3GNDf9DLvR/alveEuIZrKISrlpwwTZufPXqQXzxxGNO0UVWFzRubKS3189reM7x+sJvf/MTNVFa8USfrhSFr2fx033Hah8aLblMa8LKhuZ671rWyrrGGsN+Lz9AxVBVVUegZm7pk5IQiBMtqKvB7dFJZa8ZnyaxJ2+BCyAkFn2cnPs8u0tmXmYr+NRITIXyEAh9BPy8CTUqJ5fRh2b0oajna9IrL2xFZx8Gvady/dBUvDXbnvCfOnGRtRc2CHaejZoZvH99Pe2QcQ1X5+MqNfGrtVmr9oXxH5krJHY3L+NaJ/fzT0b20TY3x9WP7+ML2O6nwFY56Ml2HnliE7XVN/Nm222gtq8i3SUrJ9bWNBHUP3zt5kIRl8lx/Jzc1LM7HZZ3FQCLG14+9zmQmzbKScv7ihjvYWtOARz23+rHLddlV18yf73mGVwZ7eb6/i1/1dPDRFRuKTmYkLgPpkyTsXEqHJgwCWtksv4Tz4UibhD2JxGU408GUOTQjgaIYhFCo8jRRbtSzuuRmRjKdtMVeoi91nJg1hotDd/IwUWuUO2s/O01QLOz+edUgK0I7aAlsZMocojPxOqcT+xjP9mK6KeL2OHsmfkLKjnJz9YN41Nkdp654UaarRQQKDf6VXF/xvgUdf8Z5voVDPluaC5rAu9LKV8ogBPoV1JBbboZDkSfpSR5C4uJVgmwqv5cNpXcR1MrRhGfW8zph9ucNMS8Xlm5sASAVS9OytpGdD2yjom4mOZFNmZw50n3JjpkxLY52D/PLvSc5eHqASDJDxrRyTvoytzJs6Cp+j05FKMBtG5fxoZs3UBq4OjT/bwaHOwf53tP7iaUy+D06a1pqaa2vxGfopE2L0UiCsN/DosqSgoqme69bybYVTSTSWWKpDIc7h/jRC4eJp6+u7PlruDKo9Pv5zLbrGE+lOD0xwRd3P8/X/PswVJW0ZZGyLG5saSaRNXmms3PW972axq9t3EjCNPnZiZN8fd/r/PTESXyahisl0WyGqXSG5tJSPrttG5umI0Uv3MeDmzaStiz+7eRJdnd1sX9wgJDhQVMUXCnJ2DYJ02TbokXcu3w5LICcOLvv969dy0giwbf3H+B7Bw9SFfBz/6pVeYJCCME7lreSME2+c+AAr/T2cnh4KHd8VcF1JVkn55VgOg43LW652Mt+1cGrabxzxXL29vdzaGiIb7y+n5+dOIlP17Fch1gmS4Xfzye3bOFHR49izpFW8uF16+iamuIrL7/CN17fj0dTMW2H0WQSy3G4btEiPrF58xUzfr8a4PEZ3PdrO3AKVKydDyHEnPGo13ANcBWTE8dPDvL4U0fZtb2VysoQDz28J7/i0bionH/+wauMjsUuCzkhpaRjeIJfHWkvaHojgKW1FXzq1uu4bc1SAgUiqC41hBCUB/00lpfQdgFhkjEtusYmsR13TvMdIQSa2kh56f9DLP4NstZhFBHG77ubUOAjF2hWLbLmQRx3HL9xC7p2dZcuzQXHdZEStlY3sL2uiX/rPMlz/Z28v3Utq8vnTls4i+MTo7ww0IUrJavKq/mNNVupD8ysJlGEoMzr4+MrN3JwdJAXB7t5fqCLw+ND3LJoSVE2PqgbfHrtNlZXVM/4cyEEVb4A97as4MmeDgaTMY5PjJJxbEKcG7i4UvJU72lOTY0B8MHl69nV0DLrOJqi0FpWyQda13F4bJi4leVXvad5YOlq/EUkLhknQW/qaH6i2hRYx47KD6OL4gOnmDXGsyPfYMoawnTT9KaO5FI7FkgkqEIjrFcR1qtYEtzCaKaLI5GnOBZ9FtNNMWUOsnfiEeq8rfi1hbsi57wUgtT5WqnztbKh9G5OJ/awf/IXjGW7Md00x6PP0RxYz/LQjlnPhU8N5SVLjrRJ2pFpzfvbp2wu4yRwpD2nSCtnqJrCcnOTOQXliiZ1JOxJ2mOv5JNhVoR3cEPF+wuagZ6F7V65iac34OEDv38/pQXKW5dubCZ8CfokKSWJjMmPXzzC9587yPh5RsxCgEfT0DSFjGmTzlqksxYTsRSKInjPjjVz7PnqhuO6vHy8m1gqg6Yq3Hf9av7TfTsJ+s55wkiZq4QoVq5aEvBRch4549E1fv7a8WvkxH9QqIrC9qYmvnjnHfzo6DFe6+tjKB5HUxSWVVTwseWt3L9yFd8/fJhnuzoLksc1wSC/t3Mna2tqeLKjg2MjI4wmEmiKQkNJmLuWtXL/qpVzJmbUBIP8/q6dbG1o4OkzZzg6PMxoMknasjA0jUq/n9XV1dy7fHkBPy6R91cp1D6fpvGpLVsYTSR5tK2Nv3/1NWqCQXY2N+fbE/J4+LWNG1hVXcUT7R28PjDAYCxG0rLQVZVKv4/rGhrYXF/PhtraghR6vg1vRWWWOHf+cx1diLPXavafr66u5s9uvYWHjx7j1b4+hhMJpJRU+P3sbG7iA2vX0lRayuPt7Uym07OOI4TAbxjcsWwpjSUlPHTkCM93ddMXjSKBxnCYXS3NfHTDBlpK3zqvlbcCQgj8gTdminkN11AMVy05cfR4P1WVQR786A56+2dqiUMhHxJIpy+P8Zjtujx5pL1oMsfGlno+f9/NrG6ofsNOvBeDkNdDQwFyQgIjkQTxTJayeVbMhBAY2irKS/8brhtFCCPvEj4TKgHfu/B6bkBVyhaUtZ51bHpjkbwBZsqycFxJV2Qqv81wIo57hWWoZ2O0ArrBA0tX8/xAF33xKL/samNJSfkMw85CkFLyylAPMTOLoahsr2uiLlB8slbh9XN701L2DPeRsExeG+pjR10T3iLHWVdZO4uYOB8NwTAVXh+DyRiRbHpW/njMzLBvpJ+0bRE2PPNGpa6rrMWv68StLAOJKP2JGMvLCrt3x6xRBlI5KZFAoTW0nXrfioJ+E2dRZtTT6F/LVHQIgK7EQbaWvwdvgWqE+aAKjTpfK2VGHSG9glfGf4jlZhjL9jCW7aFZm19zWQxBvZz1pXdR5WnhyeF/YCTTScZN0Jc6xuLgZgwx87fkVQKU6XWMZjqRuEyaA6Sd+BsiSN5qRK1RTDc950TfkRYRcyhfYRHQyq8oORG1RvIGnJrwsDiwBY8y97MTs8evmL5dURUqGwrrgJtWLqJxRcNFHyOVtfjmE3v5yUtHSGRMNFWhubqMG9cu5rrljVSGAyiKIG1adA1Psq+tjyNdQ9x3/WqqSy5PNeGVgOtKekZz/UVJwMst65cSusAFPkeyX6m0p2v49wBFCDbW1bGsooKJVC7BSghB2OOhwu9HVxR+beMG7mpdRrmv8Bgq5PHwnlWruGXxYiKZDKbjoCDwGzrlPh9+XZ930h4wDN6xvJWdzU1EMhkyto3juihC4NE0wh4PJV4v2gXEW6nPy5ffcTcZ26a8QBWmEIIyn48/uvkmfmPLFlwktcHgrMm1rqpcv2gR62tqmEynSVkW9vTxvZpGyOMh7PHM8FE4H5+9/no+vH49Pl2nzPvGU7QuBjcvXsyPP/JhVEVhUQG/Dsh5hPzuzh18cvNmgkUWDdfV1LCkvJyJVCpn2k6O7C33+Qh5PEgp+dq778d2XRovIBj+5JabSVsWjaWl+HWdz23fzkc3bCA5nc4RMAwqfL4ZniTXcA3X8MZx1ZITmYyF3+cpmNWbq6C4fAPRkUiCA12DWM7s8ueakiCfu3sH6xprrjh7HPAa1JYWniRMJFLE0/OTE5DryFRRgqoUn1QJoaJri9BZtOD2dUcjfPbxn+evy1gqiQA+8YtH8ttkbBvLnbvs63JBEYJN1fVsr23iiZ52Hu08yf1LVrKyvDgxADmfjPapCUzXIagbrK2omVOTqCoKy0oqKPV4GU0nOToxPO3+XJicWFlWRUgvzjh7VC0v9XCkxLzg+k1kUnRFp/Ln+Mjp4zzbd6bo/uKmSdrOdcoJyySSLW5g1Js6StrJea6E9UrqvcvnJCZy7fXTFFjHqfjLuUoHa4jhdActwYUbG10IrxpkZWgXx6PPMZ7txXGtvNTkYqAIlWrvEpYGtzGSyZX0xu0JbNfCuEDKIIRCk38d7fFXkbgMpTsYz/bSqK5922j8x7O9JO0IYb2q6Damm6E/fS6arMrTjKEUliVdDmTdVJ4YMRQvXnXuVBnbNRlMt11Wv4nzIaXkbHTErLhkZb51vflh2Q6P7zvFT17OERO6pnL7hmV8+t4baK4um+WztK6ljnduW0XvaISqksDb5lksBAkkM7mBvkfTKA2+feUp13B1QQhByOMhVEQuURkIUBmYmwRVFYUKv5+KAokfC4UiBCVe7wwzxvmgKQpLyuc2EBdCUO73F0wjuXA7v2G8qQl0fShEfejKEdXno9TrzUeyFoMQgoZweIYhaaFtgoZBsNj5C8GyisIy1KYLyAq/ruMvQpRcwzVcw5vHVUtONNSXcezEAD29E7jTS+2SHGmx/2A3Pq9B+WUwVJFS0jsR4czIbK8JQ1N54Lo1bGgubnB4OaGrChVBP6oicC4oP4imMiSzb12E3Zbaev7T5usXtK2qKEU9GC43Sgwv9y9Zxd6RfgaSMR7taqN1umqg2C1NWiYJK1cSrAqFat/8K5NlHl/eDHQsncSew1Cw3OufYV51IUT+H4WRsiympgmGSDbDN4+/Pm/7zsJ2XbJFtJW2a9KVOJif9NV6l1NqLMx7pNG/lpBWwYSZIm3H6EkdpimwDuU8w9VcXKCLEMoCJnQSW5q4MtdWIZRZ5MH5cKWbK/9cSFQqLpZ7Lo3CUHwoRaQaLcGNlE81MGH2kXIiHIo8TplRT0if31Pj7Pmefw2uNEw3RVvsZaq9iwuSTFJKBtInGEp3ALnKlebAejzqlfu9Goo/bxhquVlMN1Uw9g3AlQ6nE/sYSZ++Yu3LJDL8yxd+zLs+exd1S2Yanj3x7Wfx+r3c8qEdb3r/vWNT/OD5gyTSJooQ3L15Ob913w5qy8JF31GqorC4dv70I9txiaezJNJZzGltsKGphPweQj7PnM7erpRMxVNMxlN4DZ268jCaqmA7LrFUhkQ6myf0vbpGOOAl4DWKErmuK0lksmRMG9N2sGyHWCqTl19YjkPfWAT1AjJGURSqS4OEfJevhFhKSTyVZWTaDLss5KciVDz+0XFdhqfipDImiqKwqLJkzvQsKSW26xJLZkhmTCzHRQCGrhHyeQj5jDmj3yzHYWgiRtayqSwJUhrITdqylk0kkSFtWjhuTubpM3RKg74FRY2fD1dKUhmTeDpL1rKxp++tpqp4dY2AzyDgMeY1JZdS4k5fz/h5z52uqYR8BmGfF/UKVqBew5WD6TgMxGJkCyShLBQhj4faYPBtmzpwDf++MJlMMZFIFZT8Bz0GdaXhf9cxvWf7rmgqQ9I0sWwXiURVFDyaSsBjEPJ6UC5S/nXVkhPbti7mxZfb+bt/eIqWlkoyWYsXXm4nmczyyqsd3HHrauovMCO7FLBdl86RSZIXmE5CrmriHRtWYLzBPN9LBSEEpQEfuqriuDNf9omsSca6+JjDN4uNNXVsqF64aaYiBL2xCLqiUhe8cky8EIKd9c1sqqrj6b4z/Kqng/cuW0OJ4UErMiG1XCdf7SEEC8qtPmuKCpBx7Flk0vnwatqccaPzwXJdMk7u3vs1naZQKfoCO/JSj69opOpYtpsJsx/ImUE2BtbMW15/FiV6DbXeZUyYfbg49KdOkrCnCOvn5CO2NOlOHkQR2rR/RJhiLEzGSXEi+jwxK+er4VWCVBjFq3omsr2MZrup8S6l3KjLG1leCCldhtLtdCb2AznpSqWnCV0pvEJTqteyvvROXhr7PpbM0B57FV34uL7ifZQZtQX9JxxpE7NGGUq3E9arWeRfXWDPVw7Hos9S41tKa/D6vIcG5K7FeLaXPROPkHaiAFQYjTQHNqAs0C/kUqBEr8ajBsi6SSyZoTt5iJbAxlkmpVJKepJHeGns+ySdyBVrn+O49LUPkk3N9jCYGo6QSZkXRU48e+gMPSO5SqiWmjJ+7bbN1JaFihITC4GUkrFokucOn2ZPWx8dA2NEp5MwykI+Vi6qZteaxdy8bgnhQOFn37IdfvzSUb75xB7WNNfyxU/cQ9Br8NTBdl481kXHwDjRVAZFCKpKAqxtruWOzcu5YVVTwTLxWDrD957ez5HOQaYSaaaSaZJpMx8BOhZN8sffeXzWGyEc8PKHH7iVOzcvf/MXZB5ICc8f6+QL//oUAJ+86zo++87tRbdPZky+/PBuXj3RTcDn4R8/9z6WLypenTQ4EeO5I2d47VQPXUOTRFMZVEVQEQqworGKm9YuYeeaFsL+wvdiMpbij7/zOO39Y3zmndv5+G2b6R6Z4on9bexr62NoMkbatPB5dBorS7l+ZRP3bF1JU3XpggaMkUSavW29vHqql46BMUam4qSyVi6e2uehuiTI4rpyNi1t4PaNy4q2E2AynuaFY528fDz3jEwl0khyhuKtDZVsX9XMrRuWzUn+XMPbE0PxOP/5F7+kfby4sfx8uLN1GV+44455qyau4RquBH524ARf272nIOF20/LFfPkD9+Az5paKv50xFI3z5LF2XjndS/f4FJF0BldK/LpORdBPa00Fv3PHThaVzZ3wOB+uWnKiqjLEb37yJn7ys9fZt78TQ9d44ldH8fl03nHXOt51zwY8nkvffMt2ODNSuFy8tbaSxdVlb2kHGvQa6Ko6i4jImFZ+ReKtQC7q7Y1dl8dOd1Du8/HBVWvn3/gSImgYvK91La8M9dIdm+IXnSf50PL1RasXDFU9L0Ej560xH0zXwZlmVj2qNmv173xc7NOkCpFvX0MwzF9uv4Ma/8J056pQqCxQxeJKl97UMRJ2zu8loJbS4i+e6lEIS4NbORHbjUQykjnNlDlI6LxIUUdanIq9TFdiPyVGLTXexVR5Wig1avEqQYRQyDhJJs1+uhIH6Esdw5YmChorS3YRmkOaMGH2s3v02+jCS4VnEbXeZZQbDQS0MjTFgyMtYtYYg+k2ziT2ETFz/hjV3sUsDmxBLVLdoCkG60vvYjzbw4nYC1gyy9Ho0wym22j0r6bK24JXDeJKl6yTIGqNMp7tI2INk7Kj7Kz68FtGTihCI6xVkLCneGr4a3QHD9IS2EhIr8SRFoPpdtpiLzGS6UQi8SgB1pfeSbnRUPS+dyb2EzFHMGUa00ljumlMN8VA+hTutInqpDnAU8Nfw6eGMRTf9N9evGqYxsAaSvSZsqqgVsbS4FYOTT2BxOVE9HkEKmtKbsanlYCUxOwxOhP7aY+9QsQaocrTQtQawXTnzli/GLiOS2QsSnQ8jpk2mRiK4Audq95xLIfeU4O0rFm4FO5CJDMmr57sxnElhqZy64ZlLK0vHsO7EDiuy5GuIb7++B4OnhkgY9romopHU5HkJsq9oxFeOdnNi8e7+Mw9N7CkrnzWMaUE13WxHJfxWJK2/lFeONrFrw60kbVsvLqOUASmbdM5PEnn8CR72/v4+O1beN+udbNW7i3LoWt4kp7RHLGkCoWw30MkmcF2cjr4oM8zS38f9nuuyAKB68p8Jchc5PJZ2E7u2li2U9T/xHZcDpzu558e38Ox7iFMy8HQNQxNxXElfWMRukYmeeVED7esX8Kn77mB+orw7Htx3vG6hid56Xg333xyL239Y6iKwNBVhBBEEhkmYoMc6xnm1ZPd/MEHbmVNc/FFBMd1OdU3yree3Mf+jn6iqekoV0Xk78NYNMFoJMGxnmFGpuLsXN1CuEBhletK2gfG+MfHXmNfex/JjImhqRi6BlIyMhWnfzzKayd7eeVED5+59waWN1Rdtnj4s5BuCscdAWmD8KJpjZd2/9LEcYZQlWpEgeo+100g3SiKWlXA6+utgZQOrjuKEF4U5dIt+vl1na0NDdSHQvlfxNm768okrjMKOAjhR1Vz0e7TijmkzOK4w6wsj6G4/Ui5ZMHm01JKpJxCyiyKUo14C6sVr1ZkbZuBqRj7uwc4NjDCSCyB5TiEvB4WV5Vxw5ImVtRWUuLzXiMNz0NF0E9zRRnxTBbbdUmbFtHpCbrtXrnI9SsNKSWDkThffvx5XmjvIms7aIqCV9fQFYWMZdM5Pokjz0Z3X9wzc9WSE0IIli2p5r/89l2MjsYYG4+jqip1tSWUlwXQtMtT4mW7LkPTpZwXYvWimre8tMyrF57oWo6Tz3J/uyBhZvG8BVUoCoKt1Q1sq1nE7oEuHu06xU0Ni4uSE35Nz0d3OtJlPJ2a9xjRbCbv61DeOL4yAAAgAElEQVTh9aFexkQHn6ZTYngYTyeJm1kqfQFawhc3wMg4cfqSx3Bk7hxqvcsoWaCk4yxqfcso0WuIWMNk3RR9qWMs8q9GPe+1I3FJOhGS6QhD6XYUoaKgkBP0A1Li4k6nhUhUobM8tJ2NpfegzTOws9wsMWeMCbOf04l9KCg5uYAAZO7YrnTyqRDlRgM3VLyfKk8Tc71YfWqIXVUfQwiVk9EXsGSG0WwnY9luFKHmJSoSiZQuLi4g523v5UZQK+fWmk9xKvYSp2IvcjjyK45Fn81LKFzsfCqLJjysLb2dNSW3zSlD2TPxCH2pY4Akx8XJ6b/OvYtSTpSTsRfgrM/6tOO6Vw1xV+1nZ5EThuJnQ+ldDKZOMZLtIuMmODj1S45Fn8ZQfLjSxZRpHDf3bDYH1nNDxft5ZfyH9KaOXspLNgNmxuSJbz3HgacPc/pQN1/9nW9ieM+tkNimTXldGe/53D1v+hhdI5OMTCWAnCHk9lXNF2X+KKXkzOAEf/uTFzjRO4KqCDYuree65Y3UluUq1vrHo+xr6+NU/yjPHOwgbVr86Ydvp6aseEXbZDzFN5/cS9fwJFUlQa5f2cSyugoMXWMsmuC1kz0cODPI8FSc7z3zOqubatiwZKYcsiTg5TP33kDivBQNy3H5m588z5mhCcpDPn7rvp00Vs7UdGuqQlP1pa+avBI43jPMX/14N2cGJwj6POxas5g1zbVUhP1YtkPPaIQ9bb109I/x2L5TuFLyew/cRFmouKzqwOkBTvWNMjAeZcuyBra0LqKqNIjrupwenOD5I2cYmopztGuY7z69ny88eHdRiUdb/xh/9ePdHO0axpWS0oCXNS21LK4pp2S6omYsmqR/PELvaIQtyxZRXqRtfWMR/u5nL7K3rQ9DV9mxupn1i+upLQvhupKhyRh72/s42jXEi8c6yZgWf/qROwqSMQuFYw9gZl9GkiNVBB4UtR7dWIei5PwCHKefZPJb2OYRhAhQXvXwmzpW0TY4g0QmP0u45C8xPNtmfW6ar5FOfo9QyV+iaS2X9NhvFlLGicf+O7q+hkDwMwv+nutGsayjuPYACAVFqUY31ucJjgq/nz+46cZ80t75sKzDpJJ7scxDqGoTZRXfnPG54/SSTHwD13oCM/F9pPchhFi42W86+UMs6wTh0i8gxFuXnCFlFttqQ9VaUJSLW02+VEhksvz80El+uPcIPZMRbMfNyxQEOZngQ3uOcNuqJXxy11aWVJX/u5YqvBHcu34Ft69aSsq0iGWy7Ons4x+efZVIKjP/l9/GsF2X3W2d7G7rxHJcFpWFuXXlUpZVV2BoKinTYjSWoCLopyoUuKhKT7iKyQnHdUGC16PT1FhBU+M5TbfjuDiOi6oql5zRc1zJZKLw5LOp4q2PBtKUwufsurKgBuoaZkMIQaUvwP1LV3FwbIjTkUme7juNoRT+ORiqxvKySnb3d2I6DscnR7mnZXlx/bF0OROdzBtNriqvntNT4mJR7vXTHC7jTHSSsXSSzugES0vm158XQy5KMkHCnqJUzxESy8Pb0cTCS9WEEAS1ClpDN9ARfw2ASbMfR1p5rwNNeFgW3EbEHJ5e9c7gSAtbWrnJrczJLFSh41NDhPUq1pTcyurwTdMeD8V/+9WeFpaHbqA7eZism8R2LVxp42KBlAgEilDRFQ9eNUSjfy0by95BvW/FvKszQghK9Bpuq/4NGv1rOBZ5lrFsD5abPtd2BMp0272KB79WQktgE4sDm2btz6v6KTVqcaWDT5s9eDEUH6VGDVknhV+dbb6lC0/+84BWmicbIEcHBLVySvVaar3LWBLcSp23lRK9hlOxl0g6U9iumfP+QMVQfIS1KtaW3s6G0rvmTenwq2FC2vx+G4XgUQMFCRshBDXeZdxZ91n2jD9Cf/oEppsm66bJuikUVDTFIKiXsyK0g63l9xPQylkc2ETMGiOkVxaV8VwMDK/BnQ/ezPKtS3jov/+UG9+/neqmczIl3dCoaa6iobXuTR9jYDya91woDfhYsgAfibkQTWb43jP7OdGXIyYe2LmOj926iUVVpfnBpuO69G+P8o0n9vDY3lPsPdXL9587yKfvvYGAtzChlspanOgdZcOSOv7zu3exurk2X80gpeSOTa185acv8sKxTkamErx4rJPVzTUzKh4MXWNl40xiKmvZ+WMausbqphpWzCGPeDshlsrwnade58zgBBXhAJ++9wbu2rycsN+T70tsx6V9YIz/9cgL7D/dzzMHO9i0tIEHdhQ33R2ajOHVNT5yy0Y+cNOGaQmQQEqJZTtsW9HIlx/ezfBUnMOdgxzvGWHzstmJMpFkmu8+/TrHuocBWNdSy2/cvY31i+soDfpQpvfpSkkkmWEskqA85C+YWJbKWvxg90H2d/TjNTQ+fvsW3n/jespD/vxzJ6XknpGV/ONjr/LUwQ72tffxi70n+MSd171hf4yzsO12EvG/Rdc3IJQQUiZwnH50fSPB8OdRlBJUbQmh8B+SSv4L2cyzb+o4c0MiZQooUskqbaSb5nKaur9xSKTMIOVsOXPBraWLbZ8mGf97HKcPRakAJK4bJRT+AwxPzn/sbApIIXi1DQS9S0jEv4ptncanzxxfSK0Fv/GHZFI/JZV6mDd6vSQmUmbe8PcuLSSuM0Yy8b8Jhn7/qiAnYukM3355P99/7RDxjIkqBCU+LyV+L15NI57NEk1liKYz/PzQSXonIvzRO29ldf3cxvH/UaCrKrqqEvR6qA4HGY8nL+v4/mpBKmux50wvluMS8Bh86sbreGDzmhl9+tn+4VIQWVctOdHXN0lX9zhbt7QQCs7Ump3pGqOre4wdNyyb9dnFQkqZjxe6EGVFtLhXEsVes4oirjGbbwCKENzSsISHy4/y6nAfj3e30xwqTj5tr23iobYjjKWT7BnuYzSdLCqdiGQyvDjQRdZx8Koa11UvwlAu38urzONlU1UdLw92k3UcHu08xY66ZgJFvCQWglKjlg82/QVnn7jzTQoXCkPxcVP1x9lR+SEgl4yhi3O/IVVorAjvpDmwgUmzn7FsL3FrnIwTx5YWINGFj6BeRqWniVpvK361ZJrcmPtZLzPqub3m0yTsCUYynUSsEVJ2BMvN4EgbTeh41RClRi11vlZK9ToMxbvgslEhBD4tzJqSW1kavI7RTCcjmU5i1hiWzCBQ8Ch+QnolFcYiqrwt+NQQmpht4rc6fAutwe2AnOEBcRZLg1tp8q9FFqm+aPKv4yNNX8qZEgl9hlGoJjzcXvObONJGERq68KDr1eyq+iirwrvoSx1nyhzEdLN4VD8VxiKaAuso1WtRFX1eo9K76347L994oxAI9CKmpopQWORbTUV9IwPpUwynO0jYU7g4GIqPMr2WBv8qKjyN+Wfquor3sLHsHhShzmmW+mahqApViyoIlQXYfOcGttyxnoblM4mIiyXLpxJpstOSvaqSAN6L1K6e6h/lpeNduK5k7eJaPnrrJhqrZvoOqIpCU1UpD96xlba+MToGx3lifxt3bVnO6qbiqVQlAS8P3r6F9YvrZ5TiCyFori7jndev4nDnIJFkhmM9IziOC2+RX9NbDSkl+9r6OHRmEAncsamVd25bif+CuENNVVjZWM17d67Le3g8daCde69bWfRZEMDGpfV86OaNVJeeS7YRQmDoGttXtbBtRSM/f+0E0WSGjoGxWeSEKyVHOofY19aH40oaK0v47ft2smX5ohnVormkL0FFyE95kSQVKSWnB8d58VgXluOya81i3rdrHZXhmZ4xQghaasr4wE0bONI1xNBknGcOnebdN6yhtvzNT+KEUkIg9Nuo2hLAJZt5gmTiG9hWB4ZnK0JoCFGGIkIU6kekzGBbp3GcPqTMoCiV09UA5zyRpLSx7XYcuxMpbRSlBF1fh1BmE7VSmljmASQuhrFlupHgOMPYVjuSLLq2Ek1vPW//FrbVhm13IYSCpq1A1Rbn5QmuG8e22nGdQSQuqlqHbqxHTL8LXTeCZR5DN9ZhWx04zgCKEkI3tqAoJYDEcYaxzKMgsyhqzax2zwUp4yQT/xvXHSUU/hM0fSU5cmIKRanMn7dtncK2uxFCRdNXoarN+XMQQkeIchQRKNjLCKEiRClCCRfsh6Q0se0zOHYvUqZQlLIZVRtnL7RtdeA6IyA86MY6VLU2f51dN4VtHcVxhhHCj26sRVXrpvcvse32/PWxzCNImULTWtD0NQih4boRbKsdx8kReqrWiK6vRggPUmawrGNY2b2Y5utkMk+gWocQIoTHe1te0uM6E1jWMVx3EkUpRzc2TN+jyzOef76ti++/dph4xkRXFW5cvpj3b1nLmoZqdFUlls7y6plevr/nEGdGJznUO8S3XnydP3/37QS9l8+E+BqubliOw2A0pyqoDgXY0Fg7S155tn+4FLhqyYn9B7t5/qU2NqyfrQdMp00e+vEeWpoqWLH8za9SFYPjFKYA9KtgYJW17ILyDf08A8ZrWBjKvF7e37qO10cH6IlHGEklim67tqKGmxsW88iZ4xwbH+afTx7kE6s3U+E9Z+IlpSRlW/zk9DFeGuxBAFtrFrG5pv6y3htVUXjX4pU82dPBsYkRnu3r5FvH9/Oh5euo8PpRFCXfzcnpKNK0bTGcTFDh9VPlnz1oFKjTBpVvHkIIDOErOlEUQqCiEdBKCWilNPovnfeIEAoe1Z+bcHsurab4fKgi1/7Fwc0sDm5+U/vQFQ+6UrzT1xSjIGmRb4Oi41OKTFyEmGUkCblqi1pfK7W+1jfe4PPgLbDvSwUhFPxaCa2h62kNzZ8EpAtvUSPTSwnDa3D3J28lWHrpYzsz5rlUhIDPc9EmmK+c6CaRNvHoKjtWNc8iJs5CCEFLdRk3rVtC5/AEo5EE+zv6WdlYXXSwsba5hg1L6gt6BAghWFZXSUnASySZYTyW+Hetx50PGdNmT1svkWQar65x8/olRU3TFJGT3oT8HqKpDAMTUXpGI0UrSHwenRvXLplBTJwPXVNY1VTDz187QdaymYzPTr/JmjYHTvczlchV+921ZQXrltTN2W8Ve/Ztx+VI5xBDUzF0VWHX2sVFpR9CCFY1VlNdGmRoMs54NEnH4PhFkRMgEMKHEH7AQVEqEMIDC/QdsK0zJBNfIyctVHDsHgzPTgLB/wtFCSJlhnTqYTLpX+QqBoQH1xknFP59tAvICSlNMulfkk49jC/wEc5OOB1njFTy2yjCj+tOkpYWwdDvoxtbAJd06hEy6Z+gKOW5Sjw3gy/4IB7PbQihYJp7SCd/hFD8IC1suwt/4GP4Ax+b3n8/ifj/wvDsxLV7QahImUHTWpEijOP0kYj9T1x3ClWty5Eddhu6vn5B18gyj2KbxwiGP49ubMmT+mcrA6R0ctco9VMUtQopbeBh/IFPYnhuXPAiwFxw7D6S8a8BNkIY2HYvur6GYPj3ECJXYWjbbaSS30IIf67CI11FMPx/o6qNSBkjlfgmpvkailKNlAkyaT+B0O+gaSsAMDPPYJoHUNU6pEwhZQZHX4GmrwIgm3meTPpRFCWU+8wZxB/4BD7/AznPDOsMtt2BdGM4dhfSjUxXmdySW2V2BkjEv4rrjqIoJTjOKJrWSCD0u6hvkDBaCMbjSX647wjxTBZVEdy6cil/cM9N1JWE8r/nUr+PhrIwiyvL+MtHn6VzbJKXTnfz3KlO3rl+5WX3hLmGqxPOeQv3hqbOqnS61LhqyYnJqSThsI/SktmdWmVFEMdxSRRwS78UKEZCnB00vpWIpDIFjS99hv6W+De8nSEQ3FDbyKaqevaO9JNwi0exhgwPH1+1iROTo5ycHOW7Jw8wmkpwd3Mrlb4AihCMp1M8P9DFzztPkrItGoMlfGL1Jmr9lz+NpClUyqfWbOULe59lMpPm/z/yGscmhrmtcSl1gRC6omK5DnEzS3cswpHxIbpiEf50262zyIlruIZrKA7XcRnvnyBcMft3bWUtek8OEJ9KUN1USW1LNcobiEnMx29JedGaTdtx6RiYwHFdQj4fKxqr56yu01SF1oZK/B6DeDrL8Z6Rglrxs1ixqBq/p/gAJeA18n4Z9rRR5H9UxNIZTg/mEgs8hkZb/9gMr40Lkc7a+euVylpMxJJAcXJiZWNVUbJAIGbErmYtB1fKGaRTyrRoH8i1L+gzWLe4Du+blFZkLJu2gVGkzI2lBsajPHe4eNSvlLlzBDBth5FI8UWChUDKDNnsblT7JK4bwzIP4PHcgq4tLN1F1ZoJhf8oN/FHIZt5mmTin/D7P4oUAWyrg1Tye/gDD+L13Qco0xUW50vuBFLaZDNPkU49gs//AbzedyDOSiOlhcezE6/3PiQ2seifkk49jKavxHVGyaR+jMf3Dnz+B0BKUsnvkE7+K7q+FlWtxTC2TK/QBwCXZOLrZNNP4g98lHz1hTuFdMcIhv8rQgmTm8Tn/m1mX8Cx+wiXfglVa8QyDxCN/NcFX2PbPoVQwmj6qsIJVXYn6dRP8Pnfi9f3TqR0SSX+kVTyX6YrKC5eIqBqdYTCfzB9n1TM7KvEY/8vfudBVC13L6RM4vN/DN1Yj213EYv8EWb2BXz+D2GZ+8hmnyMY+l10YzOuGycR+yvSyR8QDH9++tqCZe7HV/IXGN6bpo+sALn76PHswvBsyxNhidjfkM08hc//HoQI4fW/G0VrJJt9EX/g19G01mnjeA9gkck8gZQRQiV/hqJUYNsdxKN/Md3GD1z0NTofUkpe7x7gzGjO5LwmHOLjOzbNICby11ZR2NBUx3s2reYrT71MLJ3l6ZOnuXF5C6V+H1JK+qdinBoaw5UuTeWlLK+tnHcRTkrJ4b5hRmJxdFVlRW0VDUVSHaTMGRIPRmKMxBIks7nxud+jU1cSor40XDAF6kJMJdMc7B1ECFhTX0N1OIiUkqzt0DMxxVg8Sdq00RRByOuhpiREbUlwQfu+lLAdl5FYnMFInETWREqJV9eoDgdpKA2/oQSQlGkxHI0zHk+SNE0cV6IpCiGvh+pwgNqS0JznZzkOI9EE0XSGpGmRMk0Gp2J5yWkiY/JSRw+nhsdmfM+ra6xfVEdZ4OIrV69acgKYV6YgLwNXoAhBoMiA6602PHFcl+FInGyBQV6J3zurRPQa5oYQgrpAiPcsXc3xyVGSVnFyQhGCdRU1/NF1t/C3B17k2MQIP+w4yi+62yj35PS4U9k0MTOLKgSLw2X8zsYd3NKw5IrIbTRF4Z6W5UgkXz38Gr2xCE/0dPCr3tP4NR1DVbEcl5Rt5lNEKr3+OScf13AN1zAbmVSWf/3iT7j+3s2kExkWLa9nwy1r8AW9vPJv+/jp//cYtmUTKA3w4H/7IKtuaEVZYOWUz6OjqQqO65LKmFzMzzORzhKb7rMMXc0bYBaDEILq0iBeQyOezjI0GWOukIrq0uCc1YQzApzk1aWwv9LIZG1Gpyfd0WSGr/z0xQV/13Zc0gWizc/C0FSqS+Y2Cjy/DyqUJGLZDiPTRuBlQR+V4TdfFWTbDsOTuX2lshbf+tW+BX/XnX7uLwZSpslmdqMoAaSbwJVpNH1NPgVi7u9KQMG2O7Cso0g3guP04rpTSCzAxbbbEGh4PLflTTZh5gRLYGBmX8Q09+IPfByv713niAlAUSvRja0oajlSSjzGLtKpH+K6U9jWcVwZx+u9G0XJec54vHeRyTyObZ9BUXIr6pZ5ENtqw5UJbOs4UibhvLMUSgDDswtVm5ke5LpJLPMQurERVVuMogTQ9NVoCyRvctcpNS3LKDwJsazDILN4vHfnZRYe391kpz6PY/dcNDmRv09ON1b6MNKdxHEGp+/TuedH01rR9BUoSgmathTd2IBlHsLrewAzuwdFqcIwrkcogbzcIpn4B6Q7hZiuClS1lty9UkpntUHiYmb3YNtnkDKBZR2bJiokQihI6UHgIVfN450mUnJwnQRm9jUcZ4Bk/KuAipRZXDeKbXde1PUphKxtc6BngFg61ydsaa5ndV110d+5oarsWNbMQ3sPMxiJs6+rn6FonFJ/7p73TEzxhUefYTyRYseyZv76g/fkPyuGeCbL/3hsN0f6h6ktCfLXH3xnQXLCdlzaRsb4+cGTvN6dO24iayKAgMegvjTMlpYG3rd5LUury+ckRc6MTfAnj/wKx3X5i/fcwV1rWukam+T7ew6zt6ufkWictGWjKgphn4eWijI+uWsLt61ausAre3FwXJeBqRg/O3iCV8/00j8ZJZ7J4kqJz8gRMWsbanjftPTGKOLhAjAcjfN8WxevdeZiPkdjSRJZE8d10dUcOVFbEmJryyLeu2VNUaPTsViSLz/xAu3DYySyJsmsOWPeORCJ8cVfPjfre9XhIH/9wXvYGnjziWVncdWSE7U1JRw83Etv/wTNjeei1KSUnD4zmjN6C156/ZOqKFSGCq8kD07FLvnx3gjimSw941MFJ5TlQT+hIuZl11AcqqJwZ9MyftR+lEPjQ/Nuu6Ouiaqdd/ODtsPsHe5nMBlnKBUHmYvNWlZSzsaqej64fB2bqupmxeBdTvg0nfsWr6I5VMaPTx/l0NgwI8k4CcskaZloikJQNyjz+qkPhNhe18SKssr5d3wN13ANMzDcNcpj33iGiroyXvrpHtKJNLd+eBd7HjvA9vu3suPd23js60+z+0cvs3RDM94F+hWFfAaGppK1bCZiKSzHwcebK5/MWk6+2k8RYkEmg7k0qNw7K21auK4LFCYgvIZ2zedoGvORSGcj5wB0VSlqJFkIIZ8Hj1H83ilCXLQ3ieueI0AMTcOjv/lVQ1dKUtOrnKoiKA/5Fxz96jH0oiasC4WilBIM/x6athikg2kdIhn7WzStGcNz2zyki0k69SOy6UcxvLfmJqV2JZZ1cvpzievGc6kRc5juSpkkm30BpImUWS6k5gTa9KR1+v+VEqRMAzauTE//WfCCz22QGaRMTJtInsLrvRNNWws4WOahC46jI5RCPlouUiZR1Mpz/g/o+UqBhUARJUiZRco4hSp6pJua3i5Y4DuXYpHPJpP+JankP+Px3IRubEZxGjDNvTO2EsKH4Ow5aigijOP2ARJXJqblPmffzQqKUoJ040jO+SgpSgkU8IqSMkoi/je4zjAe7+0o6jqkG8VxRhZ0BhIHKeNoWnNOTjN9LwzPtrys5FIinjE5PTaZf0K2NDfM+bsUQlAdDrCkqoLBSJxoKkP3+BSrpgmNdYtqWVJVzngixemRcdqHx9m2ZG4J7cHeQfqnogAsr6lkZd3sZ8dyHF7u6OGrz75Kx8g4tuMS9HqoCgZwpSSeyXJicJSOkXGO9g3zX+7ayZbmhnmrNjKWTTSd++5fPfECh3qHcgSArhHwGKRNi4lECqR804a8bxRSSo70DfOVp1/mSN8QWdvBb+iUB3wgchUKHSPjnBmb5Ej/MJ+5ZRt3r2ktmuD10N4j/GDPYRKZLJJcf17q96KpClnLZiqVZjyRon14nLbhMf7svttorpgt9TxLYPsNA79hQCjXh/VORDAdB4+m0VAWnmUEWh704b/IvugsrlpyYsvGZn71zDG++rVnuPuOtTQuKse2XTrOjPDYk0dYuaKOhrpLHyemqQr1RfSOpwZGZ2k1rxSklIxGk5zoL/ziqy8LXZJSmqsRrrSx3Cyq0PPae0da2K6JJnTU8/T4Y5lO+lMHWVF2PX+5/Q5s12VzdX3B+NWzqPIF+ONtt9AZzZW7lXq8VPoKd9SaorCqvJo/23YbPfEIXbEpYmYGKSFseGgMlbA4XI5HVYs+J6oi2FXfzP/YeTcAm6rq859JKUk7ETriLxA1B9EVL3W+rfzW+usZT6fwaRqlHh1XOgUjHg1VZWtNAxuqaumLR+mJR4hmM2QdGzAJ6Bo1/iBNoVJKPF7+D3vvGV7Xdd75/tZupzfgoHcQhSAJgp0iJZEU1Yst23KLLduTxI5vyji5mXFyc+dOnsxk5maeZHwziZOMa2wn7rEtW7Zky1ahGilSIsUGVhQSveP0usv9cA4PCeKABClSgmT8PuHZ7axdsPda73rf/18AaSOOKjmQbqLd6TLLvJPwlXl572ceYP3uTl5/5hj7nzjIrg/dSiKSpKmzgbr2arY/vJkf/q+fkUnr2BfZ768p9eF25MoqZmNJhqcjeJ3Xp6OhyFLhvWcVvMevjG6YheC3coV3GFw9s/HXCdPMOYgthIBC9ky538O/f/jWBfsZlyPLEjWlV9pW8MZf3aLw/jetN+78deFcfS4Hn7r/FlYu0nFFSIIK/+LtIhc4CpLwFmbsVdbm6v/1QbBdOX/CNMOkU0/lNSY+BWikU09BwcVCQpKCGOYElhmFC7oA1vx8FJf7k2CZJBLfRZar0Gw7CyUQlpXEtMKF/zXTnEBIAYSwIculCCRMY7ygnWAaI7mZd+HFMHJ2qS73J3E4349lGejZ0xR3Byl2rjKSVIppTOQDJzYsUlhmeBHXNoeidWLFv0E2cxBZritkhVw4H0kuAwSGOY4sGgAwjGGE5LohjhWWlSCd+iWq2oXT/WmEcJLN7ANrbtaNaYbyLiQWFhlMcwpJCiKQkaUqsvpw7rylAGDkhEPl8lzQokBxWWhd7yObOYzb80fYHfdhWQaZ9F4wLpvkEjnv8py1+MXxgxAqklSOJJdidz6ClA9G3axs1ng6w3A+MKDKMo1lgau+w30OO9X+XMadBYWSkAvrbmtt5PWBEWYTSV44c46NjQsHCVLZLC+fPU8okUIAd65qmVc6ZlkWhwdG+dwvX6R3YoYyj4sH17azvr6aEpcT07KYjMZ59lQvT5/o4fDgKH/95Av8v4/cS2tF6RW/V7ppcnZsiqdP9HB8eJzb2xrZ3tJAmceFIknMJpKcGZsilEjSUSRocqOxLIuBmRCf++WLHDo/gs9h511dHWxbUU9ZXjx4Np5kb+8Avzh2hp6Jaf7uV3sJul1sbqoteu82Ndbw2MFuWutL2dRUQ2tFkFKXs2P2fp8AACAASURBVGD1eWJkgh+/3s25qRAH+gf54cHj/N4dt8wrGSn3uvm/HthJ1rj4TpmJJfnTH/yCodkwNQEv/+nBO6i+LBtTliSC7htTJr5kgxMVFT4++qFtfPv7r/D1b75c+PArikTrigo++Mjmm5I5ocpy7iFnfhrqmdEpxsMxKv03X0PgckzL4vC5EUZmo/PW2RSZ5vKSNy3adzVMy0KwsGBWStdRJYlKtwe/7eod75FENy9Nfok27x1sKHk/AGciezgy+xPWBt7NKt89hW11K0XCCNHh89LqX1xqkRCCrZV1bK1cvHCiKsu0+Etp8V+7jaIkJNpLymgvmf8CNNE5EX6K/tgrNLo2o0h2HLKNu+tzwoVZM8Wp8NOUm61UOBaOrquSTLOvhOZLLEVfmvgyY6lTnEuZnIpH0CQnsqShSQ7uqPhDPOo7w7JvmWVuJkIIAuU+KurLcLjtVDSWEZmJEZ2JYehGoZTB5XNiGibWNQhB1pf7KfE4GZ3JzVQdOjtEe23ZdQUCXHatMKOuGyahvNjhlQhfomnkd9mXAxCLJJXVSS3g8gW50guv085UOE7WMGgoD8yzUX0rUWQJr8vG8DTEUxliyesvrZAlCX9+okQ3TCr8bjqbbrxw+YJYBoYxBEICK0s6/TIWOrJSDwhMMwFWCtOKgpXFMCYRQkMIV252XfJimtMY+iCWFc/pAhRm0gWquhJJ8pFMfA+78xGE0LDMMJJcgyTlv6FCQZZrUNV1GOYoidg/I8kVKMpKAExzhnTqmVy2gpUlnXoWTduMJJWgqGuR5BoSie/icH6QnEDmD/IlCi2YZgghHBjGOLo+iGEMkEm/uOg6ZyFsqNpm4tHPk0nvRVHayGYPoeu9aOxc1DEUpRXNtp1E7GtgCRRtFbmskhCq2pnLZJCDJOPfwe58L1g6qcSPUNVOZKUxFyywEvlMkAQWGQxjqnAfcroOaSwzkctksLKY5jRg5ssmJITwY5ohDGMwd42SP51nhWrovaTTL6BpW9D1HrKZY7g9nwGhodlvJ51+nlTy8ZxwqDlDOvkUNvvuQjnNla+jAyE0TGMMXR/A0HvJpg/OKd3I9YNzz5WePZHP5JCQ5BqEcGOz7yYR+woZbQ+KuhosHdOcRFFWIuQ3ZiN9OWldZzae+wb4nXbcNtsVB/OQm4wLuBzIksAwLUbDc8cf21sa+NYrhxmPxDg8MMJYOFa0TMOyLMbCMQ70D2FaFnUlPtbVVc0L+oSSKb6573X6J2cp87j4o7tv5d41rThUdU72/MbGGtw2jR8d7ObU2CSPHz7BZ+7afsWSB4Anjp7Cpir8we5tPNS1klK3sxBMMS2LZCZLWtfxO27+RG8ik+W7+49ydGgMu6rwyR2bef+mNXjttjnnurmpliqfh//93H6GZ8N8/9WjtFUEi05Gr6ur5m9/4yGq/B4CTjs2RZlzjzc31lJX4uMvf/osoUSK/X2DfGRr17zghCrLVPvn3keHqqLms/00WaY64KGh9MYnCFxgaYxmiyDLEls3N7OiuZxTZ0aZmY0jSxLlZV462qtwu6/+j3VdvysJmspL8LschX/kC4zMRnj+ZD/v37rmTXXGsCyL6ViCn71+suiMhtdpZ0NjzVuS0VGMvUMDrC2vxKNpc9pkWRahdIp/O9nNQ63tvK991aI6v1krSVyfZix5CtMyAIuJ1FmSRoi0Ec0f28SwdMpsKyiztSCL+alFlmVhYmBZJmDlPhJCztcGWpjo+RRAK/87OftLgcQF33gTPb+/QBLKnGyDucfPDWIk5EtmS3I1igsf2yBlRBhPnqbWuY6ukvchISMLJb+vQdII0xfbh1sNops5cRpZqItSv27z3kG9ayMpI8zLk1+l1bWDamcnkpCxy55L2mhgWhfSwS+28cJ1zp2jlT9HCSmfNmlh5tPBcjMEslAwMcACSVx8SZqWUbiPues49zeWWWYpo2gKpdUlPPb5J1m1rY3uvaeZHpnl73//K4z1TzDcM8baRJrx85PIsnxNgphep4N1zdWcHJggmc6y52gvu9e1UBmYL1p2NRw2lYZyP0f6RkhldfrGZtjYWrvgcSzL4vz4LPF8zf+K6uCvdXDi0rIL3TAwTQtZLmZpaBGKJZmJLhz8cTtsNJT76RudZjoSZ2Q6Qtt1Bp1uBjZVoaEswMmBCWajCQYnZ+m6ilvHlY7VXFnCS939xJJpzk/MohvGgqnINxYJy4oTjfxV3s4xi0DB6fooqrYVyJJK/pBM+mV0vR/TmCAS+jNkuRyn+7eQ5UYczg8Tj/0TkfB/RpI8yHIDitKKICdWKyvNuD2fJRH/OpHQn+TKM4TA7fmPSFouYyBXsiEhJAdO18eJGZPEo1/A4/t/QMjISitYJtHwX2KZIRS1HafrUYSwI8t2XJ7fJRH7CpHQ/w1YKEoTLs//gSQFEMKFw/kIycQPyWZeQQgvqroBXT/FxUwJKTfQL2L/LYSMzb4DXT9FLPp5JMmLojTnXDcWKOGafww3Ls/vk4h9g3j8qxDTyVm0OvEGPoeiNOJy/z7x2JeJhP4sfw4tON2fypVOWCmSiW+SzRzKWX1akfx9qMbl/iSSXEkq+QTp1K8w9EFMc5xo+C+QpHKcro+hqKtwON9HLPq3RMN/gRBuFKURVV19SZ6Dhma7lWzmdVLJn2BZMWyOe9HstyOEjKquxuX+FMn4N0kmf5LbQ9uEw/kRhLDn+jhCATSKZaAoShN2+4Mkkz8mnX4GIQKots2Yl2ZOCIEsV+NwfZhE/BuIxPdQlFY8vv+EEA5s9ruxzBCJ+LcAAyyBkPx4fH+KxI0LTliWhW6YJPKlZU5NRVvEd0kIgUvTkCUJwzSIpeeK+NYEvGxtruPxwyc5PTbJ6bFJqvyeee81CzgxMkHv5DQC2Lainhq/d9744MjAKK+eywUw7lrVwt2rW3NlBZe1qcLr5gObOtnbc56h2Qh7TvfzkVvWzRtQX04sneFd6zr46LZ12C4LZOT0BjVcb4J2n2VZnJ8O8VT3GXTDZPuKBh5e34HPMXeyVgiB3+ng/s42njnRw7Hhcfb1DjAwEyoanHDbNTY0VM9bfgGbqrCpsZaOqvLccaZDhWdiqbFkgxOQuzFlQQ9lwTcvU0EIQV2pj5XVZew7OzBnXSKT5fGDJ9iyopbGssCbNphK6waPHejm5PBk0fVNZQHaqpaOdsDjZ09xYGSIT67bVAhQWJbFYDTCl19/lQMjw9zTtAKne/G1SR61nJQRIa7PIAuFmD6FT60srI/r0xyc+T4zmQFkoXF35WdxXGKFaVkm0+lznI48y2xmEAsTu+xlY8mHKLHVkzaj7Jv8OnWuDUSyo4wlT6JbWdYH3ketswvTMhlPneFk+JfE9ElUYafRvYUVntvRpJx68WxmkO7wz4lkxzEtHZdSwirf/VTmMxyi+gSnwk8znjoNQLm9jQ7fXXjVSjJmgpORXzIcP8pIspuZzABT6V6ccoAtwUexy17ORp+nP/oKo8lu0maU46EnUSU7t5Z9alFZD+X2FgBi2SlUyUGpvYl610X7S8uyiGRHORH+JdPpfiwsKuztrPbfh0spAQQjyeOciTxPXJ/CtExKbPV0+h/Cq1YynDhCf+wACAhnRujw3c1g/HUyZpyNJR8iaG8mayY5G32BwfghMmYSWajUOdez0ncXqrj5NpDLLPNG0Wwq93xiF//2ucd5/vv7KKsr5bf/6iMMnBxm833r2Pf4axx+9jgz4yF2vH8bNsfiM/yEgDvXtfLkq6eYjSU50j/K46+c4CO71uNxXnum4Ka2Op46eIZEOsvBs0M8sHkl7iLtsSyL2ViS184OkdENVEVm/YpqxK+pbZwQOa2HCxmU46EYiXQGT5ESG9O06BmZYrxIVuMF3A4ba5uqeKn7HFnd4LmjPWxqq73ukp0bjdOmsqapkqcPnyVrmOw52su2jgbKryNL1KYqdDZV4tBUkpksLx7vZ/e6FmpKfVff+Q2iahsJlH4Dq1DiIJCEE0kuyw84TWz2O1G1zXP2y2VMVCOEgma7DUVpw7LiuZluKZCzgMyLOAoho9m2o6gr86UQJgh7QeRRlqvxl34RSarMb+/H7f0PmGYISfKhabegBtYghAfTnARLR5JKkeSLs5Cqug6v779imiEAJKmkoB8hhIbD+Qia7Xaw0gjJgxCefFty/6+K0ozX/9dIUvF+oST5cbl/P5eZYRl5y1L9GoITAlmuxOX5DA7XR8FKkhN9dBauk6ptwOv/74V2SXJJoUwFVOz2B9FsOy87rookBwE5dx/U1ZfdJxlJrswFF7SN+AJ/i2XGQGi5czDD+f3B6fwgFh/IlciYMyBkJKkMSXIVrmPuWejKH0NBkoJI0sVn3uF4BLv9gbzbyeXXwI7D9TFsjnvByiIkL0I4sKwYlwYzhHDjdH0Ku+Ph3HbCBXm9EUly43B9BJv9nrygqYyQ3Hm70RuLYV4s11JledEizZoiF4INqaw+Z53HZmN7SwNPn+ghnsmyt/c8W5vr5g3ws7rBntN9GKaF32lne0vDvNn6tK5zZGiUUCKFXVXY3FSL6wr6BSvKSwk4HQzNRgglUvSMT181OOGx23hwbfu8wMSbjWlZnBgZZzwcQ5UlNjXWUOIsbrcMUOn1UBPwcWx4nGQmy8nRSbrqri8bzWVT8eb7AGndKOr+uBRYssEJy7LQdZPhkVmmZmKYReo521ori1qNvlGCHhebmms51D9CWp/7z3jk/Cjf2XuEP7z/VpyaetMDFLphsudEH9/Ze7ggqHUpAri7s3VJOXXcXtfAP7y2H0WS+O2ujThUldMzU/z1vhcZi8X4D1tvpdpzbXWHtvwHI5odxybnavO0SwSjnEqAjSUfpCf6IicjT1/SOck9S1F9gpcmv4xd9rLafz+SUIllJwrHMi2DSHaco7OPU+dax2r/A6SNGF61AhCEMkPsnfwqpbYmOv3vIq5PcSz0MyxgpXc3ApnDs4+R0GdY438IgSCqTxY0MrJmkoPT3yecHWG17wGEEJwMP0Vcn+b28k+jSDYaXVsIas2kzChB2wo6fHchCw2H7EcSEtWOThyyn6lMHyu9d1Pl6EAg4ZBvTKcva6V4dfq7mFaW1f4HsCyDo6HHSZtxbgl+HFWyo1sZSm2NNHu2kTVTHJ59DEKCW8t+i4yZoC+2l42lHySaHee16e/SFXgPvdGXOBt9gVJbE6PJk7lyHP+78aqVxPUZVMm2QFXnMjeDC1kvF3KwLr/ySyWD5Wz0PIPJUbaUrMWt3Pj3/PUiJEFTZz3/8au/RzqZwebQkGSJrp2rMQyT5q5Gul86ia/Mx+b71qHZr00gqq22jIe2ruI7e14nqxt869lD6IbJh3d2UeK5JGU4H/S9gGlZmKY1x0FjY2stK+vKeL13hP2nB9hztJd7N7ajyJdmQ+U6rXuO9rL/VC4g39lYyZqGyiUzs/9WUOZz4XPZCcVTHO4d4fxEiNUNFXOuG8DwdJif7j9xxU6eIkvsWtvCz/afpHd0mueP9rGqvoL3bl+TL8cUhXKgS+9pNJHOBUpuchBDVWS2tNfTUB6gd3SafScH+MGLx/j4XRsLApWXnzfkBjySEEiXBLEkSdDVXE1nUyUHTg9yuG+EH7x4lN++d0v+WMXPNZHOkjUMvM7rLyeSJDeS1LrgeiEkZLkaWV54dlEIFVmpuezA7su2kZHlMpCLTQpoKErzJdsKhAgUNDByegaeQnsXaqeQg4WB9vz1DhSlYcE2CmFHUeqL7pvfIn+t5v6+ZemkUk+TTb+24J6K0ozd+R6E0JAkJ5JU/N18pWskhIys1F4xFCLLFcgXND2KHl9Blqvm6vVeElgQ8sUBvrRAiYQQ6vxjFNaJOccoRu78Gy9beplzixAI4UKSmhZog23+83YTuPRfyrSsRWtbmJdYNsmXZehKkmB9fTUNpX5Ojk6yr2eAj21LzAtODM2GOTKYyyipDfjY0lQ3r5+RyGQ5PZqzMxbAMyd6ODkyccW2TcZywqtZQ2cqFr/quTSU+qnwvfll+ZeTC05MFPpgh84PE00tbC0N0Dc5U9h3MrKw3bKVv7ehRIpz07OMR2JEU2kSmSwZ3SCZydIzMZ3bljeuL3SzWLLBiWg0xb98Zy+vHOhFkiSKTeD88WfuvSnBCSEEd3W28PPDp+kZn563/vGDJ3BoKo/etp6gx3lTOvNWvv7p6WM9fOGZ/UxFE0W3a6sqY2tL/RUFH99s7mluQQjBVw6/hgW0lwb56uGD2BWF/7rjTtZXXruLhSwUHLKPcHYUl1WKTXIVyiMgVzbgVstwq2VI81IZLUaTJ0gaIXaU/y4lttxHu9jL2a0EWRd4L6rk4NLh2/n4q0hIbCz5AG6lDNPSSRtxTkeepcG1CaccQORLPdxKKV6tivpLMgGm0+cZT53iluAnaHDlZm3ssoeXJ77CROosNc5O/FoNNsmNTXLhUkoI2lbMKRvxa9VIQqAIG36tmrJ8JsSNYiJ1lql0H12Bh3HmZ3HKbK0MJg4S1x/Er9VQ6+yiVGskbcYwrCw+tZJwdrhwpdxKGU2uW9DNNAPmQdq9u4nqE8Sz05j5ul2BwCa7KLHVU+PszAcmls7z+04npif43uCTnIz0oggZVVIpswXYXNLJal8rXtW9JIJFB2e7eW32GM2u2iUVnLiAJEs43HMHjbIs0bq+idb1xTuii8FpU/nwzi76x6bZd/I80WSabz57kNfODHLr6kbWNlXhc9qRJEFGNxibjdIzPMXx8+M8vG01d62/ODgr87p49M6NjMxEGZ+N8k8/28f4bIzb1zThduQ6kJFEmheO9fGjl4+RzGSpCHh4dPcGgr4bI2z1ZmPlgzS6aeZSmdPZQgdMNwxi+U6gLEsoksgPHuY+70IIKgMeNrXV8czhs4zPRvn84y/xibs2UV/uR5Zy6ufnxmf53vOHOTk4icOmXtHys77Mz0d3b+DvHnuRcCLFF594hTPDU9zZ1UJliSdvIWuRymQZmgpzrH+U4+fH+K17trCjs3nB494omipKeOS2Tr705CuE4im+9dwhekanuGdDG82VpYWgVyqTZXQmytH+EXTD5Dfv2Uypd+6zUup18ejuDYzORBicDPP9F44wOBni3o3tNFaUoMgSFhbpjM54KMax/lFe7x3mXbes5qGtHUhvSgnIMsWQhBvpSkEByc/y9/rthRACRZbQFJlMfrbcuJJP9CWkdL2wrdM2P9Be7fewoaGGs+PTTETj7O8boL7EXwiGmJbFS2fPF8Ywt7U24iuSvZc1zEKAIZnVeeLo6UWfn2FaJC/L6ihGicsxz2HircCyYCKaO9esYbLndD97Tvcvet/kAvpGiUyWo4OjPHnsNEcHRwkn0yQzWbKGiWGaGPnAxVINSFzKkg1O7DvQy0t7z7L9lhZWd1QXtdKqrbmxgjGXUl/q56ENK/n7X+yddyNjqQzfeP4gI7MRPn77BlbVlt9QDQrLshiYCvGDA8f40f5uwsni1ksOTeXdmzqoD863gnkrsckKD6xoQwB/9+o+/vnIIXbUN/LZrbdS5/VdV1tloRHQ6phJD5DUw/jUKmL6/MBRMQxLJ5wZw6tW4lAuWmsVa0eJrR65oNR8cX0oM4xN9uJSgnktCYVSWyNHQz8layZBDtDpfxcHpr/Fr0b/hgrHSto8O6l2diKQSegzZM0UJbaGwu+WaA0YVpZo9srR4TeLcGaEuD7F8dCTc5xA/FpdLjXSMuiJvsjZyPNIQkERGlPpPtxKGRcCOZrsRBIKstCwyR4kIaMItaDFUeXooM2zi9emv4tD9tPk3kqLZwcO5ean/C6Tw7RMxlJT6JbO7WUbSRsZzidG+HLfv7GlpJPfqH8Iv/bGFdXfKJtK1lBlL6PMduNTXJcyQgiqS338n+/dgabu5cXj/aQyOof7RjjcNwLkUudVWSKV1Qt2oQC71s4dxMqyxI41TUyH43zp5/sZnYnwDz99mW/vOUSZLzdrOh6KFcQy/W4Hv3n3JnZ2Ni867XepoBsmr54eoHtgnGQ6SzKTJZnOMjwdIZbMBSR6Rqb53A9fwO3QcGgqDk3FblPY1bmCpsqSOd8Ev9vBB25fS/f5MUZnohw4PcjRvlFqgj7smkIonmJsJooQ8MDmlWR1g18eOrNg+yRJcN/GdpLpLP/81AGmowl+vPc4j+/rxuu0Y9cUsrpBJJkmm8/CUGWpaMbkzUCRJR7etpp4KsO/PnOISCLFc0d62XOkF6ddw+2wYZkWkUSqkN69ua0OvYjgqyQEt6xs4PffdSv/8PjLDE2FeeZwD88e6cFtt+GyaximSSSRJn3JoOKOrpb5SuTLvGnkylpuQbPd8lY3ZZkbjCrLeOw2pmMJoqk0Kf3qg3nTsogkU+hmXiTZMT+DS5Yk7uho5mdHThJJpnn57Hke6uooWEqGEykO9A+SzGZx2zR2tjcV7XubplUYdGuKTEOpf9G2lHZVpdR99QkMVZaXRDaghVV4ryuSRF2Jr1BqcTVkSaKqSPZHKpvlX/e+ztdfPlgYM5Z7XKyqLqfM48Jtt+WFRWHPqT56J2fmHWMpsWSDEwOD09TWBPjkJ3bgdL75JQuKLHFfVzuv9Ayyv2dgno+5bpr88ugZjg+OsbOjmd2rV9BQ5sfrsGNXlWsagFuWRUY3iKbSjMxGeel0P88c76V/YuaKqaKbmmt4cP3KRful3yyyhsFUMjGvT9FZVsEnOtfz1SMH6SgNosgyo/EYAgg6nKjXEMEUQsKnVTER7SFhzNLo2kLCmF3cvghkoZAxkwWxyoUoJqSZW67lhSJ1JKEBFrqVRhFqQcyx1NbIHZWfYTrdT2/0ZfZNfY0NJR9ghee2vCCkhHGJ1ZVhZXK1m1fwSy92NjcLWSi4lSC3lX8Kj3JRSV7kBTNn0gMcnX2cJvc22r27USUbB6a+RTh7UQDq0tYVm31XJQdrAw/T6N7KcOIIZ6MvMJ0+x7ay3yyIci7z5lBhD/JQ1R1IQiaux3lx6iA/Gvplbnn1HWiSStJIMZMJU24rJW1mCGejGJaJQ7ZRovmQhYyFRcpIE83GSZm559su2fBrblRJJWWkmU6HqLAHUYRM2swwnprCr3rxaR4My2AqHcIua3gVNzOZEDE9gSJkWj0NqNL8/w/LssiYWULZCGkjgyIp+FQPTtm+pAK1b4TGyhL+7EO72dLewy8PnmZwMkQ8lSGd1UlndTJ6rqPisms4bSqlHifVRSwnFVnmXbesoqrUy/eeP8zpoUkiiTSh2BSIXEewzOeivbacD9y+li3t9W+7wATksiKePtzDj14+tuA2U5E4Tx2cOyMnhKDC76GpsmTe8g0ttfzJ++/gG0+/xvmJnFho39g0khDYVIWqEg/3bGjj/bev5dnDPew51nfFNjpsKu+7tZP6cj8/3nuc7vPjRBNpYsk04XgSIQSqIhNwO/C57KxprKSt5s3Tk3JoKh+5Yz3NlSU8/soJTg1OEE1mSGd0EqkMiFwH3+u04XM5WFVfMa92/AKqIrO7Kyfm+uN93bx6epBwIkUyk80Fi4RAlSV8Tjtep42W6iBdzdVvqtj4Msv8uuBQFco9LqZjCSKpFDPxxBxr02KkMlmmYonC+KchWNydobU8yOrqCvb2DnBydJKe8Sk6a3OaK+emZjk6OAbAprxbRDEkSRS0IPwOO3+wexuraxbO4LkUAXiKBE6WKgIK5+rQVD62fQM72hoXvf/lZTOGafLU8bP8y95DhJMpKrxuPrRlLTvbmih1O3FoKposo8gSyYzOwHRoOThxvaiqjNttx+F4a7QUhBDUlHj57V2bGJ4JMzg93wPaMC0Gp8N86+XDPPZqN+1VQTpqymkoCxD0OBkLFxfICiVSnB6ZJKMbhBIppqNxzk+FOD0ySffQOJFk+qppN9UBD7+9a/OiooU3m5FYlM8++wuyl+mCyCKXRpY1Tb529BC/6u8FcjY0f7P7Xup9/mKHK4oAXEopaSNG1kziD1Qzkly4E3opklAIaLWcCD/FTGYAZz574qKrxtU7QxX2NsZDpwhlhii1NaFbGUYSxwnaVmCTXViWhWFlcMheahxrqbR38NTIXzGS7GaF5zZ8ahV2ycNIohu/WgMIRpMnChkhi78OubbqVuaqH5ZrJWhrxgLCmVEq7O1IQs65c1g6EjIpM4JhZalyrMKjlpE0IoSyw9fky21YWSQhEdDq8Gs1OJQAr0x+nYyZWA5OvEVIQuBR3dwe3MTpaD8vTR1kR9lmgrYAZ6Pn+VLf9/hk0wfYO/06p6N9xPQETa5aPtP6cbyqm7ie5CfDz/Da7DGi2TgCgU91s6t8K3dVbKc3NsgXer7NZ1d+inpnFcfCZ/ibU1/h3TV38mjDuwlno/xTz7e4LbiR3RXbeGnqIPunjzKRnsavevjDtk9Q57wo/mRZFuFslJ+PvcD+6aMkjRSKJLPa28K7q++kxlHxjghQSEJQ6nHygds6uX9TO2eGJukfm2EyEied1ZGEwGnTKPU6qSvz01IVxOcq3kGzqQq3rmqkq7maU4MTnB6aJBRLIgQE3E7aaoKsrCsv6AsUQ5EFa5ureXR3TkS3ufLKGS0OTeWhrauYCscJuB04FmF1LUsS921qz5WuuOwE3Iu3dJMlia3tdUVTj69GU0XxLExZEuxY28za5iqO9o/SPzZDNJlGlSXK/R46myppypcpbGyt5aN3rMeyctd0Iexa7l5sbKmld3SaM8OTTIZjJDM6ipyz4awN+mipLqXC7yk6+eCyaTy4pYPNbXX4XHYc6sLnLAQ0VgYK921DS+2CZVsi/0zt6mph68oG+kanOTs8xWQkTjKdRZYEHqeNyoCX1pog9WX+K06OqIrM2qYqVtaVMzgZ4uTgBGMzURLpDJIQeF12qkq8tFYHqSn1oijycsHAMsvcBNw2G/V5bQjLglMjk9za0nDFScKZeJKB6ZwoqywEK8qKv/P9Tju3tzWxv3+QmQO5TAAAIABJREFUkVCEI0NjdFTnJrgOnh9mOp7Arirc1tqwoE2nIkmUuHLvzWRWx6YqVxW4fLsihCCY/0ZkjZz73Rs511Aixc+PnWE2kUQSgt+8bSMf3rIWVZbn9YUMyyya7bbUWLLBic7VtZw4Ncqx7kHaWirRNIVi/c2b2QkVQrB5RS2fvnMr/98TLzITL24VZlkW8XSGQ+dGOHRuBEWScNpU0gtkPTzb3cuh/mGyhkkykyWRziy4bTHKvS5+755trG2oWhKdcIeisKmyBmOBrITOsrl+7ookX7EztRBOJYAmOTCsDN5LnDouOGVMp88xnDxK0gjTE30Rj1pOma0FtxqkyrGaWmcXB6a+yYCjHUU4SOjTrPY/QJl9xVV/u861ntFkN/umvk6ZfQVJPUQoM8zG0g9jk9yAxd7Jr+Xb6SdlREmaEdrsuwDwaVW0ee8ouIUIBOOp06xwbydgW3xwQpOclNvbOB56gpn0OWRho8N3F3b5jb/EA7Y62rw7ORb6KdOZc9gkF3F9moBWx2r//fjVGlxKkGOzP2UidYZQdoS0EcMhLz7INBA/SE/0JbxqJQKJidRpqhyr0BYQ1VrmzcOpOOjwNHMkdIqx1BRBWwALi9lMmKfGXmSVr5Xd5bdgYRLOxnApuU6GKhS8qpv3VN9FhT2Iicmeif08MbqHZlcdXtWNU3Ewmpqg1llBb2yQgOZjODmOaZkk9BQT6Rkq7UEkBLvLt7GlpIsnRvdwKtI3LyMra+n8ZPgZXp09xsPVd9LoqmU2E+aJ0T18e+CnfKr5QwSWQFnKjeCCHoLXaWdTWx2b2hb/rrj8OJBzoNjcVsfm6ziOIsvcuqqRW1c1Lmp7t8PGJ+7adI2/IfEbu9Zfc9sgNxC+Z2M792xsv679iyFEbhhf4nGya+0Kdq1d+Fuxsq6clXXlC66//LgOm8qaxkrWNFZefYfL8DhtfOzOjYv+rY66CjrqFjcLCXlbPbtGZ1MVnU3Xpwp/6e/bVIWW6iAt1UvHVWyZZSA36zwajpIxDPwOe2GA/E7DbddYVVXBMyd60U2Tfb0DfGBz54ITnKZl0Tc1U5hhX1FeSv0CWQ+KJLGhoZoav4+BmRAvnTnHA53tqLLEyz3nAajxe9naXD9HPPdSnJpKe2WQl86eI5ZKc2Zsilua69DeYmeNm4EkRC54czDngHJydIJEOnPdxgbRVJpzU7n7VO51s7mxtmhgAiCSTDEdK65huJRYsnfd53UiSYLP/d1TbN3STEW5d16637atK6gov7m16rIkcW9XG1nD4B+e2reom6qbJpHkwsqr4USKcKK4jsTV8Dps/LudG3lw/cprKou4mQSdLv5oy/Zr2ke9htRNj1JBrXM9dtlHi2cHWTOJKjmocqzOO1VYhLOjjCa7Aah3bWI2M0RMn8KllOJWg9hlL7cEP8H5+GtMpfvJWHECWh1OJZempggbje4tlGj1RWduHLKfLcFH6Y+9wmxmEJcSpMN3L+X2VoSQsCyLGudaxlOnSeghbLKLraWPUu3IWWFJQqHDdzdetTKf8WHRFXgPdc71c0pJZEmjwbUJr1ZVtB2a5GRz6W/QG32ZhBHCqeSU3q8FVbLT6tmJT53b6ZRQ6PQ/RInWyFjyBCkjgketoMqxGgkZl1LKLcGP0R/bT8IIUeNYQ5tnJ+HMKAKBV62kwbUZRdIotTUgi9yLNmhbgVMuRQiZgFZHiVZPwphFEgqN7q00ubfmAzzLvJVI5DIoJASR7EU1aItcCcj9lbcj57VILKyCWKsmq9xfeTuSkAozsqpQeHXmOFOZWWqcFZRoPoaTE2y0TEaS46zzr2Q8PU0oE2E2G0GTVHyqBwR4VBce1YVPdRf9uI6npnht9ji3BTeyq3wLqqRi5rOI/uXcjzkaOsXO8i03/4Its8wyy7xNMU2TU2NTHB0em7NclSRcNo0yj4vmYAl+5zunVK4YkVSaz/7g5/RPzfLo1nX8we5tb3WTbgqSEGxuqqHM42I0HOX0+CTPnerlvRtWFy2liqbSPHn0NPF0BlkItrfUE/Qs5MwiaCkvZVV1OUOzYU6MTjA0G8Y0Lc5NzSIEdNZW0hhceCLLpiqsq6vCa7cRSaV55mQPd3asoKns5mkLvlVIQtBZU0GZx8VkNM7engHOjE/RVXd9E85mXhoAwK4qqErxwIRhmpwZn6Z/anEl8W8lSzY4cfDwOUZGZ0mldPa8UFy1taE+eNODE0IIHJrKw5tW4dBUvvD0fgamQm+62qkAakp8/NauTTy0YekEJiD3j3apAq5umgiY98LLlT5cezpR0N5E0J5Tv2/17igsb/PuKvzdlB/kLoQQAofiY6XvzqLrNdlJV+DhK+7vVAKs9t+/4PoVnu2s8CwcpFElO43uzTS6Ny+4jSY56Ay86wrtkPBrNWws/WBhmWWZJPRZMmbxzJ4Lx3XIPoSQsMlutgYfLXoOqnBcsY1l9pZ5LiE1zrXz1tU41xaW17suzvBd3vZrJWvqJI00aTNTeJZkIaFJKk7ZXlSfYJnFY1omFqBcIoia035oRLnk2l6aFm6YJsPJcY6GTzOWmiJtZIjqcRJGEt00cMtOSm0BRpMThLJRInqMW4Mb+PnYCwwmxxhOjlNuK1m0S8hgYgwLiyZXLaqUC+xJQtDgrEaTVPrjQ+ywNi/6Iz+WmuarfT8haWSuvnEeVZJ5V/UONgRu3Cz9Msss8/bnyZGX2T9zHGORfUQBdHgb+UjDfTe3YZdhWBYv9pzjfz398pzlcj7Txe+wU1vi486VK7hnVSvlXveSEBO84Vg5l4N4OkPGWHwG89sNIQSrqsvZ3tLAY4e6iSTTfO2lg5S6nGxuqsVp05CEQDdNZmIJfvDacZ47ldPQaQwGeKiro6CTUAyHprKjvamQ+fBKb86WOpRIYVMU7lzVckU9GUkINjTUsKW5jmdP9nJiZIIvPX+A39m1hRq/F1W+mD1vWRZZwySRyTAeieHUVGoCvrfN8ymEoKmshPs72/j2/iOMhCJ8Yc9+PnPXdprLSrApF3ULLSvnPJXIZJmJJTAsi8bSwJxyOruqUOZ1MxaJMRGJMTgTpikYKFxvy7IwTJPTY1P8y95DV7UtXQos2Z78PXeuZvvWK1slBoNv3myrKsvc29VGpd/D1/a8xr6zA1cUq7yRyJJEZ10Fv7lrEztWNr3lAphX48jEGNOJBLfVNeC8pHzDtCwOjo4wlUywu6H5uko7lpmPYemcjjzLUOLwgttUO9bSFXgYRbw1Gi5vFMMyGUlO8trMSU5E+hhKTBIzEmCBS7FT7ShnlbeRTSWrqHOWF2b4l1k8hmUwncnVlwa0i0FfgcAuFX9uLMviVLSPfzn3GG7FRYd3BX6nh5iRoDt8FgBJSFTZyzgaOs25+BASEq2eRl6ceo2h5BijyQnKbaW4FmkXmjGzCASaNPf9oUoqAkHaXHyQASBppHk9dIa4vnBw73I0SWV76dpr+p1lllnmnc9AYpyDs6euaSLmrQ6quzSN9fVVODSVjG4QTqYYmAnx6rlhjg6N8dr5YX5v1y20VwTf0VkU73Q0ReHDW9ZybGiMM+NTnJua5b/97Dnu6FjBmpoK7IrCdDzBK70D7OsdIJHJ4tJU3rdxDe2VV7/3mxprqAl4OTM2xd6eAeyaQlrXWVtbSUdV2VXb53fa+cStGxiaDXNqdJInj53m/HSIXSubaQqWYFcVDMsklsowGorQPTLB8eExPr1zK+/d6H1TghO5wIhBWjdI6zrT8WTBajWV1ZmIxPA67NgUGU2RkSWp6HVzaiofuWUdp8em2N83yMs95xkJRbl7VQutFUFctlxGaCKTZTwS49ToJMeGxrhndSu/s3PLnHFgwOlgfX01J0bGSWSyfO2lgximSWMwgCJJOZ3DsUl+ePA4A9Mhyr1upvJWpkuVJRucCPhd+H1O0hmdVDKLBXg8dhRZwjQvCBm+eS9JIQSqLLOpuZa6Uj9PHzvLY692c25ytmCrdaNRJIkKn5v7utp535bV1JX63hYq6j87e4qxeIxbai6raxYwkYjzxddfpau8klp12T7yRiALlZW+u1jhuW3BbVRhX9CJZKmjmwZ7p4/yb4NPcy4+im7NDQpOZeB8YowDM8d5buIg763dxc6yDW95h+/txkwmzOuzJ6hzVlJuW1wqZcpMs3fqEEkjzWfaPk6NPSdGeSZ6jp9ITxe2q3VWcmj2BCcivfhUN37VQ62jkqHEGBOpaTYEVi/6fgU0LxYWoWxkjihsJBtFtwz8qne5A73MMssss0jKvS4+e+8O6kp8ZHWDaCrD4GyInx8/w8+Pn+HZU72kMjr/6cFd1JcsLev6Za6N9soy/uT+nfzdr17i1Ngko+Eo337lMJIQKJKUE2gkl9FT5nHxoS1reWRj8dKPyyl1OdnR1sTpsSmOD48hSxKyENze1lgQgLwSQgi6aqv40/t38o/P7uP48DiHB0c5MjiKXVXQFAXTMklm9IKooybLCHEzfexyZHWDnxw+wYtnzpHRDTKGQUY3mE0kC9adJ0Ym+NMf/AKbqqDJueCETVF4dNs61tdXz/m/EUJQF/Dx2ftu5x+ffYUDfYP0TEzTMzGNTVGwqwqWZZHK6oWMHkWSip6oXVV5ZOMajg6NcWxwlIPnhjg7PkW514UsJKKpNFOxOHZV5f2bOvE57Xz5+QNLOlNoyfbeLcticGiGXz13guPdQ2iawmd+9y5qqgOc7Z0gFE6wrrMO23Uoc79Ryr0uPnDLWra3NfCrY2d5+fR5esamCw/oG0WVJRqCATY01/DQ+pWsrC7Doalvmw/CZCJBlcuDR5s72yohqHJ7iKTTpIybE9D5dUQIgUP25fU33lmYlsmR0Bm+ce4JRpKTV9zWsEz64sN86/wvcCkOtpSsRl6EE8uvO7ppMJme5snRFxhKjvPR+ocKYpdXw7Qs0mYGm6Thlp0gIGmkeG3mOEnjYupgtb0cwzI4Ez3Hen8HAkGTq5YfDz9NxsxS7VickCBAo6sGv+rl0OwJ1vk7CGg+0kaGQ7MnMCyDVd6rC9wus8wyyyyTQyCwKTmhcoeq4nXYqfZ7aKsIUuF1888vH2Rf3wCPvd7Np3dsXdA+dpmljyJLbGmu5S/ecxc/PtTNa+eGGQvHiKbSZE0Du6pQ6nbSVhHkwa6V7GxvXpTTEuTKC7Y01fFvrx0nlMhlIlb63Gxuql10KboiS2xqrOG/PHwXPz9+hr1nzzMcihBOpoim0kj5Unu/006138uamgo2Ndbe9KwJwzI5MjjGr070LLhNNJXm6NDYvOW7Vjaxvr563nIhBCuryvnzd93JU91n2HOqj4GZMKFEkmgqjRC5wEPQ46LS52ZlZRl3drSgKfJlx4EVZSX86f07+Ne9r3N0aIypWJyeiWkUScLnsLO6poIH167kvjVtnJue5Vv7VDLJ5eDENTM1HeOLX93DuYFpyoIe+vonyWRyA9rx8TDf/cEBKv/4ARrqr2xndjMQQqApMk3lJXxq9xYe3rSa0yOTHB0Y5ejAGL3j0yTSWXTDQDctTMvENK05qvNC5GqsZElCkXKWm6UeF2vrK1nfWE1nfSUNwcC8h/DtgiREIfp6KYKcwN6bLNmxzNuQnAtLlB8OPXfVwMSljKWmeWxoDy3uWspsxX25l4GB+Ahf7f8BSSPNeGqKqB7noapd3FK6bo6+xJWwyxqrvCvojvTw9XOPUWEvZSo9S0xP4FFche08qgtVUumLDvJI7T0AVNqDTGdC2CUbtY6cY8FsJkx3uIeoHudUpI9QJsLzEweotAeptJfR7m3Co7h4uOZOvn3+p3yh97tU28sJZSP0xgfZWbaZNk/Tjb9YyyyzzDK/RgghKHE5+eiWdZwem+Tpk708eewM96xqY1X13GByIpMlmcliVxWc+cBF1jBJZrMY+RluRZKwKQraAmJ9lmVhWhbJrE7WMDBNC0nK6ZnZVQUp71x0ORndIJpKo8gSXrsNC0hnddK6jmFZOQ0NRcGWP8aVkIQopO0ns3qh7Zqi4FCVq2YP5HTVcrPdWd3AtK5+DlY+dT+ZzSIJgdtmW7DfH0tnSGd1hACP3Xbd2nOKJNFRVU7LfaUMz0YYCUWIptIYpoVdVQh6XDSWBvDYtWuaFBVCsLaukr965N6CroHXYWNNTeU1HUeWJJrKSvj0zi08snENw7NhZhNJMrqBQOC0qZS4nFT5PJS4HFc8dlOwhL94+C6yhkGlz4PrOie0VVnm/ZvWsLX52p2u1tUt7HgkCUGFz82j29bzUNdKBmfCzMQTpLJ6rqRWUwg4HVT6PATdzgWfQUkSrK2t5L+85y76JmeYiMRI60bOntppp67ET0VeN8amyPz5u+8kldWpCSxuUtPrsPHZ+3YQS2fwOmwE3a6r7/QGWLLBiVcP9jM9E+NP/ug+dMPkf3zuycK6hvog0ViKUDhBA29+cOJSRP7BKve62NJSRzydIZJIMTgTZmAqxFQ0zkwsQTyVJWPoGKaVe0mrCm57ThG5wuehqTxAld+D227DaVMXlUK1VKn1ejk5Ncl4PEal66LiftY0OTY5jkfTcLwD7YGWufH0x0fojvRd835nogOcjQ4uByeKoEgKLe6cK81sJoJN1ujyr2S9fxUNrmrssq2wrVdx0eVfmXPSKIIsZLYHNyALmWPhs0ykZqh1VrDev4oDM0cpteXUuRWhsN7fgVO2UevIKVL7VA9bStYiCwl/3voznI3RHTlLTE+gSipNrlrGUpNMpmeI6QlWuOtQZYV1/g48iotXpg8zmZnBpTj5cN2DdPlXztOiWObXA91MEEqfxcIkYFuJIi0u++d6mU2dImlMYZdL8Ntakd6mZXPLLHMlvA4b965u4+We80zF4rzSPzAvOPHY691885XDvGd9B/9u+0bGwjGeOdXDvt4BxiOxXD/Z62Zbcz3vXb8Kv3Pu/6ZlWUzHk+zvH+Sls+fonZwmmsrgsWu0lJeyq62ZzU21BJzz/6ePDY/x5z/5Fa0VQf77e+6hb3KGX3Sf4fWBEULJFH6Hna7aKu5Z3UpnTeWCmm1C5AbFw6EIv+w+y8u9A4xHoqiyTFtFkDvam7m1pQG3rfiA3bIsJmNx9vcN8mLPefonZ3IDObuN1oogu9qb2NxYi89hn7Ofbpo8c6qXL7/4KrIQfHrnFu7uaEG5LPAQTaX5n798kb29A7SWl/In9+2gsfSN9W9UWaYxGKAxeOP6SR67jZ3tN2aCQJYkKrxuKrzXry9Y6nZy75rWG9KWrroquq4QaHgjSPlg4BuxshVC4LJpdNZe2Z7aadPY3XFtGaZ2VWXXyubrbtu1smRHiEPDM5QFvaztrONMz/icdZomI8sSmZuk9XA9CCGwq0ohJaqpfH7N9oVsgbdJdcZ1c2fjCp4918f/2PsC969oo9rjIaXrvDoyxGNnTnJfcxuljneml/QyN5YTkT4yZvaa98uaWY6He9keXBYtvByX4uDD9Q8uatsmdx1/3P6bV9zGIdvZVb6VXeVz3XKa3RdnGFSh8GD1Lh5kV2GZX/PyyeYPzNmn0VXDp1d8eN5vmJaFbpiFjqWMTL29ltrqWuyKsuRFgpe5SNqYpTf8GHF9dN46CQVFcmBXgvi1Vvy2djTJDRSfNb2U8cSrHJr6nxhWhi3l/5lq18IaPDeCk7PfYDD+DDWuHWwp/3M0eTk4scw7DyEEnTWVlLpdDM6GODEygW4YcwbPkVSa4VCY89MhDg+O8vln99I9MoFAIAkwLeibnCGjGzy4dq7DkWVZnJsO8Y/P7eO5031kDQNNUZCFYDIa49TYJL860cO9q9v43Z1bqfZ75rwL0rrOcCiCLEn85PAJfnDoOOemZvPfBMFIKMLrg6M8f7aff3/HNu5e1brg92IsHOUvn3iWg+eGEUIgCUHWMDkzPsWzp3r5yNZ1fPK2TXjstjn7mZZF3+QMn39uHy+eOYduzj2HE6MT/OrEWR7obOd3dmyh0ntx0k6VZW5raeCFM/081X2WL73wKvUlflZVlSPymRwZw+BHh7p54thpFEni/jVt1C1yxnuZZd6OLNnghKYpZHWDbBFHjHAkiWma2N8CvYk3wjs9KHGBzrIKPr1+M/96/DB/te8FDNPMlcLIMluqavjI6k7sNyhzIqGnOBcfIWO+xYEqkavblBBIQkIWEoqQUSQZVVLRJAWbpGGTNDRJuaYUt19nBhLjV9+oCCYWQ8mJG9yaZd4qJiIxnjx+hoc62ynzuDg+Ms4XXzxAIpPlw5vWsntl85KyV15mYbJmgqH4HmbTJ4uszb1FJaGhSi78tlba/R+l3LEJwZXvr2GlMS0dyzIwrWv7HliWQVwfRwAOpQJp2e3nutDNBAl9ApscwPYO1ED6dcWpqdQFfAzMhJiKJYimM0WzGPqnZvn7Z/YSSqT4+LYNrKurwmO3EUokOT48TqnLSellM8Mz8ST/+/n9PNV9ljKPi4e7Ori9tZGAy8F0PMlLZ8/xk8Mn+OmRk6iSxB/etX1e5gXA4EyYL75wgJWVZXzq9s2sKMtlVR86P8J3DhyhZ3KaL75wgIbSAB1VZfP6YLph/v/svWeYHNd5pn2fSp3DdPfkHDDIIHIiwUyQFElREpUtS7Zl2b5kWd/an+N+3nXYtX3Zq92119mSbEmrLMtKFKOYARKJIHKcATA5h57OXeF8P3owwGBmkAgQA6Lv+QFcXelUdXXVOc953+flhWNtlPp9fPaejaxvqMFj6HSNxvnem4d49cRp/n3PQWpLgrx/1XSDyKFEin94eQcvHm2nPOjn/auWsLm5nrDXzXAyzSsnTvOT/Uf5j72H0RWV37hv0zSBo8Tr4dN3rKN7LM6h3gH+bfub/OEj90yd51udvXz1jb3YjsPH1q3gnoVNN03ZzCJFroZ5K04sXVzN6zvaePHlo5SXBZFA3rTp6h7l+z98k4ryEBXlxZfffMStabx/4RJWlVdydGSIsWwGQ1GpD4VZVlqOz7h25Sz7ssP85bGvMZgbu2b7vBrE5J8qFDRFRRMahqLjUnU8qguv6sKneQloHsJ6gIgrRLmrhAp3jDJ3CYaiowgF5TJmCG8lJsyrL3eUtNLY0r7ssqJSStrPDNHZPcrtG1pwGVf+eLRth70HOtFUhduW1aIoxe/yWtAzPsFrbWd4aOkCMqbF13bsxWcYLKks45u797O0qoya4kzSTUepexWlntUIUfitSWmRt+OM59sYyx2jP/0GGWuQ9WX/lRLX4os+Gyu8G1kV+38BKPesvaJ2mE6K/cN/g1uNsjz6axhq8OpP6hZFSslI9hAHR/+JhaGPURt44EY3qcg1QlMKeetQKJeYyZuzihP7u/poLY/x5+/fyrLq8mkD+PsWFcLIz/8NSyl58Xg7Lx1rx9BUfv3ujbx/1dKp92ZjDFbVVlJdEuQvn36Fpw4dZ1V9FY+tWDTjWZC1LFqDMX7vobtoKj0XudxSGqEmEuS//PB5jg8M87NjbTSXRXBdMEEmKYTuf/aejYXoism2N5dGaSmLksrl2Xm6ix/vP8YdLQ1UhAJT5/D8kZO8cuI0XkPn8/du5tHbFk2JB42xCKvrqqgKB/mrZ17lyYPHWNNQzdYlLVPnIISgtTzKr9y5nj/5yQu8dPwUiytL+bkNK4lncvzzq7voiye4b1Ezn9y0Gv8FkRtFLg8pJY4tcRwHTZ/d++SaH9ORWFbBQ0UI0HUNMUu/UEqJZdqoqoJQiuOAeStOLF9aw+2bFvCt7+1EOpKJiQz/62+fJZPO4/W5+OTHNxONXF9DjiJXjyIETSURmkouryThzY6c/HOkg2lbQG7OdRUEuqLjVnVciouA7qXWU0aLv5aWQMHEscQI4lauzIzo3Yh5FSkdZ3GkxHIc1CuYUe/tG2fv/g7Wr268OnHCcTje1o+hq6xYWsP1L3B1a5AxTYJuF25d43DvAMPJNL//0F0E3C52n+lmPJMtihM3IVH3chaFP4GqFAY+hWeoiekk6Ug8xaHRLzKRP0N38kXCrlbERboshhqkLnD/VbUjZfUymjtM1L2C6dbVRS4XB5PR3FEm8qexZOZGN6fINUQIplIhbOlgz+FoLoEPrVnO8pqKGTP7s/VlErk829s6SOXybG6pZ8uChhmCvqoo3LmgkWcPn+T1tg5ePn6K+xY143NNn+QSAu5a2EhtZPp7QFEU1jfUsKy6goGJgg/GJzeumiFOADRGS7i9uX5KmDhLZSjA1iUt7Ovq5Xj/EF1jcconUzMmsjm2t3eSzpvcu6iJzS11M85dVRTuWdjE0weP82ZnDy8db2fLgoYp89Cz62xurudj62/jS9v28PUd+6gKBznY089bnb00l0b4zJZ1l1WS892ElJLkRIbhvji5bB5VUwlFfETLgqhXWDBASslrzxzg4K5TfOq3HiIYvjbX0nEc4iMpRoYmsPIWukunJBYgHPURH03xo69u49TRXtKpPL/zhY9SXj3T42NsKMG/fuFpHvrwepauabgm7TofM28xPpKkJBZA0+d/ZOC8FSfcbp2PPLGeBc3l7N3XwcDQBJqqUFMd4fZNLbS2lKPcxKaR72bk5ItLwpTb8YVoinLLDrwdCuUXc04eSDGYG6U92c3LQ3vRhUatt5yFwXqWBZtYEV5AxAgVhriTqSO3Ei716qNsNKGiK5d+CE/drxd0uM6/j8+/6mfzQM+tN3fK1vnrnb/d+duc/R1M2+d5x7xVfyfnY2gaebvgyv7i8VPURcK0lsUYTCSxHWfO50yR+Y0QCkJoKOJcV0QVOrripd7/ED2pVxnJHmTCPIPpJHGp4WveBiklo9kj5J3kNd/3rYTlpBnJHprxHC1y8+NMVqAAMFQV1xyCv89lsKah+rJTDoYTKTpGxpHAiuqKWdM1AMLegqnl9rYOOkbGGUwkaXRNn/jyGgYN0ZJZ0/sMTWNJZSmvnDjFwESS0VRmxrEUIaiNhAleYFgJBeGgpSxK2OthYCKvmNJSAAAgAElEQVRJ7/gETl0VqhAMTiTpHosDcFtN5QzDy7NEvB5W1FSwp6OH08NjjCRTeCPTn2duXeMj61ZwamiUJw8c4y+efoVM3sRrGHz27o0sqy6/pfoDUkraj/byo69u4+ShHjRNwTZtalvK+ewfvY9w9AqNMiUkxtMM9ozhzGIZcLVt3LvtJD/5v9sZ7B1H01Us02bV7Qv4xOcfIFji47Gfv50DO9r52l8/i5mfPeXQ5TFYfccCotchI0BKSW/HCE99awcf/ey9lMRmNzifT8xbcQIKAsWmDc2sWVVPNmchhMDj1tG0W3dgezMwnsvy/WOHef50O4l8blrZUEUIStxu/uKerdQGizOdF2JKi1OpHk6nenh1cC9l7ggrw63cUbqSem8FXtV9S937If3qXJoFUGIEUMTFBUzbdnhjdzvbdrbhcRuoiphSBXI5i1feOMFbBzpRFIWVy2rYsqkVt0vDNG12v3WGnW+eJpvNE436eeKxNQQD7mn7futgN2/u7+T971lJLBagq3uUZ148zPBIgrJYgPc8sJzqyoKK/s3v7yJS4qOnd4yh4QT3bFnEulUNqOqt833PRV0khEfX+c8/fA7LcfjtrVsQomDEljUtPPrN5T9U5NKoihu3WsgbL3hJTBegHGmRMnsxnempXwKB36hFV+aOrHSkjekksZwUeSdJf3ontpMhb08wnjuBrkx/7ri1KB51Zp564XiFZ4zlZMjao1hOCglowoNbi8zZjpwdJ232IYSKX69GU2bO4kkpSVl95O04uuIjYNTNeU5SOphOkpwdx5ZZJDagoAoXuuLDUEMoQptV4C5ErFjk7FFMO4mDhUBFV3y41BI0ZeaAq1D6MU9+8jpO5M8wmjuCxCFl9jGane4pIhAEjPrrXkWlyLXHtB2GEoXfmdfQp834n0/Y48atX/6wIm2aTGRzhfe1z4M+h1GloapEfYX7ZiKbJZnLz1jHpakzoinOJ+LzIoTAsh3imeyM5YoQcwoLAEH3uXOLZ7I4UqICyXyeZDaHEBDxeWZEXUydg6ZOVWKIp7Ok87NHhYY9bj61eTXH+oc4OTgCwC9sXs19i5tv6ip+V4qUkr6OEb7yhafx+Fx8/r8/QSTmxzRtJsbS+IOF+yGfNRkeiJNJ5XC5DaIVQTxe19Q+LNNmqG+cTDqPx2tgWxe8RxyH+GiK8eEkUkpCUT8lMf9lTX5LKTmyt4Nv/O3ztK6o5ZO/+SC+gId0Kodt2bg8BqqqEC0LUlYVRpnl/rYth8HeMZLxDLWNZQTD556PjiMZ6h3DcOtMjKXxBdy4PDojAxMES7yEowGEgEw6z9hQgmw6j1AE4aiPkmgAoQjyOZPh/jgHdrZz4mAXp472Egz78PhdVDfEpibN0sksw/1xLNPG63cTqwi9Y6kvszFvxYmu7lGGhhMXXae5qYxQsPiim288f6qNf3lrDyvLK/EbBp3xOOurqulNJjg5OsJjCxYRds/9EihSmDlP2VlOp3o5nerlhcHdbIwuY2v5RhYG6tEuIyLg3UCDr5JXh9664u0UodDiv3Q96t6BOD997iBb711KZXmIb/77ToKTz5S9Bzp47fUTfPyDG7Ash2/9xy4Cfjcb1zZxvK2f7//kTR5/eCXNjWUkUzkC/nP3tAQOHevlyecO8L6HV1FWGiQ+keHr39tBS2MZD9+/jBdeOcoPfvoWv/zzW3C7dLp6RjnZPsATj60mEHDj97mvq2fF4fgpejPDk62djqHoLA81E3HNDwGxIhjgc3dv5K2uPppLS1haVQ4UOnwfXL2MiuD8nwkocmXYTpasVeice7TYjMG76STZO/wF+tNvTPtcEQZ3Vf4tZd7Vc+57In+KY+P/l3iunZTVh+kU+hoDmZ0MZHbOWH9R+JOsiH4WZjHlVIRGyuqnM/EsfenXSZrdgMSrVVDuXU9L8AmCRtOMTl5/+nV2D/4Zhhpmc/lfEPMsn7FvB4tDo/9MR+IpKjwbuKv672Y9H9NJ0Zd6nd7Uq4zmjpKxh7GdLIrQcaklBPQ6qnx30Bh8bFaxJG320ZF8lr7UdibMDiw7iaq48es1lHvW0xh8jIBehzhP7HWkSWfyeToSz5C0esiYAzgUBlyHx77E4bEvXXCdDO6r/hIR9+JZz6HI/GU8naFrNI6qCKrDwTlFAE1RrsiosSBwFQzTVXHxSUdVURCA7Ugc58qjc9TJd6lEzpmWol7kfasoYkrYs887vnQkjpSTlUkufQ5w8dQYKFTwOP86akrBZP3dQMrK8NbYCTL2TIEIIGKEWB5uRrEV3tx2guH+OL//1z9HQ+vM8piZVI5nvruLbc8cAAqD7NV3LOC9n7yDYNiLZdm89vQBfvS17eiGis/vRjOmP8NPHuzme198mfGRJI4jCZX4+MAv3cmydY2XHJhnM3le/NFe/EEPn/j8AwRCV54mYuYt9rx6nN0vH+PQntP8wV9/nLV3LZpa9m9feBq316CzfZBQiY+apjIO7zlNWXWYX/vDxwlFfLzwgzd55cl9KKpCNpOnrCrMJz6/lYbWCsaGkzz373vY90YbPaeH+PcvvYphaDQuquBTv/UQAOMjSb77zy9x4kAXQlEAydYn1nHv46tvWArIvBUnXtt+gudfPDztM8eR5HImjpSEQ17+069vLYoT85BdfT2srazmT+68lz19PTxz6iT/af1mbEfy9UP7GEqnZhsPFbkIE2aK5/t3cWC8jTtiK3m4cjMV7sglIwNudpYEG3ErBlln5kzJxQjqflaEWy65Xk/vGD6fi9Ur6vD7XGxc28SR471IKTl4pIdFCypZsrAKx5GsWFLDwSM9rF/dyKFjvTTWl3L7hha08/Iez5Y3PtMxwqGjPTx833KWLakGYGw8RWf3KHdtbsU0bepqIjz1/EHGx9NUlIdQVYXFrZUsW1x93dXqvGPyna7nORRvn3V5SPfzm60fmzfiBEBTaWSa0ZmUUB8JUx8JU/T2eHcgpcTBwrQTdKdeYix/HJ9WSbXvHlQx3QROFW4aAu8hZDSRtydImB0zZuvnwpZ5HGni0crwaKWM5Y6TtYdxqzFCRsu0NBOAoNHIXPdY1h5j//DfEM+3oSl+/HoNjsyTsYZpj/+AsexRVpf+7nUblKfNAY6Of4XOxPOYTgJd8eNSQihqFEfaWDLNUPYt/HrtjKgJKR3i+Xb2j/wtQ5m30IQblxrCo5biSJOU2ceJ/LcYyuzlttjniblXnktDw8FyMihCJ6g34FXLGM4eACQhowmPVj7tWIrQ0dWri4QrcuNwpGR7eweJbA6PrrO8puKavZ/cuobPMHBkkkQuh+04s0YH2I7DRDaHpBC54ZklcsO0bTLm3B5VE5kcUkpURcE/iym7lHLWiIyzpHJ58nYhFcDvOucH5jF0vIaBI1MkL3IOluMwkS0MyH2GMWfFupFUmi+9tpu2wRHKg37SeZMf7jvCwopSHlq6YFoJ15sNKQtV1P6u7btzlohfHmphQaAWLa9x4kAXi1fVU1o5ezrfvjfaePFHe/nIr91Ly9Jq+rtH+dY/vEC0LMT9T6yhr2OEn35zB3c/upKN9y1hbDjBl//qKby+wrsklcjwg397jcZFVdzz2EoAfvL11/nR17ZR3RgjUnpxY+TEeJr2Iz1seXgFPv/VTbi6PDpbP7iOJavr+cvf/OaM5WbeJhTR+eXffYT/84ffp3FRJR//3H187X8/x8jABKGIjxXrm1i8qp5AyEM2k+eLf/Ek2589SP2CcqJlQd7/i1soqwrzzHd38Sv/+VFKoud8J/I5i6e/s5OJsRT/z599EMOts++NNp77/m7qWytYuOLSk3zXg3krTqxd3UB52fQbI29a9PSNs2v3KdataaSu9tYwW7zZSObz1IXCxDxe3GohV1wRgpjPyz31Tfzxay8ykkkTcBUdh68EiaQ/O8IPel7iRKKTj9dvZXlowbu6pFS9t4rVJQt5feTgZW+jCpU7S1dR76285LqmaaNpSmFWRAhcrrNVAyT5vE00UugEKYrA7dYZGkkggWzWxOsxpgkT53Oma4RgwM1EIjOVg23ZDuPxND975Shej4GUkkULKqZeEqqiEAy8M2k7PekhutODZOzZjVsNRceW88vHwZGS4USK0XRmhsdEYywyZ6hxkfnLSPYwJ+PfRqHw3Ukc8k6CeK6Noew+/Fo1C0t+jgrvhhm/C1W4qPNvpdb/ACDpTW1jz+CfYcr0JY8bcS1mY/l/KxxRWuwc+GO6Uy9S6r6NVaW/g+uCah2F1I3Zf5fDmf149QqWRz5LhXcjLjVMzhmnO/kSx8a+xkjuEMfHv876sv8yZfx5rbCdHMfHv8mpiR+DlFT67qDe/yAhVwuGEsByMiTMTuL5NmLu21DF9MmcnD3GodF/YSC9m6h7CQvDnyDqXoGh+DGdFIOZNzk+/nVGcoc5PPplNpb/CW6tkGqjChfNoQ/QHHofAPH8KV7u+SyOtGkJfYjG4KMz2nsxQ9Mi85Ou0ThPHTxB1rJYUlrGhsZrN1iJ+LxUhgK0D43SPjRKMpefNbUilTdpm0xxKAv4Z5QjBUjnTfrjiVnFASkl7cOj2I4k4HYRC8zc3paSnvEJcpY1s5KHlPSOTzCRyWKoKuUhP+rk8yjm91EW9HFmZIy2wRHSeXNamdCzJHN5Tg2NAlARCsxa7SRrWnxvzyFeONZOLODj9x66iwNdfXxz137+8ZWd1EfCN73vxPGJDuLm3P4+OTtfSDOzHRLjaRoXV805e7/n1eM0LKxgzZ2tuD0GkbIgqza3sOvlo9zx0HJOHupG0xXW37OYitoIpVVhbtvQxMlDPQCcOtpHx8kBSkoD7HjhCACpRJbOtkGG++OXFCcs0yY1kS2sd5XfiRACl1vHF/DMmvah6Sq1zeXUNpcRqwxRv6CC2qYyvH4XmVRB7CqrLuHEwW5OH+sjk86RTuYYm8w80HSVYIkXb8CNqiuESnyEY+dE4vGRJG9tO0lJaYA9rx4HYGIsxfhIilNHe4vixIW0LqigdcHMMB7bdljYUsEPf7KXsXga/1WqVUWuH37DIJ7NYktJ0OViLJthKJ0i4i48jNOmiVk0sLtqbOlwMN7G37dN8NHaB9gcuw332zCOnK8IIQjqPj5Qcy992RFOp3ovuY0uNNZEFvG+6rvwqJcWvyIlPpKpHCNjKRxHcrpzBETB4bu2poTTHcMkklksy+ZM5zD1tVEUATVVJby+q52+gXFKQj5My8bjPvcdbFrXxG1La/iPJ/dSFguwajIyo6mhlAfvW8bC5nIcxwEEJdMco9+B0lZS0p7svmgHYb6RyZt8982DvHziFJbtzAi8+qNH72NBWfSGtK3I1TOY2c1gZveMzwUaVb4tNAYfpcy9GjFLOkWhgy7OM45VCx3Ey4jKE0KZ8oo4ty9AKChCQxGXL3QpQmdB6MM0BB+ZirjwKuU0Bz+A5aQ5OPpPDGb2Mpw9RLn3ykqcXgwpJSO5Q3SlXsCRJo2BR1ka+QxevWJahETAqKXSuxmQMwY1fenXGUjvxKuVc1v080TdK6bWURUXtf77UITGzoE/ZiR3iL70GzQEHkGIgphb+F4K342Cytnnl4J6RdewyPzDsh3OjIzxjy/v5GjfIF5D54nVSykLXLvol7DHzbqGGvZ09LDzVBfH+odY31Azo9zo8f5hdp3uwqVprKmvmiprej62I9lxqouHlrZOlfk8u3370CiHevpxpGRVbSXeOcrZnxke42DPAKvrqqZN+sQzWba3F6qKtFbEqAmHptoY8XlYW1/D/q5+3jjVyYmBYVbXVc04h6N9g+w504NH11hbX03QM71/YjkOr508w7d27UcIwSc3reaehU2sqq3kxOAwr7d38s+v7uKPHruX0mv4HbyTSCSHJ05d1rqKInD7XKQTWRx79vFCfCRJWXUJLnchkkXXVUpiAcaGE9i2Q2I8g6ZreP2uqWdWKHLu2sXHUuRzJmbeJj5S6A+VRP3c9741l2W2qaoKLq9OciLDTOv0a4MQoLs0EKC7dPRJHwihCBxZEFO+9r+fYagvzoLltQTDXlRN4SJZQ9PIZ/PEx1KEo/6pawBw1yO3Ub+g/CJbXl/mrTgxF6qq0NxUyth4mqGhBLXVxeiJ+cbSWBk/O9NOfzJBTSCES9X4+z07uau+kV293Xh1HW/RwO5tIZF0pQf48umfYEmH+8rXvWtyEs9HEYLFwQZ+uelxvtP5PEcnzmDK2d2OQ7qfO0tX8b7quyl3RS5rdqGxPkZddYSvf/cNymJBevrGiJQUcrI3r2/hTOcIX/zaawgBubzFprWF3PHVK+o4fKyXr3zrDSIlXnRN5bEHbyMUKghwbpfGkoVVTCSy/PT5g5TGAlSWh7j/rsW8uv04Bw93YzsOjXUx7r97ybW7YJdB3rFoS3WTniPncz7SPjzKU4eOc/+iFpZXV8zIDa4MFT0nbkZCRjMho3lKfCjkg2dImb0MpHcxkT9FY/C9NAUfx6XOnxSj83GpISq8m2akgihCp8K7iZPx75KzxxnJHqLMs3qab8PbwcFiOLOfjDWIRyujMfgYXq1iRuoGiFmfhVI69Ka2Y8ks1e4VhFwts6wnCBlN+PUaxvMnGMsdo85/P6ooTgq9m5AUqnEksjkyeZOBiSSHewf48f5jHOzpRxGCR5Yv5KFlrXOaVl4NqqLw4NJWXj15hr2dPfzDSztw7trAsupy/C4XyVyOw70D/NMruxhMpFhaVc6DS1vnNIbcdbqLb+7azxOrl1IdDgKC9qERvrx9D6eGxgh73dy3uGXOlIr+iSRffm03bFnH0qoyXKrGSCrNj/cf5WdH29FVlS0tDVSXnJtRVxWFh5e1sr3tDAd7Bvj7l3fwa3euZ0llGT6XQSKX52B3P//4yk5GU2lW1VXxwJKWGefQNjDCl7btZjSd5qGlrXxg1RJcmkp50M8v37GO9qFRtrd38PUd+/jVO9fjvYj553xlwkzRkeq7rHU1XaOhtYKdLx0hPpbC45s52eQPeUknc5h5C5dbLwgS8Qz+oAdFEXh8BpZpkU1PpuvIgnnkWbx+F4GQl/vet5qWpdXndiy4rBL0vqCH2sYyjuw9w9Yn1uLyXIfvRFxc8ji2r5Nj+7v4zO8/yqKVdQhFcHDXTAFIwKzCvWZoeP1uVm5uYesH101bpl7D3/qVMm/FibnKUdm2w9BwklRq9nDka4Vp29i2g6Fr7+qw+evBg00tVPj9hN1uvLrBRxYv5+/e3MGe/l68ms5nVq0h5r21ajVfL0bzcb7R8Qxu1WBzdDmaMm9/0leNIhRWhlup8ZRxMN7GofgputIDJK1C+HbYCLAwUM/KcCsLA/V4VNdlhz16PQYfft9aOrtHC27bJT5sW+J26/i8Bp/8yCY6ukcQCGqrS4iU+BBCECnx8Ysfv53O7lGyOZOA300w6EFTVe65YxGKItA0hY3rmigrDeD1ulBVlbs2t9JUX8rIWBJdU6msCE0NtN//6Cr83uuf6jRhJTmZ6Lzux7mWxNNZoj4v71+1hJh/7ioMRW4uKr2bWVTyC2iTfhKFqhF5svYo3cmXOTb+VY6MfgnLSbO45FPzstKDRyvHUGeG/wohcKlh/Ho1WXuEtNWLLfNo12hgbzlp4vlTgCSo1xPQ668o3Dtnj5GyegHJcHYf2/t+b1bhxHZypKzCgCJrj2DLPCpFceLdRF88wX/98c8wVJWcZTOezjCYSGLaDhGfh/etXMLHN6ycqjZxLakpCfK5ezbxhedeZV9XH3/wH89SGwnhNXTSpkn3aJyRVJqWsiifu2cjjbGSWfcT83tZVlXOj/cd5dUTp4n6C9U5+uMJzoyM4TMMPrJ2BWvrq2c1mnZpKo+uWMSejh7+vx88S2UoiKGpxDNZ2odGyJk2d7TU8+G1y2ekfTTGSvjcvZv4n89t480zPfze8LPUlgTx6DrpvEnn6Dhj6SyLKkr59bs3UltyTmiVUjKcTPMvr+3iSO8giyvL+PQda6eVOl1dX8Uv3b6Gv3tpB9/dc5CWsigPL2u96fwnTia7GL/MiE3dUFl1+wK2PXuQH35lG49+fBO+oBvHdjBNm4qaCGu2tPL9L7/C0bc6aFxYyVDfOPteP8nKzQtwew2al1Tz1Ld3cGBHOx6vQTqZ48jeM1PHaF5cRSji4/XnDhGrCOHyGOSzJrblEKsMcalICK/fzeaty/jm3/+MJ7+5g9u3LsPl0THzNooqiJYFcRyJlbfIZU2kI8llTHLZPJquoSgFE08zb5PL5pGOJJ+zyGXMGcadcyFEYRJPVRWy6TwdbQN0tg+weFX9tPU8Phe5ycomuqGhqAq+gJuSqJ8VG5rY/coxVm5eQCDsxbZs0qkcpRVhjBskUMzbkcyx432c6RyZ9pmUklQqx7Y3ThIKe4hdaY3bK+BgZz9vnOykuSxCc3mU2lgYl6ZdbVrRLUWlP0CZr5CTJ4Tg/sZmFkZjdCXilHv9NJeUoN8i1SbeCQZzo3yr41kq3BFaA/WX3uAmRBEKZe4Id7vWcHvsNizH5mxwvyIUdKFhKNpV5WKGQ17Cc7gsR0p8U5EU5yOEIBT0sHxJ9Yxl1eeZN+maysKWc+lpmqbSWB+jsT42Y7vGupmfXWuklIzlJzhzmbMX84WAuyA4JbL5ojjxLkIIFVUYqMr5opwbXQnQEvoAKauHUxM/oiPxFLX+ewkZC+ZdvrWu+KaliJyPKoypsqSmk8aRJlyjgb2UFnknDoChBGaUP70UeSeB7RSip1JWP2lr8KLrC1SktJEUUzLfbWRNiwPd/QjApWn4XAYtZVEWlpfy4NIFrKmvvm6ePooQrGuo5o8fu5/vvXmQPWe6OdI3SM6ycGsaZUE/721ZzAdWL2NFdcWck4WaovDBNcvoGB3nqYPHOdDdT8Y08RoGiyrKeHhZK0+sXjbneQQ9bj6+fiX3LmrmO7sPcLh3kHgmi6oIKkMB1jXU8qlNq6gumRnBpQjBxqY6/uixe/n+m4fZ09HD4d6z56BTHvRzV2sTH1yzjKVVZdOeYVnL4gdvHeal46cIedx8+va1LCib3hcwVJX3r1rKkd5BfnzgKF/evoeGWAnLqipumjGJIx3aEl0krcxlrS+EoHlxFR/+zN08891d/I/f/hb+kBfbdqiqi/L5//4EKze1cOZEP9/5pxfxBz2kElkqayNseXgFuqFR01TKlodv4+nv7mT3K8fQXRq+gJtkvNCGYImPx39hCz/8t9f4xz/9EW6PQTaTp2VZNR/6zN2XjBxQFMH6exYz3B/n1af2s/3Zg3j9LkzTZvXtC/jQr9xN++EeXn/+EL2dI0yMpfjhV1+jtDLMhnuX0Lq8hqG+OM9+dxejQxOMjST52Q/f5PiBLpavb2LpmoZLXqeWpdVUN8b4+t8+T2llGGtSuDm/7UII6lrKqWks5Sv/8xkiZUEaWyt44pfvwnDrvOejG/n2P7zAP/7pjwiGvZh5C4/fxS/9znswXDcmhWjeihNv7GrnyWf2T/tMULjItTURPvmxzVTN4eD6drFshxcOtfGNbfvQVYWqSJCG0ggr6ytZ01RNY2kEv9uYd52k+cRZYQIKD9bmkgjNJfMnBafeW8kD5euv2f4kEks62NIm75hkrCwpO0vcTDKanyBhpsk5JqZjkndMZmbNvz060v38e9eLfG7Bhwnq797BmyrUQrhdUdu6ak4mbq6UDoCqcICg28X/emEbm5vqiPq80yrVrGuovmiN+iI3F0IIDDVAzL2CzsRzpKx+UmYfIaOFm6kyi5z8K3B17ZZy7goEU7zNvkid/0Fq/PfMSE25ELcaRZulFGmRt0/KyiKR+NSCKXLGzmM5Fn7N87b6mlk7z/ahoxyOdxAyfLynci2l7hCqorB1SQtNsXP9MkUUylh6DYPSgJfyYACXpl7y+A8uXUBrWQy3rl2xeFwoIypYWlVGc+lddI6OM5RMkbdsXJpG1O+lLhLCo+sXbYflOLh1nZ/fuIr7FjXTM54ga5p4dJ2qcICqcBB9lkgDn8vgDx6+CykLERCLK0tZXl1Bx8g4iVwOVQhKAz7qo+E5vSqEEGhCcFtNJa3lMTpHxhlOpsnbhXOI+b3URcK49ZkTKKoQrK6v5q+eeJiQx8WKmgq0CwbFQggCbhefv28z9y9pQRHipnvfJaw0bclubGlf9jaarnLHw8tpXVFLX+cwuYyJ7tIpqy6M/QJhLx/8zF10nFjE+GgSn99N3YJyQpMTSi63zqMf38iS1fUk4hkipQHCUT9DfeN4A4Xf1cqNzVQ3xOg5PYSZt/D63VTWRS+7hKbLrfPYJzax+o5WhvrGsUwLt9dFVX0UEARKvCxYXsuC5bXc9UihIogiBMFJrzG3x6B5aTXNVLPu7nMVnaJlQXRD4wO/eCehqB+P18WHf/VuyqpK8AfcfOI3HqCmqYxgiZdf/O33cOZkP9KRVNZGUTXlXCrLJOU1JXz69x6ZOs/Y5PhZCEF5TQm/9LvvoePkAKlEFsOlUVYVvqrSqNeKeStOvPeRVdy9ZeEFnxYMT/x+NwG/a06n/LfLSDLFkZ5BLMfBchzaB0Y5NTDK9uNn8LsNfuOh23n/2qU3jWL5TvNmfy8lbs+sYsRoJsOJ0WFuK6vAc4N8JwRQ6Yny3uo7r+l+JRIkOEikdHCQ2NLBkjZpK0tfdpju9CCnUj30ZIbozQwxYSaviUwhkewdO8724f1srdiAKoqj9yKzc7mGVPOJ3vEEnaPjZE2Lnxw4hnZBvm5DNHzTddaKXAqBKtwFo0spseX1TeW8WkwngZyjw+3IPKZdcE3XFd8cJpGSOV08pSRnT8y6SAgNQymkk+TtBKZMoXL5Oc+64p+KWHGpQSq9m65d2kyxb3TFPNf/Fmkrx0fr70RFsGP4GCeTvXyy4d63ZXjdkxnh+YG3eLBiNWXuEF6t8J0rQtAYi9AYe/uTRk2xyDSR42oQQuAxdBZWlLKQ0qvah5QSXVWpj+n/FFAAACAASURBVJZQH509/eNCDE1lY1PdtM9KAz5KA1cuwgkhCpEalWWXvY2hFQwyL4eqcJCq8MUrSMxHJJLxfIJTqZ4r3lZRFCpqI1TMUZ3R43WxaGXdrMuEELi9Lpasbpj2+fmlSRVVoby6hPLq6fdLIp7myJtnyOdn9zgTwNK1jZTEAmi6Rv2C8lkNJCtro1TWzm3WHYr4uH3rsjmXt55XLWPxynOR0UvXNk79P1YRIlZxcU8mIcSs53l2WbDEx/L1TRfdxzvJvBUnYlH/nGkbUkpMs+AJca0NO6SU9I0lOD04Ov1zCqFvuqpSHwsXhYmL8OX9b7KqvHJWceL0+Bh/uu0l/uHBx2gIX97L43ogEOjvoD9DxAhS4y1jXWQJtrQZzSfoSvdzOH6KHSOH6MkMkXPmrrF9OaTsDM/0v8Gq8EIqPMXKBUVmEreSnL6KDsKNpqUswn977wNzLr8ZO2xFLo6UDmmrH9vJItAw1EvnAF8dYmq/BZHhyuTitDVA1h7FrU1/30kpydqjJMxuFHT8ejWqOJe+oggdgYrt5LFlHilnVtMoeFX0z3pcTfEQNBoBQcLsIJE/g8sdvuxZdpdagl+vYSx3nJHsYfL2xNsTJ6YimSTOFcyOFimQsXKkrHMRbVk7T9IsRFNIKTEdi7SdRwAezYU+OQGRsfMIIcjbhQgbn+ZGFQoSScrK0Z7oxxAarYFqgroX72QVK8uxSds5bOngUnQ86rlo4JSVRRcqWcfElg4+zT11vJxjkrXzOFKCAJei49PchfvdMcnZeRSh4FVdqEIpRhgXAQndmUEGs6OXXneekE3nOb6/i/Qc/oZCQH1rBSWxohn39WDeihMXI5szeemVoyxZVE3DLLnbbwdHSnpGJxhNzp4XtaKugvpYSfGBe5WoiiCZz9/SpURVoVLqChMzQiwNNnFf+TreGD7IzwZ305Xux5ZXf23ak928OXaMRzy3X8MWF3m3cCrZSzx/85QQPYvXMGgqnSl2OlIylrq8HNYiNw9SShJmJ72pbTiYBPVGvNrlz0ZeCQJ10qRSkLYGsZwMLvXyU0Zzdpze1GsEjDpUcW6G25F5elPbyDtxPGopUffyaf0GQwmhKV5y9ijx/ElinttQORdZYcs83amXydjDsx5XQSfmvg2PGiNtDXB64qd4tUp8+swS7FJKJBYCdcr0UhEqVb4t9KVfZyJ/hjOJp2gNf2RSoBAXbO9gOkk0xTtn6ocqDFRhYMkMaasfKZ1rVpnkVidpZXm2fy/HJroByW3hRh6oWIUqFL525kVUFOJmioSV4Z7yFdxZupSUlePJnl3sHj1Jb2aUfzv9M1r8lby/ZhOKELwxfJw3Ro5iOhZlrjCPVa+nwl3o2/7rqeep85bSmR4ibqZ4vHojS0P1JMw0T/bupiczwlA2TtrO8d7qDWytWMVQLs6Pe3bRnx1FILi7bDmbYouLQTRFsKXDsYmOa57OfD2JlgX50K/efVGt2nAXqw5eL25KcSKXtdj2RhvRSOCaixOm7dA+MFJQhS9AUxRWNlQR8c8/x/Abje04ZC0LB4nlOORtm0R+uuJoOQ77B/uRUs4oBXgrUnBzN6jylPK+mrtZG1nMf3S/xEuDb85ZLvNS2NJh+/A+7i9fj0stPjiLnMORDicTnSQmq5y8G8iZFt/ec4D7FzezsPzqQoGL3DhMJ0Xa6p+KKJDIySoUbZxJPM1Q9i1U4aY2cD8+rWpqcH92sC2lM+npIHGcHIXi7oUUEMvJUIiREwihIJjdMFcIQchoQRNu4vk2Tk38kMbgYxhKEIk9GVHgxaPNdX9J2id+gCI0qnx34Faj5OxxupMvcmriBwBUeDcQcU0vGRw0mgjodWTtYdri30dTvFR4N6EJNxlrmN70Ntrj35+zcyyEIOpeTq3/fton/oOO5NPk7DFq/fcRcjWjKz4sJ0vaGiCeP4kqPDQGH0MX5/KIK72bqfHdS0fiGY6Pf4OMPUil9w78ejUCFVMmSZm9jOWOYzpJlpZ8Grc2e1SeJryEjCb6MzvpTr1MiWsxUfcyVOHClhnydgK/XnOB+WmR89kz2kbaziEQdKQGqfQUBNmdI8c5NN7BJxvvJW3l+EbHy9R5y1gcqqU7PUyJ4eej9XdyOjnAU317WBqsI+oK8r7aTZS5Q2wfPspnWx7Bq7kwFI3TqQF+2ruLx2s20ugr55m+vXy/63U+3bwVj2rQlR7CkZLHazaiKyph3YcAjkx00p7s49cXPMqxiS6e79/H2sgCHOnwXP9bTJgpfqHxfrrSwzzZs4uWQBXl7uvjDVfk5sF0TI5OnL7RzbgiFFXB8w5UTysyO/NGnHAch/hEBse+tLI2Fk+TSF4fQzfbdugdnz3HM+h1s6y2fM4ay7cy/akk/7R3F8dGhjkxOszhoUGeP90+bZ28bTOey3BPfRMRd7GU6PmoQqHOW8GnGh8lYgT5ce9rV21a2Jke4GSyk2Wh5mvcyiI3MykrQ3uyG+smCbmWsiB0qkIBAY4z892QMS3ah0a4vXn2nNMi85uOxDP0pbZzbqZeInGwnDT5yZn6Ov/9NAc/MG1Q60iTjuQzjOdOYjlpLJkmZfZgOkkcbA6PfhGvVoameNEUL369hpbQhxBzOOlW+bbQm97GUGYvJ8a/RUfiGVThQlKoTtEa+hgLwh+eddvGwHvJ2IMcG/saJ+PfQxUGjjTJ2WM40qTUvYrW8MdQlem+AW61hKbQ46SsXhJmJ/uG/waX+pVCqsekuBLzrMSrldEW/96sx9YUN63hj2HLPF3Jn9GX3sZQ9i10xVuoroEzua80Vb47aQg8PG17QwmxpOSXkDj0pl6jPf5DupIvFLw+EDhY2E5h+7Cr9aKVOgw1SH3wEcbzbSTyZ9gz9Ofoih8FFQcLVXi4veIvCRi1c+7jVqfcHWJluAlFCOSkZxXA4XgnLlVnNJ/Alg5SStqSfSwO1eJWDZaF6qn2RClzh3i67016MiOUukN4VAND1VGFikczcKs6Ukp6M6N4NBdLg3UEdS/rIgv411PPkzDThW0UneXheuq9pdMEvYydR1c0PKqBZzJtg8lfyZF4J03+CvqzYwhgwkzTmRoqihNF6M4MMZQbu9HNKHITMW/EiVQ6zz9+8SXGxlNcKq/UNC1On5k91PHtYjkO/eOzhz2HvG5aK69/ub+bkZjHy/sWLuHw0CBfP7SPsNvDstLpYbiaolAbDHF/QzMhV1GRvBAhBBEjyIfrHsCUNj/sefmqUjzGzQQHxttYHGyc7DwUudUplBBN0J7svtFNuWwSuTxf37GPexY2oioK39y9H3HBuyFvWRzsGbhBLSxydQhUYaAIA1vmyNi585YIFKFhqGHKPGuo8m2h2ncXujI9r9eRebqTLzKQ2X3BrhUUFMbyxxnLH5/6OGQ00xz6AHOV+fHrNayK/RbtEz9gKLOXtDWIJI4uvPj0KtzazPe+IjRcSohK3+2EjWZOJ56kL/U6CbMTkPj1Oiq8G2gKPo5fnzkgF0Kh1nc/uhKgI/EUY7lj5OyxSX+KGiqCm2gMPMZ4/gSnJ36MImY3RfTpldwW/Rzl3rX0prYzljtK1h7BdnIowoVHixL0rKXOvxVVcV/QBkHAqGVV7Leo8GykL72N8dwJsvYojrTQFB8BvZawayEV3g0Yytyma4rQqPHdg4JKR/JZxnLHyVqjKELFUEMEjNpi1MQlqPWWsqVsKapQSFlZjk4Untc5x2QgO87ukZMANPkraPAV+lcCgTZZml0VKgIu2W9wpIPKOT8ITVFxcKYihjWhTFUNOZ/FwVq2Dx3l707+BFWorI+2EtC9MOk3cSY1iOkUxO/VkWairuufj68IgUvXMDR1zjKjRW4cUkpOJDreVRGbRa4/80acsCybEycHiMUCRCIXd8nN5Ux07foMuhwpSWZnN0CJ+j3ErsLB91bApWmsqahiVXklp8ZGqfQH+PnlK6etowjQFbUYeXIJPKqLR6vu4Eyql71jx644S8+WDqdTPaSszLu6rGiRK6MvO8zATWRIBYXnsSMlA/EJdp/pZkX19DJrluPMmoJXZP7i1UrZUP7H2M4c1TeEQBE6huLHUIKFah0XoCke1pT+7mTqxqVRhIHC3GluQiiEjBZWRH+dvB3HkjlAoqCiKu5ZB+Uror/Oksgv4dUq0BQPC8M/T2PgMSxZ6ISrwo1LDV/UZFJVDKq8txNzr8B0Etgyj0BBEx4MNYQqXBhqiAdqvnrR/eiqnxrfvZR7NkztR+IgUFCFgab4MBT/rNcSwKWGqA9spdK3uRB9IvPIs+cv3OiqH014LukhoSluavz3UeZZOxnFYk0KTjqa8E6amha5UhYGqlGFwuPVG3CpBmk7R9QoDPyzdp62RC+rS5rpSY9g41DpubjZeLk7TMrO0p0eptoT5ehEFxXuCH794hWPXIqOqijcHltCo7+cqBFEV1Rsx2FxoBZVUXikah2qUMja+XckamJFTQXf+PRHUISgPDi7iX6RG0fesWhLdpO152e1pSLzk3kjTgCEw15+4RO3s2zJxcvqjI4m+fP/8dPr0gYpJRlz9nz/inCwOLC+BIoQbKmrRxUK3htUKvTdQLkrwmNVW2hP9jBuJq54+zOpPibMFAHNWzRvLYItHY5OnMG+SFj2fCPodvG5ezYC8PKJU2xpaeDz927Ga5x7rkxksvzJT1+8UU0schUoohAZ8HYQQsWnV12jFp3dp0AXPnTl8gRd7wXGk5riQlNmlpK79HEVXGoI1xwDd114CbkunaInhIKhBjDUq5utFkK9aDsuF0WouLUIbt5+icpbjfNf1QWvlML/tpQuZSA7zpdOPYeuaLgUjY/V30XUVRAHTqcG+Oe2pxnKTbAptohyd8l5+zm/Hk3hPm/wlbMhupBvd7yGrqog4UN1d+BT3VPHvjCA+WyayXg+xc6R4xyd6KLSE2FL6VICmoetlav4TudrfLH9WVShEHUF+ET9Pde9KprXMGgpK1Ynm6+MmROcSfXdRFaYReYD80ac0DSVxQsrKQlf2otAVRWCQTfKdTJVnGuvQU8xJPFyuKOm/tIrFbkoQghuC7eyJNjIGyMHJ03fLp/+7AhxM0m1p2gSWARMad10hlTn01oWI+rz4tKmz/zqqkpDtARPUQgtUqTITcxDVWtwpESZ7IFuLl3M6kgzLkXDbeh8vOFuhnNxLMfBq7mIuUJIJIaisT7ayqJADQhBuTs8tQ+AlSVNtPirMM4TCVyqznsq17I2soCcbRIyvESN4NRExq+0PERQn94Xd6TkhYH9tAQqWRioQSJ5Y/gYtnR4b/UGar2l/Erzg4zmk0gkAc2LW509FanIrYGUkqHcOF3pYuplkStj3ogTAb+bX/303Ze1rsdj8J4Hb6O25tor80IIPMbsHV2XPm8u17zDdhwyloVP13Fp06/TQCrJkeFBpIRlpWWU+Yqhd5eDWzXYFF3OnrEj5J0rq95hSZvh3Ph1almRm42+zDD92ZEb3YyrpiocpCocnPG5W9f41S3r0d7h6j8CihFJRYoUuWZEjOkRL0HdO00g8Gtu/Nr0tIu8YyEppII2+GeP2vFrHvzazJQgl6pT653dQ+1slZDzMR2btkQvayILWBFuIGGm2Tl8fMpjQhGCsOEnbBT7d0UK2NLhVLKblF0s913kypg3o+2zacOX098zDI21qxuuSzsUIQi4Z1d789bVlXe8FeiIj/O3e3bweOti7q5vBApK++GhQf5qx2v0JhIoAqoDIX5n4x0sjpUWzYsug9ZgHSE9cFVOx4O5MSRyholgkVuLs4ZUSevm7SAkc3lypkXE57lAFBDY0mEonkYCUb8XtzZ7ychriUBMm50sUqRIkXcagaDMFcKnXdwr4lrgUjQeqlrD9qGj7Bs/Vagw5ivlztKl1/3YRW5OLGlx5CaO2Cxy45g34oRpWew70EVNVQmVFSFS6TxIid9//R+656OpClWRELTPdLWfSBcNXebixOgIh4cH+ejSFVOfpfJ5vn5oH0PpFL+yai1eXeerB97iG4f38web7iRQrNhxSQKajwZf5VWJEyO5+BWngxR592FKi5PJ7mlVEW429nb2sL29kzsXNCClZFFFKTG/j6xp8r03D/HkwWNYjsPDS1v5uQ0rp/lSXA+EECjFSjhFihS5gWhC4VON970jEz1CCFaXtLAy3DTVr1CEUhRpi8zJhJnmVLL3RjejyE3IvBEnMhmTb39vJ+99ZCWVFSGeemY/lu3w8Q9vfEfboasqjaWzOx0PxBPYjlM0xZyFkUwagaApfO7anRwbYVdfD7982xo+sHAJihCYjsPf79nJWDZTFCcuA7dqUOW+uvK1GTtbiEgq9h1uacbyCc6kem9qocqRkqcOHmdfVy+KENRHS/jN+24nlc/z00PH+MSGlbg0je/sOUBreYy7Whuva3sU3r44IWXBYC7n5Mk7JqZjY0sbRzo4kxFPihAoKChCmTTC0zEUHVUoxbSSIvMaR0osaWE69uS/FrZ0kFJOla0sRPYBCIQQqJO/K1WoqEJFV1Q0oaEr6qRBZPGePx8hBNocFViuB4oQKO/g8W4UUkosaZNzTEzHxHJsLGlP3bPyguezKhQ0RcNQNHRFQxfXP3rvZqAt2cWEmbzRzShyEzJvxAnHkSRTORRReAENDSexbPsdb4euKiysLMVr6KTz5rRlw4k0w4k05aFiTt2F5B0bIcCtFm4pKSUvd5wm7HKzqboWbVLQqQkEmcjnyN2A7/ZmRBcaEdfVuafnHPPSKxV5VyKlxJQWo/kJDo63vSsMqapCAX73wTuJ+bx8dcdb7DjdRUtpBEPTWNdQQ3nAz5G+QQ73DVx3cUJMDqCuFCklOSdPT2aI3swQvZlh+rLDDOfGGTcTJM0MWSeP5dgoQmAoOi7VwKO4iLiClLpKKHdHqHBHqfOWU+GOFU3niswLpJSk7SxDuTEGs2MM5cYYyycYMycYyycYNxOkrRymY5KfFCssxy6IEkJBEwouxcCtuvBqbvyah7AeIKT7iRhBSowAJUaQiBEkaoQwFL04ACxyzXCkw1g+QW92iIHsKAPZUQazo4zkJ4ibSVJWhqydmxQpHDRFxVB0dEXHq7oombwvo0aIcneESk+MSneUsBFEvYWi7KSUpOwsI7lxdo8eIW1nb3STityEzBtxQlEEhq5y6swQC1sryeZMLNthdCw15zZ+vwvjGptUCiFoKC1hQWWM/R1905aNpTIc7hqgLOgrvhQvIOL24Mj/n733jJLjOs91n6rqHKZ7Qk/OA8wgRyIxggQTmMSkSElUsCTLso+vw/Gxr88599rnOFxr+crx2pIVKImUKDNnEgwIJEDkDAyAweQcO6eK90cDQ4AACPRgQg9Yz1pYwOqusKtRtWvvd3/f+xl0hEPMLwrQFhxjR08Xy0pKqfL5EARhfKVQ1bVZvYo7nUiCiFu6dH37T0KeAXFCM3TeGdzF+8OHpv3c57LMP5d7y2/EKV270TlnV3dkXSGtKyTVFIPpMXoSQ3QlBhlIjRBSYgTlCFE1kdWx42qSJ9pf5bmezVPU+suzsWwdawoWYRElLKLI/PJiGouLcNmszAkU0BsKU5XvQ+DMip4oUJznpicYnvK2ZSZTVyZOnB2sDaRG2T/WzNFIG33JYcbkSFapNq3nvAqdkp0iu58SewGLfA1cVzCfUkchTsmR014+bw/sZvvIQVTjykvaFtvz+Vb9gzgtufksR5UEv+x4nb7UyBXvIwkiNxQt5c7SNVPYsqlF1TWSWoqgHOVktJNjkTb6kyMElShhOUZMTaBP0nteQMAh2c6YO7rwW71UOAPUecpp8FRSZPPjlOw4JJuZbjVJyLrCu4N72Dl6FC2L5/UskiDS5K3mvvKbyLNeWXne6cQwDJJamjE5QnOkg8PhU3QnhhiTw4TlGLJxGY+5T1hfswoW/DYv+TYvlc5ilvmbmJ9XS4EtD4dkz+k++krQDQNFV5F1mbSuEFHi9CWH6UoM0pscYigdJKLEGU4HUY3sFiLb4r38TfMTWISZmZ7mWd08Vn03FS6z0t1MkjPihMNuYfnSGl569QC79rQxOhZDN2Bg4NIVB779jfXMbyqb9LaU+j2snVNNc+8QsvrRgxVOpNjT1s31jdU4pjinebaxOFCC22rjX/buZG1FFR/2dhOVZe6b04RVzAziDQyGEwmcFuv4ZyafjCAIWEQJSRCzHiDMhABkGAY9iSH2BZun/dzn4rO60bJ8KeY6hmEg6wpBJcpYOsKYHGYgNUpfcpju5BCDqVESagrVyISgTmRAeRbV0DgV65rE1mfPivym8Xs43+VkOBJjW0s7fpeTXe09JBWFwUiMSCpNQpbRDYNQPInDMvV9s8iVhVMn1BTNkXbeHznEgeAJQko068o7FyOppelODNKdGORwuIU3+newPL+RdYVLWOyfk7OiXG9yiH3BE1kNWKtdJVkPcKcTxVA5HmmjNd57xftIgkite/LHLlONgYGma3QnhjgWaeNI6DQno52ElRiyrqIz8T7ncudNammSWprhM1WoDodbsAgWHJKNMkchjd4amrzV1LrLKXMW5ewzMBtIazLvDu3hV51vMSpPTOxd5GtgRf68i1YKmUkMwyCmJmmOtLMveIJ9wWZG5QiyJk+amKYYKsPpTPTQ6Wg3O0YOU2j3sczfyJrCRcz31uL5WKnWXEY3DBJakrF0hFE5wmg6RH9qhJ7kEL3JYUbSIeQz6S+aoV3V7xhVExwKtUxi67Oj0ObjoYpbZuz8JhlyRpyw2Sw8dP9yigNeurpHOXCoC90wqK2+dL690zE1g1CLJHHP8ibeO9ZKy8BHqyG6YbD5WBv3r5zP/PJiM3riHGr9+Xxr2XX8x8G9/PDAHsq9efz+qnUsLi4d30bRdE6NjrAoUILHZoYiZ4Mxgb7eJpq/8WzEMAxSukxaU0jqKQaSo/Qmh+hODDGQGiV0JkQ6pMRmJDpmJqgvKuC62kp+ufMgmmGwuKKE5VVlNPcPs7q2kh9u202e08HJgWG+fsPKKW/P2Xz4S5HWFFrjPbzWt50DoZME5ciUtUXWVQbTY7w5sJOdo0dZkT+Pu0vXMddbjd0MfTeZBHTDIK4maI318sHIQQ6HT9OfHJlR0UgzdDRDJq3LhJUYJ6Kd2EQLxfYCqlwlLPU3stQ/h3JnAJtoLiZdKbKusGlgJ7/q2kRIiWa9v4jIYl8D36h/gLmeqpzpf3RDJ6om2B88wdahAzRH24kol47MnrTzknmf9yaH6U0Os33kMPPyarglsJIV+Y14LO6ciaTQDI2klkbW1fFoiO4z0RDDZ1IPQ3KMqBq/qsUPE5PLkTPihCAI5Oe72XjnYhRF4xe/2kEiKfOtb1xawbLbpq75VYV+Hlm9iH944wNSykcrXb3BMK/sbaZuYwFOM3piHFEQuKOugevKyokrCh6bDb/dMe41AWARRe6oa+CehkbyHdNbhWW2YhiZlaqJrEi5JbvphTkLSekyz3a/y7FwGwPpUZJqGsVQkXX1mosGuVIcVgtfuG4Jd8yfg6LpFHlcOK1WNsybQ0KWeelgM+2jQR5ctpA1tVVT3h7xjAHaxzEMg4ga593BPbzev52B1Oi0DuJCSowtQ/s5FmnjzpK13FW6lgJbXs5MEExmFxmPFIXmSDtvD+7mQPAEUTWRsxMTWVfPrOYOcSB4knJngN+b+znm5dXOdNNmBWlN5p3BPfym+50JCRMAy/Ib+WbdA9S6y3Km35F1hePhNt7o38GB0ClianLGUotDSpRdo8dojrSzMn8+95TdwFxvVU4IaF2JQZ7rfo/uxCAjcuiMUXPGH2ayokpMTK6EnBEn4EwIu0XCYpEoK/UxFozjcs7M6q9Vkrh3xTxODYzw6v7m8fQOw4BXD5ygqTzAPcvnYZVM1/SzWCWJYvelzUIlUWRpyewLZZ1JdPQJGwoV2n1g3puzDllTeH/k4DVhYjlZ6GdChwrdH4XCKpqGALhtNr5+/UpEcfrudYsgYv1YTqxuGHQnBni66212jh4hpcvT1p7z2oHOYGqMp7s2cTrWzWerNtDorUYURARTrjS5As762bTH+9g0sJMPR48wNoXRP5ONQUbkdUp2Cu3+mW7OrEDRVd4a2MlTnW8SUbOPKJAEiRX5TXyz7gFqciRlSTcMhtNBXu/fznuDexmRL50mPp0YGISVOO8N7aU50sGGklVsLF1H/gwLyQPJUbYM7//ULoKY5A45JU6cy43XN6IoV5+bO1EEAfwuB9++bTXhRIrNx1rHB8jBeJIfvrsLl93G+gX12Cymf4LJ1KDoGsEJrmAU2wvMyYjJNUHHaJBn9x+95PdfXrOcCn/etLVHOlPa8yyaodMa6+Fn7a9wJNyaE4M7xVDZNXqMwdQYX629h5X587GYXj8mV0BUTbBj5DAv9m6hNzmc054fl8IqWljsn0Ohbfr6hdlK6ozHxH92vzMhYUJEZHXBAr5edz8VztwwElR1jVPRTp7uepvD4ZacrV7Wnxrh2e536UsO83DlrdS5K3ImzcPEZKbIWXGiIN+dUe9VDV2/eACW1SIiilPnzCwIAhUFefzhvTchiSJbj7eSPhNB0T0a5vuvbmUgFOW+FfPwu5zTunJn8ulA1mWGUsGs97OJViqcAVOaMLkm0HSDlPLRBMkwDMKpFMf6BplfWnxe+th0IAkSNvGjssknIx38W+tztMZ6cir4VUenLd7Lf7S9SLImzQ1FS7EIkhntZ3JRdEOnNznMcz2beX/4wKwuA+i3elhbuMis3nEZznpMPNX15oQ8GCyCxLqixXyt9j7Kc0CYyFSF03h/+CBPdr1JX3J4ppt0WVK6zJahffQkhni87l6W+OZcNG3QxOTTQs7e/bpu0NYxzIGDnQwNR1C1C3McP3PvcmprLm2YORkIgkBVoY//9sAtFHqcvLK/mVgqE67bH4zyr5s+5GBnHw+snM+CyhIKPS6kaR4o6CTZrAAAIABJREFUm1y7JM648mdLuaMIv81rTkJMrgnqAwX80R03nvOJgarp7Ovs5ZXDJzAm4hh7FUhnatwbhkFnYoCftr+Sc8LEufQlh3mi/VUEQeCGwiUzVqbNJHfRDJ1j4Tae6nyD45H2WRktcS6LfA05s4qfixgYpDWFtwd3ZSImJiBMWAULNwSW8njtvRTbC6agldlx1kz6ncHdPNP9LsPp7Bd2Zgodg5ZYNz9qfYHHa+9jVcECM9LN5FNLzo5QOrpG+ME/v0V3T5CyUh92+4VNTSSnJ6dXFASK89z8/sYbmVtaxM+37aNrJIQBxNMymw63sP1kJ0uqS1lSU8bCyhJqi/Ip9rmxStK0pP2LgohFMkWRa43+5AhD6bGs92v01pBv9U5Biy6PKIhYBAkDA8M4W9J0puynTK4FLKKIx36h/9CC8hJ+ufsgI7EEpb7pu98tgoRVtDCcDvLT9pdpjrTn9P1tAIPpMZ7seAOPxcUKf5MpXJqMo+gqB0On+EnbS3QlBnL6Xr4S7KKVNQWLcEmm8fbFMDCQdZVNgzt5qmNiHhNWwcL64pV8pXYjAXv+FLQyOzLXpPBa3wc83fU2cS05003KGoOM2P2jthcwMFhdsMCMoDD5VJKzd/2eve0kkwp//if3UVtTdNGUCV/e1NVPNgwj41StaqQU9cwfhfkVxTy0aiE/3rxnPIICMiLFhy1d7Gnrweuw47JbcdmseJ12nFbrlAsHN82r5QvXL5vSc5hML4ZhsD94MutykS7JwSJfPY4ZqPMuCiK3BFZQ7ggQUxNEz/kTUxPjlSfOOkCr4//WUAwV1XSFNrkIsqoRS58vRuuGQdvwGNFUetqFWYsgoRs6L/RuZX/w5ITuWQEBu2jFIdmwiBYkRERBREdH03VkXSGpZZ6XyaI3OcyTHW/gn+sxc5tNgExu/vaRQzzZ+Qa9syAE/kqodZePm8CanE8mYkLmzYGdPNP97oSECYdoY33xSr5cs5GCHPH0kDWFNwY+5LmezZMqTFgECbtkwy5asQjSuLGwbuhoho5iKKQ0BVmXJ23kMpAa5Wftr+CU7CzzN5pCssmnjpwVJ4KhBJWV+ay+rn7aCw70BSNsOtxCMJ4gFE8RiicJJjJ/hxJJIok0qn7xUlqqphOMJwnGp1e1LfFdukqGyezDOOMyfTB0KuuybaWOQlbmz5uRF5ooCNR7Kqj3VFzw3VkH+KSWJqGlSKip8/6OaymSZ/+tJomrKcJKnNOxLkJKbNqvZaawiBLzvbUU2nyTcryomqA11pNdGwSJGncZXovr8htPEQF7/rih66nBEf5t267zvtd0ne5gmGVVZZTmTW//pxk6O0aP8O7g7qzML+2ilQpnMfWeciqcxRTY8vBbvbgsDqyCBYsooRoasqYQVROMymH6k8OcjvXQGuu9ag8AA4MT0Q6e6X6H7zY8is9mvjc+zWiGzqHQKZ5of5XBCUToXSlWwYLf5sFn9eK3enBINqyiFasoISCg6CqyrhBTk0SVOKNyhIgaR59AyVKLILHYN4dix8ynGeQaBgaKrrJpYBe/6nyTqJrI+hhW0cIdpWv4UvVd+G0zE535cTRD48PRIzzdtYnwVY4VBCDP6qHBU0GVs5QyZyF+qxev1Y1TsmERLIiCgKprmXtWSxKWYwyng3QnhmiL99CfHJ1Q+fdz6UkO8fOO18hvzKPGVTot4zmfzcMy/9xJKxXcnRhkVA5ntY/H4qTWXY5FmJyUlrMRvFeKz+rGIdkxDMMUhWaQnBUnAgEP3T2jpNMKDsf01v9tGxzjH9/YjqLN7pxLk9mLamh8MHKI7sRAVvsJCNxQtJT8HFnNOBdBELAKFqyihTyr+6LbGIaBjoGqq6iGRkiJ8aPWF9g9dmyaWztzOCU736h/YNIGCMfCbfx188+y2sclOfhc1e0s8jVMShsmgkuyI51Z+cxz2lledX55Oqsk8ag/j+VV5fic0xu+3R7v5Rftr13R4N4mWql0FrM8v5FVBQspdRTgsbhwSvbLruyenUxElQQDqVF2jR1l9+gx+pIjVxVRsWesmTme3TxYcYuZ1/wpxTAMmiPt/LT95UkVJuyiFZ/VQ7kzQL2nggZ3BRWuYtySE5towSpakYRMlJB4Rnw0MNAMHdXQUHSVtC4TU5P0JoboSgzQHu9nKDVGRI0TUxOf2Df6rV7WFC4c7ztMMpyNmHi9fwfP9bw3IWHCLTm4s3Qtn6++gzzLxd/h041uGDRHOni66+0JCxMiAn6blzmeStYVLqHRW02+zYvrzD17uUmqYRjohk5CSxNR43TFB/hw9AiHQy2MyKEJv8tbot38vONVfmfOo9OSOjPHU8kfNj02acf7SdtLvDe0N6t9ql1l/O6cz+K9xBgxW/b09vAXmzdf8faikGL7/rf4H7fcytqqqklpg0n25Kw4sXZVA4cOd/PMC3u4/dYFBIq8F1TmEASmRNnSDN0UJkxmlPZ4H6/1bc+6/FWVq5ibA8tnreIrCAISApJkw07mWbR+ynIuRUHEZ528FW2vNfvoB0EQ8FpcOROyW13g57duXDXTzRgnrStX9GxWu0rZULyK9cUrMpEgWT6XAgI20Uqh3Ueh3ccCXx13la7lrf5dvD24i9AEywwntBSv9X/Agrxa5ufVzdr+wmTi9KdG+Hn7a7TH+ybleE7JzqK8BlYWzGNBXj217rKr7rsX5NUBmSoiI+kw7fFeTsd6OBXt4nSsmzE5csE+jd5q6tzlV3XeaxFZU3hz4EN+3bWJ2ASECYdo477ym3i0agMey9SlVGeDYRgMpcf4ZcfrdGW5kHMWl+RgTcFC7ihdwwJfPXYx+8VQQRCQBAmv6MJrdVHhDLC6cAGd8X7e6P+QLcP7J/Sb6+jsGj1Go7eGL1TdMeX9tE20UmCbvMVgu3ShT9TlsAoSfpt30sZAVsPBQDid1T6DQoqoPD2ehiYXJ2dH/SdbBujpDbJnXzvvbD6O02m7IL3jd7+zgYXzLwwfNzGZrWTSOUL8umsT/amRrPZ1SQ7uK7+JUjOc1eRTgqJp7O3sZU6gkIA3N1byIDNRW1u4mIcq1k/KJO0sAgLljgBfqrmLBb46ftO1iVPR7gmFEA+mxni9fweVrpJLRjKZXJtElQTP92zmRLTjqvPk861eluU3sqF4FfWeCnxWz6R7PYiCSLEjn4Ddz3UF84kqCUbSYU5FO9kXPEFrvIegHEU3dK4vWjIjfku5ytmIidf6tvNcz3sTmiTnWdzcV34jD1Wsx51DJqMJLcWLvVs5FmnL2nJbEkTq3ZU8Unkry/Ob8Fpd42mEk4EkSNS5K/h63f2szJ/Hb7rf4VSsK+tUJQODt/o/ZJ63hqX+uaaPSpYsLC7mH++55/wPDfj3vXtoHh5mQSDAb628DukcX0MRgcUlJdPcUpNzyVlxAmD+vDLmN5Vd8nunM3tVzsQkVzEMg8H0GD9rf4W9Y8ezetkKCKwuWMBtxdchTVKunolJrpNWVV453MznVi7JGXHCKdn5TMXNPFxxGx6Lc9JXuwRBwCHZWF2wgGJ7Pv/R9iKHQy1Zm3IaGOwaO8YNRUtZV7R4UttoktvsGjvKe0N7r6pcqEWQWJBXzwPlN7GyYB52MTMem8rV3Uxk3Ucrq/Wecm4vXU1vYph9wWaG00EW5NWNp4uYQFpTeL1/R6Zc6ATML92Sk4crb+WBiptxiLacibIyMDgQPMmWoX1Zp01Igsi6wiU8VnMX1a4yBJhUYeIsgiDgsjhYU7iIUmcRP21/mX3BE1kLFIPpMV7s3UqtuywnU3ZzmWK3m3sbmy74/Lnjx2gGAm439zQ2Yvl4ZP40tc/k4uSsOHHzDY3csG7uJ25jtZgKosnsxzAM0rrCqWgnv+l+h0NZmmAKCMzLq+WzVbfjzpFwSxOTq0XVdPrCkUuaDwNEU2mGo3HIkQovbsnBQ5XrebBiPS7JMaUDeVEQqXOX852Gh/hh6wscDJ3K+hhxNcmbAztY5KuftBxfk9zFMAw6E/282LuVpJZdqPO5eC0u7ipdy/3lN1Fk98/Iaq4gCJm0J0GkzlNOjbuUlCZjl3JnAj2TZMYVMq/0vc/zPZsnJEwU2PJ4uPJWNpZen1vChGEwkBrl5b73iSjZXZddtHJLYAWP1dw9oVS7iSAIAjWuUn674WF+1PoCe8aOZy0mHwydYl/wBLcVX2dGT2RBpp84H8MwxsUo4cwfs3JVbpGz4oTFIiEZBiOjMU61DDAWjCNJIsWBPJoaS/G47VPWqRTnedi47EKlLZdZVFU6000wmQCqrtGZ6Of94YO8N7SXkXQo6/DESlcxj9feS6370lFGJiazjdF4gt/99cskFOWSAwfdMBiN5U49+5sCy/lM+S1TLkycRRAEql1lfLlmI0OpIH2p7EpBGhiciHRyOHya6wuX5Mzkw2RqSOsK7wzupiPeP+FjFNl8PFZzNzcHVuCUpm4cli2iIOKy5E7KwUyT0mVe79vOsz3vZT2Bh0zVgs9V3c5dpeuwS9YpiSyYKIqh8v7wQZoj7VlGmMKawkU8VrORgN0/rfeuIAiUOYp4rOZuRuRw1hW0ZF1h08BOVubPM6MnZgBF09jS0c5oIsmG+nqKXC5kXeP06CidoRAxWcFhsRBwu5lbWECB03XBuMUwDCLpNG3BIP3RKFE5jQC4rTbK8/KYW1CAx35lKWmRVIrW4Bh9kShxRcEwDNw2G0UuF7V+P8Uez6wWXHJWnNA0nb37O/jNc7sZHIogyyqCIGC3W2iaW8pjn19LbU3RlHQujWVF/OVn75j0404lkmgqqbnO2VKaKU0mpiZoi/WyZ+w4xyJt9KdGsg5NFMio8V+vu59FvgZTTTe5pjAMg4DXwxeuW0Kh5+KmnvG0zE+2Z+cGPlU0eqozOdlTkMrxSYiCQJO3mi9U38GP217KeoU0osb5cOQIS31z8UzAPNVkdmAYBu3xXjYP7cuq/O25FNp8fL3ufm4OrDCrvOQo4xETvdt4boIREwF7Pl+ovoPbilfhmICp4VTTlxzm3aE9WaUlCUCTt5YvVN857cLEeBvOlFr/bOUG/q31uayri7TGetk1eow7S9fO6onnbCStafx43z4ODQxQ6vHQWFTIj/fuY2tHO0PxOClVxSpJ+BwOvrliBV9Zugy75aMpdjiV4oXmZt5ta6UrFGYsmSCpqgiA3WKhwOlkYXEx31y5kuWlZZec00XTabZ0tPP88eO0jY0xmkySVlUMwGGxkGe301BQwP+x7npWls9eY+CcFSd6+oI89ZsPKSzw8OB9yykt9aEoGu0dI2x69yhPP7ub7337NvLyJj+MXRJFnDZzomeSHYZhYJApKaUaOrIuk9IUElqSqJIgpMQYSI3SEe/jdKyH4XSQtKZMyMxORKDJW8NXau9hsa/BLJtmkvMYhkF0LEZ/2yCKrBKoLKS4+tICs1WSWFJRwqraCvyui/fz0VSakrzJq2wyUdySk3vLb6TCVTwjg16LaOGmwDL2jjWzbeRA1vsfCJ2kNzlMk7VmClpnkgtohs47g3suWuHiSvBZ3Xy5diM3BpaZwkQOk9JlXuv7gOd7t0w4leOxmru5tXgltglUrphqNENn2/BBBlKjWe3ns3p5uHI9Na7SGY32kQSJVQUL2D12jC1D+7Ma/yW0FLvHjrGuaPGkVvQyuXJ0w6B5eJiXTjSzpb2dKp+f1fn5SILIaDJBdzhMoct1gYdFQlF4p7WVvX29VPl8rKqoIN/pxACGYjGODA7ydmsrwWSK7991F1U+3wXnjskyvzh4kJ8fPMBoIoHP4WB+IIDf4UAAgqkU3eEwY4kkxe7ZnaaZs+LE7r1tiKLI7/72BgoLPnoIF86voKzUxz/92zv09AZZMAXixEQxdINUIo3FKmG1X7xTHxsM8fw/vMaGL91E7aKqnAmJvBKiwThvPbGZjmPdJKMpfutvH6Osrnj8+1Qizdb//JCj20+QjKZ45A/uZf6aT/YNOZe+1gHe+vlWNnzpRqrnTV0VFgM4Ge3kfx37ySQf96w4kanZrpwpN5jU0sTVJDE1kXVp0IvhkhysK1rMwxW3Uucun1X3kMmnE103aD3Yzov/8ibRYBxBELBYJW5+dC3Xf2YVVtuFryKfy8GX1yzH67h0mKPDauGRFQupzL/wRT6dNHqruKFoyYyKhHbRxn3lN3I4fDrrEqMhOcausaM0eqvN/uQaxMCgNd7D3rHjE9rfJlq5t+xGbg3k5oR1tjMZ1XzORky83LuNZydYlaPMUcTjtfeyrmhxTv4/G4ZBd2KQnaNHkLMYSwnA9UVLuK5gQU5EmLosDu4qXcvB0KmsxcIj4VY64n0s8c01++oZQNN1fn3kMFZR5I9vuJEbqqspcDkRBZFQKklfJEpDQQHix8SJYrebry5bxiMLFjA/EKDU6yXPbscAgokEr5w8yd/v2M6x4SG2dXTw2NKl5+2v6jqb29r48b69xBWFm2pq+MqyZcwrCpBntyMAkXSavmgURdco83qn70eZAnJWnBgbi5Pvd1GQf6H6U1bqByCRnLih01SQSqR562ebaVo955KTcgGQLBKCOPs6FYfLxvLbFmG1W/nFXzxDPHz+y89qs7BgXSOSVeIXf/EMo/3BrI4fCyU4+n4zq+9aNpnNvihjcoQdo4en/DyTiSSI1LjKuKNkNeuLV+KzesyXk8msQE7JvPurD5i/Zi5r7lmBxSZx+mAHb/50Mw3Laqmce6FfikUUL5nOce42K6srZjTEVUTg5sCKmc93F6DeU8GqggW8M7g7q1xsHZ0j4VYSWhr3TF+HyaSj6Rp7xo5POGpiub+Ju0vXYc/BEP9rAYd4db+rYRgktTSv9W/nhd4tExImiu35fLX2Hm4oWoJlkkofTzaaoXM41EJ3YjCr/QrtfjaUrLrq33kyqXOXs8zfyHtD2aUlxtQE+4MnWZBXj1XIzf+naxmDjAjwX2+4kUcXLjwvdcNjs1HhzfiBfHxEIokit9bVIQrCBSkbRW43d86Zw6unTnJoYIDW4FjGtPOccU00neb55uOE02kWFRfzpzfdTGNR4Xlim8dupywv74zh5+wmZ+9sn8/JqZYBwpEkvryPcnh13WB4JIphgMMxeR2NqmikE2kUWQXA5rDicNvH1S/DMNB1g1QsNb6N1WbB6ckYn6USaYa6Rtj52n7yy/IprS1GEMGb70GySOi6TiKSBAQe/N2NeM4RXQzDIB5OIFkknJ6PBoaKrJKIJPH4XUgWKROZkUwjJ2QA7C47dteVOygbhoGu6aTiH12n1Z65hrPXKacVUrEUum6MX58oiWe2tdKwtBYQsDkuVNUli0RVUzkOtx2378JJhWEYqLJKKiGjqWc8RFx27M5zrkEATdWIjsXQNB2704bDZZ+VYs5kYROtlDkKuaFoKTcHllPpKjHTOExmFZqiERmJsuK7dxGoKgRg/pq5bH3mQ+Khy4ceGwakVYW2kSDH+gaJp2W8DjuLK0qpLcwf76NmggpnMUv8c2bcME5AwCU5uCWwnL3BZoJZTkT7kyO0xLpYaq7IXVMYhsFwOsSeseMTKh1abC/gwYpbKLT7p6B1JgBOaeKCoGEYyLrCy33beKb7XRJaKutjVLlK+Hrd/VyXPz9nhQmAqBpn99ixrO5jEYHVBQtzLsrUbXFyXcECdowcJqXLWe17OHSaZGV6UiJuTLKn1p/PPY2N5wkTZ/mke8wqSZnnVdOQNQ1N19ENIyMuqgp5dju6YZBQFHTDQDrnWJ2hEM3Dw1gliTvnzKUpELjoiEO4TBtmCzl7Zy9dXMXmbSf4+VPbueXGJnx5TjTdYHg4wkuvHaS+LkB52eS9LI/tOMG7v9pOaDCEqmgU1xTx4O/cTe2iKgB0TWff24fZ/PR2osE4hmFQVl/Cl//7IzhcNrY++yG7XjvAqX2tJOMp3vvV+9hddr71t48RqCwkFU/z1hNbOLjlGL0tA/zRj7/DgrWN48f+1V+/gMNt50v/58NYrBkh4ugHzTz7g9f4vX/+BiU1AbpO9vLmTzfT09KPoenUL63hnt+6nZIrNAZVFY29bx1k6zM7iYUy11A5t4wv/49H8ea7iQbjvPvkNg5sPoYiKxSU+rnr8fXMX9uIxXr1OaaaqvH+C7vZ+co+krEkmqLRtHoOD/7uRnxFmRAkVdbY+/ZhXv/Je4SGwlTNK+eB37mLqsbZa+wyEURECux5VDlLWJ7fxJrChRTbC7CL1mui4zH5dCFZJDz5bva+dZAVty9Gskp0HushFUvj8V8+NzKlKDyz7yivHDmBw2rBJokoms4z+47y+esWc8/iposOFKYaAVjin5Mz7umCIDA/r44qZ3HW4kRIiXEi0sHivAYkwfQUuFYwgNOxHtpivVnvKwki1xctZqGv3jTgm0Kc0pU59H+ccyMmXuzdOjFhwlnC12vvZ1X+gpz3EumMD9AS7c5qnzyrh7WFi3MqagIy1WUaPBWUOovoiPdlte9QeiyT2uG/8rRpk8lBACp9efgd2QuKsXSaEyMjHBoY4NToCAOxGNF0mpSqklQUhuJnFmouEvTYEQplTDdFkSUlJbM+MuJy5Kw40TinlEc+s5Inn97Jjp2n8XocaJpOJJqkaW4ZX/rcGvL9k+csbrVbWXHbIgJVhcgphef/8XVe/dHbfO8fvw5A864Wnvyr51h770qW3rIAXTdIRBK4vA4ki8TK25dQUl1E5/EeNn7zNhaua0QQRfyBzKDV4XZw1+PrmbOslu9/89+Qkx/ly0kWidpFVbz71PsMd49QWldMOiWz561DFFUU4M33EA8n+M3fvYzb5+Rzf3Q/mqbz0r++yXP/8Cpf/8sv4LqM94ZhGBzZdpxf/+2LXP/AKhbfPB9d1UjGUjg9dpS0wnu//oD3X9jN/d+5g8LyfA5sPsov/9ezfPfvH6ducfWk/M4ev4ubH11LYVk+4dEoT/7v5yitDXDn4+sBiIcT9J7uZ+M3bgPg+X96nRf+6Q2+8/2vYHfm1stlMrGJFhySnRJ7AXXucho8ldS5K6jzlOGWptf938RksrE5rdz+5Zt4/p/e4MNX9iEImT7x9i/fRHFN4LL7nx4e5ZUjzTy6YhFr66px260kZIVtLR08tfsQSyvLqA8UTMOVnI/L4mSRryGnBr4ui4OV+fM5Gm7LymxNMzRORDqJaUl8omm2dq2gGRp7Jxg1UWTzc1vxKnOFdopxWrIXJwzDIKXLvNy3jWe73yWepTAhIFDrLuNb9Q+yxDcHKceFCcMw2DV2NOvrrHAGWJBXm5NjqFJHIRXOQNbiRExNcCzSzmLfnJy8rmsZQRDw2q48Yh0y925/NMqP9u3lrZYWRpNJ3FYrpR4PBS4XgTPmlWlNIxm7eAWXaDqNpuuIgkCh69qvqpWzbxxRFLj15nk0zinlWHMvA4MRbFaJ2poi5jWVUVgwufn2c5fXkV/iJzwcQbJo+IvzGOzM1IzXFI1dr+2noDSfR37/HuyuzIvEMDLyliAIBCoL0RQNm8NKcWURVU3nGzqKooAn301RRQEW64U/+8Lrm3jtR+/QeriTktoA4eEIJ/e2cv+378DpdXBo63G6mnu4+xu3oiqZQUZJTYDD25oZGwxdVpxQZZWdr++npCbAQ/9l4/hE/+w1BAfD7HhpD9c/cB03PLgKi81CWUMJJ/e0snfToUkRJySLxOKb5jPcPUosFMfhzqR0DHSMjG/j8Di44TOrWHnHEgBG+oJs+vkWBjuHp9QkcyYREbm9ZA23BFZQ4sjHbXHhlOyICOaLx+SaQBRF5iyr47e//xXCI1E0TSevwIO/2HdFUVnhZJoij5vbmhoIeDMvcsMwuK2pnreOtRCXswuLnSz8Vi/17oqce06X+OfglOzEtWRW+3Um+ogpCdMJ/hoipiZoiWW32gyZyevawkVUOC8vHppcHdlGTpyNmHil731e7N06IWGiwVPBN+oeYIl/zqyIlAorMVqi3VmXwV2W34hjgpEpU41VtFDnLmPP2DFkXb3i/WRdpTsxQFpXcrLU67VOtimcSVXliQMHePrIEVxWK48vW8bdc+dS6vFilSQkQSCcSvGXWzYzcAlxQhLF8XGGrE2sFPRsIqfECUXRONUyQEmJj6JCD1arhdqaImpris7bLhZPEQon8OU5kSYh11hVVN57ejs7XtqDx+/Gleeit6Ufu9OeUacTaYa6R6mcWzouTMDk5vUUlPpZeH0j+985wooNizm6/QRWm4X5a+ciiiKDHcOEhiJ8+Mq+8yqBNK1quKjT/cdJxtOM9gWpaqo4LwLh7DWkkzJDXSNUzi3DYrMgCAL5xT68BR56Tw9MyjUmIkle+Jc3OLmnlYISP3aXneBgGP2cB81mt1JUUTDerrL6YtKJNNFgdvWgZxM6OgeDpxiTw5Q6Cql0lTDHXUmlqwS7aEUSxJyb/JiYXAndJ/sID188vSARTjDQMUT9khpc3k8WV4s8LhwWC9FUmny3E4GMD8VoPIHTZsVjt6HpmSgBQRCmLQQ9YPdT5iy6/IbTTJHdT627jGORtqz2G0oFGU4HqXAVX35jk1lBS7R7QkaYPquHVYULJ5xyYHLlZPMbfxQx8T7PdL+TdSqHgMBcTxXfmfMw87w1OVG94nKcrdIxlB7Laj+LILEwrx4xR4PgBQSqXaVYRWtW4gTAYGqMsBLDIU1/xKBJdvRFI7zVehpN19k4t5E/vuHGC9JQNV1H1S9tYl3kcmEVRVKqSk84zPKyC03EryVySpwYHIrwsyc/4Pq1c3j4gZWX3G7v/g7e29rMb39zPeVl+Vd93p5T/bz1xBbW3beS2798Mzanld/83cu0HmwHQJRErHYrsVDiAgfV8zgzYs7GJf0sDpedpesX8pu/e4nBjmEOb2umblE1gcqMeZzNaaOwPJ+v/s/PUlL70UqGKIm4r6CcqmQRsdosxMPxi16DKArYnTZS8fT494qsoioaDtfkDE4ObT3OrtcO8MW/xm3vAAAgAElEQVQ/e5CF65qw2iz0tZ4vfOi6jpz6KOVFTauIknjRaJNrib7UMH2pYQQEHJINj8VJgc3Hwrx6lvrnUuUqodDuy8nyXiYml2LvWwc58v4JDAyiozGSiTSFpX5ESSQ6FkOURP7g3799WXEi3+XEIor8zZtbWFFdgctmJZRMsbujB7/TwdaWDqQzprmNxUWsqaua8msTEahzl+dkyLvH4mKOpyprcULH4HSsl2X5TVPUMpPpRDd0TkQ7iKvZRdAAVLtKaMjBqKBrkSsVJwzDIKGlebl3Ky/1Ze8xIZLxpPlG3f2zRpiATL/UmRggKGdXIrnMUUjAnn9h6YQcosxZNKGqG0OpIGElRonDFCdyneF4nISiYJEkFpcUX9QfaySZoCN06QqHjYWF+J1OukIhtnZ0cHtDA07rtTsfyKlR1ehYjK7uMR77/CevRBUVejlxsp+R0fikiBOJaBI5KVO/tAZ/cR6RkSidx3tQ5MyKvsNtp25RFdue20l/+xBldZlVJV0zEATGneIliwSCQDqRxtCNi3aIxsf+NZ4aIgrMXVGPJ9/Du796n/7WQb74Zw+OH7thaQ26YdBxrJuGZbVIFhFd01Fl7YJ6uhfD6XZQNa+C/W8fZrBzmJIzed66piOIAm6/i8ZVDRzadpzr7lqK0+uk52Qfw10j3PCZ68bbef5VGB/7/CLXe8734ZEINoeV+sXV5BV66GsdZKB9iIalNePbJGMpTh9oZ9mtCxFEkRO7W/D43RSVfzo6YINMuGZSSzOcDnEy2snLfduodZez3N/E2sJFzPVWYTkThmkOHE1ymQd+5y7u++07UVIKL/7Lm5TUBli9cRkWm4W2Q51se24nliuI/BqMxAgnUwgIHOj6KD/XbbWiqBo7TneOfyYgTIs4IQgi1a6SKT/PRLCLVmrcpVgFC4qR3Ypce7wPA2PGq4+YXD1xNUlnfCBrvwmrYGGhrx6/zTtFLTM5lysRJwzDIK3LvNK3jWd73puwMPHdOY9Q557Z8svZktTStES7sr6Pq1yleK2unO7L/FZvJjVDufy25xKUI4SV2CcvmJrkBE6rFUkQ0HWdgVj8gnlTQlF49tixS6Z0ABR7PNxSW8sTBw6wuaOd548f5+EFC3BcROg4m/YxEybhk0VOtTydVlBVjcKCT8539XodKIqGLGf5NF+C8oZSKpvKeelf3+Lk7laGekZIxVPYnRlVShRF1n9uHS372vjn7/2E2kVVSBaRdFLh8//1AYoqMhNnl9fJwnWNvPLvb3NyTysOt517fmsDeYVegoMh9r97lIH2IeLhOB++uo/h7lEaltZSt7gaQRLwF/touq6Bd57aRu2CKmoWfDTArmgo5a6v3sKbT2zm9MF23HkuxgZD1C2q5r7v3HHZ1A5REtnwxRvpONrNP33vJ9QurEQQRRRZ5Ut/9iB5hXnc880NPPXXz/Mvv/8z/IE8uk/00rSqgeW3LgJgqGuEw9ua6WnpJxlPse3ZnbQd7mLeqjlUzSsnPBzh4OZjDHQOEx6OsPetg8RDCeoWV1O/pIZ5q+ey+ekdPPVXz1NcE6C3pR/Xx0qOSlaJlv3t/OhPnkTXDFoPdXDHV28hv8Q3Kf/XsxHV0Dgd66Y93suW4X0szKvjztK1zPVW4bFc+8Y4JrMXySIhAXJSpudUHzc9sma8OkfVvAqiY3GCQ2GKqz9ZkJ5XGuBvHrrrE7fpCYUxDIOGQOFkNf8TkQSRCmdupj8IgkCJowCv1ZV1SP9AauSCMmYms5OImmAwy1B4ALtkZWFewxS0yORiXE6cOBsx8WLvFl7u3Za1MCEJIsv8jXyt7v5ZJ0wAJLUUHYn+rPcrdRTivooyrdOBJIjkWd0MpEaz2k9DJyhH0TGQclh8MYGqPB9zCwvZ3tXFyyeaqczLY0EggCSK9EbCvHTiBHt6eyn1eOiLXjw6yGmx8LmFizgyOMiB/n7+fsd2tnd3cWN1DSUeNwICw/E4LaOj9ETCfHf1GpaWlk7zlU4eOSVOWCwSoigQjX1yx5uIy5OqFvoDeXzt//4cezcdIhqKs/beFZTWFtPV3Dt+joKyfL77g6+x/53D9LcPIUoiC6+vxJP/URk8V56TL/35w+x54wCjAyHyCr3j6QjJWJqeU5nO9d5v3wFAX9sQ+aX+8XKloihw86NrESWRxpX15J0j0lhsFu7++q00LK/l+I5TpBNpFqxtZNGN87BYrszMqKQ2wPf+4Wvsf+cIAx1D41VCXF4Xoigwb/UcvvP9r3Dg3aNEgzHu/Np6VmxYjMfvxtCNM5U0BhAEgQe/tzFzDa2DlNYWU9lUTiqRpvd0P4qsjVff6G8fIq/QS+2iKmrmV/Dt/+cxDrx3FAR44Lt3oqk6SjojMhWU+vnsH9zHvNVz2P/uUSJjUdbdv5IlN88fjyD5NKMZOsPpIFuGg+wNNnND0VIeKL+ZWnfZrAnPNPl0YrFKeAs8PPeD11h5xxKsDiutBzsID0fO6+cuhc0iUej5ZCHu5cPNyKrGwvLpiWbwWJw5U0L0YpQ4CvFashcnomqCsByjwJ6712ZyZUSVOEOp7MWJAlselabvyLQgCRL2y1T7kXWF1/o/4Lme90hq6SyPL7Lc38R3Gh6mwhmYlavsCTWV9eTdJloocRRgycG0u3ORBBGv5fLltC/GmBxGN3Qkc/yX0/gdDr65YiVdoTAdoRB/suktPDYbkigSTafx2u18a+VKJEHk73dsv+gxBEGgqaiI/37Lev511y62dXbwZksLb7a0XLBtids9600zc+qpLSr0UFTo4b2tzdTXBnA4rBd0pLKssn1nC36/G79v8laNS+uKue87d5z3We3CjyIXBEHAV+Tl1i/ccMljCIJAYVk+d58pg3kuFXNK+dpffO6y7ahqKueLf/rgRb+z2CzMXz2X+avPr22cjKUY7BxGv4SZiigKlNYGcLgd+It93PalGy95/sq5ZVTOvdBoRRAF6pfUUL+k5iJ7ZSitLeaxP3/kkt8DzFlex5zldRf9rqiiYPz3vbd+aicYdtFG/hSFrBpnfEd0Q0c1NFRDQ9FVZF2dkB/JxYipSd4Z3E1zpJ17y27ktpLrzJKjJjmLzWHjod/byJb//JCdr+5DVTQClQV89f/6LIGq3DOUvBLybXnYcnjgW2DLw225vB/Rx0lpaYbSY6Y4McvRDZ3hdIiYmsh633p3Ja4cX3G+VnCItk+cXMq6wtuDu3mxZ2vWwoRFkFhTuIjHa++dtcIEQH9qlLSWXUUmu2ijIIfF47MIiNgn6CU2JkfQDJ1r13lg6qj05dFUVERlnu+KngtREKj2+YilZUo82VWzkkSR66ur+cHGjbx1uoXDg4PEZRm3zcb8QIDb6upZUV7OoYEBlpeVUeq9+PEFQWBxSQn/+/YN7O/rZ2dPN6dHx4ikMwv6BU4ndfkFrKuqYl7R7BxXnSWnRlZlpX5WX1fP65sO43TauPO2hVRU5COJIrpuMDgUYdv2k2x69yhrVzdQVua/5LGiyTStgxcqrYIgUOr3UuK7dkqlDXQM8dRfPX+ekeS52J02vvI/HqF6fuU0tyx3WZBXy+/M+eykH9fAQDM0VF1H1mXiWoqYmiQkRxlJhxiVw/SnRhhIjhJR41d1Ls3Q6UoM8kTHq3QmBvhc1e2mOZJJTiKIAiW1AT77x/djaDoGGdFUlGZvJRq/1ZOTZphncYg28qzZr8ilNWVC1R1McgvN0OlNDk9IDq9ylWCXzCnPdOCQbJeMfFR1jd2jx/hN19sEleyeSYsgsbZwEd+s/wwl9oJZ288CdCcG0Qw9q31sonVWeKYIAljEiZVyjakJjCx/F5MM/3P9rRhkrAGvJIXRabHw17ffkRm7TOBZskkSy8vKWFJain6O54QoCEiCgCAIrKms5JePPIr4CRXHREEg4HJz55w53N7QcGYxNIPAR9XKZu/TniGnRlZWq8QD9y4jEkny5qYjbN/RQlGRF7fLRjKpMDoWIxhOsGhBBZ99aBUu56VD4U4PjvLffvXGheeQRL5y0wq+cP3SqbyUaaWysZzv/cPXuJQ3pSCAN//aEWOuFgFwSPZpD1vVDZ2kJhNRYoSVGG2xXg6FWjgV62JMjiDrE/NQSWppNg3sJCRH+VrdfVQ4A2aah0lOYRgG6aRM884WTuxuQU4q1CysZMWGxXgLPLNy4Oy3enNanBAEgUKbHxERnSsfwMqGSvQqhVOTmUc3DEbToaz3EwWREkfBhCoImGSPXbp45IRu6BwMneIXHa8zImf3/2gVLNxSvJwv12ykeJYLEwCDqdHzJnRXQkSJ88PWF3DleCncjIg4NKF9M9G4JtkiCAJWKTtBaCL7XOwYlk94FkVBwHYF5xDOiA+zzTsmG3Lu7VNY4OGbj9/EooWV7N3fweBQmJHRGFarRG1tEQ8srOSGdXMpyP/kFaG0otIXvFBptkoS0VR2oXG5jtVmIb/k0lEkJrmBKIi4LQ7cFgeljkLmequ5reQ6+pLDfDh6lA9Hj9AR78t6hQAyppk7R4+S1mW+O+dRKpyBy+9kYjJNaKrO9hd38/5zu6ieV4HVbmXnq/tp2d/OF//0wXGTzNmE2+Icr5qTqxTYvIiCwCeUT78AVVeJKdmXnjTJLQx0gkp2pRcBPJIzk/J47Y57c4pMWsf5/YhuGJyO9fCLjtfoyXLiahUtrA+s4Cu191Bk8896YQIgKEcxshBYARRD5XSse4palBvIujJpqcImJrlEzokTgiDg9TrZsH4+N10/l0g0hapqWCwSHrf9Ah+K9o5hQuEkixdWXLExpInJTCMIAhICkmSn3lNJjbuM9YEVbBs5yFv9HzKcDqJn+dLR0dkfPMmTHW/wnYaH8Nk8OV1Cy+TTg5ySObj5GI/+4f0sWDsXQRQY7Bzmp3/+NIMdw3iWzT5xwiXZc96IzG3JvoyeamjE1AS6YVzTKzPXOrphEJxAeo7b4sQzgfvGZGI4PhY5YRgGnYl+ftL2MqdjPVlNPiVB5M6SNXyp+i4K7NdGhTNFz0RymVPwC1E+JZEThmEQTCSxWyy47RePmFc0jVAyhQAUuDIm/1eDpuvE0jJeuw1RnNh73jAMomk5UwZdAJfVis/pQBJFZE0jpah47LaLvmdlVSMuy+S7sveNCidTOKyWWV1KNGdHVoIgYLdbCRR5KSv1Eyjy4nTaLlCBT7cNsXd/O6pq5l2ZzF4kQaLcGeDhilv5g6YvssQ/d0KDQwODnaNHeK1/O2ltckrtmphcLYZhoKkaHr9r3GfC6XEgWkQ0bXb23Q6LHTHHIyfcFgcT0RfiWgrVUCe/QSbThmKoRJTs03Mcku2ypS1NJo9zDTENDEbkEE92vMGxSGvWq+JuycmawkU5XUUoW+JqklSWZpifFlRDg0+BPBFNy/xoxx5eP35y/LOUojIST2CcSfeJpWXebD7F//fBLuLK1d8vaVXl6MAg6auoeqHqOm82n+IHW7bznweO8KMP99IdCgMZAaF5YAhNz4x/NF1nJBYnrWbeu53BEE/s3j+h8z536BitI5ev0pSQFUbj2RsmTwezV1Y5g64bqLN0cGtici6CIGCXrCz1N1Jg8/GrzjfZPnIYJctJQkqXebXvfeZ6qlhVsOCaCOs0md3Y7FYaltbyn99/mYU3zMPutNJ6qBOXx0FxVeGknMNptWIRxWlZ7xXITCqm52wTxy05JiRypnVlQullJrlDUk2fmbxkh1Oym+LENHKu58RoOswvO95gz9jxCT1/ETXOi71bqXAGKHMUXRPv/riaJD1BP65rHoNrXpswDIO+cASH1UrryBiKpmEA+3v66A6GWT+njnyXE7/TwYbGBn6++8C4/15KUYml0xiAx27DYbGQVjWi6Uxqv9dux26RiMsKCVlGEkXyHHZEQSCtaswvCYx7QKRVlWgqjQ54bDacVgvhVKZKhqLpeO12HNYLp9SarnP3/LncOreeH+7YQ9vIGBW+PERBYF5JIFPwwTDoC0d5++Rp1tZWUeX3oek60VSa0XgCQRDIc9gz124YuGw24ulMe+0WiWhaJqUoWEQRv8tJSlVRdZ20qpJWVTw2O7KmEk3LSIKA12FHNwx2d3Yzmkhyc0Mtfqfjqj01JpNZL06YmFyLVDqLebz2PmRdZefokaxTPEJKjDcGdjA/rw6vdfJK7pqYTASLzcKGx27C7rJxau9pVEWjqrGcW757J3lFk7PKd8f8OeiGgTTBEMxsEBCRBCnnB/9W0cpEzAM0XRtfkTKZnci6gj6BCa5NtGIXL202bjK5ZKp1SCTUFC/3bmPr8P6sFyTO5XCohV93beIbdffjt3pzvo+6HLKhok1AZDO5NtANg55QmKp8H6PxBB1jQVw2G282n2I4FmckHuczi+dT4btwHNE6Osb7rR3EZZmafD8PLVnAey2tHOkbxGu3s35uHZV+H88dOsZYPIHP6eD+RfNwWi28daKFk4PD/Jdbriff5aRjLMSWlnZicpoKXx4PLVnA/7t5O3UF+QzF4swvCXDvwqYLxh+aYXC4bxBZ1QgnU1T6fYzFkzx76CiarvOt61chCgI72jt5r6WNkXicNTVVlHg99IajPHfoGJFkijvmzWU0niAuy9y/aB6vHz9FhT+P2gI/Lx05QVpVKXA5+dzyxUBGmHnvVBuKpnFTQy0ftHXSFQyhaDrraqsIeNy82dxCTJYZisZ4ZNkiij25k15rihMmJjmIIAiUOgv5Us1djMghTkW7sj7GkXAru8aOsqF41awfoJjMbgRBwFfkZeM3buP2x25C1w0ki3Rm2ny2oNelCSWS7O/qY0V1OT6ng/5wlOcOHCOelrlv8TwWlBdT6Jk+ES5TritnsyLHsQjShGI7VEPLqsKHSe6hGOqEzPIkQcp5o9drCbtoQ9Zk3h7czWv92ydctessqqGxdWg/BbY8Pl91By6LY5JaOjOoupZ1pQ6TawdZ09jV2cNYIklSVsh3Onl02UJuaahjMBbj88sXX3RBwjAMNE3HZbWi6To72rt4cPF8krKKy2ZlXV011fk+VN0gIcv8/+y9d5Rc133n+bkvVa7OOaK7kTNBgACRGMAAimKQSMmSaMkr5/GxZ3dW6/V4d4/XM7Nn55xZ7449Y1sOsmwFU6IkSsxgBEGABEkAJHJqdM6pqiuHl/aPajQAAiBQBXR3NVAfnmY3uuu9d1/Ve+/e+72/3/dX4/exrqGOYpcTh6Jw/6JWugNBLNvGtm0M08StKdjYfNDZy+MrlhJKpnhk+WJCiSTPHznBvQtb8Dk/E3VmZ6InbDLRnYF4gkWV5dy7sIVdp85i2zYOVWVb2wJ6gyGeuXMNNUU+To+MUeJy8mt3rOJAbz+H+gYodbtITUWOxNJpUobB7vYuqv1eHl+5FMO0UOWMn8Xrp9tpKSvl8ZVLGY1E+eXRkyyvriSYSHB4YIhfX7+WzS1NpE2TL69ePiufZTYUxIkCBfKYJncNj9du47sdzxMxsssNixkJPhg/yvqSZRRphVKyBeYO27IZ7Rvn07ePMz4YwLooFW/nt++j4hqpHX3BED85eJRFVeW4NY1nDxzlk95BSj0u/umDg/zpznson0XVX0JcV230uUaWcptkGnZhQjDfyXVSJwtpXghvtwqqpLBv/Ai/6H+HuJm8KfvUbYM3hj+kXCvmoZqNaJJ6U/Y7Fxi2kVMEUIFbg0AsgRCCf7t9E33BEIf6Bomm0wghPjelXzdNdp1uZ2tLEwDdgUmEEGxfuIChUJjd7V0MhSM8uLiNL69eTvvYBD87cpwvr1rG0urKz+zLYtepdjY01ePWVM6MjmfEBkWh0ushqetIQrri81aWBGvra7h/USs/+/Q4XRNBNjY3XPY6QSZKxLxoH0IIhLhQMlSWJFLJFGnDYDKRoN7yY9kWypQ4I0RmqceybFRJZiIWJ5RIYmNT4fXw2MqlOBUFh6rgVBSka7yHc0mhBypQII9RJJmNZStzNsg8NnmOnvhQIUS7wJySTun86r/t4ujeU7i8Tnyl3ukvWbl2NxRKpHAoCi5VpWciyJH+If7gno1854GtjEVijEWyN/67EYTIpHbkO7nFTYBlW4USdfOc3CMnpLyvQnMrcWQqDSPbxYdrMalH+WnfmxwMnMKw5m9aRCGK6/bmzOg4C8vLaCwpZml1JaZlMRlPsqCsmP7JEP+4/yBD4QhdE0FeOHaac2MTvHjsFOOxOBVeDx/29HF4YBivQ8OybT7o7GHPuW50y8SjqUTTKXadbufIwBCaLKMpMv2TIV48dor2sQAvHj/FcDhClc87FcEwiFfTEGQiITICgsChylc0nxZCsOtUO3+5Zz8dEwFW1VZzYmiE10+1c3pknFdOniWcTOF1aJS4Xfz0k6N80NWLKsuYlsVPDh3l455+VtfVsKiynN7gJN//6BPGY3E0RWFrazOdEwH+Zt9H/OzwcVKGgd/p4NEVi1ldV82uU2dxaxqra6t55cSZ6fNBQEtZCe1j4/zDBwfyzhizEDlRoECe41Ic3FOxjsPBs8TMRFbbRs0Ex0OdLPMvQBGF273A3GCkDUITYb76vzxG/aLaS9KMxHWU/JKlzAqCbpm8d66bcq+btY01hBJJJEmQvgFH7VywbebF5N3MUZSUhFQoJTnPyVWQng/X9a1Eb3x4xvY9kQ7xrz2vU6x6WepfMC/TO23bprC2cvuyvrFuetJf7HTyzQ1r8TkcyJLgNzfdiW6alLpdWJbN4yuX8MiyRTgUmVK3i6dWLyeUTOJQFIQQKJLE5pYm1qTTqJJMmceFJEk8vGQhadPEqaqUul0YpsXOZYvYsbgNTZYpcbt4YtVSJhNJNEVBAhyqwr/ZehcANX4f31i3mqFwhM6J4HTbZSGxtaWZjU0NmQplqkKpx01S1/nK2pUYloVTVXCrKrIk+OralYSTKXwODbdD4zv3bcW0LQRQ5nEjhOC3716PYVlosoxH03CqCs/cuYZYOo0myzhkhadWL8elqSyuLGd5dSVFLidPrFpKMJ7Esm1KPS4EsLCinN/adCeGZV2ejjLHFGYrBQrkOQLBEn8TjZ4qToW7s97+yORZnqjbjiIVbvcCc4OsyJRUFTPcPUb1giok+cLKrCLka3o2Vvm9xFJp/tvu/ZwZHufbm9fhVBRGdIN4Wp91l2kbe16EGudqJCcLKe8rkeQT2RoWzwYZv5HsP8NMaLGFQsF34lagMzbAv3S/wh8u/Cp1rop5J1DIQp4Oa89l21sZWUi5+B3PKy6eNEuSoMxzwVuqyndpurJLuzR9SVOUyybdZR73JfsAqPb7Lvm3IknUXmawqeB1XLqviqlUUlWWKXa7ODUyRiB+YQFRk2Wq/V7qii/dl9fhuGxfAEUuJ0WuCx4xlb7LU1U/e85XOqdit2v65/KL2ujWLjU6VmRx2bnnC4XZSoEC8wCf4mZV0cKcxImRZIDx1CSNSvXNb1iBAteBkAS2ZfEvf/Yc7zz7Pt5iz/SY6ql/9yjVCyo/d/vGkiK+vmENu8908uTaZWxpawYgntJZUlVx2WBjprHs+SNO5DJtVuZBJZJ8wZ6azOcbqqTkKE5YhTD6PEQVmRzxbMtq2ticCHfyk943+NaCR6lwFM9QC2cGVZJz8kCpdZbzVMP9M9Ci/KFU8xcq6+QJiiSxtbV5rptxy5DX4sT1hCU2NpTicTuQ5UKOZIFbF01SWeCtQ5PUrN28E2aK3vgwjZ6COFFgbpBkiRVbl9Kyuvmyv7m813aTV2SZ+5e0cv+S1unf2TYsrangPzy2g9lePrKwMOxMuc18nsRnJjLZyxOKyG1CcLti5GGpQ1VSclpxNmwz41Fway86zytKNT8PVN2FEIIXB97L2jjTtC32jn9KsebjG40P45S1vH5uXYwilJw8ULyKm4erN82b8yxQoMAF8lacsCybgcEgR4/3MTIaxryCo+jDD6xkUVs1dqtdECcK3NIIIahwFFOs+hhNBbLaNmWlGUpOzFDLChS4NqqmcPcX7ySdTBMLxVE0BU+RG9u2ka5QBux6yIw5527gmTJ1bOy89maIm8mcPARUSUGaB4af+YCNjZmHhoOqpOQ0MUtZOikrjY/ZjUYqcDlu2cnKolaerL+Xxb4mdCtTueJXA++Stoys9pW2DHYN7adCK+ahmk045fmx4q5ISk5CqWGb6JaBJs/fSiUFCtyu5K04MTAU5P/5y12caR+mstyHpl3e1I0bWmmoL52D1hUoMPv4FQ9excVoKrvt0pZBMB3O+4lUgVsX27YZ7R3n1X98m7OHOlm3YxX3fm0zx/edZu39K/GXfn6p21gqTed4gAXlpXg0lUgyxTtnOomndbYvWnBZTudskDBTmLaV1xEGMSOZk5mcR3Gh5liG9HbDsA30PIyccMnOjJ9LliTNFAkzy06mwE2nxlnO43Xbua/yTnxqRihyyhpP1t3DWCrIe2OHs/aUiZkJftr/FsWaj20Va+dFVIFL1lBzMPM2bYuUlS6IEwUKzEPyVpz48OMOQqEEf/I/P0LrgkrkKzi6l15jQFugwK2ER3HilrN31LWxiRhxDMtELZhiFpgD0kmdl//uTSRZYv3DaxhsH8Y0TD556xj1i2quKU70BCb57nsf8+8f3o5DkfnJwWPsOnEWt6ZyamiUf/fAFkouMoGaDRJmEtM2UfO3GyVmJLKOnJCFhEdxzYuJSz4QM5J56T+iSQpeJfvoh4w4kV3aQIGbh1dxsalsJY/WbmGBp+6yPrtI8/KNxocJ6zE+CZ7J+v4OpsM82/sGJZqP5UWteV821qd4cory0C2dsB7Dp15uKljg9sK2bQzbJJiOkDBT2NioQsGtOPEpbmQhZd3f2bbNi4P7GE0G+GrjDvxXuM5s2yZl6chCKoy9syRv362JQIz6+hK2bV6MdB2l5q4X27YZmYxwrHfmyjfNBaVeF3WlRXPdjAIziCopOVfcSFs6Rp5PpArcuhhpg/GBIL/+Z08RGAoy2FJ7xHkAACAASURBVD6MqqkISaCnrh2eHJxywHaqCsPhKO+f6+Z3t25gQXkJf/7yO4yGo7MuTkTNRF56DVxMUA9jZRk6oQoFr+IqRFldJzEjkZfihCQkSrTsndijRpKIkV3J6gI3h4XeRh6r28rdZStxyc4rTpgEghpXBd9s/gKBdJiu2GDWx+mJD/HDntf4g7anafbU3IymzxgOScWnZC8wpC2dST1KHZ9vtlzg1iduJnlj+GPeGT3EUGIcy7bxKi4aPVV8q/kR2rz1Oe23OzbIUGLiqj5wKUtn9+ghFnhqWeJvupFTuO3I25lKWYmH/v4AumHiuEJKR64YlsWrh8+w70zPTdtnPvDI2sX80cOb57oZBWYQWUg5h5AblpmXA+gCtweSIuEpcnFy/1mcbgfJeIqeE30kY0m8JdceeApAlSVsG/a2d+NzOdnc2kgsraPKEkkju/zrm8FkOoqeZd73bGLbNhOpEHaWlRcUSclpMnC7EjHieVndQkJQomaf7hQz4gRTGVEr1xKOBbLDq7h4oOouHqreSIO76pr9vCQErd46fqP5Uf6u45cMJseyPubJUBc/7tnF77Y+SZlWlLeRUkIISh1+JERWJXtTlk4wHZ7BlhWYD9i2zbujn/LCwF42l6/kW82PIAuJ0WSQjtjADVU7+WrjDtKmTrF6ZRE4ZiR4Z+QgT9RvAwriRDbkrThx57oFHDnex6u7jrDl7kWUFLsvM04TgpweqOFEinDi1sqpnIwVVjpudUzbxr4BgSGXkoIFCtwMHE6N7U9v4vm/epXgSIjweIRYKM6WJzdQ1Vh+ze3LPG4mE0meO3SM/Z29PLpyCR6HRiCeIKHrKDmaat4Ik+lw1qZ0s0naMgjrsazve4ekUnKVwVaBy5lIhTLVLfIMSUiUObKPprSwGUkFMApmgrPGEl8zv7HgUVRx/SamspC5o2QJTzfcz/e6XiRqxLM6poXFx4HjlDmKeKbp4ZxSgGaLCkcJkpCwsohUS5ppRlPBvK+oVODGsGyLrtgQPbEhEmb6kjSnJb4mGj1VnAp3U6x5+bXGB/AqmQhLC5t77Tumy2YH0mE+njjJ2pJFVDpKpq+ZrugQfYkRVhW1Uqz5MG2LQ4HTjKaCAJRrRVQ6S1AuKm80mY7SEe3nTKSXnvgwBwNnCKajAJRpRdxVtnxa+NUtg+7YEL3xEQzLoMpZxiJfA27l2lXMbmXyVpwYGAgwOhrhe/+yl9ffOo7Xe3mI229+aytLFuV3SFqBAjcLwzIxchQnFEnO+9zSArcukiyx/O7FVDVVMNIzhmmYlFaXUNtWhaJeuxtqLi/h0ZVLeOvUOe5squOBZW0AhBJJKn1eimc5pQMgqEeyLus7mwTSIWI5hOe7ZAcVzpIZaNGtyVgqmJfpPbKQqHNV5LRtT2yoYCY4i6iSgiZl/14rksz2yjsIpiP8ov9tYll6haQtgzeHP6RU9fNE/fac2jAbNLmrkYWU1X2m2wZDiXHSloGjcB3fkhiWyfvjR/nVwHv4VTcOSaM90kcgHWZj2XKa3FUIBB7FSWpKrHIrTmQhISMuGRMPJcb523PP86fLvkWl40L/d3SynV3DH1K56KsUaz7AZiw1ydlIL0cnz1HpLKXNV4/zIj+48dQkHwdO0h0bImmm6YwNENIz4kSzp4a7ypYBAt0yeHnwfd4ZPYSEQBKClKWzzL+ArzU+QKnmv22FtbwVJ6KxFDU1RVRVXT0sUZ6D1bICBeaKpJUiZaZz2jbXWuEFCtwMbNtGSILKxnIqpyIlbNtGT+qYwkRWPr+qgENReGzVUh5athBVlnFMvX5xVQX/6fEH8Dpmvyxe1IgzmY7Q4K6a9WNfD2OpINEcxAm34qRUm5nqJ7kMs2ybnMqhzgaWbTGeCmHmYcqcQFDhKMEjO7OetHbFBokZyYKZ4DzAKWk8VreV8XSQXUP7s0p9AIibKV4cfI8KZwlby1fn7Gs1k9S6KnDKDlJZisFDyXFiZqIgTtyihPUou4b3U+0s47dbH8MhaXwSPM33u15hfekylhUtQEJiY9kKjk6e4x86fsWOqg0sK2qmylmKnEM1IwmJB6s3cF/VOv66/RfTERQX0+yp4VvNj3Ai3Ml/PfNTHq/dysayFZnthYRAYGNzdPIcrw9/xMPVG9lWsQZFkvl44iTf736FJnc1O2s25VRx6VYg/55CU9x/zzLu2brkc1+jqrfnh1bg9iSqJ7IeZJ7HIam37UOuwNyTiqf4wZ//nGWbFnLHjlW4fS5Mw+SNH+xh5dalNC27tiGVKkuYtkRS1wEbh6KgyBJeSZuT3HjTtulLjLCyuG3Wj30tbNtmJBnIOtQboNJROmPO4ucHZtlgY2ddMnG2COsxJtKTeSmeCCEoUr1UOkuzNk0MpiP0xoepdpXNUOsK3CyEELhlJ19peIBgOsJHgRNZ+0tNpEP8oPsVilUva4oX5d1qrVdxUeuqmF59vl66Y4NMpiOUqL68O6cCN07aMphIh1lR1IpfcSMLmWpnGS7ZQcSIT4sPK4tb+d3WJ3l16AOe7X0Dn+phhb+FHdXraXBXZiVSCCFQhYJiy1cdUyuSjCLJOCQNIQQOWb0sTSNl6nwUOIkkBOtKF2PaJqZp0uSpptJRzKHgGe6ruhPlNi3pnbfihKrKqKqMbdtTddov7/wLD5sCtxNhPZrTZEMWMn7VU3DfLzBnGLrJuU+7mBwLM9w9xo5vbMVT5Ka/fYiWVdc2irJtm67xIC8fO8OZkTEeW7WUB5e1MRqJcmZ4nA3N9bi02V0ds22LvvjIrB7zetFtg4HEGEkr+0irmYwEUSUlEz6RxVzews5bb4/xdIhgOjLXzbgqPtVNpSN7cSJlpTke6mB96bLCOGseIEQmSuaZpp2E9Cgnw11Z72M4OcGPe3ZR7iim3lWZV5+7S3bQ5K7mVJbnFUhH6IuPsMBTO0MtKzCXuBUnLZ46joU6WFHUgkdxcTB4Gt0yaPJUT79OETKriltp9dbREx/mw/HjfDJ5lqOhc/zhwqdzrtZxIyTMFCPJAIOJcf6vk/8y/Xsbi6iewKu481L0ni3yVpwwDJMjx/rY90E7oUgC27rwIQkBsizztac30LIg+zJBkhC3nAv1Z81CC9xamLbFcHKCiB7LeltNUih35K8bd4Hbg4qGcr76x4/xwQsH+eF/+DkPfuseLPP6VvjGo3H+Zs9HJHWdQCxO/2QIgMl4ku+9f5DG0mIWlM+uT4KFTVd0kLSl512udtRI0B7ty3o7gWChr2EGWpRBlZSsRVLDMnPyzphpbNtmNBkgkMcVAbyKm2ZPDQeDp7KKPjFskxPhLoJ6ZMZSfArcXCQhaPHW8etNj/DX535Gf2I0632cCnfzT10v8nutX6LSUZo3YwaX7GCxr4l3Rg9kJVTa2Hw6eYbN5atQRN5OdwrkiFdx86X67fz39p/z3XO/xK960SSZpxvuY7l/wSWvlYSET3WzoqiFZf5m1k2e4/878xPeHz9Ki7fuqsfQbXOGJAIbG5tGd6ac6We7Ra/swnkDlUTmO3l7t3Z0jfH3/7QHXTfRHAoDA0Gam8pJpXSGR8OsW9OEw5H9gFASgpWN1Syvz8884VxZ21xQhm9lUlOmOtnmkwJokkqZVjwDrSpQ4PoRQFlNCV/8/Qc48NphXvq7NxhoH+aer9x9zW27J4IE43H+5OHt/OzQ8cz+hKDI5UAIQSyVmxfLjTKenmQoMU6TJ7+MmUN6lO4sV8sB/KqHGue1q6fkiiapWcdvGXam6ki+oVsGXbFB4jmm2s0GspBY7GvCq7iyDokfSIxyLtJXiJ6YZywvauHrTQ/zvc4XmEiHstrWwuJg4BS/dLzLM0078ar5UcFDEhIt3jrKtGKGkuNZbXsq3MVYapIa18w91wrMDQII63E0SeVbzY9Q765ElRR8ivtz05glIdHgrqLKWUIgHca27emqHQkzhY2NQGDaVsbwOMfIvfPeEpZtT+/zPE7ZQaWjhIlUiDZfPUWqN6dj3KrkrTjx6eEehIA/+c4jpNMm//D9PXzn3z6Mqki88MphDMPE78/eoV2WJO5Z1sJv37dhBlpdoMDMENKjHAt15LStU9aoc+fm2l5g/iOm/ssmRNC+yQGFqkPljgdWojoUNKfG9q9soqqpglf/8W28Jdc23UsZBh5No9TjnjZCtm0by858nysm0xE6ov00uqvzagJ3JtyT9WQUoNldg1+ZORNEn+JGytKYN2WmGUtNzlCLcidmJjiR4zN5Nlnsa6RE9WV9PYT0KB9OHGNZUct0+b0C+Y8qKWwtX00wHebHPbuyFs8M2+SNkY8o1fw8VrdtOm9+rmlwV1HnqshanBhLTXIoeJpHnJtvuYjpfCeXVOJsFuBsbLpjgyTMFKUOPx45U9XRsE0kBLKQiRtJjoU6KFK91LrKkYWMbhl8HDhJf2KMbZVrkYTAp3oo0fwcCJxiqb8Zr+LiXLSfI5PnLqmSZ9oWpm1i2TambWHZFmnLIGXqmSogQpq+X/yqBwmJzuggq4raUCUFSUg4ZQ2HrLKxbDmHJ8/yq/49PFq7BZfswLBN+uKjlGg+apxleXHvzQV5K05MhuNUVvhpa62iq2sMy7aRZEF1dTEP3Lecv/irXfQPBFm6OL9WrAoUmAlOhDsZu4Ir8PVQ6SihvBA5cdsiIVCEjG5fv/pvTXXANwvNqbLlybtQHZkuRwjB4g2tNCypxelxXGNrKPN6iOs6Z4bHSOoGumkyHo2z71w3siQocc9NTfC4meREuItN5atwydc+j9nAsMypMP7sTPEEglZfPV515iaixaoPKcsBa9LSGU5NZMYAeTRQG0qO0xUbmutmXBOf6mGhr5HuePZt/ThwkvurNrC8qGUGWlZgplAkhR1VGwikw7w0uDfrkscJM8XzA+9S5ihme8UdeWGm7ZQ0VhS1cjTUnlVqR8JM8eHEMTaVraTMUTSDLSzwWRQhZ70wYljGdS842NiUaUWE9Cj/+eQP0GQNiYwR8LaKNWypWI1uGXw4cYKToS4QGXP4833jlvLV3F22EoGgVPOzs3oju4Y/5D+e+D5e1ZXpE711dF/0nG+P9PH++FHCeozjoQ7iZop/7nqFItXL6uI2NpatmL5fyh1FbClfzZ6xTzgaOodD0mjz1vPtlkcRCFYVL+SLtVt5a/gAhyfbccgaKTNj+P1M08NUO0tvW6+4vBUnNFUhnTbABk1T0NMGkUgSu9rG7dYwTItYLH/DKQsUuFlEjQR7xw6TzLGM6EJv44y57xfIfyQhoUgyunn9A7q0pZO29EwJ0JswIRRCoDkvTcOTJAlv8fWt0reUl7B94QL++t0PmYgl8Do0Pu0dYiQS4Xe3bqDK77vhNuaCDRyePEsgHabONffRSbadWUnqiPZnva1PcbPMv2BG/TOKNV/W5dtM26Q/PkLCTOLJkxV827b5cPx4TgbFs40sZDaULmP36EGMLAXHYDrCm8Mf0eatxyHfvvnP8xG/6uHL9fcxkZpk7/iRrMXmkB7l2d7XKdF8rClePOfCoBCC9aXL2DW8n+HkRFbbHgt1cCzUwbaKNVlHbhXInUykgMDMIroxZiavO3riTLiXN0cOcG/lOhZ4alAkGcOyOBnu4sc9r1PpLGF5UQtfqt/OHSWLCelRTNvEKWnUuytp8zZMl5l1ypmSvIt8DQwkxpCFTIu3jiLVw5lwD1XOjKeVQ9aodJZQqvlp/kw6p0dxXTJecstOvt70ICuLW5lIh1CETONFhtOapPCFmrtZVdxGZ3SAuJHEpTiocZbR4q27bYUJyGNxorGhjE8O9zA4FMTnc1Je7uOl1w5jmqs41zFKPJ7G5Sp0lgVubUzb4lDgFKfD3TkF2itCZqm/GbnQId+2KEJGk1QSZuq6t0lbmTz/z+ZJzhUOReHLdyxnSXUFH3f3MxlPUOpxc3fLXSytqUCR5+76Hk6Mc3zyXF6IE4Ztsn/iGOM5pEFUOEtY7Lt25ZQbwS07KVK9hI3sPCS6Y0NMpEO4p8J255qRVIAjofasJ/tzgQDafA20ees5HenJalsLi48DJ1gfXMbGspWFfmSeUaL5+FrjQ4T0KIcn27MeQwwmxvlh92v42zy0eOvnXKCodpZxZ8lSXh7al9V2aUtn19AHLPcvoMI5u8bJtzNOSUNCwuT6o/hiRoK4kbwuI973xg4D8FjdVsq1C6bvC7y1fDB+jEA6jCQEDe6q66pC5ZQ11pQsYk3Jokt+X+Usnf55gaeGBdfpMSWEwKe6ubt85VVfo0hyVvu8XcjbnmbNqkY2bWxDkiT8PhcP3b+Cjw908Z0/fY7v/uNuViyro6G+9No7KlBgnnLeDf6lwb1ZD+bP0+CuotlTW1gtuI1xyCoeOfsV56HkRN6UcLRtG5eqcmdTHX9wz0b+t0fu5fe338Xqhho0ZW41dgubd0YPznlFCdu2GUkG2Dt+OOtJs0Cw0Nsw42HPDlmlNgcRZyAxSk9sKC9KqxmWwccTJy4J9c1nhBCUa8WsK12aU3h+UI/wy/53GUkG5tTfpUBu1Lur+NaCRy8prXi92NicjnTzr72vM56anPPP3yU7WF+6LCdfnNORbl4f/hA9i7SBAjeGX/WgSNk9c9KWwfB1+oqYtknMTJA0U9hk+sCkmeLT4Bk0SaVI9ebF4kqB7MnbGUtZqYenHl9HTXURkiS4a30Lf/anj/O7v7mdP/nOF/it39iGzzs3ecYFCswGcTPJz/vf4UyWq13nkRAs97dS4SisFNzOOCQHvhxc1zuj/SSziLaYSSYTSY4ODJM28nOlujM2wP7xYzfVpyNbLGx2jx6kP559CUGnrLFpKvd2JnFIKvXu7Mt/m7bF/onjOae23UwGk+O8OfJR1nn8c4kiyWwsXZFzX3A60s1zfW8SM/OvpGuBz0cSgjZvA99s+kLOlXgOBk7xbO/rhI3YnE7shRAs9Tezoqg1a++alKXz+vB+DgZOYWWxkl8gd4o1X9aCaNpKcy7af11C9PbKtWDDfz37U/7L6R/xX07/mD8/8U/sHjnE/VXrWOxrzLXpBeaYvBUnhBA4HOp0mI6mKaxYVscTj97B9i2LKSv15kV4Z4ECM0HcSPJ8/+6c8oTPU6R62Vi2fDqnrsDtiVtxUJxDmarO2ACjOZqw3mzODI/xF2/uIxDPz8lR1EjwwuAehpMTczZ474z2887ogZyiC5b6m2nzNcxAqy5Fk1Sa3NU5reAfmTxLe7RvBlp1/aQtnVcG36crhzKtc02rt567ypbntK1pW+wZ+5Tn+3eTyOPSqQWujCwk7ixdylcbH8CnZC9U67bBO6MHeXlwH6k5FuV8qoeHazbhz6FPG0+H+FHPa5yLZO/JUyB7yh3FWXsYpSyd05Ge61oYWeZv4Y+XPsOOqvXUuSqpc1ewpXwVf7jwab7W+CBupbCAPV/JW3Hi80gmdd7afZLevuxMcQpA2jDpG5sklpz7FagCl2PbNsF0hJ/2vcmvBvZk5RPwWVYUt7Ks4LJ+2+ORXVQ5S7NeE4/qCT6aOJ511YeZwLJtSj0uNGXuXeOvRmd0gBcH9mZduu9GyaR/BXm29w1Gk9mLSQ5J5e6yVRSpM1dC9DySkKh3V+WUPjKZjvLq0PuE9OicCEC6ZbBn7FP2jH2SF/dELtxftf6S/OlsSJopXhh4j+f73yVuJAuh8fMMVVLYVrGWx+q24ZGzn7RlhLl9vDN6AH2O0/2W+pvZVJ5bpFd3bIh/7HqB0+FurHl0H5u2hWGZ8+q+q3aW4clBIOiMDnAu0n/Nc5WEoM5Vwc6aTTzT/BDfaHqIL9RuZpG/Met0kgL5xfwUJ1I67+49zfBI6Ib3Zds24XiSd4918NP3DvPyx6foG5u9muq6aXKwvY8fvn2IH759iGf3fMrbh9uZCM9M+NzoZIT/88dvcrT75ufL6obJyd4RApH8dzDPR2zb5mykl78+9zN+NbDnhiY5LtnBjsoNOKWCaeztjiwk6lyVOLK8FnTbYP/EMQYTYzPUsuuntsiPKsuMhqNz3ZSrYmHz9sgBXh/+cKoc2OyQtNK8OrSPjyZOZFUj/jyN7mrWlSxBmqXhQJ2rIqfw8vPmjHvHDs9J+syh4Cl+3P0aIT1/r8HPQwhBo6ua+yrvRM2xNGTczET0/ajnVSbSoXk1USqQMSh8rHYb91Suy+l+D+oRnut9iyOTZ+dUoPPILh6suovqHIQ2C4vjoQ7+vvNXHJ08l/cChWXb9MSGeGlwL6cj3XPdnKxwyQ5qcvAYGksF2Tt++IYW5wrMb/KmWodt28RiKWwbPB4H6bRBKn1ldTYUimfKit6EfnE8HOO7r35I++A4taV+wokkuw6d4fd2bmRZU9WMuxPrhsnuox18eLqXNS21pHSD18bO8NrBM/yPT2yhvrz4ph6v3O/lO1/eTm3ptZ1ws2UyluTZPYf5tW2rKfVlHzp4O2LbNmnLYDQVYN/4YXaPHqI/PnpDxm+ykNhesZZlRQsKqU8FEELQ5q3Hq7hJprOLmOqLj/DK0Pt8vfEh/LOwsn41it1OWitK+avd+7mjoZYyj/uSa3v7omZKPXP/zImZCZ7rewtZSOyo2jCjpS9t2yZmJnhpcC+vDH2QUx61Q9K4t/JOKp1ls/as8Clulhe1cDLcmbXhatJM83z/bko1PxtKl8/46ljm+azzceAEP+p5jZFUYEaPN9NosspD1Zs4NtnB8XBHTvuIm0leHnyfgcQYT9Xfz0JfIw5JnfO+xrZtdNsgpEfpjQ1zLtbPF2o2480hjeFWRQiBT3HzVMP9BNJhPg6cyFpkGEkF+EH3q3gVN4t9TXPyuQshaPXW82jtVp7tfZ1oDmbEp8Pd/Pdzz/Fk3b3cXb6KYjU/UsXPP3NCeoyu2CAfTRzjRLiLocQ4v9f2ZZb5F8wbk0dFyCz1NfPRxPGst903foQVRa1sLl9dqBJ0G5I34kQiofMv//oByaTOt7+5lY8OdPDRgc4rvjaVMujuuT4312ux90QXx7qH+J+e2MrqljrC8SR/9eI+fvH+MZoqS4il0nQMTdBaU8ax7iESKZ1F9RUsqquYFi5My6JnJMjp/lEM06KpqoSlDVVoikw8leZgez8t1aX0j4cYmYxS7HGxuqWGIveFcKfVC2r4o8e2oKkyJ3qG+S8/38P+Uz08vbWYeCrNofYBFtdXMBGJcW5wAkkS3NlWT2Vx5oEaSaQ41jXEaCiK3+1kRVM1lcXe6fYd7Rri3OBUGowAhyJT5LlwfMO06B4JcKZ/DNOyWFBdypL6StSpMGrbtokkUhzvGWZsMoYQUF9exIqmamzgVO8In3YOcqi9n3K/m5O9o7gcKvetbsXtKKzefxbbtokYcTqjAxwNnWP/+FH6E6M3pTRdvauSx2q351ShocCtSZOnhkpnCePp7KLCDNvk7ZGPqXaU8Ujt3Vnnj94segMhDnT1kzZN3u/oQYhLh2er6qvyQpwACOlR/rXndUJ6jEdrtlCi+WZk0DupR3lpcC8vDryXs1Fhm7eeu8tXzWqJQCEE60uW8frQh1lfjwBDyXG+3/USNjYbSpejSjM3jIkYcd4c/phfDLxDMB2esePMJpWOEp6sv4e+9pGco0B02+BA4BRdsUF2VN3FPRV3UOeunJNJhGVbBNJhOqMDnI32cjh4lq7YICWajx2VG/DmzSg3PxBCUOUo5RtNOwnpUU6Gu7LeR0d0gB/1vMYfLvwKlc7SOZksq5LC/VXr6Yj2887oway3t7EZSIzxT10vcjzUwc6aTSzxN89ZH2faFuOpSbpjg5wO9/DJ5Gn64iOkzHROEXH5gCJkFvuacMmOrKMggukwz/W+SYWjhMW+xkLFuduM/Hlsi0z+UCZM0OZcxyjtHSO0tVzu7H2zyolZts2Bs3201ZaztrUep6bg1BTuX93GX764j2A0Qf9EiL96cR9L6itQZIlQLMVLH5/iNx9cz12LM06w75/o5hfvH6PI40SSBK8cOM09q1p5essqwvEkP3znEB6nA4eq4HGodA4HWN5UxR89tmW6LZIkoSkyLk2lsaKEUr+bYDQz4IzEU/z43U9YUl/JRDiOy6EwEY7TVFFCZbGXiXCM771xgO6RAFXFPiZjCd76tJ3f3nkXzZUlU+8ZpHSDiUiMNz9tRwAtNWWZv9k27x3v5JcfHKfU5wIErx44zY61C3li0woUWWJkMsrfv/YRQ4EwdWV+dNPiRO8Iy5qqsSyLkckoI8EosVSaQCSBIst4nBqmlZ8PVQub9AyFXttT/7ewsW0bwzYxbZO0lVnV6YkNcS7aR2dskKHEOIF0+KZd0y7ZweN122n21OTFKkCB/MApa6wtWZzTQDRqJPhp3xukLZ0d1RsoUWdmsv15LKoq4z8+/sBV/17uzQ9h4jxhI8Yv+t+hI9rPF2u3ssTfjEd23vD7ZmOTMnU6YwP8sv9dDgROkrJy8w/yKW4eqdlM+QyXD70Sde5KVhW35TSpAOhPjPIPHb+iLz7Kjqr1lGj+mzYxtmyLmJHgTKSXV4b2cWSy/ZYKLxZCsLZkMTtr7ub5/t05Vx2xsRlLTfKzvrfYP36UdaVLubt8FXWuCtyy86aLRjY2lm2TMtMkrTTBdJizkV5OhbvpiQ8xkpwgrMeme1K/PXeRXvmOEIIFnhqeadrJ35z7Of2J7Cr8WFgcmWznX3te55vNX5jxEsRXw694eLL+Xvrjo7RH+3IaR8XNJHvGPuFkuJPVxQvZVnEHLd46vIobVcg3va+zbRvTtkhZaRJmiolUiI5oPyfCnfTFRxhJBogY8bwom3yjCCGodZXT6qnjePjKi82fR2dskL8993O+0fQwa4oXoeVBhFaB2SFvxAmXU+U3fn0L2HamSock2LxpId/6+t2XvTYwGecv/nLXDR8zlTYIxZIsqqvAoWYiBARQ6nNjWzbBaMY7IaUbLG+qZuedSzAti794/j1e/vgUy5uqMUyTFz46wYbFDTy+aTkSLAStPAAAIABJREFUglcOnOL1T86ycUkjLk3BtjKRCX/y9Fb8bgd7T3Tx492fMjAeorrUN90eG0ikdE5M+TYsqL6QT2eaNp3DAf74qe2U+tyYlo1Ly3x8H57u5Vj3EN/58nYW1pQTiMb5yxf28eqB03z7wfU4VYXVC2pY2VTNWCjKid6RS9/PSIIXPzzBthULeGT9UgB+tf84b3xylg2LG6kvL2LXwTP0jgX546fuob68CNvORGQ4FBmQuXd1G/UVxXxwqpvHNy5neVMVAqYjL/IJGxiMj/Jc31sztn/TNtFtg5SZJqzHCOsxxtKTRPQYumWg28ZNz9nUJJWd1ZvYWrGm8AAvcAkSEutKlvDK4D4mc1gtndSjPNv7Ol2xAR6s3shiX9OMOGFbtkXCTJEy0/hUz/QEx6mq1BbPr6ozaUvnYOAk7ZFe7ipbwaaylSz0NVCk+nKKVEhbOj2xIT6aOM7usUMMJwI5l8SThcTGspXcVbZ8Tlak3LKDbRVrORg4RdiI5bSPkVSAn/S+zvFQB/dX3cnKojZKNX/O52PaJmPJSc5F+/hg/CifTp7NmG9exyRBFvKclpHNFqek8YWazfTHR/lg/MgNrcwatkl3fIj+xCi7Rw+yyNfEyqJWWjx1VDiKKXMU55T2YWOjWwZhPUYwHSGYjjCaCtATG6I7Nkh/YoyEmUK3jEJpyBwQQrCyqI2vNz3E9zpfZCKdnYebYZu8N/YpZY5ivtKwA6c8+xGyQghaPLV8vekh/qHzVwzk6I9kYzOaCvL2yEE+nDhOm6+BVUVttHkbqHaWUeYowilpOV3Dtm0TN5JEjDiTeoSJdJixZICe+DBdsUGGkxOkTB3d0udthMTnUeYoYk3JYs5EetHt7NL4bGzORfv4m3M/58HqjWwuX02Du2pGIrR0yyBmJBECfIpnVqMJC1xO3ogTQghczguDz+qqInxeJ26347LXpnWTIr8bSbqxi8ewLCzbRlUuqKNCCGRJQpIkdDPT4RV5XKxsrsbnyrTlzoX1/GzvEYLROIFIgs6hAMm0wZn+zIMxGE0QiiWZCMepL/cjSYJ1bXVUl2SEiAVVpSiyRCCamBYnDpzt5T8++yamZTMRjnH30mbWL7pQ2k2SBGtaaq/oQfFJxwALqjJpGA5VQVMV7lrcyKsHTvPVbatxaSqyEMhSRiz47E3XOTxB10gQy7Y51j0MQCASZzKWJBiNU+p1capvhGWNVSyqu7K5jabIaLKEEAJVkXCoeXNpXZG+xCg/7r1xgStfUITM3WUrearh/rzJsbVte3q1K/Pdwpr6btv29M+ZCBMLw7ZImZnVhPNfQT3MSDL7PO+hxDh7xw5TrHpxyg5cU19O2YEsJCQhISEQQiAhIQkx9e/zP2e+i6nXzHeEEDS4q7izdBlvj+RWbjJppdkz9glHQ+dY4m9mbfEilviaKXUUoQoZSchT7xnTez//Odt25llrYWVWjcw0YSNGSI8ymY4yqUcIpMNMpiNEjDh+1cM3mx6hzl05tR9I6GnaRyc4PjBCNJXG73Swqr6atooyNEVhtj4mgaDaWYaFxWgy+LnvpYVNUI+wa3g/H4wfpclTwyJfI4t8jTS7a/CqbhQhIwvpwrVmM/0+GbZBIB3hbKSH46EOzkZ6GUpM3PBkrM1bz5P122fUE+PzkITE8qJW7ihZzHtjh3M+n5Slcyh4ipPhThZ4alnsa2JFUSuN7mo8iuvCezt1cVz8TDofzTaeCtIZG6Qj2k9HtJ/B5Dix68xhFwg2lC6j2VPLLwfezTkKYbYRQlDuKOYbTQ8TMxIcmTx7wxMjwzYJpMN8OHGMjyeO41e9lGl+Sh1FlDuKKdOKKNF8+BQPmqSgSiqykDBtE8M2SZs6MTNJzEgQ0qME02Em9ShRPU5IjxE2osSM5C2xopwPCASKJLO5fDWT6Sg/7Hk16wihpJXmlcF9lGlF7KjaMCdlyyUhsa5kKfHGJP/Y9QKBG0i/srCIGHE+DZ7h0+AZ/KqXcq2IUs1PpbP0omvYjSapqJKCJASGZU0vSCXMFDEjQdRIENZjBNJhokZ8+t8hPZpztNt8RBYyd5et4t3RQ1lH6EBmLDGaCvJs7+vsGz/Mcn8Lq4sX0eqtwy07USQZCWk61dPmwnP+/LPesi2sqTFm3EwS1qNMTo09gnqYYDpCSI8QMxKsLV7Ml+rvxTEHYluBC+TtDHLngyuvqly5nCr3bltCTc2NmUU6VBlFlogl09i2jZhKK0nrBrph4nFopI0EsiQuiQDwuRykdRPDtEimdYTIeEZUl/gv2XdjRTGWbSEEFHsuDALPiyqWdWFAVupzs7ypGr/LQVNlCW215bgdFx70QkCx98orlfFUGq/TgSpn2ihLAo9TI5ZKY11HWkUirSNLgtUttVT4L9SOdmoKdWVF6KZF2jDxOgs3az6iCJkNpcv5RtNOilXftTe4SeiWwaQeJWWm0S2dtG1kokIu+kpal4oNyYt+vvCVJGGmSZlpTNu80KFMiRe5dORno730dA5PCw1iSnyQhIRD1nBK2rRgcbFwcenPGk7ZkRlICxVVklElBVVkBtaqJONT3HgV97wQMDyyi/sr1/Np8EzWq2TnsYFAOsz+8WN8GjyDS3ZQqhVR6SjBr3pwyhqykLDtzGRFtwxSVpqkmSZuJokZSWJGnKSVxrStqS/zku8ADa4qUhdN9BK6zrMfH+XV42fwOR04FJm0afL84RM8fcdKHlu9FOcsCaKapPD1xofwqi7+ruOXDCevr6R12IhxLHSOU+Gu6WuwWPNRrhXhV704pga7F4s3I8kAk3pkOprkZqysFatenqy7hwZX9Q3v60bwyE4eqt7EmUgvQ8kb85BKmClOhrs4G+nlzZGPcMlOKhzFlGp+fIoHh6QiCYE+JUjEjQTBdIRAOkTMTJK2dNKWnnU0W42zjC833IciZHaPHmQ0lX0p17mk0V3FM807iZ6Lcy7af/NSZrGZ1CNM6hE6YgNIQpoWiqaF4Yt8Cj47kTj/PLgVV5LzDVVkvBvG05O8PLgva4EtbMR4ru9NSjU/G8tWzElfKAuJTeWrCBtxftr7BkE9clP2G9ajhPUonbEBZCEhT13D02Ly1DV8/r65ZDKMfUmfdjtT765kS/lqftr3Zs53tGlbdMeG6IuPsGfsE9yyiypnCWVaUSYFR1KQEFjY6LaJbukkzTRJMzUtesaMBLplYGJdGH9Ymc/ovEBe66ooPHfygLwVJ9yuq0+EHQ6V7VsXf+72YsrD4rNI0oUHiqYoNJQX0zc2SSASp9TnxjAtOoYnKPG5KPG5CMYSJNMGwUgCuzpzwY5ORvF7nLg0lWKPC7/bSWtNGfetbpsWOGwyKSIjk5Hp434erTXlfPnulbgcV1eer2Y6VFPip3dskkgihd/tIG2YDAbCVBV7UZVrhz+V+tz4XA4W1ZazZfmCy84hpRv4XA76x0PohomqyJeUELs46gRsbJtpsafAzKJJKpvKVvI/LHiUSkfprL7nQ4lx/rn7ZUaSAXTLIG3p6PbUd8sgbRlztsplTinkNwNFyNOrJNqUOHH+31sr1vJ43TY0kf8pB0KIaffrlwb33tBnY2NPi0uBdJhz0b6b2NLLOTc6zusn23nmrjWsb67HrakkdIP3z/Xw00NHWddUS2tF2Yy24TzFqo/F/iZqXeUEUmH+qful615ph4xoYxgJYiSYSIfooH8GW3spHtnFY3Xb2Fi2cs7rwAshWFa0gEdqNvPDnldvStSBYZtEp1Ytx2ZYKChSvXy54X6W+hYwkQ5RqhXNO3FCEhJLfc38dssT/Ev3K5wKd83IwNyyLdKFSVpeIoTAr3r4Sv0OgukIe0YPZX0NjKaC/KjnNYo1L4t9TbOeKiaEwClr7KzehFNW+VHPLsZT2Zvtfh7nJ7MFskcRMvdW3cnB4OkbHiuYtjX9jB+d59WTClydvBUnrsb5OfG15mBlXg9fWLvkst8rskRb9YVB7LYVLfy/v3yPX35wnLuWNDEWivL6obPct7qN4qlqFqFYkt1HO/A6NUzbZu+JLlY0VVPidVPsddFWW84rB05T5ndT5HYRTaZIGyarmmtu2nl/HpuXN3PohX28dbidVQtqGAqE2X+qh4fuWITHeXlazGdprS6juaqUlz4+hd/jxO9yEkmkMCyLlU3VOFSFDYsb+cmew7x68DTLG6sAiKXS06kkAC5NxaGqnOwdwedyIEmCujI/ipx/vhO3Ah7FxY7KDTxZv33WhQnIrFZ2RgfmfXm9a2HYJoZpwhVSyhf6GvO+TvrFyELiCzWbOR3u5my0d66bc91EkmnKvW62tDVT4csY3dm2zZa2Jl46dpp4evbC6Vu8dfhVDxIS2yvvIKiH+UX/7rw3TdQklR1V69lZfXfehKyqQuHeynV0RPvYN37kplQrmg0ckspD1RvZVrEWRZIpUj2UaLMXtXYzyYhELfxO65P8c9fLHA21FyZhtyF+1cNXGx5gLBXkRKgza/G6OzbID7pf4w/anqLefbmR/WygSgr3VN6JU3Lwo57XckojKHDzEUJQ56zgS/X38ncdz+dcJajA7UPeihPBYIyOrjGWLanF7dawLIsjx/p5/8N2iv0u7rtnGTXVRVedkLVVl/F/f+3hax5nbVsd39qxjhf2n+DdY53IkuCuxY08sWkFTi2zGpopuWnz3Vc/JBRP0lpTxlNbVuGcMqT81o51/HzvUb776ocAyJLEmpZaVjZVZ7w0HCqqfEFJloWE26Eiy5nQMIeqZKIirjK3FELg0tSrRkGsaKrmmfvu4KWPTrHr4GkkSeLupc08eMditOswpHQ5VL794Hqe23uEv31lPwCKJLFuYT0rps7hvtWtxFNpXjt4mpc/OoUsCxrLi2mtLpsWJ8r8bp7esoo3PjnDnmOd1JX5+cPHtlDkKYgTNxMJQZWzjCfr7+H+yvUzYkxY4NZECEG9u5Jfb97JX5/7+XWnJMw15T4PTlUhEI9T5HIiRKba0kg4ikdT8Tg0dDMzsZWmfINmAgEZM9CpyhsexcWTdfeStgx+NbAnbz0HnJLGvVV38tXGBynSvNfeYJYQQlDmKOIbTTuJGgkOBU/nvaeAU9K4v2o9X6q7F8/Us9cha1Q5y6Y8FObfxF4WEot8jfxe65f4ef/b7B07TPI2yosvkLkXG91V/FbL4/zV2Z/QGRvMansLm8OTZ/hJ7xv8TuuT+OYg3VEIgUOobKtYi0/18Gzv65wOd88b0fNWRpZktpSvpic2xC/63yl8JgU+l7wVJ44e7+fl1w7zR3/wAC5XKZ1dY/zD9/eQTOmYhsXQSIjf+8178PluzNDLocg8dMdiNixqJJk2UGSJYq8Tt+PCypJLU/niXcspcjsxLQu/24n/IqPO+rIifmfnRiZjCUzTQlVkfC4HqiJT5vPw75++D89Ffg115UX877+2gyKPE4eq8My9d2Db9lVNJEt9bv7k6XtxX8XzwaEq3LuqlTUttSRSOqoiU+xxXTFFJJNywWWdRmNFMb//hU2EYslLz2FKVHFpKk9sWs72lS2k0kZmYO7ULmmTQ1X44l3L2LK8Gd0wcagK3s9JzymQPR7ZxZqSRTxRt51FvsY5q8ldYP4iCYk1xYv4euND/HP3yzdkIDZbFDkdgOA/v7aHNQ21uDWVUCLJwZ4BStxO3j7VMZ06t6S6gs2tTTPSDq/iptlTgyIuCK4u2cGTdfciC5mXB/cSMeIzcuxccckOHqrexFP191Gseq+aHjiX1Loq+GbzIxi2ybHQubyd4DsljQeq7+LXGh/Er3qm30uBoM5VgSapeR9B83k0uKv49oLHaHBX89rQBzfsBVJgfiGEYKG3gW807eS7Hb9gLIfUiPcnjlDuKObphvunRdzZRgjB6uKFVDtLeb5/N3vGPiWaZ8/l2xFFyHyxdisRI8ZbIwfyVswvMPfkrTjR0zcOQlBdWURaN3j73VPYwP/xv36R3r4JvveDffQPTrJ08Y2JE5nqEjKVxZ+/muRQFWrL/Ff82/mJuucK4oEiC6pKLg331BR5unIHZMSHz0ORpcv2cflrZCqKrnwO5lRVEgGE40kmIrHplJWLz8HrdOC9ShqIEAJNUagqvno7hBA4NYWa0iu/TwVyR5UUWjy1PFS9ic3lq/GrhRruBXJHkRS2V96BJCR+2PNqThVRZpOJWBzDNPE5HXSMXYj2qJxK8Tg2MDz9O69j5gTRCkcJ9e7KSwbcQgiKNS9fbdhBiebjub63bnq+c66Uqn6eqN/OzprNeOeoMsf1IAlBm6+Bf9P2FD/ofoX9E8fyTqAoUr08VruVL9Zuw6u4Lpt01bsqcMxzcSJzLft4su4eFvoaeL5/N0cnz91W1QVudyQhcWfpUr6mP8Q/d72cdanfpJnmxcH3KNX8PFKz+RIhdzaRhUStq4JvL3iMxb4mXhrcS2dsIO+eK9eLLCSUOSj7fDM5Hyn3602PoAiF14f3X2J8XaDAefJWnEgmDXxeB4oiMTg0yYFDXdx/7zIaG8rQNAXbtonFbo7h3a3OR2f6+OhML5KA7pEg9WVFLG2Ym5zAAtnhVdw0uqu4p/IO1pcuo1wrmbGQ9QK3F5o0Ff6quPlJ3xu0R/ryNtRyUVU5f/7FHdf1Wsd1pLLlgkBQ4yqj0lF65ePKGg9VbaTWWc5zfW9xOtJN2squrvvNQhEybd4Gnmq4j3UlS3DK1/YemmsEgnpXJb/d8gQN7ire/P/Ze+8oO677zvNT8eXQr3NuAN2NRiYyCJCgSDGKohIlUZIthx1rPbbX49lxGM8fe3bneLzrs2fPsb0j2ZqVEy1btkSTkiiJYhBAAiByBgE0QuecX7/8XqW7f7zuBzZig0gN8H3OweFhVXXVfbeqbt3f9/7CyEEmPmJVmduJIik0+ar5Yt0TbC5diecafVnlKcv38wMQT63KCqtDzdR7Kjk0dYa3Rg7QnRq6r1Y6vYr7mhXfilwfXdZ4vGID47koPxrcddOCW8bO8drAu5S6wmyOrLinyXe9qpvHKzbQFmzi3bEj7Bo7xkh26pbLMd8NJCSCmpcmXw3bytawMbJ8QXq+3SxhPcBXG56mVA/ys+G9910i4SJ3ngUrTvh9LtIZE8O0OX12kHgiw4a1TflqGxI4jkDchdDUhvIwX9i6koh/4a463YjqkgB1ZSHSOYMna8rY2FpPebC48r6QKXeV8FC4lfUlbawONxPWAw/ER6nIwkKTVTZGllPvreT1od3sHD1y0ytldwrTtjk5MIxpXV0wma0mJIBl1RV31GMC8n3V6m9Ak6/92dQVjfWRZdR7K3lr5ABvjxy46wZ2SPPxZOVmPlW9lWp32X1VNUmSJCrcEX6p8TlaA428Prib07FOTHFvRB6/6uXxivV8pmY7tZ7y6/alT/FQ4Sq5b/K43AhZkil1hXi26mHWl7SxZ+IE74+fpCO5cEVMgIgeZF14KdvK1uBbwN5CCx23ovO52seYMuL8YvTQTXscjOameLnnp5TqQZYGGu/pOKTKCvXeSn658Tk2RVbw/sQJ9k6cYjQ7tSBz3Mx6fTwUbmVteCmrws0L2vPtoxDWA7xY/0mW+Ov44eB7nJy+uKDHlSJ3lwUrTqxcUce7u8/xJ3/2Ov39U2x/ZCm1tSVIkkR0Oo1wHNzuOx9vX1cWoq4sdMevcydZVBVhUdXVV/uK3FtkZDyKC6/qJqT5afHXszrczCJfDeWuEjyK674yLorcf0iSRLWnjK83footpat4e+QAp2OdTBqxe+ICK5EvC5fOWfzd+yeJpvNlOhPZHFnTIuRxoykyluMQy2QJeTz8X597Gn/5nR3jXLJGW7BpXseWu0r4cv2TbIwsZ8foYY5E25nITd+xyZciyUT0IA+FW3mmaguL/XW4Zf2+HTsUSWZTZDmtgQaOTLWzY/QQvekR4mbqjhsT+b4MsSq0hKerNtPib5hX0mFVVqjzVnIq1nFH23e3kSSJclcJn615jO1la2lP9PDe2FG6U0NEjcQ9D/lwyzpBzU+9t4L1JctYHW6myl16z/IdPEgEVB9fbXiGaSPJ4amzN+1t0J8e5eWen/HbzV+kzlNxz++HLMksDTSyyFfDk5WbOTJ1ln0THzCSnSBupe5ZyIciyQRUHxE9SEugnrXhpbQEGojogfvC6+2jokgya0uWsshXw+Gps+wcO0J3aoiklb4nkpEqKbhkvbgQuABYsOLE8rZqPvfCWvYf6uThzUv43Avr8M4kVxwanmbVyjoqyou5DYosbGRkVFlBk1Q0WcWnugmqPgIzpecqXBFqPGVUu8uo91biUV3FgbHIPcGrulkTbmF5cBEXE/0cjp7l1PRFOpMDdzwuVJNUqj1l1HkraPBU0RyoY0mwit9/qgTbEcQyWf7p4HGaSiM82tyI36WTMkz2dPSQMcxCedE7Sf5dLZ/XsZIk4VJ02oJNtAYa6EoNcmjyDEej5+hMDt42g06TVBb5a1gbXsqW0pU0++tQr+PZcT8hzwguT1dt5tHyNZya7uBItJ0zsS4G0mO33ZvCJWss9tWyJtzK5tIVN92XmqRQf49KKN5pJElClRTK3SWUu0vYWraavtQIZ+PdtMe7OZ/oZSQ7edeMO7/qoc5TQZOvhpZAPa2BBhq91df1aipy80iSRKU7wq80PUfMTHAu0XvT5/gg1sF3e97gt5pfpES/93P22bG5yVdNk6+aZ6u3cjHRx6lYB+3xbjqTAyStzB1vhy5rVLtLafRV0+itpjVQT7O/nvB9WpL4oyJLMhFXiKertrC1bDXHpy9wPHqeU7EORjKTdzz8JqB6qfVUUO+tpN5bwepQS3EcWQBI4m7ERtyYKxohhMC2HVKpHC6XNsdLIhbPYFk24ZAXRSnG33+cydq5G05U/75jL++NnrvhxCmi+/ijFc9R5yu5be2TkJAlGXnmv5qs4pI1dFnDpei4ZA35Pk1ylLFzDGbGMe+jOOTbTVgLUOmO3Lf38HqYjkXUSDCWm6Ij2c+5eC9DmXESVpqcbWAKC9OxsYWNIwQCZybUQpp57vP/FCkvzn1YpAtoXqrdZVR7yqhxl1PljhDS/QRUHz7VjYw8Z5XtSO8g/3jgOP/l2ceoDuUnb0II+qMx/uRn7/IHTz/K0sqyj/Q7s7ZBb3oY5wbjg0/xUOMp/0jx0wKB7ThMGXGGsxMFg24oM07azpGzTUzHxBI2tnAK3gESEooko0gKuqyiyxpexU2FO0JboJFlwUXUessp1UMP/IRKCEHOMZkyYoxmp2iP99CdGmQoM0HKymA45swzaWEL57JnEiRkFFlGlZT8+CtreFUPNe4y2oKNtAYaqHaXUaIHP1JfCiGImcl5VbiQkIjoISrct+9bcy8QQpCys0SNOBO5afrTo3SlBulLjxI3k5iOheFYhWfbEQKH2Xtz6RmXyBspsiTPJP5TUCUVXc6PF0HNR6W7lFpPOQ3eKqrdpQQ0HyHNl1/pXEAeEqPZSaJG4qY8fAKqlzpv5R1s1a1hC4ex7BTTZuIj/b0ua9R6KnArC7d6m+XYTJsJokaCocw4nakBupKDjOWiGI5ZeI5Nx8YRzhXPsYyEJEnIzDzDsjJn3PYoLspdJTNGcCXV7jLCup+g6s9/8x7AOcRHQQhB1skxnptmODNBe7yHzuQAY7koGTuXH+cda+ZbaSPE7CjPpXkHMvKMoKrKamH+4ZI1SvUQ1Z5Lc49yV5ig5sOveoueyneHeXXwghUnFhq24zCUmaYvNclkLknKMnCEg66o+FQX5a4Add4SKtzBYsLCBcafnPoJr/UdvaE4Ue4O8O3Nv0JLcOFOEooUuduImQmYIwSmsJjITTORixIzU8TNFCk7mzc+nLxhrcgKmqSgzUwKPKqr4C0U1HyEND9+1VMQIGaNk+tNCvZ29vJ3e4/yp599iqoPiRPdE1H+4NWf819feJJVtQv/vZ393joIHOGQsjKMZCeZyE0TNROkrAxZO4clbAR5N1O3rONTPYT1QH5iNWOYzYqeH7fJ1If7MC9YGIznokwaceJmkpiZJGPlMIWN6Vg4wkGWZHRZxaO48KteSvQApa4wlTOhc7Ik55/Dj1lf3k4+PE7YwiFhpZg2k0SNODEzSdJKY9hWQUCyHAukWfFNRpXy92c2zDGgeglrAUL63PFCni3f+gDdKyEEWeMIkqTj0lYhXcNQdUSOTG4futqCptZ95GuZdjeWNYDHtQVJWriCwb3g8jE6Y+eIGnGmjDhRI54X52cM5LyRbM2IyAqqrKBLGl7VjVdx58dtzU/EFSSg+lAlZc43D4mip+w1uPw+pO0sY9kppow4cTNF3EqRtQ0sx8KcCZdUJQVNnhU2NfyqpzDvCKo+wrofl6wjF+7BgzeW3AfMq7MX7FKLZdlksiZej17wjkimckxPp1BVhUjEh67d2ebbwiGaS3F4soedI+10JcaYMtKkrRyGY+EIUCUZXVHxqy5KdC+LAuU8UtHCukgjFe4gqiwXB597TEhzU+4OkLNNLOFgOQ62sLEcp6C4Fpk/k7kk377wHp2Jsavun10FcykaIc1NtSfE4kAFLYFKytx+gpoHpbhKcN8wO5mSJVBRCis/d5O6cAhFlvjzHXt5tLmJgNvFVCrNuxe6qAz6Kb9BOeaFwuwkSJnxiAjrgY+dG++t8uE+RAJV9uBTPTT5au5xyz7eXD5OuJQwZa7wvW7WfYJDKvsuihzEpa3Mb3FSWPYomtqAJOXnukJkSaR/SND7xY8sTgDkzHOkM+/i0h9CKYoTc7h8jJ713Gn0Vd/jln28uPw+hGQ/Ic1/j1tV5G6xYMWJru5xdu5q53MvrKOqMkQqleOf/mUf7+w8Qyjk5Ze+vIXHtreh3qGwDtOxOTTRxfe6D3Jsqpe0ZVzVTc8UNqZlk7JyjGbjXIiP8t7IOZaFavj95c+wMlw7T52oyJ3iS00beaSilZiZIWFm8/+sDGemh9g/3nnPyv3drxiORXtsiFML6YCFAAAgAElEQVTRgRseKzPr2i8T0j2sKannE5VtbC5fTIX73sefFrk/qC8J8ZuPbuK142f450MnyFoWblWlpaKMr2xcTUWgOGkpUqTIg4NhnSed3UPY/xsFcaJIkSJFPg4s2BHv9NlBzp4b4ssvbsJxBPsOdLD3QAcvfOohxsbj/PAnx1i6tJq6mtsbsymEIGXleK3/GP/SfZDB9JX1d2UktJm4Y1s4WB8KF3AQZGyTiVyCoqfQwqDaE6bac+UKzltDpzkx1VcUJ+4gzoybryUcxrIJ3hk+y77xTlaFa/lK02Y2ly/Gpz642aiL3B5kWWJdQw1Lq8oZT6QwbAuXqlLu9+G7wyVEixQpUiRrnCJrHEWW/GTNk6hKDWHfryNJbix7gETmx1jWAKraQND7eVSlGiFMUtkdZHKHEBjoajMB7xdQ5CBCGCQzb5PJvY+iVGHZgyhyXrBPpH9KIv0aptWDafWiKKWUBH6H/EqXQzq3j1R2F2Dicz+Dx7UV4DrtsMnkDpDKvo0kuZnNwgL5UJF0dhfp3B4kZDyuR/C6H0WWXAhhkTGOkM7uxHESqEoVQd/XUORybGeCZObHGFYPEipe92P43I/fi1tTpEiRB4wFK05MRVMEgx5Kwl7iiSx79l9kaWsVL724icGhKP/Hn/6YiYnEbRcnsrbJq31H+c7F3cTNuRl7w5qXpaEqGnyllLv9gETCzDKcmaY/NUVPcoKcY6FIMusiTbQGq4qxTEU+FpS6/JToXiSkfPI/4ZC1TaaNDBl7bmWClJXj4EQXXclxXmrazEuNGwnqD1YN7yK3F8vOh2P5dA1/2f2dRLBIkSL3H7YzRTz9CkHviwQ8nwNsJMmFIxJEE99GkUsIeD9PMvMWsdQ/UxL4XSRUJMmDz/04AoNY8rtoSh0+z5PkzLMk0v9G0PdlhHBIZd7ApS0HwOPajG2PkJU8hPz/E7IcQJb8OCKF7cQQwiHoewnT6iSW+kdc+kpAumY7bHucWOof8bi2oqkNxJL/iCLnKw9lc0dIpF8h4P0SYBNPfQ9Z9uLRt5Iz24km/gq/+2l0dxuOSCJLPsAhk3ufnHGGoO8lHJFDkYshPEWKFLk9LFhxQpYlVFVBCOgfmOLM2UH+0+8+jdut4fO5kBUZw7i9K9624/DW0Gle7tw7R5jwKBpbypbwYuN6VoRrKdG9czLrpi2D0UyMs7Ehdoy005EY4/na1egPePb0IkVmebZmJZ+rX4c6kww2L05YJMwMPclJjkx2cyo6wJSRxBb5AKmxbIK/vbiblJXlVxdvo8R158tBFrk/6Ryf5NXjZ/ifH91Imb/4nBQpUuTuo0gh/J7nUZWqwjbbGiVnnqI0+EeoSh0e1xZiyZexvROoag0efROOSOGIvOeB5YwiEGRzR9HUJvye53CcLJncPmZzw6tKOYpSgSyH0NVFyPLMmCdAklz4Pc/idW3H1paTzu7BtscBcc12GNZFQCXgeQFZDmJZg2SNk4AgnXsfXVuO3/M0QtgY5kXS2ffx6JvJ5A6gKQ0EfV9Gki55OArhIEtBbCeGaQ/h0begKvMrs1ykSJEiN2LBWs/VVWGOHu/h8NEudu+9QG1NCc1L8knYDMPGMCxU9eZLul0LIQQdiTG+132AiVyysN2taLzYsIFfa95Gmct/1XI/XlVnUaCcBn8pW8ub6UtN0RJ8MOudFylyNSIuH4sDZVeU4BNCsKlsMZ+uW8PZ2CCv9h7l/bGLpGe8KdK2wb/1HiGs+/jaos1FQa/IVRlPpuiPxu51M4oUKfIxRlFKkZgbRiaEiWWPMJ16Oe9VICzUmWSVjjNNPPVvWPYwApOscQpdW5HfJ1IzXggSkqRdEiBugCx5UOTQTAJSjXyhYguEc812CJFFllwgKYCMLM8k4RUOQiRRlCYAJEnJixfm+Ez74zPXujz0UiqEkqRy75LKvE3Q92V87iduqj8/jBCCgcwQhmPQ6K1HvY/nApO5KYayIzR46whpxdxaRYrcLAv27d+wrok9+y7wl3/1CzRV4de+vo2yUj+SJNE/MEUw4CYYcN+266Utgx/1H+N8fLSwTZUUXqhbwzdats9rVVeRZEpcvuIKcJEiM0iShCYphHQPW8qWsCxUwyu9h/lu136mjTQAcTPL97oP0BqsZEvZ4mK97yJX4HPpeDQV075+OeAiRW6Gt4b3cDbRybVKqq8Jt7G9fOMVomuRhctELsp7YweZNKZZEWphc2Q1mqzdprNfytUwiyz70NVWwr5fQdeWAQ4go8gR0rndZIwDlAZ/H0UuZcL5s8LfqUolmdxhHCeNI9KY1hCKXnrpSpKKwEQIAyF0Lk3Xr2zDjdph2f3YTgLHiSHJMqbVmz+HpKAq9VhWP46TQWBiWr1oai0goam1pHP7sexxFDmEEPZM6VEZJBmPeytu10biqe+TSP94jjhxcvo0+yYPIgRIUr6Cl0/xssjXyMrgMoJacE7Ysy1sfjb8NlEjym8t+XeE9dAt3al7yYVkBz8afIOvN75EKHRnxIm0lWE4O3LfCzlFilyNBftEl5b6+V9+8wkuXByloiJI8+KKQknRQMDNlz6/keqq2xfj1pUc592Rc3MqcrSFqvjlxQ8T1u+PMnVFiixkJEkirHt5qXETtiP4+849ZGwTgNFMjFd6DrM0WEWpq1h5ochcFpdFqCsJ8e75LrYsrseraXMSDpd4vei30ZNuoSGEIGmlmTKmSVipQhJfTVbxKR7CepCwFigKezfJ+UQ3e8aPXLUSF4BP9fBI2fq73Koit8Lu8cP8cPAXZO0cZ+OdVLvLWeJvuGPXU5RKfJ6nSWbeQLMuIISJptTg9zyPIoWQhEQ6+z7gYNnDhb/zuB4mnd3NVOIvkaUAlj0APFTYrymNOE6MWPp7aEotPvfTH7kdutaGqlQQTfwPNLU+n9BTznsi+zxPEo1/k2jim4CEZY8Q9H0FkPG4tpHOHSCa+CaaUo/AIeD9bF54ye7GMNuRZT+m1YGuLZ3TnuHsCEemjrMsuBS/6sNybAaNYY5FT9IevMBXGl7Er15ayJMkiaWBZpJWCpdSTJJ9I3rTfewY28WvN/1SUZwo8sCxYJ9oWZKoqS6hpvrK5GdrVtXf1ms5QvDO8BnGc4nCNrei8Zn6tSzy3704OoHAdhySVo7OxBgX46OMZOKk7BwICGguarwlLAvVsMhfhltRkZBuKemmQCCEIG2ZDKSnaI8NM5SeJmZmsIWDT9WpdAdpDVbREqzEr7pRpFu8psgnTJz9nRfio4xnE6SsHLIkEdQ8NAcrWBGqJaBd3ztGl1V0WVnQiUcdITAci8F0lHOxYXpTk8SMDJawcSsa5e4Azf4K2kLVhHQvqiwjPcD1Z4O6hy83baQ9NsSu0fM4M6bBwYkujkz28EzNynmfSwiB6dhMGSnOx4fpSkwwkUuStU00WSaseVkUKGdFqJZytx9dVm/bsyKEwBQ2STNHV3Kc7sQ4I9k4STOLJWxUWcGr6JS6/FR5gizyl1PpDuFSFFTp5p5ZIfJVT9K2QX9qio7EGEPpKAkrS87OJ+F1KxolupcqT4hGfym1nhLcioa2wN+P+TAaT9I1EeUnp87x+sl2/G4d+UPvyH9+9jGWlEfuYQvvDI5wmDJiHJo6xcnpcwxmRokaMXKOgRDgUnSCmp8KVylL/PVsjqyh2d+IKj+4Qs3tZE24DVmSSVppUnaapJlmJDdB1s7d66bdFXK2wb7J47THO66yVyqIX+WuCI2+Gmo9lbgVF4q0cJ+v0ewkWTuHg8O0ESdppW/LeXW1laD3q0jy3MUqWXIT8n2FrHEC0+pFkt0ziS1lXPoqwoF/j2l1oyjleF2PzngegKrUEQn+R7LGSRQ5gte9DUnyAXmBUdfaKAn8FobZhSz5QZKR8RD0fQVdXZS/tuwh5P91VKXquu1Q5DAlgd8haxxFQsYbeAQhDGTJjawsmmnHMUAi6PsiqtKAJEmoSj1lof9CNncMRyTyeTAkP6Cgay0IkUGILD7Ps7j1K0U8r+rlxbrPsMjXiBCCjJ3hlYEfc2L6FAPpQdqCrQghyDk5bOGwKbIeRVJwyVdWYMrPG21MYSGEQJYkNFlDRp7zfRNC4OBgOhaOsAEJWZLRZLVw7Owc1BImjnBm9mtz9pvCRAhQZRXTMXGEjSTJ6Jdd81K7Zo9X5kids+eyhYNbds35u5xjICGhy9qc7ZawsGZ+pyRJKJKCJuW9f2xhYzgGXckeRrJjpOwMs540LllHmZlbXOqH/G+UJBlN0lCkuf2Vs3P5ey1pmI6JLWwkiZlj7/+5w60ghMBxBJZpYzsOwsnPVSVJQpYlFEVGVRVk+dbsoUQiy3vvtjPQP8mS5koeeXQpPt/HW6BbsOLELEII8h6XV65sSLdoJM8ykU1wKtqP6diFbU2+UraVN9/yueeLIwQTuQS7Rs/z9tAZuhLjpO0cOdvCnilVOmuABDUPy8M1fKbuITaUNuG/gQF/PRJGliOTPfxs8CSnpwdJmFlyjoXl5E1GRZJxySo+1cUifxmfqlvNIxUtVLg/mquaEIIpI8V7o+d5Y+AUPakJUmYOw7GxhYMEqLKMV3XhV10oN1gJ/NqiLbzUtGnBmvJZ2+RktJ83Bk9xdLKHaSND1jYwZ/pXliR0WcWr6FR5Qjxds4JnalZS5Qnd8Lffz5ToXj7fsI6T0X6mjBSQD63aOdzO41Vt88o9YTk2nYkx3hk+y3uj5xjPJsjYJoZj4QiBjIQqK3gUjYjLxyMVrTxfu5qWYMUtu2kbtkVncox3R86xd+wiw5lY/tq2hSXy91ZCQpHyE3yXrOJVdWq9JWytaOb52tVUeebntiqEYDKXZN94J28NneZCfIS0bZCzTSzh4IhL11JlBZes4lF1qtwh1pc2srlsMSvCNQS0+7ciit+l82hzI482N151f8jz4H3ITcfidOwCPxx8h45kHxk7e8UxGTtLxs4ymp3gbLyDU9Pn+e3mr93RleIHiYfL1rIhsnLmPbJJW1n+pvsHnJg+d6+bdlewhM3ZeAe/GN131f35cSVvkHkUNzWeCraVrmN9ZCURPbQgPXWW+Bs4PHWKpJWmyVdLuev2iJaaWoOm1lx1nyS58Lg243FtvmyPjMe1AY9rw9X+CF1rQddarnFOBbe+Fre+ds5270yuh9nr+tyPzaMd12+/pjagqVeOGXmBogq/91NX7NPVJnS16arnuxqSJOFVvdR5ajg5/QG2yM+3TWHyo8E36Ex1k7SSLPI18tX6LxLQLnlQCiGImQn2TR7kg9gZMnaGgBpgU2Q960rW4FO9heMSVpKj0RMcnz5FzIwjIxHSQny6+hmW+BcVjtk/eYhTsTOkrBR+1c/GknWsjzyU9/IQNj8depuElWBZsJX9k4eZNKbwKl42R9azpXQjHsVdONfu8X2cjH2AIwRN3gaCH2q7LWzeHNnBhUQHv9fy7wsiQ8pO8/2+V/FpPj5X8zxuxY0jHPozg+yfPERHohtTmKiSQmugmReqn0WVNY5Gj3Nk6gSdqW7iZoJvdfx/yOTFws/Wfoo1oZX5BUc7w5HocY5GTxA343gUD2vCq3i4dCNBNVCwnV4Z+DEexc3q0Ap2je9lMDuMhMSTlZ9gU8k6VGnBm4l3hEzGoL9/inPtQ1w4P8zgYJRkIoMjBB6PTiTip7GpjLa2GhqbyqiqCn2kPIiOI9i54yz/8He7SKVyRCJ+FEXmyafmv0j3ILJgnzrHcbjQMcqBQ53E4/kH4hISsgSf/fRaGhvKbuk6Qgi6kxP0pqbmbH+4vJmyu+Re7gjBiak+/rZjDwcnOjE+JJJ8GGvG2yBp5RjKTHNooptP163mV5dso8oduumV2MH0NH/XuYc3Bz8gaV19pcgWDmnbIG0bjOcSHI/2sb2ilW+0PEZbqOqmJidCCHpTk3zr/E7eGzlHzrlUbSXvAQIIMB2baSNdyElwPeZzzL1ACEHUSPODnkP8oPfwnCSrH8YRgqxtkrXNmdX/Ed4bPc9vtT7OprJFD6xAIUkSayINrAzXsnvsAgAOgnPxYXqTk7QEK6/792nL4J3hM/xD5/t0JyZwriJeOuQ9VgzHImZm6ElOsGv0HL+6eBufrluDW9FuWtwUQhA3M7zWd5TX+o7Rm5q89rEILCGwbIOMbTBtphmaKTu8IdI0L3FCCEFncoxvn3+PXaPn57wzV79WvoRrzMwwkolxItrHm0On+dOHPs+60qab+q2zHOkYYE97N7Zw8GgaDeVhHm5tpDTgvWurKjXhIC9tWH1XrrUQcITD3omj/EvfTxnL5b9NEhJexUOdt5ISLYiDYMqYZjgzTsbOYQsbn+qh2l1MxjxfdFlD/1A+Ao/ivuqq7ceFWTFiFsGsx1aWtJ1l0pimPd7J3sljfKHuaVaFWhecF8UjZesJawHiVpJmfwPV7mIViXuFQGA6FoZjYDk2E8Ykp+Pt1HlrqfZUA6BKKtvLt7Iy1MZPht5iyojiMDe3UNrO8OOhn3E2fo6HSzdR5iplMDPE60NvMG3G+FT1UyiSguEYvD70BgenjrI5soFNkXUYjslQZqSwIJGxs/x0+C2OR0+ypXQjle4KhrMj/HT4TabMKJ+pfg4QxK04ByYPM5QdYU1oBWvV1ZyaPs0P+n9ISAvyUHgVlmOxc2w3O8d2sbV0M3WeGvozQ+ybPEzOyc30AcTNBOO5yTnhY3mvuGksYeOIvAdzf3qAv+35J2RkNkfWE9ACxM04hmOiyRoSEjXuKraUbsDBoSfVx7NVT+KW8wuUDd58AlRL5Nu1Y2wXmyPr2RzZwERukh2j7zGem+DLdZ/HpeTHuSkjymh2jPHcBLWeapYGWoga0wTVj2eYoG079PVN8pPXj3FwfwcjI9dOxL33/QuoqsyiRRU8un0pn/7MWkKhm0sDkMuZXLwwTCKRX3yYnExy4fzwbRUnbNvBcWa8cJTbs6h/p1mw4kR37wT//ds7iMXSqIrM2ESC6qoQpmEzFU2xemX9belgh7zBHJ1ZvQXwKjrLQzW4lduVROnaWI7N4clu/vzsO1yIj8wxsryKTlj34lJUBJC1TKJGqmCgxM0Mr/QeYSKb5PeWPUmdNzKvPhFC0JkY58/b3+LAeBemuCSGuGSVsO7Fo+hIUn6FOGZmCuKF6di8N3qOocw0f7jiWdZHmuZ9H0azcb55bgc7RtoL3iAeRafJV0pzsJJydwBbOIxmYlyMj9KfjhZiqwFkJLyqjk914VV1vIqLGm94wXlNzAoT3zq/g58NnCpUpoB8/5boXtxq3i3dcCziZoaEmUWQF4NOTPXxf595g/912dNsLW9+YF20/aqLh8uXsGfsQuGpH8sm6EiM0hyouOZzlbEMvt9ziO927Zsj+shIBHUPAdWNJitYwiFt5YgaaWyRf7P6UlN86/xOJnNJfnnxw/hU102NIyPZGN+5sJufD50iZRlX7PcoGm5FQ5UUHPLCU8Yy5rzXy8M1tIaqrvjbyxFC0Jea4v858xYHJ7oK7wzk+y6oeXApKrIkYTv50q1JK0vKMuZMgirdQRr9H13EPTc4xntnOvnEiiUkszl+dvQcOz7o4Hee3UpzVeld+9AJIUjmDMYSSQzLxqWqVAT9+F0PljHpCIeT0+d4pf/NgjDhU7xsLVvLY+UbqXSXocsaAoHhmEzlYhydPsORqQ/4RPkmvOrtSxRd5OPFEn8Dz1Y9iltxYTk2KTvNRC5KV6qfofQoEzPG1AexC0wZMb7a8DybImsWVMJQr+pmU+nHR8hcyCTNFN/pfhmXrOfDKByTBm89z1c/TYmWF+dlSabGU0WFq4z39YNMm9NXnKc31cehqaN8ofYFHi3fiiapmCKfr+rQ1BFWh1bQ6KvnQrKTE9Mf8GTFYzxT9UncM94NhmOizoQ39mcGOTh5hGernuSJiu3osoYpLBRJ4cjUcdaEVlLvrQXyYt0nK7azvuQhZElmka+R7lQfHckuVoaWM23G2D95iPUla/l0zbP4FC8ZJ0vSSnIqduam+spwTPZOHiJjZfjG4l9liX8xiiTjiHxoxmxS10ZfA1XuKjqS3Yxlx1kVWjEndwfAeHaCvRMH2BzZwGdrP4VHdmMLG7/q4+3RnTwUXsWq0PLC8TErzhciL7AmtBJFUmbmGuJjJ06Yps2BAx1877t76eoaw7LmimSz4RuOc2l+ZVkOFy+OEAy5eea5mx93FEXG53MhSSAEaJpM8CYFjushhOAX75zm8MFOlq+s47lPrcHjWfhzpoXzRbmMo8d7MHIm//k/5d3JvvMPu/mD//AMkgSv/vgoPq+LstLALV8nZ1v0pibmeGaUuf3U+Uru+KRbCMHFxBh/fvYdzsUvJUpyKxqPVLTwaEUrzYEKgpoHgWAql+JiYpRfDJ/l8EQ3Dvl4+50j7Wiywh+ueJYS3Xfdds+u/P71hXfZM3axsF2VZFaW1PF09QraQtWUunwoyMTNDN2pCd4fvciu0fOkbQNbCNpjw/zF2Xf4b2u/QKPvxgaKLRxe7z/B7tELBSPLr7r5tSXb+ELDOkpd/jkxd72pSb7fc4jX+o6RmTHu/Zqbry9+mPWlTZS5/JS5/DdtXN4N0rbBd7v28Xr/iYKQpEoyayONPFG1jLZQFRGXD1VSSJpZelOT7Bm7yLsj7QURqDMxzl+0v0OlO0RrsHLB/cbbgSYrNAcqCWoeYmYGgJSVoyc5iSUctKusyJmOzTvDZ/n7jveZNi95zZS7AjxVs5xNZYup8YTxqS6ytslYNs6JaD8/HzxFf2oKAUwZKV7u2ktY9/KFxvXo83BbFDP5Hv7m4h5e6zs6R2yQkWgJVrKhtImWYCUlM+KeKRxiRprBdJQL8VFOTw8wmo3zZPVyXPOYzJvC5o3BU+wf7yyIDV5F5/GqNrZVtNDoKyWke1AkmZxtMm1kGMpM050c53R0kDOxIbK2wbaK5ltOMloZDvDvntxEwK0zGkvyZz98l7/dcYg//vzjhH0ecqbFsa5BzvSPIssS6xfXsaK+AlVRCv03lcyw/0Ivg5NxZBmWVJaydWkTbl3Nj4XDExztHCSWyRL0uFjZUMXyuvw5hBB0jE/xTwePc7B7gGQuR9Dt4uHFDfzqw+uoL7k5z7GFzJQR49WBtxjKjgHgU718qe5Znql6BPdVEsWVuyK0BJp4suLhOa7QRYrcLBE9xObIavzaXGPHdCw6kr3sGN3P3oljZJ0cg5lRXu75EQHVz8pQy8fOkClyY3RFY0PJQ5TqEWxhM2lEuZjoYP/kIcpcpYQuq9hxLbpSPXgUN4v9TQVPJ13SWRFcxr6JQwxlhmnw1tGV7EGWFNaEV+FW8iKtJEkFLwGA7lQPmqzS7F9U2K5LGiuCbewZ309/ZrAgTgS1AMuDSwveQX7VR4keJmmlEMJhLDdO0krR6l+CT8l7EnoVD4t9TZxPXC2Py7UxhcGFxEVaA83UeWoKHkyyJN90gtDe9ACWsFkaaMar5MM5VUllWXApb4++mxdXgssKfV/lqqDJ21hIrKkuMG+ou4Fl2Rw62MlfffMdxkbjhe26S6WtrYalbdVESnwgQWw6Q1/fBGfPDjIdTeNyqWzYuJhI5OYrNeq6yiOPLuWDDwbo75tk9ZoGHnmk9bb9rlzWZM+uc+zf34GsyDz19P0RLrJgxYmpaJrqqjArltXS3TMOQqCqCjXVYZ5/dg1/+a132L6tlaWt1bd0HcOxGErPVWpDmpdy960LHzciZeV4ufN9LiRGCtvK3QF+fckjPF+7mpDuRf7QwN3kL2NtpIHtla282nuUf+k+SMLKYgmHXwyfpS1UzVebNqMr176tpmPzWt9R3p9xpYe8GPKlxo18bdHmq+Y6WBGu5dGKVh4ub+Zb53cwms2/uGdiQ/zNxd38wYpnCWme635kBlJT7BxpJ+vk1W5dVnmpaSO/tHgLPnXuwCtJEo2+Un6z9RNMG2neHDqNLRxSVo6UlWN5qBqvunBjzPePd/JvvUcKwoRfdfHFxg18pWkzlZ7gFf3bFqpma0UzG0ob+eb5nYxn84lZOxNjfK/7AH+04jl82sL9vbdCqctPuTtQECcABtJRMraBJl+ZI6EjMcrfd+wpCBMyEsvDNfxu2yd5qKQBjzpXEW4OVLCxbBFPVi3jW+ffZc/YeWwhSFkG3+3az+JABRtLb+z9YwmHnw6c5M3BD+YIE9WeEF9q3MjTNSuocAdxXZZwM5+USpA0s4znknQnx1kbaZyXt0/cyPDe6KUKQjISv7ZkG19bvIWA6r5qm9eKBqwZUWQ4E+NktJ/HKpdecdxHRZIkKkN+vrhlFf/bv77N0FQcn1vnX94/we6z3bTWlGE7gm/+fC+f2bicT61rQ5Fl+idi/Pef7yVrWrRUlWLYNse7h3ikrQmA9oEx/t839lJbGiLi83B+aALTdmipLkNVFMaTKf7H7kO4VIX/8uxjlHg9TCRT/Oz0eb69+yB/+NR2Snz3b06NWYQQ7Js4zvlEDwAyMk9VbuXJyoevKkzMIksSFe7Sa+4vUuRW0GSVtsBiGrw11HgqeHXgLdJ2lvHcFK8NvE2tp5JS1+2rnlbkwcAlu9gUWV9IiGkJi8NTx/he3ys0+RrYWrYFZR5fw5SdRpf1Qr6GWXyqB1vYZGdCKNJ2GhkZn3ptIzFtZdBkDf2y8C2v4sURDhk7W/jCq5KKR7m0ii0hzczJ80dk7Vw+J4uiz/keuxX3PEJyxWVhHoKUlSag+lFuMc9Dxs4gS1JBoJnFo7iRyPfBh9FlfU5428eR8+eG+dvvvFcQJmRZoqW1ii+9tJmVK+sIh72FnBKW5ZBK5Rgfi7N/30U6O0d55NGlyPLNC7SSJLFiZR3/+3/9Aul0jlDQQ0nk9i0yDA1NMzR0pTfSQmfBihOqImOaM1ljNYWcYZFK5xBCEAx4sCyHePLKBGE3y2ym/w/jV12EtDtbPtQRgn3jnewd6yh4beiywi8v2sKXGjfgukZIiSRJVOnMp+0AACAASURBVHvC/EbLdhJmln/tOYRAkHMsXu09wsPlS2gNXt1lXAhBT2qCf+s9WijhqEgSn6xaxjdatl+zZOpsCcjn61ZjCou/OPsOCSuLLRzeGjrNJ6raeKJq2TU/MfnrTtKZGCtsq/aE+HTdmiuEicuv+Zn6tewdu8j0TPWQHcPtvNiwgUb/wjTW40aG7/ccmmNsP1uzim+0PHbNyiPSTIWSz9WvYyQT568vvAvkP397xi7wXO0qtpQvuRvNv+sEdTehy567iVwCw7bgslfAFg6v9R2j50N5Hqo8If5D25PX7B9JktAllaWhav7jsqeYzCX5YHoAgMF0lFd6D9MWqiJ4nWSR+fws0YIYOEuFK8DvtT3F0zUrrhl6I0kSChIh3UtI99IcmH8+gOFMjMncpbGp3B3gmdqV122rJElokkKZO0CZO8Cqkrp5X2++SJJETSSIIkmMxVPIssSOUx388mNreWpNKwj4wb6T/PjwWdYuqqWmJMhPjpwlls7y3776DBUhfz7RMRTE197xKMmswW98ciPVJcF8BnRHoMy4UXZPRJlKp/mTzzxFbTifjFcIQVNpCX/8w7cYjiceCHEiaaXZN3kMS+SFzXpvFU9UbMGr3v7fZjkWg9kx+lJDTBkxTGGhyxrlrhIW++opd0U+0mp4Pnldkq5UH2PZSVJ2BhmJgOan3ltFo7cOt3LzbqV5r78kXal+xnJTpK0MiiRT5oqwNLBowRrHjnAYzozRnR5kKjeNKSzcsouwHqDJW0eVp2zB5W24GpIk4VM9PFe9nagR582R3VjC5nyii72Tx3ih+vGb9l6yHJvBzCg9qQGiZhxb2LhkF2WuMHWeKqrc5Q9sWONstYae1CCDmRFiZhIJ8KoeKl1lNPnqCGn+B8YjLP9t0vJCBTCaG8cWFop047HAr/owHKMQyjFLysrMVPfIe9C6FTcCh4yducaZ8p5opmNiOHPDMtN2Om/Qy645c9nr9b5bcWELB8MxC5U1AAzHwJnxEJZgpvqamOOhbYt8O0NacOY4CY/iIWWnC8lCPyo+xTuTz2yujZSxMwgEXuX6i4kfN1KpHD/4/kH6+i7NLVeuquO3f+cpWlqvtKc0TSEc9hIOe2lprSKVyuH1fvRQCUWRqaqaX4L0m0EIwcDAFKOj186bsVBZsOJEQ12Ekx/0MzwSI+B3Eynx8eY7H/D8s2u42DFKKpXD4751pc8WDnFj7kDmVXX0O/xBTJgZdgyfnWPEPlTSwHO1q+dVqcCtaHyxcQMHJ7roSo4DMJSJ8dbQaZYEKq6q2jpC8P7YRQbSl5J/VnvC/NKiLYTmkclfkxWeqV7J3rEOdo60A5BzLH4ycIJt5c1XrFrPYgmHvuTknGR+1Z4Qjb4br/Qt9pdR6g4wPdNPE7kkPakJGv0Lb5VQCMHBiS7Oxy6F6NR5S/hcwzr88/T0eKp6OT8ZOMFAOgpA1Eize/QCG0qbHshJmkfR8V5mqCTMLKZwrji2MzHGoQ/lXpCReKFuDQ9F5ldauNFXyktNm+g5M0HCzOIgODzRzZnpIbaULb7ux3rfeAfdyYkPtVvjS00b+WT1sjt2XzL2pQkOMJPLYmG4TkvkS2kJIegancK0bdYuqs2LDRKsX1LHK/s/YGBympDXTfdYlOV1lVSE8isCkjS3WO6qxmoqP+jg/3x1J1taG9nS2kB9WQhlJgu55TjoioKuzO1rXVVQFRnbufJ5uR85n+hiJJsfz1VJYX3JCqrdFbettPBsgrqLiR52jO3nXLyLuJkkO1PKT5EUPIqbEi3AusgKnqzYSrWnfF7GsxCCCSPK3olj7Js4znhukrSdxXQsJPLJJwOanwZvNU9VbmNVqHVeosusKPHe+CH2TRzLCxN2BsuxkCQJj+Imooeu6VmyvmQln6l54rqeJ3cCW9j0pAZ5Z3QvZ2IdRM14vsSlcGYqb7kIa0GWB5fwVNU2mrx198UY75ZdPFe9nVOx8/Slh8g6BkenTrOtdN1VBaKsneM7XT9gIDNCraeS31j0JdyKi6HMGG8M7+LEdDsxM0HWNgoVwjyKm4Dq4/N1T/FY+aZr5rQ4NX2OHw6+Q/oqlWwAatwVfK3xhXlV7OhJDfCvfT8jasbxKG4+U/ME60pWzKtPBIKfD+9mz/gRHBwaPNV8peHTV+2PfEnNHCem29kxtp++9BBJMz1TVjJfutKneChzRXikbB3bytYR0cP3vTGZ95yw6Uz1YAubkBaatyjX7FvMm84OOpPd1Hqq0WbKXp6OteNXfdR48gbkYl8T70/s5+T0aSpc5bgVV6GUp4SEKqks8S/izZFf0JHsosFbhy7rmCJ/LrfiKYR0zIcKVzl+1cfFRCerQ8vxKl6yTo7uVA+5GfFDlmS8igfDMRnNjtHgrUMgGMoMM5Ido8qdT/6tyxqtgSWcip1hKDvMYl8TsiQXRCxd1gpicb7Km0bOMcja2StyTjT6GtBljfOJi7QFWvEo+ZwTZ+PncYRgib9p3r/xQcdxHA4e6ODkiV7EjHhUXR3m67/yKEua57eYtFDLfuZyFhcvjpDNmjc+eIGxYMWJNasb6B+cwrYdgkEPn/zEcr79N+/yzs6z2LbDlk1LqKu59RJRjhBzjGYZCc8NsvgnzSzvjpybk0TzanhUnWdqrr7SOZZNcGiyu/D/bkVjW0Uzle75xeAB1PsiPFrZSndyHEE+ROXoZA/j2cRVKwFkHZM9oxfn1DV4KNLA0lD1vK/p19w8U7OS90bOFdzb22PDdCTGrrlKawtnjneKBJS6AvOaiGmySqnLR2c+0gFHOIxl49f/o3tExjY5MNFVEFIk8oJTy3WSO34YSZKo9IRYU1JfECds4XA+PsxkLkWl56OVb13IaLJyhRCYs605RjnMVrTpnxOCVeEOsK2iBdc83REVWWZrRTNNPWUF74kpI8XhiS7WRhqumQDXFg67Rs/PccFs8pfx2fq18xISPyohzTMn9nMkE+NifIz6eYh6dxIhBPFMjrRhEfa5iWfyLrUu7VJfeHQN23EwLQfLdjBtG7d+7b6qjQT5489/gl1nutl3roefHW3nq48+xDMPLUVXFcr9PlKGyZ6OHp5sW4LPpRPP5njvQjeaolDivf+9Jmxh05HsI2Hmx0q/6mN1uO22GqymY7Fr7BCvDLzJRC4655mebUPSSpG0UgwOjnF6+iJfb/osq0Kt1/WiEAj60kP8c99POBY9Myd5a34/ZB2DbG6K8dwUFxI9PFe1nRdqH79iYn0502ac7/a+zt6JoxhO3sgIaQFKPMGZjPcx+tLD1/z7WnflZdW+7jyWY3M0eprv9f2E/vTIFf1sCZuklSZppRnMjNIe7+IrDc+zuXT1gveikCSJanc5q8NL6U8PIxB0pfoZyY4T0a/M/eIIh97UEJ2pPtJWlpiZYDg7zne6fsDFRO8VlRksYZOwUuQcA7fsum78e9xMcTHRR8q+etWufKWI+U3My12lpO0cFxI9yMhUukpZFVo6r2SfaSvL3omjnEt0ISOz2FdPQLv6c52y07w+uJM3hneRumyFPz+PMzEck6gZpyc1yNl4J19v+iw17vnNIxYShmNwNHqC3nQ/juMwaUxxcOooVe5KlgeXIiMTM2OMZSdI2xmiRpSklaI9fp4SPUypHqFUj9DgrWNb6WbeGX2XuJmgzFXKUGaYw9HjbC97mDpPXlBYGmhhVWgFb4/uJG4maPDWYgqLkewoa0KrWBZspc5Tw7ayLewc30PSSlHlrmA4O8rBqaM8XLqRRm/9Fe/rtQjrIR4u3cSOsV1oskqNp5rBzBBdqd7Ceywh0RJYzK6Jvbw6+Dprw6sxHJNj0yfnhJboss62si20xy/wz72vsCmyHr/qI2WnSJopnq56gqCWDzdXpfy1snaWnwy9SUtgMZawaQu0UOWupEyP8InyR/j5yC9whEODt54JY5K9EwdYFVrO0sDVy9d+HEkksuzada5QLUPTFB7dvpRVq+s+UpjGQiIRz3D2zOC9bsZHYsGKExXlAb765S143Hmh4JGtLYRCHi52jFIS9rJ2TSOh0K1PSAXiionUjVxZY2aGl7v2ciE+et3jyl0BNpctvqo4cT4+MqcMZlBzs6F00U19fFyyypqS+jkJBbuTE/Snpq4qcvQlJxnKROdse7h8yU2Vq5SAlmAltd4S+mc8MKaNNCej/awM1161/YJ8+MyHzyLP83dKsyf48Pnu8kRzvkwbaU7PGL2QF5yWhatvquqLV9Wp90W4FNUIQ5lppozkAylOyNKVZY2uZkikLYOzsaE5QuKSQAWN/rKbemdKdR8rwjWcjQ0V3vtjU32krdw171N/Okr/ZaWGH6lopdR1/eSzt0qVJ0y9r4SRbN4lL+dY/PWFdxHA+tLGG+Z5uRMIIUgbJu+cukBrdRnV4SCGZaPIMn0TUVbW51ewusem8Ll0IgEPXpdGxO+hZ2yKrGEVEmBeQkIIKA34eHHLSh5fuZgfHTrDK/s+YOvSRkoDPppKS3hhVRuvHjvN6yfb82F/toMEfH3zWqqCdz5H0J0mY+cYyFyq2BRQfTT55r+KdyNsYfP++FG+3/8Gk8Y0iiRT5a7goXAbS/yNeBQXSSvNuXgXJ2PnmMxN05nq4+WeH/KNxV+mLXB17yIhBMPZcV7u+REnp8/h4BBQfbQFFrMq3EqZXoIlbIayYxyPnqUnNUjCSvH60E4USebTNU9cs8KIIxzeHtnL+xNHMR2TkBbguartrCtZjk/1Ish7VeyfPM6O0f2k7SwSEiuCzbQGmgrJQq8VJnkncITD6dgF/r77VUZzkyiSQr2ninUly2nw1uCe6eeOZC/Hp9sZy07Snxnmn3tfx6d6bigELQQkSWJNqI03h3cXhJb+zDBLA4uvKybknBwdqT52jh7gYrKXUleYJb56Gn21+FQvhmMykhmnM9WHS9ap91Zdd4xb7K/ny/XPEjXjBbFnID3CYGZ03gbmLD7Vw/qSFZyLd2IKi/OJboaz49R7rt8GIQTt8U4GM/mw1YDmY33JyqvG8GftHK8P7uSnw++RsbN4FQ+tgSZWh5ZS5c5XVJo0pjk1fZ72RCdJK83hqQ9QJJlfX/QiZa6Sm/pN9xKf6iOshTgaPVHw/NJklTXhFTxStoVqdz7R98VkN7vH95KxM6SsNI4QvDP6HpqssqFkLU9UbMetuHm++hkirhJOTp/mg9gZ/Jqfz/3/7L13kF1net75O/Hm1H1v5250QmjkSCKDCSSHnBykmdFIMyPJClVeS/Zu1bq8Lm95bf1hq9ZJtnZH9o5kz4w80kjDSZwAcphAAgSRUwNoNNA53+6b40n7x2nc7ovOCGSDwwfVAPre7+RzvvO9z/e+z1P3AjtD20oErkNU+XTdizS46rgYv0JXuhtZkKhUK3DLbgQEHKKD52ueIaQGOR+7RGfyOh7Zwydqn2dXxXZkUUYzdQKKn4gjzOzCDlEQqVQrCCiBUpnKU1WHkUWZi/ErdKdv0+pp5jN1H+fE5Ckcoq1Fsc63ls83fIoT0VO8MfE2AcXPgcrHmChMolt6aRzU5G7gd1p+i5OT73E2dh7dMlBFhQ7f+rL7yX7+NhGrPcr5+CX6sv14ZA91zlpqnNVIgsShyH48sofTU2e5mb6NW3LyTPUT7K3YU0aKhNQgBaO46vuch4WR4TiXLvSXfo9EfDzz7GYU5cGHx/m8xv/757+kvz+6YBu328HnvrCHHTuaV7TubKbAxESKkZE4fX1R+vuiDAxM0X1zJk49e7aHf/7PvockLXytDx/ZwCc+uXPRNu8HVi05IQgC7ll2J06Hwq7tzezY2oQg2CnFD2JgLswTKK/0pXYvuJkcKxugBxQ39e6V1cwKgkCDO0RAdZfIiXgxy3Aujok1R2ioJxMtsz90SorttLHCbQYUF42eihI5kTc0etJRNNOYV4xTQigjaCws4sUMpmUtSVJollFG4tzRolhtsOusc/SlZ2rWnJJK4zLtXe/Ars22xZT06eA5XszNa1v5YYBpWXPICEUU56Sx2y4eMx26iECtO7iscqTZEASBtb5qJEEskROD2RixYpaKBRwtetPRkosK2ITK1lDDQ5/h9ExnXl2KDZZIma7kKP/nxZc4VLWOp2s3srOiaUmHngeBbKHI5b4RNMPk9M0BTt8a4PeeeZxIwIPHqdJSXcFfH7/AJ3dvxLQsvv/uFTY2VtNcVYEqSxzqaOEvXnmPv377PNub67CwSGULPL62Cacqc2VglKHJBDXTehOxdA6XqpT6B1WW+PT2jXTURjjbN0QyX6TC4+Kx5gbaIhVIj/gMB9iBS7QwQx5XOStxiA/G8suyLAayo/x4+DUmi3FERDYH1vGVNZ+iyVUzrdIuYGFxMLyLrnQv3+r9Id3pPvoyQ7w0+Ap/0P4lKtS5GXmapfPq2Akuxq9hYuFXvHyx8UWORPbgkFQEROx6a5MnI4/zk5HXOTb6DnmzwM9Gj9PormVfeMe8+x0txDg5eR7N1FBFhedrDvGp+mdwiDPZjXXOKhrdNeSNIq+Nv4tpmdS6Inyh8WMoooyIuHjh+APGZDHOD4ZeZawwiSxIPFaxlS81fZxqZxhJsPs2E4tDkd3sS97mW332eR7Oj/OjoV/S5K4lNM95Xm2odlbilT3ENTuTcSg7jmEZyCzcL6b1LN8fPMZ4fpI9oc18su5pWr2NyIJt82hZYGKS1rNMFmLUOCOL7kOtM8ILtU9MSwtaWJbFK2Pv8O2+H1JYZsbEbGwPbuDlkTeYKEwxlBujO9VHvauqVF42H4qmxqXEdZKabWvd4Kphva9lTjvTMrmc6OKVsRPkjDw+2cNnG57lmar9OCVHKTi0MDkSeYw3Jt7jewM/I6VnOBfrpMXTwGcbnn1kgsh9FXvYHdpe9pmAgCRIyMKMcPT2wGY2+TcwZxYKkAQZAXus71U8PF11hMPhA1hYiAjId57vO+sXBAKKnyerDnEovA8TCwGbVJCnRSZt7RQ3T0QOcrByL+Y865IFiRdrn8O0zLKuwyd7+VrzlxEEEWX6GHyyl+ern+aZKvs+lAUJSZDYHOgouV+oosK+yj3sCe0o255pmVhYJaFPSZBo8TTR6K7DsAyssnNWfg+6JBfPVj/FU1WHS+3uZPnY+hsO9lXa18A+D0KpP5w9Xvj1xs9gWfzKCmJ2dg6RycyUhXVsrKe29uHoFxmGyc2uUa5fH16wjc/v5OlnlldONhsnT3bzX7/xGslkHsM0MQ2zzPIUIB7LEo/Nn2V2B23t1Sve9sPAqiUnYvEMWBAKzaTGiaKAKErousHkZAZ/wIV6n+yWIFCWmm17xxtY0w/zvMsg4BDlOTOthmmiLVPIZjgXLyNB6tzBe0oRr3L6y/QMLGA4G0c3jTnM11guScGYeWFHHD68C6j+LwaP7KDGWT6LP5FPkdEL85ITsijR4g2jiFIpg2IoG2cgM0WTZ/Hg/XZqgolCqvS7V3YsS6vig0A0nyJrzJAIaT3PX9x8k7/pfW9F6xnJJTBmBex5o2gLRH4IUTD0snsSbB2Ku7N5CqbGWH5G1EeVZOpcwWVn4MxGg6cCadZyBUNjJJegbQGxyrF8gvwscqhS9VLl9N3TtlcCSRB5pnYjV+LD/GL4MjlDwwKSWp6Xhy5xfPwm6/zV7A23crBqHfXuED7F8cAHr16XA8O0+OZrZ1BlkdqQn3/yicPsaq1HEkV8Lge/+/QeXjp1lW+/dQ4Q2NhYxaf2bMLjsIPrAxuaMUyTYxdvcqZ7EEkSaa+p5LG1tl5IJl/k2MWb5DUNRZKo9Ln5/Wcfpy8W5z+9cZJKj5tqv5cav4/9bWvwOlRUWUKRJIqGgUNYfjbWakXR1EoBDkBYDT6wa1kwi7wdPUt/1h4U1buq+HLTJ2j3Nt3VUkCSHGwJrONLTR/nz25+i7iW5EL8GudjnTxR9dgcUu52eoB3ora9rioqvFBzhKeq9pbZ99nZciIRZwWfb3ieaCHOqcmLJLQUr4y9w6bAWvzz2KDeyvQzVbSf+6DiZ3945xwxTUEQ8Moe9lVu572pSyS0FJ3JW0wUpmh035+b10phWiYnoxe4kbJLNlu9jfxW82eocpS/5yQEJEFkU6CdT9U9zTdu/w1pPcP1VA+XEl0ciex5X/f7XuCUHFSogRI5MVWMz8lCvRs5o0BvZog9oS38g9Zfn1sGIgBIVKiBeYmwuyEIwpygzQ5C760vCDsq2BHs4NjYO+iWwZnYFfZUbFmwRMOyLCaLMc7HrpXGjI9Xbps3EyitZ3l17ARxLYkkSDxTvZ/nag7hmqOFIuFTPByt3k9fdog3xk+RNwucmrrIgfBOal3LF1X+ICGLMvIyQozltrsTpEvS4pMCtgj14u2WWpctpD03WLdtSee6y8nC3GO4u91825tvguNORoZytyL4PO3m227p+2lSZykb0rtdS36VYFkW168NlwXx27evweF4OESNLIls3daIwymTTuXJ5oroukk2UyCTKSy9gkWgaTqSJOKZZRZgGibJZK50fKoq4/E4EMSF+8fVop+xasmJ7//wHLph8Pu//cSc7yaiKf7dfzrG7379MOvXzu9MsVxIgoh31ovEwk4hNy2rLICZDb/i5Nea9zBVKNecuBIf5s2x6xTNpQmKWDFTxhP7Fec9Da5t8c7yyxgrZtEtk7tvsYSWLSuv8MiOexL+VEVpjrVlSsuVpdzPhoCdgt/ijdCVtG1Th3Nxfjp0ia+1H8S1QMptspjjJ4MXSWkzrOa2UCNVztVZ3nC364tmGlyJ33+9lzFtR/lhRNYozskKCagulLvuS800SMwSrpUEYUH3k6XgV5xlxKNhmWXZOXcjUcyVPdN+1YnzfZhlEASBkOrhH254ikqHhx8NXijZzAIktRxnJnu5FBvk7/rOsruymSM169lR0UTE4Xtg2RTP71jPE5tasSybIFYkCaciI856wa2JhPjD5/aS12yRQoci45BnrqEqSzy1uZ1969egG+b0ZzIu1Q4kdrc3sLmppiRsqcgSLkWhdzJG0OViKpujP5YgV9TIaRqSIOJWFbt0xOPiy49te+RLOwzLIGfMDFCcknNegrxoapyPdS4oAhhWg6z3t5bNhMW1FKenLpdmEveHd7HGXbfgvggIrPe1sDu0mVfHT6BZOicmz/N45Ta88kzmmmmZnIldYapoB6i1ziqeqHpswVk4AQGf7OGpqr1cSXSR0jN0p/vpSvWyK7Rpzj0bK9oikgBe2U1YXXhGq9YZKWWapPUMo/no+05OJLQU5+Od5E3bYnB/5c45xMRsSILEBn8r9a4qbqR6yBsFLsdvcCi8a9XPkN8RrrwD24Jx6feUS3LyYt2RefUpPmi4JSfbght4J3qOjJGja7q0YyFyAqA71c9wzk6dDjtCbPS3lc3m30FPZpCuaYvgiCPE/sodOBcJDJ2Sg8dCWzkRPU/OyDOUG2cgO0qNM7LqzttH+AiPIopFg5GROHfmAp0uhdq6YNnY5kFCdcj81tcOYegmpmWhaQaZdJ6XX77AS39/BsO4d2Hvxx5ro6kpXJaRPzWV5s/+4zEmJ+1Jjy3bGvnCFx7D7V6YgKis9D60418JVi05kc9r6MbCQX50Kl0SMLkfyII0p0wgaxTI6IUFLfu8ipNPNe6c8/n3+89yYqJ7SXLCwqJw10y4Q1LuSZFdFeU5gml5ozhHl+HONmcHuQ5JXpHexB1IgjhHhLBo6ugLKOYLgkCjp4JnazcykJkiZxTJGxr/s/cUggAfr99GQHUjCyIWtiDWaC7B3/ed5ZejnaXyhojDxycbt+NXV6f4Xe5DWnrxMJEoZucIy1Y5/TjuysCx7bpmC9eK91xH7rxL8NbCIm/MnwJsWXOfG6ekvm+q+oIgEHH4+P21R9gXaeNHAxd4Z6KbxDQBCfazN5pP8JOhi7wxdoONgVpeqN/K4ep1VDi8951R4FRknEtkqAmCgFNVcKoLWyBLkoB3gVkcRZJQXHPPaWukgj96er9ti6ZpTGVyjKcydE9McqZviIuDIxQNgxe3rH/kyQlb/2jm3bGQ0GvOyPOtvh+Uatzvxp6KLTR56soIgoHsCBMFuwzPr3jpuIu8mA9uycmmwFremTxHzsjTlxliPD+J1zvzvkzpGW6nB9AtHQGBdm8TVY7KRYMnQRBo9TZSNx2Q2wRFH1uD6+fMVurmzLNnB+uLr/fOt6Zl3bcd30phWRbj+Un6MjYhrYgKG/1tSwaSITVAxTTpYmIykh8no+cWDYhXAwTEMrFIO2tiaXJirXcNTe66VRlgC4LABn8bje5arqdsJ5szU5dp9zbNSxYZlsm7UxdKafObA2ttd527S4Uti85kNxndJsGrHJU0eZY+B/XuapyiSs7ITxMUY+ywNqIIq3bo/hE+wiODeCxTlrFQWeHF7394Wl6CIOBylROSlZVeqqr83O8mKyq9VFSWZx+OjsZRlJlxVTDgZkNHHT7f6oyhZuOR6+EsC6ZiGfL54n1fTLDdAqqc5YPatFYgXswuSE48CDy4W99iOQMCe5vzi1Xe21ZXtqQiSnyycQediRFeH70+rTuR5Zvdb/PKcCcbAjVUOnyYlslEPsXVxDCjuUQpIPXKDj63Zhd7wysT8Hw/cXd2gyrKrPNXr0gQcyGsVFvhUYA9mE8SnZUNIGDrqNx9zoRpt/C71nBv273PJebbk4cJQRBwyip7KlvY4K/lWmKYX4xc5fxkH/3ZqbJsqLSe5/RkD9eSI7wzcZOvtR2kI1D7SFgULgZREOgam+Tk7T4GY0kKuk5dwM/TG9roqIlQG3i0iQkbAuLsjB4enD1qf2YYfbovDSp+KpdhTSgIAjXOMF7ZTc7IkzcK9GdHaPXOWPcmiqkS6SEKAmuWEXABOEWVBldNqfyhPztM3ijMIUx8ihdVVMgZBhk9S0rPLCieGS3ESs4MDlGdt0zkYcLCIlqMk9Ds/kwRZLpSvUwUYkssCSktjTCt+ZE3ikYBqQAAIABJREFUimSM1U9OmJaJNoswtssrlr72Da4a3NLqfZ8FFT+bA2vpTvejWTqdyW7iWmreMpPB3Ci30wOALai5PdgxT5kG6JbOcG4czbJtdYumzpmpK0vuS1JLlY0rEloawzJQHr2h+33BNC3SyRyjQzFSiRyFvIYgCrjcKsEKD9V1QZwutdT3pFM5rl0cIJ+bmXQQBJBkCZdbJVTppaY+hOqQl9VfWabFQG+UvlvjCAJs2NpIZWTh7MRkPMv1y4MU8hq+gIstu5rnFRg0TYtrlwaYmkjR0FxJU2vVBy5E+KuEVDpPsTjTh3m8TpzOX03tjdWGVdXDpVJ5XnntKgNDU1y6PIBpWfy7PztW1sYwTHr7JggG3ETC9z8gdUgyjZ5yS9JYMcNYLjntmvDgwxABYU7wldOL95S6XzSNORkLTkmdM1tqb1NGFISSAGHe0JasEZ0PumXOyfxQRQV5CVG6aqefP+44ilNSOD7WRUrPkzc0bqbGuJma3/lEFkRqXAG+1PI4n2rcgUtevfVxd6f6B1U3/7jj2QW1DFYCn7I66sAeJIqmTmd8mMwsnY6A4qLZG55DQImCff/eIatMTPL6vXk35w2tLLNovuex9J1gi0jdCRzuLK/dw3NzvxAEAb/q4vFIGzsq19CXnuRCrJ+3xrq4FBskqeUwLLsXSWl5Xh3ppD8zxf+68TkeD8/vtPAo4dXr3fz86k22N9Tw1Po2djfX43WoOGT5kdebAJAQUSUVprvWglFkPipNFRUOR/YQL9pBsIU9K7uYneZkMV6ybPTIbjzy8kSFA4qvFGzpls5UMV72fdbIk56eDRYQCKvLcxOQBIlKx0yJxlQxURbo3kGbp5EKNcBQLk9cS/Lu5AU+Vnu4JEYHNsmZN+ya/Dv7UuWspMn1/utN2OfZvmYpPcN/6/neitejWcu3v/wgYVgmuVmlRR7Ztazn0Kd4lmXP+UFBFAT2VGzhtfF3mSom6MsOcyvdTyi0uawPNSyT87HOkiZKjTPC1sD6efvZrJEv6clYwPXULa7fuLXifcubhTk22x9mmKZFfCrN2692cuqtGwz1TZKMZ8nni4iCgMvjoKLSR1NbhKde3Ma+JzYAMDYU58/+5MeMjyTK1icrEm63g4qIj7Ub63j649vYvGMNkiwu+n7MZgr83X9/m2M/PA/A7/7xs3zqN/Yu6Ogw2BflP/2rHxEdT1JTH+L/+NNfo71jLnFrGCZ/+83jnHrrBp//6gG+8gdPIrlW7xj3w4Z8XsPQZ54nVZWRlfknckzTIpXKYRoLx2mqQ8btVh/5sdZqwKp6QyiKRCjopvvWGOlMAV036emdKG8kQEXIw3PPbKHuASiqKoJEk6cSt6SWxAxjhSz9mSl2Va55aDdZhcNTZheZ1HL35MWe0Qtl6e4AIdU1b3ZBQHWjCBIFy26fnmfZ5UAzDdJ6eUmNT3HgWGLAIQgCTZ5K/tGGp5EEgR8PXgTsMhERAd0yEAURVZTwKS4iTi/bQo0crd3E5mD9PQmGvp+4uzzIsuxUzwrH6p4B+6AQK2Z5N3q77LNql5/2ecgcRZQIKG6S0/ojummW/r9SJIu5MiJQEsRFHWB8ihNFFEvlWmktP0fE8/2GKsqs9VfT4g3zdM1GOhPDHBu+ysmJbsbzyVI+VVdyjL/sfpsWb+SRt6L92r6dPNbcQOfIBG/f6uWNmz1U+7y0RkI8tb6NgOveNEhWC2RRwiO5uPPGS+uZeW2TnaKDT9Y9XXpfGJbB/+j7waLkRM4olNalCPKyg0NVVEqibYZlzdG50C2donmHXLQV4pcDURBxijNts3p+XqK83l3NrtAmRvIT5IwCL4+8gSSIbPS3l7Qvklqas7GrvDl+Gs3ScUtODkf2LJuAeVAwscjpuaUbLgHLslatXfZsFMxCKTAHuzxlPq2FuyEL0kOZ9HmQqHFG6PC38U70HGk9y+XEDTYH1pZpbCS0FJcSN9Cmx1M7gh0LZrsUTe2BEE6/SsQEQE/XKN/5ize4cOo22UwBr89JpCaAy61iGCapRI6RwSlGhqbYtP1ucV8bjS1hKqYnMjXNIBnPMjI4RX/PONcvDfD1f3SUxw6vQ5YXzi6MTaa5en7GbvL8e7d57jO7UAJL96MTYwneOnaVptYqHB/Nyi8LRTPPaO42eTODJMg0ujtQxZlnTzc1xvK9ZIw4INDgWo9bXvlktaEbZXGXokgLZq7kc0X+9b/8AcPDC2fCPfXMJn7ztw6iqqs7VnkUsKrOoNOp8OSRDg4fXM9fffsd4oksX//NA2VtBEHA7XagKtKDsRIVBNZ4Kql1BbiVtoeFmmVwIdbP0bqND620o9FTWTYbO5xN3BNRMJ5LlglGCkCtKzhvGnedO4hLVilMpzFN5FOktLwdRK/gXKb1PKO5ZNlnEacPj7z4wNSyLFJanh8PXuTExK3Scp9t3EmTtxLNNJAEEaekUKF6qHeHqHL6l8zIWC2ocvlxiHJJGDRvaAzlYuym+YPdsVUI07I4OXGrJJAKtsjl5mA9tfNY6roklTp3sGRfWzQN2zLXMlcsHNefmSwb5DkkmVrXwsrwVU4/TkmlaNqBR7SQZqqQWfFz8zAgixIVDg8Hq9ayp7KZs1N9fPv2SU6Md2NO2+tdiPXzzsRNPt24Y9WL7N0N3TTJaxq5os54Ko1umITcTvKaj2uj47ataC5Pe6SSLfX3J478QcMhqoTUAL1ZW7NgvDA5b2nHHZu4O9BNfY5jwVyUF+It964VhNltLZijZXTvpYHlj878a5IEiRdqjzCWn+Rc7CoThSn+qvclqhwVBBQfFhaxYpJoIYaJiVf28FzNQQ6Ed34gz+ZsgiWshnimev+KSRKf7H4krERH81FS+oxeUJ2rennlY8KDsYF/mPDKbnaFNnNm6goFs8j52DWerzmEa5oAtSyLwewo15M2ue6TPewMbVqQnLFmiVoLCGwKrOXxim0r3q8mdy3Kr4Dlo2VZDA9M8d/+wzHOn7qF06mw/6kOnvzYVpraInh9TgzdZGoiTc/NUXq7x3n8yPp51/XJLz7O0x/fjiBAsaAzOZHi4ukeXvr2SQZ6o3z3m2/Rsq6a2oaKeZcH6L42zNhwDF/ARbGg09s9xmBvlI5tjQsuA7aAtGlYHH/lKk++sJWWtdXvy72vm0VG8z30pC+RNZLIgkqtq412386yIH+1wjA1RvK36c1cYSB7na+3/AmVjvrS9yYGE4UBejKXuJ48xZfW/DOa5S0r3o4oinPehQtdHdOymIgmGR1NLNACksn7J6c/go1VRU7cgSSJrFtbzdh4korQw68bbXCHaPVFuJ2OloZwZ6I9DGfj+AMPh5xY769BEkTMadGupJZjIDNFpWP5x2t718dIaDNOAwHFRa07yNxHDlq9VXhlR8mZoGjq9KajbA01LnuwalkWiaK9r3fgEGXWeCrnOCzcDd0yeXnoIn916x0yegGf4uQfrn+aj9VvwSEur/ZvtUIQBIKKi0ZPBd0pW6guaxTpSo6im8YjX/P/IGFZFgOZKX4wcI6MPiNG5FdcPFXbMW/Wj0d20Oar4tR0poWFxXA2TryYpWKFz0x3arwsiKhzBRfNnFjjqcQrO0hq9otHt0w6E8PsCbegLBkUvn9wSAp7w61Uql7ixWzJKSZnaFyND/Fc3eYlCcTVhstDo/z5m6coaDqyKKJIEi5VIex1sbOpjhc3r6cu6KctsjrthVcCl+Sk2jlzHLFikpSWKZutved1y7YblGFZaJY+bwnFfCiYWkl4VbzLnQHsLAyHqEyn91slZ42lYGGSn1XO5ZScC2oJRRwV/E7L5/HKbt6YOIVhGYwVJhnNRxEQUEWFSkeQelcVh8J72Fu57YGcs5VCQMA1Sw/DIakcjuwpu6YrWddqhmlZXEl0lUher+ym3lW9rMyJRwGiILLO10ydq5qezADRQowriZvUuaoBm4Q6F7NdWQA2+tupdc0VwrwDRZRLmZ8CArXOCC/UHr6HPVvtd8aDQTZd4KVvn+TymV5UVeZjn93N5796gFDYV+YkEKkJsHZTHflccY7Q4B0oioTTpSKKAi63A3/QTWNzmHyuyHf/21sM9ka5fnlwQXLCNE3OnryFYZh0bG0kEcvQ2z3OxdM9bNjasOi4NVITwOFUGOiJcvL166xpq0KSHu4V1MwiF+K/5GLsdYJqBL8SJmskuZ25SLNnyyNBTjglLztDzxJ21DOW75nzvSI42Bw4RI2zhb7s1XvejqJIiLMyJXTdwDAXptsVWS4TmLQsC13/1cpmer+wKskJgF07msuESh4mXLLKwap1nJy4RXo6WBrLJ3l56BLtvuqHMnPf7qui2uVnMGunCCW1HKejPWwLNS47SM+bOhdjA2Xp7Wu8YRrcoXnXUe8O0uqNlLYJcGKimxcatqIuU/3ZThUfZTg3U3scVN1sCS3eSQOM55P8fd/ZUkC6L9LGUzUdD0QwcjUg5PCwNdRYIicMy+RibIDRXIL6Ba7Jrxosy2KqmOGvbr3Npdhgaa5UAA5UrWVrcP6ZCJeksDlYj0dWS9ajt1Lj9KYnCameZZ/baCHN1fgQxqwZ4O0VTbilhes8m712ZtXse/7NsRt8pmnnisjE9wOiILLOX83+SBtdydFSKcpYPkne0B45ciLs9fDJrRuo9HgIe92EvW4CLifSI5JNtRKoosKaaZeNoqmR0rN0pXqJLGJFuVxUKHbKvYFJ1siRMXIEWbrMJ6WlS4SDLMgE1PLUWZfkxCt7iGspLKyyNP/FoJtmWdug4kNeoNREQCBtZIlrdrbeWm8zB8I7S1owHtlFxFFBk7sWt/TwlNaXgiiIBGelFie0NAWz+MhlKy0Fy7IYy0e5EL9Wmsxp8TRQ+yGzuLRLO1rpzw5TMIuci3VyJPIYDkklpWe4lLgO2GVWO0Mb8csLl2+6JGdJBNTEvvctWLXi3h8kLMviVtcor//0EoZhsvvAOr7w9YOEKr1z7q87LlAe7/IDbkEQUFSZ3fvX8sO/fpdMOs/A7YkF20fHknR1DmFZsOfgOkaHprhxZYjOi/2kkjn8gYUnNizT4qkXtvLtb7zB8Vev8tSLWxfN0LhfWJbFUK6Ld6M/ZlfFs+yu+Biq6MCyLIpmDofkxrIskvokN1NnSWjjeOUQ7d4dVKh1WFhcTbw9nd1zEEEQ7PZalHOxV9gZOkpAjaCZBfoz1xjIXceyTOpda2n2bkURVQQERnM9jOZ7aPZsoTt9jkRxnApHLZsCB1FFJzkjTU/6MhOFfnSrSFCpZr3/MTySbS8sCAKKoKIIjnnpOEEQkAUFRZz/e8uyyBpJulNnmSqOIiAQctTS7t2BR57JSnO7VZRZ5Tz5vLZg3OlwKPzmVw+STs/EWxPjSf76Oyc+IigeAlZtz+h2qQQXeOhN0yKRzFEoPDjyYm+4lXZfdel33TJ5ZfgqJ6PdGAtYZN4PIk4fB6rWljIcCqbOOxPdDOfiy6437U9Pcnysq/S7IkpsDzVR7Zx/0KmIEk/UbCh7IV6KDXI1Przsbaa0PL8YvlKWJNzuq2adf+mU6v7MJFPFdOl3v+JaMtviUYJbUtkfaStz1riRGOXt8Zvo77Ot3WqEaZkM5+L8+fXX+NnQ5bLshTWeSj7ftBufMv8gQxAEtlc0scYTLn0WLaR5a/wGuWXqPximyTvjN+mflfXjV1zsqWxZ1JZUFWUOVK0t+6w7Nc7Phi6XOWWsFgiCgEtyfCiCosZQgE9s7WB/WxPrqsNUeNwfSmIC7Ou21ttcSunP6jkuJW5QMO/forjZ01DSmYgXk0wWln7P2EHoJOnp1H2npNLkLheZDKo+qpz2YNu0LPqyy3uXFMwig7mZkq5Gd22ZBsVsxLQk/7P/J5yPXaPWGeFrLZ/h43VP8kLtET5We5jDkT10+NvwyO4PNDgWEahyVuKbDlLzRp7+7PAHtj8PA5ZlkTMK/Hz0LUZydkDnEFV2BDcSUh9tTZu7IQkie0Jb8MpuLCz6skOl63k9eYvotAtLlbOCbcGORe89h6hS56oqlV9NFmJEC1MLtv9Vx7tvXCeTzuMPunnu07vmJSbuF16fE1ESsUwWjCUsy6LzQj+TY0kqIj7Wbapj/eYG3F4HPTfHGOqdXLS/y+c11m1uYPOONYwMTPH2q50Y+sMbM+iWxu30RQJqZJoIsPtUQRBwSHY8FdfG+cXIN7mdvoCAyHDuJsdG/4qxfC8CkNETXIy/Tka3yWMLi57MZW6lL2BhYVomF2Ovc2LyB+hmEcPSOTn5I85M/QxjOiNvqjjCudgxTkRfIlYcQRQk4toEIvb9Hy0M0p0+i25pCAhcTrzJiehLaNbyMu+WQtHM8fbE39OZPIkoSOiWzmD2RumY7sAfcONwzJDi6VSefG7+962iSBw+soEXXtxe+jlwaP1H7ioPCY/kWc3mivz9D85wq2d+n/d7Qdjp49NNO3DNClKGc3H+y/XXuBQfeOAiVW5J5WjtRiKzbEwvxwb5yeBFCqa+6LYsyyKnF/m7vjP0ZSZLn1c5fDxbt2nBEgIRgb3hVjoCMwPM0VyC79w+yVRxfvG12dvUTIOfD13mzGRv6XNZkHixYSuuRWaeZ7edzXK+PX6THw9eYDATI29omJaJaVnz/lizflYrBEFgX6SdzcGZ2riCqfPtnnc5M9lbOo7l4M6xGpa5qo95Mcy+Zhm9wKsjnfyLCz/g+wPnSuKzAD7ZyZdb9rKtonFRtfd6V5AnataXSiksLF4evMTZyd4l7w3LsujNRPnbvtOkpsVcBWBHRRObg/VLqswfrl5HnWtGCyOjF/jrnnc5OXEL3Vz+NVrJfWxMPw8ruf62c4HG7fQ4xVmOOhGHb0nB2o/wwWONu45WTwNgz7CejV3lVrr/vvuARncNYYdNIiS0FN3pPnRrcXK/YBa5nrpdEsGsdlRS44yUtfHJHlo8jciChIXFrXQfMS2x5LM4mBtlKGs7NLkkB63ehjk2onfQlxniYvw6JiYd/jbWeVtW5YyzINjkRIPbJuoNy+T01OWSheujDvt9ZPD6+Lu8MnaiJATZ7KnnQHjnh4IMvRut3kZapp/HicIUXele8kaBK8mbZKadYTb625cs3REEgQ2+1lK50Vhhks7krV85gcvlQNcMrl2y7Vmr64Js3d38UEjHeCyDoZuIkkAgNP9EaCGvceV8P+lUnrb1NVTVBmldX0N1bZDoWJLua8Nlbg93o1jQCIY8HHl+C6IocPzVq4yPLt4/3g8MS2OiMECNoxmXNH9W543ke6T1GM/UfJUnq77MszW/jSI6uZx4E80q0ubdTs5IM5K/ZWulWDo3U2dp8W7FK4dIaBNcTb7DnoqP8XT1V3i6+itsDOznevIUcW0mJktpU9S6Wnmq+is8Uf0lnqj6IvJ0H1/naufF2j/gqarf4ImqL7Mr9Cx9mU70B0DEA+hWkZH8Ldq8OzgY+RxPV3+Fj9X+A8KOhrJ2fr8Tn39mMjEWy5BK5R/ZMfeHCY/kaFXTdLq6x9jUUb9042VCFkSeqN7AuxO3eWXkamlW91pimH916cd8uWUv+yJtRJw+FKFcjNOwTLJ6cUWOG4IgsD3UxHN1m/lu7ymKpoFmGXy39z1UUeJTjTsIqp45QZNlWYzmEnyv/wwvD10sZTAogsQnG3ew1l893+ZK26x1BflS8+P8aefPiRezmFi8OXaDCoeHr7Tuo94VmjMzaVkWCS3H66PX+a/db5VKX0QEnqhZz95w67LqIFt9EZq9YaIFO3tiNJfgP157hW/dPoFDVJDmSdlzigp+1baX3BKsZ3OwgSqnb9VqOPgUO9DuSo4xUbCt/gYyU/ybKz/ja+0H2RdupdLhRRLmWldZlkXB1ElqOaL5NGenehnKxvmjjqNlpNlqRForMJ5PlYIUwzLJGxpThTQXY4OcnLjFzeQY8Vn6KAB+xclvtR7gxYZtSwYcgiDwYv023ov22IQEMJ5P8WfXf4mFxa7K5jllC5ZloVkGt1MT/Jcbr9GZmJnJrHYF+Pya3YvqTdzZ7hpPmF9r3sM3ut4kN02sDGZj/OnVn/Hllr0cqV5P2Omd11HmznVNFHOM5ZP0ZyZ5smbDkiUWf93zLrFilkNVNjESUt0o4sJCwJZlEdeyvDrSydvjN0sCbE5JYUuwHvcqtuH9CDZkUebJqr1cit8gY+SYKsb5/uAxgi1+6hapaV8KQcXPvsrtDGZHMTE5PnGGHcGNNHvr50+LxeJWup9Tk9OOSojsD+/EfZeWgyiIPF6xlXeiZxnNRxnOjfPm+Gk+XvcEijC3z7KwHT9+OXaSjGH3Bc3uBtb7Fra6jWspjOnMs3gxxVQxTkgN2GT3KisjqFAD7Apt4nZ6gIJZ5HKii3ei5zgQ3rlg2cpsGJaByOK2hu837JRwjdF8lDcmTvHa2LslC9Gg4ufT9c8QdizPQvZRg1ty8VjFVi4nbmBYJlcSN1nrbaYr1YuJhSoq7K1cnrDlel8L7d41nI93kjPyHBt9m1ZPI2s8dUsuawtqmiXnnA8zouNJElN2tlZzexUO14Mf+xTyGu++eYNctoDX56Jj69xyUsuymIqmuXy2F1mRWL+5gUDQjc/vYk1bFb23xjn37i2OfGzLgqUdWtHAwmLv4fW88sNzdF0d5vy7t3nuMzsfmvaEaRlI0yVv82Eod5Nq5xoCSng6y9JLo3s915In0cwCfiVMtbOZnsxl1ng2MVkYJq1PsbvyeSRRZqIwQKw4ysnojzgXOwZA3shiWgaaOVPy4FUqqHW1Id1VMm5ZFlk9ybXkSSYKA2hmgXhxnIKZLdld3y8coptN/oNcTrzJeL6X9f7HqXW1lZV0gC2I2dwc4eIFewIgn9cYGJhiy9bGRd1bPsLDx6ohJ3TDZGhoCm0ZtTuJRJZYPLtku5VAEGzLx99pP8RwLs6lmM3cWtgp3H9y+cdsDNSzs6KJBk8FXtkJWGSNIhP5FAOZKS7FBldkMahKMl9u2cvt1ARvT9wEYLKQ5r/ceJ1zU/0crl7HOn9NqUxgqpChKznGL0ev8l60t0RMiAjsi7Tx2aZdS+o3SKLIc3WbuZYY4Ts972JhB07f6zvNlfgQz9ZtZmOgjrDDiyyIJLUcPekox8e7eGusq2zGu9UX4R+sPUzYuTwLn6Dq5rfbDxHNp+nLRLGw7UzT+tKpXG+O3UASRDoCtXyx+TGerdu85LGmtDwT+RRZvUjOKJI3NHKGRs6wf78cGyw5awBk9SI/HrxIgzuES1JwSgouWbX/nf69xhVYMqjcE27ha+0H+H9uvE5aL2BhcTs9wb++9CO2hZrYXdlMk6cCv+JCFkUKhkFWLzBRSDGcjXMzNUZXcoyklmNjoO6RmF05NnyFi7EBBKbJumliYqqQKbPtnI1qp5+vth3gc027cC0zcK53B/m9tUf4l7kEQ9kYFhbXkyP8iws/4JnajTwebp1+Ph0UDI2xfIrzU338fOgy/dmZNFpVlPnCmt3sDbctKxBwSDKfa9pFV3KMnw1dKh1RX2aSf3v1Z7w8dJFdFc20+iIEFBcOSSlZ7k7kUwxlY3Qlx7iRHCXi8LE33LbkfdSXnuRv+07zP3tOsd5fw+ZgPS3eMHXuEBWqG5esIgoiRUNnqpihLx3l3eht3h6/WSY0usFfy76q9g/lzOaHERv97RwI7+LVsROYmFxMXOcvbv8Nn214lg5/25wMA9Oylpydd0gq+8M7eW/qEj2ZQfqzI3x34GW+2vyZOVoBpmXSnx3mu/0vM1m0dVbavE3sDm2eN8C2Z8538dLgMfJmkR8Pv06FI8jB8M45wVRGy/LT0Td5b+oShmXikpwcqdqzaHBb7azEIapkjTzn45385+5v0+ppxCU5S/stYGtieGQ3da4IrZ5G3PLDEbNeDJIgcTC8i3OxTjqT3SS0FN/p/zGGZbI/vGNBq9WUlqEnM8BIfoKD4V3vuw3qHRTMIuOFKVJ6loJZJKNnGStEuZUe4Hysk5H8TG2+X/byxaYXbZeKD2nfIosSG/yt1DgjDOXG6Er1cCN1u1Tesd7XQpN7aXIBwKd4OVqzn+50Hyk9w41UD9/q+wG/3vgird6GeYkH0zKZKMToSvWgigqPL5MIeZSRTubQNJuMjNQEHhhRZ5kW+XyRkYEYJ9+4xi9eOouhmxw8uom29bXzLtN/e5yBngkCFR42bm9ClERECbbsaubkG9fp6hxmfDi+IDlhmCaWBaGwlyPPb+HGlSFee/ki+57cQKjywetViYh45CBJbRLd0lCY29/oVhFJmLH9FRBRRAeaWcTCQhUdtHt38E70+2T0BLfTF3BKXhpc6xAQ0E0Nh+RmT+Xz+OQZ/QxJUKhQZ86jLCgowtztF8wcb43/LdHiEHsrP05IraE/e50zUz+/d+unuyCLKjsrjlLjauFG8j1eG/sOVc4mnqz6DYJqefZfx8Y6fvyjcxiGvfHLlwZ45uimj8iJDxirhpzIZAr8+//8CvFEtkyNdz7ousn4eHLRNveKdn8Vf9xxlP9w7RhX48OlDArDsrgcH+RyfBCHKJe0EnTLpGDodxm1LR81Lj9/tPEoxlWT05M96JZJ0dR5c+wG70V7CKouHKKCrYSuEStmywJqWRB5PNzKH3UcpWqZJIEiSny17QA5o8hPhy6RMzQMy+JKfIiu5BhB1YVLUhEFgYJhz+TPJhBEBNZ4K/nHHc+y3j9/p3437qT2OyWFtf5qhnPxFVunGpbJlfgQ/67zGFOFLL/evGfRoPb4eBf/383jZPQCumWimwaGZaJZBoZp/zs70yWjF/jW7RPIgogsSuX/Tv//f9v0PEeq57esugOnpPDZpl0UDJ3v9LzL5HSmSNE0OD3Zw9mpXtySikOy2W1jumQmbxRLyviPGoZycYZmCUYuhqDiYmuoka+07mN7RdOKBFFFQWRXZTP/y4an+fPrrzGQncICpooZvtd3hl8MX8GnOFFECcM0yRpFYsVsmb7MLqzsAAAgAElEQVSFX3Hy6cadfGHNHtQVZOAEVDd/uO4JDMvkjdHrpefQsEwuxQa5HBvCLSuooowkSJiWiWYa5O66rhHHyvy4M3qBc1N9nJvqwyUpeGUnDsnug+z7x85SSWr5UlYH2AFbo6eS324/SI1z9VsTfgQbbsnJp+ufZqwQ5XK8C8MyuZzoYig3RpO7lmZPAz7Fg2EaxLUUA9kRejNDS663wVXNp+uf4Vu9PyRajHEudpVoIcbuis2s9a7BJTnJ6Dmup25zeuoSw9OaAtWOMJ9teJaqBVLXZUHmaPUB+jJDnIt1EtMS/Pee73M+1sm24AYijhC6ZTKSG+fM1GWup26TM/LIgsyRyB72Ve5YdL+b3fU8U72fn48ep2hqXE50cTnRNaediIAiKnhlNw3uGp6vOczO0MZ5y0VyRp7TU5eJF1PkjDw5I0/eLJDWs9xM95XanY9dI61/G4/sxiU5pn+chJQA24Ib8ClzRRAjjgo+3/A8//X23zCan5i2P/0+b02cZr2/lSpHCFmUKRhFYsUkI/lxhnJjTBYThBQ/u0NbPjBy4kaqh//7xjcRBAHDMtBMnayRIzfLhUUWJOpdNXym/hn2Vm5fsBznYcKyLDqTt+jNDpI3CuT0PDmzQM7I058ZLrnRjOUn+cue7xNS/LhkBy7RiVNy4JFdbPS3l0pwFkO9q5r1vhZGchMktDRvjL9H0dRQBJmdoU34leUFmZIgsiO4kY/VHubl4TfIGDnOx64xkB1lg6+VNm8TfsWDha03Ey3GGMyOMlaYJFFMcSiy61eCnCjkdUzDfl86HMp9u5N895vH+flL5wA7dsik8sQmUzhdKs9+eidf+OoBXJ75x5FnT3RjmhbhKj9rO2bGuhu3N+ILuEglc1w43UPbhtr5SZRZYcHuA2s59sPz9HSP8d7xLo5+cvF+714giypN7g6OT/wdo7ke1nhs4tAuU7AQBJGwo4FoYYCskcIt+SmaeaKFQSrVOmRBQRBEql0tKKKL7tQ5BnNdtHi3okzrVwTVCIrgQBEcNLk7EKbXb2Ety0smb6QZynWxI/QMa317AIvezJUHVtIBdv8gINDgWk+ts5UO/35+OvINejOX2a4+Vda2fW0N4bCPsTFbj6Kzc4jBgSnWLUBYPcp4lIpVVg05YZom6UyendvWUFcXXLRtNlvkF69efij7IQoCuyrW8M+3fIJvdh/njbEb5O/KhiiYehlBMB9kQaTJU7FknbdtWVXNP93yAn/Z/TbHhq+WshNyRpHcAuIsYNsrPlu3id9pP0Sje/mK7nZtrI8/7jhKxOnje32nmSzYaXRFU2c8n1pwWUkQ2Rtu4/fWHWZraHGNgDswLTtz4Du3T/L66PVSOYkqylQ7/fiUuTZyJha6aZDRC0wVMmUZG1PFDH9567jtSlDVvuB2k1qOgezUnOu3GAzLxLDMBa9vWlueYI9HdvAbLXtpcIf4H7dP0BkfLmUQmJa1rIwREYFqp39eW9hHDQJQ6w6yNdjAkzUd7I+0419A/HIpKKLE0dpNBFU33+h6g0uxQVubA7v8KKEt7DVd6wrwGy17+WzTLjyyY8WzMk2eSv73TR+jyVPBDwcuMJ6fIUktLDJ6kQyLv2QFFvbSng2nZJc6zXYWyU1n/ywFSRDZHmrkd9Ye5vHwwinzH2H1QRAEapwRvtr8Gb7T9yMuxK9jWAaTxTiTxTgX4tenB4E2Jb5cYtwuwdhG0dT4m/6fEi3GuJ0ZoDcziCCI02u0Z2vvrLPKUckXm15g1yKz44IgUOWo4DfXfAoBgTOxK8S0JG9NvMfb0TPcudvvpKaD7UxyKLybzzU8VxKQnA+mZTKYG0VExCk6KJoL3/smFgWzSKFYZLIYpyczyO+2fIFDkd1z2ia1NN/q+yFThUTZGbz7XI4VoowXoqVjuPN3jTNMvbt6XnJCQGBrYB1fb/kcf9P/U25l+knpGS4mrnM5caP0LNqPtTX9x4Zf/mDdf/JGgWFjfi0vURCpc1axu2IzT1Xtpd5V/YEaW742fpI3xt+j/KqVX8GskeNs7EppP+/8rYgyX23+zLLICUWQ2RXazHtTl0nrGW5n7KzasCPE9uCGFdmnOkSVT9Y9hYjIT0feJKmnGS9MMlGY5O3oWe5005ZVfmdIgvhIBRb3A0WVEKdLizVNv+/jHh2MMToYK/usqjbAV/7wKQ49vRGnW533/ZiM57h6oR+AjdubcHtmxisVYR/rNtVz4vVrXDnXx4uf343LvXgmZFVNgMNHN/Htb7zO8Veu8NihdXj9Dza7S0Ck1buVG6n3+OXYt9gafIKAEkGzCpiWztbgE2zwP85Phy9yZurnNLo7iBYG6Mtc5WD48yWb0YASoc7VxuXEm5iWSYtn68xxONZQ52rn1ORPMC0Dt+wnrccREFjv24M0TznfbCiiA58aZjjXTU2ui3hxnM7kyVn9ooVmFcjoCeLaBLqlEyuOIQkKbtmPIjgwLI20niCujWFYOolilJgyhlvyoYou8maGK/HjBNQwTtFDrDiGhYkqzj3fkYiP3XtaePknFwCYjKb45atXWdMcxuFY3eXUS0EQBCR5pn8yDZNHRU5j1ZATAMGAm6NPbaRjw+JpclOxDFc6Bx/KPggIIMB6fw3/dPMLPFG9gZ8NX+Z6YoSMXiBv6BiWgYVNZEiIKKKEKsm4JIWIw8emYD27Ktew3l+7LKtBQRBo9oT5JxufY1+knZ8OXeJ6YoS0XiBvaBiWOZ22KuGQZPyKiw2BWj7esI09lS34FeeKgw9BEAiobr7edpBdlc38ZOACZ6f6SBRz5A0NffoYZUFEFWW8ioMmTyXP123hUNVaalzLS7ezLIsr8UH+fecxzsf6MS0Ln+LkmZqNHK3bRLXTj0OS57zgbVVgi+K0BsO5qT5e6j9XskGNF7P8aPACj0daF9Qq8Csumj2V5B+QIJkAeJXlWzG6ZJWjdZvYEKjl7fGbvDrSyVA2RlovUDT00jkWBQFp+jw7JYWA4mJDoIb9kbVsCzUu6iTxQUAWJGpdwTIL2zuwA28BVZTxKQ7CTh+N7grW+qtp9oSpdQfwySu/X++GIkrsDbfR4Arx+th1fj58hdFcnIxepGjomFjTM6kSLkkl5HCzL9LOC/VbWO+vRV1Eu2ExCIJA2Onjd9sPc7BqHa+OXOVU9DbRfJq8oVE09WmixCaXJEFElSQcojL93NbwbO0m/OrSxMyvN++h2unnrfEuBrNTpWPTpjOAzNLA1d6OQ1LwSA4aPRU8XbuRQ1VrqXeHlkUgfoTVBUEQWOOu5w/avsibE6d5J3qOaCFG3iigWwYmJiLidP+s4JBU/LKXDn8bB8K78EjzD3odksrhyB6qHJUcG3uHa8luMnoOzdQwsGwSQFLxSG42B9bybM1B2r1rltRLEASBRnctv9v6BdZNNHM8epbJQoyCWUS3DAQEZFHCK7qpcYZ5qnofj1dsJbiAw4NlWeTNAq+MneAXI8cZK0xSqQbZGdpIo7vWLum40xZbqyFr5BjOjdM57aSQ1NL8ZPh1NgXWUqGWZw5JgkSVwy4XuRdEHCGUBey3BUFAEiR2hTYRcVRwfOI0p6euENMSFIzidL9v90+yKKOKCh7JRYO7lsOR3Xjfx6wJURAIKX7qXXO1qiRBwiU5CE5/3+ZtpNFdR7WzckXZEvZkSAV50ybjFyOjVoKA4qPWFVm64TyQBWmOfspCEASBDn8bmwPtDGRthxmbgFpPg2uBGfNF1uWWXHyq/mnafWt4fexdbqR6yBg5imaxNNYTBRFVUEvP9cZAO0cie+7lUB85eLxOZMUe08UmM9xvNPXxX3uM7Y+1Ighw5VwfL//dafI5DbdbRXUq814/y7LovNhPdMyefDj11g1u3xgtkUeGYTE6OAUW9N0aZ6AnytqNdYveC4oqs+/JDl7/2WWunh/g6vk+Hj+yfslM8ZVAEAR8ciVHa77GlfhbdKVOY1g6iqDS4N4AQI2zhWeqf5NL8TcYzHbhlNzsrfwkbb7tiNOlRZIg0e7byWD2Bk3u9QSUGZc0WVQ4GPksl+JvcjnxJoal4xDdtHl3wvRY3CG6CCjhOXoTAC7Jx4HKz3Am9nPeib6EX65ka+AIg7kbdpYHFgPZa5ybeoWCmcMpunlv6mUcopttwado825nojDA2xPfR7MKOEUvlxJv0pU6TYd/Hx2BfQDEiqPcTNvkuCo62RV6llbv3Mwjt1vl0JENnDp1i+hECk0zeO21TjZuqmf/gXUoyqNb3iGJIp5ZpNrkZLpUMrXasWrICYdD4cnDG4hElrajkiWRygpvqQN7GBAEgZDDw3P1mzlcvY6+zBQ3EiMM5+Kk9TymZc/8uySVCoeHKqePBk8Fda4AqqigiOKK6jAFQSCounm2bhMHq9ZyOz0xvb0EWb2AgIBfcVLrDrLBX0uLN1wqC7ifQM8lq+ypbGFrsIGhXJzO+BCD2RiJYg4LC4/soMrpZ62/mrW+KjyyE0lY/jbjxSz//dYJLsQGMC0Lt6TyW637+VLz4/iWSapYlsWmYD0h1cO/ufJT280E6E6OMZFPUeOaP2X9aO0mjlSvf6BMoVNa2SMjCSJrPJU0NIf4RMN2etIT3EyNMZZLktbyGFg4RBmP7CDi9FHvDtHqjRBQbZtV8T6v78NApcPL/7Xt02Uz+ndDEOwBnE282MHz/d6rd0MUBBo9FfxGy15eqN/KjeQo3ckxooU0BVNHFSWCqps1njCbgnWEHb57JiXuhktW2R5qZFOgjriWpXNymF8cP0vczFHfUYUgi6iihFtyEHZ6qXMF///27juwrfM+9P73ORMbJMG9KZLa0xqWbdny3nYcJ2mc2dRpk7RN47ZJ29vb5LZ92/s27W2bN70Zb0Z9ncRplrPjvYesYUmWtRfFTYoTJABinXX/AEWJmpQsWXL8fP5JLAAH5wAgcM7v+Q2aw+WUmMGp9/VYtuWw9eV9qJrCZVfPQQhBbaCEDzRdzr0NyzmcGacjNcLhzDjxfCGTKO84KAJMVSekmVT5i2gKlVJrFrN/YweHOweou/bCzVQ/lUR8gt1b2mmaW03FBZzpPhPjoylee34P8y5rpKbp3C5kLhZFCGJGMe+qvoFrylayP9lBb2aAhJXC9dzCRa0WIGYUUeUvo8ZfgU810YR22oCUoegsjM6mJdRAZ7qXg8lOhvJxLNfGpxqUmzFaww2F7Skzzy4SQlBmlnBPzY2sKVvB3kQbvZlBJuw0ilCI6mEagtW0hBqI6qEzrjhvHd3Fj7oeI+1kaAzUcP+s9zI71IgqVE62S0emG+1KHOCrB7/PaH6cw9lh2lJdlJQsmnbfEiPK5+f/4Tn/NgghJsstT00RCg2Bamrq7+SmyjUcSHbQnxkiYRfeP13RieohyswSGgI1lPmKMRTjLc2U8ykm7627lXtqbjrp7UIU6tgVoaCKszunOfY5PtP60akSSv08TQ26r/4O3lt76zk//mTNi0+lSA/zQOvvTisDPVLqebaEEPhUk2VF85gfaaY3M0hbqpPB7CgZJzs1CrpIj1LtL6M+UE1ED6GdIhj22yZWHiYQKlxQdbcPYTsu6puo/2+eU8kV181FCEHzvCr27+5l97YuHv3Ja8xeUEN51YmZ2pblsHNrJ6lEIQvzZNkXRwz2j9G2r5/muVVnbHJZ21jKyjWt/OzhV3nhiR0sWTUL5TyPohRCUKxXcFXZvaz2bDzPnTwXK3x+VKHRGFxIbWAOrucihEAT+lRg4oiGwHw+2PAFFKGiHZcNEdZiXFH6LhzPwvOOBGSPLjI2hhZRF5x/0qbIilCoC8yhyj8L13Mnv1s0FhVdgyYKweLG4CJq/SeWTx/Zj3JfI3fX/PEJt6tCR0HFpwS5vuJDk42UC+UsqtBP2tdFCMHixXWsXt3CY49uw3U9RkdSPPTgSzi2y5VrZuPzXVoLhDNlmBpVVVH27+sHoLtrhPZDg8QuQL+T8+2S+bYL+A3uuHVm9XSBoMkHf2c1RUUXdoVBULiwCuk+FhRVs6BoZo2P3gxVKIR1H0uK61hSfGIH4QtBEQK/ZtASLqclXH7etut5HrvG+tgw1DZV8z8nWsl7G1YQMWaezlb4MddZUlxHdaCI9tQwUKjFP11wQlfUqd4gF1Phy18lavhZWlLP0pL6i71Lb8qRz8ul4MhrW+YLU+YLs6a89bxt23Fc+jqG2PD0Tg7t7sPK25TXFnPFTYuYd1kjml7ImCpXI/gCKs8/9TLNRQE+dceNhE7SICuXtdi7qYOmudVEiqevHlp5m1899DK+gMGyNXMKwZ3JY9MUleZwOc0z/NvMTOR44vsbcD2PldfOe9Ovg+d55LMWe7Z28NoLezjcNYLp02mYXcXau5dRUTu9pKxjXz8P/cuj3HP/Wm69b/VJtxkfStLbPsjCVc0n3GblbV789evseu0Q9/+3OwkXnftK61D/GA9+8df8weff9bYLTsCRz4BGmVlCmXn+Aj2KEAQ0H/MizcyLnPgenKsj+1vpK6XSV3rmB5yCi8tzgxtIOxl8iskNFVcwP9Jy+ok+onBCsyDSSrWvgtH8ODk3z0juxF44ilCmxjpeSEII9PPwelwoQggMoV/QvhFHLsbP9zYv9H4f/3zn+xiOfAZbQvW0hN7e5wTnk89v0NBcTtvefvq7R+nYP8DshTXnvKhw5LdUUQQVVUXcdu9yOtsG2f1GN88++gbv+9iaac0PPc9jdCjJrtc78TyPlWtaufyaOYjjMhxcx+XJX2zl4J5+tm08xJob5hM+RWPMIxRFsPaWhbz8zC52bu1k19bOwsr8eY5HCiFQ0U6auVC4XTlps8pp+ypUzFNk4J1p+6o49W2nev5jgyMqGuppFgJVVFT19K+1JowZX+Caps67711BV+cwO3b04HkeXV0jfPUrT7NxYxurLp9Fc3MFPp+O63mkJ3L09sbZ9nrnjDIRPM8jn7dJJrO4rofruji2SzZrkc7k6e4anQqU27ZL+6Ehysp78Pt1fKaOqikoioKiCEIhH6apzejvwe83WLiwjnWv7Me2XRKJDN/77isIRdDYWFb47HmFtgq242LbLqGgSTB09iXP59slE5w4G+l0jrHxNMHg+f2xkM4vy3XYnxwgaRfS/1WhMDdaRYlxbhcbPlWfNuHAPk1vCEl6MzzPY9+2Th784q9JjWdonFOFL2DQtqsXIQQtC2vRjkn3M306V9y8EH/Qh3GKKHt8MMF/fflJPvGFe04ITlzKrLzNEz/cwC8efJHymmIqamNkMznWPbGdxrlVVNSUTDu5Kq8p4dq7L6N1Ue0pt7lj40E2PLPrpMEJ13HpbR9i56ZDWPlLLwXR8Rw6Jw4QUENU+KoRv6WTCi6U0fwQh7M9tIYWoJ+irCJhFWrxAfyqSX2g+oyjho8QQkyt8AuY8eMkSbo0rFzTygtP7GB0JMWLT+2gvrkcf+DNL4gIIVhxVSuXvXyAl57ayXOPbmf5FS0nlGT0dY/SfmCAQMjHdbct5ppbFp50e/HhFF1tQ+zd0cPIUPKMwQmAmvoYV1w7l1//cCMvPbUT23Zk6eUloK4+xsfuX8vXv/YMBw8cxvNgbCzNc8/uYt0r+zEMFdPUsR0XK29P/q+D6545/c7zYPsb3XznoZfIZCwy6Ty5nIXjuJOBCwdnsglsJp3nkZ9s5Je/KPSgUVUF06fj9xv4fTof/PCVXHHlzBbhNE1h+YpGmlsq2LevH9f12L2rl3/6x19R3xCjuDiI53lkMhbJZIaxeJrfuW81d961VAYnzsTzPGzbJZ3J09M7ytZtnezY1cvhgXH+7NM3U/I2Osl/p7E9l+FjmmsqQlBmhs/pQ+9NTitJ20ebDWqKelaTHn4buJ5HwsqcVZPP80EVCiVm8B1xou95HsP9Y/zXfzyFlbP59D++l9lL6lE1lZHD43ieh2/yRMlxXBKjKWzLYfk1c/EFTDRdm7YtK2+TTuVo293LoT19jA4miBQXUkR9AZNQdPrqhJWzSE/kcCwHzVAJhv1TgRArZzM+mqKoNIymHy1RmUhmyWctwsdkkwlRyNZIJzM4jovpMwiGfWeVRup5Hm+8eoBfPvQyy66ew/s+eT0VdTHyWYvDPSOUVxdPBSZymTzJ8TSqKrjxvSsJRaafqLmuRzadYyKZZcfGNob64gz1HU2VjcZC6MbMf5I8zyOfs8hM5LGtQpDSMHUCYd9xY8AEeDCRzJCdyCMU8Id8+Pwnb4R2Jo5ns318E5W+Wsp8VRyfmzWaH6Zz4gCLoivQLsDKru3a7E/toEgvodrfcN63f6F1TRzkhaFHqW1qOmVwwj2mGaCLh+3ZM+oG73kefZnBqcCGqZrEzNM32L5UJawUv+57nu50/3nfdlgPck/NjSftNXExJKwsTPajeqtOigsTxPJYrkPU8F3wcagTVg7Lc4jq/ot+4n8sz/OI59OFnkWXSEbkwmUNLFhaz86tHTzz6zeobSzj2lsW4Q+e+J3teR6u66EoMysbjRQFue3e5ezZ3k1P5zCP/3QzlbU3TY0DdRyXbRvbyGUtKmuKWLS88ZRjJZetbuaxn21mPD7Bji2dNDSXn3EffAGDNTfM59Xn9rBt0yGC4bd+5LF0IlVVWLy4js88cAs//tEGtm7pIJ3O4boemUyeTAbg5M3WdV0lEDCIlYRO2cMkHp9gz+6+Ge1LLmeTy5184XVkJDXTQyr0gqqP8eGPXMX/efAlOjuGcRyXeHyCeHziFM/91l5bnMolG5zwPI9kKkt3zyh79vWzeWs77R3D+P0GNdVF3H7LIurrLm49s3R6hVWro3+onudNm7pxNjzPo3NimP5jxlUW+mGc3VjGt7u0neNr+57jucN73tLnrfYX8+8r7qPUd+nXqr1Zngdtu3vZs7WD+//qTuavaJrqHl5eUzztvqnxNA9/6Qk69h8mPpRk9U0L+fADtxAI+6a2tff1Tp784Qbadvcykczyn//0a3z+wkng6psX8jt/eGNhY6JQkvHY919l43O7GR9JESkJctP7VnH1bUswfDp7t3XyLw88zP/45v20Lj5a9vXUjzey9eV9fOIL91BaGQUB2VSO33z3FV57fjeJ+AQ1s8q566NrWLCiacY1vFbO5tWndmD4NO766Boq62OFFOeAQePs6aO2Duzo4ZFvPMvoYIJ8zuZDD9zC1Xcsnbo9m87x7M82s/nFPezf1kU+Z/M///Chqds/9ff3MmfJzNOb06nCa7X5xT0k4hMIBBV1Jdz0vlWsvHbeVKBDUQVdBwfYtbmdAzu6cV2XpVfO5s6PXHVOPTF0YXBzxb3TamyP8DyPnvQh9ibfYEH0srPe9kzk3RzbxjawtGj12zI4MRMhLUBosnHihJ1h29he5oWb8amnTjd1PZf+7BC/6H2a4dwoUBjrOSv41pRHnm8512J34iC7EwfP+7ZjRhE3lF8BF/i6yPM8hrIpDqWGmbBzhDSTplCMUl942mrxDw5twnIdPjHnaozj0sGzjkVveozaQNG05tBpO8/WkS5mRysoMwsXBbbr8Ea8lxIjQFP4zGU0v+jexoHEIJ+df+NZlZoe0ZceY8/4YWy30MjSUFXKfRFmhUtPWDj5Tc8O2pJD/PmCG0+4zXIduiZGqfRHpmWH5hyb7fEeRnNpgMkyY5OmUCllx72G58pyHf7hjcdYW9nKPfVLz/yAU8g7Nt0TcaoD0TdV9imEIFYW5j0fuZKBvjiD/eM8/PXn6e8eZdXVsymviuLzG7iOSyqVJT6cYmQwyco1rTOafqEogvlL61m9dg6P/2wLrz6/l8uuaGHNjfMRQpCeyLF9SwcAzXOriZWfug9ebUMpdY2l7Hy9i+1b2rnlnsswzDM3D26dX82i5Y08//h2xkYnZrT6Ll14QhHMnVfNnzxwC+tfPcD69Qfo7hphLJ4mk8njeYVsBMPQCAZNIhE/pWVhmprKWLqsgdlzqtC0E4OcQggqKqJcc83caf/uwdSUrFPu03H/XXWGaZbHUxSFlauaiRYFeOzRbezfe5jh4STpdB7XddE0FcPUCId9FBcHqayMnuRZ33qXVHDCcVwm0oVani2vd7J7bx89ffHCOCGvUBf0uQduZVZjKf5zXPWS3jqaolDmO/rF7nguu8d6SeQzZ7VC4noenROj/KRz89QYRYFgdqSC0hlMQ/lt4uIxbmVPO+71QjAVfWoM4G87x3Y4sKMbw9RZsKowhtPK21PNsYQQhCKFbIZgxM97PnEdAz1xHv7SE6TG09OapgkB1Q2l3PbBK9m2bj+PfOM57rl/LbWzCv0jisvC05r7HdjRTTQW4tb7VqPpKi8/uo2H/vlRqupLmb+8EStnMzIwfkKdY2Yix9hICsc++u/te/upbS7nzo+uwXM9nvrJJr7+dz/jr7/yu9S3zGzFND6cpPvgIDWNZdS3FsbupVNZctnC36E++RoIIZg1v5qP/cUd7NrSwU+/+TzZ48Yg64bGosubqW4o5efWi4zHU/z+37xr6vbas+0J4Xkkx9NccfMiKmqKsS2Hp36yie/922NUN5TSODmn3HM91j+1g+vfvYJV18+nr2OIX3/3FbLpHJ/4wj1TQQzXcxnM9bFrfAvjVpysU7ggiBoxri+/E0PxsT+5g53jW7DcHIuLLmdBZBlHfshH80NsH9vEzvHNxK0RftbzEKpQqQ+0sKpkLUIIck6GfckddKQPYLl5QlqYOeElNAYLaZq2a3MwtYsDqZ1Ybp4KXy2LoisIa0U4ns2+5A72Jt9gX2I7SWucXeNbUIXK9eV3U2TEpo5h5/hmxqxRIloRC6PLqfTVoQiFQ6m9dGfaqfDV0JbcjeXlqfU3sSi6AlP143kevZkO9ia3k7DihUlSgVbmRy7DnOzR4HgOA9kedideZ9yKowqVGn8jS4tWY7l5Xh15hoZAC63hQir0uBVn48jzLIheRo2/8bi30GMod5jN8ZdpCs5hXqTQd8oQOqtKFnMg1e8Oqs0AACAASURBVInt2Tw3sJ68k+eK0mXU+Cumeg14eGScLAPZEfYk2ng9vpuDqS5cXHyKyU0VV51yIsilThcqdYFKLO/8ly4W6WH857mHwvEcz2X7aA//eeBV4vk0Qc0gZee4rWYB729aMS0IcU1F69R0sGN5nkfPRJzvtK3nj+deR6X/6EX9cDbFP+14gs8uuJHrKgvN8zKOxTf3vcSqsiY+PoPgRNrOMz452vxcbB7p4su7n2V+URW6UEnZOZJWlpuq5/HBplX4tKP7u6K0gbnRyhP6YHmex3A2xTf3v8wnZ1/NrPDR78GEleUre18gbeepCxRjeQ7xXJqo4eOBeTcwO/rmM188IJ5Pk7HPfcXU8zwGs0m+uf9l/njetdRrb27hUFEVVlzVykf/6Aa+/80XGOwb45HvrOO5R9+grDKKP2DgOC6pZJbRoSRCCGYvrJnxaE7Tp3Pbe1awc2snHQcH+M2PNzFnYQ1llVH27+zlcO8YQghWrmk97TSNYNhk2eXN7NjSSceBAXo6h5k1+8zjaQ1T54Y7l7B53UHGRme+En4yrmfhumlUJYi4xJqmul4ex00CHgINTb30sthsN4FAQ1UKmTOKIojFQtxx51KuvW4e/X1jjI6mpoITqqpgmhqhkI9oNECsNITvFFNfjlAUwZKl9SxZenF6y+i6yoIFtbS2VtLfP8bQYIJ0Oo/juOh6ITgRifiJlYQoKg6etOH0W+2S+iR3dY/wzQdfpH9gnGDQpKI8wnvuWc6iBbU8/ewu3tjZzZzWyrf1aJd3Ek2otEYqKDICjOXTeMCOsV4e6drMu+suo9g8c0lOysqya6yP77W/yuaRjql/D+s+bqpacMFTMS81hTGdb305i0/VL+pM+7eS63rEh5IUxUL4/YUT+H1vdPH//eUP8VwPf8jkz//1A8yaV4OmqVQ3lhGKBk4oz4DJ0aNVRcQqo4wcHkNRFZoX1NC66CSruR5ES4Lc9btrmLOkvjDutyTErs3ttO3sYf7yxmn3PS3Po7gszB0fvorGOVV4HkRKgvzTp7/LtnX7ZxycyKbzZFJZmuZVo6oKVt7mF//5Is/9YguO47Jw5Swe+OL70XSVQMhH49xqkuOZk5Zn6IZG45wqyquLef6XW3Ach4WrZs1oP04mEPZx3x/fiDHZMArA9Ov88wMPMzIwTsPkSaLreixcNYvbPnAFoagfK9/K2HCKjc/uouvgAM3za4DCRfSv+75PuVlNY3A2u8a3MJDtYXHRKnRhIBCUm9W0hjM8N/AbKrI9zI8sm/qr0IRGqVlBVC8m62ZoCs5GEzol5tGLjR3jm9k4+jyzw4uIaEWMWSOMW4VVftdz2JnYzLrhp6gLNBPRi9ib2MZgtpebK9+DqfgJamEqfbXsVrZS6aul1t+IEAqG4itcIOT6+EXvd4loRVT56xjM9fObvh9wR/V9VPsaGM0PsW74Sap9DdT4GxGe4OXhJwC4rPgqBILuzCESVpwSo4wJJ8mLQ4/j4XFZ8VUAdKfbePzwT4jqJVT76sm7OZL2OIpQsLw8B1K7CKihqeBEzslwILWT2kDTCcGJkfwAzw3+Cl0xqPRN71GypnQ5+5MdbInvYsLJ8OzgejaMvoFfNQmofgSCvGuRdXPkXYuMkyXvFi6wio0ot1Ss4crSZef8+brYInqID9bfhe2d/74rCuKCjywdyU7w7QPrCGomn5l/HTEjSNLOFUY8Tza/60+PcyAxiIdHpT/CsSt2GTvPodQw6wcPsT3ey/qhQ5QYASK6j6UlZ86GsV2X9tQwihA0BmOoikLesdmfGKDICFATOHKhJOiZGGP3WD+GotEUjlFiBmf8e1fmC/MXC28movuwXZdHOrfwVN9urqucQ1O4lOFsin2JAWzXodgITNtu3rFpT42wbbSb10e62TjcQfdEHL9mcNkxx3hn7SLurFuMAnROjPIvO5/kpYEDtEbK6ZwYJW3naY2UoysqtutwMDmEqWo0BGMoQuB6HgOZBD3pODnHxqfqNIRKTjnqvj05zGg+zbxoJQHNwPFcBjJJuidGcTyXCn+E+mAJuqKSc2zaU8NsGeliW7yHjUPttCeHCWoGy2L151wKqukq19yykKq6Yp782Vb27+5lZChJ295+bNtFUQX+gEEkGqBpduVUNuJM1TaUcuNdS3noK8+yd0c3Lz21kzvet6owpWM8TVllhOY5Vafdhm5ozFlYSzjqZ7B/nLa9/TS2zKxxdfOcKpatnsXzj20/4TbXs0jn92A5hebvitDQ1Bg+bRaKmL6wl87v4nDi/1Bb9Fl8+vm/+LXdBLYzdk7bzlgHGUh+j4x1EFOtpKXsf0/d5rgpkrnNeN6Ji16GWk7QPHmfj/OtK/7/EtQXUBH5yLR/F6LQfLJ1BsGmtwvD0GhoKKWh4dJrzny8Syo4MTSc5PU3uggGTRbOq+b6a+fTOtkh9e06yuWdTAjBvGgVl5fO4pn+3TieS9LK8q0DL7FrrI+ry1uZE62k3BfBUFQ8IO86JPIZ+jNjtCWH2B7vZlu8a1qmgKFo3F27lJWxxot2bBeLT9V5X8MKripreUufN6CZhPUL393+0uDhuR6KKqbOlavqY3zgT25ix8ZDbHhm5wVr1FhZH6NxdtVUGUm0JEg4GiCVPHmt4+nEKqLUNBVqYIWAyroY1Q2lHJph3SMUVsQ8D9TJ1SNVVVi+di7RWIinf7KJ+FCCM0dKLgzP9UjEJ9i56RADPaNkJ3IMHx4nl7FOeH+aF9QSDBdO6gxTZ/aSOl554g36OoamghNj1jAj+UHuqPoA1f56YmY5P+1+kKheMtU7ImaWE9IibB1dd8L+RPRiFkSWM5jtI+fmWFZ8JYYyfXV6JD+IoZisKllLSI2gCHWqt0LKTrJ+5FlaQwu5oeJuFFR6Mh38vPch2ib2sDi6isZgK8V6jA0jz9ESmj+tdMTzPLaPbQLg9qr7iOrFTDhJftbzEK/HX6W8snrqfstLrmZB5DIczybrpGlL7WFhdDmm4mdF8dW4RYWuD67nMJIboHPiIMuKrsTFZdPoiwTUEPdUf5SAVmioBZxVJqMiVOL5YV4deRpT8XFTxb2E9aNTl46MJf34rPdSf7iKl4ZeI24lSNkTJKzU1GsGR0YWF0ZdlhhRFkRbuaZ0JYuL5rxl0xwuBEUoRPS3b2bg1tEuBrMJ/mbx7bSGC99DMaYfz2h+go3D7bw8cJDFxTX83dI7p7r2p+wcm4Y72DzSyVA2ybqBg/g1g/pg8YyCEznX4kftmzEUlU/Pu46AYpCwsnxt34tcUTaLD8+6HIDO1Aj/eWAdHi6D2RTN4TI+Pfdayn0z64+lisKY96jux8OjIRQDxFQ2RsLKsGWkk3WDbRQbAf7j8vdPZY1kHIstI528NtzBaG6CDUOHiOh+ynwhFhfXTD2HX9OJ6n5UIbA9l2IjiOO5OJ7HYz07OZgc5G+X3EnU8JN2LL5zcD1VgSifmrMWFcHWkS4eOrievOsUMlisLPc2XMYtNfOnHYvreewbP8xX973A/GgVsyPleJ7H66PdPNy2EcstfK/mHIt31S/ljtqFpO08m4c72TTczkguxatDhwhpJhX+MEtK6jjDdM3TMgyNBUsbaJ1Xw+HeOP09o0wks1h5B1VXCIV8xMrCVNfHCISOfteWVUa5/zM3kUnnWbCs4aQrwYapcf0dSygpDZPN5CmrjBZK/i6fRUV1ESVlYcqrTj4J7gghBK0LqvmTz9/FRCJLY0sFngdVtSV8/E9vJpvNU1558m2EIn7ef//VLF7RCB40za6c6i3luCn6xr9KxjqIT2/CcVM4bpLiwE1URT6JKo4uhBhqNaWhd6OpxSd9njfDwyOR3cBEfjt1RZ8768f79RZqo3/K4eRDTOR3TLvNcuIcTn4Xz7OwnAHydj8BYyFC6ETMVW9ZcMJyhrC1xFvyXNLMXVLBiXlzq/ncn97K5q0dtHUMseOrTxOJ+LlsaQPdPaO4roftODJz4m0kqvv5UNNq+tNj7BjrwaMwAvSZ/t1sGGojqBkYqoYmVFw8HNfF9lzybqH5Zdaxpl36hDSTm6sX8rGWq6bVZr5T6IrK4uI6Fr9FY2bfiYRQiBQHScbTWHm7cFJdEeWGe1diWy4bn911wZ7bMHXMYwOxQiAUgXeG6/9Czer0O6maMu27UtVUTL9OZiI34/0x/Tq+gMH46ASe56GoCnOWNlDdWMYb6w+SPoegyfnguR57Xu/gO//6GKqq0jS3imhJCMdxUU6yUGeY+rRRcKbfwPMglzmaymwoPhQKF80RvYjh3GF0xTghwPBmLIgsozfTwY+6v0VraAFzwoso99WgoJBxJhjI9nJDeSEwIYSgwleNT/HTm+lkcXTVGbffk2mn2ldPWI8ihMCvBqkLNLE3uR3bKxxrRC+m3KxCEQqupxDRi+nNdOB4Dh4enRMH2JnYQsZJ43oO3Zl2ZocKJ4oZZ4Ixa5SW4HwCkz0hzqW8Mu/meHbwl2SdDO+r/fi0wMQRRwIU99bezNVlK9if7KAr3cdwLk7GyeHhYSg6AdVHzCymxl9BU7CWmFFEUPO/47LqLjUHE0NEdD8NoRh51+FgcpCklcWvGsyJVuBTdeZGK2kKlZK0sic8vsQM8r6G5ZSZIQYyCT415xoq/JHCSvwxH7l9iQH8qoEQkLGtQnPNsxDPp/lM3WIWF9fQnhrhizue4NXBNu6qW4I2g8922ilcnAc0g7F8mnWDbdxQNYdqfyEzoyEU4w9a14AH+xMD0x4b1k3eVb+ExlApb8R7uL/lKmaFS1GEwFQ0khS+qw8lh9k43I7tOuwbP4ypaqytmD2j4xvNTfDggXU0hmJ8YNYqQppJzrEJagbK5AspKJQg7h0/zNf2vsCC4mo+POtywrqPRD7Dj9s3MydSwXsaLkMRgl92v8Evu7axtKSW6kAR765fSl2wmN1j/fxB6xrqgsUoQpxQpnOuDFOjflYZ9bNmVvoXKQpw7W2Lz3i/4liI626ffr+lq2ax9Cwy+iLRANfcNP1C+mTbPZ6iCBpbKmg8ZRajQnHgZqoiv4/r5Ymnn2Qo9WMiviuI+C7HcTNkrH047gSqCKIccznnennS+b0YWhWGevQ1y9uHyTtDBI35CKHiuBlydie2O44i/Pj0BjSl8F1sO2Nk7S7GMs9gOSOMZwoBeVOrxdTrEQhsN0ne7sV2Cxf3hlqBqdVMlZcowsDQKtCUohMykUytiubYv+DhMTrxG4ZSj9AU+wdUJYoyOWbU9bJkrEOYWg22M07eOYxAxa+3oKlRPM/BckbIO/24XgZF+DC1OnS1hCNfEp7nYbsj5OxeXC+DECamWo2ulp100lbO7sFyhvHrrahKEM9zsdwRcnY3nmehqzFMrQFFFM7THDdF1u7CpzWRs3uw3VFUEcCnt6AqstnpubqkghPhkI8br5vPddfM5fDAOHv29bF9Zw/Pv7SH/v4xQiEf//mdl1m+tJF5c6uIhP2nrQeTLj4hBIuLa/nrRXfwjf0vsHG4nayTx8MjaWenxoyedhsULsqbQmW8p34Ft9UsInoOzaskaSY0TaFxbhXJ8TQ9bYPUNJWd9/42nueddJuiMJT9lI87coHtOEczAzzPIzV2YlOtfM4mm8njD5pTU0MmkllqmmaWdgpQFAtTXlNMf+cw8cEExeWR8/panOp1OJPMRI4nf7SRZDzN//jm/VONOndsbOPxH6w/4f4TyQyu46JqauH1Gs8ghCAQOpoNVGqUsyB6Gc8M/JyYWYHtWqyOXUfMmPnrdSY1/ibeU3s/+5Pb2Z3Yxrax9VxffhdLilYX5lN4Luox896PBCncGab2u56LItSpE8FCVoFWCDxMfjx0RUcXxuTtIFCmsh8Gc3082v8jmkPzuKr0ZoJqiEf7fzht+57nogjlFO/die+l4zm4x6XuJq1xSo0KLDdPV7qNUrPilCNZfapJXaCKusDpU6ylS0vazqErKn5VJ2Vn+XnXNjYOteMBX1/9QeqCxahCIaAZ6Io6tSp/hCoUgpqBXzVQhELwFNl7j/Xs5NXBNgAcz6PvmKbZM9ESLmNBcTUxXwhT1VhYXM0b8R5uqVmAdoppMseK59I8fGgjqlBIWVkCuskNVXPRJqOkqlDwTx7j8RShEFANAlqhbDKoGSc9xnWDbRxIDGK7Dik7x+VlTRSZMyvL6ZmI058Z5xOzr6Y+ePJeEKpQGMgk+Prgi7REyvnIrNWE9MIFYntqmH3jA9iey0NtrwIwkEnQn0nQlx6nLlhCYPJ9EuLUxyCdJSFQhR9djQFQ5F/LyMQvydmFzEfXy5LIrieR3UjWbmdu+XfwKY1Tt/WO/wdhcyWVkftRhI7r5RlIPkzWbqe59N9x3DSDye8zlnkeRfhwvSwBYwHVkU+iq+Vk7S5G04+RzG7Fw2Jo4icAFPtvwpws8RideIyR9G9QhIHjplGERnX0j4n4Vs/g8DR0tVBeoCrhwn8rsWkZIJYzTHf8i0R8V5HO78bxJrDdOA3FXyCkLsV2x+lLfIWM1Y4iDGwnTsCYR030AQytHM9zSVt76Rv/GpYzgqoEcd0JSoK3Ux76ABzT0NrzPHJ2Jz1j/4aullEd/TSKFyBj7aM/8S3yzhACBdfLUxZ6D6XBexFCIWMdonvsnyn230Qy9xqulwUUGkv+DlWpQTo3l1Rw4ghVVaipLqa6qogrL29lNJ5i/8EBNm0+xLbtXWzY1EY45ONPP30zc1p/e+qBflspQmFetJovLL6bDcNtPNe/h/bUMAkrMznKy8bxCkmQqhBoQsVUdQKaQXRy5eXKshZWxBqp8hed9Edeks4XoQhaFtZSO6ucx3+4nvrWSipqSxCKmBpZeS5Mv4GVt0mOpc95G8GwD93Q6Nzfz/zlTaiawmBfnAM7e3Ds6ReAg72jtO3qYf7yJgA69/XT3znCnR++asbP5wsYLF87l4e/9ATP/PQ1br3vCsLFARzHndZ882womoJh6qRTWbLpHP7g2Z/IWpZNajxNpDhIaVVhhTKbzvH6uv3Y1on7tXtzO1fdupiS8gjZdJ5drx3C9OnUHVMf7FHoj9AaXsjSoivwqwHCWvSsx4EqQsXx7KkL/qPb93BxiWhFLC++mnnhpTw58FO2xl9lSdFqfEqAUrOS3kwXjcE5KJ7CaH6QnJOl3Dx6YX7kIv7IcxwbIKjy1TKY6yftpAiqYXJOhoFMDxVmNdrU9+apg0GD2T5cHFaWXEOFr4ask2bCTuJTC8FgvxogoIboz3aTd3OYqm/acapCxVBMJpxCGZ7necStoanmokdE9CJur3o/B1O72TT6AkVGCU3BuTLb4bdISDexXYeMbVFkBPijOWuZH63iwYOvntfn+b2WK7myvBkBTNh5/uGNR097/+Oz0PyagT75udMUlYjupzc9dsLf76lU+iN8YckdUz0nXhk8yP+/7yUq/BHmR6vOSzD33fVLuaN2EQIYyqX4+t4XebhtIw/Mv/7EO3vetLKnhJXFp+qnnaBhuQ7PH96H43nMiVRM6xMxYeexPYcKX4RSszAdrdQMsyLWSG3w/JcSSNMVSitzTOT34OFgaoXfAk2JUhH+GH69hZ6xL017jCoCRH1XM5Z5jtLQu9HVMixniERuA+Wh9yPQSWRfYjT9ODXRPyFoLCLvHKZ37MuMpH9FRfijBIw5mFo9tpvA9SZoLP57ABRhTv2CRHxXEvYtRxURPPJ0xf+Z0fTjRHyXc74mPrhelmTuNWqin8HQKnG9HIZSyAZRlSDloQ+hKAEU4SNrHaRz9P8hbe3F0MpwvBT9iW+hCB+NJX+PphbjuVkUxQ8c/T0UCLL2IfrGv4qhVlEZ/X10tQTHnWAg+X00pYTaos8i0BhNP8lQ6qeEzGX49WagUBqSsQ5RE/3TyYwOC0O9NMY0v11dksGJI4QQBAIGgUAJtTUlXHv1HAaGkuzc1cP2nd0Xe/eks6AIQZkvzF21S7mtehG96TF60nGGsgkm7Dw5t1C+oQt1sr4yQJkvTG2gmJgZlCet0ltGCEF1Yxnv/vhaHvpfj/Gvf/595q9oQtNVdr/WPu2ktb9rmP7OEUYHE4wMJMik82x6bjdFsRA1TWXTRlVWNZQSK4/wyDeeo3P/YQDqWypYvnbuCftwqv0qrSpiwcpZ/PKhlxkfmcAXNNj7eieZiRyqevRvRCgKjuPy028+z65lhX1+5fE3aJxdydKrZpYOfOQ5r7hpEXtf7+SRb73AwZ091DZXkBxPc3BnD3WTKalW3qZjXz/xoQQHd/Qwkcyw/40uwkUBwtEAjXOrCU6OVzVNneaFNWx6bjcP/tNvqGupwMpbXH3HsmmjWhPxCX7x4Iv4g0fLKqIlIdbcvoRAyEfz/Fqe+OF6fvC/n6a0KkrH3n7a9/ZPL4uh0Jm968AA3/v3J2icU0lfxzDrntjOrfetpuaYCSEeLpabJ54fwfVcNKFRYpYzP7KMoBrGxWXcGiVljZNx0oxbcQayPQS1MCEtiiIUhBAUG6Uk7DFeH3uVIj1GSItQG2gCD16PryPn5igxysi7OUZyg8TMQoAkrEdYUXw1r8VfRBM6QS3ErvEt+NUgraGjacO6ohPVi9mZ2IKmFFZcm4KzMRU/i4su5yfd3+aFwUdpDM6mN9NBd+YQd1V/CE2ceRW4xCjH9Vx2J7YyZo1yILmL0fwQpWbF5HMbLCm6nKcGfsozg7+kIdCC49nk3RyLo6vwKX6qfPXsTrxOmVGJi8v28dfIutMz5FSh4lMDrCi5mnErztMDv+Demo9RZp6fiznp4msJl/PC4f10TYyw2Kil2AhQdA4Zj4WPw6kDBUWGn4rJ/hBJK4sxGYQTCDRFwfbcyawkj6xjkTouWzNl5ci7zmT6t0PCyhDVfTMe06kKhZgZpMgoZDKsKm3kq3tf4HAmwfzozLJ9jk15P1lGUkg3iZmhyQloYeqCJewe78Px3MIxuu5UQMLyHMbzGaonG35GDf/UFJEj2z5Z4PSaitksLq7ha/tepDlcxi01C1CEIKSZRHQ/V5bPYk15y0kfD0cT/uRQzPPEcxnPrsP1ctjuGKncViL+NQSNwkQjIRRU4UcRfjj+/FiohH0rGEz9kKzVjq6UkbEO4LhJQuZlCCFIZF/Bp88i4rsSVQmgqSVE/WuJZ56iNPhudLUUoegowgDPQlOnl955noeulpDKbSFjvYzjpsg7/TD5STxf3+ICjbC5gpB5YpmMwEBVwqRym8nZ/VjOMJY7hutNFHrY2YfJ5A9QV/w5AsbkeY96/DaUQgbG+FdRRYiq6Kcmy0IKJR6p/DZ8Wj2Dyf8CwHKHyTv9ZKy2qeCEIvwU+a8mYLSep6OWLungxPEURaGqIkpleYQ1V7SiaXIF/e1IU1QaQrHJxlGSdOlRVYU1ty2hqCzMi7/cyr5tnWi6SmVDjJt+5/Kpi9qdmw7x6pM7yGXy6IaKnbd55qevYfp01t65bCo4UQh4lPLH//henvnZZjY8vZNAyKQoVmgQpyiC6qbSQm+EY/bDMDXqWyunZq0Xl4b5xOffxeM/XM+OjW0Ewj6WXtXKNXcuY/MLezB8OooiqGsp57KrZxOKBlj/1A7GRydYdHkzt963mtJTNOg6lWDEx0f+7FZmza9hywt7eGP9AUIRP1fdtoTVNyxAUVVS42le/NVWOg8cJp+ziVVE6dh3mP6uEUrKI7z3E9cRDBey3IQiWHvXZeTSFlte2kvPoUGipSEuv3Hh1O2xiigVtSVsX39w2llOZV2M5WvnEikOcsdHrkI3NXZsPEjbrkIpzu9+7jae/smmqUCIz2ew+IoWrrljKQd39rDlxb0gBO//oxtZe9eyqcajAF3pQyTtBKVmBabiw/LyvB5fz1DuMDeWv4u8m+P5wV+TsMZwcRnI9vDk4Z9S7W/g6rJb8KuFHgyzw4uI54fZk9iGIlTmR5YWghMUsioOTexlb2IbumLSFJzD8pJCJosqNC4rvgpdMdiTeB3Lsygzq7i+/G4i+tGgjan4uaHiHjaOPMeGkecIa1Gq/Q341ADV/nruqfkoW+Pr2DjyPCEtzO1V72dWcE4hhVwLUWZWoimTP/1CENGixMwKFKFQ5a9lbdnt7BzfTE+mgzr/LK4puw3LPToWdl5kKZqis31sExtHn0cXOvWBlkJTSkXjqtIbAY+tY68SUIMsjq4irEXxTdbf+rUQ5b5qVKGiC4M1pTeRG8ywc3wLa8tuQ73ExuFJ52ZZrI6y7jAPH9rER5oFxUaAgczRxtZHggWW65BzbGzPIWFl8as6pqpPBQeCmknOtelIjaCKQvPTUt+ZG4VqikpNoIhn+vZwKDlMiRlk41A7nanRafdrSw6xZaSLZSV1dKRG2BHv5fdarsRQZvY5tD2XwWxy6lheOLwfn6oTm5xGduTfs46F5Tkk81n8moGpalMZCn6t8L3fnhomPBkYOXaSRiKfZSCbQFAoqdgz3k9TqBR98hh/072D/YlB6gLFbI/3sC8xwLyiQmCkNlBMQzDGb7p3ENX9RAwfWcfGr+qU+QqZEIW//SjXVLQylk/z444tlPvCLIvVMStcRmMoxqM9O6jyRwnrPjKORc6xaQ6Xok2WoQW0Qh+fjtQwAbUwWrHUDMlg43lganUUB24lZC5GEWfONBQIfFo9QWMhY5kXCJsrGUs/T9hchaFWAQLbGUNVwlPbE2joagm2M4Y3g/HFjpekJ/6v5Jw+IuYqTK0GTSmm8IN9HsMTQkFXT95rZCK/ne6xf8GnNRAwFqAqfhThmwrU2e4YijBQRfiUm/ewGcs8j+e5FAeun/b6Ol4a182iKUUoohB8NNV6KsKt+PWjfUkUYaKp8nrmfBIzTV27wC6JnZAkSZLemb7b8WVq/I1cX34XYrKnwraxDawfeYaPNnyG0EmaNkqSdHKu57FnvJ+v7X2R9lRhtKTtusyNVvLZBTcRNfx8e/8rHEoNs320BxePxcU1NIVKeX/TiqkLq7pIAAAACVBJREFU5+Fsiq/ufYFdY31EDT/zo1X82YIb6UqN8ocb/ovPLriR6yrnTGVOfO61R1hV1sT9rVfSmRrlS7ue4XAmQUg3KfOFGcomubZyNh+edTnfPvAKr492E9J8jORSjOczrCxt5BOz18xo1PmvurfzbzufojIQRRMKWcdCIHh3wzLurV+Grij8oP01dsR72Tt+mHErw/KSeqqDRdzXuHKqLCJhZfn2/pfZMNROWPfRGIrxFwtvJmnl+NzmRzicGSdmhnA9l7Sdpzlczh/NXUtLpIyhbJIv7XqWg8khIrqPIsNPzrGZHa3gU3PWogmF3WN9fHP/ywxkk/hVHcfzuLdhKXfWLsb1PD65/vvcUj2fD8xaieU6fHP/y7w23MHfLrmTxlCMg8khHjywju6JOIaq4XguC4uq+cy86zAnx5qP5dN8a//LvDbcSUT30xwu5S8W3nxMOZk0U5YTp330bwjqc6kp+sxp7zueeYWusS/SWvoVfHrjtNuGUj9jZOLn1Bd/ns7Rv6Uicj8lgZsB6Bj9e2w3TlPJ/yz0YvAsBpPfJ555mpbSL6OrpXieS2f8H3DcJM2l/zr9ebOv0h3/InVFf0nUvwYPj46Rz2O747SU/QfimH4OfePfIJF9hbkV3zvpMQylHmEg+T3mlj80redEzu7h0Mh/ozT4HspC7z7hcd1j/4uJ3C5mxf4ZQ6sgZ/eyd+B3qS3+c0oCt5HJ76dt+M+oLfosRYHrTzoeeN/g72GoNRT5r6Vv/KuUhz9MLHg3itBJ5/fRPvLXVEY+Tix4x0n3PZXbTlf8H6kv/u+EzKUnf5OkY80oaiWXKCRJkt5BrLzNsz97jS0v7jvt/TRDZe2dy1h901sz0uviE6TsBAlrDFXRSNsp2if2UqTHUN/GIykl6WJQJkeJ//3SuxjMJnE8F1PVKDGCFJsBBHBD1VyucPJ8aNbRSTR+VZ/WUDFmBvnMvOsYyCaxXGeqGXaFP8K/rXwvVf6jQcOAZvBXi24hpJkIBPXBEj6/5HaGsikAyn1hso6FqRZOfe+uW8JddYtRUBjMJtEUhWp/lLAxsz44a8qbaVr9AZzJhq+KEER0P1X+CKaq43oeV5W3sKh4emM8Q9EoPqahZVgz+f3ZV3NH7SJyrk1Y82EoKkWGny8svp2UXZjaISYfW+GPUGQEEAjKzDB/ufBmBrJJbNelzBeaLGMBTSgoQjC/qJr/seROhnKF19BUdKr8ETSh4An4/OLbp0pudEXlI82rubZy9lSGSnO4jL9adAuHMwnyroNP0Yj5QtOyS6K6n0/Ovoa768bJuTYR3T+td4V0/hTeXxvPy+F4aTzPmRw3OlHoCTGZfRbxXcHIxM85nHgQofiJmEf/zor8a+kZ+zLj2XWEjMXknQHGMi8Q9V2DqhzJ2hFoSjFZ6xA5uxchDFThK2RcYAIqjpfGcobJWG1M5HdgarWFffQ8PPJ4noXr5fA8G9tNINBQhO+UDZDPRiHLwcV2x8GGePopbHdk6nZDq8SntzCafrSQ2aGW4Hn5ySyR8sl9UDC0KqL+a3DcFIOpH6OrZUR9V2FqtQSMeYymHydgzEFVInheHsdN49ObpiZ2SOefDE5IkiS9g6iawpIrWqlrPn3DJqEo03pA/LZbWXINLww+yk96vo0mdLJuGlPxc3353ZiK7D4vSWdLEYJSX+iUZRizo2duGieEoNgMnpDJYKoac6PTG6KrQmFW+GgK+JFeV0eyMI5X4Y9M/f9y/9H7OJ7LnrF+No90nHK/YmaIm6vnnxB4OJYiBLPCpae8/QghBBHdR+S441EEtEROPy3oVK/P8ftxqvdBAC2R6WnzEd3HgqLqafcpMgJTfTVOeQyGn4icpHbheR7J3GZGJ35D1u4i7/TTO/4VDK2KksDtRHwrAdDVUgLGfAaTP6Ay8nFU5WggL2yupDT4rkLgQuh4Xo6AMZ/S4LsQFPo8CSEo8l9LKv86bSOfQxMRYsG7iQXvIGDMIWwuoz/xDYbVChR0fHrzVHaCh8XwxC9J5bYykd+J5QzROfoPGGol5eH7MLU3P8miyH89iewGuuL/iKKEUEUIvz5v6nZVhKmOfoLe8a/SPvp5VBHGw6LYfwPl4Q8hONqHSaBTErydvNNH//g3MNQK/PpsKiO/R3/iW7SPfAFV8eN5NqbWQH3xfwcZnLhgZFmHJEmS9I7neA7x/DBJawwXB0PxEdVLCGuR87LKI0nS24PjueyM97FxuP2U9yk1Q9xRu3CqrEGSzhfXs8ha7ahKYCoT4Vie55F3+snZncfdouLT6jG0yqn7Wc4AWbsdn9aMoU0PdLlulqzdhe2Oowo/plZ3ksaXDjm7F8sZBASmXoehFrZjOXFydheeZ6Gr5SiKD8dN4tNngeeSsdqmZTIACGES0FtRlaPBwLwziGUPEDDmIo654He9HBmrDV0twzhJ34nCvvVhOQMIoWFqtdhuAk2JoqklCASe52K5I+TtPlwvhyJMTK0WTSlBCEE6vxdVCU8FS2w3SdY6iKnVoyklk/82Rs7uxvWyKMLEUCvQ1QqEEDhuiqzdOXn/U/e2kKbMqKxDBickSZIkSZIkiSMp6R7Oac6PBYVMDdnwUZIkacZkcEKSJEmSJEmSJEmSpItqRsEJmasqSZIkSZIkSZIkSdJFJYMTkiRJkiRJkiRJkiRdVJfKtA5ZtCdJkiRJkiRJkiRJ71Ayc0KSJEmSJEmSJEmSpItKBickSZIkSZIkSZIkSbqoZHBCkiRJkiRJkiRJkqSLSgYnJEmSJEmSJEmSJEm6qGRwQpIkSZIkSZIkSZKki0oGJyRJkiRJkiRJkiRJuqhkcEKSJEmSJEmSJEmSpItKBickSZIkSZIkSZIkSbqoZHBCkiRJkiRJkiRJkqSLSgYnJEmSJEmSJEmSJEm6qGRwQpIkSZIkSZIkSZKki0oGJyRJkiRJkiRJkiRJuqhkcEKSJEmSJEmSJEmSpItKBickSZIkSZIkSZIkSbqoZHBCkiRJkiRJkiRJkqSLSgYnJEmSJEmSJEmSJEm6qGRwQpIkSZIkSZIkSZKki0oGJyRJkiRJkiRJkiRJuqhkcEKSJEmSJEmSJEmSpItKBickSZIkSZIkSZIkSbqoZHBCkiRJkiRJkiRJkqSLSgYnJEmSJEmSJEmSJEm6qGRwQpIkSZIkSZIkSZKki+r/Aj+95ZLQFeQkAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Repository'\n", - "plot_wordcloud(df, repo_tool, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bus Factor" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Bus Factor for United States
0.021.449275
1.07352.898551
2.03928.260870
3.0139.420290
4.085.797101
5.010.724638
7.010.724638
20.010.724638
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for United States \n", - "0.0 2 1.449275\n", - "1.0 73 52.898551\n", - "2.0 39 28.260870\n", - "3.0 13 9.420290\n", - "4.0 8 5.797101\n", - "5.0 1 0.724638\n", - "7.0 1 0.724638\n", - "20.0 1 0.724638" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Presence of a transition plan for United States
Yes2820.28985518.2481752.04168
No11079.71014581.751825-2.04168
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Presence of a transition plan for United States \n", - "Yes 28 20.289855 \n", - "No 110 79.710145 \n", - "\n", - " Percentage in 2017 \\\n", - "Presence of a transition plan for United States \n", - "Yes 18.248175 \n", - "No 81.751825 \n", - "\n", - " Difference with previous year \n", - "Presence of a transition plan for United States \n", - "Yes 2.04168 \n", - "No -2.04168 " - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Git13491.156463
SVN2214.965986
CVS96.122449
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None53.401361
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of version control for United States \n", - "Git 134 91.156463\n", - "SVN 22 14.965986\n", - "CVS 9 6.122449\n", - "Mercurial 6 4.081633\n", - "None 5 3.401361" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Testing strategies for United States
No formal testing106.80272111.042945-4.240224
No formal testing but users provide feedback4329.25170155.828221-26.576520
The developers do their own testing12585.03401483.4355831.598431
Test engineers conduct testing1610.8843549.2024541.681900
\n", - "
" - ], - "text/plain": [ - " Count Percentage \\\n", - "Testing strategies for United States \n", - "No formal testing 10 6.802721 \n", - "No formal testing but users provide feedback 43 29.251701 \n", - "The developers do their own testing 125 85.034014 \n", - "Test engineers conduct testing 16 10.884354 \n", - "\n", - " Percentage in 2017 \\\n", - "Testing strategies for United States \n", - "No formal testing 11.042945 \n", - "No formal testing but users provide feedback 55.828221 \n", - "The developers do their own testing 83.435583 \n", - "Test engineers conduct testing 9.202454 \n", - "\n", - " Difference with previous year \n", - "Testing strategies for United States \n", - "No formal testing -4.240224 \n", - "No formal testing but users provide feedback -26.576520 \n", - "The developers do their own testing 1.598431 \n", - "Test engineers conduct testing 1.681900 " - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Repository'\n", - "plot_wordcloud(df, repo_tool, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bus Factor" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Bus Factor for World
0.037.317073
1.01843.902439
2.01229.268293
3.0614.634146
5.012.439024
6.012.439024
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Bus Factor for World \n", - "0.0 3 7.317073\n", - "1.0 18 43.902439\n", - "2.0 12 29.268293\n", - "3.0 6 14.634146\n", - "5.0 1 2.439024\n", - "6.0 1 2.439024" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Bus Factor'\n", - "results = count_diff(df, bus_factor, country, category, order_index=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Transition plan" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Presence of a transition plan for World
Yes614.634146
No3585.365854
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Presence of a transition plan for World \n", - "Yes 6 14.634146\n", - "No 35 85.365854" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Presence of a transition plan'\n", - "results = count_diff(df, transition_plan, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Use of version control for World \n", - "Git 38.0 69.090909\n", - "SVN 7.0 12.727273\n", - "Mercurial 3.0 5.454545\n", - "None 2.0 3.636364\n", - "CVS 0.0 0.000000" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Use of version control'\n", - "results = count_diff(df, version_control, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Testing strategies for World
No formal testing610.909091
No formal testing but users provide feedback1425.454545
The developers do their own testing3563.636364
Test engineers conduct testing47.272727
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" - ], - "text/plain": [ - " Count Percentage\n", - "Testing strategies for World \n", - "No formal testing 6 10.909091\n", - "No formal testing but users provide feedback 14 25.454545\n", - "The developers do their own testing 35 63.636364\n", - "Test engineers conduct testing 4 7.272727" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Testing strategies'\n", - "results = count_diff(df, testing, country, category, multi_choice=True, order_index=order_testing)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "On technical details we wanted to know which of the programming languages are mostly used by the RSEs. We give them a multi-choice list inspired by the [results](https://insights.stackoverflow.com/survey/2017#most-popular-technologies) published by Stackoverflow.\n", - "\n", - "We also wanted to know which is their Operating System for working." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* Which operating system do you primarily use for development?`: one choice\n", - "* `What programming languages do you use at work? Please select all that apply.`: multiple choice" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Tools and programing languages" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Tools and languages\n", - "os = ['tool2. Which operating system do you primarily use for development?']\n", - "\n", - "prog_lang = [x for x in df.columns if x[:8] == 'tool4can']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Programing languages" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Programing language for Australia
Python68.068.686869
R39.039.393939
SQL34.034.343434
C++32.032.323232
C31.031.313131
JavaScript26.026.262626
Fortran22.022.222222
Java20.020.202020
C#12.012.121212
Matlab12.012.121212
PHP9.09.090909
Perl8.08.080808
Ruby5.05.050505
Go5.05.050505
Julia3.03.030303
VB.NET2.02.020202
VBA2.02.020202
Lua2.02.020202
Visual Basic2.02.020202
Groovy2.02.020202
Haskell1.01.010101
Scala1.01.010101
Clojure1.01.010101
TypeScript1.01.010101
Rust1.01.010101
F#1.01.010101
Elixir0.00.000000
Dart0.00.000000
Hack0.00.000000
Erlang0.00.000000
Smalltalk0.00.000000
Common Lisp0.00.000000
Swift0.00.000000
CoffeeScript0.00.000000
Objective-C0.00.000000
Assembly0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Programing language for Australia \n", - "Python 68.0 68.686869\n", - "R 39.0 39.393939\n", - "SQL 34.0 34.343434\n", - "C++ 32.0 32.323232\n", - "C 31.0 31.313131\n", - "JavaScript 26.0 26.262626\n", - "Fortran 22.0 22.222222\n", - "Java 20.0 20.202020\n", - "C# 12.0 12.121212\n", - "Matlab 12.0 12.121212\n", - "PHP 9.0 9.090909\n", - "Perl 8.0 8.080808\n", - "Ruby 5.0 5.050505\n", - "Go 5.0 5.050505\n", - "Julia 3.0 3.030303\n", - "VB.NET 2.0 2.020202\n", - "VBA 2.0 2.020202\n", - "Lua 2.0 2.020202\n", - "Visual Basic 2.0 2.020202\n", - "Groovy 2.0 2.020202\n", - "Haskell 1.0 1.010101\n", - "Scala 1.0 1.010101\n", - "Clojure 1.0 1.010101\n", - "TypeScript 1.0 1.010101\n", - "Rust 1.0 1.010101\n", - "F# 1.0 1.010101\n", - "Elixir 0.0 0.000000\n", - "Dart 0.0 0.000000\n", - "Hack 0.0 0.000000\n", - "Erlang 0.0 0.000000\n", - "Smalltalk 0.0 0.000000\n", - "Common Lisp 0.0 0.000000\n", - "Swift 0.0 0.000000\n", - "CoffeeScript 0.0 0.000000\n", - "Objective-C 0.0 0.000000\n", - "Assembly 0.0 0.000000" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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8+fPzn//5n5k1a1Y+/vGPZ/To0dl6663Tp0+fJM/fFXTXXXfl29/+dmbPnp1x48blgQceyBFHHJHjjz8+rVarl68GAAAAYM2qj0AvGDBgQPbff//MmTMn73jHO3Lbbbdl/vz52XfffVf/NOwFrVYrM2bMyOTJk3PWWWdl5syZ2XvvvXPVVVf10vQAAAAAf1zVEejxxx/P8uXLkyQrVqzITTfdlMGDB+exxx5LkjzzzDP5+7//+3z4wx9+0boLL7wwJ510Utrb27NixYqUUtLW1uZOIAAAAOAVq9vPBCql9ElyZ5KHm6Y5qJTyliSzkrw2yV1JPtA0zbM9M2bPWLZsWSZOnJiVK1dm1apVOeqoo3LQQQfl5JNPzvXXX59Vq1blIx/5SN71rnetXvPII49k/vz5q18nf+KJJ2avvfbKgAEDct111/XWpQAAAAD8UaVpmu4dWMqUJHsmeXVXBLomybeapplVSrksyYKmaf7vWv6aP3qynU79TrdmWZPF579nndcCAAAAbMJKdw7q1s/BSik7JnlPki91fS9J3pXkm12HzExyyMufEQAAAICNobvPBJqW5JQkq7q+vzbJ8qZpnuv6vjTJGzbwbAAAAABsIGuNQKWUg5I81jTNXetyglLKCaWUO0spd06fPn1d/goAAAAA1lN3Hgz950neW0oZl+R/JXl1kouSDCil9O26G2jHJA+vaXHTNNOTvFB/uvcAIgAAAAA2qLXeCdQ0zWlN0+zYNM1OSf53kpubppmQ5JYkR3QdNjHJ7B6bEgAAAID10t1nAq3JJ5NMKaU8lOefEfTlDTMSAAAAABtad34OtlrTNN9L8r2uzz9NMnrDj9RLPvOa9Vj7mw03BwAAAEAPWJ87gQAAAADYRIhAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQARGolzz99NMZPXp0dttttwwdOjRnnXXWi/afdNJJ2WqrrVZ/v+SSSzJs2LCMGzcuzz77bJLk3//93/Pxj398o84NAAAAbJpEoF6yxRZb5Oabb86CBQtyzz33ZM6cOZk3b16S5M4778yTTz75ouOvuuqq3HvvvfmzP/uzfPe7303TNPm7v/u7nHnmmb0xPgAAALCJEYF6SSll9Z0+nZ2d6ezsTCklK1euzMknn5wLLrjgRcc3TZPOzs60Wq20t7fnyiuvzF/+5V9m4MCBvTE+AAAAsIkRgXrRypUrM3LkyGy77bYZO3ZsxowZk89//vN573vfm0GDBr3o2I9+9KN5+9vfnl/84hf58z//83z1q1/N5MmTe2lyAAAAYFPTt7cHqFmfPn1yzz33ZPny5Tn00ENz66235hvf+Ea+973v/cGxH/jAB/KBD3wgSXLOOefkpJNOyr/+67/m8ssvzxvf+MZMnTo1bW2aHgAAALBmqsErwIABA7L//vvnlltuyUMPPZS3vvWt2WmnndJqtfLWt771Rcc+8sgjmT9/fg455JBMnTo1X//61zNgwIDMnTu3l6YHAAAANgUiUC95/PHHs3z58iTJihUrctNNN2WPPfbIL3/5yyxevDiLFy9O//7989BDD71o3Zlnnplzzjln9bpSStra2tJqtTb6NQAAAACbDj8H6yXLli3LxIkTs3LlyqxatSpHHXVUDjrooD+65u67706SjBo1Kkny/ve/P8OHD88b3/jGnHLKKT0+MwAAALDpKk3TbMzz/dGT7XTqd9b5L158/nvWeW2S5DOvWY+1v1m/cwMAAACsu9Kdg/wcDAAAAKACIhAAAABABUQgAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFSgb28PQDJ85vB1Xrtw4sINOAkAAACwuXInUIWefvrpjB49OrvttluGDh2as846K0kyYcKEvO1tb8uwYcNy7LHHprOzM0ly7bXXZujQodlnn33yq1/9KkmyaNGijB8/vteuAQAAAHh5RKAKbbHFFrn55puzYMGC3HPPPZkzZ07mzZuXCRMm5Cc/+UkWLlyYFStW5Etf+lKS5JJLLskdd9yRD33oQ7n66quTJGeccUY6Ojp68zIAAACAl8HPwSpUSslWW22VJOns7ExnZ2dKKRk3btzqY0aPHp2lS5cmSdra2vLMM8+k1Wqlvb09t912W7bffvvsvPPOvTI/AAAA8PKJQJVauXJl9thjjzz00EOZPHlyxowZs3pfZ2dnrrjiilx00UVJktNOOy3vfve7s8MOO+TKK6/MkUcemVmzZvXW6AAAAMA68HOwSvXp0yf33HNPli5dmvnz5+e+++5bve9v/uZvsu+++2afffZJkowdOzZ33XVXvv3tb2f27NkZN25cHnjggRxxxBE5/vjj02q1eusyAAAAgG4SgSo3YMCA7L///pkzZ06S5Oyzz87jjz+ef/iHf/iDY1utVmbMmJHJkyfnrLPOysyZM7P33nvnqquu2thjAwAAAC+TCFShxx9/PMuXL0+SrFixIjfddFMGDx6cL33pS/nud7+br33ta2lr+8P/aVx44YU56aST0t7enhUrVqSUkra2NncCAQAAwCZABKrQsmXLsv/++2fEiBHZa6+9Mnbs2Bx00EH58Ic/nEcffTTveMc7MnLkyJxzzjmr1zzyyCOZP39+DjnkkCTJiSeemL322iuXXXZZ3v/+93f73C/1evrPf/7zeetb35pSSp544onVx3s9PQAAAGwYpWmajXm+P3qynU79zjr/xYvPf886r02SfOY167H2N+t16uEzh6/z2oUTF67XuTe2pmnyu9/9LltttVU6Ozuz995756KLLsoWW2yRbbbZJvvtt1/uvPPOvO51r0uS7LfffrnhhhvyrW99K08++WROPPHEHH300TnnnHO8nQwAAACeV7pzkLeDsVG91Ovpd9999zUe7/X0AAAAsGGIQGx0f+z19L/P6+kBAABgw/BMIDa6P/Z6+t/n9fQAAACwYYhA9Jrffz39H+P19AAAALB+RCA2qpd6Pf3aeD09AAAArB8RiI3qpV5Pf/HFF2fHHXfM0qVLM2LEiBx33HGr12yo19MDAABAzbwi/gWVviL+x4OHrPPaIT/58XqdGwAAANgguvWKeHcCAQAAAFRABAIAAACogAgEAAAAUAERCAAAAKACIhAAAABABUQgAAAAgAr07e0BqNelH755nddOvuxdG3ASAAAA2Py5EwgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACqw1ghUSvlfpZT5pZQFpZT/LKWc3bX9LaWUH5ZSHiqlfL2U0q/nxwUAAABgXXTnTqBnkryraZrdkoxM8hellLcn+fsk/9g0zVuTPJlkUs+NCQAAAMD6WGsEap73VNfX9q5/miTvSvLNru0zkxzSIxMCAAAAsN669UygUkqfUso9SR5LclOSRUmWN03zXNchS5O8oWdGBAAAAGB9dSsCNU2zsmmakUl2TDI6yeDunqCUckIp5c5Syp3Tp09fxzEBAAAAWB99X87BTdMsL6XckuQdSQaUUvp23Q20Y5KHX2LN9CQv1J9mfYYFAAAAYN105+1gry+lDOj6vGWSsUl+nOSWJEd0HTYxyeyeGhIAAACA9dOdO4EGJZlZSumT56PRNU3TXF9KuT/JrFJKR5K7k3y5B+cEAAAAYD2sNQI1TXNvkt3XsP2nef75QAAAAAC8wnXrwdAAAAAAbNpEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQ1ViyZEn233//7Lrrrhk6dGguuuii1fsuueSSDB48OEOHDs0pp5ySJLn99tszYsSI7LnnnnnwwQeTJMuXL8+BBx6YVatW9co1AAAAwLrq29sDwMbSt2/fTJ06NaNGjcpvf/vb7LHHHhk7dmweffTRzJ49OwsWLMgWW2yRxx57LEkyderU3HDDDVm8eHEuu+yyTJ06NR0dHTn99NPT1qafAgAAsGkRgajGoEGDMmjQoCTJ1ltvnSFDhuThhx/OF7/4xZx66qnZYostkiTbbrttkqS9vT2tViutVivt7e1ZtGhRlixZkv3226+3LgEAAADWmdsZqNLixYtz9913Z8yYMXnggQdy2223ZcyYMXnnO9+ZO+64I0ly2mmn5Zhjjsl5552Xj370o/nUpz6Vjo6OXp4cAAAA1o07gajOU089lcMPPzzTpk3Lq1/96jz33HP59a9/nXnz5uWOO+7IUUcdlZ/+9KcZOXJk5s2blyS59dZbM2jQoDRNk/Hjx6e9vT1Tp07Ndttt18tXAwAAAN3jTiCq0tnZmcMPPzwTJkzIYYcdliTZcccdc9hhh6WUktGjR6etrS1PPPHE6jVN06SjoyNnnnlmzj777FxwwQU5/vjjc/HFF/fWZQAAAMDLJgJRjaZpMmnSpAwZMiRTpkxZvf2QQw7JLbfckiR54IEH8uyzz+Z1r3vd6v2XX355xo0bl4EDB6bVaqWtrS1tbW1ptVob/RoAAABgXfk5GNW4/fbbc8UVV2T48OEZOXJkkuSzn/1sjj322Bx77LEZNmxY+vXrl5kzZ6aUkiRptVqZMWNGbrzxxiTJlClTMm7cuPTr1y9XX311r10LAAAAvFwiENXYe++90zTNGvddeeWVa9zev3//1XcJJck+++yThQsX9sh8AAAA0JP8HAwAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUwCviqdLU8Qet89r/8/XrN+AkAAAAsHG4EwgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABEQgAAACgAiIQAAAAQAVEIAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBBvBkiVLsv/++2fXXXfN0KFDc9FFFyVJTj755AwePDgjRozIoYcemuXLlydJbr/99owYMSJ77rlnHnzwwSTJ8uXLc+CBB2bVqlW9dh0AAABsukQg2Aj69u2bqVOn5v7778+8efNy6aWX5v7778/YsWNz33335d57780uu+yS8847L0kyderU3HDDDZk2bVouu+yyJElHR0dOP/30tLX5vy0AAAAvn/+ahI1g0KBBGTVqVJJk6623zpAhQ/Lwww/nwAMPTN++fZMkb3/727N06dIkSXt7e1qtVlqtVtrb27No0aIsWbIk++23X29dAgAAAJu4vr09ANRm8eLFufvuuzNmzJgXbf/KV76S8ePHJ0lOO+20HHPMMdlyyy1zxRVX5BOf+EQ6Ojp6Y1wAAAA2EyIQbERPPfVUDj/88EybNi2vfvWrV28/99xz07dv30yYMCFJMnLkyMybNy9Jcuutt2bQoEFpmibjx49Pe3t7pk6dmu22265XrgEAAIBNkwgEG0lnZ2cOP/zwTJgwIYcddtjq7TNmzMj111+fuXPnppTyojVN06SjoyOzZs3KiSeemAsuuCCLFy/OxRdfnHPPPXdjXwIAAACbMBEINoKmaTJp0qQMGTIkU6ZMWb19zpw5ueCCC/L9738//fv3/4N1l19+ecaNG5eBAwem1Wqlra0tbW1tabVaG3N8AAAANgMiEGwEt99+e6644ooMHz48I0eOTJJ89rOfzUknnZRnnnkmY8eOTfL8w6FfeBtYq9XKjBkzcuONNyZJpkyZknHjxqVfv365+uqre+dCAAAA2GSJQLAR7L333mma5g+2jxs37iXX9O/fP7fccsvq7/vss08WLlzYI/MBAACw+fOKeAAAAIAKiEAAAAAAFRCBAAAAACogAgEAAABUQAQCAAAAqIAIBAAAAFABr4iHjWzpqbet89odz9/nZa9ZsmRJjjnmmDz66KMppeSEE07Ixz72sfz617/O+PHjs3jx4uy000655pprss022+Taa6/Npz/96QwcODDXXXddXvva12bRokU5/fTT8/Wvf32dZwcAAKB3uRMINnPysrTIAAAgAElEQVR9+/bN1KlTc//992fevHm59NJLc//99+f888/PAQcckAcffDAHHHBAzj///CTJJZdckjvuuCMf+tCHcvXVVydJzjjjjHR0dPTmZQAAALCeRCDYzA0aNCijRo1Kkmy99dYZMmRIHn744cyePTsTJ05MkkycODHXXXddkqStrS3PPPNMWq1W2tvbc9ttt2X77bfPzjvv3GvXAAAAwPrzczCoyOLFi3P33XdnzJgxefTRRzNo0KAkyfbbb59HH300SXLaaafl3e9+d3bYYYdceeWVOfLIIzNr1qzeHBsAAIANwJ1AUImnnnoqhx9+eKZNm5ZXv/rVL9pXSkkpJUkyduzY3HXXXfn2t7+d2bNnZ9y4cXnggQdyxBFH5Pjjj0+r1eqN8QEAAFhPIhBUoLOzM4cffngmTJiQww47LEmy3XbbZdmyZUmSZcuWZdttt33RmlarlRkzZmTy5Mk566yzMnPmzOy999656qqrNvr8AAAArD8RCDZzTdNk0qRJGTJkSKZMmbJ6+3vf+97MnDkzSTJz5sy8733ve9G6Cy+8MCeddFLa29uzYsWKlFLS1tbmTiAAAIBNlGcCwWbu9ttvzxVXXJHhw4dn5MiRSZLPfvazOfXUU3PUUUfly1/+ct785jfnmmuuWb3mkUceyfz583PWWWclSU488cTstddeGTBgwOoHSAMAALBpEYFgM7f33nunaZo17ps7d+4at++www75zne+s/r7kUcemSOPPLJH5gMAAGDj8HMwAAAAgAqIQAAAAAAVEIEAAAAAKiACAQAAAFRgrRGolPLGUsotpZT7Syn/WUr5WNf2gaWUm0opD3b9uU3PjwsAAADAuujOnUDPJfk/TdPsmuTtSSaXUnZNcmqSuU3T7Jxkbtd3AAAAAF6B1vqK+KZpliVZ1vX5t6WUHyd5Q5L3Jdmv67CZSb6X5JM9MiWwQXzmM5/plbUAAAD0vpf1TKBSyk5Jdk/ywyTbdQWiJPllku026GQAAAAAbDDdjkCllK2SXJvkb5um+e//ua9pmiZJ8xLrTiil3FlKuXP69OnrNSwAAAAA62atPwdLklJKe54PQFc1TfOtrs2PllIGNU2zrJQyKMlja1rbNM30JC/UnzWGIgAAAAB6VnfeDlaSfDnJj5um+Yf/setfkkzs+jwxyewNPx4AAAAAG0J37gT68yQfSLKwlHJP17bTk5yf5JpSyqQkP09yVM+MCAAAAMD66s7bwf49SXmJ3Qds2HEAAAAA6Akv6+1gAAAAAGyaRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREI6DHHHntstt122wwbNmz1tpNPPjmDBw/OiBEjcuihh2b58uVJkttvvz0jRozInnvumQcffDBJsnz58hx44IFZtWrVJnVuAACAVyIRCOgxf/3Xf505c+a8aNvYsWNz33335d57780uu+yS8847L0kyderU3HDDDZk2bVouu+yyJElHR0dOP/30tLW9/H9V9ea5AQAAXon81w3QY/bdd98MHDjwRdsOPPDA9O3bN0ny9re/PUuXLk2StLe3p9VqpdVqpb29PYsWLcqSJUuy3377bXLnBgAAeCXq29sDAPX6yle+kvHjxydJTjvttBxzzDHZcsstc8UVV+QTn/hEOjo6NstzAwAA9AYRCOgV5557bvr27ZsJEyYkSUaOHJl58+YlSW699dYMGjQoTdNk/PjxaW9vz9SpU7Pddttt8ucGAADoLSIQsNHNmDEj119/febOnZtSyov2NU2Tjo6OzJo1KyeeeGIuuOCCLF68OBdffHHOPffcTfrcAAAAvUkEAjaqOXPm5IILLsj3v//99O/f/w/2X3755Rk3blwGDhyYVquVtra2tLW1pdVqbdLnBgAA6G0iENBjjj766Hzve9/LE088kR133DFnn312zjvvvDzzzDMZO3Zskucf0PzCG7larVZmzJiRG2+8MUkyZcqUjBs3Lv369cvVV1+9yZwbAADglUgEAnrM1772tT/YNmnSpJc8vn///rnllltWf99nn32ycOHCTe7cAAAAr0ReEQ8AAABQAREIAAAAoAIiEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAq4BXxwEYx9+Y/Xee1B7xr0Xqde/tb7lnntb/cf+R6nRsAAOCVwp1AAAAAABUQgQAAAAAqIAIBAAAAVEAEAgAAAKiACAQAAABQAREIAAAAoAIiEAAAAEAFRCCAHnbRRRdl2LBhGTp0aKZNm5Yk+eQnP5kRI0bkmGOOWX3clVdeuXo/AADAhiYCAfSg++67L1/84hczf/78LFiwINdff30WLFiQH/3oR7n33nvTr1+/LFy4MCtWrMhXv/rVTJ48ubdHBgAANlN9e3sAgM3Zj3/844wZMyb9+/dPkrzzne/Mddddl87OzjRNk1arlfb29nzuc5/LiSeemPb29l6eGAAA2Fy5EwigBw0bNiy33XZbfvWrX6XVauWGG27IE088kXHjxmX33XfPoEGD8prXvCY//OEPc8ghh/T2uAAAwGZsrXcClVK+kuSgJI81TTOsa9vAJF9PslOSxUmOaprmyZ4bE2DTNGTIkHzyk5/MgQcemFe96lUZOXJk+vTpk1NOOSWnnHJKkuS4447LOeecky996Uu58cYbM2LEiJxxxhm9PDkAALC56c6dQDOS/MXvbTs1ydymaXZOMrfrOwBrMGnSpNx111259dZbs80222SXXXZZve/uu+9O0zR529velm984xu55pprsmjRojz44IO9ODEAALA5WuudQE3T3FpK2en3Nr8vyX5dn2cm+V6ST27AuQA2G4899li23Xbb/OIXv8i3vvWtzJs3b/W+M888M9OnT09nZ2dWrlyZJGlra0ur1eqtcQEAgM3Uuj4TaLumaZZ1ff5lku020DwAm53DDz88u+66aw4++OBceumlGTBgQJLkuuuuy5577pkddtghAwYMyMiRIzN8+PA8/fTT2W233TbIuf/xH/8xQ4cOzbBhw3L00Ufn6aefzoQJEzJixIicfvrpq4/r6OjIddddt0HOCQAAvDKt99vBmqZpSinNS+0vpZyQ5IQk+cIXvpATTjhhfU8JsEm57bbb1rj9kEMOedHDoD/3uc/lc5/73AY778MPP5yLL744999/f7bccsscddRRmT59erbccsvce++9GTt2bH7zm9+k1Wrlhz/8oecQAQDAZm5dI9CjpZRBTdMsK6UMSvLYSx3YNM30JNNf+LqO5wNgHTz33HNZsWJF2tvb02q10jRNVqxYkVWrVqWzszN9+vTJpz/96Zx99tm9PSoAANDD1vXnYP+SZGLX54lJZm+YcQDYUN7whjfkE5/4RN70pjetfhX9xz72sbz+9a/PqFGjcvDBB+ehhx7KqlWrMmrUqN4eFwAA6GHdeUX81/L8Q6BfV0pZmuSsJOcnuaaUMinJz5Mc1ZNDAvDyPfnkk5k9e3Z+9rOfZcCAATnyyCNz5ZVXZtq0aauPOfjgg/OFL3wh5557bhYsWJCxY8fm+OOP78WpAQCAnrLWO4Gapjm6aZpBTdO0N02zY9M0X26a5ldN0xzQNM3OTdO8u2maX2+MYQHovn/7t3/LW97ylrz+9a9Pe3t7DjvssPzgBz9YvX/27NnZY4898tRTT2XRokW55ppr8s1vftObyQAAYDO1rj8HA+AV7k1velPmzZu3+llAc+fOzZAhQ5IknZ2dmTZtWk455ZSsWLEipZQkycqVK/Pss8/25tgAAEAPEYEANlNjxozJEUcckVGjRmX48OFZtWrV6jc0XnrppZk4cWL69++fESNGpNVqZfjw4dljjz1Wv8IeAADYvKz3K+IBeGk7nfqddV67+Pz3rPf5zz777DW++etv//ZvV38upeRrX/vaep8LAAB4ZXMnEAAAAEAFRCAAAACACohAAAAAABUQgQAAAAAqIAIBAAAAVEAE4v+xd+dxVpb1/8dfbxAVQzFLDZdyzQ0GUCzNXaOUINfcU3NpM9Os0PqqoaltaFZaiSY/t1Rc0rIk91xKcWFzTUlLzTIrTQVjhM/vj+s6cDgOaMxc9xnmvJ+PBw/mnMOZ9zXDzDn3fd2f63OZmZmZmZmZWQvwFvFmZj1Us7enNzMzMzOz7sWVQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmVsRaa63FoEGDGDJkCMOGDQPguOOOo62tjYMOOmjev7vkkks466yzeky2mZmZmVl35UkgMzMr5rbbbmPKlCncf//9vPzyyzz44INMmzaNpZdemunTpzNr1izGjx/PkUce2aOyzczMzMy6I08CmZlZJXr16kV7ezsRwcyZM+nTpw9jx47lqKOOok+fPj0228zMzMysu/AkkJmZFSGJj3zkI2y22WaMGzeO5ZdfnhEjRjB06FAGDBhA//79uffee9ltt916VLaZmZmZWXe1VLMHYGZmPdNdd93F6quvzgsvvMDw4cPZcMMNGT16NKNHjwbg8MMP55RTTuH888/nxhtvpK2tjRNOOGGJzzYzMzMz665cCWRmZkWsvvrqAKyyyirsvvvuTJo0ad5jkydPJiLYYIMNuPLKK5kwYQIzZszgiSeeWOKzzczMzMy6K08CmZlZl3vttdd45ZVX5n184403MnDgwHmPn3jiiXzzm9+kvb2dOXPmAKlvz8yZM5fobDMzMzOz7szLwczMrMv9/e9/Z/fddwfgjTfeYP/992fnnXcG4Nprr2XYsGGsttpqAAwZMoRBgwbR1tbG4MGDl+hsMzMzM7PuzJNAZmbW5dZZZx2mTp3a4WO77bbbAg2Zx44dy9ixY3tEtpmZmZlZd+blYGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcCTQGZmZmZmZmZmLcBbxJuZWdcb078Tz325U9GDLhy02M+dfvD0TmW//vrrbLvttvz3v//ljTfeYK+99uLkk0/mgAMOYPr06YwcOZLTTz8dgFNPPZWBAwcusGW9mZmZmVlJngQyMzPrIsssswy33nor/fr1o729na233pqddtqJvn37Mm3aNIYPH87LL7/MzJkzuffeeznhhBOaPWQzMzMzayFeDmZmZtZFJNGvXz8A2tvbaW9vJyKYNWsWc+fOpb29nd69e3PSSSdx8sknN3m0ZmZmZtZqPAlkZmbWhebMmcOQIUNYZZVVGD58ONtttx0rr7wym266KaNGjeLJJ59k7ty5bLrpps0eqpmZmZm1GC8HMzMz60K9e/dmypQpvPTSS+y+++489NBDnHXWWfMeHzVqFOeeey6nnXYaU6dOZfjw4RxxxBFNHLGZmZmZtQpXApmZmRWw4oorssMOOzBx4sR591133XVsttlmvPrqq8yYMYMJEyZw1VVXMXPmzCaO1MzMzMxahSeBzMzMusg//vEPXnrpJQBmzZrFTTfdxIYbbgikHkFnnXUWo0ePZtasWUgC0vKx2bNnN23MZmZmZtY6vBzMzMysizz//PMcfPDBzJkzh7lz57L33nszcuRIAM455xwOPvhglltuOdra2pg5cyaDBg1ixIgRrLjiik0euZmZmZm1AlcCmZmZdZG2tjYmT57MtGnTeOihhzjppJPmPXbMMcdwyCGHAGkXscsuu4zp06fzne98p0uyn3nmGXbYYQc23nhjNtlkE37wgx8AcNxxx9HW1sZBBx00799ecsklC/QpcrazzczMrDV4EsjMzKwHWGqppTjjjDN45JFHuOeeezjnnHOYOnUqDz74INOmTWPppZdm+vTpzJo1i/Hjx3PkkUc629lmZmbWYrwczMzMrAcYMGAAAwYMAGD55Zdno4024i9/+Qvt7e1EBDNnzqRPnz6MHTuWo446ij59+jjb2WZmZtZiXAlkZmbWwzz99NNMnjyZ7bbbjhEjRjB06FAGDBhA//79uffee9ltt92c7WwzMzNrQa4EMjMz60FeffVV9txzT8466yxWWGEFRo8ezejRowE4/PDDOeWUUzj//PO58cYbaWtr44QTTnC2s83MzKxFuBLIzMysh2hvb2fPPffkgAMOYI899ljgscmTJxMRbLDBBlx55ZVMmDCBGTNm8MQTTzjb2WZmZtYiXAlkZmbWA0QEhx12GBtttBHHHnvsmx4/8cQTGTduHO3t7cyZMweAXr16MXPmTGc728zMzFqEJ4HMzMy6yKMbbrTYz93osUc7lX333Xdz8cUXM2jQIIYMGQLA6aefzogRI7j22msZNmwYq622GgBDhgxh0KBBtLW1MXjw4E7lOrv1ss3MzGzJpYioMm+RYWsd/+vF/sRPf/tji/1cAMb078RzX+5U9KALBy32c6cfPL1T2c08YTnns7cu9nOP/OmOnco+Y5+Ri/3cL19xfaeynz3+zsV+7hrf3qZT2WPGjGnKcwFuuXXdxX7uTjvO6FT2e26bstjP/dsOQzqV3czXNb+m/u+W5NdUsyodeuihXH/99ayyyio89NBDABx33HHccMMNDBkyhIsuugiASy65hBdffJFjjjnG2c5e4rLNzJYwejv/yD2BzMzMzOx/csghhzBx4sR5t19++WUefPBBpk2bxtJLL8306dOZNWsW48eP58gjj3S2s5fIbDOznsiTQGZmZmb2P9l2221ZaaWV5t3u1asX7e3tRAQzZ86kT58+jB07lqOOOoo+ffo429lLZLaZWU/kSSAzMzMz65Tll1+eESNGMHToUAYMGED//v2599572W233Zzt7B6TbWbWE7gxtJmZmZl12ujRoxk9ejQAhx9+OKeccgrnn38+N954I21tbZxwwgnOdvYSn21mtqRzJZCZmZmZdZnJkycTEWywwQZceeWVTJgwgRkzZvDEE08429k9JtvMbEnlSiAzMzMz6zInnngi48aNo729nTlz5gCpj8vMmTOd7ewek21mtqTyJJCZmVkPcM5nb13s5x750x07lX3GPiMX+7lfvuL6TmU/e/ydi/3cNb69Taeyx4wZ05TnAtxy67qL/dyddpzRqWyA/fbbj9tvv50XX3yRNdZYg5NPPpnDDjuMa6+9lmHDhrHaaqsBMGTIEAYNGkRbWxuDBw/udK6znV1l9sSJEzn66KOZM2cOhx9+OMcffzwHHHAA06dPZ+TIkZx++ukAnHrqqQwcOLBL+xI529nOdnaJbPAkkJmZmZn9jy677LIO799tt90WOFgdO3YsY8eOdbazl7jsOXPmcOSRR3LTTTexxhprsPnmmzNixAj69u3LtGnTGD58OC+//DIzZ87k3nvv7dI+RM52trOdXSK7xpNAZmZmZmZmdSZNmsR6663HOuusA8C+++7Lr3/9a2bNmsXcuXNpb2+nd+/enHTSSZx88snOdraznd3ts2vcGNrMzMzMzKzOc889x5prrjnv9hprrMFzzz3HyiuvzKabbsqoUaN48sknmTt3Lptuuqmzne1sZ3f77BpXApmZmZmZmb0NZ5111ryPR40axbnnnstpp53G1KlTGT58OEcccYSzne1sZ3frbFcCmZmZmZmZ1Vl99dV55pln5t1+9tlnWX311efdvu6669hss8149dVXmTFjBhMmTOCqq67qkp3JnO1sZzu7RHaNJ4HMzMzMzMzqbL755jzxxBM89dRTzJ49m8svv5yPf/zjALS3t3PWWWcxevRoZs2ahSQgNXydPXu2s53tbGd3y+waLwczMzMzMzOrs9RSS3H22Wfz0Y9+lDlz5nDooYeyySabAHDOOedw8MEHs9xyy9HW1sbMmTMZNGgQI0aMYMUVV3S2s53t7G6ZXaOI6LJP9jYsMmyt43+92J/46W9/bLGfC8CY/p147sudih504aDFfu70g6d3KvvRDTda7Odu9Nijnco+57O3LvZzj/zpjp3KPmOfkYv93C9fcX2nsp89/s7Ffu4a396mU9ljxoxpynMBbrl13cV+7k47zuhU9ntum7LYz/3bDkM6ld3M1zW/pv7v/Jq6ePyaWu1zwa+pi8OvqYunVV9TzcyWQHo7/8jLwczMzMzMzMzMWoAngczMzMzMzMzMWkCnJoEk7SzpcUlPSjq+qwZlZmZmZmZmZmZda7EngST1Bs4BdgE2BvaTtHFXDczMzMzMzMzMzLpOZyqBPgA8GRF/iojZwOXArl0zLDMzMzMzMzMz60qdmQRaHXim7vaz+T4zMzMzMzMzM+tmFnuLeEl7ATtHxOH59ieBD0bEFxr+3aeBT+ebywKvL+ZY3w28uJjP7SxnO9vZzna2s53tbGc729nOdrazne3s7pr9YkTs/Fb/aKlOBDwHrFl3e4183wIiYhwwrhM5AEi6PyKGdfbzONvZzna2s53tbGc729nOdrazne1sZ7didmeWg90HrC9pbUlLA/sCv+yaYZmZmZmZmZmZWVda7EqgiHhD0heA3wK9gQsi4uEuG5mZmZmZmZmZmXWZziwHIyJ+A/ymi8byVjq9pMzZzna2s53tbGc729nOdrazne1sZzu7VbMXuzG0mZmZmZmZmZktOTrTE8jMzMzMzMzMzJYQngQyMzMzMzMzM2sBngSyppO0nqStOrh/K0nrVpD/nbdzX08laRVJ7639afZ4zHoSSe+U9AFJ29b+NHtMPZmk3SX1r7u9oqTdmjkms64m6ca3c5+ZmVlHPAn0NknqJemAJuYf06zsCpwF/KeD+/+THytteAf37VJBblNJ+rikJ4CngN8BTwM3VDyG9+RxjJL0niqzm0XSu5uQuemi/lQ0ht5V5Cwif2lJA/OfPhVlHg7cQdpF8+T895gqshvGUflEr6RBVeR04BsR8XLtRkS8BHyjGQORtKykTxTO+H8lP791L/l1bAVgVUnLS1oh/1kDqOwijqS13859hbJ3riKng9x1JP1K0ouSXpB0naR1KshdWdLGHdy/saSVS+fnrGXezn2Fso9+O/cVym7aReKFfM9Xqii7o2PFdSV1akOpt5n9pvMvSZ+tILe3pNtK5ywk+xpJH5NU6bxMt54Eyi98X5c0TtIFtT+FM1eQ9DVJZ0v6iJKjgD8Be5fMfgvHVhkm6WsVxq0aEdMb78z3rVUqVNLnJE0HNpA0re7PU8C0UrkdjGMZSfvnn/WTan8qiP4msAXwx4hYG9gJuKeCXGDeCfIkYA9gL+AeSYdWlF1JTkPmKEn/AKZLelbShyqMP2MRf8ZWNIYnJH2vo4PZ0iRtDzwBnAP8GPhjRRU5RwObA3+OiB2AocBLFeQCTZ/o/bGkSZI+X1+ZU4GOjmuKH7jW5APJEZIuBv4M7FM4sq3w518kST+S9MOF/aloDFtIuk/Sq5JmS5ojqaMLSyWyl5N0oqTz8u31JY0sGHkk8DCwIfBI/vhh0gTzTwvmNrq6g/uuKhko6YP5YsLpdfddXDKzwc+BCcB7gNWAK4HLKsj9EdDRxaN3AT+oIB/gD2/zvhIO7uC+QyrKbuZF4mvqL1hJGgDcVFH2j0nnA+OA80j/11cCj0v6SOHsEyXtWLshaTSwa+FMImIOMLfi45WaHwP7k46Tvy1pgypCKzswWkzXAXcCNwNzKsq8GPg36Qf+cODrgIDdImJKRWPoiCrO+wTwrYqyVlzEY30L5v6cdEL0LeD4uvtfiYh/FcxtdB3wMvAA8N8Kc9sj4p9KVW69IuI2SVVUXtV8FRgaEf8EkPQu4PdAsYleSfuQKjO+UMuRdEtE7FQqs85pwDYR8ZikDwLfBbarIJeI2CFfYdgyIu6uIrMDg4F9gfPzWC4ALo+IKk7WzgA+EhGPA0h6P+ngfbPCua9HxOuSkLRM/r+v5M09q0303hwRQyXtABxYRXBEbCNpfeBQ4AFJk4DxEVH6IPZ+SWeSJvwgnTQ/UDgTSduRDuJGkCa3twLWjoiZhaOXkzSUhRwjRMSDhfPvL/z5346zSa8tVwLDgIOA91eUPZ7087Vlvv1cHsf1JcIi4vvA9yUdExFVvl8DIGlDYBOgv6Q96h5aAVi2cPy+pNfydXI1xjSgkkrWbLmIqJ90ukTSVyvIXS8i7mi8MyLulPSTksFKFdqrA30bXmdWAJYrnL0f6TV1bUm/rHtoeaDoMbqkzwGfB9aVVH9ReHmgqmOoa4EJkvYC1gR+CXylouy/AodFxMOQqs6AU4DRwDVAyaWnHweuz79bO5MmvItPAmWvki7U3gS8VrszIr5YMjQibgZuzhNQ++WPnyFNwF0SEe0lcrv7JNByEXFcxZnrRMQgAEnnA88D742I1yseR6Nocn5J90s6IiLOq78zV4oUO3jPSwZeBvZTWhKzNen7fDeF32AarBERzShvfklSP9KkyKWSXqDuRa8C/wReqbv9Sr6vpPeQTg7fL+kK0kHkeyW9IyJKf+1vRMRjABFxr6TlC+ctICLmSjqbVI1SuYh4hfSGdl4+Yf456WTmKuCbEfFkwfg+tQmgPJY/qpolYc9KWpF0MHeTpH+TqkOq0tSJ3oh4QtIJpImCHwJDJQn4ekRcUyj2KOBE4Ip8+ybSRFAxkp4F/gL8BPhKRLwi6akKJoAgnaCdQceTQLa9wRcAACAASURBVAHs2MH9XSYiLiz5+d+uiHhSUu98NXe8pMlAFRXN60bEPvmElYiYmX/GS/uppC8y/7jlTuC8iCh9IWkDYCTp4t2ouvtfAY4onH1cRMzOJ+XXky4svEfSPaRqy9JVdzdIOh64nPQ93wf4jfISnYIXDxd1rFD6feyjpKqbNYAz6+5/hXSRvKQHSedg7ya9xtVnl67Wb/pF4og4T9LSpOOHtYDPRMTvq8gG3l+bAMpjeUTShhHxp9IvbxHxoqSPkwpAHgD2ioiqzoGvyX8qly+EHwh8EpgMXEp6fT8Y2L5EZnefBLpe0oiI+E2FmfNm2yJijqRnq5oAkvQK6Y2l/jesdrtkRUwt/6m6vAGS/pQ/jogoue75GOAXSj2XapM+w4Clgd0L5gIg6UTSUr/aL/54SVdGxKmls7PfSxrU0ZK4wnYFZgFfAg4A+pNm+ouSVFva+CRwr6TrSD93u1L+jf3aiPhBPkH4Cukgsh9wnaSlImL7gtmr1H3tb7odEWd28JyudoukPYFrKnxTBeb1BPoY8CnSAc0ZpDe5bYDfUPbK/f15Uv+SfPtAKqhgiIja69cYpbXm/YGJpXPrNG2iV1Ib6f/6Y6SJmFER8aCk1UiVtkUOtPJk7vFv+Q+71lXAbqSTwjl1r2lVeDIiik70LIqkX7GIrzUiPl7BMGbmk6Upkr5LOnGsqt3BbEl9yd8Dpc0sqqjo/X85p3bxbH/SCcO+JUMj4jrS++WWEVHVcqCaiZLmACuTJgZuAA6NiC2UeiKVVmsJ8ZmG+/cl/f+XOk5+sqNzIaXeKX8qlAnMm+S9UNKeEdHREsCSLouITSXNiIjfVRkcES9LepVUrV7lhRsajhNF6vU1BdhC0hYVHSs+nKvMLs+39wEeUepTVKQqpeEcOEjngOsAe0mKiFihRG69Zl3UkPQL0gT7xaRjpefzQ1dIKnasqorPA/4n+QfiHcBs5v/QFf1ByG8wtYPk2uTLTOZPhhT/IewOJE2OiEorBvJShYH55sMRcWtFuY8Dg2uTffmAbkpEVLJsQ9IjwHqkvh3/Zf7PWtFeD/mN5oqIeK5kTge5i2zSGhEnF8z+OWkCYgPgVNKk05kRMVhSn1Illzm7aV933Rhqr6lzSBOAlb2u5Unl24CfNV7NkvTDkuW2+cDlSNISHUhXzX8cEbML5a0QEf/RQpo4VnUlUdI7gNdJ/8+1id5La0swC2f/DjgfuCoiZjU89smGZRVdkXdWRByzsEmJ0pMRufpje1Ip9wjS9/ow4DcR8WrB3MrfqxvyF7mktYqTN0nvA14gVUV8ifS9/3Hh6sJa9nDgBGBj0hKJrYBDIuL2wrmPRMTGb3Vfwfzvkt5DZ5EmttuAL0XEJYt8Yudz+5Let39KWs47ErgVuCsiqupvVymlZbW/Ji2Xr79QuiUwMiL+WMEY3kVqsF+rPLsLOKXke4mkh0j9n75Jah+wgILVpPVjuA44KiL+UjqrLrM7HCv2JS2H2zrfdTepb83rpFU6xd7TmkHShIjYW6lPbEfHD6XPx3aIiMqbUnfrSaBWJenDpAMKgPuacLWl6QeWVcpX6HePtIsMefnGNVVdXc0HsG9S+upDfqPZm7T07Qrgyoj4e8nM7kLSw8BJpIPIzwPTgakR8YWmDqwHk9Sv6gMHSbuSlluek29PIl1FDmB0RBRpZCrp+ogY2VBdWVO6srJbyBVn11ewPKWWt1lEPLCwSYkqryQrLTXcmVQh8NGIKLYjoKS9I2LCQh57b8UnL31Jy+cff8t/3APkib81SBcKtyD9nt8TES9WkH0Z6QLGffn2ZsCxEVHJLraSpkTEEEm7kyZijgXuiIjBFWTfWjs+y1W9HwG2LV2porTT38S83PMEUj+ib0bE5JK5OXsZUrXXvAulwM8rXKlwE6mitDbJdwCwfUR8uGDm1jlnb1I/nHoREcU3+JB0B2kJ/SQW7BFTRYVjS8qvKbdG3uUzn5NtHxHXFswcEBHPV30+pgX7qnWUW3Sis9tPAuV1gbVdXG6PiCLN9roDSWuSmgS/wvzZ/s1IV1p2BT4ZEedXNJazW+WEWNK1pB18biKdsA0nveA/C+UbgtWNYxXqGitWdfCel23sA+wJPFvyTb0hd2VSk7lNWPDrLj75JumSiDgwfzyZ9Hs2NCKK9aDSW+yUU8XPWT5pOYDUsPab+TVnQERMqiB7HdJOJlsCc0lLgr4UEcXK2SXdDewbEc/k21NIPVL6kZoUV9EQvGnqyqshlVb3AV6rqPJrPOl7fQdpknliRLxROrdhDO8E1oyIynZ77GAMfRsrobr48z8YEZvmjxdocl//WGmSRpF2Glw6ItaWNIRUKVDsZGlhV21rSl+9rY0hch/JKuUqiY1IFcQAawOPkqrmo/T/u6SHI2ITpWW2V0XERElTq5gEahjHYRHxs4qypkVEW56cOBX4HnBSRHywivyGsYys8nxI0kMRMbDhvkp+9qv8P+4gu/KLCgurZq3LLj4BJWkrYAzwPupax1RxAas2wdxwXyWFCZI2johHGu7bvlRlZz5OWpjiE53duieQpG+TTs4vzXcdLWmriKhy+/IqnQP8MCL+X/2dkg4inTAFqby+uFaZAMp+kf/U3F5leJ7oPIO05egLpBfdR0mTI1V4AfgbqSnzKhVlQvq9voJ0FfGzpOZn/ygZKGk9YNXaBFD2ddLExN9KZrNgk/OTSaXVVfsxaQJmR1KJ9auk153NK8j+ec6q9cnZl7RDV8kD6KVrE0DZXXkp1r/yUqkilBrNL1SU37GpljOvoWieANyVVLFQRfanckXMLqQlUudIuikiDi+ZK+l20u4iS5F+516QdHdEHLvIJ3Yuc33g/0hVlWeS+rRsA8wgLQkr2X+qvsqscflhlbuKjgE+QH7/jIgpktYunFlyK/a360FJm9cqcipU1W45C/MrSY+RLlJ+Ll/UKVqV0lFlW8WTA7Vdij8GjIuIX0uqqndko1MotAPdQtwoaV+gVnW4F/DbkoGSdozUFuLfHVVMVLEcrMoK0jrdYVnjz0hLax+gut25azrq51bVfMUESReTdu9dNv9dW3rZ5SLiUyU+79vVrSuBlHYAGBIRc/Pt3sDkKq7uNIOkP0ZEh81RlXYf2TQiXqhoLJtEXWd4K0fSVNJJ+QLbOEfEYYVzP08qs12ZtKXthMYZ8ML5D0TEZrWra/m++yKi2ISEpOuBr0VDE25Jg4DTI2JUx8/s8nE0ZbllrTKgPr+qq7f1/8919xXNlvRkRKy3kMdmRMS6hXIXtbY7qlpq2pGqf/bqlkZ9irRko9jSqJw3Ob+OHk6qAvpGRz97XZx5F3ARadvkL5E2O/gVaSLo1JKVAg2VQAtU/lRcCXRPpAa99a8tRb/v3UGeCFmPtOvfa1C2p5/yTpaSOqzmi4j/lMhdyFhWAl6OtInKcsAKEVHsYkrDz/rVEbFnqayF5F8PPEeqFt+UNAE2qerqpzyWql/H6/sJinSiXlseFSWqSyWdnF+/O6qWqGo52BbAj0hVd0sDvamomraZJN3bjAq3nH0B8BLpoiGkfo4rRcQhFWS/A/gOaXXA8qSL1d+pzUMUzK285xZ080qgbEXmb9fdv5kDqUCHV+0k9QJmVTUBlF1MepPrsdTkRmB1mrWN85rAMRExpYKsjtSaMD8v6WPAX3nzleyutmrjBBBAREyXtFbh7AUiK8yq154n02s72axMqgwqRvObI3e4vW7JbNLuc0dExHn1d0r6DGnJZxERsUOpz/2/aLh62ot0RauqHhK7kP6PtydVh5zP/N11SlpK0oCc9X8V5AH0i4hxAJI+GxFX5vtvkvS9wtm1XQbFgjsOijTBX5WHJe0P9M6VUV8kNbItrsknah+tIKPeVaTquodZcCed2t/vrWIQuUK99nH9QxeVjK37uBl91fYmTWiPjYiX8uvMmxoWV6Rxh7Ki6qtKK8z8Rv67mdUSZ5Oqlq8kvX8eRNmdTOfJr6PfIvWIrW+ZUMXP/m35vesa6nY7rKiK+SjgRNJKAUitOo6sIBfSecks0qZQywJPlZ4Ayi4nLZ2vTWwfQPr6i7bn6O6TQN8CJuerqiL1Bqp669cq/VrSeaQT89dg3qzk9yl/stSoyjLyZjk6/93skvKmbONcW1apJvUiAk6V1B/4MukAvnYVvaQVF/FY38LZ3cEPSUsfV5F0Gqmk+4TCmQ+wYHPk+oPXAEou7/0ScG0+Oa0dvGwGLEPa0ruo+hOlehFR8kSpXn1l2xvA06SlUlU4iHQQ85moqDl0dgppmcJdEXGfUi+qJwpn1h8kNlZilD6API90xbLxY6ho+Xh2FGnS7b+kpZ83kpacVqFpJ2pUPKEfEbvkpZ0fjIi/VpndoL5id1lgJ9JrbMnXtljIx0Up7/ZI+jpvz/etRPpZL7nUs3Ecy5GOl94bEUfkSYINSvYGkrRhRDy2sCXOVUwKSJoB3EPa1fPOqlcpRMSTknpHxBxgvFIfySrakownVYd8H9iBVE3b0VKpEmpVQMPq7gvSqoWi8vlvs8717yP15t0ceDfwU0l7RsQnCucOiIj698tTJe1TOLN7LwcDyDPttTebSSVLTZstl82fTvpFr3Uify9wIfD1KLSdcV3+N5h/svYZ0hacAETEKSWzmyVXRdzczCv3eaJvFunFvbJtnJUaeZ5JQy+iiKiqF1HllHZUubWDypDDgeERUexFV/Ob9Io04TSz9hAVbdOex7Eh6YBdwC0R8WgVuc0kaUfm99h6OPcZqCL3R3U3550oRcReVeR3RNIxEVFFpSGSVmXB9+8qq1krI2km8CTpd2rd/DH59joRUaz/VHchae2IeKrhvkp65Ui6PyKGNSwtrqqRaK2SWKTf8bWBx0u/j6qDRr3NpLSDz+URsXPBjDnMX3JX2Xuousluj5KuIF1UOSgiBuZJod9HQxPdLs4cFxGfXsgS50qWNivtjPZB0vLarYANgGkRsfsin9g12XeQqjHOJ/WNfB44pKIl9LWWCfMacNfuK53dTGrupjHDIuL+hvs+GREXF849k1SdXt9z6wMR8ZWSud29EgjSifGLpLG+X9L7I+KOJo+plCGkk/KTSGvMtyddyV2atJvNvxb6zK7xdN3H7cyfiOqx8lr2uZL6R96OsEp5Eur6PAk1lzThV5VTSU1iF+hFVDo0nxgvaueDkrtkHQP8QtIBzG/UPIz0O1b0gKIZ5dQ1kpYlNd9eD5gOnBvV79TUtKqYPOlTycRPQ+5R9bdrJ0pVj6PBsUDxSSCl7ZTHkq6cC/iRpK9GxFWFc5clNWNuPIAs2T/idtIFnGepuDJE0kmLeDgari6WdLWkURHxXB7XtqSeDlXsnDVT0tLAFEnfJZ2oVXLFPBp2R8oVE5+vIHqKpKFRwfbkb9NrpAmwYiKid8nPv4jckfnvN319klavcCjrRsQ+kvbL45mphrV4XS1PAPUCToiIu0tmLcIc0jnJHNJx8gv5TxU+SXot+QKpsnhN5i/ZKe2/+Xv/hKQvkPpR9asom9ymofF9tIqCgGZsGlOr9vtTXQuDml8XzK2/OHwMcEl+qBdp45bWnQSS9B1ST4GHmV9SHaRlMz3RucCHI2KW0ta2XyOVWA8BxpFmBouJiHkTEJKOrr/dw70KTJd0E3XLsApPRtQymjkJ1axeRJWVTzeKiL8DH8oTXrWrqL+uojKkYSJmGnBBhRMxF5IOou4k9ZPYiPSGU6VmLB/oboqfKL0NVS31PQHYvFb9k6/u3UzqaVLSxcBjpF4tp5CqK0tXu/2WtF30ANKVvMsqPDnvaOnwO0gTYe+iuiVZnyEtvRxF6if4LWBERdnNPFFbQEQ8KKmKhqpDgfvyUpn6htRVNQKv38a6F6lvyZULf0aP9Qcq6sMEzJbUl/k9/dalrl9LKRExV9LZpJ+5ZvgP6eLVmcB5pavk60XEn/N7FxFxclW52dHAcqT+at8kLQnr8GJaV5P005y9A6kKai8K9lFs8K6I+Fk+D/0d8DtJpStKf06adGpsX0C+XaTar5kXh6GbLweT9DjQVnE/gaZR3U45ks4B/hERY/LtKSVLPjsYS1N2L2oGSQd3dH9Vk2CSriO9uVY6CSXpZlJflG+TThZeIJ20fahkbl3+J2J+A9WF3tdT5FLu+omYP0fE0Yt+Vpdl15cTL0VamtPUxu9VLB9otoYTpd6kE6UJEXFcE8f0l4goftJS/zOXb/cCpjZWThTIre0ONi0i2vIy6zsjYouSuTn7faTeNPuSlqtcRpoQ+mPp7Jy/POnE4TDSZNQZVS7Bk7Ql6WLW68DHIqLo1du63HeQNs+o30l2mYiYuehndkn2sXU3e5EmwN4VEUUbRucJgDeJiBklc+vyt6u7+Qbp/ezZKrK7E0nPRMSaFWV9hNR3a2NSz62tSEuTbq8geyxpwuuaqPjEUdKupF2TPgDMJjWcvyMibimYKVI/ni+Qfq9F+jn/UVXtMZp5jFz3/ln7ux9wQ0RsU0F2bafJ35L6WP4VuCoK7ebaXUhqA9airkAnIq4pmtnNJ4FuAD4REa82eyxVkPQQMCQi3lDadvTTtaVvpdd/S1qPtHPS3fn2ShHxL0lbAX+r6sCiGfIB5OuRmr5VegCZ8zqahIrSy2TyevLXSW9uB5IaM18aEaWXHdby37R9cUf39RTNnIhp/L52h+9zPjl/KCI2aOY4SsonSrU32dqJ0nMV5NZKjN/0ENA3IopXASvtLNJGmgiBVNU7rfQEmKRJEfEBpV4Onyf1cZgUFfXtqBvHUOAC0oWsostYcvn6saSqpwuBH0TEv0tm1mXXT3RCOkF9Hvg3QEQUb0Qu6R5SFfWr+XY/4MYqLmgo9VKsqTVfvzoiiu7CJ2lzUg+/2te8PKlJcFMqbfMk734RcWkz8pulqkn1urx3kZbxC7gnIl6sKLe2RfwbzD9ujKhwq3Slfoa7kKqYV4mIYpt55MndXUjnYU/l+9YBfgJMjIjvl8quG0PTjpGVt4jPr617AP8k9VNcr4LskaSLpWsyf9OYkyPilwUzF/k9jcIN0CVdQDpeWmDlU5Rdxt49l4Npfs+QmaR1z7ew4BZ1xZfpNMllpLK3F0mNgu+EeRM0pZcKnUVdt/u6iYD/5MdGdfSkHuIWUuO32mRjX9JVlkoqYoAVI+IH9XdIKlYhspATxFrp40m5vPz/Sl1lUdo6egSwuqQf1j20AukAo6dqr32QJ3qrzB4sqbZrkYC++XZlB3KttHygYZ13vZD0X6Do71izS4zzGL6qtEX91vmucRHxiwqixyktpz4R+CWph8KJFeTWJnd3IVUC7UTqFTSmcOb3SAfp44BBTbhoNrbivI4sW/91R8Sr+SJHcU1YIlIzjrTTYc1rpCqsok1jJa1A2q55ddLvV2375q8AU0n9PHoULbyPoVj0jqNdPY5fkZat/DLyDsJVaeZ7iqSrgcGk9807SMs/Sy9N+iRps5B5k2wR8SdJB5LOD4pNAnWTY+Trc7X290jL9oOKdpuM+bvdvUxajlaFMxbxWBW7om0RERsXzniTblkJtLDlOVnxColmkrQFqa/AjTF/m/j3A/1KzkRKui8iNl/IYwuU9fc0HS21q3L53UJm+5uyHC9XQQ0kVQQVqTyTNJjU5+oUUhP0mleA26q6gl01zd/ZBFhgd5PKr6g1g5cPJFX8jnUXSruDfYB0ENWTdwcbDuxHOnCfRGr+fV0VJ2qS5pIukr3BgieqVe86OG9JVj5m2ZC0fKD9LZ7aFdl3A0fVjpEkDSMt29iyYOZZEXFMB5VQ5Nv/IjXgv6dQ/rz2AXX3zdsdrRSl5ev/Ji0N2glYhfSzdnRETCmZ3SxvcU5SZeuA7UgVlR8jbWV9OWljkaJVZzl7d9LOqi/n2ysC20fEtQUzNweeAdYAJpMq1vckVduNKVm1vqjVFxWszBhMahFxMt3gGFlpd7Zlo3Df0kVMtgI9ugAEST8jLd9+pNLc7jgJVKPUFOpNFRKN91nnSXoiItZfyGNPVlEC2CwdHEBuBpxd8gAy5+wH7E/a9rK+2fnywNyI2Klk/qJI+kxEnFs4o08VJwjWPbXq8oGaKn7HmknS3qSriLeTThK3AYruDpZPkv4dEdNy/rak7dp/EgV7C0q6lXSF/uqeOon9ViQ9QPo/fidwN+kkdXZEHFBB9uakE+K/5rsGAPtExAMLf1anMzeLiAcaJrfrvRv4Zqmru5KuJTUkH0c6cfoc8NHSy+8aljX3Ji39e28VExGW5O/7jsARwM4VVfJ2dLG06MVKSQ+Slnn+S2m3wcuZv1nORhFRbLOcRS27qnBJ1lJR/S6ueyzq8SjYo6ZhsvVkUk+m+uxik62SRkfEd/PHC/RdknR6RHy9VHbO2I5UWfk30kWd2kWcspP63XwSqNtUSPR0ki4jzfKf13D/4aSSyH2aM7LyGg4gBbyHwgeQOfd9wNqkXVSOr3voFVLvjJ68NApJ65O+9o1ZcAvKSnt3WFlvtXwgInZt4vCsEElTSe8dC+wO1li90IV555DW1C8LPE5aBjaR1Dy1VxWTEa2sdrwm6ShS36nvdlSt0sWZmwPPRMTflHqMfYa0NO4R4KSSlQIN41gaeH+++Xjt4oakURHxq0KZqwLnANvnu24lXcz6e4m8utxu11+ulSjtDjaKVBG0KakS6KgKct9UZVZ6lYCauFlOQ+X2Ag+RqmL6FMyezqIrYopNDEgav4iHIwr3qKkbR6Xn+vWvY814jZP0JKmv33Tm9wQiIv5cMre79gSqVUisLam+EdTypBJb63rHAL+QdABpizyAYcDSwO5NG1UFIuI+pYZztQa18w7iCuf+WdKzpKbUvyud1w2NJ830f5+07vdTpF4x1rNczPzlA4cDXycdSO3WU5cPGJAmXuqXf/2Tsr/fO0TExpKWBZ4jNQ6dI+lcYFrB3G5L0vURMbK6OG1Jak59WL6v9Ov5uaR+fgBbkl5bapUC40jbGhclaXtSM+6nSa9ra0o6OCLuKDUBBJAne4p/fR1oen+5ViVpAml57UTgbOB3kXfEq8D9ks4kTTxC2jWr6IVSoHddNcxOwKfrHit6/hqFm/m/hapes98kIj6Vq7T3iogJzRoHi5gEK0QL+bij2yX8Iwo2vl6YbjkJRNr+73lSOW19s6ZXaNGDudLyAcWHJO1A6lcB8OuIuLWJwyqq/ipiRLQrdYffE/izpKLrjWvyScpcSf1Lr7fthvpGxC2SlGe7x+QlBSe91RNtibJO3fKB8/HygVYxUWmL1/rdwX5TMO91gIh4XdKfI+/2GBEhqVWXnR5RYdbRpM0lfhERDyvtpHNb4czede/T+5Caj18NXC2pqgnmM4CPRMTjMK+H42UUatAs6VDS9thPShJpImxP4M/AoaUn1pt8ctzqfkZaQj2nCdlHkRrsX5Fv1yp6S2rmZjlNU7r6423kz5U0GmjmJFDVYiEfd3S7hMmSfg78igU3wmrpLeK/CFzcqmvsraxmrjduGMd1pCZwN1FXftqTm6ABSPo9aeegq0il7M8B344evGV4K/LygdalBXcHuzMK7g6WqyrPJF21+1L+mHz7mIhYs1S2NYekh4AhkXZbfIy0nfMdtceigsbrC1kmU6xBc/6ah+YLV/sCxwE7k44hvh4R25bItXlLWo8A1qLuInrpJTKSdoyIWxfWr6X0iWIH43kn8FJUcAKpJm2W00zqeAdfqLDaTtK3gRdJk3715yUlm3HXf93LkTZOgQq+7rrlf/WbttSyiy7/y/kdLcMrvvyuu1YC1awC3JdP1i8AflvFi461jO5wFRHgmvyn1RxNeqH/IvBNUqPDRe7CYUskLx9oMblx6c0RsQPVvbadR1oy3vgxVLS1bTPk3mr/R1oqfybpa681xD48Iu6raBwrA6OBTViwx1vJrXW7Q6XA/bnC8ZJ8+wDg/oJ5b9QtVx8FXJgruSdKOr1grsF1pJ+xm4Eqq3G2I10oG9XBY0HB11hJJwETIuIxpV2ibiBt1z5H0v4RcXOpbIDoYHe9iPhjycxmi4jl3/pfFVfrA1tf7RVAsZ6dzfy6m13hGBGfakZut64EgrTIHPgIqV/IMFJ52s8iYkZTB2ZLvO5wFbFuLB02ljQzWxJJugXYowWXuVZK0l3ARcAKpAqoY0gl5dsAp0bEBysax42kq8ZfAT5LmtD/R0QcVzi3qZUC+cT4SOoq3oAfR6Hd6CRNJlX+vERaAvbhiHgoP/ZoRGxUItfKNyN+G/lrR8RTb3VfF2c+DAzMy2o/TerXuhPpePXCiPhAqWxLJK3CghPrf2nicKyA/J71E2DViBgoqQ34eEScWjK3u1cC1dbz/420bdobpO1Hr5J0U0SMbu7obAnXHa4iLrKxZFVjqFJDs/c3icJb3JpZJV4FpktqqWWuTdAvIsYBSPpszN/a9iZJ36twHO+KiJ9JOjpvdPA7ScWrkJpdKZAne85k/vLD0sYAtcmtG+omgLYBik0GGADXSxoRESV7my3K1aQdwepdRaH+U9nsuhUYHwUuyz2JHpXU7c8hl2SSPk7qObYa8ALwPuBRUrVlqcymbpXews4Dvkrq8UZETMs9glp3EkjS0cBBpHWJ5wNfzeugewFPkEqPzRZLRJyWr1bXriLW3uh6kXoDVaXSxpLdwJbAM6Sv8V6q6bxvZtWqX+Zae23173rXq98d6D+LeKy0WvXq85I+BvwVWKnC/EqpSds4R8R1km4A+kfEP+oemgLsWyLT5jka+Lqk2cz/eS++pFlp99pNgP4NfYFWoK5CpJD/ShoI/J20i+tX6h5brnB2q/smsAVpafXQvHHPgYUz9wW+mz/+GnBl3WM7k3ZgtK63XERMSouf5nmjdGi3ngQiHUDs0dgpPXcub9oWetZz1F9FrCu5fD3/qUqf2gRQHtMfJRVtQtZk7wGGA/uRSot/Tbq69HBTR2VmnSZpV2CNiDgn354ErEw6YS66NKhFbShp3p+ZOQAAFmxJREFUGmmCbd38Mfl2sf4NHThVUn/gy8CPmL88rafaA1iVdEGj3pqkyvViImK2pFclHQ+sFRGfzWNZn9SzxQpoYs+SDUjbhq/Ign2BXqH8DoBHk6qNVga+X1t6JmkEMLlwdqtrj4h/SuolqVdE3CbprMKZzd4qvVW9KGld8oUFSXuRdtItqlv2BJK0LGlN+XrAdFIPoOIzYtaaJI0ilXLXSi7fCzwWEcVKLhvyLyBdsa1vLNm7dFf47iD3U9gP+B5wckSc3eQhmVknSLob2Dcinsm3p5CavvcDxkfEToVyj13U4xFR1XKdSkn6DXA68CwdVKY0XkSzriHpeuBrETG94f5BwOkR0VET367Mv4x0fLx/7iGxHHB3RAwtmdvq8hKd2g5st0fE9RVmbxkRf6gqz5pL0s3AbsC3gHeTzk82j4gPFcyct3urd3atjqR1gHHAh4B/k5b2HhgRT5fM7a6VQBeSSi3vBHYBNibNRpuVcCrVl1zW+xypsWStV8adwI8rzK9cnvz5GGkCaC3gh0Cx7aPNrDJL1yaAsrvyLoz/kvSOgrndYUeVZvgtaRJ9AGnjjMsiorIr9JJ+xKKXRfXUHlCrNk4AAUTEdElrVZC/fkTsJ+kTOXemGtYSWNfK22ZvDlya7zpa0lYR8bWKhvDZ3Pz7pTyedwJnVHHBUNKqpMnm1SJiF0kbA1tGxM9KZ7ewXUmrEr5EujjcHzilcGZtN9f6nVzJt0svPWxZEfEn4MP5GKlXRLxSRW53rQSaHhGD8sdLAZM8+2ilSLo/IoZJmgoMzcsNp0bE4MK5723FLv+SLgIGAr8BLq81tjSzJZ+kJyNivYU8NiMi1q16TK1A0vtI/Rz2BfqSeq5dVrpJsqSD626eDHyj/vGIuLBkfrNIeiIi1l/IYwv9HejC/N+TKux+HxGbSlobuMK7NZWTl1oOiYi5+XZvYHKp/k8d5E9urPTq6L5C2TcA44H/i4jB+dxscu1czcqRtAJ1RRv5oor1ILkH8njSEs/zSA3gj4+IG0vmdtdKoHnbY0favruZY7Ge7yVJ/YA7gEslvUDdbjYFXUve6UHS1RGxZwWZ3cGBpO/v0cAX636/RQVNFs2sqHslHRER59XfKekzwKTS4Xk5+WGkRqr12+r26OW1ednXd4DvSBoKXACcBPQunDtvkkfSMT110qcD9y/k5/xw4IEK8k8BJgJrSLoQ2I70c29lrQjUTsL7V5zdS9I7I+LfAJJWorrzuHdHxARJX4N552ZzKspuSfk982RSNdBc8jEy1fZ6s2ocGhE/kPRR4F3AJ4GLgZacBKqVo8GCJWk+SbQSdiVtEV9lySUs2GStZV7UI6JXs8dgZsV8CbhW0v7M38p6M2AZUn+D0i4GHiNtZ3wK6TX90Qpymypfmd+FVAm0E3A7aTvxKnW/0vJyjgF+IekA5k/6DAOWBnYvHR4REyU9QOohIdLuuS+Uzm1x3wImS7qN9D3fFji+wvwzgD9Iqu3Y9AngtIqyX5P0LuY3rt0CeLmi7Fb1FWBgRLzY7IFYcbXzwRHARRHxcBXLe7vlcjCzKuWGoldExHMV5y60AZuZ2ZJM0o6kahyAhyPi1opyJ+febtMioi3vtHhnRGxRRX7VJNV2WhxBqrS6HLguIqqoZm0cS8u9j+UeggPzzcp+znP2x4GtSSfmd0XEr6rKblWSBpD6AkFqVVF0J7gO8jcmLQMEuDUiHqkod1PSrn8DgYdIu4XtFRHTFvlEW2ySJpJ2yJ7Z7LFYWZLGA6sDawODSRW8t0fEZkVzPQlkrU7SN4C9SSW+VwBXRsTfK8idQ1oWJVIPh9oLvSvezMwWg6RJEfEBSXcAnydt1z0pInpktaWkW4GfA1fXlolUnP8K8yuAlsPvY5XIDbk3Jk36QTqGebQHN+LuFiS1kTazqO/Rck2F+VuTmoKPl7Qy0K+2bXsF2UuRtqsX8HhEtL/FU6wT8rLe8cC9wH9r9/t3vOeR1AsYAvwpIl7KSz3XKD3J6kkgsyy/ue8D7Ak8GxEfbvKQzMzsf5B7slwNtJEOoPsBJ0XET5s6MLMuJOlRYOPIB/G5SfFDEbFRc0fWc0m6gPS68jCpRwukic5K+o3lC5bDgA0i4v2SViNdtNyqguzlgGOB90XEEZLWz+O4vnR2q5I0CbgLmM78n7ce22y/lUnaCpgSEa9JOpDUL/YHuddfMd21J5BZM7xAumr8T2CVJo/FzMz+RxFxfv7wd7RQrzVrOU8BawDP5NsDgBnNG05L2CIiNm5i/u7AUHKvtYj4q6TlK8oeT+p9tWW+/RxwJeBJoHL6RMSxzR6EVeInpH7Ig4EvA+cDF5Ea/hfjSSBreZI+TyqlXpn0pnZEVeuszcys60g6qaP7I6KKZv9mVVkWeFTSPaTleFsAkyRdAxARezRzcD3UHyRt3MTjw9kREZJq1V/vqDB73YjYR9J+ABExs4rGtS3uBkmfBn7FgsvBvEV8z/NG/t3eFTg7In4mqfhuj54EMoM1gWMiYkqzB2JmZp1S3xB5WWAkLbA7mLWcqnaFsvkuIk0E/Y10Ul7re9VWUf4ESecCK0o6AjgUOK+i7NmS+jJ/d7B1qZuYsCL2y3837kDnCtee5xVJXyNtDb9N7hFUfI7GPYHMMkmrkE4aAIiIvzRxOGZm1kmSlgF+GxHbN3ssZl1F0ueAn0eEt+muiKQnSX1xGnu0FO3b0TCG4cBHSBNQv42ImyrMPYHUjPxGYCvgkIi4vYr8ViJpc+CZ2s5zkg4m9Sp9GhjjSqCeR9J7gP1Jm1jcJWlbYHxErFs015NA1uokjQLOBFYj9QV6H2mXjU0W+UQzM+vWJL0TuC8i1mv2WMy6iqRvA58g7Rx0QUTc3OQh9XiS/hARW771v+w5JG0VEXfnyfR+pGWHAu6JiBebO7qeSdKDwIcj4l95MuBy4CjS7lEbRcReTR2gFZF3g9uf9Lr+FHBNRPyoaKYngazVSZoK7AjcHBFDJe0AHBgRxddjmplZ15E0nflblvcm9Xo7JSLObt6ozLpeXjKwC/ApYDBwGWlC6OlmjqunkvRjYEXe3KOl6Bbxku6KiK0lvcL817Z6/wS+FxE/LpD9QERsJunBiNi0qz+/vZmkqRExOH98DvCPiBiTb0+JiCHNHJ91HUnvJy372w94EbgC+EpEvK+KfPcEMoP2iPinpF6SekXEbZLOavagzMzsfzay7uM3gL9HxBvNGoxZKRExV9LTpGUig0g7hF0n6TcR8bVmjq2H6kua/PlI3X0BFJ0Eioit898d7gQm6V3A74EunwQC2iWNA9aQ9MMOxvbFApmtrrekpfL71k7Ap+se83l7z/IYcCcwMiKeBJD0parC/cNkBi9J6kf6RbxU0gss2FzUzMyWDEsBz0bEfyVtD+wp6aKIeKnJ4zLrtNrJoaQjgYOB/wA/A/4v/8z3Ap4EPAnUxSLiU80eg6RNga1Jk093RcTkfBFz+0KRI4EPAx8lbRFv5V0G/E7Si8As0rkJktYD3AOsZ9kD2Be4TdJE0tK/ynbd83Iwa3mSlgNeJ/3iHQisAFzq5mtmZksWSVOAYcBawG+A64BNImJEM8dl1hVqy3IknUZa+jWjg38zMCIeasLwejRJa5N6s6xF3UX0iPh4RfknkfqF1CqPdgOujIhTC2Z+JyKOkzQ6Ir5bKscWJGkLUmXfjRHxWr7v/UC/iHiwqYOzLifpHcCupGVhO5J2IvxFRNxYNNeTQNaqFrK+ujYD+zowg3R17ZZKB2ZmZoul7iR5NDArIn4kaXJEDG322Mw6yz/LzZP7R/6MN+8O9ruK8h8HBkfE6/l2X2BKRGxQMHM60AY84J5AZuXlzSw+AewTETuVzPJyMGtZC1tfDSCpNzAQuDT/bWZm3V+7pP2Ag4BR+b4+TRyPWVdaWdKxC3swIs6scjAt5vWIeFNfnAr9FViWdJESYBngucKZE4F/A/0k/Yd0oTRqf0fECoXzzVpKRPwbGJf/FOVJILMORMQcYKqkotvzmZlZl/oU8FngtIh4Ki/huLjJYzLrKr1JW3VX1jfC5vmBpG8AN7Lg7mBFl+fk49Ag9YN5WNJN+aEPA5NKZkfEV4GvSrouInYtmWVm1fJyMDMzMzOzbs5bdTePpG8BnyS1CqgtB4uI2LFw7sH5w76kqsYg7Xw4Kw/gwpL5deNYFdg837w3Iv5RRa6ZleFJIDMzM1uiSZoQEXvnHhZvOrCJiLYmDMusS7knUPNIehLYOCJmV5zbBzgNOBT4M6kK7L3AeODrEdFewRg+AYwFbs/52wBfjYirSmebWRmeBDIzM7MlmqQBEfG8pPd19HhE/LnqMZl1NUkreefS5pB0LfDpiHih4tzvk5YAHhsRr+T7ViBNysyMiGMqGMNUYHjta5e0MnBzRAwunW1mZXgSyMzMzJZoks4Bfh4Rdzd7LGbW80i6nbRT1n0s2BOo6Bbxkp4A3h8NJ2x5A5PHImL9kvk5a3pEDKq73QuYWn+fmS1Z3BjazMzMlnR/BMZKGgBMAC6LiMlNHpOZ9RzfaFJuNE4A5TvnSKrqSv5ESb8FLsu39wF+U1G2mRXgSiAzMzPrEfJysH3zn76kk5bLIuKPTR2YmS3xGpojT6piaVhehnZNRFzUcP+BwN4lK5EkrQesGhF3S9oD2Do/9BJwaUTMKJVtZmV5EsjMzMx6HElDgQuAtojo3ezxmNmSS9LewPeouDmypNWBa0i7gT2Q7x5GmuTePSKeK5h9PfC1iJjecP8g4PSIGFUq28zK8iSQmZmZ9QiSlgJ2IVUC7UQ6YbssIq5r5rjMbMnW7ObIknYENsk3H4mIWyrIvC8iNl/IY9PdE8hsyeWeQGZmZrZEkzQc2A8YAUwCLift5PNaUwdmZj1Fr4blX/8EelUVHhG3ArdWlZetuIjH+lY2CjPrcp4EMjMzsyXd14CfA1+OiH83ezBm1uN01Bz5hiaOpwr3SzoiIs6rv1PS4cxfmmZmSyAvBzMzMzMzM1uEhubId0bEL5o5ntJyI+xfALNZsB/R0qR+RH9r1tjMrHM8CWRmZmZmZtagfoeshvu3Bp5vhR2yJO0ADMw3H85L08xsCeZJIDMzMzMzswbeIcvMeqLKGpqZmZmZmZktQVZtnAACyPetVf1wzMw6z5NAZmZmZmZmb+Ydssysx/EkkJmZmZmZ2ZvdL+mIxju9Q5aZLcncE8jMzMzMzKyBd8gys57Ik0BmZmZmZmYL4R2yzKwn8SSQmZmZmZmZmVkLcE8gMzMzMzMzM7MW4EkgMzMzMzMzM7MW4EkgMzOzHkDSHElTJD0k6UpJyzV7TB2RdIqkD3fR53pa0ru74nM1k6QvSnpU0qWd/DzHSHpdUv9OfI5DJK22GM8bI+kr+eMu+z82MzOzruVJIDMzs55hVkQMiYiBpJ1sPlv/oJJOve9LWqozzweIiJMi4ubOfp4e5vPA8Ig44O3840X8P+wH3Afs0YmxHAJ0OAkkqffb+QT+PzYzM+u+PAlkZmbW89wJrCdpLUmPS7oIeAhYU9J+kqbniqHv1J4g6TBJf5Q0SdJ5ks7O9/8/ST+VdC/wXUkfkPQHSZMl/V7SBvnfHSLpWkk35QqdL0g6Nv+7eyStVPf59sofPy3pZEkP5jFtmO9fOX+ehyWdL+nPb1Xxk7MfyM/5dN39r0o6TdLUPI5V8/3r5tvTJZ0q6dV8//aSrq97/tmSDskfnyTpvvy9GydJ+f7NJU3LlVjfk/RQvr93vn1ffvwzHYz7p8A6wA2SviRppfy1TMvja8v/boykiyXdDVzcwedZF+gHnECaDKrdf0jt/zLfvj5/jb3z/8VD+Xvwpfz/Mgy4NH8tffP/0XckPQh8QtIR+euZKulqdVBx1vB/3OH3zMzMzJrDk0BmZmY9SK4S2QWYnu9aH/hxRGwC/P/27izG7jEO4/j3kaC0VVI39nKBUFplUGpvECQqlrQRS4jgwhJx0VorQsKNiAaJpYilFLWkSZFQRJTYJZYb1FZJS1ulDV0eF+97zDGdM2cwkxHn+SST85/3/867/W/O+c3vfc9a4BbgaGA80CVpisr2n2uBg4FDgT17NLsjcIjtK4DPgMNs7wdcB9zcVG8sJQulC7gJWF3rvQmc3WLIy2xPAO4Crqxl1wMv1zE/Cezcj6mfZ3t/ShDjUkmja/lwYJHtccBrwAW1/Hbgdtv7AN/2o32AWba7arbVFsBJtXw2cKHt8cD6pvrnAyttd1HW5AJJuzY3aPsi4HvgKNu3ATcA79veF7gKeKip+l7AZNvT2NhUYA4lALhHI9jVh/HADrbH1jWYbftJ4B3gzJpVtqbW/dH2BNtzgKfrGowDPq1z7EurNYuIiIghkCBQRETE/8MWkj6gfIj/Grivli+2vahedwELbS+1vQ54BDgcOBB41fZPttcCc3u0Pdd2I7gxCphbs11uA/ZuqveK7VW2lwIrgedr+cfAmBbjfrq+vttUZxIloIHtBcDyfsz/UkkfAouAnSjBLyhb4xqZPc19TKR7no/2o32AoyS9JeljSiBtb0lbAyNtv9lLW8cCZ9fn8hYwumlcrUyiZvrYfhkYLWmreu+5psBMT9OAObY3AE8Bp7fp5wtgN0l3SDoe+LmPuo83XY+V9HpdgzP56/PvzUZr1qZ+REREDKJ/vbc/IiIi/hPW1EyUP9WdN78OQNvNbdxICfacImkMsLDp3m9N1xuaft9A6/ccjTrr+6jTJ0lHApOBibZXS1oIDKu319r23+hjHX/9J9mw2scw4E7gANvfSJrZ1EfLoQGX2H6hn1Npp9dnKWkfSnDppfrMNwO+BGbRYj62l0saBxxHOT/qDOC8fvT7ADDF9od1m9yRrQb7D9csIiIiBlEygSIiIjrH28ARkrZVOeR3GvAq5TDhIyRtU7eTndpHG6OA7+r1uYM0zjcoQQkkHQts06b+KGB5DQDtSdnW1s4iuuc5tal8MbCXpM1rls8xtbwRvFgmaQRwGoDtFcAqSQf10tYLwMW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CountPercentage
Operating systen for Australia
GNU/Linux5160.000000
OS X1720.000000
Windows1517.647059
Other22.352941
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" - ], - "text/plain": [ - " Count Percentage\n", - "Operating systen for Australia \n", - "GNU/Linux 51 60.000000\n", - "OS X 17 20.000000\n", - "Windows 15 17.647059\n", - "Other 2 2.352941" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Operating systen'\n", - "results = count_diff(df, os, country=country, category=category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Programing language for Germany
Python211.063.36336353.8461549.517210
C++125.037.53753830.4615387.075999
C88.026.42642622.4615383.964888
JavaScript76.022.82282326.461538-3.638716
Java74.022.22222221.2307690.991453
Matlab73.021.92192220.6153851.306537
R69.020.72072123.076923-2.356202
SQL66.019.81982019.6923080.127512
Fortran58.017.41741718.769231-1.351813
PHP31.09.30930912.615385-3.306075
C#29.08.7087094.3076924.401016
Perl16.04.80480510.153846-5.349041
Julia14.04.2042043.6923080.511897
TypeScript14.04.2042041.5384622.665743
VBA11.03.3033034.000000-0.696697
Rust8.02.4024020.6153851.787018
Assembly8.02.4024023.076923-0.674521
Go7.02.1021021.2307690.871333
Ruby6.01.8018024.000000-2.198198
VB.NET5.01.5015021.2307690.270732
Scala5.01.5015020.9230770.578425
Visual Basic5.01.5015022.461538-0.960037
Groovy5.01.5015021.2307690.270732
Lua5.01.5015022.461538-0.960037
Common Lisp3.00.9009010.3076920.593209
Haskell3.00.9009010.923077-0.022176
Swift2.00.6006010.615385-0.014784
Objective-C1.00.3003000.615385-0.315084
CoffeeScript1.00.3003000.615385-0.315084
F#0.00.0000000.0000000.000000
Erlang0.00.0000000.0000000.000000
Elixir0.00.0000000.0000000.000000
Hack0.00.0000000.0000000.000000
Dart0.00.0000000.0000000.000000
Smalltalk0.00.0000000.0000000.000000
Clojure0.00.0000000.307692-0.307692
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Programing language for Germany \n", - "Python 211.0 63.363363 53.846154 \n", - "C++ 125.0 37.537538 30.461538 \n", - "C 88.0 26.426426 22.461538 \n", - "JavaScript 76.0 22.822823 26.461538 \n", - "Java 74.0 22.222222 21.230769 \n", - "Matlab 73.0 21.921922 20.615385 \n", - "R 69.0 20.720721 23.076923 \n", - "SQL 66.0 19.819820 19.692308 \n", - "Fortran 58.0 17.417417 18.769231 \n", - "PHP 31.0 9.309309 12.615385 \n", - "C# 29.0 8.708709 4.307692 \n", - "Perl 16.0 4.804805 10.153846 \n", - "Julia 14.0 4.204204 3.692308 \n", - "TypeScript 14.0 4.204204 1.538462 \n", - "VBA 11.0 3.303303 4.000000 \n", - "Rust 8.0 2.402402 0.615385 \n", - "Assembly 8.0 2.402402 3.076923 \n", - "Go 7.0 2.102102 1.230769 \n", - "Ruby 6.0 1.801802 4.000000 \n", - "VB.NET 5.0 1.501502 1.230769 \n", - "Scala 5.0 1.501502 0.923077 \n", - "Visual Basic 5.0 1.501502 2.461538 \n", - "Groovy 5.0 1.501502 1.230769 \n", - "Lua 5.0 1.501502 2.461538 \n", - "Common Lisp 3.0 0.900901 0.307692 \n", - "Haskell 3.0 0.900901 0.923077 \n", - "Swift 2.0 0.600601 0.615385 \n", - "Objective-C 1.0 0.300300 0.615385 \n", - "CoffeeScript 1.0 0.300300 0.615385 \n", - "F# 0.0 0.000000 0.000000 \n", - "Erlang 0.0 0.000000 0.000000 \n", - "Elixir 0.0 0.000000 0.000000 \n", - "Hack 0.0 0.000000 0.000000 \n", - "Dart 0.0 0.000000 0.000000 \n", - "Smalltalk 0.0 0.000000 0.000000 \n", - "Clojure 0.0 0.000000 0.307692 \n", - "\n", - " Difference with previous year \n", - "Programing language for Germany \n", - "Python 9.517210 \n", - "C++ 7.075999 \n", - "C 3.964888 \n", - "JavaScript -3.638716 \n", - "Java 0.991453 \n", - "Matlab 1.306537 \n", - "R -2.356202 \n", - "SQL 0.127512 \n", - "Fortran -1.351813 \n", - "PHP -3.306075 \n", - "C# 4.401016 \n", - "Perl -5.349041 \n", - "Julia 0.511897 \n", - "TypeScript 2.665743 \n", - "VBA -0.696697 \n", - "Rust 1.787018 \n", - "Assembly -0.674521 \n", - "Go 0.871333 \n", - "Ruby -2.198198 \n", - "VB.NET 0.270732 \n", - "Scala 0.578425 \n", - "Visual Basic -0.960037 \n", - "Groovy 0.270732 \n", - "Lua -0.960037 \n", - "Common Lisp 0.593209 \n", - "Haskell -0.022176 \n", - "Swift -0.014784 \n", - "Objective-C -0.315084 \n", - "CoffeeScript -0.315084 \n", - "F# 0.000000 \n", - "Erlang 0.000000 \n", - "Elixir 0.000000 \n", - "Hack 0.000000 \n", - "Dart 0.000000 \n", - "Smalltalk 0.000000 \n", - "Clojure -0.307692 " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Operating systen for Germany
GNU/Linux16458.36298960.080645-1.717656
Windows8429.89323822.5806457.312593
OS X289.96441314.919355-4.954942
Other51.7793592.419355-0.639995
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Operating systen for Germany \n", - "GNU/Linux 164 58.362989 60.080645 \n", - "Windows 84 29.893238 22.580645 \n", - "OS X 28 9.964413 14.919355 \n", - "Other 5 1.779359 2.419355 \n", - "\n", - " Difference with previous year \n", - "Operating systen for Germany \n", - "GNU/Linux -1.717656 \n", - "Windows 7.312593 \n", - "OS X -4.954942 \n", - "Other -0.639995 " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Operating systen'\n", - "results = count_diff(df, os, country=country, category=category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Programing languages" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Programing language for Netherlands
Python44.081.481481
JavaScript22.040.740741
C++18.033.333333
SQL15.027.777778
R12.022.222222
Java11.020.370370
C8.014.814815
PHP5.09.259259
TypeScript5.09.259259
Matlab4.07.407407
Ruby2.03.703704
Groovy2.03.703704
Julia2.03.703704
Fortran2.03.703704
Scala2.03.703704
Rust2.03.703704
Perl1.01.851852
Swift1.01.851852
Smalltalk0.00.000000
VB.NET0.00.000000
VBA0.00.000000
Assembly0.00.000000
Objective-C0.00.000000
Lua0.00.000000
Haskell0.00.000000
Hack0.00.000000
Go0.00.000000
F#0.00.000000
Erlang0.00.000000
Elixir0.00.000000
Dart0.00.000000
Common Lisp0.00.000000
CoffeeScript0.00.000000
Clojure0.00.000000
C#0.00.000000
Visual Basic0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Programing language for Netherlands \n", - "Python 44.0 81.481481\n", - "JavaScript 22.0 40.740741\n", - "C++ 18.0 33.333333\n", - "SQL 15.0 27.777778\n", - "R 12.0 22.222222\n", - "Java 11.0 20.370370\n", - "C 8.0 14.814815\n", - "PHP 5.0 9.259259\n", - "TypeScript 5.0 9.259259\n", - "Matlab 4.0 7.407407\n", - "Ruby 2.0 3.703704\n", - "Groovy 2.0 3.703704\n", - "Julia 2.0 3.703704\n", - "Fortran 2.0 3.703704\n", - "Scala 2.0 3.703704\n", - "Rust 2.0 3.703704\n", - "Perl 1.0 1.851852\n", - "Swift 1.0 1.851852\n", - "Smalltalk 0.0 0.000000\n", - "VB.NET 0.0 0.000000\n", - "VBA 0.0 0.000000\n", - "Assembly 0.0 0.000000\n", - "Objective-C 0.0 0.000000\n", - "Lua 0.0 0.000000\n", - "Haskell 0.0 0.000000\n", - "Hack 0.0 0.000000\n", - "Go 0.0 0.000000\n", - "F# 0.0 0.000000\n", - "Erlang 0.0 0.000000\n", - "Elixir 0.0 0.000000\n", - "Dart 0.0 0.000000\n", - "Common Lisp 0.0 0.000000\n", - "CoffeeScript 0.0 0.000000\n", - "Clojure 0.0 0.000000\n", - "C# 0.0 0.000000\n", - "Visual Basic 0.0 0.000000" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Operating systen for Netherlands
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Windows1020.833333
OS X714.583333
Other12.083333
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Operating systen for Netherlands \n", - "GNU/Linux 30 62.500000\n", - "Windows 10 20.833333\n", - "OS X 7 14.583333\n", - "Other 1 2.083333" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Operating systen'\n", - "results = count_diff(df, os, country=country, category=category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Programing languages" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Programing language for New Zealand
Python29.078.378378
SQL15.040.540541
R15.040.540541
JavaScript14.037.837838
C13.035.135135
C++11.029.729730
Java10.027.027027
Fortran10.027.027027
Perl8.021.621622
Matlab6.016.216216
PHP3.08.108108
Julia3.08.108108
TypeScript2.05.405405
C#2.05.405405
Swift1.02.702703
VBA1.02.702703
Rust1.02.702703
Assembly1.02.702703
Visual Basic1.02.702703
Go1.02.702703
Common Lisp1.02.702703
Erlang1.02.702703
Scala0.00.000000
Clojure0.00.000000
VB.NET0.00.000000
CoffeeScript0.00.000000
Dart0.00.000000
Smalltalk0.00.000000
Haskell0.00.000000
Lua0.00.000000
Ruby0.00.000000
F#0.00.000000
Groovy0.00.000000
Objective-C0.00.000000
Hack0.00.000000
Elixir0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Programing language for New Zealand \n", - "Python 29.0 78.378378\n", - "SQL 15.0 40.540541\n", - "R 15.0 40.540541\n", - "JavaScript 14.0 37.837838\n", - "C 13.0 35.135135\n", - "C++ 11.0 29.729730\n", - "Java 10.0 27.027027\n", - "Fortran 10.0 27.027027\n", - "Perl 8.0 21.621622\n", - "Matlab 6.0 16.216216\n", - "PHP 3.0 8.108108\n", - "Julia 3.0 8.108108\n", - "TypeScript 2.0 5.405405\n", - "C# 2.0 5.405405\n", - "Swift 1.0 2.702703\n", - "VBA 1.0 2.702703\n", - "Rust 1.0 2.702703\n", - "Assembly 1.0 2.702703\n", - "Visual Basic 1.0 2.702703\n", - "Go 1.0 2.702703\n", - "Common Lisp 1.0 2.702703\n", - "Erlang 1.0 2.702703\n", - "Scala 0.0 0.000000\n", - "Clojure 0.0 0.000000\n", - "VB.NET 0.0 0.000000\n", - "CoffeeScript 0.0 0.000000\n", - "Dart 0.0 0.000000\n", - "Smalltalk 0.0 0.000000\n", - "Haskell 0.0 0.000000\n", - "Lua 0.0 0.000000\n", - "Ruby 0.0 0.000000\n", - "F# 0.0 0.000000\n", - "Groovy 0.0 0.000000\n", - "Objective-C 0.0 0.000000\n", - "Hack 0.0 0.000000\n", - "Elixir 0.0 0.000000" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Operating systen for New Zealand \n", - "GNU/Linux 23 67.647059\n", - "OS X 6 17.647059\n", - "Windows 5 14.705882" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Operating systen'\n", - "results = count_diff(df, os, country=country, category=category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Programing languages" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Programing language for South Africa
Python14.060.86956542.10526318.764302
SQL6.026.08695715.78947410.297483
R6.026.08695715.78947410.297483
Java4.017.3913045.26315812.128146
C++3.013.04347815.789474-2.745995
C3.013.04347821.052632-8.009153
JavaScript3.013.04347815.789474-2.745995
C#2.08.69565210.526316-1.830664
PHP2.08.6956520.0000008.695652
Perl2.08.6956525.2631583.432494
Assembly1.04.3478265.263158-0.915332
TypeScript1.04.3478260.0000004.347826
Scala1.04.3478260.0000004.347826
Matlab1.04.3478265.263158-0.915332
Julia1.04.3478260.0000004.347826
Visual Basic1.04.3478265.263158-0.915332
Groovy1.04.3478260.0000004.347826
Go1.04.3478260.0000004.347826
Erlang1.04.3478260.0000004.347826
Rust0.00.0000000.0000000.000000
VBA0.00.0000005.263158-5.263158
VB.NET0.00.0000005.263158-5.263158
Clojure0.00.0000000.0000000.000000
Swift0.00.0000000.0000000.000000
CoffeeScript0.00.0000000.0000000.000000
Smalltalk0.00.0000000.0000000.000000
Common Lisp0.00.0000000.0000000.000000
Haskell0.00.0000000.0000000.000000
Ruby0.00.0000000.0000000.000000
Hack0.00.0000000.0000000.000000
Elixir0.00.0000000.0000000.000000
F#0.00.0000000.0000000.000000
Objective-C0.00.0000000.0000000.000000
Fortran0.00.00000015.789474-15.789474
Lua0.00.0000000.0000000.000000
Dart0.00.0000000.0000000.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Programing language for South Africa \n", - "Python 14.0 60.869565 42.105263 \n", - "SQL 6.0 26.086957 15.789474 \n", - "R 6.0 26.086957 15.789474 \n", - "Java 4.0 17.391304 5.263158 \n", - "C++ 3.0 13.043478 15.789474 \n", - "C 3.0 13.043478 21.052632 \n", - "JavaScript 3.0 13.043478 15.789474 \n", - "C# 2.0 8.695652 10.526316 \n", - "PHP 2.0 8.695652 0.000000 \n", - "Perl 2.0 8.695652 5.263158 \n", - "Assembly 1.0 4.347826 5.263158 \n", - "TypeScript 1.0 4.347826 0.000000 \n", - "Scala 1.0 4.347826 0.000000 \n", - "Matlab 1.0 4.347826 5.263158 \n", - "Julia 1.0 4.347826 0.000000 \n", - "Visual Basic 1.0 4.347826 5.263158 \n", - "Groovy 1.0 4.347826 0.000000 \n", - "Go 1.0 4.347826 0.000000 \n", - "Erlang 1.0 4.347826 0.000000 \n", - "Rust 0.0 0.000000 0.000000 \n", - "VBA 0.0 0.000000 5.263158 \n", - "VB.NET 0.0 0.000000 5.263158 \n", - "Clojure 0.0 0.000000 0.000000 \n", - "Swift 0.0 0.000000 0.000000 \n", - "CoffeeScript 0.0 0.000000 0.000000 \n", - "Smalltalk 0.0 0.000000 0.000000 \n", - "Common Lisp 0.0 0.000000 0.000000 \n", - "Haskell 0.0 0.000000 0.000000 \n", - "Ruby 0.0 0.000000 0.000000 \n", - "Hack 0.0 0.000000 0.000000 \n", - "Elixir 0.0 0.000000 0.000000 \n", - "F# 0.0 0.000000 0.000000 \n", - "Objective-C 0.0 0.000000 0.000000 \n", - "Fortran 0.0 0.000000 15.789474 \n", - "Lua 0.0 0.000000 0.000000 \n", - "Dart 0.0 0.000000 0.000000 \n", - "\n", - " Difference with previous year \n", - "Programing language for South Africa \n", - "Python 18.764302 \n", - "SQL 10.297483 \n", - "R 10.297483 \n", - "Java 12.128146 \n", - "C++ -2.745995 \n", - "C -8.009153 \n", - "JavaScript -2.745995 \n", - "C# -1.830664 \n", - "PHP 8.695652 \n", - "Perl 3.432494 \n", - "Assembly -0.915332 \n", - "TypeScript 4.347826 \n", - "Scala 4.347826 \n", - "Matlab -0.915332 \n", - "Julia 4.347826 \n", - "Visual Basic -0.915332 \n", - "Groovy 4.347826 \n", - "Go 4.347826 \n", - "Erlang 4.347826 \n", - "Rust 0.000000 \n", - "VBA -5.263158 \n", - "VB.NET -5.263158 \n", - "Clojure 0.000000 \n", - "Swift 0.000000 \n", - "CoffeeScript 0.000000 \n", - "Smalltalk 0.000000 \n", - "Common Lisp 0.000000 \n", - "Haskell 0.000000 \n", - "Ruby 0.000000 \n", - "Hack 0.000000 \n", - "Elixir 0.000000 \n", - "F# 0.000000 \n", - "Objective-C 0.000000 \n", - "Fortran -15.789474 \n", - "Lua 0.000000 \n", - "Dart 0.000000 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Operating systen for South Africa
GNU/Linux1473.68421154.54545519.138756
Windows526.31578918.1818188.133971
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" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Operating systen for South Africa \n", - "GNU/Linux 14 73.684211 54.545455 \n", - "Windows 5 26.315789 18.181818 \n", - "\n", - " Difference with previous year \n", - "Operating systen for South Africa \n", - "GNU/Linux 19.138756 \n", - "Windows 8.133971 " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Operating systen'\n", - "results = count_diff(df, os, country=country, category=category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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665IkF154YV7wghcsSv0AAAAbqmqtrc/jrdeDAXdvv/jFL7LddtvlrLPOyg477JAVK1bkZS97Wb773e/mm9/8ZrbaaqvstddeOe200/LJT34yN9xwQw499NDsv//+ectb3pKddtppsU8BAABgfajZNNITCNhgnXHGGXn4wx+eHXbYIUnyx3/8x3nnO9+Zqjv/fluyZEl+9rOfZeXKlVm6dGm+8pWvZOuttxYAAQAATLHRYhcAsDonn3xy9t9//yTJKaecku222y677rrrXdocfvjhedrTnpZtt902J554Yp73vOfl5JNPXoxyAQAANmiGgwEbpJ///OfZdtttc95552WTTTbJ3nvvndNPPz2bbbZZdtxxx5xzzjnZaqut7rLN8ccfn+uvvz5PfOIT85d/+ZfZYostcswxx+R+97vfIp0FAADAemE4GHD39bnPfS677757li1blgsvvDAXX3xxdt111+y444657LLLsvvuu+eqq666o/3KlStz7LHH5hWveEWOOOKIHHfccXnyk5+cD33oQ4t4FgAAABsOw8GADdJJJ510x1CwxzzmMbnmmmvuWDddT6C/+Iu/yKte9aosXbo0P/3pT1NVWbJkSVauXLneawcAANgQCYGADc4tt9ySL3zhC3n/+98/q/ZXXHFFvvGNb+SII45Ikhx66KF5/OMfn8033zyf/vSnF7JUAACAuw1zAgEAAADcvZkTCAAAAICBEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6ICviF9HOx722cUuAQAWzSXveOZilwAAwFrSEwgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6MCMIVBVPaKqvj3x56aqenVVbVlVX6iqC8afW6yPggEAAABYezOGQK2177XWdmut7Zbk15OsTPKpJIclOaO1tlOSM8b3AAAAAGyA1nY42FOTXNhauzTJvkmOG5cfl2S/+SwMAAAAgPmztiHQC5OcNL5e1lq7cnx9VZJl021QVQdX1TlVdc7y5cvXsUwAAAAA5mKj2Tasqo2T/H6Sw6eua621qmrTbddaW55kVfozbRsAAAAAFtba9AR6RpJ/ba1dPb6/uqq2SZLx5zXzXRwAAAAA82NtQqD9c+dQsCQ5NcmB4+sDk5wyX0UBAAAAML9mFQJV1f2TPD3JJycWvyPJ06vqgiRPG98DAAAAsAGa1ZxArbVbkjxwyrLrMnxbGAAAAAAbuLX9djAAAAAA7oaEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRgViFQVW1eVR+vqu9W1flV9aSq2rKqvlBVF4w/t1joYgEAAABYN7PtCXRMkn9srT0yya5Jzk9yWJIzWms7JTljfA8AAADABmjGEKiqNkvym0k+mCSttZ+31m5Msm+S48ZmxyXZb6GKBAAAAGBuZtMT6GFJfpTk76vqW1X1t1V1/yTLWmtXjm2uSrJsuo2r6uCqOqeqzlm+fPn8VA0AAADAWtlolm12T3Joa+2sqjomU4Z+tdZaVbXpNm6tLU+yKv2Ztg0AAAAAC2s2PYEuS3JZa+2s8f3HM4RCV1fVNkky/rxmYUoEAAAAYK5mDIFaa1clWVFVjxgXPTXJd5KcmuTAcdmBSU5ZkAoBAAAAmLPZDAdLkkOTfKiqNk5yUZI/zBAgfbSqDkpyaZLnL0yJAAAAAMzVrEKg1tq3kzxumlVPnd9yAAAAAFgIs5kTCAAAAIC7OSEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHdhoNo2q6pIkNyf5RZLbWmuPq6otk3wkyY5JLkny/NbaDQtTJgAAAABzsTY9gfZure3WWnvc+P6wJGe01nZKcsb4HgAAAIAN0FyGg+2b5Ljx9XFJ9pt7OQAAAAAshNmGQC3J6VX1zao6eFy2rLV25fj6qiTLptuwqg6uqnOq6pzly5fPsVwAAAAA1sWs5gRK8uTW2uVV9eAkX6iq706ubK21qmrTbdhaW55kVfozbRsAAAAAFtasegK11i4ff16T5FNJnpDk6qraJknGn9csVJEAAAAAzM2MIVBV3b+qNln1OslvJ/mPJKcmOXBsdmCSUxaqSAAAAADmZjbDwZYl+VRVrWr/4dbaP1bV2Uk+WlUHJbk0yfMXrkwAAAAA5mLGEKi1dlGSXadZfl2Spy5EUQAAAADMr7l8RTwAAAAAdxNCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADow6xCoqu5VVd+qqn8Y3z+sqs6qqh9U1UeqauOFKxMAAACAuVibnkD/M8n5E+//PMlft9Z+NckNSQ6az8IAAAAAmD+zCoGqavskz0zyt+P7SvJbST4+NjkuyX4LUSAAAAAAczfbnkDvSvLaJLeP7x+Y5MbW2m3j+8uSbDfdhlV1cFWdU1XnLF++fE7FAgAAALBuNpqpQVU9K8k1rbVvVtVea3uA1tryJKvSn7a22wMAAAAwdzOGQEl+I8nvV9U+Se6TZNMkxyTZvKo2GnsDbZ/k8oUrEwAAAIC5mHE4WGvt8Nba9q21HZO8MMk/t9YOSPLFJM8dmx2Y5JQFqxIAAACAOVmbbweb6nVJXlNVP8gwR9AH56ckAAAAAObbbIaD3aG19i9J/mV8fVGSJ8x/SQAAAADMt7n0BAIAAADgbkIIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAdmDIGq6j5V9Y2qOreqzquqI8flD6uqs6rqB1X1karaeOHLBQAAAGBdzKYn0M+S/FZrbdckuyX53ap6YpI/T/LXrbVfTXJDkoMWrkwAAAAA5mLGEKgNfjK+XTr+aUl+K8nHx+XHJdlvQSoEAAAAYM5mNSdQVd2rqr6d5JokX0hyYZIbW2u3jU0uS7LdarY9uKrOqapzli9fPh81AwAAALCWNppNo9baL5LsVlWbJ/lUkkfO9gCtteVJVqU/ba0rBAAAAGDO1urbwVprNyb5YpInJdm8qlaFSNsnuXyeawMAAABgnszm28EeNPYASlXdN8nTk5yfIQx67tjswCSnLFSRAAAAAMzNbIaDbZPkuKq6V4bQ6KOttX+oqu8kObmqjkryrSQfXMA6AQAAAJiDGUOg1tq/Jfm1aZZflOQJC1EUAAAAAPNrreYEAgAAAODuSQgEAAAwT1asWJG99947O++8c3bZZZccc8wxd6x7z3vek0c+8pHZZZdd8trXvjZJcuaZZ+axj31sHve4x+WCCy5Iktx444357d/+7dx+++2Lcg7APdesviIeAACAmW200UY5+uijs/vuu+fmm2/Or//6r+fpT396rr766pxyyik599xzc+973zvXXHNNkuToo4/OaaedlksuuSTve9/7cvTRR+eoo47K61//+ixZ4v/sgfklBAIAAJgn22yzTbbZZpskySabbJJHPepRufzyy/OBD3wghx12WO5973snSR784AcnSZYuXZqVK1dm5cqVWbp0aS688MKsWLEie+2112KdAnAPJloGAABYAJdcckm+9a1vZY899sj3v//9fOUrX8kee+yRPffcM2effXaS5PDDD8+LX/zivP3tb88rX/nKvOENb8hRRx21yJUD91R6AgEAAMyzn/zkJ3nOc56Td73rXdl0001z22235frrr8/Xv/71nH322Xn+85+fiy66KLvttlu+/vWvJ0m+/OUvZ5tttklrLS94wQuydOnSHH300Vm2bNkinw1wT6EnEAAAwDy69dZb85znPCcHHHBAnv3sZydJtt9++zz72c9OVeUJT3hClixZkmuvvfaObVprOeqoo/KmN70pRx55ZN75znfm5S9/ed797ncv1mkA90BCIAAAgHnSWstBBx2URz3qUXnNa15zx/L99tsvX/ziF5Mk3//+9/Pzn/88W2211R3rjz/++Oyzzz7Zcssts3LlyixZsiRLlizJypUr1/s5APdchoMBAADMkzPPPDMnnHBCHvOYx2S33XZLkrztbW/LS1/60rz0pS/Nox/96Gy88cY57rjjUlVJkpUrV+bYY4/N6aefniR5zWtek3322Scbb7xxPvzhDy/auQD3PNVaW5/HW68HW0g7HvbZxS4BABbNJe945mKXAADAnWo2jQwHAwAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6ICviAcA6JBvOgWgdz1+26meQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACARj3YLJAAAbbElEQVQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0IEZQ6CqekhVfbGqvlNV51XV/xyXb1lVX6iqC8afWyx8uQAAAACsi9n0BLotyZ+01nZO8sQkr6iqnZMcluSM1tpOSc4Y3wMAAACwAZoxBGqtXdla+9fx9c1Jzk+yXZJ9kxw3NjsuyX4LVSQAAAAAc7NWcwJV1Y5Jfi3JWUmWtdauHFddlWTZarY5uKrOqapzli9fPodSAQAAAFhXG822YVU9IMknkry6tXZTVd2xrrXWqqpNt11rbXmSVenPtG0AAAAAWFiz6glUVUszBEAfaq19clx8dVVtM67fJsk1C1MiAAAAAHM1m28HqyQfTHJ+a+2vJladmuTA8fWBSU6Z//IAAAAAmA+zGQ72G0lelOTfq+rb47LXJ3lHko9W1UFJLk3y/IUpEQAAAIC5mjEEaq19NUmtZvVT57ccAAAAABbCWn07GAAAAAB3T0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOjBjCFRVf1dV11TVf0ws27KqvlBVF4w/t1jYMgEAAACYi9n0BDo2ye9OWXZYkjNaazslOWN8DwAAAMAGasYQqLX25STXT1m8b5LjxtfHJdlvnusCAAAAYB6t65xAy1prV46vr0qybHUNq+rgqjqnqs5Zvnz5Oh4OAAAAgLnYaK47aK21qmprWL88yar0Z7XtAAAAAFg469oT6Oqq2iZJxp/XzF9JAAAAAMy3dQ2BTk1y4Pj6wCSnzE85AAAAACyE2XxF/ElJvpbkEVV1WVUdlOQdSZ5eVRckedr4HgAAAIAN1IxzArXW9l/NqqfOcy0AAAAALJB1HQ4GAAAAwN2IEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOCIEAAAAAOiAEAgAAAOiAEAgAAACgA0IgAAAAgA4IgQAAAAA6IAQCAAAA6IAQCAAAAKADQiAAAACADgiBAAAAADogBAIAAADogBAIAAAAoANCIAAAAIAOzCkEqqrfrarvVdUPquqw+SoKAAAAgPm1ziFQVd0ryXuTPCPJzkn2r6qd56swAAAAAObPXHoCPSHJD1prF7XWfp7k5CT7zk9ZAAAAAMynjeaw7XZJVky8vyzJHlMbVdXBSQ4e356X5D/ncEyAVbZKcu1iFwG9qj9f7AoA7hH8ewYW0T3s3zP/2Fr73ZkazSUEmpXW2vIkyxf6OEBfquqc1trjFrsOAIB15d8zwPo2l+Fglyd5yMT77cdlAAAAAGxg5hICnZ1kp6p6WFVtnOSFSU6dn7IAAAAAmE/rPBystXZbVb0yyeeT3CvJ37XWzpu3ygDWzDBTAODuzr9ngPWqWmuLXQMAAAAAC2wuw8EAAAAAuJsQAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAAAAAHRACAQAAAHRACAQAAADQASEQAAAAQAeEQAAAAAAdEAIBAAAAdEAIBAAAANABIRAAAABAB4RAAAAAAB0QAgEAAAB0QAgEAAAA0AEhEAAAAEAHhEAAcA9WVe+rqjdNvP+jqrq6qn5SVQ+sqt+oqgvG9/stZq0Lrao+V1UHrmH9sVV11PqsabbG+/Mri10HAHD3Vq21xa4BAFgHVXVJkmVJbkvyiyTfSXJ8kuWttdunab80yU1JnthaO3dcdkaSU1trx6yvujcEVfWSJC9rrT15YtmxSS5rrb1xseoCAFhIegIBwN3b77XWNkmyQ5J3JHldkg+upu2yJPdJct7Esh2mvJ+1qtpoXbbrkWs1PdcFANYvIRAA3AO01n7cWjs1yQuSHFhVj07uHOJUVf8lyffG5jdW1T9X1YVJfiXJZ8bhRveuqs2q6oNVdWVVXT5ue69xXy+pqjOr6q+r6rokbx6Xv7Sqzq+qG6rq81W1w6q6qqpV1SHjkLMbq+q9VVUT618+bntzVX2nqnYfl29bVZ+oqh9V1cVV9arpzruqHjbud8n4/gNVdc3E+hOq6tXj63+pqpdV1aOSvC/Jk8bzvnFil1tU1WfHes6qqoev5rg7jud2cFVdMV6vP51Y/+aq+nhVnVhVNyV5SVUtqarDqurCqrquqj5aVVuO7T9XVa+ccoxzq+rZE9fxV8fXm1XV8eO1ubSq3jhx/m+uqhOnqXOjiXt40Xh+F1fVAdOc29ZVtbKqHjixbPfxeEtncc+PqaoVVXVTVX2zqp6ypusy3fUFABaGEAgA7kFaa99IclmSp0xZ/v0ku4xvN2+t/VZr7eFJfpihN9EDWms/S3JshuFlv5rk15L8dpKXTexqjyQXZehV9Naq2jfJ65M8O8mDknwlyUlTynpWkscneWyS5yf5nSSpqudlCJJenGTTJL+f5Lox0PhMknOTbJfkqUleXVW/M835XpxhiNuvjYt+M8lPxqAnSfZM8qUp25yf5JAkXxvPe/OJ1S9McmSSLZL8IMlbpx5zir2T7JThOr2uqp42sW7fJB9PsnmSDyU5NMl+Y03bJrkhyXvHticl2X/VhlW1c4ZeWp+d5pjvSbJZhgBvzwzX7w9nqDNVdf8k707yjLH32H9N8u2p7VprVyX5lwz3apUXJTm5tXbrLO752Ul2S7Jlkg8n+VhV3Wdi/dTrAgCsJ0IgALjnuSLDB/C1UlXLkuyT5NWttVtaa9ck+esMwcgd+26tvae1dltr7acZwpS3t9bOb63dluRtSXab7BmS5B2ttRtbaz9M8sUMAUEyhEvvbK2d3QY/aK1dmiEwelBr7S2ttZ+31i5K8oEpdUz6UpI9q2rr8f3Hx/cPyxAunbsWl+FTrbVvjOfyoYlaV+fI8Vr9e5K/z0SQkyFk+nRr7faJa/WG1tplY+D25iTPHXvpfCp3vW4HJPnk2O4OY6+sFyY5vLV2c2vtkiRHZwhpZuP2JI+uqvu21q5sra1uKOBxSf77xDH3T3LCuG6N97y1dmJr7brxGTk6yb2TPGIN1wUAWE+EQABwz7NdkuvXYbsdkixNcuU4xOrGJO9P8uCJNium2eaYifbXJ6mxhlWumni9MskDxtcPSXLhaurYdtU+x/2+PkPvo+l8KcleGXoBfTlDL5Y9xz9fmW6S7DVYXa2rM3k9Ls3Qw2e6dclwXp+aOKfzM0zovay1dnOGXj+rgq79M30vma0y3KNLpxx3u2na3kVr7ZYMwwUPyXCPP1tVj1xN81OS7DwGaU9P8uOxl9mq81jtPa+qPx2Hiv14XL/ZWPcqU68LALCemIwPAO5BqurxGT6Mf3UdNl+R5GdJthp7eExn6teKrkjy1tbaugzrWZFkujl3ViS5uLW20yz386Ukf5FhGNyXMpz7+5L8Z6YMBZswX1+P+pAk3x1fPzRDL6zVHWNFkpe21s5czb5OSnJEVX05wwTeX5ymzbVJbs0QxHxn4riXj69vSXK/ifZbT7xOa+3zST5fVfdNclSGHlZ3GTo4tvvPqvpoht5Aj8ydvYBWnce093yc/+e1GYbwnddau72qbsgQEt2x+2nOCwBYD/QEAoB7gKratKqeleTkJCeOw5PWSmvtyiSnJzl63N+Sqnp4Ve25hs3+f3v3HmNpXZ8B/PkuF2sFZVFrUS5eatuAsaZSLaJg0SaYWrEXbY1W0piubWPRGlux1qpNbTFpiI2xkQ2lpal4aUQFKyoF6gqICEiL6w0vKeIF6gKKaUWRb/8479iB7u7M7MzOO4f380km57y/886cBybZnDzzu7w1yauq6qghxwOGvX6W48wkr6iqx9fMTwxLiq5McntVvbKq7ltV+1TVY4aCa2e5r0/yP5kVFh/p7m8nuSnJr2XXJdBNSQ6tqv2XmXVXXlNVPzr89/92knfu5t63ZraP0hFJUlUPHvbXWfCBzMqdP0/yzp3NYOruHyR51/BzDhx+1suTLGwGfW2S46rq8Kp6QJJXLXxvVT2kqk4a9ga6I8l3Mlsetiv/mNnGzc/K3Uug3f3OD8xsT6n/SrJvVf1ZZkvyAIANQAkEAPPt/Kq6PbPZGa9OcnqWsUnwbrwwyf6ZzTK5NbP9dQ7Z1c3d/Z4kb0zyjuG0p08lecZy3qi7/zmzjZfPSXJ7kvcmOXgoOp6Z2X48X85s9suZmS0r2pWPJNnR3V9ZdF1JrtnF/Rcn2Z7kG1X1zeXk3c37fiHJRUn+urs/vJt7/ybJeUk+PPzOrshso+0kybD/z7lJnp7Z/5Nd+YPMZvx8KbNZT+ckOWv4GRdmVkT9R5Krk7x/0fdtyqww+lpmS7iOT/J7u3qTYcbSXUmuGfZqWhjf3e/8Q0k+mOTzmS1T+24s/wKADaO6zcgFAFiJqnp4ZgXVfrtZOjf3quriJOd095ljZwEAVs+eQAAA/D/D8rufzexIdwDgXmDJ5WBVdVhVXVJVn66q7VX10mH84Kq6sKquHx437/24AADsbVV1dpJ/TfKy4eQyAOBeYMnlYFV1SJJDuvuaqjows/Xlz85so8Bbuvu0qjo1yebufuXeDgwAAADAyi05E6i7v97d1wzPb0/ymcyOnj0pydnDbWdnVgwBAAAAsAGtaGPoYRPEbUkek+SG7j5oGK8kty5c3+N7tiTZkiRnnHHG47ds2bL61AAAAAAsqGXdtNwSqKoOyOwY1Dd097lVddvi0qeqbu3upfYFchQZAAAAwNpaVgm05HKwJKmq/ZK8O8nbuvvcYfimYb+ghX2Dbt6TlAAAAADsfUseET8s9fq7JJ/p7tMXvXRekpOTnDY8vm+vJNyg6vXLKtkA4F6pX2tyLwDAvFmyBEpybJLfSnJdVV07jP1JZuXPu6rqRUn+M8lz905EAAAAAFZryRKouy/NrteWPW1t4wAAAACwNyxrTyAAAAAA5psSCAAAAGAClEAAAAAAE6AEAgAAAJgAJRAAAADABCiBAAAAACZACQQAAAAwAUogAAAAgAlQAgEAAABMgBIIAAAAYAKUQAAAAAAToAQCAAAAmAAlEAAAAMAEKIEAAAAAJkAJBAAAADABSiAAAACACVACAQAAAEyAEggAAABgApRAAAAAABOgBAIAAACYACUQAAAAwAQogQAAAAAmYMkSqKrOqqqbq+pTi8YOrqoLq+r64XHz3o0JAAAAwGosZybQPyQ58R5jpya5qLsfneSi4RoAAACADWrJEqi7tyW55R7DJyU5e3h+dpJnr3EuAAAAANbQnu4J9JDu/vrw/BtJHrKrG6tqS1VdVVVXbd26dQ/fDgAAAIDV2He1P6C7u6p6N69vTbLQ/uzyPgAAAAD2nj2dCXRTVR2SJMPjzWsXCQAAAIC1tqcl0HlJTh6en5zkfWsTBwAAAIC9YTlHxL89yceS/FRV3VhVL0pyWpJfrKrrkzx9uAYAAABgg1pyT6Duft4uXnraGmcBAAAAYC9Z9cbQAADMn3p9jR0BAEbVr53e2VV7uicQAAAAAHNECQQAAAAwAUogAAAAgAlQAgEAAABMgBIIAAAAYAKUQAAAAAAToAQCAAAAmAAlEAAAAMAEKIEAAAAAJkAJBAAAADABSiAAAACACVACAQAAAEyAEggAAABgApRAAAAAABOgBAIAAACYACUQAAAAwAQogQAAAAAmQAkEAAAAMAFKIAAAAIAJUAIBAAAATIASCAAAAGACVlUCVdWJVfW5qvpCVZ26VqEAAAAAWFt7XAJV1T5J3pLkGUmOTPK8qjpyrYIBAAAAsHZWMxPoCUm+0N1f6u7vJXlHkpPWJhYAAAAAa2nfVXzvw5J8ZdH1jUmeeM+bqmpLki3D5fYk313FewIseFCSb44dAqaqXldjRwC4N/B5BkZ0L/s888HuPnGpm1ZTAi1Ld29NsnVvvw8wLVV1VXcfPXYOAIA95fMMsN5Wsxzsq0kOW3R96DAGAAAAwAazmhLoE0keXVWPqKr9k/xmkvPWJhYAAAAAa2mPl4N1951V9ZIkH0qyT5Kzunv7miUD2D3LTAGAeefzDLCuqrvHzgAAAADAXraa5WAAAAAAzAklEAAAAMAEKIEAAAAAJkAJBAAAADABSiBgblTV03cydvIYWQAAVqqq7ldVm4bnP1lVz6qq/cbOBUyH08GAuVFV25JsT/KKJAckOTPJHd3966MGAwBYhqq6OslTkmxOclmSTyT5Xnc/f9RgwGSYCQTMk+OTfDHJtUkuTXKOAggAmCPV3f+d5FeT/G13PyfJUSNnAiZECQTMk81JnpBZEXRHkiOqqsaNBACwbFVVxyR5fpJ/Gcb2GTEPMDFKIGCeXJHkg919YpKfS/LQzKZSAwDMg5cmeVWS93T39qp6ZJJLRs4ETIg9gYC5UVWHd/cN9xg7rru3jZUJAGC5qupR3f3FsXMA07Xv2AEAVuDhVfXwsUMAAOyhs6rq0Mw2hP5okm3dfd3ImYAJMRMImBtVdf6iyx/JbH+gq7v7hJEiAQCsSFXtn9my9qcmeXGSA7r74FFDAZNhJhAwN7r7lxdfV9VhSd40UhwAgBWpqidndkT8U5IclOT9mc0IAlgXZgIBc2s4GWx7dx85dhYAgKVU1Z1Jrk7yV0k+0N3fGzkSMDFmAgFzo6renGShud6U5HFJrhkvEQDAijwoybFJjktySlXdleRj3f2acWMBU6EEAubJVYue35nk7d3tiHgAYC50921V9aUkhyU5NMmTkuw3bipgSiwHAwAAWAdDAfTZJJcm2ZbkSkvCgPWkBALmRlUdm+R1SY7IbCZjJenufuSYuQAAlqOqNnX3XWPnAKZLCQTMjar6bJI/zGxDxR8sjHf3jtFCAQAsU1UdmuTNme0LlMxOBntpd984XipgSjaNHQBgBb7V3Rd0983dvWPha+xQAADL9PdJzkvy0OHr/GEMYF2YCQTMjao6Lck+Sc5NcsfCeHc7IQwA2PCq6truftxSYwB7i9PBgHnyxOHx6EVjneSEEbIAAKzUjqp6QZK3D9fPS2JWM7BuzAQCAABYB1V1RGZ7Ah2T2R+yLk9ySnffMGowYDKUQMCGV1Uv6O5/qqqX7+z17j59vTMBAADMG8vBgHlwv+HxwJ28pskGADa0qnpzdvOZpbtPWcc4wIQpgYANr7vPGB5ff8/Xqupl658IAGBFrhoej01yZJJ3DtfPSfLpURIBk2Q5GDDXquqG7j587BwAAEupqiuSPLm77xyu90vy0e7++XGTAVOxaewAAKtUYwcAAFimzUnuv+j6gGEMYF1YDgbMO9MZAYB5cVqST1bVJZn9Ieu4JK8bNREwKZaDARteVd2eWdlTuXvpU0nu290KbQBgLlTVjyd54nD58e7+xph5gGlRAgEAAKyTqnpYkiOyaFVGd28bLxEwJf56Dmx4VXV1kkuTXJDk37r7uyNHAgBYsap6Y5LfSLI9yV3DcCdRAgHrwkwgYMOrqn2TPDnJiUl+IcmOJB9KckF3f37MbAAAy1VVn0vy2O6+Y+wswDQpgYC5U1UPzawQOjHJozJbT//746YCANi9qrogyXO6+ztjZwGmSQkEzLWq2pTkmO6+bOwsAAC7U1XvTvIzSS5K8sPZQN19ymihgElRAgEbXlWdn7ufCtZJvpnk4u5+2zipAABWpqpO3tl4d5+93lmAaVICARteVR2/k+GDk7wgyfXdfeo6RwIAAJg7SiBgblXVPkmu7u7HjZ0FAGBXqupd3f3cqroud5/dnCTp7seOEAuYIEfEA3Oru39QVWPHAABYyier6glJfiXJ98cOA0yXEgjY8Krq4J0Mb07ywiTb1zkOAMBKPTDJm5L8dJLrklyW5PIkl3f3LWMGA6bFcjBgw6uqL2c2dXph2k8n2ZHkkiR/0d3fHisbAMByVdX+SY5O8qQkxwxft3X3kaMGAybDTCBgw+vuR4ydAQBgDdw3yf2TPGD4+lpmM4MA1oWZQMCGV1XH7e717t62XlkAAFaqqrYmOSrJ7Uk+nuSKJFd0962jBgMmx0wgYB780U7GOsljkxyWZJ/1jQMAsCKHJ7lPkuuTfDXJjUluGzURMElmAgFzp6qOTfKnmW0O/YbuPn/kSAAAu1WzI02Pymw/oCcleUySW5J8rLtfO2Y2YDqUQMDcqKqnJXlNZrOA/rK7Lxw5EgDAilTVoUmOzawIemaSB3b3QeOmAqZCCQRseFX1S0leneRbmc38uXTkSAAAy1ZVp+T/ZgB9P8Px8MPXdd1914jxgAlRAgEbXlXdldna+X/PbBbQD19K0t39rFGCAQAsQ1WdnuSyJJd399fHzgNMlxII2PCq6vidDC/841Xd/ZH1zAMAADCPnA4GzIODkhza3W9Jkqq6MsmDMyuCXjlmMAAAgHmxaewAAMvwx0nOW3S9f5Kjkzw1ye+OEQgAAGDemAkEzIP9u/sri64v7e4dSXZU1f3GCgUAADBPzAQC5sHmxRfd/ZJFlw9e5ywAAABzSQkEzIOPV9Xv3HOwql6c5MoR8gAAAMwdp4MBG15V/ViS9ya5I8k1w/Djk9wnybO7+6axsgEAAMwLJRAwN6rqhCRHDZfbu/viMfMAAADMEyUQAAAAwATYEwgAAABgApRAAAAAABOgBAIAAACYACUQAAAAwAT8L25clo8ICbvUAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "About programing language, Python is clearly the most used language with 77%. It is even more than last year with an increase of 1%. C++ follows with 37% and C with 35%. R, while being in 4th position, get an increase of 6%, and he is used by 29% of the participants. \n", - "The biggest negative difference is form Mathlab, decreasing of more than 7% and being used by only 17% of the participants. \n", - "\n", - "On Operating Systems, GNU/Linux is still ahead with 61%, followed by OS X and Windows (respectively 19 and 18%)." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Programing languages" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Programing language for United Kingdom
Python182.077.11864476.0162601.102384
C++89.037.71186438.211382-0.499518
C83.035.16949236.991870-1.822378
R69.029.23728823.1707326.066556
SQL66.027.96610231.300813-3.334711
JavaScript65.027.54237333.739837-6.197465
Fortran65.027.542373NaNNaN
Java47.019.91525425.609756-5.694502
Matlab41.017.37288124.796748-7.423867
Perl29.012.28813616.666667-4.378531
PHP22.09.32203412.195122-2.873088
C#17.07.2033907.317073-0.113683
TypeScript8.03.3898313.658537-0.268706
Ruby7.02.9661025.691057-2.724955
VBA7.02.9661022.8455280.120573
Assembly6.02.5423732.0325200.509853
Rust4.01.6949151.2195120.475403
Julia4.01.6949150.8130080.881907
Visual Basic3.01.2711862.845528-1.574342
Groovy3.01.2711862.845528-1.574342
Go3.01.2711862.032520-0.761334
CoffeeScript3.01.2711860.8130080.458178
Lua3.01.2711860.4065040.864682
Scala3.01.2711862.439024-1.167838
Objective-C2.00.8474580.8130080.034449
VB.NET2.00.8474580.4065040.440954
Clojure1.00.4237290.4065040.017225
Common Lisp0.00.0000000.0000000.000000
Swift0.00.0000000.406504-0.406504
Haskell0.00.0000000.813008-0.813008
Smalltalk0.00.0000000.0000000.000000
Elixir0.00.0000000.813008-0.813008
Erlang0.00.0000000.406504-0.406504
F#0.00.0000001.219512-1.219512
Hack0.00.0000000.0000000.000000
Dart0.00.0000000.0000000.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Programing language for United Kingdom \n", - "Python 182.0 77.118644 76.016260 \n", - "C++ 89.0 37.711864 38.211382 \n", - "C 83.0 35.169492 36.991870 \n", - "R 69.0 29.237288 23.170732 \n", - "SQL 66.0 27.966102 31.300813 \n", - "JavaScript 65.0 27.542373 33.739837 \n", - "Fortran 65.0 27.542373 NaN \n", - "Java 47.0 19.915254 25.609756 \n", - "Matlab 41.0 17.372881 24.796748 \n", - "Perl 29.0 12.288136 16.666667 \n", - "PHP 22.0 9.322034 12.195122 \n", - "C# 17.0 7.203390 7.317073 \n", - "TypeScript 8.0 3.389831 3.658537 \n", - "Ruby 7.0 2.966102 5.691057 \n", - "VBA 7.0 2.966102 2.845528 \n", - "Assembly 6.0 2.542373 2.032520 \n", - "Rust 4.0 1.694915 1.219512 \n", - "Julia 4.0 1.694915 0.813008 \n", - "Visual Basic 3.0 1.271186 2.845528 \n", - "Groovy 3.0 1.271186 2.845528 \n", - "Go 3.0 1.271186 2.032520 \n", - "CoffeeScript 3.0 1.271186 0.813008 \n", - "Lua 3.0 1.271186 0.406504 \n", - "Scala 3.0 1.271186 2.439024 \n", - "Objective-C 2.0 0.847458 0.813008 \n", - "VB.NET 2.0 0.847458 0.406504 \n", - "Clojure 1.0 0.423729 0.406504 \n", - "Common Lisp 0.0 0.000000 0.000000 \n", - "Swift 0.0 0.000000 0.406504 \n", - "Haskell 0.0 0.000000 0.813008 \n", - "Smalltalk 0.0 0.000000 0.000000 \n", - "Elixir 0.0 0.000000 0.813008 \n", - "Erlang 0.0 0.000000 0.406504 \n", - "F# 0.0 0.000000 1.219512 \n", - "Hack 0.0 0.000000 0.000000 \n", - "Dart 0.0 0.000000 0.000000 \n", - "\n", - " Difference with previous year \n", - "Programing language for United Kingdom \n", - "Python 1.102384 \n", - "C++ -0.499518 \n", - "C -1.822378 \n", - "R 6.066556 \n", - "SQL -3.334711 \n", - "JavaScript -6.197465 \n", - "Fortran NaN \n", - "Java -5.694502 \n", - "Matlab -7.423867 \n", - "Perl -4.378531 \n", - "PHP -2.873088 \n", - "C# -0.113683 \n", - "TypeScript -0.268706 \n", - "Ruby -2.724955 \n", - "VBA 0.120573 \n", - "Assembly 0.509853 \n", - "Rust 0.475403 \n", - "Julia 0.881907 \n", - "Visual Basic -1.574342 \n", - "Groovy -1.574342 \n", - "Go -0.761334 \n", - "CoffeeScript 0.458178 \n", - "Lua 0.864682 \n", - "Scala -1.167838 \n", - "Objective-C 0.034449 \n", - "VB.NET 0.440954 \n", - "Clojure 0.017225 \n", - "Common Lisp 0.000000 \n", - "Swift -0.406504 \n", - "Haskell -0.813008 \n", - "Smalltalk 0.000000 \n", - "Elixir -0.813008 \n", - "Erlang -0.406504 \n", - "F# -1.219512 \n", - "Hack 0.000000 \n", - "Dart 0.000000 " - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Operating systen for United Kingdom
GNU/Linux12661.46341561.2903230.173092
OS X3919.02439023.502304-4.477914
Windows3718.04878014.2857143.763066
iOS10.487805NaNNaN
Android10.487805NaNNaN
Other10.4878050.921659-0.433854
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Operating systen for United Kingdom \n", - "GNU/Linux 126 61.463415 61.290323 \n", - "OS X 39 19.024390 23.502304 \n", - "Windows 37 18.048780 14.285714 \n", - "iOS 1 0.487805 NaN \n", - "Android 1 0.487805 NaN \n", - "Other 1 0.487805 0.921659 \n", - "\n", - " Difference with previous year \n", - "Operating systen for United Kingdom \n", - "GNU/Linux 0.173092 \n", - "OS X -4.477914 \n", - "Windows 3.763066 \n", - "iOS NaN \n", - "Android NaN \n", - "Other -0.433854 " - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Operating systen'\n", - "results = count_diff(df, os, country=country, category=category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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qo/0AYKoYaQQAMM2qaruq2mmYKvfMjKYSfuxBnu4vknxNYPSbp6r+pKp+q6oeneQfknxCYATATHqo31IDAMDKPSqjKWJzM5r+9o4k56/qSYbRVZUVLxrP2uvPM5p6dn9G0xL/ckZbA8DDnulpAAAAAHRMTwMAAACgs6ZPTzMMCgAAAGBq1WQKGWkEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2jEtLjjjjuy//77Z7vttstTnvKUfOUrX8k555yTHXbYIbNmzcrll1++rOyXvvSl7LTTTtlll11y9dVXLzt+zz33zJIlS2bqEgAAAOBhTWjEtHjNa16TF77whfne976XK6+8Mk95ylOy44475rzzzstuu+32gLLveMc7ctFFF+Xkk0/OKaeckiSZP39+jj/++MyapYsCAADATFh3phvAb54777wzX/jCF3LaaaclSdZbb72st956mTNnzoTlZ8+encWLF2fx4sWZPXt2rrnmmixatCi777776ms0AAAA8ABCI6bcddddl8c97nF55StfmSuvvDJPf/rT8653vSsbbrjhhOWPO+64HHTQQdlggw1y5pln5phjjsn8+fNXc6sBAACAscz9Ycrdd999+cY3vpG/+Iu/yDe/+c1suOGGOfHEE5dbfuedd85Xv/rVfO5zn8u1116bzTbbLK21HHDAAXnFK16Rm2++eTW2HgAAAEiERkyDefPmZd68eXnWs56VJNl///3zjW98Y6XHtdYyf/78vPGNb8wJJ5yQk046KUcccUTe/e53T3eTAQAAgHGERky5TTfdNFtssUW+//3vJ0kuvvjibL/99is97owzzshee+2VjTfeOIsXL86sWbMya9asLF68eLqbDAAAAIxTrbWZbsOKrNGNY/muuOKKHH744bn33nuz9dZb5wMf+EAuueSSHH300fnpT3+aOXPmZOedd86nP/3pJMnixYuz99575zOf+Uxmz56dL37xi/nLv/zLrLfeevnQhz6UbbfddoavCAAAAH5j1KQKCY0AAAAAHlYmFRqZngYAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQGfdmW7Aw8FWx144001gLbLwxL1nugkAAABgpBEAAAAAPaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAACdaQmNqmpOVZ1bVd+rqu9W1a5VtXFV/UdVXT38fPR01A0AAADAQzddI43eleRTrbXtkvxOku8mOTbJxa21JyW5eNgGAAAAYA005aFRVW2UZLckpyZJa+3e1todSV6c5PSh2OlJ9pvqugEAAACYGtMx0uiJSX6a5ANV9c2q+teq2jDJJq21m4YyP0myyUQHV9WRVXV5VV2+YMGCaWgeAAAAACuz7jSd82lJjm6tXVpV78q4qWittVZVbaKDW2sLkixNiyYsAwAAAMD0mo6RRtcnub61dumwfW5GIdLNVbVZkgw/b5mGugEAAACYAlMeGrXWfpJkUVVtO+x6XpKrklyQ5OBh38FJzp/qugEAAACYGtMxPS1Jjk7yb1W1XpJrk7wyo4Dq7Ko6LMmPkrx0muoGAAAA4CGaltCotXZFkl0meOt501EfAAAAAFNrOtY0AgAAAGAtJzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgIzQCAAAAoCM0AgAAAKAjNAIAAACgs+50nLSqFia5O8n9Se5rre1SVRsn+UiSrZIsTPLS1trt01E/AAAAAA/NdI40+sPW2s6ttV2G7WOTXNxae1KSi4dtAAAAANZAq3N62ouTnD68Pj3JfquxbgAAAABWwXSFRi3JZ6rq61V15LBvk9baTcPrnyTZZKIDq+rIqrq8qi5fsGDBNDUPAAAAgBWZljWNkjyntXZDVT0+yX9U1ffGvtlaa1XVJjqwtbYgydK0aMIyAAAAAEyvaRlp1Fq7Yfh5S5KPJXlmkpurarMkGX7eMh11AwAAAPDQTXloVFUbVtWjlr5OsmeSbye5IMnBQ7GDk5w/1XUDAAAAMDWmY3raJkk+VlVLz/+h1tqnquprSc6uqsOS/CjJS6ehbgAAAACmwJSHRq21a5P8zgT7b0vyvKmuDwAAAICpN13fngYAAADAWkxoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQGfaQqOqWqeqvllV/z5sP7GqLq2qH1bVR6pqvemqGwAAAICHZjpHGr0myXfHbP9Dkne21rZJcnuSw6axbgAAAAAegmkJjapqXpK9k/zrsF1J/ijJuUOR05PsNx11AwAAAPDQTddIo5OTvD7JkmH7MUnuaK3dN2xfn2TziQ6sqiOr6vKqunzBggXT1DwAAAAAVmTdqT5hVe2T5JbW2teravdVPb61tiDJ0rSoTWXbAAAAAJicKQ+Nkvx+kj+uqr2SrJ/kfyV5V5I5VbXuMNpoXpIbpqFuAAAAAKbAlE9Pa60d11qb11rbKsnLkny2tfbyJJ9Lsv9Q7OAk50913QAAAABMjen89rTx/i7J66rqhxmtcXTqaqwbAAAAgFUwHdPTlmmtXZLkkuH1tUmeOZ31AQAAADA1VudIIwAAAADWEkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOkIjAAAAADpCIwAAAAA6QiMAAAAAOlMeGlXV+lV1WVVdWVXfqaoThv1PrKpLq+qHVfWRqlpvqusGAAAAYGpMx0ijXyb5o9ba7yTZOckLq+rZSf4hyTtba9skuT3JYdNQNwAAAABTYMpDozby82Fz9vCvJfmjJOcO+09Pst9U1w0AAADA1JiWNY2qap2quiLJLUn+I8k1Se5ord03FLk+yebLOfbIqrq8qi5fsGDBdDQPAAAAgJVYdzpO2lq7P8nOVTUnyceSbLcKxy5IsjQtatPQPAAAAABWYlq/Pa21dkeSzyXZNcmcqloaUs1LcsN01g0AAADAgzcd3572uGGEUapqgyR7JPluRuHR/kOxg5OcP9V1AwAAADA1pmN62mZJTq+qdTIKpc5urf17VV2V5Kyqmp/km0lOnYa6AQAAAJgCUx4atda+leR3J9h/bZJnTnV9AAAAAEy9aV3TCAAAAIC1k9AIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAjtAIAAAAgI7QCGBw6KGH5vGPf3x23HHHZfuuvPLK7LrrrnnqU5+afffdN3fddVeS5Etf+lJ22mmn7LLLLrn66quTJHfccUf23HPPLFmyZEbaDwAAMJWERgCDQw45JJ/61KcesO/www/PiSeemP/+7//On/zJn+Ttb397kuQd73hHLrroopx88sk55ZRTkiTz58/P8ccfn1mz/GkFAADWfj7ZAAx22223bLzxxg/Y94Mf/CC77bZbkmSPPfbIRz/60STJ7Nmzs3jx4ixevDizZ8/ONddck0WLFmX33Xdf3c0GAACYFuvOdAMA1mQ77LBDzj///Oy3334555xzsmjRoiTJcccdl4MOOigbbLBBzjzzzBxzzDGZP3/+DLcWAABg6hhpBLAC73//+/NP//RPefrTn56777476623XpJk5513zle/+tV87nOfy7XXXpvNNtssrbUccMABecUrXpGbb755hlsOAADw0Ez5SKOq2iLJGUk2SdKSLGitvauqNk7ykSRbJVmY5KWttdunun6AqbTddtvlM5/5TJLRVLULL7zwAe+31jJ//vycddZZOfroo3PSSSdl4cKFefe73523ve1tM9FkAACAKTEdI43uS/I3rbXtkzw7yauqavskxya5uLX2pCQXD9sAa7RbbrklSbJkyZLMnz8/Rx111APeP+OMM7LXXntl4403zuLFizNr1qzMmjUrixcvnonmAgAATJkpD41aaze11r4xvL47yXeTbJ7kxUlOH4qdnmS/qa4b4KE48MADs+uuu+b73/9+5s2bl1NPPTUf/vCH8+QnPznbbbdd5s6dm1e+8pXLyi9evDinnXZaXvWqVyVJXve612WvvfbKa1/72i5cgul06KGH5vGPf3x23HHHZfuuuOKKPPvZz87OO++cXXbZJZdddlmS5KMf/Wh22GGHPPe5z81tt92WJLnmmmtywAEHzEjbAQBYc1VrbfpOXrVVki8k2THJj1trc4b9leT2pdvjjjkyyZFJ8r73ve/pRx555LS1b3XZ6tgLV14IBgtP3HummwCsZb7whS/kkY98ZA466KB8+9vfTpLsueee+eu//uu86EUvykUXXZSTTjopl1yjhBcWAAAgAElEQVRySXbfffdcdNFFOe+883L77bfn6KOPzoEHHpi3vvWtedKTnjTDVwIAwGpSkyk0bd+eVlWPTPLRJK9trd01yolGWmutqiZMq1prC5IsWLo5Xe0DgN8Uu+22WxYuXPiAfVWVu+66K0ly5513Zu7cuUmSWbNm5Ze//GUWL16c2bNn54tf/GI23XRTgREAAJ1pCY2qanZGgdG/tdbOG3bfXFWbtdZuqqrNktwyHXUDAMnJJ5+cF7zgBTnmmGOyZMmSfPnLX06SHHfccXn+85+fuXPn5oMf/GBe8pKX5Kyzzprh1gIAsCaa8jWNhqlnpyb5bmvtH8e8dUGSg4fXByc5f6rrBgBG/vmf/znvfOc7s2jRorzzne/MYYcdliTZY4898vWvfz2f+MQncv7552evvfbKD37wg+y///454ogjLOIOAMAyU76mUVU9J8kXk/x3kiXD7uOTXJrk7CRPSPKjJC9trf1sJaf7jZieZk0jVoU1jYAHY+HChdlnn32WrWm00UYb5Y477khVpbWWjTbaaNl0tWS0kPs+++yTT3/609lnn31y3nnn5dxzz829996bI444YqYuAwCA1WNm1jRqrf3XCip/3lTXBwD05s6dm89//vPZfffd89nPfrZbs+jtb397Xv3qV2f27Nm55557UlWZNWuWkUYAACwzbQthA2s/o+RYFUbJzZwDDzwwl1xySW699dbMmzcvJ5xwQv7lX/4lr3nNa3Lfffdl/fXXz4IFC5aVv/HGG3PZZZflzW9+c5Lk6KOPzjOe8YzMmTMnH//4x2fqMgAAWMNM+fS0KbZGN26yfPBmVaxJH7z1XVbFmtR3AQCAFZrU9LQpXwgbAAAAgLWf0AgAAACAjtAIAAAAgI7QCAAAAICO0AgAAACAzroz3QAAmGq++Y9V4Zv/AAAmZqQRAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAAAdoREAAAAAHaERAAAAAB2hEQAAAACdKQ+Nqur9VXVLVX17zL6Nq+o/qurq4eejp7peAAAAAKbOdIw0Oi3JC8ftOzbJxa21JyW5eNgGAAAAYA015aFRa+0LSX42bveLk5w+vD49yX5TXS8AAAAAU2d1rWm0SWvtpuH1T5JssryCVXVkVV1eVZcvWLBg9bQOAAAAgAdYd3VX2FprVdVW8P6CJEvTouWWAwAAAGD6rK6RRjdX1WZJMvy8ZTXVCwAAAMCDsLpCowuSHDy8PjjJ+aupXgAAAAAehCkPjarqw0m+kmTbqrq+qg5LcmKSParq6iTPH7YBAAAAWENN+ZpGrbUDl/PW86a6LgAAAACmx+qangYAAADAWkRoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBAAAAEBHaAQAAABAR2gEAAAAQEdoBADAGuFTn/pUtt1222yzzTY58cQTkyQvf/nLs9NOO+X4449fVm7+/Pn5+Mc/PlPNhI6+y9pK32VlhEYAAMy4+++/P6961avyyU9+MldddVU+/OEP51vf+lY22GCDfOtb38rXvva13Hnnnbnpppty6aWXZr/99pvpJkMSfZe1l77LZKw70w0AAIDLLrss22yzTbbeeuskycte9rJceOGFueeee7JkyZL86le/yjrrrJM3velNOeGEE2a4tfBr+i5rK32XyTDSCACAGXfDDTdkiy22WLY9b9683HDDDXnc4x6Xpz3tadl3333zwx/+MEuWLMnTnva0GWwpPJC+y9pK32UyjDQCAGCNdfLJJy97ve++++Z973tf3va2t+XKK6/MHnvskSOOOGIGWwfLp++yttJ3GctIIwAAZtzmm2+eRYsWLdu+/vrrs/nmmy/bPv/88/P0pz89P//5z3PNNdfk7LPPzrnnnpvFixfPRHNhGX2XtZW+y2QIjQAAmHHPeMYzcvXVV+e6667Lvffem7POOit//Md/nCT51a9+lZNPPjmvf/3rc88996SqkowWcb333ntnstmg77LW0neZDNPTAACYceuuu27e85735AUveEHuv//+HHroodlhhx2SJO9973tz8MEH5xGPeER22mmnLF68OE996lOz1157Zc6cOTPcch7u9F3WVvouk1GttZluw4qs0Y2brK2OvXCmm8BaZOGJe890E5bRd1kV+i5rqzWp7wIArCY1mUKmpwEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0Fl3phsAAMCIb/5jVaxJ3/yn77Iq9F3WVmtS311dVutIo6p6YVV9v6p+WFXHrs66AQAAAJi81RYaVdU6Sd6b5EVJtk9yYFVtv7rqBwAAAGDyVudIo2cm+WFr7drW2r1Jzkry4tVYPwAAAACTVK211VNR1f5JXthaO3zY/rMkz2qt/dW4ckcmOXLYXD/J/6yWBjITHpvk1pluBDwI+i5rK32XtZW+y9pK32Vtpe/+5ru1tfbClRVa4xbCbq0tSLJgptvB9Kuqy1tru8x0O2BV6busrfRd1lb6LmsrfZe1lb7LUqtzetoNSbYYsz1v2AcAAADAGmZ1hkZfS/KkqnpiVa2X5GVJLliN9QMAAAAwSattelpr7b6q+qskn06yTpL3t9a+s7rqZ41kGiJrK32XtZW+y9pK32Vtpe+yttJ3SbIaF8IGAAAAYO2xOqenAQAAALCWEBoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAAAA0BEaAQAAANARGgEAAADQERoBAEmSqjqlqt44Zvsvqurmqvp5VT2mqn6/qq4etvebybZOt6r6ZFUdvIL3T6uq+auzTZM1PJ+tZ7odAMDar1prM90GAGCaVdXCJJskuS/J/UmuSnJGkgWttSUTlJ+d5K4kz26tXTnsuzjJBa21d62udq8JquqQJIe31p4zZt9pSa5vrb1hptoFADDdjDQCgIePfVtrj0qyZZITk/xdklOXU3aTJOsn+c6YfVuO2560qlr3wRz3cOReTcx9AYDVT2gEAA8zrbU7W2sXJDkgycFVtWPy6ylXVfXkJN8fit9RVZ+tqmuSbJ3kE8P0p9+qqo2q6tSquqmqbhiOXWc41yFV9aWqemdV3ZbkLcP+Q6vqu1V1e1V9uqq2XNquqmpVddQwBe6OqnpvVdWY948Yjr27qq6qqqcN++dW1Uer6qdVdV1VvXqi666qJw7nnTVs/0tV3TLm/TOr6rXD60uq6vCqekqSU5LsOlz3HWNO+eiqunBoz6VV9dvLqXer4dqOrKobh/t1zJj3///27jxKkrJO9/j3YRXZERRlU0FF4CAq4ggICI6KF8F9QFAG517Ue2XRcUNUwKOO+zKMo/aoM7K6gorsArIpICAMsiMILSAzgEDrINLwu39ElGRXZVVXd1dnZFV9P+fk6Yg3IiOezAySql+97xuHJ/l+kmOSPAD8fZJlknwgyW+S3JPku0nWavc/Nck7R53jyiSv7XkfN2mXV09yVPve3JrkQz2v//Akx/TJuVzPZ3hz+/puSbJ3n9e2bpL/SfKEnrbntedbfhKf+ZeSzE3yQJLLkrx4ovel3/srSZKWHotGkiTNUlV1CfA74MWj2m8ANm9X16iqnatqY+A2mt5Kq1TVQ8B/0Ax32wR4LvAy4H/3HOqFwM00vZY+nmQP4IPAa4F1gPOB40fF2g14AbAl8Ebg5QBJ3kBTeHoLsBqwO3BPWwA5CbgSWA/YBTg4ycv7vN5baIbcPbdt2gH4Y1sYAtgROHfUc64F3g78on3da/Rs3hM4AlgTuAn4+OhzjvIS4Bk079P7k7y0Z9sewPeBNYBjgQOAV7eZngL8Afhyu+/xwF4jT0yyGU0vsJP7nPNIYHWagt+ONO/ffgvJSZKVgX8Gdm17p20LXDF6v6r6PfAzms9qxJuBb1fVw5P4zH8JbAWsBRwHfC/J43q2j35fJEnSAFk0kiRpdruD5hf2RZLkScArgYOr6k9V9V/AF2gKKX89dlUdWVXzq+pBmuLLP1XVtVU1H/gEsFVvzxPgk1V1X1XdBpxDU1CAphj16ar6ZTVuqqpbaQpM61TVR6vqL1V1M/Bvo3L0OhfYMcm67fr32/Wn0RSjrlyEt+HEqrqkfS3H9mQdzxHte3UV8O/0FH5oilI/rKpHe96rQ6vqd22B7nDg9W0voBNZ8H3bGzih3e+v2l5fewKHVNW8qvot8Dmaos5kPApskWSlqrqzqsYbmvgtYJ+ec+4FHN1um/Azr6pjquqe9hr5HLAi8KwJ3hdJkjRAFo0kSZrd1gPuXYznbQQsD9zZDvm6D/ga8MSefeb2ec6Xeva/F0ibYcTve5b/B1ilXd4A+M04OZ4ycsz2uB+k6d3Uz7nATjS9jM6j6SWzY/s4v9+k4BMYL+t4et+PW2l6EPXbBs3rOrHnNV1LM4H5k6pqHk2vopHC2F7074WzNs1ndOuo867XZ98FVNWfaIYvvp3mMz45yabj7P4jYLO28Pa3wP1tL7aR1zHuZ57kPe3Qtfvb7au3uUeMfl8kSdIAOaGgJEmzVJIX0PzyfsFiPH0u8BCwdtuDpJ/Rt2idC3y8qhZnmNFcoN+cQXOBW6rqGZM8zrnAZ2iG5Z1L89q/CvyZUUPTekzVrWY3AK5rlzek6eU13jnmAm+tqgvHOdbxwGFJzqOZsPycPvvcDTxMU7i5pue8t7fLfwIe37P/uj3LVNXpwOlJVgI+RtODa4GhjO1+f07yXZreRpvyWC+jkdfR9zNv5y96H82Qwqur6tEkf6ApKv318H1elyRJGhB7GkmSNMskWS3JbsC3gWPa4VKLpKruBM4APtceb5kkGyfZcYKnfRU4JMnmbY7V27mKJuPrwHuSPD+NTdohTpcA85K8P8lKSZZNskVbEOuX+0bgQZoCx7lV9QBwF/A6xi8a3QWsn2SFSWYdz4eTPL59/fsB35lg36/SzAO1EUCSddr5gUacQlMM+ijwnX49pKrqEeC77XFWbY/1bmBk8usrgB2SbJhkdeCQkecmeVKSPdq5jR4C/kgzXG08R9FMVL07CxaNJvrMV6WZE+u/geWSfIRmiKAkSRoSFo0kSZo9Tkoyj6b3x6HA55nEpMgTeAuwAk0vlj/QzA/05PF2rqoTgU8B327vhvVrYNfJnKiqvkcz0fRxwDzgh8BabWFkN5r5hG6h6V3zdZphTuM5F7inqub2rAe4fJz9zwauBn6f5O7J5J3gvDcBZwGfraozJtj3S8CPgTPaz+wimonFAWjnLzoBeCnNezKeA2h6FN1M06vqOOCb7THOpClc/SdwGfCTnuctQ1NguoNmSNmOwDvGO0nbI+pR4PJ2rqmR9ok+89OB04AbaIbN/RmHo0mSNFRSZa9fSZKkpSXJU2kKWstPMJRv2ktyNnBcVX296yySJGlqOKeRJEmSlkg7HPB5wB4L21eSJE0fDk+TJEnSYkvyLeCnwMHtnd0kSdIM4fA0SZIkSZIkjWFPI0mSJEmSJI0x7HMa2Q1KkiRJkiRpamUyO9nTSJIkSZIkSWNYNJIkSZIkSdIYwz48TZKkRZYjJtXbVgKgDnM0vCRJUj/2NJIkSZIkSdIYFo0kSZIkSZI0hkUjSZIkSZIkjWHRSJIkSZIkSWMscdEoyQZJzklyTZKrkxzUZ5+dktyf5Ir28ZElPa8kSZIkSZKWnqm4e9p84B+r6vIkqwKXJTmzqq4Ztd/5VbXbFJxPkiRJkiRJS9kS9zSqqjur6vJ2eR5wLbDekh5XkiRJkiRJ3ZnSOY2SPBV4LnBxn80vSnJlklOTbD7BMfZPcmmSS+fMmTOV8SRJkiRJkjRJUzE8DYAkqwA/AA6uqgdGbb4c2Kiq/pjklcAPgWf0O05VzQFGqkU1VfkkSZIkSZI0eVPS0yjJ8jQFo2Or6oTR26vqgar6Y7t8CrB8krWn4tySJEmSJEmaelNx97QA3wCurarPj7PPuu1+JNmmPe89S3puSZIkSZIkLR1TMTxtO+DNwFVJrmjbPghsCFBVXwVeD7wjyXzgQWDPqnLomSRJkiRJ0pDKkNduhjqcJGk45Yh0HUHTSB3mjxuSJGnWmdQPzFN69zRJkiRJkiTNDBaNJEmSJEmSNIZFI0mSJEmSJI1h0UiSJEmSJEljWDSSJEmSJEnSGBaNJEmSJEmSNIZFI0mSJEmSJI1h0UiSJEmSJEljTEnRKMkrklyf5KYkH+izfcUk32m3X5zkqVNxXkmSJEmSJC0dS1w0SrIs8GVgV2AzYK8km43a7R+AP1TVJsAXgE8t6XklSZIkSZK09Cw3BcfYBripqm4GSPJtYA/gmp599gAOb5e/D/xLklRVTcH5h16OSNcRNI3UYbPiPwtJkiRJ0pCbiqLResDcnvXfAS8cb5+qmp/kfuAJwN2jD5Zkf2B/gK997Wvsv//+UxCxWxYBNG0dZ8FTi+BNw/Nd5/euJEmaFH/e1aIYop93B2UqikZTqqrmAHNGVrvMIkmSJEmSNFtNxUTYtwMb9Kyv37b13SfJcsDqwD1TcG5JkiRJkiQtBVPR0+iXwDOSPI2mOLQn8KZR+/wY2Bf4BfB64OzZMp+RJEmSJGlIzcLhRtKiWOKiUTtH0TuB04FlgW9W1dVJPgpcWlU/Br4BHJ3kJuBemsKSJEmSJEmShlSGvMPPUIeTZjwnBtSi8C91kiRJ0nQxqV/2pmJOI0mSJEmSJM0wFo0kSZIkSZI0hkUjSZIkSZIkjWHRSJIkSZIkSWNYNJIkSZIkSdIYFo0kSZIkSZI0hkUjSZIkSZIkjWHRSJIkSZIkSWNYNJIkSZIkSdIYyy3Jk5N8BngV8BfgN8B+VXVfn/1+C8wDHgHmV9XWS3JeSZIkSZIkLV1L2tPoTGCLqtoSuAE4ZIJ9X1JVW1kwkiRJkiRJGn5LVDSqqjOqan67ehGw/pJHkiRJkiRJUtemck6jtwKnjrOtgDOSXJZk/4kOkmT/JJcmuXTOnDlTGE+SJEmSJEmTtdA5jZL8FFi3z6ZDq+pH7T6HAvOBY8c5zPZVdXuSJwJnJrmuqs7rt2NVzQFGqkW1sHySJEmSJEmaegstGlXVSyfanuTvgd2AXaqqb5Gnqm5v//2vJCcC2wB9i0aSJEmSJEnq3hINT0vyCuB9wO5V9T/j7LNyklVHloGXAb9ekvNKkiRJkiRp6VrSOY3+BViVZsjZFUm+CpDkKUlOafd5EnBBkiuBS4CTq+q0JTyvJEmSJEmSlqKMM6JsWAx1OGnGOy5dJ9B08ia/siVJkqRpYlK/7E3l3dMkSZIkSZI0Q1g0kiRJkiRJ0hgWjSRJkiRJkjSGRSNJkiRJkiSNYdFIkiRJkiRJY1g0kiRJkiRJ0hgWjSRJkiRJkjRGqqrrDBMZ6nCSJEmSJEnTUCazkz2NJEmSJEmSNIZFI0mSJEmSJI0x1MPTkpwGrN11Di01awN3dx1CWgxeu5quvHY1XXntarry2tV05bU7891dVa9Y2E5DXTTSzJbk0qrauusc0qLy2tV05bWr6cprV9OV166mK69djXB4miRJkiRJksawaCRJkiRJkqQxLBqpS3O6DiAtJq9dTVdeu5quvHY1XXntarry2hXgnEaSJEmSJEnqw55GkiRJkiRJGsOikSRJkiRJksawaCRJkiRJkqQxLBpJ0jiSvGCCbW8eZBZJkiRpaUiyTJJtu86h4WTRSAOV5KV92vbtIos0Cd9I8pUka4w0JNkiyXnA6zrMJU1KkpWTLNMuPzPJ7kmW7zqXtCiSPCHJa5I8v+ss0niSrDXRo+t80kSq6lHgy13n0HCyaKRB+0j7S/jKSZ6U5CTgVV2HksbxPOA24FdJ3prkC8APgE9X1au7jSZNynnA45KsB5wBvBn4j04TSQuR5CdJtmiXnwz8GngrcHSSgzsNJ43vMuDS9t//Bm4AbmyXL+swlzRZZyV5XZJ0HUTDJVXVdQbNIu2X0D8Cb2ubPlJVx3cYSVqoJO8FPgXcAWxTVXd0HEmalCSXV9XzkhwArFRVn05yRVVt1XU2aTxJrq6qzdvlDwKbVtVbkqwKXFhVW3abUBpfkn8DTqyqU9r1XYFXV9XbJn6m1K0k84CVgUeAB4EAVVWrdRpMnbOnkQZtTWAb4DfAQ8BGVrM1rJJsnOQ0YGfg2cBngfOS7NdtMmnSkuRFwN7AyW3bsh3mkSbj4Z7lXYBTAKpqHvBoJ4mkyfubkYIRQFWdCjhXjIZeVa1aVctU1fJVtVq7bsFIFo00cBcBp1XVK4AXAE8BLuw2kjSu04GvV9WuVXV9VX0R2AF4eRKvW00HBwGH0PzV++okTwfO6TiTtDBzkxyQ5DU0w4RPA0iyEuCcXBp2dyT5UJKnto9DaXoqS0MtjX2SfLhd3yDJNl3nUvccnqaBSrJhVd02qm2Hqjqvq0zSeJKsUlV/HGfbS6vqp4POJC2KJBtX1W+6ziEtiiRPBD4KPBn4clWd0ba/BHh+VX22y3zSRNpJrw+j+SMTNHPLHVFV93aXSlq4JF+h6c25c1U9O8mawBlVNe7dhDU7WDTSQCXZoV+7RSNJmnpJzgXWB34JnA+cV1VXdZtKmrwkqwCMV8CXJE2NnnkQf1VVz23brqyq53SdTd1arusAmnXe27P8OJr5jS6jmTNGkjSFqmrHJCvQDAfeCTi57UHn7Z811JK8g2Zo5crNauYBn6qqf+02mdRfki9W1cHtnYHH/FW+qnbvIJa0KB5Osizt9ZtkHZxHTlg00oBV1at615NsAHyxoziSNKMl2R54cftYA/gJTY8jaWgl+RDNxME7VdXNbdvTgS8lWauqPtZpQKm/o9t/HT6p6eqfgROBJyb5OPB64EPdRtIwcHiaOtXeOe3qqtqs6yzSaEkeDzxcVQ+3688CXgncWlUndBpOmoQk82l6c/4TcEpV/aXjSNJCJbkeeE5V/XlU+0rAlVX1zG6SSZPT9vAcuU6vH/k5Qhp2STaluWtlgLOq6tqOI2kI2NNIA5XkSB7rsrsMsBVweXeJpAmdBvwDcGOSTYBfAMcCuyV5QVUd0mk6aeHWBrajmZD1wCSPAr+oqg93G0uaUI0uGLWND7bXsDS0kuwEfAv4Lc0v3hsk2df5OzVN3Ag8QFsn6HcTI80+Fo00aJf2LM8Hjq8qb12uYbVmVd3YLu9Lc70e0P4F8TKa+TakoVVV9yW5GdiAZkLsbfGW5Rp+tyfZparO6m1MsjNwZ0eZpMn6HPCyqroeIMkzgeOB53eaSlqIJAfQ3PnvLuARmqJnAVt2mUvds2ikgaqqb3WdQVoEveN3dwY+A1BVf/Gv3ZoO2oLRdcAFwFeA/RyipmngQOBHSS6gKdADbE3Ta26PzlJJk7P8SMEIoKpuSGKxXtPBQcCzquqeroNouFg00kAl2Q44HNiI5voLTTf0p3eZSxrHfyb5LHA7sAlwBkCSNTpNJU3eJlVlgVPTSlVdnWQL4E3A5m3zecDb+g1bk4bMpUm+DhzTru/Ngj3tpWE1F7i/6xAaPk6ErYFKch3wLpq/HD4y0m5FW8OonXT1IODJwDer6sq2fVtg46o6eqLnS11Lsj5wJE0PDWjunHZQVf2uu1SSNHMlWRH4f8D2bdP5wL9W1UPdpZLGl+Td7eLmwLOAk4G/Xq9V9fkucml4WDTSQCW5uKpe2HUOaVEkeRxNTyOAm/xLt6aLJGcCx/HYraD3Afauqr/tLpU0sSQXVNX2Seax4DDhkd7Jq3UUTZpQkmWBo6pq766zSJOV5LAJNldVfXRgYTSULBppoJJ8ElgWOIEFK9jeQU1DJ8lywCeA/YDbaO+CAvw7cKi30NWwS3JFVW21sDZJ0tRo5+La2fnjNN0keUNVfW9hbZp9LBppoJKc06e5qmrngYeRFiLJF4BVgXdV1by2bTXgs8CDVXVQl/mkhUlyFk2R8/i2aS+aybB36S6VJM1cSY4Cng38GPjTSLtDfDTsklxeVc9bWJtmH4tGkjSOJDcCz6xRX5Rt9/PrquoZ3SSTJifJRjRzGr2IZpjPz4EDq+q2ToNJ0gw13lCfqjpi0FmkyUiyK/BK4I3Ad3o2rQZsVlXbdBJMQ8O7p2kgkuxTVQAwzgoAAAYtSURBVMf0TLS2AP/6oiFVowtGbeMjSay4a+hV1a3A7l3nkKTZwuKQpqE7aO7w9wbghrZtPnAXzQ2MNMtZNNKgrNz+u2qfbf7yrWF1TZK3VNVRvY1J9gGu6yiTtFBJjmSC79aqOnCAcSRpxktyEhN/71rA17C6BtgbWAF4a9u2Ic3w9p90FUrDw+Fp6lySg6vqi13nkEZLsh7NpO0PApe1zVsDKwGvqarbu8omTSTJvu3idsBmPNbd/A3ANVX19k6CSdIMlWTHdvG1wLrAMe36XsBdVWWPDQ2ldg7PVYB3O4en+rFopM4lua2qNuw6hzSeJDsDm7er11TVWV3mkSYryUXA9lU1v11fHji/qv6m22SSNDMlubSqtl5YmzQsnMNTC+PwNA2DdB1AmkhVnQ2c3XUOaTGsSTOR5b3t+iptmyRp6Vg5ydOr6maAJE/jsWkapGHkHJ6akEUjDQO/jCRp6fgk8Ksk59AU6HcADu80kSTNbO8CfpbkZprv3Y2At3UbSZqQc3hqQg5P00AkmUdTHAoLFokCrFRVFjAlaSlIsi7wwnb14qr6fZd5JGmmS7IisGm7el1VPdRlHmkizuGphbFoJEnSDNb+MLgRPb2Lq+q87hJJ0syWZFvgqSz4vXvUuE+QhoBzeGo8Fo00EEkuAy4ATgV+VlV/7jiSJM14ST4F/B1wNfBo21ze+lmSlo4kRwMbA1cAj7TNVVUHdpdKkhafRSMNRJLlgO2BVwAvAe4BTgdOraobuswmSTNVkuuBLR0aIUmDkeRaYLN+EwtL0nTkPDIaiPZ2zz9rHyR5Ck0B6WNJNqaZZ+P/dhZQkmamm4HlAYtGkjQYvwbWBe7sOogkTQV7GqlzSZYBXlRVF3adRZJmkiQ/AJ4DnEVP4chhEpK0dLR3q9wKuITHvnerqvboLpUkLT6LRhqIJCex4F3TCrgbOLuqju0mlSTNbEn27ddeVd8adBZJmg2S7Ni7CrwY2LOqNh/nKZI01CwaaSBG/Q90xFrAPsCNVfWBAUeSJEmSplyS5wJvAt4A3AKcUFVHdptKkhaPRSN1KsmywGVVtVXXWSRppkjy3ap6Y5KrWLCXJwBVtWUHsSRpxkryTGCv9nE38B3gPVW1UafBJGkJORG2OlVVjyTpOoYkzTS/SrIN8Brg4a7DSNIscB1wPrBbVd0EkORd3UaSpCVn0UgDkWStPs1rAm8Brh5wHEma6Z4AfBHYFLgKuBD4OfDzqrq3y2CSNEO9FtgTOCfJacC3aeY0kqRpzeFpGogkt9AMkRj5n2cB9wDnAB+rqge6yiZJM1WSFYCtgW2BF7WP+6pqs06DSdIMlWRlYA+aYWo7A0cBJ1bVGZ0Gk6TFZNFIkqQZKsnqNIWi7dp/1wCuqqr9Og0mSbNAkjVpJsP+u6rapes8krQ4LBppIJLsMNH2qjpvUFkkaaZLMgfYHJgHXAxcBFxUVX/oNJgkSZKmFec00qC8t09bAVsCGwDLDjaOJM1oGwIrAjcCtwO/A+7rNJEkSZKmHXsaqRNJtgM+RDMZ9ser6qSOI0nSjJLm1pSb08xntC2wBXAv8IuqOqzLbJIkSZoeLBppoJLsAnyYppfRJ6rqzI4jSdKMlmR9mjmNtgV2A55QVWt0m0qSJEnTgUUjDUSS/wUcCtxP07Pogo4jSdKMleRAHuth9DDw857HVVX1aIfxJEmSNE1YNNJAJHmUZk6NK2l6Gf11E1BVtXsnwSRpBkryeeBC4OdVdWfXeSRJkjQ9WTTSQCTZsU/zyMWXqjp3kHkkSZIkSdLEvHuaBmUNYP2q+jJAkkuAdWgKR+/vMpgkSZIkSRprma4DaNZ4H/DjnvUVgK2BnYC3dxFIkiRJkiSNz55GGpQVqmpuz/oFVXUPcE+SlbsKJUmSJEmS+rOnkQZlzd6Vqnpnz+o6A84iSZIkSZIWwqKRBuXiJP9ndGOStwGXdJBHkiRJkiRNwLunaSCSPBH4IfAQcHnb/HxgReDVVXVXV9kkSZIkSdJYFo00UEl2BjZvV6+uqrO7zCNJkiRJkvqzaCRJkiRJkqQxnNNIkiRJkiRJY1g0kiRJkiRJ0hgWjSRJkiRJkjSGRSNJkiRJkiSN8f8BRZ4S2ORunIkAAAAASUVORK5CYII=\n", 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CountPercentagePercentage in 2017Difference with previous year
Programing language for United States
Python115.078.23129373.6196324.611661
C++51.034.69387842.944785-8.250908
C50.034.01360544.785276-10.771671
SQL47.031.97278930.0613501.911439
JavaScript42.028.57142927.6073620.964067
R34.023.12925239.877301-16.748049
Java31.021.08843518.4049082.683527
Fortran30.020.40816330.674847-10.266683
Perl20.013.60544215.950920-2.345478
Matlab20.013.60544228.220859-14.615417
PHP10.06.80272113.496933-6.694211
C#9.06.1224494.2944791.827970
Ruby6.04.0816338.588957-4.507324
Assembly4.02.7210880.6134972.107592
VBA4.02.7210881.8404910.880598
Julia4.02.7210887.361963-4.640875
Groovy4.02.7210880.0000002.721088
Scala3.02.0408163.680982-1.640165
Rust2.01.3605441.840491-0.479947
Lua2.01.3605446.134969-4.774425
Go2.01.3605444.294479-2.933934
Clojure2.01.3605440.6134970.747047
CoffeeScript2.01.3605440.6134970.747047
Common Lisp1.00.6802720.6134970.066775
TypeScript1.00.6802721.840491-1.160219
Swift1.00.6802722.453988-1.773716
Visual Basic1.00.6802721.226994-0.546722
Elixir1.00.6802720.0000000.680272
Objective-C1.00.6802721.840491-1.160219
Hack0.00.0000000.0000000.000000
Dart0.00.0000000.0000000.000000
Smalltalk0.00.0000000.0000000.000000
Erlang0.00.0000000.0000000.000000
F#0.00.0000001.226994-1.226994
VB.NET0.00.0000000.0000000.000000
Haskell0.00.0000000.613497-0.613497
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Programing language for United States \n", - "Python 115.0 78.231293 73.619632 \n", - "C++ 51.0 34.693878 42.944785 \n", - "C 50.0 34.013605 44.785276 \n", - "SQL 47.0 31.972789 30.061350 \n", - "JavaScript 42.0 28.571429 27.607362 \n", - "R 34.0 23.129252 39.877301 \n", - "Java 31.0 21.088435 18.404908 \n", - "Fortran 30.0 20.408163 30.674847 \n", - "Perl 20.0 13.605442 15.950920 \n", - "Matlab 20.0 13.605442 28.220859 \n", - "PHP 10.0 6.802721 13.496933 \n", - "C# 9.0 6.122449 4.294479 \n", - "Ruby 6.0 4.081633 8.588957 \n", - "Assembly 4.0 2.721088 0.613497 \n", - "VBA 4.0 2.721088 1.840491 \n", - "Julia 4.0 2.721088 7.361963 \n", - "Groovy 4.0 2.721088 0.000000 \n", - "Scala 3.0 2.040816 3.680982 \n", - "Rust 2.0 1.360544 1.840491 \n", - "Lua 2.0 1.360544 6.134969 \n", - "Go 2.0 1.360544 4.294479 \n", - "Clojure 2.0 1.360544 0.613497 \n", - "CoffeeScript 2.0 1.360544 0.613497 \n", - "Common Lisp 1.0 0.680272 0.613497 \n", - "TypeScript 1.0 0.680272 1.840491 \n", - "Swift 1.0 0.680272 2.453988 \n", - "Visual Basic 1.0 0.680272 1.226994 \n", - "Elixir 1.0 0.680272 0.000000 \n", - "Objective-C 1.0 0.680272 1.840491 \n", - "Hack 0.0 0.000000 0.000000 \n", - "Dart 0.0 0.000000 0.000000 \n", - "Smalltalk 0.0 0.000000 0.000000 \n", - "Erlang 0.0 0.000000 0.000000 \n", - "F# 0.0 0.000000 1.226994 \n", - "VB.NET 0.0 0.000000 0.000000 \n", - "Haskell 0.0 0.000000 0.613497 \n", - "\n", - " Difference with previous year \n", - "Programing language for United States \n", - "Python 4.611661 \n", - "C++ -8.250908 \n", - "C -10.771671 \n", - "SQL 1.911439 \n", - "JavaScript 0.964067 \n", - "R -16.748049 \n", - "Java 2.683527 \n", - "Fortran -10.266683 \n", - "Perl -2.345478 \n", - "Matlab -14.615417 \n", - "PHP -6.694211 \n", - "C# 1.827970 \n", - "Ruby -4.507324 \n", - "Assembly 2.107592 \n", - "VBA 0.880598 \n", - "Julia -4.640875 \n", - "Groovy 2.721088 \n", - "Scala -1.640165 \n", - "Rust -0.479947 \n", - "Lua -4.774425 \n", - "Go -2.933934 \n", - "Clojure 0.747047 \n", - "CoffeeScript 0.747047 \n", - "Common Lisp 0.066775 \n", - "TypeScript -1.160219 \n", - "Swift -1.773716 \n", - "Visual Basic -0.546722 \n", - "Elixir 0.680272 \n", - "Objective-C -1.160219 \n", - "Hack 0.000000 \n", - "Dart 0.000000 \n", - "Smalltalk 0.000000 \n", - "Erlang 0.000000 \n", - "F# -1.226994 \n", - "VB.NET 0.000000 \n", - "Haskell -0.613497 " - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Operating systen for United States
GNU/Linux8463.15789554.5454558.612440
OS X3627.06766934.848485-7.780816
Windows139.7744369.848485-0.074049
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Operating systen for United States \n", - "GNU/Linux 84 63.157895 54.545455 \n", - "OS X 36 27.067669 34.848485 \n", - "Windows 13 9.774436 9.848485 \n", - "\n", - " Difference with previous year \n", - "Operating systen for United States \n", - "GNU/Linux 8.612440 \n", - "OS X -7.780816 \n", - "Windows -0.074049 " - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Operating systen'\n", - "results = count_diff(df, os, country=country, category=category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Programing languages" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Programing language for World
Python33.060.000000
R19.034.545455
JavaScript17.030.909091
SQL16.029.090909
C++13.023.636364
Matlab11.020.000000
C6.010.909091
Fortran6.010.909091
Perl5.09.090909
PHP3.05.454545
Ruby3.05.454545
Java3.05.454545
Julia3.05.454545
VBA2.03.636364
C#2.03.636364
Go2.03.636364
Scala1.01.818182
Erlang1.01.818182
Elixir1.01.818182
CoffeeScript1.01.818182
Swift0.00.000000
Smalltalk0.00.000000
TypeScript0.00.000000
Rust0.00.000000
VB.NET0.00.000000
Assembly0.00.000000
Objective-C0.00.000000
Lua0.00.000000
Haskell0.00.000000
Hack0.00.000000
Groovy0.00.000000
F#0.00.000000
Dart0.00.000000
Common Lisp0.00.000000
Clojure0.00.000000
Visual Basic0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Programing language for World \n", - "Python 33.0 60.000000\n", - "R 19.0 34.545455\n", - "JavaScript 17.0 30.909091\n", - "SQL 16.0 29.090909\n", - "C++ 13.0 23.636364\n", - "Matlab 11.0 20.000000\n", - "C 6.0 10.909091\n", - "Fortran 6.0 10.909091\n", - "Perl 5.0 9.090909\n", - "PHP 3.0 5.454545\n", - "Ruby 3.0 5.454545\n", - "Java 3.0 5.454545\n", - "Julia 3.0 5.454545\n", - "VBA 2.0 3.636364\n", - "C# 2.0 3.636364\n", - "Go 2.0 3.636364\n", - "Scala 1.0 1.818182\n", - "Erlang 1.0 1.818182\n", - "Elixir 1.0 1.818182\n", - "CoffeeScript 1.0 1.818182\n", - "Swift 0.0 0.000000\n", - "Smalltalk 0.0 0.000000\n", - "TypeScript 0.0 0.000000\n", - "Rust 0.0 0.000000\n", - "VB.NET 0.0 0.000000\n", - "Assembly 0.0 0.000000\n", - "Objective-C 0.0 0.000000\n", - "Lua 0.0 0.000000\n", - "Haskell 0.0 0.000000\n", - "Hack 0.0 0.000000\n", - "Groovy 0.0 0.000000\n", - "F# 0.0 0.000000\n", - "Dart 0.0 0.000000\n", - "Common Lisp 0.0 0.000000\n", - "Clojure 0.0 0.000000\n", - "Visual Basic 0.0 0.000000" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Programing language'\n", - "results = count_diff(df, prog_lang, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The job satisfaction is an essential pulse to take about a community's health. It helps to track the evolution and the current state of the RSEs within their role and to catch any sign of structural or organisational dysfunction that are translated into well-being. There are a lot of different metrics to measure the quality of a job on a personal and psychological level [1]. Several models exist to understand the link between different factors of job satisfaction and turnover intention [2]–[6]. Turnover intention is an important measure that is highly associated with the risk of employees leaving the organisation [3]. Job satisfaction is important in retaining RSEs. Perceived employability provides information on how workers values their own skills in regard of the market. To measure the different attitudes toward the RSE role, we used scales that have been created in [5], [6], [7], [8]. These are Likert scale [7], which are 5 point ordinal scales graduated from Strongly disagree to Strongly agree. Each scale is composed of several so called items (i.e. questions) that each measure one attitude.\n", - "\n", - "Beside these specific concepts we asked more general question about their satisfaction in their current position and their satisfaction with their career in general with a range of answers from *0 - Not at all satisfied* to *10 - Completely satisfied*.\n", - "\n", - "The specific questions about their job satisfaction reflect, in general, the same opinion as the two more generic questions. However, the granularity helps to identify a couple of issues that would not appears with generic questions:\n", - "\n", - "* **Recognition**: These questions ask if the RSEs feel that they receive enough information about their work and their performance.\n", - "\n", - "* **The turnover intention**: These questions aim to measure the desire to quit their current position.\n", - "\n", - "* **The perceived employability**: This concept is linked to the previous one. People may not have the intention to leave their jobs, not because they like it, but because they fear they are not employable. \n", - "\n", - "* **The possibility of progression**: This question aims to study the possibility of evolution for the RSEs, if information is available and if they see a possibility of evolution within their current career. This is the only questions that clearly received negative answers.\n", - "\n", - "\n", - "We used to ask for more questions in the previous years. But the results were not showing anything interesting. In consequence, we decided to remove them for this year, helping to reduce the size of the survey. \n", - "\n", - "### References\n", - "\n", - "* [1] B. Aziri, “Job satisfaction: A literature review,” vol. 3, no. 4, pp. 77–86.\n", - "* [2] N. De Cuyper, S. Mauno, U. Kinnunen, and A. Mkikangas, “The role of job resources in the relation between perceived employability and turnover intention: A prospective two-sample study,” vol. 78, no. 2, pp. 253–263.\n", - "* [3] A. B. Bakker and E. Demerouti, “The job demands-resources model: State of the art,” vol. 22, no. 3, pp. 309–328.\n", - "* [4] G. H. L. Cheng and D. K. S. Chan, “Who Suffers More from Job Insecurity? A Meta-Analytic Review.” vol. 57, no. 2, p. 272.\n", - "* [5] E. R. Thompson and F. T. Phua, “A brief index of affective job satisfaction,” vol. 37, no. 3, pp. 275–307.\n", - "* [6] L. Greenhalgh and Z. Rosenblatt, “Job insecurity: Toward conceptual clarity,” pp. 438–448.\n", - "* [7] R. Likert, “A technique for the measurement of attitudes.” vol. 22, no. 140, p. 55." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* `In general, how satisfied are you with your current position`: likert scale\n", - "* `In general, how satisfied are you with your career`: likert scale\n", - "\n", - "* `Do you feel that your contribution to research is recognised by your supervisor/line manager`: likert scale\n", - "* `Do you feel that your contribution to research is recognised by the researchers you work with`: likert scale\n", - "* `Do you feel that your contribution to research is recognised by your institution?`: likert scale\n", - "\n", - "* `How often do you consider leaving your job?`: likert scale\n", - "* `I would accept another job at the same compensation level if I was offered it`: likert scale\n", - "\n", - "* `It would not be very difficult for me to get an equivalent job in a different institution`: likert scale\n", - "* `My experience is in demand on the labour market`: likert scale\n", - "\n", - "* `It is likely that I will gain a promotion within my current group`: likert scale\n", - "* `The process I have to complete to gain a promotion is clear and understandable`: likert scale\n", - "* `There are many opportunities within my chosen career plan`: likert scale\n", - "* `It is likely that my next position will be an Research Software Engineer / Research`: likert scale" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Job Satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "satis_gen = ['satisGen1. In general, how satisfied are you with your current position', 'satisGen2. In general, how satisfied are you with your career']\n", - "\n", - "recog = ['recog1. Do you feel that your contribution to research is recognised by your supervisor/line manager',\n", - " 'recog2. Do you feel that your contribution to research is recognised by the researchers you work with',\n", - " 'recog3. Do you feel that your contribution to research is recognised by your institution?']\n", - "\n", - "turn_over1 = ['turnOver3. How often do you consider leaving your job?']\n", - "turn_over2 = ['turnOver6. I would accept another job at the same compensation level if I was offered it']\n", - "\n", - "perc_emp =['percEmp1. It would not be very difficult for me to get an equivalent job in a different institution',\n", - " 'percEmp3. My experience is in demand on the labour market']\n", - "\n", - "prog_rse = ['progRSE1. It is likely that I will gain a promotion within my current group',\n", - " 'progRSE2. The process I have to complete to gain a promotion is clear and understandable',\n", - " 'progRSE3. There are many opportunities within my chosen career plan',\n", - " 'progRSE5. It is likely that my next position will be an Research Software Engineer / Research Software Developer role']\n", - "\n", - "\n", - "#agree_scale = ['Strongly Agree', 'Agree', 'Neither agree or disagree',\n", - " # 'Strongly disagree', 'Disagree']\n", - "agree_scale = ['Strongly disagree', 'Disagree', 'Neither agree or disagree', 'Agree','Strongly Agree']\n", - "\n", - "number_scale = [str(i) for i in range(11)[1:]]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "recog_cat = 'Recognition'\n", - "plotting_likert(df, country, category, recog, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turn-over intention" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Intention of changing position'\n", - "plotting_likert(df, country, category, turn_over2, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Perceived employability" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Perceived employability'\n", - "plotting_likert(df, country, category, perc_emp, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Progression in the current role" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Progression in the current position'\n", - "plotting_likert(df, country, category, prog_rse, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Germany" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Germany'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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A3sxj7FEQ18Zky5evlGbNmsUvfvELOnToQOvWrVl//fXp1asXjz766KIyHTp0YPjw4SWMsnHNnDmTNm3asPHGG1NRUVF7BUmSJEmSJEmSpHqqMZmdL4d8BdkszmMjYrOI6JHvEwxwM9k+wTdFRNeI6AlcQ7aE86Rqmq3KFLJljjtExDoRUd9ZzHOBURHRLSJ2Aa4GxhTsl/04sF1EHBcRm0fEWRQkiQti2DoiOuYxVDVzu6H6W2wq2azXAyJi3Yhom1L6kmzp70si4od5svcqsqTyX+rZ/mNky5XfFxH7R8QmEbFLRPw2Ir4PEBEXRMRPImKL/F6HAO+klObVpT4wEegVEbtFRCfgSmCTOsT2f2TLwt8dEfvmbe8dET+pZx+rFREHRsQpEbFdPvv8KGB16v8DhEvI3qdX521tnrd9DTTY5+UK4KyIODgiOgKXkf0QY6lnRUfEzhFxbkR0z5PQPyJbtrzyRxEXAEfl74GtI6JTRBwWEcPyfr0F/B24Jn/u3YCRZJ+7ldKhhx7KuHHjGDFiBBMnTuTBBx9k//3357/1XEqwoqKChQsX1l6wDI0aNYqDDjqINm3a8PDDDzdIm19/XbzggCRJkiRJkiRJWpnVJWn8a7Ik3nlkyb+7ge8ApJTmAPsCa5Dtp3sf8BxQ3zWCh5PNQn6dbBb1xvWsPwW4DXiALHH9DrBoU4iU0sNkyygPJduzuQNLJoSvI+vfC3kMxcnuhuxvcbvTgfPz+GaSJYIBzgZuB24EXiKbUbxfSun9erafgB+Sjc11wFvAHUBHshm6kM0oHkq2v/IzZMneg+pR/3dkY/L/gLFkS3TfXIfYKsiWNn8GGE32DK4g2xO7oXwK/IQsKf8m2ZLo/VJKT9WnkZTSK2RLlXcAniQbq4vJnlmlZf28DAf+SvbMn8/P3Qt8VZ9Yi3xG9n5+kGwP+cuAC1NKo/O4HgYOAPbM4xpHtv954T70fYHJZO+BB4BbyD53K51PP/2Up556it///vf06tWL9u3b0717dwYNGsSRRx4JwB577MHUqVM588wziQgq95ofOXIkbdu25aGHHmLrrbemVatWvPHGG1RUVHDhhRfy3e9+l9atW9O1a1fuu+++RfecMmUKEcHdd9/N3nvvzaqrrkqXLl0WmwkOMGbMGDp27EibNm3o2bMnt912GxHBlClTlujHl19+yRprrMFdd9212PlHH32Uli1bMnPmzCXqFLrhhhvo06cPvXv3ZsSIEUtcnzhxIrvvvjtt2rShY8eOPPTQQ7Rt25aRI0cu1qdbb72Vvfbai1VWWYVrrrkGgGeffZbdd9+dVVddlXbt2nHiiSfy+eefL2o7pcSwYcPYbLPNWGWVVejatSujR4+uMV5JkiRJkiRJkrTiiSxPKalcRcQE4OmU0v+UOpalVO2XzBtvvEHnzkuuMF/Oe2YvWLCAb3/72xx77LEMGzaMNm3aLFHm448/Ztttt+W4447jxBOzifkbbLABI0eOpF+/fnTv3p3hw4ez7rrrsuGGG3L99ddz/vnnc/XVV7PjjjsyevRohg4dyosvvki3bt2YMmUKm2yyCR07duTSSy+lU6dO/O53v+PBBx9k6tSptG3blnfffZctttiCk046iQEDBvDqq69y+umnM23aNCZPnkyHDh2W2DN7wIABTJs2jYceemhR7D/72c/46quvuPfee6sdg6eeeopDDjmEGTNm8N5779G5c2emTZvGuuuuC2Qzzrt27coGG2zAZZddxty5czn11FMZP3481113HX379l3Up/bt2zN8+HB22GEHWrZsySeffMIuu+zCb3/7W370ox/x8ccfc+qpp9KuXbtFifff/OY33HXXXVxxxRV07NiR5557jv79+3PHHXdwwAEH1PlZqnrVfTYlSWrKBkaHWssMvnD/Ro9DmW8PurzUIagOTn/wrVKHIElNyoihV5Q6BEkrofr8/+PSUoplqdyioaKQtOzyZdD3JZv53RLoTzYjv38p49I3WrRowciRI+nfvz/XXnst2223HbvuuiuHH344O+20EwBrrbUWzZs3Z/XVV2eDDTZYrP7ChQu58sor2WGHHRadGz58OIMGDeKoo44C4IILLmDs2LEMHz58sRnHp512GgcddBAAF110ETfddBMvvfQSu+22G1dddRWbbropf/jDHwDo2LEjEydO5De/+U21fenfvz8777wz06dPp127dnzyySf87W9/484776xxDEaMGMERRxxBy5Yt2WSTTejRowejRo1i0KBBQDa7+6233uKRRx6hXbt2AFx++eXsuusSC17wP//zPxx22GGLjs855xyOOOIIzjjjjEXnrrrqKrbbbjs+/PBDVlttNf7whz/wyCOP8P3vZ7scbLLJJowbN44///nPJrMlSZIkSZIkSWpC6rs3taTGVQH0IVvq+zlgZ2D/lNILJY1Kizn00EOZMWMGDzzwAPvvvz/PPvssO++8MxdddFGtdVu0aEG3bt0WHX/++efMmDFjiUTvbrvtxuuvv77YuW222WbR64022giADz/8EIA333yT7t27L1a+MrlenR133JGuXbsyatQoAG655RbWWmst9t+/+hlHn3/+OXfeeSe9e/dedK54qfE333yTjTbaaFEiG6B79+40a7bkf3J23HHHxY5ffPFFRo8eTdu2bRf9VY7N22+/zeuvv85XX33Ffvvtt1iZq666irfffrvG/kqSJEmSJEmSpBWLM7OlMpJSmgbsVuo4VLs2bdqw9957s/feezN48GD69evHkCFDGDRoEK1aVb/le+vWrWnevHmd7lG513alli1bLnGtoqJiKaL/Rr9+/bjiiis455xzuOGGGzjmmGNqjO+WW25hzpw5SyTfFy5cyDPPPFPl7OuarLbaaosdV1RU0K9fP0477bQlyrZr145XXnkFgAceeICNN954seuF4yNJkiRJkiRJklZ8JrMlqQF06dKFBQsW8NVXX9GqVStatWrFwoULa623xhprsNFGG/HMM8/Qq1evReeffvppunTpUuf7d+rUifvuu2+xc+PGjau13tFHH82ZZ57JlVdeyfjx47nttttqLD9ixAhOPvlkBgwYsNj5X/3qV4wYMYJdd92VTp06MWPGDGbMmLFoBvkLL7xQp8T79ttvz7///W8233zzKq936dKF1q1bM3XqVPbaa69a25MkSZIkSZIkSSuuFXaZ8Yh4IiKuLHUcql5EdIiIFBE71l66we+92PvD94sayn//+1/22msvRo8ezSuvvMLkyZO58847GTZsGL169WKNNdYAoEOHDjz11FNMnz6djz76qMY2zzzzTIYPH86tt97KxIkTGTx4ME899dSiPajrYuDAgbz99tsMGjSIt956i3vuuYdrrrkGWHKGd6FvfetbHH744Zxxxhn07NmTLbbYotqyr7zyCi+88AL9+/dn6623Xuyvd+/e3HHHHcyePZu9996bjh07cswxx/Dyyy/z/PPPc/rpp9OiRYsaYwE4++yzGTduHAMHDmTChAlMmjSJBx98cFHyfPXVV2fQoEEMGjSIG264gUmTJvHSSy9x9dVXc+2119Z5vCRJkiRJkiRJUvlzZrYa0zRgQ6DmTF4DiYhfATunlH5SxeVDgK+XRxxadvMn3FDqEKrVtm1bdt55Z6644gomTZrEvHnzaNeuHUcddRTnnnvuonIXXHABAwYMYLPNNmPevHmklKpt85e//CWzZ8/mrLPOYubMmXTs2JG7776bbbfdts5xtW/fnrvvvpvTTz+dK6+8ku7du3P++edz3HHH0aZNmxrrHn/88dx0000cf/zxNZa7/vrr2WKLLRbbu7vSgQceSEVFBbfeeisnnHAC9957L/369aNHjx506NCByy67jEMOOaTWWLbZZhvGjh3Lueeey+67787ChQvZdNNNOfjggxeVufDCC1l//fUZPnw4J554ImussQbdunXjrLPOqrFtSZIkSZIkSZK0YomaEizlLCKeAF5LKZ1c6liWVUQ0I3sWta9JXCYiomVKqaTJ4eJxi4jngGtSSiOb0vuj3EVEq5TS/BqKVPsl88Ybb9C5c+dGiEoAV1xxBYMHD+bTTz+tcUb07bffzoABA5gxYwarrrpqo8Ty8ssv061bN1544QV22GGHRrmHGo6fTUnSymhgdKi1zOAL92/0OJT59qDLSx2C6uD0B98qdQiS1KSMGHpFqUOQtBIq58llajJqXrK1FivsMuO5FhFxRUR8kv9dmic4iYjBEfFacYWIeCYi/lRVYxHxePFS1BGxRkTMiYhD8uNvR8So/H5zI+KxiNiqoHzfiPiiqI098uW21yksExE/zGOcD1SZNcj7MTUi5kXEBxFxU8G1JZbOjoiREfFgUZmrqxunvEyriLgkIt7L+/qviNi3ivh/GBHjImI+cGJ+rmvR/U+IiI8iomXxMuP5uT9FxIy8P9Mi4vcFdes0tlWNW0RsAOwIPEgVqlh2fEpEnBsR10TE53nfzyyqs2ZEXBsRH0bE7Ih4srYl0/N2B+fPYXbexyMi4lsRcVse/38iYp+COs0jYkRETM77/Z+IOKvoGY2MiAcj4pSImJ6P0Y0RsWpBmf0i4qn82scR8XBEdC6Kb6eIGB8RX0XEhHwsU0TsUVCmS0SMyeP/MCJuzce3OJazI+I94L2axkTLz5///GfGjRvH5MmTufXWW7nwwgvp27dvtYnsOXPm8M4773DRRRfRv3//Bk1k33vvvTzyyCNMnjyZf/zjH/Tt25dtt92W7bffvsHuIUmSJEmSJEmSmrYVPZl9NFkfdgEGACcAp+bXbgA6RUSPysIR0RH4HjCimvauA46KiNYF534GfAE8kB+PBHYCfgz0AOYAf4+IVeoZexvgvDzuLsDU4gIRcSgwCPgFsAVwIDCunveBmscJ4EZgd+AoYGtgFPBARBSvcXwJcC7QCbgV+FfedvG97qhm1vYvgYOBI/P+HAEU/ox7JLWPbXXj9iPguZRSfZY0Pw14Fdg+79uwiNgFILLs3xigHdm4bweMBR6PiA1rafdUsue0PXAH2XjeAjwEdMvbGR0RlestNwOmAz8lS87/BjgHOLao3e+TPZ8fkI3dwcApBddXA/5INnZ7AJ+RPcdWeZ/akiX73wR2AM4CLi28Qd63scBreTs/ANoC9xUm18neL9sA+wG9ahkPLSeTJk3i4IMPpnPnzpx33nkMHDiQSy+9tNryw4YNo2PHjqy11lqcd955DRrL7NmzOfnkk+nSpQtHH300nTt35uGHH651z2xJkiRJkiRJkqRKK/qe2e8Dv0zZWulvRsSWwOnAH1JK70XE34Hj+CYBfBzwYkrp5Wrauwf4X7Ik4W0FdW5KKX0dEVuQJU13TymNBYiI3sC7ZEnc6+sRe3Pg5JTSizWUaZ/38ZE8Ofwu8EI97lGp2nGKiM3IEvYdUkrv5uWvjIgfkCWMf1HQzpCU0iOVBxExGjgjIn6dUkoRsTFZwvXXNfRnIvBUHsu7wLN5W3Ud2+rG7cfA3+o1Ktm4Vs7W/t+I+CVZYvY5YE+yxPO6KaW5eZnzIuIgoDcwrIZ2H04p/SXvw/lkYz0ppXRTfu5CsvfV1sAL+bMdXFB/SkRsT/ZcCn948TkwMF9W/Y2IuDOP92KAlNLdhUFExLF5nR7A02Tj2Bw4Pu/TvyNiKHBzQbUTgZdTSmcXtNMH+Jhs5nvlZ+kr4LiU0rwaxkHL2eWXX87ll9d9OcYhQ4YwZMiQRomlT58+9OnTp1HaliRJkiRJkiRJK4cVfWb282nxTb+fA9pFxBr58XXAkRGxSkQ0J0tCVjcrmzwx91eyRCP5Etc9Cup0Biry+1TW+Yxsdm+Xesa+AHipljJ3ks1EnpwvQ3140azxuqppnLYnW6v+9XwJ7C8iWyb9AGCzonaKE+m3ARuRJbAhS75OTik9W00cI8kSxBMj4s8RcUDBbN+6ju0S45bPOO4F3FfNfavzStHxDGC9/PUOwKrArKJx2Zolx6XadlNKX5DNMH+14PrM/N/KexERAyPihYiYld/nNGDjonZfL9pXfUZRG5tFxC0R8XZEfJ7fp1lBO53I9hGfW9DGP4vusQPQs6jP0/Jrhf1+zUS2JEmSJEmSJEmSGtOKPjO7NmPIEomHki25/C2y5Z5rcj3wSj7L+DiypavfqMO9KpPFFSy5kXnLKsrPK0pMLtlgStPypdF7kS33fBlwfkTslFL6sh73qkmzPPbuQPHS4HOLjr8siu/DiHiUbMbv2Pzfm6lGSml8RHQA9iXr0yjg5YjYu5YYCxPxVY3bfmQzn9+upZ1ixf1NfPMDj2ZkyeDvs6TPl6Ldr4uOK+9BRBxBtjz4ILKZ6p8DJ5GtEFDXeCFbQvw9shn108kS/68DrWqJt1Azss/NoCquzSx4/WUV15dKRUUFzZqt6L+rkZqOioqKUocgSZIkSZIkSRKw4iezd4qIKJh1vDMwI6X0OUBKaUFEjCRLSn8G3JPP9q1WSunfEfFPoD/wc7L9iyu9wTd7T1cuhb0G0JVs32mAWcCqEbFGZRxks5GXSkrpK7Lk4piI+D3wAbAr8Eh+r+L9m7cFphSdq3acImICWUJ8g5TSP5YixNFky5JfSzYOh9XSn9nAXcBd+bN5Hticuo1tdZZmifHajAfWBypSSu80cNvFdgP+WbDkOfny73UWEWuTzbz+ReVzzJcqL/yMvwkcExGrFMzO7rF4S4wn27t7ajX7njeo1VZbjenTp7P++uvTsmVL91OWSiilxNdff83MmTNZbbXVSh2OJEmSJEmSJEkrfDJ7I+CPEfEXsqTnmcDvispcD5xNNot5nzq2ex1wNdlM2NsrT6aU/hMR9wHXRMQJwKfAULKZtJUzvv9JNmv14oi4nCy5XLjvdJ1FRF+yZ/RP4AvgiDym/+RFHifr/4+At8hm5H6XJZPZ1Y5TSmliRNwMjIyIM8iSmWsBewDvpJTuqSXMvwHXkC3F/q+U0sQa+nM62f7dL+X9OIps7N5LKc2pw9hW1WYLsiXR960lzvp6DHgGuC8iziJLBG9ANgv8sZTSUw14r4lA34jYH5gEHAnsDnxSjzY+AT4C+kfENKAdcCnZ7OxKt5A99+si4iKy98U5+bXKHzr8meyHHLdHxCVkP5jYlCzBfUb+Y4QG853vfIePPvqIqVOnsmDBgtorSGpULVq0YM0112SdddYpdSiSJEmSJEmSJK3wyeybgeZkyd5EllC9vLBASumdiHgSaA88Ucd2bwf+BNxZRfLuWLIloe8n28/6GWC/ypmuKaWPI+JoskTicWSzjM8j24u7vj4lS8QPJ1s+/HXgkJTS5Pz6DcA2+b+QJSLvBYqzELWN07FkM9CHAd8BPgbGAbXO1M6T0PeS7Ud+Si3FZ5Ml0rfI45gA7J9SmlMQR7VjW42eZEvJF+/nvUxSSikifkie/CXbm3pmHtNNDXkvsh8DdCNLNgdwN9mS8sfVI96KfLnyPwGvkSXFz8jbqiwzOyIOAq4iG/vXgSFkM+W/ysvMiIhdgYuBv5M9h3fJVgJo8D2ymzVrxnrrrcd6661Xe2FJkiRJkiRJkiStVOKblaebroh4Hbg5pTS0juU3Ikvg7Z5SeqZRg2tkEfEE8FpK6eRSx9IYIuIKoGVKaalmv6/sIuLHZD+AWC+l9FEj3abpf8lIkiRphTcwOtRaZvCF+zd6HMp8e9DltRdSyZ3+4FulDkGSmpQRQ68odQiSVkLzJ9xQeyFp2SzTHrMr+szsGkXEumR7OHcgm/1aW/mWwNrARcCEFT2RvZL4N/BcqYNYUUTEMcA7wDRga7KZ8A80YiJbkiRJkiRJkiRJWipNOpkNfEi2j/CAOibrdiVbWvs/ZHsEq8yllK4tdQwrmPWB3wIbAh8AY8iWspckSZIkSZIkSZLKSpNOZqeU6jVtPaX0BMs41b3cpJT2KHUMKh8ppWFke6NLkiRJkiRJkiRJZa1ZqQOQJEmSJEmSJEmSJKmYyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJy81qVwAAIABJREFUKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZSdSSqWOQVLT5peMJEmSpJVaz549ARg7dmyJI5EkSZKk5S6WpbIzsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVnRalDkCSJEmSJKkpGzhwYKlDkCRJkqQVUqSUSh2DpKbNLxlJkiRJkiRJkqSVUyxLZZcZlyRJkiRJakSPP/44jz/+eKnDkCRJkqQVjjOzJTU2v2QkSZIkrdR69uwJwNixY0sciSRJkiQtd87MliRJkiRJkiRJkiQ1LSazJUmSJEmSJEmSJEllx2S2JEmSJEmSJEmSJKnsmMyWJEmSJEmSJEmSJJWdFqUOQJIkSZIkqSkbNGhQqUOQJEmSpBVSpJRKHYOkps0vGUmSJEmSJEmSpJVTLEtllxmXJEmSJElqRPfffz/3339/qcOQJEmSpBWOM7MlNTa/ZCRJkiSt1Hr27AnA2LFjSxyJJEmSJC13zsyWJEmSJEmSJEmSJDUtJrMlSZIkSZIkSZIkSWXHZLYkSZIkSZIkSZIkqeyYzJYkSZIkSZIkSZIklZ0WpQ5AkiRJkiSpKRsyZEipQ5AkSZKkFVKklEodg6SmzS8ZSZIkSZIkSZKklVMsS2WXGZckSZIkSWpEt9xyC7fcckupw5AkSZKkFY4zsyU1Nr9kJEmSJK3UevbsCcDYsWNLHIkkSZIkLXfOzJYkSZIkSZIkSZIkNS0msyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVnUgplToGSU2bXzKSJEmSVmrPP/88ADvvvHOJI5EkSZKk5S6WqbLJbEmNzC8ZSZIkSZIkSZKkldMyJbNdZlySJEmSJKkRXXfddVx33XWlDkOSJEmSVjjOzJbU2PySkSRJkrRS69mzJwBjx44tcSSSJEmStNw5M1uSJEmSJEmSJEmS1LSYzJYkSZIkSZIkSZIklR2T2ZIkSZIkSZIkSZKksuOe2ZIam18ykiRJ0lIYGB2qPD/4wv2XaxwN4duDLi91CCoDpz/4VqlDkCQ1QSOGXlHqECQ1oPkTbih1CGp47pktSZIkSZIkSZIkSWpaTGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGZLkiRJkiRJkiRJksqOyWxJkiRJkiRJkiRJUtkxmS1JkiRJkiRJkiRJKjsmsyVJkiRJkiRJkiRJZcdktiRJkiRJkiRJkiSp7JjMliRJkiRJkiRJkiSVHZPZkiRJkiRJkiRJkqSyYzJbkiRJkiRJkiRJklR2TGarSYmIH0fEfyJiQUSMbMB2U0QcVs86HfJ6OzZUHJIkSZIkSZIkSdLKwmT2CiQi9oiI+yLi/YiYExGvRMRxS9FO3zzJmiJiYUR8GhEvRMTQiFivMWJfjkYAdwPtgVOW100jYmREPLiitS1JkiRJkiRJkiSVK5PZtYiIVqWOocD3gFeBw4CtgauAayPiqKVoaw6wIfAdYCfgj8CPgNcionPDhLt8RcS3gLWBh1NK01NKn5U6ppVBmX1GJEmSJEmSJEmS1ESYzC4SEU9ExFURMTwiZgHP5OfXjIhrI+LDiJgdEU8WLx8dETtHxOMR8WVEfJa/3ii/1joi/hgRMyPiq4h4PiJ2K6p/QES8lV8fGxFH5rOnOwCklC5KKZ2bUnompfROSukq4B7g0KXoakopfZBSej+l9FZKaTSwC/ApcHVBTM0i4ryImBYR8yLi1Yj4cQ3j1zMivo6IDYrOD42IVwqOD8nbmpe3/ZuIiILrUyJiUFEbT0TEldXcdw/gk/zw8Xzc9sivfS9/XnMiYnr+fNcoqBsRcVZEvB0Rc/O4fl7rCH5TfwhwDHBAwYz3PQqKtI+IR/P7vx4RexfUbR4RIyJicn7v/+SxNKtj25XtLLdxz8sMiYgbIuJT4Oa6jpUkSZIkSZIkSZJUVyazq/ZzIIDvA33yZN8YoB1wILAdMJYsabohQERsC/wDmATsCuwM3A60yNscBhwBHJfXfxX4e0H9jckS02OAbYE/5XVqswbfJHGXSUrpC7JEds+IWDc/fQpwJnA20BW4F7gnIrpV08ZY4G2gT+W5PDHbh2wJcCJiB+BOsv52BX4F/Bo4eRnCfxbYKn99KNms82cjoivwCHA/2bgeAnQDbiio+zvgeOAkoAtwMXBNRBxQx3sPB+4AHsvvu2EeT6WhZM9zW+BfwG0R0Ta/1gyYDvwU6Az8BjgHOLaObQMlGffTgTeBHfN4JUmSJEmSJEmSpAbVovYiK6XJKaUzKg8iYi+yBOi6KaW5+enzIuIgoDdZ0vks4KWU0gkF7byR118NOBHol1Iak58bCOxFlkA9N7/+Tkrp9LzuWxGxJVkitEoRcSDQiyx53lBez//dBJgFDAKGp5Ruyc8Pjoie+fnqZi9fT5YcrkzG7wusB4zOj08HnkwpnZ8fT4yILcgS5v+7NEGnlOZHxIf54ccppQ8AIuJM4PaU0mWVZSPiRGBCZPuDf5nHs09K6am8yOSI6EH2bMbU4d5fRMRcYF7lffP7VL68PKX0QH7uHLIEczfg6ZTS18DgguamRMT2wM+AEdW1XY3lOe5PppTq8mMLSZIkSZIkSZIkaak4M7tqLxYd7wCsCsyKiC8q/8j2rd4sL7Md8Hg17W0GtCRfshwgpbQQeI5sJjBAJ7JZu4X+WV2AEbErcAvwy5TSuFp7VHeVGdiUL8W9EQVx557mm7irMgrYNCK+lx8fB/wtpfTf/LhzNW22K1z+u4HsAPy86LlV3nszsn60IZslX1jmRL55tsvqlYLXM/J/16s8EREDI+KFiJiV3/s0YOOluM/yHPcXliI+SZIkSZIkSZIkqc6cmV21L4uOmwEzyZYdL/b5Mt4r1bdCZHttPwQMzvfNbkhd8pim1FKu2rhTSrMi4n7guIh4C/gRcFAd71/ZbgXfJNYrtaxjG4Wakc1YvryKa9OBbfLXBwHvFl3/einuV5VF7aSUUj5ju3JP7COAP5LNdH+W7P10EnBwfW+ynMe9+DMiSZIkSZIkSZIkNSiT2XUzHlgfqEgpvVNNmQlky4ZX5W1gPtly4G8DRERzYBey2dWQ7T/846J6PYobypf4HgOcn1L6Yz36UKt8H+eBZEtIz8rPzcjj/r+CorvxzXLk1bkOuAt4B/iAbM/nSm+w5NLouwHvpZRm58ezyPaHroytDdns9Qn16BJkz26rlNKkqi5GxOvAPKB9Sqm6mfV1MR9ovhT1dgP+mVK6siCm4hnh9Wn7/7N352F2FXX+x9+fLEQCssgiCEKUJayyKAiIAUVFBFwAETUgIEKUGXEA1xEIIEQ0/ACHkbDHYRnZHBGYEdmSKArILrIvYV/CDklIIKnfH+e0uWm70910p+9N8n49Tz99z6lTVd9T595+IN9bVa0y7pIkSZIkSZIkSVKvuMx491xNtTzzpUl2SPK+JFsmOTJJ22ztnwObJDktyUZJhifZL8lqpZSpwCnAcUk+k2Td+vjdwC/r+uOANZKMrevuAhxQlxWAJNsC/1dfe36SleqfFdoCTbJ5knvrPZ/nJQ31hycZSbXs+dLAtxqu+zlwaJIvJ1k7yVFUM9THdtH+VcALwBHA+FLK7Iay44Ftkoyu2/wqcAhz9nqGasn2rybZNsn6wFm8vS9fHAdsnmRckk2SrJlkpySnAtRJ3LHA2CT71uUb10t/7z/Pluc2GdigHsvlk3R3Fvn9wKb1+2qtJIcB2/Si7VYZd0mSJEmSJEmSJKlXTGZ3QymlAJ+hSvSdDtwHXAgMp94DuZRyO/AJqlmsN1Dtd70Hc5aY/j5wAXA2cDvV8tafLqU8Xdd/FNiVamnoO6j2TT6yrvtG/Xtvqr27DwWebvhp3Gt7aB3X0C5ua2hd9yngJuBg4DJgg1LKPQ3X/YIqof0z4C6q5a93LaXcMa/G6zE7m2qJ6rPbld0KfLG+37uAn9Y/JzdcNoZqvC8F/kC1t3OPZweXUu4ERgDDgIlUYzuGatn4NocBo6nG9e9UCeFdgUd60NXpVDOfb6aa3dx+BnRnTqV6L51P9RyHUSWd31bbrTLukiRJkiRJkiRJUm+lyn2pFSU5CDgKWKYsgA8qySnAmqWUTzY7lkVJC477AvfelSRJklrBqAzr8PzhR+/Qr3H0hWUPPaHZIagFHHz5fc0OQZK0EDrzmJOaHYKkPjTztrOaHYL6XnpT2eWDW0iSA6lm504BtqCaMTx+QUtkJ1kaWA/YC9i9yeEsMhx3SZIkSZIkSZIkLUxMZreWNYEfAcsBT1DtjX1UUyN6ey4FNgfOLKVc0exgFiGOuyRJkiRJkiRJkhYaJrNbSCnl36j2yl6glVK2bXYMiyLHXZIkSdLbtcph4+as+xZ44qhRzQxngffuFVfktddeIwlTp037x/kPb745f/vb30jCiiuuyCOTJzcvSEktZeaM6Zy151YMGDiI/f/7r0w69Sfcfc0lUAqD3zGUPU/7A4stvmSzw5SkfjHr5UeZPfk6/rGD5TuWYfA6X2DWs39j9tM3V+cygAFrf46Biy/TtDgl9Y8BzQ5AkiRJkiQ136Xf+DxPHD3KRHYfGLnnnhxxxBFznTvooIO45557ePSxx5g6bRrnnHtuk6KT1Ir+5wdfZdBiQwCYNXMmd199MSMOOJxRF93OkCWW4oqfHNjkCCWpHw0YxICVNmbwxvswYPgu8MbLzJpyN7Ofvpksvw6DN94HFl+e2Q9f2exIJfWDBS6ZnWTvJK83HI9Octd87K8k2W1+ta95a/+8e1BvcpJD50dMC4IkE5KcPJ/7uCvJ6PnZhyRJkiQtiI4//njWWmutuc6de845jBw5khVWWAGArbfeuhmhSWpBk2+ZyMtPPcraH90JgOce/jsA6233BQDe9+HtmFKfk6RFwcClVmHgShtXrxdfGjKAMv1FALLy5gAMWHEDeHNap21IWni0RDK7h4m3C4D3z4cYxie5vIOilYHL+rq/dn1vWyfNl5+f/SxiNgN+2ewgmmgX4IfNDkKSJEnSguNzp/+WVQ8bx07jftPsUBZKb7zxBtdccw1LLrEE71xySY4++uhmhySpRVx1/Pf44G77w8Dqn2pXXOsDAPz1wnEAPPDHK5j91qymxSdJzTTrxYehzCYrbABAeXQCALOfvrWJUUnqTy2RzO6uJINLKdNLKc/1V5+llGdKKTP6q7++lmSxZsfQmfkZWyllSimlz76WlWRwX7XVH0opL5ZSXmt2HJIkSZIWDP81cgeeOHoUF+/7WW5/8jkOu+JPzQ5poTR16lReefVVDj30UMYceyyzZpmckhZ1V53wfQYtNoQPffGAf5wbOHAgG39uH2695DTG7b4JAwcPaWKEktQ8s954hdmPTSRLvZeBiy/DgFW2pLz6OG/efjaUt5odnqR+0mUyO5VDkjyQZEaSJ5KMaSjfMMnVSaYnebGe4bx0Q/n4JJcnOSjJk0leSnJ2kqFt5cA2wIH17OSSZFjDbOXPJLkpyUxg+86WnU6yX5LH6jh+2zjLuaNZ143Lk9dLJX8N2LEhhm3rsrmWGe/t/XYQ9zDguvpwSt3f+LpsSJITkzyb5I0kNySZ5zpk9Sz3U5KMTTIFuL4+v3SS05I8l+S1JBOTfKih3tJJzqnL30jycJLvtCufV/3lkvx3/f6YnuTvSfbpQWynJHm67vueJF9qV3e7elnrqUmuS/K+LsZhrmXGkxyQ5P66/eeTXJlkUCd1h9XP4ctJrk0yHTigLtuqvvdp9fM9JclSDXWT3n1eBiU5oX7fvFS/PiXJhHbj+Mskx9b38lw9pgPaXXNyw/EuSe5s6Hdiknc3lO+c5JZ6fB5JckwavmyQZMUkl9b1H02y77zGX5IkSdKCZbvhqwOwxfvew3uWXpI/PvhEkyNa+AwaNIhdd9uNgQMHcsTo0QDcdOONzQ1KUtM9fc+tzJj6KuO+uDF3X3khs996kzNGbskWIw/igAtuZdSFt7HqBz7MwMVadr6KJM0Xs2bNZPa9/wNDlmHQ+z8BwMAV1mHwxntXe2mv+IEmRyipv3RnZvaxwGHAGGB94IvA4wBJlgCuBF4HNge+AGwFnNWujY8CGwCfAL5UX3dQXXYQ8BfgbKolvVdua792HPBjYB2gs//LGwaMBD5X97FWBzHMy1jgQuDqhhj+3P6iPrrf9h4Hdq1fr1/33Xbtz+r6+wKbAH8Dfp9k5S7uZySQOo69kgS4AlgF2KluaxJwbUNbPwE2rMuH130+Wd93d+q/A7i1Ll8fOAk4Ncl23Yjtf6m+0LAPsB5wMDCzoc4QqiWz9wW2BJYBxnUxBv9QJ93/EziyvrftgN93o+oYqqXK1wN+m2RD4A/A74CNqJby3pi5n39vPy+HAnsD+wFbUH1Gv9JBbF8F3qrr/wvwHar3Skf3vxLwa+BXwLrACOCchvLtgfOAk+uY9wV2q++lzXhgTar39OeBvag+d5IkSZIWcI+9+AoPPf/yP14//epUNlp1xSZHtfDZcMMN+b///V8Axo8fD8DmH/5wEyOS1Ar2Ou0qRl10O6Muup31tt+dAYMGs9+5f+Gpu6vlc6e/8iL3T7qC4SN2bnKkktR/Zs2axey/XwADF2Pwul+Yc/61Z+aUP3UTDPW/WaVFQYczU9skWRL4N+A7pZS2hNuDVMlnqJJsSwB7ti1pnGR/4Loka5ZSHqyvexUYVUqZBdyT5CKqhOKYUsorqWZdTyulPNPQd9vL0aWUP3RwvtHiwF6llMfqaw4A/phkrVLKA10NQinl9Xr27YzGGDrQ6/vtoO9ZSV6sD58rpTxft7sE8E1gv1LKFfW5UcDHgQOpEvydeaSUckjbQZKPUyVdVyilTK9PH5ZkZ2BPqqT56sCtpZSb6vJHG9r7WFf1SylPAj9vqHNa3e+XgWvmEdsnqRLU65dS7qlPP9zufgYBB5ZS7qvrjAXOSpJSSpnHOLRZDZgK/K5+bo8Cd3Sj3n+UUi5uiPVY4IJSyvEN574J3JZkRWAavf+8HAQcV0q5pC7/DvDpDmK7u5RyeP36/iTfoHqP/XcH174HGAxcXEppe653NZT/O/DzUsrZ9fFDSb4PnJvku1RfDtkB2LqU0jab/mv883P6h/q+9gc49dRT2X///Tu7VJIkSVKT3fL4c/zrxXP+t221ZZfipF0/3sSIFnzLL7cc06ZVO18NXXxxPrzFFvzusssYvvbaLDG0Wrjt6/vtx8CBA5sZpqQWdtX/+y7TX3kBgGXfuyYjDpjXPwVK0sKlPH0zzH4LeKtaUhzIsu+nTH+R2W9UX8Jk0OIMWKOjfzqXtLCZZzKbakbqEOZORjZaF7iz3d68fwZm13Xbkrt314ndNk8B3f368c3duObJtkR27cY6hnWBLpPZPdAf99tmDaoE5PVtJ+rE91/qvubllnbHHwSGUi1j3nj+HXU/AKcAFyf5IHAVcFkpZWJ36ycZCPyAanbwKlTvm8WACV3EtgnwdEMiuyMz2hLZtafqtpcFXuy4ylyuokpgP5LkSqrZ1b/pxp7S7d97HwTWzNxLoLcNyBrALHrxeUm19PpKQNsXCiillCQ3Ae9t19ad7Y6fAjr7GtodVKsO3JXkD/Xri0spUxrua/M6gd1mANWXRFaq457dLq5HkzzVSX+UUk4DTms77Ow6SZIkSc33hY3W4gsbrdXsMBYqz7/wQofnpzz/fD9HImlBMmK/HzFivx8B8LUzOvvnJUla+A1a9cOwqivYSKp0lczujcYE1psdlHVniXOoZtT21mzmJB3bDO6Ddhv11f32tK+OtB+zAcCzVEt7t/cqQCnl/5KsTjUDdzvgiiQXlVL26U59quWxD6GaWfw3qqW0j+WfE6xv53m+1e647f67NaallNeSbEq1vPYnqZYsPzbJZqWUThOydDyOZwAndHDtk1TLtL9dPU34dvs9Vn8J4lNUy5Z/Cvg6MCbJNqWUO+p6RwIXdVB9SsNrk9KSJEmSJEmSJEnqN10lA+8BZlAlNzsr3zDJOxvObVW3O6+Ztu3NBHqzttYqSRpnrm7eLoYpVHtRN9r4bcTQV/fbXtv+0I39P1Sf/0jbiXr285bA3T1s/1bg3cDsUsqD7X6ea7uolPJ8KeWcUsreVAnPryUZ0s36W1PN5j6nlHJ7Hf/a3YjtNmDlJOv28J56pJTyVinl2lLKD4EPUC33vVMPm7mVajn09mPwYL38eq8+L6WUV4BngM3aCus9xTejl0rlL6WUI+v2nmLOHtu3Aut0cl9vAffWMW7eENdqVMuXS5IkSZIkSZIkSfPFPJPZ9XLIJ1HN4twnyRpJNq/3CQY4j2qf4P9KsmGSEcCpVEs4P9hJsx2ZTLXM8bAkyyfp6Szm6cCvkmycZEtgHHBFw37Z1wKbJNk3yZpJvkdDkrghhg2SDK9j6Gjmdl/db3uPUs163THJCkmWLKVMpVr6+7gkn6mTvadQJZV/2cP2r6ZarvzSJDskeV+SLZMcmeSjAEmOSvL5JGvVfe0CPFxKmdGd+sD9wHZJtk6yDnAy8L5uxHYN1bLwlyTZvm77k0k+38N77FSSnZIclGSTevb5V4B30vMvIBxH9T4dV7e1Zt32qdBnn5eTgO8l+UKS4cDxVF/EeNuzopNskeTHSTark9CfpVq2vO1LEUcBX6nfAxskWSfJbkl+Vt/XfcDvgVPr574xMJ7qcydJkiRJkiRJkiTNF91JGv+QKol3GFXy7xJgVYBSyjRge2Apqv10LwX+AuzbwzjGUs1CvptqFvVqPaw/Gfg1cBlV4vphYJ+2wlLKlVTLKB9DtWfzMP45IXw61f3dXMfQPtndl/fbvt0ngSPq+J6lSgQDfB+4ADgbuJ1qRvGnSylP97D9AnyGamxOB+4DLgSGU83QhWpG8TFU+ytfT5Xs3bkH9X9CNSb/B0yiWqL7vG7ENptqafPrgXOpnsFJVHti95WXgc9TJeXvpVoSfb9Syh970kgp5U6qpcqHAROpxmoM1TNr09vPy1jgHKpnfkN97n+AN3oSazuvUL2fL6faQ/544OhSyrl1XFcCOwIfq+O6iWr/88Z96PcGHqF6D1wGnE/1uZMkSZIkSZIkSZLmi1R5SkmtKsltwJ9KKf/a7FjeJv/ISJIkSW/DqAzr8PzhR+/Qr3H0hWUPPaHZIagFHHz5fc0OQZK0EDrzmJOaHYKkPjTztrOaHYL6XnpTeVBfRSGp9+pl0Lenmvk9GPgG1Yz8bzQzLkmSJEmSJEmSJKm/mcyWWstsYC/g51TbANwN7FBKubmpUUmSJEmSJEmSJEn9zGS21EJKKY8DWzc7DkmSJEmSJEmSJKnZBjQ7AEmSJEmSJEmSJEmS2jOZLUmSJEmSJEmSJElqOS2fzE4yIcnJ/dTX+CSX90dfC7Ik2yYpSZZvdiwLuyTD6rH+0HzsY3KSQ7u4ZnSSu+YkJgYUAAAgAElEQVRXDJIkSZIkSZIkSVJ7LZ/Mnh/6I0EoLUA2A37ZdlB/NnZrYjySJEmSJEmSJEnSopnMbrYkizU7hs40M7ZWHpdm6K/xKKVMKaVM64++JEmSJEmSJEmSpO5aUJLZg5KclOSl+ufnSQYAJDm8o+WPk1yf5BedtPdI/fuv9SzUCe3qHpTkybqvs5MMbShLku8leSjJ9CR/SzJyXsG3LV+e5PtJngCeqM8vluS4JE8kmZbkr0m2b6g3OMkvkjyVZEaSx5P8tKG8q/oDk5yZ5JE61gfq2Ad0M7Zjkzxa9/1wkm+3u7WNktxY931zkk3b3fdWSSbW5U8mOSXJUg3lE+pzY5NMAa6vzx+Q5P4kbyR5PsmVSQZ1MrbXtl+GPslSdZ+71MfLJvlV/TynJ7k6yfoN1++d5PV2bcxzKfUko5Lc23D8ifr6HzScOzfJGQ3Hu9Tvl7Zn+e9J0lA+OdVy3mcleRk4r4N+ByT5z/qZrtVB+ZJJ3kyyRcO5xzuIdWrqZHkalhlPMrm+7KL6fiY3NE+SPer3/mtJftvZ+EiSJEmSJEmSJEm9taAks79KFeuWwAHA/sB36rKzgHWSbN52cZLhwFbAmZ2013btp4GVgV0ayj4KbAB8AvgS8AXgoIbynwBfBw4E1gPGAKcm2bGLe9gG+EDd53b1ubPr81+p+/wVcFmSjeryb9f97wGsVcdzX0ObXdUfADwJ7A6sC/w78CNgn27E9itgL+Dguu7XgZfb1RsD/ADYFHgBOK8tOZtkQ+APwO+AjajGeGOq59VoJBCqcd8r1dLv/wkcCQyv4/k9nTsd+EqSIQ3nvgy8DlxWH48HPgx8jurZTwN+n2TxebTblQnA8CQr1cfbAs/Xv9tsU19Hkg8CFwG/ATakGrcfAv/Srt2DgXuBD1E9q39IMpgqwb0N8JFSygPtgyqlvA7c0hZHkjWBZYDV28X6l1LKzA7ua7P69zeoPhubNZQNY85n4lPAJsAxHbQhSZIkSZIkSZIk9VqHs11b0NPAt0spBbg3ydpUSb//V0p5IsnvgX2Bm+rr9wVuKaXc0Ul7U+rfL5RSnmlX9iowqpQyC7gnyUVUCdUxSZao+/1UKeWP9fWP1In0A4Er5nEPbwD7llJmACRZgyrpOqyU8lh9zclJPkGVsP8WsDpwP/DH+t4fA/7c3fqllDeBwxtimFzPnv4ycyf628e2FlUCfYdSSlsi+eEO7umwUsp1dZ2jgD8Bq1DN7v4ucEEp5fi2i5N8E7gtyYqllOfaxq+UckjDNbsAU4HflVJeAx4FOnuOUCWH/4Mqwfrr+ty+wH+VUt6s7+WzwDallEl1H3vWY/lV4Ix/brJrpZR7kzwDfAz4b6oE8VjgsHoW+TBgVepkNtX7ZmIp5Yj6+P46tu/X8beZWEr5WdtBkmH1yyWokvPLACNKKS/OI7wJdVw/reP6E7B4u1g7/IJAKWVK/X2Elzv4bAwC9i6lvFLHdhr//MUISZIkSZIkSZIkqU8sKDOzb6iTuW3+AqzSsGT16cAeSRZPMhDYk85nZXfl7jqR3eYpYMX69XrAO6hm9b7e9gN8E1iji3bvaksW1zalmpF8d7u2dmxoazzVbOb766Wld8ycJcK7U79tOeybk0ypy/8NWK2L2DYBZgPXdXFPdza8fqr+3TZWHwRGtovt+rqscaxuadfmVVQJ7EeSnJfka0ne2VkAddznUCWwqZcP35w5z3/d+l7+0lDnFeBvVM+zNyYC26Zahn4zquf1fP16W+ChUsoTDXFc367+n5j7fQxwcyd9nQu8C9iui0Q2VMnsj9Qzubeleo4T2sU6oYs2OvJoWyK71vjZkCRJkiRJkiRJkvrUgjIzuytXUC0dvSvwCtXs1fPfZltvtjsuzEn6t/3emWpm77zqtTe13fGAuu3NOqg7HaCUcms9M3d7qtnhvwLuSPLJ7tRP8iXgROBQqhndr1LNIP9CF7F1V2O/bV82aByrM4ATOqj3ZGd9l1Jeq2ePjwA+SbUU97FJNiulPEXHzgDuTLIaVVL7L6WUe7oRf1vMs6m+GNBocDfqT6Cacb0V8GAp5dlU+69/jCpRPqEbbTTGAZ0/iyuoln3/CNXy7fPyJ2AI1XtjG+Akqpndp9WxvsWcVQx6Yl6fDUmSJEmSJEmSJKlPLSjJ7A8nScPs7C2Ap0oprwKUUt5KMp4qkfkK8Jt2M0jba9sreGAP47gbmAGsXkq5tod127uNKoG6UttS3R2pl9q+GLi4vscbgDW7WX9r4MZSysltJ+rlybtyO1WS8mPMe7/qebkVWL+U8mBPK5ZS3gKuBa5NcgTwHLATVTK2o+v/nuRGqn2eR1LtDd7mHubst962zPhSVPtWn11fMwUYmmSptvcU1Yz4rkwATqFarnxCw7mvAutQJeIb4/hIu/pbA0/Uz7grZ1CN6W+TfK6UclVnF5ZSXk9yC9V4LFXXGwy8t46ts/2y27xJzz8bkiRJkiRJkiRJUp9aUJLZ7wFOTPJLqiTkd4GftLvmDKr9h2cDn+qiveeoZi9vn2Qy8EYXyW/gH7OGxwJjU20sPAlYkiq5PruU0mGytZO27k9yHjA+ySFUCcd3US0L/XAp5TdJDqbaL/x2qgTjV6hmVz9RSpnWVX2q/bb3TrID8CDVPtjbAC91I7YLgTOSHFS3vSrV/tzndPMWjwNuSDIOOBV4jSrBu3Mp5YDOKiXZiWoZ8knAi1QJ9XdSJYPn5XRgHNU4XdBwLw8kuRQ4Ncn+wMvAMVTj2DZ7/0aqGdFjkpwAbES1Z/k8NeybPZJqH3KoktmnU322JjRcfjzw1ySj6343Aw4BftRVPw39nVa/736b5PPzSmjXfR8CXFkvmz+rTviPBI7soqvJwHZJJgIzSinzfL9IkiRJkiRJkiRJ88OCskTweVQzRW+kShSeSbvlq0spD1PtYfwYXSzvXM/8/TawH9W+v5f2IJbDgNFUS3f/nWqP512BR3rQRpt9qGYH/wy4F7icanntR+vy16gS9zdRJZQ3BnYopUzrZv1TgQupkqd/BYZRJVW7Y6+63i/qtscDS3f3xkopd9axDKN6LncAY4Bnu6j6MvB54Oq630OB/Uopf+yi3gVUM+4v7GCm8z5UY/i7+vdQ4NOllLbl3F+kmrH8Saq9tPenes7dMZHqvTmxbmsy1TLqjftlU0q5Ffgi1XvlLuCn9c/J9EAp5VSqJPVv6+XmOzOBf06od3SuI4dQfYngcaoVACRJkiRJkiRJkqR+lzkrdy/4ktwNnFdKOabZsah/JXkP1RcZtimlXN/seDSXheePjCRJktSPRmVYh+cPP3qHfo2jLyx76AldX6SF3sGX39fsECRJC6Ezjzmp2SFI6kMzbzur2SGo76U3lReUZcbnKckKwG5Us4BPbW406k9JBgPLAccCt5nIliRJkiRJkiRJkhYOC0Uym2oP7OeBA0opzzc7GPWrjwDXAQ8Auzc5FkmSJEmSJEmSJEl9ZKFIZpdSejU9XQuuUsoEerk8gSRJkiRJkiRJkqTWM6DZAUiSJEmSJEmSJEmS1J7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktJ6WUZscgaeHmHxlJkiRJi7QRI0YAMGnSpCZHIkmSJEn9Lr2p7MxsSZIkSZIkSZIkSVLLGdTsACRJkiRJkhZmo0ePbnYIkiRJkrRAcplxSfObf2QkSZIkSZIkSZIWTS4zLkmSJEmS1KrOP/98zj///GaHIUmSJEkLHGdmS5rf/CMjSZIkaZE2YsQIACZNmtTkSCRJkiSp3zkzW5IkSZIkSZIkSZK0cDGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlpJTS7BgkLdz8IyNJkiRpkXbDDTcAsMUWWzQ5EkmSJEnqd+lVZZPZkuYz/8hIkiRJkiRJkiQtmnqVzHaZcUmSJEmSpPno9NNP5/TTT292GJIkSZK0wHFmtqT5zT8ykiRJkhZpI0aMAGDSpElNjkSSJEmS+p0zsyVJkiRJkiRJkiRJCxeT2ZIkSZIkSZIkSZKklmMyW5IkSZIkSZIkSZLUckxmS5IkSZIkSZIkSZJaTkopzY5B0sLNPzKSJEmSFml33XUXABtssEGTI5EkSZKkfpdeVTaZLWk+84+MJEmSJEmSJEnSoqlXyWyXGZckSZIkSZqPTjzxRE488cRmhyFJkiRJCxxnZkua3/wjI0mSJGmRNmLECAAmTZrU5EgkSZIkqd85M1uSJEmSJEmSJEmStHAxmS1JkiRJkiRJkiRJajkmsyVJkiRJkiRJkiRJLcdktiRJkiRJkiRJkiSp5aSU0uwYJC3c/CMjSZIkaZH22GOPAbDaaqs1ORJJkiRJ6nfpVWWT2ZLmM//ISJIkSZIkSZIkLZp6lcx2mXFJkiRJkqT56LjjjuO4445rdhiSJEmStMBxZrak+c0/MpIkSZIWaSNGjABg0qRJTY5EkiRJkvqdM7MlSZIkSZIkSZIkSQsXk9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWk5KKc2OQdLCzT8ykiRJkhZpr7zyCgBLL710kyORJEmSpH6XXlU2mS1pPvOPjCRJC7hRGdbsEJrq8KN3aHYIWoQte+gJzQ5BUjsHX35fs0OQpG4785iTmh3CAm3mbWc1OwRJWhj0KpntMuOSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMluSJEmSJEmSJEmS1HJMZkuSJEmSJEmSJEmSWo7JbEmSJEmSJEmSJElSyzGZLUmSJEmSJEmSJElqOSazJUmSJEmSJEmSJEktx2S2JEmSJEmSJEmSJKnlmMyWJEmSJEmSJEmSJLUck9mSJEmSJEmSJEmSpJZjMlsLlSSfS/JAkreSjO/DdkuS3XpYZ1hd70N9FYckSZIkSZIkSZK0qDCZvQBJsl6S65I8m+SNJA8nOTbJYj1sZ+86yVqSzErycpKbkxyTZMX5FX8/ORO4BFgdOKi/Ok0yPsnlC1rbkiRJkiRJkiRJUqsa1OwAWl2SxUopM5sdR20m8CvgNuBlYCPgdKrn+L0etjUNWAMIsBSwGfB94BtJtiml3NNXQfeXJMsAywFXllKebHY8i4oW+4xIkiRJkiRJkiRpIeHM7HaSTEhySpKxSaYA19fnl05yWpLnkryWZGL75aOTbJHk2iRTk7xSv35PXTYkyYkNs6pvSLJ1u/o7JrmvLp+UZI969vQwgFLKg6WU8aWUO0opj5ZSfgecB3z0bdxqKaU8U0p5upRyXynlXGBLqiT5uIaYBiQ5LMnjSWYk+VuSz81j/EYkeTPJSu3OH5PkzobjXeq2ZtRt/3uSNJRPTnJouzYmJDm5k363BV6qD6+tx23bumyr+nlNS/Jk/XyXaqibJN9L8lCS6XVcI7scwTn1RwNfA3ZsmPG+bcMlqye5qu7/7iSfbKg7MMmZSR6p+36gjmVAN9tua6ffxr2+ZnSSs5K8TPUelCRJkiRJkiRJkvqUyeyOjaSasfxRYK862XcFsAqwE7AJMIkqaboyQJKNgOuAB4GPAFsAFzBn9vvPgC8B+9b1/wb8vqH+asBv6n42An5R1+lUkjWBTwMT++KmSymvUyWyRyRZoT59EPBdqlnbGwL/A/wmycadtDEJeAjYqyHOAfXxmfXxB4GLqO53Q+AHwA+Bf+lF+H8G1q9f7wqsDPw5yYbAH4DfUY3rLsDGwFkNdX8CfB04EFgPGAOcmmTHbvY9FrgQuLrud+U6njbHUD3PjYC/Ar9OsmRdNgB4EtgdWBf4d+BHwD7dbBtoyrgfDNwLfKiOV5IkSZIkSZIkSepTLjPesUdKKYe0HST5OFUCdIVSyvT69GFJdgb2pEo6fw+4vZSyf0M799T1lwC+CexXSrmiPjcK+DhVAvXHdfnDpZSD67r3JVmbKhE6lyR/BjYFhlAtM96XycS769/vA6YAhwJjSynn1+cPTzKiPt/Z7OUzqJLDbcn47YEVgXPr44OBiaWUI+rj+5OsRZUw/4+3E3QpZWaS5+rDF0spzwAk+S5wQSnl+LZrk3wTuC3V/uBT63g+VUr5Y33JI0k2p3o2V3Sj79eTTAdmtPVb99P28oRSymX1uR9RJZg3Bv5USnkTOLyhuclJNgW+DJzZWdud6M9xn1hKmeeXLSRJkiRJkiRJkqTecGZ2x25pd/xBYCgwJcnrbT/ABlT7TkM12/raTtpbAxhMvWQ5QCllFvAXqpnAAOtQzdptdGMn7X2JKpn9FeAzVMnIvtKWgS31UtzvoSHu2p+YE3dHfgW8P8lW9fG+wG9LKS/Ux+t20uYqjct/95EPAiPbPbe2vteguo93UM2Sb7zmm8x5tr11Z8Prp+rfK7adSDIqyc1JptR9/xuw2tvopz/H/ea3EZ8kSZIkSZIkSZLUbc7M7tjUdscDgGfpeG/qV3vZV+lxhVIer1/enWQgcEaSn5dS3uplLFAldwswuasw5hHflCS/A/ZNch/wWWDnbvbf1u5s5iTW2wzuZhuNBlDNWD6hg7IngQ/Ur3cGHmtX/ubb6K8j/2inlFLqGdtte2J/CTiRaqb7n6neTwcCX+hpJ/087u0/I5IkSZIkSZIkSVKfMpndPbcC7wZml1Ie7uSa26iWDe/IQ8BMqr20HwKok9BbAm3Ld98LfK5dvc27EdsAquc4EOhVMrvex3kU1RLSU+pzT9VxX9Nw6dbMWY68M6cDFwMPA89Q7fnc5p66zUZbA0+UUl6rj6dQ7Q/dFts7qGav39aDW4Lq2a1fSnmwo8IkdwMzgNVLKZ3NrO+OmVTPoKe2Bm4spZzcEFP7GeE9abtVxl2SJEmSJEmSJEnqFZcZ756rqZZnvjTJDknel2TLJEcmaZut/XNgkySnJdkoyfAk+yVZrZQyFTgFOC7JZ5KsWx+/G/hlXX8csEaSsXXdXYAD6rICkGTPJF9Msk6S9yfZHRgDXFxKmVFfs3mSe+s9n+clSVaqf4YnGUm17PnSwLcarvs5cGiSLydZO8lRVDPUx3bR/lXAC8ARwPhSyuyGsuOBbZKMrtv8KnAIc/Z6hmrJ9q8m2TbJ+sBZvL0vXxwHbJ5kXJJNkqyZZKckpwLUSdyxwNgk+9blG9dLf+8/z5bnNhnYoB7L5ZN0dxb5/cCm9ftqrSSHAdv0ou1WGXdJkiRJkiRJkiSpV0xmd0MppVDtTX0t1czX+4ALgeHUeyCXUm4HPkE1i/UGqv2u92DOEtPfBy4AzgZup1re+tOllKfr+o8Cu1ItDX0H1b7JR9Z136h/vwX8kGpv7TupEpb/CezTEO7QOq6hXdzWUODpOv6bgIOBy4ANSin3NFz3C6qE9s+Au6iWv961lHLHvBqvx+xsqiWqz25Xdivwxfp+7wJ+Wv+c3HDZGKrxvhT4A9Xezj2eHVxKuRMYAQwDJlKN7RiqZePbHAaMplrq++9UCeFdgUd60NXpVDOfb6aa3dx+BnRnTqV6L51P9VyHUSWd31bbrTLukiRJkiRJkiRJUm+lyn2pFSU5CDgKWKYsgA8qySnAmqWUTzY7lkVJC477AvfelSRJcxuVYc0OoakOP3qHZoegRdiyh57Q7BAktXPw5fc1OwRJ6rYzjzmp2SEs0GbedlazQ5CkhUF6U9nlg1tIkgOpZudOAbagmjE8fkFLZCdZGlgP2AvYvcnhLDIcd0mSJEmSJEmSJC1MTGa3ljWBHwHLAU9Q7aN9VFMjensuBTYHziylXNHsYBYhjrskSVroXMhTvFTv3DOIsAersAQDmxyVOjP8J2fy+ow3CfDE0aMA+OUfb2PMVTdRSmHQwAFc9a3dWGvFdzU3UGk+uuLyy9ljjz2YNWsWSVh//fW56a9/ZezYsYw+4ghKKZDwve9+lyNGj252uJKa4PWXpnDuAZ+q17IrLLn8Sow85ffMmjWL87+1A1NffA6Ad62+NruPvbCpsUp96c07z4XZ1X/bD9642jlz1tTnmf3A5VQfiDBg7Z0ZOHS55gUpSWo57pndQkop/1ZKWaWU8o5SypqllB+XUmY2O66eKqVsW0oZWkr512bHsihx3CVJ0sLmMabxEm/yVd7DAaxOAa7muWaHpXnYfZPhfG+7zeY6d+xVN/K1zdbjiaNHsdEqK/KVX/m9Sy3c3rH44vz4xz9m2vTp3H7HHdx1112MGzeOo448kt2/9CWmTpvG7rvvztixY5sdqqQmWXypd/Hlk37HqItuY5+z/8jrLzzLjef9gstGf50Z017jG+fdxKiLbmfrfX/Q7FClPpV3rcmAlTaZ69zsR66Gxd5ZJbcXeyezH76qSdFJklqVyWxJkiRJLW0as5nJLAqFpVxcqqUdvePWvH+5pec6Vwoc+ZmtAPjW1hvx1KtTmxGa1G+22247vv+DKgG11lprMWTIEG6//XYAXnj+eQCenzKFIUOGNC1GSc01cOBAll75vQDMnP56dXJAeOa+O/jo13/IwMUWA+A9623arBCl+WLQqlvAYkvNffKt6QxYdQuA6vdb05sQmSSplS1wyewkeyd5veF4dJK75mN/Jclu86t9zVv7592DepOTHDo/YloQJJmQ5OT53MddSUbPzz4kSdKibTWG8i4G8z88w9k8wQDCx1ih2WGphwYkHHBBNcPmp1fd1ORopP71m0suYcaMGXznO99h7PHHc9VVVzF08cW55pprOOOMM5odnqQmmjljOuO+uAnnfWsHhi69HB/+8r9CKdxy8WmM230TTtvjQ9x73aXNDlPqFwOXWqV6scRKzQ1EktSSWiKZ3cPE2wXA++dDDOOTXN5B0crAZX3dX7u+t62T5svPz34WMZsBv2x2EE20C/DDZgchSZLUG88zg5d4k8+yInuzKrMpXMYzzQ5LPXTsTltz1X2Psuph45j25lvNDkfqNw899BB77rknO+20E+ussw5HH3UUO+64I9OmT2f77bdnr732anaIkpposSGLM+qi29jt5xcw/dWXuPPy8wAYOHgxRl14G+/dZGsmjjuyyVFK/WvgwIHNDkGS1IJaIpndXUkGl1Kml1L6baO8UsozpZQZ/dVfX0uyWLNj6Mz8jK2UMqWUMq2v2ksyuK/a6g+llBdLKa81Ow5JkqTe+CsvM4iwMoszhIG8myG8wMxmh6Ue2nPz9Xn0yAN44uhRfGfbTRiQZkckzX+vvPIKm2y8Meussw4XXnQRAC+88AK/vuACAC6+5BLeessvd0iC5YcNZ8nl3s3dV18MwKa77g/Apw49njJ7djNDk/rNrFefnOu3JEmNukxmp3JIkgeSzEjyRJIxDeUbJrk6yfQkL9YznJduKB+f5PIkByV5MslLSc5OMrStHNgGOLCenVySDGuYrfyZJDclmQls39my09q4uswAACAASURBVEn2S/JYHcdvG2c5dzTrunF58nqp5K8BOzbEsG1dNtcy47293w7iHgZcVx9OqfsbX5cNSXJikmeTvJHkhiRbd/G8JiQ5JcnYJFOA6+vzSyc5Lcl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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "recog_cat = 'Recognition'\n", - "plotting_likert(df, country, category, recog, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turn-over intention" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Intention of changing position'\n", - "plotting_likert(df, country, category, turn_over2, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Perceived employability" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Perceived employability'\n", - "plotting_likert(df, country, category, perc_emp, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Progression in the current role" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Progression in the current position'\n", - "plotting_likert(df, country, category, prog_rse, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Netherlands'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'General satisfaction'\n", - "plotting_likert(df, country, category, satis_gen, order_scale=number_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "recog_cat = 'Recognition'\n", - "plotting_likert(df, country, category, recog, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turn-over intention" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Intention of changing position'\n", - "plotting_likert(df, country, category, turn_over2, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Perceived employability" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Perceived employability'\n", - "plotting_likert(df, country, category, perc_emp, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Progression in the current role" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Progression in the current position'\n", - "plotting_likert(df, country, category, prog_rse, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## South Africa" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'South Africa'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "recog_cat = 'Recognition'\n", - "plotting_likert(df, country, category, recog, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turn-over intention" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Intention of changing position'\n", - "plotting_likert(df, country, category, turn_over2, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Perceived employability" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Perceived employability'\n", - "plotting_likert(df, country, category, perc_emp, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Progression in the current role" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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pRouIf0bEKRug3usj4uL1WF+KiJ3XV336WkRsHxGLImLTCsosiogdv8m4JEmSJH2zIqVU3TFIkiRJkqRvkYiYDjQDlgOLgX8CvVJKi6ozrpokIsYAI1NKNxUcS8AuKaV3qi2wb8C34T7L6n9JkiRJNZ8zxyVJkiRJUlkOTykVAXsD3wf6ly4QmfX2vy1ERK31VZfWXVnPw2ckSZIkaWNmclySJEmSJJUrpfQh2czxdpDNuI2IQRHxLLAE2DEimkfEgxHxcUS8ExFnrrw+IupFxG0R8UlETIqI8yPig4Lz0yPigoh4DVgcEbXy+u6LiLkRMS0iziko3ykixkfEZxExJyKuzo/XjYiRETE/IhZExL8jollBzGfk3zeJiP4RMSMiPoqI2yOiYX6udb60+SkR8V5EzIuIfuX1TUTcGhG/z793jogPIqJPXu+siDi1nOsGAT8Grs2X8r624PRBEfF2fg/XRUQUXHda3oefRMSjEdGqgtj2j4jn8nrej4ji0n2R/y6OiGcKfqeI+E1EvA28XcGx3SLi8fyZT4mIY0v1y3UR8XBELIyIFyNip/zcuLzYhPzejysj9uKIeDYiro2ITyNickQcWHC+ovFW3vhY+Wxrldf/UbCsfUQ0zMfG3Hys9I/8RZCVfRYRw/JnMS0iDivvWUiSJEn69jA5LkmSJEmSyhUR2wE/B/5TcPgk4NfA5sAM4C7gA6A5cDQwOCJ+mpe9BGgN7AgcDJxYRjPHA12BLYEVwEPABKAFcCDQOyIOycsOB4anlLYAdgLuyY+fAjQEtgO2As4CPi+jreL80yWPqQi4tlSZ/YE2edsDImL3MuopyzZ5DC2A04HrIqJR6UIppX7A02RL1RellHoVnO4GdAT2BI4FDgGIiCOAi4Ajga3z6+8sK4g8af5P4I952b2AV6t4DwC/BPYF2pZ1LCIaAI8DfwWaAt2BP0VEYfnuwKVAI+AdYFB+7wfk5zvk9353OTHsC0wFmpCNofsjonF+rqLxVt74KFFJ/6/0R7JnuSPwE+BkoPBlh32BKXl8Q4GbC19kkCRJkvTtZHJckiRJkiSV5W8RsQB4BhgLDC44d2tK6Y2U0ldkCeEfAReklJamlF4FbiJLJkKW4B2cUvokpfQB8H9ltPV/KaX3U0qfkyWGt04pXZZS+jKl9C5wI1myFWAZsHNENEkpLUopvVBwfCtg55TS8pTSyymlz8poqwdwdUrp3XwP9QuB7rHqcuGXppQ+TylNIEvSd6hiny0DLkspLUsp/QNYRJZkXxN/SCktSCm9B/yLLLENWbJ/SEppUt7vg4G9ypk9fgLwRErpzjyW+flzqaohKaWP8+dR1rFuwPSU0i0ppa9SSv8B7gOOKSj/QErppTzWOwruo6o+Av43j/9uskR01/xljYrGW3njo8oiYlOy8XZhSmlhSmk6cBXZSyErzUgp3ZhSWg7cBmwLNFvTtiRJkiR9s0yOS5IkSZKksvwypbRlSqlVSum/SiVK3y/43hz4OKW0sODYDLLZ0yvPF5Yv/F7WsVZA83w58AV5gv4ivk48ng7sCkzOl07vlh//C/AocFdEzIyIoRFRu4y2mufxFcZai1UTm7MLvi8hm11eFfPzZPDaXFtZ262A4QV98jEQfN3PhbYjm3W9tqryjPYt9Yx6kL0osdLa9uFKH6aUUsHvGWTPrrLxVt74WBNNgNqsPk4K+7rk/lJKS/Kva3qPkiRJkr5htSovIkmSJEmStIrCpOVMoHFEbF6QsNwe+DD/PgtoCbyZ/96ukvreB6allHYps+GU3gaOz/d/PhIYFRFbpZQWky3jfWlEtAb+QTbb+OZSVcwkS+6utD3wFTAnj/Obkiovsor3gUEppTuqWLZTOecWA/ULfm9TRpmyYiv9jMamlA6uQixrq0VEREGCfHvgQSoZb+WNjzLqr6j/55HNQG/F1+O2cExLkiRJ2kg5c1ySJEmSJK21lNL7wHPAkIioGxF7ks3eHZkXuQe4MCIaRUQLoKz9nQu9BCyMiAsiol5EbBoR7SKiI0BEnBgRW6eUVgAL8mtWRESXiGifL4n9GVlyc0UZ9d8J/E9E7BARRWTLk99dasb3N2EO2X7WVXU9WT/uARARDSPimHLK3gEcFBHHRkStiNgqIlYua/4qcGRE1I+Incme1ZoaDewaESdFRO3803EN9mavyr03Bc7J6z4G2B34R2XjrbzxsSYx5Eul3wMMiojN86Xrz+XrMS1JkiRpI2VyXJIkSZIkravjgdZks3ofAC5JKT2Rn7sM+ACYBjwBjAK+KK+iPDHZjWyP6mlks3hvAhrmRQ4F3oiIRcBwoHu+5Ps2ed2fAZPI9kn/SxlNjMiPj8vrXwr891rc87oaDhwdEZ9ERFn7sK8ipfQAcAXZsvGfAROBw8op+x7wc6AP2fLrr/L1vunXAF+SJYdvI0ukr5F8xvbPyPblnkm2xPgVQJ0qVjEQuC1fkv3Ycsq8COxC9vwHAUenlObn5yoab+WNj9Iq6///Jptl/y7wDPBXsrEjSZIkaSMWq27fJEmSJEmStOFExNlkCcufVHcs+naKiGLgjJTS/tUdiyRJkqSaxZnjkiRJkiRpg4mIbSPiRxGxSUS0IZvN/EB1xyVJkiRJ+u6pVd0BSJIkSZKkGm0z4AZgB7I9oO8C/lStEUmSJEmSvpNcVl2SJEmSJEmSJEmSVOO5rLokSZIkSZIkSZIkqcZzWXVJGxuXu5AkSZL0ndamTRsApkyZUs2RSJIkSdI3LtblYmeOS5IkSZIkSZIkSZJqPJPjkiRJkiRJkiRJkqQaz2XVJUmSJEmSNiInnnhidYcgSZIkSRulSMnteyVtVPxHS5IkSZIkSZIk6bvJPcclSZIkSZK+Kx555BEeeeSR6g5DkiRJkjY6zhyXtLHxHy1JkiRJ32lt2rQBYMqUKdUciSRJkiR949Zp5rh7jkuSJEmSJEmSJOk76bPPPuOjjz5i2bJl1R2K9J1Xu3ZtmjZtyhZbbLHB2jA5LkmSJEmSJEmSpO+czz77jDlz5tCiRQvq1atHxDpNSJW0DlJKfP7553z44YcAGyxB7p7jkiRJkiRJkiRJ+s756KOPaNGiBfXr1zcxLlWziKB+/fq0aNGCjz76aIO1Y3JckiRJkiRJkiRJ3znLli2jXr161R2GpAL16tXboNscuKy6JEmSJEnSRuTss8+u7hAkSZJqDGeMS98uG/pv0uS4JEmSJEnSRqR3797VHYIkSZIkbZRcVl2SJEmSJGkjMmrUKEaNGlXdYUiSJEnSRseZ45IkSZIkSRuRfv36AXD00UdXcySSJEk101nR+htt7/o0/Rttr7qMGTOGLl26MHfuXJo0abLe6u3VqxcTJ05kzJgxABQXFzNv3jxGjx693tpQzeHMcUmSJEmSJEmSJGkjMXfuXP7rv/6L1q1bU6dOHZo1a8aBBx7I448/XlKmdevWDBs2rBqjrD7Dhw9n5MiR1R2GvqWcOS5JkiRJkiRJkiRtJI466iiWLFnCzTffzM4778xHH33E2LFjmT9//hrVs2LFClJKbLrpphso0urRsGHD6g6BL7/8ks0226y6w1AZnDkuSZIkSZIkSZIkbQQWLFjA008/zR/+8AcOPPBAWrVqRceOHenbty/du3cHoHPnzsyYMYPzzjuPiCAiALj11lspKiriH//4B+3atWOzzTZj0qRJrFixgssvv5ztttuOOnXq0L59e/7+97+XtDl9+nQigvvuu4+DDz6Y+vXr07Zt21VmqgM8/PDDtGnThrp163LAAQdw1113ERFMnz59tftYvHgxW2yxBaNGjVrl+OOPP07t2rWZM2dOmfe/fPly+vbtS6NGjWjUqBG9e/dm+fLlq5QpLi6mW7duJb/HjRvHfvvtR1FREQ0bNqRTp05MnDgRgPnz53P88cfTsmVL6tWrxx577MEtt9yyWqwnn3wyRUVFNGvWjCFDhtCtWzeKi4tLyrRu3ZqBAwdy2mmnseWWW9KjRw8APvzwQ7p3714Sb9euXXn77bdXqf+hhx5in332oW7duuywww7069ePL7/8ssz717ozOS5JkiRJkiRJkiRtBIqKiigqKuLBBx9k6dKlZZa5//77admyJQMGDGDWrFnMmjWr5NzSpUu5/PLLueGGG3jzzTdp1aoVw4cP58orr+SKK67g9ddf51e/+hVHHnkkr7766ir19uvXj3POOYcJEybQsWNHunfvzqJFiwB47733OPLII+natSsTJkzgnHPO4fzzzy/3Pho0aMDxxx/PiBEjVjk+YsQIunXrRrNmzcq87qqrruLGG2/khhtu4Pnnn2f58uXccccd5bbz1VdfccQRR7D//vszYcIEXnzxRXr37l0yW37p0qXsvffejB49mjfeeIPf/va39OzZkyeffLKkjj59+jB27FgeeOABnnrqKSZMmMDTTz+9WltXX301u+22G+PHj2fw4MEsWbKELl26ULduXcaOHcvzzz/Ptttuy0EHHcSSJUsAePTRR+nRowe9evXijTfeYMSIEYwaNYqLLrqo3HvSuomUUnXHIElrwn+0JEmSJH2n3XzzzQCcfvrp1RyJJEnSxm3SpEnsvvvuqx0/K1p/o3Fcn6avUfn77ruPM888kyVLlvC9732PH/3oRxxzzDHsu+++JWVat25Nr1696Nu3b8mxW2+9lVNPPZXx48ezzz77lBxv0aIFPXv2ZMCAASXHOnfuTMuWLRk5ciTTp09nhx124Prrr6dnz55ANiO6ZcuWPP300+y///5ceOGF/O1vf2PSpEkldQwePJh+/foxbdo0WrduzZgxY+jSpQtz586lSZMmjB8/nv32248ZM2bQokULPvnkE5o3b8699967yszvQs2bN+c3v/kN/fr1A7Kl4XfbbTeaN2/OmDFjgGzm+Lx58xg9ejQff/wxW221FWPGjOEnP/lJlfq3e/fuFBUVcdNNN7Fo0SIaN27M7bffXjIzf/HixbRs2ZIjjjiCW2+9taS/27dvz0MPPVRSz4gRIxgyZAhvvfVWyez95cuX07RpU/785z9z7LHHcsABB3DwwQdz8cUXl1z3t7/9jRNPPJGFCxeWXPddU97fZm6dOsWZ45IkSZIkSRuR008/3cS4JEnSd9hRRx3FzJkzeeihhzjssMN47rnn2G+//Rg8eHCl19aqVYu99tqr5Pdnn33GzJkz+dGPfrRKuf33358333xzlWN77rlnyffmzZsD8NFHHwEwefJkOnbsuEr5wmR9Wb7//e/Tvn17brvtNgD++te/0rhxYw477LAyy3/66afMmjWLH/zgByXHNtlkkwrbady4McXFxRxyyCF07dqVq6++mvfee6/k/PLlyxk0aBB77rknW221FUVFRdx///0lZaZOncqyZcvo1KlTyTUNGjSgXbt2Zd5PoZdffplp06ax+eabl8z4b9iwIZ988glTp04tKTNo0KCS80VFRZxwwgksXryY2bNnV9h/WjsmxyVJkiRJkjYiN998c8nscUmSJH031a1bl4MPPpgBAwbw3HPPcfrppzNw4MBK96quU6dOyZLilSk9a7l27dqrnVuxYsUaRr6qM844o2T29YgRIzjllFOqHF9V3XLLLbz44osccMABPPjgg7Rp04ZHH30UgGHDhnHVVVdx3nnn8eSTT/Lqq6/yy1/+cq32/G7QoMEqv1esWMFee+3Fq6++usrnrbfeKpmBv2LFCi655JJVzr/22mu8/fbbbL311ut+81qNyXFJkiRJkqSNyNChQxk6dGh1hyFJkqRvkbZt2/LVV1+V7EO+2WabsXz58kqv22KLLWjevDnPPvvsKsefeeYZ2rZtW+X2V+61Xeill16q9LoePXrwwQcfcO211/LKK69w6qmnllu2YcOGbLvttrzwwgslx1JKVWqnQ4cOXHDBBYwZM4bOnTuXzFZ/5plnOPzwwznppJPYa6+92GmnnXjrrbdKrttpp52oXbs2//73v0uOLVmyhIkTJ1ba5t57780777xDkyZN2HnnnVf5NG7cuKTM5MmTVzu/8847U6tWrUrb0JozOS5JkiRJkiRJkiRtBObPn89Pf/pTRo4cyWuvvca0adO49957GTp0KAceeCBbbLEFkO2B/fTTT/Phhx9kftKcAAAgAElEQVQyb968Cus877zzGDZsGHfeeSdvvfUWAwYM4Omnn15lv/LKnHXWWUydOpW+ffsyZcoU7r//fm644QZg9RnohbbcckuOOeYY+vTpwwEHHMAuu+xSYTu//e1vGTp0KKNGjWLKlCn07t2bWbNmlVt+2rRp/O53v+O5555jxowZ/Otf/+K1114rSfzvuuuuPPnkkzzzzDNMnjyZXr16MW3atJLri4qKOO2007jgggt48sknefPNNznjjDNYsWJFpfuB9+jRg2bNmnHEEUcwduxYpk2bxrhx4+jTpw9vv/02AAMGDOCvf/0rAwYMYOLEiUyePJlRo0Zx/vnnV1i31p6vHEiSJEmSJEmSJEm569P06g6hXEVFRey3334MHz6cd955hy+++IIWLVpwwgkn0L9//5Jyl112GT179mSnnXbiiy++IKVUbp3nnHMOCxcu5Pzzz2fOnDm0adOG++67jw4dOlQ5rlatWnHfffdx7rnncu2119KxY0cuueQSTjvtNOrWrVvhtaeffjq33347p59+eqXt9OnTh9mzZ3PGGWcAcNJJJ9GjRw8mTZpUZvn69evz1ltvccwxxzBv3jyaNWtGjx49uOCCCwDo378/06ZN47DDDqNevXoUFxfTo0ePVfZbHzZsGIsXL+YXv/gFRUVF/M///A9z5syp9L7q16/PuHHj+N3vfscxxxzDp59+SvPmzenSpQuNGjUC4JBDDuHhhx/m8ssvZ9iwYdSqVYtdd92V4uLiSvtCaycq+mOQpG8h/9GSJGk9OitaV3cIktazAZcfVt0hrLNGfa+p7hBUQ5w7ekp1hyB9a9w8aHh1hyB9q3z5nxHVHYK+BSZNmsTuu+9e3WHUWMOHD2fAgAEsWLCgwlnWd999Nz179mTmzJnUr1//G4xw7XzxxRe0atWK8847jz59+lR3ODVSJX+bFU/Zr4QzxyVJkiRJkiRJkiStk+uuu46OHTuy9dZb88ILL3D55ZdTXFxcbmJ8yZIlzJ49m8GDB3PmmWd+axPj//nPf5g0aRKdOnVi4cKFXHHFFSxcuJDjjjuuukPTWnDPcUmSJEmSJEmSJEnr5J133uFXv/oVu+++OxdffDFnnXUWV155Zbnlhw4dSps2bWjcuDEXX3zxNxjpmrv66qv53ve+x09/+lPmzJnDuHHjaNmyZXWHpbXgzHFJkiRJkiRJkiRJ6+Saa67hmmuqvkXSwIEDGThw4IYLaD353ve+x/jx46s7DK0nzhyXJEmSJEmSJEmSJNV4JsclSZIkSZIkSZIkSTWeyXFJkiRJkiRJkiRJUo1nclySJEmSJEmSJEmSVOOZHJckSZIkSZIkSZIk1XgmxyVJkiRJkiRJkiRJNV6t6g5AkiRJkiRJkiRJ+raY+fuzv9H2mvf/8wapt3PnzrRr145rr712g9QvbYycOS5JkiRJkiRJkiRtJIqLi4kIIoLatWvTtGlTunTpwnXXXceyZctKyt1///0MGTKkGiOVvn1MjkuSJEmSJEmSJEkbkYMOOohZs2Yxffp0HnvsMQ4//HAuueQSfvzjH7N48WIAGjduzOabb16tcX755ZfV2r5UmslxSZIkSZIkSZIkaSNSp04dttlmG1q0aMFee+3Fueeey5gxY3jllVcYOnQokC2r3qtXr5Jr7r//fvbcc0/q1atH48aN+clPfsKcOXMAmDp1KkcccQTbbLMNDRo0YO+992b06NGrtDlnzhx+8YtfUK9ePVq1asUtt9xCu3btGDhwYEmZiOC6667jyCOPpEGDBlx00UUAvPnmm3Tt2pXNN9+cpk2bcvzxxzN79uxV6r/lllto27YtdevWZdddd+Waa65hxYoVG6L79B1mclySJEmSJEmSJEnayLVr145DDz2U++67b7Vzs2fPpnv37pxyyilMmjSJcePGcdJJJ5WcX7RoEYcddhiPP/44EyZM4KijjuLII49k8uTJJWVOOeUUZsyYwVNPPcXf//53Ro4cyYwZM1Zr69JLL+XnP/85r7/+Or/5zW+YNWsWBxxwAO3ateOll17iiSeeYNGiRRxxxBElye8bb7yRiy66iMsuu4xJkyZx1VVXccUVV/CnP/1pA/SUvstqVXcAkiRJkiRJkiRJktZd27ZteeKJJ1Y7PnPmTJYtW8bRRx9Nq1atgCyZvlKHDh3o0KFDye9+/frx0EMPMWrUKPr378+UKVN49NFHef7559lvv/0AuPXWW2nduvVqbR133HGcccYZJb8HDBhAhw4duOKKK0qO3X777TRu3Jjx48fTqVMnLr/8coYOHcrRRx8NwA477MDvfvc7/vSnP60y+11aVybHJUmSJEmSJEmSpBogpURErHa8Q4cOHHTQQbRr146f/exnHHTQQRx99NFsvfXWACxevJhLL72U0aNHM2vWLJYtW8bSpUvZc889AZg8eTKbbLIJ3//+90vq3G677WjevPlqbRWWAXj55ZcZN24cRUVFq5WdOnUqO+ywA++//z49e/bk7LPPLjn31VdfkVJau46QymFyXJIkSZIkSZIkSaoB3nzzTXbcccfVjm+66aY89thjvPDCCzz22GPcfPPNXHjhhYwdO5YOHTrQt29fHnnkEYYNG8Yuu+xC/fr1Ofnkk/nyyy/XOIYGDRqs8nvFihV07dqVYcOGrVa2WbNmLFmyBIDrr7+eH/7wh2vcnrQmTI5LkiRJkiRJkiRJG7mJEyfyyCOP0L9//zLPRwQ/+MEP+MEPfsCAAQPYY489uPvuu+nQoQPPPPMMJ598MkcddRQAS5cuZerUqey6664A7LbbbqxYsYKXX36ZfffdF4APPviAmTNnVhrX3nvvzT333EOrVq2oXbv2auc333xzmjdvztSpUzn55JPX9valKtmkugOQJEmSJEmSJEmSVHVffPEFs2fPZubMmUyYMIGrr76azp07s88++9C3b9/Vyr/wwgv8/ve/59///jfvvfceDz74IO+//z5t27YFYNddd+WBBx7glVde4fXXX+fEE09k6dKlJde3adOGQw45hLPOOosXXniBV199lVNPPZX69euXuYx7od/85jd8+umnHHfccbz44ou8++67PPHEE/z6179m4cKFAFx66aUMHTqUa665hilTpjBx4kRuv/12hgwZsh57TXLmuCRJkiRJkiRJklSief8/V3cIlXriiSfYdttt2XTTTdlyyy1p164dAwcO5Ne//jWbbbbZauUbNmzIs88+yx//+EcWLFjAdtttx8UXX8yJJ54IwNVXX83pp5/Oj3/8Yxo1akTv3r1XSY4D3HrrrZx55pl07tyZpk2bctlll/Huu+9St27dCmNt3rw5zz77LBdeeCGHHnooS5cuZfvtt+dnP/sZderUAeCMM86gQYMGXHnllVx44YXUq1ePPfbYg169eq2nHpMy4Ub2kjYy/qMlSdJ6dFa0ru4QJK1nAy4/rLpDWGeN+l5T3SGohjh39JTqDkH61rh50PDqDkH6VvnyPyOqOwR9C0yaNIndd9+9usPYaM2bN4/mzZtz5513lizHLq0PlfxtVrxUQSWcOS5JkiRJkiRJkiSpQk899RQLFy6kffv2fPTRR/Tr148mTZpw6KGHVndoUpW557hqrIjoHBEpIpqs5fXFEbGogt8DI2LiOsZ4a0SMXpc6yql3nWOTJEmSJEmSJElaadmyZfTv35/27dtz+OGHU79+fcaNG0eDBg2qOzSpykyOf8fkydiUf76KiPci4s8R0ahUuQ4R8feImB0RS/Ny90VEq4IyqZzPWfn51uWcX6NXiCpLUlfgOWBbYP6atFeBu4Ed11Nd603ep0dvbHVLkiRJkiRJkqSNxyGHHMLrr7/O4sWLmTt3Lg899BA777xzdYclrRGXVd8IRMRmKaUv12OVTwAnkT3/tsAIYEvg+Ly9rYEngUeBrmTJ5Vb59y1K1XUmUHrm86elfh8KTCj4/fE630EV5H02ez3W9znw+fqqT5IkSZIkSZIkSdI3x5nj37CIGBMR10fE8Ij4JP9cGRGbFJSZni+LPSIiFgB35MfbR8QTEfF5RHyczwJvWHBdrYi4pqDea/JZ4WNKhfFFSml2SumDlNJjZDOif1Zw/kdAI+DUlNLLKaXpKaWxKaXzU0qvl6prQV5X4ad0Anl+qfNrneiPiM7ALUCDgpnoA8srW7isekQ0jIi/RMRH+Wz4dyOi9xq0XeGM9YjYPiImR8RtEVErP/bDiBgbEUsi4sP8eZR+wWDl9SdHxPyIqFPq+B0R8WA510zPv96b3+v0Uue7R8TUiFgYEX8rXGI+IjpGxGMRMS8iPouIZyLiB1Wtu1Q7KSLOzlcbWBIRb0VEl4hoGRGPRsTiiHg1IvbOyzfI2zy6VD0HR8SyiGhWXluSJEmSJEmSJEnS2jA5Xj16kPX9D4CewK+B0knac4HJwPeBiyKiAdlM7kVAJ+BXwA/JZn2v1BcoBs4A9svbOKGiQCJiR7KZ3csKDs/Orz06ImKN72519+cJ6WfXwxLdz5H11RKyJdO3BYZV8drfA+2BbkAb4DTgw3WMB4CI2B14FvgHUJxS+ioi2gOPAQ8CHYAjgb1Y9ZkVupes348oqLch2bO+uZxrOub/PZOsLzoWnGsNHJdf/zPge8CggvObA38Bfkw2pl4F/hERW1Wh7rL0B+4iu9fx+febgT/lbc8EbgVIKS0G7iR7BoVOA0anlOZU0pYkSZIkSZIkSZK0RlxWvXrMAs5JKSVgckTsSpYMv7qgzNiU0tCVPyLiTKABcFJKaWF+7NfAvyJi55TSO8BvgStSSvfl53uTJb5LOzSfAb0pUDc/du7KkymlFyJiMHAbcF1E/BsYA9yRUppRqq6/RMStpY79IJ9hvogsYf8s8BXwC+DuiDglpTSy0l4qQ0rpy4j4NPua1nTJ9FbAKymll/Lfpe9lrUTEvsDDwDUppcLk83nA3SmlqwrKng38JyKappQ+KqwnpfR5RNxBliC+Jz98AvBZXv9qUkpz8/cXFpTRH7XIEvWf5m3/P+DUgmufKnUf/w0cBRwGjKyk7rLcnlK6M69rMNky/Y+mlP6eHxtKNl6bpJTmATcCL0REi5TSh5Hte/9L4JgqtCVJkiRJkiRJkiStEWeOV48X8sT4Ss8DLUottz2+1DW7A6+tTIznngNWAG3zGcbbACsTv+RtvMTqxpHNYO4E/JFstvP/FRZIKfXL6/s18DpwOvBmRBxYqq7z8roKP1PyOuallK5KKb2QUhqfUhoA3ACcX0ZM34Q/A8dFxISIGBYRP1kPdbYg28P9ilKJcYB9gBMjYtHKD9mLAgA7lVPfjcDBEdEy/30acFtK6au1iG3GysR4bibQdOWPiGgaETfkS6B/CizMz2+/Fm0BvFbwfeXM79fLONYUIKU0Pj9/Sn78BLL96P+5lu1LkiRJkiRJkiRJ5TI5/u21eA3KpsqLrGJJSumdlNLrKaVzgPrAxatVmtL8lNK9KaU+ZMn56WWUm53XVfipaE/xF4Fd1jDe9SKl9E+y2ePDgCbAwxFxyzpWOw94Aeiez3wutAlwE6u+ONCB7P5fLSfGCcArQHFEtCNbVr+8Zdgrs6zU78Sqf/O3kS2V/j9kS/TvBXwAbLYe2ksVHCuM4SayrQDg6xcBlq9l+5IkSZIkSZIkSVK5TI5Xj31L7eW9HzAzpfRZBddMAtpHxOYFx35I9gwn5TOEZ1OwL3TeRmX7RANcClwQEc3LK5AnvKcCRVWoryJ7kS0rvy6+JFsSfo3ls9n/klIqJpsNf0pE1FmHWL4gWy7+E+DxiNiy4NwrwB5lvDzwTkrp8wrqvJGv945/NqU0pZIYlrF2/bE/8MeU0sMppTfIZo5vu57qrqo7gJYR0QvYG1jXlxUkSZIkSZIkSVonny9d+o1+qtPAgQNp165dhWWmT59ORDB+fOlFj/VN6dWrF507dy75XVxcTLdu3aovoI2YyfHq0Rz434hoExFHky1Nfk0l19wBLAFuj4j2EXEA2RLl9+f7jQMMB86PiF9FRBvgKrJkZ4Uzy1NKY4A3gf4AEdEtIkbm/901j7Mv8HPggVKXbxkR25T6FOX1nBIRJ0TE7gV1/IZsKXfyMp0iYnJEdKrk/gtNB+pGxMER0SQi6lflooi4LCJ+GRG7RMTuwJHAuymlL9ag7dXkie7DgU9ZNUF+BdApIq6PiO9FxM55n95QSZV3ki1pfzZwcxVCmA4cmPd96dnrFXmLbNn3thHREbiL7MWD9VF3laSUFgD3ko3VcSmlt9d3G5IkSZIkSZIk1STFxcVEBJdffvkqx8eMGUNEMG/evCrX1bdvX8aOHbtK3SZdv/2GDx/OyJEjqzuMjZLJ8epxB9ls3BfJZgnfTCXJ8ZTSEuAQYAuyfcT/TrZX+WkFxYYBfyGbfftCfuwBoCqvHV0FnB4RrcgS5Yvy+v6Tt3ci0BcYXOq6G8lmghd+fldwvj/Z/un/BroDp6WUCu+1PtAm/2+VpJSeA64nSyLPpep7mH8BDAImkO39vTlZUnud5QnybsBn5AnylNJrwAFAa2Bs3u4Qvt57u7y6FgL35PHeU4Xm+wBdgPfJnldVnUa2EsDLZInxEWTJ8PVR95q4mWwp96q8CCBJkiRJkiRJ0nde3bp1ufLKK5k7d+461VNUVMRWW221nqJaM19+WdEuvRt/e5VZl3gaNmzIlltuWXnBDejb1p9VZXK8enyVUuqVUtoypdQopdSncJ/llFLrlNKw0hfle4QfmFKql19XnC+nvvL8Vyml3gX1nku2x/U7BWWKU0qrvfKTUvprSqlOSmlGSundlNJZKaXdUkoNUkoNU0p7pZT+N6WUCq6Jcj798/O3pZTa5nVskVL6fkppZKl2x+TXjCmvs1JKt6aUikodOzul1CS/dmA5162se17+e1BKaY+UUv2UUuOU0s9TSpOq2m4ZvwemlNoV/P48fz4d8xnRpJTGp5QOze+/QUqpfUppQME1ZT4Pshn/d6eUKt17PqX0UEppl5RS7ZRS67JiKyf+CSmlffPxtFO+3Hy7wv4sq+5yYoiU0qiC3/NKP9eU0uT82MQy7vVTYBSSJEmSJEmSJKlSXbp0oXXr1qvNHi/tzTffpGvXrmy++eY0bdqU448/ntmzZ5ecL1xWfeDAgdx22208/PDDRAQRwZgxY0rKzpgxg4MPPpj69evTtm1bHn/88TVqa+Ws9CuuuIKWLVvSsmXLMmOeP38+xx9/PC1btqRevXrsscce3HLLqruyLl68mJNPPpmioiKaNWvGkCFD6NatG8XFxSVlWrduzcCBAznttNPYcsst6dGjBwAffvgh3bt3p1GjRjRq1IiuXbvy9turLmz70EMPsc8++1C3bl122GEH+vXrV2ky+P7776d9+/bUqVOH7bbbjkGDBlGQVis3ntKWL19O3759S+Lr3bs3y5cvX6VM6Rn+48aNY7/99qOoqIiGDRvSqVMnJk6cuFH354ZicrwGiYhWEfHrfAnzdhExHNgTuK26Y1PVRESjiPgF8DOyZfJrrIioHxE7AhcBN+arI0iSJEmSJEmSpEpssskm/OEPf+D6669n6tSpZZaZNWsWBxxwAO3ateOll17iiSeeYNGiRRxxxBGsWLFitfJ9+/bl2GOP5aCDDmLWrFnMmjWLH/7whyXn+/XrxznnnMOECRPo2LEj3bt3Z9GiRWvU1tixY3nttdd45JFHePLJJ8uMe+nSpey9996MHj2aN954g9/+9rf07NlzlfJ9+vRh7NixPPDAAzz11FNMmDCBp59+erW6rr76anbbbTfGjx/P4MGDWbJkCV26dKFu3bqMHTuW559/nm233ZaDDjqIJUuyNMWjjz5Kjx496NWrF2+88QYjRoxg1KhRXHTRReU+j5dffpljjjmGI488ktdff50//OEPDBkyhGuvvbbCeMpy1VVXceONN3LDDTfw/PPPs3z5cu64445y2/7qq6844ogj2H///ZkwYQIvvvgivXv3ZtNNN91o+3NDisI3FrThRcQYYGJKqdcGqHs7sqXG25O9+PAmcHFK6bH13ZY2jIiYDjQGBqWUrqjmcDaoiBgI9AOeAY5IKX1WxUv9R0uSpPXorGhd3SFIWs8GXH5YdYewzhr1rXDnManKzh09pbpDkL41bh5Uo+dhSGvsy/+MqO4Q9C0wadIkdt9999WOf760KrvVrj/16tZdo/LFxcXMmzeP0aNH06VLF5o1a8Zdd93FmDFj6NKlC3PnzqVJkyYMGDCAZ599dpUk6CeffELjxo158cUX6dSpEwMHDmTUqFEls4wL615p+vTp7LDDDlx//fX07NkTyGYLt2zZkqeffpr999+/Sm0VFxfz8MMP88EHH1CnTp01uufu3btTVFTETTf9f/buPN6u6Xz8+OeJm8hIpWYqkSBDhYgkKCJokAatIaUiNSa0fFslgiBCSkmDb74/SlQiURJqKDW0KJIYqjETMjRIaiZmTWS66/fH3vc6ublTxpPcfN6v133ds/dee+1nr7PPbeU5z1o38vXXX9O8eXNuvvlmjj76aCCrfN5666358Y9/zJgxY4Cs0rlDhw7cd9995f2MHj2a3/3ud8yYMYOIALJK7U033ZTrrruOn/70p3Tr1o0ePXpw4YUXlp93zz33cOyxx/LVV1+Vn1eoT58+vP/++zz22GPl+4YMGcKNN97IO++8U2U8ldlyyy057bTTOP/88wEoLS2lbdu2bLnlluWV/IXv06effsp3v/tdJkyYwD777FMnxrOqz2Zu6ROWQcmKnKxll1Lqvgr7fhvYa1X1r1WvuqnL65p8+vYhRQ5DkiRJkiRJkqS11hVXXMEee+zB2WefvdSx559/nkmTJtG0adOljr3xxht07dp1ma610047lb/ecsstAfjoo4+W6Vo77rhjjYnxxYsXc/nll3P77bfz7rvvMn/+fBYsWED37t3L+1u4cOES8Tdp0qR8evhCnTt3XmL7+eef56233qJZs2ZL7J87d255Bf7zzz/P5MmTueKKb2sYS0tLmTdvHh988AFbbLHFUteZOnUqvXr1WmLfXnvtxcUXX8yXX37JBhtsUGk8FX3xxRe8//777LHHHuX76tWrx2677cbbb79d6TnNmzfn+OOP58ADD2T//fdn//3358gjj2SbbbYB1s7xXJVMjkuSJEmSJEmSJElroa5du3LEEUcwcODAJSpzIUtA9urVi+HDhy913mabbbbM16pfv37567Jq37Ip02t7rSZNmtR4neHDh3PllVcyYsQIOnToQNOmTRk0aFB5In5ZVLxeaWkpHTt25LbbbluqbfPmzcvbXHTRRfTu3XupNptssskyx1BYGV2b+18eN910E2eccQZ///vf+etf/8r555/PPffcw4EHHljnxnNFmRxfR0RES+AtoEtK6blq2o0BNk4pHbx6IqtZRHQHHgc2SSnNqWm7ij5mAdeklJb+q6zVLp9S/ciU0tJfO5IkSZIkSZIkSbV22WWX0b59e/7+978vsb9Tp078+c9/pkWLFksktqvToEEDFi9evMwxLM+1qvLkk09yyCGH0LdvXwBSSsyYMYPvfOc7ALRu3Zr69evz7LPP0qpVKyCrVJ4yZQqtW7euMc7x48ez8cYbl/dXWZtp06ax3Xbb1Trmdu3a8dRTTy11H1tvvfVSVdXV2XDDDdliiy145pln2G+//YDs/idPnlxjhfXOO+/MzjvvzDnnnEPPnj0ZO3YsBx544Fo5nqtSvWIHUNdFRIqII4sdB/A2sAXwEmQJ5zy2jSu0+zVw7OoOrgZPk8X+SbEDWV0iYkL+/qSIWBARb0TE7yJi2RbhkCRJkiRJkiRJddp2221H//79GTFixBL7TzvtNL744guOOuoo/vWvf/Hmm2/yj3/8g/79+/PVV19V2lfLli2ZMmUK06dPZ86cOSxcuLBWMSzPtaqyww478Oijj/Lkk08ybdo0Tj/9dN56663y402bNuXEE0/knHPO4dFHH+X111/n5JNPprS0tNL1qwv16dOHzTbbjB//+MdMnDiRt956i0mTJnHWWWfx73//G4DBgwczbtw4Bg8ezJQpU5g2bRp33nknAwcOrLLfs846i4kTJzJkyBBmzJjBrbfeypVXXlntOVX59a9/zbBhw7jzzjuZPn06Z5xxBu+//36V7d966y3OPfdcnn76aWbPns3jjz/OK6+8Qvv27YG1czxXJZPj64iU0uKU0gcppUU1tPsipfT56oqrNlJKC/LYU7FjWc1uIvtSwHbAQOA01oI1uiOiQbFjkCRJkiRJkiRpeTVq2HC1/qwMgwcPpqRkyQmjt9xyS5566inq1avHQQcdxPe//31OO+001l9//SrX/e7Xrx/t2rWjc+fObLLJJktVQ1dlea5VlQsuuICuXbvSs2dPunXrRpMmTejTp88SbYYPH87ee+/NoYceyr777stOO+1E586daVjDeDZu3JhJkybRqlUrevfuTdu2bTnuuOP47LPP2GijjQA48MADeeCBB3j88cfp2rUrXbt25fLLLy9fw7synTp14o477uCuu+5ixx135Nxzz+Xcc8/l9NNPX6Z7hyzRfsIJJ3DyySez2267UVpautT9V7ynGTNm0Lt3b3bYYQeOO+44+vTpwznnnAOsneO5KsW6l2/MRMQE4HXgc6A/UArcDAxMKZXmbRoAQ4E+QHPgNeCClNJD+fELyRKWO6WUPsr3jQfaALsDM4AWBZednVJqWUU8CfgfoCewL/AxcH5K6ZaCNh2Aq4E9gXnAX4Ffp5S+KDj+v0AXsi8+vAGckVJ6vHBadWBO/rrQ2JTS8RWnVc8rla8AfgZsSFZ5PiCl9GR+vDvZlOY/BC4DOuTj2j+l9EIV93pqHlfbfPuHwCPAeSmly/N9twDfpJROXonTqo8hSzT/BPgaGF44zXpEbAj8Pj/eCHgBOKuGaeiPJau2b0v2nkzM7+3d5R2f/LwJwJSU0l5inJYAACAASURBVOkF++4CWqaUdi3YtxVwJXBgvuvp/Pr/zo9/D7gG2BtoCPwHGJJSuq2W57cGrgJ2A5oB04HBKaX7C2KYRTa22wCHA4+klHpHxJb5eB6Uj+cM4Df58zgEOBL4LXApsCnwKHByVe9hgXXzj5YkSavIqdGy2CFIWskGD+1Z7BBW2EYDri52CKojzrx/erFDkNYYoy4dUXMjaR2y4MXRxQ5Ba4CpU6fSrl27YoehlWD+/Pm0aNGCs88+m7POOqvY4az1ij2eNXw2qy9nr8G6XjneB1gE/AA4HTgDOKrg+E3APsAxwI7AWOC+iNg5P34Z8G9gNEBE/Bz4MXBMSmkBWSIaoB9ZBXAXqncxWcK7I3ADcHNEdM77bgI8RJbU7Qoclsdd+L/g44D38+MdyaqMv6nkOm8DR+Svv5/H9usqYhpGNiYnArsArwJ/j4iKCxv8DjgX6EQ2/fmtUfVcCxOANhGxeb7dnSxh372gzT55u5XpTGBqHuNFwGURcThAHusDwFbAwWT3Ogl4rJJ7LdQg72vn/LyNgfGVtFuW8VlK/sztCSws2NeYLPH+Ddl47UH2/v8jPwbwB6Ax2Rcuvk/2jH++DOc3Bf4G9Mjv8S7g7ohoWyHEM4FpQGdgUP68TgRakn3ZoANwSYVzWpI9W4cBB5CN+aW1HRNJkiRJkiRJkrRuevHFFxk3bhwzZ87kxRdf5LjjjuOrr77iqKOOqvlkLWVdGs+SmpvUaa+nlAbnr2dERD9gf2B8XjH7M7JK3f/kba7Jq5xPAX6ZUlqcVw6/HBHDgFPJKo2nAaSUPs7zn5+nlD6oRTx3p5RG5q8vjYh9yZKZx5Il6JsAfVNKXwFERH/g8YjYLqU0k6xKfXjZ9YGZlV0kj/vTfPOjaqqtmwC/IKvmfSDfdyqwH1nF/AUFzS9MKT2et7kEeJIs0fxOJdefFhEfkCVsx5MlxYcDF0ZECVnSdGtWfnL8XymlsuTrjIjoQpbUvTuPpSNZ9fm8snuKiEOAvmRfElhKSqnwywlvRsQvgKkRsXVKqfDeaz0+BfpHxPFAfbIkfCnZuJc5muzbMSeUTTkfEacAH5El6v9M9kzclVJ6OT/nrWU5Pz/v5YJzLs3HpKzqu8zElFL5GOWfpc2BPQqerzcq3F8JcHzBzAc3ACdUMx6SJEmSJEmSJEkAXHXVVUyfPp2SkhI6duzIpEmT2HrrrYsd1lprXRnPdT05/kqF7ffIpneGrMI3gNcrFPiuDzxWtpFSmh0RvyabVvqBlNJ1KxDPPyvZ7pW/bge8UpYYzz1NljBtT5YIvwq4MSKOI5ui+q6CRPnyaE2WmC1fUCJPrP8zv2ahwrF8L/+9KVUnfycC3SPiXrKK+iPIEvFdyCqc36iQXF4ZKhvfw/PXu5JVWH9c4f1uSDYOlYqIsir0jmRT75edvA1L3vuyjg/A7WSzCWwAnAN8llK6q+D4rsC2wFcVYm5cEPMI4PqIOIjsmfhLSun52p6ff0HiIrJk+RZkz0NDlv7sVJx6fhey57W6KdJnlyXGc4WfP0mSJC2nqXzJJD4r325MPfryPZ7iU6bw7X9OHMZmbMrKWdtO647Js97jiNF/pTRf7Ojwnbbn//Xev7hBrQM2aNaMRYsWATB3XvZ97rPOOovr/vCH8jZ9+/Zl5A03FCU+qdDr//gLk0ZeXL7d+Dsb8/M//qN8e+zJ+zHvi0/ped61tOi0ZzFClFabRXOmk955+tsdJY2ov+PR5ZsLXx0Pi78htu1ByYZ1L/kgSavSLrvswnPPVbkqrpbRujSe6/q06gsrbCe+HZN6+XYXssRn2U87sinGC3UDFgPfy9foXt0SQEppCFnS+h6yKddfiYiKsa7UaxZYWMmx6p6vCWTV2j8AZqaUPizY152VXzVek3rAhyz5XnckW0v8wspOKJjqfi5ZdXkXsvW1Iav0LrSs4wPwRUppZr42+bHAfnkleWHML1US8w7ASICU0iiyBPhN+f6n8/W+a3U+WUV/b7Ix2Cc/PrmS+/tvDfdSmeo+f5IkSVpO6xG0oymn0ILD2Yy5lDI5T4y3oBGn0IINWI/7+ajYoWot1Pum+/jed5rx7tBTeWHgsfTt4vqMq0Ovgw+mf//+S+y7/rrr6LbPPsydN4+9u3XjT3/6U5Gik5ZU0rAR7Q/4Kafe8RJHXDGeuZ/P4V/jrgGyxPm8Lz6roQepDqlXn/huG+p3PIHY/hBYNI9F72WJh0VzpsPiylbElCRJq5KJqKq9SFYFvHmeoCz8ebesUb5mdR+yqcY3JFtbutBCYL1aXnP3Sran5q+nAh0iolnB8R+QvYdlbUgp/Tul9H8ppV7AKODkKq61IP9dXWxv5O3Kv8YbEeuRrU39evW3UqMJwPZkYzehYN++rJr1xqH68X0B2AworeT9rupfDduSrTE+KKU0Ka/SXyWVzymlhWRr3P+uYD3wF4DtgDmVxPxpwbnvpJRuSCn9FBgM9F+G8/cCbk4p3ZVSeoWs0r3KSvoCLwI7RcTGK3rvkiRJWjY70IxufBeATfLK8I/z7yX+kOYAdGQDFi71fVepes//5wMWlSYm/Spbc26zZk3p2nLLIke1bhg/fjzt2i39RYTPPs3+0+3TTz5hvfVq+08P0qq1w14H0a3fIAA2adUOIvj4zeyfkSbdMJQde/2smOFJq1VJ81aUfO8H2esm2T+TpXmfZL/feZrYuOLknJIkaVUzOV6FlNIM4FZgTEQcGRGtIqJzRAzIE+JExFbAH8mTo2TVw/+Tr0teZhawf0RsHhEb1XDZwyOiX0RsHxHnka1//r/5sVvJKpRvjogOEdGNrLr37pTSzIhoFBHXRkT3iGgZEbuRJTarSmLPJqvU7RURm0RE00rG4L/AdcAVEfGjiGiXb28G/KFi+2WRJ5I/IKuIfjzfPYGsanxVrDcOsHtEnJePbz/g58DV+bF/kE0ff29E9IyIbSNij4i4OCL2rqK//wDzgdPz56MXMHQVxF1mHNl7dnq+fStZtfu9EbFPHnO3iLgyIrYHiIgREXFQHl9Hssr212t7PjADOCwiOkVEB+AWqNXcm+PI1i6/NyL2zq9/aETsuxLGQZIkSbU0hS8B6MKGAPyVjwF4li+qPEeqyj2vzgSg9dBRbHXh9bS8aCTTP/ykyFGtu84591xeffVVGjdqxGuvvcZVV11V7JCkpbz6t9sgJboc/UvuHvRz1ispYa/jBxY7LKkoFn2U/ZNcbNaJhTPuh1iPkq13K3JUkiSte0yOV+8EsumohwHTgPvJplCfHdkizWPIKmSvBkgpPQFcDoyNiO/mfZxFVg39dt62OkPI1t5+hWz97RNSSs/mfc8FDiRbf3oycC/Zmtll06YvBjbKY5oO/CU/fmZlF8qr3y8CLiVLkF5TRUznkK19fRPZFNw7AQellN6v4V5qYyJZ5frEPKZZwLusmvXGIVuTfSey9+G3wOCU0p35tRPwI7L15P9INoZ/Btrw7RrhS0gpfQwcB/yELOF8EVWM98qQUlpA9j4NjIhm+TPRDXgTuIPsGR1L9hyUzVFWD/h/eXyPkL3Xx+X91eb8M8mS3E8AfwOeyV/XFOt/yWYAeAe4D5hCtn665UmSJEmryRy+4Sk+YxMasCkN6cQGfMwCRjKbxf7fMi2HbxZma14fttP2vDv0VOrVq8ehN9xT5KjWXf979dV06tSJufPmsfPOO3PGGWcUOyRpCXNmzeCp0ZezSevv06BREz769yscctEfix2WVBSL5n5Ceu9f0Oi7UFIf5n5MtD6o5hMlSdJKF1lOUMUWEQnoXZaslVQl/2hJkrQSnRotix2CVoF5LOJm3qUR9fg531vq+PN8znN8wSm0KEJ0WtUGD+25Svq9/9U3OOXPj/Du0FMBOOW2h3ngtTd5J99emTYacHXNjdYxI6+/nt/85jfMnTcPgMaNGvHlV19RUlLCokWL2KBZs/Jj+taZ908vdgjrpHmff8bYfvvRaMONOO7Gx3j65qt45b6bl2rX4ze/p/UPehQhwnXTqEtHFDuEddKiRd+QpoyH9RpSv8PPWPTuZNLHry3VLrbZh5LmrYoQ4bprwYujix2C1gBTp06tdPkaScVVw2czVqRvK8clSZIkqQ5ZxCL+xLusB0skxt/iv+XHn+cLNsD1ibVsDu7QGoCrH38OgIkz36Zh/ZJihrTOO+aYYwD4ae/eRY5E+taiRYu4+ZQfsl79Bhx342MA/ODnZ3LqHS+V/wD0PO9aE+Oq8xYtWkSachvEetTv8DMASrbqSv2OJ5T/AMS2PUyMS5K0mvhfsZLWeBHRH+gPMHLkSPr371/kiCRJktZcj/MpiWzdpZHMBmAL1ucLFvIwc4DsPwR7s3nRYtTa68Tdd2T4Y88x/LHnCODPJx5a7JDWCc2aNmXx4sVAVjG+batWHHHEEdx11100btQIgJNOPrmYIUrlHvu/QaTSxSwuXcz1vTsCsEX7XfnxxaOKHJm0+qW3nwASpMUsfOmmbGfTzam/3aqZ5UXSyvOLO19erde77sidV+v1pHWZyfE1REpphaYAkOqylNINwA1lm8WMRZIkaU3Xg02LHYLqsKG99mJor72KHcY656uvv650/59uuWU1RyLV7IAzhwHDqm1TVj0u1XX1t9235jZ59bgkLY8XXniBLl26sPvuu/PUU08VOxxpreC06pIkSZIkSZIkSdJa5sYbb+SXv/wlU6ZMYerUqSvc38KFC1dCVNKazeS4JEmSJEmSJEmStBaZN28e48aNo3///hx55JGMGrXkEib/+te/6NSpEw0bNmSXXXbhwQcfJCKYMGECABMmTCAiePDBB+natSsNGjTgoYceAuC+++5j1113pWHDhmy77bacf/75LFiwoLzvBQsWcM4557D11lvTuHFjunTpUn6utKZbY5PjEfHjiPh3RCyKiDHFjmdNFhHdIyJFxMbFjkVVi4jjI6LyufBWz/WHRMSH+bNyfLHikCRJkiRJkiRJK+bOO++kRYsWdOjQgb59+3LzzTeXV35//fXXHHzwwbRt25bnn3+eYcOGcfbZZ1fazznnnMNvf/tbpk2bxm677cZDDz1Enz59OP3003nttdcYPXo0d955J4MGDSo/54QTTmDixImMGzeOKVOmcNxxx3HIIYfw8surd612aXms9OR4RGwSEX+IiFkRMT9Pxj0aET2WsatRwF1AC+DXxU4sLo+ImJAnIiv+3LaSL/U0sAXwyUrud6WLiGkR8ZMqjo0pGKNFEfGfiLguIjZa3XGuSSJi54i4NyI+iIhv8nG5KyJaLEMfOwIXAaeSPSu35+N9/6qKW5IkSZIkSZIkrRqjRo2ib9++AOyzzz40btyYe++9F4Bbb72VxYsXM2rUKL7//e/To0cPzj///Er7GTJkCAcccACtWrVik0024dJLL+Xss8/mhBNOoHXr1uy7775cccUVXH/99aSUeOONNxg/fjx//vOf6datG61ateL000/nRz/6ESNHjlxt9y8tr5JV0OddQGPgJGAmsCmwD/Dd2nYQEd/J2z+UUno337fyI61dLA1SSgtqblmlm4BBFfbNW4H+lpLH98HK7HN5RUT9lFKli1JERBtgG+Dharr4B9CX7NlsD4wGvgP8bCWHulKthOekqn43AR4FHgJ6kX0BokX+eoNl6Gq7/Pc9KaWU970SI629VTVWkiRJkiRJkiStC2bOnMmTTz7JuHHjgOzf+/v06cOoUaM48sgjmTZtGjvuuCONGjUqP2e33XartK/OnTsvsf38888zefJkrrjiivJ9paWlzJs3jw8++IAXXniBlBLt27df4rz58+ez3377raxblFaZlVo5nie19wbOTSk9mlKanVJ6NqU0PKV0W0G7jSJibER8FhHzIuIfEfH9/Fh34LO86WN5FXF3siRzk4LK4iERcWpETCvo94f5sXML9t0SETfmr78bEeMj4p38uq9FxAkV7mFCXq08PCI+Bp7K928YETdExEcR8VVETIyIJf9iVG5uSumDCj9f5H22zOM9IiIeiYi5EfF6xSr7iOgVEdPzquFJEXF0fl7LsjErnFa9rMo+IvaPiCkR8d+IeDwitq3Q7yER8Xze71sRcWlENCg43iAirsjHa25EPBsRBxYcL7vujyJickQsAA6kaj8GHkkpza2mzfx8jN5JKT0M3A4cUCHuat+L/Pif8uPfRMSbEXHGMpy/os/JdRHxfn7tqRFxVIVzq31fKtgT2Ag4IaX0fEppVkppYkppYErp1YI+O+Sfo3kR8WlkVeEb5seGAH/Jm5aWfX6A44BeBZ+p7hFxW0RcX9Dvb/Njuxfsezsijs1fd4mIhyNiTkR8GRFPRsQeFe43RcRpEXF3RPwXuCzf3z4iHsjfg4/yMd+8mrGQJEmSJEmSJGmdd+ONN7J48WK22WYbSkpKKCkp4fLLL+fhhx/m7bffXqa+mjRpssR2aWkpF110ES+99FL5zyuvvMK///1vNtlkE0pLS4kInn322SXaTJ06ldGjR6/M25RWiZU9rfrX+c+hEdGwmnZjgN3IkqVdgbnA3yOiEdkU4d/P2x1BNgX008AZebst8p/hwASgTUFCrTswJ/9dZp+8HUBD4AXg4PwaI4CREbF/hfiOBYIs0f/ziAjgAWCr/NxdgElkyfstqhuQWroU+D9gZ+BZ4LaIaAoQEdsAd+fX3zlvN6wWfa4PnAecCOxBVn1dmPQ8ELgVuIZsLE4EjiRPXOZuIhu/Y4AdgbHAfRGxc4VrXQFcALQF/lVNTD8B7q1F7GUxtgIOAhYW7KvNe/FboEN+vE1+b+8uw/kr8pw8SDZmJ5BVvp8JFFZJV/u+VOIDss/pkXn/lY1TE7LK8q/JPk+HAT8gq7qH7LPSL39d+Pn5M1mlftm+p8k+K90Luu9OwWcqIrYDtubbz1Qz4E/5GHQFXgIejIiKM0VcRDY2HYBr87GeBEzJz/sh0BS4NyJW+nIPkiRJkiRJkiTVBYsWLWLs2LH87ne/WyI5/fLLL7PTTjtx00030bZtW6ZMmcK8ed9OZDx58uRa9d+pUyemTZvGdtttt9RPSUkJu+yyCyklPvjgg6WOb7XVVqvqtqWVZqVOq55SWhQRxwN/BPpHxItkFbV3pJT+BRAR2wOHAvuklCbl+/oC/wH6pJRujIiP8i4/TSl9kLf5IrtEKpw+fFpEfADsC4wnS+ANBy6MiBKgJQWJvHyK9t8XnH9DROxHNmX3owX730opnVW2kbfpCGySUir7S3JhRBxCNgV4dcnq/vmYFBqYUvpDwfbVKaX78msNAn6eX+9J4BfAmymlM/O20yNiB7KEenVKgNNSStPzfocDoyMi8mm1zwd+n1K6KW//RkScA9wSEWcDrcjGpWVK6T95m2si4ofAKcAvC641JK/yrlJEbAZ0IftCRHUOimxt+fXIktSQJZjL7EvN70UL4IWUUtlf+tnLcv4KPCc9yBLe308pTc13v1nh/mp6X5aQUnomIi4j+2LCtRHxLNnzfGtKqey+jgGaAH1TSl/l/fYHHo+I7VJKMyPi87y/8s9PRMwjr9Qv2DcBuC5PXn9B9p4NBvYDLif7jL2RUnon7++xwngj4n/IvtTSE7il4NDtKaUbC9pdArycUjqnYN/PgU+BzkDt/ldakiRJkiRJkqR1yAMPPMCcOXPo168f3/3uknVqRx99NNdffz2vvPIKF1xwAf369WPQoEG89957XHZZVhtZRR1eucGDB3PwwQfTokULfvrTn1JSUsKUKVOYPHkyw4YNY4cddqBPnz4cf/zxXHnllXTq1IlPP/2UCRMm0KpVKw4//PBVdu/SyrDS1xxPKd0VEQ+QVZLuQVb5e1ZEnJ9SugxoB5QC/yw454uIeJWs0nZZTQS6R8S9ZIm8I8gSyl3Iqn7LE3kRsR5wLnAUWeXw+kADvq2CLfN8he1dydZR/7jCH42GQOsa4rsduLjCvo8rbL9S8Pq9/Pem+e+2ZNXkhaqrzi4zvywBW9BvA7Ipuj8lu6eueUK8TD2gEbA50ImsKvr1Cve8PrBEQhR4rhbxHAI8k1KqeO8VTQL653H0Ixvf/ys4Xpv34jrgzojYFXgEuC+lNLG256/Ac7IL8H5BYrwyNb0vS0kpnR8RV5ElqHcHTgLOj4hDU0qPkn2mXilLjOeeJvuctQdmVhNPxWuVfeGkO9lz+gbZM3xhRNTP908oax8RmwJDyb50sBnZlxoaka0tX6jiM7Ir0C3/IkRFrTE5LkmSJEmSJEkqkuuOrDiB7ppj1KhR7LvvvkslxgF69+7Nueeeyz//+U/uu+8+fvGLX7DLLrvQvn17hgwZwpFHHknDhtVN/AwHHnggDzzwAEOHDmX48OGUlJSwww47cPzxx5e3uemmm7j00ksZOHAg77zzDs2bN6dr167su+++K/t2pZVupSfHAVJK35AlJR8BLolsze8heZVstacux+UmkFUW/wCYmVL6MK9+3ZcsMTihoO0A4Czg18CrZNNQX8a3iegy/62wXQ/4kCzhX9GXNcT3RUqppuRk+bThKaWUJ21XdGrpRRW2y8a2XsHvi4E7Kjn34/x4IvuSwcIKx+dV2K44XpWp7ZTqcwvG61cR8ThwITAk31fje5FS+ltEtCCrXt4feCAi7kgpnVCb81n+56Q2anpfKpVS+oTsvbojIs4DXiQbl0erO4/l+0xNJPv8fAQ8nlKaFRFzyJ6FfcimhS8zliwp/htgFjA/j6kBS6rsM/UA2VhX9OFyxCxJkiRJkiRJUp3317/+tcpjrVq1onCS2hdffLH89b333ktE0Lp1VmfYvXv3JdoWOuCAAzjggAOqvE79+vUZMmQIQ4YMWcbopeJbJcnxSryeX6shMJUsMbYHWZUwEbEB2VrEN1XVAdm6zetVsn8CWaVwH75NhE/It9uyZCJvL7Iq4j/l1w1gB+DzGuJ/gSwBWJpSqjhN9qo2jaWnIu+6Evp9AWhbVeI+nxI/gM1TSo+vyIXyNbH3J1s3flldDPwtIm5IKb1HLd+LlNIcsrWw/xQRfwPGR8SptTx/eZ+TF4EtIqJdDdXjKySltCAi3gC2zHdNBU6MiGYF1eM/IPucVRdHdZ+ps8iS1CMK9vVjyfXGIRurX6WUHoDy6fO3oGYvAD8FZqeUKn75QpIkSZIkSZIkrYCxY8fSqlUrvve97zFlyhTOOOMMDjnkEDbeeONihyYV1YpWJy8hIr4bEY9FxLERsVNEbBsRvYGBwKMppS9TSv8mqyAeGRF7R0QHsrWJvwTGVdP9LKBhRPSIiI0jojFk00ADHwDHAmVJ3Alk0z9XTOTNAPaPiL0ioi1wDbBtLW7tH2Rrp98bET3z+9ojIi6OiMoqkAs1jojNK/w0r8U1y1wPtI6I4RHRJiIOJ1vzG5avKrjMJcAxEXFJROwYEW0j4siIGAaQUpoB3AqMyfe3iojOETEgj2FZHEi2bnqtp/cuk1KaQPbligvyXTW+F/k9/SQito+IdsDh+fXn1+Z8lv85eZRsyvu7IuLAvO8eEfGTZb3vMhFxcETckv/eIX8GBgA/Av6SN7sVmAvcHBEdIqIbMBK4u4YxnwXsmPe5cT5tOmSfme3IvoQxoWDfsRQsU5CbARwbEe0jogtwG1nSvSbXAhsCt0fEbvnz9cOIuCEimtXifEmSJEmSJEmSVIUPP/yQvn370qZNG0477TR69uzJLbfcUuywpKJbqclxsumnnyGbjnoi8BrZdNTjyNZvLnMC2ZrCf81/NwYOSilVnK67XErpabJE8Xiyab8HFhyeSFYBOzFvOwt4l6UTeb/Nr/c3sqr1/5IlFquVsnklfkS21vYfgenAn4E2fLtGeFVOAN6v8FP1nBdLX3s22TrqhwIvk01fXbaG+Te17aeSfh8CepFNnz05/zkX+E+F2G8ChpFVsN8PdANmL+PlajulelWuBE6KiBa1fC/mA5eSjddTQDOyNc9r+14u73NSSjaV+1NkX/iYSlZ5XXGK8WXxOtnnajhZZfpksiT1ALLPFimluWRfQNggP34v8E/gxBr6/mMe43Nkn6k98/7KvnAyo2CN+Alksz9MqNDHiUBTsvXXbwNGkyXdq5XPArAn2brofyf7W3Et2Xs3v6bzJUmSJEmSJElS1QYOHMisWbOYP38+s2fP5g9/+APNmlmbJkVV6wlozRURvyar/P5OWsPfwIhYj2zt6p4ppcnFjkd1whr9zEuStLY5NVoWOwRJK9ngoT2LHcIK22jA1cUOQXXEmfdPL3YI0hpj1KUjam4krUMWvDi62CFoDTB16lTatWtX7DAkVVDDZzNWpO/Vtea4VkBEnAY8S1bduztwITBmTU+M574LXE0WvyRJkiRJkiRJkiQVhcnxtcN2wCCyRPM7ZNPLX1LUiGoppfQR2TTlkiRJkiRJkiRJklQ0JsfXAiml35CtNS5JkiRJkiRJkiRJWg71ih2AJEmSJEmSJEmSJEmrmslxaQ0SEd0jIkXExsWOZWWLiAkRcU2x45AkSZIkSZIkSdK6yWnVtU6LiDHAcfnmIuAz4DXgTuCGlNLCIoUmSZIkSZIkSZKKoMEuJ67W6y14cfRqvV6xTJgwgX333ZePP/6YjTeuczWCWktYOS7BP4AtgJbAAcB9wMXAExHRpIhxFU1E1IuI9WrZtv6qjkeSJEmSJEmSJGU+/vhjfvnLX9KyZUvWX399NttsM/bff38eeeSR8jYtW7Zk+PDhRYxy1frwww9p2LAh22yzDaWlpcUOR2sRk+MSzE8pfZBSejel9FJK6SqgO9AJGFjWKCIaRMQVEfFORMyNiGcj4sD8WL2IeDsi/qew44jYIZ8mvVO+vWFE3BARH0XEVxExMSI6VxdcRBweEa9GxPz8GudHRBQcnxURQyLiloj4OiI+iIgBFfqo9roRcXx+7o8iYgqwAGhXSSwt8/v5WUQ8FhHzgFNqE2clfVU5npIkSZIkSZIkqXJH+okTFQAAIABJREFUHHEEkydPZtSoUcyYMYP777+fnj178sknnyxTP6WlpSxevHgVRblqjR07lkMOOYSGDRvy0EMPrZQ+Fy50MuF1gclxqRIppSnA34EjCnbfBOwDHAPsCIwF7ouInVNKpcB4oE+FrvoAU1NKL+SJ4geArYCDgV2AScBjEbFFZXFExK7AHcDdQAfgXOA84PQKTc8EppIl9C8CLouIw/M+anvdhsCFZMnu9sDsaobod8Af8nb3LEOchaocz2rOkSRJkiRJkiRpnfX555/zxBNPcPnll7P//vvTokULunTpwoABAzj66KMB6N69O7Nnz+bss88mIiirYxszZgxNmzblwQcfZMcdd6RBgwZMnTqV0tJShg4dyve+9z3WX399OnTowL333lt+zVmzZhER3HXXXfTo0YPGjRvTvn37JSrVAR544AHatGlDw4YN6datG7fddhsRwaxZs5a6j//+979ssMEG3HnnnUvsf+SRR6hfvz4ffvhhteMwevRofv7zn9O3b19GjRq11PEZM2awzz770LBhQ9q0acODDz5I06ZNGTNmzBL3NH78ePbbbz8aNWrEyJEjAXj66afZZ599aNy4MVtttRW/+MUv+PLLL8v7TikxbNgwWrduTaNGjejQoQO33HJLtfFqzWFyXKra60ArgIhoDfwM+GlKaVJK6c2U0jXAg+SV08AtwG552zLH5PsB9gU6AkemlCanlGamlC4E3gT6VhHDmcDElNJFKaUZKaVbgeHAORXa/SuldGneZiRwc37uslx3PeD0lNJTeT9fVTM2/y+ldGdK6a2U0jvLECdQ6/GUJEmSJEmSJEkFmjZtStOmTfnrX//KN998U2mbu+++m6233prBgwfz/vvv8/7775cf++abbxg6dCgjR47k9ddfp0WLFowYMYLf//73XHHFFbz66qscdthhHH744bz00ktL9Hv++efzq1/9ipdffpkuXbpw9NFH8/XXXwPwn//8h8MPP5xevXrx8ssv86tf/YqBAwdSlSZNmvCzn/2M0aOXXG999OjRHHzwwWy22WZVnvvEE0/wySefcNBBB3Hsscdy//338/HHH5cfLy0t5bDDDqOkpIRnnnmGMWPGcPHFFzN//vyl+jrvvPP45S9/yeuvv85PfvITXn31VQ444AAOPfRQXn75Ze6++25eeuklTjzx23XoL7jgAkaNGsW1117L66+/znnnnccpp5zCAw88UGXMWnOUFDsAaQ0WQMpfd8q3X68wU/j6wGMAKaVXIuJVsmrxSyJiN6A1cGvedlegMfBxhT4a5u0q046s6rvQk8BFEbFBSqnsq0r/rNDmn8Dhy3jdRcCS/0tXteeWM84yNY6nJEmSJEmSJElaUklJCWPGjKFfv37ccMMN7LLLLuy555707t2b3XbbDYDmzZuz3nrr0axZMzbffPMlzl+8eDHXXHMNu+66a/m+4cOHM2DAAI455hgALrnkEiZNmsTw4cOXqIj+zW9+wyGHHALAZZddxs0338xLL73EXnvtxXXXXUerVq246qqrAGjTpg0zZszg/PPPr/Je+vXrx+677867777LVlttxWeffcY999zDHXfcUe0YjBo1iqOOOor69euz7bbb0rVrV8aOHcuAAdmKs4888gjTp0/n4YcfZquttgLg6quvZs8991yqr//5n//hyCOPLN8eNGgQRx11FGeddVb5vuuuu45ddtmFjz76iCZNmnDVVVfx8MMPs/feewOw7bbbMnnyZK699lp69epVbewqPpPjUtXak1VXQzbLQgK6ABUXnZhX8PoW4CTgErIk+ZMppbLpyesBHwJ7V3Ktisnj2kg1N1mm685PKdV2cZH/1rIdVB5nbcdTkiRJkiRJkiQVOOKII+jVqxdPPPEE//znP/n73//OlVdeyaWXXsqgQYOqPbekpISOHTuWb3/55Ze89957SyWO99prLx588MEl9u20007lr7fccksAPvroIwCmTZtGly5dlmhflqyvSufOnenQoQNjx45l0KBBjBs3jubNm9OzZ88qz/nyyy+54447eOyxb+vs+vbty1VXXVWeHJ82bRpbbrlleWIcoEuXLtSrt/SE2p07d15i+/nnn2fmzJncfvvt5ftSytIcb7zxBiUlJXzzzTccdNBBFBb/LVy4kJYtW1Z7v1ozmByXKhEROwIHAb/Nd71IVum8eUrp8WpOHQf8LiJ2B44iW8O7zAvAZkBpSunNyk6uxFSg4leZ9gLeqTDt+e4V2uyen7u8111WtY2zTG3HU5IkSZIkSZIkVdCwYUN69OhBjx49GDx4MCeffDJDhgxhwIABNGjQoMrz1l9/fdZbb71aXaPCzK/Ur19/qWOlpaXLEf23Tj75ZEaMGMGgQYMYPXo0xx13XLXxjRs3jrlz5y6VzF+8eDFPPfVUpdXh1WnSpMkS26WlpZx88sn85je/WartVlttxSuvvALAfffdxzbbbLPE8cLx0ZrL5LgE60fE5mTVzJsA+wODgOfJ1s0mpTQjIm4FxkTEWWQJ5+ZAd+DNlNLdebt3ImIicD2wIVA498c/gKeAeyNiIDAN2JwsCf+PlNITlcR2JfBsRAwhS7x3Ac7K4yu0e0ScB9yZx/Rzssr15b3usqptnEDtx1OSJEmSJEmSJNWsffv2LFq0iG+++YYGDRrQoEEDFi+uebLYDTbYgC233JKnnnqK/fffv3z/k08+Sfv27Wt9/bZt23LvvfcusW/y5Mk1ntenTx/OPvtsrrnmGl544QVuu+22atuPGjWK008/nVNOOWWJ/eeeey6jRo1izz33pG3btrz33nu899575RXuzz33XK0S+Z06deK1115ju+22q/R4+/btWX/99Zk9ezb77bdfjf1pzWNyXIIfAu8Di4HPgSnAEOCGlNKCgnYnAOcDw4CtgU+ByUDFyudbgFHAX1JKn5XtTCmliPgRWTX6H4FNyaY7fwq4ubLAUkovRERv4GKyRPOHwOXANRWaXgXslMf3X2BwSunO5b3uslqGOAvVdjwlSZIkSZIkSRLwySef0Lt3b0488UR22mknmjVrxnPPPcewYcPYf//92WCDDQBo2bIlTzzxBMceeyzrr78+G2+8cZV9nn322QwePJjtt9+eXXfdlVtuuYUnnniCF154odZxnXrqqeVTm/fr14/XXnuNkSNHAktXoBf6zne+Q+/evTnrrLPo1q0b22+/fZVtX3nlFZ577jlGjRrFjjvuuMSxvn37ctJJJzFixAh69OhBmzZtOO644xg+fDjz5s3jzDPPpKSkpNpYAM455xx23313Tj31VE455RSaNWvGtGnTuO+++xg5ciTNmjVjwIABDBgwgJQS3bp14+uvv+aZZ56hXr169O/fv9ZjpuIwOa51WkrpeOD4WrZdSJY0H1JDu9HA6CqOfQX8Ov+p7PgEsunGC/fdDdRUSf11Suln1cRU03XHAGNquAYppVkV46ttnCml7hW2azWekiRJkiRJkiStTgterPSf+NcITZs2Zffdd2fEiBHMnDmT+fPns9VWW3HMMcdwwQUXlLe75JJLOOWUU2jdujXz588vXze7Mr/61a/46quvGDhwIB9++CFt2rThrrvuYuedd651XC1atOCuu+7izDPP5JprrqFLly5cdNFFnHjiiTRs2LDac0866SRuvvlmTjrppGrb3XjjjWy//fZLrH1e5uCDD6a0tJTx48fTv39//vKXv3DyySfTtWtXWrZsyZVXXsnhhx9eYyw77bQTkyZN4oILLmCfffZh8eLFtGrVisMOO6y8zdChQ9lss80YPnw4v/jFL9hggw3o2LEjAwcOrLZvrRmiug+DpDVfRMwCrkkpDS92LKuJf7QkSVqJTo2WxQ5B0ko2eGjPYoewwjYacHWxQ1Adceb904sdgrTGGHXpiGKHIK1R1uTkp1afqVOn0q5du2KHUWeNGDGCwYMH8/nnn1dbsX377bdzyimn8N5779G4ceNVEsvLL79Mx44dee6559h1111XyTW08tTw2ay+/L8GVo5LkiRJkiRJkiRJWiHXXnstXbp0YZNNNuGZZ55h6NChHH/88VUmxufOncsHH3zAZZddRr9+/VZqYvwvf/kLTZo0Yfvtt2fWrFmceeaZ7LzzznTq1GmlXUNrp3rFDkDSikkptVyHqsYlSZIkSZIkSdIaaObMmRx22GG0a9eOCy+8kFNPPZXf//73VbYfNmwYbdq0oXnz5lx44YUrNZavvvqK008/nfbt29OnTx/atWvHQw89VOOa46r7nFZd0trGP1qSJK1ETqsu1T1Oqy59y2nVpW85rbq0JKdVFziturSmWpXTqls5LkmSJEmSJEmSJEmq80yOS5IkSZIkSZIkaZ1UWlpa7BAkFVjVn0mT45IkSZIkSZIkSVrnNGnShHfffZcFCxbgMsRScaWUWLBgAe+++y5NmjRZZdcpWWU9S5IkSZIkSZIkSWuorbfemjlz5jB79mwWLVpU7HCkdV5JSQkbbrghG2+88aq7xirrWZIkSZIkSZIkSVpD1atXj0033ZRNN9202KFIWk2cVl2SJEmSJEmSJEmSVOeZHJckSZIkSZIkSZIk1XkmxyVJkiRJkiRJkiRJdZ7JcUmSJEmSJEmSJElSnWdyXJIkSZIkSZIkSZJU55kclyRJkiRJkiRJkiTVeSbHJUmSJEmSJEmSJEl1nslxSZIkSZIkSZIkSVKdZ3JckiRJkiRJkiRJklTnmRyXJEmSJEmSJEmSJNV5JsclSZIkSZIkSZIkSXVepJSKHYMkLQv/aEmSJElap7Vp0waA6dOnFzkSSZIkSVrtYkVOLllZUUiSJEmSJGnV69y5c7FDkCRJkqS1kpXjktY2/tGSJEmSJEmSJElaN61Q5bhrjkuSJEmSJEmSJEmS6jyT45IkSZIkSWuRNm3alK87LkmSJEmqPZPjkiRJkiRJkiRJkqQ6z+S4JEmSJEmSJEmSJKnOMzkuSZIkSZIkSZIkSarzTI5LkiRJkiRJkiRJkuq8kmIHIEmSJEmSpNrbe++9ix2CJEmSJK2VIqVU7BgkaVn4R0uSJEmSJEmSJGndFCtystOqS5IkSZIkrUXmzJnDnDlzih2GJEmSJK11rByXtLbxj5YkSZKkdVqbNm0AmD59epEjkSRJkqTVzspxSZIkSZIkSZIkSZKqY3JckiRJkiRJkiRJklTnmRyXJEmSJEmSJEmSJNV5JsclSZIkSZIkSZIkSXVeSbEDkCRJkiRJUu0ddNBBxQ5BkiRJktZKkVIqdgyStCz8oyVJkiRJkiRJkrRuihU52WnVJUmSJEmS1iLTp09n+vTpxQ5DkiRJktY6Vo5LWtv4R0uSJEnSOq1NmzYAJsglSZIkrYusHJckSZIkSZIkSZIkqTomxyVJkiRJkiRJkiRJdZ7JcUmSJEmSJEmSJElSnWdyXJIkSZIkSZIkSZJU55UUOwBJkiRJkiTV3k9+8pNihyBJkiRJa6VIKRU7BklaFv7RkiRpDXZqtCx2COucwUN7FjsEaZXbaMDVxQ5Ba4kz759e7BAkSSto1KUjih3Cclnw4uhihyBJ64pYkZOdVl2SJEmSJEmSJEmSVOeZHJckSZIkSZIkSZIk1XkmxyVJkiRJkiRJkiRJdZ7JcUmSJEmSJEmSJElSnWdyXJIkSZIkSZIkSZJU55kclyRJkiRJkiRJkiTVeSbHJUmSJEmSJEmSJEl1nslxSZIkSZIkSZIkSVKdZ3JckiRJkiRJkiRJklTnmRyXJEmSJEmSJEmSJNV5JsclSZIkSZIkSZIkSXWeyXFJkiRJkiRJkiRJUp1nclySJEmSJEmSJEmSVOeZHJckSZIkSZIkSZIk1XkmxyVJkiRJkiRJkiRJdZ7JcUmSJEmSJEmSJElSnWdyXJIkSZIkSZIkSZJU55kclyRJkiRJkiRJkiTVeSbHJUmSJEmSJEmSJEl1nslxSZIkSZIkSZIkSVKdZ3JckiRJkiRJkiRJklTnmRyXJEmSJEmSJEmSJNV5JsclSZIkSZIkSZIkSXWeyXFJkiRJkiRJkiRJUp1nclySJEmSJEmSJEmSVOeZHJckSZIkSZIkSZIk1XkmxyVJkiRJkiRJkiRJdZ7JcUmSJEmSJEmSJElSnWdyXJIkSZIkSZIkSZJU55kclyRJkiRJkiRJkiTVeSbHJUmSJEmSJEmSJEl1nslxSZIkSZIkSZIkSVKdZ3JckiRJkiRJkiRJklTnmRyXJEmSJEmSJEmSJNV5JsclSZIkSZIkSZIkSXWeyXFJkiRJkiRJkiRJUp1nclySJEmSJEmSJEmSVOeZHJckSZIkSZIkSZIk1Xkmx4skImZFxIBixyHVJCJaRkSKiM41tBsTEfevrrgk/X/27jtKr7Lc+/j3l4SOKApIURNAUEA0AiIoTVEBxUYRGx5AKXbAYKUpAtIO4LEQpEtROXBeBKwoQaqCgJTQpEnvLaTAhPv9Y98TnjxMSzLJkxm+n7VmzTx73+XaZWYFrn3dW5IkSZIkSZIkzYr5PjleE26lfnUl+U+SnydZsq3d25Kck+TBJFNru7OSjG5pU3r52q3uXz3JhUkeqmPckeSgJAvOQrwT+pinJLlr0E6OVM3lxPQ9wHLAtXWuTeq9vFRbu68Dn51LMUiSJEmSJEmSJElzZNTcGDTJgqWU5wZxyAuA7WniXR04AXgV8Kk639LAX4A/Ah8CHgNG15+XaBtrZ6A9ifhU/f4ccDJwDfAk8DbgF3Xebw4w1q2A7mT6q4Ebga2By+q26QMcZ5YlGQGklDLX5mibb7Cvs2ZR9zWfm3PU++nBAbR7qr82kiRJkiRJkiRJUqf0WzleK6GPSXJ0kifq12E1Kdfd5q4k+yc5IcmTwGl1+5pJLkgyJcnjtbr1lS39RiU5smXcI2tV+IS2MKaVUh4spdxbSvkT8GvgAy373w0sCexYSvlnKeWuUspFpZRvllKubxvryTpW69cUgFLKv0spJ5VS/lVKubuU8tt6LBsO9ISWUh7vHhd4uG5+vGWuR1qaL5xkfJKnk9ybZK+2c//KJMcmeTjJM0kual3aOskOSSYl+WCSG2iS+6vVfTsmmVgr4G9NskfrNWuXZOWWyvtnk1ydZMu2Nr1d5xWS/KrlOp6fZJW+zlOtPP5inXNyjfE9SV6X5I81hmuTrNXS5zVJzqjnakqSG5Ps2DbuhCQ/qxX/j9Zzd3j3sSfZt56r9nguTfLjPuLt714+Kcl5SfauKw9MSnJikkXaYuvvd2nJJCfXfVPqnGu07O/pmv8a+C/gQ3lxhYJN0sty6HXbNvXn7jZbJ/lzvRYTk7y/pf2McZKMAS6sux6p209qPQct/ZLkm0lur8dyfZKZKsvr9bg7ybR6753S2zWQJEmSJEmSJEmS5sRAl1X/TG27PrArsAuwe1ubPYGbgXWA7yZZjKaSexKwLvBx4F00Vd/dxgE7AF8A1qtzfLqvQJKsBGwOPN+y+cHad5skg1ZFm+SNda6LBmvMNnsA1wNrAYcAhyZZv84d4HxgBWBL4O3A34C/JlmuZYyFgX1orsvqwN1JdgYOAvalSZZ/A/gW8KU+Ylkc+D3wfpqK+bOAs5O8ua1d+3VelCZZOhXYmOYeeQC4oO7ry97Ar+p8V9Wfjwd+Vo/3fuCktmO9up6PNYCjgfFJNm0b9zNAF8399hWae3W7uu8E4M1J1u1unORNte3xPQU5wHuZevxvAzalWS3gAzTXtT22vn6XTgLeCXy0zjUZ+ENrkp2XXvMdgd/QrLCwXP26jFlzIPDjGv+VwK+SLN5Du3vqsUFzDZajWU69Jz8EPg98ucZ5MM31+hBAkq1p/gZ8CViF5rr+YxbjliRJkiRJkiRJkgZkoMuqPwB8rZRSgJuTrEqTJP3vljYXlVIO7f5QE7SLAduXUp6p23YBLkzyxlLKv2mSaoeUUs6q+3enSUa32zzJJGAkTWKQOj8ApZQrkhxEsyT6T5NcCUwATiul3N021i+7K11brN9aYZ7kMpqE9UI0y6p/t8+zM/v+VEr5Sf35f5J8jSaxejnwHmAssHR3ZTuwT5IP0ywx332uRwJfKaX8syX+fYBvllL+t266M8mPaJKQ3fPNpJTyL+BfLZsOrHNtQ5Pk7NZ+nXeiWdZ7x3p/kGRXmqr5LWmStr05pZRyRu1zEM0y+X8spZxTtx1Kc78sVUp5tJRyH3BYS/9jk7y39vtLy/aJpZR968+31ntxU+CMUsq9Sf4A7MSLididgH/Wc9CTT9P/vQzNkvk7llImATck+RZwfJLvlFKerW16/V1KU23/EWDjUsrf6jzbA/+hSaofV8fo6ZpPoa6w0LKtl8Pp0ZGllHNrv+8Cn6O5/y5pbVRKmZ7k8frx4VLKoz0NVh8o2BP4QCnl4rr5zvpQwpdpHvwYXc/Hn0opz9fjvGpWgpYkSZIkSZIkSZIGaqDJ8Su6E5/V5cABSZYopTxdt7UntVYDrutOJlaXAS8Aqyd5BFiWlkrRUkpJ8g/g9W1j/Y2mwnYRmneGr0xT5UpL3+8l+W/gvTRV6J8HvpfkI6WU1sTpXsAf2sb/T9vn7YBX0FTRHkZTdX0wg++6ts/3A8vUn9cGFqVZurq1zcI0x9+tC7i2+0Oa96+/nqZC9+ct7UbRx7upazJzP5qE9nLAAnWu9hjbr/PawIrAM21xLtoWZ09ax36ofr++h23LAI8mGQl8m+b6rEDz8MKCNA9C9DYuzHxeoXng4eQke9AsS749cEAfcfZ5LwPdyfHramK82+U1vpVbYur1d6nO80LdBjTv8U5yfZ2n20zXfJC0nrP76/dlemo4QKvT3D9/SNJ6vAsAd9Wfz6R5QObOJH+k+b38bSll2hzMK0mSNCDHcjfd/0jZldEAnMX9PFoXqHozi7ExS3UoOs0vzrhqIuPO+duMz8u8YlGu+ebneOMPjmPK811A8x9ZZ3/+I6w7ZvkORamXgyVe8Qq6upp7bvKU5vn5Vyy+ONOnT5+pXfc+ScPL1CmTOOlzG0DCbr+5Zsb2X3x6XaY//xy7nTnY/5tIGp66nnmQcvvvX9zwqpVYYMzGnQtIktQRA02OD8Sz/TeZofTfZCaTW6pzv5bkQpplpfefadBSHqNJuJ2Z5DvANbVda3L8wZaxeg6ulHvqjxNrQva4JIeVUrpmMe7+PN/2ufDiUvcjaJLDPb3v/OmWn6eVUlr/a7i7/27M2tLah9NU7Y8DbqNZzvsUmuRuq/brPIImUfvJHsZ8vIdtrVqPv/SxrfuYxtEsEf91miT6JJrl49uTuH2dV2iqlifTLA/+FPAq4PR+Yu3NrN7Ls6t1nvZr3psX6vcZTy0kWaCXtjPOWX1IBQb+2oWedPf9MC99+OT5Os89dUn7TYH3AUcA+yV5Z0ulvSRJ0lwxmkVYhJHcxIvPNr6BRRjNovyTpzoYmeYniyw4is+9Y3UO/shGXH//I2z+87M45IK/s+4bluVnn3gfr1p0YVb5wXF85pTfcdu+X+h0uBrGPrTllrx2mWU49thjZ2x7ZtKLf79e8+pXs+CC7f/5Lmm4+PVXP0JGjKC13mLCMT/ghekD+d9DkrqV2/8ACy7OAqtvS9e0SfDcpP47SZKGnYEmv97Z9i7v9YD7W6rGe3ITsGaSV7Rse1ed86ZSylM07wp/R/fOOsc76N/3gW8l6fXR/FLKc8DtNO/SnhMjaB4iGDmH48yqq4HXAi+UUv7d9vVwb51KKQ/RVP6u3EO/vh4K2IBmmfOzSinXAffSf+V3d5xvBB7tYb7+kuOzagPg3FLKL0sp19Jc31VndZD6kMNJNMup7wScXe/H3vR5L7dsW7NW4Hdbj6Yy/faWbX39Lt3Ei+8jB6BWlK8JTOznsJ7jpffoI/V76zvqx/YzzkA8V7/39TsxEZgGjO7hvpjxqoNSytRSyvmllD1ofvfXAN49CDFKkiT1aTOW4dXM/NzgO1iSdXhVhyLS/Ohjb12Vgz+yEQBrLr80Aa677xFO32FLXrVo88avNy2zJNO6TE5o7jrjjDNYbbXVetzX1dXFlClT+MY3vjGPo5I0L9x84TlMeepx3jB2gxnbpk6ZxM1/OZv3fPXADkYmDS1dkx4GCln14wCMWmhxRr1i2c4GJUnqiIEmx5cHjkrypiTb0CxNfmQ/fU6jVh8nWTPJRsB4mkRkd5L2aOCbST5eK0iPoEnk9VmNW0qZQJN82xsgyZZJTq3fV61xjgM+CPxfW/dXJVm27WvxOs72SbZN8uYkKyX5BM1y6v/bvdRzknWT3FzfnTw3XQBcCpyTZIskKyZZP8n3k/RUTd5qP5rzukc9F29J8rlaTd+bW4GPJ1kryZrAqbz4fve+nEZT4X5Oko1rnBslOaK+Q3sw3QpsmmSDJG+meX/6irM51nHAxjTLyB/fT9uB3MvQPERxQpI1krwf+BHwi7Yq6F5/l0optwHn0CyJv2HLdXia/ivb7wLeUsddKskC9V31V9A8SLJGknfRrBAwp+6m+R39UJKlu39/WtUl6A8HDk+yU5I3JhmbZLf6vnaS7JDkC/WcrgjsSFNVftsgxChJkiQNqhOvuJ4C7LXpzM9zX3vfI6y01Cs7E5QEbL/99gCM22uvDkciaW6Y8PPvs9r7toGRL/5v3N987WMs8srXsOoGm3cwMmmIeeIOAMoNp/L8tSfy/LUn0TXliQ4HJUnqhIEmx0+jqRL9O837mo+nn+R4KWUysBmwBM17xc+heZfyTi3NDgd+CZxIk8SDJpk9dQAxHQF8PslomkT5pDreNXW+z9Isw31QW79fAA+0fX277usCvgNcSfMO5v2An9Ik7botCrypfp9r6nupPwj8tcZ8C/CbOvf9fXSllHIczXneHvgXcDHNO9vv7KPbnsDDte3vaa7HxQOIczKwEXAHzZL2NwMnA0sCg/2vix/SXNvf07yH/lmae3OWlVLuAC6iWfJ7Qj9tB3IvU8e7EbiQ5j7+K/DNtjaJoDBfAAAgAElEQVT9/S7tWOf4bf2+KLB5TXT35Rc0ledX0VSMd1dfd8d4JU1Cf+9+xulXKeU+mt+NA2kejPhJL027X30wjua8/JlmKfvu+/BJ4PM099kNdd9WpZS+7lNJkiRpnpv4wKPsff6ljF1haca+7rUztq9x4IkAXPClbToVmsTvf/c7ll566U6HIWku+H/77MiIkSPZeNcX/3fOrRefz+QnH2W7o87qYGTS0DPjLZVLrswCY3eEjKDcdl5ng5IkdURa31XTY4NkAnBDKeUr8ySg5BrgklLKV+fFfHr5SjIROK2UMsdrUCU5CViqlLJlH20mMA9/l4axefWed0mSNBt2y5hOhzBgN/A0l/IEuzJ6pu3juZs3sxgbs1SHIps1+x6wRadDGNYenTSFsYeczFKLLcK13/6vGds3OOp07nzsaf72te1YeeklOxjhy8OS4/pbvG74G3/MMeyxxx5MnvLis9NPPvkkyy+3HOPHj2f7z32ug9HNP/Y875ZOhyANmuO2X5+uqf3VSzR2O/PauRyNNO8cf+DRgz5m1+N3UP5zUZMYB56/86/w1N0zPg+G5645YdDGkiT1Kf036d2owYpidtSq781oKm4XAHYG3lq/S3NFkqWBbYAxNNXUkiRJkvQSXV1drHXYKSw4auRMifHtTjyXOx97mpM/s7mJcXXUpz/9aQAT49Iw9YVfXj7j598fujt3X3URu/3mmpnaHLPtWBPj0gCMevVKPP+fi+i6/1pGLT8Wnrkf0tH0iCSpQzr91/8F4HPAYTRLvE8EtiilXNXRqDTcPQw8CuxaSnm008Gof/U95bsAjB8/nl122aXDEUmSpKHuWO6esRzNeO5mCUayECN5hOcAuJlnuZlnX1JVrpeXr5z1V6a/UJj+wnRW2OcYANYfsxyX3/UAAP912h8AWGDkCO7a33+jau55xeKLM316sxzsoosswoorrcSNN97IJRdfzOtf//oORydJ0tCQ16xGefgann+4ecgkK2/e4YgkSZ3Q77LqkjSf8Y+WJEnzsaG0rPpw4bLqejlwWXUNlMuqS9LQNzeWVZ8XXFZdkuaZOVpWfcRgRSFJkiRJkiRJkiRJ0vzK5LgkSZIkSZIkSZIkadgzOT6fSDImSUmyTj/tJiT5yZy2GSqS7J/khk7Hod4l2aTeu0t1OhZJkiRJkiRJkiSpN6M6HYBmuAdYDngUmoQjcCGwdCnl0Vkcayvg+UGNTpIkSZIkSZIkSZKGMJPj84lSynTgwUEa6/HBGEfzlySjgOmllDKUxpYkSZIkSZIkSZLmBy6rPpck2TzJMzXpSJI31qWnj2lp88MkF9SfZyyrnmQMTdU4wCN1+0ktw49IclCSR5M8nOTwJCNaxp1pWfUkdyXZO8n4JE8nuTfJXv3Ev3+SG5L8V+3/bJITkyyY5EtJ7knyWJL/7p47yb49LYGe5NIkP+5jruWTnFbHm5zk2iTvaWvzySS313P6/1qX8E4yIsk+NaZpSa5P8tG2/vsmubvufzDJKS37kuSbdfwptf9nW/Z3X5utk/y5xjgxyfv7OYdJ8o0kt9V5701ycMv+HyW5pc55V5JDkyzcwzXYIcntwDRgsf7irX1XSPKrJE/Ur/OTrNLf2D0cQ/eS6VvW6zI1yT+TrN3Hcb8myRn1eKckuTHJjm1tJiT5WV/3sSRJkiRJkiRJkjSYTETNPZcACwPd7xDfhGbJ9E1a2mwCTOih7z3A1vXnNWiWW/96y/7PAF3Au4CvALsD2/UTzx7A9cBawCHAoUnW76fPGOCjwJY0S7VvC/wWeAfwAeALwFeBj9f2JwBvTrJu9wBJ3lTjPL6nCZIsBlxU5/oYsCbwgx7i2K7O8wHg7cCBLfu/DuwFfKv2/z/g7CRj6xxbA+OALwGr1OP5R0v/HwKfB74MrA4cDIxP8qG2OA4Efgy8DbgS+FWSxXs6ruogYJ863ho05++elv3PAjsBq9XYPgl8r22MFYFP175vA6b2F2+SRWkerpgKbAysDzwAXFD39TV2bw6nOb/rAHcA57WN1Wph4Gqa87wGcHSNb9O2drNzH0uSJEmSJEmSJEmzxWXV55JSyqQk/wTeA1xBkwj/CfDtJMsBT9Ekmb/dQ9/pSbqXRn+4h3eOTyyl7Ft/vjXJzsCmwBl9hPSnUkp3Nfn/JPla7XN5H31GAjuWUp4CbkjyB5pk6wqllOeAm5JcWo/xrFLKvbXNTryYfN4J+Gcp5V+9zPFpYFlg/ZbjvL2tzShghxoHSY4FWiuRxwGHl1JOr5/3TbJR3f5ZYDRNcvhPpZTngf8AV9WxFgP2BD5QSrm49r+zJvi/DJzfMs+RpZRza7/vAp8DxtI8CDGTmjTfA9i9lHJC3fxvWs53KeWAli53JTmoxrxPy/YFge1LKQ/NQryfBEJz7UrttyvwME3C+jc9jd2PA0opf6xj7QjcS3PtjmtvWEq5DzisZdOxSd4LfAr4S8v22bmPJUmSJEmSJEmSpNli5fjcNYEXK8U3Bn4P/L1uexdN1ew/eujXn+vaPt8PLDMX+vynOyFdPQTcWhPjrdtax/kF8MkkiyQZCWxPL1Xj1duB63p4AKDV3W1xzIg9yRLA8sClbX0uoamqBjiTppr5ziTHJ9k2yUJ13+p13x+STOr+Ar4IrNw2Zus5vL9+7+0crg4sxMzJ4Jkk2SbJJXWZ90nAkcAb2prd25a8Hki8a9NUhT/Tsv8pYMm2Y2ofuy+tSf1JNKsQrN5TwyQjk3wvyXVplsqfRLPyQPuxzc49KUmSJEmSJEmSJM0WK8fnrgnAV5KsBiwB/LNuew9NFe/lbYnmgXq+7XOh/wcdBqtPT9tGtnw+H5hMsyz8U8CrgNOZM7MTe3c7Sin31OXdNwXeBxwB7JfknS3jfJimoryveWd8LqWUJAwwjpdIsh7wK+D7NBXmTwIfoVm+vNWzbZ8HEu8I4FqaCvJ2j7f83D72YBkHfINmufvrgUk0S8y3J75n97pKkiRJkiRJkiRJs8zk+Nx1CU318DeBS+py6RNoqqsfAv7QR9/upPnIPtrMd0opXUlOollO/Sng7Laq73bXANsnWaqf6vHe5ns6yf3Au5m5SnsDYGJLu6k0ifvzk/wIeLD2uRyYBowupfx1Vufvw0113E2B23rY/27gvtal1ZOMHsC4E+k/3qtpljB/tJTy5CxF3bv1aN413r20+1uAU3ppuwFwbinll7V9gFVpHgCQJEmSJEmSJEmSOsLk+FzU8t7xzwLfqZuvAF5Hs+z1S9433uJumkraDyU5F5hSl7MeCo4DvgW8AHygn7an05yHc5J8G7iPJvH6TCnlwgHOdxjwgyS30VTnfxbYEFgLIMkONPf632mqmLejqVq+rZTyTJLDgcNrEvdvwOI0yeAXSinHDjCGmdRxjwYOTjKtjvsaYO1Sys+BW4EVknyGJkG/GU1CeyDj9hfvaTTV2+ck2Zemwvz1wEeBY0opPSXr+7N3kkdolj7fl+bhjd5WBLgV2C7JBsCjwFdp7vdrZmNeSZIkSZIkSZIkaVC4hPHcN4EmMTsBZlQw/52m+rfX942XUu4D9gMOpKky/8lcjnPQlFLuAC6iScpO6KftszTvY78XOBe4gWap8TILU/6YJkF+aO3/cWDrUsq/6v4ngc8DF9f9WwNblVLurPv3AfanSSjfCPy5tuneP7u+AxxSx78JOIvmwQhKKefWmI+ieff2+2mSzgPRZ7yllMnARjSV3mcCNwMn07xz/InZPJZv0yxHfzWwCrBlvXY9+SHNvf17muT9szQJe0mSJEmSJEmSJKljUsqs5CClgUkyETitlHJgp2PR7EuyCXAhsPTsLHs/l/hHS5Kk+dhuGdPpEF529j1gi06HIM11S447stMhaIjY87xbOh2CJGkOHX/g0Z0OYbY8d80JnQ5Bkl4uMiedXVZdgyrJ0sA2wBhgfGejkSRJkiRJkiRJkqSGyXENtodp3jO963xUaSxJkiRJkiRJkiTpZc7kuAZVKWWOljLQ/KWUMoE5XJ5CkiRJkiRJkiRJmh+M6HQAkiRJkiRJkiRJkiTNbSbHJUmSJEmSJEmSJEnDnslxSZIkSZIkSZIkSdKwZ3JckiRJkiRJkiRJkjTsmRyXJEmSJEmSJEmSJA17JsclSZIkSZIkSZIkScOeyXFJkiRJkiRJkiRJ0rBnclySJEmSJEmSJEmSNOyZHJckSZIkSZIkSZIkDXsmxyVJkiRJkiRJkiRJw57JcUmSJEmSJEmSJEnSsGdyXJIkSZIkSZIkSZI07JkclyRJkiRJkiRJkiQNeybHJUmSJEmSJEmSJEnDnslxSZIkSZIkSZIkSdKwZ3JckiRJkiRJkiRJkjTsmRyXJEmSJEmSJEmSJA17JsclSZIkSZIkSZIkScOeyXFJkiRJkiRJkiRJ0rBnclySJEmSJEmSJEmSNOyZHJckSZIkSZIkSZIkDXsmxyVJkiRJkiRJkiRJw57JcUmSJEmSJEmSJEnSsGdyXJIkSZIkSZIkSZI07JkclyRJkiRJkiRJkiQNeybHJUmSJEmSJEmSJEnDnslxSZIkSZIkSZIkSdKwZ3JckiRJkiRJkiRJkjTsmRyXJEmSJEmSJEmSJA17JsclSZIkSZIkSZIkScOeyXFJkiRJkiRJkiRJ0rBnclySJEmSJEmSJEmSNOyZHJckSZIkSZIkSZIkDXsppXQ6BkmaFf7RkiRJkiRJkiRJennKnHS2clySJEmSJGkI2XDDDdlwww07HYYkSZIkDTmjOh2AJEmSJEmSBu7hhx/udAiSJEmSNCRZOS5JkiRJkiRJkiRJGvZMjkuSJEmSJEmSJEmShj2T45IkSZIkSZIkSZKkYc93jkuSJEmSJA0hr3/96zsdgiRJkiQNSSmldDoGSZoV/tGSJEmSJEmSJEl6ecqcdHZZdUmSJEmSJEmSJEnSsGdyXJIkSZIkaQhZd911WXfddTsdhiRJkiQNOb5zXJIkSZIkaQh56qmnOh2CJEmSJA1JVo5LkiRJkiRJkiRJkoY9k+OSJEmSJEmSJEmSpGHP5LgkSZIkSZIkSZIkadjzneOSJEmSJElDyMorr9zpECRJkiRpSEoppdMxSNKs8I+WJEmSJEmSJEnSy1PmpLPLqkuSJEmSJEmSJEmShj2T45IkSZIkSUPI2LFjGTt2bKfDkCRJkqQhx3eOS5IkSZIkDSFTpkzpdAiSJEmSNCRZOS5JkiRJkiRJkiRJGvZMjkuSJEmSJEmSJEmShj2T45IkSZIkSZIkSZKkYc93jkuSJEmSJA0ha6yxRqdDkCRJkqQhKaWUTscgSbPCP1qSJEmSJEmSJEkvT5mTzi6rLkmSJEmSJEmSJEka9kyOS5IkSZIkDSFrrLGGS6tLkiRJ0mxwWXVJQ41/tCRJ843dMqbTIWiY2PeALTodgoaRJccd2ekQJA2iPc+7pdMhCDj+wKM7HYI0X3numhM6HYIk6eXLZdUlSZIkSZIkSZIkSeqLyXFJkiRJkiRJkiRJ0rBnclySJEmSJEmSJEmSNOyZHJckSZIkSZIkSZIkDXsmxyVJkiRJkiRJkiRJw57JcUmSJEmSJEmSJEnSsGdyXJIkSZIkSZIkSZI07JkclyRJkiRJkiRJkiQNeybHJUmSJEmSJEmSJEnDnslxSZIkSZIkSZIkSdKwZ3JckiRJkiRJkiRJkjTsmRyXJEmSJEmSJEmSJA17JsclSZIkSZIkSZIkScOeyXFJkiRJkiRJkiRJ0rBnclySJEmSJEmSJEmSNOyZHJckSZIkSZIkSZIkDXsmxyVJkiRJkiRJkiRJw57JcUmSJEmSJEmSJEnSsGdyXJIkSZIkSZIkSZI07JkclyRJkiRJkiRJkiQNeybHJUmSJEmSJEmSJEnDnslxSZIkSZIkSZIkSdKwZ3JckiRJkiRJkiRJkjTsmRyXJEmSJEmSJEmSJA17JsclSZIkSZIkSZIkScOeyXFJkiRJkiRJkiRJ0rBnclySJEmSJEmSJEmSNOyZHJckSZIkSZIkSZIkDXsmxyVJkiRJkiRJkiRJw57JcUmSJEmSJEmSJEnSsGdyXHNdkruSjOt0HMNZkpOSnNfpOCRJkiRJkiRJkqT5lcnx+UhNcJb61ZXkP0l+nmTJtnZvS3JOkgeTTK3tzkoyuqVN6eVrt7p/kzrGA0kmJ7kuyU6zGO+EPuYpSe4alBPzMpdkTD2f63Q6ltlR75OfdDoOSZIkSZIkSZIkvbyN6nQAQ12SBUspzw3ikBcA29Ncm9WBE4BXAZ+q8y0N/AX4I/Ah4DFgdP15ibaxdgbaq4mfqt/fBVwPHAo8AGwGHJtkainl9AHGuhWwYP351cCNwNbAZXXb9AGOM8/MheslSZIkSZIkSZIkaQiwcrxFrXA9JsnRSZ6oX4clGdHS5q4k+yc5IcmTwGl1+5pJLkgyJcnjtQr8lS39RiU5smXcI2tV+IS2MKaVUh4spdxbSvkT8GvgAy373w0sCexYSvlnKeWuUspFpZRvllKubxvryTpW69cUgFLKQaWUvUspl5ZS7iil/Bw4mya5PSCllMe7xwUerpsfb5nrkZbmCycZn+TpJPcm2avt3L8yybFJHk7yTJKL+quUbrkWpyaZVCvpx7W1KUm+nOTsJM8CB9XtGyX5e628f6hejwVb+iXJN5LclmRajfnglv0rJPlVy/U8P8kqLftfXyvzH6+V+Tcn+WTL/n2T3F3HfjDJKQM97/2ck68nua/GdGKSRVv2bZ7k4rrv8SR/TLJay/7LkhzRNt4S9Z7eqn5eMMkh9XxMTnJlks36iOckYGPgyy0rCoyp+/q8BpIkSZIkSZIkSdJgMjn+Up+hOS/rA7sCuwC7t7XZE7gZWAf4bpLFaCq5JwHrAh+nqcw+oaXPOGAH4AvAenWOT/cVSJKVgM2B51s2P1j7bpMks3x0fVsCeGKQx+y2B02l+lrAIcChSdaHJhENnA+sAGwJvB34G/DXJMv1M+6ewE113P2Ag7oTuS32A34HrAn8NMkKwO+Ba+pcn6epzD+4pc9BwD512xrAtsA9Nd5FgQuBqTSJ3/Vpqu8vaElG/wxYFHhP7b878GTtvzXN/fAlYJV6zP/o5zgHYkPgLcD7gO1o7sOvt+xfDDiK5h7dhGYVgXNbEtKnAp9sfRiE5mGJqTTXB+DEesyfrnOdXMd4Wy8xfR24vPZbrn7dM8BrIEmSJEmSJEmSJA0al1V/qQeAr5VSCnBzklVpErD/3dLmolLKod0fkuxMk3jcvpTyTN22C3BhkjeWUv5NkyQ8pJRyVt2/O03iu93mSSYBI4GF67Y9u3eWUq5IchBNUvKnSa4EJgCnlVLubhvrl7Vyt9X6PVSYk2RLYFOayvS54U+llO73Tv9Pkq/V+S6nSSCPBZburmwH9knyYZol5g99yWgv+nsp5cD6861J3kFzvs5uafPrUspx3R+SHAjcD3yplPICcFOSbwPjk+xD8/DBHsDupZTuBxz+XWMF+CQQmur9UsfclaZ6fkvgNzRL3Z9VSvlX7XNnSzyjae6zP5VSngf+A1zVxzEO1NPAbqWU6fWYzqQ5xwcDdN97Ledhx9pnXeASmlUKjqK5Hn+pzT4DnFlKmZZkZZoE9phSyn/q/p8keR/NgyRfag+olPJUkueAyXWFge65v0Qf16CUMnkQzockSZIkSZIkSZI0g5XjL3VFd8KzuhxYIUnr+7zbE5mrAdd1J8ary4AXgNXTLK++LC3VwXWOnqqF/0aTKF4X+B+aiucftzYopXyvjrcLTTX254GJSTZtG2uvOlbr1y3tEyZ5N3A6zUMBg1HB3JPr2j7fDyxTf16bpsr6kbo8+qT6gMBbgJX7GffyHj6v3ratp+t1RU3KdruE5v3pb6z9F+LFBHG7tYEVgWdaYn2KZrn77niPBvZOcnmSHyZZu6X/mTQPPtyZ5Pgk2yZZqJ/jHIiJNTHerfUck2TlJKcnuT3J08BDNH8D3gBQSnkM+ANNQpwky9Mkyk+tQ6xF81DAxLbr9CH6v07t+rsGkiRJkiRJkiRJ0qCycnz2PDsLbUv/TWYyuVaaA3wtyYU0y3vvP9OgTSLzTODMJN+hWZ56H2ZO6D7YMlaPkmxAk4Dft753fG55vu1z4cWHM0bQJGo37KHf04Mw92BfrxHAtTQV5O0eByilHJ/kj8AHaZY5vyzJwaWU/Usp9yR5E01V9/uAI4D9kryzlDIrsbbr6xwDnAfcS1PlfR/QBUykSUh3OxX4Ra3s/iTNUvIX130j6pjv6GGuKQyeWf2dkSRJkiRJkiRJkvpl5fhLvbPtXd7rAfeXUvpK0t4ErJnkFS3b3kVzfm8qpTxF867wd3TvrHO8g/59H/hWreLtUSnlOeB2YPEBjDdDko1o3vu8fynlqFnpO8iuBl4LvFBK+Xfb18P99F2vh8839dPnJmC9tndrbwB0n8ebgGk0yeve4n0j8GgP8T7e3aiUcm8p5dhSyieAfWkq/bv3TS2lnF9K2YPmPliDubekPUleA7wZOKiUckEp5SbgFbz0AZnf1u9b0lSQn96yksI1NJXjy/Zw3Pf1Mf1zNK8JaNXfNZAkSZIkSZIkSZIGlcnxl1oeOCrJm5JsQ7M0+ZH99DkNmAyckmTNmnQeD5zdUrl9NPDNJB+vVcNHAMvRT5VsKWUCTXXv3tC8GzzJqfX7qjXOcTQVyv/X1v1VSZZt+1q8jrMJTWL8GOD0lv1Ld3dOsm6Sm5Os28/xz6kLgEuBc5JskWTFJOsn+X6SnqrJW62X5DtJVqnvfv8c/V+vn9Fc558lWS3Jh4AfAT8ppUyuy+MfDRycZMe6HPm6Sb5Y+59GU+l+TpKNa7wbJTkiySoASY5OsnmSlZKMpXm//MS6b4ckX6j3yorAjjSV2LfN2mmbJU8AjwI7J3ljko1prn1Xa6NSylTgLJr7bS1eXFKdUsqt9dhPSrJNPbZ1koxLslUfc98FrJtkTJKlakK8z2swWActSZIkSZIkSZIkdTM5/lKn0VS5/h34BXA8/SRbazJvM2AJmveIn0Pz7uudWpodDvwSOBG4om77P2DqAGI6Avh8ktE0CdZJdbxr6nyfBcYBB7X1+wXwQNvXt+u+HWje8z2ubf+VLf0XBd5Uv881tTL5g8Bfa8y3AL+pc9/fT/f/Bt5Kcy5+SLM8/P/2M999wBbA22mWRz8BOAP4bkuz7wCH0CxVfxNNwvh1tf9kYCPgDpql7W8GTqZ55/gTtf8ImnfGTwT+TJNM/6+670ma98RfDNwAbA1sVUq5s59jnW313d7b0ZyrG4Cf1mOb1kPzU4G3AdeUUia27duR5h4+lOa4z6M5F3f3Mf3hNBXhE4FHgDcM8BpIkiRJkiRJkiRJgyYvrpisJBOAG0opX5lH810DXFJK+eq8mG+4SXIXTaXx4Z2ORfOUf7QkSfON3TKm0yFomNj3gC06HYKGkSXH9beYlqShZM/zbul0CAKOP/DoTocgzVeeu+aETocgSXr5Sv9Netf+vmHNJbXqezPgImABYGeaKt6dOxmXJEmSJEmSJEmSJL0cmByfd16geR/2YTRLbk8EtiilXNXRqCRJkiRJkiRJkiTpZcDkeItSyiZzcex7gA3m1vgvR6WUMZ2OQZIkSS86lrtnvP9kV0YDcAmPcSOTZrRZlcV4D0t1IDoNNaP3G0/XC80ddd8BuwGwz/mXcMIVN8xos93bV+W/t3pvR+KT5qWTTzqJL37xizM+L7vsstxx553sNW4cP/3pTwFIwkV/+xvrrLNOp8KUABj/yXUo07sA2O3MawE47jPr0fXc1KZBwke+fzzLr7ZWp0LUENH16C2Uey97ccOoRVjgLZ+c8fH568+A6VPJiu9n1Ctf14EIJUnSUDSi0wFIkiRJGh5GswirsfhM225kEsuzELsymuVYiFt5tkPRaaj5wJvH8Ll3rD7TthOvuIF3rbg89x2wG+uPWY5fX3Nrh6KT5q1FF1uMXXbZhclTpnDZ5Zfz4IMPsv/++/PTn/6Uj3z0o0yeMoWVVlqJD33wg50OVWLMOhuz+gc+MdO2Zd88lh1OnMBuZ17LqAUX5ncHfrlD0WlIGbEAec2bWGDsjmSVD0PXFLrubxbh7Hr0Fpg+tcMBSpKkocjkuCRJkqRBsRnL8GoWeMn2abww43vmdVAasn7xqc1YdZklX7L9ycnTZnwfGe8ovTxsu+22HHX00QCMHTuWESNGcPXVVwNw6qmnAjBu3DieeeaZjsUoddts3BEs+bqVZtq25T7HsPDirwJgydevzPTnp3UiNA0xo169EqNe/67m58WalYfKlMea7/deRpZavde+kiRJvTE5PkQlKUm26XQc84MkE5L8pNNxDGVJ9k9yQ/8t53iek5KcN7fnkSRJ84+1WILHeJ7x3M3jPM+7eWmyUxqo3Tdem4kPPcYK+xzDTQ8/zg+3fHenQ5LmufHHHMMLL7zAvvvuC8Cmm24KwH777dfJsKQBe+T2G3nl8mM6HYaGmK6HJwKQ167F87eeBxnJqNe9s8NRSZKkocjk+MvEYCY/k9yVZNxgjDVItgK+0+kghoIkY+qDFe0voTsc2HgehPB14LPzYB5JkjSf+BdPsxQLsCujeQ0LcAlPdDokDWE/u/Ra3rr8Utx3wG6ssexr+M65l3Q6JGmeuv7669ljjz1Ye+21WWeddfje977HVVdeyaKLLMK0aVbiav534g4bAbDNYb/pcCQaSromP0a5/++wyGtg1AIw+RGy8uadDkuSJA1RJsc15JVSHi+lDIm145KMSua/tR9LKZNKKY/Ng3meKqU8ObfnkSRJ84/pwEdZBoCP1e/S7JrWNZ1zd/4YAL/b9eMdjkaatx599FHWe+c7WWaZZbj4kubBkO/tvTfPTp7M5ClT2H2PPTocodS307/2EaY9+zTbHXk2o0aN6nQ4GiK6uqZSbv0tjFyYBd70EXjsVgDKv8/n+WtPbH6+8890PU06I1IAACAASURBVH5HJ8OUJElDiMnxPqTxjSS3JZmW5N4kB7fsXzPJBUmmJHm8Lhn9ypb9JyU5L8m3kjyY5KkkP0oyolZyP1y3f6tt3pLkK0nOTzI5yd1J+qy2TbJ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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Progression in the current position'\n", - "plotting_likert(df, country, category, prog_rse, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Starting with the good news. The participants are satisfied with their career and their current position. \n", - "They report a strong recognition from their supervisors and their colleagues. However, the recognition on the institutional level is less strong and even negative with 30% of negative reports. \n", - "This year, the participants reported more turn-over intention than before. 41% are indecisive, up to 20% would accept another position with the same compensations. \n", - "This is probably helped by their perceived employability. 74% of the participants think their skills are in demand on the market and 53% thinks it will be easier for them to find another position.\n", - "\n", - "Another factor of this turn-over intention could be the progression in their current position. While the participants think their next position will probably be as RSE (51% agree or strongly agree), they seems less positive about the possibility in long term. They do not think there is a lot of opportunities in their career plan (46% disagree or completely disagree), 53% think the process to gain a promotion is not clear or understandable and 53% that it is unlikely they will gain a promotion in their current group." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "recog_cat = 'Recognition'\n", - "plotting_likert(df, country, category, recog, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turn-over intention" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Intention of changing position'\n", - "plotting_likert(df, country, category, turn_over2, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Perceived employability" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Perceived employability'\n", - "plotting_likert(df, country, category, perc_emp, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Progression in the current role" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Progression in the current position'\n", - "plotting_likert(df, country, category, prog_rse, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "recog_cat = 'Recognition'\n", - "plotting_likert(df, country, category, recog, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turn-over intention" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Intention of changing position'\n", - "plotting_likert(df, country, category, turn_over2, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Perceived employability" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Perceived employability'\n", - "plotting_likert(df, country, category, perc_emp, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Progression in the current role" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Progression in the current position'\n", - "plotting_likert(df, country, category, prog_rse, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General satisfaction" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "recog_cat = 'Recognition'\n", - "plotting_likert(df, country, category, recog, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turn-over intention" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Intention of changing position'\n", - "plotting_likert(df, country, category, turn_over2, order_scale=agree_scale)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Perceived employability" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Progression in the current position'\n", - "plotting_likert(df, country, category, prog_rse, order_scale=agree_scale)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "512px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": {}, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/l. Socio demography.ipynb b/analysis/2018/l. Socio demography.ipynb deleted file mode 100644 index d66b8ab0..00000000 --- a/analysis/2018/l. Socio demography.ipynb +++ /dev/null @@ -1,2786 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here we asked questions to know the socio-demographic composition of our participants, including the age, the gender and the disability and Ethnicity for specific countries" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* `Please select your age`: one choice\n", - "* `Please select your gender`: one choice\n", - "* `Do you have a condition that is defined as a disability by your country?`: yes-no" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Socio demographic" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "age = ['socio3. Please select your age']\n", - "\n", - "age_order = ['18 to 24 years', '25 to 34 years', '35 to 44 years', '45 to 54 years', '55 to 64 years', 'Age 65 or older', 'Prefer not to say']\n", - "\n", - "gender = [\"socio2. Please select your gender\"]\n", - "\n", - "ethnicity = [x for x in df.columns if x[:7] == 'socio5.']\n", - "ethn_us = ['socio5us. Do you consider yourself Hispanic or Latino']\n", - "\n", - "disability = ['disa1. Do you have a condition that is defined as a disability by your country?']\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Age" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Age for Australia
18 to 24 years2.02.380952
25 to 34 years23.027.380952
35 to 44 years32.038.095238
45 to 54 years20.023.809524
55 to 64 years4.04.761905
Age 65 or olderNaNNaN
Prefer not to say3.03.571429
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Age for Australia \n", - "18 to 24 years 2.0 2.380952\n", - "25 to 34 years 23.0 27.380952\n", - "35 to 44 years 32.0 38.095238\n", - "45 to 54 years 20.0 23.809524\n", - "55 to 64 years 4.0 4.761905\n", - "Age 65 or older NaN NaN\n", - "Prefer not to say 3.0 3.571429" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=age_order)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Gender for Australia
Male6982.142857
Female1214.285714
Prefer not to say33.571429
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Gender for Australia \n", - "Male 69 82.142857\n", - "Female 12 14.285714\n", - "Prefer not to say 3 3.571429" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Age for Germany
18 to 24 years5.01.7793591.908397-0.129038
25 to 34 years143.050.88968045.0381685.851512
35 to 44 years92.032.74021438.549618-5.809405
45 to 54 years28.09.9644138.7786261.185787
55 to 64 years11.03.9145915.725191-1.810600
Age 65 or olderNaNNaNNaNNaN
Prefer not to say2.00.711744NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Age for Germany \n", - "18 to 24 years 5.0 1.779359 1.908397 \n", - "25 to 34 years 143.0 50.889680 45.038168 \n", - "35 to 44 years 92.0 32.740214 38.549618 \n", - "45 to 54 years 28.0 9.964413 8.778626 \n", - "55 to 64 years 11.0 3.914591 5.725191 \n", - "Age 65 or older NaN NaN NaN \n", - "Prefer not to say 2.0 0.711744 NaN \n", - "\n", - " Difference with previous year \n", - "Age for Germany \n", - "18 to 24 years -0.129038 \n", - "25 to 34 years 5.851512 \n", - "35 to 44 years -5.809405 \n", - "45 to 54 years 1.185787 \n", - "55 to 64 years -1.810600 \n", - "Age 65 or older NaN \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=age_order)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Gender for Germany
Male24386.47686883.2699623.206906
Female279.60854112.927757-3.319216
Prefer not to say113.9145913.8022810.112309
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Gender for Germany \n", - "Male 243 86.476868 83.269962 \n", - "Female 27 9.608541 12.927757 \n", - "Prefer not to say 11 3.914591 3.802281 \n", - "\n", - " Difference with previous year \n", - "Gender for Germany \n", - "Male 3.206906 \n", - "Female -3.319216 \n", - "Prefer not to say 0.112309 " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Age for Netherlands
18 to 24 yearsNaNNaNNaNNaN
25 to 34 years16.032.65306142.028986-9.375924
35 to 44 years24.048.97959243.4782615.501331
45 to 54 years7.014.28571410.1449284.140787
55 to 64 years1.02.0408164.347826-2.307010
Age 65 or olderNaNNaNNaNNaN
Prefer not to say1.02.040816NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Age for Netherlands \n", - "18 to 24 years NaN NaN NaN \n", - "25 to 34 years 16.0 32.653061 42.028986 \n", - "35 to 44 years 24.0 48.979592 43.478261 \n", - "45 to 54 years 7.0 14.285714 10.144928 \n", - "55 to 64 years 1.0 2.040816 4.347826 \n", - "Age 65 or older NaN NaN NaN \n", - "Prefer not to say 1.0 2.040816 NaN \n", - "\n", - " Difference with previous year \n", - "Age for Netherlands \n", - "18 to 24 years NaN \n", - "25 to 34 years -9.375924 \n", - "35 to 44 years 5.501331 \n", - "45 to 54 years 4.140787 \n", - "55 to 64 years -2.307010 \n", - "Age 65 or older NaN \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=age_order)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Gender for Netherlands
Male4387.75510288.405797-0.650695
Female48.1632657.2463770.916888
Prefer not to say24.0816334.347826-0.266193
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Gender for Netherlands \n", - "Male 43 87.755102 88.405797 \n", - "Female 4 8.163265 7.246377 \n", - "Prefer not to say 2 4.081633 4.347826 \n", - "\n", - " Difference with previous year \n", - "Gender for Netherlands \n", - "Male -0.650695 \n", - "Female 0.916888 \n", - "Prefer not to say -0.266193 " - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Age for New Zealand
18 to 24 yearsNaNNaN
25 to 34 years9.026.470588
35 to 44 years10.029.411765
45 to 54 years8.023.529412
55 to 64 years5.014.705882
Age 65 or older2.05.882353
Prefer not to sayNaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Age for New Zealand \n", - "18 to 24 years NaN NaN\n", - "25 to 34 years 9.0 26.470588\n", - "35 to 44 years 10.0 29.411765\n", - "45 to 54 years 8.0 23.529412\n", - "55 to 64 years 5.0 14.705882\n", - "Age 65 or older 2.0 5.882353\n", - "Prefer not to say NaN NaN" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=age_order)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Gender for New Zealand
Male3191.176471
Female38.823529
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Gender for New Zealand \n", - "Male 31 91.176471\n", - "Female 3 8.823529" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Age for South Africa
18 to 24 years1.05.263158NaNNaN
25 to 34 years6.031.57894736.363636-4.784689
35 to 44 years9.047.36842136.36363611.004785
45 to 54 years2.010.52631618.181818-7.655502
55 to 64 years1.05.263158NaNNaN
Age 65 or olderNaNNaNNaNNaN
Prefer not to sayNaNNaNNaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Age for South Africa \n", - "18 to 24 years 1.0 5.263158 NaN \n", - "25 to 34 years 6.0 31.578947 36.363636 \n", - "35 to 44 years 9.0 47.368421 36.363636 \n", - "45 to 54 years 2.0 10.526316 18.181818 \n", - "55 to 64 years 1.0 5.263158 NaN \n", - "Age 65 or older NaN NaN NaN \n", - "Prefer not to say NaN NaN NaN \n", - "\n", - " Difference with previous year \n", - "Age for South Africa \n", - "18 to 24 years NaN \n", - "25 to 34 years -4.784689 \n", - "35 to 44 years 11.004785 \n", - "45 to 54 years -7.655502 \n", - "55 to 64 years NaN \n", - "Age 65 or older NaN \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=age_order)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Gender for South Africa
Male1789.47368490.909091-1.435407
Female210.5263169.0909091.435407
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Gender for South Africa \n", - "Male 17 89.473684 90.909091 \n", - "Female 2 10.526316 9.090909 \n", - "\n", - " Difference with previous year \n", - "Gender for South Africa \n", - "Male -1.435407 \n", - "Female 1.435407 " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our participants are in vast majority younger than 45 years old (76%) and reflect the previous tendency.\n", - "\n", - "About the gender, in the 2016 UK survey of RSEs we found a significant gender imbalance in the RSE Community: of the respondents who provided answers (n=263), 88% were male, 11% female and less than 1% described their gender as \"other\". In the 2017 UK survey, we find that these figures are shifted slightly to 84% male, 15% female and less than 1% who describe their gender as \"other\". In 2018, the tendency seems to follow the same trend as the proportion of male is 79%. However this lower proportion is due to the fact that this year, the category `Prefer not to say` is included. When we calculate the proportion of male and female only, it remains at 84%. The RSE community in the UK is predominantly male.\n", - "\n", - "Not surprise either about the ethnicity with a majority of participants being white." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Age" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Age for United Kingdom
18 to 24 years10.4926111.388889-0.896278
25 to 34 years7235.46798036.111111-0.643131
35 to 44 years8340.88670040.7407410.145959
45 to 54 years3416.74876817.129630-0.380861
55 to 64 years73.4482764.629630-1.181354
Age 65 or older10.492611NaNNaN
Prefer not to say52.463054NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Age for United Kingdom \n", - "18 to 24 years 1 0.492611 1.388889 \n", - "25 to 34 years 72 35.467980 36.111111 \n", - "35 to 44 years 83 40.886700 40.740741 \n", - "45 to 54 years 34 16.748768 17.129630 \n", - "55 to 64 years 7 3.448276 4.629630 \n", - "Age 65 or older 1 0.492611 NaN \n", - "Prefer not to say 5 2.463054 NaN \n", - "\n", - " Difference with previous year \n", - "Age for United Kingdom \n", - "18 to 24 years -0.896278 \n", - "25 to 34 years -0.643131 \n", - "35 to 44 years 0.145959 \n", - "45 to 54 years -0.380861 \n", - "55 to 64 years -1.181354 \n", - "Age 65 or older NaN \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=age_order)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Gender for United Kingdom
Male16279.80295684.507042-4.704087
Female2914.28571415.023474-0.737760
Prefer not to say115.418719NaNNaN
Other10.4926110.4694840.023127
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Gender for United Kingdom \n", - "Male 162 79.802956 84.507042 \n", - "Female 29 14.285714 15.023474 \n", - "Prefer not to say 11 5.418719 NaN \n", - "Other 1 0.492611 0.469484 \n", - "\n", - " Difference with previous year \n", - "Gender for United Kingdom \n", - "Male -4.704087 \n", - "Female -0.737760 \n", - "Prefer not to say NaN \n", - "Other 0.023127 " - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ethnicity" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Ethnicity for United Kingdom
White: English / Welsh / Scottish / Northern Irish / British125.052.966102
White: Any other White background57.024.152542
White: Irish10.04.237288
Do not wish to declare7.02.966102
Mixed / Multiple Ethnic groups: Any other Mixed / Multiple ethnic background,4.01.694915
Asian / Asian British: Indian2.00.847458
Other Ethnic group: Arab2.00.847458
Mixed / Multiple Ethnic groups: White and Asian1.00.423729
Asian / Asian British: Bangladeshi1.00.423729
Black / African / Caribbean / Black British: Caribbean1.00.423729
Mixed / Multiple Ethnic groups: White and Black Caribbean0.00.000000
Mixed / Multiple Ethnic groups: White and Black African0.00.000000
White: Gypsy or Irish Traveller0.00.000000
Asian / Asian British: Chinese0.00.000000
Asian / Asian British: Any other Asian background0.00.000000
Black / African / Caribbean / Black British: African0.00.000000
Black / African / Caribbean / Black British: Any other Black / African / Caribbean background0.00.000000
Other Ethnic group: Any other ethnic group0.00.000000
Asian / Asian British: Pakistani0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Ethnicity for United Kingdom \n", - "White: English / Welsh / Scottish / Northern Ir... 125.0 52.966102\n", - "White: Any other White background 57.0 24.152542\n", - "White: Irish 10.0 4.237288\n", - "Do not wish to declare 7.0 2.966102\n", - "Mixed / Multiple Ethnic groups: Any other Mixed... 4.0 1.694915\n", - "Asian / Asian British: Indian 2.0 0.847458\n", - "Other Ethnic group: Arab 2.0 0.847458\n", - "Mixed / Multiple Ethnic groups: White and Asian 1.0 0.423729\n", - "Asian / Asian British: Bangladeshi 1.0 0.423729\n", - "Black / African / Caribbean / Black British: Ca... 1.0 0.423729\n", - "Mixed / Multiple Ethnic groups: White and Black... 0.0 0.000000\n", - "Mixed / Multiple Ethnic groups: White and Black... 0.0 0.000000\n", - "White: Gypsy or Irish Traveller 0.0 0.000000\n", - "Asian / Asian British: Chinese 0.0 0.000000\n", - "Asian / Asian British: Any other Asian background 0.0 0.000000\n", - "Black / African / Caribbean / Black British: Af... 0.0 0.000000\n", - "Black / African / Caribbean / Black British: An... 0.0 0.000000\n", - "Other Ethnic group: Any other ethnic group 0.0 0.000000\n", - "Asian / Asian British: Pakistani 0.0 0.000000" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Ethnicity'\n", - "results = count_diff(df, ethnicity, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United States" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'United States'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Age" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentagePercentage in 2017Difference with previous year
Age for United States
18 to 24 years10.7518801.438849-0.686969
25 to 34 years4332.33082738.129496-5.798669
35 to 44 years3627.06766930.935252-3.867583
45 to 54 years2619.54887220.143885-0.595013
55 to 64 years1914.2857148.6330945.652621
Age 65 or older43.0075190.7194242.288094
Prefer not to say43.007519NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Age for United States \n", - "18 to 24 years 1 0.751880 1.438849 \n", - "25 to 34 years 43 32.330827 38.129496 \n", - "35 to 44 years 36 27.067669 30.935252 \n", - "45 to 54 years 26 19.548872 20.143885 \n", - "55 to 64 years 19 14.285714 8.633094 \n", - "Age 65 or older 4 3.007519 0.719424 \n", - "Prefer not to say 4 3.007519 NaN \n", - "\n", - " Difference with previous year \n", - "Age for United States \n", - "18 to 24 years -0.686969 \n", - "25 to 34 years -5.798669 \n", - "35 to 44 years -3.867583 \n", - "45 to 54 years -0.595013 \n", - "55 to 64 years 5.652621 \n", - "Age 65 or older 2.288094 \n", - "Prefer not to say NaN " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category, order_index=age_order)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
Gender for United States
Male9873.13432882.014388-8.880060
Female2921.64179113.6690657.972726
Prefer not to say42.9850754.316547-1.331472
Other32.238806NaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage Percentage in 2017 \\\n", - "Gender for United States \n", - "Male 98 73.134328 82.014388 \n", - "Female 29 21.641791 13.669065 \n", - "Prefer not to say 4 2.985075 4.316547 \n", - "Other 3 2.238806 NaN \n", - "\n", - " Difference with previous year \n", - "Gender for United States \n", - "Male -8.880060 \n", - "Female 7.972726 \n", - "Prefer not to say -1.331472 \n", - "Other NaN " - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ethnicity" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Ethnicity for United States
White114.077.551020
Asian7.04.761905
Do not wish to answer7.04.761905
Black or African American3.02.040816
Some other race3.02.040816
American Indian and Alaska Native1.00.680272
Native Hawaiian and Other Pacific Islander0.00.000000
NaN0.00.000000
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Ethnicity for United States \n", - "White 114.0 77.551020\n", - "Asian 7.0 4.761905\n", - "Do not wish to answer 7.0 4.761905\n", - "Black or African American 3.0 2.040816\n", - "Some other race 3.0 2.040816\n", - "American Indian and Alaska Native 1.0 0.680272\n", - "Native Hawaiian and Other Pacific Islander 0.0 0.000000\n", - "NaN 0.0 0.000000" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Ethnicity'\n", - "results = count_diff(df, ethnicity, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
Ethnicity USA for United States
Yes86.4
No11793.6
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" - ], - "text/plain": [ - " Count Percentage\n", - "Ethnicity USA for United States \n", - "Yes 8 6.4\n", - "No 117 93.6" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Ethnicity USA'\n", - "results = count_diff(df, ethn_us, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rest of the world" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "country = 'World'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Age" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Age for World
18 to 24 yearsNaNNaN
25 to 34 years19.047.5
35 to 44 years17.042.5
45 to 54 years3.07.5
55 to 64 years1.02.5
Age 65 or olderNaNNaN
Prefer not to sayNaNNaN
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Age for World \n", - "18 to 24 years NaN NaN\n", - "25 to 34 years 19.0 47.5\n", - "35 to 44 years 17.0 42.5\n", - "45 to 54 years 3.0 7.5\n", - "55 to 64 years 1.0 2.5\n", - "Age 65 or older NaN NaN\n", - "Prefer not to say NaN NaN" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Age'\n", - "results = count_diff(df, age, country, category, order_index=age_order)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CountPercentage
Gender for World
Male3792.5
Female37.5
\n", - "
" - ], - "text/plain": [ - " Count Percentage\n", - "Gender for World \n", - "Male 37 92.5\n", - "Female 3 7.5" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Gender'\n", - "results = count_diff(df, gender, country, category)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_cat_comparison(results, country=country, category=category)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "512px", - "width": "252px" - }, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": true, - "toc_position": {}, - "toc_section_display": "block", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/analysis/2018/m. Research Software Engineer.ipynb b/analysis/2018/m. Research Software Engineer.ipynb deleted file mode 100644 index b1764d0f..00000000 --- a/analysis/2018/m. Research Software Engineer.ipynb +++ /dev/null @@ -1,4315 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": true - }, - "source": [ - "

Table of Contents

\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction\n", - "\n", - "In this section we wanted to know if the participants are member or not of local organisations and if they are interested to participate to conference specific for RSE. \n", - "\n", - "We also asked them to tell them which skills is important as RSE and which they and to acquire for their current role." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questions in this section\n", - "\n", - "* `Are you a member of an association of Research Software Developers (e.g. AUS-RSE, CANARIE, DE-RSE, NZ_RSE, UK RSE, …)?`' yes-no\n", - "* `Would you be interested in joining such an organisation?`: yes-no\n", - "* `What is important for such organisation`: multiple choice\n", - "* `Would you like to attend a conference about software development in academia?`: yes-no\n", - "* `How did you learn the skills you need to become an Research Software Engineer / Research Software Developer?`: free text\n", - "* `What three skills would you like to acquire or improve to help your work as a Research Software Engineer/ Research Software Developer? The skills can be technical and non-technical.`: free text" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "%%capture \n", - "# Import notebook containing the imports the functions and the dataset\n", - "%run \"./0. Imports and functions.ipynb\"\n", - "\n", - "# Import notebook containing sampled dataset\n", - "%run \"./1. Overview and sampling.ipynb\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Research Software Engineer" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "rse_member = ['ukrse1. Are you a member of an association of Research Software Developers (e.g. AUS-RSE, CANARIE, DE-RSE, NZ_RSE, UK RSE, …)?']\n", - "rse_joining = ['org1can. Would you be interested in joining such an organisation?']\n", - "orga_wish = [x for x in df.columns if x[:7] == 'org2can']\n", - "rse_conf = ['ukrse12de. Would you like to attend a conference about software development in academia?']\n", - "skill_learn = ['ukrse3. How did you learn the skills you need to become an Research Software Engineer / Research Software Developer?']\n", - "skill_improve = ['skill2. What three skills would you like to acquire or improve to help your work as a Research Software Engineer/ Research Software Developer? The skills can be technical and non-technical.']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Australia" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "country = 'Australia'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### RSE member" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
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Member of an association of RSE/RSD for Australia
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" - ], - "text/plain": [ - " Count Percentage\n", - "Member of an association of RSE/RSD for Australia \n", - "Yes 12 18.181818\n", - "No 54 81.818182" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Joining a RSE/RSD association for Australia \n", - "Yes 30 73.170732\n", - "No 11 26.829268" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
What is important for such organisation for Australia
Networking2626.262626
Job opportunities2121.212121
Research collaborations1919.191919
Training1717.171717
Research software standards and interoperability definition1616.161616
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" - ], - "text/plain": [ - " Count Percentage\n", - "What is important for such organisation for Aus... \n", - "Networking 26 26.262626\n", - "Job opportunities 21 21.212121\n", - "Research collaborations 19 19.191919\n", - "Training 17 17.171717\n", - "Research software standards and interoperabilit... 16 16.161616" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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DKSeuIGOT8xw9OUlzQxTDtEhEA1daJMU1ilJOKBQKhUJxCahZNUZLw3x/5gkOLRxgrpq56OewrSxKlK0SC8Y8I6UhymaJ7fFbV2lAqVAoFArFCggQmqBmmKxpSSirCcUlQyknFAqFQqG4iEgpKZklnp99mu9OP85UeQIL67Kdvze8EU2oeNcKhUKheO0IIUjFQhxnmum5PKGAl3QyfKXFUlyjKOWEQnGdsJg22MJCSouaVSNbyzJXzZA3chTMPEWziGHVMKSBJU0EAk3o6MKFR/PUA/EF9SBhV4SIO0rQFcIlXAihIRb/XUUaddOysJC4hIYQAlNaTr9X34fFsT1bv8937PRylpRoYvn4SSkxpb2w1R0ZFa9v8kaeb09+le9PP0nZKl3Wc/t1P52BbsRVZjYhpaRmWuiaQNeUYuVqwLQsTEvi1tX30qtFSolhWQhA19Q4Kl6/VKo1hICbNrYRDvqutDiKaxilnFAornGklNSsKnO1OTLVaYaKAwwVB5gqT1AyS9SsKoY0MKSBKU2kkyVg0Rd+UeGgCc1RVOiOn7sbl+bGp/tIeRpo8KZp9rfQ6G0m7AoTckXw6/7X/cPW3tkRXpkd40e6txNweTg2P0XCGyTtX/2uQMU0yFQKtAZjyz6XUpKrVSiZtRXbq5gGRxam2BhN49VPfTVbSB4fO0auVuHtHTfgFiqOwOuZslnm8alv8L3pJ6isEOTtUtDqX0Pcc/WZ3E7nC/zZk8/ywPoe7l/fc6XFUayCl4bG+NqBI/zCfbtIBJX/+avlb59+kYjfy4/cvBWXfnXdt4rrAyklC/kKM9kCTzx/nE09Tdy0se1Ki6W4RlHKCYXiGmRxt75kFjmcO8jRhUP0FY4xUR7DlOaFteX8s6QF0jhrmeHiYP29V/OS8jbS4mujPdBBZ7Cbdn8HPt0PrGxBcLGRUnIyn+FIdoq0P0TE4+fEwjSWlNycbGdtOMWR7CSWlMxXS/TnMkQ8PqbLeV7OjFAwqtwQb8Gt6RzMjpPyBrkx2YZHs5UEZbPGkxPHeTkzyhvbNuLVXSS8AWqWyUw5z6HsBNOlAm9ZsxlNiLocXeEUezPD6EKjK5ykZNTIlPPIaCNTpRwvzgzh013c3thNb7SRF2eG7L7kMhzOTpL0BtiWbFumyLgQrrad9asBU5rsmXvhiikmBILOQDdh19VnbmuYFqNzCyyUK1daFMUqSYeD7Oxag8+tHiVfCze0pgl43Fxl+kTFdcZkZgEBJKIBCqUqUsqrTgmuuDpQvygKxTWGKU2y1Vn2ze/hpbkXmCiNUjALl+38FavCaGmY0dIwe7O7CbpCxN0J1oU3sCGyhWZfKxF3BF1cnq+fvFHhpZlh1kYaOLEwTdGo4dI0OkJxds8McVe6u17Wr7uZr5aYrRRxC52T+Qy3N3bx5PhxAi43IbeXA3PjNPrDdIQSALiFTtwToDUQpSUQZW9mBNOyKJpVMuUicW+QoMtLwOXhmcn+uhwFo8r+2XHe1XkjcW+AeVFiMD/HjpSJS9OJewOcmJ9mIJ/Bq7sBkMCx+SmKRoW1kRT6a4grcGtiF42+JgpGnqJRoGDmKRgFSmaRmqxhWqZjTWOc+t8yMaVxWeMnXE1MlMf4zuTXKb7G+00XOrqTCtRWDEosLKwVFIt+PUBXsOey3VuXAsO0GJrNUqhWCXm9NEVCuHS9rkorVKpM5vKUawYBj5umSBiv61Ta1IphMLmQJ1+p4nO7SEdCBNxuhBBkCkXKNQO/28VMvghAIugnEQysyo2rVK0xmcuTDAaYzheoGCbxgI+GULDuipIrV5grlkiHQ0zmbDmCXg+t0Qgu3S4zXyoznStQs0wiPh+N4SBu3VZ2SikpVKtMLRQoGTUcPTN+t4uehiSGZTGWXSDm92FYFtN5e66lI2GiPi8A+UqVmXyRcq2GrmmkQgHiAVs5PJnLowuNXKWCW9dJBPxMLOTwud2kIyFy5QoVw6BqmJiWRWM4xHS+gABaYhHcuk65ZjA0l6VqmPQ0JPAsUZCalsVkLo9H1zEtyVyxhEvXaAyHCHs99pyWknLNYGIhT7FWqyvTPbpOdypRH6fzYVoWs4USs4UiEkgGAyRDAQSQLZWZK5ZYE4/V2zIti6HZecI+L8mgvz5Okwt5aqZJyOchHQ7XXVQqhsHEfI6GcIj5Upn5UhmXrtESjRDwuFeUD6BqGEzmChQqVYSAkNdLQyiIx6UjpSRTKDGxkCMe8JMKLZ+D5VqNiQV7rmUKRUq1GiGvl3Q4hMd1aq5UTZMpZ54JBGGfXWax3yvdLwrFahBCsL4rTaFUJR4JYJgXtsmlUFwIV+8TjEKhOIOKWeGluef57vTjDBcHrvgi0pAG87Us87UsA8V+npj6Np3BHjZHbuCW+E5S3sZL/pBkWBY1y6TZH+FkLoMpLToDcZr9EUYK88vKenQXYbcPzYmb0eyP0BlK8PjYMQpGBVNK2kNxYh5/vY6uaUQ9PiIeH3FvAF0IDGlRrFVxaxpBt5eqaeDX3cvkKJsGca+f9lDcGSsLr+7CkCb7Z8cZLswxVy1RMmt15YQAdqW7eHqinz2ZEdL+MNElslwIveEN9IY3nPG5KU0qZpmSWaJkFp3X8vcT5TGen33mVZ33WkVKyXOZp5koj11wXZ/mp8XfRtrXRNQdI6iH8GhedKFhYWFIg5pVo2yWKBh58kaeudosc9UMC7X5+n0edkXoDPZctQsPS0qe7hvkO4ePky1VsKTFT995Kw9ssPuULZX5p+f28MLASL38Gzau5d03byXgcVOsVvm3vYf49uHjSOwYFrd0tPL+XbcQC/j55sFjPH60j3Q4xNh8jmK1SnM0zC/dfyddqfiK8vXNzPLJbz7FtrZmTkzNMFsskQgG+NDdt7G9vQWAPUOjfO7FV7h7bSfP9A+yUKoQC/j5/Xc8REj3MpZd4G+e2c2hsSl0TeBx6fzojhu5f30PHl1nrljiH36wh+NTM2ia4OXhcUJeD2/dupEP33s7uXKFP3nsaba0pBmczTKanWehXOGn7tzBGzaspWqa/PPufXz/xACaEBSrVdY2JPmF+3bREA7y2edfZiKXZ7ZQpGIY7OruYPfACAj4jTfeyyujEzx2pA9NwNh8jgfX97BvdIL5cplfefAubuloY75c5t9fPsieoTEK1Sqf/vEfJhWy3TrKNYO/e+ZF5stlqobJXLFMsVple3sLP3vPTmIBP4Vqlc++sI+9w2N4dJ1XRicQAt64aR0fvu92XLrnvNdBSskroxP87dO7WShXMCyLhlCQn9x1C9vamnhpcJS/eWY3f/jON9KZtK/rdL7Ab37l27z7lq289YYNZApF/ubp3RwYm6xbLPzQti28besG3LrOaHaBT3zjSR7csJbdA8PMFktUTZPfetP9bGpqXHGuVAyDrx84ypf3HUYIqBomsYCfX7p/F72NKSRwdHKaL+09wJ7hMd60ZT2//MCduBxhBmez/M7Xn2Bzc5oT0xlKNQOk5L/eto03b9lQP8fnX9rPNw8eQ9c0LClJh0N8/C0PEPX7VrxfFIoLIR4JsHltE1OZPC3p6FX7O6N4/aOUEwrFNYAlLUZLwzw2+Q32z7/8mnduLxWGNDiRP8p4eZSOYDcp78oPea+VsNtHZzjJY2NHiXp8rI824tVdeHQXQZeHfbNjDBfm2JMZpi0Q48TCNPPVEuuijUTcPjQhaA/GWBNMcHxhCtOyzthlTXqDTJVz7M0Mk/QFeWlmGJemsTGWJuEN8p3RI6R8oWVydIeTlM2aPS6WxSuzowzn53g5M4IudMqmQcxrKx72zY4wkMtwYG4ciWSmUiDk8uC6BBkZdKETcAUJuIJnPS6l5Hj+qFJOnMZkZZwD8/vqsVpWQkOjwZtme3wHW6I3EvckCOhBPJr3rEFlJdIOnicNalaVslmmbJXIGznGSiMMFk7aVkqexKXo3quiYlZ4fvYZ+gvHl32uC52t0e3cGNu+7HNLSorVKr/0wJ343S6+vO8Qn3lhLze0pkkGA3zr4DGOTc3wqw/dRTIY4MDYFH//gxfpTiW4a20nuwdH+dbhY3zwrtvoSsYZmsvyx489TVcyzju3bQbgyMQ0d/Z08oG7bmWhXOZPHnuGJ4/10xrbVt+RPh/5coWaafCxh+9BAn/z9G4+t3sfvQ1Jwo7lwkBmjl5HIRDyeqmaJgGPh2K1xr+8uI+ZfIHffvP9RHxefnByiH9+4WVaohFuaElzYGySZ/sH+c1H7qM9HuUrrxzmsSN9vPPGTcvkePJYPz91xy30Nqaommbd+sOt6dzb28V9vV2EfF7miiV+95tP8XTfIO/cZrdRrFb52MP38MlvPMXJmVk+fN/t/OV3n+P4VAYJZApFPvbQPfzrS6/wwuAov/KGu/in5/by4tAo29e00hAK8nP33M63Dx/nc7v3nXWc9o1M8MsP3MkNLWmOTc3wp48/w929XdzZ08FAZo4v7zvEb7zxXjY3N/LksX4+/9J+3rltEwH3yovmhXKFf/jBS9zU3sLDm3qRwD8+t4fPPL+HNYn72NTSSMTn5fmBYToSdhyg3QOjeFw6N7W3UDVNvvDSfuaKJf7nWx/E63Lx3Mlh/u3lA/Q2Jtna2gTYVjAvDIzw6M7tNIZDlGsGrbHVuUzNl8r828uHuH99N2/YsBZTSkrVKk0Ru74Abu1sY0tLmt/+6mNnbSNXrjCxkOMjD95FxOfhc7tf4T9fOcKu7g5ifh+PH+3nGweP8RO3b2dLcxpLSiqGScjroWaa571f7untWlU/FFc/mcoMT0x9i4KZX/Z52BXm3oaHSHpTK7YhpWR0MsvAaIZCqUo2V6SlIXqpRFZc5yjlhEJxlWNKk8MLB/mPsS8yUhxc9eLoSpL2NpP2Nl+Wc+maxs6GTm5NrUEIUY+1IICWgP3juivdZWfJQPBzm+5GQF0BIRC8o2MrAsFNyVYkMFnKMVnKAeDVXaR9YX6yd2e9/a3xFliS8aNr/S7nvajLoSHoCidtGYXgjnQ3tzd2OVYbcEe6q97G1ngrsl3W27sx0XrBGUUuJipexXIsaXF44SCZ6vSqymto3BDdxltafogWfxsaK0fpX1RYeIQHj+Yh6AoB9kNjb2gDssG+719PKUQLZp5nZ77LQPHkss89mpukJ3WGckLXBLd1tbMhbT8sP7Sxl+dODnNkYpqtbc083T9I1TB5YWAEXdPIV6oUKjX2j06ys6udZ/uHqBgm+8cmODY1Q6VmYFmSl0fGeftWe2HeGotwT28nHYkYpZrBpuYGRrPzVE1zVcqJoNfDHd2ddKdsJdD967r59HN7GM0usKGpAYCQ18PdvV2sa0yBOPV9M1cs8XTfIO+7/WY2NjWgCUHY18sTR/t5tn+ILS1pcpUqPreblmiEZDBAZzJOsVo7Y35sSDdwe3cHPrer/o1vZ3yA5miYA2OTHBifJFeuUqhUyRSK9bodiTjdqQRtsQjpSIi1DUlSoaDtGiDsMepuSNCRiKEJwYZ0ipZYmFy5imlZuHWdoNdD0OM557zd3NzIzq524gE/bl2nKRpmZM62VCtUamhC0BaLkggG6EolqJkmUq4uJtGh8Sn6Z+Zoi0d5/GgfYLtoHJvKMJMv0NuYYmNTA7sHR3nrDRsRAl4YHKanIUlrLMLEQp5n+odoCAX53okBcK7NbKFkzzVHOeHWdW7paGVbW7PjYrV6vC4XLdEwe4fH6UjEuHlNK2vipxZzQgjcuk7Ep+HRzz7v/G43d6/tYlNTA0IIdnS0cmh8krliCb/bzXMnh+hOJXhoY2/9t2DRRWa+XDnv/aKUE9cPJwsn+EHm+xTN4rLPU94GdiR2kWRl5QRAKOilMRkm4PdQKFYvhagKBaCUEwrFVU3NqrJnbjdfGfvSqhdGVxq3cLMhvOmyZRQQ2A+C2lmyXCx6si8NkH6+cpqwfYVDbi8+x89aF5r9WpL+8PQ2lv699P1iu0IIdMRpcix9f9o4Kd3A64qSWeR4/ghVa+UHNoFgU+QG3tn2bpp8La/53EsVbq835qoZxstjcNqyTsqzq1AFgpjfV/9eiAf8aEIwX6pQM0xmC0WCHg9zxXL9nnhwQw83tjVhWZKZfAEhBAulCrpmWyXd0dPBxqaGuul+LOAn5PXa4yaqVvfSAAAgAElEQVTsBWihUq0v6lZC1zRCvlOL8mQoQM00KdZq9TIBj4dE4MxMRVXTJFss0xAK1lMGR3xefG4XGSeuQ09DAl0IvrBnP2sbEjxxtJ87euyd8qU0RoLo2inFxyJj8zn+/KkfUKkZbGhqIOj1oGvasv55XfY3j1vX8bpc9vdPvYzAq+togEvT8Llc4ByvGiarHCYaw6H6olvXBC5No+b4qbfGIzSGg3xxz35ubGvi6b5BtrY20RQJrartRReLqmEyW7BT9abDIXobksT89py5u7eLTz3xDH3TGTwuneNTGX72np1oQlCp1cgWS6SCgXp9gEc2r2dtY7L+tx0rI1i/jhdyl4V9Xn7mntv48suH+ewLL/OlvQd5aONaHt7Ui28V1iFgX5+l53frOpa047KUDYOFcoXuVGLZ78Ni2ZXuF8X1gWEZDBZPUjKLnO17+EJ45egoU7N53C6dtnTMUSZeRGEVCgelnFAorlJMabJ/ft9VpZgACLnC3BDd9rra4b0QhBDLYk4oFHkjx2Dh5MoFgag7xv3phy+b5dCV5GShn9oqFDaLSOwd8EWK1RoSCHrduHSNsNfL1tYmHt25vR5AEuzFb820iPh8dKd0/tsdtxDyeuvHNXHKykhzlBKvFtOyKCyRsVCp4tI1vEusLoQATTvzJG5NI+Tzki2VsdUAdh+rhknEUcqsiUfZ1NzI0YlpDNNiV3cH967rOiNGwLmC4f6gf4jB2Tl+85H76G1MUTNNHjtyYlmZFbsvxGtWgOra2cdZCEFDKMhtne28PDKOpgm2tDRxT28X0dMUMOci7PUQ8/v4oW2bWdtwSpkgBHUlcU/KVlTsHRkn4HET8LhtSxbsRX7I62Fndzvv2rblDLnr7XEWxfAq0YRgTTzGh+6+lal8gW8dPM4/Pb+XhlCQXT0dq2pjaX9Ox6Nr+NwuZvKFs2ZNWOl+UVwf5I0cwxfJonZdRyO1mkl7c5zp2TzUv8UUiouLUk4oFFchlrToz5/gK2NffE2KCZdw49E8uIQLl+ZCFy48mgdd6AgEhjQwrBo1aWBJ0/nbwJA1jHOkFV2JntA6mvyvfcdYoXg9IKVkrpphtjqzYlmBxtrQetaG1l3zwcQsadGXP3pBQXlNy+LFwVEeWN+D3+Pmmb5BNAHr0w2EvV52drXz5LF+7lrbSXs8iikl+UqFhlAQr8vFzq52/vf3nuPg+BRbWtJIKclVKsQDfsJLlBWvhXylynMnh9nY1IgmBE/3DZIOh2iNRlasGw/42dXdzpPH+tjU3EjI6+HFwVGyxRI7OtoAyBbLnJjO8PCmXm7rbEcTAsuyM7boq5gzQtiKC4GgWKny8sg4I3Pz3Oq0fzEwTDvIcMUwsKSkVKtRrhm4V5FlA2yFzoGxSW7rbOP+9T3omoauCUxLousr2wFtbkkT9nr4zuHjJIN+vC4XZcN24UlHQiAEYZ+HO9d28MTRfjy6zq7ujnrGkmQowK2dbXzv+Elu71pTz3xSqNZoioTOqRC4ECqGwWh2gajPR8hjy/KtQ8eZK9ophhczbZiWZQdtNi1K1Rpel2tV4+hzu7mprZkv7zvM8wMjdcVL1TRIBgMr3i8Bz/mDjiqufqSUzNeyjJSGXnNbQghi0QCxiJ+JmQUak2HKlRo+r/ua/y1TXH6UckKhuAqZr83x2OTXmSiPX3Bdt3DT6GuiydfivJqJexJEXDF8ug9NnErbJ7F/4CpWmaJZYKE2z1x1ltnqDDPVaeaqs8xVZ8nWZjFXSHMI4BIutkZvwqutbodMobgamChPrGpnyqO52RTZglu79hcG2dock+WJC6qzGMvgjx77PlLCxEKOd920meZoGF0IHtmyntHsAp964lniAXtBKYTgF+/bxZpEjJ1d7ZyYzvAPP3iJeMCPJSWFSpWfu/d2bmhJX5R+eXSdsfkFfv/b36VcMyjVajy6c/uqdv0DHjf/ZftW/vrpF/jE15/E53axUK7wxs3r2NpqK1PKhoGuCb609yDfOHgMKSVBr4efumMHN7atbG1z85pWnjzaz//75LMkgwFqllnPWHExkFKye2iUZ/uHOD41w8R8jv/vmd00R8Pcv66H1tj5lTSLffS4dL5x8BhP9w0iJfjcLt572zZu62xfUTmQCPh5dOd2/vH5vRx3xrFUq7GtrYVHd25H12yXlK2tTfz/ew5gWBbvv+OW+qLf53LxX27eyl99/3k+8Y0nifl9VE2TkNfLRx68E6/rtT8azxVL/PF3vg/YcUoWyhW6GxLc0GrPw4ph8MU9Bxifz3FkYhq/J8tffu95ulNxHt60bsX2NSF4eGMvg5ksf/7UsySDtpuP3+3mIw/eSSLgP+/90pG89r+DrnckkrHyCHkjd1Ha83lc3LihDcuSjE7NMz2Xp60prmwnFBcdpZxQKK4yTGny/OyzHM4dvIBagpArRG9oPdvjt9LqX0PKk8KtnTug2VLChIGG+t9SSkxpkDNyzNeyzFSmGSkN0pc/zlRlgpJZPKv/fau/nc5g91Xr0qFQnI2pyuoW4T49YKf6vMYf56SUDBcHWDDmVy7sEA/6+fn7bqc9HmUku8BcsUQyGGBdYwpd0xDYcQU+fN8u+qYzzBVLeHSdxkiI5mgEIQRRv4/377qZe3u7mMoV0DVBMhigu8EOXnl3byebmhvrigSPrvO2GzZSNU387tU9DgU8bt510xb8bjt1aWssQlfqVPyczS1pfv7eXaTDZ8ZPEELQ05Dgow/eRd90hrJh0BgK0tOQxOd2UahU+czze9nUnObhjb14XS4qhsFnX9jLf+w7zI1tzQQ9Ht6/62Yift9ZF/FrEjE+9vA99M/MIoSgMxmvx3rQNY2337jRicEjePctN+BzufG7Xbxnx432uAjY1NyI3+3moY1rKRsGmhC8afN6TMvCpWukQkG2tjaxtbWJd91ku0W4dY2wz4vX7eKHt9+AJgQeZ5Ef9nn5wJ23kgjalguff/EVYn4fP3XHDvxuN1XT5Kv7j/ClPQfZ2tpMyHv+hbMQgjt6OuhOJRiYzVI1DMI+Lx2JWF0BIYSgJ5XkYw/fg2VJJ+7IqRg/bbEIH33wLk5MZchVKvUAlotzIx0O8eF7d7Em8eoyEiSCAX7u3tuZzhcwLYuQ10tXKk5DyM6CpAmNnoYETZEwN7WfsiSM+n24NY2WaIRfuG8XXalT2Xc2NjXyC/ftoiVqZ/yIBfz87L23c2I6w1yhhKYJ0uEQUZ/tInS++0Vx7WNJixP5YxetPSEE7kX3NSmxLnGmetOykNgBwyV2NifXRbBqUrz+UcoJheIqQiKZKk/w0uzzVK3KquroQqcj0M39jQ+xIbyZgCt41lSFF4IQApdwE/ckiHsSrAl0sjW2jYpZYaoyyYn8UY7njzJWGiFbncXCQhc6veENJDyriwytUFwtLNRWtwhPeJIE9LOnaL2WsLAYLg5RNFaf0tjvdtcXaanQucco4vMuW8ydjs/tZnNLms1nOdYej9Eej9X/1jWNtY1JO01edoGD45PnbDfg8dTTXIa9HravaT1ruVQoeF75ARrDQRrDZ5apGCbHpmZ4dOd21qdTCCGoGiZRv59MwR5Lj0tn63ksKDQhaItHaYuffVHd23jq+3dj06lUzpuXWJa0xey6SxfGPQ2n3vc2JuldEjjydBazlizidbnY1m7LLKXk0Pg096/vrisMDNMiGQpwfGqGkzOzjM0vnLPtiM/HLR2tuHX9vP0E2xpjxzncWYQQxAN+dnSe/XjQ6+GWjjOvsWlZHBqfOq+MTZEwW1rSbGo+d6psj8t2NTkft5wmeyoUIBUKLOtDyOth23nmw0r3i+LapWyVGC4OXJS2pJRUqgY+r9tWUrp0vB7XBanZpZRMlQpkKyVS/qDtElkpkfQFyNUqWFLSFAgzVljAo7nI1yrMlAtsSTZRrFXJ1aqsj6UYzGUBiHv9TBRzpPxBEt4zAxArrl6ua+WEYVqUKzX8Xjf6Kn0lLxWVmoFL116Tr+PSNhaj8L6Wm9UwLaSUuJyxkfLsQb5WwrQsaoaJz7O6CNUA5aqBYdp1XKu8NlLKVckopaRaM3G79TOCXVmWpGaYeNz66/KLzrRMDi0cYLQ0vKryutDZkdjFG5veStrbdMn6pAkNj/Di0byE3RG6g2u5q+F+Jkpj9BeOs39+L7lajq3Rm3Bp1/XXjuIaJGece6GylLg7gVtb/ffg1UrRKDBQ7L+geBNXEglkCkVeGho7Z5lk0L8qt4rXgtels7YhxdcOHKVQqeHRNY5Pz/LCwDDvv+OWS3ruy8nGpgYeP9qHW9cJeNwMzGZ5pm+AN2/ZQLZUPu91aIqE2NbevCzA4+XElJKTmTkOjJ1bkbW5uZFNzY1cGQkVCpuR4jDztexFa++p3cdpiIcolWu43Tq33tDBhQbEfHlmjKDLw7HsDB5Nx+dyEfX4GC/k6JvP0BaKUjJqbEw0kq2WmCrZAV8LRpWRXJaY18eh2UnWxxvYMz3KSH6ekNvDmzs3njMlr+Lq47peJWTmC/zH9w7wljs305K6smZuJ0czNKciREOvPgvAYhuRoI/MfAFNCBLRV79LN7tQpFCqsKYpjmFaTGQW6GhKrFzxNOYWijx/cIg337Fp1XUe32372u7c0kkqtro+5EtVFgolWhti5y1nmhYnRmboaUueoTAplqsMTc7R295wynztdUTRLLB/fu+qHvo1NLZGt/OW5neQ9DRcVmWLEIKAHqA7tJY1gQ52JG5ntpqh1d9+2WRQKC4XFbO8qnJBV/Cad2mSUpIzFhgpDl5pUVaNwHZlWJr54XQ0IZjM5dnW3kxklVklLhS/x837d93MNw4eY8/QKJaUJIJ+PnzfLnacZRf/auU9t27j6weP8sroBIZlEfP7eHTndnZ1r8HjcrH9PDv9mibs9KZXCLem8fCmXh5Y33POMi5dU+bniiuKlJLBYv8FWa+thN/rIRLy43bpmNaZGWJWQ9U0iXo0ymYNn+6iMxynYpn0L8xiSEm2UibgcuPVXSS8ARaqtoWwaUlmykWylTIIgVe3g+C6NZ2WYORVZ9VRvD65rpQTmfkCLx0ZtvN/d6TpaU2RitmmRSNTWQqlKk3JMMeHZ/C6dYYm52hrjLGpq6m+UDUtixcODpFZKLC2NcV8oczUXB6/182Na1s4PDBJoVxl69oWWhtsc0NLSvpGZvC6XbhcGseHZyhXapSrBj2tSRriIY6PzJCKBTkxMoMmBA3xIAf7J4gEfQyMz9KUjNCUDPPK8TH8Pg8bOhrpG5lhdqHIpq40oYC33sZMtsB/Pn0Ql66xfX0blpT0tjdw6OQEPa0pYmFbAZJZKDA6Nc+6NQ3sPjSMpglmF4r4vW62r2/jyMAk4aCXplqEFw4O8sKhIR7csY5N3U14Hf9cKeH5g4NMzC6wrr2BXLFSH4+tPc3s7xtnoVAmXzoVf0BKyOaLPH9gEATcsbWbcMCOpG6aFv1jGZ47OMA9N63FtCy+t7ePQrlKYzxE0OdhdHqellSUgN9dV5YUy1W+88JRhiezvHHnBoSAocksPo+L3vYGDg9MkitWuGVDO6VKjcGJOTqbExwamKRveAZdF9y2uYOhySzZXJE1TXH2HhtlcjZn92VtM68cH2NyNkdPW4qdWzqdvkjypSovHh6iZljc0NPMwPhsfX5UaiatDVFm5vNoQjA4MYfbpdOejlEsVetzrCUVZe+xUTQBOzav4WDfRP3adjYn69YgU+WJVVtNNPlaeEvLO0l5z21aejlwaW6iWoyo+/xKI4XiakQiVxUMFsCjeRFc+4uW8fIY2drclRZj1QghcOv6irvxnck4H33wrksmhyYEaxIxPnDXrZfsHFcaIQTpSIj33X7zOcu8nndAhRB4XS6819XTs+Jqw3bpGKQmaxetzV03deF26ViWxHyVASeEEJRNg1vTa3AJjajHiwQ2J9L22scfZLyQo2wYNAXDVC2TqmXi1V30RJM0BUJUTYOiUWN7YyujhXnS/rBSTlxjXPtPSUvIFStMzubZ2NnEy8dGqRmnHihnF4qMzSxQLFfpH80wNJm1fRIjgWU5oUemsszMF9ja08JzBwY5NjxNYzxEpVrj6X399I9l0IRgz9GReh0pJZOzOWbmC8wtlDgyMMnEbI7NXWkOnZwg4PNQLFcplqt4XDr7ToxydHCKzHyBPUdH0DWNA33jDIzNMjGbY1NXmljIz8D4LKGAl0jQRzTkr7cR9HtoTITpbW+gPR1jcHyW4ck5pufyyzSdhVKV4cksNcPk6NAU/aOZel8mMgsEfG7bAkMTNMRDtKdj9LSllj3ASSmJBL34PG5eOTFO38hMvY1n9w9QLFfpaIqflldbogmNZCzIfL5M/2imfkTTBK0NUVpSUTZ0NDI1m6uP6VN7TtA/luHEyAzf39ePaZ76cvS6XaQTYbpbk7Q1RhmazCKlZFNXE0Gfh1jYj2laHBmcJBEJMJcrUqkZjM8s4HJpREM+9veNEwv5mJrLUakaDIzP1vty6OQkQ5NZO53baW4mg+Oz5IoVtq9vI1+qLJsffaMz5IoVxmYWGJ1eoG9khg0djTQnI/U5Fgv5OTo0xXQ2T6FcZf+J8WXXdul37sliHxVr5V1ageC25B00+ZSvqUJxKbGktWr3BU1o13goTJu+ixiETaFQKBQXxnwty1hpZOWCq2RpMExNE6/asnhdLMmOxjbWhKK0hiKEPF7CHi9bk01sSaRpCoTZlmqmIxwj6vGxJZEm7Q/RHU2wI91G1OOj2R2hJ5JA1GBbqoWWoK2cMEyTSu3CUtxLKSnXDEzTolytUTXMulv8+eqUKjVmc8VXNQYXwsxCAcO8+O6RlZpBNl/CslbOMnY6NeP841woV1Ycw5W47nS/bpdGLOSjZlqY1qmXJgQ1w2ShWMG0LHZu6eDFI8O8cnyMVDRIwGdHj67VTFy6Rizsp2oYJINBGuMhiuUqM9k58sUK/hY33a2nzEMF9o5ItWZSdS5oMhognQxTMy1050Y3LUkqZgcr3HN0hDtv7GZobx/xcIANnWl8HhfxcICGWAgpJXff1MPzBwc5PDjFzs0d9TZcuk7I7yHgcxMOeFnTFOfY8DQNsVDdQgHsYGCGaZIvVqnWTOLhQL0vNcOsW0cgIeT34vW4Cfg8yxbLM9k8+46P4vN6KJQqJKKnxmNseoGGeJBIyLcsDoSUcHRoksGJOQrlKpXaKc2uEIKAz0PA5yEa9DE9l6+P6a2b1nB0cJrWhij7+8YJ+Zf0RdcI+b0Uy1Un7zI0xMIkIgGODU1xeGASJLhdOm6XjkvXMC0Lj0snHvbj9bgYHJ+1A/w4eeWDPk+9L0IIDMtiXUsD69qXB/uqGiY+j4toyMfsQrE+PxYjpFeqNQrFCuGAj5DfS1My4ris2HNs3wnbv7ZYqrImHae7NUlnc4LnDw5yZHCKnVs6cenCDtpWGqZmrawJj3uSbIneiHZ96R8VisvOalKILufaVk/UZI2Thb4rLYZCoVBcl0gpyVRmmKqcOy7KlUAIwbpYwzmPrfR+keeODPLQ9nU88fIJ1rWlKFcMelqSTM7l8bp1Al4PiXCAKcdieXg6S1dTgkK5yly+RFc6Qf9EhrDfS3MiwsGhCTa1pzk4NEm5atDVlCAW9IGTVysVdYJ35kscGpqkvcHOCnR0ZJo7N3fxysC4HYg4FeXQ0CQdjXEEguGZLOtaG5iez1OqGnQ3JTgyPEUyEqCnOYlL17Esi5OTc4zP5WhNRpiZLyAEtCajDEzO0TeR4W23bSIS8GFaFsfHZlgolOlIxxmayhLwuklFghwcmqS3JWW74M/lWNuSZCyzQM206ErHOTGeIeT3kggF6B/P4HbpDEzN0RwPc0NnEzEnpED/RIaJuRwtCdtVZjSzQGsqWldkdKbjHByaJBkJkAgFODoyTXdzgmrNZDKbpzUZ4ZlDA2zpbKK3JXVqHXmBXHcrl8nZPI/tPsb6NQ2MTtt5eg/0jRPweZhdKHL4pO3KcHx4mmyuRDjoXbZTvqYpgaYJvvX8EW7sbSWdCOPzuImGfGxd20JXS5K5XGnZ46oQgpaGKMeHpxmZmqcpGSERDqBrGqlokOHJLJOzOQ72T1AzTNrTMeKRAGvScW7e0E6lalCtGfi9bpJRO1KzYVocHpikUjUI+70MTczV2yiUKzTEQxwesHf7u1uTzM4XaU/HlikJUrEglpS8cGiIaMhHMhqo98WScHxkhqGJLAPjs8QjASrVGi8dGaa6xOLE53WjaRogaUyElrWxobORXLHCwf6JZbE0hLCVHeWKQTToW6ZkWKQxHkLXNXraUvUxjYb8xMJ+OpoTrO9oxOtZPukb4kHGpuc5MjhFJOAj6LcVSgGfB8uSeD0uIkEfx4am7Ot+YhyP21HkeN2EAz4OD0wxNVvg+PA00ZCv3pdK1UAA45kFdh8eWnbejqY4hVKVbz13BK/bVZ8fN29opz0dY9+JMfKlKtGQj4a4nV7OsmR9jkWDPrb1tpKMBlkolDEteeraBnwsXrKKVWahNr+qxVBnoIuYO/66DOqpUCiuXcZLo2SrV49Lh0KhUFxLmNJkoNiPcRFdOl5PCOFYL1RrjMwsEPC6OTQ4icetM5cvUa0ZPHdkkP6JWV46McJsrsQrJ8c5PjZDMhzA49aZnMujaQKXrlEzLKqGiUvTSEYCxII+9g9McHh4kophbyiblqRvPEMk4KMhEsTtsp/1a46lxYnxDMPTWTILtjXFTK5AsVJlKpvn8PAUozPzHB+dritMFjcpTGm7yMzlijx7aIBStUauVOW7+/sJ+Tx4XS4WjRBMy+LE2AypaJCRmXmGp7McGZlmZGaeuXyRQrnKnr5RphcKHBiYwJKSwSlbwTExl6MpHmZwapZYyE8yEiDoc+PzuDgyMlUf28GpLNGAnwMDExwfm8HvcZEvVShVa1RNk9HMPEGvh7l8ib39Y8zlSzx3ZIj+iVlakhGSkSC6JmhJRFadzOBsXHeWEz1tKR7ZuaGucOhdsgu+1NoBYOeWTkzTYngqW7d4CPg8PHBzL67TTJqanYCaN61fjENQ4diQc8GFIBUN8t5Hzoy2/fDODQCs7zgVFyARCXDzBjtw4K2b1nDrpjX1Y4vyul06b7h1/bK2PtR2KkVYPBxgc1cThVKF3YeGSMWCNMbDDIzPLuvLW+/YfO6+rFsegOtH3rD9rOPxrnu3nrONmze0n3U8mpIR3vvILUgpmZkv1I/pmkY6EeaR2zfW21oaSHPrWttNYVNnmuEpW6mzKEdTIsyjbz7TV7etMcZ7Hl7u33rT+jPTh3W12Nf/gVt6z+jLniMjzOdLBH0e5vPlM67tO+/dWi/f0RxfVn/HxjWcjq5r7NzSWY9dAbCm6VS99sYz4zMUzQIlczVmZIK0rxm/Hli5qEKhUFwk7CBsJymYuSstikKhUFyXGNK4pl3rwn4fT+zrw+3S8XvcJMJBhmfmGZ9dYDpboCudoG88wy29bSAlmYUinelGpubzxEN+PLpO0O/h5b4xPC6d4ekssaCPSMDH+NwCnY1xaqbJQrHMHRs7kVLaFvCaYGRmnpDfQzZfZnAqS8jvZf/ABC5dQ9M0TEtybHSGjsY4BwYmcOm2RXvQp9MQDTObL/HKwAQtySi65qZYrrL72DCWlFQNk3gwQLFqW2uPZhb4P+y9V5BdV3rv91s7nhw654BGziBBkMM8Q2pmOBpplCVfyS7Xtfxi+90vLj/6zW+2y6Uq+5au7vWVdHU10mg0gcNh5pBgQM7oBrrRuU93nxx2XH44jSZAhHMAdAKwfyhUHXSvnQ/2Wuu/vu//2a4L4utqhCFdJx2L4Pl1caavLUU6FubipMv4fBZFCPyVUq+nr8+iKgLPkyQiIZKREKqiMLWYoyURIREJkYqFmVnKr6ZhWI7L+PwyEjA0jVQsgq4pTGZyeFLS2tuOpvrUHAdTU8kWK4x0t7JcrDCZyRIPG0RDBpOLOaKhjoeuQPlUiRM9bQnS8fADlcMUSn3y6a88OFVRViIF7k/I0Olq/boCyDdX+TcKQ9fYO9xFJGSgPOS13Mp63I94xFwN/RE0d68e9jwelr3buuhuT4CESEi/LSJho56t4zu4fuN8Ol1oJPTkE18VICAgYGth+xY3Ktexfbtx44CAgICANWfZXmKhNrfZp7FuHN3RR65cJWzoaKpKSFdJRIbxpcT1fFLREH/40kEipo4vJaWaRSxkMtyZJmzWI6oPDXejKAphQ+O7z+wkYhp177p0DEPXiIdN+lqTjC8ss1ysoiqC3tYEva1JoiGD1niUntYE0ZBBX1sSVSiYhkZ3uh5NLwR8/9ldxMImluPiS0nE1IlFDAQwNruE5bgYmsrrB0fQVRVVEURMA19Kdvd1ULMdHM9nbGZxReAwOLK9l3jYJB42SUVDaKqKoam8cWQ70ZVrsxyXkK6zs7cNRSir90FVBPsHu8hXaoQMDU1R0NR6ev+XV+v+JL6UbO9poysdX7Uc0FSFkK4jpcTUNa7MZDB1jYPD3RQrFtGwief5WI5LxDR4ae8wru8HkRPNYugaxgPmvyhCEIvcmXZwP24ax2yFUpS6ptLREl/994NeyzdZ6/shhCBk6HeU9FyP83gUQoZGd+vmlpv1pNdUVQBFqBjKxt2bJxEpJRWvTNZZJu/kKDh5LK+GI+sCkSIUNKFhKAZRLUZcS5LSU6SNVjTlqXqtPpVI6VPzLcpuibyTw/atzT6lTUVKSdWvMlG+FvhNNIGUEsu3yNnL5N0cZbdExatgeTVc6eJJDwWBItT6e0Y1CSthwlqEhJYkZaSJqE9+WdqA27n5/2zJylBw8qvfG0faeL6Hj48iFBQUDMXAUEwiWoSoGiOpp0jqaUz16RoblN0yOWeZrL1M0Slg+V/340KI2/rxmBYnrbeSNlrQlQcbk24FPOlRcPKcyX1FyS1t9umsC0IIoqH66vytfHNu13rLv7/ZFqA9Gbv+xjYAACAASURBVFv9HDG//n3IiFGs1GiJRdjW3YrvSzpTcRCCkK7dNuFORuslpeO3pKbf+jkRCd1x/IhpIGVdaPB9iVAEYV2/66J5MhrC9yXpWBgpJYqiEDK01cokt17D3a4xfpc5UtjUCZtff7elhG1drasFIvqqFi3xyB1eEa2JeiT2Qq6Epihs62ohYhq33bubPKzPxK0Eo+iAgMcG0aSXnnwIk76nF4nElz5lt8SitcC18hgT5WvM1Wao+VUsz8L2rVVxyMdHIFCEgipUNKFjKiamapLU0/SG+xiJ7aQvPEBST2EqocD7YwsjZb0UqCtd3JVBqysdHN/F9msU3AJFJ0/eyVNw8xScPEWnQNWv4vg2jm83XTbz8+XfcLV4CbHGk8oOs5M/6f8LolqsceOHREqJI21qXg3Ltyi5RRZq88zWppirzbBsL1FyS035TbjS5ePMe5zLn1638wU4lHqG73f9zroeoxGe9Ki4ZUpeiYXaLJOVCaaqk2TtJapeFdu36t8j6eJJF1/6SCTi5p/V94xWf9eoBqYSIqEn6Qn3MRgZpifcT1JPbqpgUfOqvDP/C84XzjRsOxQZ5k8H/psNOKs7qbgV/r8b/44le7Fh21faXudYy4tomzRR9aRLyS2RsRa4Xh7lWmmUJTtDxa3UvzfSxvFdfOmt9Ppff28UoaIKFV3R0IWBoZqYiokq1n7Y/3Lb67zQ+jKqWM8FucbjHyklNb/KkrXEeGWMq8VLzNVmVoU/a6Uf97/RjytCRRc6hmIQUkPEtDg94X52xnbTHxla6cfNTe/HpZT4+NieRc2vUfOq5Jwcc7VpZmszzNdmKToF8k6Oml9tuL+8k+Wvx/9qXRezImqEH3T/iJHYznU7xloTj4TYvSIs1Fnb/zNCiLtO6u+Gooi7Cg9rdy51MeGmoHA3D8Bb6UjF6Eit3zjjJoE4ERDwmKAKFZXGnb8nPSyvcbnRgHpnP1eb4WLhHOcLZ7leHqXmVRuWhpTIVbHCxqbilcGBudosV4oX+SDzLm1GO7vieziQPMKO+G5Caui++wzYWCpumQuFcxTcHCW3RMkpUnILFN0ipZW/Va9SH/LLm3Lfowl/eSdH3smt1SWs4vh2U1FVD4KUkqpXYcleYtleZMleZNFaYKE2R8aaJ+ss4/ru6qTogfaNJOssk3WW1/Scv0lv+E5voY2i6la4UR1nvHyN6+VRrpevUXILq+JDI1bvq/TxpIvNSnTOzcy+KlwsnEMRCnEtzrbYTnbH97I3cYAWo23DRQpP+mSsea6XRxu2NTcxss/HY6o6wVxttmHb/cmDmyL0+9Jn3prjbO4kFwpnGC9fw/btpkoW3/ze+NLHlQ7WzU3W0RtxX+JgfQl2HefuqlBR7jH+qYsSNS4XL3A2d5JzhdMUnQI+Eu7z/G7tx51b+nGYZax0lU8W3yett3IgeZiDqSOMxHZiKOs3UbwbnvTIOzmW7SWWrUWW7AwL1jwZa56F2jxlr4xceac86HfVlS7T1cl1OvM6MS1OpSmvtICArwnEiYCAxwRTMdGb6Bhd6ZJ3cnjSW+eVjMcX13dZsOb4KnucU7mvmK/NrZmzdX3A4zJvzTJvzXIq9xWD0W283PYaO+N7CCnhTV+BCajn5f7j9H8ia2eRTQz6nwaklMxbsxxf+g3ztRmWnWUqbpmKV6biVfDXWAB5kvClT82rsmDNc75whsuFCyxYcxScfFOTyofh5uQq5+Q4kf2cc/lTdJrdHEo9w7GWF2k124M+4DHCkx5LVobjy59wMvslC9YcrmzsM/U0YCg6mnL7d/lmNNf10hgfLr7L5eIFSu7amPHe/L+1aC/wfuZXnMh9zv7EIV5qe52ByCCq0NatH3d8h/OFM1wqnFt5hxSoeGXKbhnLDxaeAp58AnEiIOAxIayGm159X7DmqHoVYlq8ceOnjIpb5mTuS95deJv52sy6D/4Kbp5z+VNcL4/ybPoYr7R9h95wfyBQbDI+PrZvBcLEN7hRHuft+Z82vcL/tCOlpOQWuVy8wLnCaS4WzlFyi2seydIMtm8zWZ1gpjbN+cJZ3uz8PgeTzzyW+fNPG67vciZ/knfmf86NyvVAlPgGmjDuSEkpeyU+WfyA9xZ+Rd7Jrtv7SiLJOzk+XfqI0dIV3ux8i+daXiCkhtfleLZv8/nyp5zKfrFuwmZAwFYmECcCAh4TDMUkqacQiIad8ETlOjl7magaCybBK/jSZ7Y2zdtz/8rZ/MkNDTWU1CcwH2beZbx8je92/ZD9iUMYihE8n4Athb+yYhjQmLJb4qvscU5kP2eiMt5kqef1x5Mu18uj/N2Nv2G+Y5ZX2t4grgdC9Vbkprj18eJ7vJ95Z13Svp4EdEVHWxEnpJRkrAV+MfcTTmQ/p7ZB0QQ+PvPWLP80/fdkrAXe7HyLuBZfhz5crvpiBAQ8jQTiREDAY4IQgs5QN5rQceT9S/Xl7CxXSpfoCfcj1jMR9DFBSsmV4iV+OvuPXCtd3bROXyKZqFzn7yf/hmznEi+3fTvwoggIeExZsOb49fwvmLe2Ztm+gpvnl3P/iis9vtv528G7ZgtS86q8Pf8zPsj8KijBex90RV+NnFi0M/xk5h84mftiU4TUslfi/cyvAMn3un64rkbEAQFPI4E4ERDwGDEQHsRUDRz3/oMYieT40m84mDxCq9H+1K7O36zEcDZ/ip/M/AOztenNPiWgboz489l/puZV+XbHd4mo0af2GQUEPK70hPoYjA6TsRa27Cqn5dd4b+FtYlqMV9q+3ZRvUcD6c9Nw9lfzP+PDzDsPLEyoQluNJlBQVvuPr6sPOTi+s6bfS01odWNuoaEJjZAaImWk6Q73rHkFom+iCwNNqOTsLD+d+UdO5r7c1Agv27f4aPE9ImqENzrfClKnAgLWkECcCAh4jOgO95LWW5uqYT1TneSjzLu81f17T/WK2YXCWX48/bcsWPOPtB9dGGhKfSDo4+P6bsMIlvtR9sq8s/ALdMXg9fY3MZ/iZxQQ8DhiKCbPpI5xYcVn4lG5WZpYFSqCegUMRz56JZabk+D+8BA74rse+TwDHh2Jz8ncl7yfeQfLt5reLq4l6A330xfupyfcT4vRSlSLoSs6Ukos36LoFshY80xXJpmqTjJXm3lgI8WQEiauxYloUSJqlJgWJ220rPxtpcVoIa4lV0WK9Y7QNBQDT3p8uvQxJ7Jf4D2gJ4e6Ui5UFSqSunG449uP5FNR9Sp8tPgeA9Fhdsf3bVoZ34CAJ41AnAgIeIyIqDF2J/YxWZ1o2NaRDh8tvk+r2c4LrS+vay3rrYgvfUZLl/nx9N89kDAhUDAVk5SRpi88sCIItRDRovVVKqGslGlzqbhlsvYSM7UpJis3yDu5FZPF5gY8Na/KO/M/J6xGeLH1VTQleCVvFC1GK3/U9+c4/qNVafHx+PnsT8g52YZt9yYOcCB5ZDV3eq2IarE1M2fbFh3hzwf+7UNtm3dyfJB5h6JbuG87VajsTxxif/LwQx2nWbpCPeu6fyEE2+O72B7dyan8V01tU58kGZiqSZvZQbvZQbvRQUJPEdGiqxMoIUS9VLFXn2zOW3NMViaYq81Q9SoPLFhk7WXey7zNQGQwEEI3GSklNyoTvDP/86Z9SqJqjIOpZziafp7B6HBTflK+9Fi2lxgrXeXTpQ+5Vh5tKkJDoLA7sY83O98iqaeIqjFCamhTJ98CwYXCOT5afLfhooAmdCJqhO5wL33hQdrNduJaAkM1UNGQSFzprpRKXmSmMsl45TpFN//AESxL9iK/nv8lPaE+Ukb6US5xFUMxebX9jXqJ1ofgUvEcp3MnGpqqxrQ4r7Z9h7TR+lDHaQZd0ekN96/b/gOeTIKRcEDAY4ShGOyO7+PTpY+aWqmreGV+MfcvABxreRFTCT0V6QNSSuZrc/x05sfM1Waa3EqQ0lPsiO3mYOoIQ9ERImoEQzHQhHbXsFVf+njSxfZtSm6J0dIlTudOMFq6Uq+Z3gRFt8A78z+n0+xiR3x3sPqyQUTVGMdaXnzk/bjS4cPMu02JE73hfr61TkLhWq1ctpudtJkdD7XtXG2G48sfNxQnFBT6o0O81PbaQx2nWTbCbyeiRnim5RgXi+fuuQKuoJAy0rQZHfRFBhiOjtAT7iOmxdGFvppPLxB3vJ+llPj4OL6N5VvM1WY4lf2K84XTZKyFB1r5vVq8xOXiRQ4kDz8V/cBWpeZX+XjxPeZrzXmVdJpdvNn5Fs+kjz1QCqAiVNrMDtJGKyOxHXyYeZePF99raAYt8Zmu3kBBoW2LpIXeqFxnpjpFwc3fs40u6hPhfcmD7Escos1sx1BMdEW/LfUF6qmvyPr72/Zt8k6O84WznMh+zmRl/IGqpVwrX+F84Qwvtr66JvdKExq743vhIT1sa36Vs/nT0OAaTCXEodSz9EcGH+5ATRL4ngU8KIE4ERDwGCGEYCi6jR2xXZzKfdXUwHTZXuKfpv8zC7V5Xut4k1aj7a6D4CeJql/lV/P/ypXSxabaG4rJgeRhXmp7je2xXRhN5mUrQkERBrpiENVidJidHEk9x7nCad5f+BXj5WtN5fwuWHP8av5ntIc6aVnHVYyArxFCrMmgScgHE5MEypYVoG6+Ex72vtS3a25bgdiy9+FBUITKztgehqLbuFz8+n2jCpWwGmEoso3diX0MRbfRFeol+oD+MkIIVFRUNUxIDZPUU2yP7eJo+QXeX3ib0/kTTa/2ltwiJ3NfsCO+i7AaeeBrDXh0pJRMlK9zMvslPo2jX9rNTv6w779iX/IQqlAf6pjqikjxg+4fEVGjvD3/04YCRcZa4JPF9+kN922JSJvyfcR+gaDVbOfVtu9wJH2UNrOj4TtMIEDU0zVv9t/doV6OpJ7l48UP+CjzLmWvcfosQNWr8sXypxxMHiGuJx7ouu56bo/YNz3ItkI8Ge/hgCeLQJx4zMiVquiaSjR05+RJSkmuVEXTVOLhe6/MuZ5Xn1Qpzb/ApJS4no+uNe4clwoVYmEDU3/wr5fn+2SLVWJhg5BRNxiq1GwczyMeCaE8wRPqZomoUZ5vfYlr5dGmy45VvDIfZN5hvHKNb7f/Fjvje4npsSdS0fakx4nl45zOnWiqfVJP81r7G7zU9hoJLfFIxl5CCCJalGfTz9MT6uNns//MmXzj8EqAq6VLfLb0Md/r+uFDD0IDAgI2noSe5FDyWcbL1wFJZ6ibXfG9HEweoTPUTUSNrmnKlipUtkW309bfTkJP8fHi+015CkgkV4oXWbaX6AmFn2iBeqviSIeTuS+bmvhG1Shvdr7F3sTBNekTQmqYl9tfJ+ss8WHmPWQD4fxC8RwTlXF2xnc/8rHXCwWF7fFd/KDrR4zEdqIp2sOLq0LQarTzva4f0mK08K+z/9T0GGu6OslE5Tr7EgeD/1cBAY9IIE48RkgpyZdrREMGYVPH8+odi6LUX8W263NidJqWeISD27pRhMD3JQjwfYkQAikl58ZnGehIk45H6r9HclNrVRSBL2V9VUv52v25WLW4OpXh0EgvihB4vo8QrOTfS6SUqIoAIciWKhi6iq6qeH79HFVFQSLxfYkiBEIRq+evqQqeX9+H5bh8dnGCvYOd9Hek0BSFsuVg2Q6xsInr+0gJiqif39PYCQgh2B3fzzPpY7y/8Kumw3od6TBausx09QZ7Egd4sfVVtsd2Ya6EmD8J97KezjHL+5l3mhr8JfQkv9PzBzzf8uKautirQqUvMsAf9f8bhBB8lT3ecBvLt/hiuV5hpTfc/0Q8j4CApwFFKBxJH2XJztAd6mN3Yi+tZvu6ir9CCJJ6ire6fhfbt/lk8f2morSW7EWmK5P0hPrW7dwC7k3WXuZi4VxTbfcmDnA0/cKaCltRNcYrbd/hSvFSw+pVeTvH6dxXbItu35J+SAoKexL7+eP+v6DT7FqTPlMIQVgN83Lb69S8Gj+Z+YemFheKboErxYvsiO3GVJ8uf6+AgLVm671tAu5JqWrx7qmrPLdzAMf1ePvEFTRFoac1QTxicmVqkaVCma50HMf1GO5q4asrUxi6xly2yI7eNmJhg59+dpE9Ax28dmiEd05cJREJkY6FsRyXPQMdTC3mSURC7OxrB8B2PT69MMEXlydxPUlrIsJH567T05rgwHA3o9OLjM8vs2egk762JB+cucb3ju5iciHH8UsTGJrGzr52LMdleqlAOhZmuCvNiavTqKrCC7sH+PzyJI7nsauvnVypyrsnR4lHQ7y8b4iTo9NEQ/VIindOXkX6kpZ4mFcPjhA2n87yTaZi8krbt7lRHuda+eoD5R1XvSons18wVrrCSHQHz7e+zGBkmISefOzD+xzp8NnSx0xXpxq2jahRvtv52xxbY2HiVtJ6C291/S6LVoaJyrWG7edrc3yVPU672RkMcAICHiOSepof9vwhpmJu6Hs0qsX4Tsd3maxOMF4ea2qba+VRnm15HpUgQmujGStdbujJAhBWIxxreYnwGhnd3kQIQVeoh4OpI2Tm5+878fbxuFYeJecsP7QPzXqyLbad3+v94zUTJm5FoPB860tcL49xKvdlU2Osa+VRql4l6LsDAh6Rx3sm8pQRj4QYaE/Xy4t5HiFd4wfP72F0Zolrs8s8t6ufbd2t1GyHcs3GcX3y5RqKIjB1ldZEhP72FHsGOnjlwDbakzFypSqvHdzGC3sHMQ2Nifksy8UKbcno6nFNXWNXXzsHt3Xz/J4BXN8nZGi8+cwOOlIxQoZGPGIyNrtEayJCazyC5/tYjkt7MsarB7fx1dUpTo1NI4CxmUU+u3iDpUIF2/EYnVlCVQQRQycVCxM2dV45MExrPMJSocJwVwu+BNfz8Tyf1w+NsFyqkitVN+9hbDJCCLpDvfyw5/cfatAgkeSdHCdyX/D/XP+/+OuJv+LDzLssWhnkSiTM44aUkrnaDCdzXzQMVwV4Jn2Ml9pea9pf4mEQQtAT7uPNzu8TUaMN2/v4nMx9QdZZXrdzCggIWHsUoRBWwxsu8Aoh6Ar3cCz9rdUouEZMVyfxZeN3ZMDa4kmP6+Vr1LzGY5eByBD9kcF1+T5pisbB5BGiWmPHxdnq1Oq4YCuR0tO81fUjesMD6xJlKIQgoSd5pf3bJPRkU9vMVqebTgMJCAi4N4E48ZggpaRmu2TLVZaLVaqWQzRkoCkKigBDU8nkSpSqFqahky1VmVjIYrseO/vaSMfDnBqboWa7SGAhV8JyXHRNxdQ1FCHY3tPGXLaEEIJU7Ha1XtdUSlWbpUIZKSFs6KiKwkKuxOWpDIam4fuScs0mX66yXKjg+T7RkIGqKGiKQioapi0Z5eX9wwx0pEhGQ+zqb2ffUCcHhruRwLnrc2iqgqFrCAGO65JdESJKVYuq7TCzVEARoin/iycZIQQ7Yrv5vd4/odVoe+j92L7FxcI5/nH6b/k/R/93/nby33O5eIGcncWT3pYblNwLV7p8vvwblu3GE/vuUC+vtn+HkLK2q1J3QxEKB5NHGIntaKr9sr3E+fzpx+a+BwQEbC4CwYHk4aaF6oKTb6raU8DaUnZLLDZRYUVBoT8y2PSk+GHoCvXSbrY3bFfza8zWpvEfsHTteqILnedbXmJnfM+6ioECwY7YLgYjw021t327YapMQMDjhkRSdi1mKjmWrBK+9PGlxPXXb34QpHU8RpRrFiFdw3U9FEWwo7cNQ1c5urOfVCzM6Mwinek4Ax0pxueXsV2X3QMdzGdL2I7H7v4OUrEw+wa7WMgVqVopjoz0rnpLtCejlGsWh7f33GE82ZaM0t0aZzKTozMVZ1d/vVO7GY0Bku7WBPlyjWQsTLFi0dUSpyUeIR42eX7PANGQwbXZJSzHZf9QFwCFcg3X85lZKqBrKrv62rFdj1Q0xHBXC1JKCgs5TEMlW6qChMlMjv1DXaRj6z+x3Opoisbh1LOoQuHHU3/HvNVcabK7YfsWs7VpZmvTfLr4IUPREfYk9rErvpf+yCCaom9pA82MNc/5/Bm8BvmhutB5Nn1sQ30dDMXk+ZaXOJc/3XBgavs2FwpneKntdUJbwCU9ICBg6xPXk+yM7WG6OtmwrSNtim6etNGyAWcWcJOiW2gqKs5UQ/SG+9d14q0rOr3hAUZLVxq2navN4EoPdYtMGTpCXXyr9RV0Zf3TenXFYH/yMOfypxt6uvh4zNVm1/2cAgI2CiklM9Uc/+HaZ5xcusG3Okb4y+2v4EqfX81e4JWO7XSG115E3RpvmoCGCCFoTUT54Qt77/jdoZEeAAY706s/29Z973KEewc72TvYCcCzO+umWJbtcvzyDdqTMTpTMcbnlylW6jXbTV2jvyPFtw9tX91Hd2ti9XevHxq5bf9DXXcOeA4Md99xXq8d/Hq77pY7yy+l4/VSZyM99aiAXKlKvlzj+d39xCPBpO0mqlA5kDxCSAnz09kfc708iveIqxy2tLlSushY+QofLb5Hb3iAQ8kjbI/vIqW3YCrmljJs9KTHePkaC02IM2mjlWfSxza8IsZAZIiuUDeztZmGbeeteeZq0wxFRxq2DQgICDAUg8HoMCKjNExrc32HohNETmw0Na9K2W1s1Gwoxrp7PKhCod3sbKrtorXYVNnTjUAgeDZ9jFbz4aNFH5ShyDAhNdSw/KovfZbtzAadVUDA+lNyLf7jtc+Yq+bZkehksVbCp17Y4MvF66SNSCBOBKwfhq7y0r4hoF4JY6AjDavhOoKtMA9NRkN8+/BIUE70Ligo7IrXHeJ/OfdTPl/+BNu3H3m/nvRYtpdWUw3azA72JQ5wIHmE4dgIYTWyBmf/6Ni+xdn8yaZEmR2xXRtu7nUzf3Uour0pcSJnLzNdnWIgMvzYm5QGBASsPwJB2mghqkUbpmx40m+q9GjA2lLzalS8csN2mtBJaOuX0gF1w8eknmqqbdHNbxmPkrTRwu74fjSxcWboUS1Om9nJjcr1+7aTSIpOEV/6Qb8d8ERQdGpcLSzwP+7+DvPVPB8vjAKgKyopI8KS1VhsfRgCcSIAqE+e1Fsm/aL+w007n7vxzXMM+JqbUQxtRju/3/snbI/t4L2FXzFdnWyqDFYz+PgsWHNkMvOcyH1Bb7ifo+kX2BXfQ9JIowp109I+lu0lblTGG7ZTUNibPIAmNv7VZyoh+sL9aEJr+Exc6TJdncTxbcwgtSMgIKABQggiapSo2lickPi4/tr0CwHNIaXE8Z2mBHR1xVx1PRGIpo9R82pbxgOpPzxEV6hnQyM3TdWk1WhrKE5AvSS45de2zMJNQMCjIKkvWJuqdtv/OU/61DwXXVmfCORAnAgIeIK4OUA91vIiQ5ERPln6gBPZz1myF9fsGDcrfeSdHKOlK/SFB3iu5QX2Jw/RZnZsikAxXr7W1IpU2mih0+zelHMUQtBqthNSw02Z0c3VZrB8KxAnAgICmsJQTIwm3hc+cs1E64DmkEgc2Vw0o0DZEAFdbfIYvvS2RFqHLgyGosPrLtx8E03oxPU7U4/vhiddHN8h/HT7tQc8IUQ1g/ZQnI/nrxLWDGzfZbaa50JuhsnKMn809Oy6HDcQJwICnjCEEAhUusI9/G7PH3I49SyfL3/K2fwp8k72kf0obsX2La6VrzJZGef40iccbXmBw6mjpI2WDfN0qPtNjGF5VsO2naFu4npi0/wy0noLphKiRGNxYr42uxJ6vb7hvQEBAU8GqlDRmnzvNjLmDVh7/KajD+SGPJ9mK3CIlT+bTUgNMRQd2fD+WxVq04KIL/01HWMFBGwmCT3Enwwe5d+NfcJ0JUfRqfG/nflXHN/jRwNH2JXoWpfjBuJEQMATjK4YbIvuoC88yHMtL/DV8udcKJ4lU5tv6Dz9IDjSYbxyjZnaFKdzJ3i1/TvsSxwioq1/aGPZLbFgNXc9rUYbETW67ud0L6JarGmH8YpXpupWwVznkwoICHgiqAvTQa77VkQg0JUmIxXwsX2b9e2pJLbfWNAH6pW6toCHQkSN0hnq3vDjKkI07XEhkYE4EfDEoAiFfele/uf9b3EmO8VcNU9YNTiQ7mU41hakdQQ8PFbNwbYcovEwUkpKxRrhiIFhbOzjl1IipURR1q6Tsy0HoSjo+pMTQ+e6Hq7jYYb0u64QSCmxag6Gqa3eSykltuWiKAL9G89VCIGpmmyP7WIwso0Xa69ypXiJk7nPmavNUHErayZU2L7N1dIlpqo3OJg8whsd36cn3Ff3o1in1Y6Ckyfv5Bq2U4VGi9GG1uQAcT0IqeGmw3V96ZN3ssDQup5TQEBAQMD6E1LCTXkOedKj5BbXtdSrj6Tg5ptqG9ViKFtA9Goz2zc8paOOaNrgsh7xEkQlBTwZ3PSa6Qwl+G7Pvtt+7q/M6dZjbL/5b5uAdWdyfJF/+bvPqVZsqmWLn/7tca5faVxyca2xbZep8aU13efcdJbc8vq4xW4Wmbk8X3x8Fd+/ewfnuT4TYwvY1tcDHCkl509OMHb5/s9VV3T6wgO81v4Gfzn8P/EXg3/Jt1pfoTfcv6bu11WvwhfLn/HXE3/Fl9nP1qRyyN2QSIpugUIT4oQudBJ6clPDUzWhNj3I8WX92gICAgICHm+EEITUMFEt1rCt7dtk7bUdK30TX/osWs2VvUzp6S1RfaLVbEfhyVmICgjY6tQ8h08zY8zXCreZ4lq+y0cLV1iorU9J6iBy4glASklmvsDZr8YxQzrbd3dz5fw0tu2y7/AAfYOtXIiHkFISS4TpG67Xh/Y9nxPHr7G0UGDbri5CYZ2Lp6eIRA32Hhrg9BfXWZjL09mTIt0aY9vOLq6cn6a1I861y3MoiuDICyNcPD1JPldh1/5eBrZ1oCj1yV+tavPlJ1cpFmrsPdzP1Pgip45f45Xf2sfuA30YZn0yvJQpcvKzMVzHY2RPN0iYmlgkHDEY3tnF6MUZKmWLvoE2bNtlx54eLpyZpKcvzfmTN9hzaICWVo8vfzNKfrnMwEgHju3S09/C4kIRISLD3QAAIABJREFUVVOYup7B83z2PzNEZ0+9fJbvS66cn+L6lXlUTeHQsW2MX51f3UchX2F5oYgZ1jn60g7iia8V+68+HaVcrBGNh+gdaOXCqRt33o99vSiawpVz00RiJnsO9HP+1ATFQo3Dx4aZmVxe3cfgSAfnT97A933SrTHGLs9SyFcYGulgz8F+FLU+MLAtl3MnxpmbydHd38LoxVlmJpfo6E6RXS5x4cwk0xOLPPfyTi6cunHX5yKEQBMaKSPNYeNZ9icOkbEWGK+McSF/lqulS5TcEq50Hul76eMxXZ3kP0/9R+Zrs7ze8VsktOSaqqxS1s05q161YVtHOvxm8UMuFc+v2fEflAcZEEokVpNhtwEBAY8/UkpW/0iJxF/5/PWK7M1/r35m5bOUlN0SXmB0uWWJa3FSerphpJ/l1ZiuTnEgeWTdIg5d6TBZmWiqbWeou2nzzPWkxWhF3QIiSUDA00LeqfLvxz7lv9/xCp2hr01hPenzy5nz1DyX7/fuX/Pjbv7bJuCR8Tyfy2cnaW2Ls21XF+Oj8wCM7OzixGdjvPHbh+66XWahwJVzU/QPt3PuxATPvbSDVEuUyesZovEwczNZNE1FUQSzk8v0DrYyOZ5hZnIJq+YSjZtcOjvF7HSWjq4kiWTkjuqjqZYYxXyVG2MZunrT9A21MbK7G03/+qtXKdfIZ8s89/JOTn1+jWjMxAjp7D00wNTEIjeuZejsSTF6aRYhwDA1MnM5tu/uQjc0ysUaM5PLFHIVDhwd4v1fnCWZipBqiZKZz6PrKgtzebbt6iIauyWBX0oW5wuEoyaxeIj3fnaG1vb46j50Q2P77m6WFgrMTS0T39u7uun1q/PsOdhP/3AbF07dYHmxdMf9MEM6p764BsD8dIVUS3T1foxdnmNuOsueg/0MbGtn8loG23I49vJOssslIlGT/c8Mcur4Nbbv7cFcESc0XWVkTw+jl2ZZmM0zNb7InkP9nDw+huf59A22EUuEOPvVOAtz+Xs+l1vRFI3ucA+doS4OJo+waC1wJn+KS4VzzNamqXiVB/k63kHZLfHrhV9g+Rbf6/ph07XVm8GXPkWn0JR5mCddxspXGGtc1GOLUC89FxAQ8OThS5+aV6XiVah6FSyvhuVbda8Zr1IvSehZ2L6FIx1c38FdqQTgSgfXd1d/7kgX13ewfYuck93sSwu4B3E9SbvZyUSDkpSOdLhRuU7VqxDR1sd5ImMtsGDNN2ynoNIb7t8wg+v7EdNiW8L7IiDgacH16ynfKSNym1CqCoWEHiZnP9r84F4E4sSTgATX9TFMDTOk4/sSTVcxwzqu49U9DFwfx3bxXB/X8XBsD9d2qdUcVE1hZFcXl85O4boelbKFqgo812f77m66+tKc/XKccrFGpWwTCmnYlsPgSDsD2zroH27n1PExrl6Y5uhLO1G1+hd4amKJ0YszIECvaUSiJrquoRvaHZNloQhCEQPf90EIWtviJFIR5PW6v0I0FmLbzi4ycwXOn7xBd1+aWCKMpim4rofjeCiqQjhirqRDCCpli1KhSu9AK0df2sHZr8YJhw32HRlcPa5uaCTTJoapUynVaO9KEo6YeJ5PImLQ0h6nXKzh2LcbHKmqQltHglg8hOt4d70fV85PUy3bGKbGwLYOrKrDxNhC/X5U7Nv24fsSTas/M0VVaGmL09qewHP929IXFUUQi4XQDQ3pSxAQChvcjLYyTA3D0CkXazz/6q67Ppd7oQiFqBYjqsUYiAzzavt3GC1d4WzuJBeL5yi5xYc2erJ9m48y7yEQ/KD7R0TU6JqsCHnSazpv9nEkKPcXEPB4I6XEx8eTLmW3zHxtlpnqFPPWLDk7S9EtUHQLVNwKNb8amOk9wZiqyVB0G2fyJxuaUV4rjzJTm2IkunPNoyd86XM2f4qi07jvbDPb6TA7t0RaR1TdGt4XAQFPCzcjlQpObdVfQkqJ43vk7Aqmunbp4LcSiBNPAKqmsHNvL2e+vE5mPs/Irm4unpnk9BfXOfDsENevzFMsVLhyfprewVYyc3mqVZu2zh3sPtBHPlsmGgsRT4ZZmM3T1pGgWrFRVIX5mRyFXJVkOsqFUzeIRA32HR5k7NIshXwVz/MZuzSLbXsk0zFu7b9i8RAIQSisk26LkWqN4nke509OsO/wIIb59dcvu1jis/cvsWNvL57rEY3Xa7UPbu9gYTZPPlumvSvJzn093Li+wOD2DnLLZeZnchQLNZ751gi6rvLxry9w+Ng2fM/nyoVppKynMVy7PIcQgkTqluoRQpBMRTDDOpqmsf+ZIWpVm49/fYH9RwZxHY9QSCeZjq6ez03au5IYpoYQgl0H+igVanfcj+HuFP3DbVw+X09L6epN3XY/QhFj9R70DbYyfWOJj9+5QHd/mpa2GKqq0N6VRCi3D0xu5n2lWqO0dyX58pOr9PS3oCiC6RtL5LMVnv3WCJfPTd/1uTSDEIKknuJI6ih74vuYq81wIvsFFwpnWbDmHmrS7EibTxY/oN3s5OW219bE48Knbhz2JCIBKdeuokpAQMDGIaWk5ldZtBaYqIxztXiJyco4JbeE5dewfTso5/mUIRDsiu8lob3Dor1w37YFJ8+Xy8fpDQ+sqQmklJL52ixncidwGqRuCgRD0RHazPY1O/7DIhAYSlC6KiBgI4npJkPRVn584wQCaDGjWJ7L8cVrLNSK7Ep0rstxA3HiCUAIQe9gK72Dras/6xtqu63NgWeHVj//2V++tvq5qzd9132eOzlBPBEmFDbQdIWX3th72+937O1Z/dzTX3eUrlVtxkcXVo0ck6kIv/tnx26rzvE7f/o8nuszfWMReyUaoVKqMbyjk9e+fwBVvX0WHYuH+fYPDt72sz/8r19a/fyn/92rq597B1pva3frNe9/ZrCek1usMXppFgABdPWlSbXUDar6h2+/Zzdp70wyN51d3c4wVJ57aQdmSF/9/ff/4Nk77sdNtu36uvTVjltSQ24l1Rrje7/3zB0/f+7lHUyNL67eU0URXL86j66rRCImz35r++3tb/nc0f3o6ROKUIhoUbbFdjAUHeHF2quczp/ki6VPmLfmHniVr+ZXeXfhl/RFBhiJ7njkFSFf+k35TQQEBASsNzc9I8puiQuFM5wvnGW0dJmsvRwIEQEAdIa62BnfzeLS/cUJieSr7HG2xbZzNP0CAvHI/aWkLph9tPgeNyrjDdtH1CgHk4cJbUqFjNtRhIIilHXz4AgICLiTmGbyp8PP8X9ceo//9dQ/E9dDVFwbXVH4820vsCvRtS7HDcSJgLuyc28PXT1pQN4RNXAvdEOjszu1OgjTde2uHYmiCto6k/UUDuqK+LadXauGjetJKGzUIxhWjnxr9MY9EZBujRFP1TtoRVHQNqh06TfvqUAQT4QxQzrh6MauIihCoTvUS7vZyaHkM3yZ/Ywvlz9l0co8UCnSRWuBDzO/pifU+8j5tBKJG/gyBAQEbDJS1ksznsuf5vjyJ0xVJh7ZryfgyUMXBs+1vMCZ3AlK3v0rjRXdAj+f/QlhJcKexP6my1DfjXokT40PMr/m+NInTYllw7ERdif2NWy3ESiom1ppKyDgaUQIwXCsnf/l4G9zo7zMQq1IRNXpj7bQE06hKuuTZhWIEwF3xTB12jofLOxeVZWmhAwhBJENnljfPK6mq8T0B1sFEKLuh7EZ3O2eNisWrQdCCHSh0xPu5Yeh3+dA4hDvZ97hRPbzhiGiN/HxOZ8/w7WWUfYlDj7SSoiUgS9DQEDA5nHTU+JK8SLvLbzNhcLZ4J0UcE+EEAxFt3Mo9SyfLn3UUNifrU3z91P/gd/q/AHHWr6FqYRA0PRE/WYaaNZe5r2Ft/lo8T1qfuNow6ga49W2N4io62PI+aCIB7jmgICAtUMRghYjSotx57vgpg/FWhOIEwEBAQ+FIhSGoiP8caiTgcgw7y78giV7salty16JU7kvGYntfMR8WhkYyAUEBGwaJbfI8eVPeHfhbbL20oalbygoK6Hu6upnicTyag8UyRaw8YSUEK91vMn18hgztamG7TPWPD+e/jvO50/zXMuLDEaHiWlxQop5z+oVvvSoejXyTparxUt8tvQxU9UbTS0i6ELnxbZX2RnfvSWMMAMCAjYHKSUFp8aZ7CQT5WUs7/b3xwvt29iXunu6+qMQiBMBAQEPjRCCmBbn9Y43ietx/svUf2pYw/0mFwvnydpLhMN9j3IGTQ+eFBQSegJlC5REawZVaITVSOOGAQEBm0LJLfKzuX/i48wHONJek30aikFcSxLVokTUKCE1jKkYGIqJrhjoQkdTdHSh1/+t6PW/Qqfg5vnV/M/J2ktrci5PIlLK1epWm4UQgr7wAG92vsXfT/4NNb/WcJuqV+F0/gTnCqfpNLsZjA7TYXaR1FNEtMiqwbTjO5S9Ell7mbnaDOPlMZYfUDTblzzIm51vbQmviYCAgM2j6jn8zbVP+cX0WfqiLYSU2yPqt8c71uW4gTgREBDwyKhC5UjqKEWnwE9nf0y1iVzrsltkrHSVnkcQJ4Sor/I0Q0JP8ecD/y2tW8B5vBkEdeEnICBg61Fw8vx89id8svRwwoQuDGJajKSeoifcR3eol85QNwk9gamE0BUdTehoioYqVFShoqDWTQHvYY44XZ3ko8x7a3F5Tyye9LaEOalAcCT9HEt2hl/P/7KpVAuon/9MbYqZ2hQKCrpioCnaaolNX/o40sF5iGowCgo743v4YfcfkNCSD3xNAQEBTxYFp8rJ5Rv8D7u+w7G2IVTl9sW9cFBKNCAgYCujKTrfan2Vq6XLnMp92bC95duMV8Z4Wb7+0DlrAoGmNPdyVIRCymh5JDEkICAgwPVdPln8gE+WPsD2H0yYiKhRtsd2sSO2i+3xnXSFejAUsy44rOTUBxUJ1o8tI04IQUgJ8VudP8DxHd5beLtp36ab+PhYfg1rDbJ4BIL9yUP8fu+f0RXqDr6DAQEBeFKiKyoj8XbaQhu3WBaIEwEBAWuCQBBWw7zY9ioXCmexfeu+7SU+S1aGilcmqsUe6piKUAipzRmE+tLDanBOAQEBAffDlz6Xiuf5MPPrhu+4W4mqMQ6mjvB8y0v0hvuJafFgArgJONJByq3hySGEwFRCfK/rh8S0OB9k3mnat2ktiWlxnk2/wJud36fdXJ8w7YCAgMePmGbSH0nz5dI4KSNCRDNus6U1VQ1dWXspIRAnAgIC1pS+8AADkSFGS5cbti26RYpO4eHFCdSmw09d6VJ271+6LSAgIOB+lNwiH2Z+TdZZbnqb3nA/3+/6HfYnDxFSwoEosYnUvOqWMlEWQhBRo3yn43t0hXp4L/M2o8XLDxxF8TCoQmUgMsxr7W9wOHUUU9n4KmoBAQFbl5VYPv7f0Y95f+4y3ZEk2i2+bd/r2cfz7dvW/LiBOBEQELBmCCFIaAkGIsNNiRM1r0qlCX+Ke6EKlaSeaqqt4zsUnPxDHysgYLPJVWt8dH2cXK3Ga9uG6IkncH2fgmWxXKkwlE7jI3E8j6hhUHNcfCkxNZVMuUIyZGKoKhXHIaobzJdKLFUqHOzuomhZqIpCRNdRgsnzPblSvMiV4sWm2goEA5Eh/qjv3zAS27lBlQ82P2VhK1P1KltKnICVMudCY3/yEAORIU7lvuK9hbeZt2bX/lgIwmqErlA3R1te4EDyCK1GW1CVIyAg4A58JC1mhN/uO3jX3+vK+hjMB+JEQEDAmqIKjXazHV3oDVd/bN9+oNDoO4+lktCTCETDPGLHd8g5y+tWlzkgYL2JmwYjrS3MFossV+oGepO5AlXHZnRpmW9vg9liCctz6Y7HGVtapiMWY6Q1zdnZOfZ3deJLyW8mbrC7vZ3WaJhctUbJsvjJ+Uvs6+rgQFcnivp4VLTZaBzf4WTui6bTw1qNNn7U+8cbJkz40sffIikLW5WiW8CV7mafxl0RQqApGq50HqlfvBtRNUa72UFvuJ/diX3siO0mpsXR1iEkOyAg4MkgqYf5t9tfvufoWlun6ndb/q00Vx1nwZpkMLKHS8XPOdryPdR73AxPutS8MtFHcBl2fJtLhc9Rhcb2+GEMJbS67/P5z6h4BbpDwwxEdt1WXzpnZ3ClQ4vRteUV6IKzxJI1y3Bs/yPtx5cec7VxUno7ES1xz3aP8lxKbo7Z6jV2xJ9Z3ddk5TItRheudFm2ZtkeP3zbNjOVMdJmF2E1+sDH++Y+QkoEy68gUDC3YFktKSWL1jQ1v0x/ZFfT21XcIrPVa/RHdmGseDbYXo0F6wZ9kZ33PV6j+1GPnkiiKwaOd39xwpPeI61iCSFI6CmiWoySW7xvWx+PjJXB8q2mfSoCArYSqqJgaiqmqmG7HkvlKgulEr2JBMPpNBHDoOq6DKdTXM4sogjB0b6elegJjWy1SsmyCes6s8Ui8ZCB5bkIIehNJshVa3i+jx6IE3dlwZpjqnKjKUNFVWi81PY6u+P7NmxM4EkXd4tFBWwlJJKcncV5QBPTjUBKn9naDL+Y+xdO5766pwCmCZ2+cD8JPUXJLVD1qti+jS99FCHQhI6hGES1GHE9QavRRrvZSZvRTovZRlpPoyraqvlqQEBAwP0RnM9NcTY7TX+0hZc7diAELFSLtIdiaKx9/7blxYmyV2C+NkFUSzBXG6foLFN0lzGVCCmjnSVrFk+6pIwOlq1ZJiuX2Z04RlRLsGzNIYRCu9nHkj2DL31CapSU3r66cur6DhlrCl96tBhdZJ15JioXOZx6HYWvB2gVt0jBWeRQ6jVMNYzl11iyZlCEStropOTmCKkRoC5UFN0sMS0JCEpuDgVBe6h/ZT9LxPU0hhIiay9gKmFazO7bRJclawbbt9AUg5iWJGvNr15L1p6n6pVJGx0oQiVrz2MqYRJ6G0v2NJ70aDf7KLu51X0ktBaW7Tl86eHjMV0dWzn3DuJay+r9KDk58s4iEkmb2XvbPqJqgqw9hyo02sw+8s4iVa9MSu+g7BZWzyNldJB3MlS9MnEtTcFZWn0uKaNj9TqllCxYk9RWrsX2a1S9ErowSRudLNmzFJ1lsvY8O1ZMYqWU5JwMUS2J49vM1SaIaHEc3yZtdKALE8uvIhAUnCVUoWMoIfLOIprQV55LClMJk3MWUFBJGu2UnOzqPdWEvrqPqlfiUuFzTDVMT3gEgUJcbyFnL5DQW9BXcjSllOSdxdVnqysmOXuBkBrFVCKAxFTClNw8Ev8b93QeRSi0mb3knSUqboG43oIALL9GSI0ipUfFKyJl/bmU3Gx9H0Kn5OaoeEWy9jyGEiZ6i1BUcvPk7AUMJURIjSIAUwmzYE0yWxsHoMXsIqImVv6PSKSULNmzVNwCLWY3mtBXv+sRLcFY8RSmGmYoug/btyi5OWJakqTevjoI1xW9yQG5fGTn9KSeJKWnG4oTAIvWAmW3FIgTAY8tUcOgNRohYZqcnJlFV1Q64zHyVo2q49ASDjOZz7Ovs4O8ZaEIQdGyKFkWpqbi+RJNUUiHwyyXq1iOR65auyWVI5i03A2JZLo6Sd7JNdW+w+zkSProhi5W1CPRaht2vFt5kG+Nz+ZEd/jSJ+dkt1zkhC99pioT/Jfpv2W0dPmegn1CS/J860u83PZtYlqsHimDj5SSejpPvcSsQKAIBQUVTVHRhIZACSIGAwICHghX+vx69gL/afxzqq7NgXQfx9qGcX2P//vK+/zR4LMcbhlY8+NueXEC6pOpRWsGQwnjSoeik2XSucJgdA+XCl/QH95JQm+l6pWx/Aq+9JiujpKpTaMJDcuvcqX4JTvjRzGV21d7560bzFbHiKpJlu050kYnyPpE8tYXeViNEdNSnMv/hu2xQyxa0zjSodXoBiTL9iyq0ImoCa4UT2AqISYrl1GEChJ0xaDsFlm0p+kODeP4NpOVK7grgwlFqLSa3avHu1D4jDajhxazm+nqGIur11JhvHyedrOfiBZnpjq2uo+h6D6qXplFawrbrzJTHVvZRw8L1g1mq9fpDg8jgZpXouqVyBQmeablDcSKEDNXG2e2dp2U3l6PsLBnaDN6SBtdTNlXqLhFFKFS9SrE9CQ3yhcJq1EWrZnV8+gI9TNXm6A3vB2JXH0u8i4DkppXJmNNsWhNU/GKxLU0Na/Mkj1LwVkmosXuO5ApustcLHxOb3g7mcIku5PPM1G5QFJvp+IVWLbnaDG6mKtdr68eKiGmK6O0ml1MV0fZHjuClD7nC7+h3ewnobegCm11H4ZqUvYKqIqGJ10myhcZiu5jonKRXfFnV8UJV9pcKHxGd2gY269xo3IJXRjM1SYQCKJaknazj7HSKSy/SpvRQ6vZS9aZ50rxBIPR/5+9N4+x6zoTO3/n7vftS+0bi2SxRHEXtdqSLVvyIrttt9Nud3fiziSZzCBIJpNMgMksyABBgAkGGGSAmWCQTCcI0t3o6elOd9vutHdblmXZWimJWrhvVWSx9qq3L3c988ereixKJOuJqo3y/QliVb1377nfPffcs3znW/ZT9Uucr5wgqeW4WD1JSs9T8ZbRFbPdbhNahqK3wLI70362IJltTuCFDvuSD7TrRiK5Vj9HyV1kMDZGxV/GC126zSEuVt5ECIVmWON85Q3uSz6EF7pcrr5NzuxryzHvXMNWEwQyIG/0E0q/XR8SyfnK6xht+W4oGW5MmO6MKjQ08eG6obSeIWfkmWpcXffY2eZ1Ct4yOSMfTdQi7kn6kkn6kkmklAykkiBae6DDmXRrgSgErLx7q228Kx7nKwfvB2i/l2vbv5SSwXQKQZTG8naEMmC+OUezw8X/gdRhsnp+k6W6gZSSelCjHjS27Jo3I25r1fpegtDfFve6RlBn0VnYEalEV5FScq0+wR9f/X2u1iduK1uP2cev9X+1FbhSjQJXRkREbD5Ft873r7/Ll4eOIqXk3eI0AJZmYCgqE9WlTVFO7Gz/gxXiWoaSu4hAMNecpOoXqPklVKExHLuPJXcWN2yQMbrJGn3kzD5K3hJlbwmEwFAsdGEyEttPzuy7aUCseUWyRi/99h4qfoGc0Ufa6KbbGkJds2hShcaB9GOMxO7jXOUEVb9IrzXMQGwPlhonrXejrihClt1p6kEFU7EwFYt+ezdd5iAFdxaJZDRxkJSeZ8mZoeoX0YSOJvSb7lmgMGDvpcscpLzmXkzFZk/8CEV3nqK7wJIz3S6jFpRZdKZoBnVqfqldRrc5hBM0SOtdDMXGsdU4OaOP0fhBnLBx02AohEJG72JgpT7WytEM6vRau8gZfRS9efLGAEk9hx96N92LF7oYis1IfD9Zo6f9XLrMwZsmL42gylxzEjdsUvELmIrNUGwfMS1F0Z0no3fRZ42+b8KjoOKHLoH0UYVKVu9p34utxolrGYSAjN5NM6hxtX6GvDlw47moFgKFjN7DoD2GrSbadVr1C9hqol2GpcTJ6D30mMPkjQHiWpq55gQpLYel3sgw4YbN9rNNajnc0GHAHsNUbBpBFSlDAukhkTeeizVEzuinyxxgyZ2h6M6z7Mzhhk0SWpp6UCGhZVl2Z2kENXJmH/32HkreYruMHnMYgLnmJLpiElNvzkM8YO/FUE2W3dlWfvcVOUASU5MMxcYJZYAQCn3WKJpiUPdLbTl0YVIPKu22ntRy7fqIa2lG4wfxQoeit3CTr3MzaHbkrrERyglLsRmwhzoqpx7UuVqf2Ladu4iIjUKI1V3SFsqav1e/u9N57/1MucM5ES2rhOUO0zwaislwbARDMTZZqhsEMmDRWSDYJquA1aCOneCujN9bTdWvsOjOb/l170TZL/G9mb+8o2Kiy+jmKwNf48Hso5FiIiIiYstwQh8n9DmaHSZr3nCVVwBT1XHCzenHd7xyQkHFUmNYaoz4yoItkAGGYuGFLs2gRiA9mkEdS41TdBe4Vj9PjzlEUs9iqXESWgZdMW9pXpk3B5hvXuNC9U36rT0rA6z+vuPqQZkzpVe53rhIxughb/YzUTvF2fJrFNw5rjcuMt24RCOo0G/vxVAs0no3phJDFRqqUIlrKQzF4s3CT5lvTjIYay2ME3r2ff77umKgCA0FlX5rd/teLDVB1S8iAV96DMb2tcuAliWCrpioQmuXIRCkjS4W3WlOFV+k6hXQFRPB++81lAHTjStcqJ6k1xppl6EKlZzRx0TtFDONKwzYe9vnGIrF0Bo58mY/Xtjk7eLPmW9eaz+XydoZ/PBGDAJPutSDCprQ0RWj9YxQUYVG1uhh0Z1msnbmJt9IVahkjB7OV97gWu0sQ/a+9r2oQmXBmWK+eZXJ2lkQAltN4AQNeszhm56LoVjoioEQglD67Tqt+xXmnWvtMtywialaTNROU/DmGbD3suTMkNa7blKaWGq8/WwXnGsktQznKidwwjqD9hjzzjWu1E4Bol2nyJYFixe6OEETW0vSY42gCo0eawQFhaSeIaFl6bVGbmqn7TIATTE5lH4cX7bcXNoTHCmp+UVCGdDwq1hqrC2HEApu2OBM6dVWu1pxPQFI691tOfJmH3njRlt3w0a7PpZXFFISSd0vtxf8Urb8et0O/Hot1cL6kLE8hBDsS+zHXnGrWo93Sic3PNhYRETERxs/9Kl2mIo4psbIbrF1lhu6XKtPbNn13ouCwOgwFaUnvY7rcqOQUrLkLLLQ3DnKCS90+cXizzhdfue2iglDMXiq5/MczTwYBa+MiIjYUnShoisqS26NQIZIJH4YsNCsMl0v0m0m1i/kLtjxPd1gbAwpA/bED7c+EOCHLkKoGIpJRu8GWm4XilB4KPdZNEVHFyYZvQdoLRyPZ58GWgGjGn6lPQzEtCSHM08gpVwpQ+Vo5klCGdIIKu3dYIFgd+IgErDVOAoq3eYwQiiYisXh9BNIQiwlTt4YwA0bqEJHEeqKBYak2xxCInHDJoZioQqNplVHCNF2VwFQhMqh9ONYagIhBD3WMEmtpXww1ZZFwlBsvB1DoGnVUYSCrph0m0MoQkE6JIkjAAAgAElEQVQTBlKGGGrLPSVn9HM080mklBiKiQR0xeRg5uPUb/LVl/Rau9ibOIKtJug1d2GoNghBnzVKWu9CCAVdGCw4U3ihg6FYjMYP0rRGUYSCqcQ4mnmSQHqYSgxN0Xko99nW/YY1ZNCqfU3oHM8+jYLS8o8UKrpiEtdSCKEwEjZBtlwEVutGIOg2BslkuxAoWGqMQAboismRzJOoQuOJrq+iKjq2Gmc8ebx9L/uTD7efi6bo9MqRdn2vrVOkbJexGluh39qNphgUnDksLUHG6KHml9rtQxM6h9Ifb9eHIlScoN6OedFlDq4oUFqvnKHecNMYSx5DEQoxNUVay+NJF0Mx6TFbCoKR2H50xWQw3IeUIbaaoM/a1S6jz9rVtqBwwgbVFZ9oIQRpvYuEll0JkmWR1XsR3NghXa07L3RYcmcwFRtDsTicfnxFDgtN6HSbQ622rsba9WGqcWw1Sbc5tGKdZKzI0GTOmSVkfcuJuBonoSXXPW49Bu1hckaeil9e99jpxjWu1C5xIHX4Q183IiLiBkIIlA6jD9xrWSXClVhBnaArRsfK0o2i6peZqF3Z0muuRREqca2zINRO4FDwlskY2U2W6gaB9Llcu4gnd0YwTCklc81ZXl76xR2zWu2Oj/FA9uEPbWEY8auDIjrrhWWH7rcRv7qkDZuPde/ljy+/TEwzmG9U+PPJ1zm5fI2kbnE0N7wp193xvd0tNfHq2u9vDmyX1G8Mdgkl0/5dU1oWAqEMaIb1tpbaFgniauqmzBsxLUkgA5yw0TY9NIRFUs+2YkisXku5cS39PXLeKbODtSaLhK6Y7WCKbtBEAoZqkNRy7Z15VWgk9MxN56xFW1kUihUXlluhCpWYkgIEinKj2zIVm5K3SBCECEWQMXpX3DWyN9Xb6u+r99wMalT9AoP2GCk931IIrTFhXXsetJ5LIANK3sId6xRAVVcW8IrVzg5R8W8oJ+JqmtQaX97VK8VWFrlr6361rNXPb/VchFBIaJmbPjPWBExUhYahWDhBA0c22Zc41lI+3KJ92GtcPdY+i7VtZS26MG96nraW4P0Stj5Ze9za+tXFjaCcnnRoBK0dKQWVpJYlrt1ZDilDlv0S9aDCvuQDCCHeJ8fa81bro3WP5nvKkpS8IpO1y7e83/eymmnjwxLT4hxMHWGyvv7kvOKVeW35JfbExzAVKzJlj4jYIATKTe6QtyNE3nPWS1LKjhUqquisHjYKKSXnKmcorSjxtwNVqCTukLVrLY2gzlxzhtHYni3rf+tBndPld7bkWp0gCTlbOcWCM3fbY3RhsD95gIyejcapiI7RRGfZWLzQ+1DZ0iI++liqzleHjxHXDF6Yu4Ab+ry8eJlj2WG+MnyM/K+q5cRGoysmXebgusetujFsBUIIMkY3s/MlHNeneyCLonTmcROGIbPzZXq7U6jqnTujK1cXSSVsurtu7FSv1seZ8zMMDWRJJjrLYmCpcfYmjnZ07Cp3U6dCiBV3lrtPC7pRmKrN7vjB9t9b1T46RQhBQsu8T9Gy/nkKeXOAvDnwoWWQSC5XLzLbnFn3WF3oDMVGNmRHSBc696cO88ul59eNph8Scqr0Nhez5zmQOhylVIuI2CBUoXYUZyGUARWvvC1BEe8WIUTHZvWhDLc0pkItqN4x/eRWIBAk9SSmYuGsEzTUCZtcq0/yYPZR9Fu40W40UkrOV84w35zd9Gt1SiBDzlfO3PEYQzHot4bumXckYmdg3MaN/b00gwbNsHlP9cMRW09Ct/jy0DE+1bsfJ/RQhUJStzA30c3sV045sRW8c+Y61WoTy9KJx0zSKRukZGqmSKPhUqu7jI7kaTY9FpaqJOImB+7r58rkIvlcgnrD5fTZGUqVBn09aXp7Upw6e51SqcHxoyOMDLWsBnw/4OyFWZ79+Vkee2gPY7u7OXdxtpWzvj9LteZwfabAyFCOvp40k1eX2D/eT7FU590z16nVXfbt7SUZN5mdKzHYl+H6TIELl+fx/ZBD9w+wXKhzdWoJRRE88dg+YvbWBfiKuLeQUlL1K7y09EJHLh2marEnPrYhg6IQgqHYMGOJ+3ij8Oq60djLfonn5n/EkD1CWs9EA3NExAagKzqxDkz7JZKiV6AR1Ds6fiegChWzw5gKbujSCOqbLFGLQAacKr3Npdr5bc1CIYQgrWVIakkc987KCYnkUvUCZa9Izuja1P5XSknNr/Ja4WXqQW3TrvNBcUOHBefO8S8UoWxpUNWIjwYJLdmR5ZYnPZbdRUJCVDrLtBPxq4mmKGTNG66KUkoWnAqBlPTb6Q2/3o4PiHkv8s6pKWzbYKg/y+x8icWlCvOLFd45PcXEtSV2j3Rx4uQkp8/PkEpaLCxVWFhsxX2Ymy9Tq7ucvzxHb0+KcxdnOXdxlvmFCuVKg3CNVamiKKSSFl35BLuGcrhewOnzM4wM5cll48RsHdvSOX12hjAMqdZdisU6pUqjLcdb714jFjNYWKpSq7vMzpdZLtTIZmK8fnKSM+encRyPatVhG+c9ETscuWKm/bOFnzBRv9TROQPWEAP20IbJYCk2j+Q+TkrvrKM8XznLj+e+RzNoRH6XEREbgKGYJDs07V9yF1lw5ndUWsc7oQmdpNZZ31IPaiw7i1vSr8w2p/nZwo9pbFsK0RtkjGzH/e9UY5LLtYubLFHLUu6d8knOlU/vqLbWCBr461jXeKHHorsQjU8RH4i0nu7YIvVK9eJNgeojIjohkJIX5y/x4vzm9OGRcmITUDWFof4M2UwcVVUIAkmj2Xr5u/NJBgcyuK5PPGYw0JcmZhv4QUgibqGqrUeSTccY7Guls9Q0labjsX+8n6GBGyb7iiJIxC0SMZNsNo6mKqQSNoP9GWQoefOdaywXapTKraCbibiJWIk3sVYO09CwLR0EaKpCb3eKvu4Unh+gKAqarnL86AiWtfnmlxG3phk0mWvO7Fj/wEAGvFp4iefnf9JRlg6B4GjmOHF14/zVhBDsTx7sONClJ11+ufgzfrb4k3vO/z0iYidiKiZ5s6sjV6lld5GJ+uV7JjCmoehkjRx0cG9u6HK1PrHp/UrVr/CDmb9ichsDYa4lrWfoMfs6ev6+9Pnl4vNUbwrIvfFcb1zj2bkf0Ay3X3mzlk7qqBk2OVk8QXkdV8WIiLVk9By21llA3ou18xS3MVZNxM6kGXi4gY+UEjfwcd77f+ix0KzQCDYnwHDk1rEJZFI2qqqiqoKerhSvvXkFQ9fIZuMkExaKEGQzMVJJG13TSMRNHMfn/KU56nUX09RIJluKimTCotFwCUPJ1HRhxQXkRmyARMIkDCWvnLjMnt3dLRcSWgoSRREEoSSbibO0XOXK5CKFQo2xPT1tOVJJi8uTi0zNFNB1la58gnjMQNNVdE2l3nDxg5C3Tk2RyyZIJTuLSRGxsSy7i/zhxL+n1+rnSOY4u2K7SWpJDMXcVpcEKSW1oMrLS7/g2bkfUAs6Sw83aA+xP3XwpnSsG4GhGDzR9SkuVM6y6C6se3wzbPLs3A/wApdP9XyWpJba8vqUMqQRNJh35pluTrE/eYCckV//xIiIHYYiFHrNfizVWncnP5ABry2/xIHUYbrNni2S8O4RQqHH7MVW7Y5cNk6V3+Hx7k8xZI9sijwFd5kfz32Xk8XX22mctxtFqOxN7OPN4ol1404AXKld5IXF53i65xmMldTeG0UoQ+aaM/zn63/OdGNqw8rdKGJqrAM3Icn5ylm+Pf1nPNXzeXqtfnShR26IEXfEUEz6rIGO2v2yu8Rryy/zTN+Xo1S1EW3+/fmf02+n+UTvOP/85F/ihv5N/Y6UkplGiW/seXRTrh+1xE3gM08eaGfE2Lu7m90jN/KdC9Ha4f3y54+CAEUIursSgODA/gGQsn2uEIInH7+Pl169RH9vGhlKrs8UidmtAU1VBV35BF/5QiswpaII+ntaJpW2pfOlzx1B0trnEUKwazgPQrCarEMIwec+fRAhBHt2tfw+W2K2fh4/uotXXr9MJh1jYbFCEOyMCdCvIoEMmHfmmKhf4fXCq/RZ/Ywn9zOW2M9IbBc5o6ujAEgbLdPV+gQ/X/gpbxRe6TgYm6EYHM8+Sr81sOGTLCEEu2J7+FTPZ/mr6W92NEGu+hV+PPc9Fpw5nur5PLvie7akLgMZsOjMc6l6gXOV05ypnCKhJhixd0XKiYh7lpHYKHE10ZGbwWTtMr9c+BlfHPjqjvetFwj67UFSeroj5cSiM89Liy/w1cHfQlc2zupQSsmSu8j3Zr7Nq8svrusasNWMJfaT1jPMO+sHn3RCh5/O/5C0nuGx3OMbluFEIrlWn+Q7M9/kVPntHeXOsYqu6PSYfUw1rt7xOF96vLL0Sy5VL3A0c5xdsT30WL0ktRQxNYamaCiokcIioo2mqOyJ7+ONwqvrHuuFLi8vvcBYYpzx5P1bPo+M2Jk8kB8hoVm4oU/Fb/Lpvv2k9Bub04EMeXmhs6x8d0OknNgEVl0zoKUYULT37w6vzayxOqjcKjOxoas8cGSEQrGGqiok4iar7oeKItBU9abrrZYrhHhf9g5Fub0ct/qupyvJo8d347g+B8b7I6uJHYHElx5TjatMNa7y8tIvyRo5+qwBxhLjjMb3ktYzWIqNqZooKBs6afFDj/pKGriTxRO8UzrJorPwgXbuxhL38Wju8felkN0oNEXjsfwTXK1P8NrySx1NTD3pcaLwKlfrkzyYfYQHsg/TZfZgbVCq0VCGuKFDM2hS9otcqV7iQvUc040pltyFtmLHVu0dOI2OiOicHrOXfnuwI8slT3q8sPgccS3BY/lPkNST656znfSYfQzaw8w3Z9ftV0JCXln+Jd1mL4/ln8BSP9z4KaWkGTY4VznDT+a+z5XapS3NCNIpWSPL/alDzC90lhmj6lf4zvQ3qQc1Hs09/qGs10IZUvHLnCq9zU/nf8T1xrUdqZiAlpXJ/amDnCyeWHf8DAmZd2b58dz3sVWbhJbEUix0RUcR6srcsbM6U4RAFRq6YhBT4yT1JDk9T7fVS97oIqbGsdUYqogUHvcqCiqj8T0ktGRHblOL7gJ/Of3n/PrA1xlLjEcWFBE80bMPgOl6kfvT/Xxt5DhZ80bwaj8MCELJZgUjjFrgDkcIQTplt901thJVVejv+2BpKSO2lnpQo96oMd2Y4q3i6+iKQbfZw5A9Qp81QN7oImPkSOkpElorzdsH0YyHMqQR1Cl6BZacRa43rnKpeoGJ+mXqfu0DmxNn9Ryf7f3iiu/25hFXE3y+70ssOQtcrl3saIIqCZlzZvjh3Hd4ZflFDqQOM5YYZ8AeJGd0EdPiHfkJSyR+6FMPapS9IkWvyLK7xEzjOlP1SWadGZpBg0AGO3bivB4f5LlLwihV2a8QilA5lnmQd0tvddS+a0GV7858m3lnjie6PsWgPfyhJsdSSgIZUA9qWKq9oRYZmqJxJH2cd0snO4qtU/Ur/NX0X1Dzqzze/SRp7e4yAzlBkyu1S7xeeIWTxRNUbrvgEGhC3VZrClOxOJZ5kDcLr1H2Sx2dU/CW+c70N5msXeHR/OPsjY9jq3bHdRXKkCV3gcvVi7xeeJXzldM0b2M1J1b+225XGIFgPHk/g/Yw1xqTHZ4laQT1DcsEIxAIoaAgUIRKQksyZI+wN7GPPfF9jMR2bbvraMQHRwhBr9nHnvgYb5fe7Oicidol/uTa7/Pp7s9xJHOcjJH9UGnWpWwFSXdDl7iWiCwy7lHyZpzf3fMYSf1m5boiBOPpXvxwc+LgRcqJiIiPABKJL338wOdqfYKr9QmgNVFMaAlsNYat2sTUOAktSUyLE1PjGIqBKjRUoSIJCWSAF3o0gjo1v0rJK1ILqlT9KhWvTD2o3fWCOqWl+UL/VxhL3LfpA5UQgn5rkN8c/gb/3+Tvc7Ux0fG5gQxYchd4YfGnvLr8S9J6KwJ9Rs+SMTIktBSmYqIJDQkE0scPfZphg3pQp+pXqHoVGmGDul+jFlRp+PVtnQxLKXHCJoEMCGVISIiUISGSUIb40scJmjhhk2bQpBk2cYLGjb/bn7WOKXUYoM0LXX40+11eL7yCqViYqoW19qdi3vyZamEqFrpioKCgCAVFCMTq7yjoioEmtGjCvIMZT97PkD3S8aKrGTb45eLPOFc5xe74GOPJ/QzawyS1FIpQ25NkiUQSEsqWBVkjqFP1q9RW+qeyX6Lslaj4ZZpBg68N/XX2JsY3+N72szs+xrnK6Y6OrwVVfjD7V5ypvMsDmYfZnzxAUk+127EiWvvektYiO5QBvvRxQ5eiV+BS9TznKme4Vp+k6C3f9joCwVjiPu5LHuCn8z/ctrSZQgh2x/dyKH2Ml5d+0VFaaWi5eLxeeIVzldMMxUbYHR9jNLaHLrO7rVRfW09O6FD0Csw0prhWn+R64xoLzvwdA18qKBzNPEhGz/Dcwo835obvEiEEXWYPn+l9hr+Y+pOOFTkbiUQiZdAamaTPsuuw7C7ybukkaSPL7vheHs4+xnjyfmJqPOpz7yESWpJjmYe4WD3fUV8gkcw2Z/jm9T/lleUX2Ze8jz3xMXrMPkzVRKAgECt9sERKSUiAEzqteY5fo+qXqfhlSl6rH675VbrMbr4+/A1stbMAnRE7C1PVGU10ve9zgeCh/K5N216LlBMRER9hnLD5vpzzq64eq4PNapyRVfMsKVeWACuL2I3AUmw+3fM5Hs09vqH+13dCEQq7Yrv59cGv8xdTf8x08/oHLsMJHeadWeadWQSivUBGiJUF03vqDImU4Y6ziGiGDX40+10WnfkVJYPTahsrv3vSI1yRe/Ve5Jp7ee/nnRISMt2cYro51d6xFELc4fdWm1SFiqmaLeWFYmGoFtbK78ezj3AofQQR5WXfkQghyOl5Ppb/BPPTsx3HommZrs+x4CzwZvEEutCwVBtbja0oAuWK8tTFCV186RJKudJuw3Z/Fa55/zYjvWZaz/B4/kmu1Sc7VgB40uVi9RyTtSvEtTj99iA9Zh9pPY2l2ChCIZABbuhS9SsUvQLzzhwFZwkndPClt+57N2iP8KWBv0be6OK1wkvbppyAllL8E92fZqJ2ielm58EoJZKKX+ZM+V0uVM6iCR1N0YipcUzFRBFKW3HTCOoriuGWMkd2MFb124M80/dl6kGN5xee3XbrCVWoHM8+wpK7yI/nvrcj0sFC610suEsU3WXOlU9zNPMgT3Y/zXBsV7QDfo8ghOBI+gFeL7zCqfLbHZ/nhE0u1y4wWb+CLnR0RW+9fytuwiFh+x10A4dA+u15z+pmx425o8ST7j2TkSni/YQyxAl8TFVHETeHI/gwljXrESknIiJ+xQgJV9bUKztam7yOzuhZPtP7BR7v+hTGutHJNxZFKOxPHeQbu/4u37r+J1yuXrzrCenq4igg2PQ622hau5KvdhSkbrNoKzbkTR/enttYpufNbg6kDrcD+0bsPFRF45H8x7lQPcvJ4usfSKElacVncXGobeMC+3aoQuVw5gEuVM/x0tLPP5ALhSddil7LIuIM726IPAJBvzXAXxv8OmOJ+3BDl2F7F3PNmQ0p/65kEoJhexdP9z7DN6f+pOMsTmvxpd+q25ANSTea1XN8vu/LjMRGmW5OkTGyLLtLH7rcD4smdJ7qeYa0nuHZuR8y5+yclOGSVjaul5ZeYLJ+mS/0fYXD6Qcw1a0dxyPujriW4OmeZ7jemLqj1dWtCKRPIFsWoRW/vEkSRux0im6D/3DhBb40fJT96c7SRG8EkQo0IiJiUxAIeq1+vjLwm3yy6yksdWOCS35QVKGyO76Xrw/9Lkcyx9HFzs4KEBHxUSCuJvhs7xfptwe3W5QNx1Itnu79PPsS+7dssnY7Bu1hfn3wt9ifOoQqVHShMxrfs60ywapVwMM82f00lrK9wbSTWoov9P86R9PHEUIQU2Pkje5tlWkVIQSGYrA/eZCPdz1JUkttt0jvQxJyvXGNb13/U14vvIIXetstUkSHjCXHebr385FbRcRd0QhczpW3flMrUk5ERERsOKZicjz7CP/l6N/n0fzjGKq5rZN4RSiMxEb5GyN/my/0f5msntv2RcWt2FxDuYiIrUMIwa74Hn5z6G8wYA19pFq2QNBj9vG1ob/OePJ+1E3KPHQnVKEylhjnt4Z/l8Ppo20ZVKEyZI9gq1sfRHstQghsNcbTvc/wdO8XtmlxJMgbXXxp4Dd4LP9Ee8ffVuN0mz3bIM8NQhlS9+tcrJ7n29f/E78/8Xv8aPY7FL3Ctsp1J5bcRf7z9F/wbunkjrHuiLg9LcWXySe7nuLTPZ/D3GLL1Yh7H12oZIwYbuBvqcVw5NYREXEPoAudtJ6hEdR3XDyDtWhCYzg2ymP5JziWeZCUlt4xQbSEEKT0NE/3PMNofC/PLzzL+cqZDYt8/qFkQ5A1cowlxolrie0WJyJiQ1CFyn3JA/zm8N/gu9Pf4krtcscBEnc6ilAYsIf4+tA3+P7sX/J28U08uTU7yqZicTRznM/3fYl+a+CmtMxCtPqSLqPnA2SB2Dxiapynej6Prdo8v/AsC87cllxXQWE4NsoX+7/C/clDN2VtMRWTLrOn7UO/lawGJ75cu8irSy9ytnKKql/Z1gwrH4Sit8wPZr9Dj9VKqxux8zEUk6d6PochdH628JMdrQCL2FmkDZtHu/bwi/kL6IpK1oyvpC5ukdQtYtrGWyNHyomIiHuAvNnFN3b9HU6V3uFU+W3mmjN4obcjJvoCBVMxGI6Ncjz7MIfSR+k2e7dbrNtiqhYHUocZiY1yqvQ2ry6/yOXaRZpBY0sVP6uZJ/qtQQ6kD3F/8hDDsVEsdXtNoCMiNhJVqOxPHiQ32sXP5n/EicIr1PzqjlaydooiFAbtYX5r+G8yaI/wy8XnKbhLm7bgVYVKnzXAJ7uf4sHsY8Rvk0Eho+foswd2hHJCCEFci/Ppns8xZI/w3PyPOV89vWnBHwUKSS3Jw7nH+FjXJxm0ht9XR0K0LF8s1d6ywKGrQYXnmjM8v/ATThRe+UCxNFqBrFvLgruxQpI3pLir4MZrmWpM8vz8T/j68O9uWYDriLtHCEFCS/KZFTe7n8z9gInapS1Tpkbcu9R8l7OlGV5auMxzs+fIm/GbAmN+fddDPNV//4ZfN1JORETcA+iKwd7EOCOxUZ7o+hTXG9c4WznF1foEJa9A2St1HBV/IxC0THbzRhdDsREOpx9gNL6HlJ7eFhPnuyGhJXko9xj7UweZrF3hROFlpupXWXIXccLm+gXcBZrQSGopskaeXfHd7E8eZNgeIaGn0IW+Y6xMIiI2EkUo9Fp9fGXgNzmUPsZLSz/nSu0yRXd5UxbyujBI6sktMWMWQpDWMzzd8wz3JQ/w4tLzXKicZcld3DDTd0ux6bX6uD91iIdzH6PX7EdTbj99MxSDQXuYk+J1POluiAwfFlWojCfvZ9Ae5lT5bV5bfompxlXKXmlDFFUKKjkjx97EOA/nPs5YYh+mcvs4Rz1WD5ZqbZlyIggDzlVP893pb3O1fqUjS4mYGidr5MjoWXJGnpSewVbtlVTKnXply5WsNgG+9GgGDo2gRtkrU/XL1IIaFa9M1a90/C4GMuBU+W0eqV9mb3w8GrfuETRF43D6AYbsXbxZfI03Cq8x25zelHdgdY6Y0XNRhpd7GENROZobZn+6/5bfD8dzm3JdIeWO2L3YEUJERNxLSCTNoMFcc5a55iyLzjzzziwLzjwFd4laUH1PesjWWavn3hnR3qFZTRmkC52skaffGmAwtot+a4Dh2C5yRv4jMfgEMmDBmWeidomJ2mWuN64y25xpu9J0stu0ptYQopV6NKWl6DZ76bcHGbAG6bUGGLAHiauJLZvUOUGTN4qvUfe334Xlw7I7vpfR+J4d0+ZCGXBi+RUqHeyC7oqNsjuxF1X8au8LOIHDtcYkFypnuVy7yNX6FWp+bU0a0Nu/Z6u7xmv7JkMxyBp5uoxu+qwBeq1+esxehmIjWFsce8EPfa43rnKucoaL1XNM1K9Q99f0xR3dl4KhGPSa/YzEdjGWvI+98XFyZr7jXfO55gznKmduGbxQUzT2Je5jwB66+xv9kDSDBldql7hUPc/l2kWm6lepBzVCKddpA6u9rIIiBEktxUh8lD3xfYwn72fIHuloN78ZNDlZPEHNv/3CbE9ijJHY6IdWuIcy5GTxBN++/mfrZkwStJRdh9MPcCB1iKHYCDkjv+F9hpQSX3qttLXNOa7WJ3ir+DpX6xMdKikEX+j7Ml/o//WbXGY+KPPNWc5VTuOuE2RTFSpHM8fJGpuzGLoTUoZM1K9wuXpx3WOTWpLDmWM7PgCllJKyX+Ji5RwXa+e5Ur3InDODG7odz3XafZYQKCjEtQQ5I0+P2dfuh/usfnqt/h0zXkdsOx0NYJFyIiLiI4CUrTSXbujghM5KHvgaRa/Y3hWp+VWaYQMncHDC5opbSEggA6SUKEJBUzQ0oWEoJgk1QVxLktRT5I0uckYeS7WxVAtbtVFQP5I7Ji2fYIdm0KAe1FhyFlhyFyl4BUpugUbYwAtdvNBDEqIIFU1omIpJTIsTU+Ok9czKblcXCS2BqVpYioWhmB/JOouIuBv80KcR1Kn6VZbdReaaMyx7S1S8MjW/hiddAhkgEGiKji40TMUioSVI6qm2FVJWz2GprffLUi20HWCFFEiful+n6leYd+aYbU5TcJcp+yWaQWOl/5DoQkdXdAzFJKWnyOg5ckYXPVYvCS1JTI3d0QLgXmZ13KoFVep+jaWVNlDwlil7JRpBHS/08KWPKhQMxcRULFJ6ii6zh26zly6ju1VPWmxHjkmhDDlfOcOfXPtDZpsz3Gm6aygGB1NHeKrnmZZibYueu0QShAHL7iK/WPwZLyw+11EsptHYXv7e3v+WrJHfdBkjNgcpJW7otC1oVje4Sl6BilehGTbac0VNaGgr/ZWt2iS1Vh+c0tPkzS6SWnKQ3bkAACAASURBVGrlHTUxVeuesaKNuDMSSc1zWHbr2KpOzowjEAQyRBPKB+2jIuXEdvPOSxc4+cI5wiDgwCN7efjpQ9sih5QS3wuYPDvNldPXWZor4TkeuqmTSMfoG8mz+/5Bcr1phLKzBvaIjxbXLszyi++8gdNw2XXfAB//4jFMe/1dl3q1ycs/eJuF6QIHH9nLgYf3oKiRJv5eobRU4cd/8hLVUp1cT5rP/s7HsBM3x9ZYHYtCKWm4PjFDQ1Hu7hmvHdfuNHBKKWl6PoVqg550AlURzJdqmLpKOmatez5Aw/VQhMDUtY6v+0HuYW193Mp3/nbn3er7SsMhZuqo76nXu5H7dmW9tz4cL0BTFapNhyAMySZiN/msdkrT9RECTF0jlBLH8zF1raOyXvr+W5x7c4JbTTWG9vbyqd94GE3/1bZm+SizcH2Z5/7iNerVBj1DeZ786kPEU1tjUbPkLPKHk/+ec5XTdzxOFSqf6v4sX+j/CgktuSWy3QoncPjW9T/l+YWfrGthaas2/3Dsn7I3sW+LpIuIiNhKpJRM1Qv8waUXeatwjce7x/iv930SX4Z8//o7PNk7Tn8s80GK7Gjwj0bjTeTs61f4i3/zYzzH46t/7+ltUU5IKbl2cY5v/psf8+bPz1Ip1nGbLmEQoqgKmq5hx01+5598gV/7W59EUyJNZ8TmMX1lnm/93k+pFGp8/NeO8dDTBztSTrzz0gV+73/5T9QqDQ4+OsY/+T//Jn0jXVsgccRGUF6u8Vf/8Xnmry2z5+AQn/jKg+9TThRrDa7MLTOYS3Nmap7dfTm6U3FcPyAIJemYhaYqrZ0eP6BUa2IZrcVpw/NJx0wqDae1uJZwZX6Z8YFu4paBIgRSSkr1Jn4QkopZVOpNVLWl9T91dRZjzyClepO3J2Z4cO8Ql+eWGcqnSdkm5YaDqWtoioKpazRcjzCUNDyPqcUSihCM9mQJwpBriyXGB7uImwZCCEIpKdUaBKEkaZuU6k0sXSNhm225Kg2HpueTS9hoaqsPfu3iFBPzy8RNA0PTGB/soun6vDM5S9I2eHDvEF2peLs+CtUGCdvg6kKRmGmQT8YwNLXlbx5Kao7LG5ev8+CeQSQQM/SVug2xDZ2z1xcY68+Tsk0UpVXPtaZL3fGIWTqO6yOBhGVQaTi8cfk6j43vIh238PyAhushgcuzS0gJoz1ZbFNnarFIXzZFw/E4P73Ao/ftorlSf+m4haoohCvXklKiKIIglHh+QDpmUWk6rUCCxSqKEAx1pQlX/h7MpVrPQkLSMqk0WrFisokY2hrl5evPneZ7f/gCt9qMefjpgzzx5eORcuIjzNJsib/8D8+xPFviwCN7eOQzh7ZEORHIYCW+yp3dARSh8nDuY3yu79eIq9ubrclUTZ7o/hSny28zv05mlVUXpkg5ERHx0aTqO/zR5Zcpug0OZQZZcmqESFQhOLl8jS4z8UGVEx0RjcYfcQoLZX7/f/02r/zobcJQoqgKud4U8VQM3/WpFGvUyg36R7tRo53oiB1KtVCjVmkQ+CHl5Rqec2+kXfsosbqwkxKE+PCWAe9lqVLnxMUpzPs15kpVqo6LANyVhe+j4yPs7WuZD08uFHjj0nUO7+pjYr5IsdZgd2+WK3MF9g3kScdsTlycIp+METN1EAIvCHjunUukYxYDuRRvXplGAE8e2oOmKvhByPRyGT8MEQLevHwdpGS4K8OJi1M0PZ9MzOLIaD8vnp3EMjQWSjUUIdA0hWtLRbqSMU5dm6c7HSdmGgggDCUXZpa4PLfM/UPdvHl5msfGRxjr70JRW8qL68tlTl6Z5uGxYcb6W/fYcD1sQ6dYa7YsBXyfpXKNgyN9GJrKpdklulJxAC7PLfHSuas8fXiMM1PzpGyTxYRNwjJpuD7TyyU0VWFqsYQfhBSrDXRNxdQ1dFUhn4xx8soMSdskbhooSus5zxYrnLg4RdwykFIihMDSdQIZMleoEMiWb/pCucaLZycIQ4kfhOi6yrWlIodH+jg3vUg6bmObOqGE5Uqdl85N4noBH9u/i9GeLJ4f8LN3L+H5AUIIknbL/SmXsLkws8hYXxeO7zOzXMYPQpIxk0szSyDh9LU5VFUhaZnMl6oIAZ87Nk4qdkP59chnDxFLWtQqDeqVJrMTC1x46ypBsLVpJCN+tZhvzvJm8QRueOegpD1mL5/v/TJpfeMn+XdDl9HD/tQh5hfurJwICVl0FrZIqoiIiK2m4jW5VFngv7v/M0w3irwwdwFgJa1ojCV3cwIKR8qJjzBhEHL61cu88fwZwlDSO5znt//xM9z/8B50QyMMQ9yGR7VUZ8/BocilI2LHcuixMT79tUeYu7rEk199iJ7hrQ+K9atOEIT8+f/9I1750Tv8o3/1DXYfGNzQ8rNxm8F8mlwyRi4RY/9QN997/SzZuE1vJolt3AhyJ6VktCdLfzbFO5Oz9KTjZOI2e/sVFko1+jMphvJp8skbaa8UoTDWn+fy7DLXFksYmko+GSMMJdWmixcE9GWSxE2dgVyKgWyKvmyK2UIFPwhpOC6KEMyXqtSd1vG6qtCdTtCdTrBQqmAZOkP5NLlErG27uFyts1Cqoq1YBAx3ZZgrVtndm0NTFWpNl8n5AqausVytAy3lhKoIulMJjoz2c/76IvuHuvnmS+9SXbHiiJk36iOfjJON25TqTfoySbIJm1BKlip16q7HQrnGg3uHmC9VKVYbdKXihFKSsi1ySZulSp3BXIreTKLtptFwPa7MteSaL1Y5tnuAEMk7E7M8ODZErXnzgqtcb2ULCqXksd0DLJQqOH6AIgSVhoNt6NQcl8VyrTUeZRJYxo0piOMFVBsObhCQtE160nGml8vETYMjo/28NTHN9eUy44Pd2HrL6qPadOhJJ0jYBlNLJRYrNY6ODmAZNwdEfPgzh3jwqYP4ro/n+px49hT/+p/+MY3q5mTliYgIZMDF6nnmmjPrHnss8yB91q2j4W8HpmIyaA2hCo3gDllFQhlS9ktbKFlERMRWIgFVCNT3bEb5YUjddzHukDXqwxApJz7CeK7P+TcncBouiiL4zG8/xtNffxTDunmSHxGx0+kZzvOP/4/fRUrZMsWPFGlbjlN3efmHb3PujYlNWdTFLYPeTIJSrclId4ZUzOKx+0YIAkkoQxquy8WZRYQQGJrGQC5NKmZxeFcflYZLOmbRdH260wmSMZO+bJKppZYSouUuoBCGku50nN09Oa7ML5O0LYJQoqsqTc8nHbewTR2BYKy/i7lihZhpkI5Z9GUSWIbObKFCdzpBud7EMA08P6A7FcfSVeKWQRCEXF8uoa64RnhBSNI2ycZtUraJ4/lYus61xSIAQShJWAYJy8DQVC7OLAKQsi2G8mliloHrBaRiFg/sGSAIJUJAJm63jhUtK4dswl5Z1Ce4ulhgIJdmuVJHVxUe2TfMYrnGnt48+WSMxUqNXCJGzDSIGTqWoZON21xdLJIwjZXUg5K4pWMZ2oqiJkkoJbFxneVKg65knLlileVKHT8MOTLaj64pNBy/XR8S0FSFpusThhJT08jEbXb35hBArelwccZBAnv7cq0YIyuuHZW6w5HRfkq1JooQDORSfPHB/TRdj3Kj5dKjqSqD+TiGpjJbqNCTSrBcqVN3XAzthtm+EAJVFai2gWkbxFI2OyxuYsRHjGbQ5GL13LopQw1hcCh9bEcF8hRCkNLTmIpJPbiz/G6wdSnMIyIitpaEZtJrp3hu7hwJzcQNfa7XC7xdmOJabZnf2f3Iplw3Uk58hAn8kIXpAgBW3GLkvv6bFBOw8abZERGbgRACTY/ioWwnk+dmWJopblr5lqHz4N5WasPVfuno6EA7De5iuUa14SIE9KQTxK1WrJKDI31tJetALtU+//ieQbwgZKZQJghaC+PhkV40pRVnoi+bbB870v1+c+pV9wqA8YEuxEp8CGgFgzx5ZRqAPX15ejMJejMtX/G+TBLXD5gplAlDQSZusK+/C3VFoba3L08QSmYKZTw/xDJV9oyPoKkKhVqD4oriZ7Qn23Zv2DfQiq/yyYN7gJZSeaFcI2i0FBXdmQRjKy4vQoi2LIMr9XEDgRA3lNKr9dyzUqaUMF0o43oBhqbw0N4hdO3mDAir5/qhvOFmYemM9XXdFOdhVYZ9/Tdiw6zex3BXGgkslGrUmi6KgPHBbuKmcdM1hBD0Z1v3sPrzxvO5OeZM3fXaFiiGFvUVEduLEzS4Wp9Y97heq5+svvMsAQ3FRFsnfalEEnSUdjQiIuJeJKmb/Pbow/zHi79ksrZMxWvyL9/5Lkj4jV3HGUv2bMp1I+XERxgpJU6jZXqrG2pHgQcjIiIi3ouUkvMnJ6iU1k8v92G4lbJ0NcBldyrejrHw3qNud56uKgx3ZW46Z/XY9RSzt5UFSNomH9u/CyTvi9XTsuxQGenO3vK6AKoCg/n0jXNW/s3GbTJx+5b3+B5J3lcfa8u/+3uTbQXPrcpde66mwFBXugNZb3N9CT3pODL9/md6N0rz0e4sQ/k0ihBtRVBExHZRDaqUvfVdHrrMHizVWve4rSYkXDdbh0CgC/2Ox0RERNy7KELh/vQA/9PhL3KqcJ3ZRhlb0zmYGWAknkPfpCQKO1Y5IaUkDEIaNQen4eK7AeGKuaemtxbadsJCUcRtJzK+H7A8WyLwA5LZOIl0rJ1Ws1Zu4DY9wiBEKALD0oklLAyr8/zonuNRqzRb2S9CiaapWHGTWMJCUZUPPGH7MMhQ0qw7uI6P7wUEvk9hoUK12FpMhKGkOF9mZuL9wYviKZtU7tYRoqulOtViHaEI8n2Z9u51qw7rOA2XIGg9F93QsOImVsy4YwrAtc+2WXfwvQBoPVc7bmLHzdumiQzDkMJ8BdfxSOcT2HETp+FRKdQIgxArbpDIxFFXo/o3PcqFGoEfYFg6yUwc3diaZl9erlIrN9AMjXxvun1PruNRrzRxGq12oygCw9RbdWcb67oshGFIs+bQqLXqruXqoGLGDGIJC1XrLO+wlJLAD2nUmrgND9+7+R2zYq1nIe7wjr0X3w+oV5o06047I4xlG8RTNqqm0skyRkpJtVinepuFsGkbpLuS6wZwlaGkvFylXm3edE4YhNSrTZo1B98PENDKWpMwseJmx+krwzCkUXVo1hw8z0eGd57IGaZOvn9rAp5JKQmCkMZKO2vd58o71sF9rrYNt+m23q9ijXdfuohTbyk7l2aKt+xLhCJIZRPEkutPtm/VFyuqwLBa7Vg3tTWKBGhNhW9TVihxmi71ShPPbT0LRVUwbR07YaHfIg3ne/H9gMJ8Gd/1b+oTpZQ0aw71aqtsJKiagmEbxOImyi126YW4vax3/v79nzsNl8JCGYBMPokVNwGJ0/CoVxptmTRDJZa0sWLGB1rch6HEqTvUqw6+57ddp0x7pT/R1dsqM977qZQS3w2oVxs4TY/QXxlfzdZzMG39js/U93yW58oEfkAqlyCesluuMa7fbidSyvb7aq9px4oiMLY429RN45gbIJGomoplG9hJq50NphNWx6tGtYnr+IQrwToVVUE3NEzbaI2t2xi4OgxbGx7NmoPnrsgobsho2QbmOuM/3Hj36yvzp2ClneimRixhYVrrj4NrCYKwNe7UHIIgQFFW2m/Sao/3H2Q+tvosVvuT1bHMsFrt2DDX70/KXpFAButeK6El0HbgAt8JmvjSu+MxArEjFSsREREbhyIEGd3mgfwIXhigCAVb1dHE5o23O045IaXEc3wmzk5z/uQk5964wrULsxTmy3iuj2HqZLqTDO/r49gT93HsyfvJ96ZvWdbyXIl/+Xf/HbNXl/jtf/R5fuPvf4aZiUVe/uFbnHzhHDMTCzSqTQzLoH9XFwce3csTv/YAQ/v67rjwCUPJ/NQSL373JG++cJbpy/O4TY9UPsHeQ8N87JmjHP3EfWiGtmW+8bVKg//8H37GxbevUlysUFqsUC3VqVVaJsLVYp1/98///Bam8YIv/Z0n+Zv/w5duWe5P/vRlvvlvf4IVN/kXf/QP6NvVxdJsiZd/8BavP3eaq+dnaFQdDEunayDLnkNDfOF3n2DX/gGUW9y7lJLluRJvPH+Gt35xjokz05SWqgghyHQl2Ht4hAc+uZ9jn9xPMhN73wTAaXj823/2p5x+9RJ/5599lceeOcJ3f//nPP+tE9SrTXYfGOTX/6tPc+SJ+6gUavzwj3/Jz799gvJyjf7d3Tz1tUd48q89jB03N6Te78Q3/59n+dEfv0j/7m7++R/8fRIZm/lry/ziO2/y1i/OMnVpHqfuYsYMeoZyjB0Z4df+9icZGO2+bZmri8TXnzvNxXeuUVgoE/oBiUyMkfF+jjw+zkNPHaR3OH/bMloWNR5XTk9x4eQkZ9+Y4PqlOYoLFTzPx7B0cj0pRu4b4Ngn9vPAk/tJ30Z5tbbM0lKVV3/8Did+eoqJM9PUq01iCYvR/QM89PRBHv3cEVRNWVepEAYh3/2Dn/Ot33v2lt8f+8R+/sH/9juk83eWyXU8/vRf/5Bn/+xlDjwyxj/83/86dszg9edO89qz73L53SlKyzWEgGx3in3HdvHoZw9z5PHxda2MaqU6J184x2s/PcWVU1MU5ss4jtdy/r8N+x/czb/4o//mjuVuBFJK5qeWeXPlHbt6fpbychVFVch0Jxk/uovjnzrAkcfHiSWtW06yS0tVXvzeSS69e42pi3PMTCy0F8gA/9d///+iau9/jrGkzX/xP36ZT3/t9n6IQggUVWH6yjwvff8t3vrFOWYnF2nUHEzboH+0m0OPjfH4Fx9gcG/Puosxt+lx5sRlTvz0FGffmGBppojb9LATJoN7ejnw6B4e/cxhhsZ6VxRkt6YwV+Jf/cM/YPL8DM9843H+1v/8FXwv4OzrV3jp+yc5/eplluaKhMH/z957hsdxntffv5ntu+i990qwd1LsTSwiVShKliO3yCUucnp983dLHCd27MiJ7USSS6wuqlEkRVHsvYIgOoje+2IB7GL77sz7YYAlQVRSJE07OteliwIwOzszzzNPue9znyMTFGYkMTOWBavz2fDk0rvKSqspbuYnf/oSAM9861GWbZlLY2U7Z/YVUX6hjt52CwARsaEULM5k+da5ZM9NnVYQ1mFzUXFRGU9qSpqxdA/i8/gxhRhIzolj1rJsFq0vIC41etzx/EZIfommax1cOV5JxcU6Ohp7cNjcaPVqohMjyFuQzqL1M8mZl4pWN/5mrKetn3/9yi/pbrXwR3+1jR3PrKG9voezB4opPn2N7mYzPp+f0MhgcuelsmTTbGYtz0ZvvPvj+c2wWoYoPVdL0YlK6svbGOi1IvklgsNNpOTGM3dlLvNXzyAmaWrKvsflpbq4iaLjVdQWN9Pd2odjuLzHGKQnIi6UlJx4cuamkD0njZScuHsapJBlGVu/nYpL9ZSfr6WurBVL1yCOIReCIGAM1hOdEE5Kbjx5C9KZtzqfkHDT+OeSZJqrOygc6ScNPditLjQ6NdEJ4eTOT2fR+gJy56dN670aGnBw5UQllw6X0VDRhm3Agd6oIzkrlnmr81m+dS6iSpj03b8RXreX6uJmrhyvpOpyA70d/bgdbvQmHfGp0cNWpLNIzUuYtNTQ5XdNyTwA0IiagGjv/QJJluj3WnBNoSchCALB6ptLxz7BJ/gEfyiQkRn0ODnedY0rfc2Y3UPoRQ15oXGsjcsjJzR2krTR7eO+C074PD7e/+VxDr5yhu7WvkBEXa1RIYoiQwMOutv6qC5q4sy+IhauK+Czf7eDpKzYMYtsyS9jG3RgtQzRUNlGVWEDv/3BXsov1CLLXGcBeBRGQfGZai4dKuPpv9nOgrX540b/ZUnm2pUGfvsve6ksbMDn8SGqRNQaFVaLncbKdi4fKWfdriWEx4TcM3tOt9ND6dka6spabrjY4f+Gf5D8Ev6bFpgCArI0cc3gCPPAbnMyaBnC5fTw8r/to/BYBV63L7BAkvwS3a191JY0s2BNPml5CWPO5ff5qSps5I3nPqTiYh0uhyfw7JChr7Of2pIWTu+9wqINM3ni2QdJzY0fvQiTZRxWJ4NmGzVXmzB3DvD2zw8HVNh72iyYOwf4xg+f4vyHJez79Ul8XiXzYe4coPlaB3qTjpXb5097sXK7cDncWC1DaHRqhgbttNR28uqP9lN+oQ6f16+wOwCpV6Kr2UxNcTMrt88fNzghSRLtDT3s/s+PuHS4PLDZHOnD/b1Wmqo6OH+whDP7injqL7ZSsDhz3Ht02d2884sjHNl9gd6O/gB7aNQ71tpHVWEjp9+/wrKtc3j6rx8iNjly3I2sLMt0NPbyyo/2c+FgKS6HW9GI0Kqw9dtpb+jh8rEKik9XM291Hhrd1MOORqdGq9Pg90tIfgmvx4djONBmt7mmJeQqy+C0u7Fa7DRXd9BW28W5A8Uce/vSMKNFhSgK+LwSve391BQ3c+5AMQ9/aR0PfX4VphDDOOeU6e+18tqPD3BqTyFDg070Ri1agxZRFPC6/TiHXEjDLAqNVo0pxIAhSFm83214PT7KztXw5n9+xLUrjXhcXlQqEZVGBbJMb0c/NVebOfn+FZZtmcOT39xMXGrkmLGup7WPvb86gbmzP/As5RuGiZGM6c2Q/NKUbSOoBOrLW3jjuYNUXKiDET0RGSw9Vjoae7l66hqXDpfzmb/dzpwVOeOPxcOBzvd/eZzj71zG3NGvZF81agQBBvtstNV1U3isnFN7rvDoV9azasd8NBNsjCVJZsjqYNBsw9zRj7Xfzpm9Rbz980N0tyoBAFElIEnK97ZUd+IccrHhU0snvd+PC5/Xj63fjtfjo/laB7IEb/70II2VbajUSh/2+yV62izKvLj/Kk9880HWP7EUnX78e5Ulme7WPt7+xWHOfVBMf69VYUwNBzQGzFZaajq5+FEpp/cW8cSzm5i/Zsa4mzFZlnE5PJx49zL7f3OSpqp2hUmoUSlMJUmmq9lM6dkaTr1/hfW7lvDQF1YTGhk0zpwtYRtQ5uzGyjbKL9Tx0r/upeJSPaIooFKJ+CXlfa0ra+HchyU89IXVPPT5VROy/+40JEmitbaLN587yOVjFQwNOEaPxT1WGivbOf9hCTOXZvPUn28hf2HGuME8WZZx2Fy8/8vjHHr9HN0tfQF9HXGY/TdgttFW303p2RrUWhXrHl/Csz986p4FJ/w+P7WlLbzziyMUn74WYGMKAoiiMof1dQ3QWttF0ckq0vISyJmbOiY4MVJmemb/Vfa8cIzGyjYkv4xquJ/Iskx3i5my87Wcer+QtTsX8fCX1hEWFTzhvNPfa+PVf9/PqT1XGBp0IAig1qqx9dvpau6l6GQVV05UsmrHgmkFOgbMNj58+QwfvXqWnjblnR+ZJwb7hmiv76HoZBXH373Mo19ax/onlo7R8Qpc3zQCE6C4ekz32HsFp99Bs70ReQo9CREV0bq7U3P+CT7BJ/jdw+Hz8GrDBU731DInPJms4Bjcfh8l/a2UDbTzVwUPkh4UNfWJbhH3XXBCUIkYTDq6Wy0Ygw0kZsQQnxZNbHIEepMOp81F47UOrhU2YrUMcf5gCZFxYXzu73dgCJqYXlZ1uQFz5wCVl+uVDMS8NGISI5AkiY7GHsrP12Ee3hy//fNDpOTEjZt97m7r47c/2EvZBcXrNS41ilnLsohNiULyS3Q2makqbOCjV8+SmBk7XLJw9xEUamTXs5uw9V/3nHU7Pez/zSnqSlswBOnZ+tmVZM5KHvPZ5Oy4Kc8v+SXqSlq4crySq6eqiE2OJCkrlogYhbUyYLbR1WJGp9cQnxY9ZuOi1Kw38+K336a2tAVRFEmfkUjO3FRikiORblhct9V1cWZfEYN9Q3z1+0+MH3iSZYpOVmEMNrBs82ziUqIoOllF1ZUGWmo6eeWH++lu7SNvQRp589PpbDZz8aNSrBY7Z/YVMW9V/pSZ9zsFn9dP+cV6Dr9xntriJpKz40hIjyYsKmS4TMVKZ7OZsOhgoiag/Xe3Wvjf77/PxUNlCAJkzkomc1YysUkRCKJAX+cgtSXN1Fe0UXK2BtuAg2/821Pkzk8b8+xUahUavRpz5wDBYUaSsmKJS40iJjECnVGL3eqkoaKNa4WN2K1OTr5XSExiBE/9xdZxs7G2fjtvPPchZ/dfxevxER4dwsxlWSRnxaHWqOhu7aOmuJkLB0tore3C5Zjc811UiWx5egUPbJ2nlBUNOqgtaeG3//I+fv/tiW9ZugbZ88Ixrp6sIjjcxJwVuSRlxaI36ujrHqC6qImGcoUBseeFoyRlxvDAtnljzuN2ejnw0hmO7L6A2+Ehd34aa3cuJnNmMmqNSFt9D6f3XqHoRBU+r5/49Gi+9J2dpOYlYLjL2V1Zlik7X8uL336H5upO1BoV2XNSyZqdTHRiOD6vn+6WPq4VNdJe38Oxty9h67fz5e89PibwFJcaxef+fkdAs8Zpd/PhS6epLVGCnzu/tpHEzLGLUrVGReaslEmvs797kDf+4yDXihpJn5FE9txUohPDkfwSbfXdlJ+vo697gGtFjbz980MkZcWOG9hx2d289bNDfPjSGXw+HwkZMeTOSyU+LRqNVo3VMkR9WZvyXpS18vIP96EzaFj64JwpxVVtAw6Ov32Jt35+CK/Ly4zFmcQmR2AMNuCyuzF39tPZbGbmkqwJWQB3Gj6Pj4uHyjn7QTH9vTYWb5xFSk48hiAdA2Yb1VebqC9tpbu1jzee+5CQyCCWb54z7ibW0jPIK//+ASf3XEaWZFLzEsiek0JcShQqlYilx0pdaQt1pS1UXqrnV997D51By6xl2WPO5/f5Of7OJV76170M9g2hN+nInZdGRkEiIRFBOO1uWmu6qL7aRFezmXf++wgel5cnvvkgQaHGCe+3/EIdbXXdNF/rYO7KXNLzEwkKMzI06KCutJXqoiblfX3+GAaTjh3PrLnrAWeAziYzv/reexSdqEQQLemdBgAAIABJREFUBbLnpJA5K5noRMWBpLdDWUc0VrZRfKoKW/8Qz/7o02TPSR1zLr9f4uKhUt5/8RhWi52o+DBy56eRlBWLIciA3+vD3DVAV3MfnU299Lb3kzEjadqlZx8XkiRRXdTE//zjburL25D8EqZgAym58cQkRRAUZkTySwz2DdHbbqGr2cyMJZmERgaPcy6Z0+9f4dff38NArw29UUv23FQyCpIIiwrG5fDQWttFzdUmetosvP/icdxOL0/9+ZZxA0/OITfv/OIwR3dfxO30EBxuomBxJml5CWgNWsyd/dSVtlJ6toaelr5AcHsiuBxu9rxwjH2/PoHT7iYmOYLceWkkZMSg12uwDThoqGyn5moTrTVdvPqTA6i1KtY8tnjceVEjaqeVTxzyDeGVfGjFe8/+mQhmdw/1QzVTHqcW1cTop14/foJP8Al+P2H1uLjc18QzWStZHpOJRlTcz8zuIX5U8RGl/W3/N4ITKpXIog0zcdrdpObGkz4jkYi4UFSq64uOIauDk+8V8vIP9zNotnHhUClbPqOUEkyEjsZeulr6WL9rCY9/fSOJGTGBhYzH7aXoeBUvfvcdOhp6qL7SSOnZGtbvWjJqIeZ2ejj4ylmqLjcgSzJ5C9L44//3KHkLMgKTk9fjo6qwgZd/uJ/y80oAYyo67J2AzqBlwZoZo35ntzq5cLCUutIWNFo1s5Zls3jjrNs6v8ft470XjmG1DLHlsyvZ+MQyErNi0Om1gTrj7rY+HFYnsSmjNzqyLGPpGuTNnx6krrQFlUpk7c7F7PrGJhLSYwIZJb/PT0NlO+/84jBn9l2l5PQ13vnFYZ759mMEh91EEZWhu7WPh76wms/9nRKYmrc6j3/58i+xdA1SdKKKeavz+Ma/PUV8WjSDfTasFjtFJyqpKW7GbnXcs+CEbcDOm899iMvhYefXNrLm0UXEpUSh0akDta1dLWa8bh+hUWMXdR63l32/OsGlw2WoNSJrdy5h51c3EJ8eHWDmyJJMR1Mv7/ziMEd2X6C+rJV3//sIf/7cZ8YE7TQ6Ncu3zkWlVpGen0hafgLh0SGBvj6i+fDR6+d487mDDA06OHegmM2fWUFM4miKst/n5/LRikBgIiYpgi/84yMs2zwnkKny+/y01ffw6r/v59yBYvy+yQMMCk3YgDH4OnNBb1S0L7jNWJ/b6eHCoVIyC5ID2fgRKrgSoOzl1//0HpcOlTFoHuL4O5dYvHHWmEVnd2sfh18/h9vhISkrli9/93HyFqYHNgu589OZtTSb5/7iZYpPV9PTZsHn9d911oSSdexj908P0lzTiVavYeOnlvHYn6wnNjky0LY+n5/a4mbe+I8PKTxeycVDZcSlRPLZv3sYvfF6ZjEkIohlm+cEfrZalJKdkeDEvFV5zFiceVvX2tc1yECvjU2fXs7Or20kLjUq0I89Li8XD5fxy+++S09rHxUX66m8VM/KHfNHbcj8Pj8n9hRy5I0LeD1eFm+cxVN/sZWMgqRAmynMCiuH3zjHWz87RHdLH2/91yEyZiSRkDF5tq+2uJnakmai4sN47KsbmL08h7DoYCVTPExxb2/oITIu7J45HkmSTG1JM3EpkXzpOztZtnk2epPi5iFJMuaOft786UEOvnKG3vZ+9jx/jKxZyWMCT16Pj4OvnOXMviKQYdXDC3jim5tJvqHsRZZlelotvP/L4xx46TQtNZ2884vDpOTGEx59ncYtyzKVlxt497+PMNg3RFh0MLu+vom1jy8edZxzyEXJ2Rpe/rd9NFa2cfCVM8SmRLLlMysm3Gi31SmlZk//9TbW7lxMcLgp4JgyYLax/9cn2fPiMWwDdj58+QyzlmWTOSv5rraHx+Vlz/PHKDpRiUarZuOnlvHwl9YRnxp1nUUoSXQ09PLmTw9yck8htSUtvPf8Mf7sP54eE8hyDM/RVoudkIggPvO321n18IJRZSqyLGO3Omlv6KH5WgfzVuffs3LR/h4rr/3kALUlLQiiQMbMJHZ+dSOzl2cTHhsaYDz4vH7MHf201XcTlxKF3jSapSDLMrXFzbz188MM9NoIjQxi59c2sn6YYTrSZi67m7Lztbz8w/3UlbZw6PVzxKZEsuOZNaP6iSzLVFyq46NXz+J2egiNDOKzf7eD1Y8sDDDeJElS3vmfHeLoWxfxuCbWT/D7JS58VMqHL5/GMeRi7so8Pv3nW8hdkB5oM1lWNIyOv3OZV3/8AX2dA7zx04/InpNGWv7YtadJFYQoTB1E6nS24/DbManHL4O51/BJXs73nWHA2z/lsTG6WCK1d35j8gk+wSe4XyATpNaRaAzDqLquZxWhNRGjC0aS745bz+9OWWkCCIJAdEI4D39xLYvWzyQ6MWJUYAIgKMTI2p2LyZ6TAgLYB5201XdPee6cuans+sYmkrPjRmVYtDoNc1flsurhBQC4XV4aKttw3zCZybJMX9cA5w+W4PX40Jt0PPLl9cxYlDlqA6PRqilYksWjX15HcNjEWaHfN0h+iZ7WPtbuXMyTz24mY2YSumErP0FQhKySMmPJmZcW+H3gs5JMxaV6Ss7UIEkyOfNSeeKbDw63w/UuqFKryJqZzFN/toWMgkQkSebS4XKqChvHvaaQiCAWrC0YFoiDxIwYMmcqzBBZlln64GyihzfTIRFBpOXFo9aosFudoxgmdxtetw9z5wDbPr+KR7+ynuTsuEBpgyAI6AxaUnMTyJqdMmYzLMsyDRVtXDhUis/rJ3deGk98cxOJmTGjSoYEUSAhPZonvvkgicMbr8rL9VwrGvvsBEEgIT2GHc+sYf6afCLjwkYF4QRBIDjcxJanV5CSGw+Atd9OR8NYAUSn3c3ZD67itLtRa9Vs+vTyUYEJUNo1JSeOx7++aVItjLuNkPAgdj27iYXrZoxa/IuiSGJGDA99fhXB4aZAmcp4tpkt1R1YugcRBMhfmEHW7JRRi2ZBEIhOimD+mhnoDFo8Lu+4bXCn4fdJXD1VRdWVRmRJZtbybB7/+kbi06JHta1arSJ3fhpP/812kjJjkPwS5w6UUF/eetev8UbkLUy/HiS+4fq0eg0L1s5gxUMKa8Xt9NBY0YbH5QscI8sy5s4Bjrx5AbvNSUxyJE/+6WZybtJZEASBiNgQNj+9gplLsxEExQ71yomqKa+vv9eKwaTjc//wMCu3zyciNjTQzoIgEBIRRP7CjGnpCdxJiCqRDZ9axvKtczAEXdcLEUWB6MRwHvnyOtILFDvWmqtN1BY3jyqzkWWZ9vpuzuwvwu30kJafyJN/upnU3PhRc6IgCMQkR/Don6wnfUYiANVXmym/UDfqetwuLyffK6SrxYyoEljz6CK2fWHVqMAEgCFIz6L1BTz+9Y0EhRoVZso7lzF3TGxNK4gCy7bMYd2uJYHAxMi1hUeHsPVzK5mzIheAjsYeik9fu6tMRVmWqSlp5vLRcvw+iRmLM9n17CYS0ke/Y6IokpgZw65nNxGXqmzcyi/UUlvcPOacPq8fS4+i5RISYSJzVvIY/QxBEAgKNZIzN5X1Tywl6h4FxGRZ5uKhMq5dUcavxIwYvvzdx1n9yAKiEsID760gKGLY8WnRLFxXQFJW7JiAk8ft5eSeQjoalTlkxfb57HhmDRGxoaPuRW/SMX/tDJ54dhOhUUE4bC5OvHuZnuGyqhuv7ez+q9itTlRqkRXb57Pm0UWjhHhFUSQuNYrHv7Yx0IcnwqDZxpE3L2C12ImMC+OJZzdRsHQ0K2rkvV//xBIWrS9AEAQ6G3u5dKRs3HOGakLRiVOLRXa7u+hw3tvxdyL4JR8lA0UUDxROq9Qkw5SNQfWHs879BJ/gE4xGsEZPTkgsl/uaaLb30eOy0u4YoLCviT73EPGGUHpdNnpdNvrdd87N7b4LTgABVeTJsgPGID0JaUrm2O+XsFom32xqdBpWPDSPhIyYcSd2nUFLztzrQl19HQN43aMj7W113bTWdgGQNSuZGYsyxqWRqlQieQvSxy2h+H1GXEoUm//oAcKix2b3J4Pb6aHwaDkuhxuNVs2qhxcSnzp+tF0QBVJy4wNZ60HLEBcOlgSUy2+EKcRAXOr1rKDOoA1kqHUG7ajghyAIiluDWoUkyQGh0HuF9BmJrH1s8aQ05vHg9/kpP19Ld0sfAA9sm0d0QsSE6vmxyZFkz1bow4N9Q1QVNo6rAaBSiWh1kzvTmEIMJKRFIwjg9/qxDYx9x8wd/dSVKtn0mMRwFm+cOW5tryAIJGXFMn9N/vRu/C4gY2YSizfMHPedFQSB9IIkwmOUTZVzyMWA2TbmOHPHAJKk1EnHJEaMW28siko7aPUaZEmmr2PqDNTHhd3qpPBoBR6XF61ew5pHF03I1hBFkazZySxYW6CUBHUNcOlwGdIk2jN3Elq9hpU7FhCXMv4YYDDplEDDcADP3DmAz3s9OIEMTVUd1FxtAmD+6nzSZyRO+E6ERQUzY1EGWr0Gj8tL2fnaKZ1VAFZsX8DMpdn3pFRguoiICWHOitxxBSAFQSA+LZolm2YhqkS8Hh+lZ2tGbdglv0LTb61R5rGlD84mPi16wmcXnRBO7rw0RJWI3eqg8lL9qPGku9lMxcU6/D6JkIgg1j2+eExwegQqtYp5q/LInZ8OQH15K7UlzeOOTwCmYAML1xUQHGYa9/rCo0N4YNs81BoVfp9E2fk67FbnJE/v48Hn9VNyujogQLpy+wIiYkInfHbxadFkDa8B+nttVBc1jblXtVZNxLCgt7lzgKITVQHnqZuPFQRFc+NesSYcNhdFJ6qwW52IKpHVjyxk9gM5k74PgjC+s1Nvez+lZ2vw+xSx1fW7lkyoAaFSicxZkcuMRRmA8q5XXWkY9TysFjvXrjQBSuLhgW1zxxX3FQSBqMRwlmyanDHaVt9NxcV6AGYszFD6/DiMHkEQCA4zMXNpNnqTwhotPVsT0Bi6EXqVgVh9/KTfC+CXfZw1n8Thd0xLS+luwS/7qbJV8H7HW9NiTQSpg8kPKZhWAOYTfIJP8PsJj+SnzdHPy/Xn+X/Fe/hO8V6+XbyH75d9QI2tm1caLvKdkr18p2QvL9SevGPfe9+VddyIG60gHTanYpPp8QVE8vp7rcOijzJ+3+QZk+AwA5mzkicUqBQEAb1Rh9agweP2Bmweb0RzdWdgUZucHTcuBX8EoZFBxKZEgVB9azd9v0KA+LSoaelT3Ay300N9eRugPJe0/IQpFzgjmwm7VWHFDFqGxmTjtDrNqM3+SFALlI31COV5BAE7QVnG5/FxryCIAml5CUQn3Tq13znkpqFCqfVVa1TYbS7KztcyUUxBlpUsFSiL6b7OAXxe/4TK/SNidrYBO06bC49bsRT1+yUkn4TVMhQ4zj9OVrKtrjugIREeE0JiRuyE96I3aknJiUcQhWltDu80cuamop1g4wQKq2CEEuzz+QPP8UaMbAxkWTlGluVxF+O+EWvRYYG2uw3HkJOGynYAImNDSc6KnVQwTxAECpZksvdXx/F5/bRUd2IfdBI8gcL+nURIRBAZBUkTXp8gCOhNOrQ6DV63D5fTMyo4KUkSdWUt+Lx+xGHBxarCxgnfCVCYPyMlAZbuQVxOz6SOPRqdmoLFGWinId56LxERG0pU3MR2tCq1SGpuAsZgPUMDDpqrO5UyquFb9bi81Je34vdLqNQqPC4PFRfrJ312TrtbCVD6JPo6B/C6FUcfWZYVPYThwGlqTnxgoz0RjMEG8hakUXisApfdTdO1DhatnzlukM8UYiApc+LxRBAF4tOiCIsKxtw5QFtdFy6HG7i14Pl04bC5lLFYktFo1QwNOig7VzuhR6Xfpwj5gqIX0tvZP2YsNgbrWbJpFkUnKrFbnbz1s0NUX21i9SMLyZypaMXcK+vrm2HpHqSjsQcAvUHLgrUzbouxIcsy/TecKzkrjqgpytz0Rh15CzI4d6AEt9NDU2UHni3eQECjo7GHIauSpQsKM5KWPzEzQqNRK+5hwzbS46G+rBWP2xsowa2+2jzpO6Gw55QDLD2DuBxujDeVT+pVetJNmVyzVUx6rwA1tmuc7DnK2piN6ETdbT3n24Usyzj9DkoHr3Kwcy897qlZyAICKcY00k1Z9/RaP8En+AT3FlpRxdLoTOZFTK4lBhChu3Prx/tr5YUyUColFIMUnaik8lI9nc1m+nusOIfcuJ0evF6fsoG6cbM0xV5Hb9RNOSHeGPWXZXmMLaB5mOatUomEx4RMumhQqVWERwejVqsmnBB/nyCKItFJEbe1ULIPOrAOl1EYQwwBEc3JEJMcGdjU2Sx2rOMEJ1RqcUyWbqT9NDr1GNE7QRCUhaTMPc1QaDRqopMiUN9GBtbt8gacAnxePy/9695b+rxz2I/+xnaTZVlR62+zUHRCsUvrbu2jv9eG0+7C4/Tg9fjxeX1T6kNYeqz4PD4EQdl0TrbhE0WRkIggdHrNlKKYdwNxKVFMWgI8rD4PTNhHFK0aEa/bR1t9N3arE1OIYdS4Ifklmqo6cDndiKIw6QbrTsHWrwiHAgSHmwiZhp6KIn6oZJ37e60MWe9NcMIQpCNykg02KL7agUDQTYEsSZLpbDIr/++X+OjVs3z06tlpf7/X7cXtdE/aV4PDTOO6SfyuYQjSYxzHRWYEgiAQHhOC3qhlaMDBgNk2KnDv9fgCwQS/z8/u/zrE7v86NO3vdzs9eNzeACtooNcWEE2NToqY0hFBo1MTkxTJcIyYnlZL4Hw3Q6vXTKoLNFLuEBxuwtw5wKBlaFJdgY8Lt9NDzzBrwuvx8avvvXtLn3cOufHfFJxQq1UsfXA2PW0W9v/mJP09Vs7uv8qlw2Wk5Scya2kWC9YVkLcgHb1Re8+EMAGGBhXnGoDI+DDCom/PMnJEI2RkzI9ODEc/RT9Ra1XDWinD/aTNgsd1PTgx0GsLtHVwmGlSRqIgKv3EYNJNyKzpbOoNzIun9xVxel/RtO/P51Ecmm4OTmgELVlBuQSrQ7D5rBN8WoFLcnK4+wMEAVZFrVNKJQTuikXfCGRZxif7aHO2cKb3OFf6L+GSpsc8MqiMLItcSbDmztqISpKMz+tDrVEHAkUjmiaCKNzSGsrab+fIe1dYvDafxLSo+24sB+ho7qPwVDWrts4m7KaxTpZlJElGgHtqG3y7GBp0cvJACdkzE8m5RdZ4Z0sfhadrWPHgTMInSfreiO42CxeOVbF8YwHREwjJTwcjazZBFO+aPqDH5eXUh6XEJUcwY37qbY3jJRfqMXcNsmrbHDRTCHrfSZjUOh5OnovIaFacLMvDhpAyqmlo69wq7rvghNfjo/BoBW/97BAtNZ04bC50Bi3B4SaMwXpCo4JQqRXrqe7WPvp7Jh/0R6BSqaacEKeCy654PotqEb1h6ui2zqCbNFr/+wRB4Lafn9PuDjwDtVo1ofXWjVBrVIGspcftHXfRKYgComr8NhDF8emlvwsIKmFCqvNUkPzKwgeU+zWFGG5pgh5vA+Z2ejj/YQnvPX+UtvpunHY3+uF3zBRiICxKCaqJKpHOpl4G+4YmPL/L4VYYRoKAwTT1O6HVaVBr1MC9D04YTLqPvdhLzU8gZ24aFRfrKD1bw4n3Clm+ZY6ykRUF7FYXFRfrOHegGJ/HT1xqVKAu/m7CaXcFNvEanXpaQUS1Vo1Gpx5minkDWd67DbVahc7wMRwuZHDYhhfRglLidyuOGUFhximD2Rqd+r4q5xiBSq1CPY4l5Y3Q6TUBnSa/z6+MncPxYEmSr48ngoAxWH9LAecbRWolScZpv14epzdqp7TOFgQBrV6DSq3C5/XjuMF292aIooB6CuaKWqMeHk+UINZIoORuwO/z4xxS1gCCKBAUYrilPmIw6sbtdqYQA498aS0zFmVw6PVzVF1uUBw/iptpKG/lxLuXyZyVzMZPLWPuqjyCQo33ZG7zenwB3S1jsP62gutw3dJ5BDqjdlxb1RshCALa4XfQ5/XjtLtGOTW5b2BTKeP65FBrFGtqO+Nvvu1WVyAZZTDppmU7OoKJArqCIJBqyiDdlEnZYPGUGg4Ov52PuvbR5mhmVfR6kgwpGFR3vq29kger10qnq52SgSIqraX0e/qRpqk2LSIyN2wB+SEz7+h1AXQ0m/n5d/fwlX/YTlqOwtKVJJn//qe9ZM9MYsuTi6d9Lq/HR1ujmdlL7v1aY7pw2t10tPSNO/dKksyZg2UEhxmY/0DO7+Dqbg1Ou5vzRyrQG7S3HJxw2N20N/bicU9/DWLptXH6YCkz5qd+rOCE3ebiyLuFLF6bT8IE5eYfF35JoqvNginYMOXaYyL0m230dA7cc9bxoNfJme5aVsRmE6q5nohz+r2c663DqNKyPCbrjn/vfRWckGWZ4tPVvPCtt+hutaDRqVmwdgZLH5ytOArEhGIKMaDTa9DoNDz//3bz4ctnpndy4eNHHwMb4Wlm3u+TvfEdw+1Okiq1anRmeTovl0xg8SGK4gSRxskCEPfPwxf4OH3hegbZGKRn1zceJG0SV5qbERkXiu6GYJAsy1z4qJRffvcdLN1WdAYNyzbPYeH6AlJzFdcOU4gerV6DVqfhx998iRPvXprw/KIoBh71tNpV4HfWNFNtnKaDyLgwdn51A13NvfR1DfKbf1YcPpKyYlGpRXraLJRfqMPSPUhwmJGdX9tASs7UdccfFyq1alQ7TGsCG84YgDK2ifdowBIE4eNlgIXrY5FWq2Hjk8uYf5NT0WQwhRgC5TuTfMV9E9y8EbIkIfknb1tJkgPzkyCMDeCO3JfeqOXhL60jd17atL8/LCoo4OoiCIzanEt++Way4djrHx7/R8YKlVqcpERt6nJN+YZ7hbucYRSuj+OmEAOf+vOtt8SKik4Im7BMyBCkV3QWFmfSWNFG0ckqik5WUV3UhKXHiuVoBeUX6lj9yEI+/VfbiIq/+6KYo5ikkpIju63zcJv9RL4+jomq0f1EEIXAeDedsU6YYt4ZyZiqtWpWbJ/PiofmT3nOERhMurFuYsMIUgexPGo1DfY6hnxjNYxuhtPvpLD/ItW2KvJCCsgPLiDdlEW0LgaVcHvLdRmlbKPH1UWnq4NWRxPNjkbanC14pFvfuCcbU9kQuwWT6s67nXncPlrre0aJ0SNDd3s/MQlhY9fdIz8Ot+1I6R4omjTf+O6jo/rNjZ+/OQuMTGBuCRw3zvlvPo/y8/Wx4ebPyyMfv/nvMqTnxfOVv39oVN8c+azP6+fisUrmr8wJjJc3v/KT3cNUGPkeWZ7g+kYdPMkzCPxza+PDjd+fnhvPV/5h+5h3dLxrHO/eAmPATdc4ne8f7Bvi3JEKZi7KCDBVxvSDwIcIfM+02xnQ6bV8+usbxrTfqPOPnGOc5yzLsGrrnMk/z+h+ePM1jJz/+t+m95w8kp/324q51NfI5zIfICMoij63ndebLnG2p5Zn89ZPeY7bwX0VnLANODj0+jl62voRRYENTy7l6b96KGDhdjP8PmnKSe5OYoQ66Pf5sVudyJI8oTiVLCsZqj8E1sTHRVCoMSBu53Z6pyVaZh/WGAEl06KfhIL9hwy1RhVwffH7/KTlJwSUwm8HA2Ybh18/T3+PFY1OzbbPrWLXsw8SEhE0LqXN7/NPOuWYQvSKnZyk2N1JfmnCDYIsK5lN7y1Ex+83qFQiC9fN4Mv/tIvf/steOhp7KDxWTuExpa5YrVV0KwqWZLL1s6tYvnXOtJhCHxfBoUY0wxlkl909KlM5EYYGHYGMjTFI//HYDPcQIyVEoOhPRCWEs2jD7b8Tv09wuxQ9pKBJnKDsVmegXbV67ShWiUotBjK9fr9EUmbMbT87URQJCTMFNGSslqHRwqXjQJJkhgbsgXkxOMw0xo1rBD6vH4fNNWkZoMvpDjAaNTrNx2ZHTga1Rh3YhPq9fjIKkpizIueO9juNVk3OvDQyZipMiaaqdk68V8jlI+UM9g1x+M0LaPQavvitx+76uKLVa9CbdEp5h2VoXA2e6UAQFfcnUVQsb239Q1OytGRJsbMeYUsEh5tGBThuZHIMWZXjJlrMyrKM1+2blFUTEmECQUCWJMKigpU59g5RvHOC8lkSsZwTvUfwy9NjJ9h8Vi5bzlM2cJUgdTCh2nBidLFEaWMI1YRiVAehE3WoRBUCApIs4Zf9eCQPLr8Tp9+BzWdl0DuIxWPG5h3EOfx7t+S+5Y3kCOL1iWxP2EmcPuF3Mt66HB7e/c1pgkINDA06abzWiUarZtmGApauz0er0+C0e/hw90XKLzdi6bHytW8/Qs4sxcFIkmRe/ukhgkIMPPqFlQEr3MqiZvb89gxf/NttxCSE0dMxwLH3i2io6kSWZfLmprD+kfmEDZf6XThaSU1ZGwUL0rhwrApL9yDp+Qns+uJq9EYtdpuLE/uLqShswuP2ojdqWb5xJss2KLotA31DvPvr0zTXdiHL8M3vPUZ0gpL99/slLh6t5PzRSorO1tLa0Mu5Q+UAfP4vt5CYGsVv/+Mg4dEh7PjM8sA9lF6s5+DuSzzzN9uIipu6dLq8sJEzB8vo67YiSTIZ+fE8+PgiouPD6Oux8vrPjzJjQRq1ZW30dg5gCtbz4K7FFCxIC7TF0feLuHq2Fr1BS2pO3C0xH+w2F/tfO09DVQdulxe/T+LpZzeSN1fRNpD8Ek01XRx57wpdbRa0Og2L1+SxbONMDMMBcsknUXKhng9eu8CAZYicWck8uGsRkTFTlxvZbS6OvV/ElTM11FV08OK/7scUrCc8Kpgv/PUWgoINmLsG2f3CCR7YOJOq4hYarnUgigKf+uo60nPjcdrdnNhfTGVRM3abC71Ry7L1M1i6fgZanQaf18+5wxWc+rCU/l4bOz6znFVbZwfencZrnex/7TzzHsim8FQ1tgEniWlRbHlycYDFUVfRzr5Xz9PT3k9yZgxf+YftgZJ1a7+dl396mNy5KTRe66S7zYLBpGP9I/OZsyQTQSXgdno5d7ic0ksN2AYcWHpt6Awa5ix5TY4WAAAgAElEQVTJ5KmvTR1YiNSa+JuCLbzRdIkfV3zE0ugMSvrbEIC/mvEgs8OTpt3mt4L7Kjhh7uinqaodWZYJClOsDCcS2PL7JQb7hpDvkcI8EFCXlySZ3nYLznFEkEagWIQNKqJt90hd+36FMUhPQno0Xc1mrP1DdLeYAyrmE6GlujMgWhkRE0LENAabP0TojVoSM2MpOVODy+Ghva6beavyblskrbOpl7b6bmRZySxsfnoFYRPU+Pl9fqWkY5J1TExSZOBaBs22cYVLRyBJMgO91rtaF34voNaqh8uT1ASFGlmxfV7AGcMUaiQxI4bc+Wn3jH4NSqlCXGokA2Yb/T1W+roGphSvba7uDGRkohMjCI6485mwuwFBFEkdtrj1ef201nbisrsxTDAW/yHBahli0DJE5AQ0VlmW6W7twzHsRhSfGomoGm2bPdIvPC4vrXVdAYHLW4UgCkTEhRIeHYKle1ApERtyBwJH48Ht9NBad11wLykrdsLvdtrd9LZbJmQnyLLMoHmIfrNS2hmbFIH2LgYnDCYdiRkxVBU24LS7aa/vZuayrNsud5gMao2KyLgwIuPCmLU8hwsHS/mff9xNf4+VS4fL2PqZFZOKQN4JhEQEERkXirmjH0v3IF3N5kkFjyeCIAjKHB4bqgiX1vfgsDknnHdAKeVsGXZGA0jKjA0wdgCiEyLQG3UM9g1h63dg6R4kPi163HPJssygxTZpwDYlNwFREPD7JNoberDbnLfsrDURjGoj62I20+nqoMpagcz016wuyYXL48Ls6aV+qOaOXM/tIkYXx+NJT5EXMhPxLtSYTweSX6K3Y4DD7xSy5qG5bNq5kGslLbz28yPEp0SQPTMJvVHD+ofnk5IZw399691R7a5SiUTHhXL+aCWrt80hOj4Mr9vHlTM1aLRqjEE63E4vu58/jmPIzbqH5+HzSRx44wLWfgef/sZ69AYt1kEH549UMGgZYtbiTAxGxbllhBl1/kglR98r4tEvrMAYpKe7vX8UgzUkzMTDn32AwlPVvP/SWbw3BHVFUSCzIJGQiCDqKztYtmEGi1bnARAdH4qoEkhIjeLUgRIe2FRATEI4bqeXyyer0Rt0k2op3Yghq5P4lEgWrMzFMeRi78vnEASBP/rGBnweP001XVSXtrLxsQXMXZ7F6Q/LeO3nR/iHnz6Nwajl7KFyDu6+xLZPLSUkwsSFo5V0NJun3ZZGk47NuxZjtzlprO7i7V+exHFDW/V0DPCbHx8kMiaEDY8uZKBviP2vXcDr8bPhUYXZZB1wUF7YyJqH5iL5Jfa9eh6vx8cffWPDGM25m6HTa5izLIugUCP1lR1sfmIxSenRaLTqQJDb6/HRcK0Tc9cgMxems2mnch1hw3Oc1+vH5fQyd1kW4VHBXCtu5vVfHCUhNYqsgkTUGhULVuYQlxzBiz/Yz6DFPmo97XJ4uHqujp72AdZsn4vBpGPvy2fxuH088zdb0Oo0pGTF8tRX1/Heb04rZR03ZOR9XomO5j7KCxvZ+NgC5izN5OLxKl772VGSM2KIjA2h7HID7790lp3PrCIqLjTwjNbtmDetdlKJItkhMXw9dw0/KPuQf6/4iBlhCfxg3k7Sg+9OGQzcZ1aiXrcX97BoUlCIAVPI+JODLMu013XT3tBzT5kTafkJgVrE+vI2elr7xi3vkGUZc0c/LTVdY/72fxFag4bZy3OUmvxBJ2XnagN1z+PB4/Jy5UQVbpcXrU5Dzry0/7PMCb1JR/6CDHTDC7MLh0qxdA/e9vncTs91IbFw04TBNVmWaaxsp7u1b9LzJWXFBkTreodtRSei2doHHVwbx07v9w11pS288qP9tNZ28dhX1/PMtx7j03+5jU//5TYe/uLaSe0P7xaMwQZmLs1GEAQGLUOUX6ibNFPocngoPFaBJEnoTTpy56WOWjzdDFEljspcun+HASZRFMiZlxZgAJScraGltuv3vl9NB+aOflqqOydk5DlsLqouNwTaPntuKmrN9Wleq9OQNz8tEMi5fKRiynd8MsQmR5I+Q9kkdzaZqSme2BoUoK9zgLJzyiYrIjaU9PzECfUHhgYcVBc1T1ja4XX7qL7aiGOYiZcxM2nC8exOwBikJ39heoBhdP5gSUAw8m5Cq9OwfOscsucoGUW30xMQ576biIgNIS0/AVEU8Hn9nNxzZdgN5dYRlRBO1uwUEKCnrW9cW9Ub0d9jpfSM4nQWFhVMRkHSqPEnLjUqkLiy9Q9Rcal+wrJCj8tL5eWGScs/cuakBCzSq682UV/eOr0yxWkiQhvJo4lPkhcyA/H+WnZPCZWgJjd4Bp9O+QJ5IQWohN+9Fk9KViw7PvsAi9fms+HRhYSEm2ht6AUURldYZBAJqVHjJnFmL8nENuig8ZrivmcbdFBZ2MT8B7IxBempq2yn4VonS9bmE5ccQVJ6FHlzUii5WI/lBo07WZZZ89BcVm+bw5J1+SxdPyPAGpUlCZVaJDo+jNw5yWx9cgnzb2BZqdQiUXGhxCaFjxn/RFEkLimCzPwE9EYtsUlK0CV7ZhIGo6LrNWtxBi6Hh/qKDiRJYsAyxLXiFuatyMZgml6AdsGKXFZumU1iaiRpOXHEp0TQ3mQOvJeiKDJrcQbbPr2MpetmsHnXIlwODz3t/dhtLgpPVTN3WRbrH53P8o0FbH5icWDTPh2IKqWdEtOiSUyLGqMbVXSuFo/by5N/spZlG2aw6fGFrNw8i6PvFzFgUQT29UYta7fPY/XWOYF/q642Y+6aeo2s0apJzYolOTMGjVZNSmYs2TOTSMuJGxNwTsqIZsdnl7NodR4bHl1AWJRynyGhRjbvWsSsxRnEJISROycFr8fPQN9QwMktKMRAYloUxqDx9zA6vYa1O+ax7uF5PLBpJss2FNDZYsY26Az8PT4lkrCo4AlLb/PmpvDwZ1ewZG0+Dz6+CFmW6WzpQ5Jkutr6CYsMYu7ybPLmpLBoVS62Ace0E5x+WaLe1sv/1JzE5nXxp/kbiDOE8j81J7hqacEr3R0m9H01Smr11+n7Q4MObMMODzfDbnVy8NWztNdPbXl0JxGfFk3+wnQAWuu6OL2vaFyqo8/rp/BYBY3D1n7/16HRKtoh8alRyLLM6b1XKDk7fhbA5/Vz8XAZV09WIfklohLDWbZlzv8JyvZ4EASBOStyyCxQqFPVRY3s+/UJbAPjvxsj8Li89LZbxizI9MbrYl82iz3g8HAjZFnG1m9n769O0DusTj8RQiODmLNSier391o5uvsig5bxBTSrChspOf37ba0rSTLlF+toru7EYNIza1n2lPoF9wJ6o5Ylm2YRlRCGLMkce/sSVYUN4x7r9fg49X4hFRfrQIaEtGgWb5w16Tum1WsIuuE+G8pb7/g93ApScuJYvHEmgijQ3dLHu/9zhN6O/kk/4/P66Wm33DPhz7sBl8PD8XcvY+4ce6+yLFN5qZ5LRxQKcEhEELOW5YwWbRQgd346MxZlIAjQVNXOnhePMdg3+Sbb6/HR224Z494THhPC0s1zMAbpcbs87P/NSXpaxx8znHbX8LzdgyAqdtGZs5In7Hdej48z+67QUjN+4KnpWgcn91xBlq9rNtxN9owgCixYq2jzAFRcqmf/b05it44dQ2+E2+Wlt338vum0u+nrHECaggHqdnkDbBi1WoUx+O6zhJSgyDxCIoOQJUWr6MOXz0wZoHC7xtqwh0YGsXzrXEzBBvw+if3/e4qulvGzrC6Hm0Ovn6OluhNBEMidn0bu/LRR/URvVKxNQXEJOLr7IuYOy7j9pLGincuHyye95tjUKB7YNg9RFOjrHOC9549Oub70+/wBF5GpIAgCSYZknkh6mtlh81Hfpn7EvYZJFcSKqDU8nfoMucF5t617cUdwwzCRnBGNcXivoNMr5VwjYrVTITI2hJxZyRRfqMft8lJV3AIC5M9LRRAFOpr7MHcN8sHrF3jhX/bzwr/sp7Koibik8FF9MCI6hJiE8ID4+o1/W7Qmj9w5Kfzie+/z/Pf3cfZw+R0V642KDWH20kwunriG2+WlorBJSeTNSprWWtnvlzh/pJznv7+Pl/7zMG//8iT1VZ14Pb5AwlelFknLjg1s1EdcyVxOjzKmdQ6QlBEd0JSLjA0hJPzOsI0AOprMmIL0xCQo+joqlUh6XjwdzWYcw8lNnV5LbGI4gqhosyVlRDNkdWEbZ117u1BrVKRlxwXKZkfaWpZl+vtsvPn8cV74wX5e/+9jfPTWZaz9jinH8xthDNKTnBEdkC4IDjMqbnme6ZWAIUBadlyAKWIM0qFSi7gcHkRRICo2BNugg7ryNlobeqkqbiE+JXLabEmL286PKg5i97n5sxkb+XzWA/zdzC3E6EP49/KPuNLXMu17vRXcVyNkZFwoKTnxtNd3M2R1sufFY3zqzzYTFhWMICr2fb0dFg6+cpZzH1xFZ9Di902cgb+TEASB0KhgNjy5jIaKdqyWIT747Wkkv8TqRxYGFODtNmdgElepVYji7+9C+E5BEARScxPY9vnVvPHch1h6rPzqe+/S3dLHvNV5igK8LOOwu7h8uJwDL53G0j2IIUjPQ19YPSU9/Q8ZgiAQlRDOI19eR297P70d/Rz47Wm6WvpYtWMBafkJaHQaGK6rNXcNUFfSQsWlOmKSIvnKP+1CLd6QcUqJIj4tmu62Piw9g+x58TiPfXU9IeFKpt/r8dHd0sf+/z3FhY9K0Bsntl8DJaC46uEFXD5STlezmQsflaIzaNj6uVVExIQiigJOh5vKy/Xsef4YbpcHtUZRYJ8II3bCkl/C75eQfFKgrhxGVPNd6A1aRLWoZPWHhTnvukgcIAqKOJtjyDW8WPcQFR82ahMoigIanQZTiAFDkP6ul3YJgkD23FQ2PbWc954/SleLmRe+9TY7nlnDzKVZ6E16kGXsNifnDpTwwW9PYbXYMYUY2PHFtcQkRUx6fo1WTeasZPQmHS67m49eO0d8WjSZs5JRa9TIsoTfp7RXaGSQokp9F+/VFGLgkS+vo6myg/ryVs4fKGGgx8banYvJmZeqUFsFAZ/Xx0CvjcaKNioLG/C6fXztB09OaWV6v0KjVVN+vpYXv/0OD31hNXGpUajVKjxuL9VFTez+2SGsliHUGhWrdswnLX90bbggCIRFB/PIl9fR1WymvaGHo7sv0tvez5pHF5I5M1kpjZBlvB4/lu4B6staqbzcgCnEwJ/8865Rjh2CIPDAtrlUXqrn5J5CKi/X89xfvMyOZ9aSUZCEWqtYaZs7Bjj69kVOvHsZr8dHUnYc2/94zaSBPZVGRVt9Dy98620e/tIa0vIT0WjU+Hx+mqo6eOcXh2mt7UIUBWYvz2buitxx37NR44lPQvJLuB3uwCLc75MCTD5RJaJSiYEM6M3PLiYpgke+vI4Xv/MO/T1W9v7qBB2NvazcPp+U3Hi0Og2yLONxK8GcutIWKi83kJAew5/8864x19bRqNxfSk48s5Zlk5objyFIH8im+rx+zB39HNl9kbpSZRGYlBVLSvbdF9kVBIGZS7JYu3Mx+359Elu/ndd+coC60lZWbp9HQkZMYO5xO710NvVSU9yEuWuAL35r5ygbWEEQWPrgbMrO13L0rYtUX23iuT9/hR1/vIbMWclotGokSaKva5AT717m6NsXcbu8xKdFs/2ZNeOWWCzfNpfT+4povtZB+YVaXvzOu+x4Zg1xKZGIKhG300t9WQvvPX8Uy7DG0kR6RwaTjq2fW0ldaQtVhY1cOVaJtc/O2scXk78gXemngqCUOpptNF3roPJSA/29Vr75o08TNw2Vf0EQidMn8GTy0yQZUjjXd5J+j+W29R/uJkzqINKMGayJ3kBWcK5ibXoPIIoCao0Ku+36ut7pcOP3jbbg1eo1t60JojfqmLssiz2/PYO5a4CS83WkZMUEgg8qtUhkbAif/8vNRMdfLytXqVSERlwXPlWpxQn1tcIig3j62Q20bpvDldPVvPXCCdobzTz+pdWoJnCYG4ORw8bpHlq9hvkrcnj1vw7TXNtN6cV6MvLjiZ6mUG5zTRd7Xz7Hsg0FrNwyG71Ry8vPHcJ201pvXBesYeVHUSUqGhMjopXS1EK3twK1RoUkyfj9UmBt5fX4hvdV18UifTcw6yRJRhSFW1pvTXWkABOyDE7uL6H4XB1f+KstpGTF0G8eoukWGfOiSgho8o2+nuk/zNGBhtFzVsGCNC4cjWH3CyeIig8lPDKY7X+0bNosQ42oYnPCTFbF5hCuVUqV4wyhfCVnNae6q/HcJebEfRWcCA43sfaxRVQXNdLXNcjpvVeoudpEal4CGp2agR4bLbWd2AedZM9NZdGGmez+z4+4o2/EJFCpRJZvnUtdaQsf/O8pBs023v75YY7uvkhUQrhSztE5wGCfjfjUKB5+Zg0fvnJmQgbI/yVodGo2PbWMwT4b+399kra6bn71vXcJjwkhKiEMyS/T1zXAQK8Nr8eHMVjP1s+tYv3ji29bX+EPBYIgsGjDTBw2F6/95AA9bRbOHSjm8pFyjEF6DEF6ZEnCMeRShIW8fvw+P4s3zebmAS4sOpg1jy2ioaINq2WII2+ep/JSHUlZcag0Kvq7B2mp7cJpczFzaRYzl2bx2k8OTHhtoiiQOzeVR760jtd+ckA55+6LXDxcTmxSBBqdGkv3IH1dinvF9j9ew7kDxbTVjZ+V8ri9lJ2vpa1WsTh1OVw47R56WvsC4mittV28+uMPCAkPwmDSoTfqMAbryZyVTN6C9Dv12MeHADOXZpE+I4m6shZOvFfI2Q+Khx0RlElBEJTJIiImlJy5qSzfNpe5K3KVhfxdhE6v5aHPr8I2YOfQa+dorGznv/+/3Uq9d1wYfp8fc8cAgxYbPo+f4HAjj35lAysemjely4HSB2dxem8RZedraa3r4sff/C1xqVEEhRrxun2KSLAs86Xv7mTR+jtvM3fz9WQUJPG5v9/Bb76/h6aqDsrO11B1pQG9UaewPARwDrlxOT34vX58Pj+puQljsv+/LxAEgdx5SknGxUNlXD11jZikCIzBBmz9drpb+3C7lOzcrGXZ7Pji2nEz7IIgMPuBHD7zt9t56d/20tnYS+HRCkrOVGMw6TAGGwKCzm6nB5/Pj98rMfuBnHGp7mFRwXzqzzZjG7Bz9dQ1Ss7UUH21ieiEcILDg3A7PYoOhtWJ//9n772j4zrPe91nt+l9BnVQBh0gSIIgwS4WiRIpW82WLduRZTlxyo3jFJ8kN/eunJWbdc5a5yQr665knZz4xomdxLEVyS2KItvqhaRYIHaCHR1EL4MZTG979v1jQFAQGyiDqvtZCxIx2PPt79uz9579vd/7/n5qnpIqL1/+owdo7rj5teqvKaaxPcD+/zzGxRMDFPvd2N1WErEUk5eDJGNpNE2jbmUFj/72vTivo2GQSmQ4feAS40PTC0KxqXiakb5JsvNZj5e7x/nXv3gei8O8cD8x24w0r6uhflXV4mMnCmy6v414NMmP/tdLzIyFOfCzE7z9ShdmmwmLzYSq5klG5+/FucK9eOsN3B+y6Rz950Y429nLK88cwmwz4SkpuJKhaUTDCWbGQyRjBTvuQnBkF5b3KVvLbDPy2d+6h/hckn3PHSMWTrD32SMc/MVJzFYjZruJvJonEUmSSWfJZfOUVnmvK4xqc1n4wu/vIRqOc+z1c5w51EPPqSG8ZS6cXjuZVIbJ4VnikQRqLk+R38Pjf/RpVm1quKYtQRCorC/lS9+8n+/+t2cJjoc59IuTnD5wiZJKL0azgfBMlOB4CMUgs/tLm7l4YoBLJwavO05BEKhqKOPJ//th/vUvn+fi8QEuHO+n98xljGYDNocFQRRIxdOkEun5a0LFU+q6aaD9evtxKR72lD5Ava2RgzP7OB/pIq5+OJ4RHbKTensT7a71rHCsLFiZvo/2WhabEW+Jk3PHBli9sRZRFOk7P0Y8mqL0FgH0pSKKQkGbwmxg/4tdjA4FeeTJrQsT4EBDCWgQnJyjZU0VoiQWJsk59ZYWuDAvwJpRMZoVGlb6qWkqlAkce+sSj35t25Jdw0RRKATZUtmFEoErCIJAQ6sfT5GDl358hKmxEHc/1L7ktsPBGLmsyqoNtZT43URCcSZGQgtCk1d3dP33my1Gyqu89J0fJZPOYZJEpsfDhG6RgXc71K0o58zRAYb7p6ltLiOXVTl/YohAQwlWu5lIKEEynuZy7yQr2qtBEOg7P4rDbVkUGL0VklwQdM9lc9cc51sxMTJLWZWX+lY/NoeZwe5JwjfIHP6giMdShIIxPvPVu1i9qQ5ZFlEM8pLH6VTMPFjRhvSu7CCrbGCPf+UdK6f9UM36rkzCkvE0z377daZGgkxcDjI2MI0gCgXBGruJ7Z9Zx+e+fi+KQeGlHxwg8j6eDGarkS/+wf04fXZe/1EnwYkwwck5ZsbDSIqI2WqibWsTn/v6vXhKnbz5H0f14MQ8VoeZL/zeHirqSnjxqQOM9E4SmooUUl6FQrqq2WakrqaST31lG1s+1XZTVfpPEiaLkXse20hJtY9XnzlE16Ee4pEE0XB8ISVblCQUY0FRvqTSy+b7265xuREEgW0PryWbzvL8P+9lZizESN8Ul7sn5lf7ZSx2M/d+cROf/8Z9JGNpnvvOmzcNACpGhd2Pb8FiN/H8P73J+OAMsXCcSDCGKAmYLEYCzeU8+tv3smpLA+eP9N0wOJFKpPnF9/Zz+MXTN9xfcDzM6z9+e9FrsiLxmd+6544HJ7KZHKIkUtVUysCFUfK5PGpOJa/OR/IBNI1kLE14Okr/uRGOvXmOz39jN/c/sRWj6c4J9gE4fXae+OMHqawv5dUfHmZsYJqZiTCTw7MF60dFwmo3U9lYygNPbmfjntVLFtAqrvDwq//1EZ756xfpPjVEMpZi4NwoGhqSJBZE/Mrcv5xN6G0giiJrd7bgLXPxytOHOPLqGeZCcZKxFLFwotAvUUSe/95wFzvZ/si6D0UZzntB0zScPhtf+ZOH+Nm/7OPwi6cZ7Z9aKFNRFBlviZP27S08+jv3UlFfcsMHEINRYesDayjyu3nl6UOc3H+RWDhBbC5JZDYOaIhS4SHG5rRQVO5m6wNrrruSJggClQ2lfOMvv8QrTx9i338eIzwdZbR/irw6gSAW2nF4baza3MCnn9zGig11tww6G0wKT/7Jg/jKnLzx0yNMjswy0jeFpmnIsoTTa6NpXQ2PfWM3zesC1x1rPJLgP/7hdU4fuHE52cx4mJefPrToNUkWefyPHrgmOAGFZ4Ddv7KFskARrz59iHNH+ohHkkRD8QUNClGSMBhlLG4rpVU+Nu1edd19u4rstG1t5OLxQZLxFIlIkuhsrGBpN786qRgVnF4bLR21PPzrO1mxoe59E9kWBIEiv4ev/dlnaGyv5vUfv83YwBTJeJpIKE54Jrqw2qwYFZwOCw1tVTc8T/y1xXzjL77ES/92kL3PHiU0HWF8cIbRvsmr54nHxor1tXzqyW2s3tJ4w/NEViS2PtCOrEj8xz+8weVL4yRjKfrODCNKAkaTgdLqIh762g423reKf/izn9wwOAGFwNOqzQ1882++wqvPHKLz5S5CUxFSiTTxuSQaGuJ8H81WIy6fg417VhWcPm7zmCqCgSb7CiotAYYS/ZwOH+dC5BzR3BwpNfW+ZFMICBhEI2bJTLGplFbHKupsTZSZ/Fik90/M+Z24fXZ2fLqNl396lOBkBLPNSO/ZEarrS1jZEbjl+7X5gN6lrmHGLgdJxNN0vd1PKpGhoraI8mpfIdW91EF9q5/9L3RRUuGhfsVVe/aq+hK27F7Jz546zOXeKax2E8GpCOXVPnZ/ruOWQosAb/znCQYujVPid5PLqpzq7KN5TTWiWHDWmBoLM3hpnEtdI8Tmkhzddwl/IEh1QwlF82LHsizRuLKC/S+eJhlPI0ki2z69esGJwmw1svauBn7wv16lcVUFgaalZxhX1BThcFt54Yed9JwZYfiKCKxjaavpZquRu/as4pm/f53v/fVLeIodjA7OkF/GwP/qDXWcOTLAU3/7Kk2rK4mGE/RdGOMzX70Lh8vC+OWCVtKJgz2EZmLk1TynDvdy98PtuG8itvtu7C4LFbVFPP/UIRpXVmK2Gtjx4JqbanBdYcXaAD/69hv87KnDGM0KF04OLSp/TSUzXDp9mZmJOYJTUXrPjXL49fOUVLipbri1uHA+r9F/YYzp8TCD3RPMTM5x6NVzuH026lbcWhBZ0zS0fCE78BfPdLL/hdNIskR1Ywn3PNyO5wbi9e8mp6kcC17mdGiEgNXLztImQGA8GabU7ETmDohCL3uLvyQGk8Ldn1tPS0cNXfNCZ4lYCkWR8ZW7aVoboKGtCpvTQjySZM+XtzI9Oou//toP2mw1sOVTawhPR/CWum5ZY+MpcbDjkXUk42lqWitQbrC902vj0d/exfpdrZx7u5fR/mkyqSwOj5X6VZW0bqzH5bOTTmXZ8UgHs1NzC2JW7yeyItG2tQmrw4zFbsJ3A4X3m1HdXM7OR9eTV/PU/5JjEAQBi93E3Z/bwJrtzVw81k//uRHmgjEEUcDpsVG3qpLG9gDuIsd1o9SSLNG+owVPiZPSgG/Riq8oiTSsqWbXYxtx+ezXeI9XNpSy87PrAQ3fvLvCnaRxTYB7HkshySJVTb98Gq5ikFm9pYGG1VUM90zQc3qI8aGZhVpkq8NMUbmbmhV+qpvKsTrN1019NFuN7PnyVlZuqi9kKfROkkykMRgVisrdtHQUasEtdhOR2RiffnIbsbkEJVXeG/bNZDFw9+c20LqxnrOdPQxdHCMRS2GxmahuLmf1lkaK/G4EUWTzp9ooqfLS0FZ9zYNnYYyNty1sJ8kide9ygJFkkZaOmoUV0uJK701z+BRFZu3OFor8buwuyzWuI9l0jjd+8jbPfvt1ghNhaldUULPCj8PzTps7jVxWJTaXLKQ5nxxiZsISZjkAACAASURBVCzMv3/rVVo31BVE4e4ggiBgc1nY8+WtrL93JeeP9DF4cYzIbAxpfkLX0FZF45oATq/tlhkTi9uG5rU1/PH//ipn3+6lt+syc8HCQ4HZZsJd5KCysfS69zqLw8zWB9qJBGMUV3hueS/2lrnY8UgHqUSahraqG05QJFmiZoWfr/7pI9z/xFYunRhktH+K2FyCvFoQ+/SWuqhuKiPQ4sfps10/VZVCAHDjfauoafHj9Nk/lIHRTCpLSaWXX/uvn2H7w+s4d6SP4Lz+hLvEyYr1tTS2B7BYTbecXMiKTPO6WgLNfkb7p+g+Ncj4wDTxaCEDxmIr3E+qW8oJNJVjc1tu+DkIgkBJpZcv/sH97PhMB+eO9DLSO0UylsJgUha+u2tW+LE6zEsKYOWyOSwOM1/8g/vZfH8bXYd6mBoJksupOL12mtoDNK+rweGx3rA9o9lA+47m2/7uEyWRmpu4YRiMCu3bmmlqD3C5e5ye05eZvDxDIpZGEMBqN1Nc4SGwwk9VY9kNA2LFfg9/8NdPMNI7yeCFMaZGgkTDCTLpLKIgYrYZKan0UL+6iurm8iUfu+XG4bGx5/EtbNqzmr4zw/SfG1mYuIuShM1pprjSS+0KP5WNZVhv4HQhCALeMheP/d5utj+yjnNv9zHSN0kikkQxKvjKXTSuqaZ2ZQU2h+WW9yfFILP5/jYa2wOc6+yl/1xhsmeyGKioL2HV5gbKA4W6+I5drRjMCv6a4gWB6XcjSiKV9SV8+Y8fZPevbOHiiQFGeyeJhOKoah6TxYC3xEVlQym1rRW4iuzv2dJVEASsspUW+0rqrI2Ei2fpiV1iINbLRGqcUDbIXDa8ZPvRW+4PAbNkxqm4cSouvMYiKs1VBKx1+IzFmEQjkrD0FdU7gaxI7P58By6vlfPzYrhbd69iy+5WHG4rmVSWlvZqrParpZJGs8KazXX4awqlNXOzcY7uu0Q+n6djWxNzszFOHOwhn89TVukBUUIURTbf20psLknrusCiZ0VZkXjw8U1U1hZx4eQQsUgSt89Ofat/PkMSyqu8rNlcf0Pr4uqGEqbHw4wPz2IyK+x8cA0bdjYjSgKaBhPDQY4f6EHNqazeWMtw3xRTYyFMFsNCcEKSRT7z1a3sf7GLqfEwVpvxmkWilvZqZLkgXGldYmABwFfm4vFv7OLtNy8wMTJLc1sVG3Y2Mz0xhyAU5k5r72pclK1id5pZt60Jp6dgC9y+tQENjdOdfaQSGXY93E5Dq79wjJcBh9vCl75+N52vn+dy3xQms4HHv7GLFWsDiJKI02Nl9+c7WLE2wPH9l0jEUjz0xBY27GxecgYJFAJiX/0ve+h84zxjw0HKq7wLx7kQAGqkxH/974+O7U3zjh5j5LJGHnx8E8P90/jmxXqT8TSnDvcRiySpW1GOJImc7uwl0FiKv9qH02ujY1vTooBGaaWH9q0NmCxGtHye7jPDDHZPYLUZqWkq4+yxAZweKyUVbqx2M+1b6vEHrpaVWW2FPntLHKQSGfb+/BS+Eget6wIYzQWb27de6kIURR79tW23PD45TeWVsXP8aPAomXyOVmc5W4rryeVV/qF7H5+v7mCdt3rJx3upCB8ShfMPRSd0dHR0roeW1+h8pYtv/V/PMDs5x67HNvGF399DeU3RYsHBefJ5jdDUHE/91c959UedqDmVr//PL/Lwr+98/zuv85Hm5P6L/I9f/0fikSTr7l7Bn373N++oK8UHyUjvJH/2+N8xMTRDdXM5f/XcH+Jw397KtI7OR5mcliOSnWMuGyacCRHKBpnNBJnLhImrMZJqgpSaQtVyqJqKpmmIgogoSEiChCIqmEQzZsmCRbZglx04FRdOxY1NtmFXHNhlB1bZ9qFw3tB5b2iaxsmDPTz1v1/ld/6fz1A3n/2RTmZvKggpySJOj+22JvC3Qz6vLQRYb0Sh9NK0ICzZe3aUf/ifP+PJb+5m9ca6X7oP2WyOyGz8po47To/1hgsVHxcmR0P8xTf/ja/+lz2s2VyPIAioap7v/uXPyaRz/N5/f/SWbUynovy3089zT2kzqqbRFRrhT1bejyJK/NXZl1jlruCzVUuzJZ1nSdHPD13mhI6Ojs6HjUQ8RedLpwlOzuFwW9n9+Jabps2LooCnxMmqLQ0c+PlJYnMJghN33v5PR0dHR+ejiyzIeAxePAYvmkVD1dT5QESePCp5LY+G9o5a73mFQuadBBAQEBEFoRC0oBC0uBKI+KQ6n31c0DSNiZFZouEEr/3HcZrbqqisK0IQBPJqngunhnj+B4du+H5fiYMnv7kH+x3KDMxmcrzww066z4zccJv1O5pZ2RFY0Gs5Nu/iVvQesruvx/T4HM986zVikesbJggCfPl3711SacRHGVkWMRgVes6M4Cl2IAgCowPT9F0YZ9unVi+pjbSaI5NXWenyMxi/ajsuAEZR/mQIYn7c0TSNY2+c542fvn3rjZeIw23lc1+/t5CyrrNkouEEv/jX/QxdHFu2Nls31PHgr+1YtvZ0Pjyk4mkmhoKggbvIUXAQWsJDXiaVXbCVMlmMTA4Hee4f3yA8szzCUYpB5q4H29lw3/Vr2nXeHxKxFC89dYCe08tnq9XQVsVDX9u5bO3pfPwIToT5z++8eUsb3aUiyxLr713J9kfWLUt7Or8cgiAgCzKy/qiucwUNXv7JUS51DVNe7eWBxzcvaFkJokDT6kp+608fvOHb77QVsWKQ2fPYBnY+tOaG21hsJt56sYsjb14gn9cwmg187je2L1twoqjUyRO/v/umlp6eoqXrUnxUcXpsfP7Xt/Pac8c5d3xwQdtv0z0r2P7ppQUnDJKEQZSZTEXI5lU0NDL5HMF0jNFkiI1FtXek7/od731mpHeCvc8eXbb2ivxudj++leLKW2+rc5VMKsPpty5y6q0bC6XdLoIg6MGJjymiJC7UFkfDCWJziZsqO2uaRmg6wvG9FxbErKoay4iGE3S+3MXE0Myy9MtoNlDdVKYHJz5gsukcZw730vnSjYVcb5d0IsOnn9y+bO3pfPyIR1Mcee3ssgXZFYOMt9SlByd0dD6sCPDIk3eRzWQxW43Y3mXtbJl3DfqgEEVhSRP/ux8q6HBoGhhNCjanedlKTRSDTIn/zuvKfdiRFYm12xppXF1JOlUos1EMMjaHackuiE7FzF3F9TwzcASTpDCdjvKjgaOcDg3jM9ppc1fcmb7fkVZ1bkhta8WyTmDtLssi72WdpWGyGNl0fxsV9UtXOL4VTe2BZWtL58OF1WGmdmUFJ/ZdYHZyjue/uxez1UhpdUGUVaCgoZTXNLLpLP3nRnnl6YMcefUMmqbR1FFL45pqEOCez29cNoch2SBdIwSq8/5jMCms39X6nkSHb0RNq39J1nU6n1zsTgs7PtvB7MTcsrQnyeItLV51dHQ+OARBwO1bulXmhxWr3YzV/tF0zvooIcsSrtuwVn03RknhoYo27IqJA1M9SILI2fAo67wBPuVfidtoLbiCUCj1WK6yMT048T6zYkMdDW3Lp2wqiMKSLG90FmOxmbj/y1tRl9H6SFqCxZTORxPFILPjMx10Hezm4vEBDvz8BD2nh6hdWUGR34NikMmms8wFY4wNTjM5NMPcbMHJoqbFz5e+eT+eUicC8Plv3Id2E6Gm20JgyRFwnTuHyWJg12Mbl/d+IotLsq3T+eTi9Nn47G/dQ15dxvuJfs7p6Ojo6MxjVYzcX76Su4obSOdzSIKATTZiEAvPnuFMgsHYDK1uPwZheZ5H9afa9xFBEFAMsj6Z+BAgiALGG9hA6ei8G0EQqG2t4Df+/HP85O9eputQN+NDM4wNTC1y9xKEwraiJOJw21h/70r2fHkrLR01CxFls9X4AY1C504hCPr9ROf9RxRFTBb9fqKjo3MtuZzK8SMDBGeitK8LUHaTUgdVzZNOZTGaFIYGprHbzRSVOG64/RWy2RwDfdPU1BWhKIW5jZrLMzgwhcNhuW4bmqaRiGewWA23XGkfGpjG4TTj9ly7+t/bPYG/woP5BtbA1yMSSXLi6ABer41Va5bX2j2VyvL2wR4qqrzU1BXT1z3BxHiYjVsbMHzE532SKOI0XD/TZTAe5Pv9h/nztoeXbZwf7aOlo6Oj8z7Ssr6Gb/71E/SeGeb80X5GeyeJhOLksjkUo4zFbqao3E11UzkNbVWUVHmx2s26QrrOe8bmMNO0NkAqnqaqqQxR/PiWehhMCg2rq/AUOyit9ullLTo6OjrvkcuDQaYm52hp9XPorW6239NCKplBMcgUFTsWNB7UXJ7+vkl6uydYu76WoYEZDEaZTDZHUbGDuXCCZDKD12fH+o7FlVxOJTgdm3eOEZgNxojH0pgtBoYGZzAZFXI5laISB/K85Xo+n2dqMsLRzj7Wb6rD6bIQmo0jCGC3m0mns8RjaRxOM2aLgVQqi9NlIZXMMBuMkc2quL02ZEkkl1MRBIhGk8yFEmga+IrsJBJpopEUkiRQ5ncv7DubzdFzaZzBvilq64qZCydIxNOIkoDDWeiHpmlYrUaSyQyqqiFJAkXFV/uvaRrhUIJoJIljXidjLpzAZDbgclkQRYFQMEagtgi708zpk0PkcipaXmNmJookiniL7ARnoqRTWXxFDlQ1TzgUJ5dTcbmtKIqEwSATj6cRRYFoNIXDYcZglAnOxJAkAV+R42Od5aYHJ3R0dHSWiCiKuIocdNzTSsc9rR90d3Q+ATSsqeZ//Oj3P+huvC8UV3j40+/+5gfdDR0dHZ2PPOOjIfx+D3UNJbz0s1O88kIXdoeJVDLLzl0rKC51AqCqKsNDQYaHggRqikgk0kyMh5mcCFNR6WVsJITVZkSWRO7evXKhfTWXZ3w8zIkj/bjcVo529mE0yqSSWTKZHNmsytRkhNXtVdTWlwCQz2tMjIUZGpimOuAjnc7y0s9OsWZdgKpAEXPhOAN900iSyNr1AY4c7mX9pjoUg8ze187hr/AgigJr19dw6K1uvD47g/3TnD87gttjxeO1MT0ZIZXKkknn+NyvbMRmuxKcUJmZihCPp9E0jcMHuslkclQFfExPRem+OI7VamR6KoLBIDEXTmI0yjz0aAfueW2/dCrL3tfO4fHZKCl1MToySzaTI5tR2XRXA1abcSGb1mIxoBgk8qpGf+8E/T2TiKJAQ3MZiUSGof5pioodpFIZgjMxJsfnaFpRhsttpaTMydHOPqxWE5IkkMvmKS13ca5rmOZW/0IQ4+OKviyho6Ojo6Ojo6Ojo6PzMcFolEmns+RyeURJwG43sW5DLU6XhXg8vbCdwahQVeOjrqGE+sZS7HYzbWurqa0r4eL5US4PzZBMZshri7VtjCaFVW2VOJwWwrNxjEaZzXc1EoulyGsaK1dXEqgtYnwsvPAeWZaoqPISqC2mdVUlRoOC12dn/aZ63B4rYyMhUskM01MRjCYFf4UHSRIREKis9LJ1RxORuSS+IgfFxQ4EQJZFGppKWd1eTXg2jprPI0ki7R0BzO8ot7RYjNQ3llHbUEJ1TRF5NU9Lq5+29mqic0nqGkpYvaaKy4MzlJS6KClz4nRZ5jNDCkSjKQC2391CaZmLRCxNx8Y6jCaZcCh+3c9BVfMM9k8zNTlHNqsSi6YYHw2RzeSYmY4gCAKqmqdtbRVujw1N01BzeSLhJAN9U0QjSfL5PMUlDnzFdmaDBT2zjzN65sQHxGw6wWuj3VhlA43OIhqcRbfdRiKX4eDkAPUOHwGb55ap48lclktzU6zx+pe8j2Qui1GSEAWRcDpJMB0nYPMgfYxTi3V0dHR0dHR0dHQ+qtTUFfPqS2eYmY5SXVOYY4hiYZ6gvSvQYDYbGB0O0XNpgrymFQICAhQVO7DbzbjdViqqvDfcl9tjpbdngoP7L2GzmcjlVM6fGcFglGlbu9gEwGwxEA7FOXP6Mm6PFVESEUWBZCLD1MQcdoeZdDpHcDpGX88kiXgaf6UHWZEQBIF8Ps/w0AwD/dM4XRZkWUKWJQShkJmRVzWcLguqmieXU29sUSoISHKhzZIyFyePDzA2EqIq4EMQBURR4N3a5Ta7CU3T2PfGBUpKnVhtRo529pLNqkiSRM+lCTRNo6TUyfR0lKH+GQYDU/grPag5ldJyN0aTwmwwhsttXeijxWLAYFQwGGXOdQ0zMRbGajNSWu7CZFIonXcCM5kMTE9FmJtLYv0ALWPvNMK7T9APiA9FJ95PBqJBnhs6wyNVq3AbCyIjyVwWh8GEKAhEs2kEQBQEVE0jr2koooRRlIhk05gkGbti5OeXz1NqsbOpOID4juBEWs0xm04gCSJuo5lwOkkok+DNsR6+WLsWq2Igns1glGTiuTSZvIrLYCaZy5JUszgUEzktz77xXtZ4/ZRbnMyk4qTVHNV2N8lclkg2hVlSkAWRaC4NGnhMVkySHvPS0dHR0dHR0dHR+SDQ8hrT0xGSySxer41sVsVqM5KYL2u4ImApigKyLDE9HcFsNiBJIgajTD5fWMHPZnMkExksVuM1gofhUJyjnX3seaBtQS/C7jCTz2vE4ylkScLhLPwOBdFwo0lhZrqgv2BzmEgmMni8NvL5PNNTEdRcHkWRMVsMBGeiKIq0MBG32U2EZuMYjDKzMzHMZgXTfJ8VRaKvd5LB/ml8RYVyj7t2NOFwWoCCAxYapNNZXG4rodk4ZosBk0khl1WZno4uaE4IQiHjIZ/XkGVpIcAhSSLJZGZ+nCZkWZrXnFCw2kzMTEUAcLotZNI5opEUdocJi9VIeLaQWeFwmpkLJxAEgXQmx/kzhZKUsdEQbe3VmM0GxHknRkkSiUVTmEyFwEU4nEBRpEWaIR80J2cv8/2+Q/x528O4DJZbbb4kATZ9FvkBoVHInhiIBcnkXZwMjiAJAkZJxmUwcy40QbOrhLHEHLFsmpSawyob2F5aR9fsGKl8loerVuI2mpHelTGhannOzI5zITyBKAjUOXycmR3HphiYTsV4efQi20prOTDRT7nFycXwJGUWB6s95YwnI3TPTeNQTJRZHJycGcEoyTgVE12zo4TSSXwmK/vGe4nnMuTRMIgyI/EwToOJZmcxm0t0n3QdHZ3lIxSKc/L0ZdrbqnC7rUt+Xy6ncubsCD29kyBAx9oaamuuZqlpmsal7gm6zgyDAE0NpbStXl4F7/cLTdM4cXIIg0GmdUX5HRXOTCYzHDsxiL/cveh46ugslZGRWfoHp9m4vhaj8f23Q38/rxcdnRuRzea4cHoYh8tCVW3Rsp2HeTXPQO8UpX43xSXORX+TZYmx0VlSyRhQKP8oKXPhr/Bct61EPE33uVH8VV4yWZV0MsOFMyOYLQYUk0LLSj9Gk4LFalzkquH2WNE0jempCJG55Py+RUrKXAuZAMBC6YUoipSUuhbt22a/NjvAV2QHwOG41j2itq6YWDRFPJamqaWg7ZBIZACw2owUlzgX3D2u6EgAyIpEWbnrmvayWZXRkVlyWXVRGx7v1XG+s4+Lskvs4PXZr47Tf7XE5EqwJZtVicwlCU5HqazyXtd9xOm6OuG3X2fMH0f04MQHhAC4DGYqrW6i2RQWWWFXeSM/7D+BKAg0OIvYWVbPSyMXcBvN5PJ5ppIxJpNRclqeyUSURC573bazqsqF8CQzqTguo5mhWIgSs531RZWMJyLktTx5TSOTzzGViuIz2fh05QpSao6u0Dh5TWMiGWGtr4IWdymbiwO4jRbqHUWcDY0TzaaJZNPsrmjitdFu5jJJVnvKKbM4OBcaf38PpI6OzkeaeCLNvv2XaF9TRVnptQ8HAHORJJ1v91FXW3RbwQkAg0Emm1X5xYtdWC3GaybTBkVGliVeeKmLYDB+R4IT6XSWQ529VFV6qastXvb2r3D2/CgOu4mW5jLu5FwrHk/zixdPs21Lox6ceJ9ZyvXyUWB8Yo7jJwZZu6b6jgQnzp4bIRROsG1r4423+SWul0g0yd79F9m6uQHvdWwOdXSWgiiKJOIZwqEEFQEfqWSaZDyN0axgMCpEwwkEUcDpthKLJBdW8jU0MukckiRic5hJxFLkcip2h4VsJkcsluLkkX627VqB1VZw2EgmMqSSGfJ5DYvZgNNpwWwxkM3kyGVVErE0qqpic5hRc/mFfigGmanxOVxuK42tfga6J4iGk6zdUEugrhjxJiv4giBQXOK8JkBypzCZDWzYXL9s7SmKROAOfscpisTqZbY0fb/QNA0NMIgyXqNtUfb+L4senPiAEBDwmaw0OosIpRN0z01zcHIAp2LGJCoYRAlREOZLO0Q0oVCq0RedwSobkEWJuUyK3sgMZlkhYPdSYi5E6GRRosbuQRIFqqxuPEYLh6cGORUcW9j3iZlhxhIROnyV9EeDHJ4axKYYGYmFcRstZNQcBlEmpWY5MzvOSk8ZvZEZBqJB6h0+zLLCkanLqFoel8E831+uEczR0dHRuRlzc0ne3HeBhoaSG25TWenhD/9gDwbD7alTS5JIS3M55eUujhzrv+42gYCPqmovZ86OcKccXxPJLPvf6ubBT7fdmR3M8ytf2AgCH5p0T53lZynXy0eB9jVVrFpVgdGw/I+hmqZx9PggAtw0OPFerxdN05iZibF330XWrqm+9Rt0dG6AJIk4PVZCM1GyGZWjB3qIRVOIksDqtQEunR9ldjrK5p3NvPniGSqqvbg8Vob6p8lmcwgIhYBBzwSSJOItchCdS5BO55iZmFu0r/OnLzPQM0ksmkIQBMorPbSsqmBsZBZZljh/epiyCjfNqyrovTC+0I9tu1bgdFsRRIFsJsdg3xSz09GFbAKdjy9pNct0KkaF1b3odU3TuByfJZPPUW8v4rcbd2CVjTdo5fbRgxMfEMVmG/eWF740XUYL20trmcukKPbZ56NPhUl+h68KhMKJ0OYpByCey7DOV4nHaGFzSQARAUkQiGfn1XcFgVWeMorMNkQEyiwOTJJCTsvT7CrGLCmEMkmanCWUWRzU2L2k1Rw+k41d/kbUfB6TrOAxmtlV3kgmr6KIEg1OH+UWB8VmO2UWJ9OpGA7Fj0mSEQUBgyjhUD4ZKUc6Oh93TncNc/L0EA11JZw4NUQikWHtmmq2b2tcWOm8cHGMw519zASjADQ1lXH39uaFdMszZ0c4fWaY9etqONTZy+TkHBV+N49+tgMtr7F3/0WOnxjk4sVx/vl7b2G3m3A7LTz5xFasViORaJKf/eIUA4Mz5HIqv/W1nZS/I/UymcrQ2dnHuQtjRGMprBYDmzfW076mal4gS0CYn3wI1yl1vPJ3EeGawISmaZzuGubA4R6e+NJmXPOplfFEmqeePkTbqio2bqi9qRBxKp3lcGcvbx/t59Tpy0SjSV5+7Swmo8KTT2zB57UTiST5yb8fZX1HDaNjIc5fGCOf13jogTU0NpaSy6qcODnEydNDzEWSGA0ya9ur2byxHoOhUBd84tQQr79xnlgsxaaNdXxqz6qFfo1PhPn5C6dpW1XJ6TPDzM7GKSl2sOueFVTOp/Gm01lOnBziyLEBkqkMZaUu7tnZQoXfjSAIZDI5DnX2cuzEILIkEgj4yOWWrhaeTuc4dnyA02eGiUSSmEwKHesCbFxfi6LIaJrGxOQce/ddZHQsTD6fp7TUyb33tFJetrTsgJHRWQ4c7GFkNISqqpSVuthz30pKlrhid2XCeeBQN339U+TUPA67mYceWENlhQdVzdM/MM2+ty4xPRPF5TSzdXMDK1rK0TR47vkT2O0munsmKCt1Eaj2cehwL4GAj933tjI1HeWVV8/SvqaKY8cHCc8laG4q4+6dLTgdZmZmojz73HE2b6pn1coKAC4PB3nhxS4e+FQbHo/1lteLqua51D3BwcM9BIMxXE4L2+5qpKmxDFkWicVS/OTZY6xZXcn0TJSz50ZR1Tyfvn81Lc3lC2J5Nz1GwRhv7r3A8MgsqpqnqMjOzu3N1AQKq4vZrEp3zwSHDvcyG4ohiSINDaXcv3slRqPC1HSEZ587ztRUBJvNxNf/j3swm65mTuRyKhcujXPocC+hUBy328r2uxppbCgF4M19F4lGC+fQufOjiKJIe1sVmzfVYzIpnD03wqHOXt460I2iSIxNFJwCPrV7FWvaqtA0bnq9AITDCd462E1P7yTZnIrbZWHrlgZaW/xEIoXg0LETg3T3TPLt7+zFYjFQ7LPz1a/c9bG299O5s8QiSXoujOH22cirGqHZGNl0jlQyy9TEHKCxaUcTmgYTo2FWrwswMhTkzPFB5kJx/AEf4yOzGIwy67c2kEotzq5Wc3lKyl1YIymSiQwuj5WxkVnisTSr11UzF4qTTGSIRVML/dDyGrnc1SCEyWygZXUl8Viaxtali+vrfDQJZRL8ffdenqjZSJOzFFEQyeZVukLDfL/vMPeVr6DBUYJRWt7sNz048QFhkQ1Y5EJdkQD4rS7818lWLjLfPF3QbSzY3ATTcQais0BBRLPM4qDJeTV92KYsjmiVWhwL/3YYrtZL+UyLO1FluxotsyuLU5vevS2AVVm+yJmOjs4Hx+xsjNdeP8/kZITmplJC4QT//twxJElk544mRFFkdDSEhsbKVj/RWJpXXj2LADz8YDtQ0Ip460A3k1MRKv1uVq2sIJfLY1AkVDVPoLrgc366a5iOdQHKS10YTcqC6JbZbGDLpgasFiM//vejJBLpRX1MpbIMXQ7i89qoryumu2eC7/3gAD7f/QuTpV8Gh91Mb88k5y+MsmVzAwD9/dOcOz/G1s03XpG9giSK+MvdhcBA1zBtq6uorytGkkWslsK9MptVudQ9wchYiJJiBy3N5YTDCUwmBWH+75eHg9jtZgLVPkZGQ/zox0dwu6ysXlWJIEBtTRHK7pX861OHGB6e5Z0JbIlEhiNH+7lwcYy1awI0Nzk4cKib4GyM3/36vSiKxOG3+3jhxS7Wra3GajVx8tQQ3/v+AX7vd+7F4TBz4uQQP/7pUdavC+D12jh7bpThbGkUuQAAIABJREFU4eCSj2Mmk+PycBCX00xtTRGDQzM8/cNOPG4bK1rKyWRy/PTZY0xNR9i0sY68qhGcjZFOXb908XpMTkaIxVI0NZaiqnn27b9IPJHh679195LeH55L8i/ff4tQKMGG9TUYjQoTE+GFVfXLw0G+/Y9vUl7uYmWrn5GRWf7l+wf42le30VBfwoVL4+SyKo0NpbzwchdNDaWUFDt4/ucnaVtVSTyR5uDhHkbHQqxaWYHLZeHV18+RSmV57HPrSaWzXLg0TlNT6UKfYrE0Fy6OsWN7E8XF9pteL5qm0dc/xfefOkhdbTFtqyvp75/mH7+7l298fReNDaVkcyrd3RMMDs5QWuqguamMubnCRH+pWUPPPX+Cnt5Jtt/VBMBMMLpoEnT23Ajf+8FBamuKWL2ykmQqC2hIUmHS7nSYuXtnC/vfusSJk0Oo7whyaZpGd88kTz19mMb6ElavqqS3b5Lv/PN+vvHb9xCo9jE6FuKFF0+zbm2A1hV+xsbC/ODpQ7jdVtpWV87/v4qz50Zxu63cvb0ZYCHIdavrBeCV187SeaSPHduaURSJqamCqCAU0rBra4pJJDKcOz/Kxg21+Dw2LBYDknSHUq90PrakkhlGh2YIBeOUV3kpq/BgtRvxFTuYm42TSKQxmhQ0rXANybJENqsiKxKSXHDU8BbbMZhkSstdeHx2Lp0doefCGNG5xDXyg6IoIkoigigQqC/m6MEeXB4bZosRt9dGODRFKBhb6EdRiRNV1RgbDpLN5CivvL4uhc7HE5tsotTs5Ls9b/EbjdupsxWxd/ISzwwcod1TyV3FDXdkv3pw4mOAIAj4TDZ8Jr3uUUdHZ/kwmRR239vKmraqgnBTJMX+A5foWBfA4TCzfVsTqXSWbFZFzeXp6Z2kp3cSTdMWViKTqQwdawPctaVhQexLEAqiXK0r/CiKhNEks3plJQ31i1PVFVmiJuAjlcpct6TD6bDwxcc2kM7kyOXy+P1ujp0YZGYmSqDad0t75ZshCAKVlR5qa4voPNJPR0cNkihy9NgAXq+N+vriW7avKBKNDaXY7SZ++h/HaGkpo2Pt9QWDJUnkV79yFyaTsjBZEgSwWAw8/GD7gl99Y0OC06cvMzpamOQKgoDHbcXtsuD1Xl+PQxAEVq+q5Etf2IAsS5hNCi+9epbgbAyzSeG1N87T3FTGzh0thYddr5Xvff8A5y+O0baqkkOdvdTVFvHFxzZiNivU1hTT2ze15GNpsxn57CPrFsZQW1PEqVOXGZ8I09JcRl7TmJ2NUVbqYmNHLU6n5bZT7dtWV9LUWEomq6LmVCKRJKdOX150Lt6IgjDqOBcujvN//uH9rGjxL7x+hQMHe5AVkSef2IrPayMWT/Odf9rHa2+cp7LCgygI1NcV89lH1nL85CDNTWVs3FDLiVNDzEUSyLKEokhs3dLArrtXAAXbu2PHB7l7Z8stx2c0Kje9XlLpLAcO9mCxGrl31wqsViOBah+XeiZ4+2j/QuYBFM6rrzy+BZvNtOhcWwqzoTg+r40NHTW43ZaFoAMUsh5efeM8JSUOfuNr27FajAvH8MpnYDQqNDWUMjw8y+mu4UVtp1JZ9r11EZfTwr27VmA2G6iu8vLt77zJ0eMDBKp9QEFH5rFH11NTU8RsKE5f/xTdPROsbPXjL3dTWuLkpZfPUFbmZPOma+vPb3W9hMJxbFYT6ztq8Hpsi7IhzGYDK1v9qGoeo1Ghva2KCr8+YdN5bwiCQHVdMeWVKg6nmU07mghORTBZDJRVuPGM2zGaFDw+O0UlTkRJxCAIrF4XwOYwYbUaESWR6FySVLLgetGxtYFIOEFpuQuzxUAqWRCErJ4PjKtqnlxWxWhSyKRzNLSUIYoCVpuJ1rZK/NVeUsnsQj9kWaStowZFkRBFEY/Pzoa77sykVOfDhU0x8tXazfzbQCff6d5PqdnBxbkJPu1fxaf8q65Z+F4u9ODEJxBN05hJJRiPRzDKMg1O37IKmejo6Hw8sNtNFBXZEQQBWRaprfFx/sIoyVQWm83IqdOXOXi4h1Q6B5pGT88EzU1li9pwOS1UVXqWXQdB0zRisRSvvXGe3r5J1LxGMpkhHE6gqsujfaMoEhvX1/HDn3QyMjKLzWbiUvc4W7c0YjQsbxpjfV0xpvn09nfejpPJDPsPdHPm7Ag5NU82k2NiMkJOXXpZhcmoUFdTjCzPr167LOTzedLpLJlMjtHREFNTES5eKggaq2oeo0Ehl1NJp7OMj4fZvKkOg6FQKuPz2fB4li5MGk9k2Lf/IufOj6Hm82TSWaZmIqjzYzAoMrvvW8m/P3uMv/nbV1i3NkDHusBC2cmtyOc1+vqneXPvBULhBKAxMhoqCHZpt554q2qesbEQPp+d0pKrZSTvDGoMDE5TUe7G47YiCAJWi4G62mJef/M8mUwOURSwO0wIooDdbsJmMyLLEgZFJpfLI8sSJpNCeblroXyiJuBj31uXmJtLYHmXQvvtksnkGByaoX9wmm99+w1EQSCvaeSy6jUFTXV1xQsK+bf71X/fPa088+NO/uZvX6Z9TYD16wJUV3sBgWg0xWwwxtr26oXMoNsJEKbSWYaGgoyNh/m7/+91hPkxvPt6rqjwLAjjGhQJp9NMPJ6+JgPivbJjWzPP/KgwxlUrK9m4vpa62iJEUS/Z0FlejCaFhpbyRa95i+zv+PfVLGfXlXuuKFBcVihXs1gL15nbu3hxsqTMhZpTGR6cIZPOLWzrLXIjKxKZdJau44NU1RTh9tiQFYmGFVf7YbWZFvXD+S4harNFD8h9UnAYzPxKzUZ+PHiU54ZP8WTtZh6pXINyB++HenDiE4amaeQ1jc6Jy/jMVj0ooaOjc2M0Fj3wS5K48PvgUJAfPH2IjnU1bL+rCZvNyD/9y/5rJjuKLC34qS83e/df5IWXuvjKl7fQUFdCJJpkaGhmWffR1FiKzWbidNcwxcUOItEUa9oq35t45k0mT2bT9SenR44O8B//eZzPPrKO1hV+8vk8/+/fvMTtzMREScBsvhpMudL3KxN3URTYs3sl69YErm4jFjIyMtkcmlYIAGgL7xdu67vjcGcv//mzkzz2ufW0NBfKOCb++sWF4yFJIhvX11Jd6aXr7AgHD/XQeaSPX//VbTQ1lt28cQolSN9/6iAut4XPP9qB02nmjTcvcKizl8JObpE5MX8stHyem35I7xqzIPCOzADekRkkXJ2UC+9oUQPtHTGlxQG7girKOz/WbFZdusi0VhCk3rCuhk/dvxplPhCFAHbbYjs+822UcbwTQRBY01aF3++m68wwhw738vbRPp74lc20r6meP45a4VxZQsbK9chrGps31nHfrtaFYBoCON5h12cyKYuPnSBc/3J4j8GKpsZS/uB37+PMuVHePtLHt/7+NR79bAc750tEdHQ+CkiyRKD++sK5BqNCxxY9+0Hn+jwz8DaX47MLvwsI5PIqJlFm7+QlhuKFss5dZS10eAPLvn9d0vsThqppDERDBFMJVC1/q2c2HR2dTzCRaJKp6Qja/Orl4OAMpSUOzCaFyck5crk8Wzc3UBPwYTYpzIbi5PO3NyOQJBEtX1i91m5z6XNoKEhVpYe1a6opL3eRzeaYiyRvq41bYbMZ2dBRy5FjA3S+3UdzUxk+7+2V0ImiiADkcrc/xssjs7hdVtZ31FBZ4UHTCoJ9y3XvdtjNlJY4mZ2NU1HhJhDwEQj48Je7sFqNGI0KpaVOBoeCZNI5NE0jFIoTCseXPobLQYp8djrWBajwu1HVPOG5xMLfr5xfZWUu7tvVyjd/fzfZrMqp05eX1P5cJMn0TJQNHTU01JfgdJgJzsbILlFNXhJFSkudTAdjTExGFvXryudVW1vM6GiIUCiOpmkkEhn6+qcIVPsWNFJuRTKVZXQstDB5HxyawW4z4nSYMRgK9eRz88cln88zPBK8RtTuRteLwSATqPIyE4zh8VgXPsfKCg9ut2VJ/bsVhc8pT0mxg3t2tvD737gXo1Hm2PFBAOw2Iy6Xhf6BaZLzqeRXjuFSznujUaG6ysvMbAyfz75oDFcEaeHWp74gCEiSSDar3vb1pmmF69TttrJtayO//Zt34/d76Hy7b9F2kiSSV/PLlqWlo6Oj82Ehlk0TziQXfkKZBPFchiZnGU7FsvB6Ws3dkf3rmROfMATAJMlU2Jx4TRaCyQTaElaWdHR03l+ueEirWp68ppFHW8h8Am3RoqAw/19BKES4BQor2ws/CO9pFTOeSPPCS11MTMwRjaboOjvCo59Zh81mpLzcjSJLvLH3AiOjs1y8NEFwJobHvfR0fyhM/n0+Gy+/epax8TAGg8yG+frWaDTF6FiInt5JUsksl3omyM1PjlwuC7W1RTz73GX27r+I0ahwuLP36ooxBReK4ZEQMzNRorEUl4dnOXd+FK/HRtF8yurwyCyRaJJQOIFGQdDP6bRQVupElgsTxtWrKnjplTNMTs7xtV/dvpASv1RMJoWyMhdv7LtALJ5GlkTWd9Rgtd66XrMm4OPAwW7e3HsRt9vC0WODC+UQUJikLoxhNk4ul+fs+VE8Liulpbd2qnC5LNx3bys/ffYYT/+wE7/fTSyWJhpL8ZmH27GYjWzaWMcP/u0gP/7pUUpLHVy8NEE8kVny+Gtqiug80sfefRex280cOdq/KEUglcry458exeEw4XSYmQ0nyGRyi0osbjWG4mIHhw73IQoil4eDnL8wtuRSIlEUaG4qo6GumB/82yE2bazDbDYwNTXH1i0N1ASK2LalgVOnL/PUM4dpbipjeGSW/oFpvvbVbQvlOLcik8mxd9+FhYn7Wwe72byxHq/XRj6vUVnpYd9bl5BliVQqy7ETg2RziwMsN7pejEaZHdua+dY/vMFTTx+mdUU5mYzK2HiY3fe2UlXpXVIfb4amwY9+8jZmswG3y8JcJEkslqZsXmxSUWR23b2Cf/3BQf7pe2/R2FBCLpcnm1XZc99KTCaFmWCM6ekIQ5dniMfTnD03gtdro6zMidVi5J4dLXz7u3vnj3Mp6XSOyckIe3avpHSJziuiKBCo9nLk2AAvvtSF0VTQuaiYd1252fUiyyLP//wk2ZxKkddOPJlhcmqO9rarlqGCIOB0mnE6Lbz4chfNjWUYjTIbN9QuZM/o6OjofFT5zcbtH+j+9eDEJwxJFPFbHXQFxykyWRmIzJLXNHSR6Q8348k5huOzS0/xvQN4jVZq7UVIgv7wdafIaxrRbIrZdJxwNkEwHWMkHmI6HSOcSRDKxIll02Tz6sKPIIBBlDGIMkZJxijKuAwWvEYrXqMNr7EglutSLDgMJhyKGatsXFJafmmJk5WtFXT3TJJKZXjkoXa2bW1EFEUq/G6++IUNHDzUy9FjAzTUl/DFL2wg8o7MBZfLQn19CUbjjb9qvB4bv/rkXex/6xKHO/uorHSzbm01siYxdDnIz184TSabo7LSw/ETg5w9N8r2bY1s2lDH1s0NRKMpzp4fxWI2sGN7E4Fq34KVaSiU4IWXuohEk/i8NsbHwzz/85OsaPGz+95WNE3j1dfPMT0dxWSUyaRzPP/zU1RVennowTU459spL3NTVelhbHyOpsbS2w702KzG/5+99w7S48zvOz+du9+cJmIiBolgAEkQzFxxxd3VnrTalbSWZa+STyffWWVbp3O4qquzz1bd+Vwuy76zfSVLlupkqxQc5NOu5KWXu9xdksucASKHScDkN+eOz/3RL4YAiQEwyKE/rOEM3rfD093P8/TzfJ9f4Gs/8zjf+d5h3np7mkI+zoN7xoAwrsW2qX76Che2xnhozxjVaptDhxcwDJVH9k4wtbWPQj4UV2zH4zsvHmKt2EDTw2v45vP7GR3J8eUvPYhl6WzfNkAy+XGa51TSYse2QSxLQ5YlnnhsG7GYzptvneL0QhnL1Nm5YxBNVZFliX17J8LJ8nszVKpNHtwzTi4XJ79BmT/Jvr2T1Oodjh1bwjQ1Hnt0iq2TfetxK2RFJpEwOHp8Gd8LiMV1/sJP7eOxR7de1vGzmRh/+S8+xne/f4TX3jjB6EiOn/vaExw+ssjlCu+5bJz/7r/9DC//4BiHDi8AYf09axUxMpLjr/3VZ/neS0d5971Z0mmLv/ILT3PfvWHaz/HxAn35BIossXWij2w2jq4pbJ8aIJU0cV2fVMrisUenOHOmTK3e4dnP7OK5H96NqioIAV/9iUf49ncPsv/AaTKZGF/58Yf44MP59fgNsHF70SWVrVv7+JX//rO8+tpx3n5nBlVT2DKUWd9fVRWmpvrp70td9n05F0mCVMri8JFFPM/Hihn8+I8+yBOPT61v8+CeMXRd5dXXT/DOe7PomsKunUOhpUEgOPDRad5+Z5pO16W/L8mL3z9MMmHyxS/cx84dQ2zfPsj/8MvP8tobJ3j7nRk0TWF0JEesJwgODabXLSMgtGCYGMuTycTPc1X5wufvA0nig/2nMQx1PVvHpdpLKmWRTsX4YP8cJ06uYJkaz35mF888dX52nqHBDL/0i8/w2hsneP3Nk0xO9vHovsurrxF3H13f5VhtmY5/+RmIZEliNJ5jyLo8US4i4loTCIEX+GiyclUBxjeLtFmTt+vELVGIuwUhBPtLS6y0myQ1g8cHx6LYE7c4fzD9Bv/iyIt0r5MJ1eXwxeH7+PUHv7KeAjfi6hFC4IuApmdzoHKGg5UFTjRWmWsWWerUaHn2NekcVUkmbyQYtFIMWGmGrDTbkv3ckx5iJJ5Fl1VU6WN/eYDvv3SEb/7X/fztX/vi+sro3chZE/5//i9eYHg4nJBIkoQQ4pJm46qqIMtXZrVyOyCEwPMCgmDj4JyyIqMq8hXfgyAIcN2LxIKQJLTefd6ojLfCczp0eIHf/t2X+Bu9tJ63EmfjRHjexm4wkiShaTd2gBoRcadwplXhr7/1h0w31y57H1WS+Vu7v8DPTz1xHUsWEbExVafNf5x9h+eG7mFrsq8XGemquKwDRJYTdykSEk8OjmOqauTQERFxE2h5NtONNV5eOc4ba6c406rQcLu44vL85DeDJwJWunVWunWonEFGIqbqpLQwh/XuzDA/M7GP8fjVm37fKQgh6HZdqrU2Bw8tUCw1+Jm/8Oj65KxW7/Bvf/9VSqXmhsf46k8+wgP3X2HwzNsAx/X502+8x6FDCxtu8/BD43zpRx88Lx3jZpieWeMP/uiN81xZzsWK6fzCzz65YTrHTsfh937/VZaXaxue40e/+ACP7tuKcgNMCG/FlZggELzx1kle+PbBDbcZHsrwV37h6U27NEVERERE3J60PJu3ijM81f/plMzXk0icuEs5Vl1jtdMkZ8R4qG84EigiIm4AoaWE4Gh9ia/Pf8BLy8dCweAGEyBoejZNz2axU+NEfZUfHtz1aXEiDGJxQzlvhTtMh9D78xIZF87Z7+y2F/psMxw6ssgf/vEbOK7Hj31xDxMThfXjxuMGP/UTey8adLG/P3WeMCE2uJaNPr9RXOn5NVXhs5/Zxb69kxtuk0yaV5VGdngoyy/83FMbWj4oikyhkLzgdxAGWfzKlx7Cdja2OivkExe0vLja+vNJJOkarDtdBhuVe6PPZVnivt0jDA1ubCFlGOplBf682roswoOc99mF2vPZzy/Vpjba7nKe7SfLcj3a5+Xcr+vZP2zm2DfiflwNF6of12LbiIi7FUWSSapGaDFxA8MTRuLEXcpDhS0stxsoUYccEXFDEEJQspt8/fSH/Oe591jqVPFvDbc6ppJ9DMcy5w3QHtk7yY7tg+uxDW4UHc/lZLXMZDqLqaicqJZIaDp9sTi6rKBsEHAuEIK6Y5M2zPPen03XQZFkYtrlBS08l507Bvkbv/IchqHR15dcT4kqgKbnMDScQVMu3yLADXzarkvGtD713UytwtbMp1f/fRHg+D6mol63AbQXBDRdh+wFynUxZFliYCDNhZPVXRtiMZ2tk33r/w6E4EyjRst1mEhlUWQZ7SJBCBVFZmTkwlYVl0PH8/BFQFK/dPDSi7F1ax9/93/64kWFlGtFy3Voug59Vvy8d7wA6naXmKajn1NvJUkik4mRSlvYvocmKyy3GvTH4ujK5oaJju/T9V3Sxubq0llc3+dEpUjaMOmPxT/VXmp2l7l6lZ25PkxVpeO5FDttxlLnCyueCFhpNemPJdAVBTcIaLvOecdaaNYpWHFM9cLXKIRgsVmn7nSZSOVQZAn9Gvte+0LQcOyLtj0n8FlqNphIZ9fL1fE8LHXjPqHtupiqekmX3bVOC11WLtgnfZLrdT+8wMcPBLpy9cf6ZP24GMVOm7VOi+2Z/Kb68YiIu4WMHuPh/ARvrE2T0MxQqDinjVqKhqFsfmx1KSJx4i7lVK3EWreJLqvcnx/8VP72iIiIa4cQgplmkf/7yHf4wcoJPLGxj/6NRkZiR2qAfjN13ufJpEkyaV638wZCMFursNZusTNX4HSjhiRJjCXTrLVbJDSdumPzypkZnhmZ4P2VRfrjCXbl+pivVwEYiCU4USkylcnhC8FKq8nWTI65ehWBYDKd5Vi5yHgqw0KzxlqnxWgyQ9t1WW032ZEtMBAPgzrO1iostxpsSaaRkFho1hhJpLHT0PS7OG3BYDxJqdtGkSROVcs82D/EXL1K1e4yFE8Q03Rs38MPBDP1CmPJNCPJNHJv5fZktYwfBHR9j9P1GpamkTdjzNTKfFRc4cfVXSR1g0q30zuPTEzVeGv5NE8Oj2EqGnP1KinDoGDFMBSVrucxEE8ghKBm2xwqrTCSTKNIEqosU7O7tF0XWZYZT6Y5USmRt2LENZ3pWpnhRArH92g6Dknd4KO1FUxVQZMVVjsthuIJDEVlvl5lLJWhandxfX998C+EoNhpc7S8xrZMnpbrUO62ubcwQFwLXQDm61WWmg0KsTiGopA1LdbaLRzfp+Z0mUhlme9d12Q6hyrL59WPHbkC8/UqqiwT13Senz7Gzlwf5W6HcrfDPfk+ZCR8EZDSTU43qsRUnf54WD/6rDi6orDcarIzVyBthPW67bocKq6QNS08EVDuts+rH9uyeRYbdXJWmNlqsdVgMJZAUxSWmnW2ZfIst5u4vs9YKsNMrYKuKOzIFtAVBV8EzFQrVO0ufVacIAnznRqiLSh3O/TH4usCix8EnKqWP3U/0obJ0dIaU9k8ru+z1mmxLZNnrl5FAkZTGU5VSyR1g6xhMl2rADBXrzKWzHB/3wBJ3UD0JsH715bZne9ntd2k4dhszxbIW2GazqVWg5fmp3mwf4hDpVWyhsU9+T66nkfN7nJPvo9Y75nW7C4H1paZSGdRJZm5eoXxdJZSp40E6IrKoeIqacMgEIJSp81oKoMQgqVWg6l0joVmHVWW2X72fgUBB9aWeXNpns+Nb6NetfGDAEvVOFhc6dX7OPP1KsOJFGcaNU7Vyuv3/2xd80VAy3U5WFyhYMXZne+j4dh0PS+s48VlJCSOV0Lh8558H+OpUJz1goDDpVUkJNKGwX+dOc5kOkvdcVhuNnhsaISW61Kzu/TH4qy0m2iywq58H4aiEvSu70wj7D9qTtheRlNpTlXKqLJMxjAZSiRZbjUJhKBqd0jqQxwpreIFAVuSKaarFYYToZB1slqi2GmvixOlbpsXZk6wb2iElG5wslJiR65AfyzRq9cOf3bqKPfk+xiOpzhVLTHQq7c5M0ax08INfMrdDqVOm47nMZXJsSvXh64oBEIwX6+y3GqwPVtgoVnf8H7c1zeAhEQgAtKGyel6DUNVGYonOVEpkbMsLEVjqVVnR7awLoK0XIeDxRWyhkXLczhVLfPU8DhDvWv2goADa0vosspgPMHxSomheIKK3cELBBnDJBCCru+yK9eHqYYTJFmWma9X2ZJIsdxqsNZpUbBi5MwYtu/hBQGnGzUGY2F/PVOrMJpMR+JERMQFsH2Xot3gO4uH+fbiQQasNOo588WfGHuYzwzsuMgRroxInPgEgQhoew4tz6HjO1ScNovtKsVuk4rTouK0qbtdHN/DCTxc4eOLAAUZVZZRJQVNUYgrBknNIK6apDSTvJGgz0yQMxJYioalaJiqhqXoqNKVBwu7UiQJxpNZ5htVAgRRtxwRcX0IRMDR2jK/cegF3ivNEdxiXudx1eCB7CiafGN7AV8ETNfKCBFaDRwpr62nOjZ6VgKWqjKZzjKaTHOyUiJrmPhBwJHSKs+NT+H6AQ3X5v3VRR4e2EKp28Zsqqx1WshIaLKC44eD8Nl6hYFYglfPzJHUdTqey5bEx4JMOGm3eHf5DDFVJ22Y1J0uH64uISOR1MOBrCxJbM/mqdldFpt1ZmtVClaMb5w8wmdGJyl3O/hBwGKzzmjy/CjrqiSz2mnSdB0c32e+USMQATuyBVquw+HSGlOZHPtXl3ADn6lMHlWWEQLSusnxSpGu5zGSTPHR2jKqrDCcSK4LLO8sn6HcbbPcajAQT3C4uMq9hQE6nossSXy4uoguq5yqlhmMJ/BEQNYwKXc7FDttjpWLHCmtAqH70a58H28uniZrWowm09Rse/1+WKrGjlwBQbhaXrE7vLtyBl1W0T7hxnGiUiJlGLy1NE9KN3mwf4j3VhYBwf2FQU5WS8zUKkhAzoyRt2Ln1Y/jlSJBIOj4LindoD+eYCqTY6XdxFJVbM/jjcV5AiG4tzBAIARHy2tMpfMstxsMJ1K8sTiPhETXc/nMaOiGsn9tidlaFdf30BSFbdn8p+qHQFDutCl122RNi1cX5nrvepkjpTU0RUFGou7YLDbrPDc+tW6tUOq0OVUtU7Bi/OcTB8kYFk7gE1M1duYKHFhbYSieIibLeEHAR8Xl8+4HAibSGc406xRicT5cXUKVZBq2TVzXOVkt0fZczjRqPDMywfFKiaSuo/Uy97iBz9HyGvsGw4wiiiTTcGxK3TbHKyUG4wk+WF3ic+Nhtg1NlgkQ5EwLVZZJGybfnj2JqX4cMHfv4Jbw2roJOW0lAAAgAElEQVRt5upVBuMJTtdrDMQTpHSDarfDWrtFy3U5VS3hBQGKLLMjW+CV0zPkrRhTmRxnmnUOF1dBgoxhhqLgepvPMRhPsNpqsdppcjBY4ViliAQ8MzKBrqjU7C4nKkVShknJa6/Xtf1rS6y12ziBR0IzSOo6H6wusStXoNhpc7pRo9hp80DfILP1KoVYjA9WlxhJhoPuU9UyDcfGCwI6Xmh9si2Tp2J3MBSFru/z9vIZVEnm/dVFpjI5Wq5LwYqzJZkiEILj5SKWqp3XfxwqrbI1neVocQ1dUfjs2BQfrC6xb3BLWF7f42BxhR8aneTA2grFdovj5TUypsVAPEGx8/E1arKCJwIyhsmHq0uMpzK8vXSGL03tCr9XFFzfp2DGegJNjHdWFjAUlX2DW3jp9AwDsQTbs3larosqK0zXKvTH4gzGk6EwWK9gex7T1TJO4G94P1w/4NWFWYQgFAklicPlVRqZPIvNBsOJJG8unUYIQct1+exYmNHE9X06nrsuDuiyQlL/OJ6J43ucqJTYle/jg9UlhhJJXl2co+t5pA2TUqdN2jBRJAldVtld6EeSJFRJQldUqk6Xt5fC53S6XiWpm6iyTLHTxg8C5utVnt4yflGrq4iIux0JiT4jyU+NPXzB73P65lLHXy6ROEG4grfarTPdWONUY42TjVVmmkUW21UqTqtnei0QAgTisqYWUu//Uu8fUu9vTVbI6nGGYmmGrQxbYhmGrAxj8Ryj8RwFI7Gh2fK1ZEemwEy9wtZULnLtiIi4TgghmG2W+Kc9YeLyeo8bS1q32JMdueHnlZAYjqd4dWEOSQoHq4PxBBIwV6+gyhKD8SQZwyKpGeTMGJVuh7RhktQN+qw435k7yUKzQVLTqXQ7nG7UMBSVvBnDCwKqdoeVVpOO5yIhMZJIc6paZq3TwvY8MubHliFd32O51cQXAk2W6Y/FMRQVLwjImzHuLfTzX6aPsW9wC4EQLDTrZEwLJ/AoddskdIPj5SJN12F7No8sSRwtrTIcTyIrCl4QUOy0mG/UGIwnGE9lqdldWq5HsRNaSVS6HQ6uLeMFAX1WnANrS/zQ6CS6rFC1u8iSTF8szpZEiiOlVebrVZ4cHlu/BkWW6HoeO3MFur6HpWrU7C5N10GXFXRZwfbDVVJdUTAUlZgWTnJPN2pkzXDyPJJM0XAcRpNpjpeLvbKHk4Gz9yNnhSugfhDw4eoiq60mKcNkMpfj9cU5pjK5dcsJ2/dYbXsEInTb2b+6RNt1yFkx+mNxOr6H4/tMpDJYvRXQc+vHaCqNBNi+z0AsQdowSRkmtu+vW2AAyJLMqWqZruchSxIBgrwVJ2dagIQiSYycIxgpkozth2JP23U/VT8sVWW13cL2PXRFZTSZ5nBxFSEEkiwxkc4yV6+SN2PkzRgt16FgfTxYkyVpvX7ENZ1ABMiE44iRRJqFRv289NCmqp13P8ZTGfpjCY6Wi0xXywhAlcPFjANry8iShB8EZE2LnBkDwhX2pG6EZbIsSt2PU/s2XZvFZoO4pmOqKoPxJAeLK+vfW6qGqaiUux3M3vV+uLpEIASGqjCY+NglJa7qoXBULq5P+jKmRbHTZr5RYzyVwfbDutRyXUaTaQ4WV3B7dUmTFZzAZziRXHeZkSWJmKaTMUw0WVlvL9uU/Hr96Hgus/UKacPA9v1eu/h4DGMooTWPEOH1jCTSzNWrlHrCxGA8EQo0ndACaiKVZbZWXd9flWXqPXEiZ1rr1isCOFOv0fHc9fvRH4vTH0uw1GzgBh/HnrlQ/6ErYftu94TC95YXqNqh5c/pRo2q3SWhG/THEkxXy9i+x1gqQ8OxqXS757mqGYpKXNUpdToIYLnVPC9MhyYrpA1zXdBY67TwA4EtPD5cXaLjudh+2O+4vs+WZIq5WhU/+Pggg7EkPzgziy/EukXJhe6H7XtIhK5BM7UKXc9F6Vk+5a2wXkq9gfC5be9EpcTxcglDUYhrOiutULRN9OqChETBivPhyhJ5K8Zqu4kXBJiKSrzX33tBQMq0KMRCyx8hxLoQfbaMqizz8MAwP1iYJWOYDMYTnKqW2Z7KU+25gGzPFq7abSsi4k4kqZl8betjG35/vaIo3bWpRLu+S7Hb5FB1gTfWpjlcW2St26DqtG+4ybUhq2T0GFk9xpCVZmd6kIdyY4zFc6R0i7hqoEjXTrAQQvCNmcPosoIAfmRsO+oNXjWN2BxRKtHbk4rT4h9/9DwvLBy65SwmzvLDg7v4xw9/9YY/10AElDodWq5D3opRs7sokkxc09Ync0nNwA48UrpJw7FpODY5M0bHc8mZFqVum4ZjYyoauhJO4JO6jqVqCCFwAp+m46ArCrqikNQNTlRKTFfLxDWdpusw1LM6WGg2mEhlGEmm0WQZQ1XRZYWVdpiNI2dalLsdErqBBKy0muvuAF3PI9OzQJCAhK7TdBwUWWa13cQPAmKavj65j2s6CU2n7bmhub3roElybzLrY6kqvhAIIShYccrdNrqiosmhhZ6hqLyzfAYJKVxhbjeh97cvRG8FMpyMH68UabkOU+kcWdOiYneJq+H9kiUJS9Moddo0HYf+WGg2rckyiiSTNgyqvefSdGwypkXLdUIXEsem6dhhvILeZNJUVRRJpuU6eEHoJgGw2Gww2nNxEQjarovVK8NZs//lVhNNlllpt3B6YkDBCkWmnGVRt20kJPKWRdtzSeoGfiBYazeJazpO4CMhIRB0PQ9VlkN3BiClG5S7Hdq9chU7LQD6YqEYFtM0ZEn6VP1I6DrDiRQIgalqpA2DSreLIkthLATDpOk6AKR0E8cP3QaOlFfpeh6GopKzYgRCkND08yawWcNipd1kpd0MA6xqOnkrRqG3/XKriamo6IpCudshY5j4Iry2uKbRcGxkWSalh/cvY4RtpNztENM0dFlBlWVOVss4vrdePxzfJ6HraLJCTNOYrpZp9a5hOJFC7rkDnb0f1W4XCOMedD2XSk/s6I8lEAhSuokkQcO2SZsWHTec+OatUEw8GyslbZhU7Q4SEh3PJWta1HrCQuha4KIpCqOJ0MQ+1quXHc+jcM6xdFWl2G6RNS3cIKDjuTRdm47rApA2rPU6pclKaM1hh9fQ9sI6Xuq00RWlV8fN0OWr3QYESd0gpukokkTBitHxPBKaHi5itUMBrut5uIHfE/c0up7HbL2CHwRoisJALEHWtM7rPxKaTrnb4Z3lBR7oG+y1YwVTUak7Nv2xBF3fI29adDyP1XaTZO/ZNl0nvE7HBmAwnkSTw/ZrqArlTgdVllluNXp9VSxsHyJYP29M0xAidKewVC0UhINgXRxouy7zjer6NfRZcbye8NVwHEBc8H7EevX6gm1PCFKGSbXboek6+CJgrR22vaRuYCgqhqqS6VlCyJLEYrPee44mpqqhSjIJPbwGS1WRCOunJwKCoJeK23Wo210kSWIgFtbxrGmFbh9eWBdbrtMTvzRWW2Gfocgy5W6bghVfd/W6XkSpRCNuZxzfo+526PoeiiyTVE3iqn4lVv+XtcNdJ07YvsvR2jI/WD3BS8tHmWuVcQLvvNWLm4lEuJqjyypDsTT3Z7bwQHaU+zLDTCb7MK9B4BEhBC8tTnO6USNnWvw3YztviLVGxJXz8vIx/nT+A6pum845bkdtz6Hju/g3QFCLxInN4QYefzzzNv/62Es0PftmF2dD/s69P8LPTj52UwTKC71/Noycf4Go8lcSxb7ruRwureEGoZ+60fM1rtk2A7HEp4LMXeoc537/yes5G6RTIHqDbONTAerW9zknM8kns5R8sgxNx+Z4pcSObAFJCi0TAOKajt57jme3LXfa+EKQt2LrsS8u93ouWM4eLdfBCXxAIqHpaL0V/bPbdXyPrhdOGGu2TX8sTkw95/31icwVQoR2RXXHDi0MJJmkpn/qfl0q08nFrk8Ige37tL1wMn7WUuDc7c+tH7tyfRtOWjaK9n/2mQciQJFkEr1ruFB5/CDYsH5s1DYulWXgk/Wx3Vslh7B+GOcEuLyc+3HuMTueR9cPn2lc/Tio5kZZMy712dm/G25oqSARCiLqBcYjFztW1/fo9OpaTNUxLhFY8ZPH8oKAuhMKGJocTtYlLt0Gzq1zdcfGFwEyEolzruGT+8zWq+v9zCfbwMXO5QT+uohkKlq4f1gIEAJPCBq9a9BlhVjvGs7rVz4u+KeyIJ13DZJEUvt0X3XVbS/wafeuIXRtVs/b1xMBjZ4Ao8uh8PPJa7jQ8295bk+Ag4RmnBfs9Vq9N66WSJyIuF2pOR2eXzjA95aOstytEVN0HsyN8ZXRB9mdGd7s4SJxYv3gIvRVPV5f5v+be5+3SzMsd2q3TKT8S6HLCkNWhq3JAo8VtvJ43xSDVgpL+fTA7XIQQjBdL7PaaSIh8ejA6BUdJ+LG4fgeLc/BDsKBph142P7Hf7c8m5rToe6GPzWn2/s7/N3ybNzAxxMBXuDT7P17M0TixOUjhOBIbYn/+b0/Ya5VumbH1WUFTQ79v5VzJjxChOlBw1SlwfpzvpQVWFI1+FePfY2Hc+NRKrWIiIiIiIjrQCRORNyOdH2XP555m9fXTvKZ/h2MxLO0PJs3VqdpeTZ/594fYSSe3cwhL2ugecfHnAiEYL5V4uvzH/DNhY9Y6zZuyCrztcQJfOZaJeZbJd5Ym6Z/5i2e6t/GswM7ebxvK/IVuHy8u7oQ+mk7HR7u34IuRW4dtzK6om6Y0u3simMgAgIEgfj4RyAIRIArAlquTd3tstKt8funXueD8ukbexF3EU7g88LiIeavUpiQgJyRYDyeY0ssy3AsQ7+ZJKPHiCk6as+01wlCM+OzIlbFaVF12lR6P2W7ScluUbZb2MHHrkFTyX4GrUwkTERE3GDmK1VmK1UeHxtFVzf//p0ulVlpNHloyxDmFaTJjYiIiIiIuBg1p8Oba9P83NbHebJvClVSCBA8WtjKPzn4PAcqZzYrTlwWd6w4IYSg7Tv8YOUE/+7U6xytLd1S6fuuBEGoYs23yszPvI3j+zxamES+gnnFzkwBSZIYl7Mo1ymgScSNQeqZhsqXEJgKRuhbP+7k+K8LB29Aye5eZppFvrt05IpNwnRZZSrZx3ND97A3P85ILEvBSGza9SIQgpZnfyxU2C1mmkWO1pY50Vjh4fw4fb16ERFxIfyesLlRMFdNVjEVLbK+2yTvnVnkP+4/yJ6hwSsSJ16fnefl6Vn+UeFzkTgRERERcQMQvTHVRovcYfpv/YoWjW9FvF5Gyn4jiSqF7nIKEknVJK3FaHjd63LeO1KcEEJQspv80czb/On8+xTt5s0u0jVHleQrtpoAqLs2dadLn3l90sBERNytBELw+upJVrr1K9o/p8f5sZEH+OnxRxiOpdFl9YotG0LfYZOkZjIazyGE4In+KWzfo+M7KJJ8w1OIRtxeLLSr/Oax79PtxSX4JHvzE3x1fG/k7hURERERcUfT8hz+n2PfZ7ldveD344kCvzD1BPk7ZNHHlDXiqsG7pTkGrDQZPczodaS2yGKnynND91yX895x4kQgBKdbZX77+Mu8sHiwF7DrzmNXepD7s1u40sWq1XYTVZaZrlfY27/l2hYuIuIupmw3ebM4vR44bjMUjAS/svNZvjSy57pM9iRJQpdUdFklqV3f6OQRdwbvl2Z5cfHwee5A52KqGl8OHtzUMRu2zaszcxxYXMb2ffKxGM9sHeeBoUEAHM/njbl53pg7jev77Ogr8Nz2KfIxi4V6nRePnyJlGpwslvjs1FbmazVOFct8afdOdg/0h6lea3W+fewkp2s1MqbJZ6YmeGBoEEWWNw5CSOgu8cKxE3ztoQeIaTr/8tU32FbI86XdOzlZLPHazDw/u3cPtuvxyvQsB5aWQZLYOzLMUxNjJI0wJeGJtSKvTM/x+R1TfPfkNPOVKsOpJD/z4P2kzPPbXiAE06Uyf374GI+NjfDkxBh+EHBsrcjLp2ZYa7UxVJV7+vv44W1bSRhh3+AHAa/OzHGyWMYXAXuGhvjstkksLcxWs9ps8eKJU5wqlTFUhWcmJ9g3ugVNUThdrfHNI8fYN7qFN+dOU2p3uHegn8/tmCLdK1/HdXltdp73zyzS9TzSpsHTkxPsHdl0ELSIiIiI257j9WW+s3iI1W7jgt8/kB3hpyceucGlun6kdYuvjO7h3556jbeK0yQ1CzfwWOnW2Zef5MHc6HU5751hd9IjEIK5ZpHfOPTCHS1MqJLME33b6DOTV5xj9t78AKaq8Uj/lmuapjQi4m5GCMGZdpWT9ZVN72sqGl8d38uPj+zBugZZeSIirhYhBB+WT+OKa/su/dbRE/zh+/tJWyaj6TTVTofVZphi0AsCXjh+gn/z1ruoskwhHuPFE6f43bfepek41Ls2/2n/QY6tFjlTq/PPXnmN46tF5qpV/v2HHxEIwWK9zm+89CrT5TIT2Qx12+Y3XnqV/YvLF8yCcS625/HqzBzVTpfTtRqvTM/yyvQsTdvm6GqR48UitufxB+/v5z8dOEjSNEjqOn/8wQH+ZP8hXD+8V8VWm+ePHuf/fed9at0uo5kMbhBc0DVrtlzht998h47rMpXPAbBYb/DPXn6N5UaTyVwWU1WYrVTWsxIAnCyV+f7JGdKmiYTE77z1Lq/PzhMEgmq3y2++/hYvn5qhLx5HliR+6423eXl6Fj8IqHa6fPPwMX7v7fcBSBoG/2H/R/zJgUN4QWiy/NKpGX7v7fdJ6DpjmTRN22G5ceFBeURERMSdjBCCQ9VF6u71cWW4FVFkmacHtvO3dv8I92a2oMsK/WaSX5x6kl+YeoK4alyX894xlhNCCBbaFf7l0e/x8srxDf1j7wQKZpLPDOxAl6/88S23mvzQ8CRK5CcccZOYr1Rp2g67B/svua3j+9iuR9K8Ph3htcIXglON1StyJduTHeWr43uxIvP4iFuEqtPmeH3lmqfanq9WSRkGP3X/brKWhSLL66JBsdXiP3z4ET+0dYJffuwRJODA0jL/53df5v0zi/Ql4uiqwo/t3km53eaffP9V/tJDD3BweYXnjxyn67r8YHqOUrvN//jMExTicaqdDv/ouy/z4vGT3D84sGGMBwnIWRYxTaPYarPWajGezdD1XIqtNmdqNUYzaWbLFV6enuGX9u3lCzu3AfDNI8f4o/cP8NTkGDv6CkBoIbI9n+cvPngfmqJ8alSiyjLz1Sq//+6HZGMWf+2JfeRisXDfrs1irc7P793D42Nj6KqCEOK82B6KJPG1h/fw2NgILduh3O7w3plFnpwY453TCxxZXeN/+/xnubdnTfLbb77DH72/nz09CxVZlnhiYoy//NADCCGI6zovn5rhizu3syWd4ky1jq4o/OT9uynEY6iyfMukXY+IiIi4kXR8lyO1pSuyir1dqTkd/mTuPQpGgif6phiNZ7EUHVWWUSUZgbjiRfKLcceIE1W3w++ceIVXrrMwISGhy8p6lHwZqZcRIUzh515G+r6rZVdqkN3poas6hh14PD93lLwZ58nB8fUc9RER15N612al0cRQFZbqDaZLFRRZZjCVwPF8Ku0OGcskrussN5ookkTaMsNV0mqNZ7dNko/H1uuqHwSsNFo0bZtCPIYvBJV2h7RlosoymiIjSxId16PjuviBIKaH+dVXmy0MVaE/kWC12cT2fIZTSdquS6XdIWUa9CXiKPLlWxY5gcfB6sKmeyBdVvmxkfuj4JQRtxSnGmsbmq9eDc9tn+LEWom//63v8vj4KE9NjDGZy6IA1U6X2XKVX3tmeH0ivqOvgKlpHF0t0peIE9d1YppGS1Hpi8ewtLBNA9i+z+GVVeYrNf73F19CkSQCISi3O4xm0pccH6Qtk8FUkulymdVGi+19eU4WSyzU6pyuhH3QUr1B1/V4YGhgvYx7hgb5HeddTldr6+JExjK5d6gfTQnFkE++YZuOzW++Hga3/tVnnlgXJgBGMik+v2Mbv/vWe7wyPcdnpybZMzy47jYCMJJOMZpOIUsSqiLTl4hT73bxgoDja0Xius72Qh5JkpCBh7cM8+8/+IhKpwOApWlszWfDa5Ak7hno41tHj1NstdiSTvGZqQkOLC3z9771Io+NjfD05DjbCnmiKDURERF3G2vdBicbqze7GDcUCYlABLxTmuWl5WMIBDkjzpCVYTye48HcGANW6pqf944QJ2zf5b+c3s+3Fg7ibOAXu1nOBorrN5OMx/MMWin6zBRpzSKm6hiKiirJyFK44uOJAC/w6fouDc+m4XYo2S1Wu3WWO3VWuw06vtNL8RhcsXwiIfH54d0bppW8XD67ZSu+EHQ9l9lGhclUFi1KJxpxHRHABwuLnFwrc//QAI7ns1xvcHBphf0Ly0gSWJpKw3aYyGV4bWaepybHUJVwdXGl3qRh2+TisfVBfrnd4YWjx5nM5/CCgEPLq1iaSq1rY6kqo9k0hqoyU6pwqljmoZEhtqRTHK7VmS5VuH9ogK7n8cbMaZKGzkypQqndRgLuHx6kEN9cwFgn8DhZ3/zLayrZx0O5sU1n44iIuF4EIuBYfZmy3brmx35gaJB/+CM/zKsz87x8aoZvHT3OX318H5/bPrUu9GvKx6Lg2TgRZ90NZEkKBUrp4+/WV28EuH7A/UMD/JV9D2OeYyWRNs11oWAjTE1jLJPmxFqJarfLV+69h7bjcmhllWq3y5Z0ioVaHdEr11lURe6V/eO3uyrLxC6SSaPYajOayVBudzi0vMqWntAAkDJN/vpTj/HBwhKvTM/yf73yOvtGt/ArTz5KxrLWy3quFYgssW6B4gcBEpxnHakpMl4QcK7xw7kROIyedcdZ64gdhTz/4Auf5bXZeV46NcM3jxznrz72CF/avfOi9zAiIiLiTkIIwVKnykyzeLOLckNJaSa/vP0zeMKnbLc4Xl/hvdIsP1g5zr9rrvGr93yOn5nYd83Pe0eIE/vLp/njmbfpXKWpjSYpDFgpppJ97M2Pc392hAEzFYoRsrYuSFzKwiAQAV4Q4AQeXd/DDlxansOZVoWTjVVO1FeYb5Up2U2qTnvDQGMXYjKRZ0/26gKQSJKE0RM3XN+nbLcZF5mrOmZExOWwo6/ASr3JSqNJxjLZ2V/ggeFB/vi9A0zkszw1Oc6fHTxKo+swkk7x2PgosiSxNZ8jY1lM9vyxz1LtdLE0jR+ammCpHq7wPjU5ztc/OkIQBAghcHo+4Iaq8MTEGIamkjQN1potVhpN6naXuUqVbYUcacvkoZEh3p1foNRqERTym7q+htvd9EqzjMTO1ADDsagNRtw6tDyHw7Wlax5v4uzkdyCR4Kfuu4dnpyb556+8xvNHjvO57WEwxtFMmiMra9w/NIgEzFWqdD2Pydyl24gsSWwr5PjeyWmGU0m2pMNVHb8nbFzKPlACJrJZ3j29QNzQ2ZJOsTWX5fW500gSZEyTIBCYqsqJYon+RChgHl8rYWkqg4nLt34aTCb5u88+zfdPTfPvPzxAfzLOnqFB5J6biyrLPDY2wp7hQfaNbuEfvPA9vnzvPevixMXYmsvx1vwZ5qs1JnNZBHB4ZY3RTJqkoVNqd+i6HvPVGvvGRpCAmXKFmKaRtSwEoZtaPhbjx3fv4pnJCf7Nm+/wZ4eOROJERETEXYUnAg7fZS4dEFrZv7k2zYnGCkvtGlWnjaGoPFqY5Kvje3m0MHldzntbixNCCJqezX+ce5eFTuWKjyMBW5N9fGH4Xj4zsIMdyYGrskyQJRldkdEVlcQ5iyY7UgP88NAuACp2i+lmkRP1FY7UlthfPs1cq3RRlxAJiaf6t1+1Cc2lAoJFRFwPhBA0ujaKLLPWc6nQFAUJiUzMRJYkvnPsJKamkLIM6nZ3fRUxruu8emqO8Uya7X0FZDn8PBezaDsuzx8+zmg2vX4MS1MZSCZ47/QimqrQ33PPUGTpU+V4eHSYsUyabMxiNJOm3vtuodbA8f0N/dMvxEK7uumXl6lo7EoPXVUMmYiIa03NaXOwsnDtDywE3zh4BDfwGU6laDkOi7UGO/pCIbA/EefL9+7i64eOoCoKCV3n28dP0BeP8+jYyHrgzI1QZIlnpyb51rET/M5b7/Ls1CSe7zNTrvD05Di7+vsuWcTJXJalRoPdsX7SpsHWfI7/sP8jxrMZMpZFXyLOg8OD/N4771PpdBACvn7wMHuGh9jed/mCpirLpAyDr95/LyuNJr/1xtv8r889y1gmzUy5wgvHTjCVzxHTND5cXCJlGpja5fUTj4+P8p0TJ/nN19/iczu20eja/Pnho3x59y76EvFQnPA8nj96HE1RUGWZbxw6wgNDg6GgIwTfOnqCWrfLSDpF1/OYKVfoS0TpxyMiIu4u3MDng9L8zS7GDWet2+Af7v8zEqrB431b+cmxh3k4N3bdU4ff1qPhAMGba6d4c236ioM0DVopfnTL/Xx59CFGY9mrdpe4XLJGnL1GnIdzY7R9h7Ld4nSrwpvFU7xXmmOhXaHqdPDPESsKZoJnBrZjXINJzLurC0gS9FsJtqXyaJE5ecR1RgIGUwmsXswHS1MJBJiaylf33IsiyTRsm4ShY6gqO3t+2wBb81m+uude4oZG3f44UrKhqnz5vl10PY+UaTKezZx3jG2FPKoSmlY7vo/aM8M+txwZy2RLOoXj+SRNnVw8xkAqQULXiemby5pRtJt4m1xpNhWNrclLT5giIm4kp9sVFtpXLvpfDFmSeGv+DB3XxdI0npwYXV+N1xSFn7xvN5aq8crMLJ4fsDWX5Sfv300uFqPetZnIZTFUhbiuM5HNoCoySdNgLJNGlmQmc1n+jy9+jm8cOsp/2n8QVZYZTCYwL+JicS5b0km2FfLs6u8jYRhM5rKMZTM8MDRIwtCRJYlffuwR/svhY3z72EkAnpoY50u7d2L1zhE3dLbmshjqhd/XGctkaz6LIkvENI1ffOQhfuuNd/j+yWl+9uE9qLLMUr3BR0srKEQQeCQAACAASURBVJJEIRHn738+FC4A8rEY49nMuiuYLEkMJBJYmoYiSeTjMX7tmSf504OH+fNDR1EVmZ/Zcz9f3LV93bUlbZo8MT7Ku6cXKLXbPDE+xk/vuTcM3ikEqiLz/sIiP5iexdRU7h3s5yfuvT557SMiIiJuVda6DU411252MW44/WaKf7r3p3sW/yW+fvoDnj9zgJF4ltF4jkcLkwxa6Wt+XukWWUW/okJUnTa/vv/PeHHpyKb3lYBtqQF+dddzPN2/7Zbx9T5rDbK/cpp3i7O8sXaK4/UVPBHwRN8U/2LfX7rqaP5CCCp2h2/MHKblOtyXH2Rv3xaS+q2dCSHi2lB3Ovz6gT/n24uHNrXfF4fv49cf/Mp1V0wvRsd1ma/U1sXIrGVuOmjl9eQPpt/gXx35Hm3fuex9hqw0v/vkLzIW35wLSUTE9eRfH/s+v3XsZS4VIenHRu7nf7nvx0jrl3Y1iLh1+GhphX/8vZf52z/0FHtHttzs4kRE3NGcaVX462/9IdObmOCqkszf2v0Ffn7qietYsojL4fkzB/hHHz1P3e1cdLsHsiP8k71/gZFY9gaV7Mbgi4Cy3eJYfZn3SnO8W5zlWH2ZX7vn83xt62ObOdRlZV64rS0nTtZX+aB8ZWY2D2RH+Nv3/gj3Z0bWV1NvBSRJIqmZPNW3bd2n52htmZeWj/JoYfKapRk8WF5hKp2n30oQCIEbXFu/4oiI64GlaezsL1x6w5tE1Wlv2nIirhokVfM6lSgiYvO4gc/+yplLChO3G14Q8OLxk3zzyPENt5nMZfmVJx9dt4C4oxFc4dJQRERExN2BHwQcrC7S8uybXZQbTtVp829PvsbpdgXbd1ElhYKZ4HND9/BL25/m/syW9UQPymXEZLxcbmtx4uWVY9Sc7qU3/ARbYhl+9Z7PsSc7gizdOsLEuUiShC6pjMSybIll+ezgzmuaS3a51aBkt1kxm/zk1nvPi+gdERFxZbQ9d9MuZinNRLlF+6GIu5MzrTILrevj0nEzkSWJPcNDDCQ3DloZ13X0S2T0iIiIiIi4O6g4LU7UV85zs79bkIC8kWBXeoiJRJ6RWBZD0ZAlaT3T01KnxgfleZ4bugdTuTai/m0rTtScDgeri1e0SvlzW5/gwdzoLStMnIskhZKEfI3TfMqSxPZMgZRmEC6dROJERMTV4gY+YpNLkZaiXzO1OSLiahFCcKS2ROk6pBC92ciSxFAqyVAqebOLctOZzGX5e59/ltH0tfcXjoiIiLgTCFOI1u66FKJnSekWPzf1+EUXx1e6dV5cOsxT/duumThx68/ON2CuVWSpU930frvTQ/zolvvu+sj4k6kcru/TdG3ONOvn5WaPiIi4MtzAJ9hkU9JkJZIGI24Z3MDnSG2Zprd5q8SI24eEobN7oJ+kGcWaioiIiLgQAYLZZom1TaaIv1OQev/daG7LGboQgrlmmWK3uan9ZCR+dOQBMvrdnQpLkiT29ocBsGp2lyPVVYbiSdTbV6uKiLglCM3+NqdOyJHVRMQtRNVpc6i6EIUiiIiIiIi4q7F9jw8rp++4+Eu3OrflbNQTAcvdGnbgbWq/QSvNnuxItEoZERERERHxCYQQlOwWx+srN7soERERERERN5W253CosnCzi3HXcVtaTti+y1K7tun9dqWHKBjJu9q/u+O5LLUb+EHAeDKDKstsS+dvqYwlERERERE3h6O1JWqXSJcWERERERFxpzPdXGO5s/n5ZsTVcVuKE07gU7I359IBMBbPktTubv9KAczVKxwqr/BQ3zAxVWdPYeiuFmwiIiIiIkKuND13RERERETEncRHlQVavnOzi3HXcVuKE74IaHmbqyyarNBvplDluztFmKVqPNI/giLLpHWThKYjEeXqiIiIiLjbqbtdjtSXbnYxIiIiIiIibiodz+FwbRHbd292Ue46bktxIhBi05VFkxTiqn6dSnT7IAEJTcdUVI5Xi+TMGKPJDDc7X4BA4AcBDdem4XVpezYd38XxPTwREPSyiaiyjCLJqJKMpejENYOEapDUDFRJiSxAIiIiIq6QE/UVSt07L4Xo7YIbhBm0Wp5Nx3fo+i527x3oi4BABICEIknIkowsSeiyiqmoGIqGqWgkVYOYqt8WqdIj7nwCEdD0HJpul7bn0PGdT9VpSZJQJQVNljEVnaRmkFRNUrqFLN2cbAF3EkIImp5N3e3Q8hw6noMdeL3sYgIQyL1xtSrLGIpGTNGJqTopzcJStLtybL3crTPXLEWhMC9BQjXYluxHvYbvnNtSnBAIXOFvah9ZktDucquJc1ntNHl6aILXl+cJhEBG3LDORwhBgMANfOpuhxP1FY7XV9bT9ZSdFnWnS8uz6fouTuDhC4FEaAGjygq6rBBXDTK6RUaPkdMTTCYL7EgNsC3ZT1aPoSsqMtJd2alG3BjO1uVACILeYCsi4nbibB32g4ADldPU3PbNLtIdjRACXwR4IqDru5xpVTjVWGOhU2GpXaNkN6m5HZquTdPr0vFcXOHjBQG+8JGQUCQZpSfUm+dMJOKqTlaPkzfjDFlpxuMFtqf6KRgJdFlFlZUoO1DEdUEIgUDgBD5tz+FEfYUTjVXmWyWWO3UqdouG16Xp2rR9Bzfw8YMAT/jIkozWG9clVJOsESOnxxmN59iZGuC+7AgjsSxGNKa7JEKI9b5loV3hSG2J4/WV9b6l6nZout31xT9fhHkoVDkUJzRZJa7qJDWTpGZSMBJsiWWZTBS4Jz3ESCyLrqioknxHPoewHoMnfGYbRc60yze7SDeFD8rzVJxLL1RsTw6wNdHHL217GlPRrtn5b0txQiJUWTdD0GuwESH35QZ5b22BiVSGUqdNnxVHuc4djRDhi2uhXeFYfZk316b5qLJA2WnS8hxs372oQikAO/CwA48WUHHanGlX1r83ZJW4apDSLXanh3i6fzs704OMxLJ3rfIbcfUIIbADj47v0vWc8Hfvp+52KTstSt0mJbvF/sqZTavsFafNu6W5a9qxXwxVlplMFMgbiRtyvohbDyfwaLhdak6HqtNmqVPjVGONl5aP4gSbE/6L3SbvlWaJqTcnnlNKM9mW6keXb+3hjBv4FO0my50aR2tLHKoucry+Qtlu0fbD99/l3HuBIBA+rh9u2/JsSp/YRgJ0WcXqCRbDVoYHsqM8kh9nPJFnwEqh3cKWhm7gc6K+Qt3tXvY+EmFGtvFE/voV7CoIhGC5U2O+tbnJTlIz2Zbsx1Bu3frtBh5L7RpHz47rqmcodpu0vdD651JpGH0R4PvB+jt1sVMFwkXFmKKT0WPcl9nCMwPb6TOTN8ySYiSWZSSevSHnuhAS0qbExKZrM9sq8m5xljeL05xqrIUWK76zbn28EW7g4+LT8V3qboelc4JAnrVUTmomE4k8+wqT7MtPMJkskFTNW7YfuVy8IKDhdan33oer3QbTzTXeLs5sOoRA07X5sDzPmVbl0htfBwxFZUdqgPhVvo9fXDrMsdoyEGYsKdktskaMmKLjC0HZaWHKKn/znucYjeew5GvrmXDr9nYX4awp42bwREDbcxDixlkI3KpIksREKstEKkvN7nKkukrWtFCuU2bZs5O7Q9UFvrt0hDfXpplpFq+5WGQHHrbjUXZazDaLvLB4iJFYlscKk3x+eDd7sqMYihatHN3FnFXFBeLjv3srPh3fpeK0qdit8387bWpuh7rToe52qbud3k+X7jXwRfygPM/ffPuPrvo4l0tKM/n7D/w4X9xy3w07Z8SN5WzdDkRAgMD2PZY7NeaaJebbZc60Kix1qiy1ayx367Q8+4rP9VZxhreKM9eu8Jtkb26c33jkL1Iwby2x7ayFRM3t8EFpnndLsxytL3Oivkr9OmdDWRfyHY+q02ahXeWd0ix/OP0m21J97CtM8tzgPexMD2LI6i03Jmq4XX7j0Au8U5q97H1kSeLntz7x/7P35uFxXel95nvuVvsGFIDCDhAACe4UtZASpW7tUrfbcrttd7y37XnixEscZ+w4TzKTmWRix8k4tsf2Y489GXvstLfu2O3u9KKl1S2pWxIlkRTFfcO+b4VCofaqe++ZPwqESIoSUWBhI+/7SA9QBM6551Zd3HvO73zf7+NXdz+zdgO7DUxp8eLEOX7n/EsVtbunpo3/fO8P0OgJr9HIVoeU5ejXy4vTvDhxlnfmhriyOF1xVPNHYS+lI6TNAmPZBC9MnK1a3yvh53c8ys/teGxdj3ktqqLcUpSSUpK3SpycH+H58TO8PTd4nbBQDUxZXrynzLJwdHS2n1qXn/ujnTzZuJMH67rwa65Ndx+5ilwSZuylKEHTtpjOLzKSmWckM89oZp7J7AKTuSSTuSSLpdyqUzkG0rP863e/VL3BV0iTJ8zvP/Aj7AjFbqufz3UdobC0CfcPIycBeLJxJzUuH6ZtczE5ydtzA2zzR6sx7A+wJcUJVSh4K/SPKNkm8UIGG7nh/gp3C1KWF3znFsb56ugp3pztZ66QXrfQd0vaDGfijGXneWX6EvfVdvBc634O1rThUY1NeyN1WDtMaXM8PsRIOs5coRztUP6aJlXKU7Itiku5mEXbpGhbmLbl5Bw6bGqkLKc6pkp5UqV8efcxu8BAapaB9CzDmXkWizmy1vv5xg5rgy1t4oUMVxZneHO2j3eWFguLxdwtd5DXmrxd4uzCBBeTU3xj7AyH67bx6dZ72B1uwu1EFzqskKuRLV8dO8VrU5eZzC04kclrgCbKHhwfRtEyubg4xd8NH+eNmT7m8ul1ucdIYK6Q5oXxMxyd7edQtJPPtN3LPTWtm+I+clUYTpuF5efhdG6RwfQsA+k5BtNzJAoZsmZxOWrNmeNdT707AMBULslYNsE/7nmEPeHm5c+2yRvmvcQo7yVGafHVVP34W1Kc0BWVGsNXURsJTGQTZM0iAd29NgPbIkgpGUsnmcllqHF7aPYFUatoZHJVpRzOxPn74RN8dewU8cLGmaxZUjKbT/H8+Bnemu3nUy37+cH2e+lcUvw2+kbqsH6kzQK/f+Flzi5MbPRQHBxum8WlXfnR7DyjmQTj2QRj2QUmswtknfJn68ZV347xTILvzFzh9ZkrnIyPbNrPwJQ20/lFvjL6Hm/M9PF9rQf4bMf9NHpCgPNMdLg5UkpSZoGvjZ7iC0PvMJCe2+gh3dFoior7JpETUkoyZpEvj77L3wy+U3GqULWQwEIxy4sT5zg2N8SPdD7AD3XcR43h25B7SMEqcSoxxmBqjrFsgrHsPOPZBcazCVKlvCNArAJLShZLOUpLKYdX13embbFQzFYlevhmbFlxIuquTJwA6EvNslDM4tddd73777GZMTyazngmySfadqAq1RMn0maB12eu8Bf9b3J5cXr5ot4MJIpZ/nbwHY7Hh/hc10M8Gttx27lZDg4ODhtB3+IM//a9L5N1oiE2hPIiocBAeo4Xx8/y+kwfE7mFNZuwrQVzhTSfHzjKmcQ4P7v9YxysbUMXW3Jq6LCG2NKmPzXLn/a9zqtTFyvOxXeonLLXw/VeVFJKhjNx/qzvDV6aOHdbKXnVZL6Y4c/6XudCcpKf3/EY3cH6qm56roR4IcNvnP46E7kFJxqiSgR1NztDjfzhpVd4pL6HRk+IlFngRHyI+UKG3eHmNTnulnwCGYpGgyeEKgTWLUxermUgNctwJk6LN8Jdrk1Q7/VzZSFOo9ePolRPqokX0vx53xv83fAJ0pvkpnkjJWlxITnJb5z5OgOpWX5824NEXN6NHpaDg4NDRRRti0TRqa6xUYxk5vnz/jd4deoSc4X0Rg9n1RRti3fig0ycWuCf73ySp5p2rfvCwmHzYkmbU/Oj/M75lziTGN/w9KS7BU25Pq1DSkl/apbfOvcCb80ObLrPIWeV+PbURZKlHP9i51Psr2ld1+Nb0ma+mNlS4vBmx6+7+OnuI3xp5CRvzPQxX8zgUjS6g/X80x2P0nub3hYfxpYUJxQhaPKECeqeiiZmJWnx6tQlHqjtxNjEzsfrQYPHj6GoVYtqkFLSl5rhjy+/xmtTl7bELl6qlOe/DRxlNJvgF3Y8tmldvh0cHBwcNh8Fu2xEt5WFiWsZzyb4vQsvI4DHG3c65dcdsKTN27OD/M75l7i8OLXJlsN3NppQlyMnJJKLi1P81tkXeHd+ZNMJE9dyMj7Cb59/iX+955PsCMUcE/otjEBQ7w7yM91H+EzbQfJWCVUohHQ3Pm3tshC2rDTe5A1Ts4pSeK/P9NGfmlmDEW0t3pkeZSqbYnAxgWXf3k3OlpJLi1P85plv8PLk+S0hTFwlb5V4Yfwsv3vhm4xlEshNfMN3cHBwcNg8dPrreKC2E+0OiTKQwFg2wR9eeoVT86MbPRyHDcaWkjOJcX77/IuOMLEBlA0xy+LEZDbJ7194mePx4XUzlV8tNpL35kf4w0vfZiK7sNHDcagCWbPIYjFHupQnWcwykpnnQnKS+BoJ81s2fKDFG6bVG2EgNVPRDXM6l+QLQ8f4n3c9TUDf+vV5V8s9dU34dBe2tNGU1b8HUkrOJMb4L+de5PTC2C1rKW9GJJLXpi5Rsk1+ZdczdPqjd+114eDg4OCwMnRF5RMte3ll+hJTVS7ft5EMp+P8P1e+Q8wbotkTdp6HdynD6Tn+4MLLXFmcXrUwIRD4NRdhw0ujN0SnP0qDO0jE5cWt6ChCwZQWGbNAvJBhIrvAYHqO2XyKZCm37iH6hqJiKBouVcevbax5ftkQUydeSPPHl17l7dnBLbOBJoE3Z/v5y4Gj/PKup5ZFFoetRcm2eH3mCl8cOk7uJgbPP9p5iKebdlf9uFtWnDAUjf01rRyd7a9op96UNi9NnudgbTvf07wP9S596C4WC+yM1CNZvf2GlJLB9By/d+FlTifGqhZmpisqEcNLUPfg110YioomVGwpMaVF3jJZLOVYKGZZLOWrckxT2rw+3UdI9/Iru5+h1lW54aqDg4ODw91Fd6CeI3Xd/P3Iiar261I0goaHgObGp7twLT0HFSGwpE3RLi/oksUciWKGYhWNp20kx+NDfH3sNJ/reshZWNyFZMwCnx94i3fnR1Y1sxNA1B3ggWgnh6PbuKemjajbv3wNKwiW/kMCUpY3iixpU7RMhjJxjseHODrTz+nEWNUr3ygIArqbiMtLxPBRY/iocfmocwdo8ASJuYN0BxuqesxK0YSCS9X4xtgZvj5+mpJc3d+4giBouIkYPgK6G0NR0ZXy8q9kW+Ss8q74fDFTVaPTkm3xwsQ57q3t4PHGXsfHZguSLOb4u6HjtPtqeLih5wMGrS3e6pcRhS0sTgghOBTt5G8G32Ymn6qobaqU50+vvE6ty8+h6Da0Klaq2CpMZ9N8ZfA8UY+Ph2LtFQsUUkomcgv87vlv3lb+mwB8motal5/d4Sb2hJvp8NcSNrx4NRceVUcVCqpQ3n9w2RY5s0jaLDCVS3IxOcm78yOMZRIkS7lVh7zZSL45cZ4al4+f7fnYXR1Zc6eiAH7dTUj3rEn/OatY8SJBFype7cNrmVeb4NLkxGHroytKVa/lVV2/iopHNTbMY9qvu9jI27RPc/FU0y5embrIfLGyktkCcKs6Xs1FSHfTFain0x+l1VdDgyeIX3PhUQ3cqo6mlJ+DCgILiWlbFKwSGavIQjHLcDrOmcQ4ZxfGmc2nbnsxV7ItvjxyksPRbetubOewsVi2zSuTF3lp4hzmKuZTfs3NE407+XTbAXqDjfg049ZzqaUf65SjBfYZLewJN/G9Lft5e26Avx8+wenEWMX3JwHUuvy0+iLEPCGaPGFinhAxT5Cg7iGwlDsf0N14NWNTLaBtJKfmR/nC0LGKztulaEQML12BevZEmukNxqh1+5fvJ5qiLKeimUtz6qxZYLGUZyQd51RijFOJUaZzi7d9H4kX0vzV4FvsDjfR5A3fVl+3QhGCkO5ZLnd5uxRtk1yFkTuqUPBqRll82wCChruq13DBLlG0Lb6v7R52hhqr1u+t2LLiBECrr4Z7azt4fvxMxW2v7vj/i11P8UBtZ1VLaW4FWgNhJjOLq/7zKdgmXxg6xndnrqxaDAjpHg7WtvPxhu08EO2kxuXDUDQ0oaxIFLhaW/6Jxp1kzSLnkxN8e/IiR2f7Gc8mViWX5O0Sfzd8gm3+Op5rPYDmiBN3FB7N4B/3PEKyShE3N/K3g+/wztxgRW12hGL82LZDuNZpd1IX6ro+ZBzWjk5/Hf/7geeq0lfRMvmHkZO8PTdQUbt9kRY+03YQzzoKbNcSMbwbGn6tCMGecDP31Lbx7cmLKwq79qoGrb4aOgNRdoWa2B1uot1Xi09zoSsKmqKiIFYsjkspORTdxqfb7mE6t8jR2X6+NXmBMwvjtxUWP5VL8vXx0+yJNG+qRZvD2jKZS/LF4eMkS7mK2zZ5QvxMz8M807SHkO65rQ0eRSjUuQM827SXfeEW/qL/Tb42drqiBbOuqHyieS8/1X0E35L4oC1teAGbegNqKB3n/zj9NRKFlYmeulDZEYrxcH0PR+q76QpEMRQdXVFXZEoppeRgTTufbNnHbD7F6zNXeGniPGcWxm7LPP9MYpzXZ67w2Y77V93HSogYPv7lnmeqEkVm2TZvzPTx5dGTFbVr8Ub4ia7Dq/JErAYeVafBE6xaf8ZSBF+ikMGWct3MTbe0OBHQ3Twe6+X16SukzMoWGxLJheQk//ns8/x01xGeaNy1MnX3DiHicpfrVifjFV9wRdvk62On+dLwu6sSJryqwaG6Tj7TdpB7atoIGasr4ymEQEWgqmXToIfre7i/toPzyUm+MvIe35q6wMIqyuxlzAJ/OXCUnmA9e8LNd801cTdgKBoPRLetWf/fmbq8HKa6UurdAR5t2IFf39j8VoetR43Lx1ONu6rSV9YsViysAcQ8QT7esIOQsTbRSFuBkOHhmabdnJgbYuEmCzpFlPPumzxhHoh2cm+0nQ5flEZvGLei3fYzRgiBLlR0RWVboI4Of5THYzt5dfoifzP4DsPp+KqiG82lSg0DqVm6A/XOs/AuQErJt6YucCYxVnHbJk+YX9n9NE807qyqmKUpCm3+Wn6x93EiLh9/OfAWmRWWqi/aFi9MnOVIfTcP1nVtqcoRRdtckeGgKhQ6/VE+036QR+p7aPPVoKzi/RdCoAmBphi0+2tp9dXwWKyXF8bP8rdD7zCVW1yV50XRNvna2Ckei/VS5w5U3H6leDWDjzfsqEpfJdtiLl+52WPI8HCkvocWb6Qq49ho/JqL3mCM/6/vDS4mp2jxRa4zgO4JNtDqq35qx5YWJ1ShcF9tB/trWnhjpn9VfzQDqVl+5/w36U/P8v2t99Duj26pm9dqMW2bkm2jK2pF75uUkkvJKf68/81VqeqNnhCf7bif723ZT53bv6ob6EfhUnX2R1rpCtSxM9zIX/YfZSgTr7ifgfQcfzXwNv9q7yeIrFI8cXBwcHC4O3igtpPeUCNvXRN5ogmFFl+EveEWPt6wnX2RFkKGF7eqIwRrV4ZNCGKeID/Qfi/bgzH+70uv8s7cwKqiCcey8xybG2Kbv+6u9ei6m0gUs7w8eaHidI6w4eVnt3+MjzfsWLMom7Dh5cc6DzGXT/E/xk6teDd/Np/iC0PH2BlqpOYO8xNzqzofb9jOT2x7kJ2hRnRFrZqIqAhBoyfEj247RFegjj+4+G0uLU6tqq/+1Bwn4sM807TbETm3EGmzwJmFcZKlHN+euli+vq75+Y90HnLEiZsRdfv5dOs9nFuYILGKXXIJzBczfL7/KCfiw/xA+7082rCdkOG9o8MYZ/MZ3poa4UC0qaLzTJsF/nrwbYbScxUdTyDoCdbzCzse45GG7WtaP10RgqDu4TNtB2nxRvjd89+suAyWJW1embrIw/XdPNu89670JXFwcHBwWBkhw8unWvdxKjGKpqj0BmM82biLg7VtdPrrcKnrO90SQmAIjYM1bfyrPc/yW+de5O3ZgYojKIq2xbH4IJ9o3kPkDlvYOVyPlJI3ZvroX5yuqJ0qFD7ZvJdPtexb0+tcCEHE5eNz3UcYSM9xcn5kxW2Pzw3yytRFvr/t4B2zARnSPfxg+738RNeD1Bi+NVn0CyFwqzofa9iOW9X5T2efp7/CKokAi6Uc352+wpH6bgJOlOiWIWx4+ZVdT2N/iFi5Vukrd8SK61DdNp5o3HlbBiSmtDmdGON3zr3Evz/1Vb4zfXlVKQFbhYVCnn/Us490qYC1QvOYqwv2N2b6KjqWALqD9fzq7mfWXJi4Fl1RORTt5Jd2PkG7r7bi9lmryFdG31uzOr4ODg4ODncGqhDcW9vBj287zL/d9yn+070/yA913EdvqHHdhYlrEULQFajjl3qfoCtQv6o+zi6ME19h3rvD1iVjFjkWHyS1wpSJq7R6I3ym7eC6+SZdPd6NlQM+irRZ4OXJ83fMfM6nGfz4tsP8VPcRalxrI0xcixCCe2vb+bkdjxJ1rS4141h8kLkKCxg4bCy6otLur6XDH73p/8E1Epq2fOQElNXDH+l8gLMLE1xMTt5WX1dDV47HhzkU7eTZ5j08EO0koLsrMqja7NR5fJyanSRkuFFWcEpSSsazC3xh6FjFESpN3gi/2PsYh6Pb1v390xSVB+u6+Jmeh/ntcy9VnIpyZmGMb01e4Ic7H7hj1HYHBwcHh+oihKDZE+af9T6x6eYJilDYHW7iJ7sO8x9Of51iBeXXAeL5DP2pGbqDqxM3HDY/UkrmCilOxIcraqcKhWeb99Dhr3wDaLVcndftDjdzPD60ojYSODk/ysXkJLUu/5aez7lVnc+0HeRHtx0iuEaVx26Gpqg8Huvl3MIEf9H/ZsWec1O5JP3pWToDdWs0QodqI6VkNDPPCxPnmM4lsZAIwJYSVSh8onkP90c7q37cOyJyQghBl7+en+k+QqMnVJU+F0s5Xp68wH84/TX+9bt/zzfGTjOaTWBWsZb4RqIKhcOxNgKG/tUr8gAAIABJREFUa0XufZa0eXOmj/MLExUdx6sa/FjnIR6q696wCZsmFJ5s3MVjsd7rjFxWQsYs8u2pi8w6aq+Dg4ODw0cgxObewDhS38PhusoNgW1srqRm1mBEDpuJ4XScsWyiojb17gCH67owlPXd66xzBzgU3YarguNmzAJvzQ5ULM5tNh6MbuNzXUcIbECVIk1Rea51P9tWITBI4GR85ak4DhtPqpTnL/rf5O25AUYzCS4lp8iaRS4mJxnJxNdMHLsjxAkAVVF4PLaTn9j2IH7NVZU+JZKFYpbXZ/r4t+99hV878Xf88eXXOJsYp2CZ2FJWrZ7uejOSSjCZTdG3VK3jVucxV0jz1bFTFZkkqULwcH0P39u6H/c6hfvdDCEEAd3ND3c+sKo6y2cXxjm3MI69RT9rBwcHB4e7GyEEUZefTzbvrXhRY0vJlcXpLTvfcVgZ55OTFc9z2n217Aw1rrsopwjBg3XbKg4rPxYfIlOqLG1lM9HkDfO57iPUuQMbJoS2+mp4tmkPuqg8RfvcwgSWXXmVP4eNIW0WGEjP8Qs7HueHO+/nkYYe/t3+5/iPBz9Dgzu4ZkLfHSNOABiKyve33cNPdj1IqMpqjiVtzi2M82d9r/Mrx7/Ivzn5JV6cOMtIZp6CVdpyD+3DDW2kigX21zaSKOQ+8oFkS8krUxfpT81WdIx6d5Af6riv6p/Fatm2VF6t0tt5xizw2vRlsubKa2s7ODg4ODhsJoQQHIp20uKrrMydBGbyKbKW8wy8k7mUrKwSgyYUdoYb8Wgbs/nU6qupeMNpNp9isEJD982CS9F4rmU/e8LNG5qWoisqD9V30eAJVtx2vphhxolE3jJIJIai4dMMXKpOqpTHlDYt3ghRt5/LFZrnrpQ7SpwQQuDX3Xyu60hVIyiupWRbTOQWeGniHP/m3S/xK8e/yO9d+BbfnblCqpRDboFoCiEEMV+Aw7E2Yt4AA6n5j4yISBQzvDZ9ecV1pa/yWKyXfZHmTRPm6lZ1HovtoHYV7rLvzA0ym19cg1E5ODg4ONwKKSXFfBGzuPKdmmK+yKVj/WSS7/skzYzMMTU0i22v7XPatmxOvXqe9149h2WW00HPvXmJN758jFRi40z5ou4Au8NNFYv0Oat0R5uE3+3k7VLFKR1Xq9KsVUncW+FWdbqDDRW1yVlF+rZoilK7v5bnWg9sqMEulKvvbQ820BWor/iTT5cKjGXn12RcDtXHUDRcqka8kKbW5WM0M887c4MMpucYySTWrKrlHWGIeSMeVefHuw4Tdnn58743Kr7hrhRT2lxanOJKapqvj52m1VfDQ3VdHKnvptVXQ9jwoGzxcqRSSvoWZzhXoddE1OXn8VgvHtVYo5FVjhCCzkAdu8PNvDZ9qaK2iWKW9xKjjpGPg4ODwwaQS+U58fJpIvUhug50UCqUyCRz+MNedJdGYnoRVVOoaYyQSWbJJDMIIbh0rB/TtGhoixKMBshlCnj8LqySSXx2kVLBxBvw4PIaLMwuUiqUiDbV4A2WI/5KRZOFmSSWaSME6IaGJ+hB0zXSCxkUIcimcvhCXlyech+KqhBpCGF4DPreG2LnoR4yySxHv3aCw99zL5qxsVOv/ZFW/mHkZEWGdoUlcaLZW1nUhcPWIF7IkKswMkYTCm2rqIRWLTRFoc1XU1GbvGUykokjpdw0G2cr5ZmmPTR5Kk9NXgsMRWN/TQtvzvRRkiv34staRSZzyTUcmUM1Cepunm3ajU9z0e6rZVeoif/3yncRQJ07yMHatjU57h0pTggh8Gkufqj9XmKeIH908VUuJicrru+9UmwpmS9mmC9mOJUY5a8G3+KemnYeaejhcHQbbb6aTXUTlFIykVlkLp8lZLhp9AY+VP0q2CZvzw1UvGOyN9LCzvD65yHeirDhYX+khbdm+ylUkCuVM4uciA/zvS370dapFKqDg4ODQ5nF+RQXj/UT66gjGA1w/uhlykGKkj0P99J3coj4RIKDT+7l9GvnCdT4iTbXkIynuHSsj3NvXOLB5+7j5LfPUt9aS9f+dp7/01eoaYpgmxZNXTH63htkbnyeZ37qUXbc1wXA/NQC3/6b11mcS+H2ualtilDXUktDRx39p4ZZmEni8hhsv3cbhWyR/tPDKKpg94M78Ie9aLqKbdvMjMaZG0+QzxRWZEK9lnQF6tAVFcuqQJywTRZL+TUclcNGEs+nKViV5Y/7dTchY+PSdjWhUO+urKylJW3mCmlMaa/KM2GjqHcHeKShZ1NVGdkTbkZTFErWysWJomWScMoSbxlcqs4nW/Ytv/7p7iPcH+0gZ5XoDcWodwcxbYuibeFW9apdn1t7W/8WKELh4boefvPgZ3iu9cCapHncjMVSntemL/Hb517kl4/9Lf/xzDd4e3aA+UIGu8LSO2vFOzNjTGQWORufoskbRFVufikslnK8MdNXUd9e1eD+2o4NcRK+FQLB7nAz/gpNlGwkA6lZJ1fOwcHBYQOINITZtq+dvY/sxO11MXRulGwqRzFfIj6eKEdLLGYZuzyJBB7/kSN07e8gFA1w6JMHCdcHMYslOna3YLjLOfLRlhqOfN99SAlmyaRUMOk+0EHr9qbrjl3XXEu0pZbGbQ3EOuvJJLMMnB5m94M97Livi1LBJLuYY+jcCPGJBFbJxiq9v9DTNJXuAx209TZz4NFdePwb+2wM6h4ihreiNpZtU7pDqpU5fJDFUr7izzdseDZ0s0YgCOqeihdE6VKB3BbzEDtct40Wb2RTbfjFPCH8Fc7zS9JioZTbNGshh8rwaAb3Rzv5WMN26t1lz5G+1Ax/dOmVilP/P4o7WpyAchWPTn+UX9vzLL+6+xl6g7F1O3bOKtGXmuELQ8f4F8e/wL879T/42thp5vLpDfelqHF7mMmlURSBonx4xuDlxemKQ7CChpsHop2b6iZ6LT3B+oodnqFsCDblhKM5OHwQaSJLF5H5F5DF92CdJh5S5pGF15H5F5Fm3wePK22Qt9rtlUhzBJn/JrLwJtK+PkpMyuJS31trMnunoWoKmqZw8Z0+SoUSrTuaqYlF2LavncRMkmKhhMvjwhf0IG3J0a+eYPj8GJquoagKCEF6IcvA6REGTo8wMxpHN3QURQEklmmju3VqYhFy6euvGaEIFFVBKIJgrR9/xEc6kSFYG0AIcPlcTA3PEuusp66lhpbtjURiYQbPjDByYZyxK5UZDa41hqJSY/gqamMjKTrixB1LwSpVlOYD5Y0odQPneUIIdEWtOAKiYJtbqpyoVzU4WNO+bhusK8Wj6sRWYYq5WMw595I7iJxVYjybqPj+8VHckWkdN3K1lOSn2+5hb6SFL4+8y8uTF5jOLa5Zqse1SCSpUp5Xpi5ybG6QrkA9TzXt4tHYDhrdIXRFXfeFvKGoJIt5wq4PD8mTUnJqfpRMhQpzhy9Koyd0u0NcM3yaQbM3XLFj83whw1QuuSVzFR0c1hJpjUHxdTAOgRJByhTYeRBeQIDQARukBbIASBAuQAWZAmGA8IO9CFighEFmQZogtPLv2ouAilAicHUyameRpfMIfTsU3kS69KVj2qCEwBqH0iVwPVw+hp38YB+yAMW3Qa0DtRGEgrQTZTFCCZS/ylL5V2VxqQ8Big/sNGCCCJbHudQ/in/pZ+VzEeJ97x0pTbAXyu+BEgSZKR9DBJf68iwJKmr5Z4ilczJB5srfC2Pp/RDXn8sdjKqpHHhsN8nZFOGGEA89dx+L8RQev5uW7Y0kZxfRXTqhuiAde1pZjKfxh73EOurwR3zc99Q+VE0lWOPHtiWh2gDN3TH8ER+HPnkPF9/pp7k7xuJ8iksn+tnv2wWAy2Ow/9FdSLsskEgpmRyYZtu+Nlweg9qmGnwhL+G6IG6fm1hHPUIIvAEPXQc6aOqOEa4rT+Cf+NEjqNrGf1aqouLVKvODsqWN6Swo7liKtllxGVFdUTfMDPMqqlDKkb8VrIss2/5IE/jNRq3Lx4Ga1k0379QVlRpXZSInQN42q7qQdbjzuCvEiauoQqEnUM8/3/kkH2vYwZdHTvLdmSsslnLrNoa0WeBUYpQLyUm+OnqKT7Xs47FYL62+mnXJJbOlJGeWGEkl+XTnbry6jvIhD5eMWeDi4lTFCvPucNOGuwl/FKpQaK3QRAnK4WjDmXmKtolL3ZjSWQ4OmxJrBNQ2hLYHKbOQfx6wgCVhQessL6ztBJTOg94DantZPLDGQOstiwOFo2UhQ+uG0pmySKG2ghKD0rtgzyNdTyO05uVDC8UH2i6wZsAaLYsd1iTo+8AaRZbOItQmUKNQPHGTPrQlIWO6fCx7AfIvgFIL+t7y6+KboDaBNQzFU2UxQImUhQ81CiJcfm0NlwUOpQGKx98/F+P+8qGkBHMQim+AGgO1E0rHAAOEGzBBPwSlE+VzLx4rj0HbXm4jAWNvWeQpnQWhIo0HEFr3un7cG4EQglA0SChaXuj7ghBpeF8Ej9S//70/5KW28XrjRpenvBgPRT+Yo97QUU82lWfo3Cgev5toUw0TA+USaZquEeuoW07FGDwzgm7odOxuRVEVYh3XmyS37ng/JcQXuj51oqF9cxgqKwiMCp/REtZlM8dhYzClvSU/33KFvAobCTZcVKmEJm+Y9g00Hv0wdKES1Cv3HDFtq2IhzOHuYvOuINcIIQQuVedQtJNd4UZOxkf4xvgZ3pkbJFHMrpuaV7RNLi1OMXhxlufHz/DJln082biLBncQ7UP8H6qBZdtcScYxbZuz89P4dYMjje2oN7lRT+SSjKQrK/kjgJ5gw6Y2jVSEspwrVSljmXkKjjjh4HADCstbV/ZsefHuehqyf4NU/AispQgEEykUFNdTIDQkKlizgAlmP9IaRahtYCeR0kQYD4FSD+aVpfZpsGeA5huOX146laMQsuXfteOg7UCgloWKD+tDqOB6pCw0FL67FD0RQHg+BQikvQDmOaQsQelC+fyUmnLkgtoC7qcg+9fl167DCK0TmX/lunN5H7ssyGg9CNdDyOJJUOrA9Sgy9fsIrQ1Yii6RJaQSQnE9UY7msCbB7C+fg3n5mnFsXFnKOwVVVeg+0EH3gY5b/m7n3jY6966NQ/l6IQRrVgLOYWuiCfVDN6o+jKJtbmiKspQSU9qYFVSLgPKiei3n2dWmN9S4KefUihC4VzEXLtmWEznh8JHcdeLEVYQoG+k80tDDwdp23psf5aWJs7wzN8RULrluCnLRtjifnGQwPcerU5f4Rx338VB996rUyJWgKQo7I3VY0mZnpI7z8zNl1fmGZ5JEMpdPMZNfrKh/v+amwR2s+CG3niiIis3ArjJXSGPazk3VweE61HZk4RtQ/A4IX3kBXTxeXuSLIJQullMVlDrK0RR62Q9CuMoRB+ZgecGuNoLWDtq2chQCOmCBNbSUDmJwY6kDaS8gim+WUy+kCdZCOTUCWf5qTYLZt7Sw/2AfUprl48sUoIIIgBxHFk+A2lwWT8wx0EbLwgUmqB3l37VnKQszVyMpLiBlBpTI9eeyjChHRJgXy94cwlUWUYpvIbTWcl+lM2UBQ6ktn79Qy5ESSqCc0mEOlSMzkOVxaFt7oezg4LDxuFW9YsEqYxY3fJGZM4sVG3nqioq2hVLhekPr55VXCVc9PyrFkvaG++45bG7uWnHiKopQCOhuHq7v5t7adq4sTvPW7ADfmrrAaGaejFlEroNQkbNKHI8P0Zea5uH6Hn6s8zDbgw0Vh17eCiEEC4Ucb04OM5pKYqjqUljc9T4Kti2ZzCUrdl+Nuv2EDM+my427FiEEoVWKP3P5tONY7uBwI2oTwvVMeaGtRMFoKKdw6LvL/gjmSFmQUGoRcsf77YRRTpfQd4HaUG5LEYQH4XoClAACDakfBGViScyoRdpLqXhCQ7g+VhZDjOayGGEOlftVIuX/XQ+V/904WE7duLGP5fQTH7iOlMejNpQjMFDLKR/ux5f661oaI+WoBdrL6Rjup8uvrRFAB62j3B9FwLhmvJTTPISLsrjQUm5vp8G9v3xMO15ur9Rfk64hyuegbSungwj/0rGgLLY4ODg4rJ6w4cFQVSitvE2imN1QY0NL2sQLlUeO+TQXHm1rRL/qQqXDF93oYdwUgUBZRQSWI0s43Iq7Xpy4ihACr2awL9JCbyjG97Ts41h8iNenr3AhOcF4bmFdcqQWijmeHz/LpeQ0P7rtAZ5p2oNfd1U1P67G7eV7O3YScXmQSGZyGWJe/3Wuy0XbZDgTr/gmEjI8+DaZo/CNCFi16FN+GG8dl2cHh/VACLW8oKbjmn9tff9b4/r8/3IjBaE2l6MTrqJvf/975f0cW6HWlT0ppERaE2AtlTcWOkLdVjanXD7W/uuPo+99/3s19iF9tF7fh9Z1w2DbrxnXrg+ei9ax9LM91/xeoHwse74cubF0zqiNCH3nNb93bYpZuCyO3IhQEDeO6WbjcHBwcFgFUbcfl1LZgj1rFpkrpGj3b4wfgiltxrILFbVRhULU7a+4wsdGUePy4dc395zawaHaOOLEDVz1pGjxRWjxRXi2aTf9qVlOJUb5zvRlzi9MkDaLFee4VYIlba6kpvntcy9xMTnFT3Y9SIu3eoaZuqLSESwvFpKFPKOZBaIeL+o1lWWLtslQOl5x325FJ2+VVqVmryc5q4LtgWsoSWvVbR0cHG4TIZaMLG/0nFjnPio5lloL6uYzM3PYmkgpkUhsWU6/LL++2fdLX6/7vtx+wRHZHW6gwR0kaLghe+vfvYppW1xZnOHe2o41G9dHUbRM+lIzFbVxKRpNnvCmju69lpgnuCpfBweH9aLZG+bTrffgqeJ16ogTt8CjGewON7EjFOOZpt30pWZ5bfoSJ+dHGErPVVxmsxLSZoEvj5xkKpfkn/U+QXewft1MrEq2zXSuMr8JgPcSo/zTtz6/LpVHboeCtbqJmZRy1W0dHBwcHBxuhWlbZMwiWbNAziqRs4rkzBIF26Rkm+SsElmzSN4q/1vRMstfbZOCZVK0LYpW+XVx+d+t8lfbJG+WmC2kNvo0HTYRhqLR6a/j3MLEituUbIuzC+PY0l5VeP/tEi+kKy4J71Z1uoP1azSi6lPj8jsG7A4bhmXbzBZS+DQXfs2FJSUD6VnihTRtvhqavRHqXAFq6/1VXfc54sQKEEKgC5WoO0DUHeD+aAfTuUVOzo/wxkwfb88NkChkKa1BNEXBNvnO9BUWiln+5e5n2Rtpue0LQErJpYU5riTncCkqe2pjH3AuLtkmC8UKJPQl8laJyVzy1r+4RZHg7Dg5bFmklFxYHKfWFUATKv2pKR6IXl+G8kpqkjpXkLBRef3yG/sI6V4KS47uHu3W3ggl2+Tk/BD7I+1rOiEbSs9yLjnK47E9eNTb92zImHm+NXWWPeFWOn31ZK0Cb81ewa+7OVjTia5c/6hNl/JcWBzj/tqVlQCVUpIy8/g0F6pQmC+kSZaytPmiTtWFLcjVCAdTWpi2TcYsMJqZZyQzz2QuyVQuSbyQIVXKkTYLpEp5MmaBnFlak3mGgwPAgZpWvjZ2asW/byO5mJxiIpukxXeT1L01RErJ8fhwxfPUiMvHNv/mKOm7EoK6e8ukoDjceSyaef7rle/ydNMuHqjt5L35Ef7g4rdJFDP0hmL86u5nqXcHrrMFqAaOOLEKVKHQ5A0T8wR5uL6H0ew835m6zOszVxhMz5Gu0ETyVkgkZxLj/O6Fb/K/7P0eugP1tx2Sdnlhlp2Reny6Qcwb+EB/yVKOgu2kL9yIRDrihMOWZjQTRxMqblXnfHKMBk+IomUScfnxqgZ5q1Q2zi1mEAh8movZwiIe1SBeSOPX3AR0N9P5JKpQqDH8pM08aTNPjeHHrerLfeSsIsfi/VjSZk+4DQFEDB/zxTRB3YP7GmFgMpdgsZTjfHKMDn8dmVwBXVGpcwWZzidJm3lCuhdD0chZRVShEDF8yxWFmrwRFooZFks5oq4AId27fF9LlXLMFVJY0ibmCVPr8jNfTFNa2nUWQqAKhZxZwJT28rlEDN9yH5a0mcwlKFgm9e7gshmbX3NT4/KhCIVkKYcpLfpT05xNjvE9zfeQt0qMZeeXziXETH6BeDFdPk9fPSHdS6KUwae5SBQzlGyTeleQxVKejJmn1hWgaJt8d+YCByIdtPhqWSxll12I5gtpEsUMAd2NKhQWihlA0OSNVEV4cageUkqyVpHp3CKjmXnOJyfLJcVTc6TMfDkSwiptqMmgw93LnnATQd3NYim/4jZj2XmOxYdo9IbWVShNmXnemO0jW2H08t5wMwHdvUajqj4B3b2qihgODtUgbxYZy8zjVQ0KdolvjJ+hJ1jPD7bfy59cfo3TiTGebNx5644qxBEnbgNFKIQMDyGjmd2hJj7TfpDjc0O8PHmBY/FBUqVC1Sp92EhOxkf4/Qvf4n/d9ykaPMFbN/oIPKrOpYVZwi4PMa//A4ab84WMUzLzZkg2vHSWg0O1mCukeH7iJO2+OnLJIkfqenlr7goe1cCSNgPpaXYGWzgW78OruZFI0qU824ONvD5zkQfrtuNRDV6cPEW9O8juUCtCiOU+al0BRrNxdKGSLGa4sDjOwZpO3p0f5FBtD25PefGcKuV4dfo8NS4/i2aO04kRUmYOS9q0++o4szBCwSrR7qsjbebwam7avVHihRTnkmN4VIOhzCxzhUV8movzyXGebty3nKs7kJ7hWLyPRk+Ekcwcj9T3YigaEji/OIYuVAK6h8uLk8wX08vnEja8y/fGrFng6+Pv0hNoxFA0Ti+MLL8fTzfuw6e5UBDYUrJQypK3ymX2TiWGmS0sYkmbRneEwcwMEcNHopjhjdlLPBjdzndmztPsraE/PU1PIEZA8zBXWGQgPYNb1Wjy1DCWnafVF6XBE2YgPUPaLBAx/LwxewlD1UiVcihCkCxmCRle5gopDkVXFpnhsDZc9XswbYvx3AJHZ/s5NT/KpcUpRjLzTuUnh02DEIJGT5h7atp4bfryittlzCLfGDvNQ3Vdtz0vXSm2lLwXH+VEfLiiObYuVI7Ud+OqchW8tcSvuT4Q2ezgsF7YSBSh4FZ1BlJzDKRn+eWdT9Lpj9LoCTOXX5v0QOeKrxJCCGKeEJ9s2cv/tv97+S/3fZbnWvfT7A2jVKnSho3kjZk+/mbwndvavR9OLdDiD9EdiqIJ5aa39mQpty7VSbYkztvisIXRFIWibVKyLTRFJeaO8GB0OwWrhE9zEfOEUYRCoydCupTneLyfNl8d/ekpEsX0clpZgyfEvTXbiLoD7I+0kyhmSJayBHXPch8BzU2Hr47eUBPdgRg1hp/B9AwB3U3E9X7ayEIpi09zcV/NNtyKzkB6htn8IraUGIpG0TapdQXYF2lDStgTamVPuJWpfJLJXAJTWiyWsgylZ0mV8qjierlVIGj0RLi/tovp/AfTzmwkpaV76rXncu2fukvV2RNuYzqfZK6weN37cW3gmaFodPtjtPvqaPNGGc7MLZ9LopShwR3iQKQDl6KXjQ2xMaVNopih3hXiUG0PXs1gODNHzioyV0hT5w7R7ouyO9RCUPfQ4q3FreqkzTyWtHigtgt7yQ9nZ6iFXcEWZguVewY5VA8pJXP5NN+dvsyvn/kav/j2X/F751/mG+Nn6E/NOsKEw6YjZHh4uL6nYmO79xIjvDBxdt02tGbyi/z34eMVp3R0B+vpDcWqNidfD3RF21LjdbizMBQNl6JxLD7E8xNnafaG6fRHsYGMWVizaKmtIx9uERShUOPy8WBdF/fVdnB2YZznx87w8uR5ZqtQwaIkLb4yepL7ox08VNe1qvSO84kZMqUiQcPFSGqB++pbuPHeV7BMbGcV7uBwxxFzR3hz7hI+1cX2YCNSSgQCKWEim+Dy4iS2tHm4rpc6d5B35wd5pGEniWKaom3S4A7hVQ00oaIIgWlb5MwiCgpTuYXlCARb2kR0Ly5V41RimBrDz55wK18ff5cDkQ6Ma3wYrqaGvDl7mZJtsSvcQryQosEdJqh7sKUkpHtZKGYRQizvJG3z1zOTT1LrCtDhq6NkW3g1gzbv9V4MtrTpT02Ts4o0eSJcSU3Rn57mTGIEr2Zwcn4Ij2bgUY3lc5nOJ+kNNi33c9Vg0LQtslaR7YHG5fcjZ5W4kBwjpPuIuUPLxzUUjZ5gjJHMHA3uMA3uIEfnrpC1yg91W0qOzl5mKr/ANn89FxbH+fb0OepcAWbyScKGj4Jt4lZ1MmaB4/MD7Am1cj45xmh2jpg7jKFovDp9HkUIAroXTShLzwXn/r0RSClJlfJ8Z/oy3xg/w7G5QfJOKqDDFkAVCh9r2M7fDZ/g0uLUitvlLZO/HnybHcEYD0Q71swcU0pJ3jL570PHOTrbX1FbQ9H4eMN2WryRLVOpQ1BON9wq43W48wgbHp5s2smf972BX3fzz3c+SUD3kChkmM2n1ixayhEn1hBdUTkQaWVHsIFPtuzlS8Pv8vpsH7O3GQYTL6T5fP9RugP11Ls/6BdxKx6ob0FXVHRFJVmbu6mRSXHJxM7BweHOoicYI2x4UYQgpHsp2RZ+3c2zTQcwFI3Pth1GVzQCmof7arvYFWqh1hXg4fpeUqUcmlDxaW5injBQFmS7AzHafNFln4erffg0N3tCbTR7avBpblJmDl3R6ArESJXy2EspUqqi8FRsH5a0ORTtxq+5WSzlEEIwnJ6l3RfFr7u5uDjOU0spFEIIOnx1BDQPEknI8PJEbA9Zs4hL1chc4/1jS5s2X5QHaruIGH6KtsmPdzyCVzPwqm4a3GE0oWCoOqZt0bZ0vHI+czmnWQhBb7CJHcEmagwfprSveT9cPNdyH4pQCBplgeCZxn2oisK+cDtt3ihi6f0OGz5sKdEUFVUo5K0iD7GDkOGl01+PJW0CuocGdwhJeecsqHv4RPM92NImoLt5MNrDvfY2woaXTn8dqVIer/a+YKQIhZg7vN6X1l3NVT+JE/FhvjB0jJPxEVIigPZiAAAgAElEQVTmynP3HRw2AzFPiGeadtOfmsGsIIV1MrvA/3n2BX5tz7PcH+1Ykx3VlJnnH0ZO8oWhYxQqFPzafTU827wXbQv5NyjXCPEODhuBrmg81biL/ZFWdEUl6gqUN0IMN7+2p2yGuRY44sQaI4TAq7k4UNPGnnALR2f7+fzAUY7Hh1Yd1imBt+cGeHtugE+17K844CvqeT+c2qvfPHyvaFtV88twcHDYHAghMIRGs7fmAz+rcfkB8F9jFmag4dfKr/2ae/l7AC9lvwhFCOrc16vnPs113WuPVkPWLDCSmeP+2i4MRWU6v7BcltejGsQ84euMv7xLfehCJWsVyFsl7q/tInJNFRFNUWnwvB+p4FGNcrTBkgnlVX+YoOFln+Gjaem8PRiEDO81x/rg+/GBPnQP9e7rTd+uez9uOOfI0vvpVvVlIaf8OsT1vH8+1xpYXts3QNT1/iTgqlfHVQK65wPjdzvl59aViVySvx58my+PnGSxlNvo4Tg4rApFCJ5t3sPLk+c5n5xccTsJXElN8+unv8rP7XiMx2O9K6rQtKK+pWSukObzA0f54tDx64TnlaAJhc+030u774P3+c2MACelw2HDcak6rTf87RiKRoc/umbHdMSJdURTFI7Ud7Mj1MCXR97ji0PHmMkvrkoCMKXNV0bf49HYDoI3mZjeLiXbcqQJBweHquHVXDxUt2P5dbtvZeXcalx+Hm3YXdGxXKpOV6ChojZr0YfDnU/JtjidGONPLr3GifmhTVNpQ1COalKEQBUCBQV16TVA2iw45s4ON6XRE+JHOw/xW+deJFmh0Dacmec3z3yDt2YH+HTbPXQH6gjonuXrrhJM2yJRzHI8PsTfD5/gvfnRiiMmFAQP1/fwVOMup+yyg0OFSCnJWUXenhvkZHyE7mA9TzeV52Mj6TgtvsgHNmaqgSNOrDPlXcYAn+t6iB3BBv6vCy/Tl5pZVV99izO8Gx/m0VhvlUeJk9Lh4ODg4ODwEVjS5rXpS/zBhW8xkJ5b8+OVS/saBPRyOV+vauBW9eX/DVXFULRlEzND1XCrGi5Fx6VquFQdt6KRNgv81yvfYTy7sOZjdth6qELhyaZdHIsP8dWxUxWboydLOb4yepLXpi9xuG4bD0Q76Q020uqrIaC7P1KosKVkvpBmMD3HuYUJXp+5wunEODmrspKhV+kMRPmfeh5ZVQq0g8PdTsm2+OroKf5+5F0UIVgoZnks1otpW/zJle/w2fb7OFS3rerHdcSJDUAgcKkaDzf04FZ1fuvci1xenKo4UmGhmOWNmT4O13VVPYTXUNVVBZP5NdcHQrrvJPy6a0uVoXJwcHBwqD5F2+TVqUv83oWXGc3MV61fVSj4NRdezaDG8NERiNLijdDsLRuq+jQXbrUsNuiKhq4o6EJFU1Q0oaAq70dI3Fgi/Crj2QR/Pfh21cbssDK2yqaPEAKf5uJzXQ8xmklwcn6k4jRfCSSKWZ4fP8srkxeJugNEDC91niB1Lj8Rw4tL1dGEgiltcmaR+WKWmfwic/kU8UKGeCFdke/FjdS6/PyT7Y+yN9LsCBMODqtgoZjltenLfK7rIQqWycn5EQA8mkHE8DCeWxuB21llbSCqULi3tp1f7H2cXz/9NabzlZV+s5GcXZhgLp+mxRep6tgMRfvQic2HoSsqn2zZy/e13lPVsWwmVKHQtsXyFh0cHBwcqsuJ+DC/f+FbjFRBmBBAxPDRG4rRE2xgV6iJnmA9MU8Ifck4VRECBeEssrYqkttaaG8E2wJ1/ELvY/zG6a/dVmRQ3jYZyyYYyyYQC+PLwplAlC9+yVJZZVm1Eva1Lh+/0PsYj8V2OL4NDg6rpGhbmNKmJ9jA0DX3AAFoQl2zktiOOLHBaIrKQ/Vd/ED7vfxZ33fJW5Xl0/WnZpjILdDsDVd10uJStIr7kxLCupd9kZaqjcPBwcHBwWGzIKVkMD3Hn1x+7baFCb/motMf5fHGndxT00a7r5aIy+vkxt+BSCSm3Bx+JCvl6gbaL+96it+78C0GUjO37UUmAUtKlksdVzmYRFA2D/75HY/yXMsBDCfS1cFh1bhUDY+qM5KJU7BMbGmTt0qML4mNR+p71uS4zl/tJsBQNL6nZS/fnb7MmYXxitrmrBKDqTkO1rSjVVOcULWK1earF62Dg4ODg8OdSNos8LeD7/De/OiqK1ppQmVXuJHvaz3AI/XbqXX70IXqREXcwUjKBo9bDVUoPFzfg6Fo/MHFb3FhYRJ7E9ulbw/G+NntH+NjDdsdYcLB4TYJ6R4ei/XyhcFjaIpCopDlT6+8zvmFCbqD9exfo81o5y93k9DoCfOJ5r2cT05W7KB9JTWNJW00qrfbEjK8qBVOlGzKdd5taaM4Oz8ODg4ODncQUkremRvkhYmzq650ETG8/GD7fXxf6wFafRHnWXmXUHa935qbN7qi8mBdFxHDy38bOMqrUxfJmKszqFwrApqbh+q7+VzXg+wON6+qOoiDg8P1GKrGM027ibi8vDHTjyZUEsUMn2zZy6OxXoJG9atFgiNObBo0obC/ppVGT4ixbKKitqOZeewq5zLWuvyoilpxu1QpT94y8VapvrWDg4ODg8NmIG0W+IeRd1koZlfVvskT5p9s/zhPN+3Cp7mcSIm7CBtJqlTY6GGsGkUIekON/OquZ9gVauSro6eWNsY2NopCEwo9wQY+3XoPzzbvIWx4HWHCwaGKeDSDh+t7uK+2A9O2UISCe8nMdq1wxIlNghCCTn+Udl9txeLE3G06Gt+MkO7GpxnEK3yWJks5MmbBESccHBwcHO4YpJSciA9zJjG+qqD2qMvPL+18gmeadqOtQvivNlulcsSdgi0lqVJuo4dxWyhCEHX7+bFth3morptvTp7nK6Mn170krUDgUXU6/LU807yHx2K9tHlrUBUnCsnBoZpIKSlJi4vJKc4mxmn2hjlc14VEMp1fpMbwrUn6lCNObCL8mos2fw1vzykViQ05s0i6lCegu6s2Fk1RqXH5Kjb8ShZzZDdZuJ+Dg4ODg8PtkLWKvD5zhUQxU3Fbr2rwY9sO83isd1OYXdpLE06H9cOWkuQWFyeuoghBsy9MT7CeoO5hnPURJ1yKRr0nyPZgA0fquzkc3Ua9O+iUd3dwWCMsafPq1CX+auAtUmaBA5FWDta2Y9oWf3TpFX6g7V7217RW/bjOX/QmQghBsyeCrqiY1srFCUuWvR6qia6oNHnCvMdoRe1m8ikWilnaZI0Tsurg4ODgcEcQL6R5a3ZgVVET90U7+GzHfXg2SUShLSVFyxEn1pOibTKXT2/0MG4bKSWzhRRfHDrOl4ZPMFu49TmpQqAKBVuWS4XKm1jJCsoREUKI5bK5qlDw6y5afTXsCMbYFW6iK1BHl78Ot6o7c0wHhzVmoZjla6OneLppN4oQnF+YBMCt6qhCYSg954gTdwOrKSNmU/2JhkvR6fTXVdwuUcwwV0gj4f9n7z2jJDvv+8zn5nsrV1fnPDlgAAwGg0yASKRI0xQtiqYsp5UtrleyV7a13rXWux+8ts/qnF3Jx7vatSz5rMwjibItB1oWSUEgRIIEASIOgImY2GE6h8rxxnc/VHUDIAZAV0/3THXzPmfmdKp766173/uG3z+FlaVDQkJCQnYFU5UsC/Vi28cZsspPj95LQtuexGGbwRfBlhs0Qj6anF2lvsOvuS8CrpaW+ddXXuDFpSsb6kPdRoxH+w6wL95LtlEh51SpeDa27+IFTSOcJivosoqhqCQ0i4wRo9uMMhRJM2AliaoGEVXHUvQwn0RIyC3EDjzqvsfJzDjT1ez672VJwlQ0GoG3Le8bihMdhqXo7avB4kY69M2hyQp74t2oUnshJoEQXCuv8GjvgbCMU0hISEjIruB0bmZTpSCPd41wZ3poG1q0ecpug6q3c5Mz3hBBBxe4hIV6EWcHlhJdIxCCs/lZ/sWF53gzd/1jXy9LEkcSA/zNA5/gsb6DmIp2C1oZEhKylaiSgibLFN06gRCAIBABecdmsV7kRGZse953W84asmk2IzLIkowub+2tlCWJPjNOxoix1Ci1dezZ/Cx24IXiREhISEjIjkcgmKysErQ5PyuSzMnucdJ6ZJtatjmWGqWOTogpQdsepAKxKfHoVjFdyWLv0FKivgg4n5/j189/m7P52Y99vSYrPNF/mF84+En2xHpQw0SVISE7kqRu8UD3Hr428TJR1WSpXuSPZt7mzew0uqxyT3rrQzoAwhGjw2j4btuLhjX3mq2mz0wwYCXbPu5KeWlXxFaGhIRsjrJb5WJp6iNfU/XqTFTmtnRDEYiAyco8q/bWJWjbyGcJ2d04vsdimyI9QFKzOJIY6IjqHO9lahNCy61EkiS0Nq+ZAJzAb1n3OotABExUVrD97XGB3k6EEMxV8/w/F7/L6fzMx/YbTVL49OAd/MM7PsP+eG8oTISE7GBMReOLYyd4pGc/RadG0a3z3PwFhqNpfvHQ43Sb8W1539C03WEUnBp+m2VBVUnGUrdenOgx4xxI9HG2MNdWm4pOnVO5acZjmTBhUUjIjxFe4JNzSqzYeS6VrzNgdRNVLCpeDU1WqXh1ZCTiWpSabyNLMgJB3inR8B1UWSWhRim6FRq+Q1yLkNabk58QgqrfWLeo1rwGnvDxhE9CjSJLEkW3wjvlKfZGB5vtET5pLUHNb+AGHqqsYCkGRaeCE7hkjCR13yYQAkPRUSSZsltFlzUSWpS8U2bFznOtMsfhxPjtuqwht5m8U6O+iSpUCc1kOJrehhZtnkAILhYXO9xzon1xAqDm2TiB13EhBHmnxlwt39GC0IdR8x3+zdUXOZWd3tDrH+7dxy8f+RS9Zjxc/4WE7ALimsVPj93L04NHafguiiST1KxtHWdDcaLDmKsVcNu0JKb0CNY2dBJVVrg3M8az8+couY0NH1f1bF5eucZnh44RVY0tb1dISEhnstjI8uLqGUxFJ+sUeXn1HPd3HeWF1bfpNdJcKl/naGKc/bFhJivzTFUX+FT/ffzZ0usokoIvfA7GRzlXmKDs1TicGOPx3hNA07X4bOEqSS2OIOCt/GXswKHf7EYCIqpJya2ybOeJKibvlKbQZZ0eM8V0dZGEFmXQ7AYJzhaukbWLPNl3Ly9nz3MoPsqAmcFQdC6Wpil7VQ7ERjhfmsRUdPyw7OKPNXXP3ZSHj6Xq9BjbY1naLDm7wnQ129HbZEliUwvfimtT99yOEydmq/m2y7J3Ar4IeHH5Kt9ZeGdDpWf7rQR/6+Bj9FmJW9C6kJCQ7cYXAXXPJaJqZIzYLXvf0N+qg6h6NrPVfFsJKAGGImnkbaqdfld6mC69vQ4pgPP5Oa6UljraOhMSErK1ZJ0io5E+jqcOoEtN7dsnIBABgRAMWz3c33WUjJFkNNJHVDUBiCgW93UdodtIUfUaOMKl38xwOPGjyZakZmx5a4wcsnr5ZO89ZJ0iZbfGPemDjEb6mKuvslDPNj0rWpvK46kDHEvuxZR1nMBlT2yQsegAhqzxcOYY49EBVu0CduBQdCvM1JbXP4sm7X4df62UX7sEAjo7FeHNYwdu2/MyNGPvIx1SPhSa3kdn8rOsNMq3uykfiSLJm6puknUqlL2NG1JuBV4QcLW8zPImwoJuNzm7yh9df5OCW//Y16qSzOeG7uJgov8WtCwkZPvZjOOPEGJX7Xvydo3/49wznC/Mb3nhhY8iFCc6iNlantlavu3jhqPptpNHbZQuI8qJzGjbx83XC3x/6fK2lZkJCQnpPNJanLn6CpdK19FklYZvc7pwhZxTQpJAlVUkScILfCaq81yvLTFTW0aRZOTWdBSIAAmJHjOF/Z5SdbIkYSkGl8rTXK00k7KpkoqMhCarRFSD88VJlhp5+s0MfVaGPjPNeHQAWZJQpKabuC8CVEkhoyepec0wEUVW8ITHXH0FAE1SSemx9c/SbqjdTkSW5E3Fh7uB3xIodi++CDa1MFMkedvm5s1gBx6vZ6coOB+/2bydqJJMlxFt+7jlepmiU9uGFm2emm/z2uok/g7csLxTXOCt3MyGXttjxnms7yDGFidnDwm5HWw2tMxrGWJ2C43AZbFR3PKiCx9HOIp0CH4QcD4/z1yb4oSMxMFE37YtgCxF4/H+Qzw7f76t0mMCeG7+Ak8PHOGOVGeVUQsJCdkeBq1uHsocA0CXm67VjcDhcHyMuBZZn7RlSWJPdIBeI01SjzFk9RBTLSLqQS6UJhm2ehACzhYn6DZSrbNL7I0NktJjrfJWKrqsYig6T/WexFB0Ck4FSZJIaTEqXg038IipFo91HyepRfGFz6pdYDjSS9Wvc60yy1N9JwEwZJ0HM8eoenVUWSGlxRiN9LX+1llu4tuBLEnom1iMVdzGrg97USVlXTxrh6BV5nszHilbjRCC2Wqe7y9evqUWsM2gbFKcyDkVZmt57kgNbps3abtMVbK8mdtYvoZOQgjBD5ev0thghZFuI8bBRH+YZyJkVyBLbGpDXvcc7F1klDVklYweo+w2mhu7W/R4h+JEh1Bwazy/eLHtTt1rJRiNdm1bf5GQOJoc5I7kIK9lJ9s6dr5W4OvX32RPrKejXFtDQkK2B1VWGY70fuzrZElmwOr+wO8NRWdfdIgLpSk84bE3Osh8fRVojkXdRorx6MAHjusxm0kHE9q7G5q49p7yja3fByJg0OphojqHIWscjI+SMZoViSRJottI0m28W6EoqrbvWr5TUSQZYxOx+qt2BaeDSzhuBbqiomxi0+UFPjXPJaZ1Ru6l7y9dYrbW+bkPFEmmx4ihy0pbfcsXgrP5WZ7oP4yp3H5xwhcBzy9eJGd3ljfHRrADl8ulpQ17jaX1CNFwnReyS5BoVkGUaC9osejWqbVhyO10UrrFo30H+O7iRTwR0GvG3zcXpo3opkLwPo5QnOgAAiF4afnqptT1g4k+erYxK7IkSfSYMR7rO8DZwiz1Nup0u8LnufkL3N+9l6f6D3dcObWQkJDOo9/K0G9ltuXcsiSzNzbI3tjgtpx/JyNLEknNQpOVtpIyrzTKFJwag5HUx794hxJXTbTNWNF8l5xdue3ihBCCq+VlvjF7usN9Jpo0hcIYGSPGQr3Y1rGvr06Rt6sM3Ob+KITgammZ7y9ewtmBltSs3SwbuFGUsGRoyC5CkiSiqoGp6NT9jVdqKrp1VhoVAiGQd4EXUclt8OLyFc4V5nhtdZKEZr5vv/mz4/fz9ODRLX/fUJy4zQghmK3l+Y/Tp5puM22gyyp3p0dI6ZGPf/FNIEsyTwwc5pm5c5wvzrd1bN6p8XvXfshIJM3RVLghCAkJCelUuowouqy2JU40/KaFdTeP70nd2pT3X9lrMFcvMBrbHrFto1Q8mz+cep3pSva2tqMduowY3ZsQJ+bqBV5dneQLI8dva4hBw3d5dv4cE5XV29aGm6Hm2Tj+xkWVnF2l5jthhbaQXUNM1YlrRlviRCAEl0qLzfwrys7fYkcUnT83dCefGrixAHEg0bct77vjpE5fNDO/75ZsqCt2hd+58gPO5Wfbtmj0mnEe6ztwSxJuDVopvjh2YlMxyecLc/zW5e8xW83vqkQxISEhIbuJPjPRdllqN/B5dXViU6U2dwqarNBrtl8StODUuFRcvK0JVZ3A45m5s3xz9symKo7cLrrNGMORdNshqxW3wbPz51i1K7dtnRgIwcsr1/jjmdM7NpluM1/Kxpmt5XllZYJgh37ekJAfJaFHNmX8fX11kkqHVQ3aLJaq82jfQZ4cOHLD/yPRrm153x0nTkyUV/je4iVmarkdvxgqtLwKnpk7t6lFw93pEfbEerahZR9EkWQ+0XuA4+n2K3f4QvDi8lX+5aXnN1WN5HZi+96uEcJCQkJCPoqRaFfbls8AwbnCPFfLK9vUqs5gX7wHuc2tshv4nMpNU7pN1TG8IODVlUl+79rLbSW07gQMWeVIagCzTbFMAG/mrvODpcu3RYwRQjBVWeV3r/1wR5YPXcNStLaqFeTsKl+beIUrpeVtbFVIyK0jY0TpNmJtHzdZWeXtDVa56XRqnsP5wvwH9tsCQcN3OV+Y4/XVSRbrxS01Pu84n5MrpSV+7fyz9JoJTmbG+ETfAQ4l+omqBrqs7IhMwb4ImKnm+DdXX+RP5861lcdhjaRm8ZMjd2/Kk2EzSJJEv5XkZ/bcx0RlhVW70tbxbuDzzNxZqp7N3z70OPvjvR2Zg0IIgR14rDTKvLxyjZxd46/veyhM6BkSErLr6TXj9Jhxpqvtuf/PVnM8M3eW0WjXrh0rjyQHUCSZoM3KJK+vTnGhuMAjvfu3qWU3xg08Xlud4tfO/2nb97MTkCSJ412jxDWz7TVSzXP42uSr7In3cHd65JbFfgshmK5m+RfvPMfpTXjDdhJpI9qWUCmAN7JT/OrZb/HX9j7EvZkxYpqJKsk7Yl0eEvKjJDSToUgaWZLa2ngXnTrfmDnNPV2jpPXIju7/WbvCv7r0PI/1HaTuuxxJDnB3ehhZkvnm7Gm+Pv0WgoC0HuWXj35qy8I8dpw4Ac0kUxeK81wpL/GtuTPsi/XyQM8e7ukaZSyaIWPGOqq2+BpCCKqew+vZSb428Qpv5a63Fdu7hixJPNF/mGO3uESnLEl8ovcAnx06xh9MvErQ5tTri4AXli6z3CjxN/Z/gk/07iei6h1RZs0PAlbsMtfKK7y+OskPlq8wVytwR2qQv7z3/tvdvJCQkJBtR5Fk7kwP8UZ2qq3jPBHwzdnT3JsZ49HeAzt6MfZhjMe66Tbbz4FQ9Wz+0/Qp7kwNkdBvTfWXhu/yvcVL/Pbl7zO1Q3MeQPOa74/3stwot33sRHmZ3778fX7l2GcZi2a2XaDwRcBEeYV/eel5Xlq+umPDOdaIqQbDkTRn87NtrfXeys0wUVnleHqER3r3sz/eS5cRJaGZWKqOLjcr30hIu3KcCNk9yJLM0dQgz8ydpdKG51mA4JXVCZ6bv8BPjd6DvsNzT1wqLVF066S0CD9YuszP7XuEezKjvLh0lZ8eO8HxrhG+evUlnlu48OMtTqzhBj5Zu0rWnuS17CRpPcL+eC9HkgPclR7mzvQQKT2KJiu3Tb0VQhAgqHkO7xTn+cbMGZ5fvNhWFuQfZTiS5svjJ2/ZQue9WIrGz+55gHeKC5zKTrdtGfBFwPnCPP/7mW/yeP8h/uLYSQ4m+tbrCd+Ke7R2T9zAp+Q2uNj6LKfzM1wuLlF+T6xYmCMjJCTkx4n7u/fw+9debtslfrlR5jcvPU9SsziWHupIA8HN0G3EuDczxjdnz7R97EvLV/m3k6/xV/c+SFTVt2WeEwiEgNVGma9ff5M/nHq9bQ/HTiOmGjw5cJhXVifanov9Vt6HXz/3p/ydw09yKNmPvA0b4jVvyxeXr/A7V17kQmG+bcNNJyJJEg/27OU7CxdotFFtRCAoODW+t3SJ7y1dIqlZ9FkJuvQoMc3EVDS01np8M3dCkiQ0WUGTFCxVI6FZpPQIGSPGUCRFlx5FU1Q0SUYJvTZCbpJ7ukZI6lZb4gQ0RemvXnuJpG7x9MCRHd0XB6wEf/fI0xxNDvDM3DleXZ3g7q4RnMDjYKKPffFenh44wp/Mnduy99zR4sSPkndqvJ6d4q3cdf7rzNukjSgH470cTQ1xKNlHn5kgrUdJ6CaatL0hIIEQlN0GS40S7xQXeGHxEm/lZsg51ZtS1A1Z5WfG7+dI8vZkRpckicFIiq8ceIzlxre4Xt1czfS8U+OPZ07zxuoUn+g7wJP9R9gb7yajx7alJJUQgprvkLerrNgVpipZTudnOJufZbVRoew2cNt01w0JCQnZbYxHm9bqi6XFto99p7jAr579Fn/70BM82LMXo818AZ1MTDO4r3sP3124SK2N7O0Add/h9ydexlBUvjh6guQ2GBbKboMz+Vn+3cRrvJGdaruNnYgqyRxPjzIezWyq6kUgBC+tXCPrVPm5fQ/zYM++La1uVvdcrpaX+ObsGf5s4cKmPDw6mXu6RhmPd3Ox2P5YsEbRrd+UMe5GSEjIUtOyrUoyqqygywqGrJE2IuyL93JnaoiDiT6GI+mO9aYO6Xx6zQR3poaZqxXaPna+luc33vkONc/hqYHDJLe5suJ2IEsSPWaCPjNBRDXotxKcyk5TdOrv28smdAt3C0sm7ypxYg1PBOsD4lRllW8vXECTFQatJMORLgYiSUYiXYxEuxiwkvSYcRK6icK7aq6EROsffEDfbWUxFi1rBe+q54v1IpOVVSbKK1wqLXKltMxMLbclFnhFknhy4AifH74b9TbWlFYkmYd79vHfHniMXz//7KYnHl8EzNTy/LvJ1/jW7BmOJge5Mz3EsdQQ++K99JpxVFled//7qHshxHu/F7jCJ2/XWGoUuV7NMVvNM1vLM1PNMV3NUmqzbOtOZi2hp6B5hXw2V+1GIAhEgC+C5j15z992qiIcEhLyLpIk0WvFebz/EFfLy217TwRCcKG4wD85/cd8bvguPjd8N3tj3e8bx9tFtKoGND0D3j/GF5waMdUgoVnbPgbJksxDPfvYE+/mfKG9ktoAJbfOb136HpOVVf7KngfYG++5KY9OIQSBEFR9mzez13l2/hwvLV8l79Q+9lgJiYiq0/Ddjg4/kCSJPfFunug/zOzEKzibWPyueWv+k9Pf4BO9B/jM0DFOZsaJqnpb1sxm3xP4LcPTmfwMLy5f5QdLV5ivb2zjoskKfhDsGM+KwUiSnxo9wf914blN5UbbLpr3AXzh4+LDe9o2Xy9wvjDPH8+8TVwzuSM5wInMGI/3HWJfvBdth+SmC+kMIqrOUwNHeH7xInab448AZmo5fu38n3IqO8VPjZ7gaGoQQ1E37cX1YfOh39r3ykj0mPEt6+MR1SCi6PzBxCvsT/Tx8vI1Vuwy//zCt1lqlJirFTiQ6GOmkms7efFHsSvFiRvhBj7T1RzTLUu/IatYqo6paBiySlwz6THjdBrKSg8AACAASURBVOkRErpFQrOIqQaGoqJJSjNrsQR+0FwU2b5L2W1QdhvknCpL9RIrdoWqa1PzbKq+s6l8Eh+GhMR93Xv4xUOPk7oN4Rw34tODd5B3avx/V1646c1+yW3wyuoEb2SniGsmMdUkY0YZiqTpNeN0G3Giqo4hq2iygqB5Tz3h02jdi5LboOjUWbHLrDYq1DwHO3CpeQ71Dl+EtYMQAk8EeIG//tX9kZ894eMFAZ7wsX2PmudQ9WyqnkPOqTK5CSvURGWVfz/1GkktQkTViaoGkdY9UVuhU+/9qr3vZxlVUpqbFOlHpY2QkJBOQZMVPtl/iD+ZO7tpz7gVu8IfTLzKdxYvcjw9woM9e9kT6yahWU23bllBbgnOgrUS4WJ9DHMDHzfwcQKPqmeTd2rk7CpZu8JKo8xKo8KqXaHmO/zS4Sf5icFjt2RE6TMTPNV/hCul5U1tlGu+wzdm3ubt3HWe6D/MY30HGYqkSOsRdFn92AVlIAIqnk3JqbPYKHE6N8tLK1e4Vl6hYNc2vOm9Kz3Mz+1/mN+8+DxXyp1dXUGXVT43fBcvLF2+qbZWPJtvz5/n1dUJxmIZTmbGuSs1zEAkSUTVMWUNtdUvBc1r7QcBduBRb60xJisrvFNY5FxhloV6kaJb37DhaSSS5isHHuWPZt7mrdz1TX+OW4kqK3xm8BhvZ6/z3MKFHVWKFpreRK+sTnIqd51vzJzhoZ69/OTIcQ4l+7d0IxWye5EliTvTwxxLD3EqO72pc1Q8m2/NneHV1UmOpgZ4uGc/hxJ9JPVIKw+L0hRKkVpGwKbY4IsAL1ibDz2cwKfuOxScOjm70pwP3zMnVj2bzwwd4xcPPo6yReJEQjP56bET/NuJV3l2/hz747385b0PcKW0xCO9+/nm7GmemTvLcqPMz4zftyXvCT9G4sSPYgcetrN1LijbzZHkAH/vyNPsiXXf7qYATYtGRNX52T33U/MdfvfqS1uirHsiIO/UyDs1Zmq5XVOOZ6O4gcdcrUDJbVD3HGq+Q91zqftOS2RpCi11z6Wx9r3/7vcNz239zqHR+ttWiWRXSkv836WlD/xelRQsRcVUmmKfpWrNr0rzq6no69+/+zediKJhqjqR1t8ttfm130ru+AzHISE7FQmJo8lBnuw/zO9de3nTVl5X+MxUc8xUc3xj9jQx1Vh/tqOqgSorSDSTh3mBjxM0heaG7zYFfs+h7DY+1lpV8xyaEsf2jxeyJPHZoTv5/tJlTuc3Nzd5ImCyssrk1Rf5j1NvcDDRx/5EL0ORFD1mgkQrLl+RJLwgaAk0Dlm7KcjM1vLMVHJMVldbn709hiNp/vvDT3Jf9zh/MnuWq+Xljrfj74l186Wxk/zzC8/i3MR8FiCa64tcjbdzM0hIpHSLXjNOSo+sC2dCCJyWOFZyG+TsKnmntilBCsBUNP7Snvv5icFjvJm7vmPECQmJLiPKLxx6nIpn8+LylY7vKzfCDXxmajlmpnO8uHyVz4/czZfHTm6phTlkdyIhMWgl+fPDd3GpuNh27ok1fCFYapRYWizx/OIlTEWj30zQZcSIac1qkzJSaz5sjvu279FoGVirnk3Ftan7zkc+g0WnvubbvyUokszxrlGOpYZxAg9TUZElmXszY3iBz75YN+eLCwxYCR7u2bqKVD+24sROQZYk7koP88tHPsWRxMDtbs4HMBWNv7b3QSKKzu9ee4msXb3dTdrRLDfK/NPT32CmmsNbU05bFpy1nzvNA8QTPmXPp7zBQVtGQpFkFLmZsEptJa5SWz//1b0P8bN77keTOq/UbEjIjwOyJPGF0Xt4eWWCS5vIPXEjKp7N1Q630m+EfivJX937ADNnc+Scm5vvyl6DU7lpTuWm0WQFU25ujhWp6fIbtEI31jzgnMC7qWXnSLSLf3D009ybGVuvzPK9pUtb6uW5HSiSzKcH7+CtXNOCv1VzoFgTKzYQCrNZtJb3wU+OHCei6oxEuzBktW0X8dvJeKybf3jsM6QvR3h+6RLlHRwWO18v8NWrL3G+MMfPH3iUu9MjTc/okJAPQZIknuw/wovLV/nOwjtbcs6G7zJVzTK1A8o8CwR24FJ06hiKSlqPsGYMON41yj2ZsS1/z1Cc6GBkJB7q2ccvH/kUh5L9t7s5H0pCs9azkP/Wpe+zYu+upFC3Ei8IWGqUWGyUbndTto0AQSB8XP/GC+KSu7XKb0hISPvsiXXzlQOP8qtnv7Wtm7edhirLPNF/hAvFBb428cqWbezXQlm2ix4jzt859ARPDhxeD6u7MzWMJisdL05IkkS3GeMrBx5lrpbnbGHudjdpwzzUs4+/dfCx9UScY9EMpqLtKHFCliTGY938z3f+Oe7uGuE/TL3OlfLyjq1m5gQeLy5f5Xo1x/94x0/wid4DoUAR8pGk9Qh/Y/8jXCktbTrccScihGC+XuBrE6/wVvY6D/Xu4yv7H8UTAc8tXODR3v30Wcktf98wfW2HktQsvjh2gv/lzs9tWd3Y7USTFb4wcpx/fPfnuTs9ghpmRg4JCdnBvDx7nd8/8zYNr7mJeH5qgj88f5bZUvFDjxFCsFKrUnVu7G4fCMGZpUXeWlzYljZvJYokr5d7jqr67W5OR2EoKj87fj+fGji6Izy8xmMZ/qdjP8GnBo6+L9/PQCTJkJW6jS1rjwOJPn7p8FPsiXV3fNYiRZJ5oHsvv3T4SYYi6fXfj0YzWDss34EvAvJ2ldlqnkAIDEXbFXmjrldz/Pr5Z/nOwjt4QWd5pIZ0FpLUDHf8yoFH6TXjt7s5t4yKZ/MHE6+wWC9yINHHaqNCgECWJN5YneTcJpJDb4TQc6LDkGhOXj+3/xE+M3gHUdXYMTFxuqzyaN9BRqJdfPXqSzw7f66jMjyHhISEvJfrxQLX8jm6rAjjqRQXlpsVKo73DbAv3cWVbBbP95mpVvnOxDUeGhklpusfeo60afJfL77DSDLJ3X0DuIHPaDLJ1VyOlGlyJZdlulDAVFV6IhH6Y3HOryxzd19nesaZisZf2/cQVc/mP02f2lHW3u2m30ryS4efouG7fH/pcseF261xMNHH3zv8NJ/oO8CPLiXiqsnh5EDHJ8VcQwLu6x7nV459hl8//+2ODROSkHikZx9/98jTHEz0vW8NNxBJktCsHeEd6YuAuWqeH65c49XVCd7MXm8lAd0p9UY+nuvVHL956Xl6zTjHu0aQQ8NayIegyQqfG76Limvzry49v+FQ5p1M2W1wpbTM3zn8JEv1Ii8uXwWa1yKlR8jalW153x0nTsiSvAv02g8iI5Exojzef5ifGr2Hw8mBHedmtlbuc0+sm39wx6c53jXCf54+xeXS0o5c1FqKTo8ZQw4djEJCdh0CeHtxAdv3GIwnuLy6yoXVFdKmyStzM9zTP9Ac0ySJuKGTMEz6Y3EMRf3QcxiKiqYodEeiOL7P2eVFuiMRfjhznS7LIqLpqLKMAF6dneXu/n7mSqWOFSeg6cX33x38JKai8fXrb4YhHi0kSWIomuJ/OPppUnqEZ+bOdpQYbyoaD3bv5RcOfZJDiQHkGxg5IqrBkeQA35o9syPKW0qShCopPNSzn390p8r/e/G7nCvMdVRYSlwzeWrgCF/Z/ygj0a4PGJcMWWU01sXl8geTS3cKtu8yVcnyzNxZfrB8hevVHI0O6ttbzVRlld+89D3+8d2fZyTadbubE9LBaJLCF8dOoCsqX736InO1jZUR3qkImmFdhvL+alK+CGj43rbtU3ecOLE/3svTA0d5dXWCxXpxB0ynH09CM3mwey9fGL2Hk5lxLEXbMd4SN0KSJFJ6hC+MHOe+7nH+y/W3eHbuPDO1nRGnFVUN7k4P84neAzzRf5hI6NIcErIreXhklBempzi/vIQkSSxVK3RHLAZi77ptSkDKtOiKWAzHE1ia9qHneGxsnEwkwmA8jqlqBELg+D4Nz6PmuhzKdKMrMkI088u8MT/Hg8Mjt/hTt8faeP7zBx5lIJLi9679kJlqblfMvTeLhMRotIu/e+Qp+qwE/3n6TZY7wCLebcT4qdETfHn8JH1m4kPXE4oksSfWTUqP3HRyz1uJBJzMjPPPjv8FfvfaD3lm7uyms+hvZZuGImn+0p77+Qsjx0lo1g2vuyrJ7In1AFuTWG8rEUKw3CjzrdkzfP36m8zV8juufOhmEMBbuev80fW3+MVDj6PuMMNgyK1DkiQiis5Pj56g24jxry+/wKXSYsd6zt0sUVWnx4zz4tIVLFXHCTwW6kUuFOaZqeX40vi92/K+O0+cSPTyK8c+y2RlhVdXJ3h55RoT5dUNlRzrJCxFI2PEeKR3P0/0H+aO1CDJD5nMdiqqrDAazfALBz/JU/1H+N7SJZ5fvMhMNddRFiZFkltl7hI81LOPB3v2cjDRT8aI3dDaFBISsvMJgoDJfJ6q62CqGnf39lG2bYIATFXl9OIiU4U8by8tcnJwiIRuoMjSR55DVxTSpsnLMzM8NDKC6wc8PzmJKsuMp9K8MT9HgODO3n4sTWNutkSXFblNV2DjSJJEXDP54ugJDif6+Q/Tb/CDpSsUndqOsLhvJ5IkkTFi/I19j3BXepjfv/YyZ/NzlL1bW9FAomm1P5kZ5y+OneTezBjWxwjrkiQxHsvQa8V3ljjR8tIci2X4+0c/xQPde/iP06c4X5i75SKFjERSj/BY3wG+NHaSo8kBdOXDl9aKLHdMSfj34gY+p7JT/M6VF3krd33T62lVUpoeZLKCKsnIkoR0ExkqBM1qAYKmeBIIsV7FbC2J7FYk0HYCjz+dP8cn+w9xZ2poV63FQ7aWNQ+ux/sPsS/ew3+aPsWfzp1j1a7sOpEioZl8eewkX732EnO1AmW3wa+e+RZu4POF0Xs4lNger88dJ04AxDSDY6khDiX6+dLYSa6UlnkjO8U7xXlmqnnmavmO2vyuISMxEElyMNHHPV2jPNSzn9FoF6ai7epNsKFo3JEa5ECil88P383zixd5dXWSy6XF9eQqtxoJSOtRxmPdHEz0cW9mjONdI6T0CIashhNTSMguR5Yk7uzr50hPD6oso8kKw4kEQoCuKAzFE9w3NIyuKGiyzE8eOowmK2RrNapuM+GlIskc6u5eP4ehqDw2No7jB5iqykAsTiAEktSM0TwxMIgElGybNxfnOdzd84EcFp2MJivcmR5mT7ybJ/sP88zcWU5lp8naldsiUcRVo+XZdvvHa1PVeKhnH4cS/Ty/eJFn5s7xTnGeqnfj5KhbSVqPcHd6hE8NHuUTvQdI6daGY+f7rCSDVopLxcUdKTPFNYOnB49yvGuU7y1d5LsLF7lQXKCwzeFHEk0PlXu7x/nc0F2cyIwSV82PXTvISAxGkliKTt3f/r6xEeq+y5/NX+C3Ln+PmWq+7c2+IauMRrsYjWUYjXQxHE3TbcRJ6haWoqG2yuO2i4BWOd0ALwiwA4+G71B2bYpunaxdYblRZrleYqlRYq6Wv6nnba6W5zsL73Ag3vuxwl5IiCLJjEUz/O1DT/BE/yG+MXOaV1cnma8XbkslG0vRSOofPwa1gyzJ3JEe4leOfZYz+VkW60UsRefO9BB7Yt1hWMePIkkSuqKiKyr3dY9zMjNGxbNZqjcHqMnKKtfKK0xWVlisl7ADDzfwWkprsK2lCmUkNFlBl1UsVWMwkuJIcoAjyUEOxHsZi2WI7aBEl1uBJEkYisZYLMN/s+9hfnLkONerWc4V5nltdYIrpeWW94uL7W+NEg7NDYguq+iygqlo9JkJjiQHOJwcYE+8m+FImh4zjtIhSZAUWabbiGH7O8cLaKuJqcaOzQSe1Cz6rCSijYkppUd+rMaCTkGSJExV5b3TYER+d0GqKQrWe15vqhpCNLNUq3JzvFAked1jYo3mvNT8fu117z0ngOP77E13MZZM7jhhWpYkEprFk/2Hua97nMulJd7MTvPD5Wtcr2apeg524G2ZBUmV5PUx3FCa8+mBRC+HEv0MR7o4nOzviNFCQkKRJHrMOF8aO8ljfQc5X5jnxaUrnMo1BZy65+KKm8uPoEgyhqwSUXVGomke6N7LvZkxDiUHSG3C+1KTFU50jXGltITzEbkbYprRkVUm1q57n5Xgy2P38VT/US6VFnltdZI3c9Ncr+aoey5O4OLfxIZBphl3HVENxqMZHuzZx/3d4xxI9BHXzI23V5LoMmIcTQ0wW81/7Ou7jOi2rk/qnsPXr7/Jb19+gXwb3jMyEl1GlAd69vJE3yH2J3oZsJqiy62czwIhqLgNVu0Kc7UCb+ameWHpMlOVLE6b3h++EHx38R1+avQexrfYu0WRmmu7ahuePaqsEFWNLW3HViLRtKz3mYm2jkvrkR03730YkiQRUXXuzYxzNDnIRGWFt3IzvLx8lcvlJSquTcN3tyw8SpFkdFlBk1UMWSVjxjiU6ONQop+xWIZ98R62MjOjHwSUvQYN32UokmJfvIekFiGhm9taqUpqZxG9jWxpI4QQuMLH8T3swKPo1JmvF1ioFViol1iqFym6deq+S81zqPsOtu/hrIsXzf+BEASIpitZq4mKJKNIUuurjKloWIqGpepYik5cM+gx4wxaKUajXeyJd9NnJjAUDVNuekiEG5EmQgg8EVDzHEpuncnyKpdKi0xUVsjaVSpug7LboOLZ2IGHF/h4IsAPgvVSNgoyiiyvL1xNWcVSdWKqSUIz6TKijES7GI12MR7tpsuIYqkahqyiyHLHbYK9IKDg1Hada1g7RFWDqHprFzhbRcmpt+21ZSgqCc3aNZN1yI8XQgicwKPqOczW8pwrzHGltMRivUTeqVJxbWqeTd13cQIfXwQEIoDWprJpVZXRZBlLac6jEbX5P6lZ9FtJhiNphqNphiIp0noEQ2mN4ZLcseOEEE1n9JrnkneqXCjOcy4/z/VqllW7QsmpU/Fs6r6D25rbAiGQkJClNQNHU1SPqAZx1SSlWwxGUuyL93I0OcBwNE1UNW7a26/q2VQ9m49aDsqt0B6zAwWKHyUQAtt3qXo209UsFwoLXKussFgvkrdrVD17fe3ntvrk2pwrS2vrCZWIYhDXTNJ6hD4rwcFEP3ekBhlvGZj0TV53L/ApuvUNla/UZIWkbm2LQOEGPn8ye4bfuPgdlhvlDR+3lmz1L+25n2OpIeKa0RFVLoQQNAKPpXqR/zD1On808zZlt73wKl1W+CfH/wJ/fviuLW2bHwQU3FpbJUslIKaZHZv3TAhBpfUstUNzzWN2RJ/ZagQCL/Cpeg5L9RIXigtcLC6wUCuQdaqU3QY1z6HmOzi+976xZ21f2ZwP18b+d+fEeEsIGoqkGI6mGY6k6TZizb2PoqFu8XzoBB4/XL7Kf7n+FpOVVWRJwheCjBHlM0PH+InBY6T1tsNSN9TAXSlOfOybCYET+NR8h1rrwWr4Lm7g4wQezo+IE4EQiPcsphSpuSFWJQVTUT/QeSK3WDnebQQioOo5lN0GJbfeVB4DF6/l9eKJYN2CufYg64qyLhRFlOZ9iGsWuqyE9yIkJCTkFiKEoO675OwqZa9B1bWbi7H3bAQlmosxVZJRZAVdUrBUjahqEGkJlDHV2FXJ6dbWHjm7QrE1t1U9G1f4eEFTtJEkCVmS0SQFQ1FaawuDRGuTbO7whNm3CyEEVc8m79SoePZ6n3TfY/RAAoV31xNRtSlOdOnRjtmAbxWBELyRneIfv/1fma19vAfHGmk9wl/Z+2AzIaAZ//gDbgNCCGq+wx9Ovc7vXHmRklvf8LESEl8YOc4/Pf6F8DkL2RLWBPycU6Pk1JviaMsovjYfCtH0tFybE1VZwVLW5kO9ZbQz3lctbDvxRcALi5f5V5e/zz1dI5zMjBHTTGzf5VJxiT9bvMBjfYf4hYOfbDe0Y0MP1Y4N67gZpFZZFENRN6P6hGwzsiS3xAWTQVK3uzkhISEhIW2w5uraqRa/28Xa2mMgkmIgnNtuKZIkEdNMYm2EYOxmcnaFr0283JYwkdQsfm7fI/zMnvuIKJ37bK+NP18eu4/LxSX+ZO7Mhi2gAsFEZYWKZ7cVrhMS8mGshbUPWEkGrOTtbs6GKDp1vjl3hsf7D/JX9jywXn1ICMFDPfsYj2X491Ovc6W0xNHU4Ja//+6RgUNCQkJCth0/CKi7Lrbnka/Xcf2ml1nD82h4HsF73FZF6/e2t7U5VAIh8IOgrdwe70UIge151N3NJU62PY9io/GBpFfiJtq1dj1vRCAEFcfZUJItPwha3n7b65AohKDYaDBTKOL6PgvlMivVjcWsu75P1XnXFThXa/ajG+H4PrWPuE9r17tk223fTz8IKNQb6+eYL5VYrVZv2D9c36dQrzct7JtECEHNcd/3WeuuS9m233e/AiEo1BttuYBvlrJtf+j19YLgfffpo3B9n5rz/vMEQmyqL97oGQqEoOo4H3r9i40Gzg360NpncH2f6XyeWuvzCCFYrdbwg4CK42zp8xIIwUyxSOFDnuf3Ilqf61o2S8Pzbmpc23j7Ar49f4HXVic3fIwqyXxx9ARfHr+P6A7ImSYhEdMMvjR2L8k2jZB5u7qhfCAhIbuVtRyOj/YeeF9Z5DWh5ZHe/SQ1i6vl5W15/x8rz4lyw+Z6rsBYJkXM2N4kM54fMFsoslKpgoD+ZIyR9MYtJV4QMLGaI2Ea9MVjHTUROJ7PtZUshXozlu/YYB9x84PXMxCC1UqV2XwJN/BJWSZ7urvelzzudhAIwWy+uaAey6Q/kLQu5NZzs89LyObxfJ/JbB5L0xhMJT4298XVXI43ZuewNBUhYH+mi7hh8OrMLJamcrinh8M9Pc1zBwHXCwVSpokiy1Rsh5RlkjSbFikhBEuVCoEQJAyDbL1OXDeoey6BECitMnQCQUTXMVV1fRM/XypzR1/v+qYlE4lQsm28IKAnGkVXlGZMrOOQq9XpjkZotDacXVaE+XKJqKYjAUuVCgnTxPF8bN+jOxKh4ji4QUDKNMnX60Q0nZRlIksS+Xqds0tLHMhkSFkWhqLg+gHFRoOpQoE7+/tIGs0FfMPzyNVqBEKQtqwPnEsIQbZWZ6ZYJF+vc6S3pxnfr+ssV6ukWtdqvlRmX6aLsm3T8DzSlkWh0cBQFLoizQRjfhBwenGRiKYxmkxStG1kSaI7EkGRZfwgIF+vU3c90hGLhuvi+D5dVmRdGIkZOqvVGl0Ra/3axg2DSmtTlzJNsrUaUV0nEILzy8skTYOq4zBXKnFicBBdUbA9H0NVMFQVIQRl26bYaJA0LYp2A9f3GU4mWa5UODU3z4mhQQIhyFjW+vwshGCuWEKVZRxDp2TbRHWdtNXM0eIFAa/PztEfjzFfKqNIEnvSaaKGTrZapSsSId46V911ydfryJKEqWpEdI3VapUzi0vsSacZTiYo2w7L1QoPj44yUywS1ZrW4cVyBVmWuLC0zP5MFwPxBBWnmdguaZrkanUUuZkrouF5dFkWtu/TcD0y0ea1Fa0+PpUvMJpKUXVdSo3G+nvu7epiIB5HVxS8IODU3ByDiQT98VgzCaaqUHddqq6LIsn0RJv3dE2YKdQbJE2Dmtt8dnqjMXRVWRcIl1t93PY8HN8nE4lQbNhcWF6mOxLhaF8vNcdBkiSKjQYJw6TuulQch4F4nEKjjiLL6/0yquv0RqPr1rSFcrnZxwOLUsPGUBXKtkO+Uedgdzfuja5Hqy+lTHP9c6Qsi3OLSwwlEwzG42it57juukzk8oylUtTcptjQE41has1l7OmFRZKmyUgygSLLWJpGzXGoui4N12M0lWS2VML2fYYSCVarNU7Nz/PY+Bir1RojqSSFRgOpdU9XqzU0RaEvFkWRZRzPJ1ur4YmAjGWRrzcwVAVZlkmZJoVGAxkoOw7dkQjZWo3Fcpn7hofX+3LVcVit1chEItieh+37pEyTH0xN44sARZaZKZY40tuz7vusyQo118EXgi7LIlevo0oyEV0jV6+/73nZKIv1It+eP9dWZYs7UkN8cewE0R3mDbUn3s2d6SF+sHRlw8fUfIcVu8wRBraxZSEhnYsfNEMvVUm5YVlhTwTENZOKuz2lm3+sxImJ1Rz/53M/4Fc+/Rh3DW1PbVZoTkIXFpf5tW+/gKLIxAydR/eP8zP3bnyzVXdc/s0PT3Hv6CBfPH7HB8owLZcrXF3J8sD4CMot3lw7vsfbcwu8MjnDC1cm+epf/xLHhz84iGerNX79uR8wky+Ripjs78nw84+cRLea4sRiqczEap6H947e0vZ7vs9/fus8K5Uq/+gnPnlDYWWNK8urVB33hp/vx4XVSpVLS6vcPz68Xm1gK9mK5yVk81Qdl99+8XX2dXfx8w/fi65+9LRgex6S1BSUyo7DbLHEaq1G2jI5MTjIa7Nz6+KE37Igun7AdKGAKksEQvCZgwcByNXrvDE3z3g6xbVcjkAIlitVio0GpqpStm2GEgkMVSVfr3P/yDCTuWapu+uFIn2xKGcWl6g4DmOpFPOlEod7euiyLFAUAiG4sLzMZD7PA8MjXM6ukrYsorrOXKlEl2UxWchzeaWZ7MnSNOKG3vJQkBhMxJktFrm0soqpqXz24EHihoEvBCvVKkHQ/Hr/yDBLlQqu73M1m2NfV5qEYSABC6USby8sosoyru+TjljYns/DoyMkTJOSbfPG3CxeEDBfKrNQLiOEYG+mi/NLyzy9bx+aIjOZzzOYiPPC5BSDiQSLlQrvLK+gSBKfPXSQtGUhhGAimyMdsXB9n+VKFT8IONbfx2Aige15vDoz27y2jo3rBzQ8j/2ZLiZyee4ZHGC1VuXlmRkeHRtntlREk2UWyhUsTUOWYCyVYq5UxvE9HhodbQosQETT8QPBSrXGarWK7Xkc6ummNxYjEIK3Fxapuy7HBwdYqVapOc1N40ypyFKlwqszM1Qdl95olM8eavYPASyUyxiqwpWsjeP7uL7P0/v3YWkafhBwaaV5DaqOQ6UlkOiKQq5WIxON8OcPHwZgVLkGyQAAIABJREFUKl9gIpdDkqDmujw0OsqrMzPNDanUFKj2pNP4QbNW1Fr/KNoNXpia4oHhEbK1GgLBqbl5uqNRhBAkTZMr2Sx39/czkc8T1TTKTlMkq7vvXtvjAwNoisJEPk/asricXaVQbzCYSLBUrlC2HRzP50B3Zn2j7hULnFlcZDARZySZ5MLyMsvVKnf19dMVsVBa1yhfr/Py9RlUWW6WxVUU9nV1caS3h0A023stm0Vq9fGYoVN1HGK6QbZWY6ZYoCcW5czCIoaqUnEcTg4NkqvXWalUKdkN5ktlHN8nbVlcLxQYTMR5at++9bXJUqWCFwTMFkuUbBvb84jpOtl6jaRpcnph4QPX42oux2QuR0w3iBtNgevB0REurqxgqAq90ej6nFN3PSZyOUxV5fTCAlFdpztaWd/8N++/zZXsKgnD4M7+fs4sLNIfj1FoNBhPpzBVDdvzObO4RM11KDYaFG2b6UIBXwiuZrMAxHSdhXKZpGk2+5oss1Kr8urMDIaiUnNdMpEIDc9FlmRGU0kmc3ncwKds2+zLZOiORMm673oSCeDS6irvrKxyYnCAuWIJRZbXr9HedJqK7fDO8jKZiMVb8wsIYCgRJ6JpXM3mONLbwzvLK9wzOMC55TKzxdL7npeN4IuAs4V5zhXmN3xMRNX57NAxxqKZjjKUbYSEZnFnqj1xou65ZO3KNrYqJKTTEazYZf71lReI3aBiTCACzhfmOZzcnr10aDLeBtwg4NT1OaKGzv/6mSf43z73FH/ujkNtnSOia/z9Jx7m00cOfMCSKYTg7dkFnnvn6m2ppRvVdb54/A6+8vDJdavUjbi6nGUmX+SXnniIf/b5p/mbD99L3Giq7kIITl2f57uXrt2qZreNEII/u3iNN6bnbndTbhtCCM7NL/HshSvb5mK8Fc9LyK2lPxbnqf37GE4kuGdwAMf3KNsOi5UKMf1dy9qae3KuXkMC7urvX7fAQ3NDoSsyPdEoNcelOxKl4jjoikKXZeH4PoosY2oqZcdhvlRmtdbc7PRGo6iy0vKasEhZJhFd40hvD5bWrCggSRKD8QQImC0VCYSgJxpFlWVkSWK1ViNXqxE3DHpjMaK6zsHu7qYVXpboiUSpOi6mqjIQj7/Pyyqq6cQMg7LtsFAus1ypEnvPedZGbTcI6I/HmkJHqUTKtHA8D7f1PDm+jx8IuqwIZdtGAvrjcfqiMXqiEWaKRQRQdZubb11VONzTTRAINFlmMJFY38CpikJfPEbGimB7flNQkGXqbtPyEdD0ZklaJivVGo7v0RONEjcMEobBkZ4e+mIxUobJVCGP4/mkTIvVao3BRJzeWIwzi0vNUADHpdRoekOUbYeS3aBkN+iNRbm0utqyCjeLsTalHtifyTS9OCSZfL1Otl4naZqYmkapYZNoXb81AiGQZYlsrYYb+NzR19tKHNnsV4aq0h+Pk7JMDFXhSE8PmiKzXK0SNwz6Yu8m7HMDH11RUGSZquMyVyyRq9XRZIXuSIRCo0HJtinZDRquiyw13zdpmqQMk/lSia5IhMM9PcyWSpiqiirL6147+zJdAKSs5vVquE0PnIRhEtN17ujrxWh5RZRsm9FUiobnka3VGEunGErEKTvvWqE0RaY3GqPc8oqYL5Vx/YB9XV1MFQrroVK253FxZRWp1d6eaJSRZIKS/W6VgmKjQdww6IlGiRk6BzPdzBSKWKpK0jTwg6aHSq5eawpjXWn6YjFUWabQaFB1XPZ2pYnoGr4ImCuVGEq8WwY3EAJFlsnV6k1RqjuDIkskTIOeSBQZ6YbXo+G6RHWdgXicPenm9ajYDv2xGCnTet/zJknQ8DwKjTpx02B/potc7d2wCUWW6YnGqLvNsWi2WKRk2yiyTKHeoOo0xYiS3aBs2/RGY+tiTvO+2wwnE2QiEdwgYK5UZqDluQFNS2ImEmEsneJ6oUDCMPCCpjfDM5ev0B2NUHOaXlkp02wKHw37fSE8/bE4qiQxXSggaIogTsuTYzSVoicWbY4fmo7te9Rch5liiZlCEYCK7ZC2LPZnMtQc9wPPy0awfY+XV67d0Br6YQxYSR7rO7jjhAlohqMMWKm2qsy4wm+7AkVIyG4irlk81X+EjBFdz9H43v+WqnOyVUp5O+gYz4lCrc5LE9OkIxaXl1Z5aO8o2WqNCwvLPHV4P3syad68PsdMvsSnjuwjous4ns8PJ6YRAh7ZN4amyARCcGUly6npOfK15iR27+gQR/qbljyJptfBH546Q65aZ19PF4/sHSNqbMxVTQjBxaUVXp2coe56HOzt5sG9I0Q0DS8IeGtmgTemZ3nx2jQ1x+Xrb5/H0lQ+f+fhj7TQr+H6Pq9NzfLa9CwIweMH93L38MD6QnexWOYH16Z45vxllkoVfuP5l5H/f/beNEiuLLvv+923v9yzMmvfq1DYgW5s3eh1ZnqGPcNluIikSAYlU6Jlm7LFkCXRlizZVITkD2TQlKigpVCIIXlk0qRMU6K4zHA4M5zunu5GN9DobjR2FJZC7Xtl5Z75tusPLytRBRSAqhl0DzCqfwQCWZnv3Xfuuee+9+655/yPEBzqbueze4a39PCQUnJ5doH3xqepOA5J2+JIbxd727MojTDR2UKRt2+Os1Ao056M8fKuAVpjYQinEAJT04gYm7OG31hY5tStcd6fmGGhVObrV65zemySk4O9nOjvYSqX5+1bE3zl4jVylQr//C/eBuBoXxcv7xpACMFcocgHEzNM5FYB2N/RxjMDveEipVbnz69cZ197Kwe6womxVKrwzWs3OTnYS19LCikl1+aXOHN7ilyl2ixdN5hN8wMHdjf1cHZ8itGFZSxd49mBXkbaMqiK0tDPFH92aZSEbVKshS+NX9g/wt6O1i3peSZf4IOJGaZyeYQQHOhq40R/D2ZjZ9oPAi7MzPPh5AxVxyUdsTnW183u9ofX13Z9n1M3J4iYOo7nc356jpRt8andg3Qm4gghcH2fa/NLnJ+eY6VcIRWxeHagl12tmebv745NEjF0EpbJWzfHqXsex/q6OdLbxXKpwls3b/O1KzeYWFnl/3z9XTRFYV9HK5/fP7JlW/u45ovn+/zFtZtkohEuzy0wmGmhPR7j1K0J9ne28nRPF++NT7FUrvDDh/Y25V2t1vjP5y7z8sgAg5n0Q/sxmy9w+vYUn949yKmbE4wt52hPxPi+vbtI2tZD54tsRAO8fWOc2UIRW9cZactwrK+biKE389DfGZvg+sIytq5xYqCH/R1t4Ru5lEzk8rw/Mc1cvoSuKhzp7eRIb1czaurSzDzT+QKHutp56+Y4i6UyQ9kWPj0yhKWHYfW5apVTNyeYzOURwFBrCy8O9zf7Wfc83rg+xs3FFRKWxYu7+ulJJ+9xjnbEYrTHYmQiEXa3ZklaFie6eyg5DnXPYyST4eL8PAC2pmNpGrau0x6LETdNBtLp5u9xwyRpWcyXSuxvb2M8t8qJnm4EAktT0dRwYdESsXl1ZBcTq6v0ppIMpNPQKLl4oqeHYr1ORyxGRA/LNd/O5Sg5DgoCRRH0pVL0pZLkazWWKxVsTcNQNSwNdmeyjOVyodNCVchEIrw0MEDFdVgol9nX1sp4TidpmYyt5AiQeEFANhpBFYIf2reH8dwqHfEYA6kUqlCYL5aYyheQSNzG4sNQVT4/MsJKtcpAS5r5YonZYhFNUehMxKm5Hj+0dw/FuoOta1ia1tSz30hVkVKyr7UVS9c50N6GRBI3TCZWVwmkxFQ1hlpamCsW6UslmcjnsTQNx/e4OD+P4/lUXZd8tcaru4Yp1sNqBe2xGFbjviSBrkSCzngcLwhYqVb53MhwM/TeVFUqrktE11EVES7mfB8pJS0NWdtjMVpsm8l8nqrnoikKHfE4mYiNLyVCQDpiM5hOM55bZXcmQ2ssynwxdG6ttx8FQcKySDX+Dbe0cHNlBUUIonroTMrXanTFE2QiNroallObKxZJmGazrfliiUK9Tn8qxe5Mlol8nn1treiqSs3zONzRTslxSNsRyq6LoWooWnif7kqEi1ZDU8lEInz/7hFqDedPTzLR5DEI9VXhs7uGqTghL0t7LIqhhQtcJwhI22GajgAG0inSth1G2QjBVD7Pxfl5pIRMJELJqfPpoUEKDWfQSDZD3fOIGgZT+UJYgk5Ci22TtExGMi20x2Loqsp4bpWL8/MIBLuzGRbK5aZjrsW2eXVkhLLroKsqQy0tLJYr7Mpk6IjFiRh6ky8iE4nQFouSjUSxNJ0riws81dnB1aXFZnWRtdSdtG3TErHJRCLsa20laYVRFpaucaSr6x59HO3q4trSEh3xcIE9kE6RtEz2t7eTq1YZy+VwfB+BwFBVstEIEV0nG4mStEyWKpXm+CYtk5rncry7m0BKlqsVdmczALREbMqu25hXOt2JJJON8Q/TQ6KkbYu0HUYcfTQ3x97WLBP5VRQhMDQVzw/oTSaJmyY/sGcP+XqdgXSK3mSSAMmebJZMJExZSVk2dc8jYZncXFnBCwIUBKoi6E0l6U4kKDkuZcfhYHs7+XqNhGmiqyq9ySRu4PNcby+SMEKt6rkIBJ3xOG7goysKx3u6GVvJ0bFN50TRrfHRyuS2zjmS7iNjbu86jwuEEKSMCLaqU9timW8/CHCCzTlwdrCD/xKQtWL8Twe/8F27/mPjnCjU6nzpnQ840NnOUqnMN6/dYjCbZrFY5vbyKv/0i5/j/PQcZ25P8eJwPxHDwA183rk1gS8lzwz2oCiC10Zv8e/f+YDedJLOZIKbi2GI65pzYrVa43ff+4jBTBpdVfl3p95nfHmVv/78sYdyDwRBwNu3Jvh3p96nOxUnZpr87nvnuDg7z88/dwxLD3dSYpbZfLi3RG0iuo6ubS0cXhGC1niU9niU333vPNlYNExBWbdDoatq6PFXVTLRCKoitpVz+MHkDL/5+juMtGaJWQYXZ+ZRhGCkLYOQkltLOf7lG+9gaBrt8Rhv3rjNWzdu8/c+9xK96YczzSqKwDYMYpaBrqqkIuELS+jMCPtgqAqqItBVlWwsJCuKrttxPT02yalbE7QnYlQcl3/1rdPMF0r85LFDlOp1vnzhKgqi6ZzIVSr88fkr9LUk6U0n+Wh6jn/5xrsc7GonZhr8ycWrdMRjvLjrzmLsw8kZyo7LYCbN6MISX7l4jX/yxc+xuy2LlLL5sm7relNGU9/6lDl1a4L3bk/RnohTqtd57fVb/PTxw/zoU/sBePPGbb70zgfs6Qh3es9NzWLp2pacE54fcGpsgg8npxlpy5KJRjg3OcubN8f5X7//03QlExRrdf7kwlXqjfzy98aneX10jH/4hU8zlG3BDwJOj00yuZonYZnhC5zjMpMvcLQ3zP/WFLW5u5SJRtDV0L63go97vnhBwJcvXkMRgphp8McfXWVvR5ZASr5+5Tq/8mNfoOq6/MEHFzjS00lfS5gm8tHUDF+5eI3nhnq31I/5Qon/cPY81+aXcH2fmGlwY2GZz+3dFYbRP2S+LBTL/Mqfv4GiCAYzLUyvFpgvFNnTniVi6BRrdf7tqfe5sbjMcLaF2XyR16+P8V8/f5znh/qQEl4fvcXl2QU6knHmChVeG73F33z5WV7aNQDA1flF/vj8FYZbM2EetFC4tbTCK3uGAZjJF/nn33ybQrXG3vZWvCDgg4mZDc6JN66PMZXL05VKcH5mjjdv3uaXf+AVOpMby8Wt36kbTKcBeLorTHta43hQKuHvSctmqOWOA0hKycG2NuZLYchs1NA50dMTOl+FoCeRIPwoGudbzQWlIgR9ySQIgQCykUjz2LUIjbZYDCkltq6HpSoVhWwkwp5sOKe617XfEb/Tr65E/J7rrrUphKAjFsOXkvliES8IMFSN1vZoM6S9J5FoytUajeL4PgsNLg1L15ucD+3xODQWfXOlEp7vo6squzKZkF9jXV/ulmugoev1eKanh6DB2+E22mqLRulq9K01GgVgoVym5rr4muRAezsjmdBO1iCEaB7bFo3S1vi85hxbr5vO+EZdDbW0NNvZB8wVi0SN0HmyUq2iKQJNUWiNxZp8Q4c7Opr20BWPN3U3lE43+RFC+zAYbElvcJDtbWtlvlgikAGWppGNRlFEqilPS8MuhtJp6r7PfLEYnhiPs6+tla5EoukYWLuuvKuPAO0NO5dSbrCbzewDwgiYva1ZBtPp5rNj7fdsQ5/ZSITPDA01212bP2vjrilKk/dhONOCfVeK1dpxElgolah7HqqiMJLNYKjqhnmmCoWyUw+vH4mwK5PZIG+qkQbUHLtWmvpYw/62tg3Xz0RsKm4YwdQRixNvpC7Zus5QOr0hxTRlh1EzrdFwPLrW2U1TH9EomcgdssLBdTbel0qyXKk09ZGNRhlpOBvW+rivtZV8LYwQ6U+lNkRtNS62oT9rtiulpD91516ypps1lB2X8dVVkpZJusENYzZsTVOUUP5143+yt/cenXYl4shG+le1EYmTjUbZnd34fBdCkLLvVIU42riXrrfFzeyzMx7ftmMCYLy8zEp9a8S1aziY7sZQHpvlwrZhqhqa2HpKqkQ2NrR2sIMdfDfweN1thODV/SPoqsIv/cc/439+9WVWyhX+/bsfbIntPV+t8Tunz3FyqJe/8fxxLF1vPsjvhB8GHOvr5r958QSGqvJbb73H2YlpfvTp/bTGog9sf7Va4/85c46DXW384meeR1cUzk3N8qtf+xZHejt5edcgR/u62N/ZRq5cYbFU4aePHd5SxMQaVEVhd1uWjkSM10fvZVLuSiX44eQ+JlZWsRaX+dlnnto2D8D1hWX8QPKLnz5JorHz6zfI5+qez1cvj2LpGv/g858mYZmMr6zyj/7oa3zrxhg/e+Lph7Y/lG1hKNtC0jKZWS3yo0/tp7/lDn9AX0uKnnSSm0srzOaL/NVnj9zTxhcO7OYHD+1Fa5C4/drX3+Td25P8xNGDD71+ICXnJmfQVYWff+4Yth6Sn71xfYzhdS83fiD5hZeeYX9nG7P5Iv/j//ennJuaZaQty4GudvZ2tPLGjTH2d7RvKuPD8MVDe/mxp/Y3iej+9z97jdNjk/zI4X0IIbg6F+bV/uKnTxIzzeY4bAeKUPibLz1LdyrB9cVl/u4ffJn3bk/xI0/tJxWx+buvvICuqShCMJXL84u//yfcXs4xmLnzEnh9YZlf+7EvcKCrvVluSwCdyThfPLy3ucj6meOHsY2th0Z+EvMFYHd7Kz917BD/3e/+Zw50tXNyoJd/+EdfY6VS4eRgH//h7HneujnOT6eTCOD10TH2dGTpa0lteNl7YF8qVVK2xV977mi4S9j4vu56D50vq9UqF2fn+adf/BwnB/uQjcXp2rXPz8zz/sQ0/9sPfIbdbVlqrsc/++Zb/PH5Kxzu7iBhmfz08cPoioqihKSHf+cPvsLZ8dBRu9bOxEqenzn+FN+3bxdKY5EgCOfDn164ykKhxK/+2OfpTIYLrUBKBOD6YVRQRNf5e597ic5knCtzC/zjP/0Lrs4v3uOceBCEEMRN877pXkIILF2nf5OFduOADX9mo9HmQmaztu73uX2bL+2b2cHdbWpC0J18uHN2bSe5N3UvZ8qaE0YVorng3YosD7qWKgRd92lrDdvRxz3Xv+vvh8nXEY83HT+d8Qfbzt1trXEi3Nc+AENV6U1tbRwsTXtgW/eTYyu/3f29oar3LOa3c82mg+g+9r7+uLXUnwcdk41GyEYfXKVgu2H6QggOdXRwqGPrecYPu8Z99QsP1Ee4qLebTpDt4GEy7WnNsqf1/psEa/P4YW0LIbaddvGwe9FWvn8QbpeWtpXSYSoaPZH0PbxnTx62/m6lCuWJdsbsYAdPOh6r2RfVw/ByKSUdiRhx06DqugghcPyHezFn80XKjsPxvh6sdTnH62+pcdPk6Z7O5g5OVypB/dY4Vefh4V6r1RrXFpb4K88eQVfC0NE97a0kLJML0/O8vGvw2+r3J41nBnp44/oY/8sffY0Xdw3w3GAv3alw56/iuFycmWcit8o/+MOvoiiiyUK/Wqk9vPFHgLVqGq+PjjG9WqDmeVyanacrmdjS40UgsI0w3WG1WsMN/JAh39BRlDvWsKcjdAIB2LpGeyLGaiVkEb/fi8d2+jCxssrro2PM5IvUPY8L03MMt97ZZXx+uJ/3J2b4R3/8dV7aNcCzA710Jra+EATY1ZohaVvNl6BdrRmuzS8BYZj+e+PTvHd7iny1RqFWZ65Quqdk376O1nD8gUf5+vFJzJdwFyvS/L8lEsHQNCxdw/F8oobOC8P9vHXjNp/fN0LFdRlbzvGXjx1q3iO2goRtcayvq5mSs6anrcyXjkScV3YP8a/fPMOZ21N8amSQXa0ZIg1Hz8WZeaZXC/z6N97C0FQCCYulMm2xaLNM5/WFZd4YvcViqULd87gyt0BncuNLb1cqwZ727D0EuRXH4cbiMvs625qOCeCedI1D3R2kI+EOXtKyiFsmq5WHl8LbwQ52sIMdPBlYqBVxt+GcSBr2E1E69EGoei7uNiIhVKFgqo/V8uiJRa5Q4U/fuoQEklGLfYMdnLk0jm3qPHuwn562bVQx9APe/PAmB4Y7aUuH7z83ppb4aHSaZw/28+fvXOWpkS6uTSySiJq88NQQLYntlZHdweOBx2r2CRHmEPsNcqXQsdC4IW62oyzZsNNc87wwP1C9f3qGpqobdmbDUm5hGNfD4AcSx/ObpasAjEYpqZq79Zv9dxuDmTS//AOf4RtXb/Hm9TH+8Nwl/sYLx/nsnmECGbK3n+jv4TO7h5oLnbWd9E8Ci8Uyv/6Nt4gYBj98eC+t8Ri///75sMzkfeBL2RxDIeDkYB+vj47xK3/+BplYhOVShZ8+fpiYaRA0iOgSlnUn6qRhe4+KYHS+UOLXvv4mLdEIP3RwD9lYlN8+8yFVx22Swx3sbOeXf/AzfOPqTb52+Tp/8MFF/vuXn+Xlka0v2sP86vCzpipYut6MMnr75jj/4rVT/PChfXxm9xCO7zO2tHKPpcdNA+0Bc+bbxScxX4QI83ghjDpSms5I0bxlvDDczx+eu9SM1JESTvT1bMsRo6vKprw0W5kvCcvkb7/yPG/dHOeN0TH+yVe+yWd2D/FfPXuEhG1Rc126Ugl+4uhBIuvCkhOmSdwyGVvK8Stfe4M9bVk+v3+ElmhYAlDc1QNb1zZNO/ICieP7G0LNN0OiEb4Md5y63w3C3R3sYAc72MHHg9V6ZVvk1hHVwHiCF+oSSd6tUN0GwaWuqNjqk1Uy9XGF6/tELIOTBwd448MbjI4vkIrZvHpyD9q6qG8pYTFXYnRigYhl0JGJMzGfw3F9RvpaqTseU/OrXB1fYKSvtXlepeYwvZhnan6V8bkcqbjNnv5Wnhrp/ljea3fwyeCJuuPYhk61UZcdwrrlM/kCXY3dwLZYFD8ImMjleaqns1kD/FEhaup0pxLcWlzhSE8nCiFBZdVxtsTF8KiwlkvtB9vvmyRccHQk4vyVZ57i8/t38dunP+T/PXuBF4f7w3DkdJJASo70dpKwwp3UR71IudOHALkuxB1gYmWVhWKZX/q+I5wc7MPxPOqe1+yvpqgYmkqxHoajSymZyxepNKJfwtBgDUNVOdbXxcGuDrKxCF3JBJqi4Gzxwdx0lm0i48MwtrTCSqXKL7z8LEd7QyKwmus19SgJH5o9qSQ/d/IoX9i/m996+z1+//0L23JOzBaKVN2QIK1UrzNfKDV5BD6cnKUvneLHjxygJRrh+sLShkoJ63p6fx0Q7iL4QbCNoMgQj8N8EULQnUxwtK+br14epeq6HOvrIhmxHn7y3W1toqeHzRfZ+GdqGt+3dxcvDPXz9q1x/o+vv8XLuwY53NNBXzrFe+NTDGbSTbJSKSVrATxX5hbx/ICffeZphrItVB2XiuNsyaEKENE1WmNRxpZXqLpus5LF3ffGJ3dfbAc72MEOdrAV1AJ3y88OaDj9n+Cngxv4TJVz20plsVWdjPng9KodbB3TC3m++s4VFEWw70A771+d5CunrvDS00Nkkmt6DomSFUUwOrHA3HKBpXyZPX1tfOuDm+iaSlfr5umLiajF1OIqMdtg32A7H12fZqVQ4YXDg0Tt7aUJ7+DxwBPlnBjMpJktlPjmtZvs62jj/PQs1xeWm86JbCzKswO9/McPL6GrKt2pBIVqjZhphqSS3yGy0Qhf2L+bP7t0jXTEJmGbvD56C0NVOTm4NXK9h8EPAlYqVZZKIYnSSqXKTL5Iwgp3Udd2NjuTcV4bvcWpWxOkIzZJy6I/s4XwKCl5f2Ka5XKVjkQMLwhYrdZCskoEUUPns3uG+c3XTvGfz13mcHcndd9jNl/k5GAv7fEYju+Tq1SZzYfkcHOFIrP5KAnbIqJvXsFjM3Ql47xza4JTYxPEDIOWaITedJJUg3H9wvQ8MdPk8uwCl2YXmuMcswx60ineujnOnvaQbfsrl65Rqt9ZeFccN2TmL1cYXVji9rLKYLbSJNDcCgTQngjz789OTIdM2qkkmdjDw8RaGkz+56fmMFSVC9NzjM4v3UnrkJJTtyaoOi5tiRiO51Go1olssWrMGq7Nh0Seh7o7+HBihvlikeP93UBoI2duT3JhZp64ZfLlC1e3lL50N9oTMZbKFU7dGqctHlZcGMw+PI/7k5gvW0HE0PnUyCC/8c230RSFv/T0AfSHkN9uFVHDeOh8mS+UePPGbQYyKSxdZ6FQwmhUogA4MdDDly9e5ffOnufz+0bQVZX5YpGuZIKDXe20xaN4vs+5qVnKdYfTtyeZWS2wZwvEqQC6qvKpkUH+xTdP8aV3PuBEfw8Qlhd8dqBnS23k6mXeXrhBxd8pr/ZJ4fnWYbojD68ms4Md7GAHW8UaD9tW4QcB29+aeHxQcGpczs9s65yoZtJuf3Ibjt/r6GpN8sJTg3z99DUURfCjnzrE2SuTvH9lkldP7gXClI2r4/PMLxfCO8gcAAAgAElEQVRZLVaxDJ2ubILB7hY+HJ0mm4rS257m5tTyPe1nU1Fuz6wQtQ1629P0tad548Ob3Jha4qmR7k+6uzt4BHhsnBOaotAWj2KoKr4iaI+HNahNTaU1FkURggOd7fyVZ57irZu3efvmOMOtLXzx0N6mZ9fSNf7ac0f5T+cu8eULV/GCAEvX+Pz+EQ53d2BoKu3xO2WsIFy4tMWjaMrDSSUNTePHjxxAUxX+07lLYcm0RIy/9ennmjn7EO52Jm2rUTJtey+Wy+UK/+pbp1kslinWHM7cnuLW0gqHuzv4qaOHiFlh7t/LI4PcXs7xO2fONXZlh7fmnCCsjPLlC1epeR6GptEWj/LfvnQCU9dQhODkQC/uy8/y9Ss3OHVrAlVR6EoleKaxkLk2v8SX3nmfsuOSsEz+4IOL/Pnl63z//t28sncYrdFn29BpjUc3rYIihOCVPcNMrOT50jsfYGka339gN73pJAOZFH/52CG+fvUGF2bm6E2n+NHD+5krhKzrlq7zM8cP89unP+Tfvn2WpG1yYiBkrTc1jbrncX56DlPTyFfrVN0VynWHPzp/hb/67NO8PDLYGJ+gOT6KEGSi0ebO95qMP3nkIL9z5hy/9dZ7RAyDv/7c0S05J4ayLfzE0YN889otPpycob8lxY88tY9cpdrcg1gqVfjG1Rs4jXHoTMb5yS0Qfq7Hoa52plcLvDs2iSIEf+tTz7G3UZnms3uGmVxZ5ffOfhTWle9q5/P7R4is8bEgSNoWuqbe106FEDw32MvNxWV+//0LGJrGp0YGtuSc+LjnixCCTDRC1DRCJvRYhIihozbuJWtpDEIITvR1EzNNkpa5pfKhd/ejLR5D3yREUFEePl8c3+f07Um+fuU6qqIQt0z+h0+dZKihw65knF/6vpf4w3OX+dK7HwBhKsiPHzmAICwT/EOH9vLVS6N8y9AZacvyw4f3bSDCjZkGrbH7z7VnB3r5hZef4c8ujfLB5AyaojCUTXOir7th+zYJy2QtfkJVwqpBaxV05qoFfuPKN5ivFbastx18Z/hnx3+Krkj6Cd6z3MEOdvC4wVTD8rxbdTiUvfqWS3A+jpisrHAhN72tc+KGTbv1YJLhHWwNqqKQL1f5xnujqKpgYaXEe5cnEQKO7tm4OeIHEsf1ScQsorZBxDLCMtSZOImIybsXblOtOxvSNUxdJRWzyaTCtd250WlmlwromkJnZmcMn1SIR5n28B1A+kFAxXHDagASKq5LtFFesOZ6RE2jwSwfUHXdsN66pjVLU9qNHXspw/zqtRB6pcH+rathGsRaWPOacTueT93zmouarWCtVrxslPW0DX0DuZxsyBxIec9vD4MfBBRrde7O2DBUhUhjEda8hudRb+TuW7q2JYK/sG52KL8fhGz9hqZi6Rvl9INQz64fLuCNBp/B2hisj1JYg62HRITN0moP0e2antY4Eixdb/ITuL5P1XHDsqOahqoIPD9olCMVDbtwcTw/LF2q69RdD1PXWCiW+ft/+FX+xgvHeWagN7SRQPKrX/sWEUPn77/68j3jE0hJxXFRlZDhfa0PgZRUHTckkRRhZMlWq6M4jT7ITfqAELiNVI+1RbmhqlgNB9HDUHVcfuO1U/hBwC+89AyaoqAogohuoKpKszzemn7DKgkaXhCgK2pzoV11PSTygREvUsowLcXzQUpMXWumBmxJDx/TfJFSUnZcdFVBV1UqjoOhhnquOC6WrjXHqlR3+Nu//ye8uGuAnzt5dFtz0mvcc2xDv2+54fvOFyEIGr95fvg6qCnKPW0FUlJfNxc0JTx/jU/D8X2qrgeslbgVjfteaKt1z2sSgCr3mWuBlHdkJJz3tq4jCe1JWWf7QRBQdlwMTcXUNK6szvKLZ353xznxCeKfHf8pPtu5b1u2uoMd7GAHD8KvXfoqv3vrNN4WCSJ1ofLPn/kpXm7b/cRFcfky4NcufpXfGzuzZWeMQPAjvU/zT57+kSeuv48jgkBSrYfvf6oavqe6ro8QAs/3KVXC9GyhCKKWgaaqCEHjPVagqQqu5yNEuPaQUlIs15vccYqikIrbdzjsZfjOpqoKprG19+kdfKLY0oA8NpETazuKa0io4WcVNiwGDU3dEPlwN9bKuJmbkL9pqiCubsw/WmtverXA/336g00X3RBq8+dOHmWkLbslGe4uuej6Pl+5eI0z41P3PW9/Rxs/efQgqcjDS2OtlVxbv0gcX1nlt09/SNXd3MutKQo/d/IoQ9mWhy6wVUUhdp9ygIam0qI9XMat6mmz8pS6qqLbG8811w2pIgQRwyBibDwHwoViyXHwgwC/cQNbKpVZKpU53NOx6fgoQhDbJKVCEWIDEWIQhGkx/+ncpfv2qzUW5eefP07CMjEe0AdD0zA2sdOy4/B/nXqf2UakyGb47J5hgoYHy9b1TckaN9Pv3SMa2UT3m7UTOo7uHPs4zZc1Ha6313ij6s+ac+aN62P4UvLK7qHmw2o78+Xu+8bdeNB8edBva1AaziNDE7iyjipUAlz8IEBXDKRwiJgKqtBxgzqaMJBI6kEFXTERioehB0ihUvNrSBmwUJ8kbbQTUeNoio4qxKZyCLjHfpS77sc7+C8PflDHDcoIoaIrURSxtdeFsCRyDVWYCPHdIyT7OOTwAwcEKDw4fTGQHoH0Gte+97jwdxdNuf9zNNw4kt9VHd4NKSWerBBIH12JNnh4xCNdxIXXqKIJa0t9lzLACYqowkIVxiOR5VHoXsoAX9a/6/PgbmTNGLqi4m2hAh6AK30urc5wMjv8RFWwCKTk/eVxXpu7tq20FE0oHMv07zgmHhEURRC1N75fmLoWbi7VQocFhO9Apq5hmfe+k5pGaHeGHo5rre7hNYrOhe/RarOdHXxv4Mm503zMiFsGzw/14Xj+fY9piW6/nvYaFCHY3ZZ94GKwLR7bdNdzq0haJi8M9+P5m/dBEYKUvX0iwCcNLRGbV3YP8R/Onuetm+NICfPFEnHL4NV9I99R20JARyLGpx9AWhkxDMwHLMYfBl1VOd7fTbFWv+8x3akEQmxexOaTwJMyX968eZu/uHqTyVyeLx7aS/c6Is7Hb75I5urjLNYmabN6WXHmqfsVOqxBpqrX6bQGEEJhunKDtNFOQm9hqnqdbnsXS/VpbDVGUs8yVxsjrrWwWJ9iuT5LymhlKHboE+zHDr4XsFy/zFT5W9hqhjb7KBlr/5bPzTtjJI1BNPHt3wMeBR61HBVvHiFUolrnA49zgiJVb4mkMYTg3mdByZ1hpX6Vgfirm54vpaTu5/ClQ1T/zvmyHiXGCl/BVJN0RJ7FCYoYSgJTfXTh0wEOE6Vv0BP99Jba9WSNm4U/JmPup80+wqOg9vVkhaq3RMLo/7bb8GWdvHOblDmMyuNT+aErksJQNKrbSNU4vXiLn+g/Tpv6yVRs+04hpWS2usqXbrzNbDW/rXOThs3+5IPn9w6+cwghiNkmsW0SVipCkE3tkJV+r+OJck5IKXGlgxd4aIqG/m16yddSWdafm7AsPjUydN/jPenhBQ41v4qhmCjrPOFSBnjSQxP3301RFYV9nW3s62x7qGx1v4YvPTRF31YfUxGbz+zevA/bwZqedaE/co9/IH18GaAJ7WPzTMcsk59//hhX5hZZKpURCOK2zu72LNlI7DuSQwhBdypJdyq5qR09CKEduahCI5ABEomu6Pf8risaJwf7HtiWHwT8yFP7kBJ0TeAGLlpjZ1MiN9jn/eAGLqpQUMT2HSlx0+S54R68wEERKqbyaHeHFAHD7Sn2dGQ37YsvPZygjitrKNK6b38HM2k+NTJAWzzGgc62DelFj2q+PCpIwA3qtJo92GqMijdKVEsBkqSeoRaUKbmrRLQ4nnQoeivowiDnzCNlQH9kHwv1SeJahnarj7JfoNse5nb58ne7azt4IiHIWoeJaK3k6qNUvEUkPpaaxlIzLNcuoSomtppFFQYJo5/56vskjUFy9VHiRh81f4XZ8mmEUEgZwzhBkbS5m8XqeWytlZX6FUwlSXvkOLoScvlIKVl1RsnVb2CpaSJaBzV/GU2x8II6NX8JP3BIGANYapql2kVUxaTVeor56llUYRDVuzCUWFOOup9ntnIaSUDKGCLv3MILasT0HuJ6D4u1j1CESsY8SM65Tt1fJWsdIGncuT+4QYXF2nmSxhCasJmrnm620WY/hSLCe3kgPVZqV5BIoloH89Wz1P0ChhqnxdzLQvUD3KCMG1RYqH64qT5S5jCTpddwgwp9sc9RD/LUvGU0xUZTbCJqFk2JkHdu0xE53pBQUnbnma++jyp0OiLPMF95H0/WaLUOEzfukBA7foGZyjsE0qEz8hy2lm22UXJnmK9+gKkkyVoHWax9hBuUaTH34ckqC7UPGYp/kYq3wFjxK8S0bqJ6B7aaoeBOENU6CaRL2ZtDFTrtkRPMVc6E46J1IoRojm2bfRRNsRrjHjBbeZeav0LRnaLsTjNTfvseG5urniWqtW1oIxwngSRgrnKGqrdIXO/DkzUq7jyaYqMrUZygiC8dDCVOTO9stqErMfLOLYRQyJj7WalfJVcfpT/+Ki3m3mbUkB/Uma2eoe6vkjKGqXjz94xt1VuizT6CEApFd5q43stS/QJFdwpVGLRHjrJSH6Xur5KxDiCl25QjaQwxVz2LocRImbuI61sjLN4OBqJZbE0n71a3fM5oYZ7X567y4/3HUB+jKJDNIKUk51T4N6Pf4tTijW1VJgF4vm0XHZEdMszvJUj3GrgXEPYPgrCR3k0QUYS6dcevlC7UXwcCMF5EKDsOko8Tj/dd5i5U/BJnV97ibO5bjJVH4dtgEA5vXIvU/MqWzwkIuFr4iDMrb3C1+BFOsHFH2wkcZquT+HLrpYruB1c6vJ97i7eW/pwPcqco+/cP7f+44EmXc7l3qPpbf3htFRWvxEJ9hoCt19n+dhAzTU709/D9B/bw+f276GirUWKm6Uj4TuWQUlL2i+TdlS2f4wR1Lhc+pODmmK7e5kbp4j3HzFQncIKHV0RQFYUDne0c7GrHCSrNvgQELNZntyTPQm2aslfasvzrEeBzpfAhry38KWdW3iDv5r6tdu6HWlDlQv49yt699i+l5HrxEmdW3uD86mnqweZ2KoRgMJvi6HCMY33dTc6UxxUCiKgJbDVGVEuR1FtRhY6pRhCEDrV2e4BA+sS1NF7gogiFmJYiabSiCIWU3krJy7FYnyKqJTEVm4Se+W53bQdPIKT0KblTFJ1JEkY/q84NEnofCWOAlfpl3KBMzVuh6i2yVLvISv0agfSw1SxeUMEPHHL1UXQ1TlTrYqr8BiV3Gl86FNzbVP1F3KCMpbWgijs7y25QZq5yFoEg51zHl3VyznVmy++iK1Gq3jIZaz9LtQvMVk835Vh1rpN3xshYB4jrfffIUfbmkNJjrvIeFW+RjHWAVec6i7XzaEqENvs49SDPav06mrBZqJ7boA9NmGiKjRMU8WSl2Ubo6LhzDxKomGqqEflQp+BOkjKHqXrLDceBSVzvw5f1++rDVNNE9S5azD3E9C7y9RuYapKsdQhDSbBSv0beGdugNylBERqWmqHqL1N0pyh5s5hqEuOeHW8FS83gyRqrzs0Nv9T9fFOOkhfKl7UOM189S9IYJKb1kLUOENHaiGldZKx9CFQK7iR551bTQdSUw5lsjoulZTaMbc2/8/ys+SuUvTnS5m4EKou1C5vamOMX7ttG2Zuj4i2StZ5isfYRq85NbK0VITSmK2/jyzqBdMg5oxvayNWvoQiNqNZFzrlBVOskaQzfE/lSdKea9jFXObNhbFedm1S8xdACFAtLzeL4eXzpUPZmsbUsqmIyVX6z2cZM+a0NchTccSreHFnrEBG19duZtg9Fu52gP7q9Z0LJq/OHEx9wo7DwyMvKP0pIKZms5PjNq3/Bn01fwN+mrEnd5uW2EWLa936E8fcWJDJYRbqXkd5tZLCMdK8i3YvIYBXUNpB5kC5S1iFYBQQyqCDdUaR7AenPI4M80r2C9MZg/XpOeuCPI53ToHQAdaR7DendQAZFpDfVuNbK/duAdTKOIYNCeJx7PTzHD59P0ptE+ovh997NRvs3w/OCQuO3y0h/BhmUG/28BrL2iWr848YTFTkxV5tEEQovZl4FBNdLl8m7K2SMdsp+gbpfQyCIaDEqfgk/8Omy+6gFNTqt3vB8FC4U3iNjtLM/cYQVZ5EVZ5F2qxtTsZipjmMoJn2RXcT10HvqS4+cu8RQbC+dVh++dLmYf596UKM/souKV2TZWaTD7iXnLDNWvoouDDJmOzPVcXzp0RMZwlJsxsqjRNQInXY/45XrSBkwHNtPQg8rbUgZ7qYfTj3LYn2Wm6UrGIpJySvQH9lFLagyUx2n5lfZl3iaqcoYhmrSYfVScHPNvkTVOOOV6+jCYCR+AEtt7Eohma1OMFW9TUJLEdFizFUnEUJhKLaXpfocBXeVxfocct3C3QtcrpcuUfIK9NiDFL08Kb2FnLOMKhRy7jIKCrviB1iqz22q057IELPVCQDarW5mqxNMV8eJ6yks1Wa+OoUQCsOxfZS9EnO1SVqMVpJ6CxOVG/f0peDmWHVXWHEWyRhtuNIl5yyioLIrtp/J6k28wCOqxan5FSRwo3SZFqOVhVpYWqrFaOVW6Qplr0hEi9FtD3CzdJWCl2MoupeB6EhTb6vOMjdLV9AVnV57iPP5M9SCKk+nnqPDurPDUfHLXC18RCB99sQPN+1IIqn7VXzp40mHuYZzwJcevZEhTMVmvj5Nu9XNZOUWthrFUEzma9MoQmnqNKLGGCtfw1ajDEf3MlW9DUCr2cHt8ijn82c4nHwWXdFJaCkMxWKhPs1w7E5YdskrMF29jaVFWHEWuVW62pSjy+5/aF/W0B8doeQVyLlLzNYmG3Y6ghvUmalNkNIztFvd3Cpfbdj6PhbqMyzXF+i0++6yj0EWG7aT0jOsOIucW32XtJFhd/wQhhKG/5X9AjO1cZ5p+TRRNc6qu8yVwrl75lyn3UfNrzT10Wp2cKt0ddP50m0PoH4bESSPEkIotK2zo93xY83PGaODtdzuLmvorvPuuFxiisHB5Asbvh+OHf4Ypd7B9yokIWdD2hwhYQywVLtARGtHFQa+dAlwSegDJI0B5qvvM1t5l8H4D4BQQCgE0mnwLuioiolEEkgPxy/iyzoJfQCBynLtMrbaSlRvb17ZlzUkAS3mPiw1jZAChNKIzhKoio0kwA/qCKGQ0AeIad2siGtEtLaQABavKYcvHfyghmmkiWjtlL15bC2LlAGBdFFFEk1YjSjIGppibYg0CCFQ0JDSI5A+ppoO2yDY8KyE0EkQtu1hKDFsNYsiNPygjqElUBULRWj31YelZtCVCFL64a69EES0Nkw1gQCK7jgFdzzUdwMBLku1i9T9Vdwg3Hzpjr7AfOUsqjDpiJxoHrvq3CDv3MKXdfx1my1SQsIYwAlKjXHJINDQFBspfTQRQVMsDDWBF9TRFBtFGES0NpbLl4npPeTqo+Td20jp4waVkFtD2ES0tkZf74ytqSbXXdsPCfCEjRAKvgyj8u62sZ7oy8xW3mm2YShxAukSCI1AuuEoKTZSBggkqjCQeEgZoCsxAulR83Mb5PCCMppiY6kpSt5Mk2NlLRrmjo69pn1krIMU3Ynm2CqoBNKl1X6KuN6DG5Sb46IKC1vLUvdXKbqTd9owD7BYO3dHH0oSU0lgax+fQ9lWDY5nBji9NLat8y6tzvCvR9/g7+z7HL3RlseKk0FKST3w+HBlgi/dOMW7ize3Xf5UAAdSXTyTHdwhUXzCIKUDzmmQTmORHkCwCGoveONgvQLN1KoAnA/B8EFpg9pXQN8DzjlQWkCWQTpI83mEtvauJUFWQdZBGOBPQe0bYL4MKFB/C5Q0uBdAJEGW7m1DelB7DRQb1G5wZ8CfBmGB+2HYrvkK1L8OShZkEbQDgAnVPwX9AIhY2E+hQVACfW94beM4yJ5HkdH22OAJi5wok9JbUITKqrtMzlmkLzLM9dJF5mvTrLrLOEGdycotyl6RLruPq8WPWKhNUw9qzNemEUKQ0jN02wMEMuB2eRRd6NwqXWWuNkU9qNEbGcZW74Ts6MJgT/wwY+VrnM+fYaY2Qd7NMdJwKkS1BAVvFSeocbs8StWvkPdy3ChdpuQVGgvey4yWLtBqttMX3cVCfYaV+gKudLlVvnpPXxUULCXCTHWCqcoYujC4VrzQWHj5+NKn5ldZdGbptYcRiGZfrhcvcq14vinHbG0dqaAEXTGIqnFmauPMVMcJkCT0NBfzZ1mqz9Nh9WxINwBYcuabctwqX8VWI5xZeZ2KX6Lil5FSEteTnFt99746jaoxbDVK3s1R9cuMFsPIganKGBOVm005rhcvMla+Sn9kF61mJxOVG5v2pR7UmKtOMl+b4mL+LNOV2xiKRVJPc614nsnKGBmjLXQcCBHqxCsT15JNOZygzmxtklazk5yzxEx1nJyzSCD9jYtVCapQiWlJVt0VSn6RlJ6hy+ojrWc36EogSOhJ6kGV2drExoFdq7YClL1i0z7GyqPE9SRlr4gbOIDgdvkak5VbFLzVDTpdduap+CXiWhJdMZp9AUhoaTJGG912P4ZiMVG5xVxtCnHXVLeUCK50qfmVe+TYal+coM7F/FmK3iqa0Jv2caN0iUVnDikD4nqSudrkBlu3lAimajNVGWOhPtO0D1/6TFdvsyd+iKwZLlS67QFyzhIFd7V53YpXxlIiGIqJLz1ul69vOucmKjc36MMJ6pvOl1ulqzjB4+d1FkKs+6c0XwY3fn/v0+h+3+9gB9uBpaZot0+QMnc1dpU7EEJFEQat1lNoIoIbFFGEQdIYxlRTmGqKfP0mdT/Pcv0Scb2HsjtLrn6N/tj3oQqTxdo5dCVGzV+m5E6hK5FmSgeArkTpiDxLID38oErVXyJhDNBuH6XoTFD3c8yU36LF3EtX9LmmHEJoRPW1XPFggxwJvY+o3onj51GFQUTNoqAT1TtpMfdQdueYKr+BocZJG7up+cvIu6oZhAvLKQruBDV/pdlGRGtHrCML9WSN1fpNKv4iRXeSiNYWXlNrpcXaS9VfpOROkjKG76sPQ4kS0doouOMUnHEiahuqsBr6iSHQsNQWVHEnX1ugYqhJfOlgq1kEKrn6NSQBprqxzLihJhqOk8Rdv0kq7nxTjox1AInLdPlN2hvpI2t8G6rQiWgdLNcuAwJLTZMyhmkx92KrmaYchhpvjsvdY7v+bdrSshhqkoXaOWy1hXb72KY2Ftd7NrRR91cpudMUnNth35QY0+U3SVt7UBWTxdpH1P0CnZFnsNQ0ttpC0hja0IahJDGUZDNlxtayOEGhkZ5zh5Moofc17SPcCLsztm5QQQiVojPJXOUsuXqYHrRav4GhxhvjmiBrHWq2oSn2Bjk0xcTW2vk4YSgqx7MDZM3Yts6TwLfmR/n1y1/jSn4WL7g/39QnhbA6n8e1whz/ZvQN/vG5P/q2HBMASSPCX+o7Rsp4eKn4HTxmkHUICmAcASWNDHKgDYN+DIKNUb1C2KD10tybV7vBeB5kHunfCJ0aQgHWrYGEDuoQqD0IfV/4m9qF0I8BEunfDh0SKEh/bPM2ZB1kAfQjoO0PIzn0faCNIP1xIADpggzCz9puhP4UqK2gPx06MoJZpH8r7JMwwigObQT8qTAi5HsIT1TkRExLNMLe67hBHUWoRLU4gfQxFBNDMYhoUYpeHlVoRLU4vvSRSNygTi2oogkdS7ExFQshBFW/gkTSFxmmFoR8EmtRDOuRNduIay9xZuUNJBJNaETUOIpQ0BQdBSV0GAQVnKBOu9UNQM2vkjIyOMU6AgVbjWKrEdzAoRZUaVe7aTW7NlxLSokT1Cl4qxiqScUroSkaA9ER5mpTgGBP/BC6YhJVE6SMFnLOUrMvPZFBFmuzuNKl3eomY9wJD6wHNW4UL6EIjapXJqLGSektxLUkY95VkkYLES2GeteOwZq8mqLRZw6jK0bIs6GEofKGamCpEWp+BTdwNtVpGBVigAA/8Kn6FSzVptvupx7UMBWLuJZsRldEtBi6MKgHtaZO1/fFVGxWnCUyZhs3S1eIaDEsxcJSIziyjiY00kYrtmo3mSNd6SKE0pRDyiAkEjQyzNYmUYSKJ10GI3toWzcuvvQYr9yg5Bao+VWkDJoRHLqykexqtjrBbHUSJ3Cor9uVUoSCikrFL+EEdUzVIqGnSRkZbpQuowkt5KPAJ6mnmajcYNlZ4GDyBLPVCSSS3sgwnVYPSMLFt55u9gXAVsNFu6VGSAGL9Vnm69McT7+0wb4UoaAJvRmiuV6OrfQl1L/FoeQJFuuzFNxc0z56zSEyRhvXS5fCSAXFbNq6rUa5VQ6/q/plYlqCpN5CQk+Rc5YQCKJqnFpQJaLGSBkZ5mobU6ZiWoKqX6bil7EU+75zzitd3qCPil/adL70RYbRxeNDWLaDHTwOSJm7Nvzdv468MWH0kTDu8OLYWoaMtQ8AU03QYu1dd+zAus8bCQaz1kGklFS8OUpeGM2mopEyhslaB++RqezOEkiX3tgrTa6C9bwQscYiWAiVFmvvBjnujYSAvtgr9/Q1rvc0q1Ks1K/d6aOaYW/qZ+5x/HVHnqfoTlJqLGINJU5//NV7uHy6tRebfb4f1v9mqIlm31LmcPP7VecGFW+O7uiLOH6eir8Y9hmFlDFEu32keWzG2vfAvgDU/VzzN4FCRGtjJPmXmsdG9S9skHEw8f3hsUJp8F0cb8g41LjmvcSpaXN385ysdbAx7gFFd5JiIxxZExbd0Rc3pKqs2RRstLGsenCDrvYZP9v8nDRCsmo/qOMFFdqsIxv0tx6bjUVMD58je1M/gx/UKTi3CdaNbW/sM5uO7WzlXawghSIMFKHRHX2B7ugLGxu/D7/zejnWz5ePA0IIdic6OJbp52szl7fFyeAEHr6vvVoAACAASURBVN+cu8p0JcdPDpzg1a4DJHQL5RFXbHkQ1spi1wKXy6uzfGt+lNfmrjJZXvm2nBIQbsK80rGX59qGdhz7TyKEHS7ia2+AUBFqH2GkRGNTzr2M9K6HEQrqMNK9hFDSoZNAmIAAEUGo/RAsgNIOyiZkvE0ntBKeJwRizUEgIqD2ImRn6Ei4uw1hhekl9ddDh4jSCs5ZEDbCeAnc81B/DWSFRp3KcDMzqIXfSQekj9D2h44OtQvwAS+MopAFoOXj0vAnjifKOdFh9bBYn+PU0jfotPswFJNzq+/SExkERGOhGcVSIyzX57mYP8ve+GFKXoEbpUsIwFajJI0WxsrX2B0/xEB0NwU3R0xLYKtrpbE2wpUO1wrnyblLJPQ0A5ERrpcu8n7uTfoiw6w4S+TdFWarE/RHdjV3clN6Bk3oKEKlxWij1ezkeukSs7VJOq1eit4qZb9E27pLKo3Q1SuFD2k1OzmRfpnrpUsUvTy2GsELXOpBjeulSwxF9zQdKQk93exLVIszFNvblGN9n1ShYqp2GIViZJtRBIZi0mX340uP68WLmIq54QHcZnbRZfdT9PJE1Bg5Z4lj6RdZrs9TDaos1ecoeyWOpJ5jobFYvVunTlBnujrGSn2BnLnE7vgh5mqTOEGdiBrFUCwMxSRrtqMJg49W3yVrdNAX2cX4Jn2x1QgJPUWr2UE9qNEXGWaycgvVWWB37BDjlesN8iZBTEvwdOokTlBj5v9n782j5LruO7/PfXvtVb2vaDT2feECgBRFkRQlURIlW7ZkjWx5iZeJz9iTjDNzksxJfJIzJzk5yZnYnvHYljN2ZMuxJVuSx5Js2txFcQFJAMRO7Oh9r+7q2qvedvNHFQpodDe6AQIEKL6PjiRU9au33Hfffff3vb+lPMhUZYy56jRT+hhxPYkmNGJ6shEaVAtrkWyN7wFqkypLCTPnzxDV4lh1o/dM/jhxPUVX6OpE3VLDOL5DSA0TUa+uTujCoN3q4XzhJCElzPrIVlzpogiVmJ5krDxEzslwuXCOzbGdxLQEpmLSZnYuuLdzdpoZe7IuishGm06Uh+kOrUVKybn8cdZHtqGiElXjiwSUOXuaOXsGT7q0W91EtTiKUEnoqQXbLXctIIho0boXhIXrO43+EdMSTFRGyDnzRLU4veF1ONKm6BWI6ym0ekLQhN5ERIuh1gf8qBYnrqd4e+6HNJvtC+7LtecfUiP0RTZyLPMGYTVKT6ifkdLlRc9cQk8R0WKN9mgxOpd8XqLa7cs0/+OKpepsjnfc9GpbwK0T1z88cc9mPSkh1MZaZRmxMKS1LDJg7xSqMIlqXdd8XvqYitCJaB0NI08R2iJPtdtJROtiTbQZU00i8Yg2FhIEqrJMOeMbXIuuRle1j9uPIKS1ImXN8BdCRbmNU1JF6HSE9i9aaLnZfaz23rZau4kb/QgExlKGzT1ETDP5XM9ujs4NM125+bxm53JT/N67z/P8+Gk+1bWDvU1raA/FiWpLl859r/hSUnSrzNslpso5jmdGOJQe5Hx+iky1iCtvPYeZAHamuvnZ/v3EglwTH0iE0JDGftDmAaMmBCBrAkLos4BARH6tJiCIMCL05Xr4YRTYCiICoS/Utvdz1EQND+nN1g+g1n/3hdpnbS1cSaapRMD6dC3sQ4RrHg3+pqX3YTxS97Awar9TewEFoTQhtfWAz1Xhoz5uiXDNI4Q99bATpxbyceU6jX2AilAWenB/0BHy3khuc1tPYqR0mXR1kr2ph2/tZKQk46Qpe7WYQVVoNBmtjZj324mUkoKXI1d3yxcoJPWa98L1FNwcx+ffxFRCFNwcu5P7SRk37pC3ei2O75C2J/HrE4eQGmmE1FzP2dxxhBBsjt3Z2Pb34768mztKxk6jCR3qXiiw/H2pxTpWmLWnGt/FtCQxrRZLu9p7eycYLw9xoXCa7fH7MNXQiudxr16LL33S9mQ93AV0xaRJb0FTbn3SGXBzeNKn6rncI++LDwWmqqFeE84TEBAQcLsouza/8+7zfGvw7fe0HwVBdzjJrlQvWxIdbIi3sSbSTJsVw1C0mwqDl/X/Lbo2mWqRqUqe8fI8Y8UMQ8VZLhfSDBdmKXkrJw1fLR1WnP9p19M81rH5tu0z4AOO9JHeRC3/BIAwEGpn3cvifdzHjyerGhJ+LMUJ26/i+i5h7dZKvVwJq7jiSi6EwFCsO5Iw70r5SKdRoUFgKMaShpcv/UZOAk3RGqvdK+3/Vq7Flz5Vv9wwRlShYShLq+KVelUPS72zNe3fj/tS9SoU3RxCKJjKtSr60vellnjNo+pdzVmgK0Zd3GDV9/ZOUHILONImqiXwpbfiedyr11ITTcr49dURRSgYyvLlQwMCAgICAgKWR0rJpcIM/+74Dzg2N3LTJTeXQldUYppFRDeJqAbNZpRmM0JMr32nC7VRitSVPp70cXyPklul4NoU3QqZaomCW8X2XcquQ8mzqXj2TVfeWA1tVozf2PwEn+3ZiakGix0BAe8DH15xIiAgICAgICAgICBgaaSUvJm+zL87/gNGS7e3HPi9TpsV4ze2PMHnenajK3e3UldAwIeIQJwICAgICAgICAgICFiM43u8OHGG33n3OSbK2bt9OnccRQg2xNr4tY2P8ljHZqzAYyIg4P0kECcCAgICAgICAgICAhZTCy32eWXyHL935gWGirN3+5TuGKpQeLR9E7+28aNsT3Yh3scqIwEBAUAgTgQEBAQEBAQE3H58zyeXLWGFDOyKg6arhKPLZ/v3PR8hBEIR5LMlPNcnnoqgKLfHOPI8H0UR2FUXz/VueC5XkFJSKdlouopuXK2UUa04q95HwM0hpWS6UOQvDh+jKxHjM1s3kQwtna9LSkm2UkFTFFzf5/jYJA+s6SZirFytZqZQZKZQZFtHW+O7TKnM8fFJHlxiH570OTI7xB+d+yEnMiPYvvfeLvQeQhMKayLN/OSavXymeyetVgwlECUCAu4Gq3rwPlClRAMCfpyRUjJvn2O2chqolX/rjHwES02t8MsPD45fZKL4OrZfK3+WMjeRMreiiGAo+zDi+VWmy+9QdMcBCKktdEY+EvSHW8D1K8yUj1B0J5fdRleidIT3Y6rJ23JMKSWOn2emcgzHL5AythAz+lZM9HwvUCpW+fu/PMiu/et598gg/Zs72P/EtiW39X2fkUvTNLXHiSXCXDg1xsXTY/zEzz+MGXrvZVE912fwwiS9/a0MX5wiPZnloSe3r/g76UtmJuaJJcOkWmKN74cuTJKeyvHwKvYRcPO0RMJ0J2Js62gHBIeGRyk5DuuamuhJxhur+bOlMs+8e46YabKxtZnz6TRVz2VNKklHLMr5mVlUIdje0Y6lXx3z0sUil9JzxCyDiutyemIa1/doCoc5P5PG8TzWNzfR15REVWoJKhUEDzSv5d/t+Qm+OfA2/zB6gjm7eDea57bSYcX5aPsmvtR3PxvibWhCDbwlAgLucYIZXEDAPcRE6SAnZ/8QAFNtImGsD8SJa6h685ya+2PyzjAAW5K/QMLYEBijH1JcWeJS7juMFX8EQIu1h/bwg0F/uAVcv8iF7LeZKL2+7DZRfQ1xY+1tEyd86TCQ+z7vZr6OKys0mdvY3/6/ENV7bsv+7yRSSlzHo5AtMTMxT8+6Vl76/lHsqsPWPWvIzhUZuTxD99oWEk0R/uGbb7J2YwcHPr6NNRvaGB9MU604nDk2TO+6NjLpPIqqsG5LJ1DzhDh1eIDxwTTN7XEMU2fowhSarrL34Y109TXXtnN9zp8c4fm/Pcyu/esJRy3OHhsmPZVlw/YefK8mjCSbo+x9eMMCMeTs8WHOnxzlvkc2MT9b4OyxYSIxCytkcO7YMJmZPNvu66N/c+ddaeMfR4QQqEKgKSq6qjBXKvH28Cj393Tz2sAQX9qzA61uPKtC4EtJ2NAxNZWK42KoGgcHR2iNhJmvVDBUDdf32d/X2ziGoao4nsfR0QlcXzKUmactGubVy4PYroehqhwcGiYZDtEUDjXOSwC9kSZ+c8sTHGhdx3eHjvDO3DBZu3xbqnm8X4RUnfZQgsc7NvN4xxY2xzsIa+9dBAwICHh/CGrxBQQEBAQEfMgRQiWstRHWOjCUBOr7UI/dk1Umy29j+zl8aTNXfZe8PXzHj3u7iKci5OZLeJ7P2GAaw9DYfWA9xw5eIpcpousqTW1xWjoSrFnfxs59/aRaoo3fa4ZWEw8uTzM5OkckdjWMIpcpMj6YZveB9UyOZhg4N0GyOcqa9W2cPznS2E5RBW1dKfo2trNz3zoicYvWriS79q3n+MGLnHz7MoqqcPnsBLn50oLzX7+1i3gqwtx0jstnJ9i4swfd1Bk4N0Fbd4qdD/Zz+sjgHW/HDzud8RjbO9soOw5cE2odNnTaohF6kwkSIYu2aIRt7a1IKRmZzzKdL6KrCk3h8IL9xS2L3lQCRQjmy2XaYxHWNTeRLhSJmQab2lpwfYntukueT1gzeKRtA//r7p/gt3c9zZOdW2m34qvzx75LKAg6rDiPtW/mN7Y8zu8+8GX+xebH2ZPqDYSJgIAPGMHyUkBAQEBAwIccXYmyJfWL9Mc/j+dX8WQFV1a4nPsek6W3AP+OHFdcs0YiUBAfIK+XVEuU0YE0qZYYqqLg+zVvCkURbLt/LWfeGeLUoQEOfHwbuqHhOj6+X8vzUCk7OFWH7v7WhgDQ2pFo7FuIWrI+16nF/uuGRqIpQjhqMjnqLtjOsDQURcFzPBQhSDRFiMYtPNdD0zV0Q2PHg/3EkguNWN3U0fVaCE3t9z7S9xGKaFyLqgZrWLcTKSUzhSJnp2eouC67uzqImgaKEEQMHa4JOdAUhUTI4tDIGLs624maJqqiELdMuuKtXJqdxVBV4tZiIVHK2q7WNzfzw4uXGclkua+3m8G5DM+fu0hTOETcWj6niCIUUmaYT3Zt50DLOi4VZjiUHuDNmcsMFNIU3SoVz7kr/hQKAkPVsFSdZjPC9mQXO5M9bE10sjbaQsJYOodHQEDAB4MPziwgICAgICAg4I6gCI2o3k1U7258J6UkXT7OFG/fESNEVUw6ww8xV30X1y/THnqQuNF3B450+9F0lfaeJlRVIZYME4qYTI9lOHN0mF0H1jM2kCY3X6a1M0kkZtHV18Lg+UmiiRDjQ7O4jsvowAwbd/ZSzFfYvLMH5RohIJ4K07u+jTPHhunuayEcMwmFTayQQVv3wlC/cNQi1RLjwulRWrtStHQkMEydDTt6SDZHGb44RaVYXXwRsuasb4UN1m/trIV1xEPs3r+BgXMTnD85yo4H+u9wS374SIVD/IuP7EdTFCxdY2NrM6am8cktG5nOFxrbRQyD+3u62dHRjqmpbGlvxVBVPrN1E5qisqOzDSnB9X3GszmgJlZVXZdzM2lS4TBd8Rif37EVKSUhXWN/Xw+e72NqGpa2OhMgboTYk+plW6KTn+67n5HiHMfmRjiTnWCinGWmkmeuWqTk2be9rQRgqTpR3SKph2k2I3SGEvRFm9mc6GBdtJWYbmGpOpqiIO5p/46AgIDVEIgTATfF+FyOwxdHURVBSzzCuvYmEpEQAnA8D11V8fzaCpuqKCiKwPMlArBdj0KlykyuSF9rirCpN5Ixeb5P1XFrvxECx/MxNBXX85CAoanY9RUpRRHYjoehq7UX83XbXp6coykWpjkaQteC5EcBAQEBt4IQYsFK7u1GETpr458lbvTjyjJJYyMhtfWOHe92EgqbbNvbB3uviilbdq9ZsM3Ofesa/959YH3j3+3dKfY9tgXHdjl9eBDD1Ohe18rE8CyFbBkA3dRYv62L7fevXbBPKSWGqXHh5CgAiqbQ1pXkkad2LjrH/Y9vBWDzrt56Us4Z7IoD1MSV0cE0c9M5tuxeQ1tXkjUb2hu/3by7d9H+At47Qgh0VaU5El70t7CuU6xeNfAlEkNTFyS7BAjXK20Ymtqo6OHXw0EE4PmS1kiYDS3NKIpY4FlhrFKQWOq8TVXHVHWazSh7mtbg+h4Zu8RUOcdstcCcXWSynGO6kiNrl8k7FXJOhbJn4/geru/hyvr8UChoilL7f6FiqRpR3SKqmUQ1k5hu0WxGabGiJI0wcd0iZURoNqPEdCuothEQ8GNMIE4E3BRNsTDN8TC6qjCRKTA+l6MlHsHUNTKFMr0tCaazNeVfVRQ2dbUwMJ1BCMHlyVkMXaViuwxOZ9jW28669iYAJufzvHlumI2dLRSrNuNzOdZ3NDM2lyVmmXQ3JzgxNEHUMlnX3sTRgXH621JUHJdy1WFTVyvnJ2aIhyzG53J4Yz6tiSgHNq3B0O79zO8BAQEBHzYEAl2J0h7ed7dP5a6gaiobd3SzaVcPVthE11WSzbWcFEIRGMbSU7RYquapAXVj11j5HSeEoL0nhfRl43NzexyEIBoLSobeC5iaRk8ysfKG1yCEIBkKLVuO9E6iKSqtVoxWK4ZE1qvveNi+hyf92n99H7/+NwnXJNas+ThcScSpCIGKgqIoqEI0RAtdURGCwCMiIOBDRCBOBNwUhqoSNnV0VSViGezobee1s4MkIhZbelrJl6skIyFs1+PU8CTtySgTmRwR08D2PHpbktiuR1dTjOGZ+YY4UXVcmmJh+tpSPHfsfGMfrfEoxYrNhYk0ihBIKZnKFohaBqOzWQxdY29/FxXbxdJ1dq3tpFi1Wd/ezPHBcRzXC8SJgICAgIB7DkURROJXjUrD1GGFPKRCCHRdQ9dvbvomhMC6rmypFQ4SBQbcHgSi7l2hYKr63T6dgICADzCBOBFwcwiIWSaaqtAcCxM2ddoSUeJhk7ChkwhbHL08jkSys6+Tc+MzCASu7+N6PvlylZ7mBFHLRNdKzNS9LBRFoSUeIWzorG1LMZcv0xQNMZsvUXEc1rY1cWlyllQ0RNl2qTguTdEwUcvA0jUSYYvz4zOcHJwgZOhELIOWeARV+eCq7bVEcbXzl9LH9nOU3Rkcv4AvPVShY6gJQloburLYRXS1eNKh4qapevO4soyUPqrQ0dUYIbUVXYm+p9AY1y9TdtPYfhbPrwISRTExlQQhrRVNuXeTV11p94o3V293ByklitBQhYmuRDHVRL2N7p3EcbVVLI+ql6HqZXH9Ej41d24FDU0JY6oJTLXpPZfdlNKj4s1RcWdxZKnRfzQlQkhrwVDit9Q2vnQpu2kq3iyerIAETQlhqc1YWnP9vAXcoytqvvSoenNUvLla+0sPRWjojXZJvOc+s3BcKOJLF0Vo9XZqqt/fD6c4K6XEk1XK7vTVsUcoqMLAVBJYWsstjz0SieMVKHtpHC+HLx0QAk2EMNUUltaCKgIDLSAgICAg4GYJxImAm0IRgg2dLQCsrX/36LaFCbMe23E1zlbSjeN6vHVhhI2dJqausrOvo27gCcYztSROvS1J+lqSCCF4cEMvvqzlqVjX0dxw/dvSvTAW+XqD+RO7Ny74/qHNH4zEasuhCA0hFBy/yFjxFUYLP2S+eo6KN4svHVRhEdE7aTZ30Bf/DM3WDlSxupWwmvHqMl+9wHDheWYrpyg4o9heFh8PTYQIa60kzc10Rx6lI/zQTYkUVwyDdOU4o4WXmKu+S9GZxPHzAOhKmIjeRcrcSm/0SVqs3ajCvO35Qa6cx1jxFeYqp5FIBAopaws9kcfRlMXuzFLWnE/L7jQjxZeZLh2m4AxT9mZx/TLgowgDXYkS0lqIaF0kzc20h+4nZW1d9T24E9SM1TzpyjFmyseYr56n6E5Q9TK4fgUATTExlCRRvYsmczu9sSdJGOtvKFLYXoGhwj+St4dRhMqm5M8SUlspezMM559lsvQmOXuQqj+PlC6qCGFpKRLGerrCj9AdfbwuUqx8f6X0KbmTDOafYar0FjlnCNur9RtTTRAz1tIZPkBf9NOoioVyDxmBEglSkndGGC28yHT5CHlnmKqXwZM2qjCx1GYS5no6QgfoiT6BpTbdsF08v8p46VVmyscRKKyNf5qksRnHLzBW/CFjxVeYr16i4qXxpY0iDEw1SUxfQ0f4AL3RJwlrHXc9947rV7ic+zsKztiy2xhqnI2JL2KqqWW3uZ5s9SJDhedw/TIJo5918S8gcZmrnGWo8Azp8klK7gSOX0SgoCkRInonTeZW+mJP0WRtX/24KSWOX2Ci9DpjxR+RtS9ScqbxZBlQMNUEUb2HFms3fbGniBv971n8CwgICAgI+DARvDUDbjvXToIFtaRND6zvpmK7RCyj8Zf2ZJS2RASola26livJjq6dTq80ub7bk+/bjSJ0qt4cg7m/ZzD/DLafXfB3V5bI2pfI2QNMlQ+xOfVV+mOfW9LgvpYrE+yB/A+4lP1bCs4YkoX1zl1ZJOcUyTlDTJYO0h35GFtSP09M71txtVdKScWb5dz8XzGUf4aKl+H6MoS2n8euniNTvcBE6SB90U+xKfkVLLX5tt5HH4eh/DOcnPsaVS8DCFqtPayJPbmsUSvxmS4f5vTcn5CpnqsbHgvxZAXPq1Dx0mSqZxkvvcZI4Tnub/23tIZ237bzv1mmyoc5m/kG8/Z5bC+HxFu0jeO7OH6RojvGTPko46VX2ZL8eXqjn0BVljbSPFlmrPAyU+VDgKA1dB+2luXE7B8wXT5S82y4BlcWKThFCs4o0+UjpCsn2Nb0q0T1rhuev5Q+6cpxTs39Z9KV4/hyYfb3ijdLpTzLXOUUU6VDbE39EpqI3Fwj3UGuCAlnM39Bzr6MJxdWSPBkhaI7RtEdY7p0mPHSq2xL/Ve0WLuXfa58XKbLR7iY/Q5AzdtIRDib+TNGi68sGhc8WaHkTlJyJ0lXTjBVeptdLb9B0th0V717fOkwUniRdOXYstuEtU76ok/dlDhRcMe4lP1bbD9Ls7WTzsgjTJbe5Ezm6xSdiQXPgMTD9uexq/PMV8/Vxs3kV+mPfRZVuXE8hZQ+OWeIM3NfZ6L0BrafgwU1TPxa//RmmaucZrz4KpuTP8ea2KdWHJMDAgICAgICagTiRMAdRwhB2DQIm8Y139WyNQfcmAvZbzNZOogvXQwlQcJYh6HG8fwqOWeQkjuJxKfojnNq9o/RRIi+2FM3XK3zZJnz2b/iXOYvceuGt6BWRjCid6MKg6qXIWtfwvEL2H6Owfw/UHQnuL/1f6gLFEsLCFJKqt4cx2f/IyP5F66GEgiDuN5PWG8DoOymydkDeLJC2Z3i/Pw3qXgZdjf/BpbW/J7bTUqJL22GC89xcu6PG8JEs7WTPa3/HallDDUpJfPVcxxL/x5Z+2Lj+7DWQUxfg65EkEhsL0fRHafsppG4+NJGV2IrGt93GonHvH2+fr210CBLbSaq92CocUBQdmfI2pfxZBkfl6x9iROzf0hI66AttHcVBqxkovgaBWeUqfJhQGIoCeJGP6aaxJcOeWeYojOGxMfxCwzmn0FVQuxp/m+WNQKllOScQY6n/wOz1Xe5YvjpSpSEsR5TTeH6ZfLOICV3hqny2zh+8aYM2TuJlJLhwrOcmP2DRvuDQlhrI6b3oSkhHL9Azh6k4qVxZYnJ0kHK7jT3tf73tFp7ViUezFZOMF89x3DhOSQ+mggRN/qxtFaQPkV3krw9iI+DJytMlt9EmTV4oO3fEtJa7mwj3AAhVOJGP7aXw/ELOH4BT1aQ1wmX74WKO8vF7HcYzP2AspdGoBLVe4nqPWjCourNk7UvY/tZJD4FZ4TTc/+ZsNZOZ/gAYpkQmFrfHOLIzP/JTPkdan1T1Mfk9RhqHF/aFJxRCs4YPi45Z4Djs7+PxGdt/LM39M6Q8lqRo7bvK6xGrC2781zMv0zRnUVXQmxPfh5LjS06ho/LZPkUk+V38aVLi7WRvsi+xvviynm830K/61cZLLxBSEvSGdq1bCjSte10J89xpHgYx6+wNnrgA+n5cqN2mqsOMlB4DcevkNC72Jr8zPt9ejck50wyUjxEf/QRwtrdG9vfr742VjpGxcvSH/3ITfW1kjvHhdzLlL0MhhJhR/LzGOq9I9QvRcnNMFB4nTWRB4jpHStuv9px8U6OWwOF15HSY13s0Vv6fc2b8uqnK9fwfo+xUkpK7izDxbfJu9OYSpS10YdJGF3knWku5l6k6hcJa03sSP7EXQ8H/eCNugEBHxJKzgRFZwJVMVkX/0nWxp4mrLWgCKMe559hKP9PDOS+R9Wfx/aznM38OSlzC0lzw5L79KXHcOFFLma/iyvLCBQSxkY2Jb9Ma2gvmggjhIInbcruNJdz32Ok8DyOX2Sm/A5nMn/G7ub/FmuZSYMvbS5mv8tIoSZMCFTaQw+yMfllEsZ61PoKoudXyTsDXMx+l4nSQXxpM1J4nrDWyrbUryy7gr9afFllKP9PnJj7I6reHCBoDz3A7pZ/RdLYsKwR6Mkql3PfI2cPAGCpTWxKfIWuyEcx1ETd20LiSwfXL1FwxpipHCVdPkFX5KNY6nsXVt4LTeZWOsMPk6mepTV0Hx3hA8T0XjQl0jCOXL9C3hnkTOYbTJePAD5lb5qB/Pdpsraii5Xzlwzln8WTVQwlTl/sKfpinyaktaIKo5EHYbz4Gufm/5KKl0biMVZ8hZ7IY7SFHljyxez4BS7Of5u56llAoqDRHj7AltTPEdXXoAoDX3r1ff+IC9m/IVM9u6xB+X4ipc9M5RhnM99oCGERrYMNiZ+hM/IwhpJAESq+dKh684wUXmQg/wPK7jRZ+zInZv+AfW2/TdxYu+KxJkoHkXgowqAr8hE2xL9IRO9BUywkEs8vM11/VvPOEAAzlXcYK/6I9fEv3DUPM01Y7Gz6dVxZxpcOvnRx/DwXs99huPDcbTlGyZ3iwvy38KRNXO9nU/IrtIUeQFfCiHr7F50Jzs9/k7HSK/jSoeKluZz7Hs3WtmWFLscvcibzddLlo4BEV2L0x5+mL/oUIa0VRehIWRPipspvc37+W+SdIWw/y+nMnxIz1tAWun/JfUskOWeci/mXmamcx5U2iDBsWgAAIABJREFUhhKmO7yXLfFPrSrkRFUM4noXOWeCi9mX2Bh7YpE4ATBTOc9rU/+J9tA2Iloznl9d4PsxXj5Gyc2wMf7Eapr7tuHKKgOFN0iZa+iwtsNy4gQ+A4XXMJUoPZGl2/N2kHXGsb0iUu6/V1Pa3JCsM8po6Shb4k+hXdd/DDVKwujmXPZ50pUL95w4UXCmOZ97ns7QjrsqTgAMFF5DU0zWRO5cNaGcM07RnWWtfPim+pomTBJGF7niGJfzP2JT/BP3vDhR8bKczz1Hk9G3ojghkTiyzFDhTYaLb1Hxsgg0YnoHu1M/TdzobGw7XHobz3dYF3vktp/zSPEQnm/fsjjh+lUGCq8zWHgD2y8S0ZrZHP8kHaHt76vw6UmbY5m/IV25QEdoJ5608WXNY1pXLBJGD5cLrzJaPML2xOeWHYPfLwJxIiDgHsXHRRUm6+NfYHvTr6IrC188ltZMTP/naMLkdOZPkXjknEGG8v9I0vyXS+6z4Ixwcf6vGyu7CWM9D7b/z6SMzYuMlrDWRtxYh6mmOD//TTxZYbTwMk3mNjYkvrSkkZOunOBy7u9qCeIQdIT3c3/r/7g45l2FiN5B0tjE0fTvMlJ4EU9WuJz7Pq2hvbSH9t+yEeX5NkOFZ68RJhTaQnvZ2/KviRvrbrjfsjdDpnqm7gqu0BP9OFtSP7+sARwz+uiMPIzjlwB515NiGkqcHU3/HIFCSGtb8nzMettbajMHp36bnH0JgHT5OBV3Ft1YWZxwZQkFjc2pn2Nz8quLkv9ZNBHVe5DS5XTm/8WTZcruNNPlI/X8IosNrkz1DMOF5xtu+K2h+7mv9d8Q1bsXbBeimZjeS0hr4+jM/70orOFuUPXmOZf5/8g7wwCE1Fb2tvxruiIfXXQPQlorcaOfiN7F8fR/wPZzzFZOcDH7Xfa2/NaKfciTlUbuiV3Nv7nYoFZTrNU60JUIh2f+D6pepmY0l96kL/Yp9LsUBiOEgqU1LfjO9SuEtfbbdgyJhyvLxPW17Gv/bZrMHYue95DWSkhrxZ7OMVV+G4B05RgFZ3RJcUJKj5HCC4wVf1T3VAmzOflVNie/siihZq3fd2OpLfW2n6t7hv01LdauJUPJHL/M4dlvUHIzbIg/hioMCs4Mnl9dtfBmKGH6ovtRhcZw8e1lt0tXL2FpSR5s+UUi13nRSCQjxcN3fcXsRvjSY6DwGr2RB+/ocXYkP39H938nkUhmKueZLJ9kc/yTi/4e1VrYEHucTHWY6crZu3CGq+Xuq0IDxdfpCu26o8fYmrg1cchQI6yNPgTAeOn47TylewIpfYYLb3Fk9i/YEHuCNZH9VP0CWXv0mnK0tf4+VHiTuN55g73dHXzpMlh4nUPpr7Mu9ijN5jomyid5bfo/8Vj7v6EttPl9O5eKl2XOHmJj/ONsSz694G+WGmdd7KNUvBw5e/x9O6cbEYgTAQH3MFG9lw3xn14kTFxBETp9sU8zUTrIbPUkAJOlN9nkfmWRC7cnHSZLB8nWjVFdibAx8TP1EIelJwK6EmZj4svMVk4yXT6CK0uMFF6gK/IokeuUb9cvM1x4noo3C0BYa2dr6pdumIzP0prZkvwqmeo58s4gFW+WofxzNJnbMZZY+buemiF3dd+uX2E4/ywn68KEQKEjfIA9Lb9FTF+zouDh+iVsv1ZBpuZVsm5VBsJ7qZZyOxFCIbLK0JKY0Udv9AnenRtA4uPKEgVnhJjRu6rft4f30x97GmWZ14giNHpjTzKYf4acMwBIsvZFHFlEZaE4IaXPWPEVnHrb60qUDYmfIqItvbqiCI2eyBOMF3/ESOGFVZ3vnUJKyVz1TMPQBUF//GnawweWFRoUodEbeYLZykkGcj9A4jFRfI3++NOkzJUnLHFjHRsTX8FQkkv+XQiF9vB+UsZmJstvAlBwamFIunFvr669VxShsyHxJZrM7cs+7yGtjd7oJ5gpH8XHwfUrzFcv0GztXLCdlJKyN8tw4Z9w/SIAraE9rI//5LKVPoRQaQ/vozvy0fq99ZmrnCJdOUlb6L5F21fcLAU3zabYx9mS+DQCgZR+vfJKbexx/SpDxTcZLBzE9StE9TY2xz9Js7luFTmAfEZKR7iU/yEzlfOU3Dl+OPk7qEJnZ+oLdIV2MVE+yeX8qwwW30ARGnPVmsfN9uTn6AnfD0hGS+8wUHiDipdBAp2hnWyOfxJTjZK1xziW+TZbEp+i3doKwGT5Xc7lnmNP6mdIGF1UvDyX8i8zVT5L1c9T9uaxlDgb4k+wpi42lNxZjsz9FfP2MJowWRd7lN7IAwgEg4U3GSy8wUjxCPP2KAP51wHY3/IrJI3eG47tvvQ5Nf9fqHg5Hmj+BRSh1kL47GHeTP8J+1t+hZTRx2TlFO/O/z1Fd46O0LbGtleYqw5yMf8yWXsUX3rE9A62JZ8mafTc8B4AFJwZTmS+S1RvZap8hrXRhym5c0xWTrEl/hR90QP40mW6cpYLuZcpumksNcG62EfpDu1BVWreORl7mPO558k7U0h84nonWxOfIWF0k7VHOZd7nqHCm5S8WV6Y+N8RKHSFd7MzeWOvqVp7jPBm+k/Y1/JLNBn9CCHwpceR2b/AUCLsSv30Dfqb5Fz2ecpehj1NXyZducSr0/+RfS2/RFdoD2dz/4jjV9iZ/ElyzgTnc8+TqSdY7grtYUPsMQw1XL9fHqOldziR+S4VL0tHaAebE58ipCZu2MZSSqYq7zJYOIgiVLL2KJvin2CifIKyl2NX8qdottZRcuc4n3uB2eplXL+MpSbYlPhkve8Khov1vlY4xFxlgKHCWwA82PKLNBn9gGTeGeVC7gXm7REUodMd3sv62McwlBC+9Dmfex7bLxHT2hks1lbNe8L3syVR84aaKr/L6fkfUHTTtFgb2N/yKwtW0uftEc7nXqz3NZeo3s62xGdX7OtX8KTDeOkEA4XXKHvzqEKn1dzIlsRTmKuYW9XuwREGC29Q9rIIoDO0m82JT2IoYTL2MCczf0dPeC+jpXcoexliWidbEk/RZNaS0Ze9ec5ln2Oq/C6mGqfJXIsvF+fBWu74GXuYlLmWHanPY6mJerju1XFxpHiYy4VXGSwcxFRjTJZPA7Cn6Wdot7bh4zJSPMxQ8U0qXg6BQnd4D5viT6LXx2/HrzBaOsJw4S0qfg4Fne7wHjbHF+fg8qTD5fyrjJePszP5BZrMtTe8BtsvcSH3Imsi+7iv6SsYSpTu8F5emfwdLuRfotlaz8Hpr9Ea2sym2McRQkFKn6HiWwwWDnKg9VcxlegNnxcp4ULuBUpehqTRy2DhDap+nq7QbrYmPovtFziT/UemK2dJVy5Q9XIMFw+RMLq5r+lnMdXoivei9v55i+HiW9h+gZjWyab4kzSZ/ZzN/iOuX2Vn6qeYqZ7n1anf5+G2X6fD2s672R8AsP0WxN4g6D8g4B6mNbSXkNa67N+FEET0TtrDDyLqRmLJnWK2cmrRto6XY6z4Kn49+WVM76cj8vCKk1tLbaIn8kRj1W+uerbmXSAXxooXnDGmy4cbMeTN1s56or8bv0hjxlq6Ilfc8SSTpTcouqtTb1VhIurihNfIMfE1Kt5sPaRkX12YWDmRJ4CCjsKV1U2fnD2w6pfpBw0FnYSxHq0ufPnSXbUXgiZCdEc+hqW23PD+mkqSuHG1ek/ZnamXk11I1ZtntnKq4TWRNDbSZO3gRq8oVRh0R27N1fJ2M1b8YSP5ZUhtoTvy2Iru+JoSoTf6JKZaExhK7hQTxddX7G8CjbbQfXXhbPm210SIpLkRQW0iZ/vZRrWcH2ciWjcdkYdu+LwLFOJGH2bdbVziUnKnltw2Z18mXTnZ+Fy7Zzc2kjQRqoeT1CZ+FS9Dunxi0ZgJYKpxQmqC0fJRsvYYvvQRQmlMjKX0GSwc5PT89+kI7WBD/HEcv8Rb6T+l4M7cuDHqV5sy+tiSeIqu8G5iRifbk0+zu+mLpIw+QBDTO1kf/xgxvYNWazO7m77I7qYv0myuq7ePpORliOvtbIg9QU/4Ps5ln2Wg8BoAjqyQqQ5ie8XGUW2/QKY6iCsrSCm5kHuBi/mX2RB/jC2Jp/ClQ8LoaQgTAMPFQ/jSYX3sY5hqjEOzf07WHkWg0GSuZWP8CUJqgt7Ig41zjOgrh9IJBGGtmfHSCXLOROP7sdIxbL+IUR8Dm4317Gn6Z4TUBDlnYsEKLVA38kz6Yx+lP/YI6epFTsx9ZxX3oPZ+GikdpuTOEdaaeSv9p1S8LBGthdPzf4+UPrPVAV6f/iOEUNgQf5yI1syh9J8zXu87jl/m6Nw3KbgzrIs9Sn/0EUJqsvHONdU4fZEDtIW2ENM72ZH8SXY3fXFBG98IU43hS4fh4tuNa885E4yXTxDWWljJm0ERKlOVs0gk6epFss4Y05VztaS+lXOApOxlOTz7DYruLOuij9IZ2sW53LOcyz2LV3czL3vzjJWO0hHaQW/kQS7mX+bM/D803NBvRNUrcD73PIYSwZU2h2a/QVhroeLNcyH/ElJKbL+EJ126w3vZEP84Pj6H0l+n7GUQ9edlU/wThLQkPZH7G30tqtVyZpXcOQ6l/4yKl2N97DE6rG2cmX+Gi7mXGtdQcGY4m/0nRkuH6Q0/QH/0I8T09oaYnzLXsqfpy0S0FrJL9rUsqtDpj32EdbGPMmcPcCzz10smuV6KnD3OW+k/xVITbI5/gu7Qnlr42XXHWQ6JT8mdI6F3szH2BF3hPZzJPsNwXahx/QpjpXc4Of+3NJl9rIt+lNnqJY5n/gbXr+JLlzPzz3A5/yP6ovvpCG1jtHiYsje/quMrQm0IbhOlk7h+FSEEqqI3xvaE0c3G2MeJai10hnY07lOiLhZK6VP2MqSMNWyMPUF7aBun53/ASPFw4ziXC6/ydvrrRPQWNsU/QU/kPkw1tjDkQlzx2nqd0/Pfozu8h5SxZsVrsL0i8/YInaGdGPVqd2G1iRZrA+nqBcDHUKMM5F+jWn83O36ZwcJBNMVEFcaqnpeiO8u53LMMF9+iO7yH/ugjxPQOVKGhK2HWRPaxKf4kMb2dNZF97G76IhtjT6wqUbMvPYaKb3F07lvE9S7WRx/DlRUOzvw/5JxxBErDAytduUDOGWOmcq6WWL5yjlv1gAo8JwIC7mFS5mbECnFpQqikzG0YSpSqP4/jF8k5g0gpFxgvFW+OnH258bk1tAdDWY13gqAltBtdiVL15vBkmbnqGTrCD6GJ2uAmZS0pZ9G5Kiq0hx5clSCgCoNWaw8X+Bt8bKpelvnq+VWtIGsiBELB9SuMFJ7n1OzXqHhpFDQ6I4+wu/lfEtV7Vh0iYmlNxIxecs5lJD4jhReJ6F30Rj6OpbXe0y7PN4sQAl2JogoThzwg8a6rjrEcppqi2VrsMr/4GCrWNa7yjl9acnJVcEbrVV2uGI79q6rcEjfWoSuxu2p0u7JMpnrVPTppbiast6+qulCTuZWQ1lYrD4zDXPUMjp9vCBZLoSomLatIXCqEwFRTCBQkHp6srvr+fpBptnZgLuNRcgUhBJoSQavnV6lVMCouue1s5WSjaoylNpMw1rPSuo4Qgri+Fk0JY/s5ZD1BpitL6GLhSpWhhtmV+mmOz32bV6Z+lyZjLf2xR2gzN2GoESpelgv5F2gxN9IVqnl2KELjcPobTJZPEdNvHBYjhCCmtxHVWpmpnCdrj9FmbV0Qzx/T24hozVhqgqjWSmdooQcJUmF99FGqfqFheAwW3iBjD12XtG5pfFzm7EFSxlrWRPbVV3WP14WBMLZfAqDJ7Gd36kuEtCRNxlqmK+fI2MM0mf0kjR7CWhO6EiZp9Cw+xxXaoDO0k9PzP2CifJKE3lVbVS0dpid8P2GtVs7XUMM0q/2EtRRlL7doPx2hHTQZ/TiyhC9d5u1hxksnF71rl0NXQqyJ7EMRKoOFN9gQf5ySm+FY9Vv1vBuvEVIT3Nf0FUJqCjtcouJluZh/mXZrCxKJK6tEtXZazY2EtWZUoXHFALDUOKYVZbx8jKI7Q0doO/oqK8UIIbDUBGujDzFQeI2tic9gKtH6arSkK7TSeC9IGr24foWKl2PeHqY7tJe8M0XVy1PxciSNXibLp8jaY9zf/FXieic+HnPVAQYLB1kfe6zRTpvjn6Q/+gggqXg5xkpH2RR/kmg9qfaNCGlJ1sc+hioMLhdeZWviM3i+zbwzio9LXO9iR/JzdZHCwZNVDqWPY/tlIpogYXQT09uX7Wvj5eMU3Gm2JJ4iprXj6d2kq5cYLLxJf/SRhmeCJ222JT9Ps1nztrjSTlALxWoy1xLRmnGWKK/cbm0hqffi1HP0ZO2xunjno6xiOuPj1XPvdNJmbcVS4/WFnNXNhRQ0NsQebzzzKbmGy/nXmLvmmVeFTl/kYbYlPociVFxZ5ULuJUpeBgWFsdJR1sUeZXP8KWq5ekIcnv2LVR1fCIXeyINkqkMcz3yHC/mX6A0/QG/kQSJaM0IoxPVOolobpholrncsuk8qBhtiT2D7RVy/SlzvYjD/GvP2SL3MvM3F3Iv0RfazJ/XP0BRjUXLNK202UHiNc9ln2ZH6Av3Rj6xqbmv7RYRQMNTI1f0JganE8KSD7ZVZE3mQi/mXyNoTmFacoptmpnKOfS2/jCYMRsqHbvi8hOrzK9e32Zr4LC3mBq4+pgJdWLRaGzHVGKYSJWn03tTYafsFLuZeoid8H7tSP4UmLNpD2/nh5L9nsHCQdmsrA8XXqfp55u1ResL3k7MnqHp5ql6e5Co9ca8nECcCAu5ZlFpIxCocnKJ6N6oSAn++tgroTODJakM8AMjZg7j+lbKYgpjet6pkawCmkiCiddZzOEDWvljbP3VxAo+cPdAwPK8YmKtCCCytBVNLUXZrrqqZ6jn6+dyKP9WUEEjJWPEVTs39MWVvBrFAmFidC+QVDCVBd+QxZspHsf0cFW+WE7N/yETxDXqjH6ct9EBd7PjxcDpThHrNtUhY5aqKpkRWGT4iUJSrcfZSukseo+RONQQGRRhE9e4VhaAr4kpYayNr3z1xouiMUfWuepxE9E4MJb6q36pKiJjeS6Z6BqCWRNHL3VCcUNCJ6Suv2kCtLRGArAmIS63c/7gR1XuWDbm4FkVo1/QxueyqbKZ6ofHvkNaGocZXNaZcTaBbo+rO4fqVhjfFFQSCdmsrH+v4LSZKJxkpHeHg9Nfojz3C3tSX63HW4+ScSdLVi1fOFkONNrxi7jQ+LpfyrzBUfAuBgiIUMvZwY4VyJRRUolork+V3masO4kmHeXuYjtBOrjWWmoy+hru1poTQFLMhXLxXLDVOZ2gnY6V36I8+QtYepeJla2EjqxjPpfSZKp/mfO4FbL+EKrSapws+11cSWA5VGOhKCCl9QmoCTZj1fD0CX7pk7CHiRheWmqiJJUqIJrOfc9ln8aSNqcbZlnia45lv8/LUv6c7vJe10YcaHi7vFaVuEF7M/5Dx0gm6wrsZLb1DZ2jXit5CAAm9G4HCfHWYvDtNb+R+hopvMW+P4vk2Sb2XC/mXyLtTHJ37VmN12pMO8WvCRHURIqZfCQeteTJcyr9C1S8QZWVxwlAiKEJDEwaWGkcRKqpi1MOlPIruFKfnv0/RTaMIjYqXqwnnqxwfM/YweWeKd2a/WR9DJJ50FxliCb2LcEOcX/08RMraqvPZ7LPYfhFVaOScCVxZZbXv6LjexbbE05zNPsPlwqv0RQ6wNvoQ4evy/iyHJ20u5F+q5aFBQQiFrDNKm3V10UhTLJrMtY1x1FLj+NLD820cXCpejpSxpnEfE3p34/leCYHAUuLc3/xVMvYQw8W3uZB/iUuFV3ik7TdXZfS6ssL53IuMlY6ioICArDNBd8NDJ4Ptl2ixNqDVPdWWGtvnqgNMlc80vBLUVSeyFLVZ1SIBVyIQCFFrk6Tew0T5OK3WJibKJ7G0BE1mPwhR62srPC8ACaOrLtrc3lwtrl9l3hlhXexRNGHVvLW1JqJ6C3P2IJvinwBZC0MquNP0RR9isPBGTQiUHkl9de+I6wnEiYCAexRNWGhKaFWDjammFggNtp/Dk3ZDPAAaVROgFg5hqslVJ1xTFKOWw6LukV9yp+uGZg0pfcrXuBhrSrReunJlBDUj01QSlJkC5LIu1ovOSxhMlQ9xau6P678RtIX2sqflXxHRum56oBZC0B15jKIzxoXst7H9HL60mSq/TbpynJjeR0toN92Rj5E0NmGocZTr8l7cC/jSw/WLVL15Cs4YBWeYqjeP7edw/QqerOJLm7KXprpKN8tr0ZUw2qrzbCxsm6WmVo6fx/MrQC1nwGqrnqjCwLiBIf9+UPFm8eshHQINS21edRbumrv51ZXvijvbKO+7HJpiYigrx4kuzeomth9UBAqmmriNFVwk5WvGooIzxtvT/9uqRF1f2gvGxCur7UshhFJftf4IvZEHuJB/mTPZZ1gbfRhNmAihsCX+FGujD1/zm9oK3PvBVPldTs7/HVvin2JNZB+6EuKVqd9pPNlXQuuudRl3pd34LITChthjTJRP8cbM1wipCVqsTWyKf2KB+K4pVmNfV1miz95CN1bQ6Anfx2vTr5N3JhgpHSasNdfydqxi/C64M7wz91ck9B4ebP4SphrlfO55LhdeX6U0cXUVtvZh8S8UVHx5ReyotaeUXr0/CxSh0hO+j6TRy3TlbC3+vXSMfS2/TEdo24J9rcKhZUliWget5iaGi28T0pJk7EG2Jj69KOnxUuhKmLCWYrx8HCk9esIPMFI8zHj5OIYawVRjtVxOejcPtf7XWNcIHqrQsRpzBrmoxLCo/2c1CJTGttd7Czh+mZPz/4W8M8V9TT9LTG8nXbnAq9O/v+S+lmpGgULKWMOB1l/DvEaIVoWxIJ+Dqhi3tJBR8uY4MvuXRLVWHmz+BUw1xsX8y1zIvbjqfeiKxbbk03SHdzNRPsXl/I8YLx3j4bZfX5QMdykmyic5Pf99tic+R3dkL7qweGny/1qwjUBBE+aCbxZuIPCk0/i4sKzmyggh0IRJq7WJFnMDfZEDvDr9+wwV37xOnFi6X4yVjnIm+w/sTH6BzvAuFFReXnANSr3ClYOsCwbX41PL/7Mmso+Z6nnGS8fpDu9ZlRetqUYRCMrePLIerudLj5I3hyYsDCUM1ATB4eLbbI5/itHSO3RY22tCA2KVz0vt82oWMm8egUCt2w61ka42LvkIoWEqESw1UU/KKlgTfpChwkHGS8ew1PgtV5AJxImAgHsURRiNPBIrUZvUXR2YPL+yQDyAWjm8K5NFRRir9pqA2qTpWmPU9YoLJg+ShW7RtfNZvYGgCB1VufKSkzh+YdmXxVUEWfsyM+UjFJzRa35bqlcLuTV0JcKm5M8R1Xu4nPses9VT+HXXz3n7PFn7EiP552kJ7WZN9JO0hR5YVIXgblGLp80yWXqLydIbzJSP1QUWF4lXXxmS1xgRtzaDVcVSRsStn7MrK/jXeN2oq15dUW6qH98JXP+q0akIdVWr9tey4Lnyay68N+r7tTwrPx6eO7cbIbT6uHl7+qYnK41cIgCOn2OmfOSW9iWls2RIkycdpPRRhVGLqRYmEa2l5nbs20SNVlLGGrLOGFG9tWEketJBuY2eEwIFBQ3Xry4KUyg40yio9EYeIG50UnLnKLgzROshJZqovX/Kbi00y5c112P3mrareDmk9NnX+ssk9K6614BxUwKyqK/gutJedShF47eiFnYQ0zu4XHiNmcr5uuv/ykY3gO0VKLkZtiY+S8pcg+OXyTmTjZCf20GrtYnh4iGK7ixRrQ3bLzJdOU+zua6+8l/z8Ilqbf8/e+8ZZEd23Xn+bvp83pT3Be9do7vRFs1uNk2TlCiSohNFipJIzYxCih3F7uzubKw+jFGEZmdjQzMixRmORJESSQ0lkhKbarHZbG9gGqaBhin4KhTK+3o+X2be/ZCvHqpQMAUPiu8XgSi89zJv3rx5b2bec8/5HyKRIPzmp4P/jpHCsXnGCYGCHvQrrt9TSghBV+Qhdo99nVOzLxLVGkkanUtu65jewmDhEEmjE1tLENHrGS4cJW0uRxEaaXMZZzOv4soSMb2pKgLo48/Tx8kx7Zyn3lwJwETpDLaWxFzigsfV8KTDrDNIo7WOOnMFilDIu5M4l4R1BeNBDdLtXtLX0uYyerNv4UmXmN5cEQ71kfiVMLqb81BzvBw5d5xVsadImp24fpHZ8jDukvuarBi5IGl0kTDaSRqdvDD078m5E0syTmTKIxVdp63E9GZy5Qmy7jhpc/mSamBVtHTGS2foijyCAGacC5XMZks4A+njylLVOIsQhLQUhhKiXFnIAKoTeNdffE+YLQ+jKzYtoS1E9QZmnSBt6xwhNYGlRBkt9rAs+ljFq2nOgzTwbBAIUmY329O/zuGpH3Bw8m8IackleSsZSoi0uZwL+f10hh/AUhNkyyOMFk/QYm+uGDgEraGtnM2+zqnMSxS8GTaFt1eNH0sZL7cTXbGpM5czWuihK/wwuhIiWx5ltjzC8uhOhFCI6k0MFQ6TMrqx1DhhLc1Q4TAN1tobTpdaM07UqHGPsvTowOBBOn8lxsdbJHzkz3OpD1zKrmeCIxZMiHzcS8qXSNx5W6vXNUEQl5a/BOErgHOz/0DZz1Zv0hKXqVIPRya/xub0/7Ioo8iS6iIEhhqhM/oM9fZWhvN76c++wFSpp2Lg8Sj50wzkXmW0sJ96exurE58hbW26qxNlKX1mnDMcn/pLhvJvVTNfKOhoio0iDHQlhK5E0RQ70Jrws0yWjl/3C/atDmuRcs4qDxWTw5Lrcbn0jHcSX84fawv78bURC14wFo+ry+2hXnbVtcbi+8jN4klngau3goaq2Dd0DF2JXHa/GWeAI9M/wlAsTDVO2c8zXDhGvbWSpNmJLizWxT/MvolvsXvs68T1Vhw/h+Pn2Zz8BJYaJ+eOMeX0MVI4juPnuJDfT6zcQtLsJKwtzQtJCEG9tZKdAjgHAAAgAElEQVSz2dc5NPW36IpFs72RlNlNygwyNxyd/hEJo52x4kk8Wa7e48NaHQmzgxOzz1Pwpin7eUaKx6vL91IGBtGSn+XQ5Peq4QzNoU0sizy25DZUhEq9uYIzmVfxpIMiVJZFHluyq7qtxmkJbaZn5idowqDJXl/9TUqf8dJp8u4kM+VBHC/H+exuQlqKlLmMkJYiYbRzOvMyjp9j1hlkonT2lt7zuyOPMlR4l73j36DOXMFseYCsO8L9dV9EFxaOn2XfxF9jqVEsNUbWHUMiSZoXw7wCLZtOTmde4p3J/0lYqyOmt9Aevq+SAaGPbDnoL3l3kt7sW1hqnLS5rOpynzQ6iej1nM/tZWPiV7CvwzstbrRzcPJv6Io8VFn1bePE7E9ZFnkMVeg02etoDm3k4OR3GQ31oAmTrDtKg7WmojERvE2cy75FtjyOL136c29XsnXcvJecrlg0WGsYyB/AUqOU/ULg2bHIG+3ieJBIFKHSFX6YiF5Ps72JRnstBya+U1lF18iWR2kJbaIj/OA16xCIn54l500w5fSTdyfoy+6pTnptLUHK7Kr289nyEOPFU1UvBSl9su4oU04/I4VjOH6O/vzbxPQmkkYXtppgstTLkel/IGEEoRRjxZMkjY4Fq+1XI20uQ0qfo9PPEtdbAtHD6wgLtNUkXeGHODH7AnN6E+PF09VFiGvhSoej0z9itjxMWKtDCIWpUi8lL0t76KLAqxAK9dYqBvIHMdQwqjBoD91H3GilzlzBqdkXOTb9LBG9gZFCED4594RVFYO18WfYP/ltdo39d5JGYHQ0lBBr4h+streCiq6EWJ/4CDl3jIOTf8ND9b9DSE1d1WinKyHWxD/A3vE/582xrxLXW5kona3oeTzB3Bt+wmgnrrdybPpZ0ubySkaYgGuNl5t93knpM1MeCPpY6RRFb5a+3C4sNUHa7MZQwqyOv5/9E3/N3om/JKo1MFY8ia0l6Iw8iEAhYbRyeOrv6I48VtFbauXE7AusjD59wwaUmnGiRo17FB93yTdyv7L6NocqjEq4wUWCFd0591tvyQaAYHt/wQRWFdYlN0URiFNW6+Nc1+rBpfXRFHsJpg2J489iqklawzsp+zkuZF9C4jGQe52Q1sz61JduOM2nEIKQ3kx37MO0hB9loniEgdyrTBQPky0PIPEo+1mGcm+QLfezMfUvaQ3vvCt6FBJJ3h3m8MRXGM7vQeIiUIkby2kM3U+dtZmo3hHEyzOnMyEYze9j//gfU/LurlBiYGBQAJ/AkXJpni9Syoph4+6hKVbVmBKMk+vx2pGXjCsTBe0eCxL6xeVSQ1DCXMnKxKcX6UYsBUOJYs4Th53DVuMkjXYmnT7y7hSaYrEiupPOyEPoio1A0BLaxA7lS/RmdzFeOoOuWNRbq9AUK9Docc5zJvM6vizTZG9gpHg8eAkW2gLjRFxvpWwXr+gtsCr2XhShMVXqRVVMGqw1QJBZYFvqs5zP7WWy1EtLaAstoS3Vvq4pOluSn+RM5hVmygOEtTRbkp9mqPAuhhKm6E1zcvZFGqxV1JkrEUKh4E5zdPpZTCVKS2gTDfYaIpVJSFCmSbO9keg8A7OCxqbkJzg5+zMmS72Yavi6sikJodAeup/pUqCXMX8F2cfnQv4gM86FwIgrbPpyewhrdYS1esJamm2pz1RSsp4gYbTzQN0XGSkcW9J41RWbZnsjphJB4tNqb0FXbGw1TnNoI4rQiOnN7Kj/MmczrzHl9GGrCR6o+00arNVBBhehkzDamCidJVMewVSj3Jf+HK2hLQuO1WxvYmPy4wwXjlD0ZquTel96DOUPM146gyI04kYbvdld2GqCsFZXNU5YaoxGaz0TpXO0hbddl4dK2uymPbydBmstAkGDtZr20P3UW6sQKBhKhK2pz9KX28V48QwSj5CWIm60IRDYapzVsffRHNpEX3YXJT/D+sQv0R19dEmu9CEtRbMdLBRE9SYaK/WI660oKOjCZm38GTRhMOn0ElJTbE7+KsPFYxU3+4tsTH6MkzMvMFnqxVBC+GGv2j7b05+nN/sWE6VAPDukpYnpLRXPicBgFGRcWDzWJD4D+XeYcvrQFIOo3sj53B5CWoqwVkdEq2db6jOczrzMSLGHhN7G/XW/UelrQfmTpV7OZd/Ckw6N9lqGC0eYKJ5BjRnYagJLjRLR6ph2BhBARG9kY/Jj1Ywj16LOXM629Gfoz+1j0umjLbSdltAWLgp6RmgNbV4QahDS0rSENqMrNopQWRV7Gk2xGC4ew5Y+G5K/zIXcwQX7XAlFaKTMbnLuBDPlAQQKMb2FjcmPUXeJ98a6+IfQFZup0nl0xaLV3gxAg7WaralPM5A/wLRTojOyg9bQFjTlYihKe/gBDDVCf+5tJkpn0RWLhNFRDQ2sM1fiy3JVMHZr6jMcnXmWydI5QqEkV1tCVIRKa2gLO+q+zPncXrLuGGlzOcujO4nPC0tRhMqy6E4cP8/y6BML6net8QJUQlzkVb3AdBEYmy+9/j4eo8UTDOYP4UmHOmsF53N7MZRIILBrRmm2N3B/+gv05XYz7fSTMrtZFn2cqNYICNLmisqYD54XjfZaOkL3U2etuGEvxppxokaNexTPL1aMDtd2Xw3CIC6d3C+8URlKrGpQ8Pwirl9YsmuslC6Od1F00KjEjs4RvHRcfOCU/dx1ZQbw/BJu1d1PVAQFr12vpLmGtckv0hzaQcmbxvOLDOXfwpcOZ2f/HlurZ3nsY0tKmXQ5Ag8TDVuroy3yBM2hh5l1zjKUf5O+zE/JlPuqYqDHpr5BVO8kVskPfyfxfYe+zE8Zye+tGCY02iJPsD71JaJ65xVf6uYbrO4WQeYEG0VoVaNW2bt85oRL8XHnibzeHXQlWvXekNLF8TPX4XIuKc1L36orkUpZNfPEvYCm2AtEhVXFpsG+b4FOyM1ia0k2Jn/lqtsoQqPJXr9gpX8+7eHttIe3X7UMIQSdkR10RnZccZuQlmJT8mOLvleFds1940YL29KfXfBdW3grAEP5IwwX3uV9LX9YjRX3pctw4QjTTj+dkQfZnPz4gn1tNc729K8vOoe40cr9dV+ofheEshVw57l6X4oiNMxKKr+U2cnOpj+47DluTX3qimUA1FkrqLNWLPiuNbQFKX2K3uxVDSW6EmJ7+vPV+8KD9b8FBG2+3bx4nkmjg/vSn7tsGZpisT6xFKFok1Wxp1gVe+qS7w02JD96zf1d6ZCtZPuI663AXDtnq+kLr3TcuN7K+1r+sPpdnbWCp5r/jwXbhbQka+PPwGXmqEmzk6TZCUCzvWHBb550cbzsVb3LUmYX9VYQDtIW3kZbeBsAnZGLHg0RpZ6t6c8s2K8tfN+Cz8EKcDPb6z6/6BiiEmKwLvHhy9ZBIFge3XnFOipCY3PqE1f8PTiPbh4wF4qKzzdCXWs8RvSGy9b9esZLV+ThBTo384kbLTxQ95sLvmu01tBYmaACGGqYNfEPsCb+gep3zfbGJY4Xm/bQ/XSEH7jiNnNE9Aa2pj696HtNMVkWfYxl0St7Z2mKQWtoyyID3xzrEh+q/l8IQcxo5qH6LyOlT8nPVMNnLoehhFCFsaAfXomO8HY6LnMPD/ralccLQHf0EeCRq5Zva4nL9gdV6KyKvZdVsfdecV9FaDSHNtIcunyWj5TZuWDMN1ireW/L/3XV+lyLmnGiRo17FB+XojfJUpTA8+4Ynn8xvtdS6xZYXwEiejuK0PFkER+Xgjtamche2y3elUVy7vDFsrS2Be70QqhE5lmCPVmi4I6RNFdds2xZ8YAoVjKBCBSi+tLSD9VbW2kK7UBTQqjCYn3qtyl6U0yWjlD2s/RMfYuQ1kRb+D23xGCgKgZJaw0xo5um0CMcm/o6g7k3kXhMl04xWtxP1OhYslbIrcLxMwzn36p6HIT1ZtYkPk9Mv7qhxJOlRdokdwNTTaCJEI508KRDwRu79k4EHjol//oFPW8lYa0l0I3wghWxgjuGJ4sLPImuhESSnZdGLqQ13rCnT41bj0AlrDUzWToGBIKlV0o5WuPKqIqOxGe8eBoFDY8y48VTFP3ZBSEJN4KPx7nM65zNvnbFbVJGN/elf22BoelWUpYF9k38FZny0BW3WRt/ho7wg3ckTvxGCIQBHTLlEabL5xkqvMv96S9UV2NdWeLQ1PeZqGSMuRxd4UdYHX/6tj3/Zp1B9k381RVFgxU0tqc/T9q6NdlL/jlSGy+3BscvsHf8L8m5V35XWZ/4ZdpC990yDaRfJGrGiRo17mEyzjlk2LtqXJmUklnnbFVoSBUWEb1tUSx+RG/F1uooV9IuTpVO4PoFDPXaxolceXDBhDFhrponYFlJHap3YSgxHH8WkEwWj9IceviaRgEpvSCFoh/klRdCJWGuvuo+cyhCr974hVBImmvYkPoy+8f+mJw7QNGb4Ojkf8fW6kibG25ZyIWqmKSsNaxPfYkZ5xzZcj8Sl5nSKTy/iKLeaDaFG8P1C2TK56uf09YGInrrVdt+LsPK3fY8AAhpzRhqDMefxpdlMk4fnl9a0McuRUqJ42XIl4evuM2dwNbqiOitZMp9AGScXoreJGFx7WwxBXeM3DzjRMzoxliCy2uNO0fKWk9/LlDJz7lD5MqDxPSufzbphO8ESaMjSGs4+zwnZn8axPCjsib2AVoqLtg3ioJKR/hBGu21V9xmTnzzdqEJi83Jjy/ITHAptpq454Vss+4Yb459Bc8vsyL6BM2hjRfDbITBuviHcOWVV9xNJXpbJ5NRvZEH6n7jKiGjgsgSxB5/kamNl1uDrlhsSX3qqmGctpqsGSZukJpxokaNe5jxwmHc+NUNCJ4sMlE8gisD44ShxkkYiz0WDDVGg72dWedcUHbxMDl3+JopP33pMZzfVU31aKopkuYaFOZ7TgjCejNJcy0jhT0AjBT2scr/DIZ69XR3ZT/HcH4PczJFEa2VuHFjKx9CKDSEtrMu9UXenfgzit4EM8453p34M+6r/zdE9a5bGnJhqw1E9Fay5X4g8DC5WaXuG8GTzgLNDkOJI66hklz2s0yU3l2yvsPtJKK3EtIayZbPA5IZ5yw5d5Co0XXVh/tU6Xi13989BE2hHQzldxHU/QwzzlnCWjNX83iS0me0sI+iF6iHayJEnbVpSR4XNe4cddZmdCVK2c/gS4fB3GvU29vQRc3DZanoShDn3x15BFeWEChoioWlxlBu8jVUCIGtxbGv5PN8B1CEukAb4+eVqNbAYw2/jyJULDWBPn8BQihE9Pq7WLtK2IjRelfr8PNObbzcGhShEvs5P4d7mXvXLFWjRg2mSicYLeyvpDdajJSSqdKJikEg2Camd102nEITIVpCj2GqgbJ5wR3l3Oyz1VRZVyp/unSCgdyrlTR4gjprE0lz1aJJvqWmaQk/hlZ5aZ92TnI++9Oqbsbly/cZyb/NaH4fEHhgtEZ2Yi9RtOlyqEKnM/pBVsY/iSIMIJgEHpv6Bo4/fdVzldKv/Ftaik1PFinOS01lLsEocDsIhLcurnSUvKmrhmtI6TNWPMhQbtedqN410ZUwjfb2qsEr0PXYje9f3nAipaTsZ+jPLj3v++2kKbSDiN4GgCsLnJ39B0re1fta3h2mN/NP1awqEb2N5vAjtRX5e4ggxriL5tAjzBmaBnKvVXRtvCXcJ2Ql/ePdFW29F9AUk4jeECjTG62EtTSq0O+4Pk+NyyMQqIpB3GglqjehKxY17ZsaNWrcDWpvQTVq3MOU/Gl6pv+K8eKhRS5wUvpkyr30TP0VeXcUCLJ0dEbff1l3eCEEdfYm2sJPoKDjU+Z85iecmf1hJW5/cerRqdJx3p38GtnyBQBCWgPdsY+gK4u9IYRQaI88SV3FTdf1c/RMfYuB3Gt4srCofNcvMlzYw/Gpb1RFAePGSjoiT6OKK7vzLwUFnWWxj7Is+pFqeMtA9hV6pr6N6+euMKmQTJaOcm72WWacMzje7IIMKAu2lJKSN825zI/JVLwmFGGQMFffdN1vBE3YRI2u6ueJ4rvMOGcWnaeUEtcvMlLYx9HJP8eZJ8Z4t2kJP0qkIr7m43J65m8rHjsl5vcdKSVFb4IT099movjuXartRYQQhLVWVsQ+XjXMjeb3cnzqm4GuyyV9SEqfnDvA8alvMlE4DARZOrpjH8FW7+7K5HzmG+vmfYtc0qR8CeUjkfiXeBpJJLem/FuFrkRZHvto1fhU9CZ5d+KrnM/8hKI3cdl7hJQ+ZS9LxulnMP86vZnn7nS1a9SoUaNGjZ9LamEdNWrcoxhKHInLRPFd9o3+R9oiT5K2NmKqCTy/xIxzmr7MT5gsHWdONLMp9BDN4UevWKauhFmV+AwzzhnGi4co+dO8O/FVxouHaA49TFhvRRUmJW+KydJxLmRfZMY5AwQT/u7YL9NkP3jF1S5LrWNt4gvMOufIu8Pk3EH2j/0xbeEnL6rci0BYbqxwkAu5l8lXhDYNJcaqxKdILEFE81oIIbC0FOtSv03eHWEw/wauLHB65m8J6U0sj310kWiXRDJTOsvbY/+RiN5K0lxLwlhBRG/D0tKViafE8TNknPOMFt5mOL8brxKDmzLX0mBvW1K6s1uNrkZpDj3EWOEAEo+cO8yhif/KyvinSJlr0ZUIrsyTLQ8wnN/N+cxPKXijRPR2HG/2njBSRI0ulsV/hXcn/gxPFsmW+9k//v/QGf0A9dYWTDWJJ0tknPMM5d9gKL8LBY2w1krOHbj2AW4jqmLQHfsIE6Vj9GdfwJUFTs18j5nyGVpDjxEzlqEpIcp+lpnSGS7kXmaieKQiSKvQEn6czugH7toqcsEdY7J0nLKXwZUFXL/yTxYYKxysGhBK3hQnp79LSGtCU2xUxUIToYqLfpq0tfGymXHy7iiTxWNBFh+/gCvzuH6Rsp9lrHiwup3jzdIz9a3KeLNRFRtN2GiKjaWmqLe3otxhzyQhBPX2VlYlPsO7E1+h7OeCvjn2x9TbW0lbmwhrTaiKjZQuZT9L3h0jV77AtHOajNNHY+gBlsWunWXhSlzOWDO/r8z//Xr60JWMQDfSD5dqULqZPj53jNtdxlKPcyvqc2lZSy3v0u1vtg9cbp+bbYcbrVONGjV+sakZJ2rUuCcRtIQfJWWu5/j0N5kt93J86lsYahRFGEjpUfaz1YkxKNRZG1mf+m1M5eqxhFG9nU3p3+PwxJ9WtCoK9GdfZCi3C00JoQgFTzo4XqaantRQYnRFP8SK2McroRJXqLUQpO1NbKn71xyZ/BqzzjlK3hRnZn/A+exPK6krg9ShZT9TnfTYaj2rk79OW+TJm2+6eVhqmg3p36HoTTBZ6sGVeU5M/RV2JQTl8hMdSbZ8gWz5Ahd4OZiECbOyrcSXbiVVatD2AoW4uZL1qd8ipN2dGEQFnbbIk4wU3q6kE/WYKB5h1unFVOMoaPh4uH4+CDfAJ2VuYHP6dzkx/R0G82/clXrPRxUGXdFnmCmd5Xz2eTxZpOCOcGLq25xTf4QqDHwZnIMr82jCZmXik2gixNGpr19VmOpOYKgxNqS+hJQuQ/k38WSJkfwexguH0JVwJVWqWxm3pco5mzSHHmVT+l8tSMV7p5koHuXQxJ9Q8qYq4QoePi6XejuV/Sx92Z8AQSYLIVSUyt+4sYIdjf8eTVk8BiaKRzg49p8py3zF88LFx1tUvivznMs8e5nyNeLGch5v+ZM7bpyAwCusK/oMSMmJ6W+Tc4dwZYGh/FsM5/eiKSYCDYmPL93K9fXnF3BTx895U7w98WMMxabFXklXeBPzXe5nyqO40iFltF6XANtg4SQpsxVNaLw7/TIJo5Gu8OYbEjV0ZWlBGa4sc3T6FUw1TIu9iiMzr7Ay+gCNVve1C7sCo6VebDVKTL9x0cOllDFUPE3ZL9EZ3nDFbSBIbXls5lU2Ja+chm+puNKhZ/Yt1scfX1L7F7wMB6b+qdqmRT/LZGmQJns56hJf7aWUzLrjhNQY+iUef770mS2PEdPrr9mnrtSm0+URjs68ypbE00T01JLqVKNGjRo140SNGvcgmhKizt5CV/QZbK2e41PfYKrUQ8mbWrRtMMF5hHWp3yS5hCwXQqjU25u5v+Hfcmr6e5zPvoDjz+DKHK63ME2eQCFuLGdF/FfpjH6galy4GqrQaQu/B0tNcWL621XvgrKfoexnFmyroFNnb2Fl/JO0hB+95RMPIQQJYxWb07/P3tH/QM4dIOcO8u7En2FrDaTMtdUYf4EgYrSTMtcxXTqJj4vEDepN5rLlG0qM5vDDrIp/tqLDcXci5YQQRPRWNqd/j2PKXzCQew1fOpdvc2HSEnqY9anfImGsYrLUw3B+912p96WYaoJN6X+FpaU5O/v3lLxJJO6ifh/SmlgR/1VWxD/GWOEwuhKlVElFezeJGV3cV/9vOD3zd5zL/Ji8O4wni3jeYoX7sNZCd+zDLI99DEtL34XaXsSXDo43e11pMoPwCy+Ygksq/ezyYVC+dHD82apR5kbKd/wMlxoz7iS6EmZF/BNEjU7OzHyf4fweXJmv3CMur++iCpOEsYrW0OM3dWxPesT1etbEHubg1POEtQQZdwIVjXqrk0lngLCWJOdOMVbqw/UdVKGRNtsYLp5FEzqd4U0MFHrwpUdYSxBS42TdSVJmC7piUWe24/gFCl6GnDtNymhltHSOtNGKqYaBYDLbnz9Gzp2i0V6GisZI8Sy2GqUltKpahivLDOR7uFA4ztbkB4loKRJ6Q1WnY6Bwgkx5nGZ7JT4eI8VzhNQYDVYXg4WTCAQhNU7By1D0MsT0epJGC1POEJYVJu/OMlg4Qckv0Gh1o6AyUjyL4xdYEb2fsJYAIO/OknEnSButjBTPEdFT1TKklPTl3yXnTtNqryKuN1ZX90tejsHCCYpehrbQWrLuBFPOCCmjlbAWZyDfg6YYNFsrybkzzJbHyLuzmGqY0eI5LDVCq70aTZkz5EuGCqeZcoZJGs0oQmHKGapkTtjASPEceW+GKWcIOa+Pl/0i/fmjuL5Lg9XFlDNUbY8me8WCNp0sDVCWDp4sM1Q4RaY8iamGaLZWMFw8Q9kv0hpaU20bKSWTzgAHp56nxV5Jo7UMT7qkjFYGCydRhMLxmTdYEd1Og9XNSPEMru/SFlrLlDNEyc+hKzYpo/mKbZrQG7HVCD4+Zb9Ef/4oZd+h1V5VM1bUqFHjitSMEzVq3EN0RT9Eg70dBZWI3ooqDFrCjxE3ljNWPMhoYT/Z8gU8WUIXYeLGMhpDD1JnbcJUE9d1rKjexab079IRfT+jhf1Mlo5RdCfwZRlDjRLRO6i3tpC2NhLWm6/LcCBEIJwZre9kyulhNP82087p6iTTVOLEjOXU21tIWeux1bolTexttZ6Hmv4ITzrVz9fSeBBCoc7eymPN/y/lSmYHgajoG4j5G1JnbeShpj8iW+5nsnScbPkChfIoZZnD8x2EUNBEiLDeSNxYQZ21majRiaHE7gm31bixnG11/xvtkacZLexj1jlXEVwUmGqSmN5JQ2g7aXMDpppECEFX7EPU21sAUckwsRhTTbC1/n+tTl4NZWmpUlVhsCr+adoj761+Dl1DV8FUk6xLfoGW0MMM5/cE/dKbAAS2Vk/a3EBTaAdxYxmqYlJvb+bx5j/Bp4wuQndF82M+lpZmTfILtEaeCMZV8Qg5dxjPL6EpIcJaM3XWRursLUT1jqumS4UgNfDqxOfojD5T+WxWRW2vRXvkKdLW+mrqxqjecdntGkMPsLPlv1a8GW4MTZhY6uVXo5tCO3hP69cWTLxupHxVLA4Zqbe2srPlv+DjIRCE9aWp+Ye1FnY0/rtK9giW1KZCKDTa95MwVzFbCkLjppxTFNyxIIWw0NHVCCGtibjRTdJYQ1hvwb4F6Q1Lfo7RUh9RLcVw8TSaMGix12AoNq5fZtoZxtUcpp0Rcu40qqIT1dNYSpix0nnCWoKz2YNsjL+HkBZHV0ymnCEarW7seRmVVKEzVDiFQGGyNEBSX3hPuJA/Sr3VhUChN3cIRajMlEextYueP0FfSxPWEsT1BpR59/aMO0F//ggpo40z2f0si2xFFybDhTMoQqU/d5SNiSfxpc9g4QRtobUMFk4S1dPk3Gmy7iSmGmakeJau8BbOZd/BViMU/RwFL4M/TwNEFRr9+WNIKRkt9RLT66tlxPQ6DMUiIz0u5I8TizdUPQQkEl2x0BWTozOvoisWDWYnvblDmIqNrcXwfDeYiHtTnJzdQ1dkM+PFPnLuNAmjccHzTMogFWdQn6OoQsdQTDRh0DP7Fq7v0GQvZ1z0L2jrkeI58m6GmF7H8dk38KVbbY+EsdBDSREaY4WT1JntDOR7SJttTDvD5Nwpcu4MUT1Fb/YQ6xM7q/voioWlRkgYTZT9EmOlPuJ6AwOFHpZFthLSYiSMJsZL/dV6nMnuI+NO0mKvJKE3YCjWVdv0Yv/NM5g/QWto7TyjTY0aNWospmacqFHjHkEIQUhrIHRJpgpFqET0NiJ6K13RZyov+LLyIiUq7s/XPzEWQqCrEeqszdRZGyvidFxSthL8vaHyFSwtSZO6g0b7AcCvTk6C8hUEynWVrSrGkrxDLkURKnFz+dXri0AInbDWQlhrodG+v9rWc+1yse7i4jncA0aJOYI2T9EWfoLW8OPMyQ7CldvcUpNYavKq5SpCv6H0rkIohPVmwvrljR6X30egiRBpaxMpawOX9pugT148B10Jk7LWXHfdbieaYpEwVpEwViLjfrUfzZ3B9YyrYPy3VsVCrwdbq1vSxNhUE9dt3Lwebmf5hhojpa677v00xbohfRshFCw1iWnfR729tTLC5l9fuNl752IkmfIEaSPPyuiDnM7uI2E0E9frK6kBoxS9IOuLrUbxCTIOjRTPUfKCSXvJL6ALkzqzo1onUwlxaUYGQ7GI6XWMFM8S0VJVr4k5VsV2cCZzAF96zJbHMVSbmFaHrUbIu9MAKEIhrObgR7YAACAASURBVCWw1SjRS1bIHS9PpjxBTK8jrtdzId9D2S+S92bxpIutRkkZrWTdKUJagpTRxmixFxDYaqQ66Y/qddSZ7fTnj6EKHV96dIY2Ep5nJDEUm5Aa40L+WMVYEq+WkXWnuJA/joKKj898rxxRqX9cb+Rc9hB1ZhtJo4Xz+SMUPLfqZTBSPEvRy1FS8xiKTXt4PWezBxnMnySm11eNPiU/R3/+KJLAmyNhNJI0WpBIxrPvVDxDmunPH13QViUvT0iLE9cbOJ15m6TZUm0Pb142JiEEthpFrYg/m2qYpNFCyc8z7YxQ8GaJ6imSZsuCfUwlFFwjLU3ZL+JLH1eWkEhsNYpV+W2yNFitx3DxDCoqaaOVqJ6u9Llrt6mtRumObOVCoQdbjdJkL83AXePaDA9McfLYIFse6CYWv3Mpjj3X49yZUU4eHcRxXFo7Umze3o1h/GJOLft7xzl3eoT7diwnHFlsSL9dZDNF9r5xkg1bO6hvjN9T76Q3yi9mD6pR4+eM4GYz98J7O8pWbyjOeKnlB2XfeaHIG+HijV39uU2kJoRyW/rKneTnrd9cyu0cszXuPhfvm7cfVWi0hdayKrYDAEsNoQsDIQQFN8NQ4RSOlydptmIpYfxKxhNFqJRlCUuNoAuTkBaviCf6jJXOM+EMoOaDif2czkJcb6DB6ubw9M9oDa1Z4PXg4TJa7EXiYSlhOsObGCv1AoKSl19QRlSvw1ajga5BeYyxUj9FP8fyyH002ytxvCIRLUXRz+HKcuDNIUxsLYoQAkWoWEok+KtGyLlTjFY8ExqsZVhKBIHAUCzKfhFPuoxWVv7jRkP1GrXaqzk0/VM6w5vIupPVMtpC6/Cki6oY2MpCA4wmdGacUfLuLGtiD5FxJzg2+zpJo5mYXk9//iiaYtIR3ohA0BJazUC+h6ieJu/NoAljwbgXKFUjVkiLYyphNGECknqri5w7zanM20Fq1Xk9qt7q5FRmD9POEJ2RTThesdoe2fJktU1tNcJA/gSTzgAjhbOYSrjinRGixV7FlDOE6zvol+hFaYqBqYQ4mz1AZ3gjJT/HqczbaELDUiP40uNMdh9ps52+3GGmnSE6QusZLfWiCA0pJRl3/LJtaik2o8VeJp0hzueO0GyvZLzUD5V+eTs5f26Mk8cHee8zm2/rcW6Gwwd6yWdL7Hj8+hdbLuV87zjP/t3bdC1vuKPGif6+Cb72n39Cqj5Kuj6Kbqj43kXPpVPHBxnsn2Tn+66u3fLPhTMnh3nuB/tZtbbllhknSqUyu187QXtXPctWNl52m0KuxO7XT9LSnqK+8e5pV91KxD2SsuueqESNGjVq3CrKfo6R/NuVkITbQ0hroCn00F0RCbyX8aTDeOEwmXLfbTuGroRpCT2KrtZWAGvcXqT08fFRK+Pck0GWF0UoSOnjVsRgL+eJ5ssg3EURKr700RQ9SBOLjyfLlXLU6kq8J8sMFk6RLU+yPv44GXcSv/KbpphYamAUWFgXsaAMVWgIlGCiKrQgQax0AIEq9IqWiF+ZpEp86VfLkNJHrdTRx6uswrvV8oDq5FZBJe/NcDKzB1MJkXOnqTPbiOsNlXrohLUEEln1KphLya0KDU96iMp3OXeGuVdRQ7GrHiOq0CtCpx6KUKv1EPPKUIUalCVEtb3z3iyuX6rUV8NWo5X9RcV4fDGEJHgPl7jSIe/OVuthqmEMxa60m1oNzwrEapWKCHBwLXzpIfFRUEEIFBR8gnYNfpO4vkPBm630DEFIi6ErZsWQpVWv89x5z7XV3G+ycs5SetVnTnBtF7epQIAQ+NW+Or9/6AuMXrcSKSXP/+ggJ48O8vv/9sO35Rg3i5SSv/jTFwlHTD79xcduury9b57ib7/1Jr/3v3+IjmV3Lh31K88f4cfff5vf/z8/TFNrECaqaUo1e8z3v72LybEMX/7X779jdbqbvPLTIzz3g/38wf/9SzS1Xt0bdalMT+b4yn96jg/+yja2PXh571/flzilMrqhoSi3ylvvtrGkytXeaGvUqFHjNuB4M/RM/xUTxcO37RiN9v2BRknNOLEAzy/Sm/kxvZl/vG3HCGstpKz1NeNEjduOEArqvJV4dd54F0JZlGlhPvO3nZvUz3klzV/Brv7fF8T0OpqsZQihoismvtQqZelowlgwsbxsGRW0ikEgMDzMW0kUygJ/KHX+6+q8Os5lnVDRL1s+gK3GWBbeStHL0mh1YyhByue57QOdoPltYM77f+VYUqDP037RKnoQF1/ylUva8aIHglZpi7m/asWjQBMGQhHV42iKsaCMBVQOc2k95tr70snGXHuoV2n7YDul+puUEhTQ5dx1EChCC4w2YvF5Bed08fOC38R8rxBx2Ta9eA6L+9+V8DyfC73jvPazowwPThON2Tzw6Eo2bu1E01UOvn2Ova+f5EMf305bZ5pC3uG5H+xH01Xe/8tbGRue4bWfHWXXqyfIZor8pz/8AQDbH1rBez6wESEE+3ef4dypEdZtbmfP6yeZGMvQvaKBD318O5ZtMDwwxRsvHefC+QncskdTS4KnPrSZppbEkiZ9rutx4ugAu187yfRkFt3QWLG6iZ3v20A4YvHuwT52v3aCN186jh0yOH9uDIAPfWw76za3c+LIAG++cpxf/tSD1DXEkFKy981THDvUzyc+9zDRuM346Cwv/dNhzveOk66LEolZSD/wzDl5bICf/MNBPvObj1VX0T3X46+//ipdyxt47L3rUZSrn0c2U+CtV3o41TNEPlsiFrd59Kl1rNnQhqoqHHnnPG+8dIwTRwcYHpjmm3/2Eqal8+QHN7H1gWWcOzXMmy8f582Xj+N5PtNTgVbVo0+u46GdqxFCMDOdZ9erPfQcGcD3fFata+HRJ9cST4YRQnD00HkO7+9l+0Mr2PXaCUaHpmntSPPRTz+IHbq2rlTZcTm0r5eDe88yM50nM1tA0xRWrm3h0198jGymyA++s4tN93UxPjLL0UPn8TyfD/zyNtZsaMXz/AX767rK5u3dPLxzNYYZGE9Hh2Z44cfvMDI0TX1jHE1XA4EZYHR4hme/t5dHnlzLmg1tAJw9NcJLzx3imY9vp6UtxdjIDK/97Bj9veO4ZY+GpjhPPbOJlvYUTsll9+snePvN0xzaf47MbIGf/eMhTEvnc196gnR9lEK+xAs/PkTPkQtkZgv8xr96aoF3he/59FfG08jQDOGoxYOPrGTjfZ3ousbpniHeeOkYG7Z2sn/XGbKZAh3LGnjqmU2k0nf3vabmb1qjRo0aNWrUqFEDXTGoM9sJafGqdkRUTxPV04S02G1b8b5RFKEQNxpotJeRNtuI6qlqfcNa4soGgXmoQq/uE9XTWGr4plYfA/2o2F2vx6V10hVzXvkpDOXOxcVfCyklwwNT/Pmf/oxctsTm7d2Yls43/+xljh46j5TQ2V3H1ESWf/r7/eRzJQ7sOcPu10+wfFUjpqkTjlis29ROc2uS+sYYO5/ewM6nN7B89UXx0PHRWV594Qg/+8dDJFJh1m5sIxK10PXAcDI2MsPsTIGVa5tZvaGVdw/28cPv7F4QrnA1hgen+cuvvoTv+Wy5v5vW9hS5bAnPDfZPpSNs3t5NPBmmc3lDtY4NLYEmz/RUjhNHBygWnGqZo8MznDw2SLns4pY9/v67e9i360w1fGDPaycpFALPpHDUor93nMMHLnoNXuib4ND+XqJxe0lZjXOZEkMXpmhuSbLpvi5yuRJ/8acvMjEWZP6qa4hy347lrFrXSqouwoOPrWbn0xto7UgjhCAWt9mwJdA/aG5NVs+xs+LV4Xk+//j9fbz1Sg/LVjayck0zb716gh9+dw9OKfCumZrI8ubLPTz3w/2Ewybrt3QSjdnoS9CzkFJyqmeI7/zFa9Q3xnjkPWsQAgp5h+0PrQDALXucOj7Is9/by9lTI6xe30pbRxrL1hFC4JZ9LvRNEA5bbNzaSSIV5gff3sXRQ/3V/b/3rTc5eqif1etb0Q2NPa+fpOwGotLFvEPP0QGmJy9mwMrMFug5MkA+G3hUjY9mmJnKs3JNM2s2tNJzdIDvf3sXZcdFURVa2lJs2taJbRts2tbJzqc38Mh71hIKB4ZCw9C5b8dytj24nNM9w8zO5Bf1xW989UWGh6ZZu7EN29b57jde59C+XnzfZ3Ymz2svHOVH/3MvdY0xVqxp5q1XjvOTvz+AW75xcexbQW25rUaNJeJ5PjOzBVw3cN9MJkJo2uKVACklhYJDvuAgJZimRiRiodzbrlZIKcnnHVzPJxqxrmldr3F1TDXJxtS/oOTNXHNb3/fJZIuYpo5l6ks+hqWlFq12zUdKSSZTRNMUbHvxCtyVcD2fTKaIbV9ffW4HUkpKJZdcvoTvS3RdJRqxUNUrT5I0xWZF/FdpDj162+qlKRZ+KcJMoVAbLzXuOYLnUJly2SUatVCUe8uocDfwKvc109KwrduTMSJfcHCcoM3V29zmhbljxezb8n7hzXsOGIZ2W93FfV/y9lunKeQdnvrQJhKJMCvWNHP21DC7XzvJus0dpNJRPv65h/jGV17kB9/exYljgzzxvg2s29SOogjS9VGS6QgH955F01QefOzygre5bImHn1jDtgeXVc9p7u/aTe10r2yi7Lh4rk8+W2LvGyfxfLkk9SOnWGZ2psDq9a1s27EcO2QgxMXyWzvSNLUmee77+2jrSF+xjldi8MIkx97t5yOfuJ8n3r8B35e4rsee108ggMbmBOs3t/P2m6d47Mm1aLrK/j1nCEdM1m1qX9I1rG+K8auffwTHcfFcj1RdhP/v3/+IzEyehqY4TS1JmlqSTI5n6e8dY+sD3Qu0DhqaE9Q1xnj9pWMoQll0jhf6xtm/6zTPfHw7G7d2IgDHcXntZ0d58gMb6VwehGUVCw7bHlzGw0+srT5fl1J/6Usu9I2j6yo737eBeDJM2XH54Xf3EE8u1JcRQvDZ33qcSNRiTuZACIFl63zwo9soFcuUXY9cpsi7B/roPzfOlvu7Od87zumeIT735Z1sf2gFvi/JZgr0HLlwzfrNsXJtMx3ddTglF8/zKTser75wBLfsE4rorFzbQjRu88Pv7mbNxrZFYR2qptDaEYjSWvbi97S9b5ykkHf4nT/4AE0tCYrFMt/5H6/ywo8PsWpdII6rqAqPPrWOp57ZhKoq5HMlThwdIJspkkiFF5V5p/hna5wo5ErksiVS9ZEbfijPLyOwpHlLstpdDd+XjA5OEUuGCYWvP+WdlJKB3nEKeYeOZfWY9tIesDfSHvlcib7TI7R31xOJ2ddd12shpWRsaJpkXfSm23UpuJ7P0NA0g8PTlMsetqXT2BCnuSl+1YnOHLOzBX7wD/vpOTnE5FSO//CHH6OlebEC/dR0nu98bzfnesfQVJVNG9v5+EfvW/IkL5crMTGZpa01dUcnPL4vee75w/QPTPLl39xJJHzlVZWpqRyFYvmy5/+LQqHgMDaeoaU5iaYt7j+qYtFgb19SWeMTWf76r1/msYe7efzRmxfImqPkuHzzO2/R1ZHmmfdvQlUX9qd8vsT4RJbWluSCMTA2Nst/+/NXeP/TG3nogatnObndFAplfvjsAQ6804uqKnR21PFrn9pB4irCX0JopMx1pMzrz+KwVHzf5wf/cGBJ4+VmKRbLjIzN0tKUqK7w1bh+CgWHnpNDJOIhOjrSt33yeD04jsuFgSlGxmaRUlKfjtLZkb5h5XvP83nxlWOcODnMl39rJ7HorX+G3y5u9vlypfEyNZ3jq//9ZR57ZCXveXztraruAl59rYdD7/bzL377PSQSt1ec8K09pznwTh+/9y+ewroNxpbpmTxf+W8v8YGnN7B9W/eSVt1vFOlLes+MMHRhkj//Lz9DUQXSh1yuSEd3PUgQimD56mYe2rmG7/yPV9n20AoeeXIt6mUWia5Guj5KS1tq0buw70v6zo7x8k/eZWoiyH4zdGGSUsllqfp8Ta1J3vP+DTz7d2+z542TPPjYKjbf10XsFvWF8bEMnuvT3l0XhD6pgo7uOg7sOQOApqnc/8hK/vKrL3L21AiNLQkO7etl831dmNa130GllExN5HjxuUP0944Hk+7ZIvlcCc+/NfKAgxcmGR2e4bkf7OPF5w4B4JRcwhELb56HSjwRor2zfknv5/MRiiAWD1Eqlhk4P0G57NJ3doxkOoJhLOwry1Y1YYeCsTPf8FEslNn1ag+H9vXiuh6u6zN0YQq34hkxMjSNogjaOy9eh85l9Zw6NrikOkopGTg/yYvPHap6pIwMTlMsOPi3SAuy9+wY6foo9Y1BqnvT1Fmxppm33zpd9cyJxmw6l11s40QqEhhkap4TN4bv+ZQrxgKnFIjxeK6PEGDaBoW8QyFfwvfClJ1AKKTsuCiKCBpdSkzboFxy8aVEVQSqplIqlhGKwLL0ahnSD5PLFTl6oI8tDy5HKAK1Ivrill3MykNBSonn+tUydF2l7Lj4vsS0dKQMLIH7Xj/B5geXE1oWWAc9L9hH+j66oSMUQbnkIgToZlBv3wvK8DyfV/7xEBu2d+O6Pl6uVD0X13FxXR/dUFEU5fLnIiM4jku55AbCNYpC2QncqCxbp1z2cMteEFPlS97ZfQbLNhYZJ8qOi1NyUTUFVVXwfYmiCDzPx/dl9VwUVVAqllGEwLT04DwBTVNQFIXMbJF4KoLv+xQLZZAS3dQr5+yjGxqarlIqlAGJYem4jofn+ZiWHsR4LaW/+D4vvXKc5392BCFAURRyuSLLlzXwu7/z1JJufvG4zSc/dj8HD5/na//jlQU30fkcPzHIwXf6+MLnHqGlKYFtG+hLfHhKKTnWM8jefWf5nd96AkW5sxORfMEhky0ir+LBKKXkjV2nyGSLfPaTO+5c5e4hpJScOTvKi68e57e/8DiattjQGAiCLa0835fMzBYpldxbujqlaypP7lxDNGItKldKyYlTI7zx1km+9MWdC8bAnJfQ3L31bnL+wgRvvHWSD39wM6tXNqHpKuFrxJxeT9vfOGJJ4+VmkVLS2zfOP/30ML/5hceI63dOjf2fC74vmZzK8vc/PsgLLx7l6SfX8euffQTVuDeME+Wyx2tvnuD5nx0lEjYRAsYmsjz5+Fqeef9GzBv0XioUysxmCshbNKm4E9zs8+Vq48X3JDMzeYpF9yol3ByFYtDmvn8bbwoV1qxqpqEuhq7fnlf5cNjkI89spq01dVsNExCohEhfsnpDK5/6wqMLJtKhsFl91/N9SSFfQtNVnGL5htzP594rL2V6Mse3v/4qobDBRz+zg3gixJsvH+eV548suexQ2OTjv/YQWx9YxqF95/jR9/ZyYM8ZvvAvnySZmhfHf4X2nHtOzx+xc+/owQ+VvC/zxvSlRpZlKxupb4xzYPcZ1m3uYLB/ks//zhNLercoOx7P/+ggB3af4VO/8Sjt3XUMD0xz8vjANfddKtKXROM2n/zCozS1XDRAqqpKfWOs+lnTVXTj+t+BhRCs3dhGR3c93/zay9Q3BmPkE7/+MNFL5jKWbVy2b7/z9ll++J3dPPOx+9i4rRMhBH/yR8/OO4lAyHa+IUFRlIvXtfJ3/nV0nYtGrpnpPN/++iuoqsLHfu0h4skwe984yfM/OrioLrfy7i0QgS5GpVBVUxZ4XQgxJ5txd58ZP7fGicnxDMcP9bPlwWW89k+HQQjy2RK6obH90ZWcOzlMMe8Qjlgc3HWazQ8u58i+cyTrIvSdGUVVFNZs7uDogXOEIhYNzQkMS+fw3rO0dKbZ/MByjh7opZh3SDfEOP7Oefa8fBxdD5SnwxGLWCJE7+kRHnnv+mq9JkZnObjrNE7Jpa27jhOHL2CHDJraUkgpGR+ZYaBvgs3z3HMmxzK8+o+HMCyNdEOcWCLEySMXaGpL0tpVx7ED55FS0tyRxg4Z9J0ZZdXGdsaGZzj89tnKubRz6ugAZcdlzaYOJIFh4dJzqWuIcWjvWcaHZ7BDJqat0392DCtksG5LR9VboqktxX2PrCRdH1u0eu+5Hof3nmPowiSmqdHWXc/g+Qk0TcG0DS6cHcOwNFL1MdINMU4fG0TTVdZv62TXS8dobAnOKxy12P3ScT78mQeZnnDY82oPqqJQ3xyn99QIhqkTS4ToWF7P8XfOE02EWL6mhWMH+yg7Lm3d9WzZsbRV3enpPK+83sOaVU38yi/dh6oIiqUyxWIZY95Danomz/n+CYoll3jMprM9jWkG7oyKohCL2SQT4UVtIqVkbDxD/4Up9h/oRVEVCoUyY+NZlnXXLckDIpst0tc/wetvneJ8/zi7K9e2sSFKd1eQzz6XKzE0PMP0TB6QpNMR2lpT6JqK47icPjtKOhWmsSFwsSsUHM72jtHSnCCZCCOlZHIqx8DgFPm8M6fdQzxus3rlxbjMoZFpTpwKwgFamhPUpaMoimB8IsPA4BS79pzBNDV2Vaz1y7rraKiPLenhl80VGRqaYWY2iI+rr4vS2pJE01RKJZcz50apS0doqA8eUvm8w7m+MdpaU8RjNlJKJiazDAxOUyhcPIdkIkR3Vz19/eOEbJPxiQxtrUmKRZeR0Rm6u+pJJkIIIXAcl/4Lk0xO5dANlbaWJOlU4CE1NZVjdDxDfV2UCwOTOI5LfV2UttYUqqqQy5c4f36CN3ef5sSpYfbuP4dl6qRSYVataKwqVU9O5ei/MEm57JFMhOhov7gKKiWMjs0yMDiFoghMQ1vSXFpKGByaouS4dHfWkS/8/+y9d5gc53Xm+6vQOU/39Mx0T86DQQ6DTBCMELMoUqREkYpUWMtJa+/d+9y1n2fX+9xdX98rWbalXcu2RImkREoyKTFBBBMAIhA558HkPB1mOseq+0c1GhgiNQhGad6/gOmqr75T9cXzvec9GY4dH6ap0UuZy8LY+DTJZJb6Ojcjo1MMDoUBcDrMMybgWDzFwGCI7TvPcLp7nN17e9DpZMo9VpoKTlPQmBcnT48Sjaaw2YzU1bgxlcjWyuXyjE1ECASiZDI5rBYDtbVuLGZDSe0kPBVnYDDEwUP9pNOa43UyEMNX5SwyQPJ5hdHxacbHp1FVqKrUmFCZTJ6zvRPUFZ7XfXaCXC5PW2sl6XSOnt5JGhrKMZdgS3jqfH/R62W85XYqvPYZ11yuv4B2ijswFGR6OonRqKOmuqzI+lBVleGRKVRVxWY10jcQIJvLU+G1469ykc7ktLa2q5uTZ8bYs68Pi9mA02mmvbWyZEdWJpNjeCRMMBRHVVXsNiM1Ne6i/dGY1h5i8RQOm4m62vPfeWx8mqmpBI0N5ej1Mvm8wvBImFxOobbGjSgKxXZsNunpHwySy+WprHBQVeVEEkXt1GlsislAlHxewWo14Kt04rjgPVypvwCFPh8mlc5h0MtUeO14y20lMQFTqQwvvnKI8YnIjHHuWpDL5RkenWJyMoooCvh9Lso9579zMBQjFIrj8zkZHAwRiaVw2E001pdfle0iSQKNDV6++IiTap8LVVXZ9OYxNm46zKoVTcXx/EpQVUilM/T1B4kVnp3L5y/4XSUSTTEyOkUslkIUBe0bVWrpRScDUSYmIrS1VhY3u/m8wqnTo7hcFioLtO3JQJSR0Sky2TxGg0xVhROPx1pSW8znleJzkqksZrOe2uoy7HYTgnD980simblifzmHbDbHme5xpqYTWCwG6mq1vnCu/Eg0ycBgiEQiXRj3PJgKseilQWBiMkrfQBBRFKj2u3CX2YpjcC6XZ2R0ionJKIIAvionlRWOYvm5XJ7hkTCTgSjZnFLcJzQ3eSn32JiOJOk+O04mk8dqnTmeZrN5evomcTktxGIpgqEYRqOOulo3NqsRRVEZGg4hyxKKqjI+Po1OJ1Ptd1FWECPM5fL0DQSZLJzovnv9EgzFCIZiuMusDA2HyebyeD02/H5XkY2UzeYZGg4RDMVm2NDaUoG77GKxPVEUqG/2svW149jsJqqqywCKh0CCoP378L4+9u/q4XNfWcv+3b289tIhHnh0VXGsEASNPZDJahvBa3H2x6JJxkemeODRlbS0V5FJ5wgFojOdA1eAqmpOA1EUaJ3jo6Glgqb2Kr77337LnfcvLTonzq0nM5n8RXU0mfVks1oYAWiHrgM9k8Xf3eU2JElkoC9AU1sVACODwRlOGoNBR9eaVjY+v4+pcJzGlgq8JbKQcrk8A72TtHRUMXdRHUajjt4z48QK9SkVGptAIpPOXmSjr8aFwaAjEU9TU+9BFEXtcDevXDNL4kp2xKIpbrljPgu7GjGa9Fp4W4nlDw0EsdqNLFvdgsdrZ2QwNEM/wlvp1PpSX4Aqv6vAhAii5AsZfww6JElkuiAGquQVBvsDpFLagU8ilmZoIMinH15BS4ePbCbHVDhOOj2zrZ3re7nsxW3lamho9rJzyykC4xEqfE4y6Szdp0apaSjHWOI67qPCJ9Y5kc8rJOOayEwsksJg0jNvaT2xaIqJkSlqmyroPj6M2Wogn1PoPTlKIp4ml80zMTKFt8rJ6GCQeDTNmtvm4fJYGe4LYDTpMBh1GE26YhmyLNHQWklwIsKSNS2MD4c5tr+P4ESE+gsmPFXVqEkGo47wZJTx4TBl5TaW3dDGy8/uwllmZemaVvL5kzNtyeXRG3WsvX0um18+TC6bo8LvYuXNnRzb34fTY2VBVyMvP7uLB796A41tlXSta2PH68cvsCWEzWFmOhzHaNYD6iVtiUwnCIxFWHVLJ++8eYKpUIz6lgq8fienDg9R4XNiNOoZ7gswf1nDJd99PJbm6L4+7C4zkXCCtvk1TIfiJONp1m6Yx8TIFGtvn8ur/76PwZ5JVFVjfQTGp8ll8qy+tROdXlO0trvMKIrK2ROjRVuGegOYzHpW3zqXt146SDabo76lkrlL6zl1ZIj+M+PUNHkZ7g+U7JxQVI09YbUacThMyNLMlGuqqjI2EeHnz+xkfDKKQS8RjaVZtrie++9dUtKGTFtUneHM2QmmjqBsrAAAIABJREFUphPs2deDwaDDbNZT7rFddVAJhePs2dfLydMjRCIptu88gygKLJhbQ0O9JiS0a28Pm944hk6nOSOSyQyfvX8Za1a1Eomm+PFP32bd2jbuvmMhoC0k/+UnW3n4gS6WL2tkdGyaJ3+xg1wujyxL7DvQR5nLwt13Liwu2oeGw/zs5zuQRJHpSAKrxci3Hl+Pr8rJ8EiYd3afpW8ggMmoY9vO0wCYTbqiM+Fq2L6zmze3nMCgl0mls2QyeR5+oIsVXU1MTyf4tye2cstNnXzqtnkAjE9O86Mfb+GLj6xm0YJahobDPPXMzuJAve9AHxVeO/fcuYiyMgs/+Oc3qakuo38gSIXXjl4v0z8QZO4cP49/ZR3ZbJZXXzvK9ne6MRp1pFJZbFYjj35uFfV1bk6cGuXJX+ygvs5DLJ4mk8mRSmd59OFVLFlUx/R0kn0H+jh2fJjJiSg7d3Wj00m0NlfS2lyBqqr09E7y7L/vJhJNIUsi0ViK9Te0c/cdCxFFgYHBED9+8m0ikSR2mwlBFAiGYiW9v/0H+zlybJj/9OcbOHlqlP/2P17g619Zxx23z+fV14+STuf46pduYCIQZdfeHt7ZfZZ77ljIQw90FTf1U1MJ9u7v5fjJEQLBGDt2dSNJInPafUXnRDabZ/PbpxAFARWVUCjOjWvbefD+ZSU520bHpvnp09tJJDNIokAoHGfxwjoefmA5lhJC2iYDUXbv7eHM2XGmI0n2H+rHajGwbEkDPp8TQVDZs6+X517Yj06n5VdXUfn03Uuor/Pwkye38ejnVtHUUM4TT20jGkvxX//LfQSCMf71p1v5iz/dcFXnxMRkhJ/9fAeTgShmk55YPE1To5dHHlpRvPdK/SWRyPDblw6we18vZrOedCpLVZWTRx5aQWWFA0VReWvLCYZGwtisRoKhGMlklrmdfh76TBeRSJJ9B/s4emyIyckou/acRa+Xaawvn7HZuhLS6SwvvHyQHbu6tQ2YKKAqKt96fD0mn4tgKF4MQ7OYDcQTaebO8fPAp5dhtxl5Z/dZ3tnTw1/+2QbcZVayuTyvvn6U6UiSb31tPXq9xGtvHiMYimMwyITDcRLJDIsX1vGZe5eACHv29fD8i/uLoW2pdJa7NizghjVtV+0vkiQyMhrmiae2E4mmMBpkYrE08+dW8+D9y0oam/V6mRvWtGIy6vn1b/aW9N4uhKKobNl2ipc2Hsagl8grKiaTjgc/vYy5c/yauvzxYV763WHmzvHT1x8gm81htRr5k2/dclXnhCiKNBbGeFVVyebyRV2VUhejqXSGF146yNbtpyhzWbQDm0QGi/n8+3n9rePs3NWN2awnHs8gyyKPfX4Vc9p99A8E+cmT2/jzb99GS7Om+D4+Mc3/+te3eOC+pVRWOBgYDPHE09tIp3PodBLRaIoVy5r49D2LSwo3CoXj/OznOwiH4+j1MqFwjKZGL196ZA1Op/m655dS+ouiquzYdZZde3s0h0ggysrlzTzy0AokSSQQjPGLX+1iaDiEwaAjFkvR2eHns5/pwm4rLXRrfGKaZ369G1VVCIbiVFY4+Mpja6mqdJDPK2zf2c3Lrx5Cr5fJZvNIksjnHljO3E4/ANt2nGHTG0dxu61MTEY5fnKErqUNVFTYKffYSCTSHD0+zL4Dfagq/H//46Hi5jyRSPPUMzuRJZFsTktrGgrH6Gj38aVHViPLEq+8eoS+gQBGgw4VlampBGVlVv7o6zdR7rEVHRi79/aw/Z1u/uMfb2Dt6paifUeODvHsc3uorSkjkcgU4/If+/wqFs6vBWDLtlO8/tZxvB5bwXk7zoquRvw+52WdE11rWtm9rZuf/9tWFnY1ks/lGRkMsWp9By3tVYyNhHn+F++wqKuRW+5aiK/WzVM/2kxTawVLV7UU+0ttYzl7d3Tz8q/3YnWY8FW7aJ3jv+p3szvMVFW72LXtDHqDjuGBIEcPDJTM0AUY6Avw2ksHqanzYDTpOXl0iHKvHbP1gowmolbHYwcG2PTCAfRGHe2d1VRVu/AXHMMv/nIPg30BJsam6TkzjsWqtT1fjZvWDh+/e34fiViafF7h4J4+crnzTB1REmnv9PPKc3s5sLuXBx9bhbXEtivrJBpaKti19TRvv3EcRVHYueVUMfShVAiCFubw5sbDbHx+H2aLgbpGLw0tFdTUl7NkZTMv/WoP0+E4DqeFUCCKyazn1rsWXneYt+boUMlkcuze0U33qTF0eonaBi+rb2zDdoWQ0HOoayxny6ZjbN50FE+5jQO7e2aEOtQ2llPf5OW5n7/D5ESEdDLL8cODKAVGi8ttwVfjYsumo6BCMpFm786zRWFUq81IbX05u3ecwWw1MDoU5sDunovGUaNJT5XfxeZNR4lFU8iyxJKVTZgtBpKJDIP9AYYHgqRTWXpOj2E06iivcOAut9G1ppWDe3v5+b9tpXNhLZNj0xw9OMBnH1uNpcT28FHhE+ucMBj1pBIZ+goePWtBxVUUBbKZHMGJaUITUaJTCVrn+nn71aM0tFZSVm5jOhSntsmLv97D6EAQvUF7DVa7CX+dh6HeAL4ad7GM6VAMnUFHPJpibEhzAhhNekKTUcorz59o5HJ5ek+PamEMsoSqgtGsR5S03L+yTmRkIFjwiM5ccESnE/SfGcdglJF1MnqDZovdaWa0P0jfmfGLhFycbiuuMiu1TV58tWUk4hlSyQzdx4fpXFx/SVuS8Qw6vcRgzwSKomK2GtEbdYiiyFQwRiqRxuGyoKoQi6QIBaJMjk1T4XcVPW06vYzba8fmNFE+T7NflER0BpnQZLRoi9liwGwzkk1n8Td4qPS76D42UnRMTAXjTAViTI5MYbWbirbo9BLD/cFC6AyYzAYC49MM9QbQ62VcHisVPiflvtLjUV1OM4vm17F1+ylQYdHCWmqqy4qnJZlsno2bDpPNKfz5t2/FaNRx7Pgwz/x6N+1tVSxZVH/VZ3R2+GlprmDjpiPs2t3DY4+spsxlwaAv7cTFV+XkgfuWkk7n6B8M8s2v3ogki4WQEO3+eZ3VtDZXYDEbyOUVfvbz7WzZdorVK1uuXDia8+zIsSFGx6b4zh/fjsNu4uVXD3PoyCDLlzYWrxufiPD5z65g4fwaxscjfO+fNnH46CCVFQ462nw01JczNBymwuvgS4+uBsCg11Eqj37Rglo65/ixmPXkcgr/9tOtbN1+muXLGq96r6qqHDw8QDAU4zt/fBtmk4HfvHyAsz0TdC1pIJvLk05nmTfHz8rlzfw/332Fv/jTDSxZVMfGV4+QSWc52zvJW1tP8vmHVtDaXEEkkuInT77Na28e49HPrQS0RfSypQ186QtrkCWRf/7JFt7aeoI57VV4y23cd89iZFli975evvrFG7BY9MiS9p1SqQwvbjyEzWbi8S+vQ5ZEdu3t4eXfHWb+3Br8fhdvbD5OOp3jz799G2azge07z3Dy5NVjFQUB/D4XO3Z1k8nk6R8MUVvjZmRsinQ6x2QgSntbFZIoML+zmoZaD2PjFwtyVlY4uP/eJaiKyrGTIzz+5XUYDHJB4LXgqS+cWH39K+uwWo28/tZxdrzTzfp17SVtFNxlVh79/CosJj2SLHLg0ABPPLWN226eW5JzoqGuHH+Vi937enj+hf187sHlVPtd6HQysiQyPZ3khZcPsnpFM2tWae3/18/v4cVXDvLVL67F6TATCseLYoB6vczYeIR4PI3ZbChpU9s/EOT0mTG+/c1bqK0pI5PJoarMuPdK/eXw0UHe3nmGLzy0go52H1NTCX7y1DZeff0oDz+4vBjutf9gP9/46o0sXlinpSGURGRZpNxj4767FmM26Xkzd4IvP7oGu91UOF0qQRhMVTl8bIg3t5zgM/ctYfHCegQ0Roy7zEo+r7Btx2nOdI/zza/diK/KSf9AkP/9r29RW+vm5nWla3YcONjP419Zx4J5NZoNslQ8BXtn91lcDjNf/dIN6HQSqVQWcyE0J5XKXrG/NDaUc/rMOEPDYb7zx7fh8dhIp7UQzVL1GGRZoqnBW2CLXTtddWQ0zEsbD7FqRTPrb2hHUVR++dwefvPi/hlMmKGhEPM7q3n8y+swGmWUvIqxhDjvcwgEo/QPBBkYDHHoyCD33rWoZN2C/oEgb209wf33LmXp4nqCwRj/+L9fB8631VXLm1nR1YjZpCeTyfH9H7zGO7vPMqfdR2tLJR6Pld37emguCNIdODSAwaBjTofmgDl6fIhgMMb/8Z07sJgNpNLZGd/5arDbjDz0ma6iwOKZ7nG+/4PXuO3muTgcpuueX0rpL4qikk5n+ZNv3YLTYWb7rm42vnqEm27soNLrYPPbJwlPxfmjr9+E3W6i++wETzy1jdaWCm5YXZoeUDSW5oY1rSyYV8PkZJQf/uhNtu88w313L2ZiMsLLrx7m5hvnsGxJA4qi8tQzO3j+xf3UFhgcb245QXOjlwc/08X0dJLv/3AT7a1V1BfE7yq8Dh56oAujUceu3T2XrMPI2BR/8q1b8VU6OHJ8mKef3Ulvf4CWJs3x1D8Q5E++dQsd7VUMDoX43j9u4vjJEdataUOnk1i9ooXG+nJOd49fsvxgMMrqFc3cdnMnqgo/+vFmtrx9ivbWKiRZ5I3Nx5nb4ePeuxczNRXne//0GnM7/FT7yy5ZniAIVPlc/Ie//BRbXzvGvp3dRZr/OSr+meMj1NZ7uPmOBej1MnPm1XDThvmcOjZC58K64ga8a3UL0+EExw8PIuskjOvbi89xe2w0tVZecuywO8189otreGPjIXZsPom/pozPfWUtxw4Nliw4eo4if2hvL4Io4PbY+OZ3NlDxLubChnsXIcsiB/f2YTTpqKn3AOAqs/DI4+vY/OpRDu7pparaxYOPrebUsWEtzEEn8ZkvrOS1lw5x7NAA5RV27npwKUf29WO4gJ7vqbDT1FbFkf19zF9cX7KTU6eTuGnDvEIqzl7sDjO33b2Q6jp3ccw+h7LCu7ycM2HtLXPIpHMcOTCAXi/jLDilJEnkns8uo8Ln4NjBQTKpEWwOM4uXNxaZDU6Xhea2qpJ0Mt6NbCbP3h1nMBp1NLVVYTLrScTTvPHKIdKpDPc+tBxZJ9LYUlkII7n43cxdWMfdDy7jyP4+RgZCzF9ST0NLJe5yW/E9PfyVtbz62wMcPdBPRZWL+x5eztEDA+gNMnq9zP2fX8kbrxzm8P4+XGVW7nmoi8N7+zBbDFjtJj77pdVsevEgOzafpKraxWe/uIbjhwZnjKcWq5GHvryGN185zJ4d3bjLbSxYWg9ouhcvPLubXDZPXZOXE0eG6Dk9zrLVLay5qYOKKgdf+tbNbN6ktSWLxcBDX1zDoq5GJEnEZjfR0l41g0XhLrfR1Hb5b/ph4RPrnHA4zbR0+kkmMixZ1YzDbcXlsWFzmEmns4Qno/hqy0instQ0eelcXEdjexVGs76giqppOixc0Yy+0Pgz6Sy5nELTHB8Ot4XgRKRYhrvCTkunn+lQHKfbSj6vUt1QjqyTirQzURRo6vAx3BfAV+fG7jQj62RMZgNd69oxWQyMDYaYs7AOu8tcvE9VVY0uHkuzcEUzkk4sUuD89R4SsRSxSIquddrEuLiwEG9srySfyxcoZwKJmOakqWkoR1GUS9oiyyLzuxoZ7ptkzqJaTBYDkqTFHC2/sZ1ELEU2q+AvlFFd79EoculcsbEaDDJdN7YxeHYCVQVREliyugWjScfA2YmiLUvXtmKxG+k5OYqqqOgNOhaubCranIilqG+pIJvJUdfiRRC02Dq701Z0AC1Y3kSZ107/mfECU6WCBSuamA7Fr4neJEkid9+xgHKPjS3bTvHW2ydpafRy16cW0N5WRSSS5MBBbQB9/oX9IGjhBNPTCXr7A1d1TgiCtlDW62UMehlJFrGYDNckkifLEmaziF4vIUsiFothRjYQVVUxm/T09E7SNxAgHk8zOBRCp5NKig7Tsh5kMehlbFYjZrMBp8NMLqfMeJeN9R7mdVbjclqQJYma6jImJqIoiopeLyNJIpKsTZLXKgKoqiomk56zPUP0DwZJJDIMj0xhsxlLtEE7dTUadFitRoxGHU67iVw2X8wpbzLp8flcmEx63G4rNTVlGiVR0DZlh44MEgrF2bGzm30H+lDyKsFQnFQqW6TUuZwWupY0UlHIM97WUsnuPT2k0jnMZgMWSURvkJEkAYtFP+M9nDvp8pRZ+dXzewCIRVOEwnEGhoI4HSZOnBrVGABVTmRZYsH8Gl5/63hJ77Da5yo8Z5qhoSCLFtQyMRllMhAlGk1RX6sJNMmyhNGoQ77ExkGWJcyFDbskiVjMhos2UXqdxJJF9dTWaAvijrYqtu04w9RU4qrOCVVV0Rtk0qkshw4PEJ5KMDY+TSSaIpMtjSKrKyzEjAV6pNk08z2f7h5jcCiEw2FieFQLXxkeDjMyOkUylaXa72JkNIxeJ2G1GrBaDYyMhonG0viqnCWFdHjL7VgsBl59/Qg3rG5jToevEJZC8YTkSv1l/8F+Krx2Fi/U0oE57CZWLGvilU2HuXPDAu2EG80xuXB+bfH/5yBJAmazHoNecyCbzdc2puRyCidOjlDmsrCyq/kip1AymWHv/j4WLailtbkSnU7CbDYwp8PP7j29rF/bfpmSL0ZNdRkL5tVcZANAU1MFL//uEK+/dZzlyxqprXYXRWSv1l8aG8rx+ZxIksjLvzvMmtWttLdWatlnSq7dBXgPobQnT4+SSmVZf0MHnkL+93Vr2vjeP21ieCRcdE44HCaWLq6nqvLqYRiXQl9/kFdePcxkIIrVasBhN5Vs46nTY1itxuI3sFoNzOusYXAoWLzGZNJx8PAAo6NTJJIZJgJRPB5tse2wm1i0oI7de3sIheMYjToOHhmkpakCj1u7pq7WQy6X54VXDrJqeTNtLZUYDKUtI885rBBgz77eQmhAnEgsWaQ6X+/8IkniVfuLJIosWlhbZCO2t1ax6fVjhEJxrBYDBw4OEIuneXHjIURRIJXKEo2m6OmdLNk54fc56Wjz4S6zYjEbmNvp5/ipEW6/dS7HT44wOjrF4aODnO2dAGB0dJpAUBu/jQa5mIHj3BhlMOjI55RiCJMoChgNmoPncg1kXmc1LU1e9HqZpoZyrGYDgUC06Jxoba6gs8NXDK2qrHQyMREBCmlHddr8cbmwKXeZlaWL6/GW28nnFVqaKzhydIh0JodR0JHN5LEXbFBVFb1OIpdXrsi6EyWRmnoPjzy+7pK/33j7PG68fV7x/wajjjs/c7HotMVq5L6Hl1+yjKWrmlm6qvnSzy+EY5zLZHAOXWtaNUZTJndFsUJZEqmocvL4n9522WvOodLn4guP33hxHSSRzgW1dC6onfH3tTefdxR7K5088rWZ72jF2vNtU6trnkQszZz5tVQUDvJUVSVbCA+4vA0SHq/9orqtXn+xgOyyVc0su8y7BHCVWXng0VWX/M3uMHPrnQu59c6Fl/x97qI65i6qu+jvpdgQmUry5sYjPPDoKpavbS2G2mbSWU6f0A6BrDYTX/6jmy9bhtli4PZ7FnH7PYsue42vuuyiMlauOz9nVtd5+OK3bprx+/I15zOXNLZU8s3vbLjs76CNae2d1bR3Vl/0/IbmCv7yv376svUDjQHyxW+uv+RvLR0+WjpmtvVlq1pYturqh50fND6xzglBFOhYWHvZ32saymf8f/EFlLR5F4QreC5Mf+Nz4S0s/AHmd808yT2nE3H6yBDJeJp5S+uZDsWZGJkCtE16hc9F17qLF3RNhQbgq3WjKAoDZycZHQgBWrhBY3sVC1c0oX+X8JUsS3QsnNlB2+bXABrd50JbvO9iElRWn/dQv9uWqpqLvdf2SywqK6vLUBWV0aEQI/3aIkenl/DVulnyrk4EmrhKPq/MsGXRyvODl7OwsBNFEX+9B3/BWwwzv8s5nHtvLvd5GqDzEpTAUmA2G7jxhjYWL6pjaDjMb18+wE+f3s5f/NmnyGbzxGIpWpoqinGXbhfU13rofFfn/aiQSGR44untDA4FWbygnrpaN6NjU0xHkpddcF8obCOKAu2tVWx++xTP/vtuvF47Bw72s3pFM1br+QWcw2EuKhoLgjY45i4j/nmtiMfT/PinbzM+Mc2ihXXU1XoYKMSZX8mGcxORKAp0dvjZ8U43z/56N2UuC/sP9rNqRTNms3YaKIraqbMA6HQyoiAgCAJCoaxINInJpMPjsaIvxFaXe2x4y23FDbrRKGO7gPYmSyJ5RSnp1DWdyZJKZXC7LbhdWlt1u6w0N1XQUOchl1dIJNIF4TttoWY06Epe5Lvd2oL31JlxpqaTrFnVyouvHOTM2XEUVb1ID+G9QhJFyi44tdW8+Sr5EoTe8nmV7TvP8NwL+5jT4aO+1oNBL7Nnf+/7prMUjWkOJ6/HVjzRcbusrOhqotJrp9pfxsHDA4C2+T8X3hOPp6ktaMlcDdV+F9/62nre2HKCXz63B7NJxz13LWLR/Nrit7tSf4nF0xgNclHQUBQFHHYTsWhqpiq5wzRD++b9Qi6fJxpLY7ebLrkpUFWVWDyFzWosOgt0spaqdXg4fOlPdUF/vBAOh+my1P6b1nVgtxrZuuM0u/f20tZSyX13L6Kq0nnV/gLQWO/lm1+9kTc2H+fpZ3Zitxu5/54ldHb4L8pA80EgHs+AANYLqNkOu4lMOlfcWAMYjbqSWEGXw7y51TQ3eUmnc+w70McTT2+nvNxO8wU6MJetYyKt6T4V2rUoCNguqO90JMkPfvQmmXSOhfNrqKxwcOLU6Iwyli2uZ/PWk5w6PUZZmYXBoRB33j6/qJXQ3lrJ179yI6+/dZyfPr2dMpeFBz69lNbmypIEEw8dGeTHP3ub9tYqmhu92Gwm9AUm5YcFQWCGA02ShKKeQS6nEI0lKXNZcbusxT5T4y+j9Rq0SvR6udgXJEnEbjNxtncSJa8SjaWQJIFyj62YztTtsmKzGrHbjej1MosW1rFz11kEIBJNoSgqixZevFG7Espc57WxRFFAKAiWn4PzglTo57INXE7k+1IwGnVYL2jrsqQd1J1Ln75oQS1b3j5FNpsnPJVAp5NYMK/mmmz4OCGVzPD0v2xheDB02WtuvmM+K9e1fyhj0qWgbcBzhENxzp4apbd7nMf/7LbiXJVMZPjZP7/FeGHPcincfu8ilq1q+chsuBoS8TRP/PBNAgVH2qWwen0HCDAyHGZybBpBFJgYm6b75CidV9g3zuLjg0+sc+KjROu8alrnnfdilRVoPqVCFEXqWyre72p9YBBEAV+tG1+BUngllJXb6Vr3/myO3k9cmL/Y6TDjsJswGGT+/gevMTAYpKa6DLvNREtzBZ+5b0nxtODDXDRp9QMQLrkpGBgMcvjIII88tKIYq322Z4Kp6SQAYmFjlC2kOlJVlXg8VWQDCIIm4uardBCJJvG4bdxz5yLmz63BUBC6g8JC5grndcIFiRCuVaCnpy/A8ZMjfPnRNazoatKyk5wYLoYeCKKAKInFdE2qqhKLpsgUYv0EQaC2uowKr53pSJIyl4X7713CvM7qoqPhytVRcTrMOB1mNtw6D4/bWvSqz7RRuCqNU0DQnD/v+lhGgw6b1cTcOdXcdnPnReWHpxJYzAbCU5o44TlGS6ZE0S1JEqmscHDk2BB6vUxrcyV2m4nDRwZx2E0l08gFgSu/LOFiIbRSkUxl2LLtJE2NXh59eBUmk46jx4f55XN73lN5l4LdZsJmNbJ2dStNjd6L3rO33FZc2K9c3oTBoGPT60dJp7Ms72q8artVVc3+luYKmpsrGBmd4qWNB/nJz7ZR93/dW4ybvlJ/cTrMBSZHBrNJT15RCU3FsdtNM9LPihd2qkvhPa4TZUlzNPT1B2Y4GIvjoSjidJiZmk5o2a90mpDc1HQCp9OMgOZwVhSlyBQ5l8nl3e9PEC/9FlQVLGY969a2sXJ5M8dPDvPTp7fz4kaRr3953VX7i6pqG8g5HT462n0MDAZ57oV9/PTpHfzVf777iill3y/YC7TyyHQSQ7k2zoSnNI2NC0N8hIIj9Fpxzl69TsKgN6OqKnPafTz3wj7Gx6dLck5YLUbS6RyJRAaH3YSiqsQS6eLvx0+MMDAQ5D/+6e20NleiqpqOxoXjl8dto7PDz649Z6mqdOJymqkrzPvadxBZMK+G+XNr6Omb5Jlf7eKpZ3byX/7T3Vcdd/J5hbe3n8blsvDY51dht5voHwjy1C92zrjueuaX84Vc+efLsQF0soTdbqah3sNn7ltygYDxta0DkqlsIQRME/mLxFJYLZqGiMNuwmYzsf6GDmpryi5q74IgMLfDz+69PUxHknjL7dyyfg7VftcVnngpG6/8EkRRuK4MHIIgFNmKl/ptbqefvQf6mI4kqaxwsOHWufiqrs2GjxP0Bh2fun8J6StkeilzW9/znPl+offMOD/54Rsa02vDPFraq4q/GYw67npgGZn05W1wl3/0NlwJRqOOex/qIpO5fJYWp0tzvG38zT72bDujZUDM5GhoqeCWOxd8iLWdxXvFrHNiFn8QiESSDA6HsdmMGPQyuZzC/oP96GQRj9uK02Fi+bJGduzqprPDT3m5jVwuTzSaoqa6DGMhjWs6nSORTKMoCvF4mngijUEvzwi/uF6c2ywMj0xpFFWDjN2maarIskgsniYYjDE8GubIseHiqa3RpMfrtXHsxDAru5rI5xXe2dNTyOyhIRSOMzo+zfp1HbQ0ehElkanpRJGqXAoEQcBuNzE2Mc3YeARZ1kJQSqHJG/RafHI0liIQjDE0FOL4yZHiBsNs0uMus3D0+DBLF9eTyyns3H2WSCRZLCMQjDExGeX2W+ZSX+su2nApka1L1J7FC+vYvPUU23eeYUVXE6IgEI2lsFqNlHtKdzTabEZi8TRDI2HcZVZ0Ogmnw4zXa6ezw8eWbadoavDicJg09e14mvo6D1aLgc45fvbwo83rAAAgAElEQVTt72fpogbsdiMHDg0yGYiW/Gy/z8WOd7pZu7oVvV7C73Px+lvHWbWiCYNeLsZVx+Jpsrk8qXSWeDyNoRALWTz1t5uIRJIMj4Sx27VTTMe7Um29F4iCgNGoJ53OEZ6KEwrD1u2nSZfogCkF7a2VOB1mNm46wn13L8Zo1JFIZlAVlZrqMjxuG8lkhnxeocLrQJZEkskMsXiaqopS9GpUAsEYU1MJ7d3oJGqq3ezZ11fyCWPX0gb+7Ym32bnrLHPn+AlPxdnxTjfLlzZis5ZOWbdZjSSSGYaGw+SymphtKVoEsizS2eFn+84zvLXlBF1LGhFFgUQqQ7nHhtGgY+XyZl585SBHjg1RU11Gb1+A4yeG+fxDKxBFkUqvg0AwxukzY6iKSt9AgBOnRpnTXiqjTKX77ARGow6jURM2dDotJAt51q/WX2RZ1LRCEmnsNiMmk54afxk9vZNFh8kHjc4OH3abid+9fpRb1s8hryi8/tYJGhu8+H3Xv+HKZvOcOTuOrRCqlssp7DvYRy6bp6KitBCR9rZKXv7dIXbv7WFFVxPhqQRHjw0XRRzPZZ2KRFIEglHOdE/Q2x9g/tzzBy0Gg8yyJfX86Mdb6BsIcuPadmzWc+OBytBImGwhQ4TVYsDvc3HsxHDJm3dTIV15eCpOMpVl89sniV/gQIHrm1/O4b32F6vVwPKlDbz25nHmza2htrpMY1NEk/h8zpLDTEZGwhw8PIAo1jEZiHL4yCC3rJ+D0aRjboefjZuO8Npbx9hwyzwMBpl4PI0kCvj9LgRBoLc/gCxLLFpQh8ViIJ9XiMXThW+h0dozWY21o7E9UphM+pLZd1eDoiikUtr8kc8rJFPauGm4gBFyNfT0aYKbixbUYTbryeYU4ok0VovxA09L+kFAkkT8NVc/oPuoUdtYzje+swG9XsZTYZuRhliSRKpLOGT8OEOSJarrPFe9bvVNHXTMqyYeT4EKBpMOV5n1moU9Z/HRYNY5MYs/CESiSZ56ZgcTk1H0OrmofXD3HYuoqdZOL+781AJiiTQ//Jc30Rc2eGUuC//h6+sxGGSOHBti46YjTAaiTE0l+PGT23CXWbj1pk4WXyPl8nIQBIGli+vZf6ifv/3uK1itRtasbOGeOxdS43fRtbSRF14+yNvbT2Mw6KivcxeZEyajnttunstPntzG3/zPFzGbtUX8uU27oijE4tpJ8sZXD/NGQSncaNTxxUdWl7zZEASBdWvaeOqZnfzff/cSFrOeB+9fVpJoaF2th8UL6/j33+zjzc0nMBp1NDaUFzcqZrOBW2+ay5O/2MF//9sXMZv01Na4cRUWloqiLcRyuTwvvnKwcNKbx2Yx8NgjqzUny1XWyU0NXr7w8Ap++/JBLRuFqOkHPPDpZXg8pTlpBEFg7hw/O3ef5fs/eA2b1ahlonhwOUaDjvvvXcKz/76bv//BpkJbUvD7XHz7m7dgMuq47eZOhoZD/N3fb8TlNOPzuUrOdgJafP/I2FQhraZITbWL8Ylp/D5NMDISTfKLX+5ibGKa7rMTxbSlrS2V3LVhAZZCSMmC+TXs3tfL//v932GzGlm+rJHP3HdxDO+1wmjScdO6Dp54ahvf+8dNGAwybreVukuEk71XWK1GHv38Sp565h3+7u83aqnxFIVlSxr47P1duN1W9HqJdDqraYcoKoqi6ft4Swx9OdszwRNPbS/qX+TzCvfcuRCX8+IQuEthTrufOz+1gBdePshvXzpAPq/Q0VbFhtvmaXHkJTg5BEGgrbWSxvpy/umf38BmNTJ/bjWPfu7Ssbzvvnf+vGru+tQCNr1xTMv0I0vo9TLf/NqNNNSXs2pFM+MTEX785DYkUQvLW39DR9GR0dZayaL5tTzx9HasFgNWq7GYWaJUvLTxEKfOjGEy6VAUjb10601aCu6r9RdZFjl2YphfPb+n6AhWFJV77lw0I8zig4S33M5n71/GM7/eze69PSiKSmWFg4cf7HpfnHnZbJ6t209z9PiwFpuf02LzH3l4JbXVpfWZuloPd25YwIuvHOTNLSdwOMz4fU6ihRSA7W1VtLVW8q9PbMXlMmMxG2htrigI+WoQBIHmpgrcbivDI2HmdfpnMHz2H+jnlU2HMRrOaRGofPruxSUJk0qSyA2r2zh6fJjv/+B1DEYZd5mVlqaZrJDrmV/O3f9e+4ssS6xf10F4KsETT27T9JxUFYvZwDcfX1+Sc0IQoLGhnMNHh3hj8wmi0SRtrVWsXdWKTpYoL7fxhc+t5Jlf7ebvjm5EkjRm0o1r26mqcpLL5UimMkwGovzs6e0gCKTTWTo7/Dz6+VVYLQZee/MYBw8P0NsfJBCI8g8/fJ3ychv33LkQh+362+Po+DQ/f/YdwlMJxiemeeHlA+zd38vSxfXceMPF2gPvRjqjOU7GJqb56dPbAM2GBfNq+fxDK0rOejKLa4MgCJgtBho/QczsDwo6nVTU2pjFJw/Ch01bvww+FpWYxe8vcrl8UTAwl1OQZI1e6XHbZiy+EslMIQd7BlmWcNhNuMs0mlt4Ks7o2MzMB4IgUOG1zzi1D4XjRKMpfFXOkk8ZLoSqaie2oXAcVBW321oUJIvH04xPRMhkczjsJsxmA9FoEr9PO3FRFIWJyShT01qMp9djL1K0c9k83/vBJpYsrGP5siYtBCSb52c/34HdpqU/DARipDNZqiq1TW8+rzA2Po1OJ81Ih5rL5ZkIRIlMJxFFgapK5wyNhishFksxPhEhm8vjdJgxGnXE45pIoSBoca8TkxGmI0n0OhlvuY1QOI67zEoyleG7//Aqa1a1sHhhPZIkksnk+MmT26jw2vnSF9YwMhrGW25HEARGRqfw+5zk8yqTgQh+nwtZ1oS5AoEo09NJVDShUW+5HUMhTWEwFKOq0onBoDmywlOJwumZq5hhQVVVQuE4wVAMRVFxOS1FvQctpCbNxGSUdCaLTpZwuSxFPRNV1WjhgUAUUdTij6OxNFaroSSaeiqVpbc/gN/nxGY1kkxmGBwK4atyYbUayWZz9A0EZqS+ArCYDfj9M20IhmKEQnEUVcXtslJebiOdyTE6OkWZy1KktCeSGcYnIlR67SVlusjl8oxPRIjGUhj0mnPinJjmtWQwiEZThe/hmHEKBJpTaWo6QTAYI5dXMBY2POdYCcMjYRRFpdpfhqqqjIxOoagqtdXuq57eqSqkUprNyVQGQRCwWgx4y+3FOPlS+ks2m2N8IkoslkKvlykvtxXrd66vp1LZoqPp0nXR2mAwGCOfV3A6zVSWeKIO2uZ3MhAlEtUcmRfaAVoYzvhEhGQig9lsoKLCXkz7qelSpJko9FlXIVY9nc5R4dX6WSAYJZvNU1nhuMgGVYVgKEZ4Kl4MHSlzWXA5z8fEX6m/gEAikWZiMkIqlUUUBaw2I16P/ZrH13NjiyhqmVCuhb6czyuaHeEEgqiFQDgd5mIZkUiSUDhOVZUTwzUqnSuKSiSaJBSKkc7kNW0SmwmPx1oyK09VIZPJMTauCcLabZoYYTSWoqpS+y6RaIrxiWlUVdMkkESBdCZPZYV9xtj+vX/aRDab5y/+dMMFoQ0Qi6eYnIySSmcLWgoa26zUOubziubcn04gy1ofiUaTOJ0WLGb9+zK/aHW9dH/JZnMMj07hsJuLDu9UOsvo2DRej62oF5JMZZicjBJPZLRQDJsRt7u0bxEKxclkc+j1MoFgFEEQ8Hps2O3m4pijKAqhcIJQOEY+r2Iy6ij32DCb9eza08NvXzrAY4+sKs77I6NT/OjHm3n8y1o2nOHRKaYvYESC5lip9rkwGGRGx6YxmXS4y7SwxUwmx+jYFA6HGbvNxMRkBFVV8ZbbNY2cXJ6RsWnMJh0et41EIkPfQOAiRozLaabC6yAWTxOeiuOrdBbHwlA4Tiyexl/lZOeus2zcdJgvP6ZlTUKFgaEg//rEVv7oGzczt4S0nrP4w4OqpsnnJwEFQbAiik4E4eI5UVXzqGoEQbAiCBevJRRlClVNIYrlCMK1zRGqmkZVE4jiJzcE6WOOkibdWefELGbxAUNRFM50j3PoyOBlr3G5LKxb01Zyarz3gtGxKf76b37DN7+mpSwUBIFkMsM//K/XMZv0/PG3bnnPZauqysBgiF17zl72GovFyLq1bTNEtK4VQ8Mh/upvnuc7376duZ1aertEIsN3//FVyj02vvHVG99z2R8HZLN5du05y8jo5QWrmpsqWDCvpuT0fe83Uuksm7eenBFq824sWVxPQ135JTd/ubzCocMDnO2ZuOz9fp+L5csa39dwqQsRT6TZ8vYpYrHUZa/pWtpIXa37vcW8fwiIRlNs3X6KeDx92WtWLm+mukAV/33E9fYXRVHp6Z1g/8H+y97vsJu5cV37NTsczuGT1F9UVaV/MMj3/nETn75nMevWtJXUdjKZHNt2niFwhdC0c5oh0mX0Hq5Wrw9jfrkScrk8u/f1MjR0eUHEhvpyFi2su2SGpFLxmxf3886eHv76P99dFPo9c3ac7/7Dqzz+5XXvG0vzg8Szv97FkWPD/PX/eU9xTXP85Ah//4NN/PE3b2HeJTIPzGIWuVwPicSziGIlkMdsfhBRvNgJrygRksmXMBrWI8lVF/2eSe8hld6K1foNRPHaBPRz2R4ymV2YLZ97r2bM4sooaTEyG9Yxi1l8CMgr6kWn2Bcil8t/4B46q8VIR1sVv33pAD29kwiCQN9AgLHxab74yOrrLl9RlavayHU6Q21WI20tVTz3wj5OdY+hqip9/QGmphPcd/fi6yr744Jc/srv8VoU1T8QqNqm8Ep1vKIWQEEk7optJa98sP1B1drjFW1QVVTesxblBw61EHt+NRt+33G9/UW5yticvd5x6xPQX1RVpbc/wM5dZznTPVZIC1t7TU6tq/WnfF69rmOoD2N+uRJUFfK5D35sbmmu4O3tp/nJU9vxVzmJxlKcODVKc5OXpoZrC6f6qNDe5uOdPT38+Mm3qfQ6iERTnDg5QmeHvyiwOotZvBuqqiKKlej1C8hk9pPPD5FMvgyoGI23ks0cJK+MIkl1KMokieRzSKIHvX4pmcxeVHIY9CuQdc1I2aOASi7bTTq9A0E0YzCsIZV6DUGwIcu16PXn14z5/ASp5O9Q1SQIIqnUm+RzQ8hyLaLkJZ3egZKfwGi6i2z2kFaGVAOCQDZ7DFFwotPPI5PedUE9mj6yd/lJxyxzYhaz+IBxLiPDFReggoAkvjel92upRyAYY+eus4yMaSeNHreVxQtqqa3xzAhveS9lq6rGErkSJEm8LhtVVWViMsrO3d2MjU0jCAIej5UlC+upqS77yNgE7xfOtZMrjcuCIBSU1j+6dGVXW4SLoqip7l+ijh8HG6/Xho8Dfh9suF5cb1sqbdwSCukm39s7/CT0F1XVREvf3HICl8vMDavbiiE7pd5/tTqeq997zWbyYcwvV6vDhzFu5RWFEydHOHBogGg0hcEgU1+naTU5HeZPRF/O5xWOHR/mwOEB4vE0RqOOhvpyFi+oxW43fSJsmMWHj2z2LInEL5AkjTlhMNxIPj9ILtuNLDeSy/dhsTyKoiRIJn6JwbCWbPYwihpHVaYRJR+CoMdovJlk4jcYTfeQyWxDkupQ1ThKPkA2exKr7RsIgmVGSEg6vRNFCSGKXtLpzYCALNWRV0aR5WZyuV5AwGS6g0T8Way2bwAK8fjTiKJLu1ewoSjBYj3M5gc+mhf58cYsc2IWs/g44NyC7D2wWd/3epR7NNGsD6JsQQBR/GBo+Bc+p8Jr5767fj9YEu/GuXzzH2cIgnBd9PGPg42l2KCqKpFsClkQyaoKR8PDLHbXYpYv1tvIKwonpsfwm524DOc1Q05Nj5PKZ1lQdjGNeSqT4LcDh1lT0UST7dpPRM/ZcHp6AofeSIXp45fC+YPG9balD2Pc+iT0F0HQUua2NL83Ib0Puo4f1vxytTp8GOOWJIrMnVPN3Dmf3NAHSRKZP6+G+fNqPuqqzOITBlmuwWBYTSLxHJn0OyDIqGTRzrBVFCUK5BBEG4JoA2QEJFR0yFI1klyLosQ0h4UaB2RUNYGqpkEwIAhGRPFioUwBSbuGFAIiICGIFgy6tahqGoEBdPpFBR0MrQxFiSGgRxCM6PXLUNUYSiZSqMfHP/zq44xZ58QsZjGLWcziDxKqqnI6MsF0JkmttYxoNsVUJoFJ0uMxWtkydhqLbKDJ5uF0ZIKcqlBtduE1WumJBRARaXNUMJwIE84kqLY4mUxF6Y+FcOhNTKai9EQDZJU8rXYvdv15JX2bzohNZyCVz6KqKmejk4TSCRpsbvKqymA8hFU2UmNx0RMNIAhg1xmJ5dLEsxnKDBYqTDYC6RgOvZFoNkVPNEAyn6XW4kIURAZiIVL5LAvLqmc8exazmMUsZjGLjxNE0QYIpFPb0OsWIoplZHOnkKUaZLkJQbSQTr2JJNchy40IghVJrkMUHeRy3RprQa1EUSYBkXx+EJ3cTiazH0E0o9evLDgeLoasayGXH0DJB9HplyAKZnL5flQliqJGQZDIZo+CmkGn0zLWCIIFg/FGstmjqGoMWZ6DqqZRlCASn1zn4scBs86JWcxiFrOYxR8kRpPTHAwN0mD18OrwcbJKDp/ZSTiToN1eSSKXwa4zIgkiiVyGvKKwbaKbCqOdUCaOXpRJK1m8RhtHwyM49Sb6YkGssoH+gmMgreQIZeK8M9nLbf45xWdLgoiucBIcTMd5e/wsVWYHA2MhlnnqiWRSHJ8aI6PkeGP0JLf6OkjkMmwZO0O7o5JTkXFurmrjTGQcs6TDrjexbbybBWXVbB47g11nJJyOE0jHaXmXY2QWs5jFLGYxi48TJMmLxfLYjL/pDedTm8s0g+Hd92gaJjpd+wV/bcVgOK+jdqH2g2S6rRAmFieX6z7/d9GLyXT/jOwgerpQ1Qzp1FYEDCCIiGIZOr2WBlsQBHS6NnS6tvPPkmcz0bwfmHVOzGIWs5jFLK6KRHaMqcxJVDVX8j1OQwdm2fexjTEOpeM4dCYWllWzfeIslSY7HY5Kjk2NIgpQaXJQZy3DZTDjNdqY6/IzEA/THw+SyGWps5Zh15motrjwGK1k8jmSuSxL3XUcCA0SSMeotrhotVewc6LnsvWYyiQYToRx6I1YZAOnpscJpmOE0nFS+SxOvZlOp49gOobHYKXT6WM4MYUkiJQbbYiFBVWV2cmCsmrORCaQ9GYySp7F7hrcxmtTLJ/FLGYxi08yskqcQHIfipop+R6TXEGZcd4HWKtZfFwgCCZ0ctsFf5C5tByCDoNxDaqaAgQEwfIh1fAPG7POiVnMYhazmMVVEUwd4GDgf5JVIiXfs6j8r6i33cfHNedFndXNsalRfjNwiDZHBXlVQRYlDJKMQdJh0xnYFxxgnsuHWdYjCQIWnZ4WUzm9sSBmSY9Lf15jwqIzUGl2sHnsNDpRosbioj8WIpxOMMd5PuWZqqqMJSOcjkwQyaZY422izVGBgIDHaGUwHianKth0RnSihEXWIwoCAkKxHkZJx0QqVnBkxGlzVGCRdYgI6ESJtJJDEATC6QRT6QRek+2jeMUfS0QyAwRSx/AY56Ki4NDPxgd/EqGoeTL5MOH0UabSJ0nlA+TVDLJgwiRX4jJ04DS0oxPtM05EZ/H7j2RunAOTf0MqHyjxDgG/9VaWG//2A63XLD56aIclEghXZxNq1xoRBOMHXq9ZnMesc2IWs5jFLGbxBwmrbOBT/rlklRxm2YCiKhgkGbfBgiyIKDYPc5xVGCUdLTYvRknHHf5OdKJMp9MHgCgInJ4eJ5XLYpENdHncJJxVyKKEThBJ5rMAyKLEePK8Y8ck63msaQWSIGDVGdng7ySj5DGIMh2OSjJKDrHghGixewFw6c2sr2zFKOnY8P+z997BdWX3nefn3PhyQk4ESDCHJtlMzW52s6OVupWllrSyxrY81szYHnttl71TU7M7W1OeHa3ttae2Srs1sx5bVrCiLVmtTupgqnMi2cwkmAACRAYeXr7x7B/vEU02E8AGAYb7qWIV+N499/7uee+de87v/H7fX9tqNKHS3J2YdlZIIKzqPNCygtdGTtIRTTNSzjPllAPnxHmMlN8FAQVngIqXDZwTNyGebzFcfo2TU98jax3FlWWkdJBIBAqK0NGUKHWhjXQnH6cutAFFBFPegICAgBudYKQOCAgICLgtEUKQMC7eEdHOqwoQUvUL3osp1eNNtfr4LDgViq7Nhrp2mkJxDFW7oE1YM5BSUnRtKjVHxbkIiNR56RbGRZUI3kuuPXc+VVGIKtXX4zU7wprO+2kOJdiY6WC0UqApnaAjmr5yR9xmKEKj4J6l5IyQMBYttDkBs0RKn7OlF9k/9heX3BmXeHjSw/MqnC0+T94+yfr6P6EhvDmIoAgICAi4wQmcEwEBAQEBAddITA+xuf7KO+9CCGK6SUw3r3jcXKEqCt2JBroTsy9RejvQFNlE2K7D9gs0BDnmNx0l9yw92W/NMGRfkndO0TP1TeJGF2Gt8brbFxAQEBBw7QQu5FkikTWlVw9fuvjSwZM2nm9d+p+08aWDL12k9JFSLvQtBAQEBAQE3LZkrROYapqKO8l45fBCmxMwC6T0GSz+kpx9YjatGCvvZbyy77rZFRAQEBAwNwSREzNASh9XlrG9LLaXpeyNUHQGKLvDVLwxHC+HI4v40q4p2QsUoaGKMLoSx9TShNUmInorUa0dU01jqqlApCkgICAgIGCeKbqDFN1hIlojFW9ioc0JmAWuX2TSOogvrVm186XFeHk37bGHr5NlAQEBAQFzQeCcuATnoht8aTNl9zBh7SNrHSZvnyRv9+HKwjWfWxEGEa2VhNFNylxBXWgjKXMVmqgqvt+oJfdmy7k+PBcnIrj0vV3qOC5z7I3E+yNgbnR7r5Xz7/N63+O19Ont8jkEBATMHRlzBZaXoy60ioLTv9DmBMwCxy9Qcs/Oup3EI++cRko/2BQKCAgIuIEJnBPvw/UrlNyzjJbfZLD4EnnnJLY3iTdLL/3l8KVNwTlNwTnNYHEXppomqnfQEt1JU3g7Ub0DVZg3/SJrLFvk73+xm5MD47i+z//2Gx+iIR274BgpJblihR+/uI/Dp4eRSLas6uDT969H194vDndpKrZDsWxTl5zf2sOu5/OPu/aTzZf58oc3EQkZlz22ULJwPZ9U/OplixYCKSVTxQqaqhALX5gT//TrRzh8epivPnYXydj1LaXkuB7ffvod0vEwj+5YM6PvQMV2+f5zuzENnU/vvAPTCIa0gICASyOlROKRNpchpY8nrSDV8ibDlzaOf20bRJ6s1EqNBmUBAwLmA8fzOJObomhXxaCXZjKE9YtFnBeSsuPQNzWF7XkYqkp3JoOmXOzA9Hyf0VKRyXIFX0rqImGaYwtfBcv1PfpzOWKGSV04fNOvHyFwTkzjS4+cfZwzhacYLL5Iwem77teUuFS8USreKOOVPZzUvk9b7BE6Yh8maSy/qb376USExx/eyOsHe/m7p97Ecb1LHrfv+CBPvHKQX/3IZlrrkyRjIRRl5j+sAycGefNwH//m0zvmyvQZIaVkbKrAWLaI5195cvvi7h5KFYfHH944T9bNDtv1+Mmu/Sxpq+O+Dd0XvDeZLzEwOoXn+9fdDkURLG2vJxI2UGY4uPpSMjxRIGzq+MEiIyAg4Aq4skTeGWDKPo3jF/FkVRuqIRyIYt4sVHW/rvV5JIFLz0UCAgKuDdvzODw6SnMsRlPswk3IkuPw9PEeXus/wztnz/Kjz32B1Y03lijtZKXMjw8f5O2zZ8lbFb7/uS+QCV+4mSil5MTkBH/6y13kbYuwpvPg4sV89c7N08ecmpzE8lxW1s+vEHW2UuF//+cX2dm1mK+sX4/g0vNn1/c5OjZGMmTSnkjOq42z5bZ3TvjSo+QM0Fd4gv7CLyg6/UjcBbBEUnLPcjz7HQaLu+iIf5RFsY8Q0VoXxEnh+5KpYpmpQgXfl5iGSioWJlrbWZdSUqo4jE8VcT2PSMigLhlFUxWEEGiqQlMmTktdAvV9HshzERMTuRL7TpwlnYjQ0ZgiGQvTlInPaGFatqrXfu3AaXqHJuk5MwpAKh6mPhlFCEHFdsjmy5Ssqsc2EQmRToRRFQXH9RiZLBCPmCSi1V0Uy3EZnSyQSUSIhKrl/wpli8lcGdv1pnfYomGD+nORGhKy+TJj2QKKopBJhImFq5EvuWKFyVyJV/efJpOITNvYlIkTj8wsOsbzfbL5MrliBSEE6XiYeDSEIsT0PSRjIfJFi7LlYBoaDakohn71n7YvJVP5MoPjOV4/eBpdU+k5M4oQ0N6YImS8593OFSvkipVqH8fCJGOhafs932cyVyJfsqZtTERDM/be5ooVxrIFPF/SUp+ofh7va5ovVb8vni+JhU0yiQia+t73SiIZnypiOx6GrlKfimHqGreAAzkgIGCOUIVJVGum7I6RNpbh45IP0jpuKhShoynXFoWoCANFzE/FnICA24WcZfHd/e/yudVrL3JOxE2TX9twJ5tb2/jdJ59YIAuvTHMszr/dtp2nj/fwzb27L3mMJyVvnR3A8T3+4/0PUh+JEDqvjLeUkp/3HCVumPPunJgpZcfhBwcP8EDX4sA5cSPj+RaDpV0cz36HSesg8gbwqEtcCs5pjk78d0ZLb7A89Ws0RLaiisunDVwPevpH+e6z7zA6WaxVJ5F8/L61fHT7aqC6IP/Os++w/8QgUC1d99iONTyydQWaeuUVoZSSd4+f5dk3jnK8f5TJfJm//fmb6JrKl35lE5tWdlx1Udk7NMETrxzitf2nKVs23/jxywDs3LiUT9y3FoCX9p7kiVcOYjsetuuRioX5tY9tYV13KxO5El//9vN8aOtKPnZP9Z4GRqb48+++yFcf28amlR2MTRX5zjPv0D+SxXE9Dp8epjEd56N3r+KzD6wHYHA8x//7j6+QzZcoWc4/Dt4AACAASURBVC4ruxr5lx/fTiYRYf+JQZ5/+xh7jw0QCRmcHZ0C4Esf2sTmlR0z+hze7TnL957bzUSuBBIWNaf54iN3sqyjgdFsgf/yredY2t7A6cFxSmUH2/X41M51fPzetVc9t+t6vHbgNLv2nuBY3yjFss3bh/tACP7gC/fT0ZQCqtET/+OJN5iYKlKqOCxqTvNbn9xOa30Sz/PZfayfHzy3h3zJxvN9FjWl+cpHN7OoKTMj58CJgTGefPUwU4UypwYn2LCsjd/7/H3EItVJ5NB4jm89/TZHekdQhCASMvj8QxvYtua98o0nB8b5xj+8zPhUCctx+chdq/j4vWsJm3MbPiilj+TyERpCKJf1WgcEBCwsitAw1QQZcyWmmgR8QuqNPUkLuBBNiRBSr2XyrxBWGxHMLGU0IOBmxvN93hjoJ6obnJycoD4SYWmmjtf6z9AWj3NnSyu6quJ4HgdHRjg8Vt08W9fUxMr6hum0Bl9KesbH2DcyTNlxSZomaxsbWZLOYHse7w4P8dbAAK+dOUNI09g7PERY03hsxQoSZnUjLaLrxAzzoo1Hz/d57uQJGqJR7mxpnX69PzfFG/39PLykm2To6ilYtuexf3iYnokxHM+nMRplXVMTrfHE9D30ZrO8MzhA2XFZlEyxpa2NSC29RBGCmGEQ1Y2L5m+u73N4dJS9Q4O8cOokecvml72nCWs6Dy3pJhMOc3R8jHeHhnjm+HGaYzGcWqTxQ4uX0JVKIWv3dGB4mLFyGVNVuaOpmZX19QghGCkWeXOgn21t7TREqxufJycnODI2xj0di0iGQri+x8GRUQ6NjlBynOlZ6ObWVtoT1fu0XJeXens5k5siaYbY1t5OQySK6/scGBnh7cEBXuo7jeW5HJ+cQFMEH1++kkwkMotv1vxwWzonpJSU3SFO5n5Ib/6fsLzxhTbpInwcxirvUBwbYHHiMyxOfBZDSc5bLtGL7/SQL1n8wRfvx9RV8iWLZKy6W2E7Hj95aT9D4zn+6EsPYBoabx7q4x927aOrJcOqrqYrnlsIwaaVHazqauKfXjrA7qP9/N4XdpKKhWsRBVe3r6slw7/46BZ832c0W+CPv/wQQG0xWj1Bd3s9X33sLlLxMLbj8df/9DpPvnqYtUtakFLieT7+eSkZEonrefhS4kvJGwd6OdI7zB984X5iEZMfPL+XofE8v7Jt5XSbk2fH+dC2Fdy5soMzw1n+6vu72LJyEQ9sWsqGZa0sa69ndLLA0vZ6vvShTQDEIyYXhQZcgtHJAt9++m26WjJ87ZN34/uSH76wl+88+w7/8xfuR0ooVRwOnxria5+6m0wiygtvH+OJVw5x97rF1KeurMOhaSo71i9hRWcj/SNZPn3/enasXwxUoyPO0Ts0yYOblrHj0W2MTxX5xj+8zKv7T/OJe9cyMpnn75/dzV1rO9m2phPL8fjmk2/y97/Yw+9+dsd0pM2VWLukhaXtDZQtm289/TbFsj098JYqNt97bg8jkwX+8Iv3EzZ1Xjtwmu888041Mqe+OigPjuf57c/soKslzd5jA3z32XdYvqiBjcvbr3r92XBi6u85W3zxkg6KpLGUVZl/hamm5/SaAQEBc4OUEleWOVt6lcbwnUjpMmEdpSv+yEKbFjBDdCVO0lzGUOmlWW0oqUInE1p3S+RjBwRcDU9Kft5zjLFikXQ4zOHRUdY1NVFxHE5lJ/nPDz1Cd6aOHx8+yBPHjtIWTyCBp4738JlVq3l0+QpUReHtswN84603aY3HCWs6w4U8RcemK5XGl5JspULOsii7DpbnUXEdBDCTLFshBPuGhxnI5+hOZ0iGQtiex3MnT/BSby/3dXbN6F6fOHaUHx86yNJMHYqAt88OoCqC1ngCKSVvDfTzN3v3kDBNQprGMyeOs3vwLL+9dRuGenVnZdlxKNg2ru/jSx/LrUbX+zUnRMGymKpUKDo2dq0Pqp9B9X3LdfnZsaP0jI+TCYcZLZZ44thR/ujuHaxvbuZsPse33t1LRzI57Zw4PDrKd/fvY3VDAwnT5Onjx/nHw4e4o6mZKavCz48d4/6uxdzX+d4m3XMnT3BodIR0KMzxyQle7uvl3927k7CmMWVVyFsWJceZtlETCtc/YfvauO2cE1JKCk4vhya+wWBpF760F9qkK1J2hzg2+TeU3SFWpL5KRG+Zl+s2pGK8eaiPI73DbFzezsrOpmmnwWS+xOsHemlIxdh3/Oz0a9l8maN9IzNyTkRDBhFTJxY2MDSVukSUTGLm3ruQoWNoGmFTx9Q1GlKxi45pq09yYmCMY32jlCo2FcdhNDuzyYz0JdlCmUQ0RFtDkpCh09mc5uTAOOp5k5vutjruvmMJjekY8YjJoqY0A6NT+FISDZtVO3WNSMi4pI1X4kjvMONTRX73c/fS1ZIB4CPbV/GX39tF7+DEdBrN5lWL2LCsDSEEW1d38ur+04xmC1d1TihCkIiG8H0fTVVIRM1L92NDkns3LGFRU5r6VJRl7Q0MjE7hej77jg8yOJ4jV7R4+/CZ6SibAycHyZWsGTkndE1F11RMXSVs6hTL7/0mJ3IlXtt/mq8+dhcru5oQQCIa4pV9p3j7SB+P7ahGiKzuamLj8jbiEZOwofPcW8fY13N2Tp0TnqxGWo1V3rncETf8eBIQcDsj8Sk4A4xWDuD4RQQq0Xl6pgbMDQKVpsg99OZ/RtkdmnG7iNZKQ3jLdbQsIOBGQ9IQjfLvdtzHv/zZT4gbBl/duIl//8IvGCwU0BSVnx45wseWL+fTq9YA8P2D+/nxoYPc2dJKRzLJgZERPN/nD7ffQ8wwcH0fIarzx5Cm8eDiJXSmUrx4+iQfX7GSLa1tAJcUlHw/ihA8tGQJ//GfX+Dk5AQbmlso2BYv9/WxY1EnqRlETUDVGdGeSPCHd9+NqWq4vj89T89bFj84eIBV9Q381qbNKELw6pk+/u833+DBxYtZ33zl8V8Vgk2traxtasLxPU5MTPAvNtxJ0jSnU9Y3NLewprGRl/t6uau9g9+8s7oRqSoKCIGpafxP69ajKQq6olCwbX7/6Sd55+wAdzRdeb0E4Pg+u06fZnE6zb/espWy45CtVMiEwyzL1DFeLgFgqCp/suNe6sIR3hwY4C9fe4UTExPc2dLCjkWdLM1keOHUST68dBkPdFU3ImfyOS0Et5VzQkqfSesQB8f/K2OVPTdEGsdMcGWJ07mfYns51tT9DlGt/brrUDy8ZTmKInjurWM8+8ZR1i9r5bEda2hMx6lYDpO5ErGISe/w5HSbnRu76Wy+MXaNy5bDt55+m8Onh1ja3kAqFsb3JYrg8kH5572hKIIVnY38cu8JfvbyQTKJKK8d6GXzqg7C51XmaEjHCNUqRChCwdBUbHduNEumChWklNTVNDSAav/bDrlShbpkFEURNNfFp9839KoX+HICpNdCJhEhWtPRUITA0DUc162JglZ1HsamCuRKVU2K+lSM5Ysa5ySlwnJcsoUyjZnYdDnaVCyMqWuMZYvTxyVj4Wm9k3DIIBENMZEvf+Drn0/ePk3JGZzTcwYEBMwfilBJGkvojj9KXG+taRAEYf43E0II0uZqFsUfpSf7LfwZVFIzlBTdyS8S0dvmwcKAgBsDgaAlFiei6zREojTH4iRMk5hhUnFdTkxOkLct7l3UNZ3icN+iLn586CAnJiboSCbZ3NrKP58+yZ++tIv7uxazta2N+kh140sIgSYEmqIgqC509RlEIpzPknSa7kwdr5zpY3VDI0fHxshZFTa1tqLN8Fw7FnXyN3t28xevvsr9XV3c0dRMuiZoOVQscHhslP5cjtPZ6nql5DiUHJuhQoH1V+tDIVCFQJMSpTYH1t93n6qiIGvHKkJc1AeelAzkcrzc18toqUjJceidylJ0nBndX7VvBa7vY3setufh+T5Gbc57jk2trTRFY6iKQlsiQVjXGS+X3vc5CTQx+89pvrltnBNSSnL2CQ6M/xXjlT3IGzaY5dJI3Fo4ucvauj8gps9tuPr7SURDPHbPGu7b0M3uo/386IW9WLbLv/nMDjRNJRIy2L6mi0d3rL6g3UwHkzlBVAeDSzkbTg6M8er+Uzz+0Ebuv3MpqiIYnshxdixXbSoEQogLqlCUKjaO60+/v2JRI20NSfYcG6CjKcXODd3sWL8YU1enF/+qolw5TPQDRJBGQgZCCIpla1q0M1+qoKkqodqD5NwD4QNxlTBXVVEuK1IaCxnUp6I8/tDG6RSL6inFjMvBXgldrX7X8jUxToCS5eB6/gVlT8uWPV2tw3U9LMclGpo7vQmJZMo+iuVNzNk5AwIC5h9FqDh+AU2JIPEYreynJbJ1oc0KmAUCje7E4/i+TV/h51dIzRVEtTa6Ep+hI/4RFG6sEoYBAdeT8+eHqqLU5qvVKZ+UYHkuUjLtmACIGtXKZxWvusm2uqGRf3/f/Tzd08M/HD7Ejw4d4GubtrC9Y9GcqGslzBD3d3bx48OH+MyqNbzc10d7IsnSTGbG539o8RIao1GeOX6c/7b7bZqjMX5r0xZWNTRgex6u77O1rZ0V9fXTbXRFYW3j1aMW5oKjY2P855d3sTxTx90di4gbJqcmJ6/YxpPvJQ9risJDS7r5693v8OevvoxAYHkeDy+5sLpeOvReOrYiBAhu2ip2t4VzQkpJ3jnFu+N/dp0dEwJBdSCoXmNuvxRVB8UuVBFiXd0fYqqZ65I/KaVkeCKPrqkYusaWVYvYfayfgZqgYyYRYcPyNl4/eJq77+giHqmmBpQqDnXJCFIR+FLiuj6O6+JLieW4WI6LpioXVe+4VgQQi5jkeitM5ktoqoquKYSM98pKRsMGnu/TP5rjSN8o0dpuftjUScXC9JwZZapQxvN93j5yhqnie7vtY1NFhicKPP7wBlZ0Nla9poqYUS7dOc4JOI5NFZkqlFEUhZChzWjhvqKzgXg0xD/vPsGHt69CSsmuPSdozsRZ1Jyes+gITVEwdY2RyUKtKghETANVvfrntG5pK0+8eoh3jpzhoS3L0VSFiu0ihJhVms7lSCcibFrRzi/3nmRFZyOmrvH2kTOUKjbrl70noHT49DC9g5N0NKU4dmaU/pEsn7xv7soDer7FZOUwrizN2TkDAgIWhqI7RNmbQEqXojO80Obc8OzLHuFEsY+PtTyAoSz8Al8IQUirZ1XmazRFtjNcfp2sdZiKO4YvLVQlTERrIW2uoTFyFyljJaoSVOkICDif+kgUQ1Xpz01RXxNF7JuawlA16sIRJNU57PJMHcu21dGfm+K/vfM233x3L1vb2lFqm5EK1U1Cv5bWO5t1iSIEW9va+aejR3iy5xhHxkb5yLLlRPSZFQGQVDexNrW0ckdTM6cmJ/mzV1/iR4cP8h8a7idhmtRHIjREo3x02XIUIarpx3ygvcOLqKa6gC/9i/pg9+BZPF/y6xvvZFEyxVSlguO/N38/p3tRrkVS+FIymM9Pb54KIWiKxojqOivq6mlPJFicTtMSi7/PBnHFvUal9r53CRtvNG4L54TtT3F08q8ZL78zh44JgaEkCWn1mGoaXYmjinCtxJXE9ct4fhnbz2N5E1jeOLY/NQfX9TlbfBFTrWdl+l+iq7HrUh3gH3ftp+fMKKlYGMfzmMyX+UStAkTI0Pj0zjv465+9zp995wUy8SiW42IaGr/9mR2kYiGOnB7htYOnOX12gmyuzA+e30tzXZy71y1mWcfclNkRQnDn8nbePNjH17/1PMloiG1runhw8zI6mzMs72jg+8/t4fUDpylVHJLR93LEYmGT+zYs4Qcv7OXr33oeXVNRFIVoLWXD9yWO4+H7Pt955h1MQ0NKaK1P8MVHNtHWkLiSaRfYuH1tJ/+wax9//t0XiYQMPr5jLWuWNF+1bUtdgo/vWMPPXj7IvhNnq04e2+XTO++gPhllcDx37Z13Hoaucfe6xTz31jGO9Y1g6hq//ug2mjLxq7Zd1JTi0/ffwZOvHmJvz1kMXaVQtrh73WIevWcNylUqt1yNWNjgsw9u4JtPvsnXv/UCIVNnIlfkwc3LWNnZhC8lQkBdIsrfP7cbXVUYHMuxedUi1iyZu1xy258iax+es/MFBAQsHEljCf3FlwCoD61ZYGtufASgLkBJ86uhKREawlvJhNbjyQpSekh8BAqK0FGFiSJmVrY7IOB2Y0V9PUvSab5/8MD0VuoPDx2kO51mWV0dSMneoUFKjkN9JILj+SC5QHcNIKRpxHSDPYODpELVCh1dqTS6ouD4HrmKxVipiOdLRktFRotF4oaBqWnVhXcsxrqmJn5y5DCpUIitrbNIv5KSl/t6CWkaSTNEybGnUxegWib0rvYOnj3RQ1cqRVM0RslxmLIqbG/vwFBVKq5LwbaZrJSxfY/hQgEpJXHTnJFgJlQdNPWRKEfGxjg4OoKmKLTG4yTMEJlIGMtz6Rkfp+y4vNzXy3ChMN22KRrDUFVePHWKuGEwUanw6pm+6aofAKOlIkXHQRGCgm3TMz6O50sWpVIz7ipDVUmYId4dHqI9kUQI6EqlCWk3nivgxrNoDpFS4skyJ6a+x9niCx/YMSFQ0JUEaXMVDeGtJM0VhLVGQmo9uhJDvC931Zcujp+j4k5Q9oaZso4wUn6LrHUY1y9csz2erHAq92OiehuLE59GiLneyRA8es9qeocmKVVsTEOjvTE1rSchhKCjKcXvPb6TY30j5EsWpqHR1pCspR8IIiGd9oYk7Q3J6QoQ56IGzueutV0sbW8gGr62Uqlrl7TwB1/YSd/wJAhBd1s1bCsRDfFbn9jO0b5RLNuhtT5JIhZiLFusahcoggc2LaO9McXgeI6IabCso4He4Qm6mjNkC2W+9fTb3H3HYrat7kTTFMqWwzeffJPn3jrKVx/bxsNbVmDZ7vQ9RUI6jz+8kXj0wpJJD21ezqKmNEMTeTRVmdGi/1x/Pbh5Od3t9fQNTSKEoKslQ0dTCkURpONhfv1j22hrfK8UXnMmzm9+/K7pMqAzQdcUPvvgetYuaSZbKGMa+nTKxN3rFrOys2n68zF0jY9sXzX9t6YqfGjbClZ2NnJmOIvr+SRjIbrb6lGVa5gQ1p6Q51oKIVjZ2cjvff4+evpHsR2PpkycZe0NmIaG63k8tmMtsbBJqWLTP5olGjZZ1dk0nQrzQZFSUnFHyFnH5uR8AQEBC0tYrSOkpvGljZQLpz3l+A4Vz8bHRxcaIdVEOc8J4PoeFd/Ckx4CgaHoGIqBAEpeBU2o2L6NrugoCCq+jakYGIqOEAJf+lQ8C0e6CAQh1bwg8kFKieXb2L6DRKIJFUMx0BWtdn2XklemI9JKV7QDXVw8ZbR9B6t2DwpKzUZ93hwCQihoIoxG+OoHBwTcJgggahiEaykbcaNaqUIgSBjVRXcqFOJrm7fw3f37+MvXXgWgO5PhS+vuIBUKIaXk5OQkPzt6BF9KdFUhE4rwm5s2XxABnQmH+cqGjfzkyCHeGOinNR7nD7ffQzocZv/ICN/cu4dcpYKmKvyPPbtJhkJ8fMVKHly8BEF1R//BriX84OABdizqpD56ZTH397N78CzvnD2LEKApKkvSaT6/prqZaqgqX1q3npCm8bd79+BLiaoorK6v5672Djzp8/ypkzxzvIfRYpGy4/J/vfYKdZEIj69Zx8aWlun+jOg6cePSFQWFEHx+zVr+Zs9u/s9XXiKqG/zrLVu5o6mZu9o6ODgywt/u3UPMMFiSzvDwku7pdJpMJMKv3rGB7x3cz9dfeYlMOMJd7R3sGx5CFQpF2+bk5ASaovDW2QEUIchWymiKyh/dvYNUyCRhmoQ1jXOzZ1UIkmboAudKVDeq1zmwj/0jw2RCEf74nh20xGe2JplPhLwx8lGuixFS+gyWfsme0f/0gXPFTbWOhvAWOuOPkjRWoqtxFGb+AJZS4uPgeFNMWofoy/+cscrbWN6V846uREzv5M6G/5W60MZbZmfA9yX9o1n6hi7fL/FoiDWLm66rvkXf8CT/yzee4I+//CDrl7YihMCyXb7+7edJREP8/uM7r/ncUkpGJgv0nBm97DFhU2dtdwumfm3+Q8f1OHBy8ILKF+9ncWsdLfWJy+pJfBCklEzmyxw6dXk1dUNTWb2kedoRUrEd/up7u1AUhd/57A4ioWtzWM01UkpO5X7I3rH/44rH1YXWs7Xp64S1+cljnG/O5J9i79h/wfFnHrGzseE/0BX/5HUX8A0ImA1Hsz8GJL50MdUkSxIfmXcbCm6JXaNvsH/qKI7vktaTPNh4FysSS1CFiuXZvDnxLm9P7qfiVUUfu6LtfKzlAUzV4G9P/Yh6M8Ox/Ck6I63E9Rj7po6yKt7NR1vux1B0egqneX74VSbsLIpQWJdcwQONdxHTqpP//tIQzw2/zLA1jis9omqYBxq3sz61cvr9nw++yJnyIEktxu8v/41pxwVA0S3x4sjrHM6fwPEdFBQ2pFfzQMNdmOqNMX4H3J7k7JO8fPZrVLyxGbYQtMUeYVvT16+rXfOFrJX5VBWluhtfLmNqKmFNZ7JSJqIbhDUNCRRsm4JdHWNihknMMKrpD1RTDfKWheN71TTl2gL9fOeElBLb88hWKjg1oca6cARFCEqOw0T5YnHyZChE3DCm1y5Hxkb5g2ee4k/uuZd7O7tmPC+VVEt5FmwbT/qoQiFmGERr93DOPstzmapYOLVKHjHDIGZUx6gpyyJvXSisqwhBOhyaTi+RUpK3LRzPJx0OX9I+z/fJVipUXBdFCDLhMKamIaWk6DjkrAogSJhGNfVcQtysRnY5tf6zPQ9TU4nqBgXbJhUKsWdokP/6+mv8yY576UymEALyls0f/+IZPr9mLY8uX8FEuVyNYKn1qeN7TJYrxAxj2gkipcSp2Wh7HpqiUB+JzHfFjhl9sLds5ISUkpI7SE/27z6QY0JBJxO6g2WpX6UhvLWWtjF7hBCoGKhaAy3aTurDmxkpvc7xqW8zWTmIz8xUW8+n4PRxLPs3bGxoI6Q23hIOCl9K+oYm+eXeE5c9pq0hyYpFDdfVOREJGTTXxXnqtcNMTJWQSI72jdA7NMlXH9v2gc4tJQyN5654j3XJKMsXNX4g58Tuo/0MT+Qve4xpaDTXxa8qiHmtjOeKV7zHWNgkHDI4MzyJpioMTxQ40jvC4w9vxDRupKFJMlbZvdBGBAQEzBGGEiOkZZiyT+H4868j4/guL42+xevje/hQ831kjBT7s0f5fv+T/EbXZ+mMtjFUGeUnA7/gkeYdLI11UnRL2L6DLqqT3cHKKKpQuatuAz848yT31G9ic3od/zzyOnfXbwIkPzjzJB3hFna2baPsVfj54Iu40pvWjnh+5BWGrDEea3kITVGZtKdI6++lLDaH6vl8x0d5dvhlDk31IN+3j3Qod5yXxt7i020fImOkmHLyF0V/BAQEzD9CiOmKFQB1kfc0wM5V24DqSjFhVnfeLzoH1WiB8wUzL3ctU9Noil1cij5acxRcinNODdf3ee7kCbpSadY2NqGIqm7du0ND/OzYkctety4c4SvrNxA3TeKXsP98+0KaTih26ftIhUJXLVsqhCBhXvkYVVEu6Ofz257vDLkUuqrS8L6IkXNRLwXbpuw6xAyDUM2hlLPyOL5PSNNRFeWitrqi0vi+14QQGOrFr9+I3EgrgDnFlzan8z9l0jp0zefQlCidscfoTn6RqD635Tt1JUpL9H4SxhKOT32HvvyTeHK2pQ8lI6U36C88Q3fyi4hbQIlaVQRbVy9iw/LL55ypirjmRftMScfD/KtP3s0v3jrGrj3HpwUe/9Un7+aOpa1XP8EVEAJWL26mu73+sscoQhD6AKU4w6bOFx+584pKvaauXZeoiXMsbqnj337+vsu+LxBk8yV27TnOyGQBU9d4/OGN7NzYPWeiqXOB5WXJ2Zd3sgQEBNxcNIbXoytRNBEipM1/+euCW+TNib1szaxnW2YDmlBpDtXTUzjN3uwhOqNtqEJFU6oRFFE1TGekDa2WOmrVUjmWxjpZm1zOM0O/ZFW8m8ZQPa+Ov0PZK3Oi0IfjO3y05X4azAwAU06eZ4df4p66TTSG6jAUA8evChi3hppYHlt8gZ2aopE2kiS02CU3P3RFBwS275A2kiyJLUK5DhpYAQEBtybfP7CfQ6Mj9OdyfGX9hgscKulQiDUNjZdtGzPM+d71XxCWZjK0J5L81Wuv0plKU3YdTk5OsrK+nq1tt2Z55FvSOSGlJGsdoS//sxnVwL4UuhJnWfJX6U59EV252Bs4FyhCJW4sZk3mdzGUFCemvocri7M6h4/D6dxPaAhvIWmsvOmjJ4QQGLqGcZ2dD1dDVRSWL2pk+aLLD4zXyrkym3NRavNK11jItAghBJoqLij3eSmiYYPf+ey982TVtSDJ2oeDEqIBAbcQE9YxmiNbaAjPXUWf2WD7DqPWJC2hRjShIoQgqceJa1EGK9V0v6ZQPZ9u+xDPDb/CWxPvsjqxjJ2NW2kNVdPGVBRCagiBQlgLY6gGqlBQUPClz4g1jqHo1JvpasltKWkPNzNqTVLyqqWZH2zcTsWz+LvT/0BTqJ5tmQ3cmV5DSJ1ZZYuV8SU80LCNZ4ZeYtfoG6xLruDehi2k9eTVGwcEBNz2tCUSqIrC59as5Y6m5ukNM0UIutJputLz7zy+0ViUTPEn99zL3qFBxsslDFXl/q7FrG9qvmLEyM3MLemc8GSZvsLPKLuXz3e/EroSY0XqN+hKfOa6OSbOx1CTLE19GSEUerLfnnUERcE5w+ncP7K27vfRxAcv3xgQEFBFSp+sdRjbm5vKKAEBAQuP7RcYq+zHVNMYSoyYPneVfWaCIqrCkZZvI5EIBK7v4UqXRG3OoSsamzN3sCzWxaliP7tG3+B/nPoRX1vyRRJ6DMR5wsGXuIapGPhIbN+ZdjZUfAtD0aYrbzSadXxh0aMMVcbYPXmAn519noJb5FeaZ+YwDqkmDzXdw8b0Y+ziewAAIABJREFUmmqKx+hbDFVG+XLnp4hqgUBlQEDA5RFC8ODiJQttxk1BWyJBW2JmVQJvBW65eBgpJZPWIQZrZcJmi4LOothjLE5+DkOdPwVTU03RnfwS7bFHELP0GUlczhZfJGsd5gYROA0IuCWw/TxZ6wgSd6FNCQgImCOiWhMFZ5CJymEKzsC8Xz+ihlka6+Tg1DEqnoUvJQPlYcasSZbFupBS4vounnRJG0nuTK/hk22P0FscIOdcXkfofJbGOim7FU4W+/Clj4/PvqmjdEXaSeix6UodpmLQFWnjk22P0BFp4Vj+FFCdS537N4288HXbtxFUnRw7G7byUNPd9ORPY/mXF2IOCAgIWCg8P0vFPoyUl57Tud44ZXvvZdtXxz4X359tGv7cYDk9uDMWeb15ueUiJzxZob/wNJY3fg2tBc3RHSxNfRldmX/BEFNNsTz16xSdAcYq78yqbcUb40zhKZLmSnRx44udBATc6FQVnseZso4utCkBAQFziK5EcGUFgYKhzn8KQkQN8UjTPfyw/yn++6nvk9TiDJSHWBrrZF1qBQC9pbP8qP8pGs06wqrJmfIQqxLdpI2Z2bs8vpgN6dX88MxTLIq0UvYqjFkTfKLtEeK1ah0/OPNz8m6JtJ6g7FcYrozxYNN2ACSSnkIvA6VBDuV6GLcmeW7kFdJGktWJpSS0GG9N7OeNib00GBmEEJwq9nNHaiXhGaaFBAQEBMwXUkp8v4AQChIf1xtGygoCA1VN43pjOO4ZKs4hdHURqhLH86cQIoTnTyJQUJUUZXsfnj9BNLQDkPh+EYSCQEcRYYTQ8fwcmvqerpwvK7jeKAIVVUnjyzyKiOPLPBJZtUOEUJU0njeGxENTG/D9HFK6CKGjiBhSWkA1Tc/zR/FlCVXJ4MvyefdSh+dPIqWFqqSR0sGXeVQlgSKSN0X1tFvKOSGR5O1TDJdeQzL72uURrZmlyS8T0eY3xPN8YnoHS1NfJjdyEtufXZnRodIrLIp/nLrQHdfJuoCA24uCc4aiO/87qwEBAdePscohOqL34UuXofLbZMxl83p9IQTL4ov5ta7Psi97hIJX5IH4dtanVhHVwkgkjWaGu+o2MmpNgJRsy6znjuRKUkYC13e5u+5O2sJNhFWTe+u31JwYIe5r2ELaSBJWQ3yi9WG6o4voLQ1Qb2b4WMsDdEarAmoSydbMeo4Xeil5ZZr0enbUbaY71ll7HybsLMPWOK3hJlrDTUw5eWzfZkm0g4QeY1msi5JXYdKeQhcav9K0g3XJFYTVK6vaBwTciNzcim0BV0dScQ5iu6dJRtJkC99DUaoL/pC+mrKzH0WEcL0R8uVniYcfYqr0Uwytk7L9LmFjAyF9FRXnXTw/j6kvo2zvwZclDK27Fo3ho2sdWPYhktFPVa8qPSr2ASr2PhAKprYcyzkKQqAqGWz3NKqII6VLyFhDxTmIIkLoWicV+100tRlD68LQOsmVnyIeegg0Qa70BEKEAQ/XG5++l4i5lZL1FobWjqF1U7bfhVqlpUTkMVQxf1kB18ot5ZzwpcNI+Q1K16A1oYoQnfFPkA6tXVBRSSFUGsNbaY89wuncP86qxKjljjNQ+AVpcxWKuPkrdwQELCQSj/HKXiBIlQoIuJUQKPQXX8KXLhUvS2/+BVqjd6Er86vZ1BpupDV8seiyQBDXY+xs2HrJdpqicd957z3QuP2Sf4dUk82ZdWzOXCz8KRCsTHSzMtF9yWuoQmF73Ua21228rP2NoToeCd1z2fcDAm4uAvfErYwQCqa2DLcWWa8qSWKhnRTtN7HcHkL6KjS1mXz5KYDaJrePrrbiqiN4fhZFiRPS1yCli6kvp2S9RdjYREhfh+uPUKq8imUfImxunr6uxMVyjuB4w2hqA4oIo2uLyJWeoD7xr3G9YaKhnZSttyhZb+H5YxjaYqS0AYVo6F50tRkAU1sKQsPxBrCcE5jGcqT0LrgX2z2JptaRiDyK7Q5gOUfQtTaEMLlZ5rO3lHPC8XIMFv8Z8GfdNm4soSP+MVSxcBUOzqGKMJ2JTzJcfp2i0zfjdj4Oo+W3KDr9xI3FV28QEBBwWXxpM1HZt9BmBAQEzDEt0a24fmn6/wItcOgHBNzWCMStJ8MXcB6+tKg4h7HcYxjuEoTQQaiAQFPqanoOIygihC/zlCqv4HpjSBwUJYnj9uN54wgRpmS/iqEtpvq90asV6pQMqpLEdvvQlPdSOgQahrYUKV0MrRNFiePY7xIxN1FxDuH7OUrWK0jpEDY2YLlH0bUOTH0FltODQJtO47Cco/iyTNjcjKF3oamN07afuxdVSWE7J8iXX0BX2zD1pShKAl3tQBE3R1TbLeWcmLAOUJjFYv4citDpjD9GRGu6DlbNHiEEcX0xbdEHOZb9JrPxdOXtk0xU9hHVO1DELfXxBgTMK3mnl5I7uNBmBAQEzDFx/dasDR8QEHDtBM6JWxuBSkhfg651oil1GOpiVDVJLHQ/ijBqQpMCRYSR+EhZIWRsRFUSCEKE9TXoWgeabEQRURQlQSz8EKqoVljyZQVPFjCNVSAUPD83feWQsRpNbQBAVVLEw7+CqqSxvV5cbwxDW1K1S23A8DqR0kFV4iQjH0dVqjpDQoRJRB5DCANNbSUR/iieLKCKBLraed69hDD1VUhZRlMa0MIfxvMnUUQUUOe/46+BW2b16kuXkdLrOP7MlKzPJ2kspyly96yrZFxPVGHSHNlJX/7nVLzRGbfzcRguv0ZL9MF5rTYSEHCrka0cxAlKiAYEBAQEBNzSCEAEG3q3NEJoGHrXRa8rNY0cVUldtu354pZCaISMVRcd43j9CGEQ0lfi+wUc72z1eBQ0tQVTvziFzqATT88SMlZOX9/Q3rPxfJtUEUc11pz3XpT3x/u9dy8Xlh095xi5WbhlfokVd6RaSnOWQpiKMGgIbyOitS2o1sT7EUKQNLqpC21koPgLZhM9MVHZR8kdwFBXXj8DrxNSSnxp48oijl+g5AxSdPspuyNY3iSOn8eTVk14RqAKHUWYaEoEU80QUusIa81E9XZ0JY6mRNBE+KZQpw1YeKSUSFwcv8CEtR9XLky5qNuZ98aAEo5foOwMUnD7KbvD2F4W28/jycplxwBTzRCZHgMSaEoYTURuuzGg2o/OdD9a3hglZ5CSO0TFG8P1S3iygudXkHgowkAVITQlhKGmiahNhLQmInoLhpKsjaUhhLg5dl4CAm5npPTxauOo6xUoeyOU3SFK7hCWN47rl/GkVfv9+6jCQBVhVCVESM0Q1lqIaC2EtSYMNY4mIijCvKHmyXOLuKbUrmo/V3D8IrY3ScHpo+iepeKOYvtTuH4RXzpUn1Wh6vNIiRLRmolorUT1Nkw1g67EUEXotntO3UqE9FWE9PecFppad9U2ihImGrrrepp1U3JLOCeklOSdPgpO76zbmkqKlsi9KDfghEtTYjSGtzJcehVXFmbczvKyjJX3kDLnzjlRcPqYrBy6qkCnoSSoD92JPsuoDSl9Kt4oWesoWeswE9Z+8vZJHD+PLz2kdKthVvhc6KgRVHO+BEKoCBSEUNFEmKjeTtJYTjq0joTeTdzoQlVCiED0KOA8PL9CxZug4o1ScUcpOgPknJOMlF5jNk5By5tkoPAcupq4+sFzTMa8g5jeccNNbGbzW6uOAWNMWceYtA4zae0nZ5/A8XPVMQAPKb0rjwG133+1XFeYqN5G0lhGxlxHwugmbiy55ccAKX1K7iBTdg85+zhZ6whT1lHsWkkyv9aP4CORvNeXl+hHoaKKEDG9g6SxkpS5nKS5krjeiTbP4pEBNy6+rOpdVa6phPv8oYkwdaGNhLSrLxpuVjxpU7B7ydknar//w+Sck7VFslsbR30u9fsX58aA2hiqCBVNREkYS0mbq0iaK0gYS4nq7bdk2vBsnBO+9Cg5A2TtI0xU9jFpHaBgn8GTFj7uZcfYah8rKEKtad0YxPQOMqE7SJurSZmrieptt2T/BgTMlFvi2+/j1CZfU7Numw6tJWFcWq16oRFC0BDZQmiqjoIzc+eEJyuMV/aw2P8UqjI34idj5d3sG/8LXP/KdoS1Ju5q+gvS6porHgdVp5InKxScPgaKzzNaepO8cwrHn00ofXXgl1B7GFRfcilS8cYYr+xFyf2EiN5MylxNS2Qn9eFNmGo6GPxvE85FQ3jSru7I+0WKzgB55zQFp5ei04/lTVDxJrC9STxZuabrFJw+9o3/+RxbPzM21P97onrbDZczK4TO1RTQXb9M0TnDQPEFRstvkrdPznIsP28MwANZdaC6XhHLG2Oi8i69/JSw1kzKXElLdCcN4S2YauaWGAMkEqSP7efJWocZKr3ERGUfebt3Vk7tS/ZjbSy1vHHGK3sRaET1VuJ6N02R7TRFthPSGlFqgmABtyeuX+HI5P/HeGXPQptyRcJqE1ua/vSWck5IJFK6lN1Rxiu7GS69RtY6QskdwJPWbM9U/as2l/IkOBQol4cZLr+CKsLTC+nmyA4y5jp0NXlDbu7NHoFyFUH86py1zJTdw0DhOUbLb1Nw+vBk6YrtzjtDrY99POkCFsgiE9YkE9Y+VGES0xdTH95Aa/RhUsYKNCUajK0Btx03/8yM6s7npHXgmto2hLfM2QL+ehBS60mZK2cZFSIp1MT85rtqh+VOYHmTSCmvOKD60qXg9HIm/yT9hWcpeyP40r4uNvnYFJw+Ck4/w6VXSJtr6Ix/gsbIXRhKMhj4bzGq4ezWtMPB8sZrzoheCs5pis5AbRfJxpM2EnehTf7g3IBfYYFWrX50Gdt86VF0+jhTeIr+wjOU3GH8WU2mZ46PQ9E9Q9EdYKT8OiljJZ2JT9AUuRtDSd20Y4BEYntTjFd205f/OeOVvdhe7rp9pyVubSw9w2j5TXrzP6U99mGaIncT17tuuMidgIBbGSl9ik4/w+XXOJP/OTnnFJ5fqkWXzT3VhfkxcvZJBgrPkQmtY1H8YzSEt2Ao6Zt2HD3Hlar1SekxZffQl3+Ss8XnqbijV40kni2etJiyj5CzjzNQeIHW2AMsij1KylwRVBMKuK24JZwTjp8jax2ddTtTrSNlrrqhhDDfjyIM6kOb6S88M6t2RecsBaePmN41rw8MH4eCe4ZGXMRFUi3VhaPj5+kvPM3J3A/J26dmrRPygazz84yUX2fCOkBT+G6Wpb5MylxV8/zf3A/WgKreytniixScPiruGBVvDMsbn+UOUsBcoAgdRRgXpVBIKXFlkf7CM5yc+gE5+8S8jwGjlbeYtA7RENnK8tRXSJtralEUN8cYcG4Hb6y8m1O5HzNW2T3LiLMPbAGuLDJpHSRrHeFM4Uk645+gLfowppoOnBQBAdeRagrcOP2FZ+gvPE3WOjqvTnaJi+1nGSq9xFh5N/XhjXQlPkVjeHtNN+HmGEfPRyBQhXnR61JKbD9Lf+FZTuV+RM4+wWzSPa8FiUvFG+Hk1A8YLr5CZ+ITLI5/GkNNBWNrwG3BjbsqnwV5p/eaJmYJo5uI1npDD6QClaSxFF1JzOoeXVkgZ5+kMbIdlSuHqs01Bfs0vnQv8vSe8/L3TP0dA4XnrikNZ65w/QJni8+Td06xPPUvaI0+hHYDR9AEzIyxyl5O5n6I6xcX2pTbnqrA4oVjj5SSkjtAT/bb9BeewfazC2QduLLIYHEXBbuP5amv0BZ7GFWEb+jnAdTGUfcsvbmf0ld4grI7zPWeLF/RHjyy1mEKzhnGym+xNPVl0ubaWyJlJiDgRsPzLcYr73Iy931GSq/jzjil4PrgyiJDpVfIWsfoiH+YrviniBmdN5+ujxAo4sI5YPV5dZZj2b+lv/A0zlXSmuceSdHt59jk35Czj7Ms+RVS5srAQRFwy3NLzB6mrGOz3hkVKCSMbkw1c52smhuEEIS0emL6olmnrmStI3h+GVWdX+dE3jldUycOT78mpU/WOsyhyf+H4dKrLORketomPHJ2D/vG/hzLm2BJ4nO3uBr1rY+Ubq2KQ8BCo9YiJ84hpc+U3cOhiW8wVHoZrlPo8ezwyTsn2Df+F1S8MbqTX0DlxnRQVLVTPEbLb3Is+7eMlXfPY8TJ1XH9AgPF58nax1iR+iodsQ9XI2duwL4MCLjZqEad5jid/wknsn9P2RteaJPOQ1LxRujJfouJyn5Wpn+T+vDmm0yLRlywQSWlZMo+yoHx/8po+e0FTf90ZYn+wjMUnDOsyfw2DeGtCNSbqG8DAmbHTe9+k9In//+z9+ZRcl7nfeZzv7X2qt4b3QAaOwmAO0VKpKjFEq0lXiLZcRLHdo6TjCeJM/HMZObMOfGZ5eScmSSTSRzHTo6T2JEX2VIcW5EcWbY2W7IkUhJ3EARB7Dt676qu9VvvnT+qCYIEl/4KVV1VwH3O4QGIrlv1VnV997v3d9/394bniBP6FZhGmoKzdyiMfFxzlJy9M/G4anCaSG69qt4M5193ct0WJl7m6OovsdT8HoMgTFxPICucqPwmZ6q/37EZokajeT3XZ04oJakEJzi6+q9YbD7BYAgTrxHKKqcqn+b0+meIB7R9bKxaXK5/mSMr/9/GYnlwhInraYSXOLb2q5yofIpAVlBqsOZ7jWbYaHfgucqxtX/LifKnBkyYuB7FqvcCzy//Uy7VvtT3rI4kiI1Wn9D+vKvBaV5c+SWWWk8NjC9VxT/Oiyv/koXGtwYmJo2mFwy9OBHK2kZaa7LFbrs90v7eBNVlXnVITuqN4cWrtOKlHkX11kSqSSO6DLza5vUcL639KiveYJ30XU8QlzlZ/k2uNL6OVIMZo0YzTLzqOaGUoh5e5Njqr7Lcenpw5wBZ4VTl01yqf2Uj82swUEoRyQZn1v8zR1f/NfXwPIMm8L4RP17lZOW3OFH+FKGsaoFCo+mQ9hrqLEdW/gXnq5/fYm+ZTmiX7h1d/WVOV36XIF4fkuu/LU6071cXOLLyL1jxnmGwhPT2evro2i+z0HxioyWsRnPrMfTihBev4sflxOMcs0jO3tGDiLqPEIKsvTNxX3mlQmrB+d4E9TbE0qMeXEAphR+v8kr511lpPbflcSQlkOucLP8WZf/YkNxMNZrBxRAOhnDw5RqvlH+D5dbT/Q7pHWlnUPw2q96RgZkDIlnnzPofcLLy2/jxWr/D2TRSBZyv/leOl/89viwPzOep6T5CCFyzhGuOYhsFLJHFFO7GgYpOPe+UdmbwWY6u/DKLzScGVth9M0JZ5WTldzi9/pkhEFTaWEYaP17jePnXWfWeY1BF4EZ4meNrv7Zxn9IChebWY+g9J/x4jSBObqqWtWavpXANA1lrFkukCNn8JC9VuHHKtrXEyqcWXiRWPudrX+Bq4xsdp6AZwsE1RnHNEqZwMQwHpSRSBQSyih+vEcoG3VK3a+F5TlV+h/vHfxHHHP7WWLcnt+PvbPDe86uGuBerX+RK42s3OQeM4JgjmMLFNJyNdrGvzgGrXZ0D6uFFTlU+TX5iF6451rc5QCmFJORc7fOcrHyKUNa68KwCAwvHHME1S1hGeiO7pS0mRKq5cU9d70racKSanFv/HLZR4I7S3xqqe65m85gixR2l/w4/XiVSHlL5xNInVq/+57X/lK3X/l96RMq79vc3/lyqAHVtcziYm8Re8mrG2dHVX2ax1T2fLoGJY5ZImaOYIr0xn4JUPpFq4cerG+2Ib14IiVWT05XfBWB/6WewRHZg11QCgcDgXPUPmW98o6N2rIZwcc1RXLOIIVxM4aBUTKw8/HgdL17pUrtsxXpwkuPlf8/9479I1t45sJ+rRtMJQy1OtE/myx2psjl7B2II/CZeJWNvwzTSJLlfSCIa4VWUklvq7quIqIVnudr4Oueqn0Nu0g9EYJEyR8naOxhN3U3JPUTW3o4l0pjC2fh9GRuvESNViFQ+jXCein+cFe9ZasF5/Hj1Jm6skoXmd5hvfoud+R9BMDzfEQ2U3DvZVfjkTaflx9JjqfUUXoKyKNccYyr9nvZ1usUU7N2IAUuEU0qy3HqGs9U/TDAHmLjmGDl7OyPuXYykDpG1dmAZmTeZA9oipVQ+zWiBiv8KK61nqYXn8KKVm5gDFEut73G18Q12FT7xpi2RtwJJyKXan3Kq8tsdCxMCC9ccJWvPtudU505y9k4sI7uR2fL6z1OpaEP0qVELzlD2j7HmHaMVzRPIKp1skCQh56p/SMocZ67wl2/o4KIZfgxhMZI69KY/a2fMyI3rNUYRo97w55v9uyQmli0i1br2ZySbxKpFJFtEssGK9ywV/5WtfbNbQHttu8bxtV+7SZ8ugWMUydgzjDgHGUndRd7Zg23kN+ZT69p949XPPVY+QVylHp5j1XuR9eAEzfBqx9d/pJqcXv89bCPP7sKPY4mtvz9uBkXM1cY3udr4s015jxnYG2b1c4ym7qLkHiRjzbQFH+FsrLkNQLW/zyokVA3qwXlWvedZ9V6kEV0huokOIKut5zm1/rvcNfo/Ypu5jp9Hoxk0hlucQOLHq4k7dQBk7R1DtfF0jAKOUUw4Sl07VXTMfE/ieiuWW0+z2nqBSG2upWPe3s1M9kNMZd7LiHsI07ix3/RbUXD2sS37PmIVUPZe4nL9q1xpfB0/Xu0odql8LtT+iKnMe0lbEx09h6Y/TGUeZSrz6E0/Tytaxlv6P/FamxcncvZ2Do/9Q9LW1E2//q1ALTzLsdVf2bQpWs6eYyb7A0xnHqPkHk7U2rfg7GM68xhx6W9S8Y+354D61xOJS9cjVXBtDsjaMx09x82y5h3hRPk3OizlEOTsncxkP7Txebbn1CTt/cZS97CLT+LHZVZaz3Gl8XUWm090JJT48RonKp8i7+xiPPWgboV3G9E+0TURmDe0F78ZpIo4tvbvbklxIlYtTq//Hleb3+w4g8k1R5jOvJ9t2Q8wnnoAx0y2fhxP38dc/hOEcp3l1jMsNL/NfONbHbV/jmSDU5XfJm1NMZv98EBe/7HyOVv9/U09tuDsZzb7YaYzj1F097+uK9U7MeIeZEf+43jRCoutJ7lU+xNWWs8hSX6gIgm5XP8yY6l72Z77mG7frLllGOpvslQhXrTSwUhBxp4ZuJPGt0UY7U1PQh0mlHUCWdlycUKqAMk7n5amrWl25n6I7bmPknPmbupUzRQO4+kHKLl3Mpv7ECfLv82y98ymT22vZz04xXzjL9hd+LGBvJFqNIPO5ueAKbbnPsaO3MfJ27sSCZNvxBQOY6l7KToHmM1+iJOV32G59VRHXXhqwTnmG99gb/EntzbzTLV7279S/nUa0ZWEowUpc4Kd+b/EjvwPkbN23HQ7T9ccYSb7IcbTD7LmvciZ9c+y6j2f+FCgFS1wqvI7ZMd3kLGnO45Ho7mVUUpyuf4Vzlc/39HaxTZyTKYfZU/xr1ByDmIZnZdSCCFwzBIz2Q8zmXkPO3J/ifO1L7DQ+PamD55exdvwH0tbk4y6dw/luiptbWMu98Nsz3+MnL3jpsS2lDXOztwPM5F+mKuNb3B2/T9TDy+RNDsllHVOVz5DyTlIwd3bcTwazSAx1OKEUmFHp+OWkcUxtnazfrMIDFIdnOJHskEQr8PAmX8ajLqHuXPk55jMPNLVns2WkWE89RDZiR28Uvl1Lta+lPgmH8kGi83vMJt7HNcsdSUujUZzPYIR9yB3jPwc05n3IrC6OAekGUs9wP0T2zlR/k3O176QuNY3Uk0Wm0+wI/9xXHO0K3Ft9nXPrv8+K63nSbpQHUvdy50jP8d46sGbFiWuR4h2evh05n0U3QOcrvwu56tfSLxBWW49w4XaFzgw8rd1eYdG8ybUwnOcXv9sRxkKaXOKfaWfZlf+L2MZ7TT/bswBQghskWMi/TAl9yAX3bs4vf4ZmtHVBM+iqAanOFX5He4b/0VS1thNx7V1CErOHRwc/XmmMu/p2r1KCIO0OcWewl+lYO/hePk/sOo9n/h5quEZLtS/yGHnH3Q1O0mj6RfDJ11ehyTC6yDl1TEKmCI1ZAYygpQ5nnhUpBoD55QssJjJvp8HJv8vpjLvxRDd25Rcew0hSFvTHBr5eXbkPpYo7e5V1vyj1IKz2mVeo+kyApPpzGM8OPFP2JZ5H4awezIHpMxJDo7+98zlfxhDJM/IKPuvsO6f2rI5QKFYaT3DxdqXEqVzCyy2ZT7AfeP/mMn0I+0Sjh58nkII0uYUd478XfaXfiZxqWGsPC7W/4R1/4SeVzWaNxDE65xZ/yy14GzisQVnH/dN/GP2FP8qlpm7dr12k3YmRYHdhZ/g3vH/jYKzn6TbiKXm97lY/xJS3bzh7tYgGE89yP0T/zvTmUe7fq8SQmAIk4n0Q9wz9r+0y94SfqZSBVxtfIOKf1zPq5pbguEWJ1REINcTj3OMAmaCeuZBQCA6OsGPZIvwJgx3uo/BVOYR7hr7n8nbe3qa2tdubzbGgdLfYtS9J/F4P16j7L/UFdd6jUbzKgbj6Qe5e+wfkXf29tSYuH3iP8KB0s8ynnog8fhAllnzX+wovboT/LjMmfX/nPDUVDCVeYS7x/9XCs7+novuQghsM8fe4t9grvAJjISGoY3wMpfqXyZWrR5FqNEMJ8utZ7hc/2piM9+MNctdY/8T05nH2maMPe7eZAib6cxj3DP2jyjYuxONjVSDC9XPUxkSgTJv7+bw2P9AyT3Y43uVQck9yOGxf0jB2Zd4fCO8xOX61/S8qrklGGpxQqmIME4uTthmcQhbmgkccyTxqFj5hLI+IDcBwVjqbg6P/QJZa/uWZK4IIcjZO9hf+qmOUrNXWi90ZLiq0WjenBH3EHeP/SNyW9T+TAhBxpphX+mnOso+W20dIdqCBZ9UEVfqX2XVO5Jo3Ih7mIOjf5+cvTVzKrTFctvIsa/4k0xmHiHZUkJxtfENyv7xXoWn0QwdQVzlXPVziQ1nU+Ykh0f/AZPph7esA107K8NkPP0QB0f/HilzMtH4WniBC7U/uqlOFVuBa45xcPTvMuIhxf5EAAAgAElEQVQe3hKPDCEMRty7uGPkb+MYSQ8jFfONb9IIL/ckNo1mKxlucYJ4o799MmyRGcp6V9vopFWQIpS1rvSsvllS5hj7S3+TQo8zJt5I+yb6IBPphxKny1WD0/hxuUeRaTS3F45RYn/pZyg6+7d4DjAYS93HVObRxHNALTzTYceMzaOUwouWuFT700QnX+3MsJ+l6BzoYXRvzqtlM3uLf520lWxz4kcrzDf+fIhSuzWa3qGUZLH5JBX/5UTjBBZzhR9hJvd4X7wGBAbTmcfYU/gJzEQtQhXzjb+gEpzoWWzdYFvm/WzLfHBLu2AIDKYyj7E991FEQlvAVrzMfPNbA3IYqdF0zlCLE7HyO0q3NY0UYshMY4QQmMLtyDuhnTnRX3FCYDGX/1Em0+/pi0uzbeTZnv0ItlFINC6UdWrBuR5FpdHcPggsduZ/iKnMe/s0B2SZzX4kcQZaKBsd1YAnZaH5JGX/2KYfL7DYnv1BpjOPYWzRiekNMQjBWOo+ZrI/kGicJGS59Qz18JJeSGtua5RS+PEaF+t/nLhMeTz9ALvyn8Ts03pWCIFppNhV+CQT6YcSjfXjVS5U/4hIDmYZQsqcYFfhxzCNrT3IFEJgG1l2F/4KeWcu0VipfBabT+DFyz2KTqPZGoZanIhkE5XQzRzAFCmMIWxUIoTVUTlK+3PqrziRd3azPfexhOp6dxlN3UPO3ploTKw8GuHFHkWk0dw+5Owd7Mz/MJbI9C2GkdRh8vauRGOkCqiHF3oT0AaRanK5/uVE83TWnmFn/kduqvVqNzBFipnshxOXzdXC86x5L6KQPYpMoxkO1oNTrLSeTTTGNgrsyn+SjNX/tryuOcLuwo8nyu5VxKx4z1LxX+loHd9bDKYz7yPvJPPT6CZ5Z47Z7OOJx9WC86z7J7XoqxlqhlqciKUHHSxsTCM9lO12DEzMDhznY9nqa+aEIVxms49TcPb2tUOKbeQYT78r0RipfH26p9HcJAKbmeyHNso5+jcHWEYm8QlfrELq4cWezQFKKVZbzyXMzjCYzf4geWdPT2JKghCCorOPsdT9icZJFbDceoqog9JMjebWQXG18efEykswRjCWurfdgrlPWVOvi0YYG/G8HxKYcTajRZZa30PKwfL1cs0RZnI/gGX0T0gXWGzLfoCMNZNoXCDXWfOPJG6drdEMEsMtTqigA721XR7BULURbSOE2VFZR6z8vp5OpcxxtmU/2JdU7usxhEPJvRPB5m/mCokfl7fMrV+juRVJmSPMZH+g7wtpA2tjDkiSOSfx40rP5gCpfJZa30uU0p2xppjKPNqRWN0LbCPPeOr+xJlxZf+lhJ1JNJpbi1a0yErr+URjTJFie+6jWB35kPUG2yiwPfeRhEaOkoXmE3g99vRJStaaZcS9q+ddT94OIQRZeyeT6XeTRPABxXLrOQJZ7VVoGk3PGWpxQuJDwtMsgYEhrL5OOp3yauxJaYs4/Tv5n848StZOpv72AiEMMtZ04vTjUNaJVLNHUWk0tz6TmfeQTVhS1QuEMEhbU6TMsUTjItnoyHz5nVBK0YwWWGp9P4GALCg4BzZa2w3GfUwIg9HUfThmMdE4L1ql7CUzAdRobhWUUiy3nqIVLSQal3d2M5a6f2Cuf2hvpsfT7yLv7Eo0rhacZc1/sTdBdYDAYCx1P66ZtFtG97GNDBOZhxOb4VeD0zSj+R5FpdH0nuEWJ1QEiTfdItHJ+WBhdOSVoVRIJ+Uv3cAUacbT7+prnfn12EYBN/HGpDmwpk0azaBjihQT6YewjWy/QwHa5V0payLRmEg1iVRvyg/q4QVqwflNP94ULhPpBzGNwWqHnbd3JhZ9YuUn7lCg0dwqxMpjzT+WcG4RTGUeJdVBa/ReY4kM05nHEo2Ryme5+RRKDYb3jBAWY+n7+h3GBoLx1P2JW2DHyqPiv9KjmDSa3jPU4kRnk5noe2pxpwgEdFAaoYiTJph0jaw9S8HZ1/eSjlexjWzi071Ou8JoNBrIWNsoOgcGZg6wjEziUzGpgp7U8LZN4Z5PZIRpGWnG0w8MXPafaaTI28kM5BQRtfA8sZ5fNbcZinaXjqTinG0UGHXvxuizEe5bMZ5+MFF5l0JSCU72vF3zZnGNkcSmyb0kZU4m9hZSKqLiH9deaZqhZTBWix3SiY+CEAxv5oSgowVpW8TpxyQlyNlzZK3ZPrz2m2OKVOITXEXU924nGs2wkrW3D0RJx6sYwk1cqy1VjOyBqXCsfNa8o4nGZK2dpMzJrsdy8wiyTvLfsxet4EUrPYhHoxlgVNtvopqwTXHG2kbB2TNw4iS0SzvS1jQl50CicV60yHpwqkdRJSPv7E1cRtFrxlL3Jnq8QlIPLxDKWo8i0mh6y1CLE3TkpCAGclLfHIJkxjht+uU3YQibgrO3763urscQdmJTUaWivnY70WiGFYP2HGANUAmCgZXYSFIR90SgbIQXaUZXE40pugewjP61ZH4rBAbZhM7yAIGs4EVLPYhIo+mcwAs5dfQSz33nBC9+/zS+F3b5FSTr/klilaRkVJCzt5O2tnU5lu7hGiVK7sFEY/x4jWpwuicCcFJy9o6+dul4M9qfZ7K1vx+XE3uZaDSDwpCLE0byrbpSw9tXvcPYRZ9+zaZIUXT29+W13wohjMSZMxKpMyc0mg4whEMx4Slar2l3PUrm3aNU3BOBshqcTdxKM2fvHJguHa9H4JojiUeFsp6oU4lGsxWcPnaZl589z/Fnz3P66GX8VndLjxSSangm0Zj2gc8+jAEuTTaEQ87ZjZFgjlJIasG5hEJNLxBk7VlMMThiOgJcc5SUmcwnKZQ1WvFyj4LSaHrLUIsTHZU4oIZ2o6lQHS2Q27XeW58tYgqHvJOsBrn3GB3Uvvez14lGM7wYwh7AOUDQ2a2vu7OAQlEPLyYy2zWES8bahuiga1OvEaJtNpqsTStEskUgq3qW1QwUMlZs3zNBvpQlDCLiuLuHWkq1N+RJaIu9g3Xg80aEEOTtORyjkGhcLbxAJPvbFc0SGdLW5MD4I0F7n2MbOXL29kTjQlnHi5bpT0m3RnNzDN4KJwGdGVuqgUgd6wzZceZEPzpOOWYJO+ENSqPR3Do4ZhHHSGZAe7sQS49mdBVFtOkxtpHDMQsDWprY7oRlCodIbf49KSKCuIJS8UCKLprbkz2HZohjSb6YYX2tTjrb3WwlX5bx4mReKwY22YSb1H6QsWewjCwkOLlvhBcJZZ00/fPTsYz0QN6vLJEmbU0nGiNVQCtaQqo4caagRtNvBkce7ABTOCTPCFAD07IoKZ1mfbQ9Frb+V522pjd+RxqN5nYkbU0l9ni5XQhllVa4mGiMbeQGzqzteoQwMISdeFwoa9rXRzMwtJo+UiqEEGzbNU4cK6Jg84LbZmiG84lblDtmcSgOfFLmeGLj8UBW+26Maxpp7ITd3LYC00jhJmzTDODFK8Q96DKl0fSaoZbTDOG0c0kTZC21N/ghSrVvPEOFkqgEJ1KvYginL74TKXN8aNu2ajSamydljne0Wb0diGQTXyZrn9eKFnl++f9J1KpvK4lUkzChhwZArILh9YLS3HJ8/Q+fJgpjDKu9brp8don9d28n18V9qx+vJW5RnhkSsbe9mR5NNEYpiRf31xjXEunE5ShbgcAiZY4iMBMdUIZxtaM9g0bTb4ZanDCF20F6qyKWHiBhyFqKSuKOVFBTuH2poXOMwvC2bdVoNDeNbeS1QPkWRMojiKuJxsTKo+wf61FE/aO9SdO10ZrB4PBDe5jaPoJlt+eu0y9d6XpZRxCXE4sTrjk2FCn6AkHKHKed2bzZ61r1PXPCEDbmIHZCEgLbLGIIJ5FpaCCrSNXtLjMaTe8Z/FnubWhPIsmzH2LlIVWEOWSLZqWiDWElGZaR6UvmRLs2eqgrhzQazU3gmAUMLVDegFKKWLZ0H/oNpM6c0AwQew7OUFtv8t2vvsTq4jp7Ds5iO91dLvuynHjjOExir2MWSSxOxKs9jOidMYSNNUidOq7DMjIYwiJOoOEGcl2LE5qhZKh3jpZId7T5jZSHZLgu2HYT0YhYdSJOZPuSwWAZ2aG5kWo0mu5jCT0HvBWhrHc0n9+KKCVB6cwJzeBw8eQCuUKaD33iXcxfXKFR6961qlAEcRWZwAwXNsSJIRF7baOQ6OhQofDjZGVu3cYQ9oC2aW53EklaIhnJxtB2J9Tc3gx15kQ7BStF0gOXWLYzJ4YKBbFsdXS6ZBu5vrigG+hac4Awjvn21fOcWFthKpPjwzv3UnQ3p877cUQjDBhNZQA4trrIdDbP2Mb/vxm1wOfzp1/mXVOzHByd6Im3ymbi0Gjai6kh8/bZEiShrPc7CI1G8xY4KZtLZ5dQQBxJTLOLZ3lKdlTKZBtZjAFqc/l2tI17k839UYKShV5gCGdgxXTLSCUWpnRGmmZYGWpxQggLx8jTYiHRuEg2kEPnYKs6WswKjI3e81t/QxPCGtCWd1uLRFELfO4an2K51eDY6iIjqTRKwUgqjVSKhUaN0VSabdk856sV/DhiOpvnRHmZ05U1Pjq3j5ztUgt8tmULxFJyub7OqtdkW7bwuufYniuSdxzq4Y3f8XXf40K1jGtZTGVylD2PoutS8T0iKWmEASU3xWQmx7n1MgrFvtIYl2vrhFKStR1KbupaHJGUnFtfox4GzOaKVPwW9cAn77jM5opcrLXfy858iWrgseq1mM0VmEhnMYbNkFaTmLYoqn/Pb0TBEN6DNJrbh6kdo4RBhNcKePfjh8kWupfur5Adpdu3xd7hECeSG3eqxB4c3cYY4C2RwErsHSdVhNIZaZohZHCvRKAZhDTDgCCKWazVOTg1Scp+LWQDE7uDnsSBXO/Iu6G/dFaPZ4rURubE1m8QDL0xeR1SKSIpiZXij84cb2dQqBTNMGC+UePIygJ3j01xZGWe+ydmkEpR8TxaUYhUCgU8u3SVETeNVJKvXzzDXeNTSKVe9xyf3HuIlGXdsPkP45inFy6z7DWIpGRfaYwzlVUqvsfhsSleWl1kT3GU55eusj1f5FJtnZzjUPE9nlq4zEPTs6QtC4W6Fkc18PiLK+cYS2c4sjxPNfDZUxzl6tIVDo1N8craEvdPzFD2Wtce90p5mU/uPUTa0pk1tzqGFijfAkXc54W4RqN5axYvrZHOuBx8YFfX109KxYlLOmC4xN5OjDtj6dOWbvvxHsXAZk0AGMJMfMjYFsB05oRm+BhocWKpXufU8ipL9TqtMGI0m2FupHTt50JYG6Y7yQhkjWjITq06rcczjTSWketBRJthOG6iW0E9DDizvsZ7pnewtzTGiysLPDg5ix9HPLt4hUrgsdSss5TJMZHO8sDkDEIItueLmIZgR779vZ/cyDioBj6OafLw1Ha8NzxHINs1hm/Uy0MZc75WphEGTG68zkqrwenKGjO5AmfW17hnfJo/azY4VV5l1W+y3x4jazs4pskDEzPkHPd1cSw1620Rw3bIOS6mYXD/5AyrF5ssNmrX3suFaoUL1TK2YVB0U3rDqrnt0UZlGs3gImPJKy9dpl5tYbsWew7O4LjdEdQVHbaFxxqaO2cn4oQkRCnoV1LlYPt5mCRdUysilO6CpBlCBjo/zBQGR64uMJJJs3OkdEN6kiFsUuZY4ucN43Vi1RqydCeF30HmhGVkOxJwNN1lLJXh47sO8OjMHCnTIm3ZGEIQScmq1wSlyNoOM9k8C806Xzz7Cpdq6xQdl5PlFV5cXuDs+hqvlJd5ZukKhhAopfivp49xdGXhdc+x2mrw0soiLyzNc7XxWjcA17S4Z3yakVSG0VQGL4qohwHvmprl5dVFyl6Lr144hW0YvGfbDmayefK2y1QmS9qyMA0DqRQXquVrcRSdFHuLo7imzWyuQNq0MYXAMU1mcoVr7yWQMQdHJ3Etm5lsAcsY6KlHo+kxavh8jzSa24ix6RLprMvSlTLl5RoySZuETdHBDlwM0Zq1g1D7f2gxyJ9vJ7H1+/PUaDpjoDMnJvNZPnxgL3nHIW3bFNKvd9E1sHA7ECci1SJM2F++3ygUXpRcnLBFFqeD0hdN97ANk8dm5rDNtiqfsx1+bN8hALK2wyf2HiKUMaYwyDsOO/MlYiUpbGQi/I077yNj2ZjC4O8cfhe2aVJ0XP7y3kN4UUTGttlfGr/2HGnL5qcP3o8hBLZhsNRse5UYQnDn6AS7C6MIASnLZme+iGtZXK3XqPgej2zbybZsnoxtM1coIRUUHJcf33cXrtk+tZnM5K7FUXBcJjM5AhmTNi0Oj02SsRz+0q47cE2LA6Xxa+9lOpOjFUekzRtLTjSa2wuBMcApxBrN7Y5hCLxWQLXcJJNPIYzu3bMEZkcm5VK1T8KH4e7ZSdmKIey+lCC/ilKD29lCESc2t2xn2gzDt0WjeT0DLU6Umy1eml8klpIDE2PMiRHy7msChSFsUtY4yXopAyga0RUUMWKwP4JrKBXRihYTj7PNPK5ZeucHanqGIcS1cggA0zAouelrPxtJpV/3+LH067+TU5nXynIy9mtppY5pUXyLrlcZ20YpRdlvUQ3aJUymEEyks0xksjc8fjqb45FtO5krlK55QYynX3tcynotprRlk869Fodr3ngNvdqN5PpxKcum8ObhajS3HZ20rEuZ45TcQ7fcgrPoHuhLRymN5q24fG6J6R1jfPBHH+DPP/8MrbqHm+pOWYcQZuK2kABygDfPb6Qzw8+kJprdRCEHuO2mUnHidstiiAxUNZrrGejVgBdFuJbFaqPB1WqN2eIbMgCEwDVHsUSaSDUTPXcjvDxULXa8eJVQ1t75ga/DIGWOY4r0Oz9Uc8shhGB0o4TjnUhbNneOTmxBVBqNpp05kXwhXnD2c//EL3a0sRlkDOF2JNZoNL2iUMry8rPnqKzWMAwD2+necllgdNQZYphaQybvvCEw+ypOXJ+ZMnjir1Rh8swJYfU1E0WTnFhF+HGdlFkYmrbBvWCgxYmxTIZCyuVKpd01YCz7+k22QOAaJWyzSBQlEyfq4aW2Ejkk120zmidWyTqMGMIia2/Xk5NGo9EMEKLDhbhAYBk5bOPG7CfN7UMr8jENE8d4bQkXK0kr9slZ7XWSUopIxSjAvq6E6Pr1QCgjVvx1Rp0Crtm54HW9f5cnAyxhYr2hbGmz65BIxYQywjWcvpb/jU8XOfzQHqIwJp1xcdPd2zgLYWAaKZJm/UayjlJyKNat7cO0ZCf9/T5IkypAqXggs7gi1UqcjWIIJ3GHD03ndMPHUKqQZlzGNXMo1dmFfivs+QbvCrweAc0gYDyXZXupSBDfmHLlWqO4RokW84meuhldIVYtLIYjq6AZXiVSrURjDGzy9q7eBKTRaDSaDhFYRj7xKEm4cSKpxYlbkVbk04x9LMPENWzqUZOslSZWkiAOydsZalGLE9WLzKTHyVop0mY742QtqHK+scD7Ju4BQKJY9MqkTRepJEt+md3ZGTJW+/GRjDlSOUMtbPLA6AFqUZO06WIIQSPyyJguGatdnteMfJqxh4HAMkxyVoZW7JExUwghWPDWeLZ8EsewMDDYnplgzCnwfOUUCtidneZAfkf7PcY+sZIopbAMk3rUImumAUUz9gllxJJfZldmmoyVwja2fpkaeCEvP3ce0zTYsXeK5584yXseP0xxtHudz1yjhCEcZILOcaGsowa49OB6AllNJE0I2pnQ/USqgFi2MMzkc3OviWQzsY+HbeQHUmi5FYlVxNnaEzTiMiV7BkOYKBRB3MAUNuXgCoYwmU7dSag8ysElUmaBcXc35+rfJW9PMZW6k2q4QDm4RMGeZi24wNXWS1jCJW9PsOydRgiTydQ+TOGw5J0ia40y6uzkUvMFBAY7sw9Qcmb7/XHcNAP9rV2qNRBCYAjB5co6WcdhNPP6FPWUOY5rjiR+7iCuUgsu4Kb7OxluBqUktfA8sUwoTgiHvLO7R1FpNBqNphOEEDhGbqMkcfPzeiRbRLLV0T1PM/icqF1i2a8QK0nadFj2K+SsDKYwqEUtRu0ckrYQsR42aEQtUqZDwc4SxBG+fC2VXirJxeYiU6lRvDjgxcpZxt3iNXEiVBHzrVVG3QLn6vPUoiYCQcp0WPWr3F3ac02ceGn9LPOtVeqxx2x6nF3ZaRZaazw0dicmgkBGCARSKdaCCqGMOK2uIITg0fHDPLly7Jo4cap2mSvNFQIZUnJyGMLAwMAUBs3YY1t6jEWvTD3yuKe4py/iRLPuce74PF7TZ+HSGqm009WyDmgfrJnCTiROBLLaUQvSfhDEVZJlToiOuu91E0lIpDxsBlGcaKASZk44RgGDW6sEcFCphUsseicZdedY9s9wIP9BXqz8EaPOHCPOTtJmjR3Z+3mp8iVAkLPHWfMv4BpZBAb78+/HEBa24VIJrhBJj6uto8QqJJIegWyQMgvsyD7Aqeo3MYXNnvx7yVuTnKl/h2a0RsYaZck7fUuIEwOd75N1Hep+wKnlVZbqDbLOjReZKdJk7JnE/Ykj2aAanOpWqD0llDXq4cXE9WYZa7rvSrRGo9FobsQ0MtgJzYpDWe/Ae0gzLEQqZl9uFgPBkldhxMmTNh0akce4WyBUMSU7y6iTZy2okrPSbWFCRsxkxjCvK6VQgGPY1MImJTvLtvQYBeu1jJu06TKTHmMuM0Ur9plNj9OMPUIZszs7zUz6tY1iKGOm0qMYCMacAt9aOsK4W8S4rr4gZ6W5t7SXndkpDhXnQLSzJNaCKq7x2tpNKdrCSuyxFtSYy0xRi5rESrIvN8ukO0IlqFMNGzhGfzZWxbEcP/CJB3jP43dx8IFdvOuDd5LOdtcTxTVGEvvOeNHKULQgVkrhxcskFSc66b7XTWIZEMlGX2N4M5SSBLJCnNDHwzELGDpzYkuwDRfXyJIxS+zKPoQva6TNIpHyCWQTT9aoR8ukzAKumSNlFNiVe5iMNYJtZDCEhVISL67hyzq+bOAYWVwjx3T6EKPOHI6RbXf5EmAaDo1olWZcxhYpHCPLmDvHTPpwvz+KrjDQ39qC6/LIrh08uH2GbYU8pXTqhscIISjYezCEQ5zkBEp5VIMzSBUN/MXrx2Ua4eXE44ruASxthqnRaDQDhyXSOEYxUUlipMWJW5qp1Ag5K83u3DYEghW/wkx6nKlUu6ziQH4HlxpLpE2Xd48dYskrM5UaIVZywzsiz/nGAgCmMIlUjCVMslaavJVmwVu7Vo+cMVOMuyVyVpoD+e2cql1hLjNN1krhmjaNyGPZrwCQMh3G3AKuYTPmFijaWTKmy8XmIgrw44A9uW1MpUYIZUzBzrAnu41yUGe+tcb+/PZrcbmmzaHiLgSQtVJcbi2zLzeLY1gU7Cy2YfHQ6J1IFPWodVNeGJ0ihCAMIk4dvUQcS7L5FI9+9G4yuRvXoJ3iWuPJxYl4sQOjya0nVi38uJxojEBsdN/rH7FqEchqX2N4M6QK8eM1knp42EbhljNPHlQy5ijbs/dRDRZwjDRCmOzLvx9f1qkEV/HjBuvBAnvzjxFKj1X/LIFsUrK3M+7uAdr9YhrRGq6RxYuqzGbuZrF1Ej+ukbcnyTCCLdJMpw6Ss8ZZaJ3AjxuMu7sJlU8rqlK0h8Mw950Y6F35WrPJfLXGY7vn3tbgo+gewBSpROIESKrBWfx4lbQ1dfPB9gilFK1oiUZ4JeFIQdE5gGlocUKj0WgGDcvIkjLHWE8wJpBV/HgNpdQtYXqleT07MpMAjDjttPK9uZnX/VwIwZQ7cu3ve7Lbrv1sX26WZuyx4rc3VzkrxcOjB6+ZSj4wcgBfhix65Y3xsCMzgSEMFIp3O4Vrz6uUohX717oW7M5to2TnmMtMcbp+hX357ZScHCvBOigYcQqMuW13+Z3Z9nsoOW1/BqUUngxY8tpCx4RbYmSjnEOh2L3xHq7/Pu/Ovfa++sXaUpXpnaPsv2sH3/nyiwR+2FVxImNtwzZyJFm1BnGNQK6Tof+fz9vhRctEMplJvWXkSFv97RgWyRZBXOlrDG9GrDy8aDXxuLQ10ef2rLcPQgi2pQ+xLX3ohp8ZWLhGjl25h67925g7d+3vRWe6/ThhsTP7ADuzD1z7WcGevuH5ZjP3bIx77f6wz37s5t/EADHQ4oRUiucvz1P1fCzD4N1z2ymlb9xsZ+xZUuYogUym1FaDMzTCq6TMyYFd6Ckiyv4x4oStUh2jRMHZk7jcRaPRaDS9xzELZOxt0Nq8Y79UAY3wCpIQE73ovNV5s3XJ9f92/d8VioyZYkemvYG+YaQA17CvCSDidT8Sb/wH0qb7po/dk90GQmAg2J6+8ec3Bgwpw9nc6w4QE9Mljnz3FCsL6+SKadxUd683y8iQtbZTDU5veoxUIfXwIiX3zq7G0m0a0TyRrCcak7VnsYzuGY52QqSaBLJCez4enC9mJFs0o2Sm/6ZIkbIm9R5gABhzd71OjNC8MwMtThTTKe6bnSZl28RSUvV8MraDY73+YrNFllLqENXwTKLnD2SZiv8yo6m7EANqGhMrn5XWs4nHZe1ZsvbOgRVdNBqN5nbGEO1uSqZwE7WJrgVniKWHaWpxQvMar2703+qO/04/3+xjr/e1uNnnGlS+9HtPsnBxFSklURizY+9kV9oEXo/AoODsZb75zU2PkQSsB6fYzke6Gks3UUpRDy8QJCw/y9lzWCLzzg/sIVL5NMP5jXLvwdgTKKUIVZ1GlCx72jZypMwJvQcYAAyhBaKkDLQh5mqjybOXr6KUQgFfPXGaF68u3PA400gx4h6ik9vfUutpIrn5heFW0wznqYXnEo0RGOSdPaStyR5FpdFoNJqbJWfvwjKSLcgrwYnEp5IajWbzHLx/jrk7pskW0jiunbDSf3MIDIruPpKsW6WKqAVnkQm7NmwlUvnUwvOJupC0uxfsxBqAMuRGdJkoYWe8XuNFy4nLTWwjT7rPHh4aTacMtDgRS0XGtjk6v8jV9Rr7J5f5zg8AACAASURBVMZYqN24KBNYFJ0DHbUhqvgvsx6c7Ea4XUcpyWLziQ0jnM1jGhkm0u8aeKNPjUajuZ0puvtwjGQdO1rRItUgWZagRqPZPAuX1qis1Mnm08zsmiCbS6MUSNlNszlBzt5N2kzis6BohJdphslS/LcSX1aoeMcTjbGNPEV3H2IA1qy14DxRwjLqXlP2j5HUDNM1R0hbg+1NotG8FQMtThRTLmnbxjQMKq0Wi7U6+Tep+xNCkLV3kLN3JX6NQFZYbH57INszBbLCsvdsopRfgJQ5xqh7T4+i0mg0Gk03cMwRSu4dicbE0mO59TRK3Rqu3BrNoJEtpBidLFAay1EczVIcy+E1farl7m1ahRCkrAmKCf0jmtEC1fBs18tMusGrBu7V4FSicWlrkoK975oBaz+phxcTHwj2FkXZeynRCIHRzsrrc5mMRtMp/Zcp34Z8ymW2WEAIwe7REbwoZNfoyJs+NmWOMZq6izX/SKKUN6lCllpPMRdeJme/fVeQrUQpScU/mXhSAphMP9z3lkwaze3G4C0VNYOOgcVE+t1cqn+ZTZtiErLiPU8rWmwbamo0mq5y7yP7b/i3lYV1GrUWpbHumTY6RpHR1F0sNp9EsbkDslBWWfNeZDL97oFsFb/SejZh5oEgZ8+RsWfe+aFbQCSbVLzjG6Xi/acZzVMLzycaI4TNSOrQwOxnNJqkDHTmxGKtzmqzxZX1KmdWV8nYDmn7zU1qhDCYSL8b28gnfp2qf5rF5pNIBqeOL1Itrjb+bMM5ePNYIsPEgN60NJphQWAgRMLpUUkU+jRbkwRByb2DlJlMTK6H51n1XkCpuEdxaTSaXmMIk7HUvbhmstKupeZ38ePkrSV7TaSaLDafSDTGEDbjqfsHpgxZEbPqPT8Qc6tSilXvebyEv2tLpCg6B3oUlUbTewZanLAMg1YYcm6tzKXyOrb59uGW3DsoOjcq3u+EJORi/Y9pDUgdn1KKin+chea3E48tuXcykjqcfGOl0WiuIYSBkbCDj1ThQBuVaQYPIQQZa4bx9LsSjQtlnUv1r+AnNEnTaDSbQ0pF4IV4TR+vFQBgGN1fV424d1Nw9iYaUwvPs+I9P1ClHUopVlvPUwvPJhqXMseZSD/co6g6QVH2X6YeXu53IESqwXLr6cQGyAXnABntN6EZYgZ2B7tYq1NueUxkM4xnMkzlc+RT7tuOsY0c27If7Kivby04x8X6nxCroNOQu0YkG1ysfREvSqaWmiLFZOaRhAZLGo3mjQisxK3EItUikoNlpKUZfGwjz7bM+xJn/a16z7LcemqgNigaza3C0pU1vva5p/jTz36PP/uvz2A7JmNTxa6/jilSbMt+gCRdO2Llc7n+VUJZ7Xo8nRLKGpcbX8OP1xONm0g/TNqa7lFUndGKFllpPdPX7Il2S9aLLLWeSjhSMJF+sKMsco1mUBhYcWKp3uCFK/O8tLDEeC7DiaUVys23b+/TTg97kJy9M/HrxcrjQu2LrHlH+mo0JlXEQvMJrja+uekaxFfJWDPMZD+M0D11NZqbwhQOlpFNNCaIq/hxRW8WNYkQQjCZeYScPZdoXCgbnK3+F5rRVf2d02i6SBxLrl5YYXJ2lMd//CE++CP3ky9lcNzelB5MpB9OeNKtWPNeZLH53YEwxm1n+77MfOObkKC00TJyTGUexU54r+01kWpypfFn+HG5bzEoYhYa36IVLSQa55ojjKbuxjRubB6g0QwLAytOHJqa4NFdO9hZKvLQzu1sK+bZzPor58wxlXkU0YHXZyta4HTlMzSj/pV31IMLnFn/bAeKuMFs9kNkrcEwFdJohhlDODhGkSSnWaFcpxldJcniTKOBtjHebPZxRKJbcjv9+Fz1D4hUo2exaTS3Gy9+7zRnjl3h+HPnefKrR3n2WyfwW70p2WuXds0ym/vBROvWUFY5V/0cjehKT+JKQiDXOVv9w4TrVsGIc5Cx1H0DWYa84j3Hqnekb69fC85zuf61xOPy9u4NvwlthqkZXgZvRtjANAzGs1myjsP3zl8kY9vkUw6N4O3LLkzhsD33MdLWZAevqlhsPsHp9d8jlI0tPY1SSuHFa5yo/KeNnsbJyNk7mMk9jiG0WqrR3CxCCFxrLNH1pJCUvaO6tEPTETO5D1NIaGImVcDZ9c9xufYVlFIo3TNGo7lpdu6b4t5H9vPIR+7mrof3MDE7gjB6t9mzjBQ7cz9ENmHHilXveS5U/wipYvrRL0ophVQRl2p/wlLzu4nGmiLF9vzHSFuDWYYslc/Z6u/jR2tbvheIZIvztc9TDy8mGmsIl6nMo7pbn2boGVhxAqCYTvGxg/v5oUN38rGDB7ANkyvr76zMFpx9zGQ/RCfKoSTkQu2LnF3/L4lNaG6GIC5zuvJprjb+PHE5hylcduQ+TsHZo1sHaTRdImfvSNwnfLn1DM04WRqmRtM+PZ1md+HHsUSyFOdI1TlR+U0uN74yNIasCi2kaAaXfDFDZbVGda2ObVtcPLWA3+qtH1ne2cNM9vFEnmmKmAu1/8bl+leQKtm6sTtIlprf5/T67yVsHwqjqbuZyjzao7i6w5p3lLPVPyBW3hbOV5LF5hNcqv1pB6Xd0xv+JRrNcDPQ4gSAbZoUUi6OaSJRRPE7p0ybwmVn/ofI2ts7es1I1jlR/k+cXv8Moex9uqwfVzhR+RRn1j9LrPzE44vOHezM/0hiAz+NRvPW5O1dWEYycaIVL3Gl/rWBqAPWDBeGsNie+0FGU/ckHtuMrnB05V9tbFL63wLvrYikx3LrGdb9V/Q1ohlYmnWPc8fneempszz9zeNYlont9LbVpSFM5vI/nLhzhxcv8/Lav2O59UyPInsr2l3lXi7/u41yxs1jGzl25T9BasDN22PlcXr9M1xtfINN1ZV3gfXgFCfKnyKQyf0utmU/SEaXdmtuAQajsXCXEUKQd/awK/8JXin/BrF6eyPNNyNSDU5VPk0gK+wp/HVy9o6u18VJFVELznFq/dNcqX+tI2HCMrLsLf41MtZUV2PTaG530tYUWXuWZoKaXqkCLte/ymT6PQNbS6sZXByzyP7Sz1ALztKKFxON9eIVjq3+Co3wErvynyRtTfX9+6eUJFJNvGiZVe9Frja+zrp/kv2lnyHv7IUOOmtpNL2mOJbjwz/2IFIq8sUMUkpS6d6XzGbtHewr/RRHV36JQG6+60UzusrR1X+NVCGTmfdgYPc0i1aqiFXvCMdW/w3r/olEYwUm2zIfZCrzXowhMG8PZZVXyv8RUzhMZ9+PIWxED/wclJJUgzO8tPorrAcnE4/P2buYzT6OKVJdj02j2WoGeuUcxjGNIKDq+VwoVzCFYCST3tRYQ9jszP8IY6l7O379SDU4u/4HPLf8T5hv/gWRTC5yvBWBrHG5/mWeWfo/uFT7ErHyEj+HwGJ79iNMZR5jwH+VGs3QYQiH8dQDicfVwwucKP+nxPWiGg3AeOp+9hT/GqbY3L3uerx4hRPlT/H8yj9lofltIpn8vnLzKKQKqQXnuFT/U46u/hJPzv8Czy//3yw0v0MrXkIyuNkdGo3vheRLGdyUTRCEvPjd0zTrvb+WhDCZzT7OdOZ9Cc1xoRqc4sjKP+d89QuJSyySEMkWl+tf4cjKP2fNP4pKaACds+fYU/zrQ9Xqsh5e4MWVf8mF2n8j7uI+4FWUUpT9Y7y09m9Yan0PlXB+NITDTPYHKLl36tJuzS3BQGdOLFTrnFtbY7neZK3V4uN37me2WNjUWIEgZY6xv/Q3qQZn8eKljmJQxKx6z1NfvsBE6l3sLPwoRecAjllMpE4rpYiVTxCXWfVf5FLtj1n1jhImUMffyIh7iP2ln8Ex82hnXo2muwhMxtMPYq3nEvvPLLW+z9HVf8XBkb9H0T2gS640m8Y0UuwqfIKK/wpXG3+WeKGqiFlsPkHFf5mJ9ENsz32EEfcwjlHCEE5XF69tE86ISDYJZYNWtMCa/1L7nhlcoBUvEW1BaaRG000unJzHawQcf+482WKGy6cXOXDvHLlib19XILCMDPtKP00tvEDZf4kkRpfNaJ6X1/4ta94Rdhd+gqK7H0tkbvqaf3X9WgvPcqHa9rgIZCXx89hGnn3Fv0HR3T90m+hWvMjLq/+WineM3cW/ulH2meJm1t5KKQJZYbH5BKcqn6YanKYTY9Ois5+d+R/GEAO9pbttkEpRC3wqLY9YSTK2w0Qmg2noQ+TNMtDf5FhJXriywEwxz7ZCniCWCSc0wXjqAfaVfopX1v7DTanJfrzG5cbXWWx9l5J7kIn0Q5ScO0hb06StSWwjf0MKrVQhflzBi5ZoRFep+C+z3HqWanB6I1Oi8xo21xzjjpG/Rc6eQwsTGk1vyNu7GU/dz0Lz24nGKWIWmk/SjBbYXfhxtmU/SNqc7GqavVKSSDaIVAvHLGHqTj23DI5R4uDIz+HHq6x4z3bwDKp9z6p/jYXGdyi5dzKefpAR9zBZezsZaxpTpBNvEJSKCWW9fV+Ll2lFSzSjq9SCs6z7J2lGC0gVIInoR/cAjaYb7D28nfnzKzz0oUPM7p7g7MtXSGe3bn4tOPs4OPp3eWH5nyb2cwg3snJXvOeYyX6I6cxjjLiHcMzkyopCEckmFf84S83vc7n+FZrRfGKjRmh3kpjL/yjbcx/BYDjF+kCuc6H2RZa959iefZypzGMU3QPYRjITY4AgXmfNf5FLtS+z0Pw2oax1FJNtFNhb/Ely9o6OxgMs1Ot8/8ol9o2McniyXSLuRRHfunCewxOTzBY2dygcScm5SpmSm2Iim/wzuVUoey1+9envcWxpCdeyuGdyir/34EMU3HbJzWqryVKjwcHxwfZc6ScDLU5MZLM8tmeOuZESXhRRTLmJxgshMIXL7vwnqQcXuVD7QuJTqNcjCWWN5dZTLLeexjGKuOYIjlnEElksI40pUigkkWwSK49Q1gnidXxZ7lr3D8coccfI32Ey/Z6+1xRrNLcqQghcc4TZ7IdZ8Z7v4PqVVIPTvLT6K1ys/THj6QcZTz1I3p7DNDIYwtpI3RVwrXuBQimJQqKIUSoiki0CuU4Ql/HiNfx4DS9ewYtWCWUN1xzlrrFfuKnFiWawaPsm7eausV/ghZX/l4p/nM42+5JINVjxnmXFew7HKJAyx3GtMdLWFGlzEtccxTbymIaDgY1CIomQKiSWHqGsEcoaflzBj9cIZZVQNgjidUJZ7agkUaMZZCzLxEnZvPT0WY48eYp8KcOuO7Zt2esbwmQy/TAHSj/L8fKv4cfJzBEVkla0wJn1z3Kl/lVy9i5G3EOMpA6Rt/dgG7mNLCrjWvmIQqJU+9qPZINGeJE17yUq/nGq4Rla0TIkLOF4lbbPxPvZV/ppbHMwyzlS5jhpa5r14CRSvXVnFkVMI7zIycpvcbH+pxTsPYym7qLkHiRnz2EaaQysGz5bqSJi5dEIL7PqHWHVe4FqcAo/Xus4ZkM4bM99lG3ZD9xUdua5yhr/4slvc9/0Nv7Zh36QgpuiGQb8x+ef5ucffPemxYlGEPC7R4/w0T37bmtx4uXlZZ5fmOfnH3yY/aNjuKZFxm6Lm0opnrx0kWPLS1qceBsGWpyoBwGGEIxmMzfllGsZOQ6M/CyteIGlZvJ6rjennY4VyApc694meC2LoTdO5AYOuwqfYFf+ExhGMrFGo9EkQwiDbdkPcLH+Jyy3nuroOWLVouwfY90/yTnjc9hGjrQ5hWuWMI00ArMtTaiQWAXEyiOWLULZIJR1pPI3Fo7xdaKFvDaP5e09b7uY0gwnQpiMuIc5NPr3Obb6qx2ZpL0e1Ra55DqEZxAYCEyEMGknlF9//7pOLEOCUte+exrN7UCr4bN0pYzlWExsK2EYW5uhagibHbmPE8oaJyu/1eHJumoL2fEKq94LmFUHQ7i4ZomUNY4lMm0DRUH73iObGwL4KrH0N7Kgbq49scBkPHU/d478HGlz8qaeq5dsy36A3YWf4JXyrzPf+OY7znVtAWieVrTAsvc0BjamkcI1R0mZY5hGGlO4KCSx9AjkOq1oceOeHnTlnj2Wupe9xZ9M3H76zcjYNucrFZ6dv8oH5nbf8HOlFBfX13lldZlQSnYUitw5No5rWYRxzMm1VY4szvPkpQukLYv5eg3bNPng3G4K7tvvVaRSfP/KJfKOy12Tr5n7LzcbPDd/lUe276DgpgjjmNPlNc6W24LO/tEx9o2OYWxkAJ6vlFlrtdhVKvHS8hLrnse2XJ57pqYpt1q8sDjPe3fsJOe8Fs/3rlwia9v8/+y9eZBd13nY+Tvn7m9fet+7sa8kQRAkxV0SJUuOHduy49jjeMpOnMQzsTNxpiaVqVmcSTJLzSQ15fEsnkzGnlQcy5Z3xVYsWhIlUSQl7sQONNDdQDeAXl/329/dzvzxHh66ia0b7Aaa1P1V4Q+8vvfcs3xn+873fedgZ/e6LAmXalVOzM9RqNXojMU51NVNslW+6eIKJ+fneOXSFDXP49LKCmXX5WBXNz3AbKXMqfk5/nz8HMv1Gn9w+iQAezs62N/RhRACPwyZWl7m3NICgVKMZDLsyXVgaBoV1+Wd2auMZrJcXllhvlohazsc7u65ax1/1NjWygk3CJhcWqYnmUCXkrRjY2gbj+4rhCCu93M4/5/znvqfma99d4sWWYqtNGXVRYzh1F9lV+Zn0eXGg6VFRERsHEOm2ZH+6yw3zuCFxXtOJ8QjDD38sELN39hNDBHfnwih0eU8gdbhcHLx1yg0Tm7a3NVUNoSgPtzmIyLi44gTtxjd28fKUplrl5dwGz6mbSDvo9+4oSUYS/8kipDx5d++pzgP11H4+MoHVcUNC5S8iU3M6a0RSDqdxziU/wekzJ3bNs6EFCZZ6yBpcxf7cn+HRrDEYv1d1reeVy0ljosfVGgEixQ5v8U5Fs28Zn+RpDG8KfWatCwe7enjK+PneLh7rZVQqBRvX73Cb7z9BpoQWLrOQrXK53bu4if2HSREcWllmXOLixTqNS4XV1BKYek6nxgYWtf3vzE5wUK1wn/3/KdJmCZ+GPLy5AR/cOYkh7p6iBkmfz5+jj88c4q8E8MPQ7506gQ/c/hhXhgZRROSN65M8+fj59md76BQq+GHAR2xOAe7ulmqVfn1N17H1vW28mWh2vztB3ft4WDnnW88VEoxUyrya997nblqhQ4nxny1wo5sll989HE6YjGWajXOLS5wtVyi5nlMLBdYqFboSyZR2RyF1t9nSkUavs+5xQUAOmKx9je+OTXB75x4n4RpIYCFWpUf2r2XL+zdz1Ktxq9/73XysVjLsldjYrnAJwaG+AePf+JjFdNiWysnTE3jWqnEl0+eQQrJDx3YQ1cycU9pCSFIGMMczP8yJxd/jbna9+7Jb+5BoYsYI6kfZU/2b2LKzIPOTkTE9xWdzmOMpH6UCytfJLyHK38jIu4VKXQ67Ic5lP8VThf+T+Zrb0YWDBERW4zvBdSrDXLdKXoG84Sholioksnf2xr0XjFknLHUTyAQnF/+tx9KQXE/Eeh0Oo9yIP/L21oxAU2XjqQ5ihCSlLGDfdm/y3sL/xMl7+KDztotiesD7M3+LXL2oU1z7VYKnh0e4V+9/SbH52Y52HXDymWlXuffvP8uvYkkv3zsSXQp+PalKf7t8Xc53NXDoa5uPjkyxs5cjtdnLvNje/fz5MAQArD0u28zpRA8OzTCv3z9O0wsFzjY2UXN83jl8hRP9A+Scxyulkr84ZlT/Nje/Tw/PIoCfuPtN/jdk8c53NVDV8uN5PzSAi+O7eBvP3IUXWvWjaVpDGcyHO7u4euTF3lmaAQBvHV1Bi8I+cTA0F3l0w9D/uLCOJeLK/zXzzzPQCrNxHKBf/LNr/Py1ARf2HeA/Z2d7Mrl+ffnz1LzfX7+4SP0JVMYUqIJwc5cnsFUmsulIhXX5e8//gkADClBCJaqVb506gRPDw3zI3v2IRD87qnjfPncGZ7oH0Ag8FVII/D51Wc/Scqy+OrFcb548jhXyiUGU1scsfc+sq2VEynbYn93F6FS7MhnsY0PF0RHCEHa3M3Dnf+Y04X/m5nyXxKozb8WaLOxtQ52pH+K0dSPY2rr8/2KiIjYHIQQGCLBrvTPUPOuMVP52kdKsRnx0UcIjZx9iIc7/kvOr/xbpstf/VA3PUVERNyZ/tFO+kdv+IQvXFuhUXfvu3ICwNTS7Ej/NLbeydnCb1L2ptjOAWc1YTGY+Dy7sz9HXB/Y1ooJgJjeS9IYBpqunB3OER7u/Ee8v/AvWHHPs33qWpAwBtmf+3v0xl/Y1Ns5QqUYzeR4rK+fPxs/y45srv23uWqFd65d4X/81Gfap/zPDo/wxZPHefPqDIe7e7B0HVs3EKKpDIhtcL+2t6ODjGPz9tUr7M13MLFcYKZU5KcPHsbSNI7PXWNqZZm/nLjAd2emAZgurVCo1Sg26m3lRHc8yWN9A+Rb+bxOzDD55MgY//rdt5hcLtCdSPDtS1PsyXfQn7z7vsoNA16bvswT/QPsyuUxNI29+Q4e6enllctT/MiefRiahi41TE1DEwJb19fUgy4E0tDRhUSX8qY6Or+0yPmlRRRwbnGxWfeVMvPVCvPVKl2xOIaUPNE/yEBLEbE334lEsFitRsqJ+8Vsqcy1UpmG7+OHAbs6OkhtMCjmBxFCENP7OZD7e8T0XiaLf0Q9mN+kHG82kpS5g12Zv0F//NNN38CIiIgHgqXn2Zv72/iqymz1tUhBEXFfEUISNwbZn/tPSJs7GV/5d5S9y2xVfKOIiIjtgy4dBhKfxdY6OFP4f1iqH9+Wc5CjdTGS+jFGU1/A0vLbXjEh0EiZOzDkjQ2qFDp5+1EOdfxDTi7+byw3Tm8La7W0uZt9ub9LT+wpBBt3cb8buhR8dscu/vkr3+Td2avt3/0goOb7JFfFaogbJpoQlNzNiXeVsmyeGhjmtelL/NDuvbw6fYnOWJx9HZ2I1ndMTeNQV3c7ZsTBrm4SptlWmADETeO2ipGjvf38zon3+c7lSzw5MMg7167wK088hbYOGVUKyl6DhGmht9wnDE0jYVlcXN5YwNrbUfVchBDs7+ykM3ZdCdqNo+sMpFK4foAUgrxzo7zXXTkC9fFaB2xr5YQuJTXPY6qwjB8E7O/enGA6QggcvYs92b9JxtrHheXfZrHx/rYKKqeLBL3xZ9mV+RukzF1IsfkDUURExPoRCJLGKA91/BecLvxGy/Iquqkg4v7R9DPNMJL6MTLWPiaLf8yVytdwwyLb53Tv9khh4mjdJIzBdiT7iIjtiFIKz/URQiA1iRDc13gTt0ITFl3Ok8T1ASZLf8hU6cutmzwefN/XhEXOfoid6f+IrtgTH5mrra/n+4PuEVJodNpHebTrVzlT+Fdcqbz8wFw6NWHR6TzOnuzPk7MOb6nCZzid4bG+fr4yfo6G31R+OYZB3nG4Ui5xqBWwcqFaxQsDumI3gnEKACUIafafjeTT1DQe6+vnLy6e5+2rM7w3e42jff3t6zc7Y3GSpskT/YMc6moGr1S3uCjhemjnW5EwTZ4bHuWblybwVUjCNNvKj7uhCUFvIsm1Spm672PrOjXPY7ZcpieR2EBZBVIIQqVuqqOs45CyLB7u7uPZoeGbyjhdbMY8k9tc4bcZbGvlRD4e4+hgP4OZND3JBLkPmOl8WDRh0hN7hrS5i0ulP2Om8lVK7tQD1UZrwiZt7mYk9aP0xJ7B0nLbXvMcEfH9ghCCmNHPgdwvkTCGmCz+Sese+ge/OIz4/kEKnax1kER+mJ74U0wU/4hC/UTzJo5tJ4sCS8uRNIbpiT9Ld+yppqn3Fpz8RURsFouzK7zxjdOksnFyXSn6RztJZh789YhCCOLGIHuyv0DOeoiLxS+x1Di+aVfVbxSJQdwYYjDxWYaSP4Sjd7ZuAPpoYGgpMtaeW/5NCEnSGONQ/ldIm3uYKv0JZe8S92+MFThaF0PJH2Qs/ZPYWseW7wdMTeOTI2P85cULLNWabu/d8QTPj4zy5XNnGEimsHSdly6OownJsf7+9ruWphM3DU4vzDOUSiMQ9CaTmOu8yKAZkyHDl06fpNho8NSqYJoPdfeQd2J86fSJtktEsdFAk4K9+c51WT9IITjWP8AfnT3FV8bP8YmBITpj6+vT1+vlN997m1cuT7Ezm+f04hzH567x9489uW6FgaAZAPPs4gLnlhaxNZ2kZZJzYuzOdTCayfJHZ06Rc2ySpkXFdfHCkANd2/emm61g2yonlFIsVqqUGw2eGRvmzcszFGo1eo3NvSNZCo240c+e7N+kL/4CM5WXuFL+BiVv8j4qKQRSmKTNnQwmPkdv/HniRh/cVv8XERHxoBA0La92Z36evP0wk8U/5lr1ldZVb9ttYxjxcUUIgaml6I29QId9lIXaW1ypfI1r1e/ghaUHaoYs0JDCIGmO0eUco8N+lKx9AFPL3OFcKyJi+3BlcoF40qa0XKVSqtM7lMe0tseSuRkHKU5v/HnyzsPMVl/lUunLLNTfIVQeWz8PCQQaCWOIgcRn6E98moQx8pG08M2Yu7G03G3/ft3SenfmP6bDOcJU6U+5Uv56y1ptq0zpBYaM0xN7jpHUj5CzD2+pJYoUAlPTmlYHrcCNTw0O8Wfj59CEIG6a/NxDR/hX77zJP/nWN5ACEqbFLxw5ykg6204nZVn8tf2H+NKp43xrapLOWIx//PRzdMfXF6clZhg8OTDI//rdV3lheJS+VbEgso7DLx17kv/33bf4Z6+83JRAKfjM2E525zrQAE3IdjluhRCCoVSaw109fGNqgmeHRtZ9A6QmJS+MjLJQrfKb771DGIZoUvLXDxzmqcHhNcoJKQTGbfIhhODFsZ2cXpjnv/rGSyRMiy/s289f2bWXuGnyi48e4zffe5v//pVvIUXTyuJY3wD7O7sQoulKsvpbgpt/+ziwPUbaW1B2Xb51cZLx+UUmFgssVmsMZbbulgopJH/nUwAAIABJREFUNNLWLhLGIIOJH2S+9j2uVb9N0b3YvPN5C8y3NWFha12kzJ30JV6gwz6Co3ch0IkUExER2xspNDrsR0mbuxlsfJ6Z8ldZqr9P1Z/d8kC7mrAxZQpTy5C1D2HI+x+kLWJ70FZSxJ+nw3mUUW+SueprzNfepOJfpuEvEbLV14VKDJnE0jI4ejd5+yE6nKMk9EEsLYsUVmQBGPGRItuR5MLJGa5dXmLH/j5M+8MFZN8Kmm5eWQYTn6PTeYxC/QRXKt9gqXGC2hbMQ1KY2FoHKXMnPbFP0OkcI6b3ockPFwvuQZK1D6KLu1tlCyHJWYdJGWMMJD7LdPmrLNbe2tT5XgqTmN5Dzn6IgfhnyNoHMWV6y8fOQ109/C8v/gC5mAM0rQT+1iNH+cK+A3S1FAvd8QR//9gnWKxWCVRI0rLIO7E111eamsYP797Lk/2D1AMfS9PI2c6G8vIDO3bxcHcPadsmYd5QyEghONDZxX/z7AsUajUCpbB1nZzttGNAfGp0B8f6B9bEoPgghqaRNE125/Ic6NyYNULCtPipg4f59NgO6r6Po+t0xuI33Ujy3PAoj/T0toN0fpAd2Rz/7bMvsFyvI4SgY1UMibFsjn/0iWdYrNXwwxBL08jYNoaUdMcT/NPnP03autHfRjNZ/odPvrhuC5CPCuJWPjsPgJsyoZTiSrHI5UKR0XyWmGmQMM37uMBRBMql6I5TqJ9kuXGGFfc8JW8SP6zcKsvrQKCLGAljiLS1h6y1n5x9iKQ5tu3985Yb55ivfZdgA3E5+uLPkTR2bKtFqVIh16qvtCIwrw9TpuiLv4Ctd2xhziI+6igVUPamWKi/2xwz3NOU3MmWYvPDjLMSU6aJGT3E9F7iej8JY5iEOUzSGG4FHdt6X+iie4HZ6msEG/C77Yk9Tdrcve3GgLna6xQap9f9jiET9MVfwNE/OqaVflhjuXGa5cZpVtxxSt4EJXdiUyx8BBqWliWm95MwBokbQ6TMUZLmGHFjYNvPZxEffULlc3Lpf+f88m+t+x1H6+ax7n9Oh/PoHZ979zvnWJgtsrJYprxSpX+0k6d+4DBOfPtvwkPlU/YusVh/l+XGGZYbpym5E/iqcg+pCTRhkzRHSZu7SJu7ydmHSJu7t71CohEsc7n8FfywettnBILe+HMkjbENz1FKBZS8KRbqb7NYe5flxmkq/uWW5cr6EejEjT6y1gGy1kE6naMkzbFNvYnjQeIFAS9NXODU/Nxtn9nb0clnx3au24pho6ze514uFvmHL/05P3ngED++7yAANd/jD06f5Fr59q5RzwwNc7S3f40yJuKeWFdH27bSL1qmRN3JBMu1OievzXJsaJCEdb8WPQJNWGStA2TMfQSqjhsU8cISNf8aFX+amj9HPVjEC4p4YYVQNVCENN00DHThYGgpLC1HTO8hbgwQ0/swZQpDS6GL2F0HRKUC3OAahtaJ3MCCT6mmSe9GfP+CsIYXzGPq3UixduLJWLvJWLvb//fDEgIdTTqt74X44RK6zK17o+SHJYJwBV1mEMLCC+YQwsCQHbdNoznIBIh1DNxesESoqhiyAymbQXWEkPTGn6U3/uy68ng7lAoJwhU0mbpn/8oPpqGUD8i71t962zZUHmFYaaW/Ns0wrBHio4mNBPJZPx+UjweVxr2wERlbjRAaSXOMhDHKYOIHcIMV3LBI1b/CSuMUjaCAF1ZxwyJBWCdULooQIXQ0YSIx0aSFKZtjxvV/jt6FqWXQRQxNOugyhsRot1sQ1vD8W/fbu5f17v32en2kzB2kzB3rTDfADeY2nJ/r3wtUCYGGJu/tNKDZl7TbynbO2kOnc/SOY+rd0rgVXrCAUj6G1nVPCiOlQrxwsTUG3vzdjfRbXTp0OEfI2w/jqxp+WMYNitSDeWr+LDV/jpo/25bHQDVaiqew7ZYhhYkhExhaClOmsLU8jt6NrXdiyhS6jKGLGFI25TdQJVAe3KZe76VO75XV84sUsWa57sOCfyNzw53qo9k3C2gyuUZO7zSubyWh8nD9KxhaHu0ullpbPb9sNV0DOQoLZeIpmz0PD3Hh5Aye638klBNS6KTMMZLGKEGijhuu4AbLVP2rVL0rVPwZGv4inqq2+n0dgUSTNpqw0aWDrXUS03uJGX04WjeWlmmtWZ37KnMfBkvLsDP9U1uWvhBaq55HGIx/Fjdcoe4vUPKmqHiXqQVzuEGhtTfwaB5O2mjSwZCJ5kGDMUDCGMTWOjG1LIaMf2Tqd70I0XT3uJ0VAUDa2nrLukvFFX7/9EkuFJboTSR5enCk/TeJIOfECO9wWB83TD6CQ9lHlm2rnABYrNQ4NTvHbKmMJiUjuSwJ6/a+YVuFEBJdxNBlDOghbe26b9/2ggVmVn6d7uTPEjf3resdpUIa/mWE0LH0gXV/KwiLzJV/h67EX8du3fl8O/xgASljaDQ3jqGqs1D5E7oSP40m1reZXKl9kyAsk7KfRAiD+fLvkbI/gWHl4DaR3ENVpeadJ2E9fNf0Fyt/iq7lSdtPItnsa1hDGsFVHOl8iMBuN9JAQcU9ha0Po2u3v6t4I22rVAM3uIot4zdFxvdVubnA1WOwBYHpPigfDyqNe2EjMnYrhBDt8SJGLxlrDzlzBCljmFr3Jud2Y/32g6yn395LfSh8VmrfQkqbXOwHW65q684VxfrrGDJP0r7zCectv608Ku4JYuZ+BDdvJhQ+S9U/J+N8Ekvvv0UKd0/jdlTcE1TcU/Qkf/6ern5WeCyU/4ie1M8huNmM/F76rRASQ8QxZBxH7ybN5s5fQVih5p4mbh6iVH8TTSZI2cdueu5e6/ReWT2/aLKGG8wTN/dv+XfXOzfcq5zeaVzfSkJVZ77y+2Sc50haR+/47FbPL1tN33AHhbkil8ZnCfwAt+4RhtvCynjdNOchB106xPQeMtbeB52ljyVCSAwtiaEliRsD5J17Wzd8XNGlxtODwzw9uLG1yWajCYmt6Tw9OMTzw6N0J24oWC1d5/M7d9/h7Yj7zbZWTsRMg4uLSxwZ6CMM1ZaZ/Gxnqt4ZbH2UhjdJzNjT1qo2/CsUqn8BKGxjDFPrpdR4Ayks4uZhFitfRgqTlPMUflAgYT1Csf5dTK2bsvsuptZFwnqEqnuGuj9JwnyIhHUEWx+EmzS3ikL1GzT8S8TMPTjGLpaqL5G2n0SXORYrXyZUVbxgkap7kqp3Bk3EyTjPo2vNYDlKBRTrr1H3JzC0Lmx9mOXaN4mZe1HKpVh/nbp/iTRPU3FPUXHfRxNxkvYxyo23CcISjrkX15+hWH+VICyTtI62LSJC1WCp+h8IwiKOsQspHEqNt8g6n1yzQKx7U6zUv0MQlhBCw9R6iZm7EejU/UtknOea6YU1io3v4hg7afjTNPwr+OESAo249RBS2BTrr2HpfZQbb6O3rD3q3gSh8vDCBWJGMwJ0zbuAIbPEzAOs1L+JwCBlf4JAlVtpDOD6U8yVf4e4eYCYsYdQuSStRynU/pJs7MX2CbQbXGO+/PtIYZKLf56qe45QVdBlHsfYSbH+Kkq5ZOOfo+qexvVnMLVeCvVXcIO55m0wznOU6t9Dkyk0maRQ/QtC1UCXGWLmPlbq38ELZsnGPkfSeqTVfiFV7zTlxjtoIo6hd1F1TzfrwzyEHxaoeeOEqk5H/Mfa8qFUsEpOR9Blnop7HE3ESViPUGq8RahqJKwj1L3Jdlni5v7bpDGKJpKU3XfwggW6Ej/d3pArpSi7b1N1T2NqPVj6AKXG9xDCRhMJ/HCZMCyD0NFlmiAsoskklj4IgG2MUay9ghB6W8ZMvZdi/XUEGmnnWZZrL6PJGKbWT9I60j4Z9cMSi5U/bretF8638xE3D63pL4XqS3jhArY+jB+u4AULaMImZT9FxX2fICwRMw8RhCvt/pK2n21bkDT8GQrVrwKCmLmXpPVYu99W3bP44TK2MUap/gZS2O1+m7AebZ/Ahspb1W8XqLjvUfPOo8kUSesxyo23btnnDK2TUuO7CGGTsZ+lUPt6uz50mabU+B5SWGRjnyVm7sYN5m8aS7xggUL1ayjlErceptx4qy0fmkhRcU/iBXNknE+23/KDAkvVrxAqD1PrapavnY9nWKm/SqgqJMxHCMIyC9U/Jm0/Q9p5Fr11f71SAcu1l3H9K9T9SerGFMu1ryGETdp+mqp3BtefwdZ3AIrF6p+Stp8hbh6g2PgeSgUkrSPUvIu37XOOsYuGP33TOF6ovoQUMdzgKobM44cFAlXB1Hqx9CFW6t/G1LqImQeAgIp7nDCskrKfaJ/2h6pBsfbKLfptlmzsxVVWJopC9WvU/eac4YcF3JaMZWOfwdA62s+V6m9ScU9h6j3Y+hgr9W9hal3EzUNU3FPtcUyX2TVte71Ow7DOcu3rFOuv4seKBOEy5cZbVN1TZJznqXnj1P1J4uaBZpDr6p/c1C41bxwvmKfqncfRR1AIXH+mXacrtW8129Y6SszY254D1/a5x6n7kzT86VbfH2zPL6FqsFz5OnX/Eq7zDLSsU0zZiRAmbjCLHy6Ttp+m5l1ot61tDFGsf7fd9y29ry1HFfd4cxyTKRLWIyxXv4auNeUBaI/rXrDIcu1lBBqOuYtK431AYelDSOGskrHDlBpvNMdC8yHcYK4tpx/UzZYab+P6M+gyy3L9m/jBCkLoJK1HqftTeME8afspGv7l9picjb1IufHeTWUBRc27SLH+GlJYWPogFfdEe55DBW35yDjPNdcgGNS9KRr+dHuOMrUeKu77mPoAKeuxtpxa+gCF6tdvOQZtd4b39FJaqXF1apFdhweIJba/1URERMTNCCEYSKX4Tx97/EFnJWKdbGv7oY54jM/v24NjGJi6Rsr+/poclPKbi1RVoe5PEa7yGVQtv+9c/K9Q8y4CYGpdeME8ioC4eYCU8wyWPtQyNfbwgnm8cBGAbOwzmFo3ukyjyyxV7+wdo7uHqoEUMQytG13msPR+Qlxc/wpKuWScTyGE1lrE+7jhLI1gpv2+HxYoNd5ACJOadxZNpombh0jbz2IbO0jaj5EwH8Ix91JqvNlOo9R4Cz9cpjPxEyTMh4gZe4lbj7SsLW7IQ71VB/n4X6XceA/H2EnM3EfaeR5NZlaVo4aUTdNEgYEUNjV3nJp3fo0lgiJsuoWEdfxwGS+YR5dp0s5zVN3T2PowQhgoFSJFgqp7kkrjOApFxT2OLlOU3fdo+DNYeh+Z2KfRZZpQeRhaB7qWaaeBCjD1PuLmfjLO88Stw9T9qaaSR6bWKFcMLd9uW1sfw/VniJuHyDjPtjaJ3YS41L0LOMYOFAEKHz9cIWkdRZNpvGAO2xhF4aGUS6CqZJwX8MMVGv4lwrCGLvNrTvlDVaNY/267XWru+XZ9VNyTuP5VpHCw9AEMrbMtH6vltOKeYqX+ajuNQu3r1P0JpLCoNN5dVZbnMLTuW6ZR8y605Epiaj1oMrUqj3UqjffJOM+Tdp6l7k0QMw8SM/ayVP33TfNoGSMIS/hhgaT1GFI4VNwT+MEySjXww2JbxpL241TdM/jBIgqXinsCL7hG2n6OpHWEtcNn2G7bZnma+cg4L2BoXav6y8wN+Wi8gx8stNtltaybes+a/hKEK2vKCZJ8/AepuCdRq+LABKrSLosXLKzpt6utF9b0WyQ19xwp+ymksFipffuWfS5pH6PuXWzX6Ur926vq4xGksNpjkBfc2r+0aTUp2nJadU+uko/TVL0zJO2j2MbY2vfwCVSNjPM8jeAKK/VXVuXjFULVQJMZDK0b29hB3DxM2nkWTdy43ckPl3GDa6Sdp9G1PFX31Cr5+Ap17wKd8R8nZT+OY+xqp9Hwr2DIDjLOcxTrr96xz90OPyzhBfPUvPGWQs4l63yGhj9N3Z8AmmOypfXS8C+xUnsFx9zD6lNngXnrfqtW8FfJh1Jhe1yvuKfwgsW2jK1WnCilWrLRQd27gBdca+dDEa4ax94FuGXbCmGtGZOljJOwjhA3D1B2323no+aNYxtDt2wXpXwa/mWCcIWV+itowllVp+M32lZ2sNZd9Uafa7oczLbqdAYpYu35pTkX7CdlPU7c2I8bXCMIy6w0XkMRYGpdSGFR88622zbtPN1U9K3q+9cJVIWad6O/VBsn8MMiWefTxIy9q+YGj3Lj3XYaTSVcU9Yb/iUsfbBdH25wtT0WLte/2ZZTQ7s5xsn1cT1UDWhF19dlCj9cwZD5Zp7cU+0x2dT7blsWpZo+79fbtu5NrprnTq6RjyC8sf4w9d5Vc1QSRYDAwNS60WTqhpwS3nYM2u4U5kvMTi9x9fIi549P06htdVDZiIiIiAjY5sqJq8USr1yc5JWLU7x/5Rql+voDsX0ccIN5NJEibT8NCLxwec3fNZlCCptQVSk13sQPS6viEegE4TIoH0VAI7iKH640fQtFEiks3GCOsvs+IFDKIwyr+KrcPGFeFdRHKUhYD6HLJKX6G61TvzJB6yolhdf6FmgihibjJMxHsPQbdxQLdKSIoYkkKftpDJltKgiu/0PS9PzS0US8nYajj6FUgBcsEqoaQliEYY3gA0HdpLBRysULFpDCRqAhuJ7+WkcxKcxW9HgDU+9FEeIGC9j6yKr8Nt91wzncYA4hJJpIIYWFUj6BqhCGFYKwiKl14asiDX+amLEPKRx0mSVtP4MUVqu+DaR0SNmP4wZXqbqn2mk020UAAj9cBgSOsZNS462WwmS1xZBst22o6gihockkIJtKguAqSoUo5RGE5da/ElLYaDKGEBqhcgnCUvOfqqKJBFLYNIcDHQQkrIfbJ5vXv7u6Xa6fcrdjCgitpTg5RDOYbFM+mhuLVCt9gSacdhoxYzdS2JhaL0n7yTVlUbi3SeO6LDkkrEfWuCKIVt34wTJBuIIQJkG40ip/HCmsZrvTjO/hh4VW2sl2+yn8NTImhY2UNraxk4T5EAITTSYQYq2fuBSr2tY7286HH64Qqnq7LAq1Sj6ebp2CN9tFINqyrpS7pr/ocu1NRdctHpp+/vV2vxXIVWVx1/TbUN0IDCaEcaPfohDCwA+XUcpFk/Hb9LnymjrVRLxdH6HyWsqV5hiklIcfFlvttzogmVorpwQ3tW3QqrMPolQDL1xq+UfHV7VtjJT9OKGqU3bfQQjZkv8irFK4NpV8Cj9cQSkfKex2GrpI0RxjF1vlNNppCGESqip+UECK2F36XLHZ51RpTRAuU+tsWk1oXU0nXCHwwqVmf8Zoj8kI2VKy5HH9GdYGrgxu02/Fmufc4NqNcR0fKZy2jF2fHwD8cKWlCHbb4/31fEhht+U0aT1GxX3vxvyyqlxCiFXyUWzFCUkghEnDn141v/gIjFu2iy6zNPxpLH2YIKxR8y+uqlN/Tduufm91n6t559fWqTDWzi/CxFdFQBGEFQyZa7nIXaHmjbfkK2i3rUBHytiavr9ajoQw2/2laZkVQ5MxQKwZ11ePH3Hzobasq1afWy1j18fC5nzfktMP3LLSjGdRbsvY9bxIYVL3LlLzzt14eNWYrMvULcsSqvqaftsco5vjuhcU1shHqOoEYbGlCFOr5qhBHGMXljFEufFeS/nTlNMwrN52DNruFOaL5LpSdPZksGMmYbBV10Z+eNwgoNS4+/rYD0OKjTpBeOuy+GEznTv53m8WoVIs1aosVCsEYUgQhjyIAP2hUq0yb9/2jYj4fkP71V/91QedB4BfvdWPS9UqbhAiRHPpNZTNkI3dX//zB0kQFtFlioR1GIFAlxl02TxxUgQgNEytu3X609k0Q9e6cYwdaDJO3ZvA0DoR6LjBVXSZxjFGW6bsfQj0VhBKvWXmKXD9KwCYWnfbZQJCqt6Zpim6MYomY9S9iyjlYxsjKDzcYA5T6yZhH2ktEEMsrX9VIEoLTTh4wTxSGFh6HwoPU+9pboYIEEJg6yPoMoUXLgAhtrEDCKl555sns3ofrj9DSANT72qbPGsy1XItuEDSOoqhdRKqWst89obvdnNTYqDJFIaWx9aHqXvjWMYgtnFDmdL0eFLUvUk06WDrQ5h6D4bMN60RVB0vmAehYRsjhKqKbQwTM/ciBC1LiyS6zGBoOXQtQ6DKVBrvIdBxzL14wWw7jaZPcXOxfP0kr+6Pk7KfQK6Jii1BQN2bQJdphLCw9P7WJuVG8FRLH2gtEotIGcOQeQy9GyF0pDBxg6sEqoYmkxgyi6n3tCwsllsL5ubG2mmdYAv0Ne1ial3oWqZtoh6qauu09SS6TLU2Fz6GlkWT6ZYVRkjcOtCWj1grhoqvllsnfrF2WfxwiZo3flMazY1ZGYVPw59CkwnM9umihiZiVL0zBKpCzNzZNItWPin7WCuQW7K1sS3ihQVMrZuUdQw3uEqoGph6D46xu2lWjkvM2EUQlglVHUvvRQiJrY/cFLRqddvGrcOYWncrH+XmxsGfbPcXXSbwgvlW3efa7WJqvUhhUvPOo8sUlj64pr9cl3U/LFBpvE9Ig4T1SNMH3W9aKVn6MF441yyL1k2oanjhAo4xiqkPtN1QNBFvmfvPYWo9xMwD1L1xdJkmZR9D4d3U5xQujjHWPOlXPinnaSBo1YdGqOr44Qqm1o2hdeIG04SqjibTGFp+dW2tkVND62jLh2OMUfcuoUkL29jRjr8SqirlxnuEqkLM3EvcPEzdv9hq2yeouqdRqk7M2Iup9+KHi3hBoRUk1GyPQQof159Gl2mS9pGmJYHyyTgvoEmrdaqssIxB/HAJLygQM3bhhQt4wRwp50kExm36XH/LRaCELuOYq4Jiyta3HWM3tjGEqXVS98abmzp9qGVS30dzphOk7GO4/jVMva/dZs0T+zM39dvmWNt3Y6xdPa5rfZh6b1vGdJlt16kQWnsDbOl9WPoAmoxj6X1NxVN7HEujtdygTK27NQfcCG4mhNmSjwaGzKJrWXSZQIp4S3mhY+n9OObOdp2ubRez2V+N3ehaGlsfxguX2vLR8C+129bQ8jcCwa7qc0n7UTThtOvUNkZRym3PL0Lo1L0JNBlv9i2jH1PrwNZHCFQZTSaxjQE0mWm3rS7TbeWipfe2g0A2Le4sau45dJkmYR0ERGv+CKm33FSE0ImZewjCCqGqY+pdaDLVnLOVh2OM4YcFvKCAY+4CpfDVMqbWh66lcP1pNJEiZuxqt63Cp+qdao7rwsHUO5tjiNaJoeVb/S2JJpNNBRkhVfcUCethlPJvURa5pt9a+gCG3oEh8yBEyyrCa72TouFfBhW0LMQc6v44SftxvOAadX8KU+vG1Puoe+MtOU20LDZvHoM+LIqQ+dobLNXfXfc7hkzQn/gUMaPvrs8GfkgyHaO0UsWte+zY378trxMFmFxZ5o0rM+zJ3/lGsYVqhW9MTjCYTt90/SFA2fW4XFwm7zjILQ7MWPFcvnjyBF4Y0J1IMLG8jGPomNr9ta7xwpCLhSUyq66kjIiI2DL+yXoe2rZXiS7X6k3lhB9wrVTiykqJz+7dRT5+9/uIP46Eym+buAJoMnHTxnuzUCqk7k+1TrhoLZyHN3RrwmakcSfWWx93yodSIWX3XaruKXKxzxEqt22yfD3gpC5vH5xyq3D9WVbq38Y2xogZe6l5F4CmVt/Q8pha76Yt8FajVEix/ho1/wISA13raG/871QfXlCgUH0JRAhKkIt9Fl3L3PTcZhCENZZr32hZmIClD7YtPNYrY0FYZaX2TeLWoQ0FjP1gGverXT4o66Fq4AdLZGMvrvt793P8WI1SquUuNNX6RWDqPasUSrd7b22/VcrHDa6Qtp+9Y8DYO6Wx2WPQndgM+VhvGpsxFq6XB5nG/exza/OrcINrD2RuuNd+e7sxebPKsnqOSliPtCz/7i9beZUowNxMAalJEimb8RMz7DjQv21v6zi/tMgfnjlJXzLFjkwOLww42NnNxHKBfCzGaKYZ+2u2XOa3T7xH1nYYzWYZTmd448o0upA8MzTC6cV5lmpVXhge49XpSyxUq8QMg0d7+3h95jJXS2Ue7unhhZHmoYUC5itlXp6aRCnFi2M7yTlO+28n5mZ5b/YqfckUe/IdvD59mVApDnV1M1Mq8idnT/PX9h8iYZp86fQJDnf3ENMNBlNpzi4uMJRK44YBV0olEqbJo719vDw1Qdqy2ZHNsVSrMbWyTH8yxeP9A22Fix+GfG3iAgvVKjuyORZrVZZqtVuWpTMW573Za/zQ7j2cmp/n7OIChqbx9OAQpxfmWahW2d/ZhalpnJibJWmaHO7u4VuXJklbNrtyeXbfRSkUERHR5qN9legrFyd5eXwCXdNwDJ2uRPy+mJptVwRayw/7eh3ILfTfFK1NW9j+/8a/tRlp3Cn19dbHnfIhWgEo97ZOQUMMLXeL5+4vhpYnF/tcy2VCEjNvRBFumqZvlXZfkLSPkVAP0fRlNrhRv7evD11myMd/iKbJtdY20d8KpLDJxj6FUh5N8+3VG5P1tZkUDpnYJz9U+0ph37d2uVnWr5vxr/9793f8WIsuk2jmjUjx6/vuB/stxNUBxIaC6W3tGHQnNkM+1pvG5oyF6+XBpXE/+9wHMbXOBzI33Gu/vdOYvBllWT1HPQjFxD0jBOuVmdnpJQxTJ989xLXLiwyMdW5b5QRAhxPnkyNjfGX8HL2JJBPLBa5Vygyl1yqeEqbJ00PDfHNqgsnlZdzAJ6YbnFyYYyiVZmp5GTcMuFYp83B3LxcLS5xdXGC+WiVmGmTtVUpEpZBC0B2PM760yMRyoa2cAFhp1BE0/36hsETathlOpfnulWleHNvJqfk5Hu3ro+Z57MzleaJvkBPzs0yXVphYXmKxVuXpwWG8IGR8aZGueJz5SpXP79xDzfN46eIF+lNJTs7Psr+zs62cmC6ucGJ+jr35Dr53ZbqllOi/ZVn6kynevDqDG4Qs1qr0p1JYUuMvLoxTdBvszXfwyqUpbF0nbppcLhaJm1Y7HzFje1rTRER8lNm2yoljQwN0JxNcKZYJedJQAAAgAElEQVSYXl6h1HBv6yf3/YAQAsH9iXLd/NaHG3A3I427p3/3+rhTPpp/s1bp8e7fhu1OCKGjiRv5uB/X7jW/26qrDZ6mCyHWfX3sh+VGm917nbTT+FD5kPe5XT5c37+f48cHvwsaG71u95b9doN7oK0eg+787Q8vH+tNYzPGwvXn6cGlcT/73NrvCkB/IHPDvfbb243Jm1WWD85RDwJFMybJRhBoyHXmO51P8Na3znDh1AxKKQzrwa8N7oRC4QUBhqaxO9/B8dlr2IZBRyz+gefAC4KWjAgEgpFMlp25HCuNBo3Ap+55xA2DjG1jahqalIShYn931xplR6AUx+dmuVou4QYBXrgqqLpSHOjswvUD3r56lZzTdJvwwhBNSCxNx9Q0HN0gDFXrbwEDqTQvT00wls1zYWmRk/NzGJqkHviESpEwTTK23d4PWJrOsf4BEuaNsUGKpsosbpg83j/I5HLhlmUZTKfxwhAvCKl6LoaU5GynWZdh0E7jiYEBjs/NoUvJ4e5u8k6M8VY+IiIiNp9t62B1/OosL50b5+LiEh3xGAd7ujA0jYa/sckoIiIiIiIiIiLi44NSAcEtAufeCSm0dV9l2j2QZXhXD90DWY48swdrm8abgKY1RMq0eHX6Ekd7+xnNZCjU6+zK5ZCrAjdbuk53PMF7s9fYl+/k+eFR8o5DoV7DC0Mmlws0goDLxSL9yRRxw6A3kaTu+Vi6xuXiMq9cmmqnJ4WgK54gVIqeRJLcKqsKBVxeWWGuWqYrHudIbx913+f0wjxPDQ5hSMlotmnBY+s6g8k0pxbmydg2/ckkh7q6OdLbR28ySRAqhtMZck6MkUzTZTTrODwxMEDV96h9YF/Ql0zxcHcv89UKCsVA6tZl+dbUJBPLS7hhwIXCEhnHIWPbZG2Ho7397TR0KXlqYBApBCW3ga3r7XxERERsPts25sRcqUyhVlvzWz4Wo9hoMJbPffDxiIiIiIiIiIiI7wMawTLvzP9TrlS+vu53UuYOnuj+FyTM4bs+e+HUDKfemsC0DBLpGIeOjZHKxu/63oOm7nu8Nn2ZQr3O53fu5mqpRNlrXjdt6zqDqTT2LYJh3ok3r8xwamEOW9cxpMbOXDPAsQB6Ekk6YjGUUlwrl1moNW9k0aVkIJUiaW69tZMXBFxcLuAGTcuNhGkykEphyJst9laXJe/E+NToji3PX0TEx5VQhbhh87YbS7PWY1H30Y450ZVM0JVMrPltpV6nXo4sJyIiIiIiIiIivl/xwypV/+qG3tFEDHOdAXXrVRfTNCjMF/Fc/4Fcc3kvmJrOkZ4+dCmxNK1ledB0gZBCYGobDyB7uLub0WwWQdON4jpCsEYBkI/FSFlW628C6x6+dS9oUjKUSrfj0mlSot/mtpHVZYkZ99/VMSLi48SV+jQXymfxQ58+Z4B9qUObku62VU5ERHzUaAQFLq78HjV/9kFn5WNJwhhmJPUj615cRkREfDxYaYwzVfoT/LDyoLPysaQr9iR98ee3/PaezUIpRSNYouRObug9UyYxWtex3wm34dHZm+Hq1AK+F9AzmN/WwTBXI4UgvSoWwkatJG6FqenknTunI1qKj3tRfnxYpBA46wxMuZ6yRERE3BmlFIHyuVSZYCS2k6yZ483Cax9/5cRsqcxS9YZbhwA6EjFi5kdj8oz4/sMPq8xUvkbRPf+gs/KxpMM+wkDis5FyIiLi+4yaf43L5T+nESw96Kx8LDFkgt7YMxsOhvwgWay/Q6Bqd3+whUAjZvSv6+rZN18+w+S5q9SrLoapc+79S+x5aBDT+ujUT0RERMRWEaiAEyvvsuQuUPJXMOXmKm+3rXJirlzh3ZmrXC2WGMllmFku8oWHDjCUjYLQRERERERsDb4XcOHENIuzK4zu66OrPwtAGCqWZlfIdqWYvjBH90CufZqqlEJqkkbNo1apk8knCYIQ3/O5OrlIz3AeyzGRsuluGfgB81eX6ezNIKQkDEKEbEaYD0OFpktqlQaBHxBPOoRKIYRAhYrSSpVkOoYQrQtlpSRsmW1rmmzdyBAR8fHFC8tcqXxzQ+8IoZOx9t79QeDo83uJJ20812fHgQHe+MYpwvCj4dYRERERsdVIIRmKj5E185wuHmfZXeJg+pFNS3/bKif2d3cSM3TeuDTDY0MDhOoySrEm8nBERERERMRmUl6pMn1xjpE9vXznK+/R1Z8Dpcj3Znjv1XM88vReJs9c4fz7l+nsy6BCRWG+yN4jI8zNFHAbPgNjnVw8NYMds5i9vMTEmSuM7utjdF8fAIX5El//wzc4+vx+LMfk7NuTjB3sBwUXTs5w+MmdXLu0SCxpE/ghc9NLxFMOvcN5Js9eZcf+AcZPXCYMFb3DHUyPz+L7AZ/4gcMk0rEHXIMREVtHqAKuVl+m6J7b0Hu6sEmbu9f1rGkZpHJx3n9tnMW5Im7dQwhB4Ado+v13W4iIiIjYTkghyZl5pioXGUvsIqGnuFg5x67k+hTAd01/U1LZAjQp6YjHiZkGr01cwjEMMk50p3BERERExNYRBiFCCNIdCYpLFRJph1xPmnq1Qc9gnrH9fSQzMR5+ahdn351i+uIcTtymUqwzuLMbr+ExceYqh57YybWpBSzbYPdDg0yeudL+RjITo3sgz46DA/iuR647xeCObmrVBqatc3VqgVxXimqpTnm5ytiBfkrLFUzLQAhBpVTDtAx6hzuYPHOFUrFKriuFYW7b84aIiA+NUoqKd5kLK1/EC0sbejdl7sLRu9f9/OjePp7/4SMcfGyMF3/8GEopCgsb+2ZERETEx5mQgFpQoxZU8ENv09Ld1isZhaLm+cxXKhQbDRp+dFNHRERERMTWEU87JDMO73zrLDsPDZDKxtF0iWHqNGoe549fJpa0seMWfSOdmKaO5/rke9IopVBKMTjWxTvfPke+J0295nH23Ut09WcpLpUBkJoklrA4+84U8ZRNKpfA9wPmppfw3QBNk0xfnKNaqpHtTBNL2iRSDouzK8zPLGE7Jql8gljCwo5bzM0UWE6W8b0Ay3nAFRgRsSU0g2CeLfxrVhpnNviupCv2xIbjFaXzCdL55q1x5WKNRn3zFt/3k2rNZWGpTE9nCnObKzAbrs/sXJGOfIKYE92mEbEWpRRz8yWkJujIJT6SboxKKWbni+i6Rj4b/0iW4Tp7kwe5VJ2g7Jc4lD6yaelu61FqoVJFSsHPHXsUISC2zmi8ERERERER94Jlmxx9YX8zoINgzcKhqXygHTviuR8+0v6tUqxx7t0pkpk4I/v6GGm5cAghCEPFymKJybPXAOjqz3Ds0wcRQrTTAvjkjz520zev09HTjLe079HRNb9XijUs28Cte/hesKl1ERGxHWjezlHgdOH/YrryEopwQ+87ehcd9hE08fHa7F6cnOd7b0/QcG8c3FmmzuNHxxgd6mj/du7CLP/fF1/lV37xRQb7c5uej4WlMrPzRQ7s6fvQaV25tsy//D9e4hd+9hkO7x/YhNxFXKdSdTl+apqp6UVQ0JFPcGj/AJ357bPJv3JtmXK5zu6dPbd95rf/4LtkUg4/+5NPot9HN6vrSoX3T06zuFTBMDV6u9Ic3NdPKmmvuw59P+Tf/O7r9HSl+OkvHLuvZdgsAhUwW7+KG7qseMsAjJfPsuQuMBLfiSE/3H59WysnDE3j0tIyL50bx5CSp8dGyMWiY6GIiIiIiK1DCNG8IuoWv39w/XH9N8sxGNnXRzzp3LRIEaJ5Cns9HoTUJFKKm5+TG18gju0foFioYJg6iUw0P0ZsPkqFhPhIjPu8iVGEyqfoXuDc8m9xpfIyoWpsKAWBRqf9KBlr34beC4OQSqmO7/nNYLUCDGN7LZnHJ+b40//wHgf39WNbzbzZloHrrrUy3jXWxX/2dz5NV2dq0/OglOLt9y5xYWJuU5QTEZuPUorpKwV+69+9yuxCke7OFFIK3nhnEts2yWfjaNqDV04opfjOd8epN7w7Kid+6kcfQ9M1NO3+RSZQSnH+4hy/8VvfwjAkuWyCSrXBd14fpyOfJJVcf9gBXZf8zE88jmHc3zJsJgKBrTlcrU2TNjLE9aaF2cXyOGkjS5d9+/ZbD9trpP0AuZjDod5ulmo1vCAgVBvTlkdERERERNwPTMsg331rs/GmAkMgzc1fiBiWTr4nul43YutwwxJTxT/G1NIkzTGSxgiGTG65oqLmz3O18jIXi79HyZ3YsMUEgKllGEz+IJrY2FV3M5MLvPPKOQrzRWJJm8/+tcfJdmw/5V9HPsHf+pmnyeWamwPBDSVnqVzn1e9dYLlYxbFNctk41iq3jmrN5c13Jtmzq4fFpQrnL86iScnRR4bp7kwhhKBUrvP+yWnmF0pouqS3O82+3b3EYxbX5lY4cfoKX/3GSSrVBr/7x28AsH93Lwf39a9LPoIg5Oz4Nc5dmCXuWGSzNwf0nZ0vcvzUDMVSjc58kocPDpJIWM0bjFqn2SdOz1BYrhKq5q0quUycF5/fT6Ph89Z7kwwN5Kk3PE6fu4pS8PDBAQb6ckgpaLg+p89dZfLSIrom2burhx2jne38+37AhYl5zl2YJVSKnaOd7NnZc9cTb6UUr7w+zuhwB/29Gc6cv8bE1AKffGYvQsCb704xMtRBRz7BhYl5pi4vUq255LIxHjo4SDYda+dheaXK8VMzLCyVMAyd/t4Me3f14th3P6EOgpAv/tEbXJld5pd+4VPs2tGFAKo1D9PQ+P/Ze+8ouc7zTvO5uXJ1pc65G2jkRBAgQJAgKVFUsChayQrWWJLHHtmz43E4x7t7vGf37Mzs7JwZe0e2xzu2bB1L1kiy4kpUYg4IJEEQOQOdc6zqynXrpv2jGg00uhvoRgNkE6znHB6St/ve+9Xte2997+97398rigKmadE58xnBYU1rFWtaK5EkkdHxFIPDCWzbJjGdY/uWRjp7xtF1k53bmnG5ZE6eGSBc4SWTLdDbP0Uw4Gb7lkaCAQ+O43Dh8gipdJ77tjahqjJFw+TE6QE8HpUNHTUMDSc4f2mElw9dwqUps+VHO7c20docwwE6u8c5caYfgHXt1TNlHcxen9PnBmlvreRy1xjT0zmqKgNs2ViP11N69m3boatnnEudo+TyBg6le6WjrZptmxtueQ2Pn+oHweGPfu9xIiEvjgOZrI7Xcy0jy7ZtuvsmudI1Ti5fxO/V2Li+lpqqCsDhUucYp88PArCho5ZI2DdnHcQ0bXr6JrjYOYplObQ2R1m/pgZFkchkdY6d6qOtOUbfwBTjk2lCFR62b24kGLj2bsrli5y/NMzg8DSO41AVC7B5Qx1+n2vOvTQ+maYi6GbrpoZll5cICISUMIaniaASQptpJapbOoq48gy1VS1OJHJ5hpIpkgUdtyJTMMqeE2VWLwIimhTCJUVv/ctllo0qVSAI706VuUyZMrePKKhoUgRh9Xp4v6uRRR8LpgrNYDk5etM/Jm+OoUkRXFIUv9oyI1Q04ZFrUEQ/kqghCioiCqIgA0tvbes4NpajY9pZ8tY447kjjOZeJal3YjrZ2/pcAhINvg8Sdm1etpCSmEgRivkRRQEHB8cutQtebQgISJKIvMDYJFFAU2UGhxIcP93Pji2NswEKQCZb4Ke/OknrhRipdAGfVyOeyNLeWklVLEA6U+Cf/vl1BkcS1NWEyBeKXLg8SnVlEK9Ho1AwSWfy5PJFDMNC10tzdNNamohk2w6vvdnFD392jOrKIJoqMxnPkErlgVJw3zswxbe+9waiKOD3uThyrIe3TvbyW5/dSyjoYWhkmq/90wHCFV4iYS8HX78CwOc+uRuAgm7wzIvnCIU8FHULj0cllcpTUxWkvjZMQTf4+bOnOXq8l5rqIIWCwSuHL/HxX9vBAztbAIGXD13iuZfPU10ZwHEcXj18mUcfWseH3r9pwet+PYfeuEJ8Oksk7OWlgxc5fKST9tZKQhUefvbsKT7z8V1Yls3PnjmJKIpoqszhI528dbKP3/0XDxMMuJlO5vjaNw+QyhSorQqSzupc7hyjtrpiSeJE78AUlzvH+NTH7mPdmipEsTTmgL8krliWzQuvXuC5l89TGfUjiAKvHLrM449s4AOPbqBvYIq/++YBNq2r5Ur3GG8e78XjVugdmCKZzPH+Rzbw0sGLjE2UsjI0VaZvYIrjp/v58uf3EfC7OHqil97+KTatryuJE7rJiwcuUBULsK69mlzeIJ0pkM8XkSRx9l6yZlr4CoAiS8iSyK9eOEs8kWXT+jquvrem4lm+/cMjxKJ+fF4NRZF4/tXz7Opq4Tc/9cBMpkgPP/75CTraqyjoJi+8cp7tWxrZtunmwkRpAAJut0KxaJHN6kTDPmRZJFRxTUwzDItXDl/il8+fmc2mSExnCQRcM+KEgKpICAg88+JZMhmdDWtrYCZrxXYcDr5+mWdePEssGkAQ4MBrl9n3QDtPfnAr6XSBHz19DI9Xw+/V8LhVXjwwwdkLQ3zli/uRZYl0usA3v/ca3X2TNNSW2qBf7hylvTWGz6sxMZnmn773OumMTjTi4+SZfl45dImvfGk/dTWhW1+H2ctRGnOVq2bOdp/sX3FJB6xyccKybWqDAVQ5i25aGEt84ZUp83aRyOY5NTjCRCaLVxVoqvwSHZXSqqnfu5dQRD+qWPFOD+OeJqsXOTM0yvB0GkWW6KiK0l4ZKbdwLvOOUqF1sD36Z9i8Ow0JVztuuRpRuPmE0gEsRydnDpMzh4nrZxGREAQJUdDwyFV45BpccgxVDKJKIVTRjyL6EAUNUZARBBlRkBCQERCwsbBtHcNJo5sJMuYASf0yyeJlDCu14r93UFtLc+DXkQXvsveNVlcQDPvo1A2yqTwODoZuomira9qcTOd59qVzeL2llUuvR+OBna34vBput8pDe9bg8aicvzyy4P6WZTM0nOAPf+9xKgJubNtBUUpBazanc/LsAJ/62H08vHctAiXh4Wr2RWN9mNrqIH0DcXL5Ip/9xC7gqifPrb8zMtkCLxy4QFtzjN/5Fw/hOPDz504zMBQHSuaYz710Dq9X5Xe+8BAuTaGzZ5y/+YeXOXlmgEce7KCrd4KJyTT/6rf2Uxn1UVMV5Ac/Pca6NXPTynt6J/mTf/0BaqqC2I6DLEkIAvQNTHHoSCdf+PQDbFpfh2VafOOfX+cXz59mQ0cNhmnx3MvnefzRDezfswYEgZ/84gQvHbzAfVsbqa2++ZyktqaC0bEkqXSBdLpAdWWQvoEpFEXCth3CFV6qqwJ85cuPoKkygiBw+twgX/3bF5hO5ggG3KTSBU6dHeD3f/tR7t/ejO04WJaNS1taEDg4lEAUBTraq2eFiesZHU/y7Mvn2LOzjY9+cCsC8NzL53j25XNsmvFOsiybT3x0B4ff7OLg61f4v/7sKX76zCl6+iexZmIzx4EvfHoP0bCXc5dG+OuvvcSFKyPs3tEy75w3sqatkpamKGcuDFFTGZy9lyRRpHQvOTQ1RmioC3H+0sL3smFYhCu8/Msv7EPTFJ7+1UneeKub+PuzhCo8HDnWQzjk5Quf3kPRMCkUDBCgrTl2y/FJosCOLY0cPtLJf//HV9n3QDtbNtTT1BCevaYTU2l+9LNjPLpvHR/5wBZURcKy7dl7DaClKUZdTYhz13XvukpiOsuzL5/nob1reXz/ehAEfvn8GV45fIn7tzcjSxKW7aDIEr//24/icascPtLJD58+xthEitrqCo4c7+HM+SH+p3/56GxpzNV7xbJsjhzrIZ7I8m9+9zEiIR9jEyn+818/y2tvdvGpj+285XW4FTY2zGSkrITV9Za9gSq/H7/LxWgqzXAyhV9TSeTyhMq+E2XeYRzHYSKT5asvHOblS92k8qXsni31NfzZhx+hNRYuCxRl3lVk9CLfOHyM7x87QzybRxZF2ivD/MnjD7G7pWGOcWOZe4OsXuT581fIFg0211Wzqa6KyUyWSn8pRbxvKoEoiNSHAhzrG6J3apqPbllHWtf5xZlLPNbRSkN47uS8dyrBgcu9fGLHRrza7aV3Oo7DmaEx2isjeFQFVQoScW9d8ectcyexSxNRx8ByCiSLSZLFy3N+Q0BGFl0IKDOihIQgiAhIgICDhT2zv2nncLhzhq5uuZq1FV/Cr7Tc1ndxTVMEgKr6EJbloBeKxCdTVN0FQ8mVUCgYXLgyMisYhCq87NjSCN5S2YMkCYiiuKhUIIoimzbUUxn1z/uZ3+di145mnnnxLMOjSfbc30pDbXi2Tl4UBWS5lB0jCgLKMo394okc4xMpHntoHW5X6V2xaV0tLx+8BEAmo3P+0gh53eCrf/sCgiBQNCwyOZ2JyTQIpaARoGiYGKZN0bCQZXEmqL3G+o5aaquD83xDLl4ZZXQsyY9/fpxfPn8GgPGJNA4Oum7SNzDF4HCCF1+9wJG3ugFIJHNksjrpTOGWn7G1KVbKKhhPUSgadLRXMTAUx6XJBPxuwiEvpmlz9vwQFztHyWQKTMYzpDMFTLP0PISCHnZub+b/+8UJegem2H1fC3U1oSV/JxcNE0EA1yJZFkMj00xP59i1o3k2E+P+7c38/LnT9PRNoqoyoaAHn89FRcBNLOojEHAT8LmYmExj2SVxYm1rZal0SFNoaghTGfPT2T2+JHFCEkWQQJwxiZ5/LwmlkiVp8Wwst0th66Z6Av5SjFhfF8Y80kkmpxMKeZElEdu2S/eKYWFaNh7X0nx0BEGgribEH37l/Rw51sMbR7t55dAltmyq56kPb6ci4GZ4ZJpi0WLH1kZ83oXLyAQBJEmc510F0NcfZ2AozquHL3HidKl8JZnKk83qpNIFwhVeZFlk68Z6QjP+VfW1pfsgmcoTDfu43DVGfV2ItW1Vc0q4AAq6xdkLQwwMJ/i7bxxAkkRMyyaVzjM2sbraJK9qccKtKrgVmbDbTUdllLxhMJxMl8WJMu84DnB2cIxfnrmEPvMFki0avNEzwMuXummOhpDK4kSZdxED8Wl+dPwsE+lSCrVl25wfHueXZy6xsa6KgGt5NdtlVj9TmRzJvM6T29ajSRKXRid4+VI371/fTm3Qz1gqQ02wFLTUhYJcGJ3AcmxCHjcuWaawQHvvuooAtm1jWBYFw+Ty2CSWbbO2KsrwdIp4Nk99OIgmSwwlUkiiSNCtMZXJoZsWzdEQsiiS1YsIAowm0wwmkgCsqYoykc4ylsrgUmQ211Wjvgudzt8rOJgYduZtP68i+mgPfp5qz77bLgW8GrC4ZurV81l9VXbDiUX8/Kvf2k84VMoOEQRhXlByMwQBAr6Fzfw8bpXPfHwXbx7v4c3jvfzV115kx5YmPvnkfXNq3G8X07IwTGvOeF2aMmvOaFk2+YLB+rXVbNlYP/s3EUWBpvowAtDeWkk04ueb332NupoQfYNTPPHYRoLBueML+BbuppDPF/H7XOy5v21O61KPWyXgd5HXDVRVYteOljkp/JomU115a6+fmqogmaxOZ884fq+LTevrOPDaZQRBIBbxoSoSz758jl+9cJb9D65l68Z6JibTXLwyOnsMn0/jy7+5j9ff7OLoiV5ef7OLvbvaePJD2xYNgq/H73Nh2w6J6RxVC5iiFg0L23FmBSIAt1vFth0KuomqyjMBdck7SZZK71xBFErpEjML5YpyLUNAlWU0VaagL5z95FAq67mTSLI4p2xJEoTS8GwHSRTYs6uNb373Nf7uG6+iqjLxRIYPfmL3kkUeURSoqQry0Se28L6H13P0RA/f+v4b1FQG+cCjG8kVDBRFWrZIdxW9aCDLIju3NxOLXBMLVVWmtrqCQsFAFIRZ8aU0ptL7zbYdLNuhUDDwuNQF73XbdsgVDFoao+zd1Y4sl/bdv3ctNYv4Zd1yzJbOSGGIkBpGRMQtuZFvkYW3FFa1OCEAzDihi0jkDGPW7KbM8jnWN8TTpy6QL157WVR4XPzmA9tpDK8sXb5zfIpvvn6c6Vx+dptbUfj0zs3sbL732kFZtk1vPDErTFzFcRw6x6dwyvdpmXcZ/fEk6UJxzjYH6J6Mky8aZXHiHiTi8xD0uPjlmUvsaW2kaFoYloUyMxHtjycpWhZ1FQEUSUSaCfQkUUSRpJm1rLnIoji7snplbJIT/cME3BrJfIGY38t4OsPQdIqQx8VAIsWulnqGk2mO9w+xvrqSQ519PLaulZMDw6ytinJxdILeqQQxv4+JdI7RVHp2pXZDTSVQFifKXEMVQ7RXfI7mwFPI4r2/kCWKAm6XMiewXi43W0fxejQee2gde+5v48Tpfr7+7UNs6Khhz/1tV/dGFAUs28ZxnGVlqXhcKl53yVjz6pwpMZ2jWCzNqzRNpjLqx+dzse+BNbMihm07CDMtl70eDb9PI+h3s3F9LfsfXEtzYwT1hgyJxYZVGQugaTId7dW0z5hgXm0PLQgQDfvwuDUa68Ps3NY07+c3QxAEfD4NTZPp7B6nuTFKU0MEvWjS1TPBnvtb0Ysmb53sY9P6Op784FZcmsKxk32zngtXp5J+r4snHtvIvgfWcORYN9/47mts3lDH5iW0W21rqUQSRY4c66a5IYKmybOfA6Ai4MalKQyPTVMZKwXFI2NJZFmayeywSi2ur7uWC330yakMhlESmzK5UmZJdMaoVdNKQsXVEpBCwWAqnpkTFF8VPyzbWfa9NHOERfcRBIFo2IfbrdLcGKW+NsRTH95OTVVwSedxHAfbdmayhST8PpFdO1o4fKSL3oHSnD8S8pLJ6kzFszQ1ROZc46tjuBnhCi8+j0Z9TYi9u9rm3WujBWPmOAvvryoSkbCXM+eHyBeMWVPRq2OQJZHqWIBEMsfu+1pmBcaVxCtXMheYKk6SNqcpWAV2hvbc9rGuZ1WLE2XuLIOJJM+eu0KqcC0VrTrg5yNb1q1YnEjk8hy60sto6toqid+l8vCa5hUd991I6QVUzpoo8+5isTtWEBYKQcvcC3hUhSc2rOHy+CRv9AzwWEcr1QE/LbaLBKsAACAASURBVNFS6npVwIe8QI3yUhlNZRhJpvG5NERR4PzIOLphkTcM/C6NxnCQjqooF0bGqQ8F2VxXzc9PX6TC7SLoLk2cFEmkNRamyu/n9OBIaYVPltneWIMml6cwZa6hSWHWBL9Ac+ATKKJvRceKT6RIJ7JUN0bRXAqqJvNu8mN2HIdi0SSbKzKdzGGYFvFEFq9HxevRZgOXm5HJ6Bw/009l1I+myZiWjSgKc3wLrgbwV7rHuXB5BJdLIeB3zwalNyMS9tLeWsnhI120NMWQZZHDb3aSzZXaxfp9Lh7c3cbPnj1Ne0uMpvpSYJ+YzrJxXR3BgJt8wWAqniVc4aVYNBmbSGFZNm3NsSV9xk3rannu5XP88vnTPP7IBjRVJpHM4fVorG2rorU5SmN9iF88dxpVlfB7XaTSBcBh0/q6W3bs8Ho0fB6N/qE4jzzYgdej4narXLoySn1dCEkSCQU9TEym6RuIl8wpD1y4LqvAYTqZ59TZAaqrgmiqhGXZpVKdJQbv0bCPh/as4ZcvnEFVZDauq50tBehor6apIUJbS4xfvXAWRS55pv3yhTPUVgdpb41x8fLorU8CXLgyypFj3TQ1RDhxup9MtsDGdbWzJRG/eO40J84M0FAb4sz5IfoH4zOmliUEoXRPDAzFudQ5NhtsBwMebMchkymg6yWviGyuyGQ8g9et4vEssnByw+W5Wo4jyxK5fJH+wTiO41BfG7rltbQsmxNnBjBNi2DAgyQJ9PZP0Tc4xZ77WxEEoXS9WmL84vnTCKJA0O8mky0QqvBSX1sx092jQDZXpKCbJSEjkcHjLplbNjVGaGmK8qsXz+L1agR8LtKZApZls3njzUSo0tglSWTb5kZeP9rN08+cYteOZkRRJJ0p0NYcw+9zsXtnC3/3jQO8fOgimzfUY5oWE5NpOtqriS1Q2nUrdLuALEiMFUZRxIUzNm6HVf3NnjcMjvYPYTsObZEQHlWlJrD8i1emhOOU3GCvF8mc61KyyiwdSRRpiYTmpTZLosCmuirK5fll3m00hIME3BrZ4rXsCVEQWF8Tw3Ob3gG3g2FZnB4c5fLYJACbaqtYX1u5oiC5zMKMpjIc6R4gWyzSEArOZjgc7uyjJRri3HCptWDM52UgkaR7Ms7pwVEq/T46x6ewbJuw103YW0p3tmyby2OT9E4meKtviIZwkNFkGpcsUeF20Tk+hVtRSj4SsoQ2MxGWJRGPoiCKAqoscXF0gu7JOG/1DaLJMh5VmXXFv7p6NRBP0hwN4b4DzuBl3t0ISATUdjpCX6ba8zCyuHCZwnKwLYfhvkm6zg8TivppWV9LxRIC7rcTVZXxz7TUvBHHgRNnBnj2pXMkkjl03eR//OANQkEPjz+6gZ3bmhEFEZ/PtWgQX9ANXj18icR0DlkWURSZJx7dyIaOaw79giDw8N41DI0k+Pt/OojbrfLEYxvYv7fjluPXNIWnPrKd7//kLb7+rYNUBD1s2VhPY30YWZaQJJH9D3ZgmjbPv3Iew7AQxVI707Xt1ViWzeBQAhyHweEEk/EMetFkYiLNxz+6Y7Zlp8+rLWoeGY34+PLn9/H0Myf5xndfwwFcqsz79q9nbVsVbpfKFz69h6efOcm3f3AEx3FQFZmd25vnBNaL4XGrNDZEGBxJ0NwUxeNWqa4M0D84RX1NCJem8MH3beI7PzrCP37nMD6vRktjlC0b62Yz0HL5Is+9fI58wUCWJTRV5hMf3UHrEowcS38jePKDW/F6NQ69cYUDr19GlkU8bo3f+UKA9tZKPvPru3j6mZP847cP4whQV1PB5z65m6DfjaJI+Gc8TFRVnm2dqalySRiYuf1am6IcO9XPsy+dAwQ+8/HdtDRGEQSBrRvreXTfOp5+5hSqItJQF+bB3e0lHwzh6jgFPvDoRr7/k7f42jcP4HErfOLJ+9i+uZFCweDbPzjCyFiSgeE4I+NJ/uYfXqalKcqvf2Q7kiTi92lzSipKGQ4uJEmkoBv09k2iyBJnzw8hSgKZjI5l2/z2b+6jvaXyptfQcWBwOMErhy5iWaXOPW6XzEce38ye+9sQBAgGPXzp8/v4yS9O8D++/8ZslsWTH9pKXU0FubzOP33vdcbGUwyPTjMVz/Df/iFDe3MlT31kGwG/m899cjc/f/Y03/lh6V5TFJltmxvYvLF+tmPN9c+rJAn4fRryzHfpxnW1fO6Tu3nhlfMcP92HLJWyX774mT0EA242b6jnNz+1m5cPXeLwkU4EUcTn0Wiovz0vnWZPGxfSZzDsIq3eNbd1jIUQVkn6+YKD6I0neLN/CN00qQn4WBON0hhaWgpOmfn85MR5/uOvXiFd0Ge3VQd8fPU3fo2tDTU32fPWHO0d5E9/+Kt5mRP/+0ce49e2rl/RsVcjjuMwmcnxly8e5qWL3STzBfwulQfbm/nj9z9IbUWgfJ+WeVeR1Yt88/XjfO/oaaayeTRZYkt9NX/8+D421la9bR07Erk8//7nL3HgSi8Av7Pvfr64dweasqq19HclRdMiXdBxcPC7NFRJYjpfQBIEXIpMqqAjIODVFIqWTcEwcCsKiiSSLhSRxFJNr2mX0rBFQUSVJXTTnBUVsnqxlO2gKuiGWXLKF6WZ0hFwKQpF08K0bTRZIlc0kESRjK6jyTKKJCIKIpIocGVskrPD41T6vfRNTfPr2zcQcK88EC1zc3LmCAeHv0LW6H+nhzIPRQxS5dlLe/BzVGgdt+w6slQK+SIDnWOMDyVITKSxbYftD66hob3qjhz/TpDPF8nli1QEPbOB7FUcxyGbK5JO5+dsFwQBv9+F16NhWTbTqfyiZSGWZZOeWa0uBUoSPq+GdkOg7zgOmYxOLl8EoZTxsNQyE8dxyGR1crniTKDlJpvT8XmvZXcUDZN0RscwTERRxO1S8HpUsrkif/7fnmX7lkYe3bcOSRKwLId//vGbxKdz/K9/+CFs2yaZyqMopaB60Vr8XGn89kxA6PNqpbaPM6n1+YJBJqtj2zayLOH1qLi0W5splv4OOvm8QSTsRRAEMlmdQqH0/6Iozl7ngl4SH3wejdyMF4YsS9h2ybRQL1pAaXx+79KyX64fh2napLMFikUTAQFFkQj4S+dwHIdcvkgmW4oPPO5Sho0glLqmZHM6FQEPetFE100qgu7ZFrKSJPI3X3+ZWMTPkx/cOtNRQiTgd88EzaXzF2avoYPXq84ulPq81wQ227ZJZ3TyhSKCIBCcKTmxbZupeHbWJPQqiipTEfTg2A6pdH7O/anrpfMF/G56+yf56t++wO/+1sO0NscQAMO0+E9/+Qx77m/lqQ9vv+X1KxQMMjkdyyyVpqiqjG9GELk6fsdxyOWKZPOlzylLEn6/C3WmO8tUIot1w2dQZz6DJIlzrtPVTh9ej4rLpWDZDslkDo+7lH0DpQ4lqXR+jmhhWjaZmfsJBFyaPCvSAJimVboHdWPWo+b6ny+HnmwXXZmLmI5JWI2yK/zgrXZZ0kRyVc/2ZFEkbxj0JaYxLYsNVZXlgK/MqkAQBGJ+L3/ygYf4wIY1TGZyhDxutjXUEPLe+3WuZe49vJrKF/fu4L6mOkam07hVmQ01VTSEb88o6XZJZPOcGhghq5cyOIqWWU7uukuoskTE55mz7XrD6ajvOqM6hTm+Iy5FwXEcprI5CkYpe0wWRQIujeB1gkHFdcdzKwsHjqosoc54R/hnzuFR5/9uW2UEw7bJFw32rWm+7W4gZd7tCMiCmwptPS2BT1DtfWjFZRw3Eh9LMj6UoLIuxI6HOpgaS6Lni7fe8W3EfV2QciOCIODzajc1TJQkkUho8TarkiRSEfQs+vPrz+X3u/D7rz33/YNxnn7mFPZMJ4cbcbkUPvbBrVRVBvH7XHOMDLUb2rWqikwkND9csW2beKIUrJWEAsgYOslUfjZTQhRFQhU3byUrigI+nwvfIsaggiDgcavzBJfxiRRPP3OqJMoswsc+tI2mhgg+77Vj3/h5F7rO13fWkKSFP4Nl2Zw6O8ChI52Lnr8y6uepj2zHpSkoikR4kWtx1b/Du0CJhEtTZq/n9dfh6u9mstdKxQN+1zzx6urxb3a/XkUURYIB9zzDVVEUb152IEHkhswmTVNmx5KfKQXxeFQ0TcZxYDqVn/H2EPjeT44yNp5a9PB7d7WxfXMjsVuMXxAEvF5ttrXvnCFKwoJdcW7cf7HrJEvCvM+oKNK8bfItnltZlpb0XN8Mx3GwHJPh/ABrfOuJajFE4c75P61qcSLi9bCzoY6GiiDVfh9hz8ouZpkyd5qQx83Da2/dJqlMmXcDHlVld0vDOzqGC6PjTOdv3aKtzDuPIAhEfV6ivptP/u8UmiyztX5lWX5llo+AjCZWkGMYh/kdWt4+RFxSlIDaRr3vg1R5HkCTwgh3cFIMYBRNAmEfW/e0o6gyneeGaFxThdtTFsOWisetsqatctGODKoioS3S2nKpuDSF3TtbePal83R2TyArIqNjKZKpHF/63C1XcFeMpim0NsfQiws/EwLMlkDcDQRBIFThZU3b4tk8Qb97XlvV9yI11UHWtFXxre+9QWN9GL1oMjCUoKY6yO77Wujtn5zTBeNGwhXe8uL4dViOxdnUKRLFOGkzSbAQwif72Ry8eQbKUlm14sTVFZmMrvNQaxNvDQyRyOepUcqeE2XKlClzL+I4Dif6hymaq69lX5ky71U0KcimyL9lWr9IsniZZPEKWWMAyy7gYONgc3fMq0QERBTRS0BtJ+reSdS1g5BrA4ro5W4ZT7/68xPkMoVZ48f+zjF+4/ffj3+Fq43vJaIRH088uvGunkPTFD7+azvoaK9meHQa23ZY21bFujXVVEbnt8y80wQDbh57aN1dP89iiKJAS1OUlqboOzYGKJUlvP/h9bjd6i0NQt8pYhE/X/niw5y9OMxUPIMsS9y3rYkNa2vw+1y33UrzvYooiDR5WvDLfjySD0VUSJuLZ54sl1UrTmSKRQ5099I5MUXPVIKpXJ7GipV1lChTpkyZMquXZL7ApbFJzEVSgcuUKfP2IwoqUfcOIq5tmHYWw85QtFNkjUEyRi8ZY5C8OULRTmHZBSxHx3aK2I5R+gcLx7GuEzFKQoaACIiIgoQoqEiChiS4kEUPmhTCpzQR1NYR0tahSRFUqQKRW9f5r5RwZYAN97WgKKVAqyLiQ9VW7XT5PY3HrXL/9uZ3ehjvaa4ahK52ImEf+/eufaeHcU8gIOCSPIwWhql1NyCJMoO5Plq87Xfk+Kv2betTVfa3NdMaDtEcCeNVFXxqOaWuTJkyZe5FHMehZzLByHT6nR5KmTJlFkAQRBTJjyL58VBDhXatI4Pj2Bh2lqI9TdFKopspbHKYTh7b0TFMnbGpBBUBDUWVSKcLGKZAZbgCSVRRBB+KFEAVg7jlSjQptGi5hm07jE+lqZgxy7sdrprBLyR0bH9wbgBjGtaKSxDKlClT5l4iZ2YYLQyTt3K4JA8Vavim79XlsGrFCUEQ8GkayYLOC5c6Sy1mOtqJvU21rWXKlClT5u3DATonpphIZ9/poZQpU2aZCIKIKvkRHA8Xr9hMxgXWt68jFPRgWhZen0Z6aBiX4iKieblyuYvWphhtwWoEQaCrb4LjV0bweyW2rHOTIY+qyIiigMelkMsbOI5D0bQIeF0MjydJpvO0NESYTuXxuFVM08a0LFyqMuNEDy6XSqFQRFFkcBz0oonbpTAwMo3fq1EVDcxmSFyl5+JIyfxyZn598UQ/j35sB+ptCiFlypQpcy8hCAJhNcrDsffjljyogoosKmTMFJrkQhUWN+JdCqtWnACYyGQZz2QomhZeTaVgGO/0kMq8QziOQ94w6JqIMxBPMpnJzd4PLkUm5HFTHwrSFgvjdy3c97vM24Nl20yks3RNxBlNpkkVdIqWhSyKeDWVSr+XlmiY+lAARXrn6hMNy2IgnqR7Ms54KkuuWGojpskyQY+L6oCP5kiIyoDvjrbRzBcNhqZTDCWSTGRy5IoGumkCpXO7FYWQx01V0Ed1wE/E53nb2ni+k0zn8pzsH6Folf0mypR5NyMKwmz3hINHO8nli2xdX4/LpWAYFsl0nngyx4brgv2CbtDeHCOXL3LwaCdF00SWJKIhLw01Ibr6JimaFtmczuaOWjwuhaJhcrFzlEQqT0E3MC0bt6YwNV0SOA3DIlzhJZ0tIIoCiizhdimIgkAyUyAa8hIMuOeJE6dev0KgwouilrYnp9KLdp0oU6ZMmfcigiAQ0+aasabMFEFBQBXvYXHCrSisiUYZmE4ynsmU28ndYziOw+mhUf7vX746uy3sdfMH79vLuuoYAKZtM5RI8fKlLl651M1gIkW6oJM3jFJdulNqm6PJMn6XRszvZW9bE09sWENrLIwiibctVIynM/zX5w/TM5lY1n7/20ceZWPtytrevtU7xF+9dJiieW1C5FEV/s1je9jWUHNHxJeeyTj/5dmDxLPX+qDLkshn79/ChzZ3LCsgdhyHeDbPyYERXrjQybnhMaZzBbLFIrppYtsOgiCgShIeVSHgdtFWGeaxjjb2tjUS83tX7CjdM5ngqy8cYixVmpi6FJkvPriDR9a2zh1nLs9bvYP8/PQlusanSOTz5IsGhmXjOA6SKKIpMl5VIeh20RSp4JGOVp7YuBbfbbQudBwH3TTpHI9z8Eovb/T0M5bMkNGL5IoGpm1h2qU6bFkUkWfPr+LTVBrDFWxrqGF7Yy2N4QoqPK7bulbpgs7XD73FG90Dy9rvi3t38IGNa1YskDhOSRDK6kVyxSKpgs5APEnXRJyuiSn64tP0TU3P2+9Hx89x8Erfss7/b9+3l92tDYvuM5pM85+fPcDwdSUksiTy1LYNfHz7hlkjvJWQKuj8xXMHuTQ6ObtNFGBPWyO//8gDZQf1MvckkijSUBumZ2CSN070IMsSsbAPVZFIpnIIokB1LEBLQ4TqWGDOd1k6U8AwbTI5nYqAm0jIi9elcfBoFxvWVNM3FCcW9qGpMvHpHJZlk83rtDZGOXKyF7dLoTLi52LXKOvbq0kkc0wmMgT9bgI+F7lCSSQ5erqPqoifyoh/wbKQxz+5C5dbJZ/VMQ2TutZKvP6F20yWKVOmTJk7y6oWJzyKQrJQQBBKLcQ8Zc+Je450QefU4Mjs/wdcGlfGJllXHcOwLF6+2M0/vnaMM0OjWIu0pDIsG8MqktGLjCTTnBsa45dnLvGlvTv46Nb1eG8joAQomhaXxyY5PzK+rP0yun5b57ueyoCXRDZP50R8zvbtjbWsr6nEpaz80T1wuZcjPQPkitcykmqDfmorAsvyQDctm+P9w3z7yAkOdfaRLxoLComO41AwTQqmSTyXp3cqwcHLvWxvrOXzu7exf20L6gqcnvNFg/MjEwwmkgDIosijHa04a0AQwHYcOsen+PuDR3nxQid5Y+H2X6ZtY+pFsnqR8XSWK+OlwHlfe/OyxQnHcRiaTvGj42f56ckLjKUy2M7iMmvpXrbJGybTuVI7zUtjk7x4sQuvprKjsZbP7trCvvbmZQe3lm3TO5mY87wthclMtqQsrFgQc3jpYhe/OnuJvqlphqZTFAwT23FwHGdR8XkslWEslVnWmabz+Zv+POR1I0vivGvhVmT2r20h5l95+eCFkXFevdTDWPra2D2qwlPbN74nMmHKvDexbZtEModp2uzY1EguX8Q0bVyajGWXBFhJEqmrrsC2bHoGJnGc0vdIPm8QDLh5fN86uvsniYZ8hIIe8nqRtS1VuFRlpixDxbIyCIJAW1OMvqE47U0xeofiTE1n2XtfG36vRjTkw+1WmYyXBApRFPC6VVoaIoSDXobGpinoBsoN3zu+gJuBrnFOHLpMYiKFx++isjaE5irPQcuUKVPmbrOqxQlZEgl73Pg1jXguT75YBG+5ldO9TN4w6J1KkC8a/Oz0Rf7fV95YdmBiOQ798Wn+8qXXmMhk+fKDO/Go6spjq7eRmN/Lw2tb6J5MzAlmD1zp4ZP3baImuLKWutO5PG/0DJC/TpgQgHU1lWyoWXrWR6ag84uzl/j6wbcYmk7dNPBeiKJlcaRngJ7JOL1T2/nUfZuo8Czea3o5mLZNPJvDsm1EUeBY7xB//vxBzg2NYS1znGti0WUHrLbtcH5kjP/6wmHe7BlcUQcK23FIF3Te7Blk/9oWhLvUQu9u4jgOR3sHee585zs9FBRJ4oMb1/Lcuc6ZkpoSJwdGuDw2ueJSGt0wOdo7yERmrn9GXUWA3S315bKzMvcssiyxpjnGmubYnO2CIFAdu9auL+h3oxdNRFHAcaAmFmRTR+2s6FoZ8c/uFw35ANi4tua6Y5VaRToONNSEyBcMPG6VloYoqiLNecbaGqOz+wFsaK/BcRyqov5Fn8XERIpQzF8aHw62VS7rKFNmOTiOg26ZdKameGO8j0vT48T1HKZt41NUoi4v60NV7K9po8Zzd1u/9mcS/D+nDzBeWNhw+4827WdnbOnfzYdGe/jG5aPkzOK8n0VdXv5s2/up8qxsnv5uYLQwTGfmEkVbxy8H2Bzcjiys3JtnVYsToiCgyTKK5CCJwkzqc5l7GcOyGUwkefFiF/99AWHCrSpEfR58mortOGR1g4l0Bt2cX6c+nSvwnSOnaIqE+PCmtcjL9DdwKQpbG2pwKzLZokG+aJT+bZT+e7mB+LLOLcs80NrI06cuMJnJzW7vn5rm5MAwNcGOm+x9cxzHoWsizvnhsTmr1bIk8lhHK6q8tNdC3jD44fFzfO3AmyRy81eqRUEg5HET9LjQZAndsEjm8yRyhXnXbjyd5WsH3sSwLL784H24lDtjPBbP5dFNk4FEkv/y3EHODo3OW6EXAFWWkUSBomktKCLsbq1fdpnL8HSKv3j+EG/2DC54r7gVhbDXjVdTkUURw7LIGwaJbJ5scWF/ndoKP/vamxDF5Qe3iiSxrqaSeC43ez/niga5YpFc0cR6D9VUC8D6mkq21FdztHdwdntGL/LK5W52NtehLfE5WIhELs/hzr55f/d9a5qJ+X23fdwyZd4NLHWCryoSDbVhWCAxa6FjLLwNQMDtUljTUokoCPN+b6nHup5odQXBsI9O3SCbyiPJd64My3Ycjk0OciU5AcCaYIz7Yw1L3n8in+HQaA95y8Arq+yrbiHiKpvFl1ld6JbJ97pO8vVLRxgvZLFsG3u2jXBpjljjCbAmELvr4kTONDgVH6Y/s3CZdkLP4cCSl33ihRxvTQyQNuZnStd6AhSshTNz7zV6s13UuRsIq1EkQUIT70z526oVJzK6zkgqzdnRMQCiXi+hO7SiWmZ182bPIG/1Dc8KE4ok0haL8Ni6NnY01hL2unEpymwt/1gqw8Ervbx0sYvRG8SM6XyB7xw5yfaGWhrCwYVOtyghj4s/eGzPrGGhblrX/m2YXBqb4O8PHCVVWHkZx40IgsC2hhraKyNzxImMXuTVyz08tq7ttoOnomktuKrbGK5gR1PdkjJMiqbF8+c6+fuD84WJsNfN/U31PNLRSnM0hFdVkCUJw7LI6UW6JuK8dKmboz0DpPVrqnNGL/KtN05SFfDx5Nb1d8QscyqTo3syzl+/9DrnZsQYRRKp9PvYWl/NlvoaGsNB3GrJJE03LcZSGS6PTXJyYJih6RSCILC5rnpZ5zUsm5+eusDR3rnChCKJrKuu5PEN7WyoqSTkceOacaS3bBvdtEgXdEaTac4Pj3N6cJTB6SSpfMlU9IHWRupCy7uPr+JWFT6/eytPbVtPwTQpztzHumlSMC1Gkin+4eBR+uPJ2zr+rRAEgY9t28CW+oWvZUYv8sNjZ7k4OjFn+/vWtfFIRyuKtPTgYEtdzU0nGYIgEPN7eaSjhdODo3OyJ17r6md4OkVLNLzk893I+ZFxroxNzdkW9rrZ29qI+w6UZJUpcy8gCDM5YHcgkUgQBKQ7lJFkWTbVDWEsyyZcFaD30gjSCkoOF+JcfJQ/P/0KectgX1ULf//wp1GX8J3nOA4HRrv5D8efJ2XobA7X8GBVyx0dW5kyK8VxHF4a6eRvL77OeD6DJso0BcI0+cK4ZJmsUWQ8n6HS7aMtELnr42nwVvCfdn2YiUKWVLHARD7Dc0OXuTi9vLLtqzxQ1cRf7n2KhJ4nWcwzlE3xk94zTOm5W+98DyELCt2ZKyTUKTySl3WBTXfmuHfkKHeBC2MTHBscZjKTJerzMjidYkd9LRXusinRvc71AoNbUfjw5g6+uHcHDaEgqjw3XdNxHDqqY+xuaeCB1ka++sIhum8wsOwcj3Oos5fP7tq6rHFIokiFx71gmYHjOIQ8br71+sm7Ik4A+DSVfe3NHOsbwphJKbUdh3PD4/RNTbO2Knpbx00WChy80sv1i7oCsLetiarA0lZfLo9N8vXDb80x0xSAtsoIv/vQ/ezvaMWrKvN8ERwHNtVX89i6Nn52+gLfeO04I8lraXbTuTzffO04G2uqWFczNy34dhhJpvnOkVO81lVaxQ66XXx481qe2raB1lgETZaQZ8YoCAKO42A5zoyQYnBmaJSBRHLZZTTTuTwvXuyc45MiiyLvW9fOHzy2h7pQcFGzVsdxsB2HD2xcQ75o0Dk+xeHOPk4PjfLBTWtvu9xAFAT8Lg2/a76LsuM4jKcz/OCts8DdESdAYFNdFRtrKxf8aTyb5+CV3nnixNqqKB/evHZZYtxSrpEsiuxf28L3j56hL37NiHM0meZQZx/NkdBtlV/YtsOrl3vmdZfqqIqxfhklU2XKlHlnGOwex7Edei4OI6sy3eeGqG+J4fauzIH+KqIgsLuykYjLw2A2SW8mzpXUBBtDtxbBi7bFsYlBMkYREYHtkVoirnK5c5nVRc4s8vzgZSbyGURB4KNNG/jXGx8kpHkQKM05DNtGt00C6t2P67yKyq5YIw5gOzYpQ6c/O33b4kTM5SVW3YpNab42lE1yaLT7PSdO1LkbmDbijBVGaPfdfkb3jaxacWL7P5qe+QAAIABJREFUjBBxaniUB1uaeL23H+cuptGXWX0oksindm7mdx7aSdS3cNB8deXFrSo82tFK0TL5j798ZU7QnCsWeaN7gKe2b8B9h8oFBEFAEO7Igs9Nz7GvvYnvvHmK4enU7Pa+qQQnB4ZpjYaRl7GafJUzg2N03WC0GfZ6eLC9aUnXJ6sX+e6bp+i+4RitsTB/9uFH2NlUv+i4BAFkQSTkdfMbO7egyTJ/8fwh0tcJPF0TcX584iz/c9X+FXc06J7pBGHZDrUVfn5v/wN8aNNaPKqyaKqvLAjIoohbUXiko/W23jtdE3Em0nMzU6qDfn5v/26ao+GbZqdcXQF0z4xhV4uH+5rqSOTyBFx350u89BzdXSeL0vMiLGqsuZigIAggCuJd6W7RHAmxq6VhjjiRKxocvNLLhzatXfS9czMGEtOcHBiZ42viVmQebG8i7C1n/5Ups9rxBdxMjiZxezQi1UFSU1nE2/iuvRnN/jDrK6oYzCaZLGQ5Ot7P+oqqWwqrw9kkZxMj2Di4JYX9NW1lwbPMqmOikKUnPYUDVCguPt++g0Zf6B0d09V4QRQkVFFaka/U1WdOQkASQBGl9+RzGC9OElGjaJKLqeIka+7QcVdtLzNZFKlwuykYJge6eskWjTsWWJZZ/QjAtoYaPrdrK5ElmqDKksgja1vZUj83pdsBBhNJxlPZxXZdtdQE/exumVuLalg2hzv7bqsriGlZHOzsJavPNfFpiYXYUld9y5er4zicHRrjta6+Od4MbkXhc7u2srN5cWHiRlRZ4omNa9nb1jjnS8J2HF7r6l92C9eFKFoWhmXjVhS+uOc+PrplHV5NXdaXiLBADfOtmMxkKVpzfVAiXjdtlTcXJhZDEkWiPu+KupmUmY8oCLx/Q9u87jdnhka5Mja1bGHKdhxODIwwdJ2YCBDxeXmwvek9OXkpU+bdRqQqSF1zlM0PtLFmcwM7Hu64Y1kTV1EliX3VpXKMgmVyfGqIVLFw031sx6EnHac7VVoYaAtEaA/cXgZlmTJ3k5xpkCqW5qgxt4+wVs7uuRfJWzl8sp+IGqVg3bxL2nJYteIEgF9TaQ6HyBWLeFRlNv26zL2Pz6Xxsa0baAwHlzWh92oqD7Y1zvMrmMrmSi0R32X4XBoPrWmal4p/on9k2cG740B/PMnJgeE5woIqSexrbya0hFXdvGHwyuWeed4eW2ZKNZbzjAqCQIXHxRMb1+C/oUXbUCLFmz0Dd8R0VBDgsXWtfHTruiWbfa78nPOzEEzbxrDmG7eWeecQBIH11ZXsaKyds306V+DAlR4K5vJMrdIFncOdffPEvwdaG6gP3V3DrzJlytw5BnsmGB2Ilwykzw1RyM135V8JpZKMOqrcJYPc45ODjObTNxVEdcvkyHg/ectAAPZUNZeNMMusOhzHwbQtDLs039Ekudw++x6lxdtOykjSm+2i1beWnJXFsBc2dF8Oq7asA2AklaFzcoqcYYAAmWKxbIr5HqE26GdPW+NtrTR2VMdKKeDXBYJZvUhGv7OTi7cDURDYWl9DcyTEmaHR2e3JfIFDnb1sa6hZ8jWyHZszQ2P0TU3P2R7yutnX3rSkYySyBV7v7puzTRIE9q9tIeK7PWV8a30NYa+HZP5aJkjBNDkzNMaTehHfAh4JyyHkcfORzR0E3a63rZ1sxOuZJ5CNpTIc6RlgX3vzXSlRKHN7hL1u9q9t5Xj/MAXjmhhxqLOPz9y/habI0lNRR5Jp3rqu+weAR1V4qL0Zj6IusleZMmVWG47tMNA5hm3ZxMeTd7ysWBAEar0BtkXqeHbwEqO5DOcTY6wNxhYtr0sbOkcnBgCoUN3siNbhkm4+jc8YOiO5NHE9h26ZiIKAT1GpdvuJuXxL+i7qSk0ykEnilmW2RerQZs6ZNnSGsknihRxF20IRRfyqi2q3j4jmnXPsi9PjjORSiIJAsy9Ek//WhsOmbdOZmmQkV8pE6wiWujq8XRlojuOQNnTG8mkSeh7dMrEdB1kU8SoqIc1DzOXFI9/83W45NlOFHBOFDKmiTtE2ERDQJIkK1U21x09Acd3ycxVMgzPxETJmkQZvBe3B6OzxJ/JZRnJJ0kYRBweXJBPSPNS4A/jVW8+hskaRkXyKeCFH4ep9IqtUeUr3yc0WngqmwXghQ9YokjMNsmaRC4kxcmYpSE0bBV4f6yO8gDfKtkgdIe1aXGc7DsO5JFeSk0Cp/KnJV4EoLH7+C4kxRvNpJEGkPRCh1nt7puFvN4PZabpSU9iOQ43Hz9pg5S1FnKv+Fp2p0vWp8wRpC0aQbnJ97iZhNYpfCWA7NqqoMVYYwa8EUMSVVTqsanFCFASawxUMJ9MkCzpmuc/0e4ZtDTULGlEuhVJgKJK/TrwrWtYcR/53EzVBP/c313FxdHzWGLNoWRzpHuAz928l5l/aykmmUOTQld45ARjAAy0N1C+xA0TX5BRDibkp62Gfh/U1lbfdXcPn0miKVMzLBOkcnyJd0FcsTtRVBNnd0vC2ptS3xsJEvJ45nVamMjn+6sXXkUWR+5rq0eT3Zo3iakMSRfavbeYHx07TOX7NR2VkOsXBK300hiuW9HdyHIcjPQPzvEbWVcfYWFd1W+1fy5Qp887QuKaKxGSa3ksjrNncgMd35/1+gqqb3ZWNvDrSRcEyOTjazUebNiAKC3+Xnk+MMpAtLS40+CrYGqld9N2UNw2OTQ7wk95znEuMMppLkTONktG36qLFH+HhmlY+2riRao//pkHRD7tP84+Xj1Ll9vHP7/sCUZeXU1PDfLfzBKfiw4zm0uiWiSpJhDUPzf4wf7x5P9uuG9/B0W6+euYAhm3z8ebN/LudT6DeQliZKmT598ef543xPnyyylf3PkW1J3BXvZGgFAAmi3leGurkxeEr9KSnGMtnyJsGpm2jSTIBVaPK7afFH+Y32raxM9owT+gpWian4sO8NNzJuXjpbzdVyFGwDARBwCMpxNw+2gNRPtywnkdq2/Api893JvUc/+fx57k4Pcbn2+/j/7jvA6QNnV/0n+dXAxe5kpxgupjHdhy8M8LC3qoW/mjzw/gXOW7BNDgxNcRPes9yNjHKcDZFziwiiSJB1UWzL8xDNS082bSRWk9wwfvk/PQYf376FcZyadKGTtrQKdrXFgd70wn+9M2fz9tPAL792OfZXXltccxybF4c6uTfHX8OgD/Y9BBfWb8H7Sblwt+4fJQf957BIyv8L1vfx2fbty/6u6uJzuQUf3rkZ0zpOXZXNvK3+z55S3NQ3TL52oU3+E7XcVRR4o8376c1ELm7Bng3QRAEVOHavWVjAysXcle1OBH1eXCrCq2RMOPpLFXl/vDvGdZVx5bUVmshJFFAU2S4zmTRth1s+91pqCoIAo90tPLTkxeYyl4LdrsnE5wdHuORtS1LCp6Gkine6h+as82jKjzY3oRfW5oAcGFkYl5pQsTrWXY3i+uRRWHBZ3skmSZn/P/svXeYXFd6n/memyqnrs45opGIQBAgQII5TdJoPJbGI0uatXYlS2tJlryStfJKWlmWbXm1jy3beiR5bcXxWFaWZigNhzPkcJhJgESOnXPu6srphrN/VKOAQjeABtAAmmC/zwN0d1XdU/dWnXvvOd/5vt/v9gNKvfXVeIy7u2od9rp5sreT/rnFcmmKBM5Pz/F/f+1VntvezfPbe+ipjeK/SQ2MTdaf5kiIA+0tDM7Hyi422aLJ2wMjfPqB3jWVPOVNizf7RiqEMA1V5aH2JuqDm/euTTb5KJHLFFiaT+ILekvOAkUL3VjfIbMiBAdqW6l2+5jIJDgbm2Emm6LFH17xWkc6vD83RsosoAqF3dFGatyrX1dSZoH/OXCcL/cfZTaXRkqJTzcIGW5sKVnMZ5nNpTm5OMUH8+P89M7H2VF1Y6eQgm2xmM9ycnGK/3TmTQaSC0gpcakauqJSsC2mskkyVnHFJPbJhi7+bPAEQ6kYxxYmGEgusi18ffeigeQCp2PTAOyI1LM1fOOV5dvFkZIL8Tl+59w7vD07TGJZB0RQEj10qRpFx2I2ZzKbSzOUjPFCc++qx/HB/AT/6tg3GUnHMB0HAXg1g7DhQQIZq8hgcpGh5CLHFiYYzyzxQ70HcKvXX3WWQNLMM5VN8N/7P+TPBk+SNPNoQkFXVExpkzQLpBIF2vwRPNcIAqXNAn82dJI/6jvKdDZZDmpc6iexfJa5XJrTsSnenxvjZx54gl3RxhXtmI5NxiwihCBouAkabgq2xVwujSUdDEWlzhNYkX0h4IbHej+zv6aF3nAt78yOMJBY4Oj8OE83dl/3nJjJpXh/vpS93OAN8mh9+30pebChgxPxXJ7xpTgPt7XQGll5sd7k/kRVBI3hIOotrzSKVW9gH83QRImumii7mut57eJQ+bGlbI73h8Z5uKMZ7w0m31JK3uwfYSlTaXPUUR1hb2vjmlZ1pZQML8TK2RuX8LsMfC59RUbGWilazgpBQiid/+uR7dJVc2silLeDoap8166tvDUwwtmpy1ZVEpiKJ/mjd47xjTN9HGhv5sneTva3NxPxelCVmxff3OT2URWF53f08OLJ86SWy78kcGpyhgsz8xzsvH7mjZSSM1OzDMwvVjwe8Xl4qrdzs4xnk00+YkyNLBAIecmmC0wMzdPYVn1Hsid6gtV0h6qZyCSYz6f5YH6cZt9Kra2FfJaTsSlMx8anGTzR0LXqOCdvW/zF0El+69zbZMwC7f4qnm/pZUekDr/mouhYjKbjfH38PGdjM7w2NYAtJf9m/yep9wSue50zHZtvT/Xz4uhZFvIZnmnsYW91E9VuH1LCQj7Nqdg0mqLQ4K1sq8kX4pmmHoYuvM9Ieon35kbpDlZfcxFKSskrk/1kLROXonGorr2sz3GnkFIyll7i3x5/hXfnShNAv2bwcG0re6qbSuUNQiFlFhhLL3FicQq3qrGzqmHV76I3XINfN/BrLvZUN7E32kSLP0xQd+Egmc2meXWyn3dmh5nPZ/hK/zEerG7mQM2NS5oX8xl+98L7/OXwaWrdPj7btoOeUDU+zSBnW8v7N8lj9Z1oysrPuGBbfG30LL955i2SZp5WX5jnm3t5oKoBv+7CdGzGM3FeGr/AqcUp3poZRkrJvzvw6RWlNTsi9fz6w5+p0AjrTy7wa8dfZS6fpi0Q4f/a88yqwbR77eBxL/FqOp9u3ca7syMsFXK8MtnHwdo2fNcoAZVS8tbMEDPZFALYVdXAltDq1ux3i7HsMAJBvbuRwXQfS+YiD4QevO12N3RwwnEkAwsxfC4XmqLQXhXedOz4GOAzjJt2VLjfCbpdPLGlg7cHRitcIN4eHOWLB3bRHr1+cCKZK/De0BgF6/K2pfKCpjVnPViOw0I6u0Kk8uzUHP/oD/7ilr8vKWWF9eslbMehsA6ZE7daHnQ7CCFor47wU888yn985W3Oz8xxdcnybDLN3566wBv9IzRHQjzW3cYj3W10VlcR8Xk2BaTuMt01UR5qb64MAGZyvD04yp6WBjzGte89luPw3tBYRRkPwO7mejqrb1xbvckmm2wsItUBBs9OMjMeo2t7I4b7zow9VaHwRH0X35kaJGUW+GBhgk+0bMWjXX4/KSVDyUUGk6XgZ2cwypZQzartnY3N8HsXj5AxC2yP1PMLe59ld1UD7uX2JKV76xMNXfza8Vd4fWaI9+dGeXH0LD/UewD9GiUlUMrI+KO+D4i4PPzig8/xVEM3QcONpijldpNmHstxiF7lzuBRdR6v7+Rro2eZzaV5ZbKPT7Vspd67ulDwdDbJ0flxJJIaj285GHNng7xZy+QP+47ywbKuR1cwyj/d8RgH69oIG+7yJN+RkrxtES/mMG2beu/qY6gql5ef3fUUhqrS6o8QWm7j0p3dkZLD9R38+1Pf4cWxc8zm0nwwP8HeaNMNS15OLE5xOjbDo3Xt/JPtj9AVrMarlSzSpZQUlvfPp62eFXshPsfvXniflJmnN1TLL+x9hgerm8v97tL3+VRjN792/FVenerng4UJ/nrkDD+y9eGK/fPrLnrDlZNkSzrlFX23qtMdrP7IaEHcTQ7UtNIVrGYgucC7s6OMpGJsj9StOp5OFPO8MztC1iriUjWea95yz7MmBtIXKdoFUmaSucIMbtVTdvC4HTZ0cMLnMvAaOhdm5xECavw+3Jq2OWm9z3Hr2i3rF9yvaKrC3tZGWqvCFauzE7EEx8emaLtOXbyUkrPTswzMVa7q+t0GT9/Eqm62YJIrrlThzZkmg/OxVba4fUzn9t0t/K57I0SoKgqPdrdR5fXw+29/wLcvDq3ILpGUxE0TuTxnp2b5H0dO8lBbE09s6eCp3k6qAz4EbF7z7gIRr5unejt5b2icnFnq5xJ4vW+YLzz0AK1Vq2fvSSlZSGd5e3AM+woXHE1ReHprF7571P822WSTW6e2uYpIbZDkUob2rY24PHfuPH6oppmIy8NSIcepxSlmcyna/JHydd90bE4vTbOQL+nZPFLbtqo1o5SSr46eYSabwq+7+IGeBzlQU5n1JShdm7qCUb6/Zx/vz4+Rty1enrjId7XtoOEawQIAW0pMx+aHtz7MZ9t2oF+xIn+p3WtZRgoheCDayK6qBl6Z7Ofc0iwnF6eoWyVbQ0rJe3NjjGdKOlS7qhrpCd1Zy1QpJf3JBV4ev4gpHbyawU/tfIxPt25f8VpFCLyajle7fsBKCMHBumuLjStC0OwL8enW7Xxrso+8bTGSjpGzrRsGJzJWkQeqGvjZXU+WhTGvfF+3plN/jf2TUvLi6FkmMgm8msH3de/hkbr2VftJuz/CD/bs453ZEXK2ybcm+/hs245Vs3s2uTmEEOWMouHUIuOZOO/NjdIbrkG7KkgopWQotciJhSkk0BWsZk+06d7s+BUEtBCLzjyDmT4kEl3R10U8eEPnmmaLRTJFk92N9XRVR3nx7AUuzM3f693a5A6jKsrmqvEqtEcj7G6pryh3KdgW37k4VJFNcTUFy+LI8ASLV2Un7Gqqp7t27Tf8om1XWJDeFdahFudeRpYVIdjeWMsvfeZp/vV3P8fBzhZCnmunBqfyBV67OMSvv/wG/+SPv8ofvP0hE0uJu/+5fwxRFIWDna20V1cGIabiSd4aGLnuDbd/doHzV5TvQKmc6IGm+s1r2SabfAQZPDuJYzscfG4nF46PkE5kb7zRLSCEoN4b5KHqFqCkszCYXKy49aWtIu/OjgDLLh01zau6dMznMxxfmCxlG7h9HK7rvOYEUhGCVn+YJm9pNftifJ5Y4cbHuC1cy1MN3RWBibXi1wyea+rFr7vIWEW+MXGxQjjxEkmzwBszQ6TNIrpQeL55yy1rkK0VWzqcWpxiLl+ySX+kro1Dte139D2h9P2HDHdZsDJtFrDl2u73n2nddktlEYuFLMcWJrGlQ5XLy2P11+4nQgia/eGyDkp/Yr4cJNvk9jEUlWcae6j3lIKCL09cJL6sc3IlRcfmvblR5vNpVCF4qrGL6g1gI9zj76XJ00KXfwvNnjYCeoiAfvu26Rs6cyJdLBLLZnlreJT6YIAtNVEGF2Jsq7u3NTYfVe7kGHn1cbvgnknI3ocYmspTW7v41rkBkstin1KWRCr7ZxfY2bS6oFUsk+ON/uGKyZWmKDzZ23ndifLV2I6zoqRjkxsjhCDs9fDpXVt5YksHbw6M8M1zA7w3OEY8t/ImBCUxxrNTc5yfnucbZ/r4wUN7eWFHDy5tQ1+yP/I0R0I83NFK3+xiOQsiVzR5o2+EzzywleA1zpfXrgoQqorgofZmmiObq0v3M3lrkmT+fSKep9DVjVk7nS6eI28OU+V9DkV8NLN40oVTFKxJIt5nUcTdKe11bIdsKk8qniE2l+L8sVG27Gqhqvb2B95XE1527XhjepDC8iTkcH1H2bJzPB3n3NIsAG3+CDsj9ateVwaTCywWShPHnG3xJ4PHrzupjxdypK3C8utNlgoryyuvRBGCzmCU2lvUfhBC8Eh9O52BKCdjUxxfmOR8fLZiBVguWyW+MzMMwJZwDQ9UNdxxq0TTcTizVLJr14TCvupmwq71Kwkt2BYTmTiTmSSJYo6MWaTgWBQdm9HUUtl205ZyTSvPXk1nR6Qe/RYWX0ZSMeaXgzBFx+Ivhk7hvs7YIlnMkzZL/SRvW2sKYm2yNoQQ7I42sCvawFQ2sVzeMcJ3te2oeF2ymOfbkwNIoNbj55G6y9eHe8lkbpz5wiyqUAloQXatg94EbPDgRMDlwlBV0oUifXMLNIeDBF3rL0j0cUERyopQgYQ1R2mvh+XYFSr15ffctM9bV3Y21tFTV82Ho5ddN2aSKY6OTLK1vgZtlYHIyYlpRhfjFY+1VIXY29J4U0J9mqqgXjUgEkB3bZRntnXd3IGsiZIw6v2E3+3ihR1bONTZxtBCjDf7R3izf5iJpSTJXH5FooizLLT4/7z0Ohdm5vlfH91Htf/eR8vvV4SA57Z18+LJy844Ejg3PcfZ6TkOrmJJO5tMV5yPABGvhye2dGBoH7fyNIlpL7GYfYlk4SiOk0MRbvyu3dT6vxdNub061I2GZcdIFT4g5H4Y2JjBiYI1Trpwgojn6RVrBbaTZiHzdYLu/Xj0jnuzg2sgZ42SLZ4j4nkKrgpOWE6KhcyLhN2Hceut6/aeVXVBFmfjpBM5GlqrkI6DZd5+meFqKEKwv6aFWk+A8UycI8uuHC5VWy5xGCVlFtAuuXRcIzgQK2TJL4tIT2eT/Na5t29qPzJW8brPa0Kh2u27rYBrlcvLJ1p6ObM0zVQ2ydszI2wL11VMtN6ZGWaxkEUTCofq2mm8TqnJeuFIyXyuNGH3aDr13uBtZ705ywKbr0728/r0IFPZJGmzQMG2MB0HW5b+OVLedJJoUHfj025Nm22pkCO3HAyZzaX5nfPv3NT2WauIZHPpcb3QFJXPtG7ntakBksUC354a4MnG7gr712MLk4ykYghga7iWnWtw17kbpK0Urd4OokY1qli/kMKGDk5EPG4+vb2XuoAf25EMLcZoDm8KqtwqurqyXMJ2HPLF2xcdzBWtFRaTQvAxHJzfWSJeN09u6eDY6GT5ZmbaDm8NjPCZXVupCVROXG3H4TsXhyu0DhQheKCpno6ayE1l07i1lVogEmitCvPjTx26Izeq+zElXhGCsNfN3pYGdjfX8/0HdnNkZILX+4Z5f3ic2WR6xTaxbI4vv3scXVX5iacObmqy3EE6ayIc6GjmpTN95cfmUxneGxxjT3OlMKaUkveGx5lOpCra6KqJsrt5Ywwe7iaOLDKT+u/E828S9X4KVQlg2vNYTuJe79odwWfsoKPqVxAbeChV5XmWKs8zwMprhunEWcy9hNfYcvd37Cao9n4KvJ9k1WOwYyxmv47ftWdd39MybVq665kanqcgBLsOduMN3LnFsS3hWrqCUcYzcaazSU7HpnmqsZusZfLh/AQF2yKgu3isvvOaWQQ5y8RcXmzy6wb1niBrXx8S+LTrZ9YIIW57tdZQVA7VtdPsCzOaXuKVyT4+176TpmWxxJxt8urUAAARl5cnGrpuqYTkZpHIcnBGVxQ8t2lxaUuHD+cn+PWTr3EqNoUtJYai0uaP0OANEjLceDQdQ1FZyGf5zvQAeXvtY3FdUW/ZBSpvm2U9L59m0OAN3NRYy6+vzXr+buEgP9p2fMDuaCM7I/V8sDDBkbkxBpML7K5qRAhB0bZ4fXqQpJnHUDWeauzGu0EsWP1agIH0RWa0SfxagD3h/evS7sa9o1IakI8uxWkJhxCaYGdD3b3epY80Ppex4mJm2jZLueun8t0IKSXxXG5FkEMVyj0TI7xf0VWVh9qbaAgHmIpfnhCdmphhcH5xRXBiZHGJs1OzFeUYAbfBk72dN10i4DUMgp6VN6Vs0cSybdybTjo3hRACVQiqAz4+ubOXx3raGZqP8c1z/bxyfoDJeBLbufy92Y7DXx8/y57mep7o7bwvAzcbgaDbxVO9nbzZP0K6cHkl8bW+IT7/4E7aopc1KVL5Iu8OjlW8ThGCZ7d139De937EdtJkiucIux+nMfhDQEk5XlJEUPo8HFkgnnuLpdx3sJ0ULq2Zat9n8epd2DLNZOK/4dbbSOaPEvYcxnFyJAvvE/V+qrRyjiBvjbGQ/Vty5hAKBiH3Qaq8z6EqXm60npc3x5hO/SE1vr+H3/UAAKnCSRYyX6Mh8I9QFQ+Tif9KwPUgGfMcBWscVQlR4/scfmP38mBxgZnUH5EzhwCF9sgv4NJKwSjLSTEW/w+EPY8RcT+JEApSOixmXyJdOElr5GcQ6OStERYyL5KzRlCFm5D7USKep1EVD460mM/8DSDRlShLudewnTQRzxNEfZ9GEQZFa5aF7N+RLV7AwcRQaoj6PkVgeZKeNQeZSX2FojWFodbRXvWL5e/AdtIsZL9OPPcGqcJxxuL/AV2JoKkhWkL/DIDx+H+iyvs0Iffh8jEsZF8kW7xAa/hnEDdYJUvk32Mp+yqNwR/G0OqQ0iGWfZl08TRNwR+laM8zl/5TQu5HiOffwnRiuLU2an2fL2dAZIoXmU39Dwr2DG6thbbIzyPQy5/zQuZF4vm3SBdOM7b062hKCF2N0hL+Z2hKAEcWSeTfJZ77DqYTRxEuAsZeqn2fQVWun4GWiKWZHl3Athwsy6ZYtPDdwWuuoag81tDJmzNDJIp5jsyP8Xh9J0OpRQaTC0igIxBla/jaZc2GqpWzG7eG6/jlB5/DtcZJjIA7btUJpfteT7CaA7WtTGRKaexH5sf4e74HkFJyfGGSoVRJvHtruIZdVQ13pTROcDnwYktJ0bn1RTspJcPJGP/2xKuciU2jCoWnG7v4QuceOoNVBHU3bk1HV1Q0ITg6P87786M3FZy4Ha4MbPSEqvnlB5/HdxMBhzqPf0NlTRRsi5vPPdlYVLt9PN/cy+nYNLO5FG9OD7MtXIehqIyklzi+OIktJW3eEAdr2+55uaifrVHzAAAgAElEQVSUEgeHTn8PTZ7S9Xo6P7Fu7W/o4IQjJccnpknmC2iKwsNtzYQ9d98W8H4h7HWvyGTImRbTiRRS3romhe1IZpPpcjrhJTRFocq3unLzJreGEIKumig7G+uYjqfKl+Pscl38wc7Laa2OlJwcn1mxqttWFWFvS8NNv7eiCBpDQTRFqRBoTObzLKazNEU2s5puFSEg4Haxq7me3voant/ew3978yhv9o9UaBkspDJ8/Uwf+9qarql/sMntoSxb7HZURzg9OVt+fHIpydGR8XJwQkrJdCLJByOVN+SGUIB9bY0VwrUfFxThxaW1kC6eIlvsx6N3IoSGoDTwldImnnuDyeT/R9j9GC7XHpKFDxmL/790RH4RVfGTyL+FI7PoahVj8X9PlecFNKWKmdQfE3QfxJFZJhL/GUV4iLgfw3QWmUn/MRKLat9331CTwJZZMpdKBJaxnDiZ4jkcmUVIlXTxNMnC+0Q8zxByP8ZS7juMJ36Tnui/R1fDaEqIat93E8+9yWz6T3DkZe0YBR2BYCn7KkHXATThx3ZSxLIv49JaEagU7VnG4r+BrlYR8TxB0ZplOvWHSJxSlgCSgjVOIv8OPmMnAdeDSFlEUyPlLI3Z9J+SLBylxvc5hFApWNM48nKQzKU2UOf/AnPpvyRTPMuVS4tC6Pj07SAlqcIxqrzP4tG6UISBqniR0kEIncXsy/hde9FEAMuJs5h9GZ++jdUyGK7GsmNkzPNXfDaSgj1NtngBiYUt0yzlvkPW7CPieRKv0st85qvYToq2yM+hCBdurZm6wBeZTf0JWXMAuHzfUdDxGTuBS8fwPG6tDUW4UUSpv2XNfiYSv0nY/TgB10OY9gISC8mNS1lrGsJMDc+z+1APCzNxDNedHy7vr24hbHhYLGS5sDTHYiFDX2KeqWwSgEN1bUSuo4MQNty4VI2UWSBvmTT5QoSMjTdmdqkazzdt4dXJfpYKOV6Z6OOTLdsQwJszwywtaxo807Tlho4Y64UQouw0krNMFvIZpJS3NAl0pOSt2WHOxKaRwIPVzfzi3mdp8UdWXVSwpaxwerrThAw3blUnQZ6cZdLoC1LtvvOBqbVyM5+47TgkiytLYj9qaELhsYZO/nToBIPJRb491c/3du6i2u3ndGya4VTJEe9wfUdZPPNe4mAzk58ia2WIFRdRhMJMfoptwQfWpf0N7dZR5fWyp6kBn2EQ9rjvuMfx/U5d0I9br7zBFi2bofmlsnXerZAuFOibXVjxeMTnIezdnECtN36Xi8e62yssCh0pOToywXzqsopyulDk6MgE2SvsPwXwZG8nEe+tDVh662tWlBTMJTOMxRLrYh/0cUcIgVvX2NXcwL/45JM82dtZ8bwEToxPMZ/eVMu+k9SHAhzubq8Qk8uZJt/pGy6fT46UHB+bqgj+CQEPd7bQeh1r3/sZVXFTH/iHaEqQodgvMxz7VZZyr2M5peuD5aSYz3yNoGs/jcEfocb3eZpD/wRHFojlvg2AItyE3Iep8X0OpE217xNEvZ9AUsRxMiTzR8lb40S9nyLgepCw+wm8+hZi2VewndQN9nCtCHzGDppCP0at//M0BH4A20lSsMaW91HHq3fj1besCIYIYRD2PEGqcIKiPY2Ukrw9QcY8R8TzOKCSzL9H0Z4h6v0kAWMvYc+TeLROlrKvYDuXy7ocJ0e9//up9X+eusA/IOJ5ArE8DrKcJJoSJODaR5XnBZqCP0rQ9dAV34UXn7ENt96GuMqWThEu/K6d+F27UYQHv7GLsOdRgu79KMKFIlxEPE+SKZ6lYE2WjsEaJVfsI+x5fN36thAaEc8z1Ae+RJ3/C0Q9L5AzBzHt2PIx+PAZ23HpLYirhquK4ibg2oXf2F3WNSkdw76y8KfjFHBkAa+xlbD7MPWBH6DO/32o4sYTMW/AjctjMDO+iC/oQVXv/PizwRtkX3UzcNm148TiJEXHJmS4eaimZVWXjkt0BqPlCfZ8Pk1/YuW4bCMghGBPdRO7qhqQSM4szXB+aZaZbIp3Z0ewpaTVHy7ZoN6lNXpdUcpZKUXH5uTiNKllEcibxUFybmkGudzuEw2dtPjD1whMOMzn0jfU+1hP2gJVVLtL/WQhn+FifOO4ICqIivtu3jKvK8Q+m0/dF+4hQgg6A1EO1rahCsFIaon358bIWAVenxrEdOxlZ5WOuxawu+7+ohDQgpjSIuqqodHTTJWxfna/G3q2X7QtppMpppNJDFW9rQn0JhByu6kPrhQkOz89x1xqZZ37WplPZytWGC/RVVN1XQXgTW4NIeBAZwsNocrvcjKe5MT4dNk5ZTGd4cOxSqG+moCP/e1Nt6wFsqOxloC7Ml09ls1ydmoW0960u1wvhICGcIDv2bezIggFMJNIk8oX78tg0GpznntxmIoQPNnbSZXvchBPSuibWWBgrjTgN22HNwdGK1Zsgm43j3a14TXu/eDh3iBwax20R36JxuCPgFAYj/9HJhK/jS1TODJHzhzCa2xDEW6EEBhqHS61gax5sdSCMNAUP0JoaGoVivCiCAOBgsQia/ZTsCaZSPwWg7FfYnjpV8mafWhKkPUqPBYoePXe8iRXU0IIVGxnDYNgIfDqPehqlFT+GADJ/BFcagtuvQMhuHwM8d9kMPZLjCz9m1J5hxKsOAK33omuXhrwVbpfVfs+i0QyFPtFJpP/hXTxFJL1EWwUQsFnbMWlNRLPvQnYJPLv49G7cGst6/IeAKrw4TW2lIMnulqFlCZS3tqk8Gq8RjdV3ueZTv4+w0v/isXs17GcxJqyRMf6Z3Ecyfx0nJGL0+Rzd378GTLcHKhtRVdUZnMpzi3NcmJhCoCOQBVbQjXXDQw1eIPsiNQhgFghx9fHzt/VSe/NENRdPN/ci64ozGZTfLgwTl9inouJeQRwqLadJt/dczvShMLuqsayCOHbs8Nl946bRUrKJRqqUPDprmsurqbMAm8vB2TuFnUePzsjDShCkCjm+fr4+bIbx71GEYKg7i6XJw2nYmXxzqtxpOTY/CTTy5lFH3U0ReGF5l4Cupu0VeCd2RFGU3FOLJauAd3BanZFGzfEwociFIJ6mFZvOwJBykpRbdSsX/vr1tIdIJ7Lo6kKOdNiPJ7YDE7cJqqisLt5ZTr/4Pwix8embimtzJGStwdGmE1WrlgJYHdzw6YOwR2iJuDjsZ72isfiuRxHRybIL1/IT0/OMn2FLoUAdjXXs6Wu+pYvbg2hAA+2NlU8ZjuSb57rZya5XquWm0DpJt0QClB7lY6I5TgUzLtTm3o3URSxajAzb1r3xMK2PRrmka62isemEylOjE9j2jaji0v0zVauOLVFwxzsXOno8XFCCIGuRqjyPk175OdpDv04yfwR0oVTlCq7xVURJ7lcL1z6zEr/K8uvXW2IIvDonbRF/jmdVf+Szqp/SXf039ES/mk0Za2lZYIrAxlSFrmyZADBsn7Fla+HtQQ/BAJDrSXoeoh4/i1smSaRf4ew5zF0pYpLQQavvoXWyM9VHENz6McrHE1KAZzVA8l+YyedVb9CQ+B/oWjPMbL0ayzlXlnj8V99XCvRlCpC7kdJFo6WLVPDnsfQlPA1t1mt7Ss+ZZyrgg5CqCjCc51tbg9NCdIU+BHaI7+AV9/CTOqPGU/8R0w7fsNtPT4X8YUUw+enyKULaNqdHy6rSsnCssETwJaSVyb7GE7F0IXCnmgT9Z7ru92oQuF7OnZT4/ZjOjZfHT3LnwwcZyGfwXKcioC2IyV5yySWz3I6Ns3Ictr43UJTVPbXtLAlVIMpHd6fG+NbExcxHZuw4eHJxq4bCnSuJ0IItkVqeaKhC0UIFvIZfuP06xyZGyNjFivuQaUsMJu0WWAqkyBRrLQEVwQ0LKfeF2ybvvg8abNQ8flLKUkVC/zV8Glem+q/Owe5jCoUPt/xAA2eIJZ0eGn8Al/p/5C5XBrLsVf2E9tkqZDlbGyGoeTiHd03IQQN3iC1y3392MIER+bHMK/YLyklpmNzPj7LVwY+JF5c3ZL9o8i2cB0HaltwpOR8fJavjZ4hXszhUjQO17cTdW2sUvn+1AVixQVsaaIp6zff29DL2iG3G0dKppMp/C6DoHuzROB2UBXBg22NuDSVgnV5hcW0Hf76+Dn2tzfTfBO6AVLCeCzB3566WCHcB6XJ846mOvS7kAr5ccSlaRzqauUvPjxDMl8a8EkJH45OspTJ4QppvDs4VhFw8hoGhzpbCbhvXWk54Hbx1NZO3ugfrigX6Ztd5G9PXeCHD+/fdGhZR0zbrnBagdJ5fD9+xpqirMgSAZhNpZedgO5uoNPvdvH4lna+db6fVL60+mg5Dh+MTvJdu7ZxbGyKWKZSTPix7nZCH2MtECktHGmWsyKEMHBrrQihY8sMqvDgNXrJmGeoks+g4KNozVC0J6nyPLem9/AZW4jnXgPArbWXxRpLOgI3Pi9U4QFEuXRASpusOVChG3G7CKER8hwmkX+PxczfYTsZQu5Hy4EGr7GFeP5tBCpurQMhBFLalKblCtwwA0IisdCVaiKeZwi6DjC09Css5d4k6v3k2vcTtdSWNFfU1wshCLsPs5h9mbn0nyExCboPlctKboSq+HFkoVxq48giOXP9J2FCqCAdpLSuOgaJlDZCaPiMnXiNLXj0LoaX/jUNgS+hq9e3fm3rqUc3NJbmkjR31eEN3B3thp5QDR3Lrh3HFycxHYew4eZQXdua3Bl2RRv4R737+Z1z7xAv5vitc29zdH6cxxs6qfcG0BUVy3GIF3OMppY4FZtiLB3nJ3ccpj1QdReO8DIt/jCH6trpSyxwbuly9m1rIML+mrsf5A0bHr605SEGkwucj89xYmGKf/7+izzd2MOeaCNhlwcFQd62mM2lOB+f5ezSLD+x41GebbrseKMIhYdqWvgfA8fI2SYvT1xYPtY2fJqB6dhMZ1O8Nj3AS2PnMRSNkOFeEeS4k+yI1PNDvfv5z2feIlHM81/Ov8uHCxM82dBFgzeIrpb6SaKYZzS9xOnYFCOpJX5s2yE6g9E7um8dgSr2RBuZzaWIFbL8xunXmc2l2Bquxa3qZK0ig8lF/mbkDH2Jeeo9AWZz114ck1wOaBRtm6JjsVTMkTUvZxUtFrLM5lK4VQ1D0TBUFU0oq/ZBCTjSwbRtCo5F0baZzaXKDii2dJjNpcpuLC5VK4uQ3qhHh1xunmns4a2ZYSYzSV4tDpC3TWo9AR5v6NpwCx9Fp4BX8xHWq9CV9QsmbtjgxLGJKS7MzpMsFHDrGvFc/q4KxtyPCCHoqY2yu6WBI8OVIm4nJ6b53TeP8uNPHaLa773hCSBlSQTzt7/z3orVQ0UI9rU1saX21lfoN7k+ihD01tXwQFM9bw+Olh/vn1tkNFZaFTo7NVuxAlUf8vNod/ttfSeqovBIVyv72pp4a2CkvABasCz+5OgpGsNBnt/ec0tp7VLKUpTetBBCfGRT4x1HkjVNNEXBpam3/Hmbts3ZqbkKHRGAumCAgNt1351bhqauWnZ2ZnKW2UT6rk/6FSHY29rI1voajo5cLo86PTHD+FKCUxMzFQG6Kp+Hwz3tH2sXFdNeZCr1Bwg0DLUGRxZIFY5jqDX4jV2oip8a3+eZSPw244nfwqU1kS6cRBX+CoHK6xF0HWDJeIOJxH8h7H4UIXSK1lRJf2JZ0+F6GGodHr2d+cxfY8kUtpMimX8fKdc2vigNcufJmcOki6ewnDTJ/BFMewG33oahllJbffpWDLWG6dSX8Rs78erd5TZC7kPEc28wkfxtQu5HEKgUrElC7oOE3IduvA/AVPL3kVgYah22k6RoTVPlfa68j3lrlKI9Ta7Yj2kvEc+9ha5G8ejdaEpJc0FTAri0VuYyf0HOGkERbqo8z5SzRgytHr+xi/nMXxHxPINHa1/TZwTg0btQhZfp1B8QKO6jYE2QM0fQ15h5IaVD3hqhaM+SKw5iOoskcm+jqVG8ehdq+RhCuLQm5tJ/Rs7VjyI8VHmfQQgX6eJpFjJ/h1tvRxE6qcJxPHoniri+UweApqu0dtfR2n13XeI8ms6jde28OztCcXmy0+avYmdkbSLWXs3gH3Y/iCIEX+77gNlcim9N9vHKZB9uVUNTVEzHXnY4KBG+R6KZuqLyieZevj52viz6CfBUQzeRe7BCLIRgb7SJn9/zDP/5zJucic0wkUnw5f4P+MqAwK1qqEIhb1vliaihqJhXzU0UIdhf08Ln2nfyNyNnWCxk+Q+nX6dhMIBfc1F0LOZyGTJWkd5wDf9460H+avg0b8wM3bVj9Wg639u5G4HgD/uOMJVN8e2pAb49NYB7eTJ9dT8JGXfnHhx2efhSz0OMppa4kJhjILnIvzn+ChHDg0vVydpF4oU8Xk3nu9q20+QL8Ztn3rpme6cXp/jToZMsFbIUbIuCY5GzTEbTS+XX/N7F9/mb0TO4lwMTLlWj2RfiB3seKtvcQinw8PL4RV6euFhqa7m9tFlkMlOyzI4VcvzqsW8R0F0YqoZLVTEUjX3VzXxP567rWrGqQuFQXTvdwWpOx6aJF0sLIAdr22j1Xz+gei+IGFHmCtMU7DxezU+ta30s1DdscKKtKkzRsuhfiPFEVwcnJqdXrCBucvPUBHx8YscWzkzOVgysi5bNV0+ex5HwfQd20V0bXSF8eAnTthleWOIP3/mQb5ztW6E1EPV7+dQDvSu0CTZZX6I+Lwc6mvlwbLJ8bpi2zfGxKZK5PHNXTWoPdbauKBG41ff9Bw89QP/cIjNXiAHOpzL8xrfeYiGV4ZM7t1AfCqxppUdKSc40mUmk6Z9b5O2BEXY1N/A9+3be9r7eC5L5PL/71ge4NJVDna20RyNU+bwoN+HeYNo2x8am+OMjJyqcUaCk+xG9D11wDFWlo6YKr6FXXJtmkin++sQ5fvypg3fdmrja7+NQVxunJ2bLbkSJXJ73hsbon6tMb93X1kTbx1QI8xKK4sWttZMpnqJgTSwLL+4i6n0BQ61DCIWg+wAtCGK518gUTuHWWoj6PoVLa8aWGfyuPWhKCFV4Cbj2oSp+pLTwu/agCBeaEqEl9FPEct8kW7yIxMFQazG0Btai864oLhqDP8xC5kUyxTMYah0Nwf+NVP4IquJbtpvcg6Fengyqio+Aay+aGgEk2eJFFjJ/WxJb1LeQLLxPuniaat+nysEJRbiIej+BnclR5f1ERXmGrlTTGv4ZFrMvky2eQyIx1DoMtY5LZR9urXNZ62L1YZpLayCV/4C8OYKq+Kj1fy8Rz9PLzzokC0dI5T/EllncWjOL2W+gK2HqAl8sBydKtps/yWLmJVL5o7j01grdCoFByH2A2fT/JOw5fM0Sk9Uw1Dqawz/FYubrpIun8GhdNIV+lGzxPELoaEqw5ASiBK/Ypha/a89ydotDIv8u6cIpbJnFpTaykH0JXa1C838Rz/IxGGotLeGfJpb9Jsn8Edx6x7LbCGhKGEUYZAonQWi41EYaAj9U/o42KgdqWwka7rLQ38G6tpuaGAZ0F9/f/SA7wnX81chpzi3NMptLk7WK5M0imiII6G7CLjcN3iAHalrLQpx3m55QDfuqm5kaOweUHEceb+i8wVZ3DkUIDtW20XQgyNdGz/LmzDAz2STxYp6CbeHIUkAi6vISdfvoDlbTsUrGSchw8093HiZkuHl1qp+ZbIrJTAIJuFWdGrePJxo6+dKWh9gZqef4wiTvzI7c1WP16y7+QdcetoVr+auR05xZmmE2myJjFUmbRVQhCOguwoaHOm+AAzWtHKhtvXHD68De6ib+7wef48v9H3BmaZaFfIalYg5F5PFrLrZH6vhESy9f6NxDX2Ie9ToZXROZBN8Yv1Ce6K/GcCpWdsS4RGegis+27agITkgpObs0w98u99fVMB2bc/GVOnyWY/PZth03TAJt8AZ4tL6DC/E5io6NR9V5vKETv77x5lQCwY7gHnyab13FazdscCLq9ZIJBTk1Pct0MlVOXd/k9lAVhU/u3MJ3Lg7xRv9IxXN50+Ivj53h2Ngkh7vb2dvaQEd1FcHlVdpUvsDoYpxjY5O80T/C0HxsRS24KgSf2tnLI52tH9lBuly2dXJk6XeJRMpLvr6X6g0dYpks1iqrbbFMjqVsHl1VEGK5yloIhCgpEQtRitAry/9u9XNSFMHjWzr48w/PMLGUKD9+ZHicZK5AMnc5RdDvMnh8Swcu/fZPeSEEj3a38wMP7+Z3Xj9CpnA5NW4uleE3X3uXVy8M8nhPO7uaG+iqqcLnMkrHKUvV5XnTYjaZZiqeZGghRv/sIoMLi4wuxjFtm8bwvbdKulUcKbk4M89bA6P86dHT9NZX01tfw+7merprolQHfOiqWu4PcClNUFK0LIYWYrzZN8LfnbnIRCxR0XbI4+b57T2EbsIFp9SfS1kpV/blS787yxkrC+lMhW3pJRK5PIuZHG5dK02blvvs5d9LfVxVbq8/CyHY3lBLa1WYCzOXs7GKls1fHjuDlJLPP7iD5kgQRZTOLSmXFQukxJFQtCwSuQK1Ad+qJSI3iyIET/d28jfHzzK2/F2YjsPbg6OMLF5edfEZOo/3dNzU93I/oikB6gNfBL54zdcoQifkeYSQ55GV24sgreH/o/x3R9UvlX+/8nGXVk9D4EsV25b6tFXhdrHKu6MKLx69k5bwT1U8U3LSWH6vyM9WPOfSmmiL/J/lv8Oexwh7HrvO+5TKDaK+TxL1rSyzEELBpTXSGPyh1bdFodb/uWu3jaDG993U+L77mu9d5/8Cdf4v3GAfNYKufQRd+67xCoeivYBH78JvlCziSudaAcm1hRYFGorwEHQ9SND1YMVzUe8LQEkPoj3y8xXPBd37Cbr3l/+uD3w/BL7/hscQcj9MyP3wiuc8egdtkZ+77vYbkc5AlF996BPEClkEggM3cOlYDa9m8Eh9B/tqWhhPxxnPxEkW8xQdG01RCOguat1+Wv0Rgob7uhlfn2jZSkcwigC2R9Y3k8SlauyoqufF5cnewdp22u7xCrGqKHQEo/zEzsN8sXsvo6klFvIZcpaJg8SlaoQNN43eEM2+EO5V3BOEENR6Avz0A4/zufadjKRi5bINn+6iyReiKxgt62p8T+dutkfqqPMG8F1jZT1iePjJHYdZKmbxay4avbc/TvJoOg/XtbG3uomJTIKx9BKJS/1EKPh1F7UeP63+MCHDs+bMwCZviJ/b/RQZq0iVy0voOha4q6ErKvtrW9keqWcwucBkJkHWMlEUQcTw0BWsptEbRFUUNKHwKw+Vrit7oo0r2tpZVc8v7n2WgnNzC9xBvRS8uxJFKDzf3EuLf63aO5dp9oXxriHAoAiFnZF6dEWl6Nj0hKrZE228bgDmXpGzM2SsFB7Vs66Omhs2OAFQ6/extbaawcUYjaHAx7qWdz0Jedz8yGP7GYvFGVmsFIZypGRwPsboYpyvnjiHx9DRFAUE2LZDzrRIFwqrOjOoisJj3W1834FdeD6iKflQmmC/dnGQ+VSGTKFIpmiWfi7/ni0UyZkWOdMknlkZif1333gdr6Hj0jR8ho7XZeAzDLyGjs+ll3536Tzc0coDTXVlVeJbobUqxIOtjRXBifMz8yyksxUlHdsbaumpja5byrlLU/n7D+4klsnx5x+eIXVF8LBo2ZwYn+b89Dx+d+m4PbqOz9CxpSRXNClYNgXLomBZ5Iqln5dQbyLDYKOzmMnyzuAYR4Yn+GtX6bMIez00hAME3S68hoEiBAXLIpbJMp1IMZ/KkMjlK3RhYHmivLWTp3o7b+p7TBWKvHZxiIlYnEzBJFO81JeLZJf/zi5/JwuplW4EX3nvBF87eQFDU0t92DDwuXS8hoHP0PEtH9fWhloOd7ddM+NqLbRWhXiyt5PhhVjF8afyBf7k6EleuzhIV02UuqAfl6Zh2jbZokkyX2ApkyOey2GoKv/qu59jV/P6pBc2RUI80tXGWOwUAJbtcGJsuiKQ0xgOcqiz9WNd0nHvkaQLx5lK/t41X6GrNbSEfxpDXT/Ls/sRKS0K9iymPc9i9iWi3hfKriESi4XMV1latn5dDZ+xg6bgP0aIzTHbreDTDZ5v7l2XtlyqRneomu7Qrff53dFGdq8y6VsPCrbFyWU3Ap9m8HhDJ8G7VD5wI1ShUOcJUHcDIdLroSsqPaEaekLXz9bZHqm7YeDHpxu80LI+/eJqDFWjMxhdNz2JKreX72rbcdvt+HSDXdFGdl2n/4VdHv5+x65rPt/qj6xbSYQixB09H6A0Dzu5OEXRsdEVlX3VLTR5164HeDfRFJ0TiQ/QhU5QD3Mo+viNN1pLu+vSyh1iIZOlb36RqM+L7ThYzvrYZH3cEUKwp6WRf/HJJ/n1l99gaD62Qh3bchziuTzx3NoEelQheKKnnX/23GHaohuvLupmGF9K8F/fOMp04tbcJ67WCLgWP/GUw7aGmjWVPlwLt6bz9NZOXjrTtywayHLWxOVggUtTOdjZQm3gxt7ua0UIQdjr4UcfP0DI4+bL7x5nMZOteE3BsiikLW5N2/n+muRdeT5NJVKcm567qe11VeWxnnb+9ycevumMgKVMjv/+7nHOTq1MM1wLa70OvLCjh/3tzbcVnFAVhc/v3cH56Tne6BuuuC4VLJuxWKKcwXAtgm5X+VxYD7yGzpO9nbx05iKJ5fPq6gyTAx0tH+lsn/sDgdfYRmv4Z6/9CqFXOHpIKZnOxRlIzxDUPJjSRiLpDTQSMrzlDCOBwEHCcqaOIhTydhHTsfFoBouFFLXuEILSwFIRSjlQJaXEls5ytpHAkU4pw2g5o66UkSfLYo6XfipXPF/eB3nJ2aS0uuZIh4vJKboC9WhCQRFKOZPo0vOl15a2FVfskyoUbOkwkY3h01zUuC/3X1tmGI//BnlrDJ+xnWrfZ8u2qgKViPdpAldlRFyJqngRYuOlIG+y8RhOxcrBiRZfmEfrrq3bI6XEks666s8pQqArt64Ntcm4FIQAACAASURBVMkm681cLl12KKl2+3i2qee25gl3kjZvJ5rQKTh5POr6lRtv6OBE0bZx6xp7m0p+vD5j82a3XmiqwiNdbfzKZ5/ld986ygcjk6QLN++HLYD6UIAXdvTwDw/svim3j01uHyFgW0MtvfXVnJlcffJZ7ffxWE/HTWkerJWA28UPHtxLZ00V//PISU6OT5Mp3rrlr0vTaI4EafoIT/RURaEm4Meta7etk6MIQW3Qz6d2buEHDu6lLrh+AaaNSlM4yD99ppTy//7QeFnr4V6hLJeb7Gis453BsRXPu3WNp7d2sjm2vbcIIdBEAM1Y+ypnwTHpT03T5K3CUDTOJyZp8ERwXZFCfz4xSauvhmOxISxpYzkOHf5akmYOQ9WI6F6+OXOKwzVbcaTkQnKSh6t7aPSUgvSmtHl3oQ/TsWn31XAsNsz+aBdtvhoEJYG1Y0vDLBZShHUfKSuHWzXYX9WFRzNImjkmsjFq3AGOLg5iKBoKglpPiJlcnKlcjJSVZy6foMtfx1Ixg4Ok2RvlfGICgaDTX0tfapreYCMSSV+y9Pt0bonpXJyHop0VwQlV+GgJ/SQSG02pQlcv39eFUDDUmg2v27DJxsd0bL45cZHFfAZFCA7Xd9Dou/YYMmeb/P7FI9et979ZdkTq+YW9z1K1wSwaN/l4YjsO782NMrhs2bqvupne8Ma91p5PnSZjpclZWTyal27/+mT2bNjghJQSj66Tyhd4e3gUTVF4dks3Lm3D7vJHDk1V2NfWRFdNlFcvDPCtcwMcG5sknS/e0GdcUEp3frSrjU/s7OGhtma0W7QNvXpMX9JkuKWmyu0polKapVQXfxNt3OTrbwUhbl8+RghBQyjAwx0tXJyZx1ql3GZXcz1dNXfGIkwIgcfQeWZrF3tbGnnt4iDfvjDEh6OTpPKFNfnVq4qgPhhgZ1Md+9qaeKSrjbbozdfzlfbnqu9NlP+7awTdLn7siQNsb6jhncExzkzOspDOrOmzuISqCFqWywle2NHDnpbGW7YPvXQ+fVTmzopSCgb8ymef5WsnzvF3Zy4yOBdbIQy66rZCUOXz4F4HbZUrqfb7ONzdzvGxaXJmZfBtd3MDPbWbZQIfRWwpMaVN1BUgpHuxpcNAagafZtAVKJUFLSxnRYxk5qlzh+gNNjKQmqEn0MBMPk67r5pmT5TuQD1T2Rh+zV3OWABIFrMYQmOhmKLgNgkZ3uXnJSDIWKVsHMtxGErP8lC0i9H0PBm7gEczKDoWC4UkblVnIDXDE3XbSZt5TsRGeKp+B3P5BAOpGRo9EZaKGVJWjkPVW8jaRVJWng5fDUXHosYVpM1XzfnEJC5F5535Ph6s6kBT1LLr0iWE0HDrbXfpW9jk44izLCz49fELFBybek+AT7Vuu25pnCMl87k0/YmFdduPkO7edALcZEMgpWQqm+TPh06QMgv4NYPPtG4nqG+MMqdVkdDgbmIyN07evrbg6M0i5NV3pXvDip14fXCYYxNTZIslAZTWcIjPbN+6qTtxh7Adh3g2z1QiyYXpefrnFphOpIhn8xRtGwF4DYOo30trVYit9bV01VRRF/TjNfRbSomTUpIpmozFKnUvdFWhORLCo9+abkXRskrCilfccASlFdngGvpPtlhkMp5cVVdjPanx+4j6vetSp76YzjKfzqwQKAWI+jzUBPx3pR7ecSTxXI6ZRJqLs/NcnFlgKpFkKZOjaNsoyxahPpdBfTBAcyREZ02EpnCQiNdDwO265fS1vGkysZRckXLfEgkRcF/buulOYTsOiVyeWCbHVDzJ4HyMyXiSxXSGZL5ArmhiOg6CUtlGwO2i2u+lLRqht66atmiEar/3toUdi5bFZDxJ7g67HQXdLhrW6NCyFqSUmLbDbDJF/9wiZ6dmGV5YIp7NkzWLSAkeXSPk8VAb8NEcCdFRE6E5HKIpHFwX8dcr6Z9b4Me+8jdMxS+Xexmayk898whfOvRgSZtnk48U9nJZxHB6jlp3CFs6JIpZ2v011LlLK7iDqVkmczFydpEOXy1tvmoupKYRQLyY4ZGaLZyOj1HrDuFSdE7Hx+jy19PqK9Vuz+YTnI2Po6sanf46BlIzNHjC9PjrEUIQL2Y5sTSCIgSGorEr0sZoep5mb5SA7qZgm5xYGsV0LDJ2gf3RblJmjkQxQ8YuULAtql0BkmaOnmA9S8UM20PNxIsZvj51nFZvNe2+Ghwkrd5q3pg7jyltqgwfObtI3jbZW9VBi3d9as032WQ1YvksKbOAIkQpCJhY4PcuHuHo/Bi6ovKPtx3kR7cdwqtd+35nOjYnF6fWNThR4/HxaF0HnlVELTfZ5E6SNgvE8lnEctndXC7FH/V/wCuTfTgSPtmylV/e9/yGzupJmgnSVpJYcRGX4qYnsPVGm6xpIrJhgxNXPmHZNn9+8gwHWpvprt68gW7y/7P33lFyXPed76dC59zT3TPdkyNmMAAGg5xIgAQFBjGIkqxkW8n2yvHsetf2e7t+5+3x8dq79rG9frafbdnPVrAtWeFIpCSKCSQIgACIDAyAGWByjp1zqqr3Rw8aGCLMkASTPR+J52C6um7fe+tW1b3f+wurrLLKKu8t58am+M3vPrckRW+928n/89knWFO5ajnxYUbVNAQox3OYTIcJ5koiVIPFi1NvLseMuNP5UJp1qWgkC1mGkiU3uwqDlWqTe9FCoRRfIqcU6E/MoGoaNp2JerNnid97QS3SH58hpxYxSjqarJUYRHnJJkB57raYLed6G65/pycyRryQIacW2OJuxqE3L2nr9XgW3HTOKqu8W/zj1VN8b+QikiCQKRaYTsfJqwoiAvsCzfz+lkepMr/9wJOrrPJh49D0IH9+6QhFTaWgKsyk46SLJcvMda4q/sfWR1nv9i9TyvvLQOIqI6kBqk21FLQiG51bljtlRS+bD6yPxOBCiIloKSdwUVWIZ3Nveyd9lVVWWWWVVd4uRUXlYN8QkfQNs0VBgA21VTR7PtwBgFehbFUmIKChUW1y4zeVXMukxUCTKzkfQARsOhPrnbXlMq+ngBMEAQkBk6Sn01Gz5PjNAoEsSLTZA1x3/ZDfdPx6WXeqA8Aae6AUF0OUselMt/3eqiixyntFQSstvlKFPBoaelHCZ7Swq6qRr3TspHJVmFjl3xmaphHMppjPJtE0DVkUcRvMdLoq+dW1u1nrvLdpe98NooUILn0F0UIURbt31rkfWHFCJ0mYFwNg6iSRjdUBPJYPrmnLKqusssoq/zaZjMY4OTqxxNVLL0k81N6C/A6yk6zywUNAQBIFJN5uDCUBQQBRuPP0ShAEdMsef2fjyiDp8EqrGzofViKpDEd6h4mms1gMeh7rXoP5Hbr4vdeEk2kO9w4Tz+QIZtN8Zc1OUmoeRVNx6UuLsI0V1Zhl3fseE+nq1Dxz0SS72t9ZOuw3k80XOHZtjMlwDAE40NVGlfODKcQsxFOcHZ5ke0sdLqtp+RPeB0bmwwzPhbm/oxHd24zDdS/QNI3B2RAj8xH2tNe/rXuz3VnJr3XuZjadoKAqWHV62hxetnhrceo/mP3/ZqpNtVxNXCZZjNNuW3fPyv3AihP1bif17rcXFG+VVVZZZZVV7gVFReXc2DSD80uT4q71+1hX/cHf2VhllX9v9E3N8+3XLxBJZcjkC9iMBuo8Tr74wBZclg/HpF8SBPSyzPBsiLMjU9zX0fi2FkBnhiZJZvPs62x6F2p5dyRRwCDL9E9PcmVynq/t+Zl3pf97J+cYD0Z5ZOPbzxQwNBemb3Ke7W116O7hmlcQBIw6mVgqy3dP9NBR7fvAihPhRJrX+0ZZW135gRUnJoJR3hgYZ9eaenS8vxsDPWOzvHDhGhsb/G/r3gxY7Hyu5c4pmT/IlFwUFXyGKuw6B4pWJJIP37PyP7DixCqrrPLOUFSF8fQMo+lpimoRv8lLu60JWXz/d3qTxTQXo1dJFFLoRT07Krowy+9usNupzDxTmTnWO9owSe99gMw7kVPyXI4N4Dd58Ru9q6bWHzCimQwvXOknX7wRaFUniTzY0YzXZnkfa7bKKqvcDr/TxmOb2nmjf5wfn+3lVw7spM3vwaz/8FiS2EwGDnS1YtTJXJq4fZrw5dA0jaNXR7EZ9e+LOGE3GXl4YxuiKDIwG1r+hLeBpmmcHpxkPp58R+LEgQ2t7F/fguEe78brZYmdbXX4XXZ+ev7aPS37XtPir+B3P/HgBzor4q419Wxrqb3nAa9XeWsoWpELsbPcnOppNjtNg6X5npS/enVXWeUtoGoqE+lZToQuMJ8NoaDh1NnYWdFFm61hWd/k95KJzCxfHf4uLr0Dl86Gqqm02RrgfVabr1NQFQaS4/RE++l0tLzr4sS1+CiH5t+g0VLznokTqqZyIXoVk2Sgw377h3ZOzfNG6CLbKzZQZfTcMejevWYhF+HrIz+k2VrLE4EH0Ikyw8lJnpl6hWZrLU9VP3jPfmskNclMJsguz8Z7VuZ7gaKqvHJ1iAsTM0s+b6hwsbe18Z6a/66UeL6UQcltvDeZfu41mqYRyWUQBQGH3vhvVmxTVJVwLoNJkrHo9Ctqp6KqhLNpDLKMTWf4wPdNIp8jqxSpeJtjLa8UCWczuI0m9NJ7N910WkzsaK0jmy9w6MoQu9fU43fZgdI1eOHCNWLpHCa9zMXRGSRRZGtLDXvXNmHS69A0jWQ2z9G+ES6MTpPKFbAYdBzoaqO7MYAoCMxEErx4sZ/huTA6WWRXWz272xvQyxKvXBokksowF02iahp72hs40jeCUSfz6V0bEASBbx4+x8aGAFen5pkMxfC7bDy5tZMat70UfFUQkAQBUbx9vyuqysBMiIOXBpiJJHCYDTzQ2czGhgCyJHFueJLXeoc5eGkQi0HP8FxpV/Nndq5nY0MAKJnxH7w0wLWpIAiwqTHAQ+tbMRv0K0rnns4VODkwzrFro2QLRWorHDzW3U5NhXMxhXWpDdJd2nB1aoFXLg0yF0vitBh5sLOZDQ1+dFIpgGw8k+PQ5SEujc+SLRSxGvU8vrmDzppKrk4v8OqlQQ5eGkRRVSLJUkyghza08EBnM4Ig8OrlQWajSVr9FRzpHSGSyrC+roqPbe3EoJMZnAny/ZOXWYglqa5w8BuP7lryXFc1jZG5MAcvDTIVjqFpUOd18vFt66iwmYmlsxy8NMi1qXlSuTwui4mHN65hbY0PSRRvXEtRXFGfvhlN04ikMrxyaZArE3OomsaGOj8PbWjBYTYxG43z3eM9bGqq5sLoNPOxFD6Hlcc2raG5spRAIJMvcOjyEBdGZ0hkssQzOcwGPXvXNvL45g4iqQzfPd7D8FwIDfjNj+55S/eLqmnMROK8eLGfkbkIBp3E1uZa7l/biFGnAzRCyTSvXBqkd3IeNI2uhgAPbWjFZjQgCHD82hj9MwtsbAhwuHeYhXiKVr+HT+3cgEmvYzIU41+PXWQ2msBtNfHbT+4tu3Wkcnm+c+wifpeNYDzNwGwQk17Hg+ua2dRUjU6SKCgKF0aneb1vlHAyQyydQRRFWqsq+MpHdiBLd5+7a5rGeDDKj870Mh9LEXDbUd+UgjaaynCkb4TzI9Moqkp7wMtHNrThsVsQBIinsxy6MsTliTkSmRzxTA6bUc/DG9fw4LpmJoJRnjndy4GuVk70jzE8F8ZuNvK5PRsJuOzL3i+qqjEeivLShX7GQ1HMBh272urZ2VaPXpbf1vi7Y3+goWoKfmNN+bOsmr1n5X9wVlKrrPIhYCEX4RujzzKRnqXG7KfWVEVWyRLMR5c/+T1mNDWFgMDn6h7j8w1P8UDl9rv6Ob+XWCQTezyb2O3pRi9+eHaz3iqKpnAieIG57J3N3ayymS81Pk2Xs/09EyYAskqOq/ERzoSvkFcLaJrGRHqGy7EBJtIzyxewQjRN41K0n2uJkXtW5nuBqmlcm13gO6d7SGRz5c91ksj+9maavO73pV7PDPXy5+ePkVfe3dSw74S/vXSSb127SFG7NR1zqpDnanjhlpS/Hzbi+Rx/dOYwL40Poqww61k8n+MPTx/m2aG+FZ9zJ6ZTccbi7+5756ej1/iTs0fJvc2xNhQL89+Ov8hw7N6Z+75TNA3GgzG+dug050em2VDvx2Yy8NWXT3J5fBZN08gWinz3RA/fPdGDx25hW0sNXnvJSkoQBOKZHF99+Q3OjUyxtsZHtdvBt16/wIsX+ykqKlPhOD8524fVqOf00ARff+0sNpOBNwbGOTM0RTZf5MLoNN88fBadJNJZW8mF0Rn+v1dOkckv39eapjG2EOEvnz9GJl9gW0sNOkniz557nUvjs4C2WO9a3BYTzVUVPLyxjYc3thFwlVLkpvMF/unIOc4NT9NZW0mb38Ozp3v5wanLFFZwb6qqxquXB/nO8YvUepxsrA/QPxPkb156g+RNz8u7tWFoLsRfv3iCoqqwtbkGQRD4058c5erkQqmOuQJff+0MPz7bR02Fg63NNbisJkShFNfFaTHS3RSgymmlpsJRbuP1RTnATDjBj8/08sKFfqrddtbXVWE1GsqL0SqXjY9uWoPdbODa1AJvzmA4GYrxZz85yvB8iPV1fjbUVyEJArrF8+PpLNPhOLUeJ5ubaoikMvzV88cIJdLL9sFKUFSNb79+gaN9I3RU++io9vFSTz/fPnaRfLFIOl/gRP8Y//jqafSyzPr6Knon5/jaoTNk80U0TePQ5SG+/8YlNjUG2N3eQDCRwmYysKmpGgCrQc+D65pZX1c6N50r3HSdlr9fwsk0X335JKPzETY2+Kl02vjW6xd4ZVE0yhUV/uXIeU70j9FZ42NNwMtPz1/leyd6yBdL430uluCFC/386EwfFVYzXfV+7CZDWSiqsJl5tLsNv8tG7+R8OUMSlFwv+2eC/P0rp5mOxOmq95MvKvz1iyeYCsXQFgWmv/jpcRxmIw93tWLQyYQSKfa0N95RPLuZRCbH3x08Rf9MkA31VQjA4d4bcxpFVfnBycu8dLGfNr+HtTWVvH5tlG8cPku2UJpfPXf+Ks+du8rW5hp2tNYxHYnjtVvpqi9l5Ejl8pzoH+Ofj54nV1DobgzgtVkw6uQV3S9zsSR/+fwx5uNJNjdW4zSb+IdXT3P82hjqbd7F7wRZ0LHJuZ1acz215npqTHVsdm6/d+Xfs5JWWeXfAVOZOVLFNJ+r/yjN1lrQSgtQFa1sNRHJx3kjdJHR1BSiILLe0Ua3sx2DpOdSbIDpzDypYoa0kmGrez0Xo1fRgIerduPWOyiqCn3xYc5ELpNWsnj1LnZ5ugmYvMtaZmiaRm98iJOhHvoTo8znwnxn/AUMkp4HfNtYa29G02AuG+R46AJz2SAmycAmVyed9mZksfQQPBnuIVFIETD5OBO+TErJ0G5rZLdnE5djAwTzUWKFBAW1yCbXWs5H+pAFiQNVu3Dq7YRyUd4IXWQyM0dRLeIzVnC/dzM+Q0V5J0EWJCRBWmFioVvbGcxHORG8wGRmDr2oY72jlW5nOzpJB1pJSDq8cJqFXBifwY1WThQI89kQL8+dYFfFRhqtJeV3ODnBidBFDlTtwmtwo2oqk+k5ToZ7WMiFAYE6cxUP+rZjlk3ECklOhXoYS0+TU/K49A72eDdRY6pEQ+Ni9BpnI72cjVxhKjPPpVg/AJ+oOYDf6KGgFTkRvEBPrJ+MkuUx/146b7Ku0DSNYC7C8dAFpjJz6ASZTa61bHCuQSfKzGaDHJo/Rae9hUuxfmKFBFVGD3s8m/AZV5Zy2a13kFPzBHMRqowepjLzeAwu5EURK1XMcCZ8maHUBOliFrvOys6KLpqstUiCuGhJNMfJ0EVC+SiSIFFjrmS3ZxMOnZXh5CSnwj0cD15A0RSSxdKEbbt7A1vd6xAEgUQhxdnIFa4lRlE1lRZrPdsr1mPTWRAQuBYfoTc+RLerg9PhS8xnw/hNPh7178EkGSmoRS5Er3I5NkBGyWKSjGxwtNHlbH9bLkyappErKvTNzPMXrx7n6mxwyfG2Sg+Pd3Ugie+Ptn9foJFubwDdB8A96058rKkTvSSVs1RcR9M0+qNBvtd/id/afD9u6YPp17wSLDodP9u+Ea/RsmKrglKa0ZI1wl0yqC+Lpmn8ePgqRknmC2vfPZ/lnVV1dLi96N/mWAtY7Pzy+u0ErPZ7XLN3jkGW+fn7N9Hq9xBKpLg2vUDv5DzdjdXMRhM8f/4aX9i7iUe725ElcUna1XPDUwzNhfndjz9Ie7UXDTDqZH50upfNiwu+gMvOp3Z1MRmOkS8qfGZXFzOROPOxkjWFIAh01lbyxQe2IAoCNRUO/vrFEwzOBtlQf/f0gUVV5XDfCKqm8cTmDpwWE2sCXq5MznG4d5iuBj/1Xhc1FQ6+e6KHBq+LvWuXunX0Tc5zYXSGX9y/lTX+UhtCyTQvXxzgofWt+F13j4sQSqYW/e0DHNjQiiAIVNjM/M1Lb3B5YpadbfV3PT9fVDh0ZRhZEnl8Uwd2s5G2gIcrE3Mc6RtmfX1VaRf44gC/9cT97F3bhCguTX8bcNmpdFh5uWcAURBuaeN1Yuksj2/qYGODn+sTjuu3rNVoYH2dn7NDU8xGk0vOU1SVVy4NkikU+e8/8xA+hxVgiYARcNv58gNbyBWLFBUVl8XEHz37GvFMtvz9d8LwfJg3Bib4+fu7WV/nRxBKi9jXrgzzaPeacl90NQT48oNb0EkSDpORfz12kblYgoDbzuWJOWo9Th7pXkOhqDAyH2Y2msRtLSUZ0MkSrX4PiUzuji4dd7tfzg1PM7oQ4Tce2UWtx0muUGQ2muCVS4PsXtPAZDjGmeEpvrhvM501lSBALJPjtStDPNzVRk1FSTBLZnLsX9fMzrb6slXZ9etk0uvorK1iYCbEpbHZ29axymnjF/dvo8JmZmNDgN/73kEGZ0PUeV1MhmMUFIVHu9dQ5bQhiAJ/+uOjuKymFVmwXZ1eYHQhzH/+6H1saqqmqKrMx5NMBGMATARjHL06yhObOxbrX9rg+PGZXsYWojRVuuibnKfV7+FAVxu5QpErk3PkikUqbDeSPeSLSik+zt7N6GSp7DWRLxaXvV9ODo6zEE/x+fs3U+m0ksrlGQtGOXR5iK0tNViN985iuDSHl5f8bZLvXdKKVXFilVXeAk6dHQ2NgcQYVUYPVtm85AbNKXl+OHWQ8dQMG5xtFNQiz88cIVZIsL9yBwvZMC/PHmdbxXp648OMpqZpszVwKXqNCr2Dhyp3ciU+yDOTr9Bqq8dncHMtMcq3xn/ClxqfxmtYfrfWpbez1t5MVs2RU/NscLZhlc149C4EBEL5KN8af67s5hEtxPn+xIsUax6ie3H3fjozz8lQDw2WaqpNlTg0G+JiSr3ZbJDX5k+z2d1JT/QaI6lJWqx1nI/2UWms4H7vFhZyYeZyIQJGLxoaZyJXiOTjfLHxY+iFd24pES8k+f7Ei2SVPK22euKFJM9OvUpeLbDLs5GCWuQHky8zk11gs6uTRDHFhUhfSbgA0kqWK7FBOu0t5TKjhQS98UH2eDaBASYzc3x99Bmssok1tkaKmkJGyZUEFSCajzOVmaNC70QnylyKDTAzscAvNf0MVtmEU2dnja2Bc5FeGizVrHOUfssqlxZkkiDRaqsHBL478TzBXGQxceBiG4spvjPxAvFCkrWOZtLFLD+cOkhOzbO9ootUMc2J4AWuxofpsDdRbarkdPgSkXyczzc8hU5c/vFulo1olEQ3l95OtBDHrXeUX9bJYprR9DR22YLf6OFqfJRvjj7Lf2z7eTwGF7FCkn8Z+zF2nZUWWx2pYoZYPklBLe28WGQjTZZaeuNDCAhsdq0FwG/yAqBoKi/PHedKbJD1zjYAXg+eJZgP84nqj6CX9ITyMY4FzzObDeI1uGiwVKNoatkKqC8+xA8mD9Ltasdv9BDMRYkWEmio3MmFSdU0+mcXSObymPU6ZElCEEoTg3AqTc/kHD+9fI2xYGTJRNRuNPC5bRupczuW7dubmUrGmUrGWOepwiyXzGBH4mFiuRzrKipJFfIMxkI02l30R4KkigX8FhttTg/6xZ2juXSSnuAMBUXFYzKXr5GmaYSzGS4GZ9hWWYNVf2MCcmFhGp0osdbtQxAEItkM/dEg0VwWp8FIh9tbdi/IFov0BGdpcriI53OMxCMIwLqKSrwmC4IgkC7kuRYNEsqkEQQBr8lCi8ONWadH0zRG41H6wvMANDqWPqsS+RxXIwscHB/iYnCWg+MDWHUGvGYLW3zVBLNproTm2FpZg0V3I7jYufkpTLKOdtfK4rFEcxmuRoLEchncRjMdLm+5T8biEeL5HA6DkeFYGA2otzmptztvEVLuxFA0xEA0VN65M8slN4Drs2hV05hIxBiOhVA0jVqbgyaHe4mYVFBVeoJzhLJpnHojayt8mHX6Fem0E4kYQ7EQr0wMUW2x4x0p+bF3+wJUma2omsZANIRBkjHJMlcjCxRVlUa7iwa7C0kUCWfTjMQihHMZRKDO7qTJ7i4LbguZFBcXZhbdh5ZO3nNKaZxUW+wEs2nm0kmsOj3tLi9OQ8mNJ1MscGFhhkg2gyyKS3QYTdMYjoXJqwpGSWYkHkEUBJrsbmpsDkShtABNFwtciywQzKQpLppPi4LA7kA9Nv07n2TXe13lRYFOlnBZTCSyOTRNYyaSQBZFmqsqyjvsN/fByEIYvSzRVOkuie1AZ20l3zx8jmiqZNrsMBuRRAGrQY9mAFkSMep0FBQFTdMQBYEGr6vc5w1eF7IkMRWOLS9OKCqDMyGG58L86U+OIgkCqqaRyhUQRfFmN/A7UlqgxvnGa2fRL5rHZ/JF7GbjinZZw8kME8EYC/EUF0anS/VSVUwGHUVl+fMLisLgTIj+mSB/8uMjiIttyOYL5b6eCsewGPQ0+Fxl95a34wpV7Xbgd9ne8rnZQpHRhQhNPld5IX9zHTRNIxhP8aMzfYvvipJpfzKbR1XfmWXUdcYWIsxGBAGKfwAAIABJREFUE3z72EV+cPJyuV5Wk6HsVmDQybT5PWUrA5fVhIZGJl9AEgQ8djPjw1EmglGKqspkKEbAbX9Lrlp3u18GZ4NMh+P87csn0UkiGiWrl9oKBxra4lhL8M9Hz5djemQLRWwm45J+8jms1Hqcd3RlWo7WqgosxtK7w2zQYTLoSGTzCJTinxQVldH5CLIk0j8dpMJqxrjC2BVT4RhGnUxNRWl+JIsiLZUVZXFiKhxjJhLnh6eu8NLF0kZUrqhgNRpQVBVJFHFbzUyFY0yGYmQLBWYiiUXB7AZmvY72gLfssnL9Eq3kfhmYCTIVjvOXLxxDXnwOpHL5koB6b4bje8aqOLHKKm+BGnMl+3zbODR/iiuxQdY5Wul2deAxuJAEkcHkOH2xIT7f+DHW2VvQAJfeweH5U6x3tALg1Nt5pOo+cmqBqcwcT1fvJ6NkmcuGSBTTvDJ3ghpzFQ9X7UYSROrNAb4++gxXYoPs8227a/0EQSBg8hEw+YgWEgRzEba41uE23FhMnYv0EspF+dWWz1Jt8pFXC3xv4kUOzh6n1VqHTS6Zr4bzMb7c9HHarA3lFfP1Cbnb4OCj/vtJFFNE83GeCjxIopBiPhdGpbT7XW8JUFQVFE1FFESOLJylqCr3xI2jNz7EWHqGz9c/ScDkJa8WiBeSHA+ep8u5htlskKHUBJ+re4yNzg4UTSVZTDO+QncFRVM5unAGDY1faPokDt2tOyY15ko+XfcoymIbnTob35l4gYySxa6z0GStocro4SfTh2mz1bPL073kNyRK18ooGXh+9sgtdbjuXvHLzZ+mwVKNhsYPJw/ywuzrtNtLO0SCILDO0crT1Q8hixIGUc+J0AWihfiKhCxNKwkFk5k5mqy1ZJU8br2jbGPiNbj4dO0jFDUFRVPwm3z8Rf8/kyik8Bhc5NUCC7kwW93r2eXpwigZEaDsnlJp9OA1uDkdvoQoiLf0wUx6njPhKzzi38N6RxsCICLwevAcezybqDUvmjsqGdY5Wtnl2Vi2Hrr+G9FCAkVT2O4uxezQiSUf17u5yBQVlW+eOM+RgVEsBj06qeQbnC8qRNJpEtn8LecYdTJPdHVwoLP1LceaODk7wQ8Gr/C/dj+M2eZAUVVeGhukJzjLH+46wFAsxO+98Qrtbh+ZYgFFUwlmUvx8ezdPNHUgLgoD/ZEQr04MYdMb+Lv9gbJwMZ9J8oenX+O/b9/PfdUNpX7JZfjz88fZE6inw+1jNpXgb3tOMpGMYdXpCecytDgq+LWuHXhNFuL5LH958Tjd3gATiSgIAuFsml9ZvwOPyUK6kOebfec4PjOO12QhWywiiSK/0bWTNpcHDYjls1wJz/HC6AD7a5v5nS33lyfAiXyOCwsz9IbnCGZSnJ2fxijLtDo9bPZVM59O8sdnj/Bft+wrtyGcTfNn517nkYY1tLu8d+1jTdOYSSX4q4snGE9EcRpMRHMZ1ror+cr6bbiNJg5PjfCDwSvU2pwIlNwsCqrC72y+nw2eqpWJH/ks/dEgkWyG16fHOFDfwq937cQkiqiaxrHpMb7eexYAWZSI57N8pm0DTzR1lMs4OjVCb6jkPz6divNQXQtfWrt5iShzJ8YTUU7NTjKVjKGoKifnJgCotzupMlvJqwo/HLxCLJ9FFiVSxTzJQp77AvXU210A/HS0n1cmBrHrDSTzebJKkV/ZsJ09gVK/ZwoFBqIhDk0OIwsiXzsQwLAYMyKRz/FXF09glvWomoZekphOxunyVvGb3Xuw6UuT8YlEjBMz4xybGeNrH/kknYYbMYVeHB/g4PggfosdeVEsEQWB3936AK3OCtLFAl/rPcul4Cw1Vgc9wVkmEjE+0drJtqraZftoJZj0urIwcD396/Xnu3b9f1rps1vHhVD6v3DzJ8Lic7NUxvVxf7sxdf0tcvP75HpMgpUuIjRNY1NTNT93X/eSBZbVZFhipn6nEa1p4HPY+OUDO6i4aeGtkyW89uV3/DWtJLh8fPs6tjTd8DsXRQHPCgMFa2hsb6nlU7s2LNmxt5kM5d/QtLtdh5UZXhp00rIxBe5YR027o9CQLRT53olLXBib5ssPbKXe62RkPsLAbPAd2EXd+vsui4n/8NA2fDddF1kSqXTamArHEAUBs+HGvOp6n2iAKIo83NXGmaEp/vCHh3BaTDgtJp7a2ll2TVkJd79fSuLarz2yC7vphnBo0MnYTUY0DTw2M195aHvZPepGG260SS9Lb6lOb8Zs0HN96AvlGUBp3LQFPGxuquarB08ScNmRRKFsZbES1MVxeLM7iXiT9aRGadx+Ye9mGn2u8ueSJFLpsCKJIo92r+FPf3yE//XMoXIGoce625f8jigKdxRMVnK/rAl4+eWPbMdyU/YQk0G3ZHx8GFgVJ1ZZ5S2gE2T2+3Ys7oj3cSp8iTdCF/lEzQE6Hc1MZ+bRgCZLTXlHpdVaxzNTrxDOlxRWq2xGFiVMkhGHbCsvKnNqnlQxzWR6jjFthslMaSGtaCqCIFBQ742P+Xh6BofORqWx5GKhF3W02uo5HrpAWsmWxYmAyYfX4H7ThKD0YLbJFiRBwiwZ0XQasiihl/QU1SKqprGQC5dcKrIRVFTmsiGySu4mx4p3xlh6hvlsiG+PP4cslkzf0kqWSmMFqqYxmw0iCxLVpsqyC0m9OcBE+vbmgG8mq+SYyQSpNwfKwgQs3TEJ52IcXjjDTHYBRVOI5ONklOw98+2bSM9gkoxUm0ttQIM2WwPPzRwhUUgBYBT1NFpqyu4LTr0NRVPIKYW7FX0TGrXmSkZTU4ynZzBIepx6G5F8vBSMrJDiaPAMY6kZippCspgiVcygLLbRqbPxYOUOXls4xZX4IFvdnXTYm3HpV2bGPZ2dZyEX5vmZoxyaPwlATilgEPUU1Rt+z06djTqzv2y1cjNr7c30RK/x98PfZ42tgU2utTRb6zBId38Z5xSFUCpNKLW8b7BOktjf3swXd23C+jZShq2EeD6Hy2Dkv2zajV6S+YsLx3l5fJC9NU04DUbq7U5+oXML2WKBvshC+TxBEKi2Oujy+Dk8NcKeQMmcuic4S7KQY3egnqKq8tLYAPOZFP916z48RjMD0SD/88xhjk2P8bHmkkULGpybn+Z3t+2jymyjoKrY9QYEIFnI88rEEE82dfB4YzuaVtpFdxlLlkACsL6ikjaX57axECrNVj67pguDJJEpFvn1rp24jCakRTevBruLDR4/r04MsTtQjwCcnZ8ipyjs9tctKxwUNZUXxwcYjIX5v7bto9bqZCgW5vdPvcoat4enmzsBmEjG+OyaLvbXNhPP5/j9k69ydGqUdpd3RVHqN3r8dLorieWzxPJLA4CFsmn+5doFGu0u/sP6bYiCwAtjA/xrfw9dXn95x18QBP5j927cBhOvTQ3ztStn2e2vp9sXWPb3t1RWs66ikovBGbZX1fLlzi0AGCV5yWr51Nwk/23rPjb5AmhaaQxLi8f31zbzQE0jZllPXlX4vTde4dDEMLv9JXPqGpuDL63djKKqnJ6bvG095tJJ/mDXAarMVk7MjvPVS6cYjoXp8vqx6PR8rHktdTYnPcHbP3OHY2G+tHYLuwN1zKWT/N8nDvLG7ASNDhfBTIqXxwf5yvpt3B9o5Fpkgd8/dYid/npchnsXOPlOI6rKaaNQVBieC7Mm4EWWStYc1y3bmnxuDl0eLB/XKKWzDLjsOMwrc1VSNY2R+QiKqiIKAuPBKEVFJeBe/tkpiyItVRUc7x/DZTGVz1HeFKBPEAREUSRfLN6yuG/0udA0jaKi0ljpLu/Eqou7vMvhtpqodFoJJdLUe11l1xdFVZcs2u6ETpJoqaygZ3wGt9VcTq95cxsCLjvJbJ6xhQgNXld5QXz9OpRdREWp7Nd/L4PMGnUytR4nJ66NEU6mb3HryBcVhufDrK+torsxgEGWuDIxR3Jxt/5eUO91oZNE0rkCjT532bVFWeF1Asjmi6iqyhcf2EK9x4XVqMdiXFkQ35u507dbKis4dnUUnSSWrYlUVUPVNCRRKFm+CAK5QvFtt+GdUlRUwsk0B7pa2be2GaNeXrRuWtnvV7scZAtFJkNxqpw2VE1jdCFy03E7Zr2eRDZLg69kEfXmNqZzBWRJ5EsPbKHa7ShdhxXOJ1Zyv7RUVXB+dAqzQVe+DspNVmcfJlbFiVVWeQsIgoBB0tNsraPJUksoH+Nfx3/KT2eO0GAJoKKVd3+vIwriovqvlf+G0oO+HENi8euapqGgsse7ic2utWXtVxAEnLp747db8nd9cx0FVE1dspNjEPW3XQxe/36p2sJN/y6RKKT41/GfUtQUngw8iFNv43ykj4NzJ+7ZboKqKQRMPj5d9yiWm/zWDZIeq2xeom5f53Zm2zeLJUVVKe9alXI4qwjcfscmo+T40fQhJjNzPBV4kEqjh+HkON8af+629X077S6Pl9uNpXKbpCWZR0q7d2/tF6uMHvriI1yJDVJpqFi0PICCVuSVuROcCl/i6ZqHqDMHmM+GGEpMlM81SHoerbqPdlsjPbF+nps+wunwZX62/vEVWW6omopFNvOx6v34bvq+JEpL/pYFqVyvN+MxuPhi49P0xYc5F+nlH0d+wD7fNh6u2v2OrXREQcBuNPDRDe38wp4tVK1gR/Ht4jAY2VfThN9Sus873ZX8aLiPVCGP02BEFESMsohOlG6ZJNp0eu6vaeTb1y4SzKSx6Q0cnxmnftGUP1XI88bsONOpBF/vPYssiGSVIvFcjoHoTTE1BNjkDdDh9t1SP7OsY4OnipfGBtE02FfTiN9iK7srXI/Mb1o0eX0zkihiEXQYJBlJELDodFhvshSw6PQ8WNPE13rPMp6I4jNZOTo1Rouzglqbc9n+yysKx6bH2FFVS4fLh06SWC9X0u0NcGRqlCcXLRfqbU62VdbgMVkwy3paXR5m0gkKqoJhBVMiSRSRRJG8Kt/SzslEjP5IkF/q3IrPXBorj9a38f2By5ybn2ZvTSMAm30B6m1O9JLEtspavj9wmUuh2RWJE6X+E5EEEb0oLenDm2lzetjkC+A2Lt0Z1DQNSRA4NTvFeCJKqlBgLBHFKMvlRZ8oCBhluWSZc4c57faqGtqcFUiiyBqXF5OsYy5d8tkXBAG9JGG8S4T4FqeHzYv1k0WJJoeb2VQCRdVQFt+XVp0egyxh1xtu7IiuxLollaFvap7zI9MkszlevzpKq99DR7VvRYsRv9PGQxta+e6JHubjSaocVsLJDE1Vbra31LGpKcDhXg9/89Ib3NfRSDqX59XLQzzWvWbFcQY0TePcyBTfeO0sLquJly8O0Fzpps3vQdNK2Q2mw3EGZkJkcgV6xmaodtupdjuwmwzs62zmeP8Yf3fwJFubaygoCmMLUR7pXkOb3wOUrmNzZQXnRqZ45vQVDDqZDXV+aiocrK2tZGODn6+/doaJUBSb0cBMNIHfaeNAVyvyMtZhHpuFR7vb+e7xi+gkkWq3g0QmRyKb42fv6y4HHJyOJBicDZHO5rkwOk2Vw0Z1hR2b0cCD61s4PTTB3x88yabGavJFhbFglCc2d9BcVUGdx8m+zib+6cg5JkJR3FYzwXiK9fV+Njb4y8Jmc6Wbn5y7yvffuIzVqC/1Y+DullbXr8FUOE4wkWI8FCWaynBueBq31URthROTQcf+dc2cGpjgfz93lK3NtciiSCSV4dHuNdhNBlr9Hk4PTnCwZ4BsQeG13iFMiylrNU0jlcszuhBhbCFKrlDk6vQCBp2M32WjwrZ8vJrmygp2tNXxT0fOlTI0mI3Mx5I4zEYe39xx13Ov16GoqiSzeZ47dxWzXodBJ7Ox3l/OLhNNZ5kMRrm6mHHk8sQsmUKBgMuO3bS8GLi5uZrDvcP8w6unua+jEZ0kMh1J0FnrY2dbPWsCXjY31/CNw2eZiSawmwzMRRNU2C082r1mWUtETdOYjSWYjyYZmQ8Tz+Y4NzyFa/E6raQPVLUkxL0xMMHoQhSdJFLncfKR9a0rijvRUe2jxu3gG4fPMh6MkMjk6JucQ78oaNd5ndy/toFnTl0hmc1TYTUTTKTQyxJPb1uHXpYoqirRVJYfne7FqNdh1Mlsaa5hZ1v9spY9ella9n7Z2VbPa1eG+PtXTrGrrSTwT4bjbG+tpbuh+p5m63i3WRUnVlnlLVBQC4iCiCRICIKAS2+j1lzFmfBlClqRgLHkFz2WnmGNrQEopVG066w49XYWcpG7lm+SjQSMPmKFJDXmqvLiStEUhHuUXKfO7GciOMNCLkKlsYKCVmQkOUW1yYdJeue7UiklzXh6licC+2i3N1JQiyQKKfLqSnfzl6fGXMX56FWMooEGS3VJqdc0NFRERLwGFwW1yEx2Ae9iMMyZ7EJZjNCLekRBIFEsWSComspUZr5cR6NkwKN3MZGeJaVksC4G+rkuGOTUHKOpabpd7XQ6WhAFgSvxATLK0ijl4qL1TFG9dedqJW3sifUzk12gxlSFBgynJqgyebDIJuKFxDvsxRJmyYRR0nMtMcpTgQeZz5Ui6xdVhdH0NK22Brqc7RhFPVOZOZLKDUuD61YiLdY6GizVdNqb+X8Hv814erYsTggISIJUzghycx9UGT0YRB0FtUi9JVAWX9TF67gcGqWdPrNkZIurk7X2Zl6eO86x4Hn2ebfeUZwQBKi0Wwk4bCRy+XIwMyjtUJj0Mh6LhWZfBU92tbO5vhq70XhPX+5vFtD0koTLcENok8VSwNHbCW23tkdgR1Ut3752kZNzE3R5/JyaneBLazejlySShTyxfA6/xUaTw1UWRde6fXS4l07iPabbm7ladHp+Zf0Onh/r59j0GC+M9fNATROfWdOF/R7EAADYVlXDt69d5PXpMXZW1XJmbpL/tGl3ecf/bmhoJPI57HpDWTTQSaWF7Ug8UtbrbHojJrk0LgQBZEFE0dR7IpzmVIW8omA33OgPu6GUKi+Rv/FssMg3UjWaZV3pGuVvdSV6J7iMptsGTQ3nMvzPM4fJFgvsDjTQ6ixZ0bzVTEEek6UsXEiLzznlLViNOQ3GsqWKsFhGKbuLhsdkodsX4F+uXqA/EmIoFqLV6aFjGdee68xGS5H/o6kMzZUVnOgfZyoco8HrwmYyUOO2Iwolk2sASRRoqqygwlqK5WLS6/jcno1UOW1cHJ1hYCaIzWSgs7YSQQCb0cAvPbSNFy5c4+zwFDpJ5FO7NrB3bRM6ScTvsmHUyYiCQK2ntHgSBYF6rxOHyYgolFJL3tfRSDKXZ2AmxJpqL09vXYdJr0NRNS6NzfLypQGy+SJ1Xicv9wxgMeh5cksH3Y3V1Hud/B9P7ePlngFevzaKLEkEnLYlZvUAn9i+DlkSOTUwgVGvo9FXei6b9Tq+/MBWXrk8SO/EHHlFocJqobshsKKU6KIo8ND6FhxmI0f7RhieC2M26NlQX4UsiaiqxvmRaV67Mky2UKSmwsEL569hNRl4astaNtT7aa5089tP7uXgpUFevzaKTpIIuOxYF9tgNer5xf3beLlngMsTcxSVeRxmI1tbapeM14e72sgVi5wbnkQvy7itN56jlU4rawLe2y6AFVXjaN8Il8ZnSeXyOC0mnjl9BbfVzKd2bqDB56LB6+Y/P3EfL10c4NTgBJIo0Ohzo5MkDDqZp7auRVVV3hgYx20184nt67gwOo1p0Yx+Khzn269fpFBUaKmq4MLoNH1T8+xb28QD65oRl1mYS6LAz923iRq3g4tjM+SKRVwWE60BD6JYGqsdNT6clhtttpuMrK3xYTHoSGRzvHihnzqvk9aqCkRRJJJM889HzyNLIns6GumfXuBHZ3rJFRTqvS5evzrKueFpDnS1sqOtbtn7xW018xuP7uKlngHOj0yhaqVsMR5bKVaRQZb44t7NHLoyRM/4LPliEbfFTGdtVVmc8dqtrKn2lhf7N6NqGicHJjg1MEE6X8DnsPLsmV4cZiMf376OGreD5sqKJXFF9DqJ9mofXrsFRdU4OTCOqml01viwGg2kcwVe7hkgkcnxpQe2LPuOsZkN/PKBHfzw1GXODE1S63Hy+b2buTA6jV6WkESRT+7YgN9p58zQJL2TczhMpbEqiyLRVIbXLg/RUlVBc5UHURAIJVN87dAZrEY93Y3VmA161tb4sJtvnYdfF+Hudr9UOqz89pN7efFiP6cGJxAEAZ/disti/lAJE7AqTqyyyluiJ9rP1cQIHoMLo6gnlI9yKnSJLe51WGUzrbYGmiy1fH/yRXZVbKSgFTm6cJbNrrVUGT0MJMbuWr5VNvNg5Xa+M/48P5w8SJ05QEbJEinEeNC3Y8Xm8ndjk6uD89E+vjf5IhscbYTzMc5GrvBR/15suncebdcimfEbvVyIXsWptzGdWeBspLdshaFpGslimmAuwmR6lrySZyQ5SVbJ4TE4sawg4u96RysnQz38YPJltlVsQCdKzGfDNFiq2eBcQ6OlmkpjBc9OHSKcj5MuZuiLDyMsTrrcejtuvZPD82fQNEgWU5yL9FLUSq4Esiix29PNP478gH8a/RGdjhYESmLGfd7NGEQDNeZKeuNDBEwlMel48PwtQSglQcJv8nIqfAmzbEJAYJ2jBbvOSl4tMJcNMp8Nky5mmcnMM5KawKm349LZWe9o43T4Mt8Zf4Et7k5SxQzHFs7zgG87Lp39nokTJtmIS2fnUqyfOnNVWZyQRYlacxXnI32cCV9G0VSOBc9huGnBH8rHeHHmdapNPsyyiZHUJHpRVxZzYNHtwOTjaPAsr82fKglwJh91Zj+15irWO9t4buYwqWIau85GuBBFL+rZ5926fOpbDc5GeplIz1Jl8qBqKkPJcbx65x2tfkptE/nCzk3sb28mmEyTWhQoNE3DpNfhMBlpqHBR7bKvyNR/OfSihKKp5dSaiqYRyqaWfOdmK6S3g89kodNdybHpsbJ1zTpPFZIgohNFPEYzlWYbn23rwry42/7mtHnX63E7BErCxc+3b+RjTR28OjnMVy+dotHh5iN1Lbc95/blCEusf27GpjNwf3UjhyeHUTUNo6wrB/NcDlEQ8ZmsLGRS5BQFgySRLRZYyKTwLQb0hFL+9Htp+n0zFlmPRadnLp2kxVHKmLOQTqFpUHGT6BPOZRZ9mEvZO3KKUnaPWQnC4n+luAi3Fz3vNJZ6grMMRkL83s6H2OQLoKgqPx299pZd7sS3KGbcrn53KsEky3S6K5lKxgGN+6sb2OKrWdKHd6O92sfvfeojdzz+xJa1S/42G/T8woNbl3zmtJj4+PZ1fHz7utuWEXDZ+fIDW2977JGNa8r//uSO9eV/f3pXFwDTkTgANRUOnnxTXQBkSeCBdc08sK75lmPXkUSRVr+H1kUriTsRcNv5lQM7bvlcEAQ8dku5TjejqirZwp3TiQpcF3F13N/RyP0djbf93oGuNg50td21De3VPtqrb7XUul7HCpuZz+y+tY4347aZ+eK+Lbc99tCGVh7a0HrbY7Ik8tk9G/nsXcoWRaGcwvN2BFx2fu2RXUs+e3DdjefhmoCXP/jsw7ecVzL5L6WtveNvC6V+dllNPL19HU/fZiwGXHZ++8m9Sz5bU+3ld6r3AXBlYo5XLw/yJ59/nJaq0jNJVTV++5+f49pMkPvXNrG9tY7trXV3rMdK7he/y84X9m6+Yxlum5lP7FjPJ266H25mT3sDe9obbntMEkU+trWTj23tvGP5v/TQ0nhsbquZ//TRPQAks3l+fLaPj27q4PHN7QhC6R2kk0Uujs6QLyoIwp2FVVEQyi4r/+WJ+5cc27/+xrV2mI08tqmdxza1v7kIBmZDnB+d5o9+9tGyYKmoKr/+D88yMBuiu7GaOo+T33lq3x3rsdz9IoolMfQX9989Nt2HgVVxYpVV3gJ2nZV0McO59AyapmGRTTxUtZMdFV3oRBkBgU/WHuDIwhnORfoQBYH7vFvYuXjcobcRMHmRBBGPwbmY6UPAqy8FFxQR2ehsRxYkToZ6GE/PoBd1NFlr3rKJulNvo9ZUdUs6RY/Bxc/WP87h+dOcDF/CJOl5svpBtrg6kQQJTdOoMDipMVciv2kHRaAU4DOn5hEFEY/BRU4tpXz0GtzIgoRNZ+GTtQd4efY4r82fotLo4enq/fQlhkvpJ9G4lhjl8MJpckoer8HN4YXTGCUDD/q2l7M23A2HzsbnG57k6MI5zkV60TQVp97OemcbAgImychn6h7jpdljnA5fosro4XH/XnoTw+gEGYOk5+M1D/Hq/ElOhXtw6x085r+Py/FBDFJp4dZiq+OLjU/z+sI53ghdRFqMWyEJEibRwEf9e3lx9hjHgudw6508XLWbvvjwkuskCxJPVe/n5dnjHAuewyKZabHWYtdZCedjPDP1ajmA5lBqgqnMPOscLezzbcOhs/KZusc4PH+K0+HLyKLEI/772FGxAVmUMEoG6ix+zDdZu9hkC/VmP3pxeT9Gg6ijzuLHKploszWQLKZx6e249Q5AQyfI7PNuI6cUOBnqwa6zsNe7FZ/BjXHRlUQWJIqawunIFQTAobPyubqP0mSpXvJbe7ybyap5zkSuoBNl9vm2lWNIPBF4AJ+hgr74EHm1gE22sNHVXl5c2XUW6swB9HfIPmKWjcxmFxhIjqEXdfiNPu73bsYo3bkPBEGg0m6l8l1007iZgNVOIp/j7PxUyb88EePM3DTVK0yxqGkaWaVITimSLhbIKwqRXAaLrMMk3whU9mBtE3989ggLmRSbfdUELCW/VKvOwL6aJr7Zd45jM+O0u7wUNZVwJk2z043TsPzCOF0scCU0j8dkRi9Jiy4dInlFKdfxet1yikJGKRDNZTHLMkZZV76eDoORZCHPQCRE1lZAJ0plFwhRENjhr+XZ4V6eG7nKLn8dPtPKrpFBlNhf18w3+85xYmacZqebq+EFLi7M8Osbd74nPrd1NgfdXj/PDvXhM1mRRZEfj1zFptez+SaXjTNzU1xYmKHBMvO9AAAf/UlEQVTKbOXVyWEyxQJd3rtnaLgZURBwGk0MxyKMJaJIgkiF0VQWne6GRdYhCAILmSRTyTh94XmuRRZY664Elo61VLFAQVGJ5rLlsbYcmqZR1FTShQLxfBZF1Yjns8RyWUyyDt0K3CoKikJ/NIjXZGGt24dBlgll05h1uhVnNfkw8EENoN8/E+TvDp66JYbFdSwGPV/5yHbqva7bHn+30TSNjJJnKhPCJOmpNDpv2RjQNI1IPolZNmK8S/yhoqogCeK7JljeCUXVONI3zLOne+/4ndoKB7/68E7M7yDOkSSKqFop64fdZKCoqgzPhggl0tStwCXi3wKCUOqHyXCU6UgCWRKZjyU5NzxNncfJixf7OXR56I7nt1Z5+IX9W8vuOm8HWRRLrlfBCAadTFFRuTa9QDKbo7birWX/+veAcLudk/eBD0Ql3g80TSNfVBBF4S1HgFdVlWszQbw2Cx77yqIjQylf7uWJOTY1Vi//5cU6ZgtF9LJEJJUhlEiz5g7+fIWiwuBsiOaqinJ6KkVVGZ4L4zAbb+uPqWmllEcmvW7ZF8T1cm4XYffq9AK1FY4VB5j5sHFzZOQ7cb333usX7b3i30Mb3wtW+/GDRaqQ5+8vn+bg+CBmnR6nwUiF0Uwsl+UPFrN1/NGZI/z+zo/Qvuhm8cPBK3xv8DJ/vPsRKi1Wvt57jgsL01wNB4nns3T7AtRYHXyhYxP19tIkcy6d5LePPs9wLMz/2PUR9tU0leuQyOf4dv9FDo4Pla+9TW/gv27dS7Ojgvl0kt86+jwH6lv4ufbuNzeBmVSC//PYC8RyOYyyjKKqdP3/7d1ZjBx3ftjxb93d1fc19wxnhsNTFCXqWK2k3dXuetcbxPAaCJwLgQ3EAZKHXEiQh8BInhLYeQkcJ0GcPCVw4gfbQBznIXY2a6+1u5JWq5VIieIhkuKQcx/d0/dRdx6qp0lKHImra6TV7wMQIMju6qp/1dT0/1e//+9XmeTvnonrK3Q9l39/4UVW2g0u7G5ianEL05OFMX7l1KOj2gdb3Ta/df4FruztkjFNvjgxxz989OnR5/R8j9945S/4i9Wb/NZXfoEnJ2betS8HabkOv3f1At9dvTE6xm8dOc7fPH6WtGnxu1fO8xdrN/nNZ7/FuJ2m73v8hwsvUXf6/PqTX/2pWlS23AH/+sffo5JMxd06hhP3640q/+Xij7nRqKEqCinD5O+d+QJfmp6nNujxL178DpVkms1um4bTxwkCfuXUOb69eHLUEeNBfG/tJr/zxsuEw9oM//jRZzg3NkXf9/h351+g47n88yeee9cxdT2X3z7/Aj/aWqWYsMlbCUxVQ1VVfuOZnyeMIv7H1fO8sr3O9UaV2qDH45VpptJZfvXUObKmxT/7wZ/w3MwCv3rqHJqicqtV59df/A6/cvIc3zpyjFe31/nvV8+z0+twsbbN2fIE43aaX1w8xddnFvnPF3/Mhd1NfvPZn6eYsGm7Dv/mJ8+TNkz+yblnaQ47glzY3SRvJQijiJ7n8QsLJ/hbJx99oCDJp9lmvcW//P3/x7efOHXfzInD1nVcNvaaB3YO0VSV6WKWxIeYrH0YURRRdVr81+Xv8nB+nucqZ0i+IxjtRwF/uvkqZ/MLzNn3/74aRCFXW2sspife9f53+qh/T0ZRRL3bp9rqHvgaa9i68sMUjewOXP7wRxd5/vJNLEMb1V549sQ8f/3ZR0gnfja/L98tCEN+cGWZ3/vBBVDi+mOu7zNXzvNrX3+SpKlT7/QPfH/SMoYdPj74eWj1B/ze98/z4xtrWKZOGIT4YcjXzyzx1545O5ovfQ480A+SBCc+BmEU0eoN6AxcNDVOnat3+ji+TymdIozioiiWEa9Ze/n6CqV0ipPTFfquT2fgoKoKeTtJZ+CgKAo5O0GrN4i3kUkRhhH1bo8X3rrN44vTHJ+Mb75RBHvDNOVM0oIIOo6DqqhUsjaN7oBW3+H5yzfvScvygoBqK04/zaUStPsOrh+QsuK1sc9fvsmZ2Qkc3+fS6jZPHz9CIZVEVRTqvT4JXSdrJ9jr9Njr9Dg2Wabdd+g6HklT55Uba9iWwfHJMpVselT8JQwjdlodXnjrFs+emCdnJ2h0+yiKQjph4ngBXcclm7RImgY3d/aYyGdIGjp73T5+EFJIJdFUhVu7dRbGigTDojMRcfuinuONxnQyn/3ALaUOmxO4/M/177LcuX/1dICnSg/zXOUL78qW+KzwQo8/3fohFxvXD3zNQ7kl/vLklw8skChgZ7DHH6z+CS3v4C8+vzz78xxLH5HgxCdgP6tgu9cZ1SRIagYdz2EylcUNfLZ7HSZTGRLDiVfD6dNwBkwN2y2utpu0vXtrmpiqxkw6h20Ma9OEIRvdNn3fYzaTe9ckbuD77PQ7dD0XTVHJmBaVZFyQ0AsD1jstsqb1riKKAH4YstPr0HIdQiISmk4lmRpNfv0wZLm1hxPcmw5u6wYz6dyo7WkURdSdPtV+jyAKKVhJJoYZHvvb+e0LL/BmbYff+dovkfgpl9X0h+Pc8z1SusG4nRltY2/Qo+26TKXjQp5hFLHb7xKEIeN2+qf68tlyB/yrl7/HuJ3m7z/yxdFYR1FEwxmw2+8SRhF5K0ElmUJTVfwwZLPbImvG2SMt18HWdSZSGUxN/6kyArwwYLvboe05aIrKdDpLyojbe+70OoRRdOAxtdwB290OQRRRTCTRVZWB7zOZyhAB650mTffea81QNWbSWSxNZ73TJG1YFBNxITkn8NnstilaSTKmRcMZsN5t3fN+BRiz05QTNtVBj77vja7tIAzZ7nVQFYUxO81/euNH3GrV+UePPEPSMAijiJc2V/hvl1/lP37t28ykP9tPGj0/YLPRJmcnyN1nfbl4MH+09hKPFY7G10f1CqqicjQ9QRhFrParrPdqHM9MMZuqkDNSLHe26Acuba/HyewsIRH/Z+MVzuYXeLy4xPM7F8kZKfJmikHgcja/wJuN2yxlJplMvn+B50+rgeux0+rSc+KMV9syqGRTmLr2ufn97wcBu60u7b5DFEHC1Cll7OEc55MZg67jUm116bseqqqSskwqWfu+dTZ+hj3QYH+uRuST4gcBz19eptaJK7UujJVY3tkjnTCxh8WOdlodTs+MUc6kuLiyxXQxRzmb4vtXlukOHBw/4Nz8FBdXtjgzO87J6THe3t7jxnaVqUIWx/Np913W95o8vnhvBsRqrcG1zSrqsI1Mq+9g6hpLEyXe2tgln0rSd+8tTri8XedHN1awTQND11jZrVPJpQmCkBNTFS6tbpM0DYppm5VqI67MrqpkkxaNbh8vCHn2xBHW95q8fGOVQirJD6/eRtMU/CDE8Xz6NY/VWoOnluZG6ySDKGR5Z48raztMF3NUsin+6OU3eWxxhqWJEnudHtc2qyQMnaeWZvnzizf4yulFTF3jT85fZaqYI2HofGFplu+8fp2/8ewj3Niqcn55g2LaZrKQZaPeGo3p3/7qE6OewJ81hqrz1cqTfKF4/zV7ELdcvF9Xig9jP375Qe7fjuuDwgP/EtQUjaeKZzmdvXcNexCEOK6PnYy7cbxXPYH34w+3lUp+8CcGnZ6DnTQ/8lTxIAhx/QDL0FHVd287GP4sJSzjPT87b6T5xamvjWpo3M9E4r3XKr9TGEa4vn/P07IoinC9AF1TR8WyPijH9Wl0+pSyNvohPEUIwvi6eL+x/SCU4RP0xVz8BTeKIvqOh+/HE1LbMJlN5XD9YPRbOW8lyVvJeP234zGbzt33mribpqrMZg6euCV0ndl0nnq7Fy/RSt0JQhiqxnz24DRtXVWZSmc5qJ+Erqocy7//NaUoCsWEfd8ASBRFbPXa/GhzlV8+dmYUVBj4Hn9888qoG8T9PDM5x7nKFEndOPA43vm5qqIwbqcJo4grezv82erBqb15K8lfWXpo1B3DDQJ2+l2W8qV77rmKolBIJO9bQ0JX1VHnkZyV4O7f3G7g839vX4+Ldx7gbHmCL03No6tx15aZ+5xrVVHuCfbcT9ZMkDXvPylWgNlMntn3eP+Rd4yvpen3jPlBx7+vkrw301MbXlv7brca5MwEM5lc/D0mCketLn8WGLrGXPnzkVL/SXBDj7SR5JnyKf732svkzRRfLJ3gxegKvcCh5zskNZOm18NQNVJ6krKVJamZnMrO8mz5FIaq0/b6/NL0FzFUjT/bfp3V3i6D0CWtP3g9mE+jhGl87q83XdOYLGSZPJyVSEC8HCpV+dnPVPkoSHDiY2LoGufmp/CCkB9evcXZIxN8+eQCv/v9V/m5M8doDjMrTkxVhn/GmC5mCcMQU9c5Nz8NCiyOF/nSqQXafYedVocoguWdeO3Y08fn+PGNe7+sOp7HVqONHwTUuwPGcimePDqD6wecv7XBVCHDM8fn+eOfXLrnfev1JqemK0zkM/zhS28wU8rxtYeO8p3Xr1PK2ByfqvDk0Rlqw6yIrz90lN/9/mus78UF5Exdw9A1nlya5dpWjVqnh2VofO2ho/z+i69j6BpPHJ3BD0JWa41RcMLQNBbHS6zVmjyxOMN2s005m+Krpxdw/YDLa9v4QcBWr0/SNJgfK6KpKooC82NFvv7QUf7olUtM5DNMDSv16prGQ7PjHCkXeHV5/Z4x/TBrxg6bqqhMJh+sWvlHpd0d8Oc/uc5TDx0hm07QdzwytoVpxLcOPwhpdfoYhk46GUegm50+P7hwEyLQdZXJUpa5iQKvX1+n3XOYHctzZmkSXYvrW7S7DkEYYhoaN9aqLE6VSOsZLFNn4HhEEew02+xW28wdLYMPvdDDGS41anYHDByfmfHcaOIchCGtzgBNi9eSOq5P0or3eafeYX23yZceiVPe+wOPvuthGnHF5d7AJZ20cH0fzw+xEwZv3dphYbqEaeh0+w6vXV3jydNzhGFIJpVg4Hj4QUjGttD1+LjWd5v88MJNnn54niOTxdF4Xb65xdxEgaRl0Ok7o6refccjDCNWtxssTpewkybmcFu1RpftvQ7FnM2N1V2OzVYo5GwGThxkzNgW6rCv9sD16Q08KlYZ1wuIogjL1HFcH01TsQyddm+AGuj0fY+B42GZBjfXq0yVcyQsA8vQcLwAPwjwgxDbMhm4Hq3ugOlKjks3t4bjobGx02SsmEHTVPoDl7Rt0R+et4xtoWnxfu3UO9RbPY5MFAjCCM8PyKYSo6CGH4S8dWuHk/NjZFIJ+gOXVNLC8XyCICRtW3T7cUcDVVVwvQA7YWAP01LDMKLVHQBgJwxa3Xhs7US8XMzzA1rdwTCwqmAnTPwgRFGg03PjJWmruyzNlinmUlj717gf0OwOsAwdTVPp9l3Stjm61hzX5/nXbpAwDZ4+O48xPGeO69MduNgJE9fziWB0n/T8gL7j8ebbmzx+ahZFUdiutag2u3zxzDwQP11tdgZEUcS1lV0WpoqUcikczycMI0zjzrbaXYdqo8viTGl0PUVRRLMzQFHiL6edvkPCNGh1B/zkyiqn5sfYrLYo5mzSSWvU8UbXVDo9ZxS8GzgeyeExAKRt6yPvTR9FEaudJv/r7ctcb9QoJ1N8ZfpOkT0FBUvT3zOdX1cPbnv5IHRVfc/tJzSdq3s7vLC5gorC7XYDx/f5wvjMA9VReH8K5vsc4/26b/wsenpyjj+4dpF/+9oPKVhJtnttLtW2+fbiacr3CWqJz5coinBCj7bXo+F1MRSNlJYY1Y5QFZU9t80g8CiYaepuByf0CKOQh3KLXGmt8mbzNo8VjuJHAXtuh5KVwdQMrGF9ipPZWc7X32bMypPWJbtFiE+SBCc+Jo7n8frtTZKmweOL06zvtfjepbeZKmTxw5B00mSt1uTM7DiaqnFxZZOUZRJEEaWMjarGGQeGpsVLJzo9dpodiul4CUPSNDh/a4OtZptH7nqW1XVc1vda5O0EmqqgKSq6puIFIcV0kmq7x09uruG8oxLzZD7Da8sbbNXbHKkUUIc3+P0v1J4f8PrtTfKpJIYWPwW3DJ3pYhbPD5goZMjflZ5YSNm4/i4/uLpMOhEX4XlzdRtL13h0/t5nb7ZpUO/2eWNlk7ydRNfi9a9dpz86lr7rs9vu8vZWFWfYlmp/P8Io4na1zvJOnUpue1RJWlEUwjC8Z0yDMPzMLus4DO2ew831GotTJW6sV6k3ezz76CLF4cTNcT1evbqGH4Q899jR0YRvf+K4WW3R7bus7TRodR2+8dRxXnx9mWNzY+jJ+Lr63qvXKWRtFqaKvHJphYShU2v1eGhxgh9euEkqadEduDTbfXbqbcIwwtC1YTZGHBFvdvtk09Zowuj5AReurdPsDjB0LW7LGIYkEya9gXtPFsilm5vUWz1QFCxTJwhCkpbBXquHZeg8vDTJK5dXsEydvuNRbXRZ2aqPriM7YdLtO6TtBKcXxkkPn/rn0kkqhTS5u9qaOa7PK5dX0DQFxw1odPoQRei6RjBsZTlwfDo9h7PHpjAz8Xs3ay1eu7rG46dmWd9t0u45JEydZndAGEZ86ZFFxksZPD/g4o0Nun0Xx/WJiMdq4PiYRrxfCcvAD8LRGseB63FstsJrV9fwlgJcL+DIZIHLy9u0ugNsyySVNCnlU1TrXUq51Gg8yvk0b63sYho6b69V2dprMzueZ7vWZqyY4fGTM8PgBKzvNLl6axtNVdmoNgnDiJmxPMfm4oCbrqvoukZv4HFtZZf13QZz4wUs02B5o8bpxQku39xiabbMdq1NBCQMnecej7NsgjDk8vIWW7U2x2bLXLi2wTNn55mfKqIpCpvVFi+9cYswilBVhS+eOcJmtYWiQLXRY6qSZaPaot1zmCxnOXcirnXQdzx+cnkFUChkk9za2OO5x5ZIlOJrzTQ0JkpZUBhdE34QcunmFu2eQ6WQZrfeJorA8XwePjrJrc095qdKoCi0ew7Xbu/EgQzrzsS023d46eIyoNB3XDp9J85QuSsIdWZxgtWdBq4XcHtzj0I2SbKSG55Xn++8fJWFqbj+T63VQ1MVEqZBuztAURXeuLHB7HieIIho9xxcz+fhpUneuLFBOZ9GVRQGrsf0WJ5rt3fw/IBnzi4wVfl40ur9MOTRyiTfmF1iwr5Tn8jUNL69eOo9O0ooP3UzzLvfC8fzZZbypffc/nqnRdow2Rv0OFko82unH+dksfKRpAUbqso355Y+tmP8LPmF+RNUkinO726wN+hRTtr8g0ee5vHxaczPSYBGvLem1yOpWTTcDvOpceZSFSzN4NHCIhk9wUpvlxm7xEJqnGvtDcIoZD41xka/RhiFHE1PkTVsjgz/LWfanMreyReaThb5/s6bPFs+/blZ+iDEp4UEJz4mlmEwU7I4NlFmqpBlp9Wh73qM5zIMPJ8TUxXSlkkxbfPUsVnqnR6t/oBs0iKfSnJxdYufO7NEJhEvQZgu5vjG2WOoxMVZTD0u4PLIkUmyyQSdfrw+1NR1vvHwEkEUYWoalqFhmyZBFHJ0vEjX8QiCkJNTldF7AGZKeRKmEXdqyNg4XkA2afHNh5copG1+7uElHM8nayc4Us6TNA1+8fFT2JZBtdXF0DT8IKTW6aGrKjk7wVdOLdDqOxRSCYIo/vKrayrlTGr02fs9xf/SoyfQhnU2vjFszZNPJfnm2WP4YYila6QTFt969ASGppGzExwdL8bvfeQ4CUPn20+ejtOmrLh6vWXonJiqcHNnbzSmi+PF0RNR8f7eXqsxWc5yfXWXM0tT1Ft92l2HYjZ+erWx28LzAwaONwxIxO8zDY2jM2WKWZukFT+tXd9t0hxlM8SvUxWF+akiGztNDF1jqpxjvJRls9amWu+yVWtzZMJgdizPrY0aSStHKZei1R1wenGCSzc3yaUTZFIWubv6fG/V2gxcD9f18f2Qr5xb5Dsvv0VFVZkdL7Cx2xy91vECKsUMy+s12j2Hx07OcOntLRamiyyv11AUhYlylqlyjgvX1pmfLLK206DvxJP6V6+uMlnOsjBVJHHX5NL3AwaOj3/XGvxU0mTyrm0tTpX48aXb2AmTUwvjvHplFS8IGXjeaFuKolDM2syM5Slk4oDH4nSJP33xChOlLKVcCl2PJ8WeH9DuOSxMlXj+tRvMjhcoZJK8ur7KueMz7LV6rO82+fKji7x2dY1syuLEkTFmxwtMlLJMVXLc2tij2uhSa3TRdZWzx6Z49coqc5MFbm/uYZn6aDwUNc5CqLd77LV6lHI2adsiYRns1Np3lqCoCqVcfAyWGRflGi9m2N5rj4ITvh/SH7i0ew61ZpdiNoUfhLQbHTRVodHqkbEtHlqcZK/V48ziJC9dvDUa22qjS6s7GLVWnChl2Gv2mJsooKnx+chnkvQGLq3ugFqzS7UZ1+SYG89TzqfZa/VYmilzbWV3tN313Wbc8s1xWZgqkkwYNDp9xktx6nwUxQGeOHMlXv7k+QHdvsP8ZIHuwMNOWCgKrN1qxGPb7DFezNIfBt32AzW15p0aIavbTTRVpd7uk06azI7lefGNZc4cncQ0dFZubFAtZag1u8yM5ePrI3vnqbKmKsxPFqm3egRhyPG5Ma6t7DJRynJ0psTMWJ6VzTrTlTwb1Sa1ZpcgCFne2MMydOqtHrl0khNHxnC9gCAMKefTGB/DkhtFUZjL5Pmnj33pwP+PbxkfzyRhf/Khvc/2ZzM5/s5D929Z+FHsw8d5jJ8llq7z5el5vjw9f9i7Ij6FFEVhPJHnr869+35xrhBnRC5l7jwEW0hPHLitJ4p32owWi/E9vec7vFx7i1m7QtH8ZDo6CSHukIKYHwM/CLm2WaWQSjBZeLBWcRBnPbxyY42u41LJpnh0fvJ9C6WEUcTKboOeG6c7JwyD6WL2PSfgURTRcz1u795Z21oedvz4MGutb+/WuXBrk7lKnodnJ+6boRBFEVuNNvVuXBnX0DSmi9kP1SrpvXyQMRV3vH59gxNzFS4vb5NOmmxWW0xVcqOn8K3ugGqji2XojBXjiYvrBXhBwNJMmd16B3W4VGJ5owbAzFh+lHquKAp7zS7dgcvphQlWtuoYuoaqKqzvNLFMnbRt0eoMyKQsBm5c88DQVWbGcqzvNCnmUtze3GO8mBmtye/2Xbb32piGjp0wOD5X4a3bu2iqSqPTxzI0Jsvxz+bVW9u4fsjMWA47YbJVbTNZzuCHIbVGlzNLk6zvNEfLFG5t7qGpCoWsTaPVZ3Yiz26jAxGU8nd+hsIw4q3bOxw/UhmlwaeSJlu1OPsjl05wa6NOKWejaSrVRodKIT3KBorCaJRan7QMbqxVKeXitdqVfIrbW/XheOjkM8nR53Z6DrVmD11T2ai2GCukGbgefcdnqpylkLVZ3W4wWc6gayqlfIpCxuat2zv0Bt5wv/YAKOZsjk6XuLFWxTR0NnebPHF6jrWdBlEEpZzNm29vMl2J6yHstfrMjuept3p0+i5T5SyqqowyrW6u15isZGl1BrS7DmPF9OhaCqOIG6tVJstx0dpqozvMOojrDExVcriez/G5CjfWqkxX8ly6ucn48AvlwPHYrLUwdI3xYoatWpuMbZFLJ1EUaHcdUBhlqOy1egDMThRY2dxjvJRF1xQqhQzXV3aZGAYfmp04kJFMGJRzKda2G0yUs6NreD9rJGHqjBczcWaGotDuO9RbPaYr8fURBhGFnM36TgNVUZis5Li5VmVxpkS3FwdlEpY+Op56q0e93cc04roUfhAyUcrQ7jl4fkApl2JtJ67/c+LIGMsbNcaLmdF9V1UUtvbaBMP3rWw1KOVSjJfS8fKq8Txr202qjS75TILmMLADCu3ugGw6QTaVoJxPkTQNXr++gaFrnDgy9qHqtQghxKdZFEV4kY+K+pktLi7Ep5R06xBCfHSiKCKK4snvbiOeMBayNvl0gjCCjd0mnh+M0twPesLqej4bw6fRScugUoi7tyiKwrvvRwp3bg93/v7ONMswiugNAxIAuXSCQtZ+19r4/e3vTzgBWp0BcxMFijn7HZ/H6LPuv1/c89oogt16m07fjavOFzPYCYO+47FZjSvXZ2zrrgDGwccWRRG79Q7tnhNXuS9lSA1rK9x97PvnZKvWou94aKrCeClLwtTZa8XZDAuTRW5v1UklzeHE9/7jeL9jPChWuf/ad56Hu7dx0HjcbX8CDlAppMnY1mib79yf+33WwPVHWTDppEkpn0YbBqgi4myMzd0mfhjGwYNSHPi4s+34GO8+nv1aDfvXRzFnk0slUVVlNN59x2OrNjynKYtyLo2ixFkWjuujayoTpewo8PJu947t/uffPR7lfJpMyhoFnQ7+XX3nGA4ej4PPeQT3BKXf79xKirMQQgghPgAJTgghPlrx7SK670Rl///2J0sHTWL2J3gP8toPul8MU6Tvt913vjZ+0q2+byeEB9mHiGj4AfuTT+WB9+vgbQ1Tvg8cz/2J473jGYbx56pq/HdFAfUjLmT44Mfw7vN80LX0oNfCg5zzD3Ktvd9+HfS5oNz3PDyoT2I8hBBCCCEOiQQnhBBCCCGEEEIIcageKDjxaVl8L492hBBCCCGEEEKIzynpqSiEEEIIIYQQQohDJcEJIYQQQgghhBBCHCoJTgghhBBCCCGEEOJQSXBCCCGEEEIIIYQQh0qCE0IIIYQQQgghhDhUEpwQQgghhBBCCCHEoZLghBBCCCGEEEIIIQ6VBCeEEEIIIYQQQghxqCQ4IYQQQgghhBBCiEMlwQkhhBBCCCGEEEIcKglOCCGEEEIIIYQQ4lBJcEIIIYQQQgghhBCHSoITQgghhBBCCCGEOFQSnBBCCCGEEEIIIcShkuCEEEIIIYQQQgghDpUEJ4QQQgghhBBCCHGoJDghhBBCCCGEEEKIQyXBCSGEEEIIIYQQQhwqCU4IIYQQQgghhBDiUElwQgghhBBCCCGEEIdKghNCCCGEEEIIIYQ4VBKcEEIIIYQQQgghxKGS4IQQQgghhBBCCCEO1f8HdB9QBdyD+yoAAAAASUVORK5CYII=\n", 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Member of an association of RSE/RSD for Germany
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" - ], - "text/plain": [ - " Count Percentage\n", - "Member of an association of RSE/RSD for Germany \n", - "Yes 28 10.9375\n", - "No 228 89.0625" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Joining a RSE/RSD association for Germany \n", - "Yes 114 65.142857\n", - "No 61 34.857143" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
What is important for such organisation for Germany
Research software standards and interoperability definition9027.027027
Networking8926.726727
Research collaborations7923.723724
Training7622.822823
Job opportunities5817.417417
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" - ], - "text/plain": [ - " Count Percentage\n", - "What is important for such organisation for Ger... \n", - "Research software standards and interoperabilit... 90 27.027027\n", - "Networking 89 26.726727\n", - "Research collaborations 79 23.723724\n", - "Training 76 22.822823\n", - "Job opportunities 58 17.417417" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Attending a national conference of RSE/RSD for ... \n", - "Yes 201 80.4 \n", - "No 49 19.6 \n", - "\n", - " Percentage in 2017 \\\n", - "Attending a national conference of RSE/RSD for ... \n", - "Yes 77.664975 \n", - "No 22.335025 \n", - "\n", - " Difference with previous year \n", - "Attending a national conference of RSE/RSD for ... \n", - "Yes 2.735025 \n", - "No -2.735025 " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Attending a national conference of RSE/RSD'\n", - "results = count_diff(df, rse_conf, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Member of an association of RSE/RSD for Netherlands
Yes2356.09756146.5517249.545837
No1843.90243953.448276-9.545837
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Member of an association of RSE/RSD for Netherl... \n", - "Yes 23 56.097561 \n", - "No 18 43.902439 \n", - "\n", - " Percentage in 2017 \\\n", - "Member of an association of RSE/RSD for Netherl... \n", - "Yes 46.551724 \n", - "No 53.448276 \n", - "\n", - " Difference with previous year \n", - "Member of an association of RSE/RSD for Netherl... \n", - "Yes 9.545837 \n", - "No -9.545837 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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Joining a RSE/RSD association for Netherlands
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" - ], - "text/plain": [ - " Count Percentage\n", - "Joining a RSE/RSD association for Netherlands \n", - "Yes 12 85.714286\n", - "No 2 14.285714" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
What is important for such organisation for Netherlands
Networking1018.518519
Training814.814815
Research software standards and interoperability definition712.962963
Research collaborations611.111111
Job opportunities611.111111
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" - ], - "text/plain": [ - " Count Percentage\n", - "What is important for such organisation for Net... \n", - "Networking 10 18.518519\n", - "Training 8 14.814815\n", - "Research software standards and interoperabilit... 7 12.962963\n", - "Research collaborations 6 11.111111\n", - "Job opportunities 6 11.111111" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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AAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAADdXmNRVV1RVQ9X1Rcmrb2vqu6pqruq6vqqeuoeXru1qu6uqs1VtWkmBwcAAABg5u3LkUVXJnnFbmufSbKktXZ8kq8kOef7vP5nWmtLW2vLpjciAAAAAHNlr7GotXZLkm/stnZTa+2xwdPbkiyehdkAAAAAmGMzcc2i05L8+R62tSQ3VdUdVXXG9/smVXVGVW2qqk1r166dgbEAAAAAeKIWDPPiqvrtJI8l+cgednlpa+2Bqjo8yWeq6p7BkUrfo7W2NsnOStSGmQsAAACA6Zn2kUVVdWqSVyU5ubU2ZdxprT0w+PpwkuuTvHi67wcAAADA7JtWLKqqVyT5rSS/2Fqb2MM+T6qqJ+98nGRFki9MtS8AAAAA+4e9xqKq+miSv0nynKq6v6renOSyJE/OjlPLNlfVmsG+z6yq9YOXHpHkr6rqziSfS3Jja23DrPwUAAAAAMyIvV6zqLW2aorlD+1h3weTrBw8vi/J84eaDgAAAIA5NRN3QwMAAABgnhCLAAAAAOjEIgAAAAA6sQgAAACATiwCAAAAoBOLAAAAAOjEIgAAAAA6sQgAAACATiwCAAAAoBOLAAAAAOjEIgAAAAA6sQgAAACATiwCAAAAoBOLAAAAAOjEIgAAAAA6sQgAAACATiwCAAAAoBOLAAAAAOjEIgAAAAA6sQgAANhvnHbaaTn88MOzZMmSvvaxj30sxx13XMbGxrJp06a+fuutt+b444/PsmXLcu+99yZJHnnkkaxYsSKPP/74nM8OBzKfPSYTiwAAgP3Gqaeemg0bNuyytmTJknz84x/P8uXLd1lfvXp11q9fn0suuSRr1qxJkoyPj+fcc8/N2JhfdeCJ8NljsgWjHgAAAGCn5cuXZ+vWrbusPfe5z51y34ULF2ZiYiITExNZuHBhtmzZkm3btuWEE06Y/UFhnvHZYzKxCAAAOCCdc845OeWUU3LYYYfl6quvztlnn53x8fFRjwXzns/e/CcWAQAAB6SlS5fmtttuS5LccsstOfLII9Nay0knnZSFCxdm9erVOeKII0Y8Jcw/Pnvzn1gEAAAc0FprGR8fz7XXXpszzzwzF198cbZu3ZpLL700F1544ajHg3nLZ2/+cuUpAADggLZu3bqsXLkyixYtysTERMbGxjI2NpaJiYlRjwbzms/e/OXIIgAAYL+xatWqbNy4Mdu3b8/ixYtzwQUXZNGiRTnzzDPzD//wD3nlK1+ZpUuX5tOf/nSSZGJiIldeeWVuuummJMlZZ52VlStX5tBDD80111wzyh8FDig+e0xWrbVRzzCV/XKomXD0u28c9QgMYetFrxz1CAzj/KeMegKm6/xHRz0BQ3jeVc8b9QhM091vvHvUIwAAM6v2ZSenoQEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQLRj1AAAAwMz7u2OfO+oRGMJz7/m7UY/ANH3gbX856hEYwjvW/OyoR9gvOLIIAAAAgE4sAgAAAKATiwAAAADoxCIAAAAAOrEIAAAAgE4sAgAAAKATiwAAAADoxCIAAAAAOrEIAAAAgE4sAgAAAKATiwAAAADoxCIAAAAAOrEIAAAAgE4sAgAAAKATiwAAAADoxCIAAAAAOrEIAAAAgE4sAgAAAKATiwAAAADoxCIAAAAAOrEIAAAAgE4sAgAAAKATiwAAAADoxCIAAAAAOrEIAAAAgE4sAgAAAKATiwAAAADo9ikWVdUVVfVwVX1h0tqiqvpMVd07+Pq0Pbz2jYN97q2qN87U4AAAAADMvH09sujKJK/Ybe3dSf6itXZMkr8YPN9FVS1Kcl6Sn0zy4iTn7SkqAQAAADB6+xSLWmu3JPnGbsu/lOSqweOrkrx6ipf+hySfaa19o7X2f5J8Jt8bnQAAAADYTwxzzaIjWmtfGzz+30mOmGKfo5Jsm/T8/sHa96iqM6pqU1VtWrt27RBjAQAAADBdC2bim7TWWlW1Ib/H2iQ7K9FQ3wsAAACA6RnmyKKHqurIJBl8fXiKfR5I8qxJzxcP1gAAAADYDw0Tiz6ZZOfdzd6Y5IYp9vl0khVV9bTBha1XDNYAAAAA2A/tUyyqqo8m+Zskz6mq+6vqzUkuSnJiVd2b5OWD56mqZVX1J0nSWvtGkt9Lcvvgz3sHawAAAADsh/bpmkWttVV72PRzU+y7KclbJj2/IskV05oOAAAAgDk1zGloAAAAAMwzYhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0YhEAAAAAnVgEAAAAQCcWAQAAANCJRQAAAAB0045FVfWcqto86c83q+o/77bPCVX16KR9fnf4kQEAAACYLQum+8LW2peTLE2SqjokyQNJrp9i18+21l413fcBAAAAYO7M1GloP5dkS2vt72fo+wEAAAAwAjMVi16f5KN72PaSqrqzqv68qo7b0zeoqjOqalNVbVq7du0MjQUAAADAEzHt09B2qqpDk/xiknOm2Pz5JM9urX27qlYm+USSY6b6Pq21tUl2VqI27FwAAAAAPHEzcWTRzyf5fGvtod03tNa+2Vr79uDx+iQLq+rpM/CeAAAAAMyCmYhFq7KHU9Cq6hlVVYPHLx6839dn4D0BAAAAmAVDnYZWVU9KcmKSt05ae1uStNbWJHldkrdX1WNJvpPk9a01p5gBAAAA7KeGikWttX9M8kO7ra2Z9PiyJJcN8x4AAAAAzJ2ZuhsaAAAAAPOAWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAADd0LGoqrZW1d1VtbmqNk2xvarq0qr6alXdVVUvGPY9AQAAAJgdC2bo+/xMa237Hrb9fJJjBn9+MskfD74CAAAAsJ+Zi9PQfinJurbDbUmeWlVHzsH7AgAAAPAEzUQsakluqqo7quqMKbYflWTbpOf3D9Z2UVVnVNWmqtq0du3aGRgLAAAAgCdqJk5De2lr7YGqOjzJZ6rqntbaLU/0m7TW1ibZWYnaDMwFAAAAwBM09JFFrbUHBl8fTnJ9khfvtssDSZ416fniwRoAAAAA+5mhYlFVPamqnrzzcZIVSb6w226fTHLK4K5oP5Xk0dba14Z5XwAAAABmx7CnoR2R5Pqq2vm9rmmtbaiqtyVJa21NkvVJVib5apKJJG8a8j0BAAAAmCVDxaLW2n1Jnj/F+ppJj1uSdwzzPgAAAADMjZm4GxoAAAAA84RYBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdGIRAAAAAJ1YBAAAAEAnFgEAAADQiUUAAAAAdNOORVX1rKq6uaq+VFVfrKpfn2KfE6rq0araPPjzu8ONCwAAAMBsWjDEax9L8huttc9X1ZOT3FFVn2mtfWm3/T7bWnvVEO8DAAAAwByZ9pFFrbWvtdY+P3j8rSR/l+SomRoMAAAAgLk3I9csqqqjk/xEkr+dYvNLqurOqvrzqjpuJt4PAAAAgNkxdCyqqn+T5Lok/7m19s3dNn8+ybNba89P8v4kn/g+3+eMqtpUVZvWrl077FgAAAAATMMw1yxKVS3MjlD0kdbax3ffPjketdbWV9XlVfX01tr2KfZdm2RnJWrDzAUAAADA9AxzN7RK8qEkf9da+8M97POMwX6pqhcP3u/r031PAAAAAGbXMEcW/XSSX0lyd1VtHqydm+TfJUlrbU2S1yV5e1U9luQ7SV7fWnPUEAAAAMB+atqxqLX2V0lqL/tcluSy6b4HAAAAAHNrRu6GBgAAAMD8IBYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAJxYBAAAA0IlFAAAAAHRiEQAAAACdWAQAAABAN1QsqqpXVNWXq+qrVfXuKbb/QFX96WD731bV0cO8HwAAAACza9qxqKoOSfKBJD+f5MeTrKqqH99ttzcn+T+ttX+f5I+S/MF03w8AAACA2TfMkUUvTvLV1tp9rbV/SXJtkl/abZ9fSnLV4PH/TPJzVVVDvCcAAAAAs2iYWHRUkm2Tnt8/WJtyn9baY0keTfJDQ7wnAAAAALNowagH2KmqzkhyxuDpF5P80wjHYfqenmT7qIeYLeVESvZf8/qzlwsclMp+bd5+/upUnz32a/P2s5ckcUIG+695/dn7tQ+OeoJZt6G19oq97TRMLHogybMmPV88WJtqn/urakGSpyT5+lTfrLW2NsnaIeZhP1BVm1qWdODIAAAgAElEQVRry0Y9BxxsfPZgdHz+YDR89mA0fPYODsOchnZ7kmOq6oer6tAkr0/yyd32+WSSNw4evy7JX7bW2hDvCQAAAMAsmvaRRa21x6rq15J8OskhSa5orX2xqt6bZFNr7ZNJPpTk6qr6apJvZEdQAgAAAGA/NdQ1i1pr65Os323tdyc9/qckvzzMe3DAcSohjIbPHoyOzx+Mhs8ejIbP3kGgnBUGAAAAwE7DXLMIAAAAgHlGLAIAAACgG+qaRQCMRlUdP8Xyo0m2tdYen+t54GBTVUcleXYm/V2qtXbL6CaC+a+qnpTkO621x6vqx5Icm+TPW2v/d8SjAcw7rlnE0KrqBVMsP5rk71trj831PHAwqKrbkyxN8sUkleS5Sb6U5MlJzmit/cUIx4N5rar+IMlJ2fGZ++5gubXWfnF0U8H8V1V3JHlZkqcluTXJ7Un+pbV28kgHg3msqi5OMp7kO0k2JDk+ybtaax8e6WDMOkcWMRMuT/KCJHdlxy+tS7LjF9inVNXbW2s3jXI4mKe2Jnlza+2uJKmq5yV5T5Jzk/zP7AhJwOx4dZLntNb+edSDwEGmWmsTVfXmJJe31i6uqs2jHgrmuRWttd+qqtdkx98/X5vkliRi0TznmkXMhAeT/ERrbVlr7YVJfiLJfUlOTHLxSCeD+eu5O0NRkrTW7k7y4621r45wJjhY3Jdk4aiHgINQVdVLkpyc5MbB2iEjnAcOBjsPMHllko+11h4d5TDMHUcWMRN+rLX2xZ1PWmtfqqpjW2v3VdUo54L57J6qen+SawfPTxqs/UASp3/C7JpIsrmq/iJJP7qotfbO0Y0EB4VfT3JOkutba1+sqh9JcvOIZ4L57s+q6p7sOA3t7VX1b5P804hnYg64ZhFDq6o/TfKN7PpL69OT/EqSv2qtvWhUs8F8VVX/OsmZSV46WLo1yfuz4/+8/41/9YHZU1VvnGq9tXbVXM8CALOtqhYlebS19t3Bheaf3Fr736Oei9klFjG0qjosya9m119aL8+OX1r/dWvt26OaDQBmQ1UdmuTHBk+/7G5MMPsGd0A7O8nR2fVOhD87qplgvhv8A+VZSf5da+2MqjomO67b92cjHo1ZJhYBHICq6qeSnJfvvXX3j+3xRcCMqKoTklyVHRf6rCTPSvLG1totIxwL5r2qujPJmiR35P/fiTCttTtGNhTMc4OzSO5IckprbckgHv11a83NVOY51yxiaFX100nOz/f+0vojo5oJDgL/PclvZbe/MANzYnV23B3my0k/2uGjSV440qlg/nustfbHox4CDjI/2lo7qapWJcngjoQuTHsQEIuYCR9K8q74pRXm0jdba58a9RBwkFq4MxQlSWvtK1Xl7mgw+z5VVb+a5PrsenH5b4xuJJj3/mVw2ZGWJFX1o5n0+WP+choaQ6uqv22t/eSo54CDSVX9/uDhx7PrX5jvGs1EcPCoqiuSPJ7kw4Olk5Mc0lo7bXRTwfxXVf9riuXmaHaYPVV1YpLfSfLjSW5K8tNJTm2tbRzlXMw+sYihVdVFSQ7J9/7S+vmRDQXzXFV9dorl1lpbPufDwEGmqn4gyTvy/2/s8Nkkl7fW/EsrAPNOVf1Qkp/Kjuv03dZa2z7ikZgDYhFDq6qbp1hu7kwBAMBMGZzu+fYkO/9hZGOSD7obIcy8qjq2tXZPVb1gqu0ODJj/xCKAA0hVrWqtfbSq3jnV9tbapXM9Exwsqup/tNb+Y1XdncG1GyZrrR0/grHgoFFVf5JkYXbcjTBJfiXJd1trbxndVDA/VdXa1toZDgw4eLnANdNWVW9orX24qs6aantr7Q/neiY4CDxt8PXfjnQKODj9+uDrq0Y6BRy8XtRae/6k539ZVXeObBqYx1prZwwe/nxr7Z8mb6uqfzWCkZhjYhHDeNLg65NHOgUcRFprlw++vmfUs8DBprX2tcHDX22t/ZfJ26rqD5L8l+99FTCDvltVP9pa25IkVfUjcSdemG1/nWT3U9GmWmOecRoaQ6uqRbvfsrSqfri1NtUdK4AZUFVPT3JakqMzKfxP+lcgYJZU1edbay/Ybe0up6HB7Kqqn0vy35Pclx0X2n12kje11qY6TQYYQlU9I8lR2XHnz/+UHZ+5JPnBJGtaa8eOajbmhiOLmAmfqvp/7d15mKRlee/x72/YBWZAxQWVNYqyg6KIuKGSxIUIskQ4RsUtiVHEY6Jxj0sST+IW930lRjEuiCgCbqwiyzCIgkZcjkvCcQFGkG24zx/v20PT9sz0O1PdD1R9P9fVV9f7vF1Vv67qnum663nuJ39aVVcDJLkfcDywa9tY0lj7PHAOcAa+qyotiCR/Bfw1sEOSZdNObQ6c2SaVNDmq6rQk9wZ26ocucxdCad78MfA04J7A9PYiy4GXtgikheXMIq2zJI8D/g54HN1/3h8FjqqqpU2DSWMsydKq2rN1DmmSJFlC1zfsn4CXTDu1fOYMW0mjk+SAqvpqkkNmO19Vn1noTNKkSPKkqvrP1jm08JxZpHVWVV/stzL9Ct27qwdX1fcbx5LG3ZeSHFhVX2kdRJogVVU/TvLcmSdmW5ItaWQeDnwVeMIs5wqwWCSN2NRmRsB2s21o5GZG489ikdZakrdx662DlwA/BP4mCVU169bekkbiL4EXJ7kWuIFuHXlV1R3bxpLG2r/T7YR2Pt3/f5l2roAdWoSSxl1Vvaq/+JqZPTGTbN8gkjQJpjYz2qxpCjXjMjSttSRPXd35qvrIQmWRJk2S9WYbryr7F0mSxtIqmsufX1X3b5VJksaVM4u01qrqI/0L1o9W1VGt80iTIMm9q+oHwC6r+JJlqxiXNEJJ7kG3E9P03Qi/2S6RNL6S3Jfu/70lM/oWLQY2bpNKmgxJtgKexR/uwHt0q0xaGBaLtE6qakWSbZNsWFU3tM4jTYCXAM8A3jHLuQIetrBxpMmT5A3AEcB3uWU3wgIsFknzYye6JaBbcOu+RcvpXsRKmj+fB04HTsUdeCeKy9C0zpJ8FLgfcAJwzdS4Tc8kSeMoyWXA7m7ZLS2sJA+uqrNb55AmiTvwTi5nFmkUfth/LKLbDU3SAuin5e/MtCn4VfXv7RJJE+NyYAPAYpG0sC7sdyPchVv/3+dyGGn+nJjksVV1UusgWljOLNLIJNkMoKp+1zqLNO6SvBw4ELgvcDLwx8AZVXXIaq8oaZ0l+U9gD+A0phWM3AVUml9JjgcuBY4EXgMcBXyvqo5pGkwaY0mW0+2Mdj1wI7fswLu4aTDNO4tFWmdJdgU+Bkxt2f0r4C+q6pJ2qaTxluRiYE/ggqraI8ndgQ9X1R83jiaNvVXtBuouoNL8SnJhVe2VZFlV7Z5kA+D0qtq3dTZJGjcuQ9MovBd4YVV9DSDJI4D3Afu1DCWNud/3DeZvSrI58N90OzNJmmcWhaRmbuw/X9m/WfnfwF0a5pHGXpJZN09xB9DxZ7FIo7DpVKEIoKq+nmTTloGkCXBhki2ADwLnAVcD57aNJI23JJ+qqsP7mX1/MDW7qnZvEEuaJO9NsiXwcrqNVTYDXtE2kjT2/nba5Y2BBwLnAwe0iaOF4jI0rbMknwUuoFuKBvC/gPtX1cHtUknjK0mAu1XVL/vjPwIWV9UFbZNJ4y3J1lX1iySzzuKrqp8sdCZpUiRZBBxaVZ9qnUWaZEnuBbylqp7UOovml8UirbP+HZ5/APbvh74J/ENV/bZdKmm8JflOVe3aOoc0SZJcUFV7J/lYVT2ldR5p0iQ5r6oe0DqHNMn6Ny0vqaqdW2fR/HIZmkbhju4AIy24pUn2qqoLWweRJsiGSY4E9kvyBzsPVtVnGmSSJsmpSV4EfBK4Zmqwqn7TLpI03pK8jVuWXi+i32ClXSItFGcWaZ0l+QZwT+DbwOnAN6vq4rappPGUZP2quinJJcBOwA/p/mCe2sZ076YBpTGWZH+6rboPp+uXMl1V1dELn0qaHEl+NMtwVdUOCx5GmhAzdgC9CfhxVZ3ZKo8WjsUijUSSDYF9gEcAzwE2q6o7Ng0ljaFpy2B2nO18Vf1woTNJkybJM6rqA61zSJI035IcU1VvXdOYxo/FIq2z/p3Wh/YfWwBLgdOr6hNNg0ljKMmFVbVX6xzSJOt3/DwW2Kaqnp3k3sBOVXVi42jSWEuyAfBXwNRW3l8H3lNVNzYLJY25qTcqZ4z59+gEsFikdZbkJrrtE/8JOKmqbmgcSRpbSX4GvGlV56tqleckjUaST9L9v/cXVbVrkjsAZ1XVno2jSWMtyfuBDYCP9ENPAVZU1TPbpZLGU5InA0fSTQj45rRTmwM3V9WjmgTTgrHBtUbhzsBD6N7leX6Sm4Gzq+oVbWNJY2k9YDO6HkWS2tixqo7o/5Cmqq7td4eRNL/2qao9ph1/NclFzdJI4+0s4Jd0r/XeOG18ObCsSSItKItFWmdVdWWSy4F70TW63o/uXR9Jo/fLqnpN6xDShLshySb0u8P0PcSubxtJmggrkuw41Z8vyQ7AisaZpLFUVT/pZ7RfV1XfaJ1HC89ikdZZXyi6lG4ntHcBT3cpmjRvnL0gtfcq4MvAvZIcRze79mlNE0mT4W+Br/V/ewbYFnh620jS+KqqFUluTrKkqq5qnUcLy55FWmdJHlZV35wx9hC3VJRGL8kdq+o3rXNIky7JnYB96V6wnlNVv2ocSZoISTYCduoPL6sqZ/VJ8yjJ54G9gFOAa6bGq+r5zUJpQVgs0jpbRYf8PxiTJOn2LMlq/1+rqgsWKos0iZJsDPw1sD/dMtDTgXdX1XVNg0ljLMlTZxuvqo/MNq7xYbFIay3Jg+n6E70AePO0U4uBg2c0IJQk6XYtydf6ixsDDwAuoptZtDtwXlU9uFU2aRIk+RRdc92P90NHAltU1WHtUknjL8mGwH36w8uq6saWebQw7FmkdbEh3a5M69NtoTjlauDQJokkSZonVfVIgCSfAfauqov7412BVzeMJk2KXatq52nHX0vy3WZppAmQ5BHAR4Af071Bcq8kT53ZhkTjx2KR1lrfFf8bST7cd8u/Q1Vd2zqXJEnzbKepQhFAVX0nyf1aBpImxAVJ9q2qcwCSPAg4r3Emady9ETiwqi4DSHIf4BPA/Zum0ryzWKRR2DrJl+hmGW2TZA/gOVX1141zSZI0H5YleT+3LIU5CljWMI801pJcTNejaAPgrCQ/7Y+3pduRV9L82WCqUARQVd9PskHLQFoY9izSOkvyLbplZydU1V792Heqate2ySRJGr2+ye5fAQ/rh74JvMsmu9L8SLLt6s5X1U8WKos0aZJ8ELiZW79Bsl5VHd0ulRaCxSKtsyTfqqoHJblwWrHoIhtcS5IkadSS3IWu0TwAVfXThnGksZZkI+C5dLsQQrcL4Tur6vp2qbQQXIamUfi/SfYDqp+SeAzwvcaZJEmSNEaSHETXP2Vr4Aq6ZWjfA3ZpmUsaZ1V1fZK3A6fRzTC6rKpuaBxLC2BR6wAaC39JV22+B/BzYM/+WJIkSRqV1wL7At+vqu2BRwHntI0kjbckjwN+CLwVeDvwX0n+tG0qLQSXoUmSJA2QZLfpu6FJWhhJzquqByS5CNirqm629YE0v5JcCjy+qv6rP94R+GJV3bdtMs03l6FprSV55WpOV1W9dsHCSJK0cN7Z93D4MHBcVV3VOI80Ka5MshldU/njklwBXNM4kzTulk8VinqXA8tbhdHCcWaR1lqS/z3L8KbAM4A7VdVmCxxJkqQFkeTewNHAYcC5wIeq6pS2qaTxlmRT4DogdDsyLaEr2P66aTBpjCV5F11/sE8BRff/3k+BUwGq6jPt0mk+WSzSSCTZnK6x9TPo/iF5Y1Vd0TaVJEnzJ8l6wBOBfwOupnsB+1L/cJYkjYskH1rN6aqqoxcsjBaUxSKtkyR3BF5I9+7OR4C3VtVv26aSJGn+JNkdeDrwOOAU4ANVdUGSrYGzq2rbpgGlMZNkOd2Mhj84RfdidfECR5KksWfPIq21JP8CHAK8F9itqn7XOJIkSQvhbcD76WYR/X5qsKp+keTl7WJJ46mqNm+dQZpUSXag2wltX7qi7dnAsVV1edNgmnfOLNJaS3IzcD1wE7d+t8d3eSRJYyvJC6rqLTPGjqmqt7bKJI2zfib7KlXVbxYqizRpkpwDvAP4RD/058DzqupB7VJpIVgskiRJGiDJBVW194yxC6tqr1aZpHGW5Ed0b0xmltNVVTsscCRpYiRZVlW7zxi7qKr2aJVJC8NlaJIkSXOQ5MnAkcD2SU6YdmpzwJkN0jypqu1bZ5Am2JeSvAT4D7qi7RHASVMz/pzZN76cWSRJkjQHSbYFtgf+CXjJtFPLgWVVdVOTYNIESXIQ8LD+8OtVdWLLPNK462f2rYoz+8aYxSJJkiRJt3lJ/hnYBziuH3oy8O2qemm7VJI0niwWSZIkzUGSM6pq/1m28XZjB2kBJFkG7FlVN/fH6wEXzuynIml0kmwA/BXTZvQB76mqG5uF0oKwZ5EkSdIcVNX+/We38Zba2YJbeoQtaRlEmhDvAjYA3tkfP6Ufe2azRFoQFoskSZLmwO27peb+CbgwydfoZvQ9jFv3D5M0evvM2Pnsq0kuapZGC8ZikSRJ0tycz2q27wZs8inNo6r6RJKv0/UtAnhxVf13w0jSJFiRZMeq+iFAkh2AFY0zaQHYs0iSJEnSbV6Sg4GvVtVV/fEWwCOq6nNtk0njK8mjgA8Bl9O9WbIt8PSq+lrTYJp3FoskSZLmIMl9q+rSJHvPdr6qLljoTNIkSbK0qvacMXZhVe3VKpM0CZJsBOzUH15WVde3zKOF4TI0SZKkuXkh8GzgjbOcK+CAhY0jTZxFs4z5ekaaZ31xaFnrHFpYziySJEmSdJuX5IPAlcA7+qHnAnesqqc1CyVJY8pikSRJ0gBJNgb+GtifbkbR6cC7q+q6psGkMZdkU+AVwKPpfvdOAV5fVdc0DSZJY8hikSRJ0gBJPgUsBz7eDx0JbFFVh7VLJUnS/EhyCLe8QXJGVX22cSQtAItFkiRJAyT5blXtvKYxSZJu75K8E/gj4BP90BHAD6vque1SaSHYEE6SJGmYC5LsW1XnACR5EHBe40ySJM2HA4D7VT/LJMlHgEvaRtJCsFgkSZI0B0kuppuCvwFwVpKf9sfbApe2zCZJ0jz5L2Ab4Cf98b36MY05i0WSJElz8/jWAaRJlmQr4FnAdkx7HVNVR7fKJI2rJF+ge0Nkc+B7Sc7tTz0QOHeVV9TYsFgkSZI0B1X1k+nHSe4CbNwojjSJPk+3++CpwIrGWaRx96+tA6gtG1xLkiQNkOQg4I3A1sAVdMvQvldVuzQNJo25JEuras/WOaRJk+SuwD794blVdUXLPFoYi1oHkCRJup15LbAv8P2q2h54FHBO20jSRDgxyWNbh5AmSZLD6ZadHQYcDnwryaFtU2khOLNIkiRpgCTnVdUDklwE7FVVNye5qKr2aJ1NGkdJltP1TgmwKXA9cGN/XFW1uGE8aaz1/9c9Zmo2Ud877FT/zxt/9iySJEka5sokmwHfBI5LcgVwTeNM0tiqqs1bZ5Am2KIZy85+jSuUJoJPsiRJ0jB/BlwLHAt8Gfgh8ISmiaQJkOTgJEumHW+R5IktM0kT4MtJTk7ytCRPA04CvtQ4kxaAy9AkSZLmKMl6dNPvH9k6izRpZmtwneTCqtqrVSZpEiQ5BHhIf3h6VX2uZR4tDJehSZIkzVFVrUhyc5IlVXVV6zzShJltVYSvZ6R5MK1XGHT9waY8O8l1dLNqX1ZVpy14OC0I/3GVJEka5nfAxUlOYVqvoqp6frtI0kQ4L8mbgHf0x88Fzm+YRxpbq+sV1s+y3RU4rv+sMeQyNEmSpAGSPHW28ar6yEJnkSZJkk2BVwCPppvxcArw+qqywbzUQJLnVNV7WufQ/LBYJEmSNFCSTYBtquqy1lmkSdDPZHhDVb2odRZJmgTuhiZJkjRAkicAS+l2QiPJnklOaJtKGm9VtQLYv3UOSZoU9iySJEka5tXAA4GvA1TV0iQ7tAwkTYgL+8Ls8dy6X9hn2kWSpPFksUiSJGmYG6vqqmT65jDc3CqMNEE2Bn4NHDBtrACLRZI0YhaLJEmShrkkyZHAeknuDTwfOKtxJmnsVdXTW2eQpElhg2tJkqQBktwBeBlwIBDgZOC1VXVd02DSmEuyMfAMYBe6WUYAVNXRzUJJ0piyWCRJkrQWkiwGqqqWt84iTYIkxwOXAkcCrwGOAr5XVcc0DSZJY8hikSRJ0gBJ9gE+CGzeD10FHF1V57dLJY2/JBdW1V5JllXV7kk2AE6vqn1bZ5OkcbOodQBJkqTbmQ8Af11V21XVdsBzgQ+1jSRNhBv7z1cm2RVYAtylYR5JGls2uJYkSRpmRVWdPnVQVWckuallIGlCvDfJlsArgBOAzYBXto0kSePJZWiSJEkDJHkLsAnwCbptu48ArgM+DlBVF7RLJ0mStO4sFkmSJA2Q5GurOV1VdcCChZEmSJK7Av8IbF1Vf5pkZ+DBVfWBxtEkaexYLJIkSZJ0m5fkS3T9wV5WVXskWR+4sKp2axxNksaODa4lSZIGSLIkyZuSnNd/vDHJkta5pAlw56r6FHAzQFXdBKxoG0mSxpPFIkmSpGE+CCwHDu8/rsbd0KSFcE2SO9H1CiPJvsBVbSNJ0nhyGZokSdIASZZW1Z5rGpM0Wkn2Bt4G7Ap8B9gKOLSqljUNJkljaP3WASRJkm5nfp9k/6o6AyDJQ4DfN84kjb2quiDJw4GdgACXVdWNjWNJ0lhyZpEkSdIASfYAPgpM9Sn6LfBUZzdI8yvJYcCXq2p5kpcDewOvq6oLGkeTpLHjzCJJkqQ5SrII2KnfiWkxQFVd3TiWNCleUVXHJ9kfeBTwr8C7gAe1jSVJ48cG15IkSXNUVTcDf9dfvtpCkbSgpnY+exzwvqr6IrBhwzySNLYsFkmSJA1zapIXJblXkjtOfbQOJU2Anyd5D3AEcFKSjfD1jCTNC3sWSZIkDZDkR7MMV1XtsOBhpAmS5A7AnwAXV9UPktwd2K2qvtI4miSNHXsWSZIkDVBV27fOIE2iqro2yRXA/sAPgJv6z5KkEXPapiRJ0gBJ7pDk5Une2x/fO8njW+eSxl2SVwEvBv6+H9oA+Hi7RJI0viwWSZIkDfMh4AZgv/7458Dr2sWRJsbBwEHANQBV9Qtg86aJJGlMWSySJEkaZseq+j/AjdAtjQHSNpI0EW6oruFqASTZtHEeSRpbFoskSZKGuSHJJtzygnVH4Pq2kaSJ8Kl+N7QtkjwLOBV4f+NMkjSW3A1NkiRpgCQHAi8Ddga+AjwEeHpVfa1pMGkCJHkMcCDdbL6Tq+qUxpEkaSxZLJIkSRooyZ2AfelesJ5TVb9qHEmaOEkWAU+uquNaZ5GkceMyNEmSpAGSnFZVv66qL1bViVX1qySntc4ljaski5P8fZK3Jzkwnb8BLgcOb51PksbR+q0DSJIk3R4k2Ri4A3DnJFtyS1PrxcA9mgWTxt/HgN8CZwPPBF5K9/v3xKpa2jKYJI0ri0WSJElz8xzgBcDWwPncUiy6Gnh7q1DSBNihqnYDSPJ+4JfANlV1XdtYkjS+7FkkSZI0QJLnVdXbWueQJkWSC6pq71UdS5JGz2KRJEnSQEn2A7Zj2iztqvpos0DSGEuyArhm6hDYBLi2v1xVtbhVNkkaVy5DkyRJGiDJx4AdgaXAin64AItF0jyoqvVaZ5CkSePMIkmSpAGSfA/YufwjSpIkjalFrQNIkiTdznwHuFvrEJIkSfPFZWiSJEnD3Bn4bpJzgeunBqvqoHaRJEmSRsdikSRJ0jCvbh1AkiRpPtmzSJIkSZIkSSs5s0iSJGkOkpxRVfsnWU63+9nKU7h9tyRJGiPOLJIkSZIkSdJK7oYmSZIkSZKklSwWSZIkSZIkaSWLRZIkSZIkSVrJYpEkSZIkSZJWcjc0SZKkOZhlF7RbcTc0SZI0LiwWSZIkzUFVbQ6Q5LXAL4GPAQGOAu7eMJokSdJIpWqVb5BJkiRphiQXVdUeaxqTJEm6vbJnkSRJ0jDXJDkqyXpJFiU5CrimdShJkqRRsVgkSZI0zJHA4cD/9B+H9WOSJEljwWVokiRJkiRJWskG15IkSQMk2Qp4FrAd0/6WqqqjW2WSJEkaJYtFkiRJw3weOB04FVjROIskSdLIuQxNkiRpgCRLq2rP1jkkSZLmiw2uJUmShjkxyWNbh5AkSZovziySJEkaIMlyYFPgeuBGIEBV1eKmwSRJkkbEYpEkSZIkSZJWssG1JEnSQEm2BO4NbDw1VlXfbJdIkiRpdCwWSZIkDZDkmcAxwD2BpcC+wNnAAS1zSZIkjYoNriVJkoY5BtgH+ElVPRLYC7iybSRJkqTRsVgkSZI0zHVVdR1Ako2q6lJgp8aZJEmSRsZlaJIkScP8LMkWwOeAU5L8FvhJ40ySJEkj425okiRJaynJw4ElwJer6obWeSRJkkbBYpEkSZIkSZJWsmeRJEmSJEmSVrJYJEmSJEmSpJUsFkmSJA2QZNMki/rL90lyUJINWueSJEkaFXsWSZIkDZDkfOChwJbAmcC3gRuq6qimwSRJkkbEmUWSJEnDpKquBQ4B3llVhwG7NM4kSZI0MhaLJEmShkmSBwNHAV/sx9ZrmEeSJGmkLBZJkiQN8wLg74HPVtUlSXYAvtY4kyRJ0sjYs0iSJEmSJEkrrd86gCRJ0u1Bki8Aq3yXraoOWsA4kiRJ88ZikSRJ0tz8a//5EOBuwMf74ycD/9MkkSRJ0jxwGZokSdIASc6rqgesaUySJOn2ygbXkiRJw2zaN7UGIMn2wKYN80iSJI2Uy9AkSZKGORb4epLLgQDbAs9uG0mSJGl0LBZJkiTNUZJFwNXAvYH79sOXVtX17VJJkiSNlj2LJEmSBkhyYVXt1TqHJEnSfLFnkSRJ0jCnJXlSkrQOIkmSNNfT4fgAABU/SURBVB+cWSRJkjRAkuV0Da1vAq6j61tUVbW4aTBJkqQRsVgkSZIkSZKklWxwLUmSNFCSLemaXG88NVZV32yXSJIkaXQsFkmSJA2Q5JnAMcA9gaXAvsDZwAEtc0mSJI2KDa4lSZKGOQbYB/hJVT0S2Au4sm0kSZKk0bFYJEmSNMx1VXUdQJKNqupSYKfGmSRJkkbGZWiSJEnD/CzJFsDngFOS/Bb4SeNMkiRJI+NuaJIkSWspycOBJcCXq+qG1nkkSZJGwWKRJEnSHCS54+rOV9VvFiqLJEnSfLJYJEmSNAdJfgQUEGAb4Lf95S2An1bV9g3jSZIkjYwNriVJkuagqravqh2AU4EnVNWdq+pOwOOBr7RNJ0mSNDrOLJIkSRogycVVtduaxiRJkm6v3A1NkiRpmF8keTnw8f74KOAXDfNIkiSNlMvQJEmShnkysBXw2f7jLv2YJEnSWHAZmiRJkiRJklZyGZokSdIASe4DvAjYjml/S1XVAa0ySZIkjZIziyRJkgZIchHwbuB8YMXUeFWd3yyUJEnSCFkskiRJGiDJ+VV1/9Y5JEmS5ovFIkmSpAGSvBq4gq659fVT41X1m1aZJEmSRslikSRJ0gBJfjTLcFXVDgseRpIkaR5YLJIkSZIkSdJK7oYmSZI0UJJdgZ2BjafGquqj7RJJkiSNjjOLJEmSBkjyKuARdMWik4A/Bc6oqkNb5pIkSRqVRa0DSJIk3c4cCjwK+O+qejqwB7CkbSRJkqTRsVgkSZI0zO+r6mbgpiSL6XZGu1fjTJIkSSNjzyJJkqRhzkuyBfA+4Hzgd8DZbSNJkiSNjj2LJEmS1lKS7YDFVbWscRRJkqSRcRmaJEnSAElOm7pcVT+uqmXTxyRJkm7vXIYmSZI0B0k2Bu4A3DnJlkD6U4uBezQLJkmSNGIWiyRJkubmOcALgK3pehVNFYuuBt7eKpQkSdKo2bNIkiRpgCTPq6q3tc4hSZI0X+xZJEmSNMx/J9kcIMnLk3wmyd6tQ0mSJI2KxSJJkqRhXlFVy5PsDzwa+ADwrsaZJEmSRsZikSRJ0jAr+s+PA95bVV8ENmyYR5IkaaQsFkmSJA3z8yTvAY4ATkqyEf5NJUmSxogNriVJkgZIcgfgT4CLq+oHSe4O7FZVX2kcTZIkaSQsFkmSJEmSJGklp0xLkiRJkiRpJYtFkiRJkiRJWslikSRJ0kBJtk3y6P7yJkk2b51JkiRpVCwWSZIkDZDkWcCngff0Q/cEPtcukSRJ0mhZLJIkSRrmucBDgKsBquoHwF2aJpIkSRohi0WSJEnDXF9VN0wdJFkfcHtZSZI0NiwWSZIkDfONJC8FNknyGOB44AuNM0mSJI1MqnwjTJIkaa6SLAKeARwIBDgZeH/5R5UkSRoTFoskSZLmKMl6wEer6qjWWSRJkuaLy9AkSZLmqKpWANsm2bB1FkmSpPmyfusAkiRJtzOXA2cmOQG4Zmqwqt7ULpIkSdLoWCySJEka5of9xyJg88ZZJEmSRs6eRZIkSZIkSVrJmUWSJEkDJNkK+DtgF2DjqfGqOqBZKEmSpBGywbUkSdIwxwGXAtsD/wD8GPh2y0CSJEmj5DI0SZKkAZKcX1X3T7Ksqnbvx75dVfu0ziZJkjQKLkOTJEka5sb+8y+TPA74BXDHhnkkSZJGymKRJEnSMK9LsgT438DbgMXAsW0jSZIkjY7L0CRJkgZIsnFVXdc6hyRJ0nyxWCRJkjRAkv8C/gc4vf84o6quaptKkiRpdCwWSZIkDZRkG+ChwEOAxwJXVtWebVNJkiSNhj2LJEmSBkhyT7oi0UOBPYBLgDOahpIkSRohZxZJkiQNkORm4NvAP1bV51vnkSRJGjWLRZIkSQMk2QPYH3gYsA3wA+AbVfWBpsEkSZJGxGKRJEnSQEk2oysYPRT4XwBVtW3TUJIkSSNizyJJkqQBkpwHbAScRbcb2sOq6idtU0mSJI2OM4skSZIGSPLAqjp3xtj2VfWjVpkkSZJGaVHrAJIkSbcz755l7NMLnkKSJGmeuAxNkiRpDpLcF9gFWJLkkGmnFgMbt0klSZI0ehaLJEmS5mYn4PHAFsATpo0vB57VJJEkSdI8sFgkSZI0N/tV1dOTvLKqXtM6jCRJ0nyxZ5EkSdLcPDZJgCe2DiJJkjSfnFkkSZI0N18GfgtsluRqIEBNfa6qxS3DSZIkjUqqqnUGSZKk240kn6+qP2udQ5Ikab5YLJIkSRooyV2BffrDb1XV/2uZR5IkaZTsWSRJkjRAksOAc4HDgMOBc5Mc2jaVJEnS6DizSJIkaYAkFwGPqaor+uOtgFOrao+2ySRJkkbDmUWSJEnDLJoqFPV+jX9TSZKkMeJuaJIkScN8OcnJwCf64yOAkxrmkSRJGimXoUmSJA2U5BBg//7w9Kr6bMs8kiRJo2SxSJIkaYAkmwLXVdWKJDsBOwFfqqobG0eTJEkaCYtFkiRJAyQ5H3gosCVwBnAecENVHdU0mCRJ0ojYjFGSJGmYVNW1wCHAu6rqMGCXxpkkSZJGxmKRJEnSMEnyYOAo4Iv92HoN80iSJI2UxSJJkqRhjgH+HvhsVV2SZAfga40zSZIkjYw9iyRJkiRJkrSSM4skSZIkSZK0ksUiSZIkSZIkrWSxSJIkSZIkSSut3zqAJEnS7UmSrYBnAdsx7W+pqjq6VSZJkqRRslgkSZI0zOeB04FTgRWNs0iSJI2cu6FJkiQNkGRpVe3ZOockSdJ8sWeRJEnSMCcmeWzrEJIkSfPFmUWSJElzkGQ5UECATYHrgRv746qqxQ3jSZIkjYzFIkmSJEmSJK3kMjRJkqQBkhycZMm04y2SPLFlJkmSpFFyZpEkSdIAszW4TnJhVe3VKpMkSdIoObNIkiRpmNn+flp/wVNIkiTNE4tFkiRJw5yX5E1Jduw/3gSc3zqUJEn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\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which skill to improve as RSE/RSD'\n", - "plot_wordcloud(df, skill_improve, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## New Zealand" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "country = 'New Zealand'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### RSE member" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentage
Member of an association of RSE/RSD for New Zealand
Yes622.222222
No2177.777778
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" - ], - "text/plain": [ - " Count Percentage\n", - "Member of an association of RSE/RSD for New Zea... \n", - "Yes 6 22.222222\n", - "No 21 77.777778" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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Joining a RSE/RSD association for New Zealand
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" - ], - "text/plain": [ - " Count Percentage\n", - "Joining a RSE/RSD association for New Zealand \n", - "Yes 7 43.75\n", - "No 9 56.25" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
What is important for such organisation for New Zealand
Networking616.216216
Research collaborations410.810811
Research software standards and interoperability definition38.108108
Job opportunities38.108108
Training25.405405
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" - ], - "text/plain": [ - " Count Percentage\n", - "What is important for such organisation for New... \n", - "Networking 6 16.216216\n", - "Research collaborations 4 10.810811\n", - "Research software standards and interoperabilit... 3 8.108108\n", - "Job opportunities 3 8.108108\n", - "Training 2 5.405405" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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ZVt5725JLKicMERbPqKd/ME04ZL+uMnceOsvmXcf44w9r5YRGo/mviVIug04PPdkWcm4aS2xKAnXE7UrGudCpuUJclacr04whJqWBegx5a73rpZ0BurPNlNh1RKy31wLataQv20bK6aciOBnLCF5rcd509IxAo7lOKC+O8qt3rwDgdFsPkZDNb//SWoqHrVg7rksmmydgW7iuSzbvAN5EP2BbGDL+F4l0Nof4Lx55xyn8Pp3NYxgQDNigFKlMDtsysS0T8fNXSpF3XDK5PKGAPW6Tf+Xn57ieJ9cN86ewesEUIsHAqHSuq8jk8riuQgwhYJlYplGQAUAEXNfP03ExDCFoW5gTdEEYKi+bdwpWK2PlpZTCVYpszsFxfesWw8C2TExDRsg2njJzeZec46BchQhYpknANieUz1BeSikyw+QyxGszc1ibeekgm8+Td1xQXj0ty8T207lKkfb76J41c7FMg9BFlEd5xyGbc3BdhWEIAdsqtINSyhtLIpimQdbvy6F2Nfx0juON4zPtvew91so9a+aQSGYACmUP5Tc0djasmIllCMHgaOXE0NjM5T25RDwLJK+PDL/dHdLZPLuPnKW1q79QHkA4aE+4LzUajeZqo5TCUTna0odpTu5hMN+NKTZRs4y6yGxqw3MwZWKv9UopenNtbDz3z3RmTmIbAUyxWVL6DuaX3FFIl3VT9GZbKAs0YhmBS+T41iOZ72NP7+P05dpGqWIqglOZV3w7QfPiCvPXQ8ZJsrnj3wibcW6p/hgh861lBdqWOsTG9n9mVfl7mVN86zWVJedmONT/PGdTr43qx6hVxsKSeyiyK66JbBNlT+/jnE7u5q7aT1MenHStxXnT0coJjeYtRPO5Xr788CbuWDmLEy3d7D5ylnQuT1NDBQ/euphZk6vGndd3frGNTDYPCLuPnOXOG2YTj4b40cY9FEdD/MYDqymKhvjr//cMi2bU8f47lhb8+12leH7nMR5+Zief+eVbmTmpclxlukrxzZ9t5cDJNnJ5l2Q6i2Ua/O+P30tNeRzwXpYG01k27zrOs9sO09WXJBoKcMOCKdy5ajblxcNeEhRsPXCal/edpLWrn5JYmHvXzOWmxdMmFMMil3fYvPs4G7cf5WxHH0opyuIRbls5i1uXzSjEtEhn87y05wTPbD9CZ88Arp/u9pWzuHnJ9AmV2dad4LEX9rPnSAsDyQy2ZTBzUhXvWr+QaXVlGMb4FSzZvMPW107z5CuHONedIO+4lBSFuWVpExtWzCTsT+LzjsvOQ2d44pWDnG7rJe+6REMBblnWxH03ziMYsBhMZvjnH2/hSHMnfQMpVs6bxEfesZqiyEjtff9gmqdfPcTzO4/RP5imKBJi/bImbl02g5KiMNmcw//94QtEggEaqkvYuP0IXX1JSuNh7l49l5uXTCcYsDh0up0fb9rHwZPn6Oob5Ks/fJFY2Hv5XTqrgY+9aw0iQiaX5xuPvcL+E230DaSZM6WKTz64jpKi88o7pRQ9iSRPvHyIV187Tf9gGtMQJteUcd/aeSyaUUcqk+OJVw7x8t6T7DnaQjqX53988ZFCHp9+/3rmTKked9trNBrNm4FLngP9z7Kt+0cEjQgBI4qr8px193MufZiquukTV06gaE7u5kxyD7fX/g614TmgFEEzynCric7MKXZ0P8It1R9/2yknsm6SY4ktDDq9VAanjLhWZFWgcK9a2aZhUx+eS9CMYcrrswS8FsSsciZFFlESqL/WouCoHGeSezk28ArVoRkj7gUDExfnGko3MSqD01AoQmbRtRblmqCVExrNW4hc3uHw6Q7OtPeyeEYD962dR3d/kh9v3kd3f5I//+g9RMPje3Ho6BlgxyFPKdFYXcLXf/Iyc6bWsGHFTH707G6eePkgH7xnBZNrS3lm62HuumE2VWXeg3IwlWXjjqNEggEqS8fv82+IcN+Nc1m7aCqpTI4Xdh3niVcOeqv4Po6reGzzfv7jie1sWDGTW5fPpL07wU9f2M/Z9l4+8UtrC8qC3oEUv9hygLWLprF6/hS27DvJV3/wAuGgzQ0LpozbkiTvuBxp7qA0HmHZ7EYMQ3hxzwn+6ZGXKI9HWDlvMgB7jrbwf/5zIzcvmc7ahVPJ5PKcau1hIJVhorsy9yVSNLf1sGLOJCpKInT2JfnpC14//sEHN4ywmLkch06188X/fJ5FM+q4/6Z5OI5L87leEskMQ9tFu67Li3tO8A/f38yU2jLuWj2bUNCmtaMf2zQLFiLhkM27bl5IS2cf3/zZq3T2DuK65/tnyILhu0/uYOPOo9y2YibVZUWcbuvh249vo7s/yQfvXo6rFG1dCfYea2Hu1BpWzZtMKGCzccdRvvAfz1FdXsSipjrK4hHWLZlOeXGEU+d6uOuG2TQ1eKsb5cXRggVDwDK5b+08Vs6dxLd+vpVz3QMFK5EhcnmHn77wGo9u2sv9a+dRUx4nMZjmVFsP6WwO8KwxZjRWUBQJ0p9M0zeY5qF7VxbyqK3Qpqkajeb6I+0k2Nn9E6qDTdxY+UHidjWOypHItZNxUwSM84p7pRQuDkp5z0gRA4OR1o8ueRyVpy97johVSmVwKlGzBBBMsT1LO1wclacjfYyuzGnybpq861maGWIBgqvy/kRQAM+6wxATwV/MII8g/vchuby/S4J4aWW4haJXpikWCs/1wauDYGCNtATExVUOoBCMUXmNFxGT6bGVbKj5xJjXPavJfCFvr8whmUwQKViijmz7kS8GhliIv1Gio3IYGCwrexcippfPsPIUqtC2Lm6hL722HWlFern+HsJVQ+3lAuLLIyPa1FF5DDEQBFc5KL8Oplgj6u+qPCWBWtZVfWSUO8rQ+MLrFZxCmQamjG6v4f14Yb+MVY9LURWczr11nyU8hpvJkFxKKUyxL6h3rjDGvHGc98e4i3uZtj8v/+hxer7d8959dYm0jsqhlEtT0Q00Fa2+qMJKKXdYf8sIuTx5vH4bUsoM3W9D94dwMfkVIGM+L0bIPcZ9+0ailRMazVuMXN5hck01v37/KqrLisg7Dulsjme2HqG5vYfZk8e36usqKImFedfNCzjV1sOmXce5Yd5k3r1+IUdOd9Da1Y9CsWbBFF7ac4JXD5zm3jVzERFaOvt57Xgb779jKUXh8fvDiQiTakqZRCmO49LS0TcqzbnuBD978TXWLZnOR95xA7FIkFzeoaw4yrcf38b2g2dYs3AK4E007149h7tXz8EwhKWzG/jcP/6Mp7cdZkFT3ajV/osRDtr8yp3LMYe5MMydWs3vfeUxDp1uZ8XcSYgIHT0DoOCmxdNZOWcShuGt6KMgYE/MV7SpsZLPfOAWYuFgIR/XdfnRc3sYTGcnpJzo7B0kl3dYs2Aq65ZMxzINz91CqUJ9uvqS/Oi5PdRVFPMHH9xAWXEUQ6Tg/jDkmmOZJtPqy6kqjVEWH1vxdPpcL49u2stH3nED96+dh22ZZHMOfQNpNu08xq3LZlBbEUcpRcC2eN/tSzyljwiTa0r5/a8+xmvH21jUVEdNeZya8jiuUtiWyfxptSyf0ziqTMMwmFJbRn1lMY9vOUBH7+CoNLm8S2tXP+XFUW5fOYv6ymIUXnDPobgtAdti/rRaptSWsXnXMUSEtYumjbutNRqN5lqQd3Ok3QHKg5OJ2RWICJYEKA02jEinlKIjc5wDfc9yLn0UF5fK4BTmFm+gOjQDQ0ySTi/bun5IV/YUnZlTJPO9PN7yd1hGgJhVzs1VHyZslnBicBtH+l+gNX2QRK6Tn7b8VWFFelnZu4lblWxs/xdur/kkpYEG2tKHeaL175lffAdLy95Jxh3kxfZvUROexcz4TZwc2M7RgS30ZdsARcyuYHbRzUyNrcQyvIlYT7aFJ9u+yLrKD9OVbeZYYgspp4+SQD1rKj5AccCLETSY7+ZQYhMnB7aRdVPErHJmx29mSmwF9hvsp59TaZ5t+xpVoamYYnF8YCspJ0HcrmRByV00RBZ4yhSl6M21sK/3CToyJ8i5adLOAIIQsUpZWf4gjZGFpJwEL3V+m+5MM2l3gGmxlawse5DAMPeRM8m9bO36PovL7ufkwDY6M6dQuEyKLGJByV0U2Z7FqqscOtLH2d/3NB2Z4yigOjSdecW3UxGcUlAcZJwBjiRe4mjiJVJOPyGziBlFN9JUtLqwQp9xB3iq7SvMKlqHZQR4re8ZErlOAkaYNZW/Sm14VkG2Hd0/JuX0AcINFe9namx5QXZH5Xip8zsIBlWhaRzu30wi30nELGZO8Qamx1ZiGUHPUtbpZl/vk7SmDpFzU6TdAZRyiJglzC+5k5nxmzDfoOlqXmXZ1fMYZ5L7uLnqw5QGGhARurKn2dz+Deojc1la+k76cud4seNbzIrfTGfmJGeT+wFhamwZc4s3ELXKCnn25lo40PcsZ5P7yascpYF65hbfQn14PqY/pttSh9jS9R/cVPkQZ5J7OTm4g7SToDrUxJrKDxL2239H9485NbiDtDNA3K7i5qqPFMZ7oQ5ulubkbg72b6Q324plBJkUWcSc4lsosqpQuOzrfYrW9EGaYqs5nHiBvmwbphFgemwV84o3EPTdh5Ry6cud42D/c5xJ7iPnpjHFpiY8k2Vl7yZqlQKQyHdyuH8TJwd3kHNTFNmVzI6vZ0p06VWJiaGVE5q3DUOawbOJfra1tnAm0UfOdSkNhZhbUcXCqhqC5sT9+a9Hls5qoKIkgogXuLC+shgRGEhmJ5RPLBKgpChMR+8A0XDAyweIhQPeriGuYv60WuorS9iy5yTrlzQRDQfYsvcE4ZDNwqY6rDc4WOfR5k7S2RxLZjUQ85ULtmWyeEY933tqJ3uPtRaUE6GgzfzptYVV//J4lNlTqtl/oo3BVGbcygnwYi+8dqKNEy1dJJIZEoMZEsk06Wze1yXD7CnVFMfC/OuPX+bI6Q7WLJjKlLqyK4pRYIgwmM7x6munae8eIJnJcvBUO5lcnnx+YmakMxorqCot4ps/28rJ1m5uXDiV6Q0VBIaN967+JAdOnuPD71hFRcl5v9Yr2Yrz6JkOevqT7DvWRltXoqCDbz7Xw7nuBF39g9RWeG46dRVx5k6pwfTdVMriEcriEfoGUhMu93KEAhbLZjfy4u4TfOl7m7h5yXSWz2mkuuz6Mo0celb1pNNsaz3Lsd5u0vk8UdtmRlkFy2vriNmeBdTb4Xml0WheP0EzQnlgEscGtlAfmUtdeN6IVW/wni3d2WaeO/c1bwU2fiMmFicHt/N021e5rea3qQnNxJYgk6KLqAnP5FD/ZlpTB5hfcgcRswTbCBE0ixAxiNuVTIutxFE58m6WhSV3ETS8vx+Vwank3Qxpp5+e7FlKAw20pg6RyHVyNvUaS3iArJPibGo/k2NLUcrhbGo/toSYFV8HwPGBV9jU8XUiVgn1kXmAN4E8lz7Krt7HUEoxKboYgKTTi22EUCgyziAvd32XluRrzIivJWzGaUsfZmP7v7BW5ZgVXzfB4JKefcCQ5cF5hmIouXRnT3NqcAfVoSYmRRajcDmc2Mxz577G/fWfozw4ibST4KWOb9OXa2NJ6QOYYnOg/1naUodZUf4glcHpgBA0IywouYvebAtbu75PIteJe4H7SNZN0pzczaDTQ0N4PrPjN9OdPcPu3p+TUxlurPg1TMOiI32cZ8/9IyGziKaiNSgURxNbaEke4O66z1AabCDvZtjZ8xgH+p6lqWgNRXYVPdkzbOn8dwbzPSwv/2+ehYZy6c40s999GtsIUhOaQUNkAT3ZsyMscyqCU1le/m7OJPeyt/dJMu7IxQKFoj93jtODu6kMTWVyZDGN5iKOJbbwTNtXiDb8T+rD88mpNDu6H+X4wKssKX0HUauMk4PbONS/iXnFt9MYWTTComS8PalQF/Sl14+2EaSpaA1HEi/watfDrK/+KKbYbO9+hMF8D9NiN2BKAEdlaU0doifbQl1kLjPjN9GbbWV79yOknQQ3Vj6EiJDM97Cp/RsM5rtpKlqDbYQ4NbiTp9r+gTtqfoeGyAJEDLIqRWvqANu7H0WAqdEVuOTJuklsOf+e2lS0mqrQdPb0/Jy+3Dkc32poCFc5nBjYyqb2r9MQXcDc4g0MOj3s63uS7kwzt9Z8AssIkHT6ONywAk/vAAAgAElEQVT/Al2Z00yKLKYuPIezqf283PkfBIwwc4s3IBj05dp4su1LJPO9zCpaR9QqJen0k3UGfcslRdpJsKXzO7SnjzGj6EZCZhEtqQNsPPdPrKv6CE1Fq9/wQK5aOaF525B1HH5+7DBf372dU319JHNZXKUImBYloRAbpkzjY0tXMin+1jfbLooGC5M98CbWHhPzLTAM8fPxjS6Hgj8KnpuC8hQA65c18c2fvsKxs51Mqill5+GzNDVUMKW27FLZXxGD6QwiQjQ00j0lErIxDPFdFXz5RQrxFMALkBkLB0ilzwfdvBxKKVo6+/nHH71IS0cfjdWlnuLH8M0Oh2UzpbaMP/vo3Ty+5QDPbT/Ck68eYt7UGt53+xIm15QN64dL47qKJ189xMNP7yQWDtJQXUJROIh5hRPRuspiPveh23nilYO8tO8kz24/wszGKt5/xxKmN1RgGga5vMNgOnvJnTDGS/9AGtMw6OwbIJPLFc6XFIW5ceHUEduOBm1rxK4aIt64m6gbzHgwTYO1i6ZSFAny+JYDfO/pnfzgud3csmwG9904l/LiK9929I3EVYpXWs7w5W0vc6irk0Q2g+O6WIZJPBhkSXUtn1q5mrkVVTpWvkajASBgRFlZ8V5e7PgWT7V+hepwE02xNdSGZxO1SjHExFE5DvY/TzLfyz11n6Uq5E2Gp8SW8kTrF9nb+wvKqhoImlGmxlbgKofOzCm6MqeYGl0+apW2OjSD8sBkurPNdGZOMTW2ktiwVePBfA9xu4qu7GmmsYrOzEkmRReRdZOk8n2knD5c5RKzKgiYUVZX/DKm2N5qq4La8CweO/u/6cicoC48d5iiRZF1ktxW88nCKnVeZbEkAApaUgc4MbCNm6s+TFPRGkQMZjnreLzlC+ztfYJJ0UUjVrcvh1Iuh/s30ZY6OOyssLD0HhaW3OVL5BIwQqyqeC81oZkoIG5X89y5r3EufYTy4CQS+U7a0kdYVHIvs+PrAbCMID3Zs9hGkLDlKcpNbKpDTcTtKvb3PX1RufIqS0N4PjdVfQjbCJJzMyRyHbSlDpF0eolJGfv6nkTEZH31b1Ji1wKKquB0ftH6BY4kXmJl4D30ZM+yq+enrCp/LwtK7sI0bPJulpyb4kjiBZqKVhcCLyoUiXwHd9Z8qjB+HJX1XRw8IlYxEWsBjspxoG/j2G2KwhCDpaXvZGpsuW9FMZ1Hm/+EltQB6sLzyDgDNCf3MCW6nLnFt2FJgCK7kpbkAUSEmD3xd8y29CF+cPqPRkyY68JzubXm4wCU2LWsLH8Pz577Gq/1PYshJm2pQ6yu+ABlviUFeNYf1aEm1lT8ChGzhLzKoHA4PrCVOcUbKAs0ciTxIt3ZZu6q/TTVoZmedXBkMT9v+RsO9D9HVWhGIZjqkKLh5uqPEvIVfHmVHRHDpTRQT2mgnubB3fTnO0bVLeMOsrPnMRqjC1lb+SHCVhxXOYSNONu7H+Vsah+To0v99neZFV/H4pL7MA2LqbHl9GTOcja5jxlFa7CNMAf7n6crc5q7az/DpOhiDDFxlUteZbAlBEpxZnAvzcm93FL1UabGViBi0FS0hl+0fIH9fU/REJlPxCqZcD9dCq2c0Lxt2HGulb98aRPtyZEa3IyT59zgAA8f2IcpwudvXE/QemsP/VGrqVc80ZNLfDvPstkNfO+pnWw70MxAKktrZz/3rplbiP3wRhKLBAtBMYczmM7iuC6xcICh6ruuIjksnVIwkMwQCXk7LoyHvOPy/M6jvLr/FJ//9TtYu2gahggdvQNs3H50RFrLNGhqqOC3f2ktnb2DPL/zGD94dhd9g2n+6NduIx4NjavM7kSS7z21g9KiCJ/70O2UxSO4ruLHm/ex68hZJtqhpu/y8NEHVvPgrYt5YfdxfvDsbr7y8Gb+5Dfuorw4im0aRII2fQPpCeU9FkXREKYp/Oa71jBvas2Yq/upjK+0kDd39T8UsFk1bzLL5zRyoqWbJ185xPef2YXjuPz6/aveNDkuxen+Pv56y2Z2t7eNOJ9zHbpSSZ4+eQxHufzdhrsoC1+dKPEajeathSEGjZEF3FP3WY4lXub4wKs81fZlygONrKx4L9NiK8m4g7SlDlIRnEJZcFLBJzxmVdIQWcDh/s1k3aQf8PL1EzKLiNvV9GTOkFNpErl2ZsbXcaj/ebqyzQzmu4lapUTMEt9P3eJc+gjd2bNknUGSTh9ZJ0nOHf13aVJ0MRGrtPD3Y2iFOe9mOZc+QtrppyX1Gl2Z04A3GUs7Cfpz58g4gxNSTiBCcaCWptgNw09SHhjpYlgZmkZFcIrvtw9FdiUBM0LK6Qe8PjIxyat0wf/fcbMo5SJXuLo8NbYC2/DeLWwjREmgjv7BdvJuhmS+l/b0MbJuioN9zxV+k3ITuMqlI3MCgI70CQbz3XRmTrC16/uFdP25DvpzHQzmu0fsClEXnkNJoL4wfiy5MtP9IruK+si8gqIgapYStcr99vLihJjY5N00Q+89jvJiocgELSaGiJglTIutGuHaUxKoLXwWESZHl7Gg+E62dj2MISbzi+9ketGqURYAteE5hM1iz+pCQtSH53F8YCvdmWaKrApaUwfJOIMcH9jKyYHtAORVhrzK0Jk5iaOygPc33BSbydElBRcOYITVxHjozbbSkz2DbQTY3fPT8+dzrWTdQbozzQXlRNCIMiW6rOBaEjRixO1q0m4CRzmYyqE5uYfa0GyqQ02FuhtiEBBvgSnnZmlLHybt9HMmuY/29DEAXBzSzgBpJ0HWTRJBKyc0mlEopfjJkYN0JEf7oQ+Rd102N5/icHcXC6p0NP6JUF4c5eal09m06xi9iRTRcIBFM+quSlkzGyuJhgPsOHSGVfMmU+THnNh1+CzZnMP86ef/yKSyOXYdPktjdSmmIXT2DXLgZDtNDZVExxkLw3FcuvuSRMNBptaWI1Aorz858oVpIJXBNLy4FJWlMe5ZM5e2rn6e237E2/lknO97iUHPXaSxpqSw20RPIsmeoy3jy+ACBlNZRLzYGWXxCHfeMJue/iTffWonyXSW8uIoZfEIsyZX8dKeE9y2fAYl8QiGiL/tZp5gwB53ANEZjRVEw0G27DnJtLpywkG7sKNGNueMOyjrcIK2ieO4DKQyuEpNaFvcIRzXZTCVJRSwsS2D6fXlPHjrIvYebeHw6XaUoqDYMg2DgGWSSmdJZ3KExtiW9GqglOKZk8c50t11yXS7zrXxSssZ7p4+802RS6PRvDWI21UsKr2PmfGbaE8fY2vX99nS8e+UBhqwxCbjJonb1SOC3hliEDJiZJyBUabirwdTTEoCdZwc3E5n5hQuDg2R+Zwc2EZ35jSDTg9FdgVhK05vtoWXOr5Db66VYruaiFWCq9xCwMWhYHxDBI3omAsm3sQogQI6M6c9awqfiFlCaaC+MJkfL4JBdWg6qyred8l0thEeUZ5nX3neijVuV9NUtKZgvWIZIVpSr1EdnkldeM6EZBriwh0bvPI809asSpFXGbJuinPpkYsptaFZVAW9eEoppw9DTHqyLQzmewtpLAkwObpkVBlBI/KGmOpbEiBgDI+fJd7fdt90MmTGmVN8Czu6H+XZtv9L1CqnPXOUeKCaKdFlV1RmsV3DsrJ3jhkQc7hcU2PL2df3BK5yPauBUVNizw1k+H3kubYocm4aR+VJOwO4fsDY4WO31K6nJFA7wtpEEELG61MKeuPeZSDfPaq/GyMLidvn5zaGmAUXrIIEYnDe28Vz2YiHKgsKjAtx/ToqpejMnBwRoDNmlVMVmnbFiqtLcd0qJ5RSdCSTPHfq+CXTVUWjrKprJGK/eVvwuMplZ1srO861XjLdoqoaltbUYU1gS0DNlZHK5znQ2X7Z9eZzgwOc6uu9LpUTg+ks+4+30tOforN3gIBtsXHHUWrK48ybWlOIv3AtCFgmq+ZN5slXDvLs9iO846b5lBRdnRXdypIYD6xbwDd/9iqWIcyaXE17T4JfbDnIkpn1LJ99fiXDMg2eeOUgA6ksxbEQL+89Sd9gmttWzCxsR3k5bMsLAPmTzfv44XO7mT+thpbOfrYeOD3qxegXWw5yqq2bSdWlREMB2nsHeGnvSeZPr53Q5LayJEZ1WRHbDjTzk037CAVtdh85y9EznVcUA+K57Uc4eKqdSdUlRMNBehMpNu44yryp1QUlTXlJlHevX8g//OAF/urbz7Bq3mSCAYuOngFCAZsH1s0nEgrQ3pOgrStBd3+Srr5BLNNgx6EzlMUj1JTHqSqNMbmmjPdsWMJPNu9lMJ1lekMFecfhbHsf4aDNB+6a+EtFTXmc8uIoP3puD72JFJZpUFkaY5W/U0pX3yAtnX0kBjO09wzQN5hmx6EzhbasKS8iMZjhO09swzQMasvjWKbB8bNdtHb1c+OiqSPKC9oW0xsqeWnvSb7+2CtMrSsrBBWtLL16e83nXJcDne0k87lLpktkM+zvaNfKCY3mdeC4Lns7zrG19ewV5yF4LoS2YWKbJkHTJBYIUBYKUxaOUBGOEAsE3lQLMUMMImYJU6LLcJXD8+3/Qkf6GPWR+QSMiBdUcNgbkVIuGXeQgPnGTDrPI5QFGjk+8Cpnk/uwJUyxXUNJoJ7u7BmS+R7KgpMwMDmceIFTyV3cXvNJpkaXI2LQlzvH8YFXLpLz2O1pYBA0IoTNOBtqfmvEhOx8mjfWB/68TOf/HQtbQjQV3cjp5G5yboaAEWV+8R1Mja0gZFxZ7KOLtYNXXhBLgtRHpnBHzadGjcGh3wbNGIaY3Fj5QWr8oJbDMbhwnvLGjeVLyW+KxZToMo4kXiSnMihcpsVWMTW2grg1vi3qr4Ssm2Rf35MYYmGJxcH+jVSGphUsBjwUWTeFwi1YcWTdJENKC1NMAkaEkkAdd9d9dtQWuxcqrobOvh6CZgRTbOaX3Om7G13Y38aIrW8v/UwSgkaEjJP0d1MZjSEmQTNC1CrltprfJmZXjE5zFe6161Y5AXCyr4c/3vTsJdOsrKtnbkXVm6qccFzF86dP8uVtL18y3ceXrmBBZbVWTrwJJLIZUrnLrwak8nkSWW97xest0Fx33yA/em4PbV0JlIJMLs8jG/dSVeZNvmKRIAHLpLG6ZNTEOxoOUldZTCgw/vugojha2KEhYJs0VBUXJtilRRHSmXwhhoKIMGtSFZNrynjtRBvLZjcQnODuFOPFMIS7bphNPBriqVcPsf9EG5FQgPtvmsedq2YTDQdwXEU8GuKOlbNZPqeRZ7cfobWzn9KiMJ988CaWzW4Yd/96cQqm0TeQ5qW9Jzh4qp3a8jjvv2MpL+87RUlRuPD4b6gqZvvBZvYfb8NVikgowLrF07h37bxRMTIuRSwS5KPvXM0jz+/l8ZcPErItFs2s5zcemMLPXnxtwgqKuspith44zS9ePojrKkJBmyWzGrh/7TxKYt4KkmkY3LR4GuGQzZOvHOIXWw7iKq8db10+ozAWth88w1OvHCKZzpLK5BDgP5/aSShgcfvKWdy3dh7hoM2DGxZRW17EczuOsu9YK4YhVJcXceuymVimZwVRVRoj77gj/nxalkldRbxgMTJEbXmc//7edTz6/F5+vGkv4WCAm5ZMKygn9h1r5bEX9jOYytKfTOO6ih88u5uAZXLz0ibetX4BwYBFfUUxG3cc5ZX9pxARSmJhPnjPCm5dNoPhQ2JonCWSaV7Zf4odh85QUhRmYVPdVVVOpPN5EtnLB67Nuy496dR1+azSaN4q5JXLi82n+dtXXnhd+QhgioHpx2kKmhYR2yZq28TsAI3FJcytqGRuRRVTi0soDYeJWPYbeu96MQLSBIxwYUXWW71N4E2YwgSNKLXh2RxJvEBvtoWK4GRAGMh3cza5n7rw3BGBDcdXd8GUgGeuPob7RZnv+tCc3EN5oBFDTKpC09jT+zhZN0lT0Y24OAzkuggZUapC0zEMC1c5nlm8m5yQPKbYVIdmsLf3Cc4M7mVuSZXXHsrz4Ve4b3iAvvGiUBwb2ELQiLG++qMEjMhVfX5HrFLKg5NpTx+jJ9tccDlRyiXrprCMAIJBZXAatoRpTu6mKjQdy7cIyLs5HJW7wLrhzaU5uZeMk+S2mt+m2K696n/vXOVyKLGJ4wNbuanyQ4gYvNL5XQ70Pcv8kjsLu9EAtKYOMbNoLWGzmLzK0po6iCU2pYEGbCNMbXgWramDtKYOMCm62HODUd7uLoIxwsrmjaDErqfIruTM4F6aYquJ2eWFLV9zbhp7Av1oiEFdeC77+56hK3OSuvA8DDFQSpFXGS82jASoDs3gYP/znE3tZ5Z9s3dvXeV77bpWTrhKkXEuPeHMOuf3b9X818UQYTzPM8NPez1SV1nMH3/4zlHjWUQKsR0aq0v48qffXdgWcYg1C6awYm4jgQnE0njo3pWFlZXJNaX89SfuJ2h7v3/PhsW4ShW+w1AEZJg1uYqmhoo35A/IWHeu+EEub1nWxNqFU3FchWF4Fg6m4e3jbBpw1w2zuWPlLCzLYM3CKV46EQK2OSJY6HgoigR5cMMi3rluPi5gGkLAslg2q3HEuFoxdxKLZ9Z7wTZ9FwHbMrFMY8LtMXtKNZ+pryDvepN32zIxDGHl3Mkj2n08LJpRx9yp1biuKrguWKaJbY2Uy7ZMbpg3hWWzGnFcF6W8SbptGYU227B8BusWT2d073jphoiFg9y+ahbrlzbhKOWtLhqCbZp+oFWT33nvulHZVJcW8WcfvWdUTBDLNFi9YArLZjfiuqpQhyHWLJzK8jmTxpDLU3gYIoQCFvevncddq+fg+gFRvfqZY8YgKY6FeOjelXzgzmWFtrhaSrchRBjXs2poMqTRaK49Ck/RkXcAxyGZy9GTPr/j0K72Nn5+9DAB06QxXszq+kaW1daxrKaO6mjsDXnvOJc+yp7en1Ni1xK1yjDFoj/XzsH+56kITqY2PAtTbGbF13EmuZdN7d9gVnwthticGNhK0unjhor3E5ygcsIQi9JAA3mVY3v3ozRE5uMqh5rwTEoD9UStEgyxaE0dZI4fBLIs0EBftg1DTMqDjZhiUxZs5FD/8+zrfYKqUBN9uTZODGxlwkGzRKgLz2FqbAXbux8h5fYTt6vJu1l6smcotmuYV3L7BLefdOnKNLOv98kRZ4vsCurD88YvGp7ypD/Xxq6enxI0oxhiEbPKqA3NJmx5u1gN5LpI5DtJ5nv8oKF5WlKvETaLiduVRMzScZVniMn8kjt4ru2f2Nz+bzTF13iWM06CjvQJFpXeQ2VoGmXBBhaX3sv+3qfJqxwVwSm4Ku9tRSkBlpQ9MO74B47K0ZttJe0M0J4+Tk6l/O02K3xLglomYiFgik3K6WNv7xMU2ZUYGIStYqpDM4nbE7eeGMh3caB/4wiFS9CM0hhZSNCM0Z4+xq6ex5hVtI5psVWYYnEudYRdPY9RGZxKbXg24LWtt8PGI1SGptGbbeFQYjMzitZQFmz0A0PeyOnBXbzQ8S3mZpuJWmVknEE6M6eYElvGlOjSccfOyDiD9OZayblp+nJtZJwBWtMHSTsJIlYJcbuKkBljcen9bG7/N17q+HZhJ5vBfA8D+S5Wlb+HwDjjyQgms+LrODm4nc3t/8ac4lsIm8Vk3EEG893MK76dIruSxshCGiML2dr1fQbz3cTtKnJuhm5fGTYrfvMbttXrENe1ckKjGS/FwSDxwOUfrPFgiIrI1dVkXymmYRC5zOq7cZE0lmViWSaJwTTf/NlWOvsGLplPWTzKg7cuoq6yeMyyAxdMjl1XsfdoK2fb+3j3+gUU+7sxOK7LzkNneeyFfZet34o5k7hj1ezChDmTy3OuO0EsHCys2g8hIpgimMGxJ2ciMsK6wAyMTKeUYv/xNr7/7K7LyrWwqY5718wlFLRHTIaBUQE/TcMYVdYQ6UyOHzy3myPNoyMsDycSCnD/2nnMnVpDMGBx4agNBw3S2TyPPr+HAyfPXTKvcNDm7tVzWTSj7qJyDUd8Jd6lApkGbIvxGuCYhnHRPgLGtOQxjJE7rAyXzRQhfJH8bMscl0XJ0L0wHobG0ZW40lwpYcumPBRBuPQredCyqCuKX5fPqvGQznuBiPPueRNTyzCoicUImvrVQ/P2wlXKX710ONjVwcGuDn5wcB8zyyq4dco07pjaRGO8mNDrCMYdtUoJGlFODG4j4wxiiEHYLGZO8Xpmx9cX4gaUByZxc/VvsL/3Sfb0/gKlXMqCjdxa/ZvUR+YXghwOETJj3qTwIiugIsKk6CKWl72bY4kttKQOEDJjRK1SSgP1iJhUh5roz56jIui5z4XNYm8CTJ64XY0pFjOL1pJ2Epwa3MHpwd3E7SoWl76D4wOv+AE6vWedKRbFdo2/Cjz6+ScIYauY1RUf4HBiMycGtpJ2BjD8302OLhnDnP7iGGIStcroSJ/g1a6HR1xriCygKtiEadjErArC5sg4BqbYFFkVBI2IF8g730PK6ccQb/tWAwMHh4yToCY0k7VVDxG1yjgxuM0PTpoqBAR9tfN72EaYOcW3Mid+ixf80q4d4efv9VcRMasCQywEoSY0kw01v8Vrfc+wv/fpgiVEVaiJsBlHEAJGmKVl7yJuV3Ek8RInB7YjGBTZFcyK34Q5LBhikV1JyCy6qDtG2hlgZ89P6M40k3VTmBLgxMBWzib3E7erWFX+PuJ2FVGzdJTJvyEmMauCkOkpadKuF8A0YIQ5k9yHJTYuLmlngGK7mpurPkxpsGFc/SgYhM0SHJVjV89PGD52iu0aygOTUcCB/mcosetYVvauwk4ai0rvpS/XxsH+TZQHJxdynB1fT9YdZGf3j1G4zCu+nYUldxWsK+J2JeuqPsLB/uc4kniJnJvGkgClwQZiVnmhDW0JErerRwTpvJCu7Gm2df2QlNNH2hkAFLt7foYlQRoiC1hW9k6CZpSm2A0E/J02dnQ/WhgTk6NLvF1w8O7puF01wl1HRIhaJeTdrBfQVYTy4GTuqP0f7O97itf6nsNVOUwjQG1oNpYEEISIVcKNlR/kcP/mwrPHFIviQC3TYqvGcAl6/ch1YnUwSgjlb7X2vkcfHit9gVV1DXzp9nuoib15+9jnHIevbHt5XG4dv7N8NeE30eXkvypKKf5yyyb+ddd23EuM6cXVNXzljvtofBtsJzoW2VyevcdaSWYu7c8eDtjMmlxF0WXiWCTTWfYea6UnkeLnL72G67p8/kN3UFPu/WFRSnGuO8GRM52Xla08HiGRzJAYTBMIWJw518uPNu5h2exGPvngTW9oTA2lFJ19gxw81X7ZtFUlMaY3VIxSkEyUvONy6FQ73YlLm6japkFTQyUVJRfXbucdlyPNHXT2XTzAK3jWBtPry6kqffOef5rXh1KK7x3Yx1+8uPGS7h31RXG+fPu9LKu9OoFnrzYvnjnF/9r0LF2p8/dDVSTGl26/h9kVV8+XWKMZTsbJ8687t79ut47XQ9A0mVxcwrtnzeUdM2ZTEyu6IksKpVzyKoujcig/qp2IiSUBTBnpQjJkmp1XWVBgGja2BEcpJobSeRPaKMZFrLUUCsfNedspKhcRA9sIY4qFUoqcSuO4Od9SwCy4FSiUF9hyaOcKNZSHwhAL2wiSdzOFeoh4JuoZZxDbCI2q14Wyu+TJuZ5MiGBiFVwZxqvYdZVL1k3ijuF3b4rlr8ALGXcQQ0xsCRXydpVD1k1iSgADg1e7v8/pwV2sr/oNioftEHF84FWeafsq7278c+oic8i7GfJuZgz7RG/rUUuCuOTJOElCfryIIYaCMXruPeaofvRcAQ3fLN8e0eeOypN3M15dBQy/vQxMv49cMm4SUywsCY7ZhpdqL0MMAkYYwSTrpgA1wrVl6LdD+e/re4LdPT9nXdWHqAo1MaRQOJc+whOtf8/ayoeYU3zLJeNWDKGUIuemyKvR77+eXBFAyLpJX2FzXq6R4zVCR+Y4Pzz9eW6u/igzitZ49xGCLcEx77Xh41pE/FgWnuuMiOCoPFk3ScAIj1I2ne+bnCfDGHOYoXE41JdD2306bs6vn4kpdiFv7zmR9e89Y0T7KNSIvLyx46Ufure9sRMc1j4KV+W9uCDKHVbHid1rjNOkRi9faN4WiAgPzJjDC82nONjVOaaCoiYa41fmLaK+6P9n772j40rPO83n3lu3ckQBhUJOBJhzsxO72UmtbMnSamVLTqOxd2b2nB2v1+udI3vCjq2Z9RkHOY3DjmWN5dXYli3LshUsdbc6kmzmnEAix8o51w37RwEQ0QSqQKIAkt31nKPTOqwPVTd897vv94bf67wPR7g5GGUDB7d11R64RtK5In/36kVmI0k6fW5+8oOPLKvHFwQBv9e55KyoRq5Q4uuvXuQHZ26iKBpGWeLpff186vm999TdoRqCINDittPi3jjtgHdikER29vtrD1zjd23vffBEWxusH0EQeK6njx9MjPLqxBjqCmuVTTbyY9t3sbPFdx+OcP2omsalUJCJZGJZ5oRJMqA8GAGRBg02jaKqcjMW5XdOHef1qXE+u2Mv7+sbwGIw3FVmlCCIyIIZmdqdKBZbH9Yau+ZxCBhEIwbufFcLglARErwtjV4QxDvalQqCgEG48zuM0vIyE1GQlsofah27hIwkLd/s6bpOqDDK+fg/1vwOv2WQHa73YZZq2worjREFaSljpaTlCeZv4ZR9uIxtS+M1XVtwcOgsxmJl0Vyzo4iEjHWFjhOyaOad29u13kdJMCBVyVwTBLHmtRDXMAZYykqo9rfB/AhmyY7H2IVJtC85SEyiFQGBjBLlzeCfLbVqXQ2H3Mxe90ewy94VZuhyVjr2lebr4puqcr1Xv66rzevbkQQDFqn6nJYEGYu0tmD2UrvPVTQmZMGE/I68XEEQ7njWFv99pfHvHCMJMtIdM29jaDgnGrxr2Or18itPPsN/v3SOK+EQ8XweVddwmcwMNnn5zM49vNg38MBqTjyINLts/PLPvA9F09LKs3EAACAASURBVDDJBmwW413rOSxiMcl86vm9fPjwDnRNRxQFrCYZs6m+omENGjzotFht/OKjT2KXjZwJzBHOZilpKlZZpt/t4aNbtvGpbTsxSfdH1G29pEslroSDyxwTDRq81ymqKidnZxiLxxmJR/nszj2bmvX7XsJm8NBvP1RznF1uXiaAuB5EJJpNvdxMv8XN1Js0mbrRdY20EuZS4nt0WHfhlH1rygJ4r9Bs7mEie5Ybqdfxm4cQBIGsEuda8lXsBi+dlp0UtAyKVqz6PUbReldikA0ebBrOifcYqqaRUSqpRxaDcdXa30UxUpNkqLmZr6TW6fck3qZoGmVNxWKoeONySgmLVH2zWtZUVF3D/A4Po0GUeKqrhz6Ph5FYlEypRKpcoN3mZKipGb/NXiM98N7OYT0omoaiqZik5RGUsqaSKRcrIn+SjCgIy865pCrk1EonBYvBiFGsvYmppGXpNZ0LRVWppLxJEqqgY7ebkNfw/SuhahqKrmEUKymDVrOxpq7G7cdbUBUUXcVqMN7VvSmqylLrt1qUtYqornGNdfCqrqFoPzwnVdfIKaWF2rzKuZU0BaNY+9lZibXep2qUNZW8UkYWJcySAQ0dcSG9cCOp/KaI4S7ni6Kp5NUyJtGw5vtwt1SyqfRV05Y3E1EQ2N7s4wvPvI/ReJRANkNJVbHJRvrcHrpdrodWDFPXdaL5HJdD1fVSGjR4kDCI4oIzcKU1siI0rFNZmxVNWzHjaS3oQCiX5U/On+ZmLMr/fugJtnqbG0GTOiIIAnbZy5D89Kb+riTI7PF8CB2VK8mXUfXyQsaJiXbLDna6XsBuuLMV43uZIccRSlqB0cxJbqReX+gMI9NiHuBR7/9Mm2XbHaVIm4GIhNXgqnu3jQZro+GceI+RKOX56uhpEqU8n+7bz3b3ymnomXKR781e5/3tW3Gbqis7p8oFZrIJdnraqo5bidlcgvPRGT7evRuAv5+8xCd79i45K1ZiOBlkOpvgQ507Vvz8XGyKWDHLC+1b+crISZ7u7qHNVj06kSjlmc+n2LHK9dgoprNxLsXm+EDntmXOlmuJAF8bP0en1U2vw0un1c10Ns5Huiqq0Vfi83x75ip+i4M+u5fn2oZqtqzNKSXGMlF2e6rXsB8PjeOQTTzS3M1MNo6AQJ/De0/nlyjlmcsn2eluu6dYwdnoFGej03y2/xFazGsv0XgzMEqz2cZ+b20hpUA+RV4pM+RaWwp9slRgNpdgu8uPQRCYzSb53uw1OqxunvVvQQdG0mG2On1YDHf/YitpKjeSQfY2ddz13y5yLjrN+egMB7xd7Pd2cjMZosvmwWmsnQ68Hl6avcEuTxsDzrszwMKFDN+cusy+pg6e8PVtyLGF8mkKapnee5zLG4HdaGRvaxt77/eB1JmpVILZdPU03AYNHiQeaevgk1t3YFhhI6TqGiVVXWgDXCSUyxLKZYnmcoRzWSK5HIUaneXeSUlVeWV8lGSxwC8/eYQ9vs21PRrUH0EQcBhaeKz5M+xXP4aqK0s6GEbJukyrokEFi+TkgOdj7HC9sKSfIAkSsmjFKJrvi2MCwGPs5JNdX1gq2WmwuTScE+8xvGYbh1v7mckm2O72M5qOcCYyhabrbHE0s93t563gKJFChlAhw2wuxY1UiANNnZyKTLLb087F2Cwz2QSdNjcHm7t5afYGJ8ITvL99G8+1DfF2eJyiqpBXSxz0djOTTbCnqZ2JTAyDIC7bBApAVinxemAEl9GMoqmVDXt8FkkQOezrJ6+WuZYIkFfL7HD7KaoK6XKBG4kgGaXI/qbOZVHmglomWsxxKxVC1XUy5SIvzd4gUsiwxdnCfm8nx4JjzOWTdNua2N/UwT/NXONcbIb3t2/j+bYhLsfnGE4GaTHbOdzaz5nIFDmlTFYp8lzbELPZBFfi81gMMs+1DeKQl2/6JjJRToenAHiqtZ+5XIqRdBhN13m8pRerwcjR4CiRQhaTZOCdQRhN19nlbuOIfwv/MHUZiyRzMTZLulykw+bCJBrY6fbzvvat/PXYOQZdCXrtTcu+4+3QOOPpKH6rk0PN3bw+f4sfzN/kxfZtPNbSy41kgH1NnQwnQ3jNNnJKiSvxOUbTUQ77+pnPpTgXnWGXuw1d1wnk05wMT6DqGk/6+hEFOBocq5yTr5cu2/LWVzmlxMnwxIKjSWciHeNUZApN1+ixN9FitpNTSmx1tXIuOk2v3ctwMsh8Pkm/o5lDzT3scPu5mQqj6hqhfJrxTJSD3i4uxefwGK3klBJXE/M4ZTNPtQ4wnolyPRFgNB3hmdbBO+b/ZCbGqfAkoiBwxL8FEYEzkSm6bZ6FOtUMb4fGiRazdNk8+C1OriXm0YGdbj9bnC2cjkxiEES2u1qJFDL8w9QlwoUM21ytSKLIucg0kWKWQUcLmq5zJT7Hlfg8LqOFD3Zs50R4golMDL/FwcHmbo4Hx8goRYyigSP+LZyPTvMPU5d5oW2I59qG7nAojC08s5Ig8qx/kJxauc6SIPJESx9ZpcQ3Jy/hszhwGc1MZ+P8+chJtjhaeNo/QKSQwW9xMptL0GSyYTUYuZkMkSzn2eH2M+j08VZgBA0dsyRz2NfP2eg0k5kY3TYPT/j6lkX5dF3nRHiCqWyc0VSEQWcLV+PzS/dlb1MH45koez0dTGXj6IDNYORMZApREHjGP4jf4mTA0UxpIYtlLpfkRHgCAYHHWnqIFnMMJyuR+APeLuZyCWZyCcySEatB5qC3i3PRaeKlPDvdfhyymdPhSRRdo9PmZpvLzzenLhHMp3m2bZAjrQMNI3EDOT03e8+R5QYN7ge9LjcfH9yGaQ3dNHRA0zSi+Rwz6RQTiQRnA3OcnJtmJpVas6NC0TXenp3mC0df5z889Rw7W3yNDIqHnEX9DWOjxGBNVPQaTNirdLG4H0iijFN8ODWf3g08nHmjDerGfC5JrJhlh9vPhdgsN5JB5nNJDjZ3o+k6yXKekVQERde4kQyRVUrcTIVxGs20WV2YRQP9jmY6rC4ONndhEEVuJkMYRYknWvrwmmxMZKIE82kux+fuKD8wL5RwHA+NcS4yjSxKnIlM0W5145QtnI1OM59LMZNNcNDbRZfVjSAI3EgEORWZpM/uveNlbjUYMUsGLsbm6LK5AfAYLXhMVt4MjqJoGrdSYdyyhTaLE5MkM+Bspsvq5oC3i3S5wKvzN3EbLVyMzTKbTXArFUEEnvT1YzMYGU1H0NHptLkxisuNGV3XkQUJv8XJTC7BaDrCjWQQh2yi2WTjUnyOC7EZjKKBre5Witqdhoym68zlU1xLBGgyWTFJBmwGI/uaOrgaD5BRKvV3FknGY7IQL97ZIWI4GcImm2i3uDAvnGO71cWjLT0IQuXzoqownokyk43zdmicIaePZpMNTddoMlkxCCKBfIqypnI0NEqqXCBRynMhNsNcLkWsmMNvcdzhnAEwiQZaLHbmckk0HQL5NKFCml2edi7H51B1jTORaebzSa4m5okWM0xkYhxuHeBqfJ5gPr3s+xyymUuxOYL5NGcj06i6xg/mb2KRjFxPBrmamOdkeIJtLj8eoxVVv7PefTobJ6eWabe6sEoyDqMZq8HIfL4S5Z3LJQkXMhhFA4qmMp9PklPLDDpbOBOdRgd8Zgdz+SSqruOUzQy5fGx3+9nu9mMUJXwWB6FCmqKmkFfLvB4Y4cnW/oXrLuCQTXTZ3BwLjZMsFbgcn2dfUyehQoZwIUO/oxm/xcETvj6sK2QQTWRiFFWVTpsbQYCToYml5+V8bIZms41+RzP7mzrptLrxW5z4LU4OeDvptnmYzsa5mghwMjzJeDpKQSnjNVmxGYwcDY5RVBWuJ4L02JrY29RBMJ/maHAUr8nGqcgkseLyDiKV+TDLo809mCUD6XJh2X0J5FPcSoaZysY5HZmirKm8PHcDTdeZzia4nggsUywvagqnI1O0mO00m22cCk8ynAwiixJtVicnwuOMpqNoOsSKWcKFDKcik1xaWF+OBscYz8SYy6fY29TJlXgAURDotTexxdlcM3Oowfooaxrng/P3+zAaNNgwBCptlH02Owf87fzo1u18/smn+dMP/yi/cvgIT3R0YZfXnjV3NjDHb5x4i/FEfEWl/gYNGjR4L9FwTrzH+GG9ZOV/BlGizeKi1VJpbZVTShglA01GK7IoIQkiJVWhqCqkSnkMgsgHOrYhAG8EbiGJIi6jGYsk4zJaEACjKNFt9+CzOLAYZPY1dfJWcBSP0YrPsjxFymowkirl8ZpsZJTSkraCSzZjl00U1TIaOn6Lk3arC5tsQtehrGuUNIXyCq2MjKKEUTIQK2ZxyJXI8enIFHmlTKqUxyhJvL9jG4qu8WZwBEkQcMpmzJJcyd7QNVLlAjm1zC5PO06jBVkQ6bJ7aLU4MAgiT7cO4Lc4ORocJV5a7hgoaSonwhPM55OkSwUKqoLFINNucdFstlPWVAqqgk024pbNK9aW6+gkSjlsBiMf7tyBVZJpszpptTiQRZGypqLoGpFillA+Q7t1uaKzruu8v2MbRlHijeAIqq7hlC0L52hBFiQUXaOoKSRLeYoL3+cyWrDLpoU6SRGzJC/NlUy5SEYp4jNXSkmGXJUslFupMDeTwTt+XxAErJIREBbmmkibxYnf4kASRFxGCx6ThW9OXmaH249ARSPCa7ItXEelMle1isaDWTIw5PLxNxPnabM6cchmUuUCWbXENlcrbqMVRdfwGC3YDMY7nFa6rrPf28mgs4ULsRlmcgkMgoBFkis96tExSQZKmkKHzcWhlh5MUuW++cwOdF1f0GqRERbOSRYlXEYLLqMFt9FS6b8uyYiCiKIvHrtKs8mG21hxIh0LjZNXyyRLeTRdw2u20W514ZBNKJqK01iZi26j5Y65oes6jzb30O/wcjoyxWwuSUlXlz0vZknGIZvwmmzYZBMWScZmMOJceE5bzHamszGcsplYMUeslON8dIacUiZVKgD6kgPFa7JR0hRS5QJFTWFvU8cdOjXKghOoyWTFYpBRdX3ZffFbnOxp6uCVuWEMokirxUGqXCSrlOize2m3uhZacS2uSzplTcUpm3HIZgqagqbrWA1GnLKZsqZiEER8ZjtNJiuyIJEpF0mVixhEib1NHZglA36LA//C8wIV55bVYMQhr9werUF9mEjEmUk1SjoavHcQBQGH0USf28NP7drHf/3AR/n8k0+zs3ltmRCarvPW9CR/ePYkiWKh4aBo0KDBe5qGc+I9RqyY5Ux0ipupEMPJEA7ZjNdkW4r49jua0XX43ux1Wsw2OqwuREHgH6Yu4zVVelWfDE8SyKdpMVU0ANxGCwgC3525hqJr+CyOZfoJHTYXmXKRdqvzjjY5ZsmAx2jl0ZbKhqvb7uFgczenI5NcTwTY09RBk9FKk8m6pFlgl4081zbIYy29XIzNUtKWOyjcRgs9Ng/7vJ20mO00mWyIgkBeLbHV5aOsqZwMTxAuZJZ0DJpMNsq6yvdnr+M2Wni+bZBkKU+ylMe6sKG7XT/gcnyO0XQEp2zB9I7MCUkQcBktpMoFms12fGb70kbRZjDiMzvY7m5lLB3hXHSadovzDgPGKZt5pnULh1v7cRkt2GQTzWY7BlHEZ3HgMJiZSEf5zvRVHm/pXVGP4XRkkrlcEq+p0rvcvvD7/zh1GVEQ6LS6+aeZa5Q1lTaLk12eNl6bv0milMdlNDOcDHE9GeBKYp75XIqnWwdwymYixQyyKBHIpbkYm0UDXMY7UxgTpRxvh8aZzsY5F53GJBnwmmwYFuaazWBk0NkCwJCzlT6HF5vByF+PnaXNWnGYVeZailPhSXJqmW0uH6quVTI8zDZeaBuioJSJF3O0mG1sd/l5eW6YrFLCuUI2x2gqwvVEAFk0YDUYmcrGuRib5VYqzPVEgHgxR14pcyMR5O3QOBbJgMdkwSQZaLU4SJeLS+d0NjJNWVNxGEx4FhxzBVWpOKZySU6HK2UL+7yd/NXYWb49fWXB4WMgVswx5PRhMci0WhxIgkDzQomFRZJpNtv5+uQF0uU7FaqHkyFuJIOYJRmvycb+ps5lz4tRlGg225fEOQF2uP28ERjhRjJIp82Dx2jlkeYurAaZDqsLDR1FUxlytWAQJFotzqVSqU6bm6d8/YQLGbLl0rLvrTw7Vrpsbv5+8hIGQcJvdS67LxaDzJCzBVmU6Lc302K284H2bYiCQKSYwSgZuJkKcT0R5Ep8nkAuxZ6mDi7EZrkYm2XfgkPkfHSG05Ep9jV10m514TZaaDLZaDbb2NfUyW53G5FCZsFBZV32vBhEkXari/lcijcCI3dc0wb1Qdd1LoWDxAv5+30oDRrcFwRBwGux8mPbd/PF932QT2zdjt24tiyK74/d4qtXLlJU7wy6NGjQoMF7BeEB8dDecRC6rnNyboYf/+bfVP3Dx9o7+b0XP7yp7ZjKqsofnDnB7585UXXc/3rgED//yBNY5M3pC/sgkioVeDM4QqyY41O9+yhpKmPpyNLnFklmq6v1nussVV3jZjJEXi0v/duAoxmnvDnCQ7quky4XGUmHl/7NLMlsdfrW3G1B0VRupsIUbjuHQWcLdsPaIry6rjOdjRO5Ld2+1eyg3eratAhxSVO5lQwtK1EZcvqwy/enjvBe7ktJVXhlbphAPoUsGnAaTXygY/sdXWE2C13XSZYLdX1e6nFMs7kkocIPS25azHY6F8qtNoKypvKDuZu4jOYNE8tsUB+KisKvH3+Tr1w+f+dLHfDb7HzpI59gV0ujlrfB5lBUFb50/iy/efJo1XE/vmM3v/r082vSnLgbEoU8f3H5Al+6cJZUqXo7RIBWm53fed+HeLyjq6E/0aBBg3cba1rUGoKYDTYUs0HmgLcLsyRjkWQMgkjPbcKNBkFcV8dnEYE2q2uZvsC9dEhYD2aDvOycJEG8q42aKFSiurefw91uiBczMxZ5Z4bKRmMQBDpsrmUieKu1qd0s7va+yKLE0/4B4sUcgiDgNt6ZFbPZWCW5rs9LPfAslG8sYt7g+2wQRJ709SE1DPUHnmg+x9VIaEXHRIMG70VcJjM/u/cgBlHiSxfOEKuRVRTMZvjShTMMNnlpsdo26SgbNGjQ4MGh4ZxosKEYRWmZHoJRMuCt42ZmcRN5v6goM/9QJ+FeENd5DoIgVEpGuH9qx6Ig4jZWbzm7mdzLfamIVZpXFPe8HwiCUPfnZb0IgoDNYMS2iQ5AQRA2vAVqg/Wj6zrBbJYb0XDtwQ0avEcQBAGb0cjn9uynqCr80dmTlLU7xZpv5+TcDN8duclP7d7XyJ5o0KDBe46G5kSDBg0aNGjQYF1ous7VSIh0qXS/D6VBgwcOs8HAZ3fu4f19WzCsIIJ9O9lymW/dusFMKtkQx2zQoMF7jgcnJNdgQ1A0jUguy3wmQyiXIVUsUlRVSqqKIFQyG6yyjNtsptlipcPhwm02N7z1DR4YVE0jmM0QyGaI5HIkiwWKqkJZ1RAEkCUJq0HGY7bQbLXS4XDiNm2O5sj9QtN1EoUC85k0gWyaZKFIQVUoKgqCIGCSJMwGw9I18VlteC3WNeugbBZlVSWcyxLKZYnl86RLRbLlMmW10j1GoFKOY5Qq65RNNuI2m2myWPFZrdhk47v6Pj8M6FSe0flMmqPTk/f7cBo0eCARBAGf1ca/OnCIG9EIo4lY1fEXQgHempnk09t3IQtS1bEbRUFRmM+kCWYzRPM5MqUSRVVF0dTKumyQsMvGhfXYRofDicVgeKjWZF3XySll5tNpgrkMiUKBdKlE6TYbQxJEzAZDxVY2mfFarbTZHbhM735buaQqBLNZ5jNpwrks2XKZgqKgaCqyKGEyGBbmgAWf1YbPZsNuvH9ZvKuh6TrxQn7pPOL5AgWlTElT0XQdoyRVuqSZzTRZLHQ4nDQ/gDbTWlE1jXAuu2Q3J4oFiopCaUFs1yhJWAwLe78Fu7nJbHlgnt2Gc+IBI1cu85XL53ljcnzFzz+8ZYjP7NiDLK38stJ1nUypxHQ6yYnZac7OzzGeTJAuVhbcoqpQXmjPKAgCkiAgL0xSu1zZ4HW73DzW0clBfzudDhc2Wd70Cfvy+EhFtVpRag9eI4IgcLizm//tkcfr9p210HWdPzl/mremJ9FWSeUUBZEPDQzyk7v23reFQdd13pye5CuXzpMrrx757HN7+PwTR3CZNy7NXtE0EoU8E8kEb89OcykYYDaTIlUski2XKCgrz2GrQcZmNOIxW+h1uXm0rYODbR202e04jPenfaS+EE3+T0dfX/Fzv93OLzz6JL0uT83vKakq85k0F0IBjs1McjMaJVkskCoVKZQr10TRKsaUQRSRRRHLwjVxGI20O5zsavaxt9XPFo8Xj9lcaYu6SddF13XySplwLsdwLMLpuVluRMNEFozeXLlEUak4TlVdQ1uIGIqCgCSKCy2CJSyyjNUg4zAZabM7GPQ0s7PFx4DHg9tkwWE0rro+bgTXIiH+4MwJ4vn6dqgYbPLybw8/g9nwYAgqK5pGXimTL5fJlssEMmlGEzFuxWJMJOOEclkmk4mq3xHL5/nl117CVkeRaFmS+PjgNj61fddd/Z2u6/z5pfO8MjGKulqavSDwYt8A/3zPgfu6Np+cm+FLF86SqSKo2OV08fknjuC1PjjldQ2WIwgCW70t/NiOXfzGiaMoVco7FE3jO7eG+WD/IF7Lxt9TXdcpqiqxBd2YU3OzXIuECOWyZEpFsqUyRbXS3lvT9aV12SRJWGUjdqMRr8XK1iYvhzu72dHso8Vmwyw9WM4KXdcpKArBbIbL4SAn52a4GY0QK+RJl0rky8vPEyrvIIMoLm3obLIRp8mE2WBYtwaUJIq8r3eAz+09sK7vUTWN/3r2JG/PTN35oSDwYu8AP7vvYM3v0XSdVLHAWCLOidlpTs3NEMhWApuZUomSqlLWNDRdQxLEynUxSNhkI/aF4MGWpiZ2t/jZ42vFb3PgMpsqelmbOA8q51FkLp3i1PwsF4LzjCViJItFsqUSuXKZsqaiLrSIl26zmRYDtu12Jwf8bTzW3km3y43bZH5gnRWqppEoFphKJjgxN8OlYICpVJJUqXK+eaWMsmgjwsL5Vuwp28Ler8vp4lBbB4+2d9Bud+Iwme6b863hnHjAUDWN0XiME3MzK37utVr52OB23CsY30VF4Vxwjm/dGubNqQlCuSxlVV1VnEzXdTRdp6xp5MplonmYTCW5FAry/bFb+Gx2nu/p58MDg+z3t2PcRIM/mM1yam6GfB2dEyKVyMVm02K1ciEwT04przpG0VU+PrQNp+n+1NYXVZVXxkd4fWp86YW8EtubfRs2D3RdZz6b4fWJMV6eGOV8YJ5suYSiaWuew5F8jslkgkuhAP80epMms4Vnuvv4wMAWDrV13JdIe7JYXPV5brZY+end+6s6JzRd51Ysysvjo3zr1g0mkgnKC97+ldB1KC1kR2UXrgnA1XCI1ybGMEoGel1unuzs5mOD29jta13/SdYgVy5zLjDHa5PjvDU9wVQqiaJqKHr12msAVddRF86HMnCboJzAPAZxBIMo4jFb2Nvq50BrO/ta/Wz1tuA0bXwEJ10scnZ+jlAuW3vwXVBUVVTt/qV0K5pKJJdbyM7JMJ1KMZmMM5aIM5VKEM8XUPSKk1BdY+p5SVO5HA7W9TiNksRBf/s9/W27w8HVcIhEsbDqmGypxMcHt9N8nzb9JVXl1ckxXpscq3qdB5q8de800aD+yKLI+/u28J2Rm1wMBaqOHY5FuRgM8Hxv/4Yek6JpjMajfH9shFcmRhmNxygqatX1+fZ1OV0qEczCaDzG2flZ/vbGVfpcbt7XO8ALfQPsbPZtqsN4NcqqypVwkJfHR3llYpTpVHLBGV59/Vo81+LCuUL91nqDIDLgaao9sAY6cDMWXX3vYLHws6zunNCprHUnZqf59khlD5EuFavqoyi6hqJqFFSFVPGHjtOzgTm+IV7DYTSxt9XPke5ePjG0Y1Pex1DpkHNidobvjd3i5NwM0XxumbNpJRY37nlFIVbIM5NOVWymyTEcRhOH2jr4QP8Wnu7updlifWAcbrquE85leWNqgpfHRzkzP0u6VKxuNwOaplXsZqWy95tKJbkUCvDS+Agek5mnunp4f/8WHu/ownkfgnuNN9lDxmQySbZcwn1b5FrVNKZSSb565SLfG7vFXDq1LrV0jYoHfTqV5C8un+cHE6N8dHArn92xh06n612fxlZPBEHgUFsnPW431yOrC8WNxeOcmZ/juZ6+TV8EdF1nJpXk1Nxs1cXbYTTxbHdv3Q1gXdeJFfJ8f2yEvx++xpVwcN1OKW0hCjSfzfC165d5eWKUpzq7+Ylde9nj82OSpAfi5ZIqFcmVy+i6fsfx6AtpiN+6NczXrl/mZixaNdJWCx0oaxplrcTVSIipVIKtTd4NdU7ky2WuhEN89epFTs5OE8hm6vr9PzwnjXwmzVwmzUtjI7Ta7GzxNPFsTx/P9fTT43I31q27QNN1/vOxNzgbmCdeyBPP58mWS++qLhyCILC/tZ2dLT6OrRRtXGAymeDN6Ql+dGj7ps8hXdeZz6Q5Nj1VdQPlMBp5trsX63u4bfnDgiAIdDpdfKB/C8OxCIUq77pEIc8PJkZ5qqsb4wYIIyuaxmw6xd9ev8L3xm4xkUisyWFcDVXXURWF69EIw7Eo3x65yfv7t/Dp7bvocbkx3IfIs6brTKeSfO3aZb47epOpVLKqrfNuJJzLrmhnQGUe3IiG+crlC7w6MUYsn1vfHmLB/irmc/xgYoxoPseLvQMb7pxIl4qcnpvlf1y9yLmFd9d6WLQvYoU83x8f4djMFHtb/Xxm5x6e6e7Ffh/LSnVdJ1Es8MbkBF+7fplLoQDZ8uoB0DV9JxVneDCX5e+Gr/Hq5BiPd3TxmR17ONTWUckU2qTzbTgnHjJmUkmytwmO6brO2cAcf3DmBCdmp2uqQN8tLa1Z3AAAIABJREFUOjCTTvHfL55nOBLhlx5/im3NzUg1BJ0a/JAWq40jXb1VnROxQp7js1M82dmNeZOjX4tCdrVqYHe2+BjyNtfVQNd0nSvhIF+5dJ7vj4+Q2QAxPZ1Ki8NvjwxzNjDH5/Yc4JPbduAx378uL4uUVJVksYDOnc2fp1Mp/vTCab4xfJ1slVKbe2Ux02Aj0HWdZLHA316/ylevXmQmlVxzdH29qLrOXCbNfCbNmfk5rkXCfOGZF5a1P21Qm/PBAJdqRHYfdtxmMy/2beHk3Myqjr9Uqcjrk+O80NO/oeVsK6EDN6IRbsYiVcdt87aws9nXcMA9JBhEkRf7Bvib61eYqFIKpeo6V8Ih5jMZelzuuh5DUVV4c2qCPz1/houhIEW1flmqi2i6zngyzpcvnuXM/Cz/Yv8hnunu3VQbR9E0zgfn+d1TxzkzP0txoeb+vUa6WCKnlLHJyzttlVSVt6Ym+N3Tb3M9Gl5XAGQ19vraNnTt1Bfe+V+9coFvDF8jlM2hb4ArPVMucXxmihvRMB/dso1/vvdA3Z/LtaDpOiPxKH9+6TzfHhkmXSxuSOAgXijw/bERLgQD/MTOPXx6+y58NvsG/NKdNHaYDxnJYmEp+qhoGkdnpviPb73K0enJujsmbqeoKrwxPcG/e+MVLoWCDQXpu8BiMHC4s5vmKnWjmq7z5tQEwTpHltdCQVF4ZXy06kvJLFXOoZ5lMXmlzCvjo3z+tZf4+5vXN8QxcTuqrjOTTvHFU8f59eNvMplMPBDRk3Auu6zmXdN1bkYjfOHYa/z1tcsb4pgA2OLx0u2s/4tV13UC2QxfPHWc3z19nMlkYtMcE8uOAxAE2N3SivkBasfa4MFBliQe7+ikr4bmy7GZScYSsU1/75VVlZfHR6q+202SxJOd3bRuktHYoD50u9zsa22rOW48EWcimajb3FvMyPvyxXP8hzd+wKn52Q1xTNxOWdM4G5jj37/xCl+5dJ7EOiPaa0XRNF6dGOPzr73E8Zmp96xjAqCgKsTeoYtUVBW+MXyNXz36GpfDwQ1xTNhkI/tb27BuUHBA1TQuBAP829df4UsXzhLMZjfEMbFIJdiV56tXLvDv3niF84H51TWLNoCSqnB0epJ/8+r3+dq1y6Q2yDGxiLaQvfeHZ0/yhaOvcysW3RS7ueGceMjQqbysAC6FAvzG229xPRLelHRbTde5GArwe6eOM5tJbehvLQoPvRsiQYIgsLPFxzZvc9Vxo/EYV8KhTTqqHzKZSnChRoTUa7VypLu3bmJARUXh27eG+U/HXud6JLypToJsucTfD1/jt08eYyIZ37TfXY1ILrds8z6RiPNbJ4/x6sT4hjocH2vv3JAU22SxyB+dPcXXb1xdd5rhemm3O3m6q2dDUxElUcQqy0jvgrXqvYYA9Lk8HGrrqNreMZrP8+b05KY7M2fTKc4F56uO8VqsPFvHtbnB5iCLEs9099YUVEyVilyLhChp9dlYxwp5/tv5M/zR2ZPMb3IwJJTL8ifnT/Hli+dIVtF5qQeqpnF6bobfOnmU0XhsTTayADiNJrqcLrY2NbOjuYWtTc10OV0VUe06HZssingtVvrdHvb5/Qy41685UYuSoiwrcyipCt8duckfnDnBVCq5Yb/rt9nZ3tyyIe9gRdM4E5jjV4++ylvTExtqL70TVdc5NjPFrx59ldPz1Uui60VJVXl5fIxfPfoaF4OBTQ365BWFfxq7xX95+01uRFfPAq8XjXDSQ8iteJRgNsPvn36bK+Fg1UVXFkVMBkPlv5IBi0FGEgWKqkKuXKa0IPJTWqNHWdN1js9M8+UL5/jFx57csJZBhzu7+c0XPkimVFEIThYLpIrFpe4Elf9fJF0skilXxF8WBQAfRJrMFp7q6uFsYG5VPQVV1/n+2C0+2L9l0wxNTdd5fXKccA0xv/2tbQx6vHX5zYKi8O2RYX7r5LE1Z4pIgoDJYMAoSgudOQzIkoS6IGBUWGj7taiyXYuypvHd0ZsomsavPHmEDofzvtUOhnNZNF1byjj4nVPHeXVyDLVG7a+0oJYuCQKCICBQuZ+arqPUECm0y0YOtrXX3fmXV8r87fUrfGP4Krk1PouyKGKUKmuUQay0bDNJBkShcp/yC+2vKoJVKiVVq3ltoGJoPt/bj9/uWOdZVWeLx8uvHXmBZLFAplRaWJ8KJIuV/y6uValSZb1SNI2yppIpPdgaDnZZxnmX63u2XKo67wTAKhvr6sgxGSRM68iMMRkMfHBgkJcnRgjncquOe2V8lM/s2L1paa2arvPmdO1sugP+drY01WdtbrB5CFTKcXw2e817fDEYoFBW1jXPF2vU//jcKf7y6qW7Wp9NkgFZWrQhDUiiSFlVySllSqpGWVUpqsqaNkvxQoE/u3gWgyjyz/Yc2BAdAn2hnOS/nHiLm7Fo1bGiIOAymTngb+OJjm62eJpwm83YZCOSKKBqOtlyiXihwGg8xtuzU5wLzJMsFta0IW212elyOmmzO2izO2i3O2ix2vCYLbhNZtxm86aUmBZUleiCOLama7w2OcEXTx5jNl090LjY2cEgiIiCgCBURLc1dNQFEcnVroIA9Hs89LmrZ6bdC5quc3p+ll976zWur3GzLC60WZclCVms2JFGyYBOpYNLpRPc2vdEmq5zIRjg14+/ya8deZ7dPv+GBVRLqsorE6P8+vE3mKlxzxaRBGHh2ZUwSpVOJEZJQtV1CuXyMrt5LY4dRdN4bXIcRdP4v59+nl6Xe8Ps5oZz4iHkUijA/3v+NCfnZlZcFAQq9eRD3mb2tLSy29dKt9NNk8VSMQoFAU3XyZZKTCQTXA4FOBOY40YkXFW1fJGSpvKN4Wu80NfP4c6eup8fQIfDSYfDudSNoaIKry8ow2somo66oBRfUYsucmxmit88cfS+pJDXQhAEnu7q5atXLlZdWC6Hgown4ptmbMbyOU7NzVYV5TKIIi/09mOqg9q2puu8NT3J751+e02OCZtsZMDjYWezjz0+PwOeJlqsNoyLgpYLnTrihTzjiTiXQgEuh4IMx6Kkq7Tdg8pC+8rEKH67nZ9/5IllIrObSSSfQ9V0MuUSX71ykZfGR1Z1sJgkA+0OB202Ox1OJ202B00Wy5KeQrZcJl2qtM+aTacX+lynSRaXX4tt3mba7Y66v1huRiP85bVLa3IS+qw2tni87GrxsdVbiU55LdaF9myLRlDl/qZKRQKZDNOpJKPxGJOpBIFMmkAmQ2aVspcmi5Wnu3qwbHB9s9ts5kh379JapeoLRtvimqVXDDhV0ylrKtlyiRvRCP/PsTeWOqk8aAjALz52eJkCey3KmspvnzxeNariNpv5hUefpKeO5USiINDtdK3rO3a1tLKrpZXXVmnhDTCVSnB8dpqPD27bFEdmslDgxOxM1U2kLIo839u/YSnTDTYOQRBoslgYavLWfBeOJWLkFYX1zPK8ovC1a5f5q6uXazomBCrr51CTl90trexq8dHj8uAxmyvZdoJQaT2qKIRyWW7FolwMBbgSrtgvtconsuUyf3H5Aj6bjU9t21X3DD5F0/jLq5e4FKreGcgoSjzW0clP7NzLofYOHEZT1W5khzu7+cTW7UuiiyfnZqpuYiVB4Of2HuTjQ9sxLmwQjZKEtMltNaFSwhHPF9B1nRvRCH949uSqtqgAuM0WOhwVh0qnw4nPasdhMmGSJEqqSqZcIpbPM5VKEspmCOWyBDIZyrdl+MiSxCP+jrp3eNN1ndF4jN8+eWxNUXyjJNHtdLG92cdeXytDTc202R1YZZlKWKfy3k6XikwmE1yLhLkQnGc4GqkIidb4/ivhIF88dZxfO/IC3U5X3e+truucmZ/ld08dX5NjwmqQ6XN72NHiY09LK4NNXlqstiXbCioBrESxwHgiztVwiIuhADeikZoZTYsZI3987hT/1+NP0bJBHRAbzomHkEuhIFfCoRW9tnajkee6+/jY4DYOtnXgMZurPihbvc18oH8LkVyOt2en+P+uXOB8YL6mFy1RLPDXV6/waFvnhraIEgShEiFGhBo/Ey3klzasDyLdThdPdHTxtzeurjpmPpvmrelJ+j1NG17Sous6t+KxmqJ3gx4ve1v9687mqLwUw/z+6beZqZFGaDYY2Nfaxqe27eSJji78dntVEdaehfrdHx3aTjiX5cTsDF+/cYW3a4jEllSVr9+4Sr/bw2d27LkvqdHhXI6ypvLKxBh/dfXSHYadALjMZh5r7+T53gF2NfvodrqwG1dXitZ1nbyiMJ9JL5QLBTk1N8PVSIiCorDP34a3zq0RVU3j729eZ7rGvbUbjbzQ088nt+5gv7+tki67hrm+u6XSVUTXdXJKeclRcSUc4vT8LDejEXILvbwFYF9rGztbfJtmBP5wrQJqrIkmyfBAt30UBIEDd9mes6go/NnFc1XHmCQDB/0d7Grxrefw6o7TZOJDA0O8NT25ujBmscirE2M819OHa4NbPi9Gfs8GZquOG2pqZp9v/Wtzg/uDx2xh0OPlrenJquNi+TyBbBq//d6ydjRd56XxEb588VxNDSOn0cSLfQN8dHAr+1vbcJmq25D9nqaKor+mMZVM8OrkGF+7dpmxRLxqoCiSz/Hfzp+pzOHWtrrZO4si8d8duVk1s8EsGfiRwW38wqNPrNlRb5QkvBYrH+jfwh5fK793+m3+4daNVYM7qq7z3dGbfGRwKy1mW93KQu6FoqIQLeQI57L8/ukTK2Zdy6JIj8vNC739PN7RxRaPF7/NXtXGVxeCQ9OpFDdiYS4G5jkxN0Mgk8Eqyzza3lnX89B1nVAuyxdPHeN8YK6q48AgVtq0fmrbTp7u6mGLpwmDWP3dvKPZx4cGhkgVC1wIBvjmzeu8Mj5KqkqwS10Iun3l8nn+z8cO3yE6uh50XWcsEed3T7/NSKy6aL1JktjV0sqntu3kyc5uOh3Oqu+GbmCPz8/HBrcRzec5PT/L3924wlvTk1UdjGVN41u3btDv9vBz+x7ZkPLgB9c6alCVlRbdfreHz+05wIcHhvBYLHe12DdbrXx4YIjt3hb+6NwpvjMyXNP7fT44x9VIaE2iTg3AKss8093Ht0eGVy3tKCgKx2am+JHBbTTXefP4ToqqyonZ6artliRB4PGOTtrtznX/XqyQ588unOVaJFT1hdJssfKZnXv48R278dvsd2V4C4KAz2bnI1uG2O9v46+uXuIvr16qmhGUKhb56pWLlc1s8+ZtZheJ53OcDczxlUvn77gXFoOBxzu6+OzOPRz0t+Mymdd0PQRBwCrLDHia6Hd7ONLdy2d37mE4FuXo9ARPdvZgrPGSvltm0inOzM9WLatxGI383L5H+Old+3CZzfdkkAqCgE02ss1bqQd+vqd/KQLw+tQ4p+ZmCeeyPNvTi3uDN5EN3h1IgsCB1jaGPF6urRKJ04FTczOMJeLs8/k3dJ1QNI2TczNEqpSZGASRR9s76Fxn1kiD+4csinQ6XZgkqaq9VVQVxhPxe7K1dF3nVizCly+erVm+udXbzL/cf4hnu/tqBrbeiUEU6XN7+GnnPh5r7+IPz57kBxOjVYMDE8kEX754jv/49HM01ykCm1PKfGdkmFCVcxWAZ3p6+flDj99TBqEgCLTZHfzrR54gVSryvdFbq9o0N6JhvjMyzOf2HLgvbVQXKWsawUyGv71+ldcnx+/YQ3Q6nHxky1Y+uXUHXU4XljW2jZREkWarjWarjT2trXxkYCvBbIa3Z6eZTSfpqvP6pOk63xi+xg/Gx6o6v6wGmQ9vGeJzew4w2ORFFu8uW8VpMvN0Vw87W3wc9Lfzx+dOMZtOrXqfNV3n27eGOehv50MDQ3VztqVLJb565QLnAnOsXkADLpOJT2/fzU/u2kuHw7lU7rsWBEGg2Vpxuu1t9fP161f4yuULS2VAK5FXFL52/QqPtHVw0N9e9/dhwznxLmHQ08S/PfwsT3X13PMCKIkiA01e/s0TT5MtlXhlYrTqwx/MZnhrepLdLa2NyM0akESRPQspZRerZCucnp9hMhnHa7FsqAGcLBR4bXK8qqOgyWzh2e7+dbf+0nWdH0yM8b2xkapzyme18YuPHeZHh7ZhXkeqsiSKdDld/PyhJ7Abjfze6berGn/D0QjfvHmdXpcHu7F+Xu+1EM7n+I0TRxmJRZfdC4/Zws/s3sdP7d5Hk8V6z1EXQRAwGwz47Q78dgdHunoWOlnUb25VDOAoM6nVUw4F4MMDQ3xuz36cdXIaCIKARZaxyDJtdgePd3QRyeW4EQ2zY4NEuBq8+xAEgR6Xmyc7u7kVj666oQpkMxybnmRXs29DMwYzpRKvToxVXZs9FgvP9/TXPWW6weYhCAKdTidW2UhRXT1IUNY05jLpe/qNTLnEX127zJVw9aDAzuYW/v1Tz/F4R9c9/Q5UzscoGdjta+XfP/UsBlHkn0ZvrvrO13Sd1ybHeb63n08MbV/3eq3rOjOpFK9PTVTNmuhwOPnZvQfXpTUlCAIdDgc/u/cgV0JBpldJt88rCt8bvcWHB4Y2pJTybnh5YpRUsUDhtu4skiCwx+fnFx59kic7uta1rkmCiNNkwmkyMdjkRdP1umaL6LrOlUiIv756uapArFWW+alde/lXBx5dl56HIAh4LVZ+bMcuPBYL//noG1WbAYRyWf7q2mUO+ttptdnrMp+PTk/yj7duVA36NJkt/OtHHufTO3atK2tDFATa7Q7+5YFDOE0mvnjyeNWMkYlEnK9du8Jgk7fu2YSNHeW7gE6Hk1967Kl1OSYWEYBWq41/sf8Q3TX695Y1jYvBwJp0KhpUaHc4OdTegVzlPiWLRd7aBGX4s4E5plKr91gHGPA0sd+//syYuUyav756qWpKqdNo4l/uP8QnhravyzFxOyZJ4sd37OETQzuqPhs68N3RmwxHI3X53buhoCjceodjwme18UuPHeZn9x3Euw7HxEoIglD3kiGdSmeBahoFzVYrHxwYwrFBIrpQebn6bDaOdPfWLRLX4L2BLEm82DeAt0rLZ6gIY1bLNqsHF0LzS125VmNrUzN7Wv0behwNNp52m6OmLo6iaUSrZNFU4+z8HN8ZGa5qT/S7Pfzyk89wqK3jnn5jJdrtDv6PR59kb6u/6vsrVy7xdzeuEqvDM6UDVyOhqiKPBkHk6e5e9tRBvFAQBHa1tPJ0V2/Vbj9XwkFG4tWFOTeDyWSCeOGH9rooCDzV1cMXnnmBpzq76+5wFe8ier8W0qUi/+PKRabTq5eOGkSR/2nrDn5u3yN1Exo1iBLP9/Tzv+w/WPNZPTM/y7GZqbpo31WcHZfuaAF7OyZJ4nN7DvCZnbvrVk5ikgx8YusOfnzHbuQqGbY68PLESE1tl3uh4Zx4yDGIIj+5ax/P9/bXLWVssfXlxwa31Rx7PRomms9vev/3hxWDKPJ8T39NL+PrU+NVPZbrpaQqvD41TrqG4N37+gawyetzFCiaxkvjI6umS0PFKfbBgUE+tW1nXWvxF0XHfm7fQXprONvC2SzfHa1ep7oZ2GUj/2L/I3x6+64N3cjXk/KCEni1tEOvxcqA29PIZmjwwLKzpZW9NVLnx5Nxjs9Ob9g7r6yqvDE1sWwTsRIv9g3Utba5wf3BY7HUFJtWNY1oPnfXcy5fLvN3N64SrbK5MUoSP7NnP4c7u+uaASsIAgOeJv7Z7gNYq9gQOnAlHKoIvK/zmVI1jXPzc1Xf4Q6Tiee6+9adDbqI2WDgmZ4+HKbVn8WiqnKmxnHdD3Y2+/j8E0fY2ex74LOfdV3najjMS2MjVa/jnpZWfm7fIzTXcDLfLWaDgY9u2VazCUBBUfjWyDDZUnVtl1qomsax6SnO1dDVONLdy2d37albQG8Rl8nMT+7ay/bm5qrjUoUi37p1o+5z+8GejQ2qIgCPtXfyI4Nb617LZpIknurqoa1GG75AJk20Rh1jg+Vsb25ht6+16pipZJJTc7MbYgDrwEQiwYXgfFXvrt9m5/GOrnVHF4LZDP94c3XRKIBel4fP7tyzIW3FoCLaVasOsKxpnJybZipZPZtkI5EEgY8PbeOTW3dsaNp4vVF1ver9hUrKp+EhOqcG7z0sBgMfHhiqqseSKhZ5bWKMzDqNz9WYSac4Oz9XtV1ut9PFobaOurZkbXB/cJnMGGu0CNWpRI1vT8evha7rnAvMcWp+turG4anOHj7YP7hhTuPHO7p4rL16qUiyWOC1ybGaHbZqoWgaN2LVuzd4LRZ2+eoryLurxVczSn85FHygOsm12R38/KHHGWryPhQBg5Kq8s2b16tmartNZn5i1166NqBjBlTmzie2bsdTo7PbYveL9RDL5/mHW9erdj5rtzv43J4DNG1QK9pOp4uPbNmKucr6pKFzdn6OWzVa9t4tDefEQ4zdaOJHh7ZvSB2bIAhs8TSxxdNUdZyq60ylkjVb7TT4IXajkff1DlTdKCcKBd6anqB4F8bIWtE0jUsLLb+q8URHF93O9fcxvhQKcjUcWvVzgyjydFcPu1taN+wlKQoCL/YN4Krh/JhIJLgWDd+3TKB+t4ef2r0PT529/huNIFAz8pIrl0lscDp8gwbrQRJF9rf62d7csuoYHTg5N8NoIlb3dULTNa5HwgzHVi8vE4DH27vo2cAe8w02D6ssrylbsKRqlGuIlN9OQVF4a2ayaptSh9HEx4e2bVg7QKhs6F7ora2NcnJ2pmqGx1pIFAtEc9W/o8flxiHXNwjiMBprtkeezaTI1eiUspl8dMtWjnT3PvAZE4tMpZK8PTtVdcyuFh/P9fRvWKc7QRA43NlNr8tTdVyikOf47NS63g/Xo5V2pqseC5Xg9KPtnRtqNz/X00eLrbo9OpdJVTI86vg+fDhmZYMV6XO7ebanb8Mmpstkps/tqRmdCWYzjbKOu8AgiOz3t1UtM9DQOTU3w0wqVfdrmy6VeH1yvKqKttNo4kh3H451ikOqmsZLY7eW9b5e6bc+0L9lw1+SbXYHu1uq12hnyiUuBQM1swA2ApMk8cGBIbZ4vPe15di9IItSzWhCMJfhUiiAWqNNcYMG95M2u4Mj3b1VN1PBbIZjM1NVRdnuhVxZ4fXJcUpVNqEuk5lnenqrpso3eHgQoGZZB4Cqa1VF8d5JOJfljcmJqmMGPB4ea19/dmQ1JFFkZ4sPv616G9RANsP1SPWsh1pEcrmaAZ02u6PutoYkijXbvBYVZd3Ol3rR43TxI4Nb696xa6PQdJ03psardpsRBYEP9A+u22athd1o5FB7dW2WsqZxNRy65/utahqvjI9WzZowGwx8aGBowzvA+Kw29vmqlzrmFYXzwfmqx3u3NJwTDzGHO3vqJviyEqIg0O10YaqRchjN5xqZE3eBIAj0uTwc8LdXNQpG4zEuh0N1r+WaSiU4Mz9bdUyn08nhzu51O77mM2mu1GgduqXJy2BT9bq2euA0mtjZsnpEdJGrkRCZ+xDhaLba+GD/4H1tN3avSAut1aptmHLlMl+/cY2p1OpiVg0a3G8MosiLfQNVo8k68Mr4CIkauhB3y3wmzcm5mapjelxuHu/oamRNvItYS8cVRbs758RwLMJEcvXsSEkQ2etro9W28cLBfS4PrTWcE6qmcWmdqfDpUrHmNXKZ7q2FdTVEQajZgaqsaTU1vjYDURA43NXDoOfhKOcASBeLnA3Mka8SNPLb7Ozx+TfcfhIFseZmHWA6lSSQvbcOO+F8jkvhQNW53OvyVM3wqxc22ciuGmXoADciYZJ1bI7w8FnBDYCKAfV4R+eG15w2W23IUu107QZ3h0WWeaa7F2cVwUNV13llfKSuUXxN13l9crymUX24s4cW6/pKC3Rd53I4WLO3+oHWtk1p32mUJLocrpqG4Gg8tmH15NV4pK297j3BN4tF8bNa0bHzgTl+68RRRuLRRgZFgwcSQRAYavLW7Fwwlohzoo7CmLqu8+bUBOF89fXy+d5+3HVu29bg/rKWCLaqa2vWLNB1nVNzs5TV1ddYoyRyqK1jUzaoDpMJv92OWCUnUNV1hmMRtCpaK7UoqWrNYI5RkuqemSgg1NSI0nS9agbpZuEymXiqqwfzQ5J5pes6gWyG/5+9946S677vs59bpu/szM5s7xWLXgiCIAgSJFhEUhIjW3YsyyWKLdtxTqyTxLFf2YntxK8svz6ypTgueRM7rywX2UpkWaItkRLFBoIg0XvHLra32dkyvd3y/jG7IChi7szuzs7uLO5zDg9xMBcz987c+yvf8vlcz+Ok1l3lo9G9+latAtDodlORR4x4KhZdVlX5oi37WMQ4sLGrrh5vnmrVYiCLIs3uSkPdCcgKRRu5tS0VMzhRpjS7K2lyV67651RYrIgGFkmQnRB0s3ZiyTzU2Eyrx3gzeiEwaZj9WCpzyQQnxkcNhbWcsoUn2ztXPMirC/3TRgOWJAj0+PxFU842QhAE/E4nzjyqxqFUioBBn+5qIAD7GppwWlb/e1gtOr0+NvtrDLNSqq7zvYE+Pvv6K3yn/2ZRJzMTk2JhlWSe7+oxLLePpNO8PnSbuFKc4Hw4neLdsRHDYH+V3c5jLW2rWoZvUnqMXI4WEQWx4N89qShcnp5CMdjoOywWenz+gs9xJYiCQIPLjSQan38gFltRNZIoCOSLPKyOKKWeN9gukl+XqRT4HE521xrbu64ndLJVCCMGFZcC0Orxrmol+Z3PEgRcFiv+PMm7hKIwHokYChvfC3UhODGbyG0dLAoCPVX+krg1CYKA1+4wdKOB7Hw4GV1epci9WPsnxWRZdHqr8Nrsqx4ltEoSeeaT7ARoxiaWTJXdwZNtnYbHBONx3hwaLEprh67rXJ6eyhuBfrChMa8QaiFE02n652YNz91rt1PvqijZYtttteUNhGi6xmSJgxNeu51Orw8pTyBwPWOXZf7Zps15bXIVTePM5Di/deQ1/v2rL/HizetMxaJkVNXUrjFZF4iCwI6aOnYb2IoQOvH/AAAgAElEQVRqelal/MZMcMX3ra7r3JgJcnna2C/+4aYWOjymHe9GoxChS1kQCi5ZH49GCOapWGyqqFw1d6x7UeXI306RUDIr0mVwWizIeebQaCpV9FZZTdfztmxIooijyHaPy6Hd46V6FQVQi42qafTNzRi2ONhlmbZKb8laYm2SlFdcHSAQjy6pFQuyz0D/3IxhEM1ttdLkrizZutllsRR07xZz3Vy+K+H7nEZ3ZUlK4Qu69839xLKwiCIHm1sNbYCSqsKJ8VFm4rmjqIWSVBROjo8ZRmRtksRjre1FsSaKptMMhY1tOSutdjwlKE1bxCZJebMXmq4zY/AdrQY1ThfVDmfZbzr2NzbzVHunYfnuIvOpJK8P3uY3jrzKv/3+d/jbKxe5PhM0FAM0MSkVta4KDrd1GFZPjEXCnBgfXbEwZlpVOTM5buis4LJYONTSXtLx0qQ0FDLmSaKYd+O9yFgkzHyezXKdq6IgrYtiYZcteee3pKIwn1p+cMJrt+dtr5iKR4tePaFoOlNx442ZVZLwO1Y/s5+P7ip/WVVeKbpG/9ys4TFWSaa2BNopi0iimNf+F2AmkUDRlnavJTIZBvPY2bssVnwlvJeskoSlgNazfC3cS6F8a4jvYyRBoM5VkVeo0mR9k+3T9/NgQxOvDPTlPO5iYJKbczNUO1e2eQ0m4rw5NGAYS2pyV/JYS9uKyw91XSeWyTAaDhseNx2P8f+881be/r1iMZ9KGgZnIBucKLXmRJXdkVdQqxzw2ux8etde+udmOT81kTduqZMVMTs+NsqZiXHaPF721jfyZHsnu2ob8Nrt2CSp7IM2JuWHLIo83d7F/756iYEci0UdeOV2Hz+0aQsNFe5lf1YoleSNwduGz0uzu5JDre1ltbEwyY+q6wXpSllECTmP/hcs9OhHI3kz+Vemp/jV175b0KajGAyHQ3mDMBlNI55ZvsZWvasCn91h2AIwMD9HQskUNbkXy6TzWrNXO5x5qwpLQXMJM+7FQNW0nOPvIvFMhq9cPMdLfTdLck5JVckbMIFsgm6pGioJRWE4ZCwaPpdM8qWT7+Ax0KwrJpF0qqCqiGKum83dbRlikaSStHSYrD5eu51Hmlt4e3QoZ6/xfCrJu6PD7K1vXJE2w/mpCcNKBgHYXlNHd1Vx+lBjmTThPOq90UyaY6PG3tVrgZEmx2pQYbXiKhOBKiMWxQT/3UMH+P133+ZyMFDwv81oGn1zswzMz/Hd231s8vk51NrOQ43NbPL58dodZdMna7Ix6PBWsa+x2XBxfHt+jtMTY7zQs3nZn3MlGKAvz2L3ocbmFQVATNYn0XSKVAGVEw5ZLighpZPdvOSz1JyIRZkocftiPlRdW1HlnFWS6fH5uWDg+hGIxbg+EzR041kqV4MBZvO0o2yprlkXmhN+x8qEzktNSlXzJpQymsq5qYkSnVHhpFSFpRbpJDKZvNVDCSXD8bGRFZzZ6pBvzFkKa/+kmCwZqyiVtFfQZPUQBYHHWztocBkvOt8cHsg7QBuRVlVeG7xtKLZmk+SiWlkG43HK0Y9BBxQDlfPVwC7L2EogCloKJFHkYHMbn3v8KQ63dSy5z1bVdUKpJKcmxvjSiWN85nvf5pdffZm/uHCWvtkZEplM0XuGTUzuhSgIfKS71zAoHEmneGWgf9muVYqm8frgbcLp3JluuyzzbGdPWWU8TQpjLpnMuyGXBIEqh6OguTmtqswkE2XZbavrOsoKWqRkUeSRplbD5ySUSvLqQD+pIrmgJRWF1waMn19JENjf2LIunl+3zVZWQf5soK08Wz0zmrZks4DltIKsFzJFdGAzgxNliCQKJXE3MCkNjW43DzUa29aNhsOcnhhf9mcMzM9xZTpguKnr9vnZUYCfcaGsRHV7rSm1+4wsiKtuC1xKZFFkV10Dnzv0FL+w50FaKj3LWpjpQCAe482hAb544m1+8bv/yBdPHOP42AihVNIU0DRZdTb7q9lb35jzdU3XuTg1wc3Z5QljjoZDnJ8y9rTfXdtQMmcFk9Iym0zkzTjKolhwxlvR1LwVi+uVlY7m2erPWtoqvTmPyWgaR4YHuDQ9teIgt6brXJia4OjokOHz213lY7O/el0EBazroHpjKYSSySWLSq4blnF/zacSZbuuKeZ5l9ddagJkszml6hM0WX0sosQzHd2GwmvhdIojwwMklmFbp2oapyfGGDZo6RAFgcNtHdQWsdRxOed6vyIIwoZr0xIFgeZKD/9m737+69PP82NbtuN3OJYdpIhlMvTNzfK/LpzhM698h19/4/u83H+LcCqJputlO6GbrF8EQaDa4eSZji4cBgmBkUiYd0dHllySruk6FwKThv3LVknicHtH2ZVjmxTGWCSct+pGFkVq8lgXLqLqetGqAsoNQRBoqfTwdEeXYZXJYGie/3n2FCPh0LLnDV3XGQmH+LPzpw01LiyixLOdPTS5K9fFHC+WWXAipSr3VaVkUlFKnhxbj5TXXWoCgICwLsrDTIqDAPT6q9lRk7tqYXEROzg/v+RhK5RKcnRkyLA0rtbp4kBTS1HVu1eqYG+yMbBKEnvrG/n1Rw7xh898mH/Ws5nGCveKxrCZRJyX+2/yG2+9yn947bu8PnibSDplBihMio4kihxqaafZ7cl5jKbrvDZ0m9nk0pwGoukUx0aGiRsEchsq3Bxsbi2ZTZ5J6dB1ndFwyPD3h+wG1+j+uxtN1+/rudcuy3xs02aa3ZWGx701MsgXjh/l+kxwyZl5RdO4MRvkC8eP8vbIkOGx3VU+XujZjNWsdl4W6fvMYtx0K8tiPi1lihma2DgIgkCty8Vjre1cCEzm7NsaDM1zfmqCHp9/SQvVoVCIUxNjuT8f2OSvZldtfVEj+4VO+OvtXhbIBgBNiocgCHhsdh5taWdfQzMXA5O8cruPVwb6GI9GllW2qQOziQTfH+jn5PgYH+ro4lM797DZX4O0AStRTNaODm8VB5pa6JubzZnVujEzzdnJcT7ctange288GuGdsdyCwAKwq7aezf6a5Zy2yTonoSgMh0N5xz+HxUK7J3erwt3ouo5atnPvys9IEAS2Vtfy8c1b+W8n381pG5pSVV7qu8lQaJ4f3rSVZzu7qXW5kAQxW8mYfbM7pfmarqPqOsF4jFcG+vjG9atcnp4yTBbZJImf3r7LbMlaAWqBug3r7V4GlrUGUTS1oATk+rze4r3Xug5OFDJQabpectE9Hb2gxbSAsD7vIJN1h0WUONTSzteuXmIiGrnnMYqm8cbQAM919VBlL8zjWNd1jgwPGPagWiWJw60dOItorQVgKSCAUu1wsruuYV2oWC8iCwK9/uq1Po0NiUA2s7WvoYntNbV8YusOjgwP8OpAP31zs8wkEssqaQylkvzDjatcCEzyMzsf4CPdvbitVjNAYVIUBEHgua4evnXzWk7hu1gmwyu3+3i6vatgcdtjI8MEDYSObZLMM3lK1E3Kl9lEnJuzwbzHNVW4C7ahFAUBuYC2300+P+2eqnU1RlZYrNS7Klb8PgLwo73buDg1xRtDt3MGKHTg8nSA2/NzfO3qJbbV1LK9po5mdyVeux2LKN4RaB6LRLgyPcXFwBSjkRCxPK04NkniE1t28Hz3phVfz/2MLIl594IO2cJDjU3Ylyi+vdrsrKlbcgu+LEp5t41em50HG5rW1bpZALZVF0+zbv0GJwQBSczekkZLVVXX0EoslqLqekGWKbIoIprRCZMC2V5TyxZ/Tc7gBGTtQAfm56iqLyw4EUolOTY6bKiiW+t0cbClteh3aiEL9C3VNXzp6edN95n7DEEQcFqs9Pj8dPv8fGLrDk5NjPH2yBBvDQ8yMD+Xc0GZC1XXuTk7w+ePHWEkHOIX9uzDY7Otq8W3SfnS66vmocZmXh3sv+frmq5zPjDJjZkgO2rr8t530XQ6225noA/QVeVjT13Dis7bZH2i6zqBeIybMzN5j+32+bHJhW1yREEoqD3zhZ7N/Ks9+4rayrleEASBhgo3/2H/QWYS8bw2k/FMhltzM9yam+FbN6+99z4sT6RTFAQ+3N3LLz34cMGJJJN7Y5XkvGNptdPJbz/2JO3eqhKd1eqRXTcbX2+7t4o/eOpZvBv43lo/YZcfQGAxAmx8imlVJV3i4ISiaUQLsA2zSpK5MDYpGFkUeS6PXVwoleT1wYGCBIJ0XefM5AS35+cMjzvU2p7XynQ5OAuIYqdVlXQRvZFNyg8BcFttHG7t4FcffpQ///AP8aWnn+e5zh6a3ZUFVeDcTTST5q8uneePTx8nbOpQmBQJr93O0x1dOC25x7WxcJh3xoyDwZAdm69MT3FjNphz8yMKAk+2d1JdRJFik/VD1ulhkmgmbXicKAjsqq0vOCssCaKheOsi8UwGVS9TF4QCEASBzf5qfuPRJ9jX0LSs6qPlzBxuq42f2r6LX9l/kFqX+eyuFIcs53UyUzUtr25LueCULXnbIxRNJbnBRW/XbXACskJU+aK68UyGZIlvyoyqESrAJtEmy6ZwpcmSeLCxkZbK3MJXKVXlxPgI0/FY3vdKKgrvjg4za1A2XGm18VhLOxVFbumAbMtGPhJKJq9Sucn9gSAIOGQLHd4qPrZpC3/8oY/w3597gV984CG219QuaSyNZtL83ZWLfOvGtaJ6b5vcv0iiyKMtrYa9/4qu8f2BfmYMxlyAjKZycmKMqVg05zF1LhcHm1tN2/ANSkpVeH3odt7japyuJelMWSSpoGx9KJVEUTf22CgIAg/UNfAHTz3Hx3u3rvqz1OGt4lf2H+SzBx6jKY8gp0lh+OyOvK0RilbYnqwc8DsceSvuk4pCJG0c1Cx31nVwwipKuK3G5d6RdJpYiX+klKoQzLM5FAUBt9WWN+JnYrKIIAjUu9w83tpuODTdmp3hynQgb0Z4Oh7j2OiwYfS/x+dnV11xhTAX8TmceSeVSDqds4fb5P7GIknsrK3nMw8+zJ88+1E+//jTPNzUQoWlsEBaXMnwV5fOczUYWOUzNblfaKyo5LGWNsON4o3ZIOfzlJHPJBK8NTyYswJOADb7a9hRW7weXpP1gw5cCgS4NZu/paPLW2WYsPhBLKKI3+HMG8ydjsfuC1cPQRBo83j5tQOH+IOnnmNfQ1NR1+VWSaKt0sunduzhj575CJ/cthNXgXPUWlBuOxKPzY7Lalw1lFJVAgUk7MqBKrsjbxAtnskwt0RnqHJjXQcn7LJMZR4RoFAyyXwqWdLS3aSiMG6gCwDZczcF2UyWikOWOdTSTpUjd+ZjPpXk+PgIiTxlXTdmg/TPz+Z83SpKPNTYXBQBqh8kqylgyevNPpdMMJvY2IOsycpYXPx9YusO/vTZj/JrjxxiV219Qf92KDzPN65fMe25TIqCKAh8qLPHUJwwnsnwykCfoWj29ZkgV4PTOV+3ShJPtXcV1BpnUn4klQwv375lKIYK2Tl6Z1091Xnm0bsRBAG/02nYfgQwGg5v+NLwu6my29lT18D2mjosK9TZEMhWtDze2s5nHnyY//7cC/zHg4fYXlO7ITU81hJZFKnLs0ZNKQpjEeM9Wblgt1ioydPKF0mnNkwwJhfrul7QLstU2Y2DE2lNZSQcRtG0FQ84hRKIx/KWbbos1oLVlU1MFhEEgX0NTXR5fcwmctt/vjU8yE9t20VrjhJjTdd5c2iAjMGmzGO381R756oF0CqsVto9XsNAXjiVYiwSRtW0daU8bLK+WLR28zucfHLrDvY3NvNXl87zzRtXDXu2FU3jxPgoA/NzpgOLSVHo9FZxsLmVf7x1/Z6vL2oJ3JwJsrWm9p6vvzbYb9iO2uSu5EBTi5nc2IDous6NmSCvDfTndX3zOx081daJJCxtbmx2V+K12YkaVBVPRCPMJhL3RfuBommcnhjjT8+c4OT4KKkfWBdJgkCTu5Jt1bVE0mlCqSRJRUFHRxZF7LKMx2anxumipdJDd5WPlkoP9S43foejrNYu5abAJIsiPT4/R4YHcx6TUhUGQ3OkVbXsg0NO2UJnVRU3DFx8ouk0IwsWxBvVyWldBydcBdoKXZ+ZJqkqJQtOXA0G8k4q3oWBzMRkqVTabBxqbefM5HjOst/RSJhzU5M5gxPBeIxzUxOGE9ED9Q10rqK6caXVRqfXxztjIzmP0XSda8FpEoqyKroXJhsPSRTprvLxqw8/ikUS+cuL5wydPYZC89yYCdLj85saQCYrxmOz82R7J68P3s4ZGBuNhDkxMcomf/UHFo8T0QjnJicM79lDLe15s4Um5UlCUXjx5nVGI6G8x+6oqafXX7Pkz2it9FBldzAaCec8JqkoXA0GNnzrUEZVeXt0iN995y3652Y/sKayiCJPtHXwr/bsY0t1DQICur5oaK3DgpGlIAiIgoAkCEiieOfvTFYXWRTp9RknFnRgMDRHMB6jscyDbS6Lhe4qP3Ar5zE6cC04TTSdxpsngV+urOuQi8tiocldmbdH6mJginCqNH3r6kIENp9bgs/hMBcXJstCEAQeb23HbyAoGc9kODJ878qIrEvHuGHFglWSeLKtM2/b1EqwyzKbq2vyKoefmRwnlNoYYkYmpUEQBNxWK5/etZdHmlsNj02pKrfmggXZP5uY5EMUBPY3NrPJ7895TFpVOTI0+IG+4MWxeSSce2Pqszt4rKUNV56yfJPyQ9N1jgwP8J2+G3kz2HZZ5sNdm5Z1H/gcTjq9PsNgbFpTOTk+irqBBYN1XefE+Cj/99tvcmt25gPrdrss85PbdvGfHz3Mgw1NuCxWnBYLLquVCquVCquNCqsVlzX793ZZxiJJiIJQtoGJcjtrURDo9Pryirz2zc4yEg6VvTuXVZLY5PPn1S25MDWZt4K/nFnXwQlxQcgmX+/cZDTC5empkpzTSDjEjZnc9l+QPe+WSg+VNmMxTxOTXLRUetjf2JzzdU3XuRoMMBSe/8BrKVXl1MSYoXpxu8fL7rqGVRVsFRYs0PJZ4Y2EQ1wMTK7aeZhsTBa97D+2aQvuPFU345GIqTtRAgobTcp78QhQ56rg0eY2wxLi81MTDIfePz7HlQynJ8YMRYB7fH52rpJIscnaoes6A/NzfPnC2YLctvbWN7K/qXlZ1V6iILC/qdnQhlnTda7kWENsFCZiUf70zAkG72GnLgsiT7d38a/3PnRftLaUK4Ig0OR2szlPW+ZsMsGpibGyF3kVBIFefzWNbrfhcROxCOfyCC+XM+s6OCEIAttqavNqN0TSKV4duE1qlcV9VE3jreHBvMIrdknmgfoGs4TYZNl4bHYeb203jJ4Ohea5GJh6XzZA13Wm4zFOjI3m3AJIgsAD9Y10eKtWfQG8yefP2zoSzaR5uf+WaSlqsmTEhQCYUZURQDidQtXKf1O83skX7NR0/QP93uWIKAg809Ft2LoZSac4Mjz4vkzedDzOu6O529xsksSjLW0F2TCblA+6rhOIxfiT08c5MzmeNzzntdn5eO9W6lwVy56j99Y35h0XB0PzHB0eIlPmG7p7kVZVvnn9CmdzfN+Nbjc/t3vvir7jcqQcZ8Fqp4s9dQ159RW+P9BPIFb+QpHtnip6fdWGe8iMqvJS301DXZlyZl0HJwA6vT7qXMaZV1XXOTUxytXg9KqV9Cxu+r57+xYJAyErALfNys4C1eRNTO6FKAg81NhMq4GFWEJRODU++gEr3YH5OW4aWJS5rTYOt3WURDjIJss81d5lOKlous6piTHOGmhsmJjkohDrLZMSIIBVMv4dVF0jukGsg9s8Hg4atBSpCyXlsbt0KW7NBg0z1T6HM2slfR9tljY6uq4zm0zwP86d4pWBvoLmuH2NTTzR1rGiBFd9RUXelrekovBPfTeYyOM+V45Mx2N8b6A/ZzB0f2MLnV5fic/KZDnIosihPK3OAP1zs7wy0Ff2rUpWSeJwW4dhS7QOXAxM8vbI0IZcN6/74IRDlnm4qSXvcUOhef7hxhVCq6Q9oQOvDt7m1ERuB4VFHqhvNMvETFZMS6Unryf38bHRD9iRvTUyaJgJ2eTzs7uuoWjnmY9HW1rp8BhXT0xGI/z15fMFlbuamNxNSlUMxQUBHLLFrGRbZQSEvK2MKVVlfINYvlVYbTzV3onH4JqHQvNcCkyhk92kHh0ZMnRQOtDUQlsOkWOT8kPTdcYiYb504h3+7upFYgVUBza7K/n0rr15e+zz4bbaeKajK6/j3YWpCb5549qGqp7QdZ3xSJhrwUDOYzb5/PdlULtcZ8GdtfU8UG+8bo1m0nz92mWuzwTLXnvi4aaWvGK4wUScr1w6x7iB8G25su6DEwCPtbTnFdXTgZf6b/L6YH/Ro2aL1k9/c/kCmTzvbZUkHm9tx2019SZMVoYoCDzZ3mnY2jEVi75PbyWaSXPaIIAmAE+0deAtoc1tY4Wb57t6DPtfdeDoyBB/f+3KfeW9brJyhsPzeQWRa5wuLFJZTHdliyhAbZ4qx2RG4fpMsOwzW5Adn3fXNbDFYAE5k4hzITCJpmmEUykuBiZzllU7ZAuPt7ZTkUcIzaQ8yKgq56cm+O233+AfbhQ2rzllC5/ctpPddStvCxYFgQcbmthVW2+4Ic1oGn9/7QpHh4fyutCVE+PRiOF6XdU1yrPJYWWU6xXbZZkXejbnFYi9NTvDVy6eJVDmia5qp5OPdG3ClqfC+fTEGH939RKJDdYWve5Xa4Ig0OPzs68htzjgIjOJBH9y5gTvjo0UbZDVdZ2h8DxfOH6UWwa+s4v0+qrZ39iyYb1nTUrL1uoathtYfaVUhXdGh+9YX10MTDJmEEVtqHDzcFNLSb2g7bKFH+7dyqY8dlDxTIYvXzzLN29cJZ7Dom810HUdRdPIqGrZR9vXirX4/nRdJ6koHB0eMlStFoB2rxdbnpYDk5UhINCep0JK0TUuBCYYjYQ3xLNW63TxuEH5bUbTODc1QTid4kowwEQ0mvO9eny+rEixuXYoaxRNYyoW5S8unuX/ev0Vvj/QT6KAwIQoCDzX1cOPb91RtIy+3+Hkx7fuzGs3OBIJ8XvvvsXpibGSBg51XSejqqsSFMkXDDo9McZ8MrkhxqH7AVEQONDUwpPtnYbBNlXX+ae+G/z5udPMJuIl/X1VTSOtqkVps7BJMs919eQNLiqaxt9cPs/fXrlINJ0q2fXqun7nelfjM8tiFvQ5HHy0Z1NeRXbI9tt//tgRXh9cuUCmqmncmpvhC+++zdGRobylw3ZZ5kOd3YY6ASYmS8Frd/BEa3vOYJeq61ybCRJMxFE1jTMT48zlcOkQyJbGdVf5St7T3Obx8qObt+XNCs4k4nzp5Dv87ZWLzCUTqzrQ6rpOIpPh5uwMX792mZf6b24Isb614N2xEf7y0jkuTU8RSZVugjw1Pso3b14zXNxWO110eX2r6kxjsmj5VpU303MtOJ21Qd4AWVpBEDjc1mloG341OM1sIsGVYIC5ROKex1hEkX0NTTSb7aBlS0ZVGQrN880bV/n3r77MH556l7653NpPdyMKAg83NvOvH3gI3wrbOX6Q/U3NfKijO+/4d3N2ht95+03eHB4goWRWfe6dTyY4PzXJly+e5ezkeNE/I1/18vHxUb584SxjkfCGqOS6H/Da7PzE1l00u433WElF4e+uXuSPTx9nMDS/6uuRtKoyHJrnu7dv8dXLFwyd8pZCQ4Wbf75le94Wr1AqxR+dPs5fXDxHcJUDMotJof75Wb5581o2mZhHh3E5lEUqSRJEnmrv4sWb1zk2Omx4rA5cm5nmt956jU9u28mPbN5GvasCqUBf4sUMdDyT4cjwAH927jSXp6fyBiYAtlXX8kJPr5n5MCkaVklif2MLTe5KhkL3FlKbiIa5ORtkk6+as5MTOTdqLquVQ63tVJawpWMRURD42KYtXJye5MWb1w0jy9PxGF888Q4XA1N8ascedtbW3QnOrCSoous62kKVxHQ8xqmJMU6Mj3J6YoyB+Tk+tfMBnm7vWvb7388Mheb4/eNvU+N0sbe+kUdb2tjf1EK9qwJZFBAoni+8ruukF+xyf+/do3nF3Hp9fnr91abI4CqzaO3a46s2tPZOqSp/cfEcHd4qDja3IbCy53qtaXFX8kRrB1+5dO6er49FwvTNzXJ1OpDT5s5js/N0e5e5digDFhf+mq6j6jqRdIoLU5Ocmhjl2Mgw12amlxR4E4AdNXX8+iOPr0riwGuz87O79nI5GODKdG4NBoDLwQCfff0VfnzrDn5sy3Ya3ZUFr51zsfh9qQvj9mBojpPjYxwfG+H81AShVJLPP/4MDzUu+yPuSXNlJU6LJacLWDSd5v+7cIYzk+McbG5lR20dzW4PfocDu2xZUvVzdgzjzjy3GAgq53FtPSIsWOR+cttOvnjibcN9WSyT4a8unef6TJCf2fkAjzS34rRYVjzf6LqOho6m6YRSSS4EJnl3dITTk2NcC06zt76JD3dtWvb7340oCDzX2cPl6QB/ffm84bo5lEryJ6ePc2U6wL/cuYc9dQ13KqSLsm7WNWYTCU7ftW7um5vlYz1beL6rZ9nvn4uyCE4A+OwOfnrHbq5MB5hP5Y9KTcai/I+zJ3ltsJ/nOzfxcFML9RUVeGx2HLL8gR9L0bIq4sFEnBszQf7p1g1OT4x9QGwwF167nX+5c0/eiJ6JyVLp9VezrbqWkXDonoPTTCLBzZkZKixWw01BY4XbUF1+tfHa7fz87gcZnJ/n/NSEYe9jQsnw7b4bnJua4FBLO892dtPhrcLvcN7z+f1BFgXoUopCJJ0inEoRiMe4FpzmzOQ412emCSbiRFJp9LLtwlxf6MBoJMxYJMzrQwPUOl3srK3jQHMrm/3VVDtcVDns2KX8v98931/XCadTDIdCfPf2Lb5542rewESFxcozHd0rFpczKYxal4uHGpq4GgwYLqSGQvP8zrEj/NLe/RxsbqPKbl/2PaHqOqIAorA2G3uHxcLhtg5evHWdueQHKyM0Xefs5DjXZwSBJukAACAASURBVHK3he6srWeT37jtzWR1SSoKwUQcq/he5Y+OficIoWgaSUUhqWSYSSS4NTfDjWCQ67PTTMVihFLJJbcnSAtWyP/p4BNsq6ldlc2sIAh0V/n4V7sf5PfePcp4njEzmIjz5+fP8PrQbZ7r7OGxljYa3ZVU2e1YJDmvoKIOaJpGXMkQSaUIpVKMRcNcCkxxdnKcgfk5ZpOJO0GD1RClFASBepebvfWNHB0ZynlcRtM4NTHGhcAkbqsNhyxjlSQkQaSQn0JEQJYk7LKM12an1uWipdJDT5WfZnclda4KPHa7KcZcRATgRzZv5dpMgJf7bxk+c6quc3xshFuzM+xraOKjPb1s9tdQ43RRYbUW9LssJkOimTThVIrZRJxbczOcn5rkQmCSQCzKfDJZUAJ7OVRYrfyLHbu5NTfD8bERw3k1paq8MtDHxcAkB5tbeb5rE11VPqodzmxgpsDrTaoK0XT2eqfjMW7MBDkzOc614DTT8RjhdGrVHULKJjghCAKPNrfyI5u38VeXzhekLJxQFC4GprgYmMJnd7DJ56fNU0Wdy0WlzYZVktF1nbiSYSYRZzwS4cZskKHQ/JImGZsk8SO92zjc1mlqTayQQsuR9Lv+n1IU4pkMM3HjQJJO9reejEVwyhYcsuV9mapCpo+1iITbZZmn2jt5c3jgnlkARdO4NjMNAobBtEdb2vIK1q0moiCwtbqWX95/kP/y1mv0z88ZHq/pOiPhEF+9coFv3LjCZl81vdU1tHu81LsqqLI7cFiyGQ5N01F0lUQmG4yYTyYJJuJMx2OMRcKMhEOMRyI5M5cmxUMHIukUkXTqTulfld1BT5WPrio/7V4vbZVeGirc1LpceGz2ey5QNV0nmk4zHY8xGglxa3aGS9MBTo2PMhWLFhRSeqC+gWe7elZlcbjUsQqy5Z+JTIZAPJa3lDitKkzGovg1Bw7ZguWudolCr6bU45VDtvB0Rxff7rthKEimLYhM/8aRV3mspZ0n2zrZVlNLm8fzATvSxcVSLJMhnEoyn8z+N5OIE0zEiWcy/EjvVjqr1sYWUBQEdtTWsbO2jiPDg/c85sjwIIM5xjtJEHi6vQvPGlS0mbzHifERfu2NV943VixW2qVVlaSiMJ9KMnfXxnoliILAweY2/uPBQ/T6VreySxJFnu3sYS6V5IvHjxHOY+ebUhWuBqe5GpzmyxfOsr22ju4qH62VXmqdLrx2OzZJQhRFVE0jo2nEMmkiqTRzyTjT8TiBWJTRhbk3EI+V3O7Q73Tww5u2cjEwmdfFL62qhrpFS0UgW5K/o7aOR5vbeLqjizpXRdlXia0HBEGgzlXBrz78KHOJBMdGhw3XAjrZdfHLt2/xykAfHd4qtlXX0uGtotFdid/hwGWxYhFFdLLr6ZSqELlrcx6Mx5mIhhkNhxmOhIry/BeKIAh0Vfn4lf0H+a23XuNynuonTdcZj0b4+vUr/OOt63RX+dlaXUObJ7vm8jkcOGULsiTdGd+SSoZIOk0omWQ6HicYjzG2cL2jkdCatDuXTXACwGWx8vO79zISDvHaYP+SIlWzyQTHx0c5Pj66EO0Us5OQnhXpWq4gjyyIfKizm5/bvZeKAjQxTO5NWlUZDs+TVBRSiko0kyKaThNLp4lmMtk/Z9JE0+n3vRbLZEhrKqqmEUmnDX9HHXhndJif+NbXkUURWRCxyzIVVisuq5UKixWXZeHP1uyfKyxWXFYLFRYrTosVqyThtlppcleWtAR3X0MTbR4v14LT93z9ajDAZCy32JrbauPx1o51IQr4cGMznz1wiC8cP0r/3GxBm8ykonA+MMn5wCSyKC5kOOQ7LQOLlRKqrpFRNdKaSkpRzaqIdcJcMsHJiTFOToxhFSWcVgtO2YJ9IVPlWPjzYnA3rarEMmlSC5uCeCZDJJ0ivYRJsq3Syy/s2UdNHm/0paLqGqPhMNF0+k5GJZZOfWCciqXTRBZfS2cWrkdB1XQSSoZgnmBq39wsn/7ON7FIErIgYpOke4xNi2OXJft31vfGMNvC99pS6SmpAO7e+kYeb23n69ev5D02lErxnb4bHBkewGuzZ6/HYsVpsaAtiOUl1eycoOhZ0dX0wn8pVSGlqrgsFg42t65ZcAKgyu7gcFsnpyfG7mkXeWNmOudI1OH1sae+wdREWWMmolFDwdJiUmV38MObtvAvdu6hrdJTkg2rVZb50d5tRFIpvrLQm14I86kkb48M8fbIELaFKgGrJCEKIgILlRILmxxFU0ktPJ9rjSSIPNvVzeXpKf7u6sWCREmLhU7WLWQ8GuHo8BB/e+UiP7p5Gx/t6aXG6TIrKYpAS6WXzx44xOePvcnpiXEUPf8eTtV1+uZm6ZubRRIE7LKMTcquOxZ/E22hjSGjqWRUrSCr8lKwq7aeXztwiM+/c4QbM8GCgn0pVeVKMMCVYABZFO+63uy6Gd5rT8teb/b5LXUg8V6s/U5lCQiCQH2Fm1/Zf5BYJp11KVjG+2joRRk8ZVHkidZ2fmX/o9QbCGKZ5Gc8EuYXXnqRkXBoVYXSYpkMt/Nk7I2wSRIHm1v5b898BLeBv32xqXG6ONzakTM4cX0maDjh7aipY7O/el1MihZJ4pmOLuyyzBeOH80bCf5BlIVAFJTO0cOkeKQ1lXRSZZ7iiEbdixqni888uJ+Hm1qKHkRMZhR+663XeHdsZFUX4SlVZTCHzkwhWESR7io/f/bhj9FSQpFmqyTxL3bs4dTEWEHnn620SS880+VJVhizg7+9coGbsx8UQcy1TpEEgb31jXR6q8yM6n2AAGz21/Dp3Xt5obsX2yq0NBh9tstq5ed2P0ilzc5/O/XukqsFUgubl3LBZbHymX0P47BY+OrlCwW1hBebuJLh2sw0v/fuWxwdGeKX9z/C9pq6dbEWK2cEYHtNLb/7xDN8/p0jvDE0sKRNtarrxDKZewaT1yOSKHKwuZXPHXqK33vnLU4vUUQ2K12QJlom6+ay7EHo9vn5zUef4Mn2TuxrlAl2yhY+1rOZ33z0MK0linxvZNSFEu71ruCeUlVimUzJM/J2WeZAcws1zntngRdLT+/5byWZR5pbqC5yBnklCILAI82tfP7xZ/hQRzfOPN7VJiaFIACtlR4+e+AxPtLduyptdjr6naqJ9UxG04hm0iXPggiCwGZ/Nf/uoUdoqHCX9LPXklqXiyfbOpf0bzw2O0+2dZR0k2pSemRBoK3Sw79+4CH+6EMf4WObNq/Zb26TZf75lm187tBT7KytR1ojrZZS4bJY+ZHNW/nUzj1UljCh9INkNI0jwwP85pHXOD42smYOIRtppyIIAh1VPn7r0cN8asceqvJY5pY7giDwQH0jn3v8af5Zz+YNXa1fljOiKAj0+qr53KGn+PLFs3z92uW8PWXFpMFVwU/t2M1PLPhHm4EJk9VGEAS2V9ex2V/DdDy3wNO98DudPNHWse6U4GVRZGdtHZ9/4mm+dvUSX7t6ifFIeE0aMURBwCHLZjajjFm04/vFBx7ikeZWs0x+DZEliRe6e0lkMvzhqXeZMmg52yjYJZnDbR38/fUrBZfMd1ZVsbehyDYFJusGEYHOqioOtbTzsU2b2VJdi0UU13TNKJDVhnm2s5tun48/P3+G7/XfyqtDsVpYFsrNi01aVbkyHeCtkUHeGR3mSjBAdI2rs3TgYmCS333nCF948lm2+GvM/cMKWUxI/OrDj7Kluoa/vnSeK3kEmVfzXOyyvKprbXEh+P+5Q0+x43odX718gaHQ/JqsmwXAYVmddXNZBifgPduyf7vvAA/WN/K3Vy5yfmqSSDq1Kj+SiIDP4eBAUws/uX0Xu+saVmVANTHJhddu59GWNk5PjC2pf3KxbHg9IggC1Q4nP7/7QQ42tfJ/rl/mzaEBgon4snVgCkUWRbw2O90+Px/q6OaZji4zg7lM9jU089HuXt4dGyEYjxckWFwsbJJEq8fLx3o280LPZloqPWaQaY0RyJahfrx3KzVOF//j3CkuT0+RLGHfd6kRBIFefw0PNjTxvdu38q5DBODp9q41sXY2WT2cFgtem51NPj+H2zo50NRCq8e77taLkijSU+XnNw4+ztPtXXz1ygUuBaaYTyZWfaNjk2SqnU521NTxQk8vB5paivK+i84K12am+drVSxwbGWI8GkUtQI+gVOjAlekA//Pcaf7zo4fxOUrrJLX2agLFRxAEnBYLH+/dygP1jbx48xov9d9kNBwmpa7unCMiUGmz0eh281R7F8919uC1r26FjiBkP/NTO/bwSFMr//vaJV4d6Gc6Hlv16nNJEPDY7HR4q3imo5tnO7txyMWvfF5fo+USEQQBt9XGMx3d7G1o4vXB27w22M+ZyXFmE8UZYEVBoNldyYMNTTzf1cOBphacFuuGKo0yKQ8EQeBQSzt/c/kCI+FQQf9GFkWeau9cF0KYuRAWhIn21DfQW13Nx3u38t3+WxwfH6F/brboPa5+h4OeKj87a+t5pLmVXXX1uK22Ffu538/0+Px87vGnuDwd4MjQAGcmx7k1O8PsPawVi4XLYmFbdS0HW9p4vrOHdm/VmmclTd6PTc5WE/T4/HzzxlW+d/sWt+Zmixp4tEny+5xM1hKPzcYTbR0cGx0mkicTXe+qYH9TC5Z1VtFmsjQkQaDG6aLJXUlLpYedtfXsa2iiw+vFLlvW9bwiCAKVVhvPdHSyv7GZY6NDfO92H+enJhgNh9GKuJWVFhKKm/017K6r57GWdrqqfNnMa5FW1JF0mm9cv8JfXDzLWCScV8jQZbHgdzhx22zYpWwGuCCr1AXx7dSC+1IknbVMLXRc04EjQwO80dLGxzdvM/cTRUIWRbq8VfzS3v280N3Ly7dvcWxkmKvBANFMcatmnBYL3VV+tlXXcKCplYcam/A5nCVbgwiCgFWS2Fpdw68fOMTHe7fycv9N3hkd4dbcTNETAYuJvB01dTzS3MID9Y1UWm3Iq3S963fHsgQkUaTG6eLHtmznmY5u+udmuTg9ycnxUfrmZgmnkqTUrBJpRtPQdB1dz6oGCGQDEJIgYpFELKKETZapdjjZUl3D/sYWtlRX0+GpKtgndiUIgoDf4aTVQMCsyu7AvgqRqnthly00uz24LLl7m6qdzhV/LxZRpMldue6yC/eizlWxZpnZ5spKnuno4tWB/oKOb/N42VVbXxaZZEEQcFms7GtoYldtPWORMDdnZzg5McqV6QCjkTCJBXeWjKqiaPodH3q461lecGKxSCIWScIpW6h3VdDrr2Z7TR1dVT6a3JXUOF0lsf61y7Lh8wysKz2Q5SAu/Hb7G5vZW9+Ytf8Mh7k1N8P1mWluzASZjEVJZDJZVWgt65CkadlFnqa/X8Xlg7+lhE2SqLBa6arysau2nl119XR6fTRUVCCWsG86K8xckfc3XQ80VrjX3N5aEkXaPF7+zd79fLS7l4uBSY6ODnFlOsBsMkFKWXyeNVT9ve3Q4kZBEkUsoogsSlglEYdsocbpotvnY7O/hl5fNZt91Wt5iXcQBIFDre189fIFLk1P5T4OeLChiS6vb91uXDcKAgIem23Zz6soCFglGZuUXRtWWKxUO53UOl3UurJBiVpnBX6HA7/DiV2Wy+o3FYSscr/XbufDXZs41NrOUGieq8FpTo2Pcn0myHQ8RlJVsmtoVfvAmC0iIIoCkiAgi9nx2ipmx+s2j5fNC3Nva6WXZnclHru9qGsSXdeZisX4f8+e5B9uXMkprrsYSNpd18DB5la6qnx4bXYcFsudTWUhwQn9jqODRlpViGcUwqkkA6E5zk1NcHZygqlY1DBYEUolean/Jk+0deAv0vxfk2fvAGBfJ4Hc1UIQBGyyzCZ/NV1VPn508zZuz81ydmqCc5MTDIbm7mhGpbXsvLPo0AHcsXu9cy+L0p31R43TRXeVj201tfT6qmmu9FDvqljTiltBEHBYLOyua2BrdS2f3Brm1twsZybGuBCYZDQcJqak7zhdqZqOdq91syBm51pJxCpKOGSZ2oV187bqWnp8/oWxzlWSZIBQqFf7KlPUk9AXvVtVhVg6zVAoxFg0zHQsxkwyTiKjkF6wh7GIIjZJxmW1Uu1wUuvKLjob3e47tiuljHxruk4ikzEsRRIEgQqLtSQ3SGbBKs/oPrFKEi6LdUXfUdYKNLUuLGzyIS9Mumux4dd1nbiSIVVgVFQWRVwW67rTmyiExQBiasFKcCYRZzA0x1QsSiAWI5xK3bEThGyAyybLuK1WPDY71U4Xda4Kmt2VVNpsWEQJqySV9HleHIvyZVGtkoyrBMHPUqIvWlQtLALimQzj0QjTsRiziTjzqSSxTNYOOKWoqLqGqmkIgnDnt6yw2PDabXcyk03uSiqsWUtfqyityfel6/qCbfH6FsQEEAURt3X9PP+Li/qkohBOpxgKzTMcmmcqHmM+mSSeyYoiCwhYJRGrJOO2WamyO/DbndQtbAYrrDasC8mE1crcLJekovD5Y2/y15cv5DzGbbXxGwcf58e2bF9X574R0Rfut4SyXFV+AUF4b9MiICCJC4v5hQBqOQT/l8Li2J1SFZKKwngkwkgkxFQ0SjARX9jcKaQ1DXFhvHbIFiqtVrx2B7UuF/UVbhor3DhlSzZYIUl3vsNiE06l+OPTx/nLS+dyChU7ZJnDbZ385PZd7KipxWGxIAvFGzsW5/qUqtA/N8tfXDzHd/puGrY41jpd/OlzL/BgfeOKz0NfcJ9I52ljcNtsRb3ucmCx3SelqoRTSQZD80xEI0zFYsynEiQVJbtx13VkUcS2sMZ322xUO5zUuSpoclfiszuyaw9p/c07d6MtXq+iMJtM3Fk3T8VihFPJO9erk90j2KTsurnSll1rLV6vx2a/c71FXDcX9CYbMjhhYmJiYmKyHGKJFNFE+s6sZLVIeCociOLaLkSS6QyxeBodHYfNitO+sYJZG4X5ZJJf+t63eXs0t3Dx1uoa/teHf4hGd2UJz8zEZOOhaBp/d+Uif3Di7ZzC+E6LhZ/btZef3rGbGqdr1c9J13Wm4jF+5+03ean/Zs6kmwD8zuNP84mtO9a8ws3EpEQUtGhZ/zX0JiYmJiYmJeKlt6/y1ZfPoKjZkty9W1r4Dz99mErX2gkXxpNpXnzzEt979zppReXh7e385If34ves/kLbZGmcn5rgxmzQ8JhHm9vw57CFNjExKQxd1xmcn+N/X7uUMzBhEUVe6O7lUzv2lEx8UhAE6pwufmLbTk6OjxKIx+55nA70zc2QUhVkcePaQpqYLBUzOGFiYmJiYrJAPJkhOB8lo2SDE6FowrCtrRRcH5jiqy+dZno+u8gdnZqnq9nP8we3rnlFh8l7JBWFVwf6mTWwEvXY7Bxu68QqbuzebxOT1Sajabw1Msi14HTOY1o9Xj69e2/Jg4GCIPBAfSOtlZ6cwQmAsUiEjKpBaWTkTEzKArOOyMTExGSV0RdFeBf+MzFZCsFQjLnIe84nqbTCRDCMUmQnG5Plo+s6w+F5Tk6MGboE7K6rp6vKFMI0MVkp8UyGN4cGDZ+3R5tb6fCsjZW6TZJo83gNj8lqra0fq1MTk/WAWTlhYmJisspcvT3Jy+9cI5VS+PHnHqCzyW9uTkwKxm6VsVqkO60mgiDgsFs2nBBfOaPqGqcnxrk9P5vzGIcsc6ilnWqzpcPEZMVMxSL0zc0YHvNIc+ua6jn48jhxLAoTmpiYvIcZnFgFdF0hleknoy2WmglYpSZslva1PC2TdYKizpJWhtHJYJEasEiNCCW0QjQpLaqmceLyEN98/SKKqvHU/k10NvnX+rRMyojulhr2bmnl9NVhNF1nc3sdD2xuQZLMcWO9EEmn+f5Av6F9YL3LzaHWdjOoZGJSBAZD88QNXFjcVhuNFWsrOqvnCT0supiYmJi8hxmcWAU0PcFU+E+Yj39r4W8kaip/nkbvf1rT8zJZexR1lsnQHzIffxFdT+GyPUiD9zexWzaZmfQNSiSW4sZg4E7W28RkqTTWePh3P/E4l/snUFWNrZ31tDearQHrBV3XuTQ9xaXApOFx+5uaac9T5m1iYlIY0/GY4bzqtdmxy/KajpOziYTh6y6LFdFMTpmYvA8zOGFiUkKSmevMx19E1bKlv5HkMSqSb2K3dGE+jhsPXdeZDcW4OZxbsMvEpBCa67w015kb2/VIUlX4Tt9N5pLJnMc4ZQvPdfaUpMRc1TQGQ/PMJY03RhsNr91Ou6fKtGW8T0goSk6bTgBZFNe0SimpKgzMzxkeU++qMO9XE5MfwNwNmdyXZEUJNbJmTiIglCS6rmoRVC10198oKGoAXc8gCObjuBEZDcwzGQyv9WmYmJisArquc2U6wNHhQVQDYbv9Tc1sr6ktyTyTVBW+eOIYL/XfXPXPWk8829nN7z/5LJW2tbP9NSkdkiBi1BMRV9JkNBVd10tePaHrOpcCU4xHjef+Vo8Xq2Q695iY3I0ZrjO5L0kptxmY/lluTn6EYPQrQGlU7yXRgyy+pxwtYMEiNSAIpo/URkTVNC7cHDfM7piYmJQv86kkX792hYloJOcxlVYbH+3uzSuOZ2JiUjhuqzUboMjBTCLBtIGN52qh6zrRTJoXb14nGM9tK1xhtdLj82ExKydMTN6Hmao1ue/QdY2UMkAk+RaLlQuUSC/Zbt1CletHmYt9A11P4XYcptL5IbNqYgOi6xBLpLlwa6zkn51RVEYm5xkYnyE4HyWRyiAKAhVOGw3VlXS31OD3uopS8qqqGlOzEUan5pmajRBNpEmlMgiigNNmwet20Fjjoa3BR4XTVoSrew9d14kl0gxOzDIeCDEXiZNMKeiAVRZxOWz4PE4aqitprPHgtFtX/JnpjMLg+CwD4zPMhuKk0gpWi0yF00pTrZeu5mo8Ffay1oNQVI3hyVluj84QnI+RTCtYJBGXw0pjjYeOJj/VXteKr1HTdeZCcW6PzTARDBNNpFAUFafdSp3fzdaOenwe57r9LnVd582hAb57+5bhDLK1uoanO7pMIUwTkyLSUOE2rDpQNI2jw0McaGpFLuGzp6Pz2sBt/vHWdUOb0w5PFR2eqnU7vpmYrBXmjsjkvkMnQzx1FlBK/tmy6KHW80tUuT6OjopFqkeWTOeGciedUZgNxQlFE4xNhxgYm2FwfJaRqXn6R4PvO/a//s2bBW3SP/n8Xp58sAdRLGzhous64ViS8zfGePnYVfpHZ5iPJEik0iiqhoCAxSLhcljxV7rYt62VZx/ZTGdTNRZZLHiBpOs68WSGiWCIs9dHOXVlmJHJOSLxFLFEmoyioqoaCAKyJGK3ylQ4bdT6KnhkVwdP7ttEc60HcZnZIl3XSWUUhsZneeP0LU5dGSE4HyOaSJFKZ+4IpImiiFWWsFtlXA4rVZVOtnTW89ieTh7c0lrw92qRJQQEYokU526M8Y9HLtE/EmQ+miSZyqCqGqKU/azF63xibw9P799Evb+y4M8BOHl5iL9+6TTxRNrwOLfLxqd/6GF2dDcW/N538/a5fr72yjkSyQyeCjs/+7GH2d7dQCqtcKlvnBffvMT1wQBzkTiJZAZV0xAFAcvCNfq9Lh7Z2cGzBzbT2lCFtMTfUlFUBsdn+d7x65y8PExwPnrn3tE0HVkWcdmt+DwuHDYZo9rtR3Z18MnnHihK4GkpqLrGxalJ/tf5M4RTubUmbJLEP9+yHY/ZamBiUlTaPV48NhszidzVCd8f6OP5rh521TWsenBQ13VSqsobQ7f5o9PvEkmnch5rEUUeamymyb22biImJusRMzhhct+h62liqTNr9vmy6EG2etbs802Kz8DYDF/8mzfoGw6Syihomo6u39tEbHBitqD3nJmPka3oyb+g0nWd0UCIv/72SV49eZPYPTa3OjqptEIqnQ2k9I8GeetsHz/1kX08/8gW7LbCWoumZiJ87ZWzvH7yFsH5KKqWIzOk62QUlYyiEomnmAiGudw3wdGzt/k3n3iM3ZsalxWgmA3HefHNS3zrzUtMz0ZztsyoqkZC1UikMsxFEowGQly9PcV8OM6e3mZEsbA+X7vNQjSR4ttHr/CN1y4wH/mgyODdnzU9F+Xm0DQnLw/xSz/+GJtaawsOUMxHE1y7PUkknntRC+B1O4jEjI8xYi6S/ZxoIo3NInN4Xw+dzX6+c/Qqf/ntkwTnoh+4d1VdR00rJNMKwfkYfSNBTlwe4jOfeIxdm5oKtjVVVJU3Tvfxl/90kv7R4D1/v3RGJZ1JMHeP7/oHaW2oygbDSsz1YJAvnjjGlWDA8LhHmlt5vLW9NCdlYnIf4bU72FXXwG0D0cmhcIgvnXiH/3LoSTq9q1ulMB2P8Y0bV/nKhbNM5WknqXNV8OGuHmRTb8LE5AOYwQmT+460MkJaGVrr0zDZQMQSaUan5kmms57rgsCdRdAPbt5FQaCQ9VGhWR5d17k5NM2f/J+jnL02cqdyQBAEXHYLDrsVWRLRdJ10WiG6mKFeCGj8z78/xlw4wSc+tAen3VLQ4u3k5WGmZt/fY2+zyjhsFqwWCUkUs1mkuz5v8bu40j/Bl/7mDX7r559lU1ttQde4eJ3Dk3P82T+8w9Fzt0ml31/5JIoCdqsFWc4qtKuaRjqtks4odzbaNqvEo3u6sMiFLwg1TeMbr13gG69dIJHK/r4OmwWXI/u9AqQyKtF46s51ZhSV09eG+e9ff5vPfuopmmoLc9lw2CzUVFVgtcgoarYCRbnrv9UglVG4PTZD5I1LfPnF43cCIzarTIXDuvBdCaQVhVg8TSqT/d5VVePq7Un+6Gtv8es/8zS97XV5P0tRNd4+N8Cf/p+jTCyIxIqCgM/jpL3RR0tdFVaLxHwkQf9okLFA6M53vojNKmO3ytgsMlarTL2/suDAyErRdJ1QMsmJiVH+7Nwpzk8ZW4c2Vrj51I49ptaEickq4JBlnm7v5Hv9t4grmXseo+k674wN8x/f/D4/v+dB9tU34bbZilJF90epFAAAIABJREFUoek6CSXDdDzO8bERvnXjKhcDUznPZRFZFPmh3i1sra4tIPVgYnL/YQYnTO474unzqJrpnmBSPGr9bj7+5K4PbKQSqQzfP36d8F1Z7sP7emiozl/KuamthkKiGNNzUf7sH97hzNXhO4EQr9vBQ9ta2betjfZGH26njbSiEpiNcOHmGG+e7mM0MI+uZ7PoX/veGer8FTx7YHPeTE6t382juzvpHw0iSyLNdV56Wmvoaa2hvcFHdVUFTpsFRdWYnIlwqW+c10/evPN5OtA3Ms0/HrnML//U4YKrCoJzUf78m+/y+qlbaHcFfKwWiS0ddWxur6OtwYenwo5FlkgkM0zNRhiZympvDIzN0FJXxc6epbVCXBuY4vjFQRKpDDarzJ7Nzezf3kZvWy3eCjsgMDkb4fyNUV4/dYvRqXkgqzly/sYY3z56hU//0IE7gQwj9vQ289u/+DyhaJJoPEUkniQaTzM8OcdrJ28SjuVuH1gJb5+7TSSeJBJPYZFFtnc1cmBXO1va6/BVOhFEgeBclMv9k7x28iYDYzN3Kh5uDk/zjdcv8v+z995hcl3nneZ7bqocOgd0A2jkHAnmTIpUIJUsK5uytRp7bI+ssXecdj3zeHdsaS3L3h0rjCRbHklWsqIlmZIoSsyASBCBAJEzOufuynXj2T9udQGNTtVIbJL1Pg/Q6Iuqe248957f+b7f98eP3Dun6NM/nOarj+6+IEwogq2r2/jQwzeyblkzhq4iKIkA2SKP7TrKtx7bx0jKD9sWAu7bsZLbtiyjuT5OQzJKMhbC0C9v9tF2Xc6Mj6ErCjWhEDEjgComV27ypCRtmvRm05wYGeapznM8df4sKbM4q8+EKhQeWrma29oWX3evCU1RuLVtMVHj+qa6vNJsaGhCr85Ev25QhOCG5kXsaF3EM53nZrwfXSnZ3dvNydER7lmyjLuXLGV9fSOLYnEC2vyGQY7nMVoo0JtNc3Z8jJcHB9jZ3cn59Dim48zpXqYIwY6WRfz6mg0E59l2lSqvF16Vd4aUEimL2G4feesABesIttuL5+VBqGhKLQF9GWFjG0F9OaqSRIjLf2BJ6eF6aYr2MXLmbkznDK6bRggVTaknZKwjHLgBQ1uCIkKAQMyjEIonTRx3GCn9GamJ9SpK5TmqnlfA8YaRcmLWVENTG1DE/F5O/GPrr6tgnaBoH8FyunG9caS0QGioSgRNqcfQ2gjqqzG0dlQliSImDNJmfxHzw90dPC+N7Q5QtI9RtE9ju314XgZP2ijCQFWSGNoigvoagsZadKUBRQnNf3+wkbKIJwu4XoZs8Tk8eSHkzvVSmE4nYo7bQVFCaEpDRTPLnpfH8UbK52MmhFBQlTpU5erMrE2USHW9MYr2KfLWS5j2WRxvBHBQRBhdbSNkrCdsbEZXm+Z1TKV0cbxR/15j4pjUIYSKlBJPZjGd8+TNPRTtE9juUKndCJraQEhfS9jYgq4tQhEL1+huvrQ1JvnIO26ZsnxoLMuLhzsniRNvvWsDN21YclX2vVC0+MGTB9l9+HxZmGhv8rfl1s0dxCOT+5BVixu4eeNS7tq+gs9/dyd7j3YhJaSyRb71s32sXtLIivaGWdsUwBtuXk3/SJob1i1m/bJmmuvj00ZdrFzcwM0bl3Drpg4+/a2nOXTan2mWEl483EnP0DjtTTXTtDIZ03L43hMHeXbf6bIwIYBlbfW8743buGHdYhprolNm0GUptWR4PEdn/xiqIqhLzO9e6xn0S/8mYyHe++A2Hr5zA7WJ8KQB5/L2em5av5gd6xbzP775NKe6hsvbvevAWd502zoWN8+9n9FwYNpokuPnB9l3rOuaiROd/X5YdMDQePcbtvKu+zfTWBObJBwtb6vnhnWLuWnjEj737efYe7QL8CMo9h7t4lTXMGs7Zo6ekBKe2Xe6fGwm1vmf3nMHazuaplw7wVqd9z64HSEEX/jeTmzHQ0rIFix2rFtMIja/Z8F0pC2TT73wHF3pFBHdIKzrGKpKQNUwVBXHc8nZNhnLYrSQpz+XJW/PPisK/gDktvbFfGD95ldksGyoGu9bv4n3rtt43dt+JRFiPm9eVV7tCCFojER4ZOMWTo+N0p2ZedJJAqPFAt87fpjHzp6kLRanORJlSSJJSzRGXShMxDAwVN9jyPU8HM8j79hkLYuxYoHhfI7+XJaRQoHRQp6hfI6CU7l3mQDW1TfyRzfeRns88Zp5/6ly/fGkRSb/KLbbg6Y2kAi/a8o4N2/upWDtIx56C7rWipQW2eIzWM45osF7MbSlWM45AvqyebcvpUvBOoBAIRTYUl5uOd2oSgJViV3R/r3qxAmJxHROMpb7Ean8o9huH1JaSBwuVFxQEUJDEREigR3URt5FLHgnymUMAKV0yZkvMpL9Gtnic7heFokNePhdjYKSN9CUBpKRt1Mb+TU0tQkxjwFf0T5O9+ifYTndAOhqI221/w+RwA0VryNv7aN79C9Kg1AIaEtpq/0kIWPNPPbVoWAdJlV4jHThcSynFynN0rH1uJD/LhCoIFQEBobWTDhwI42x38bQls462etJC9M+Rbb4K7LmTvLmQTyZRUr7onM40Y6CQEMIHUNrJxF6EzXRd2Ko7YhZykf5+2JTsI9i2eex3E5M+xymfRrT7cJ1R0v74zOa+y7j+UfnPD7x4D20130KmDs3P2s+T8/YX+J647N+TlWSLKr5S+Khe+dcZyV4Mkem8ASjue+Stw7gyTxSTlyv/nH1j6mBoS0mEX4LNZF3YKhtcx5TAFdm6B//JKnCYwBEAzfTVvsJVKWGon2c0ew3SBUex/FGfTGr3K6CQEEIA11tJhF+E7XR91V0LqvMzOnuEX7y3BEs208nSESDPPLQDu6/aTXqNBEJomRquH55C7/1tpvp7B9jcDQL+F4Yv3jhBB2tdbOGyQshWNZWx5/91v0YuoaqiFlfsnRNZeOKFt73xu381T/9vBxdMprJc7JzeE5xwk9bGeSxXUcpXpTK0bGojj/64N1sWd024zYIITB0jdaGBC31cTwpL2sWW1MV3n73Rt5132ZikelFY01T2bamjXfdv4VPf+uZsu/H+b4xuvrHaG9KLuiXUVURvOGm1XzgTdupiU//rFRVhbUdTbznga2c7hpiPOuLJYOjGU6cH2TN0sYZ99FyHPYd68IqnUOBH0W0vK1+xu8Yusrd21fwk51HONPtP9sOn+7j6LkBbt649Mp2GD8qoj+b4djIZNNagX/tzOQbMxcdyRp+f9uNtMdfGW8hAah+btkr0n6VKtcLIQS3ti3mQxu38j/2/IqsNbuZMEDWsjg2MsyxkWE0RUEVAlX4ptDlW0ZOvI1KPOn/cT1v1uobs6EgWF1Xz5/dcgdbm6+9OWeV1zael8Z0TlITfQRFBAEFyz6H5Z5HUxoI6KsxtKUUrYOlcYBD0TpEtvgLQsYOVCWGaR9jLPd1YqE3ETK24HkZTOcUAp2gsQ7XHUFVkv5ksiyiiAiWcwrXS6OpjThuL7bbgyvTBLTlCBFgPPcNdG0JYWMHAb2DSjzTpuNVJU540iRTeIrB9GfJWwcBd4ZPukjp4kqTdOExcuaL1EXfS0Psd1CVygxxJBIpLcbz/85g6jOYzqlpPwUunixguZ0MpT9H3tpHU/wPUEXlDrxSOrhuCtfzZ68EemlAWTlS2rjeWHkdrlfDfKpROO4oY/kfMJL5GqZzhosH75e0RKm7BmkjKVK007hejrrI++bcxvHcDxhMfx7LOVcSI2b8NOAicZHSpGgfxbRPkbN205r8Pwnq62c9j46Xon/878gWdyGZfbZRyiKunHtG0pWZCu0JfdNN/3zMLk5Qus6uFCll6Rr8POP5H+N6qZnbw0ZK2z+mqVNki8/SFP8o0eBtc5c0lRJXZsvXWcE6hOulKFhH6E99iry1n+nLsnpIPKR0MJ0zDKa/QMF6mebknxLSNy7oQdtCxfMkj79wnKGxbHnZTRuWcNf2FXOmEChCsK6jibu2reC7v3gJiW9C+OLhTt561wZaG2YfVKmKMq/qCKqqsH5ZMyvb6zl4qg+AfMGib3im6/QCpu3wzL7T9A5fmBWrjYf58NtuZuvqtor9BoQQ/oDtMli1pIGH79xANDx7NJumqdy6qYPv//IAJzqHAD+1p7N/jBs3LJmX18X1ZlFjkvc8sJVkbHYRX1UUNq1sZdWSRnYf7gT8a+d83yim7RA0phdvh8eyDIxkyr1DNBxgzdLGOVMyauJh1nU0l8WJTN7k8On+qyJOzIRkIgpt/iyKxfjYjlu4oXVRdQBSpcp1IKhqvHfdRoquw1cO7md4luodl+J4XulNdKbxxJUT1DTuWryU/7T9JtbVN867ulGVKpeiKHEC+lpSuR8QMjYTNNaTKvyIgLaMjLkHVUmgKPHJ7/RCB1Q0tR4hAiAUPC+LIoIIBBILKQvkzecQQsG0TxEyNuF6GRxvEFWpxbQP40kL3RtFoPkR6e4IWecc0dADeLKAQCBEZQbrM/GqESek9EgXHqdv7ONYbjcTAyCBjq61+mkQIojEwXFH/TSPUui+640ynPkKnjRpin+slOYxx0uD9MgUn6V//O+w3e5J/6WpTRhqK4oIIbGx3WFs148yyBZ3IaWNrl5eibdXAsdNMZT+IiPZf8GVl4bFiVKITgJFBJDSw5M5HG8MWR7QC6KBGwnoS+c4rgqKEsdyeyYJEwIdTW1AU+tKqSEqnlfEcYf841r6rMQmW3yegfRnaKv5OJpaO3NT0sWTWUAimFy28ULkywTqnCkd/nZWPhjT1DrCxnYcbwjPK5TTSvw/eaYfwF8+ttvjRzTkf1raPx9FRDC0NlQlUepI8thuP7Y7iC8Y2OTM3fSO/3dakn9BLHj73ALFRTheinThl4znHy0LEwIdXW0ppRUFkdg47giW04VkQohxyBR3oaQ/x6Kav0JX66/q8Xg9MJzKceBETzmdw9BV7ti2nFgFZUrBN1/cuLKVn+48QrY0y9/ZP0bPYIqW+vhVF4ySsRCtjYmyOOG4HrmChZRy1rbS2SIvHLpgYCuAjStbuWPrsutihKhrKtvWtNPaEK9oIrqhJkpTXZyTnUPlu3xkPIfjegtWnBACNqxoYXl7fUX7mIiGWNSYRDnaVU6zGU3lsWx3RnEikzcnebJEwwHikeCc15mhq9QlIuXfbcebJMgtJFqjMf7zjlt5w9LlqNWIsCpVrgtCCKKGwYc3baM2GOKfXtrD+XRqxkpO15PlNbW8beUa3rVmPc3RWFWwrHJVEKjEQm/AdUcZy30dRYli2adRRARFSXJpzJ8QGoa2BF1dRFDfgKrEEUJHUxsJB7b7E5bWyzjeKLbbXxo/y9KkoomUNooI4HlZPzIicCNF+yhBZS2Gtoxs8SlUEUNXWwjoazC0Ni43agJeJeKElB55ax/9qb/HcrtKS1VCxgZqI+8kbGxHUxsvEidGKNpHGM3+KzlzDxILT+YYyX4dQ11Efew3mSs033LOM5j6DHa5PVCVBMnw20iE30JAW4IiwkhpYXtDFKyDjGS/ScE6RM7cjSIis6x94eB6OYazX2Y4++VJPgyKiBAyNpIIPUBAX4mm1PjiBL6vgO0OUbSOkTNfxHZ7iYXunzPHSAiVSGAb0cBN5Mzd6Gor0eAtRAI3YGiL0ZR6VCUKQvM9NNwBssVdjOS+WaquIQGHTOEZMqGnSIbfPmNKgKokaE78lykRBJ60GMl+mZz5YnlZIvQAycjb/FSVWdDUxjk/M0HI2Ex73afwZK4kThRwZQHTPsVg+rPYbm9F65kLKSWuN85g+jOk8j8rCxNCBIgF76Ym8g6C+ko/YggVT+axnG6y5vOMZb9dFvqK9nH6xv8atfaTRAJbqLRT8WSOwfT/xPGGAYWgvorayHuIBCbuyVBJnBgia77ASPZrmPYpLpzLJ8kEn6Qm8o55iSJV4GTnEP0jFypmNNfHWdpSW3F5TiEEixoTxKPBsjiRzhXpGRxn25o2VPXqvkQZhkYkNFk4MS0HT8pZIxpOdQ1PqgyiaSr37lhZcenTKyUc1Nm2tr3i46oofvUJoQhkaeCeLViTTDwXGqqisGPd4opn9Cb2UVMVLM+fccwVrVlLetqOi+td+H9FiIqOqRBi8rUo5StSOnQ2NEVhQ30jv7v9Ru5dsqxqylilynVGCEHEMHj32g1saGjiq4de4olzZ0ibxctOxbis7cCPlFgUi/PgshU8uGwl66vRElWuMq43SrrwM6QsoCl1GNoSIoHb8GQOVUmgKTXkzF9RtA4hpYuq1CKEjiLCUHLmEagoIsJo9l+IhR7wvQW9PKpShyISaKpHtvgUSBtDX1GaXLVwvXGskk+fEAEEWnm9utpe+o43yYtiviz40YBE4nijDKX/EdM+XVqqEg3cQkvNnxPU10wxfdTVeoL6SsLGFvrG/4ZU4Sf+umSRkew3iQZvI2Ssm7lNaTOW/yEF+3B5mRBBGmL/gfrYh1FEdNJsj04TIX01IWMTfeMfLxkuLsyZnUvJmy8ykvnqJGFCU5toiH2EZPhhNLUBwVSjOykl8eC9uDKL4/ajq5WpZJrSQF30gyRCbyQavKU0ux6ZKjIoSQythaC+moC+jJ6x/4bt+jOunsyQKe4kHrp/xvQZRQkSDU41KPS8AumSX8IEAX0ZidADVxyGNKl9YaCo9cDkiABdqWNEfIX5Je3Mhkem+DRjuR+VoxIUEaIu+hvUx/43dLX5kmNbi64uImxsIWxspG/8kxTtIwAU7RMMZ75EUP/EPMxsXBxvCFCIBm6iJfnnBI1109yTjQT0FQS0DnrG/mu5lKsn86QLjxMP3Y+mzm0YWMXHk5LugfFJBol1iciMXgEzEQ0HCOiTHwNDY1kc17vqUQmKEFNmjWT5r5k52zMyyWsiFgmwanHlJUivlGBAp72pslKgEwR0bVJvaDvuZacJXA90TWVJyyyRaNNg6Oqk58JEedqZCBr6pMiRouVQNOfuCR3HJXORoayqKkQrjA661ihC0BqNcfeSDj64fjMramvRlKowUaXKK4WuqmxqbOIvbruLh5av4kcnj3FgsJ/uTBrLvbapG82RKMtrarmtbTG3ty+lPRYnqGnVtNUqVx1VSRIPPYjEQxFhVCVOPPyW0lhORYgg4cAOgvoGhNBK7/Qqicg7L5o816mN/SZSWqhKDfHw28oR8YoSByQhYyMlFyNyxacwtKWAwHH7iQbvQxEhhNCIq29FiADR4N2E5XaEuDKT/wUvTiAhW9xFuvALJkLxA9pSmpN/StjYNMOXBEKoGFoHjfHfo2AfwXLOAWA55xjP/4iAvmLaShZSSiyni3T+8UlpC/HgPdRFPzjjoE0InZC+jqb4x7Cc81hO55Xt93XA9fIMZ/+lNLj0UZU6mhN/TE3k7Shi5hdA3zgoiEJwXiH5Qigkwg9W/HlFCREL3UvCfJ6RzFfLkQG+10EaVanc2+O1iOONMJL9Op68MLMcC95DY/yjaOr0A6qJcxcL3oWXKNI9+uclDwlf6EgXniAZfnheRpWG1kZT4n8nPItSqogAseCdJMMPM5T+YllMyVsHcLyxqjgxD2zbZWAkPWkGuXcwxWe//SzGPFIHckWLkVRu0rJM3pw0wz0bsjSLbTkumVyR3qE0w+M50rkC+aKNaTvYtotlu74h4tHuuVd6yfr7htPY9gVxor0pSTR8/UokJqMhIqH5tXfpu+jl2SpeP+KRILHI/Ab8gksF69k/31ATpSYe5nyf71eTyhboHhhny6pFswphmbw5qcJHwNBY3HJ1+gpVCOpCYaK6gSM9XM/DkxIp/aS3i5kQ11QhCKhaeRBy95IONjQ0VcsCVqmyQBBCUBMMcc/SZdzWvpiTo6O8PDTAgYF+Dg8P0JVOU3QcPOkbXMqS4eV0XdiEOa5AoAhKfYCCqig0hMMsTdSwqraO1XX1rKipY1lNDRH99VXCt8r1ZyIl42IUJYLChah9Vfgp+Rdz8YSu78OVvOj/dGDyGFdRfZ8tKT1CgRuw7NOAQmAiIrv0sqOWJneFCKFw5ZW0FvzTVGIznv/xRbnqkAy/hZCxds7vCiEI6iuJBe9mJPtVJnLss8VfURcdwNDap22xYB+jaJ8oL1GVGpKRd6Aqs78QCaEQNjYTDdzKqNPDtTTYuRrkrX3krQNcmLoU1ETeTjL8plmFieuNIgyigdsYy32/bMTo50Rdm7J6ryayxecp2sfLvysiRl3sAzMKExcjhEYseDux4J2M53+MX4I0RSr/E2LBO+chFigkw28jbMxdtk4IlVjwHkayX8P1/Hva9bJYTifByyhn9HrFdtxypYQJBkYz/HTn0Stet1NhyHzRtDnTM8JLx3vYe7SL8/2jFIo2lu3iuB5eaaDneRe9/M1zjO5JSTpXLPtqgG+QaOjX79EVDhmv+TzhUFC/5mHH8UiQ9cuaOXSqD8f1cFyPp/aeYsf6xTMasEopOXCil2PnB8rLauNhNixvuSrblAgE+eu730B3Ok1nepy+bIahfJ6UWSRnW1iui5RgqCoxw6AhEmFpIsnq2nra4gmSgWB1ZrRKlQWMoWqsb2hkTX09b1m+iqztlwXtTKXozWYYyGUZLxbJWEWKjovt+RFgqqKgKQq6ohDRDeKBAIlAgLpQhOZIlKZolNpgiJCmE9F1Apr2mn9OVHn9IoSCoS3G0BZfl/YWvDhh2mcoWIfKv6siTix4d8XmhIoSJhLYyljue+XZ5aJ9HNvxUxGmpiuY5M19SC6EkRpaG9HATRXNJPvpBLeSKvx0looJrzxS+iKN416ImtDVFpLht6GIK6tPey0I6B0oIliWe/zSOFde5eLVjCctsubOSddZJLCNoD63cDeBqiSIh+4jU3yqtB5J1tyF7fZWLE5oagPR4O0oFZbPNbRFaErdRZVMXNxSCdwqleF63iRzwauJnENEkKWUku/98gBP7jlF/8jU2vJCUHJsBj+SzZ9xdktCRaU4rodlT67qEw4Y05ZJvVYE9Nf+S6ehayjX+JgqiuC+m1bz1N5T9Az6fdaLhzv58o9e4JGHb6SpNnZhGyRYtsPeo1388w+fp1Cc8NKBe3esYnHzVYqcUBQWxeIsisW5aVHbVVlnlSpVFh6qUIgFAsQCAVqiMdbVX7/UwCpVqsyPBS9OFKyD5dlygIC+HE1rmtdMhaG2oyoRPNcXJzyZw3K7CLMNLjE49LAo2BfPPgqC+uo5oyYuJmisRRFhXBauOOF4qZLoc2GWNGxsIagvX5CzQKqIMulcSTnvcquvNRx3qGQuOXEOFcLGVrR5XKsA4cB2VKWmLHK43jgF6wghY31F3zfUVoL68orb8/PfLo7s8HC9V4dHy0JBSpCXpF7EIgFa6uNciUMyQFNdbMaBqudJTnQO8g/ffIYDJ3omRVmEgzr1ySg18RBNtXFq4iHi0SDhgEEwoKFrKj/bdZQ9R7qmXfe0yKnpAooirmsfJQRXekgXPL6YdO1Z0VbPu+/fyj/+YBfZgoXtuPxk51EOn+ln48pWljTXYOga6WyRo+cGePlkL2MZvyygqghu3LCEh+9cP2f50SpVqlSpUqXKq5MFLU5I6WI6Z0qlF310tRlVxJCycrduRYkhLqnOYbsD+IO6yS850itiOxe/PCsEtI55vQzrSgOqkiwbOC5EPC+D6Zwp/y7QCeqr5mGEePWYfib1kmXTHv6Fncd9rfHLc16o+qGIMIa+ZN5VLzSlFl1tLvuyABRKJpkVfV9tQFPq5tGiQLnIfFTC615omi+KEGiXeEtsW9PGn3zovinL50tA1wgaU68hKSWDYxk+/a1n2He0q3z3qYrCDevaue/GVWxa2UprY2KKySb4qSiHTvXNS5xQFDHFj6BoORV7YlRZWAQMjYfv2kDetPjWY/tIZYvYjsupruFJvhKXoioKd21fwUfecTPtVylqosprFyklZ9NjPN1zFtfzuGPRUlYl6xfkxMtrGSklJ8aHeabnHLqicNeiDpbGa6rnocoUbNdlZ995dg/4vlRhTecDq7dQE7xy/4KFxkT/9Muu06hCcHfbMjoWyH1RdGx+0XWaI6ODANQGQ7x/9RbC2vWpjjbBghYnPFkoiQgXBqFZcxenB9/DRCmUSpDSxHb7Jy1zvSwSOWXM68pxPFko/y5Q0LXWeW65Ns/B2vXFz//O47iD5WWKEsbQO7ieU4RS2jjeKI47jOl0YjmdOO4grpfClTmkNPFk0f/p5XDcgblX+jrClZlJUUWKEkFXm+a9HoGKobVxkSE+tlOpcaGKptZVy4BeZzRNIR4OTlrmuh5BQ79mlQw8T/LkiyfZf6yn3CMHDY2337OJ9z24jcbamSMuJpivnKipCuGggRAXIiiy+SKOUxUnXq1EQgbvfmArdYkIX/z+LobHfUNWVVXwSqKTqigEDI1oOEB7Y5L7b17NHVuXUZd4dZTorvLKkrKK/P2+5/hF1yk8KdnV18nf3PZGGsLV6+d6MlLM84kXn2JXXyeKEOwb7OUvb76f2tfggLPKlWF7Lrv6Ovniod0A1AXDPNSx5jUpTmRsi0/seYqnu88iBLzQ38V/v+UNNIajr/SmYbouj3ee4odn/AnKjngN71y+vipOXIwni1N8G1wvdZW8HJxpl7peBikvNrIUqPP0YBBCoCqv/EU2G3692gsRKQIdTZlfubzLRUqPon2cdOFxssWd5K2XJ1WbqDI3vi9Acco5vFAiaB4IMaXqiV2hB4RAubw2q1wRAV2joWZyHzOeLZLOFa+ZOGHaDk/tPTUpamHdsmY+9PCN1FZQwnQ6/4i5EELQkIygqyqW4/fL3YOpa+a3UeX60D0wzjP7TjGWzqMIwYYVLdyyaalfilT65Vtr4iGWttSybFEdwcDUctZVqsxETzbNkdFBiq7f3xwfH6IzO14VJ64z59JjnBwfwfL8vvvw6AD9+UxVnKjyuqY3m+bo6GD5vtgz2MNIMb8gxInhAdX9AAAgAElEQVSFwoIWJ8BFSnPuj11F/PDyyfN7Yt6VKwRimjKlC4kplS6EgnKFdWnnQkqJ640ymvs2Y7nvYtpny6VBL6CiiABC6H4qjlAQqIDEdodY6BVQrie+IeiFa1UI9TKrrAgUMXkW3r/vJJVE0kxXkrfKtUVRBG1NCSIhg1zBN4btH04zOJqhpT5+TQZyw2NZhsYme4PcurmDRDQ4wzcmUzBtUtn5V9hZ3FpLwNDK4sTwWJa+4RRtTddHTK1y9ZBS0j2Y4rPffo49R/xy27du7uCj772T9ubkNa8YUuWVJ2dbZG2LoKoRMwLXxGw2oGoE1AvpbUFVI3SdZ/6qQFDT0S+6p0OaTlBd4MOOKvNm3Cxgug5RPUBYqwrJcxHUNHTlQv8U0nS06rNvEgu+l7g0DDigrSQc2MyVph+EjE2IClNDLq+l63tzTl+hef5ruZa4MsVA+h8YyXx9UjUUgUZAX0FQX4uhtaOrTahKAlWJoogQQgRxvTG6Rv4ExxucpYXXG1OvX8nlhbtP9XCptKN8HbgFXgHTpTl43pXfZ0IIVrQ30JCMkiuMAjCSynPkTD/rl7WgXwPDwFSuiG1PFgcXN9dUPLgYTeXp7B+b+4OXsHpJI9FwgEze7zMs2+W5l85yw7olVN+BXl3Yjsez+06x92gXnieJR4K8743bWdKyMPJtq1xbHM/j304f5sdnj3Hnog5+a932ayIatEXj3NO+jIGCL6Y+sGQlHfGqV8n1Zlm8hjvbOhg9fYSgqvPmpatZFI3P/cUqrxos1+VzB1/gwHAfH1y9hTcuXYUuqobFs9ESiXF/+wr+9eRBVCF4aOlqmsILr0riK8mCFicEU2eCI4FttNb81ykGl/Net9C51AzTXx5g8sBMTo0ymBOJd50jPsCd18D00plypDspReBqI6XNaPbbjGa/c5EwoRAyNlIffYRwYBu62owiwtOWbDWdzqqvwUUIMXGtakykKEnpIOd9rYJ/vU4+96oIUxUdrpyAoU0xdMwWzApjUmanrSnJumXNdPaP4Um/ROcvd5/k9q3Lr1qpxYtRVeWyB5CO6/LSiW76hqeWHZ2LxpooG1e0lL/rScmvDp7jjbf0s6ZjfpWbqryyFC2bY+cGcUtVXoKGRkNNpHoOXyeMmwWe6D7D8/1dLIrGr5mxbVDT+e0NN/LgklUALI3VVCMnXgHCusHHttzGO5avR1cUlsRqCFQjJ15TdGXHebrnDMfHhrm3bfmsZcir+BiKyu9vvpk3d6xGQbAkniSmVyOQL2ZBx5EIEURVEpOW+WaVCooSvqI/QkwfeqQqccQlqt98PS4kEk9e39KInlcshflXhiLCk9I4pLRx3NFrsWkAWE4X47kfTvKWCOnraKv5a2oiv0ZAW46qRKcVJvwNrBrgTUagiPCk6ipSmrje/Ad/SG+SsSaApi5cQ9dXE7qqkohMFgJPdQ4hr0L0hK6p3H/zamIXrf9E5yDfeXx/OcrgapKIhNAvqQTSO5SaodrOZM71jvLos0fKg9L5EArq3HXDSsLBC4OLroExvvLvLzI4Wi1B+2rj4uduKlfk3589zNmeEfJFy/ecqPKaRErJcCHHkZHrE/2YDITYXN/C5voWEoHKUs+qXH3qgmG2NrSyoa6ZmHFt/JCqvDJIKTk1PkpfruoZNx+EECQDIbY2tLK5oYVkIFQV6C9hQUuYigihq634Gor/Umu5fbhe6pqVvFSVBIoSg1IZUImHVXHlAh9/oF+ZoaDPlRWZl9LDkeMVR3gIIUrHtrlcTtSTBUznDFJ6MwsEV7B9RfskRftYeZki4tTFPkTI2DBFDJoOV2aRVb+JSWhqEl1tLAsLrsxiOb1IKefV0XnYmE7npGWGtvRqburrFlURrFrSwEsnesrLdh44yxtuXsPytvo5q1vMxeaVrTx4y2q+/8TBkuGky78/ewRFUXjnvZtoqY+ja+q014OUEtN2yBcs+kYyHDzRw9bVbazpmL7iS20iTEtDnO7B8fKyZ/ad5r4bV9FQE522DdtxOdszwue/u5Pj5y9vUKIqCtvXtHHrpg6e2HMSz5N4nuTZ/adRhOCRh3ewuLmG0AymiVJKLNslX7QYGM2gKgorFzdc1rZUuTJCAZ0Ny1t4YvcJLMfFtBz+9bH9PLf/DMlYCENXEZc8DHVdJRw0aKmPs2ZpE2uWNlKXjEwRyqosbCRwcnyEgXxVUKxS5bWA5bkcGR0gY13vSPEq14tXSjJZ0OIEQiGoL0cRkfKMu2WfxXaH0NVF10RpUkSAgLoY0z5RWuJhOqfnNWh33GFcb3zuD5bw0xUuvGhJHKSs3NVeSrMkoFQ+eFeVOAFtWVmckNgU7RO4XhpNvbpGcxIHy+lEciGyQ1cbiAR2VCRMANhO37wiQ14PaEoDhtpO0T4OgJRF/1rFRFD5TJHt9OC4wxctEYSMdVd5a1+fKKrC9rXt/PDpQ5iWf0+f7RnhH771NL9+/xaWtzUQCwdAgG27FC2HXMGkYNosakxSn5zdXT4SMnjXfVs40z3CvmPdeFKSL1p8/4kDHDjRwz03rGRFez018TCGrpUG6g7ZvMloOs/5vjGOnOnnVNcwqiJoa0qyhunFCUNTuWXjUvYc6SyHbh4+088XvreLX7tvMx2tflUFkBRMm/7hNPuP9/Doc4c5dnYAIQR1iTCpbBFnnhEUyViI9zy4jfP9Y5zsHAL86h9P7T3J8fMD3LltBRtWtFCfjBAK6ihCYDsu2bzFWDrPub5Rjp4d4Ez3MG+7e+OCEydczyOdK1I0HSzbwbQcLNv1/227nOv1IwsmsG2Xl0/5Arqhqxi6hqGrBCZ+GhqxcJCAsbAe8ZqqcPvWZRw40cPT+05h2S6m7XCmZ3YxXxECVVUwdJUVbfU8dOd67t2xikgoUPUdeZXgSo99Q71419jbqkqVKteHjGVycLi/eke/hhFCTJkwuB4srDeXSxAIwsY2dLUR0/HFCccbIWvuImSsR3D1c3SEMAgFNpIu/qK0RFK0T2K7fRjaogrWIClYB3G9ymcHFBGaVPHA83K4Ml3xDLgr0xTMAxW3B36ESCiwmXTxKSY8C/Lmfor2MSLKTVdZ+PFwLykVqogwmlpf0beldMlb+/G8q+CJIRQu9RqR0kEiX3UOCxPnMGM+W65qkzN347hDGFp7ReuQ0iNb3DVJTNPVZoL66muyza83FCHYuLKV2zZ38NTeU3iexPUkuw91cuL8EC31ccJBAwHYrodpORRMG9fz+Oh77+Tu7StmXb8QgsUttfzeu2/nf35nJ/uPd5cjKI6eHeDY2QFikQCxSNAXJzyJ5fhRBJm8OSnNIhkLzZovqiiCO7ct56m9p3j5VC9Sgmk5/GTnEQ6c6KGtKUk8HMSVHtm8yeBolp7BFKbtoKkKN21cwt3bV/CF7+1ieDw3r+MohGD98mZ+91238ZlvP8u5nlE86R/L7sEU3/jZXoKGRjIWImDoKMI/nvmCv592qdKHpirlfy8kRlJ5/uEbT9MzlMK2XSzHKf10sUsRBuZFZVhzRYuv/eRFAoaGoanomoauq6V/q8TCBu+6fwt337DyFdyrqbieRFMVNqxo4eDJXgZGKwsH9qTEKx2LAyd7Od0zQu9Qmve/aTvxi9KaXM9j3Cxiev6xqg9GMFQV1/MYKebZP9TL/qFe+nNZbM8lGQixMlnHzS2LWRxLzquWe9FxGDcLeEgCqkZNIIQiBFJKco7N6fERXhzo5nRqlLRVRBGC2mCYJbEkG+ubWV1TT9yYXUR2PY+cbTFU9NMhTqZGGMxnydoWAghrOs2RGCsSdWysb6YpHCWoapf1/JZSkndsBvJZDg73c2p8hP58hrxj+23pBvXBMO2xBGtqGmiLJkgEghjKzJFZtudhug6W6zJczLG7/0IUasGx6c9nCdszz7omjSChOdz/bddluJif1RTcUFRqg+ErrgwipcTxPMatIifGhjk8OkBXJsW4WcCVHoaikQwEy+dkRbKOumCYiG5U1LYnJVnb5NT4CPuHejmTGmXcLCKEoCYQYkWyjm0NrXQkaoksoKoIUkosz2WkOPs7WlDVSJbukyvBdB0G8ln2D/VydHSQ/lwWy3MIaQaLInE2N7Swoa6JumB4QVZB8KQkY5mcS4+xd7CHs+kxxswCUkpqAiGWJ+u4oXERS+M1RHVjzvMspSRrW2RK91LcCBIp9WUZ2+L0+Ai7B7o5mx4lY5noikpN0O/7tjcuoj2amPM+k9K/w2zPxXQdTNfl6OggLw8PlD+TsYr05TLo6szHvD4YxqjQd0Tg96cZ2+TE2DB7Sscqa5noqkptIMSqmnq2NSyiPZa4rL6v4Nj05jLsG+zh2NgQw4UctucR1Q3aogm2NS5iTU09NYFQxdWkXOmRMovlUsaVUB8Mo8/Ql86GJyUps8ip1Aj7Bns5nxkjVeoz6oNhViTr2NHURls0cVmVVCbuH1d6jBULHBjuY/9gLz25NKbrEtMNlifruKmpneXJOiK6cVXGUgtanAAwtHbCge2YzunSEkkq/yiJ0BsI6quuensCg7CxuRSt4b9AW04P2eJOaiK/NudMv+cVyJq7yt+tBFVJoogLM6QSk6J9knioshnwonWcgn2o4vYAECrRwM2Mqt/ALqWwON4wY7nvE9TXXOXoCQVlyn54UEF0iERiud1kizsnVfi4XAT6FDNQ10v5JWRfZSUxhVCIBe9kNPttbLcLgKJ1jKy5m9oKxQnHHSRdfPIiQ0xBNHAbujr97HmV+VMTD/PIQzcyms5z4HhP+RV6PFNgPFOY9jtBQ5tSGWMmhIA1HU384Qfu5ms/3cNz+8+QzvkpXhJI50zSubnvnVBAJxSYeXAmhKC1McFH3nELn/nXZzhx3o9g8DxJ18A4XQPjCMEUgcPQVW7d1MF/eOct1CejfPcXB+YtToAv9Ny0YQnBgM6/PPoi+452TxqwFy2H/pFKBrsL44X+YkzL4ejZgUkpM3PhR1ZMf40EAxp3zSFsXW+Kps2ug2f5/hMHOXZugHzBQlEEyWiIeCSIpimTzozEv7Ys2yGTN8nkzLInRTZv8oMnD7KoMcFDd6wvv3CNmQX+7xee4IWBLgSCz9z9MFsaWnmu9xz/fHgPB0f6yds2tuciAVUIAqpGUzjK25ev432rNtMQqsygc+9gD//t+cfJ2hY3NrXx8VsfJKobnM+M8/VjL/GTc8cZNQtYroMrffFbFQqGqpIMBPmPG2/mkbVbp123JyX9+QwvDnTzZNcZ9g31lsv1OZ5XXp8iBJqiEFA1WiIx3rRkNe9euZHmSGxeA0DbczkyMsgPzxzhqe6zDBVyflvSKx9zRQg0oaCrKkFVY2Wyjt/ecCP3tC2bsr6RYp69Az2cz4xzJjXCmdQYndlxBvMX7vsnus6wZ6Bn1mP9f+y4m4c71s56x55OjfKRX34f25u5v9zS0MInb3vTFXlPSGCwkOPJrtP84MwRTo2PkHdsbNfFlV7Z5FgVCrqiYKgatcEQDy5Zye9vumVOvwXX8yNLvnX8ADv7zpO2TMxprp3aYIj721fw6ys3sq62ccEIFIdHBvjdJ38462dub13KX95032V7T0gpGSzk+OGZI/zo9FHOZ8YxXad8PytCoCsKIVVnfV0T71u9mXvali2o8pa263JguI9vnTjIc73nSVtFrIuuIVUoBEp9xL1ty3nv6s2sqWmYVWSxPJdvnjjAlw7vAeA/bryJ96/ezPn0OF89uo/Hu05d1E7peir1G02hKA91rOH9qzfTFJ4+PROgK5vi4HA/59JjnEmNcjo1Sm8uzUjxwj395aP7+M6pmcciAvjife9kU33znMdJVxSEgKNjQ/zL0f38sus0GauI5V3Yh4m+rzkc5a3L1vHeVZsq7r89KenJpvneqUP8+OxRBvLZcv86cS0ZikpEN9jS0MIHVm/h1pbFBCsQsNOmyV/tfpKdfefn/OwEX7z3HRUdl4spOg57Brv55vEDvNDfRc6xyucYQBP+8WkIhXlgyUrevXITHfGaeZXsDqgarvR4vq+TLx/dx56BHnKOhe16SCSqEKVnWoiHOtbwyJpttEWvvJz9ghcnQKE28i4yhV/ieH7oZ9E6xkDq07Qk/wxdbako3cI3bXPxZBFFBErVOqYihEJQX0vI2ETO/BUAnkwzkv0mkcAOAvpSZnq5ldIlaz5PpvAczKNyhqbUYGiLyVsvlb+XLjxOMvwQAX35jCE1voo/xHD2q/M2QvSjUrYQCdzMeP7f8B+9kvH8v2Noi6mP/QaKqOwC84+tA6jTnguBiqY24h83/6ZxvHFM5wyqUjtLGxLXTTGS/ToFa57iywwIoaCrjQiMcppJwTqM4w2jKrOH0C9EQvpa4qF7Gcl+FV/KsRnOfJmwsZGAtmLWe8P1cozl/42cuZuJ86KpjSQjD6OIalmjq4UiBGuWNvLHj9zL9584yM6XzpDKFrEcF8/zyoN5RRGoioKmKsQigXmF5KuKwvL2ev7wA3dzx9bl/Pz5Yxw62Uu2YGE7Lu7F7QiBogg0TUHXVJpq42xe1cotm5ayZmnjnO3cuH4xf/Kh+/juL17ixcNdZPMmtuvieRIpL4Tg65pKa0OcB25Zw5tvW0d9MoLjemxdvYjBMT+y7GKTy7kQQqBpKtvWtLG4uYZdB87yy90nOH5ukKJl47jepP0Uwt/eiW1JxkLcsLad27Z0zNpOMKBREw9jO35fHAsH5v2gDQcNauJh3JLxqZ9+MPM6VEWQiAXJFcMzfmY+BA1t1uvH0DWS8TC67n8mEQnO2/8kGNCojYcpltKVYpHAjAPifNHiR08f4is/3s1oOo+iCJYtquPNt69j9ZJGEtGpZqvgD9gs2yGdMznZOcRPdx7hdPcwUvri3mO/OsatmzuoS/h9tyclo2ah7Gvw0lAfPdk0n9r3LF3ZFKoQ6IpKSNPxpMRyXfKOzdn0GJ87+DxnUqP88fY7aYsmpmzLpZiuy0ApiqErm2LcLNKTS/PxF59iV995HM9DQaAqAkUoeNLDkR6O4xHUdFojM/exrufx03Mn+NS+Zyk4dnm5Utr+QOk4O56H5bqYrkvaMjmTGuXE+DB/fsPdtMfm3gcpJUXX4XunDvG/juzlTGp0UvzBxGAPBJ70sDwXy3PJ2RZivBTyO805f3m4nz989lFy9sypmEXXoViYfYKi4Mw9geFKj3GzQNFx/AibaSIoRouFKzJbdaXH0dEhPv3SLp7pPTtpuyaEA0UIPCSu5+G4HgXXIWUVSZnmrOLKxDl49OwxPnvwec6mx8rr1VWVgFCQgOP512o+a/OVo/vZN9TLf9l2B7e2LFkQ0QGO58+selLOeB7GzMJll72XUnJ8bJj/76WdPNl9GtMtRcMJhaCmIRC4UmK7LqZbZGffeQ6NDPDBNVv4nY03zhmldD2wXJfvnz7E51/ezbn0BRNyXVEJqv6z0PU8/zw7Nt84foAXBrr4o62384bFK2c8zxORExP93oGhPlYl6/h/9+9k/1AvrpRlwUzgX8+W65LzLM7Yo3z+5Rfoyo7zpzfcRfMMJS0fO3+Sv937DNYsImDWtsjOcs9PHINKCGo6h0YG+OKh3Rwc7se7ZB8c6WG7LrZncSo1ymcO/orubIo/2X4n9aHZ3+U9KTkw1Mcn9z7DnsFu7FLVIE1RCGp6+RiZrkPRdfhl12kOjQzw4XXbeWTttjkr/0gkOcdirFgoFUjw341mS2mbTVydjpxt8c3jB/jHwy+Wz7vAv5YC6oU+I+dY5DIWXzq8h72DvXxsy63c1rKkYoFCEwpPdp/hswd/xfn0OKL8DNX8Z6jnUnAcCk6G/3VkL8fHhvivN97LikTdFQkUC16cEAJCxiZqI+9hKPMlJCYSm1T+J4CkLvpBQsYGFDGdWiaRpUoEltNL0T5G3jpAbeQ9hAObZmxTV5tIhN9EwXq5XHUjb73EYPpzNCU+hq62Thn0edIkZ+5lIPVpHG9+xm9CqESDN5Mu/Lw8g120jzOc+RKN8T9AV5umtCelh+mcYjjzz2SKTzMfMWQCRQlSF30/OXM3tttT2o8MQ5kv4HpjJCNvJ6itRIipL9Z+iJeJ4w5hOp3YTi+x0D3o06ZqKAT0JWhKPY43kS8+wFjuhwT0lWhiapSGlB6OO8hI9uuMZr81ya/iSgka61CUCK7nr7NoHyOV/xn10UdQlNBVa+d6IESQ2ui7yRZ3YTonAShYh+gb+wSNiY8SNjZNKcEqpcT1xhjL/xvDmS9dVH5UJR66n2jglgUzy/BaQQjB8rZ6fv/dt/PwnRs4fLqPsz0jjGeLmJaNqirEwgFqExHaGhMsba1jRXtlaU8XE48EuWv7crataaNvOMWRMwN09o8xMp6jaDmoiiAU1KmJhWhpSNDRWuenY0QChAJGRQNUIQTrl7Ww5DdqOd01zMuneunsHyeTL+J5knDQoLE2yoq2etYta6axNlYeKGuqwofffjPveXAb4A/a5zsoFkLQUBPlLXes4/aty+geGOfYuUG6B8YYTRcwLRtFCAKGRiIWorEmRkdrLUsX1VITCxMOzh4h9ebb13PH1uXl3wOGRjQ0v6iq971xG2+9a0P597miUhpro3ziow9fVjWT6RCCSekOl3LH1mVsWtlarrSiayo18fkJI2++fT13bl1eft0KGBrx6PRtHjzZy9d/sofRtP98W72kkf/8/rtZt6wZXausRO3W1W0sbanlb778i7K4db5vlO6B8bI4cSmPnjvOuFmgL5ehI17DtsZFrErWE9UN0laRg8P97BnsKUUKuDx2/iT1oQh/vO1Oglrlr0dZy+LU+DDfO32Ynb3nCagq62oaWRJP0hiOogmFMbNAVyZFV3achBFkQ93M0WmqorA6WU9AVTEdh9qQnw6yNF7D0ngNtYEQEkl/LsPewV4OjvSTsy1sz+PJ7jOsSNTyB1tum3PQarou3z15iH84sIuhgj8DKoCGUISOeC3tsYSfrqIIxooFenNp+nIZerJpViTr2N7YOu16o7rB5vrm8ks/+C/fx0aHyqHO9cEwi2PJWV+SG+YYZEx85iPrdzBmFkibRdKWSdaxODY6SOoqGfWdGBvmEy8+xfP9neVZyZCqsTRew5J4DU3hKGFNJ+/Y9Ocy9OczdGfTWK7LXW0dhOcoE/hk1xk+ufcZBkvnoC4YZlN9Mxvrm2kMRXGlR3cmxd7BHo6MDlJ0HV4e7udv9z7Dx299kI3znHG9FrRG4/zOxhtJmUVSVpGMZZK1LQ6PDs4qUlVKfz7L3+9/lie7z2B7Hoaisqqmns31LSxP1BLUNMaKBQ6NDLJ3sIehQpaUVeTrx14iYQR5ZO22ed3TVxvH83i88ySffulX9OT8ycSobrCpvplN9c20RuIA9OYyHBzu4+BwP1nb4uT4CH+791lCms4drUsrGlS+NNxHTy7FvqFeDEVlU20DWxpaWRJLoisqQ4Uc+4Z62D/YR8Y2sTyXn3eeYmWynt/ZcOO0bdQFQ2xtbJ0k8mVti+NjQ+Vl7dHErNEXAFGjsmdpzrbKwkRA1VhX28iWhhbaowl0RWUwn2XvUA/7h/rI2X7EwM/On2B1TQO/uW4b6iwTc52Zcf5m79O80N+NRBIsrX9zQ8ukY3RoZIC9gz2MlQTvfzq8h7pghLctW4uuzhxFH9J0Hlq6hhWJOgoloang2BQcpxzp05tNcy5zIVJyPpKd5br84PRhvnBod7nfTgaCbK5vYVN9M43hKK7n0ZVNcWCoj8OjgxQcm32DvXxy7zP8Xzfdz5bGllmP0QR9uQyfPfg8nZkULZE42xpbWVvTQDIQImdbHBkdZPdAN725NI7nsbP3PJ9/+QX+8qb7r6g6z4IXJ0CgKhHq4x/GdM+Tyj8GOEgsxvM/ImfuJhK4gaC+Fl1r9ctjSgdP5rHdIWy3B8vpwrTPYLm9aGo9yfBbZ29RqCTDbyFb3Em68HP8y8ZhLPc9is5pEqE3EjY2oyqJkhllFzlrD+n841huV6kSxqLyYLESosE7COqryVv7Ad/kcjT7HUynk0ToAULGelQlhidNbHeAgvkS6eLTFKyXATC0DlwvhevNrxxoOLCVxvjv0Z/6u/J3XW+cocw/kS78gnBgG0F9NbraiCJCSOngyjS204/pdGI55zCdM+hqE+HA1mnFCSEEAW0FkcCNpAo/xdcPHcZy30HiUBN+J0F9OUIYSGlju33kzBdJ5X9OznoRKYslQcjAcs7Na/+mI2JsI6CvIG++CPhmoIPpz2I5ncSCd2FoixFCK5XmzOJ64zjeCLq6iHjorlnX7UkLyzmH447hyRyezJc8RPyfttuNXRJowE8DGsv9gKJ93C/vqoRRRKRUJjSCIqLo2qIZRB//2Ib0dTQl/oDe8b/CcQcAh3TxF5jOWeKh+4gEdpSOn47rpSjax8gUnyVb3HlR+pEgEriRhthHXnUCzasFIQSRUIC1HU2snaEixtVAVRSSsRDJWIi1HdfmpVVRBPFIkK1r2ti6pq3i7wkhSERDJKJXfo1pqkpdIkJdIsLmVZX4AVVGLBzwTUqvgPnuo6aqNNVev2ilcNCYU6SZi0qPk+N6PPrsYYZKqTyGrvKu+7awYUUL2iy5yZdi6Crb17WzpKW2LE6MZwqMpvNIybTGmPuHehHAPe3L+cMtt7G2tnHSgD1v2/yy6/9n772jI83OOv/PmypXqVTKObfUOU3nydmTbDwOY3DANgaDwQaWXf82wFn2sIBhvbusWcCLYW28jLHHZjyenHPP9HSOakndakmtrJIqqPKbfn+81dVSK5V6Os7U5xydnqqpeu8bb9373Of5fk/x7YNv0RcNkdI1nuzt5KbqRm6uacq7NGIyleC72YF0c1ExX1i5iVtrm6lyeWcN9KOZFD3hSeJqhhLnwsEgURBYU1rBZ1asR0BgR1U9HYEySp3uOavwE8kYP+o6wt8f28u0miapqbw82MvDrWto8BUv2IZpmuwZHQytRlcAACAASURBVOBvjr6bG+A6ZZnbapp5pH09a0oqKJ5hcWeaJkldoz8a4sTUOKVONx5l/uu/rrSK/33bR2eNuCdTCb780s/ozw7Id1TV880bbsEtL3wfuhRlySKscpeH3924K/fayFqWfuP1J3ln9OwS314cM5uJ8zdH3uXd0bO5dPLmogCf7djIrTVN1HqtydI5NMNgPBmjOxRkIhlnU1n1gveRaZqciYb426N7coGJlqIA39iwi9tqm2cN7k3TZCge5dGTh/l+534SmsqxyTH+/vjeXEnR1UIQBGo9RfybTTfl3tNNk/HENF95+XGOTY4t8u2liasZ/rnrEK8PnUE1DFyywifa1vKlVZup8xblJlnnslB2jwzwl/vf4GRognAmxT+c2Mfa0kq2Vda9b72Li+VUOMhfH343F5iodnv56tptPNDUMec5C6WTPNPXxd8e2cNQPEpvdIpvH3iTWk8RLUWLZRtb9EVD9EVD+Gx2vrz6Bj7dtm5O0GAqleDH3Uf4u6PvEcmkiKsZnu/v5oGmDuq9cxcM72ts57ballnvHQmO8tVXf57L7vpE6xo+075+1vNwIflOWCeScSaScYrtTn5tzRY+2bpmTsnGZDLB/+s6yD8c30c0kyaaSfNsXxf3NrRRM0/2m2maRDJp/s/R99g3PoSJid/m4POrNvFI2zqq3N5Z1yGuqjw/0M3/OrSb/ukwE8k4f3v0XToCZYsGl52ywoPNK3mQlXPa102TlKbyaPdh/nTva3mdi5kYpsnh4AjfPXo+MNHkK+b3Nu7ittqWWRol58qgfnbqGP9wfB+TqQTHJsf4q8O7+fOd91Dt8S3Z3khiGgHYXF7DNzbsYltl7SzNkIyu8/ZwH//twJscnxpHN01eGjjFrqoGPtay+qKft+sgOGGhSOVUFv0BAiKR5IvZ1V4TVR8hnHgSQXgRUbBjiR0amKaBSSYrFLj8NDJZLKXc91uo2jBJ9bi1TVQS6b2kMscRRQ8CCmBgmCkMYxoTDUFwEvD8Mja5juHQH5NvRoNNqqLM+2sMhf8YTbcyL0zSxFJvkkgfQBTdCMjZ9jLZ9qxotENZSWXR7zEx/ffE08sLToiCnWL3wxjGNBOx/5ud3ILlUtJLWjuDIDiygp3nzq2OaaYvcN9YfLIliX4CnkdIqifIaGesFswEodhPiCZfQhK8iILdOpdmEt2I5ibONqmOCv+/IaP1Mxb5H8s6vvmQpVJK3I+QznSjmxEAdCPEZOxRwomnEAUn1vqRMcM5xcDv+qUlgxOaPsHQ1B+S0k6BaWCiY5o6oFtWqKaGyfmUUJM0keTzRJMvZ/VMpOy/IgISouim3PvrlHg/t2CbgiBT5LwH3YgwFvmrXHZKWjtNcLqfqfhPs8+GgGlquaDJ+edCxG2/gSr/N7HLi6e8FyhQoMByCIZj9A1P5bI0KgJeWutLkS7CRtdhk/G4bLkCQVVbWHfjHM1FAb6xYSdrSirmDOpdisK9DSuIZFL8xf43iGbSTCTjPN3Xxaayanx5ahSE00n2jQ3RVFTMH229g22VddjmWVnz2RxsLq/JnYvFKLI5+M1123JlKAtR6nDz+ZUbOT45xotnT2GYJiOxKGeioUWDE3E1w6NdhxmNW4EeRRR5uGUNv7V+O1Uu75xzJQgCLllhZaCc9uIyS7B7gW3bJAmbNDs4pxnGrJU6myThtznwvI/VtfkQBQGnrCyrrnohDNNk93A/rw32opvWWK7NX8ofbbudrRXzX2NZFKl2+6hyedFNc9HBeVrXeKznKCdD1piv1OHidzfs4t7GFXMmeIIgUOP28aXVmxmIhXm2rwvdNHlnZIA9owPcXttyTWU8SueuwyXYp5NTE/y05yhpXUcA7m1YwdfWbafC5Zn1OSHb5q01TSTUDN98+7mcyOvPTx9nfVnVskRvLxWGafDTU8foDltjM6es8Btrt/HJtrVznm0hK5z7yba1APzXva+S1DSOT43zr6eP8/sbdyHn4XJnEyV+pX0Dv7py87xaK8V2J5/t2MjRyTGe6+/GME36oiFOR6ao8xTNuZccsjJHb8Frmy1+6JAV/HbnvM/FxWCXJL6wchOf79g4b1Aj4HDyxZWbORYc46WzpzCBU5FJ+qJhqt1zy9JN4MD4EL8404lmGAjAw21r+MrqLXO2LwgCHpuN+xs7iKsZ/nTva6R0jb5oiKfOdLIqUIaYp4PjzG3K2XvUkaco6IUkNZUfdx9hMGbNXTyKjd/buIv7GjvmZMoJgkCFy8PnOjaiGwbfOfwOGUNn79ggT/ed5NdWb8mrz6h0e/mdDTvZWVU/p1+1SRI31TSRMQz+4+7nCaYSRDJpnjrTxU01TXllv83H1S9UyxsBh9JCdfEfU+79GopUw8zdN81ULnNAN8IYZjQXwDj3fQEZm1SNJC5diykIIi7bBmoC/wWPfTszHR4MM4Gmj6PqQ6j6CLoRwkRHEv2Uer5Ahe+3cSprkMT8RSUFQcHnupvKot/HJtXNODYTw4yh6WMz2pvMBgZknLZ1VPv/Ez7n3dikei7mklqZKV+mpviPcdk2X+CCYmKayQvO7TSzyyxEBBSERdoWBAGv40Yqi34Pm3x+P01UNH2MtHaKpHqctHYaVR/OltMIOJU1VBf/EcWuj+KybbIyY94ngiBT5LqPsqLfQhJLOK8hoqEbU9nzPIiqD6Pp49njnsZEXWyz2ePRUfVxNH0czQiiGyEM0wq0mGZqVmDiPDomaSvLwpxGN8LoxhSaMYGqj+bl/CKKTgKeR6gN/ClOZS3n7lczd0wj1vEY49mgjyXfJQoeil0fo6b4T3DbN+dt7VqgQIEC+RCKJonPsEH1eRx4XY6Lmkjphkkqo+V+1WVJQpHEBe1EJUHgnoYVrCxeWDhQkSTuaViRWwkzgbeG+hhJ5Ockcu47Nknis+0b2VXdsOTgfCGthgs/48u6VSz1Ob/dyS01TTizdeuRTMpysFggCGKaJvvHhzgwMZzTAFhXWsWvr906b2DiQkTB0se5libDl4NpNc1TfSeZzpYluGSFL6++gV1V+V1jWRQXzZo4G4vyfH9PrvxlV3Ujdze0LbjyLAgCpU43v9SyCr/dCv4Ek3FeOds7S5vkg4Rpmjzdd5KJpFUSVuny8kj7esoXmfRIosiOqnq2Vp4XBt89MsDAdP6Cw5eS/miY14fO5EqCtlbUcl9j+6LPtl2SubdhBTurGgArUPZ8fzdns5PSpWgpCvDpFesWFIEVBAGvzc7ttS25iXIkk2YoFnlf+iyXknZ/GQ+3rlkw20IQBHx2B7fVNeeex3A6xXA8Ou8xqIbOk2c6c7oYjb5iPt22btGsI4csc1ttMysDlh6Xbpq8MdSX03m40pwMTfD2SH/uN/DO+lZurW1etITPa7PzSy2rc79xSU3lmb7uXObFYggIbKusY2tF7YIBX1kUua22mS0V57No948PcSYylVcgft5tXtS3rhoCilRGue838DlvJZx4inh6D6o+hm5MY5gpQOdcIEIUHIiiB0kswqG04nHchMe+DUXOLw3ZClBsojbwLUKJnxNNvoiqDaOb05hmBmty50QSi3EobQQ8j+B17EISi1DMOF7HrWS0AQRBzAYcFkcUHBS7H8YutxGK/4RE5iCqHsQwE9n2TARsSKIXRSrH67yNYvcnsMuNOd2KjD6MaarY5JplTeRFwUGR8x6ctrXEkq8TSb5AWuvPBiMSlpuFpWGLIMhZ+1MPslSCy7aOItd9KEtZrQoSRa77UaRqpuI/Jp7ej25MYhiJ7KRdQBTsVimDVI7bsZOA+1M4lFYEQcYuN+Fz3kVGG0IQFMT3IWApiR5KPV/AIbcwFX+MlHoSTQ9hmslcAEFAQRAcSKILSQxglxuWPo/YcdqWF5hadHuCHUXOLzVfFOz4nHdhV1oJJ55kOvkqGX0Yw4hiZDOIBGRE0Y0k+nEqHfhdD+Bx3JxXwA6swI5DbkG13ZB7bZOWl1IvoOBQ2jGybi2iYC+4gxQo8AFFYLaEtKYZF6WtYZowOBaaZT/qddvxLVI+U2R3sLm8esmJpM9mZ1dVI7tHBgAIphJ0hYK0F5flvX9NvmJuq2u+amnjjUXF2CSJuGYNoJOqmnOQuBDV0Nk/PsxkdsLnkhU+0rCC2nlWTD/MDMeiHJ4Yzb1eV1rJzTWNl+QcmVgOF33TljCiiMCddS2LpsSfY21JJQGHk8lUIredcCa1pLbF9chEMs7+8aFc5sqqknLa/aVLXgO/3cn60kreGDyDgUkkk+JYcIyOZTzTl4JzgcDhuNVvOWWFXVUNlDiWHp8HHC5uqWli90g/Sc2yT3135CyN3uLFBZYFgU3lNdTnIYrb4g9k7zkruBVKp9BMA+kqr13Losjmihpq8ig9aC0qzWZlWVl0lrWvyYVP0lAsyqGJkdzrbZV11OThLFHp9rKiuJRDE8OYWPdkVyhIlXvpfbuUmKbJuyMDhFKWy5vPZueWmia8C5TXzaTK42VbZR3HJsfIGDp90RBHgqPcUbd4xpVLUdhYVr1kkFwRRW6paeLZ/m7ACpB3To2zqbwG+SL6y+ssOGEhik5c9g04bevRjRAptZuMPoSuh6xJvCBlgwZ+FKkSu9yALJXl5epxIYIgYlcaqfB9gxL3IyTV42S0oezKvows+rErrTiU9lluD3a5nobSv1r+sQkOPI6tuO2byGhnSak9qMY4hhEHDKSsBoFTWYl8gVBmwPMIAc8jC27bzCrGLoyEItYRcH+WYvcnSWt9Wf2ECXQzjmnqiIINQXAiSwEUqQqH0py3q4eAgCDY8Di24bJvJKP1kcp0oRoT2SwXCUn0oUiVOJSOOUKgdqWBhtK/Xvok5okkuily3YPXcStp7RQp9RS6MYVhpEBgxj1UgU2uz2sCrcgVNJR+55Lt43IRBAmH0kpl0e9R6vk8SfUkGW0A3YgABoLgRJHKscst2JWmbLlH/kiil0r/H1DJH1z0PspSMTWBP7no719pcpHf80lY1j+FQXyBAkvi8zhwzBADHZ+aZmxqmrpKf97PkGlaGRMv7elmcOz86mdVaRE15QsPwH2KnSZfYMnt20SJlQHLrk8zDAzToDsUzGvfzrG+rIpi+9XT63ErtlmBEcuacP7wxHTGEjI7px5fZHNwY3XjVQusXKscnxonpp4X1dyZ56QyH3TT4OjkaG6F1+9w0uLPT+HerdiodHnpCVsOdmeiU8QyGbj+DMeW5Ew0lNPjUESR1qKSvMqtzpXXOGTZcr9QVXojk1Y50hW8z1VDpysczImCehU768uq8nrWREFgbWklfruTpDZNLCtAqBrGogFXRZRYV1qZV9mBT5ntspTU1Gsic8IuyawtqczrPPls9lmuhokFjqErNEE4ncptv6O4PK+AniJKVLt92CSJtK4TSafonw5f8XsppWt0h4M5UeESh4tVgbnlivMhCSIbyqpwKwqZtE44naQrHLSyLhb5vlOSaS0qyWv/VpaUYxOlnKNLd3gS3TSQLyLQdV0GJ84hCAKyFMAjbb8ibSlyZd6r2O+/PRm70oRduXQaAI9/9xVe+dl7LBGhoL69ii/+h49SVtOB09ZxydqfiSjYcCgrcCgrLsv2l7Uvoh2nbTVO2+qrvSuXFFkqwSvtAnYt+dkCC5NOZnjhR++w+9lD2BwKNz24mZse2oRjmQ4OBQp8GCkr9lBXUTzLAvTxV49QWeKlpty/pFuLrhsEw3GeevMYj710KKcxYVMktq6up7zYs+B3HbKSV82rVRrhoNjuZCIZxzBNzsaWlwJe5ynCfolqrS/EzFozJlSVhJYhretohpENpJgYpsGZyBS6kV9GSkJTczXLAJVuz5z6/QLQPx3OWR86ZYUmX3FemQ35YJjmrACYR7FxdjqMlsc1TOtaLpMAYFrNkNaXtl29Hjk7HclNKCVBtII6wdElvmURTCZyEzfNNIhk0gtmE10u4qo6q5zEKcvU5WFVfI46T9EsnYzheJTpTHpRQV1JEPJu48LJv+XEd/WRBTGvzA/IHsOMw1hoitMbCeWCRIooktQyed9L0UwqFwDJGDrTl8gJaDmE00lGZ5QbehU7NYtYUl9Ig7cYe7aExwQGomGSmrqoSKlNkqjM47dBEAQ8ip0yl5uhmCX6ejYWsezUL6LLvK6DEwWWx+RImNPHzi6pDypKImrmg/lDV6DAcjn4xkn++dtPE52yVm+6D/ZT21JOx+amQvZEgQJLoMgSd25bwd7jA8SS1uTgtf2niEwnuf+m1axuqaSq1IciSwiCgGmaZDSdyXCcofEInWdGefNgLyd6R9FmlIOsaq7k/ptWIS3i+KGIYt4CeA5JwS3bmCCOCcsefHpt9rys2ZaDaZrE1AyHgyMcmhjhTGSKoXiUcDpFTM2Q1FQyuo5q6GQMPe8Vz4yhMZlK5F5Xurwol0BA8oPGZDKRCwJ4FBvFDucl6/NN03JMOMfAdJjfeOXnF7UtI+ss8EHDxNL9SGvWeDSla3zv+D6+d3zfRW0vqaloS2QdXGoyhk40fb4vcUgyvmWIwPrtztyEEixNhaS++LW29GourdDslUbMamJcKkwgnEmiZlf1Y2qGb+1/A/a/cVHbi6sZdNO8qJKFiyWlabOec6eiLEtQuNjhRJ4RXJ1MJXLB14WQBDHvNmyihM/mYAgrODGdSXGxoa5CcOJDhC/gpqK2BE3V0FR9xp+Gri2/BrjA/FwoAFOYwF7f9HeNEIskc68jkzFG+oO0b2xEkArXtkCBpdi6poEHb17N468eIZXR0HWDfZ1nOdk/TsDnwuOy43QoSKJARtVJZzSSaZVYIk0klkSd8fskSSIrmyr46sO7qC5bfGVNFMS8XRtkUUCZEehILFNgUL6EApGWjV2G14fO8OOeo5ycGmcylcgJ6oG1UChlj08SBOySRErT8hoK6oaZSw0GcM2wnytwnpkp7ooozZokvl/SukZ6iYnBcpiZSfFBwTANEqqaKz96/9szr3jJgmYYs/oShywv61mTBGFWMCWja0tm1wgIs+wer0cEAWzipTsG3TByOjyXAsM0L1rscT7yuSMyhk5KO99vL9fxQxZEbDOCExdmYM2HmBX2zQdJELDP2H5S0wrBiQJL85HP3cjWu9YQiySJR62/WDTB8XdP885zh9GWsGQrkB/JWJp3XzjC1FiEhvZqNt26ctHVvQLXNpIsIojCOa2l3HtXNDe0QIHrGK/Lzq8+tA1ZlnjqzeOEotaKcSyRJpbIP0PB53Zw25ZWPnnnRlrrlhbFM0yr7CGfumUDZk1clmsTdyk7hISm8r3j+/jHE/uIZjM4BKDc6WZFcSlVbi9+uxOPYsvZ0g3Hp/lh50HiWmbxjZ9j5pjxGqgx/7BxXhPEosjmoNVfclGr+gLgz9P29nrCNEE3z//wyoJIc1Fg0ZKGxWgrLr0KuirmrOtsmEsmL89hZr8kZ4ORS3G9BxstjbpLtz3TNGdNxG2ixIri0ovOzmjwLS5Kejkw4YJ7aXl3kgmzAn3KIm5Cs9rMsx0Tc9b2rW1f3DkqBCc+RPgCHnyBubVDHp+LvS8fLwQnLhETQ1P8w395nKmxCHd8chsbbmwvBCeuY9Zsa6W2pYLBnlFEWaR1bT1Nq2qv+x//AgWuFIIg4Pc6+eJDW9myqo4X93RxpGeESCxJOqOhajq6YWCa1oqZKIjIsohNkXDaFAJ+N5s7atmxromOpnI8Tntez59mmmR0DUcepR2arudSXAXAo+RXDnKp0Q2DX/R28oPOA0QzaQTO2Seu4/baFspdHnw2Ow5p9grs3rFBftJzhHgeFZlyttxlOiv2OK1mrgkRvGsNl6IgCgJ69j66lHaddkmepV/R4PXzh1tvz6u+ez6KHVdPjPVyIQkCTtmGgDVJcsgyj6xYx32N7Re1PYesXPHyJVmUcMvn9amSurqsLJf0jH4JLGedK1mW8kFBEsVZvwNem51fX7OFrRVLOynOh1ux5RUkypd8el+7KM1yzbDuJTPv/UjrGuqMe8mj2JbMijBMI+8ML80wZ2V2uBXbRYfsC8GJAgUuMX0nh4lMXh0P5AKXnhUbG/mN//IJDr7eicNtZ/vd66htLi8EJwoUWCZup50tqxtY317DZDjO6cFJhsbDhKaTpNIqqqYjSyIOm4LP48iKafqprfDjtCs5XYp8yega4UyKyjyCE3FNzWUpgID/KjlvjCdj/KK3k1DaKiULOFx884abubdhBXZp4ZRwLRvcyQebKBFwOBlLWr9TI4npXC12gfOUOtzIooiu68TUDFOp5CVT6JdFkVKnCywnURKaSpHNTuUyBO4+DBTbHThkmaSm5coyrqdz5JDkWaK8aU1jKpmgyJZfpkswFZ9VglVkd+KQrk7g9HpGAEodrpybhGboiAjX1b3kUWz4Z9w3CVUlnErmnUk0nozN6ucD2fOxGJphEE4n87J0zejaLB0dv81x0ZlKheBEgQKXENM0ObbnFIb+wav//LAiSSIbb+5g482Xx7mmQIEPE6Io4LAp1JT7qSn3X9a2EprKcCxKpWvxAahhmownYjkRTFEQaM7DgvRyMBiL0hWaAKwB9aayau5taMchLz5cC6WTea/IuhSFBl8xndl2xhMxzsYiBC6RTeYHhaaiYmyiTFrXSekaPeEg6TwzcZZCFATa/WW8NdwPwFA8SjCVoPEqpItfqwiCQJ3Xn7PSTOkapyKTaIaRdx381cat2GgqKkYUBAzTJKFlOB2Zoqkov/6lLxoilnWYkASBRl8xnjzsLwvMRhAEmosCuBUbmXSSmKpyOmo5HOWrS3RZ9y+PzxTZndR6ixBGBExMopkU/dOhvIMTp8NTuUCXIlolUkv1ZWldZzAWYXVJxaKfM02TYCrBVPq8PltzUeCis0uu/hUpUOADRCqe5vTRs5dUKKdAgQIFCiyfSDpFVyi4ZH+c1jUOB0dz9bKyKLCiuPRK7OIsLHeONJGMZZ0oCgJtxaVLBiZM06QrNJG3naRXsbMqUJ4bOEbSKd4c6rusoorz2f1d67+SqwLls1wPdo/0E5yxMvh+kASRTeU1OYeXpKayd2ywUF5zAa3+Eqqyq9uGaXJyaoKhePQq71X+SILAmpKKnCZINJPhwMRwXra/mmFwcGKYSHbC57Vln9trYDINc3V5rH722r1/V5dUUJINwOqmwYHx4VmT6WsdRRRZV1qJO1tyGEwmOBIczavPUA2dgxNDOSvVgMNFq79kycyGhJbhxNR4XnOagxPDuX0RgBXFpRftYHVt3OEFCnxA6Ds5THAksvQHCxQoUKDAZSWhqbw13E84nVp0cDUci/LWcF/udbOvhFZ/yRXYw6VZat3JNE2G4lF2jwzkXRusSBLbKuuoyOobpHSNZ/q66JyauGyTY4csz6r3j2RSZPIMplwtqtxetlbW5l53Tk3w1JmTs+q2LxYBWFNSzqpAee69p86cpDc6VVjcmEHA7uSm6sacPkdnaJyXBk6RuoT6H5cTQRC4obyW1iKrP1ENnTeGzix5nU3TZGA6zEsDp1GzgYxGXzHbLlIj4XLglOVZk89QOol2Dd+7VS4vO6vrc6/3jg3y1nDfku4nV4J8zpogCOyqaqDWY7lUpXSN5/t7GI1PL75t06RzaoJ3R8+imyYCsDJQztqSyiXbTOs6740NMpqILXq/htMpXj3bm3td4ymio7isUNZxvWPoBpGpGBNDIaZDcdJJK7plcyj4Ah7KawP4Am7EayRiej1hmibJeJqxgUnCwWlS8TSmaaLYFdxeByVVfkoqi5CVi38cTNPEMEy6D/UTnVq8o7jUmKZJPJpkfHCKSHCaVCKDYZgodhlPkZPSqmJKKouQ5EsnoqRpOlOjEYIjIWKRJGpGQxQE7C4b/lIv5bUB3L5L5wk/H4ZuMDUeZWJoiulwwtoHUcDhsuMrdlNS5ccX8CCK11eKrJrRmBwJExwJE48m0VQdWZGwu2wEyn2U1RTjcOUnCLgYhmEwHUowMRwiOhUjk1IxDTN3DasaSnG43387BQpcTd4cPsPrQ2d4sKlj3hTTuJrhp6eO0Re1iv8lQeCW2iZKZ9SJXykEQcCj2PHZHITSSQzTpCc8SUrTFsyeiGTS/Lj7CEeDo8tqa11pJVsq6njyTKe1Ih2a4O+O7uHr63fmtaJ2ThzSmWeJgyyKVLg8dIWCAHSFggzHpwk4XNdsH+NWbNzX2M5rg2cIpZOkdI1/PnmIKreXu+vbljx2zTBIaipuxTbnfAqCQLXHx0dbVnIqMklSU+kJB/nrw+/w+xtvot5btOR5SWoqo4lpyp0e3B/QVH9BEPhIYzvP9nXTHQ6S1nV+ePIA1W4vd9S1LGmZqRsGY4kYoiBQ7vJcBbcOy0nloeaVHAmOktI1OqfG+XH3Ub62bvuCQqbTaprHeo5ybNJ6rmVR5L7GdgLXkPCpU1YodbpywrqHgyNE0klcl6Ds6XIgiyIPNa3khf5TjCamSWgqf39sL1VuL5vLa2YJ1M6HZhiMxKM4ZGWWjsiVpNLt5f7GdnrCk+imwb7xQR4/fZwvr75hwRKN8WScH3Ud4kz2N86j2Lm/sT3v8qDDEyM819fNZ9rXz/s7lNI0Hj99nM7QOGBlyW2rrKPO67/ovv1DGZzQNYN//buXOHNiKBcJ2nTLSm752A3YHMt/qBKxFM8/upvug30ACKLAyhuaeeALN1sWhIuQSasMnR7jzV8cpHNfL6MDQaJTcVLJDJgmdqeNohIPlQ2lrNvZxo0PbqKqoQxZuXbVeve+fIw3fnEALWOtijS0V/Hgl27F7cu/U33t8b3se+UEumatUKy8oZm7HtmB0z3X9mc6FOcX//g6g6esTnztzjbufmQHkiwRiyTY9/Jx3nnuCH0nhwlNREnGUpgm2Owybp+Lsppi2jc2cOvHt9C8uhbFtrgPtWmapJMZUokM4eA0Q73jDJ0eY/D0OJ17e0knz0f0j+05xX/7+g+WnCBXN5Xxmd+7yY9J9QAAIABJREFUL+/rei4YMjkS5t3nj7D/tRMMn5kgNB4llUhjGCY2u4zH76a8JkDb+npu/uhmWtbUYndenKe9aZqkEhl6jw3yxpP7OXV4gPFBKzCQSau5wEBxmY+qxjJuuH0VOz6ynkBFEaIoLKvNod5xHv32MxjZiPbHv3onrevqEAQBXdMZ6p3gjSf2cfjtbsYGJomG4qhpFUEUcbrtFJV4KKsppnlNLR/7yu2UVRcv2eY7zx7mnecOo2YWX80rKvHy8a/eQXntxdWkv/X0Qd555jCGYRCoKOJjX7mNspoAmZRK7/FBXvnpe3Qf7md8cIpYJJELTjhcdkoqi6hrrWTnfRu44fZVyw4AmaaJoRuM9AfZ/cwhDr/VzejZSSLBadKpDKZh5q5hTUv5vM/bTHZ+ZAO7HthQCJoWuCaRBIHpTJr/fvBNopkUd9a34lPsiIKIYRpMphI8duoYj3YdztXithaV8NHmlTiX6SF/qah2+2jzl/De2CAm1urez04d477G9px7hGGaZHSdoViEH548xJNnOnOq7XqeK5dOWeELKzdxYmqMnvAkhmnybF83g7EIH29Zzfaqesoc7txkzsBSYu+LhjgSHKE3MsXDrWvYWpnfSq4kiGypqOPNoT5MYDAW4XvH9/I763dS6fIgiSKmabVjmAa6YeJWlAUnn6ZpktY10rpuWdhlxRIzhk4wGSeunv8dTmgqZ6JTJDQvdklCFKzfIxEBJaviP9+kVRJEdlTW82BzBz/pPkpK1zgbi/An773K3rEh7m9sp6UokBUqtUpVVEMnmExwfGqMQxMj1Hh8fL5jI655JgKKKPFwyxr2jw3x/EAPqmHw1JmTjCfifKxlFdsr6/DZHUiCYJ2b7DGfjUU4NjnGgfFhYmqa/7DlVtr8V74MCbLjAl0jc8F1SOs6Y4nYLPX+WCbNmUiIMpcbm2hdB1EQEBBQJAmHJM97HVp8Ab6yZgt/vu91JlMJ+qJh/njPyxyaGOHuhjYavcXIooggWFadumkwmUzQHQ5ycGKYQxMjfKx5FY+0r0MUrvzYWRAE7m1YwZ7RszzT14Vumvyo6xDTmRSf7dhIvdefyypSDYPBWIRHuw7xRK/1XIuCwC01TTzYtPKqBFcWosjmYGNZdW7Sezg4wv89cYAvrNyE326JIZrZ+0HP/uu12a+aXoggCKwpqeTLqzfzncPvEM2k6Zwa55tvPcfHW1ZzR30L1W4fkiAiYPVFmmEwkYzTOTXBoYlhjk+N8YWVm3ioedWl3bc8P2cTJT7Wspr3xgZ5e6Qf1TD4P8f2Ekon+WTbWqrcXmRBxMTqi05HpvjBiQO8MNCDkf2N+EjjCu6oa81r7CgLIilN4++O7iGmpvloyyqK7U4kQcTAJJZJ80RvJ987vjenjVLt9vKptrV430fA9EMZnBAlgXQyw5tPHsjZZ44OTLLx5g5K85jEXEhwJMzT33+DoV4ramR32ujY2Ljo3WaaJrFIgld/tpdn/ulNRvqCZNJz09SS8TTJeJrRgUk69/Xy1tOH+KVfv50bH9iIw3Vx/ryXm7M9Y7zxxH4yKet41t+4gnt+ZRdu8g9O9B4b5PWf78tdH9M0ue3hLcDcY06nMhx8o5Pje04DEA5Oc9vHtzJ2dop//buXeOupg0yHEnNSklIJK8AwORrm1JEB9r58nId/605uf3jrouc2lcjwxPdeZfezhwmNR0gnVTIplUzaWnmeydjAJGMDk0seb/vGRj799Xshz+CEmtE4+MZJfvY3L3Hq6FmSsdScz6STKulkmMmRMN2H+tn78jHu/NR2PvK5G/GXepc9qZ0ai/DMP73Fy4/tYXI0PMd6VjesDI54NMng6TGO7TnF7mcO8Ymv3cWGmzqWFVCLTMZ47fG9GNnzufGWlbSsrUVTdQ6+cZJ/+Z/P0ntskHTqgmfG0IlFEsQiCYZ6xzl7aox7PrMzrzb7u0Z4fcZ9uxDldQHu/syOiw5O9HUO547NW+xmx0fW4y5y8cpje3jiH15jpC+YC8qdQ01rqGmN6VCc/pMjHNndzc77NvCp37mbirqSvK+lrhm89+JRfvyd5+k/OZLL0JrJzGu4FJUNpey8f0N+B16gwBVmZaAc3TDoCgX5i/1v8JOeo6zwl1JkdxDNpDg+OU7/dDiXBeC3O3ikfT0r/KVXbTW/wuXh7oY2TkyNE1MzhNJJ/vLAG7w13Mfa0krcso2YluFUOMihiRGGYlEkUeSXWlZxKjLJgfHhvNtaU1LBNzbs4i/2v8HZ6TC6aXBoYoRT4Un8dieVLg8+mwNBgGgmzUQiTkxNE9dUXLLCnfWtebclCQK31jTx056j9E+HAXimr5vOqQnWllRQ7HCimybx7DFHM2l+Z/0ObqxunHd7GUPnZ6eO8/LZ0yS0DDE1Q0JVSRsammEQSp2vJe8OBfnNV59AFkRskoRLVnArNlyKjXUllXxx1eYFV7Ddio0vr97CZDLBC9kAwkQyzo+7D/NcXxflLjelDjf2rKPEZDJOKJ0ioVn787GWVYsGjPx2B1/fsJNwOsXesUE00+Dd0QGOTY4RcDipdHvxKnZ00yCmZggm49ljzZDQNBp8/quqU3Eum2T3SD9xVSWuZohrmawjgjFLvf9wcIRff+VxZEHELkm4FBtuRcEl29haUctnOzbitc0deymSxP2N7QzHo/zgxAGm0klGEzG+37mfx08fp8LlpcThRBYlkppKKJ0klE6SUFUSWgbVMLizruVKnpY5BBwuvrZuO5OpBO+OniWuqfzr6eO8PdJPe3EZ1W4fApZzzsmpCUYT550V1pRU8LV1O6hwea6pLCOvzcbdDW28NtTLVCpJUtP44ckDvDd6lo5AGR7FjmboTKtpplJJEprKt3bdS6Nv+fOsS4VlR7ue0XiMH3UfJqGp9E+H+duje/hR92Eq3V4CdmvRJ6mpTCYTRDLp3POMAEnt0pej5fsEC4JAjcfH1zfsJJpJcTg4SiST4p9OHuSlgVN0BMopd7kxTJPBaUtceSIZRzONXEbDl1bfkNNAWYodVfXE1QyHJkb4m6N7eKrvJO3FZZQ4XMTVDCdDE/RGpnKBCYck84nWtWwoq3pf9+qHMjghCAJb7lzDMz98i9C4JawzeGqMroN9yw5OmKbJkbe7CY6Ec++VVvnZcMvKRS9MeGKaf/mr53jhX94hFU/n3hclEVmRsiuR1uq4puoYukE6qdJ7bJDv/tFPGR8K8eAXb8ZTdO2mRF4txs9Oceb4ID//3qvsfvoQum4gCKDYZERJRBCtaK6u6WgZq/PXVJ3hMxP84M+fRJJE7vjk9gUn02pGpXNfL6cO9+e1P/lcnqUybM5hmiZqWuOFf3mHn3zneSaGQrn/N+veEcA0DDRVR9cMdE1npC/Ij//qOcbOTvLZf/sApVX5pVyZpslIX5Dv/9kTvPvckVmZBbIiIcmStf+mia5bbZqGSTKWsjIbBqf43L97gJse3ISsLM8K8BxTo2EM3WDPC0f5xz/5OSN9WTV7QUCSxdz5M3QTQ9dzlnota2rxBfLzjbeyE6xIr2mYueyUc/99OZgOxznbM8qpwwP8839/hljYGshJsnUtBVEE0yphUVUtty+RyRjP/fPbqGmVr/znh/M6Rl3T2fPiUb77h4/l7htBEHC67VQ0lFBWXYwkSYTGIwz3TRCLJOe4zkiyiCiJSJKIJEu4PPn9wBUocDWo8fj44srN/Nm+1zg+Oc6xyTGOTc4NuglAidPFl1bdwCfb1lxVwTlZFPl4y2oGomEe6zlKUtcIp1M829/Ns/3dsz4rAEV2B59uW8evrtrMT3qOLCs4YZMk7m1YgUtW+O7R9zgUHCadtc2MqRkGYwvrJ/kU+7LEzgRBoL24jG9s2MlfHniT0bhlX9odDtIdDs75vF2SiGXmBk/PoRkGR4KjvDJ4esm2VcNaxZ+PhJrhM+3rYIHFE0EQqPcU8R+33EaFy8MTWZtX1TAIphJZgcyJeb8rCsIsnY2Ftt9RXMaf7rqHvzu6h2f7upjOZJhW00yr6VwgZz5kUcQjK0umo19OVF3nwMQwrwz2LvnZc9kU8yEi8Mm2tXjnWYACcCk2fm31FipcXr53bC/90yHSus54Ms54Mr5gm6Ig4JRkXIqCkPf69KVHFAQ6AuX84dbb+evD7/DqYC8JTWUwFmUwNr/Ap0OSuaGiht/dsItN5dVXeI+XRhREbq5u5LPtG/lB5wEimRRJTeNQcIRDwZE5n/cqtrxFey8nHsXG1zfspMLt4YedBxmJW04wo4kYowvcn2BdQ49sw7mEQPHlRhQENpfX8Efb7uCvDr3Ne6ODpHSNvukwffP0FwLgkhVur2vhN9duo6O4LK92ZEHkk21rafD6+db+19k3NkRXKJgrzbsQv93Bp9rW8YWVm5a0KF2y7ff17euYqoZS1mxr5c0nDwCQjKfY9+oJtt29dlnaA+lkhgOvdc5abd1wUzullUULfieVSPOv332Z5x/dnVu5FCWR6qYy1m5vo31TI4GKImu1ejxC14E+jr3Tw3BfEEM3iIUT/PR/v4DNJvPQl2+9qFKUDzLhyRj/9BdP0rnvDLpu4C1207a+nnU7V1DTXI7L6yAZS9HfNcL+107Qc3gANW11mNHJGP/63Vdo29BA08qaeSfSsiKz8oZmZNvs+8Q0TPpPDjN85vxApawmYJUjLBF8qGkuR5SWHujpmsHuZw/zL//zOSZHrU5IkkQqG0pZs72Vjs1NlFRY+hLh4DQ9RwY48nY3/V0j6JpOJq3xxhP7cbrtfP6bD+LyLp3NEp2K8c/ffpp3njuSK9VxeR20rKlj3c426tur8BS5yKRVxgYmOfbuKY7tOUU4OA0mjA4E+eFfPEVRiYeNN3dcVHBicjRC18F+fvQ/nmWkbwLFJlPZUEpDexU1LRX4Am4wITwRZfD0GMNnJpgcjdCxqQmvPz+bpV0PbKSmpZzoVJzpcJxY2MrAGDw9xom9vbl75JJiwsuP7WGkL0gsnEC2yTR2VLFmWyut6+spCngwTZOxgUmOvNPDkbe7iUxaP56mYfLu80do39TEfZ+7cdH7xzRNzp4a49FvP8PEcLa2XhZZeUMzH/2122hbX58t94FMWmO0P8hT33+DPS8czfVRsiJx4wMb6djcRHltgLKaYsprAtedpkeBDw+xTJotFbX82a57ebTrMHtGBxhLxIirGQzTxCHJFDuctBeX8YnWNdxW25y3hkKxw8H2yjoS2ayLCmd+QdC8tm138vUNO2nw+Xn6TBdnYxGimRQZXUcUBBySjN/upNFXzCda13B7XQs+m53tlfXcXDOEZhhUub15TcZkUeSWmiZa/SU839/Da4O9DEyHiWRSJFQV3TQQspNsl6zgszmocHm4sbpxlphjPtgkifsbO/DZHDzadZiecJBQ2lpxNUwDRZSwSxJem50yp2fR1T1JEGj1B9hZVb/gZ/Kho7gcm7j4mE8QBKrcXn534y5urmniid4TdE5NEEzGmVYzOWFPSRRxSDIexUaJ001bUQkPNK1c0m1FyFpEfnPzzdxa08QvzpykJxQkmLLKUzRDz14DCbes4LNb12BjWTV31bfmBPKuBpIo0l5cSvh9uh6sDJQtGWRxKTY+3rKatSUVPN13kt3DA4wmYkQyKdK6hmmayKKIXZLx2uwE7C5a/QFurW3mpurGi7Y1vJS0F5fxn7ffyba+Lp7t76YvGiKcTpHOrsbbZRm/zUGtt4i76lt5oLGDCvfifYuYDaCdexZcsg1XnhNoh6ywtaI2pxvR4PMv6zy5FBtfWr2ZWo+Px0+foG/aOp6MrmFilS45JBmfzU6127tg/yoKIo0+f+4YfDYHjjxL61yywvbKulwGXJ23aNHyF0EQ8NkdfL5jEzeU1/BEbyf7x4cYT8SIZtK5EiVZlHDKMl7FTonTRbu/lDvqWtledfVFSUVBYENZFd/a9RF+0XuC5/t7GIpHiaStZ0HIBuX8DidNvgD3NrRxd33bklpKkiiywl/Czqp6Ag4XqwPlNBYV8yc77uaxnqO8OtjLWNZ2WzcNbJI067fo3oYVeJSLKx2fyYc2OOEpcrH5tlW899Ix0skMumbQdaCP4b4gda0Vea8onzkxTO+JwdzKqsvrZNMtK3G65/9R1XVrcnlhYOLmhzbz8a/eQcua2jmTjLs+vYMzJ4b46d+8yJtP7McwTJKxNI///SvUtVWy9a41heyJGSSmkxx+y1phqmoo5dPfuJddD2zA45s9Sd153wbu+vQOfvLXz/Pij97JlQgMdI2w7+Xj1LdVzZs94fI4eOQb9855X81o/N//+gSPf/fl3Hvrdrbxjf/2Kyj29/+omaZJ38lhfvKd588HJhSJ7Xev5dNfv5fm1TVzRC9ve3gLA10jPPY3L/LGz/ejZjRSiQwvP/YeHZubuenBjYsKZWZSKs//6B3efvpQLjARqPDx8G/dxW0f30JxmW/OPt77y7vY9+pxfvDnT3K2Z9QKUPQHeeyvX6ShvZrSKv+yj73nyACjA0HOdA4RKPdx7+du5OaHNlHbUjFn/zVVtz57fIi6FZV5C4FWNZRS1TC3bvfA65385W9/n/DE5RE6PVeO5HDbufuRHXzsK7dRUV8yR8fh7s/s5PWf7+P7f/YEU2PWSksskuStpw6w4551lCxyXg3dYPczh+g9Pph7r3l1Lb/9rc9Qv6JyTv9RVl1MTXM5siLxyk/fs7ZhmJTXlfDQl27NO9OnQIGrSULTkESRVYFy/vO2OzgTneJUeJLJVALdNPEqNmo9RawMlC97QLWxrJrv3fnwZdlvQRAodbr50qobuL+pg65QkLFEjKSqIokCXsVOjcdHW7ZE5RzbKuvYlqcGxEwkUaTe6+fXVt/AIyvWcToyxXA8SjidPB8QkWWK7VaZQaO3+KIHoHZZ5s76VnZU1dMTDjIwHckNdO2SjFuxUe50U+325dxE5sMhK3xlzVa+smbrsvfhYhAEAZ/Nwa21zdxY3chgLEJfNMREMm4FqEwTJRtYKXW4qff6c1oaeW0fK/X/I43t3F7XQn80TF80xFQ6QUrTkAQxdw2q3F7qvf55SyCuNG7Fxjc27LoibQlYAa7VJRWsCpQzvjJOb2SKkfh0LuBokyQ8io1yl4d6r59yp/uasd4Ea1JZ5nTzuY6NPNS8iq7QBMOxaC444FXsVHt8rPCX4rc78nrGbJLMJ9rW8om2tcvenyq3l+/e8UvL/t5M/HYnn1qxjjvrW+kJTzIcixLTLN08h6zgUexUujzUeHw5K88Lccgyv9y+gV9uX36ZaK23iH9YZl8sZNvcVF7DhrJqRuJReiMhxpIxEmoGE7CLEj67g3Kn9TyXOt3XlOaHJIhUub38+pqtPNy6hq5QkJF4lLimIiLgs9updRfRVlyKN8/+2qPY+Nr6HXxt/Y5Z7zcXBfiDTTfx6RXr6AkHGU/EUXUdhyRT5/OzKlCe9/2aDx/a4IQoiaza0kxVYyl9nVYa5FDvOD2H+qlpLkeSlj7BuqZzYu9pgsPnU+sbOqpoXVc/7+DdNE0mBqd48h9fZzoUz+3HljtW8/n/70Eq6+evHZckkZY1tXzhmw+SSWbY88JRDMMkNBblF//4Gs1ravNO0f8wEago4nPffJAbH9iIYpt7qwuCQGm1n1/+/fsY6B7lyNvnU2YPvN7JA1+85ZoSHlXTKs/9v7esCT9WucjGm9r51f/wUWqay+e9/oIgUN9exef/3YOExqIcfPMkpmHpnbzwo92s3dFKSeXCk9qBnhGe/eFbuUCap8jJJ37rLu77wk3Y7HMj4ELWsWP7PevRVJ3/9W8fJTFt6WF0H+pn9zOHeOCLNy9bQPH00bOANWn+1X//EDvv24DNoSyQ2SJR21JBTXP5tWy5PQtJErn7Mzt45Bv3zgn4nEOxy9z80c2MD03xk++8kMvW6j02yHDfBIHKhdXdU8kM+149kXstCFbQc7FAbHGZj7s+vZ39r50gEoxh6AZ7XzzGPZ/ZSXVTfmmBBQpcTcwZHYAsirT5S6+acODFIAgClS4vlS7vFWvPa7OzoayKDWVVl7Utt2JjQ1k1G8quvXT1pZBFkUZf8WWrnbdLMiuKS1lRfP3cq1caQRCocHkWDWBdywiCgN/uuKhg4rVKwOFiW2V+marXEqIgUOMpouYKZiBdODR9PyVH54LZl9thSprR76VSKseODtLTM0rH3c0omsBoKELVRSw+zse1E068ClQ3l9O+qTGXqZBJqex/7URuMrUU0VCc/a+eQNesumzFJrNma8uizgBHdvfQdaAv9zpQ7uPjX72DqobFBbgEQaCqsYxPfO0uAhXWA2SaJkd393B8z+k5QowFYNf9G9hx77p5AxPnEAQBf6mXWz62edb7YwOTOT2SawHTNOk9PsT+VztzQpRFpV4e+vJt1DTNH5g4hyAIlNcGuOdXduY0FcAKFnQfWlg3wzRN3vzFAcbOnhf0XLujjTs/tR27Y/EorCSLbLplJZtvPa9onIyleO+lY7myhOWgqTqmafLgl27lpoc25+U4IgjCdbPCX99exf2fvwl/6cKTEEEQsDtt3PTgpll9zHQ4wUjfxBx9iJmM9geZnKGL4/G7WbmledHzI4gCNS0V1Ledn6RMjIRygaICBQoUKHBtcc4d4XL+mebl02G6ElyJc2Rc5+eowOUlpZ2XArBJkqVNcx0tMO/fd4Y33+zi4MF+pkJxIpEkT/7i4CXb/oc2cwKs1crtd6/j7acOEYtYQnTH3j3F+OBkXnXqZ7tH6Tk8kHvtLXaz9a61Cw74Dd1g97OHZnVYa3e20ba+Ie99XrGhkTXb23jt8b2AVUqw+5lDbL9n7TXr3nE18AXc7LpvA3ZnflY2rWvrsTuVnA1oJq0xORq2Vt+vATRV5/ie04wPZQMFgrXPq7e15D0Bb9/QSGVDKWeODwGW68jht7rZfs+6eSf64eA0B984mQt8yYrEzR+7IW9LWHeRi/U3tvPey8dIJ6zMizMnhhgbmFy2WwhA2/oGdt23Hkn+YMVUZZvEpltXLpj9ciHVzeWUVhfn3IEAJoZD6LqxYAlLaGJ6lhtQSUURLo99yfbcPidFJedXppKxNMHRhQXaChQoUKDA1eNnp47xg84DeVvKXgz3NbbzpVWb57VHvR7onw7zrX2vLyo2+n6pdHn591tuua4ytQpcGTKGzsmp89p0AbsLhyxfRbnW5dPTM8Ydd65mz7unAPB6HcTj+S3s58OHOjgB1oSnob2K4+9Zdd+RyRj7X+ukZc3SqVbvvXiM5IyLsWKDta2FGBucYqB7dNZ7m29bhX0ZgpaSbJWBnAtOAJw6MsDkaOSamUhfCzR2VFPTkt9kTxAEnB47voAn52Kga3reGTRXgsR0imN7TmHo1oBDscl0bG5clluCy+ugvq0yF5zQNZ2B7hHSSXVWRsU5Th05mxNPBCivK6F+RWVewp0AoihQ21qBx+fMBSemxiOMDU6xYmPDsoIToiSybmcb5bX522ZeL7i9TtbvWpG3NoYsSwQqihAsgxTAsv9cLHsqFU/PyqxQ7Epe11GSpVmlTYauo85jeVygQIECBa4+k6kEJ6bGL2twYmNZ9WXd/uUmrWucjkzSHV7a5v1imc6kcwKNBQqcwzBN3hsdZPfo+YXtjuIyAgtocVyrlJZ66Do5QiSSZHQ0wrGjgwTydMbLhw99cMJb7GLrXWvo3NeLYZhk0iqH3+zivs/eiGeR7IngSJhj753KlXRIssTWu9bg9C48WRzoHiUePa9o7ClyUt1UvuzU87oVlThcdlIJS0AnPp2k7+RwITgxg/K6krwtJMHKopkZJDIMc5YDy9UmEUvRd/K8RZyiyNS1VS5rG7Ii4S+drWcQiySITsVwuAKz3jdNk7M9ozlrS7D0HoqW2fn4Am5sjhmBDxMmhqbQNQPRln8GhMvjoHFlzQcuawLA6bZT27q8a+lwKViSTtYAMZNSF00htTtts3Q+kvFUrjxoMdS0Sipx3s5PVuQFxX4LFChQoMDVxW930lxUgmEuXOb3fim7xoQBl4tNlKjz+i9rgKXK7cWep9tEgQ8GU6kEbw/30+grxmdzYJckZFFEFAR0w2RaTfPOyAD/eGIf41nLUo9i4+6GVgL2/DKSrxVuvKmd11/rJBic5sUXjtHYWMq9H1l3ybb/oX9yFJvM6m2tlFYXMz44BSb0nxzm9LGzrL+xfd7vmKZJ575ehnvPp+VUN5XRsakJaZHVyInBqVxAASBQ6cfjcy5rJVgQBNxeJ6XVfgZPWX7t6aTKaP/8vrMfRiRZoqSiaFGtibkIs6/DNVYvGBqPzgoUaJrOkd09s8RYl0JTdfpODs16L5NSScbTcz6rpjXGBydnTWAjk9O8+C/vLMu6NjIZIxGbbTE2HUpgLFMjxe60UVZzecTHrja+Eg+ePEtlznFhn7HUvVpZX5It+7IcRyaGQ4SD00uWkoSD00wMTeVeuzyOi3JbKVCgQIECl5+HmldyZ13rnPdNmJU2fuHrfDj3Hbss48rTcvdapM7r59s33Yc+Yxzyfs7HfK/FrLhsgQ8Po4kY/+mdF9BMkwqnhzKnG4/NhiyIJDWV/ukww/FpVOP8uPrOulbua+y4phxl8sHttnP/Axv4yH3rMQ3zkuu7feiDE4Ig0LSyhta1dUwMhTBNk6mJKEff6aHjhibsjrnp7slYmkNvdhGLWpNFURJZeUMT1c1lCw70TdMkOhVDzdoxAnh8zmVN9M6h2GV8xedVWdWMRjh4eWwOr0ckWcTlvXSWNtcCofEo+oy0/ExK5envv/G+t2voBro2dwU9k1bnCFf2dQ7nnG3eD5qqna9HyBNJFpdVwnI94fY6L7twZ1lNMY0rqxkdsIKY6USGd549TOu6ehwL6LJoqsbxPac5mw2CApTVFtOy9oOjLl6gQIECHyScsoLzOg4cXAlkUcR/na1UF7gOMEEzDOKaSq86RW+13412AAAgAElEQVR0at6PnbMNvuP/Z++94+S6rjvP7wuVU1dVd1XnbnRAzomIBMEsBlGicrRkWR5LtiWPdzSe/ezs2B7vzu46y/aMPJZGkq1ASiIlSswZBAki59xodM6hcq733t0/qlFAE6mbAEiQfN/Ppz/dXfXqvnvvC/XOuef8TkMrv790HRW2996z7bZXT1JX72fhwjoAxsYSvLnjDB/56KqrfHJmvLdcNTcIh9vGytsWlPPuhSHYv+0kiUj6kttHRuMcev1UuRaMy+tg9dZFlyyteA4hBPlccVpeuNVueVulKhVFnib0aOgGuXT+plrpfzeRZemKx+K9SDaVuyEVWS7Xoq7pl4youC77fBvjkGUJ1XrzlHW9nljtlhvunLDaLdz60KppztBXH9/LK7/YTSaZu+jeUSxoHHztFE9895VyepOiyKy7Z+kVqxGZmJiYmJiYmHzQqLDZuauxnSXBampcHlyWUtSEBNhkhYDdwcJAiI+0LuTP193Jf1l7O42e92Ykal/vxLQFYJfLRtcFIu3Xygc+cgJK0RPLN82jqs5fFqzsOz1M5+G+Sz6IH99zltH+8x6xupYQC9e2XnmlXlwcei3J0tta3b9UicT3m2PimkYjScjK+ydqAkppHBfOiiSXSqDOVETxcgRC3ku2IQxR1lM5h91pndJhuba5dfkcb7Nk0vvrmJ5DVuQbPjJJkli5ZQFbHlrNq7/cg1bUiY4n+OF/+zX7XjnBorWthOoDKKpMdDxBx8FeDm4/xcRU+VFFkVl9xyLu+MS690x5VpMPHj6bnW+t3MzvLFoNgNcMqzYxMTExeQeodnn4i/V3MZnLkCjkyBSLFA0DQwhUWcauqvhtDsJON07V8p6O7q7wOznTMUJ1tQ9ZlujoGMExw+qIM8F0TkwRCPtYvnl+2TmRyxbY+/Ixbrl7yTRVe62gseelY+j6+VD41bcvxOO/stKqJEtY3hIloRX0aaH6M8UwDIr58+khkiShWtT39In+Voy3MS/vZ0rnzgVeSo+Db/zVZ6lpvrYyVRarSuUlHHCSLF0U1bNyywI+9637r6irMhO8Afcs9UBMrhVJkvAGXHzm399LNp1j53NH0DWdZCzDrheOsH/biSmxUQlDNygWtPI1qFpVVt++kC986wFC9YEr78jE5F3Epqgsq7p8xSwTExMTE5MbwTmdkQ+C1sgtt7TxxBP7+cH3t6MoEtlskXvuNQUxrzs2p41Vty3glcf2kIpnMHSDU/t7GO6dmFYFo+fUEF3HB8qL2P6Ql2Wb5l3V2JIkCZfPiWpRyiKDuUx+mgbFTNGK+rQSpopFwe17f+XP5bNXrj7wQcPlc06LBpGkkpHfNK/2huxPtag431J5RrEo1DRW4nifaj+835EkieqmSr765x+jurGSZ370eimlwxBoBY1CToAEsiyjWhRsXgfVjZXc9tHVbHpwBaE60zFhYmJiYmJiYvJBpq7ez+c+v4He3gl03SBU5aUq5L36B2eI6ZyYQpYl5iyqp3l+Lcd2dwIw0j/ByX1d1DRXIssyhm5wbPdZIqPx8ufmLm+ioS08o6iFQNiHzWFFK5aqF8QmkmRTs8/rz2cLTI6c74PVqhII+2bdzs2KEIJkLI2hm86JcwSrfagXpF/ousHkSOyG7c9qt+B/y40mGU2TSedN58R7nEQkTV/HMPlsEVmWaF3SQPOCWgq5IpIk4XTbCVT7aFlUT+viBiqqPGaki4mJiYmJiYmJCfF4hgP7exgZiSMMwUmGCARd3Hf/8uvSvvnEeQHBah9LN7bTcaiHQl4rVeV44zTr7lmK2+ckFc9w9M2OskCc3WVjxa3z8QbcM2q/vjWM02MnnSg5J6JjCWLjCYQQM07JEEIQGU0Qv6A6h91lo74tPMvR3jgUVZ4mKaBrxqxEJLLpfHleTEpUVHoJ1lSQiJZEWot5ja7jA2x6YMUNSedRLQq1c6qwOazkswUARvomiY7FCYS876sUog8KQgiGusf53p89zuEdHShqSeDyC3/yII1za5BNLQmTDyiaoVMwNByqFekGK8DowiCnF3Eq1vJ99Nx3nXlfNTExMTG52dn+2mmGhqLMm1+DPPW95fZcv4VLs1rHBciyzKqtC/EGzzsbju/qJDIaRwjBxHCMk/u7y+8Fwz5W3Dp/xg8UDW1hKmvO5/drRZ2T+7vLaR4z5fieTowLKh74qzw0tFXPqo0bid1pmzYn6UR2mkbH1RjrnyQ6/t4sjfrWU0EIgbg2eU8AnB4bc5c1lf8vFjU6DvWSimevue1LIUkSLQvr8V1wLUwMRek9NWxGtLxHKRY0Xvr5Lo7vOQtAsLqCT37jHppMx4TJ+4i8XuRUfBhtqpb8WC5Bb3ryis7us6lxHuvb9470L5JP89PuneSMYvm1oqHTl468bYe8Lgz60pPsGj/L7omz9Kcj1+V7x8TExMTE5K1Eo2nWr2/nttsWsGXqZ9WqOdetfdM58Raa5tUyb0Vz+f+J4RinDvQAcPpAD9GxRPm9JevbqW6cuSChzWll1W0Lpr22/9Xj06IgrkYikmb/qyemvbZs07ybSnPC63chy+dPreh4gvhEakafNXSDjkN9jA1cuj7wzYyiyNjs09Vqi3lt1s6nS+Fw2Vm2aS5255TQjoCzR/s5tvMMhnFjxEPnLKyjaf55TQutqLP91/tJRGd2LE1uLhKTKU7s6Sqfj75gSbPErL5h8n4iVsjww7NvkNVLxv++yW6eGzxCziiS04uktTxpLY9m6AghKBo6DsXCIl8dEhJCCLJ6AV2U7quGMMjqBQxhoAuDtJYnVcxTnPr8uUiInF4kVcxRMLRyu6Vtc+T1kraUPnWvXlLRgCop5e26U+M82rOLpJYjqxXKbZ5zVhQNnbxevMRoS46JvRNd/MuZbeyL9HAo0sepxDAIyn3K6oVyX8/9DaX3dcNANwzyF4yheMHcpIqlMRSmxmAIQVYrTI2r1EchBAVdI1XMTc3N7LW0TExMTEzeGzQ1VbJ9+yl2vtnJ4UO9HDncx5mpghLXAzOt4y3YnVbW3rmYXc8fRdd0dM3g0OunuP1jazm4/WR5O6vNwpo7F6NaZ1fKce3dS3juJzvKJfp6Tw+z7Vf7eOh3bsNis1zxs8WCxrZf7aXn1HD5NV/Qzdq7lqBabp5DWd1cic1pJZMqiXZmkzkOvX6aOYvqpjktLsXEcIzXnzxQTiV4LyHJEi6fA0WVy2U4J4ZjJCNpnNeo0yArMgvXttK6pL608i0gEUnx5A9fo74tTEP79Y+csTms3PrgSo7s6Cgfj+N7zvLyL3bz4Je3YLuOZYNMbjyGIdC1846yyGicvS8fY/G6NtxTYr1mWLnJex0Bl4waeHn4BGeSoxiGQVYvsinUzqbQPE7Fh/lF7x58Viergs3k9CI/7HqDzaG5LPLVMZyN87OePXym+RZ60hPsGD9DUddZWFHH3TWLGMhEeHrwMFV2L33pSW6vXsAyfyOvjJzkaLQfXRisCjZzT+0ShrIxftK9k0QxyzJ/A6oi05Ua40fdOzkZH0Q7ZdDmCbOxqo1f9u/ny62bcas2to2eIlnM8nDj6ovGFStk+M3AIbaE57E5NBdZkhACRnNxft1/kPFckgqrkwfqlyMQPNF/gK+03YrX4uB7Z17jzppFCATPDx0jaHPTn57kntolLKqo48WhY5yIDyEQrA7O4Y7qhfSkJnhy4CAZrUCV3cOHG1bgUe38uv8APekJFElmU2gu66va3oGjbWJiYmLyTlPUdBKJLDt3nkFRZCQgFPbRPvf62CI3j0V7k6CoCvNWNlPXGqLv9DBCCHpODnH6YA9dxwfL27UsrqdlBsb2hUiSRGN7NXd9aj2PfedFilO6Fr/5X9uobqpk7V2LsVgvLgkqRMmo2PfycX75zy+TnTL6FVVm4/0raF/acFOtflZUemieX1uOMsnnirz6yz2s2DKf5gW1l5yzkghmhie++yqH3jj9Tnf5uiBJErVzqnB5nSQipeiCnlODnNzfTbCm4qLSnLMlVB/g7s9soPf0MKlYBiHg8Bsd/Ov/+yRf/JMHqG0JlW4SlzAwhRAgSit3hWyBM0f6MXSDRbe0Yr2CU2z17YtYuWU+u54/ghClFJ1ffudlrDaV2z9+C06PA0m6OFf63MqcMAS6bhAbT3D6YC8ti+qonRO61K5MbjDuCicN7dWc2NuFEILJkTj/9CePMHdFM5U1FVjtlun59lKp1KzL4yDUEKB1cQM1TZVYbO+vssUmHwxSWo7BTJQ/XnAv/ZlJnho4zKrgHJb468nrRV4YPgaAXbEQtvs4GOljka+OzsQokgQFQ+OFoWM81LCSgM3FP3e8QounCoTgVHyEO6oX8mD9clRJIVnMsXP8DB+uX0mbN4QxdT9scAX4/Jz1fKfjVQxKWlPzvDU83LCKp2WV/33xA8iSRG4qSuJYbIBl/gYORXq5vXrhJccVK2TI6gWWVDTgVEuRdYYQPNtzFLti5Q/n38XrY6f5Vf9+toYXMJFLlfszmU+RNzQ0Q+NUfJhvzL+ThxpWYJEUYoUMeya7eLhxNc2uSowph88zg4dp84RZHWzmJ907eXO8kyUV9RyPD/JbLZvw21zlHGQTExMTk/cfd9yxiBUrmujvm2TuvBpsNhX9OqZ8m86JS1DdVMmiNS0MdI5i6AaxiSTP//RN4pMlg1O1KCzbOJfKmopZt221W/jQFzbScbiXA9tOIASMD0X57p89Ts/JIdZ/aCmBkA+bwwJI5HMFomMJdr94lOd/+ua0dIe2pY08+Ntbrlo9QSvq5LMFigUNXdPRijqapqMXS3+P9k9OSw3IZwv0nR6hkCuiqAqqRZn222JVsTutyMqlHTNun5Nb7lnKsV2d5VKp3SeH+Of//As+8rtbaVvaiMvjQFZktKJGOpFj4OwoL/z0Tfa+chytqOH02Mmm8u85UczWJQ2E6v1l50Q2lefn//g8siyxYHULLq8DWZEwDIFW1Cnmi+RzRVSLctVSjZIkse7uJZw92s+zP3qDYkHD0A12PX+Ewa5RbvvIapZsmIsv6C4bkIZuUMgXyaXzjA9F6TjUx8m9ZxnsGmPTgyuZt6L5is4Jb9DFx79+FyN9k3SfHARRStP58V89zaE3Orjto6vLQq+qqmAIgV7UyeeKpGIZ+jtHOLG3izOH+tA1na/9t0/edM4JXTPIZfNohenXxbm/h7rHypEwAFpBo79zFEmSLro2VEvpx+60oqjX5oy63jhcNu769DrOHOmj61g/QpTSxPa9fPyyn5FkCVVVsDmseCqcLNkwl3s+u4H2ZY1mBY/3Gflsgf6O4atGrcmyTKgxSLB69t9/7wTnHGxlB6kovQoSC321VNk9GJxPx/BYpn9/SpLE6mAz/9a1g7SW53h8iDXBOeT0IoeifRQMDauiUjB0Mloeh2IlZPfQ7q3GrpTupaoss7aylWcGD9OaCHFbeD7YZj4Gq6ywpKKeo7EB/FYXAmhyBy+5rS4MZCTUC5z+BUOjPxPh/rpleC125nqr2TV+lrQ2vTrYhd+uNQ4frZ4QtqkxKJLMykAzvxk4xFxPmFvD8zCE4HC0n570BPsi3cQLWRqcAUJ2L3O9NTzSs4slFfVsDM2d+WBNTD7AaAWNvo7h8qLjlQg3VhKsqTAXB0zedc6cGeGpJw8x0D/JN755Nxaryp7dZ3n4Y2uuS/vm0+UlsNmtrNq6kB3PHCIRSZOIpNn53GHSyZL4oC/oZtXtC99WKoUkSVTVBfjCf3yA+GSKziN9AIwNRPjJ3zzN84+8SfO8GryVbiRKxkPv6WHGBiPTniSqmyr5wrceoGluzVVvVKf2d/Piz3YRj6TIZ/LkswVymQL5TIFcNk8mmStXIAEY6Bzlb775bzhcNmxOKzaHFbuj9NvmtFJV5+ehr9x2WSPTYlVZd/cSdjx9kGM7OxFCYOgGR3ee4cyRPloX1VNVH8BqU8mmcowNRuk9PUwuXXpwqp1Txab7V/DkD14jm559qdV3k1BdgI33r6D7xGDZoO0+Mcjf//GPpxwXQSw2Fb2okU3nSSeyJGMZ5i5r4ht//dmrtu/xu/jEH9xNMprmjacOlh1OPSeH+OHJ3+Bw2wjXB3H5HMiyTDFfJJ3IEhlLlM7fC86hmWhhyLLMgjUtfP5bD/C//usvGeoeByAZy7Dz2cPsev4IwbCvVCbXacXQDfLZAonJNJHxOFrh/D4qqjzcjL6mgbOj/Pp7rxIbT5DLTl0XmcLU33kyqVz53ASIjiX5x2/99JLXh91pxRf08MCXb6V1ccO7OKrpnDPUWhc3sPWjqxnuGSeTvPrDkDAExYJGsaCRimcY7p3g8I7TfPVPH2bDfcvNh6T3EeODEf7qd79L78nBK25nd9n48p9+nId+7853qGezw6FYEEKQ1vJ4LHZSWg6bUvqutimWKTdFicuJRtY4KvBbXeycOMtkPslyfyPD2TjtnjDfmH8XQZsHAFmSOBYbQJUVVOm8c8AiKdxft4yVgSaeGTzCT7p38ieL779sn0uX0VRCigBZkpnrrWb3xFmORPupc/rxW12X/KzXYkcXBqPZOFVT/VIkCauslCMwNMMAqeQ0QSpFVuT1Ilm9wLkvBVVWUKTzDlWLrPBQw0rWBOfw5OAhHu3ZzR8tuJsqu4fPzVnHPG9NeQ4kJD7TvI6+9ARP9B9gPJ/iq+1brnCUTK4n556xhs6OcWrfWSaGomhFHZfXQcO8WuavbsFd4QTMijA3G8lYmr//wx/QcYHY/uX4yl98ko/9wT1IinkMTd5d9u7pYtPmuRw53IemG4T8Lnp7J65b+6Zz4jIsXNtKXUuYRKQLXdNJxTLl9+YsrKNtSeM1td+2tJE//MvP8KP/70mO7DxTdg5MDEWZGIpe9nOKqjB3RRNf+NYDLFnfNqN0juGecXY8fbBcwvRqGIYgFc+Qimcu+X6oPsCWh1ZdcQU8VBfgs398H9//i19x9mh/ubpILp0vaSZMVQyYhgSN7dV8/lsP0NBezSuP73nPOScA7vjELfR3jPDGUwco5EuRI9l0nmO7OoHOiz8gcdWoifKmkkSw2seX//NHqKrz8+KjO4lNpMrGZzaVp+fU0FXbkRUZm8N6UXWRy+1z7Z2LcHnsPPJ3z3LqQDf5bOl8FUapis05DZUrYbVZsFxjasuNIDIWZ8dTB8tlWq+GEIJ0InvZ68lT4WTdPUtvKudEPlvk6M4Onvrhds4e7SefKSArMk63DavdivzWhx1BObonn82XjzfAaN8kP/6rp6mqC9C+rNF82DW5qXCoVhpcQX7Rt5dWd4gDkV4+0bSGruQ4b3XHGkIwmInSl5kkWshwJjFCtcOHS7WzuKKOR3t2c2toHm6LnZAQ1Dn9vDRygnZPmKxeYHXw0urkiWKOw9E+7IqFCquTZLF0rxjLJehKjZMoZjmTGKXRFcBvdRG0ucnpGjvGOqlzVtDiCRG2e6m0eTga6+cLLRtRpEtHKvqtLtZXtfFoz27WVU3gUu2E7V7WVbaxa6L0PXs42sdyfyN1Dj8Iwc7xMxQNg8l8Ci5TOjVWzHA0OoBDseCzOCnoOjISa4NzeG7oKIlijoxeYKGvFhmJ04kRnKoVr8XJTZRl+oEgGU3zxHdeZNsvdpWc7JmS6KlqUXB5nTQtqOXj3/wQK7YsRDUj3kxMTK4RVVUoFjQKBY1spkDnmVHs9uunQ2fepS6D2+dk7V2LObmv66L31t+7bCrt4u2jKDJzlzfxR3/3eV54ZCevPL6HwbNjV0xjqG6sZOP9y7nvi5upnVN1Tfu/0UiyxNIN7Xzzbz7P4995kb0vHb+sswNKQqTLb53Px752JwtXtxCbTFI7p2pGRu/NRlWtn6/86UcJ1lTw6uN7ZjSGyzx3XnpbSaKq1s/n/sP9LLqljZd/vpsDr5284vyew2JTaZpXw5L1c9ny0Cqs9pmdx6pFZdmmedS1hHj1V3vZ/uv9dJ8YmiaweDkqKj3MXdHE2jsXT6v+YfLOkMsWeP6nO3j0758lNlU1p7qpko33Lad9WSMVlR4sNss0E0WIkmMik8oxPhTl1IFu9rxwrHyO9XUM8/IvdtM4t/p8BRkTk5sAVZL5zJx1bB89xVguwccb17DM34BdsaALgSxJeCx2tlYvwCqrHIz0Mp5LMsddxZvjndwanofH4mBRRR0bqtrYEGoHwGd18Lk569k+1sGhaB/NrkoUSSZk95aFKMt9kGWyeoHTiRHcqo1PN98CQE9qgo7ECAt8Neyb7EaWJHxWJzWOCj5cv5xj8QF0YdDiCaHKCm2eMNFCmjbP5RcCbIqFhxpWUuv0czo+jEVOU233sinUjkVWOBEfot1TzebwXCyywmfmrGPfZA9Vdg+fnbOOarsXTRhsCrVPH4OkkNbynE4M47M4+WTzGiRJ4p7aJbw53smx2CBeiwO1ohQ1Ei2kOZUYJmz3sslM63jHyKZyPPYPz/Kr//4ixfz0ii7FvEZsPEFsPMH4QJRv/sNvsezWBZdpycTExGRmrFvfyrPPHObw4X6GhqI47DYe+PDy69a+dJPk9N8UnbgQIQSJSKocxn4hDe3VuLyO67ZiWMgXGemdoONQLyf2djHcM04ylkGSJNw+BzVNVcxb1czcZU3UzqkqCdfNYt+xiSRj/ZPo+vUpOWmxqtS2hKZVoCgaWdLaJA6lApviLr8uhCAZzdB7eogTe7voPj5AZCxBNpVDVmT8IR/N82tYsqGd1kX1+IIeJFlCK+oM906QipVWs70BN9WNwUvm8RcLGkNdY+XqILIiU1XnJxDyzXhMhVyR/s6RcgSLoipUNwbxBtxX/FxGi5DVS84HGRWPJYwql4y1bDrHQOcox/ecpfNIP2ODEbKpHEKUnDEVlR5C9UEa51Yzb0UzcxbWzbi/5yjNb5qh7nFOH+qh69gAo/0R0omSYKbNbsXtc1BVH6C+NcSchXWE6oMEwt6Lyp7OFK2gMT4UpbdjmFP7uxnoHCUymqCQK6CoCnanjYpKNzXNVTTNr6GhvYbKmopSidnL6JS8lUwqVxakBVCsEv5mGafThVMJXtfV+nQiy2DX2IwcLTNBURVqmqvwTIXRvpXxoWipikthhIKRwVPhpLGlAa89jCLNzFk00jtBdCJ5LqGeiiov4frARfNr6Aa7XzjKt7/1k3I53/mr5vC7//XjtC6qn5G4pRCCdDLLM//6Oo9++zmyqVI0U+viBv6P7/0ONc03t6PUZGYMdI7wF5/7p/d8Wsf7gbSWpys5zkvDx9lQ1cbayhZ605M80rProm1XBZrZWr0Ai3zzRaWZ3FiEEJzae5Y//+w/ErugzP2lkBWZWx9ewzf/4Us4XNdWPczk+hEdi/Onn/r2rNI6ZvocZWJyoxCGIBJJMTaexNAN/AEX/goXDudV7YoZPbybkROXQZIkfEEPvmAph3Mke4LR7HEEgk5dQo1b8VpqCNkXYFc817Qvq81CQ3s19W3VbH14TTkFooQgZyRQFAWH6ntbRllFpYeKymvr49UYy55ix/h3WBH4NO3e28uvS5KEx+9k8bo2Fq1txTDEtOiQUqUHuRxWfm58qkWhoS08bR+6KJIsTuBUAijyeSPOYlWveUXeare8rTD83vRuTsWfI1UcQ5Es3F37X6i0l0qoOVx22pY20rq44aJxQ2msklSKMnm7xrYkSXgDbjx+F3OXN2EIgTDeup9z+5KuaV/nUK0q1U2VVDdVsub2xeU692/t1/n9zT7P1em2M3/V+ZDptDbBy8P/D4HcHNZV/i6qdP3Cx1xeB3OXN1239q5GVa2fqlo/uydeYTR9gM7iCN3jjdxR85/wWMJXbwDK8381cpk8z/1kR9kxYbGqfPzrdzF/ZfOMj4kkSbg8DrY+vJYXHt3JYGoMgJG+CdIz0K0wMTGZHclijoORXpb6G1gaKH0vNbqC/G8L771oWwXZrI7xAcXQDY69eeaqjolz23Ye6mXo7BitS68tLdnExOSDjSRLBCs9BILnF3Bf23aK27Zen8gs0zkxQwbS+zgQeYSAtQlZUikYGQw0Km1trK38bXyWumsy+s4ZqsgKF65/aEaek5HfELDOoc1727UO44YhEBhC41JBMOfmRVIkrmVxJ1Ec5uDkI6yp/BIeeWZG3I2mxb2ZWscyOhIv0pl85SKBNUmSrnncM6G8nxu7m2n7A1DUd+ahWAjQhY4Q1ye64WZgacXHmOe9h70TPySljXMjAshG+ianaZDUt4VpXdIw63uVJEl4gy5cXkf5tWwqh1bQEEKYuhMmJteRaoePL7ZunPaaBFgl85HN5DyGIeg7fXWNqXNExxJERmKmc8LExORtEY2mS898SKQv0AQUCA7s7zGdE+8GbrWKrTV/gtcSpmBk6Ui8yIHJnxKwNrM88Onrupp7jqKRZSCzH7d6c5VffKcRQpAoDDKSO4FxExmoNsWNTXHjVAO8c64Bk/cDDrUCB6U0qLR2/VSOL2R8MDqtNGRVnR/71cPuLomhi2nVVxRVmZEgr4mJiYnJDWAqrXOm5LN5cpn3nsi4iYnJzcH+/d0UCzoDAxGGBqPYp3TrBCXHxfXCdE7MAkmSsEh2LLITi+yk3XMHvamdjOZOoIsCirCgiTyDmYP0pfeQ1aI41AqaXRuocS7FIpfy/IQQJIvDdKXeYDLfhSby2GUv1Y5FNLs3YFPcJIsjdCa3MZo9yWS+m+Ox39CX3gOA11LDuqqvIksKQghihX46k9uIFwfQjByaKCAj41SDLPN/Ar+tkUi+m4ORn7Ey8FmihV760nvI60n8tiaWVDyMQ/VhCI2hzBH6M3tJFEcAgUetpsWzmZB9fnl/uigwmDlEd+oNCkaaoK0Vl3o+xNwQOj2pnXSltrOx6us41AoAdKPA0dgT5PUkywKfxCa7yeoxulOvM5Y7TV5PosoOwvYFtHpuxaH4EeiM5k7QndzBcPYYqeIor499G1UqzWWbdyut7i1IkmUpJtsAACAASURBVIQhdKKFPrqS24kWepEllbB9IS2eTbPWKRBCkDeS9Kf3Mpg5TN5IoGChwtbIPO/dMw6/B8jpSXpTuxjOHiWnx1EkC5X2Nto8W3GrVUiSjBCCgpGmN72Locwh8kYaVbIRtLXQ4t6M11pTnttIvoeu1OskikMYQsOp+Kl3rabeubKsd6EZpfOwJ72LnBbDrvhodm+g1rkUi+wotxUt9NGd3E6sOIghNBxKBXXOFTS61pbbmglFI0tfei+DmYNktCiyJBOwNtPm3ToVVSQTyfdwJPo4c713Mpk/y2juJIbQCdsX0ObdWj6HhDCI5HvoSL5IsjiCQwlQ61jK24ksEEIwWeimM/EKKW2MopFDF3lkScWjhlke+CRuNTzj6zZRHKYrtZ2J3FkEBlX2dlrct+K1VJePY1Hk6EvtZjBzkLyRRDNyGOhYZAcNzjXM9d6FKs/MQaALjclcJ12p14kXBlFlO3XO5TS51mFXrp7mZRjGtFl7a8rPbOZxoHOEZOz8l48/5MXutJlREyYmJibvEvIsHMTn0i1NTExM3g4bN85FCMHTTx3ittsWUFVVkgwQwKM/3Xnd9mMu9V4DimTBpnjLK/mGKNKReJFd4/9CTo/jtdaS11O8Of7PdCReRIiSIGXBSLNr4rt0Jl/FpnjwWMIUjDRD2cMUjFJuuABsshuvpRpFsuC11lLtWEi1YyFBWwvSlKZIRo+wa+K7DGUPUWlro8o+l2RxhHhxiBrHkrJjIKcn6Um/ycn4M3QkXsIqO3GqQXJ6HHmqtnnByNCZfJV4YRCXGsSlVDKUPcybY98hVuibGrWgL7OX18e+TVqbxGOpJlbo43jsNxRFtrxNsjjCYOYgmji/aiswiOS7GcudxhAl4clIvpsziVcRwsBrqQVhcDDyCEdjT6BPfVZCxqUGcaoBZMlCpa2tPBdu9bwY30S+k9dH/56R7HFcaiWqZONE/Cn2TPyQnB6f1bHNG0n2Tfwb+yb/jaKRwWupwSI7iOZ7p9JXZk6iMMiZ5MtoIofHUo0iWTkRe4r9kz+mYJSMPUMUOR77DQcmf4KEjNdSgywpjGSPk9LGym3FC4O8MfYPjGSP4VQCuNQgKW2SkezR8nzpRoGOxIvsnvg+RSODxxImZyR4c/yf6Uy8Wj5fk8VRdoz9E4OZwzgUPy61koweZSh7BE3MbnUlo0U4k3iZvJ7AYwlhV7ycSb7CzvF/IaOXSuPm9STdqR3snvg+g5nDOJUgsqRwJPpLDkZ+hm6UzolEcZgd4/+DgfQBnGoQgKOxX02bh5mS1sbZOfYdJvJnqLLNpdLWSqwwQLo4QY1jCTbZM+PrNqmN8ub4dzib3I5d8eJUA/SkdrJj7J+IF4dK2hvodCW3s3fyByiylRrHUqyyi8HMQVxKkJB9Xvl6uxpCGIxkj7J97NtE8j14LNVIyOyP/IRDkZ+hz+AYefwu1AtEZId6JmZcUvhCcpkCrz2xn9hEsvxa07wavAHXrNt6vyAMwVj/JN0nBi76ySSzV6y8ZGJiYnKtSJKEdxZ6YnanDYfbFMM0MTF5ezgcVpxOG/fcs5Q5LVVU+F2lnwonmzbPu277MSMn3gZCCAw0EsUhovkemtwbUCQLseIgR6O/pNF1CyuDn8UmeygaGfZFfsyJ2NNUOxYRtLWQ1iaIFvpp89zG8sCnkFHRRJ6CkcahlJwJXks1CyseYDx3hu7UDhqcq1lYcf9FfRnPdRAr9LO28su0uG8FSsb82dR2gvZW7Iq3vK0hisSLg2wM/T4eNQRIFIw0VrlkYNgUD6uCn8cqO7EqbhCCvvQeto3+LeO5TvzWZjSR53jsN3gsNWwO/SFeaw15Pcnuie/TmXx1dhMpQdixkK3V/wG3JYQsqeT1FLvGv0tP6k2W+T+GXfZR7VhMlX0+kqQwnutgge9+fNbpApiG0DkW/TWyZGFz+Bv4LHUYaHQkXmLfxI8YcB6YJtR5NfrSezibeo1Vgc8x13c3VtmJIXTyempaNZKZELS3sjn0DVxqJYpsQTNyHIr8jBPxp1kR+DQ2xUPByDCaO4nPWs/60O9hkRwIDLJ6DJt8fn+xYj9pbZJ1VV9ljnsTEnJJ/0QUsMouhBDEi8McjDzKPN89LPN/HFW2U9DTbB/9e07Gn6XWuQyftY54cZBkcYw1lV+kzbMVCYWikUUTuWn7nAkeSzUbqn4Ph+pHlW0IYXA89iQ7x/8naa0kYgqlCAub7GZD6Gt4LWGKRpbXx/6J4exRUtooXkstnclXSRZHuTX8TeqcKwA4m9zGqyN/Nas+AaVoG22czaFvTLV1PvKn0t6OVXExme++6nVbYW3gdPx5YoU+bqv+FmH7AiRkxnIn2Tb6t5yOP8/K4OemooZ2ELDOYVXgc9gVHw2uVUwWurEp3rJY6kwoGFkORx/Ha6lhQ9Xv4bJUoRsFDkcf41T8ORrdt1DnvHLpptrmKgJhH5HRknNuuGecbb/ax8e+dgc2h/WKq2hCCAxDkJhM8cIjb/LCozsp5kuOObvTyqqtC/H6Z3eevJ/I5wr84M8e4+zRvove+/2//jxLN82foS61iYmJyeyRFJmWJQ1IUrlw0xWprPVTWRe48R0zMTF5XyMQFIt6efGrUNCoq/dft/ZN58QsKBhZetO7sSteMlqE7tQbKLKNVs+tKJKVidwZdFGkwbUKm+xBkiSsiotm13q6k28wmjtF0NaCUw3iUcN0J9/AqQQIOxbis9bhUgPM9mn2nACjTKkkoBBiKv1CL6/4nkNCod65Eo8aLhslFxraEhIOpYJEcZjxXAeayJMqjqOLQjkqIlUcJ1EYZq73TtyWkg6GVXZT61hKX3r3rPouIaFKViyyk/HcGfJ6El3k0UWeopGZlbZERptkPN+BRw0zkTvDZP4sAFktikBnIndmVs6JwcxBPGqYBtcaLFIpDUKWShVTZouMik1xE8l3kTMSaEbJEVU0suhTESQW2UGlrZ2OxPMcjf6KeucK/Lbmi84Jn6UWm+zmVPw5hDAI2edPOXZKDiYhBJFCF8niKCDKqUAlJJLaKGltAp+1Dq+lGofi43T8BSRkQvYFeCxhrNKlS2BeCQkZu+IlVugjp8fRRGHqdw7NmL7C3+i6BbdaCUhYZCcBaxPjuQ7yRpqCkWEy34VTDVDjWFqOMgjZ588qleYcAqPUO+nc9QGSpGCgT73HjK5bh1LBSPY4AescQra55X75rc3UOBYzkDnAEv/DKJIFgUCRFCRJLs+NhFw+1jMlWRwhku+i1rGMkdwJpFzpPCilbuWYzHdd1TnhqXCx9s7FdB3vx9AFhm7w5Pe3kcvk2fChZdTOqcLtcyErUvn+UcxrpOIZJkfj9J0e5vUnD3BsV+e0iIv5q+aw6f4VKOoHN/huuHuME3s6Ge29WC8kY1YxMTExucHIssTCtW2EGioZ7buybpGiKsxb02qWfjYxMblmXn7pOK1tYZYtK4nrxuNZnn3mML/1pc3XpX3TOTELcnqcI9HHUCQrNsVNyD6PVs9WQvZ5SJJERougSLaygXMOpxoorYJrUQQCu+LhlqqvcDr+PIejj2GJ2wk7FjHPezdBWyuyNPMH/irbXLyWGo7EfklSG8UQOl2pNwjbF+CzTI8ukJBwqZWXXC0VQpDWJjgc/QVjudNYZDs22Y0utCnjsuQEyRtJQOBQKsoGmiRJ2BQPqnR1jYILq1kIIehL7+VY7AmKRga74kOVbMQK/Yi3bHs1snoczcgyke8kG41Oe89tCWGfSm+ZKWltArviw6Z4rilHUwjBcPYoR2O/IqNFsCseLJJjqjoDnJtXVbaxqOJBrIqTM4mX6Uy+SsDazFzvndQ5V5Y1CiqsDWwMfZ2T8WfZO/lDHIqfOudy5vnuLUfDpIsTgOBs4rWLdCP81gaUKeFWr6WWDaGvcTL+DPsmf4Rd8VHrXMZ8771lDYWZjnEy38WR6GPEigPYZS8W2XnZVBqXGkS6oCaNLE0J6ggDXRQo6GnsineaLkPpmvNe1NbVqHYsxqn4ORD56ZS+S47+9D7qHSvKKUEzuW41USCrx6iwNiBJF/ZdxalWktZ2YggNm+KhybWeQ5FHODD5UyqsDYzlTqOLAo2uNbPqe0aPoIkCw9kjRAu9097zWmrKEU9XQrUq3PGJWzi+5yxHd57B0A3ikyke/x8v8fpv9lPTXIUv6MHhKp0nhXyRXCZPMpZhYijGxFCUYuF8GpOsyLQsqufz33qAYM3srqn3E0IITu/rIhm5fgJQJiYmJrNBkiQa59Xwka/dxSN//SSJydQlt5MVmbkrm7n/t2/DardcchsTExOTmRKNplGU8zaC3W5hcuLS95+3g+mcmAVutYrba/4THjWMLMmosgOL5CgbNKpsR6BftEKqGflylMA5AtY5rKn8EvN899Kf3kNn8jUm811sCf8RFdaGGffJpQaZ672LfZM/YihzGKviotWzhRb3rVjkS62AX9rQNtA4m9zG2eRrrKn8Eo3ONSiyhURxhNHcifJ2ypQhqYvCtBKChtDKK9EX7ubC1wQCzTi/opjT4xyI/ARFsrEx9Pu4pozFY7FfczrxwoznAECVrMiShWb3Jpb7PwFvcSjMxHFyIYpkRTPy6LPUl3grBSPN4ejPyWhRNlT9Hj5rHRIyXanXmRjvnLatQ6lgke/DtLg3M5Q5TGfyFXaOf5d1Vb9Ds3s9UDKGqx2LCdjmEC8M0pV6nbPJ7cSLQ2ys+nrJwSPbUSQr66r+HZX2Fi485hJSOWVDlhTC9gX4rU3Ei4N0p3bQk3qTaL6XW8N/hFOdWYiWJnIciz3BWO4UG0JfJ2hrQZEsDGUO05/Ze9H20hU0FyRkZEm96Pw6X6p2dnjUEO3eOzkYeYQh+RBW2cV83z20uDeXRVVnct3KKKiyDU1kuVCYU2CgGTlU2Y4kycgoNLnW0pvexWjuBFk9il3xsTn0DcKOhbPquyrZULCwqOLDtHvv4K3XrvWS1/d0JEmiujHIV/7Pj/Cjv3yKw2+cppAvlf8c7Y8w2h8pbTclqnYlwUx3hZOVt87n4a/dSduSmd+j3o9oBY2zR/rIps0ICRMTk3cPq93Kvb91K4oq8/KjOxnpHScdz2AYBlabFX/Yy9yVLXzk63fRsviDfd82MTG5PtTW+tm3txuH3YKiyBw9NoDfP/uo68thOidmgSwpuJQgbsulw+Iq7a3ookCk0EPIMR8ZFYFgLHcKWVLw25qQKFWVEAhUyU7QNoeAtRmvpZZtI39NrNBPhbWec4aILJXaeKuxdg6BoD+9l1rnUjZUfQ1Venvq+ZqRJ1Loxa54aXatx676QAhSxSPoxnlRS7cawiI7iRR6KBoZrIoLQ2jEi4Pkp8QdJWRUyY4QBlktgkctheNn9TixYj9OpSRymNLGyWgRFvjuo9LWDhLktATJ4shF/ZMopUcYQrukkeq2hHGplSSKQ0iSjEPxl8PUDTRkZiZCeI4qezun4s8TL/RPRYnIU4KHBhLSjKMKsnqUZHGUasdiqh2LQSrpLiSLw9O2E8LAQEeRVDyWMHO9d1HtWMhzQ3/KQOYAze51gFQeu1V2E3LMn9IV8bF/8sdljYOAbQ6SJJMsDlPvWoksKdPOu3NzUUqbEVhlFyH7PCptbTgVPzvH/ydZLTJj50ReTxEvDuCz1tPgXAWShBAGibeMcSZYFRceSzVD2cMktRE8avW0eQzb58+qPYGgL72bFs9m1gR/C0W6WGdhJtetTXETtLUynusgq8fLGhp5Pcl47jRVtvayAyxWHCBRHGJL+N8Tti9825E3PmstdtVHrDBYiuxQ3EhceE7P7PYtKzJtSxv5w7/8DK8/dZAdTx2k5+QQxYKGrhsIQ0xzSkiShCxLyIqMoir4qzwsuqWNW+5ezLKN8/D4P7gimOeIjiXoOtb/tqufmNxYSlWlBMoVqhPE8lleGugkUyzw8balONV3Z0X5wr4CHIuMkNU01oav3ZA0hKAvGeON4W621LXQ4K5gLJvipf5OYvksW2pbWBAIId8kFRyShTxHJodZVVWH/V06HjcaQwgMIVDl65cS53DbeeB3bmfdfSvoOz1EbCKJoenYXTbCDZU0zq+dlRCmIQTbBs/S5PHT6gtedfuD44ME7S4aPTOPphNT8yBJ0rTz7/DEED6rg2avv9wX4yrX8vm2mFXksYmJydtj/YZ2XnzhKI8/XlqA9PmcfOhDS69b+6Zz4joSsDbT6LqFk/FnUCUbFdZ6EsURTsSfJmRfQLV9EQCT+bMMZ49SYW3EKpeM+8HMQWyKF7syXdPAqVTgUHz0pfdMbe8sl6IsYVAw0mh6hIH0ASyyDVlSsSs+vJbaGZcsVCQrHkuY/vRe+tJ7CNiaSRZHORl/dtqKsk1xM8e9kRPxp6i0tRGyzyuVV0y+fkFrEhXWelTZzrHYb1jgKyIQdCW3k9OTZeeEU/FjlV2M5k4wnD2KIlkYyOxnNHcS+S2FZCRkPJYwBgadyVdoNG5BYOBSq/BYQqiyjfm+e9kz8QMORX5Gs3vDlMBmkmihl1bPVjxTGhkzodm9kZ7UTvZHfsJC3wO41So0kSdZHKHGsRSftRZdFMloEXRRIKNNookCieIQFtmBRXbgUCqwyV7sSgWRfDeDmYNYFScj2eP0p/dPc5hk9RhnEi9POVlK8zOWO41uFPBaasrbDaQPkCgOU2FrxCLZykKaXksNqmwHCfzWJtq9d3Ai/hSKbMFvbUYInWRxBB2Nds8dqJKVwcwhYoV+/LZGLJKdopFjJHscz1RlkplikZ04lUoihW76M/uwKz4i+W66Uq/P2IA+h4xKk+sWBjL7ODj5CO3eOzCEzunEC7PSIDmHmLo+4oVBBjIHUKXS9eFQKvBaa1Aky4yuW1Wy0+a5jbHsSfZP/ohWz23IKHSl3iCljbHE/9HynOmiQF5PMpo9QdHIlZx1sg2vpabs8CkaWbJ6DF0UyetJikaOeGEIQ+hYZRd2pXTezPfew+HoYxyNBql3rUJCIqvHSBSGmee7B7syM6V2SZKoqgvw4Je3sPnBlQx0jtB1fJChrjES0TS5TAFd01EtCg63HV/QTag+QENbNfVtYXxBN06PHfk6PlC/VxFCMDEUpb9j9s43k3eGVLHAgfFBVlTV4rVe2ihzWaws9Id55MwhiroG75IxPJHLcCY2wcqqOqyKQn8yTryQuy7OiVQxz4noKD3JKItzGRrcFaSKBeb7q0gVCzzde4oWXwDHTeIIcKgWFgbCWJTZLSa8l+hJRIgVcqysqruu7cqKTKghSKjh6s6EqyGE4ERkDIdqmZFzotUXxCLP7phpwuDwxDDVTg/17vPPvS3e4DTHzWgmSV8yxqpQPeplnBO6EByeGKbS4aTJc/1E+UxMTC6Nz+fgww+tJJnMIYTA6bThdM7M3pwJpnNihkiSUsrVv8IKg1V2szLwWY7GfsXByM/QRBZVstHgWs2SioexKqUVRwmZgfQBDkV+PtW2jEetZlXw81Ta2rgwfNumeFke+DQHI4/w6shfoko2qh2Lub3mPyKEIKcnsCkehlPH2Vn4TnnVWpXtLKn4CHO9d6HKNiRJRpGtl13xV2Ur7Z47SBSG2T/546lcej+tntsQGGVDWkJhYcWDFI0sR6K/RKDjs9bR6tnC2eR2JElGkiRC9vks9T/MyfizvDT8f2NTvNQ5V9Du2UqsMABIONUgywOf4kj0MbaN/jWqZCNsX8Diig9zNvlauVzquTkKOxaw0Hc/Z5Ivcyr+PFbZyfLAp5jnuxsJiRb3ZiRkTsWfoyv1BiBQJCvVjsXT2poJAWszm0J/wLHYE+wa/x4GGhISfmsjoanV+0RxmF3j3yOjTZDRo+T1JHsmfoBNcVNla2dV8As41QDL/B/jcPQxXhv9OyyyjYB1Dgt893Ey/swFx1oiXhziWOzXaKKAjIJVcdHuvZN2z+3l7Qw0ziRfIREZnkqBkAlYm1lX9dUpLQcJu+JhdfCLnIg9ydHoE1PlSks6Ie3eO8tzITDoSr5GLDJYEm2UZPzWRjZU/Ttcs3Dk2BQXS/wf4WDkEV4f/QdU2Y5HDTPfey8FPV1e7ZCkkpH+1mMho0xFNJTOnTrXCpZrn+JY7An6MnuxyR6a3etpct9SEracYb+EEGS1GHbFx2DmAJF8F0hS2QGwPPApWj1bZnzd1jqWsqbySxyLPjFVOUTgtdSyJvgl6p2rkSUFXRTRjDyqZONI9HEU2VouMRq2L2Rt5W/js9Yymj3JoejPyOmJsujsjvH/jlV20uRaX3Z2zPPegyJZ6Ei8PJXqVIq4anCtvsiBNxMsVpWqWj9VtX5W3Lpg1p83AUM36Dk+cNn8bpN3l0yxwK+7j/NC/xlWTtSxsbqJ5VW1HJ4Y5tDEEBU2B3fUtVJhc1Bpd5aNKiEEkXyWbYNdTObSrKyqY1VVHePZNC8PdBLNZ1laWcPqUD2Hx4c4PDlM2OlmQ3UzZ2ITdCciuK02klOOhYDNyUsDZ5jMZVkcCLOlruWivk5k0zxy5hDHJkc4ODHInQ2lCMIz8Ql+cHIfbouVextL5dleGexkJJ1kaWUNq6rqeK6vA4CRTJK14QaWBWsuWln2Wu3c1dBOfypWfq3FG0AIQU8yynZDu6S2U38qRlc8wq21c5jIZTg6OczKqjpORsc4NjlKlcPF7fWt5HSNl6eiMJZW1rA23EBnfJK+ZIyhdIKAzcGHmubTERtnx0gvqiSzta6VFt/FFSPi+RwvD3RSFDoPNi/AJqu8NNBJQdcYTCdYGqxhfXXjRWMs6Dp7x/o5HR0nms+yJtzA0mA1bwz3MJhKsDgYZoE/xL6xQdaG6/FYbLw50kuTx1+OEJAkic21c6h2ujk4PsR4Ns1wOsFtda0YCDpipbb9Vgdrww2ciIwxmk3itzlJFHLc0ziXVLHAtsEuDAw2VjdTYbPz2lA3mmGQ0zTuamijYOh87+ReMsUCh8aHeKhlEUH7xaHQRyeHGUwlGEwnqHN5ub2+jTPxCXaP9OFQLWytb8VntfPGcA+d8Un8Ngf3Nc1DliReHexiKJVgUTDMunADHbEJ3hzpRQI21jTT6g1ycGKIsWyKwVSCVaE6llfWcCo6zq7RPoqGwf1N85EkODg+xJHJEZrcFWytb8WmTDcZdGFwfHKU7cPd3FXfztyKSgbTCd4c6SWvl56ZPtQ0D6us8PJAJ0PpBM0eP7fWzmH3WD8/7zxCg9vH8spa7muaz4nIKK8OnuWO+jYWBsKMZJL86+kD9CaiHJwY4kNN8xjPpnGpVhYEQrwx3EPY4WY4k+CnHYeodXlZVlnLh5sX0JuMTTu2czz+a9IPMzExOU939zh2u4Vw2MfePV2cOTPCli0LaGy6ducomM6JGbPQdx+tni3lVe1LIUkSLkslq4OfZ5HvATRRQJGsONSKcsUHgICtmS3VfzxVkUJDQi6tlqq+sqbD+TZlmt3rCdnnUTSySEhlY6lgZDgQeYSCkeG+uv+rHHWhizwn489wZKo8oluuotLWxkP1f4tLrbxs/72WGjaEfo+cHkcIA4vsxK74aHLdUlqVnxqjU/GzuvKLLKp4EF1o2BQXNtlDk3sdNrm0kmuR7Sz0PUDz/8/ee4fHdd13+u+9d3pvGGDQOwvYOyWKoqhGVcu2mnuJ7WSTbLJOT36bdbLJJmuvNxtnk9jOpjq2JMu2WlQpSpRIiqTYO0gQvWMGA0zB9Jl7f38MCJIiSAxEACSk+z4PHz4cnrnnzLn3nHvO53yL5VaychJJ0GKUnOTIkJETEye+tdbNlBiXkJETiIKIQXIgCRqqzbdclgYV8kLNKtdnWWS/j5ySyQso0kWVXCPqqbPeTqlpBenc2HjWBC16yTLt1Jj5eAyLcXgrSOUi5JQsoiChFU0Yx/vZqilmg+dryFx5oq8R9OjHf2OFeS0eQz3pXAwEAYNoRyPqqTCvnbgfRsnOOs9XWO58dMJSRSPqMUrOy+JllJvW4NHXk5GTKOQQBA160YJBsk0EKIV8LJIVridZYN92MXaCaMAgWRGF/LAvMy7H5asmIyfGryWNX8t+2bUKodiwiNuLf5tULgrkLWx0opky0wpM42PGra/jkYq/nsjycoF62xYqzGsm+kJEQ6P9bsrNq8nISTSCFqPGOS6yCBMBNKciJUc4GPxXJEHDQ+XfnbBsyAtrv+DU6AtUmtdhkKwFjVtBEKk0r8NrWEAqNwYo6CQLRsk+0aeDiVOcGP0Fy12PUWZagYiEgkIkM8Duob+hK7afpbpPUmRo5Jai/zTpxkAvWiaCluokEwvs26gybxj//ReCg1qvElNGZbbJpLOc3n/+RjdD5SroJA0LnEWcGhli8/impDsa4vn20yxzl9A84kcrijxQdbmLmKwoPN9+inQuh8tg4rm2U5Rb7LzYfgavycxd3npMGh2dkRHe7mvjgaqFnAgOsKPnPMFkDI/Rwt6BTpZ7Sjnk76PUbGUgFmV9cSUlpsnfP1adnka7h1gmzR1ldfhMVtpCQWKZNGu85bzUcYZKq4O28AjDyRilJhsvtp/BYzDzZs95HqxexAJHEa91naPB7sGsLezkKpHN8HZvK8vcPnTilctAg6ThcKCXRoeH1nCQjsgoTr2RVzrPsszj46C/F7NWx1J3CQ69Eb2k4cWOMzS5ijkfGuZIoI8n6pdj1GiRFZn9g90YJQ1NrmJsusnjP5m0WursLp5vP83d5Y1odRLv9LWx3FPKWm85L3eepclVjF1/uSWMPzHGnoFObi+tZXtPCwKwZ6CTQCLGJl8Vr/e0YNRoaYsEsep0NNg97B7oYKGziH84fYBqq5OxbJqftZ7gs40r2NFzniZXMXeU1+E1Wni3v51jgQEeq1/KCx2n0UkSJ4ODlFscHBjqocJq57C/j8PDfZSabGRkmZ+1neSeiga2d7fwjab1NI/62TPQybbKRqqtThRga3k91qvcr1PBIToiI3yybgkWrY6RZJyfuRvBcAAAIABJREFUtZ5godNLfyzCa13n2OSr5pC/l+UeHxVmOxpR4pXOZvpiEcrNdl7uaKbEZEUUBIpNVgLxMV7sOMN/XnYr+wa7MGt13F5Wg8tgoi8W4fn209xb2YhFq8OuM6AokJZz3FtWy7OtJ2h0FF0hKokIVFmdJHpa6I9HaHR4GIhF2NFznl9bupF3+jo4GujDYzRzPjTMam85ZWYbOkmi3u7GZ7KxobiSJlcJAlBpdZCRc/TFIix2FePQGai3u9EKIlvL63AbTOwZ6MStN7HI5eVkcADB7aPO7qHUbGd9cQVL3SVkZZmftBy97N7+2tKNWLTTiz2moqIyOe/vb6NpSRmpZJbdu89RW1PEW2+d5itf3Twj11fFiQIxapwYmdpcTBhPj6jVXX3jIAqacZFjaoVJQEAStJOmUUzJEXpjh1jkeIAiQ8PEBklWcjh11bRG353YOGtFA0591bXrEoRxc/LLRQGL6L2inE4wofvAb7SJvsv+rRH12MSSK+oxXuK6IqGZ1N1Cq7vSrSAvzJjQSdfqWwmzxjWegvMiWTlFa+QdQumeq34X8v1UY7l1PG7D5P1xAY2ox6mvvOb1LrbJc4UwZNddzKYiCOI167pYp+6K+3E1tKIB7ST9fwFJ1GERJ4+fklOydMfeZyjRfM06REFDuWkVpaZlmDTOK+JU2HUXTVe1ggGXvvqKaxgk+2XuTIIgIHHlM68VjchKjt74EfriR6/ZrnzcETt98aOsdn8Bt772suCtDl0FQ8nTEwFbCxm3+d8rYdK4MGkmzxU/kDiJgkyFee1Eyl5FUTBIeeExncuftusly2VpfK+FJGgwaz2YubqwqDJ3xMJxWo93TV1Q5YagEUU8BjN2nYFKiwOnwUTzaIDesTANdjcVFjsVFgcfDDCblnO0hIbxGi2YsllWe8vQCCI9YyE+WddEkSF/KLCrvwO7zsBSdwnJXJb3BjoxSBqqrA66o6M0OjycGB5giauEofgYhwK9LHIWUTuJebxe0uAxmnHqjVRZnRPuFUvdJSxxFXPQ30MwGedcKIBB0jCWSbPKW4Ze0mDSaFlfXEEim+G9wS4S2UxB4oSiKOzsayeRzbKlrHbS2AcOvZF6u4cD/h4G42OsKSpnOBlnIB6lPuOmwe7Ga7RwbHiAtkgQr8FCMBknq8hoBJF6u5tFrvx7SlYUNvqq2DvQxQF/L1adAY/xyrg1WlGiyGi5zD1AI0qsL67Aa7TwRs95Ytn0FeKETpLIyjJHh/uxavWUmKycHQ2wwFnEYlcxJ4KDDMSi3FJSxbv97Ywk49TbPGhEidbwMKVmG3pRYoWnFEkQsekMNLlKWOj0IisKipK/H02uYvYOdhFJp3DojZRbbIxlUpSZ7QwlxjgfGs5b4ggiKz2liIJAqdnGqqJSUrks50IB9JIGt8GEgDARU2EydJLEAmcRi5z5PjwzknfNqbI6cemNNDg8FJssrPVW0BIKEEiMUWK20hIaRkZhLJNiZVEpWlFiZ28bWlEko8gEk/G8CbZGS5OrmIXj1z8+PIBOkljmLkEvaZCVvGi+xlvGIqcXu85AJHNl8F9BELDrDTh0hkssMqHe7map20d7ZJRoJsUabzmNjiLOjA4RTieotDpw6U049AbKLHZ85vxBjk1nwKk3TYxMg0ZLkcHMWDpFtdWFRszXoow/x1k5//526Y049AZKzTZKzTZGU4kr7q04TetZFRWVq5NIpNFIEvv2nWfp0gpu37KQH3z/rRm7vipOzGM0gh6Ltpi+2FGKDYswSHYURWYk3cW5yBuUmVYUFNH/44CAiF6yTBnkURL0E6fWH2cEBHSiecr+EgQJrVh4oK2ZQCcaCwjWKWKSHJg1RfTEDuLR16MVjShKjkCqldboznyK1hm+1xaNl2QuQnfsAGXG5QiCRFqO0Rp9BwWFYuOiabsYqdxctJ3oJjwcudHNULkGeklDTpFpCQ0jCAI+s5Uam5NFLi86UUOFxU4yl6ErOkoolaArGqLW7mKx04tGlFhVVIasyDj0RiqtDt7ta2eR04tFq8dntrJ3sIvDgT7OjA7hM9uIZ9LjgZIvbp5i2TSNjiIsWh3vD/Vyd0XjpG01a3RE0ilaQoEJAUMad3GD/KZ9sdNLLJthfUkFGTk3scHVTDP4n6Io7Bvs5p2+Nj5R24Q/MYZOlK4IPqkRRJpcxTzXfopkNkuTu5j28AiVFgdL3SUI4xvvg/4ePHoTPrN1IqAnQr79F8hv8BVWFpVyYKiHE8EBGh1XCq1jmRTd0RCjqQQ9YyFqbE6E8baMX3bS5OI6UUIrihMbbo/BRKXVQUsogFWroy8WZom7hBqbkx2953m3v4OvL16HRatjodNLucWOz2TFqNFikDSIHwjQCHnB61KXgPxdvhig0azVstjppcxsp8JiRy9pyCry+LUuv0c2nYGWUIDzoWEqrY4rXCUuXP/SNngMZhrsHurtbuw6A26DGVkBl8HIEncxr3W1sMmXYpHTSzAZZ11xBVlZxqEz0BsLc3d5PT1j4Yl7JHygXU69kXQux+FAH1atnrLxGBATv/sqryxZURiIRxlOxjHHIgQSsfHglSLiJWMhns1QaXVg0mrZM9DJ5tJajJIGg6ThfGg4X6fZlr9WIoYkigzFo3iMZqw6PcFknJZQgBqbC5fBTFs4yNHhfjqjo3nhQRAwSlrOh4Zx6A2UmKxX3tubJK6KispHgQULfLz66nEEQeCOrYuJRBLYbGq2DhXyqSdXup7kyMjT7Bj4H+Pm7jIiWkqMS1jhenTCzeLjjiRqqbHceqObMW8QBYky0wrKTCtudFMuQxQkio2LC0rLeSG2xNHRZ3i977+hEXXIyGgEPWWmFSx3PjqRTnSmqLbcQjjdx8nR5zg+8iyiICErMmaNh5WuJygzrZrR+lTmFkVROHeonVg4caObonINioxmtpbV0zzqx6TVstRVwqN1Szno7534/0Q2w/nwMPV2N2dDAbwmC5+qW8Ku/g52D3RQbc2LGZ+uW8pbva3sG+xiqdvHqqIy7qtawJFAHyUmKxuKK+mOhnAbTWwsqcRntgECiWyGo4E+FBQ+Wdt01bbW2l0s9/g4MtyPXWeg3uEmmctnZVrhKcWuM7DJV827fe3s6m+nzGynwe5ha3kdWknCgp5NvqqrZhsRBYFVRWUUGy0ogKzIVFudnA4O0RUZxV5pvGLjJggClRYH8UyaVd5yDJKGRoeHh2sWcXS4H1EQKDPbubeykXf7Oggm43yytgmzRke93U0yezGjloLCYHyMtvAwRUYzd0wSewNgJJmgPTJCrc1FSyhAkdHM7WW12HQGtKLIrb6qSd0gBuNRsrJMPJNmV387o6k4W8vq2T8kcCTQz+bSGhY6i5AEgTvL6umJhSmz2NEIIl9YsIqdfW10RkdZVVSGz2xlXXHFRBwIAVjoLJoQlFcVlaETJVK5LB6jGbNWi0NnJKfIbCyp4p2+dnoHwyzz+Kix5WMrAJRb7Bg1WjSiyFpvOaFUgn2D3RQZzZOKE5fWCeAxmnmyYTnvDXSSkWU2l9Zg0Gg4NxpgLJPirop6ysw2ysz28ee3E5/JSqOjiIerF3EiOEiJycq2qgVoRYmVnlKKTRfXhuUWO4/VL2X/YDc5RcZlMLFm3AUDYL23kmLjlWvJnCJzdtSPS28ikc3QHhmh2GRhQ0neonSBo2g8hbzMyeAA6VyOB6oWYtPpkQSRrWV17B7o5PTIED6TlXOjAWx6A+lclrbICE69iUXjriwH/D049UY2FFcQy6Q5Oxrg7ooGamwutKLEHeV1vNvXzsngEOVm+xX3VkVFZebYsLGesnIXFoset9tCOJzgnnuX4PdHsFj0mEzX50IlKMpNkQrtpmjEfERRZOK5EeLZUWQlgyCIaEUzJsmFXjJxVclbReVjgKLIxLLDJHKhfHwXQRq3CHGjEw3M9PhQFIWskmQs4yctJwAZSdBjkGyYNK5px/JQubmIhmL81X/6J/a9cm23om89/RtsuG8Fgjh/5t/e1kH+7HN/S1dz3zXLGcx6vvKtR/nEr9w1Ry2b/+QUmX0DXRwK9F72+ebSWpa7fUjXmQUnK8u83NlMZ3Rk4jOtKHFv5QLqr5FtQVYUjgb62D3QcdnnTa4SzFodu/ra+eLC1ZSar+1uOB3SuRw/bT1OMBmb+Myi1fNQ9aLLNswfJCfL7Oxr49TI5anGi41WRtMJ7qlo4Ii/H0kUeKh6MbqbPOOHoih0RUd5oeP0ZZ/X2z3cVV5/U530y4rCyeAAO/vaLvt8VVE5G0sqp52pQ+Uio/4w33rie7Qc7piy7Nf+7HE+9ev3Ikpq1iyVm5MXXzhMU1M59Q1XhiIYp6BFkWo5Mc8RBHHSeAYqKir58WHReq8Iwjl79QloBeOU8V1U5ifDvSNqClGVaSMisLGkivXFl8coEkVhRnzhJUHgwepFXHbY9AH3iskQgBVFpSxzXx4vqnssxK7+DrZVLaDYOL1g0lOhFUU+07Ccy87FBKZ0UREFgTvK6ri99HLLi7Fsmjd7zvNOXzsOnZEtZXVo50nK40qrk19bcstlnwmCcNFF5iZBAJa4S1jsvHzDMZkLjMosona1yk1OPJ4mk70yScB0UcUJFRUVFRWVKZBlhf4OP0Ndwze6KSrzjAsbztk6XxYEAc2H2CTmgw8LfNDIoM7upu4aFhfXQ76t0++Jq/WhUzLyeP2ymWncHHIhPol4k1t4wNWfE5W5RU2FqvJxYX7IyyoqKioqKjeQTCrD+aOdZNLZqQurqKioqKjMIJLqzqHyMUG1nFBR+RiiKArZTI5MKkMmlSWTySJnZRRZQZbl/KmOKCBKIhqtBp1eg9agRavTfKzUe0VRyGVypFMZ0skM2UwOOScjy/m+utBPkiQiaSW0Og06gxatXvux6qePMoqikMvKhINRTu87f6ObMy+50IfpVIZMMkMmnZ10HOXnGyk/5xi06PTaeRW3o1Auzr35vsjlZJScgqwo+TwQooAojveFToNWr0Fn0CF+BPtCRWW6KIqCnMvPJ9lUNj+GshfnE4VxlylRQNJIaPXa/BjSa+d1vAZJOz3TFVlWyKQyE/NuLptDlhVkWRm32hERJXFi3aIzaJE0qnmMyo1HFSdUVD4mKIpCMpZisDPAYNcwva0D+LuDBPpGGRkKkYgmSSXSpFMZJElEb9RhMOtxFNkoKndTXOmmotGHr8aLr6YIk9V4U2zAw8EoJ987R3IsNen/a7QSjatrKa0tLO6Eoihk01mGeoL0nR+k5/wgg10BhrqHGR0Kk4ilSMfTZDJZJI2ETqfBZDVi91hxldgpqfZSVleMr6aIsvoSLHbTR3KD9VHlgnAX8ocZGQwTHBjF3ztCx6ke2k50F3SN47uaGQvHZ81FWGfUsWRjA64SxyzVMDNkMzkCfSP0nR+kt3WQgQ4//p4gwYFR4mMpUvEUmXQWaXyBbLQYsHusOLz2/PipHR9HDSXYXBbEeRJLYDIyqSz+3iADHX76WocY6AwQ6A0SHAgRi8RJJzKkk2kEUURn0GIw6bC7rbhLnRSVu6ho9FFSXURprRen135TzL0qhXNm/3n6O/w3PPx71eIyapdUzMtNaCadZbhvhIHOAAPtfvrbhxjuH2W4f5SxUDy/fklmUBQFnUGL3qjD5rLgKXNRXOGmtK6Y8vpifDVeHEW2eSdUaHWaguJOJKJJ+jv8dJ/rp7dlgMHO/PolMhrL91Eig6QR0Rl1mG1GPD4nxdUeyupLqFpYSlldMa5ih7puUbkq2WwOURSvEMwrKt3YrNefBU8VJ1RUPsIoikJiLMlQd5CjO09zYs9Z+tr8+c1BZPrpEA1mPW6fg7K6EpbdtpDVdy6huNKD0aK/YYvlwY4A/++PfspQ9+SxALQ6DV/5k0f55K/dc802ZjM5wsNRTu8/z/uvHaPjdC/+nmHGQvFpt0mr0+D2OfDVelmysZH1962gtK4Yo/nG9ZPKRS6c5F84VUrGUvh7gvSeH6CnZZCBzgCjgyFCw1HCwxESVxG+rsYL339zllqex1ls5/f+4es3RJwQBAFJc/VFfS4nEx0Zo+VIJ3v/4zBtJ7vzC+ORsWlvzCSNiKvEQUl1EYvX17N+2wqqFpbmhdGbfOGsKAqZVJZQIMLJ985xaMdJus/2E+gdIToaY7qZ0jRaCafXTkl1EY2ra1hz11LqllVOiJ/qvHJz8/q/7eLNp/ZwoxPkPf7N+6lo9M0LcUJRFDLpLKNDYZoPtHLozVN0ne0j0DtCJBhFlqfXmZJGwlVix1vhZtG6etbctZTapRWY7aZ54TKh0WmZTJ24IKiPDIY49s4Z9r92jJ6WAfw9QdLJzJTXPX+0E8hbUji9NnzVXpZuWsD6+/LzrUFdt6h8gJ07m6mp9lDfUHLZ5xs31s/Is6KKEyoqH1ESY0laj3ex+/mDHNh+gpA/QiqRuq7FUTKWoq91iL62IY7vbuaVf9rJum3Luf1Ta6lbVoXeeGUe+htNZtwKIpvOotVfmZ5NURQiI2MceOMEbz+zl/PHOolHk8g5+brqHOwaZrBrmNP7zvPGj3dz64Or2frERqqbyvMnICpzTjKWoq9tKG8N0ROkt3WQ3pYB+tv9xMKJvPlrKu++ozI5giignySHuaIoxKMJjr17lu0/3k3z+63EInFy2Q8/jnJZmUDvCIHeEc4ebOOtp/ey9p5lbH18I42ra27K+Qbyp0r9rUO8//px3vnFfgY7AiTGktPeTF12zXErlEDfCM0H23j7p/to2tjAHY9uYMktjdg9V0/DqaIy38hlZXrOD3DozRO8+/MD9Hf482PoOt7LuWxuYj5pOdzBW0+/x+INDWx5bAPLNy3E6jLf1JtwnUE7qeHEyFCYA68f4/Uf7aa3ZYB4NDlt8RNAzskEB0IEB0KcO9LB2z/dyy0PruaOxzdQt7Ry2m4lKh9dBvpHKStzXvH5TIl882qFvG9nM+dO9VHTWMytdy5G8wHlN5vNEQxEKfbN3GlSYCiMzW5Cb7h6zulYNMnpY10sXVWN0Xz5oi0RT9PV5qeqzovRdGMWUoHBMHanCd0kG7PZ5NiBdopLHfjKXVf83+jwGP6BEA1NZQX50foHQjjdlqtu6gJDYQ7ubsFTbGf52ppr3q9rcei989QtKME5Cwu9wb5RUskMVXWXuxcoskLH+UEymRwLlpRfVx0XFPTus328/I87ObD9BMGB0Zk3JVUgFU8z0OHnpR+8yf5XjrLh/hU88Et3UFpbjOYme4kNdQaIRRI4ii4+F/nT8xxn3m/lP/7hbQ69dZJENDnjdaeTGfzdQV74wZu8//ox7vvyFu75wiZsTstNf/r7UaP9VA8/+IOn6G7uJxmfnjWESh5RFDBaLr7nLvh/d5zu5cUf7mD/K0eJjsZmvN5MKstw/yiv/9suDr15krs+eyv3ffl2PGWumyYWgyzLjA5FePvZfbz90310n+0nNwNp1T5Idvw0ec8Lhzi68wwrbl/EQ9+4k4VratEbdTf1BktF5VrIcn6D/NYze9n1iwN0NvddlyBxNTLpLKP+CO+9dJhj7zaz/LaF3P+VLSzdtCAvAtyEY0hv1F1mOJFOZWh+v5Xn/vYNju8+SzI2c++0TCrDUHeQF76/nUM7TnLvF27jrs/eit1jvSn7RmVuaWoq59TJXgwGLWazHoG8dZ/LNTOpp+eVOFFV56Xt3CCVtV7knExXV5BkIo1Wp6Gs0k1v5zC73jzNbXctprK2iFQyw0DvKBqNRHmNh2goTmwsRSKeorTSjUYS6esZAUWhrMoNCPR1B8llc/jKXSiKwvYXjlK3sISGRaXYHCb6e0ZIJtIUlzoxW/X0dQUJBqK0nR1g4dIKjJe0V5YVRoaj4745Aqlkhv6eEVLJDEaTjoqaoisWVdFIgoGeERQFquu9xGMp/AMhDEYdbq+NoD9CMpFGkkTsTnPehDYcRxAESivdxMeSGMZPkxLxNJJG5PXnj7BgSRkNi0ox2wz0dwdJJbOUlDsxGLQM9o2SzeYwGnUU+ewM9IwSjyVxuCyUfEAZk2WFvq5hopEETpcFt9c68Zv0Bi0VNUUE/RFGg2M0n+jBZNZdIU6ER2MM9I2g0Ujksjn8gSh2p5lkIg3kTeLzfaBQWuEik8nx+vNHWLyigvqFpdidponJUVEUYtEke3acIRFP09hUBkBXm59kIo23xIFOryE2lsRVZCUwGMZsMTDsj5BOZTFbDZRXuRnsHSUcinP2ZA+lFS4u/dWxaBL/YJhMOosoCjhc+X53FdmIRfOnYS7PxQGZy8kMD4YJh+IoikJ5tQdRFBkNjmG15Z+QbCZHX0+QeDSFu9hGYChCf3cQRYGiEjv28WctEU9RVGLHVaBYEgsnePe5A7z0wx30tg6Sm4MTYEWBoe5hXv3ndzh7sJ1HfvVuNty3AqPl+v3OZgp/T5B4NImjyDbxWSqeZt8rR3jmf79CT8vArCyALkWRFfrb/Tzz3f+g+2wfT/7uQ5TWetUX/RySGEvi7wmqwsR1IIoiRvPFsZ1N5ziy8zRPfftFWo93z8pm/FIURSHQN8Lzf7+dzjO9fOH/+yTVi8puuP94Np3lzIFWnvvb7ZzY3Ux8FoTOyYiF4+x75ShtJ7rY9sXNbPvS7eoGQmVekk5lOPN+K8/939c5vvssqXh6TuqNhePse/UobSe6uefzm7j7c5vwVsxOKt3rQW+8eLiSjKXY/cJBnv3rV+k7P3hdVlnXQlGgp2WAn/zPF+k628+Tv/MgpTVe9WDlY85oKM6ZM320tAwiiQIIUFLi4Ctf3Twj159X4oTZasBk1mO2GoiNpXjtuUM0raikvWWIO+5fxlg0iX8gRDSSIJXMsnfnWRRZIeCPsD7XSH/3CMNDESpri/B4bZw6009gMEw6lSE0EsNo1nN473mq64txF1lRAP9gCLfXSjqVpadjmP3vnsXhtnC+uZ8FTeUc2N2Cr8JJNDLJQkRRGB0e4/DeVsoq3GQyWV752UHW3dbA+7vO8cnPbcTmMF1SXGH39lPoDVrsLjOxsSR7327GbDUQ9EcorXDT1eYnHkthMOlwOM1EI3HsjnzZ0EiMkeEolbVFKAr0dQ2zaFkl/sEQJWUOUqkMw61hDu9txeow0d4ywJKVVbz+/GGWrq6m2OcgGk7w1svHqKgtmtxKQVEYDY4xMhzlwK4WHnx8La/8/BCrNtTRcrqPux9eyXtvncFX7iQUHEPOXTlhZtK5CVGnuNTB3p3NrLutkd7OYQTyfoEtp/uorPVSVGwjlcriHwhRVumeNI1fNpsjGoqj02vQaDX0dA5zdH8bXp+d82cGqKr10N0xzJZtS3nvrTM0LCrlvbebWbm+loN7WrjvU2vY+doJ6heVEhq50he4ryfI4b2txMdSmMw6ikudjEWSbNiykJOHOyir8lwmTmTSWd55/SQmi4FELEU8lqJ+oY/W5gHMFj1lVW4624Y4ur+d8moPVruRTDpLMBClu83P+TN9LFpeyYHdLbjcFs6d6uPeR1Zd0xpEkRWGeoL8/Huv8dYze0mMzc3C+FIy6SznDrfz97/zYzpO9fDIr96D02u7KRbJQ93DxCLxiXubTmZ4+Z/e5hd/8zqj/sictiUWSbDjmb2MheN89U8fo7yh5KboIxWVQhBEAaNZP2Gl9c4v9vOT//kSg52BOW1HMpZi/6vHGAvH+aX//jgLVtXckAWzoiik4ml2/mw/P//ea/S1Dc15G+SczGDnME//r5fpPjfAk7/9IBWNPnUDoTIvuBCse8fT7/Hs/3mVQO/I3LdBVhjqHuap7/wHrce7+PwfPkJNU/kNFz0vIAigM+QPHuPRBK//aBfPfPdlIsGxOak/EUvx1jN78fcM8/U/f5LaZRXzOkCxyvVx660NrFlTTTYro9FICMLMprqd10+Ww2lm1YZ6XB4L6XFz+ZJSJyvW1SKIAu0tg/gHw4gCE36vVXVe1tzagMVmpLs9MGE1oAC+cidVdV6CgSjxWAqP10ZJmZOmFVWUlDsZ7Bulp3OY+FgSrVZiZDiK22tl2ZoaTOYrfXBFSaS00oXNcdGewuO1sXZTIxargfgHNpCZTN4tZdmaGlZvrAcgmUizfG0NxT4Hw/4IDpeZypoiKqo9ZDJZBEGgsamMqrpiwqOxiTRB2UyOXE6hqCT/G5asrMLrszPQO/4bYik0GglZVnC4LKxYW0vdQh8Wq4Hla2sYCycYHb5y0ouNpehs9ZNKZhnsG0VRFNweC2tvbcBmNzI8FEaWZVaur8Prc0y66fIU22hsKkN/wXROUVBkhUw6Ry4nU91QTEm5k8BQmGQyQ3Gpg5IyJ0tXV1FUcnmUckEQcLgsVNcX07C4lKraIkaHoxSV2Fm+tpZkIk08lkaWZWRFIZ3K95nX52DNrQ0YjFr8AyE0Gom1mxry7hyTtNlbYqes0k1ZlQcEqKr3cu5UL8AV1iUAeoOWppWV1C4oIT6WwmjWU17tRtKIKAqMBMbweG2s37yA0koXWp2G+kWlLFldRSqZoa8rSHd7gLGxBBqtdE2/bVlW6Gzu44e//xRv/PuuGyJMXEp0NMaLP9jBP3/rZ/h7gh/K93GmiUUTBPtDQF6Y2PHUe/zi/74x58LEBRRZ4eD2E/z4L18gOBC6KfpIRaUQREnEYDaQy+bY/8pRfvwXLzLYNbfCxAUUReH0vvP86M+fo7/Df0PGUXQ0xgvff5N/+7PnbogwcSmpRJpdzx/kH/7oGTrP9M66NZiKyvWiKAqRYJRnvvsyP/7LF2+IMHEpuWyOA28c53u/8a8c29U8axYJ00Wr16LRSmRSWXY8vZef/u9X5kyYuICckzm55xz/8EdP03G6V123fMxpbh7g1VeOk83kvQNCHyJ4/NWYV+LEySNdtJzu4+ShDuScnN/cigIarYQgCGg0IrlcjrdfOY4iyyxdVYXDZcLpsVJS6kQUBXR6DYIAWp3EoqXlFBXbsDnMlJbZDse9AAAgAElEQVS7SMTTjEWSxMeSjIxvzJ0uC/vfPTsRN6K63ovJYqCsykN5lQd/f4i9bzdPasqaSWc5dqCDtnODHD/UQTqVRW/UTLT1g5tgrVairMrNnh2neevl4yiygt1pZvf20/R2BSmrdI/ngJfQaCREUSSbyXFgTwvnTvXiq3DhdFs4+n47Jw51AAoIAnaHib07m+nrClJdX0xlnRezxUB5tQe9QYtOr0GUhPE25xj2R5BlhYFJXhLJRJrAYBhJErE6TICQP9EX8v5GVpsRnU7LztdOEAxEpzy50eokbA4T+989R8uZPkAgMhonEUsTCcWJjD/sVpuRPTvO0N8dnPQ6oiQgjKu4pRUuBvtGefeNk9jsRsqq3QwPRXj39ZPE4ylESUBv0IAgoNFIOFxmZFlh+wtHGIskrtAmREG4pN9FRFGkYZGP7nY/riLrZeIT5AUTnV6DJIlImnyqncG+UU4c7KD5eA/d7X68PjtD/aO89otDtDYPIIkCOp1mIhJ+ZY2H2sZiTOa824nhKvFKFFmhu7mP7//eT3j/jeNkUldalhSKIOTzgotS/u/rOXVLJdLsfHY/P/yDpxnsGr7xLzEFelvzrhsHt5/gJ99+idGh8LQuIQj5PpmJ/oG8a8+eFw/zyj/tJJWYG/NVlYIysalcA1EUMJj1nHm/lR/9xfP5LDnTGN4T40i8ZBxdx02RczLH3m3m5997jbHQzMe6uBqKohCLJHjh77fz0796mVDgwwudE/0hidc9t2TTWQ6/dYrv//5TdJ5RNxA3C6vuXMIDX9vKXZ+9lds+uZZ19y5n+eaFLFxbR01TOaW1XlwlDsx2EzqjFq1eg1anQaPToNFKSFoJSSMiSeJlz8l8trpTFIWxUJyf/tWrPP932wkPRz/0tWZyXsllZVqOdPDDP3iaE7ubyeXkGz6OdOPxJg5uP8Ez3/2PafXVpH3zIZFlhVN7W/jn//YzBjsDN7xfVG4MBw+0c+hgB2eb+xkNxRiLJnn15WMzdn3hJnmwCmrEyHDeosFo1GF35l0ZrHYjsWgSnV6LVicRCsbIZnO4iqxkszKRcWsCV5GVTCqbP/Ux5k/sM+ksodEYuayM3WkG8vEQRFHA7jKj12uJjSWJhhNY7UYMRh3h0RjpVDbvXmLRExqJkc3JaLUaRFEgl7soUhhNehKxVD4eg1GH1WYgEU9jd5oJj8bybchc3Ezq9Fo0GolIKI4ggNNjIZPOEQ0n0GhFLFYj6XQWgfxiJhFL8d5bZ6iqL6a00o1zPBbChWvn22ggFksyFklic5jQ67X535DOYrYYMJh0xMeSWO0mRFHIBxX1RwEFs8WAokA6fTEVkcGgIz4edEcUhYn7YHOYiIYTGE26CWsFURLQ67WX/UZRFEmnsnScHyQYiHLvJ1aRSmXGRQEBi82IoihEwwkkScThMqPVaYhGEsSi+fudTmWR5YsnQjaHiXQyiygJGIw6ZFkhPBIjk8liseXv2+jwGLmcjFYnYTLrSaeyWO1GIqF43k0omszH8tBI6HSay9oMoB8PJiqI48/NSIzDe1vZsm0pVoeJaDh+2W8URQGjSU8ul0OWFURRJDyePs7myAdYDY/GyaSzWKwGREnM5+bWa4iPpTBbDOPuSfn4JDaH6YpFiKIo9LYM8MM/fIYjO09P+5RMZ9Bid1uxeSzY3VZcJQ6MFgNanYZsOksilmJ0KEx4OEpkZIzwcITkNH1AJY3ErQ+v5mt//jhFZa5ZWUidO9TOX3z5+1dNJXqBbV/czCO/ejd//Z//lbOH2qacdbR6Tb5/3BZsLgtunxOTxYDWoEXOySTGkowMhRn15/soFIh8KHGoqNzFr//VF1h37/J5vdCcD5w/2smz/+cVoh9C4U8n0pw/1lnQPa5ZUoHdbZnUCmsmsDnNPP7NB6hfUTVj1+xtHeTPPve3dDX3XbNccaWHP/yXX+Gp77zEoR0nJ3XduxSNVsI2Po7sLgvOEjsWmwmtQZt3iYilGPVHGBkKEw5Gx7MKTV+sszhMfOMvPsPdn7t1TsZRPJLgpX94i59971Vi4emlZTaY9NiLrNicFuweK85iO0aLPj/3ZnIkYilC/gihQITIyBihQGTawe5ESWTdvcv41f/1eYrKZ2fuVSmcTDpLNp0ll5ORx//ksnLeqjMrX/Z5NpMjlUiRiKVIxlMkYylS43/nP0uTvOT/krEUzQdaCwpE+/g37+ezv/8whkky7swlF8S9Z777Mq/+yzvTTm0uSiI2V3782FxmXCUOLA4zOoMWRVZIxtNERqKMDoWJjsYIBaLEwvFpbaYFQaByYSm/8u3PsnzzolkJvDvqD/OtJ75Hy+GOa5ZzFtv5yrc+zUs/fIvW413XLKvRabC7LdjcVqxOM+4SBya7EZ1Bi5yVSYylGBkcZWQoQsgfJhwcm3asIEkjcc/nN/HVP30M6/j+SeXjw7/+yy5Wr65h//5WttyxiOJiO//0j+/wzd+6b6qvFjSI5pU4cTMjywr9PUFilwTB8vocOK6SmkhRFEYCUYYvMSu32k34yp0FLyKymRwd5wfx+hwT4spMooxbT0QveWl4iu24PJaC2qgoCpFQgsG+ixYYGq3EWCRBKBijcUk5vvIrXSKuRTaTo7sjcFnsicqaoiuypHxYCrkv8ViKU0e6sDtNNDaVEY+l6O28uDHW6bVU1hbNat5sRVEID0f54R8+za7nDk7rxWKyGVmysZFVW5uoX15FxQIfVqd5Uv9BRVaIRRP0tgzQfqqHY++c4fjus9NS7TU6Dfd+fhNf/tajWCYRWa6XQsUJX00Rvmovx3flT0KuhtFioGlDAyu3NtEw3j92t3VS31NFVoiGYnSf6+fswXbef+0YZw+2TRob5WoIgsD6+1fwzb/9CjZXYWNLZe7pbx/i9x/8TkFmx996+jfYcN+KeeXzX6g4YXWaWbCmlmPvnLlmylWtXsuidXWs2tpE46oaKheU4iy2TzovKopCPJKgt3WQc4faObD9BCf3nJu2SLF4fT1/9KNfxV0yuUvhTKEoCtt/vJt//K/PTisziaPIxso7mlh26wJqllVQVlt81Tkxn5o1SX/7EO0nujm2q5lDO04SHSm8Po1W4p4v3MZX/+RRLA51A/FRRVEUfv+h73Bi19kpy94s4kQmleH1f9vFP//Jz6fliippJeqWVbJ6axOL1tVTtbAMd5nziux9F0gl0gx1D9Nxupcz+89zeMcp+tuHpuWusXBtHb/1d1+lYoFvxueVQsUJvUmH2+dkoH3oqung9UYti9Y3sHprEw0rqqlcWIq9yDbpnCvLMuHhMdpPdnN6/3n2vnyE7rP90zrkMtmM/NKfPsa2L92OpJlXhvgq18krrxxjLJqkuyvIuvW1+P1REok0X/zSpqm+qooTKiofVRKxJL/4v2/w7F+9QjqZmfoLgMVuYtnmRTzw1S3ULavE5rJMK9iTIiuMhWJ0twzwxr/v5uAbxwuO2WAw6fn8H32Ch75xJ3rDzKbULVScmAqzzciy8XRi9SuqsLmt0xKYctkcI4NhDu44yUs/2EH3ucJf9Ga7id/6+6+y8f6VN00ALpXLUcWJwtAZdSzZ2MD9X9nConV1OIpsSFfZOEyGnJMJB8c49u4Znv+77bSdKDwDiMGk52v/4wnu+9LmadU5HeSczMm9LfztN39ET8tAQd9xlTjY+MBK7v7srZQ3+jBbjdN6NhRFIRaO032un1f/5V3ef+1YwaKIyWrga3/+BNu+uFmdWz6izDdxQpZlDrx+nB/8/lMMdhX23tZoJeqXV3HPF25j9Z1LcBXb0eoLTxmvKAqpRBp/d5C9Lx/hrWf20tc2VNA7WtKI3PLgKn75Lz+Du7TwA8RCKFScuBZ6o45F6+p58OtbWbS2dlpzrqIoZNNZhrqDvPvc+7zxo90EekcKtjCpXODjd374dRpWVqsHKx8jIpEEu949y769rWi1EjW1Rdy7bRklJfapvlrQQzKvsnWoqKjkOb7rLK/8086ChYmichePf/N+7nzyFkxW49RfmARBFLC6LDRtaKBhRTX771rKU99+ia7mvilfZMl4iuf//k1qFlew+q4lH6r+2cRT5uSx37yPO5+8FcslGXSmg6SRKCp3cd+XNlO/rJJ/+ZOfc/SdMwV990I6wBW3L8Js+3D1q6jcaGxuCw9/404e/NrWy9L2TgdREnF6bWx5dD2Nq2r45//2M/a+fKSgxXIynmLfy0e45cFVuIqnXCR9KEaGwvz0r14pSJgQBIHapRV8/g8/wfptKz60OCAIAhaHmcXrG6hdWsmSWxp56tsv4e+ZPAbTpcSjSV74/pssXFtH7ZKKD1W/ispM4u8Z4Wffe61gYcJg1nPXZ27h0d+8n+JK94faBAuCgMGkp3JhKRULfKza2sSz/+dV9r16dMqU67mszHsvHaG6qYLHv3n/5JnsbhAmq4EHv7aVT/zK3bh9jml/XxAEtHot5Q0lPPk7D9G4soZ//4sXaDlSmFjSfW6AN3+yh8qFpTfcGkdl7rBaDTzw4Aruf2AFiqLMuKW4KqOrqMwjFEXB3zPMiz/YUXAAtpol5fzad7/Ati9u/tDCxAfRGbTc+tAqfvNvvsyyzQsL8sUcGQzx3N+9wVD3TRAg8xKqFpfxn77zOe77ypYPLUxciiAI1K+o5qv//TEWr68v+IT05HvnGLpKwFcVlZudonI3X/vzJ3jsv9z/oYWJSxEEgbK6Yr78rU+z5u6lBft7nz3YRu/5wiwapksum+OtZ/Zyem/LlGVFSWTV1iZ+6+9/iXXXIUx8EINJz11P3sI3/vIzlNZ6C/pOX+sgr/3ruzc8k5OKSiKW4s0f7+ZcgZYCFoeJz/zuQ3zxv36KkirPjJzOC4JAw4pqfuV/fob7vnw7Rothyu/IssybP97NyT3nUG6SDB42t4UnfvtBnvjtB3FNfWI9JZIksurOJfzyXz5J4zRSM+9/9Rhn9rfeVOs6ldnlxReO4PdHEEUBSRJJJjO8+MLhGbu+Kk6oqMwjsuks7710hJPvFfaC9Fa4+eqfPMbae5ZOywSyECSNxII1tfzyXzw5btJ37fKKrHBsVzO7XzhENj294EuzRb5/HmX9thXoZrB/RFGgfnkVn/ndh3B6C1s0RIJjNL/fOmNtUFGZK+xFVr70x59ky6Pr0Rtn1m2rvKGEz/3Bw5TUFLYRT8RSnHpvavHgw9B+qoftP95TUCyMhWtq+dqfP07t0ooZP1XS6DSs37acz/zew9hclinL57Iyu547QNvJ7hlth4rKdGk73sWbT71HtoC4TAaznk/9+r08/I07ZzzooiAKuEudfOGPHmHrExsLEg+HuoO89MMdhIZvTAryS5E0Ivd8/jYe+vpWTFbDjLlUSJLI4vUNfOmPP0Vxpbug7wQHQ7z97D4169jHAEVRkGWFoaEwqVQWWc7/OxpN0Nbmn7F6VHFCRWUeMdQdZMczewt6sdtcFp787QdZcfuiWfO/FkWB6sXlfOmPP0VJddGU5XOZHDuefo/+9qFZac90sDrNfPo3trHqjiY02pnvH0EQWHbbQjZ9Yk1B5VPxFGcPtU87araKyo1Eb9TxwFfv4LZH1s6owHeBC6ecWx/fgKYAc2o5J3PmQOs1g3V+GBKxJDuf3c9Ax9QLMF9NEZ//w0eoWlg2a37YWp2GTZ9Yw22PrEEqYP4KD0fZ+ez+aWd1UlGZKVLxNG8+tYfgwOiUZQVB4PZPr+Ohr23FaJm5zfcH67C5LDz2X+5j1damKa2zFCV/wHLsnTM39D0tCAJNGxt54KtbZqVvBFFg2aYFfOKX70arL2zOPfXeOTpOq6mLP+okkxl++sx+Dh1s5x//3zt859sv851vv8wPvv82DQ3FM1aPKk6oqMwTFFlhz0uH6C0wCNvae5ex5bH1M24x8UFESWTJLQvY9qXbC9rk97cN8c4v3p/xzcN0WXvPMu54bMOs9o/OoGXzJ9dic099uinLCoOdASIjY7PWHhWVmaZpYwPbvrh5xi0mLkXSSGx6eA1FZa6Cygd6RwraAE2H3vOD7Hnx0JSbe41Ow51P3sryzQtnPQClwaRj25dux1te2Ann8V3N9BcgrqiozDSKotBytIOjO8+Qy04tkFUs8PHwL9+FZZbTVAqCQHGlh0//+r14yqeeX5KxFG8+/d4NfU+b7Sbu/cJtlFQVzZr4qdFp2PSJ1SzZ2FhQ+aHuIMd3NX+odOoq8weDQctDD69kzZpaHnxoBU88uZ4nntzA17+xhXu3LZuxelRxQkVlnhDoH+HAG8cLMp3zlDl58JfuKMiXcibQ6jXc/ql1LFxbN2XZdDLD+68do7996Iap7J4yJ9u+tHnW0+sJgkBFo6/gF/yoP8zIYHhW26SiMlPY3Bbu/8oWPKXTSwn9YSiqcLPqjsUFlY2F4wx2BmasbkVR2PPiIYb7ps7UUr+skjse3zBr1mqXIggC5Y0l3Prw6oI2Kf6eIAe3n0CWVesJlbklFU9zYPuJgrIdGcx67vvy7VQtLJ2TDBCCILB4QwNbPr2+oDgLLUc6OfrOmRu2fqlfXsmau5bOajYoQRBwl7q488lbCorFpSgKB7efYCwcn7U2qdx4BEHAYjGw7f5lNDb68JU48JXYcdhNMzoeVHFCRWUeIMsK54920tXcP2VZURK55YFVVC8un7PUToIg4K1wc/un1xUkiHSfG+DswbYbYmIsSiKr7lhCw4rqgoPsXQ9Wp5nGVdUFWZVERsYID0dnvU0qKteLIAgsWF3LitsXzUmKSqPFwILVtQVZOsWjSYb7Z85yIhSIcnTnGeQp4vxotBKbHlmDt4AT2JnCYNKz4vZFBVlnpZMZzrzfSkzdQKjMMaP+MId3nCxoA1PR6OO2R9ai0c5dVgydQcumR9ZQXOmZsmwsHOfg9hMkY6k5aNmVbHxg5YwE754KURRYfdcSKhp8BZXvax2k+9zUa1SV+U9Pd5Bf/PwAP/nJXv7939/jRz/aw863m2fs+qo4oaIyD0iMJTny9umCFpVOr41Nn1gzZ1YTFxAlkQ33r8RXQOC6bDrLvleOEosk5qBll2NzmbnlwZVz1j+iJFK9uByTbepMKYloklgkrvptqtz0GEw6bnlw1axbH11AFAVK64pxFFmnLJtKpAkPR2dkHCmKwondZ+lvn9odoqS6iJVbmmbdle5SBEGguqmc8vqSgsqfO9ROcCCkzjEqc8rpfecLGkMAG+9fOSfWWJciCAKVC0pZfWfTlGKrIis0v99K19n+OR9Hbp+DRevq50QQhnzssrX3FmauH4skOb6rWZ1bPgb4Sp0sXlzG4sVlLFjgI5PJ4R+aOatfVZxQUZkHREdjnN5XWAT6ikYfC1bXzHKLJsfptbFyS2Gm1+ePdjLUXVie85nEV+1l0br6Oa2zuKoIo3lqMSSTzhKLJNSXu8pNj9vnZNmmBXNcpwOrs5DsFDnGQvEpLR0KIZVIc2rvOcbCsWuWE0SB6sVlVDQWJhLMJC6vnbK64oI2LIG+EQY6Zs7lRUVlKuSczPHdZ0knM1OWtThMrL5zyRy06kr0Rh2rti4pyCrB3xOk7XhXQfEzZpLqxeV4ypxzZhUrSiJLNy0oKA19JpWh83SvmrXjY0BdnZeNtzSw8ZYGbtu8gCee3EB0BlNVq+KEiso8oPtsH/4CfDUBVt7RhN6kn+UWTY6kkVh1x+KCIjyPheOc3nd+zjfiy25bWJAVw0ziKrajNxZ2mpqIJtWI+io3PYs3NuAoss1pnTaXBZO1MIunRCx53RH1FUUhPBzl7KF2mGKa0um1LN7QgM4we4FBr4YoiVQtKito3lVkhY5TPTMi3KioFEJwMERXc19B77WFa+rwFuBaMRsIgkDThoaCAu/KssLJvedIxufOtUMcF0Btrqmtx2YKQRAorvBQ3VReUPmh7uGC4oqozG86OwMcOtg+/qeDPbvPzahgpooTKirzgOYDrWQKOHXQ6jUsnmOrgA9SUl1UkIlxKpHm3OH2Oc3aIUoiC9fWzkmwuksx200FpUGEvPWEomoTKjcxoiiwYFUNBvPciqAGswGdoTCRL5vOouSufwMeHAjRfXZqP2qdQUvDyurrru/DUlLtQVvgHNPZ3IeiBsVUmSN6WgYIFBBMVhQFGlfVYHXOfjyFq2G2mwoex63HuojOYdYOg1lPeYMPSTO3Wzeb20LN4rKCygb7QwXda5X5TXt7gP3729i/v40DB9oIjca5996lM3Z9VZxQUbnJyWZydJzqJZOZOkVTSXURnrK59dW8FEEQsBfZClLZFVmhv93PyGBoDlqWx13iwFvhmZNAmJciaUSkAgJiwvimSnXrULmJsboslNZ651zkkzRiwSJfNpNDngGVr+1EV0FmynaPleKKG3PiC+AqcRZ8PwY7A6p1lsqcIMsyA+3+ggI9m+wmqpvK5zQQ5geRJLGgrGMA4eEoXQUIlzOFwWygtM47Zy4dF9AbdVQ0+gqKpRMdHSM4EFItsz7ibNmykM9+biO33baAjbc0cO99y6iqnrn3342bAVRUVAoiHIgw6g9PaVYMUNHgw2y7cacOACaLgbK6EkRJnHIBPDoUJjgQKihC9kxQXO3B6pqbAH4fRFPgxiH/Uldf7Co3L85iO27fjRFBNRoJBKYcIrIsz8gw6mruK6icr8aL3jj3Lh0XsLrMSAUGyUuMJYhFEjfEBUXl40U6mWGgw1+QGGZ1mCmrK56DVl0dQRQobyhBZ9SRnkKUTCcz9JzrZ8N9K+akbQaTbs7WSpciCAIlNV5MFgPh1LUteGVZIdATJJvOFmzlpjL/ONs8wKuvHkcUBURRYGwsxebNC9h8+8IZub4qTqio3OQE+kYIBwszHfTVejEW6JM9W4iSiK/Wi8GsJz5FNo5QIEJwYBRFUebkNMBd4rzh4o2KynzH5rJg98yd3/ONQpEVus8NFFS2qMxVsFXHbKA36AqO4J9OZgkFoji99llulcrHnWQsRW/rYEFlLQ4TxVU3zvoI8htxm8tCUZmTvtaha5bNpDJ0twwgy8qcWGMazHocnrmN83OB4go3BrOecHBqC5jBrgDpVEYVJz7CHHi/jXXratl0WyMg0NkR4PnnDqnihIrKx4VQIFpQClFJI+EucaAp0H1gNvH4HBiMuinFiXQyQ6B3hFw2NyemnE6vbc795FVUPmpYnWbM9o++yBcZGSMUiBRUNpVIc/5ox5ymEb2U8HCUXIGuGrlsjsQMRlZXUbkaF97xhWBzWzAXkBVitjFaDLhKHFOKE7KsMDIQIjGWxDwHQbbtHlvB7qEzjbPYjq7AoN4jQ2Gy6andkFXmLy63hWxOZnQ0jiBANJrAYjX8/+zdd5wd13Xg+V+ll2Pn3I0G0IhEIgASYM6UAJISFUmJkmXZY4+tWWvG9mh2d2bHOzue9c7ueJLtsddBtiQrUYGSGEBSEkkwASQykVM3gM7x5VDpzh/dAAkBRBeATgDuV//oA1ZX3fdevXq3Tp17Dul0AU1TCYf9V/XAUQYnJGkOE0KQS+Up5ievCB0I+0jWxmd8PeLFVNQn8HlMcR4bSGOb0x+c0A2NWGXEc+qzJEkXUjWVWEVkTgRBp1tqKOO5Ld4vvvsWv/juW9M8oqnhuq6nto6SdLUs02ZscPIAn6IqVDdUoMxwPaiLCYT8nrOK8pki+XRhhoIT0Vmb30UrIgQ9PtjJjuZnvMWqNLNUVeG739nG1lcPoSgK3d2jJJJh/uLPf05NdYwvfulOdF0GJyTpuiRcQXYs7ykK7fMbRObI08xoMuKprR3A2GBmRjp2aIZ2QzztlaTppGoqkcTs1G2ZaenhrKcuSdca1xFY5vX3uqS5p5AtUsxPnqWjKAqxqsgMjGhyvoBBJOFtrlDMFifNEJ0q4WiA2Xr2pKqK5yWx2bHcVbdxlua21WvaqKyKYJZtztZv9/l16uri+Hw6mnZ1J6oMTkjSHGZbDhmPrap0n05oDqREAoSjQQyPmRDpkSz2DPyQ6bpGKDK79Tgk6Vqnagqh2I3xPcqM5DDL1196shBCduuQZkRmJOfpXFOU8YKYc4Hh0z0vLynmyxRmaIlUaAayMy4l7DFgU8iWZrRFvDTzjh3tZ+/e0xi6hpioPF1TE2PjxoVTsn8ZnJCkOcx1XM9pxbqhz5l6CrpP87yso1QoI2ZgoqyoyqwWrJOk64GiKJ4Dj9e6Qq50/T4BlA2BpBlQLpjezjVFmTMPVxRVwR/2o6gKYpKWmJZpY03SwWKq+IM+Zi11Ajwv63BdV2ZmXecy6SJtrVUsXFSHOnFOBqawAOqNMcOQpGuUK4TnwkKqpsypdeCGx0CAVbZxxfTPlBVFQfPYzlOSpItTFGXWirLNNKtsyQwDSboKlmkhPPy+KzBnHh6cDcCqqoIzSXDCsZ0ZC2DO9vzFc10wAbZ5nQZ1JQAiUT8///kBuk4NY0ycl9U1UdrmVU/J/ufGlUCSpIsSrsDyGJxQVMVzK7mZ4DVQYpWtSZ9OTAVFUWak3ZckXe9Ude5cZ6aTbTq4M3BtkqTrlXUZy6Lm0sMVzVA9FZ90bGdGlqUCaLrKbM5gNN3bdV8gsK3rbzmc9L7R0Ty33DKfRYvqzxWxlZkTknTDEJ6eOgAoKHOiU8dZXscyE4EJSZKky2VbNsKVmROSdKW8zl/A+5xhJiiK4mkJhRDM4BKp2X5/PB5fyHnd9a62Ns5bbx7jzJlRNG08aFZVHaW1tWpK9i+DE5I0hymK4nl5hOsKHGfupNJ5fZqg+/Q5NSmRJEmC8c4kXq9NvoAx62nXXgUjgWtmrNK1zev8BcCZQ0UUHdvxdIOtaeqMtSd3HGdWS8V4Xb6iKMq0t4aXZtdNK5oIBg0OH+7Dtl3a2ipZvKRhyvYvzx5JmsNUVfW8DlO47pzqLe21Vobh1+dEb3NJkqQPMvy6p6VyqqZyz6c3MH9lywyM6ur5Az6aF9XP9jCkG4Dh9/bwQQDWHFoKYA4NA3MAACAASURBVFuOp6wPTddmrAbPbM/vPHfgUOZO/RBpevR0j/HG60eprIrg82m8+24nriuoq0tMyf7l2SNJc5iiKuMVmj1wbBfTY2eP6eY6ArPkrVqzL2DIWhCSJM05ht/btUkIwaq7lnD3J2+RWWCS9AH+oN/bagAhKBXK0z4eL4QrMIveiuFqxswFJ8ySNbGOZHaUPX4+4xm/MjPrerZzZxcbb1vIuvXtAPT1pfj+97Zz733LpmT/MjghSXOYbmiE4956S1umTSE7M/22J1PMlzwX8ozEw3OqkKckSRJAIORH9bD8QbjjwVghZrXTnyTNOZFk2GOAD3KpwgyMaHK2ZVPIeZtL+YM+AqGZaeFezBZn5DgfJp/xdnx/0CczJ65zfr/O6GieXK6EqqoMDGTwTeFnLs8eSZrDVE0lXhlBM7RJ12NaZYt8Zm78uOdTBc/BiURNbE5V6ZYkSQKIV0Xx+Q3yHrbNjuVwbAdVTsol6ZxIIkQgFKCYu/RTdyEE2dHcDI3q0qyyTT7tbS4VigQIRYPTPKJx+Uxx1hInhCvIeXxPosmwrGlznbvttg6efXY3e/acQlUUNF3l4Y+smLL9y19RSZrDFEUhkggTCPkn/bEsF03Sw1mEELOeWjw2lPG8rCNRFZXBCUmS5pxEdRSfx/ZoYwMZbMu5rAKAknS9M3w68aooY4PpS24nhGCkLzUn5i+libmUF8EZDE5kRnOztqyjkC1Syntb1jEenJDZsNezuvo4n31iAyMjOVzHJZkME4tP3fdAnj2SNMclqqNEPHzpzZLFSH/K0zrJ6TbSO+ZpfaKiKFTWJ2VlZ0mS5pxkTRx/0FtwYqhnBNv0FpCVpBuFL+Cjuqli8g0FjA6kPT/UmE7FXInRgZSnbaPJsKf52VRIDWZmrSjm2GCGsseaZonqmJzTXefefbeT4eEs8+fXsLCjDhR44/WjU7Z/GZyQpDmuqqGCWEXU07aDZ0YoFWa3KKYQgsHuEU/FrcLxIJUNCdmtQ5KkOSdaESFZE/e0be+JQcrF2b+xkqS5JBD20big1tO2hUyRkb6xaR7RpQkhKGSLDPdOPg7d0KhrrZqx+grFfGk8e2IWDPeOeQ5O1DRVYvhlcOJ6duhgD2b5/aXbfr/Ovn2np2z/MjghSXNcRV2cZK23CXL30X4KHosWTRezZNFzvB+rPHnNiWRNnMq6xKyncUqSJP0qVVVoW9bkaduhnlFSk6SuS9KNxh/00Ti/1lPR6+xYnp4TAzMwqksQ4w95MiOTBwEMv0FzR/2MzV9K+TIDp4dn5FgfJISgr3OQoseC67WtVRh+bxln0rUpEDAYGExjWQ627TA4kEGdwu+BDE5I0hynGzqtSxo81WXoOdFPZtTbWsnpkh3Lc+Zov6dtK+oSVNYnp3lEkiRJV2be8mZP25ULJkd2dk7zaCTp2qKqKvXzaohVhCfdNpfK0320H9edvaWprutywuMTYH/QR/Pihmke0fuK+TK9nYMzdryzHNuh98SAp8yJYCRAZX1Ctoe/zq1b187OHV38/de38s1vvMH3vred1Te3Tdn+ZXBCkq4By25diC/gm3S7XKrg+Yd1OgghGO1PcXL/mUm31XSNlkX1xCoiMzAySZKkyzdvWROhaGDS7cySyYFtx3DsS3dVkqQbTcuiBqqbKifdzjJtju3u8vyEfjpYps2Bbcc8bVvdVEHDvJppHtH7Svky3Uf7ZryuWHY0z6lDvQgPxTgr6uJUNVbIbNjr3IKFtXzhi7ezaFE9ra1VfPaJW9m4cSH9/WnyHgunXooMTkgzpmwPYDlXl/YqJv53o2lb2kRVo7cMgz2vHZq1opjCFRzZ2empJVgg7GfprQtlvQnpGnE55+mNd426HimKQlVjBQtXz5t0W9cVnNh3mu5j3rLGJOlGUdmQpHVxo6elHYd2nGB0FpdHnTnSR99Jb9kJy25dSNBD4HKquI5L16GeGa07IYRgdCBN58HJHzgBVDdVUtM8eSBKurYpikJNTYw771rMvfcto729Bk1T2fb2MXo91GuZjAxOSFNOCEHR7qE3+31Opf+Ggdxz2G6G7ux3GC29eZX7tkiV3vUUwbWcFIP5LZxK/w292acp2wNcqzcN0YoIyzd2eNr2yI6T9M1C6h9AuWSxfcseT9smqqJ0rJl80i9Jc4Gmq56fBjm2e0MGUa9H8coIy25d6OnGqvfkIO+9dVRmT0jSB2iayso7F3tqy9vXOciRHbOzPMp1XXb+cj+pocyk2xp+nSXrF+D3kNE6lTr3nznXcnUmCFdwfO8phnsmv+HUdJWm+XVEk5Mv4ZGuT8WihT0FHWVkcEKacrabojvzTWw3T1BvxBHFiQupwHHz5M0TFK3TuKKMEALbzVOwOslbJ7HdPEIIHLdI2R6kbA+QN49jOWlsN0+6vJee7HfJm0coWqc/9AbAclJ0pf+STHk/Qb0RVTFwhYkrTArWafLmCSwnjRAC0xk5l9HhijIluw9XWJjOKKYzRsE6RcHqwhUmQrgTYzpGwTqF444Xn3TcAgWra+I15BBC4Aqbkt1L3jx27vVeqWDEz+p7lhGOTd6yarh3jO1b9s74BFkIwZEdJ+j0sKQDYNXdSz1Xwpek2aYbuufgRDFfvlbjoNKv0A2dVXctocJDUWKrbPHaD7Z7qvQvSTeSZRsWUt9WPfmGAt545l3PnSGmihCCkd4Uu355wFM705bFjbSvaPYUtJxKw71jHNl5csayY82Sxbsv7vW0bSAcYPnGDrmkQ7pqsteLNOVcYWI5Y9SFHyHiW8L4LF1FCJuR4lby1kksZ5Tq0AMkg7fQm32aon0GgUvYmE9D9DPkzEN0Z/+RsNGB5Y5RHbofn1bNcP5lCuZxBvLPEzAaaDA+c8HxBYJUeQeWM8aCiq9hqImJf7cZKvyCseJbKIqBrkZpjn2BvtyP8WkV1Ecep2id4XTmb2lPfJX+/M8wnRE0JQAImmKfx3Kz9GS+jaoYqIqPmvAmgnoT/fmfUrBOIIRLQG+gMfp58tZR+rI/RFODaEqIusjHCRreKr//KlVVWby2ndYljRzcfvyS25aLJq/98B02bl5DbWvVjP1QFHNlXv3BdsYGJ3/qEIwEWHv/TQTC/hkYmSRdPc1Q8QW9VSAfG0jjuu6MT1yl6bF4XTvzV7Yy3Dc2adDpyM6TvP3cLh777QfkJF2SJlTUJVj34Ao6D3RPuu3hHSfZu/UQ6x5cMWPfIdcV7H/rKIffPTHptpqusezWBdS3zVy9ibOEK3j7+d3c+fh6IvHQtB/v+L5THN5x0tO2lXVxFq9rn+YRSTcCOXOSppyuJkgGbqU7+216st+laJ8GXEAhZMxjXuIrVIcfZrT0JjnzCFnzEC3xL9Oe+D3y5nHy5hEEDo4oUhN+mPbE7xHzryBktFIffZyIbyntya/SGP0sysXWgQuXktVNyGhDVyMoioqiqFhOmpHCVhqjT9Ce+CpC2BNLRFyEGI9CCwSucBAIHLcwHsCIf4nW+D/BUCso2/24okRd5OM0xZ4iZLRQtE8zVtxGZfBuasObSZd2UbBOULK7URSN+uinaYw9iV/31uv7w1TWJ1j30Ar8wcnTCI/v7eLNn+2csewJ13U59M5xtr+wZ/KIvgIdN89jwapWWdFZumZomkaiKuZp2zNHe3GmILVRmht8AR93Pb7OUwq3WbLY8g9bObqzc1a7DkjSXOIP+lj7wE1UN1VMum16OMuWf9jK2EB6xpYvjPal2PLNrZ6yJhI1MTZ8dLWnDmrT4diuLva9fgjhTu97U8yVeOXpbYx5rAGy4o4lxKqi0zom6cYggxPSlFMVH7WRzTTHfg1XlOhM/QUFqwtF0QgbC9DUED4tObGEYgBdjeLTqjHUJIYWp2T3AQKfWkVAr0dTg6jKZa7rU86e2u9fvC03DTgEjRZ0NUpAb5g41q9yz/1t2JiPrkTQ1BCKohL1LyPsW0h35hv0536G7eaw3Ax56wRDhV8wWNhC0GhDUQzigbX4tGrOpP+eocLLOKJ4+W/mB6iqyh2PraVpYd2k2zq2ywtff40T+07PyI/72ECan/7Vzz1nTdz+6M1UyRai0jVE01Qq6hOetj353hkKmav7vktzy4o7lrD01gWetj11uJfv/qdnPa3TlqQbgaIodKyZx5p7lqHpl771EELw7sv7ePOnO6f9BhzGA4ovfut1jrzrLUNg1Z1L6Lh59jIE0iNZXvrWG6SGJ59vXSnXFRzecZK3f7bLU6A9HA+y9v7lBEIzW4NDmh1CCAoFk4GBNP19Kfr7UgwPZ2mbV0U8Pvny88nI4IQ0DVxcUSZktNEQ/RS6Gp3InlBQFP28bAdDS+CIArabxRVFbDeLoY3ftCqKhvIrp6iCPrF/EyE+JCtAUQnpbeStE5TtAVxRxnFLaEoIFBXTGcYVZUxnBENLoKl+HFHEFTZlZ7zexPvH0/hglX5NCdAQ+STNsS9SsnsYK76NroSI+Dpoif0685N/QFvidwgb8zHUGE2xp2iIfpJMeS+58sGrfmdrW6q4/8nbMHyTr8jq7RzkH//kJ/R1Dk5bgEIIQS5d4Md/8RJ7Xjvk6W8Wrmpjw6bVskuHdE3RfTpNCyYPDAIMdo+w943DM/bUT5p+FbVxPvJrdxH38GRQuIJ3X9rHP/7JTxjpG5v188B1XcySKTM5pFkVCPl54HO3U9UwefaEVbZ55n+8zO5XD05rBqht2mzfsofn/+5VSoXJ64IlqmPc99mNBCOztyRVuILdrxzkle9v8zTmy96/EAz3jPLjP3+R0QEPWRMKLF47n46b21FVeVt5IzhypI+/+stf8Hd/8xpf//rrfP3rr/PsT3ezfv186uq8PcS5FFlzQppylpumN/c0Gn4cTEAQMuaRLl9YVCektxDQ6ujNfg8FBV1NEPUtIWde/EbX0CpR1QA92e8QNuZTGbrzgm0UFOKBVaTKO+lK/yUhow1NCZEMbiTuX0Vv9mkMLYnlpqj3f5yS009/7sf0Zp8mbx1FUz78RydnHiZTfg9QEbgYWiUBvZmQ0U5f7kf49RoUDGojm8mUdpO3jiMQqIofXfOWEn4puk9nw6bVbHt+D/tev/TNj+u47PzFfp7+Ly/w5Ncepbpx8gnB5Srmyrz4ja1s+YetngpYhaIBHnrqDlkIU7rm6IZGy6IGVE2ddOlSLlXgtR++w6o7l5CovvrvvTT7VE3l5vtuYvU9y9j6w+24kzzRtS2HV36wHcu0eeIPNtO8qGGGRvo+4Y63ATy84wSpwQx3fWI9kYSspC/NnvkrWrjn07fy9H99Ace6dNCh9+Qg3/j3PyIQfoIl6+dP+Y2v47jsff0w3/5/fspof2rS7XVDY8Om1Sy6ed6s34SXiybP/I+XqW6sYMPmNVO6xCSfLvDjP3+Jva8f9rR9KBJgw0dXk5S/dTeMd985yfLlzay/5f0MIk1T0aaozpYMTkhTTlNCJPzrsN0UiuKjNryJgFZHXXgzmhoBIKTPoyn6Ofx6HU2xp8iZRxC4RH1L0JQIIWMhDZEov5rcY6hxWmK/TsHqwtASWG4Gxy2ct42Ciq7GaIl9mbx1FMtNo6sx/FoNteHNZM1DuG6RmtDDBPQG/Ho9mhLAdIaJ+1eiKBqGmqA2vAldPf9iG9AbsN0crigT968g7FuIqvhoin6enHUYx83j12pR0QkarbhYCOGQDNxCyLj6NEBFUahtqeLjv/MAPcf7J60K79guP//OmxSyRZ74w0do7qhH06/+R8x1BWODaZ7961/y3N+9Qi5VmPRvNF3jtkdvZv1DK6dkDJI0k1RNpXFBLTXNlfR3DV1yW+EKdv/yAL/4zlt89NfvJhgJzMwgpWkVjgV5/CsPcvpQDyc9dCUyiyavPL2NgdPDPP6Vh1hx+2IiidC0FfkTQmCWLIrZEmeO9rLzlwfY/9ZRug52s2BlKxs2rZ6W40qSV4Gwn4eeuoMDbx9j/1tHL/mARQjBkZ2d/OW/+jaf+9pjrL57Kb6AcdXfHyEExVyJHS+/xzf/wzN0H+v39HdtSxt57LfvJzwDhSi9GOwe4W//7dNYls2tH1lFMBK4qvdGCEFqKMNP/vLnbPnGVsoFbx1TlqxfwIbNMhv2RhII+AiFfBiGdi5QN5U15GRwQppymhogEVhzwb+Hfe+v1zW0OIY2/vTcp1VSEdx43rY+LYlPu7AmgaKohIw2QkYbQjgMF18hXdp1/vGVINXhB4n4FpHQ1l6wj2Rg3fn7RCXmv+mS431/XFVUBKsu+HdDi5PUbjnv3wJ6PQG9/oJtr5aiKKy4YzH3PXEbP/qzLVhl+5LbW2WbN366k6GeUR77rftZc+8yIonwFf+IlYsmR3ae5Pm/e5Vtz++m5PEHrHVJI4/85n1EEnPjh12SLldtSyXty5vpPzU0adeGUqHMj//iJXxBg/s+s5Fg9OomjtLc0L6smY//7oP89f/+PTKjuUm3F67g4LbjdB/tZ8Pm1dzxsXUsWNlKrDIyJeeDcAWFbJGhnlEGTg1zdFcnB7Ydo+tgD/lMEas8eYE/SZopiqJQ21rFo791P/2nhhjqHp30b47vPsVf/MG32PTle7jjY+uoa6u64swFx3bo6xziF999i5e+9Toj/SlPbZ9DsSCbf+NeTzW/ZoyA/q4h/vbffJ8zR/t44MnbqWutuqIuUY7tcuZoLz/+i5d445kdFHMlT38XigV54PO3ywzBG0wiEeKHP3iXvXtPEwn7QVGorIywafOqKdm/DE5I1yxF0agO3U916P7ZHsqMC0YCPPpb99HXOcCbP9s1aXqkYzkc3Hac04d7WXnnEjZuWsNNty8imgxj+A00Xb3oRFkIgXAFVtmiVChzbM8p3n5uN++8tI/h7lHPa6mTtXE++webmb+yVd6gSdesSCLM2gduYs/WQ54KXg73jvEP/9ePOPneGR743O20LmnEH/R96Pftg4QrcF0X13FxHBfHdnEdB8t0cGyHitq4zECaBbpP5/aPrWPg9DA/+rMXKWQnn8QLIUiPjHcgeOtnu1i4po3Fa+ez7NaFNC6oJRQNoukqmqahqAqKMnG/JN6/Bp89F2zLoZAp0n96mN4TA3Qf66f35AADp4YZ7B71fFMhSbNFVVVueXglQz0jfPM/PENxku+QEILBMyN86/9+hm3P72bj5jWsvf8maloq8fkN9IkaXBe7prquwLZszKLJwOkRtj2/m20v7OHk/jOTzpvO8od8fPTX7uKOj69DN2bntklRxq8LF1tONtKX4un/8gK7XznIxs1ruOXhlVQ1JPEFfeiG9qFzO9dxKZcsRvtSvPXsLl770XY693dP3nFtgm5o3PX4etbed5P8LbrBtLVV8ejH1mBbDoaho6gQmcIMURmckKRrkKIoVNTGeeIPH2FsMMN7bxzx9He5VIG3nt3F3tcOUdtWRcfqeSxc1UZ1UwXheBDDZ6BqKmLiB72YKzE6mKFz/xmO7DjJmWN95Mby2B5/1AHC8RAf/6cPsP7BFbJ1qHRNUxSFm+9bzkvfep3DHiu751IFXv7HN9j5i/0svXUBy27toKG9hnAsiOE3UFRl/ObTcbFtB9u0McsWxVyZXCpPejhLeijD6GCasYE0o/1pWpc28tX//qUZ6XMvXSgY9rPpy/eQGcmx5Rve2g+elRnNsfPn+3nvjSM8Gw0QiYWobamisiFBojpGIOTH8OsIMV63wjYt8tkS+VSezEiOkf4U2bE8VtmiXLIwi9aMtYyWpKli+HXuf+I2+ruG2PKN1zE91KyyyjaH3jlB5/5unv/6qyxY2cbC1W00LawjmgzjD4wHflHGvzvlokVmJEvP8QEO7zjByffOkBrKeKqPdZaiKqx7cAUf/90HCUWvvgvBlWpZVE9NSxW7Xz2IbV6YLWubNoffPUHXgW62/MNrLFjVRseaeTS21xBJhieC4hpCiHMBzsHuEQ69e4JD248zeHrksotrtq9o4dHfvp/wFHRnkK4tjU1J+vrTnDo1yKOPrsbn10l5WN7tlQxOSNI1SlEUWpc08uV/92n+6l99m8M7TnpquyXc8Q4bub2nObH3NC/wGrpPJxIP4Q8aaLqO67pYZYt8unhV1aD9QR+P/fb9bP6NewmEZ6+6tSRNlaqGJA9/8S5OvnfG802pbTkMnhlh8MwIrz69HX/QRyQRwhfwnQsGOraDZdqYJZNywcS6yAT0rHhVdEZa7EkfLlEd47N/+Aiu6/KL77xFMX9510mzZGGWLNJDWXpODEzTKCVpblIUhVhFhM/8/mYc2+XFb2z1/NCjVCjT1zlEX+cQrz/zLqqqEIqFCEb845kNCtjl8Ycr+Wzxiq+Vmq5y833L+eK/fpyKusSsZX2qmsrtj63loS/cyV//6+/x5k93fmh2Q6lQpvfkIL0nB9n6o3dQNYVwLEQg7Mfw6RN1aWxy6bznmhIXU91UwRN/8AitixpkNuwNaPv2kxw53EtP9xipdIFoNMCW5/fyW//0vinZvwxOSNI1TFVVFq5u4zf/+LP83b/9PgfePn5Fbets0yY1NLU9syOJEI/85r089tv3E4zKgoDS9UHVVG55aCW7XznIGz9511MP+F9VLpqX9fROmnsURSFZE+PJf/kooViI5/72l+TTky/1kSTpfRW1cT77+5twHfeKW2O6riCXypNL5adsXKqmsvaBm/jNf/8ZGubXzuoNeCQRYsHqNqoaK3jyXz5KejjLe28e8RR0cR1BdixPdmzq3ptkTYzP/v5mbr5vuSyCeYM61TXEbbd3sO3t4wAEgz4KUzinkQ1pJekap2kqS9bP53f+v6e45SMrMXyzH3NM1MR48muP8ul/sZl4ZVRG1qXrhqIoJGvjPPGHm1m09uo78EjXLkVRqKhL8Nnf38QX/80nqJtXDfJSJ0meKYpCdVMlv/Z/fIKP/+6DhGOzv0QgEPZz72c28Nt/8iRNC+tnvW1oojpGx+p5qKrCvGVNfPnffZrlGzpmZV41nu2yiQc+d/uUdE6Rrk119Qn2v9fNyEiOU13DPP/cXmpq4lO2fxmckKTrgKIotC1t4it/+gU2ffkeYpXRWRmHZmgsWtvOV/7TU2z69XsIyqUc0nWqZXEDX/qjT9KxZt4VVUeXrh+haJCHv3AnX/1vX+Lme5fPySVs44U25Y2ENDfFKiN88vc+wm/+8WdoXdI4K+fqeKCkgk//84/ym3/8Geraqmd8DBfTuqSRZO373TAWrmrlt/7kCdY9eBM+vzFj42hor+FLf/RJHvrCXRj+2X8IJs2e225bSCIZolg0efvt47iu4IEHl0/Z/q/ps6toW7zZ30VfPkNLNMkd9fNQP3BBc4Vg51A3g8UcdzfMJ2z4KDs27w6eYbRcYGNtG1XB8Hn7dFyXtFmiInD5hcYc1+VoeoiI4ac5kjj376lykZDuw6ddeTVbx3XZNdzDokQ1Md/0pMh3ZUcxHYf58Uo05dKT7fHXZODTpuYUKjs2x9PDNEcSU/b6unMpLNdlXqwCgLFykajhQ1evz6rCqqpQ1ZDkS3/0SZbeupAf/vctHN3ZeUXLPK5EJBHm/ic2suk37qF54dS3UJWkuURVVZZv6OCrf/Ylvv5HP2DHy+/N2HdNmnt8AYNVdy2hdXEDr/5wO8/97Sv0nBiY9doghk9n0dp27v3MBrm8TpqzFEUhHAvy0BfuZN7yFn7437ew/YU9M7b8TTM01tyzjE/8s4dYtqFjTmSgnrV8Y8d52RuqprJgZSv/7D9/gR/9+Uu8+M3XPXWPulKqprLo5nl8/n/9GGvuXSaDnBKRSIDbb1/E0qWNOLaLqirYU1iYee58+65ATz7NobFBHmzuIKL7EAiGigWyVpm4z0+FP0TCH2T74GnW2834NZ2jqSG29nWyobaVoH5+xNFxXU7nUmw5c4RNLYupD8XI2yZj5SK6qlITjJA1y0R9fsrOeLEyTVEZKRcoOzZh3ceR1BCGqmG77rnAx48697O8oo6OeBVx3/m97vOWienaRAw/qXKRgG6QKhexXZew4aMqEGaomCNjldk+eJrGcBzbdUmZRSKGn+pAmKFSHsd1sYRLQyhKxiyTsUrYrkttMIrpOpiOTdmxqQvFMF2bkVIBTVWpC0axXYfBUp49w70YqkbSHyRs+EBA2XXwazpDxRwCQXUggkDwTOcBFierWZSoIWr4GSrlKNk2FYEQ8V8JLhRti4JtkvQHGSkVCOk+xspFLNchoOvUhWJkzDKOEKiKQsmxyVvj22fM0rlAyUg5j0/VqAlGyZglyo5NybGpD0VxhGC4NL6mri4URQhBzjIJGz6EEGStMj84sY91Nc20xypwhcCnauiqRsYskfAH0T9w8XeFYLRUIGOVCOs+KgNhhkt5irZFwh8kqBvkrDIV/hAjpTyJidfmCoEjXBrCMdLlEmmzhF/TqQ1FyFsmo6UCfk2nJhghb5uMlguoqNSHoxhTFDTxB33c/ujNzF/Rwhs/2cFrP9xO97H+y6oo75WiKiRr4qy4fRH3P3kbS29dKLMlpBuGooyn2f6zP32Kl7/zFq98/236Oodk94QbWKImxubfuJc19yzjjZ/s4K1nd9F7coBi7soLC18ORVEIxYJU1idYsn4BGzatZv6KFtl6VromKIpCx5o2vvKnT7Fh02pe+tYbHNvdSW4KOwF8UDgeYt6yJu5/8jbW3n8TlfWzV/jyYgJhP4tunnfR/1bVWMFT/9vHWHrLAp7/u1c5vOPklLYS1nSVmuZK7vrkLTz0+TuobamaU++NNHv27j3Nlhf2IYQ4d07U1cX5tS/dOSX7v6aDE3FfEL+msX+0n1tqmhkrF3mmcz9hw0feNvncgtUkfAECE0/3beFwIjNCfyFDziqfl2Ux/t9dTmZG2DPcS3MkQdIfoq+QZf9oP4dTg3yqfQVv9ndxT+N8TmZGgfHlpScyI3Tn0iyvrMN0HHoLGbqyo8yLVbI4Uc3e4V5s1yFm+C+4cT84tPRklQAAIABJREFUNsCp7Bh3NbTzTOd+OhLV/Lz7OIsT1YyZJR6ft5ynT+6jLhilr5Cl5NhsOXOEiO5jqJTncwtX8/3je0n4gyT9QSr8QX7SdQBd1dg11M2Xl6xnz3AvRduiKhDmzgY/o+Uie4d7OZIe4lPtKziRGeFMLs1ouUBbNMkve47TkahGCDiVG2VdTQu7h3vozmdYlKhiUaKGvSO9FB2LmBEgbRg8f+owYcOHT9V4vP0m/B/IqOjKjrJjqJtPtN/EM537WVnVwE+7DrKysoFT2TF+Z/lGurKjvHjmKF/oWENQ9/Hjzvf47IJV/OzUQZZX1HEiPULJsRkp5dnctpQdg92kzCJV/hB3NrSzc6iHw6lB2qJJ7qxvx0Xwy97jNIcTNIRjDBZz7BnpRVdVIoafM7kxVEWlORLnjf4uPtW+4rzgxEipwPdO7KHCH6I1mqTk2Dx76iAJfxBHCFZVNrBruJsnF6zhmc79bG5byreP7aYxHCfhC1IbjPL9E/vQVIX5sUpiPj8vnD6CLVxGSnkea1vGtoHTDJfytEaTJP1BDN/UTRxVTaVxfi2f+RebuPPj63j7ud28+/J7HNlxgsIkPcW90HSV5o4GVt29hFseXsXyDQsxZjC9UJLmCkVRqGmp4sl/+Qi3fmQlr/3wHd55cR+nj/R67hfvlaqpVDUkaV/ejG7IG825SFEUDJ9O65JGWhY38PAX72L7lj3see0gh945wVD36LQcNxwP0bKono4181i0tp3lGzqoakzO+np5SbpcZzt53POpW1n/0ArefWkf77y4j71bDzHSn4IpSEaqakyybEMH6x9cwdoHbiI+S0thJ9O2tInK+uRF/5uiKISiQW5/bC0rbl/MGz/dydvP7WL/m0evqsuaqio0Lqhj3YMruPfTG5i3vEkGNqXz7NrZxV13LebWDQumJWB1TQcnKgJBPtm+gsOpQZ47dZgVVfXsH+tnWbIOy3Uo2Oc/KQ5oBmurmxks5rincf4FmRN+TWdVVQN7RvrY1LIYW7j05NOYrkNfPkvONhEIBGC7Lqqi4Nc0irbFwngVN1c1sW+0l9vq2ogafg6NDdAQitGRqOa+poXMj1Ve8BoUwEXgAqbroqAwL1bBI21L+c7x3ZzKjhLRfXxs3jL6ChlGSnn2jfRyU0U9luuQs0z8ms4ttS0sjFchJrIPirbJbXVttEWTvDfSz8qqetbXtGC7Lu+N9FN2bPoLWYZLefoKWe6sn0d3Pk2qXMQRLkKAI1ws12W4mCdllshbJv2FLPc1LmRRopp7GxfQkajmlZ7jHEkPsThRg6sJTMc5LzihoOAKgRBnXyM0hGN8ov0m/v9D28iYRToS1RwY7QegKhCiIhDi9b5OXCFI+oPsGemlOhDBcl2yZhlFgZsq6thY1wbA4mQNY2aRvGXiIqgKhFmWrKVgW2iKyvxYJR3xKh5qXkR9KIpf03h38AyW69ARrzoXwDprtJxHVVQ+M38lqqqybeAUtaEYDzd38L3jexktj2dJgMB0x5+SBjWDO+rn0RgeLwpzc3UjB8YGKNkWGbPMnpEeGkJxLNcha5ZZUVnPzuFuChPn1XSpn1fDY//0Ae765C30HO/n4LbjHN5xgp7jAxRzJUpFE6tkYdsOruMiXIGqKqiaiqqr+PwG/qAPf9BHdXMlC1e2svTWhbQubqCqsWLWiyK1LG7g3/zjV7DKl84M0XRtVteQ/t5/+zVPTzWqGivQ51BKqeSNoii039RCc0cDDz51B537z7Dv9SMc29NFaihDqVDGLFnYpo1tOQhXnHvqoKgKqqqgGRqGT0f36ee+d4maGPVt1bQsbqBtaRPVjRXEq6IEQlOboVTdVMHX/uafTJpGraoq1c0VU3rsy/Hr/+cn+dRXPzLpdonqGP6gbwZG9OEURaGyPsHDX7yTOz62jqGeUToPnOHozk46959huC9FuWBilkyssv2Ba/D4b/DZc0PTVDRDQzc0DL+BL2AQDPupbqygZXEj85Y30dzRQKI6SqImhs8vC9VJ14dwLMRdj9/C2gdW0N81xNFdnRzcdozOA91kx/LnOh/Z1vh3x52YR6uaiqopGD4DX3D8WhqriDB/RQuL185n4eo2aporiSRCs/pdiSbD/PM/+3VK+YvPDSKJMMlJCg0qikK8KspHvngnGzatoutAD/vfPsqBt44y2D1KKV+iVDCxTRvn7HukjL9Huq7hCxgEQn6iFWEWrGxl+cZFLFk/n5rmylm/hkpzS2niXiEU8lMomKTTRXR9PACuqiqh0NScL9f0DLgvn2HXcA9F28anaTSEYixJ1FIbjFDhDxExfGzt6+Roepg9w73c2TB5ZXVNUSk5Fj/vOcbKygaOpodJ+gJEfX4Cmk7Y8PNmXxcDxRzLkjVoyniRqajPjyUcVEXBUFUUBc5e76KGn7f6u1AnAg8fFPMF6MqOQe8JsmYJRQG/pqEAKgpJf4isVebl7mNkJmphLEvWURkI0xZNUhMMoyoKAXX8oxSMBxV8qkZoosaGooB/4r+brs2R9BARw0fM8BPUDaoCYbYPniZtlmgKxwkafnYMncERgrDu43QuRc4sE/WNZ0YoQNwX4K2BU2iqSks0SUe8moZQjKZInLBhXPAaB4s5ft59jJFSHlDwazoKoE0ELvaN9HEkNUTSPx6YWF3ZwH99700eb19ObTDK8oo6FBQiho/WaJJj6eFzAQUhBCXbIqDpHM0OMVzMU3Zs9gz3UnYdliVraYrECegGr/We4M6GdupDMTRF5VR2jCcXrr7gxynhC2K7Ds+dPkRjOE5tMMKe4V5e6j6Gqii0RpK8O3iGl84cZag4vpxEVdRz77MQgrJjEzP8HBgbYH1tC8sr6jBUjYg+XpPkZHaEsO7j0NgAmdq2aaslAuMdPSpq41TUxlm2oQPXcUkPZRg4M8JQ9yhjA2kKuRJmycSxnPGbo4kfrERNjKqGCqqbKqiojaMb2vjTOIU5MQEORgIsWNk628O4pLMFS6Xrm6Io+AIGjfNraWyvZePmNZhli+GeMQZODTM6kCIzmqOQLY1PFG0XTVfRfTqGTycUDRBNRohVRohXRalqSBKJh1BUFVVVprWooT/go/2mlmnZ91Rqugbr2aiqSjQZJpII0ba0ibs/cQuO7TA6kGa4Z4zR/hSpoQyFbAmzbGGVLVxXoGkquqHhD/oJxYJE4iES1VGStXEq6xMEwoGJ8+LsnGP2r8eSNNUUVSESDzF/RQvtNzXz4Odvp5gr039qiOGeMYZ7R8mni5RLJlbZQlVVfAEf/qBBrCJCZX2SqsbxOYw/6EPVxq+jc+H7ohs685ZNzdxA1VQqahMka+KsvGsJtmkz1D3KwOlhBs+MkBnNUS6amCULTVPxBQ1C0SCVdUlqWyupa60mHA/NqfdHmltefeUQhw/3ks2W+MXPD7Bt23HCIT8oUFsb54knN0zJcZQ5UsDrigaRMUucyaUAqAlGqAyEGShmGZso1tgUjnMmlyZjlYgZAZojCRzhMlIqUBOM4AiX4geyKwxVw6/pdOdTlB2HtmiS4VKerDmeHtUaTVK0LQaKWVRFJawbvDVwCl1RKdgWUcPPupomIoYfVVEo2BZVgRBj5SIDxRy1wQg+VccR7nnH7MmncYUgNBEwKDs2lYEwg8UclYEQg8UcOcskoOnjtQzMEsPFPH5Npy2WZLCQI+kPEdB1+goZtpw+Ql0oSld2jHXVTTRHkoQNg4jhRwhBfzFLujweCGkKj78nvYUMCgpVgRC6qtGbz6AqyvhyA1Wlv5BFU1QqAiEq/SFSZpG+QpaaYISEL0BvPkPONon7AsR9AWz3/dfo03T6CxlMZ7zGRIU/RN4yqQuNL1WpDIQYKGQZM0uEdYPmSAIF6MqOUReKEvMFSJWL9BezIKAtmiRjlQlqBlHf+GsaKuUZKubxaxpNkQQl26Inn0YAjeEYCV+QoVKe4VKehlAMBdhy5igN4Ri317WRs8zzPpegbjBSyjNWLhHz+c+NNWeVqQ6EqQiEOJ1NUXLsc5/LSClPdSCCoWkIIejKjlGwLeI+P/Xh8boaA4Xs+I3qxLmVKpfGz9VIfMpqTkiSJEmSdGMQQvC1R/4j+7YennTbT//zj/Lk1x6d8swrSZKuf91nRkmlL17/JRgwmL+gdrJdeIp4XdPBias6oBAMFHPnghsACX+Q+bHKC2pRfBjbddk70sux9DCaorK2uonWaPJD/94RLofGBs8LiCy8SJHMq1G0Lbb2nSRdLuHXde6sn0fSf/mdR66UKwRH00PnAjowHkyoCoTnTBTWcV32jPRyOpfi3sYFRAzftH8ukiRJkiRJU00GJyRJmkkHD/TQ0lpJJDKe8W1ZDieOD7B4ScNkf+rppuqaXtZxNRRFoS4UpS505UVwdFXl5uombq72lpKlKSrLK+qu+HheBHWDh5oXTesxLkVVFBYnambt+F5oF/ncpvtzkSRJkiRJkiRJuhadTWh44/UjfCS2kvBEd75y2eLll/d7CU54csMGJyRJkiRJkiRJkiRJujTLcti1s4vOziHeeP0oyYowCBgZyeKbwkLuMjghSZIkSZIkSdcqr4uj5VJVSZKu0HirbA1NUykUyhgTLc2TyTB3371kyo4jgxOSJEmSJEmSdI1yP1CE/FIMn3bd1dKyXZP+0lEcYVEfXIxPDc72kCZlugX6ikfRFJ26QAe6emO17Cw7ec4U9qKgUR9cTEi/dLvUKyGEoOCkGCgdI6JXUu1vv+7O/ZlmGBpr1rRRLJgsXtxAPDFe01CdaIeeThcIBAz8fmOSPV2aOhWDnauEEJQci5xVwp3oxGC7DmmzQMYqntedYS6wXJuyY3G5RUrHu46Ynv7Odh0Kdvmyj3GtsCY+3+wHPvNrhRCCom3O6Lht16F0BefcteRyvh9zydnrV8rMY7r2bA9HkiRJmoOEKzALpqdtfQEfqvrhN2hCuFhumZKTpWCnKNgpinaaspPHEXNzrjBQOs6Lff+Z53r+hL7i5EVB54LT+X083/sfebHvPzNSPuX574QQOMK+5ua3vyprD/N87//LS/3/lVHz9LQcwxE2B9O/5Kfdf8zWwb+l5GSm5Tg3GkVR2HhbB5VVEQxDwzDGMykUReGtN4/R2zN21ce4rjMnMlaRXw4coKcwwlPz7iTuC7EvdZrXBg7iU3XurVvGkvjU9BeeCj2FUYqORUesHs1bQVMA8naZg6luVle04dcuHa06Uxjh9cHDfLLlFkL65NWahRDk7BKGqhHQ5nZk1xWCnaMn2T58nLZwNffVLcevGRTsMhEjgKbM/Vjc7rEuViRaiBiBGTneYCnDUDnDsngTuuK9lWnRNrGFQ9SYmScUjnDJWSVCug9D/fDLVsmxMF2b2AfGlTYLHM32cXPFPAxldi55pmNTckxiPu+dc1wEhzM9/PDUdh5vuYXVFW3TN0BJkiTpmpQdy1PyGJwIRYOo2oVzISEEZTdPX/EwZ/J76C8dp+CkcISJTw2TMOqoDy6hJbySKn8b6mXMF6abwEVcYzfrQjjnxiwu42F+wUnRldtJTaCd6kD7NI3ueiEQwuHsmqe5F1a7dn1YgDOVKlAqX/3DtOs6OOEIlypfhIFiCke4CCHYOniIR5puJm+X2TpwmAXRuvNudoQQWMJBRUFXNSx3/MTWFY2ya+EIF0PVMRQNW7iYro0C+FQdTVGxhIMrXBzh4lN1dEXDdG1s4aCgEtCMi7YatV2H6kAcQ9VQUXCFoOxaIEAg8KsGmnrhD4orXAxFY2VFKz5Vn/iBsQGBIwSGqp031rxdJmMVsF2HsmPh14yJ1zjeTcSceI2aouJTDfJ2ia2Dh2iP1DAvUoNfNbCFgyMEjnDRFRVVUREIfKqO47oT79GFqYO262C69rltdUXDEe7EeMffQ0O98Afv7GtyhIOqqPhVAxCUHRv33L5UcnaRXaOdrKucz5qKeRiqRmdukIPpbm6rXkTMCOIKgaHqE69dx3Kdidc9Pq4PfraucLEn3gu/qp8bq4KCX9MvGuwQE5+bI1wMZfz1fPDz8Kka+sT+LdfGFQJdVfGp42NZlWwloBnnzsPxc0mgK+PbuAjMX3nd748L/JqBgoLtOjiMfxYB1UBT1As+D8d1SfhCVPojaIp6buyC8UCP/+w57TpY4uzrNs4FgVwhWFvZTkDznTvnHeGioBDQDMqude6/Wa6Doig4rjveSEiMd00xzn0/3HOv8exnMX5+afhUndFyjq2Dh1hXOZ/aQPzcdrZwUFHxazquEOwbO0XWKnJrdQfBiUBdQDNYlWw9F3xxXHf8uwX4VQNFYfwzOvtd04wP/Wzf/y4rBDQfAkHZsc6dv6qiXvC9BTiY7qa/lOKOmiUEJsZlu8657K2L7UtXNVYl29gz2oX1gcyJkb4xfvbXvyQ1JJ8C/Crd0Fj/0ErWP7RytociSdek7FieF/7+NXpPDsz2UOYcVVVYcssCHnjy9tkeynl6Tw5QyBYn3c7w6SSqohcEJ4RwSVsDbB/+Lseyb1J282iKgapoKCjkGGW43Mnx3NussD7K3bX/ZLpeyhWpDSzk3rrfQQiH+uDi2R6OJy3hlTxQ/7/gUwNU+Vo9/Y0Qgv7iEd4e/kfWV35aBicmoSkGS+L3EPPVkDDqCeqx2R6S5NF1HZyo8EeYF6nhQLob4NwSj6ZQJaPlLGXXomCbxD9QYdQRLtuGjo2nrVR3sHXwED5VpzlUyRtDh8laRaoDMTY1rOFwppftI8exXZuVyTbWVrSzpW8vKTNP0THZULWQ1nA1z/XuJmXmSRphHmm6mfhFnp6ezg/z4zPvsjjewIP1K0mbBf7+5KvUBOKMmjk2VnWwtnL+BYGNtFXk+Z7djJo5vtR+N37N4Bsnt+JXddJWkcZQkk2Nq/ll/wFOZAdQlPGboiOZPo7n+nmi7TbeHjoKCrRHatnSu4eSY9ISquKeumW8M3KCF3r20BSuYHm8hYcbVvKL/v30FsYouzbL4k1EjSCn80NsbryZvalTDBTT3Fe/HN+vPKXuyg/x2sAhCnaZ9kgNH21czdvDx9g5epKg5uP26kUsSzRf8N6MlLM827OLnF2iNpDg4YZVnMoP8fbQUUzXoT1aw721y3ht4BD7xk4xVs5RckyWxZvY0ruXI5lezuRH2FDdwZFMLxurF/Gj09v5WPM6tg0fY33lAl4fPETWKtEUquDR5rW8OXSEE9l+HOHSFKrk7tqlbBs+xvFsPwLYWN3BsngT6gduYoUQ5zJTMlaBSn+UB+tX8O2uN4noAVJmntZwNQ/Wr2Dr4CG68kOcyQ+zNN7ERxpWsWusk7eHjvFbC++n0h/hxd599BZHcScCXZ9q3UBXbohdoycpOiZtkWrurlnGjtETHEr34uJyc0U78yO1PNuzC1e4ZK0Sm5pWMy98YXvX3uIYP+3eQXUgxmNNa7Fch7869nPqggmGyhnWJOexuqKNLb176S+liOoBHm5YRcoq8GzPLlQUTuWHeKxpLcdzA+we7QQgrAd4pOlm/v7Eq/zuoocYKKV5ue89Kv0RTudHsFwbXdVoDlWypmIebw0dZaScJaj7eLB+/PwyHYuCY5Lwhfh483peGzzEy737OJ0fZm1lO+sq5/P64GGOZvpQFYUH61eiKAo/69lJ2bE5lR/msea1APy0eyeWa/P5eXcQ0Hy8PXyU91KnURWVmxIttIar+HbXm9QEYoyV89xVu4SVybYLvmujZo4tvXsZM/MkjBAfa1nHe2On2Ts2npK5LNFMR7Seb3ZuPe97WxdM8LOenaTMAqfzwzzatJa8XeLVgUPnjvF483qOZHrZNdaJELA43sAd1YvRLxKsy40V2Pqjd+XNw0X4AgZVDUkZnJCkK1TKl9j+wh4ObDs220OZc1RNxbHdORWccF2XY7u7yI7lJ902kggRq4yc96BCCEHK6uPVgb+iM7cTQ/WzMHobC6IbqfQ3oyt+cvYI/cWj9JeOMD9665zKmgAwVD/tkXWzPYzL4tciLIxuvKy/cXEYKndScrLTNKrri6IoRI1qFht3z/ZQpMt0XQcnzjqbyuNO/D8VBSaWTbicnwqmqSoNoSSvDx5mfqSWo5le7qu7iS29exgqZ6gPJnln+ASrkm3oqkqVL8JgKcPbQ0dZU9HGQDFFR6yBO2oWo6IwVM4wWs6xKNbAymQL4Q9ZStEerWVt5XxGylkEAsu1GTXzfLH9Lk7nh8fT/Seeqn9Q0hfm7tql/OD0tnOvpb+YYnPTGppDlfzDydc4nR9h79gpfnfRQxxK9/DqwAHKrkXaLCAQ5J0yIMjbJfJ2mTUV81gcayCs+7m1agEnswPcXbuUhbF6bNdhuJwlagR5qnktCgqjZu5/svfe4XFe94Hu+/XpgxkAg0GvLAB7b2KRSHVZxbJjuSh2nGLHWT/Z3CS7Se7uTfFu1lnfePPkxiW2I1cV2zLVLVGUKLGIvZMgSBC9d2B6/777xwBDggBIkCIlyp73efiQnJnTz/edc37nVzg0dJGuyAjnfT3MdXhRrli8DMNARMClWlFEiX2D57m/eBlDsQBWSWNTQS2lltxp+yaciuNLRFiYU8rCnFIEAd7pq2dLQR1zHYV8r+lt5juK2OZdRE9klA3581g4LuTY6JmPQzHzibI1GECjv5fDQ02YJIUzY50Z7RGnakWTFPYNXuCB4uWMxUOIgsiTlZsQBYGeyCgvdR2l1lHMcDzAwcGL1Ni8mOVLpi4pQ2dn72k6wyOUWNwcHW5mnqOI/oiPTeW15Go2nml9j2XuCi74e3i4ZCUnRlpxazZcmo27ChZyerSTpJHCAAajPjwmJw8ULeW7F9+iIzTEy11H0SQFi6Syf7CRUkseL3QeYY7diz8RZe9AAwUmJx2hIR4pWUmtsxhREKZ1AlRqzWVd/lzqxzoz2hKDsQCfrbyD0XiIHb2nqLF7GYz5KbPksdxdSa5mw2vOYVVuNS7Vyl3ehekxSsYIJmN8ac42pHFtjuFYEAODpJ5iLB5Ck2SqbQXU+zpZnlNJo7+XA4ONHB5uYq69kLNjnZRb8uiLjLEit5IN+fP4l4ZfE0xG2Zg/n97IKJ8sW4vXnEN0fNzyTQ7O+bq4GOjl3sIlrM2dgyAIPFC8LNPOzZ5aXu0+joFBIBHhwNBFfrdyE3E9yQudRzCJCmPxEF+s3kKjv5ezY53UOUummEjtH2zEJCl8ec42UoZOVE/w3uAFnqhYjyRI/LL9IHbZPO1zuyF/Hr5EmMdKVwNpTYqhmJ8/rNmKXTETTcXZN3iex0pXY5NNPNe2n/mOIgrNrmmfiSxZsmTJ8tuNYRj4h4Mc31VPLHJtsw53YQ55RZPXlJSR4NjICzQHD2GWHKzJ/TSLcu5FFS2ZfUOuVka5dRlxPYIsaAgIGIaBThLD0BEECZHpHW2m9AQGOqIgI3BJg9MwDAx0dCOZ/k4QxzUOU+P+FAxAQBBERNL7yenSXokkKOm8ZtF36TxSmc/SZYnj5V7NL8flaSdOGMKl9IKAcIVpdjpNalJ5E+nSdZ6+vImyDHTCyTF6Ig3opEgZSZJ6bHJOgoiIjCDMfnwMDAxjoi8FpImxuAmk/ZMY6KQyvkouH8+rpdONtAatJMjpCDPGFfmM9/flcyqTdrzdkxHH2zZNHxgGKSMBGFPm6aTfYaAbKYxxTXhxmvwujfPUOTz9bw10I5EZo3R/TZgpGUBaO32mOv2m8lshnJjALCmYZZXBmJ9gMoooiJilycICAYEySx6yIHJkuBmzpOIxOYjrKZa5KliYU8Zd3gW4VRtPNb/DNu8i7KqZkyNtGIBF1sjX7BnzBLdm47HSVVzw9/Cz1n08WbkRrzlnVvV1KGbyNDsDUR/ArB3gqKJMsdmNKsqookz0MlVx07jKujhugpLUUwQSEcySSonFzUPFy6n3dfHLjoN8rnIjkjAhxLlkraWJCl6zM2MO41ZtFJpdnBhpxZ8IU2nzTDXpMFK82XuaupwSyuU8Lvh7ANjkmU9HaJjd/Q1U2vK5u3DxlPYUmJw8UrKSBn83z7Xt57HSVejoGdMKRZRmdBgojPebMd5+j8nB7v5zbPDM5+RIG4tyyniz9xRlljzm2r3jt+BpcxivyYkqpduY1HVylLQgSBVlLLKW+W4CA4jrKZbklLHMXTE+T+xokkzR+CFTESUkQSRPc7C98zCF5hxqncUzjmWJJT2OZkkhlkogCgJrcmsos+YCAqIgYJNNbC6owySpaOOmMU7Fgku1TnvzfjWsskaByUkkFUdEwCKrPFqyiouBXp7vOMjHSlZQY/ciIExyKCsKAgUmR0Z4Zujpl248lSScihNJxZEEEauiYZZUnIol019z7F7u8i7kLu8CXKqN46NtlFhyUQQJk6SQ0JMogpx5kQP0RkY5MtTMx0pWMBILksosfJPrdSVpkwxQJRkDA1EQSBopchQLbtWGWVLTgppprBNjegKLpCEIAhIiKT1twqKKaVMtSUznNd1ze2V/AeRrDqyyhiJKhJPp8rRxcw5JFDPmVlmyZMmSJcuVGIbBmf2NnNo7CyeQAhSU5U0RTvRGztMcOAjAAufdLHE9iCJOf4l2eRSMlJHkvcEf0xI6zOKc+1nqegiJqT7P3ur/N3ojDaxwf5w65zak8WOHQYrz/t0cHd7OMvfDLHBupT/azMXAe/RFLhDTQ5glBx5TNUtdH8Mu51/eclqCh9g7+KNJZUmCwgOFf0GeqfKqXZEykozEOmkJHqY7cpZQcgxZUHBrpVTb1lJiWYhJsk+fVk8wEGumJXiEvsgFwqkxDMPAJNlwqSUUmedTbl2OVXZPPjSjc2bsDY6PvjwpP4uUw/2Ff4FDnardChBKjXDBv4f+yEWG4x0MxzpIGXEODT/LybFXJv22yrqKtXmfQZOsJPQIB4afoTV4lPmOzax0P44sTPUbZxgGTYH9HBx6lhy1mC0Ff4hDmb4u10tcD9MZPk1jYC+j8R4wIN9UyVyZhq6vAAAgAElEQVT7HZglB+IMPsBieog9Az8gkBhkk+cPcCj5tIdP0hw4yEi8CzCwyXlUWlewMOcehMuOsjpJ3un/Lp3hM5Py9Jrmco/3T5GEqXM0nBpjV9+3GY53sCH/d6m2rUWYRoCiGymODj/Pef+7lFqWsD7/SUySLfN9Uo8zEG2mJXiI3ugFIqkAqmjGo1VRY19LobkWRZzsT64vcoEdff+HObb1rMr9JN3hepqC+xkaH2ebnEupZQlz7BtwKPk3TXD0fvH7I1gsKrKc7iddNxgbCyFJIpr2/kULvxXCiQk9CVEQWemu4udt+xFFkVW51VM0ESB9cFnhruLptn3cU7gYp2LhDs883hs4z3A8iEMxc7d3Maooc3SkhUgyjjp+UBeYHEZ6LB5i78D5zOHZmObQA3B8pJWDQ434ExFyVEv6gJ+R3l4pg71ER2iIXX31XPD3srP3DBvy5yEIXPZHwKVa8Jpz+FHzuxikD8h5mh1fPMzPWvfRFR5hubuCnsgYBwcbSeiXpJOyIOHWbPy6+yQ94VE2euan872sRrIosTK3iqea32WeoxC3aptSTwEBi6xRP9aVEZCAwbGRVnrCIySMtP+F6RiKBdg3ONGHBmZJZamrgrf7zrJPvIAmKpRb8zAMpvRTrmZnOBbkl+0HuLNgAU7Fgm4YFJld7IqfxWvOIZiMcsHfQ29kLNOuS32fpsDkoMZewO7+BjRJYVVuNR7T5NBHsiCmTYH6G/AnItgUE9u8ixDGhQi6YWTyjOsJEnpyXMMggCJIvDd4gYv+Xl7vOckWTx2Q1vIRxqXwJklhTW4Np8faaQ0O4DXnsNEznwXOEnb3n8MsaSxylVJuyUubC1xDyHp2rIO9/Q10RUbwmJwscZWn7wzG6ygIAqFkjH2D5wkn4xjAxBAVmnPYM9BAMBHl7qLFEz2WyVsRJLzmHJ5qfjd9cL/ihSoIIAkCC3NK2DPQwO7+c2iSwrbCRelnlUt1ALDIKiZJ5cXOo6zKrcZrdhLXkxwaushA1Ee1vQCAIrOLHb2niKTi3Fu4hKFYgF19Z7ng7+HtvrNs9NRSZSvgF+0HEBAotrjI1ezpPh7vs5m6bYW7ite6j/PTlj3YFTP3FC5mjsPLC52HERDwaE7yTY5pn9tii5vDw00807qPe4uWjL+PLpVkV0zMcxTzctcxJFHCrdrI1ey823+OM2OdDMUCKKLMomnMnrJkyZIly28XhmHQ3z7Ei99+k0gwes3fa2aVujU1aJZLggfdSNESOkIwOYJdzmeh8+4ZBRPT1IBAcojhWDuh5Gh6zzjN4umL9zMUayeS9HH5Js0AoqkAQ7FWhmMdtASPsHvgB4zGu5EFZdzvVIKhWDvzHJtxKJcLJwTMUg4FWg0xPUQoOcJgLG1WmjCurkGSMhK0BA+zb+DHjMQ7kAQVk2QjZSToiTRw3r+bhc57WJf3GcySc9I+MGUkaQ4eYvfA9/El+lFEEybRjkGK4Xg7HeGTnPO9xVbvn7DAefekcgUEbHI+Hq2amB4ikBhkKNZGTA6O39pPTyg5QnvoBNGUHwNjfFchIAkqmjjZRFwWNSY6WJHMuJQiTiX6afDtYr5jCzlq4ZT843qIpsABBmOteEw1WGX3VftvNqR9pkU5PvoSx4Z/RVQPoooWNNHKoK+Fi4H3qHNuRRHUaS+CDCOFL9HPUKwNX6KP8/53OT7yEkkjhiyoJI04BucBgwU590xKKyDgVkuJJgNE9SBj8V7GEj2YRceM5y+LlIMm2RiOddDo30e5dRmqMLlv08EBhmkOHmIk3kWd8+4pwrp6304ODT+HPzGIKprRRBs+vYeu8BnO+99lVe4nWOJ6aFK6uB5hONaOKlowSQ4ODT9HQo9glhwkjDj90SZagofpDJ/mroI/xqkWvI+RuXnsfPMsmiZjs5tYvqycvn4/b7x+mkQiyfzaQozLzjs3wm+8cMJjdvKJsjWZqAJr8+ZQYc1HFAQ8Jic94VGiqUsvM1EQ8Zgc2BUzFlljsascQRBYklNOoTmHcDKOWVKxyCqfqbiDsUQYs6QiCyJmSeXB4uWYL4tq4VSsbPTMJ6GnsMkmrIpGS2CyrbhZ1iix5PLJ8nUYhoFV1shRLXyhahMAVXYP+SY7gzE/qcil21dZlLDLJu4sqOMOzzxMojKebjMu1YYoCDxRvp4c1cLjZasZjgUz2hMOxcwf1NxFJBVHExXs49EsNnpq0Q0dp2rFJpsQgHsKFzMYC2CRVCRBZJt30aTIDgYGdtmUvtXPm0NcT9IbGZuk6aFJCg8VL8eXCGMad9ooILDUVUGVzYMqyuRpdrrDIxmngBPj4VQtbMyfT9LQcShm3JqN9flzqbZ7iaeS5JnsGceLHy9dg1W5tLh6zTl8tvIOwqk4uZqdfJODYosbl2rlq/PuI1ezM8fhZSgaQBVlthUuRBHljJBnAous8VjpaoZifnTS5jRd4WGSl91uy6LEPEcRBSYnoWQMk6RglTV+r3oLNjktLX2ifD1DsQAJPcVjpavpjYxycOgiD5esZKmrgvnOYmRBIlez80jpysxceqxsNVZZY469kHnOYmKpBHbFhFlSeahkBYNRP7qhk6vZscoav1O+LuPbJJpK0BsZnRQCzCQpeE0uHi5diW7oWGQNl2rl92vuAtKH/CfK1+NQzGzIn0cslcQiq+RraYdCy92VFFvSi5gmKix2lVHrmKwB8qnydQzHgpgkBU1SkAUx3Uf2QqyyiUKzC4diocjswp+IIIsSOYqVz1begVOxZPrLqVqQBYlPlK1hLB7GqZrJUax8oXozsVSSbYWLMv1bl1NCrmYnZeiYZRWP4ODuwsXc6V2AWVKxyhr3FS1hMOYHBPI1O7Ig8WRl+lmbay+kyOxiIOKbpOkgixLFZjefKl+PPxEZ12ZRudu7mMGYH8MwyDM5UEVp0nPrNTsxSQpVNg+frbyD+MR7wKbhMV3SPhIFka3eBQxE/eiGQZ5mxywpzHcUUTLXjSiI5CiWST5OsmTJkiXLbx+GYdDfMcxP/ucLXDjaMqs0OfkOlm1ZMOmzaCrIcKwdgxTFlgXYJgkAPhgMdDrCJ+kKnyFPK2dT/hdxql4MdEZi3URTvvGb/MkHHa95Lnnan5AykgzGWni95xtEZhEqsifcwJ6BpwgmhqhzbmVRzn1YpBxSRoreSAPHRrZzdmwHkiCzLu9zaNKlQ2o4OcqRkecJJUdZ5voYC5zbUEUrYBDTg/RFLjIa76bIXDvNwUygwracYssCdCNJZ/gUO3r/5Zr1zVXLucf7pxjoBJJDvNn7L/gT/SzJeYBa552TfisLGur4zbyAQKVtFSfHXmUw2kpX+Oy0wgl/YoDO8Bk0yUa1fU3ajOJ9YqDTFjzGsZHt477QPs58xxY00Uok5eecbycNvl1EU0HMsnPGfOJ6hBOjL2f6u8K2ErPkIK6H6Ys24lKLxs1wLiEgsSjnfuqcW0noMep9O9l3hYbNlQiCQI19Hef9u+mJnGMs3odnirNRg6FoKwPRZhyKh3LrsozvFd1I0Rw4yMGhZ0gZKTbkPUmVbTWKaCZhRGkOHODk6KscHv4lFimHOue2KfNjINpEINFPlW01C3PuwSq5SBlJWoKHOTaynfbQcRr8u1iT+8RtYd7R2ztGKpnCnWtjaDBAIpFi8eJSHA4zRw63UldXnNGquBF+44UTqiiTZ7rkoVWTFMpt6Rdw2jFkDwPRSy80URCwKyYafN2sHrerh7Qviivtv92aDbdmm/LZ5WiSTJk1D0gvKAMxP0eGJy8mheYc1uTV4DFN9iRrMqcPpmZJRUDg2HAr/sQlj8xWWWOjZ36mPVemA8gfz1MRZRzKZEngdOYlFbapi5NdMU8KGZkz3icTNPn72NF7mlpHMUVmF8FklBOjbcRTl0wt3JqNDflzcWuT1cU8Jkem3Uk9xXlfD0OxS85+NElmXd7cKW2UBJESy2QJryiI5JnsU353ZTsnQqgWZ9Ir2GyTVa2udFoqCAI2xZQJ8RlOxtg/1kEwccnmz66Y2OixTinv8v/nmxyEkjHCqTinRtvxJyIUmnOwy2ZytSvVCC/VKe+y765st1XWsF7RP/mXzaVQMsbxkVaS+qXDdp7Jzvq8uVP6a6KumqSQP65VVDKNLxBNUjLzGtLaOJe/TQRBIEe1TpkrQEaQMOGvI8/kmPSMeqRLi9Xl7bjyeZvOH4MqyJRaL9VXFeUp4U5VUaZcntxfBeZ0mRNz48hw85SxdXms5Jsck+okixJlct4VeaX70CypGeGSKEztxytD85okdVKfwvTPaJYsWbJk+e3EMAzaG7p5+p9eZt9LRzH02QVIXHX3IoqqJu+/JrQOAFxqMao4+1DXNwsDg8FoC3XOu9js+SMslx1WC0xzpk2TNq2UkcZNay1JJwLXFtwn9Tinxl5jLN7DHPsdbPb8IRb50hqbp5VjlV3s6P0/nB77NVW21ZRZl2a+n7jlNkl2FuXch8dUPSn/QnPtjGWn66wgZaKIOa6iE30JWVSxiem9g4E+bhYjYJLs2K8hTLLKbqptaxmINtMY2EOtc8sUs4a24DHCqTG8pjlXrf/1kNAj1Pt2EksFmWu/gw15T6JeJuTJ1yoIJkdoDh68Zj69kQvcWfBHLHDeM+lyptiyYNo0giCgCBoKGoponqJdMhMerRqPqYq+SCNtoaN4TJVcLhBLGQlaQ0dJGnEKTHPI0yoy34WTY5wcfYVIKsCavE+x2v07SOKlfnarpST0KEdGnues702q7GsxX2E2lDKSeE3z2Oz5g0lz0ql6CSaHODH6Ml3hM6xwfxxFmK12063DZtO46646PAVOfvTDPUiSSIHXyZw5Bby3r5EZFOFnzW+8cOJqyKLEnd7JE1w3DIZiAWrs3ssOrzcHQRAoMDn5VMW6605rkhTuL1567R9+COSZ0lEpiswuZEHEpVp5rPT6PSfLosTWwoW3oIY3H4us8WDx8htKW2rN5fGyNYSTUeRx84cr/VfcTHI1G4+Xrbll+f+m8X7G9oNAkATMNg2L3XTtH/+WoZoUFHWqqV6WLFlmhyCKaBY1+36ZBlESUc1T7fYnaDrVztn3GimdV4i3Ih+b04LZZkLRpnfEN1sMwyCVTDHcO8bxXfW8+oNdtJ3rmrVgIq/YxcZHV2GyTD7U6EaChB5DQEQVPzzNPJucy0LnvZilWxvqcTTexUC0GUlQmOfYNKU8QRAotS6hwDyX1uBhWoJHJgknZEHFLufhS/TT4HsHTbRik3MnHURvJwREKm2rOD32awaiLfRGzlNiWcjEoTuaCtIePoFuJKm2rcUkTjXJvhECySEGY61IgkqNff0kwQSAKlmotq+lJXjkmnmVWhZRZVt9y+emWXJQZVtNT/gcnaHTLHTeM0lIEEwO0xk6hSwo1NjXT6rPaLyb3sh5LHIOc+wbpswHWVAptS7hxOjL+BJ9jMQ6pghXNNHCHPsGzNJkTRJF0PCa58EoxFIhYqngdZhe3TrKy/N4/fXTyLLEyHCIUCiGx+MkGomjajLvV7njt1o4MR1pcw/HFC2GLDPjUm24pvEzkWV6ptP6yJJltrgLnHzqzx8k7L92XPvfNkRJonpJ2YddjSxZPrLYnBYe+dI2Nj320QrN+EEgCALFNd4Zv+9tG+SZb7xMJBglv9hNRV0JxTUFeEpyyS9x4y504cy1YXVasNhMiNLVD1ypZIqxQT8d53tpPNHKoTdO0nSynXh0Zh8FV6JoMpseW838VdUI4lRTg0u39+/zqvN9YJXd5Gplt1xd3ZfoJ5wcwyq7cCoFTHeCkgUFj1ZFa/AwA9GmSd9ZZBeLcu7nwNDPODbyAl2Rs1RZV1NuXUq+qfq2ODRejiCk/S+UW5dx3rebluBhvKZ5yGJawDYQbWI41o5NzqXEsnBaZ5E3gi/eR0KPIAkKuZdpGFxOrlo+K82RAlMN2k0SmlwNUZApMS/CruTTH21iONYxyedIR+gUgeQQbrWUQtO8SWmHYm0kjTgpI0FT4ABtwWNT8h9L9AEC8VSYcHJsyveqaCXPVDGtOZAimBAQMlFabgfWb5iD02khGIry8CPLAYN33z3Pnt0X2HJnLdI13m3XIiucyJIlS5aPELYcK5seW/1hVyNLliy/gZisGmvuvz21NG97DAM9pZOIJelpGaCnZQAAWZGwOMxYHRZMVhXNpGKyatjdNszWtGaFoskoalrDIhFLEhwLMdznwzccYGzAx9hggFTyOiM4CVC3poYHv7gFbRqND0lQUEQTBjrRVBDdSGXs6D9IZEGZ5CTwVhHXIySNGHYxD0XUZjgcC5nb66geJGUkM34YFFFjUc69WOUczvreZCDazMHoM5zxvUGBqYZax12UWhZjlm+fy01NtFJtW0dL4AitwSMsdN6LSy0mZcTpDJ8inByjxr6eXK38pgmHYnoI3dCRRXVKdIoJVNE8q7mmibYPZE4KgkC+qRKPqZqmwAE6w6cpNM9DFjRiqRDtoRMk9BiVttVY5ckmxeFUOjJbODnGwaFnr1qOKCjoTH2OJUGeVghzO/iXmA7DAItVIxSKca6+C4CyslweenApmmnm0LizJSuc+Igz2D3CqT3niUXS9vEWh5nlWxbgzJs+DFKWLB8W0XCMk7sbGO4dBUCSJeYuq6BqUfam+6OEYRicO9RE27muzGelcwtZsHYO0vtwgJQly5UM9Yxyck8DsXB6fTPbTKy4a2F2ffsAMQyDvrZBLp5sIxFLUrOknLL5RbftpnmCljOdNJ5ozRzo84pcLNlUO8W04YMgmUjhHw7iHw5O+jwdJQqY+PsyLQZDN9BnabYxE0WVHj79Xx6msHL60JBps4S0FudovJu4Hp4xhOaNYBg6xjQHsalMxNS7tUxEujBmjNuQZuLb6WqlSVbmOTZTbl1BV/g0raGjdIXP0Bw4SEfoFLXOO1mX95mbEvXiZiAIAmWWpbjUYvqijfRGz+NSiwinfLQFjyOLGhXW5TfZ38i1x1JAmJXmxETksw8CWdCotK2iLXiM1tBRFuXch01UGY330Bs9j1XOocy6BGmakKwADsXDopz7rqqBIgkKedrUULeCIHwogsEb5eDBJva/d5H8PHtGIysvz86aNdXXSDk7ssKJjzgdF3r4j7/9JaP9acldUZWHkhpvdvOW5bYj7I/w4nd2cnJ3AwCaReXJv3k0K5z4CLJ7+2Fe/ve3M/+/58k7mLeyKiucyHJT6brYyw//9nmG+9JqsAVluZTOLcqubx8QE4KJb//l05zd30gymWLeikq+8o3PUbXw9g5rfOLdc/zkH18gFk5HY1u6uZY5yyo/FOHETBiGMe447uabVJTOLeQLf/s4C9fOmdF8RJOs5GrltAQP0xM5hy/Rf13CiUtHxunrH9PDJPXYtN99GJgkO6poJpYKEU+Fpg13aGAQTA4BYJZyEKeJXiEKEhbZyRz7HVTaVjMa76QpcJCTo69wdmwHTsXLctcjt40vCpNkZ459A73RCzT69zLXfgf9kYsMxdtxKl7KrMtvqrDRLNkRBYmkHiOWCk37m5gevm1MFCYQBIFSy2KcqpfReBd90QtUyWvojTYQSAxSbl2G1zR3Sl9NCPgU0cTinAcmOXX9TaW1ZZD77lvEsuXTmaK8f25L4URgLET9gYuZRUXRZOYuqyCv+Pokkbquc+FoC93Nl0J3esryWLhuDqKYDcmXJUuWLFmyZMkyLQa0n+/h2K569FQ62tOFY62c2tNA5YKS21574rcRQRQom1/EF/7746y8exGyOvM2XxREyq3LqfftJJgc4ZzvLdxq6ax8J4iClLkhjqVC6EYSmHyjPBbvITyL8J4fFC61CJucy1CsnZF4N17zPAQmC9QTejTja8JrnnvV/CYiQ+Rr1bjUYiIpH6dGX6M3cp648x7MN104ISAIImCgG9dn4lNhW8Hx0ZcYiLYwGGtNR57QY1RYl00xU3i/OJVCVNFMKDnCYKwZr3lq1JXhWNs19Fc+HKyym3Lrck6MvERb8Bgl5kW0B08gChIV1hXTapjkaZWooplw0sdAtIkK24oPoeYfLEVFLpqbB3C7bWkzDtLma3k36eLgthRODHQM892/epah7nSII7vbxle/+eT1CyeSOjt+to83frwn89nGR1dRt7o6K5zIkiVLlixZbhKRUJTAaBhDN3B5HKim2+PWMMuNYxgGkUA0I5iAtIlCOBD9EGuVZSZMVo0VWxfyxJ8/RNWi0llosgkUmudRY1/PqdHXODu2E1W0sjDnHqxSzrjwQcBATzv80xMooglZVBEEEYfiQRIUeiIN+BL95InpW1TDMIim/Fzw7yaQHPwgmj4rHEoB5dZlDMc7qPftxGuag1srTR/4DUgaMS74dzMQbcEiuaiyTfbtFEsFSRoJVNGCLCjjgoIJJtTyBSTh/dvcT4ckyJgkO0k9zmi8k6QeQxLUTFnGePzGK8tOh3YvpNq2mnrf25z3vUtftBFVtFBhXYk8g5nCjWKV3RSZ6zjvf4fz/j2UW5djl/MycyOUHKUxsG+WJj8fLIpgoty6jHO+t+mPXqQrfJqBWBM2OZfyGTRM3GoxFdYVXAzs58Toy9gVDzmqFxF5vM06KSNBXI9ioN90YdCHQSqVYv97F2lo6EFVZQQEvIVOPv+FjTcl/9tSOGEYBslEimQiPXGTieSsQyZlyZIlS5YsWT5Y9mw/ws+/+RqxSJz/9pOvULu65sOuUpb3iSAK5BblYHWYCY1HBzLbTHjL8z7kmmW5HFESqagtZuun17P58TXkenOmicwxPbKgscz1MKPxbjpDpzgy/Es6Q6coty7FqRYiCQrRlJ/ReA++RD8r3I9RYlmIgECpZQn1vp0Mx9rZP/hTap13YZJsxPUIbaFjtAQPYxJthFNToxO8H5J6nJgeIqmnIySMxnvGNTcMxuI9aKIFSVCQRAVNtCGPH+BFQWJhzr30RS/SG2ngnYHvUufYhk3JJWUk6Y00cHZsBwY6y1wPkX+Fb4DO8GmOj7xMkaWWPK0ibb6ARFyP0he9wAX/XmRRodSyaMoNe1KPEdVDpMbr7Iv3oaOTMpKMxrsxMJAEBXmizuJUgYEqWikwzaEjdJKLwf3YFQ/5WiWCIJLQY9hkN3mmSqRpjnaKYKbStpqLgf00BfYT08MUmGrI026+Wr4imqhzbqUjfJLu8Bn29P+AuY6NmCQHkZSPRv9eRuPdN9nPRfrsmNAjxPUwSSNBQo8STKYvuRNGlOF4B6poTvezoGGSpjrbFAQBj6mGPK2coVgbZ31vEU0FmGvfhF3Jn7Zck2RnmfsRRuJdtIWOEesLU2Nfh1PxIiIS08P44r30Ri9QYJrDhvwnb2q7Pww2bZ7PmrWT1/hYbPZRhK7FbSmcyJIlS5YsWbJ8NIhF4jQcbqK3dQDDgETs9rIlznJjCIJA1aIyPvmf72f39iPEo3HWPbCMVfcszpp0TIOsyphtJqLhOMn4rX0GREnEZFEpqipg42OrWHPvEspqi65bK3gi3OTd3q9ybORFGgN76Ys20h2px0BnwnWhKMjYZPe4ECBNoXk+y92PcWT4l7SEDtMaOooimtCNJIpoZpnrYQLJIU6PvnZT294dqefYyHYiKT8pPUFMDxNJ+dFJsW/wR6iiFXlcOLEk50HmOzYz4SHDpZawpeCPODD4NJ3h03SHzyGL6vjtdhKL7GR17idZ6vrYlEgTAiIj8Q66I/WAgSKYEAWRpJFAN5KYJAfL3Y8x17FxyqG3JXiEk6Mvk9BjpIw40VSQpB4lSZxd/d9JH5pFBU20stz96BStDUhHC1ngvJv+aBPd4bPsHfxhOsykIKIbSRY472aD+nkkaerRLu1PYQl5WiUd4RPIgkb5LTDpgLS5UIllERvynuTI8PNcDO6nOXgIRTSRMpI4FA9rcp+g3rdzPMTmzSFpxDg19muaAwdIGgmSRjwTtnM41sGvu/8JWVSRBBW7ks/6vCfJ1ab6zrFKLsqsS+mNXKA9dBxJUKiwrUCbQZgiCCLF5jruLPgyR4Z/SU/kHD2Rc5ccsBopBEFCEy0Um+tuWns/DMaVc7DZTNhsl39u8NJLx3n00Ztj0pIVTmTJkiVLlixZbpjRAR9tDT2ZjUuW3xysDjOPfvlutn16A7quY3NaMNumDw/4286CtXP40tc/zYWjLbTVdzHUO0ZgJEhwLEw0/P4dQ4qSiCPXRn6xm7J5RazYupC6NTW4vTkomnzDAiNBEHAqhdyR/3lqnVvoCtczEuskpgcxMDCJNhxKAUXmWrzmeZl0kqCwOOd+8rQK2kPHGYv3AumoBRXWFRRZ6ugMnSKYGMKpFsFl9RMQcCgFVNlWj9/ez16oIiAiCybMEiCBjdxpD5mQPihf+X+PVsW2wq/SGTpNd+QMoeQYsqDgUkuosC4nz1Q5bWjTUsti7i/6y7Tz0HgfsVQQHR1NspKjFFFmXUq+VokmWafpYxFFNCOP+/OwKXnkUTFNfeWrRrFwqUVs8/4nWoKH6Ys2Ek+FkEUNq+ymyrZ6Wo2LCVTJTKllEZ3hU1hlFxW2FdfV79eDImrUOreSp1XSHDzIWKIHjHS4zmrbWmxKLpGUj+F4xxQnrKIgU2iahyTIOJSC64rVIQoyqmTJeD9xzKDtIAvqjPkKgkC1bR3DsQ7iehi77KHIPP+qfSWMC2Tcagld4bP0RhoIJIfQSaGJNnLUQorMdXhMVZPSmWUnVbbV2OTcGc1rrLKbSttqcpTCq47vB0FHxxC6biAAg0OBS18Y0HCuJyucyJIlS5YsWbJ8uBiGwWDXKB0Xej7sqmS5BQiCgMmqYbLePlEublccbht3PLySOx5eSTQcY7hnlOG+McYG/Az1jDLUO4p/OEhgJERgNEjQFyYRTZBMpEgkkqTGTZllRULRFCwOMw63DZfHgac0j8JKDwXluZTUeMkrct3U6EiCIKBJVorMdRTN8nY37RAybaNfbl027W+q7Wuptp3XwmoAACAASURBVK+d8rkoSNTY11FjX3fddS2zLqHMuuS6000gCCI22U2tcwu1zi2zTqdKlqu29WrMsa9njn39dae7EkEQyVELWe5+5PoTGwaB5DAGBkXmWtzqrY24o4gaRZZaiiy1036/Ju+JaT/XJCt3eL5wA+WZWOF+lBXuR6877ZV4TFU8VPzX15VGFERsSi7znZuZ79x8zd8LgkCBqZqPl37tqr8rttTxccs/XFddbhU9PaMkEinqz3YRjSSwXSaoDgZvni+irHAiS5YsWbJkyXJDpJI6LWc7CY/7JMiS5bbkA7ZCMVk0imu8FNd4MQwDPaWTiCVJJpIZn2qpZApDN9ANA0M3Jjk0FEUBSZaQFQlZlVFNCqpJyTpzz3LD+BJ99ETqkQSZavs6pGlu6qOpAEOxdlLG9fsPEJFwaSWZ0JpZfvNYubIKwzAIBmMsXlxKbu64bYcBzz574KaVkxVOzJKJRSOV1DF0PR2fmnFrPEFAlIRMLOn3a4s5sZDpKQPD0DGMdJ6CKCBJIoIo3HR7T8MwwIBU6rL2TZR7WftutZ2pYRjpOqRmqIMognBjfTy5Xw0MjPT4iem2ibegX69ej/TYTsTaFgQQRHG8n6+/jen+MtB1Y7z/yIRqSs/T95f/jGXq42M2vrmayFuUxA9kztxqJtqo6xNtHH9eBC7NH/HWPB+ZMU3q6XElrU6HICCO9/HNeh/o+vi8HH/+08Wkn7mJ985HnUx/psb7c/y990G+X3Vdh8vXj1s4f241hmGQiCepP3jxQyt/0vvnFj4fV10jP8Jj+GEz6Xm8Yg0RbuK7RxTESfKJyevw5LG82e8BQUgLGtKaDlkNlCwfLIZhkDISXPDvYSzeS6F5HkXm2ikmLwAD0VZ+3fN1QsnR6y5Hk6zcVfDH1Dm33oxqZ7kNUZS0tta2bQuQZQlRvBQp5u57Ft60crLCiXFSyRR9bUOMDaVjMttyLBRXFSCrMoZu4BsJ0nyqnTPvXaCtoZuRPh+pZAqTVcPlcVK1sIS6NXOoXFCCI9d2w4taOBCl40IPp/eep/FEG4PdIyRiCcw2M0WV+dStncOCtTUUVRUgKxKiKCK+zwVUT+kMdo/QWt9F/YGLdFzoYXTATzKeRLOo5Ba6qF5USt2aGirqSrC7bZkJeT30tA4w2u8DwGzVKK8tzqglGrqBfyRI06l2zuxvpPVsJ6OD6TqYLBq5hTmUzi1k7vJKyucXUVCeN+sbBF3X8Q0FaD3bxYXjrbSc6WBs0E8kGEUzq7i9Lhasq6FqURmSNHOemlmlZI4Xk2XmzcVg9wgDncMAqCaF8tpiVC0dUs8wDEK+MC1nOzm7v5GmUx2M9I8RjyZQTSouj+NSG2uLKKoquGp9Lm9fyBdhsHuEzsZeWus76WrswzccyIR80ywqLo+TokoPc5dXUrGgGG9ZHop24+H+kokU/e2DNBxp5sx7jfS0DBDyh1FUGbc3h7nLK1h8x3wq6oqx2M3pA8Ms2nO7kEqmGBv0M9A5TGt9F23nuulrHyQwGiIajiPJIlaHmVxvDuW1xcxZVkH5/CJcHues2xkOROlu6iMeSyCKIp5SN7mFaQdVyUSS3rZBzh9poeFwE93N/YR8YQRRxOa0UFCWy7wVVcxfVUVxVQGK6cbCl+kpndEBPxeOtWTeb4GREAjgzLNTtaCERRvmMWdZJc48O4LArObl7YRhGCRi6f5sOtlGw5FmeloG8I8E0VM6FrsZb0U+81ZUUruqmuKaAszW2dvVJ+JJui72EQ6ktQdcHifeivQ7Std1hntGaTrVwZn3LtDZ2MvYUABD1zHb0/OnZkl5+v1aW4zZbrqtD7iplE4kGCXkCxPyhelpGeDC0ZZJv2lr6EZSrq1yXlTlISffMev2TghxAeKxBL0tA5w73Mz5o830tgwQ8keQZBGb04q3Io/5K6uZv6qKwop8ZPXGbfJTKZ3BrhFaznRw7lATHRd6GBv0k4yn9wC5hS6qF5dRt6aaitpi7C7bR0KYNzrgo7dt8Lqjobk8Drzl+e/rfW4YBqMDfjrO93DuUBOt9Z0M9Y4RC8eQFRmXx0HFghLqVtdQvbgMd8Hs36vTISkiiMJl63AXp/edp+lUOyN9PpKJJFaHmaKqAhaun0vt6mq85fnIs5jHWbLcbuiGjj8xQFwPYWDQFT7DidGXkUWNBc57sMm506ZzqgWsdD9OQr9+FX1JVMjXqq79wywfeQb6/dgdJpzOtJNQQRAoLZ1+Tt0IWeHEONFQjGe/8QpvPbcfgNrV1fzfP/4Kbq+ThkPN/OpbOzi+q55oaHqnRvteOorVYWbF1oU8/tV7qVlacV0beMMwGOgc5sXvvMXu7YcZ6Zsaeqn+QCM7n3mP8tpiHvi9zWx7Yj2aWZ3VJnCmMiPBGPteOsqOn+2l8VgriRk8TO976SgWu4llW+p48It3snRLbUajYbb86l/f4LUfvgsGVC0s5X9u/79wFTgxDIPzR5vZ/m9vcvStM0Rm6GMASZG48xNr+LN/+z24RvdO3IycePccr/3HO5zc3TBj3ntfPHLN+pfPL+Kvf/hlKupKZvzN28/t58df245hQEFZHv/jV39G6dxCDMOgrb6Ll/79Lfa9fIzgWHja9AdeO4EgCqy6exF/86M/RrqKIGRic3d05xmOvHWGC0dbMoKRqyFKIqVzC9n6qXXc/dk7yMm3X9c4GoZBLBxn9/bDvPy9t2mt70JP6dO2xe6ysunjq3jsK/dgy7F+JOyW9ZROx4VeDrx2nFN7z3PxZBsh37VV1jWzyoJ1c7jvdzex7oGlszoMdZzv5uu//z362gdRNYVP/uf7+dxfP0I4EGXXLw7w+g9301rfldFkuJIdP9uHtzyfez67gQd+b8t1CUYntAiO7arnxe/s5PS+CySmCQV17K2zvPy9XSzbUsdjf3IPizfM+8g4xJvot4GuYXb+bB/vPH+I3pYB9GkOY2f3N/LWM++RX+Jmw8dW8NDv30lRtWdWQlDfUIBv/flPOXsgrUGw8dGV/MV3/gBREjj+Tj3bv7WTc4cuzhjF4t3nD5GTZ2f9x5bz8T+5l+KagttOQDE64OPYrnq6Gnvp6xiir22I/o4hxgb9Uw633/7Lp2eV55/+6xe498k7Zt1WWZGRZInAaIgdP93Lmz/bS2dj34zPxxs/3kNxjZf7fncj931+M5brFPwYhkE4EGX39sPsfHofjSfaMn4BrmTvi0cye4AHfm8LizfOu+418oPm0Oun+NZfPj3tc3817vv8Jr789U9fVVA/ExOCwuPv1PP6j3Zzau/5GfdVh944haop1K2r4b4nN7H+oWUo2o0JYVVNQRQEOi70sv1bO9j30jFCvqnr8Jn30vusirpiHv7DrWx+fDUmq3Zbj2OWLFeSNGIcGnqW5uAhdFLEUkEERJa7H2aeY9OUaCITOJUCVuY+/gHXNstHjTffPMOqVVUsWnxzw8FOkBVOzEBv6yC+oQCNx1v50de2p519XeNyIeSPsPelo3Re7OWLf/dJVm5dOKvbE8MwaDnTyQ///lec3NNwzRBU7Q3d/OgfttPV1McdH1uBarr+22/DMBjqGeXZ//0Ke144QnCaRfpKwoEo7716nKbTHTz65bu598k70jfiN0AsEsc3HMDutnL0rbP8+GvbaTvXPeMmcwIByC92z+oGJR5N8PZz+3nun19jsGskk7ckS1jsJmRFytwCzib0nZDWNZ1V+wAS8QSjA36KqjycO9TEU3/3PI3HW0klpx7kL8fQDfKKXMjK1R/PkT4f//43z3H0rTPXZe+tp3TaG7p55huv0H6+h9//h0/g8jhntfmauHX6xb+8zo6f7MU3HLjq7wOjId748V7aznXzxJ8/iNVxa15kN5Nzh5r47l8/S/u57hmFddMRi8Q5vque1vouRgd83PvkxuvavCfiSbqa+hjt97H9W2/y6x++m9F8mQlDN+htHeDn3/w13c39fOH/eZzcwpxZjWUiluCdXx7i2f/3VfraB6/6fotF4hx84yRdTX189r8+/JERTugpnXOHm/npP77I+cPNxGdxCBvsGuGV7++i4Ugzn/kvH2P5nQtQ1OtbKrub+gn4Qhx47QS/+OavGeweuWaasaEAb/xkL10X+/jS//o0VYtKb6sDUXtDNz/8u+cZ6fdd9037zUI1KfiG/Lz6g128/fMDMx5qJ9B1g87GXp7+p5fpbRvic3/18Lj2z+zedYNdI/zs6y+x76Wj13wWYXwP8OJRLp5s4/Gv3sfWT637yDwrHwSGYRAcC/PCt9/ktafexT8cuGaEl3gswcl3G2g908XFk2089pV7yCu6/vCHiqZw4Vgrz/7zqzQea7nqOqyndFrOdPLU3z9PV3Mfn/qzB7HlWG6r5zFLlqshIpFnqmA00UPKiGOT86m2rabatgZFyL6Tsrw/vF4n4UiceDyJLE+cx4Qb0qqfjqxwYgYiwSi7f3WI/a+doOtiOg6vosmUzSuisNKD1WEmHksw0DlMy+mOzI28oRu01nfxzP9+meKaAooqPdcsa7h3jB9/bTvHd52ddKNntpmYs7ScvGI3kiziHwnSfq6bgc5hIsEoO36yl5E+H/Ho9d16GIbBaL+P7/3Nc+x/9fikRTrH46CitpjcwhxkRSbkj9Dd3EdXY1/6oGZAf/sQP/7adgQBHvnSthtSX00LJ4L4R5r47l89S1/bIACiKJBb6MLtdaJZNOLRBCN9Ywz3jpJK6qgmhcUb589qk3D0rbM8/fWXGR7XQhFFgYoFJax/cDnltUVYnRZi4Tg9rQMc2XGaU/vOT9p0211WCis9uL3OjOq+y+OYdRsT8SRjgz5a67v4/n/7BY3HW4G0kCPH4yC/yIXJqpFMpBjp9zHUM0IyngIBlmyuvabmjcNtI9frJB6JT/rcmWenqNJDbpELq92EYYB/JEhrfRcDncMZIU00FGPP9sMUVeXzia/ej2a5doiieDTB6z/ew8vfe3vSwUCURMrmFVI2rwiTTSMaitPT0p854NcfuMiPvrYdp9t+ldxvD4qqPCiqPEkwIUoi+cVuCivzyfE4MJlVEvEUg13DtJ7rSptBjDPa7+O5f36NoqoCVt29aNblGkZa0PDcP7/Gm0/vy/Svw22jcmEpuYU5KKpM0Bem43wPXU19mfkaDcd49/lDeCvy+eSf3o9mvvZYHnu7nh/9w3ZGB3yXPhSgoDSPyoUlONw2EvEkg10jtNV3EfSF6brYxw/++y+oWzNn1u36MDl3qInv/NdnaDnTeelDIW12UbWgFFdB2qQgMBaivaGbvrahtH1uMsWFoy18+y+e5ivf+Cwrty28Ls/4Y0N+fv0f7/LGT/dmtOBMFpWKBaUUlOaOPyMxelsHaK3vyghH9ZTOmf2NPPONV/hP33wSV/7s3ze3GkM3QBCmCNwmNKkuFyxrZnVWAuTrVZk3DIPXnnqXg78+mXk+XR4HFXUluL1OJEUmMJpeJ3taBjLpwoEoO36yh6IqDw//0dZrlmsYBsM9o3z3r57l4OsnJ2mGuQuclNcW4/bmICsSIV+YrqY+ui72kUykxp/jQX74978Cw+DBL95525p4lMzxsvVTawkHosQicWKROPFoYsq/Q/7INS9NZkPIH+G5f36VV36wi3jk0r5F1RTK5qf3Vha7iWg4xlD3CC1nOjN7K99wgBe+vZNwIMoX/+5x7C7bdZU92u/jp//4AhdPtgNpU8fKBSV4y/PRzErapPZ8D50X+zLj7R8O8sr3d2F32Xj0y9tm9V6diaSepN7XTF9smFzVyXLXVJv/pkAHA7FRluTMxSqbSeopmoIdDMZGqHNUk6vlANAa7MammMlTXfRGh1BFmTzt+gU2AMFkGJOoIoszHweiqRhtoR4qrcVo0tX7IKEnielxbPLVLyJagl04FBt54216v4zFAwzFRqmwFiOL169NPNHX5dZCzNKtObz3RAYwMCg0ea5pjj2bcbmShJ6gOdhFubUIs6Sxwv0YK9yPvd9qZ8kyBbvdzK+eP8KRwy1YLCqCALm5dh5+ZPlNyT8rnJiBeDTOa0+9SygQQVYk5q+q5pEvbaVmSTlWpwVFk9GTOuFAlKZT7bz4nZ2cPdCYPugbcPFkO/tfPc4jX9p21Vu3aDjGjp/s4cTuhoxgQlYklmyaz6NfvpvKhSWYbWYEUSAeieMfDnLg9ZO8+v1dDPaMcOiNU9Oq1F+NZDzJC99+kwOvncgIJlweB5sfX8OWx1eTX+LGZDUhSgKJWJLgWIhzh5p5+Xtvc/FkG4ZuEA3HePE7OymbV8TSLbXX7UE6Go7RfLqdwztO09c2iN1lZcmmWrY8vpqSOV7MNhOSLJFKpoiGYvR3DHF63wWGukconeO9Zv5jg35ee+odRsZ9XIiiwNoHlvG5v3qYsvnFkzanhm6w4WPL2f5vb/LGT/ZkhD2lcwv50v96goLyfMxWDVVTrmuTmYglaa3vYs8LR2k61Y7FYaZudQ13fWot5bXFWB1mZEVG13WioRjDvWOc2XeB5jMdVC0ovaZ3cUWT2fTYao6+dZZ4LMH8ldUsv6uOqoWlOHLtmK1aZu7FInFG+sbY/+oJXv2PdxgbTPtWScST7Pr5QTZ8bMVVzVUmOHeoiVe+vytzcBYEKKz08NhX7mbZlgU48+zIikQymSI4FqblTAcvfvctzh28SMuZzo+E/a4j186dn1hL18U+8ovdLLpjHks311JUVYDNaUazaMjyJa2b3tYBXvnBLg69forYuKBobNDPzqf3sfiOede1oW2t76a9oYdYJI4j18amj69i66fWk1/sxmzTECWRRCzJ6ICfw2+c5OXv7crcyicTKd7++QHWPrCUmsXlVy2nv2OI5//1jUmCiZx8O3d/ZgN3/s463N4cNJOCntIJB6P0tAzw+o92c/D1kwz3jnHojZM30LMfHBOCnqf/6WVa67syn7sLnGx9Yj2bH1+N2+scP2gLJGIJRgf9nNrdwKtPvUPXuKlAf8cQP/nHF3Dm2Zm3onLWN6djgwFe/O5bhAMRNLPKim0Luf/zmyibV4zFMa61lUg/I/WHLvKrf91B67mutENA3eDozjOc3d/IhoeW3zZ+WuauqOIffvGnU9ab4d4x/r8/+wnDvZdMEb/89U9Ts/TqcxDAU5p7XbfR3c39dDWlBeVur5M7P7mWzR9fTW6RC5NFQxQF4rEEI30+9r96jFf/492Mn6NEPMnOZ/ax9v4lFFUVXLWcaDjGr/5tB4d3XFpf3V4nd/3OOjY+upK8YnemvEQ8SWA0xNn9jbzy/V00n+nA0NMaZtu/9SYlcwpZvHH+TbtRupnMX1VN1aJSUkmdVDI1/kef9HcykeLn33yNPS9c2/TxaiQTKd5+bj+vPfVuRjAhqzIL1tTw8Je2UrWw9P9n773D4zrPa9/fLtMbMOgdIBrB3jspsYhqlCVLsmTJkn0S96PEyUmc5KTnJLlOfHPixMlNYjtObMtNsiRbshpVKRaxigQrCKL33mYwfWbvff8YYIBBnaFICpK48jxyuDG7f/sr613verGmWKLfRkTB5wnQWd/L/h8f4sSr5wj4gqiKyoFnjuPMcvDg79yJKYk0wcunGgmHIugMMmt2LeWeL+yioCIHi92MJItEwhFG+kepPlDDr/7jdXpa+tE0CPpCvPT9tylbUcja3Vdv+DYUclPjbmJD2jKMYrTfcYe9+CJ+TLIRh86KSTLS7uuhzFqASTLQHejn5NAFyq1F6EU93ogfT8THRVc9i6z5WGULQSWEcYww8EZ8BNUwYTWCQ2dDFARcYQ+appGityEJIiMhDyE1jF1nRkTknb73KLMWUGDOxijpGQl5iGgRbLIFg6RjJDTKcMjNBVc9uaaMOHJC0zRcYQ8BJYhR0mOTLTR5Omj0tLMxbTkOnRWvEsAmW6KLbUlPSA3jjfi54Kqn1FqAXpSxyGaCSgjQMMvxaly/EsQd9iAgkKK3EVLC+BQ/GuDQWZEEieGQmy5/H53+PvLNWchMzDMCSpCIpmAUDXgVP3pBxqP4UDQNk2TAJptxhT14Ij7Ou+rIMKQSVpW49zIScqOioWgqTr0DX8SPTwmgaCqpejthNUxEUwirEZx6ByE1zGjEiyRIpOrsRLQIrrCHy+5mzLIRq2zGKBrRUFE0FVmQGAlHVagpOhsq6pzvxSzHkyeqpjISHsUd9nLeVUem0UlYDeOLBDDLRmyyBXfYg18NommQZnDgiwRQx87v1NsJKiFGIz50ooxDZyOkhnGHPdF70NuQZkkDuYmPJ3JyU9i3bxXqpKCE7RqqBG+SE7NA06IsvyAIbLh9JV/6xsNkFaRPW5xaHGbSclPJLs7gW0/8N/XVLUCUADjx6ll2fmoTadmzM8Md9T288bOjsZxPURRYsW0xT/zj4+QUZ8RN3MxWYzQqviiTgvJs/v0Pf8pAZ3KOupqmce7IFd586hiRsdxZi8PMI39wD7c/vh39FFM9kyWqIMgqyqCwModv/86PaDzfBkBP6wAvfO8tSpYVJKUoAPB7gvzq399gpN9NWk4Kj/7hJ9j18GaMJv2M1TgKF+eydvcyIqEIunnSWDRN4/KpRuqrW2LRvMzCdB782h2ULJsulRZEgazCdB7+vbupq26h9lQjAI0X2ujvHKZ8VfFVLRBCgTCv//RdvCNerA4zD37tDu743A6sKZYZq2UUVOSwYttiIqEwcoJ5taUrC/mNv3yArKJ0CspzkPXSjHnOprG2U1CRg9Fq4Cd/90KMYOjvHKLmZMO85ETAF2T/k4cY6JqQqKfnOvnNv3qQLfvWTHM3t6VYyC5Mp2hxHv/29Z9w9uDlhNJnPmhIssiWe9bgyLBRtaGUtOyUWV34LXYTaTkp5JZGPQIOPncSiBJejRfa6WzoYdHywoTPPd4PWFMsPDr2TU7Ndx7/JvPLsjBZTfzXX/4Cvyf6Lge7hzn1+vk5yYlIOMLBX56k/mxLbJvBrOeB37qDe760C4NJH3c+i8NMem7UFNfutPLS999OWq11oxH0h3jz50e58O6VmLokNdPOb/6fB9l+3/pp/Rw2I/Y0K4UVOZQsy+c7f/Rzmi5G1RYtlzp44Ttv8MQ/Po7VkVhakqqo+Eb96Aw69jyyhcf++N4ZjR8tDjOZBWlkFaTzf7/yfXpaB2LXf/SlM2zYu+J9RWuvJSx2E6UztGVbSv80Aj6vNIvyVcXX/BrG211Kho3P/dn93PrgxuljltWI3WmloCIHvVHPD//6uRgJ39MywJkDl+YkJzRN48zbNRx45nhsjLSmWHj8j+9jzyNbY31s7HxEv8fsovTYGNlS0wlETaBf/P7blCwrwJGWXKT/RkDWSci6uVMzVUXFkf7+FW+tlzvjiG2AzXet4ot/+zAZec5p4741xUJGnpPSlYWk56by0vcPEPSHCHiDvPifb7N0czlrdi5N+PyhQBhREtl812q+9I1Pz5j+Zk2xkFeahTPbwXf/+KkY8TvYNcxrPz7Mkk1lSRnlToZJMmCSDLR5u6myLyKgBDnYfwqdoMOn+LkzZxt2nQWTFCVcIppCq7ebnsAguaZMVFSO9J9F0RTa/T0UWnIYCbk5OnCWFSkVOPUOqodr6QkM4NDZWJ5SQW9gkBZvJyE1TJWtBLNs4sxwDRbZzGJbCXpRR427iYASxCDp0Ys6jg6cxSDqscomym1FHOo/PbaAn57CGVLDvNp9BKtsosCcTaWthAZPOzXuBtIMDsqshRweqObO7K0cGThDpa2YWndUQdrp6yXHmM6h/jNsTV/FRVcDTr2DpY7SuHMMhVxcdjfS7R9gvXMZrd4uBkMuBEGgzFqARTZzfvhKtLLUDNUnGjztDARHWO4o4/BANfmmTE4P15BryiSsRtiWvpq3+07i0FkYDI7gV4IcHTwb91729xwlRWfDIptY71zG230nkQWJutFWPpm/m0uuBiKagk22sM65hIHgCA2eNjp8vdyRs5VGTwcDwWEGQyOUWPI4PniBcmshPiXASGiUMlshl1wN9AeHqLSVkGl0zvletmesRTdJUTEUcvNGzzHsOgvDITfeiJ/q4cvoRB1BJcTe7C281nsUu2yh1t3C48X7eLvvJBbZhFU2szplMSeGLkRJlbCPbemrafC24Qn7cIe9bMtYTYF5/qDgTXx8UFqaSWamnd4eF/kFTvR6ed4UvWSwMEIyCxj55Vl8+uv7yC7KmDVqLooCRVW57Hpoc5zhX2ttFyN97lmPrWkax16ujlvspWY5ePBrd0wjJsYhCAKyXmbD7Su547M7kOTkXqF7yMPrPz4cuy5ZJ7Hr4c3seWTLtEXJ5HNKkkjpyiLu+8oerCkTE/SzB2uiaookW6USUejvGMJoMfDoH97DbY9uxWQxzFq+a7wUl8FsmFelEQ5FaLrQjmfEG9u3fFUxZSuLZl3wC4JAWk4Ka3cvjUW4gr4QZw5cuuqFmKpEXfoFUeQTX97NJ760G/tYpZPZ71HEYDYkbKaqN+jYsm8NpcsLYzXQ57pHnUHHLfdvoGJ1cWx7JKzQcLZtzvNomkZ9dSs1JxpQlXHvDpG9j21j3Z7lsy7eBVEgtzSTT399H5nX0Mn3ekIQBNJzU7nl/g1k5qchydKcRJEgCKRmOrj98e1xJN1Iv5vOxr5Z95sNkk5i+71ruf3x7ZisMxv4jX8Pm+9ezbLNFbHtoUCYxnNts3oraJrGYPcIR359OtauBUFgzc6l7Hl065x9gMVh5t6v7KFqQ1nS93Sj0VHfw4FnjscWpXqjjr2PbWP7J9fPeY+iJLJkUzkP/a+7YgsyJaJy+q2LXDhyJVoGNAks2VjKp373rlk9XcbPWbWxjK2fWBv3t6YL7XiT8JL5uEBv0LHnka3c8sCGuccsWWTHfeupWF0S2x7wBmk83z6nl8xI/yhv/OwIrgEPEI3u3/74Nm791EZ0hplNbse/x4o1JdzzhV1Y7GMLfg1Ov3WRpgtz968fdQT9Id586mgsXlLM0gAAIABJREFUfROgeEkeD//e3WTkO+cc9+1OK/c/cTurb10S2+4e8vDKDw4mPTbnlWbx0P+6a1ZfnvHvcd1ty9n72LbY/EpVNWpONlBf3Zr0XGccFtnEzqwNpBlSOTxwhg5/L1fcrQTVEH4lhC8S72miF3UsdZRSai1kU9oKICr135q+mkJzDiICmcY0Ci05sZLhKhqF5hx2Z20iVWejfrSVgeAwITWMK+Kl099HrimTO7K3UmzNJdeUQbE5l01pKyg259Lu66HV201QDeOJ+On295NhcLI1fTVmaTqJJQkSZbYCNKKWRUZJT5W9hDJrIRvSliMKIooWJfhCSpjRiA+fEmR7xhryzFlYZTPZxjQaPe0E1RA5pvS44yuaynDITVhVGAmN4gp7QBBYmVLBypRKRkKj9PgHqLAXs9a5BHmG6L6GhqIpqGiE1Wh7yTVmsiNjLRoaXf5+zJKRWzPX49DZGAq5pr0XWZBYkVLO9ow1GEQdmqYR0RSWp5STZUxDQKDCVsSurA2YJRNDIVfU5D44xHBolL7AEOudy1hsK0EURFRNRUUjoiqEtQiu0ChBJYQvEmQwNEKOce73Elbj+6+hkAu7zsKOjLXYZAsDwRHqRtsIKiH8ShC/EkDVVCKawurUxaTq7UiCyDJ7GTsy1qJoKrXuZjxhH0E1RH9wiMuuZlxhT4ywuImbmIzWlgF++N+H+M5/vE1vr4uenhHeeP3CNTv+TXJiDoiSyC33b6S4Km/+34oiq26pmpiUEB2Qu5tnX5x43X7OHa6NRWcAVu6oomJN8bxRc1knsfWeNTizEs/X0zSNjroeqt+piQ2wzuwUbnt0S0KmXdLYoJ1dlBHbFvSFOP3WxaRTS8axckcVex7ZelWmnrMh5A/FJJkQnVwWVGSjM8wvFCpZWoAwifxoudRBOPz+ov2Va0u483O3LJhKFXanlaWbJzwDVFWN+XLMBiWsUHuqkcGuCaVOdlEGG+9cNa9XhSiKLNlYFpXFL0Bp87WAKAoUVuaQVzoRkQ14A7iHPEkfKyXdxt4xxcR8cKTb4j1YNBjqdeEenP28HfU9NJ2fWCxZHGa237du3qotgiCQXZzB5rtXv68StDcCJ187x0DXRJvOLspg18NbMBjnVyHIssSGvSuo2lAaa6/uIS/HXqlOyBQxdhydxG2PbiMjb/5ccFEUWLt7WZz03+vyJVR95+OGjHwnt40RaXNBEAScOSks21IRS5EbN7mcqUrD+N9bL3dy4d262BiZkZfKbY9uTcjcVpIl1u9dEUfEBrxBTr91McG7+2iit22AM29fis11dAaZWx6Izq0SUQimZtnZ+9i2uD6x9lQjV043zbFXPKLEYxmLZlBPToXBpGfTnavILp6Y6wx2j1D7XmPcfC0ZuMIeat1NjITciIKIQ2el2JJLqs5Opa0Iu85Ko6eDDl8vDZ42Akq82atR1KMXdJwfqaM/OIxG1MOg2dtJg6eNkVBU2WAQ9QiALEoUmrPJMqRRYM6m1JpPhiGVnsAgJ4Yu0OOPqrRMsoFL7kZ6A4NkGdPIN2eRZXSy2F5CpjGNgeAwF10NhNSZiCANERGzbOTKaAsAOlFmMOSixtWEQdQRUkKcHq6hLzgU9VAQRM6OXGEwGE23qrQV0+BpI1Vnx6GLVxdF1Ait3i4UTcUsmxAFEVmQkAUZkahSwq6z0OLtpH60LUbSTIZFMtLl7+P8SB2+SABBENBLOoSx/7PpzHgjPqqHa/ErgWnvJUVvQxRE9KJ+7I41VDR0goxNthBRIwgCsb+H1TDN3k4EQcAsmTCIOuw6CzXuRtr9vYiIGCUDte4m6j2thJQQXf4+/GoQs2xEQkKY570Yp/h+2MfSNs6N1BFQgqTobRRbcnHqHVTai7HpLKgaGEUDFtlESI0gIqIXdWNtwEixJQ+n3kGZtYAiSy4l1jzSDakssuaTZ57fO+8mPl44fryRlasKKSvPJBxWsNtN1NV1X7Pj30zrmAPObAcrti9OeOHsSLfhzHLEcm81VZtzcdJ+pZv+jgnVhCSLrL51CaYEK2CkZadSuW5RQk7wEI3kXzxax+jwhHlf8dJ8iqvyE877taZYKF1RSMO51ti2K+81EQpGMCVhGAfR+9310OZrLltWImpc9RFJErGlWhK6R3uqJa4gh3vIc9XEC0QXHbfcvwFHxsIxgpT1MlmFkyIUWnQhrUSUWU3/vKN+rpxumjBsFaCoKo/CypyEnqtOL7Nyx2KOvVL9oUjtuBrYUq3Y0ybesxJRCfiCaKqWFClTtb6UvNLESklKskhmQRoGsz4mlw74gnNWMag5GT/BdmY7WL6lMrHzSSJLN5XjSLMy0JVcStmNgm/Uz8Wj9XHlEVffWkVGvjPhY5jtJtbftoLqd2oI+qI+IuePXGG415Vwakd+eTYVa4oTNtJMy07B7rQyMhBdZETCSlxffRNRLNtcQWZhYl4Vsk4iuzgdg1FHcMznwOfxx7xhpiISUrh4tC6OvFi0vJDCytyEx0h7WtTAdrLXSe17TUTCyofCc+daQ1XVqIHvmLE4RBWi6/YsQ06wCo4oipSuKGTR8gJqjjcAMNzn5tzhWpZsLEvoG9PpZVZsrUwoRVMQomRzUVUeXY29aFp0PnflvWZ8o34cacmP5wZRR6regaqpLLaXkGFI5ZbMdQyH3BhEHaIgkm5I4dbMdbGFuFU2szV9FUbRgCxKbMtYw1DIRaE5m3RDKiE1zAbnsqiiVpRY5ihDFqLPVBIkVqRU0O0fIKxFMEsm0qwpmCQjATUY847Ylr6a/uAwBklPuiEFOV3CrwRJ0VlJ1TvYmr6KsBqhzFqAKIh4IxNqrqgfgR2bzswKRwWCIJBlTGNn5np0goxRMnJL5jq8ET97szeTZUwj3ZDCcGiUAlM2ToODgBLCIOrJN2eBBl5l4vgCAhvSljMSGqXKXkKGIeqlMH7tGYZUTJKRVH1UsWiVzUQ0Je4ac0wZbE5fBZpGlX0RFtlEkTkHs2RgS/oqUnU2jBl6/EqQguxssoxpce9FQGRL+krsOgsAA8ERZEHCobfR6u0mRWdjXepSLGMGoAbJwPb0NXgiPhZZ8skzZ5FlTKM3MEiptYA0vQNBEOkLDCIKIik6O6IgMBAcRhREnHrHnO/FobMSVENxuf6pejvbMtYQVEIUWXLIMqZhyTAxEh7FKOnpDQxilg3YdGYaPR1kG9PZnL6SFJ0t1ja3pa9mIDgcJVVkI1vSVtIbGEJDwyAu7GDETdx4KIqKaWztFgpG6O4aQU5yDTgXbpITc8CZ5aCgIvE8K0kSsUyauGqaFssFnwndLf1x5EVKhp3cRZkJG2eZ7UaKFudy5IXErk9VVC6P+SmMo2JVEVISEyZRFOKiCQCuQQ/DvS5Mi5JjVzPynBRW5iS1TyLQ0OKklxravOU7xxGJxEdFZN3ckv75kJLpoHhpfsJpGjcCoihMMxJTFRVFUWed5AU8QdquTLCiOr2O4iV5SRFLJUsLkHXyR5ac0Oll9FPUOePu/cJ87qaTUL66OGGjN0EQMI6ZtY4TEuFgZM6Smc0X2+P+XViZg81pSfj6CiqysaaYFyw50dM6QH/HhOJgXG5vTKAazWRUrS/FZDHEyAn3YLTiTUFFYn1WXmn2nH5DkyEIArJOxmQzxcgJVYmSWzcRj8q1JegTVO4IgoDJGjUeHicnQoHwrNHvSDgywxiZnOeQJInTx8iBUYb7XFFvhY8ZlLBCw9lWlElja1pOakKK1MlwZqdQsiSfmhMNoEVTQ5sutONx+RIiC3R6mcLFuQmfT2/SU7Ikn/devxDrT9vqugh4g1dFTphlExW2eC+gDEMqGZOqbOSbs4B4P5Rs44QKJ83gIM3giPt72hzVLoySgRJr/HMussT3X6l6e2xxD0zzFiiyRJ+Zqqm0+3oYjUwQdznGdEos8eoXvaij1FoQ+3euKX5eaJKMscoi3oif86N1FFlyyTCk4o0EaPV1xX5rEPUssubFPaPJGK8IMn6+iKrQ7O0gOEnlUWzJpdQycwBu/NnmmeOf+dT3km2cCObYdGZS9DY8YS+ZxlRyTBkx4gJAFASyp6SnIBmw6eLH2KkqkcnvYPzfM70XVVNp8XbhUyZUfPmmLPJN8QGNTKOTTGO0v/FEfNhkC66QhzxTBumG1GnqixS9jRT9RLs2iPpp13wTNzGONWuKOHiwlsuXu/GMBlA12L698pod/yY5MRuE6MIyqUFIIH5xNzaAzgRVVRnsHo6LcKZk2LGnWRNeDEuyRHpuKjpDYgs+32iA7pb4NBOzzRT1RUjwnKqqTsu5DAfDjAy4yU2SnMgtzYpLg7lW0Ol1OLMmBvBIWKG/cyihCHZv60BcOdHULMf7csvPyEslJX1uufy1hKZFiZlISCESjqBEFFRFQ1Wj27Wx/x0diZc1z5dF6xv1x0oiQnSiN5svymxIybBhTTHj9yQujV8o0DQNVVEJhyIoYQVFUVEVNe6ZqopGcIYc6GQylGWdRFZResIRRYguhkRp4j1oqoamzHzWSChCX0d8qkBOSWZS5JnFbiYlww50JrzPjcRA5xCuSaSvzWkhLTc16YpC9jQrabmpjPRHyYJwKExbbdc8e0UhigIZ+U5MtsTN8wRRiK8ipGmoCZKqHxfoDDJZRelJ9cmyLMb1+6qixfXxk+F1++lp7Y/bZrIZ4xSO80GJKEx1BgsFQrgGRj+W5EQkotI2Re6btygz6dQwnV4mpyQTvUEX85roaurFM5IYOWFNtWBLSXyxNZ7GJuvlGDkx3Ov+2PrAiIIYIyquFSyyie0ZE6UHbTozyxxX72kkixLlUwigaw2TZGRHxtr5f3idIAoii6zzV1abDKtsZnfWxut0RTfxcUTl4lzMFgPl5dnIOpHc3FSKi9Pn3zFB3CQnZoE4ZsR0vcq4RUIK7iFP3ELf6jBjSTClA8ZM6lLM6I36hMiJkX43AW+8nPVn//Aiz/1/ryV+4TAtmqcq6qwy2blgS7HMWWb1amE06ymqykMaK9enhBWaL7Yz3O+OIy2mIhyKcPFo3UTqAlC+qvh9XaPZZrohbvuapjE67KWrqY+eln66mvqii7TB0VgN+1AwHI2qB8Kz5lzPBveQh8gk7w1ZJ5GahN9JdB8Zu9Oa1ET/g4YSURjqcdHZ1EtPcz/dLf0Mdg8zOuzF7w0SCoRizzQcDDM8hwFuIjCY9ZhtputGZnlcvpgSYBzj1UgShsA1ce+/Xhgd9sYRYFaHOalFyTh0epn0nFQaz0X9OZSIGmdePBcknYQt1ZI0IXITc8NkMU6rXnMtMdznmjaW/fgbz/P0t15O6jhT06qUyNWNkR8FqEo0EDMZyaRYTUZadgp64wQ5MdzrJpigusiWaklKJQpR9aykm/iGlUhkTj+fm7iJm7iJjwP8/hANDb3U1/fwyfvXYTDoaG8fYlGSQerZcJOcmAWCMF36fi2hRJRpEWS9UZeQaeNkGEz6hPNYR0e8cQtMAM+ID8/I+3PiHY8qJwuDWX9dyB9Jlli6uZzckkzaxyI29dUtHHjmOHd8dgdmW3wFBE3TCIcinNx/Ls4sNCXdxupbl7wv8z+9UYesu36fmaqoDPW4OPZKNafeOE9LTSeD3cMJp7EkCq/bHxcMFEQBszW570OSxQVjCjoXNE0jElZov9LFwV+d4sKRK3Q29OC6AZPSmVJDriX8nuC01CWzzQhJLvbMSSgCbiQ0TcPvDcaRtTqDfFWGu6IkxhkFq6rK6LA3mqYzz/MSpQ9HW/+wQW/UJaUqShaeYS/KlJSPa+H7oWlaHOn9cYKqqNPUBuYkgjCTYbIa49SpXrePcCiS0DdpNOuTJguNlvjqYJoaVRHexE3cxE18nHH8WAPNzf30dLtwu/3Y7fD6axf4yld3X5Pj3yQnZoPAdTWvGl8ATYYkSwmbp03sIybsUREORhbUBGm28mHXAsVVeWzZt4Zf/dvrhIJh/N4gz/7LfkaHPGy6cxWpWQ70Rv1YJMTL+cO1PP/dNxnuizpIy3qZrfeuo2J1ccLPdyYIAiRhN5AUImGFS8frefbbr3LxWD1+byA+h0AAo9mAyWJAb9SjM8hIsoSsk/C4fPS2DiR1rslO2IIoJE/aCMKHwhDO7wlw8LmTPP+dN+lq6oszVoQxzw6bEaPZECOfZJ2EKIn0tg28L7JPlMTrptaCKCk6VdKuM+iSbqLXk3B7P7hW/SpE23ict4EG4VBiTv3Ch6Stf9ggJjHeXQ1CC2yM/CggmloYT5Yn6hkyFTqDHPf+I2ElVtp6PoiSlCwHi04vx+2jMb1/udGIKCqNzX0MDXspKkgjJ2vmMsULDYqi0tY5RE+vK257aoqZ0uJMdB+C/lLTNLy+IF3dLtweP4qiIssSNquRnCwHtgSq3s0Hnz9EbV034YjCsqo8LAlUCVro0DSN7l4Xre2DpKZYWFyeuJffXFAUlfbOIbp7XeRkOSguvHZpBQsRkYhCQ3M/Iy4fxYVpZGfOrgS/3mhvH2TTpjKOafUAGI06/NdQHbgwZ5hMWc9pXNWEQYNpg2JSffh17vCnTrLG89eTgYCQ8HUKwnRbvjs+u52sonTezwraaDGQuyhr/h/eQMg6mX2fv5We1n7e/fVpImGF4V4XT//TK7z586NkFqRhtBiIhCIMdo/Q0zoQ8weRZIlNd6zkwa/dEWdwupCgKCoXjtTyb3/wUzoaemKkhCRLZOSnsnRTBYuWF5CR58SaYsZoMWAw6dHpowTFiVfP8r0/fTrh80XbatwsLelvUpj034UITdMI+cO89P0DPPPtV+MipkazgfzyLJZtqaCgIhdnlgOzLSox1xmiiicBge/+yVOcev38+7iK68hmMXMfcFWLsQX6GgVBmOafoakaqpq8kkjTtGmeQaIkfigWAh9VXO8+RBCEaYe/+zdvJf19ekWYrUayCtPm/+FHEDN9M7N5cc0HJaLGKfhESUw4yKFdRR+gRJSp9iHXlTxOBMFgmB//4jiHj9XzxOd38ql7Pzj/g2QQDEXY/9Ylnn+5Okoij5lwb16/iD/62p2kpizMudY4NE2juW2Ap355ivOXOhhx+VAUFZ1OJivDxhNf2Mm6VcXv+zx9/W7+/tv7GXZ5+c7/fYzSkg9/GU9V1Th4tI7v/OAgWzaU8nd/fv81OW44ovDia+d57sUzPHDPGn77i7uuyXEXKvyBME8+fZRjp5r4na/s4b47V31g15KX7+TcuVb6+0ZpbOjlxPFGcnLmL5ueKBYkOSGKQtwAoCjqnO7zs0JjWupENOfwg59cipI4LfIcCUWmSa7nQygYTnigN5imp1FsvHMV63Yve19EjACI17CEzLVCWq6T//EXD2BLtXL0xdMM9brQVI2BruEZKw0IokBmvpPNd6/h3i/vJnsBs7CDXcM8/a1X4sqz2Z1Wdj28ids+s43MgjTMVuOME0NVUbE5rVMPOSf0Rn3cV6NpGqFAciypqia/z42EpmpcPFbH8995M0ZMCIJAbmkm933lNjbesQJbqjWajjSDPDgcjNwQf5H3A71RN60PCPlD00xu58NU34qFBINJhySLsdSmcChCOJR8hRhN0eL8dYQZqtzcxEcLBrMeacq3vXnfGlZuX/y+jrtQx8gbAUkWMUyplHO1VWiC/iCKMjHfMZj0SHJiZEEoEE6aiA34Q3EBI0EQFnwfv1Bh0Mvs27ucZVW5jI4GOHqqkWOnmj7oy0oYwVCEnz17kgOHa8nKtLNtUzkpDhM+fxh/IPSBRrFv4iZuNDZvLuPY0Xqam/qpPtPKotJMdu9ees2OvyDJCUknxeUIK2EF36g/obzCydA0DfdQfL6oyWK83oKIhCDrZKxTTNr83mB00p9EgCXoCxFJcOLtSLdO87TwjPiQdNJH0rhNFAWyCtPZ88hm6qubGep1IYgCVod5rKJFBL1Rj8VhJq8si4rVxay+dSmV6xIvVfdBQNM0Tuw/x5UzzbFtsk7i3q/u4cGv3YHBOPfkSSP5yJXNaYlT+igRNelcbCWi4BtduJU6Ar4gbz99LK4qSUa+k69+81FW37pk3tQAVVWvynvlRsLiME/L2Z9qzJsIfAvUsV4QBKwpFowWY8z01e8J4L+KPPFIOIJrrKwnRKuipGba59jjJj7sSEm3Tfs+vCPe62Lc/HGBKIo4s1JoujBRwvhqjYNdA564+Y7daZ13vBuHx+Wb5icyH0YHPSiT+nRRFLAnUXb5JiYgSSIFeU4KxlRIHm+QU9UtH+xFJYG2jiFqrnRhMMh88fHt7NhSEVPpqap6U1F3Ex8rmEx61q4robgkA0VREQUBny8IXBuz9AU54hpMeiyOCcOkUCBMf8cQqqImlTvsdfsY7h2J25aaab/u6RqJQJKjE11ZJ8VyGN1DHkZHvGQWJMZOaKqGa3A0Vr99PqRmOrClWuluniiV1nalKxoZ+OhxE6iKSu17TXz/z39Bw/k2dAYdG+9YySe/ehs2pwVN1RAlEUmWMFkNWOzmqDx/AbSPuRAORrh0vJ6Ad2KhX7qikJ2f2pTQRE1VVLyu5BZrtlQLZrsJ/5gLfSQcoa99cJ694hH0h3ANjs7/ww8IrkEPl9+biOSIosDGO1ey6paqhPqdUCC04B35TVYD9imqmd62wWjedoJ8nKqoDE3JG15IcGanYEu1xMiJ0SEPw33upMntgC9I36TKMpJOIucjILG9idmRmuXAlmKJ69taEywfexMzQ5JF8sqyeO/NC7FtXU29qKqaVFBEVVV62wbi5jvJlOt1D3qivkxJoLd9MI4MsTjMWFNvkhMfRwyPePH5Q2Sk2SguSo9LH/woBvdu4ibmwrlzbby+/zyiOFGqOyvLwWc/t+2aHH9BkhNmm4nUSRIpTdNor+vG40qsnvX4Pq21XXimlEzMKclcEItPQYimEFgdZkbGonNDPSMM9bhYtCyxSXQoGKa3bSDhKLhOL7NoeQF1kyLudWdaCAcjV2UYt9Ax3OfiJ3//AjUnGgBYs3cpX/zbh8hawOkaicAz4mWoZyQuF7Zy7aKEo7qRUISetsTNMAFMFgM5xRkMdkfJvnAgTNuV7qQmmP0dQ9PSrBYS+jsG45zYRVlkxdbKhM0f3UPeBU2+QLTfyS/P5sK7V2Lb2q50EQ5FEq5oMdznXtDl9HJKMknLTqGnJUrCBnwh2q50s35vJClFVFtdN56RCXWQ3qijZFnBNb/em1g4iL7jfBovtMW21Z1pJhKOLFgT2IUOSSdTtqoobltf+xCDXSNJlRT1jPjoaOiJU6cVVOZgS5AsCAVCdDX1UbwkP6Hfq4pKe113XEpYbkkmphkMCicrz8b/36lTuNnmdFNVa9rYfxLdf/IxtCT2m3bNk+xW5pt/Tt138s8Xwvx6JiR7zVN/HwhExjwmJCRRjEsRGt/9etx77N2O/SeRZx137TPsN9u+cykop7aRmY4x9bwfdEuY6bsQBGHO72X8Dua6z6nHT3a/WfdP4Bkncryp93s9znm2upVbdy1h48bS69LuF+Roa3GYySvNQpTE2EBUe6qR7uZ+7E5rQg9CiSicfacG99DEJNriMFFQkb0QhBMA5FfkkJLliJETvtEAV043sWJ7ZUIR8NFhL3VnWhI+nyiLrNpRxRs/fTdGaLTXdVFzooHVO5cs2EHlalFzopErY5FwQRTYsm8NGe/T2GwhIBJWpjmG251WdIkuooe9seeSKMw2E6UrCrl4LOrMqygqLTUdDHaPJPRMNU2j5kRD0rLaG4mgP4ymTJ5wCDgyEiN8VFWjo6EntiBeyFi8roRXf3gw9u+e1n7aaruo2lA6776aplF/tgX38MIlJ+ypFirXLeLK6abYd3Lu0GVu+8xW0hM0bFIiCmfeukQwMBGlLazMJac447pc84cZsk6KRU7G8UFXNLha6PQyK3dUceCZ4zHPkpbLndSeamLp5vKP3Bh5IyCKAiVL8skqTKd3jBQf6nVx/kgtOx/anFD1FU3T6Grqo/5sa2yb2Wakan1pwh4Q4ZBCzYkGNt+1elp7nQl9HUO0Xu6MI0NKVxZimlIGNRJRaOsc4vipJi5d6WJo2IuqaThsJvJyU1m5NJ8VS/NxpsxMooQjCi1tg5yqbqG2voehYQ+KomG1GijMc7J6RSHrVxdjnIlYFaLpBkeO13O+phOX24/VYmBxeTY7tlRQWpyBJE2/13BYobVjkGOnmrhU24XL7cNo0FFemsXWDaVUlmVjmEVFGg4rNLcNcOxUIzVXunGP+jGZ9FSUZrFlfSmVZVkYFlhabDAYpr6pj6MnG6lr6sXrDWKzGllckcPWDaWUFKWjnzJ/GvUEeO7FM7S0DTI84qV3YBSPN0gwOMSffeP5uOoit926hPvuWjXzO7pKCAiEIwrnL3Vw6GgdDc39hMMKTqeFdauK2LKhjIy0+PWQpmkEAmFa2wc5X9PJ5bpu+gdGCUcU7DYji4oy2LyhlKry7Bnf0dCwl+89eZhIROGrv3ErggAnTjdz8kwzfQOjGPQy+bmp3L57KUsrc6ftPzzi4+SZZo6daqJ/cBSzSc/yJXns2FxxXasszYahYS/PvXiGU9UtVFVk89inNpE5NqervtDOv/3XAe7cvYy9O5dy5lwrx95rpLM7GvjLy0lh07pFbFhTjMVsmHGRPzzio/pCGyfPtNDZPYymQWaGjQ2rS1i7qmja+5kMRVEZGPJw+lwr5y6209PnJhAIYzTqyMqws7Qyl62bykhPwh+us3uEnzxznJa2AdatKuZT967DYZ/or1RVo7fPzcnqZs5d6qC3z0UkomI26cnNTmHJ4hzWrCgiO9M+71iXlmZl1B1geNiLPBbcliQRyzXy5VqQ5IQkiVSuXYTVYY6RC8N9bg48c5zSFYXz5n9qmkZ7fQ9HX64mMqn0W/mqYtJznQtmgpFdmE5xVR6tlztjpksn9p9j96e3JDQJbrncSeO51nl/Nw5RFKlcW0LJ0nwaxvYb6XPz2o8PU7rM0KZxAAAgAElEQVSyMGFVyocFve0DsaiHIAiE/KFopP8Ddtt+v9Dp5WnfQMAfjJa1mmdfTdN4740LtNd1J3VOo8VA1YYyXv/JkVhqR8vlTmpONLL93pR5n6lr0MPZQ5cX9KLFaNYjTp7IaRDwJmbc5h/18+4Lp99XGdEbhYrVJaRk2Bnpj+Z9u/pHOfZKNWWriubtW4O+EGfevpS038iNhCAKbL5rFQd+cSyW2153poXzh2rZ9fDmhI7RcrmTMwcuxcg0URLZeMdKbDfzzafBYDZMUxUs5LSfuSDJEovXL6KwMpfmSx0ADPW42P/kIYqq8hKO0t/EBARBIHdRJiu2VfLmU4NoqobX5ePQL0+yZtfSOJXsbAiHIhx96QwDnRNpVlmF6ay+NfGgihJROH/kCgPdw/MS6oqiUnO8nrYrE+PkOBlinGTuqWkaZy+288/feZOOrmEsZgMpDjOqqtLaNsiJ0828caCGP/raHWzfXD7tPD5/iP1vXeSpX56kt38UQQCz2YAoCHh9QU6daaGlbZCllbnTFr6SJNLeOcSho3XUXOkmLdWCLIs0NvdxqrqFd0828rtf3s3KKWqvcETh0LE6/usnR+jqGcFiNuCwm+j2u6i+0M6rb17gkfs3cP89a6adMxSOcODwFX7ws3fp6XNhtRiw20x09bg4c66NV9+4wGc+tYlP3r16wZQG9QdCvPTaeX7+3EkGh7047CasFgMdXcOcPN3MGwcu8fhDm9m7c0lskQUQCim0dQwxOLYGMeilaLUrUcCglzFMGit1snTNVQKyLHHoWD2vvnERXyBEWqqFYDBCTV03x042Un2+jd/+4i7Sp8zb6xp7+et/eImBIQ86nYQzJdouWtsHOXmmhdffqeFLn9vBbbcuQZ4yb4tEoqU5Pd4gDc19vH6ghgNHatHrZHQ6Ea8vxJnzbSypzGFJRW5coHdw2Mt/PnmINw9eRlHUsfYocb6mgyMnGlhcdm3KhyaKEZePJ58+zqtvXqCiLIs7di+PERMAXm+QhqY+TqU2MzDk4YVXziJJInabEY83yMXLnRw8WsdD967jkQc2YJ5Cgnb3uvjek4c5dLQOgehiXSD6/A+9W8e6VUV8+TduobgwHXGqKb2qUX2hjf/+yREu1/egqhpGg4zBEC3HefZCO++dbaGkKD1hcqK3z833fnSIw8fr2b6pnDv2LIsjJgBa2gb4t/86wOlzrRj0OpypFgQBOrqGqT7fxkuvn+eJz+/kwU+smbdf1ekknn7qOEeOXImWuxUgO9vBZz+3PaHrnQ8LkpwAWLq5nNzSzDjlw8HnTlJclRfNrTfrZ5Ul9XcM8ey398ctwAwmPRtvX0lKxsJZgIuSyJZ9azj52vmYnLyttovXfnyYT//+3RhMs9+ja2CUl79/AH+SrtcZ+U72PLKFjoYeAt4gqqpx/NWzFFTmcM8XdyWsTNE0DZ/bT9AfwpFuW5BpIc6slLHrCqMqKr/899cZ7nOxbEsFjnQb8pTBUxCEWBUVs82I1WFekPdltpuwp8e346YL7XhGvHNGkZSIwuWTjbz8XweSzr0VBIGq9aUUVeVRO6a68Ln9vPrDg5QuLyCvLGvWdhMKhDjw9LE4Q7SFCGd2SpyrvKKoXDndxLo9y2ZNXYlWLQnz1lNHOb7/7I261KuGIAhkFKSx7rZlvPXUMTRVIxyKcPj5U6zdtYzlWytmJZpUReXisTre/fXppEse32iULC1g012ree3JQ6iqht/j59ffe4uiqjxKlubPSaYNdA3zwn+8SXdzX2xbUVUu6/Ysv2mMOANknURmQVrceHvucC23PLDhQ/m8cooyuPXBjXQ19xH0hVAVlSMvnCa/PJt9n9+JxWFOeIz0uvyEgmEcadYFOZbcKJisRnZ+ahNnD12mf8zHpfrgZd566hj7vrAT4wypEuOIhBVOvX6ed549EdsmSiLbP7k+YSXUOFovd7L/yUM88Fu3Y56igBiHpml0NvTw6o8OxaUhliwtYPG6eAmzomo8++sztHcOc99dq7hj9zIsZj2aFjV8bGzuo7N7hCWVOdPOoygqbx+q5b9+cgRV1di1fTE7ty8ei1rCqCdIfWMv6WlWUmYoaa6O7V9cmM5ffH0fRQVpiKJAa8cgP/nFceqb+vj1/nMsKs7AZjXG7q36fBv//dN3GXH5eeCetezesRiL2UAkonD2YjtP/+o9nv7VKcxmPfv2rogt2DVN41R1C//9s3fxeoM8dN96dm6rxGzSEwpHqD7fxjMvnOZnz53AZjVEF78fcJvXNI2D79bx5NPH0OlkPv/YNjauLcE4tgg8frqZ51+p5oc/P4rDbmLTukUxL4nUFDO/9YWdRMaUM+9Vt/AfPzhIutPKE1/YSU7WBKlmHivTfi3hD4R45Y0LrF1ZxL7bV+BMsRCOKJw518bPnzvJuycbWb+6hDt2L417zhnpNjavX0R2poPlS/Kw202IosDAgIdfvPAep6pbeP7lalYsyScvJ2XGc4+4fDz51FFUDb72pV1UlmWjkyXcngC19T2sXFYQR0wEg2Fee+sibx+qxZlq4dEHNrK8KhdJEuntd/PMC6d5Z1Iq6fVG/8AoP332BG+8c4kVS/P58ud2sKhk5oDv2YvtNLUO8MA9a9i2qRyTKdo2Xnu7hlfeuBB7B6uWR0k+TdMYcfv5wc/e5d0T9VRV5PCpe9dSVJCGAPQPjvKrl6p572wr//nkYX73K3vImkSKaJpGfWMv3/3BIRpa+qiqyOGuPctYVJyBXicTCEZo7RhkdNRP6SzXPLngvKZptHUO8b0fHaL6fBu7d1TxG49uITc7/t2qqsarb13k3MUONq8r5cF710aJDwGCwQit7YNcvNzJutVFCY1va9aWUFqWFbftWqpjFuzMwZFuY9dDm6mvbo2lIIz0u/nR3/6SvvZBbnlwI/llWXERG78nwJXTzfz6u2/y3psX4ybQi5YXsO2+dQsuar58awXLt1ZwYv85IGoa+OoPD2J1mLn98e3TIjWaptHV2Msv/vlVTr99cSLRKUFIssSuhzdz9uBljr96NnbO5/71Nfo7hrj98e2UrSyaMf9c0zSCvhCdjb00X+rg/OFaRFnkf/z5/aQkKH+/kViyoZTiJXlcPtkIQG/rAL/4p1d45l/2j3Ws8R+SKAoYLUYc6TaKKnNYurmcjXesJLs4Y0EZHumNOspWFHJy/7mYAWPN8QaOv3qW2x/fMY10gaip7Om3L/LUP75M08WrIwkyC9PYdu86mi62ExqTu188doUnv/E8n/2T+8gtzZz2nLxuP+88c5xnvv3qgvabgGifU1yVT09LVHqsKiqHn3+PjbevpGxV0YxtwDUwyltPH+O5f9m/oH0YJsNiN7Hroc2cebsmVpmku7mfJ7/xKz77J/exbEvFtIVUKBDm3OFafvQ3v/xQRMUtDhN3/cYtXDpeT1ttF5oGV043859/9jQP/97drNhWOe0eVVWlq7GPZ/91PweenZD1m6xG9n5mG8VVeQtGdbeQIOskFq9bxOm3Lsa2vffmBY69XM3mu1ZPqxC10CHpJPY8upUL79bFTBwDviC/+KdX6GsfYu9j2yhdXjCtFDhEx0i/N0hXQy9Nl9o5f7gWg0nP5/78/mlGtB8nCILA8q2V3PrARp791/1oapTUfebbr6JEFPY+to2UjOlSYr8nwNGXq/n5P7wYZ1JaubaEXQ9tTig9YzKC/hDP/8eb6PQyd37uFhxTSH5VVels6OXJ/+d5Lp9siG03mg3suH896XnxZEgwGKanz4UoCuzYXMHi8uzYPWiaRlVFDpqmzThpHxz28sL+s3i8Qe7ft5ovPr4dUyy4IAAaq5blA8KM+2uAXh9dcK8eWzgJgkBBXip+f4hvf/ct6pv6GBj0xMgJnz+64O3qGeHu25bzuU9vwWY1xPLwCwvS0OlkvvODg/z61XOsWVFE4ZgviNcX5OXXL9DX7+aTd6/msw9vxjIWJNQ0jeKCdGRZ4j+fPMwvX6pm5bKCaQukGw2X28+Lr51j1BPk84+t5+H71qHTSbFrLinOIBSO8MwLp3n+lbNUVeTgHJtzS5JI2qRv1mE3IQoCsiySlmqJW3BeD6iqxqLiDJ74/E5SU8yTnnMajS1RVcP5mg527VgcIycEQSAny8HvfmUPgiggCsLEu81zYjDINLcOxFJVZiMnXG4/NquRP/it21mxNH7cW7W8IHbccQwNe3njYA0IcM/tK9h3+wqksTZbVJBGmtPKX/zdC7ivU7U2QSCmAhka9vLDp47y1sHLrF5RyJc+t4PigrRZx+6IorJjSwWPPrgRk1EXe17OVAt1jT3UNfZxsbZzEjkBFy938s67daSlWvntL+6kckwVIggCRQVpZGU4+Lt/foXq820cfLeOh+5bFztfMBTh1Tcv0tjSR0VpFl//rb0UF6QjCBN+GEsqZ+83IKoOHf9bd6+L7/3wEMdPN3H7rqV8/jPbxhQR8fuGIwo9vS4iisK61cWsWlYQI+I0TaOsJJOd2xcjiUJC85zsbAfZ2fHekAffqaW8/NooZBbsrEEUBbbes5YL717h6EtnYhPFkf5Rnv2X/Rx54T1yy7LJyE3FYNbjdfvpbu6js6GXwe6RONOP1Ew7D37tDtJzUxfc5NKRZuMTX95D25WuWBUN18AoP/+HF6l+p4a1u5aSU5KJTi/jGhyl8Xwb5w7XxlJBFq9bRG/7IMMJLhgEQcCWauHRP7yH4X439dUtqIqK3xPgjZ8e4ezBy+SXZ1NclYcjw47OIBPyh/C4fPR3DNHfOcRwr5vh3hH83iDrb1uedBnCG4X0PCeP/e97+d6fPk1bbSeaFu3wUWdPLQgFwrgHR2m/0sWJ185x8LmT3Pc/b2PLvjULpryoIAhsuGMlb//iOK2XO4Ho5Pmn3/w1bVe62Xj7yljFF783SPOldqrfqeHcoVqGe0cwmPVUrimhs7E3ZnCZ6Hl33L+eS8frOfHqWVRVIxJSePfF03TUdbNm11LKVxdjtZsJ+IK013dz4d0rXDndjGfER3qeE2eWI86QdSHBZDGw/ZPrOHvwMoExRVJHfQ/feuIH7HlkCyu2VWK2m9BUjZF+N3VnWjj5+jnqq1vwjQZwZjsoqMjh8qlGQglW0PkgIAgCyzZXsOvhTbzwnTcJB6OpTzUnGvjWEz9g9c4lLNlYhjPLQTgUrcpSc6KBi0frGOpxYbQYKF9dzIUjNy4SkiwEQWDRsgI+/ft384P/8xz9HUNomsa5Q5fpaupjyaYylm4qJyPPiSiJuAc91J1p5vyRWjrqe2LpRzqDzJ5HtrDzU5sWHLG9UCDrZdbsWsr+Hx9msGsYgOFeF9/53z+n+p0alm+pICXTDggEfEG8Lh8j/W48I1523L+B0uWFH+wNTIEgCDgzHTz6R/fgHhyl4VwrqqrhGw2w/8lDnDlwiYLybAqr8khJi5YeDQVCjI746G8fpL9riJE+N0O9LgLeIJvuWrVgx8gbCVkvse8LO+lu6ePYy2dRIgqugVF+9g8vcvL186zYVklxVR4Wh5mAL0RPSz/nDl2m7kwzrknEb+HiXD77p58kMwkzTYDiJfkM947gGvTw1D++zHtvXmTljsUUV+VhthrxjvqpO9PC6bcv0VbbFQuKiZLIhttXsO0Ta6fNH40GHfk5qTS3DvDsi6eRdRLFBWlYrQYkUZwxCDKOmtouenpdpDmt3LlnOeZp6pH5FwmrlhVQVpIR9ztRFCnIT8NuMzHqCeAPTFSQ6uweob6pD5vVyNaNZTFiAqLtXidLbNtYxguvnKWptZ/Gln7yc1MRRYG2jiGaWvpx2E1sWV8aIyZi++okdmyp4PlXztLY3Edz6wA5WY4PdM5dW99DZ/cImek2Nq4tiRET49ds0Mvs3LaY1w/UcLmum46u4Rg58UFDkkS2byqLux5BEJBlibKSTN46VBv1N1Hjy5eP/2bqNoDCfCc2q5HefjfBYGTOClbbN5WzuDx7WlBGmuH3rR1D9PaNYrMa2bKhbFq6SGG+k8qybDqTmG8mA0kUMRp19Pa7+dFTRzl0tJ6N6xbxxce3k5udMmcbTLGb2b65PC5tQxAELGYDJUUZ1Nb1MDQpjVVVVd6rbiEUirB8SR4VpfGq4XGCaPumci7X9XDmfCt3710eTX0gquq4UNuJTi9z++6lFOWnxZEQgiDM2W9ANOXHoJdpaRvguz88xMXaTj5x5yo+88DGGYkJiKYe5eemIssSrx+4REaalWVVedhtRmRZQhBATCA5aXjYG203CHgnpT1raJw53cKtO6vmPUYiWLDkhCAIOLMdPPbH9+F1+znz9qXY38KhCO31PXQ09CCMDQCaRpxx0TjSclL4zB99gnV7li84YgKiA9/K7Yv55P/cy8/+3xdjeeDRe74YVSdIIgjR0qFKRIkRNcs2l/P5v3mI//6rZxMmJ8ZRtrKIr37zUX70N7/k7KHLaKoWNUtpG6C3fYCzB2uiz5Zoo9PU6Ee50OXc41AiCg1nW7hw9Eq0XYw3kiQQDkaoPd3ED/7qWQwmPRv2rlgw0ty80izu/s1b+eHf/BKfO5oSNNTj4qXvv81rTx5Gb4oywKFAGCWiEAlFUFUNWS+z47713PfVPXz/z59JipwASM918sjX9zHUO0LdmZZomwwrNF1sp7W2C0keKyukRd9BJKKAFlUlfOYP78Hj9lF/tmVBtiNRElmzcylb9q3m0K9OEQkrqGPGnz/8m1+iN8jojTqUiEo4FBkzJo2ABikZdj71tTspWVbAN7/4PUL+ha0u0Bt13PulPfS2DnDs5WoiYQVt7Pt//SdHePvpY7H3qCoqkUj070azgX2f38nSzeXUHK+P9UULEZIssXXfWsKhCD/+xvMMdEYNq/raB+nvHOLdX5+OTbw0TYu973EYTDpufXATD/3uXdMirDcxgXEi6LZHtvCrf38jpuYa6hnhtR8f5q2njk5EuLXos1ZVDYNRx+L1ZQuOnABAgMVrF/GVbz7KD//6Oc6PEXGqotLT0k9Paz9nDlyaMkZG72sh9m0LAYIgkFmQxm/85YOoqsaxl6vR1Kga89Kxemrfa0KSJo0fiooSjsQN2wUV2Xz2Tz/Jyu2LkyILTRYD9z+xl5F+N09/62W8bj8Xj9ZRe6oRURajEUtVQ4mocdXPRFFg8bpFPPz7d+PMmh5lFkWBB+5ZQ0+fi5Nnmrl8pZtVywtYt7qY5VV55OemxpWcnIz2rmH8gTDli7LiIvTJoDDfOUltMQG9TkKSRBRFjasqMTziY3DYQ2a6jcwZlCoQTWfISLPS0NxHW8cgiqoiihKDQ16GXT5ys1PISLfNuK8zxUK600pr+yCt7YNsWr9oxsXsjUJ3rwuvN0hhpZMUu2nGa85Is5LqMNPqHqS9c4gVSxOr5nK9IYoCJYUzy/oNBh0C0Wj4TNNaTdMYcfnp6hlhxOXDHwgRDiv4A2FGxxSs6hzzYVkWKSpMw5Cg6q17LCLvTHGQOkMKkiiK5M6i0rgWECWBcFjh58+d5M13LlNZls0XHttGXs7cxASAyaSncAYPGnGMvNKImt6OQ1U1WtujqWklhekzKmplWSQvJxW9XmJg0MPwiC9GToyOBujrc2O3GSkrzpy1f5gLsiTicvv5wc+Ocvx0E9s3lfObj27Faplu3Bm7H1Hg9l1LaW2Pmu9+81/2U1WRw4Y1JaxYms+i4ummsDPh9OlmwiGFjo4hujqHMY6p7DWixMW1woIlJyA6mBVW5vCVv3+E5//jTU7sP8twnzs2gdQ00GYgJBDAbDVStrKITz6xl7W7ly2YqPdMkHUSt31mGyarkef+dT8dDb1EQtFBeXIZq3GYbSZWbl/MI394z//P3nuG13Gd59r31N07gI3eARIsYBVJiRSrKiXZknvc7bjEdhw7cTm2z0m+k3yJk3x2jo8TO8223HuRZVmWLFESRUpi7x0kQPS+sbF7nZnvxwYhQgRJAASr9n1d/EFcM2vW7DVtvet9n4eGxVWU1xdzbMfpSYMzkyEIAoIkMGdZDZ/4l3fzxx9uZ/tv9xLoDeaOZzA26bhIewKYLSruQidzltdOWS37WhEeifLsj1/mD9/bSl/bIAa5DJWKhmLK6v1YndYLPmy0rEYqkSY4EKK3dYDBnhESkSQYMNAZ4DffeIa65kqKyn3X56Reg2pS2PSOO0gnMzzxrecY6gmia/rYx1VqfOX/HKIoUFDqYcNbV/Hwx+7GU+SkZn45R14+NS2RSlEUqF9cxcf++V38/P88ycEXT4yXa+QCZxPbkhWJisYS3vqp+1n90DL2bz2G3WW9IQUVBUHAU5QLiMqqzEu/25fTgjFy9qvZdJb4a9ISFVWmrKGYt3zyPta8YRnJeIriqoJpBwuvBwVlHj7892/HVeBg+2/3Eg5EcxNHTSf9mmeJKIn4St1s/sB6HvzQBsKBKAWl3nH1/RsVk1Vlw1tX4S1y8Zt/f4aTe9pIxJI5rY3Uhc9WyGVLFJX7uP/969j09tvx+C8v2Pd6x2I38/DH7kbLajzz45cJj0Rzk/VJrqVz5MrPbsyJ/Ll3ZNOKOj75tffy1Pde5OUn9hPoD+ZEti/zjhSEnFCop9DJnGW1U7bpvdU5J4750S+/g/I6P1t/vZtAXzD33spok7o5CYKA3W1l4eo5vOUv7qVxac20s5iKKnzMWVZDYbkXi93E4//1HH1nh3Lvvou8/6wOM0s3zOdtf/UAtfMrJi0hEQSB5vnl/PVnH+TFV1rYtuM0ew62s3NvG6Ulbm5bXM3muxdSUea5YBITT6TRNB273YQizywry2pRL1ilvhTpTJZ0WkORJwo6vvacrFYTgpDTzTiX9ZNKZ8lkNFRFQr3ovmAb022KxlPX/fZOJNNkNR2zSZm03BVyE2erVUU3DKJTFMC+FgiAzTa9b2vDMBgajvDHF46zZ/9ZAsHYeIDqXFB4NHR50W5ZkjCrk7u1TEYimcYwchP9yUoRBMB2FecJmqbz4isthCMJdMMgEIzS2T1CabF7Urea85El8QKxy4lcaPUbT+Suk4s5UwiCgMkkoyoy6YxGKvVqJm0mq5FIZXCOCbPOhExG4/GnDhIcjSOKAv2DYfoGQtTXFF3SjbKy3Men/+wuXtndytaXT9HSOsDh490UeO0sWlDBQ/c201jnzwWJL9LQ6tWNGIbBk78/yPr1TRSO6TgawM9+smNG5zMZN3RwAsZq6BpL+PDfv43bNy9m51MHaTvazXDvCJFgjHQid1PIqoTNacXjd1Fe72fxunmsuLd5TBTx8g9vWZGZt6ph/DIUJZHGJdXT6qtqUliyft64/oIsi1TPK5vSvmaryoa3rqS6qYytv97F0R2nGewcJjL2cFFNCu5CJ2X1flbet5i1jyzHNRa9XnnvovGMCk+Rc8q1rYIgUFbn591feCN3PLCEnU8d5NS+swx2BQgNR0jGc4KZsiyhWlQcbivuIifFVYXUL6pi8bomyhuKpxycmHtbLamx8YKcJsRsZyJkMxp//OF2fv4vTxINxXMfD3fO5U2fuIem2+pQzPLFxQ11A03TiYcTvPib3fzy608RGrN5PXusi+M7z1D0lksHJ6rnlbPpHXeMn2P9osqrVnNtdZh56EMbqVlQztZf7qL1SCdD3SMkYim0rIas5O6JglI3VU3lrHvTbSxYPQfLWHR1xX2LSMZTpBIZKiZJ37sYoijSuLSaP/+Xd/PS4/vYsyXn/hEaipBKpJFkEZvbSklVIU0r69n0jtupbipDVmSq5pZy97vWEBqOoJhy/7/RKKkp5IP/+y00rahj51OH6DrVy+hQmGQ8tyKsmhQcXhtFFT7mr6xn7ZtWUD2vHEkWESWRe961htLanFBQTqfg4sdy+hysfmjpuJ2w3W3FUzS9WlZfiYc7H7mNeDgXOPH6XdinkJoqCAKF5V7e/9dvonnNXLb/dg/tx3sI9I2OB7esDjOFZV7qF1Wx4a2rmLeyHvPY9XPve+6kp3UAgHkr6me0AnAtUE0KSzctoHp+OTuePMD+F47R3dJHcDCcC1QYYDKrOAvsFFcW0LSintVvWEb1vLIpi5yZLCrLNi3EX5Vb6VLNMhWNF4rgXQqL3cztmxfTuLQm93+bCX/ljREMnQquAgdv/8yDzF1ex/bH99J+ooeRvlESsSTZtIYoiZisKjanBU+hk+Lqwsu6Jnj8btY8vHzcBcfls+OcpmNKUWUB6968gmQsd/8WVfiwOsxT2lcQBMobinnfX7+J1W9Yxo4nD3D6YPvYOzJKKjH2jlQkTGYVu8eGZ+wd2bCkmsVrmyitK7rhAvjXk3MZFO/6whtZumkBLz2+l9MHOxjqChAZjZFNa0iKiNVhoaDEQ8WcElbeu4ilG+fj9Nmn/J6qnFvKhreuIpPKUjmnhOLqQlSzwn3vXUv9omqe/8UOTu1rY6AzQCwUR8vqmCwq7kIHFXNKWXFPM6sfWoq7yHlJbQtJEqks9/KOR27jvo3zOXi0i937z3LwaDe//v1+WloH+PMPb6TuNQ5sipwrMUiPZTXO9LecDoosoci5jIps9uKLEql0BsMAs0lGGEv1VmQRWZrKvrmgr/kGEMNVFRlJFMlkNLSLBEkNwyCdzuYCijeSPo7ABS4PlyMcSfK9n77Clm0nKPDaWbmshrrqInxeGxaLiqbpfO0/ttB1nuvNpY4/VRRFzmVyZCbP5ADGhUWvBtmsTjKZ4d6N84nH02zZdoLv/+wVCnx2Gmr9lxZqFLjkN9okm2NSc8Hm1EUWOHJ9ymUOy5I4ocxGFEVkSULTdNKZi+9/KVJji8gPb15CZ3eAnXvb+PYPt/Opj266ZBmLKAoUFjh48N5m1q1u5ERLHzv3nuXA4U6e3Xqcoyd6+NRHNrFscdVFj30uU+vee5ux2tQJgrlr7pwzo/OZjBvoTrw4giBgsZu57Z5mlmyYR6BvlOBAiGg4QSaZwcBAlmUsDjMun53CMu/4B/Bo7oAAACAASURBVPRUMVlVNn9gHZs/sG7G/bTYzbzlL+6b0b6CICArMg1LqqlZUM5QT5BAb5BYOIGmaSgmBafXjr/Sh9M78QW9avNiVm1ePOPjmiwqTSvqmbOsltBwhED/KJFgjNSY9aYsSygmBZvTgtNnx1PkmtHH1t3vXMPd71wzo35OBcMwOHOwnae+9yLRsehwzfxyPvR3b6VuUeWUP2psTgv3v38tPa0DPPW9F4GcpeTpA+2sf8vKS+676v7FrLp/ZmMxXQRBwGRVWbZxAfNXNTDUPcJIf4hkPIWmaciKjMVuxlPkpLDUO8GJAmDx2iYWr51ZfZgoivhKPLzhI5tY95YVDHYGCI9ESacySJKE1WGmoMxLYZl3wopFaa2fj/zD26/ovK82giDgLnRy33vXsvqhZQx2BQgHoqTGancVVcbutuErduMtdk0IsKlmhfvfv4773z+150hpbREfvsLfo2Z+OZ/4yrtntG9uVdLG2kduY9mm+Qx2BQgOhkkl0ggImG0mvMUuiip8ExT1z+nW3CxIkkhhmZeHPryRDW9dxWB3gHAgkgs4GaCYFBweKwWlXtyFzikFtM/H4bHxJ5978Ir66Cly8sG/fesVtXE9EQQBu8vKHQ8tZenG+Qx2jzA6FCYVT5HNaoiiiMmsYHFYcHrtuAsdWOyXDhJUzS3lY//8zivq19zltcxdXjvj/c+9I+evaqDptjpGh8Lj78h0MoOh60iyhGpWsDmtOH123EVOTOZ8QOJinPtNF69tYv6qBgK9QQJ9o8TCcbJZDUmSsNhNeIpcFJR6LnudTMZtdy/ktrsXXvB3xaTQtKKO+sVVDHWPMNwbJBFNjC0CqTi9NvyVBTnnsikKbgqCgKrKFBU6uXv9PO68vYEjx3p49Ccvc+R4D89uPU7t+9ZO+Cb1Fzowm2S6e4NEoslJHTlmG5fTgsdtIxxJMDwSzTkMvOY7ORpLMRyIIghQWuwen9h5PTZcTgujoTgjwRjlk2i4Tdh3Cin1V5viIidWq8pQIEIkmqRgEje6UDjBSDCOLEnXXcDzSjl+qo+Xd7diNil87IPruX157YSJ8fBIFHmGWTqXotBnR5JEgqNxYvEUHvfEa1k3DAaHIrN+3HMIAqxYVsOH37uWSDRJMp1l+47TfPuH2/nzD2+kssw7a9eiIOZEZw8f76azZ2RS3Y5sVmdwKEIqlcXlsuByveoMZLOq+Lw2RsNxunuDzKkvnnbfRFHgvrsW8I5HbmNgKEwsnmbvwXZ+8PMd/Nn71+N2TV7CBK9qknjcNm6/rY7lS6rp6Brhez99mZd2nuHxpw6yeGHFZZ122juGKSp0YLWZsNlMJJMZQuEE27eform5AudFyqimyk0RnDgfWZHxVxbgryy43l25asiKTEl1ISXVk9ebXS1EScTjd920acxaVufQ9pP0d+RSzc8JtdUurJi224bVbqG+uRJRFNDHalGDQ+FLCghdT8xWExWNJdNerb1SBFHAXeDEXXDjubVcKYIg4PTaXzcq+zanlZr5VmrmX++eXD3OCQK/1gUpz+xxbjGham7pDZkZdSWIkoi32I33Jp/E3EgoqkxxdSHF1/h7R1FlSmuLKK0tmnEb50oeXiuIZzGrLFpQzoql1Zxo6WNwTEvsfOY0FON2WenpG2X3/rNjKehXN/ustNhNTVUBu/ad5eCRLhY0lWE+r+RZ1w0OHulkYChMgddOTVXheHCivNRDVYWPA4c7OXSsm7mNJRNKQ3RdZ9+hDoYDUYoKnNRUFk5rRfpq0FDnp7jISWv7EMdP9VFV7puQ5q9pOnv2nyUcSVBW4qbiMplcNzpDwxHS6Sz+QicNNUUTJpi6btByZoBQKDHrx60q9+F0mAlHEhw61n2B1kMonOB028CsH/dVBKwWFZMqo3psvPdtqwiF4xw82s2Pf7mLj31g/QUBk5kiiSKLmyt55oXjHDvRQ99A6IKg1mgoxp4D7UiSSGOdH6f91eCEz2unrrqQ7TtPs23HaZY2V81IhNVuzwlZlha7+cA77+Cr34yy7ZXTFHjtvPMtK8c1Ls5xsWeVqsjU1xSyYfUcXtp5hv7B8CX1SM6xc8cZgsEYDoeZ1WsaGRwI09Y6iG4YjIzEePDBxZctqbkUN11wIk+ei5GMJek42TOuvWG2qtQurJhZ6YiQC24IogBj9XqT1cPmyZMnT548tyrjLlfnIcnSDRmkv9Z09QTZta+Nhjo/FaUeVFVGEM6J5gU4crwHVZUpL71w5baq3Mf61XP4+WN7+Omvd5NMZVmzsn48gyKdydLdEyQUSXDb4uqL1rdPB6fDwv2bFnC6dYA/bDmKx21l3eo5OeE/w+D4qT5+8PMdxBNpHnlgCVUVr/bb7bJx36YFtLYP8cQfD+F0mLlzVQOqKqPrOsdO9vKjX+wklcnyxgcWU1Y6cYKq6zramGCsbhhkxsSydd0glc6QSmdzFpWiMGU7w8tRVODkvo0L+O8fbOMXv92DxaywpLkSRZbIZDT2H+7kN08eQBBg890L8U2zZOxGw+e1oaoSgWCU4y192O0mREFE03VOtPTxk1/vIhyd/eBEUaGDNavqeezJgzz2+/34Cx3j5RShSILfPLH/qjl1vBZBEKgs9/Ghd9/J1/7jWV58pQWfx8afvHkFTofl8g1Mof2lzZWsWFrN3oMd/Nf3t/Gut6ykuMiFIOQCMY89eYD9RzqprvRx17p5E8pKnA4z92yYx/FTvbyyuxWrReWhexdRWuxCFHNjFRiJ0dEVYN6ckstm8wiCwLw5pXzsA+v51/96jseePIjXY+PBe5oxnRd4HAnGePGVFoqLnNTXFGE2q4gi6DqEwnF2jbnoVZZ7p1ROZBgGt91WQ2GRk107W5EkkTV3NlJe4eVHP3wFXTeQrqBqPx+cyHPLkM1o43X3kFvlstpn9jDSshrBofC4G4EoidjHvKbzXB2Ge4N0nOyZlkDnlWJzWKhrrpxR2nCeyYmF4pw53HmBKOvVRFFlahdW3JIZPOcY6Bymq6XvorXTVwOH20Zdc2VeM2EWCY9EaTvSSSp57eyGTWaVuubKGWUMpVOZcdHjc1jtZuQbQFPgehOJJnnsyQPEE2k8LisFPgeqIhGJpejrHyUUTrCwqYwNk9Riy7LIG+5bxEgwxrYdLfzg5zv43VMHx1Z4BaKxJNFYisY6PwubymYlOCEIsHxJNW97+DZ+9pvdPPrjl3nquaMUeO3E4mm6e4PEE2nuXNXAIw8snZBVIQiwanktA0NhfvX4Pr71w+384dkjeD02otEU3X1BkskM6+5o5I33Lb5AcPPk6X5Onu4nGksRT6Q5dqKXTFajoyvAT361C7fLisWi4vPYuGNF/YzFAl97vhvXzmVgKMxTW47yf/9zC+WlnrHylJybhWEY3LdpARvvnItyg7ixzZSmxhIWNJWxY08b//7oVp7b5sdhMxMIRunuDTJ/bhmSJHLoaNesHtdqUdl810Jazw5x9EQv//i1p6go96IqMgNDIQRBYP3qOTzxx0OzetyLIYoCjXV+3veOO/j3R7fyxB8P4/PaeeP9i1EuIow6VQQh50rz3nfcQTyRZsfuVk6e7stZ7go5ccrB4Qj+Qgfvftsqqit8r9lfGL8Hf/HbPWx58QS7953F47ZiNinEEmki0SRmk8LnPnnvlEqNJElk+eIq/uTNK/jWD7fzi9/upcBrZ/XKhvEynmQqw3MvnqCrN4jLaaHQ58BiUUgkM/QPhAiMRKkq9/LAPc1TyuByu60oY6KpQ4NhNE0nuagCRZEusLedCfm3S55bBkkWJ+gqaBmN0eGZlWKMDIQ4uPX4+P9Vs3LNSyZebxzafoL/+PxPxsXvrgW1Cyv44qN/lh/bWaSnbYCv/8X36G0bvGbHdBc5+ex//CnL77qwxvxWYdfTh3j0f/+K5DVUlJ+3sp7/8e2P3NJllNea9hM9fPVj32G4J3jNjllY7uUL3/4I829vnNZ+hmEw0j9K9+m+8b8pJhnfNShBuBkoK3Hz4L3N7D/USd9AiJbWfnTdwGJWKC/18OC9zWxc20TZJBMMQRAo9rv4+J+uZ0lzJa/sbuVsxxB9AyEwcmnbTY0lrFlVPyEwIQBmk4LNarroREsUhZwDha5fIAZotai88f5FVJR72Lr9FMdb+jjR0o9JlWms87NqeS3r7mjEM8lijN1m4s0PLqWqwsfWl05x8nQfA0MRzCaZuQ0lrFpey/rVjZPqZ+zc28bjTx0kk3l14mI2KUSiKba8eHL8b8VFTubPLZuV4ASA22Xlve+4nYa6Il58pYUzbUP09o9is5pYtKCCO29v4I7ltdgvs0AhSxJWq4r1Io4Us4UoitisKulM9qLlyIoiYbOZsJiVCWPkdln56PvWUeJ3sf9QZy5zR5EoLnLx4D2LuHfTfLa+dIq29qFJXV4EQcBiUbHbTMjTWPYWBIHa6iI++ZFNPPPCMfbsb6e9cxiLWWX+3BI237UQk6qwY08rlll2TjSpMnab6QIHGUkSWbmshkgsyaM/fpknnj5EZZmX5UuqcroLkojNaso5dUw2Pxhz3LBZzRcE2kRRYE69n8984h6e23aCvQc6ONs+jEGubOOhexexYc0c5jYUT/qcNJsUHt68mPraIra90sLxU70Mj8TIZCJYzCqlfjeLFpZf8NwQhNy+dpvpgkCaLEvctX4eoXCC3zy5n589tocSv4uGOn/Oic5tY/M9C9m5t43O7hHOdg6TyWiYVJnCAgerV9azaW0TDbVFU5ovrVhRy5Ytx4jH08xfUE4qlWHHK2d4aXsLJSXuK75HBGMKtSXXgBuiEzcDGT2CJJgRBQXDMMjqEQyyKKIbQXh9fyykEml+9E+P86uvP4Vh5LId1r15BZ/46ruxT1FsyjAMYqEEj/37M/z6354ed2goqvTxv77/8XEl/Tyzz3M/fyUfnLgFaDlwln/64H/lgxOzzO/++7l8cOIW4PDLp/j/PvzfN0VwIp1M8+R3X+TRv/nluK25r8TNF77zURaunj1l9psVwzBIZzRisRSpdBZN0zEMA0kUMZlk7HYzqnLpEphzFo/RWIpEIj3uaiBJ4thEREVRztd2MBgJxognc9ka9knE39OZLIGRKLpuUOC1T0jvPr+dWDxFLJYiq+WCGBazgmOslv1S6LpONJYiFs/Zoeb2VXHYTRfddzQUJxJNXvZjX5ZECgscs57FoGk6kViSRDyNphtIkojVomC3macUaEsk0oyMxpAkEZ/XftWyLDIZjaFABE3T8Rc5UZUL15CjsSTB0TgmVabgNQ42hmGQSGaIRJOkMxqikJvAOxwWTKo8vm+hz4HJNNEuNJvVCARjZDIaXrcNq3X6VqbJZIZwNEkmoyGJAjabCbvNTDarMTQcQTXJFPocM/+BzkPXDULhBNFYErvNfIGuxLn7MzASRdN0XE4rDnsu6JVIZhgeiaLIEsVFzgvuofPbttlMeN0XZp2daz8SSZBKZTEAVZGw280XBI4mwzAM4ok0sXiaTCY7VgohoioyNpuK2TSxDV3XCQRjJJMZPG4rdpv5gvYSyQwjwRiQE7E9vx+ZrEYsniKZzJDN5p5VoiiMHe/CYNelf3ud4EiMaDSF1WZCAPoHQmQzGjW1hZcSxJzSAfKZEzcZQ/GtpLJDOExzsSk19EZ/h2Fk8FvvwmGae727d11RzQpNK+pxeO2EA1F0TWf304cor/Nz/wfW4zr3EBdykd5zgTnDyNVBalmd1sMdPP2D7Wx7bM94YEIQBG7fvCQ/gb3KWB0WSmuKiIVnvybyYvgrCvLpybOMalIoriq4piVQTp99gpvIrYjNZaWstmj8uXQtKCyf6LaT58oxmRVKqguvqZuHr8SNOlaak4gmCQeiuAodSLKEeK6+XwAQwMhpAsRCcV74xU5+9fWnxgMTAHXNVdRfwmru9YQgCJhU+YKV1em2IUkCLqcFl/PyZaiiKFDgu7RIs6rIlPgvnQ4uigIOuxnHDEoaRVHE6bBMq4bf7bJOy5HEMIwxa8oZrF0KAooiTaidlyQRt9OK2zkzYUSLRaXsMuVtum6Qzc6sz8JYnxXl8q4hdpv5gonp+e1YLbkMj+nuK8sS/sKZl0aey7ywTHJsVZUpK/WM/z9nSaszk7VpURRz4ysKeNzWi4pdnrs/J/s9rRaVyksIoF6u7fPbN80w2CIIAjar6QLxyov3SbxkYOdyY6/IUu76n4Xq156eUf749CGGh6IYY2NYXOzmAx9ce+WNk8+cuOloG/1vREFFMxI41LmEUkfxmVcRSZ+iyjUzO8FbiWgozr/91Q/Z/tiecWFMi91M3cIKlt+9kOqmclwFdkRJRNcNMqkMIwMheloHOLmnjfbj3Yz0h9DGfLxFSWTBHY18/CvvompuaV5z4iqSiCYJBaIYs1CvNlUUVcZd6MwHKGaRTCqT02u5htohoiTiLnBeYJd7KxELJ4gEoxj6tXtdqmZlzFo1H6CYLVLJNKGhyPg75logyRLuQieqWaH9eDf/8fmfkM1olDX48VcU4C50Yhlb9U4m0vS2DXJsx2laD3cQj7yqN+EqcPBX3/wgK+9bdM36nuf1yeBQmK/95xb6+kPT3tdhN/PFT99Pacm1ddVpPTvEN779PMEZZH+Wlbj5zCfumZFzw83Izr1tfOsH29C06b/PFi0o5y8/dvdV6FWeqfKzn+5EUSWWLasenxepqkzJ5e+5fObErYgiurHIZYTTRxlNHkAUVExyEaHU4evdtRsCu8vK2/9yM6ODIQ5vP5VLc4omObrjNEd3nAZyH2qyIuUit+etCL0WURJYtmkB7/nSw1Q3lV2rU3jdYrGb88KUtwCKSaGo3Hf5DfNMC5vTgm0KK6t5bmxMZpWiiut3f2QzGgNdAfrbhzi28/SU93N67bzrf7yBJeubrmLv8uTJIUkiXrct5+oxTexWE5J87cucFUXC57XN6Nhej+2qalncaJhNMgU+B9o0F6MEmFKGUZ6rSzar0dRUSlXV1Sn5zGdO3GTEMh30R59CEi0oooukNoCmx3CZmvHb7rre3bsh0DWd3rZBfvufz7L7j4cJ9I9OeRVXEARsLgslNUWse9MK1r7pNgpKva+rl0aePHny5Lk1aT3Syd+/55v0nR2a0vYWu5nqeWU88ol7WHFP8y1fPpXnxkDTcroWM3EnOleycq1FW7NZjWgsdYH17lSQJBGH3XRREcxbjXQ6SzSemtHsT1GkGZUj5Zk9Xnj+BM8/f4z5C8rHdDwEXG4La9ZcVotoSpOpfHDiJsMwDDJ6iKwePf+vWORSBCGfens+mXSW0wfa2f/CMc4c6qDv7BDBwRDJWIpMOpur8TPJWB0W3IUOCst8VDQW07i0hoWr5+CZRCQnT548efLkuVkZHQ7zzA9f4tT+swx2BhgdChMNxUkn0+i6gWpSsNjNFJZ5qJxbysLVc1hxTzMevyv/PsyTJ0+ePOze3UrrmYmi516vnXvvu6woeT44cSsyktjNQPwZRCEXNfSYl1NkXX99O3WDk81oRENxYqE4yXgKLaPl9CgEAVESUVQJk8WE1WHG5rIiX0ZdO0+ePK8vsrpGIBUnmklhYGCXTfjMNhTx6gaEDwS6+W7LLkLpJJqhs7liHu+sW3bR7aOZFI+27EQzDD45by3yRVbhdMOgIzrCr84e4sRoP5phUOv08aHG2ymzuSZs+1J/K79qP8wn5q2hwVk4q+c3G6R1jd93HmXvcBd/tWADBebXR832laBlNWLhBPFwgmQiTSaVQcvqYBiIkoisyljtZhxeGxa75ZbLHOyOjfKvx7YxlIySyGZYUVjFX8y/+P1yNa8xwzA4ONLDlw8+y18vuYeFnltX22owEeE/T75MvbPwks+xqXI1xuV0aIhvt+zggYr5rC2uu+L28uS5FUmlspxu6efMmX7WrpuL2awQj6UpKLysOGhec+JWJJQ+RontIZymeQAIvD5SwK4EWZFwFzhwF8yOfVGePHleP6S0LH/sOckv2g7QEhpEMwzqnQW8tWYxmyvmYZWvnghnmdXFgxXzORka5Nfth+iLhy/b1+OjA2iGPq6gPRnxbJpvHN/OvuEuNpQ04DFZMUkyFvlCy8HuWIgDgS7C6eQkLV0dDMMgmE4wmo5TZfciXcImW9d12sIBDgZ6SGmZa9bHmxlJlnB67Ti9l3Z9uFVxqRbur2iiPTLCT1r30R4NXPJ+udrXWDid5OBID5H01bcJjmVS9MbD1Di8yLMQXNV0nfboCD6zDbd6aS2AaCbFkZG+CS4aV8LVGJfhZIyDgR6W+Spmpb08eW5FDh7sYPu2U/T1jbJgYQVms8IzfzzCB/903ay0nw9O3GRY5XJCqSNIogUBGUVyYZLy4nN58uTJM9sYhsEzPSf5v0e3Uu3w8aXF92CWZJ7tOcXXj70IwJurF121lc4ii4N7yudSYfewpefUZbd3qRY+37wJAZAvMaEfTsbYH+jmwYr5fHzeGiySgo6BOMmixj3lc1ngLaHWcW3fM3/sPkF3LMQn5995ydpxVZJ5V/1yHqycT6E5H4DOc3kciokNJQ0MuCM819ty2e1vpWts33AXT/ec5AvNd+FUrzw4EUjF+fcTL/H22iWsKLy0xWy5zc3fL38AhzI7uiVXY1wW+Ur52spHKLHOgt9injy3KCdP9HLX3fPZs7sNwzBwuayEQtN3qbkY+eDETYYk2ohnO4hHOgEBr3kFftum692tPHny5LnlCKWTPN5xBJus8rmFG2l0FSIgsNBTwpf2Psmv2w+xsbQBr+nGKCWQRXFKQYRwJklay1Jmc2ORFARBQLpItqXXZMVrurjX+9XAAHYMtuNSLVyu8lQUBEqszvxkIs9V41a5xgzDYF+gm954+JKZItNpbyARZn+gm4ermi+7vSrJzHEVXfFxz3E1xsUqq8zzFM9ae3ny3Iq43FY6OwJEI0mGhyO0tQ7ics3ed0I+OHGT4TOvwmteAYBmJMho0/eAzpMnT548l6c9OkJHNMjtRdU0OgvHywtKrC5W+2v4adt+jgb7WeOv5fGOI+wZ7uQzCzbgG6t9zuoaz/a0sKX3FF9ovotCix3d0GkJDfFi/xlOjg6S0rI4VBO3F1VzV+kc7DNYVRxIRPjOqZ30xkOk9CxNruILauizusZvO45wINBDZzTIaDrBz9r2sb2/FUEQWFVYxXsabhvf/ldnD7K9v42UnkUVJT45by0Nrgs1J86ldT/fd5oTo/0kshmcqoWFnhIeqpyPS7WgGwZ98TDP97ZwdLSPcDqJVVZZ5C3l7rK545OLYCrOE53HOBrsY8dgO3ZZ5dOJCJIgYlNU3l67lOUFuXTrWCbFj1r3cTTYS1rTKDDb+MsF6ykwTyxVyE2gIjzfd5oDw90ktAxVdg93lc1hvrsEVZIwDIP9gW5+efYg76lfzt7hLg6N9JLWsizwlPBQ5QJKrM7xdPSklmHHQDvbB1oZSERRRJFSq4s7/DWsKqy+qHbBxYhn0+wcbGfHYPt46U6Fzc09ZbmslfO1TfriYZ7tOcXhYC+JbBqHYqLOWch95U2UW6cnWjnVcYln03zlyPOsKqzGJMls6T1FMBWnwGTnvvImlhVUoErTW4XP6jr7A11s72+jIzpCVtfxWxysLa7jdn81ZklBNwz2Dnfy244jvLNuGbsHOzgSzJUF3Flcy12lc7DJKoIg0B4J8M0TL/G2miV0xYLsGGwno2ss8ZVzb9lc/BbHtDOcpnqNQe7afWmgjVcGzhLOJPFbHKwvrmdFYRUmSUYQhPFypS09p9g52I4gCCz2luFUZ+48kNE1jgX7ebbnFB3REURBoMBs47aCStaXNGCRFeLZNM/0nGLfcBfb+1uJZ9N8dvfjKIKEKAhsrpjH5op5Ux4XzdA5Huznqe4THAn20RcP843j2/hp6z4Aap0+Pti4ajyoeXJ0gB+17iWYipPVddYW1/Gu+uUzOpfpjktKy3IyNMALvadpjQTQDR2PycqqwmruKpuDWcpNg7b1t/JE51FimTQAb69dwrqS+gltXc/7JU+eG4k71zTy/PPH6ekJ8ocnD1FW5uH+zYtIp7JIsnjFTjn54MRNgqYnEQUFzUihGQkAktk+wqljWJW3X+fe5cmTJ8+tRyAZI5ZNU+PwIZ034RQFgUq7h6yu0xMbxcCgPTrCnqFOUlp2fDvdgK5YkF2DHSTHaqJzIm7HOBzspdjixKWa6YmH+D9HthJKJ3ln3bJpC21aZYUlvnKcqpnfdx5F0yfXnLDKKqVWFwJwJNhLscVFk9uPMLYCeT51zgISWoZdgx3sGurgvenEBe0ZhsGBkR6+euR5QqkE9a5CXKqZcDrJ0WAfd5fNwQVohs7LA2081X2CYqsDv8VBIBXn0ZZdtIaH+eKiuzHLCpphIAki5TYXsiDiNlmZ6/YjCyJmScF5XuBGFiXmu4uRBIGtfWc4OzRC8rzf/hzDqRhfOfI8x0f7WegppcBs5/joANv62/j0gnWsK65DEkSGkzGe7DpOMBVHM3TKbR5GjQQ/bt1LWyTAFxfdhcdkRTN0tvad4WtHt1Lr8FFsdZLSsrSEBjEwWHmZ1PbJ6IuH+XHrPhRRosBswzAMdgy2s22gja+ueANN7txKblLL8G/Ht3Ew0E2zt4wii4NQOsH2/lbmuf2UjY3tVJnyuOg6uwY7OBHsxywplNvduFUrB0e62Tvcyd8t28yygunV6Ce0ND9vO8BoOkGRxYEqiJwMDbC1/wx/s/he1pbUISAwlIjyZNcxRtMJVFHCa7LRFw/z9aPbGErEeE/DcsySQiST4vneFoKpOGZJochiJ5hK8P3TuzkdHuLzCzdNOwgw1Wsslk3zrVM7eKHvNE3uYgrNdjqjQf7+4LN8tOkOHqpcgCpIxLMZHm3ZyZNdx1ngKaFAtfHK4Fli2fS0+nUOwzA4MTrAl/Y+QZHZQY3TR1bX6I2Heb7vNLf7a7CgcE743m9xYJVVF5OTbgAAIABJREFUDKDRWYRZkscDANMZFwDNMHAoZvxmO2BQafNQafcAUGJ1opz3vPSYrCzzVXAmPMTvu45Rap0oujudc5nOuBiGwbM9p/jX49uwyyrVDi+yIDOQiHAmPMyGknoYC06UWl0sL6jkaLCPLT2nJhXDvJ73S548NxJen503vHEpd9+zEMMwMJsUTGaFXTvPUFVVQGmZ54razwcnbhJGU4dwqA0MxbcRSh1BFE1ktTBmueR6dy1Pnjx5bkkSWoasruGaROjNoZgwMIhkpidiZ5YU3lm3jD9hGX6LA0kQCKbjfGrnY2zvb+WBinmTrgBeCodi5v6KJkZScY4F+yYESM4hi9L46ujhkV5e6DvNxtIG3l67ZNI2l/jKWeIrxyTJHAh0T7pNMJ3gey27iGZS/PWSe1nsK8MiKUSzaeLZNL6xchdFlLirrJEVhVWUWJ2ookQsm+YfDz3LwZFeuuMh6p0FFJhtvKt+GWktyzM9p1jgKeHP5q6eVKjTJMmsKa5leWEF4XSSp7tPXrBNVtd4ovMoBwLdfHbhRjaVNqKKEl2xUf7lyAv898lXmOvyUzoWmElrWSRB4G+XPkCRxUFKy/K1Y1v59dlDvK/hNtyqhYymcTTYhwB8ZuEGah0FgMFIKo5mGDNycKm0e/jSorvxmW04FTOGYfBC32n+174/sH+4ezw4EUwlODrSx4rCKj7XvAmrpJDSswSSMdyqddpCg1MdF8itGnfGgnx5+UOs8dciAC8NtPG3B55ma98ZlvrKp5WZ4FDMfHLeWmyyis9sRUDgaLCfz+7+LTuH2llZVIVZyo17StPwqBY+33wXTsVEOJPky4e28OPWvawrqRt3kckauZDc55s3UWFzk9AyfKdlJ786e4iNJQ1sKGmYVh+nco0ZhsFL/W1s6W3hw3NW8VDFAkySTF88zFeOPM/3T+9mZWEVZVYXp0KD/L7zGJtKG/n0gvXYZZVAKs7f7PvDlPs04dhAa3iY7liILy26mzv8tQBEMklimTROJReMsSkmHq5aSFbXOR0aYigZ5SNzb7/Ic+3y42KVVRb7yljkLeXF/lae6j7BG6oWcmdx7aT99FscPFLdTHskwM6hjis6F5jauEDOleW7Lbsos7r47MINNLiKkAWBUDqJAVjOEzOudxZQ7yygZsjLjsGzk7Z3Pe+XPHluJARBwGRSMJkmvpvb24dxe2z54MTrBbepGVFQEQUz5Y43Y5L9JLO9hFPHr3fX8uTJk+d1yUytuIssDnrjIfYHuohl02R0DQGIZFKkdW12O3kV6Y2FOBUaZFNpIyuLqsbLXhyK6QLRO7dqJa1pHAv2jZ9n7l+W+CQrx7Px2R7JpNg73IXf4mBdST2msVXScpubjaUNfOXI85wMDYwHJ1RJYmNp43gJgFmSWeQt5bstu4hnc5kviigxx1XEk53H+P7pPdxdNoc5riIKzfYZuxDIgkixxUFHNMixdB9JLUtXbBRFlBg9L2PFrVqodxWwa6iDX7QdYHlBBbXOglw2zAyPPZ1xWewtZ5G3dLxsZa7bj0MxM5KKo2NcVLfkYpRYnXTFgpyJDJPIphlJJZBFccw699V7SxUl1vhrcY1lPjgVM3eVNvJY+yE6oiMTLG5XFlZRPDZ+VlllU0kjPx9z2lnjr5v1dPqUnmXvcCfxTJqsbrC1/wyQK3dSRIn+eITOaJASi5O2yDChdIJNpY3j94fPZOXO4jqe7b284O1rEYBqhxef2cZP2w4Qy2Zocvsps7kmDTxMlamOy2xyNc7laLCPkXScd9QtpcldPH5/eq5AQ+d63i958rxeyAcnbhIkMfdwLrCuRhLMiIKCLFhRpYLr3LM8efLkuTWxyAqKKBGapKQhnE4hCsJllOcnFlcYRi7T4mdt+9nW34pm6DgVM6ok0x0bnXbGxPUmmk0RySSpsnsuafeZ1DI83X2SxzuOEM+mcapmTKJMR3TkoiUoszEFSmq5rAK/xYF6XkaDKAh4TFYUQWQgETnv7yIlVueEib5JzK0M6YYOgCSKbCxpQEDgd51H+PLBZymxOlnjr+XByvkUme3TChQYhsGJ0AA/OL2H1vAwVlnBrpiIZzPEs6kJv4NFVvjUvHX8rvMoj3cc4bGOwzQ6i9hcMY/V/hpUUZrWsac7LkUW+3g2A+SCBpIg5H4bgylHlAzDYDAZ5dGWnRwM9KCIEg7FhG4YBJKxC457brxe2xcDGEklJmztMVkRz7sWC8w2FEEkmE6QNTRUZjk4oWUZSkYZzST4wZk9F/wENQ4vkCsJGEnFEQSBIstEZ4kiy8zue0EQmOcu5svLHuDX7Yf46pHnKTTbWVpQzpuqFlHt8E4rYDbdcZlNZvtcIOdKBDn9ltmwL71e90uePK838sGJm4xUdhBV8qFKbiTRgkWceXQ8T548efJcnAKTDZuscjYSQNP1cd0J3TDoiI4gixJlNjcCue9MAwP9vA9U3TAmrKbpGOwa6uDRll08XLWQP6lbik02IQoCf7v/afoS4Wt8hleGLIjIY6nNl+JMeJh/PfYii7xlfL55IwVmO5Ig8r2WXWy5iJXjbHy3y4KIRVKIZzMXBInSWhbNMLCeN3kQ4JJBlnPYFBP3lTdxe1E1J0ODPNd7ip+f3U9ndITPN9+FTVEv28Y5klqW77Xs5tBID3+1YD3N3jJMksSZ8DBf2PPEBdtX2j18eM7tvLFqAXuGuniq+zj/dOhZPt+8iQ0lDUjTmIRNd1wkQWQ2MtGzhs5vOw7zh67jfGTuHWwsacAsKQTTcb645/cXbG8YBokxzZZzJMYyWc4JGo7/XctMmCQmx8bZNKavMNtIgohJkim1OPnXVW+6IFgpCAIu1ZxLg5ZkDANSrzmXK8mWMkkyK4uqmecppiMa5LnenADv6dAQf7dsM37L1C02pzsus81snsu59njNM/hKuF73S548rzfywYmbjKH4i/gsq1Al9/XuSp48NzyGYZDSNNKT1OBfbQRBwCIr01buzzMRwzDQDYOsrpPRdWKZNL2RMP3RKMFkglAySSSdJq1ppDWNrK4jiQKqKKHKMqqUc3rwWiz4LFa8FisFFitOkwlZFJFFEUkUcwGG13xJVju8VDm87A90cyo0yBx3EQICvfEQOwbb8VscLPAUIyBglhUyus5gIkLZmOBbKJPkeLB/vD1N12mLBEjpWR6smE+V3Tuu4H+zBSYACi12SixOdg918khVMx6TdTxIk9UNZFFEFAQ6o0GGklHuKZvLHJcfgZyIYG88TGaSiZkoCIiCQDKbIWtoGMarnyrT0jVQTTS5/bzQd4aOSIA6ZyECEM9mOBrsQxZFGqdpbWgYBhldQxREvCYrdxRVs6ygHOMw7BvuoiceonESV5OLMZpO0B4NUG33sr6kAZMkk9U1RtMJgqmJGTuarqMZOqokU2HzUGHz0Owt5dM7f8POwXbu8NdgFaceGJnuuMwWiWyGltAQdsXEQxULcJtyji698RCDySi1zol2uBlD5+hIH3f668ZWnnPuKjZZpcLmmRDIOh7sI5HNICsiBjl9Fc3QqbJ7UcXZ/+S1yApNLj+7BjvoiAZZX1I/HiDKGjrGeToklXYPsihyMNDDXLcfEQHNMDge7JvRsQ3DIDuW0eNUzDR7S2ly+yk023m0ZScnRwcmTOhFASRRIKNrJLUszvNKNARBmPa4AMhj5xrPpjEMY9yV5FybV+tcpkKdswBZlNg52MFthVXYxzQmdHLvFFkQp9XH63W/zAaarhPLZJhqTpqAgEWRkWegoZPn9YuiSEjilUfk8sGJmwyLXEok3YIoqICAIrkxSZf3tc+T5/XKdw/u45cnjl3z4xZZbXxxzToW+fOe6TNBNwxCqSTd4RBtwSBHBgc4MTxEXzRCPJMhrWXJ6DrZsX/nghjnsmWFsQmuKAhIgoAiSiiShCKKmCSJQpudGreHWo+HWreHUoeTQpsNr9mCLOY+Wp2KmYerFvIvR17gq0ee56HKBZglmWd7T3E2EuBT89fhUa0IgkDT2MfqD8/sJZZNIwsSLw200h4dGU8DkASRMqsTEYFne0+RNXSimRRbek8xkorhNb2qmp/VdYaSUWLZFO2RAEktQyAZ41RoEEWUKDTbsMu5VdpgOk4wlWAkFRuvg24JDWKWFFyqGa/JNq1V40Q2w1AySlLL0BcPk9F1OmJBXCYLZlHGb3WgijKlVhf3lzfx/TN7+MfDW7i7tBGnYiGQitGfCPOGygUUWRwUW5w4FBPb+s/gM1sxgF2D7ZwMDUzaL0kQqXUUsC/QxbM9p6iy51Ljq+3ecZvWcDo5fr7DqRhpPUtreJiklsUmK/gtDkyizOaK+ewNdPG1oy/y5ppFOBUzBwM9PNl1nM0V86iyT0+4K5pN8duOI8iCSLXDhyJKBJIxTo4OUGCy4Z6mI4RDMeE3OzgTGeb53tOUWJ2cjQb4feexCY4HAKfDQ7zQd5pahw+fyYaOwcFAD+FMinKbB3kKWR/nM91xmS1Mkky5zc2uoQ6e6j5Bk9vPcDLKE13HyE4yydN0ne39rfgtDmocPrpiQX7XcZQNJfVU2T0TJpiHRnr5aes+lhSUM5KK88Mze6i0e1jqK0ccmzgPp2KE00kGEpHcvSqKtISGMEsybtWC15S7p6dyjUmCyKbSOWzrb+Mbx7cxkAhT4/CR1DK0R4MIwNtqFmNTTMxxFdHsLeUXZw/gVM0Uj+lQ7B7qnFGmkG4YPN19goFEhLkuPxY551qyZ6gTu2y6oHxEQKDa7mXvUBdPdB5lsbcMAyi1Oimzuac9LpAroykw2/h911FcqjmXrSQr1DsLMUkymq4zPPYbdkZHSGQzBNPx8eeYz2TDOVY6MtVzmcq4iILIfE8Jq/01/KH7OIIAtxdVI4sSg4kIaV3jocoF2GSVtK4xlIgQ1zJ0RoOkNY2+RJiWsT4WWxyYJeW63S+zQWtwhI/94XdTLsyxyDJ/s3YDK8vyriJ5LiQUiiNJIjabib6+ECOBCFXVBWzYOA+rdeoB8ouRD07cZJjkAvqiTxHPdCAIIm7TYkzWO693t/LkuWEJJBKcHQ1e8+Mms1mS2czlN8wzjjGWIdEbjfD82TZ29XZzqL+PgVh0WtXOBq9mXJwjwcTsmY5wiL19PUAuduC326nzeGnw+FhZVsHaqmqsisJdpXPQDfhF2wH++fAWYtk0IgIfmnM7myuaxidGK4uqeE/9bfy6/RCf3f04TsXMncW1vKN2Kb9qP4ggCEiiyO1FNbyzbhnP9Jzkic5jOBUT60rqeVfdcp47LzU4lE7wjePbOBbsJ5pJEUjFeKHvNIeDvZglmY/OXc1dpY1ohsFj7Ud4sus48Wya4VQUw4DP7X4cs6SysbSej8y5A/W89HcBAVWSL1oCcDI0wDePv8RAIsJoOk5Sy/DN49txKCaKLU7+5+J7qLR7UESJt9UuwaaY+F3nUf6f/U+T0TWcqplVRdXj7c11F/GxpjX86uwhdu55ApusstRXzgcaV/JY+2HESaZm72tYwb8d38ZXj7yAiECpzcnnF24aD05s72/lJ237GE0lGEnFSWgZ/uHgM1gVlSaXn79eci9WWWWht4TPLtjIj1r38v8e+CMZXaPIYueR6mbeXrsEq2ICw0AaS7sXXzPBlwQBk/jq30VEklqWx9oPE0zHERAwiRLNvjLeVbeMwmmu7toVE+9rWMGjp3fxz0e2oAq5UqHNFfOwy6YJAQezpHAqNMjP2g6Q1rMI5Gwg31TdzAOV81Ck6X3STXlcBDBJ0lgW2MSxUkV52g4lJknmTdXNDCWjfOvUK2NZKBbuL59HicVJJJOacBSTJLOxtJGnu0/QGgmgGzp3+Gv4yJw78L5Gi2JTaSMnQ4P8/OxBUlqGBZ4S3t+4kuqxAFfW0Plp63629p0mlk0zlIwiCSKf2/04Fknh3vK5fGjO7QhM/RqrsLv5wqJN/LR1Pz84s4fhZAyTJFNmc/Fw1cLxUqESi5O/mLeW77Ts5J8PbUGRZOa6inhrzWK6YsHpT3CF3L38ZNdxHm3ZBeRKmWqdPj4+b80EoVDIBWzfWLWQ/kSE75/ew3eNXdgVE59ounM8ODGdcREEgVqHj4/MuYOftR3g0zsfyzlp+Gv5zMINmCSZSCbFt0/tYO9wF9GxYEIgFeNMeBizJPPehhVsLp+HMI1zmeq4mCWZjzetodBs57neFn7TfhjIBVQeqJg3nkTQHw/ztaNbaYsEiGSShDNJft1+iOd7T2OWZb7YfBdLfOXX7X6ZDVKaxtnR4JTfo1ZFIZ7Jf7/kmZwXt56kqspHeYWPn/z4FbIZjTlzS3jkTctnpX1hpmrjs8wN0YmbAU1PkNaDZPUosmhDET3I4syVh/PkuZUxDIN/eOlFvnNw3zU/dondwdfuuT+/8jBFsrpO+2iQJ0+f4unW03SGQ9fl40gUBN7Y2MTfrd+EXVXH+qYxkooTzaQ4Gx3hnw5t4faiav5ywfoJQn1JLcNwMkZSyyALEj6zFRAIJGOU2VwoooRhGMSzGQJjK34mUcZntqEZBsFUnBKrE0WUyOgaffEwSW3y36DI7Bh3LxhMRicV7YScNWBuJfHVj+RkNkNvPITPbJtUCT+WSdGfiKCNpVmfjyyI4xMZeDUdeyQVJ5ZJoZNLY3cqZpyqGUkQcxoPusZwMkpCy6IIIh6TFVWSGEpEKTTbMb/GLlQzdIKpOKF0Et0wMMsKhWbbuMBcMBUnkIpNCECdwyzJlNnc45NC3dAJpZOMphNoho5FUvGZrOPHNAyDaDbNQCJMqdWFdSz92zCMsbTtEOU2N5axY8eyaUbTCZJadixtX8SlWnCplhmtoOqGTjCVIJTOiTs6FBNuk5WRZCy3ujwWkNF0ndF0gkgmlXN4EcAiKXhMViyyOu3V96mOi2bodEVHscoKBee5kmi6Tk88hCpJ+M2OaafxhzPJcQtWq6TgM9uIZVOkNY1Cix0Bgae6jvM/9z3Jf61+G7WOAsKZJIIg4DVZcSnm8WMeGenl3S/+iL9Zci/ri+sJZZIYhoFLNeMxWcevBcMw6E9EiGSSk/bLpVrGRU2nc42du1aCqTgpPYs4pnfiUS2YJHm8n7phMJpOMJqKjx/PJqv0xkP4rU6skjLl3zFXtphlJB0nkc2gGwaSKOJQTPz/7L13eF3Xeaf7rrXrqei9EiAJ9i5WFYqqlh1bcpNr7NhjJze9zJ3rTGb8ZGaSez2T3InvpE2KPU4mcZe7LFmyZIkiJYpiEXsnCIDovZy6y7p/HAAkCIAASIgkpPM+D/UI5+yy9jq7rd/6vt+XZwbH09Wuxh/t9/5UHHe0okihHSI86pUxm9/lWl+WsftewnWQQhA1bfJH+9z1fToSQ9P6PhTaYfJG70GzPZa5/i4p36UvFR+vuGNKjVwzQNjI+P2kPJf2+BBpf+r0z/JgDqHRe8Ltul5ulmNdnbzvW/8yJ3Hirx59D/fXTl0eNss7m6/848ts37GEpqYe+npHeODBlXzzG/v4nd99ZKZVZ3XSZyMnFhieStA+8lMcfwBdRqgIP5EVJ7JkybJgUUqRdF2ePn+Wrx05xMnurtuqVhtSUp+XT8i4MljWpUZxIEJxIEJlKJcT1Sv52tn9FAcifGbplvHBrK0ZVIYm+wFdbZInhCBkmFOaJl69nCE1qmeZclASiMwpH9vWDeqi01d6ChkW9detQnIFIQSG0DL7n6YNY2aAFVP0TdU0x6gJSaEdnraCSZ4VnHVJQDk6iJhueTFadSViTJ5pDhvWJF+KsGGND+auxVeKkwMd/Ozy6RnbFTEs3l+7hkI7TIEdGhchxigdLXE6hibllMuNkfQcftpyksbhvhn3vSK3lAcrls7qd9GEpHa06sS17Rk7R5tH+vlR83FSM/j7CODxmtXURQvHBZ2rsa6K/rh68CmEpCgQpmiGyhaCTMnV6fpICEFZMEoZ0Sm/v5q5nGNj58p058UYclRYuTbioy5aiON7vNxxgYM9LTPurywY5YmaNQR0g3I9Z1ZtHNt/rhkgd5rynBkDz+v/Ltcy3X0PQJdy2u8mbWeWxzLX38XWDMqD02/X0vQpz+/plp2P6yVLloVMYWGY3S+fpqtriCc/shXTnF85IStOLDC64y8RMqqJmu9iKH2K7sRLVEU+fLublSVLliw3RMfICF89cpCnTp2gPzn1bOatJMey2VhWPu2sliE1PlK3gY74MC+2neW+0npW55ff4lZmuZNJeg5dyeEZl0v7Lq4/OTrlRhmblZ/NvqucXOYzctYZn1G+frSTAFJ3uHng7WTESc3q97M1fUJloCxZsmS5Vdy3czkHDzRy11111NYW0tcXY+u2xfO2/aw4scBwVYygVk3AqCDpdZJwW293k+YFXylG0qlxB/6hVIqhVIqYk8b1fdKeh+f7gECTYtRlXyOg6wQNg5BhErFMcu0ABYEAUcvOVknIkuUOpyce58/37eEHZ05NGaJ7OygNh1lWOH1UgRCC4kCE/3PNLs4OdrMiL2t4muUKUgg2FVazqbD6lu87qJt8ZunWW75fyFRG+OMN77ot+367YEiN91Sv5D3VK293U7JkyZJlWkIhi/t3rUCOVuYoKoqQnz91tNqNkBUnFhiF9t1cHnmKztiLCKFREX7f7W7SnBgL4e5PJuhNJDjd083J7i4uDQ7QHY8RS6dJei5p1yPlebi+hzdqbOcrNcmFXxcSXZMYUsPUNCxdI6AbhAyD0nCEmpxcanPzqM7JoTgYImJahE0TU9Nuab5flixZrqCUoj+Z4P/b/ypPnztzxwgTAJvKKwhc438wFXlWkC3FNbegRVmy3Di+UrQMDZIY9W8Jmyal4ci04r1SioFkkv5kAsf3MaSkOBQiZFo3VFHiZhDA9pJF/PN9H6cuMrVgqJSiJxFHeBpfu+djVIfz7qjKCe3DwwymMhFhlq5TEYlMMKeFjHly8+DA+H2wKBgiPxDIvqO8zUm6Ll2xEfIDAcLm7NLosmS5E3jxhRNUVuazclUlAL29I7yy+wwf+OBd87L9rDixwAgaNdTlfJ6U34ulFaCLmfOMW8+1E8kP09c+wKWTLWx4YDXRgrk5it8svlJ0jAxzpLODA+1tHGpv5UJ/H3HHQSlmHZ54rQt/Gg+mSXEdEzIEAl0KSkJhluQXsLSgkMX5+TQUFLIoN5+gMfNAZKHg+Una478g7Q1RHn4QWytAKY/B9Gn6kseImHUUBTZPu37S7WEofZaCwCY0cfPlgK5Gjf7G4ppX3KTbQ8xtocBexyy9crK8DfjRmdN868QxnHkMa79ZNCG4q6wSQ8vWds9y+1BKMZhKcbijjdbhITxfEbUsqnNyaSgoJGTM3jTR9X2++uZBjnR20Dw4yOaKSv70/gcpCEzO2VdK0Tw4yJf3v8qBtlYUGTHj3267mwcW1Y8vl3RdehNxysNvramfEGJGfwHX9/nXY0d49sI5vv2BJ4la1y/lqpSiL5EAwZR9MN/88Owpft54gctDQ5SEwnz5kcdYlDvRd6ArNsL/vfdlOkdGaB4a5Lfu2sZn123I3ofe5hzv7uS/7P4Fn1q7nvcvy0bLZFk4tLT0UVNzRTAOhSyamnrmbftZcWKB0Rl/nhxzFWFjEUm3g97UPkpDD193ndd+fJCVOxo48osTeJ6P7yt2fWTHW95WpRTD6TTn+3p5vvE8e5qbuDw0xEDq1uSVjwkZoPA8aB4apHlokBcuXSRoGBQHQ5RHoqwpKWF7ZQ2L8/PJtW3sq5y1p6Nl+Md0JV5DF0EsvYDy0MNEjLq35EVNKZ+h9FnaYy+R8noxtCjV4fcSNqu5djAvhIatFXF55Bny7dXYWgEgsLQCHH+YrsSr1xUnEm47rbGfkWetQtPmV5xIup30JA5SGX5sQj+l/H4GU6dGxYn557ElSykNhxlMphhIJRhMJhlMpRhIJYml0zieh+v74/+c8f/PfH7nzOm/PVBKcaSrg/997M07SpgAqIrmUpeXl5XIstxWGgcG+PLreznT2zN+r1RKYWoaX7z3fjaVVcx6W4aU/OamrYykU/zx7l9kPC6muak5vs/zjefZ19rC72/ZQUNBIb5SVEVzJlwThzva+NmF8/zR3ffdEQNoz1c43ux8LDzl8/UTR6mIRG7JgPDJFat5V/1S/uHwAY51dTJVkFhZOMKf7nyIxoF+vvDic/hTVMnJ8vYjqBtU5eTeEpEsS5b5JL8gxKlTbRQVRxFCcPZMO8Hg/I0ZsuLEAiGTDtHGYOoYAg3XHybmXiLhtM24rpN2OX+4ETtsU7uyksbjMztB3yxpz+NwRxs/PHOaFxov0JdMzKvx180SdxwuDQ5waXCA/W2X+ddjR1icX8D2ymo2l1eytqSUqGVNKzYkvW5yzAbKQrtoj71I09B3WZ7/W7hegr7kYXyVJt9eS0AvR+HQnzxBzG0hqFeQZ61CCMlA6iS6DDGYOoOhRSkObEOKyZdk3G3n3MDXKAxspCL8MK4fQ5dh0t4QvclDuH6MXGslYaMaKQyi5mJM7YqbtBCSgF5K2KhlMH3FQT7tDdCfPEbK7yOgl5JvZcQBX6XpTOxFKY8CewMBvQxPJelLvknS6yZiLCLHWg74o8cQZjB1BlPLpSiwmaTbTX/qGJ5KEzUXEzUXE3NaaR15hr7UETwVJ2TUUGhvIua00J88RlCvYExo8ZXHQOoEw+mLBPVS8u31eCrFYPo0vnJIeb3kWMuIGvUIMfOL8bqSMtYUl+IrlYm6QaFU5ppyfI/hdHrU4yQ57nUylL7ydyydJuY4XBro50xvD94dlIKwEIk5ab5z8jiXBgduels5lkVxKExeIEDEMLF0fTxcPSM0eTiez0g6zXA6xfCoKDVdidIVRUWUhMLZcOostw1fKX5w5iTHu7v4g6072FZZhSYknbERzvT2TJp1nwkhBEWhEIXBIGHTJHWdQbzjebQMDVIVzeG+mlqKQ+FJppme73Oks4Pz/b0LUrjQhGwbAAAgAElEQVRNOC57W5p4tH7JLdlfXiCQ+WcHmO62YmgaFdEorvIx7wCxJ8utoaGgkD974JE7QuDLkmUubN26mB98/yBf/crLSClwHY/H3jN/E4xZcWLBoEh5PSScy/gqxbA8iyZMCoN3z7jm2p0rOL7nNBsfWkM66VBe/9YZuLm+z4X+Pr514hjPXTxP2/DweDj/nYrr+wyn0xzuaOfNjna+FTzGsoIiHqqr531Ll5NjTxUmKtBlmKBeTo61jKH0eVJeLy3DT2NquUhhcGHwX1mS+1kG0yfpTRwmai6hI/4Sjj9Egb2BpuHvYWtFRM2lKJUx+7wWpRR9ycOYWg4V4ccwZGi0zQkah76Nr5LYWhEXh75BXfRjRMza2R+3SpD2h5DCoj32Ir5yMWWUofQF8qy1+CrJxcGvsyz/12mLvcBw+jwRs57LI8/gqRRRcwmNQ98lpFcQMetRZI7B8YfxVBKF4uLgv7I073PoMoAmLXQRJKCXYcpcMuamAVw/RkfqGKWh+1BK0Zs8QEfsJfLs1XQn3yDhdZNrLeNk75cpDz+MIcOZduX9HwT0kuseYyath+vmIOfaU5dUG+t/b9Qn5funT/JfX91NbJqBbZaZUUpxoruLZy+cuyGfCV1KioMhNpSVs72ymrq8PPLsABHTwtZ1DE1DG6sprxSe7+Mqn6TjknAdEo7DcDpNZ2yEpsEBLg30c7avl554HE/5rC0pJWJlc3/faSilMqbLU85YCwwpb9kAwvN9WoeHyA8EuK9mEWEzMxuVY9ssLZjou5ByXQ60t/Lzxgt0xmLkWBY7axaxvbJ6Tudx6/AQ3zpxjObBAQ53tBNzHP7wxeexNI3qnFx+beNmbF1nd/Ml9jQ3saeliYFkkt9+9ifj99Zf27SZ1UUlqNHt/ezCOU71dBN3HCKmxbbKKnbV1pFj2ziex3dPneBEdxdfvPf+8QH5UCrFVw4fIGJZfGzVWgK6TtxxeKmpkdcutzCYSpJwHFzlEzJM7q2u5d1LGoBM2uDJ7m5eamqkZWiQiGmys7aOnTWLsHWd9pFhnj53hjc7OzjR3cVQKsX+1ssAlEUi/Lvt91y3XObVKKXoisd4/uJ5jnZ2MpxOETQMNpSW80j9Egpuk1/EM+fP0jjQT3kkyu6mS2yrrGJZYRHfO3UCx/f56KrV1Obk8TcH95NjWXx81VpCo+eXUoozvT38v/v28vkNm9hUVjHjMfhK8UbbZX56/izvXbqcPS1NnO/rJWJaPLZ4KZsrKsd/2554jP++71Xev2wFvlI8c/4sXfEYRcEQn1y9jvr8/NFo2xQvNF7k1cvNJByX8kiExxYvZWVR8fg16HgeR7s6ePbCObpjceKuQ9pzsTSdxXn5/OrGzUQti59dOMebHe18Zt1GfnbxHIfa23B9xZaKSt6/bAUBw2AknWJ30yVea22hN55Al5KGggLevaSB6pxcpBD85Rv7qI7m0Dw4SNPgAB9asZKRdJqfnj9LTU4uH1+9lvbhYX587gzrS0p5vvEC9Xn5vHtxA987c5KmgQE+sHwlO6qqkULwZkc7Xz9+hOF0GiEEH1u1hrurrvgXpT2Pfzn2Jp6vWF9axk/Pn6V9ZJiCQJBHFy9hc3mmX5VSjKTTPN94ngNtrQyl0yQcB18pQobBI/VLeLR+SVb8WECkR732pkITEku/M4btZWW5fPKXd9DRPojn+xQWRIhEp3+Xnit3xlFmmQWCqLWSisgHCBk1mFoBAokUM7+ALF6/iEWrq7FsE99768LU406aX1xq5B8OH+BUdzfpBVguTJGpILA33gTAw3VLmKo6tlI+A6njgGIwfZbCwCYcf4Se5AHKQvcjsBh2LjKcPkdHbDdSWnik8FWKnsQBcq2VKOWRb6+jOLANBcgpogAUPikvE9mgiSveGGlvgKH0WZbn/ya2VkhyoJe+1JtzEidMmUPQKCPp9uArl5jTjGmtIqiXURbahSEjHO35U4bSF+hNHKA250PkmMvQhEVP8gAhoxrwKbA3UBjYhAIEElsvJun1kvb6SHrdpL1B8qxqouZSkm4vxYEd4y89Ab2YXGs5cbdl9Hg9uuKvkm+vpzz0AGH9DBeHvkFQL8XU8igL3U9QL2cgdYKE2zGjOHGzCCHQhSBsmgQNY5JfRpa54fo+P794IZPzPUfybJuH65bw5MpVLM4rIGAYaELMbhBw1TNzzLNmLI0n7jo0DQxwabCftSWld5SZXpZbQ9J1+c6p47QMDk76TpOSXbV1bK6ovCVt0aWkKprDoY42Xmm+xP21ddhTvJA6nsdzF8/z94feoDY3j8pIlM7YCH/+2h4+snINn1q7Dl3OblCiS0lJKIyt67QMDSGTcVYXlxAyDAqDIQxNAgpdSMojEXIsC9f3WVdaNi4G5ox6PXi+z8H2Nl5uukRlNEphMEjT4CD/7bU9jKTTfHLNOhRwob+PA+2toykMVwadx7o6yQ8Gx4XFZy+e428P7Oe+mlruKqjgUEc7z5w/y8dWrWF1ccl4pFRvIsHfHnyd0nCEikiUE91dfGnvbkxNY2fNIgAipkVVJIqlaVRGo6wvLQMy0Q1zue4VcKqnm6fPnaUqmkN1Ti7tI8P81Rv76Esm+NUNd92WCIjLQ0M8deoEWyqqiDlp/vbgfurz8ikJhTnc0Y6vFH90932EDYNvnzzOrto6FucXjK//QuNFzvT2zOjbcTVdsRg/PnuaSwMDFAWDlIUjnO7t5k/2vMS/33Ef91TXIIQg6WYiVoSA4VSKwmCIsnCE3kScsTyj4XSa/3nwDV68dJH1pWVURKNc7O/jP+3+Bb+3ZTt3V9cgheBEdxd/8spLVOfksr60jLbhYX5w5hQrCovYVF6BrWf6vmVokGcvnkOR8fUoCYUZSCUZSCbRRqsMtI+M8MOzpwnoOhXRCHHH4XtnTnGip5v/svMBCgJBDrW38fKlRpYXFXG+v5cv7X2FikiEoGHy3VMnqM/LJ2xa/OTsaTpGhjE1jW+fPM6B9lZKQmE6YsP8/aE3WF9aRtg0KQmHubuqhiNdHTx7/hy7ausm9KmvFKd7eni9tYW9l5uoiESpjEY53NHOa5eb+fOHHmVdSRlpz+N7p0/w9RPHuL9mEUsLCtnf2sorzZf4+Oq1LCsoHK+mkGVh8Mz5s5zo7poUsSaFYFVxCb+0dNltatlEhBBEIgEikczLlVKKfa+dZ9v2+YlIy4oTC4TMDLBOnr2BuNNC0u0CwNZLCBpV1113z/deZ8W2Bkpri5Da/JfXzMzuJ/jq4YN8++RxehLxed/HrcbUNDaVVVAUnD4XUAGGjFAVfjc5ZgND6XMo5WHIEJoIsCj6JCGjBscfIawXoIsABfZGgno5UpiAxNaKEEKbdsibMfMMEnfbM9EVowt6KjO4M2QYgY4hI7j+yKyPTylFW+x5Rpwm8qzVSGGiVEZM0mUQTZhowkYKA8cfwMfBlLkINHQZxvMTKDwEGrZ+5Rh85XBp6DtIYRDSqwBtNCpktu1ycf04ppYDSDQZROHhKwdTy0UXYaQwEOj4KhvBsNDoisfY09I05/UqIhF+665tPLZkKZGbdDUXQqAJgSYlFhAyTYqCITaVzz6PP8vbi7aRYf7x8EFahiaLE6amURQM3TJxQgjB4w3Lx2exX7h0kV21dWwoLacwGBwfjHeMjPAPhw+wo6qGX9t4FzmWTcxx+NLe3fzgzEnuqa6ZFGkxHSWhMB9fvZaRdJr24WEaB/r5xOq1FAYnlobbtaiOLRWVXBoYoHGgj8+s2zhpEK6PiTnlFRSHwmhC0Bkb4QsvPscLjRf4xOq1s+6LpOPy84sXaCgo5Dc2bSHPDnB3VQ1ne3vItW1WFBWPe014vs/Wimo+vW49tm5wpqeb3/7Z07za0syW8krKwhGeXLma8329PNd4nu2V1Xx67YZZt+VqBLC5vJK63DzKwhEMTaM/keBP9rzEzy9e4FfWbrht6RmeUnxyzTqkEPzKj56iMhrl3269m78/dIA3O9uJuw47qmr43umT7G5uoj4vHyEEI+k0Lzc3cndVDZWR6JwiP4ZSKVYVF/Mbm7YSGI1S+Z2fPc13Th1nTUnJeHSij+JkdxdfvHcXa4pLkKP7DRgGSikOd7TxzRNH+YNtd/Oh5aswpKQ3keCLL/2crx05xNKCQkrDYV5pacL1Fb+2cTPLCgqJuw59iTj9ySSri0snVEPpjccRAv7jPfeTa9u4yifluuPLLMrN44/u3klRMIit6zi+zz8fPcxfvP4q3bEYBYEgjudREAzyu5u383zjBf7i9b18eu167q6q4feff4bz/X2sLCwm7jg8Wr+EHVU1fObH3yPtefzulu280XqZvz98gM7YMGGzgLJwhPc2LKckHOGV5qmfhwrFUDrFu+qX8sSyFRiaxhutl/nNZ3/M662XWVVUwnA6xfONF1hfWsZvbNpC2DS5q7ySxoE+CoNBlszy+s9yZzCUSvGvx4/wRlvrpO+kEDzRsOK2ixMjI8lx35xk8up3cMXrr1/IihPvVPoS++hN7sfU8gBBLmtmFCf62gdIxVNvWZtah4f4mwOv86Ozp982Ie+FwRA7a2vRpim3JoQkz1pJeeghxhQDQ4sS0IuJmkuJGHU4/gimlkvYrMWUUYqDO1DKRYz5Sojx/0yPEETNJXQlXqM/dYKouRiFhyYCaMJiON1IyKgi5rRQGNg4hyNUDKbOkGutosBeT3fi9fFv4k4bSa8bx4/hqiRhowZLy8/4SsgcRpwmbK1oVGCZeAy+chlKX2BJ7qfQRQhfXTnvNGHhqQSuiqFhIcXkKilSmISMytHUktXEnCZ0EUaXISbX+ciy0Djc0UZHbPYiGkDUsvjsuk3jL2hZssw3x7s6GbpFRs2zoTonl/9wz06eOX+WPS1N/PlreygNh/noyjU8sKieoGFwvr+XpoEB7q6q4dXLV3ykPOXTHY/TMjQ4a3FiPhGjkWaxdJo3O9oZSqdIui6u74+HnM8WRWYW2dC08ciGsTLijjdR9M61AzywqG68DHBJOEx1NIeeRHze/a6EENi6TtAwONbVyWAqScp1SXseI+kU3m301woaBlXRHAZTSXJsm/q8fCxdIy9g4ymftOdRn5fP2pIydjc38sHlK4laFoc72+lPJNixpnrOFcw0KbmnqnZ8vbJwhA2l5bzcfIneeGJC6uTGsnIaCgrG363G0o9c3+dwR3smBaiialzcKQwG2Vm7iC+//iqtw4OUhsP4vo8UjEfOSTJis+t7k2aco5bNzppF5No2QggMoWGYV54jmhDk2jbn+/voTyRIei6Do75EV/uzlIUj5No2BYEAubZNXV4ehibJs23i6TSe8tGkpDY3D1vXKAgEKQwGiZgWObaNJsS0XkfTURoKs7N20XhfVEajlIUj9MTj495ZvspENI2JSdo010eWO5+L/X10jMzt/ehWs++186Qdj67OIZqbezDNKzJCf39s3vaTFScWGAm3nfLwe4iaq2atbBdW5vPMV16genklUpMs2VBH/dqamVecAaUUnbER/uy1PTx97szbyihwY1k5S/Knf7HLiAM2QlwRLwJ6GWWhB2ge/hGCjAllbfSDVIYeoXn4h5zq+yukMKkIP0LYqMEQ4SkNMK9GIMi1llMW3EXz8PeRwsDSCqiK/BJloQe5PPITFBDQSiiwNzCYOktb7Hli6SYuDT1FUaCFAnsTHfGX6EnsJ+0PcG7gq5SHHqYgsJGu+F6GnfMIJJoMIIROQC/l8sgzpNweCu1NBPQKKsOP0TL8E3qS+9FliJrI+9GEhS7DCK486KUwyLfXcGnou1haIZZWOC5ChIwaNBngdN/fUBDYSElgB+3xX9AVf42428qZ/r+jLPQA5eFHaBr6Lif7/gdCaFRH3oshwxm/jdH+1mVoSnEjy52L6/sc6ehgODV7oVQADy6q5/GG5VmjuCxvCb5SGZ+F9J0jrEshqIhE+ey6jTyxbAUnujp56vRJ/vPuX2DpOg8uqqczFsNVPj9vvMBrlyeaXNfl5o0P0m81Sdfl2Qvn+N7pE7ieT14ggCk12oaHybXtOaWVBnSdXbV1/N2hN/ibA/upy8vnWGcHKc/lnuqJ7zCmplEcuhLpIRAYmobvz7/rlef7vNTUyL8cO0LCdci3A1iaTmN/f6ZK2G302dKEwNQykYyakFiajiAzgB8zgg6ZJg/W1fPl11/lYHsr2yqr2N10iYhlsb2yes5+GXJ0gD+GEILCUIjhdIqkN/G6KgqGxqN/rkYpRVdshPxAcNK5WxIKM5RKMZxOo5Ti7uoaft54kb89uJ+7yiroisU43tXJh1esIseeGFlnaRqFgdCUx6SU4nh3F187coiWwUFybJuQYY6mmsB4WRsBpibRpEQKgT7ar5ARR8YENyky+8v4aQksTc8IKONm33M7LwKGMaGShxACQ2oZbxyVEXZ21dbx7ZPH+Z8H91MeiXK4vQ1d09hedf1Jyyx3Fr5SnOrppjs2fwP8t4Jt25eglOJHPzzEBz+0meKiKJC5Ur71jdfmbT9ZcWKBYenFdMSeI+l2IYVOQK8kbNZfd53yuhKclItuaJkceuPmX/LHaoX/j/37+NmF828rYcKQGg8uqh99yExNVfjd4wPlMTRhUhraSYG9Hl85aDIjYISMahbnfhrXjyOExJQZw8yleZ/DkGEg42Ex4lwi7rZP2KYUBhGjnvLwQxQFNuMrBykMTC03Y8ZpLsHHxZBRdBFEGha10Q9QHXkcMWo4acgwpcGdFAe2AQohdEyZix0sIs9aDSg0EUAIiRQmqwu/gFIePg6WzEMgyTEbCOSV4vkpdBnEkBEAGvI+P34MAAKNmsgTpL3BTPqF0NFF5uFqa4U05H4O10+gyyBSmBQFtpJvrR1tl4Yhc9CETX3OJ3H9GJq0MWUOCp+GvF/DlJkb4ZLcT6OJ+TPfyfLW059McK6vd073ioJAkPcuXTaNKW2WLDdPXyLOub5e3DuwfKMQgoJAkHuqaykNRzjf18feliZ21dYR0HUsTeN3Nm+blJIkEERvk7Fr40A/f/3GPtaVlvP5DZvIDwTwfMX/s/dlmq6q0CPIvEdcfTvwlSLuOuSP/q1Lyc6aRfzi0kXe7GinNxEnzw7wx/fuYn1p+YT9zmR8PJ90xWP89YHXybFsvnjP/ZSEwigU/3j4IM9dPH9L2jAd18YXTtcld5VVkGcH2NPSRGk4wuutLdxbUztBZJgtSimSnjvhs4TjYEoN7Zr3pIxIMHWjgoZJ0nUmGdMmHAdDahijHirLC4t5qK6eZ8+fw/MVEcvks+s38VBd/fgyE/c5dbvjjsPXjhziVE83f3T3fSzNL0SXkr0tTRPSDzN9ek2/TrnF+T3/BOK657SlaTxSv4Q9zU0cbG+jfWSYwkCQ/7hyJysKi+e1LVneWhKOw8merknX0Z1GKJR5rjzy6GoikcB45IRSiq3zlNIBWXFiwRHUK0i5nSTdVkCiXzUwnI5Fq6sxbZNQbpCcgsi8aPqeUnzzxDG+e+o4zjyEMGpCoEuJLiW2blAUDJJj2USsjAu/LiWCTB12x/dIOJnQu6FUkv5kMuO07is85eP5N2f6ubywkDUlpdOmdAAYWmSa4zDR9KJJn5tazqiPwhUsbWJJOMePkXJ7JnwmpUlIr0QTBVNu177mM10E0OXkQbutF0z6DDKGlJOOQZuqVrGGpeXDNc/9a48hYyAZRJdTeXUITC13QplTS8sDbXJpvGv7S6BN2NfV28iyMOhPJGgZHprTOsuLim67SaXy47jpV/HSRxAygmE/htTnz38gE4bsAdpNOfwrpfCdE7ipXwAumrkVzdwyIbrryrJJvPQBNGMDYspr9a1B+YO4qT3o1r0IOfU99FailKJ5aJBLA/23uynj+ErheB6alBMMX+1RMWJs9nVxfgGWrtMyNMiuUdPMsVlcz/ennJ2eD4TIzAqnPC+TvnCNiN80OMBQKsX9tYtYnJeRGdqGh+m6Kp1LE4KAYZD2fXricSqjGdG5MzZC8+AgldEr9/7GgX6aBgf50/sfZH1p2U1XwdClBJWJ8PCVuqF7S+vwED3xOO9Z3MDywswzuDeRoHWO97fbSY5t82j9Ev7l2JuUhiO0jQyzq7buhvrXUxkviTXFpQgyFQdO9XRTHonOWljWpGRVcQnfOXWc5sFByiNRxOi2D3W0Ux6NUhzKREAMp1LsbWnmE2vWZrwpbjCqbiCZpHlwgMV5BWyrrM603fdonsJ75k7lVE83A6kkX9r1MA0Fhdky2AuUgWSSNzs7bnczZk1OTpDe3hH6ekfGo9Py8ubvXSIrTiwwAnoVca0FSy8iaNTiq5nzZA+9cJxXvvc66+9fSdmiYnra+rn3g1tvuA2+Urx6uZlvnDh6U8KEAIpCISojURoKilheWMTi/HyKR13DdSnRhUTKTFicgNE8u0x5xzG3/YTj0Bkb4fLQEE2DA1zo76MrNkJvIkFvIk7Snb0SqUvJ9qoaysK39sVZCEm+vZp8e/Ut3W+WLLcCpRSDqSSdI8OzXsfSNNaWlI1XAbg9KNzUz/HSxzACjwE6TCH+3dwuRnDTh9DN9SCiN7Mh0onvYtiPImQYhM30M3kG0lgJs6j2NJ8oFcdLH0YzNyO4/eKErxSN/f10ztEH5a1kMJnk2yePYek69Xn52LpOwnF47uIFOmLD/Hr1ZqQQ1OTk8ETDCr5/5iQB3WB1cQkKRfvwMIPpFO9vyJRKHE6l6E8mSHsew+kUjudzabCfkXSaXNsmallzGtBYmkZ1NJeXmhr50dnTNBQU4inF4rx8cmyb0nDm+f365RbKwmFc3+eFxos0DgxQHsn85lKITInL0yf4p6OHeaR+8WjlgZOkvYlVvtKey1AqyeGOjJmjFIKAblAVjU4y7JwN+YEA+YEge5qbWFlUTMS0MDSN5YVFsxYqioMhwqbJwY421rSXokvJ7uZLHO/qnCAKJV2HnnictOfRl8y8izQPDiAFhE2TPDtTJaQvkWA4naJ5aJC059ETj9M40E/QMMgPBOfsATEbNCHYXFHB148f4QenT7K2uJTanMkTBbPlJ+fOUBAIUhQMcbCjjZPdXXxizToKA7MbsAhgU1k5G0rL+YfDb5D2PKKWxcmeLnY3X+KxxUupGhWtXOUzkk5zpreHvZebMaU2mtYTpjwSmbUwF7FMikIhmgb72dvSRI5lc6K7i583XsB4i8Q9z/fpTcSJOQ6tw4OkPJfO2AgX+/uwdZ2C65iwX4siU054IJnkQHsbvYk4UgiChklVNIf8QDa6dKHQPjLMxf6+292MWfPm4Saef/44pqEjRivClJREqa+fnwp6WXFigdGT2MNg6iiWW4wmAvQl36A251PXXafxWBOrtjeQTjoITdLXceOzRJm8wBhfOXzwhmcJ9FHToIfrFrOtooqVxcXkWvZNKb5XG395vk9fMkHTwAAXB/o43dPD8e5OTvd0k3Dd60ZWFAaD7LrKgChLliw3jwK64/E5GebausGa4pLbOhOkVBI39Rpm8KNo5prRzzw85zhu6lWEiKLbu1BeC55zJiMIqDjSWA74+G4ryu9B0xejmVtwUy+iWdsRIoibfBnNXIWbfAE3+RyeswHduhvNWIeXPoLnHEbIXHTrAcDFd47he90oNYIReBypTeGJo3xQSaS2GkQQUHjOebzUKyiVRLcfRGpluKmXUP4ARuAJEKFMREPyRXy/C81Yj2ZuwE08DQh8vxPd3IY0VuJ7l/CSu1Eqhm7vQuqL8FL78NyzSK0C3dqJkNcOGDNtcFMvAxJIAx6ecwI3tQ8hAuj2LoTIwU3vxXcbUf4AurUTqZXiuWdQXgegMALvH42+eAmlEujmFqSxHN89h5vaixBWZltydjPsCdflzY72OyotUZeSmOPw1OmT9MRjSCExNY2lBQX8+x33saMqU04xbFr8m/UbiZgWPzhziq++eRC4MiM+VkJwd/MlvnniGEOpFK3Dg/gKvvjyi4QMg8cblk+YeRaAoWmjngVT958mJe9espQL/X385RuvoUlJxLT4k50Psq60jIb8Qj67fiPfPnmcvZebCRkm2yqreHLFao52ZWYGhRDcW13LuRWr+eGZUzx74Sx5doD7ahbxUN1omqrI+NQkXBdb1/lfRw5h6/p4ZMi60jL+YOsOysKZweiYB8AYgkyKpqHJCUcSNi0+v2ETf3tgP1944TksXWdtSSn/7YFHkLN87ldEonxu/Sb+6ehhvvDCc9iGzobScj6xeh0/b7yS1nG6p4e/fGMffYk4HbER4o7Dl17dTdg02VpRxec3bCJiWvzz0cO8ermZ4XSawVSSZy+c42BHG4WBIJ9Zt4EdVbPzCNOkHH93EWS8J8bSKsa+G/tdhRDU5uZxV3klPzhzkg+vWE1u4MaE4IBusKWiiq8dOUTbyDASyfsalvPB5SuvnFsi48GgTxHJNfZ9RSTKv99xL//45kH+0ysv4vuKiGXxRMMKnly5ClvXUUoxkExSEAjw7Plz7BmtduEpRXEoxG9u2sq9NbVA5lqyRiOKpiJq2fzymvX846EDfPHlFwnoOjU5uXxo+Spi6fT4esZoVC9khDVT0676TkPXMl4U1jWfG9esIxEMppL89YHXOd7VxWAqSX8iwbdOHOOFixeoiEb5rbu2Up2TizEquEzoIzLeKrrUQGQiVMbMXv/u4H4sTccnUyp7S0Ulv7N5G+WRmxG8s9wqDne0kZrDROrt5ujRFh54YCV3bb6xaKuZyIoTC4y010vEXEba6x0tpThz5EJRVSEtp1tx0i5DfSMsWnXjRjm+Urzc1Mi+1paZF74GAVTl5PB4w3Les2QZVdGcCTfz+UKTkqJgiKJgiI1l5STczMxL2/AwBzva2He5hQv9fXSMDE9wYwZYUVjMyqL5Uf6yZMmSwVeKnvjcjJ5sXWdR7o3P5M0LKgV4CO1K+pTye3ESP0S334Xy2nHi389U4BE2XhlL3mwAACAASURBVGofmrkRL/0GKA/w0a2dOInvI2QhbmofmrEapIGXfgPNWIbUlyG04+jWfUi9Ft9rxkl8D81ci++cwsNAGktxEj/FCD6BkEWZyIhJCMzQx3ETP8FN78ewH0ZoZTiJp9DNbQitGKEVgrCR+lLSsf+NbidABXASP0D5IwitBCfxFFIrwUk+ixH8MJoM4ySfxpR5OPGn0MyNaFoZQhbhpY/ipnYjjWW4qd0ImYNu3T2xC5WHk3gKzdwMysV1jqL8Hpz4d5D6MnyvDSfxU3RzA176KLq1bbS/gii/CzfxLEbokwgRBKHhJL41GmEicRLfwRCfwIl/E6kvxfe7cOI/xAx/Gph51nAknebIHRZKGzJN/s36TXxoxSpSo6kHupRELIt8OzAh3TA/EORX1m3gfQ3LiDsOAoFt6ORaNuZo7v22yiqW5hdM+aZw7fYChsGvbrwLx/OuG45fEYnyh3ffS38igacUptQoCWfOSVvXeXLFanbV1pFwXUwtU7nAVz5DqRTa6PM+bJp8bv1GHm9YTtrzMsaFwSAxx8HzfYK6wf62y/yvI4f47PqNbK2oQpcSBbQMDvLFl1/gxUsX+dSa9Xx89Rre27CM0FURBmHT5As77gEy1UPGEMDOmkWsKiphxEkjyAgWc0mDkULwniUNbKmoJO44aFJSEAigCcnDdYvHyx0vzi/gD3fcO6X4FTZMgkamXR9euZrHljRMWkYTYoLJ50w83rCcBxbVYUhJYTDIXzz0GLm2jRSCx5Ys5d6a2gnbM6RGxDSpjOawrbJqkj/EbHGVz0OL6vnw8lXEnDS6lBSFQgSvMrYsDob4+3e/j1w7MG1UghCCxfkZEa4vmcD1fQK6TmEwNO4B1jYyzF/uf42lBYX8h3t2YuuZYcxAMsmf79vDN04c5Z7qGoQQvHfpcu6rWUTFdQbod5VVUP9APkPJFAjIsWzCpsn2ymqKw5m++s87HxgVv+Cu8kr+4uHHxkWx39u6HU1IAobO1973ASoiUQwp+b+234MuJYamsbaklD978FGKQyE0Ifnsuo0kphiIGlJSGo5gahq/vXkrac+bIKwVBIJ86YGHsXUdQ2q82HiBrx8/wu9s3sa6kjI0mTE9PdnTxZf27mZLRRVPNCzPpnrc4Xi+z8H2tjkbpt5OCgsj9PXF6O0ZyfgZApomCUfmJ9I1K04sMHKsNbSN/Ii4c4mE10556N0zrrPlsfU4KYeWM20UVxWw7v6VN7z/oVSK75w6Pin0ciYEsKWikt/evI0tFZXIG3wIzhUhBEHDIGgYlIYjbCgr51Nr1nOur4f9ba28drmF/a0tDKZSCOBdi5eMP+yyZMkyP/hK0ZtIzGmdXNu+zSkdjEYfmCivGyVLAVB+NyDRjPX4MhfPOQrkoRnL8b1mNGMFbuolQCGNBqSxCpHaje93XbPxUZ8JrRAhc5BaNVLm4zqn8b3LSLUEoVch9CpAILRyNGMVQk7vtyL1pViR38NNvYKT+BFG4HGUSqKZG0FkXrQFZISK8ZQOB885g5A5oEJo5l2AgRAhdHMryu+F1D6U349SI+jmJhARwMf3WvD9boSqQhorEHKqaI44yu9HNzdnoh7Se1BeL57biNBrEFo+mr4k0z41hOccQchShCxBeU1IvRrNWIkQOsofxnPOohkrQYbQzI0oNTS6rWqEzEHT6shEaMzMpYF+Lt9hPgFSZMwsZ2toaev6dWdH8wNB8mcZWi+FoCQ0s4+VEII8O0CePVkAEkJg6foE34gxotdcz0HDpCbHnPTZGG+0teL7inura6mIRBFCoJQizw5gaRpDo5V/CoOhSSkempRT9osQmSoeZZGJaUVxJ81Tp07OmOITMU0eW9JAVTRnyu2HrhJCwqbJ4vyp/Z6u5nqD54Tj8O2Tx2gevL4PQtAweLR+CXWjPh+GplGTe+Vece3vNVZt7XBnO6uLSya082J/Hz84c2rGwVJtbl7Gd2RUQLu2T6/G0LTxtl0PIQQ5tj2tONbY38+F/n4+umoNS/ILxs+JklCYsnCElqv6KZPCc32R8urJrKu5uu+uPpfDpjlB7Lo6BXhMlAImnBsh05xwXlTnzOyZVTpFarGhaRPW3dd6mYBusL2qmuJgaLwv9NGqIrF0esb9ZLn9dMRGuDjQfxtr/MwdKQXf/c5+9u49SzBgIoSgtDSHT3/m3nnZfnYUtsCImEspDj1AwmnB0ksIGDNHQQghKK7KPHgKK/K5UXFOKcVrl5vnnBelCcn9tYv4wvZ7qM3Nu2XCxHSYmsbKohKWFxbzvqXLaR4c4BeXLnK2r5eNZRXz7LecJUsWXymGkjP741xNQSBwXVPaW4EQBrq1NRMpoUYQIgyjaQte+nWU14GQBQgRYDykfHyWSuCljyJkIcrvRWqVSJmXSdcQefh+z+jiFigP3z1LRoQoReqL0PQVIEykVony+0BoV/YxJSm89DGECKDUAELmZf4JGy/9eibiQisDEUS5TSh/AN9rQhMNaMYKFB66uQWUg5B5gISrSx3LIEKEcVP7kFoZQivOCCpaBZqxNrOIVj65WSKIkAW4qb2Zv/0YQitE05eg6UsQIpoRNYTMHL/IQbNWZ44DmPCaIoJoxvJRoaYB0BCyEE1fiqbVjx8zTGXqO5lDHW0k3DunhGiWiZRHIvQnE7zUdImtFZXoUjKUSvH0+bMomBeDzDGkEOTZ9qRKEdcSMswpK0K8VUghyLFsCoPXP09t3ZhVOqrn+7QNDzPipPjp+bO0Dw/zO5u3TfDbMDWNwkCQmazFcyyLgTne12+WvICNrWu8eKmRklF/spTn8UZbKwfa295RkQIVkQgvNTWyp7mJdaVlSCEYTCZ56vQJgobJ8sKid0xfLGROdHfRE4/PvOAdxNati1naUMbwUCJTnjhsE43On8dJVpxYYPQlX2cgdRQpLNLpATRhYQWmmK26ild/9AbNp1opXVTMqz86QHwowZZ3b5jzvhOuy8vNl+b8MFpXWsq/23YP9bOYQbiVSCHGlfW1JaW4vo8mZfZmniXLvKMmpVDNRMS0xkPAbx8C3X4IRAgvfRAh89HthzACH8RL7QEZwQx+EN9tG01p2IGQRZnUDucIAgs/fRTdfgipL8IIPoGbegWEixF4PFOxQgTQ7QfwnZMIEUQaqzGDH8JL7UcB0i5CyAJ0c/MMBpYC5bfiuS0IrQgj+CRCFmIEn8x4TrgX0a37Qbp4zmmkXofvnEXKEozA+3FTL+EmX0bq1UijAd1+gMzgP4pu3Y2UZZjBJ3FTu3G9JnTrXjRzLeDipQ8hhI3UayfJJ0LomfWSLyFkDkbgvUitGiP0UbzUXpRy0K17UP4QoKP8fpzkyYx3hrE8E/UxGgkhhIYR/Fimrak9aMZypL4YI/Sx0WM8l/kNZvHLplyXY10dCyrP953GA4vquTQwwD8dOcRX3jyALiSu8ikNRfjc+k1sr6yet33ZusF7li6bt+3NF5au80j9/JXoizlp/utrr/BG22VChsmvbryL9aVlE5apjObwy2vXz7gtXymePndm3to2G5bmF/LJNev55omjvHTpIqam4SpFxDR575JlfHTlmlvantvJu5c0cHloiL858HrmWSEEnvKpjuby65s2T/pds9x5uL7Pia5OBlO3VuS7WeyAwYlXLnPmdDsKRWFhhPf80sz3jNmSFScWGK4fx5BRwubSTH6pPvPNZ7g/xv0f2UHNyiqOv3KK9sZrw4tnR2dshBPdXXMKPSoKBvn8hruoy7vNueMzMBbqmSVLlvlHqYzr/lwwNG3a+vS3EiEsDPt+sO+/8qFWjGZcGTBoZiZcWeqZSDYhC/Gc42jGMvSr1hP6Ikx90aR96NZ2sLZf2Z6xCs1YNWGZMQNMpRS+ewYn8cyE7zVjBbr9GEJMjBrQ9EVo1+zTDH1kUhuMwLuv+fvR0UbnoNv3jR5XNab+iWvavg3d2pZpl3eJ5Mg/XdOuxej2Q5jhicbNmoyg6YtHj8nFTf4UqVehmdtwUy+jlIvUyidFY0itEDP4wRmPcSZahga5NDCwoEJp32nkWja/vmkzjzcsJ+akUQosXSPPDlAYDN32yKqFSMgw+f0t2xlOpwgZGb+JG01lFcDdVTV8/YkPj1fSeKsxNI3HG5azrbKKgWQC11cYUhK1LIpDYax3UFpuUTDE723dwUdWrSHmpEFlxKyCQICCQDB7fSwABpJJjnV1Lii/CYA9r5wlmUzzoQ9vRkjBmdPtPPfcMT71qXvmZfvvnKv4bYLCJeV1o9KZWUiBJGTUXncdO2jxw7/+GSW1RTSdvEwkP8x3//tPWL51CSu3TzZhmnK/StE2PLdSN5oQ7KisYUdlNTJ7k8yS5R2NO8eyw9pomP/CRKAZqxGyaOZFb4CMt0T9pH3C7RVYpVaDFfnNaz6dTbu0TDWT5M9xUy8hZCG6te0tamXmeXZpcOCGK05luTWI0bKIs/FtyDI7NCln5f0wG4QQ5AUC5N3ikpWmplEVzbllgsidihAZs9cl2etjQaKUoi8R53h35+1uypxpbe1ny5Z66uqLAcjPD/PVr7w8b9vPihMLDImFLsKYshAhJJoM4ysHwfTlklbuaCC/LA/lKxatrs4spxTRgtnXmfeU4kJ/35QOw9MRsSweXbxkghFQlixZ3pksrHmBm0MI+ZYNrjP3ecFsTR9vFTfTLiEEQivBDH183ts1FWnP42R3F8NZw7gsWbJkyXKbONvXu+D8JgDq6ot49dWzJJJpdE1y4kQrVVXzI3pCVpxYcESsZegyNGq6JtBlkL7EfvIDdyGmMQELRQOMDMSIDcbRNMmK7Q0sWlk1p0lJz/dpGRyYU1vLwxHWlpTOaZ0sWbJkyZLlrWTESfPmHVZCNEuWLFmyvLM40Na6ICdutm1dAgpee/Ucvq+orS1i5/3L5237WXFiFqR9j6TrEDasCY7Gt4OQUUPIqJnwWUfsGXLt9UgxtTjx6g8P0Nncg+d4SE1SUJ5P3eq5GUl5Ss255NrK4pJs1ESWLFmyZLmj6InHOdVzY95LWbJkyZIly82ScB2OdLbf7mbcELF4ii1b67n7nqX4vsI0p4/evxHurLjQO5TBdIJTgx0zlpi6UxkZjFO/pob6dbVs+6WN9HX0z3kbvlL0JxJzWqcmmoN5C0tuZcmSJUuWLDNxoruToVTqdjcjS5YsWbK8QznX10tnLHa7m3FD/OzZo1y80I1h6FiWMe9VDhd85ISvFCNOipTvYGkGYd0k5qYxpIYhNEbcFCHdYsRNAQrX94maNobQSHgOMTeNJiRRwwYUCc/B8T085ZNrBoFMeZ5lOSWjBm2Q9l2G00kUEDFsNCEYdlIoFEopomYAXcjx7QPkmgE0IRhykqR9j5BmEtTNW1K2cunGOkzb4MBzRzj52lm2/dLGOW9DKUV8jvXgC4Ih9KwR5m3DVwrX90h7fuac9n18pfAVqNFAMolACoGUAkNKdKlhaBJdZEuqZsmS5e2HrxQH2tuyJUTfIhSZ9wXX93A8H9f3cZWP52fejzLvSYDIZJaKq55BmpBoUmTe36RECpF9DmWZV5RS+EqR9j3cq85PX42dn4DKZE4LIdCEQJMSXUpMTcOQ2m2PoF4IKKXwlCLteTieh+v7eErhK5+xwhRjfSyFQBcSTUqM0X5+u1caUUpxtLOTgeTcJn3vFGzbwHFdXNcbL3gw9nvOBwtanFBK0Rof4MX2sww7SXQh/3/23jM6ruw8031OqJyAKhRyIBJBkGDOZAd2q7NaWS3bsmw5SbaXPeM8nlkzXr62Zd8Z+941DuOxLc/IHvWVLcnKqXM3u5ts5giCBImcMyrHU3XO/VFEB3U3WUUWgAK5nz/kAmqf86Hq1Dl7v/v73o8PN27h/OI4GT1LvaOc8wvjfKRpC39z5VWanT7mk1G2e+vZWdHIi5NXmU6G0fQsD1avx2O28e3RC9gUE5qe5al1uZ6t3xg5T1bX+dz6A1gVE2/MDHElNI2mZ2lz+1nvruSf+o6zzullLhXl4ZoNtLv9/HC8h7lkFEWW+WTTdkLpBEdnB4hn07hMVj7ZtB2n6UZ964vD1vs3Eo8ksdgsqCaFhg11BR/DgIInc1a1uGk+gpuT1XXm4jEmIhEmImEmI2EmIxGmohECyQQJTSOZyZDKZpAlCYuqYlVMuCxmKu1Oqp1Oal0uGt1l1LpcVDuduMwW8TkKCmJpYpLQNGJamoVEfM318RbcWeiGQSSVYiwcomd2luwaa91WyhiGQSSdZjYWZS4eZzERZzwcZioaYSERJ5BIEEwlSWUyucWKriNLbwniVlXFbTHjsVgps1qpcjipdbnx2x1U2O1UOZ14rbY7fsEiWD7iWpqpSITpWJTpaJSRUJCZaJT5RJxAMkEsrV2/NjMYRq5lqUVRcFoseK02/HYHjZ5ch5A6l5s6lxuvTVyTb8cwDFLZ7JvzzrFIiJFgkKlIhLlEjFAqRSydRstmMQCzImNWVGwmEz6rDZ/dTrXDSZOnjFqX+/p81I1FUe6YOahhGMQ1jalohFOT4wU1GSgl6uq8PP/cJUZHFnA4LCCB22Vjz94f7yJ2a6xpcUI3DI7PDnF6foRWt5/+yBxbogscrGzhn/tPcGRmgF9YfwCbYiKUTvChhi5mExG+PXoBq2ri+2PdbPHWMZsI0x2YZFdFI8F0go+3b6XWVoZyXbV/oLqd5yauYACJrMY3Rs7R4Cgjaxicnh/BZ3GgGVmeat7BuYUxroRm0Iws86kYv7B+PzbFhG4Y/OvQaWaTEWpsbi4uTnCwsoV2U2WBf3OGRGacZGYGq1KJzVSP33b/+/pNAIxemeDw198gk8litVl45LP3U9NSVdB5JShYLTbE5G/Z0Q2DVCbDQiLOyclxTkyMMxQIMBYJMReL3fIE3Gk2U+N00eD2sKWqmnsaGmkt9+E0m9/8XgjuDpa+x1nDIKvrZK/vgmaN3K5TJJ1mIR5nIRFnIR5nPpH7fyCZJJJKEU2niaRTTIQL86w5MzXBf3r5+WXPvvJYrHxm81bW+yqW9TyC5WVp11O7vmOvZbMsJOIMBYMMBRcZCgaYikaYikYZDuZf2pjRdb5z9TIXZ1fWQNNhMvNTXVvYXFnYs3q5MQwDTddJZjTm4nEuzEzRMzvLUCjAVCTCbCxGKJUsivhjN5nw2x3UOl00eDxsr65hV00dVU4ndtVUcgvDw8NDfOfq5bwN7mqdLj6/Y/eKt+K8EcFkkr8/c5KpaCTvMR/fsJH7m5qXMarCWMqOiGsaA4FF3hgfpXt2hpFgkMlohHAqecsmhKosU+Vw0uD2UGG3L3sWRZXDyed37KLC7ljW87wX+fxthmGQzGSYiUU5OjbKqclx+hYXmIhEbnlDQkKizGqhxumizetjW1UN9zQ0Uut2Y1NNJZ+5kssc06+LXVlCqRSjoSADgQDDwQDjkTAz0ShDBTyHdMPg5OQ4v/HcD5cx8ndjVhQebWnnoZZ3ig4Wq0pLayXJpEYymcuq1/XirfnWtDgBoGOwxVvHY3Ub0Q0jJxToWXRDRyeXQgRLjSmk6xe1hG4Y1No9fKRxCyZJxmGyEEonKDfbcaqW950QGxg4VDOP1W2iwuIACcLpJGVmGx6TFYuiYlw/r0wubV66Pk43DPb7m9ld0URGz1Jpy7+V5xLB5Hlm4y9iUsrQskH89kN4rXu4UeuNsy9fYuuhTazraqDnjaucP9xTsDiBBBa1sMslrmnohlHyN5K1iGEYxLQ03bMzHB4Z5rWRISajEaLpNHoRJoXRdJq+xQX6Fhc4OjbKVy9dpLPCzwfbO9hTV0+t01VyE0NBcUhmMiwm4kTTaeKaRlzTiKZTLCTizCcSzMdjzMfjzF/fIY1rGpqu59K4dZ3MUhnRbV6H45FwwSa8t0Kl3cFjre2sF63i1xxZQyeaSrOYTLCYiDMXizEYDDAYWGQgEGA2HiWhZd7MFruVe6NuGFyam+XS3MoaaJZbrTywrrlkxAndMAgmkwwGFrkwO83JiXGuzM8RSiWJaxoZvfieXHFNYyQUZCQU5MTkOM/0X6PcZmNbVQ2PtLSxvbqWKoejZJ5FA4FFvnutN+/Xd/gq+Jkt2ylfxpgKJZnReGV4kGuLC3mP2VZVUzLihG4YzMdjHJ8Y57mBPs7PTLGYSJDKZIrSFSGj60xEwkyswLMJoKWsnJ/evJWVls4lctnPNyKZydA7P8dzg328PDTIZDRCLJ2+7ffZwCCQTBJIJrkyP8dLQwM83e3k3sYmHm1pY2tVTUmZ7S8JYYuJBIFknLl4nNFQkP7FRQaDi0xGIsS19PXnUPaW75Vj4RBj4VCRo78xVlWlpcz7LnGiq6uBTZvqePvas5hLvTUtTsiSxJ6KdXx/rJvvjl7Erpp5sr6LI7MDtLr8fKC2g9dm+vFaHMQzGt8ZvcBiKs42bx2bymroC8/yg7FLqLLMwzUbMCsqVkW9Lifk6AlO8fzEFXpD0/xovIdHaju5r6qdlyavYlFVOj3V1NvLcuOu102ZZYVWl5/e0Axf6juGWVb5SONmHqndwEtTV5mIBfFaHXyscWvBf3MkfYVq5+N4zFsIp3sIJE/js+274Zgyvzv3fskyhm5gsVmIBmOYrSbM1vy+4BISDlNhN4PZeIyMrgvfiSJiGAaJTIazU5N899oVDo8MLXuP5FQ2k0uFjEV5Y3yUzZVVPNHewROt6/E7HEiSVEhXWkGJc2Fmir89fYLpaJRIKkU4nSKhaWuy3ZXgziGr68Q1jflEnJFgkMHgIiOhIBORMDPRGNPRCIvJRFHEWUGOpcy84VCQV0eGODk5Ts/cLLOrYOKmXy8diaTTjIZCvDDYz+bKKj60fgOPt66n3GbLeViIzZC7kqWyrReG+vnu1V7OTE2s2ZT5UkCSJOzvM+fP6jqj4RBf7bnIM/19jIdDyzY/MICYpjEUDDAUDPDDvms83NLKp7u2sMHnR5VX1h9tqSwjlEoyHAoyFMjFNREJMx2NMhOLMnd97XMnc/ToNTZvrsfrdQKQSmmcPDHIvfd1FOX4a1qckCSJJqeXz7TuJpZJo0oyZRY7h6rbsSlmzIpCrc2DWVFxm608Wd9FxtDxWeyYZZWn1u0gmE4ABj6LE0WW+dS6HbjN1jfP0eTw8ql1O8gaOhbFhF018VBtB9t99WQNHZfJik0x8dm2nECwubyODk8VLpOVT63bSVhLABI+i4NKm4sau4dEJo1VMWEqoJNFTBsmmZkmayRZiL+Blg0STvdiVxvyGv/C069hMqsk4ylMZpVTz57nno/v4eBHduc1XpYkKmz2vOMFGAkGSGezN1VfBfmR1XUGAot87XI3P+q7xlz81ss2bpVUNsvpqUl6F+Y5PDzEz23dzu7aepwlpGILbo/5eJwL09OE06KbgaB0GA4F+YPDLzIeDhPXNBKZnH+OECOKj24YzMaidM/O8OLQAMfHx5iLx0pqsZfIZDg5OcGV+XleHBzgF7fvZE9tfcEZnoK1T0bXuTQ7wz9fPMdrI0MEksLf6HZRJAnbe3yXElous+Yfz53m8vwc6Wx2ReNaSMT5xpUeTk9O8AvbdvJE23o8VuvNBxaJSDrNHxx+kQsz07nn0PVn0d3iYbRU5tt7ZZKWZj/l5blyo2RS48yZYSFOLCFLEl6LA6/lrXqst/+/wuoknkljkdV3lVE4TZZ3GVKaLfabvkYFau2ed/zMouTeSptqwoYJALfZ+g6hA8BvdRbw171FQpsklL50PatDJpTqQZZMWNXam4594CcOcN8n35ZdYcDr3zrB3id25H1+RZKodBYW+5X5OaLpFG7L8pt+3sksKbUvDPXzpfNn6ZmbXfUJeTSd5rXRYXrmZnlq4yZ+futO/Ha72LUSCATLQiSVenNCKFgelgyVXxgc4PnB/jWx+xxJp3h1dJi+xQV+ftsOPrWxS5g43yUsGTA+03+Nvztzkr4CSlEEN8aqvnMD1TAMQqkkX754nv9z8RyLidXrMpHRdfoDi/zpkVe5tjjPr+7cg9/uWJHvvJbNcml2hpFQcNnPVYqkUhrPPnORCxdGiYQTOF25NW4knKC6pqxo51nz4kQ+WBUTv9Z532qHcVv4bPvw2vaiG0kCyTPEM+PY1Bpc5rabjlXN6js+aMMwmOifQjXln7mhyDJNHs/NX/g2ZmIxLsxMU+tyFzRO8BaGYTCfiPOl82f4xuUe5hPLW8JRKAuJOP984RwjwSC/umsvm/yVwmNEIBAI1iDnpqf482Ovc3lujpiWXu1wCmIyGuGvTh4jlErx81u34y0w01Ow9ginUny1p5v/df70spe33m3YTSZkOTeXMwyDQDLBX588zr9dvkQ8UxoCcUxL86+XLhJNp/nNPQeoc4u1xnJjMqns3NnMtWvTbOisxevLbVrb7WbWrfMX7Tx3hTghSxLVtrV90UqSjAQsJE4RSV/FaWonmu7DMDJUOR5e9vMrkkRzWTlmRck7jSuaTvHi0AAPrGsRpR23gGEYjISC/OWJYzwzcG3F0+fyJZnJ8OxAHxORMH9434Nsq64RAoVAIBCsMVwWCwvx+JoTJpaIptN86dwZwOBXduzBbjKJDIo7kJz3lsbT3ef5h7OniKbX5vVaythUE4okYVw3wv2rk8f4Wk83qRKbh6ayWb579QqyJPH7B+6j3GoV3/llRFFkGhp9PPmh7TQ2+nA6c5kTxe7OKJwK1xgxbQSvdT+Vjgfx2Q4Qz4ytyHklScJvd9Dgzj97ImsYHJ8Y4+z05KqXIaw1dMNgILDIH732Cj/sv1qywsQSBnBpbpY/OPwib4yPkjXubDMggUAguNNocHt4tLV9TYvL8YzG0xcv8IO+q2h3uCnd3Uoyk+Hrly/xj+dO35YwocoyZRYrtU4XzWXltHt9rPdV0O710VJWTr3Ljddmw6zkn2VcDJY6ZZRbbVQ6nKtiKu8wmVAkmURG458vnOXrly+VnDCxhKbrfO9aL093nyNRn5QjeAAAIABJREFUIlkddzper/MdrUMTiTSTk8UrdRHb2WsMl3kDs/EXCad7SGam8dr2rNi5q50uNvgqGAgs5j1mMhLhK90X6PBW4LOLNMt8GQkF+ZPXD/P66AjGGumToBsGl+fn+MLrh/m/H3yEbVXVQsEWCASCNYJNVXm4pY3vXetdsVaJy0EoleQfzp5iva+C7dU1qx2OoMgcHRvlH86eIpy6NdPmCpudHTW1dPmraPN6qXG68Nns2EwmTLJM1tBJZDIEEwlmYlGGggEuz89xZmqS0VCwqDMyWZIos1qpsjvxOxxUOZxUXv+3yuGk3u3Gb3fc/EBFxm7Keec9O9DPl7vPkyxx75lkJsNXui+wqaLqXW0vBcXnhecv0dVVx/Yd6wCIxdJ859tn+LVff6goxxfixBqj3LodRbKRyEzgtm/EZdlw0zGxUJwrx/vwN3jx1pSjZw0e/kzhHhwus5nt1bW8PDxYkEnWqyPDfOXSBT63fRe26zc8wXtjGAbT0Sj/7ehrHB27dWFClWXKrVbKrTaayspo9pRT5XTitdmuGx3JaLpOUsuwkIwzHY0wGAgwGgqymEwQSiZv2X24b3GB/3r0Nb7wwEO0e323dAzB6mEzmahxuXCli2dku1SzWsh9w6aqlFlty76L67PZsagruzMmKByzolDrdN22QWNG11lIxAtq9eaxWHCaV9bY2WOxYFNX9nkpSRIbfBUcbGjkm1cu31IGnFlRcJrMOM1m3BYrDR4PNU4nfrsDr82O3WTCoijIkkQ6myWaTjMfjzMRCTMQWGAyGiGQSBBNp29rETgWCvGV7vO0e70r/tkJlgfDMBgKBvji2VPMRKMFjVUkiXq3hyfbO3iouZVGTxkeiwXlBlkJdS43m6hCNwxiWprJSITj42N8q7eHqwvzBWcSOE1muiqrWOcpo87tps7lptblwmW24DCZsZtM2E0mrKp6w7hWArOicGV+ji+ePUWwgO4nSxkffrudlnIv9S43NS4XTrMFq6oiI5HKZginUszGYwwFFxlYDDAbixJIJtH0W8/OmI/H+dKFM3RUVFDvci/L5pgsS1Q5nbedRZI1dILJZEGij101UW6z3dZ5C8Wqqrgs7+7Gp2kZ5Lddo6oqk0oVL2tFiBNrDAkTHstmPJYucslfN+f4D85w/pUeNh5YT11bNZP90zz68w8Ufm5J4t7GJp7uPl+QU21MS/Pli+fw2mx8srNL+E/cgEg6zd+dOckrI0O3JA6YZJktVdUcqG9kd20dm/yVbzqXL/WAf/tVY5B74BvkMh8CyQTdMzMcnxjj1ZFhhoKLBcehGwanJsf521PH+eNDH8BtWbk2T4LbZ2dNLX/5yBNFbY2VymT461PHeHVkOO8xe+sa+NWde3Asc5taVZapF6a9JU9zWTl//diTt10iOBkJ82dHX2M4GMjr9SZZ5qmNm/loR+dtnbdQFEmibhWuS6uq8qH2DbwyPMRcPJbXGLOi0FJWToevgvbrafHt5T6qnA5MsvKO5w+8NXNZ+iSXnkEZXWciEubM5ARHx0c5MjZyy10BMobOKyNDfHBygvubmtd0qYogRzKT4XvXejk3M1WQcKXKMg83t/L5HbvZVFmJKskFLVxlScJltrDea6bd6+XQumaevnief7tyqaDsDZ/dzu/sO8jWqmpkSXrHfKzUskwHAov8j9PHubown9fr3RYLu2vq2FvfwJ7aOlrKvFhNOTHiRt97HYOElqFnboZj42O8PDxI7/zcLc0/DOD05CSvDA/yk5u2LEs5jsts4Y/u/8Btl1qHkkn++tQxTkyM5/V6WZLYX9/Ab+07eFvnLRRZ4j0zd1paKjl8+ArpdAbVJHPu7AhV1YU1TbgRYpW4RlhIHMdpbmc+/hqLyVPI0ls7Kia5jBrnE7jM791fdn5ykY3712Ncrw9KpzK3fCNsKitjf31DwW10FhI5p99QMsVPb96CxyJMa36cjK7zrd4evtnbU/CNz6aa2FJVxU9u3Myu2jpqnK68lHcJ4G2fQ5XDSWWzg3ubmviJTZt5YbCfb1zpYTQULOhhYQAvDg2wqbKKn928TfSeX0N4LFY8RRaUEppW8DE9FisbKvyiFbEAyGX0dFbcvhu43WTCquR/P5IkiWqHk03+yts+91pAkiQ2V1VxoL6B717rfc/XLGXmNbg9HGxoYmdNLQ1uD5UOBw6TOe9n+5uvuv56VZZpLffSUlbOo23tXJqd5RtXLvHi0MAteQssJhI8N9jPzpo6cR+5A+hdmOdbvZcLynqym0w81dnFL+/YTbXTeVvzzpyYINHo9vCbe/dT73bz92dOMhPLT8QbCQX58sVz/PGhhyizlvamzWAwAHkIuB6Lhfsa1/GxDRvZXFmN13bzbMe3f+8VwGRR2F/fyK6aOj68fgPPDfbz9Z5uxsNh9ALzpzQ9y7d6L3OoqZlGT/FaWy6hynJRMoIXEnFcBWZ0lVltJfMc2r2nBd0wOHlyAF03qK0t577733sNeiuIFcMawW3eiCLbyBpxGlxPYTc1vvm7cKqX+fjR9xUnmjrrOf38BaLBOJMD0+x/ctctx2GWFT60fgPPDfQTSBa2ozEXj/H3Z08yEgry89t2sKHCn2fux52PYRicm57iS+fPEtcKS42qdDj46a4tPNW5mUqH401F/laRJAmLotJW7qVp+y4ONjTxP0+f4JXhwYIMxmKaxpcvnGNrZTW7a+uEGCUQCARrAJfZzAfbO3hpePAdooBZUeis8LO3tp6DjU1srqzCYTJjkgvbib4ZkiThsVjZX9/Axgo/Xf4q/vf500wVmMoPcGR0hNGuIF2VVUWLT7DyZHWdH/ZdZToaKWjcE23r+Y09+ykrYhcHSZJwmi08tbGLjK7zVyeOEc2zw83rYyO8PDzAxzo2rvk5UWeFn5/bsp1HW9txWSy3nZ1kUhRay718bvsuNvur+JtTxzk9NVHwcQYCixwZG+HTyyBOCHLY7WZ27WqmtraMmpoybDYzilK8UiQhTqwRTEouvdNl3ojd1IRZ8b75O7upkZg29L5jtz/YhcNjZ3Zsgbq2atq2r7vlOCRJYrO/iifa2vlqT3fBqVfRdJpv9vZweX6WT23s4pGW9jcX1HcrhmEwG4vxj+dOF2RCJksS670+fmPvAQ41NRe9XEaSJMyKwtaqav7g3kPUOF18/XJ3QTXf45Ew/3zhLJ1+f8EqsUAgEAhWHlmS2V5dw+7aOo6OjeK12dhTW88jLW10VVZR53KvSAcBWZIot9n4zOatVNjt/Lc3XmeqwMXpQiLO8YkxNlVWic2QNcxQMMDRsZGCNki2VlXzue27iipMvB2HycwnO7u4Mj/H96715pXREUwm+c7VKxyob6LK4ViTAoVJltlf38hv7j3AlsqqovpjLM0772lsxGuz8YUjhzk1OVFQOV8snebVkWE+1L4Bl8iYWhbGRhf53vfOMjw8x7/7d48QjabouTTOI49uLsrxRSvRNYbHkvvgtWwIw9AxDB2LUkm18/H3HTM5OEPrtnU88BMHqG2rZmZ47rZicJrN/FTXVprLym9pvG4Y9MzN8l+PvsZ/eeUFnh/sI5hMFr1P7lpBNwyeH+zn1ZGhvG/AEtDu9fEH9z7AB9a1LLuPR53Lza/v3suH13diKvBBdGJynNdGhu/az1cgEAjWGl6bnU92dvGL23byN48+yZ8ceojHWttp9JSteGtDs6LwWGs7v7xjN+4CRe5UJsOZqUnSJd5tQPD+6IbBhZnpgsqJXWYzn+7aQmu5d1kFAI/Fwk9v3kqty5X3mLNTk3TPTq+RPmzv5v6mZv7wvgfYWlW9bMadsiSz0V/Jb+45QEuBaw0DuDI/V1BnQUFhHD/eT2dnLc3NftJaBpfLypUrk0U7vhAn1hgxbZDB4BeZjb9CTBtkPnEERbZgUd5dA2UYBql4iqPfOcXMyBzJWIrhS6Ocfan7tmKQJImNFX4+u3X7bS2KE5kMLw0P8h9fep7/8OKz/LDvKrOxaEH1hHcCQ8EA/9pzsSCfiQaPh9/ddw/76hswrUAPbkmSqLA7+JWduzlQ31jQDlQgkeDfrlxiNhYTAoVAIBCsAWRJ4uHmVn5n30F21eY8GxRZXpXsA0mSsKgqH9uwkUdb2wsaa5Cr9Z+Mrt3WqHc70XSak5PjBWVtdlb4ebSlfdm7XkiSRKfPz8PNbXmPiWkaLw8PkswUr7vBSiABu2vr+J19B2kuK1/2jGdZkthVW3tLa42paIRriwtk77L1xEqRTmfweGzIsoyWzjI3Fy5qWYcQJ9YYgeRp7KYm0tlFwCCSvva+r81oWXreuMq10wO89JUjfP/vn+fUs+epbKwoSixPtK3n4xs23rYjbiiV4qXhQf7z4Rf5/Zee51u9PQwFA3eFSKFls/yo/xqDgfyc4yFn8PTZLds52NC44uUwDR4PP7dtB5UOZ95jDODkxAQX1/BOgUAgENxtmBRl1Vsavh2X2cxTGzdR6Xi3e/yNmI/HmYwUVg4iKB3CqSTnp6cKGnNoXcuKmaBaVZX7GtcVlNVzenLiljvRrBZ1Ljf/fs9+2r2+FStHUSSZDzS3srumrqBxGV2ne3aGxBoTgNYK27Y1cubMMNeuTvH8c91865un2bK1oWjHF54TawxFspHRo2SNGJH0VczK+6c7KarCuq5G1u9qpXXrOjx+F3anjbr26tuOQ5IkvDY7v757HwvxOC8ND96WmKAbBuFUisMjQ7wxPkqHr4J9dQ080tJGm9eH02xGuU2jx1JjqWf3j/qukcrmtyOgSBL3N67jYx0bsZlMNx9QZBRJZl9dA4+2tvGvly7mXf+ZyGj8qP8aBxuasK9C3AKBQCBY20iSRGdFJQ+ua+FrPd15i92BZIKJSBjdMO5qf6u1ylQ0WpC45DCZOFDfsGLzRUmSaCn30u7zcWYqv9T2hUScnrlZ6t3Fa7+4nCiSxE91bWF/XcOKCpaSJFHlcPLB9g7Oz0wRKaBrz+W5WeKahlP4nRWdjZvqcLltdHTUkM3q1NaV09x8+920lhDixBqjwnYv45FvEE0PIkkqdc5PvO9rZVnCW13GBz//EE6PHdV0/eMu4v262uHkt/cdJJnNcHRstCjZDulslu7ZGa4uzPP9vl62VtXwcHMrmyuraPSUYVGUO0KkyOg6r48O0x9YyHuM3+7gJzZtXtU2VFZV5cn2Dl4cHGCyAHOyM1OTDAQW2Sxc0wUCgUBwCzhMJu5taOLZ/j6CqWReYzK6zkw0VzJ6u5megpWnb2GetJ5/2WtruRe/vbDsmtul0mGnuaycs1OTeYlmcU3jyvxcwWVKq8XmyiqebO9YlUwqWZK4p6GJWpebqwvzeY+biISJpNNUruylcFcgyzJNTRU0Nr5lKXDxwhhbtzXeYFT+CHFijWFSyqh2Pk55ZieKbIU8boOhuTDf/7vnCS9EUFSFgx/dzZb7NhYlHkmSaPf6+MP7HuQv3nidl4YHC/JOuBHpbJbpaJTpaB8vDw3QXFbO9ppaDtY3sqe2njKbFbO8doWKSDrFswP9BXU8OdTUzI6a2lX/mzt8fvbWN/Dt3st5j5mLxzgyOkKXv3LV4xcIBALB2kOSJHbU1OGz2/MWJyBX2pHOZoU4sQYZDgUL6tbQUu5d8e5gZkVlnaccs6LmlQmbymYZCQXRstkV8Q27HZwmM091dlHrcq9aDJUOB9urawoSJ+KaxmgoSGu59+YvFuRFKqWRybz3JvRrr/UKceJuZSFxjPnEa6hyzhm4zLIdq3rjnejTz1/AYjNTUe/DZFKJh4tb5yZJEus8Zfyng/dTYXfwnauXC0q9ygdN17m2uEB/YJHn+vuod7u5t3Ed9zY20eb1UWGzr7kF79npKYaC+XtNlFmsPNzahsNkXsao8mNp9+qHfVfzFqOSmQwXZ6cJp1N4LKuX+SEQCASCtYvfbqfB7SnIjX8xkUAr0saJYGWZiUXR9fzFiVqXe1XKXuvcLqyqkneZ7mIiTiSdwmuzL3Nkt0dzeTkPNLeseJeet6PIMjuqa/lqT/6G/llDL7j1sODGfP1rJxgbW0RVf1xQM1hciBbtPEKcWGPEtAFqnR/Bbd6U92I8o2WpaqwgFU9R3VzJWG/x2r0sIUkSDR4Pv7f/HlrKy/mn82cZC4eKboCoGwbBVJLgXJJLc7N85dIFdlTXcm9jE4eammlwe968gZayWJHOZnh1ZIhgMn+haJO/ks3+qpKomVVkmfW+Cupc7oIElt75OSYjYdxmS0l/PgKBQCAoTeTrGZuHR4byHhPV0mSNO99k+05DN3Tm43H0PGeTqixTbrWtSvmB12YvKAsikk4T0zS8tmUM6jZRJIn7GtdR48y/VepyIJEr17Gpat5dW7J67toRFI90OssTT2zF6/uxWhkDvvmNU0U7jxAn1ghxbZxUdhaQmIu/RlaPI0kqFqUSu6n+hmO3HdqEoiqcfOYs184M8uCn71m2OF0WCz+1aQsbfH6+eO40JyfGiWnFzaJ4O0smmicmxviXSxe5p6GJx1rbWO/zU261luwCeCoa5eLMTN4lHWZFYXtNLT576SjstS4XjW5PQeLEeCTMeDhMh8+/Ki3pBAKBQLD2qXUVtlhKZ7MUsPkuKBHSWZ10npkIACZZxmk2rcr8wmkyo0j5iyIJTSNZQHvU1cBhMnOoqXm1w0CSJNwWC9VOV95zzqxhrLmOKKXOY49voaLChcXyTvnAMAx27W4p2nmEOLFGiGmDhFIXyOmHBovJEwCUWbbdVJyoWucnHo5zz8f2kklnitZK9P2wqCr76hto9/n47tVevnzxHKOh4LK2kUxkMgwEFhkILPKdq5c50NDIB9s6uLex6c3aw1IRKgzDYDwcYjCYf0qqy2xhT21dSWRNLFFmsdLg8aBIUt4iS0bX6V9c5P6mZlH7KxAIBIJbwldgKnw6m8UowLdAUBpo2SzZAlQlRZIxy6sztzArSkFzNE3Xi2Iiv5xsqPCXTEcRu8lEhd2etzihGwaRdGqZo7q7qKvLdYg0DINwKMH4xCLNzX4sFhP7D7QV7TxCnFgjVNjuocJ2kFR2HlV2oUgWdCNNRo/ddOyl13vpPdWPls4QmAry8M/ex57Hty97zF6bnc9s3sq+unq+1XuZZwf6mIpGCjI2uhVCqRTP9PdxbHyMzgo/n+zcxL66RqocjpLo2a7pOj1zs0QL8OWosNtZ711eUalQJEmi0VOGWVEL6iV9dXEeTRiTCQQCgeAWKbQlddbQMZZ1i0SwHGR0vSDTcKTS2Yi6E9hRXbOq3eHejkVRcVvyNzo1DIOU8JlZFvr7Z/ned88yNrbAb/zmo5hMCmdOD/GRj+4syvGFOLFGkK6nis3EnsNnO4jT3EoyM81c/FXWeX7uhmPv/cRe7v3EXgzdoPvIFeYn8t+xvx0kckryRn8l630VPN62nm/39vDcYP+K1IEFk0mOjY9xenKCnTW1fGrjZh5sbll1M8ZUJsPZ6cJ8P9Z7K3CYV98I88epd7mxKEpB4sTA4gJaAW3BBAKBQCB4O0LcvjuQJIlCtAbdMFZtfpErHcpfSDHJ8qqaTN4Mm6rS7qvAopbGUlGVZWxq/qKkAUXrHih4JyeO93PwYDvd3VYymSyVlW4GB+eKdvzSuOIEN8UwdEKpi4RSl8gYcYKp86Syc1iUm++mz40vEAlEMXSDsd5JVPPKP9RVWWZHdQ0dvgo+vmETP+i7yivDg0xFo3k7G98qmq5zfGKcK/Pz/KDvKj+7ZRs7ampXvNXUEnFNo3+xMIGo1evFVIIPsXKbreCHazCZJJpOU2YtYRcogUAgEJQsYm/87sCqqpgKKNPQslliaQ3DMFY8gyKcShVUpmFWlJKc1y3htdlp8nhK5rsmS1LB71e2xMtm1iqKIqPrBul0lmRCY2hoDquleJKCECfWDBJmpQKTUoYi2VEkG27zJsosW2868vIb17hy4hpIEhW1Xg795IEViPfdSJKE02xme3UNmyur+HTXFp4f7OeV4SG6Z6eXPf0qlEryyvAg52em+Oj6Tn5myzYaPWUr7uMwHgkRThVWB9fsKcOklN5DrMxiLbhUJq1nmY/HS6aOUSAQCAQCQelhURRclvyzRjVdJ5BMoBsGygrP7eYTsYKyNpxmS0m0hn8/yq1W6lzu1Q7jTSRJQi7AcBQQpVzLxJ69LTz/XDeXuseYmwtjMqk89tjmoh1fiBNrBEmSsJvqaXL/LKrsRJGWTB7f/yPsPz/MwuQiZpuJjQc6kBUZSZLQkvmn4C8HkiRhUhRavT4+X1bORzo66Zmd4aXhQU5NTjATixLXlidGg1y/86e7z3NmepJf2raLB5ubsammFVPZhwKBghyarYqKz25HKhn9+i1sqqngCYCW1ZmP39wrRSAQCAQCwd2LJEnUOt0FGW+Ph8PENQ1XAf4Et4thGIyFQgXN7cqt1hWNsVDcFiveAo1nBXcHzc2VfOKTezh4cD1ZXaeiwkVNTRm9VybxV7rx+Zy3dXwhTqwxJElhOvajN40wPZbN+Gz73vO1i1MBxq5OMtE3TTaTpbq5kumhWSRJoqalaiXDfk8kcuUedS43NU4X9zU1MxYOcXRshKNjo1ycmWZ2mRaxmq5zYWaaP3rtZa4tbuGzW7cX7P59qwyHggWVsritOXW9FE2eTNcFr0LIGjqhAjNHBAKBQCAQ3H20lJejyDLZPLNrBwKLRNKpFV34JzIZhoKBvD0OVFmmxunCUqLeKbIkUeVwlHTZiWD1kGWJyko3fn+upfPSOuDixVG2bG0U4sTdxlz8VSTJRLl1FwBWpfJ9X7vn8e3seXw73/yrH7Lt0CZatjTR/foVJgdnVircvJElCauq0u710Vbu5cPrOxkKLnJ8YpzDw0P0BxaIpFKFuTbnwXwizhfPnmYyEuY39x6g1uVe1jIPwzCYiUXRCihhCadSfOH1wzhL0BAzlc0WbG6qG8ay+4wIBAKBYPUwDIPs9Xu9ltXJ6Nk3Wyems1nimkZcS5PQNBKZLOlshlQ2QzqTJZXNkMrqb/4slcmSzmZJZa+/LpNhJhZd7T9RsEJs9FdiVpS8F/59i/NMRMLUrlBJgmEYTEbC9C0u5D3GbjLR6a8syU0nyM3JKx3Oko1PUBr8+PWRzRoUY5kmxIk1hirZsajVlFm2IEn5Ka4en4vjPzjL0KUxxq9NsmFP+zJHeXtIkoTXZqPcWsvmyiqe6uzi9NQEh4eHOD01wWgoWFSRIpXN8P2+q8Q0jf948D4a3Z5luyEnMxnCqVRBVXDJTIYzBXb3KGUMwxAOygKBQHAHYRgGyWyG6WiU2ViUhUScmViMiXCYuXiMxUSCxUSCQDJBMpNBNwwMw8DAQDcAcpNa43qVeO53b//3rfrxpZ8J7g7qXW4a3R4uz+fXDSCRyfD66Ai7a+uXObIcumFwZX6OoWAg7zFus4WNFf5ljOr2kCUJT4m0EBXcfQhxYo0hS2ZGw19mJvYsEjJe216qHA/fcMz+D+3i8vFrLEwG2Hr/JjbuK21xYglJkjArKpUOlcdb23lwXTMDi4ucmBjnmYFr9C0uFLzQfz/S2SzPD/ZjVVX+yz2H8NpsyyJQxLQ00fTdXdKgGwapjBAnBAKBYK2iXc9+WEjEuTQ7Q/fsDIPBADOxKPPxOMFkUmTICYpCudXGvvoGrszP5T3fe2logKc2dlHvci/77n8oleIHfVcLMnXvqqwqKbPJH0dCoswixAnB6iDEiTWGz7Yfu6mRdHYBk1KOTa276RgtpaFndcxWE5HFCPOTAeraqlcg2uIhSRJW1cRGfyXtvgo+2N7B8Ykxnum/xtnpKeaK4E2hGwYvDPbT6C7j8zt3LYuLckzTiKZX15B0tTGgoF7gAoFAIFh9DMMgkdEYCAQ4Pz3FickxumdnCCSSJDMammjbJ1gG7CYT++oa+HbvZQLJZF5jBoMBvtV7mV/esQuralq22HTD4NXRIU5NTuQ9RpEk7m9qxmZavrhuF0nKve8CwWogxIk1RkaPMhs/jEEGCZka55OYlfIbjjn6nVMM94yRTmnIkoRqNq05cWKJXDaFQpXTyYc7OnmwuYXz01P8qP8arwwPMR+P3VbJR0zTeLr7HBv9fh5qbi24TebNSGUyYjdJIBAIBGuGjK4TSCQ4PjHGC4P9XJiZZiISLroHlEDwXkiSxM6aOjb5qzg6NpJX9kQyk+Er3RfY5K/kgabmos/l4K1yji+dO0swmch73IYKP3tq65YlpmIhAaYSNesUrD6almVmJsTCfBT9uihtt5vZtbuZigrXbR9fiBNrjPnEUTyWLjyWLsKpyywk3sBhWnfDMaH5CBv2tmPoOpWNFUz0T69MsMuMBLjMFg42NLGtqoYPtW/gm709vD46cluZFIFkkv9z4RybK6uKbqiUNXKGYAKBQCAQlDKGYTCfiHNkdITvXr3C+ZlpIumUyHwTrDjlVitPtK3n3PQUMS2d15i5eIy/OnEMt9nCjppa1CKKAYZhMBBY5G9OHefK/Gze5SZWVeWRljYa3J4SbA7/FhKS6NQheF/Onh3m5Zd6sNne6iRYWenmJ35yH8WoohLixJojdwuUJTP5XgHNmxuw2CycffEil4/3sfOhLcsZ4IojSxIui4UDDY1sr67h2MQYX710kaPjo8S1WyuhOD8zzfeu9fK57buKqm5ndEOIEwKBQCAoWQzDIJXNcnJinP+v+zyvj42QzIiMP8HqIUkSD65r4YXBfl4ZGcp7XM/cDP/5lRf493v282BzC3bVdFseFEuG3t2zM/zlyWMcHx8rKINok7+Sj3Z0ln5WgkRRxRzBnUXPpXEeeqiLXbubl8XTRYgTa4wK2z2MR77JQuIoiuygzvmxm47Z9kAXsixR01pFPBynrq1mBSJdHWwmE4eamtnsr+J7fb38S/cFhoKBgk0zExmNZ/r7eLS1nXWesqJ9+bK6yJwQCAQCQWliALOxGP925RL/cukiM7ENgdwnAAAgAElEQVSoyJQQlAQVdjuf7trCpbnZvLNjDaA/sMgXXj/MqckJPtLRSbvXh8tsLnhel8pkGAuHeH6wn29e6WGkwM5xbouFz27ZXtJGmAJBPlRWupmdDTM7G8ZkUpCQUFQZt9tWlOMLcWKNYVVraSn7PJoexCSXIUuWm465cLiH1u3N1DRXrkCEq48sSfgdDj67ZTtbKqv5f48d4fTUJFmjMFHg8vwsZ6cmaXB7UIskTiy1TxMIBAKBoJTQDYOhYIC/PPEGLwz2F9R9oFAkcrvhb/8XpDcTQiVyO7cWRcWqqlhU5fr/TVhVlYVEnL7FhWWLT1B6KLLMPY1NfLSjky9fPF+Qf9dsPMbT3ed5cWiA3bV17Kmto6uymnWeMqyq+tY1KLGUoIxBzm9lJhrl8vwspyYnOD4xRv/iQsF+K1ZV5Sc3beGBdcvjfyEQrCSSJPG9757lxIkBbDYTEhLVNR5+7ufvK8rxhTixxpAkCUWyosj5G1qOXpmgtrUabt7Y445ClWV21tTyf93/IH9+7HVeHRkuaAcoo+u8ODTAIy1tuCw3F4HyQZFl8WASCAQCQUlhGAZX5mf5i2NHODo2WtQMP7vJhNtswWE24zCZ8Nrs+Gx2fHYb5VYbTrMZp9mMw2TGqpqwmVRsqopJVlAkCVmWc/9KEookI0sS3+/r5U+PvFq0GAU5dIOitGdfLqyqiZ/Zso3hYICXhgcLzuqZikb4/rVeXhoawG2x4rFYqHQ48dsdOMwmzIqCrhsksxkWEglmohEWEwnC6RSRVOqWTGAVSeKh5lZ+adtOHObizCUFgtVk//42NnTWEgrG0Q0Dt8tatKwJEOLEXYG/3sfL/3qEli1NyIpM08Z6GjpqVzusFUGWJDp8Ffze/nuZjcXomZstaHz37AxT0UjRxAmTLBdcx9fkKeOBdc1YlTvj62pSZLZX37mlRQKBQLCWMAyD4VCQPzvyGscnxm67jEOWJKocTjor/HRW+Gn0eGh0l1HldFLpcBSl7t8pFnnLQlbXSz67s97l5rf3HWQuHuPCzHTBYopBrjNbTNOYikboXZhfjjCBnDBxqKmZ391/DxV2e0mbYAoE+aKaFM6eGaK/bwYDKC938OGPbC/e8Yt2JEHJ4m/0EZoPEwlEkSSJVCI/p+M7BUmSWO/18cs7dvNHr73CQiKe99hwKsnZ6SnW+yqKEosiywU7IDd6PPzyjt34bPaixFAKyMtgoCMQCASCwpmNxfjbU8c5OTl+y8KERVGodbnZUV3L/U3r6KzwU2614bZYUGV5WUzTBMUnY+joJZ07cX1O56vgD+59gD9/43VOT02UZFtbq6LycGsbv7f/HupcbvEdENwxHHn9Krpu8OnPHECWJXp7p3jh+UuirEOQP1WNFazf2YLZakbP6kwPzzLRP3VHG2P+OIos88C6Zl4ZHuTbV6/kPS6uafTOz2EYRlEeLCZZLtilWcvm0mtL3t1ZIBAIBGsK3TD4Rm8PP+y7dkulHLIk0Vru5aMdnTzS0kZLuVeIz2sYLZtF10tvof/jyJLEtuoa/uTQB/jzY0d4dWQIrYTMxt0WCz/dtZVf2r4Lr6146e4CQSkwNRVi375WmppyG7dut43/fXGsaMcX4sRdwEv/coTwQoTWbc00ddbx8r8cwWK3sPuxrWzc37Ha4a0YdpOZD7Z38MLQANF0ftkjWcNgPBIikk7jLkJph92Uq7kthGRGI72MxmQCgUAguPswDIOLM9N8u/cyyQLMBZfwWKx8fMNGfmLTZlrKylEVRaStr3ESGW3NdBSTJYk2r48/vv8DfP3yJb5+uZvpVe4uY1VUuiqr+LltOzjUuA6H2bxqsQgEy0VbexWvv36VcCSJqshcvjxBU5OvaMcX4sRdQDqVoeueToZ7xlBNCr46L5vv7eTysWt3lTghAR2+CtZ7Kzg7PZn3uMVEglAqWRRxwmU2F+xfEUmnSWjabZ9bIBAIBIIlYlqab/deZjCwWPDYaoeT39i7nw+1b8Buuj0PCUHpEE1rpPW1sxkiSRLVTie/ums3e+vr+VpPN4eHhwimkisahyxJtHt9fLB9PR/fsIkap0tkEAnuWPbta0OWJc6eGSKb1WltreK++zcU7fhCnLgLqKgtJxFNEglEuXSkl7JKT85/Qr67bpySJFHpcNLu9XFuejLvqspwKpV3psXNsJlMlFlsb+9WdVOCyQQxIU4IBAKBoIgMBYO8ODRQsMOAz2bnPxy4lw+2d2BepXLDUjdtXKtE0ym0NZapKUkSZkVlb2096zxlNLg9/NP5s0S15fVXM8kyHouVNq+PDzS3cKipmUZP2ap9JwSClcJiUbnnnvXs29eGYRiYTAr9/TO4XPl3krwRQpy4C9j96DZOPnuOzfd0YnfbGOud5NKRXg58ePdqh7bimGSZJo8Hi6qSzOSXxhrXtKJlLsiSRIXdjirLeddHhlMpwqlU0XwvBAKBQCB4eXiQuXisoDE21cRnt27n0db2gs2di0nqFspQBDcnkEzkPTcqNWZjsevlHZeILZMwYVEUapwumsvK6fRXsru2jm1V1TjMZlRJGL8K7myWNGFJyomCJpNy/ecGr7x8mfZ2IU4I8kQxKzz8M/dhtuZq3zr3tJFKarjKHasc2cojSRJVTidmRcn7Aaxls0WtwWwuK8eqqmh5ZmNous5IKEhG14UppkAgAHKTgVA8iW4YlNltyEXKhMtkdRYiMSwmFY/dKibbdyixdJoTE2MFmwjurKnlp7u2Yi/QO6nYrNUFdCmjGwZzsdiae28zuk7P3Cz/49RxjoyO3NA/RQLcFit76+pxmS3MxWOEUknimpYzAzUMVFnGrChYVRW3xUqF3Y7f7qDR46He5cHvsFPlcFJmtYnSDcFdxauvXkFLZ0km0/T1zaBcn3cYwMxMuGjnEeLEXcCLT7/G/g/toqGjFgCL3YLFfvf2CHeacgp3vmQNnaxRPHGizevFqpqIFFAqMhBYQBPihEBw22R1nYvDU4wvhN71O5vZxJ72Btx26ypEVhgpLcvfP3ucRFrjtz58L2WO4jjCL0Ri/OG/vsDmpmp+5bF9KMsw+dYNg1AsiVlVcFiFYdxqMBBYZCJc2GRSlWU+2bmJcuvqfz9CK+wpsHyUTnlKKpNhNh4roYhuTlbXOT4xxl+8cYRLczM3NcPc5K/kZ7Zs46HmViyKStYw0A0DwzCu/90GIOV2hpGQJQlFklBkGVWWUSRJCLaCu5aOjhqyWZ1nn7nAtm1NVPhduV8YBs88c7Fo5xHixF2Aw21ncSqAp8KVq82zmbHY7t4JoSLLFGIprkgySgFixs1ocHsot1oLSqftmZsjmcms+m6VQLDW0TJZvnnsEs+fv0pNufsdv6v0OGmt8a0JcUKSwKzmxMpi7t7phkE0kSKR1pZt3RRPafzLa+fY1VbP3vWNy3MSwftiGAZDwQALiURB4zp8FeysqS2JxdlUNLraIbwLWZIK8pPSDaOkOmNEtTSjoXeLtqVKRtc5OjbCF44cZmBx8Ybvu0VReGBdC7+2ay+dFf7cPFAgEBRETU0ZAPcf6qS2thyHI7fRbRgGU1PBop1HiBN3AR6/mxeefg1/vQ9Zkdn2wCY239u52mGtGqlMtiAzLZOiFLW21qaaaPP6uLa4kPeYiUiY4VBA9MsWCIpES5WP//4LH0JV3vpuK7K8JoQJyAkTn3tkL8Cayz6IxJMcvTLMhjr/aodyV6IbBlPRKPEC6/K3VdXgtdmXKar8yRoGU5HIaofxLlRZRpbkvDMts7peUuaTkVSKoWBgtcPIm8vzs/zliWM3FSYUSeLxtvX89t6D1LndohRDILhNWlur+PGv0aFDxVtXCnHiLqBzXzu1rVVIkoSsyJRVum8+6A4mlEoWVGdrUZSiui9bVZU9tfU803+toI4hpyYm2F5VUxK7VgLBWkdVZCrcDkzqe3+3A9E4//zyGR7Zth5Jgle6B1iIxPC5HHxo90Ya/WUYhkFSy3D86iin+8dJpDVqyl08sLmVdZVeVEXm4vAUZwcnaK32cbR3mI5aP7vbG3ju3DUWIjE+uLOTTY1VecedSGl87egFhmcX0TI6G+or+fi+rncIFAPTC3znxCUe37GBqxNzXBmfRTcMtjRVc/+mVjyOnACj6waj80GeP3+N6UCECreDzU3V78gsG54N8E8vneKn7t1GR53/zfvPG73DnO4f52P7umioyL0X08EIr/cMMTizSDqTpdxpY1tzDbvaGrCZTYzPB3m1Z5CLw9MMzS7y1SMXePXyEADNleV89oGdyLKMYRh86cVTtNVU0FxVzosX+hlfCGGzmHhixwY66yt55mwvw7MBPnVwC36P881446k0/+uFk6yr9PLYjo43s0sEb5HKZpmORgpKjLEoCh2+Cmzq6k8bp6IRZmOllzlhUmQUWSJfvSGtZwsq71xODMNgJhZlMlK8uvHlwjAM5uIx/ufpk3TPTt/wOpYliXsb1/Fbew9S73aL+ZNAUAReeeUy27Y14fPlnr3pdIY33ujjgQc3FuX4q/+UESw7siwxcGGExg21VNT7SMVL42G4GhjkJjbpAnYrXBYLDnPxdiZVWWaj34/XZmchEc9rTCKjcXJynE9t7KJcZE8IBMtOIp3hpYt9bxpELi1y+6bmSWdy94+l8oQXLvTR5C/HaTVzun+cE9dG+dXH97OjpY6pQJhvHeumq6maSCLF8aujvNE7gqrIDM0sshCO84XPPJq3n4yiSDT6y0hnsjx37irxVJond23AwVv3qMVInO+dvMzg9CKKLONz2ZkLxzjWO8JUIMIvPrQbVVEYXwjx/3znVeZCUdbX+ZlcDHNucIJA9K10/0A0znPnrvGBLW10vC3TYXg2wJHLwzy4uY2GCgjFk/z3773OxEKYthofEnB1Yo5ANMGGukpsZhPpTBYtq2NSFSRJwm234nfnjJlznhlvLRzeuDpC//QCVpNKKpPFrCqMzAYIJ3JeAzaziWfPXmVjQxX3dzne3A29NDrDyxf7+eyDu96RFSN4i4yeJZJOFTTGYTJT5XSWxOLu6sI84VRh8a8EZkVBleW85xepTIZgCXlnnJueIrsGWrRmdJ2Xhwd5fXT4pvHWOF18bscuIUwIBEVgKeu8v2+G9e3VeL0ODAMSiTQXLowKcUKQP8e+f4aRy+Nk0hnSSY2Ry+M8+csPr3ZYq0JS0xgJBQsSJ7w2G2VFNACTJIlGdxkdvgreGB/Ne9zF2WmuzM+xv75BPGQFgttkYiHEn37j5Xek+HbWV/Lk7k5s5py3i64bnB0c57c/ch87WuqQJYlwPIXDasIwDHrGpvnKa+f4xYd286mDWzGrCrOhKF/4t5d4+vBZ1lWWAxBLpXlsewfttRX8+he/Qyab5T9+4hAvXujnh6evsBCOU13uyitus6ry4OY29nc0MTi9QEp7b2f6aDKNJEn8/scPUev1EEkk+aOvvcgbvSN8ePdGqspcPHO2l9G5IL//iUPsW9+IYcC3j1/iz77xcsHv5+hckL7JeX7y3m18Yv9mVEUmmkgRSabwOnOlAC3VPlqqfZzpH+dU3xhP7OjgA1vb3/N4hmFwqn+M3/3IfTy4pR2TIhNLpVEVBVmW2NpcQ43XzZHLQ+xuq8dps6Bls/z/7L13eBznfe/7mZmd7X3RG9EJEiRBEuykJKp3x0W24nbcHdfjlBvfJM5J7jm5Jzc5uXGq7ZuT2FLkXiXbsrosiSIlFrCBYAFB9N4Wu4vtuzNz/1gAJESQ3CVBYEnu53nwEAT2nXn3xez7vr/v+ytvnenBbNCztb5iQfdtAS5yR70c2kzCvJsJRdUyLo+t10nYDcufSDuuKBweHszKhJg2vQGDpCOc5tiG4glGg8GsKBOuaBr7B/uXtQ/pMhEO85NTbWmN8+4VVWwuLs2FcuTIKgQyzxW1mIn5r5ZYLMFzvznOsWO9+KZCWG0p2ygYjFJe7lm0++TEiVuAoC/EilVlaJpGPJbZhuRmYyQYpHPKm/brBSDfbMGqX9xNWZ7ZzMbiElqGB9MWSibDYV7qOse6wiKsi+jJkSPHrcisR8SFG4TpSOyifDRNlSWsLi+cS6A2GxKRVFSOdQ1jkmV2NlRikFPLaaHTxh2N1fzHywcZmEy5SOt1OioL3FgMejxWM9VFHiwGAy6LCQQIx6/PvHzn2hqKXDYEAexmI/UleQxO+pmOxLCaDJwZHKfIaaW5pgxpJpyiuaaUQqf1yhd/BwUOKy6riVdbz1HgsNJQlk++3YrFaMhIDLiQmiIPzTVlyJKIIAhYjefnYbvJyJ1ra/jRm8cY8gaoL81nzBfkWNcQa1cUUeRcWOyRZzLup4uiacSUZFYYkIuFipZxCVFJENGLyxsio2kaY6EghwYHs/KE32EwYswg7CWSTNAf8KNoKjphecf2zMQ4XVM3Rr6JluFButLYx0mCwJ2VVehyyS9zZBmiIGaUy07TNGKKsuzrkCzr2La9lu7ucRoby3B7LAgImMx6Kipy4kSODGjYUsur33+TyWEfJTWFPPCJO5e7S8uCoqqcmhjLSJww6mTq3XmLvrhJosi91TU8feYUg2nGeGrAy13neKi2ns0lpTfNRjlHjuVgRYGLr3/i0UvmnJil0GldMORiNseCx27GbJgvFha77PjDUYKRGJqWCq0zzogXkiRilHWIooAgCqCBpl4fQ6vYZZsnvhhkHZqWSogYiSUIRmK4raa5vgmCgFEv47JmHjpW4LTypYd28tO3WvnbX7xOqcfOzoZKHmxeSZHTdlXzVZ7NgskgL9hW1klsqi3jVwdPsedUN7XFHjqGJ+gZn+L3HtiGKC58P50kZZSpX9U0pmMxFE1Dd5PMuSJCxmWpNZbfg0QjFXrQOjayrP24FE6jMaOKWhopUSAQiy1rotGkqvJaT3dW5vF4J5qmcXBokFAagq7HbKbMlgvnyJF9SIKQUS47DQjFYyRUdVFz4GWKJImUlLh49NENlJa5MZuvz0FpTpy4iYmGoiTiScobSnngE3fhHfWRX+ahpCb95Gs3E4FYjBc6O4gmF3aDXgirXk9TYdF16U+N08220jJ+fuZU2m1GQ0G+13aceo8HpzGXeyJHjuvNpVwvBQGMeh3xpHKR0RZLJNGJ4lzZ4oWusBTb5csZ4aIooJNEEoo67zRG0zSSyvlT9bmfv6N9NJGc975FQWB9dQk1xR66R728dqKT5w6f4VT/KF99724KHJl7Y4gCCJcZqRX5LtZWFKVCRJob2He6h9riPGqKLn2CY9LJGDLc3I2HQ0QSCWxZENawGIiigFHKbPuXUBSCGVb3WGz8sSjPtJ/O2OtjqSi0WLFl6GXZNj7GeCi0bOKEpmkMBgL8tqcza8f1QkKJOH1+H8k0XNzNOhndMhpyOXJcClmSMMuZGfaBeJypaIRCS+Zr6WJTsSKPoaEpQqHz3qZms4Ha2sWxL3PixE3Mvl+2cO5oN5qmEfSFMJoNJOJJ7v7wbay7xUqJaprGm/297O3rzahdqc1Gjdt9XfpkkmUerK3nhc4OQmnGqCqaxms9XbxQVs57GxqXVUHNkeNWRhRE6kvy+dXBU4wHQhRfkDPiVP8oBQ4rbpsJfzhymassHzaTAY/NQs+YF28wgnvGWyIQiTHqO3+CqtdJiAL4Q1FUTUMkFdLSNzY1lxgUUnOsANhNBtZXldBUWUxNkYe//tlv+dCEn3y7dS68QxQFVE1DUbVrclPV6yTuXFfD3z39Om+e6uZY9xAPb1o1914WwqrXY8nQgOz1+wjEY1gNhiURla43sijhMGY2BuFEgolweNncilVN44VzHRwaGljye6eL3WCgyGpFGL1YzLsUo6Egh0eGqPfkLdu4vtbbRevY6JLf+2oIxuME06xwEojHiCVvrpCsHDcHeknCZTQhkP5c4Q2HGQ5OU2CxLvs6dLilmzfeOMPw0BSePBujI342bqzMiRM5rsz6Oxupb67m7V+10LCllsrGcjoOd+Efy/5SUYuJqmm0T47zxLHDGSXREoA7K6uxZqhuposoCGwoKmH3iiqe7+xI22U2GI/zv4+0UGy1cVtFZS7RU44cy4AgQHNNKQ2l+Tz5agsfu7MZq0lP++A4b5zs4o411VTkOekeTT+MLB3CsQShaIxgNE44liCeVBjxBYknVaxG/bySopdDr5O4bXUlx3uG+MGeo9zbVEdSUfnZ2ydIXJAHx2U1UVXo4Tctpyl223CYjZzoGeF4zzAXbqva+kboGvVSU+jBZJBJJBVO94/isZkv6pPHbsFskNl3podSjwOjXodBp6Msz5HxeKwqK6Ai38XT+9sQBIFNtWWXPS0VBYECswVJENLOW9DhnWQkGKTEasssm2aWYpAk8s2WjNqEEwl6fFMkVTXjkJBrRdU0To6P8t0Tx7Km9OZCCIJAvSePV7o7SWbghfBsRzuP1DUsecJRTdPo8E7y41Ntyx6yky5JVU07MaAvGqVleJCVnryM8szkyHG9EQWBPLMZvaQjpqTnzT0aCnHO62VdQdGyi20dHSM88MA6Tp4aZMvmaiSdyL69Zxft+jlx4ibGU+zCU+xir6KSX+6hYlUZIz3jjPdPZHSdUDxOXFFwGo3L/oG4GoamA/zroQMcG80sTjXPbGFn+Yrr6p3gNpn43cZ1HBoaZCwcSrtdj2+Kv3t7Ly6jiTUFhTmBIkeOJUYQBMo8Dv7o3Xfw7ZcP8tWnfgOAUZa5d30dH75jA0Z9+vHn6bLnZBfPHDiJLxRhYNKPqmn85Q9ewmLS81BzA+/fsS7t/t/RWM3I1DQ/e+sEvzxwEqvJwG2rq9hSVz73ujy7hU/es5n/ePkA/8cTz2I1GqgscHHfhnr2nuqZe100nuQXb7fRM+ZFliQ0Ujkvfu/+rVQWuObZ9IUOKx++YyPfff0we091Y9TLbK2v4C8evyfj8bAZDdy1tpa/+skr3L66ivqS/Cu2qXQ60YkiSprJiKfjcd4a6GN9YdFNYeRIokihxYpJpyOSZpijBhwbHcYXjZJvyUzYuFbGwyG+1XKQ0xPjS3rfq2FjUTGyKGUkTrSNjfFiZwfvbVidUT6Ua8UXjfJvRw7RMZnZnnA50UsScpqJWVVN4wdtrawtKGJ94fIbdDlyXEi5w4FFLxOLpDcHx5Qkb/X3cW9VDY5FrCB4NRgMqYplHreFzs5RamoLGR+fXrTr58SJW4ANd63htR/t46Un38DiMPPgJzNLiHlmcoK/e/tNNhWXcldVNSscTpwG45IuoleDoqp0Tnn5p4Nv80p3Z0ZtRUFgV8UK6tye676gNReXcF9NLT9oa0379EIDTk+M8xdvvMpXt9/G5pLSJT/NuhKqpuGPRumf9mOR9dS4rk94TI4cmaDX6fjs/VuJJZJI0qXnsDy7mb//5KN4bGZ0l3idIAg0lObzZ4/dxZg/SFJRMRv1FDttGPWp5XVrfQUr8l24rCZEQeCP37Mbi0FGkkQ215ZRVeCi1GNPu/8ba0op9dgXmCsE8u0po3FVWQFPfPkDVBXO/8w91NzAjoYVlHucQCpB5uO7mri9sZpQNI5RL1PssuENhpFEEVEUkASR2xurWFmSjy8cSZ342C2Y9DL3NtVR4k71vamymP/5kQcIhKMkFRVJFHFajBQskFBUr5N41+bVbK4tIxiNI4lCqnLJBXztsbvRy9LcOF4KURRwW01YjHpuX1ON/goJTgHq3XnoJYlYBiWlX+zs4HfqG6hwONNuk81UOBy4TCYi0+lvKI+ODNPunVgycSJVnSPEPx18i9d6upfkntdKldNFmd1Oh3cy7TbT8RhPtR5jTUEhDUsU3hGIxfjP1qO82NmRlZVPLoVdb8CRgYdJh3eSP/3tS3x6fTM7yivIN1vQiWJOqMix7FQ5Xdj0BryR9EM/9/b3cnJijB1lFdexZ1dm+/ZadLJEeYWHn//sIIdbutl528pFu35OnLgFqG+uxl3sZHLYh8VuwlWU2eYqmkzQOjrCoaFBvt92nM0lZWwvLWdjcQkNnjwMGZTOWipiySR7+nr430cOcWR4iEzTPBVYLLy/oRHbEpTsNOp0fGTteg4PD2V0MqRqGq2jI3zttZf5/KYtPFy3Est1CkHJBEVVGZwOcHBwgNd6u2kdG+FLm7blxIkcWYEoClTkXXkO1Ot0rCoruOLrBEHAbTPjti2c0M5pMeG8wPCuvkAwcFpSRnVLxwAdw5c/vZQlkQ3VpTSUFVwxuaTVZGBdZfFFPy9wWOe1na3O8U4R451hGLIkUZbnoIz5YRc203kjQS/rKPM4wHPl0IzUfXUX3ffC39cUp1eWLJZQONI1SJ7dQnN1aVptqlwuXEZTRiEC57yT/PjkCb64eVtGFRmylSqnmzyThaEMxIlwIsFPT7XRXFyCSXf9x2BwOsA3Ww7ys9Mnb4hkjZDyhtxSUpaROAHQNj7Kvx0+yJ/ftpu8DENuMiUQi/FU61GeOH4kbc+ZbMGg01HpdCGLYlrPRCqsd4L/9sarrMkvYFf5Cuo8eZTZ7LhNJuwGIwZJQieJiAg50SLHklFqs1NstdLr96XdZjIS5nsnjrM6rwDnMnpPlJa5kaTU5+XTn7mTZFK5ZIWsqyH7rMoci07Ly60cev4osjG1mdh8/3o23LUm4+uomoYvGuXlrnO83tNNsdVKtcvNlpIyNpWUUma3YzcYMOnkZQkzUDWNUCJOx+QkT7ef4qWuc4yHQmknm5lFFAQeqK6jqah4SRYqQRCocbn5wqat/I89v2U8HE67rQb0+H38P/v2cHBokA+vWUe9J2/JRApNS5WXC8bjeKMRTo+P8XpvD61jIwwEAoQScSyy/oaJZ82RYzlIKArRxOWNBEWVUG4QA20pmApGCMfinOwf5fW2Th7dvJr8NCuCuI0mNhaX0Bfwp32/mKLwo5MnqHK5eaRuJcYsFOUzwW0ysa6wkJPjoxmdnL/R283PTp/kA6vWoJek67JGxpJJ2sZySiAAACAASURBVMZH+WbLQfb2994wwgSAWdazq7yCZzvaM8pxBfBi1zlMssznm7dQZncs+j4qqar0+n385/GjPH3m1LJXX7kaBEFge1k5T585hTea/olzNJmkZXiIw8ND2AwGnIZU2VejTkY34yGW+XALyKKILEkYdTqcRiNuo4lCi5UKh5MSmw2bwYBNb8Co0+XCb3PMQxZFtpaWs38w/SS/qqbxRm83Tx4/wsebNi6bQPH6a6cpLXOxenUpsiwxNRXirX0dvPs9zYty/Rt7dc2RFp1Hu7n3o7dTsSp1qqSTr/3PnlAV+gJ++gN+9vX3YtTJ1LrdrC8spiEvn0qHkxUOJ3lm83UP/1BUldFQkNbREd7s7+W3PV2Mh0JX7aq4Oq+AD61Zh2kJN586UeS+6hqOjwzzxPEjGffdF43yzJlT7B/o58HaOu6urGFNQSEWWb4um8ekqjAaCtHj89E55eXoyBDHR0cYDk4TVy4urZgjR46F0YkiO1dVsr1hxRVfezPkO1gsnt7fxvNH2gnF4myuLeOh5oa0QjoALHo9W0rKeO7cWeIZhHZ4oxH+8cBbxBWFd9U3YNHrlz1r+tUiCgK3V1Ty9JlTaVeLAvDHYnzz0AEsOplH6hsWNSfTbBjHsx3t/KDtOD1+3w23lswmuq73eDg0NJhR22gyyc9On2QyEuEzGzaxvrBo0cI1JyNh3uzr5anWo7SNjZFQ03/us42mwiLWFRbxem/moT4aKc+RQCy2qH0SSP3tBUFAFAQkQcAs66lze1hTUMC6giLWFRRRarejy/KQ6BxLx9bScky6FiLJ9OfgcCLBd44dRtU0Pta0AbfJvOTrUF/vBGXl5z0fLRYDXV1ji3b9nDhxC5Bf7qHrRB8mmwlJJ2FzW7DpF6dOrgYkVJVEPMbRkWGOjgyjlyQ8JjMFFgtFFhvVLlfqy+kmz2zGIOmQJQlZFNGJIpIoIonCgi51syfziqaRVFUSqpI6ZUwmGQ5O0z45wdGRYTq8k/T5ffivccEpttr44qatVLvcS+7eJ4sSn1zfzHg4xHPnzmZ8WqRoGoPTAb5z7AjPnm2n3pNHc3EJm0vKKLfbMcsyekk3N+6zC+ksmqahkRJ7FE0lqWpz4x1LKkxEwnRNeen2TdHhnWQ4OM1oKIg3Esko+deNwux4pEoepp49LQM/HE3TiCsKcSWJKIhIQs5lNMfFCDMb2ezKGJP93NNUS2NFIbJOojLfdcmwmoXQiSKbSkqpcbkzTrI4OB3gf731JsdHR3j/qkbq3B6sev1Vi/DaheubopBQFeKKgiiI5JnN1/W0dW1BIU2Fxbw10JdRu5FQkP/19l56/D7e19BIsc121SKFpmlEkkkmwiHe7Ovl2Y52jo+OXHGzbtTp0Ili2mUll5ICi4WHa1dycnyMcAbCD6S8G17t7qR9YpyHaut5oLaeFQ4nVr0+I6M2oSiEEwnGwyEODg3w/LkO2sZG8V3Bm2M24WQoi70qXEYTH17bxKmJMcZC6ScSv55opPZgXCCmRZJJJgfD7B/sxyrrKXc42FxSykO1K1mdl49Vr8/tCW5hBEGgzu1ma2lZxkLbdDzOfxxt4eT4GB9e08T6oiJsBgM64eryqczaWuftLJW4mjponM3TciFOl5mOsyMUFTkQRYGzZ0cwmRbPYzsnTtwCyAaZtn3tdBzpRhBg28PNbLq/6brdL64oDAenGQ5O08oIuhm3N1kUsch6CixWCi1W8sxm7IZUciOr3oBBkmaEitSHQJ0xkKOJBNPxOP5YlPFwiNFQkMFAgKlohLiiEFukk3qLLPPRtU3cWVm1LMk+BUGgyGrl97fuxBeNsqevJ+OQFEgZ0yOhICOhIPsH+zHqDuMxmalxuSix2ck3W3AZTXObO0EQUFUVZcaYDsbjBOIxArEoE+Ewo6EgY6EQgVhsbtJKqspV9W25UTWNWDJJXFGIKkniySRRRSGWTBJTFGJK8vz3ySTRZJJwIkEoEefY6HBGp6zT8ThPnzlF6+goFr0840KqwyClvvQ6aeZ7CYMu9a9e0mHUpf41SNJFAlKOHDlSVOS7qMh3XXX7KqeTHWUVnPN6Mz5F9sei/OLMSfb0drO9vIItJaVUOV3kmS3YDQaMkg5JFNHQUNXUhi8+M79Ek0kiySSRRIJgIk4oHscXjTIZCTMeDjERDjMSClJut/P39z54XXM75JnNPFxXz7GRYcIZnNwBjIaC/NuRQ7w90MeDtfU0F5dS5XRi0xuuOGdpmkYokWA4OE23b4qjw0Ps6euhx+cjkkxccW2RRZEPrVmHKAg8efxo1onjgiBwT1UNz507y8Gh9F22Z1E1jb6An28fO8Kvzp5hc0kpG4tLqHK6yJ95xsyyjG6masWssBVMxPHPPEs9Ph8nJ8Y4PDTEeDhENI1xlQSB+2vqKLfb+bfDh7I2UaYoCOwsq+BDa9bxH0cPZ6VA9U6CiTinJ8bp8E7ywrkO7q2u5bFVjTTmF2RdMvMcS4fLZOL+mlpahgYzDrOKJJO83tvNsZFhNhaXsLO8glqXhwKLBYfBiEnWzYkKyswhW1xRib9jHQol4ql9fyzGZCTMRDjMWDjEWCiIJIr8430PUWqbn7R769ZannnmME98Zw+SJBCJJLj/gfQqhaVDTpy4iTm9/yyjfROoisqaXQ3ojTKltUWUN6SXNGwxmPOsmNk8+GMxhoKXTsAlkCpzpmlaSslbmm5i0+v56LoNfHjt+utaOvRKCIJApdPJH++4DUVT2T8wQDLNmt4LkTq5VwjEYnT7pi76vSQICAiomoZ6Q8oN50mqKm1jo/QFfITiqQk3lEgQisdT38cTRJIJYkpyboKeHZ/5X+d/fi2bs1AiztPtp+f9TBIE9DMiROrf+V+yKGGQJOSZ/5t0Oix6PWZZxiLrscgz3+tlnEYTm4pLsBuWt6RUjhw3IjpR4n2rGtnb30v7VZRSTKoqI6EgT585xa/PnsFjMuM2mbDq9eglCUkQAW1mU6jNeUTEZgTRaCJBOJkgmkwuaFwbJR3X2zbUiRL3VtXyUuc59vT1ZuQZBqn1pWV4iGOjI5TabJTbU+GcZfaUCG6R9ciSiKKqxGaE7/FwiJFgkIFpP2OhEIPTgYyMS70k8a76Bj7XvIW2sVGeOXOaiUj6eZqWikKrlY81baDL52UigzxSF5JQFYaC0/zy7Bl+3dE+l9PANiOAzRoeSU0loaiEE3Gm43F80QjBeDzjFX11fgFf3rSNUCLOd44dQcnSZJmCIGCSZT62bgMCKYHKF43cEDuYpKoyFg7xw5OtvDXQx4fXNvHu+lW4TabcQcQtiCSI3F9dx/PnzrKnrzfj9qqm4Y1GeKW7k9/2dOEymvCYzs8R5w97Zz2A1bl9bjQ5K1IkCCcSC3prl9rsC+a6Kixy8PjjWxkcnEJRVQry7eQXpF917ErkxImbmGgoRnDqvMubfzxA294z3Pn4DlZtq1/Gnl0aDZb8FMQi6/ngmnV8ZsMmbFniZrcqL48/v203/+/be3mtp/u6nWCkrnsjLOlXJppM8lTrMV7p7kyJLXNf6tz3y/1OlRkX5nQzpM/GsS70lWe28K8PPMLq/Jw4kSPH1VDldPHYqka+vn/fNVUtSM7kPRoNBRexd0tDntnMh9Y2cdY7wXDw6vqfSrTop9fv5+2BfvTSTLimIJCaxTQ0jbnwlaR6dcKvKAjcXVXN72/ZQZ7JzEpPHm6TKSvFCZ0ockdFJQ/XruSHba3ErzHHg6ppeCORjMoOZoLHZOJzGzdT43bT5/dTaMmsisBy4DAY+cT6jRRZrXz/xHFOjo9lrbfHO1E1jW7fFP9y8G26vF6+uHkrxVZbVuw/cywtTqORD65pom1sLKMkr+9E1TQmI2Eml2A+PNzSzbmO0dR9VZU2DUrLXNxzb+bFFhYiJ07cxGy4ey0b7l47939N1Tj4wlFOHzyXteLEUlNosfLJ9Rv5YOM6bBnUzr7eiILISk8+X9u1G4fRxPPnzmYcu3qroWnazMnR4ia6Wk5m41gX2nAZJB3KNXjV5Mhxq2PU6XhPw2pOjI3y/FXk+bkZEASB2ypW8LF1G/mXQ/uvOdeAoqlEkos/jrIock91LX+8fRel9tQJXZHVRqXTxdkMy3YuFRa9nk+u38hYKMiLXeeyNrmnx2TiS5u3cVdVDaIgYNXLVDldWS9OAOhFiTsrq9E0+NbhgzdEny/EH4vx09Nt+GNR/mj7LiodzpxAcYshCAK3V6zgw2ub+I+jLTdEeV+X20J5RSohZjyucLIt8/C1y5ETJ25i+s8MMjV2vlRaIpbkzMFz1G6oWsZeZQeSILAqL59Pb9jEfdW1WVsWrsLh5P/ccRvldgc/OXnisiExOXLkyJEjM9xGE59r3sx4OMT+gf5l965aDoySjvevbmRwOsBPT7cRzbLNsUGSuK+6jj/ctpMKh2Pu56IgsK6waM5bLhspszv44uZtTEUjHBoazLqTfafRyMebNvKB1Wvm9kFmWc8Kh3OZe3ZpNE0jEItxZnKCQ0MD7OnrodfvwxfNrHRrtpBQVV7p7sSo0/Gnu+7AY0o/uW+OmwOTTuYja5voC/j5TUd71uXReScrVxazcmUxkPo8Nq2v4Gc/Pbho189OiyzHojB4boTuk/0z2YMFJEmkdn0lzfcsXtKSGw0BsBsMPFBTz6c2NFPtdC1L8st0EQWBfLOFz23czJr8Av6/w4c4MTZCLIPEjMuNIJCr750jR46sRBAEVnry+ZOdt/NXe17j6Mhw1hmQ1xtBEHCbzHxp81YEAX56qi1rTu/segOPrWrk0xs3UWy1XfT7DUXFyKKYtWuiKAiszsvnz2+7k3/Yv4/Xe69fmGamFFmsfK55C4+tbsQsn8+0b9TpWOFwIgliVnnnqZqGPxblzd4eXujs4NDQIJOR8E0hKMYUhefOnaXC4eRTG5qxyItX+SBH9iMIAgUWK3+4dQeKqvJS17mMErAvNQP9XrzeVBigpmkMDEyhqov3ScyJEzcxzfeuY/2d5+N/RElAp9chZmiMm2WZfIuFgUAga08n0sGq17O+sJgPrVnHttJynEbjDeM+Z9Dp2L2iilqXm1+ePcMz7afp8/uyZpOzEAKpeOb1hcWs9OQtd3dy5MiRY0FEQaAxr4D/fsfd/Muht3mtpztrjd3rSb7Zwpc3b8dhMPLjUyeWtUyjAFQ6XXxkbRPvW9WIXb9w2GWp1U6pzU7XAgmfswVhxlPzz3bdgcds5sXOc/ivUNLzeqITRFbn5/PZjZu5u6rmIs9RURAotduxG/RMZYk3QjiR4ODgAD88eZyDQ4P4o9GbQpS4kEgyyY9OnmBDUTG3VVQud3dyLANldgd/svN2HAYjz3acwR/LzjDlM+3DnDzRD6TmN7PZwH33LU6+CciJEzc1skFGXoQ0Cis9+fz1nffyRm8Pr/Z0MhgIEFfUjDN7LwciAma9zKbiUh6urWd3ZRV5Zstyd+uqkESRFU4XX9y0lTsqKnnm7Gle7DzHWCiYNSKFAMiSRLndwe0VleyurGJjUXHuFCBHjhxZjSSKrMrL5/+6/W4a8lr50ckTjAaDN8Aqt3gIgkCe2cwXNm1lpSePfz/awqnxsSXPxWHWydxWsYJPbdjEhqKiuZKZC+EwGmksKMxqcQJSBn+1y82f37abjUUlPHH8CJ1T3iV13xZIJZF8qK6ejzdtpMblvqRXY6nNjsNgXHZxQtM0RkNBvtt6jB+faruqZH/STEluURDmKsLJokSmR1MaqRL3s2UZZ+cGbSbZ9mzi7WthJBjkeyeOs6GoBKs+t2+61RAFgVKbna/u2MXq/HyeOH6E7qmprNnjDw1NMR2IUF7moqxsfilvg2Hxyl7nxIkcV8Qsy+woq2BDUQkfWrOOE2OjvNnXw8nxccbDQaai0ayKjxIAm8FAidXG2sIiHq6tZ1VeAR6TKatDONJFEkXWFRZR4/bwvoZGXuo6x2s9XfQHAstyGiMKAnaDgUKLlQZPHrsrq1hfWEK+2Ywlt7jmyJHjBkEQBAqtVj67YTPbSsv58ck29g/2MxoKLrnXoCQKGRtPi4VRp+P+mjpW5eXzTPtpnjt3ln6//5orTlwJh8FIQ14ejzU0cvuKSvLMliuGBFr1ehrzCniuoz1rNvCXwyrreW/DapqLS/jV2TO82NlBX8B/XfN8pLwYLawvLOJ316yjuagEu9F42eerxGbDaTSC/zIvus4oqsq5KS9f37+PPX09GY2RWZYpslipcDhpyMun2umiyGrFaTRhkKSrDjXVSIkRSVUlmkwSjMeYikaZCIcZCgbo9fsYmp5mIhzGGwln/ExqaBweHuLAYD93VlbnQmJvUewGI+9ftYamwmKeOXOKV3u6GAj4l1woFmeEvVmOHunl9OkhwqEYU1MhPB4rkk5kcjJIQ0MJn/7M7kW5b06cyJEWgiBglmUqnS4qnS4eqVvJaChI++QEZyYmOD0xTueUlz6/j+l4bFlOmxwGA7VuD2sLCtlQVMzGohJKbPabcnIXBAGrXs+agkIa8wv44Jp1HBkeomV4kAODA3R4J6+rYCQJQkqMyMunwZPH2sIi1uQXLPt4C8LybeiXmhvtsZ4tKpj262+w95fj5sEky2wtLWdjUQmHh4d4vbebN/t6OeuduG7zqgC4TSZqXG7q3HlsLilFli7tMXC90Yki1S43X9mynUfqVvJKdyev9XQves4jASi129lSUsbuFVXsKKvAY04/IaBOFKn3eHCZTEyGL32qni0rgyAIyJJErdvDV7Zs570Nq3mjt4fXe7s5Njq8qOEKoiBQ5XSxo6yCu6qq2VxcmvaBgdNgpMhqQxwbRVsG0UfTNM56J/nL11+lZXgw7TEx6nRsKi7lwdo6tpaWs8LhRLeEh1KqpjEZDnNmcpxDQ4O80NlBR4bVZCYjYV7r6WJrafmieU8IpJ490vxbClnziZmPIGS4j8jKd5EesiTRmF9AgyePdzes5o3ebt7o7ebE2BiR5PWp3ieQqjJU43JT6/LQVFiUEilnePiR9Tz8yHqe/fVRLFYDu3atRJIEOs6O0nKoa/H6sRyTzgJkRSdyXB2KqhJKJJiOxZiOxxiYDtDrm6I/EGBwOsBYKEgkmSSmJIkrCglFmal1rqFoKoqqos64xc26x0FqYZ39kmYWdL0koRcljDrdnHdEldNFQ14+NS43LpMJp8GIUae7YfJJLBaaphFNJpmIhBmenub0xDgnx8fo8E4SiEeJJpJElSSxZJLkzJgrM26IswtXaqxFZCnl9qiXUmNt0ulwm0xUO91Uu9zUeTwUW204DUZsBgP6ZdxEz6KoKoPT00zHsyNG9nqjE0Uq7E5M8uK50l0vVE1jaDozzx6HwUix1XZTeDvluHHRNI24ojAWDtHn93F4eIjW0REGg9ME4zEiiSTxmbVtdj6dnVNT65eIJAroRBGDJKGXdBgkCaMulcupwu6gyumiyumkzO7AbjBgNxgxZdEaNntSPBkJ0+P30TI0yJGRIQYDAYKJ+NzakrhgDIA5F/rZNcUg6TDqdFhkmQKLlVV5+WwsLqHO7SbfbMWq11+VuB1KxBkMBEhcxrPDpJMptzuWVfBZCG1mvKaiUUZDQU6MjXB0ZJjOKS/eSIRIIkFMSRJTFBKKiqqd3y+dD1GYGVtZh0XWk2+2sLagkE0lpdS7PRRYLJh0csbP02AggC8W5Upb9CKLLSNB6UpomsbAdIA/f+0V9vb3puW1JAkCKz15fLxpI7tXVOHOAk/ZuKLQ7Zviqdaj/LL9NKEMysFXOV18+5H3UOVyXfnFaRBJJGZCn9Izt0RBpMxmx2ZYhNjwRUJRVUaCQXyxSNptrHpDVleeSZcL5+DB6QDHRkY4OjJEr99HYGYdmrWxZvf389eh1JdOlGbWofP7e5fJRIXDSaXDSZXTxQqHE6fRiE1vwHKJOfmp/9xLebmb5k1ViKLAwICX5587zh/84YNXeitpTUI5cSLHdSeuKARiUXzRKP5YFH8sRjiRIJJIEEkmiCWTJGaN5Zl/BSG1mdPNxAaaZB02vQGH0YjDYMRjMlFgsaCXcs4/VyKWTDIZCTMeDjERDjMZCc+byBKKMjfes2Nt1eux6g04DUbyzGbyzRasen3WbJZz5MiRY7nQgEAsytB0gNFQCF80gi8aJZpMGehJTUMUBGRRnNsEWvUGnEYjLqMRp9FEnsl8Q8+pqqbhj0bpC/gYC4XwRiJMx2Nz67mmaUgz79+sk7EaDLiMRvLNFkpsNlxG0w373peChKIwEgwyEprGG4kwFY0QjMeJKwpxRZkbX4OUWq9dJhMFZguldjsFZsuyG+bXQiAW42/27eGnp9vS8lQSBYFd5Sv4s113UOf2ZJ23bDAe52/27eGHJ1vTDg+TRYlvPvgI91TXXufe5bhR0YBoIsHgdICRYJCpmXUonEyQUBQSqjqXB04/c9ho1ss4DcaZtciEx2TGYTRm/Jk5dWqQZ391FEVVEQSBWCzJ7t0N3LF71ZWa5sSJG51oNMGvf3WEY8f6ePTRDWzZWp1xpY0c1xdVVenv8/LWWx20tw/jmwqj04k4nGbWri3nwYeaMBgWFlDGxwN877v7CIfifPyTt1NaujgK+c1KKBTjB99/i76+ST78kR2sXFm8qJvb4WEf3/zXV4hE43z+C/dQU1OwaNfOBEVROX6sj5//7CCrVpfy+ONbkfU5ES5Hjhw5ctzcaJrGsx3t/OlvX0rL00AAdpav4Gu37WalJy9rnfg7Jif5/Zee49TEWFqvlwSBL2zayh9u23mde5YjR+aoqsrwsJ+Bfi9msx6n00xhkQP9lfeqaX1Eb8odr6KoHDvWR1fn6NzPRFHAYJBxOM1UVHgoKXEhy9nl3vdOfL4wb755lpNtAxQXO2laX4HJlEswmE10d0/wj//wAmdODyGKIna7EU2DcDhGIp7kgQfXXbJtV+cY+/Z2EAxGue32lVkvTiSTKgF/GINRxmJZele/kRE/e/eeZaDfS1NTBTU1hYv6GY7FkpztGCEUihEOL1/5pmRS4XBLN/v3dzI5GeK++9dSUGBftv5cDlVVmZgIcq5jhInJIKqiYXeYqKsrpKTEhSRdXkyNROKcPTvCwICXZELB4TBTV19EcbHjikJsOBznbPswA4NelKSK02mmvr6YwiIHonjl9U/TNAYHpzh8uAeDXsfOnXXY7KaM3n+OHDly5Fg8AvEYPzzZmnYIRKnNzpc2b6Xe7claYQJghdPJg7V1tE9OoGhX9gZRNY1zU94l6FmOHJkzPR3l7bc6OHt2hI9/4jb0so729mHWri1flOvflOJEMqmw540zPPvrowgCc5tcURQwGmVcLgtr1pbxwAPrqF9ZjE4nZWXyNYfDRHNzJZIosGHjinQUqRxLSCKh8MrLbbSfGaas3M1HPrKT8gpPKvdDJIHVakCvv7TxXLEij6b1FcRjSaqr85ew51dHX98E331qH7tuq+fuuxuX/P4FBTY2bliB221h5criKxq+Nyo6ncSateWsaRtg/YYVOJ2LF8u7WKiqhtcb5OUXT7BnTzujo36i0QSaBrIsUVTk4O57Gnn4kfVYLIaLPFw0TaO3d4IffP9tWo/3EQhE0DTQ6yVKSlw8/Mh67rmnEYNRf9HcrGka3V3j/PAHb3HixMAFbXWUlbl49F0b2X3nKgwG+ZLzeiKh0HainyeffJPTp4YoLnbS2FiaEydy5MiRY5nQNI09vT2cGk/Pu0AvSTxa38DGopKsC+V4J3pJYkNRMXlmE6Oh0BVfrwFjoSBxRcmKnF45clzIvn0dJBIKoiAQCsXQu3S8+UZ7TpxIl/JyDzt31ZNMKoRCMUZG/HR0jPDC8620tvbziU/czq7b6tHpsu/DbzTKfPBD2/nA41vR63VpnQbmWDqCwSi9vRNomsYddzRwx+6GueconXCpoiIHf/zVhwGyXnjSNI3u7nHaTvSzbt3iTD6ZYrUa+dwX7kZVNfR6XVYKiouBKAps2VrN+g0VSJKYlR5eoVCU/3zyTV595SRGo8zqxjIqyt0gCHR2jnKidYAffP8tjEaZBx9quuj5DgQiPPnEm+zbe5aSEhf33V+LxWKgr2+SY0d7efKJNzEaZXbfueqiuXlyMsh3vvMGB/Z3UlbmZsfOOowmPb09Exw/1se3v/06JrOeXbvqFxSwYrEEe/ee5btP7WN4aAo1i8og58iRI8etSjARZ09fD/5Yep6LBWYLD9XWZ12S00tR6XThNpnTEicglcRyOhZb1GSjOXIsBqMjfrZsrSEYTCU5l0SRWHzxyiFnt0V0jQgCVFcXzNVdVRQVny/MuXOj/OTHBzjR2scTT+zBajPS3FyZdcmZBEHIeqP1VkXTNOLxJOFwHJ1OwuOxzjOi0nmWBCHlyXMjEIsm6Dg7QiRyfcoXpYMgpEKzluReS3KXS9xbEJAkIatDuAx6mZqaQqYDER58uIlVDaXY7KlyU15viCe+8wYvv9TG888dZ9v2OgoLz4elKIrKG2+coeVQNyUlLr78lftoaqpApxOZno7y058c4Oc/O8TTT7fQ2FhKcYlrXtvXfnuKo0d6KStz85U/uJ81a8qRJAG/P8KPf/Q2T//iME//4hCrV5eQnz8/HCbgj/DrXx/l6V8cQhAE7rq7kYMHOpdm0HLkyJEjx4JomsZoMMjh4aG022wqKaXc7riOvVpc8kxmLHL663pS1Ygqi2fw5cixWNTWFXLwQCcDA16OHe1laipMVdXieYDfUpavJIl4PFZcLgtut5V//PrztLeP8OtfHqGurhCHw4ymaYwM+zlxoh+Hw3zJcIre3gna24fxeKysWVM+L+mhzxfm+LFenC4Lq1aVIMsSo6N++nonCYZi6CQRl9tCebkHh2N+xupQKEbLoS5isfkTUl19EZWVeQsavaqacpHu7hqjtq6IsjI3Pl+Inu5x/IEIaOB0mqmsysfpNF/ScFYUlaEhH0ODHe5CwAAAIABJREFUXoLBGIpy8YmiKAqsWl16TfkRNE2jr2+S9vZhtm6pQQPOnBkiEVeorS2ksMhBIpGko2OU8fEAbpeV+pVFmEx6VFWjf6atw2mmubkKnW5h9/5IOE5LSzeJRJKVK4spLXNfdZ9hdnymmJgIEgpGGRnxMzkxjaqqnD49NM9w1skSGzdWznPJ1zSN4SEfbW0D864rigKbt1TjcFxaHVcUlZ6ecXp7JqhfWUxpqYt4PElvzwRjYwHi8SQms56CAgfl5e4Fn9lEPMng0BQjw35C4RhoYDDKuF0WioudOF3zn41EQmF8LMD4xDQD/V6OHO4hqSicOTPESy+emHftggI7qxtLF01Mi0YTtLUN4J0MLvj7qqp8qmsKLhnaoWkaiYRCf98kI6N+opEEBoOOggI7FSvyMBguXaZPIBUKFonE6emZYGzUj6pqOJxmqqvzcTgu/Rm6WhRFpfV4H+Pj0/N+7nJZaN5Uecn8Cz5fmMOHuynIt7NqdUnqmeidZHwsQCKpYDEbKC1zU1LiXNQwGFkv8eCD67j7ntVYLIZ5/XO7Ldx1dyP79nYwOhpgfDwwT5wIBCIcPNBJIpHK7tzUVD7nHWK3m3jgwSYOHuiiv8/LsWN988QJny9My6FuFEXlrrtX09hYNvf5dzrNPPjQeg7s76Kne4LW4/3cfc/88KMTJ/r55TOHkSSJ3/3gNqqq8zl6pGfRxiVHjhw5clwdw8Fp+vy+tF4rAOsLi7Hos1fEfyd6ScKkS3+PpGoqyQX24TlyLDdbNlejk0SCwSgjw35qagvZdVs9U1MhTCb9NR+83lLixCyiKFBdnc/Dj26gt/dljh/vo6NjlObmSjRN4+TJAf72b56lYVUJDauKFzS4Wg51861vvkLzpiqqqwrmiRPDQ1P867+8TG1dIf/1K/dz7Ggvzz/fSn/fJJFIHEEQcHusfPCD23j4kfXzruubCvPUf+5lcjKIoqhEowlUVePTn9lNRYUHSVpInFDZv/8cTz25lw88vpXVjaU884sWOjvHCIdTIoPVaqSmpoD3P76VDRsqLwoRCQQivPhCK6++eorJiWmSSZVkUpm7vyCA2WzAZNLzuS/cdU3ihKpqtBzq5pvfeIU//urDnDw5wL69HcRiCdasKeMzn93N8eMpI2JiYhqr1cj7HtvM77x7I3q9zPCIj3/+55dwuSz8xV++h9rawgVd/E+eGuTrf/88sizxF3/57msWJ2KxJL/4eQuHW7oJh+NEo3FisSSqqvHbV0/xxhtn5l5rtRj473/12DvECWhvH+Fb33wVVVVJJlVisQSyLPEP//SRy4sTSZV9b3bw4x/v55OfuoMdO2r5+c9bOHigE683RCKRxGCQKStz87X/9jvz/j6apjE2Fpjr+8TENPF4qhSZTidis5soKXbygce3smlz9dyzMTDg5cnv7KG3dwKfL0woFENVNd54/Qx7956d17/t22upqs5fNHEiFIrx7K+Pcvx4H5qqoaoamqYRiyVRFJXf/eB2KlZ4FjS4VVWlv9/LL585zNEjvUxOBkkmFSRJxOWysGHDCt717maqqvIuafSPT0zz4outHD3Sy9RUiGRSxWIx0NBQzGPv38LadeWLauwrispzz7Vy6FAnqpLyykkkFNatK6dpfQV6/cL3Ghyc4ut//zyNjWV88lO385tnj3HsWB9+X4hEQkGv11Fc4uKBB9Zx3/1rMJsXJ5GpIAgYjDKGBRYgQRBwOs1IkkgioZC4wNVP0zS83hAdZ0ew2UysXVeOLM9/ZlwuC+uayunqGuPEiX7uu38tkiSiaRoT49N0dY3hcJhYs6bsopAXj8fKmrVlPP/ccdraBrjzrlXz/sarVpdw731rqa8vYvuOWtrbh9Mu7ZYjR44cOa4PqqZxzutFSXM+tuoNVDgcSFnm8Xw5BEHIqMSrKAjobtLcWjlubAxGme076ti2vRZNY85u+M2zx1i1qoTqa6x2d0uKE5DyomhsLKWw0EFPzwSd50Zpalpcg8PrDfHbV0/x3G+O4XCa2bhxBTpZwu+PEAxGcbktvNOB3JNn5ff/4AF8vhCTkyGeffYo3V3jad0vkUhy8GAnBw90Eosl2NhcicNhxjcV4tSpQVpauglHEhQXOSl5h/H66isn+d733sJqMXDf/WupqS0kEolz8EAnBw90IYoC7//AFjZurGTFirxFG6NXXm5DEARuu30lx4/30drax3e+s4dIOM7qxlISCYUD+8/x3G+OsX17HeUVbmprCmloKKbtxAAth7qoqsq7KC5dVTUOHugkHI6xZWsN5RWea+6rLIts2lxF2YzIEQxGefmlNsbHA+zYWU9jY+n51+olCgps89oLAjStr+DPvvauuXwVTz99mHgs/VCJlAfFBOc6Rmht7ae0zMWqVSUkkyoTE9PY7KaLSpeGw3F++pODPPebY3g8NrZurcHltqIoCpOTQYaHfUxMBhEEYZ7IY7MZ2ba9lnVNFYRCMV58oZXJySDbttWy9h15J0pKXYsaomK3m/gvH9vF5GSQaDRBLJqYKa17lHPnRi/ZTtM0Bgem+OY3XuFEaz/5+Xa2b6/F5bYQCEQ42z7Cyy+fZGDAyxe/fC9VVfkXeUHE40me+UULk5NBausKyS+wEwxEOXlqkEOHupiYDPJHf/QgtXWFi+ZBodNJfPCD27jrrlX4/REOHeri9ddOp92+u2uMp57cS3f3OLW1hRRvryUeT3L27Aid58b47lN7cXss3H57w6L090pMTqTEVaNRnpnnzhPwh/F6QxQXO+d5RcxiMOgoK3OjqhrjY9OEQjHsM4kqfb4wPl+Y8goPRUXOi9oajfJc27HRAOFwHKvVOPd7l8vCRz66A1mW0OkkVEUjp03kyJEjx/KiahqD04G0X283GHAYjFkXjn05VE0jlkw/TEMnihilW9ZMy3ED8E67IRCILEruiVv6qS8qcuL2WOnpmaCvb5J4XMFkWjxxYqDfywvPt3LvfWu47/61FBamStxFIgkmxgN48mwXnfgbjfKc4Tc9HaWlpTttcULT4Gz7COvXr+DL//U+6lcWodNJJBIKhw528c///BIdZ0c4eLCL33n3xrlJ3esN8eqrJ4lG4nzik7fz8MPr504kN2+uJhp5jmPH+0CAxjVlizY+AGNjAf7H//0+yss9vPTSCb71jVc4dLCLj/6XXXzg8a2EQjGmAxFOnx6ip2ecihUe3B4L27bVcvrUEG+/1cHd9zReVGpxbCzAiRP9gMCOHXXzDJSrRZZ17NxZP/f/0VE/R4704PUG2bhxBY88uuGy7QVBwO224N5SDUBn5ygvvnAiI3EimVTY+2Y7FRUePveFu9mwYQUWiwFN05jyholE4hdVd5iaCvHmnnaMRpnP/t6dbN9Ri04noWmgKArj49N4vUEqK+cb6nl5Nh58qAmAifFpWg514fdHaFpfwXveuyntPl8NsixRXV1AdfV89fXw4R46Oy8tTsRiSZ555jBHDvewanUpn//83dTVF6LTSSiKSl/vBP/+769z6GAXP/nxAb705XsvejZmhZ4vfOlempsr0et1KIpKR8cI//yPL9LePsJvfnOMz3/h7kXLgSGKAtU1BVTXFMx4LMUzEie83hBdXWN86tO72bmrDrPZgKpqDAx4+ca/vkzLoW5eefkkO3cunCRyMUkkFA4e6iISibN+QwVut3Xud5qWSmipqhp6g27BSiSiKOJwmJFliWAwSnA6it1umqsQoqoaBoMOh+PiyhqptiZ0OpHAdIRgMDbv7ysI83N5aJpGTp24ddE0BUX1AwoAgmBEFCwIwqXDxTQtjKpFSeXTl5BEK4Kg41oy1ahqBFWLIom2mWvNv5+GgihYL9mvmwVNU1G1aUC87N9hIRTVj6bFARAEGVGwIQg3RqLEWWbfv4CMIJhuKMP7WtGAyUg47debZRmzfGPk7JolEIsRTqa/35MlCaN8S5tpOW5Rbu6V7gro9RJWixFBgOlAdNGztsfjSerri3js/VsoLk7FfAuCgNmsp2JFHhbL4rhYX4jZrOddv7OBlQ3Fc94EsizRtL6c1TMx6f39k8QvULZGRnx4J0M4nWZWriyel8PB6TTTuKYMJamkLZJkQkmpayZcRaS6qgC73ZwSaNaWYTDoMJn0lFd45gwTSBkgW7bWUFBgnzkZnm+sqqrGmTNDDA1OUVbmYmVD8U1T6SQlKKg88q4NbN9ei9WaOjkQRRFPnpWycveCXiSJRBJBEJD10pybuyCkTuxTZRTLrsvzuNQMDHg5eKATWZZ493uaaVh1/nMgSSKVVfm877HNWK1Gjhzuob195KJrSJLIps3VbN5cNRemIkki9fXF3PfAOkRR4OjRXibekR9iOdHpRLbvqOX2O1bOhW6IokBpqYs77kh5S4yO+AkEIte1H4qicqK1n/1vdWA267nzztXveK60uaSqkiRe5OUDqedy1rMhnkgST6TmKk3TiERSxodOEtFfoq1er0u1jSdJJC6v4OdkiRsPTdNQ1ACR2DGCkdcJRt8gHDtEPNmLOmOcpouqBhjz/zUDE79Hz9j7mAh8A1Vb2EDS0EgofYz5/5b+iY/RN/FRBr1fIppIX0S8FIHwLxnyfoVY8tw7fpNkYvqbjPr+akZEyQ5ULU5S8aZVlSqj66oBRn3/k3H/1y/5d7gU3ulvMzD5RXrHHmfI+1WSSnrlKLMJRZ1g2PsnTIW+B9x6iRDDifQNd0kQ0GUQIpENDE0H0q5EAuA0GDHpbiwBJkeOxeCWluQEQZgxxAWSirLoB2iyLLFj5+Kc2qdLaZmbmprCi05HzWYDHk/qBDMUipFMqhhmbAZFUWfyD0gXxbcJQipEAVInyotNXp5tzlg2m/Xo9TocDjM226zRLWAyyXP5BmYpKXHSvKmKp3/Rwuuvn2brtpq560QicY4c7iESidO4poyyMvdNdQJRXuFh7drytMvf2mxG1qwtY//bnTzxnT2MjQbYvLkaT54VWZZuqrE5c3oIny9MQYGdhobii96bIAhUVuZTXZ3PqVODtLX209xcOe81Op3IqtUlF42vKAqsWVOG2axnOhChp2fimvOYLBYms57161dc5MkhigKFRQ4EAeKJVHUZl8tyiatcG7OJbr/33X1MTgZ5+JENbNpcPW8umvXWARAQLpnzQxRTn31V1VCU8xPzXHIw4fJtBUFAVVK5Shabg4MDPHfuLNEM3HNzXB5ZEnm0roEtpVf2zIsnu5mc/hbh2AEUNYBAyuNBr6ui0PmXGPXphy6JohWP7bMkkoOM+f8GRfVyKclK02L4Qj9mOvIibtunkKUyQEUnFXKt9X0UbZqkMoKmXWycqWoQVQ0B2ZMYLxY/yXT0FfLtvw8snvGkoaAoE2hilEzfr8PyGBbjHUxOfwNFnUCb8Ya5kUh58gTQ5jxz/n/23jtMjuO6136rOk7cmc27yDmDBAgQYM5JwRKTKMlJwZIsXUu2P3++vleSFSx/tmxZtj7r2pYtybYkm6JpkgqkAoMogmIOIIhMgMh58+SZTnX/mMESi90FdhcLYAH0+zwAHnR3dddUd1dXnTrndy4k1Kj0fwKlRqxPMRFQSrGtp5uu4sjSiEohmFJXhzyPxmchISPlgjZOBIGiVHZRShGNmOO+uq5pkra2wXHRp5O6ZIR4YrAxRBwzmD8qLniUxsYEiYTNgQO9HDjQW8uCUG2LYtFhx5sdaJpkypTxn4gdq1MghICaMUQ7Ni0ngqr39Vt11jTJFVfM4bFHN7Bl80F27+7qDwHo7Mzx2to9xOI2l14667xLx5pM2qSGcGkfjrq6CO9932U4FY9Nmw7wzX/5JT/+0VouWTGdlZfOYs6cFpLJ88OFtLMzh+v6NDcnhw25sEyd5pY61q3bS0dHBqXUgN8upRgQinAs0YhJKhWlp6dAT8/IBhlnAtPQaToutAneeu+FqL5D4+0ddhSlFJ2dOb77nWfYsuUgq1bN4o47VxCNDlRSr3pF6P1lfD9AysFGNj+o7tM0OcBgatbCzVRwgrI1o4Smy1GJj42Unb09PLR1EzlndKv0IcNjaToLG5tOapxQKqC38D2KlZdoSHyMiLUCULjePhxvJ7o2Om0hIQwsYy661owmT/ytDoISFXcHlrGAVOx9aDKBOu0TSJ3G5O8D3knrd6ZQKqDorKVUWctEmkCb+lRMfSqZYuuE8jIZDbrWRHv9V5Eywngafc4NBPYoMlkUXZeie+70wXnX4cUD+8iP8LshhWB63diF50NCziRHF5CbmhJEI6eeQef8mrWNkny+1O/m3NAQH3EstlIKxciE1IZyPT6d6IY2bGrN4WhtTbFq9Sz++/6X+K//eoFS2WHmjGbKFZcXn3+Tl1/aSWtriiuvnHvyk40SbQiDkBTipBNlIQQzZjZz8cVTeemlnbzwwptMm9aIlILXX99LZ2eWefPaWLR40gnPcy6iawONNydDSsnChZP44z95Oy+9uJNnntnGpo37eejBV/j5z9ZzyYoZvPOdy7jo4mnnfPiL41Szp5imPuxvEVL0hxM4jo/vB8d5SYhBWSCOLWsYen+ozERBSIE9TvoXo+VoBo5//7eneeH5N1mwoJ0PfvhqWluHyj8viMerLlue51MqORhGZND5KhW3P9vI0T5USkGs5oXmeQHl8vBlPc/HMvXzzjB5oaNwqTibsYx51MXuRIrq82Abg70llPKpuJvJl3+FH/SiyUbikWuw9Dkj1iJQSuH6+8mVfobrHaTsbEAInc7MXwM6ljGLuugdCDl8pqXjzwcuhcoLFCsvAYKotbymlfBWfxWoCpnCf1HxdoEKMGvX0cRAo2nJWUex8jKp2HsoOespVV5B4WAZC0jYNyFlBKUUgSpQrDxPyXkdpRwsYx5x+1o0+ZZXYfW4LMXKi5SdjQSqhBQJbHMxMftyQFKqrKXkvEK2+BO8oIMjfX8OVNsyHX8vpj63ZggNcL095CtP43r7kTJBzLoM21yKFFb/9fygh3zpCSreTjSZJmot43QaPJQK8PxD5MtP4Xi7kSJG1LqUiLkcIaz+ule87ZQqL+N4+wCFoU8hbl+FoU3rby/X209v4T7SsffjBd0Uyk/jBxlMfRqJyG1oso5i5SUq3nbi9tUUys/XrhkhZl9GxFzR/xx6fie9+e/hBznAJ2ZfRdy+jqNDdKUCSs5ays4G4pHrKJZfpOLtRAqLqLWaqHVpv1ZJ9bnfTqHyNJ7fUfPGUYDENGaRit6JHOHzeiYRQHwUaUF7yyU6i8VBiwsTEQVs7+7myV07R1zG1DSWNLecvkqFhIwza57awvU3LBoyq+RouWBHbkop9uzppqszi5TVie5IB7JKKZzKxJmYHIsQjLqjllLwzl9bTm9vkSd/sYl//qcniUZNFBD4iukzGrn77kuZPaf19FR4jCSTEVZfNpvXXtvDSy/u5MYbF5NMRnjpxR34fsDqy2b3T4RCoKEhwc23LGH1ZbPZv6+HZ57Zxksv7eDZZ7axZ08Xv/fJm7joonPbQBGpeUCVyu6wXgJBEFAquQgBlq0PMkoqFJXy0LGvQaAoV1ykJsdNDHM8EP1/nVmUUmSzZf7je8+y5qmtzJvXykc/dh1TpjQM2Q8JUTUEG0ZVE6K3t9CfieMovh/Q11vsT4GcqHmCCSH6y5YrLn19RRKJwWV7ewv4fkAyGSEWvv/nFQIdTWvG9XZRcbdhGwsHCEgeRSmXXOlRunPfRIooUibwg1fIlX5KU/IPiNnXjFhsUakynt9BoEpUpxkKpTyEUCg1utABhUum8AA9uW+haY3osoGSsxalyqhjNAaqIU8pBCb58mNU3O0kI7cBA40TFXc7vfnvoJRLsfIyUtgEKocfZEjYNwIQqCxd2a9TKD+DrrUihEah/DT58i9orvs0hlY14Hv+ITqzf0PJ2YChtSJFDC/oxfUPELNWA9WJfXXCWwZ1tB2CWjup2r8+JWctnZmvonDRZANBkCFb/DH18Q+Qir0XIXQClaEj8xcUK69g6jMRwqBQXoMXdGLLhaNq1xG1vQoou5voyPwVKiigaU0EKke2+CNSsfeRTnwAgYkf9NGT+yaOtxMp6hAI8qUnyJcepzX9JUx9WrW9gi568t9GCpti5VWksFCqguPtJh65EVCU3Y305L5NofwMSpWQIorj7yNbeoTmuk8Tt69FCFl9rmUaL+giW/wJQtjVZ7S/9gEVdytduX+kUHmeQBXRRAzH30+29AhNdX9Mwr4FISQlZx1H+r6ALpswjVk43h4KlWeIWVcQtVbABBUJFULQGkuc/MAaBddlc2cHV0+dPiqPi7NBwXG4d+N6OkcY0gEwK1XPpMRgb8iQkLPJwYO95LLlQdsVivXr93HLrUvH5ToT+40+jZTLLi88/yadnTna2lLMmtWMpsmqO3BtsqKCoWOWKxWPrq6JI4Y3HiQSNu3tKZLJCCtWzKwKKxqSluY65i9op6lp5B+NM4WUglWrZ/ODh15h65aD7NrVSTxus3tXJ/X1MS6+eOqIdRkuFDRNkk7HSKdjLFo8iRtvWsQ/fP1xNm7cX5tctvULKp6LtLensCyDw4f7+oUXj6dc9jh0sBfD0GltTQ2aRAe+oqNz6JRm+VyZvt4ClmXQ2Djx3okzTT5f4d7/fI7HHt3AlCkNfOzjNzB33vACtEIIknVR2tpS9PUV2bevh6lTBxoyymWX3bs7kVLQ2lrX/zwKIUinojQ3J8nlShzY3ztIT6ZUctizuwtNk7S21Q0KKwk5txFCIxW7m8O9n+Nw72dIRN5GInI9pj4L0Gor3wrH20tn9mvE7GtoSv4hmozh+kc42P2HdOe/jW0uQtdOnoddCIFlzKEl9Vk8v5tDQSeCCC2pz9Vc70eH5x2kO/cvRMyLaEl9Dk2mcbw3OdD9qf5ME9XrmtRFf41k5FY8/8gJxR09v4Oyu4nW9BdrOhjVDCRSRlFKkSs9Sq70C5pTf0LCvgEhdHKlJznY80fkzJ9QH/8QCp++wn9TKD9Dc+rTJCK3IYVFEBTxg77+lfa62O3EIzcTqCIVdyet6S8gxMB3zPezdOe+gZRJWlKfxdSn4AdZjvT9BT357xC1LsXU55ArPUGh/CyNyU+Rit0NCDLFhzjc+6fYxukwTpTpyX0L8Gmr/wqWMYsgKNCZ/Rq9hf8gaq8iYl6ErqWpT3wYTdZjaM0oFZAtPsyRzJcoOeswtKnHeJt45MtP0ZL6AraxABD4QTeabOCoZobrHyYmr6Sl7q/QtBRl9w0OdH2CXOlRotZKNJFA09LUJz6I6x2g5Kw74b2WIkJb+svoWpqKu4v93b9LrvhTYtYVaCJJtvQTlPJpTn0WU5+BFxzhQPcnMbTJxOxr+z1XJhpSCKalRhe69Mvdu7h7wWImJSfmJF4pheP7PLhlE4/tfHNUPkEr2ieRjoy+jwkJOZ08+MDLZPqKA0Lyj9I9jvPiC844cTQu5uk1W3n05xvQNMnll89h2vRGoLqyF41Z6Lokly/T0ZEllYoOGAB3dubYtPHA2foJp4UN6/fx4AMvs/yS6Xz4I9ecNtG88aa+vppWdOfO53nhue20tqXo7s5z+eVzmDzM6u2FRhCoIT1qpJTMmtXCsuXT2br1EL09BRzHJzqEx6eQoj+lZi5XnrCulAsWTqKpKcH+/T2se20P7e2pAcKJSim2bzvE7t1d1NVF+tP2Hovn+ax/fR833bRkQDaJIAhYu3Y3lYpHa2uK6TMaz8hvmqgUChXuv+8FfvLIOqZPb+R3P3EDc+e2ntTzpqEhzsJFk3j8sY2sfWUXl1wyfUB6zyOHM7z++l6iUYulF00ZcL7GpiTz5rWxZs1W1q7dzcXLpg34SB482MeGDfuIxy2WLp0yIZ/RkFMjZl3GpPq/o69wH9niD8kUHyRiXkw6/uvYxhJAUnY34Xg7aTA+guPt6C9r6JMplH+F6x8ckXFivKl4O3D9/bREP4Mm0wghMfXZRK3VFMpPj+mcUsRIRG7B0KcgEIBE16p9U6AKFMrPIoWFLhspu5trpQS61kyx8hLp2G/hqyyF8i+JWlcQt6/rn8BKGR11CEDF30XJeZ107H34fg+loBcAQ2snH/ySsrMJQ5tCyXkNKeMkIrciRPUdjllXYOozxtQOJ8P191NyXiVu30AQ5Cg56wHQtVYCVabkvE7EvAgQWPpsvKCbivsmSjkIEUEpnyAYbLSO2ddgm4tqbV/VjYCqpwaAJhPURW9H06r6AaY2FcuYVxNArQAjN3JLEaUudju6VtX/MvXJ2MZ8XP8wgSqhkSQI8mgygaylIhWYaDKFrzJMJFHV4xHA9LoUdZY14owW23u6eGT7G3x42XL0IfSHzjYV3+cn29/g6y+/QM4ZeZaOpmiMq6dNJzLBPUJCLjwmTUrzrnctJzXEHPH79z4/bte5YJ58pRTFosPOnR08+8w2Hnt0A5lMiRUrZ/Cu2y/pD+kQQtDUmKCtLcWhQ3089ugGWpqTpNKxftG3hx58mZ07z700VSdiz54uCoVKf8x2EATDquFPNC6/ci4PP7KOF1/cyZSp9ZimxiUrZvS7g1/o7NrZwY4dHcyb30Z7e7pfTyEIFPv397Bly0F8P6CltQ7bHrpLsCydltY61q3bw/r1ezl8eNEAr4OjLr1nezLY3JzkxpsW8W//+jQPPvAyjY0Jll8yHdPU8TyfrVsPce+9z1MsOlx3/QLmzh0cqhQEildf2cWjP1/PjTctIhq18Dyf117bw89++jpBoFh92exhRTMvBIpFhwcfeJkf/vBVWlqSfPwTN7Bw0eQRhQTFYhbXXDOfF55/k6ee2sKcua1cf8NCTFPnyJEs9933AocPZVi8eDIXXzxtQNlEwuaqq+fxyiu7+MUTm5gzp5Vrr5uPpmkcPtzHfd9/gc7OHMuXT2fJ0qmn6+eHnEWEMIhYy7DNpbjeXnLlx8kUfsDBnj+ivf5r2MZCXG8fSrl09P0lHBf2ock73kW1AAAgAElEQVQk456aa4R4/hGkiKDJhv6wEiFkNePHEOEpI0EIC0Ob3D85PpZA5fH8w1S8N9nf/buDyzKTaphKBcffTzxyI0Kc2nfT9Q6gVIme/L/TW/j+gH1VjRBFoMp4fie6rEeTb/WjQtinzWjk+ocIggKZ4gNkSz8ZsE8Is/+Z8IMsfYX/Jl96jEAVEMJCKZcgyKAIqIb2VNtaUDU2DNX2x57b0I81gotqG6sso9XXEEKveccce64I1bSj1XPFrNV0lJ+ir3g/EXMZFfcNyu5mGhIf69domYgIIWiJxZnf0MSLB/ePqEzJ87h34+tc1NrKpe2TJ0xmC6UUecfhvzZv4J9efYme0shTeAtgYVMTK9raz/p4KiTkeG5720VYlj5ofqiU4vobxs/j7bw2TigF6zfs5dP/637KFZdioUJfpkhPd4Fo1OTqa+bzm791BS0tA4XbJk1Oc/U18/nBQ1XBwK1bDtI+KY1T8ThwoBfPD7j66vm89PKOYa48NorFCps2HqCrK0ex6JDJFNm3txuAV1/dRRAoojGTaMSkrT3N/Plt4yb4NmduK+l0jOefe5NdOzurK5m11XbbNpgypZ7LLpvDkqVThnTnOVsIIZg8Oc3KFTNYs2YrfX0F2tvTLD8uPeREoONIhi1bDpLLlSkWHQ4d6iVfKOP5AT95ZB2vr9tLJFq9v3PntTFlyvikQN27t5t//saTxOM26XSU+oY4hqGTy5Y4dKiPw4czzJrdwrXXLhhWRyEaNVm9ejYvvbiDjRv28/nPPcSkSfXouiSfL7N48WRuv2PFWQ8J0XXJTTcv4eDBPtY8tYWv/s1PmTatkXR9nFy2xN69XWQyJVatmsmdd60c8llubq6uzt/7n8/xiyc20dySJJ8rs3NnB5lMieXLp3HzLUtGLTw7HJ7ns2NHB3t2d1EqOeTzZTZurA7ODh/O8P17nycWt2qZQmIsWTp5kNbCmUQpxZtvHuG/73+JYtGhpyfPP/7DE8hhBIWnTm3gw79zbX8qY4CLLp7KbW+7iB889Arf/JeneOzRDUSiJh1Hshw42Etrax3vuWfVkB5cK1bO4JZbl/Dwj1/jG//0C372s9exLYPDRzIcOtjHpMlp7r5nFcnkxB2Ih5w6QmiYxgzq9Q9hGfM53PsZCuU12MYihDCQIkZr/ZcHrcQLZL/Owpmvs1FLcRkc533mcypCkIKh3z2BBGEQMZfRmv4SxwvTVFfXbaoqF3ottOTUDDcCAyFsGhKfIGZfMeCaAoEum0HUroePQh1zhDptKUCr9TJJx3+bROTWQfXSZANKuWSLj9CT+xfS8d8gbt+ElFE8/xD7uz8+zIlH8h0Yr1V9MaTGyrHE7OuIVV4kU/gBpcrLCBGjIfFR6qLvYqJnAGmIRrl00mRePXwQb4SZpfZlM/zlM2v4X1dczYq2SRja2fOgUEpR8jy2dnXynfWv8eTunSPOznGUOsvmrgWLiJsTM/wm5MLmqJer41TlDUolp9/WH7HHL4z2vDZOAPR0F3ixewe6LrEjJo0NcRYunMzq1bNYfdlsEgl70ATQNHXuvHMlpqnz9NNb2bu3mzffPEIsbjNzZhNve/vF1NfH2LJlfEM7ujpzfOtbT7FrZ2f/SvRRzYt1r+3h9XV7geqEfMXKGfy/f/y2cVm9dRyPQr5CY1Oczs4shw719etu+H41K8Fra/fw9JqtfOBDV3PzzUsmlAp+PG5z2eVzeOmlneTzZZZfMn3ARGiisGHDfv7P1x+nUCjXUqO+5XHws5+ur4VeAAg++KGrec89q8ZF9XbqtAZWrJzB9m1H2L27iy1bDqJU1RuiqSnBjTct4tbblrJg4fCWeikll66axW9/4Coee2wje3Z3sntXF4ahkUxGWDC/nbOiyHgcQgjq62P8zkeuZdq0Rp5es5UdOzoobtiHbRu0tae4+ZYl3HrrUlpa64b8vfMXtPOBD17F02u28syvtvHcs9sJAkV9fYxbblnC7XesGDfDEVQ1Fn7yyDp+/rP1x4jKVf/t6MjyH997tv+3NTcn+cyfvosFC85uLGqp5FAsVt1Us9ky2ezhYY/1vQDXHTjhME2de2oGhDVPbeXNN4/guj7JZIRLV87k7e+4mOWXTB/SEyMSMXnf+y8jVRdlzZqtbHvjMJ7nU1cXYfXqWbzz15ax9KJp4arTBUJ1NbkdKZP4QR6QmPosFC6oANuYd7ar2I+hTUYpB9fbR8RcBmgo5eN6+2tZFcYXKZOY+hRKldfQRApDH1rUWooIpjGzmqUjKCK14Q171bdKAt4xPgRvYRrTERgoVcTUZwypcRAoB0Nvp1zahO93IfVJte1FPO8gujm6lLAjwdCnIGWUIMhhatOG1AzxgywlZx1S1pGKvb8/m4nr7Rm1+OnZIlAZyu4GmpK/TyJyWy0jiATkhO8TDSm5YcYsHtyyiYP5kcWvK2BDxxE++8sn+NglK7l11lyS1pmf2Fc8j82dHfx853Ye3vYGh/O5MZn5bpgxkyunTDv5gSEhZ5F1r+3hiSc2cfBAL6l0lM7OHMsunsbvfuKGcTn/xJlhjiOGoXHX3Su57roF/dukVk0BGItZpNMxYjHrJKJtEd5zzyquvW4BmUwJ3/MxLZ3GxgTpdIxKxeNPP/duTMsgflz4wNRpjXzhi3cQBIpJ7SPPU9zcUscf/j+3US6d3NKaSEb6V081TXL99QtZML+dZF1kWM+GX3vXci67fDbpdKzf+lUuu/z4x2v54UOv0j4pxWc++y6amhL9LjuBUhQKFX719Bs8+YtN/PChV7nkkhm0tY0957qUgquvnsesWc00Nb8lZNTUlOB//snbAWhtrW43TY23vf1iVl46k5YhUxO+NSG1bZ0gMFm1atawqSDHk3Q6xu998iZKRYf2SSe/z8uWT+fPvnQnvn/yFYG29tSA51M3NG6+dTFLL5pCXV1kxGlvAWbObOaTn7qZnu48haKD61QHlYauEYtbNDUliETMkw5cLEvn1tuWsmLljKo+heujaRLbNmhoiE8YjxohBMlkhHe9ezlXXjW3pqXhVQ0pdRGampIYhjbo97a2Jvnc599NMhmhvT3NPe9dzXXXL6Svr5quLBa1aGmtiiyO5yAvEjG56+5Luf76k7vEGabO1KlvDdynT2/kL7/8HjRNDvtOzp7dwle++j4sy6CpaXyEwxYsaOerf/v+ER0bjZrU1w/0gBBCkEhGuP2OlVx51Xz6ahk2bNugsSlBXV30hP1zXV2UO+++lKuvmU9vX4HAV9iR6u+rq4uM+P7Mnt3CF754B1KTA/qiE5GwLKan0hRGuSIWMjyWrpOwTu7p4vmd5Eo/R9faMPWpCAz8IEOm+EN8v4+otQohwDYXE7evq2bFkAkMfSqoAMffj1Jl4vY1CGESBEUCVcIPelHKQakSnt+JUg5SxsbdDd40ZhC1VtJb+D6GPgldNlF2N1J0XuFYPYBAlQmCIkqVapk8Knh+FyCQIooQI3vGpbBIRt5BsfIqndm/oz7+m0iZRKkyZWcTtrkIU5+DJutIRt5JV/bv6cl/i2T0XUgRIQjyeEEnUXMFUlbfYSEsDL2NQvlXFMpPYxlzgQBdNiNlFFObQjL6DjLFH6JrrUStlbV7143r7ydh31zLRnEVudLjdOe/TTr2XkCQKTyEF3SOul0D5RAEecAjUCWUcvD9bjxh17xDIuhaM8nIu8gUH8DUZxCzr6QqYNmH4+6shbQY6FojQZCj7G7A1Gfj+Yfpzf8HgRp5poXRoJRCqepz6AVd1RASVcD3OwlEBCljiFF4XgRBNZTHC3px/D0INITQ0WQKSXLEWWrOBkIIFjY2cfW06dy3acOIyylgZ18vf/HM0/xi107uWrCIJc0t1EeiGHL8jTJKKdzAJ+84dBeLrDtymKf27GJDxxEO5rL4YwgbE8C8hkZ+Y8nFJEfQF4aEnE02bz7IjTcuYuvWQ6xYOQOlFK+t3TNu5z8vjRNSSqZMaWDKlLFb34WoCgBOnlzP5MmD90ejJgsWDu0aGotZLFo8RKGTYNsG8+e3jbqcEIKWlrpB4SnHM2lSmknHTaI7jmT44UOvEASKD33oGuYvaKuKKB2nJTBpUprX1u7m4MFe8vnBaWRGW9+m5uSgyYBlG8yf3z5gm5SStvYUbe3DG0N8L2DLloNkMiWWLJnSL256ujFNnTmjSK9aXx8bNEkbKdXMBSlaW0dvFBJCEI/bxOOn/sHTdW3M9RgXat/8qu3sxAMOXddG9F4cxbZNFi16673VNFl7/+vHWNmRoWmSqVMbBhgdRkosZrH0JNoKiYQ9SLvhVDhq/Ll42amf0zA02ttTtJ/g/T5h2UnpERkGhyORsEfdV980czZXT52OOkX395BjESNMBxhQrLxMsfISgSohhIlAw9DbaEx+nJi1CmqhA811f0xX9hsc6v0cAlD4CGFTF313f5rGbOkRcqXH8YMeyu5WHG83rn8YTaZIxe4iEbllXH+lLptoTHyKzuzXOND9KaSMYWjtxOyrKZZf6D+uWH6OvuID+H43ZfcNlKpwuPczaFodCfsW6mJ3M7JQAUHUupTG5CfpzX+P/d3/AyEkSvlosp6W1Geodqo6yejb8YNesqWfki0+jEBDERA1V9SEIo+ikYjcSqmylsO9n0aKGELatKb+P6LWcoSIUh//MIqAnty36Mr+A6AQSKL2ZSTsmxBCELUuIxV7H32F+8iXHkOKKLa5hJh15ajbteysoyf/Hfygl4qzlUAVOdz3eTSZIm5fQyp2D0JESMd/HYVDb/4/6c59s7+NIuZy4pHrEdgkIrdRdjZwuPdzSJlACIuYdSW2P7x32KnSV3yQfOlJ/KAP19tDLujDcXegaY2kYu8hZl0+4nMpFLpspiv79/Tm/xWopuCNWCtoSHwMy5hzun7GuKBLyXsXLuHpPbtH7D1xlEylzOM7d/Dsvj0sbWnlisnTWNDUxLS6FK2xOFHDGJOhohqu4dJVLNJRKHAon2NnXy+bOzvY1HmErmIR1w8ITuGb0BCJ8pHlK1ja0jJhtDNCQobDNDUMQ6O+PsbBA73MnNXMkSNDZ7kbC+elcSJk5GQyJbq787S1p5g0OT1I5KQ/NVvFIwgUhqHhOj73/udzrF+/b0zXPKpPEIuduutdVaQ0y/PPb0fTJKtWzyKdjg36AGWzJe77/gtjFjK97LLZ3Hrb0mE1GUKqHDzQy3e/+wx9fcVRlzV0jbe9/SIuu3zowVO57JLNlVAKEonIiMQXTzebNx3g/v96kXJl9C7Z8ZjFnXdfyoIF7Sc/eJxQqir2+cADL4+pfDod433vv2xMhpTzBVPTMM9iXPOFjCYbaa77n7j+kepKtgoQIoKht2Jok/rj8YUQmPpcWtOfx3F34ascAg1NpjD0yYha7H3EXFbVQBiUxUBiGjOOu3aCxuQfIpCD0meOFCE0otYq2uu/gutVdWUMfTJSxHAib8fUpwNgGnNIxd4Lyht0DkOfzFHDbMy+CkObjGnMPME1DZKRtxE1l/d7jkhho8kmDH0SVR0DgSaS1Cc+TCJyM57fgcJFigi61oYUyWPOJ7CN+bSm/xLX21s7Lto/6RVCYOhtNCf/CCd6F17QDQg0Ga/do6rHpxQm9YkPELevwgt6qqEl+kz8oK9Wx5FnCTH0qaRi9wzZXrrWihDVSamuNdGY/BTJ6K/h+VUPDU3E0fV2pEjUftti2tJfxvH2oXDRZQOGPpVk5BY0mepve1OfyeTGb2MZ84eplSQRuRXbWISuvdVfCmHSkPgoCgcpq4bzqLkSUxvCSCp0rFqa3Lh9PaY+vfa8HkWjPvEhVFCopaXdR1f2/xC1LiPRL26q8PzDdGX/nr7CfbSkPsvJDPtnEyEE8xub+J1lK/jaS8+RHWHmjqMoFAXX5fn9+3hh/z5SdoTmWIz6SISWWJyWWJz6SISkZRHRDXQpkUIQKIWvAlw/oOS5FFyXfKVCT7lEd7FIplIhWymTqVToLZcouuMXhpWybX5n+QpumTUHOYE9W0JCjrLy0pmYRlUo/8EHXua5Z7dz6epZ43b+0DhxgROJmkQiJvlchY0b9rNq9Sx0/a2BdxAEHDqU4Uc/WktfX5HFiyeTSNhksyU6O8ZmJctmS/1aGqdKqeTw5JOb2brlEDNnNXP5FXOGDHkIAkVfX2HMdc7ny2dL4P2cwvV8errzdHfnR13WMDVKJZdSycH3A2Ixq9/IVC67PL1mK3v3dBGJmEyb3jhugpSnQuUYUaDRUk5GcCqDB9Onm3LZHfN7oAI1SD8iJORMIYSGoU+uTdBPdqxAEyki1rJhj7GMOSNeSRbCJGIuGbTd87spVJ5DqRN7FGqynpi1GiljmPpUTH2gx9OxE1hTn4KpD05zfDyG1oqhndx7r9puk2rGiOGRwsIyZmMZs092Rkx9MuYJ7oOUMWzzxKFqUtjY5qIB23StHqUCHG8HJWfdSepRvYe2sRTDHpkXoxQ2tjEfhjEqVI0rg9tKO66emkwSt68e9jrVNLGD76MQGra5YMC26v8HbjseQ2/H0AcasoWQAzRVys7r1RS6id8lYl7c//0MghJ9hftxT6P3x3hiahp3LVjEtp4u/nvzxjGFSUDVJ6i3XKK3XM2WIYVAEwIpqgYJWdP4euvo6t9KKYKaJpivAgJ1+vzkUrbNhy++hF9fvJSoHi5+hZwbtLam2LO7muVx0aJJuK5P8whDY0dCaJy4wGlpqeOaaxfw+GMb+Md/eILnnt1OW3sKw9Aol12OHM6wa1cne/d209KS5I47V9DaVscdd67klluXjumasZhFNDq2lacgUGzefIBfPLEJTUoOH+5jw8b9RKImt9+xYthwg3jc5jd/60rK5bFZu5PJyIQSAZ2otLam+OTv34znjT6fuhSCdH2MzZsP8uMfvYplGSQSNrquceRwH5s2H6RQqHDttQuYN69tQoh7zZvXyh//ydvHZGzTNElj45kXbr3o4ml89nPvHlNZQ5fjplsREnI+oFQZx91OoE7sLWZo7SjrkjNUq3MdVQ3RcN846ZGarJvoSSjOGFJEQXmUndcx9PZaBpYKhcqzuP5+6uz3MJG9Jo4ihCBhWfyPFasoeR4/e3Mbjn/qRvFAKQKlGOwpdeYRwORkHR9ZtoLb5y8kbo5fpoOQkNPNmqe2cOBAL42Nif5thjF+ujzhbOsCJx63eP+vX0Y0avLqK7t44YU3cRwPpao6B6alk6qLctXV87jp5sUsXToVw9DG1UI2OqphHL94YhOO4yE1SXtbiltvW8qVV85luPmqrg8vGBgyfliWfkpaL1BdrTh8OMPhQ324ro9SVX2BhoY41123gHfffgl1dWc3W8VRolGLadPOnZRfQggSCZtEIhTcCgkZD3StlYbExzlpCk4hEYQTkJEhiZjLsI3FJz2yGsoz8SfcZ4KItYKYfS19hXuruiHSJggKKDxi1tW1dKLnDu2JJH+06nI0Ifjpm9soe2fe0/B0oAvJ8rY2Prr8Uq6cMjUMEww557AsvSYen+pPIz8eofpHEWpi+KpPiEpcyLiuz6FDfRw5kqFYqOAHCl2XxGI2DQ1x2trqME39rK9WK6Xo6c6zdeuhagYGU2dSe4opUyeGm3/IqVMsVti/v5ee7jyViksQKOyISUtzkslT6ofMtBESEhISEnKh4wd5Ku6Wqm6I8pCyqhti6bOR0uZcNOR0Fgv854bX+f7G9XQWC+fshEEKQXs8wbvmLeCuBYuYWpcKxS9Dzkkeefg11r++l6nT3pp71dfHufmWwaGPxzGiBz40ToSEhISEhISEhISETDiq2TI8ntq9i+9ueI3XDh8alzCPM0lbPMHK9km8d9ESlra0EtXHljkkJGQi8IOHXsFxPGbNakFq1ec4GjUHZVwcgtA4ERISEhISEhISEhJybhMoxaF8jp9sf4OHt21lW083ru9PyAmEAExNpy0e5/oZM7lxxmwubmklYoQCKSHnPi+/tJO1r+7GtHS0mnGioSHO298xvAB1jdA4ERISEhISEhISEhJyflDxPA7ksjy5eydP7dnFtu5uukvFmtjl2SVmmLTEYsyub+DqqdNZNWkybfEEUSP0lAg5f9i27TCxqEkqHevfJqUgEjmprlJonAgJCQkJCQkJCQkJOb9QSpFzKqw7fJh1Rw7x6qGDbOrsIFsp92fmOB2TC0FVXPpoatK0HWFWup7FzS0saGxiXkMjM1JpLD3MORByfvKv317DyktnsmTJyVNeH0donAgJCQkJCQkJCQkJOT9RSuEGAZlyme5SkV19vWzu6uCN7i46C0UKrkPRdan4Ho7v4/o+XhAMMGAca3A4anQwpIahaRiaxNQ0IrpB1DBoiERpTySYma5ndrqetniCuGmStGwsLRTsDjn/+fnP1pNKRVm2fBq6Xs02IwRIedLEBKFxIiTkVFFKEagcxfKvcLztgIZtLiVirUJgXVAfIaUCsoX7cbxdA7brWivJ6O1oWpiq9Uzh+71kivfj+z0DtpvGLBKRdyLlxEi1eiZQSuF42ymWf4Uf9KHJBmKRazG0qQgRZvAJCTlX8IMc2eKDeN6hAdsNfTKJ6LvRZOIs1SzkWJTyqLibKFaeJwgKGNokopFr0WXLhBsTlVyXzmKBrmKRbKVCzqlQcB3KnocXBP1GCikEmpToQqJJganpRA2DuGESNQ0Spkm9HSUdiWDp+jmY8yTkRARBgVzpERx354DtmtZIXeweNJk8SzWbmKx5agsPP7yOyZPT/aEcTU0J7rhz5cmKjujVCX2OQkJOQKD66Mr8LdnigwRBDhBoWgP18Y+Riv82Qlw4k0BQZIs/olhZM2CrZSwhFrkBjdA4cabwVYa+/HdxjzMUxezriNs3ARfGc6mUouy8Qkff56m4W1HKQQiLXOlHNKe+gG1edLarGBISMkICVSBb+C/KzusDttvmCmL2TaFxYgKgVEC+9DO6Mn+D6+1B4SFFlEjpclrSf46hTz7bVRxAxDCYWpdial04PgkZnkAVq+Pb8lMDtpv6HBKRt4fGieOYOq2RO+9cMUDnJR63x+384bJSSMgJKDsba4aJPsAHPHz/CH357+D5h05WPCQk5DSiVJFM4QHKzjqUKgMBSpUoVV4lW3gApc6tdHMhISEhE5kgyJAp3IfjbUfhAAGBylMsryFfehSlgrNdxZCQkNPM9OmNXHTRVFJ1UeJxmwUL2lm6dNT6E8MSek6EnBaKlRfpznyVQBVHUUogMBDSRpMpdNmEoU/HNOZg6JPRZD1SxM+oq7bjvlGb9AzEC7pw/QOYxswzVpeQkJCB+EEOx3tziD0ejreHQOXRRN0Zr1dISEjI+YgXdOB6gxdmFBUcbwdKVS4wj9KQ0eB4e+no/TR+0DeKUgKBjhAWUibRtUYMfSqmPhtTn44mG5AyiRDaaav32cIPMnRl/oqys34ER9faSdpIEUfXWjC0dkxjHoY+Fb2/nU596r9/Xw8P/3gtjusjpaBUcrj5liUsWzb9lM8NoXEi5DQRBH2UnXUEKj/GM4j+PwIdQ5+Mba0kZl9L1LocXWscx9oOT6CcYfYo1LD7QkJCzgwBSrnD7PMg9JwICQkJGTeU8gBvmH0uEHpOhAyPUiXKzuv4QfcYz3BUskAi0NC0RiLmCqL2lcTsa9G19vNKa6qq77KNsrN2lCXFMX8kutaAbS4naq0mal+Fqc86JSPFM89sY/7CSVx11VxAsHNnB48/tjE0ToSc7yiO6qQqfBxvB463g3zxZ9jmRaTiv0nUvuq0x4EZWjsCfZBiqxRxDK3ttF47JCTkxEgRQddahtqDrrUgZfyM1wkgX3qsttIRYOjTSETegZSxk5YLCQkJmchosg4p00PtwdAnIYR1xusUciFxdDTuo/Dx/IPkSj8mX34Cy5hPMnYXicg70GTDhBNnPbO8NYcCH88/TL70UwqlJzD06cTsa0jG3oNpzEaO4Z31PB/bNggCEEJhWQZBMH6GydA4EXJOEagMxcqvqLgbqYv9FvWJj6BpQ30oxwfbWoZpzD3OaqkTj9yCrk86bdcNCQk5OVImidnXUSw/TaBy/dt1rY145FbAOON1ClSFvvz3KJSfBlRtRed6JKFxIiQk5NxG11qIWpdRcdajqPRvN405xOzrgPPPtT5k4qNUkbKzlor7BhVnA/WJ38M0Zpztak04FA6Otw0nv5NC+SlS8Q+QjN056oXei5dN44nHN/LG1kNomqSjI8vKlePX3qFxIuSMIrBOsJqpUMpH4aFUheFcB0HhBz305v+FQGVpSP7BaQvzMLRJNKc+R2/+u1TczUhhE7WvIRX7DaQI1XtDQs4mQmgkou9AqTK50sP4fg+GPpW62PuI2teclZUT19uF4+0GauEmarh+LCQkJOTcQgiDVPwDSGmTLz1OoApY+nzq4r+OZSy+wFerQ8aOXpsgD/X8KBQ+KJ9AVej/tg51pCqQKTyAH/TRlPpTDG3aefpMCqSsQwwwBioUCpSPwq3No4bzZvBwvO10Zb5M2dlAQ/KTmMZ0TpbpUymF43gsXDiJeNxm165OUIpLV81i5sym8flphMaJkDOKJGKtIp34yJB7FS5BUCAIMrjebhxvDxV3C55/kKFesKpS/70Y+lTS8Y+clg5ICB3bXEFremE1nlIIhLARWOdphxcScm6hySSp+G+QjN1Z1ZgQOlJEORsreApFxd2K73ec8WuHhISEnAl0rYV04uOk4h8AFSCEiRCR81KQMOTMYBlzqE/+Qe3bfTweQVAkUDlcbz+OtwvHfaO2CDCU8d8lX3ocXWujse5/op2HC4lCRGiq+9/oWvsxWwOUcghUDs/vxPX24Hp7cbzteH4HDApQh0DlyBYfIFBZmlKfPakxp1RyeOZX27j2ugVEoyZNTQkWLGhH0+S4zolC40TIGUXX24hHbjjpcUopApXDcbdTKD9NtnA/rr+P440USpXJ5P+DqHXZabPaCw7+MTQAACAASURBVCER4uzEroeEhJwcIUw0YZ7taqCCCmVnw4AQk5CQkJDzCSEEAgtCfYmQcULKFDH7ajR54uxaSimUKuF4uylVXiBT+D4V9w0GGyk8csUfEjFXkoj+2nm3mCiEQcRahWXMHfYYpXz8oBvH20Wp8iK54o/7M+oMxCNfegwIaEp9HkObOmx7VSoer7++lyuvmseBA71sWL+P+fPbx719zx9J05DzCiEEmkxim8upT36clvq/JmKtGPJYx9tNrvjwgPjHkJCQkDNNoDIjTPkVEhISEhISMhqEEEgZxTYXkor/Bm31/z/xyM0M5SnpB33kSj86hayB5zZCaOhaMxHzUtKJj9LW8I+k4h9Ek0OFwXvkS0/Qm/s2ShXOeF2PJ/ScCJnQVC30NlHrcmRdhCO9f0LF3XLcUR6F8i+pi7//PI4vCwkJmeh4/hEq7qazXY2QkJCQkJDzGiFMLHMhTXX/G6XKFMq/ZGDoQkDZWU/F3UTEXHXBzg2OzqMsYy6NyT/GNpbQlf1bXG/HcUd6ZAv/jW0sJBm7a8hUo0IIurpyfPtbT5HpK9LTWyCfLyOFoKk5yV13XzoudQ6NEyHnBEJo2ObFJGN305X56iDLXsXdhusdwNCmnaUahoSEXOiUnY0EwYW5ShMSEhISEnKmMfQZpOK/RdnZgB90Dtjn+UeoOFuJmCsJM8mAlBHi0bchhElH3xfw/AMD9gcqQ2/+37GtSzD12YMMOtGoyV13X4pT8Wrim/QfE4+PX5hXaJwIOWcQQicReQeZ/H043rbj9ro47lai1moulA5IKUU117MHKqiqGQ+wGgsEAtBqQlUaML6iNecSSgUo3JqS8bFtJRBIEBoCnWp7nZk2qt5DF6W84+okEWg1y7U+TH0uzPs4Eanex4BS5QXAP9vVCTkNHL3H1T7EQ/XrHx3bfxgIIbnQ383h+zVR69cMhu/XQoai2qYeSnlUv/tv6W8JJG9953VAXJBt2z8mUi7Ht1H1myqP+aae/qj2E92zt96FM1ef8xUhJFHrCmxzMYXyUwwcB/s43jYCVUIbR+24wc+aYnA/NzHvrRQW8chNeH4HXZm/JlCZAfsr7gbyxZ9Qn/wEMFDLyzR1Vq6cedrrGBonQs4pNFmPbS4ewjgBrrefodRoh0MphecfwPF2jaEeDVjGnNog68yilFdV4vX347jbcdxtuP4+PL8LpQoo5SKEgRA2UiYwtFZ0rR1Tn4WhT0XXmtG0ZqSwz3jdh8IPcjjuVgJVHrRPijiWuRA5RuGtqnhSGdffh+Nup+ysx/F24PlHCFQBVIAUETStEUOfhmUswjYXYujT0GTqVH/aCeoV4PlHcLxtlCqv4rhbcf2DBEEBhEQTSQx9Cpa5GNtchqXPRtPSx5xBHJdC6vwkUGUc9w38IDuqcgId05iJrrWcppqBUi5+kCUI+vCDXlxvHyXnFY7vg/ygj1LlReRJhL6OR9daMfVZE25gM1r8oI+Ku+04ES6BrrViGbNP7dx+LxV3S20C/Na5DX0ypj79pOVdby+ut69/0iDQsIz5aFr9gOMCVcZ1d1N2N1J21uJ4u/D9bpRyEMJC0xqx9NnY1sVYxmIMfeqY+6xzGaUC/KCLiruNsrO2mm3LO0AQ5FECNJFA1ydhG0uwzWWYxhw0Wd8/ka7+PfZ+zQ8ytWft2G+JQNeaTygcN7Jz91FxtlQXA47B0CZhGqMbrAdBnrK7ecA7YWhtGPqMITJeKHy/D8fbQdl5nYq7GcfbQxBkUapSff5kHbo2CdOYhWUsxNCnYGiTECI6aiNFEOSpuFsJVGlU5YSwsIy54/rdDFSl1v+/NXnSZB2mMW/A+1UVUM/iuDuouBspOxtwvb34QW+1jYVWa6NWLH0ulrkE05iLobUP6bp+qlTHaIdwvJ2UnQ047jY8/xB+0IdSTv83vtoHLsAyFyJEZMTnt4w5aLLlgjRADUdVh+IiiuVnUTgD9nnewVqfMBbjxMA27hfr93ZScTZUnzV/L77fW72G0NBkEl1rwdTnYptLMI15tWftzM8XhkMIk2TsdkqVF8iVHj5uryJXephE7N0j+o6eDkLjRMg5hRA6hj70gNYPehiNcQICcsUf05n581HXIx65lZb0V9C1hlGXHQtHrbSOt5N86VEK5aepuJsJgt5RnKWaF9nUZ2Ebi4jaVxC1r0WTidNV7RNS7eTz9Oa/RW/2nwnUwAmoEBHqEx+vDipHOdA/unJXcbeQLTxIobymZoQaKu0Ux6TNrk6aItZqktF3E7UuH9MA70T1ClSOfOnnZAsPUnLWDis+VHJehOIDaLKBqHUldfH3ErFWIYWNQEfIoVJunV/4fidHej9L2Xl1VOWkSNKc/iJ1sXvGrS6BquB5+3G8nTjeLlxvN663H88/iOsdGLT6cJSKu5GD3R8d9fXqYr9Oc/pLCCaGEXGslJ2NHO75FJ5/+JitGnWx99Na/1endO6Ss46D3R897h3SqE98nKbUp09aPlN4gJ7s1/vFlIWI0Jr+CsnYHUB1su16u8gU7iVfehzH28GQ3xgXivwS8jqmMZt45FbqYu/F0Caf88alkVA1AhcolH9JpnA/pcrLg/rzfpyXyfFDpKgjal9OXeweotaVtcmZhhSxMdej4m7lUPfvHeeqLElG76Kt4WtjPi9AxdnE/q4Poo4T10snPkpz6gujOpfj7eRQ9+8OeCeS0ffQkv7z/sxgCoVSFUqVF8nkv0+x8hx+0HXScwsMDH0G8ciNNCT/aFST3mrd9nCo+5O4/p5RldO1Vlrr/56YfeWoyp0I3++lo++LlCrP92+zjaW0NfwjpjGz+tzhUKq8RLZwP4Xy07U2Gn4cmAMEFpa5hETkNpKxO9Bk87h846uLDofJFn9AofQ4ZXf9cYayIeozaGJ4clrSf1P7tp3/CxQjR2Dos0AYoAYaJ/ygj2HHfic7qzAB2T+mLFVeJVO4r/asDZ2ec2CtTCxzMfHILSSjd6FrLRPmmyBFHXXx36BQeZogGDh+cb29FEpPYcR/+6wYwULjRMg5hhw21dD5m61D4fkHyRUfJlO8H9fbfdIP3nDnCYI+ys6rlJ3XqHhbsa0VaJwd40SgMvTlv0tvbrBhQpNp0vHfIZX4IFKObrCqlMIPOskU7idTuLfmUTPSD5PC8w+RK/6IYvkZEtG3kY5/FEOfeso53JUKcP199GS/Tq70U4Kgb0Tl/KCbXOlhSs4LpOK/TSr22wiho4mzc98uVAqlx+nO/h2e30GgirV3cDTG0JCJjlIeFXc7AIFyKJWfpSv7t7UMLO6JCwPg4bhb6XV3USo/R33yU8TsqybUitl4U52QHaIn90/kij/GD7oZyXsRqAz50s8pVV6hLv4+0vEPIDCRMnn6Kz0B8YMeAlVGEq8Zsfvozf07mcK9eP4hjk+jPhwKF8fbhuvNP70VPku4/hG8oAuTmfhBD5nCffTl/61m6BlpG1UoO69QcTdTrLxAQ93vYxsXn9KkUSmHYuV5erL/QMl5FTVKz5OQU0eTdQjkoN5H4aDUyJ6N45EiihCSIOgjU7if3vy38fyDjPxZc/q9yEqV56lP/iER85IJYaAQQmAbi4hZV5ErPTJgX6CKFCvPkozdjiZG5/U5HoTGiZBzkOGseGN5nCe2W5xSAY67la7sV8iXnmRkA+SREBAxV5yVTqe6ylakN/dv9Oa+QaByA/ZLkaA+8QlSiQ+POvSkGqqzj87Ml8kXf3YKBqsAP+ikL/89Ks4WmtN/hmUsGbMFWSmF6+3mSO9nKFaeYfS6BNUwkO7s3+P5naTjHxp1mEDIqeEHGVxv/6DnNeR8wsPx3kQpn0LpSTr6/nSQYNhIUFQoOS/R0ftpmlJfIB658bS4j59tqv3tQTr6/ox86eeMfnWyakjuzX4DzztMQ/L3Tms43UTGD3pqE1pFEPTSlf1bMoXvj3mSG7UvH7tRbAIPi/ygG9/vwA8y9OS+QV/+31CqOKZzKVWkUH4CP+iiJf0VLGPBmL7xSlUzxh3p/Ryev+8ERx577tCwPf4Md++0E+w7MVJGCYIimeL99OW+WQ0HHgNKlSiU1+D5PbTW//UpjSfHE6mlidrXkC//8jgPREXF3YzrHUAayTNe1/PvaxlynhPUXLQGUw1PGM0LJDCNecQj76jGjassSjlVgRvloHAJVKXm7jQ2q+upoFRAqfIinZk/r63cDT+hFVhIGUUIi2pHHFTFyFSxFjs6sP6abCJqXz1ql8/xIAj66M1/p+YxMXCip8kmGpKfJBm7ZwyaGArX30Nn35fIlx5n8EBZIEQETaaRItY/cFPKJVCFWnzq8YOcgJLzMh29f0pL+i8xjfljsnj7QTedmS9TrPyKoZ8lA11rQIpkzY2wuhITqBy+39NvZFGqTKbwfd4SOz2/kSJGzL4GTdYTBH01jwW3thLi1u5dfsyD09EghFU1CKlhPGhqYUqD31O96qo+yo+7FFEm9CzhvKSqQ1QoP0FX9q8HGCaqq/ppNJmo9bMChUcQ5GsTy8HPoOvvpbPvi0gZH1d394lCoProyn6VfOlRhjZM6GiyAU0ma212tL/N1frb6sRb4fxf9t47TJKrvNu+z6nUuSfP5qRN0q5WOSMJkAjCwgibbGPzIoMxwdgYv8bZ2H4dsHH6HMnYJhgMSEQJBAgFkFhppVVc7a5Wm+Oknk7Vlc73R9XOzkz37M5Mz+z0zNZ9XXvpUndP9anqU6fOec7z/H4UK3cghF6n6XCu4Pth5kQQlBko/guF8hfrAhNCJKNnlwkIUF74N6rM6OuvyS4sYzPTSfvXZDuZxMtxvOfxgwJKVevH3GB4DjNVvWjRdICh0mfH3XcSTbYhZR4pkoAEfAJl4weD0Vyufl/ddp6gf/gf6W3/02noFCls5zFOFD7SIDAh0LWlJM1LSFiXY+orECIV6WAdxK49RtXZGmV31s/vNNmBjOYrutYTaYksI2VdRfxsqMcPCuNER0OkyDSR+apRrN7JUPGT4wITYRa3lG3RXFXjVF8bmmDdoKi5T9FX+Dt62/8CQ18yzTbNHAJB0roSXXbh+mMDL653ANfbh2Vs5Gz3tzg4ETOvUMqfcCdL1xYzlRtICEkm+VIyyZeOHDtQJYJgOBK6K+L6ezkx9BeTqvWcWRSOt5MThT/DdrbTOMouMfTVpKwrsIwL0LVlaFo7Ulgo5REERTz/GK63n5q3k5rzNK5/AAhImJtJGFvOejQ0CMoMlj7JQPHf6ybzmuyiM/ebtGV+YVo7Pr4/SH/h7xoGJoRIkU7cQDpxEwljE7q+DCkzgCAIhnG9Q9ju45Sr36Ni/3jcxEtRdR7hROEvWNTxt9HkZfLXLQiqDJU+S7l6D40CE4Z+HtnUq0knbsTUz4vKllS0U7+PqvMopcpdVJ2thEEnm6HSf0ftX9hoWgdd+Q8CUcYNNYKgSBDdn74apli5g0L5y8y2S0bSupKetj9lot3hICjSN/z3eP7BMa+bxlraM7+CNsV0dUNfEbnHxJxNHPcFjg/+cTRWAmhY5iayyVeRNK/AMFahyXYEOoGq4Hr7qTqPUqzcSbX2COP7h+vvY2D4H7GM9ehaz1k/n9kiUDUK5S9RrHyDRhl9uracbOrVZBIvwTTWoslQZDQIhnG8fdjO45Sqd1GpPQR4KBwK5S9P+T5ZKPhBP0FQZLj2EEOlz416PgpMfR1J60osczOGtjR8RggdFVTxghO43j5q7jPYtcdw/YNYxiYMfem0nu+GvoSe9g8DJ7McqwRqGP/kuKuKDBY/Rtn+EXO1+z9cuZMgKIzS/xAY2jIyqVeSsq7F1Dega90IYaFUFc/vw3afolz9PqXq3Q30gXzK9j2UqjfSlnnLlNriBwUGi5/AcZ8b945GyrqGzvwHSJpXNFwcq/QvYbtPMjj8bxSr32Hs2CFJJ19GV+430bTec1Jgd6p4/iFQ9c9nXe8ZCY5OlZr7LLbz2JiNNF1bQib5SlKJ67D0jehaT9TXbLygj5rzNGX7BxSrdzXQhQso2z+kVP0u7dm3TatNM42pr0LXFzfQmfFwvF0obkKMc+2YbeKZT8y8IlBlbPfJBu+ED/AwUj49hNDQRB5N5jm5NHa9pUiRPOvmgJ5/nP7hf8R2nqR+AiAx9fPIp99IOvkyDG1xpMvQeCKilE8QFPCCE9TcHVTsB0hal531sgDfH2Sw9GkGi5+oC0zo2hI6cx8gl7ptWoGJQNUoVL5Csfotxi8OTGMjndn3kUpcjyY76yZsUutG17pJmFvIJm9huHIHg8WPR3WFJ1GU7fsplL5IR+49k26jUgrbfYJC6XMoxuuE6KQT19OZ+wCWublu8qGPtOsSMslXUij/D0Olz0YPO4cgGJjcxVkgCCEQJJBaArTukddr7rOcjai+qa/A1FdM+L7n90X1qGNf12UXmeTL0Ee1OaZ1CVSBwA8XL0IkyaffQnvmdgx9WbTAONXXNJFDMzdjGeeTTryYQum/wnt0XOpv1QlF1Nqzv7pgFhmOu5Oh4vidawCNpHUFXbkPkjAvRcqxGXCa1klS6yRhXkwm+XKGK19lsPhJ/OAE4EaaFecegSpRse+jUP5SpMEkMPSV5NNvIpO8BUNbipRJGo11oUZFAc8/jl3bhhAJNNm8WLcQAiFSSFLo2qKR10vV70TtmJvghDvKYU1gkk7eTEf2V7HMzQiRGJNVKEQWU2Yx9FWkEzeSSlxDf+Ef6hZiStkUK18nm/qZCXXNxqNUgF17LCrVHLvxkDQvp6f9LzD1NRNmWwqhkTC20N32+wTKpmz/gFNB9gC7tg0/GMLQl0+qPecySjnYzhN1Th3h2mDNtLOER88DBQapxIvpyL073NyT4/taBlNmMLSVpBI3kLKuo3/47yMh5dG4FKtfJ5e+rUXK2HQsY0NkhT4Wx90NygURBydiYiakWnsYzztY93po27Pq7DdolihV76ZUuYv63WCNlHU13fnfxzI3MRmveCE0NC1MDzT1dWSTP8PZ9kE/lTHxH3XuFLq2lK78b5NLvZbpDkmOu5NC6b/q0mANfRW9bX9G0romOt+Jz1kIiab10JZ5G1IkOT70Z+Pa6lKo/C+Z5CuwzPMn1S6Fy3D5S3jB0br3kuYldLf9Eaa+/rS/hRAahraCztz7EUj6h/+R2c4SiImJMcilfp6u3AeQsm1S92hH7r0Eyo6Ckaeyr5SyGS5/mUzyFkx9bUvUGjeDQjFc/jKuv7/uPcs4n+78H5AwLznDNZPo2lI6su9CYNA3/NGzUp7VuigGiv8W7dAKLONCutv+kJR1JWd6zgsh0ERbaLOprwVUSwjuzT46meQr6G77Y3Rt8SSuUY5s6jaUcjkx9GfjykoVjreLmvMMqcQ1k/p2pWwqtQfxx+2OC5GkLfv2yAr6TPMzia4tpz17O7azPXKACHG8FyhV78YyNo6Ue8Y0pubuoOY+w/iAmRRZTGMDgmZFiSXp5E30tP0punb6rKSwr2XJpm5F4XN88I/qsnUcdw+2s5104sYm2zUzGPrqhq97/uE5KbU7F0avmAVAKCh4mEL5fxpoTgiS1lXo2qJ5P+kDovP8UoOaThEGJto+jGVehBDGlM433AWRCKE37TwxFXx/gIHiv0UZE6MX+wJDX0V3/vfJpl4z5fM5SaBq4UTZG7sTImU7nbn3k7SujCZqZz62QCCFSTb1s2SSr2D8EOl6BxmufiPUJZkEjruDiv1g3etS5GnPvmvSC5Uwa8Akn/4F0okbJnUuMTEx08cyNtCRfReadvrAxEmEEGiyjfbsO7DMLXXvO94eKvZ9zIV+0UzjuM9TbnAuUmRoz/4KCXNyYm/hM8kkl34dmeTLOdfHtZOLZVPfQE/7n5Cyrp7ic/HkM376AoDzCcu4gI7cr2PoSyZ9jaSwyCRfRcK6nPHXyPP7qHnPTdrZIVAVqg1sri1jA8kzBOdGE7omXEjC3DzuHY9K7Sf451iW5FTxgyGGy1/B9eqDpaZxHgljU9NrA1NfT0f2/VEG3WR/V5NM8mZS1jWM72t+MIDtPD1tF5GZJiyLr8fz+1ANSmVmmzg4ETMvCEUUP9lwcidljkzyFciWSI9qDqUCKvaPcNydde/p2iI6su/FMja0VBBGCG3C2vggKDFY+hQDxX+vsws19DV05T9ENnVrU/VsrruHsn0fakzdsyBpXkYm+applIkIpMiTS70aTbaPe8+hYj+I5x8741GUCijb9+ON2gk5efxU4kWRqNXkh2AhBLrWSy71WmRsIxoTM4toZJKvxNBXMdVFnqEtJZ9+HfVihIpS9R6UGp92PL9QSlGtPYTr12cwJqxLo53AqWXAabKLXOq2BuPtuYcQCdqzt0d2g2dvE2G+IbDIp9+IZayb8t9qsp201UgQ3MX19qHU5MQ+A1VsuCC2jPOnXDYrZBLL2FT3uuM+hx8MN/iLGAgtn4fLX6FQ/hLjM0oFJunEDeja0qa+I9wYegOWOXV7XinaSCVuCEWxx+BFfW18ue/coEeaQOMJVHVObHHj4ERMy6JUgB8UsZ3tHB/6cJi2X1dPBinrOtKJm1pqwT5dgqBA2b43Uv0fjUEmeQtJ66qWm7AIzDpnDaVUlDHxrwwWPz4uXVeEO0Ntf0g2eUuUyTFdi06PqrMNx9szrk0G2dStkYPL1BEiUjDW6tWUnUgpXKnT19sGQQHb2Vb38JEiQzrxUqRsn/J5CyFJJa6Pa1BjYmYRKbOkky+ZZmq8RtK6ErNBmqzjPY/j7W6+gXNIoEpUnUfqSjCESJG2bkSTPdMY1wQJ8zLMaSw0FxpJ80oyyZsWpPXsTGIaayPHsalvbIT97aKGjmCef7SBPlRjfH+gYbBR1xZNWVtGoDXcvQ6dH2L76tEopQiCKjV3F/2Fj9I//A8NRE7BMi8gm3pt0yVOhrGadPIl09ILCvvaFoRI1b3nBcciN725J9Sta0QwJwGUePSLaQmUClB4oTJ0MIznn8D191OtPUzZ/lFktdRAhTeq1dMWgHOBUgov6KPqbKt7T5MdZJM/g5StJ6YmhImoC06Uo4yJ/6iLulrG+XTlP0Q68eKmAy2BqlCtPcz4vqFpXSTMi5s6thRpLGMttXECrIEq43i7SFpXcLoh1AtOhGJC49BkBynrimkHZDTZjWVsbFhfGRMT0zyWvg5dLjrzBxsghMDQlmCZF9YFIoKgQM19hoR54Uw0c04IgiFqztN1r2siR9K6uolxrQPLOJ9q7VEmcsRZ6AiRiKyTezgXyjKmj8QyLzitQPGZCN1M6udTQTA86TT2cNFW/wwOMzKmOreRdeKx0bcQnMNaLGHZgx/Z7Jbwg35c7wC28zhl+/s47u6Gm5aa7KAt8/aGQeKpIbGMDZj6mmkfQdeWIEWiTiksDDpNrkR4NgnHbI2TdqhjCSZdxjyTxMGJmLNIQMV+gEN9tzd8TykfpWwCVcL3B/CCE6dNJ9K1ZXTn/y9J8zIWyoPc9faOc4kIsYwNc+I1PBnC4MRJD3sVleB8ItKYGP37SSxjM91tv0/KunZGMkCCKLNmPJaxYQZUkCX6BJMfx92Dwp+wnCXMHOkbZUd4Cl1fiq4vm3arhJBY5mao3EEsjBkTM/OYxvqmrHqFyGAZGyhhjpk4B6qM4+5CqWBeChYqpfCDwbpMNQBdX4TRxGJRCIFlbEIIc05qnFsBTbaP0kiKmQghkiSMi6bl7HXqGEbD3ewwE2KSOgDCoLF7Si06xlTmOAHBBDvU54KltOM+x5H+9zX4TVW0NqgRqDJ+MITvHx8nZjoWKdtpz9xOdlplvWMRwpyZviZTddM1pWotozkRMtH64uyvOxZ+j49pKTz/EKXqoaaPY+ir6Mz+OpnUrQtKxdhxd9EoEp8wL0LI6VkhzS4izJqIJlNKVRkq/zeDxY/V2eklzIvozv/ejJamuP6hhmJRoZpys9crVPduhBccAxWcZswO8PwjDdPhTH1N05ONcDeg9QJVMTELAV1b3DDle7KE2RMrEDKFCkbv6gVh2riqIMT8zPYL21+/aWDoq5u2STX1lQj0czYfTMpcUzu05wpSWJjGec0epeHcUREw2YxETbY3XLR6/nGUqk1pQavw8bwjda8LkUTKxvOQhYQfDFC272n6OJrsoj1zO22ZX0LK+uDTVBGYmMbaJo8hEDQaGyff12YTpVQUJGkUFG58n8w2cXAiZh4hkCJDyrqG9uy7SFqXNR0VbTWcUf7do7FmxAppNhCh0I8itNAr/w+Dxf8YF5iQJM3L6G77QxLmpTO6KxQKCtWn9FVrD3Ns4LehqSCIwnHrdwghTP08/UMlwG2QAQNEehHNBRZ0rReBNicWTzExCxsNTeuEJmv+dT0McIzfF/P8fgJVRjI/gxOuN8G4pi1t/pppveEzfe7n63OCLrtPU/sdcwqjoR7U1GnuOazJdgxtBZ4/1iq85j6FHwxOKfsqCCoNs0BNfTXaORCcaBYhEiSMi2jPvp104mbkDG3mCaE3LagZHaj5Y8wiE9k4C2TD8qfZJg5OxMwDRFhnb24km3w16eRN6LJnQaY+ev54ZwcQwkLTumhN/VoZTaY8SvbdDBT/uS6TwdCW0pX/3cj3fmbPwfdPNFygO94uHG/XjH7XaMKAyMQzaEVQ531+Ek120OykSIgkQiQnrSoeExMzOYQwkSKFaHbhItoaBpQDVZzX9+1Etoaa1oFo8hklRAIpUvj0N3Wc+UroONbai5hWQEqrqbKrGWuHSJO0rqbq/HTM6zV3B9XaTzH0ZUzm91RKUXW2RjpSoxEkzEtiF5vTIEUey1hPOnkz2eStGPryGRWTFcJcEJp2Z2KicV2IFLLpLOSpEwcnYs4y2mmyHcTIPylMNK0XS1+HZW4mYV5Mwrgg3NFawATBUN1rUqSRItmSbiQCgRBJyvZ99Bf+Fs+vT0sMVAXX30eSS1FKzuh5+MEQqLOvu6DO9J0qIAjGO66EzESKpkBHyhSBX99f4rRMhQAAIABJREFUYmJipo9Am5E0VinTDTO3lLLnRGBsppio1ju0N242+Kw11AE4V1hIJaqziSCJmLLg5Cy0QyRIJ29kuPLlMXMfpaoMlj6BaazFMjaftoxVKR/H281g8WN1C0RNdpFJvhxRZ0O5EDld+YA49Rk0NK0LU19DwtyMZV5EwtgSZV3N/Abe9MRN5x/js39OomvdTWYgT484OBFzFhEkrcvIp9/S8D2BHmYJyDY0rQMpMkiRQspMFNBovcX5TNNoRy0csFv3VnXcXVTsBxuKpAH4QT/9hX9Akz2kEzcwkwO9UjVUi+YANyo3gZO/Z7N9WbRomU9MzHxHMBNZauHuXf1xlHKjuvb5yayPawusVHMqNJutc67QKjarQggSxhYyiZczVP48o50XbOcpjg78Dh3Zd5K0rkDTuhFYI5szSjl4fj+28zhDpU9RrW1lrBCnJJN4KSnrupbcmJppTH0NbdnbJ9il15HCRMocmuxEyuyptcGoazobhPpgC//6O97ehq/r2uI5EWRtjTs85hxBYOiryaffMNcNaVkaT1ply5awKFwq9o9QZ7BDcv199A//LbrWFe0kzMxgr/BpXF6hz+rOyuR2uBoHTWZkAirEiAhpTMy5y2wFJlsz4NkazOa4xoyJJccsdFpjwShlmrbs26l5z0W25ifvD5+a+wRHBz9IwrgQ01iLpvUgo3JMz+/D8Z6n5jxBoMZnWQqS1hW05941I6KO8wFN6yaXug1N5ue6KecgAY77XMN3TOO8yJXm7BIHJ2JiWohGu0ZKeWcuI5hDRgcmhEhgGRsJgkqk+XBqIms7T9BX+Bt62v4UQ185IwGKxhk1go7sr5FLv7bp40/8vakzuoFMtAM4czZ58QIq5lxHMWnbv0kfMZiRUrGwdKO+bULoTWszzCUTZWzNyLimaDFrvVOoWehrMQsDU19Dd/5DHB/6c2zncUa7HihlU3W2UnW2AlokZD2RMwKAQcq6hq78hzD15lwiYmImg+sdwPUbuShqmPp5ceZETMy5jmzou12J/JBVS6f36doi2tK/RC79BhxvN0cHPojnHxz1CZ+y/QMGiovobvs9JPmmzycUrpPjlukKTeYw9fVzl3EixITBi0BVCBdVTZx75PsdE3OuopQCPJixYN/JA3sEyqbZezRQlYZBjtB6ef6WLkxkaR2oKuHivZnMh2DCspG55FRfm79aITGzhxAaSesKFnV8hIHixyhVvtkgGwLAj7I9G6PJTnLp19GWeRumvnL2GhwTE6GUwnYexff76t4ztKUY+oo5mUfHwYmYmBZC07rrXgtUBT8o0PSCdpYQWKSTL6Y9804S1iVIkUDXeujK/SbHC39KEBRGfTqgWLkTXeumI/vupoWeNNkd2teNW6j7wQBKOeFCYA4QyAkVtkMXj+ayHhQeQVA+8wdjYhYsiiConLGkbOpHdVCqjFLNub/5wVDDtoX10mffmm2mCN2G6vGDQRRBU08ohT+h4OZcEwTVGe9rMQsJgamvpyP7boKgRKl6F6eyI07qz7icnMcJjNCdRmbQtR6S1rVkk6/AMi44p0VhY84ugSpStn/UMJhmGhtCi+g5IA5OxMS0EEZD7+4A199H+KBrPTVvw1hNV/73sIx1I68JoZNNvQYvOEb/8L+g1KmFdKCKDJY+ja4tJZ9+XVMK5Ya+FCEM1Li1vusdQqkqMDfBCZDoWk/DdzzvMM0GJ4KgGO1UxsScq/h4Qf1uT/MovKAPhYNg+kEE3z8WZWCMRZMd83rxocvehq97/tEwU6SJ6EQQlKLMslbDxw9OzHUjYloc19vPwPA/jQlMaLKTXOp16PqiaEPBB/QwKCE7MfRVoR7FDLh4xcRMBaUUjvscZftexs9JhUiQtK5AzpGNbRyciIlpIUxjfcPXbeeJKBOg9YIT4Q5A/SReyhRtmf+D5x+lUPoiilPpukEwxMDwP6NrnaQTN09bBM3U1yBFmoCxlpo1dye+GkZjrvzBtSjirDO+tjR0NWmudtn1DhBrTsTMBxoLJaqmd6GVcvC8/U0dYyI872AY3JxmhoNSCsfbhwrGBxAFuraoYfnefMHQl9FoXHO9PdEYP/1z8/yDTZXpiBE78rE039dc3FnqazHzH6UUnn+QE4U/p1T9HifvDV1bSnfbH5BJvBw5QTlUTMxcoVSZQvlL+A2C/Lq2mEzipXNWSj5/VZliYhYgpr6u4a6a7WzH84/PQYuaQ5M5OrLvI5W4kfHDjevvo6/wt9Tcp6ctgqbJdixjQ93rrr8XdwJr07OFpnWja/W7jK63NyrtmD41dwexOFvMvEDo1OsQBKigEtXyT49A2dQmUBhvlpq7myBoVDM+OZSq4ri7UIwtN5MijamvaVn3pcmgyfYoQDEW1zvQsG55KtTcnZGQ6HRpJDYaEATlpvqawonG3JiYehQ1CuUvUqrezUk7USlydObeRzZ5SxyYiGk5lPIp2fdQqn6n4fvpxIsxjDVnuVWnmL9PyJiYBYYQ4a5awriw7j3PP0qpendLu3Y0RqBri+lu+12S5uWM3dVS1NxnOVH462kHEoRMk7KuZfxQppRDsfKdJie60yf8LbsxjXq1bT/op1p7dNqT5UDVsJ3txMGJ1mIiB4ZQmX2+3bczhxTphhlffjBEoIanfVzPP4Dj7W6maRPientwvYNn/mADlFK4/iFs9+m696TMYxmbaEXtoMkghECTbVjGBXXv+cEQ1drWJsY1B9vZPibDbqpImWqYxReoAoEqNPiLyeF5h6i5u6b99zELG9c7QLHydUaP86axhkzy1pbMdo05t1HKp1rbSv/wPzbcKNO1ZeRSP9dUWWOzxMGJmJgWQtc6SSWuZXzFlVIVipVv4Hp7m9oBmguEkJj6ejrzv4Whj4/EBlTtB+kf/mc8v3/qx8YkaV2Jri2uO27Fvi9axM/N9dJkJwljM+N/Sz8YomzfF2liTJ2a81RUGhLTSoST0PryJKUqBEG99sC5gibbkQ2cazz/KJ5/eFrHVCqgXP0hfjB05g9Pg0BVKds/YHpjR4DtPIHj1gdODH35GG2e+YiUeRLmJTDOUjRQZcq1+yZwKTgzjrsLx32OZsZrTeSRsl5k2fNPRKVwU0epgLJ9L34w9edTzLlBzd2BN65/aLJrQlHsmJi5QimfqvMoJwp/gePupJHWRD71+kiYde6C6HFwIiamhRDCJJ14WcO0Wdt9isHiJxrWh7U6QkhS1lV05X4LfZzop8KhWP1GdG5T290SQmAZ55NKXM/4IIDrH2Sg+C+4XiP/5tlHCJ1U4gZ02TnunYCy/b1IR2Qq2Q+KIChTrHw9FJ+LaSmESCFltu51zz+GFxyfd0HFmULXutFkV93rrr+fam0baooaA6Gew06K1btQDQQnZwafsn0PNfe5Kf9uXnCC4fKXoE7nQJBJ3DyhxfB8QQiNlHUtRsOA8I+p1h6ecoZfEFQpVb+L4+1rqm2a1hU6OI3LTPH8Q1FWx9Qy6cK+todi9duolhTqjGkFgqBQZxvs+cfw/EPn7Lgf01ooFeD7AwxXvsKxgf+L7WyjPhAsSFnXkM+8dc5LkeLgRExMi5EwN5NO3ET97ekxXPkqg8V/x/P7mquhVQqlvLP64BTCJJO6hfbM25FirDK1UlWGyp9luHLHlBcrQqTIp17fwOkkoFT9PgPFf430OpqpOVb4wTC288yUJrhJ8xIss3GZzlDp0/hT0BFRCiq1Bxmu3MF4MbqYuSfMEFpJ/cLoGHZta1Pp6vMZIQwS5oXUZ4PZDFe+NmWhQT/oY6j4aWruMzPYynpq7vMMFj9OMAV9mCCoMFz6QjTxG4uuLW2ovTMfSZibSFiXML6v+8EJhkqfmfJvWnUenSCgMzWE0EmYmxHjsjqUqjFcuQPH2zul4wXBIIXSf2I7TzTVrpiFjSbbYJyot+PupK/wV1RqD+D6RwmUPW1trZiYZvCDISq1+zk+9GGOD30Yx9tJo7JgU19HR+79EzrNnU1it46YmBZDCJ229Fuo1n5KzX1yzHuhDedncLx9tGV+iYR5UVTTPfGtHAYgfAJVRakKjrubsn0/prGGbOpnEWfRblMKi3zmLXjBIEOlT47Z+QwdPP4FQ+uNHDwmNzwJIUhYl5DPvJX+4Y+O2031KJS+gOsdoj17OwlzC1JkATlhylp4vQKUqhGoCp5/jErtx1Ts+1DKY2nXxxDCaPi39W1Lkc+8mWrtYQJVHP0tlKrfQ8oMHdn3YejLJjzfMJBUplL7CX2Fv44t7VqYpHkZhfKXGRs8CiiUv4hlXEAq8SJAn9N0ybOPIJW4gaHS5wjU2DKMk3WvnfkPYGhLzzCOObjeAQaK/85w5avMvo6Hy3DlawiRoiP7rkjcVmv42ykVEARDDFe+wmDpUwSjrJMhLD/LpX4uEsOc/7+9ECb59Jup2A/UlTuU7fvpK3yEzvwHMPVVpxkrFUFQpeo8Ql/hr3D9mXDDEKSs6xmS/1WXYWg7j9E//Pd05T6Ioa+YRF87xGDp4wzX3c8xMWOxjE3o2iKcUWVmihrDla9Sqf0YXVuGJnNR6V+j+18gRRIp0mhaD6axFss4H13rRYrMvBbQjZkllEIpmyA4mdGliLbRoo1HG9fbR9V5lGrtYWznKfxg4s0wU19Pd9sfkzQvbYn+FgcnYs55lFIoHJRyUKp26r+Ek+FGO55+UMBxd+AH3QhhIrAQwkQKE4SFQG/qBjeNtXTk3s2JoQ/XpfArVaVUvRvb2UbSupqUdR2mvhop28LabqGB8lDKIVBl/GAQzz+C7TxNzX0S19tPEJRoy95OVgVnXZtNijztmbfj+YcoVr7J6Imf5x+ir/B3aLKLpHX5pI8psMilfh7HfZbhyjcYvQOnqFG2v0/NfZKkdS3pxPUY+ko02YYQCUCE2RrKIVBV/GAIPziO4+7GdrbjuLvxVRGlqpj6OtSUMjAEKfMqMqlXMVz+yphzVdgMl7+C6x0il349SfMiNK0HKcKaaaVs/GAA19tHyf4BxcqdI31BiCRSJPGDgSm0ZX4yOliklIPi5D0a3qeed4TxWTEKH9c7SM15Nrw/R/5ZCMwRfYiZXigmzMswtCV1Cy3He4HjQ39Ge/btIxopoQ6DBPwoEGZH+hRlfFXE0Jaia4tbYqLQLJaxkVTiqkjNfjQuxcqd+MEJcqnXY5mb0bWeyGpTopSDHwxF49c2hit3UnOejMZkgZRtUT8oN/jW6WIg0FDYKGVTKH8Ox32OXPrnsYwLMbTeqHxHR+Hg+/043m6GK1+nVL2rYaaFZW4in35DNN4sDBLmxWRTtzFU+k/GZjy4FKvfxguOkku9gaR12cgiC8IshnBcO0i5di/F8tdw/UOAQmAhZaYpfQfLWE/Kuo5i9c5x7/iUKt/G9/vIpd9AwtwStetUXwtUAdc7gu08RrHydWzn8VF9LQ/Km7amxnzi5IbG6DE3GDU/aqQPFdqtvkDN7RoZY4WwovnRyTF34k2B+YyuLyafej19wx+tK/8JtXUmU4YpAC2aO5posp1U4joyyVeRsq5GyvlrPxwz8yhlM1j6zCldExWE92lQxPOP4/mH8YNBAlVBqRoTZw5LLGMDXfnfI524ftKbgrNNa7QiJuYsEqgaw+X/xXF3EajyyM07+l+gatGNXsFrYI9mO49zdPC3o0XiyeCEdephLBJIkUKKFKZxHrnU65Fy8hNTIQyyyVvw/UH6h/++wW65j+cfpVi5g2Ll62iyHU22I0QKITSUcqPJVgk/GJxAfHFuaiGFEBj6Yjpzvxmmm9n3cSrFTFFzn6av8Df0tv8lhr56UpOZ8JiL6Mx/EIVPsfJtxk6Yg+h6fZVi5U402RFeL5lEIEZdrwp+MBRNMJq/PkIINK2Dzux7cNznsZ1HxryvcKjU7qPqbMXUV0eL1jA4EQZK+nG9fVEQ4mR7DNrSv0igyhTKn2+6ja1Izd1FsXIHflAgUCVUYEcT5FrdvRoKkY3dRVeqwlDpsxQrXx81SQ7/SU7+fxIpU0iRI5N8GUnrsqbbbegryKV/joHhfx0X1AxwvB0cH/ojDH01hrYkXBQJGe1yOChVDcejoEQQDNOZ/03y6bewEMoANNlJPv2L2M6TdSKYCoeyfS+V2k8x9VXoWi9CpBFIFDV8fwjXP4TnH2H076xrvbRn30Wp8k2q4+6rZjC0paSTL4mCJgMoZVOpPUC1thVDXx7eozKHEHrY//y+yB64sRaQJrvpyL4Hcw5t2WYDTeZoz74Dx91JpfYgY9OE3XC3rvY4hrEaQ1scZayFFrAng67hNTs5runk0q9HigSDpU9Mu11StpHPvAXb2YbrjxXBDMfbB6g6j2LoK0fG27CvOfjBIK53OOprpwLJmuyiI/suyvb3qdR+PO22tTLV2iOUqvcQqOHIetU+Nd4ybsz1jzE+LdwPhugf/nukyI2aB1nIk2MvFkImwuwA2UY2dRtWAzer+YgUCfKZNxOoEoOlz0ypFOwUCvBQhLvegT9MobyPUvUucqnX0559B7q2aEEEq2OaR+EwXP5iU8eQIk06eTMd2fdgGecjRL2g91wRBydizjmUCtN1q7WfEj5gp14HqFQV94z1qxKQJM3LyKZeDVMsnwhTZ1+HEGYk7LiXxgvmAD/on3dq4qa+hq7cb3DMP07NfZZT56ao1B6if/gf6G77gynVvxnaSrpyv4MUaYqVb4wrpTiJjx+cOKvlEYa+hq78Bzk++IeR/eG4nX5VpeY+c8Y6eoFFNnUb7dl3UqreRTiEL7yUY8fbw2Dp0wRBkfD+nGqgSOEHfWcQjxWARIokutYzI8EJIRLk0m+gWttGpXY/9b+zjeM+i+M+e8ZjhbsdC4NQEPc62tK/yEDxPxraOipVmdQ9ACBFG+2Zd5JPvR7beRxmMDghhE4udRtSZBgsfWokK0NRw/F2T8m+VJPddObeTzrxkhlrXythaMvozP8WwVAx0mUY+yxV1HDcHTjujjMdiWzyFXTk3o1de5TQCWR6+hNCSJLWlbRl3sZA8V8aZpcpVZ1ku0CKHO3Z28ml30jN2wW1nzBXgf3ZpOo8zuBIqeV0xlw/yhA4XZZAmB0gZYaEedGCCU4EqobnH0HKPLrWizOt4ERj/GCAofJn8YI+utt+D10uWpDZJzFnD4GFZV5ALvU6sqlXocmelutTcXAi5hxERaKGs72oCwMfzfm2Z8in34ipr2Kw9Ckq9v1RWmmzkyOtTjTsbCOERsK8nM7cBzkx9Mfjdrlchit3oGu9dOZ/CyksJlN/IoTANFbR3faHJMwtDJY+jevuQTUptBamo1oY+krENIbNcHF2Lb0df0N/4SNUaluZ6uRbijT59JvpyL0XXevB0Fegyfy8C0pNChWglMPs6gqcTF12UDM0FgghMPVVdOU/RF8hDLI1K/K3UJAyQVv27SB0BoufjOpfpzqOSXRtCR3Zd5FPvwEpM6GuAeaMCY4GygYEHbn3oMk2BosfxwuOTbGtEkNfRWf2veTSPxeltC88hAiD773tf0lf4SNUaj+ZsoOKEClyqdfSkXsvpr4SzzuCrnU25UgkhUVb5q0gtEhA+jhT34QQ6Npi2jO/Qj7zC2gyG2loWLPoEjOX+NG8aLbH3ChTbBqbQq2GUj6ut4+h8ucoV+/B8Z5nbD/TEWhwpoWfOqUX0Oj6K2VTrNyBqa+kM/d+xtv4xsScHoHAQMgUCXML2eQtpKzrMY3VnPW67kkSBydiYlocITSS1tWYxjrK9o8oVb+J7TwTpVZOZeEjkTKPoS0hYV5MJvVKhLBmq9mTQghJOvFi/Nx7OVH4S4JgtGCeR6H8BXR9Kfn0m5BTqNeWIkc+/SaS1lUUK3dSqn4f198fWn5NvnUjOyGWsYFM4pUkrcunXTcuhE7SvJze9o9QKH9+lHXe6X9DKTJYxgXk028kk3wlmhbWGOraUuRCDU7McxLmhfS2/yVD5f+kXP0+jrefqdyrYXnW/LacbIQUWdozb8c01lIofQHbeSzqv2da+As02UPSupS2zNtImpePWJ0Z+hqESETBrOY5qdWjyRxtmbdhGusYKn0W29k+CRtnia71krSupj3zNhLmlgUbmDiJEBqWEfb3QvnLFCvfxPX3njHzR4gUlrEx2r27FS2yXNa1XjTZ1bRdshBp2tJvxdTXUCh/nmrt0aivnWlRLNBkNwnzYtoyv0zKumqk3t/UVyNEcoEGJ2KmglIeldpP6C/8Hbbz2KjgqECTXVjGekxjI4a+DCmyp6nl9wmCGoEq4PlHcdzncbwXovI3NeZzw5U7yCRvIWFumt2Ti5mnSEItLSMqK08jZS6a828hmbgOU1+JJjujEo7WDEwAiBbx4G2JRsTMHI63j4p97zjbRYFprCWduHHO2gXh5LNYvRvfP3ZWvk/TuskkXxnt/jeLIggq2O7T1JynqLnP4np7Q6uqoIBSNoogEudMIEUWXVuEri3GNM7D1NdhmRsxtOVTri9TKqBUvRvPPzT2/GQn6eRNaDI3wV+emSAoU7bvjWp9x6JpPaQTL0WTmWkdW6kgEtR7DNt5Csd9LqphP4FSFRR+/fXSl2LqKzH19VjGBgx9+aQdOibXJp+a+yyV2k+wnW047vN4/jECVUEgkTKDri0LhQStK0la12DoY61Sg6BMqfrdMcEJXV9GOvHiKQVyWhHH20u5ei9np2RFkrSuiOwuZxalXGruDiq1h6g5T+B4z+P5xwmCIgovEj9LoMk8mtaFoS3F0Fdi6qtJWleha0tbLt1yJlBKEahhqrVHsJ1t2M5TuP4BfL+PQFUBhRRJNNmJoa8kYW4maV1FwrwETWbHHMv1DlK27x21YBThRMy64ozt6Cv8HQPD/x+KUwtpKdtY1P5RsqlbRl7zg2GqtYep1n6K7YSiwr4aQikHISw02YGpryZhbiFlXUPCvBgp0zNxqeYVSvk43u5wXKs9Ss3dhecfJYhEAjWRQdcXYxnnkzSvIJW4Fl1bNqaPB0GVsv39McEJTeslk3jptK5p2NeK2LVHqTrbqLlP4Xr78fy+qF0KKRIjfc0yNpGyriJhXYIm82OO5XpHKNs/HCN6aJmbSVlXT6lNnt9HqfrdOvFEU19LKnHDnOgK2M6TVGtbmU6Z69TRSSdfElkvT0w4L/hhXaBKk51kkq9oSiQyCCqUqnfVlf3o2uLwGXqavqZUgO08xtHB38Zxn+PUEkYjZV1De/YdJK2r68aqybar6jzGQPGfqdgPMDqTQmDRmf8AHdn3zFvtCd8fpFj9Vl2AT9cWk07ePEPz5KkTBBXK9n14/sExr0vZRjb5SuQ0558QZuOVqnfj+2NLiTWtm0ziptMeOxwPf9BwblyPHgUmkkiZR5Md6NpidK27lfQkJjWhiYMTMTHzEhXa16lKqPCvbFBulBYIIBFIEEYkSJWIhBZn3qFgvnDSlSUISihVjYS+fMLhR0bplxpSJEbcMGbX9lGhlE8QFAlUOQos+YQpeDpCJNFkNtpFn58TkZgQFan8h0JztaiMRBH+1uF9GjoVJCL3AOOcuE9P3ZPFcfckgBaKDYsUUmYjxf+ZvSYNgxMix6KOv4l0gsa3tUYQDBMElahULCAs+TKjXarsnE2uW4eTz6biiLBi2N8FAi18FslcZIF99sa18Pdzo75WqetrI7uNMjcrfS1m4eD5Jzg2+HuUqt9hdDAnZV1PT/uHMfX1TfXtMPixnSP978b19415L5u6jd72v55W4CMmpgWY1MAal3XExMxLBEJoaCILxA+pySCECBeAWqssHgRC6GhaOxrtc92YmFlECB1NtKHJtrluSkvRevckMIFZcNjWBFJLQMtsQrUiJ59NrdXfw9/PRGqdQOdcNydmHmM726jY9zM6MKHJTtqzv9J0YALCcteEuYmEeTFudWxwwvOPEQTFODgRs6CJt+NiYmJiYmJiYmJiYmJOg1KKsv2jkVKlk5jGWhLmpTOYDSQxGpS9BEF5xsR/Y2JalTg4ERMTExMTExMTExMTcxqUquG4zzNWD0liaMvRtY4Z/a5G2lFhuVFcchSzsImDEzExMTExMTExMTExMachUKW6rImTTmgzGzRQkYXxuG8SGQQL2wEoJibWnIgB4ODRQZ7edYQrt6yiPT99BeQDRwb56RN7cVwfTUo2rOnloo1LZ7ClM4dSir2HBnhm9xHKVYekZbBp3WJWL+uMxbBG4bge9z68i1wmwRVbVqLJuY1pzqc+Ntco5VKq3oPr75/rpjREk+1kki9vqdr0Vid0uHh8lJhf6yBEgrR1Q+SfHjMZXO8AZfsHoahxyyFJmBdO2Y0iJmbhElCv4a9mzMp45FuCErbzVN3rmtYz4u5w0rHLC47P6HfPFLq2OHKjOPeci2Ka45wITriezwsH+3ngkefZvf8E5YpDLmOxdmUPL3/RRhZ15c75xehPn9jHZ776EL1duaaCEzXHY/+RQfYfHmTHnmO85qYLW3bh+OTOw/zr5+5naLhCLpMgUIp0ymLV0k5OdgelFHbNQwiwzNl0bmhdao7Hl76zjZVLO7ls8wq0Oc63mk99bCZRSuF6Pq7rk0pOTk1eKYdC+QuU7XvOQgunjqmvJ2leHgcnpkDZ/iEDw/86xmGiVZCyHb29Ow5OTAHHfZ6+wt/UWRq2Bjrt2XfEwYmYmAgp0pGT12h8XO8AflCatuX5aJTyKFXvxnF3j3ldYGIZGyLnNQhUkcHSJ7Cdx5r+ztkgaV1NyroKSRyciJkaCz444bg+Dzyym0/+709wPZ/1q3ro6cxQKNrc+/BO1q/qobczxzm45hzDpnWLed0rLmFJT/7MHz4Na5Z38p633MCufSf46499d4ZaN/P4fsB9W3fTP1TmQ7/6MjauWYTvB1EA4tTnXNfnnh/voD2f4pqLV6Np53hHaQHmSx+bDbY9fZADRwZ4zc1bMI0FP3zHxMTExMS0DEKk0LUlhFXxp9w6HG8Hdm0rqcSNTdqI+lQSHd1NAAAgAElEQVRrDzNQ/BiBKox5T9O6SFnXxtbiMQueBT27VUrx9K7D/Mvn7mNJbxvveMO1nLe8C8vUKVcdBgoVejuzSBkvODes7mXD6t6mjyOlxDQlpqG1dJZBzfE4MVCiLZdky4alGHpjb7hStcYPH97JdZeuQalGBnMxZ5v50sdmgwce3U0QKIIg7osxMTExMTFnEyEEqcR1lKrfIVClkdc9/xj9w/+EkBkS5kUIYSCmoEGhlIvn91O2v8tg6TM43o7x30zKugHL2DRDZxIT07os6OCE5wd8575nqNZcfvm1V3Hh+iUji5l8Nkk+OzY1y665PH+gj2MnhgmUYlFXjrUru0lYBgDFss32HYdYu6KbPQf6kFKwef0S+ofKPL+/j+72NBvPW4RSisefPcSSnjwnBooMl2w2rVuMAJ7efRTL1LlwwxKSljHSnuGSze59J+gfKqPrkuWL2lm5tGPMonm4ZPPIU/u5+PylSCF57oVjFEpVUgmTdSu76e3KjXxWKUX/UJm9B/sZHK4iBGTTCVYsbmfxqOyIp3cdYf+RQVAKw9C4dNNyOvL1KVjlSo19hwc41lfE8XySlsGqpR0sX9w+qwtEpaLfZf8JjvUX8QNFOmmyqCvHskVtWOapLux5PvsOD3DgyBCO69HZnmbdyh5ymcTINRkoVNjx/FEGChUOHh2iWLa558HwIZBIGFy+eQXZdILhks3z+0+we98JnttznLZcCss00KQglTS5aOMy/CDgsWcOcOWWVeQyCUqVGluf2Ec2bXHpphUIAQePDrHv8ABXblmJrmmcGCyx71A/hWJYX9yRT7F2ZTe5TGLMdXz82YMYusbalWFfO3w8jKAv6cmzbmU3etQvTv7Ou/aeoFi2SVgGa5Z3srS3bVq/i1KKoWKV5/YcY7hs05FPs2xR42O5ns++QwMcPDqE6/l0tKVYv6qHTMpCCEGpXOOnT+xl2eJ21q3sHnOM4VKVJ3YcprM9zfnnLZqVcwEoVWrs2nucvsESuqaxfPHY+8oPArY/e4hkwmBxd46de49TKNq0ZZNsWNNLNh2ey2TvfWMKv8twyebRp/dz4folVGyXFw704bg+nW1p1q3qJpsO+23Y//s4emKYR58+QGdbmu8+8CyGrmEYGpvWLh5zT49FYujLMY0LpnX9ZhtTX4kQsbjXVNBkD5ZxPkEL2slpMoeUuTN/MGYEKdOYxgb8oHDmD59lBDq61vymRUzMQiJlXYNlnE/V2TrqVUXVeYRjA79DPvMmUtbVGPrqUMCywfxFKYXCwfdP4PoHqTlPUap+n6rzCEqV6z5v6Ktpy/wiYoyDh46pryZQrVfiB2Doq1jgy8yYWWJB95qh4SpP7TzMxecvq1scjWdgqMz/fHsbD21/AT9QCAVSk1y2aTlvefXldLVnON5f5KOf+gFXblnBzheOUyjZ3HD5WgYKZZ574TiWqfPrb30xa1d186n//Qm9XVn6B8scODrIxRuX0Z5P8chT+ymWbX71TS/ilddfACj2Hx7kP+94mF17TxAohR8EpBMmL7/+fF5z05aRBfjx/iL/+Jkf8guvuYJde4/z3AvHqdoOCcvgl1971UhwwvPDRfMXv/koh48XcH0fAZiGzq0v2cybb7185Lz3HxnggUf3sO9QP/2DZf7qg6+pC07YNZcv3/UY923dTdV20TSB4/p05FO87eeu5sotq2Yt+6RUsfnvO7fyk8dfQAUKBQRBQGdbmg+8/SZWL+sEwkyIO+7Zzncf2EHNcUd+67Uru/nl265i5dIOFHDo2BDf+OFTlCo1jpwo4Lo+37o3FB3qaEuzcU0v2XSCw8eG+Na9T3Hw6BDDZZundx7mWN8wAujqyLByaSdV2+HfPn9/KBR54Ur2Hx7gL/79blYs6eCf/uB1mKbODx7aybanD3DRxqUcHR7m3z//APuPDBIEYTqgHyg2rVvMu978Ino6siPn/bXvbQfgvBVd/HjbHoaGq7iez9UXr+LX3nIDGV0jCBRPPHeIz3/jEQ4dG0IIge8HdLSleOOrLuPaS1aPBDEmg1KKA0eH+NgXH2DXvhNYho5l6axf1UOhWB3z2XKlxjfvfYrvPbiDqu2OvL5xTS//5+evYdmiNuyay1e/t51MyuJP3vczJCx95Hu27zjEP3zmh7z9dddw/nmLZu1cPvvVh9i59/jIa6ah87LrNvKam7aQSpr4fsAXv/Uods1lxZJ2dr5wnIrt4no+W9Yv4fY3XMuirtyk7/3LL1wx6XM51jfMRz7+PW65YVMURKxQtV38QHHtpau5/XXXksskKBSrfO/HO9h3aIDj/UXKlRp33f8MUgjSKYv2XGrC4IQQFh3Z99CWedukr93ZRAgTXeuZ62bMK7KpW0klrqNelG3uEWjx7zlFLOMCFrX/TUsKnIKI9WBiYsaha4tpz74Dd+gAnn901Ds+jreDvqH/h64vi+xFF6FrXQiRRKChcAlUBT8YxPcH8IN+PP8onn8cJhgDDG0l3fnfJWFeOGYdo8k2uvK/06JiuiBFEk02Vyoec26yoIMTJwZKVGyX5YvaSaesCT8XBGGGxQ8f3snPv/xibrhiLVIKHtq+l899fSuZlMXbfi4UhKpUa0gh+LP338q/fuF+7n7gWd75xut43Ssu4Z/+6162PXOAtau6qbkehWKV9731Rn7w0E7u/P4T3PqSzfzhu1/Jx7/0IA89vpeXX7eRas3li996lANHBnnXW17EupU9VGyHL39nG1/97nZWL+vk8s0rRgYkBXz73qe58cp1vPnWy0knTY4PlOjpOCXCc+jYEB//0o9BKW5//TVsWruYQCkOHh2iu2OsWM9Lr97AdZeex3fue4b/vvOnDa+PaehsWNPLqqUdrFvVg2Xq7D8yyEc/+X3uvv9ZNq1dTDZT78c8E+w7NMD3fryDW1+ymVfdsAldlwwMVThwdJDOtjCIopTi4e17+dr3tnPtJWu47eZw4fnM7qN8+qsP8blvPML73noj2bTFxjW9fOidL6Ncdfin/7yXvsEyf/6brwZASkE6GfaTNSu6eO9bX8z+wwP89l9/jVtfeiG33HABuiaRUpJKmpzoL9LblWPfoQGuuHAlzx/oZ3FPHqUUB48NsaQnz/7Dg6xZ3omha7TnUlx76WretOQyFnXl8IOA7z6wg89/4xGuvXg1N1+3ccy5b3v6AJoU/MobrmP5ojaK5Rp+EJAYFaz6z689jKZJfv/XXklPZ4bBQoVPfPnHfPLLP2blkg5WLJl8ZovvB3zzB0/y+I5DvOtNL+Lqi1dRLNf4yt2Pc2KgNOazD23fy533PMnLX7SRm6/diGlobHvmAJ/635/wlbsf531vvYG2fIqrL1rFN+99ij0H+rhgbZghUbVdHnlyP9l0gkvOXzYr5+K4Pv/zrUd5audh3vHG67j4/GXYNZfv3PcMX//+k3S2pXlZdL0Dpdix5xgXnb+UP3rvLRi6xn1bd/Nfd/6UZYvb+eXXXgVM7t6//MIVkz4XCDVNHty2h1/82Su4cstKHNfnC998hPu27uaai1dz9cWr6WzP8Pafv5qa4/Mb/+9/2biml3e+8boRgdZkwpjwOgghMfQlk7pmMfMDXetE1zrnuhkxM4SUaUy5Zq6bERMTM0mE0Eknb6Ld289A8WP449wyFC6u9wKu9wIgEeiAACFAKRQBYSAiaHD00WiYxjo6c79BJvkyhBj7rBdCx9CXz+CZxcS0BgtaVcVxPYJAYVk62ml29gcKFR7ctofzVnTxszddyOKePL1dOV7xovO5dNNy7n9kNycGikBYZnDJBctZsqiNjWt66WxLc+H6Jaxb1UN7LsXAUJSOpRQXrF3EqmWdnL92ER35FBdtXMqaFV2sXNpJ/1Ap2skvcN/W3bzosvNYu7IbTQqyKYsbrlhHuVJj+45DOO7YaOrS3jxvefXlrFneRW9XjgvXLxlT0vHT7Xs50V/kza++nJdcvZ7FPXmW9rZx1UWrWLO8a8yxLFMnl0mcdoEjpeDqi1Zx9cWryaYT6Jpk1dIO1izv4mjfMJVRO+czjWUamLpG30CJqu2QTpqsXdnNTddsGCnXqFQd7tu6m4Rp8As/ewUrlnTQ1Z7h2ktWc8sNF7D1yX3sOdCHEALT0GnLpchnk5iGjq5J2nIp2nIpcpkkWmRFYRo6bdkk2XQiqjE0aMsmo88lor9LsqQnz56D/QDseP4oV25ZST6bZPe+Pqq2y77DA6xd2Y2ha2RSFrfcsInzVnRjmToJy2Dz+sVk0xaHjten9EopuO3mi7hs03J6oxKjDat70aOsiWf3HOWZ549y83UbWdSVRQpBZ1ua6y9fy659J9i17/iU9laLlRoPbd/L5ZuXc+OV6+hqz7B6WSe3vmQTXe2nsmlqjscPHtpJLpPghivWkkoY6Jpk87olrFnexban9zNQqKBrkqsvXo2uafzksT14fvggPj5Q5OEn9nHtpWvoaEvPyrkcODLI1if38dJrNnDjFeG5LFvUzpt+5jLa21Lc+/AuiuVTqZCLe3K87NqNLFvUTm9Xjpuv28iG1b385PEXqNph+vxk7v3pnMtlm5Zz87Ub6O3KsXxxOy+7diOeF3Csr4hSCl2T5DJhGZomJZapk4/64sl+HBMTExMTE3N2kCJJW+Zt9LT9MZaxGcFEG6ABCgdFDaXsyGXJ5fSBCQNdW0Rb5pdY0vnPZJM/E5c/xpxTLOhZbTJhoGmCStXB84MJRQ8HhioUyzYXnLdoRF8CwoX78kXtPP7MQY6cGCabDgefTMpCAJahk0oYmKaOpokwfTs4NeCkkxaaJsL0eNMgnQzr13VN4kcLtcPHC1Rsh699bzvfffBZiAR0PN/HdlzKlRqeH4wZ9k4ubidi/+FBcpkEKxZ3oMnm40+e57PjhWM88Mjz7DnQj+f7+L5i78F+ertzqFlML162uI03vOpS7rrvGf7kn7/N5nVLuOaS1Vy4fsmITkPFdjl8vEBvV24kYAGgaZKlvW1IES5WL4526WeKhGWwpDfPU88dpmK7HDle4BXX///t3Xd0XPd14PHve9M7pqH3DrCAnZSoRsuSZVuKJMv22k7sNMdxkt1syUk79uZks5vdPZtzNtls4visvXay7lWySmzasqxOir2CAEii9w5ML++9/WOAIUAMQFKWBEW+n3PIQ868efU35Xff/d1fG9F4ioGRGZprw0RiScqLfahqrm7BsXMDvHa2n7mFOJquE4unmY8kVrWbZaUhL+FA4fGKWU1nZGKeaCzFF7/9Kl954lrWSyqdxW6zsBhN5nrUN5ltMDsfIxZPUVFShNNx7X1QHPDgdl07rwuRBNOzUa4OTfMf/+bpa1k9hsFCNEnQ5yQaSxHyu6mtDNJUE+ZU5xAPHtpKScjLqYtDaJrG7q1V2KxmMtk3/lhGJxfQdYOqUj9m87X3gNtpoyzsZWBkjsVoArstN5TG53ZQ5L1Wg8brslMc9DA6ucD8YmLV6zd679/SdVlSXxVa9dnkXqpzkdW0WzlkIYQQQrxFVNWBx/kgNksbi4kfEE8+TzrTv2aWjZtjwqQGsZircVh343a+F5ulFVX13FJhTSHeCd7RwYmSoAe300bf8AyRpeJ+hSx3rpUC2RWqqmDAqpka8vUVlFynZNWrjNWvXX5WUVhVl2F5seUgxX13tNFSt3asbkWJD5vlWsdFgQ0DE5Ar8qeoyhtSB8IwDLr7J/lvn/8xwSIXD9zZTijgwma18NUfHGMh+uaOdXPYLDz87u3saq/iTNcIR0738tdffo6d7VV86iMHKQ54MDAwDGPpfK+mKoCivCmzGyiKQm1FkFMXhjjfPUImq1FfFSIaT3PiwgCXeifweRwEfLnsgO8dPsOTz53n7r1NHNzVgNdtZ2Imwhe+9UrB9Vsspnwmx1oGmmZgtZp57D071gzXAW5YZ+V6upHrM6uqsup1qqqwsinphoFuGNRVBPlX79+9pvPstFvzmRZmk8qhA838188f5srgNC6njSOn+6ivCq/Yvzf+WAzDQFGg0IxbqqLkilGtaRLX1q8orBhKdSvv/Vs/luXhGSt3Y+m0CCHeRKpiQ1W9GCsKyqmqB0V5R/80etsxDIO0pmFSVUyq+qZ3xfSl7VlNJtR1vlcymoZuGFhNb/2sUIlMBovJhHmdm0vLv0d/nv3SdJ2MrmMzm294vrO6jqbrWG9i2V8sCopiwWZtJWRpIuv6GKl0J6nsJVKZy8RSg+jGDGbi6EYaFAMFM4piRVU8mFQfJlMJFlMFVksDFnMtNksTJjV809OFXt8WsrpOVtex/Zzt1jAMMrqGqqjrtkPd0EllNWxm87rvo4329fVYfu/eTLu9lTYu3l7e0d/ALqeNHW2VHH75Ehcvj3HH7oaCbwq/14nHZWNsciF/dxNysxGMTi5gs5opDnpIpt744QtlYS92q5kiTy5Ffr3sjltaZ7GP1872Mza1QE154OcKUmQ1nQvdo0zORPh3v3aI3VuqUVWFTFZ7y/pOJlWlZmlmkLv2NPDC8St88duvsmtLFe+7ewtOu5XyYh99wzNE4ymKvE4AdN1gfDqCpumUl7y+ojyKkuuyanrh/JDaigAocPLiYC7TpsxPPJnmn1+4yIWeUYoDbvw+J/OLCY6fH6S6LMCvP3Ygn+FxbimoccvnxKRSFvZiNquUhjzcs7/5dR3fSn6vE4fdwsR0hGQyg9ORSyOcW4gTT1xr+163nYDPyWI0SUdrRcEO+ErNtcVUlfk5eqYPu83M+PQiD797e342ijfjWMqKfSiKwujEApqm54tpJpIZJqYjBIqc+UwogIVogvnFeP66RGIppueiuJw2fG7HqqKfG3k9x3Kz39OKAii5di2z2grx8/O5Porb8V5WRwJVzKbwZu3S21YsnaZzepKMpmM3m6n2+Qg6nG9Ixz2laTze1cnWcDFbS0rfgL3d2Ewizvc7L/JIazsl7sLfXy8PDTCyuMiH2rdiM7+1P5U/f/IY99c3sqW48EwpmmEwGlmkyut73ee/b36e5/t7+c1de2647PnJCTqnJvjYth2va1u/CBTFhMVchdlUiZNDGEacr557jaDDwv31deQ+Ywxydx9UFEyAZSlQYUdRlmdsu7XrOZtIoCoKRfbc689OjHF8ZIRPdOzAaXn9Q0Eyus5TPd3U+IrYU15RcJnRSISvnjvLp3bvIeBw3tR6BxcWqPa9/nY7EY3yRHcnn96z/4bLXp6d4cjwIL+2Y/fr2pbYPO/omhNmk8oDd7UT8Dn5P996hR+92Mn49CLRWIrh8XlOXRxiIZIg5Hexd1stl/sn+dnRHqLxFPFkmiOn+zh2rp+dbZWUht6c6dGqyvzs66jlhy928srJXiKxJPFkmpGJeY6e6WNiOnLL69y3vQab1cx3f3Sac90jxBNpYvEUfUPT+ZkLIBeBzGoamayWz+DIajqZrEZW03N3n8mdR8MwiMXTZDWNSCzJT17poqfvuiJAhoG28vXkOlKZrEY2qy11qm6tV9U3PMPZrhEWY0mymo7dZsHlsKIo5Dv1ToeVg7sbiMZSPPHsOeYX46TSWS5eGeNHL3XSUldCY/Xr+7Fps5hxu2y5aVsjCVLpLKl0Nj8MYzm4dPLCEGXFPuw2C2G/G0WBy/2TlBf7cDttuewDVSGdyZJI5WaDGJmY54cvdubS/G+RSVVpbyylvjLIdw+fWX2dh2d45dRVIrFbW6/PY6ejtYJj5wY4eXGIVDrL/GKcnx7tYXL2Wjt02q3ctbeRiekI3zt8mtHJBZKpDLMLMc52DXO+Z3TVeoNFLg7uqud05zCvnupFVRQOdNTlv5xu5Vhuto1Vl/npaK3guaM9nO4cJpXOshhN8szzFxibWmB/Ry1e97VhHMPj8zx/7DLzkQTxZJqjZ/vpvDLOzvbKDYvpvhXXZeW6vW47fSMzTMws5ttiVns7VvkX4u3PZApgtdRjtTSs+FOHqm4ccP1FNLAwz1+9+jIvDfbzZPclPnf8GIupFLphkNE0MppGMpv7bjSWZh1LZbOkstl8tl1G0/K/AXJ3NXP/1w2DxkCQkNOFAvnH0lru9cvrXL6DD6xan24YpLJZktnsqm1cz1h6jUlR2FJcgtNiyT+e1jRS2SzZpW3F0hnmkglS2rVjuLZfuWNN32BbK8/BtWPInavU0uuX17u8bFrTmIrFSWrZguvUDZ3JWJQvnT65tA/Z/Ouzupbft+XtZVbs68ptuSwWthaX5LvCWV3P71dKu3a8WV3Hb7fTGirOL7t8vdc7huSKY17PyvO48jpefx2WMwGMpW0sL6stPb68/PI+ZHRtzfZ1w8hfR+26dS2fQ32D36a5DIHc61duP6Npa9cLZDSVrO4mkvaR1IqxWupWfM7UYzXXYjZVYjKVoBleMro1n7laqH2s175S2Sw/6b3CkeFBUlpuHxKZLDOJOMmstuocrG7jG7fb7FJbqivyU+xyrXh8dbvPaDpT8diq811ovcvXNpJO8YVTx/PLLz9e6PMj3xZXXFtN17GYVLaXlBZut9ksunHt88dttbIlXLiNp7Xs62q34q3xjs6cUBSFltpi/u0nDvHVJ4/zpe8dwfKDY6iqiqJAOODm33z8HnweBw+9ayvzkTjfeOYkjz97DkWBZDJDe0MZH3rvrg3S638+HpedTzyyny9/7wj/97uv8uXv5yKnChDyu/itDx+kJOS50WpWqa8M8ZsfvI1vPnOSv/ris0t3jQ1UVeWefU001+aGjwyOznH4pU6m56L0DuWGvvzTE69RFvYS8rv5wH07CBQ56WirpLWhlC9++xWefO4cmqbjsFs50FFL/+hsfruxeJpnXrhA3/AMUzNRxqcWeenkVWYW4rjsFu67o42tTWW3dCwDIzN885mTpDMadpuFbFYjkcrQ0VbJ3m01QC5N//addYyMz/PskS5ePtmLxaySSGYIFDn51Uf34/M4brClwnweB/ff0cbhly7xh//jCZx2K8VBN5/80O1UlBRhNpsIBzwcPz/Ao/d1ALmMnbKwj5MXB6ku96OqCj6PnXv2NfH4T87yZ3/zNB6XnUxWo7zYl5/F4laVhX385odu52tPHuevvvAsJpOKgZEbblIeoKmmOJ+dcDPMJpVH7+tgeHyez339Rb7+VK5AaG1FgKpS/6p4/l17G5ldiPPsq928erovN1QCA4vZxP0H29jWfG2GCLNZZc/Wag6/dIkfv9zFfbe3riqweSvHcrNtzGY187GH9vKFb7/C333tRRx2C5qmk0xlOHSgmftub81lFC3160uCXi73T/GZ//kkWU1nMZKkvbGUB+/ZuunXZZmiwHvuaOOfHn+NP/tfT+NxO3DZrXz84b1sayl8Z0MIId4oVV4fv9qxE4fZwp89/1P65udQgJ/29eK12RhYmOfR1nbaw2Ge7b3KqfFRFBTurK6lKRDkGxfO8ek9+3BZLLww0MdYNMqjrW1868J5Xh0e5Hf27KfM40EzDE6OjXD4ymUyus6O0lIeaGjm8a5Oytwe7q1voG9uju9fusgnd+3h/OQ4Lwz0k9Y0tpeU8kvNrQWzHZLZLD+6epnTY6OMx6J89s578Nhs9MzO8Pili0TTaWqL/DzampvmvXt6mr997ShJLcsDDU3cXlVN1/QUT3R1kshmKfd4+OjW7RTZ1/6+yOo6rw4N8uJgPyktS0dJGQ82tfDNi+dYTKWZTyYwDHiktY22UHipkzlE2OlkMhZds75l/fPzfPHUCY6PjvCXLz1Pta+I39q1hxNjIxwZGsJmNjOyuMgvb+ugzOPmB12X6J2fw6SqvK+xmV1l5VyanuIr587gsdo4UJmb7eF7ly4wFomymEqR1XXe19TMnvIKjo8M853OC9T7A+wuy32vf/nMKZLZLLOJOIqi8FjbFhoDQX7Se4XzE+OMRCKYVYVP7trLtgLZH5qu8+rwIC/095HIZmkOBPnotu10z8zwg65LJLNZmoNBHm5p4+XBATK6xoPNrUzHY/y/s2f41Y6dnBwbYTQSIZpOE0mn+PUdu/BYbXzr4nmGFxdwWqw81NJCSzDM8ZFhnuvvJa1p7Cot5z0Njcynknzn4gWm4jG8NjuPtW2hzu8veM4vTU3zVE8XsUyaUreHj2zZxsWpSY4MD6IbBtF0moNV1dzf0MS5iXG+f+kiLquVwYUFStfJzMkaOseGh3m27ypZXWdPWTn3NzQVbB8dJaVrMg0M4OnL3Xy/qxOHycyrQ4N8sH3rUhuZ4x9OvEY0nWZveSUPt7QyuDDP97o6WUylqPB4+UBrOyHn2swn3TA4PTbK4d7LjEWiPNraTrWviIVUkm9fvMDAwjx+u4OHW1oxqyZm4nH+6expFlMpdpWW8VBLK3bz2gL7o5FFvnT6JEeGh/jLl56nxO3m07v30Tk1uebzozEQ5JnL3XRPT2EA99U3crCqmt65Wf7x7Gkw4GBV7vf/4SuX6ZqeIqnlggvvqqvnzupaLkxO8PXzZwk6neyryNWb+8aFc8wm4iwkk2iGwS+1tLKtuIQXBvo5PjrCRDRKVtf4RMdO9lfILCib6R0dnAAwm00c2FFLU22Y892jTM7m0vzdThs1FUHKwrmMiJDfzac/cicXekbpG5nJFdNbuvvqXrpzGvC5+PXHDlBVlvsA29Zcjtdly1fRf+CuNmwWM3armcfes5O6qiCKolBd5uex+3dQFvaiKgr7O2qprQzk76Y3VIf4o9+6jws9owyNz6HrBkVeB43VYWorr00ZFyhy8SsP76OtsXCq3zKLxcS7bmuhpb6EzivjTM9FMZlUQkXuVR1hs0nB73Vit1moLPVz197G/HMOuyVfe6ChOsSf/vb9nL00wnwkQcDnZGd7Jcl0ls7LY/nzo6jLBQd9lIV9bG9d3WGyvo4hK7u2VGO3WRgenyeRymAxm6go8bG9pWLVnW+7zcJHHtzNri1VdPdNkExlKA152d5SQajAsAOrxcS7b28hvjQTw3qcDl3GOUsAABPbSURBVCsfe3APbQ2lDI3NAVBe7KNoKdiRu+7tlIa9+WCJy2nj4Xu3sa25nJ3tuQ84VVX5pXu30VgT5nL/JLphUFseoL2xjLPdI2s6q/fe1kIilcHlXD8tz2TKdfrrKoOc7RphciaSmxnC76K1vjQ/1erNUhSFxpown/3dBzi5NONGWcjL7q3VnO8ZRVGu1THxuOx89MHd7NtWQ3ffBJFYCqfDSkWJj9b6kjXrba4r4eOP7GN6NsqdexvW1E252WO52TamKAp1lUH+5FP3c+bSMMPj81gtJhqqw7Q3lq7ZfmnIwyc/dBtdvZPMzMcIB9zs3lqFf2mI0M2+92/lWIJ+F7/xwdtoqS9Z9QMhuPQ+39JcvmrIh6IovOfONipKfFwZmCaT1Qj5XZQXyzziQog33/LH0UQsiqbreG02RiMRTo+P8scH7+Kxti3YzGZ6ZmY4PT7Gx7fvJJpO8aXTp/gPBw6S1rJcmJxgR2kZx0aG2V9RhcNs4cNbtjEejRLP5IbPzSUSfP9SJ4+0tlHtLeLvjx+l3ONlNhHHZc19J6a0LGPRXGf6J71XuKe2nt1lFSSz2XXHyDssFh5tbeeOqhr++ysv5u9Mf+fiebYVl3JbVTVfO3eGFwb6MCkqKS3LL2/bznBkkSe7L9EWCvPK0AAlbjcfbNtKLJNeN3VeVRRaQiHawmHmk0n+/vhrHKyqZiIaZSGV4g9uO8iLAwM83dOFw2Lhh1cu86lde1AVhRNjowWH7imKQr0/wMc7dpLRdf7i0LvzNZQWkklOjo3w2bsOEXa6cFosKMChunoesdl5fqCPw1cvs7usnK3FJXxkyza+23kxv+7ZRIL++Tk+c9c9nBob5ameLraXlHBbVTXxTIZjI8P5ZceiETTD4Pf3HeDZ3qscvnoZm9nMiwP9/N7e/fTNzfHayDBtodDag1h6/RNdl3i0tZ2OklIS2Qy6Ad+5eJ47qmvoKCnj8yeOcXRkiLlkIp9hk9F0xqNRMrrOZCxGz8w0/3rfbbgsFrw2G2cmxrg6N8sfH7xzqe6CmalYjGcud/PB9q2EnE7++ugr1Pv9jEUjzCTj/PsDB0lrWr5dFVLu8fAr2zswqyp/d+woPbPTRNIpOqcm+cyd9xBNp/nKuTPsLC3nye5L3FZVzbbiEv7ziz9DMwrfhZ+OxXmi+xIfbt9KqdvD5068RoXXV7B9tIbC2K8LtqmKwoNNLYxGFmn0B3igsRlFUXh5cID5ZJKHmluxm83872NHuLumlh90d9EcCHJ7VTVfPHWSFwf7eaSlDdN1wQmTqrK3opKO0jK+fOYUi6kkhmHwwyuXiWcy/OHtd/Dq0CDfuHCeD7S1E0mnuKumljK3h789doStxSW0hVfXz1MUhUqvj0/u2sNMIs5f3HMv6tJ7NJJOr/n8MKsqB6uqeW9jEydHR/nR1cscrKqmKRjiN3bs5h9OvJZf93wqSc/sDJ+98x76F+Z4qruLPWUV7CgtI5XN8szlnmvnPB5jJLLInxy8i6PDw/yg6xJBh5Pn+nr5xPYdLKZS/Lj3ClvCa+v/ibfWOz44Abk3Rsjv5tCBjcd/O+wW9m6vYe/2moLP+31OPvrgtfF57Y2lqzr77zrQkv/3g4eu3XGtKC2iorQo//9dW9ZG5LxuO7fv2niu84DPyYfeu3PDZZYpikJlqZ/K0sKRYIDKUj8fft/6z69cV0VJERUlRWueqykP5P/tcth4/wZ3mpdncxifunElY7PJRFVZEV63nQM76m64PIDFbGJLUxlbbiI7w2oxc/e+pptar8tp447dDQWfU1WFjtYKOlZ0ks0mlT3batizbXU7slrM7GirXDNrSKF1rwwUbWS5bd97W8ua53TdYGImwtxC7IbrsdssVJX6MZlUioMe3nvXlhvuo9lkoqW+hJb6jYNlkAsGve/uLRsus9GxLLtRG7ve8nSnN6IbBiG/m/fcGSz4/K289+HmjiXgc/Gxh/YWfPxDDxR+n1stZnZtqWbXluoNj0cIId5oPTPT/OVLL+CxWnlfUzNVXh+jkUVqfEU0BYLYzGYMw2BkcZFjI8MsJJP5mYwS2QzbS0o5NTZKicvNYipFY6Dw5+1MIjeb1dZwCW6rlTq/n6uzs6uWMZYKELusFu6oquXHV6/QNzfHvXX1KMrNB+aj6TRT8Rj7KioJO51sKS7mwuQkVT4fLcEwJW4PXpudJ7ouMZdMsKe8km+cP8s/nj3Fodp6wq7C28rqOp1TU5weHyWaTjO0uEBG0zGrKrvLygk6nNQVFfHayBAz8RgWVaWmyI/HaqXE5b7lAn4G0BwMUVfkx2rKBeln4nFeHOhnNBphLBLhRuXHdpWVE3a6qCvyc/jKZZJZDWeBWeatJhPt4WKCDie1RX66pqdRAIuqcnVulvFoNHdXfp2jGItEllLui/HYbHhsNiZiuU75nvJK/HY7W4qLuTo7i/u6oMFy9S8Dg20lpVR4PPlZ6Rr9QcJOF39z9FUOVtdwR1UN88kEx0aGiWXSWE1moukMC6kk7eFiXhsZ5nMnXuOOqpr83fVCBhfmeX6gj2g6Tdf0FPfW5X4PbS0uodLrI5HJoABzyQRzyQTblh5vCxWvew6m4jEUoC1cjMtiocrr4+rcTMH2kdG0NcGJjbSFw9QWFWE1mbGoJuaSCU6MjtAzM80rQ4PMJRKUezzohsHN3DJMaxrdM9PcU1NHkd3BlnAxP+3rZS6ZoNzjpb4oQKnbTcjpYmhxcU1wYmPGqs8PgPlkkiNDQwwuzjMdj7GQTC1X6yhoR2lpPkMlu/RZ47GtHY6rKsqqc/uzvl50w8BmNtM7P0cymyXgcGK6yWKk4s3zCxGcEG8PumFwunOIf/j6SzdcNljk4k9/+36qVwQ/xK3JZDUOv9TJ0z+7cMNlm2rC/Mlv3/+6hhu8U0iNSSGEWF9DIMgf3HaQCo93VbbX9TNLmFSF26uq+b29+5fqOiiYFAWTqnJ8dIQzE2MEHE5K3IWnyraoJgxy9QMg1znyWm2oqpofJx7PpsnoOmbVxHsam9heUsozl7v5wqkT/OkddxfsnBRiUVUURSG1VOMho2mYlmb+ytdzMPT8zB07S8uoL/LzXH8vf3f8KJ+58x5qfGtv3EzGYnzv0gV+d+8Bgg4n/+XFnwG5wLXdvDRDk6KAQX5YpL60nRvV5sqfsevmmraaTPk74YZh8MJAH0OLC/zOnv2cnRjj8JXLG3by1naAC+/HymNYntMq4HBQ5vbw6tBgfkjGejM4qKqaqyOxYv3WpfaTXroOaU3DvDR7Szabyz5IZDOkV9RYsptWz3Tldzj4/f230Tk1yTcvnCOeztAeDtMaCvPHB+8i5HQCCqqS+/OHt9/J8dFhHr/UCQrcXbP2RphuGHzt/Fnua2hkf0UVf3302uxq9uVZIK79haooZJbrrqyTNQG5a6Uv1XEACxlNw6KaCraPjVqDgrLmebtp5ewZuefDLhe/sXMXbaFwfj9vdopSVVGwqSaS2dy10ZbaqElRyepa/v2R1TQs62QtLe8rBfZ35eeHsTSk6/zkOL+//3aGFxf46rkzG+7f6narrFswXAHsZkuu3Sq5/fDabNT4fLw2PERrKMyjrW23FAgSbw65AuItoyoKe7fWUP9HhVP9VsrdwZeiZD8Pi8XEg4e2cffeG2eIWK2m/OwcQgghxPVMKztO61AUhdZQmJcHB3i+v49St4esrrOvopIytwenxcKR4UEeamrFajIRz6QZWJhnLplgZHGRkcVFAg4HlV4f/3y5h1K3m5HFRe6rb6RnZpqTY6NUeX38pPcKZlUlnklzYXICm8lE2OVicGH+lo7Jbjazs7Scp3q66Cgp5cTYKO+qq2cukaRrOneneTiykL8zfHJ0lLSexWez4zRb1g0kmFQFq8nEWGSRS1OTjEYW192HkNOFw2zhub5eHBYLU/GNsx39dge6YfDS0CAVHg8N/sI3cWxmM1ldp2dmmpcGBkguFRecjEUZWlxgPpXkyuwMJa516iLouSyY0UiE2WSC3rnZgssaQDyTYT6VZDIWI5HJMB2L87FtHfgda+tx1Bf5sZnMPN3TvXSX3WBruIQt4WKe6LpEayjM+ckJPti+lXgmw+ErPRwbHebE6MiGxQr75ucYXljAbbUSdDrJGjrFbjdlHg8/6b1KWyi8VIehgqHFBabjcayqCb/Dse5087kOrZn5ZJJjI8NcnJrkrurawufbZKbBH+RHV3poCxVzcXKC2qK1gSuAUrebYrebH165TNDhZDIe48GWVvrm59Y9vuuZVZUyj4eLU5OUuj3UFRXOhDYpCvsrKnmmp4d4JkMsnaYtVLxuPYxC27mzppaf9ffis9s4Oz5OWzhMyOlkPBrl5cEB3FZrrn5IcP3f916bDYuq8sJAP5Ve77qZU1aTCQO4OjfDkaEhYpkMhmEwGY8xsDDPYirF5ZmZpWKda6+bbhiMRSIMLy4yn0xydXaG4nWONVc7JcF0Is6FyQkmYzE+snX7TZ8b8eYw/fmf//lm7wPAn2/2Dog3n6IoWK1miryOG/7xuu1vWhHSXxSKouCwW27qfHtc9puap/qdxgDSGY2aigAtdSWYpc0JIcQaumFgVk00BUP5YQOQS6N2WSw0BIL5oIXXZqPC4+PS9BT9C3MEHE7q/H4sqorDYkFVFA7VNeQ679EILwz0AxDLpElkMzQFQzQHQ1ydnWUsGuWBxmZaQmEqvT6i6RSdU1NsLS6hJRSixldE/8Icp8fHSGVzhRPLPJ4NAyixTJpXhgbZW15B0OmkrsjPZCzGldlZ9lVUcaCiCkWBuiI/o5FFdAMeaWnDb3cwHFng+OgIM4kE9zc00hIM5YcVrGQzmymy2Tk/OUHI6aKjtIzmYAhVUan0+gi7XOi6gdVsoqOkjJqiIjqnp7CaTHSUltEUCOK1Fc5ktJvN+Gw2To+NkdF1WoIhNF3HY7NT5/fn7wwXu9zMJ5NcmZ1lb0UFNb4ianxFHBsZpntmGrfVyvDiImGXE6/NRqnbQ6l7Kd1fVan2+jg6MsRwZAG72cxENLoUYDJT5fURcrrQdAO72cxULM50PMYf3HYHd9XU8vLQADazmZoCnXO72Uy930///Dw9M1M4zBaagkEaAwGGI4sMzM9zqLaOHaVllHs8ZHSdzqlJGgJB2sNh6v0BTIpKictF6Yrsm2g6zcnxUbqnp2nwB7i/vhGvzUZjIEjf/Bxd09M4LBYaA0Ei6RQnx0bpn59nW3EJB6trsJjWDnJQFIUSt5uLUxNohsHBqhrq/X48Nhs+u51qXxGKoqAbBm3hMM3BEP3zuQ70nvIKmgMhigsEdGwmM3VFfnpmppmIRXl/UzONgSBZXV/TPpqCoYJ1VBSgxOVmMhbj8uwMFR4fPpsNp8VKXZEfs6qQ1jWaAyHaw2FimQznJydIZTWagiHcVuu67xPNMDg9PorbaqMtXEyFxwsonBodpczt4aHmVhwWM0GHC0WBocgi729qod4fWPe3pEVVCTgcnBobJZHJ0hoKoRvGqs8PRVEI2B0ks1m6Z6bZUVZGbVFu2MeJ0RHOTYzjsdsYXJgn4HDitzsIOV25/VuaibW2qIhTY6NcmZvFZbUwEolQ4nLjttoo93gocbvRDB2zSSWRzXBldpY/uv1O7q6t5+TYKFldpylYOHAifm7/6WYWUm51asc3ydtiJ4QQQgghxL9MumFwYnSEH13pWfW4WVVzNRVcbiaiUV4Y6OPfH7idUvetzYa2kmEY9M3PFUw731dRyb11DQU7vDei6TpHR4b4ae/VVY9bTSburWtg7wb1ETaDYRi8NDjAc/29fKhtC5F0iqd7umkKhhi4LhPAZjZzf30jO8vK11nb5phPJvnKudPMJRKrHq/xFfFoW/u6gaKNvBHtI5nN8o9nTq2ZwaXc4+UDbe0EHM5b3i9gabjE2fwwmmWtoXB+mNIzV3p4sKllw3ocK+mGwdnxMZ7q6Vr1uKqoHKqt42B14Xp+m+nE6AiPd3XykS3bSGazPNXTxaOt7W+79vkOclN3QSU4IYQQQggh/sUzDIOsrpNaUZtg2Whkkad7urGaTRysqmZ7cWnBrIdb2ZZmGPmx+CtZVBWrybRhBsdG683o+qr6CpD7VW81mV5XwOPNZCxNp/lcfy+9c7PYzWb2lleytbiY7HXDJd6ux6AbBsmlWUNWMikKNrP5dWWWvhHtwzAMEkvDcd6o/YJcACyZza7pfCUyGZ7svsRCOsWWcDH31NZhM91cBYCN3ntWk2lVxtXbRTyT5vn+fnpmprCYTOwqLWd3ecXbcl/fISQ4IYQQQgghhBBCiE11U8EJGWAthBBCCCGEEEKITSXBCSGEEEIIIYQQQmyqt8tUor940wQIIYQQQgghhBACkMwJIYQQQgghhBBCbDIJTgghhBBCCCGEEGJTSXBCCCGEEEIIIYQQm0qCE0IIIYQQQgghhNhUEpwQQgghhBBCCCHEppLghBBCCCGEEEIIITaVBCeEEEIIIYQQQgixqSQ4IYQQQgghhBBCiE0lwQkhhBBCCCGEEEJsKglOCCGEEEIIIYQQYlNJcEIIIYQQQgghhBCbSoITQgghhBBCCCGE2FQSnBBCCCGEEEIIIcSmkuCEEEIIIYQQQgghNpUEJ4QQQgghhBBCCLGpJDghhBBCCCGEEEKITSXBCSGEEEIIIYQQQmwqCU4IIYQQQgghhBBiU0lwQgghhBBCCCGEEJtKghNCCCGEEEIIIYTYVBKcEEIIIYQQQgghxKaS4IQQQgghhBBCCCE2lQQnhBBCCCGEEEIIsan+Pw85nuAhYZG1AAAAAElFTkSuQmCC\n", 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m0ecWMGfRlB6P83oC/OrLj1N1sC5loLjxgctZ9Jn5CGN340Q0EuOpny9h67t7iccSgGTyvNHc94ObSMt0nlE7FQqFQqFQKBSKc81FY5yIBKPUVzXj8wTOeV1SSuqPNWM0Gcjtn9Wn49ua/Pi9QQpKcjCajOdcRkXPJBNJ/N6Q5j3RYaZZceZIKak+VI8r3UFGbtoFlSW3fxa3f+UqvC1+Ni9/n/fXVxAKhC+YPIl4kuYaD9FQhGTy9KLTpJSEgxH83iCxaKzX4xwuG9d/ai6eBi/7thxi2VNr8bcFe42FM5lNXLZoCsPGl1B9uIGl/1iJp9GLVPeD4gOSlJJILE5cJjEKgdVkwvgR9sZJJJNE4nESSYnJYMBqNmHowVtJcfEhpSSeTBKJawZcs9GIxWjs0RtNofhPI5FMEorF6PhZYzOZsCj95qTEEgnCsXjq+8wgwGY2Y/oIvyfPBReNceJ8EvSHefH3yygYmMttX7rylMfHYwneW7yZo+W1fPpHt+BMs58HKRU94XTb+cLDd5JMSjIvsCL9UaGt2c+TDy9h5rUTmXvT1AsqS1qWi0tvmEw0EqOt2c/76ysuqDwfBJPZyPxbZzB1wVjSs929HmexmZm6YCxSSuwuG8ueWnvSco1GA6OnDWXU1CFU7q/mnRc2nG3RFf+BJJJJ9tTW8+SmHRxp8ZDvdnP7pDFcNmTgRzJcKJZIsLHyOM9t3UWt18+QnCw+MW0iYwr7KQPFR4BQLMZLO/awbF8FSSmZWtKfT0ybSK7LqQwUiv94jnpa+dHr79Lg0yaEhYAvXTaD68aMuMCSfbhZc6iSX69cTzSeACDLaef/LbyM8f0LLrBkFxcXlXFCpP5z7pBS0lTtoXx75UkVho4EfWF2rzuAwWhAnubsqeLsIgyC7PyMCy3GRwYpJUfLajhaVsPkeaMutDiduNg/IIUQONPsp2fMPI02CyG0vzOQ7cOMlBKJpjxWtXopq2+kps1LWyhMPJHEYjKS7XRQnJnBqII8shx2TAbDRT9eLjRtoTB/WbuZFQcOA7C3toFGf4ChudkMyEi/wNKdfWrbfPxqxTr21TUAsK+ugVAsxk+uW0CWw3GBpVN8UDYcOc6f12zCE9I873bX1JHndnL35AmYegiXUyj+k4jGExz3tFHr9aW2+cKRCyjRxYE/EuVoi0f3yAJ/NEI4Fj/FWYquXFTGCYTAYDAQDkZorG4h4A1hNBnJ6pdOZl5aj7M3MinxtQVprvEQDkUxmgykZ7vJzs/AaDrxwZpIJPHUt+H1BNi9rpzaIw001XjYu+lgqiyb08rg0QNS57Q2+fA2+zheUceBnZUUDsqjbNvhVMJOo9HAwFH9sTmsnWRKJpI017fR2uglHktgsZrJyk8nPdvVrQ3RcIyjZTVk5KWRnZ+Ovy1EU00LkVAMs8VEZl4aGblpZ5T40ecJUHOkAVeGk4KBOd3qTsQTVB2qJxKKMmBIPg73iUSkyUSS5rpWWht9xOMJLDYz2fkZpGe5EIbOL/ZIKMrRshqyCzLIzEvD5wnSXOshEo5htprIyksnI8eNoUMbkskk3mY/LQ1eIqEoAFa7hbRMJxm5bkzmE0NXSkljtYfG6pbUNqvdwoCh/br1fae+jcRoqmnF5/GnZqVz+2dhd1o7KTIBb4jaykYy89JIy3LRVOPB26Kd43DbU+ecDZLJJD5PgJb6NiLBKAiBxWYmLctJRrYbk6XzLRsJR2muacXXGkBKsLus5A3Iwu7snDTW3xak7mgT2fnpuNIdNNZ48HkCSClxpjnI7Z/Zqa/isTjNta342oJsfXcPLfVt1Bxp7HQ/pGU6GTAsP9VXyWSS2somIqEoA0cUEovGaajS7lMhwJXhJLcwE4utc+LHSChKU41HC1WQ4HRr18F2lvr0dJFS4vMEaK5rIxyMgJRYbBbcmQ4yc9MwWUynVHSllLQ1+6k50oDdaaVoWH5qzIYDEQ7vq0oZMg1GA/2Kssnqd2EVvKAvRHNtKwE9oazZYsKV7iAzLw2rvefkm+cbKSWtoTBbjlXz+p4y9tU10BaOEI7FiCWSSCkxCIHFZMRuNpPrcjJrcAnXjC6lNC8Hq+nieuV9mAjF4hxoaOq0rcHvp7bN95E0TrSGwhxp9nTadrSlldZgWBknPgIcbGzGG4mmfielpKy+iXgyiUkl0lYoFIoLxkX1pWYwCMLBKC//cTnv/Xsz9cebsdjMjJwymBsfuJzJc0d1UoyTySRlWw/zyt9WsG/TQVqb/VhtZoqHF7LwzkuYf9v01Ee3vzXAn7/3POXbK/E0tJGIJ1n+3HqWP78+Vd7QccX85q3vYtJjrl787ZtsfGs3jdUtxCJxmqo97F5XnjremWbn0de/zcAR/QHtwzoajrH+jR0se3oth9+vIhSM4Ep3MGrqYK65bw4T54zEYBApRaClvo3//dRfmX/rdGZcNZ7Ff32H3WvL8bYEsLttzL91Ovd854YzCiWpO9rEzz7zd4qHF/D1391HerYrVa+UkqYaD7/+6pNEQ1G+/8/P4nDbkFISCUVZ95rWhiN7qwiHorgzHIyePpTrPjmXcTNLER3a0HC8hR/f+2eu++RcJlw6nH//+R32bKjA5wngSLNzxd2zuOvBa1LGDykl21fu4/UnVlO+vRJvsx8hNJf+4uEF3PiZ+cy4anyntqxZso1nfrmUcECL/S8uLeB7/3iAgSP7d2t3u+L4xhOrWf/6DqoO1ZNMJMnOz2DqgjHc8Jn59B+cl5L/8J7j/OZrT3LpjZPJ7Z/FW8+s41h5LclEktz+mVy2aAo3fX4h7gzHGStwUkpkUrLxrd0sf249B3cfpbXJh8EgcKU7KZ1Ywr3fW5Rqj5QST4OX1x9fxYY3d1FzuIFkMkl2QQYzrhzHjZ+5nH7F2Sl5Duys5A/ffJYFd8zAme5g+fPrqaqoI5mU9CvKZs5NU1n0wOU40+0IIag/1syjX36c2spGWpt8yKTkhd+8yQu/fTMl86xrJvK9f34Woz7LFIsmeP7Xb3BkXxU/fPzzvPviRla+vImG4y0Ig2DYuGK++MuPMXBEYaoNLXVtLP3nSja9tZvaykZkEnIHZDL9ynHc8On55A3IOq9KsZSSsq1HWPKPFezZcJDWJi/JpCQtw0nB4Dyuu38Oc2+a2mMiyo5leBq8PP7QK6xbup2bP7+QW764MGWcqDvezE/v+wveFj/xWAKHy8Ynf3Qz190/9zy1sru8tZWNLP7LO+xYtZ/Gag/xWByH266NjZuncu19c3Bc4FWSklJyuKmFv63fwvKygwR7ydORkJJQLE4oFqclGKK8oYl3DxzinqkTuGXCaOxm84fC0HImtIXCvF9TTygWY2BWJoNzMs9bzgchBFZj508Go8HwkVXkjAaBxWgkFDsxzsxGI0bDxTl2PowcqG/imKcVq9nEhP4FuG3nzyBtNZkwCkGi0zbj6TinKRQXnNZgiPdr6wnH4gzJyaIkK+MjnQdI8Z/BRWWckBI2LtvJgKH5XPmx2WTmuTm8p4r3Fm/hnz9+GXeGg9KJAxFCpJSMP333eSLBKFfcPYvCwXl4Gr2sf32HpsgGI1z/qXnaMnsuG7d+6Uqi4Rh7Nlbw7COvMffmaVz5sdmp+u1OaycPhQV3zmTGVROoP97Mn7/7HEPGFnPrF6/o5DmRX5zTSf53X9rIUw8vobi0gLu+cQ3uDCdVh+pZs2Qbf/3+C3zx53czblZpN+WnYtdRyrcfwWw1c+MDl2O2mjleUUu/omxsjjNbRnHQqP4MG1/CrnXlHK+oJT17WAdZJQd3H6PqYB1zb5pKfonWjkQ8ydvPrefZR15j0KgBfPw71+N02zl2oJa1S7fz5+8+z5cf+Rijpg3t9pIv23KI3WvLsLts3PS5yzFZTBwrr6XfgCys9hOz6ccr6njqF0vxNvu5+p7ZFA7OIx5NcLyilsN7jvfY3gV3zGDyvFEEvCH+8K1nSMR7T/4XaAvxzC+WsmrxFkbPGMY1912G2WyibNsR1r+xg+rDDXz+Z3d2MlDEonFWvLSJtGwXYy8p5YZPz6Olvo33/r2FV/++krQsF9d/ah4m85klC0rEE7z37y089fAS4vEEk+eNYvDoIhKJBDWHGwgFIp1WgvC2aHkgNryxgzGXlHL9p+ZiNBrYv/Uwq1/ZRs3hRj730B3kl+Sk2hANR3nr2XWkZbmYMHsEix64nKaaVt7792YW/+UdMvPSuerjs1LeSPf94CZkUvLevzez8l+buf5Tc5m6YGxKBs3Tp/uXnLfZz9O/WErd0SZmXTuRzLx0PA1ttDX7yco7kQfE0+DlsZ8uZsu7exg/azg3PjAfYTCwd2MFK1/eTM2RRj7/0B3kDcg+oz49ExqrPTz9iyUcLath3q3TKdENKVUH69m35ZDm9XGSr1cpJY1VLTz58yXsWlPOnQ9ew9WfuLSTV0rhoFweXvx1IsEoy1/YwDvPre+1vPNBwBvi5T++zZol27jkmomMmjYEs9lI/fFmyrYdwSDEBV+SN5mU7K6p45fvrmHH8RoSsufwufZnf1eOtrTy2/c20OgPct+MiRflzLeUkj219fzX6+8QiEb5xLSJfOqSKeftQzTdbuXKUcN4estOAtEoLouF2YNLGJZ7/u7P80lBehoLRgxh2b4DhGNxMhx2Fo4YQj9338I9FScnkUzy9w1bWHPoKP3cLn656Krzapy4ZFARI/rlsr++AYGgIN3N5aVDMBtVwj/FxYGUku1Vtfxk2QqC0RifmTmVe6ZNUMYJxUXPRWWcSCaTGE1G7v3eIoZP0owQc29OkJ7t5plHX2Pt0u2UjCjE5rAS8IZY8o+VeFv8fPMP9zN2ZmlKSZu+cCw/ue8vLH9+A1MXjKFoWAFmq+aBIaXE1xpACEFeUTbjZpX2Ks/g0QMAOFpei9FkJD3HzejpQ3Fl9Pzh21jVwqt/W8GAIf34+u/v6zQrPGhUf3774FMsf349wyaUdPOE2LFqPzd/fiF3f/PalKLT/hF+prOAJouJmddOZP2bO9m5uowRkwdjtpxwPd+2ch8guOTqCakVSGoqG1jy9xUMHNGfb/z+PnIKM1PlFQ8v4PfffIZ3X9jI0LHF3dzyt7+3n9u+fCW3f/UqrHZLr22orWyk4Vgzl944mY9/6/pO3jDRcLRTSEf7uenZbtKz3URCUewuG/7WYK/t3r5qP6te2crEuaP4wsN3pnKLXH77DAoG5vDYTxez4qWN3PX1a1P9kUxKgr4QH/vWdVx++4yUDEPGFvHIFx9j28p9zLtl2hmtZiGlpO5oMy/94S3i8QRf/dU9TJ43qtOqL4l4olPYy9Z397J26TYuuXoCD/z4VtyZmuHi8jsu4cUBb/LEQ68yYsogbv/q1SnPhkRCEgoGufe7i7hs0ZSUIaVkRAG/+dqTbH9vH7Ovn0R6tgu7y8a4maUp7yOjycCAof1Oej+001DVQvWher72609QPPxEEqCuSuOmt3ez/o0dzLtlOvf/8CZc6dp9M/+WaTz/6zd55tHXGD19KLd+8YrT7tMzpaW+jWPltYyYMpj7f3hzJ+NLNBLDaDT0aJAxGLUZt6YaD0/87FW2rdjLHV+7muvun4PZ2jmMxWI1U1xaQCKRpF8HT6sLRdAXpnxHJf2KcvjkD28mPfuEESweSyClTN0HFwIpJUc9rTy8fBU7q2o7rVIigH5uFxOLCinKSMdmNhGKxTja0squ6lrqfSdWd/JFIjyxaTs2s4nPzJxy0SkhsUSSvbUNVLd5AfSM4Ocvx5HTYuH+GZMZlptNVauXwnQ3s4eU4LJemPCrc02Ww87X589mSnF/Gv0BhuVmM3NQMTbzRfXZ9KGl3udnX20jnmAIm8lEInl+VxMqzcvhJ9ctYMORYwghmFxUyKj8PJXsVHHREIkn2FNbT02blhciHFe5DRQfDS66t2zpxIEUDeuXUmaNJiPTrxrHkn+sZN/mQwR9YWwOKw3HmynbepjM3DTsLhuV+6tTZSSTkrQsFxW7jtJU08qAofnnxc13z8YKmutaGTNjGP7WIEFfKLXP4bJhc1op336EcDDSzTiRU5DJ/Numd5qBPRsyD580kOLSAra8u4dr75uTintvqm1l15oyho0vZpBuhAF4f90BPI1eJs8fTVs6GlzHAAAgAElEQVSLH1/riY9/V7oDq91C2bbDRMKxbsaJfsXZzL1lWsow0VsbcgozSc9xs2ttOatf3crIqYPJzEvHZDZisZ2Zl0g78ViCXWvKQEpmXjuhkzeCwWhg+pXjeP2J1Wx9dy+LHrgcc4f9RaUFTLhsZCfjyNBxJbjSHbQ2eomEe18O8mRICUf2VXH8QB0L7riESV0ME0Cn3/FYgp2r92M0Gph5zQRcGc4TbTAIZlw1ntcfX82W5XtY9MDlKU8egEGjBjB2VmknD49hE0pwuO14Gr3EImfWho5Y7Rbm3jyNAUP7ddre8VrHonF2rt6PxWbmkqvHdxrvJouJGVePZ9kza9n89m5u/Mz886Ycp2e7yC3K5uDuY7z97DrGzx5Odn4GZqsJSxcjQ0esdgtNNR5e/tM77N9yiHu+cwPzb5vezTDxYcTmtFA8rIBtK/fy+mPvcekNk8kuzMTutJ6xJ9DZxBeJ8uTmHeyuruukirusFm4YM5LbJo6hf0YaLqsFg8Gg5asJRzjuaeOF7e/zdlkFXj2RVzge54VtuxnRL5c5QwdeVDNMwViMnVW1F1SGNJuVa0YPv6AynE9ynA5uHj/6QovxkUMC++oaaQ72PolwrhFCMKJfLiP65V4wGRSKD0IgGmV39YV9JygU54KLzjiRmZvWLdlfWqaTzNw0LfdDNK57PwRprPZQf6yZB69+uFs5iZiWPC0UCJ8XudvjugPeEG8+tYa3nu2yHKDUlE6DwUC0ByW3X3E27kxnt+0flOz8DKbMH83bz61nz8aDXHbjZEDz1Ght8nHdJ+em6pVSUnukkaAvzNJ/vMfrj6/qsQ0Ot41YD/Hg+SU5vXqVdGTgiEIWffZyXvnbu/z6a08yaFR/plw+hklzRjJ0fMkHUlRD/jBNtR7sbluP+QycaQ76FWVTc6QRT4O3k/EiI8dNZl5nzwibw4LBaCART/ToTt4XZDJJzZEGkokkQ8cVp3Ka9EbAG6K5rg1nuoOcgsxObRBC4MpwkjcgC0+jF0+jt5NxIisvnYwuq9DYHNYP3IaOONw2CgfldfL06NaGtiAt9V7cmU6y8jO6tcGdqSXP9DR4aWvydfLQOZf0K8rm1i8s5MXfL+NP/+85iksLmDRvFJPnjWbklMHdknm2Ew1HefF3b7HhzZ3MvXkaC++aidl6cTxe3elObnxgPl6Pnxd//xYr/rWJCZeOYMrlYxg9YyjujLP/3Dkdthyt4q39FZ1COVxWC5+6ZAr3TJ2Ay9o5WafRYCDTYSfDbmNgdgZ5bif/3LgtlTG7zufn6S07GFOQR57b1a2+DyueYIjyhsYLLYZC8YFJJJLsr2ugLXR+vr8Uio8iTYEg5fVNpz5QobjIuDi+njsgDKLbahAgMBgNJBNJbRoabTWJZDLJiCmDuPrjl/Za3pCxxedQ2s7EYwlMZiNzbprKuEt6do+3Oiyd3KrbMVlMPbqTf1AsNjMT54xk5cub2bZyL9MWjiURj7P9vX1k5KYxesbQTrOnsVgCs8XEvFumMXra0B7LtLmsuNK6GyFMFlOfXCaNJiOX3z6DkVMGsW3lPja9tZvXH1/Fuy9s5JKrx3PT5xacsbKaTCZJJpIYDAaMPbh1CyEwmYxIKYnHE532mUzGbiElZ4tYVFOcelN+OyJTbRA9GgAM7W1Iym65N0xmI8ZzPBtuMBowWU5eRzJx4joYekguaTAIjCYjyaQk0eU6nEsMRgPTrxpPyYhCdq0tY/0bu3j3xY2sWryVCZeN4I6vXkXBwNxuRq1D7x8ns5+XjNw09m0+yO515UycM7KbB8yHEWEQlE4cyFd/dQ/7thxi3dIdbF2xl41v7WbY+BLu/NrVDJtQclJj07nCF46wdE8ZnuAJLzODEFw5chifmDbhpCEFQgjcViv3TJ3AkWYPb3cwcGw7XsO6w8e4afyHa3nck7Gntl4pc4qPBG1hLbFr8iwYwxWK/1Ter6nD12HFGYXio8JFZ5wIByLEIvFOSlw8FifgDeJMd2DQlQGr3YLDZcPhtjPv1ukYTD1/WJ8Lhb833BkOjEYj/Qf3Y/7tM3owsmgx1L1tPxcIIRg+aRBFQ/Mp23qYumNNBL0hjpbVMHzSIIpLCzspYu5MBwaDgaJhBWfWhj42xGwxUTy8kP5D8llwxyXs3XSQN59cwxtPrMbusvHxb19/Ru212a040+xEQlH8bd1dSmPROF6PH7PF1H3G+BxdBCFEykOjpa71lMfbHFYcaTbCh6KdQoPaiUZieD0BLFZzd08Vce7G0ulgd9mwu2w01XgI+borXNFwDF9rAKvNnMpFcb4wGg0UDs4jvySHyxZN5eDuY7z55BpWvLgRq83MZ396ezejQ3qOmy/+/C5C/jD/96OXeernS0nLdlE6YeB5lf1MEUKQU5jJpddPZtrCsRyvqOOd5zey4l8biccSfP1393bzGjrXSCk52NjMzqraTkpMfpqLuyaP61OuAyEEmQ47d0way7bj1TToOSgisTjL9h3g6lGlF0UOASklu6pqCan10hUXOVJKWoJB9tU1XGhRFIqLFiklO6tqiao8E4qPIB/+r7IuHDtQS3Nda2oVAm1VieO0NfuZPG8UNofm4pudn07JiEKqD9VzYGclI6cOxtAhvlhKfVa5w5KX7bQrHuFABCnlKXM7aEnyDIQDERKJnpM6CSEYNr4EZ7qd9zccYP5t07uFFSQTWqiJOM/qozPNztSFY3jq4SWUbT2Evy1E0Bdm2hVjO62MIYSgdMJA7C4ru9eVM/fmqd08GD5oG6SUJBNJhNC8AkxmI2lZLmZcOR6H287B3cco336kT9elJyx2M6UTB7J1xV7Kth1mzIxhKUOXlJJjB2qpOljPpLmjSMs6P+7swiAYNKo/zjQ721ft56p7LiUzL61T+2RSpo61OiwMmzCQXWvLKd9RyfDJg1L5EKSUHC2roeZIAzOvmYj7Ayr2ghMeDOFg9Iz7vSs2p5XSCSXs23KIil3HOoXrJBNJjuyrpq6yiTk3TcFxBsvkngnty7lKCUaTAaPJiCvdwfjZw0nLdLJ/62HKth4hmUh2M05k5roZNGoAzjQ7/rYgj/30FZ7++VI+/7M7O62Y8mEkmdTuOZPZiDAK7E4bpRMGklOQybHyGip2VhL0hc67cSKWTLKrpo56nz+1TQDzS4cwOCerz+UIIRhd0I8pRf15Y98BQIt5P9DQxL66BiYVFXY7J55I0hQIEE1oXjt2s5lspwOD/s6JJhLUtvnYVV3H3rp66r1+IvEENrOJgjQ3Ywr7Ma4wn35uF2aj4bSvf1JKovEE4XiccCxGndfPrpo64h2SBnrDYapavVj74J2T43T0aQlVKSXhWJzGQOCkx7VjM5nIcTlPO4lgIpmkJRAiFNfC/7IcdpwW7V1T6/XxXsURth+vIRiNMiAjnVlDSphcVIjTciKEJxpPcLCpmXfLD1HR2IwA7djBxYwtzO/Tyg9SSvyRKJ5QdyNvT7gsFjId9rN6P0sp8UejNPoC7K9r5HBzCzVtPgKRKJFEHIvRiN1iJtfppDAjjSHZmRRnZeC2WnFaLWeUwDGWSOCPRGnwBTjU1MyhphbqvH58kQiRWByj0YDbaiHP5WJgdiaj8vMoSHeTZrOedn1SShJJqY3leJxQNMa6w8do8p8YY4lkkjqvH6f11DmlLEYjeW5Xn+RISklzINhpOdiTkeN0Yjebzur1TSST+MIRjnna2FNbz6GmFpr8AcKxOBaTkSyHg6G5WYwfUEBxRjppdttp9XFSSjzBEIGoNoNuMhjIc7lSS/zG9XutvKGR92vqONbSlsrB47JayHM7GZmfx6j8PPLTXNjNH948Sa2hEL5wFInEoT+TQUt2vKmyilUHj9ASCJJutzG1eACXDR1Ilv7cBq2vatq8rKo4wg7d2JvncjCpuD8zBhalnvGnQ1J/htS0edldXcfBxmbqfQHC8Rgmg4Esh52SrEzG989ncE4WGfr1PbN3QpxwTLuPatp87Kmt7xTu2BYKc9zThqUP74RcpxPbaY719mOl1O7n2jYfu2vqKKtvpN7rJxSLYTGZSLdZKcrMYFxhP4bkZpPlsH+g/E7t9TX6tWfk/roGatp8+CMRklLLhdQ/I40xBf0YkZ9LjtOBxWj8wPdxIpmkORCirL6RHVU1VHna8EWi2nV12hnRL5dJRYUMyEjHadHerwYhPrAO1/5eqvf52V/fyOGmFuq87e+EBBajEYfFTK7LSWF6GkNysijOzMBls+C0nNk74cPGRWWcEEJwZF81bz+3nrk3TcWV7qD+eDNL/7ESKSVTF47FocfX5xRmMvfmaTz18yU8/Yul3PjAfIqG5iMMgqAvTP2xJhCCqQvGdEt0585w4Ex3ULb1MAd2VJLbPysVj9/TsoZWh4WcwgyOltewZ8MBRkwejEQSi8TJKcxMKV3Dpwxi0pyRvLd4C//6w1vMvXkamXlpyKTE2+Kn+lADRaX5DB1fklph4Xwxcc5IXv3bCjYu2000HCNvQBZjZgzrdtzo6UOZcOkI1r62g3/98W3m3DSV9GwXyaTE2+yn6mAdg0cPYPDYojN+MFTsOkb14XqKhxWQkevGaDLiaw2wf8shwsFor0tLths2pJTav5OymzIthGD6leNY99oOlj+3gbwB2Yy5ZBhGk5HaIw28/Ie39bCV6SdNgHi2KS4tZMZV49nwxk4e++liLr99Bnn9s0gmk/hag3jq2xg+eRDZen6GmVdPYOOyXbz19Fqy89MZNW0oBoOg+nADL/9pOXanlXm3TvvgYQUCsvqlYzAIdq0tY9ysUtKz3cSicUxmI9n5GWdWrBDMum4Sm5bv5o0nV5OR42b45EEYDIKj5bUs/ss7ONJszLt1eo/jSLu+SeDENT8bH5RVh+rZt/kQA0cWktUvHZPZRCgQZu/mQ/hbA5ROKOnRK6gdk9nIpTdMoammlVf++i4v/PZN7vv+TWTkdF9+UCb1MQokE5ph5GRlg2a4AZCJpGawOsnllVKSSCSR8kRdPdHW5GP9GzsoGV5IdkEGVruFaDjGwd3HaKzxkFOY2adwo7NNKBrr5jWRZrMxrWQAjtP8gHZYzMwcXMKy/RWp8poCQXZX1zFhQEG3l3ljIMD/e/Utyuu1HA9TSwbwv9dfQZrNSoMvwGt7y1i8ax81bV4i8QSJZBKJZjwxGQxYTSaKszK4ZcJorho5jBxX3wydjb4AFU3N1Hv9HPO0UtncSmVLC7VeP95wZw+jV3bvZ9n+ij59Bj10/RXMLR3cp2O3HqvmW6+82Sd5Jxf355eLrsJhOb1Exf5IlJ8tX8X6w0dBCL4y5xJunzSWYy2t/GrFOtYeriQST5CUEpPBwNI9Zdw5eRz3z5hEms1GLJFgeflB/rJ2M5XNHmK6EclkNLB49z7umDiWT14y+ZQGikRSsmzfAR5dsfakx7Vzw9iRfOPy2VhNZ+fTKRqPs7umntf2lLH+yDEa/QHiiSTxpP4eQ/dEFAKjQWA0GLAYjakVamYMHMDU4gHkupx9MjzFEkkONjWz5WgVm49WsaemHl8kQiyRJJFMkpQn1n8x6HWaDEbSbBamFg/g+rEjmTFwALY+3H/xRJIDDU3UtHmp8fqobPZQ2eLhaEsrLYFQp+S2TYEg33p1GaY+PMNHFeTxp9tv7JPHUzAa4+G3V7Hu8NFTHgvw0A1XMnfYoLM2PRSIRtlw+Biv7S1n67FqfJEIcb2v26+twSAwG4y4rBamDyzixrEjmab3cV/kCMVi/HHNRt7Yo638VJiexqM3X82g7CwCkSgrKw7z8s697K2tJxSLE9evM5y4xhajkX5pLq4bPYJF40ZRmO7+UBrUn926m+e27iKWTDJ7cAk/vW4h4ViMv6/fyr937aUtFCYhJQYheLvsIO9VlPDg/FkMzMpASthf38CjK9axo6qGcCxOUkqMBgNL9pRx6ZCBfGXOJadl+I7G4+ysruXV3dr96wkGU/dS+/g2CoHJaMBhsTC2sB+Lxo3i0iElpNlsJy27nXqfn0ONzdT5/BxraaWypZXKZg+1Xh8+3cjUzovb32fJ+/v7NG4euelqZg0u6XNbgZTR45injSXv7+eNvQeo8/mIdnkHGvQ220xmxvXP5+bxo5gzbFDKAH06JKXkUGMLb+wr553yQ1S3eokmEqnnFe316e/dkqwMrhsznAXDhzIgM/2M7+VgNMaaQ5W8sH03e2obCEVjqXsndd8ajWQ57CwcPpRbJ45haE42FpMRs9FA+AwdWiLxODuranltTxkbK4/TFAie8p1gNRrJT3Pr74QiphT3J8fp+FDew33lojJO2F02Js8bzd6NFWxfuQ+T2Uhrk4+gL8TCO2cybeHYlDLWnrcg6A/z+mPv8afvPEdalgshBNFIjIA3xLSFY5k8r3PMsRCCkuGFzLp2Iute284jX3yMtGwXSCgZUchXHv14N7nSs1wsvGsmL/52GX/94UvkFGQgDAKn286XH/kYuf21h53Fauaub1xLIiFZ99oOtq/ch8Nt16yCwQhBf5j7f3ATQ8edvzwY7eQNyGbSvFGsfmUryaTkps8t6FGhcrht3P2t65DAqsVb2PLOHhxuGzIpCQe0Nnz2p7czaEzRGctytKyaxx96VTMSpTkwGAThYITWRh+lE0u46p7ZnSy4VQfr+feflhMMhAn5wxyvqCMeS/DX779AerYLZ7qDqQvGMvOaCQAUlORy7/du5ImHXuXJn72qKd9GA62NPhBw9zeuZdK8Uectxl4L63By9zevIx5LsHHZLt5ff0ALyZAQDkawWM187TefSBkDBgztx33fW8STP3uVx36ymKz8DAwGgafBi9Fk4N7v3sj42cNPqez2RbZxs0sZO7OU99dX8IvP/QNnmgOJZOJlI884vAa0++m+79/E0z9fwj/+52Uy+6UjhMDT0IbZauK+7y9i9IwTeU38bUGW/mMlVRX1BP0hjlfUEwlFefXvK9m8fA82h4Wh44u54u5ZON1n5m3RcLyZJx56BWe6A3e6A4NJS1DrafDSf0g/bvj0/B5zlbQjhMDutHLd/XPwefy8/dx6MnLSuPPBa7A5LEQjMf79p+Ucr6gj5A9TdVBrwxtPrGbX2jJsDisDR/bnmnsvS4UfrXhpI3s3HyLsj1Bf1QzA6le3UllWg91pJb8kh2vvnUN2QQaJeIKda8pYtXgr4UCE1iYvbc0+yrcf4dEvP44z3U5mbhoL75rJEP0e9bUGeOkPb2EQAneGE7PVRCyWoLXRi8Vq5pYvLDyjJXI/KIFojLL6zgkg89NcjMzvnvPjVBiFYGhuFtlOB436jG00kWBfXQOBSLSbEptMSnzhCB49x8PRllYafH4afX5+u2oD71UcIdKDO61E8/iIRaPsq2vgyLsedlTV8qXLZlCSlXHKGY3l5Qf54+qNeELhUy6t2D4T3RfaPUD6eqynj7ktfJEo8gzSBmizjSf690BDE9Wtbfxx9UZWVhzu5CESTyZpCYZ4avNOsvQQnc1Hq/n1ynUc97R1KjeWSNIcCPLE5h2k2a3cPWX8SQ0JEkk43vf2BqIxzsbqrVJKAtEYz2/bzfPbd1Plaeu1WEm74V0zLoRjcbzhCBWNzSzbd4Cf33glc4cO5lS3RCSe4I9rNrK87CDHPW2d+rgnkh3qDMVivLa3nI2Vx/nEtIncO2MStlMYaPyRCA+9/R576xoI9pAgu2tdXRWt3vCFI31eQveEZ0zfrm/sNO6TU9V7vNXLE5u28/re8k45czodh2YgSyS1e/l1vY8XjRvFvdMmkOd29cHopClS7W0UQnC4yYPbauXxTdt5cceeXnPVdLzGh5s8/HnNJrYeq+Yb82czuiDvQ6fchGIxPKEQsUSSoy2tVOteEM9s3dXJO6bdm+HtsgqcVjM/uGoeTf4Av3hnDZuOHu/0zEokk9qx+yswGw388Kp5pzQcSClpDYV5bttuXt65h6pWb6/HJqSWNysSD7H6YCW7quu4csQwPj1zCkWZ6ad8Jyzbe4C/rttCayjUyUuiJ07nnRDrxcv7ZNjNZnZX1/HrlevYdPQ4iR4mPCQd25xgzaFK3q+p4476sXx65lTcNmufDAbt3hJv7z/Ik5t3sK+uodccNUndmzGa0JZWPdDQxHsVR/js7GlMKe6P5TSWDZdS0hYO89jG7fxrxx6aAt3DvzvetzVtPp7espOtx6v52tyZWIwmrCbTaecCafege2bLTl7YvofaNu9pvRPawhHKG5p4c+8BfnXz1WQPLvlQhHCfKReNcSKnMJNZ105k4V0zAdjw5k6qD9VTMqKQsTNLmTxvVLfYdIfbxqIH5jN25jB2vLefmspGkvEEaVkuBo8pYvzs4Vh7WJrSleHgY9++jiHjiijfXkkkFMXptjNy6pAeZTNbTVxx10yy89PZva4Cb4sfm8NC0bD8TiuLCCEoKMnl8z+7g93rDrB340FaGtowGLR479IJAxk3u7STUmxzWJhy+Riy89PP6bKEDpeNy26cQsgfRhgMzLhyXI+zpUII+g/uxxcevpNda8rZu+kgrU0+DAZBbv8shk8cyLhZwzvl8rC7rUxbOJaCgbl9Wmlj6sKxIARH9lbR1uQjkUjiznAweEwRk+eNJndAZ8t2PJYg6AuRTEosVjMTLh2R2iclhINRIqETDwqD0cDo6UP5+u/vY8vy9zm05xiJuGTc7OFMvXwMQ8cVd2p7erabqQvG0H9wv24fgAajgUlzRyGE6LTM6+kihKBwUC6fe+gO9mw4wL7Nh/E0ejGZjWTmpjFyymAGDM1PHW80GRk3q1Rrwzvvc3hvFTIpGX/pCKYtGMuQcUWd+jojJ43pV4xl0KgB3ZJOmMxGJs8fjd1h6bTMazvZ+Rk88OPbWP/mTir3VROPxUnPdnczohkMgtIJJZjMxh4NW10xmY1MnDOSvAFZbHlnD5X7qpFSMnneKKYuGMPg0QMwdWhDMpEk5I8QjcYwmowMHFnIwJEnXPJjkbgWitWLh0BfGD5pEA/85HYO7T5GS0Mb8VgCu9PKoNsGMHn+aAoH5XbqP6vdwqR5o7A7rZ36253pZNEDlyMMBgJtQeqPNVEyohCZlIT8YaKRGAajgeLhBRQPL+jQhhghfzi1aopMSkKBCNFQDIS2mki/ohOeQ7FonJD/RDiZlFq+jnBQC0lLy3IxbeHYE30YTxIORIhHT3zA9CvK5gs/u5N9mw/TXOshEo5hsZmZcdV4Jl42giFjii7IkqK1Xm+3j+o8t5OCtFOPra4IIchxOilMd6eMEwBHmj34ezBOdKUpEGRPbT2rD1byTvmhlOHAqbv5W01GovEELR3cq0H7mF627wAC+Mb82RSkn1z2tlC4x4+h84nLamFwdhbheExzIdbdiM9l8sLDTS28V3GEFQcOYzQICtPTSSQl9T5/Son2RSIs2VPGqPw8ntm6kypPG2ajkTyXE6NBUO/TQmtAm7H+1869zC8dQklW795dQggy7TYGZWcSjsUJxWJEdNfpc5mqMRJP8O9de/n7+i20dhnjdrOZLIctNXMeTSTwRaJ49VnhjuS5XQzISD+lYQK0cIiWQJAjzZ5u+0wGA+l2Gy6LBbPRQCyZpDUYxhsOd/NweHLzDn2WfTimk3z0J6Skzus/pWHiXKKNpTSKMzMIx2J6mFT8tIx1p4uUkuo2L4+8u6ZHI6bbaiHdbsNqMhGNJ2gNh/GHI6l+bg4EeXbrLpoCAR6cO4v8tFMbKDoSiEapaNRC1p7dukszqKG9ttLtNtJsNn1mN05LINgpj00smWRj5XH+tHYT/3315eS5L+xKTSejKRBgy9EqXt61l0g8Tr7bhc1sosEXIKgbKiSw5tBRthytYmdVLduP1yAQ5LocOCwWWoLBVIhLQkrWHjrK1mPVzBs2+KR97gmG+L8N23hh+278XZRQt9VChsOOxWgknkjiCYVSdYD2jF+8ey+BaJQH582iKDP9pO30hEIXdMndjjT7gzy3dRdbjlWn3gcWo5FMhx2HRftm9kcitAQ6G1JaQ2Ge3/4+2U4nd04e2yfPs0g8wau79/PHNRtp9AU6PYfMRgNZDkeHOqN4gqHUuyKaSLD5aBVNgSAPzpvFvGGD+hxWEozGeGbLLp7esrPbtbWajOTo4TDRRIK2UBhvOEJCSvbVNvDIu2u5ZvRwzKdhDDnRXm2Z839u2EZbF0Otw2Im027XwnCASCKBPxyhLRzp9l4uSHdTmJ52URsmAMTZWDrwLPChEEKhUCgUHw5e3b2fHy9bkfpAMBoEd04ax39dPf+MyvOGI3x3yVu8U34otS3LYeepT9zG0NzOoWLVrV6+/NJS9upJ+4xCUJKVQXWbl1giSf+MNK4eWcqEAQXkupxYTUYiiQT1Xj+rD1by7oGDNAdOzJZaTSbunT6RL10246QfZruqatl2vKYH2cO8sns/tV5fatv0gUXMHlSSii0/GfNKBzMwK6NPrv/BaIzjrW2EYlq+i1AsRigWp9kfYOnecnZX13WS4c+339CnXAEd8QRDfOfVZaw6WAmA22ol02EnkUxy/4xJTBxQQDwpeausghe3vY9fN/iYjUbmDB3I+iPHyLDb+PjUCUwp6o/BIFh/+BiPbdzWYQYZfnPztVw1queVsdrb2xaOUNvmJaQbJ9qNFLVtPl7auYejLSeSFN86YQz/ddU8rB8wierOqlq+sfiN1IyrQPuovHpUKRMHFJLrOpH7IBJP4AtHaPD7Ka9vYmdVLYebW4jE49w6YQzfWnBpnz72pZRsrDzOl15aSjgWx2W1MCQni8lFhZT2yyXX5cRltWAxGoklErQEQuyoruXNveVUtrR2+ggenZ/Hr2+5luLM9F7HVCgW47U95T16ROysruWt/RWp32k2KzePH02/Piztm+tycvXoUkx9UDaSSUmd10dLKEQoeuLaBmMx9tc18q+dezopIL+79ToWjhj6gWK2G/0BHnl3Da/tKU8pS0AAzVkAACAASURBVAYhKMpM54oRw5hcVEiW047NZCIST+AJhdhRVctb+w5w1NOamo02GQzcNnEMX5s7kwxH756A/kiUn761ksW79qW2FWdm4A2HaQ2FsRiNDO/3/9l7zzi7rvO89792O73MzJneB8Cg9w6wN5ESRRXLlmxJthTbcRTHconzU5wPN8nNL8lNYvsmsX3tOO6RVaxCySIpUmwgQRAkGtHbABiU6fXMnH52WffDOXNmzjScGQDkgMLDD/xhzz57r733Wnuv91nP+7wRnlrTzsqqCGGvB13JkRPd0XFe77jCvo7OogDarWv8xgO7+dKuLSXd5/cLf/DaW/z1O0cxbQdDVakLBYllMnxi/WoeaW/DZxic6O7lfx04XHhXKkKws7mBrrFxhuNJfmbzWh5buZyg28XlwRH+7K13uTQ0UjjHl3du4Tcf3jOn90bGsvhfBw7z1+8cLRBvqiJoKgvz1Jp2NtTVEPF7MVQN07EZjic51dPH89PGka6qfGrDGv7lo3sJud1zjqNjN7o53tU3Y3s0T3JMmDwD3NfWzM6WxpKe2WOrltMYDs553vP9g/yzb/2w6JuzLFLO5aERBBBwu3hweSv3LWumMRwqpPbFMmnO9Q3ywpmLnOrtK1JX1IUC/OlnP8Gq6sp522Y7Di+cvcjvv7KfvimeUwGXi50tDQXS2ZcnJ2KZLFdHRnn1wmUOX+suWiBYFinn33/0UbbmvxPzwZGS50+f5z/95A1GpqidvIbOfW3NPLZqOc1lYTx5cmI4nxr6wtmLXBuJIpGUezwk8t8RgIjfyx9+6qPsbJlfTX7keje//b3nGcgvnkx4KD21ZgUbG2qL/HAyVk49NxCLcz7/TegcHiVrW3xh+ya++uCeknxHPiCU9HK9a5QT9zA3HNuh+3I/PVcHb75zHh6fm1VbWz+QXPIPK2zL5vqFXga6R26+cx7+kJf2TS3orntD8XbBMm06z3Yx0j92853zCJX7Wb6hqUipcQ8fLAZicawp0lNVKDdVHswHn6ET8hTLdaOpNLHMzeXktpRcGR5FAJsaavmth/eysa5mhqGYUyvZ1dLI+vpq/viNdwpmnhnL4oUzF3hgWQvbmurnnBCuq6tmTW3VjO09YzHeunKtaKK4rraKn9+2oaTc+1JXjYQQ+FzGjMnjRBB/pm+wiJy4XYhlclL933l4L5/ZtA6XriGlpKWijEuDw7yZJzFM2+aNS53oisov797GpzeuLayeNZWFuTg4xHP53Hspc+VX5yMnhBCEPW7C0/qFzK/6779yrYicuF3Yf/kqfeOTk+66UJCvPf4A9y9rntW4dCLXOL3KJJbOcnl4hKPXu9nd2oSxAP+LVdWVfHrjGkzb4fFVy1lRWUHA5cKV78dTzyqlZFtzPTubG/gvr7zJ2d6BwirS+YFBTnT30jhPTrdb0/jkhtWz/+09rYic8BkGT69bedOgBfImzSWSB4oiqAsHqQtPpqVNLMjVBgO8cObCjNXRW4HjSJ4/fYGXz18qEBOqItjR3MhvPLiL1dVVMww3pZTsaG7gsfZl/Mn+d9jX0YkjJZbj8OOzF1lRWcFnt2woiYScwPXRXJ91aWouRWTnZhrD4RnmvOvratjd2sTySAV/duBQIdhOmxavXbzCR9e2Uxd6/1P6SkHWtumKjvHxdav4yv07COSrN7VFyhlKJPnzA4fJ2jnfmsPXu1GE4KNrV/KV+3ZSnje1ba+M0BeL8SdvvltICzk/MEQ8nZ2VnLAdh4NXrvO946enEBMK9y9r5iv37WRldQS3NvP57mxpZE9bM3/42gGO3sipDkzb5sVzF9nR0sBTq9vR5vCZ21hfy/q6mhnbu0bHeONSZxE5sbG+Jp/KdvPAdDEGlZfzJE59OMhX7tvJIyvbCLndM461uaGOnS2N/P6rb/H2lWsFFUXvWM7seL5xLqXkytAof/vusSIz7Ijfy6/u2c7H160i7Ck+p5SSLY11PLislR+dPs9fHTzCcJ5c6Bwe5S/ePkL9R4M37csDsTj/8N7pojQsv2Hw+e2b+ML2jVT4vDPOu6ulib3Lmvkf+97m8LXuwnkXijcudRapJpvKw/ze4w+ys6VxVpPeiW/CE6ZJLJ3h0uAI73X18MDyFvSlS0yUjHsz8Q8BzKzFvmcP8+yfvVLybxqW1/Bv/8+vU1Ezv6TsHkpHNmPx4/+zn1e+fbDk3yzf2My/+Yt/Sti1+KDrHoqRSWX54Z+/xtsvvFfyb9bvaed3//jLBO6RE0sGo6kUtpwkJxQhiPgWX31GVZTCpGYiLSPn5l/6ZKKhLMTvPLyXbU31RdWfprYx4HbxzLrVJDJZ/ucbBwuT2K7oOD85f4k1NVVzKg1URZnV41RTlBkO4KpQ0FRlURLShWLChfxOuoC3VpTxxOoVBVXCBHHw+MrlHLhyrbACZ9oOG+treXTlsgIxAbl0lD2tzQVyAuDKLCkMpWDSdf32Q0rJ6d7+Is+Hh1a0cl9b85zGohPEgdcw8BoG1UE/e1oX5k01cT9/6+G9uFTtpsGuEAKPrrO9uYFf3bOdf//j1wqTdtuRvNfVy0fXrpyzTwghZu2bUspZyQVNef/6MuSDs9v4gKWUdA6P8P0TZwqpFADra2v4V4/ez9pZSMeJ9nh0nXV11fzuo/eTyJq8e/UGkCNP/+HYKXY0N7C8smJB6R2qovDYyuV89cHdVMxhjqfkSy1/busGOgaHee70+QIBdbavn67oGLXBpWmOCbkx/8mNa4o8Ity6xmMrl/H9E2foGcuRuZbjUBXw8ZlNawsVPiBnoLu7tYm/O/RegZy4MRotpIVMx0gyxTePniwQiwLYUFfN1x57gNaKslnvkxACt66xuaGWf/XYfXzthy8VUqvG0xm+c+wUO5sbqJpDNTTnN0FVZnRfRVHQ7/A3wWcY/PoDu/jE+tVzEhy6qrKqupJ/8cAuOodHCgoxCRy4co1f2b1tzvdP2rR47sx5zkwhQwMuF/90z3Y+u2V2Ml4IgSYE1UE/X9i+CYnkT/cfIpHN4kjJwavXefHsRb60a+uc7yvbcQr+GBPnFcBTa9v58q4tlM2iXpp4tlsa6vjaYw/wtR++RMfg8Hy3b1ZIKTnd01+kTnu0fRm7WxvnNB+e+Cb4jFyFjppggPuWLczgdCnj3kz8QwDdpfOxLz3I3qe3lPwbw6UTqri5hPIeSofLo/NzX32SJ794/wJ+YxAI31q5z3sohsfn4hd/7xk+/c8fX9BvvIs00byHO4N4JltUYUQIUVgdWyx8hoEqBFMzzqdXwZgLmqLwwLIWNjfWzUpMTIVL13hqTTuvXLjMkevdhe1vXb7K57dtXHAaxIcdihC0VpQXBQ4TWFVTiaGqpJycTFZVFFZXV1I1rQKKIgT14SCGqhY8BYbjSZy8e/9SgZU34JuK6oB/QSvji4UQYsGO+YoQ7G1rYlmkvKgvXxkaYYmkBS8JWI7DvkudRZ4eXkPns1vXs7Jq9gpj09FSHuYL2zbSMTBUkJV3DA3zxqWrNJWHF1Qlpi4U4Is7Ns1JTExF0O3i8VXL2X/5asEDJWVadA6PsrWxvmSlyvuNmmCA5rKZnjKtFeWUeT0FcgKgIRRiZXVk5jECfgIuV0GBMJpMz2p2DLl0rCM3JsdAwO3ic1s20FI+OzExFRMlrR9pb+Nv332vQE5eGMjJ8p9YPbM63lKDIgSPrmzjkRVtJb1T26si7GhuoCs6mXI0GE/QF4vREJ59YbR7bJyfnLtUCNSFgK1NdTyzfnVJKkG3rvHM+tUcvtbNG5c6gZx/xYvnOnhqzco51Zfj6QxvXrpa5MFSFwryyQ1rZijrpkMIwarqSj62diV/sv+dBZuNmnN8E26l/Ordjp96ciInjZE40oJ8kRZVaAhRLN1xsBAoKOLmjKSdP5Yq3p+UCUURlFeHKK++vSqIhV73XHCkjZQOiri99cOXGhRFIVJXRqSu7INuyh2DI20kDgpL91kqqkJVQwVVDR90S24vbsc4ktLBkVb+GEv7w5c2LRymkhPgMW7tnerWNVRFMJWdKNWwz2voPLyiraRVKUFu4nxfWzMnu/sKwXJ/LM6pnn5aKj6874jFQFXEnNVMgi4XYY+HlJkLNNyaxrJI+YyJmxACr67jcxlk84Fd2jLJmNYt95vbCVVRZsiuLw+NkDat21ai9HbDo+usqq4sIifGUuk7apJ6t2E0mavGMNVsc21NFXtam+Y1Dp0KVVG4b1kLa2qqOHDlWqEqwCsXLvHJDatx+UvvH7taGllTU1rFDSEE62qrCHncRQatPWPj2I7kfSpctmA0hIOzBqwuTaVyGnm5rLJ81vGlqWpR8Gna9qzfBEfmnsPUvy2vrGBPW9NNvQwK51IUHlrexreOnsTK5gLYeCbLO1dv8Piq5Ut2TjWBkMfNk6vb5/VAmQpDU9lUX8v3p/ihJLMm/bH4rOSElJKDV2/QNyV90a1pPL1u1azKhbkQ8Xl5et1KDnZeL4zHy4MjHLnRzdPBlbPe58F4guNdvYV/C2B9fTXraqtLei6qovDQijb+/siJItPtUqDN8k24NDRMxrLfFzXZUsQSfeW8f7ClycXx1/lxz3/kue5/x6t9f8hw5mrRPml7jDf7/4yO2JslHfPo8LfZP/Dnd6C1ufaOZm+8LysWcWuQff1/wvXE0Vs6TlfyBPv6/5iY2X+bWnYPE5BSkrRGiZtDt9QnHGkTzXZjOvNL3Dvj7/BG/5+SsBYuXVuKcKTNaLYLy7l9ecd3Ch2xN3ml7w9wWLzT/Gi2i5f7fp/+9MXb2LI7A8txZlgl36o5mzpLeoRVonN/xOelNbIwUmFbU31R7nLGypU6u4diKEIQ8c+uIFMVpUhpYmgq1cG5JNCiqGyc48g7WplhMVCEYEVlJEeS5bH/8lV+dPp8rjrGEgz4xSwpVaZtk7WW1r39IDEYT3Aub6ALoCsK6+tqZgTJN4PX0NnR0lCkpLk+Ei3k+5eCCbXLQgKbiN83ozxsPJMtuWzrB4GIz4s+B3MyXWVXGwzMSn4KmCGdz86inOgfj3FxYKiIkNvaWHfTSk/TURsKFPUJy8mVRS3F++iDRlXAx5bGupvvmIcqBNXTqmtZjkMyM/uCgOU4HO/qITXl/tcEA6yvq15QO1VFYVV1JU3lkwRIPJvlRHdvUcnZqbg0ODzDFHZjXW1Jao0JRPxe2qtmqnNuBkUIVlRVFFVd2tfRyQtncobCS/GbcKfxU09OxK0hDg9/g7BRx8ayT9IefAi/Xty5VMVFg3cjZcb8bqsTSFjDdywQj2a7eHvwL5G3EKCUCl3x0OjdRFCfacazEAS0Shp9mzHUpVuW6m6Fg8258Ze5GHudWyl6k7bHOTD4v4lmu+fdL6TX0ujdhK58OFIg4tYQbw/+BUm79InfB4W0HWPM7IVb+FDZMstYtvemJNRShIAZxMJijjEdpQowm8rCeOfI/5wL9eEg5b7JsTIxEZ3qN3APuclZ2D27dFYRoigA0RSFsGf2948iRFHQ78CSXN1/cEUr/inB00gyxf/7+gH+80/e4J2rN8hYVk7VuUTangvgiifpkqV5bz8oXBocIT5lVd1j6KyuqVyUNHtjXS2aMkksJE2Ls1OIj5sh5HHTEA4tKJ3JUNUZDv+prHUrn5s7juAsZowTMKYRM2V5E8zpEGIm6W3PUo68cyTKUHzSsFCQS1tYqNrJpakz/CVGk6kiE8alioZwaEEKhglPhqn90HYc0nOkzQzFk3SNjhe991ZWRQjN8W2YD7WhwAx1xvm+QWJzGOBeGhop+i67NW3WNKD54DV02hapinx4RVvR/GIwnuC/vbqf//LKmxy61k12iX0T7jSWpIbQkRYJa4S0HUMi0RU3fq2iEBBJ6ZC2YyTsEaR0cKtBfFp5IfUgaydJ2qN41TAJexTTSWEoHvxaFZqSW4HJ2HHi1hD96YuYTpoyowGvWoaheNAVb74dDjGzn7QdI6jX4NdmzxvM2gni1hC2tPCo4TzTXOzWa8kMcXMQS2bQFDcBrRJVGAghsJwscWsQjxoibcfJOnFUoePXIoWA3nTSxK0hrsTfIWYOMJDuQKCiK25Cei2qUvqkeeJ8WSdZ6OiKUAjoVbjVII60GTN7yNopwkYDHm0yp09KiSlTjGV7CBsN6MrkSyNljZGyxwjqNWiKQdbJ7edImwpXC5ooznWduCafWk7SHiXrpNAVF36tsui4jrSIW8O5/pA3yBMCvGoFfv3muZxSOsStYYRQUFBIWqO53FstgkuZrCGeuy8D+LQIWSdB0ooihIJfq8CtBouuP24OYcssuuLBr1UW+tXE+VL2OCk7ii0tNGHg0cK4FX9BSp/bZ4ykFUXi4FFD+LTywt9T1hhZJ4VL9ZGwRnCkiUv149MiqEIrnCNm9nMjcYwyo4mBdAcg8GnlBYLNkTYpe4y0PV5oi1+LoCu5D7UtLRLWMAPpCwymrzCSvYYjHRShEtJrMdTcWMjYCcbMHqSUsz7L3LkcUvYoKWsMicSrleFVJ3MxU/YYWTuJS/WTtEawpYmh+PDrlahi8lVkOyZxa5isEwcUDMWDTysvjJdS4EiLpBUl7cRwpF3oV5pwFcZcwhqmK3mc0UwXQ5lOUtY4qqIT0muL+t8cvYqUNU7GSRDUqwFJNNuDlj+PxGHc7MOnVWAoHmxpEjeHyDgJNKHj0yIYymQusC1NYuYAHjWMLU2SVo4s8WpleLXZP3aOtBgze1HQCOhVKEJFSknGiZPI319V6HjUIB41NJnGIXLni2a75xlzNklrhJQ9jkDBq5XljyGQUpKyo1gyg654SVrDSCmn7DM50bOcDAlrmKyTRKBgqF68annReJkL6jSprIRbDuptR85YCdRLDB4qA74FSywNVaMuGCjKQx9L52qjly9gkvdhh0DMWbpPCJhq/aYIgWeO1SwhxKyu5ksN62ur+dSGNXzjyImCsiOeyfKDk+fYf/kaG+treGLVCjY31FIV8C9o9W6hkFKStWySpknGsjBtG8uROI6DIyW2lFi2U1Rd5B5m4tpItKivuTSNxrLFpdpWBXJlXSdWebOWxdXh6LSZ5dyozvsoLBTTLRadJayaAPAY2ryGrMX76nPcO8H0Q8ymFukbixWtrBuaRjSV5mxv6aQR5N7/079jSdMsMlFdqpjN3+NmEOSfxZSxMZcaZziRZDRVTNI0hEOLev/5DIMqvx9FiAKJen10bM40zp7oeBHZami5b/dC4FK1OY1Nb4aN9bU8s3413z1+uuBZMZ7O8L3jZ3jzUieb6mt5YvUKNtbnypffyW/CUsCSuzpbWnSM7+NU9HksmSbnAaGzt/JXqPeuB2Ao08mRkW8SzfYgELjVABvKPkGrbydCKPSnL/Du0N9R7V7JQOYSGSeO41hsKv8ZVgUfRVMMBtOXOR19nqjZTcoe49Tocxiqj0rXMnZEvoCqBnCkyZX4Qa7G32Eg3cGOyBfYXP4zRe3N2HGODH+Lzvg7GKoXv1ZFyo5iKJMqgayT4L3R79MZexsQSCQrg4+wseyTaMIgZg3wWt9/p9K1nJHsVdJ2jIyTZEXgfraVfw5D9RLNdnM6+jw3ksdJWEMcGPxLAMqNJnZEPo9PKc1wyXIynB9/hfNjr6IrboYzufM1+7eztfxnqfEEsWSWC+Ov0508wWi2i72Vv8Lq0KS5YDTbzXNd/45Ha3+bZt+2wvZT0efoTp3k8Zrfxa9UkrCGOT76fQbTlwDBk3W/R7mrecpxutjX/8fUedbRn75IxolhOVnWhp9iffjj6IoLR1pcTxzl2Mh3EUIlbg4ybvZR7V7J5vKfwa/vvfk1yyzHR58lbg4ihMK42UvWTlLrWcOuyC/hyxMcMWuAfX1/RHvwYbqSxxkze7Fllk1lny5cf8qOcmzku9xIHEUiUITCmtATrAt/DCUfYA9lrnJo+OvEzUEkEltmWRbYy7aKX0BDQUqHwcxlDg19nZg5gMTBq5WzveIXqPOsRQiFy/G3uDj+BiG9hpHsDTJOHE0Y7I58mUbfZqS0uZ44QkdsP32p80SzPQxlrgCC1cHHWBP+SOFZvTv0dwViwZIZ2vx72FbxOVyqn7Q9ztnoS9xIvkfMHOC9ke+jKx7capDt5T9PlSdn0jRu9nN05B8YTndiqD4+UvuvCRm1hXvsSIfe1GkOD3+TlD0OSAJaFdsjP0+Vqx0hBJ3xdzk/9jJho56RzHXSTgxV6Oys+EVa/NtQhJbvn69yfuxlbGwcaSJQeKj6N6h2ryypjwMMpC9xePgbJKwhHOlgS5PVocfZXP4ZVDSS1ginoj/iRv45Hxn+JmqeuNlR8XnKXDdXSV1PHOX8+Ks8Wfd7mE6aF3r+AxFXGw9V/wtS9hj7+v4ne6t+lXKjiYvj+zg99gKOtAFJtXsV2yt+Hp+Wc2BPWlHe7P9TmnxbGcp0Mpq9TtZJsjr0BFvKPzPj3I60uZF8j4ODf8Pq0BOsDT2FItTCteRS0ySWzFLnWcd9Vb+GLlz531p0xN4gZg6QceKzjrkbifc4OvIdsk4CiSSs17M98gtUGC0AXBzfR2fiHQJaFaPZLjJ2jDKjkT2V/4Sw0YAQAtNJczr6PJdi+3FwsJ0shuLhoZqvEnG13vT+GqpWIEMgN7eZy6isVGQsa8Zqb6kf+YDLteBVUF1VKJsmh0+bJonMPXKiCIKSy5/NttJ5tyHgdvFPdm8lmc3yj6fOF1YSHSkZjCd45cJlXr94hbZIOfcta84ZsTbU3VbvjGQ2y/n+Qc71DXJ1ZJTesRjDyRSxdIaUaZK17Fzqhp37/0JN3n7aMBiPF5ETuqoQ8S1OLerWNMq9nkLuui0lw4kktuOU1Pf9LmOGCqIULG0qYiZ0VS1ZTafPktJXKhwpGUmmilb8M5bFf3xp36KONx2mbZecXvhBIuxduIJhIYhlMiSmKRsifu+ifBcmqntpilIggMdSaZLZ2ZUTI8lU0dzAZ+gLNq5WFUHQ7UKw8LEU8rj5tft2kLYsnj99odBmR0r6YwleOn+JVy5eZkWkgr3LmnlweSsb62vmrOZxt2PJkRNdieMcH32WFcGHaPXtRBEqWSdBQM/lHGXsBEeHv40qdB6r+ZdoiosrsQMcG/kuAa2KiKsNyAVTPq2CvZW/jFsNcnbsJd4b+R713vWUGQ1Ue1YSNhoYSF9g/+CfsyPyBardK1GFXiAWVGGwLvwUjd5NvN7/P2e01ZEOnfF3uZo4xK7KLxFxtTKQ7uDtwb+i3GjO72NzfvxVbiTeY2/VrxLQqxlIX+TYyHcJGbUs89+Xv644A+kL7Ih8gaBew/XEMU6M/pBG72YafZspMxrYEfk8ntEwnYmDPFH7rxCoKELDrZbG7kkpiZo9HB35DjsqPk+Tbyv9qfO83v9HrAk9QaU7F4jqws2Wss/Q7NvG/oE/KzqGEIKgXk2tZzXX4odp8m5FCEHGTtCbOkONezVerRzIpQDcX/XP6Ii9wfmx2cucJqwRhjNX2RX5RbxaGR3jb3Am+iKN3s1UupeRtuO8N/I96jzrWBN+kpQV5bX+/06rfxfNvu0lXfcEelKn2RX5Req9X2Qs28fBob/m3PjLbKv4XGGflB3lSvwAG8o+QUivw5bZgmrCkTanoy8wkL7I/dVfwadV0J08yanoc4SNBhq9WxBCcHH8NWwnw8M1v4Gh+Mk48Vxt9nxBqJQ9zqGhv8enVbAz8kUUoXEq+jwHh/6Gj9T+awJ6rgZ0f/oCVe7lPFLzm9jS4tjIdzgZ/UeqPStxKX5a/Dupdq/kpd7/QrNvG+vDHwMEhjIZDLnVIOvCH8WjlaEKna7ECU6MPkujbzNNvq141CAbyj5OlXsFr/T9Absrv0yF0YIQCi5lkgGucDXxUPVvcDb6IlcTh2bc27g1yKGhb1DpbmN16AkUVM6M/Zi3B/+KR2t+h4CWK6M2mL5EhauVh6r/BRLJ8dFnORn9ATWeVXi1MDFzgFPR51gTeoJm3468AmKEkF4745zzwa9VsKnsk/ngX+VSbD8d42/Q4ttBxN2GT69gc/lnKDOaODz8DR6o+gp+rRJFqLhKGk8Cv16JJbNknSQxaxCBQsaOYzppxrLdaIqLgFZFT+oMR0e+zdbyz1LnXU/SHuXI8Dc5PvosuyK/VFChZJ0kV+Jvs7HsE2xzfRZbWhizpM9IJN3JE7w79HXag4+wOvR4QYlwJf42Y2YPD1R/BY8axnSS2NJEm2LOm7FzqqBdkV+adcyNZrs5PPwNmnxbWR54AEdanIo+z7tDf8dD1b+BV80pOfpS52iq2MLW8p/L9+n/w8noj9hT+U/QhZvR7A3Oj7/KhvAz1Hs34EiTpD2KX5u7xvlUBFy5yhpOgZyQt5yXm8yaMyS7wRIlo4amzlhhuxkUIWbkcZu2cy9XfxYsRIK+1I3jSkF1wM9vPbyX9XU1fPvYKS4NDZOe4hRvS0nH4DCXh0Z47vQF1tZW8cz61Wxvqifi9y2qAonjOAzGk7zecYUXz13k6nCUkWSSzL3+eMuY7ravCmXRq5uKImYQUWnLImNZaCVUWzFU9a4n8EqBImaqHubCrbwx7FmqKdxO5FKk7tjhbxvmUrfdLmQsa4ZHkFvXF10txmPoObPS/CEdKWd9jlJK0tO8KNy6vuB3rBACl5Ybe+YiVJ61wQC/+8h9bKir4R/eO0Xn0GgRIWY7kvMDQ/myvxdYV1vFx9evZltTPZESqvLcTVhS5IQjba4m3sWjhtgQfhpNzJw0DmYuETW72Vv5y0RcbQghWBl8jMvxt+lOniqszOuKm+WB+6l2rwKgzb+X4yPPkrUThb/ripuYFUJBxaOGZnhNCCHQRW4VebbKG6aTojt1gkr3cpp8W9Dz8vML468jZW40pOwxrsUPU+9dXwheQ3oNZ6Mv0ZU4Qat/FwCK0GjwbS7soyseToz+gLg1CICmuNAUFy7Vh4KOT6sorNQvBGl7nKydoNrdjk8rJ+JuHAiXnAAAIABJREFUw6MGMZ00St6CRAiBoXpxqwFmq7DsUgI0+DZzfuwV0vY4Hi3EYOYSKXucJt/WQnqNIlTcagCX4puTsdYUg7bAHmo9axFC0BbYy4nRH5Cyx3L3WKaJWUNsdLcT0KrwqEGCem1OJr7AgVhmNNDi34lPKyeo13ItcYQbifdyq+n5eynzq9qN3s05efqUD0bCGqY7eYIm31bqPRtyqSFqOWeiL9KVPEmDdyMCDVUxSNkx0naccqOZkKgt3FeAgXQHcWuQLeWfIeJaBkB74EHOjf2EcbOvQE641QDtwYcKRFezbxuHh7+JLbO5XL7881GFjkv15QPx4gmJRw3R4N1c+LfiU7kY20fMHMg/Iy0nx9dCKCh41fCMcTCxn0cNYqjeWZ9kT/IkpkyxOvREob2rQo9zsWsfQ+krBPw5csKl+mkPPkRFfuW8xbeDA4P/G0tm8vdIRUElZg6ioBAyGgpeLwt53j4tgk+LFFbeW3076Yy/Q9waIkIbqtDxaeW5eyhUvFrZrNc9HwJ6FZowGDf7iWZvUOFqwXayJK1RomYvrvz96oy/Q5nRRKt/Fx4tREjWsiLwIMdHn2W99fQUBYokbDTQ6t89o+9NQKDkVDfDf0+bfzfrQk+hi0kCQxO5dKqkNUqF0YKuF/c9yI25ZYG9c465ruQxQNAefJiQnjO/WhV6lBd7/jOjmet4vWX5e1xBq383YaOBEJK2wF5ORZ8j6yTQFXeuIgiCuDWIJgx8eg1lNJV8f0OeXD7xxEfekfKW8nIdKRlLp7GnTBoElKxgECx8gisEMwzbZF4qfw+TWMy9/TCg3OvhM5vWsbu1iZfOXeSlc5c41z9QpFKYUFPs6+jkYOd1drU08vNbN7K7tWlBwa+UkqM3eviT/e9w7EbPnITERNqMR9dxaRqGpmKoKqPJFAMLdKH/aYLlFCdBKIpYNEGgCDHDM8GRTlFp5fmgKcqSKp975/D+XKMjJeZdoGy407jThJftyKLFA0HpaZezwVDVGalKs6WG2rN8kw1VXVSwryhKjhBZpNCswuflc1s2sKe1iRfPdfDy+Q7O9w8VtduWkv5YnP5YnLeuXGNvWzO/sG0jO5oblmzFp4ViSV1FLj95lIBeNafhXi7/3iKo1xQ6jqYY+LVKYmYfjsyxX4biLUimgUJ5ULnYHjMLbJklYQ5T6V6RK62IQFPceNQQKTsKTPhRDBKLDzKSuV747bjZT1Cvxs63VxM6QW2yZI2SV0U48va+EA3FiyZcRM0efFqEmDmA6WTwqCFKfdELIWj0bubc2E/oTp2k1b+LnuQpvFq4JLn2VGjCTUCrmvac1IK3hCYMPGqQMbOHtBMjbcdIWVG83o2IWYiT+eDVygskkyJU/HoFfelzZO0kHi2YP5+LoF4zWTp1yi1J2ePErWE6Ym/Slzqf3ypJ2aPYMoOdL9G4KvgYcXOQd4b+Fr8WYXngAZp8WwoKl3Gzj4Q1zDtDf1dQOZhOKh9YTub1etXyIk+MXNtLN8SRUpJ1klxPHKU/fYGMkyBjx/Lj5PZKdMfNgXzAPznmDCXnLzBu9jERaXvUMG4lMHlNip77S/6aAnolWyt+jpOjP+Inff+VGvdqVgYfodzVjFri60pKSdoe41riCAPpS5gyRcqKkrRGC6Th7YBPLcel+hgzexjNdlPtXslo9gbD2U5iZj8hvQYkjJu9BPXawjtNCIFfi+QD96ECOaEIndAcfW8CKTvKwcG/wpEW7cGHC54gE2jz72HM7OPoyLc5O/YSbYE9tPh24MurmeDmY24s25/3hggX9nErAdxqgHGzn/r8cTxqCF1x5/L8EXi1MiQOaTuOT6sgrNezsewTnB37Cd3Jk9R61tAefJgyo7GksVsV8BdNhhwpi0qMLRSprEk0lS4KIPwuF6Gb1DCfgOXIBZvDOZIZK0FCiJ+SwOEebgaRX/ltLAvxpZ1beWL1Co539fLSuQ7O9A4wlEgWBUUZy+bNS1c50zvAZ7es5ws7NpdErtmOw5Hr3fynn7zB+f7BwnZFCMo8btoqy9lQV8PySAXVQT9eQ0fPr75rSm56/+1jp/jbQ+/didvwocDEfZp4RTiOXLRHjiNnVplRxE8L4bD0IBAzPJD8LoPHVy5ftMfAVIQ8rjkrEC0l3OnepyrF91kCprP4OVvWtmf4psxGsCizfJMtx/lAzGAnvgktFWX88u6tPLlm8ptwtm+A4USyiLzOWDavX7zC6Z5+Prd1A1/YvqnkOc1SxpIiJxC5zj9f8CXyayzONJJB4iCEysTwEULJ//tOQoBQ5i+1JARCKFS6ltHk3VLYvCLwAAG9CnXCWFCIRSkhFtRaIQjpdbQHH+LQ0Nepcq8gbg3RFthdSIcpFSG9hrBeT1fyBBHXMrqSJ2jz7ynBSHBamxCTwdgscCsBVoUe59ToPzKYvowpUwSNGlp8OxacPyinBeST5pqTxxFCKTJnLG5rTkFQ415FnWddYfuKwIOEjLoC8RHSa3mw+p/TlzpPZ/wdDg//PaPZ62wt/zk0JWfI6FL8tPi245tqsiooKCmA/H2Z+iJd2PXa0uR09Hk6Ym/SHnyIRmMTWSd1RyrJ5BQbM80Gc+Ny8hoUoc5Qd0yFKnTa/Huodq/ieuIIV+Jv83Lvf+ORmt+k2r2qJCbblGmOjvwDvamzrAw+StioI2mNFtQitwuK0AhoVUSzXSSsIZp8W7FllqH0FVL2GNX+dgAEav6+TDWEcpA515LCttxYmF82aTkZKt0r6E2d5uL4PjaVfRJNmTQ+82kV7I78EoOZy3TG3+HEyA8YTF9ib+UvT5IjNxlzyoRpa1F7c/9NfXYT18CULUy5Jk0xaA8+Qr1nA52Jd+mMv8ON5HEerv5NKt03f9/UBgNF5fRsx+HGaM60ajGT9PF0huFEsmhbbSiAt8Q8/oxlLrg6gZSSjFnsk6GrM2ua38M9aKpCYzhEfSjIoyuXcXFgiNcvXuHtzuuc6xssBLoSGEok+dtD7yGBX92zfd4+LPOrbH/y5jtcmEZM3JdfcdvSWIdH11EVkZfKz5yofxgmvHcS/mkGlLZ0itJ0FgJnFpm5S5tZTeMe3h+oykzDXpem8okNq9naWD/Hr0qHECyqqsuHDS5Nm6EYSps5n6jFpHakTLNIbSSEwDdLWpRgZnWXtGUtqoyuZTuzVntZDHRVpbksTGM4xGMrl3Ohf5DXOq5w8Mp1LgwMFX0TBuIJ/vqdY6iKwi/t3HzHU3DuNJYUOaEJd96ToYOkFS1yhyc/MQ7ptWiKwXCmk7BehxAKaTvGuNlPs2/brOkXd6y9ikFQryGa7cKSGVSp553yhwoTdLcSKLj/Lw/eX2iflLmJ/XxBwmzIERiysEq/UChCQxEale7lLPPvxVB9lBtNuNSFsraCVv8ujox8i2r3SpJ2lFrv2gWrGW56FiHQhEHIqKMtsBuPGiJs1BcH9SVizOwl6yRxqwEsJ0PU7MWjhoo8GuaDVysnoEVwqX6WBx/IV82QhcBz4lk62GjCTaNvM7Wetbw3+l2uJ46xKvg4IaOGMqMRTTEodzXR7NueU/RIicRe+P0TuZVv2zHzwe4kMk6cG8lj1HvXsyH8DKrQ6Uufw5YzJ0wCBUWoWHJxeZXlRjNX4geJZrtwu1cDOZVT0hqlzGigVGJlgjDy6xHWhJ6k1rOWV/r+gK7kSarcK0sipFLWKD2p07T6d7O+7GmQcC1xGGeW8ruKyBlqTSiYFgIhBCGjjsuxA+iKm7BRj+mkuJE4hiL0nEJAKETcbfSmzpK2Y/gVF460Gc12oaDmK31MOeZNzunTIuyKfJGr8cMcGv57QnoNywJ7C+8CBxtVGNR61lDlXkFIr+HM2IuMmX0lq5oqXC30pM4ybvYTyfvvxK1BMnacsDE5EYuZg6TtcQJaFQ420WxPPg0upxBypINAEDCq2aA/Q51nLa/1/Xd6U2dKIicay4L4XS6iqTSQ+wD3jscYiicWvFol84ZyvWPFyou2ivKSXe3HUpmilJBSYNo2I9NSUdy6js9YuJP+PXz4IYRAzU+gNzfUsb6uhp/ZtJZ3r3bx3eOnOdc3WFTd49vHTrGtqZ7drU1zEnaOlBy4co2jN3oKU21FCB5pb+Nrjz1AY1no5qSvvPVKOR92VAf8RQa+pu0wlEguqmJHxrKK3huKEJR5PWiLMAa8h1uHIgRhrwd9SpphMpvzR9BV5UOV6/9BIuh243e5GJqyiDCcSJK1bTwLJG+c/Dd/6nsr6DbwumbGiCI/vqZW9khksjMIwlLOmcxmb+u7cuKb4HcZbG2qZ0N9DZ/ZtI63O6/x7ImznO8fLCgpYpkMXz98nK2NdWxrqr+r++WSIicUodDm30136iRHRr5Fq28XqtBI2eOUGfWUu5qpcLVS7V7JmeiLqMLAUDxcir2FW/VT711ftBJ5q7CcLEl7NJ/6kM7lkme70RUPXrUMXbhp8m7m7aG/5vz4q1S62hhIdzCa7aIi733hVoMsD9zPsZHvcTr6PBHXMiQOCWuYcqOZSveym7SiGCG9Dktm6BjfR5mrGU24KDMaSirNB7lUlJg1gJQOCXuEZL7MZJV7BV61vOCyn7KjjJt9mDJXCjCa7cnJ9LXJ9I9K9zKkdLg4/joVRgshvbZoMKTscbJ2nLg1jCkzjJt9qMKFRwthlKiwcKRD3BrK3/9ovm3jRFytBPXawipvKYiZA5wde4km7xZGszfoTZ1hU9mnSiaIvGqYVv9uzo69RFCvptxoxpYmCWuEKvfygt/Jpdj+fDpKGEeajGZu4FYCBVVJpWsZEddyTkafK5SfzThxMnaMFv/Okg1OIZf+U2Y00Z06SVWiHUP14tMiBPN+CF61nLFsD/3pCzjS4nLsQMFbYCrcagCfVsHl2IHCccNGfYG0SlpRsk6SpDWC6aQZN3sRQuBRw+iKizrPWoJaNSdH/xEzlEKgcnbsJao9qwr+EqUgZg1yPXEknwbhzpW7tBO5MqslHkNT3LjVIKOZG/SnLpCxY1wYf52sk5yxr08rR1NcXBrfT4NvE6rQCRsNsxpRzoYyo5Fotota71oMxUOZ0UjSjubSV9QgAoVW3y6uxA5yZixnOhm3hrg4vq/gQbEQCCFQ0Gjxb2fM7ObE6A8I6NVUe3LEzbX4IWxp4dPKkTgMZTrRhRuXUrprfIN3Ex2x/ZyKPseKwAPY0uLs2IvUezcUkRMZO865sZcxAzmPi8uxt2jx7yiQfdFsN72pMwT1ajRhMJy9iikzc5ZGnQ6/y0VbRRld0cn+OhCLc2loZBHkBHRFxxiITaZNqYpgZXVFyY7cA/H4gk2usrZN77RUlKDbRcC9MBfwe/jphKYoNJWFqQ+F2NHcwJ+/fZjnT18omKQNJ5K8evFyQfkwG2xHcuDK9aIJc8Tn5QvbN5VGTJBTTsVv0Yz2w46WinBRcJOxLLqiY2xuWJiZM8BALEE8PblQYKhq7lndttbew0IghKA64MPvdhV8j1KmSe9YDFtKtLs4CFxKiPi8lHndXB2Z3NYVHSdtWgtWAiSzJgOxRJHasT4UmvM4NUH/jPHbH4vTuIDyqaZlz1Bn3m7oqkpLeZiGcJDdLU38rwOHeOHsxYLJ9mA8wasXL7OxvgbjLvafWHItr/GsZlfkS5wb+wmHh/8eEHi1MJvKPg3k1Apbyn+WM9Efc2L0WRxpE9Rr2Fnxi4T1HFOkKjoetaxInq8IDb8WmSGbVvLGeLMpLqJmrgyj6aTzq9DHGcleJ6TXsbfql1GFTqNvCxusIS7F3qIzfpCIq43lgfvJOrkXmBCCNv8eQNAxvo9LsbdQUAnkg1vIBYJeNVwkzxZC4NPKZqRJ1HnX0R58mHPjL6OgU+NZxabyT6Nx88mulJJxs5eMHUdKh67EcWxsktYwQb2G+yp/DY8WZCB9keOjz5K1k5hOiivxt+lNnaXSvZydFV9EiIn2RWj2b+dq/B02ld1fVN0B4NzYS/QkT5O0o5hOimMj38NQvKwNP0mLb2fBjLGQ2kJOAu/TKlCV3PNIWMPEzH6kdOhNnUEiSedLVT5Q9c8pd5VusFflXk7GjnNo+BvYMsuq4KMsD9xf+Ptsz2EqhFBYGXoEVTG4HHuLC87rKEIjrNdR7W4v7BczB7ieOIIjHVRFI6TXsT788byvBxiKjx2Rz3Mm+mNO5QkKTRjUedcWlAG64sGjhYvIF11x4dXKi6T1uYoyH+PoyLc4OvJtVGGwPvwxgnoVhuJlQ9kzvDfyXQ4Nfz1nZOrdgI05I/gO6FVsKf85zo69yEC6g4BeVSg3CnAq+qO8ommUjJPgyMi30YWHzeWfps6zHrcaZGfki5yK/oijw/+AxKHC1cqO8C/gVcvyJq9uPGq4SB2iCVeOeJhQnUiTG4njJOzXECjoipvVoY/Q4ttJqeoLjxpmU9mnODn6Iw4O/Q0eNZiv7CJRpz3bcqOFdeGnuRR7k67kCcpcjWwt/2zJ5ERQr8KjhXNqGOHCq5UR0mvxamXoigchBBF3Gw9U/Rqnx35Md/IEqtBp9e9ibegjKPlXsCIUPFpoTq8dyJn4etVwruyi8LAu/DRxa5izYy8S1KvxamUk7VEuxfZjOVlUJecBsrX8s4UKGaWMOZ8WYXfky5yK/ogjw98EBJXu5awPP41bCRZ+V+FqRhEqR4e/gymT1HvXszb0VOFdasssVxOHSFlRFKGiKx7Wh5+m0buppHvrNXQ2N9bx5uWrhW3DiSRHr3eztbFuQcZPKcvk4NUbReRCudfLxrrakk2+boyOEc9kqPCVprQC6B6LMZKYXAHVFIXm8vCiSqNN7/73LDV/OiCEQFMFLRVl/M7De+kZi3Gwc9K/6mRXHxlr7sl71rbpHB4t2lYfDrKhvqbklTVHSrqi44u/iOn4EMZyyyIVBN2uguIhZZqc6xvkY2tXLjgN7XRvf1GuvUfXWF1dWpWje7gzaK0op8LnLTJlPtXTx8fWrSxZfXd7MUefuos/DBU+L83lYU509xVIggsDQ4ynM5QtsPR233iM7rHid1Z7VYTAHIsRyyLlqIrAyk8RMpZFx8Aw25oaSj5nyjS5NhJdUDsXAyEEuqrSFinndx+5j67oOEeudxf+fryrF9N2MJZchF86llzThVBo9G6i2r0SW2aQkC/vOTkh9GuVbK34bH4lVKIJF4biLQRtVa52Hq35bVzq5Gph2KjnU03/FY8aLDpfxNXKk3X/Zta0hrBez4NVvz5juyLUQlChK27WhJ5keeB+JE7OOV9QZGSpCoPlgfto9G3BdsxCqsJEIBLQq3i4+jeLgmKX4ueJ2q/NCFZ04WZT2adYE/oIUko0xSh5VdTB4sToDykzGtlS/pl8gCLpTZ3j8PDXGTN78GhBqtzts173dAJHEwbbyj/HprJPYii+GROdNaGP0B54eMZxjPxzCRsNPFrzO0XPNqBX8vGG/7tAdJwff5WMk+Cx2t8tBIxjZi/7+v+YwczlBZETHi3M1vKfLXiTuBRvUZAW0Kt4pOa35w1MdeFhZfARWn07saWVf5auoue0sewZ1oSewJE2Qij5/ukp3B8hBAEtF/ybTgpHOihCQVc8aCLXB9r8e2jybikqa9no3Uy1e2WhtOnEsSKuFh6u/mq+4sVkKVEhFKrc7Txc85tYMouCiqF4sWV2RkqQKnTaAnto8G7ElhaqUIvGxIbwM7OmPkzsI4SgzGhkd+WXMZ00INGFpxCgQ64yR4NnQ9E11XnW8bH6f1sgboJ6LQ/XfBVbZpFSoggNQ/GiCr3kibQiFBq8m6h0r8CWJioahuqj1b+rcH8noCkGq4OPs8y/F0faqEJbUIqTT4vwdP2/QxMuVGGgCp1Ha34nX4p1oiSxRp13AxH3MiwniyKU/DUZhWvyqGEerPp11HkUUCsC99Pi21F497jVALsjX8aWZkFtszL4GG3+vTjT+ubEeUoZc4pQiLha2Fv5K1gyDeSqB+nCXSRb1hQX68NPF/r+1H0glx7yaM1vYUsTKXP3wVC8JaejGarKhrpqwh53IbXDlpJ9HVd4Zv1qmstLX9Hoio7z7tUbRduay8Osq6ue4xczMZZKc3FgmOby0pQfAMdudJO2JseNS1NZW1NV8u8nMOEFMBX2B2TYdQ8fHCp8XnY1N/Du1RuFyXs0lcacpxRoNl+CcvpxpudYz4eBWILOodGb71gipufXSyTW3VBLcR5U+r2sq60ukKmm7XC6t5/BeILqBSi90qbF4WvdWFNM76qDfpZXLjyVdaH4EHJGtw0N4SBtFWVcHhwuxP9HrnfTOxYjUPX+kxOzmTjaznQfqLsLmqqwtbGel89fIpHNfTf7xmOc7RtY0PfecXJlmK+PThIFbk1jfV013jlK8a6ojODV9UIVo5RpcaKnj8/Y60peTBhPZ7gwMFRyO28HIn4fO5sbisiJaCp9S0aiSwFLj5xAIISKW/UDs7/QcyU+3XOaL2qKMSPNQRUa/ll8ClShzykz1hQDv3Lz8oKznW96ewW5UoyzWQooQp0h7xZCmbVds127Iy0644fojB+cu43CRXvwQZLWKF6tPFfmTyjY0iRmDeBIZ0qQMfe9nd4Wl+rDxezkiHuO652AioZXK37hKEItqiyQsqNI6eSDUxUp7VyKgZ1AEwbnx16hO3VqznMYipdVwUcL/9YVz5zBZ66k5PwvQCEEKtq8cnxd8cy7Aj5xnPn68GzPYKKc7MxjKbhUP65ZxosilBlpInOpbFQx93WVkn4ghMAQ3jk9PGa/JgNNmXzeE+VnZ0PWSXFi9Af56h+zI6BVsaHsGdxqYAYRqc5x3OnjV0qHvtQ5zoy9OOd5JtQPzb5t08apmPVeFZ7DHONhtnfAdMzWr6YSsLl9XOhzKH9y7b75mIOJPjX32IbcAo0mjBm/nXpc97RnsBAIIVhVXcW62mreunKtsP18/xDPnT7PP927/aaThlz9covvvXea7ikrv7qq8PjKZQsy+UuaJq93XOHB5a03NaaTUjKUSHLgyrWC3BJyE4n1dTUln3MCLk3DNe1aR5MpLNsG7m7jq3soHTkVhVoURCo5KeOcvzE0dQYZsBDDNst2+Mn5DvqmpETdKqavNJu2w2jyzsqh7zTCXg8Prmjl0LWuQtrNmd5+Dl3t4qm17SUptBwpeffaDU739hdCTAE8uLxtwSvHi8HdG9beeeiqyuOrlvPWlWsk84Fzz1iMH5w4y1cf2o1L199XcsejazO+QyPTPBbuRuxsaaQhHCoE+WnT4rnT59nb1kzA7SrpHo+mUrxw5kKRIW1TeZitTfVzqpiqg37WTplrOFJyoquXjoFhVtdU3nRxTErJe109RfOM9wvT50FKvoLa3YwlR07cw2Kg4Nci1LhXzbmHKnKpLssD93Nm7MfEzUF0xUPajpGwhlkRfDBX+nCJocW3k2Mj32Ff/x/hVoOYTop4vjJCjWcVY9neec0MJ1Q193D3Q0GlwmjOpTbMAbcamrPaSukQuNXgvONptoD+Hm4/yn0eHlu1nOPdvcQzuRxsy3H4/okztFdFeGhF67wEhWnbvHzhUi4nc0ppvhWVER5qX1iFItuRvHP1BoeudbG7tXFed3XTdnjlwiXO9g4UTfj3tDVRFSjd/2MCPsMgOI1IuTAwSDSdnrH9HpY2JlQMhqou2LAsbZqc7u0vyqOuDvrnrf6iqypl0/pIz9g4Y6k0Ef/8fdGRkpM9fTx74iypBZrDzYcKnxdNUQqBVCKT5VzfIHvbmu/aqgWaovDAshZ+cPIsp3pyFbHimSzfee8Uq2oqWVGC8qEnOs63jp5kKJ4obKsLBXloRSvu9yF//O4OZ+48tjc3sKm+lrfzaVVZ2+a5MxdYVVPJR1avWFCqIeS+ZVnLxq1rC0798bmMGSTf+f5BxtOZGZVj7iZUB/w8taady0MjWI6DIyVHrnfz47MX+eSG1Te9x1nL5ifnOoqUkpqicH9b87zqi7DHzX3Lmnn3WlehfPO10SjPn7lAY1mIgHvueyqlZDCe4Ienzs9QqZWCtGmhCLEoc9W0ZXG6t7gCX03Qv7jU0SWEe+TEhwCKUKhyL6fKvfym+/q1CBWuVqLZLmxpoitewkY9Fa7m97XSSalo8m0hoFcxnLmC6aTRhIuAXk2luw1d8eDTKqjzrpv3GI60WBG4H0tm5/STuIelD00xaAvsuePnEUIQNuqLzB/voRiNvs2EjNqiFJ07AUUIHmtfxpuXOnnt4pXC9q7oOP/Py28wmkzx5JoVeHUjVx9dCJASy3GIpTM8d/oCf/PuMQanTPaDbhe/sG0D9aGFqzq6o+P8j31vo6v3sbmhbsZkQkpJ1rbZ19HJX759lFhm0tSuJujnI6tWzCkrnQ+GptJeFeHNS50F2emlwRFeOHORL+3cgkubPdCVuUYBLHjSM/0Yk5WJpv4xv13Ku9oZfComrteZdR05X0D3Fq73bN8AL57tYGN9Ddua6gm6XeiqOmsJz1xTcnc9ls7wo9PnOdh5vWhVfXtzw7wTdlUINtTVcHiK7Ld7bJwXz3Xws5vXzUqSSCkxbZtjN3r5ozcO0jE4vKhrnQ1CCCr9PprKQlzJe2GkLYsXz3XwwPIW2qsicxIU8hb78tRjOFLOkArIQj9f3Dkay0L83Ob1dA6NEs/mxv7RGz384Wtv8VsP76W1ogxdmfnOsB1J99g4/9/+d3ijo7PQLLeu8fS6laytqfrQjK+7GVV+H1/YvonLQyP055VE/bE4f/jaAQZiCZ5Zv6pQ1WP683KkxHFy36aUaXJhYIgDV65RHwryyQ2rcS/Q8NGlabRXRTh49XqhWsOFgSFePNvB57dvnJP8vB3fhDsJl6bysbUr2X/5KsfyFYaiqTR/uv9dNEXhyTUr8Oh6EZkzMWbjmSwvn+/gzw4cZiw9aeC7sjrCpzaumVe9pKsqD61o5R9PneNsX67ksu1Ivnv8NJV+H5/ZvBavYcw4r5Mv1fynbx3iyPX1rXanAAAgAElEQVSuRamPTvX08eqFy2xurGNLYx0BlwtdVeb/JkjJeCbLD0+e5dC1rsLfBLCjuRFdvTtJ3gncIyd+yqApBjWeVdR45l4VXkpQhEqFq7lQ/WRxx9Co8ay+ja26h3v46YUQggpXCxWulvflfBU+L7+0cwuXBkeKcki7ouP8/mtv8cqFS9y3rIXWijIMVSVlWlwaHObAlWuc7OkrKC4gl87x5OoVfGR1+4JWFgQ5UiOeyXK6t5//6/lX+Pi6Vexoaczn7ytYTq502f7LV/nRqfNFZlyGqvLk6hVsaqhd8ArZBHa3NvK946fpG89NirO2zd8deo9ENsvDK9qo8HnQFBVHOpi2Q8aySZsmactiVXXlTWXhWctmMB4nY9mYtoPp5P5v2TYZO+dCPt0UcTiZ4rWOK5R5PbhUFU1V0VUFXVXRFQVdUynzeOZddfqgkDJNhuK5MnWmbWPZDqZt///svXdgHNd5r/2cmdnesOi9AwRIgr03VVKUbDmy5d4Sx1VucRLn2k5yi29ynWrfJP58Hftex46LLMuWLVmSVaguiiLFBoIgSIIgSKL3sovtO3O+P2a5xBIgBRbZtL3PHyy7s2fOmTlz5pz3vO/vJWEYxJJJBqeDGSntAHqnpnm+sxuv3Y5NU9FUBYtitllTVayqSr7LicN66YXGZDjKY+0neLitg2Kvh6UlRawsL6Hc7yPHYcemaVhUBSkhaejMxBL0Twd45kQXL3adITBr0l3hz+Hm+prL6keoisKm2ioebG0nmPrtTCzOd149gJSSjTWV5LmcWFTTkyEcTzAUmGH36bM8duwkvZPTKEJQluNlcDp4XdzG891ONtRUcnZi6oLw3fAoX3n6Rd61qoXGwnwcFgtCmHH08aRONNWf7RYLLQvQipkMRwhEY+Y91TP7tOmBMpIOvzjP4b5BLKqK02ox+7CqoClK+t92i4UCt+uSixwhBNub6jkxMspPD7UT13WShsFLXWcZnA7y5qVNrKooxeewY1VVkrpOMBbnSP8gj7af4PjQKHp64Qgbqyt556oWbJbsVP1GQFUUNtdW8a5VLXx37yGCqQw2g4Eg/+flvTx/qptNNZUsLSnCa7ehqQqGlCR1g+lolIHpIKdGxjg2NMJQIMhUJMa7V7Wk7/mVsrm2kofbOtLjVCSR5D/2HiQYi7Gtvppcp+mhdOGdkCSaSBJNJllcXHhFYY2/LoQQlOf4+PDGNYzOvEjPpJmtazAQ5KvP7WZ/Tx/bF9VT7vfhSBllI4kE/VMBnk6NkbPT8Ba6XXx44xqq815fK6rSn8Nbly+hd3JPemNhKhLlm7v3cXpsnO1NDZT6PNg0Fd2QBGNxukbHeLjtOIdTIpT5bicz0ficseVyjIfCPHL0OL9o66DE52FZaTErykoo8/vw2W0Z74SErhOKx+mZnOaZk13s7jpHYFYmpeo8P9vqqxcs9H2jkh3xsmTJkiXLDYuiCNZUlPHZmzbyted2MzArNed0JMqLXWd5sessAnPyaIqCzUVTFG5rrOPjm9fhvcLFsqII7l2xlAO9/bT1D3F2Yoqvv7QXz77DFHndKSEtM/XYefHO8whgS20V71+78orToc1mcVEhO5oa+NH+1vRkdjwU5tuv7Oeh1naKPR6sqUlTNJkgFEsQiMYQAr7xzrewruryquN9U9N8+YnnmAhHTKNGahIbTSQzQmJm0zU6zl88bGqzaIqC3aJh1zTzb4uG22bjPauXcc+yxVfd7jeKtv4h/vWFVwlEo7PaahpzEvr8C/B9Z/vYd9bcpbKqKrZZbbVrGj6Hnc9s28CGmssLNetSMhWJMhWJcmJ4lJ+1tmPTNArcTtw2K3ZNQ2K6+06EI4yHwhmhHAB+h4M/3rDqdeOhhRAsKyvirsWNPNR6LG1cGJgO8g+7XqI6z0+F34fdohFP6kyGI5wZn2QyHEFiei+tr67gvWuW8dVnd3P2OqjRu6xW7mlpZk/3uXR5upS8dq6P1r5BSn0efA47ihDEkzrhRIKZWJxgNMaWuiq+8c63vO45Hjx0lF0nuwjFEkSTF/pzLJG85GLwe/sO8b19hxACbKqW0Z9tFo3qXD9/fcfNl01l7Hc6+PjmdQQiMZ46fiptoDg+PMrx4VFyHHYK3C4cVguxRJKxUIiJUCRjzFKFYGVFKZ+7ZROlV+HhleWNw27R+MC6lSQNgx/ub00bC0PxBAd6+jnQ048qBA6rBbumkTQuGIqvt6ZHS2kxty2q46eH29Pjw+hMiG++vI8HDx2lyOvGqqbeCYkEM/E4wWgcRQi+/Z57WHEVaW5/HSiKYFt9NcFYjK8990raS2U8FOYXRzp4vP0kxV43XrtpXJmORhkOzMx5T+U6HXx081q2L6pb0GaEqii8paWJ02MTPHS4PZ3dayoS5cHD7TzafpJSnweX1UpC1xkPRxgNzqTva31BHn+0fiXff+0wnSNX5m2mS8l06p1wfGiUnxw6il3TyHc7cdtsqXeCJJJIMhEOMxGKzHkn5DkdfHTTWhoK8m5Ir5grIWucyJIlS5YsNzSaqrCjqR6bpvKtV/Zzcng0Iy0omO6ql9rV9Tsd7Giq52Ob117VZF83JNV5OdzcUMO/vLCHtv4hM3QkFiM4Grvk72yayuaaKj53yybKcq5tkeG0Wnjf2uUMTAd46fTZDKHN8VCE8VkpS2fjXmAYSShu6hnM9jS5EpKGwUwsfpGnispw4PoJKV5PpiJRjg0OX9EO12ziuk5c19O7p2CK1E1eZJy6mPO78RcTSyYXlK5TFYIKv48/Wr+Kt7Q0L2jS7bHZ+NjmtYzOhHj59Nm08SVhGJwaHb9k2IZd09hca/bffLeLpqKC62KcAFhSUsTHNq/l3154NUNsM67rlzyHIO2R/rr0TE5zbHBkzgR+IUhphppc3Dei8Usb6mZT6HHzp7duJt/l5JGjxzN2cs8bpS6Fy2rlpoZq7tuynvr83Kv2tMryxuGxWfnwxjUUuF38+GAb3Sl9hPPoUs4ZC+fDqqp47Larvscum5U/XL+K4eAMe7p70n1TAmOh8BzPrwv1v/E82S5GU1XuXNyITdP4f3sOcHx4FD11jeO6nvKomJ73t6oQ1Obn8uGNa9jRVI/1CrRAfHY7921Zh24YPNnRmRGaGUkkOD02Mec3ihA0FOTxp7dsZnVlKY8fOwks3Dhh1VTUefpAdKHvBEVQlZvDH29YzV2Lr8wr9EYla5zIkiVLliw3PDaLxvameuoK8vjFkQ6ePN5J/1TgsosPu6axqqKUty1fwq2NtbgukeN8IYRicVZVlPK3b97OAwfbePzYiTk7nucRAkq8Ht62fAnvWLmUYu+1a3MIIajO9fNXd9xM3cE2Hjl6guFg8HUXa5qqzDvxmVM+qWxZ11zTCyiCS6rszT7X651VCBZ+LLOPfZ3jxPVt70J2qxYVFvCBdSt4vrOb40OjCzaOKEJQ4vNwc30N965YQlNRwYLFI4UQlPm8/Ledt/KD/Yd5rP0kI7N2/OY7V3mOl3uWL+btK5ZS5HFjSMni4kKe7ewmqevXvDOnqQp3tzST73Lxn68d5kBPX1pP5XLtWGgstRBmO+RVusxfqswFHQeU+bx87pZNrKgo4RetHew713dZUVGLqrCstJg/aGlm5+JGvHbbgq6xILPPX0k955R10fNwo5lFLh6jLvt8i4u/v4x30ewyxeuVbF4nt83Ku1a1sLqyjEfaOni+szsjTOly9cqx22kpK2ZjdSW3NtZiU69uKaYIQV1+Ln99xy38+OARHm0/mbGTfyk0VUFRFtC3Lr6GV9khFOC86Wah44bA1NW4o7mBxsI8fnq4naePd2WES845jxAUelzsaKrnnmWLWXwVWi1CCIq9Hv7itq00FRXwk0NtnB6buGSGI7fNyu2L6vnguhU0FxeiCEGFP4f95/rRDQNlARdtcXERH1y3kudOdXNyeGzBoppKaly/pbGWe1csoaEg77dWUPhixPUcuK+BG6ISgXCUvolp8jwuinwLz0udJcvvIqOBEOPBEEU+D3731aUxmw5HGZwMkONyUJzzxoonZrlxiCd1+sansVs1inzu6/rClFISTSYZCszQMTTC0f4heqamU6k1DewWjUK3i/qCPFZVlFKT5yfP5byiOvRPBfjMTx/l2NBI+rPPbNvARzatxaaphOMJzkxMcrCnn6MDwwwFZoglkzgsGqU+L8vLi1ldUUal34dN066ri6WUpmtn7+QUR/qHaB8cZnA6SDAWQzckDotGjtNBscdNTZ6fxsJ8mosLcV5GBwHMXaFzC5hcXwkCKHC75mSFSBoGA9OB9M6iIgQVOb55jUcJXad3cjq9iLcoCpX+nHnj8KOJBL1TgbTauk3TqMrNmddTIRCNMTAVuITw5dWhCEGp1/O6GVTiSZ2JcJjBQJCu0QnOjE8yHAwyGY4SjsdJ6AaaouC0WvA57FTn5rCoqICmonwK3W6cVstV9anzfefcxCQHewZoHxxiOBgiFI+jCgWfw05ZjpeW0iJaSospz/FmCOtNhCOMBGcwpMSmqlTn+a/52TYMyVgoROfIOIf7BugaHWcyHCGSSKIqAo/NRr7bSXmOj7r8PJqLCy6run+egenAZT0UrgarqlLpz3ndVMKzMQzJRDjC6TGzfSeGxxibCRFN6tg0U6OkviCPleUl1BfkUeB2XdE11Q1jTjiZ22ql1OdFuwJRPCklZyemMgwoOQ47xV7PDeO9MRKcYTwUTj+xRR43uU7HvIKug4FgxjUp83nnNfjohkH/rLFIYGq5uK/AkB1JJBgOztA5PEb74AhnJyaZCIWJJZNYVBWHxUKey0m530d9fi51+bnku13kOOzX5d1oPtcJzk1Mc6R/kPZB850UjMWQUmLXNPxOB8VeDzV5fhYV5tNUXHDZMMNo6h0z20Ox2Osh9wpT2oZicXomp9L3TBWCktS9uLL2JemfCnB0YIgjA0P0Tk4zE4shEHgdNspzfLSUFLG0tIjyHG9Ks+ba+m1C1xmYDnKkf5BDvQP0TE4TjMawqAp5LidLSgpZW1VOfX5eRt8aDswwETb7qaYolPm8r7sxEk8mGQ9FGAwEOTU6ztnxydRzHSEcT5DQDSyKgtNmvhPMd3sBiwrzKfK4rkpo+zfEgm5K1jgxi11tp/ji/U/wga2r+Nybtvymq5Mly2+Ubz2zj+++cIC/uHsb965vuaoynmw9yd889CxvXbeUz9+97TrXMMuNyvH+Ef7iB49TW5TLl9+x46qNW78p5jNO3LdlPZ/YsvaKVdWzZLkUUhqg92DEX0UaUwjhQ7HdjNBKf9NVy5IlS5YsWa43CzJO/G74f2TJ8hvEkJLj/SN09A2//sFZbhiklPSMTXLoTD+J13En/n0mmkiyt7OHsUDo9Q9O4bbbaCjJp6GkAIv2u/KauSFs6Fl+lzDGSQa+gh55HKkPIfVuJFen+ZElS5YsWbL8LpDVnMiS5RoJReP88KVD5LgcLC5//RRnWW4MYkmdxw6e4MzIBPVvvw3LFbjq/j7RPTzON57aw6d3biLf63r9HwDluV7+8f13IRCoC4htzZLl9xFpDCOTXWi+/4Gwbkp9mh2HsmTJkiXL7y9Z40SWLNeAlJKxYIiO/hE21F8+fdxvG5fRsruKkm48ZqIxjpwbxGW3ZjfFL4GUkraeIabCUS6hBzUvpnBddpGV5bcLKQ2kfgYj8iuk3g0yiVCLUBzvRLE0mscYUxjRZzDi+0AmEJZmVPubEGoZCIGROIYR+SXCugEZfxWp9yOUQhTnOxDaIoRQMeJHMKK/xEh0Io0xkjPfQigPIrQGVNeHQHhTdenFiDyCTHaBsKPYtqHYbgHhRAiB1EfRQ99Fsd2M1M9hxF8DdBT7TlT7jlSbEsj4IYzor5DGBELJR3G8BWFZhhAqUh9ED30PYV2DTBxDJrtBOFEddyKsmxFCA2SqnCMYsaeR+hCgISz1qI53I9Q8U3jSGMOIPo6RaAMkwrIS1fFmEH6zvlJHJrsxoo8h9R6QmNfX+U6EWvNbn/7ud5loIslIcGZOlqRfB3ZNpcTnvWG0L7JkyfLGcsMaJyLxBJ2DY/RPTBOJJ7BpGn63k9pCP4UXCawZhsHgVJATA6MEwlGsmkpVgZ/GkoJLChf1jU9zon+EYDSGz2lnaUUxcGkl2aSu0zk4xpmRSWKJJB6HjcaSfCrychakenspjpwdJBiN0lRWyLHeYcKxBC2VxRTneOjoG+bMyASluV6WV5VmtCWaSHJmZILesSmC0RiqopDvcdFYkk+B152h1tw1NEbX0DirasqwairtvUOMBsIoiqAyz0dzWSH2i8TSDEMyGgxxemiM0WCYpK7jtFmpys+hvjh/3usaT+p0DZnXKByPz1GRL8/zsbqmLC1kJqUkGI1xrHeYkekQhjQo9LlpLivE73Km2zAeDHOgu48l5UXMRGOcGhqn1O+hpbKY6XCUQ90DGFKyuraMAq8r4x7qhsHZkUm6hscJReM4bBbqCnOpKcrNWDzNRGO8cvIchV4XSyqKU+2YIJbUyXHaWVxeRKHPnX456oZB9/AEfRPTtJ0b5NzoFLluJw++2pYu02O3cWtLHbYrSGN0MbphMDw9w+nhccaDYXTDwG2zUVPon9OGQCTGnpNnKfF7WVxeSOeA2Ya4ruN3OVhSXjTn+oB5r8+OTnByYIxoIkGex8WyyuLrNlEUwkx1NB2O0t47zMh0EJtFo744n9rC3HlFuwxDMjgV4ET/KFPhKDaLSlW+n8aSfKyaNkeN3DAM+icDnBocYyocRUrwOKyU+r3UFubhtF3o32dHJ+kdm6JzcIyOvmFK/F4e3n8s/QxYVIVbl9bjc15e1O5STMyE2Xeqh+rCXGoLc+noH6FndApFQGW+n6aygjlifkldZ09nD4qADQ1VBCJRjvUOMz4TRlUUyvN8NJUW4Jj1nMYSSc6MTtA7Nk0gEkUVCrkeJ40l+RT5PPMqtkspmQxFONE/ylgwRFI3cNosFHjd1BXl4nPaEUIQjMToHBxlaGqGXW2nmJgJ81JHN73jF1L8NZUV0FJxoZ9IKXn5xBmGpi6kBSz1e1lbVz6veOF5dMNgYDJA19A4U6EIQghcNivleT6qCvxzhBzjSZ3OwVHOjU4SS+h4HTYaSwuoyPNlFzdZrgmp96IH/g4AYduKEDakPnrhe5lED/0II/Y8in0HQrgxYi+TTHaheb6AUPORxjR69FlEoh3FtglFq0aPPIEMfg3N9xVQCxFKAYp1CyiF6MkzKLatKFodKLkgUkJxxgh64CsgLCjWTUhjCH3mGyDjKI57MI2+cYxEK1LvRailKNY1SCOIEBc8nGT8IMngV1Gsy1GsGzESrSSD/4jm/e8ISxNSRk1DS3w/inUDim0TRmwPyeC/oflKEJZGpJQY8b3ogb9HWFei2LYiZQjkLFV5OYM+8+8YyVMotpuBJEbkMTAmUF0fA+EEYxw9+E8gXCi2TUgZBv0cyEun481yY9A1Os5fPvr0glIbXm+WlhTy7+/+g98m0b8sWbJcAzecccKQks6BUf7zxYO09QwRiSeQUiKEMHPdL2vkvu0bzN1OzAn6E60neWjfUUamQ+iGgRACp9XCtuYa3r91JUWzsgQkdYN9XT3832dfMxcMisButVBT4KeuOG9OmipzZzzM/bsP80JHN6FoHF1KFCEo8Lp467olvHlVM3bL1Smy7zp6iiPnBmkuK2B/Vx+jwRDr6yvYtKiKR/Z30DM2hdNm4U/ftJVbl9ahKgqTM2G++fRe9nf3EY4lzPzKqWtUW5TLJ3dsZFllSdposv90H9974SDv3LiMzoFRjg+MEIkniCdMg8P2ZQ388S1r0gsTgBc6TvODlw4zPB0koeuYxnKJy2blrpVN/OHNqzMWSuFYnO+/dIinj5winlJVn4nFmQpFUISguiCXnSsaWV5Zgs1iLiY7B8f4f8/up6N/mHhSR2IuDGsL8/jIrWtZXl2Cqij0T0zzzaf3sr6hgjMjE5waHMNm0fjjW9bQ0TfC3lM9BCMxbllSx1++9RacKVXc6XCURw508OiBDgKRGEnDQAA+p507ljfyns0rcNutCCGYCkX59117Kcv1saqmlKeOdDIdjhJL6EgpaSjJ5xPb17OqpgwhBLGEzg9eOsTx/hHGZ8IkdJ1jvcMZi7eKXB+bm6quyTjxxOGTPLDnCBMzYfMaSYkEcpwO3rJmMe/ZvDy98BsPhvjmrr3UFObSUlGcbkM8mURKaCor5JM7NtAyy/AQT+o82XqS+3e3MjwdRFUUXDYrzeWFuO3W66IkrQjByHSIf370JY72DBGKxUnqOnkeF2/f0MJb1y7JWLzGEkmebjvFA6+0Mh4Mk0jdN0fqmf7Dm1ZnGFkSus4Th0/y4KttjAbMMUBKzGfbovFHN6/h3vVL0+X/fF87r3X1MjETJhCJEU1M8IOXD6XLc9msrKwpu2rjxOBkkK8/uYdVNWUU5Xh4+fgZpsNREkkdm1XjrpVN/NFNq/E4LqhVx5M69+8+jG5IrJrGg6+2caJ/hHA8gW5IGkvy+V/vviP9zE2HInz72dd4tfMcoVgi1WZzDKgq8HPf9g2srClN3z8pzeu0p/Mc9+8+zJmRyfRvFCGwWTQ+dccm7ljeiKYKuobG+PqTe5iciTA0FSSaGmetlgvGsHdvWs7SiuIMv5i9nT3sPdVLMBplZDrETYtrWVJRNK9xQkoIxWL8fF87jx8+kTa+gTDTJvo9fOmeW1hSUZQ6XjIyPcMPXj7M7hNnCcXiGKn6F/ncvGNDC3csX4TNomaNFFmuGCklRvRxpDGNJecfEWr1+W8uHJPsxoi9gOp8F4rjbQihIqwrSE59ESO+D8V+Z+rIBIr9VlTnBwENoZSTmPoc0hhFqIUIrdQUvYx7MSI/R7GuQbGumVUXHSO2B6kPoOX8M4plEVJGQUbQIw+h2Heai30AGQFUVPcnEYo3VV2zztIIokd+jtBqUD1/jhAOFP0OEpOfwIg+hdAaU2c0EJbFqO5PIxQnwrKG5OR9yGQnWBqBOEb4xwhLM5rn8wjFbz7AGJyXLpOJYxjxfaiev0CxbTXLVHJJzvwf01NDqUXKEFLvRXV9CMXxZsAOJAEl+8ze4OjSIBxPEIr/+jVRwonE66ZMzpIly+8ON5xxYmAiwL/8ajdHzg2yqbGKLU015HmczETjnB4eo6E4Pz1B1w2D3SfP8s2n9+J3O/jY7euoKcwlEI7xzNFT/GL/MXTD4LN3bU4rrPdNTPP/PbmHoakg79iwjLX1FcQSSZ4/dprHDh6fk8s2oRv8+JVWHny1je3LGrllSS0um5VzY5P8dO9R/v3pfRR4XGxtrllQLvn56BoaoyzXy+fetIXHDh7n1c4eesamePuGFuwWjX97Yg8vdnSzvqECr8OORdPI97rY2FjFsspiinxuQrE4z7Wf5vFDJ3jw1TbqivIyFj8z0Rg/fPkwLZXF3LdjI4VeN+fGJvnRy4f5yatHWF5dwi2L69K7rbluJ5X5Pm5rqaeuKBerptE9PM79r7Ty0GvtLK8uYWNjFWBO6vae6uGne4/SXFrAfTs2UpzjpnNwjG889SrDU0G+9NabWVpRjN2imWmepoJ87bGX6ZsIcO/6FhaXm/mBXzvdxyP7j/H1J/fw5XdupzLfTBkWTSTY39XLe7es5NYldfz7rn1857kDrKuv4Ev33MLP97Wz/3Qfp4bGWV5VgmFIHj90gu+9cICV1aVsX9ZAgdfF0NQMD+8/xv27W/E67Lxt/dIML5ADp/sYnAxwx/JGVlSXEo0n2HW0i6fbOvnxK0dYVFqA227DbtH41B0bies6becG+eL9T7J9WT0fv319uixNVXHbFp4uaT7yPE6qC/y8eVUzNYVm2rbOwVF+tLuVn+5tY2VNCcurMpXd953qoX98mp0rFrG8qoSZWJynWk/yXPtpHnj1CHXFebhsVqSUdPQN8+1n9qFLyYdvXUtzWRGBSJQnWzt5qrXzuqQVNKRk94kzbFpUzad3biLX7aBrcIwf7W7lu88foDIvhw2Nlemc9Hs6z/HNp1+lOMfDfXdspDzXx2QozJOtnTx68DiaqvCJ7RvS40DP2BQ/2n2YWCLJJ7avp6rAj2FIesenONozRH1RbkZ9PrBtFe/cuIyesSk+/8PHWV5Vwp/cuRl3yuAphKDwGlMJ64bkhY5uWiqLef/WlVTm5zAwEeCBPUf46attFPnc3Lt+6RzjT9/ENN9+dh9FPg8f374Bn8PGcGCGWEIn1+1MH2fRVPK9LtbXV9JSZXpaRWIJXjx+hkcPdPDAniPUF+eR4zKzZEgkB7v7+YdHXiCe1NmxrIHlVSU4bVZGAyG6h8epL8pL60M0lRXyt++6A10a/Ovjr3DwTD9/fvc2VlaXpOvgcdjnBOx8aucmPna7zunhCf7s+49e9hrFk0ke2tfOd57bT77XxTs3LqOhJB8pYWBymqlQlFK/N318NJHkhy8f5pcHOti+rIFtzTW4bFa6Ryb42d42vv7kHvI95riYXedkuXKiyGQXQqsCtYoLnehCZzJDPaIIy3KEMN8bQi1FqCXI5AngVvMzJQdFazZDIiRINR9IgkywMBLIZDsgkPF96Ilj5vmNCTDGwJgEJTUeCCvC0owQXrOuYladjUlk8jRCLcOIPHG+FSCjSL0X5PlUi3YUbQlCcaTqnwvCkjJ8AMY0Uu9Hdb4XRCqNpxDM1seQyeNADJk8gWGMpz7rBhkEfRi0WjOkxHYbeugHyOQ5FNsWM7xEWZiWTZYsWbJk+d3nhjJOGFLyROtJWs8OcOfKJj69cxN5sybkUpruhec9AqbCUR7a105C1/mTOzezoaEyFdcoWVpZRDAS4+m2U2xtrkl/98rJsxzvH+H9W1fyoVvWpBc4i0rzGQ2E2H3ibEadTvSP8KvDJ9jYWMWf3LUZf2qyv6aunDy3k//yoyd47NAJ1tZVpL05rjoApJIAACAASURBVJSkbrBjWSNbm2vSi7Oawlx2rliEpig8eug4fRPTRONJvA5w2Sx8cNsqNFXNcImvSbmQt50zPU5mGyeShkGx28Gn7tjIotICAFbXliGAL//sGQ6fGWBrUzVWxewSLZXFLLrIjXxFtbnQ/faufXQOjqWvaUI3aO8dJpZIcteqpvRO5xqHnR3LGvjGU6/SNz7N2roKwDQqvXCsm/2n+/jiPTfzjo3L0uESy6pKSCZ1Hnj1CC92dPOBbatS9x7Kcn28ZU0zwUiMF4+foXNwjLtXN7G2roLRQIhjfcMMTEyzvKqEvolpHjnQQWV+Dn9+9zZKcjzpnZmaQj+f+96jPHroODcvqaV4lmeNlDLlkbAibbSoK86ja2iMU4NjDEwEaCwtQFEERTkepJQMTJhujm6bjfK818+/fiWsratgZXVpRtjNyppSRgMh7n+llXOjUyyrLMnYdZIS7l3fwr3rl6ZFHmsLczk1NM7J/lGGpoLUFeWljXKDU0E+e+dm3rN5BaqiIKWkKt9P9/A4vePT19wGKSVFOR4+etta6oryEEKwoqoUTVP5p1++yDPtXSyrKsZttzExE+Ghve1oqsIX77mZhuL8dNuWVhTz2e/+kmeOdnHXyqZ0Pw6EY0zMRGipLGbnikVpL6Y1deXcvboZ5SIDQEFK1DGWSKIIgcNqodTvxXuVnhKXarPdovHBbatY32AaXpZXlVCU4+aL9z/JU0c6uWlxDUU+T8bvBiYCbFlUzX07NqSNEefTPc++xw6rhfdsXoGmKBljQH1xHicHRjjaM0Q4lkgbJ+KJJD/Zc4SRqRm+cM/NvHXtkgwBUENKU2MkdQ6H1UJ5ng89FfahKoJ8j+uy/ft8OAY2yHU7UMSlvW6klPRNTPPjV1rxOGz813tvY1ll8ZxwvdltPtY7zJOp6/bZOzenPVvW1JXjdzn4wo9+xeOHT7C6rhy7ckO92rL8NiCTIOOg5CEu1XdlHDAQYnZqXAWEHSkjIM/H41tAOMg0FlyJxUwijRBSBjDiB0Ccn1sIM2RCzJ5rqAjhYT6LnCQBMoLUBzDie9KfC8sihGXFhd8IFYTrQh3TdU4Zp88bMVJaF/PWWIaQMoJMHEGKC/M2xbYdFL/5c8WD6v4owrIEI/orksF/QFiWornvA6U06z1xA1Ppz+FLO24iHF+oge36keO0X5MHapYsWX67uKGe9plIjPbeIZw2K7e31JPrcmR8L4TIeHmNBUJ09A3TVFpIU2lh+jshBHluJ+saKnjtdC9Hzg2yrr4CVQiOnhtCEYINDVXYZ7ka5zgdrKktm2OcOHJukKlQFIuq8lpXb8b7f3Q6hKYonBocI5ZM4uLqjBNuuxW/y4EiBLluJ5qqUJHnw6apGNLULhicDKZcns322Swak6EIg1NBgpEYsUSS6XAUpCSSSIV6XMSq2jIq8nwZn9UX56MIwWQokiF4pwjTtfrs6CTjwTCReJyEbjA6PYMuJeFYAsn5qYw0FzeCjIXS+f9LyEjVqBuS17p6URRBOJbgmaOnLpxYQigVctI1NJ5emKmKGUZj1TTsVgOvw4bbbqU4x5teFCmKIJowQ0q6hsbpn5imuayQoz1DtPcOpU8RiSdRFEH38DjBaIxiLiwQ/W4HmxdVZ3hTFPrc5HtcnAyO/tpfzKoiSBrQPTzBRChMJJYgqRtMhiLoukFknvrkeZxsWlSVsfgsyfHgdznoG59O/yaW1GnvHcJls7K+vjK9MBQpl/qWypLrYpwAWFRaQKnfm35GFUWwprYcn9NOR5+pteK22xiaDnK8f5gcl4Pu4QnOjk6myzjvxDEwGWAsGKJRmoaLohw3Vfk5tJ4d4DvP72fLomrqU94h2m9QlPG8fooya1xqqSym1O+le3iC8WB4jnHC67CxrbkmbQQ9/7uLEUJg01SmwlEGJwMEUmNAMBJDNyTReIKEfuGZG5qaoXNwjPqSPDZf1DeA34jQ2OmhcQYmArx9QwtLyovmeJFcbFQ6fHaAQDiKIhT2nerJWOsNTQbRVJWTA6MkdD1jbM+SZUEIGwg3GGNImUAIy9xDFD8IDWmMIahIfZpAGuMolmbT2+C6oJrhH2olqufPEEre7FpcCOmY/dk8COEAxY9iXY3q+uhFX2qYYRWXL8P8ygMoSH0UKY15jTdCKUAo+aiujyG0uou+nD2eeVHsO0xti/gB9OBXMaLPoTjfww02Jc0yixyHnVsaa39j58+arbJk+f3hhnoTBKMxJoJhvA47ZbMWMpdiNBAilkhS4vfMEWgUQlCS48GiqgxPm27RTpvCSGAGl82aoa8A5iK6wJvpyi2lZGgqSDge59n2Ll463j2nDkKYLtZJ/eoVjK2alta6UFUFMHUwFEUgDTOm2khpDUgpCcUS7Go7xa62U4wEZogmEqbqtRCMBGZw223pRf1sin2eObHftlQMuT7LmGHqfozx0L6jdPQNMxOLk9QN1JQxIZZIImfF4VpUlSXlRTx6oIOnjpyirigPv8vBubEpnm0/Tb7HSfOsFJumeOE0Cd3g28/um3dh5LRZEIJ0mI1I7XCDuZBSFQVNUdKLkPNFGFIipWR8JkQwEuPwmX46+obnve4OiwX9ovtmt2gU52T2A4uqoioKhpTXJcxhoRiGpL13iJ/tO0rXkCnomTQMVEUhGIkR1w2zT5D54nZYLRRdFJZg0S604XwTdMNgNBDC57TjcWQa1mwWjTzPxRPgq8fnsM8RXXXZLPhdjrQwo5SSmUiMsWCYyVCEv3no2XnLclot6PqF+1CS4+FTd2zkh7sP8+CeNn516ASNJQVsba5hW3M1eW7XNYnWXi0Oq2WON4ZV08j3ODma0tO5GK/DTq770ruT5zkfxvVk60lGpmeIJJJp3ZmxYAiLqmYkIBmeDhKNJ1hcXojbfm2hRteL/okAEqgrykN7nfsjpWRwMkAkkeCJ1pOZBs0UFlXBoqlznuksWRaCEFYU6zr00PeQsRfBuhZQTG8JYUEoXoS2GKEUmnoNagUIG0bsVTACKJYVCK6XcUJDsW7AiO5CJtoRtm2AMIUjZQzUBYZBKPko1nUY8QMo9gGEWooZ1hECaUGojoUlKlI8KNbVGLFdKLZNoFYAhulRofgQwoawrobwgxjx11DV8pSwZwKMGVDNMUcaIaQxYoaNoCK0GlDykDJINmXSjY0QImsg+B0iaRhIJBYlm1XreiGlJCkNc41yGc/R60HC0PnO8dc4G5gkbug0+wt5d/0KPNb553cDoQA/Pd3GlpJqVheUX/V5021EXBdNuktxQxknILXQEpfOmnHVhaZefIaUcIlBVpnnc0NKbJrGuzctZ0tT9bzF2zSVnGtwCRfzeHyK9J9zX9jPtXfx1UdfoqbIz3s3r2BxeSEeh41gJMY/PfpSxm7zbCyqsqAd0uGpIP/2xG6O94+wc8UitjXXUOr3YtVUnm0/zTee2pNxvBCCTY1VvHl1M7947Rif7h3G7bAST+jYrRofvnUtDcUXdn5MI4vpqvf5u7dlhFXMJtftTMfAnz/PxVyqOVKCqihsX9bAW9ctnfcYIaDiIjf188KrNwJ9E9N87fGX6R2b4u41i9ncWEVRjgeLqvDw/g6++8L+eX+nCDFH2PVSXMrWIri+u+lyvswR83x5/rPVteV89LZ1lyxvdn8SQrC8qpSqAj/tPUO80NFN67lBvv7EK+xqO8Xn7tpMU1nhtTfiCpEpQ9mlBRDmfq4oYkGGlBc7uvnqoy9RmuvlHRuX0VJRjNdpIxxL8LXHX+ZYb6ZBTkrz2ipC3DB6DJnhKq9fKQnYLWZI27r6inmPsVs0M7QkS5arQLHfikyeNlN7qo8AFiCG6nwfwrYJoeSiOj9AMvwfyMB/BaxIYwzF8SaEdfllnvUrQwgFLCtQHPeih3+MEX3S9MowAmZmD+cHmK33cOlyrKjOtyP1YZKBv0Eo+ZgilklU5wcQav4Ca6ShON+DDP4reuBvQC1JGW1saO4/Aa3C9PJwfQg9/BNk/CAoLpAhhFqL6v4ECCvSGESf/rLp+aF4kcYkAhXFupUbcDqaJcvvLK1jA0SScbaW/ua8YX7XiOhJnuvroiWvmCqP/w09l4KgxpsHCH7efZRAPMrbapcC8xsnhsJBfnXuOLl25zUZJxKGwe7BMxQ5PSzJLXr9H1wlN9TbwGmz4nXYGZ6eYTQQojI/57JGigKvC5tFY3h6JsOFGS4ouyd0nfxUOACYLu9He4aYicbT6vZg7tBPhiIZpgCRysihCIHLbmV1bdkbailaKI8fPkFcT3Lf9g0p8TezDSPzXIcMFjhv6ugb4dCZAbY0VfOZnZvTaRillKiKwDDmrmgdNjNuv8DrYseyRgp8Ljx2G7VFuVQX+DOum6qYgoM9Y1NUFfhZXlUyp7xrqD5CCHJcduwWDU1VWFldOseN/fqcKfP4673vc7C7j+P9I7xpZROf2L4h7SViZliAeW7DFaEqCrluJ2dHJ+fs4seTuhkmdJ0IhKNE44l0JhWAaDzJVChKrseBpirp8Jwclx3dMFhWVbJg93xFMUOiti2uZdOias6NTfLI/g5++PJhfvDyYf72XTvmjiXn//sGbdhFE0kCkVhGiEYiqTM+E8brtGG3Xv3w+2TrScLxOB+7bR3bFtemDUkTM2ba34vJ8zixWVQGp4KEYwm8jgUaUzOu0fW9UOdFR/vGpzCkgXKZxZYQggKPuVvsddrf8LE4x2nnvq3rmQxH0p8tLi78jYYJZXnjEYoP1f0plMTNSL0PMMzwCsuS1AECYduMplUiE+0g4witGmFZgkilAFW0OnB/wvSsOF+uWozm/W8Zn5mfV6G6P4dQq+apiwvV9Uco1vUpIU4z+4WwNHM+QwYiB9X1EYRaeZk2laJ5v4BMtCH1ERAaQi1DaM2p7/NRXR9FaLMWKcKF6v4MwtKYarZAaHUI75fNcoxRU4hTrQC1IHWMFdV+J0JbZGb5kFFQvChaoxkugykeqno+jdQHTXFQJQdFW4xQS66bYSdLliyXR0rJI2fb8VrsWePEdWQiGuZ7J/fz58tvesONE6qicEeFqcN4dHyQmJ687PF13jy+uOoWGn0F13TecDLO/acOc3f14t8f44TXYaO5rICD3X280NFNY2l+xiRaptzqlZT2RIHXxdLyIk4MjHJqcIw1deVpQcypUJTXTvdht2gsrShK78AvLS/m2aNd7O/uY0VNaXrxMxONceTcwJw6La8qwee088qJs+xY1kBNYabyf0LXkdL0Svh1iTnNRGNYNS0tdgfmtekaHufc6NQ17/zHkkkSuo7PaU8voKSUBCIxjpwbNF3IL2I0EOKXB49TmZ/DuzYtmxM2MxtVUVhXV8Gek+d45ugpGkvyM4Q3wRQrVC8S+7sS6ovyKc31crRniGN9wxmpVcEMaUjqBlbt2tMOnvdICUSi6f55PYik0kjmuBzpsCUpTSPa0d4h4vPchyvBqqksLi/kWO8QB7r7qS3MM0OJpGQsGLpkOMzV0Dk4xsBkIC2IaUjJoTP9TIUjrG+oSN//Ip+bptJCuobHebXzHFubajL6gGFI4rqOVVPT2T3Oh1SdN0BpqkJtYS53rljEk0dO0jM2vyeRlgoNCkZj82q0XCsj0zMc7xvJyERyrG+YwckgNQX+DLHfKyUYjWNRVXJcjgv2AynpHp7gzMjc9pbleqku8HOwu59DZ/q5Y3ljxuL+4rH1PEIILJpKQtcJXWTQvVYaivPJ97jYe6qH08MTNJTkZzw7phFUprUnVlSX4tl3lJePn+GmxTVU5We+/BOz0hFfax1dVivbm+qvqYwsv40IM5WmbS2wdv4jhIrQqkGrnv97tQhVzZy0CcWP6rx3nmPzUR13zvn8wrksCOsyYNn83ysuVPutl/x9qhCE8CFsWy9RhmdOGULYUB07Lz4SoeYi1Jsvcy4VxdIAloZLVMWJsK6f97ssWbK8scR1nb7QFAOhAIdHB6jx5vLK4FkArKpKS14JdtWc8xvSYCg8w2A4QNIw8FntVHn8OLQLc3UpJZFkgp6ZKabjUSyKSonLQ5HDc0Xz4JHwDJPxCD6rnf7QNPl2F4UON92BCeJ6kjpfHl6r3TyfnmAgFGAiFsGQBk7NSoXbR47VgRAC3TA4NT2Gy2LFpVnpnZkmosdxW2xUe/y4NHOD7PjUCAJBvS8vI7QlkkzQPjFEqctLidO7oHYE4lH6ZqY5PDZAd2CC9omhdAh4nt3JopyC9No0buj0zkwxEQ2bmmlOD2Uu7xsWBjIRDXNqeoykYeDQLPNu6kgpSRgG/aFpxqNhdGkeW+BwUWB3oykKoUScvtA0JydHOTE1wqLpgnTf8VhttOQWX9c18A1lnFAVhbtWNrH3VA8/39dOOBZna3MNOU47oViCnrEp7BaNnSsW4bRZ8Dnt3Lu+hb97+Hn+7ck9vG/LCjOVaCTGrrZT7O3s4daldWmjBcCWpmoe3n+MR/Yfw+e0s7a2nLiu8/LxMxw6MzBnMby0opg7ljfyo92H+epjL3HXiiaK/R50w2BoaoYTAyNsa6phTV35VacSvVIaivNp7xnmydZOHFYLmqrS0TfMj19pxTAMuEbjRKHXjd/loPXsAHtOnqOuKJfxYJgnj3Ry+MzAvO20qAoWReFozxD/+MsX8TpskBLtq8zPYWNDFSV+M2OGIgS3t9Tz4vFufvHaMRJJg42NlficdkKxOH3j0wxMBnjXxuWU5nrnqeHrU13g5+7VzXxr1z7+9+Mv86ZVzdQV5QHmwrtzYIy64jy2tzRcoVdFJkIIfC475bk+Dp3p54nDJ2koyUfXDXRp0FxWeNU7vGW5Ptw2K/u6etlwuo/KvBwGp4L86vAJTg6MXbOOgs2icfPiWna1neL+3a04LBpNZYXMRGM8daSTM6OTGWE1V4siBP0T0/zH8wd486pm8jxOuobG+c+XDuKwWrh1aV3aFT/f6+LtG1r4+4ef518e303P2BSLy03j4lQowqmhcdw2K/euX5rWsDjaO8Rz7adZWlFERV4OVovK5EyE54+dZnImwk3NtfMOmk6bleoCPycHRnns4HHWN1QikUTjyTmZaq4UIQTToQjffeEAM9EYNYW5DEwG+OHLh5mJxritZSX5nqtPn9dQnEfr2QGePtKJx2HDpmmcGBjhx68cIZ6c6zlht1h4+4YWOvpH+PoTe+gbn2ZppZnadzIUoXt4gpbKYtZeNI4pQlBd4CdpGDx2+AQ+px2/20E4liDX7aQ8JbB73rhhaoeYmhim4UgnEk/gtJoaMpqioCim8aCyIIe3rVvC/a+08rcPPcvdaxZTW5SLYUjGgmH6J6a4bWkDtalUsCtSKYF/tvcoX3vsZXYub6Q4x0NSNxicCnK8f4TbWxpYWVOajY3OkiVLlixZZjERC/OjzsMcGR/gTHCCkcgMPTPmZkaezcXfb7gLu9ONbhg8P3Ca7588SE9wEiEEVkVjZ2UjH25eh8diQwjBaDTEfxx/jef7T5MwdAyg2uPno83rWV9UibbAue9Lg938pOsItd5cdg+dpd6bz8aiSp7oPcloJMT7G1dx35INRPUkP+k6wkPdR5mMRVCFQErYUFTJnyzbQrk7h6ie5J9bX8Smafisdg6NDjCTiKEKwV1VzXx88Xp8Vjs/725n79A5vrHtrVS6L3jpHxrt5/N7HuNLq2/lTVUeFuJJfXxyhB90HqRzaoxgPMYDXa24LeacdkNRFV9YeQsCCKW8Dh4500E4GceQkmKnhw82rub2igasyrVvll5MX2ia7588yNngJP2haf7Lypt5b8PKjGMMJA90tfJQ91FCiXhaj2RtYQV/vnwbJS4vZ4ITfP/kATomRhiNhHjs7HF2D54BYFFOIX+3/s7ruga+oYwTANWFfv7szVv5znP7efnEWV46fiaVpcOcKN+ypI4d0rTKq4rCpkVVfPKOjfxkTxv/8vhu0zqFuQN4+7J6PnLruowY5OpCP5/euYnvPLef7z5/gB/vPozVolHq9/L2DS08tO9oRn2smsoHbzLTdj7b3sX//tXu9HeKENgtGmtrrz5+52q4d30Lp4fGefRgB88e7cKiqVg0hU2NVSwuK+Kpts5rKn9xeSFvWbOYxw+d4Ms/ewaHVcOiqhT53Hx8+3q+tWtfxvG6YTAVilLi99AzPsWRc4PmTjGYGSUSCXa1dfHFP7iZqgJzECjN9fKle27h28/s4/ljp3m2vQtIaR0ogsq8nGsSn1QUwT1rl6AIwcP7j/F/n33twndCYNVU3ud1XRcJ6LJcL+/evJwfv9LKPz/6EnaLhqoIFpUW8LfvvgOH9eqME6try9i5YhHPHD3FXz/wFHarBYuqUJ7r46O3ruObu169pnorQrC8upQP37qWB/e08a9PvILNomG3aNQV5vHezcv5xWvHrukcAG67jbtXN3N6eJx//OWLxJNJYokkLruNP7xpNWvrKtKGFkUItjbXEEsk+eHuw/zw5cPpcoQwxUlvb6nPcAEOxxI8f+w0u9pOZXgGC0xj5Hs2L5+3XjkuO+/atJxvPbOP775wgPtfaUVVFAq9br7ynjuuyTgBZoaS6gI/33pmH9GE2WYhzH5596rma/JweuvapZwaGueJ1pO80NFtiupqCuvrK1haUcTD+zPvmxCwZVE1n3/zNh545QgP7DmC8mpbemzVFIXiHPe8GiS3t9TTdm6Qg2f6OdY7jEVVsGoa79+6krfntQCmNs8zbaf48StHCMXihGJxpsIRDnb384lv/xynzUqex8mHb13LqpoywNSHeP/WVUhgV9spvrVrr2m4IJVxyeNkQ8MFd3eHVeNDN69BU1Ve7Ojma4/PHYsvpQuUJUuWLFmy/D6TZ3fyscXrGQoH+dLeJ1hVUMYnl24EQBUKuXYnUko6Jkf417aXafIX8oWVN+PQLLSND/GtY6/i0Cx8qGktqlD4/smDPNd/mk8s2cCK/FJmEnF+2HmIrx55ia+s30mTf+FaX70zU9xdvZjbyxv58oGnMaTBX626jcfPHeeVoTO8r2EFbouNKo+fTyzeQJO/EIFg7/A5vtWxlyd7T/KRZtMrK2kYHBg8y7vql/O1zW9GEwq/ONPOT7pa2VBUwbaSWnaUN/Lz7qO0jg1Q4c5BYHqLPN/fRYnLw9Lc4gV7MyzNLeYvV93GnqGz/K+Dz/Gny7ayqiA1z1EtCECXBr8828FPT7fx7voV3FRaiwR+3n2Ufz7yIrl2JxuKLh2ed7U05RTyP9ftoHVsgK8cem7eY3qCUzzYdYSNxVW8s345mlAYicwwGYukBTbrvHn86fJttI8P8d/3P82Hmtayo8Jci1sV7bpnfLvhjBOqorC6tpyGknyO9gxxbnSKWCKJw2qhOMfN4vKiDGODzaLxltWLWV1TxuGzA0zMhLFZNOqL82ipKJ6TIcBc3DRQX5xH69lBpsNRct0O1taVY9FU8mbtBsJ53Qk3n9m5kTuWN3C8f4SpUBRFEeR7XDSW5FNd6L/q3fGtTdWU5/nS2RUKvW4+ettallYUoyoCIRTuXNlEMBLF6zCtlUsriviH993Fge4+xoNhHFYLDSX5LKkoomd0kvI8X0Y4zLKqEu7bvoGV1WVzzp/vcfHpnZuoKcxNWzmdNisfu3096+or6BoaQ9clhT43K2tKyXM7kdL0TDjfFQcmAvyPn+1CEYK/euutVObnoKqKmVkkGueRAx08dug4u0+coTxvBZpqqrw2luTzP9+1g6M9Q5wdmSQci2O3WijJ8dBcXpiOSS/O8fCHN62mKt8Ur9RUhR3LGlhdW57uC40l+Xzo5jUsKS9Ot83ntPO+rSvZ0lRNR98Io4EQIPG7HNQW5dFYko8lFUPuddp4/xbTmjiftfdNq5pYV19BqX+uJ4fdYuE9m1ewpKKIE/2jRBPmTnF1YW66/KvBbbfx2Ts3sbmpijMjk0gpKfV7WVFditNmQSJpqSxO3we/y8H7t65CU8S81td71i5mKhTJyORht2i8c+MyVlSVcrTXzCBR5HOzrr6CSDxBnseVcU2vlMaSfD5y21q2pNKzHujuZ2AygN2isaS8iKaywjmLdLtF402rmlhbV86RnkEGJ4MYhsTjsFFTmMui0vxZWVoEa+rK+bv37uTM8ARToShJw8Bps1Bd4KelsviS2SksqsqO5Q1UF/o51jtMIBLFpmmU5XozQqauBgm4bFb+7M1bOXSmn+7hCRRFUFeUx4qqknnHpT9Ys4RgNEaB9/U9KprKCvi79+xk/+k+xgIh7FaN+uJ8WiqKGJgMUOB143ddGAOEMDMA3b26mbV15bT1DDE8PYNhGHgcNirycmguL5zXU6bU7+Wv3nYrB073MTgVRErzGVpZU3qhfATFfi+bL2McsGrqnBSpfreDT+7YwM4VjXT0jTAViqAqCj6nnfrifOqLczOOL8rx8Lk3beGulYs4MTDKdGosLvC6+P/Ze+84u67y7ve71trltCma0Yw06l2WbQnLHdwBEwgYQguQACEJaW/azfu5yb1JSELy5pK8yU0hLyQ3JJAACbwJoXeMMcYF27jbsiVZltW7NO3UXda6f+w9/ZzRlDOjGXl9/dHneM7eZ521z157lWc9z+/Z2tPF2q72C5IW1WKxWCyWhYwrFctyLWn4o6Lg+qzIt405J4gjHjhxgN5alfdfci1bUwPD+pYOnjl3gi+/uIvXrbkEgeCeY/u5uWc9d6y7dDg04me2Xs3/+cDX+M7hvdMyTmQcl5t71lNwfbqyBXZ09rC9czkHi73s7jtFX1Clzc9y24okTfHQPsrSbJ7P73+aFwd6h0W2DbC60Ma7Nl3ButZkDvGGtdv4+sHd7Ok7zS0rNrK5rZNrulfzzUO7ee2arfjK4US5yONnj7Gjs4c1hbY6taxP3vXIux4dfg4pBJ2Z/ITftbda5s7De9nQ2sm7t1yJn4bPvGfLlTx44hBfPfAs13Svxmny/MVTik6Vp8PPTWps6WhvzgAAIABJREFUCU2MNoZOP8cSP8u6liVjkkdkHZes43KiNIgjJEv87IRrbCYLzjgxRGs2ww1b13HD1vOfK6Vg9dJ2Vi9tP//JJLuI67s7JuhHALzluvqZHaSUXLKyu+mq/9dtXsN1m0esZV2ted5905XDfyuSncvRDHkevLHj0gnlbVnRxZYVYwVPLlu1jMtW1Rcu6Sjk+LnbJsbWZlyH6zev4frNEy15bx33Gz364lGePnSCP3rbq7n1sg0TDDWD1STM5mwq1je0GB0SQGz0PUN0txX4yZePxNy6SnHrZWPzqG9Y1smGZZ3jP4oUouG9Hk1rNsNbr9/e8PjtO+rH0A7hKMmV61cO7wo3i5zvcdMl67npkvUTjr3jFWM9AtrzWd4+yTW89or6D5OSkm2rutm2amLbHv27z4Tx9+V8v+MQQwvR1zTI5DKajOuwY00PO9ZMTVh1NEpKtq3sZlvTs3kkYQ5Zz037sXWTnu06itftnEJnlyKEYHl7C3dctW3CsUbPwtDnepa00lPHyDbZd3UUcrzmZVsaniOl4GVre6YsbjsaRym29HSxpWdqQk2OlFy6ahmXNujTLBaLxWKxTJ9Qa/b1n2FtSztLMmN1sS7vWMa/7X2MvlqFchRSiyM2tS0do9mwPFdgaTbHnr7T09KocoRId+kFGeXQ5mdRQuIIiTGJ50GkNQcHe7nr6PPs6T1NJQ6pxTH7B86xpb0LM0q0uzvbQk9+ZJ7jK4e84w4LR7b5WW5ftZl/fu5hnjl7gp1dK3n8zFH6ahVuW7kJp8kpVs9Vy5yulLhlxcZhwwRAq5dhU/tSnus7hTaaYbHjeWRVoY23btjOF/Y/wzPnTnBjz3puXbGRTW2dYzRG5pMFa5xYbFSCkDufep5jvQNT/szm5Uu5adv6YbHDxUo5jS+vF4YRxjG7j54mimO6Wguz0ndYrBw+28d3n9pHLZq6gOWrt29m47KOeRNZPR8HT/fy3af3TZ4NZhQCeM3LtpzXKLSQ6S1V+ObjexioTD1ryXWb1jRFp8NisVgsFotlPjEkoo2eVMhxcc++dAjjmNgYQh1jjBljmIAkPEQJSU1PT7BdCIEgCQcfSmU/Mv1NcqG/OHCW//7AV/GVyx1rt9GTb8WVkiPFvgnleVJNqJtINSpIy795xQY+8/zj3HV0HxvaOnjgxAGWZVvY0Tn9TZbzERtDZDTeOG9qKQSeVNTiaK4Sx50XVyp+7pJrefmyddx5ZC93Ht7L5154kp/efCU/veXKYf2M+cQaJ5pELYx4aN9hdh2eeoaDyraQV2xZC4t8wb59TQ/L21v49D2PMVipsWl5J46UnB4s8dj+o/zguRfZuqKL6zevQc6RIu1C5uxgme8+/TylWnj+k1MuW7WMjcsWzsL+1ECJ7zy1l1o4dePEy9atWNTGiWK1xj3P7udkf3HKn+lqzafCqxaLxWKxWCwLi5EM4WbYGDCEIySr8m18r+805SgARsJMDxZ76c4VyLseOcfFVYpj5YExWer6ahUGgirbO3uaurmmMTx86jD7+s/yz7e+nVcsX5uIclaKeGpmS9muTJ4blq/ngRMHuKZ7NQ+ePDTrxbgZ/m/s79rm+Szxsxwt9RNrPexhXg6T7COr8m0XNCTVkZLtncvZ2t7F2zbu4DN7H+OTex7hmu7V7OxaOXwtItUTrHeNTa3PHJX7kqMtl+EDb3llmv5uajhKLnqvCYCtK5by23fczH/+8Gk+ec+jDFZqAOR8l+7WArddvpE3X3MZ67uXvCRTmW9fs5yP/dJbmY5Z1HcX1qO5c/0KPvHLb5/WZxbaNUyXlR1t/M3P3DEcxzgVXEex9/jpOayVxWKxWCwWy8zIOi6OkBwvDVIKaxTcEV0uTzlct2wtX3pxF987uo93bd6JJxUHi33cdWQf1y9bw7JsgazjsqWti3uP7+e1q7ewsW0pQRzx/WP7OVMtc3PPxFDk2RKnRhBPJVktqlHItw/v5Uixj8s6ph/mKYTg9tWb+eKLT/OVA7sAwTVdq3BmuIna4vlEWnOkOECs9Rj9uq5sgSuXruJ7R5/n8TNHhxf8D586zDPnjvPfX3bLnKUTPR+nK0VKUcCqfDueUqzKt7G1vZtK9CTVeOymasH1MBiOFPsJ4mhMiEozWdyrhwWEEGLW6v6LFc9xuO2yTWxf08PpgRKVMEzfV7RmM3S3Fci6zoIJUZhvlJRjRFwXI46UOJnFfQ3TRQpBzp/+M72+q4O/fPfrh0U7LRaLxWKxWBYCBdfnlhUb+ML+Z/jN+75Cu5+l1fX5zR030u5nuaprJT+1ZSef3/8MD5w4SNZxOVYaIOd6/MK2JBWnEIKf33Ytf/XkPfzeQ99iZb6VUhRyvDzAT27cwbXdzc08IRFc2bWSdS0d/MXj32drexcDQRUDrGlZMiEEZaqsbVnCdcvWcOfh53nVqk2sb515OPWawhKuX7aGjz/3EPce348nFds7l/O+S67BlYp3bn4Zx8r9/I9H72JNIclIeLjYx+vWXMLtqzZP6wqeOXuCB08epD+osrvvFJHW/MMzP6Qzk+eq7lVctXQlgY65++gL7B84y4HBXk5XSnz7UJKedWkmzytXbqQn38revjN87NkHkULQ5mWp6YgjxX5uXbmRTa1Lx9RrWbaFG3vW84X9z7Cr9yQ5x2VtYQm/sePGGf1mjVAf/OAHm1rgDPngha6AZXYIIchnPLrbCqxY0sqKJa0sa2uhPZ/FVc3P3WuxLFQ8R7G8vYWlLefPumGxWCwWi8UyXwgh2NreRXeuQGw0GcdlY2sHl3csx1UKV0q2d/awtmUJtXR3/OquVbx/27VsaO0cDj/oyua5unsVnnIIjaYn38rbNmznDesuJe+4U573V+OQjHK4tnsNjpSUo5Bt7d2sLrQT6JiM43LF0hWsLrSzsyvJEhZqzZb2Ln5q807Wt3bQk2thS3sibF4MAza0dbC9Y/lwHSKjCeKYyzuXs751JNzYl4oz1TKPnD7COzdfwRWdK2a8Xsk5Ljs6V+A7CoOh3c9yacey4e9rdX2u6lpFq5ch0DFtXoY3rL2Ud23ZSXtq8Jkq+/rP8EzvSSpxyMp8G2tblmAElKOQrmye9a0dhDrmkdNHOFYaxJWKTW2dLPGz1OKIyGg2ty1liZ+lxfOTlKdC4MgkpeyrV23m3VuupCubH1MvTyou71hOi+ujjaHg+lzS3sWW9qkJmgN/PJWTxHRclueQBVEJi8VisVgsFovFYrHMDG0MZ6slytHkWmtSCDr8HPkLILoIUIlC/vape3ngxEH+8Za3siLN8FGLI05XSsRGT/p5XzkszeRmnd1DG0N/UGUgmFyAXSBo8zK0+ZlJz1vATMkCY/2OLRaLxWKxWCwWi8Uya2pxxOdeeIrHTh+d9Ly86/GuzVdw/bK181SzseztO833ju7jx9dsY2lmxNv1aKmfjzx9PwNBbdLPr2/t4Jcuu37MZ2dCpDXfPbKXbx/aO+l5jlTcsW4br187MY38xYT1nLBYLC8JtO7DmHLdY0LkkLJ9nms0nxiM0RhTwpgKECNwESIPImvDriyLEmMCtO4FppZFqBFCZBCiHfESzCZlsSwuDMYEGF3EEAACIXyEaEEIu9+6UNDG0FsrU4kmTykqhaDdy5CbR88JYwyfef5x9vSd5rneU7hS8j+ufS0bRulNBHHEmWoZfZ41sqcUHX5ujPjlTOvUH1QphsGk5wkS4c1Wz3pOWCwWy6KnXPwItfKXmGALFQo/80YKbR+4IPWaD4zRhMGDVMv/RRQ+iTElpOzC9W8gk3sHSq2zCzPLoiOK9lDs+110fHxW5XiZ28m3/i5CtDWpZhaLpfkYdHyWauULBNXvEseHETgodzN+9k34mdcgRPZCV9JCYnTonKU3wVxigFIUclXXKu5Yt411rUvGaisoZzjEYz4QQtDuZ2n3bfsFa5ywWCwvEYzuR+sTTHTUUhjTfyGqNC8YY4jCxyj2/wFxtGf4fR0fIQqfII5eoKXtzxFq6QWspcUyA0yI1qfS53rmaN0HTB5bbLFYLixaFymX/pFK8RPASGx+HO8nDB4Fo/Gzd1gPCsukCCF495YrefeWKy90VSwNsFtlFovFclETUqt8nTjaV+eYIQweJgwemvdaWSwWi8UyVXR8hFrlK4w2TAxh9Blq1S9jdN/8V8xisTQVa160LGjC4FFqlS9hzOQKtp5/K17mdU1xTTfGUC39C1H03HnOdMnk3oLrXT3r77RY5gqjB4ijF2gUl2/0IFG0G5/Xz2/FLBaLxWKZInG0f1LjQxTuxphBwHoBWiyLGWucsCxo4ugA1fLn0gGnMcbUcP2bEGL2MWLG9FOtfJEofGzyE0UW19tpjROWBY0hxJjJFKfjVCTTYllcCJHHcS8nFu1ALWnnJnk11MAE2HANi+XiwJgyZrLn2VQwZnbiuBaL5cJjjROWi4I4egGj+0HO3jgRRwfR+mwTamWxXHiE8BFyEmEq4SLlkvmrkMXSJJSziZb2v06U+00xyUaj09f0b60HMbqPMHiIKHziQlfZYrHMECHbEKiG6f2EXIIQ85f1wWKxzA3WOGG5KIijA2jdizSrZpkW0RDHBzG6t2l1s1guJEK04jiXEnA3EE44LuVSHPeq+a+YxTJLhFAI0Q4N0gAnqdJjjKlSKX7EGicslkWMcjYi1TLiqJ4nrcT1rkFc1CnBLZaXBlYQ03JRYEwfOj7MxEwM0y0nJo5ePG8YicWyWBDCwc/+BK57RZ1jOTK5d+B6Oy9AzSyWuUUIgRAOQmTA7qhaLIsapVaSzb0bIVrGHRE47uVkc+9BTjhmsVgWG9ZzwnLREIXP4mVeO6syjCkSR88zWyOHxbKQUM5GCu3/k1rlK4ThYxhdQjlr8DOvw/VvBuzCzWKxWCwLFyF8Mrl3IdRyguqdxPFBBBlc72r87B0oZzPMynPWYrEsBKxxwnLREIW7SMTP1IzLMLpIHO5tWp0sloWAEBLH3Yrj/vaFrorFYrFYLDNAIGSBTPYOMtk7LnRlLBbLHGHDOiyLDiFakLJ7wvtxfCgRxZwFRp8jig9OeF/K5VhbnsVisVgsFovFYrHMDdY4YVl0SNmF4+5gvIeE0f1E0QuzKjuK9oGpjntX4fo3IsQkGQ8sFovFYrFYLBaLxTJjrHHCsugwxEi1eoKxwJjBVC9i5oyEhowgZTdSLp1VuRaLxWKxWCwWi8ViaYw1TlgWHyZAOasRcqwqszEV4ugFjIlmVqyJiaLdTDBOqBUI2TbhfYvFYrFYLBaLxWKxNAdrnLAsOgwhUi1Dys5xR3SSBnSGuhNan0THx8e9K1DOmtQQYjN4WCwWi8VisVgsFstcYI0TlsWHCQGStFHjiONDaNM7o2LjaD9G941710c5m8BojPWcsFgsFovFYrFYLJY5waYfsCw6DCGYAMfdTq3y+THH4vgQOj6DURsR08h3bYwhjl5Aj/O6EDKH416WphedH88JYwwQYkwABGBiDDEjYSUCkAgUCAeBC8IH1LSueX4xGBNhTA0IwUTpNZn039A1SRAKcBHCTV9nnhq2OZj0ngRJ/U0wqu4AYtS98EH4C6DOFxsGY2KMqZI8E6Pbz1DbcUC4CJEhaTcL4VkwGKPB1DAEYMJRz7IgaTtD9fYBf4HU27JwSNr+2DakGWlDclwb8hZEG0r6TE3Sb45v+0PPrUj6fFRaf4+k/otr32zk/tQa3B8FwlsA1ze2H01CYOv1o17alhZKP3rxkDwXtXQuEWKIGJkHyQU3l0jqO7r/iSbMRwUKRrWbpA3ZdmOZOdY4YVl8mGTh7rhbSZrwKI0JUyGOXsT1rmF8No/JqRFH+4GxmTqEaMFxNhEFT4GZO88JYwzGFNHxYeL4KHH0InF0AB0fReszGD2QTHwwJBOGDFK2IuRSlFqJcjai1DqUszbRyBDunNV1OhgTEMdH0dFB4ugAcfwCcXwMHZ/GmIHUWBEzdE1CZJFyCVL1INVylFqNVKtRqgeputOF51wMevXLNCYkjg8Th3uJwl1p/Y9idD/GVJJPCh8h2pBqGY6zAeVsRTlbcJwNCDl3GV6MqREGP6rj7TM9hCjg+jfMeZvReoAweARMeez3yyW43ssbTti17ieO9hGFe4iiZ9HRIbQ+idGlZNEjFELkkLITpVah3M04ziUoZzNS9VyQyd3Q8xxH+4ij/UTRs8TRIXR8fFS7F+lz3JG0dWeo3htRztp0cWB5qZK0od60Db1AFD6XtCF9EqOLSRsSKu0zO5FqJY6zGeVuxXE2IdXKCzIOGBOh9Uni6DA6PkocvUAcH0bHJ9C6F2NKYCIQEoGHkAWEbEfK5ShnTTqWrU3GMtnG3PT3I8TxcaLwaTDBqHcFUq3E9V426fcbU0uf793p/dmfPuPF1AAw1DctQaqVKGctjrMlGdOctQjROu3Fv9Z9hMGjkI4/wzWWnXj+yyf9XNKP7iaKnkNHB9HxKYwpj+pH80k/6qxO+6OtaT+6fM76UWMMOj5KFD4x67Ic91KUs565bjNR+CxxdICxOmQSx92BclbV/YwxUXKd0d7088+n87vetK2Y9HloQ6pulFqP4yZzCeVsQsrCnF7TxPoajEnbTLSPONybzEn1qVFjmAE8pGhBqk6kWoNyNqNUFzO5B0K247o753TeZFkcWOOEZRGS7MBLuRypVqHjA2OPRrtIDBZTH0yNHiCK9k54XznrEbJzePBoJoknQZE4eoGgdh9R8DhxtJ9YH5sw8ahHPO5vIdpQznocbyd+5sdx3O0IUZjXnY8hK7vR/YTBDwmqdxFFzxFHBzBmcAYlSoTsSAwwag2OdzWefz1KrQeRa9K1iXRHa/Q1hEThHmqVLxEG9yUpas93T0JIprcOSq3G8a7Az/4ErnctQrQ0/T4YPUhp4P8hCp+aVTnK2Uj70q8iRFuTalYfHR+m2P976PjwuO+/hPal/4UQS4bfM0ZjTD9B9R5q1a8RBU+h9XEmE6WNgRCgMvQsbMLL3IKfuSOdsDpz/iwYE2P0WYLaXdSqdxGFT6PjE4wxoNap9wg+ylmP6+3Ez9yB412JEPlFt5NsmRlJ3xOh4+ME1e8Q1O4mCp9D61NMNv4MtaEaibFRORtwvevwM6/H8S4HMnPW9pM6V9HxGcLwMcLa/URRspAx+iznFZIeP5DhINUKHGcLnn8LXuZVicF9jnZjo+BxBvt+BzMuHNTPvBFnyYfHjA0wcr1R8BTVyhcIg4fShWrY8DvGXqKHVD04ziZc/0Yyubcj5ZIGn6xTVnSAYv//jY6PjXnfcbfjdn5+zMLOGI3RvQS171Orfj3tR09y3n40tdMI0Y5yNuNlbsPPvgGl1tD8flQTBg8w2Pdbsy4p3/pH5Aq/0IQ6TU618l9Uip9g7D0X5Fv/mGz+fcOGnKG5RBztp1b5EkHtXuLo+cRA14jhgQxAIdUKXPcK/Owbcf1XIETbnI5jiXHxVNL/VL9HFO5K+5/GbUbDZEPclHHcK2hd8lGUNU685LHGCcsiJHGLE7IVx9lAMM44EYd7MCac1s6jNgPE0QsT3nfcSxHCw1ClWdk6Egv6YcLgR9Sq3yEKHkebPjDV83940nL7icIniMJnCCrfxMu+jmzuvShn4zztHhuMPkdQ+wHV8n8QRbvSXf3Z/G4ao88Q6TNE4VMEte9RKbWTK/w6mdw7AO+8JZwfCSI3/JfR56hVvkyl/Cni6CBDJoepExHHLxJXDhLU7sPPvp5s/udRap1dZNbBmEHi+MjwBN2YiDh8jnLpnwhq38foc0zXMJg8C48ShbsIqneSzf88Xua1CNFy/g/PEK1LhLUfUCl/kih4MjXGTdegWSOOdhNHzxNU78bLvIpM7t1pP2SH64udpP+8i0rpU8TR3skXMY3KMEWi8Cmi8Dlq1W/jZ99IJvs2HHcTzdxRTnZWB4nCZwlr91CrfhcdH0vb/QSLwzSI0PEhgvgQYfAg1coXyebfh5d5NXKODaijMWYQY0oTDNdan6Ba/g+q5f9IDQTTXZUF6PggQXwQrc+Ryb65KfXVeoA4Poojt6R1jYjCZ6gUP0ZQ+wHG9DH9frSPKPwRUfQMQfU7ZPPvx8vcjhDzu4u/ODDo+CDGVIfT3BtTpFb5CpXSv6SeubVplhmj48PU4qMEtfvxs68hm/8FlLN5TuZ0RpcJavdQKf0rUfhE2v9YIXjL/GNnO/OINoZAh/hybuP4jDGEJkYAjljIOgQzx5gqUrQmYpW1uxndgcZpKMRU3eASt8KT6Q7naASOexngpi6fs++ktR6gWv4stcpXiMJdTLbbMnOiZAJV+hRR8Bj51t/D9a6f08WNMWE6EfpHgtrdGFOci2/BmBJGg1TLaF73JREiP+xeWi7+HbXKFzHjwg+mj8bo01RLnyYOnyXf+oc47hUX5fM4G4wuEUcHcN3tGBMT1O6iPPg3ROEzzP6ZqxKFT1Ps/yDZaD/Zwi/PyJV6MpJ2c4xK6WNUy1/AmHNNKDVOF0H/Thg8Rq7wi/iZN4DI2vZzEWJMTBy9QLn4UYLqt5rUf4bo+BCV4t8T1h4i3/LruP6NTQsXisInqZT+maB2P0afakqZ40kMLY9R7N9HJnyGXOHXELJjXp4BrQcwugjDRlOd3KPBv6JW/RazH7sFytmIlEtnXVdIfqs4PojjbsGYiKD6LUqDf0sc7WbW/aipEIVPUBz4Q7LxAbL5n58Tb8DFThTtB1PGmBxan6JS/P+olj87Q6/R0WiMOUe1/J9E4W7yrR9IPTKbZaAwaN1HpfQpKqWPpx5PFsuFw27jzSOnqn38475voefYEhmZmG8c+xEPnNk9p99zIRmKt1XOJoTIjjuWxHpPhzjczfjdHpHGsIMcFV83WwRR8ETqij8XhonRxEThk5T6/5QoeDx1MWw+xlSpVb7OYN/vUKt+Y44MEyO47uU4zmXN80IQiXFC65OUix+mWv5cEwwTo4kJgx9RGvgQcbx/zu7DYsWYMjo6iDERYe1eSgN/3iTDxOjv6KNS+hcqpX9t6r01RhPH+ykOfJBK6VNNMkyMJY52Uxz4EJXyp5swybUsNIzRhMEjFPs/QK3ypTnoPzVR+AiD/b9HrfK1VGh59hgzSFC9a84ME2O/a4BK+d8oF/8eYwbm/PuS7xwc9lxJDBN7KQ38cZMMEwBOohHRpAW+0UXi6BDGhAS1uykN/gVx9BxN7Uf1OSrFf6Ja/syUQk9fauj4AMZUkvGm+PdUSp9scp+tkzndwIeIwmeaNpfQukil+I9Uih+bgmHCTQz8cmlqKMzTnKVkFiHbsHvmFlikrSA2Gm00UkhiozHGoIRECYkQAmNM8j5mjOdArGNiDG5qbYyMRpJ03bHRCCFwhEQghsuJTIwUcrjM5ByV6Eyn5RpjMBiitC5y6Jz0uDaG2MTs6j/E/uIJanE4XFd3mp4NQ/VI6gJKKOSo+sZGMxCWefjsXq5fegk1HSZaukLiSDWhHG0SU8nQtcvF4nZuAkDjuFsQonXMgsPoUhLa4b9qyr9tshgai1JrkLI7LaM5nhNStuBlXzPKzbIRiXL20D8hcgiZS/42FbQpk6RUHa2aXJ8o2kW5+GEK7X+BlD1N3jWuUC3/F+XBv07jEqfC0LUJxroZDylWD6m518PH9W9CquUzrvPE2iRZQqqlf6Fa/gL1wzhGK8q3JLuPppYKn4Ukrr2T3QdDGDxEefDvKLT+Ecgls74PQubI5N5JHF2d7PKZAYweSP+/H6MHRxnVYmbnaj2XBMTxQaLwGUqDf05cR/slQZEIzGURsgDIVBSzTPL7j86gMhFjBqmUPo5yNuJnXj/r3z/J8LOf4sAfENbuZ/LfV5E8x14SWiJ8Em2WwVTPZuj+1Ku/wejTlAc/DCYmW/h5FkpGBsvsMCYmCp+gNPBHUzDIDbV/HyFbABcIRz3nkz3jBh0foTTwIRAufuZ1zFY7wHG24frXEVTvPM+ZI+MYwkEOt/8ofX7P1/6HLqFMtfxvOM4m/Nw7514/Rg+k/XviGVUa/EuC2t0Nzp5sTBvK3DEWKTtw3CuaWOMaOj5IFD5FaeDP6oapJnUb6otyqT6FTAVWK0ytH+2nUvwYSq3Hy7ymCfch8VDN5n9lZAxLX40ZGs9SEVVMWseFaeDX8Rni+AhR9XGq5c9SP4xjaC7hpHOJDJggbWsB5x+rDVH4BOXi31Fo+zOk7JrVPTCmRq3yhdRw38iQ4qCctbjeDTjuNqTsQIgchhhjSujoCFH4NEHwYBqGOdlcyEtFoHuQqgellqf6cd0otRapmuNJZFncLErjxP2nn+WRc/vYWFjOE30vMhhWuKR1FT+x6no6vRZio/nG8UfYN3iM92/8MVrdJJ78zhNP8ODZPfz+Ze8g1BGfOXgPeccn1BHPDhwB4Lbu7dzcfTlZ5dEXlvjE/jvZVOjhRLWXF4on8KTD61dczbWdW1Cp4GIprvKDU7v44ZnnqMQByzNLeN2Kq9nWuhopBIfKp/jmsUd5+NxeTlR6+cOn/w2BYE2+i59eeysd/tTioLXRHCyf5mtHH+ZQ6RSOdLhqySZu79lJq5OlpkN+cHoX953axeO9+zlWOce9p3bhSMVre67klu7tQDKp3l88wbdOPMah0ilio2lz87xp1XXsaF8/B3es+SSpyXSipyDbQY8OyailA3MATMWFtUYUPT/h3UQtfClJOEFIswZEz7sBx9tOWLt3wjEh2oc76UR5egvKWY0QrWl6qVR0z1QSBffgEYLgwfPEM2qC2v0E1e+Syb2LZFI7e4wJqFW+Srn4d1MwTAjEUFYCtQ7H2ZgqgLcihItJB2cdnyaO9xNHR9D6NEafGRN3LdUyPP9VTY23NCaiVvsecfgM47O1ILI4aj2ufx2ud00ixCnzCFSSTssExNFBwuBHhMH9STtqqB0SU6t+Ay/zqsRFf5bx30Jkk/s5lI5s1GsiGhuSKLH3EVTvoVL+d5hBDPvZf9uZAAAgAElEQVR8EIVPUxr4M6Lw2XFHBFJ24biX4vqvwHG3I+UyGIoDNzHGDBCFTxMGPyQMHknDs+o/q0afo1r6ZHovl82qzkafojz4/05qmBCiHeVuxvWuw3WvQDlrktCM1CxuTIjWJ4mCZwiD+wnDp9Odq4n1N6afSumfkGoFfvb1NOs5tlw44uj5tN3volGbFXIpjnsJrvfyJBuA6klSDCJJ3L1rScaJ4DHC4CGicBfG9NctS+sTlAb+J1J24nqvmFXdhVyCn7mDsPZQHW8GF6m6kHI5jrsVx9mGcjYgVTeIDAKJwYCJ0KmeUFh7kCh8Aq3PNPwtjClSKf87rn9Tw6wIzcKYwXTR3k+5+BGC6njDhECI1jQLx3qcoexAsiUZH0wJrXvTzFv7kyxV+vRwH+x4L2taSMcQYfBYmjVk/HxGIOWyUf3o5Wk/mvYhJhruR4Pa/UTBo5OKsGp9ikr5U7jelQjVNas6CyFQzjbyrRtHDP0TxrQaJtXUqJQ+0ZTMHnOBMTWqpX8lDB+voxeTQTnrcL1rcL2rE90IWUjnEjqZS8SHCYNHCWv3EUW7J/FO0QTV7xP43yWTezuzGQui8DkqpU80NExI2U0m99P4uTelm1v5CcYQM9x+dlMt/xu16nca1j2bfzeZ/PuSTQYyiXFG+KknrDW4WxIWpXFiMKxwz6mnGYzK3Lj0UipxwJePPgQY3r3uNpSQ9AclTlT7iEelf+wPSxytJBM/bTRnav1898R+bunezut7rmZf8Rj/fuD7FJwMN3RdSmw0R8tnearvAK9e9jLuWHEtj/bu4xP772Sp38rmlpUYY/j28cf55rFHeO2Kq+jy27jv9C4+tu9b/Pa2t7Ay28kSt8Ct3dsJdMijWvOeda9ECUnW8Si42YbXORpjDKdrA/zt7i/TnWnjjpXXcaY2wFeOPkRkYt62+gYcodjaspK88nm+eIwbui7l+s6tSCFYlhlRgz5V6+Ojz38NT3ncvnwnWeVxpjZA3sk0+U7NJTEGgxBLUM7aNK5yCJOkLtO9qCnssMfRYfQEVzYvCRmROYypv/MxU4TswM/8BGHtQRL3UJlkFvBvwPGuxXWvSNOBTv54ut52TPaNZOODVMv/m0rp3xmvOD5CQLXyRfzM62Y9mYAhV+THKA3+9QTV8PEI2YWf+TG8zCtx3J3ntfQbY8BUiaIXiMJdROGThMEDxNELuN5VOO7mWdd/LFXCOjtiUq0hm38vfvaN6aBc36vIcbfhZV6Djo9SLX+WSvlTGN3gPpgy1fL/xvNf2QRRsTTLiPDOO6RrPYgofw7DwjVOTMTF828hm38frn8dYpRo6YQzvSvJ5N5FGDxAufix1PBX75k1hOETBLW7yWTfPiMjV9I+K5RLn6BWvZP6hgmF4+4gm/9ZvMytSNk5SYlb8LwbMeZnCIIHqJQ+Tli7r279tT5FufhRlLsJ170MO5lbnCRikv2Uix8lDB6mflt1cf0byObeg+ffNGl6Pcfdhu/fhjYDBNU7U0G7x+ueq+MDlIsfoaV9E0p1M9M2JITC829FuduIgofS91pwvWtx/etx3Ktx3K1pOtDJ2ILnvwKTfy9B7T4qxY8RBg/RaMyNot0Ete+SUe+ZU6FnY8pofZZa5evUKl9kjPFfZPH9V+FlfjwxdDo9nD/l6AuE4VOEtfsJgwdx3auTjZUmUv+e+3iZ28jmfwbXu2ZCGOxoXO8qMrl3pffhHya5DybdGLkPP/OmWYZYinQ+kC5UJ0HF56hVvwkL1DgBAbXq1ye8K+VyMvn3kMm+GalWTzKXuATPfzU6/zNUK5+nWvz4JBs/VaqV/8TPvBqhumdUW2MiquXPptlmJiJlN/nWD+Bn3zCpVo0QDkJ04Pkvx3G2IkUHlfJnmbDZAwS1B8nkf7bpXryWi4tFaZwAcKXDHSuvY2f7BmKjiUzMF488yBtWXEvnFD0RAJZllvCONTfR4bdwZcdG9hdPcM+pZ3j50m3D52woLOMda2/Gkw7b29fxe099kgfO7GZTYQVng0HuP/0sN3dfxk+svB5HKtbnl/H7T32KJ3pfZEW2kzYvT5uX56m+A2Sdw1zWtmZMiMVUMBgeO7ePvrDI/7H1TawvLCPUMQNhhbtPPsXreq6izcuzNt9NwcmSkR4rs51c3rZ2TAdgjOHe088yGFX44CVvYUU2EZfSiy4OfsS1z3G3E1S/PeZoHB9Bx2emaJx4HqPH7vwIWcBxL0n/arJxAoXnX4/n3wqQpIjydqahCtNL+SaERDnryRV+A6nWUxr404YGimRy9AS+un3W16DjY1SKH52QFnJs5bLp4vL9aVrTiRb3uh8TAkQW17s8ESQ1d6D1ScJwF0qtZmreMLNB4nrXkm/5HRxv54RUcvXrLFHOarKFX0Wq1ZQG/6xh7GYUPkcUPobn39zsil80CNFCNv9zZPLvnvIkRggP17uZlrYNFAc+RFD9JnWV9E2ZoHoXvv8ahOqYQe00QfBA6rZbz0vGw8++kVzLb6QZWqbQ1wuBEDk8/1U4zibKxY9SLX+eet5QcbSXaumTOG1/MulCw7KQCalVvkpQ/Q71jFtCtJDJvYts4ZfS0MIpLP6EQIo2/OybcdxLKQ38JUHte9R7BsLgR9TK/0m28EtT6t8aIWUHmeybqZoKnn8Tnv9qlLMBIdunLcA81P6Vs4nSwIca/jaYCkHtXvzsGxFiJs/vVDEE1TsJw2dG6YDIJASh8Mt43k1I2TElzQgh/NQT8hL8zOvQ8QmEbJvzLFpCtJIt/CKZ3E+NClE9f109/zYcZwPFgT9N78PE+Y8xRYLqXXj+bQjRXCPLxYTj7iTf+n/hetcA/nnvgRACpXrI5d+PkqspDfwJWo8Xa0+Iw30EwcNksm+YUd2iaDdh8EPqZ5zxyeTfi5+9Yxp9hECqTrIt/41YH6kb8hVH+6hVvkyu8GtY7z9LIxatcaLTb2Gp1zqsAbEqt5SaDukNi9MyTqzKLSXrJIudvJNhRa6TfYPHqMTJpFAKwdpcN55Mfqp2L0+X38aJSi+BjjhR6eVUrY/9xRP824Fk97WmQ0pRlZO1XiIT4YnZP4DaGJ4fPEagI751/FGyKuks9g4eoz8q0xuWaPPOnxs40BEHiidZnulgZW5kN08uNgumGdInAMe9fMJhHR9H6xMYc9l5duk1UbRvggiZEC04zpBxYuS7moIQSLWGQvufIeWS8+4WTKlImSeTfRM6Pky5+A/UW9QYPUgYPIKfmZ1xwhhNtfIlguCHk5zlkc29j1zLryFnsTuUGCpyKLke5cxPyJHj7iDf+kFcb/u0Pytlnkz2J4jj/VSKH6f+fThHWHsQ17thzieni5Msmfz7yBV+ddLd4nokRqI15Ft+I0nnWkdLBiAMHkbrk8gZGCeM7k3cYOsanxRe5jUUWn8fqbqY7q504uK8jnzL76DjMwS17zJxYRARVO8izL4Jz7uhaYJ6lvkjjg5SKf1LA/FLj0zuneRafgspW6ddthAKx72UfOvvofvOEoWPTjzJVKhWPoeXeQ2Os2XmbUgIMtm34mduT8MEZhuqpnCcDeRbfgsdH0rDXSYSBY+j43OJcWAOqVW/OuZv17uefOsf4Ho7ZlSeEBIh2qbgTdIERI5s/hfJ5X8p1auaxkeHNz1+MwlJaaADFNYeQsdnZjXGX8wotZFC6wdx/aun/VkhMvjZ1yZaMcW/qRsmYcwAYe3+xCN2mnMJY2Ki4HHi6FD9urubyWTfOiPjpZTLUw+cB+qEkgZJiHH2bShn9bTLtrw0WCTqhxNJRCDH/Y0g1vV3uEeLZI4pR4gx00eFxBjGeBKMX7gPC3GSCGZqYwhMzGBUYTCqEOiI25bt4NLWNcgm/sShiTFAOa4Nf1dPdgmv7bmKwhRDMnQq3OnKRWuXShm5P0qtRkxwmw7TjB2Tq2obU0r1KcZajpMy506YRwiJUj1NMUwMlymzZHLvmGQRHxBHB2aZrcAQRy8QVL82STxkhmz+Z8i1/LdFN2mRchm5wq/juNvOf3IDkvvwTpSztsEZEVG0u2Fc+EsdL3Mr2fz7pm2YGI1yNpHJNo7FNbo/iemdJsZoarXvEgX13YqVu5V8y28h5PQNE6ORqots4ReSGP06aH2KoPpt9ALVELE0xpiYWvUrqU7QeASufx3Zwi8mwqmzQDkbyBben6rpTySOXiSofT+J6Z8FQuYSr78mGsmUswk/+1Ya7Z9pfRqtjzft+86PwHGvIN/6gTS9+MLHz7yabP490zZMjMZxt+LnJrkPpm9G/ehLASE7yLX8Bo43c9FTIXz83NtxnEahrEkK4kSnZXoYU07DKevPkX3/1Q3Hn/MhhMRxL8ets3EIEIXPEseHbeYyS0MW7Qp1MKpQiRJVfWMMA1EFbXQqfplkpwh1hE41JyKj6QtLE8IXztUGh3UpYqPpDYpklEtWedR0iDGGs7URoZhIx/QFRTYWenClQ7uXp83N8fLOrfz4imvGlJ3oNo8M2IkhRMxoD14IwbJMO0vcPD+99la6MmMt75LxBhSBSU0xo4940mGJV+DZ/kMEcYinFrdblRACIdtwnE2EwdidzCjcjTHhpJZfo/vqThId9zJEEzxe5hupVuP5N1JpMGEw+gxa96PUzCYsxkSEwX1EYaMJicDzX57seoslDc5ZqDh4mVfiZW6dtkvyeJRaieffSqXBjlOic9I35zt/iw0hO8nm34uUM5sUjeDi+S+n6qyrIw4HoInDPTDNqAijzxFUvtHAsCTIZt+VCJ01YaHmuNvx/Nuplj9drybUqt8jk38fUs5Wu8Qyn+j4KLXqt6m3KBCilWzuPU2Kx5Z43vU43rV1NXVAU6t+m0zuHQvQLd/D9V6BUquJ4xfrHNfEk4UUNhkhO8gVfgXH3bEo4uSl7CKbe2+dTZvp4uF5N1FVn0XHByYeNuEk2ZVeygg8/wb87OtnPZeQsgsv86o0/fxEtD6O0adhmgLPycZcvbERhMinGzQzD6GVshvlbEw1dcavegLiaA+udz1WN8lSj0XrOXG2Njic/eJQ+TT3ntrFttbVtHt5lBD0ZDs4Uj7L84PHOVMb4Om+Azx6bt+EcvYVj/Nk34ucqQ3wZO+LvFA8wcvaNwxrQmgMuwYOsav/EGdqA9x3+ln6wzI72tehhGRFtpOtrau47/RzPD94jN6gyJnaAC8WT9IflscMZJ1+C6GO2DNwhLO1QfqC0hjBzsmQCK5asolSVOP+M89ytjZAb1DkWOUch0qn0KMeflcquvw29hdPcLLay9naIJUocS9XQnJNxyaKUYWvH3+Ek9U+ztYGOFo+y5na/OQPbzZStKGcLRPej6M9k2ROSIxaWp8jjsZPfkQaKrI4bXeO19iFcHTu9plgdG+ixNzA2i5kB9n8+5FqdumtLgRCduBn39YkbxYvjTGt38VqfQqjm5n//GJA4Pk34rhXzFJgbShudz1KNfJe0cRxfXfWRhhjiKI9hEF9oUHlXIKbuYVmDatC5PH8G5NMPXVIsnwsVGE4Sz0SIeEfohsI0DneVTjeNU3pOxPD/VI87xVA/T5NRweIwudm/V3NJglvWoVs6H0GJj49X7XBz/wYrn/jIhnTJK5/G8q9fNb1FULgOJtQqlFmlBgdzZ+RaLEgRD4VXG6OJpDrXUfDuUR8Dq0nS0vfAFMljut7H4k01eds2o8QLkqtoZGBI4r200wtN8vFxeJcfQFdfhvPDRzmqb4DDIZlfOXycxteQ8HJIBBc2raG7e1r+Yd936DDK+BLlzX5bk5X+8eV08pXjz5MqCP6ghKbWlbwymUj8YRSCNrcHJ8+8D2COKI3KHLd0q1c3ZG4WXnS4W2rb+AzB77P3+39ChnpEaNpdbL87IbbWeKN7Gq9rH099+Z38bd7v0yH18KmQg8/ueYm2qegFSGEYGNLD+9d/0q+duxH3HPqGRyhCHTEDV3bWJVbikon9Dnlc/vynXzm4Pd5oXicgpPlDSuu5fqlWwHY0b6e16+4hm8ff4y7Tz6FKxQGeNOq67mlu74b1oJGZFHOJsAjSR+aoOPTxPoYUjXaPUhyv48XkBSiDeWsY7Ha7pIFmU9dvQMTpKkmZ0YcHSQK6sfxA3j+K2flxnghcb2dk7hPTheRZFyRHZg6LpdG96dhMeN9m166CNGC5986a3f2kQKzyXNcc5loTDPoeChl4VR//4AweBhjztX7Mjz/epRa0bQFTBL3vRmplhNHdQzHJiAMHiGTe2tTvs8y9xgzSFD7YQMDscTzb0HK5nmcCSHTlJWtaD3RUK/NAFH4JJ7/8qZ9Z7MQog2llhMmCbQnHJ+NkX1a9ZAd+JnXI8Q86EQ0ASFa8TK3NSEb1FCBOZSzLhVOHC9QqkelfrXj2BCOux3lXtq08qRcjpTddYUxjSmmz8L07oExYTIPqYMQmYbhYNMhEX11qBe9YXQfTdVys1xULFrjRKub5V1rb0EbTahjlmeW0JNdgkwX6N1+G7+6+Q0cKZ8m0BFdmTYKTpbTtX6UUAxNVje2rOBNK6+jNyjiCMXafDdt7ojLu0Cwo309N3VfxtnaABnpsb6wbFiQEmBltpNf2fzjHC6foRRVcaVDp9/C8szYSUaH18Kvbn4Dh8unibSmwy+Qd6buNuVJh9uW7eCS1lWcrPZhMORUhhXZDpxRYjiOVNzUdSlr8130BSWUVKzNjaSPVEJyx8prubJjI2drg2ijaXGzrMzOncbCXJJY9zcjZfuYtEvGlInDPbhuI2FDXVdwSznrkXLpItklGYsQAiF8hGzB6InGiSSf+cxjjJPFWf1JoRDteJlXN9zpXdgIXO8ViBkI0NUtTQiEyCNlB3HdeNAQY6oYY/UMh5CyE9e7tomLe5GK9Dl1DXLGVM4b9jX2/DJh7aEG31XAcXc2VUMGQKoVSNlZN1npULyxMRWbtWORYPQ5oqCOQCUg5VIc99JZu4GPRzkbEbIA9VISmipxtA9jglll7ZgLhsQjk2lqvec3mPDeXOA429JsU4ujo5aqK00Z2sR+VC0HFPWypyT9aLQow2DnBoHrXde0kM1kLpFByq4GWTui9B6Y6d1zE1A/DTaAy2SpQ6eMyNBok2++jIuWxcmiNU4YYImbZ2Wu/oJaCEGn3zIhc8dSf+ziQwIrsh1sKDROOamEZH1+Gevz9WO6hBC0uDkubVszaZ2FECz1W8fUQRvN84PH2DfYWNzJlYrL29ayPLsEJSSrcktZ1eC6h/CUy6aWFQ3r4QqHdfllrGtwTYuNJH1Z25gJmDFlouh5GluUY6JookurctYhFrMWgHAQIlvXJj1eEHY6GBOncY/1J4VSrcRtgkv+hUCIdhxnE83sEoVwJ100GgLsjtMI0tmAlF3nP3EaCFlAIBu0eg0mgikuynR8ijiuJ2KY7BApZzPNvpdCFBCyPS134lVo3ZukTLaq54uCOD5CHB+te0yqZSi1gma3ISnbJjEYG3R8EqMHEQ09DC8ciShuo/FkPnZd3cRgtIjmA8rZiJy11sRYEi+MBotMYhJBcWucgOS3Uu5WEk/eZhXqTC5saobmEtMpU9G4r9Gz2sQaxgQ0Dt1YfPNEy/yxaI0TFwvaGM7WBtgzeKThOb50WZvvZjmLTWBw/pCqB6lWjBP4CYmj/WhdRtZR/te6n3hC7K+XCtrN3qXtwiEQND9FpdG9aYxivUFQ4jgbkaqn6d87H0jVjVTLm7w75ky+8DWNdi1emjjuVmj27tskOzdJO556zGscPY/RjbyG8ijVfAOBEAIpWkmuod6uZQmtz6GwxonFQCIkXH/SL2Qnck4yRMlJPcK07k1Tmi4840SyW3/hjLdCZFJvlsVjQE5SoDd3/Bcik7j41V3/GjDa2thThOxAqTVNbjMqHcsaMEXtujEIDyFyddMZJ16ds/VsMBjT1zAbkBw2ulssE1mUxonl2SXsXLKBjJq525EjFVtbVuEpZzgUZDy+dNjRvp41uebu5o1GCclVHZvY0d4o/WMyJnhNdvW82BDCwXEuIazdy+gFh46PJUrGdYwTcfQiRo+N5RaygONsWVSTkflC65MY00h4SaHcrdPOtb1QkLJ9jjJn2HY0VZLFfbN3U873+099tymODmDq6LhAMpkLg3uZi92gWDcyCAKmVndyaVmYJGmrG6Q71wMEtbtpdp9hiDC6t/FxU8JMIhz9kkZ4qajf4kE5a2j+uGPHsakiRUvTPQDn4vcXIoNUPWNCoYcwuhcdn2Q2np3GRMTRodR7YiJSrZxx2ZaLn0W54r2qYxNXdWyaVRkZ5fHm1ZOLQLW4Od67/pWz+p7zMRRi4cpFeSsWFI67nWRxMDL5i+NjxPHJRCRyjMHBEEd7MGZsxgQhWnHcS+alvvVI8j5rIBgWr9RmAK3PYHQfRhcxpgymiiHAmBqY5DWJwa2h9Tm0br6Suda9GN1gISQclNPYwLbQEaKlaXoTlpkh5TIWrKunMcTxsYYTLR0fZKD3V+a5UqlL9TzF3ltmiTHo+CiNDE1R+BgDvb88v3ViSLuhCS7cE8o1JNo6AUMaO1qfxehzGD2QGkUq6diVjmMEqcEtGcui4GkahRHOBwIHoWab1nh+SfpRu+i7UAiZa6qo7VwhRB7HuYQofHLCMWMGiKJn8cytM9SeMOj4VBpWXc8YK3GcbSzY8d5ywbErYstFg3I2pW5qI94QRp9NvCcwiFEDtjEjYnJjylDLL0hogjFxGjZxmDh6kSjaTRw9TxwdSVzjTAjEaSiAJklyq2HYmDH+dQ7qqAcSw0gdBDKdFC1OEm2IJghAWWaIRMgWFuqk2hCn6uILLRQnTmO+LQsdQzizlH9zTjwzt/AGGFMhjo+jo0NE0T7i6Dni6ABxfCI1qkeJ1svocWwoNGDCOHaB1fyF23SR27llqB+1XDBEZvIQjAWCEAUc70qofImJmd0MQfUuMtk3p5nrpocxmih8kjh8tu5xqdagnA3TLtfy0sEaJywXDVJ2oJz14yzBMXG0l6TzHREnNLqfOHqR8Qt5x72c+Xoskp2lKlH4AkHtLsLgIeJwb6rIvPBSLBlTTna46qIWxW5BfSSIjA3luaB4CNwFew+aE4M7Vyy8vsIykSTl30IMn5hd+xny9jO6lzB4kKB2N1G4KzX+1zdmLxYELotqd1f4gLNg+9GLH5Gm4Vz4bUYIhetdg3LWEUd7JhyPwl1Uy58j1/IbgDflNmWMQcdHqJQ+3SDkMEmZrNRK204tDbHGCctFg5AtKGfLBDe1KNqDMbUxmRO0PkscH5pQRmKcmPuBxZiAKNxNrfJ5atU70/i+hThxHWHYe6Mewmm+mOE80uz0fZbpIYRa4DlVo4bCXhbLVDCTKtcvXow+S1D7AdXyfxBFz6YeRhfJdS7oPmkiiRD2wl8YX9wsnrmEcjbiZV5Jpbifiel6A6rlzyDVUvzsW9K0vpNjjEbHhykPfpgweLjuOVKtwM++EcQk2UcsL3kWz1NksZwHIfI47lZqlbG6E1H4fLrr2Q6kll19hjg+MuHzytnEXLqWG2Mwpkit8gUqxX8ijg8w/Z0rMepV1HnPMBcxxIlhopEL+YVVVZ8do39Hy4Vhgd8DMxRSNRkXov52IbJoGA5lmIzF04aM0cTRHsrF/0VQvXOGXhKNxrCh16EwRsvUEAu5F31JIBZRnyyEQyb7dsLa/Wma+LFofYrSwJ8TBk+Tyb0Vx31ZqkEx+rkd8pwaJKh9n2r5PwmDH1J/rijJZN+M611jvSYsk2KNE5aLBiEUSq1HiDaMGVEnN6aPODqAUivTd2LiaD+M15twNiBlx5x1msYYjD5HufgRqpXPTaqgPoKLkK1I0YqQeYTII2Q7QrQm/y+yCJlJXsmCyGJ0L6Xih6HpKv6S8YKjIyyA+GCLZa4QAiZx1ZVqNa53zTxWKEGIAmqRpu99ySEkjY0PEuVsxnEvm88aJd8sOxCyfVqfMUYTBg9QGvgQUfgM59diEQiRQ8g2hCggRB4pWxGiDSGTv5PQuuyofxmqla8Q1u6ZQvkWi2UmKGcD2cKvUOr/o/qZO0yRWuW/CGt3o9Q6lHspSvUgZAGMRpuBYZ00HR1ONd/qzQUdvMztZHLvXrRZ3SzzhzVOWC4qlLMeqTqIo9HGiRpRuAfPvyF9JyKqI9SjnE2IudRNMGXKpX+iUvokEwWIxiLlSlz/Ghx3B8rZgFKrkbI7ndxN3rFH4R7Kpb9PtDKbSBL6oKhrnDBhujNosVyMOIhJhkvX20nrkv81j/WxLDYEHo29FBRe5pUUWj8wn1WaEcYYonAXxf4/IY52nefsDI57Oa53FY67LRHCUyuQcilCZs/z2STuPaz9oDkVt1gsExDCxc/8GDo+RXnwbxqki4/R+hRanyIM64drTI7Ey9xGofUDKGfl+U+3vOSxxgnLRUWyiO8i5oWRN001TRuqEUImeg/R7nGfdFDOZoQozEm9jNHUql+nWv4sjQ0Tye5ZJvs2vMxtSLUiSXG5UMSVRAaElxgiJqAxpn/eq2SxzAdC+KnYXH20Hmx4zGKBJMWgaKjLoxunaV5AJCGRJykX/4o4eq7heUK04Pk34+fehuNennokLvwMBhbLSxEhfDK5dyJlC+XiPySexU3yVhKyEz/7JnL596OcNSzo8E3LgsEaJywXFULmUM4mwuBHjHSuMXF8EGMGEaINHZ9Gx8fGfk604Dhb5swQoPVxKuXPYPSZBmc4eP7N5Ft/F8e9dE7qMFukaEWIbN2sBYYYHU90CbRYLgaE8NJsNPXDmozuxZjICqtaGpKEKrQ2OBqnbShe8C7PQe17BNXv0UgLQshucoVfTRc7c2Pst1gszUXKApnsT6KcrVTLn6VW+fqY8OhpIzJ43svJ5N6Fl3l1qlVhsUwNO5OyXHSMpAMdsfzq+CQ6Po6UbcTR3gkLbCHbUO7W/5+99w6v6jrz/T9rl9PVUUMSEgjRezGm2hjbOI6745IyjtOc3ubeO/O7d+c3xQIAACAASURBVEp+M5NMJjeZJJNkMulxEmfcuzFgbIzpvfcuqoS6Tt9t3T/2QSA4ByOQCODzeR49grOP9l577bXWXutd7/t9+6Q8UtqYydVYZiYXWIHumUoo719Q1AG9cEWnV/PWn8bVuggiSWNgkTa2dbjXr5kly9WBQFFLAZ10nk9SRnDsU6ha/ytesizXCgJFLeeMaHF3HKcV6XQg1MIrXrKLRco4ydgrZNpVFSKXYM7X8fkfRii9oMYvbbJaRlmyXCGEQNWq0bRhJMWbabqeD7fvW7gHBa7BXkcIL0IJoihFaJ6JeLyz0fQxbgjX1eL9m+WaIWucyHLdoenDEUJHyjOLiNPGCfRhbmpRp7txQlFLUNWqPimPlFFXvTiDmrkQuQRCn0dRq3tBjFMCNvIcsc/eQFFLUZR8HLs+zVHLDZWR8ppLv5Yly8Xgiu36uo0rp5FOGNs+nDVOZLkgmjaYJArpFveO04zjNKJcxcYJ29qZcvlOh+KGcvjvA/H+ehLvj0QSI5utI0uWK4HEsZuIRf6TROxZpDw7VFFD08fi9d2BxELKiKsxJhQEXoSSh6IWu4KZ2sBUeLSazciR5ZLJGieyXHcoSimKWoFt7en6TMpON7TDiWBbBzh391PTRlwgHvjykDJ6Aa8J0L1T0PTRvTKQSwmO3QoYl32uc1GUfu7usZlu58/Btg5gO42oalmvXztLlr80mj4EoQSR9vnaKo7TjmXuQPfcmN0lypIRN2RPJa1xwj6BbdWjasOu0km9xDJ34aQVzEvpTPg/hNLDzB8ZryYTOE47Wc+JLFn6HttuIBb+AYnYy3SbH4sAPv9HCIS+gKJWXvVhZ1muD7KzqCzXHUIJoZ0XoiGxrH3Y9nFs+9h5f6N5RvVdgWTM9drIgKaPRSh5vXY529rXa+c6GyE0NG0krmt7muvaR1O5srOTySzXH4pagapWZziaxDI2pNKoZcmSHkWrQVHTe9dIGcE0N52X4vpqQUrpajXJRNrjQslB18f22vUcuxnHbuq182XJkiU9UiaJR/9IIv4a3TfuNHz++wjm/DWKOiBrmMhyxcgaJ7JcdwgRRNWGnfe5be7Gto/gnGec8KGl+X5vIZ0oMm2GCwDdTRHaa0J6NqZxKameLgaB7p2CEOljiaXThpF4O5u5IMt1iRABdO90MqmNG8ZqbOsAsrdz+Ga5blCUInTPDRmPG4nFOE7jFSxRT0i5c2cwPitKPqLXvCYktl2PbR/ulfNlyZIlPVJKLGMzyfhL54Ueq9pg/MEnUNR+V6k3V5brlaxxIst1iJ6Kewt2+9S2DmGbu8/LKqFq1ShKUZ+VRnIhUS8lZY3unYHftg5imtt75VzpULXBqHpdhqMSI/E2Vh9eP0uWvxweN2wjw1ghnSaS8TeATIbILB903BSb0zOmrLbtQyQTC5F9IGh8+UikvFB6QY3eSxOYxDTWIJ3WXjpflixZ0pPEMFbg2MfP+VxB08egarVk039mudJkjRNZrjuEEKhqNUIp7va547SSiL+EqzR8Bk0f1qthFeeXx0/mrmbiyGgv7LZKpBMjEX/hvDSpvYmiFOH1zSWTXI3jnCIe/S2O3ZzdQc5yXSGEQNOHo3umkGmylkzMw0yufJ9FXJYPKkIo6N4ZqFqGzFAyTiL2Apa54yo0UKgI4ct4tEsk77JxQzCT8dfJhghmydK3SBnDMndyfl9TUJSirIZSlr8I2VaX5bpEVStRlH7nfGqm0WNQULW687wsehMhggglJ8NRB8c6ctlxxlJKTGON65rXB2KYZ9DRvbNQtUGZSoKZXEos+qtz1J6zZLn2ESIPn/8ehJI+o4JjnyAW+Rm2tT9rnMuSFkUpwev/MOBNe9y29hKP/qJPjcyXhoqiFJDJMC2dSFo9p57iOJ0kon/KpqbOkuVKIG1k2lBcG9s6iONErniRsmTJGieyXJcIpQBVq+b8Jt59wSBELppW14uaD2nKInwXENID01h5GXHGrqutZW4iGv73Cwpv9gZCCDRtKF7fXRnTxUkZIx79PbHIf6Y8KHpvB1BKCynj2Z3pLH8RhBDo3ll4vLeQ3ntCYhqriXb+K5a1EyktN4VOLyClRMoktt2IaWxGZhAmzHJ1I4SC1/dhdM9k0rchm2T8TaLhf8e2jvTqWOe2oQS2dRTT2HYBLaR05RYoWnVGQ74jOzCTSy+jvBLHaSMe/T3J+Ktkw6OyZLkCCBWhpAszk5jGKmKRn2Jb9V3aaVI6KcN71viepe/IphLNcl0ihIKmDycZnwdknsQrSkEqpq4vyxJE84zGNJalPW6Z+0jE3yAQegIh0u+mZULKJGZyFdHwD1OZMvoeITR8gQcxjdWYxsoMBYuRiP4exzqCL/gYuj4WoaQX0nx/JI4TxrGPYZnbse0T+AIPo2ZQvc+SpS8RIoQ/+EkscxO2tT/NNyRGcglOeyuB0BPo3ukoooBLjduV0sJxmrCtw1jGBpLJt1GUfHLyf3hBN/ssVy+KWo4/9Bns9v04TkOabxgk46/gOE0Egp9B99yQGj973obchYSJYzdiWwcxjNUYycXo+nhCuX8PPUihrWnDEUp+2nS6yDjJxJvovltSqbkvfu9LSgfHaSQefZJE9M8p4c0sWbL0NUL40bQ6DBacd0zKTuLR32Ik30XXJ6NqtSlxTB8X3tsWCFQQXoQIoCj5KEo/hNJ3HspZri+yxoks1y2aNhIhPBfcYRRqMapW07cFEX50zxQSytNIpy3NFwzi0d8ghB9f4AGEyEtN7M6fiJ6xWCexrWMk4i+QjL98jpiRkvrpjfjf9ChqFf7Ql7A70mU/OV3WKMnEa5jmBjzemeje2ej6BBQlD4QKnC0EKs/8SBuJhXRasczdWNZ2LHNPV7YVVavD67+rz+7tukDK1L7G6Tp1yLzTIQE7teMpAIErzJ0VwUqHa/gcTSD0FSKd30E66dIdWljmRsLtf4vunYbXdxua5wZUpSRN2wf3GTjuj3SQMo5tH8Gy9mCZO7DNPVjWnpRAoETzTCa7c3VhzoTVuO3brd9MOO64060P9F37F0LF470Jf/AxYpGfZ1iMG5jJd+k0t+Px3oTXdyuaZxKKyAWh4Y7xZ5fxdB93kNJGygiOVY9l7cIyd7pjqLW3K92tptUh6VkvV7WBaPooDLs+7XHL3E6s83sEcr6Bpo8G9Iz16D4fCyljmMkVJGJ/xkiuonsqQx33PZZt6x9YpER2zQ8uJC4Op9v+6b6RfY9dDD5070yU2As4ThrPWxnHNndgmzt6cE4BaAjhRyi5KEoxqlqFpo9G985E0+sAbzYDSJaMZI0TWa5bVG0AQilA2p0ZvqGkQjr6dvdRCIGuj0PXJ2Ak3yXdJFk6zcTCP8A01uL134WmDUKIPBAeBIqb8UMmcJxOHPsYRnIFprEC2zpC98kc6J4bUdTilKBY34iquZPraQRCXyQa/nGGBZqLYx8nEXueZHwhilKEqg1C1QagqMWptKQKUiaRMoZ0OrHtEzj2MRynBSmjSCdC3+poXDtI6YBMIEmCNFNu2el+GyCTODICMoqZXOf+TRocp5NE7PmU+FUwtUPrRQgdd3Fx1m+hI0j9Ft7U9z540YFCaHh9H8axG4lFfpZRX0XKDozEAszkilTbH+hmElJKUZQAoIK0kDKBlB04Tkuq/Z9AOmG3/csY7qQ8C5ByK44Bhtve07Z9E4mZCgGLIp1OLGNzxnM6Vj2J+Etdu3tCBBB4Ul4Fadr+WX3gUt8fQnjxBT6G47QQj/0ZMhjR3SwwL2Ek3kFR+6FqtahqTWoHMyW2LE2kjLnvB+cUjn0Sx2lAOhGkjCBlnN55F6j4/Pe577Fz0g6mSouRfA/bPorXfxe6ZxqKWpKqTx03DNFEyiiO04plbsdMvotpbusyvJ2pn3y8gQcx4vMyeJdkuZZx20ECpIHE7OqzSPOczwykE0u1mSZsK71hDMA01iNEDkIJue8y4T+rr7p9OX0/9qeOf/AQQqB7JuALPEw8+rte0gpzvbWkNJF2Z8rrdRPJ5CKU2FN4vDfjCzyEpo/6wNZ7lguTNU5kuW4RIgdNG5Jxl+d0qqQrYVlX1H74gp/AMrdn1JeQMoyRmIeRWICilqEoZe5EGQ0pDaQM49iNOE4T6RcrAk0fTTD3H7DtwxiJJUiZxv22lxDCi8//CFJaxCI/QTotF/i2jZRt2HYbtr3/XHtKlotEyg7i0d9imbtSE7t4amF75jenf1+k54x0mol2/vM5n3pSEzYfCB9C+M75vx9NH40/+EmEyO/1+7wWEEoAX/CTgCAW+S+kTOcVBe6CrBPb7sS2D2Xb/mXiOCeJhX+UMl52b/Nn9wV3sX9xRh3L2o7VeXYKZIFreDvT9tP1A493Jv7gY5d8L4paTCD0NSSSROyZDAt+cHeE27CttjSizlcOV3NlKl7fh0jGXyF9/drY1j5i4R8hxK9R1EpXSFP4cL244jhOq2uAk9EM1wnhD34aX/DjOPZRjETWOHG9YRprScSeRzpt5/Tbc/oxCS7Wc8ZIzMdIzD/rE6XrfXW6LyN8CM78Xyh5+AIP4/HO6IvbvCYQwo8/9AQIr2ugcJr75kIyjmPXk4j9AdNYjj/4RXz+e0AEsl4UWbqRNU5kuW4RIoCmD8NILspw3IumD79i5fF4puMPfppY5KfvE1Nr49jH0+SdvhAKmmcSody/Q9NHIoQfRSnEThcb3JsIH/7Ax1CUILHIr1IT56wLbl8hZRwjuQzLWN/HVzJSBrHM7Uc6nfgCj/RxOa5uFCUHf/BTCCWXWOTnqRCnqy0F5PWF43SQjM9HyvY+vIoEEqlFUuZvCRG4LOMEuIbrYOhrqEo/4tE/4DinuJrHUCHyCYS+hG0fxTLWcaGyShnBtnb3yO9HiFz8wc/iDz6OUEJo+jiMxFuXXe4sVxe2VY+RWNDHWb0ckDHXKzPTV0QA3XMDfICNE643WhLdMw7LOO3h27eCtLZ1gGjnd5Aygj/wcRCXqkmW5Xrkg+ePm+WDg/CianW4cavn4+7olFy54ihBfMHH8Ac/hxC5vXhmHY/3FnLyvo3umYQQKqpWjaKW9+I10iOEQCgBvP6Hycn/Ph7fXDKlyOvFq/bx+bNkuXiEEsAX+Ci5+T/B451DpvGmF6+YcudX+/g6Wa4UilqMP/RFQnnfRfdMoe+frZIKtej5FFAIgaYPI5T792j6eHpzPFaUMgI5f40/9HkUtQjwoOkjAE+vXSNLlizgevRJHLuZRPxZwu1/TWfrFzCSb3GlMuVI2UYs8p8YycXZ1NtZupH1nMhy3SKEgqpWoSjFOM75OeM1bViGFEp9h6Lk4g89gaINIB75TcrT4FL1FFQUtQqf/358wU90M7QI4UHTx2Aaq7kSO7lCqGj6BHLyvofhW0Ii9iyWtTslANpLLx3hR1Ur8HhnpbIfZMlydSCEhu6ZRCj/exiJd0nEn8U296Y8T3qj/asoSiGKWo3XNwePby5C5PTCebNcLQjhweO7FU0fQTIxj2T8NWzrQC9mrtBRFFezwuu/A4/3tlSoxaWh6ePIyf934tFfkky8nQrru7S2LkQOmj6BQOjz6N4bUsY31xCiqhWoahW2feCSy5olS5buSGlgGmuIRX6BZWzM4MGipjQ8AoCeysBxAWOklEgcwHZ1Q2Q8pQ+UOcRUOs3EIr9G00eiqDXZ8I4sQNY4keU6R9EqUNSyNMYJd/dHiCtrnICUgSLwELpnEsn4axiJRVjmTi7eSKGj6cPQPTPw+u9F04cjxPldWfNMgKjClXIzF0JBqP3wBT6Cx3cHZnIFRvI9LHMjlrmXSwu296Nptaj6MHR9PLpvFqpa84EUYcxylSMEqlqKP/goXv9cjORyzORSTGM9tnWInu9GaShqOZo2LKVyPhlNH4ei9KbXVZarCdfrrQp/8PN4/fdjJN/FTK7ANDbg2Efp+VjuQdUGoGpD0fUx6N4b0PQxvSIC7RqkhxDK+zYe7+1uZqbkqoyaSmnPofRD90zC65uLx3c7inK+fo2ilqNqNVnjRJYsvYSUFon4S8Q6v5+hv3rRPePQPdPQ9GEoagVChFLjxoWMB84ZIWKnE8c+hW0fxjK3YCbXZAgTlVjmJozkCnyBKrLL0iwA4ipxpbkqCpHl6sOxW7Dto5wrvKUoRShqZdpF+dlIaWFbB9NahVW1CkUt5v3cUqWU2PYBpHPuwKqgqgNS7qc950z++QZsux7L2IZt7cN2TqaU+g2ESKVjEvmpSdogNH0YqlqJopZecJLpOOHzNCCE8KKqg1KW8L7Fvb8Ejt2E4zRimQew7QOukrzdnBJDM+gmPqcEUJQSVLUCRa1ww1OUYoRSmHo5XrpV3bbqcTIIPbk7itWXfO50SJnEtg5n3PlUtUEIkd+je5LSSLXn9EJyVxIhclC1GoS4OJdr6cSw7AMg0xnhVFRtMEovezJlGj/A1QtQtSEI0Vcu9BLHiXZlT7DNvdj2QWy7Aem0pnaVzJShzYui5CKUQhS1DFUdgKoNRFGKUZRChJL/vmPdBwXpxLCsvVwNGUwUpRBVG9hn55fSFVN17FM49nEscze2XY/jNOA47SkhUMttw8KPInIQSj9UtSwV2udm9VCUwrNSVPdVOTu6ymiZO1PlbEE6MUCmMpsEUdRiFLXSfY9ptahK/1T7Tl82KR1s+/B5abgVpQRVq7rssjtOWyrr1fm7u0L4UmPE1ZNRQDpRLOsg6TczVDRtSK+/3x27CTuDno4QIVRtcI/HUcduTp3zL92PldR8qvii/8K2jmXUhhFKAZo2qBfL52Y2cecS6TPPqWo1Qim6qLmElCbJxDyind/Gsc9NHSpQtVr8wc/g8d2KopRc9ntHShvptGMaa4mGv49t7SVdvXl8t5GT/5Os8f3656ImvFnjxDVAuC3KukVbKaspYcQNtT3+e9uy2blmP6ZhM3paHbr36nnRXi5SSpa9sp6mE+7EpbSqiElzRuEL9rXuQc8xkiabluwCJONvGoHH5z6HM33wTJ768xFn/SjXnOube4+n7+30v9Mhzvu52u/VMi1WL9iCpqlMuWPsFS9v26kOtq3cx9CJAymtujRD2bXE0X0N7NlwkDHTh1JyjdzvxbV/cdZvpev/V3v7z9L3nP+OuFAb+suNnxffzk+376t/fM+S5XrCMnfT2fYVbGvXecdUdSCh/O+ie27sVYPc6XEhmZhPpONvzzM0AihqFXlF/93rhp0sVx0XNeBfM1sxR/ed5KnvvU5RaR6P/PWd5BW58baR9ihP//s8yqr7YduS5uOtPPZ/7uta+J3NlmW7WfLiWh7+xod488n32LvpMIqiIAQEc/0MGV/DtLsmUF5TjKJePW7jHc1hXvr5Im68Y+wlGSdMw+KN3y0hETMYOKqSguLz68ZImuxed5CK2hKKyq+teP5Ie4wTBxrZ8O4OKmpLGTFl8GUZJ9qbwxzacYzR0+rQ9N7rIkbcYPGzq5BSMvyG2q42emZydv0K3Ln3eHpSen1hJi3m/2EpvoCXG+aOvWBIZl9wcPtR/vy913jkm3d+IIwTB7Ye4YWfLqSoPL/PjBMdrREObjvCyBvr8FymMTfcFmXflnpG3FCLL3D1GU2zXP1cK++I63mcz5LlWkdKh2T8VWxrz3nHTqfv7W3DhHtud1zw+maTiA7BNNakKVsMx6qHrHEiC9fQGyQWTrB73QEW/nkFezcexnFci7xl2hzcfpQTB08RC8fZu+kwnW3p3ahPHDzFvk2H8fp0Du04RvPxNmpGVDBoVBWKovD6b5fwX3/7NA1H+ijH718ITVeZfvcEbnpgMoFQ+jCAzpYIz/3HfI4fPHWFS3f53P6J6Xz+Xx9l2MRBiF5QDt+9/iCv/+ZdzGRmEZ8sWa4WKmpLuf0TM6gb17thKR9k9m+p59VfLiYZu1Sx2jMc2nmMl3++iHgk0Qsly5IlS5YsWXqO4zSn0oSe752raoPx+Of2cQiTH1Ufmf6QNDOG3Wb54HHNeE4A+IM+NI/G4udWM2LKYIK5/m7HSyoLMRImnS0R+p2z+y+lpKM1gsenE8oPAlA1pJyP/o8Pk1MQJBZOsPjZVfz5+2+wbtE27n1izkWXy3EkiWiCWDiBZVgIVcEf8BLMD6CqClJKknGDcGuUvOIc4uEEiVgSEARz/QTz/F07I1JKLMOmsy2CmbTw+HQs89IWyY7t0HqqAzNhUje2Gm/Ai+bp/siNhEmkPcr+rfUc3H6M5hNtnDzkGii8AS8FJbkIIVIphxwi7TEScQPpSDSPSiDkxxf0oig9iJt3JK2NHfiCXrx+nc6WCEbSQtUUcgqCeP2ervowEibh9ihm0kTVVEJ5AXxBb9dxN62ZBjooSqaYVbfs0c44iVgS23LQNJVgnh9/0IdQBNKRxCIJIu1Rtq/ay6mjLTTUN+MLuPH0+SW5+AJnrmsmTcLtMYyEgaKqhM4612lsyybcFiURM1A1xfXGEfQoiElKSbQjhpG0COUHiLTHMBImqqoQzA/gP6suwDXWhdsiJOMGiqIQzPXjz/F3ez5SSizTJtIexUiYSAmaRyWUG8AbOFP3lmkTbo+SjBkoiiCQ4yeQ6+tWz44jiYXjxMIJHNtB1RR8AS+BHB+qpna7XrgtipE0EYDu1Qnk+LqetZQS07CIdcZJxg2klGgejZx8tz2cuT+L1sZO8opCICDcGsUybXSPRm5hEFVXaWvsRNUUcgtD3TygzKRJS0MHuYVB/CHf+7oTSylJxgzC7VHy+uUQC8dJRI1UOw3h9evnnSMZN4h2xLBMC92jk1sY7OpzbafceNG8fjmoZ5XLMi1aGjrcsSA1ptmWQ6QjSjJmIqVE92j4c3z4A96uNhaLJOhsCSMdyfS7JpDXL71egzv+mEQ7YpiGiRAC3asTyg+ge7Su+k/ETpfdRlEEXr+HQK4f3XPxr4lufS2axLYdNF0lmJtqq4p7rc7WCFJCMMdHZ5vbvzVdI5Qf6Nb/pZTEo0ki7TGk4+AP+S455ZiU0h3vOmKYSQuhCDxenWCuH49PRzqSeDRBuD3GjtX7aDzSTEN9M5H2aOq55eIPuZ4PjiOJdcaJR5PYlo2qKQRzzvS1rnK3Rdm5Zj8N9c00HGkhEXVFYXOLcgjk+Lq1/UhbFCNpIYTbP06XK+v2/sHGMC06wgkK89z5hOM4tIfj+Dw6/h60jy27j7N59zE+ed+UPimnlBLLdtx3ci97nhqmxStvb2VA/wJuHOtqfISjCV59ZyszJw1mQHnBFe8njS1hnpu/kYfuGE9Zv57FyUspMS0bTVUyzlvOxnEkHeE4sYRrLNVUhVDQR6CPxoe2jhjPLtjIiVMdTBhRxX1zxvT6NS4WKSWGaePR1V651wXLd7Jhx1E0VeELj84gL+S+cw3T4uVFW9h9qJGyfrl8/pEZl32tvuBy6sM2d2LbDWmP6Z4pVyQLmnpWVrnuOEh5KaLpWa5HrinjhDfgYeykYexYvZ9d6w4wac6obsf79S/ESLrGCSkl+7ccoel4K6OmDcEf9BJuiVBQmoeidu/QQggCOT5G3lhHfnEOxw9cvNo0QMPhJl791TvsXLOfeDSJoioMGFLOvZ+fw4gbalFUhe0r9/Lkt1/h7s/czJq3tnLyUBNm0mLU1Doe+PJtDBjaH3AXN0teXMtbTy0n2hmnqLyAETfUcinz8UTM4MWfLmTPhkO0nGxn1PQhfP47j5BbeGYRs39LPW/8bgkHtx2lo7mTP3/vdfwp74qxM4fymf//IwhVYJs2qxds4e1nVtJ0vA0zaeEPeZl822jufWIOOQXBiy6XaVr89K//xPjZI8jJD7Lo6ZW0NrSjqAqf+aePMGH2CIQQdLZGePuZVayct5GOZtewNP6m4dz5+E30H5RpgDsfx3bYufYAr//6XY7sPYFl2ni8OqOm1nHfF26l/6ASkgmDpS+vY9Wbm9m3pZ5YOM73v/jbronDp771ABNuHgFAtDPGkhfWsvSV9bQ2dqB7NEZMqeWez93S9RylI9n47k5e+/ViGo80E8oLMnrGEOKRZJfB42KwLYdFT69ky7LdTJk7luWvbaD5RBuKqjD5ttHc94VbKSzNAyAeTbDi9U0sfm4VTcfb0HSVoRMHcvdnZzNwZFWXgSLcHmP5q+tZ9uoGWhvakVLiD/m454lbuOm+yWgejUQsycp5m1j87GpOHWtBUVXqxlVzz+dmUzt6AErK6LZ34yEWPrWc/VvqMZKu0aRufA0f+eodVNWVAa7X07vPr2b56xvpbIlgWzY5hUHmPDyVWx6+Ea/fg5Ewee+ltbz38jpOHW0BCYFcP7Pum8SHHr+py+On6Xgb//qpX/Cx/3UXJw41sWreJjpaIhSU5PKF7z5KRW0pT33vNaKdMb70vY+RX3xm0rhr/UF+9NUn+cJ3P8rk20a9/4tdwtYVe3jqe69z5ydnsXrBZhoON6NqKjPvm8Sdj8/q6ksCQawzzmu/fIe1i7bS0RwhpzDI7R+bzuyHpuD1e3j+Jws4tq+Br//4Mfr1PzMJOLjtKD/86pM88s07mXXfJGzbYdWbm3nnmVW0nGzHNC0CIR9T5o7h7s/dQijPFTvbs+EQL/1sIc0n2zENi09/60GmfXh891uQklNHW3jrv1ewaclOIu0xEIL8fjk8/g8PMHzyoNR3WnnzyffYunwP8WgCJJQPKubuz9zChNkjLrq9OrbDthV7eeN3Szi2rwHLsvH6dMbMHMa9T9xCWXUxlmHxwk8X0nyijdHThvDeS+tobWzH6/cy856J3Pmpm8gpCCKlpOVkG6/84h02vrsDEFQPr6CksrDHKkVSStqbwiz80zLWL95BtCOG4zgUluZx16dnM/3uCRhJkxWvb2T5axvYv/UIkfYYP/rq71FU18j2if/vHqbMHZN6t9Tz6i/e4dCuY5hJC13XGDqxhvu/dDsDhpZjJi3WzN/Cey+v5cC2o3Q0h/nJN/7YZbB75JsfYsY9IM+mfwAAIABJREFUE5FSEmmPsejplayev5lwWxTHdsgvzmHuX81k1n2T0fSr25U/S99y4Egzv3tpFX/z2dsoLggRjRv8+vmV3DC6mpsm1110GFlLR5S99X3nGek4kq17T5Cf46e2ql+vn/vAsWZ8Z4XrKkIQ8HtQL2Jx3xckEiY79p/kruSo9//yOZiWw/KNBxk7tIKi/PefO8UTBr99aRUHjjRRkBvAsGzqqot5aO4ECvN6X9w6J+TjgVvH8tTr6zjacL4+wJUkkTRZsfEgsyYPxtMLYbbTxg3Eq2u88NZmTPOMGKemqdw2fRgS2LLn+GVfp6+4nPpwhWUziGrqg0FcgbDDjJ4Zgqs9bC3LleOaMk44jmTIhBo6WyIseXEtwyZ1j00qqSzETFp0tIRJRJO88ou32bpiD1/5/scZNW0IHS1hiisLz1qUyHPO77o6+fwXv3gEd+KrezXu+8KtFJTk0tES4fVfL+bP//d1/uaXn6WgOBfTsDm86xjznnyPOY9M5a5Pz+b4gQZe+s9FqLrC5/75YbwBD2sWbuW5H81n8u2jmXzrKKLhBO88s5LG+p67O/kCHu7/0m20NnTwp397lVg4gXS633P/QSXc+8Qctq/ex39//w3u++Kt1I113cNzCoJdu7RH9zXw9A/mMXRiDXd9+mYUVaGhvhnbcs4z9rx/hUFna4R3n1/D4LEDuOszN+MPemk80kJ5TTFCCBLRJPN+t4QVb2zkto9Op2pIGU0n2njt14tpa+rkS9/72HmeMxkRAjNpUT6omFn3TyKQ46d+13Fe/sXb6F6Nz/3Lw+gejTEzhlIxuJQ3fvMu9XtO8vnvPNK1a3/aGGImTd5+ehXz/7iUOY9MpXZ0FW2nOnntN+/yh++8wjd+8klCeQEO7jjGn777KoVl+XzqHx9EVRWWv76BfZsPM3rakB5VVjJusGXZHpJxk1senkJRWT7bV+1jwZ+WUVSWx52fuhlVVVj2ynqe+/F85jwylaETB9LZGuXNJ9/jd//0Et/4j8corijETJq8+su3WfLCGmbcO4lRN9YhFEFjfTPFFYUommt0WPnGJv77+69z84NTuP9LtxHtiLHgT8v57bde5Ov/8RjlNcWE26K88LOFhFsjfOx/3YUv4KWjJUzTsbZuu+3bV+3lmR++yZ2Pz2L45FpMw+L4/kZC+YGu9iWEIBkzGDdrONXD+6MIhQ2Ld/DarxZTWt2PGXdPBFLeQI0dvPnkUqqH9eehr9+Bqqk0HW+jsDQP3aMx/qbh/OJ/P0P97hNdxgnpSFbN20xOfpCqurKL2q0CsAyLQzuOsvj51cx55Eb69S9k76ZDLHxqGZqucN8Xb+t6Tvu21NOvooAHv3w7mkdjyYtr+dN3X6WyroxRU+uYMHsEbz+9kv1b6ikqd7N0SEeyZuFWVE2lengFqqZyYNtRnv7BG4yZMZR7nrgFIaDhcDMIunmCDJ1Qw+e+/QhbV+zm5Z+/jWmc72HV2RLhyW+/zMFtR7njsZnUDK8gmTA5tr+B/GJXt8dImF2L4we/OpeSikJi4ThH9zVcknaLkTSpGlLG7Iem4A96Obj9GK/9ejFen87j//AAEkhEk6x9axuJWJIPPT6L3IIgaxdu5cWfv0X5wGKm3zMRI27wyi/fYeW8TdzzuVuoHtaf+t0nWPjUcmI9DJGwLYdVb25i/h+X8sCXb6d6aH8SsSSHd53An+MavjRdZeTUOsqqi1nwp2Xs2XCIz/7zwwRSx8trTqu5u8bagrI8brxzLDn5QY4faOT5nyxEKApf/sHHUXWV4ZMHUVxRwNvPrmLze7v51LceJDdlxC0d4C7epJRsWLyD5/9jPg9+ZS6DxwwgmTA4suckwVz/FdcvyXL1YdkOndFEVyirlBBLGBimjWFaGClPp3jCRFUFOUFfl+dC0rCIxJIIIbAsuyvoUUrZdUwCIb8Hn9fdhTcMi6RpoakK0biBEO45PbqK7ThEokmSpuUaB3we/D4d07JpbA7z1opdjBtWSSjgxefRyAm6fSeWMEgkXS8wr1cn5He9LSOxJAIwLBvLsvF5dYKpY44jicSSJA0Liew2XYsnTKIJg+kTainMDXTN6ZKGRdKwMteHaRGJJrFTdakqgvwcP5qWflEUjibQNRWPrrneKl4Nn1cnEk1iWBYId7HY1BZBEYJgwIM3tWBMJE1iCRPbcfDoGjkBL6qqEE8Y1J9sY8HyneTn+LFsh6DfQ+gCejQSiMUN5tw4lFmTBnOiqYPfvLCS6v5FzJ0+DCkhEkuSMEx0VSUn6O26J9OyiUSTmLaNz6MTCnhQFIVYwsC2nVRbsPF6NEIBt+41VaGkKIf8XD+xePcUyFJKYgmDWNxEUQShgBfv+3jXSSkz1oeU8syzNi2EEAR9HgJ+D5FYkh37T/Lu2n3U1ZQQ8OmEgj68ukY4msDn1fF6NKSUhKNJdE3F59UwTJto3MCybDRNJSfgRU8ZeXNDfkqKctDPeeaKEBTmBelXEEQ9y9PUcSSdkTgBv6fLGJA0LOJJk5ygN61xTEpJZyRBwO9BAG3hOHkhtx2Go0mCAS+maaWtjzPPBZKGia6p5AR9qKqSsT78F6GL5NZzB+mzvAgUkc+ViPR37KYMR1QUJafPr5/l2uCaMk5IKdF1jVn3T+b3//wSB7YeYcDQ8q7jwVw/Xr+HjpYIzSfbOXm4if4DSziw7QiDx1bT0RJh4MjK83ZMbcum7VQn6xZtI9oRY9jknolOltcU8/G/uQevT0coIuUyH+Opf3uVWDhOQWqBZBk2k+aM4s7Hb0LTVcZMH8Lu9Qep33WCjpYwBVoeK+dtoqA0lwe+dBslVUU4jkTXVbat3Nfj+lJUhZLKInILQ+QUBEme85IByC/OJb84l/bmTjRNZcCQ8vOMPuDuficTBpV15YyaNgSv34NjO9iWg+7teTOSQCwc587Hb2LgiEoQ7sJTKK56d9PxVhY/v5q5n5jJHX81E49fx7Ed2k918vYzKzm47Qijpw+9uHpQBGNmDGHElMF4fToId2G3e8NB9m2uRzoSVVOpqC2lqDyfgpJcTh1rZcj4mi4vktO0N4d559lV3PihcXz4065RxXFcd/Hnf7KA3esOMmH2CDYv3UVna4TPf/dRRkyuBQHFlYVsX9Xz5wigqgqzH5rCLQ/diKIq1IyoZNuKvezbXE8yFSK06OmVjJk5jHs+dwvBvACO7Rrb/vivr7BtxV5uefhGju5rYPX8LUyYPZJHv3ln1+LTthx38asoJOMGi55ewYgpg7n3C3MI5QXcOtJVfvutF9iydDflNcWYSYtIe4zCsnxGTqkjpzDY5aJ+tnEi3BZDSsnAUVWMnj4UVVMYn/JCOb0rrHs1bv/EDHdilPrbAcP6s/6dbRzeeZzpd03o5uqvair3f/E2Csvyusqvau6LtW58DWU1/Vg1fzNjpg9FKIK2U53sWrefkVPr6FfRM9dFM2kx7a4J3ProNBRVYeSNgzm4/RjrFm3npvtvIJQfQAIFJXnc/ZnZDB5X0yWyu3X5Hg5uO8KoqXUMHFnJoFGVrHpzMxPnjEL3aHS2Rtixeh+DRlVRkTKAxTrjGEmTAUPKGT1tCB6fjm05OHb3vhbI8TNgqJ/mk20Zd9e3rtjDng2HeOhrdzDn0al4vDpSSibOHomqu1lfbNuhsyVMIMfHsIkDqawrRwiYlAq16gmK6j7bsTOHdQm+1o2vYceafezbcqRbSIbXp/Phx292PaUUQUllERuX7GTflnqm3DGW1sYOVs3bzIx7JnD7x6fjD/kYfsNgThw8xar5m3tULuk4dLZG0b06deOqGTZpEEIIJtwysstQpWoq/QeWUFSWz7pFW/EGvAweV91lUDjrbAydOJBBo6rw+D0IAcMmDeLg9mPs3XQYx3Lw+HTKaoopLMtj87LdeP06g8cM6PJyOlMuSbgtilAEg8cMYMwMt71OuNmtk0sRZrasA9jmbq7tJFgCzTMBVS1//69+gNmx/yQLlu8iP8dPU1sEy7K5deowpk8YhGXZvPz2VrbsPU5Bjh/HkdipDZiOSILXFm/lwJFmbCmprezHvXNGU5gXZOfBBt5ZtYfSfrnUn2hFUxUevH0ctVX92H2gkXlLdxBPGRomjRzA3BnDOXGqg1fe2cr67Uc4eaqD9dvrGVXXnztmjkA6kpcWbebw8VaShoXfp/P4fVOoLCvghYWbaO2I4UhJe2ec/Fw/j3xoApWl+dSfaOXpeeuJJ00K8wI0tnQyss5tD/uPNDHvve1s23uCf/jihxg2qBSAnftP8uaynWnrw7Yd3nhvB3sPNRKJGxw40sTUcQP5xD2T6ZefPiTuxbc2U1NRxLjhlXznlwuZObGW2TfU8fuXVzOitgzHkcxfupNoPEnCsBg3rJK7bhqFR1d5a+Vutu09QdJwF9wPzR3PyMHl7DrYyPylO9m1v4Hn5m8kGPAwc9Jgbp5c977POyfopaQoh9yQj9KiHNo73brbX9/Ea4u3EY4l0VSFmyYPZtp4dx737pp9rNp8ENtxCAV83DlrJMNrS3l3zT527D9J0O+hobkTn1fnE3dPprp/YcbrSyk52dTJS4s2c6o1AkjGDavkzlkj8V1ggew4MmN9SClZv+MIi1bu7jIsTR8/iNunD2f1lkO8tWI3++qb+N1LqwgFvMydPpyaiiJ++dwKbr6hjhtGV2OYFn94dQ3DB5Zyy41D2bjzKEvW7iORNDEtm1unDWPWpMGXFG5kWja/eXEVN46tYcYEd22wavMhNu48yhMPT09rVDItmydfWcPt04fh9Wh866fz+MZjsxnQv5A/vLyGx++fwopNB9PWx5K1+9i69wQBr05zexSQPDR3AqOH9M9YH2OGVlzEnTggk1w4U1RfY6VSiaYpgfCgqGVXqBxZrnauKeME0h0cR0yppXp4f5a8uJaHvn5H12FNVymuKKCloZ3jBxpRFMGE2SPYufYAk24dTXtTJyWVZ3IBH9h6hJ/9j6dQNZWOljCnjrZw60enMXbmxS16T2OaFsf2nWT76v20nmwnGU9ybH8jpmljmd1zOI+ePrRr4aZ5NIr6F3BsXyOmYdHZEqH5eCvlNcUUp8qpqoLygSX0K8+/zMq7PAYMLWfU1DoW/HEph3ceY9Ktoxk1dTB5RTmXHAdYO3oAJVVFXbvn6lmW7KP7Gmht7GT929s4vOuMi13jkWYi7TFaGjp6dK1k3GD3+oPs33KEjpYwRtzk0I5jBHP9OI6DqlycO9nxA6doOtHGthV7aD5xxt2xtaGdWDjBqWMtJOMGx/Y1kFMQpGZ4Rdf9FZXnU1Fb2qNynyaQ42PklMFddeQLeCgsyyMWSWDbDqeOtXLqSAuJmMF//e9nuv6uoylMLJyg8WgLACcPN9HZEmH87BHdDC9nL24bj7h6G52tUX75f57t+ryzJeKeKyUYm9cvxJS5Y5j/h6X8+Ot/YPzNI5hwywjXA+Os3YThkwcxYGg5T3//DTa/t4spc8dQN67mPK2VSHuM7av2Ur/7hGsMixm0N4UxUxPhs9vZ8MmDyC0MdX12dvmLKwqZMHska9/aysn6JspritmyfDexcILJt466pOwLQ8ZVn1X3XurGVrPwqeW0N4cJ5btutWXV/RgwrH9X+EwoP0goP0C0M4EQgoLiXKbeOZ6FTy3n2P4GaoZXsGfjIVoaOrjzUzd1eenUjKhgxA2DeeN3S9i/5QiTbx/NiBtqyb2EvrZvcz2+oJdRU89knXA1J84M/T6/hxvmjmHH6n38/G/+m7EzhzNxzkgGDC1HV3v+ikjGDHatO8CBrUfobI24ngC7T1JUnt9lMAPILQoxfPKgrgW4P8dHfkkusXAcKSUN9c3EowkGj6nu0gjxBTwMGlXJpvd29qhMmq4x7qZhrHpzE7/91guMnjaUybeNYuCoKvyBS7jHhMm+TYfZs/EQHU1hkgmDPRsPYZlWlwfexSAUwahpdZS/WMyT33mZUTfWMfn20QweMwB/yH9JY6uRWEi087ukT0l87ZBT8CtU/4f/0sW4qjFMm90HG3lo7njuv3UMa7bWs2D5TsYMrWDv4VOs217PZx6cSjDg5Zl5G0ikRJ7fW7uP3Yca+eS9U/DoGr97aRWL1+zlwdvGYZg2W/Yc5+GBpcx54EZsR1KQ68e2HZas24fPo/HRD0/EsmxUVUFVFSpK83nw9nGcONXBHTOGM2l0Nbqq4vNoWLbD5FHVzJ4yBNOy+fVzK1i7rZ7KsgJa2qMcPtHKEw9NJz/Hz29eXMmKjQe595bRzHtvOzlBHx+/ezJNrWE27z4zDxhZV05BXoB/+fl8TPvMHMuwMtfHqdYwa7Yc5guPukbwH/3hXaaOG5jRMAHuLvuRk22UF+eSSJo0NHfS0NxJZyRBKOAlGkuSG/Lx6J0TOXSshadeX8fEEVUMrCxiRG05Y4ZUoGsqr727lcVr9lI7oB8jB5fj0VWONbbz2H1TqCzL7/K2eD8iMYPGlk72HDpFc1uUW6cW0hGO88dX1zJmaH9mTRrMnkOneG7BJqr7FxKJGcxftoNHPjSBqrICVm85zDNvbuCbn5xNJJbkwJEmvvjRmRTmBXh2/kbmvbedL310VsbrJ5IWry7eiu1IPv3AjYSjSX7/8moqSvK5YUx1xvFKUUTG+mhtj/Lcgo3MnFDL5NHV2I6Dz+O+q6aPH4SiKDhyB1/+6Cz8Ph2fVycWN+iMJEimvAWlhEjUNRAJAZVl+Xxk7jhygz5WbjrE/GU7LzqE5ly8Ho3BA4pZsfEg44dX4dFV1m6rp7aqH8EMXtaKEPi9Osca2vF5NBRF4fDxVtdTBEnQ78lYH9FYkr2HTvHZh6ZSXV7Iy+9sYdHK3Ywe0j9jfVwcSipsI53wmZMSo7Tpq2Whqz22Fcvanfa4UApQ1Mo+uXaWa49ryziRIqcgyKz7JvPsD+dxeMexMztfukpxZSGtDR3sXn+QAUP7M2zSIJa+vJ6m461E2mMUlOadZSQUCFXB49cZOnEQ93/xNkZMGdzlxnsxOLbDkhfW8vqvXffz6qH9KSjNJRk32b3h0HnfD+Z0D0VQFKXLZdE0LGzLwev3dBMw1HQVPU1q1CtJKD/AJ//uPtYt2sbqBVt5+gdvUFCSx/1fupVxs4b3SDTvNN6AJ+PObCwcd0UYQ75uGUYGjqhkyLias1ys359oR5xnfvQmm5bsZNCoKvoPKsHX38Ohnce6LZYuhngkgYDzyhUYXEbN8AqqhpTj2BIjYbjP8ayQF6GIHulNnI2iKue1S6EoXank45EEUsrzyxXyUVlXSu3oKsB14bctm1Bu5jjVeNQN/0l3ropBJdSNrwHcBd/cT8ygakg57720jrefWclbf17OrY9O47aPTe/mDv/1Hz/G8tc2smnJTrYs282AIeV85KtzqR1bjaIITh5s4tf/+DydrRGGjKumqDwfVVPdnf40ZfSHvN3ER89G01Wm3D6GFa9vZPOSXeQ+EGLL0t0UlOYxdOLAi6jtc0gJFJ6NN+BJ9dczE2Pdq3dLYSyEcAUgU3egaioT54zinWdXsX7Rdkqriti2ci/BXD8jpgzu+ru8ohw+9Y8PsHbhVta+tY2n/u01isrzuf+LtzF25tAepbeNR5KoqnLB8AxFVRg7cxhf+9FjLH1lPesXb2fpK+uYNGcUd392do/SdYZbo/z5+6+zY/V+akdXUV5TjNevs3/LkfO+q2kqvrPalxDCHQ9TbToZS6KqKrq3u+ib1+/tsUeB65lQzTd/8jjLXl3PtpV7Wb1gM8MmDeIjX51L5eCL37FJxg1e/vkilr+2gUGjKqmoLaNf/wJOHmqi+WTP4rOFEAwYUs5f/+xTLH1lPVuW7mb9O9upHT2Aj3x1LtXDK3okNpzlOuXcQfCs/+fn+pk+YRBF+UHqqmMsXb8f07I5eLSJ8uI8RtS6nlBjh1awdMN+ALbuPY7f66GpLYJAoCiCvYdOdYWO5OX4mTxqAKVnCT1KKRkzpD8Llu9i4fJdTBhexdBBpShCoGgqIb8XTVXx+zzkBs/0a1VRyM/109gcJp400TSVts4Y4Lb/kbXljBxcjqIIKssKaO2IkTAsjja0c8/sUQwoL6C4MET1WTo9ihB4dbWbsPD71Ydp2iDA79URAry6hvI+xr+qsnyWbtjPgaPNDB9USixupLwMNAJ+D7qmMmNCLf1L8lyvP00hljABQUGun5NNnV2hMR3hOJbtEPB5CPpdF/6gv3tdvR9vLt3Bxp1H0TWVW6YMYfyISo41tHPoeAvjR1Rx8GgL0bhBW0eMxpYwp1rC5Of4GT2kP0G/l8mjBrBsw34aW8IIAf1L8hgzpD9CCCaPqmb+sp3nbQScTTxpsutAAyPryjne2I5hOW5bO9bM5NHVFwhDy1wf+480owiFOVOHdoUBncbv8xDw6eiqSijoJeDLPH+SXZ1CkJ8T4Fi0jfoTrdjSIZoKD7pUxg+vZNn6/RxtaENVFFo7ojxyx4QLGmPKi3M5caoDVVWYNm4gDc2dBPw6JYUhVFXNWB8IQUVpHlNG16CqCkNrSlm24UCP6+Nc3PdrgWugkOeHRZrGJrz++xGiD0IrpETKdhKxp3Hs9Lo3mj4GpS+uneWa5Jo0TiiKwribhrH4+dUsfWV9V6y1qqmUVhWx8d2dtDV2MO2uCVTWlVFYlsv+zfWuOnzumd2o2jFVfPn/fqybQGRPaWvqZOGfltGvooCv/fCvyC0K4dgObz+zkmWvbTj/Dy7wLvQFPHi8OpHOeEoBXnWVeZNWl8p7XyJxLdDpXk5CCApK8rjtY9OZcc8k9m05zKu/eIdf/d2zfOvPX6GitrTHu3wX+npeUQ6qpnLLI1Ndl/7LmKAf3H6Ud59bzT1P3MJ9X7gVr99DIpZk/9YjnDiYXvw0kwBpblEIzaMy7e4JzP3EjLTaBYlokmBugGjYFcvzp4z1juVmMQhdsoBV5jrILQihe3UmzB7BQ1+7I+PiLRByM960NnZknITkFATRvTpjZw3jo//zrrQTwK7z5fiZNGcUY2cO4+jek7zz7Cpe+vkiisrzmX63+/JWVIWy6mIe/Mrt3PaxaWxZtoeXf/4WT33vdf7nf32aQMjHune2sXPNPv7ml59l4i2jEIqgvamT+X9c1uO6AKgeUcGg0VWseWsrVUPL2bx0F/d+fg7+HkwEu5AQPis9sZSSzpYIvqD3HGPE+5ersraUoZMGsXHJDkZMqWXD4h1Mu2t8tzFIKIKisnzueGwms+6fzJ4NB3n1l+/wq79/ln96+quUVV+8YS63MIhluJlS+vXPrGivezSGThxI3bhqGo80s2bhVl791TuousIn/+7+i+7b+7YcZsmLa3n0m3fy4U/fjMenE48k2Ln2AB0t56R4FheurVB+ENu2iUfiSEd2ZfqIhuNuGFIP0XSVmhEVDBjWn9aGdjYs3s5zP16AEIKv/eiv0tyjTDsQHNvXwNtPr2T63RP4+N/ejT/ow0iYNBxpTmOcEKfPlJHTIWWPfvNO7virGWxasovnf7KAZ3/0Jt/86ePdstVk+eChKALLdrBSHgKW7RBLGK5aPxDwebri5xUhUk1WYjsSVRFd71klFTIJYFkObeE4W1PCf6VFOdRWFXe106DPc54OgxCCGRNrqSwrYOOuo7y4aDPDBpXy0NzxF9y93bb3BK8u3kr/kjxygj7C0WSXEURVXJ2G0wY4JZW95vRk5PT7VQCKuDiDZKb6GFhZREVJHj95agn98kMMrChk8PuMpRWl+RiGzY79J7lx7EDWbj3MwaMt5OcECKZ0Ok7rLYjUj5SSY41t/Pn1deQEfRTlB93QFce57Eir26cP4+bJdd0ydTiOxLIc9tef4lSLK3Y4Y+IgSgpzaGjudJ97ahxy51Giy7tLUZSuNnE6y5CUF5ibpTKyHD3Zhp3a2Bk+qJS6mgsLlF+oPmzbQQgy6n5AhkAEt7JdLQUpSSTcdUB7OMafXluHZdmUF+fS1hlPlfXSK7+sXw6Dq4tZt60ej65SWZpPab/MC2khBFVlBeyrbyKWMPjI7eN5fuFGJDC0poSTTR08PW992voQQNDv6Zp3nX4u71cfF4OqDUQReThpjRMrsMyt6J5pvZoBxm1TURLRP5KIvwqkMxJ58Xhng7iE+VmW65K/jMxxLxDKCzDz3okc2Ha0K7uGqin0qyik+UQb7c1haob3J68oh8Fjq9m8bLebuvASd64zkYwZGEmLgtI8gqlFZ2tjB1uW7unxuXILQlQMLuHEgUbqd59wXzqmzf6t9bQ0tPdquc/FF/BiW3ZXasJzibTH6GgJu7vzOT5GTxvCDXPH0HikhWhnvNfLM2BoOaVVRaxZuJWWVEYJgGTCoLWxo+vFeDFEO+NIJMWVheheDef/sffe8XGd553v95TpgxlMATDohQBIEOxgESlWUSLVLMsqtmXHbW1nU5y2yTrZzd3k3pTN7r25Nxvf7KY53thaFUu2LFtWpUiJEovYe0fvZVAH00/ZPw44JEh0kiIpna8+ED84OOU97znnLc/7PL9H02g+20Hj6bbr9hVFEZvDRnw0wehw7Lq/F1bkUliRx+Edp+lp7c+UK51S6O8eQlVUrA4LZQsLiY0kOLP/EqqiomkabZe6aLs0cRqnGyWvNEjJ/AKOvneWjoaeTLmUtMJA91DGgFdYmYc/5OWjt44z2DuCrhmdezKRMupJ08kt8lNWU8jx3edou9h11blU41xJQ7skGTeexWWNifLaIjY/uRpRFDJhJADD4UimLr2BLFbdv4hFa6vpaDTCmTRNJzocx2q3Eiz0g2DoPBx7/xzD/ZE51YdskVn/mRXUn2hh/xvHUVWNxeuq52zkOvr+uUyK06FwhLMHG8gvy7lOQ2A6BFHg3kdX0FHfw57XjhKPJFi6fsE1Gh3RsVSbOi6Pg6UbFrDy/sV0N4dnLQS5YNU8kokUB98+SSxiHKvrRvrXRCxpuFoqxnNNxlMIokCfsmehAAAgAElEQVSoLIf1j9WRU+ino2F26v7R4TiCADnFfmSrjKZqNJ5up+V818xOcFXTEyoN4sv1cHLvRYbH6iMyFOXcoYYxnZWZo6kag70jhueTYIRY3fPQMioWFV/3TV5OoxofTRCdoA2IRYxQqtziADa71ZiM1Hdz/nDjdfsKY+dKRJOZlKTjblfXGeobMdpQwdAtWb19CfNXlNNe3zPOM8fk04nHbUcUBE6c66A7PMLZ+i76h6KEgkaa78ksfKUFfrrDIzS199PTH+F8Uw/JlNF211blk+fPYtu9NTxx/zIeXL+Q5TVF44QAr0VRNbr6RnA6rGxeVcW65eWcuthJNG4I7ImigM0q0TcwyuBIjNGYYYQ4dakTVdV4ZNMiVi8uHZtUj510kstZrTJ5QQ9n67voHYjQ3DlAW49h+NN1QzsjpaiommaEzyrqlQncJOeUJBFV01i7rJxnHqnjK59dQ3bW1KLaLocVWRbp7B2mvChAbiCLsw3dFOR6rwgqTnC95o5+usMRHli3gA0r5+HzOMfN+C2yhChA70CEoUiceGIikcLryc5ykBf04Loq3bLP46SiOMiiqnwe37qUx+5bwrZ7awgFsygrCDAUiVPf2kd4cJTTFzuxWiRyA1noOnT2DnOxuZe+gVFOXuigcMwDRNf1sXrVUFWVVFpF03TsNgsLKkKUFQZ4ZNMiHt+6lO33LqSyJGfKxaap6qOsyE9KUdl/vIn+oSh9A6OEr1oMsNsspNIKvf2jDEfiJFNKxuukpWuQ/qEoDa3hTFaRgeEYx8+1sW55BfevW0B+jidj/Lqc7jadNsZkqbSaEQW9nN41nVZRNUMw9rIRx2qRWbu0nOPn2jlxvoMVtSVYp/AWFgSBbI+DkdEE8WSaeSVBHHYrDS19hIIeWjsHpnw/pqrMiepjpshyDaJUMOHfNLWb2Oj/QFXq0fWb0+/ouoKq1BOL/DWx0X8G/fr+FAQs1uVYrCsQ7t4pqclN5q70nADj41++sYZdP/6I4x+cA4yJZXYwi8HeEUrm51MyPx/ZIrGgroJ3nttLWU0h9ikUkeeCP+SlZH4+p/Ze5IX/93WcbhsNJ9vobe+fddYPySKx9QtrOX+4iX/+Ty9Te08lsUic+hOtGVHN2dDV3EfreUNss7s5TDqlsOcXR/DleSiuyqe4+orYWF5JkMKKXF79h3dpu9iFbJXJL8th4+dWAXD8g3Ps+cURAgU+PD4X8WiSY++fZfG6agKh7JueazuQn81Tv7WdH/3Vz/n7P3qByiUlaKpGuGsI2SLxjT95AmeWg972AZrOtBEbSdDV3DeWTvMI/lA2RVUhiitDlMzPJxDK5q0ffWikZkwq1J9sAcbrXIAhzFi5tIT3XznIv/yfP6WitgglrbL+sRWUzC8gy+fmid/cxvf/5GX+4Y9eyIQJDPQMk04qfPsvPo/b62TVA4vZ+8ujPPtff8GFY80IwMVjzTinGQzNFbvDyud+437+x3df4B/+w4ssXFNpeB/0GhOfb/zJEwQLfBSU57L9V9bz8t++xfd+71mqlhlxon2dA1QvK2PrF9discp87tfv5+/+4Dn+8T++SO2aKiRZZKhvhJHBKF/7488RKg3S1dzHy3/7Fs4sO/48L5pmpBa1u2wsqKvIvBO7Xv6IC0eayCsJ4vI46O8e4uh7Z1mxeSEOlx3ZKhnPV9N56W/eZH5dOX0dA7Sc75zzqrEoClQuLaVoXh67XvqIFVsWEhrLBDNbLFaZ0/su8v0//QmBkJf6E630tIb52h8/jjeYNWuvpvKFhVQsKua9lz+iZtU8SuYXjCvX4Z2nOfDWCYKFfrKynURH4hzbfY6lGxZk2oFkPMWl4y0M9gxz8Xgzo0MxTu29iIDh3VO1rBSXx8mitZXc++gK3vjhbtobeiiuDpGMp+huDrPty/eydP0CokMxfvw3b5KIJckp9CNbJNrruwl3DrL5ydWzqrPSBQVk53h4/Qe76W4Jk4wmaTjVhiAKsxbXzM71sP3L63n5e2+jpFUKK3LpbOqjq6kP6yzcWcHQiHjt+7voaesnryiAzWmluyXMhaNNPPL1TePuUbbKVCwu4e3n9vKDP3uFqqWlqIrKmoeWUlFbTOG8XPKKA+x8aX/m2V882oSmateF3MgWaUyEGf71L15lQV05qqKy8v7FVC0rRVU03n52D03nOgiVBnG67fS2D3Diw/NsfGIVFutcwvmkMdfdu9mwIZgD1THyAh6e2r6cX+4+zbsfXUBVNR7csJCyQj+nL3VhkaTMXEYQBSwWCQGBFQuLOVPfxd89t5uAz41FlvC4jP5n6z3zGRiO8aOfH0QUBOw2Cw+sm09uIAtREJBl6br5USqt8P7BS5xp6MIiS2iaxuY1VXjGQrOcDitrl1Xwzt5zHD3XxqpFpWxdW83i6gLO1Hfx/Z/sw+O243QYmRgAZGl8aIY8pmHhtFt4aONCfvjqAb737G68WQ7y/FlIokA8mWbn/gucuNBBb/8oL799jL1HG3ly2zJEQZi0PjRVIxZPc+RMG23dQzjtFtYsKWPhvNCkbZzVKuN1OzIaE+WFAfYdb6IolG1ca+zcMKblY5EQRYHywiA+r5Pnf3kYj9uGDvi9zky5Aj4XKxeV8NKbx/C4bdy/dgFrl00dcmiRpQk9NQPZLp55pI5fvneKQ6dbERDIz/Xw1Lbl1MzLY/2KebzwxhEkUUQQ4In7l14piwCv7jrJ8EgcVdP55pNrATh+vp33D9ZztqELRdX4789/wMraYtbXzeOz9y3m5beP8YOf7kcQBLxZDj53/5IpDT1T1Udpvp+H1i/k7T1n2fXRRWRJZNXiUh7ZVGscWxSkKC+bf3jxQ3L8bh7eVEt1aS6bV1fx8tvHudjci9NhJRTMQhQFAl4Xi6sLee39U3jddpx2K6GgBwSB/qEor+8+w4XmXjp7h/mXn+6nrNDP41uXEB6M8vbec5xv7KE7PML3/tf7VJfm8tmtSxAEgZp5IWw2mXRapaokZ9qQII/bgappGUNWcchHU3s/Po/T+JmkPiRJHCfcaWRPuTJOnag+aipmFpYoSkGs9q0o6ZMY+hJXo5JO7iYy/Ec4Xd/CatsAggMQZzwGMAyEGpBGVVpJJd4hmXhj7HoT+3sIYjZ25zOIUuHU7tQmnyruGuOEw22nYlERnsAVVypPwM2DX9uAklbIKzVSs/nyvCzZMJ95i4ozngxVy0tZdE8VxdX5OMZir0vnFyDK4nWT09lid9r40nc/w84X99FwsgWrzULtPVU8+NUN7Hhhn+GpIRiu8gvXVF7nVp5b5KeithirwxiELqir4Nf+yzPs/PF+LhxpIlQa5Au/9zAnPjxPTtHkKsoT0Xiqjd0/O0QimsRqt2CxyXz09glkWWLtI8vHGSdyCn386l9+gR3P7+XsoQbsThveq+q6dEEBl4630Hy23Vgpt1lY9cBiNj+5ek6rx+ULCwmV5Uya0lG2yKx5aCnenCz2vX6Mc4cbEQSBQH42yzcvzExaW893svPH+0nGUlhsMrLVxcF3Thm6A9uXUlCWQ6g0yK/91Rd598X9nN5/CY/PxZan1qBrurHaeVWDKAgCqx5YTHQkzqF3T3Fy7wU8fndG2FSSRZZtquF3v/d19v7yCBfGdEWyczys2LIwY/wKFvj49p89zY4X9tFwspUsn4uHvraRob4RBnqGZ/zeCYJAsMBH1bKycaKPoiRSVJlHOplGskgIosDC1ZX8+3/4Jh++eoiLx5rQdfAG3CzfXJMRbRQlkS1PrSGvOMi+149y4UgTgmB8N4Xz8pAkoyOaX1dunOvnh6k/2YKmanj8bpZvrMETMEIQ/HleKpeWcPZAPR0NPUiyRKg0yJPf2c78urJMWauXl9Fe30Pj6TZURcXlcfDI1zex/vE6HC5DO2LphgV8+8+f5sDbJzn2/llCpUGe+YNHOfHheTx+F5eXp6x2C/NXlOPP807bj/nzvCxZP5/mcx3U3Vd7nd7LbHj81+6n/mQLZw8a38Y3/6+nqLuvNhO2Ujq/AKvdMm4RzeawMG9xCTnXqJ97/G6WbarhzIF6lmxYQNY12SDKFxbReKqNlgudKCkFm8PK2oeWsfnJ1XjHXEnj0ST7Xj9KZ2OvkSa3PIfOxh7CHQP487PJKfTj8jixO208/TsPUr6oiKO7znBqz0UsNplQaZBgvg8EsLtsLFwzjwNvn+TcoQZjBT/Hwzf+5AlWbKmdVT0VVubxG//1GXa9dIBTey+SHchi6xfXkoilaD7bDoLhWh4qyyEZT4379mSLRGlNATmFPkRJwGKV2frFddicNg69e4oLR5uYX1fBA8+s5b2fHMQ1hW7KtVisEgtWzqOvY5ALx5rRNR1PwMWvfPcz3PPwsnH7CoLA8k01/MofPsbBd05wcu8Fsnwu6u5fBBjeDd/+i6fZ8fw+zhyox+m2s+7RFbi8Tg6/e2qcd44gCCxaW81X/+PjfPTWCU7uuYDb52LZxhoARMn41rpa+qg/YXxn7mwXT/32dtY9ugLZOvv+yeZ4FNmymLs7WwfI8oLbXYQ7AqtFYsuaapbMLyCeTGOzWgh4ndhtFmqr8inO92Um++WFAf7d17bg9zqRJJGvPLaa/qEokijidtlIpY1VVr/XyVceW83AcBRF0bDbZGP1FlhYGaIolI3HPb69tFstPLyplntXVIytossEsl0ZDwJZkti0qpLayhCptIrHbccqy9RW5vO7X91CLJ7CabdguyoE5IsP143z1nhsy2K0sXDD6tJcfv/r9xGNp3DaDTd3iyxhs8isWlzKwsp8nnlkJQCiYNxTtscxYX1kexy8s/c8DruFe+YbsfytXYM8//ph/vhXt2f2vxabVebp7ctJKypZLht1tYbYZcDnQhQE/ujbD5Djc2fq9A++sRWfx4nVIvOdL200UpFaJNxOG4qiZa5jt1p4ctsytqyuRlG1aYUaHXYL33xyLY4JtMdEUWBxVQFFedlEoob4sttpI9vjQBJFHt5Yy5olZSTTCi6HFb/XhTzWz5fk+/jG4/cQS6RwOW34x8bM5UVBvG4Hj923GDB6X0+WI3PMt59ax3AkjqbrOO1WfNOEqhbkeietD1EQuO+eapYuKCSeMNKT+q5q2z0uO//mybUMj8QRRMFI9SmJ1NWWUFYYIJFM43IY6VEtFiNt6DefXMvgSAxBMLxNkmmV7LGMNfetqWZ93ZWMfFaLhMNmITeQxYPra3hg3ZV2x3lVfUuSiNftoDAvm0D29H2PN8vOd768KfN9PLRhIRvq5pHjdyOJ4qT1cd+a6kxWEIBVi0pZOO/KWH2i+pgNNvujpBJvo6RPTfBXHSV1gIhSj8W6HKttI7JlCYLgRRCdgAVBkADBCKlBAT2NrifR9Ri61ouSvkg6fQglfQFN7Qam8va0Ync8jdW+DWGGYVsmnw6Ea2OZbhN3RCEuc7lOZlI1gsBN9xqYDLNcnwxmW1/Gv5/uOpsL6WSaH/7lqxzbfY4/f+m38ecZGW8ux9VOi66z/83j/MXX/p6/e+8/MW9JyU0pl5JWePl7b7PrpY/4k//1GxRX3dnpEi/HgE9XZZclNz7WducOLJeJicmdhaJq/O2P3sPltPGZzYtQVI2Dp1o4cLKZB9cvpL61b8LjVtaWsKymaE4pKGeDqmocONnMyYudH1s5Xn7rGE3tYb77rQdu+FyjsSS/fP80Q5HrQ3xdDivb1i0YJ656N6GqGj39ES409fDmh2f5zS9tpLTATyqtsGPfedomCLmWRIHNq6uoKp1ai+N2oOsKycRbjA7/H+jaxO/9OAQHohhCknJAcCIINkAEXUUnia5F0fUhNLUfXR9i5tM5KzbHY7g9f4wo5pheE58eZvSg7xrPiY+TZDzNL/5pp7GKOAUOt50Hv7qBJffOLvXoXEknFd569kOOvT91Gj2r3crWL9zD6m1LPpZyKWmV935ygP2vH5tyP9kisfHxVWx4fOXHUq47FU3TOb77HL/8l/em3XfVA4vZ9uV7Z5WhwcSYuLZe6OLIztOs3r4UX+4V756mM+38+P97g9SYdsZklNcWkVcSvOll62rq48BbJ1i+qWZWmTBuF+HOQZ7/v3/JUHhkyv3yigM8+VvbySmcnYfXXBkdivGj//zquJS+E+EPZfPkd7ZRUH7nDRRNTExuPZIo8Jkti9mx/zw/eOUjBAG8bgdffWw1Hrd90pSQecEsPo5kOYIgUJDrndSAeivK4fM6iCVujsHAIkvML8/NpKq9GqtFmtQz5W4gmVL45fun6R2I8PjWJRSNLXJIokh5URC/93rPBcNjY67C57cWQZCx2e9H18LEIt9D0yYWhc+gx9HUJjT1+uyDcy6D6MPueAan+9sIpmHCZAJMz4kJ0FSNntYwo0MTibdcQZRFcor8eHxzz/Yx23L1dQwyMo1IoCCJBPOzyZ6DTsWcyqXpDHQNMdg7PHW5RAF/KHvWYSCfNC5ne+i9SjRyMrw5WQQL/GY6wRmipBQO7TxNuGOAQ++epru5jz/+11+ndMEVEahYJE5nYx+6NrWoqsNtp/FMG3/1zX+6Yc8JXdc59O4p+toHOPb+OZrOtPOH//QtqpaX3fEr+qlEmo6GHpRphLesDiv5ZTnjMpjcSpS0Snt9N+nE1EYmi81CqCx40/WGTExMTExM7kZ0PUkqsYNo5G9QlQt8PNMwAdm6Cqfrm1jtWxGEW6PBZnJHY3pOzBVREsm/A1fZREkkryRAXsmdtdoqigLBQh/BQt/0O5sYIlLBrIx+gMnNQ1U1zh2o5+zBBgL52fzmX3+Zwnl54/ZxZjmoXDq9oUHXdcKdg5QtLLwpE+6LR5o5/sE5vDkefu2/fJHyRcV3vGECDJ2P8tqi212M65AtEmU1hbe7GCYmJiYmJncVgmDDan8QSa4gEfsxycSOMY2I2Ql8T4+MKPqR5Epsjsex2jYgSkWmxoTJlJieEyYmJp8YdF1HVYzUYIIgGAKfc/Q6uZxeTE2ryBZ5zue5fC5N1dA0fUyRW7qh85mYmJiYmJiY3AjGHFBBSZ8jldxFOnUANX0eTetj7lMzG6KUjyxXIltqsdjuQbYsQxDcgHBXLMqY3DJm9PBN44SJiYmJiYmJiYmJicmnFF1X0LR+NLUHTW1FURrR1DY0tRdNGwY9hk4aY8omIwhWBMGJIHoRBR+iFEKUCpHkEkQxgCgGEUTfWIYPExPANE6YmJiYmJiYmJiYmJiYzAx9zKNCNX50zdiGzpXpmjD2fwEQx0QtRUACRNM7wmQyTOOEiYmJiYmJiYmJiYmJiYnJbWVGxglTkcTExMTExMTExMTExMTExOS2YhonTExMTExMTExMTExMTExMbitmKlETE5M7Al3XCafCNEdbMtusoo0q9zycsvM2luz2ous6/al+OuNd6ECePZccWw6SmYpr1gymhmiONqPoyrT7umU3Ve5KZPHu7SZ7Er20xdrR0abd12f1Ueme9zGUyuRqBlKDNEWb0HTjGcmCTIW7HK/Fe5tL9ulF0zW6E910xDsz25ySk3nuCuyS/TaWzEDTNcLJfroSXQgImT5BNPsEExOTTwB376jLxMTkE4WGxtnhc/yg+YeZbUFbkN+p+k1K5JLbWLLbS1eiixdaX+JC5CIABY4Cvlr6ZcpdZabo1Cxpijbxg6Z/JaKMTrtvlbuS36v+7bvaOHFy6BQvtr00I2PMKl8d36n6jY+hVCZX0zjayD82fp+UlgIgS87i3877Fou9pnHidqHqKocGjvBKx6uZbSXOYr5T+et3hHGiPdbBi20vUT9aDwgUOQr5etlXKHF9evtJExOTTw6mmdXExMTkDubk8GnORy6Q1JIktSRN0SaOD50YU842MTExMfk0cXz4BBcjl0hqKZJakoZoI8eHT97uYpmYmJjcFO7eJSETkzsITdcyq5OSICGaqZRMbhKRdARFS4/bNpQeMo0Tc8Bv9bPct4z+5AAxNU5MiRJT4yh6mqSWyrjWf1LId4So8y1nRBklrsSIqlHiagJFU0hpKbQZhHuYmJjcWUTSkeu8oYZSQ7epNCYmJiY3F9M4YWJyE2gYbWR//wHSeoqNwQ1m7LbJTSPHFsQq2khoCQBEBEL20Fh+cZPZUOQo5AvFn0fVFVRdNX40lYSW5KW2n3Bm5OztLuJNZX5WNaXO0sy9arqKoisMpod4sfUlWmKtt7uIJiYms8ToE6wktSQAIiIhe+g2l8rExMTk5mAaJ0xMbhBVVzkxdJL3et9HQ2O+u5p57gpz8mhyU1iWvYyWWBtHB48hCgKLPLWs9q8y3685IIsy7kk0JLIsWR9zaW49FtGCRbRct91j8eCQHLehRCYmJjdKna+O9ngnx4dOIAkSS7yLWOmvu93FMjExMbkpmMYJE5MbZFQZpSXWarpIm9wSvBYPTxV9jm159yMIAlmyG6fkNMOGTExMTD6F+K0+Pl/8FA+FtiMIAh45yzQ2mpiYfGIwjRMmJjeArusMp0dojbXd7qKYfEIRBAGX7MIlu253UUxMTExMbjOCIOCWXbjNPsHExOQTiGmcuItIxJK0N/Si6+OF8CxWmcJ5uVgsM3ucuq7T0dRHfDRx3d8CoWx8wSwEcfyqrKZp9LYPEhmKzuAKAqIoIFskrDYLDrcNV5Ydi+169+KZ0tsxyHD/KNwEEUB/nhd/jue6e5wLOjqd8U6G08M3fC4TExMTExMTExMTE5NPK6Zx4i6i5UIX3336/yeVGK/cn1vk589+9GuUVs9MEElJq/z17zzLhWMt1/3t63/4KE/82/uwWMe/Gqmkwo/+n9d572eHpz2/IBiGCafbjjfgJq/YT+n8fGrqyqldXYHX755ROa/mJ3+/k9ef3YOm3njoxFf+4GGe/o37r7vHuaDpGhcj9WbmBBMTExMTExMTExMTkxvANE58AkhEk7Re6pqxcaK7tX/MC+HWoOs66ZTC8MAowwOjtF7q5vB758jyOSmpCrHtC/ewemst3sDsjRR3ErquE9cSNEYbb9v103qamBIjoSVRNQUdHUEQsQgWHJIdp+xEEqRbcn1N10ioCRJqgpSeQtVUNHREBKMMooxVtGIT7dhE603RSNB1HUVXialREmoSRU+j6yAKIrIg45DsOCQH8iSihzd2XYWoEjXqWleuua4Dh2S/6de9nSiaQlyNk9CSKFoaVddg7P2SELGIFqyiFbtkRxbkOT/fy3WbUBMTXksWJCyiFYdkxybaEAXxpt6nya1H13VUXSWmxkioCdK6gq5rhiFbsGCXbDgl54TinXNF0zVSWoq4miClpVB1ZSxVrIAoiFgEGZtky7QXN0tgVtd1klqKmBIlqSVRdXXsPmXskgOX5Lxl7YSu66T0NPFr+gSjnbLgkBw4Zcct6xOuLUtCSxBVYqS11Ng3baTato59z3bJjoAw57ZD1VWjjVKTpLU0Giq6PkkbdROf8eX7S+sKsct9gqagY/QJFvFyn/Dx1PXHga7rJNQEUTVmpCEe+34tY/3frRxrmMweTdOJp9PYLTKSOHmfGYkn+Z/vHiLH4+Jzaxdjv4FFu2gixY92HcFlt/L0vUtw3IC39EzQdJ1EKo1VlpGlye8xpSg89/5xEuk0X9m8ArfDdkvLZXLjfHJG0p9i4tEkrRd74JGZ7d9W30M0cn1Ix61E13VGBqKcPtDApZNtnD/azJd+dzuBUPaMjg+VBKhcVEQ0kiARS5KIpUjGUiiKOuVxkixid9qwO604XMa/wQLfnAdDKS3FUGqYcDJMf6qfllgbPYnecfucGj5NRBmddhgkizKr/KvwWjyzLkdcTXApcolzkfM0R1voTfQSVWOomoJFtOK1eMh35DPPXcEiTy1FziKkmzSpU3WVtlg79aP1NEWb6Y73MJAeJK7GUTQFWZSwCFY8liyyrdmEbHkUOAoodZVQ5CjELtlnfC0BEBDHrqvRFG3i9PAZ6kcb6En0ElEiqLqKTbThll3kO/Ipd5axNHvx2D1PP1jSdI2WWCsXRi4AIIkyK7KXEbAFMvd7KVLP6eEzNEQb6U32EVWiaLo2dl03hY58yt3lLPUuId8RmvUgLa2lOT50gv5k/4z2X+FbQY4teEtEMeNqnMbRJi6N1tM29n6PKBESagIdfWySZcNr8eK3+sm3hyhyFFLqKiXPloskzuzeNV2jP9VPU7SZlmgrnYku+hJ9RJQICS2JpmvIgoxLduKz+Chw5FPhLqcmq4agLWAaKe4SFE2hMdrEuZHzNIw20pPsYSQdQdHTSIJMluwmz55HuaucWk8NFe4KrDdgpEiqSTrinTRFm2mLt9Ed76E/NUBcjZHUUggIxndrcZNjC1LsKKI6q4oqdyVO2XlD95pUk1yIXOTU8GkaRhsJp/qJq3EkQcQtuymw51OVVcWy7CUUOgoRBdH44cbf5ZgS49JoPWdHztESbaU32UdMjaJqaqZPKHAUUOmeR613IUVj15/LPZ4aPk04GQYgy+JhjX9VxuCi6zpRJcqp4TOci5ynJdbCYGqQuJpARMQh2Y12wxGi1FlKjWcBhY6CWZVF0RWaR1u4ELlAc6yVnkQPw+mRjDHosuHJI3sI2ALk20MUO4socZaQZ8+bU18ojP0Hxjt9afRyn9BEb6KXmBpF03Vsoo0si5tCRyEVrnKWZi8mZA/Nuq5TWpqjg8cYSg3OqHQr/XUEx/qs2ZLW0pwZOUt3vBsAl+xijX81VskKQFSJcmb4LKdHztAcbWUgNUBSSyILMh6Lh0JHAQuy5rMse+kt65dMZsfgaIyfHzjLo6tqyM2efCEwlVY429ZLcTAbVbsxz+S0qnKuvRef24FyE7ycpyOaSPGz/afZWFtOWZ5/0v1UTediRx/JtEJKnXrOYHJnYBon7mIEUUDXDC+FzqZeEvEUdod1ymN0TaetvpvYTTBOON12aldXIF5lldXRSScVopEEkaEosUiC0aEY6lUNVTKeYsdLB1DSCl//o8/gy3heqSIAACAASURBVJl+cn7/06u5Z9si0imFdEpFSSmkUwqJeIoTey7y03/cldnX7rTy4DPrqNu8AJvDisUmY7HIyFYJi0XGE3AjybMbKBwcOMSp4TP0JnoZVUaJKtHMCsK1fDRwkI8GDk57Todkp9JdOSvjRFpL0xRt4p3unVwcvcRIevi6gJKUmiaqRulMdHF86AQf2vayyl/HppwNBKyBOQ8cFE2hLd7Oh317OD18hoHUAGldub6Mapo4CUaUEdrjHZzmDLIg47Nmsz54L4/kPzTjFVIRY5VtIDXI+7272d9/gHAyfF1mlJSWIqJE6Ep0c2LoJHv797EusJb7crfgll1T3rOma5wfucCLbS8BYBWtOCUn66z3EE71827PLg4NHGYgNXBd+E5SSzKijNCZ6OTo0HH2hfezPngvm3I24JAcM67rlJZmV+/7nB05N6P9Q/YQObbgjPadKTElzvnIBXb3fUBztIXh9PCE4UopUsTUGAOpQZqizQDYRTtBW4BnSr7AQk/NpANxXddJaSmaYi0c7D/IxcglBlIDRNXYhPtfvlZfMszF0Uvs7/+IfHs+G3LWc29wbWbl1eTOQ9M1OuOd7Ox9j5NDpxhIDU6Q0ShNXI3Tm+zj9PAZ9oT3ssS7iPvztlLgyJ+xkU/XdYbSQ5wePsuhwcN0xrsYTA2iTNA+wVXfbbyTk0On+LBvD5VZlTwY2sY8d8WsjYuartGd6OGd7h0cHTrOSHrkum8nriboS4Y5PXKWj/oPsCFnPeuD68bSvcok5jiWT2tp6kcb2NGzk0uRekaUkev2ubpPODZ0nA/De1jtX8WG4Hr81tkZ6xNqgvd7P+DUyGkA8u0hFntr8YgeVF2lYbSBt7rf4dzIBWITfNcJLcFgeoiGaCMHxcM8mv8whY6CGV1b0zU64p3s6n2PU8On6U8NjHnDXHO/pIiOtVHNMSN81SE58Fl8zHOX83D+QxQ48md8z2B4fMiiTG+ilx09OzkyeJSB1OCkfUJHvJOjg8fY27+fjUHjWc+uT0jxbs9OLo3Wz2j/YmfhnI0TSS3F3vA+Dg4YYbtBa5ByVxn5jnxaoq280fUm50bOM6qO1xy73D53J7o5OXSKveF9bA9to863Aps09VjU5Nah6zrt/cO8fvgcW5bMm3Jfr8vBd5/YjN0q47DemKdDlt3Gv/vsRmRZxGm/tV4TAOGRKD8/cIYl5VN/yzZZ5jceXoum63idM18cM7l9mMaJuxRJFgmEsuntGAAdetoGGOkfxV40ufUQIB5L0tHYhzrmceB02xFlkdGhiScHU5Fb5Of3/9uvYLNf2wnpaJrhKdF8oZMj75/j4M6z9LYPZPZIpxR2vXKYysUlfObrG6a9lsfnwuMbr0x9WRg0EUuO2y5bZaqXlVC3uQbgpljxDw8c4dDAkduaLjStpTkwcIjXOn9JT6J3RjoXqq7Slejija436Yx38rnCxylyFs762iktxeGBo7zW+Trdye4JB4RToegKkfQoHjkLWZh5syMJIiktxetdb7IvvG9CY8i1qLpKd6KH17veZCQ9whNFj88q04Wqq3TGOxlIDfCTtp9yaPBwxiV5uuPa4x38vPM1Ymqch/O33zXp3YbTI7zTvYPdfR8yqozOWkMloRmu81mye1pjQVu8nX9s+CeGUsOz/p6SWormWAt97WGiSpTtoW3YJdNF805D1VUuRi7xcttPaYo2z+g56+gMpAb4oG8PLbFWPl/8FAs9NTO6nobGzp732NG7k4Q6O8O7js6wMsLRwWP0Jvv4cskXqfEsmPnxuk5XvIvnWl/kfOQCqj71ytzlduKV9lcZSY9Q7a7CKtqA2YdaprU0+8L7ea3rDcLJ8Iz7hI54J691vp7pE/IdMwsJnawMEWUUl+zi3Mh5Xmh9iY54x4zKYhFkcu25MzIw6rpOY7SJF1tfomG0cdZtR1yNj4WpxdmW98CsjgWQBZmh9DBvdL3F0YFjqEy/AqvoCm2xNn7W8XPiaoLtoQfuivYqoSXoTvQQVWO82PoSTdHmaZ9nWk/THGvhhdYfE1WjbAyux3YX3OudgqKq1Hf109DdT1rRCPncLCoN4bYbdZhKK+w730JZrg8dON/ei6JqlOX5mV+Yg1WW0HSd7sEI59t72X++ha7BCG8fvUAgyxj/LCjKYVFpCEEQiCZSfHimiUjcGD/Pyw+Q43UhYhhm04rKRxdaKQ56ae8fJppIsbq6hIFIjHPtvZQEs6kpycUiScSSKfacbWY4arS9ZXk+cr1uro60iCVTHLzYRt/w9aL65Xl+6ioLEQQBRdVoDw/R0N3PSCyJLIkUBbzUFOdit1rQdZ3wSJSzbb0ca+ygo3+E907Wc6nD8OQqyclmdXUxgiCQSivsPddMeMSY3xQEPIR8WdeFuei6TmvfEBc6+ogmUvjcDhaX5eN3OzJlOtrQjtUiU+j3crqli8FonGyXgyVl+QSyzNTuNxvTOHGXomk6VUtKCHcNoakaPe0DDIUj5BROvQoSGYrR3nAlDKFsQT7h7uE5GScEUcBmt2J3Tmwhd7rthEoCLN+wgHsfWspzf/MWZw81omlGJ6ekVXa8fIB1Dy4hEPLO/vqCMBZfOv5+BUAQbo5R4jIOyUm29foyKprCqBIdN1BySS6sknXa4ZZdtM94hS6tpTnQf5CX219hKD2U2W4VrWRbvOTb8/FZs5EFmVE1Sle8i3Cqn5gSQ8fQaTg6eJy0pvClki+QZ8+bcf2ktTTv9e7m9a43r8tKIglSJrbWOfavqqtElRhxNU5SS5BQk2hoBG0BFmcvmtVzSetp3u/7gP39H5HWFUQM9+g8ey45tiBOyUlKT9Ob6KU70c1IOpJ5FkktyQfhPRQ48rkvd8uMr6vqKvWjDcTVOIcHj6LqGpIg4ZbdhOx5BG1BHKKdpJaiO9GdCS+5PHiLq3He632PPHsO9wbWzei6FlFmpW8FAWuAqBolpsSIKjESmqHpMReDwUzpTw7wasfP+WjgACltvNiuERtuPFeX5MQqWse8VEYzzzapJREQmJ81n5A9NOX9CoJAwOqnwFHAwJi7soCAbUxzwGvxkGPLwS25EAWRqBqjM95FOBkmpkYzNRBVo7zV/Q5FzkLqfCtuSb2YzA1d1zk/coFnW56jK9Gd2X7ZBTzPnkuONYhVtBHX4vQm+uhJ9jCaHkUb+68p2syPW1/mK6VfpsJdPq1LvCRIzHNXsDv8YcY4cbltckpOgrYAfqsPu2hHRWMgOUBXopvB1CBp3XjndXTaY+281vk6efY8/FbfjO63PzXATzp+xtmRc+O+UbtoJ8cWpNBZiEtykdKShJP9RjulREhqSXb1vk93omdO33ZKS7EvvJ9XOn4+rl22iUbIVYEjn2xLNpIgEVVH6Yp3E072Ex1b/VZ0hcODR0lrCs+UfGHO7vhpXWE4PcyoMsqP216mPd6eKYdTcuCSXTglp/E9K1FGlSgJzdCJ8Fg8VLrnTXtdXdfpTfbxk7ZXqB9tyNSXJEh4ZA85tiA59hyckgMdnbiSYCA1QH9qIKNzctmLptZTOycPg6SW5J3udzk2eBwVFUmQyJLdhOwhgrYAdtFBUkvQNdYnXN1mx9QYO3t3kWfPYY1/9Yzq2SpaWO1fScieR1SNjfUJhr5FQo0zqkRvWZ+QUBOcHD5FT6I34x3nll0ErUFC9jxcsou0rtCX7KMr3s1IeiTT744oI7za8QuckpO1gTVm+N0MSKTSvLL/NG8eOQ8IyJJIPJWmtiTEr25fTa7XTTyl8IMdh8jNdqNqOsOxBLFkClXV+OLGZTy6qgZJFGns7mf36UYudoZJKyrHm7pwjmk/OO0WFpUahkhF1WgLD3GpM8zh+na2LqlkfmEOFskYkybTCv9z5yECWS5G40kauwdYX1tGJJ6kpXcQTdf5i195kOqCIKqm09E/zIWOPg7Xt7NuQRkLinKxylfGt6m0ypnWHhq6r4SujsQSnG3r5fF7allRWYgANHSF+bvX99E3HMVmkUkpCom0wqOranhm43IcVpm28DC7TzcahhxV5XRLD21how1MKQqrqooRBFB1nc7BCGdbezhS305NUS4Li3OxXZXZMK2qfHC6ied3HyOeSmO3WognUxQGvHzzgVUsKMpFUVV+9tEZugYjFPo9dA2OoKo6A6MxqgqC/P7jGynwe0wDxU3ENE7cpeiaTn5pAFES0FQY7Bsh3D1M5RJjYj7hMbpOZChKZ3NfZlt5TSHdrTOLc58rNruFJeuqkC0yf/vdF8YZR7qa+zh9oIFNn72zJxiPFTzC/Xn3Xbe9I97B860vMpy+4kr7YGgby3xLp10NEgVxxq759aMNvNb1+jjDRI4tyMacDaz0rSDb4svE0eoYrvPnRs6zs+c9Lo3WZwb9p4ZP825vLk8UPo5Tnn5VX9VVTgyd5K3ud8YNgAUEgrYgy7KXUONZQKmzZMzFXgQM8buB1CBtsXYaoo20RFuo9S4k2zIzjZHL9CcH2N37AWk9jU20sTx7KRtzNlDsLMYqWhAQ0AFFT9MabeOdnh2cGj6TGYimtBR7wvtY6V85q/CZS6P1NIw2ougKDslOnc8Ii8m352MZE1bT0UlraRqjTbzdvWPcqmlEGWVveD/LspfilqcXfrUIFjbmbODe4Dp0dDRdR0dD0RRODZ/mxbaXGVVuvojtZdfhaw0TsiBT6iphWfZS5rurybPnYRFlDNOfTlJL0pvooznWQuNoE/2pfpZlL8EqTu/K67V4Wemro3G0iSw5i3nucqqyqqh0z8Nn9SELUiYGX8cQYTs7co53et6lJdqaGQTH1Bh7+vay2LtoRtc1+XgIp/r5eedr4wwTHjmLNYHV3BtcR64tB0mQrvqGFFpiLbzf+wHHho5nvt2WWCs/73yNb5R/FZ9l+tCD6qwqKlzlnBs5T4mzmApXBQs81ZQ6S3BIDkRBzLTJqq4ymB5ib3gve8L7Mu23jk7DaCOnh8+wPrhu2omVqqvsCe/lzPDZcRPFPFse9+fdxwrfMtxj3kSGkVihO9HD7r4POTxwmJga59jQ8evSg8+EC5GLvNb1RqZdFhDIteWwMXcDddkr8Fq8mT5BQyelJTkzfI53e3ZmvFmM9v0EIUceny14bE6r+oqm0Bpt4+zIOdpjHciCzDx3BXW+FVRnVRG0XtaHEVB1hcHUEI3RRi5ELuGRs/DNoE8w+q5TXIhczNSzTbSxJrCKjcENmRCgy89XH+uD4mqc1lgbDaONNIw2MJAeYkn2ojl5tLXHO+iId6LoCi7JyUp/HRuC68l3hAxB4LFnnNJSNIw28lb3O1yMXLoyaU+PsDe8n8XeRTPy5LMIFrbkbkbV1XF9QlpTODZ4jJ+0vzJpONyNougK+8IfGWKuCCz01LA5dyPVWYaXj5jpdxVaY63s7HmPE0MnM4a+UWWUd7p3UOEqvyGvnE8Dmq5zoqmLFz84wfYV1Ty9fgk2WeJ0Sw/fe20PL+85ybe2rQYgqSicbevh9x7bwMqqYqKJJN/fcYjndx9jcVmIqvwgq6uLWVKWz2uHzvLPbx/ktx+9l5Jc4xuzSleMBR6nja/eV0ffcJQ/feGdCcsWS6bxuXX+/ROb+fGeE+w6cYnf+sx6vrqljv/woze51BmmMj+A227lS5uWMzAa489f3DnhuTwuO//mgVUZXYtESuH53cdIpBS2LavOjJYLAl6eXLeYefkBPA470WSKf377AD/bf5pty6opCnpZXBqiujBoGCi6+vn29tUZo4ssSZk5kN0i89S6xURXzOc/v7xrXHj5ZdrDw/zjWx+xoCiXb21bhdfloD08zH/7xYf8cNcR/sNTW7BZZLQx3YqV8wr5rUfvxWG1sOP4Rf76Zx+wZXEH+X6PGWB6EzGNE3cxbq8Tf66X3vYBVEWj5WIXq7YsRLRN8lgvh38MGJMc2SJRuiCfD147esvLKooi85eXsuVzK3n2r9/IbI+OxLl0spV1Dy25Kak9bxUBW4CJ1lrSWgrpmjAFv9U3Z7GxiRhJj/BW9zvjhDeLHIV8vvgpFnlrJ/S+sEt2VvtXUeoq5bmW5zk1fMYY4KBxoP8gNVnzWeFbPu2Avy/Rxy+73mAgdSUkRxIkFntreTj/ISpc5ZPqR3gsHspcpawN3MNAqh+bZJtVSAcYg1JN13BIDh7I28q2vPuNwf515bax0FtDjj3Icy0vcmzoeOYv3YluzgyfZW1gzay8J1RUXJKLh/K3c1/uFlwTiOXZJTtLs5cQsAZ4rvWFcZoRbbE2LkXqWZa9dNrrGqrnFixcX5fZlmykmyCYdy2arnFy6BR7wnvHGSZckpMNOevZmruFoC044XvswoXf6md+VjWpnBQDqUF81uwZ1a8oiNT5luOQHOTbQ+TbQ1hEy6TH2iU79wTWkGfP44fNz9ISa838rSXWRme8kzJX2ewrwOSmk1ATvNuzk4bRhsw2r8XDU0VPsMa/ekI3b7sEtZ6FFDuKcMsu9oT3Gtk80DkzcpZDA0d4IG/rtMZeh+TgswWfYX1wHeWuMvxW/5RtsFN28ljBY3gt2bzS/ioJzfC4SGiGMazOt3zKSaSu67TF2vio/wBJ7UpoYY4tyDMln2dJ9uIJ2+ZKt5t8e4gca5A3ut4krs1e/2k4NcxbXe+ME9AtcRbzheKnWOBZMOF1HZKdtYE1lLlKebbluUxbpaKxP3yAmqwFLPbOzrMNjPra0fMuw+kRbJKNrblb2JSzcVJPDI/FQ4mrmHWBtaS01Iy8B9NampNDp8d5KC7NXswXi78wYbt8GZfsGjOiL2U4PcJgapA8e+6cVjgvG57dspvPFDzCxuD6CQVU7ZKd5b5l+K1+nm15nkujlwDDYNIcbaEx2sQiT+2N9QnW7FvukZDW00iILPMt44vFT5Njy5mw363xLCDfno9DcrA3vC/zjNrjHewJ7+XxwsduahaeTxrJtMJHF1qxWiQ+u2YhuV5jMWPN/BLW1Zfx7olLPH5PLVkOO7oOS8ryWVtTittuI9tl56EV8zlS387xhk6qC3KwyjKSIGKTDYOZw2bJhIZcjSAI2CwyDuvk2Tx0XWdBYQ4lOdnMC/k51uBkeUUBNotMrtfN4GgcXR/zorYYmhWTnUsUhIymhappfHimmQ/ONPGtbatZXHbF49Jtt3JvTRmxZJq0qiIKAgtL8njj8HliqbTxXcgSFlnCPuYBYbdOfY+ariNL4oTGiWMNHfRHojx+Ty3FQWMM4y2x8+CK+fxw1xEudoZZPGb4KPB5eGxNLSFfFgCrq4vJzXbR0jtoGJhNz4mbhulvdRcjigLFlXmZ31vOd5FOTx6Tr2kazee7uLxIk1voIzvgJpWcPo7/ZiBbJBbfU4kr68qqha5Db8fAdboRJgaarnFm5BwXI5cyK0ZOycH20AMs9CyccmAnCAJ5tly2h7bhucprIKJEODBwaNyAeiJ0dA4NHqE11nblnAgsyJrP54ufpspdOaNBhyxK5Npz8Vq8c3Z7W+xdxPbQA5MYJq4QsAbYkrtp3MpYXE3QGmudNhb8WgQE6nzLeSBvK85pVtoKHPlsytmATbzSQY4qUdrjHbdVp2QqIkqED8J7GFEimW2yILMldzOP5j9Mjj1n2gGwIBghGfmO0KyysGTJWazy11HqKjFCoKZ5L0RBpNRZwvrgveMmqVHVqGOT24+u67THOzjQfwhl7FuzCBY2BNez2r9qSu8WQRDwWDw8mL+dgqvEEVVd5aP+g0SuekcnPQcCZa5S6nwrJjWqXYtNtLLav4oKd8W47e2xduJqfMpjFV3hzPDZcUZjWZDZnLOJWu/UbbNTcnJf7mYWehfOWtBV0zVODJ+iIdqY6RNckpMHQ9uYnzV/2j4h3x7iwdA23NIVw8twepgDA4cmFHieDlVXCacMI8mmnA08nP/gtCEil0O5sixZM+oTFF0hnAqP27bIUzulYeJqREHEZ82mwl0+K/2h686DyGr/SrbkbJrW+6LIWcimnPXj+oSIEqEz3nXH9gnXErQFeST/oUkMEwYCAtkWL9tDD4wTNlV0hRNDJwkn+29Z+MkngbSi0t4/TIHfg+uqCbYoCJTn+WkPjxBNXFk88LudOG1GWyoIAv4sJy6ble6h6dvI2SIADpsFSRSwSBJWWcJlM0KWRVEY84KY3bPVdZ3z7X38+MPjbF9ezcbacsSr3q3+SIxXD5zhL1/eyZ8+v4M/e/FdfrL3pOE5NAcPs+loDQ/jz3Jl9CUuU5brI5pI0j9yxTspy2kj76rMJ7Io4bRaSSvabKvBZBpM48RdjCgKlM6/olLbcrGbZHzywYWqajSeac/8XlIVwum2Z8QxbzWCIJAdzCJYMN6NMzIYI5X4eAwkdxtRJcrhgSMZ1XMBqHRXsjx72Zib/dQIgkC5q4xaz8LMNh2dpmgTnfGuKQcNw6kRjgweHTepD1j9PJr/MAWO/I8tltQtubgvdzMuaeqsG2AMQoscRZQ4izPbdHR6Er3TTjauxWfJZkvuJiNcZQbXLXeVkW+/4sKqo9Od6CGp3pmGt5ZoK+fH0qfCFcPT1rz7cFumF7a8EQRBmHVGBEmQqMqqHBcalFJTDKaGbsmgxWR2aGgcGzzOYPpK6sM8ey4bczbM6BsSBIEcW5CV12iI9CR7xrnzT3X85dScM0UQjIlVlXseFuGKoXUwPXid/sq1RJUoJ4ZPjZtoFjgKWOmvmzbMSBAE3BY39wbX4ZiFUQ+MkLHDg0cy7ZmAwALPApZkL8mk85zu2hWuinGinxoa9aMNc9a/AKhwl3N/3lZc02RHmguarqFo48cpt+OLD9oCbM7ZiE2yTXuPl3VQcm05mW1Gn9A9JyPQ7WCRt5YSZ/GMvt18e4g1gdXjvqOOeCctsVazfZ4rAmPf45X609E/1pdfFIRxz/9GPu3LWUT+++v7mJcf4PPrl+K0XVmcSKUVfrTrCM/uOkJtSR5f31rHdx5dx2dWLxw7/oZuZVImu6VrryeJIpardDTGct1jWiZuPqZx4i5G03SKKnKxjaXsGRmM0tM2MOn+8dFkRm9CEASKKvOwTBYCcouwWGUcrvHuV+m0gnaD+ZU/qQykBselErOIVmo8C2akY3AZh+RgnrsiE8cPhohbd6J7ykFDY7Qxk8v+Mou9iyh3l3+s6Rsr3BUUOPJnPOB1y26C1vFaHlE1momHnSnVWdXk2vOm33EMr8WLzzre8DaqjE6azvB2c3r4zLhBskOyc09gNT5L9h2ZnlMQBNySa5xQoYZGQk2aQ4M7gLgS58w1qXCr3FUErFNnkLoaEZGqrKpx4V9xJW5kC7hFI1NBEMiz547zAkuqKdLTGCcGUoN0xrsyv4sY3j1XT0ano9RZQnCWKYH7k/3UR66EzdhEGws9C3BJM/MiAHDJTiqu6RPCyTC9yd45jbNFRFb5V85IP2IuyIIF9zUeD6dHzhBVbo3mwmTMz5pPziyer8/qw2sZL6Q9qozO2ovvdiAistBTM2MjsizK141NDKNX/V1xv7cLqyxRHPTSNTBCNHGlP9Z0neaeAQr8noynBED/SIxo0thP13UGIsbvedlZV046Jgiv6TdoyLjJRsZYMs0Lu4+jahpf3rQCj3P8XCAciXG8qZOa4jy+uGEZKyuLqC64ItJ5ffEMUXxdn7vhojQnm/5IbCxE5cpJWnoHcdmt+LLujoxrnzRM48RdTCqZpqA8B4/f6LQTsSTNF7om3b+9sZfIWFYOh8tGaXUIXft4h/Wapl8X9yVbZETxzpsM3Qk0RZuJXTUAs4m2GambX40oiARtgXHxsZfTbU42cVZ1leZoC6PKlbRPVtHK0uwl49xUbzUiIhWucrLkrOl3HsMqWq4T+0yqyVkNkERE5rkrpg3n+N/svXeUXGd6n/ncXLmruqpz7kbOieQADDMkhxPJCZogjSx7JNnWHmdptZZX2rO2j1c6Rxss2bJka7WyZHksa2SNxIkkZ4aZxJAEiEjk0I1G5+pQOd7w7R/VXUChA7qb3SAA3ocHh8Ctqvvd8MX3e9/fW1uuMS+0oWiXlpWG9E5Tskv05wZqdkljeoxtoa13teK0KmvzdAssYSLuETfp+5nhwgiJcqLm2ObgxhV5yEiSVBFJvMnI5+AQL06SX6Hn00qYyyZxA3Fbo+JQYbjGuKfJGhsCfSvy3PAqXjp9nSu61v7cQI0XmFfx0LeKMaHBiNV4bcyJda7GmFqn1dHn70WRV+YNtVw0WWVjcEPNsdPJ9/jW8F8zWhjDcqx1351XJIUNgb4Vha8ZsjGvv7pbx4RbCWmhZYdHzdHhbZ9njLmeH3KNE0ugayoHt3RRtm2+f/Q8M5k82UKJY1eHefPcNT62s49o6IZh7tS1MY5eGiJTKDGezPCjk5dQZZk9vTdCaiRJIhLwUrYsLozEyRXL5IplyjeFfVu2Q8m0KFk2jiOwnNl/m1ZVtHK5VM9lWtjCwb75XLPz/ZJp8d13zvLu1WF+8eMP0BwJUDQtCmWTsllpv6osoyoKRdMkUyiRL5mcvT7Oj05cWrB/C/u9OEJwYThOplAkVyxTLN+4x5rrcAS2EJRMm5JpYc1e196+NmIhH989co7RmTTZYolLI5O8cOISG1tjbGpdmfHYZW24exUIXW6LWbJo6YoRqg8wOZqkVDAZujyOcATSAov9ocsTFLIVF/NAnZfOTc1kEvl1c5VaiFKhTDZVu9sRDPvQDVcwaSGGC8M1A7tX8axoJ3IOj+xBv0UfImEmsRxrQRfkol1iolTr4hvV62kwYjXxgeuNoeg0LkP74GYkSapRT4eKscVZQUX3Kl6iRnRF5cqSNE8c1Z4V9rvbmC7PzIvjb/e1va947DuBhOSmprtLGS2OVdN4QkV/YaVeAVAxQPlu8QJIWxlKdnHe7vlaUcnkUcvt2m28GK/pm1VJoXkFnlZQMaQuN2PTHEP54Zpr8yreZac9vRmf4q14i9y0bkyUE9jCXlCEcSkajBghLbRuHleq1sxvmAAAIABJREFUpLIvspd3po+QmM1YVXJKvD75JpczV3gw+gA763bQ7GnGoxjrch0+xUe9HlnhmCCj3mKcs8T6G1LWgrBWt+KsJrqsEzOiXMtfqx5LmikKdmFFRp0PE7Iksau7ha89tocfHL3A2xcH0RSFTLHE5rYGfubR3Xh1FdOyUWSZ1voQ3zlylv9x+DSZQoli2eRrj+2hu/FGHyABm9oaeGBjB//vC5VMF4os85kDW3nmwa0AvHlugCOXhpjJ5umfmGYimeF3vvM69QEfj27vYWt747Lv4a0Lg7x98Toz2TyXR6bQVYXf/c4bRAJeHt7azcEtXYxMp/iL109Stmz+6vBp/vqt96q/397ZxFce3kU05OPxnb18++2z/PqfPY/Po2FaDr3N9QxPp+aV29UQ5vFdfXzz9ZO8dPIymqrwkS1dfP2J/QAcvzrCG2cHmMnmOTM4ju04/LvvvkHY7+Xgli4+uqOX9miIf/Dpg3zj1eP8r3/2HF5dI1ssEwv5+foT+wn7vZSW0PJzWR9c48Q9jG05RBqCNLZF6D87jG3ZjF6bpJAr4QvWDgS27TB0ZbwqPBms99Pe18SZt68udOp1QQjB1HiSqdEb6TCRoLG9Hk/gzu3G3yvM5Xa/Oaa5YBf5zuj3V5w6MWWm5u08Fqz8osJcJafEzC27oFE9SlBbvgfDWqDLxorTj64FXsVDaAXeGnPcvT4HtSTMBMVbtDDavG3zjCt3AkdUMrKYwmSmnCBRTpCxshTsAqZTxnQsLGFhORY5O8dYYfz2J3W5owghmC5N13gSSMCL8Zd5Z+bois5VtAs1KZMBSnZxRTv6QohqOsm8XWC6NEXSTJOzcpScEmXHxBYWpmPOegyMz2sPt2NuIT+HJuvzwrpuhyIp83aal0IIwWRpssY4kbPzPDv8HdQVZkRIlBMU7NpMIXm7gLOKXX2/6l+xdsZKmNNO+kTzU3xv9AdVDSZLWAwVhhkaHua1yTfYEtzErrqdbA5uIqgFkZHXzBPMq3gJassPp7zp6tek/DuNX/VjrCJFc8yozWtmOiYpM01kFQa0DwuGpvLlQ7vY3dPKxeFJTMumORJkd08LId+NduUIwa7uFp55YCtnhyawbIe+5ijbOpvQb9JCkCSJtvoQv/7lxzk5MEoyV8RnaOzsumE8DXgN2mN1tEVD1WwUUNFV8Boauqby9Sf209NU2Qzb1d2Cz9Dw6hpCwM88upuW+hCyJBPw6LTH6mitD7Kj80YZsizj91TqUJ3fy99+fD9la34/3h4Lo8gyiizz1Ud2s62jiYGJBIossbE1RkskyL6+thoxSoD6oI9f/fxjHO8fYTqdx9BVtrTdMKr4DI3WaIimcGCesSUwe12qovDRHb10N9Vz9vo42UKZ+qCPPT0txEIV/RxVUXjmwa0Uy1ZNaw75DL7+xH6awsEFN4RdVo9rnLiHcYSDLEv0bG3j6EvnsCybydEkM/H0PONELlVg9NoUzmwYR0dfE16/cUct+KWCydGXzmLe5HblD3rp296Oqq6PO+i9jClMClatQSFjZXht8vU1Ob8l7EXfv+WYZM1czTGf6rujIR1AJSXWHS6zUq66YgPQvUTOys+LqQ9poTvmFSNEZeE4XZ5mIHeN8+kLDOavk7WylJ0ylmNXvF1wEELU/N/l7sMRDjkrV/N+TGHx9vQ7a3L+5Xo+CSEo2AXGi+NcylzhQuZiRZTWKVUNEXPGMDH739zfV4JAkLfzNb8z5JWnSpaQ8MgGMvKy6rYpzOrCfI6UmeKVyddWVO5irNbTS5f1Fd/7asr4WMNjaLLGixMvES/WGu6nSlMcLk1zInGKBqOBvZHd7KrbQau3FUO+vYDl7VAlFU26f8eEW9FlfcWixcA8rydb2CsWo/4woioyW9sbb+OxIHCEYENrjA23CTeQJImW+hAt9aEFPz+woZ0DG9qXPMen998Qze1ridLXcsPw9OTujdW/7+1rY29f25LnigZ9fOWRXUt+ByqGmv0b2tl/y7XdfC1zSJJENOTnqT2bFjzX9s5mtnc2L/jZrefpbozUeJ/cjKrIPLKtZ97xgMdY8Lpc3j+uceJeZnYO0be9DUWVsSybqbEkM/EUbb21qZ9SM1nGr98QN9y46/YKzGt2mbOCNacOX+Lw86drPmtsi7Dr4Ia7Os79g2JuMr1+LD4JtYUzT1Fcl7V1n4Deioy8rKwka40iyctSvr9XMZ3yvDhgr+KpEchbL4QQZK0cb04d5ifTbzGcv3vTrbosD0tYdyADwdKLZkc4DOav83L8VU4lT5My57sBr9mVCIF5S9+syxrSCkOOJElCkRUUSVmWx0J5gXa7lqx2r0KR5BXf+2rwqT6eaHycjYENvBp/jaMz75K1bxjRBYKcnSOXz3Etf41X46+xN7KXQ9GP0BfoRUJa9VxDkWXUddLUuBuRpdV5ndxq1BdC3FZc1mV53P3BQC4ua8P9O/v+ENHW14gv5KVUNKsZO7Y/KFCUysAihCA5lalm8pAVmd5tS1tM1wohBNlknlNvXea//T/PkYinq58pqsxHP7ePaPPy3Vo/TMy5Jt+MJmmVVG1r4CoaUANLTCjFPJHBtXSRXTbS6ieT77vce9QddzkstAt9J7QchBCMFEb5m5FvcyZ1lpJT60rvVTz4FT+G4sGrePErPjyKB0PW0WUDW9icSp1mprx4ViKXO08l2V1tnZKRCaoB5FXsvt5KSAstuYtrOiZHZ47x/bEfzEuRLCPjV/34FB8excCn+PCpXgzZQJcNDFlnsjTFe6kzK8voc0sTWki3YjlIyBVR/GWsPBwh5nm7re2YsDbnWU8UqZIV5ac7v8LDsUO8M3OUM6kzTJdn5hnIEmaSV+Ov8V7qPQ5FD/JYwyNEjeiq7lHi/h4TbkW830wPN59rbU7j4uLyIcE1TtwHBOp8dPQ1koinEY7g+qUxzJKF4qtYsB1HMHptikKushCINdfR0Lr2cfxiduJkliyyqQKTowkGL45x4o2LvPvqeXLpm1z7JNjx0Aae/PKDrtfEIiiSMm8nu8PXzhfaPrdioaqFCCwRJyxJ8rzFgCksbGGvytXT5e5CkZR57a5slxGIdZ2Ap8wU3xr+G04kT9YcD6khdod3sSW4iQ5fO1Ejhl/xzbvG6dI0o8VR1zhxl1ERg63tF8J6HV9t/zLRW2LQV4MhG4QX0XNwhMPZ9Dn+cuiv5mlVdPu62B3eRV+gl2ZPMxE9jCZp8+rVkel3uZi5hGkvzzghSfOFWU1hriokQghn2eGVqqTMK7fH383nWp+elxViNQTVwJqcZ72RJAmv4mVjcAN9gV4mS09yOnWa95JnuZS9XBNG4OAwWZrie6M/YLgwwtc6v7qidKAfVhzsVXm03WogqghUu3OG94uhqXzp4E7aY+5mnsv9j2ucuA/w+Q26Nrdy+q0rAFy7OEa5ZOKZNU7Yps3A+ZHq97s2t+APvf/F7ejAJP/iq/+hJg2oEALHdjBLFvlckUwiXzWKzCHLElv2dfOLv/EM9U0Lx8O5gK7o81wkZUmmx99NSFvf56ZKyjwDSMmuxG3fz1oMHxa8imdeiE7OzlcWSetkm7CFzeGptzibPldzvC/QyxfbPl9J0yd7bmusvBeU7j9sqJI6T43fFg7tvnY6fOvrpZcy0/xw/Mc1hglD1nkk9jAfb3qSJk/jMgyqK6tTEhIexVOTEahsl1csJilEJWXpclNLGopRybBxE7Ik0xvoxa/6FvnV/Y0syTR5GnnSeIIH6x9kpDDCsZnjnE69x3R5phoG4+BwMnmKoBrgKx1fIqCuRtzyw0NplSFERadWZFWR5DXZTPmw49FVfvrR3R/0Zbi43BFc48R9gOHT6dzUhKLI2LbDSH+cfKZIKFJJu2ZZNgPnR6vf79y0NsaJUqHMpZODK/qNZqjsf2wLP/srn2LDzjune3EvIiNTp9XVTIAzZuaOxG9qsjbPAJIyU+Ss/F2fbtLl9gS14DwjU7wUx8ZGYX12uRLlBCeSJ2t21iJamK+0f4nNwU3LCitxcNY15t5ldUhI1Gl1qJJa1cnJW3mKdhEhxLr28xczFxnMXa+5ll11O/lS+xfxLeB9sxDmKoQgQ2oQWZKr9bHolMhZuRWlT3VwKhkylrlDPTcm3EzGymCtJBzlPkWWZOq0ECE1yKbAJh4pPMzrk2/y9vQ7VRFRW9i8M3OEfZG97A7fXpzvw0zeyq9KR+bWLF+KpN7xLF8uLi73Nm7C+PsAWZZp6YoRrK8sGnPpIiP98ernyckMkyOVAcPrN+jc2ISq3Tk3O0WVCUX8bD3Qw9/737/AP/ntn2bDDtcwcTskSaLN11qzaMvZecaLE+tetkf20HiL6+tUaYqkmXR3ru8DYnoU3y27WcP54XUTNRRCkCgnGSmM1hzfGd5Jj7972XoXZcd0ld/vQiRJotnTVOM9YQqT0eLoqkIdlosQgqvZ/prdWlVWeTj2cEWHYZljTNbKrtjo1eCJ1YTd2cIiXppc0Tksx1pRiJIkSbR722pCr7JWjolifIlffbiQJAlVVuj2dfHVji/xTOtn8N+UQaJolziVfO8DvMJ7g6SZomAXVjTe28JmqjRVcyyoBgi4GxouLi4rwPWcuE9o7ogSiQVJTmYol0wGL42x/2NbARi6MkE+W5m8BSM+2jc0rYlhYM7oUHMuCRRFQfdoBEJeIg1B2nob2bKvm+0P9BKs999naUPnP8e1nIr3+nvQJK06cS7ZJS5nr7AttHVdjTu6rNPmbUWTtKpIXMpK058boNffc8ezdrisLSEtRKOngaHCcPXYaGGM0cIYm4Ibl/jl6slZuZo0iJqk0eFtX3aqWCEEGTMzb2fO5e6gy9eJX/WTtbLVYxfSl3g4emjdxFZtYZM0UzWGhZAapMXTtOxzOMJhvDixYo+0Nk8bqqxWdSpMx+JabpAH6g8s+xxlp8xoYWxF5fYFelEkpeqhUrALXM5eYWPAzXp1M3O6FI/EHuF8+iKnUxWDhEAwWhhdd4+ee525vrbL17Xs34wXJ+ZlyWnztro6VS4uLivCXWHcJzS0Rog21zFwfpRy0eTahTEcx0GSJAYvjVV1H+rqA7T3LpVHefk0dUT55f/ra2ieG9VIQkKWJVRdxePTCdR58Qe9yMr96aSjyRq3arSv5e5zq7eFDl87l7MVPRFTmLyXOsvDsUPE9Oi6Ta4kSaIv0EdED9fsBr478y77I3tdQbF7HFmS2R7azsnk6erCLmNlOTJzlC5fF4ay9roit7quK5KMRzGWXYctYXExc2leTLPL3UFEj7DB38fETZ5dl7OXuZ4fosffvS59lUDM03kwFA/KMlM+CiGYLk8zmBtcsfhfs7eJej3CSKHiyWMJi6vZfjJmlqC2PD2DhJnkev767b94E23eVtq9bVzLV0Iqy06Z95Jn+Ej9Q9TrEXfBfQuGbNDmba0aJwDKoqKn4BrZF8fB4Xz6IjvrdqBJ2u2/LxwuZi6RNjPVYxISGwIbXOOEi4vLirg/V4wfQjRDpaOvCUVVcBxBfGSGTDKPZdoMX41TLplIErR0xwiG10Y4y/DqbNzdyZa93dU/m/d2sXF3Jz1bWyuhJmH/fWuYAPAp3nkD71Rpas1cmYNqkH2RvTWTqMHcIG9Pv0NZrI8L/hzt3jZ6/D01xwbzQ7waf52SXVrkVy73CltCm4nqNzIpWMLi3ZljnE2fXRddB0M2atzgLWGTt/LLdhueKE5wZObdNb8ul7VBlVQO1O+r8YSZKSd4Kf4KOTu3LuEdqqRi3KKdUrDyWI61rN/bwuZU8j2uF4ZWXHZADbAluLnm2FBhiAuZC8sSxnSEw6nk6ZrF3HKo0+rmjQlXc/0cmTmKKZZ33x8mBA5ZK1dzzJANd8G8DM6mzzK5jFAlIQRJM8WxxPGa9NARPUK3v2te1jEXFxeXpXB7jPsESZLo3dGOplcG3OnxFFNjSVLTWSaGpkGArMiuCOUa41cD8wTKLmQukjJTa6LNoMkaByL76PZ3V4+ZwuTFiZd4Lf7GimJCbeGQtwqMFcZILMM1XpVVHmt4hKB6Q8yq7JR5dfI1Xpx4mbSZXtYkXAiBPbsQdY0adw8NRoyHYwdrFjkJM8mzI9/hVPI0Zae8rLolhMB0THJWblGjhiRJ+FV/TVuxhMXV3EBl4bpEOUII4sVJvjP6fcaKK3OBd7lzSJLExsBG9kX2VhcjtrA5OvMuz429sOz+AirvvGgXmSjGiRcnF60fkiTRYDTU7OxmrCwDucGl6xQCy7E4nTrDjydeXJXIsEf2sDu8i9BN/WPWyvHjiRerYQOLYQubS5nLHJ56qxo2t1w0WeOh+gdqsqCUnTI/mniRN6cOr3BMqPTLY4UxkuXk7X/wATFVmiJejFcFVpeLIxyG8sNcylyuHpOQaPe2u/OgZTBRjPP8+A9JlhfXmhIIyk6ZN6cO1zxnGZmdddtp8jS6z9rFxWVFuD5t9xFdm5oxvDrFfJlEPM30WArhCOKzYpiKItO7bX3Tun3Y0GSVvkAvl7I3BuXhwggvjP+ITzV/kogWXnBgnnNHlpFvO3DHjBhPNj7OVGmS5Gw8Z9JM8d3R7zNRjPNA/X5avS0E1EBNbLcQlUlDxsqSNJOMFca5lLnEYP46T7d+lgeXERvd5+/lkdghXpx4qborl7VyfH/sOYYLIxyMPUSbp42wXlezE3Vz2TPlGcaK4/Rn+9lRt31FMdkfZuaMOpVMArWYwsQSNirKqid+mqRxKPoRzqcvcDFzqbqzPZQf5r9f/yYPxw6xq24HTZ5m/DdlPRAIhBAU7CJpM8V0eYZruUHipTifbv4kLd6WBcsLa2HafW0kUjcMY2dTZzmWOMHB6EPoUu0OuKBi9BjIXePH4y9yInlqzT06hBCVhaqwcG45t4OD6Zg4wkFCui8m2HP3W3bMeWEMNg5lp4wqqavWiAiofp5qepLr+SFGCpX01SWnxMsTrzBZmuKR2CE6fO3UafP7C0tYZK0cKTNJvDTJ5cxVzqbP8mjsET7Z/FSNCOTN9AV68SoeTKuyyLeExauTr9Hha6fN2zrvXgSCVDnFqdR7PD/2wqrFJCVJYkOgj62hLRydOVZ9nley/Xxr+FmebvkMXf7OmtSflXZT4Hz6As+Nv8B4cXxVZTd6Gnmy8XH+cuhbZKyK58VMeYZvD3+H8cI4++v30eppwa/6540JJadM1sqSKCcYK45zMXOJ4fwwX2j7HHv1Pau6nvXmTOosr0y+zqbABjYHN9HsaSJqRBdNPSyEIG/nuZod4PnxF2p2/72Klx112+/k5a8Z1THBWWBMcCwsx0KRVj8m3IolLN6ePoIu6TzW8GhFP0JWqm2x4jGR5O3pI7w48XKNoa1ej3Aw+hE8smex07u4uLgsiGucuI+obwzR1F5PajpLLlNk9NokpmkxNV5Z0EYaQzR31H/AV3l/ISOzN7KHn0y/XRWCKjtlXp54leu5ITYFN9JgxFAlFVNYFO0iOTtHxswgSzLPtD5N3S0pO+eVIcnsj+wlZab4/thzVcG5jJXhxfhLHEscp8XbTFSvx6/6USWVsmNSdIpkzAwZqyJslSwncXDwKt5luz17VS+fbH6KqfI0JxInb6QJtPP8ZPot3kudodnTRMyIEVD9GLKBJSwKdpGMlSFlppkuTZM20+iyTpev83087fuTS5nLjBXGKDhFSnaRolOiaJco2kVMxyRhJmqEJAGeG/thZdIoaxiygaF48MgGhmLgkQ0ieoRtoa0YyuJik5Ik0ehp5PNtz/Dng3/BSKGSWUEgmCxN8d2R73F46ic0eZqIaBH8qq9at3J2loyZIWmmmCpNk7fzNBoNPNn4xKLlhbQg+yP7uJrtr95Pzs7zreG/4Wr2KltDW4jpMRRJoTCbleZqboCL6YtMl2cQCDq87UT0CGfT51ZkqMhaOc6mzpGxMjXPuOQUKdklTGHRn+2v+c14YYI/GfgzPIqBLuuzz9aDIRt4FAOP4qXH312zg323MFNOcC51joJdpOgUKTmV+lS0S5SdMkW7yOgtmVP6s/384dU/QpM0dEWv3uvcfftVHxsCfTR6FtcskiSJXn8PX2j9HH8x9JfVTBQFp8iRmaOcT5+n2dNMgxEjoAbQZR1LWBTtElkrS8bKkCgnmSnPVPua22n49Ph72BTcyLuJ49VjlzNX+KP+P+ZAZB89/h4CagAbm7SZZig/zMXMJQZy1yjYBVRJZW94N4P56yvOtuFX/Xyi6eOMFEYZnjXG2MLmZPIUI4VRNgU30OHrwK/4sUQlM8f1/FBFm8LKoMs6G/x9jBXHSZjLF3qVJZkH6g+QNFM8P/ZDcnYlbCFlpfnRxIscTRyjxdNMvV5f026LdoGMlSE9azROlVM4OARU/12dorcsTMYKY1zLXePVydeJGTEajBhRvZ6YHsOn+jBkHQdBwcozXZ5hpDDK9fz1qkEfQJEUHqg/wIZA7wd4N7fnQvoi48WJSpt1itW+qmiXMB2T6fL0vKxF3xv7AW9OHUaTdYyb2q9HMTBkD1E9wta6bejy7fUjJCRavS3krBxJM8XL8Vc5l75AX6CXVm8LQTWANZuZ42q2n6u5/pp2qkoqH2141BVpdXFxWRWuceI+wvDqdG1u4dKpisBW/7kR0okcVrkyyevc2Iwv6F3qFC4rRJIkunydfLThUV4Y/1F1gDaFyfnMBa5kr6LKKhLS7I6zgy0cbGETM6J8sukpuP1cAV3W+VjjRxEIXpp4manydPWzhJkgYSYqYqSSXC3LEc6axHmHtTBfavsiqqRyPHGc0k2TkIyVIZPNcDl7BRkZWZLXtOwPA4enfsKRmXexhY0jHBwchBBLCvT15/rpnw2jnnvvlecvISHT7m2j29+9pHFijk2BjfxMx1d5duQ7DOSuVct1Zo0Uk6WpeXVrNQsZWZI5ENnHpcwl3pp+p1o/0maaNyYP8+7MMVRZQ6Lijl12TMpOuXo9bd5Wfqr9i1iOSX9uoCYrxO2YLk3z7Mi3Scwa6Obq51L1NGfnOJU6DVSecfU5zz4HVVL5bMun7krjxHB+hG8O/Q9Mx6re71y9Wux+KzHjJ4C5OlWpS3N1y6/6+HL7l5Y0TsyxN7IbgcP3Rn9QkxEmY2XJZK9wOXulssO7Bn2VX/XxZNMTDOWHmShVvCAcHK7nhxgvTszqC8gIKoaDijGqssOrSRoH6vfxdMtn+OH4iys2TgB0+7t5pvWz/OXQt6rGGIEgXoozWZpEl4/Nli+wHLtatiLJ7KnbxSebn+KbQ3+1IuMEVHQTnmx8AiHglfgrzMz+XiCYKc8wU55ZtzHhg6SS4WSU0cIoMjKqrKJIMtJsKJEz6212ax+lSAo763bw6eZP4FPWRndrvXh96g1OJE6taEy4kr1a/buMhFQdEyrvv9vfRU+gZ1nGCYFgS3ALET3MC+M/ImtlGS2OMlYcQ5f1ansyHbNqRJxDkzQOxT7Cow2PuroeLi4uq8I1TtxHeHwGPVtbq/++fHqIybEbcaQ9W1vxB10Xu7XGo3j4ZPNTWE7FnbhgF6sTQFOY1VRz74dKWjQPTzU9Sbu3jR9NvMjl7BVKdqla1u0WjTIymqzR6e0gZsRWVHazt4mf7fwZunydvD71JvFifN6kZG4RtFjZhmKgL2Ox/GGj5JQqceKrXDTMvXcbu5rHtuAUEMvMPqDKKjvC26nT63g1/hpHE8fImtmaifDt6pYiKXgVL+ptsiQE1ABfbPs8AMcTJ6uZNxwccnYeFihClzX6/H18sf3zbAj0kSgnCaiBFRknHJyqF8FqmPMocYRTfcYmJuVVaBXcCWxhkbcLq94Nr7xvAdy4X8mW5rX5hZAkCU3SeLD+AWJGjBcnXuZ06jR5q1BTp5a6NgkJTdao1+tpXSRMaA5Zktkc3MTPdH6Vb498l+HCMPZsP1R2ygt6XkhUNFAejT3MJ5o/Tp1Wx8bgBt6YenPF7VCVVQ5E9qNKKt8be46h/FD13gSiRiBwDp/i44H6/TzT+jT1WoR6vb5qQFgukiThU718quUTdPja+PHES1zN9lNyVjEm+Dqp1+9er8o6tY6AGsAya40Ozmwo0lIokkJIDXIodpCPNTy2LOPaB03Jfn9jgoOAW8aE4grPZwuLxxs/ik/x8cL4j5gqTeHgLFifodKmfIqXjzY+xqebP0noNh6hLi4uLovhGifuIxRVpqU7hj/kJZcuMNw/URHDBAyvRntfE5rhvvL1wK/4ebr1M/QEunlr+h1GC2NkzAwlp1SdTCmSgi5reBQvfsVHp68DfYUpGzVZY0fddjp87VzIXOJY4jhjhXEyVoaCXcB0TAQCRVJQJAWPbOBVfYTUIB2+drYGt9Ab6J0n4nk7JCRCWpAnmx5nZ90OTiZPcT59ganyFDkrR9EuYQkLgUCWZFRJwZANvIqXkBaizdvK7rpdbAltXrKMsB5mW2hr9VidFlpVzGqTp4mtoS3VfzcYsUV3jCRJIqrX15Qb1aPzsgAsh1Zva8152rytaLdJV9fmbWNbaOua7mjG9Oiy0r/NISHR4W3ny+0/xYH6A5xInOBqrp9UOUXezlN2yljCru7EapKKR/HgVXxE9DB9/l72RHbTaCw98Z8TMPzZzp9hY2AjRxJHmSxOkrVyFX0HHGRJRpd1/IqfqFHPnvAuDkQOEDOiyJJMnRZib3gPg7OpFJs8TbCIHsEcXsXDpuCGear97wcJ6a5NqRvUgmwNbllxesylMGSD8Ar6jbkQj7/V9TUeyj7AscQJBnPXSZtpCna+qnshI6NICoai41V8BNUAzZ4mtgS3sDm0iYgWWVRvYg5FUthdt4uoHuXNqZ9wMXORRDlJwS5UDSrqbJ0NqgE6fO08VP8g20Jb8SiV/qXL18me8G5KTqlqbFsuqqyyN7KHZk8zh6fe4nzmPDPlGfJWpXwJCV3WCWpBWjzNHIw+xM66nQRUP5IksS20hbydxxY2PsWHX/FL8UVSAAAgAElEQVQvu2xd1tgd3kWXv5Pz6YscT5xgvDhO2sxQdIpVsc8b/bIHn+olpIbo8HWwLbSFHn/3sscEVVbp9HdUFr6ztHrb5qXUXkt2h3cS1us4lTxNf3aAlJkibxcoOUVMp2KwEIiqR5Mma7MCvCE2BPrYE95Nj7+7JpPMUkhIxIxYTV/eaDSgr2JMaPe2kbnpPF2+ztsacdt97eRvCdt4vzQZjStKnVqcbQePNTxCp6+Dw9NvcTlzhZSZojBr+JSQMBRjti61cyj2EbYGt+BT727PFBcXl7sbaS0yCqwBd8VF3O1cPHGNX/vKf6BcrEw2fuqXHucXf+NzKOqNga7/3Ai//Y/+C0OXJ2p+29gW4dd+/+tsf6A21vKdH5/h//j7/xnbqkw0fv5fPM1P/U9PoOm1g1ixUOb3fu2bvPLsjVR+Pdva+J1v/woe38oH7LVCCMHh50/xW7/0J9VjwbCPf/ibX+ZjX/hghBdLdpmJ0gSTpUlyVm52Z6eyE+hTKpPCiB6mXq9Hld+fschybKbLU8RLk6TNNEW7hIODKqnoskZADRDWwsSMKL6bRA3fL3PCavFSnOnSNFkrS2k2u4MiV4wwASVASAvRYDRUJ+Eu9wZCCDJWhngxzoyZJG/lMZ1KOmJVUjEUg6AaJKKHiekNGCs0ss2VkbcLjBVGmSxPU7QLFZFPScWn+Ijq9TR5mghqgXW4Q5c7jSMcEuUk8VKcpJmkYBexhY0iKWiShl/1EdbCRI16Qmpo1f2FIxymyzOMFcZImenqTq8u64TUIA1GA42ehhqhyrVECMFMOcFocZRkOUnRLqFIMj7VR4PRQJu3tWoQWQ8sx6pktyhNkbHSFO0iDmJ2TNAJqgHCepiYHsWreO+pfnlOaHm6PE2inCRrZSk6JUynjCMqRvm5cbZerydmRAmqwXvqHj8IslaOP7v2X2tSNR+I7OcXer5OQK0YyuxZjYmx4jgpM0XZMVFQCGgBGo0GWr0tqzLeuLi4fKhYVmfsbqPfZzS0Rog2hecZJ8KxIK1dy3flvxcQQuA4Atu0bzkOluVg2w6yfOdV9g1Fp9PXQaevY93LUmWFJk/T7O7xnUOSJDyKccfu0+XOIkkSIS20rq65lfSiPjYEN7CBDetWjsvdgSzJRI16osb6hg/IkkzDrGDiB4EkSXfkPhdDlVWavc00e5s/kPLXE0mq7NS3eltp9bbe/gcuq6biyXdj31CRPpi5houLy4cP1zhxnxGo89LSFeX0WzKOXXHplSSJpo4odbHgbX599zJ8Nc7o4CT5TJFCtkQhWySfK1HIlhi8NFbz3VKhzMt/fZRr50fx+A18AQOv34Mv4MEbMOjc2Exjez2y7O6muLi4uLi4uLi4uLi43A24xon7DEmS6NnWhu7RKOYq7qyKJtO7ve2eXoy/+K0j/Pgv36ZcNLEsG9tysCwb4cyPCDLLFifeuMiJNy4iyRKqqqCoMqqmoKgKP/2Pn+Lprz+KrLvV38XFxcXFxcXFxcXF5W7AXZ3dh/RubcUwbhgnVFVhw467L93dSshniiSns1VvkOUiHIFZtjBvEvQu5BZWm3ZxcXFZLRPFOCeSJynZd75/afQ0cjD60B0v18XFxcXFxcVlLXGNE/cQulene3ML5VJFELO+MQQL6Cm0dMXYvLeL+Egl53pdNEB738Jxgt6AQfeWlqogZl00sNApkSWJhtYI3VtupHVr62m4Y94Y0eY6ure0rNg4sRDhWHDBe3RxcXFZLRPFCZ4be56Umb7jZe+q2+EaJ1xcXFxcXFzuedxsHfcQjiOqRgQAWZaQFXme4KMQle/d/GpVTVlQGNJxHGzrxoJfVuQFRSSFENi2UxNGIUmgqAufd62xLRtngRCO1bDYPbq4uLisltPJ9/jjgT/5wIwTv7r5V+54uS4uLvc+C2Xr2B/Zxy/2fJ2A6mZLcnFxWTPcbB33C2XbZrKQo8HrR1+GToIkSaja8l6tLMvIury8c6pL5+ZejGSpiGlbNPgqg5wQgmSpiCRBne5ZlpFAURVWV/riCCEo2hZThTymbRP2eIgYS6dWmyrkSZWKKJJEWyCEpry/qypaFmO5DI5wiHp8hD3e93W+pbAcm7FchrJtE9AMmvy3n3SYjs1kPke9x4dHXZ/u4tb64fL+KFomM8UCjT4/qrw2reZ29dR2HGaKBfyajldVP5SGP0MxaDAa8Cjr14YXQgIieuSOluni4uLi4uLish7c9caJc9NxTsXHcIRAlWUafH72NbZSZ9x+UWsLh5lCfsFFT8m2yJbLRL2+9br0NWMok+Q3336Vf3nwcXrq1ic92Xo+jx/0X+BKcpp/dfBJAGwhePbKOVRZ5ue27lmeGW0dcITg21fO8fL1fnyqxuOdvTzTuwVliXp1Ij7Kc/0XuZyY5g8+/jm6QuH3dQ3ThTzfvHCKt8eG+MKGbfzCjv3v63xLkTdNvnf1Im8MD9AbjvJbjzx1299M5nP8y8Mv8k/3HWJXw/qkpru1ftwt5Mwy702Ocz2TQpNluusi9NbV8+7ECOPZDJIkEfF42Rlroi0QYjibZjCd4IHmdgxFpWCavDM+xKZIjNbA+qXkvJWLM1P8p1NH+NeHnqDZvzYZem5XT7NmmT88dYQnu3o52NK5JmWuJUIIcqaJIxxChmddyuj19/LLG//JbAq+O4sq3fVDuYuLi4uLi4vLbbnrZzRvDF/jx4NXeLKzj6Jt8uL1q7w1ep1fPfDobXdyh9Ipvt9/gX+89+C8z07Gx7icmOLntu1dr0tfMxwhKFgmzjqG4Kzn8zAdh5JlVf+tSBIf7+xDkqQPzDABULJtXrp+lc/1beVgSyeGqqLIS3uRPNHZS7MvwG+98yprERLVGgjyz/YdIn/kNUzn/etpLEVQN/j7uw6gSBKD6eSyfiOEoGBZ61r3bq0fHzRCCKaKef6/00e5lk7SV1eP6dhcz6Twazr/5cxx2oMhWv0h3hkf4gf9F/hfDjzKhZlJvnv1PNujTRiKSsYs8Y1zJ/n69r131DhhC0HRMlnLV3a7eurTNH56y05id6mx1xIOrwz149c0nujsW5cyNFlFk+/ddM0uLi4uLi4uLh80d71xAmBLfQN/d+cBHCF4Y3iAPz17nKJtoisKE7ks702NYzo2myIN9NRV3Fvfmxrnh9cuc2JilBZ/EI+q8UBzG0Hd4NjECM9ePkemXMKratQZHh5sbidkeMibJmemxhnPZ2nw+tnV0Ixf0xFCcHJyjAavn+Fsmng+S3cowvZo46ILWstxODU5RszrpysURgjB6clxvJpGeyDE2ek4Id3g2uxCcUt9jM5gGEmSSBQLnJocI2+aqLKMPLubL4QgVSpyYnKMbLlERzDMtmgDuqKSN03OTcdp8ge4mpwmZ5bZXN/AhnAUy7G5kpyhPzWD7QjaAiF2xBqxhVj0eQR0g5FMisvJaTLlMlGvl10NLYR0g6FMkulCAUmC6+kUEY+H3Q0tBDQdRwiupZNcmJkkoOlky6WqcGeyWOCtsevkTZPtsaaq90veLC/5PFKlIu9NjTOZz+EIgSxJ7GtqW9JzwRYOI5k056bjOEKwpb6h+v33piY4Oz3BcCbN1WRFOHRvYysh3ViyLiqSjK7Md1sXQjBVyHFqcpyCZdFdF2ZzpIHRbJqCZbIpEuPM1ARF2+JAUxvXM0nKtsPGSBRNVlCl+XXIchzOTccZTCcJ6jo7Y81EPF4G0wmSpSI7Yk1oskLZtjkZH6PZH6AjWLdo/ZAkCU1S0Fbo6i9JMJbLMHEtW/NeBCxaP5ZqL8CC9ePM1ARBXac9UMfbY0PUe7xsnH1ujT4/uqJwfjrOTLFIQNfZEWuiadYr6vx0HE1WyFsmg+kkMa+PvY2tGIqy6PNYDFsIXhq8yrnpOL/x0MfoqYsgBAgE2XIl7ctnejbzYEs7o9kMv/7GD7mUmEKwOvEcIQSZcpn3psaZKuTxqCpb6hvoDNaRNcucm44Tz+dQJIlt0Ua6Z/s4IQSD6SQXE1OULIuo11f1bhFAf2qG4/ERPKrG7oZmop6K4WClz6NSB6RF6+lwJsWJ+Chl2+bhtq5q25gu5LmWTuBVNQZSM8u+Dkc4DGfSnJ+ZpGRbxLx+dsQaCelLezws1F6iXh+JYoG3x4Z49spZWv0hEsUCzf4g+5vaMBSFkm1zdnqC0WwaWZLoC0fZFIkiL3CvLi4uLi4uLi4u68c9YZyo6ALkKFgWlxLTbKlvwFBUBtNJ/uDEWwR0A4+q8lz/Jb6+fS/7mlrJlstMF/IUbYuMWcYWAttxsJ3KQmCmmMcRgoxZRpUVHCEoWhbfOHeC8zNxukIRXr7ez+nJcf72tj14VY1vnDuJIknVXVAhYGu0YVEthLJt880Lp/lIS2d1UfzslXO0BUJ8pmcTv3f8JwR0g02RGJP5HC8MXOKfP/AoEY+XPzlzjP7UDJvCMQYzSaYKOaDiav77J94mY5Zo8Pn5fv9Fnundwqd7NpEqFflPp96h2R+gyRfAEYKAZtBXV8/56Ul+/+TbbI7EkCSJ/tQMW6MNSz4PgLfGhuhPzWAoKt+5Ms6j7d387NbdHJ8Y5RvnT7KtvpGw4eXs9ASPzX42kErwb999k2Z/kKCmczw+StvsM5MkCVsIvn3lPGO5DFvqGwBIFAuLPo+o18c3zp1gspCjMxjme1fPszES40Dz0ulRz03F+aPTR2dj72VeuHaJv7V1D/ub2ihYJjmzjO045E2TXLmM5dhLnm8pJgs5fvfYYWRJImx4eX7gIp/t3YyMxMnJcf7hnof4L2ePk7dMukJhfnjtMhGPl42R6ILnsxyb5wcu88Nrl+ipq2cyn+ON4UH+4Z6HuJ5O8ZcXT/OvDj5Jo8/PSDbNH5x8m1/ed4h6j3fR+nE7r5DFKNs2z145y9b6xpr30uwPLlo/dFlZtL0sVj9+MnodRZL4yqYd/Ltjh9nT2Mrf3bmfPz9/kq9u3knBMnlj+BpB3eDizBQ/Gb3Or+x7mICu89zAJQZSM3SHIuiKwnQhz7ZoI5Zjr/h5lG2LwyODPNnZx+ZIrOZ7udmctKoszy7WK4t2SZKQVumqkCgV+MOTR5jIZ+mqi+A4Dj5VozNYx1guww+vXSZkGIxlMzx/7RL/+uCT1Hu8HI+P8ifvHSPm8xMxPAxlUvTOhn3NFPN86/IZuoIRrqVneGv0Ov9070FkSVrz+iFLEplymW+cO0HU66uGkgymk/z2kdfpDNbREQwv+zom8ll+99hhGn1+fJrOmakJOoN1SxonFmsv/2jPQ9hCkC4VSRQL1BteMmaZOstEILCF4L+dO8GR8WE2RmJAxTjVF67nDiUicnFZEtt2yKUL+AIeVG2tlZfWn3LRpFQyCYSW1nMCcGyHTLqA16ejG9odusK1xzJt8rkSgaAHWVk/I2c+WySfKYIE4Whw1fVDRiKgBqi/SbsmqAaQuPcMtPd6e1kOuUwBAH+wom8kHEE+W0TVFHSPds9qPplli3y2SLDOt67t5lZKRZNSoUywzoe0yMC/kn7s/ZBO5igVTBRVJhwNIK9yXrYW3Kl+bCHuCePE8YlRfvPtVyjbNrYQfG3LLnRZ4cXBKyiyzD/ZexCPqvIHJ9/muYFLHGhu52BrJ+P5LKZj87e27EaSQJZkJOCprj7OTE0AzH4moUgS52cmOTw6yD/bd4ht0UZOTY7zb4++wSe6N9AdipA3TTqCdfz89n14VBUJacGdxOWSKpf4dM9mPte3lXghy79562Wup1OkSkVOxsf4nw88wuZIjHfGhjgVHwPgyPgw19IJfvORpwjpHr7ff4EfDFzk8c5eAKaLeT7e1cfTvVuqHhdi9njeNHmopYNt0UZUWcajqKAs/jygskMMAlmS+fHgZX40eIUvbNgGVHZuf377Plr8Qb4/cJE3hq/xlU07eW1ogLDh4Zf3HUKVZf7PI69TtCrpT0O6wSe6NlTvZznPQ5IkTk+O8/d2PcDOWBNl2yZjlmj0+pd8vj8YuEiTP8A/3XcIRZL40zPH+N7VC+xrauXB5nb6wlEOj1znUz0b2dXQjPI+3uVrQwOkyyV+6+Gn0BWVF69f4XtXL/C3t+0lVSoykk2jyjJ1usH1dIqZYoEdsSZkSWIhk8h0ocCzV87yUxu380RHL2O5LP/6Jy9yfibO1mgDkiRxfiZOg6+b89NxwoaHrlB4yfrhl/VV3VvRtvhYe++899LiDy5aP3RDWbS9LFY/ukNhjo6PMJhO0uDzU7ItRrMZLOEQ9fpo8QfZ29iKJsucmZrg9068xVQhR0DXMR0HyxH8ne17Cc56vxiKyqtD/St+HrYQZMwSzf7Aogv2d8aGGM9lOTU5RmjWoHZ+Or6q53syPsalxBT/4sHH6K6LVPV1AHpCEf7ZvkPoikKmXOKfv/YC19IJDFXlu1fO0xuu5xd37MejqjhC4FHUWeFKwRf6tvFgSzvvTY7zu8cOkywVuZKcXvP60eIP8lTXBl4Zujrvs7xZ5nN9W1d0HRmzTLyQ4+NdG3iguQ2PouHTll6oLNZezs3EOdTaxSe6N3JkfJiH27p4undLtY+7lk7w2vA1/sGeh9jTUEmTLEu8r37d5d7GsmyunBlhcuxG6JtuqOx4oKe6GLiTpBM5/vz3fszTP3eI7k3ro/uznpw/Mcjxw5f4O7/8KRT1xqReCEE6mScU9lUn+5lUnj/9v5/jyS8eYOeDvSsq58zRfpJT2ar3muHR2H1wA4Zn7Y0cQgjKJQuzbBEIza8TY9en+cF/f4uv/aMnqatfP6HnCyev88r3TjBwfpRf+52fpXPDwinjb4dH8fCl9i/yTOvT1WO6rOFV1kefZz2519vLcnj+m+8ghOArv/Q4UFlcf//P36J7czMPPr71A7661TNwYYzv/Nc3+fu//gzh6J0TSD/77gBvvnCaX/rfPofHu/A8aLF+bK1556XzHHnlPKVCmX/+O18jWPfBhcreqX5sIe4J48S+plZ+df/DlB2Hd8aG+OvLZ9lcH+NKcpqLM1P8++M/AWAglaDOMLAcG11RUSQJGWleRgVVUqphEjd/NlXIMZhO8hcXTuNTNTLlEjOlAtnZ3VJDVdgUiRJZcUaFGzuqN+sUeFWVzfUxArpO0TYwFJWibeEUHVRZpjUQxKdptAaC1M+WeS2dZDCT5D+efAeoCBZOFfPVxX9QN+gLR6sLtLnSdze08NH2bv7HxfcIGR4+3bOJh5rbUWR50edhOQ4XZyY5Hh9luphnKJ2iYJvYohJz3uQL0Buu7NTGPD5KtoVAMJbL0B6oqz6nrlCY/lQldEKSJOTZP7ey2PPwzYaanJ2aoE43GMul2RxpqC7gFsIRgpFsmoMtndVQjc31Dbw3NUGuXCbs8aLKciUdqiSvONThZubc69sCoWoWg02RGH9tncGrapiOzdmpCRp9ARRJYiA1Q6pUpD1Qt+g5c2aZgVSC5/svcWRsmJJtEc/nSJaKRD0+9jS08ObIIPub2nhr7DqH2rqo83iWrB9+bXWLz8Xeiy3EkvVjsfayWP3oC9fzo8ErnIiPsiPWxGg2w1AmhSrJhHSD4UyawyODTBayTBXyZMolyrPeLook0V0XpvEW8dvVPI85I0rBshBCLGglH0glsGdDhf7Otr10Buu4MDOJEDfkEB0hcITD7ZRV+lMJGnx+NoSjNe2vEiqU57XhAUayaYqWyWQhR8EyyZsm/akEv7hjP+EFxIHDRsUrx6tqhD1eBJX2vB71Y65NL3Sfq7mOzmAdX9q4nZeuX+X14QE+2tHDx9p7UJcwnizVXoDZti5V2vpNz3gok0KSYF9j67plo3G5tygXTb77X98kNZOja3Zx4wsYbNzR/oEYJ3wBD49/bi/RxjunW7OWtPc24PEb3GrvS05l+fGz7/JTv/BYdYfbsSsGC7O8cg2iv/qjV3EcQUdfJXTQH/Sw/UD3Ohkn4MzRAXLpAo99dve8zyMNQT762d14fEuHib5f9hzcQLQpxL//jb+qSTO/UmRJvm9Sht7r7WU55LOlmrWEqisc+OjmD3QhuxaYpkU6kcdZZ/21eeWWLDLJ/JI6cov1Y2vNE5/fR7QpxN/859cRzp0X176ZO9WPLcQ9MRvzqRots67htuPw3avnGc9lqZvdLX5yVlwRIGJ4qrudkiSxWBWXJQn7lgbgUTRiXj+HWjuJze7Kf2nTDrqClZAMGWnJBfGtVLw1JEzHQQiBMyu01x6sLEpVSVlgt16gKyq2cCjbNkIISrZNftb4ENB0mn1BnujsrcZEe1WVgG4wUyig3OT1UL0OIGx4+Llte5ks5Dg8Msgfnz5KayBIdyiy6PO4lJjiP556h4939fFQSwenJsd4+Xp/9fPFFvQ+VSNnlbGFg0zF5XtuwboUiz2PoG7waFs3f3XpDEOZFH3hKJ/q2bSggePme/arOulysbrATBYL6LJy2/j61TCnlTGnh5EulwCJZn+Aeo+XE/ExdjY04VU0jsdHcYRYMpWnKstEPF72N7exIVwJ/fhs7xY2R6LIksSh1k7+4OTbvDM2zGQ+z4PNbSiSvGT9WC2LvZfb1Y/F2sti9aPB60eXFY7HR/nSxh0ULIszU+PUe3yULIvfOfYmO2JNfLxrA5P5HAOpRPWckgTaAqPGap6HJsv0hus5NjHCxzs3EDLmf/eLG7fxUEsHmqygSBKSJGEoKlmzPCtG6SFrlkmVSgT0pRf9QV2vhBZZJuGbFs4l2+JPzrxL2bH5TM9mvKrG6VkPJ1WWCeg6U7PhWLe2eU2WFzQWrEf9WIrVXIcuKzzTu4VDrZ2cjI/xzYunCWgGj7V3L1rOUu1Fgtk/0rxMGv5ZjZxEqUCL6opZulSQZZlDn9jBE5/fB1TmErpHJTmVYXx4ht4trWiGSnIqy8RIgt6tLczEM5hli3LJJDWTI9ZcR2t3DFVVcBzBTDzFyMAUjhB09DYQbaqr6EtNZcgk8xhenbHBKVRNoXtzC4GQl4nhGYb6J3FsZ55bbSFXYvDyBLlMgUgsSEdfI5quMj48g1kyMcs2yeksoYiPzg1N6IZWyVqTKTJ0NU4uU8Dj1WnvbSQcDWDbDuPXp4mPJtB0lY6+JurqF/dOLORKjAxM0rmxiWyqwOjgNJt2tVMuWcRHErT3NDBwcYzUTI5QxFd1TxZCMHQ1zrE3LnL8jUt09DRgeHW6NzVXwuMkiXQix5mj/ViWQ0tHPY1tkdu6Uhsejf2Pbq4aCyRJwvBojA1NUy6YVUPT5HiS9Eye3q0tDPdPoqgy6USefLZIQ0sdrd0NKIqMEILEZIaRa1OUiib+oIeujRWdrKvnRnjlu8cxPBoen06gzkvftjYMj8a1i2PEx5IYHg35Jhdx4QiS01mGrsaxbZvmjiiNbRFkWVr0OmRZIp8tMjwwSTZVQDdU2noaqW+o9FWyIqMb2opcv8eHZhatp4VcidHBKerqA4wOTlWNPdHGEJZpM3JtkumJNIZXo7OviWC4shguFspcvzJBaiZXXVB1bWyisS3C0NU4Xr9BJpknMZWh/v9n773D4zqvA/333ju9YQYYDHonADawN5EUJUqWrGpLsp3YcWw5jr3eeB1vnHXieBM7ye4v3uxmneo467jFjuUmS45EUV1i7wUsIHqvA2Awvc/ce39/DAgSxAxA0hQp0nifh88j4c6999zvO1873znnc9kyBiQV3ENTeNwBFEXNyFHlRE7LDPVOIkkiyUSKfJcN95CXonIHeoMOjztAOpVGp9eiM2jwTYaoXJKRZWLEl7W9+DwhAt4wkiQxOebHaNZTVV+E0awHNXN9qHeCRCwzzzaYdNSvLM9cz0IykWakbxK9UcvUeBBVVamodeEotKKqmXoeG5giGoljthqpXFKE2ZrxQhnsHr+m8tBopZm2OT7iw2IzkkqmZwx6AW+YntZR0imZvHzLrHaSrV4q6lykU2kUBQJTYYor8/FNhpA0ItUNJUiSiN8bZrh3kmQio/cVdZfkz4aqqjn1NBqOMzY0hdGoZ3zEh0YrUVHnIi/fPNPWB7rGURWVUCC6YDtPxJI59aOwxD5ve1EVlfERL2NDXhRZIS/fQuWSjDFTUVRG+z0EvJFZ+iGnFXpaR7L2Y/P1H9fan15E0ojoDFqubNKqqhLyRxnsHieZSFNU5qC4Ih9xuhyG+zwEpsIIgkBpVQGFpZm+Jdf4IorCvPWSqx+bb3yRZYWJYV/mN9MGZlu+mdqlpej017buui2ME5OxCCfdw8TlNIdGBtGKEhXWPO6tqOWHF04TTMYpMVvxxmPIOt3MQsplNOOLx9g33IdDb6TaZp85Rq7IZOHASD9HRgfJ0+mpycunzp5Pg6OA4VCQcmseiXSaWCp53YnRJEGk2ubg0MgA5VYb7kiYvoB3xn04F9V5dmw6A891trC5pIIDw/0z3htbSirZN9zHWDhEvaOAQDKBJAvzhiTIisKFqQmGQn6KTVbsegOKqiJfZpXLVh7RVIpoKkmh0UwsnUm2qb2KuKMNxWV85/xJXuntRK/R0Dwxistknjn5wROLEEjESSsKY+EQ9gWO9hOn3a83Fpfx9Ip1iNNx/vMhCAL3VtTwi84Wqmyd6CQNbw/2sq2sakEX8VzIikIgGccdCRFPpxiNBLHqdNj1Ru4ur+boyYM833WBIpOFl3rbWeksyoQjWGy83JvJQWHSanm2q4UmZxEGSUMklcQTixJMJtDHo4xFQjj0BpxGE9vLqhkOBWh0OBEFAX8inglNEgSq8xy4TBZ+2Hqa5QWumZwm8+lHPJ3Gn4jhjUcJpRKMhAPYdIZZXjbXwo3WD50kYdPr6fJ7qLDm4UvE+HHbWZ6sX44K+OJRnEYTAsLMIn0hrqe96CSJR2sa+drxvXzjzBE2F5cjqyp6SUPtdDJKvaTBqJmtRzV5diRB4Ietzax1lXJsbIh8o3Em30ou1rvKeKWvkx+1NrOhuJxkOo3dYGSJPZ+paWOmQaPhvMdNUp7u8HV6dkErODYAACAASURBVJTX8EpfB0aNBpfRTDiVpMk5vxvr9ZSHqqpE06mseqqb1uGxSIhIKsV4NMJ4JLygd9l8cvQFfLRMjU8nMtYgCeKC+WAWai+SKFJoMnF6YpRSiw273kC1zUGjo5BCo5lvnT3OA1VLgEy/vaG47JoM0YvceSiKiixnjOqSRgQE4rEkv/z+AbY92MSabfX88t8OoNGIVC5xcei18zQf6qKyvohELMnkmJ/f+MxOVmyoYbh3gh9/402M5kyyYEVR+c3P7KSsppDOc0O89vPjMxNNURLJy7dgsRmJhhO0nxngjV+c5Cv/8jRLVpQBl7w7etvHyMu34J0IcPcjq9n2YBOHXz/Pib3tlFUXIkoio/2TPPSbW9j23pX4p8L89Jtv4Z8Kk++ygQrbH27CZjfRcqKX3c8cIS/fQjQSJy/fwm/+55053Xl9kyF+8Z19fPwL7+XcsR5e+MEhvvS3H2FqIsjRNy/wyS89ytREkP27zxKLJPjLb39y5t7xYS89raP4JkN0XxjBaNZTUJSHzW5CTsvsebGZ0ion4WAURVb5+BfeS1H5/Meoq1fUmUYjggBHXm/BPezls3/+JABnDndz5nAXX/ybD/PSM4cZ6ZukrKaQdErGNxniN3/vPhpWVTDcO8nPv7UHRVGwOcxotRI2hwmz1Uh/p5uRvkmsdhNd54cpLLVTVV+M3qAl4Itwan8Hbc0D/M/vfoq8/Mw02z3s5dlv7SGdltHptYT8UR7/2FZWbKiZV46+jjH2vHAGvSFjeHKVOvj4F96LyXJ9IRe59HTlxlomx/x893/vpnJJEVqdJrPIFwXyHGaO72nl7ReaMwvOSAKH08oHP30PZpuRPS820948QHFlAYdfO0++y8YnvvgwALt+dJhkIoUtz0Q6rVBaXUBJRQGpVJo3nj9FIpYkHk0yMerjE//tYfLyzXzv/+ymoamC1uZ+quqLiYbi2BxmmjbVsutHh6isL2agY4zK+mK8E0GaNtfyyIe35GwvnWeHeP77+ymuKMBo1jE2OMXarfU8/OEtRENxfvrNt9AZtMRjSY691cr7n95O7bLSnGUYDkZ55p/eQKvTUOCyMTHmw1Fg5aOffwBLnpEzh7u5cKoPnU7DYM8E67bX89hHt6LTa6+5POqbyunvGOPf/u8rFBTnYTDq6L4wwooNNUDGUDLQ6ebtF07z5Cd3zBhU09Pt6Mp6+ch/uZ99u88SDsSIRhJIkkCew8LkmJ+Pf+G9FJba+ck/v0U6JWMw6YiF4zz5yR3zGieAnHo6PuLj23+1C4fLhsNpxeMOUOCy8lufewCtXsOz/7qX0QEPRWUOPO4A0XB83vf4p8I59eNjf/BgTjmMZj3nT/Ty0o8OY7IaMBh1WPNMFJZkNosnx/y8+O+HMJr1s/RDFIWc/Viudlu/svya+9OF8E+F+fm39hDyRTGYdPinwrz/6e2s3FjD1HiQ3c8cQW/Q4p8Ko6oqv/ulRyksseccX9JpOWe9WO2mnP3YfOPLUM8EP/nnNymrdjI64KGndZTf/vyD1FxHeNW73jhRZrFxemKUZ9rOIokiBQYTn1+3lSKThQKDCVlR2Dfcx6GRAZxGMw9WL5m5d42rhPsqa9nd20Gh0cxHlq6aMU7cV1nLZCzMf3S3UpOXT/F06MR/WrWJV/s7eb7rAnpRYl1R6cwOfb3DSaFpYcvXRbSiyGN1S4mmU7zU20GlNY+n6ldSYrai12hY4XRhmXal1ooSS/MLceiN5BtM/G7Tenb1tPNyXwcNDieP1y7FqNFSbLbymVWbeLWvk7OTbsxaLfdW1CKQWVQtL3DNWWxmklAqnHCPEE2lMGu1fHT5mlknXWQrj6X5hTxS28jbg73TJ3hU4EtE0YoShUYzDdMJ5AAcBiNL8wuRBIGNxeV4YlEOjAzgNJp4qLqepCKjqCrH3cO82teJLxEnkEzwjTNHeLCqnhVOV87yCCUTKKpK88QoXb4pBEGgwmrjEyvWz1sfd5dXo6gqh0YGUVSV+yvreM9l+qEVRZbnu7AusLN9EV8izk/bz9Eb8GLXG3mu8wKFJjOfatpAg8PJp5o28Hp/FyflEertBTxWtxSdKLGywMVg0E+FNQ+9pGFFgYu1rlJkVeXQyABvD/YSSiaJpVP8c/NRHq5pYGtpJU8vX8vLfR283NeBgECDowBp2oJp0Gi4r7KWsbYQOysu7T6XW2059aPFM86unjYmY1HSisw/Nx9jXVEpH2xYmfOb59PTOntBTv2A3O0ll35oRIkmZ9GMp8/yfBeNDifLC1wUmsx8fMU6Do8M0uH10FRYjFWrwzRtIKi02rMGT8xXHrkQBIHlThd/svEeXh/o5uW+jBHlrpJKdJKG5QUu8rIY1MoteXx2zRZe6evk1f5OXEYLX1i3beZ0ilxU5zn4/NqtvD7QxfNdF7Bp9TxQvQS9RsNHlq5mV087z3VeYHVhMY/UNGLXG9CIIo/XLkUnihwdHSKtKFTZ7Kx0FmHV6Vhe4EI37YVh0mhZ6SzCqNFQNE//kYv59HRdUSmv9HVy0j2MQaPh8MgALR43H1225vrlEKDdO8nB4QEMGg0P1zSwobhs3jI0arTzthe9pOGJJct5tuM8z3W2sK6ojDJLHmatls+t3cKunnZe7GlDK0rcXVY177sWufORZYXXnz3OmcNdAFQ3FPPEJ+6mqDyfBz+4kdd+fpyBLje+ySAf/f0HMztssowoCTzx9HZMFj3Pf/8AB14+x4oNNezbfZY8h5kP/5f7kTQi3/3r3Rx+o4UPfvpeADzuAE9+cgd1y0tRVRW9IdPfVjcWYzDpOH2wc5Z8XS3DXDjZzye++DBF5fkc39PG3hebWb1lCcr04vyJT2zHUWjlxX8/zNkjXWx770rOHe1hpM/Dp778GK4yB3JaRq/XEgnFefO5k6zcVMvOx9cS9Ef59td20Xp6gC33L8+6m2m06NEbtHjcAbwTIUqrChjqnSToi1Bcno/BqGPL/cuJR5McefPCrHvXbmsgEU8Rjyb5wKfuRauTkCSRgDdCMpGmaVMtD394C7Fogm9/bRf9ne4FjROJaJJXfnaUk/vbAViyooz3f+Luee9JJlLY8s188NP3YjTr+e5fv8SFk31UN5Zw4JVz6A1aPvSZnVjzjMiygtGkR5RE7n9iPX0dbsprCnn0t+5CFIVpAxY0bapDq9Mw1DM7B9Gh184jywqf/KNH0Gg1vPbsMd54/iRL11TllKNhVQV1y8sor3Gh02sY6p3k3//uVSbH/FTVX18+hVx6unJjJsfH+IiP935oExt2NIIgoNVJhPxR3nj+FDseXsXGncsI+iL829df4eyRHlZtruX0wU7e8+R61m5rwGTWMdQzSWllAYIgkIglEQSB93/ibkwWPSCgM2jR6jU88Ynt6HQaUimZ7/2f3bSfGWDzfcvRaCV2vn8tsWgCvUHLe55cz7P/updQIIrZauSBpzbwk2++Sf2KMoyba2k+3EUinsrZXgDi0QQPfGADNY0lnNzfzv7dZ9n5vrUMdLvxekJ89qtPkE7JTLkD1C4rzZpL5HIioRibdy7n/ifXE/BF+PbXdtFxbogNOxrZeM9S1t3dgFan4fTBTl77+THufXwt+YXaay6P+qZyDr/eQlm1k4987j0oiso/feW5mRAEZ3Ee73lqAz1to7PlC8ay1ktJZQGKrFC/sgxniZ3dzxzh6S88xC++s4/RAQ8mq4GxAQ/3P7WBlRtq0GhEzAuUBZBTTyGTB+TBD21iy/3LGewa59v/axfeySDhQIz+jjF+908ew1mcx4GXz/Lqz48v+K5c+hEJxnPKke+y8cYvTlC3vIyHP7IFjUZEkRWM00Y+AXjgAxvn6IfNYc7Zj+Vqt6VVzmvuTxfi1P4OvONBfvdPHsVkMfDiDw+y58XTrNxYQ2GJnd/+/APojTqi4Tjf+PPnGehyU1iSWeNlG1+Geidy1ovVbsrZj803vrSfGcBo1vPkJ3cwOernB3/7KktWlqPPkcdj3jq+5jtuMo/VLeWxuqVZr0miyN3l1dydw93XrNXx9Ip1Wa8Vm63813Xb5vy9Js/B763enPWez66Z/XdVzWR7z7WrJ4ki5RYb/23D9qzX//vme2f+O09v4AvrL8mz1lXKWld2y+2qwuKZIwMvp8Bo4o837pjzd1EQ5n0e5C6Pjy1fm/X3W8uq2HrZJH6Nq4Q1rkseIR9sWJl10XtvRQ33VtRkfWa28lBUlbcGexgKBfjixrvJN5hwR0L87clDdJZ6choWREHEpNHySG0jj9Q2Zv2NVafnjzddKi9VVUkqco64MwGHwcDn1m7J+iyAraWVbC2tnPP3TSUVbCqpyPqdD1bX82B1fdbnFRhNOctfEkR2lNewo3x2WYqCkFM/NhSXzVnkqapKUpZRcoTd2PVGvrzpnpnO9Eo9zSUfzG0vFzFrdTn149HapTxam2nvdoORv9z2nplrj9Q0TifgnMtvNDZl/Xu28rjYbi/mabmSTB4WkbVFpawtmttmvrz5npz3bS6pYPNldX0xnCvXu0RBRCuKrCsqZV2Wd20sLmdjjlNpLDodH2hYyQeuKEeXyTJLr8utefzZlp0z/3895fFA1ZKcevobjU05y/9a5LhIbV7+nH5sIT3ViBL5BmNOfRQFgQaHkz+97P0XqbMX8Afr5/Z9i/z6IkoC2x9qYuuDGb3WG3WYLHoEQWDlxlounOrnjedP8vn/+QGKyh3TeVdECkvsuMoy3lU1jSXs3dWMqqj0to2QiKV4/rv7ABjt98y4a0NmgVG5xDVnN1wQBCRJnDOZHR3wMD7i443nTqLRingnQ4yP+IiG4wiCQHFFPuW1rplnD/dmJph9HWNUNxZTUeuaWUwDBKZdq5PJNJOjPtIpmYlRHx63H1VREaS5k2mTxYDNYWak30MoEGXZuiqGeyeIR5MsXVs1E6IhSeIs46cgCGi0EpJGQhAzi1+t7tJUVKvTsGRFGfYCC1qdBpPFQCyaXLDOdAYtOx5Zzeb7Mgm7DSZd9nwTl43vkiRSu7R0ZhJvd1qJhOIk4ikGutxsvm85hSX2WW7NF2WUpIxB4kp3ZVHMfPOsV067jJfXFmJ3ZlzMG5oqOHu0h3AwmlMOgGgoztkj3UyM+gl4I4QCMRLx7H311ZBLTy/G+VvtJqobi2ctSD2RAOFAlMr6Iiw2I1qdhtJKJ8N9E6zaUofRrMM97CUSjOGdDGMvsCBpMkZpjVaivKYQZ/HsHFuJeGbHv6d1lEgozkifh9KqzIaXTq+hoCgPe4EVo0mH1Z45RUFOK5itBhxOC/lOG/bCzAklqqJm9DRHewFwOK3ULSvNeOm48kinZBRZxWQ2kEqmZxbS6bRyVYtxnV5LeZ0Lq92ERivhcFqZcgemwzpCtJzoY2o8yMSoj3g0STqlXHd5jA/7WLmxZmbXvbymcCa8QBCEzI74FTqq0Urz1ktBUR42h5l8l428AgsGk45UUia/0Mr2h1dx6LXznD/Ww6ady1hz1xIWIpeeanUajBY99U3lmCwG7E4roiSSSspMjPox24wUV+RPh5gVLmgUypR9dv1Iy3JOOUL+KGNDXh777a3Y7HM3jByF2fUjVz8GufuPeCx5zf3pQvR3unEPT7Hr3w8BMNw7STyWmg7RStPWPMBIv4dYJIFvMkQsnJi5N9f4kqteIHs/Bsw7vlisRoK+CH5PmMmxABqdhNF0fbnM3vXGiXczsqqyZ6iXl3s7sl7fUV7NIzWN6BcTrV03AplY9FAqSfPEGBaNjv6gD6tOhy8R48sHXs9639L8Qn5r2eprClmIpVN88+wxRkLBOdfMWh0fXbaaZQWu6/2UdyUpJXPcbXOW01MgY2S6q7RygZSOtxc3u922Tk3wvZZTWa9dj57eaG6HfuzXUU8XuXUICDgKbTPJFS9najyAe3CK8umQjJUbazGYdKhkTnCQ0wqiJBCLJNDqNAiigNlqJC/fQuPqSgRBYOmaKgpLLy16NTrNNe2m6Y06bA4T9SvLZnal7n1sDfaCTMz55Yv9yzGa9IyPeEml0kiaS5NGURQw2wyU1xRSs7RkxghT3ViS82g9nV5DSWUBw70TpJNpVqyv4ZWfHiWdkrn/yfULfoMgCLMMBReRNOLMAmqGqzimWZSES/H7l79HFJHTysymQ8gfJZ26OAEXZx03qU7/E0UBg1FHOBCbDm3IFkYqzJtA74qfojfpiEUSMzmwIuEEkiSi1WlyyhEOxPjxN97EZDGwdls9yUSKrgvDV/fOHOTU02n902ikOTksJI2IKIok4qnpsCSFaCSOLT8fs83Atgeb+I9/O8BQ1zgFxXbuf3LdjPErY4yaq4+HXj3HkTcvsOPRNTicFkYHJi/LCCRMLwq5pH/TFwUh80xBFC61mauoBq1Ow8wAIVwq4/LaQqqWFPHjb7xJcUU+O9+/lqr6hU89kWWF5GXlkUyk0Bm0jA/7+P7/fYVla6to2lzLSL+HkX7PpS+7jvLQGTTEY8lM3gghk+9loeS8JnP2etFMty1ByGSDEq8oX61Ow31PrGPN1nrazwyw698zBw5cNPplYyE91Wo1c4wnoKIzaEin5Jn2mYynZ9rm/GTXj3Agxqs/O5ZVDo1WQqfTEArEsj4xl37Mx3z9x7X2pwthNOtxOK00rKpEFDNjiCXPiCSJ7PpRJrzk7odXYbYZaT87OEv2XONLrnqZj/nGl6VrK9n38lme+cfXcRTaePQjd113GMviqvlXQBIE7i6rZkNRdpdjvaSZcWle5PoQpsNENIJIm3eSyViEKpudDzSspNhsYVtpdhdsjShe8+kDRo2W/9S0KWvyTgEB83Xmqng3oxUlPtCwksfrsh8/ZdJo77gF381ut0vzC/nqXfdlvXY9enqjuR36sV9HPV3k1qGqKpOjProvjACZ/AUl07uYr/38OK4yBx/6Tzv56Tff4sT+dra+ZwWqotLfMcaRN1rIL7JxfE8ry9ZWA7B+ewMHXj2HNc+EvcCCdzKUCRGYJ6+JqqqkkzKRUJx0SiYSjBGPJdHrtTQ0VZCXbyGVkqld7iQaSiDLctZFz+Ws2FDD4Tda2Lf7DI2rKoiGEtjyzTiL82jaVId/KoSzOA+dXovPE8Jg1OY0mgiCQEllAYffaGHZ2iqKyhwk4inSSRmbw4yiqCRiSaLhBMnpbPgGk25mYmtzmIiE4rSfGcThtMx4FNxoisocnNjbxvnjvaiqSvPh7pyT64sYTTqaNtWy58XTOEvyKK0sIByMUVLlpMBlQxAy8ve1jdHXPobBpKOwJA9JI5GMp2fqLBSIYjRnvnn1liXs/vERTu3vwGw1sH/3GZasKJ83d0QykcI95OXuR1bjKrVzbE8bcjozP1FVlVTy0rvCwfiMfsy3AMqlp/MZx6x2E7XLSjnw8lkkSWR8xMdIn4d7H1+LVqthbHCKZWur+ejnH5hZNC6Ee9iHVq+ldmkJ7mEvU+NBqhvnz8e2EKlEOmt7mQ9ZVpiaCPHUJ3fQtLk2k8D5KuSXUzKH32jB7rQwMeLDPxWmckkRkVAM70TmW+wFFo691Zp1B/pK5iuPxtWV7N99ltplpaSSabovjNC0qS7j9ZhWiITiJONpouE4sXACvVGLKIlZ6+Vi0s9ceNwB+jvGcBbbKS7PR2fIvaC/yHx6Oh81jSW8HDnKwVfPUd1YzIm9bQvmnJhfjnROOewFFhrXVPL6L45jMGoxWQyEAzHqVswfMpqrH7vcKHElZpvxmvtTyLTpRDxFNBQnlZQJB2IzfebqLUvovjCCRitRWllAwBtBb9Jl6rnfg7Moj/KaQroujBALJ66qDc4nR65+LBeCIBCLJEnGU3z6y49TWu2cCdO9HqS/+Iu/uL47byx/casFuB4EIXMagVGjzfpPK0nXFVu0yGw0oki5NY+1rlI2FJexvMA1E3efq+z10rXtRMF0dm+NJuvzDBrNzCkwdxKCIKCTpJzlePEIxjuJm9luLyZjvJF6eqO5HfqxX0c9XeTWIKcV+jrG6Dg7RMfZAVpO9NLbNkZ9UxlDPRP0d7h54untlFQWYLUbOX+8l9qlpfR3uolHEygKnD7YScWSIh74wEaMZj1F5fmIosCJve2cO9ZDyB+lqqEIe4EVvydE0BehaWMtussWUtFwgpd/coT9L58lEUsx3DvB+eO91DSW4JrO1N5yopdT+zsZ7B4nv9BGWU0hE6N+BEFgxfpMyJ9nzE88lmLNXUuwO604i22cP9bLmcPdTIx4Ka8pxFXmoHJJEd6JECf2ttN2uj9j+FhWOu/iWZRE+jvGWLO1nrIaJxOjfuxOCys31TLSN8kvvr2XznNDxKIJ2poHmBz1sWxdNQA2h5lYJMGxt1oZ6BqntNqJ2WpgsGucuhVlOIvtyLLMYPcE5TWFMy7uuehuGaGizkVZ9ezf2Z0WYpEEJ/a04Rnzs2RlGdY8E02bahnoclPgss0sAod7JzBZDDSurswkkBMEmg91cf54LwFfhNqlpVjyjAiCgMNppad1hLOHu4lG4lQ3lBAKxHjuu/s4faiLeDRJz4UR+tpGaWiqoLTaicGo48ibrXScG6RueRkPfGADRrM+pxzL11djMhs4c7iLjnNDFJXnk++0ULe8DEkSeelHhzn0egvxWIqh7nFaTw9kQjLm2VVvax7Iqqcms55YJMFgzwRr7loyy71eo5WoXFLESL+HE/vamRoPcN8T61i5oYZ0Sqbr/DBnj3Rxcl8HR95ooad1lMolRRhMOvo73TiL86i+IimevcDCcO8Epw92kUxkTlNxldgpqXIy0jfJqi11TI74sUy7/Y8OeKYTDyo0rq7EPeSlrNqJfjq5aOWSIt547kTW9pI5ojLC6i11aDSZHBqTY35Wb6kjGkpw/lgPZw53cWxPG8f2tJFKpKmcPpklG7FoguZDXRSW2Ok6P8xgzwT3PraGpk21mK1GVFXl9MFOettGqW4sxpJnZNmaKoxm/TWXR3VDMYUlDoL+CCf3dxAOxKhdVorDaaW6sZiDr53nlZ8cxecJMTHq58LJPuwFFmwOc9Z6Ka9xMjUepLgyH5PFiM8TYvn6asYGpnCVObDYjBx89Twn9rfT0zZKfVM52x9swjCPe75Wp8mppzq9huHp+jRbjSTiSfo6x2naWEtpVQHWPBMn97XT1+GmtLpwJvFprjwFiXgqp36s3rIEZ1FeVjnyXTaq6osI+aOc2NtOe/MA6bRM7fIyYpF4Tv0YG5rK3o+trcrZbpetrbqu/nRy1M9z39nHmaPdxKNJui+MMNg9wZIV5RSVOcjLN3NyXztnDnczPuKlpLKAovJ88vLNXDjZx4XT/ZgtelxlDsprXBRX5OccX2KRRM56SaeVnP3Y1EQw6/iyanMd7iFvpr881sPRt1ppPtSZGf9KZ5229Jc5C+AyhKt2S3tneVcIscgiiyyyyCKLLHKt/OLbe/G4/fznrzxxq0VZZJGc3Eg9VVWVlpN9vPiDgzzxibspKMrDPxXmh3/3Ku/7+DY233d9yf9uFum0zI/+4XW0Og33PrYGURJpax5g765m/ujrH8Galz2ZtXcyyDe+8jyPf2wra7c13GSpF+Z2r5dFbj+SiTTf+OpzrNhQQ9OmTHLd/bvPMjo4xWf//AkMl4xNV6V4i2Edi8xLLJlizBucSdyFIFDssGI13roY+V9HFEXFH4kRiGQSnhVYTViMusUBZpFFbgMi8SRToShpWcZi0FNgM92Rnli3ElVVCUYTeMPRzIk/ZiM2s2HmtK2bI8TNe9XNwD8V4tl/3UvAG5lzzeYw88TT22cSK/46yHE7MNDl5vnv7r80Z7uM0ioniXjyhuqpJIrEY0mG+yYJ+qOM9nsQJRFnsX3hm28x4nSyQ58nxEDXOKlUmo4zgxSW2jn02nlaTvRlva9pY23W8n03cSPrJZ2S2burmTNHurNe3/HIatbf3TA3V8x1oMgK54738ubzJ7NeX76uivufWH9dJ0Dcau7kfkyUMjl4JkZ8DHS6iUUzulfdUIx2nhCYXCx6TiwyL+f7x/jj7+3GE8w0Jq1G4n/+9nu5f032zP2LvDN0j3n4fy8f5VT3MFpJ4t5VdXzmoc0U2K7+aNtFFlnk5hOOJ/jRnmZeOt5KOJagvrSQzz2+labqkpu7cL7DGfMG+darRznQ0ocgCKxbUsYfvP9uSvNtN+X9Z492EwnG2fpg7qOZbzfktEzAF8kaPy5JIjaHed7Y6ztNjtuBZCITwpBtbq/VaehrHyMWSdwQPb2Y96LlRB+d54dIRJPkFVho2lRLdUMJoiS8qzdQVFXFNxni5IEO3ENeRFGgpKKAtdvr0em1xCKJrPeJosCp/R0s31BDeU3hTZZ6YW50vaiqSiQUz1keZpsBo0l/Q+paVVXisSThHHkuDEYdZpsxSyLHdz93cj+mqpkTiU7sbycwFUGn11DdWMLqLXUYzbN046oqbtE4sci8nOsb4w+/s+uScUIS+drTD/PA2nefK9udzN+/cIBn9pwmNW2ttxh0/MmHdvLYptwZlBdZZJFbz4nOIb78g1dm+lCAJ+9awR8+cQ9W06IH2o3imT2n+cZLh4klMwnfBAG++OQ9fHRn9uPEF1lkkUUWWWSRm8pVGScW/UoXWeQ2YNgTIH2ZG2EyLTM8FbiFEi2yyCJXgzccJRCZvQs0PBUknkrfIonuTEa8QRKXlamqwqDHfwslWmSRRRZZZJFFrpXFnBOLLHIVxJMp9p7vZWjSj8tu4YE19ZgMNy/mzWkzIYoispIxUGgkEediSMci10mve4qDF/pJpNJsX1FDY3nhHR1icLZ3lNM9IwiCwH2r6qh03by4TotBj9mgwx+5dESa02pCp7mz9gZkRWF/Sx/dox7yzAYeXr/0pnqGFFhNaDXSjIFCEKBwsY+8ZaiqSjAZJ5RKkqczYNXd2V5C7miIhDzb4KgVRZwGMzrp2qba4VQCfyKOWasjT3eT86bcQmRFmiZcyAAAIABJREFUwZeIkVRk8g0mDNdYbou88wSScQKJGDpJg9NgQiPeXmEICTnNeDQ0x13fotWRrze9q8OQLkdVVUKpBIFknDydAZsu9ykgtyOLLX+RRa4CXzjG9984Qd+4l6aqYrYtq76pxokH1zbQOjRB5/AkOq3EXUuruGtp1U17/yJ3Doqicrh1gG+9epRUWsZpM9NQ5uRXOhj7XYysKLx8sp0Xj7Wi00osKSm4qcaJpRUudq5awtvnukkk01QX5fPoxmVY7rCkwvFkmmf2nuZc3xiVLgfbl9fcVOPEjpW1nOoeprlnBFEUWVlVzM5VS27a+xeZTTSd4u/OHeDtkR6eqlnJf121/baZ+F8Pf3rsFZo9o7P+Vmmx87+2PMIyh+uanvVMZzM/7mpmS1EVX9lwPxbtndVX5GI0GuTPjr/GWCTIH67ewXsrGu5onbkd+WXveb7RcpgVjiK+tvlhyix5t1qka6LdP8Gn9jyLfEVKgydqVvCltTvR3yYGsbSq8C8XjvBifyuPVi7ly+vuu6Payu1RC4sscovpGvUw5guRTMskZRn1JqdJWV1Tyv/47QcZ8QTQaiTqigvIt2Y/5mqRReYjHE9wfsBNJJ4EQFbf3VnHf1U8wShdo56ZXATKTc6zVGA18bnHt/HIxqUkUzIl+VaqXI477rSOvnEvw54AybRMKn3z+8i6kgL+9Dfvp3/ChyQIVBfl47JbbqoMtyORVIL/d+EoXQEPG10VfKR+DSZNbsN7Qk7zbM85Doz1UWWx86nlm3EZ55ZzUpE56xljNBKg1TeOylUGG5Npo9F0Eq0ooROl22LSfX95PWXmPPzJOL2BKdp8EwR08evqX1u8bkYiAVq8YyRlGbTvgMDvAAk5TUqRMWl01+XtEUjEOecZI5JO0hucegckfHeSUmTi6TRGjRbNu3xciMtpfPEYwWT8po+lN4JCg5kP1K7Cl4gRSMY4OTHMVCJKJJW8rZIfKqrKuakx3JEQ573ua+pfbwcWjROLLLIAqgrn+93Epxc3twJJEql25VPtyr9lMixy+6Oq4A/HaB+euNWi3BRUFUanAgzd4twDBVYTBXewMVFVoXVwnGA0vvCP3yFEQaCsII+ygttrJ+9WY9Bo8cajvDnczWDYz0OVjfMaJ6biUX7Z28Jpzwjvr16BUcq+cjZrtHy8cT3HJgZ5qKLxmibOvkSUb5w/zNbiKnaW1aER3v2u4x+obSKlKCiqwkv9bfyPk29c97M+WNeESaNjc1EFFu3tcWSioqq8OdzFuakxfm/FXdj1xmt+Rrklj08v38RkLMJ7yn89ToRTVZWWKTe/6D3H7yzdyJI8560W6Y6m2GTj86u2I6sKiqLwuYMvcHAs+5Gx72Y0oshH69dRYrLxQHn9HWWYgEXjxCKLLEgkkaRtaIJkWr7VoiyyyK+IypAnwPCvSaJAWVHodXuZCkZvtSh3NIlUitahCWKJW2fAXeT6kASRHaW17BpoYzQS5PyUmzJzdgOPqqoMhHxc8I1j0ejYXFSZc/GskzQ8WbuSJ2uv/cjKC95xXui7gMto5p7S2mu+/1aglzTop20oJq32VwqTu6e0jntK626QZDeHUDLBq4MdtPkm+J2lG6/rGXa9kc+u3HqDJXt3k1BkDoz1sXugnfdVL180TrzDiIKASXPJoKoV3t2eKrmQBJFHqpbySNXSWy3KO8LtWSuLLHITGZ0KMLJ4MsYidwjn+seQldvJgfH6iSdTtAy4b0v309uJqWCUnjHPbeUWu8glVuQXUW7JI5JKcnR8YN5QhOMTgyTkNE6jmU2uinck5OKMZ5SovGjoup3wxCO0+X49PPJuJLF0ijNX5CpZZJFfd+4YzwlFVUlNx7oCSKKITishCsKswVNVVRRVJZmSZ04+kCQRnWbub6/l3bKsICsKsqKiqpeibUVBQBQEJElEI4kI8I7HT6qqSlpRSKcVZFXh4rxcFAQkcVoWUbwt4jivRFVVZEUhJSsoijqz6BCETJ1rbvC3KapK37iXMV/whjzvdiJbWV/UX1EU0Eoi0g0u67SskJaVmXYqkNFbjSSimW6jdwqZ8s18s6wos/oNQbjYXsXpf9fXN135vrSi0Nw78qsLfx3vlhVl+lvVLN8qohEz9SxcZz+c7Z2heILzA2O/8rNuJy62I1lWUNRLZX1525XEjG5d75h3OaqqMuYL0uv23hD5bzcURSUty6QVFeWy8fbK8taIEoLwq4//l9rRxfqd/b6LdStdw3zDoTextaiaNt8E56fcTETDlJhtc34Xl9Mcdg8AsDK/mAqLfdb1i7HzV+Yb0YoSRk3uxAmKqpJWZNKqQjiZpNkzSlJOk5BlgqkEustOwRAQ5sTmJ+U0cTmNJIgYNRrELLuhF/NYKKqKQdKik+aGisiqQkpRSCvyrPFOK0poxXdu/JFVhWgqNafcNIKIUaO9qjpUVZW0qpCUM7KrqAhM654goZ1nrL54b0qRM/3zZfdqRQmNMPdeVVWRp+stpSq0+ycYCPmosNgJpxIEk7PrWytKGCTNnOck5PScU04EQJ+jjrKhqCopRSalyKiqiiAIaAQRnaTJWWexdIqUImd0SRBRVJWEcmldIM7U+42dK1+c26RVhbSi0Bf00uafQFVVIqkUweTs0DhpWgeyfYeqqiioJGV5eq6vXrO+qjNlp1zSG0FAEgS0grTgfFpRVRJymrSqwGXvz5YrRlVVoukUsqpgns5LklYVUrI8k6BSEgS0Unadu/JZycvqHAQ0oohOlN7xfE5XtrVrlVuZlj2tKDlzMwkIGDQatJedhpJWFGLpuf3EQv3rle+XVZWkkp7ZpLoWXZen6yutKjPfLk63N+0NLPvbyjiRSKXpGvXMJHJrKCvEbjaQVhRaB8bZfbKdC4NuUmmFykI79zbVsm15DQ7Lpdi3UCzBkfYB3jrTzcCED61GorLQzo6VtWxurMBhufq44FgyxYQ/zOCkn56xKXrdU7h9IUKxBPFUGo0oYjboKMwzU+1ysKyyiCUlTkrzbWika6/AZCpNj9s7E9drMehYVlk00wGpqkosmaJ7dIozfaO0DLhxe0NEEklEQcBm0lOSb6O+1MnSchd1JZmkiu/0gm8yEGFwwkdaubQbo9NI1JUUYDNd3fE3qqoSjiXpcU/R0u+mdWicUW+QUCwBgNmgoyzfxrKKIlbVFFNbXIDVqL/mQSVThmmC0TiBaBxPIMzecz3Ek5cGz3AsSXPPKHnmhWUvtJmpLs6/qjJOpmXahyZmEvfNh0YSWVruwnydJ4akZZnusSkCkUu61FBWiFYjoaoq8WSaXreXs9N6NOoNEo4lEEUBi0FPscPKsgoXTdUl1JVkyvp6URSVyWCY9uFJ2gbH6Rz14A1FCccTaCUJu9lIY3khTdUlWBb4XqtRz5LSAnSad2/XpqoqwWic/nEfbUMTdI16GJkKEIwlSKTSiIKAUa/FYTbOJE+sK3FS7LBQZLei1179t6VlhXAsQSAaJxCJ0zfupe+KRWT/uI/jnUML6qgoCCyrcF3TKROJVBpPIMKQx0/3dB85OpVpt7FkClEQMBt0FFjNVLnsLK1w0VBWSFm+Dd01fOdFkmmZUCxBIBInEI1xpmcUtzc0c11RFDpGJq+qDPVaDcsqXFf1W0VRGZz0M+4PLfhbgIpCO8UO6w3te2VFYcwbosc9RdvgOL3jXiYDEaLxJGlZQaeVMOt1OPPMlBXkUVucT3VRPkV2C/kWE6J4dbKoqkoilSYQTRCMxvGGorx9rntmXIaMx8qZ3lGGPQt7nOWZDDSUFV7V+9OyTOeIZ6bfX4il5a6r6qevh3gyxag3SPfoFO0jE/S7fXhCmfJWVBW9VoNZr6PQninv+lIn5QV5lOTbsJsNiNcwiVNVlXgqzdCkn46RSTqGJxmc9OEPx4kmU6CqGHRaLEYdJQ4b5c7M+0rzbRQ7rJgNunnHQqNGywZXOT/rOUt/yEtnwEOxyTrnnjbfBINhPwIC95TWzkned3JimK+dfptI6pIuSILAw5VL+cM1O3K+vy/oZfdAGx3+SfqCXvpCXlTgh52neKH/AsJlEdVOo5kvr93J2sKymb/tHmjjn1uOUJdXwFfW30/5FUYTgMlYmP92+CUmYmH+YNXds9yh04rCcCTA+akxTk4O0+mfxJeIIQD5BhPLHUXcU1rL+sLyq14EXAtD4QBfPLwLbzw26+/rC8v4840PLHhah6IqdPgn2TvSy2nPCGORIMnphXeJycZyh4tNrgrWFJbNOZ4zlErQ7fdw2jNCs2eUobCfWDqFQdJQbsljo6uCnWV1VFocs/qrmJzmreEujk8M0R3w0B/0klYVhiN+fnfPs0hXGIger17G7624C8MV5feTrmZ+0n2WlHwpbNao0fLZlXfxaNWyeb9bVVUi6SSnJofZN9rLBe84gWQck0bLMkcRO8vq2OSqwKqdOxf8+pl97B/r44/X3ss6Zxl7R3vZO9pDX9BLWlEoNJq5q6iKh6saqbDY53zP9ZJWFI5PDPH2SDe9wSl6g14mYmFQ4c+Ov4rhihwuqwpK+LMN9+M0zD0WeSoR5fj4EHtGuukJThFNp8jTGViZX8z95UtY4yybFcJwJdF0kgvecQ65+zk3NcZkLExCljFpdZSb81jhKOKhykaqrY455ScKItF0ir2jPbw+1Emnf5JoOoVdZ2RdYSkPVjSyMr9ozlGjXzqym66Ah69vfRyn0czrQ50cHOtjJBIEVMotdrYWV/FgRQNFxrljpKqqxOU056bG2Dvaw1nPGL5EFL2kocHu5O6SWrYVV+PQG9+RDVhZUegOetg/2sex8UFGo0FEBMrMNrYWV3NvWR3llrys+qKqKt5ElANjfewf7aMnOEUklczq2ZmnM/CFNXezo+RSWFurb5yvHn+NYHL2+LezrI6vbHjPgrIrqspIJMC+0V6OuAcYDPuQVRWnwcyGwnIeqKhnSZ5zlkHkctmDqQRH3QMcHOunwz9BIBlHEAQceiPV1nzWOUu5q7iaMrPtVy77d+8MPgveUJS/+tlbtA1lXMf+v489xEPrGznQ0sc/7TpE3/ilSXfnyCQHL/Tx5F0r+b1H78Jq1BNNpPjeGyf4+YGzRC+LjW0ZcLP3fA/v27yCzzy8BbvZMK+FORJPcrpnhP0tvbQMuOl1e68qH4FGFGksL+S96xt5fNMy7OZrazz+SJy/+4/9HO8cAqChzMkPvvBhjHotqpqZHP/8wFleP93JZDCS4ymZXVOzQcd/fvgufuveNe/YEYKqqjIRCPNPLx7itdOdM4OPRhJ5eH0jv//4dmwL2IIu7i6f6xvll0cucKitH28oe/z4ub4xXjnVQb7VxF1LK/nQ9tWsqCxCq1nY+h6MxtnX0svQpJ+RqQBj3hBuf4jJQJhUeraLa9+4lz/+/u6rKoPHNy3nqx95D+JVyvDVZ16jf9y34G/zzAb+5bNPsbyy6KrkuJJwPMk/vHiQI22ZXbCGUid/9+n3UVpgw+0L8dP9Z3j1VAcT/nBOV+2XT7bjtJnZsbKG37p3HbVF+Ve9wAFmjCB7znXzwrFWzvaOEk+ls/72SPvAVT1zdW0Jf/M7j70rs/Rf9B443jnEfxy5wMnu4Zy6fCVGnZbqIgera0p5cG0Dq2qK0cyzq3S+3825/lGGJgO4fcEZfb5ojLqcH+05zY/2nF5QBp1G4juf/xCrakrm/d3Fem0ZcLPnXA/nB8boHvUQS2av28uRRIHa4gLuW72Ep7auxJVnuao+8mjHIO1DEwx7/Lh9Ica8Icb9IcKXLZgBEmmZf37p8ILPAyjNt/Gdz3+I0oK5O8hXkkzL/HT/GX66/8xVPfu/vn87H9u5DvEqdwbnQ1VVfOEYr57q4NVTHbQPX11+HEGAAmvmGNlNDRW8d10jJfm5vzWWSHGwtY9et5fRqQCj0zo14Q+RSM1+37g/zJ/+8NWrkn9LYyX/8Jn3oxcXno5E4in+z3N7OdN7dW7Q/++/PMWWG3zkckqW6Rmb4sVjrRxtH2Bgwj+z27oQTpuZZRUuPvPwFlZUFi2o2+q050v/hI/nDp1nX0svo94gylWEZWkkkbICGysqi9m+ooadq+ow6rIvVERBYLnDRY3VwXmvm7OeUTYXVc5ayCqqyomJIbzxKKVmG6sKSuYkYcvTGVhmdzERD+NPxOgNeommk0zGc81HMvSFvLw10k1yekfuojFCI4roJc0s44RemrsjHEgm6At5MUgaUjnqIq0oDIX9jEaDhFKz+0F/MsbfNO/lzeEuZFVFI4oz394b9HLEPcB/9LXwhVU7eKquac4C/1fFKGlY5ihiNBIglEzQG/IyFY9SZrYtGJKmqCqH3QP8r9Nv0+abmNlFFQWBWDpFq3ec14c6WFtYxr/seArDFSernJwY4i9PvslgyI9m2lNCL2lIyDKtvnFeG+zkreFuvrL+fhrshTM6G00nOTiWWdQCM/NIAQGdJM1JYnrlIvUiJSYbjXmF+BJRpuJRuoNTaEWRUHJ+A6SqqvgSMb7bdpwfdzUTSiVmvDMSssy5qTF29bfywdomPrtyKwUG06z2NhEL0x3wcHpyhD0jPbzQd4G0qmCUNKQUma7AJIfd/bw92s1fbXqI+jznDVnsJhWZU5PDMx5IF73aVIGZsr8cnSTNaWeqqjISCfL35w7w6mAHCSWNQcrssg+EfJyaHObF/lZ+Z+kGPtawDqturoHWG4/yg46T/LT7LJOxMJIw7Uk3LVPL1Bj7R3spNduots49elsSBH7afYaXBloJJhMYNFpUVaEnMMXxiUFeH+riLzc+yJbiylkL9ZFokM6AhyPjA5yaHGb/aCYZpV6SSCgy7f5J3h7p5sTEEH+67v5ZHlzqtJfGDzpO8t22E3gT0Yy+SxqSiswF7zi7B9p5uHIpv9+0jUqL/YYZKDIeBwp7Rnr4x/MHueCdQCuK09+t0hnwsGe0h90DbXxxzT2sLyyf40UwFY/y9bP7+GXfBbSCyBK7k1KzjbFIkMGwn6QiY9PqWVdYRl2ekyKjddb9Fq2OZQ4X7miYYDJOT3CKQDLOitjC6wBVVWn2jPD35w5wbHwIATBoMn1rT2CKw+5+Xui/wBdW3c1DlUvnGJ4DyTj/dP4QP+8+S0xOo5ek6f5Wpi/o5cTEEC/0X+DLa3fy0YZ1v3KCztvKOHElfeNeOoYn+e4bJ+gfn+tSGk+l2XW8laoiB+/bvJz/ONrCc4fOzzJMXCSaSPHC0QtUFObxwW2rcu6WJdMyf/fCAfac68Efjl1TLHNaUbgwOE6v20v/uJfPPbbtVzoOMp5M44/E0GklOoYn+YcXD3K6Z2QmtGU+REGgwGp8R70mxrxB/vXVY7zefMkwoddKPLJhGZ9+7+arWkBG4klePdXBD98+xbAncFXl7Q1FeeVkB62DE3z8/vU8tL4x56RsRlZfiL95bi/ReGqWh8evC/5onFFvkEgiyT++eJDjnUNXtcDxBCO8cLSVXreXP3jfdlbXll21rSsQjfPjvc08e/AcvvDsHSOtJKLVSCiKSiKd5hqa2bsSVVWJJlL88kgLP9nXzKg3eE3fFEumaBuaoGdsigKriVU1xfP+/sVjF3jpeCvxZPqm5wFIyQrfef04Lx1vxROMXFN+C1lR6Rr1MDjpp9ft5fcf30Zl4dxd0Cv54VsnOdU9PGeRfKejqipDHj//svsI+1p6s45tue/NtF9PMEL36BSbGirnNU74wjH+adchxrxBUvKvXx8JEI4lePlkOz/Zd4Yhj5/0NZaDJxihc2Tymo7UPNI+wDd3H6FzZPKa3peWFQYm/AxO+gnFEuxsmj/BYqk5j5UFxbT6Jjg6PsiH69fMWsj6EjFOe4ZJKjIbXOVZPSvq7U7++/r7SCkK/kSMvzj5BsfGFzYs31VUxTKHC1WFqXiErx5/nXPeMZ6qaeI3l6yetZMnCQIOw409+cas0bHc4SKcSrC1uJrVBSUUGMyoqPQEpvi3jpOcmhzmu+3H2VRUccOTFjqNZv5ozT0zxpmvn9nHL/tarureyViE77WdoDPg4e6SGj7euJ5KqwMBCKeStPrGOT4+xIr8IqxZPDBqbPkssRWw0VXBtuJq6vMKMEhaIukkbw9380zXaY5PDPJszzm+tG4n2mmjg0Nn5ItrdpCYdm1/eaCN/31mLyUmK39z16M4DbPnd2atDl0Wo849ZXVsKqokpch0B6b44yO78SUWNton5DQ/7DzFv3eeRidKPN24gYcrG7HrjURSSfaO9vCTrjP8rOcsGlHk91dtz/r9P+85i4jA+6qX80jVUopNViKpJG8Md/FMVzOnJ0b4WfdZvrzuPjQ3YL5s1Gj5WON6nqptAuDU5DB/fuJ1FFXlj9bcwxpn2azf6yUJu272ySe+RIxvthxm90AbdXkF/Fb9WlYXlKKXJKbiUV4aaOPF/la+1XoMh97Ih5esmdVWE3Ka77ef4N/aT5JWFe4qyngqNNgLMWg0eONRWrxuJmNRNhSWZ13gt/kn6AlOsb6wnA/VraLK6iCtKhwbH+R7bSfoDXr5fvsJGu2FOI1zvT6+3XYcEXh66XruL6vHrjfgT8R4rvc8L/a3smekh1UFpXx62aaZ96cUhed6W/h26zGSssxv1K3ifdUrKDSaiaXTHHEP8LOeM7w00IaKyp+uv598/Y3pK1TgtGeUv27ew0g4wLbiKj5cv4aGvEJkVaHTP8lPus5wyjPMXzfv4a82P8QyxyWjgaKq7BpoZfdAOw69kS+tuZfNRZVoxIwHys+6z/LdtuMYNVo+sXQDGwor5hhBKy0O/mTtfaQUmZic4n+cfJM3h7sWll1V6Qt5+fqZfTR7RtlWXM0H65qon+7HRiJBftLVzNsjPfz9uYMUmaxz6n3faC+/7GtBL2n49PLN3FtWh1mjI60qjEaCNHtG6A952eCquCHrytvaONE+NE48maJ9aBybyUBNcf7/z957h8d1nnfa9ynTOwYz6J2orGAvokRJFClZsmXHju3YjktiZ5N1sptkk3zezWaT3dTdb/dL1ql21us4xUXusiUx6oWk2DsBgui9YwbT2znn+2PAIYYDgAMSpEgJ93XpsjE8M6e+73nf532e349oPEnP2HRm8BSKJXj22GXK3A6++fpZgtE4NpOB6iIXmgZdo1OZlP1oIslPjrfzyIY1iw7SDDoZp8W4YGDCoJMoctpwWU0Y9ToSyRRj/iDjvlDWttFEkudOXsHrsPK5x7YtK017PomUwkwwQjSR5H/98A1Od12vJRcEMOp0WIx6RAGC0URWuYDLamJ9TckdSXvSNI2pQJi/ff5tDp3uyNwLnSTy1PYWvvjk7psGZTRNI5FS+P7RS3ztxeMEItlRdItBT3mhA7vZiKpp+EIRhqZmMxPqa1oRX372MABPbmtGv0T2gqKqhKKJdM3e/ONY4hjzuXLLubx6WWJjTSk2o4FgLE4omiAUS6f63+nJ+Ww4xuWBcS70jXK4rS/zuU4SKSmw47aZ0ckSgUiMwanZrBRuRVU53zvCVw8d5w8+eQCPw3LT5yqlKPzo7Uv882tnsiZURU4ru5urWVOaLhVJKiqT/hCnOoc41zuSMzjXyxJumxmv04rHYWVDTQlmw71pCv/KuU7++rmjOY4GFqOeEpcNp9WELInEEyn84RhjviCxRDLrGXRaTGxZU75k1gRAJJHM9Gv5PM/5Pcv5Pcx6WcJlNRGIxHMCEzpJxOu04rZZMBl0pBSFCX+I0ZlgVlAwnkxn1DjMBn7zQw9iNixdzhOJJ0kkldwVpsXOJa8zyR9RFKgpLqC1roxQNE4wGiccSxCOJ/Ja5b4VrmVM/M1P3+alc1ezrrUoCBTYzJmU/mvBscnZENPBSE47WltVREmB7cZdZKFqKqFYnJSivmN9pCyLrK0qRtU0QtHrfWQ0kZqrO75zhKJxvvHKKb75xrms/u8aAiBLEhajHoNOIp5MEYwmcrIqNq8pp8qbmyZ9I5qm0TE0yV/86C26Rqez/k0nSxQ7bRQ6zBh0MqmUSjAaZ9wfZDYSy3pfiILI1voKTDfpF2VRZE9xNc/1tdMxpx/gnQtOaJrGWCTI2akRzLKOHd7KBSd6OlHKWEheW1nLB4tOj2XO9UMvShmtAYfeQJnFvuCkdiUxyTo+3bSVX2jenqOL0OD04DFZ+OJbP2I0HKDNN77iwQlJELHPW922LMM+1BeP0O6fwKYz8MmGzTxStibr+DcVlvKxuo1oaAummldZXfy/u5/Eoc9drFrjKCSSSvL37ce5ODPGdCxMsTk9NpZEEc/c86FoKq65+y6LEsVmO8XmpfuTaxglOfOczCZiyHmUT2iaRptvgu91XyChpPhC83Y+37Ijq+SmxVVEkcnGn519je90neeBkhoeKKnJOcdAIsZH6zbyHzc/knXdWwqKmIyGeKb7AkfG+ggmYisSFBPn0uCvXa/+oC9zTB6ThXLrza2Qj43382xfG16Tld/f+hhbvRWZvnaNIy1wm1JVvt11ju92X2B/eX3mXmmaxrmpEb7fc5FQKsFH6zbymxv3UnTD/XqkbE06q2ORfiqUTPBwaR3/bfvBrHvd6PQQS6X4y4tHODU5xEgksGBwIpyM86vr9vALzduyskWqbC7GIyFeG+nm6FgfP9+wGdNcdsJAyM8/dJwkkIzzc2ta+e1ND2HTX++Hml1equ0ufu/EIQ4NdPBAcQ0fqG5ZER2EaCrJP189Q09ghm2ecv505/uy7lWTy0ujy8uX3n6Oi9Nj/MvVs/znrfszz3YoGefY2ADBZJwP167nQGVDlmXzz9Vv4rXhbvqCM3T4Jxd065FFEYch3U8kFGVRG+cbiSspftrXzomJQbZ6yvnjHY9TYrFnnpl6RyF1djeTsTAXpkb5fs9FWlxFWe3h0swYoWSch0pr+VTDZgrmtYVGp4d9pbUkNTWv9psP93Vw4mzPCJcHJthSX84XDu6g0uMkmVJ5/lQ7//iOLPBIAAAgAElEQVTK6UxK79XhKf7viycYng6wua6MX35iJ5XedJrSGxe7+dvn38Y/l+48PD1Lx/DkkitIj21q4PmTV/CFoxQ5bbRUeNlaX0FjuQe72YhBlpAkEVXViMQTXBma5AdHL3KmezgzKIwnU/z0RDsPrqulucJ7S0GCRDJF77iPo+19nOsZQRZFygod7G6uYmt9BeWFjvRLXkjvb3hqlrM9I5ztHqamuIDSJc7xdhiZy5hIl3Kkz9eol/nQrnV8dv+2vLJFUqrKq+e7+MdXT2UCE6IgUF7o4ImtTTy4Nq0lopMlNCCRVBiZCfDCqSu8dqErcz99oShfe/EEXoeV3c1Vi17nikInf/FLH8j5PJ5SeOFkO69e6M58Vu118YsHt+PIQy+jyGlDylNfxGo08OtP7yWeTKUFZ1Jp4ZlYIsW/nungu4cv3DE703gyxT+9ejpTy+20mNi7robHtzRSUejEoEsLSyUVhanZMP96poNDZzoyFo2aBqe7h3nlfCc/+8CGJSfPmqbRNjDBD9++nAlMiILA1vpyfvmJnTSWezEbrouApRSVp3eu5dDpDr7xyqnMvdXJEp8/sJ39rfVYDHqMehmjXrdkEOqdYtwf4ttvnssKTJQXOnj/9hb2tFTjsprQy2kBKUXVSKZShKIJesdnONM9zKX+MUZnArRUFrGu6uYpfD//8GYOtjbkfD46E+Qrh45llZN87MGN7GqqurnmhChQXZSb3rkQ+9bX8tzJdrpHp/E6rTSUedhWX05LZRFOiwmDTkae6yOjiSR94z6+f/QiJzoGMqU9KUXl9Ys9PLqpnp2NlUv2kb/+9N6MFs98LvWP88+vnc48Z3pZ4rP7t7KuaunMEwCjXpd3ZptOEnlqWzMPr68jqSgkFZVUSiGRUugcmeIrLxxjZGZlRXVVTeNoex+vXezOBCZ0kkhrXRkf2rWOxnIPZoM+rW+kpfvUWCLJTCjK5f5xzvYM0zk8RSSe4KF1tTfV/3HbLfzxp5/IycxTVI3XL3bz42OXM595HRZ+5cnduPO4fi6rCV2e5S0mvY5fOridWCJFUpkT5lLS53W0vZ9/evV0TinPSpBMKXz38IWcwIQkCpQU2NmyppztDRVUFxVg0smIYrodh6Jx+iZ8XOgd5fLAGJF4kr1ra/LSCgrHEjxz+HxWuarVqOfA5gYe39JIscuOcW5fmqaRTKlEEglGp4Oc7xvhbPcIg5N+TAYdu5vzK23ZVFhKmcVBT2Cao2P9mdUzFY3z0yNMRcNU2wrumEvHO8lCwZZr1NjdFBot+ONRJqNLl6jcbQySjF1voC8Q4dTEIBvdJXhM1qz+fKnJWbpmfOF2apJkmlwe9KJEMBknlFz5tnUrJFSFExMDjISDNDoLeV9Vc04gTCdJPFnVzA97L3FiYpCXh7rYUVSZUzbhMpj4SN2GnICQLIjsLq7mme4LhJMJJmLhFc/YuRUUTeXQwFWiqSR7S2pY6yrKCQKbZT2PlNXxTNd5hkKzXJ4ZZ19ZOjiRUBUOj/YyHg1Ray/gUw2tmSDkfARBWDK4LAsiH65bn/NdSRDZUVTB16/oCaUSjEYCbHDnloJWWJ18qGZdzv2w641s81bw2kg3/ngUfyKaDk6QLkvoCcxQYrbzs3UbcmyMZVHkgZJqtnjKOTRwlZeHOnm4rC4TML0degLTnJ0cRhZEPli7jrIFBIPr7AV8oGYtl33jHJ8YoC8wQ5PLC0AklSQwV05WarHnaIuYZB2lFhuds5NMRVfW+tyfiPHSUCd6UeJAZSMlZlvWvRUEgRKLjd1FVZyfGuH81Cjj0SC1OndmG5fBhCSI9ARmaPONs8VTnhXIFQQBvbByY+/7OjgRiSexm438m8d3srmuLHORPrZ3Exd6r68ApxXqR3DbzHzxqd1Z2x7c0sjpriFePJtOjYknU3QMTbJviRTISq+LXzywnaSisKelhnK3Y8la+yqvi401Jfz3773Om5d6MlkUQ9OznO0ZpqHMgywt/0Ufjif5l9fP0D/hQ0DgwOYGPrN/K/WlhQtONJrKvTyysZ5AJEY4lrgjiraTs9czJq4FYgw6mQ/v3sAvPb4jb3Gy/gk/X3/5VGbyKwjQXOnl//nww6ytKlrw2MsLHbTWltJU7uGvn3s7M1kZnp7lm2+cpbnCu+hkw2Yy8OC6XD/1SDzBhd7s+mab2cDOxko8jpXVNRBFIUu8dT5XR6aWpedwK0zPTVgdFiO/+v7dPL1j7YJ6HaUFdprKPVR6nPzlT45kJgPxZIpXznXx6KZ6vEtcm3gyxeG2XvonrmtrlBbY+eJTu9lQnZvNI89lb3zy4c2M+oJ8/8iFuQm8wsnOQX5mz3oK7bmR+XuJ011DDEz6M387zEb+/Qce4JGNa5Zsh00VXh7f0og/HONszzBumzkvocimci9N5d6czztHpjDe8P360kL2rq1Z0f7A67Dy2f1bGZkJ8EBLDbXFBUv+fpXXxbqqYv7qp0d49vjlzGR7KhDmxNVBNtWWLlmatam2dMHPNZgLlKWDE5Iosq6qeMG2fjsIc8KeC006DTr5jmTzJJIKb1zqIT5Pp2VTXRl/9OnHl2x/1UWwua6MT+zbRP+Ej+7RaTbWlN70/pv0OnYtoN+QVBQGJrN1ckwGPdsbKihz33wVcDmIgoDDYsKxQHOfCkTy0hdaLpqmcbZnhG+9mR2Y0MkSD62r5bP7t9Jc7l00CL2xtpQP7GhhNhKje3SaNSX51a6PzAQ4dXUo0xb0ssRH927k8wd3LPk8rSkpZO+6GmKJJG0D4wSjccrzvA9OvYldxVW0+yc4PTlEOJXAqjOgqCpvjfaikV4hrLEX5PV79xo3y61RVJXRSJCewDTTsQihZHzOMSSWKTVIqvdW6Vix2cZj5Q38n7bj/EPHaTpnpzhQ0cDu4moqrM68U6yjqSTdgWmGQrPMJmJEUwniisKlmTFU0npJyp1O4cyTmJLi8sw4GhoVVidVCwg2Atj0BtYVFHNqYojz0yMkVCVnMlxtK1hwoglkSgIULe2ScC8wHYvQG5xGRWMoNMtX248jLXDuQ6EAoiAQSiUYj4Yyn4eScdp9E6iaxtqCIuoc7lsKNBaZbdTa3Qs+X069CVkUM+4cC9Hg8OA25Y7HZUHMZJUkVYX4XEm4omlcnB5F1TS8JgtNLs+Cx22W9awvKOG14e7Mav9KBCeu+CcJJGKYZB2bCksX3LcsSjQ6vRQYzAyG/AyHZ2mc02kxSnImU2ImHiGhKlkBtYSiMB2LIotSJjtipRgK+RkJB1DnruFfXTqy4HaXfeMICExGQzmByIdKa/lJXxsd/km+dOx5Hq9s4qHSWjYXli0r0ytf7uvgBMC6qmKay7MzDyxGPXtaarLS0wF2N1fRWObJ2XZ9dUkmOJFSVIanl1YYN+llPrBzbcay62YIgkCxy8YvPLaVjuEJRuepx1/qH+fDu5Vbcu+IJ1O0D06gk0Se3NbMF5/afdOUekFITz7vhIL5yHSArxw6xotnrmYCE2aDjo8/uIlP7mvNe58pReWnJ9roHbueylrisvOrT+5hXXXxki9bnSzx5LZmBqdm+dYbZ+dsC+FczwgnOwfZv6n+jtsM3c+Y9Do+/fAWntrWvORAX6+Ted/WZk53DfPyuc5MwK1jeJKp2fCSk6NQLMHZ7uslSJIosHlNGS0VSwvE6WWJ921t4l9PdzA7F3jqHJniUt8Y+zYsXU/9TpLWBZjNKl9pqSxiU21Z3v2Hy2rikQ1r7uRhrig6WeKRjWsQEPLu2wpsJj6xr5WLfaNZaeztg+NE48mb6sa810gqSo547iMb6pZse/ORRJHaYje1xe6bb/weRdPSQtTPvHWeydnrA3xJFHl6RwufP7iDIufNRVsFQciUZOW3X43ZcIyxee4vbruZx1rr8w50GfU6Nue5v2uYZB3bvRV8u+scvYEZrvqnaPWUMRia5YpvAgHYV1r7rrJ0hvQk6OL0GN/pOse5qRFmEzE0QEQAIZ2lNBOL3JPnbZJ1/ELTNnSixA97LnF0rJ8TE4OUWxxs8ZTzZFUzawuKcOhzhd41TWM2EePQQAfP9rUxFJ4lpiQRuW4xHE3dezpcKVVlKhZGEgQKjOYc8b75eE1WBCFdMhJJJnIyZNxG86JindmX694IzPji0cyE//BYL0fG+pbcXkTICqjFFYXpePpZ9hiteZcG3IhTb8S0SLlV1nO2SECr0GRhsdyMrOs+931N0zLCum6jeUFHifm/LYsiwWScYDI/Z6ebMR0Lk1AVCo0WzEtcM4fegFnWMx4N4YtHUdGQELDpDWz3VnBsvJ9/HbjKVk85G9wlyKJELJXkJ31tXPVPUGyyssNbsSLHfI2JaJiUqhBXFX7S175kRow4lyl3o2xBo9PD7299jK+2Hefc9AjfuHKKn/S1UWd3s7+8nofnXEqWui/L4b4OTuhlibpid04tZVrxvQBZErNW79dWFeesbMmiSJHThl6WSKTSwj7+cBRV1RZdqRYEYdmp44IgsLaqmPpST1ZwYnDSf9s1yWtKC/ncY1vzqvVfCRaaUE0FwvzdC2/z/KkrWYGJn3twE5/Zv3VZVpODU36OtPVlSkIEAR7f0sim2tK8BgcWo54DrQ28dqGL4el0KnU4luBIWx+7m6qw5Wlf+l6kqdzLB3etzUsHxWrS80BLNUev9BOaKweJJpL0js8s6SISiSfpnTep0slS3q4qxS4b5YUOZgdimd9qGxy/p4MTqqYRjWfbRZkN92b5yUohzHl+L/c7dSVu1lUX0zs+k1kxHp4KZGUHrJImqag57jb5WjOvki8aXSNTHGnryxpjr60s4tOPbMkrMHGrxJKpLG0Q3ZyexZ1EID0IrbW7ueKb4NLMGBvcJZyeHGI6FsFrstJauHCW0r1Ouv9deKx1bGyA3z/5IgMhP9U2FwcrG6mzuyk0mjHr9CQVhT858yoj4ZUtzVopXAYT/3bdLg5WNHBooIPDY31cnhmjc3aKFwaucKCikX+zdgfVtmxb82Ayzt9efpt/uXoWRVPZUVRJa2EZZRY7Dr0Rk6zj+PgAX2k79g6eXS4a2lzARLhpjfu1wIWmaQs6uehFiftpuSqlKpkMlkfL62lZoKxjPrIosqHgelmFqmkklbQ+k04Ub7n/0oki4m3oCxjEXBeSm3EtSHajE8yNyIKIgICmsah7z3JJqSoa6fnPUtfsmutJ5njn7FgkQeTpmrW0+cZ5YeAKv/P2c6wrKMaqMzAWCdLum8As6/lM01Y2uFe2j02oChppfZcP1qylxLx0Sb9Bkik2L1SuU0mzq4gjY728PNTJiYkhjo33c3JikO90necXm7fxwZp1Gc2g2+G+D06UFOQqRl9LsbWbDMzMuQBYjHoqCnNtZQRBwGTQYdDJmXr+eFIhkUphXOGVOlEQqC918+alnsxn4VjitqLSggBPbGmivNBxVwITgiBgvmGANDIT4CsvHMsq5bCZDHzq4c187MGNyxowq6rGxd5RBuelwBfaLexsqsKoz+9xFQSB+tJCKj3OTHAC4HzvCLOR+GpwYhEkUeDBdTW48yyREASBhnIPJr2cCU5oGkzNLl2TG4rGSaSuT6pkUcy7LEMvS1mlOSlFZWpR29x7A1EQsJoMSHN16ADdo9MMTc9iN+f6r7+XEQWBumI3siShqOlnJBJPLNsV4b2AXpaw3iAUeqZrmP2b6m9ZZHmVXI6292WJSVuNet6/o+WOv3PNet2csGZ6XOIPR7nQO0ppgeOWMi3zQRAEyiwO1hcU0+4b5/TkEAcqGjg7NUw4meDhsjq8eQod3muEUokFnYNiqST/0HGK3uAMrYWl/Jetj9Hs8qIXpcz9nY5F7rgo5+0gCAI6QaLJ5WWNw81H6jbQPjcJen2khx/0XMSfiPJH2w9mCSOms0XOo2oqn2vaxmcat8xlGgiZbcYiwaV2/Y4gCSIOvRFN0wgm46iatujC1Ww8nQVjkOQ7kn5+t7HIegxzq9PbPOV8pnHrshYCdKKIVadH0TQCiTgpVV0y82Qp7ubIRUDIuJYEkrEl73kgEUPRVIySjHUJLZnl4NAbkQWRUDK+ZGlXOJUgrqQQEbDpDFnH6DVZ+ULLDgZDfroDM3NtK4TDYORjazayv7yezZ4ydCuc3W3XG9KlP6LEgYoGHi5bfhbutT7BYTDyRGUTe0tq6Q/5ODY2wLN9l2n3TfA/z72BXpJ5f3XzguK7y+F+ChjmIEsSrkU0BHSSiGFecMGok3HbF95WlsSsl72iqncsjc1pya59UlT1tkQOC6xmNtfllx6+UsxPK50OhPn7Q8d57mR75jxsJgM//8hmPrGvNS/RyPlEE0kuDYxnrQiWuR1U56FuPh+jXqbC48y6Lr5QlJGZpUt23ssYdHLeacfXKLCab3gxaoTiS4tmLeQ+spzn98YX0p1yQ1gpBEFgTUlhVvZQ/6SPb7x8iqvDUzlq/u91nJZs1Xhlzk52lWx0kkhTRbauyKsXunjmrfP4QtE77l7xXiCpKJzrHc36rMhlY3dzFeIdfOcKgkCB3UyF57oAbSAS559ePcPR9r47JowM6WDxzuIqrDoDF6ZH6fRP0eabwCDJbPdWLCkcudIsnuuQjSSKiAikNBVFW7g/HQr5iSm59e/D4QB9wbTo6OOVjawtKMJwg2NHMBkjvELp4XcaWZQotzp4tLyeP9z+OL+2fg86SeLkxCAXpscy26U0lXb/OLOJGMVmOx+sWZsVmIB0nf9MPJLf6nN2Lv4KnlEuBkmmzuFGRWM0EmQ2EV1wO0VT6QpMoWkalTZnjt7EvcACFQxL4jVZM04Jbb4JEsvUQDHJOiqsaXvu/qCP6di9vbhzDVEQqHemXXImomGmFhGmVTWN7sA0CUWhwurMEc28VWrtbsyyjmAizlBo4XmEpmmMhAP44lEKjCY8N7iUxJUUP+69TNfsNL/cspPvHPgU33/85/n6wx/lS5sfZldxFSZZt+JB7wqrE7NOT0JVaPNN3PbvCUK6TGWtq4jPNG3hf+1+P1u9FUzGwrw42EEgkStOvlzu6+CEJAnYFklzFAUBeV5Zhk4WFy0tEAUhazCsadods25cMHX9NvZV6XHitpvv2uqrKAqY9Glbnwl/iL/66VGeP9WeWdl0mI18/uB2fu6hVmym5a8Kh2MJukamsj7z2C15q+ZfQxAE3DYL0rxnIKWoWSU1q2RT5LQt+zrLkohuXmBP07hpCr7VZLghGJi2RMyHpKJkbSuJaYG8e53Na8poKPNk/tY0eOV8J//pH1/gq4eO0zE0STiWyKnzey+ik8WcWt/Vy5KLXpZ5eENd1nvNF4ryd8+/zX/+p0O8cLqDMV+QREpZDVTcImO+YJbWBEBDmQe37c4L8JYW2HmgpTor+NsxPMmffOcV/vSZVznZOYgvFEVR1RW9v4IgsKWwjBKznYloiKNjffTMTlNisbFthTzsl0InSZm65Zl4NK+FIofegFGWmYiGmIiGsq6HpmlEU8m0HeQCAYaUdj1N3iDJOXXwKVXh9eFu/PHbH3CvNJqmLbqYJgoCFp2eB0tqceqNpFQ1ZxJ/rXRWEgX0NwRkAMYiQQ6P9t30OASEjLhfQk3hu8PXyjgXKHPojfTMTnN8fDAnyH9N/O/yzDiiIPBgSS36FaqHX0mMsoyIgKKpTMdv7tJg1unZXVyNXpQ4MTHA2anhRRc4VE3LWeW36PRs9VZglnVcmBnl8GgfcWXhMVt6LnRvvDtEQWCrp5xCo4XxSJCXhztJ3XBumqbRNTvFmclhVDT2lFSvWDA1nZVUSEpVeWHgyoICqTPxCG+M9BBJJWh2FVFtL8hqU8PhWV4cvIpZ1vFASQ12vQGLnLZRNkjyHetbi0xWtnkrSCgpXh3uoicws+hYU9HUBa9rUs0dRwiCgE6UqHUUsN1bjigIzCZiJJTbD57fe2HEZSAKwuLpq4LA/JikKIoY5PxPd7kNUtM0wrEEvnCUYCRONJEkkVJIzVmdXfvvcv/YzX9sGbjtljtehzofo06HLIpEE0m+9eY5fnqiLfOCc1lNfHb/Vj68Zz0Ww60dUzyZyrLcEwQBfzjKC6euLPu3esamsxqgqmoL2g2ukqbYZc27dGY+uSJbS29vNxsocdkyQYZkSuHK0ASKqt40g2JqNszQ1PWSH71Opsqbn73lO4ndZOAT+1rpGZtmas6BRlE1ukenGZz089zJdva0VLOrqYq1lcW47eZ7UnztdtC0tG2oL5TuIyPxJIlU2hIy3T8qKKrK2e6R1TKOPBAEaK0t4/3bW/jekes2w+F4kqPtfZztHqax3MtD62rZsqacuhL3HXENeTczOhPMKukAWFPiRroFd63lopclPrhzLRf6RjnTdV1AeMwf4tnjl3nzUg+tdWU8tL6W9VUllBeuXLmHy2hiu7eCztlJnh+4QjiVoN7hofYuuHRYdXq8JgsiAsfG+7nib2STO+0mo2oaCSWFLEpZqeh19kIKjRb6gz5+0HOJErOdKpsTAYHpeISXBjt5cfAqqQXeMV6TFYc+neH59tgAj5U3pK32BIFgMs7h0V7+pfMsUSV5U32Dd4Ke4AynJgZZV1BMhdWJXW9Mi9ppGtOxMK8OdzGbiGHVGTIr5jBnzW51IAkCU9EwR8f6KDHbMEgyiqYyEg7wjSunODUxdNP0fQEoMdswSTqmYxFeHLxKmcWemRimVBUVLatU5nYQBYFNhWXsLanh0GAH/6f9BGZZxzZvBUZJJqmqXPaN8dcXjzISDrC+oIS9JTULulq80xSarNj1RgZDfl4Z6mKbtwKPMR38VOYmhTdOXN9X2cTLQ51cmhnjz8+/RbglwcbCUgoMJjQglEwwGQ3RE5hBJ4o8VnHdVlwURPaW1LDRXcqx8X7+5vJR4mqKPcXVeEwWZEEiqiSZjIYYDgeotDrvCXceQRCodxTyZFUz3+o8yzeunMJtMLOnpBqLrCelqXTNTvF/209ydXaSWlsB+8vrcyxmbxWH3sjP1K7n0swYrwx1Ueco5OnqFrwmKxowEQ3xg56LvDR4FYfeyFNVzRQas4PYkiCiEyVGIwG+1n4i87wipIVLTbKOcouDOocbk7xy72qrTs/P1Kzj2NgAF6fH+PPzb/LJ+lYaXV4ssh5FUwkkYoxFgvQGZ6i0utjsKct8P6EqvDR4FbNOT72jEI/JmrmucSVFu2+CU5NDaJpGucW5IuVT93VwQhCEOZu4myMirKgVo6ZpxBIpJmZDnO8d4WLfGENTfvzhtE1n2oc9HZhQVDXzvwvVPN4OJoPujtinLb4/mXgyxTNvnee7h89nAhMAe9fW8KFd67Aabz1SGY4nCEavr25omsbJziFOdg7d1nFDWkTpTqbD3u9YjIZbrj1cDjaTke0NlbQPTaBp6YHLyc5B2gcnaKkoWrCdappGPJni+dNXmI1cfz4K7RY21eZ6aN9rCILArqYqfufDD/O1F0/QPTadmYAnUgpDU7N8583zvHCqg/pSN9vqK9i3oY6KQidmw8qn+d0NNE0jnlKYDoS52DfGhb5R+id8+ENRQrEEsUwA91rfqJJStNUylzwRBAGb2cDnHtuKThZ59lgb/kgUTUsHCCPxJGe7h7nQO0JJgZ2mci8Pra9l65pyCu0WZOnWxdDeK/hCURLJ7HdGsct2VwKHgiBQ6XXxG0/v5auHjnOqcygTKFFUjelghJfPdXK4rZdKj4vWulIeWldLS2URNpPhtko9jZKO3SVVPNN9noGQH50osa+0dlFXA4DJaJhTk4NzrghJfPEIPYH0AsHFmVH++tJRzLIOs6ynwGBiq7cclyE3U08nShysaOTY+ADtvgn+47EXqHcUYpRkoqkkFp2eX1m7i1rHdZeZekchj5U38M+dZ+ZU7yepsrkQBYHxuQF3a2EZRknHYNiftT+n3sQTlY10zU7x+kg3s0ej1DsKkQSR/pCPDt8kVTYnXpONUxODOcebUFJcmB6lP+QnnEwQSSU4NzVCSlXwxaN8q/McVTYXlrlzb3R6aHB6Mu/aSCrJ8fF+pqJhwqkk4WT6+6qm0R/y89W247gMJsyyDrveyAZ3SSbIoAF9gRn+4ORLlFrslJjtuAwmTLKOmJJkIhKmw59O435/dQtNzutlYCICG92lbPNWcGJikC9fOMzbY/0Um23MJmJ0+CeZjoV5rKKe4+MDSz4vgiBQYy9gX1ktLw5e5etXTnJqchCP0YqiqYSTCR6raOBDNWsz2h2qpjEQ9HFueoTI3HkPh2fxJ6IkVYWXhzrxJaKYZT0WWUeJxU5rYWnGjtFtNPMra3cxm4hxfHyA/3jsBRpdHhx6I+Fkgu7ANANBP2scbn5j414qbbmac/cChQYzj1c28rX2Exwa6GAw5KfMYkcQBMLJBE0uL59v3o5df71Eusrm4nc27ePPzr7KxZlRfvf4IapsLhwGI5oG0VSC6XiE8UiI91e3ZAUnBKDUYufX1u8hkkrS5hvjT06/So3dRYHBgiwKxJQUM7EI/kSM3960754ITkDaGvYLLduZiAZ5ZaiL/3LyRZqcHgqMZqKpFL2BGfqCM5SaHXxx/e60WOi8ez4di3B6cghfPEI4mSSSStA7V9J1aWacv7v8Ng69EbOsw6E3scVTninNkEWRAxX19Adn+GbnWb584XAmCKfOlXN0+CeRRJFPNWzhicrGnIz8QqOFxysb+fu24/y47zI/7ruc+XeBdL9bbLbxUGktX2jZkQmSAvjjUU5ODDITjxJJJQgk4pm23eGf5K8uHkm3FZ0Op95Eq6cM75y+jDgnZvlr6/fwd21vc2iggzNTw1RanZhlHYqmEUrGmYyGCSXj/IeND2UFJ5Kqwvd7LnJ+epRyqwOP0ZIOgiLgT8ToD/roD/pY4yjkw7XrsMjv9eAELCvgsFL9UkpR6R2f4YVTV3j9Yjfj/hCxROodGVTrJPGuRoN1ksQr57v43pELhKLZ2gLne0dpH5hgW8HX21MAACAASURBVEPFLQeCIrHkndMQ0FhNm18Cg05a0QDeYpj0Mg+ur+XFs1czWTJ94z6+eugYn9u/jbVVxTlOFlOBMIdOd3DoVEemnUmiwGOb6ilxLa08fK9g0Mk8srGOCo+T7x+5wOHLfVlWgQCBSIzTXcNc6h/jpyfaeWBtDQda62mpLL6lrJZ3ClVVGZya5cWzV3n1fBdDU7NEE8nVjIg7QKHdwucP7mBtZTE/OHqR872jWav9iqoxNDXL8HSA4x0D1BQX8MSWJvY0V1Hucb7rMnRWkmgimfNetxj0d6+MUhBYW1nM7318Pz853sYLp6/QO+7LOqZYIsXV4Ul6xqZ5+Wwnm+vKOLi5gW0NlbcsuCsAaxyF1NrdtPnGKTSaaZ03WF2Iq/5J/ujUKwQSMVS09KqvklaJb/dN0D07nSmhLTbb+LOd72OLZ+Eywr2lNfzbdbt5pvs8g0E/PYFpJEHEKMs0O4syZRjX0EsSn2veiiDAK0PptOV23wR6SaLIZONgRSOfqG/lby+/nROcEASBj9RuIJRMcGiggwvTo5ydHMYgybiNFvaUVPPZxq0cG+9fMDgRSib4RsdpXh/pQdVUVC3tJKHM2XR+r/tCRsFfFAQ+1bCZX7W5kMX0AH4mFuH/O/8WfcF0qvW1VHwNGArN8n/aT6S/i4BVp+e3Nj2UCU6kJ5oOdhVX0ReY4dLMGDEliaqBLAhYdQbqHIU8UraGj67ZkFV/LwgCZVY7v7HxQf6+7RjnpkZ5cfAqkiBi0ekpszj45bW72F1cxX848lMiqaW1pNxGC7+2fg+iIHJ6cogT44OomoZekrDqDOwqrsqqYFY0lcNjffyPs69nzlvR1IyGwhsjPRwZ68tct43uUv5s5xOYrdfPodHl4fe27Ocfr57m+PgAJ8YHSagpZEHCa7LwRGUjn2rYTKun7LYF+u4UJlnHJ+pbCSXjvDXay6WZMc5OjaAT0/fBa7LmZKPKYnqy+YfbH+e73ec5NTFE1+wU4bl7ZJJ1uA1mWgtL2VlUueB+t3kr+KMdB/l25zlOTw7N2QVPZu6Zy2Ci1u6mzHJvja9KzXa+1PoIFVYnb472cnZqhJiSRBJECo0WHiqt5RP1rewsqsxZbOueneK/n32NiWgo88xdK0G44p+gJ3C9j3IZzPzpjieydCNsOgNfaNlBkdnGj3sv0xuY4cL0CAICdr2BdQVFPFXdwlNVzVlCnJqm4U/EeKbrPC8NXqXM4qDC6sA4LzviWtlVh3+Sb3aexa438Ctrd2Ocy/jvC/r4sxuPfa6tdAem+etLRzP9hNto5g+2HcBbdt1xwyDJfKh2HaUWG890XaDdN8GF6VFic+KdVp0ej8nKRncpza5sLSu9KLHNW8FMPMpoOECnf4qkqiLM/a7baObR8jV8smEzmz3lK/J+vH9Gu/cIyZTCS+c6+fpLJ+kezS4bEEUBgyyhm/vPajRgMeox6mWMOhmjTsfQlJ+rN2gq3B53d2A5ORvmm2+cJRxLd4KCcD2Nf2DSx1/+5DC/+/H9NJZ7bmnQm651yu6JdZK4Itkhelletr3hewlREO/K0yQIAusqi/jQrnV849VThKJprYW3LvfSO+ZjY00JtcVuHBYjSUVh3Bfk0sA4l/rHiMbTky5ZFNnRVMkHd627rybtsiTRXOHlt35mH49vGeP1i128cbGHidlwllZHPKkwND3Ld948x+sXu9m/qZ6ffWAD5YWOuyp+eyukFJWj7X18/aWTXOgby5pIiXM2zNf7SP1cH6lL95F6mQl/aK7MZzWQmA+CIGAzGXistZ7WulJOdAzy4tmrnOsdIRRNZK6/pmkEo3Eu9I7SPjDOC6eK+Mie9eyb0624F1cV32kUNVfvRK9bvgXe7SCKAl6nlc/s38q+DXW8eamHl85epW/CRzSRzBxfSlGZDkZ46VwnxzoG2NlUxcf2bmBjTemys2QEQaDc4uD3tjzKeDREgdFE5bySgIVY4yjkP215JC+NCKMkU21bvBzPqjPwifpWHiipYSDoI5SMIwoCZllPkdlGpS33WErMdn5z44N8sGYdI+FZoqkUekmi1GKn1l6AQZT5fPN2Hi2vZ6M7O9uu0GTh363fw/uqmhgOzRJXUnN2eunvmmUdDoMRj8malX0A6Rr+Tza0sr+8/qbnDVBrL8iy2nMZTPz7DQ8QTi49+Ye08Oe6gus23YIg0OLy8r/3fICBkJ+pWJhIKomiaejEtKNFhdVJqdm+4HtDEkS2ecqp2/k+rvqn8MUjaIBdb6Ta5qLUbAcBfrv1IWJKipIlnFpEQaDJ6eWPth+kc3aK6ViYpKpikGQceiO19oKMlsi1fe8qquIPtx/M67q5DKacTBtJEKl3FvK7Wx6lLzDD8Lz7Xmy2UWt3LyqI+OnGLTxaXk+5xYFpkZXeRqeHv9jzAUyyjqolntfbQZgrr/lS68P8bN1GRiMB4koKnShh1xsWFXWURZFNhaU0ubwMBH2MhAOEUwk0wCzrKDRaqJwr81kIWRRZV1DM723dz2DIz0g4QCgZR9E0DJJMgcFMudWRWX2/xqNl9ZSa7TgNpoww5414TBb+YNsBEkqKjTdYD//Ghr344unspIX6JFEQ2FlUxV/s+QAOvZHCG0QlBUGg0ubktzY9xM/WbWAw5CecSqITRLxmKzW2ApyGhXXIauwF/M6mfcQW0diYj16UWDMvO+vavu16Iz9Xv4lHy9fQMzuDPxFFRMBhMFJjK6DInJtZl1AVnuk6z5cvHmaDu4QvtT6cLt2Q5gUnNBVfPMo/dZzm79uP86+DHXyyYTNGOX39K61OfnvTvkX1QbKOXZJodHlyPjfLOh4uW8MWTzn9QR/j0RCxVDI9htAZKDLZqLA6ckpK9JLMF1p28FRVMyPhAIFknLiSQiAdCPOY0tfdqlu5wP39M6q/B0gpKm9c6uFvfnqUoenraq2SKFBR6GRddTHrKoupLXHjdVgw6nXpSJaYjsQJgsC33zi7wsGJu8v8Fbkqr5Myt5Oz3cOZQVLb4ARfe/E4v/nBByl1O5b9++m00esPtyyJ7G6u5qH1tbd97JIo0lSe22BXufvodTI/s2c9oViCHxy9SDAaR9NgcMrP8PQsep2EJIppIZ6UklU+ZNBJ7G6q5pee2Emp235fTqqMepkta8poqfDy/u1rOdzWy9tX+ukenc4S/NRIi/I989Z52gfH+bX3P8Cm2pX1wF5JFFXlTPcwX372MN1j05mJkyBAaYGDtZVFrK8uZk1JIcUuG0a9nFban+sjRUHg+VPtdI9NoyRWHTqWgyAIeBxWHt/ayM6mSq4MTfLq+S4u9I0yMOnPCn4lFXXucx/dY9N8dv82XNZ7X1j2biOLQk7GZTyZumZdf3ePRRKpK3FTXujgwOYGTlwd5K1LvbQPjTPuD2VlHAajcV4530nnyCSfP7CDx1qXby9rkGR2FlflvX2R2cqTVc3L2sdSyKJIrb1gWToXBkmm2eXNWfm7xnp3CevdC5cB6iWZFlcRLa6iBf+9zOKgzJI7pjFIMjuL8r9ON2LR6fMObCyEIAg4DCbWLzIhy+f7bqOFXcWLi7zuLq7O+7ecBhPbvBU33VYUBOocbupumADeCkZJpsnlpWmR+74QW70VbF3i3wVBwGOy8nTN2ts+vnww6/Ssdxez3l28rO8ZJZmGuVKhW8EgyaxxFLLGUZjX9vXOwoxrxmJYdQYOzCsluYYgCDxYuvRYXhAEqmyumwaDdKK0rOMG8JisHKxszHv7xZAEkRJzuowqH8LJBC8MXEHRNN5f1cIGd0nOuFVCpNhsY09JNV/vOEUwmUgHLOeadYExXf6zEtj1xnRfuIzv6ESJSpuLyjsUpLuR1eBEnmiaxvD0LF89dDwrMGHQyTy1vZmP7FnPmtLCJVfmNU17V/jPWww6drdU84mHWqkpKuB/P3uYnxxvS4seaRpvXurFZTXzxSd347AYlzV5tBh1WaUFAlDldfEzu5fTjFa5H3DbzHzh8e1UeZ1845XT9E/4gOt6LtcQBQGdJCJLEnUlBRxobeCJrU0U2i33ZWDiGoIgYDbqaSz30FDm4UO71nF5YIy3LvVyuK2PcX8os+qdSCmc7hrmL39ymP/6yQOUuR335LlPByJ8/aWTdI1OZz7TSSIPb1zDxx/cxLqqIvQ3ESY26nV3feL3bkISRdx2C3taLOxorGRw0s/priFeu9DN+d4RwvFEJmjkD8f4zlvnMep0fGb/Fsy3KGT8bsVs0OWkBoeiibRg9jvU/gw6mTK3gw/udPD45kauDE1wsnOQl8910j9xPQilqhp94z6+/JPD2EwGHlxXc0/2Gauscr+QVJUFXRryRRTSoof3aonJKneGlKYyE48gIuAymBbth1VNYzQcRNU0TJJuRbQb7lfu/5nyXeTtK/1ZNpeyKHKgtZ5fed8u3Lb87DyT93nNtSQKfOzBTfz8I5txWEyIgsBn929lYjbE21f6UdW06ORzJ9spddv52N6Nyxrwmg167CZDpmxEUTX84Siqqt0VPYRV7h7XbKr84Sizcy4qFqOeDdUl6HUS8UQKvU7GZtJT7nbSXOGlvqyQQrvlXRHkm48gQIHNzAMtNbTWlvH0zrU8e7yN1y52M+G/bmV4oW+MZ4+38YsHtt+T1+BM9xAX+0czf4uCwI6mKn796b15CwmmFPV23JVXmYcsidQUF1DhcbJvQx2nO4f40bHLnOkezkxiY4kUP3j7Iruaq+7prJx3ApfVjF4nwzyR5pGZAKqqsULGGLeMIKQFsTfVltJSWcTBzY28dqGbn5xoo3d8JpNJMeEP8Z23ztNaV4rdvHCK9yqrrHJzDo/28j/Ovk78Fq0Sy60O/uu2A/eMwOQqdwe9KFFqtjMaDvLWWC/biiooMFx3ZNM0jWAyTrtvgm91nSWpKGzzVixakvRe4N4b3d7DHO8YyNKYcNvN/OwDGym05+95fr9bWYqCQHOFF5f1eq1ZpcfJv/vAA/iCEdoHJ9BIK8X/86tncFvNPLm9Oe86eaNeR4XHyagvLRSoahpjviCBaAynZTXt+N1ENJHk22+c5+svnyQST2I16vnc/m18dO9GbOaV8aa+3xAEAavJwNqqYurLPLTWlfG/n32L0Zl0e0imFN681MMHdrRQXrh0Dfjd5pqzzjVdEACzUc9Hdq+ntCB/Ua1AJHbnRHHfo8iSSKHdwoHNDWypL+fvDx3nx8cuE5sLUEwHI7xxsXs1OHEDJQW2HPvVzpEpUqqKjntDv0iYs1Sv8rr49KNb2LKmjC8/ezjL4apjaILzvaPsXVvzDh7pKqvc38hiWtxTL91ayaFF1t2Tdqar3FksOj1P16zlsm+cH/deZiwSZH1BMS6DGUVT8cej9AV9nJ4cYiIapqWgiE/Ub8oSzHyvsRqcyJNkSmV0zlngGsUuGzXF+UdAVU1jYNJ/8w3vMwRBoL6kkF95chf//XuvMzSVLnuZDkb4vy+dxOu0sq2hIq8AhdWop7Hcy4mr11WxR6YDDE76cZiXVyKyMgjc/eri9wZnu4f53pELROJJBAEe39LIh/esf88GJm5EL0s8srGOvvEZvv7ySeJzloZ9Ez5mwzHK3Nqy28OCW69QHEBR033kfCHLQpuZ+rL8a0JVVWNwajYvUb18WOh838uGPYIgUGi38OlHt9AxPMm5nhEgfd07hifRtOU/U4vyLrjORU4bXqc1673dOTLJ2ExwWe/+u0Xa3aOITz+6hc6RafzhtH7NbDhG3/gMD7RUr5Z2rLLKLbLVU86XH3ga7RY7N1kQcS0iIrnKuxdZEHmqqoWYkuKHPZc4PzXCifEB5o9Q0iKkJj62Zg0/t2YTTS7ve9pJazU4kSdJRcmxwXNaTch55nZqmsbIdIC+iZk7cXjvOKIosKOxii8c3MGf/+itzKCob8LH3zz/Nr9rM9NQurA673yMepmNNSX80KgnNFfaMTIT4HTXMI3lnpvWq680gpCumZ+PqmqrTgK3iaZpvHahm6lAGEiX8+xqqsJhWU07no9eltlYW4rVZCCejADpNPz5wrTLQZbEnPKopKKuyIQ9pagkU9nprnaLMe82q2kak4EQXaNTK5Y5oZOkG6QBNFK3mJL7bsJtM7O+ujgTnIC0iGJKVZftaCQg5HxHVbUVCzC9k8iSyJa6ck7Ny0KY8Id441IPVV4n4j3onCOKIjVFbio8jsx7OKWqhGJprZH38Hh3lVVuC5Osy3EyWGWVmyEIAja9gc80buVgRSOXZ8YYjQSJpBLXXYhMNuqdbsotzhydo/ciq8GJPDHo5Bw7y2g8mRbGyoNESuH501cY94VuvvF9il6WOLi5gTFfkH969XQmuHC5f4y/fe5tvvSRfRS5bEsGKARBYEN1CQ1lHs50DwPpjJOfnmhja305ayuL7+rgShJFrKbslfxwLMFsOEqxa3FbrVWWJqWoTAbC14M82pwK/kqu3L5LiCdTWZN1ScydDOaL1WjICahO+INZ5Wq3ik6W0vX584glUqh5TlJTqsqbl3rpHVu5AK7VZMhKo1VUjXH/u7cPzhdVI0t0FtL9960ItQkC2G7oI+PJJFOBMFXeu6PsfSfZ3VLFt988l9HFiSZSmfdRS2XRPbm6lVKzA4WCkL6/9+ChrrLKKqu8JxAFgVKLnVJL/mWu71VWwzN5IokCHke2tsTIdCCvga6qaZy4Osj3j1wkkXp3r9oZ9To+/tAmntjalCnjUFSNw229fO2lkwTnCYsthtdp5X3bmjDNq/XtHZ/hKy8cY2jan3dA6BqqqhGIxLKs9PJFlkQ8DkvWhG7cH6JzZCrvSdcquciSiNmgywyWw/EE3z18gdcudjM5GyL5LlrdTqRSzIajtxQAiCdTnOkazmo3RU4bNpPhloI4dosRuyk7O+V872hGgPZ2kMR0W5mfmTHhDzJ8QzncYlzqG+Nbb5wlEr91NfQbKbCZsBivi0qlFJVzPSPvin44EInlBBjyZWo2xMW+68KlgpC2w74V0WFRSL8b9fOC9/5wjIt9oxm3mfsVQRCoK3bz8Ia6rIl91+g0Xz10bEUDafNRVQ1/KHpL109RVbpGphicuu4qZjHoKbnJwsAqq6yyyiqr3AusZk4sg9baMt681Jv5ezIQ4gdHLvL5gzuwm3MnC5qWnhQfaevjay+dyFLdfzdjNxn4hce2MRUI8+alHhRVI6WoPH/qCl6HlZ9/dAvGmzgN7Ftfx9nuYQ6d7kCZK6N4+0o//+2bL/PxBzeyoaYUh9mQs1KrahqJpEI0kSQQidE/4eNwWx+BSIwvPrmbCs/yRARFQaDS48TrsDIyN8mKJpJ878hFaordNJZ5Fi3tSbtRcFsuI5qmoWpa7iBVS6+OKaqKKAj33aBTEAS21VdwpK2PQCQ98T7XM0L/hI8CuxmjTka8cRVXAKNOxm42Uulx0lJZRHOFF6/DmpPVdC8x4Q/x5z96i2KXjYfW11HuduCwGDHp08GZhfoNVdOYCUZ47UI3z51sz5SUCQK01pVR6MhfhHc+OklkbVURF+ZNTDuGJ/n+0Yt89IENiwY9NI25rJbc453PxuoS/vXM1YwoZjCa4AdHLlLlcVKwgKORpkEoFudM9zBffeEYveMrO9mzmQw0lnszEzVV0zjVNcSh01d4dGN9VuDixuPK53yX4tpvLOQ+cq00TBJvPVPozUu9vHyuk+0NFWxeU0ah3YLNZJhbIV/oHmrEkykGp2b5h5dP0jNvYm3USexqqrql4xAEgSKnjQqPk+45C9lESuHZ422sqyphY03Jou1zpfvIG+N/K9FHWox6PvLABi72j2XOD+BIWz/+cIyPP7iR1toyXFYTBp2c2Y+mgUb6fRSJJwhE4lwdnqBnbIand66lZAmR2ERK4esvn2TCH2Lfhjqayr04LSasRj2iuPC5qJpGOJrgXO8I//DyyayAY6nbzrrq4ls6/1VWWWWVVVa5m6wGJ5bBzqZKvvWmNRNkiCcVvn/0IpFEkoc31FHlcWEy6EikFPyhKN1j0xxt6+NwWx/BaBxBENhYXUL70HhG3O7diCAIFLts/PITO5kJRjjfm54IhWMJvv3mOUrddg60Niw5oXTbzPzCY9sZmQlwvmcUdW6Qf7JzkLbBcdZVFbO2soiSAnt6BR6IpxRC0TgTsyGGpwJcHZlk3B8ipSjUlxTmaIbkS12Jm5bKIsZ819PfL/SO8offfpkntzWxpqQQq1GPpqVXycOxJKFYnGAkTl2Jm20NFUv+vqpp9I7N4AtFiCZSxBJJYskU8UQq8/f53hFSqevHH0um+OHRS5y8OohRL2PUyRh0usz/N+plCmxmaooK7tnAxb71dVzqH+OnJ9pJpBQ0YCYUZSYUvel3RUFAlkTqSwt5eudantjalJNafq+QVFS6x6Z59UJ3OqhV5GJtZTHVRS6KnFbsFiMmnQ5RFEgkFfzhKENTs5y4OsiZnuEs94tCu4Wntjff1rk+uK6WHx+7nMlQCMcS/MNLJxmc9LOrqYoiZzrYk0wpxJIpQtEEwWiMZErl4JaGJV1zttSXU+lx0jE0CaRXcV8610lKVTnY2kBtiRuLUU9KUfGHo/RP+Hi7vZ83LvXgC0URgPVVxfRN+PLKsroZZoOevWtreOtyT6bPnQlG+Isfv8WVoUm21pdTYDUjSyKJlEIsniQ413YNOpkDmxtuatk6NRtmcMpPNJEklkgRS8614USKWDLJ6EyQmWAk6zvHrgyQSClYjPq5tivPtd10G7YY9NSWFCxpwxyMxjhxdYC3LvdgNxtpKvfSVO6hrNCBx27BYtRj0MmomkYknmQ6EObq8BRH2/voGZvJyuTZWl/BlvryW77OJQU2ttWX0zc+kynV6hmb4Y+/8wpPbm+iudyLzWxEgMxkPRhLEIzE54J2tTfdR/+Ej6lA+Pp1TqSIJ1NzfyfpGJ4kdoMWy3Mnr3BlcAKjXpfpF9PXOv2302KkprgAeYkyKeGayOQjW/jzH72JP5wu71BUlQu9o1wdnqSpzMv6mmJKCxxYTXokUSSZUghE4kzMBukf93F1ZIrpQJjyQiePtTYsea7anEvVi2eu8vK5TrxOK+uqillTUkhJgY0CmxmTXocsiaQUlWA0zpgvyMW+MY609zITvN6H6iSRx1obqLjH3H1WWWWVVVZZZSFWgxN5IggCNUUFfHzvRr720vVViUg8yQ+PXuL1C924rCZ0soSiqkTiSWaCkcwEQC9L7N9Uz4f3rOd//uAN2gcn3snTueMIgsCa0jkHj+++xv/P3nmHx1Weefs+50yf0YzaqPcuS7bk3hsYbEKHpSYhBdITdsOmbr7dbDab3Wy+zW6STSAbkkACCdV0MGAb3HuVbEuyeu/SSNPbOd8fRxpbVjU2YPh0XxdcMHN0znveeevzPs/vaeoeREHN4PHbLQeIsZhYVpQxabyuIAjkJMXy97eu5eHX93P4bGvE1d/tC3CwpoWDNS1oJTFi5AiHZYJh+bLEz5+PxaDnthVzqWnrpbVPVW2XFYXq1h7qO/uxmQzotRKKoi5YA6Ew/mCIsCzz6fULpzVOhMIy//vmAU42dBAcERUMhWVCIyKsE72NPxjixf2nAPU0XSNKaDUiGklEI0loJZFF+Wn86JPXTrnw/rAY1VBYUZzFycbOMSeSM/p7RSEQCnO6pZvmnkHa+4f4zNWLiI26cpWwR0+uq9t6qW7rRRQEdXOq06CRJERBbQveQAi3zz9OdDXKqOfT6xeyKC/tPRucRjda1y8u5qUDpyNx6S5fgFcOnOadk3WYDermSpbV/hQIqhvuGIuRZUUZUxonkmKs3L2mnF++vDuyifMHQ7x1tIaDNS3EWkzotBKyrOANBBlweXB7Ayiom6jlxZl89urF/HHrIfacaXpP73g+GklkeVEmK4qzIl5cAANOL0/vPMHrh6sw6XWIghp+FgyF8YdUw2BRWgJrSnOmNU7sPNXAY9sO4wsECYZkVRh0pO9ONhYdrm3lcK2akUgSRbSSiEYjopUkNJJIjNnIjz+9icI0+7TvGJYVBl1e9lc3s7+6Ga1GwmLQodOo91KNpmHcvgC+QHDMeCIKAnMyEvnCpqXEWt573zHotNy8rITjDR0RwxSo4Xi/feOAOkbqNAicE071B8MEwmGuW1A4I+PEk+8eY/fpRgKhMKFwmGBYrevQiGFzIrYcqQZUTfTRsVEjjdS3JFGUZudHn9pIjGXqNNWCIHDtggICoRCPbztCR/9w5Jm+QIgTjR2caOxAEgV0Gg2iIER0Hy5sAxczPymoxs32/mHa+4d5i7MYdVpMei1ajYQkCoRldVxx+QLjBGn1WomNCwq5eWnJFWuknmWWWWaZZZbzmTVOXAR6rYY7VpUx6Pbywr5TEQOFrCj0Oz30X3A6NopZr+X6JXO4/9olWAw6itMTPvbGCVAX3Yvz0vn8tUv45ct7IpkZ2nod/HbLfhKiLeQmTX6yL4wsnL9/x3r+suM4W4+fHVfHwRGDxFRoJJGk2CgMuvfe3BfmpfLFTUt5+I19dA44zz0/FI6810TPnQmKotA35H7PQn2KomaTuVCnoX/Yc0WmTQyEwhypbeWFfZUcrm2LnJALgGnkJHmiUAd14x4cpxfg8gXYvLeSxOgo7llbfsUtwjWSiEk3/gRcVhScXv+0HgICkJsSz92ry9i0qPCSQ1iijHo+t2ExTq+f7SdqI/1HgSnLM5O2pJVENi4ooG/YzVM7T0Q8BhRg0OVlcBKvGL1WNd5+YeMykmIszM1KvizGCQC7zcwXNi7FFwhxsKYlsjmUFYUht4+hESPKe2X01Pq9emaFR0IPOO/Q3x8IEQhNrSdh0usmVPUOhsKT1vP5GHQaVhRn8ZmrF1KakXRJoRUABSl2vnzdMn75yh6aR4zRoBojJpsbRUGYcVK+AaeH7kHne0riN7rJv3CuiIsyzVg7yKDVcMvyUuw2C3/ZcZwTDR3jjAHhEaPbVKghJlM/5Nu0UAAAIABJREFUSxDAbJjYO8obCM4oW4/dZuYTi4r45LoF4/SyZplllllmmeVK5SNlnJBEkYRoC86RGPV4m3nShbpWEkmKiYqIJybGWMbHsI9g0GpIibVi1KkCjHabZcKFmiAIRJn0fGHjUgpS7bx84DQNXQN4fAGC4TBhWUEAJElEp5Ew6XXkJcdx87ISVs7JwmoyoCgK5TkpHK9XFzZJMVEzXhSqopwW0uJskc9iLMb3NTeYTiuRHBsV0YjQaMQxQpXTIUkiG8rzGXL7eG73ycjJ5ZDbx4v7KvnSdcuwmiZPHykKAun2aL5x40rWz8tl24lajtS2MeDy4A+EIvU+eu1o3es1EtEWI4VpCSwvymRuVhJ2m+U914Neq2HjwkISYyy8fOAMR+vacHn9+IMhQrISiU9XT0EldFqJKKN+Rif5giBgjx77u14O4q3mSZuGKAjYreYxz4yNMiJc5AZFEgUSY6IiGzNRFIieIh2oPxjihX2neOKdoxENj9goIyuKslhRnElCtAWdRjOu3KNeKf5giN4hN0fq2thzujGy6XH5Amw5Ws3auTmkXuZ6vFQSbBa+dftadlTUc7i2lb4hN75giEAoTDgsE1bOxcqLgqCevo64oCfHWFldks26ubnkpcRFRGYvBUEQSImz8tAtayjNTGLL0Ro6+ofw+oNj+5MooBFH+pNWQ2q8dVrDiCAImPQ6PrluPrlJcWzeV8nZtl5cPr/6viNjpDhyX6NOQ2ZiLDcsLmb9vNzICXZpZiJ5yXH4AiGsZsO4dL4X+75FaQl8/86reO1QFe9W1NHjcOELBlVPq0iZBDSSFHnf5NgopBn0hyiTnrQ423s2TkyExaibNgXrqjlZaCSRnZUNVLf14PT6CQTDI7+hHPkdz72biF6rwWzQMSc9kXXzcllRnEWsxXhZDHqSJLK6JJuEaAsv7DvF/upmnB4/vmCI8IgXiSCAJKheIjqNBrNeS8IMN85xVjNp8bbLanBNiLbMOB2oIKhZctaU5FCUZmd/VQvvVNRR29GH2xdQ54LzvGVG+7J2pD1ZTQZKMxO5uiyf5Jip1dp1Gg2fWj+fdLuN/VXNNPcM4guEIl4jYVkZ8xxxJIOPXqshNsrIovw0NpTlU5qVjOki5utZZplllllm+bARLjbzwfvEjAohj+TqPn8zajHokCZYuIbDMi5/IOI+LokCFqN+wjCCYEiNgR31otZIImaDbtKQA0VRxcyG3F6q23qpaeuhd9iNxx9EHDFgJEVHUZBqJzc5DqtRP0bEyh8MqWlIUReNUQb9jAwUsqzg9gfGLIL1WmlEWO/9MVCEwjJun5/zPczNIy7DM0VRVHdp9wUq/BpRdWuf6eJQVhT8gRD9Tg81bT00jcYgj9xXr9NgMehJiokiNc5KTlIsUUaDKq44iYjYxSLLCh5/gOZeBzVtPbT2OtRNQSiMVpKwGHXERZlJibOSlRBDapxtWmOOoii4fIHLurkB1UBnNugmFU9TjWrnnqnTSBj12otKjScrCi7v2BAEvVYz4YJYlmX2VjXzk2e20zWoep/YbWa+foNqeBrtc1P9TqPid25fgNcPV/HrV/fh9qseTFaTnh9/atOMXMQ/aEZDOtz+IG19Dlp6HfQ4XDjcXjw+1SggCAKGkc1jUmwU2YmxZCfGYjXq0U4icnipZRo91a5p76Wuo49+pwePTw2zMOo02MxGEqMtpMVHk5UQQ5zVNCMDyejv5PT4qe3oo6q1m26HC7cvoBowDDoSoy3kJ8dTkBqP1WTg5I4zDHarwpX2jDiyFmShKCOpKg36Ccf5i33fQChM75CbqtZuGrsGGHB58QaCCAKYdFpiLEYSY6xk2KPJtEdjsxin7Q++QBDve8yaMRmCMHHa11ECvgC1J5robu0nKsFKfH4iHQ4Xbf1D9A27VaNAIEhYUdCKqkHZZjaQYY8hOzGW1DgrhhHNgsuNMqJx0TEwTFVrN809jki2pNG5NS7KRFKMlazEGNLibOPSNU+Ey+cnGLq8Y6QkClhmOP9eiOrJFaCtb4i6jn7a+hwMun34AyEEQR0HLUadeqAQbyM3KS4S3jLTPhQMy3j9QXqGXDR1D9A56GTQ6cE1YgwB9TlGnRa7zUyGPYa8lDhiLSb0Os2Ubdfn9nNi5xmcg25ESSCjKJX88qyLrodL4eyxRlqqO1AUBVt8FKUrCjFFTW7cnuXDoa9jkMq91YQCYbQ6DaUrCohPjf2wizXLLLN89JjRZPuRMk7MMsssH10GXV5+8sw2tp2oA1RjyN1ry/na9SumjeufiI6BYb7zx9c51dwFqCPe9+64ijtWzbtkF/X3g1AwhKN3GOV8Q45JT1SMeUrDgyzLOHqGCZ/nQi5pJKITrDM27F3pyLLMd677KZV7VI2ADfeu5NuPfulDLtWViSzLnNhxhl9+4zH6OgZJSIvlb3/9ecrXzvmwizbLR4jetn5+eMd/U1/Rgkan4bZvbOL+f7nzAy3Do//wFJv/500UWaFwUQ7ff/yrJGcnfKBlmGV6jmyt4Cf3/QbPsBez1cj3HvsKSzaVf9jFmmWWWT56zGhx/pEK65hlllk+uvQ73ZxoOJfC0mzQsaZkesHByYi1GMeEkCgwIiQpI4pXnghoZ2MPP773f3A5zsXfL91Uxhd/ei9Gy+SnhY6eYX7y6V/T2XhOaDAtP4l/fvbvMEVNLeQ3y4dD0B8kGAih1WnQ6MZrqFwK4ZBM46lWuprU9tDd0k/9yeZZ48Qss8wyyyyzzDIjFEUh6A8RCobQGbRo3uNa/P3gyinJRwxFVnANe5E0IkazfkaLz2AghM8bwGTWI12iqN0ss3zU6B504fKdE1s06DSkxb93fYiwrIzLaCGK4hUniDlKKBimv8uBa/CcgGp9ZQuOnuEpjRMtNR10NPQw0OWIfGa2GSMha7NcWSiKwht/3MGxd0+x7o7lrL5l0WWd9EVRICbRhsGkx+8NYLToSciIu2z3n2WWWWaZZZZZPt6EQ2E2/2oLVYfquOELV7NkY9mHXaQIHzvjhByWaajuxD3sJXdOKhbb+3Oy6PP6+cX3nyU9N4HP/P11M/qbioP1vPbEPu598BrySyfOKe/zBgj6Q0RFfzApEWVZxjXkxWDSo9N/7JrDLFcQ3kBwjJjdTFTrp6J3yBXJBgGgEUViLEYkUaB3yEVdR/+4DCbvN8KI0GhR+sxck3ta+nH0DZOUbZ/UqNJa04HHOX32hVmuDHxuP3tfOcLJXVXkz8++7EYkURKZv66Eu751A81n2ilanEv5mlmviVlmmWWWWWaZZWY4B93sfOEgjZWtLL6CDBPwMTRODPY5+f2/vUpjdSd/++93sPya9ye/tywrDHQPY4uZeQaIgC+I2+lFnkLU6+jOano7HdzyuTWXo5jT4nJ4ee7Rd7n6loVkFSZ/IM+c5f9PLBeIzHr8QTr6h0mwRV20kcIfDLFvRMV+lDiribR4G4IgcLSunX979h2GPZeWJvJiEQTYOL+An37u+kmvEUUBS4wZj9OHo2+YntZ+ChfmIEjjKyEUDNNa04nfE0CjldDoNPjcU6ceneXDpfVsJz2t/e/b/QVB9Zy497s3v2/PmGWWWWaZZZZZPr7UV7Tg6B7+sIsxIR8PNbURFEWhvbGXtsZeDEYdZ4424vdNnw/8g2L+qgK+/V/3kjMnZcLvw2GZY3tqaanr+cDKNNDnZP/bp/HMbnhmeZ9Jioki+rzwBZc3wJtHa3D7/MxUmFdRFLz+IDsq6nlq5wl8I4r1ApCXEk9ecvz7UfTLiwDJWQlYYy0oskJLdTuh4MQeHq5BNx2NPSiKQmKmHVtc1Adc2FkuBkVRaDzdGsk6Mssss8wyyyyzzHIlIcsKtccacQ25p7/4Q+Bj5TkRDIQ5c7QZa7SJkkXZnNxXx42fXokh7VzKo8FeJ288tZ/1Ny8g4A9xZGc1w4Nu7MnRrLi2lLhENQZelhUGe4c5vreW9sZewiEZW5yF0sXZ5JakqjcT1MXo2ZOtnDxQh2vIS0JqDEuvmkN8si3isXFyfx1Hd9UQCoYwmg1suG0hyZnnNlFet58T++qoO9XKsd016I06fvevrwCgM2i46TOriLWredHVsJUOju+pxenwYIuzsHBNIem5CZFUe4qiEA7JNFR1cPpwIwO9w2h1GhLTY1m4upC4RCudzf0c23OWM0cb6ekY5JXH97DnjQoA8krTWHfTfMKhMNtfPIoclrnunmWR9xkacPH2c4fJLEhiyfpiAM4caaTudDsbbltE1fFmqo43Ew6FyZ2TyuL1xegNWjXFnMvHyf311J9uJxQKk1WYzKI1hVhsxitWK2CWy0Oc1cyyokxe3HcKgGA4zOuHq9BrNdy2opTUONu5VKICoICCgqKobdoXDFHd2sO2k7VsPXaWAde5UAeb2ciNS+ZgGxHIFEUBvVa6qJS3lwNRENBIUz9TDivEJkfj9wYY6HLQcKqVYEAVJLqQof5huhpVY2XWnFSaq9pnXBZFUVBkBVmW1dACRRlJzamG04iSiChdPo2O0eeFwzKKrKAoCoKgPu9yP+tSURQFOSwjh2W13AoIooAoCpFyvpey+jx+6k404fN8NI29Y39D+Vx7GamX95qSWZZH6luWGY3tEkQRSRIRLlOa58uN2i5Gyz2+/5xf/kt5Bqgip7Ks9htBAAQBceT+jPShi73vaPuWZQUEdWy60vrh+UTGfc6VPzzSP1GI9M3LVf7Ruo/U08hzBOG8cWCGbVNRlEgbV2QFhXP3unBcuZTyKoqCHFJ/08s1vo7299Gx8MK2fSW2FXWNG0YOy4CApBn7/pH2E5IBRX0fjRSpr+nujaKGPKt1QqReGG0b4qXXzYRz0Eh7ea91f/54df4cDJc+hk80HsJIW9G89zlz3P0vY/se/S1DoTCKLIMgIGmkMWnJL2xLonTufWb8HFkhHA5H6v3CMfxyzxGjc4IoCkiSdNFzhKIoeIY91J1sJui/vGnQLxcfK+OEx+Xj+N6zzF2aQ9nyfPa+WUHz2S4SzzNOOIc8vPbEPkCgqaYTQRAIhcK01HazcHUhoP5wtZWt/OWXbzPY58SeHI2kkag+3owgQO6I54OAwNmKVgZ7nWi0EsFgiH1vn+LkgTq+/I83RwwdRpMOk8VA1fEmWmq7KV+ZP8Y4EQyE6O0YZGjATSgYRqdXImkDw0Exkmg1FAxzYNtpXvjDTgwmPWaLgTPHmtj7ZiX3fmMDC1YXIIoiAV+Qrc8fZsszBzFbDMTYo/B5Apw+0kjenFTiEq0MOzz0djhwO32gqF4bo89UO6naGQ69c4ZgMMymu5dFXO/dwz52vHKcJVcVR4wTjTVdvPbkPgL+IKePNKE3aHE7vfg8ARaPXDM86OaZh7dz6nAjsSNpEI/tquHIjio+++1PEJ9kuyInwlkuD2aDjhsXF3O8vp2mbjUcw+UL8MzuE+w63UBJRiK5SXHEWc3otBrC4TC+QIgBl5f2/iHqO/vpHnQy4PISls+FRpn1Ou5cXcbKOVmRz5YWpPOrL90y5roPCpt5cnHLUawxFrx2NeSk7WwnPrcPs3WsPo6iKAz2qGEfgiiQXphCe333tPdWFAXngIvulj7qK1qor2imo64bp8NNKBDGYNYTbbeSOSeVkmX55M7LJDrBOqO+5/cGaK3pwO8NYIoykpafhFavRQ7L9LUPcGJXFZV7qmmv68Ln9qM1aIlPiSVnbjpzVxVRtCh3QiPMeyEUCNFS04HXpdajKIqk5CVijbVM+i6KouAe9tJY2cLJXVXUnmhioMuBElaIirWQmpfIvFVFFC3JJT4lFlGa2rlQkRV8Xj9uhweXw0N7Qzen9p6NfN/b2k/VwTo02okNVmabidS8JLS6yafiwZ4hupp6I+PyhQiiQGZxKmbrzHWKBruH6GruRZEV4pJjSMyMJxQM093cy/EdZzi1t4bu5l783gAGswF7WizFS/IoW1Mc+c1ngizLOHqHqTlcT+XeszRXtTE84EKURBIz4ll49VxSchMnTP2r1WvJKEzBYNbP+L0uB4qi4B7y0N3SR+OpVupONNFW24VzwEUwEEZv0mGLjyKzKJXiJbnkz88mJsk2ZVrfoD9IW20XHqcXvVFHekEyepMe56Cb2uONHHvnFE2n2nD0DSOIItZYC1lz0ihfW0zBwhyiRw4nZoLfG6C5qp2jWyuoPlxPX+cggiASm2RjztJ8Fm4oJbM49YoTD1Y3TiI+j5+GyhaObT9FzZEGBnuGQIG4lBiKluSy8Oq5ZM1Jm/E40tcxSG9bP4qikJAeR3yKuh4M+II0VLZwdFsltccb6e90oMgK5mgTqblJFCzMZv66EhIy4ib9bWVZZrB7mK7mXmqPN9JY2UpXcy/uIQ+KAkaznvjUWLJK0ihdUUBmcRpRMeYpy+se9tBe20UwEMIaF0VKbiIC0N85SOXeGir3VNNa04nH6UVr0BKbGE1eeRYLriohuyR9xv1ltJ3XHGng6LZK6iqacQ260eq1JOckULa6mHlriknOsqsbwxnd9fLjdfloq+0k4AuSkpOIzR5FS3UHbz+xi9P7a9FoNZStKeaqu5eTmpcEwECXg21/3cvht04SDIRIzUti3R3LKFtTjN6om/A5iqIQ8AXpbR+g7WwnZ4810lLdzkCXA99IWKUl2kxydgKFi3IoWpRLck7ClGO3oij0tPTT1zGApJFIyrITbbcS8AVprmrjxI4zVB2up699gFAwjMlqJCUnkZJlecxbXUxCetyMxPNDwTADXQ46GrrVdniqld62ATzDXgRJxGgxkJgRT25ZBiXL8kkvTME4g3XKKHJYZqB7iKpDdWr7O9uJc8CNRieRnJ3Aog1zScyMn3A80Zv06ng3Sb2DKszY3dxH1eE6KnZX01HfjXvIi96kIzYpmoIF2cxdVUjWnLQpM5SNzmuiKJJelIJWp+HU3hre/NNO2uu7scVFseKGBay5bQmWGDOKAg0Vzbz9xG5qjjYgaSSKl+Sy/s7lZJemT1v3o/Pb2aONnNx5huaqdob6nUgaDbZ4CzmlGZSuLKRgYTbWGMuURopgIER7XRfuIQ86gzpHGMx6XA4PdSebOLb9FI2nWhnsGUIQBaJiLGQVpzFvTRFFi3OJSZhaXF6WZXwuP64hDy6Hm6YzbdSfbI5839nYw+n9Zyf9e1u8leRs+weWzOFjZZxoru2mt8PBdfcsI6c4mZSseI7sqmHx+uIxnSYcljm8o4oHvn8DxQuyEASB4QE3UdFqo3c6PGx+dAeOfhdf//Ht5JWmIYoCriEv4VAYjVaD3xdEURQGeoe566tXs2JjKYqs8OYzB3nqf7ZytqKV5deojaWgLIOCsgx2vHqCp3+zbVy5rTFmbvrMKhx9TtoaeklMj+Ur/3zrmGsURaG7bYC//GorC9cUcO83rsFo1jPQM8zPv/0MLz++m5ziFGITrNRUtLL59ztZtqGEO760ntgEK+FQmP6eYaLj1IV7UXkGReUZ7H2rkjNHm7j1/jXMWZB1SfXf1zVEc203X/nhLdhTogkFw7idvojXxJ4tlRzbU8vnv3s9C1YXIEki+7ee5hffe5ai8kyu/9TyK2qxNMvlRRQEynNS+cLGpfzmtX10DKixbv5gmKbuwYjB4mKIt5q5Z205d64uI8p4blFmMxuxma/cNJvhcJi0giQq91bjHHTT0dBDXHLMmGvksEx7bRd+bwCzzURydgLCNEtEvzfA/tePsefFw5w+cJaBrsnDC/a+cgS9UcfCDXO545ufoHhJ3rT9r6e1n/+4/7e0VHeQPz+L//Pk10nMtHN8xxme/tkrnD5QGzFynqOePS8dpnBRDv/y/EOXbJxQFIVwMMzeV4/yv9/7K/0dgwiiQOnyAr72X/dhjbFMmElbURRaz3by0m/eYucLh8ZkTRnl2Dun2PLYDoqX5HHbg5tYcm0ZklaasF68bh9v/3kX9RUtdDb10NXYS3+nY8z7v/mnnbz5p52Tvsv89SV85/dfIjYpetJrDr15goe/9eSkWiNavYZ/e/k7zFtdNOk9LuTAG8f53T88hc/tZ9Nn1/L1/7qPvS8f4en/fIWm020Tinju3HyQlNxE/uZvr+Pqu1agN029CVIUherD9Tzzn69x/N3T+L2BMd9XH6pn5/MHJ/37pCw7//zM35Fdmj7j97pUQoEQh946ya4XDlG5t4a+9oFJr93/2jG0ei1la4q5/cFNzF9XMuni09Hr5Fd/+zhnDtQSnxLDj57/JpZoM0/97BV2vXAIz/B4wduj2yp5/Q/vsPyGBXzq+7eQmpc0Zf9UFAWv08eWx3fwyv9ui6SaPZ+DW07w2u+3c8tXr2Xd3yxDo7tysoZpdRq8Th/bn9rLq7/bPiY7EUDtiSYOvHGcLX/cwc1fuZbrPrd2RqmUdzy3nyf+9UVCoTD3fPtGPvn9W3A5PLz26HZefXQ7/R3j552TO6t444/v8pX/+ylueOAqRN1Y44SiKKqY3PMH2P/6MaoO1U/4G55PVKyFlTct5K6HbiA5J2HS37L+ZAv/cf9v6WsfYOHVpfzDn79GfUULT//nq5zcVUV4ghDAfa8e5fXfb+e6z63j5q9cS1SMedq20tPSz7P//TrvPLNvXNmrD9ez49kDFC3O5a6/v4GoWPMlnf5eCm21Xfzbfb+ho6GHB35yN0s2lfHIt56gYnd1ZJw6c+As9RXNfOMXn0HSSPz+B0+z64VDkXDJ6sP1HH/3NA/85C7W37F8nNFZURTqTjaz49n9HNlWSevZzgnreZQ3/vAOaQXJ3Pzla9hw76opDUKvPrqd5/77dfQmPff/y51c86lVvPmnnbz0m7fpbu2LHD6OUrm7mm1/2U3+/Gzu/vZNLLuufNK6VxSFvvYBtj+1j8Nvn6T2RBN+T2DCawG2PgnxKTFcdfcKbvv6RqITpj8QlGWZij3VPPOfr1G5t3rcSXvVwTreeXrfpH+fWZzKPz31IGn5E2va+T0B9r5yhJcefpvaE00TGuH3vHSYmAQr6+5czq1f20hCetyE5T6w5Ti//fZf0Bm1fO+xrxAOyTzyrSfoaDgXKl+5t5qetn7u/taNtNd388sHH+Ps0cbI92cO1HJixxm++fD95JZlTnnQUbmnhud/8QYndp0h4B0vIXDozZMYHnmbpdeVc+vXNlK0OBeY2MtheMDFI99+khM7zhCbFM0Pn/5bYpOieebnr7LjuQNjUtCPcmz7KV77/XaWXb+AT//DraQXJk94b0fvMG8/sZumM210N/fS2dTLYPfQmLre/MstbP7llgnfFeCqu1bwtf++D4vtg0nW8LExTsiyzPE9Z7HYjOQUpxCXaCOvNI3q4y0M9DqJSxh78lC2LI/CsoyIe090/Dlhy87mfupOtbPp7qUUzEuP/NgTZdAomJdB+Yo8NCPWpLwS9QSrr/PyxhwrCtSfaaejqZdb719Ne+O5hUdCajQn9tbS1zVEbIKVY7vPYjTrufrWhcTY1Rh1SSORkBIz2e0vCyaLgRXXzsWeEo0gCGh1GqLj1Hr1uPyc3F+H0awnymaksapjpFwiMfFRnDrcwHX3LGOKw6dZPgaIosA18/NJioniqZ0nONHQwaDLMy4l6FQYtBrsNjPzspO5dflcSjITMeouz2n8B0XQH6JocS6SRsLv8dNc1cbclYVjrgkFwzScagHAGmshKcuuusVPQcAXZN+rR9n90uHIZwazHrPNhN6gRZREgv4QwwMuvC4ffm+AA68fo79zkAd/9Tly52XM2EA41OfE4/Rx5O0KHv3B0zRXtyNJElGxZnR6LQrqwmPUsyFrThrW2JkLCE9GKBBi90uH+cM/Pkt/xyCiKDD/qlK++G/3kFGcMuFCTg7LnD3WyKM/eJqqg3UjRmYJa6wFg8WAIAj4vQGG+50EfEEq99bQ3dJH/0ODbLxvDTrD+FMfr9PHa4++Q0tNxyW/01QYTHpiEm24HR6CwRChQJhQMKS6d14iclimpaqdrX/ZzV//4xW6m/vQGbRYYy3ojToUwOP0MtzvihjLnvjXF0GBjfetmfQURY1nbeCRbz1J7fEmAKLtVjKKUkjMtKPIMp2NvbTWdDA86Ios0CWthMGkx2DSkZgRP2MPjctFOCxz6K2TvPvs/shnBpMes82IzqhDkkSCgRCuQTdup5egP8jRbZX0dw7yjV98huKleVN6UAAMdA9xen8tFbuqOPDGccJhmahYM2arCUkjEQqEGOp34nP78bn97Np8CPeQl6//930kZkyuqeN1+Xjpkbd57hdvRDabOoMWW3wUOoOOcCiMy+Gmt32Ap372CsP9qifIlUI4LLP5V1vY88oRfC4fUbEWLDYjoiSN6ZvdLX088ZMX8Hl83PF318/Y2CmHZQa6HLiHPDz1s1d4/ffb8XkC6E06jBYDGo1EKBiOjIvWuCgyi1ORJvF6cjs8vPXEbmqPqRsbQRQwWQyYrEZ0ei0IAgFfgKE+tdzOARdbn9yDc8DFl3/2KRLSp0//217fzYEtx3nhf96iobIFSRKJSbBhjFLHLJ/Hz1Cfk1AgRH+ng+f++w3CIZl7vnPTlB4CvW0DPPqDpznw+jGCgRAIYLIYiYq1oNFKBHxBhgecVB+u5+FvPcGmz64dk2nrw6JmxMug9kQzCenxhMOqx0A4JHPsnVO8+9wB5LDMnpePYIk2Y7IaGR5w4Rp0M9Dl4LVHtzNnaT7J2eOzaTVUtvDmn3bhcqhGa41WwmwzqW1DKyGHZdxOL84BtzpuVnfwxE9eJBgIceMXN0zqHTdKwOun4VQLz/9yCy8/shWXw43BrMcaa4l4H7qGPLgG3YRDMtWH6/nDPz6DwaSjbG3xpONKf6eDN/+8k86RDbgoiZitRowWgzp+Kgo+byDSTvo6BnnxN2/hc/v57A//BvMUm01ZlqnYXc0j336SptNtCKJAbFI0GUUpJGTEEw6E6GjoofVsx5jNs0anwWDSYTDpSUiPQzOJd4kiOEPRAAAgAElEQVTX7ePFX7/Fy49sxdGrHlaZooxYYsxodRq1zoc9OAfdDPYM8+rvttNa08EX//1eMotTJ69rX5Bj20/RdKYNp8NDSk6CKkDeO4zfE+D1379DwYJsdm4+SNPpNuxpsUgaicGeIfyeAPWVLbz55518/kd3TmgADQZCHHj9GI//y2baznYC6lhrjYtS501Zwef2MTTgUsfwFw7RdraT+//1LsrXzpnW+8DRO8yZg7XUHGlgz8tHCIfCWGLMWGzn5ojhfidet5+AL8ielw7jGfbwtf+6Tz3EumANN9g9xEsPv0V/p2OSJ84AYcIzn/eNj41xYqjfTfXxZpwODzteOY5GK9HVOkBvp4OqY82s2jR3zPWJ6ZO77LqGvTiHPGTkJU67UI+Jt4xxx9ZoJTRakdBlTmE46jkRCoZ5/P9uGRMzBWCOMkRik3raB7DYjMQmzsxV+3KhM2hISI2e8Jkep5fB3mEaqzv5t68/Me57STNrlfj/BZ1Gw8K8NOakJ3KysYNDZ1up6+ijrX+YAZcHnz+IPxRCQECrkTDptUSbjdhtZtLt0RSkxDM/N5WcpDg007jdX6kEAyHSRly73UMemqva1VjF8zbW4WCYxlNtgLqxS8yIn9Y4YYoysHRTOYe2nCQ+LZa5KwvJX5BFekEyMXYbWr0G56CbuhNNvPXkbs4cqEWWFWqONLD1yd2k/egODNOciI/i6HNSd6KJlx5+m9azneSVZbH0unKyS9OxxUWpnmVdDppOt1F7opFFG+ZOGyYxHaFgiL2vHuUP//gMfe2DiJJI+dpivvKzT5JWMPGpAUBv+wB/+pfnObW3BgB7Wizr71rOgvWl2NPikDQig91DnDlQy1tP7KKlpoOe1n7++rNXSEiPZ9G188aNuQaznusfuIrhAVfkM5fDw87nD0QWWvNWFzFnWf6ki5HkbDtGy9TutWVri3no4ftxDrpxD3txD3mor2hh+1/3XJY0pfUVLbT98HmG+oZJL0jmmk+tpnRFATGJNhQFOuq72PvyUXZuPoDH6VMX+b9/h7mrikgvmPg0zDng4pn/ep2zxxtBgYyiFD77wztYfO3ciKFnNOXqEz95kc4RXZW5KwvZcO8qEjPisafFzmgDdznR6jUsva6cHc8dICbRRumKAgoX5ZBekEJsog2dQYdryE3jqVa2PrmHij3VyGGZxlOtbHlsB5nFqViip3bbl8Myz//iDXrbBzCY9Ky5YQErblxIWn4yRrMel8PN6f21vPXnXdRXqNpNh946we6XivmbBydPW3783dO89PDbEcNEcnYCG+9bQ/m6EqLtUfg8fhpPtbHrhYMc3VbJy49s/VDC3iaj7kQTZ482IGlErrp7BcuuX0BGQTI6o47B7iFO7DzDlsd20NPaj9fl45XfbiOvPIslG8tmtM6RZZnu1n62/mUPbzz2LoIksub2pZStKSIp047BrMfr8tHZ2MvZYw3IIXlSbxVBEIhLjWHhVaW01nSQUZRK6YoC8soz1dCDuCgEUcDRO0zl3hq2PrmHlur2kd+ygrmrjnDr1zZOW+b+jkEe++Hz9LUPEJcSw9X3rKR8TTGJmXYkjUhfxyBH3q7grT/vUjdW3gBvP7Gb+etLKFtTPOE9g/4gbz+xi72vHEEOywiCwJxleWz6zDryyjMxWgwM9TupOdLAtr/sofZ4E8//cssVkSXqxK4zmK0mbvryBtbcugSP08sz//kah946ScAXZNtf9jA84CK7NJ17vn0TGcWpnNhxmsd/9DzD/S5qjzfRXN1OUqZ9zFwrCALla+eQlBlPtyhQsjyf4iV5ZJekkZAejzHKQCgQor2um32vHWXX5kN4nF4cvcNseWwH89eVkFWSNmXZFQUOvH4cvzeAz+Nn7qpC1v3NMvIXZGONtRD0B2muamf7U/s4sq2CoD9Ea00HLz78Ftlz04mOHx/aJQhqSF/B/GwcPcPkz8+ieGk+eWWZJGXZiYoxoygK/Z0Ojm6r5K0/72Kgy0HQH2Ln8wcpX1fCypsWTlrmwe4hnv35azSdVtchOXMzeOBf72LuysKI4djj9PLOM/v563+8HPFCWnTNXNbctpTEjDjsaXHET3AwGgqG2bX5EJt/tQWXw4NGp6FsTRFr/2YZOXMziIo24/cGaKvtYu+rR9j70mF8ngBHtlZiiX6ZB3/52UkNKwFvgO1P7yPabuWBf72L0hUFNFS28vg/P0d7fTfOQTdP/+drNFe1seb2pdzwwFUYzHre+vMuXv/9OwR8QY5uO8Xt37hunHFCURTOHm3g0R88TXdzHwB55ZlcddcKipfmEZNgIxyS6W3r58jWCt55Zj8DXQ7qK1p4/J+f56HfPkB2ydTegHJY5oX/eYv+zkF0ei0rb1rIqpsXkV6QgtFiwDXkofpQHW/+aRe1xxuRwzJHtlayc/NB7nzoBqQLMr9F263c+rWNeM/rw4PdQ+zcfBD3kGpUWryxjIIF2ZOWKac0/QM9LPhYGCcURaG5rpu2hh4sNiPHR2J+FUU9ZTt1qIHFawvHWJIninE9/ztRFAhO4dZ17lpxyntdTjQaDQaznq//+HZSssaeoIiiEPGMkDQScliZNEZ5xoy+ljL6L/WDcFhWre3jLhcmrQtRFJG0EqWLs3ng+zdwYe5Io0k3a6D4/wyjXsuyokwW5qXh9Ppxev34AiFCcjjiSSEJqoFCr9Vg1GmJMuox6DQf+fCfcChMVLSZlJwEao400NXUi2vIMyYeub9rkP7OwRG9iWS0eu20p+WSRmL++hL+4c9fJSkrgYT0OPQm3Zj6Ssy0k1uWSd78bH79zT9RdbAOUEMabn9w04yNEwFvgGd+/hq97QNc97l13Pq1jSRnJ4wRk1IUhfCtYRy9znGaGhdLwBdk7ytH+MM/PhsxTCzeWMYX//0eUnImNyQHfEHe+OO7nNpfC0BaQTJf+MndzF9fMmZOGI0lLliYwyPffpKGyhYGOh289Mjb5JVnjgu7MUUZueWr1475rKu5l4rdVRHjRNnaOdz50PXqSep7JNpuI9o+Np70yLZK3n1mH7J86UZwr8uH1+2jeEkeX/rpveTPz0KjPbc0SMlJYM7SfExWI6/871aC/hAtVe2cOVhLSm7iOKONoig0VbVxdFslKOqG/46/u55lnygfY6QxmPWsvm0JzkE3v/uHpwgHwwz1DTNnaV4kdvyDRhRFSpbl873Hv0JShp2EjHiMFv3Y/kM8OXMzyF+Qzf9+96/qewIndp6hv9MxrXEC1PAoY5SBe79zExvvW4s17nydFDvZpelklaTxqwcfp622ExTY98pRrv/8+gmNWYPdQ7zxxx0RQ1lSlp0v/fReFl0zd8yCMqs4jfnr5/DET17kzcd3jAgGXhn43H4MZj23fHUjt31j05jQhKQsO/nzs8gsTuV/v/dXupv7GOpz8trvtpNfnjVlWFQERQ0laj7TRmyijU9+7xYWbywbFwKhKAoe50p8bj/R9smzI+n0Wq751CrmriokrSCZ2MRotPqxc1NydgL587PIKU3n19/8M52NPQQDQQ6/XcEnPr9+yjh8UI3Yfe0DpOQmcv+P72TxtWXoDNox9VKwIJuEjHj++E/P4nK4GewZ4uCW48xZlj+hHkJ9RQvbn9obMUzMW1PEl//jk2SXnvMSTs5OoGB+NnOW5vG77z9FxZ7qceEHHwauQQ/zVhVz29c3RTbeN335GqoO1+MccNFc1UZMYjT3fvdmlmwsQ5RErDFmKnZXs+O5A5Gxa+HVc8fVTVxyDF/86b1odRpSclXtoguN6al5SZSuKMAaa+Glh98m4AvSXtfF2WMNZBSlTGt8d/QOI2klVt28mM/80+2k5iaO+Zv0whQKF+Xy6A+eZtdmNeTt5M4q2mu7JjROABgtBu745ie47nPrSC9IJtpuHeepkJydQOHCbFLzkvj9D57G0TvM8KCLo9srWbKpbMJ2IssytcebqNyn7qd0Ri33fucm5q8vGdPGTVFGNty7EkfvMH/96UuEQzLOQTfzVhViT5vcuNxS3R4xTEhaiU33reHOh27Anh43Zh+RUZTC3JUFJKbH8cKvVY+Pw29XsOflI1zzyVUT1rksKwz3u7j9weu46q4V6AxakrLsNFe188zPXyPoD1J7rJH8+Vnc9fc3RIzsn/j8eo6/c5qmM224Bt201XWN87JxDrrZ/Ks36W7uQxAFylYX88BP7iJnbsaY+S0tP4niJXnkzM3g0R88zWD3EPUVLbzxh3f50n/cO2aOnYjetn4MZj13PnQ9n/jc+nG6YDml6WSXpvPLBx+j+YwqlL7/tWNcf/9V4zxUYxJt3PHNsent6ytaOLq9MmKcWHpdOTd+4eopy/RB8rHYDQYDIWqON6PVafjuLz7Jz576Kj976qv89Mkvsfr6MioO1OHod01/oxGssWZscRZqK1ovy8nUTBm15IZD4XGpFUVRIC3HTigYRpEVsgqSxvyTkZeIwaROdGnZdoYGXHS1DkybolEUhTHq+ucjSarCccAfxDcSx6YoCkMDLvp7Li43riXaSEJKNG6nD2useVz5E9NiP/IbzlneG1qNRGyUicyEGArT7JRkJDEvK5l5WcmUZCZRkGonMyGGhGgLRr32Y9FOFFnBYDGQOUc9beltG2Cwe6zLXUt1Bx6nF1EUySvLmnG61ZhEG4s3lpFeqAoqTXbyl12aHpm4QY15bKvtuqj36GjoYfG1ZXzq+7eQlp+E5gJ9BkEQ0Gg1xKfETOshMBWhYJj9rx/jsR8+R29bP5JGZOHVpXzp3+9RF3hTGIhbazrY89JhAt4AWr2W6+9fz5JN5RNuDCSNxJxl+Xzi8+vQGdV6OXu0gYrd1e+57B8FLDYzd3/rRooW545bNAmCgNlmYtNn1kQWm8FAiPqTzfgnyUpSc6QhctKaXpDCnGV5Ey4itToNc1cVkjQiEN16tmtM/O+HQVSshaUby8mck4ppxH3+QgRBID0/mQ2fXBmJN3cPe2mdYYiPKIksu24+mz677gLDhIqkkShZns/KmxZG3MV72wdUQ8UFKIrC2WON1BypR5EVtHoN6+5YxpLryseddAmiQLTdym1f30h64cQpzT9M8udnc+MXrx5nMBAEAa1ey9JN5Wy4dyWgvvfJXVWq19kMx0aXw41n2Ms937mZ9Xctn1CbQRAEzFYjcSNC6FORmpfEwg1zScq0jzEanI9Gq6F87RwWbihVD2AU1SOidwo9k/PR6jXc/OVrWLJRHbMurBe9UcfVd68gd14GoJ66Np1uwzkwfs0rywoHXj8eebYtPopbv7aJ7JL0cWUXJZHcskxu/drGKyaFtd6kY+7KwsjvJooiaflJpOYmAuqBZHJOAmVriiPjjclmUk+qR16vp7V/Al0k1Xt33uoiipfmEW23TjhejY6F1356dcSrKxQM01zVjt83udbD+aTmJnHvd28iLT9p3DMEQcCeGsumz6zBFKXOlz63mgFqKvLKsyhfN4f41NgJQygEQUBn0LH29iWR03FFVuio756wnYDquVl9pJ7AiFZQTmkGhYtyJha9NOqYv25OxIDfdHqs2OJE7Nx8kNaRkIjceRnc9o1NI+Kz4/tjVKyFm758DTlz1TbuHvKwc/PByCHARKgCwHlo9Wp9aLQaSpblYxkNzxegfN0cUkbCIARBIDnLTmyyaugMBkP0tvWPu+/xd06pxjogNtHGPd+9ibzyrAnHCr1Jx6qbF7FkUzmSRiQcCnPsnVMzyromiAKLNszlhgeunlCwXJREChflsvb2pRHtoP6OwRnPQVc6HwvjhHvYx7G9tZQuzsGeEoNWp0Gr06A36Fi4pojOln6azs580Z2SGc/C1YUc2H6arc8doq2hl86WfqpPNHPqUMOEXgOTEQ7LOIc8DPY5cQ97CIfCOB1uBvucuIa9Y7wbjGY9tlgzbfU9VB1rpqt1gK7W/oioT25JKovXFvHSY7s5vreWzpZ+Opr6OL63loPbT0fKteSqYkwWA5sf3UnlwXq6Wvtpa+jlyM5qulrHToixCVY0ksSxPWfpaO6jq6WfwT4noIaoZOQl0tM+yJ4tFXQ091F3qp0tTx+MlGmm6PRaVn+iDJ83wLOPvENDVQddrf00n+1i+4tHaa3vmfECY5ZZPg4YTXqyilMRRIG+9gFVLX6kDyiKQnNVOz63H41OImdk4TkTRifa6Yw4kiSSNSctsvAMBcMMjfT9mRJtt3L9/euJSbx8mXZGNyKjBHxB9r58mD/84zN0t/ah0Uksv34BX/35fVN6TIC6ia7cWx0JG0jNTWTJpvIpjRkarUTJ8gIS09UNs8fp4+Suqkv3RLuCmbuqkKLFuVPWZbTdFtkAAXS39E2ahmw0/S1AQnrcpAJ9giBgjYsiLkld1Mph+X3X8JiO0XR+07VnURJJy0uOnNrLIXnKxfL5RMWYWXPbkimFCzVaDQULsjGNeBz53L4JN7R+b4DT+8/iHBF4tcZGseqWxeM8Ws5/v4T0OJZsLL/iDL1LNpVhjYuatFySVmLJpnJiRjKh+b0Bjr97+qL65vyrSll87bzLkq1kpukTNToNeWVZERFZn8eP2zFekHciMopSWbihNLLJmgi9SUfhiNgeQH+XA/cEAp2OHjXjwmi/zZyTxrzVRZMKLoqiSOmKQjKKJo/v/yDRG3WkXBBubYk2R7LZCKJqNDzfEC5J4oiWhlp/LocHOTx+rTnTeRPAFhdF1nmu+UN9zikFNM9n2XXlpE8RgiiIAklZCaTknvMe62wcL247UdmnQ2fQkT8/KzL/uYc9k6a9DoflSNgCqN4XRsvE3o+CIBCTGI0tXl1LBAOhiOFhIvo6Bjm6rRI5LKMzaFmyqZykLPvkdSIIWGMtLLy6NPJZzZF6etsnP4CNtlvHrUvsabGRQwmjWU96YcoYY45Wr42MyXJYxn2BCKV72Muht05GxLSLFudSsrxgynLrTXoWbSiNhIf0tPZTe6xpWi9Yi83E6luXTGi8HkWjlShYkIPFpnrr+b0BettmZvS80vlYhHW0NvTQ2dzHhtsWYTxfNVeAjLwEUjLjObqrhqVXzZnR/QwmHbd8fg0ALz62m+cf3RERo7n6toXkz5u5enh/1xDP/e5duloG6GkfpLfDwV9/tZXYBCvpeYnc/sBaYkfEOrU6DVfftpCnf7Odn33zrxjNOqLjLHzzZ3eRkBJDjD2KTz+0ked/t4Pf/uglENTFnN6gZe2N81kwkgo1PTeR+x7axEuP7eZXP9iMJInIsozZauRL/+cmktLPpVZNyYpn411LePelY+x67QQ6g5aVG+dy7zeuQRAE1t00n9b6bp78xdsYTDqMZj0FZekUz8+ccR2A2knLludz55fWs+Xpg/z0wScjXhu2OAtpOfaLut8ss3zUETUiyTmJmK0mnA433c19yGEZSSMR9Idoq+si4AuSVpBMfPL7I2ZrthkjnhNKWB6XUWE6knMSKF46fZaPi0GUhMhpdCgY5sAbx3nsR8/T3dyHRiux7Lr53P/ju0jOnnwxM4rf4+fMwbqI+3r+gmyi46c/BUxIj8MWH0Xr2U7ksExnQw9Oh/uKOUG8nAiiQMmy/GlTHGp00hj3ec8FxvXz8Th9kf/WGrRTnkBrtBKa0Y2XouB1+ya99krDaDFEwqAURZlx/4m2WylaMrUxCFQvqNGQoFAwjNc5vm58bn9EOBcga04q9mnEr7V6LTnz0jFGGabNMvFBoTNoyZ2bMaWw4OjJcnZJOoPdquh43YkmZFlhJnlHtHoN89fPwRp36cK8F0tUrCXSD8KhMAH/eHX/cQhqtoOkzOnHuvPj+n1uP6EJDtH6OgbpaVVPgyWtRMH8rMgJ/eTlNpNZnMqZA2c/9DAgjVYal1ZXq9OgG9lwCoJAfOr4tq/Va5AkkRCo9X6JB2GSVsIae2689HsDM/KyljQic1cXTevSbzTrx7TRUdf7y4E1LmokrFoh6A9NetA4mv1nFL1x6tBrrU4TeS9Flic1egA0nmqlr13VpzBZjRSPiINPhSiqhymjuBweOuq7yZ+ffWGUOKCOzRfqRRgshsg76Iw6YhPHp9/UGXQIooAiK+P66Kh2xKhBpGR5wZSpZEdJL0xFb9ThHHQT8AVpOdtBwB+cMqzLGmeZ0doqJsEaWcOFgmE8zitjPL9UPhbGidSseL7183vIzB8b/yoIAgmpMfztT++IyCfYk6P5/v98mrQc+6SnZ4IgkJASzX0PbWLDbYsYdnhAUTBaDCSlx6LTa9BoRL74f24a56qckhXP1398O/FJaqO32Iys+UQZ/gnSzGhMEgF9EFmREQXVir9wdSEpmfH0dQ4hKwoWqzGS8UIQBDLyEvniD26io7kPt9OnWoVtJhJSYyKTukYrMX9VAZkFSfS0D+Lz+JE0ErZYM8kXqH1brEbu/urVrNw0F7fTh1YrkZB6zniRlm3ny/90Cx1NfQQCIaJsRpIz4+lpGxjTsRavLyIjL4HEtFgmQ6fXsOb6cuYszKKnw0FwpHPGxEehiZfo8vWjETXE6WyIIx0yrMgMBoYJyiEMko4Y3czzvc8yFlmRcYa86EUtevHjER7xUSc5y05Mok3NO13VRsAfxKiRcPQO092knlpkz0nDZDMS8M1gMXsBo2k3/d4AwWCIcEhGDssosowsq4KV4ZENpjJy/cWQVZx6SXoKEyGO5GUPBUMcfquCP/7Ts3Q29aAzaFlx40I+/y93kJA+cU71C/F5/BExLwCz1chAl4PhgalPLeVweEyItdvpxTPs/VgaJ0xRxhGBvekXh+cvxIKB0KTtxXjehsfn8k3pbRjwBc+J7QnCB5aqbCYoikI4FMbvDRIKBAmH5EgYpCzL9HcOjnERn2kGlcRM+4zSYGr12siptiIrE244/d4A7XXdkf9Py0+ObNYmY3STb7aZrhjjhC0+iqjYyU8JRzHbTCSdp7nV2z6Ae8gzbtM6EVExFlJyEqfNqPJeUBSFYCBEwBsgFAwTDoWRw+o4qygKw/1OlFEBUmVm+2OtTktKTsKMhOjOH4dDwdA4w6GiKDh6hhkYCR+UNBIZRSnT1rcgCKq2jFZDOHRxxuvLjSiJ4/qNIJ7TOhMEYULNF1EUxoZNz+BZclgm4AsS8AVG+n0YOayMaJJ4I6HOMPN+H223EZtomzYtqyiJY4x0F+OtPbqpDviChEbm/NH5XpEVXOcZOhRFmVRLRBAEjJZzh70ep5dQcPJy+Dz+SGiLKIqYrROP42pK7w6co1lRNBKCKIxJ9znJm01oLFA70vj61Bm04zb/knTOW0qj1Uw4Bp+/hzzfGKcoCo7e4TEpmg1m/QzKrdbd+dXs6BmO7H8mIzHDPmUmlVG0ek1kPJtsjvgo8rEwTsQl2oibwAIGqjWvYO45TwejWc/8lfnT3lMQBIxmPbklE7uzSRqJ4gVZ4z43RxkpWXRO8dRkMTB3ae646wAaXR083/kunzV/AovGFLlvWk4CaTnjUx2Nlisq2kRh9NRu3qIoEJ9kixhJJmM0vrKofGJPCEEUiE2wRrw7RjEXpzAUPBerlpASM6NUpZJGJPH/sffeYXKUZ772XVVdneOE7slJmlHOQhJICCRAIHI22ICzvcb2t7b37O7nY+96zwbbe7zrdd7ghHHCJkchJIQyEsqM0owm59zT0zlVnT9qpjWjSS0hjQTMzcV1aborvFVd9db7PvU8v19Bxqggxuvt+3in7wQxJcE35n4Ck6R1itFkjLe6DnHYW4XHmMFXKh6adB/TjE0kGeP5lu3Md5SxzDX7cjdnGsBdlEmGx0FzVRuNJ1uJReKYLEb6uwfoaunR3pzNzcdsO7/ghKIoeDt91FU20XS6jebqdvo6+vH3Bwn7I8SiceKROJFQdEz/7HRxuh1cbIMpURIxWQyc3FfDb//luVRJxrIbF/CJb92fdmACtLcrw900Nj2xXfNkT2P14ZO2WCR+3lkl7xcMJn1aIo7AKCHj8Rhu89Za20l/1wDO7NF1s5qSvJfOJi0QJ0riFaGFMDSRqz/RTOOpVpqr2+lt8569fyIxYtE40VAsleJ7Prjc9kknKGcZJtY4xrfRcCxlfwjgynGMa903HJvLgnGSIMZUYrGbMZgnb4/BqNfe/g4Si8Txe4NpBScMJn1aA/7zIZlI0tnUQ11lM81VbbTWdODtGiDQHyQS0qz+4tE4IX/kvANBOlnCMY4Q4mSMulZULY0/GhqaQApkpJmR53Lbxy0TmkoEURxV3iIMtzgUGCeQc+69Nn4wIRyI0HS6lYYTLTRVt9PR0I3fGyDoC2v3fUSb+AfSLMsZjs1lSZX2TIYwos2TBz/isQRtNR3Un2ihqaqV9rou+ru1cvJIMKo986Nxgr7xM96GI+kkCoeV8zSeasXvDWFzjc46UlWVzsZu+gatKnV6HQXjODkl4kl62/tTk+jejn6+/djPEKXJ+8NzS2eCA+Fxz4ykk0YF3Ic/fkRRmLCfPDd4qKoqvu6BlDU6wC++8Sd0+mcmbfe5QaFwIEJiDN2T4TjTvudGenx+UIrjPxDBifcr2UYXG3JWYhCvnAFCuvTGfGzpPMDDRTddlO3dlHMVGXo7L7ftGvE2ziQZuCf/emRBR21wchGZacZHL8pcl70Eu5zmRGSaS47ZZiJ/pofKPVW01nYQ6A9hd1npadM0KMxWI4UVeZN6qA+hqiq+Hj+7nn+Hnc+9Q/2JFvzeQOqJJUoikiQiSqKWuqiqab/1GQuDUU53vpo2giDQXt/Fvk1HqTvefPYLdeSbj3QInlN6EA3FUoPz82HozdMHEZ0spdJCLxbzr64gK89FT5uXjoZudjy3n+wC7U39cCcXX4+f7U/vSw1qi2blUb645KK25XxQVZWAN8jbrx5m25/fpq6yiYGeQOqZJA7eO6I06NKlgnIBKeJGi+GcyceFEw5ERlybJosxrcwAvUGPlGa/MhXo9Dp0k2TvgPbCxGDWI0qilpmQVIikWWai06gAACAASURBVAok6cS00rDTQVEUelq9vPHbnbz96hFaazpGTFwk3dB1ovW1SlI578w0URJTQucXo73D2yeIAuY0RYqNZsNF7+cvBEFg0mv7Qt3zYpE4p96pYdOvt3P6QC1dzT2pN+eCKIx4bgqCkMo4PB/0Rvmiu9IlEwpNp1t543e7OPRmJR313WcD6QJIkjTYZ2kCohNlPwxHJ0ssWD0Ll9uOt2uAljPt7Hr+He76wk0jhFlVVaW3zctbT+/D16Np7pQOOkmM2d54kvCw0gNVUS8o0DO0rfFSkIRh2TJjfi+M7y44FqqiEhwY+SLnQksokokkTHL5aPfcFXDTXSamgxOXAEVV6Yz0EkxEGEgE8RhcBBIRwskos+3FGCU91f4mOiNeTNLIQYqKSiQZoz7QRn88gCzqKDS5yTFlEkiEaQ1149JbaQxpaZxlljwyDQ7iSoLGYAfdUS9mnZFSS15qEqqoCq3hbtrCPSiqQobeTqk1D70o44sHqAu0EUnGcBtdFJk9yKKOllAXCTVJJBnDG/MPrpOLTtBRH2zlnd5THPZWUWDKRhZ1lFsLyTQ46I72E0iEMIgyzaEu9KJMua0Qq85EOBGlPqgdl0u2UWrNwyhpD15JkNCLulEDNkEQ0AkSsjiG1ZGq0BX10hTUzkWJJZdsgxNBECZsx3h0R/sZiAcQEOiKeHHqbZRa8jBIMjElTkOwHZdsoz3SSygRocDspsDsJqkmaQ/30hruRhRESi25ZOo1IZ6YkqAh2E5PtJ+kqkVKC0xuiiw5tIW7ERBIqEk6wr1YZRPl1iJkUaI93Et7pIe4ksClt1NqyUMQoD7Yjg6RgUSIPFMWreFuMvR23AYXTaEOBEQSaoJMg4PWUDeFZg/ZRid90QGq/c0k1ARz5JJUp+ePh2iP9GAU9bRHepFFHaWWPJyyll7bHwtQF2wllIigoiKLMrNtRTj1H7z09suBIAiUzitE1usI+SO01nTgLsigubqdZDyJoyCT3DJ32g+pnjYvf/q3V3jzqT3ag1PVAiB5Mzxk5blweRzYXBbMNhMGsx5f9wCbnthx3kKYww7gwtabgFgkzq7nD2iCbqp2jlRV5fC247zwn1t45H/fnVZKPGhvlYcHXworckdZgqaDuyhzpJ7RB4jzHaSls7388hzWP7yaF366mVgkzqu/2EY0GGXFLYtTomneLh97XjrEjmf2oaoqZruJjZ+8juwJSgMvNb4eP8/8cBObfv0WQV8IVdUCCXkzPGTnZ+ByO7BlWDHbNK2JQH+Q15/cSW+b97z2I0riRUs4OneArjnmTL6eJEuXpLzhQhHTECE9u6yYOkZVUc9DCyH9fUyEqqo0nW7jV3//NEd3nCAaiiEIWp14/owcMnOdON0OrE5zSpek4WQL2/6097yCowJMak+ZfpsZoS8gQNrBKdmguyR9/QVxCZoRi8bZ9fw7/P67L9Je3zWo/SSSW+YmpzibjBwH9kwbFodZmzQCe14+xMl9Z86v6edxjadDMpHk1Du1/PLv/sSZI/XEowkEUSAz10luqZvMXBeOLBtWpwWjxYDRbKByz2l2v3hw0pcSgiBQNr+QNXddxabf7CARS/D8TzcTDkRYcv1c7Jk2FEWhr6Of7c/sZ88LB1BVTaNk4yeuw+UeO+MnmVSIDssCNZj1VCwtRZLOP1B6PmOj94qqQuSc7MlZy8ouyIWsbEFRymFjPC7Wff9+ZTo4cQlQVIUDfac44q3CLlvpjnopNHtoDnVyX8E6lmXMJpqMc3KgnlMDDcy1l6ATtQs1mIjwfMsOmkIdeIwZqKqKoirkmDLpjPTx6/pXKLbkYJGMKKjYdGbssoUd3UfY33sCtyEDfyKITWfmgcL12GUrB/pO8UbHfjL1DgySHqvORJ4pm3Ayyh8a3yCUjGLXmenq8rImaxGrsxayu+cYh71VlFjykAWJxlAHt+Ss4pqsBXhjftrC3QQSIToifRhEmSKzpix8aqCBbZ0HyTNlYxBlREHEY8xAEkReaNtJY7CDbIOTnmg/ZZY8bs9fkyrhOB9UVaUu0MZTzVvI1DtIqgo7u4/y0eKbyDNlj9uOiYITJwfqebVtDzOsBYgINIY6uMmzgtVZCwkmIjzVtBWnbMMum1FUBQWVPFM2x311vNC6E48hg4SSYHf3MR4suoEcYyYHek+yt7eSEksuR7zVRJUYnyu7C1DZ1X2MhmB76vyYJANF5hx0opE9Pe/iiwdQVJW6YCt3519Hha2Qp5q2kGPIoDHUSYbehlEyEEyEuTXvGn7fsJk59hKO+2optuQSTcawyWYeLdmIoip0R7283rGPjxZtYE22JmzXEenl57UvkmVw4TY66Yz04ZCtPFp8C7Ko4+nmbagoGEQ927sOs9a9mApr+oKw00xO2YIiZKNMLBKj4UQz86+poL5SyxhweRzklXnS2k4sGuel/97K5id3EIvENWu0tXO45bHrKF9aSlaea1SNY/XhOnY8+86FBycuAUpSIdAfIiPHwdp7V9LX2c/elw8TDcd4/Tc7yMp3cesn16VEMydCp5NGDKo3PHotNz923Xmk1GsMlZpMkx4mi5G7H9+At6Ofnc+/w0BvgOd/upk3n9qrCb2pWiBgwKsFg53Zdm77zHpueHhNWvX1l4J4LMHm3+zglZ+/STgQQZREZi8v4/bPrGf2VTPIys8YZeXYeKqFPS8dOu/gxMXkXAvLibRAhnMhb/IvJYl4Mq230UPaDkPZIqIkTqqxcbEJ+kL84bsvsn/TEUCbvF9791Wsf2g1JXPzcbodozI0djyzj10vHLigzK2LgSAKIzKkVBXi6YhyMlh7f+VcKhcVRVE49U4NT/zjM3Q1aWKh7qJMbvvUepasn0f+DA9mu2lEIC/QH6TxdOt5ByeAixpc6Wzq4Yl/eDrVDqvTzLoHr+bae1dQWJ6LI8s2qrQhHouz56VDqGn8oBaHmfu+shFfr599rx3B2+njqe+9zKYntmPPsKIkNYeiQH8IQRTIynNx9+MbWH3X8nFFP0VRGJEhlZHj5Cs//TT2jPMXqdUb5fN+ll8oggA63chjeuzv76Viadl5b0snS2mNXz7MTAcnLhGKqk1cV2XO59f1r7DOvYz9vSdoCXexjNnMd5ShotIQHGm3UxNo4fRAA4+WbKTYkoOiquiEs51iZ9TLXflrWewqR1VVZFFHfzzAts5D3JZ3DUucFXjjfn5V9zInBuqZZy9jW9ch5jtmsCFnBaIgoqgqJknPzu6jdEf6ebz8XsySkYPeU7zVdZiFzpkkVQW9KHNP/nU4ZAvPtmyn0lfL6qyFLHZWEEiEiSgx7s7XXE2kYW30xvx8tHgDhWYPqqpiEGVqAq0c9VbzqdLbKbLk0BBs5xd1L7EsYzZl1vO3qUqqCtu7D5NjyOTBohsQBYH/rHmefb0nuCf/unHbMRkJJcltudeQobezq+cou3veZXmGps8wEA+ywDGDGz1XoRMlRESSapI3Ow8yx1bCrXnXgKry64ZX2d19jNvyVnO0/wzz7KXc4FlOrjGTnd1HyTe7kQSJpKoQSUa5I281NtmCqqoYJT0CArfkrkISRFTghZYdnByop8yah4jA8ow5uPR2mkIdPFi4nv+pe5G+6AB6UWa9ZxkD8SAO2cpyz2yebt5GKBEhy+BkbfYSKn21o445kAhzV/5almXMpi7Qyi/rXsYXD6Kg0Bzq5C9m3oNFZ6Q/7ifPmI1DP/VK5x9ksgsyyXA7aDnTTlNVm1bzWtWGKArklrnTFghsPNnK3pcPEYvEEQSBuavK+cL/fYSCitxxaxeHBL6uNAoqcvn0Pz7Iwmtn4+0aIDQQ5sCWdwn6Qjzzw01k52ew5q6rJh2Y2FyWEWm08VgCs8142SbAHyYyPA4e/ca9KIrKjmf2kYgnCfg0DRBRFNCb9OSWuimqyGP9w9ew/MYFWOzpZcRcCtrru9jx7P5U6vvMRcV86fuPUTq/cFyxUCWpXvZyH6PFMKJ9KReVSS7xaDh2RYmnxSLptUdJKoT9kdSbX0knjRDumwqO7TzFsZ2nBvcvct19K/nEt+4nKz9j3De5yaTynl0i3guiKGCyGFOZaKqqpq2BEQ5ErsjnxMUgGoqx/c/7Ui4mVpeFx755L9fdt1ITpB3j91ThsjuXALz96hHOHGkAtADZHZ+7kXu+uGFCO97zbXdOcTaf+Nb9JBMK+147TDKhEPAG8XX7ESURg1lP/swciufkc9Mja1h83VxMlvGzCXR6HVbn2TGNmlQR4IKCE1OJIAojHFpAy1q70tv9fmU6OHEJceqt2GULGXo7dtmCSWcgoWhpdYIgIAniqDKGllAXdtnCDGv+mKUMDtlCkcUzItsglIgQSUYpMLkx67SHj9uYQVu4hzxjFr1RHwsLZ2AZljWgqipt4W6yjU5cehuSIFFiziWWjNMf8yMgkGvMIteUCUCG3kZ3tD9VZiEJEgLimG3MNrrIN2Wn2qiqKv1xP3pRxm3MwCQZyDFmYJaMdEW9FxScUFBoCLaTVBX+0PgGAG3hHhyyBUVVxmxHOjj1NjzGDGRRR4HJw/bEEeKKNmAySQaKLTnY5LMdayQZoyfaz9rsxamsjBJzLtWBZpJqEodspS3SS0/UR0ekF4dsQT94zkRBIM+Ujds4Mo05oSSpD7Zzxt+EPxHijL+FPFMWqqoiCRIZBgc90X5cejsWnRlZ0JFQk+glmQy9HYfeiktvw6IzIaAFcgRBQBSEMeucLToTM6z5mCQDDtkKCMTVBFadGVEQaQy24za6CCbCOPXWi1YrPY2GyWakZF4+TVVtdDb2UHOsEW+nD0nWMXNRcVpvBhRFoeFkCx2D4pEGs54bHl49QphwLMKBSNpvz6aSiqWlrLptiSZMbDPy2Dfvw9vlo+ZYI71tXn737RfIyHEyZ+XMCVPT7ZlWnNn2lO1ga00nkVBsOjgxBaiqSu27jdQcawBBYNHaOVx3/0p0g+UEJquR7MJM8md6Uj7tl7OtbbWdNJ5uA7QJ77oHr2bmJPoX0VCMWOTyCqUaTAZcHgf93Vq9d3drH/FYAr1x4myCgb7AhHZ/U81Ab4CgP4yqqhOmaocDUU2lfxCz3YQjc+pcvJJJhRNvVzPQq2WbudwObv3UOrILMidcL+gLX9YJrSAI2DIsWBwmAv0hlKRC5+CEfDL6OvpHuNJ8kAgOhDi+pyqVGbJ47RxW3Lx4wvtHSSij9AemmkQ8QeXu00TC2j1cMDOX9R+5elIB1UB/6LwCTclEkurD9dQfb0aURJbesIDVdyzTdDh0EmabEXdRlpZhkka5pU6WyC7MRDboiEcTREJRWms6yJ+Zk3abLgeCIJCR48RsN6WCek2n21i5ccllbtkHk+ngxCVkaBInCOlP50ySgZgSJ5KMjTnx14ICI7emEyUEQSCqxFJlIKFEhHxTNnpJRhZ1DMRHC86YJCMdkT4UVUUSIJSMogIGSUtdHSo1OcvZDk045+/hyMLot0x6USahJkkM6i7ElASRZOyCSjq0/QtYdWasOhOLneUIgsASVwVugwthMItjrHZMRkyJk1CT6FSJSDKKThARBZHkoN3r8AyRoXboRZlgIpIaVPkTIUyiHpNk4KqMOTzZuImnW7aRpXdwa+41yIIutfbocwyVvlpeaN3J9e4lzHOUkVA07Y8hxKE9pwZw6uAnWnuG/ksXeQytD9ACUgscZbzUtpsis4clrlnMc5RNhyYuMkazgeK5hfDcAfo6+jn85nGi4RiyXqJswcSuPEMkEwr9Xb5UTbHeIDNz0dgOPEOoikpnc88IFekrBUEgdX2LosiMRUV87Ot38z9f/yPtdV00nW7liX98li//x2MUzR4/AGM0G5ixqJj6QWHNmqMNDPT6sbku4WR4hMj6+FZtH3QaT7by+++8QOPJViqWlfEX//djlMwtuCJraZXk4P0z+OZelARmLimZcB1VVelp96YmqZcLg0mmoDwndY03nmolEoyOa+UHWtu7mnsJXkH3fqA/SE9LH6qiIkyg3O/3Bmg5czbjNH+mB71x6oay8UiM/q6BVMaM1WWZNAisKAqttR2XPRDsdNtxeZwE+kMk4kkajjdPGgxSFZWWmo4PbHDC36cFxYYomVc4aQZXOBihPQ0LyUtJOBDRnKgGny9Z+S7chRMHyJJJhZYz7ecVnKg+3MAfvvsibXWdLFgzmy/++6N4irMuWK9GEARK5hRgz7DS295PcCBM1aE6lt204IJ0J6YKQRBweRzkz8zhzOF6AE7uryEeS1w0kd2pRHO5uXJH81feKOFDgKIqBBIhfPEAMSVOX2xAExxUVWbZiogqcV5p28OpgQbe7a/hjL95wu05ZSszrPm81XWYEwP17O4+Rk/Ux2xbMdkGJxW2Il5v38cRbzWnBho41HeacDLKIudMvLEBdnQf4bivljc7D1JodpORhtihU2/DnwhxrP8M9YE2AvHxBzmCIFBgdmPRGXmr6xCnBhrY3nUYk2Qg3+RGURX8ce18RM85HwkliS8eIJAIEUnG6IsOEEnGkASRqzLm4I350Yk6XHotWqwTJcT3IJDTHe1na+cBjvvq2NV9VBPEnKAcRCdKLHaWs7P7KEf7z7C/9wSnBhpY7KpAL8r0xPrxGFx8vORWHii8gQLz2Baxw/HG/CTVJPkmN9FkjNZwz6igyPkSTcYGz2+MgXgQXzyQyuIBxqyDFAWR9kgv69zL+FTp7dzgWY5Jev85y1zpyAYdhRW56I0yve39vLP5GJFQFFeOE09xVnobUdWR9dqCgDyJA0NgIETlrqrLVgN9Pkg6iRU3L+bBr96G1WlGUVTe3XmKP37vZQb6AuMOtowWA0uun5uyn2uv7+LQm5XvyaFkIkRJRD8sKyMajn1g06EnQlVUDm2tpOFkCwBXbVhI4ay8KzIwAVoMaaTegTCpg0k4EOH4nipC/vScIi4VJquRiqWlqQyr5up2mk63TXjdRUMxqg/VXfa2D0dRVCr3VBGdIBNFVVSaqtpSGS4A81ZVTKmwp6KoKMrZa0UUxQkzsVRVpafVS/WhuhGClJcDd0Em+TM0DSMlqVB9pJ7e9v5xrxVVVfF2+ag/3nxFlDFcCjQ9jbPHLxt1CBP0U6qqUnWgjq6W9LJOLhWKMtJpS5IlpHF0HkBrd/PpNq1PTvORpCgK+187QmttBwCrbl1Cbqn7Pd9v5UtKyBu8DuPROIe2VtLV2HvFPyuz8lzMXTkz9RyrPlRH1YHaK77dYyFJIrphtrzRKyiLDqaDE5cEQYAMg10ToBRlCkxuZFEmS+8g0+CgLzbA003b2N51BFmU+GPTFp5t2U5EiZFryuJjxTfjTwR5pW0PO7uP4k9oE3+jqKfUkpsqCxjCLBm5r2Addp2Z19v3URds477C6ymx5KIXZe7Ku5ZZ9mK2dR1kU/vbNIU6UVAptuRyX8E6Tg80srl9Py69jXsKrsMg6skyOMkZVm7g0tvJM2Wn/i63FrAyYy5vdLzD1s4D9McDANhlC/nm7FGT6Uy9nYeLNhCIh3ilbQ+BRJiPl24kQ2+jK+LlT81b2d3zLqIg8semLbzYtouoEudMoJnfNbzOaX8ToUSUJxpeZVvnQQQErs6cz5qshbzdW8lLrbuo9jelIoHjtWMysg1OQokob3Tsxy5b2Jh7NXpRRidIFJk9WKSRtXQiAus9y1niKuetrkO83VPJjZ6rWOaaRVxJEE3GaY/08tMzz/D9qj/y89qXaA51oqoq2QYnHuNoZfqlrgrm2Et4pW037/pqWZExh1JrnlZqYnZjEPU49VY8BheSIJBvcuOUrRSY3IiCQLZBK9UxiDKFZjfqoPjmU01biStJDnureKL+VeqDbRgHS1WGsjn0okypJReDqGcgHkRAYHvXYf696o98v+opXm7bQ0S58iez7ycEQcBdmElGjpNwIEJ7fRfJeJKSOQWYrenV4Es6CXumNeW6kIwnJnyzoyQVjr51gndeP3pRjmEqkHQi19+/ijs/f2NKIXvvS4d45oevERoIjzlAECWReVdXaKJVguYEsunXOzh9oDatN4GKog5aNaY3MJf1upQbBUBTVdtlT/u/HCSTCgN9gdRkrLOxm952b9pijVONKAnYM22pQaeqKLTVdo67vKIoHN9bze6XDk5VE8dFp9cxZ2U5WXnasyQ0EGLL73dPqCfQcLKF/ZuuvHv/4JZ3qT3WOO414u8Psu2pvcQGVfOz8lzMu7p8ykTxQBPhs7qsKZ3dcDBCV1PPuMtHQzF2PrefmqONU9TC8bE4zCxcOyclxtdc1c6eFw+Oq/WRTCQ5sPkYTac+uDbuVpdlhKBqZ0PPuBM1VVXpauph0xPbiQQv72TOZDFitp0djw70+FOlXeeiqppd56u/3JbS1kgHJaH140OBqfb6Lvo6+knE31s/brabuO6+VakA8JkjDbz+5A78fZNbiqqqSjyauCyTadkgs+au5WTna31tX0c/z/5oE+31XWmdj2QiOcLO93JiMBtGaH80nmy9orKj3n+5KO8DJEFibfbi1N8fL70VgPWe5anPPll2+7jrz7GXMMdeMurzfHM2Xyq/f9TngiDgMWbwcPGGMbeXYbBzb8H1Y3632FXBYlfFqM9v8lw14u9rshZwDQtSfxskPXcXXDd6e85yFjvLR30uCiIzrPnMGENfIseUyWfK7hyzfeOdCwCzzsg6zzLWeZal1Y6hzmOsLkQY/MKiM3FfwXXozgkA2WQzny67Y/R6goBdtnB73ppR3zUFO9jdc4z7C9ZRYHYTTkZ5vmUHh7xV5Jmy2ZCzYszjcuptfKz45jG/e6xkI6CdsyEeKbkFgGWDwp235K5KffeJUu068+RkcGPOyN90iL+YcU/q326jiy9XPICiKrzUthudKPGFmfegF2VaQl080/IWS12zKDKn5yAxTXq4CzPJzHXS0dCdehtSOr8gbZsqURLJK/PgdNvp6/ARDkbZ/sw+5l9TgdU5soQhHk1wcMu7/OYfn9XSQt8nCIKA2W7i3i/fQm97P5uf3EkkFOWl/9pCdn4mt3163ah0cEEQyCnJZuMnr6epqg1/X4C6yiZ++ldP8uBXb2PFxsWjHExQNeeT5up2Tu0/Q1+nj/u+fMuo8zgWFruJkrkFvLP5GKhwct8ZDm6pZO29KybMGhhTdO3cwY464stRy47IBjlnc1Ptly7pRHJL3RgtBiLBKDufe4fu1j5K5haM9G8XtBpki8NMXqmbiuVluLIdIExtm0VRxFOYSVaei67mXpIJhe3P7GPp+vkjgk2guUoc23mKX//D0/S09E1ZG8dDEARmLipm8XVz2PanvSQTCm+/epiC8hzu/IubRqSoD6Xo//67L9DR0H0ZWz02Xc29PPlPz/LZbz9M2YKiEfdM0Bfi+Z9sTgVVJJ3I6ruWkz8zZ0qvFZ2so3ReAUaLkXAgQm+7ZqX4wFdvHdWXhAMR3vjtLp790etEw5c/SCkIAqtuXcz2p9+m+lA94UCE5378Ohk5Dq65YznisP5TSSoc3FLJMz/apNk6f0CxOi0Uz85PBfMPvVnJ+mNXM3/1rFHLNle38/vvvEDl7tOXLPsuXfRGmdJ5hRzdfpJEPEnj6VYOba3khodWj7Kp9HuDPPfj19n8253nJYIryRK5ZW70RplYJM6W3++io6GLgvJcDGb92bIAQQvMW50W8mZ4mLWsTBOKHKcfFwSB1Xcu453Nx3hn81ES8SQv/ucWQv4Id37+RvJmeEbZW6uqSn/3ADVHGzm57wyzr5rBqlunVu9BEATmrCzn+gdW8ef/eBVFUXn71cMgCNz/lxupWFaG7lx7XhWC/jANJ5o5vrcao9nA3Y+PPVebShxZNvJneDj9jiaSf2T7CSr3VLFgzewJrcWnqq+dDk5M86GhN+bjz83b8I+hv+HS28gyOLmYBeI6USKhJGkIthNMROiN+RhIhCg0uxHfY5nGpUdAL+jwxvyc8Wup2XXBVjL1Dhy6yyte90HEmW3HXZjFyf01qIqK0WygsCIvVY6QDjMWFTPv6lnseekgSlLh7ZcPE48mWHPXcnJL3SRiCdobujm0tZIjb50g0B9iwZpZ9LZ5abvM9bPng9Vp4cGv3U5vez+Htx0nHIjyzA9fIzPPycpbFo9yVhAEgWvuWEpXcw/P/GATIX+YM0ca+PFXf0PBz95gxsJiXB4HggAhf5julj46Grrp6+xnoDdA0aw87vz8jWm1TTbILF0/n7f+vI/ull78fQF+/o2nqNxTxaxlpRgtRuLROH5vkP7uAXLL3Fx/36oxbcVi4RjvbD5GzdFGwoEwIX9k8P8wve1eEoNvORKxJD/92pNk5DgxWY2YbSbMNiMmm5G8Mg83PLx6ymtiBUHg6juWcmT7SXa/cIBYJM6xHac4tuPU6GVFAZ0sYbaayCrI4MaPruGmj63G6rRM6aSzoCKXpevns+X3u0gmFA6/eYLvfe5/uP7+VRSU55CIJ+lq6uHwthMceesE/d0+KpaVEglFabzMb5ZNViO3f/YGzhxtoOFEC6GBME//4DWO761mybp5ZOY4iYZj1FY2cXT7Sdrru5ixqIhAf+jKCFIIUFieSywa5/jear7ziZ+x6No5zFxcgtFqoLe9n6NvneDEvjOpN9ZlC4q57dPrL4sl3/IbF7L5yZ1UHawjFo7xws8209fhZcUti3G67URDMRpOtHBoayXH364mHo2zfMNCzhyuv+y2zZ6iLO78/E3819/8Tvv9G7v5z7/+HXtfOczcleVYHGZ8PQOcPlDL8T1VeLsHWLBmFnWVTQR9H7wghcliYO29Kzi64ySRYJTOph5+8rUnufHh1VQsK0NvlPF2DXBq/xne2XyM5qp2XG47RXPyObr9pOaMc5m45s7l7HrhAB0N3QR9YX77L8/TVNXG0vXzsTg04caao40c2HyM6iP1oMLKjYs58tYJYpHJ9U8EQeD6B1ZxYm8177x+lGgoxsEtlRzc21JnYwAAIABJREFUUjl6WVFA1usw20zklGSz4dFruf6BVZhtpjH7cafbzmPfvIdAf5BT79QQDkR47VdvcWhrJaXzCigoz8VoNRCPxBnoC9Be3013Sy++Hj+RUJRP/Z8HLso5PF90ssTtn72B7pZedr1wgHg0wb7XjlB9qI6SeQUUzynA5rKQTCQJ9Ifoau6ho6Gb/h4/fm+ANXeN/ZJwqjFaDKy4eTEHt1Ti6/HT0+blPx7/JdfcvowZi4qQDTqi4Th+b4D+rgEqlpWxauPiKRMT/9AHJ7r9QYyyDptx2nP2g45Lb+eR4pvHTv8WBLqi/WQZHClBzfeKx5jBY6UbqeyvpSnUgVVn4sHC9VTYCt+TLsZUIAoC6zzLcOptNAY7UFEpNudwd/4s7PJ0cOJiI+kkSuYWoDfIRMMxXB47OSXZ5zU5szkt3Pulm2mr66D2WBPRcIw9Lx5kz4tjp54vWTePz333o2z9/W5e+Nnmi3UolxxBECgoz+HT//QgfZ391L3bREdDN0/8wzNk5rqoWFI6Ks3bYjdzzxdvRm/U8/xPXqe3XQs8nOw9M7lX/XncqoIgMH/1LG56ZA3P/nAT0XCM3jYvr/5iG6/+YvTy6z5yNavvWD7mBCscivLmU3t5+5XDE+5TVVUaT7WOOUEuX1LC2ntXTnlwIh5L0FLdgc1lQTboJkwXVRUtTdcX9ePr9dNS3U5vex8f+//vTkv9/WJhtpm46ws30VTVxsl9Z4hH4xx8410OvvHumMvPu7qcT//zQxzbfpI/fu+lKWvneMxcXMLH/+4+/utvf09nYw+hgTCHtlZyaOvoiUTxnHw+888PsfeVQ7zy822XobUjMZoN3PaZ9Tgybfz6/zxDa00nrTXjl9Xklrp57O/unVSI8lKRXZDBA1+5lZ/+1W/xdvoI9Id47Vfbee1X20ctK+t1rL1vJR/5q9t58p+eZfc4/fFUoZN1rLlrOV1NPTw7mBXR297Ptqf2su2pvSOWlXQiS9fP5+G/uZNff+tpKvdUXaZWXzokncRVNy/ihoeu4Y3f7SIeTdBwooVffPNPYy6f4XHwyDfuwVOURdOpVnravFPc4rPMWFTEPV+6mSf/6TmCvhA9rX08+8NNPPvDTaOWNVmM3P75G1j34NX0dfpSoo4TEYvEaavpwJ5lQ5IllOj4WReqohKLxIlF4vR3D9B4qoWB3gD3fPHmMZ9voihSvqSUL3zvEZ785+c4su04iViC1poOWms6JmyX3ijDZRpDD5XhfvbbD2O2m9nyu11EwzF62rz0tHnHDNyk1hWvHAlKQRBYsXExx/dW8+ovt6EkFToaunnuJ6+Pufz9f7mRq25aiDxFU+UPdXBiIBzhR2/tZWVpIbcvmH25mzPNJUYSxAkn1rZBC9eLtz+JmdYCZloLLto2pxKTZNDKebIWTL7wNJOiN8oUz84nOBDCU5w16g3/rOVlzFhUTMgfpnR+ITkl2SO+18kS+eW56PQ68srcY5YJzFpexpf+4+M8+6PXOX2gBn9fkHg0jqKq6HQSBrMeZ7aDFbcs4rZPr6egPIcl6+dRufs0kixhc03s2S0bdOTPzEnt25k1uXhuuuSWZuP3amUmWfmjtVjOpXReIZ/41v38/jsvEA3HEASBHc/up6A8Z0ynArPNxJ2fu5FZy0rZ/OROTu6vYaDXTyQUIxFPIACiJKE3yhjNBuyZVsqXlLDuwavTKukYQtbruOfxDTizbGx+chfdLb2EAxFNf0HQBsOyQYfJYsDlto9IpR6OJEl4irIomXfh/UdemWfM7dsGHQbCgQiZuS4M5slHHIIokOFxpNqTV+oedQ2Dln7/3E9eZ/OTu/B29uPMtrN0/XwKK3IxWc+WdKiqVoMb8kfoaOii9t0mOpt6iIZjvPar7Sy5fh7Lb1p4wcd+IZTMK+Dxf3uU5378OpV7q/D3BohFYpqjlTR4/2TZWLJuHnd8/kaKZ+ejJhUOvllJPBofVQIyhE6WyC11Exp0BcjMcaYVeDSY9BTOysXiMGE0GyZ0mdHJEldtWITZZuTF/9rK6QO1BHxB4pGElnZtkLFnWJizYib3fukWZi0vw9fj59T+GlRVm3RNNRk5TkrnFeLItLJwzWwKZ+fhdNt54WdvUHO0Ab83SDyWAHVI68HC3JUzueeLNzNreVla+7Bn2iiem080HCOnOHtSodN0ECWRlRuXIBtknv/pZhpOtBAcCKdS5nWyhNFqJCvPxfqPXMP6h67BkWVj+YaFtNR0kOFxYhznnjNaDBTNysXqNGO2mdLue2wZltS96XI7MExwnCarkbse34C7MJNXfrGNtrpOQgNhEokkoihiNOtxZttZfddybvu0FjRauHYO/v4gZqsR0xQGDTU3mlz0Jj1Zea5RafOCIJBdmEnJvAJ0OglbxuhnmNVppniOdg14ikY7TdgzrHzs63eTmevirT+/TV+nj0gwQjKpIIoieoMOs93MzEXF3PG5G1h8/VwC/SEWXjuHuuNNuAszxy3by8gZ1meWeZAnEK0cQtJJeIrP9v3j2dQajHpufnQtRrOBTb/eTlttJ6FAhGQ8oYli63WYrEY8RVnc+ql1qfLCFTcvIh6Nkz8zZ9zsTG+nj2d//DrbntqLr2eAjBwns5aXkT8zB6NZP6IfTySShAbCtNV2UlvZRE9rH+FAlFd+/ibzr5nFgjWjS2SGmLm4mK/85JPsev4AO597h476LkL+CLFoHCWpIIoCkqzDYNJjthnJLshk5cZFXHP70lHbsrmsqXvdU5Q1qo+VdBIFg2OozFzXCK2RIbLyXZTOK0DUSTjd49uyujwOPvGt+1m0djZbfreb+hPNBH0houE4yWQSQdCsVvVGGZPViMvtYNHa2Vz/wNVjbk+nE8kpyU795pl5rrS0dGSDTssysRgwmPRaOU2amCwGPvq3d5KR42D70/vobfcSCUZJJhSEobGKUcZk0cZDU6ntI1wh4lSXpRHvtnbw9y9v5YGl8/nYisWTrzDNNNNMc4Goiqql4qsqgigi6cQRD09FUVLK4UMe4sO/V1VVm+CqKghaKvx4WgWRYJQzRxuoPdZIf/cAyUQSk9WIuzCTiqVlFMzMQRzcv6IoJONJEAQkSZxQG2FEGwBRJyGKwntOv1dVlWQimarjFURxdO3mGOsMTXCH2jPWeTt3HdB0A9pqO6k91khncw9BXwhBEDCY9LjcDjwl2ZTOK8CRadMm4OepgTCkAdHT1kfVoXraajq0um1BwGQ14MiykVvqpnh2Pk63fUz1c+2cKKhpinGOhSAISGNcJ0pS0dwpBq8lafB3nOyYlKSSSmMe61zHonFe+q+t/O47zxP2RyhfUsJnv/0wc1bMGDyPY+xjcLtVh+r40V8+QeNJLQPk7sc38IXvPXLBx36hqKr2BrDmWCM1RxvwdvqIxxKYrEay8zMoX1JCYYU2wE3dP4P3raiTkMa4f869vsXB+2yya2p4nwECkm7i+3NonXAwQvXhemrfbaK/y4cgCDjddsqXlFKxtAS9UZ9adiirRZTEMYNNl5JkIqldT4KAbvA+Q9W0GqqPaO33dQ+gAi63nZmLSyhfXILRYkj7fkwmFZShzJ3B/VysQbaqqPi9Wlp64+lW/IMaPhaHmfwZHsqXlpKdn5kKECqKqrVFGPwtx7jvh19P6fTJcLa/SZ7HcWr9p1bHf2q/1v6QL4zOoMNTlMWcFTPJn5mT6odT9/4Ebb8UjLgHxnjundtPSjpp1PlSkkrq3Iz17B2+nfb6Lk4fqKWjoZtoKIpOr8PlcVAyt4CZi4q1MgVRGHFPT7TNyfrMMY/5nGOa7HmoJBW8XT5O7quhtaaDgC+kify6rBRU5DJrWRmOLE3wd3ibhibQ514n0XCMP/zri7zw0zeIhKPMW1XBZ7/zEDMWFmv92zj9eDKRpHJPFT/5ym9oq+tCJ0s88LXb+MTfj9bKO/d4VUUl4AtRe6yR5qo2vF0+YtG4VipiN5Odn0FhRS755Tnojfoxxx2T/c6jxlBjHHuqT2LyPnFoDBINR2k82Ur98WZ6272Eg1EkScRkM5KR4yR/Rg5Fs/Ow2E3j9vsX5xnBuM+giY5BUVQ6G7s5faBWy7rzhxElCbPVgNPj0MYqc/KxZ1gvRqllWhv40AUnkoqCLxwhGIvzxskz/GLPQR6+aiG3zz+bOWHSy+TYz/4IqqrSGwwRiSfIc9pJKgreUJhQLI4wuLzTZEI/7CJWFJVALEYgEiWa0N6Y6SUJh8mARW8YcW+HYnF6gyEcRgNmvYw3HCEY1cSTTLKMy2xErxsd3VRUFX8kij8SJT4YqZMlCatBj9WgRxp8eCiqSrc/iKKqZFnNROIJ+sMREkkFk6zDZTZhGCOaqygqgWiUQDSWOgaDJGE3GbHo9aP6p0g8TrsvQLbNglkvE4hE8UWiJBUFnSjiNBmxGPSjOotQPI4vFCGaSCKJAhaDHofJiCSIqX0oikJ3IISiqmRbLYTjcXzhCPFkElmScAxue6xyCVVVCccT+MIRoonBNxuiiFkvYzMakCWJeDJJlz+AoqjkOuzozrm5VVVlIBKlLxjCZTbhNE/dm4NppplmmisdVVVprenknz72IxpOtCDpJP7655/juvtXTRr4AC1g9D9f/wMv/fdWVEVl+YaF/Mvz/2sKWj7NNNNMMw1o/Xjdu03886M/oa22E6PFwNefeDxt8cl4LMH3/+IXvPXnt0GAtfeu4H//5ouXuNXTvI9IKzjxoSvr6PIH+c7m7Zzp6qXd5ycST/CL3Qf5zdtHUstcM6OIHzxwG9LgRDeeTPLLPYc43NzKjz9yBzvPNPDisZM09HoBgbm5br524xpmebJSy++ta+KNk2c40dZJp18TYMyymllZUsjDVy2iLMuVmqRXtnbw3c07uHPRHLKtFp4/eoLqzl4UVaU4w8ntC2Zz16I5WAxnU5BUVeVgQwvPHT3JsdZ2+oJhJFEgy2Jmfl4OH1m+gEUFuQBE4wm+/+ZuegIhPrt6OZtPnWFvbRMDkSgFLju3zK3gviXzcJiMqTbFEgl21zay5VQNJ9q76PIHEBHItllYVVrEQ8sXUpI5MjX1dGcPX37qZf725rUUZzh56uC7HGxsxR+J4jKbeGTlYu5dPC8VCFFVldruPp45cpy365roGtT/mOXJ5s6Fs1k3qwyTrKUmhuJx/n3rbvpDYT61ejmvn6hmf30z3lAYp9nIiuJCHl21mJnZmaOCH6c6unnteBX76pvpGPCjqCoOo5EZ2Zl8ds1yFhXkEojE+Lctu6nu6uF7925kbq57xHUTTST47f4j/PlQJX+74TpuWzB+mto000wzzYeR3nYvzVXtAGTmOimdX5h2abCkEzHbTIiCQBJVS02eZppppplm6lChs6knJZTrLsw6L20XnSxhshkRhMHSvfiVY085zfuHD11wwmrQc/v82SQUhV01Dbx2vIrbF8xmzYzi1DJZNsuIN/Aq2uS0yx/kV3sPcaS5jXJ3FleVFNAXDNEXjGAfJqiZVFROtHVyor2LhQW5lGS6iCeTHGlu4/mjJ+kJhvi7jevItJoHl9cyMZ45fAKDTmK2J5vVM0roGgjwZlUtP96+F6tBz20LZqWyIWq7+/i3rbvpDYa4YdYM8p12wvEEdT191Pf2ERk2sFOBSDzByfZOfvTW22RYTNy/dD5JRWH7mXr+c+d+gtEYn7t2BcbBwEFCUals7aCqs4elhXkUZTiJJRIcbGrjmcOV9AZDfGPj9biGZRAoikIwGmNvXRPPHTmBLElsmFueCkKYZDmVkaCqKnU9Xv5501s09PaztryE4gwn/eEIu2oa+N4bu/CGwnxk2UJ0koiqasfwblsn39+6G5Os4/YFs9HrJPbVN/P8sZN4w2G+fdeGlLipoqgcaWnjXzfvpKHXy/w8D6tKC9GJIm0+Py39PmRJy3axmwysKi1kX30zb1bVUuHORCedzYTpC4Z5q6qOTIuZhfnTNprTTDPNNOei1atqg1HZIKeVwjx83a7mXq3cBHB5nADsfvEAm5/ceUlU8fVGPTd+dDWr71w++cIfEnpa+/jTv79CW934gpTvhYLyXB7+mztxZo9fzz3N+4NT+2t4/mebCfpCl2T7q25dwq2fXn9eaerTvDeGykKH+lu9UXde5z/kD9Pb5kVRVERJxOWeei2bad7/fCiDEzfOmamVOgSCvHHyDHNy3dw8r2LEcmMNqDoHAhxsbOWvb7qW+fkedKJIUlFJKArWYVkNBp3EQ8sXcveiuTjNJuTByfW9i+fxtWdfG8wSCKSCE6AFNDoG/Hx1/WruXDgbk14mqSjMysniu5t3srOmnusqSnGYjABUdfXQ4vVx35J5PH7dqtQEPp5MEojGRgQNhvCFo+Q5bfzvW67HatAm8GvLS/nGi2/wcuVpbpg9g3l52sTbJOt4ZMUSHly2EIfJOHgMKncsnMP/enYTe2ob6R0scTiX7dV1fOyqRTy0fFEq2yOeTKKXpFTQJxxP8OdDldT19PG3G67j+opSZJ2EoqjcMKuMr7/4Bs8dPcnVZUWUZZ0VxxsIR7Dnuvn729bjsVsRELhxzky++eIbvDsYTFlerEV5fZEIv913hLqePj559TIeWr5QKysBEopCNJHAbtTOpySKrJlZwh8Pvsve2kbuWTSXAtfZTvVwcxstXh8fWb6QLOu0W8U000wzzblY7CZ0eolELElfZz89bX0UlOdMGqBQkgon3q6mcvfp1Gezl88AoKOhm4NbKi9JcMJoNrBgdcXkC36IiISinNx3hppjjZdk+/6+ILHo5DaG01z5eLt9HN1+8pLZo+aWuVO19NNMDYIoYHGYkHQSyUSSnlYvfZ0+3EVZk66biCc5su0E1YNOIDq9jopl6QnXTjPNcD50wQlBOGvlMvQvAdKydtSJIhvmzGRZUf4oTYJz9+Eym0goCuF4gnAsTlJVUFSVAqedAw0thOJxVFUdMWgrz85k3awy7IMBCFmSWFVahN1ooN0XIBJP4BiMBWRbzZj0Mkdb2jne1kmFJwurQY8sySPKP4YjiQI3zSknw3I2KFLu1vb5m7cPc7ipLRWcEASBDMvgMcTihGKaYrmqquQ7bRxtbhuRnTGcAqeD+5bOHxF8MZ6jadE54Gd3bQNZVgvz89wMRKKp77JtFvIcdg43tdLc56M005X6Ti9J3Dp/FkUZzmH7s7O4MI8zXb10+M4+JJv7fBxobGVerof7z2mPAUadpzyHjWtnlvC7/Ud4t7WDXIcNSRSJxhPsqK7HpJe5pqxo1LFMM81kJJUwihpFlpyTLzzNh450ro+kEkYljiTY3rMoVUIZIKkEARG9lIkgnC21SyheFDWKIMjIYmba+xIEgcw8F2Xzi6g+XE/YH+HZH23C6rCQP9OD3qhH0p3NnEsmFOLROAFvkINbK3n5f96kq7kXgKLZeSxZNxcAR6aNkrn5lyQ4YTDpsWdePMeZDwKyXiZvhofEJSqryS1za+KX07zvMdtMFM7Kw+UOXJLtZ+a4Jl9omouKIAh4irMpKM+h8VQrvl4/T//gNR4dtE/VG+WU4OiQCGssmsDfF+DtVw/z6i+20dfRD8DMRcUTOnVMM814TM+yzgOLQWZGduaEgQnQBCjbfX52nWlIvXEPxmIkFS1bA86qxg/HY7eSaRlpgWfRy0iiQDyZRBm2zsL8XO5cOIcXj53kb57bxJKifNaWl7C4IJdClyNV/jEcURAocI5MpdSJIvmDn7UNnJ3YK4pKa/8AO2vqOdrcTku/j2AsTlJR6PYHUQePcyxKMl3YDONb0w2JS7Z4fSgqPPrE06OW8YWjRBMJAoPCoENIosiM7JG2SkPilqqqEh+mbN/Y5yUcjzMnNztV6jERgiCwflYZzx4+ztbTtVxfUYpZr6eu18vJji7K3VnMzsm+GGq103zI8IZ30x/Zy8zMb03J/lRVRVEjgIIkTmf6XCmM97ukc330R/YSjJ2k0PE48N4md/3hffSGNhNJtDAr698xymftSruDm/CGdyEIIrOzf4hA+taLWfkZ3PjRNbSc6SDkD3P4zeO013ez+Lq5lMwrwOayIIoC0XCcgV4/rbWdnDlST0t1B6HAoM1mnosHv3obeWVaoPzae1aw7KYFl0Q2WxAETFbjxd/w+5isfBdf+sHHL1mtuE6Wzsuad5orl7kry/nm776Uchi42BjMhkmdSqa5+OSVeVh77wqe/sFrRIJR9r16mOaqNpasm0fRnHysdhMIAtFwDF/3AC01HZw53EBbXSfhQAQE8BRlcf//t5HswrFtUKeZZiKmgxPngSSIY7panEtDr5d/3byTd1s7WFlSwC3ztGwFg07Hs0eOs726fsxxll6SRjh+AIOWPaMnw0ZZx+fWXMWq0kK2VdWyu7aRvbWNFLgc3L1oDnctmjvGhFwYFVgZcvgQBIFY4uxgpKa7l+9u3klVZzcrSwu4df4sMswmJFHkmSPH2V3TyHijRZOsm3QCH08qRBNJKjxZ3DZ//MhqhWdkxyYIWsDm3GMYa2/heAJVVbHox3bxGIuyrAzWzCzhQGMLpzt6WJDv4XBTKz2BIB9ZtnDapWOaC0JRIyQU35TtTyWJN7wLSTThMl07ZfudZmLG+13SuT4s+tkYJA9pil1PSKb5Bgy6XOr7voPKyDfkubaPoJey6Qw8w/lGBGS9jhs/tpoBb4CX/3sr/r4ALdXttFS3T7ieIAgYTQZK5hVw75dv4Zo7lqHTa89ao8WA0TJ5cHmai4Okk3BMZ5NMkwZ6o4zeOK0p8EFDb5S57TPriYRivP6bHQT6gzSeaqXxVOuE6wmigNFioGJpKfd9eSPLNyyYzpKa5oKYDk6cD0J6w8I3Tp7hYGMLDy5bwCevWYbLbEI3mMmw80z9+JtPc/tDmPQyK0oKmJ/n4eHli9hV28DzR0/y37sOYJRl7l86f8TyqqoSiMRGfRaKxVFUdYRuxqYTVRxtaeOxlUt4ZOVinCYTkiiQUBS2V49/DKkDmQSDTsKil8k0m3hs5ZJxreZ052SACOltHgC70YAoCHhDYZJKeinBNqOB6ytK2VvXyI4zdRS6HOypbcRlNrN6RlF6O55mmjFQ1SShWA3RZAeSaMMilyMKJkAlluwiHK9HRcUkF2OQcgjHG5BEM3rJQyB2HJ1ow6grIhSvRZYyxk25Tyh+/NF36Q6+glGXj6omkKVMLPrZCMgklH5C8TMoagyDlItRLkYUJn4UqKpCNNlGJN4ECJjlGeh17sEyAB/heAMJdQBJMGOWy5AlTScmHG9AQEJRo0STHfw/9t47Po7zPNR9ZmZ738UCi14JEATYwU6RVO+SVSzbsS1b7nbikjjxPcnJzY1znZvEOdfxSRzbx1YiO9KxZUmWZfVKsYmdFAsIAgRB9A7sLrbXmTl/LAQSAkiCFGVK5Dw/6Qfu7JT3Kzsz7/u9RSc6sRrmk5GDZJUwAGl5ZFp/nM2wmVWiJDO5OHgVFb3kIZXtx6yrxKDLR1EzJDKdpOUxJNGGRT8PnWgnK4dIyUOIgpFkdhBRME5+l3upltUo8XQ7shrHIPkw66sQEIil2zBIPgy6fAAycohktgeLvg5JPPtqu6pmSWS6SclDk/0xD53kPOe4nGt+qKSJpo6RVcLopXwE4cx7okpGniCe6URWopPtrkEnOs85LoIgIQrGd53rnVxLOkTByJlPI1XNzrk/LHYz93/jVmqXVrL1qT10t/QRHAsTjyTIpnN13CW9NFm/3ozdbaWoqoAlGxew+ralFJTlodNC5zQ05kwkkqSvz095RR426+nfYiKRprNrDF+BA693doOTqqqMjobp6spVZ/B4bFRV5aPXa0rl1Ywr38En/uJO6pqq2PG7fbkQj/Ew8UiSbDqLCuh0EnqjDovDgsNjo7jGx7JrG1h58xK8JW4kzTChcZFctW8AArkcDCqQzsoz8j+8F3oCEyAILCktIt9mRRAEVFUllk7T5Q++5/OrqorKO4q6gNVowGo0UO5x4rPb+NsX3mBvVx/3L2uc1iZFVTk+PMry8uKp7fF0hhMj4+hEkSrv6fi+bv8E4mQb8qyWqTZEkqnJEqoXjyAIuK1magu89AXDdPmDLHhXuISqqqjqpMHmIsel2uvBYTZxqG+Q0UiUSoN7xjXekecdREFgdVUZFR4X+7sHmF+Qz9GBYW5tqKPQoa0maVw8yWwvg+H/QhANJDJdeC23UmC7j0Smk/7QwwiCDkGQUJQkxY7PMJHcjSiY8NnupzPwD9iNyyh1fJ6B8CP4bPejN87uLikrMeLpEySyPYCCmDZj1lVi0c9DVmP0Tvw7GWUCnWgnLY9TaLsft3kjgjD7i0Tu3tVKX/jn6EQHqppBQEe56xsYpHwiqSMEEpsRBCPJTA9Ww3zKnF9DEi2MRH9PKtuHXsoHFPSiB5OunFByH8PRJzDrKhFF47T+EM7yWEpmeukKfh+boZFI6mjOyKEEMOnKKXV+EX98M4H4ZvRSAVklhFlXRonjc8QznXRP/ACjVIhecpPMDmLR11Dq/DICEv2h/yCZ7UEnukjLI/hsD+A2r2ck+nuMukJKHJ8HBIKJrQQTb1GT992zjrGqygQS2xmNPYNB9JJRQph0pZQ6voCsJs46LueaH6oqk5KHGYu9gCiYqM//4dS4pOUheid+iqxG0UteQMBnvQedwXHOcblQVNQ594cgCFjsZtbcvoymGxYy3D3GaL8/lwgxmctdpNfrMJgNODw2PIVOCspyscxayJyGxoUzMBjk14/v4XOf24Ct+rRxYmw8wsMPb+Xuu5Zx/fUNsx6rqrn99uw5xdHmPsrK8vjzb9+KXq95iV7NCIKAzWVlwz0rWXPbUoa6xhjr9xMJTia0VVV0Bv1k3h4beYUu8svy0BvO7zmtoXE+rlrjBIDbYkYSBI4MDNMXDOE0m8gqCuJkQsuLxWu1oCgKJ0bGWVlRisWgJxBP8EJzG13jgUsie8vgKLFoAzzRAAAgAElEQVR0mhKnHdukh0AkmaI3MIGsqHisM+VXVJWXjp2gschHRZ4LVNjf08+WE6co9zhpKi8+3QablayicGJkjCWlhZj0egKxOM8cPp4zvrxHfHYbtzXW8eNte/jptr08tG45JS4HoiCSymQYi8ZJy1mWlxVj0F3cNC1y2rl+fjW/P3yc/7VjH59auZQChxUBgUQmgz8ap8TtmGF08FjMbKqr5pe7D/JscysCAuvnVWA2zD32WuPCURSVYX8YvU7C67JekgdcNJ5iLBilsthzmR+YKoIgUeT4FEZdCWOxF5lI7iHfehdjsRfRiTbKXd8AJAbDv2A0+iwOUxPRVDPJTC96yYOiJknJg1Mr7mdrj0EqoMB2D9F0Ky7zOvKttwMiAjr88ddJy8PUeP4WUTThj73OSPQZHKYmdMLspf1UNcVo7DnMugpKHA8BcCrw/xJIbKHQ9nEcpibsxoUIgpFoqpn+0MOk5XHMYjkqGbJqjArHn6ETXYCKJFiBXO6FYsenZ/QH5/DiEAUTBbZ7yShB9JKXPOstDIb/i0Smi9Ho7yh2PITTtIpUdoju4P8gkj6CJNjIKmGKHZ/FZVpDJNVMX+inZOUgiWwPsfRxqj1/g15yMxZ7ntHYs7hMq/FYNjEceYq0PIpOdBJK7cdhakISzq7cZ5QAI9EnybPcQp7lBlLZQToD/0g004rTuOqs43Ku+SEKZryW28jIQSLp5jOuJhNI7CCrBKlwfxuD5ENVs0iiGRDOOS4XiijoL6o/9EY9ZfOLKZtffNZ9NDQ03htVlfl865s34XReuOFREKB+fhFVlfn84pc7GBt7fypvaHw4EQQBg8lAxYISKhaUXG5xNK4SrlrjhDDpFdBY7GPHyS5GwpGcQi4rNBb7+Pq1ay763DfU17DtZBe/OXCUtuExnGYjg6EI8XSGjbVVPHP4+HuSXQV2dHTx2N7DlLmdeG0WJEHEH4/TORagJt/DnYvqZygvVoMeh8nEXz/7GpV57pwnxdAogiDw0Nomip2nlZObF8xj56luHtt7mKMDw9hNRgYnwmRkhY3zKnn2aOt7aoNekrhvWSMjkShPHGimZWiEMo8LSRCIptIMhcIsLy9hUXEhhoucpTajgYfWLscfjfN6awcHegYodTkQRYFQIsVYJMbf3HHdDOOEIAhcW1vFUweb2dPZx7KyIhqLCuact+JqQFVVguEEggBux9xfiBRFZWAsRJHXjk6avlKflRXe2NuOy2bizo0L5xS+cz45ugcDPL/9GN/5zPWXOfZRwCD5plz4jVIhippERSaZ7cFpWj3lcm8zLmQk+jsMUgFpxU8k3YzN0EBKHiGZHUBAnApJmPVKgoggGHJ/p1z0J0O4Mqcw6cow6Aomr9XIWPwF0rIfnTi7cUIh59IvCkb6Qw8DkMz0YdSVoCKTVUKEkntIZYdIy2NklQiKmppstYRFV4VJV/qus87eH3Du8CtJMGOQCjBI+Rik/Kl+yMgTyGoCi74anWgHnYBRV0Qi04PVUI9OdGIzNKIT7RikfEBFIUM800EqO8hw5HEAUvIgqUw/sprEZmhEFH5PJN2MUfKRzo7jcqw5p5Erq0SJp08hCTsnQ0WSpOQh0tkxMDLruJyvP4TJvEMC4rSwP1XNEk+fwGZYiFlXMc3z5Z1wm7ONy8VwMf2hoXG1IcsKvb1+jhztw++PoNNJLKgvYunSCvT6XLn0Q4d7iMVSeNw2jhzpJZXOUlvrY+WKKkyTHkSqCslUmmPN/bS1DZFMZXA5LSxdWk5tbSEAoVCcF186QmgijsVq5NZbFuHzzXw2hMMJXn7lKIMDQXyFTtatnYfbnVsAEAQBnU5CkkQMZwnlUFWVdDrL4cO9tLXl8sc0NBSzZEk5er2k3QM0NDQuKVetcQJyK+t/deu1vNjcxvHhUUKJJB6LmWLndGVVFATK3E4WFRfOqepDY7GP7955I88dbaXHHySrKCwpLeK2xjoUVaU3MDEtv4PdZGRhiY/KvJllkyRBoKGoAKtBj2FSmROA2xbORxQE2obHCMaTKKqC12rlurpqrp9fPeu5VOAL65vo8U+w41QPoUSS6+dXc0tDLU3lJdOU7yVlRfzdnTfyfHMbvYEJsrJCU3kJtzbWkcxk6Z8IYzFML8VpNRpYUlZEuduJNIeHlc1o4KsbV7O6soztHd10jwfJKPKUx8PG2irM+py3giSKVHvdxNLpWUt5FjrsLC4tIu8MjxFBECh1Ofnvt13LDV397OrsYTicK3lV7XVz16J6lpQUzSpbodPOyopSXmo5weqqMrxWLbv4mWSyMlsOnKTY62Dtkqo5Hzc+EeXZLc189q6V2K3TX4T0OpG7NjYiieKc84qcT455ZV6+cM8apA9Axu93K6Pv/BUFM7ISmwotyyoRBPSYdCWIGAgnD5JvvQMllSaaakEnuXMK+HkReHdCQ0m0kspOoKoKgiAiK/HcduHs9zUBYVKp92E3LgEE7MalmPUVZOUA3cEfYNZX4DSuJKMEiKVPTD9emL208ez9MZc2CWf8O9dEQdADAoqamgwJyyIrsclVfQFRMDBb2lxJMKOTPNiMixEQsbMUSbSgE6wIgg6naS0TiR0YdSVY9NUYpILzSCehEx1YDPMw63Lz0WVag8248F1yz0w0ecH9IQhIooWsEkFVs9OMExll/LzjcqHoRMcF94eGxtVGIpFm27Y2Bocm8HisDA+H2LHjBJ95cD3r19ehKConTgyzdUsrPp+D0lIPoXCCbdtaiUaS3HrrIgRBIJXK8OQT+zhwsIuqqnxsViOnOkcpLHROGSf0eh1lpR4mJuJs336C1auqZxgnUqksb25ppazMg9Vi5I3XW2hvH+ZLX7wWu31ulWpSqSzPPX+IXbtOUlXpRZZVHn1sJ7eMhLn55oUYLnYFSUNDQ2MWruo7iigIzPd5me+75pz76SWJz61r4nPrmuZ0Xr0ksby8mOXls7uy/urzH5/2eVFJIT/9o4/Muq/VaOBfPnr7tG2CIFCV5+arG1fPSZ53kBUFt8XMqsoyHmhadM59DZLEyspSVla+e8Uzx68+/7EZ2+b78vnFZ+6fszyCIOAwGdlUV8WmunMruBaDnj+9Yf1Zv79vWSP3LWuc9RoFdht3La7nrsX1c5YtK8uEkknyrBauq6s+a8LOKxVVVUmkMuxp7qZ7IIDBoKOxppBFNUWMh2Js3tvO63tOUOR1cLh9gOoSLxubatBJIkdPDtLaOUI6k6W61MvqheWYjHoOHO9j64GTHDzeh6wo2MxG1i6ppKG6kBF/hFd3txFLpFi/pJrFdcXvSQ6DTmLzvnZO9Y+T77Lx0ZuWTmubPxRj99FuRvwRbGYDTQ3lzCvzksnKHD4xQFvXCIqqUlPqZdXCCozv08uXQE55HYu9gNWwAFEwEoi/id24FJ3oRhJtxFOHMenLyShBRqJPk2+9A/EsCv/p8+aU5Gi6BWt6PpJgxagrxGVaQ/fED/En3sAo+RiNPYtZV4NeOnu5L0Ew4jKvJ5Tcj17KQyc6ScujiIIFWU2SzPaRZ7kBg85HOHaQ96Xm43kwSF4s+irGYi+RZ8l5FKTlcazGBhQl+U5LZhznMK3EH38TVZWxGGomK2aIk/k/dDhNqxiPv0gi00up8/OTCUzPjl7y4DA1kZXDGE0lCAiklQCiYMqtUqqzj8u5UFUZWU0iq3FkNUlGDiGJFgT0OIwr6Q39hPH4q1gNC8gqIYySDxX1rOOSy1mUQlYiKGqGrBJGVpKTxpFcuI2sRlFJk5VD6CQnAvqL6g8NjasNi8XIAw+swmjUodNJhMMJ/u3fXuPtQz00NVVNKfKjo2G+9KVNrFpVQzKZ5qc/fZPt209w000LEQSV48cH2L69jU99eh3XbqpHFEVkWZlWht5iMbBhw3xcLgvHj89eSUGWFaoqvXz9T27EbDZw8GAXP/7xZo4fH2DVquo5eT309vp57bVjfOqTa9m4cT6KovLsc2/z+98fpKmpkqIi16XpPA0NDQ3g8i8namh8wFBVleaBEQ72DLCuupwy99VXKktV4eWdx9l+8BS+PDs6UWTEHwEBTAY9JQUuzEY9ZYVuGquLKCt0oZNEVFWlvWcUo0HCYjLw65cPsvdYDyrgcVrweexYzAbmVxZQX+WbCsWwW40srCmks9/P8a7h9yyHIArUVRRgMRnYerBjWttG/BF+9Ph2WjtH8LpsiKJIKp0rp3ikfZAnXzuE1WLEYTUxNB6esxfHudCJTky6sjM+2zDpygERj+V6vNbbGI09y3DkCZym1fhs9yIIOqyG+VgNC9CLLmyGBZh0xVOu/+dCFIwUWO9BVuP0h35OMLkDRU1jMzRSYv8sgfgWBsKPopfyKXE8hMDZjR0CEvmW23GZ1jAafYb+0M8IJw8AufwWRfZPEohvYyD8S/RSAS7T+ikvAIPkmyx/Off+OHubTJj0ZQiChEHyoZfcSIIJk74cvZRHmfNPAIGB8CNE0s2UOr+MRT8PSbRg1lUiTOayEAUjZl3V5N9KSp1fIpI6RH/oZ4zGnpuqIgJg0pVg1tUgiiashsbzvshLgpUSxxfQS24GI48yEHmU+BkeC2cbl3P1RzR9jK7gPxFK7iUjB+gM/H+MRJ5EEEScptWUOD5LKLmXvtBP8MdfR1GT5xyXjOKnL/RzBsL/BYj0h/6Tnol/IaOMk8z20jPxQ8ZiL6KoabqC32cg9Agq6YvqDw2Nqw1BAL1ewu+P0tU1Rn9/AJPZQDyWRlFOGxbKK/KoqspVvjEa9RQXu4lEc4ZURVHpODWKxWpk+bIKxMmqZZIkXnB4otGoY359EWZz7h5fU+PDbDHQ3x+YJs+5aDsxhCiAKAp0nBqhs3MUg15iIhTXclRoaGhccq5qz4mrjT/8euaHh4wsMxaJkVVU+oMT/PytfRj1Ou5aXH9VJsJUVZVYPFditrLYQ215wVQ8qstuZnl9KW/ub6ehupCNTTXTjv2jW3MeRrKiEIomaO8ZY8OyGmpKvQTDcZpPDbFucRUO2xnlB00GGmuKKMqfnvfgvchRWexhJODj8InpK0qHTvQTT2b45ic3kec8Ha6jKCrJdJZ0RsaXZ6epvhSz6dweCnPFY9mIx7Jx6rPD1ITDdNoTy2e7D5/tvhnH+Wz34rPdC4BeclPn/f6cricIIjZjA7XG780iy3V4LNfNWXZBENBJTgrtH6PQPtNj6kwZ302x41Ozbj9ff8yGxVBNpeHPJ8/76ant1Z6/zP1DyqPS/WczjrMa5lOT9zdTn836cmq9p/vFaVqB07Ri1muqZFHJ4jKtwXAO75J3EAQBo85HqfNLZ/l+9nE5V3/YjUsmw2lmIokm8q23TybXnM65xqXC9c3ZGyDlU+3569m/48L7Q0PjaiMaTfH884c4crQXo1GPKAr09PiZN296CJTdZpoyNAiCgCgJk14RKtmsSjSSxGE3o3+PZXUlScRqMU77bDYbiMfTKIoyp5DH0ESccX+UXz++e5pxpLw87wMRMqmhoXFloRknNDSAcCLFj7bupnlwhHgqjSSKfG5tE4tLiq7KRJiiKHLnxkZe33uCJ149hMVs4JZ19SyuLUYSz/4yEo4l2Xqgg64BP8lUhtbuEVY2XHh1gPcqx7kYDUTxuqw4bdNd0gVBYHl9KdF4iq37T/L6nhNsaqphw7Ia9B+get2yEqcv9DNS2cEZ30milSL7J+bkXfEOqpolkNjGeOyVWb93m6/Ba731XTkRLj0fFDkAFDVNOHmASOoIWSVMnvn6qe3DkSeJpI7MepzPdh9O02oE4cp6YT9bf2hoaExn795TbN7cwoMPXkNDQzGqqvKb3+wlGktO2+9cXkeSJGCxGolEk2Sz8nuSR5YVYvHUtM/xeAqLxTDlkXE+7A4TPp+TL3/p2mkhHKIo4HRqoV0aGhqXFs04cRWgk0Suq6um3OPE9R5KpF7JmAw61lVXUGC35XKGlBWzoqIE/VW6KpCrfmHmozcu4dZ19by6q43HX36bcp+bPJcVhNw+Z8a/Amw70MH2gx184d41eF02/veLB6Z9LwrCZMz73Px4LlaOc+FxWGjtGiEaT+Gyn5lAFSwmPbesrWdTUw0Hjvfx1OuHqC7xUlnsmfP5329EwUSx40FUNTPbt+jFC43/lXCaVmMzNMz+rWBF4A/hPfRBkQNQFZLZARAESp1fxqjLlVAT0JNvvZM8yw2zHparHnIFGjPP0h8aGhrTGRsL43CYmT+/kPx8O8PDIbq7x/DmzyWJcQ5JEqmuyue115ppPtbPurW1iGLu2ZnJyBeUgDKVytJ+YphEIo3ZbKCzc5RkMkNJqWfOubTq5xfxwgtH8PujLFpUik6XqzqSSKQvcxUsDQ2NKxHNOHEVYJAk7lk6+wu/Rg6rwXBBCTOvdJKpDNsOniKeTOO0mfCHYrgd5ikPAr1OorTAxa6jXciKgi/PzvwKH3qdhAqM+qN09I1zqn+chfNOV0Txum0ICLy04zglPifzyvIp9DoIhuL0DgcZDURRFJXjncMUeR2YjfqLkkNWFPpHJjjVN04omuRI+wBuu4WyQhfL6kvZebiTR5/fx/wqH5lMlpICF4tqiznU1k9n/zh5LhtjwQg2ixHTBywTuSCIGCTvJTyfgE6woRNtl+ycH2Y5AETRRKH9gRnbBUFAL7mAqysB3Nn6Q0NDYzoLGkrYsrWNx3+zh4ICBwMDQQRRmLVa0NkQBIGFC0tZu2YeTz65j0OHerBajYRDCRobS7jppoUAk/kfxug8NUogEGPHjnZ6ewNUV+dTU5MLI9HrJcb9EX728y1YLEZaWwdobCihsaEEQRDIZGTefrsbfyDGyY4RJibivP76MTx5NpYvq8DptFBZmc+ttyzixZcOc6ylH7vdTDgcx+m08MBHV2K3a4teGhoalw7pu9/97uWWAeC7l1sADQ2N6YSiSU71jzPsD5PvtnHHhgby3bbJHAQixQUuguE4A6Mh7FYTpQUuSnwuVEWlo28cmyVXjaPI66C0wIUgCNgtJlwOMz3DQUKRBCU+F06bmZZTQ+w80oXJoEMQBPqGgzisJoq8jouSIxhOsHlfO/5QnDynhb6RCcKxBPWVPhxWE/MrffjDMfpHQigq1JR6yXNaSaQydPSNMzgeQidJ3L6+gYpij5b4T0NDQ0PjvHg8VkpK3IRCCWRZYcWKKtasrsFmN1FdXYBOJ5JKZXE6zdTVFU7llEgmM9isRhYuLEMUBXQ6kfnzi8jLsxEOJcikZfILHDQ2luLx5HIlHW8d5PjxAWRZobjIhaKqBIMxbDYT5WV5KLKKThK5/bYlyLJCJJyksbGEu+5ahstlQRAE0mmZXbtPMjQ4gc1uIj/fTjyeJhiMUV1dgN1uQpJE5s0roMDnJBpJkkpn8HrtLF9eQaHPpeWd0NDQmCt/N5edhAtxh34f+UAIoaGhoaGhoaGhoaGhoaGhcUmZ00qfZu7U0NDQ0NDQ0NDQ0NDQ0NC4rHywgqk1NDQ0NC4JJ0bH+dmufaSyWQAsBgOfWLaIpjItmeHVzEgkyi/2HaQvGDrvvlajgT9ev5pKj/sPIJnGlYiqqoxFYzx//AQnRsdxGA3c3jCfpVdpJSwNDQ0NjXOjGSc0NDQ0rkAC8ThvnuwknslV9XCYjFw7r+oyS6VxuYmnM+zp7uf4yOh593WZTXy6aekfQCqNK5WMLPObQ838594DpLIyoiDQMjLKDz9yO4WOuVew0NDQ0NC4OtDCOjQ0NDQ0NK4SREHApNdh0unQSxKSeCF1BDQ0Loy0LPNWVw+JTBZFVckqCl3+IK0jY5dbNA0NDQ2NDyCa54TGBRGOJOjsGcdk1FNd6cWg16aQxnQi0STH2gbhXcl2C7x2qiq8iKJmE9XQuFx4rGYeWrWMvmCIUDJJKJkinEgSTWfonwjRE5xA+WAkyta4Qnh34nVVVZFV5TJJo6GhoaHxQUbTLM+CqqpkswqpdAZBEDAZ9ectlyTLCslUBlUFg17CYLjyunfLWyf4j8d2YLUY+f7f3k9FWd7lFknjA0bfQIC/+/5zZGUl9xIqK6gq3H7jQv70azdhNGjGCQ2Ny4XdaOTW+rpp29TJFe1fHTzCv2zdSXIyT4mGxntFL0msKi/l+MgoWVlBFAQqPG4afAWXWzQNDQ0NjQ8gV572fIlQVTh4pIefPLIVm9XIlx7cwLLF5ec8prV9iH//jy1kMlk+fu9Kbr6u8Q8k7R+OVCpLVlbIZOUZqyEa7w+xeIpQOIHXY/tQGLyKC1186ys3EAoniUQTbN7extDI+ZPvaWhoXB4EQUAvSRh10uUWReMKwyBJfKppCUadjrbRMbxWC/cubtDyTWhoaGhozMoHX9O5TIiiQL7XTiYj09Y+xJGWfhY1lKA7y8ubqqocONTNqe5RHDbzFetRcP3GelxOCy6nmaJC1+UW54pHURR27z/Fq2+28PUvXv+hmFcup4Xbblw09bmja0wzTmhoaGhchQiCQLHTwTc3rr3comhoaGhofAjQ/KvPgS/fwYK6ImRF5WhLP+FI8qz7RmMpWk4MkU7L1NcV4st3/AEl/cPh9di4+boGVi2vwvghWMX/sBNPZHj7aC+dPeOk05qrtYaGhoaGhoaGhobGlYmmXZ4Dm9XI4sYSdu3roO3kEKPjYTxu64z9VFWltz9Ab78fURRoWlyBzWq8DBJrXGlEY0la24cutxgaGhoaGhoaGjNQVRVy/81AEN75+8GtCTTYF2Dzy0fJZmVEUWDNhvnMbyy5qHOdGe6squQqIZ3R9PerH8687ge5r8+GoqgMDwZ5e28nQX8UvV6itqGY5atq+EM3R1XVd+dzn8b7OafnOo6KonBoXxfRSJI1G+owmvSXXJbLiWacOA9LF5bjcVsZGJrgSEs/9bVFM/aRZZX2UyOM+SMUeB3Mry2cNXmmqqqEI0lC4TipdBYBAZNJj9tpwWIxnHUixuNp+gYDWC1GSovdqKpKMpnBH4yRTGZAAKNBh8Nuxm4zIYozz6MoCuFoknA4SSqdS9opibnr220mbFbjrFUUZFlhYGiCRDI9bbtOJ1FW7D5nDoTB4QmisRRFPic2q5FkKkNwIk48kUZVVAwGHS6nBYfd9L7eTN9JbjoRjhOLpchkZFRAr5Mwm/U47GbMJv2sMqiqSjyRZmIiTiKVQVVVjAYdToflrH2dSmXp7fejN+goL3EDEAonCYUTZDJZRFHAYjHicVsx6KVp11VVlWQqSzSWJB5P03x8gKHhEEajnu4+/4ws+jarEV+BE9275ps/EMUfiOHxWPF6bKiqSiSaZCKUm3uiKGI26XE6zFjMs889WVaYCCeIRBJkMjKiKGK1GnA5LZiMV9aNUENDQ0NDQ+PCmQjE+Nd/eIGx0TDiu94llqyo5DNfuQ6D8YOrboiSiCSJDPT62bfzJPk+50UZJ1RVJRpOsmfHCfbtPMnocAiDQYcn387SFVVce/NCzBbD+9ACiISTtBzpZUlTJZYP4eLoyGCQf/2HFwgFY/iKXIiSiMlsYPmqmj+4LC1H+nj0Z1tIxNKoqCiKiiAIU3O7tCKPP/7Obdgd5kt+7XQ6y9GDPVRU51NQ6DzrfrKssvnlowTGIixaVq4ZJ642iotc1FYXMDA0wYFD3dx/V9MMRTAWT3G4uQ9ZVqkqz6OyLG+GspdMZdj3dhevb22lrX2IiVAcQRAoyLezcEEJt9+4iMb64lmNGm0dw/z53zzJskXl/OB7D3Cqa4znXjnC20d7GB2PICDgcVtoWlrJVz67EbvNNO34VCrDW3s7eHNHGx2dowSCMbKygsmox5tno6rcy8plldx0XcMMpTMWT/HPP3qF5uMD07b78h384HsPUFbiOWvfPfzYDrbtbOf/+sYtNNYX89wrR9j/djdDIyFkWcHlNLNwQQl337aExQ2lZ83n8V7p7Q+wdecJDh7uoW8wSCSSRFVVrFYjhQUOaqt9fObja/EVTA/FURSVoy19vL6tlaPH+hnzRyblttAwv5gbNtWzZkX1jHKqg8MTfOMvH6ewwMkPvvcALW2DvLL5GK0nhwlHkhj0EiVFLtatquHOWxZT4D193WQqwwuvNrNjdzsDQxMEJmIoikoimeHvf/DijLZds6aW73z9ZlxOy7TtL28+xiO/eotP3LeKz/3Reg439/Hi60dpaRtkIhRHr5fw5Tu4YeMCPvnRVTMMJJFoks3b29i5t4NTXaNEoin0eonSYjcrllZw+02LKClyz2qc0Xh/UFWVkUiU1tExBkMRoqkUoiDgMJmocLuYX+DFbTn9sBQQLtmKg6qq+OMJ2kfH6Q+FCCdTZGQFo07CYzFT4XZRm5+HzXhpX4pUVWU0GuPkmJ+BUJhwMoWsTF7XaqHK46Y2Pw+z/tI/mBVVJRCPc3x4jIFQiEgyDQI4jEZKXU4WFObjMZs/lKtUHxQyskxvMETHuJ/RaIx4OmcEtxgMFNptzPPmUeaaaXy9WBRVJZRI0hOcYCAUJphIkEhnyCoqBknEbjKSb7VS4XFR5nKil97fBKGqqhLPZGgbGaM3GCKQSJDJyhh0Ek6TiWKnneo8DwU263ueZ7Ki0BucoH3sdF9LoohFr6fAbmWeN48Sp+N9b/MfilRWpjsQoGM8wHgsTiKTQS+KWI0Giux2avPz8NltSJeotHUwnqDTH6B3IkQkmSKRyU7dH2vz86jJ82DQXZmv3NmsQm/XGPk+J0tXVk177pRWeBGlD/Y9srDYxSe/sJH21kFajvRd9HmyGZlnn9zL8789wNKVVaxYO49UMsPQQJC3955iww0LLqHU0+ntGuN3/3s3NXWFH0rjRHvrEH3d4/zJd25j7ab5U/e7y/F49eTZWLOhjnQqSzKZ4ZVn36akLI9lq6rQ6STceTb071NYe3gizpP/9Raf/tKmcxonJEngxtuXkIinsNkvvZHkcnNl3ikvITpJYHVTNdt2naRvIEh37zjzqqaXwPIHorS2D7oSr6sAACAASURBVGE06ljcWIrlXZbReCLNb587yG+fO0g2K5PnsTEvrwBZVgiG4ryxtZWWtkE++4m1XLt+/lmV9GgsyZFj/Tz82A56+/3YbSYKC5xkMjLRWJJQKDHjBSadyfK7Fw7x5O/3E09m8HpszKsuQABiiTTRaIrd+0+hAjdumnnjNBn13HvHMpYtKicSTXKiY5gTHSNz7j9ZVjjc3MfrW49zsnMUp91MTWU+yXSGsfEo23a1c6JjhO9842aWLSq/pC/6WVnh0JFeHvnVW5zsGkUSRZwOM8WTP/hUOkv/4ARZWUGWp9dcT6ezbHnrBI8+sZuRsTBup4WyEg+iKBCJJtlz4BTNrf3cd8dy7rlj2axhPOFIgqeeO8jWt06Qycrkua0UFjgIhRP09Pvp6fMzPBrmG1+6fsqglHOMUMnz2Mjz2BjzR2hpG0Svk1jcWDrD8FRfV4heP/t8URSVUCjBG9taeezJ3SSSGawWA4U+J+l0Fn8wRjyRnmGYCEzEefjR7Wx96wSiKJDnsU0dMx6I8tvnDnKsdZAvPngNixpKNQPF+4ysKHQHgjzX0sa2jm5GIhGi6TTprIwgCBh1Eg6jiRKnnVvqa7mlvpZChx2dKE4qGpmLuq6qqqRlmZNjfl5qbWd3dy9j0RiRVJp0NousqkiiiFmnw2EyUux0cFNdDTfW1VDsdFz0S7+qqiSzWVpHxnjpeDv7+/oZf+e6cq5KkCSKmPQ6nCYTZS4nt9TP4/raGgps1jldV1FV3mjv4D/2HJza9p3rrmFFWQmKqjIQCvPcsTa2dHQyFI4Qnbw25KoP2I0GihwObqir5q7Geooc9kum5FzpqKpKMJHgQN8gzx9ro31snGAiQTydITPZx3pJwmrQ4zKbaSgs4O7GeprKirEbjRf0jFBVlYwsMxyJcmxohJ1dPRwfGSOYSBBNpUlmsmSVXMljURQwSBJmvR6nyURVnptb6mtZX1VOvvXCjQNHBob48Vt7mUgmEYCPLlnIR5c0IggCiqoSjCd4/UQHL7W20xOcIJxMkcxmUBQVURQx6SSsBgMei5m6gny+cc0aKjyzJ6EOJ5P8y9ZdHB8ZBaAuP4+/uG4DLrOJRCbDkcFhnj7SQvPQCIF4fKqvRUFAJ4lY9AZcZhOLiwsn+7oEs153QW1uHRnjn9/cTix9/vtNucvJ3912A1bDxa0ij0djfO/1rQyFIwCsqyzny2tXYDEYCCeT7Osd4HdHWzg55s8ZoDKZXBlTUUAvSliNBtxmM6vKS7hnUQMLfPkYJOmCx1hWFE75A7zSepIdnd2MRmOEkynSchZZUREFAZNeh9tsxmU2nfcesbG6kq+uX4XuQ3ovaVxaxscfWj+rFy5MGuNiKULBOOl0FoNRhzvPhukMz1VVVRkZnMBsMWCxGgn4oyQTaSRJwp1nxWI14h+LIEkiipI7n8drQxRFxkfDGAw68grs6HQSqqqSiKcJT8RJpXLz0mwx4nJb3xdPjlgsxVtvtrLh+gYe/PImHC4LiqISiyZJp7NYbSYyGZnhwSA2uwmXy4ognm53Ip5mbCREvs+JxWrMPYNTWYKBKKlkJve8N+lxOC2YzDmDfCyaYiIQ49ihHkZHQvR1jxObzI/n8dpwuCxTfZvJyAT9URLxFKIoYneacTjNiKJINiszNhLGZjcRnVzA8+Y7iMdThCfi2J0WnC4Loijk7qvpLMFAjGQigyCAwajH4TRjPocX+LtRFIXAeJR4PE1P5yg6vUQykaHn1BiiJFBQ6JryNFFVlUgoQSgUR5EVTCYDbq8N/Rnex5mMzMjQBJ683HwI+CNk0ln0Bh0erx3THL0Liss83PfJXALf0ESMPdtPML+xhI9+eh0m88x7VjyWG4P05LXcHuu0fpjy3g7ESMRTqGrOc9zuMGOZ9MBOJtJMBGOcaBmkr3ucoYEgjslFR4vNSEGhM/fsUBRGhkIk42ncHivFpW6kdxn/kok042MR8rx2kok0kXACVQW7w4TTbZ1aBFdV9Yw5kfNofwedXsJX7LpsFQI148R5EASB+bWFFHjtBCZiNB8foKYyf9qPr7l1gFA4gd1mYvmSimnfKYrC9l3tPPXsAXQ6iU9/bA3XX1OPw2FCVVQ6e8Z54pn97Nh9ksee2ENFWR7zqgpm/XGPjEX4ySNbMBr1fPPLN9BYX4zNaiQcSdLROYrDYcb0rhvu4FCI17YcJ5ZIc+/ty7jnjmV4PTYgtxrf1TPOsdYBamt8s05CvV7iumvqp+KgnnvlMF094xfUh29sa8XtsvDZT6xlw9o63E4LyVSG/Ye6+dkvtzE4PMHzrx5lUUMp+kvoPdHT6+fhx7bTfmqEIp+Lu29dwvIl5RQW5IwT4/4o7Z0jGA06vHm2accebx/iF4/vZNwfZcOaWj52zwqqyr2IosDoeISX3zjG718+xK+f3oc3z8atNyyccf3ARIynnztI09JKPnbPCuprC9HpREZGwzz17EFeeO0ou/efYsOaWq5ZMw9BEDCb9Nx353LuvSPX3zv3dtDeMYLdZuKLn76GedXTDWOCIJzTOHCsbYAjLX3UVvu47aaF1FTmo9dJBIIxOrrGqK7wTptryVSGp587yObtbThsJv7o/lVce818nHYz6UyWY62DPPHMfg419/LIr3fyl9+6jSLf2a27Gu+NrKKwq6uXf9u+m2PDIzPCelRVJZHJkshEGYlGOTY8yo7OHr597Xp0kohZr2cicfZEvucikkrxu6PHeXT/IQbDkRnXhtzLeTSdJppOMxiOcGRwiFfaTvK19atYX1VxUauwgXiCJw838/jbRxmNxma9blZRiKbSRFNpBkJh3u4f5NW2Dr62fhWrykvPqwSoqsp4LM7hgdP5XJqHRlheWsyBvgH+bftuDg0MkVWUGccms1mS2SxjsTjHR0bZ3tnNtzetZ2V56QW39WpDUVU6xv38fNd+Np/sJJ5OzxqnnpZl0gmZYCJJdyDI9lNd3NVYz+dXN1HunluVqHc8jZ46cow32k9xcsyPrCizXg9AVlQSSpZEJksgnqArEOStzh6ur63mTzetoyrPw4WoruFUmmPDI4zH4gAsLi4koygYJIkuf4B/f2svm9tPkczOTHQsKwqxtEIsnWE0GmM0GuNLa1ac9VpZRaFj3D81n8PJJMORCJIo8MShZn65723GorEZbZdVFTkrk8omCCYSdAeC7Ojs5jMrlvGppiU4zaaZFzsLsXSa5sERwqnUefeNp9PIs/y25kpalmkdGaU7MAGAThT52NKFxDNZHt69n6ePthBJpma2V1GRldzv1x+Lc8rvZ0tHF3+8fhX3LGrAeAGeDalsli0dnfz4rb2cHJsZcgm5+f7Ofapv4vwVqyrcrndWKK44VFVlqD/IM4/v4fCBLlKpLCaTntUb6rj7gVXk+057kP7on16kcVk5bo+N1547hN8fBVXly396C2s3zefX/7mdVCpDKpmlraWfm25fgsGo47XnD2N3mPnKt2+hcUk50XCSJx/dyb5dJ4mGkwgCuPNs3HzXUm66c+mcldU5t1FRyWZlzBbDlHIqScKUkgkQDsX58T+/THGZhy9/66YpZVeRVXa82cqvHt7KX//jA9Q1FBMKxnnuqX3s3dFOPJYim1VwOM3cef9KbrprCYqism/nSd548Qg9naNMBOP8+H+8jE6Xe/599MF13HTHEgAS8RSbX2rmjZeO4B+LIIoC1bU+7v/0OhYsKiUUjPPD7z1H7YIimg/1koinuecTq2ht7ufIgW7mN5bwx9+5DU+ejWgkyYtPH2Dnljai0STZjIzVZuKWu5dy+71Ncw4xSCYyPP2r3bS1DDA6NEEoGOfRn+d0HIvVyFf+7BYWLCpFUVTajw/w+9/spa1lAEVRsTtM3Hj7Em65e9mUp0hgPMLf/7cneeAz6xkZnGDnllZCoTg2m4k//eu7qV94cXlEzsXocIhnHt/D/l0dpJJpDEY9q6+p4yMfW4WvOPesSqezvPlyM6+/cJiJQIxMRsZk0rNm43w+9tn12B1mTrYO8fsn9tLVMUooFOfX/7ljygC1bFU1X/mzmxEEgUxa5vmn9nPscC8jg0HqGkr49v9zN27PaR2m8+QIP/z757n5rqW0HO6lp2uMVCJNVa2PBz6znqUrqoCcMefV5w6x+aWjyLJCJJzAPxbB4bKweFkFn//6DeRfpvd7zThxHgRBoMBrZ1FDCZu3tdJ8vJ8bNy2YWsHOZGQONfeSSmdpmlcxtSr/DmPjUV56o5lUKstH727iI7ctnVblor62kM98fC1dveP09gXYvb+T8tK8WSthTITi5Lmt/NnXrqW+tmjK3clhN1Na7J5V/mgsSTAUw2oxTirmjillVK/XsWRhGYsaSifbOnv7hTMy+oiCwAW9oZEry/qR25Zy961Lp1b59XqJa9fX0dE5yq9+u5eOzlEmQnHy8y5N7XNFUXhtSwunusfwemx87XObWLeqZppXitNhprrSO/npdKOyWZmXXm9mZDTMooYSvvjgNZQUne7f0mI3n7hvJfFEmmdeeJvnXz3CymWV5HmmGzhUNbfv5z65jroa31S/lxa7uffOZRxrHeBU9xjtnSOsXlGFYXKl6kwr6NQKhACSJF5w6Et3r5/rNtTzJ5+/Fm+efWqMXU4L1ZX575JXpbvXz6tvtiCKAvffvZy7b10yZbTS6yVWLqvEZjXyT//6Mi2tg+zYc5J7bl86I7RF470jKwrbT3XzD69vpW8iNO1FWxQELHo9OklEUVVSWZlUNktaltnZ1UM0leL+JQuxXES4wzuK+0937uXZY61EUqfzzQiAUa/DKEmIgkBWUUhMrj4DZGSFQwND/P3rW/nqulXc3bgAwxznrKqqDEei/Ov2XbzSepJ45vQKrACY9PrJ1U0mr5tBnrT0p2WZPT19jMdifHPDWm6oq7lgw0jb6BgH+gb4p83bOT48ikrunmjW6dFPXjedlUlkM1P6Q1ZRONg3yD+8sY2/vvFalpUWaR4UZ0FWFA70DfAvW3dydHAY+QwlTBIEzJPzWVVz4R6JTAaVXJK9SCrNU4ePMRAK8xfXbaA2P29GbPtsRFIpnj7SwuDkCvuZ6EQRo06HThQRp+ZUdppBKi3LvN7eQTKb5W9uvo5Sp+OCV9ffIRDPreD3Bif4xze2saurd3ofiCI6QUBBJStPN6IsLPLhtVpmnvQc1+r0B9nW0cXPdu0nOhkuc+bvSBRyv9d4JjOlWKuTx/7n3oOoqHxxzYo5K+w6UcRlNqGiklWU3P/y2Y1Bl5KBUJiuQJDN7Z389sixKYPPO54LBlECITeeiczp36+qwlA4wo927EEvSdzVWD+n+0ZWVni17STff3MHY9HY1HaLXo/XaiHfZsVqNBBPZxiPxhiPxafG4EzESc83o6SbCgG5LH7sl4jwRJy+bv+UNwCAx2PFajcRCsZ57OdbGR6a4NNf2kRhsZvB/gDPPL6XeDTFF791E+ZJRT2VyrLjjeMsbqrkwa9ci8VqZGw0THWtD1EUSCUzdJwY5uMPXUNpRR4vPnOQ1evr+OZf3cl//a8t7NnRTt2CYvQGCZfHyiceugZfsQs5q/DKs4d45td7qK0von7hpTUoW6xGlq2q5q03j5Pvc7D6mjpcHus0Zd3ptLBq/TxeefYQg/1Bqmt9AMTjKfbuOMG8+mIKS3K55Q7sOcVLz7zNg1/exLz6ItKpLH1d4xSWuBAEAZ1OYOmKSsqrvGx+6ShvvdnK1//b7XgmF9vck39VVWXray0885s93H5vEw2Ly4hFk7zw9AF+8eM3+LP/+yOYLXqC/ijDgxN88gsbee7JfTz12C7uvH8Fi5ZV8MiPN9N9ahRPno2jb/fw/FP7uf/T62hYXIqcVejv9ePy2C4ohMdo0nP3Ayu55e5l7Nh8nDdeOspDX72Oqslxzvc5UVWVgV4///Fvb2C1m/jGX96B1Wqk/fggLz1zEEVRufuBlbkwCxUS8TSvPnuIhiVlfPXbtyLpRMZGwhSWzM2oPVdUVSUSTvCrh7cxOBDgoT++Hm++nYG+AL99bBfpdJbP/8kNWKxGOk+O8Mzje1izoY41G3MhKyODE8iygm5SJ6qcV8BnvnItRw728OhP3+RTX9w4lffEYj3tMag36HjgwXXccvcyfvmTzaSSmRmZaFVVxT8WZvNLR7jtniY+8blrGB+N8Pgj2/ndr/ZQU1eI3WHm+JE+Xnz6ABtvbGT9dfWkUlke+dEbqMDHPrsezyXSxy4GTaOYAzarkcUNpby1p4OWtiHGA1Fsk5NlcHiC7l4/AE1LKqZurpCbIH2DAdpODuNxW1m1vArDu1zwBUGgvDSPogIn3b1+WtuHSKUysxondJLItevrqK0umPPzy2Y14nZa6B0IsOWtE+R77VSWeaettr/fbvlul4Vr1sybEX4gCAL1dYVALsQiFEpcMuNEMBSnuXWAbFZhdVM1y5dUzKrYz/aiOTgc4kTHMIqismFNLQWzlIW1WY1sWFvLq28eo28gSMuJQTaurZu2jygKLFlYRnXFdE8bQRAoyLNTXOTiVPcYwYk4mYz8vij4JqOOW69vJC/Pdt45oygqLW2DjAeilBa72bRu/owxE0WB+fN8NNYX0z8YZN/BLm7a1IDBpd1KLjWnxgP8+K099J6x4iYAZS4n66rKafAV4DKbSMkyQ+EILUMj7OsdIJhI0Dw0wkQySTQ184X4fETTaX65722eOnKMVFae2l5ot7GyvJQGXwEFdisGSSKcTNEdCHKgb4BjwyNkJsOjeoMhfvLWXvJtVq6pqpiTwj6RSPLTnXt5oeXEVAgFk+1dUVbCAl8+XqsFnSQRSibpGg+wv2+AluHRKeWqYzzA/9y+izyrhaaykjkpsO+wv3eA/onwlGGi0uNmRVkx9QX5eKwWRGA8FufY0Ah7evoYjkSnjj0+PMr/3L6Lf7zjZkpdF6/AXqmoqkrHeID/f8tbNA+d9gDSiSILfPk0lZVQnefGZTIhTxrHWodH2dPbx1AoggpkFIUdnT2Y9Xr++02bKLSf+1khCALFDgebaqp44nAziqqiF0XK3E5q872Uu52UOh04TCZ0okgkleLUeICDfQMcGx6dMlLIisr2U9280NLGl9euRLrIsQ3GEwyGwvxs1352decMExa9ntp8LzVeN3lWC1aDgbQsMx6N0T8RpmM8F5awtLgIp2nuXgzhZIrfHWmhdWSMaDqNABQ7HawsL6HBV0Ce1YJBkgjGE5wYG2d3dy9dgeCU0h5JpXjq8DGaSktYXVE6p/lc6XHzVzduIpBIEEmmiKRSRJIpwqkUx4ZG6BgPXFS/zYXRaIzHDhxmT3cfyWwWQRCo9XpYVlI8lYtHFAT8sTgtw6Ps7ullMBSZdvwje99mUVEh87ye87a3w+/nZ7v3TzNMVLpdfHzZYq6vrT4jR0huLu/o7OHXB4/Q4fdP9bFJr+P2BXXUer0UOmwU2m2Uu10XPb8+CLz2whG2v3F82rYvfusmbrhtMR0nhjhysJvPf/0G1l+3AEkSqa0vIhJO8MLTBzjZOsji5ZWTR6nIWYXbPrKciprcIkpdQwmCkPtdq6qKd1L59+bbef2FIyxfU83CZRVU1/rwj0VIp/8Pe+8dZtdZ3mvfq+zeZ/b03oukUe/FttwbxZhmTAADKQQCOd9J8h0gObny5SQhFyEJJKEkkENNAGMwBjdwkdUtq5fR9BlN77N7XWt9f+w9W7M1RXtGXZ77si5La69e3/d5n+f3i2O2GHjn+zYhSsJFDQMEDu9rZXzUh6ZpV/VdrTfIPPbEVpS4yjM/OsRLvzzOxu01bNpRQ01dATq9jCSLrNlQwSsvnObIgTYqqhOZ0v29E3S1j/DeD2/DajOClkjPB8jNd1JdV4AoCjQ2lSAAgpg4piy3DZvdlNBB0EkUl2bP0ioIBaO88vxJ1myo4KF3r5uRraHy9a+8xIkjnWy9ow5FUVmxuoT1W6poOdOPdyqY6kxnu22MjXgBiISiqJpGTp6dqroCZFmkflUi0LOY/oQkiRQUJ3Trzp3qRa+XyC92UV51MUNYiaucOtZDb88Yf/7372NFUwkANfWF9PdO8PpLZ9iyq5aikuzEAhoYzXre8d6NqeBM/cqre52n6e0eY99rzXzuC4+ybVcdgihQ21BIV9swRw60M9A7kQgqhePEYgout5XKmjwMRh11KwrRVFLBHJvdhM1uYrB/ClESyS90pp2HaURRwJVtxWo3YbEZE8GJOVAUlbWbKrnv0dUYTQZqGzXazg9wZH87Y8NebHYTF7pGEQSBTTtqKK1IPGcr15VxaE9L6l69USz3KDJAEATWrCohO8vCwJCHto5hyoqzAY22jmGGhj3kum001OSnCXcpasJiNBKJM+UJ8vXvvI5hHpeD9s5ErejEZGCW/sE0VouByvKcRY2eF+Y7ue+uFfzkF2/xm9fP0dI2RNPKErZvqqK6Mhe71Ygkide0MV1c6MIxj6qtyZh8Saoa0djs9NalMjziZWIqgACsaizCbMp8BHlweAqPN4ReL1Ne6p5TjE0QBNxZVvJzHXRdGKO3bwJV09I6Q0aDjrKS7Dk1IWRZSgWqYjElrdbrapKXYyc/z5FRJ03VNDq7RwESx5Y3dydLliWqynPQ62S6e8cJhiK4nJmP6i1zeQKRKD84eoLm4dHUNFEQ2FVVzqe2b55VI61pGr5IhMM9ffz7obc4OTCYSnleDIqq8vy5Vp4+eTYVmNBJEjsryvj4lvU05ufOqhNXVY0+j4fnzp7ne0dOMBkKAdCX7IiVZ7kS6cqX2e7PT5/jubPnU4EJoyyzu6aSj25aR12ue5boZULgz8PTJ8/w4xOn8YYT6eSd45P8+8G3KHU5ybNZZ21rPvo9Xvo9XgyyxL211Xxs0zpqctwYLwkaBqJRjvUN8K/7DnGifwhV09CAt3r7eeb0WT61ffNtIyp4tRgLBPnGgTfTAhPZZhNPbljDQ411lDodaQGsmboj3zzwJm90dqOoGqqm8Xp7F9XubH5/26bLZuWY9Toeaqzl3PAIpS4nd9dUUu3OpsBhw6qfXRutqCq9Ux7++9gpfnLiTGq0W9U0XjzfxrtWNVJgX1oAfcQf4PtHTvBKaweSILKhrIAPrG2iqSA/FexL1U4rClOhMP0eLy0jYzTm5y5KFFTVNN7o7AYSGin31lXxkY3rqMtxY9KnP0dRRaF5aIRvHjzCa22dqWyOQa+Pl1raWFmQm5HQrdNk5O7adGX9RNlZjK/uPXRNgxOKqvJqWycANoOBd6ys5wNrV1Ge5ZqV+RGKxTjeN8A/v3GQEwNDqZLVtrFx9nR0UZ7lXPD5jcTjPHu6me7xydS0HKuFP9m9k7tqKmfpRZTq9XxgrZ3KbBd/+eKrdE0kl9OgPjeHj2xce9sEM3fc1cA9DzelHU9JeWIwrKt9BIvVQEmZO9WGFSSB2sYiIj84SF/POKvWlqWWK6vKITvXNq8wosmUKJ3Q6eWE611yAEZvkPH7wqhqIsDR0zXK8Tc7GR70EAlHmZoMEgpGiceXXlY0H4IgUFDk4uOfuYe7HhjmxJEuDu9rY/9rzdz7yBre9f5N6A06SityqKkv4ORb3dz9YBNZbhtH9rVhtRlZsboUSRLRNI3V68s5uOc83/vGa+x/rZktO2upX1mM3bk4IebhoSlGR3x4pkL8/V/8PLmz4PdFCAUijI/6U9PsDjOyLGIy6zBZDNjsJkLBCDq9RDya+DY3ri6lfmUx//2fezm8r5UtO+toWFWMM+vKhXsvJa4odLYNkV/oIi+puwAgyQINq4p5+blEqURh8UVx/tqGAqwzXACv1fPV0zlKMBDhlz95k1dfOJVKwB4amMLnDRHwJ0pqK2pyWb+lihd/cZxzJ3vZtL2GVevKcefaEIRrFwCoW1GEwahLBfWcWRY0NKLRRF8rO8eW0DTrGCEnz4ESV+jrGceRZUmVlNwoloMTGVJc6KKizE3/4BRHT/awe2c90ZjC2ZYBwuEYa1aVUlzkShcXVDU83kRDPRyJc759aMGHxGjUJcRm5vldp5OwLFKFV6+XeceDq3E5zbz4yhnOtw/R8+IEr77RTE1lHnfuqGPz+gpy3bZr9gDbkgGQubhWn+RgKEokEkenk3DYF/ciDwSjRKMKJoMOo2Fui1FI2LeazXpUVcPrj6AoKuKMxrIkibMELFPMKJXRkp2ba4HZbJiVrTMfmqbh8SXuV5t1YfEuu82EJAlEIjECwcWPzi8zP5qm0TwyymvtXWkp5nW5bv74ju3U57pn3ZNC0rXjrppK7EYDf/7CK3RPTF666svSO+XhpyfPpAIMArC1vIQ/u3sXZVnOOYNcoihQ4nTwsU3rCcfj/OfhY6kAw5mhYV5sbuV3t25c8BlsH5vgZ6fOpsT0BGB3TSV/snsnhfa5302SKFKe5eRT2zcTjsf54dGTqY7v0b5+Xmnr4INrmxb9XtteXsb/uHM7RfOk8Jv1eraVl2KUZf7ihVfoGE90ulRN48XmNh5prKfKPb+L0duRPR1dvN7embo+Vr2ej21az5Mb1swpvCgkyzzWFhXwP+/awWQonNJTCMfjPN/cwt21lTTmza3PNHM9a4oK+Id3PkiW2YxJJyMKwrzLSKJImcvJ727bxKDPzwvNranfhn1+zg+PLjk40TU+QffEJHFV5eHGOj69YwulLsec+6OTJHKsFtwWMyvz85ac6S8KAnfVVPL/3Llj3vtZL0msKsznD3ds4cKkh9bRhKaUBhzousBTm9Yv2YVHEIREucp1KnWSRZHHmhr5g+2bcM3jpGPS6dhSVgJ3CPzZcy8xnMyA0jSNPR1dfGBt04LBiRF/gLd6+4kl382iIHB/XTXbK0rnzXqQRJG1RYW8Y2U9//zGQSBxH7/Q3MqjK+rJXkTJzs1MfpGTNRsr5hTEjIRjyLKUSmOfxmDQoSaFH2eiN+jmbTdC4rsjikKqKXVpe0XTNE4dRbzzWwAAIABJREFU6+E7//pbXNlWGleV4My24JkMcvKtbmblwl9FLFYjK9eUUreiiLsfbOLH393Hy8+dYOWaUhqbSpB1EtvurOffvvwC7S1D1AjQfLqP8qpcikoT3w5BECgqzeKPv/gODu5p4eihDv7ja7+luDSbDz61k5qGwoyzFCKhGGgaeQUOKpJlJNOsXl9OQzLrQSBhq5p4bgREIT0TYrqlmpvv4DN/9jCH97Vy9FA73/3Gq+TmO/jAR3fSuLpkweu2aLTEvWMwyrPuK6NRRywanxVoMhjnb7dfTUKhKDq9TEm5G2eWJTW9ojqh4ZeTzGCx2U185Pfu4vibnRze18rTPzjIC784xns+tJVN22uumfPHpeKk0+236Tu/aV05K1eX8oNv7WH/a+eJReNEo3He+b5NaRoWN4Ll4ESGiKLAlg1V7D/UzvnWIcYnEkJtJ8/0JV06iubsiE5H5Qvy7Hziwzvn76wmMZn02OYJQMz02V0MFrOB++5awfrVZZxrGeTQW50cP32B0+f6OHO+n9f2FfLRD25jVcO1cV641pkZc3IF351ElPHiiziTTcx1dILALBXd6810xDSjebk472WPPVUrLVyzANPblUhcYW9nd6rRDGAz6Hly/Rpqc2bbFM9EFkXWlxTxWFMjX99/mNAispGicYXX2rtoTir+AxQ4bHx88/p5AxPTCIKAWa/j8aYVHOzu5dTAEADhWJxX2zp558oG8ufp1IVjiUZ614yRyPIsFx/dtI6CeQITM7drMeh535pV7O/qoTO5Dl8kym9bO7ivrhq3xTLv8pfiMBr50IbVFC6gLSCQ7GwUF/Ke1Sv48mv7Up3ufo+X19u7qMh2LeldfTsyHgjy7OnmNBeHnVXlPLa6EbN+4dEZQRCozM7ig2ub6BibwJcUW+yemGJfZw/V7uzLaiIYZDljEc3pbbpMRt7T1Mhr7Z2Ek8+QPxKlfXyCu2oqM17XTGKqigBsLC3mMzu3UOZyXvbdLAgC8hV8Q8pcTn5368Z5AxPTiIJAQ24Ou2sq6Z6YTAUXR/x+eqc8lLhuDdHjpsJ8PrxhzbyBiWlEUWRTaTFbykp49kxzanr/lJdhnx+rYe7goqZpjPgCdMzIArEZDGwqK8F8GecRgyyxvqQIu9GQyvLqm/JybniEnZXlizjKWxN3rp1QKJpygpi+PuOjXiRJTLlKXGxbLMTln4lQMMprL50mHlP4wz95kLyCxPN2+njPdUlXFwQBvV6msCSL3Q+sovl0H/0XxmlMlSUUUFyWzZH9bcRjCoMDkzz8+Ia0zGhRFHHn2nnk8Q3ccd8Kzp3s5UffeYMff3cff/pXj80S9Jzv3DlcFvQGHdX1BTzx8V1zZl+Pj3ozPjZRFMhyW3ngnWvZeXcj58/08dPv7eeH336D//V/3oPjKmbSiqKAO9dO67mBWSUMo8NebA4TJtOlWXDX59ub7baBpnHHvStpWl82f5tBELA5TOy8p5GN22vo7hjh5/91iG9/7bdUVOdRWJI1Y97E/zUt8edaNiNMFj3uPDvFZdnsuqcRq9VIfpGLotKseR13rhfLyl2LoKE2H5fLwqQnSEvHEL39EwwMe7DbTHPaYAoCqXIGSZKorshl07qKBf+saihCdw20B0RRwJ1tZefWaj79ybv468+/i/e/exNZTgsnTvXyvR8fYsoTvOrbvVGYTHoMeplYXMGb/BhmitVixKCXCYVjhMLReZeNRGP4AxFEUcBmMy4q7famRBBwJVWlvb7wvOVFAB5vCEVRMRpkzOZbz1P7ZiYQjXKoO91rvczl4s7qioy0G2RRZHdN5aI65QCecJjX2ztTuhGiILC2qJC1RQUZd7TzbDZ2VJSlTeuemKJlZGze52g8GGRPx8UsEVkU2VJeQkNeTsbbLXba2VJWmjatdWSM7ompRT37qwryqMvNySigJwkCOyvLKHZe1KQJx+Mc7x/AG16aQ8rthqZpnBwYpG1sPDXNotfxYH0NLlNm3uySKLK5rJgix8XzrGoaB7t7M7KtXColTicljoud8piq4AmFFnU/XYrdaOC9a1ZS6rx8YOJKkUSBbRWlNORldj+LosC64sK08qm4qmXkMnEzYNLpuLe26rKBmGkkQWBjSbp6fygeZ8C7cCfNGw6niVtaDLq0d8B8JIJepjRhU18kkqZ9cTtTt6IQnU7i2OFOAsk2md8X5vC+Vux2E1VJ/bGrhapqRMIxjEY9VlviXRPwRzi8r5Vo5Nq8N/y+ML3dYwQDCbvIaevUjtZhVFUjO+digN7mMLFlZx2njnXz5v5WnC4LtQ0Fqd81TWNsxIvPk8hitDvMrFxTSnlVHiNDHtQZ7TNBFDCZ9IRDMaYmL+qgTJOTa6e6Pp9jhzvoahtOvcOmrTcXez7GR314poKggdVmpLGphOr6AkaHPcRjyuVXsAgkWWLF6hJ83jAnj3YnyqA1jYkxH0cOtFFTX4g798YIN1bW5OHOtbP3lbN4py5+GwL+MKPDnlQbemoiwMSYH03TMJn11DQUsGJNKeNjvlkBF5NJTzyuMDHuR7sCR6NMiEbiHNnfzorVJezY3cDG7TXJMqwb35dZzpzIkGnXjtUrinnjYBvn2xKCidFonOpVJZQUzXbLkCSRspJsjEYdk1MBWtqHKSnKuuYClPMhJNNHLWYD1ZW5VJS7KSvJ4ktffZHOrhE6ukfJci2uQ3Ozkpdjx+U0Mzjs4fS5PrZvrsJqyUxQrLjQhctpYXwyQEfXKGtXlc7SjdA0jZFRH0PDHmxWI6XFlxfRWgrJ7DrQSDkTXCskUUi6isDYhJ++wUlKi2YfVyym0N41QjSmUF6ajdm8NK/6Zeamd8pD39TFBrIoCDQV5pFjzfzZLLDZaMjLWVTHomdiKk3jwijLbC0vwbgIxw+DLFGf68akk1NZG1OhEO1j42yvKEWeI126Y2yc9hmdV6tBz5aykkXZ+pl1OhrycjBIEpHkqO+oP0D3xCRriwoyEpmTBIHG/FyyzaaMxl0EQaDAbmd1YQEXJi+e59bRMUb9QZwZdr5vZ6KKwrG+ASaDodS08iwX9Xk5i3I1ybfbKHU5aBkZTeV0dYxPMBYIJBwOrjLTmUA5VksqsKJpEIwmnC2WKlpYnuViV2X5dWkDGGWZO6srFlVSUepyoJ/xjGqadssE2rLMJnZUZia+O01ZVnpGjaKo+MLzW6GqSW2fmciimLErkk4SMUgX32vTrkNvB4pKs3nsia388idvMtg3QU6enZEhD73dY7zz/ZspKcu+qtszmfWsWlfG0z84yDe/8hI5+XaGB6bw+yPYbBffGbFYnNPHehgenKK3e5xgIMLxNztRFBWH00zTuvK0lP2F6OsZ5/vfeh2dXsJmN6HTy3gmA3R3jLBpe02aO4gsSzStL+fFZ49xcE8Lj31oKw7nxe0oispvfn2S86f7yM61YTIbmBj10XJugPseWZ1WCiBJYsqB4dtf+y3V9QVoqsaWXbU0rStHlAQee2Ir3/jKi3zzH1+msiYPSRbxJsXYn/r0Peh0mT83e35zlpNvdZHltmG26JmaDNLWPMD2OxtStp5Xi2kR0PsfXcNzPz3C+TN9mC0GervH8HlDfPRTu3HegBIEQRAoKHbxoU/ewdPfP8A//c1zFBQ5icVUJsd9FJVk88THdyFJIsePdLLnN2exO8xY7UZCgSitzQNs2VlHljt93/OLXFTXFfDMjw7ScrYPWZYoq8zhvkfXAtDbM0br2QG8niA9HaMEAhFe/OVxsrKtVFTnUVNfMNfuznMMCd2JV184TU/nKLIsYTTpqKjJY9sd9ddEQyRTloMTi8BqMdK0opgDb3YkrS8TkbINa8oxziF0KQgCpUVZNNQWcOJ0L7/dc44V9QVptpTTaFoi0CGK4pwCiktB0zRiMQVBYM5sDEkUKS50oddJaBoLjpTfarhcZlY2FNHaMczho11s3lDJ1g1VKf/nmaiqmgrcACnr2K6eUfYeamP75ipKi9M/nD5/mD0HWgmFY1SW59BYm/kLYTGYk+lqsZjC6JiP+pqrO7owE0EQaKwvpDDfydi4n9f3tfD+d29Mu7dVVeVc6wDnWgYRRYGNa8uxLAcnriodYxOE4xcbrKIgsLIgb4ElZqOXJWpysnm5pT3jZc4Oj6RS2CGRDt+QN1steiEEQSDLYsZuMBKKJWu5SaQvh+MK1jmCE6cHR1LZGpAINNTn5sya73LbnbbviyQ7whrQO+khpigZdVhMOh1lLueiOjdWg55qdxaSKKIkRzkGvT4mkyPst4vQ3VLxhSM0D4+lFYkVOezkLkKoFBLPQJHDjjjjPIdjcfqmPNTmuC+z9NKQRRHDJd9NRUuIci71C92Yn4vNeH0yzVxmM+WuuS3G52PaznUaTdPSLH1vZvJs1rTsmkyw6PWIgpAqy1I0dcHjFQRhlh6FompE4pmVz8UUNRU8hcQ9ZlxEEPZmRW+QaVpfTlFpNvOl1Ot0ErsfWEV2jo23DrQzOuzFlW3lgXetY0VTCeKM+64hqQ8xn3ZBVW1eqr1qsRlpWleOzZEo5SmtzMGVbcVg0LH7gSb0ejkVfCirymXd5kr2vnKOLHditD0eVzl/tp8LnaPE4wm3CkVROXP8AnaHibLK3IyDEwXFLrbeUUdb8wA+bwgQcGVb+J177mLNxgpMl7SVCotdlFXk4JkKsnJ1KTp9eklH07pyfJ4QYyNePJNB7A4TT35yFxu31qS1ZQVBoKahgKc+cw+H97YwMjiF1WZENy08KghU1uSl9Cu6koOrdqeZlatLcbrMRKNxmtaXp7I7Copd1K8sRpZFDAYdjatLUi4gK9eUMjnhZ2RwCq8niNVm5D0f2srmHbVLFlLMyXOwam0Z1jlK380WA48/uY3SyhxOHOliYsxPRU0eO3Y3UFWbnwr26o0yqzeWU1DkSrOzvRJkWWLV2jJKK2ZnFOh0MjvvbiQ338Ghva2MDXuQZImS8hw2bK1OXc+a+gIG+ye50DXG8MAURqOOex5uYvudDdgc6SUw2Tk2PvHZe3ntxdOMjXgxGHVpZTjDA1OcPNpNOBQlO9dGlmals22Yns5RREmguj4fq93Ehq3Vs+7bvAInK9ckznE8pnDiSBeRcIyKmjxsdhMIEPBFePbHbzLUP8WHf+9O9NdID+Ny3PpvxeuIKAo0rSjGnW3lTHM/sZhClstCQ23+vC9Rd7aNdz+0ht6+CY4c7+Zr//4qD9y9kuqKXMwmHeFwnNFxHx3do/QNTPLIfU1Uli+uYT4fmqZx6lwf+w61s6qxmJrKXFxOM6IooCgqfQOTPPOr4wRDMfLzHJQWZ81aXlHUhBq9lgx2xFVI/j0SjROOxJId+0SwQxTnFxu7nkiiyP27V3DqbB+tHcN8/Tuv09M7zrqmUnLcNtASpQk9feNc6J3g0QdW407aDkmSyEP3ruJMcz+tHcN84z/38Pg7N1BVnoMoCoyM+njhlTO8+sZ5rBYDj97fRPY1itzmuG24XVYGRzw8/9vTFOQ7yM+1A0Iqvc3hMC2qQzUfgiBQUujinQ+u4bv/fZCf/+o4oiCwe1c9Drs5McJwrp+f/vIog0NTrFpRzI4tNWkWqKqauGemUxo1LRHQAFAUjUgkIcw0HQySJPGGZRLdrPR7vERnWHiKgrComnlINHqLHIurE+8YGyemXtyuRa/DkLQLXQyKqqK75H04FgwSU+ZO92wfSy/5sBoMyJK46O0Cs0aJxwLBNFHRhTDq5EW5e0Di2hTYbZh0csq2NRJXGPEFrnm96K1AIBpLE2YVBQGHyUhcUfAuMhiul6S0bk9cVRkLLK0UUdO0RKBBTXzfVC2ps5P4Dw2NQDSaCoRcLWrc2YjXqR66xGm/rKbHpQiCkJYVonHtM/auFuVZTmQx87DRtIbXzOCERuIbNu8yJDI0ZmaGBaNR+qe81F+mHEzTNCZDIcYCF9PuTTod7kVkxN2sOJxmPveFRxecRxAEDEYdm7bXsGl7zYLzffwz9yy4rvc8uS3195JyN5/9/COpfz/0rvVp897/jrXc/461adOq6y4OJplMep54ate821LVRGnGQvcFJPoHVpuRR96zYcH5ZhIJx/D7I1TV5lNZm5cuXigKrFhdworVJRmtS6eX2bKzli07a+f8XZJEikuzee+Ht835u9Gk57Ofv3gNd97dyM67GwEwmQ383ufuT/1W21hIbWPhnOvRNI1QKIpyGTcUQUiIoU4LpG7cVs3GbdXzzCtgtRvZ/cAqdj+wat51urKs/I8/f+e8+xUJxy7r0iIkHV+mB3QtViN/+KcPzTu/Xi+zam1ZmtPMpRSXuRe8x2YiSSK1DYXUNsx9fjdsrWbD1rnP0zRlFTn8+ZfeN2v6ll11bNlVB8BA3wQ//u5+Nm2v4X0f2Z4KgESjcX7wrdc5cqCdDz61czk4catQVpJNeUk2+wcTNn21VXkUFsxfP5oQ0qxkyhviv585wpFj3Zw9P4DZbEAShZSFZjAUw2Ezcveuhqu2r5oG45MBnnvpJK+80YzZpMds0qPXy0QiMXyBCF5viJxsK48/up5cd3rdViQa540DbXRfGCMYihIKRensGSMajePxhfiP7+8ly2lJWDqZdKxrKmP1iuIbLgI5TXmJm6c+tIP/+1/7aesY4fs/PsTPf3081ZmOxxVC4RgGvczuXfWp4ARAZVli2e/8aB9Hjndzvm0Iu92EJAr4/BGmPEGsViPvfngNO7fM/6G9UtzZNu7fvYIfPXOYN4910dE1it2WiCyHwjG2b67mI+/fumgXl/nQ62UeuncV45MBnv/NKX749GGe/+1pLGYD0ZjClCdIKBRlRUMRH/3gNvJz0zvAI6Ne9hxoZWIyQDAUJRiK0t6VKBU4ebaXf/r6b7FYDJhMOpwOC3dsq6WoYHEd79udiWAwpQQPiU5zpvX504hJUb9MUTWNYV8grSMy7PfzB0//ctGBr2g8zog/ve41FIulLArTtquqDPsCaSPrPZOTfOy/foa4SIutcCzGeDC9sxqMxci0byWLIvYljGpnW8wYJBk/F+vQx4NBVLTr1hG9WQnFYozPCCComsZL59s4cqF/0evyhEJpgSZN0wguUnPCH4ky7PMz7EsIPfZ7vIwHg/jCEUKxGJG4QlRRiMTjhGMxBr3+y690EbhMpuul1YbLZJoVJLydyTKbr7kIrSAI5NtsVGZncXYoIRzsDUc42NPLtoqyBYNBkbjCmz19aWUjOVbzNcv8WebqEAyE+f639jA8sLA1tzPLwns+tJWS8syup6KonD7ew0DvOI89seWql0PcKCLhGM/88CBtzYMLzme2GHjk8Q0pgdBrTTQa59fPHOX0sZ4F5zMYddz/jjWs21y14Hy3OqFgFO9UEIvNmJYREvCHmZwIYF2ky+HVZjk4sUh0ssTm9ZUcO3UhUTPWWIzDtnDHwWDQ8fC9q6iuyOW1fS2cPtfH8KiXcDiGXi+TnWVl7So3a1eVUlw4Ow1TFBOqvzqdtKhUJVEUaKwt4D2PrqelbYihEQ8jYz7iiopBL5OTbWXrxiru2l7HqhVFsxR8w+EYr7zRzLFTF9KmS3KiDOToyfTpAgKrGoqYznqUZQmDXp6zlOLSY9PrpKv+IMiyyKZ15eTl2Nh3uJ2jJ3voG5hkyhNEEMBqNVJblceaVSW4LlEXlmWJrRsryc6y8NreFo6e7GF41IuqqrgcFu7cXscd22vZsLYcwyWRRUEgdb3mE5YRAJ0sJuaT5z92k1HHux5eg9ms542DrVzom6BvYBKjUUeWy4I7y5qWDjmNJIrJ8yovevTWajHw0Q9uo7YqjzcOtNLSPszA0BR6vUxZcRbrmsq4584Gigpcs7IeBkc8/PzXxxm/RJRJr5eZmAqy9/DFMgO7zUh1Zc5ycGIGmqYRSNa1T2OU5UVb8QmCgEGW0UtSSnl/IcKxOMFouiVsTFGvmhieoqpzCgkGY/FZNdeRuJKm4XDF283QukdaYoq1SadDuuQ58EciVySceLvgi0RmZcx4w5ElZcVcioaWUWaDpml4wmH2d11gT0cXZ4dGuDA5RSR+dYXbMsGs1123cJVJp1t0gO9WxqzXXZdMpQK7le0VZbSOjhNTFBRN4/nmVtYVF3JfXTWymO5OpmkaiqpxqPsCz55pTr2NJEFgS1kpxYssRVnm+mIyG3jn+zYRjS5cuiPLEu68y19Lvy/Mnt+cZWzYw1uHOiityGHzzrqbIuP4aqA3yNzz8Gq237XwQKsoCmTnXL97X6eT2HXPCtZvWTjoIIoCruwba6N5PXDn2KhtLOTlXx7H5wnhdFkIhaK0nx+g5ewAH/rEHegNNy5EsBycWAJ339FA04piBFEgy5mZYIgsSzTWFVBZ5sbrDxOJxFFUNdE518lYzHosZsOc5SF11Xl848tPIklioiQhQwRBoLjQxVNPbMcfiBCOJFKaNE1DFAUMBhmb1ZjSNbgUm9XI537/HkLh6Bxrn43Tbk4LRHzyyR088dgmLBYDZtPcugQNtQV88ytPIksSuTlXX3FXEATKSrIpLHDy4N0rCYVjxJONUlmWMBl12KzGOXU+BCEhEFlWnM27H15LOBJDA/Q6CZvViMVsmLMkoTDfyVf/9gMIgjBvuYcsS3z8wzt4/2MbsVmMmBao07PbTLzjwdXcub2WYCiGoqqJ4INOwmYzYpzjBfLgPSvZsqESg0FedMmJIAiYTXp276xj49oyfP4I8biCKIqYTDrsVhOGeV5a9TX5/P1fvod4Binbkri4+/ntgKpps8oQDLK8pBFBSRQSneYM+mAxRSGuXX/NmagSv+qp81fCUhqIekmadX3iinolbsa3DZF4/Iaeh5iicKJ/kO8cPsrRvgE8ofCc+yMKAjpJRBYlZFFAEkUEBHyRSEbBvUy5niVsOkl8W5UV6RZR0nEl6GWZd65s4EBXD2eS2RPjgSBffm0fbaPj7KwsJ8tiQieKxFUVTzjMoe5enj55lj5PIugqADU5bh5fs2K5rPEmR5LENKvHKyUeU+juGGawb5IVq0t56N3rcN4mQvSQ0MrIuwkHnERRJCfPTk4GAaS3A3anmY/8wW72vHyG1uYBYlEFnV4ir8DJH/2vR2hcXXJD303LwYklYLUYsC4hBUsQhGQJxOIEBE1GPRVlS0v9EwQBo1E3yw85EyRJpCBv6f7muZeJik6fj8qyq6OxsdB29LrFd9Knl13s+dPrZcpLF75eoiiQ67aTm+Fl1etk3NmZd+SdDjNOx5V5TYuiiMNuxmHPfD0mo36WeOgymSMIwqyR1UxH/udc3yLGaQUtfV6XyUh9Xs4sAbilsCI/F/0c3uqJ/Uvfrttipi43Z1Y2wlJozM9Ft4isE3UJ2Q6J7Ix05rqOb0/Sz4IoCJRnuTKyXrwcBlmmxDn/90nTNPZ0dPM3v309zf0GEoG7YoeDulw3RQ47bosZq8GASSdjkBN/gtEo3z58NJW+f6shLOrpv/W5noGYKncWv799M//fy68x7EuU/vR7vPzb/sN8/63j5NttmHQ6IvE4Q14/3nB6UKwsy8mf7N5JjXv5W/l2w5ll4Q//ZH4Ng2WWuR4IgkBBkYsPfGznjd6VOVkOTixzU+H1hRga8S45JVqnkyjKd807sr/MMjczAswKBkTiCuoSshpUdXYWxnzoZSlNpR+gxOXkC/fcSbblyoJckBjFtRpmB3T1sjQrCFGTk81fPrAbq/7KXWD0spSxFaqiqkQzVN2fSTiuzBJLM87hjvR2xKiT0zrIOknkntoqPrZp3VVZ/3w1/pqm0TIyxlffOJgWmDBIEutKCnnv6pWsyM/DaTJi1usSYpuX9G6HfX6ePnn2quznMrcXoiBwZ1UFxockvnHgCCcHhlLlS75IFN/o+KxlBMBhMrK+uIiPb17PmqKCqyJkvczbi0AsynDIR57JhkV38zilheIxBoNe3EYLdv3celeaphFR4wwFfQTjiYxsm85IkcWRln0YVmIMBrxkGc049G8vS25N0xgNB5iMBKmyZ2ck8htTFfoCHuw6A1kG821RIrTcglrmpuLI8W6+9M8vErlMfd98FBc4+esvvHvJmSbLLHMjEQQBm9GQZk0ZjEYXnVquaRoRJT6vQ8alGGUZiyG9oROKxbAbDVclODEfZp0OyyVBiHAsjtNoxLEIQc+rQVxV8UczK2GbiT8SSXM5AXAYjddcnO9WwG4woJdlYsnzqqgJnYhreU8BhONxfnbqLG2jY2nT37Gygc/u2pqxlemVZC0tc3ujlyV2VpYzFQrTNjqOJ/muteh1xBSVuKpikCVsBgOFDjv1uW62lZeyvbIM2xyB2mVuPxRV5dTEIGcmhwjEIphkPQVmGytc+RSY7Uv6Rrw5eoEvn3qdz67cyX3Fdddgr9MJxKJMRoMUWxYu1TgzMchfHnuZj9Vu5PHK1XPOowE/7jjB99uO4o9FkASRjbml/O3GhzDJFwPN56dG+MKR5/lQ9XqeqL46gez50DSN8UiQI6O99AWmkAWRYouT9e5iXIbrLwoZ11R+1nWKH3ec4Ol7P4LbePmSn6Ggjz/a/wy7i2r5oxU70hyXblWWgxPL3FQU5Dm5987GlC7EYnG5LEsquVlmmZuFXKsFnXQxOBFTVIZ9fupyMy9/UjWNiWAo466VIAgUOezIyTppgMlgiKlQmHz7tdMFEQSBYqedIxdI7etYIIg3ErnuwYloXFm0NaWmaQz5/ClbQUiMkObaLMvBCRKijPk2Kx3jE0AiADTk8xOJxzEsQXw0U4Z9fg5296Y5xDTm5fDRTWvJydC6Ma6oadd1mWVmEo3HeeF8G/+y9xCecBijLHNfXTXvXbMKk05G1bSENpQkYTXocZmMmHS622JUc5nLE4hF+V7bW/zqwjkEQBLEhH2xpnFPUQ1/uGI7Bmnx70CX3kSdI4cc4/URbTww3MXhkQt8cd29C85n0xupc+SQb56/ZK8/4OEnnSdZm13EkzUzZLFPAAAgAElEQVTr0YsSBikh3J22Lp2BOkcuBQus62qgaRpvjvbyL2f3MRr2oxcTYv9xTeXjdZt4Z/lKdML10bK5EgySTK0zl1Kr87bRGVoOTixzU1Ffk09tVR4sccRKEIRlgallbmlKnA4Mkkw42TFSNY3O8Ul2VVVkvI6lOG3U57jRSVIqOBGKxWgZGaM+79pqwjTk5vCsIKQ6kv5IlLbR8QX1BK4FoViMvikPmqZl3IGIqSp9U560chCnyUi2+dpmBtwqWA16qt1ZqeAEQP+UhxF/4JpdXy0ZmOuemExNEwWBjaXFlGe5Mr62oXiMyWDomuzjMrc2mqZxYmCIr7y+n0GvD4C7a6v4X/fcQZb5xlrwLXPj0TSNDu8Y32k5zOMVq3mqbhN2vRF/LEqbdxSLrEe/RAHXpuxCvpT1CNJ1cOKJqypHx/rp9S9sowpQ68jhS5sX3q/hkI+4qrItr5ymrAIEQZizhLvSln3ZdV0N+gMevnLqdaKqwufX3M16dwkRJc7ZySHKbC7kW8TtKMdo4e82PYwo3D5KQ8vBiWVuKkRxObiwzNubmpxsrAY9nnAYSKSGHusb4MMb1mRcoxyJxzm3SCG/VYX5OE3GlLVnOBZnX1cPDzTUXNNR7tVFBVgM+pS9pC8SYX9XDzsqy2aNqFxLYqpK+9gE/kgUmzGz7KvxQJCzQyNpodTyLBfZltuj7vNKsRkNrC4q4JW2zlTQq2N8gpaRUYocS0trzgR/JL0USi9JFNrtGYu7appG/5SXAY/38jMv87Yjpqr84vS5VGDCrNPxvjWrlgMTy6TwxMJMRkLsyK8gx5TIcjBIMtnGsrT5NE3DGwuzd7CLA8PdjIUDyKJIqdXF+6vWUGFLOIXsH+ri6a5T+KJhdJLEJ+q2sD6nOG1dqqZxwT/J8xeaOTs5hKJpNLryeKS0kTKbC0kQOTc5zH+cP8x7K1dzcryf0xNDKJrKencxj5atIN9sIxiP8nJfK4eGe9g33EVUifPJN36a2s6frr6TarsbQRA4PtbPD9qO4omFEYAP12xgV0Flat6YqvBi73kODHfT5ZtgMOjlP1uP8HzveQB+p2Y92/PLERA4MzHI/209gicaRtU0nqhex91FNbPOVzAe48hoL68PtDMY8iIKAnkmG49XNNHoys/ou6KoKi/1tTAQ9PLFtfeyPb8CSRCx6PTsnLH/AKeT+/Wpxu2cnhhk31An3miEemcuH6/fjENvJKoo7BvuYu9gJ/2BxMBQqdXFgyV1rM4uQhZFhkM+/uXsPnYX1jAY9HJwuBsV2JpbxoMlDWQZLupraGicmxxm31AnPf4pzLLMnQXV3Ftci1lOlML2Bab417P7GY8ECcaivKt8Fe+uWIl0SYAirMQ5MzHIb/paueCfREUj22DhodIGtuSWIgkiUVXh2Fg/v+1vZTCY+O7lm23cW1THxpySRdvZXym3RlhomWWWWeZtQq7VQm3ORRV3DTg/Mkb72MT8C13ChakpWucQZVuIfJuVTaUXGzuKpnG0r5/Tg8NLFqjNhBKng/XFRal/x1WVA90XaBsdu6bbnYtTA0P0eTIT5NU0jY6xCc4NXwwCCYJAQ17ONddUuFWQBIGNJUXk2y+mIPsiUV5obsMTCl+z7cqXBLgFYfa0hYgpKq+2dxK7iWxul7l5iMTjnBkcTv3bYTLitry9hPuWWZhsg4Vck5WX+1oYDfnn/ab4YxG+ce4gXzm9h7ASY4Urj2KLg4Ggh/gMLaNyWxb3F9dRanPRPDnCZHR2CeIF/yR/e+IV9g11UWJ1UmHPYu9QF1986wX6ktkPnmiY1wba+cfTezg/NUK1w41db+R7bW/xnZbDRJVEFqBNZ6DG4SbLYCLLaGZXQWXqj2OG4GWRxc59JXXUOnJomRplNOxP2ycBcBstrMwqYFVWAWZZT4MzN7WuRBlI4t2cb7ZzX3EdDc48WjyjjITS1wWgovHfHSf4i7deZCTsp8GZS7k1i4lIkEA8lvH18cUinBgfINtoYWte2YJZGp5omDcGO/lR+zFe7W+j0Oygyp5NWImlMmAC8Qgv9Z5nMhKkxuGm2pHN0bFe/ubEq3T7Em23sBLn8MgFvnpmL2+OXKDSno1dZ+AbzQf4XtuRNDv3yUiIbzUfJBiPUe/MxReL8OVTr/P6QAdKcj6H3sR9xXVscJfQ4RunLzA1K+lc1TRe7mvhi0deoNUzSqU9m1pHDmElzmQkmMq0ODk+wOeP/JqRkJ96Zy6lVhfDQT+tnpHU9q4ny5kTtzBj/ROoioor34FuHtXya4mmaQS9IQLeIA63DYPp1tN60DSNgCdI0BfCmWNHb7x51I9vNKqiMj44SSxy8YVvcViwZ1kRblB2SzQcZXxwEi3pjiCKIna3DbPt9mkYmnQ67qyuYG9nT2q0uX/Kwy9On+PTO7fMEpCciaZphONxfnnmPOOL1E+wGQw82FDDvs5uxpPp7P0eH985fJRcq4USp2PRo4KKqqJpzHICmYnTZOThxlqO9fXjSWZPdI1P8t03j/PHd24n32Zd9Hanz9tio/19Hi8vnW+jzOWc1wliGm8kwjOnz+KPXBTRdJmM7Kgow3gNM01uJaaDNdvKS/nZybOp0p09HV2sLMjjg2ubMMiznTIWQtMSLjSSKM47QmbR6zHKMuFkuU0krjDg9RFX1AXvRUjcO3u7unm1rTPjfVrm7YVAuu3weCDIkQv95FgtWPR6ZFFczqB4GyMIAhW2LH6vYSs/aj9Ou/dZtudXcEd+JWU2FxZZn7o/Do708ELveZ6sWcf7K9dg0xtRNBVfNIJ1hhtHkcVBkcWBXpI5MNQ9a5uKpvLzrtOMhgP89YYHqXPmICBwcLib/3n4OV7qa+F3G7YCEIpHKTDb+fzae8gxWQnGovzF0Rc5NtbPcMhHidXF3UU1eKNhToz3E4zH+HDN+jmPNddk4/7iOlx6E6/2t836XRYltuaVszWvnCOjvewd6mRHfiWPljXOmtdttHBfcR25Risv9bXMub3zUyP8tOsE9xbX8KnG7WQZzGgkgjwGSc44Gy+kxBgO+Sgy2zHJOuLJTIpnuk6hAeU2F59buSvlPBJR4oyHA3xh3T3kGq1oQDAeTQl5OvUmPrdqFzadAYusRwNeHWjji0deoM0zSpU9O7WeIrODP151B6VWJ8F4jK+d3ceLvS08UFJPtT0h5q+hsTWvnKfqNmGUdXT7JvjsgV9wYLibnQWV2HQGbDoDdxVWU2XP5ufdp+c8zr7AFD9sP0alPZsvrruXfJMNAQjGYwgCSKKIpmm0eceIKAofqd3AOndikMoXCyMiLLkE6UpYbkHdwvzj736DqVEvf/bdT1PaUHz5Ba4y8Wic577xMq/91z4+8lfvZ9s7Nl73fbhSYpEYv/iXF9j3zGE+8XdPsuG+uVWG346EAxG++ql/p/VoJ/Gk/sGjv3cfH/z8YxhMNyaI03O2jy995Gt4xn2oiorZZuKp//MEd31g+w3Zn2uBLIpsKi2m2p3N+ZFRIJFG/LNTZ6nPzeHhxrp5O1gRReGF5laeb25dtMOHKApsLCnmzupKnj3TTFxV0TSNNzq60csSf7BtE1Xu7Iw6/OFYjJ5JD+eGRqh2Z7GqMH/eeSVRZFdVBVvKO/hNSztqUjTspZZ2JFHkE1s2UJ7lzKikJRiN0TUxScvIKCvycqlbpF6Gpmn87OQZSl0OHm6sm7OcRQNC0Rg/Pn6aNzq6035bkZ/LxtLr/y6+mdHLMo+vXsmbF/pTOhDecIRvH3oLAXhkRR1uy+VFKlVNwxMK0zw8yojfz87K8jkzVARBwGEyUupy0pp061A1jbd6++nzeChzOeftOCqqyuGeXv5l7yFGfLNH7ZZZBkAvyZRnuVLZaVFF4at7D3K0b4DGvBwcJuOs95WAgF4SMev15FgtlDjt2AyG5SDGbYpRkvlA1Vqq7G6ev9DMy73n+WnnCe4rquOD1WspT5ZrHBntxaE3ckdBFVZdYoBPEkSchsUNuHiiYU5ODKKoKucmhzk/lcjom4gEMYgyZyaG0ua/s6CKbKMZAbDo9FTasmnzjOKPLd6x6npyYnyAuKomyyAS5ZMCzGtfOh+qphFVlZQoqQDYdHpyTFZOjQ8yEQkSnZG5ohNFtuWXk2u0prY5fb0g+d3RG+nyTjAc8hFUYgwEPISVOCElPaNjrbuIQosdQRAwyzo255bySn8rLVMjqeCEXWfkrsLqVPDDbbRQanUyEQnOcgdbiE7vOENBLx+oXEOByZZ631xqQ1vnyEESBL7X+hZj4QBN2YXkm2w3TNh7OThxC+P3BPFN+lHiNy71VKeXMVoMN0XGgaZpDHWNEA5GKGsoRrzMCBkAgnDxGAzXP/vkZsZg1vPE5x9jatRL86FWnv6H5wgFInCdU+1nUlCVx6f++Sl8E372/uwQR148kZbZcTsgCAJlLhePNTXytb2H8EUS2QRToTD/8Po+eqameLC+FrfFjCyKaEBMURjy+fjlmfM839zKqD+AQZZRVXVRqek2o4GPbl5H75SHI719aFqi4f3S+TbaR8e5s7qSreUllGe50EsSgpC4HeKqiicUpnfKQ+voGGeHRuiamGQ8EORPd+9cMDgBieyJT2zZQN9UIqChkRCofPZMM+dHRrmzuoItZSWUOB3oLtnuZDBE75SH8yOjNA+P0jk+SSAS4S/u372o4ISUFNMd9gf4h9f20TY6zkONdRQ6bOhEEQGBuKoy4PHyizPNPHumOaWTAeA0Gnli3eqM9SquN5qmEYrFiatKQjVe1VKBIEVVCcfiDHrT048VVaV7Ygq70YBBlhPnKHmexOTfdZKEUZYX7GQ15uXyya0b+Mrr+1MZPSP+AF/de5B9nT3srqlkdVE+boslYYMmJBuPcYVhX4CeyUnODo3QOjpG5/gkBTYra4sK5i2fybVa2FRaRPvYeGqE+8zQCP+2/zCf2LwhcU2lRMaGqmpElThjgSAvnW/jF6eb6ZqYRCeJGCR5SfaybydUTSMUjRFX1dT9NP0nrqp4w5FZWVzhuELb6AQ5VjN6SZp1T4mCiEGWrqnWzZUgSyKPNTVyon+QEX8AgIlgiOfOnue5s+fnXU4nSZh0MllmM6VOB3dUV3BfXTU51mV3n9sNQRAwSDI78ivYmFNCt2+CfUNd/LD9GN5YmP93zd049EZGwwEsOj1O/ZXplQRiUXyxMMMhP093nUz7rcBso9iabgWaY7IgztAm0CXbEupNbp88EQ4iCgK5MzraS0EnilhlPd5oGE0DSRLZVVDFencJ/3hmD2+N9qXNLwoCbqNlzm1qmkZfwMM3mw/S5hnDZTBh1xsJx2PEVGVWk9mmM6TENgVBwKk3IQoCnujFUkedKKXZiAqAThAJqfFF+QX4YhGiikKB2T7v+RIEgVVZBfzNpod4pus0/3h6D7kmG9vzKnh3xcpUQOZ6cnO++Ze5JZD1Mg998h52P7ETq/PG11hHQlGe/49XiATDfOLvnkQvXT5gotPLPPoH93PfR+/C6szMYu7tgiRLNGypRdM0ZJ3EM//8/I3eJaxOC+vuXkU0HKOvdYAjL5640bt0TZAlkUdX1HNmcJhfnWtJdbCGfH7+/eBb/PJ0M9U52bhMJmKqyojPT9fEJJPBEFFFwW408I6VDZzoG+DMIoUxq7Oz+KNdW/m73+7h3PBosvOq0To6TvfEFD85cRqbwYDdaEAvSUTiCoFYlEBShDASV4jG42gkhOIyZUVeLp+7Yxt//+pe2kfH0UgEH84OjdA+Ns6Pjp3CZtBjNxjRSSKReJxANIY/GiWmKETicSJJC2LnEmxICx12Vhfm81JLG6OBIN9/6wS/OtdCRZaLXJsFWRQZCwRpHxtnzB9My0wxyjLvX7uKTWXFN61WdigW50fHTnJueIRgNEYgGk3+P5bqXAZjMSIzjssfifLXL7+GTpbQSyImnQ6zXo9Zp8Oi12PW61hbVMC7mxoXLDfSSSIPN9Qx6g/w3TePMxkKpda/t7Obo339mPV67AYDVoM+kXYai+OPRgjH4kQVhXAsnirXybMtbKNn0ul4qLGOPR3dKdcaRVX59bkWzgwOs764iGKnA1kSCUSidE9Mcm54hAGPj3A8jigI3FVdSWV2Ft89cmzZUnQBpoIh/uPwUQY9XgKxi/dVMBojFEvcV4FLAjz9Ux4+/bNfpqw2zfrEfWXR6zDrdNgMBrZXlvHoivobdFQLIwCby0r4+OYNfH3/YabCmemnxBSFmKLgDUfonpjkWN8A+zq7+eyubTTm517bnV7mhmGQZGodOVTYshiPBNkz2MFwyIdDb8QkycRUNW2Ufinokrac69xF/NWGB9ICD9O/z0S8RZwoLsUgyWhaojTlSrDIBkqsTk6OD+CJhlKipfMjzDqn00RVhWd7zrB3qJM/W72bzbml6ESJDu84h0Z6Zs0fVuIJq+Fkhz+sxNA0ZlnLXo2ApU5MBH+DlzlfBklme9JFpcM7zvPJTJ/JaJDPrdyVyuC4XiwHJ5ZZMoIgYLIaMVkX3xG4Fvgm/JzZ20xxXUHGg/uCIGC2mW4rzYKrjSAIN2Xq6c23R1eXLLOJz+zcSjgeZ09HN5FU/XycC1MeLsxjFeo0GfmdDWt4fPVK/vaVPYsOTkiiyIaSIv73A3fzrQNH2NvZnardjyoK0ZDCVIZihrIkZqz7IEsiOyvLMco6vnXwTd680D/jmBUi8VDS2vHyFqk6MfPtTmPS6fjUjs0IgsBvWtoJx+MM+/wMXya93yjLvHfNSp7avB6b4ebMmoDEfbOno4vDPX2XnzmJBpfteAWiUR5sqF0wOCEIAma9jo9uXEuOxcK3D7/FhUlPonQICCSDJKPJUeiFECCZtTP/G0AQBNYWFfDU5vX8054DKeebmJJwZFlIXNYgy+yuqeSzu7YSiEZ59kwzoZjvsvv1dsUXjfL8uRYGvJmfI0XTUro2cyGJAkadfNMFJzRAVVWGfH5+09LOvq7uVMAMEtlX892XWjKbZGbTxB+N8lp7F9G4wl89dA/FjvlHN5e5ddA0jVgyQ80gSTMCAQKyICLOMHxsdOVzaKSHs5ND5JmsyKKU0NXRVESEjB26sgwmKmxZNE8O442GKbdlISatOqOqsiRbTlEQkASRiBInpiqzAhw3gjpnDqqmcnj0AhW2rNQ+TesZLfQMzsQs69iSW8b+oS5+deEc769ai0mS0dDS9GQyIazE6fROkG2wsCO/ApvOgKJpdPsm5gw6tXhGmIqGyDKYUTSV5qkRFDQqbdlzrP3KKLY4cBpMHBzpYWteOcZkAERNHud0BkdUVRAFAbvOyDp3MbWOHBRV5Y3BTn6/YdtycGKZ2cQiMfrbh5gYnETTIKc4i8Lq/KSn7Ww0TSMwFaSvbRD/VCCRNpRrp6g6H4M5vcZRVVX624YYH5ykcUstmqYy0D7M5PAUmqZhz7ZRWJWPxWFOrds36af5YGtqHbJOpnxlCdmFWWn7EY/G6Tp9Ae+4j7pN1bMyEzRNY3LYQ9vRDvLKcylrKE4JLQZ9IUYujDE14iEajqHTyzhy7BRW5aUdg6ZpjPSOMTE4RcfJbrrOXMBg1nPkxePo9InbW2fUs2JrLQazIbWMd8zH+TcvivfIepnKpjJceempb7FIjM5TPQQ8Qeo2VWOxp2eIaJrGxOAk7ce7KKjMS9P+0FQN3//P3nkG1lXd2f536u1VvXfJsiT33isYGzAQSIGQZAIJQzopkzLzJpl5M5O8SSYz6QQSJgVCCQkQimkGU2xcseVeJNlW7+X2ds55H650bVmWLQwBJ9H6Jt1zz67nnr3X/v/X6g/Q1tBBcCiEKIt4stzklmWjmpV3ZBFiGAaBgSAdTV34B4PoCR2TVcWV7iCzMB2zzZwqR9d1fH1+uk/34h8IoGs6JouJ9HwvmYUZyMo78+LRNZ3+zgG6TvcS8ocRRQGzzYQ3x0N6rhdlOH2m7UQH7Y2dFNcWkp7nHdUf/v4Ah984RmZhBiV1hZdUj3Agwok9jQiSSO3iKWP6++jOBsKBCBWzSkbNTUM3GOgeovNkFyFfGMMwMNvMuDNdZBamv2NjdzEIgkCBx8XX1ywn3+1k05ETdPkD4744ZVGkMiONG6fXsrGuGpuqku9yIYviqAX0RCAKAnU5WfzTFSt4+tAxnjt2ghM9fYTiF0+hEQCn2Uy+28m8wnymXSSl49xy5xTkkudazeMHjrD5RCONvf0pcuRi5botFgo8LhYVF1KVmT7hciF5quk0mfjSisXkuZw8ffgYbUO+cftbEgSKvR421lVz4/QaPNZJgvNisCgKG2urKU/38mj9Id443UyHL4A2gfkpiyIZdhvl6V6urKq4qCOKKAhcV1uNKkk8sKeeEz29F0xxEgWBPJeTddUVfHj2DLIcdiLxBJl2W8oychJ/29B1nV0tbfz09R0c6OgkGIsjiyIlXg8FbheZDhsWRRlz4qnpBtFEgsFIhL5giNbBoVQ6CMDu1jaeOHiETyyYc9mmskxi4jAweLXzJDu7m6nzZuMxWdANg+NDPTzXeowl2cXkWJ0ALM8pZXPbce49uh1fLEKh3UNUT9DsH2BeZiEVrgziukZ3OEAoEaM1MEhUT9ASGOTEUA8WWSHTbEcRJa4tquHwQBc/PPg61xRNxaGY8MejHBro5Mr8Kqrcby06xywpFNo91Pe38/ipgxQ7PCR0nVpPNg7VTELX6YkECMRjnA4MENEStId8HB/qwSIpZFrsY6IBxoOm6/REggTiUU4FBohqCTrCI/eSybDYMUsKs9PzmZ6Wy/0n9oABVe5MNF2jJThEpSudaWm5Y6w0zwdBEFieU8aWjoaUfek0bw6BRIzjgz1vqZ9Mkkyh3c2e3hZebDtBscNDc2CQP50+NGb9IAoC+3rbefTkfmam5dER8vFoUz1T3VlM9WRNuEzDMOiLhhiKhWkJDBLREvREghwf6sEqK6SZbdgVE+XOdJZll/JC23HcqpmZ6fmICHSG/bhVM4uySlBEkWdbjqZILbMk0xUOcHigkzJnGsq7bCMKk+TEZY+QP8zT977I87/aQl97P4IgkFOWxRUfWTGcGzz6IdR1nRN7mnj8R5s4tO0Y/oEAgiDgyXIx+4rp3PD5DWQVZaQ2V1pCZ/P9r7L5d6/xfx7+Ijs37eX1x3bQ3dyLrulkFqXz2R/dTt3S6lQZnU3d/Phz9xHyhQj7I5jtZj73k9tZ8YHRooSJuMYrv9/Gk3c/z+d/9klWfnDxmE3dC7/Zwi+//gCf/uFtFE7JQ0Cg7UQHv/+vP3Fkxwn6OwaJRWLISpKcmL9hFjd98Rq8OZ7UPR789mMceOUwfR0DBIdC1G85xOHtJxgpKi3Hw3ee+z9kFp451Ww90c6PP5tsQygQwea08KVf3MnCc0Q947EEmx94jRfvf5W77rmDJdfPH03uaDqb7nuJ33zzEe76+R0pckLXdA5tPcrjP97E8d1NBAaDiJKIN8fNwmvmcO2nriQt13vJm1zDMNASOvVbDrLpF5s5vqfpLMJBxZPl5uP/fjPzrpqZmiI7N+3lmXtfpPlIG74+P1pCx2RRyC7JYt3HV3LFR1cgK5f+k2AYBtFQlJcf2srmB16jraGDkC+MKIqYbSbKZhRzx/c+SkFVLgBbHtnK7/7jMb5w9ydZ8+Flo+51+kgr/3TNd7j6jrV8/mefvKT69Lb18YNP3YtqUfnJju8gSKP7+jffepjmo23800N3MWVe0ktb13Te3HyAJ36yiab9pwkNhdF1HYvdjDfbw8ZPr2PtR5aPudefCyMbpruWL2ZNZTmvN51mX1sHrYND+KJRJEHAbbFQlu5ldkEuS0uKKUnzpE5brq2tpjTNi6brKLJEXc7EX36iIJDjdPDxBbO5srqCfW0d7G/v5ERPHx0+P75IBE03UOVkWHaazUa+y0lpmoeqzHQq0tPJdTkmfPIzAkkUyXe7uHPxPK6uqWJvawcHOpLldgYC+CNR9FS5Kpl2G3kuJ+XpXioz0qnISCfbYUd8i44yI+HnJWlePrt0ASvLS9h2qpk3WztoGRxkKBwFIaktUeR1M6cgj0XFhVRnZbzlNr4XsKoKt82fzTVTp2CQVA3XDQOLLHN+mntiyHU5sZkmpjkkCAKqLDEzP5fqrEyOdvdQ397JgfZOTg0M0hsIEh4mwMyKgsOkku10UOB2UZWRTll6GlWZaRMSEhQEAZtJ5cbpNczIy2bbyWb2tLbT1NfPYDhCLKGhyhJui4Uij4vanCwWFhcyNSsTVU4StRZF5gvLF9E2mPR9L0v3TnisK9K9fG31MiJnpYRUZrw1wmyisKkqt82fzbVnRRqUpXvf8kbXaTLxpZVL8EejRBMJNAymZGYQ1RKo4vmjVdKsFr68cgmh2Dun/SMIAqVpnnE/d1nMfH7ZInqCQcTh3P5pudnnHZuErhNOxDEMA1EUscpy6iQ7x+ngX9atTumsKJLE9Lzzk6mGYfBmawfffuEVjgwLFVsUhQ/OqOO6adWUeL0XdZ7RDYOBUJj9HZ3cvW0X+1rbk89iQuOl441srK2mwO2aaDdN4rKFgEWSOTLYxXOtR4npGoogkWGxsbG4huuL61Jiivk2F1+fsZrfNe7lV8d3EdESSIJArtXFzPSkxXZ/NMQPD77GSX8/Q7EIgXiMBxv3sqnlKEV2D5+pWUKRw8Ps9AK+OmMVDzfu43v7t5DQNVRJpsyZxtVi0h1DFkUcqjl1Yj4CkyRjk9VRERayKHJDSR1dYT8/O7wNWRBxmcx8e+4GHKoZXzzCPUe2c3igE188SjAR44lTB3m1o4lcq5NP1yym0nVG90kSRGyy6byb3UAiyn3HdlDf145/+F5Pnz7MG12nyLY4uHPqYqZ6srDJKnfVLefhpr388dQBAvEooiDgNVn5bM3StzRKbpOFL9at4MHGvTzfeoyHG/dillXyrE42FtViHY4WkAURu6KO6bMRmCWZ64vr6IkEuZvx2R0AACAASURBVPfodhRRItti5+qiqUiCMCriRERgWW4ZJ/39PHHqEDE9wYy0PD5ZvQCbrJIwdFRRwq6onF2aAJhlBQQBQUi6szzaVM+WjkaC8RiBeJStnU0cG+zCY7Lykco5LM0uxSwr3DZlPmlmG8+3HuOxUwcREHCoJj5aMSe1T9INg8dOHaQ/GkISBFRJZpo3h49VzsUqv/uagpPkxGUMXdPZ8sg2Hv2vJ0nL8XDrN28iszCDUwdO8/yvt9DW0IHTeyZPyjAMWo+1c+9X76e3rZ+VH1pCSW0BsWiCXc/u5cX7XyUciHDn9z82Jo0h5Avz6PefZLDHx6Jr55JVlIGvP0DnyS4yC0cvqIprC/jPF/6ZWDjGo99/kq1P7Dpv/U1WlZmr6nj+N6+w85k3WXrD/NSpOSTdIHZu2ktmYQa1S6akoiZEWSISjFI9v5KqeeU4vXZ62/p55ZFtbLp3Mxn5adzw+Q2p+1z/2fVc9fFVNB9p5b9uv5u5V83k/V/ZmIqckFUZT9boF375zFL+88V/JhqO8dB3HmP3c+fXLrDYzMxcXcfLD21l56a9LNgwe1QbgkMhdj27j+ySTGoWV6XGoWn/ae796v0EfWGu/LuVFEzJJeSLsOPpPTzzi81EQlE+/m83Y7ZdWhi4oRscePUwP73rVwT6A8xaO43q+RWYLCa6W3o5faiF9HzvKO5KEAR0TWf5TQsprilAVmVOHmjmuV+9zKPff4rSuiKmzK+4pPoAxKMJnrl3M4987wnMVhPLb1xEcV0BWkyjtaGDeCSOJ/PyXnh1N/fy8P97jI6mbtbftoaiqUmyqfVEB4ffOI47870JuzXJMrPzc6nNzsQfjRFJJFKnzYqYJAfsJhVFGh39UpWZ/pYjCM6FKAgUuF3kuZysqiglFIsTTSSG3TyGQz/FM8KIFkVBkd6+lZ4kihR7PRR63KytKicUjxFLaKlUgGTIqYAqSZiVZLlvx8JPN4zUyboiSczIy2Fqdib+aHSU3oEsJrUXHCbTO9LOdwsmWWZFeSmQJCYeOLqPVr+PL0xbhNP07qfmmRWZ6bnZ1GZnEaytJhyPE9O01EmTKAjIoogqy8PzKmkT91b7WxAEytPTKPZ6uHa4nPiweKMoCCiiiFlRsKnKmM28IAgsLim6pPZlOx1cW1t98QvfAZhkmZUVpW/7PlZVYcPUKg70dvKbw3tpD/p4beAkrdEqNpZVn/cU1G4ycfUlpl8MRMIMRiMUO8d3UDkfbKrKkrIivrfnNUqcHm6ZOn1c0qhpqJ97D+7itG8Qp2riWwtWk+9Ivoc8Vgs3zaidUJmD4QgP7NnHsWEHGFkUua6umjsWz8VrnZjmligIpNmsLCstJhSLc6qvn4HhFLmG3n76g6HJ1I6/AgjA3IwCKl0ZhLU4mqEjIGCWZNyqZdRzJAoila4MvjxtBb5YZDgFQ8AiKSnHDq/JymdqlpzXpUERJTKH9RJkUWReRgFTXJn441E0Q0cWk4SAc5gMqfVk88iaj5BtcYy6z8aiWtbkVY4SYQQosnv4+ozVDMUiGBgookSGOVmeUzFz+5T5RLWxkY2yKJJpHq3jMNWdyQ8WbjyvE4lNNvGxqnlEEmNJTlkUU2UKgkC+zcWnpi7m5vLZxLTEmb41WcbVhRgP+TYXn6lZzC3ls4gPp7+YJBmnasIkJsdpelouv1r+ITIs4+vSFdrd/MP0lQzFwhhGMm3EpZpZkl0yanOvGQbFDg8bi2oZikUQBHCpZhxKMspZRuR9JdO4Ir8Kl3qmnyzDpIxhGDgVM6IgcMPwdedCFATSzhrHNJOVWytmc3XhVCLDziGm4bk4QrisK5jCwqwiIloiOc6ChEM141BM74lY7yQ5cRmjv3OQl373OqIkcNu3b2Hm6jpEUWDBhlmk56dx9xd/PSp/MRaO8fJDW2naf5pP/ffHWHXLUsThF/a8dTP43m0/ZcfTb7LsfQuYu27mqLJ8fX7aGju56+d3UDqtOHXqaJwTkiQIAqpZJac0i0Rcw32BzaYgCJTNKKa0rpDje5poPtpG6bQihOE8uMNvHKf1WDvz1s8ipzQr9ULOLs7gsz++HYvDnKq/oRsUVOXyH7f8gPoth7j+c+tTWggjG0gAQRRwpTuomFU6rt2lIAiYLGfa4Mpwjt8GUaBqbhmF1Xkc29FAW0MnRVPzU204uPUo7Q2dLL1hPhkFyU1gOBDh2fteout0D3f9/A7mb5idIl7mrpvBf9zyP2x9bCfLblxI7eJLW9SFfGEe//Emupt7ue0/bmbDJ9aMIk00TR+zkJ+9djp1S6ZgPSs1ZeG1c0kkNJ74UTJSoGpe+SUtjAzDoOVYG0/85FlMVhNf/MWd1CyegnSWY4qW0CbmoPIeYrBniPaGTirmlPGBr16HJJ/ZfMajcURZSo3luw1BEDArCua3IDL5TkIUBGyqekFtgT9XuXaTin2Cp/NvB2f/3AmCgEmW/yrDrA0D+iNhukKBVK7uewFBEJClpPWn6xJETN9KOYok4bFa8DCZfnMhaLrOQ8f20xwY5I66eSiiRI7N8WfJN3/+9AlODPbyjXkr3nL0jmYYdIUCuC5CrBU63Hxm+kKebDrCSy1Nb8m9aASGYdDU18/20y0p8izbYeeGaTUTJibOhiSKzMzLwWk2p8iJyHDaxyT+8iEMnzxfXGTxzPUOxYRDOf9hlSJKFJzjtjEexGEb0vGsSC2yQonDO+b/431HEIRxP5NFkTzbxA+czLIyxjXk7HvlWsdfi59bJ6usjjnRT+g627tPs6Wj8aL3WJBZxMrc8nHvdTYsskKRY/xIrpE6uVQzrnMsTbPOIYFG8Fb7O+lQMno+ZVrsY/43Xt1Mkky29fx1gWQb321diQvhr2/V9VeEnpZeWo+1kV+ZS82iyhRhIMkSM1fVkZbrIXaWjWJgKMTezQcwW02YrCYOn6ULgWFgd9nw9wc4dbCFOVfOGLUJVcwK89fPoqSuaFQ49Ntl8J3pTmauruPh/3yCQ1uPUTy1AEmRiEcT7HmhHl3XmXvljFGimiNCm/7+AL5eP9FwjEQ8QX/nICaLmtQB0I13LbTenelixspa/viDpzm68wQFVblIskQsEmfP8/WIosDsK6anoiCGen3UbzmE1WFBlCUOvXHszM0MA5vTykDnIO0NndQsqrqkPu481c2JN5uomFXCoo1zRxETwChSIPU/WUQxq/S09hEcChGLxNASOoamo+sGIX84qfh1Cd2q6wZN9afpau7h6juuoGZR1Zg6SPJ7L6Z0MbgzXeSUZXN8dyNP/GQTs9dOJ6s4A7PVNKaPJzGJvwb0hoM0+wcRBYFcmxOvebSlXTgRpzUwRCAWwyzLFNhd2BR11DVxTaMj6GcgGkY3DGyKSq7diX3YS103DPoiITqDfjRDJ81sI8fmSFrhGgbN/iFMksRQNIIkiuTZnbT4k8KnRU536qRR03U6QwF6w0ktpSyrPWmJN8Hf0GA8RmfQj0VW6IuEyLU5MTDoCPrJstrJtCYXeoZh4ItFaQsMEdU0nKqZfIdzVGrDYCRM7/A9ukIBBqNhzLJMocOd8pDXDYP+SIiOoJ+ErpNusZFre+upToZh0B8J0xnyD6dYyGRYbaPaHorHaAv4CMRjWGWFfIcrFZbsj0XpjYRQRImBSJhCp5twIk5fOESu3YHXbCWmabT4h+gOB2gY7CPNYsWhmlAEkXSzNVWOZuj0hkJ0hZP6N5kWG1k2eyocXDcMOoN+DAxcqpnWwBDhRAKnyUyhPamB0x8J0xH083JrE5IgsLurHVGADIudfIcTSRDRDJ3+cJiecJCIlsAkSeTanLhN5lFzTzcM2gI++qNhVFGiwOHCftb8NMsyRU43uXYn0jjEsm4YDEYjtAd8xHUNr9lCrt2ZImR0w6B5YGhYkDeJNJuVyoxLF7AzK/KY+sS1984WfhKT+EuHIIBTNVNkuzCRgABudZKkvpwxSU5cxggOhfD3B0jL9WK2jWbjvDluzHbzKHIiGorR0dRFf+cg//r+/xr3viH/2M29yaKSW5Z93k3t24EoCsy7ahZP/fwFdj23l2U3LsCV4aS3rY+9mw+QWZjBjFW1owQuw4EIrz26ne1P7aH5SCu+/qSWgqHrBH1hckqzxkR0/DkhiiLzN8xi0y82s+vZfSy6di4Or52u0z0ceO0IOaVZTFs2NdWGSCBK56luIsEo/3j1f4x733AgKbZ4KeRE16keoqEYRdX5KbHSC8EwDDpPdrP5gVfZ9/Ihuk73EPKHEYBYNE40lPR6vkRuAj2h0d7UhQCUTS96W0TEuzG245WRVZjBB792PQ995zF+8bUHePqeF5i2rIYFV89mxqpaTBb1bRN2k/jbwcg8e69iEwQuTDB3BH18d89r9EdC+GJRqjzpfG3uCvLsyROscCLOrw6/yaZTxxAQiOs6S/OK+Pu6+XjMycVdTNN4vPEwDx2rJ6HriKKIJAh8dc4y5mUXYBgGh/q6+En9dtoDvmQEjqJya/VMriiqQDN0frZ/BzEtQXvQTyQRZ21hBTs6m+kMBfjmgtUsyilEMwy2dzRz94Gd+KIRNMMg2+bgCzMXUZOWNSGC4uTQAP+6YzO5NicH+7qYm5WPIons7GxlRkYO35i3Eoei0hny85P6HezrbkeRJAzghrKpfKhqeip1amdXKw8eq2dpXjHb2pvpG978f2PeCmZk5GAYBscHevmfvVtpC/gwALui8onauazIL5kwQWEYBkcHevhp/Q4aB/swyTKheJz1JZXcOW0Biijii0X51eE9vNSS3OxrhsHi3CI+UTsXt8lMfW8nP973BukWGwf7ulhTWEYgFmNfTzurCsr57IyFhBIxHms8xKG+LhoG+2gN+Pjh3m04VBO3185lltmCYRjs6+7gh/u2MRiNJEVoTRZuq53N4txiREEgpmk8cvwAvZEgaWYru7vaGIpFKXa6+eb81aRbrLzZ3caTTUfZ3dWGKkn49m0DYE1hOR+smoYkiXQG/fz3m1s5MdiHAPjjMWZm5PAPc5alSCSAw31dfHP7iwxFI/hjUdYUlnPn9AU41YmnTJ7yDfCDvdtoHOpLhojLMrdOmcn6kipkUUQzDPrD4VHPsVVVML+NqKq+YJhY4kyYvgDvSnTY5YKz38GT79TLC2e/ty72DnmvYJzlfDNSR0kQqfFkU+PJvmzn12VUlcsak+TEZQzdMNB147yEgShJYwTfDENH03QKp+Rx01euHeMsMYLCKXljQtMFQUB6h9wazkVWcQbTV9Sw/cndtBxvx5nuoGHvSU4dbOYDX7sex1m6GdFQjMd/tInHfvA0RTUF3HDX1RRNzcfqsNDe2MndX/r1n6WOF0NuaTZ1y6qp33IoFfZ/Yk8TbQ2d3PyNG7B7zuR36bqOrumUzyzhpi9dM+6Je9n04kv+0dQSGoZhICkXFuAaQV/7AHd/6dcc3naMeRtmce2nriS7OBPFpPD6Yzv4/ff+dEn1GIEBaPHkQuvtiGqOQEu8Pc/vi0HXk8/WuRBEgVmr6yiszuPg60fZ+tgO9rxQz46n91CzeAq3/vNNFFbnXVYvu0lcvvBHo/z4te3saJ64fec7BZMs8y/rVlOdlTHuNad8g9xUWceS3GI6gj6+vesVHjl+gLtmLUY3dJ4/fYLnTh3nczMWUeXJoGmon//Zu5Usq4O/mzoLQRB4vf00vz2yl/eV17CioBRZEAnGY2TZkiGkvliUn+3fgUM18b1l67HICs+fPsEvD+0mz+5kijeDhK4xFIvwrQWr+c6uV3it/RR3zVrMQ8f283rbaRZkF9DqH+K/925leV4J15ROIapp/OLgLn5av4N/X7wWr3li4fXN/iE+UDmNxblF/KR+Ox+smsZX5yzjJ/U7OOUboMKdxq8Ov0mLf5BvL7kSj8nCgb5OfnFwN9k2B2sLz6S+HRvoJd/u4guzFuM2mYlpGpnDecnBeIyf1G/HKit8d+lVWBWF3x8/wI/2baPE5aHE6ZnQ70h3OMj397yORVb4/vINOFQToUQMsyQnnXgMnWdPH+fllia+MHMxlZ40WvxD/GDvNh45foBP1CVFno8P9vKJurlMz8jmoWP7uXPafBbmFHD/0Xq6QgEKHS5uq5mDLxbhW9s3k2d38vmZixERsA+ncg1Ew/y4/g1KnB5urZ6JKkk83niEH9dvJ8fmpMx1Jlz8tbZTfKhqOv+++IoUYTKSgrEwt4gZmbl8+dVnyLE5+OKsJcmISUlGHY5WcKpmPlA1DbdqxiIrHOrv5ju7XuGNjmY2lk1NldMa8PFP81dS7krj4DAJVuFJ54bymgnNh5im8fP9O4nrGv9vyTqcqoknm47yi4O7KXN7merNRCDpznM2QrE4kUQCyyWk2Wm6zvbTLamUDoAMux2P5W/nNDeix/h98wvUucuZ6Xl3LGMNwyCixzCJ6nuSR3+51WM8tId7eLxtCx3hHtblLGJJxsyLf+kiMAyDqB5DEWUk4e3vNQ4ONfJi1w66I/3cXnY9Zfb8UZ/3RgfZ1LGV9blLSDdNLCXmzz0uORYH9yy9Ca/J+o73x18bJsmJyxgmi4rZasLX70fX9FH5+mF/mHh0tAiNoiq40h3ousGs1XVkFo6/KH03YbaaWLBhNq//cQc7n36TKfMq2P7UHkxWE/PXzxq1QBvoHuT5X2/B7rXz2R/fPkpPIhFLvKsRE2fD6rQwf8Nsdj6zl52b9lJcW8iOp/dgc1qYt27mqDaoZhVHmgNBFJi7buYo8uWdgjPdgaRI9LUPEI/GwXHhRc2hbUep33KIeVfN5NM/+PgoQdS9Lx3g7XarKCbtag3DoKe1b0LfOeMYo2EYZxhlwwBfzztg3ScICKKAoRtJDY6znp+QL0Q0FD3v10RJJLMgnVUfWsKyGxdw6mALT979PM/e9xJmm4kv3H3HO2a7Oom/biR0g5bBIY50vTVrsncCZllOOV+Mh1KXl1X5pWTZHOTaHSzLK2Fr+2k+M30BoUScl1uaqE3PZmleMSZJJs/u5InGw2zvaObmqmnIosTLLY2kW2x8sGpaUk38HBzq66LFP8Q/zltBpSepy3NtaTWbTh1nV2cr5e40REGk2OmhzO2l1OUhnEhQm5ZFsdNN63DUwa7uVuK6xvqSKkpcXgzD4IqiCr71xma6QoEJkxNO1USVJx3dAK/ZyuysPIoc7qRNdixKR9DPtvZmbpkyg7r0pHNDnt3JplMn2NzSyNK84jO5uUbytL/GmznWqnigl9O+Ab4yZxlTvMl38dUlU7j/6D4aB/spdnouGqVmGAanfAPs6mrjl2tvSN3nbAxGo7zY3MjCnEIW5BRgkRVybU4W5hTySttJPlBVByTbWulOxyTJeM1W5mTlk9A1wok44UQcSRTxmC0oYlIQziIrYwTg3uxupy8c4iuzl1HmTqY0XFdWzVNNR6nv6aDEeSac2iIpXF0yJSU+eTbsiopdUVFFCYuskG6xphw0RuBQTczNOvP+N0kyJU4PbQHfqOumpWezJLcIWZTIttl5fHh+XltajTyB6JTGoT6ODfRwx7R51KQl3Yw2lEzhwWP7OdrfwxRv0o0ny2FHFISU5kSnP0B9eyfziwreUrShbhgc7erh9/sOEozFzrQjN4sMu+1vhvjWDZ3uaD+BRPjiF79DCGtRXunZw4qM2Vjkd18E+HKrx3jIsWTw4eL1/G/TE/jiwYt/YQKIGwle7XmTGe4qMs1jNS/eKmpcpXhUJz8+8TARbexaziSplNrzUMWJk4d/7nFRJZmKYfeSmB5/R/vjrw2T5MRlDG+2h+ySDDqaumk+2jZKiLFh70mGenzIpjNDaHVaqFk0hVf/8Aa7nqvnyo+NtoY0DINELIGkSCmhyXcDoiRSNqOYoqn5HHj9KI17T3JsVyPTV9SQWzba2jAR0/D3+8mvyhvlsJGIJ2g60MxA5yA5Jee3Q5QUGVEUhjUp3tncTVESqZpTRm55NgdeP8KsNdM4vqeJGavqyCoZvWB0eu1Uz6/k4GuHefPF/Sy5Yf6oNIeRcZAV+ZLFFfMrc8kqSOfI9hM01p9mxoqaUZtvwzBSKSOCkOyTeDROWp4Xy3CKkGEYhHxhju9uJBY+/0Z9opBkidJpRVgcFnY/X8/ajywnPW+0VepIpMJIxI/NZUWURDpP9hCPxlMCprFIjPpXD72t+gAoqozFbsHfH6C7uZe88uzheug01Z+mp6VvVA6LYRjJ9CGDFPkgKzJlM4rZ+Jl1vPlCPScPNA/PrUlyYhJ/+UgzW1NpCpIgkmm1EdM1/PEoMU2jPeijpzfI329+PCVY2BIYotTpIZJIIIs6/ZEwuTbHeYkJgJ5wiISuk2M7I3amSsmNZHvQT0zTkjZpkoIAyKKERU46dZzZDBq0+IdoD/j55zdexDysQeGLRTHJMoGzNnkXgypJyKKEZugooohVVlKnZIZhEIjF6I+EKbCfef8IgkCezcGxgV6C8ViKnHCbLWM0OkbQHvDRHQ7yw33b+N9De4CkS4oiSoQSsSTRfpGNqAH0hII4VJW0cciX2LDex/K8kpRGgiAI5NgcRLUEfeEQkLS7k0QBWRBRRBGLLBOM68nfvQkmHnWFktbk2bYzhLtZUsiy2mkL+EgYZ967uXYn1ksU7zUMg1Aizuttp9nT3cZgNEIgHuXoQA+zMnNHXZtM8Uj2oyxKpFus9IZDRLQEdvHiaRKdwQDd4SD3HtjF748fBCCuayniRtcNZFFIOge5XZwaGASgJxDknm27cJpMVGSkjXFKOhcJTWMwHGFXSxv37djDsZ4zhKXLbObKqgrc5stvo/rnhUBMi9Ee7iFhaDhlGy7FjiAIaIZGf8xHKBHBJKp4TU4EBAZiPjyqk4Sh0RcdIsvsxcBgKBYgzeQaQ3KNYCDm56jvJDv7DlJozcYuW/GqThyKDd3QGYoH8MdDSIKIV3VOaHMa1WIMxHxE9FjKuSrN5MYmmYnpcfpiQyT0BHbZikt1IAniBesxHuJ6gsGYH0WU8SfO1NEsmVKfD8R8hLUoFsmEV3Uhi9JwJECU/qgPzdBxKFZcih1REBmI+RAQiOoxolocp2LDqSQJOFEQMIsqynk29rqhMxDzE0iEUEUFr+rEJF34OQskQpwKdvBqz17sspVgIoJLteNRHKnPB+MBwMCtOLHL5/9NPRuiIGKR1PMSkAMxH0PxAIXWHCzSmfSukciIgZiPuJ7U7vGoLkyiwmA8MO64GIaBLxHEFw8gIOBVXVhl85hxERBwqw5skvmC9X8n+8MwDEJahLAWJa7HMUsm9OGojHSTG0WUSejaeefH5YxJcuIyRlZRBjNXT+Opnz/PI999gms/dSXebA8dJ7t4/EfP4OsPkJZzJlzJ5rSy+pal7N18gEe++wRaPEHVvArMVhMhf5jOk934en2suXX5hHQKLgTDMDD0ZBoJhpEUVtSNcTfbmYXp1C2tZssj23jy7ucJ+UPMuXLGmKgCk1UlqziTzpPd7N18gBkra4nHEhx49TBP/vTZCz7wVoeZjMJ0ju9pYvdz9VTMLkXXdOKxBLmlWcjq6OluGEYqBcMwSLbhAhoQ2SWZ1CyqYvtTe3j6nheIhqLMuXI6dvfol4ojzc6VH1vBke3HuP/fHiXkC1M+qwTVpBD0hWlv7CQSirL65qWjhEDfClzpDtZ+ZDm//Mffcd83fsfGz6yjpLYQSZHw9wdoO9FBxaxSymYUA+DJdmOxWzi2s4ETe5vIKclisHuIVx99g/2vHL7gItkwjFSaha5p502HACidVsTCa+bw+h938LO7fsUVH11OdknSEWWoZ4jetn5mr51Oel6SJS6bXozNYeG1P7xB0dR8pswrJxqOsXfzfrY/teeCzh4jKUww/txzeh2U1Bbw8kNb+eMPnuaqj6/C7rHReryDp+5+joHuoTEWs6cPt7L7uX1UzColszAdxaQk7WKf2ctgj4/qhVXvmVvHJP7yYJIllpeXkO0YXyX7zwVFksiwXfh3Xjf0UVFTI/a0oiAiCDqiIFKbls264oqU4CEkT+GtikJc14c918ff3MrCGV/2ERjDZUnisKOQMPon6Hw/R5IgkmGxcU3pFDxnKZkrkkSpa+InT+e6Qpz5a8TCNBnCf/ZGG5JtlM6xqpUFYdzNkDiswH9FYQUF50QP1KZPTCNj5D6aYWCMQyAICMiCgGboo64ZsS8c0bZItltINXhU8ROMnBuZA2ePt4GRsiwUEFJ1kEXpLTtwjCCh6zzVdJT7Du1hY1k1y/NLSOg6vcNEy9nQzjmI0PSkRexELQVFQcAmq6wqKKPcPVrgsmo4akIQBEq8blZUlPDAnnriWtKKduvJ0/QGg6yvrqI2J5McpwO7yZRMt9F1ookEg+EI3YEgJ3r62NPSxu7WNkKx0RFNqytLWVNVNiZV968dhmGwrW8/+4caCCbCOBQbtxRdhUd1sKf/CJu7diYt0A2dWZ5q6lzlPNzyPO8vWEt7uIf7Tj7Bl6s+AsDTHa9zZ/mNqOM8j0d8TWzp3sOpYDubOrZikywsyZhJjauUxkArT7RtIa4n0NEpteVzbd5ybPL4EamaofNK9x4ODDUgCiIHhxooseVxc9E68q1ZbOrYxoGhE8iChCiIXJ+3kgpH4bj1qHOXj1tWb3SQexr/QJrJTUyLMxj3M8c7lXXZi5BEiW299WztrU+Ruasz5zLbO5WoHuOJti00BlqRBQlFlNmYt4JyewFPtb9GR7gXq2xmIOrDoVj5QOGV5FjGtx7XDYMjvpM83f46BgYJPcEMzxTWZM27IEHREuzk5a5dnAq28XLXbuyyhTneqSxMn0Z3dIDHWl+iP+ZDANJMbjbmLif7AvW4GBr8Lbza8yaNgVa+WftJsszJ5zphaDzV/hpN/lZEUSShJ3hfwWoq7OOPS62rjLZwD39o3UwoEUYzdIptOVyfvwp/PMg9jX/EqdjRDI1AIkyxLZf3FazCLo//7n2n+2PvwDE2qYXM/QAAIABJREFUd+3AJluI6wncqoP2cA/X5i1npnvKuPPjciYoJsmJyxiqWeGaO6+gt62PXc/u5cj241jsyR/LqnnlzFhZQ+vx9tT1gigwdWEln/jPD/P77/2JB7/9GGabGVESk5v0aJzi2gJW3bL0kusUHAry23/5PW0nOgkFwrQ3dhHyh3ng3x/luf99CbPdTPWCSq7/3HrM1jOMpSRLzF8/i1ce2cbWJ3aSVZTBrNV1YyI4PJkurr7jCh789h+55x9+izfbjSAKaAmd2VdMx+qyYoyzOU7L8bDhE2t47IfP8NO7foXTa0cQBTIL0/niPX+fsgwd6vVx//99lI6mLsL+CG0NHQSHQvzqnx/iTz99DrPdRN2Saq777FWj9CIkWWL+hlm8/tgO3nhyN3kVOdQtrR7TBlEUmbVmGh//95v5w/88xW//9feYbSYEUUTXNOLRBNULKlj1wcWXPA6yKrPqlqX4B4O8+NtX+eXXH8DisCCKIloiQSwS547vfoTS6Unr1pqFVSy+fh5vPLmb79z6I+xuG7qmY7Gb2fiZq/jjD54edf9YOMYLv32FnZv2Eg5EGOgcJBaJ8dofttO47xQWh4Xs4gxu+PwG8ipyklZYXju3/NONCKLA7uf2cWxXA2abCcNIRr640p1UzilLkROl04tZ/8k1PH3PC9zzld/gHE6FESWRlR9cwuYHXh1VJ19/gEf+83FOH24l5A/TdaqHSDDKI999nJcefA2LzcyU+eVc+6l12N02LA4z6z+xllOHW9ny0Ou8+cJ+zDYTuq5TPqOEuetmcPJA86gyBroGefxHm1BMMiarCVES0eIaQV+IyjllXP+5q/4iXEcmcXnAqijcNL32badNXRKEsXny56IlMIQvFiXNYiWSiNM01I/XZMGhJE+kKtxpDEYjLMktTukF6IaBbujIooQsGhTYXezr6aAnHCTdbE1F9xkkN35FTjdmSeZIfzfFTg+iIDAQCdES8LGyoAzTRU6cR1DlSefZU8epdKczMzMXcbichKGnvNrfCXjNVgocLg72dbEktwhJFAnFYzQM9lHq8o5r93cuytxebEoyNWJtYTnSsDOJZujD5M/FN6ICyQiEuKbRMNiXTAU5yzVDRMCiKFR5MjjS300oHsdlkohpCY4P9OEymcmw2FLOJ28X5e7kb/ex/h7ScpMOHj3hIB1BP6UuL7IoEtMmrhekSjJxTUsSCmdNg4iWYGdXKzVpmdwyZQZO1cSJwT5CibFpSid9A0S1BLKo4otFaA/6KHN5JyxWWex04zKZcJvMrCksTznIaIaBIJAikcyKwi2zZnCqf5DXmk6j6cl4k6PdvZzo7cNrseA0mzHJyc2obugkdJ1wPIE/GsUXiaZSQkZgVRRWVZRy5+L577pF8+WAmBHHrTh4X8FqBAR+2fQ4h4eaqHIW83jbFtZlL6LOXU5rqJuHm5/Hq7qwSCZ6ogN0RwdIU920hrsQEfGojguG8M/xTkURZGJ6nI8WX4NdsaIIMhEtxjMdWymy5rAyay4RLcr9p55hR98BVmbOHfc5HYz52NV/mPW5iym15/OHls3YZSsF1mwODjVQP3iMDxetx606ea5zG892bqPUnjduPS4EA4OuSD9zvDUsSp/G6WAHD7c8T62rDFmQeLl7F+tzllDhKKR+8DjPdG6lzFHAwaEGTgba+LuSa7FIZl7q3sXT7a/zqYqbCGtRYkacm/OuQhVlHji9ia29+7ixYM249RiK+3ms9WVme6pZkF5HS6iLB5ufpdJRSLm9YNy+KncUYpJMNIc6uKlwDQWW7BR5+VLXTjRD5/bS6xAQ+UPrZl7s2snNRevGJX4vhtneajwmJ79ofGwU7xrSIhwaamB5xhxqXKXE9QReNbkvGG9conqcF7q245RtfLDwSuJ6nP89+Sf2DByhwl5IV7SfalcpqzLn0hXp47enn6Yj3EuFo3Dc+r3T/ZEkh2WuyF7Ir08+yZKMmWSavDT4W/AoznHnx0S1ON4LTJITlzmyizO58/sfY/dzwyHlhkHV3DLmXDmD/a8c5sSbTaOiDxSTwuLr5lE5u4y9Lx2g9Xg7kVAMm9NCfmUutYunYHedOekXRYGqueVcGY6SW5Z98QoJAjaXjfSCNDAMCqbknflo+HOr/fwhTRWzS1n/ybV0N/dSUltITtnY9AxZlVnz4WVkFWVw4LXDBAdDONPsTFtRQ+XsMl5/bAe+Xv95769aVK6580oKpuRx5I3jBIdCmG1mimryMdnOLCgFUcDutpFRkJ5sQ/XYNpjt5vPaVkyZV8GGT66lt62f8pklZBVlnrebVLPCqpuXMHVhJftePkhbQyfxSByb20ZRdT41iyqxXEQn4kIQhGQb3v/la5m3bib7Xz1MT2sfhm7gTHNQNDWf6StqUv1k99j4u3/7EHVLqmmsP4mm6eSUZDJrzTTScr1EQ1FKpxWdOU0TwGQ14c3xgGGQW55NzZIpo/rI7rGPim4QBIHcsizu/P7HOLqzgaM7TzDY7UNRZTxZLqrmlpN31hyz2M3c+MVrqJxVypGdJwj5wniy3MxeO420XA8Wu5ns4oyz7p9MBUnPH3/uWeyWVGSDIAhUzinly7/8FLs27aWruQdZliifWcLsK6ZzdGcDx3Y14M48c6pZvaCSL/z8kzTVn6a/a5BEXMNqN1NUU8CMlbWk5V7EomoSkzgLSQXxy/c0tC8c4qFj9SzPL+GUb5DX2k5zW+0cJFHEJihsKKniO7te4ZcHdzM3O5n/3xX0U+BwMz+nAFEQuKKogh2dLfxo7zZWF5ajiBJ9kRCVnjSqPBlUejKYlZnHg8f2IwkidkVl06njeM0W5mXnTziCYHZmHsVON/97aA+94SAO1UR/JIxu6KwuLE/Zd75dZFrtXFVcxR8bDpJjc5BttbOzq5WhaIR1xRUoE0yJLHN5mZ9dwP1H92FgkGNz4ItFGYiEWVVYNkbP4XwQBIFip4e1ReX88uBuYrpGmtmKLxZFFiWW5hVhV1Q2lFbxvT2v8/Dx/dSlZ9Mw2MfurjY+OnVmyk70nUBtWjZT0zK579Aewok4JlnmicYjlLm8TEvPfstxElWedF5sbuSF5gbSzFYyrDaKHG5kUSTH6mB7Zwu7ulqxyApbWproCo7VImoa6ud3R+uZmpbJm93t9IZD3FY7N0Ve9UfCDMUidAT9hOJxTvn6EYVkSpNdNVHgcLM0r4Q/NBzCJMnkO1wE4zH6wiGW5hWTaz+TjlTgcfEPK5fiNpvZfKIRfzSZTqTpBj3BED3BsZEd54MoCJR4PWysq+bG6bWkWf92hDDPhiRITHWVkmNOJ2FoeFRHKnw+rEWocBTiVhzINhmP6qA3OoBTttER7qUvOkitu5y2cA+qIJNjvvBJuyoqqJKCJIiYJTUV7u9PBOmK9LE6cy5pqgsdnWJ7Lg2BVpZkzEQVzv/8jEQJxXUtRTqaJAUBgcZAK/5EiKP+0wjAYMxPc7CTmJ7AKpvPW4+LwSSpVA73BzYwiSoDMT8JQ6M3OkRzqJPe6CB9sSE6w7344kGaAm3kWjPJsyQ1caa7K9g/eAJfPIiISKElmzxLBghQYsulOdR5wehhfzzE6VAHhdZs3ujdT0iLMBD10RsdpNxeMG7dFVHGJCmIgohJVLHIyTYbhsHpYAezvVPJNCXTgKudxWzvO0BYi14wcuVCEAURRZDHtMMmmZnurmRbbz1t4W5meaaQaU6Wqwrnnx/heIQGfwtZ5jT29B9GR8cfD9ES7KTMlo8iyExzVaRIDpOoEtEunGb45+gPr+oi0+Ql3eQhy+wlpsdpC3fTEek97/zwx4OT5MQkLh2CIODJcrP2I8vHfLZo41wWbZw75v+SLJFdkslVt62+6P0lWWLhtXNYeO2cCdXH5rRy6zdvmtC158JsM/Ohr11/wWsEQUA1K8xeO43Za6eN+XztrWP74ezvjohvLtgwe9zrnF4HH/2XD0y84mfB5rJyyz++b0LXyopMfmUu+ZW5F7/4EpDsK5XKOWVUzim76LXuDCdrbl3GmluXjfn8I996/6i/VbPKmg8vY82Hx157sXLsbhtzrpjOnCumX/Raq8PCgmvmsOCasfPv5m/cMOpvh8fOh75+w5jrLgRRFCmckkfhWUTGCOavn8X89bPG1GfeVbOYd9WsMddPYhJ/LRCEpAXkB6umoYgSvxje+N5YWcuGkqrhawTmZOXxxVlLeKLpCG8e2IkoCGRb7RSdJXxYl57NV+Ys4w8nDnLvwV0AZFrsFDuTCx9Vkri9dg5/aDjEw8f3k9B1ipwevjRrCYUON7phkGa24jZZAAGPyZw8tUbApZqHtRYE0ixWvjp3OY8cP8CDx/aTMHRsisrK/JIJExxJrQsHqiSh6QJZVjuKJCEJIlk2B2Y56YBxXVlSTPGZk8eIaAm8JgufnbmQGRm5qQWvVVZS9zofFFHi9rq5pDcc5umTxwgn4lhkhRkZOW8p0sOlmvjcjEU8cvwAjxw/QELXMUkyawrLwEgeMMzPLuAz0xfwZNNRXm09hU1V+ejUWawrrgCS4qjZNjuyIGKWZDKtdiRBHBaRHN0GURBIt1hHpc6MwCRJfHr6Ah46tp8HjtajGToV7nQ+WTeXHJtjWOOIZMSG1XrRcbmufCq94SC/O7oPRZLZWFZNgd2FWZK5vryGvkiI3x7Zi10xMTsrl/dV1OIejuCRBIEMi42FOYW0BYZ4vf0UAgK3185h3rCQpmYY/LHhELu6WumPhInrGvcd2oNdMfG+ihrWFJYjCgIfqZ6Jx2Tm+eYGQvE4ZlliqjdzTD67KAiUpXv5xtrlrK4s47mjJ6hv78QfjRKJJ0joejK9xjhzvSyKyFJSZNRmUihPT2NJSRHzi/IpSfOOO3/+FiALIqqY3EQKBjC84R85IdaHU6tGUofMkokcSwYng20EE2GuSFvApo5tCAjUuC68Bkrefex8FEimAGmcSQ9K6BqSIF4wLcmtOpjtqeZPbVvIsWRgl63M99YhCSKiICKSTBsQBIF8axbVzpJUGP2lpDsZhpGKvBnRFBMFAdFIWmgmdI2EqOFS7GzMW4FHdSILEnHjjHB+Qk/q+ySfSwN9WG1GMEhFdF0IggCyIKEZGglDQxUV1ucuocg2gYPNcdosCSKacSbaKqFriIh/FrcMSZDYkLuUGe4pHPI18mDzc1yTu5S53uRB3vnHRUAWJAxDJ2EkAIElGTOoGI4UUUUlGfVwVn3HS8E7977nr+Ol9YdI8rdXGp57wln/H29+XM6YJCcmMYn3CIZu0NbQwZHtJyb8HdWsMH1lLe6My/uHZRKTuJwhDJ9cXldbnfqfx2rBaZ7YKdZfOlRR4uYp04dVCAQiWjJc3iIrKStHSOoGLM4rYlZWHvHhcH1FklKClJDcJM7PLmBaenYqpF8eFpocQZbVzu21c7hlynQMI0kSWIaFKAXg09MXJPURBIGPTk0Sg4ooclNlXVLrYVjYt8jh5nMzFhLREhhGsmyzLKeEIC+GUpeX7y29KhVl8W+Lr0gJYn5n8ZUpoUubovK+8hquKq5EN4xUe85eIM7LLqAuPXvciA1BEEg3W/no1Fm8/6x2mCQJkzTxpZcgJEmUO+rmEdYS6MP3GSFSIOlksaqgjIU5hSSGtTysspLSiJiRnsN/LVuPXVXxWiz830VrsSsqHpPBfy/fMKoNFlnha3OWn3cxnBQGdfKZ6QuJaHEMg2FnjzOnlKoo8cGqaSR0/aLRLPl2F1+bu4KolkiVLY9oPLg8/NP8lcQ0DVEQsMgyCd1IRfc5VBNfm7t8mGgyiGoJREHAqigp8kcSBD5UNY33VYy1FbWcNT/dJjMfqprOdWVT0YY3feo44yQIAi6zmTWVZSwpKaLD76eht4/mgSH6giHC8TixRLLOJlnGYTaRbrOS53JSnOYh025Ljd3fijPHhTG2D9yKA7fiZN/gcSRB4lSwncG4n0JrNlE9xhu99aSZ3ORaMgGDgbgfr2msK8y5MEsmYnqc1nA3GboHq2TGLKkU2XJ4c+AoXtVFKBGmKdDKqqy5yBeweBQFEV8iQJ27gqtyFqGKCiZRRRAEqhzFHBpqpMiWQ5bZS0iLJsnA4fSN89XDehEBzpgeZ+/gUZyKjaZAK3EjQZrqQhZlssxessxeqpzFxPUEMT2OTTYzxVnMpo5tHPOfxiFb2dF3kCyzF4dsQ8egIdDKCX8zZknlRKCZGmeS4NENnageJ2Ek7xXT4siijEuxU24vwK04mOWZggGEEmFcysU1lRRBQhYkWkNd2GQLZknFJlmodBRxaKiRKY5iREFk/9AJim05mMXx38VJEd9kHTVDJ6LFiOuJ5HgJSR2aqB4b/ixKQk8gCRLBRJiOSC9OxcZ0dwVHfCfpiPRikCTDzzcuJlGh2lWCLxag1lWOWTLhT4TIUN1E9eR781Ke4neyPy6EPGvmeefHxebbe41JcmISk3iPoOs6x3Y1ct8//m7C33GmO8gty54kJyYxibcBURBYWFzIwuLx80L/miEIwijy4EL5+SOpGIyTHSAMEww2RcV2gWtMkjzuZu/sTaz1nI3yudeaZWWMM0gkkeCR4/vZ3/v/2XvvOEeu6873dysgxw5ooHOa7pnpnpwTw5AixSDJWlHBWj/Jfpa8TivZsp/XXu/b9XvP2ZItP+vJaz2ZXmutYFqJChQpBpGcxMmpc84BOQMFoOruHwXUAI1GN9CTOfXVhx99Bl1AVd26de+5557zO0sl78Om1eGXevaiIS9M36K5YfBZtDeMNUIIeJaFdY1dbQ3LrrvrTbKL3JXHZSQJb8yM4afTpR3Teo7Hhzdtw/Zap9x+HAftGs+JYxiYNasbsPn3whKA17C5C1S0RPKv2VTid3J/13FcyT5DCCl6bqXIORNWq+rBZPtFfp/SsIV/V+6Xxaq/sd695B/Hs+y6FTfyj2cJgVGrQae2Gp011et/SaUAAgIzZ4RW0YkgMHF66Bkt7BozPtr8BF5bPou+0Bh4hsPTriNoNjrl6ggsj3ZTA7SMBvV6B1jCwsCuv9hqMjjQY+3Ai3Nvwswb8VjdfnSbW/B0/TG8vHgK35j+CQgIdldtwZ6qLWs6j9JSBhlJxHBkGu6kHzzDodPUhMM1O9Blbsajjr14030RaZoBTzjsq96KZoMTAFn1OjZbWte8diOnRyAVxrdmXoYgpvGE8yBc+lqwhMGz9Q/hlPcKLgQGwREW3eYWNBoc2G7rQiAVxg/m3wSF7PR5X/1D4AgrR1ExPH7mPg9/Kox6fQ0O1+yASEWc8/fjvL8fM7EleJIBLCa9OFa7Cz2WDjzX9DheXz6Hb828AgKCBoMDDl3VuikYdo0Zjzr24YT3Mt7xXcex2l3YW7UVDzv2QJDSeGH2VQBAs8GJ43X712z7hCjgDfc5DIWnEUnH8fLiKVwMDOLZ+mMwcXq8snQGE1E5uuaFmVfh0NnxwcbjSIlpvOm+AH8qDI6wsPIm7LVvVSImSvWPx+sO4NWld/C9uZ+BgqJKY8UTzoPQMDxsvAls1onFEAIrbwTPrL+0vpXtoWV4mDg9WMLAwhvBMSy0rAYGVg+nrqZk/yg5qd8DEHpXlLqKuCcuQkXlTkIpRSKSRMgbXv/gLAzLwF5ng0Z37w4qKioqKneStCTisnsBC6toEuTQsxwOuJqVtIC7iUgljAZ8GAp4Sh7DMwx21dYXaB6oqLxbkChFLJOAhuGgZTWglCImJsASFnpWC4lKiGeSEKQ0OIaFkdUrJYBj2TKWWkaDhChApCKMnH7dtAQKiqSYQkIUZIcqq4eG5WVbTBSQFAUQwsDI6dYU16SU4kpwGG+7L2FfdQ9MnAH+VAivLZ3FJ9reh02mJvk6xYSSIqJntdAwvCwYXOI6SrGQ8OBvR76BX2p7Pxy6ajAgMHJ6ZREsZtsqJaXlMqCsFrpsGd0MzSCWSUKiErSsBnpWB4YQPD/xIrSsBu+rP4aMJELHahWdhVxpyhwEBEZOBx2rVUpXCmIKIARahoee1ZbV9mnpxrUYOJ1yjYKURkJMggIwsFolAqUUEpUQzcSRkm6krBAQWHgjGEIQSceRyUuNYAgDK28EQBDPJJCSMiBE1ofItUfuGkv1D0GSP6eUgmc4JfIgmk7AyMl9U76uBPSsdl0Hxa1qD0opUlIaGSo/w3j2/CKVU8z0rBYS6Kr94y5FbpV1UjVyQkXlLkEIgcGih8HyYIphqaioqNwKeIbFfmdpQbZ7DZYw2FxVi81VtesfrKLyLkQutXuj3CIhpKD8IkMYmHgDTCu+J+8O3/jUwOlAKcV4dA6vLZ9d9Vytxno87NgDfXYBvlKEUo4kK0ytSIoCXpx/C4FU8eZRztGQkFLQZReiCVEAS1hosw4IjrCwMiuvPns+kILrSEsZvLx4GlOxhVWP7za3yOlwjEYRXlzZJvltmQ9PeNg0qzs+WBS2ZQ4jpy8ZCUEIKfr7ctKHlxZOQZCKhSCrNVY84ToEK2+SRUlXuRYdq4EurxRpWsrg9aVzJdvjEcfeNSNNbJrSaSZmvrQQ8crnonyeW9CvIl5q1dxoPyYbuXA32yN3f/mLexakZP+4V1GdEyoqKioqKioqKioq9yUOXRUecawuhG7i1i/XuRKO4bCvqgepVRaYHGFh5Ay4GBjEeV8/RCrCzBvxoabHUK+v3OHIEga91g60Gl2r/l3LaLDF0lpW6kq5NBnqoGVuTYUjC2/C0dqdBUKOOeTohMr0EtZrD6fu3k6jUtvj5lHTOlRUVFRUVFRUVFRUVFRUVG4XZaV1lF/PSkVFRUVFRUVFRUVFRUVFReU2oKZ1qNy3SJQqpetycAxTVJtcReV+IC2KEPMi2Rgi59Kr5eZU7gYZSUJGkso6ls1WO7hZKKUQKb3j571b0Oy9imVGsKrzm4qKyr0IpRRpSQKlVNbcYJhVyxGrqJSD6pxQuW8Z8/vw+6++inhazgnU8zw+vWcvnt7UdZevTEWlcr507ixeHR+DlF2obK6pxX95+BHUGO4vISOVdwcvDg3iHy9dVPpjKQgheLS1Db939NhNn1OiFN+8fg1fv3Z13WNZwuDpri78xv4DN33eu0UsncZXLpzHT8fH1j1Ww7L45d178IHNW+7AlamoqKiUhyhJGPB48LWrlzERCMBpMuOjvb042tyiOihUNoTqnFC5bxEyGYz5fYimZOeEkdcglEze5atSUdkYy9EoRnw+ZTFo4DXISMWCSioqdwJ/IoFRn2/dXX2GEGyuqbkl56QAfPE4Rny+dY/lGAbuWOyWnPduIVEJS9n3fj20LIugOr+pqKjcY4QFAV8+fxavjOWcrItYikTQaa9CvUUthaxSOWp8oIqKioqKikoBRo0GtUYjbDodjDwPnmHKU7K6SUwaDWoNBlh1Ohju4HnvBgQEVp0WNQYDrFot9Bynpm2oqKjcV8TSaQy4PQWfLUWjmIsUl2FVUSkHNXJCRUVFRUVFpYDjbe1osdoQFgREBAGRVBIRIQVvPI5Xx8fhid/6qAWWEDy9qQuba2oRTmXPKwiIpFJYikbx07ExhIR3T/SAgefx8W07cLS5FZEV9zsTDOLViXEkM5m7fZkqKioqJWEgp53lwzIEHFEdrSobQ3VOqKioqKioqBTgNJngNJkKPqOUYjkWw6DHc1ucE4QQ1FssRaHAlFJMh4K4vLjwrnJOsAyDNrsdbXZ7wecSpbiyuIgzc7Oqc0JFReWexqrT4YnOTvzL1SuIp9Mw8BocampCZ3X13b40lfsU1TmhoqKioqKisi45FfY7XUFGPi8L8q5N8CiEIQQcq+46qqio3PsYeB6/vHsP2mx2zIZDaLBY8GhrG8wazd2+NJX7FNU5oaKioqKioqKioqKiolIRhBBU6fV4rqfnbl+KyrsE1TWvoqKioqKioqKioqKioqJyV1GdEyoqKioqKioqKioqKioqKncV1TmhoqKioqKioqKioqKioqJyV1E1J1QUJEqRTKcREgRMh4KY8PsxHQwimBQQS6cAAHqOQ5Vej0aLFZtra9Fut8Oi1d60SJpEKaKpFMb9flxeWsSE34+QkAQBgU2nQ0dVFXY6XWi322HUaMAQAoBk/39tREmCP5FAWpIAAASAluNg1+k2fM2UUoSSScTzlNR5hkGVXg92nTr1oiQhnk4jkExgIhDAuN+P+XAYYUFAIpMGQwhMvAbVBgNabXZsqa1Fg8UCs0az7m/nk8xkEEgkQLP/tum00HM8CCGglCKeTmM+EsGVxUWMB/zwxGJIiSL0HAebXo92exW2ORxosdny2vzmkLLn9cXjGPZ6Meb3YTEaQURIISWK4FkGBp5Htd4Al9mMzqoqNFttMGs00PN8RfcPyM8pI0kIJpMY9nnR73ZjNhRCWBAgUQoDz6PebEZ3TS16HQ7UGAzQcdxNC/6lRBGeWAzXlpfR717GYjQKIZOGluPhMpnQ43Bge50TtUajUoKLIfe+3J+U7feJbL/nGAbVeX0+I0nwJ+Lod3twfXkJc+Ew4uk0eJaFw2hEd3UNdrlccJnN0LLsTb1/gigiIgiYj4Qx5vNjKhiAL5FALJWCSCVoWfkdd5kt6K6pRmdVNar0emg2eN5EdmyUKAUBYNFqYcwT/KKUIpZOYz4cxqXFBYz7/fAl4kiLInQcn32fbdhcU4tmqxVWnQ5cmf1ZohTJTAZhQcBMKIhxZWxOIpZKgQLQKWOzBd018ths1enA3wUBy/sdSZIQTqUwGwrh6tISJgJ+BJIJpEQRWpZDjdGATVXV2FbnRKPFDAN/a8bHdyO5uSYkCADk+bdKr4eWk81PiVKEBQETAT8uLSxgKhhU5n67Xo92ux176uvRYrXBpNFsqC/Lc0ACKVG2AbQsi2qDoeAa05IETyyGPvcy+t1uLEWjiKfTYBkCm06PerMZm2tq0FlVjers9VdyLRKliKVSmAuH0e9expjfD088hmQ6A55lUaXXo6OqCjucTjRZrDC7rvR1AAAgAElEQVRrtTfdp3LjpDcew7DXiyGvF4uRCGKpFCRQ2LQ6tNrt2O1yodZoWvO3WCI/j5UlI/NJZTIIJJMQs2OkUaOBRastuJ5EJoOlaASXFxcx6vPBHYshJWagYeXxq9lqxZbaWrTa7LBlx8hy2plSCiGTQTiVwnw4jDG/D5OBAAKJBGLpNEQqQcdysOvlZ9lVU4POqirYdeXPCeFkErF0GhSAgeNg1ekAAJGUgHNz8zgxM4VAIgm7Xod9DY040tQMq06nPEeJUixGInhragpXlxchZEQ4jEbsrW/AvoaGgmPz7yskCIin0yCQxSdzbRpMJnFmdganZ2cRFgTUGg3Y39CIg41NsGi1yj1JVMJcKIzXJycw4PEgLYpwmc3Y39CI3S5XwbFrtq8owp9IrNtOgPyO2fX6DffhlCgikEhApLIFa9JoYM6+/7lrWYpGcG1pGcM+L5ajUSQzGWhZFladDs1WG7bX1aHVbodVq63YdsxBKVXGqOlgEP0eN6aCAQSTSSQzGRg4HnUmE3Y4neisqga/xvtBABh5HpZsv1EpjeqcUAGlFJ54DNeXl/HO7CzOzc9jPhKGkMkgJYoQsy8nIC+gWELAsywMPI/Oqmq8r7sbj7d3oMZg2JDhIEoSLi8t4oW+PpyamUZIECBkMso5WYaBhmVh0+lwrKUFz23txU6nExzDQMdxCGeNnlJEUin88dtv4tzcPACAEGBPfT3+/PEnChYXlRBPp/H/vPUmTs/OKp/1Ohz4m/c+BVPeZLzyPueyC5dzc3O4sDAPXyIBISMiLYmQ8tqZJUS5b5NGg92ueryvuxtHmltg5Pmy2vnc3Bz+8PXXkMk6ZX770CF8cMtWMIRg1O/Ht/v78MbkBLzxOIRMBhlJAsWNZ6xhOVh1WhxtbsGHtm7FLld92Yup1YilUriytIhXxsZwZnYW3ngMgigiLUmQsucmufMzDHiGgZbjUGMwYE99PZ7t6sa+hsayr4FSCm88jtcmxvHi0BDG/D4k0mmkRLmtc/eaO0+DxYInOzrxbHc3Wqy2DU1mlFL4Ewn8ZGwU3x8cwJjfj2S2bSVKZRX+bL/tsFfh57ZswdObulCl10PPZ41dStc/0V0imhLwhdOn8PrEBACgyWrB//v0M3CazIimBLwxMYl/6+/DgMeNeDotP9usoZq7b5fZgme7u/Fzmzej0WKt6PyUUkQEAf0eD87Pz+HM7CzGA3Ibp0QRYvZ8ub6U60c6jkej1YL3dm7Ck52daLPZKx6rTs3M4K9OnURYEMAQ4LMHD+PDPT0ghECUJIz5/Xihvw+vjY/Bn0giJa7+Thl4Hr0OB/7rI4+ixWZb93698Tj63Mt4Z24O5+fnMBMKlTU2t9vteLZrMx7vaEed0aQ6KMog52A6OzeLF4eGcH5+HtGUACHbt3L9isuOGXadDg+1tuJ93Zux0+mEhlVNqpWIlOJHI8P44pkz8gcE+KsnnsTR5hakRBFXlxbxzevXcWZ2BmFBUPp17v3VsCzsOj0eam3Fx3q3YUttbcXz0HI0iv/2s9fR7/YAAHa5XPjSM88qCydfPI6Xx0bxnYEBTAWDSGYKx64b4wiHOpMJnzlwCO/p6ABb5juVSKdxcWEBPxoZwunZWQSTSQgZESItPIeWZWHR6nCwqRHv796C/Q0N0PH8hpzWEqWYC4fwo+FhvDI2Jo8bYgbp7PwH3GhfPceBY0ovqgCgzmTEHx9/HL11dSWPGfB68F/feB2eWByEAD+/bTt+c/8BEEIgUYqZUBDfGRjAy2OjWI5GIWREZCSx4L3KjV+tNhv+6NHj2FJTu+Z15Rbv/W43zs3N4p25OUwEAhDE1eYEAo6RK//oeQ5NViue3tSF93R0oMVqW3eM/Kcrl/Fv/X0QKcVjbe34Px9+BPF0Gl+5eAHfHRhAIJmAKElgGQY/Gh7Go23t+K1Dh9FosUCiFAMeN75w+hQuLiwgnk6DUgqOYfCdgQE80dmBX993AE3W4jnxy+fO4ofDwwABPrh5C3770GGEkkn83bmz+PHIMELJJKTsb/1gaAjPdG/Gr+3dhzqTCaIk4dryEj5/6hSuLi8hmcmAUgqeZfHt/n68f/Nm/Mqevagzre2cAoDz83P4vZ/+dN3jANnG/ssnnoSB58s6fiVjPh/+06s/hTceBwB8uKcHv7ZvP3Qch5lQCC8OD+GlkeHsxk+hjcUQAg3LwqjRYI+rHh/u6cHBxiboN3At8XQap2dn8L3BQVxeXEQ0JRTMvTmbTs/x0HJrV5TiGILnenrx2YOHNtQmDxLqTPqAI0oSTs5M4x8vXcTV5WVE1lno5xbQ6ezuvzcex5WlRZyemcHnDh9Bq239AT4Hze4GvjQ6gi+fP4fJQGDV4zKShEz2fC/09eH8/Dx+Y/8BdFXXwKTRwB2LrXkeA89je50TPx4ZUSblSwuL6HMvY39D44aM9lGfD2fn57AciyqfPVeztaRjIi2K+Ob1a/j+0CAGPR4Iorjm74uUQhRFpEQR0VQKL42O4PTsDD7Wuw2f2rMXVXr9utcoiBksx6KKc6LP7cZTm7pwbn4Of3f2HfS53Up75HPjGacQS6fwQr/c5r+6bx/e370ZGo6ryFiSKMV0MIh/unwJr4yNwRMv/bzoinuPpdPwJxKYCgZRZzRhX0NjWefMZCfkL587h9OzM0jmRbisvDZBFCGIIsIeD0a8Prw5NYn/sHcfjre1r+kFL7p2SjEdCuHvzr6Dl0dHlOiCledLZe/t8tIiBr0eXFpcxH88cAAWrQ4sIVj9Su8NJAqEkkml31NQTAQCYAmDf7x0Ef/ad13ZIc2HAkhLEtKpFCI+L/72jA8XF+bxO4eOYGttLZgyFhuUUgx5vfi7s+/g4sLCmv0od87c2JHIZBBIJjDo8eDt6Sn87uGj2OVyVbSrk8xk4I5Flfubj4SRliQwhODtqSl84fQpDPu8Zb1Ti9EIWGbtc4uShLNzc/jKxQu4urSEkJBc8/jVxuZry8s4OTON3z1yBB32KtVBsQYSpViIRPD8pYt4cWgQgeTq7Z3fl6OpFL5x7RremprCJ3bsxHM9PbDp1h+bHyRykRP5c+WA2439DY343uAAvnz+HGZDoeLvoXDu/9b1azg/P4f/eOAg3tu5qaKxWaQSfImEcg1z4RAiggCzVou5UAhffOcMXh4bXXWeWDmOpCUJaUksa+yglGI5FsO/XL2Cbw/0l7RV8s8RS6fxvcFBnJiexnNbe/CJnTsrdi5KVMKZWXmev7S4oNgAwI0NAEB2qsaz7bseDAFS0tp2SzobMbicvc+5cAiCKIJnGFxYmMcXz5zBxRXXk98GctvK18MxzLqlgyVK0e9240vn3sHlxUVlIVsKCoq0JI+RiYxsWwy43Xh7agq/e+QottXVrflcI4KA5WgUIqUY9fuwEIng1fExfO3qFSTy2jAjSQgkk/j+0CCMGg3+8KGHsRAO40/efgvn5uaQP0OkJQmBZALfGRgAQwj+4NhDMGkK7ciwICh9d9jrxUIkgn/r78ML/X0Q8vpsWpL7+b9evwYDx+G3Dh3GZMCP/+vNn+H68nLBeVOiCF8ijm9cuwqeYfCZg4fWdSQImUzBe7wWgURi1bmwXNKSBE88prwzfW43IikBoz4fPn/6JE7Pzq451+bGjZfHRnFpcQGf2LETn9y5CwaNpiz7Vd60jeOrFy/gu4MDRREjbNYpkW/TYe3lEziGWXeNpSKjOicecBhCkMyI6He7i16aXFieWaOBluNAKRBPpxBIJgsml2Qmg1fGx2DQ8PiDow/BVsbCOcer4+P4y5MnixYaHMPArtPDwPOQqIRIKoVQMgkKYCIQwF+dOolf2L6jLK8szzDY7apHvdmMuXAYAOCORXFufh67XPVrhimuhkQlnJiZLhisTBoNHm5tK/kdlmHgSyRWdUwwhMCs0cKk0YBnGSWELJQUQPOmk2AyiW9cvwazVotf3r2n4use9flwfmEef336NIa8HuWXdRwHm04HHcdBlORzh4VkwUQ2GQzgS2ffgcNowtHm5oqiCq4vL+Hzp0/h3Nw80qsYNwSAhmWhYVklfF1cMenUGAx4qKW1rB0zUZJwcWEef3biBPrcywUTmNyvdNl+QxDPpBFIJJT+LFIJV5eW8BcnT0CUKB7v6CirnSmlcMdi+Jszp/HTsdGiZ2zUaGDT6sCzDJKZjBISmMxk8JPREaTEDBrMFjCEAbC2AXgvEUulMOjx4NTMDL5+7SpiWQNNy2b7FM9BlCSEBQERQVD6lEgpTk5PQ8iI+G+PPIqu6uqyQ3f7Pe5VHRM6joNVq4OOk0N0c2lN+c8iI0k4Pz+PL5w+hT9+7HG02+0bvndfPI5EOo0+txt/cfIERv0+5W+51DGeYZCRJHm3Ku+7u1z1sGrXDu1kCEFKlMfmlY6JXHivWatVwuMTWUfeyrH59YlxGHge//mhh1BjMG74ft/N0Owu81+ePIk3JicKFqmEEFi1WiWtTsiICCYTivORApgLh/Hl8+cQSaXw6T17ihYXKoUMej14dXwMXzp7FvMReU5mCQO7XqfM6bFUGsHkjbBuCmDM78ffnDkNHcfh0bb2DUfyJTIZ+BMJRFIC/uLUCbw2Pq6kfQJQoukooOzK5nCaTNhSU1tWGPxyLIovnD6Fl0dHlbExh5HnYdHqoOVYpLIpatFsihYAeONxfO3qFbhjMXzu8GG4TOayxkiJUgx6PPj86ZO4trwMmm0/LcuhzW5Dq82ubG744nFMhYKYDATkxVUe8hijgVkrp2a02GwwV9ivgwk57Ww2HMKfnzyB68s35uP8eV/Mzvv5c3Wvow4Oo3HNeyaQ7bEBt2dVx4Se42DR6aDLpm0k0hklPStHWpJwZm4WXzxzGn/06PF1o9lyuGMxnJufwwv9fUhlMnBkUzS98bgyfkiU4vWJcTzVuQknZqZxaWEBhBDU6PXQ8TwCiQSiKTllOiNJeH1iAk9t6sKRpuaS9z0fCePM7Cy+OzgAUZLgNJnAMgy8sZgy1wmiiFfGxvBoWzt+PDKMPrcbDCGoMRigYTl4E3HFmSKIIl4aHcGTnZ3Y6XSt2d5GjQYtVhsEUbZdhEwGQl4kzu1kMhhA37Ib/3jpIs7OzynnzEVV6zkeFHJ6eDAbSZLDHYvhf1y5jFqjER/YvKUsmy6SSuGfr1zG169dVcZ6AqDOZEKHvQr1ZjN0PI9oSsB8OIIxv2/VlBcNy8Ks0cCk1cKu06F5lcgYlWJU58QDDiEEBxsb0eNw4PTsLHiGQY3BgF2uemyrq0OT1YoqnR56Xn7xw4KAcb8fL4+N4sriojIYZiQJPx0bw8HGJvzc5i1lTdyDHg++fP5swUKDZxhsdTjwvq5udNfUwKLVZvPY5YX9S6MjGPP7sRSN4quXLpZ9j5uqq7G9zon5cFjZnX97agof2tqDerO5ojbzxOI4OzdbYMDua2hA2xoLHYYQvLezEz8cHsJMKAQty6HRasFulws9tQ64zBbYdPJCQ5Qk+OIJDHjc+NHIMMb9fsVACwsCXujvw+GmZmyvq6toN6Xf48bnT53CkNcDAqBar8ejbe041NQEl9kMI6+Rz52I4+LCAn44PIyFSFgxlmbDYTx/6SJ6HY6CfN1SUEoxHvDjz0+cwNn5uYK/8QyDZqsNu10ubHU4lMlFpBIigoC5cBhDXlkjwp+IY6fThS21a4d35s454vPhT0+8jb68nQIdx+FQYxOOt7ej1WaDWasFqDwBTQb8eGNyAu/MzSmLyKlgEJ8/fRLVBn1Z0TWJTAbfvH4Nr4yNFhg+Vp0O7+3oxNGWFjhNZmhYFrF0CgvhME7OzOCNyQmEBQGvjY+j2mBASryX4yaKiafT+Mb1a/Bn83ptOh0eaW3DkeYWNJjNMGr4bC53HOfm5/DS6Ajc0ajyDr4zN4uvXDyPP3r0+LqGLyEEbXY7HmltxTevXwcBYNPp0FtXh11OF1psNtQYjEraUzydwnQohDcnJ3BielpZHEiU4vz8HL4/OIjfOnRowzmxnngMAx43/uLk2xj1+8ASApfZjIONTdjqcCh56WlRhDcex6jPh4uLC/DEYtjjcq2bUkYIwe56F3Y46/Dm1JSsaWMwYJfThW11dWi22lCl18PAy9N4REhhPODP7hQtKjtqYtZA3t/QiI/29qrRE6vgTyTwpbNn8fLYqGLUcgyDrupqPLWpC1tqa2HX6cAzLOKZNBYjEZzKvr85gzSYTOKfr1xGrcGID/f0KE4jlWJOTk/jytIS5iNhaFgW+xsa8Vh7O9rtVbBoNQAIQskkrruX8ZPREQx5b0QkTQWD+OvTp9Fis6GrumZD50+m5Wf4yvgYXhkbA6UUFq0Wu10u7HLVo9FigYHnQSHPudOBAK4uL2HI68Wm6uqyFrAhIYm/P38ePxgaVpzyucXNezo6sb+hAbVGIwwcj6SYgS8ex+XFRfx0XE7ByOkz/WB4CDqOw+8cPgJ7GRs/oWQS///Fi7i2tKTMf1V6PT65Yyee7upGi82mOHUykoTpYBA/HB7CP1+5ojhBGULwcEsr/t3WragxGFGl16NKr4etwlz5QDKBUZ8PXz5/FteWlsAQko2AbMAOpxM1BgP0HI8MlW28cZ8Pl5cWMRsKYbfLte75crbdkeZmfGdwACyRNcq2Oeqw05WdE/QGGDQ8CAhiqRSmQkG8MTGB07MzSsSIRClOz87ih8PD+PX9+8uaE5ajUfzjpYsIJpP4xM5dON7WDgPP4/z8HL566aLiLMkdN+zzgmMYfHRrD97T0QGzRotBrwf/cOE8ZrKRQ+5YDOfn57G3vgG6EuPHbDiM5y9fREoU8ek9e3GspQU8w+LUzDT+x5XLCGYjvmbDITx/6SIuLy1Cx3H4+LbteLStDTqOx9WlRXzl4gUsReUoiPlwGJcXF9HjqFtz4d7rqMPfPv00Euk0Yuk04uk0EtkovZ+MjqLPvbxuu22U+XAYX3znNPrcbgCAkdfg4dZWHG1uQbPNCpNGA0qBYDKB68vLeGl0BCM+nzJueONxfPXiRex21aOjqmrNc9Hs+uBbfdcL9LWONDfjU7v3YntdnWxDZgkkEjg/P49/uHAeV5eXlHM6jEZ8es9ebKqqhj37DpUT9ayiOidUIAu7fXDLVmhYDg+1tOBQUzNqDQYYNRpwLFsQAkUpxcHGJjzW3oEvnz+Lf+vrK1g4vz4xgeNt7YpQUCmiqRS+fv0axv1+5TOWEDy1qQu/sf8AWrMTaM6QppTiaHMLHu/owH8/fw4vjY4qg3A5GHkex1pacGJ6CpGsp3rQ68Gw11uRc4JSijG/DwMej/KZjuNwrKV13Ym02WrDB7dsxYjPi/e0d2Cnq17exdfwYAhT1M5HmptxtKUFXzh9CmfyQthmQyGcmZ3B5pqaigzgaCqlOCa6a2rx2YMHcSArnJQ/GVNKcbipGYeamvCnb7+NYZ9X+Vuf242z83N4elPXuu0UEpL4hwvncXFxoeBvLpMZH9yyBe/v3gyn2QRjVkwu/1kLoohYKgVvPI7z83PrCg3lCAkCnr90Ef1ut2KY1RqM+JU9e/BM92bUGgxFUR8HGxvxeEcHvnn9Gr525apioE0Hg3j+8iVsrqldtz/3LS/ju4MDBY6JerMZnz0o5yZbtYXiqxKleKStHUebm/G377yD2XBIMRTuJyigpGM1Wiz43KEjeLi1tUjYK9efDzU14fOnTmLEdyPK4M2pKbwxMYH3dW9e1yjUcRye2dSNpWgMPbW1eLStHfVmM8xaDXimWNRsX0MDHm1tw7f6ruP5SxeVlAyRUrw5NYmPb9sGZ4XOyRzTwSD+4cJ5DHg8sGi0eKa7Cx/t3aYI9+X36RsiuElMBvzoqKoqywA2a7T4wOatIITgcFMzDjc1w2E0wlRibN7f2Ijj7e34yoUL+Ne+60p/jKZSeGNyHO/t7Kwosu1BIC2K+N7gAH46PqaMsTqOwwe6N+PTe/ei0WyBZsU4SylVDOO/OXMK09nFRVgQ8M9XLmG7sw7b65x3/F7uF3yJBHyJBCxaLT6xYyc+1rsNDpOpKBLiQGMjHmltw1+fOYUT09NKBMOIz4sX+vrw+8ce2lD0RDSVxjf7ruFMVjNqf0Mjfmn3buxyumDVasHnCSTm0k8jqRSmg0EwBOvORRKl+MnoKH4wPKQ4JhhCsMvpwmcPHsIOp7NI3JNSimMtrXhq0yZ86exZvDk1CTEbnv7jkWF0VlXhF3bsXPd++91uvDk1qcx/+uzC9H/fvQeGFXpVHMOg3W7HL+/eA1Gi+OqlixBEOYLBE49jS00t2uyV6/PkcMdi+Oqlizg3Pw89z+N4Wzv+tx070VlVBbNWCzZvjJQoRSKdRlgQMOb3w5WNCFgPPcfj2a5uBJIJbK9z4uHWVrhMZphzz3HF8fsaGnC8rQ3/cu0q/vnyZcUeTEsi3pyawEd6euAoQ38hmclgOhjEz23Zgs8cOKiIVHbXVMMTj+NrV64gLcnaBG9PT4EQgg9s3ozPHDyEar0ehBD0OBxYikbxlYsXFGfygNuNWCpV0jmRSKcxGwrh32/fgV/duw+mrJO7q7oa85EIvjc4oKQIvTE5AYYQ/Py27fj1ffuVsb/HUYvZUBj/89oVRRep3+2GkMmUdE4QQmDWaovGNUopgskkxv3+2+qcyEiS4phosljxG/v343h7B+w63So2XROOtbTiz0+8jfML83mOzQDemppa1zkRFgT8cHgIwbxIiF6HA7935Bg219QUvQ92vR6PtbfDotPiD159FdOhIAB584YlBEdbWlTB5ApRnRMqIITgma5uPNHRWdZuHkcIGsxm/OrefRj2eHF5aRGAvFAZ9XmxHIuuuZijlGLY68XLo6MF4fu7XC781qHDaLFai15+Qgi0HIfu6hp87vAReOJxxbAo9x4PNzWj3mxRFtvJTAavTYzjkdbWsidfQczg9OxMgWOk3mzGkab1Ux0MPI9P7d4DJnsv612vluOwvc6J39x/AFOBoBL+KlGKK0uLiKfTG9qda7BY8HtHj+LhltXvmxACPc/jWEsrPr03jj987VUlQiYsJHFmdhbv7dy07mB7amYWPx4ZKQiJbTBb8H8cPYqn1sgZJoRAx3HQcRyqDQZ015S3O0azRsDrkxPKZMQzDD61Zw9+cdfuks+HZRg4TWZ8avdehAUBX7tyBRRyfz47N4efTU7g/Zu3lLzfVHZxsxiJKJ/pOA6/tGs3Prhl66rGJEMIqvR6fGDzFqQkCX/29luKkXQ/YtVq8ev7DuCZrq5VnyshBCaNBsfb2pESRfyX119T3qFAIoEfDA/hSHMzqg3GNfNBCSHYU1+PLbW1BTsXpWAIg1qjEZ/YsRMzwSC+Mzig/G05GsGwz7th58Soz4cRnw8alsWv7N2HX9y1q2SaGcswMGu1MGu1FYV1EkLwZGcnjre1VTA2W/Are/Zi1OfFO3NyxBIFMO4PYCESUZ0TecjRXQF8e6BfEVZmCMETHZ34ncNHUGNcPQ2GELmCw7Pd3Uhk0vizE28r358KBvGd/n701Do2rBD/oPD+7s34D3v3lezbWo5DT3ZR4I3HcX1ZXvxQAK9NjOO5rT3orq2tWDAyJCTx0sgISDZC4A8ferjkIjw3H+p5Ho4S/SGfXIrQC319COXZCd3V1fj9Y8ewp75h1e8RQmDgeexwuvD7xx5CIiPbGvL1CvhW33UcampCV3Xx4iifU7MzSqoAALTYbPhwT2/JNs4tOj+2bRteHh9VNoz63cs4Nz+PFputbOHPlcyGQpgJhcAzDP79th34lb17S0ZdMoTAqNHAqNHAVcGYTAjBwaYm7HS5lIX6WrAMA4fRhF/cuQvTgSB+ODKs/G0+EsF4wF+WcwKQN/ae29pTYO8aeA2e7OjEj0aGsZzdcEhLElwmEz7auw01effPsyyOtbTg69euKs6JmVCwpEZWjhqDEc9t7SmYA81aLZ7s6MRrE+MIZBfVaUlCq82Gj/T0Foz7GpbDQ62t+FbfNcU+mwoGi1J7yoEQApYpr3LercDI8/jMwYOKuPtqaDkOO5xO/OaBg/jdV15WdDLSkoQT01P45M6da47NE4FAQeqzhmXx77b2YNMa6acsw2Cn04lnurrw9+fPgULeFHh1fBzPdnerKZUVos6cKgCgKNuWCyEE9WYLnujsLPC0LkajCCbWjmgQKcVb05MIJG94JS1aLT7Ssw3NqzgmVp630WLFx3q3VRxiWGMw4GhLi/JviVJcXlxQdCjKwZ9I4sT09I3rAbDT6VozpSP/2vU8X5FDgSEEO50u7HA6CwbiiUBg3QlsNVhC8KGtPThQphDogYZGbK11KP8WKcVsKLhu1IogivjuYH/BNZo1WvzS7t0Vi5mVSyCZVJSrcxxsasL7urvLWiSYNBp8oHsLGvMWj2FBwGsTE2tWhJkI+HFpcbHQ0eZ04anOTevucrEMg8fa2nG4qXnd67uX2eF04cnOznWfKyEER5qacbytvaA/X1xYwLg/UFalktxCvxLMWi2e2tRV4DwICwJmQ+W/+yuhkN+nZ7q68LHe3g2rkq9HpWMzIOfFP9m5qWBsdsdi8CbWFox70EiJIt6amiyI4GuyWvHJnTvLSl1jCMHxtnbsqa9XPhMpxdn5OUwGg7flmt8tOE0mfGhrT1nvTUdVFZ7b2lMwni5Fo3hregrSKuKK5UCzv/u5w0fQehPRASsRKcWJqWkMeW9EHOo4Dh/bth3byoymabXZ8MmdOwsWsuN+P16fmFhTTDsnELlSu6GcUPJc6e4cFMDFxfkCLY5KyVUqOtbSgl/cteu2hbRzDFOWYyIfm06P927aVFDBIZRMYiFvk2E96i0WtNiKbb/O6mrYVmgKNVmt2LxK5ZF6s7ng2n2JBIR10jubrNYCOyVHV00NzCvaoc1uR2d1ddGxDRZzwb17E/FVNcHuJRhC8ETnJjzW3lGWM2RbXR32NRQ6A5ei0TVFPdg5tRQAACAASURBVCmlmA+HFVFXQI6+3VKzfpUgLcuht66uQBh/JhTETLBY8FdlbVTnhMqG4RhG0YXIEU+nkcikFRGm1UhmMkVRD40WK463tZU14DCE4Ghzy6oll9ZCx8lpK/m57bPhMM7Oza55vTkopbgwP1+gLK5hWTzR0XlTJTbXQ8tx2OqoBZ93jrAgrKp4vR4NFguOt7WXXVLJrtcVlQ4LJJIIr+Oc6He7MZiX+gIAu10ufLBMMaJKoZRiwu/HpYVFxdtt4Hk82bEJjnXqt+cghKCzuhq9DkfB5xcW5uEtURlCykYBzYRuLERYQvCejs6yd1+q9Ho82t5e8HzvNx5rby/LYUAg63A83t5RMG6EBaFIVf5WwhCCBoulIIUrJ0JXzrtfijqTCT/fux1VZSxk7yQsw8h5rnkO3ERGzg++mft9t5HTe8k5FhlCsMdVj211zrIXqzadDg+3FIohz4XD6HMvq229BvsbGtFmL6+6F8cwONTYhNY8rYeUKOLiwkJF6Z0rebarGz0Oxy3d9Q0lk3hrerJggdlVXY1HWtvKnvtYhsGR5hZsq6tTokJESvHq+DiCyWLRvRw5seV8mqzWsuwTAjlcPp+ZUAjiTY7JNp0OH+7phctcnqDnnYIhBM1WG5x50TBCJiOLkpb53jZbrdCt8kz1HIfaFVE2m6prVn3+PMMWbLSlRHHd6in5uiH5mHi+wKHFEIKu6ppVj9WyXEHEh5DJIJ6+tzWv7Dodnt60qeyNST3HYZfTVfBZLJ2CO1q60pdEaZFoqlWnLWjXUpCs6Kglz0EUSCZXFcpUWZv71xpWuSeo0ukLcuNy1RbWGtqng8Gi/PqdTicsFURCmDQabF+j3vZqkOxAvS3ve7FUCidnptfcGc8hiGKBZgUAbK6txdYVi9nbQa3BWLD7n6sAUCmbszmk5aJlOdStmGSTWYXmUuQiUvIH5JyeiKXCHe9ykfMRl+HP2xmuNRgrLhdp5Hm026sKHAWeWKzkDnsyk8GQ11vQHrVGI7bUru9lz8EyDDqrqsqqM34vYtJosLmmtqLQ350uV9HO9LWlpdvmnAAAo4Yv6H8U8oJ9o0rjBPL7tN15b2oL2HS6AiekRCkS64zNDxoTAT+mgjdKWGtYFgebmipyNnMMg1a7rWDHMp5OY9zv31CY9IMAzzDYUltbUVUTp9lcEMUHyGUVAxs0/HPivbeaXAnfHBzDoNdRV7HwtoHncbCxqSDScioUxKjPX/I7yXS6yJmgZYu1eEqxcvEsZG6+/7bZ7NhfZgnwO40pW0UhB4Ws6VDunLDSLstBCMkKu96gwWxeNf2IyUbUKtdA1293h9G4ql2TS9HJ/+1S/Y4lBPq8vkUpvecFuevNFuxy1a9/YBaWYeA0F9pV6WyJ+lLktE8KfocwZc8JHMMU2eo3E330oKI6J1RuCg3HgiWF3UiS1h7YJwP+Is9wpbsXOY9wpTiMRnnCZ28MyqdnZ8sK5ZvKKnZLebtsD7e0ovYO7JrqOG6F+B0qXlTxDIM2u72i8EeWYaDn+YJzp0QR6TWM7kQ6jRGfr8AwdxhN6K27fTnYgijKO5V5n9n1erRWWCqSEAKnyVRgEFLIDrXVSGYymPAXGosOoxFNVktF53WaTKi9T3MSnSYT7HpdRbtidUYjnCucMZPBwJpOr5uFY5iitBOJ0g0v1hlCsL1ubXXzu4mGZYveN7rO2Pyg0ed2F+wW8iyLLauEXq+FXGpUV6SzNBcObciB/CCQK0lYyZxv0mjQZrcXLBIWI2EEkskNRahsqq4uS0OiUsb9voLNDh3HbXju2+l0FowvyXRmTdFBDceBZQrbtJJIgJXl5M0rRDs3Qm9d3W1LebtZOIYpilisxK6yriLGmINnC9N3q/SGkpomXIENTdeNVrGtEJzO/y2eudFfCFAylYYQUvAuUQDiPTw/EMhRQJWkBuUcP/ltlZGoou+x6nlW0YRLSWLZY3kinSlwLmlZrqS4qUpp1BZTWRVKaXanLQ0hIyIlishIEqTs57n/poNBpCrMU1uMRgvryENW+q9kClzLI7wWhBA83NqKF/qvK1oT3qy45lqlKjOShKvLSwWL1DqjEYeamm5qcUKzatyJbM3otCRClChEpY0lUEqxGIncdC1pLccVhW2WQ67qQM7Aodn/lSKSSmEhUhhp0Gy1wq67fUJ8aVHEZKDQgaBhWUwHAqhULW21MGF/iVz9lJjBYrTQsWXR6irOrbXpdBXrKNwryOUsKzc+V/bFeDoNbzxWsZYMkIvYSiOZziAlyWOVKBWOVZ54rGhH5GZgCEHrKvnGt5sbY7M8ZqREEaIk5Y0ZeWPzLdj5fDcji8DdmIv0HAd3LAbW61njW8XMR4ojq4KJpBo5UQIdx5UVJr0Sl9kMHccpgo8ZSrEck0sTV7qEbjRbbsuieSoYLFhc8iyLZuv6pUdXw2E0wazRKM6OtCRiMhAoeb8GnofLZFaqGgCycK8giutqXaVEEWMrHO3NNyGGmaPVZrvjwrC5MTKZySCZySAtisjQ4jlhORpVSkVuBD3HlXSwrbzjtfraSqfFepbeyg0j5XeAguvJiayWZsV57+E0NIaQskr4roSg6C7XtF/Z7AaVgeeVTVR/PI75SBjt62jTSFkx3PzUK7teh2pVhLpiVOeESgGiJGE+Esagx4PJQAAzoRDcsSgCySTiqTSSGdn4T4uyw0JYJ8R/NYLJQqNNy3GwaitfkFi1sve40kV7R5UdO52uAiHMn01O4OPbt5f0cEZTKbw1NaWEZxHI4kO9jroN7SykxAwm/AEM+7yYCAQwHw7DE4shLAiIp9MQRHnRkYtSSGYyNx0axjEMrLrbvwBOptNFOXZ1JhPM2soEqyohJYrwrXAgnJ+fwwe++fWKf0uitEDcEkBJAyYjSvDnCcASyOKuWrayoVXP8TDeo7tL62HUaKCp8H4BFC1O0qJYUf44pRSeWAwDHg/GA37MhEJYikYQSCQRS6XksSrvPUqJ5e9+lAMh5I68TzlEScJiNIIBtweTwQBmgkG4YzEEkknE0inFUZHKG5vVxXFpREmCNx4reNfdsRh+9YcvVvxbFChKSUpmSzKqFMMz7IacsVU6fdFmwEbzueVSk7d+0eyJxQqeO88wG47Q0GYrVs1nIzslSuGNxyFKUskqUPsbG/HG5ITSr68tL2HI61kztYJSigsLCwXOCYYQ7KtvuGk9LatWW7HjaKPQrLNq0OPBuF+eE5ajUQSSCURz9quYuWG/ZsfJjaJZpVRpKXiWuWXtoGHK3xDjKzj2XkaukFT5OmEj5+mwV6HJasVwVtTWG4/j1MwM9tbXw8CXtmMDiQR+NjlZsCZqtdnRvAGnyoOO6pxQASBrL/S73XhxeAhXFhexGI0gLAi33Lii2Xyu/N/VchxYhqlokU8IAc8y0LBsxQsOLcvh8fYOvDI2qiz4x/w+XF1axP7GplUnkMlAAFeyJVMBuRTTo63rl/fLh1KKUDKJM3OzeGl0BANuD9yxGGLpO1NCkiEEOu72L4BTkojYirKYep6/rZNkNJUqSjWhwC3L9SulCC9md+xz5CqyVOqwIoRAx8upO/fbcoZn2A3trq3c0RFXyfVcjZSYwZjfjx+PjOD07Azmw2EEEokih9KdoFxh2Zshnk5h0OPBi0NDuLS4gIXI7RmbHzSSmQwSqwjA3boxY+MpQ+92GEI2VLFJx3FFY008l7ZQ4RikXSUl9VYQSaUKnjtDCPQbnHfZVXa+c9EApdIzH2ppxb/2XVccDe5YDP/fubMwHOGxqaq6OGRdzGDI48WXz50tcPDvdLoq1mxaDd0G5sNKETIZjPp9+OHwMM7OzWI+HEEwefvnhDtVPvOmznvvaJDeNHcqPajFZsOx5hZMBgJIiSIogO8PDqDFZsOzXV0wabQFz0CiFMFEAt+4dhUnZ25U87NotXiysxPW+zQq9m6iOidU4IvH8bWrV/BCfx+8sVjJAV3DsnIpTJaFJvufKFEsRMJlG3RyXlvhsRqGKcqTLIeVOXPlwhCC3joHOquqMZgN3/UlEjg5M4NdrvqinRlKKU5MTxUIb9WZjDhUYfnHUb8Pz1+6hJfHRhFNpVZdXBDIBphuRTtHUyksR6M3ZewS4I5UhJAoLeoPWpa9rRVNUqKI2yk5VKrdc6lOOQjke90IHMMWpM/cT2zE/lm5OKG0ePd5JdFUCj8cHsI/Xb6EqWCw5PF8VitFy3LKOwQAS9HITYXxruR2233+rMHzrb7rWI5G1x6bOQ5ajlsxNkfu+fJwdwuRSjddiWB97r93+U6xsTGjeBNjoyK65Da9vSuvhyFkw2kNhJAie0Rap982W634+W3b8denTyOWTkGkFKdmZuCPv4onOjuxtdYhL5YIEE4KGPR68NLICIZ9XmUuqzEY8IkdO+V025tcgN/uMTIiCPje4AC+dvUKZkKhdecEHceBZ1hoORaUAovRyIYj6u5W9ZF7qOjJHeV22pD58CyLD23twbn5OUXc1hOP4wunTuLK4iIONTXBZTLLm6NiBvPhMN6cmsSJ6Wkl5YwhBI+0tuGJjs57qkrN/YLqnHjAccei+OKZM/j+0GDBAK3nODhNZmyrq8Pmmho0Wa2w6nTQsRw4lgHPyIvNUb8Pf/LWW2vWDc6HAGBWOCJESu/ogowQggazBQebGjHi80LM6j6cmpnGR3p6iyZkbzyOd+bmCkK1jrW0Fgn6lUKiFKM+L/7k7bdwZna2YIFh1mjRZLVge50TXdU1qLeYYc6GyfOMrBDMMQxeGR/D358/d/Nh6XdgjCQgRZ793CL+dsVOsEyhqUkAbKmtxeEKHUil2FciJJYhpMjI3XjFiftzISNRuiHH0MqUA0KwphEfS6XwtSuX8ZWLFwoE5zQMq1RI6XE40GKzoVqvlxfq2XGKYxl4Y3H82cm3i0rc3qt44zF86exZ/Ft/X4FDRcdxqDOa5LG5thYt2bFZy3LgWSY7brCYCATwJ2+/WZbY74MIASkyGutMJjzW1n5LduiarFYY1wgBfpChKE6dK4e0KBXZCndaz2A9Vi6gJLq+wGEp5AoKheOk7OwoPZFrOQ4f2roVi5EIXujvU6Ks+j1uDHo9sGi1MGQ1C+LpNEJ5UVgEss7Fr+3fjyc6O++5tl1JRBDw/OVLeP7SxYIqahqWhcNoxNZahzwnWK2w6/WKYyI3JyxHo/jTE29j1Oe7i3ehUi53confUVWF3z50GH9x8gRGfL5sidEkvj3Qjx+PDMOi1YFnGSUdNX99YOB5PNTSis8ePAS7qjexIVTnxAMMpRQvDg3h+4MDSOa9WPUmMz62bRveu2kTnFnvIMfI+XIrjblEJl2xN1PDFoavC5nMhlSCJYmuWTVi7WtgcaylFT8cHoY3LocyDng8GPX50Gi5UWmBUopBjwejPq/ymUWrxeGm5rJTOnITaL5jgkCuUPLxbdvxcGsbrDqd4oxYzct6eWnxtu303Go4hinS7shpZmwklLcc9Bxf5BDprq7B5w4dviW/X8pI4xgGGrZQ8XqjOawpUbwvoyZygoyVklyRwsGsKG2WD6UUJ2em8T+vXilwTNi0OnxgyxZ8cMsWtNnsyliVE3HNZ5YPVawFcreglOJHw8P4zkB/gWOizmjCx3p78VRXF+rNljXH5rQkvmvyjW8H+RE1Oar1evzy7j1w3YKyvqvteqvISHRtxfxSJDOZIqeGgefvqZ1kk0ZTMFPnhBk3glzWsPC7GpZbV+PHotXh1/btR73ZjH+5dlUR0ZQoRTCZXFXbx6TRYE99PX5h+04cbmracATgnYJSijenJvH1a1cLHBN2nR4fzM4JzVbbmnOCluXu+ftUuTtwDIMjzS34o0d4PH/5Et6enlLe40Qmg0SmeEOWJQRtdjue6erGR3p6UWcy3bXUn/ud+8NSU7ktzIXDeHFosMAx4TKb8Z8fehiPt3eUZViJ0trKtyuRRW204FlW2RFIZDKIpdOglJYd/kSzavUbFXwjhGC304XOqmrFOZESRbw+OYFjLS3KIjqZyeDc/FyB6FZnVTV2uZxlDzpXlhbx+sREgWNiW10d/u/jj6GntrwSY/Ju/P2xcNVxHGw6PYCA8pk/kUA8nbptOYMGnpcF1rK7xBRAOCVAy3G3NaSOYxjYdDosx2IAZOMvLAhIi2JFjpiMJCGeTt8nT7iQaEqAsIH66N4VQnY8w8JaoqJLIJnEdwcH4M62MyCnz/zGgQP4+LbtZWk/5BTa7wcWIhG8ODRUUI/dYTTiPx07hqc6N62rvA/IY7N0X/aoO4OGZZWSfLl+ERYEWZvnPhWnvV9IiWJR2cpyCCQTRRsS8s7kvbMAcBiNYAhR5vtMVni1o6qq4t9KiWKB7cEQArteV9bcYtZqsd3phHloSPmuw2iEWaNFIpMGSxiYNBrUmUzYXFOLnU4nttfVwXELHHN3Al8ige8ODsAXv6GTYeQ1+MzBg/hIT29ZcwK9j+YElTsPSwg6qqrQbrfjralJAICR51FvsSCVdZTqOR52vQ7t9ipsq6vDLqcL7VVVqmP6JlGdEw8wV5eWCipWAMDTm7rwcEtr2S9WPJ2uWECs1mCCluUUx4KULZVZSTkwCjns+WamFaNGg0fb2vDO3Kzy2YWFebhjMTRkoydCgixgmTsPz7DY19AAh7H8Cfz07GyBIabneXy0dxt6HXVlOzhiqRTu4RLUBRh4HnUr1MnnwmEEkwJqDLe+rjwg5wg2WW6oKwOyEFhYEGC9jQrPPMvCYTRhOC8sNCQkEUomUVOBQntUEBAV7oww6q1GdjxVXqJzfsXYo+c51JQIgZwLhdDvdhe87wcbm/BsV3fZopS3ulrH7aTf7cZ0qLA07hMdnTje1l6WYwKQo9o2Gln2IEAIQaPFAp5hlJDcUDIJTzy2oZJ1KuWTzGTgjcfWPzAPSimWVpQhZwlBndF4D7kmgBabHSzDKHZRShQxGwrhQGNTxb/liccKIsU4hkGTxVrW/V5ZXMSfnngbfW45Z/5AYyN+bd9+dFXXKBF6TFZYXMvKejX30y7vdDCAIY+3YE442tKMpzd1lT0nyNU61DFSZXXCgoD/fuE8vt3fB0EUUWMw4FO79+DpTV2Kg5AQApYQaDkWOo4Hu0qEjkrl3NsJZSq3DYlSTAUDBYtmHcfhSFNz2bvbubJN8VRlC5MWm63oHMM+b0Uh7RKlmAgE1j9wDRhCcKipqUA7YikSxZnZWeVahr0+jOeV17LptHi8vb3sSVyUJIz5fQUOnGq9AQcbm8r+DUop5iNhiPR2i7fdGsxaLdrs9oL7mw0FMRUM3LZdCi3LosfhKPjMF49jpMJ+VSk6jkOr3b7ivImK8/w98fiGS+LdbZajUfjjiYra2ZeIYzFS6JxottpWNSoppfDEY1iO3gij5BgGB5uaisqRloJmI1r8K8rN3otIlGImHCpYlGhZFoebm0sq9K8kV2Z1ZdUclUJ6HI6CCkaCKOLa0tJ9mV51PxFPpzEdDFU0HyQyaUwFAwVzaZ3JBLtef08tBjqrqgrU+ZOZDPo9ng3Nff1uN1J5UWmrzXOr4clW6Li6tAiRUmyqrsbvHTmGw03NcBiNqDOZUGcyodZohE2nh54vTou8l5EdVbECBxfPMDjU2ITqCuaEYDKJQPL+nHdVbi8pUcRLoyP41vVrCAkCtCyLT+zciU/u3IVGq1V5hxxGI6oNBpg02pJp2SqVozonHlBEKsmpFHmfmTQaWHXasl8uQRQx6HYjXmEpzHa7vUgk5sriYkUq+mlRxPWsiu5GIYSgyWItqP8dTQk4vzAnh9hTitOzMwXlDXc6XWi12Vf7uVVJScW7tVV6fUXpDSFBwIjXdxNCi3cWlhD01tXBkmegCaKINyYmbqqm+FrwLIsdTmeBAJ0nFsOZ2dlbVhpwNfQch+7qmoLydsuxKEb9vrKNUUopZkIhLJUpKnuvkchkMOT1VCRwd315Gb4Vzpheh2NV/RoKeTGT//talkWNwVC2YJtIKcb9/v/F3nuH2XWd9f6ftcvpffqMpqrL6pIty3IvSUziuJAGgUAqNRcuN8CFy+XyI8AFEgg9cAMECEkICXaqW1yU2JaLZElWl2akGU3vp8zpZ++9fn/sM0dzpNHojCzJUnQ+z+PHozNn9ip77bXXetf7ft9rwgBkSUn6rGw+XoejFIJQCXnT5NjkZEk5vMr8rK6tKzNOF0yTF/v7r1h65+sVw7I4NjWxqNCOsWSqzDMO7BDL8HlCwd4qaj0e1jc0lv5tWBaHx8cZX+T8njMMXj1LiLvO62Vlbe2CfyelZM/wEPtHR5AUDblLWrmhvv6aMkAshCUl6WImkllcmkaNx1NxG43iwVHsGngnVLnyzORyfPf48VJoZb3XxzsqDKms8uapGieuU1QEDuXcVH72fxfeZEgpOR2L8Xxf76JDKwJOJ5uamso+OxmdZs/QYMVld09PcXzyzavuB5xO7ujowF88kZTAvpERRpIzTGcy7B8ZKW1udVXlrs6uRYUJ6EJBOyuX+mLiwC0peXVwgO7pa0dNWgjBTc0ttAaCZZ/v7OvllcGBy+I9oQjBqppa1jc2lD4rWBbfPXGck9PTly3yXlUUVtXW0ujzlz7LGgY7+3qJVXgiky4UeG1okPg8ImXXCs/39la0EZZSksrn2dnbW9Zet6azpbl5XuOEgHnDzCqdqwBi2QxP9Jy4JuKLlXmEFBczN4MdRvXsqZNVxYkLUOPxcFdnZ8lNXgJvjI3yfG/vNWMMvlbZMzTE6XisojFtWhb7R0fomePFqCkKm5qarjo1/KDLxR0dnWWi0McmJ3h5YKDiMSWlZP/oCPtHR8rmrNvaOy4YGml7xcaIFw0/ihD4nc4fGcME2GuMs4UsJYubI6cyaZ7q6b6sKcirXLsk8zlOxc54Z3sd+jUjqP2jQNU4cZ0iZoWV5mwG4rksI8mZiib3VCHPVw8e4HQsdsHvno2qKNzV2VmmzD+dyfD1I4eZTKcXLF9KSapQ4NEj5eJ4F4sohna0zMnQ0ReL0RuNcmxykv45cd/twSAbmxrLTskvhKoohN3usoXBWDJZJuK0EH3RKF85cIDoNWbdD7vdvGP58nPa/Q97dnNkfPyybBLrvF7uX7a8ZGgCOBWN8k97X2cylVq0q7YsqqxfKG5/eU0NaxvKT6Ve6u9n18CFDTFSSo5OTvB0T8+i6na1cXB8jKdP9lywryR25plnTp0sO/Xa0NjIskjNeb22/A5nmbdRxjA4HYtVtNjPGgbfPHqUvcMjlTXmLUYAIZerzECRyGUZmUlU9Nyk8nn+49DBNx32dj3g0jTuXbqU1uAZQ2o0k+Gf9u7lwNjYRYV3FK4hbZO3kvFUim8ePVqRUXN4ZoZHjxwpE8Cu93q5ra190dnCLjeaonBrWxura+tKnyXzeb526GBZiOhCjCaTfPXgQUbnhLI1eH3c27X0gl6XQtgHT7O9kjdNdg30s3toiGgmg2Gdm471WkNgh4/OXUOmCwX645W9EzLFNeQbo6OXsZZVrmU0RUErC02O81RPN8OJBFnDuOafoaudqhnoOkUIwbKaGsJud2mTb1gWj584wU0tS6j1eM7ZKNiWaclUOs0/79vLfx05fFEnc4oQbGhoZHtrK8/12gq4lpQ8e+oUHaEwH9u8haDLVZYeb3YiSOXzfO3QIb557Oglc9dv8PrYvqSVY0WXUcOyeHVwkLDbzUTRiKAKwcbGJrrCkUXFlAkhuKG+nqdP9pQWrLFslu91n2BpUdF3vn62LIveWIzPvfwSuwb6r8kT0HeuWMn3T55k/6i9KZTAa0ND/N7O5/n4li3saGvHXRThmtsHUsrSWDOlZDqT4eDYKEsCQVbX1c1fGLYh6P7lK3hpYICneroBe1x998RxsobBJ7ZuZVVt3bypF2fLnM1JP5lOs3toiO7pKR5ZvWZBpXW/08m7Vqzk1cHBUoq2WDbL3772KnUeL5ubms6JRZxt28npKf7y5ZcZSMQX38FXEbFslr977VXCLhe3zwrqijPJb2dV0Y9PTvLXr77CyJxFt8/h4MeWL6f+PAKiQgjqfV5ag2cETy0pebb3FA+sWsXyyLnPpLQLJZnP89jRI3zh9T3M5BefHeCtQAhBZzhCjdvDSNLWLjGl5Inubra3ttHo8513bo5mMnxx317+89DBS37yX1qMnWdRNvv7Sx1zO3vd+ReD8k2VK4RgbX0DD69ewxde31MSdj04Nsqndz7PL920je2trbjOM0/BmSwwM/k8h8bGeHlwgG1LlnBnR+ei6zP3uvM1V3L5+vlKI4FHjx6h3uvlJ9atx++0Q0rPTsM5kbb1E3YPD5X9/fbWVtY1NHA10hoM8v61a+mZniqluXx9eJg/2/Uiv7HjNjrC4XOE82bnyIl0ms/vfo0ne7pLxkiHqvK2ZcvY3NR0QQ8IpZhhIOLxlDKR7RsZ4VNPPcmaujrqvN55PdF0VcXncNDo87GippblNRFcmj5vmuK3GiEETX4/LYFAyZvGkpJnTp3k7cuW0xUOn3eOnMnl+MaRw3xx396ybEhVFs/se/Z8c5X968qz8F1NeHUHq+vqGSrqh6UKBT738i6+f+okbcEgXt1xzrOoCIFb1wm73HSEQ9xQV0/E7a5qUVwEVePEdcy6+gaWRWrKPBB+cLqPz728iw+sXUeT328L1ElJzjSJZ7McmZzg0SOHeWVwkKxhUOf1kjWMRacFq/F4+OD6DRyZmCidDuRNky+9sZ/TsSiPrL6B9lAIl6YhsXN9D8TjfOf4MX5wuo9ELkfA6cQqbkDeLHd3LeWrhw6WDAi7Bvqp83hLiwOf08ldnZ0XlR5o+5JW/t3rZSAeL7Xz64cP4dV17l26lDqPvViwpCRjFIhmsrwyOMCjR45wtBjL3+T3M51Ol8WfXs0IIWjx+/mlm27i0z/YSX/8zOZ738gwv/NslC3NLWxvbWVVbR1eXUdVFCwpY8lRnwAAIABJREFUyZsmk+k0fbEoB8fGODY5Qc4w+dXt2xc0ToDtsfFzW7cyGI9zZMLO7pA3TZ462cORiXF2tLZz05IltAYCODQVgcC0LLKmwXgyZZc5PkbP1DQT6RQhl4v7li69YHu3t7Zxb9dSHj16pDRmuqem+K1nnuZ9N6xlR1s7QacTTVUomBbxbJbdw0M8euQI3dNTqEIQdruJZjLXROjBXHwOBznDoD8e5//b+Tz3L1/BPV1d1Hu9OFWtuHHLsXd4mK8dOsSxs8KxtrUs4f7lKxbUj2jxB9jS1MzJ6enSpvvE1CSfefEFPrZlK+0he7EghKBgmiRyOfpiMb557Ag/7Osjms3idzhwahpT6fRVb+xbXVfHytpaRpMzpbruGujnz3ft4oMb1tPsDxRPUCU5wySey3Jiaor/OnzY1skxDGo8HgzTLLl3V4IszvVT6TSGZVGwTAzTKv5skTMMRlPJspAlKSUjM0l29vXh1XUcqoqmKmiKgq6oaIpSStt5PhX92dTQ05kMRrHMgmWXaxR1ewYSibK53pKSgXiCH5zuwzNbrqKgKwranHIjbveCccIOVeX9a9fRF4vyvRMn7JNl4MDYKL/1zNPc1LKEW9vbWRaJ4CkuSGfnqWgmw+l4jGOTE0VdgRSZQqHME+987U3m88Rz2bK2zvb3rI7L3EwCs8a9F/pP49F0dPVMO+02Kzg1jYjbvag0xm8FDlVFVxQSuRx/t/s1jkxM8MDKlXSEwrh1DYEgYxTonpri0aNHeKm/v8xrYkkgwE+uW3/VtlMIwX1Ll3FscpKvHDxA3jQxpWRnXx/DMzM8vHoNNza3EHC5cKgKhmWRyhc4ODbGN48dZd/ISKm9AtjS3MyHNmysOAvF1uZm7lu6lMeOHi2taYZmEgydJUJcVmfs02KXpuF3OllRU8t71tzAre1tBJyXL+PVxdIWDLGhsYneaLTkhXdofJzPvPQiH9m8mfZgCK9DBwR50ySRy9IbjfHY0cO8cPo08eIaUleUc/SPqpRTKK7J8qZZehfMztOz67Wzx9Z0Js0PT/fZ86+q2Z4Is3OVqhRTh7sqFnm+0vidTt6/di3HJicYSiSQ2B6bu4eG2D00dN6/U4thmR7dTtN7d2cnD61eTXswVLFGVpWqceK6Juhy8f61azk4NlY6VUwXCvzHoYP8oK+XFTW11Hg8JaX7vniszJU64nbz6ztu5ZWBAR47emRRC35FCG5v7+An1q3nb159peQFkczneby7m2dPnaIlECDschdPz9OMzMyUvhdwOvnE1hvZMzTEzmL+4YtFCMGySIRNjU28XEwr2j01Vbah7gyF2dzUfFHXXxqJ8PCq1Xx+z+6S2/tkOs2fv7yLR48eYVmkBr/TgWFaTGcz9ExPM5ZMljapSyMRfuXm7fzr/n28Pjz8ptp6JbHDd7qIZrJ8dteLJSOYxM5R/vTJHp4+2YOmKHh1Haem2Yu0QuEc4Uy/w1HRpl0RgvUNjfyvO+7g0z/YydEJeyNsWhZ9sRh9sRhfPvgGLk3D53AgEORN47wpceeKei5E2OXiY1u2cGJqkoNjYyUvjL5YjM+89CL/tPd1mvx+XJpOqpBnZGam5GWhCMGO1jZ2tLfzd6+9Wpal4WpHEYK7O7uIZ7O80H+a4ZkZ/mnv63z1wAGaA36CTheGZTGWSjKeSp1zD7vCYX7hxpuIXCBu3K3r/PiaG3hlcKAUrjDrPfH6yDCra+to8PlQhCCVzzOQiNMbjZEx7JMxl6bx0xs24tBU/mH37kWJ774VBJxO3nfDWg6MjZZEPDOGwX8dPcyL/X2srK2l1uNFYp8Eno7FyzIZhFwu/vvN2zk4PsY3Dh9elFjpgdFR/vSlF8kYBTKFApmCUfzZoGCdaxy1PaIGeW1oELA3nm5dx61puDXdThHr8fLxLVvZ0dY2b5mWlLw2OMhfv/YK2WJ56UKh9PN8z6YlJTv7etnZ11vSJSmVW/x/g8/PJ7fdzIbGxnMLnUOD18uvbd9BulBgZ28vhaKBYiqT4Ymebp7o6UZXFHwOB7qqUjBNMoYxb/jG2bHw81GwLB7vPsHXDh0kYxhl/Zw1jHm9XgqWxdcOHeRrhw4isMe066x+7gyF+dXtt9AZrly0+a2gMxzm9vZ2vvTGGyTzeb574jhP9nTT7PcTKYZBTmcyDCUS59z7kMvFL964jRvqr06viVlsQ/mNTGcyPNF9omSAOjIxwZGJHxB2uWj0+fE6HGQNg/FUksl0umyOFMCa+no+dcutFd9TKSVeh4OPbt7C8EySH57uq0zLC3uMFfJ5ZvJ5hmdmeH14mA+uX88ntt5I0Fm5WPqVwKPrvGfNGnYPDZbWaoZl8fTJHnYPDbK6zn4nCATJfJ6BeJzeWLT0zHp0nY9s2kzeNPnnfXuroVgLMJCI8/s7dzKVTpfeBbPvh/MdmJ2YmuKXv/ddwM6k4tZ0XPqZudnvdPKT69bz4KrVV7IpFaMIwY62dn5m4yb+5rVXK9YEM4uG9oxhMJVJc3RinFcHB/mNW29lc1PzVfUMXc1UjRPXOXd1dvGJrXH+ed/eMl2DkWSyzPV6LgJo9vv55M3beWDFShTg28ePLdqNWBGCn1q/gbxp8tWDB8qU9HOmWdyEnBs33eTz8/GtW3hw5WomL4HuBNieHLd3dPD6yHDplGPWxVcAd3d2LkoIcy4uTeMn161nMJHgyZ7u0nVn06GeLzZcFYINjY382vYdrG1o4ODY6DVlnAD7Hj+wciURt5u/3/Mah8bHz1kEGJZln+4uuCkXlDv8Llzmjc0t/NE99/H53a/x8kB/ybV2lux5NhblJdpeAZV4ywghWBqO8Dt33MlnX3qJvSPDpedhdpMz3+mMrqrsaG3jUzt2IBB8ce/r15RxwpKSkMvFx7dsQVMUXuw/Tc40SRuFMvG6s1GEYE1dHb++4zbWNzZW9MJeW1/PJ7fdzGdeepGRmTMeBbFstmRUnI8at5sPbdzEB9et52Q0ylcPHLjqjRMAt7W383Nbb+T/7dnD1JwUqGOpFGPnmfcE0OizPZYeWr0Gv9PJt44dw1xEe6czGfaOXPw8kzdN8qbJ3ECloGuGqczCc/VEOsW+kYvTBZHY74ycaTJXBWkslapImFYIwZJAgP9z5110hMJ88+gRW/9ozncKlkW0ggWqR9cvqAtgSclgIsH+i4x5nz3FyxhG2Rsymc9fE5lGVCH46KYtWBK+cfgQ8VwOw7Loj8fLDgXOpsHr5RNbb+TBVasuyovxSlPv8/HrO26lzuvl0SNHiGUzpTEVzWYXHE9uTWNHWzu/dNM21laYaUNiZ4t67tQpvnX8GD3T0yXDxOyp9dnXmTWkG0XjyVxm8jn+df8+Ak4nH960+arLVLCxsYlf3nYzf77rJcaSybK+3TUw/ztBYK/3PrJpMx9Yu47DE+N87dChqnFiAVL5PHtHhi/aS9k2euVIzAmtdKgqd7Z3XKIaXjokdqacfSMjfPPoEV4dGiyl5LaN4BqqUr4anRVjNaVFwTTL3hsSeH1kmM++9BJ/dO99dIRCVQNFBVxdM02VK47P4eBjm7fQ4PXxpTf2c2RifMFTNo+uc1tbOx/etJnNRXX9NfX1+J3ORYs2iqIr+ye33UxXOMK/v7Gfg+Nj5zVyOFSVG1ta+NCGTdzd2YmqKHSEw7g07U2/WDRF4bb2dr568MA5i6N6r5dtS1orOhGbDztm3sdv3XY7naEw/3n4IINFN7HzUevx8PZly/nwpk10FlOXrq1vwKmq10xoxyxOTePuri5W1tbynePHeaqnm6OTE2VuuudDEYIGn4/b2tpZU79wSMdcVEVhQ2Mjn3nb23m8+wTfOX6cfaMjZWlhz4emKLSHQmxtbuaujq6KU8eqisKWpmb++L638cV9e3myu5uJ9Pk3ZE1+Pw+sWMmHNm6iyedjKpOm0e8/78bzaiWZz9MZjvAH99zLlw+8wbeOHVtQQyPodHFPVxcf3bzlgmE6c9FVlXeusA1d/7j3dV4dHFxwDOmKwubmZj64fgP3dS3FqWmI4ni6FvrY63DwMxs3Uefx8m9v7OfQAnMj2EbQW9va+PCmLdzY0oKmKKyuqyPkcpUJ61WZHyEEzf4Av7b9Fna0tvHY0SO80H+6ovSzAmjw+Vjf0MgdHR3saJ3fQ6SKTcG0UBWF/779FlbU1PDlAwc4PD523rWHQ1W5qaWFD2/azI629mvCMAH2uGgJBPgft+xgU2MT3zhyiFcHBxc0jqpFnaoHVq7i4VWrCbvdFW1mpJT0xqJ85qUXeebkGcHh9mCIm5a00BmKEHA60FTlrL+z70e6kGcineb45AR7R0ZKhygZw+A/Dx/i9o4O1tTVX3xnXAacmsaDK1cRcbn553172T00uKAW2ewa8qfWb+Cuzi4cqsrymlrqvd4yA3CV65dMocDXDh3k73e/VtKc8+g6O9rauKGu3g5X1TTEWdYJsyigHs9m6Y/H2DsyUtpLWFLy+sgwT3Sf4KObt1x1Rr6rEXGVKI5eFZW4nimYJiMzM+wdHWHfyAh90SjxXBbTkngcOg1eHytqatjc3GyHe8x5YeYMg57paXKm/cLtDIUJuVyLsg4alsVoMsn+kRFeHx6iJzpNPJtFYGcVWVFTy9bmFjY0NlLr8ZRit6bSaQYTCUxpoQqFlkCAWo/novugZ3q65Ao+i1vT6QiFKo73PB92PLdBbzTG3pFhO2XpzEwxpEbgdzpo8QdYU1fHpqZmlkbCpTh6gHg2a4fVSAtNUVgeqVmwTrFslt5oFFl8vPTipnux8aMTqVTRmGJfx6lqdIZDePTFxwoWTJPRZJK+WJQ3Rsc4GZ1iLJkkmc9jSYlD1fAWx9uSQIDVdXV0hsM0+vz4HY6LsjjPClz2xqK8MTrKialJRmeSzORzSEkxxtZBsz9AeyjEqtpaWgIBGrw+PLp+UWUm83l6pqd4bXCIg+NjjMzYCs8uTaMlEGBDQyM3tixhaSRc6kfDsuiLRkunC17dQWc4fFUtxGPZLP/72Wf4XveJ0mc/tnwFf3TPvQRcLjKFAn2xGHuGh9g/OsJgPEGqUEBXFRq8Pm6or+fmJa2sqKkhcJFuwpaUjKeSHB4fZ/fQECempohlM+RNE5emU+vxsCwSYWNTU2kxMTtfmJZF75w+bvT5aPL5K6pHNJNhIB7HkPbiV0GwrCaCz1FZ6M/FYlgWIzMz7B8dYe/ICKei0ySy9kmzW9dp8HlZHrHn5pU1tWVixjnD4GR0umS87QiGFtzsSCmJZ7NlKdQuBZpQWBIMnjd8RxaFb0/HF5/9aSF0RaU9FFz0nCelJJ7LMRiPc2B8jCPj4wwm4sSyWQzLwlmcp+q8XtqDIZbX1NAVjlDn9RJyuS54ym1JyWhy5pIbjVyqRkc4fEHPjStJwTT59wNv8Okf7Cx91hkK8y8PP0JrMIhhWQwlEhwYG2X30BC9xbUHCCJuN8trarh5SSs31NVRXwzdWiw5w6AvFivzKmnw+mjy+69Yik1LSibTaY5PTrJ3ZJhjkxOMp1JkDQOnqlHr8bA0EmFTUxOrauto8vkq1tSQUjKSTPJ7zz/Hzj47Da5DsUU0P75lK13FMbHQPCeL3hPRbIane07y2V0vlrz4PLrOr958Cx/bsmXBeiTzOXqjsbLwr65wmKBzcevBxWJZFmOpFAfHxtgzMkTP1HTpneDWdGq9HpZHatjY1MSaujrqvWfGkVF8J8yGNjf7/TR4zxUdBhhMxJlIpUtrodZAcF7xeEtK+uOxMsNmVzgyb2jM2e99VSgsDYfxFUNKpZT0x+NlxpOOUJjwPGts07I4HYsRyxVDRhF0RSLzhqfmTZPeaLT0TOiKytJIZN65I13I0z01jSkvnciygqDR76fR55v396l8nlPRaGksCQStweCi1/eJXJaT0+Xr4LZgaF5PaNOy+I9DB/mLl3eVPF07Q2F+8aabuL29g3BR3HIhrGK69JPT0/zpSy/y2tBgKVTrxpYW/ur+d9JwnjZfJ1Q0EVSNE1VKzM1YMPvzLAL7FPtsxfJLzazy+dzyZ9WiZ8u/1jlfP8+2c7avf1Rdv85WuT/74bf7wX4ZXcp+kKXybHXps8f33L6HN69QPlve2W28Us/S5WA+48Tbly3j/957HyGXvfE8M74trDkNv5Ttnh1D5ls4V11Jroa5+XrkQv0+O0/Nzh3V/j+X+YwTHaEQ//zgw3QUdRQu9E5UL9GcfDVQyXsBFtdWKSVfPniA33v+udJGaFNjE597x/20BoOL7rfpdJrfee4ZniymuBbAI2tu4E/uvQ/lKhX1u97eCVUuPX3RKJ984nscHh8HwKvr/M4dd/Lw6jWLPiSSUvKtY0f5P88/VworDrvcfO2972NZTc0lr/s1REUPYNW3pEqJszdnbwU/KgaIhbga+vmtZHZxoArBlfQJmLvIvZLlXT1+D5cJSZml58z4vnwtnx1D2nXyDF3vc8ZbRbXfLw9nTRnXVT9fjveCJSXfP9lTJqb59uXLaPJX5hV2Nj6nk6WRGsA2Tkhsr4icaeK+So0T19s7ocqlRUrJ/tFRTs3RylpWU8OOtraL8l4VQrCytg6nppWME/liJrEqF+bqnGWqVKlSpUqVKlWqVKmyINOZDMMzM6V/C2B1bd0FXdDPh4BzDPm2t2HVybnKjyYFy+R0PFamB9Po89Ho81/0NVVxroy7VX2GKqLqOVGlSpUqVzlz84xfaTRFod7rrTj+uUqVKm89lpREM5mLVth/MwhhizpfjC5RlcWTzOdLacrBFmd2qhe/vM8axjnGDr/T8aauWaXK1Yxh2Wm5ZxHY+mpvxtt2IJEgb57R6XBo6qL1j65XqjNNlSpVqlzljKWS/M/vf5+jExNXvOwGn5d/eOBBWoPBK152lSpVLo68afL53a/x2NGjV7xsh6ryB/fcwz1dS6942dcjDlUtC4kxLIupjJ0K92K2VqfjMXYPDZb+7dQ0OkPh6yLspsr1iSIoC9+Q2GKa6UIBr2PxRtasUeAHfb2k54jwtgWD+C/iWtcjVeNElSpVqlzlWFKSyOWIZheXrvdS4NTUsljmKlWqXAtI0oXCWzJnOFT1LfHyul6p9XiIuN30xc5ku3n6ZA/bW9vmzRAxH7NCnaPJJF94fQ/98UTpdxG3m5uXtFbFJKv8yOJQNZYEgmiKUkrZfWJqin2jI2xvbUUVlYVISSlJFQo82d3Nkz3dpdS2ihDc0tpGaJ4sIVXOpWqcqFKlSpUqVapUqVLlGsShqty8pJW9IyOlz3b29tIW3Mv7166j8QIpWC0pmUqn2T86wlcPHmTXQH9JX0IAt7d3sKL2us4wUOVHHAGsqa+j2e+nPx4HYGRmhn/YsxtNKGxqasKpLbxlThcK9EajPNndzdePHGIyfSb9a2sgyN2dXbgucI0qNtVeqlKlSpWrnIjbwye3bSvLm36l8Og6NR73FS+3SpUqF4+mqDyyeg0bGhuveNmqUFhX33DFy72eeeeKlTx9soeeYraBeC7H/3t9D68MDrC1uYXVtXXUe724dR2JJGcYxHM5RmZmODk9zYmpKY5OTBDPZUvXVIRgY2MjH9q4EW9VP6TKjzBCCFbX1nFv11K+fOANcqaJBHb199Mfi7FtSSvrGxppDwXxO51oikLeNEkXCkykUvTH4xyfnOTY5AQD8TjmHG/TsMvFhzZuZH1DQ9X7qEKqxokqVapUucrx6vpbGr9dfZ1WqXJtoQrB5uZmNjc3vyXlV+eMK4cQgmWRCJ/cdjOf3fUSA8WT35xhsHtoiDdGR3FrOrqqlDwoLCkxLUneNMmZRsmVfRZNUbipZQm/cvPNLI/UVDdVVX7kcWoaP7VhI4OJBM/3nqJg2bk1BhIJho4e4cmebpyqiqooCMCS9nNUsExyhkG+aNCYRQANPh8/u3ETj6xeUxUVXwRV40SVKlWqXOWIeVJSValSpcr5qM4Z1xe6qvJjy1fgczj457172Tc6QqZQQGKLo1aiASKwQ0Sa/QEeWLmSR9asoTUQrBomqlw3tAeD/M4dd9IeCvGd48eYTKcxLAtLSpL5PMkKrqEpCl7dwfbWVt63di3bl7ReMCSkSjnV3qpSpUqVKlWqVKlS5RpGVRRub+9gVW0dL5zuY2dfH73RKLFslmQ+R960MCzbSKEIga6quDQNr8NB0OmiLRhk25IlbG9tpTUQxKVpVcNElesKIQQtfj+fvGkb93R28dTJHt4YHWUynSKRy5EpFDAsC1NKFCFQhYJTU/HoOgGnk1qPh3UNjdza1s6aujrCbnc1y81FIOTVocJ+VVSiSpUqVaqcn5xh8PLAAL2xaOmz9mCIHW1t1ZOBKlXmYK+tLCQSgXreTV7enGI89RRB12b8jlVXtpIXgWGlGE89jltvI+S8EXGWir3dbhP7HF5BAkcnJnhtaBDTSjOW+h513nbef8PPEnyTyvVSSiQGgnM30cn8caLZV6j33I9Tq39T5SyE3abHcai11LhvP6c/LgdSGkxnd1Ew49R57kVV5tcEypsmwzMJhmdmmEylSRsF8oaBxD7ddWkaAaeTGreHRr+feq8XTVGK/VpASjvUw+5bdcFx/ObaI5GYSEyQIMTlK6vy+hjFOlye+2nJAtOZXUSzrwAmIdc2aty3oYgro+0xPPMNNMVHvfcdl+yahpVieObrBJ2bCDjXX1OGrVh2L6lCN/Xe+9GVQOlzS0pi2QwD8ThjyRSJXJacaVIwTRRFwamqeHUHYbeLeq+PZr8fj8NxUV5rBTPGSPIxcuYYqnDR6HsIj95xydp4NlJaRLMvkzPHqPe8A1XxzPsdiTnvHHuRVHSR6mqySpUqVapUhFPTuLOzkzvpfKurUqXKVY5kIv0seXOSFv8HON+azJI5MkY/PmvFla3eRSKlQcYYQFP88/+eAqPJb6KrEWrd96AIwQ319dxQX0/enObY5FfwO403bZgAyJvj9Ce+SFfoV1FF+fUyhX7GU08Sdt2Mk8tonJA5JjM78enLqHHfdtnKmYtEkjMnKBhTSKzzfs+hqnSEwnSEwou6fsGaomf6T0gbp1GFG0W4CTjXUu95Bx69EyEuXey8lBZpo5eRmUeZyR8FLALO9TT73otLW/KWbHBNmaYv9nkafe/G57g8z6VAwanW49KaGE1+C4FOxLUdrpBxYjL9PE6t/pIaJyyZYTz1OJriJ+Bcx7WkPFOwomSNQaQ0yj5XhCDi9hBxn7txv9QowoFHbydvTjCefpqQa9tlNU6AJG9OkjWGzzuPxHN7iWVfoz3481zJ+1k1TlSpUqVKlSrXAed6SkrOLDjsn2c3A2e+O/t/+/Nzfz//9Sq9zuLrPrfO9nXm1mXh+i1c10rqO38fnvnemU8NotmXcKi1gCyeQp+51ux1nGojy8K/cc7fz1+XhepzMf0rWazzrKb46Qr96jn1na2HaaWZyrxIrfsOwEJKwdxxVf79ixsTs2XN5I+QzB+1T93l7OL67LLknLIWf78Xg0TCnHrMvU4l5Vzofs/+XqDS5H2Y+cZM+bXOP24WwioaoHz6SiLuW8mZ40ymnyGafZXl4d/C51h9znN3dv+e/bye7/kpWFFORv+MvDlJo/fdCOFgLPlt0oU+Vtb8LrpydgrTxfRf+TxxIWb/Pm9OMJ19iTrvffOOq4u7l+XfEULF71yNW28hkTt4wTpdbJsudI1K67vY75373TfzbjnzvcU8l5XPn5Ja913Uuu9e4Bpz61Lps3umvLJPzmrn7L9VxUOt5250JUwsu6fCNi1Ul/nrfOb3ggbvA/PWcbZfotnXbKMNVrHI8rn1fP252Ht1NlXjRJUqVapUqXJdIJnK/JBEbj8SSbrQS6PvQVL5EyTzx2jyv4eI6xaEUMlbk4wlv0c89zpSmvidq2n0PohLa7UXOBiMJr9DwZrC51jFROppcuY4Hr2d9uDP41AjSGmRNYYYST5KMn8MITRCrq00eN+NroQWsbg2iOX2Mpb8DjlzHE0J0OC9n7B7BypOClaU0/G/R1dCtAU/iiKc5MxRTkb/nIh7Bw3ed5E1humP/yMR983EcvvIFPpxaU00+95b3GzZ7uwFa5qx1HeJZfdgyTx+xxqa/e/FqTYhhMCSWQZnvoym+HGoNUykn6FgThNwbqQ18CEU4WI680PG008znXkRVXhJ5A4BUO95B42+dwMqpkxxOv4FkvmjWDJPW/Bj1LhvLWu3JbNMZp5nKr0Tw5pBCI2AcwMt/p9AE14ATJliMv08k5nnMa0Ubq2VRt9D+B1rKnJJn8rsZDr7Ml2hX8GSebqn/wCP3klr4MOYVore+N+yxP9BPFo7w8n/YjrzAnlrmhbf+2j0ndkgWzLHZPoZJtLPEs2+SqZwmvH00yhCp8H7buq9byuVmTMn6Iv/HTP5I0hpUuu5iwbvu0ptuhAZo5+R5KNMZ14kY/RzaOJXEKi4tTbagx/DqdlpTCUm05ldDCS+RN4cx6k20uL/CXyOVcX7bZExBhhJPkoqfxwhdMKubXZdlMUJQebNSfrif0cyfwxFOGj0vpuI+1YE9kl42uhlLPkdUoUeLJnDodbQ5HuEoHNrqZyCNcVY6nvEc/uxrAyq4qXGfSf13ncg0AHbDXtw5qsYZpygaxPtwU+gibleLBLDSjKR/j7TmZcwrCSK0Im4bqHR9zCqqDwttNexnFrPPQgUIu4dnJj6fYZmvsLyyO+gCheWzBHN7mIs9QSGlZjTps2AYCL9NBPpZ1ge+W0cqu29YckMA4l/Q1KgNfARpjMvkSkMsizyKSKuHYCCR2vn8OSniOf2U+u+h8nMc8Qyr+JzriKaeYWClSDo3ECz/73oSk1xw2Uykz/EaOq7ZI0hQOBU61kS+BAeraOi9hpWnNHUt5nOvEi6cJKe6T9GUwJoip/WwIcIONcX71OUifTTRDMvY8k8XscyGr0P4tGXljZ/OXOUsdR3SOQOILEIODbQ5HsIh1q/iHluJE4wAAAgAElEQVTPJJk/zmjqW2SMQUDiVOtp8X8Qr76s4vtoyRzj6SeYSH2/OMZvxJRp5m40DSvORPoZpjMvYMk8Hr2TRt+DePUVxfpKLFkglt3DePpJcsYYQqj2XOH/mXlDpyyZYzz1OJOZH9AR+gX8jlUVPXOz83nYdTM5c5Jo5mVMmaHe8zaa/I9U3G5TJplIP8t05kVMK4UiHARdW2n2vbfkaZXMH+Z0/B8pWFFc2hK6wr+KU60rXSOe28tY6ruEnFuJ5l4hZ4ziUOtp8b8fv+MGhFCL9+lYKSSjYEYxZRa31kKz/32EXDcyMvMoGaOf9tDPows7bGQk+Sjx3B5W1/7fituUMfoZS32HZP4ElsyiKyGafI8Qcm0rjatodhdTmReo9dzNVPp50oVedDVCW/DjePVOQBLL7mZw5ksUrDh+x2o6gr+Mrp4JZ4nl9jCeepypzAtIWeDg+C8CgrDrJpr9HwAkPdN/TNC5ufhOs80JycIxBuJfpMX/QYKuDRW362yuKuPEeDLJE93dBF0uHlq9+q2uTpWrFEtK9gwNcXJ6mru6umj0+d7qKl02nuzuZngmwf3LV9Dkn9+N9nxMplI83n2ClbW1bG1uQVXOXagWTJNnT52ie2qq9FlbKMh9S5fimSevuSUlB0ZHeeH06dJnYbeLty9bTp23soVllSpV3joMK8ZY6gma/e8BJKeif0m99z40JcBQ4qv4HWvRFB/98X8ikdtPk+89qIqH8dQTnCr8RXGjYXsDFMxJxtNPkyqcJOy6GUU4sGQeReiAvYjvif4pIKn33o9hzTCSfAzDStIW+Og5rvjnI5E/Qs/0Zwi5ttLovoVk/iinYn/FUlRqPHegq2FCrm30xf4Wv3MdQedmBhNfpmDFiLh2oAgNS+ZI5PYX44rfQdCxibHU9zgV+0tW1Xwap9aAJE9/4l+IZ/fQ6HsQVXgZTX6TrDHI8shvo6thJBY5Y5Sp/E48js7ihsp2yRWoCBQ8eheNXtvo43OspNH3MAKBU20C7HlYFW6afe8lkT9If/wLGFbinHbHcns4Hf8Cjd534dbbyRuTmDKF4Ixb/VjquwzNfI1G7wM4tUYm089xMvpnrKr5fdx66wV6VqAInVRxoZs3p5jJHcKwkpgyTdroI2eMoCl+hNCp89yHR+/gVPRz5K0p5p4SCqHic6xCUVzM5A9T47mdiPt2BAourWVOmZJoZhc1nrto9D7ATP4oA/Ev4lAj1Hnuq2g86EqQWvddWDKLmUnRFvhZFOFEFV40JVj6Xs4YYzKzkwbvj6EKDyPJR+mN/Q2raj+NQ60hb05xYvoP0YSHBu+7yFvTDCe/gSmztAY+VDIsVEI0+wp1nnfQ4H2ARG4/p2J/haYECLm2AlAwpwBBnedeBKo99qJ/xdr6v8Ch2t4BI8lvMZ56nBb/B9CUIFljqBjvPfvuVgg41tMRDDKY+BIZYwgpy7NwmFaOocRXGEs9ToPvXXj0DvLmFLoSBi5OP0EIBa/eRcR9GxOpJ22vCsdypjIv0Bf/PHWee/HoncSyr3Ey+hlW1nwan2MFLq2FjNFPIrefWs9ddj9YMSbSz9Di/wCKcJLIHUBXAgSdm0vhIh69E6/eRTy7j1r3XRTMGGPpx8lZ49S478S0Mowkv47ELM4jbrLmKD3Rz+LRu2jyPYxppUkXehfliK4IFyHnFlThJpZ9vbg5X4pAx621AbahdDDxZaYzP6TJ9+NoapDJ9LOcjP05KyL/G5fWhCUz9MU+T7rQS5P/ERShM5r8Dhmjn2XhX0dXQxXVJ2dO0BP9U1xaC02+hzCtzKLbJKVkKvMCp2NfoNH3EG69jWh2F8n88VLIgJQGQzNfYyL9fZp8j+BQI0xmdnIy+uesiPwubr0FKSGaeZkT039IjfsOmnyP2M+flZ43zEdiMpH+PoMzX6Et+FG8up0KvZJnTkqDVP4k6UIfXsdy6r1vx7TSOLXFpUWeyvyQwcS/0uh7BJfWSM4Yt5+nOfX16F10hH6xaEA/ipSFsmsYVpKpzA9JF05S53kHYefNjKQe42T0c6yp+1Ocah15c6o49jpoDfwMidxBBhL/yhL/TxJwbiwaqyZso9mc5zVvTpIunGYxFMxppLSo9dyNInTGU09xKvYXrK37G5xarf0dK8F0Zhd5c4KgazMB50YMKzXHMCnwO9fQofwCgzNfIVMYQFIezuLWmmnwvpOMMQBS0hb8GAKBrtSgCCdg4dSaGU8/QY3ndhxqLVJaxLKvkTWH8ejti2rX2VxVxomxVJJ/fH0PHeHwFTFOFEwTU0qcamXCO6ZlkTNNXJp2zaqvXo1tyJsmUkocFd6HTKHAY0ePsLO3l1qvh0Zf5Rbka43HTxzn1cEhNjY2Ldo4cXRygs/t2sU9S5eyobFpXuOEBE5Fp9nZ10ssm2UwHufm1lZ2tLbNa5yQUjKeSvFi/2ni2SyDiQSNPh+bm5urxokqVa4RdDVIo/fdaEqQvDlFg/fdZI0hTkY/iyUzJPODxLN7aQt+lDrPfQih4NE6ODL5P4llXy/bRObNCZb7fougazMCURa+EM/uI13oZVXtHxJwrEdiILEYnvk6jb6HcSsXXmyaVprx1OO4tGY6gj+Hroaocd9OqnCSsfSThN228SHi2s6M+zAD8X8l4+lnKvMDloV/E6d25hQMoRBx30KL/4MoQsOtL+HIxG+SyB+iVq0nlT9FLPMqrcGfpd7zdkBBV8McnvgftBR+koByZlNRsBK0+n8Gj2NpWbuFEHj0DlxaE5rix6W1EHJuPceLQQgVt74EU2ZQznOanTenUYROyLUNn2MFitCxpC0ACZAzJphIPUOd5z6WBH4aRej4HCs5NP4rRLO7cWktF/SecGpNCKGRM8ZIF/pw6x0IVAwzTqYwgKb4cKh1CKEU+1KgzRGMm0UROl7HMjQ1iKp48OidxXaf+0536610hf4bmuIj4r6NeG4fidyByo0TaoigupGZ/BFU4SXo3DyvmBsImn3vocH7TmxDjIvu6T/AsBLoSoRYbg9ZY4gbaj+Dz7EaiYEl84ynnqDR+2D52LkA9ibn59AUPxHXdlL5bibTzxY33UpRJHAjitCRUqIpQXpjf02mMFAyTuTNCZxaA2HXtqJBRyCxSpspIQSaGsCnrMCpNpAxh86pR84cYST1KK2BD9Pk+/FSeWBxscaJM23swJQZClaUghlnPPU4Qecm2oMfQxEOIq7tvDH2CSbTz+HVl+J1LMepNhLNvkrEfSuK0Inn9qMIjYBzLWBhWAk0xY86x2tGES4cag05c8wOlcEeXy2+9xNybbOFM7EYnvlPmnyPoCpuLCuDYSYIeNcRdt2CKjwlw06lngqq4sLvvKHY1xp+x5qSt8QsqUIv0ezLNPvfR5PvETs8w7GaIxO/wXTmJZp8D5PIHSCZP0pn+FeKnmgKTrWZo5O/yUz+CGHX9grDa3IUzCj13rcTdm0v9pEJi2iTKZNMpr9PwLmOtuDPIoROwLGWRPYNZo2LaaOf6cwLNPkeosX/foRQCTjXc3jiU0xlnqdF+wkAhpPfIOjcRGfol+fMAeVhdsWaM5l+jqGZr7LE/5PUee4pjcNKnzmJgYKT9sAn0NRAsaqLi0HLm1OowkvYdRMevQuBZl+3aDwHO5Ri1pCWzB8/z5UkDd4HaPI9DKioio+jk79BwYzZxglrmnThJJ2hXyLo3IJLW8J4+ikksuhhZJznuosn4FyP37m21J9OtZ6e6T8hY5wuGSfstk9Q6/6E7XUltHNCHzXhx+tYiVNtoGBOn1OOS2vBpbXgmKkBJCHnljKjjpSSiGs7Y6nvkSqcwqHWUrBiRDOvEHLddF5Nokq5qowTVxLTsnh5YIDRZJIHV626oNK8lJK+WJQnurv5iXXrqfFcfnGUS42Ukp7pKZ45dYoPrl9PyFW5e9/lwrQsnjt1kpxp8q4VK1ErmHBdmsb9y1ewNFLD2vqGK1DLa5PlNbV8bMtWNjQ2os9jmADQFYVPbL2Rj23ZyqnpaT7x7W8teE1FCO7p6uLOzk6imQyfeupJRmZmLkf1q1SpcpnQlSBC6GjCi6b40JUgeTGFJW2F/nThFBIDv/OG0ubWqTXg0hpJFbqpkXeUPndrS3BrrYhS7OmZuWamcBRLFphK7ySe3QtAqnACw0qQNydwV3ASZlip4qJRMpz8RtFrwBbysqyM7a6rBlGEm2b/e4jn9nE6/g80+z9QOrWeRRUuPFoXirDf9y6tGU3xkTOGkZikCj0UrDiJ3BvkjDHAXuRZMkfWHCUwZ3Hs0Ttwao3ztvtSEXJuZjL9fY5P/S61nnuocd+Bz7GytDHJmkPkzFEyhdMMJv4dAFNmMKwkOXMISQGBc8EynGojmvCQMfpJG734nWvJGkOkC31kjcFiOMulE0AEgU9fjabYm1FVeNCEF9NKX8IybBxqbVHAUUFKcKgRLGmURO+S+SNIaZRCUezPjlOw4uStSZwszjgxezKpKUGcWjNZYwRL5lCFGwmkC6dI5XswrAQZox9TZrBkvnSNWvfd9ET/hOPTv0+N+05q3Lfh1i7k/VJO1hjFtHL4HWtLRqzZbBtvFqUYWoK0yJuTZIzTSGxPAhuJIRNkjUEsmUNR3ETctzCW+i45YxSn1kQ08wpurQOP3lnMBGAbX+ZutoUQCFQsWWB2Q+pQ63BoDfZzJgUevRNTZsib07i0ZpxaI7WeexhI/Asz+UPUuO8obpIu7aFJ1hjEtFL4netKz4VDrcWtLyFZOIEpsyQL3QihlcKHwJ5rHGoNqUIPIddNpXuzEA61jnrv/Qwm/p2Z/FFq3HcQXuTGz7BmyBgD1HnuK2UCcWnNOLRaZo0KOWOEghUra5OuhHFrbSTzJzBlBikNssYIzb4fR1MCc+5X+ZpdCJVE7gCJ3AHqve+k3vtjZRlIKn3mBBo+xwq7LESxmMUdqIZdNzOVeYHjU79HjedOatx3LCocZhZdieDVlxVDOEBXw1iYJW8D+x0g5ohKSqQ0LpuYa7rQR6rQjWEmyBrDmDKLJXNl33GoNXj0Lmaf+0tdF9sI34VPX8FU+nlCzhvJGsOkCt20BT/OmzWEXrfGiVShwOMnTpA3Dd65YsUFXt82L5w+zRPd3TywctU1aZywpOQHfX083dPDQ6tWXxXGiUQuxzePHqPO6+GdK1ZW9DeqonB7Rwe3d3Rc3spd4zT6fPzStm0Lfse2oNqTViXeNEIIVGFvD1yahnYeo0eVKlWuXkTZRkXYp4tzPpk96bHj3GdREEIvbqbObNJVxXPejbllZZEY5MyxUtiCKjw0eh/AoVSaQcBCyhwWJlljqOTiHnCsxa23I8SZZYwiXGiKD0sa6Eqg7Heltoqz2i60YnsllswhMcibU2Wq7c2+H8etLWHu4lgTHha7WF4sLm0JyyO/zXT2ZSZS32cy/Tz13rezxP/TqIoLKQtIWcCw7A3hLHWee/A71lLJAlEVHhxqPZnCabLGEDXuu0BKkvlj5Mxxgs6NJQPMpUJVXJQLqV2eflSEVjwlFcz3ajszPkcxLDvESFcCNHrfhT4nPKQS7LF2pk2K0DGwN9+WzDM08x9Mpp/Hq3fhVBvmVccPujazuvaPmcw8V9RreJoW/weo97y9YgORLIZVnb3hvxRkzZHiM+ZHYmLJAoaVLBt7EdcOAs4NdvkIQs6tDCW+YmttUCBt9NLkew+KcCIxUYWbvGkbRmdPtC1ZoGDN4NQaKfVpMWQKZo0XCgKl9Jxqio/WwM8SdG1kPPUkfbHP49GfpDP0yaIH0aXpC0va3l9K2dwoiuEI9tw4GxqgzNliCdsp/pz5cyE0xcOSwE/hd65lPPUkp2P/wLj+BJ2hT+LW2ioU+bSQ0ii64s9WRpTN7WfaNNdb1h7DkgIUxzCAIpwLliulRSy3F13xky70ULBiqErjmbIqfuYUVOF5U/fNqy9jZeR3mcr8kMnMTiZTz9Lge6AYUqRf+AKzNREaYs48cvaM5VDrCbtuZjDxb2Tc/aQKJ9GVEH7HOsrn4DP3/UzK5cq9QSxZYGTmG4ynn7a989SmohfRuddQhNMONbyMHvKaEiDivpWx1LfJmaPEsq/i0Zfi0Ssbmwte+xLV8ZJyqV+E8xHPZjkwNsqq2toLfxl7IO0eOteF7lqiYFnsGR5+q6tRQkrJVDrNofEx7ursfKurU6VKlSpVAKdaCyjkzQlcs+KCMk/enCDi2l7ciJ2rgH42Lq0JhxKhLfCRs/QPREUnh2AvshxqPboaZmn418pO4UApXUdiMpl+lqwxRL3nbYwkv0nIdSM+xxmjtyUL5Oe4sFoya7v4qyEEKk61vigw9h5Crk1l9Ti3vpVsqpU5av+LRwhbp6LJ+xB17nsYTX2b0eS3CLtuIeC8AV0Joathajx30eR78KzaqVRyWi6EwK0tIZE/iJQGXr0LS6aYSD+DRBZP3xZV6+KmsTxDxtnfuRSUFOLPu8Bf+B45tSYcSg3twY/j0prK/q7S8TlL3pxCIhHYMfwFcxpV8aIIJ1ljgPHUk0TcO2gLfAQhNKKZl89R5FeEhldfhkfvoMn7EH3xv2ck+Rgh55aSyOeF0NWwHXphxpFSXrLNiWEliWVfw6HW49JaMGUKhxoh5LqR9uBHz/q2WjKAOrV6As51RLOvULDiWDJPyLl5tsW49TZm8kfJGIN49U6klBhWgnShl5qiZoldfgLTygCUviMxy0KM7JCaWwk5byKe20f39B8ylfnhgql856c4hucxIDnUMIpwkDPH8LK0WB+DvDlOUN+CInScaj0Sy9b6KOpLmDJnewao9XM0RC6MKrxEXLcQct5IIv8GPdN/zGT6eZYEfqqiMaoIJ5oaJGeOlz6zrBymlWR2DtfVIKpwkzNH8WOH1EtMcuY4PscKhHCiKTqK0MiaY0hpLmAskzT73kPItZXu6T9meObrtAc/garYxpHFPXNvbuwKoeDSltDsfz/13vsZnvkaY6nvEnHdgtexdLFXO+9vNMVPxL2dkeS3SBVO4FBraQz/mq1XIop+FULFolCaqyQGBStWNC5URs4YYSz1PYKuLXQEfx4hNBK5fUSzLy+qvovB9jqbv45CCCLu7YwmHyOateeziPsWdCXypsu9+owTQqAIUQqhODg2hiYU1jU08I7ly1kSCJwz2abzeQ6MjfHcqVMMJOKoQmFFbQ33dC1lRU0NunrmIXrixAleHxnh+OQEJ6enmc5k+PnvfLt0Aux3OPnt22+nsRjfv3d4mOd7ezkVneal/n5MKfnNp5/CrZ+xuv23m7ezsbGxLJVKNJvlpf7TvDIwwEQ6jd/hYENjI3d3LaXF7y9rQ6ZQ4C9feRm/w8mHNm7k6MQET/f0MDSTwKlpbGps4qHVqy86L/irg4O8cLqPnqlpXh0YQAKfeupJXHNCWf7HLTu4of6MirAlJdFMhhdOn+a1wUEmM2kCDiebm5u4s7OTJl95G6SUTKTTvNR/mt1DQ0ymUihCoc7rZW1DA7e3t5c0E0zL4nsnjrN/ZJSjkxOMJpM819vLQPyx0jVrPV7+1x23l7w7pJQcGBvjr195BbO42As4nXx08xbWN56xys5yeHycL72xn3u6uugIhXm6p4ejE+OYUtIVjvC2Zcu4ob6+7ORfSslgIsGzp07yxugoiVwOa06clioUdrS18f516/DolVtd514/b5ocHBvjh6f7ODU9TdYw8TuddIbD7GhrY31DQ9l4nQ/Tsjg8Ps6/vbEft6bzkc2b+f/ZO+8wu67yXr+7nl6m96oZ9W7JtixbslyxjSm+CTEtcBNCLkkIhJBGCinckEAuJKSRG3ITQoAEY4ixjQu2JWPJliXLsnqZkWZG0/ucfs5u6/5xzhzpaGY0I1tWsc/7PHoezT67rbXXXnutb33f72spmVbCFnzh+R10T07lO8Gtzc18YPUa9HnO+2ZhOQ6nJibY3nWa46NjxA0Dj6bSGAqzoa6OG+vrC96nIkWKXFkCrtW4lAqGE4+jK6XIks5Y8jkQgqBrdS5215z3PGH3RgbiDzOeeoFK+Z6cZkIa20nj0RoXNEhX5QBl3lvoj32PSPo1Aq7s4Nly4khkdSOEEMSMwwzG/5vawM9R5tlK58SX6Iv+O22ln8u7djsizWR6NyWeG9HkIKPJZ5ElNz6tHUmSCbhW4FIqGU0+ndeMcISB5UTwqA1ZXYMFL3TJWV0Aq4e0NYAie1EkN7LkyWX9sHBEBlsks3HXThrLSeRW+3VAyomlibwbt66UZ12Lc+7EHq0Rv76M8dTzhFyr0ZUKhLDzmRM0ZWHeKV6tlcH4D/Hp7WhKCV6tjbT176hKCJeSVeEXwsk+O5HIxYlnsEQCWegFq6kyKrpSSdI8RcYezglVelDkS++pqcllCBzixvFs+AYKquxfsJdB2H0Dg/EfZNun9y4kScV20jginRN0W/gkMp45QjRzEK/WRNw4Qcrqpy7wvnwIEWR1E2yRxrYTjKdewHIKQyLjxglUOZBd5ZZkNLmUFGfyExghRL7NOMJACBNbJJAdHVly53RBagnoKxlK/DdutQpVDiGEhYOBS6kuuJ/5sJ0kpj2G5cQZymUIaA5/AlUOoeAj7N7AVHovZZ6bcat1CBwsO4Yq+/PZGxTJR4lnE73Rf8OwJwi51uY1NiRJotS9mZHEEwzEvpdf0R6M/xBFcuXCsnKhB/Yok+mX0JVS7FwWG7++HF3JToRMO0LaHkCXy5AkNatjIfty78rFaRXIsgdNKSWeOZ4TwpRQZR+ypOPT2vFoTYwknsSjNqLI7lxWlFg2Lh+dkPs6BuI/YDjxOLXy+5AklbHkMyiSD7++nGmjpSMyWE4CIcxcP5Mg67HgQpLkXEjGGXS5IlsmKYAi+y+qTJoSJuRax0RqF3HjJJpcSiTzKmlrAJ/eDpDTB2ljJPE0Pq0NRfYymd6DaU8Qdl2f9aiQoMRzE2PJ5wi7N+DTWhEIHCeFrpQVaL6ochC/voym0C/RPfWPeLR6qnz3IaFd0nduPhLm6XyfACLbfyIXGARskcnVf9ZrznaS2E4y/wwWgiPSTKVfxae3Uev/uZzHgooj0sh4kFBxq7UMJ35EwugEvZWEcZrJ9N68sV0IkdffsEUKgZ0L0UsgS1qBUV6W9Gw/4iQZS/4UcxYx5Qsx3Y9k/xlnyy25zyl39r3TlUpimcMkzW60nGEu69Ei538PutcyGP9vhLAocW++JCGOV51xQiIrjPlnO3YwkUoRdLmYTKV4vruLPf19/OGtt9IYOitKlTJNvnv4EN/cvx+3qlLu9WEJh1cPDfD4yZN85qbN3LVoUf7DeXpykrFkAlmScIRAlWV8mo4iZ3/3alqBa3t/LEp/NPvghRAokoRH0womp6pcaCwZjsf5uz0v83RnJ9V+P0GXm5F4nB3d3ezo6uZzW7eyqKQkf0+2EBwYGkJXFPy6zkNHDqPIMrqsMJVOM5lK8a6lS193nfZHIwxEY0hStjtTJAmvphUYJ853zx+Mxfja7pfY0dVNdcBPQHcxHI+zo7uLHV3d/O6WLbSEz6aCi2QyfPXFXTx7+jTV/gBhtwvLceianOS5rtO4VYV3L80OKh0h6MwZhqafgybLeDU973rp1dQZHjReTaMxHCKSzrBvoJ+kafLeZctnLfNkKsWuM2eYSqWJGxkimQxht5tIOsNLvb08393Fn91+O2ura/JlGIzH+bPnd3BkeJgVlZWUeDz0RSIcGBrCo2nc1dZGXTC4IF2M2bCFYHtXF1/a+QKOENQGgqiyRPdkkt29vZwcH+NPb7udUs/cgzhHCI6NjfLFF37KSCLBZ266aYZQZl0gSNqy6I9G2dnTQ40/UGBkudwcGh7m8889y3gyRX0oiEtRiaTTvDY0xN7+PlrCYZpLFuriXaRIkTcbTQ7TEPwoZ6Lf4PjYH2VXfUSG2sDP5eKoJRbSpXi1FppCH2cw9hATqZ35QVXYvYGG4EcX5ForSQrl3jtJmf30RP4JRfYxHd9b638Aj1aP6UzQF/0WHrWeSu89qHKAxtBH6Zj4c4YTj+eEzLJhH0KYnJr8CkIYmPYUVb534tcX58pdQmPoY5yJfIMT459Hkbw4IoNbraUl/Mk5RBfnuG8UKn3voGvqa5yY+GMUyUeV796c6KNE3DjKcOJxMtYQabOXocQjxIyjBPRlVPsfQJKyGSCG4o+gyj4kVEwnQon7Rvxae648LuqDH6In8s85BXw/Dhaq5Kc5/IkFGyfcan3OoFGCLLlwq1mDv4I7X+aMPUhf9NsYzjhJswvLSWDYE3jUOuoCH8pnXlFkH1W+e+iNfpOE2YkqB6nxv4fS89KkXgpCrrX4tFY6J7+ES6nEpy2iPvjh/OT3QkiShF9vz7bP+A8ZT+1AJts+S92bqA/+PMpFTOR9eju9kf+HkBwMa5SgayXl3tsAcCk1lHpuYjTxE2KZYwgc3GrVjOczGH+YaOZwzhtA4Ig0Vb770HMGIkek6Iv9Bymrn2hmP5aTpGvq73Lv60dwqdXocilNoY9zJvovHB//Q1Q5iCMy+LVlNIf/F7K08OxmQ/EfMZneje0kUGQ/jaFfpNxza241WKPG/7OYdoSOiS/lJ4ASai6da2WunmWC+ioQEMnsY3HpHyCfk6XHp7dRH/gQfbHvMJXem/VZkHSawv8rpxci5eqwgqnMPiKZVzGdKBLQHP7VvOEubQ/SMfHnSCgosg/bieNSKin1ZNOTXgwupZIq330MxL/HeHonulJCfeDDeQ2EhsDPcyb6DU6M/xGSpGGLFFX++wm51uW8nSppCH4kp39xCMgaIxtDv4BXa0KSJDLWGP2x75Kxh4kZR5AlN45I41KrqQ98AE0pIWON0DHxF+eUKYEmB3IeJQtrmxIq1b53kTBOcnzsD9GVUhTZh1uryxuHFclPfeDDnIl8g+Pjf4QsubBFgkrfOwi7NzKdHrXW/zMY1ginJ7+CpoQRwkaRfLSWfAqv3MFgJFwAACAASURBVHzedWVK3JtI+/voi/4HbrWWEvcNl/Sdm4+x5HOMJZ/LtU0F24lS5rkln6UEYDD2MEnzFFHjMGlrgO7I19GVcmr8D+DL9bPz4QgDSZKZTL1ELHM0W35JptS9mfrgB1EkPyHXenxaO52Tf5FNJ4uKR23AciK5swim0q8wntpOyuojbQ0wEPtPJlO7CbnXUuW7F12tymbMSf6EhNEBiNw7P39/d/799se+TcrqJZI5gGlP0hX5e3Q5TH3wQ7iU2vxcrNyzjWhmPycn/hRVDlHquYlq37vz+joSCmWeLQzFf0CJe1MuVekbRxJXcNJyDgLg0PAQv/Loo0ykUvzsypU8uGo1FV4vk6kU3zpwgP8+dpT3r17Npzdtwq1qWTHFrtN8/rnn2FBXxy9dt4FKnw/LcXh1cICv7NpFyO3hr++9h+Zw9iMwnRni+NgYH/z+Q9ze2srnt92G7xxjw7lZIyzHwXYcDNvmfd/7LyTga/feR0PobGyUpih5g4Zh23xt90s8dOQIH1q9hnva2wm53cQNgyc6TvIv+/Zxx6I2PrdlS94TIm4Y/NIj/83JsTEWlZbyMytWsr62BreiEs1ksByHVVVVr9s9b7oMMcPg/d/7Hm5N5W/vva9gUntuGTKWxV+9uIsfHT/O/1y3jjsXtRF0uYhlMjxy/DjfOvAa97Yv5nduuYWAK+uq9Xx3N7/7k6fZUFvHp268kbDHg+04jCeT9MeirK+pzet0ZHPJOwgh2D84yAe+/xAPrlrF72/ZmjeSSLl7mq3Mhm3z+eee5dnTp/nSXXdz6ywhITt7evjsU08SzWR4z7JlvH/Vaqr9fuKGwXcOHuS7hw7ysytW8tnNm/HpOo4QfHP/fr62ezcfWL2aj2/YQMDl4kwkwpd3vsD+wUH+5t772FhXN+NaC2UqneZ3n36aA0ND/Ontt7O6qgpVlollMvRFo/h1nVVVVQVZNX798cfY09/PP95/P6urqjk4PMSXd+5kIpXiN27azO2trXPqPrzS388Hv/8Q/2P5Cv5o27YCY9RsdE9O8tEf/oCmcJj/c/c7KJ8n+0YknebTT/yY3kiEr913H8srZua5BvjC8zv47sFDfG7LFm5tacGtqqRMk8FYDMOxub6ufl5vkSJFirxxsinNBslYwwRcKzDsCTLWIAHXSmwnQcw4Rsi1FkX2IIRN2h4iaXYhhIVbrcWrteQNCtl89T2Y9hQB1/LCmOaCa9qkrF5SVi9CWCiyH6/alPMCWPikwXZSJMxTGPYoIOcEv5pQ5QCmEyWWOYxHbciHjwjhEM28hiTp+PWlJM0uTox/nrrA+/GoDZjOJLpShk9rL1jVF8IhY4+QNLtwcpk0PGo97lxWCyEsEmYnQtg5ccq5+1VHGCTN06StIUDCr7flBn4SKbOPuHFsxjG6Uk7QtRZJkjDscZLm6dxkTEFXSvFqiwpisbMu7pGsQJoTQ5J03Eo1Hq3xvBCYC9VtmkjmVVxqNV61CYFDNHMQWXLh15cgSxqmPcVUeu+MYxXZS9h9fYGhyXbSJMwODHsMSdLwa4txqZU4wiCWOYoqBwrcqrMZHNwE9ItfhMlYQyTMUzjCQFfKc1lNXGSsEZJWDwF9aX4Ca9qTRDIHCbuvy01Ysu0zafWQNvtyYQIBPGoTulK2oPbpCIOYcQyXUoXlxEhb/SiSG7++FFUOnTOWjBE3TuYyhYTx6YtImF141Ib86n/KzL4ntkgho+FWa/BoTfnn6AiDyfQenFx4w7mE3TegKdkQB4HIZV/pwhZJFMmNR23IaS/M/621nTRR4yCWHQFJRpX8eLR6XEr1DMV+W8RJGFltAQkFXa3EqzbndEWm97OJZF7DFimC+io0pVDPwxEmSbM7J0ybFdmdFjIFGIg9zFDih7SGP5Nd4RYGbq0Br9qUv59s/9CZC6/JPkef1ooml72usbPlxPNCjarsz7WjXP3m+4hsu3Op1fi01oI+UAg7LywrcPCoDXi15vz9Wk6MqfS+GakrZUkn7N6IInuxnXTOA2kMgYUq+/GqLRfdd2a9doeJmx0gRE5MNA04+bA3kRM5TZidOCKDS6nEq7ehnFsmBJYTI2mcwnAm815SPr0FWXLhiAyR9AHcWh3uXD9nOXGimYP5Opqumwu9c7aTIW4cQVNKCwwJF0u2D+jO9ououJTyrHDtOf39ZHpPtp2fR9C1Gl2pzPbB1mn82tL8+2XaESKZVwm7N6DKAXoi/0zcOEZt4EE0OZTz5jpGf/S7tJX+LmH3dblv7xBJ8zSOMHCrdTkx5iFC7vUIIUiaXSTNUzPuxaXW5LLbZNtlwjiZa5dB/PpiEuZpPGp93iibtrIiyQHXinw/dy6OMJlK78V2EjN+C7s3FvRbQlikrF6S5hlA4NEaC9677H13cmj012kJf5Iq373zPZYFvYxXnecEQJXfz88sX8GSsrJcTIuHj6xbx4tnenjxzBkeXLWa5nCYuGHwZEcHAL+4fj0rzwlLKPd62d3by6MnTrCvfyBvnJh2bdcVBYmsF4FLUebM1qHKMqosnxM3JKFdYP8zkSl2dHXRVlrKB9esocTtRpIkKnw+PrR6DY+fPMkLPd0MxdfPCNOIGwb3Ll7Mu5YuzU8kp41HbyRucLoMhm0jSdmMCxcqQ9fkJC90d7O8ooIHV60m5HKdLcOaNTzZ2cGO7i5+8brr8sYJR4hceiyJsMdDmSfrulrl97O0oqKgNUqShK4oCCHyk1JFknAtUGBRggWlQRVAXSDA+1etyreNCp+Pn1mxgic6TtI5MU7CNPDpOoZt0T01habIXF9fn382dYEA62pqeaGnh+7JyTdknEAIbOEgS+DTNMq8XlRZpszrpSkcRsxRLlWWkZA4MjLCl3buJJLO8Ns338LNTU0XrK+rJVWs4wgkCdyaSpnXm2/bdcHgnGUuUqTIpUeSJNxqLe5clgy3Wp1fJZeVMKWeTefsq+BR6/Cos/d5kiTj1VpgHucHSVLwas0zBpmOsIik9+eMDbMjS578RFKRPfkB2vlocpBSz00z7i/kXj9jX0VyE3KvvcD9ygX1MvP3rAr/QpBzhpHZ9vdo9Xi0+gserytl83oBZMckYcLKxoLtQgjS1gDRzMG5j0XBq7fh01oK6k9CIey+rmBfTQlT4VtYqk9FdhN0rZqxXZb0Wes+5MpuM+xJIplXZ0zYzr1jt1pbcG6XWp0TTizEpVbmV+/PlqGEcu/WwjNKCj6tNT9xmsYRJpH0Pgx7fI57yYqJhtzXEXKtyW2pxq/PvtqqyoEZdXr2uCwereE8bZZCZEmnbAEeKBLSrG04+87tW9A7V+K+fv7r5FIShs7TZ5m538z2VHhNDb/ePmfdAbl082U51/+ZZPuHmW0OskadqfS+c1apZ6LKQUKudfmJqyr757zn+fqI7D4KHq0Rj9Y4x/UClHtvnfN4OJvadLbcHNn2+SqmM3mB4/2Ec2l253pPzt6vPOs7U7APEpocnPN5y5KLEk9hu8mmCz6/b579nTt7365Z+27I6mVMZvbmNDNmR1NKCbnWzlseYN527lLLC1J0Zs8foty7Lf93NHMAr9aaT7cphMB2kgjIZ9HIfntrztPZIP8tliQJn96KT7+wxo8q+2fUzfn9yHxtU5a0Gc9kLiRJxau1ZL/1syKIGUdQJX/WQ+oScVUaJ8q9XlpLS/MTckmSaA6HqQ0GOTA0xGQqlTdOHBgaIm4Y/OPevbiVwuIcGxslaRgMxGI4QrzpkyAhBH2RKD1TU4TdHv50+/YZ+4zEE0ykkkQzmRliRRU+H2urawpWuN9MpdXZEELQE5miLxolZVn88XPPFfxuC8FYMkkknSaWOZu6ZlVVFetqanihp4fffupJtja3cHNTEzUBPx5Vu+zlmKalpISWcEnB9at8PnRFIWGY2E7W+KNIMgGXju0IJpJJbMdBliQyts1EKpkNhdHfmC6CT9e5u62dw8PD/MmO7WxpamZrSzMrKioJuFxzGhpcikLHxDjfP3KEiVSKP9i6lZsbmwo8LK5m7li0iO1dXXxt92729vWzrbWVddXVhD2eOVOcFilS5K2NEBZx4xhx4+Sc+2hKmIC+bNbVnyLzIcjYo0ykXpxzD1nSkGXPJXPFfaNYTpSp9MvYTnr2HSSJkL52zknopUQIi1jmCAnz9Jz7aEoJAdcK4NKmq3yzeLu+c0JYRDMHSVtzi9q71RoC+goUrnwWu4UghEXUOETKPDPnPrpSmSvTtZddcC4cskYZwx6bcx+v1kJAX7Fgz7E3SkBfyVhqO2ei/4Yul2A440yl9+LVGhccGnKt4QiDkeTTpM1+JlI7qfY/cEHj18VyVRonNEWZ4YIuSxJBl4ukaWLaWTET03GYSmc/YkOx+IzJXUB3sbamlop53NMvJUnTJGWa+HSdvuhMkZKmcJimcBjPLF4LPk3Do135RxI3DNKWhWHbs5YhO9mnwPOizOPhd265hR8cPcrz3d384949/MfBA2xpauJdS5exvKLiirjuezV9htiinPOEOVfjW5Vlbm5s4omODr598ACyLFHu9XJibIwfnzzJisoq1lTXzDj/xaDKMvcuXoxHVXnk+HGe6uzgsZMnWFZezruWLuPWlhbCs4ieJkyTb+zbR18kQk0ggE/Trylvgw11dfz5nXfyvcOH2TvQz/buLhpDIe5fsoTbWxdRFwzOf5IiRYq8pZAlFzX+/5EXd5xjr7yWwRtFlX2EXOvQlYVl6Lr2kQjoy/GVXmglTrpsA/iF4FHraQn/OhcS+5Pmc9W5RMiSm9rAzy2gfV4bk1m4/O/cpcKtVmfDzV5nXcuSh4bgh+fJjKBcdeW+ELLkpj7wgXnKdG21z4WgSF4aQ78Is2RSmUZCQb6M5a4N/CyaEiaWOUpCnESRPZR6bqHcu21B+jfXIkI4pMwu0tYQVf53UuW776LSs87HlZ8Jz4LtCCzHKcguMJ3pQJXl/MRMBjRZocbv50t33UWpd3broFfTLkNy0iyKLKEqCjc1NPK5LVtgjklkyDUzPjcbOnLlJ52qLKPJMrc2N/ObN21eUBmy3i0lfHrTTTywfDn7Bwd57nQXPzx2jBd7e/nclq3c0jS7O96biZzL/jIfkiSxMadb8le7dvKn27fj1jT8us7mxkY+uHoNNf43tpIg5YRI7128mFuamzk0PMzu3l6e6uzgj7c/x/vHVvMr11+fD5WZZjKVYn1NLe9ob+ehw4f52u7d/Mltt9F8jiDp1YyuKGxqaGBtdTUnxsbY3dfHM6dO8eWdu9g3MMDvbdlK9Rus24vBsh1Sxjluw7mQk4s1nhmWTcY8O8iTJPDo2qweLdm4cIe0cXZ/t6aiKnJebMqwbMbjSQ73DtE9NslEPIVp2bh1lZDXTXN5CUvrKqkK+Qt0cV4P09ebSqbpHB6jZ3SK0ViCZMbAtB10VcGra5QFvNSGgzRVhKkKBdAVJX/P853ftG0y5tmBkyxJuHX1oj1+UoaJZZ8diCiyhFvX5n2vbcchbVo4Oe8oVZHxnOP9lHW9FERTaY71j9AxNM5INE7atFAVmbDXTU04SFt1GY1lYXyurHDyxdT79DVi6Qydw+OcHBxlOBInkTaQJPC7XNSUBFhaW0FLZSk+V9bweC28128USZIu68DZrdbSVvpbl+16V5pp0cJLOWB8s5EkBfUiBBvfTC53+7wcXKtlKvVszglbvj6y5X7reA/AW7NMC0GSZFTp6vJU0pWybLra2eJv3qIospuW8CfftPNflcaJuJFhNJEoWFGNGwYj8TgVXi9+PWvpd2saTeEwZyJTZGyb8jmME7MxPfSzxdwZsmc76kICopIkUe7xUurxMJyIoyrKrCvhV5oLZW6QJIkKr4+Q281wPIGuqgRnMaTMhZwzUjSGwmxpauZHJ47z1y++yKMnjnNzY+OMQfe5z+FKY+ZSdC4qLeUzN91Epc+PpigEXS78+qXzVpByXkA3NTSwvqaGu9va+P1nn+GhI4d5YPnyGcaJgMvFB1evZl1tLZqs8M39r/L1vXv4zE2bqbqMk/o3ikfTWFtTw/LKSu5pb+eLP32e57u7uX/JUqp8vss2IXutZ4AvPrKDdM6wEPDofPodN3Nj++yxoXOx/egp/v7pl/KhQZUhH7/9zq0sq5s9xnF3xxn+4kfP5//+5N2buHNVOwjBmbEpHt1/jB1HTzMSiZMyTEzbwREia/CUsxPrUr+XrctauG/dUhZXVyDLF1dn00aDk4NjPHWwg5dO9jAaS5AyTQzLxnFEPgROkXPaNJqKz6XRWF7ChpY6Ni6qp626nIB77n7Bchwe23+cf9n+Sn5bU3mY33v3rTSUhec8bjb+6dmXeeZwZz47xPK6Sn7nXVspD1x4gNI/EeUvH91B9+gUkgQ3tjXwuffchpwzBk0mUuw4eppH9h2le3SSZMbAsG1sR+Ti+GVcarbsdaUhfvXOTWxorZ/LVjsDIQQDk1F2nujmiddO0DM+RSJtYFg2tpM1tiiynKtfncU15bxz/VI2tTdR6vO8LQwURYoUKVKkSJEi53JVGif6olF2nunh3UuXockythA813Wa3miU6+vq8xOykMvFtpYW/vbl3Xz34EFqNm8m7HaTddjPrpxF0mlKPJ4Zq6K6ouBWNYbicZKGURBmMdvKVTblqEZPZIrJVIr6cwwn5+6/qLSU1dXV7O3r57ETJ3jvsmX5EBVHCDK2Tco0KfV4LrtmgCrLeLVsmafS6YLV6nPLsLS8nOUVlRwcHuLJjg7euXhxPoTDEYKMZZG2LEq93rMD/XQaVZbwqNkVTQkIuly0lpSg57IzzIZLVXEpCgOxGCnTLEjROttzmDYOifO2XYqB/FAsxu7eXhaXl9EYCmfb0nS6V8eBc7x2Xg+GbTOZSlHi8aDkyqYrCo3hMBU+H53j4/lJy7kokpxPX/vhNWuYSqX43pHDlHm8/NoNN+DRZmp6nGtEW4j57Xyj23xHzHgOYvbnIIRgOBGnxJ1t7zJZ8dNqv5/aYDCfCedykjRMesYm88aJkMdF0jAu+jzxtEH36GTe2GdYVoEnxfkkcted5nDfMNuWL2JfVz//8JOXOHhmaFbDoe0IbMcmk/N0OD0ywUsdZ/jkXTexeUkziiwvaMI87S3x/T2H+NYLr9I/EZ3zOTtC4NgC03ZIGiaTiRR9E1FePNlDmd/LVz/8Tta3zC0OKwREkumC8qqyhGnP7Yo5F2OxJD2jk/l7LfV5Zn1PzsewbAYmo/l7qAz6SRkmXl1jYDLKPzyzmydfO0HGmtn+puvKsGxi6QyJjEHSMBdsmDBtm9e6B/in5/bwyqk+rDnu13IcrIxBImMwEo2z93Qft69YxMdvu4FFVaVFA0WRIkWKXEKMjMneZ49gmTab3rEa3fXGPYuiEwlefuYwfaeGURSZlTe2sXpTG+pVEKZdpMi1yFX35kyvKn/n4EE6x8dpKyujNxLh0ePH8es6Dyxfns+koCsK71yyJDuJ7uygNxrhutpa/LrOVDpDx/gYsiTx53fcSYmn0JUt5Hazoa6WXWfO8Jc7X2BjXR2OAFs4vHvpshneAhJwY0M9B4eH+OpLL3LHokVoskLcMLirbRGNoXD+vP9z3XoGYzH+dvdL7OnrY0VlBZIkMZpIcnR0hPU1tfzqDTdcEePEjQ0N/Ourr/J/du3ijkWtyJJM3MhwT/vivKdKicfDL6xfzxdf+ClffXEXL545w7KKCpCygp5HR0fY1NDAL2/YiEtVEcCTHSd55Phx1lRX0xQKoykyA7EYO7q6UCWZrc0tM70mJIkyj4f1NbUcGBzkL174KaurqrEcB0WWePfSZXm9iIyVzaaRMk2SpslwLI5h2xwbHSXg0tFkhRKPh/pg8HUP6Eu9XhrCIX7a3c0HRx/KpjIF3KrK4vJy3rVkKdfX1xeEG10M48kkv/nUk1T7/SwtL6fE7SFhmrw2OMj+wUFubWmZVx8l6HLxi9ddx0gizsNHj1IdCPC+lStxqyqOEAzH44wmEpiOw+Hh4fy2V/r78es6blWlIRTCp+sIIZhIpRiIRTFth57IFGnLYjKVYv/gIBU+Hy5FoS4YPJv2NpPhTCRCJmdomUqlSJkmB4eHSVkWuqJQ4fPlDV+OEHzh+eexbIeVVZVU+vwYts2JsTGeOX2KpRUVLC57fam+rnU6h8bZ3z3AV5/YyfH+kfzk26Uq+Fw6uqpgC0EyY5DMmAWGhBMDo3zliRcIeFysba5dUDhYxrL5r5cO8I3te5lMFKaic+dW7zVVAQGmY5PKZPVzzreXlAd9VASvLrfKhZDMGESTaSYTKb7y+AtsP3qqwFiiKjJaLouQYdkFhqL6sjAtlSULaqeW7bDj6Gm+9uQuuscmC+pPUxT8bh2XquAISJsm8bSRv1bGtHjqYAej0QSffecWltVVXlP6MkWKFLk4hBDETYPJVIq4YZCxs32PIkl4NJWA7qLM433DoXxFstimzaGXOkmnDTbetuINGyeEEDzxnV3sfOw1Vlzfiu7WMNJm8VkVKfIGuOqMEy5F4b3Ll1PjD/Dtgwf47qFDyJLEsooKPrxmLdtaWvKDNUmSqAsG+f2tW3n4yFF+cvoU//rqq6QsC7+u01xSwh2trTPENSE7Af+V669HAD/t7ubREyfwqCqrqqq4u61t1lCG969ezWQ6zY6uLnb39qIpCjWBABtqa/PGCUmS2FBby/++/Q6+c+gge/r6+MnpUwghCLvdLC0vZ0Vl5Qzxzuk0pW8mqizzwdVriGYyPN/Vzc4zPei5yeemhsa8cUKSJDY1NPDnd9zBdw4eYm9/H0+d6kQIQanHw5LycpZVVOSNKxLQGAqjyQo/On6cqXQaRwiCLhdLysv5zOY13Lt48az3VOn38+mbNvH1vXv5cUcHDx05gk/T2Fhfz72Ll+R1k4fjcX7jiR/TPTWFYdv5lfu/2rUTWZbxqCr3tLfzv2+/A1VRkKTpOp29LqbrW+KsnskLPd0YlkVbWRl1wSCqJOMIQTST5tlTp9jT18dX77mXtdXVr+tZuVWVttJSXuzt5ZlTp0iZZr7+37N0KR9as5ZSz/nxoFJBGSRJoiYQ4Nc3beLzzz3H1/fuodLn4x3t7diOw7cPHuDfX3uNlGXh5FZrn+/u5vmeHlyKQm0gwJfvvpt1NbVYjsPTnZ385c4XSJlmfnV3NJHgE4/+CE1RqPT5+NyWrbyjPas4fGhkmN95+mlGE4kCj4fff+YnKLKMT9f56Np1fGrTpvz9Likr56nODl7u6yVhmii5lK6bGxt5cOUqFpWWXnRdvhU43DvE3zy5i2P9IwD4XDqb2hvZuKieupIQfreOZTsMRWLs6+rnuSOniCSzAsACODU8wbd27mdJbQU+14VF7YQQHOkb5t+e31dgmCjxebh1WSurGqupCQfw5s6TMkzGYgkGJqOcGBjjaP8wQ5EYsiSzdWkLVaFrL7gyaZgMReL8+LXjPHO4E0cIdEVhVWM1KxuqqQ778bl0HEcwlUzTMzrJkb5hesYmWVRZSm3J/MKtQggOnBnkr5/YSc/YVH67W1PZ0FrPTe2NNJSHCbhd2cxA8STHB0Z49sgpenKGDNtx2Hu6j79/+iX+6IHbqQr5iwPdIm8KfdEo3z92OC8yPhuyJKErKgGXTrnXS1MoTEu4FF9u4aDYNi+e6fHLSCLBjjNd7O3v4+TEOIPxGNFMJq+5VuLOLrisqqxiS2Mz19fW41bVYp3PQ94TVGS/lRIwm/1eIBC5sMzp36fr9kLnmNaJAkgnDToP9rJkXRMf/+MHsgsFUvG9KFLkjSBdSEPhMiIAUqZJfzRKudeL3+ViNJEgkkkjIRFyuyn3emdNtzg9uRxLJokbBrZw0GQFv65T4vHMapyA7KruZCrFZCqF4dioUnZyVeX3z3mduGEwmkyStkxkKRvGUOX3z7iGEIKEYTCeSpHMhTToOf2CEo+n4Py249AbiWAJh/pgaM77vRTky5BIkLYtFEnCrWpU+/0F2TfO3XfinDK4FIWg203Y7S4og2nbTObSi04bDzRFIeRyUTrHc5vGEYLxZJLJdBor9xwCLhdVfh+ylD0uY1n0TE1hXsCdO+hy5T0n4oZBfzSKT9epCwQKPhS243B6chJFlmgIhlBlmVf6+/m1xx/j7vZ2fum6DQRcLmSyDdO0bX547Bh/+/Jufv3GG/n5tetel/fEufWZtqx8ulKvplHm9eLTZ04w+yIREqZJQyhUEPIy7RExmUpR7vVS6ffnt02kUjPOM40qy9QHgwWeE0PxufNFK5JEdSCQ106JZzL0RaNzaoRIZD1Qzg0ZSpomE6kkSSNrAMnme1Yp9Xiy9XyZP+I/Pd7FZ771WEFYx5+97y5uW9F2Ued5eM9h/uThZ/Kr3jXhAF/+wL2sba6dsa8QgqcOdfDZ/3h8xm+SBIsqy/jl22/gxrYGQj5PQZ0IIUhkDF7qOMNXfvwCveNnc7VXBHx84X13sXlJ8wXv1bJt/vqJXfzbT/fltzWWhfmtd25h46J6fC591pCcaTHHiXiSI33DHOwd4v71y1jdUHPBEAfDsvn2rv38n8dfyG9bVFnKV3/+florL84Y9Qffe5pHXjmS9xxZ11TLX33o3nkNJJ1D4/zWdx6nY2gcgPKAjxvbGth5optYOsOaxho+dPM6VjfWUOrPhv5N14EjBMmMyVQyxenhCXxunesuEMYyTf9EhM9//xlePnUGIbLvQ01JkI/fdj1bl7VS5vcW6IRMa4CcGZviH595mWcOd+Q1TFyqyke2rOeXb78BV9E9uMibwCsD/XzkRw/nv+9zoUhZ3Ru3quLTdco8XjbW1rGtqZXlFRWUuIsaKQtFCEHUyPD0qU6+c/ggHRNjJOapf1mSKHV7uLmxiZ9fvY5VlVUXHFO9nRFCEI8keeGx/bz2wkkyKQPNpXLDnSvZ9t6NmBmTb/7lY0yMRFi0qoHOg71k0iYrNrZy14Ob5w9AnQAAIABJREFUKKnIflcs0+bgiyfZ/sN9RCfiBEt9bHtgI6s3taNqCpHxOE98excdB3s59koXLq9GY3s1Xr+bd//irSxd33xlK6LIZSNjmzhC4FGvnsxHVzEL+lBcVSMej6bRVnY27UpNIEBNYP4VOkmScKnqRacklCWJMq+XsgUKaUqSRMDlmiFYONe+fpcL/wL2VWSZ5pKSBd3DG+Viy7DQfadX2StfR9pWObeSfqGQBlcutGKh+HWdJXPsr8gy7ee0MyEErw0NMZpMcltL66yhIS0lJSiSTMY667VxsVxMfU5THwrNul3OeVCc+37Mtm2++7mY9g/Z7AJLKyoWvD9ks+V4tdnLUQSqQwE+c98t3LKkedYBviRJ+N0u7ljZxmg0wRcf2Z6fqE8kUrzc2ctNi5suODmwHcFrPYMF2+5evZgty1rmDC+TJAlVkSjxeSjxeVhUVca7rlv+ust5pRmPJXh8/3GQYMvSFn7rnVtprpi935UlCb9bx+/WqS9deNt96uBJ9p7uzYdyhH0ePnn3Tdy3dgnyLPUsSRK6qrKoqozP3Hszo9E4r3YPAFmD7OP7j3P7yjaW11UWJ39Frhi2ENi2Tca2iWQyDMRiHBoZ5j+PHGJrYzPvX7maG+oaXnfI49uJyXSKf3hlD985fICUdaGUnmdxhGAsleSRE8c4NDLM723ewpbG5iuSnv1qJ500ePjrz/LK9mPc+b4bqagNMz4cIVjiKzCoH32lC5db55b71zHSN8ET334Rl0fnPR+7Nff7af71i4+y8fYVXH/7co7t6+abf/EoH/+TB1ixcRFur86GbctpW9VAbDJBaVWQ+37+FlRNobbl4sZIRa5tdgydxBaCe+tXXulbectwVRknisyNIwTPd3fxdy+/vOBj/LrOb998CysqZ88eUOQsAZeOBBwcHmJVVRV+PbuSnLEsRhMJHjt5AlmWaCkp4SenTvGv+19d8LlLPR5+b8tWWi+TAarItYMsSbx340quX9SwoMnn5iXNtFWX0zE0BmS9gHrGJ4mlMwQ9c2cGmhZ2PJeG8tDbasI7bdBZUl3Br919E43lF5c1ZD4Gp2I8dfCs5wPAXavauXVZ66yGiXORJInqcICfuWEVncPjRFPZZzUwGeWlkz20V5ejq8WJSJE3H02WC1blhQBLOLOKuiZNkydPdbB/aJAHV67m/StWU+H1vq36lYUihCCSSfO1Pbv53tHDMwwTHlWl1JPNRqcrChnLynpaprOelpAL55uc4Asv7OD3b7mV25pbi5o05yCEYKBrhO0/eIWP/t672Pru9ciyjBDZ8A3pHK+1UJmfBz91N3WtlRhpk+4Tgxzde5r3fOxWkrE0zz28l+ZltTz4ybvQ3Rrrti7jf//SN3jxxwdYur4Fl0enbVUDyXiaYKmP8powq268OO/LItc+tnB4euAYiwJFg9SlpGicuIYocXtYVVW14P09qoZPv3ZynF9JbqhvYE11Nf+2fz8nxsZoCoVRZInRZJKDQ0MMxGK8d9kybqivp3Ni/KKeQ9DlKsgGU6TINHWlQbYtb8W1gImnJEmU+T0sq6vMGycAxmNJYqkLGycUWUY9L+1o33gk6wX0Nhrc6orCveuWsLSm4pJOoIQQ7D3VS8/o2ewkIY+bO1e143cvzNVTkWU2tTdRHQ7kjRMCeKnjDO/btLponCjypqPJMlubWri5oSm/zXRsEobBWDJJbyzC8bExhhNnQwEFMJSI8/V9e+iPRvnNGzdTeRlTQ18rmI7DoydP8NCxw6SswjCO5eUVvGfpcjbXN9IYCmeNE7ZF1+Qku/rO8MPjRzk1OZEPIeyJTPG3e3bTHArTVlo22+XenggY7stm0Gpb1ZA3CkuShKQUtsfGxdWEyrNepppLJRD20j8+CkBsKkHPyUGCYR+PffNsaGJ0MsHIwBSZpIE3MPf3tsi1j+04nI6PcmhygJRtUukOsK60gXJ3NmQ5aRkcmOijIzbCgYleomaKf+t8EQC/6ube+pV4c2EeQgiiZooDE/0MpKZwhCCse1gWqqHRX4oiFUO0zqc4Y7pGkIA11dUXNSkGilb1BSBJEo2hEF+6624eP3mCVwYG2N7dBUDY7WZ9bS2fbmpmQ10tJW4PG+vq2VA7f/z5uRSfQ5HZWF5XRUPZwj0YPLpGVchfsC1lmBizpMM8F1WRaaks5cTgWaPG0wc7WN9Sx8bWenT17aEEXx70csuSmZmD3igpw+S1ngHimbMpaRdVl9FUHr6oa5UHvNSXhjh5znPqnYgwFk1c0PhUpMilQJFl1lfX8JE16wq2CyGwHIepTJqBWIyX+3t55MQxOibG8zpQacvikZPH0BWZT91wExXeay+jz5tJx8QY/3HotQJ9D1WWubWphU9dv4ll5RUFIXa6orC6qprlFZXcVN/A3+x5iZ/2dGOLbHLwo2MjfOvQa3z2xpsvKlT0rYwAzIyJpqsoyoUnfC63XiCun+2ns8Yf23YwMxapRIahM+P5Y1ZsXETL8loUtTiZfCtjOjaP9R7k4Z79CASarBAz0zT4Svjkstto9ZcTM9O8OnGGzugIcSvDSDrG4clsSGaZy4flLAOyfefxyBD/3LGT7vg4Ac2NjETcSvOuhjU86NuI8tYfel00RePENcL0AFd5G0wgrgSKLLOotJRPXH8DluPkVyjk3G/TaUWnM3y8nVabi7w5aIpMc0XJvJk2zkWWJDy6xtlhVDZkw7LnFoqF7CD45iXNPHOoM++e3TM2yRd++Czv3biS21e20VxR8pYXWWurKqcssHCNlYUSTWUKDAoA9aWhi76WJEnUhAOFavCGSf9klNaq4gppkSuDJEloikKF10e5x8vyigq2NbfyL/v38WjH8fyE27BtHjlxnLpAkI+t21DURMhh5uqlOzJVsH1NVTW/u3kLreG50xSrssyqymo+e+PNjMQTHBnLZneyHIfHO05wb9tibqhreNPLcC0gSdlwjWQsTTw6tzB4due5f3J7XZRUBGlZVsuHPntvwW+yLBeNE29hhBCciAzx7dN72FLVzgdar8ejahydGuQLB3/MQ937+OSybVS4A3ysfTODqShde8bZVr2EX15yCwASErqc7ftiZpp/7XyRnvgEv7niTlaX1CFLEuPpBKosoxa9JmalaJwoUiSHJEnoilIU9SpyWXBrGvWlF6f7IElSdrVHkphWXRQimxLtwsfBTe1NbFnawo5jp3Fyq299E1G+/sxunnjtBDe2N7Jt+SLaq8sIelyob8H3oLE8jOdNyHyRyBgFWVQUWcKlKgxH5s6EMxe2IwqMT6btFKR/LVLkSiJJEpqk0FZSyu9uvoVSj4dvHtyfN1DETYPvHjnE+po6NtbWve29BoUQ9ESmeOFMd0H67YCu8wtrr2NRyfzZi+RcSu4PrV7DF3f9lGgmG/Y1mU7zyIljbKipm1PY+O2EJEnUNlfQvLSWp//rJUJlflweDdu0sSybitqF6X4FS31s2LaMFx57jc6DvdQ0VwCCRDSNy6Mt+DxFrj0s4bBv/AyTRpKN5U0kbYOkbVCie2n2l7F3rJuIkcLndeFSNFyyioyEKsm4lZlh9KfjYxyeHOC9TWvZVHFWI8bnL3o7XYiicaJIkSJFrgCqIhPyXh5XfUmSKA/6+MSdN5IyTV7u7M17B5m2Q+fwON1jk/x4/3FWN9Vw8+Jmrmuto7mi5C21+hn0uOZ1971YxHTa0XMMCLYjePTVY/zkUMdFny9tWvlnA1kx5Om0t0WKXC1IkkTY7eGja9YzFI/xyMnj+XbbF43ww+NHWVZeQfB1hBxYjsNQPEZfLMpUOk3aspAgl4LaS30wSKXXd01MyB0hODw6wumpyYLtN9Y1cP1FhIcqssy25lYePnaEVwYH8ufeNzjAmWiElvDrmzCbtk1/LEpfNEokk8Z0bDRZIez20BAMUhsIXlKPOkcIxlNJBmOxXJp6A8NxkMiGsng1jRK3h3Kvj4pcGvqLCo2rCfPgr9/FD/7vdr7y6f/AF/SQTmVYcf0i3vcrdy7oHKqqsO2BjYwOTvH//vxH+ILZ77QkSdz/0S1F48RbGMO26EtOMp6J82cHf5zXgxAIUpZJie4t+D7Px2QmScxK0x6setsbai+GonHiKicaTfHQf72Mz6tz/7vX4/MX446LXBle2Xuap544yNZty7j5liUzfrcsmx3bj3H86AD3v3s9Tc0LT/36dkSRpDdlFX8uZEliaW0Ff/De2/jBniM8ceAEw5E4di7Mw7IdJhIpdhw9za4T3TSVl3Bdax33rV3K4ppyfC79mtelcGvamxIaF0tnsM8bsKRN6xIZFUT+GRUpcrVR4fXyP9eu5+DIMKcmJ4Cs18/2ntM8sGw519fWL+g8QghihsGhkSEe7zjJ0bERhuJxopk0mZzHgVtRCbnd1Pj9rK2u5f72JSwpK8etqvP2TY93nOCJUx2YuXPpisJnbthMy+vMoiWE4OX+Pv7zyKG8wKUsSXxs3XWsq67NT0RSlsW+gf4Crwm3qrKtuZUSt+eirhl2u9nW3Jo3TgAMxGO8OjhAc2imvs14Ksk/7dtLTy6cZEVFJR9fvxG3qpK2TA6PjPCD40c5ODLEUDxGzDAwbQdNkQm6XNT6g6yrruG9S5eztKwc1+sU9hZCkDBNjo2N8NSpTg6NDDOciOcMTyZmzjihKQpuVSXkclPq8dAYDLG6qpob6xpoCIbw6fq8EzxZkVmzeTE1TeX0d41ipE1cHp3algoUTUFWJO5+/yZs20H3nF3pvvN9N5JKpPN/B8JePvgb99BzYpDIeBxZkSitDM1IE6q7NX7mE3fg9i48PLPI1U+1J8Rnlt9BSC98R12ymhfFLPLmUTROXOVEppLsfrEDv9/N7XetLBonilwxhganeGlXB23ts4uymqbNoQNn2LP7FNdtbCkaJ+ZBkiTUS7yKv5BrNpaF+V933MDNS5p59NWj7DnVx8BktGA1IO9NMTrJ88e6uH3FIt67cSVtVWWX/Z4vJdlx7aU3ThhW0bOhyNsTSZJYVl7J1qZmzkSm8gKZU6k0O7q72FhTN6/hwBGC3kiEbx7cz487TzKeSs6eutQyScZNBuMxDo0M85PTnTy4YhXvW76S8nkEOIMuF3v6exlNJrP3DWyoqXvdxomMbfNM1yke7TjrMdIQDOFWtYIeJmWZHBodLji2yudnZWXlRXt+6LLCqspq/LpO3MiK78YNgyOjI9zXvgT3ecaDtGXxUt8ZDo9mdSpGEnH+x9IVBN0uHj52hG8e3E9fNDqjrg3bZiyZZCyZ5NjYCLv6zvALa9bzrsVL8ekXNwkXQjAUj/Pvh/bz6MnjjCQS+TZyPrZlkbYsptJpeiJTHBge4ienT1Hm9fDgitX8wtrrZpRxNiRJoqqhjKqGWXR6ZIWW5TM9VlqW1c44h8fnYun65gteS1WVefcpcu2gKyr13hJMx6bWG2J5uPaC+093bQ4CgUA6b3wRdnnxqy46osNsqWovek8skKJx4iqnqjrEJ37tTtxujXC4qH5d5OrF5dJ4zwMb2HzLEpYtu3CH/lZAiPmUHq5OpJyo5sZF9axurOb44Ci7O86w/cgpuscmSWbM/GDbchyGpmJ898UDvNzZy0e2XMd965agX8bUuNdCPZ8/+VJlmZUNVSy6BCKWLlW9JOcpUuTNQpVl3rGonf8+cYyJVDa8yXBsXh0aYCqdpsQzt4eAIwQHh4f48ks72TPQVzBRliUJTZaRJRnIZgyZntiajkNvNMLf7t1N19Qkn7r+JuoCgTkNIasqq1lSVsFosgfIenc803WKn1uxErd6cSnXhRAMxKLs6u3J95UScENdPU3neTCMJhIMxmIFx1f5fLSE59eaOB9Jkqjx+6kPBDk+flaA9+T4GNFMZt6J+2gyyempCQ6PDPOP+/YSM7LaFYokoclKXojXdOy8J5jpOHROjPOXL75AzMjwgZVr8F+EgaIvGuWLu57nma7TmM5Z7xEJ0GQFRZby17WFwLTtfH/vCEHSMnGS2S3aNRDGU+TaRpVkbqho4cf9h/lm524+vuQWylw+bOHQm5hElRSWhavz4R4BzY1H1TgZHaYvMUlAcyMhZbNySBKt/nJWl9TzZP8RFgerWFlSi4zMlJEk41i0BSpQ5bdO6OylomicuMrRdZX11zVf6dsoUmReZFmipbWSltbKK30rbzpCZF3txUXEHl6NuDSV1Q3VLK2p4P71y3itZ4Dnjpzi0JkhBqdi+YG3IwSdw+P8w09eQpFl7lm7+LJoUUynMLza8WiFkxtVyWZH+eDmdXMcsXAkictqDCpS5PXQGArTVlLGnlRffttgLEZPZGpO44QQgu6pSb780k5e7u/NT4hVWaYpFGZ5eQWLSkopcXuwhMNwIs6x0VGOjI3kjSBpy+KRE8fxahq/ccNmwu7ZvUt9msZtzS3s6u3JT347J8c5NDLMxgWGnuTvGzg6NkpnLowFIOhyc3NDE77z+oLeaISMfdazSpYk6oOhGfstlLDbQ6XPX2Cc6IlMkTAN4MILWOOpJN87epi9A/3EjAwuRWVxWRlLyypoDofx6zoJw+TU5AQHRgbpnprK97+RTJr/99qrVPv9vLN96YJWgE3b5tuHD/Bc91nDhCxJ1AWCLMs923KvD5eikLYsJlJJzkQjDMRiDMSjjCaT2I5Dlc/PrU0t14TGSJFrG0mSaAtU8LH2zfxn1yv83r4f4lY0DMdCQuJ9zdexNFSVd8D0Kjr31q/kO6f38Jk938en6dR4Qnxu9T0ENDdBzc1H2zbxjY5dfPXos3hVHRmJjGNxT90KWvzlxYn4LBTr5CpECEEmY2FZZ63MiiLjcmnIcuEHwbJsDMPG5VKxLBvLctBUBU1XsG0HI2OBJOFync37bJo2pmGhu1RkScIwLGxbIEmg6QqqqsxYfXAcQTploGoKmpY7t2EjHAdJllDV7PZzjxNCZPNFGzaO44AkoWkz97Msm0zGypVxZuyoEIJ02sRxBG63ViBoJ4TANG0s00YIgSTLaJqCql6ciNL5ZDLZ6+m6imFYCJH9v6LIGEZW+fnc+50ug6rK6PrcZRCOwHVeGV4PjuNky2052XQNkoSiyGhqNqby/OdgWdn9heNkwwlmeQ4z97cQjkBWsmWazR1++hmn02dzt0u59qaqMyevluVgGCaalq1L07DyaTAVRUbXFORZ6kYIgWnYmJY9q0FAVZVZ286bhe0IEhlz/h2vASRJwqWp1JYEqS0JctvyRRwfGOWZw508faiDoXOMFINTMf7vcy+zvL6Stsuwmm9YNplrQAwy4HHh/v/svXd0XOd5r/vsNr0CU9A7AQIESJAESbFKLOrdkizLdhzHNY7txPdk+d6snJuc65NznRXfNMeOS+xjS45l2bFkW7YKJYoixU6KvRMA0XsHBtNn9r5/DDDEEJ1U1zxrcUnc3PPtb+89s/f3vd/7/n6KnNSYiKkq4Vgci+H9r9ORJs1CsCg6qt0ejnVdC04MBAN0+sZY4c2a8XcwHAry78ePpgQmrDodj1VV85Gly6jIdKWIMWqaxngkwpHOdv79+FHO9vagAVE1zm8vX6QsI5OPL1s+4yRWFkXW5uaRa7XR4RtL9C8QYF9bK7Xe7EUFW6PxOK81XU0JnObbbGzIK5h2nl3jvpQyBkkQyLctzqVpKja9nozrgj19/nH8E2UecxGKxXih4QoALpOJT0+UauRYrCnXLDaRLfHkmVP87srFpOZHr3+cJ8+cosaTNaPGxfU0DA3yalNj8vMCsL24hM+vrGO5J2tGDQtN0xiYzPDo7+NAWyslDiclC3A1SZPmrUAWJbZnL6XKkcPlkR7GoiH0kozXaGWJ1ZvMmoDE+OmRwlVU2LLoCCREb7ON9qRzhyAILLVn8Tcr7uHiSDf9oXE0NJw6ExV2L0o6a2JG0sGJ9yhP/+wghw/VJyafwNKlOXzxy9txOlMj4+fPdfCbX7/JXfeu4NSJFi5e6GBFbSH3PbCSE8ebeW3XeYwGHQ8/UsfaW0oRBIE3j13ld785zqOPrSUWU3lt13k6O4YxGnWsXlPM9h3LyM5JffEMDvj41t+/wMbN5WzYVM7B/Vc4cqiRoSE/VpuBTZsruPveFRiNiXQ/TdPo7Rnl0MEG3jx6lcHBcQwGhcqqHG7bVsWSJVnISuJHebWxlx9+bzelS7x8+jO3YjanqnuPjgT4wfd2Mzoa4M++cjv5BYlJUSwWp7mpj9dfu8iF8x0EgxGcTjOr60rYfFsF2dnzvzxn47fPHaezY4h168t4dec5fGNBbr+zhhW1Bfz+dyc5c6aVsrIsnvjEenJynVxt7OP7332NpZXZfOrTmzFddw7DQ36+951dhMMxvvSVHeTk3rgIVyAQ4ezpNo4ebqSpqY9gMILRqCMr28GWW5ey9pbSiWBCYv/OjmEO7L/CyRPNDA/5MZv1LKvOY+v2KoqLPSme3ZqmMTzk57Vd5zl6uBGfL4THa2Pb9mVEIrEZgyoXL3Ty3W+/mgh+aBp2u5HPfmEry1cUTNv3yuUufvbkfrZuqyIr28HuXedpbOhFVTUKCjLZur2KujUl6PTXHk2aqlFf383uXRe4fKmL8fFwItg1gaJIbN6ylEcfX4vJNL8y/PXfCI2kK+eCicbjDPoCi/vQ+wSDTmFFYTZLsl3cWlnCD3Yf4XhTZ1KUsXVgmH2XmucNTsz421vkhR4PRfCFwov6zDuNIAiY9Apeu4XWgYTwXCyeKIcJx+IY3kHR0zRp3i30skyhw5GyLRCN0ucfR9W0GYVo97W28MrVhmRgwqwofHrFKj67cjU2nX7aM0QQBKx6PduLS3EYDPzV7leTLhi+SIRnL15gY14BxQ7njJ8tsDmoy8ml88oYGolJ+KH2Nj62rIZcq23B59o2OsKZ3u6UbZsKimbMEBkKBK4rVRHxmG+8RFcRRRz6RMr4ZNA4oqoMBhduN2zT6/ly3Toeq6yeUUNCFkUqXG7+fO16omqc569cJq4lzuF8Xx97Wpr4ZE3tvLbrlwb66Rm/VtKSb7Pz+ZV1rM6e3WJWEATcZjNus5lVWTk8WF6JLAroP0CuUWne+4iCSK7JQa7JMe++BkmhzlVIHYUz/rsgCDh0JjZ4St/qbn5gSedIvUdZe0spDz+yhq3bqhgbDdLXP0Y8Pj29ORSK0tTUx7O/Osrw8Dh6vcILvz/JD763mwP7ruDx2Ghq6uOXzxxmdCQxmQr4IzQ39fPcr9/k508dQJYkqqpzEUX4r2eO8B8/eJ3+fl/KCnUsrtLdPUL9lR6e+t/7+P1vT2Ay6SgucRMJx+jpHklmdWiaRnfXCN//7mv87Kf7iMdVqmvyyMp2sO+NK/zDN//AsaNXk+3nF7gQJZHDBxro7hpJOa6maTQ393PyeDMmkx6P1w4kMjlOn2rlm3/3e97Ye4msbAfLqvPQgGeePsh3/vVVuq5razGMjgQ4faqV539zArNZz8CAj2d+fogffv91ujqHcGVaeWPvJV7deY5IJEZhUSY6vcTePZfo6hqedg4N9T2cPt2G1WbA5bbeUJ8AAoEIz/7qKN/6+z9wYP8VLFYDpWVerDYjly91cbWxNynQo2kaba2DfOfbr/DLpw8hSxI1K/LJzLSw69Xz/OM/vMjp063JvmqaxthokCd/so//fHI/4XCUqupczGY9zzx9iDf2XEQQpw8osnMcfOTRNdx3fy0Wi4GuzhFCwZlXcUKhKG2tg7z04mm+991d9PSMsrQyh6xsO8ePN/Ptf9nJyRPNqOq1PrW09PNv//IKBw/UU708n3vvr2VZTR7Dw35CwSh33LWcdVMCMvOhu07ZXdNY9Op8MBKlfXBkUZ95PyEIAma9jjWleXz9vi0Uu68F0zQNjjd1zPnbEgWmDVxjqkpkhmfYXAz5A++LIJDNaJimC9E2MMKAz/++L/1Jk2YhyKKIy2iaNokcCAZStAYmGQ2F+K9L5/FHr2Wgbcgv4FPLa7HrDXMuLIiCQK03myeql2Ocsvp+ob+XI1OyMK7HqtezpaAI6xR70/P9vVwZHFjw71TTNPa1t9LrH7/Wrk7P1sLiGQMwo+FwitiwKCRKM26UyQCNLKQO30dCCwtOiILAupw8PrJ02ZzilgKQbbXymdrVFNqvTdCiapyXG+sZnud4qqYxEAwQnCIWnG+3U+xwLlgUUJEkXCYTDoMxnYGWJs2HiPSSznsQQRCoWZ5PzfJ8+vvHeG3X+Tn3D4eiWKx6Pv+n2+jrHeOfvvUi9Ze7+fJf3M6K2kJ+8qO9nDzRQlfnMI6JzItIJEZzcz9f+Ys7qF1ZiCxL+MaCPPm/32D//iscOdTA3ffWoiipA43Dh+pZXVfCf/8fD+H22BAFgWAwiqJIyclhKBTlpRdPc+Z0Kw8+XMcDD63CaNITi8W5fKmL731nF8/84jDFJR6ycxyYTDpuWV/Gj3+4lwvnOygucSNJQrKfZ061EQ7HWLe+FP3EivrwsJ9nfn4IQYCv/9V9lJV5kWSRYDDK7557k988e5zdr57nY59Yv+BJ6/UMDPh48OHV3H5nDbt3neepn+zHNxbkL/7yLvQ6mW/87W9obOghEIjgcJjYcmsl3/nXVzh+rJniEk/yHEKhKKdOtqDGVW5ZX3bD/dE0OHywgT/8/iQFhS4+9SebKSnxICsSsVgcvz+M2aRPllP4/WF++9xxGup7+PgnN7DjjhqMRh2RaIyzZ9r44fde55e/OExBQSZujw1Ng9OnW9m96zy1Kwv58p/fgcNpIh5XOXemnX//zi5i0dRBpiAIuN027rpnBdFonNbWQXp7Ruc8j3hcpamxj8ceX8dd967AajUSicR4dedZnv7ZQQ7uTwQhLBYDqqpx+FADXZ3DfPyPNvLAQ6vQ6WSGh/yIgsiRQw0Ul7ipWIQAp8WgS8meiKkqg/6FrzoBDPuD1PcMzL/jB4AidwZrSvNo7B1Mbhvw+WddDYXEqoNZnzqKaNcVAAAgAElEQVTwDUVjjAVDM+4/E6qm0TE4SveIb/6d32VsRj3LC7LZf7mZ6EQApqF3gPruAXIcNtLj6jQfBkyKDqOsJNP4AXzhCDE1deKvaRrHuzupn6KbYJRlHqqoWrC9piJJbC0q4ZnzZ5PZE3FNY19bK/eXL8WqmzmLbn1ePnlWGxfD/UDCmWJPcxOb8wsXVNoxFApypKM9ZdK9OjuHYuf0bA1IOIxMDU4IgoDpBvUmJjEpEyW+U2K94wso64CEjemOkrKUAM1sCEBFZiYb8gtoG7umP9E4PET94CBe89yWitdfjUA0mnLd0qRJk2Ym0pkT73EE4XpjmumIkkBhoQuv105+fgYZGRYyXRbKyrzYbEZycpyoqsr4+JSJgQbVNXnUrizEZjNiMunwZtm5+75aZFnixJvNM65+i6LIRx6to2xJFna7CavNiMdrw5lhTr6YR4YDHNx3hawsB/fcX0umy4rJpMNmM7JqdRGbtlTQ1jrAiePNydWKVauLcThNHD5Yn6JfMDYa5OjRRrKy7Sxffq1M4OzpVlqa+9lyWyXVNfmYLQYMBh1Op5mt25eh18scO3aVcOjGdQEMeoUl5YnzXLIkC1kWWVKehddjx+E04/HaGB0NEp2YsK9cVUhOrpODB66kXOvhIT9vHmsiLz+DZdWLE96aSiQS5cD+K8RiKo88toaVqwpxZpixWg04nWby8jJS7sNAv49DB69QWOjirntryci0YDTpsNtN3LJ+CavXFNNQ38PFi51J7Yjjx5oIR2Lcc18tOblOTCY9VquRFbWFrK4rntM1QRBY2CRM08gvyGT77cvweu2YTDocDhObt1RgtRno7BxOfgei0Tj9fT4URaK0zINeryAIAnaHiZJSN+FwdN5gyPWY9TrMhmsT50gsRmPPQLJsYf7uaxxv6qBvbHz+nT8AiIKA1ZA6kJ2vFEYQwGbSo5uiOzLiD9E2MJIyUJ+LYCTKkcY2/OGFDbrfTSRRZP2SAjz2a4P1QDjKi6cuMxYMLbpsKE2a9yOKJE2zGg7FYtN+81E1zrHOjqSoJUCpM4NKl3tRoodFDse0cozLA/2MhmYPgrpMJjYXFKVsO9LVTp/fP+/xEgKeI5zs6UpuM8gymwsKyTSaZvxMNJ6qkySQsAS9GRRRRLxuZDhVdHMu7Ho9q7KyF2yoLIsSm/ILMEjXFlWC0Sinp1yDmRAFAZfJhGmKE0r94CD721qIxGfWjnq/oWla8s/7qe0bYWp/FtOnd/I8brSPN3qM90I7H1TSwYkPALIkYbEkFKrlCTFIg0FJ6j9IsoimJUT8ppKV5Zim7+D12nHYTXR2DCUn3VPJy8vA7Zm7NrO/b4zh4QBFxa5p7cuyREmJB1EQaGsdIBpJHMPjtbG6rpiW5gEa6q/Vcl4430FP9wjr1pclsz4SpR4DjI+H2fniGb7yp0/ypc//JPnnf33jd/j9YUZHAkQiNx6lNxh1ySwHvV5BEAVsdiOSnBgWyHJCGFTTtGQGwcZN5XR3j3DyeEvyoXPmdBv9/T42bCzHarvxdM7hIT/9fWN4PDaKit2I8wzientHGRsNUlzixmBIXalRlMR9UOMqHe1DxCaEJtvbBjGb9GTnpGpiGIwKeflvnSCV12vH5Uotb7FYDciSRCQaS5Z1KIqEy2UhFlNpbRlM6lqM+0K0tQ6iKDIZmXOv3lyPWa+j1HMtBT+uapxr6+Fq79C8LwpN02gbHOH3Jy8RiU3/fbxXicTiSeHRxRIIR7jS3Z+yzWuzIM1Q4jOJIAh4bBa8Uybr4ViMA1daGBqfv0xDVTVOtyScQ94vlGe72FRelJKyfKi+lV8fPUcwEln0IETTNMLR2IKDZmnSvNuIAtMmzQkj4NTv/kgoxIWBvpStRQ7nvCvx1yMJIgV2R8oR/dEIbWOzB6wlQeS2wmKsU0oaesbHOdDeOu9vNKqqHO5oSwmqZFssbCkomrVUQZ3BCnmhZQ2zIQritLSE2UpZrqfA5sCun9nRZDbKM13YpmRaROJxGoYG5w00V7u95NqujRf90QjfOXaE7x0/StPIMOG3OYsiHldpu9pHw4XO5J+hAR+a+tZMCAP+ME/+2y7OHGu6qXY0TSMYiKBOeUfH4yrP/MdeDuy6cEPtRaMxwm+xaPfel86y6/lTiwq2jwyO89Nv76K7fWj+nW+SUDDCc08d5PyJlptuS1M1xkYCtDT2cvVyF+3N/YyPBW/qvkylv2eUf/nb374j1+X9SLqs4wOAIJIUNRRIODWIojCj68FUFJ00zf1DlAQMRgWfLzTji8do0s3rNBEIJAQLTWbDjBPoyTYCgQixeBwdMmaznjVrSzh6uJFjR5uoWV6AqmocOdyITiezclVRsqRj8hiCANm5DnJypotLVlblYLebUG6whAJAkoRr10eY3Hb90OsaOr3M+o1L2LP7IkcONbB2XQmyInP0cCM2q4EVKwtuuKQDIBSOEonEMBp1ycDTXAT8YTQNzOaZ63dNJh2iKBDwh5NuLYFgBINRmVbOI4rCgo65UPQGGZ0+NWAiCELiOk/52kmSyIbNFRzYX89z/3WUgf4xMjIttDT3c3B/PXVrS6iqyl3Usa1GPcsLsjja2HbNUq53kGcOn+ard2wgwzLzChhA2+Ao//LSAc639yzqmO82p1o6udTZz8riHCpz3Au2pgxFY7x0+gqnWlJXyVYV585bA5zrtFHkzqB98NpE4cCVFl46fYUnNqyYNYU6rqqcbevh2zsP0vM+KOmYRJEkHrulhmNN7TT3TYj0hcL8ZO9xwrE4j62rxmufX29GVTX6xsY53tTB4HiA+1ZVkjnHdzJNmvcKcVVLCidOopMkrs//9EUiNE+UYkBisp5lsaToRywUuyEhnDkZWIjG4/TPkQUhCAKlzgxWZ+ewt7UFSJREHGhv5e6yJdjmmLiPR8LsaWlO2bbCm03pHE4SkiBe/1pbcPbYbKiaen28J8VBYC5yrNZ5hSyvx6woZFutdE2IW2pAf8CPPxKZszykLCOTO0rKaB4ZTpaE9PjH+bdjh3m5sZ47SsrYUVJKpcuz6D4thFg0zoHXLnD6yFU62wZZvqaY7fevZOW60jmD6wtFjav0dg3j9y28XHEmwqEoe18+w4ZtVdinLML194xicyz+2a9pGlfOdRAJRVm1YclN9W0q3lznjNp3c6HTK5RVZmM0vXXjx9mQJInCUg+OjMUFOWeip3OYX/9kHwP9Y4iCQCwaZ8eDq9i4o+qG78tUopEYna0DCUfFNNNIByc+xIRDUeJxNcXyMR5XCQajGI3KjNH9hTzOTWY9oiTi94dSXBUmCQTCxOMqJpMOeeKFJAgC1TX5ZGU7OH+2nb6+MYLBCI0NvZSUeCgt9aZMhowGBVmW2LipnHvuq52xZ6IAesPN1HYKM7Y7F+XlWVRUZnP2TBttbUMIAjQ397G0MofCQtdN9AV0ioyiSITDMUILiIibzXoEAfz+0IwrQokgkobJpEeSBDQNDAYdfaGxpEvMJJqm3VQWyvUkgmgL27ew0MWjH13Lj364hyNHGjEadNjtRj72ifXctq1q0dkoelliY0URL566TOdwwlJO1TRePHmZ0UCIx9YtpyDTjn7CZSEWVxkNhDjZ0snvT1ziUmcfmgZ2o4FAJJLUGHgv0z44yo/3HMN4UKHI7WRlUQ41+VnkOG0YdQqyJCbSqTWNmKoSisZoGxhh17kGXr9wlbHgNceMQpeDzUuL5j2m3WTgtsoSTrd0JR03QtEYP95zjK7hMe6tXYrbZkaRRFQtMakY8AV441ITO89coW1wBEkSMet0+ELhmx7QvxOUejP54rZ1/PPLB+gbTZT9+EJhntp3gsMNrdy6tJgVhdm4p2SeqKpGKBqjZ8RHc/8Q59t7aeobondsnFJPBjuqy97NU0qTZsGEYrEUvQkAo6ykTAQ1TSMQjdLvD6Rse6H+Cie65y4VmIluny/l2RCfaH8uMoxGNucXcaSzg9DE6v2J7i5aRkeocXtnDbye7O6mZfRaUEUWRe4sKZszUKtIYkrwRAMiMwiELoaoqqJeF51YqJuFw2BMsWddCIoo4bkuqyUQjeKLhOcMToiCwBPVy+n0jbHzakPyWmtA/dAgTSPDPF9/mWVuD3eWllHrzSbLYkUvzWxzvlh0eplH/ngTOfkZvPaH03z+L+/G5jQhSgKjw37icZVYNE4wEMFk1uN0WWa0QJ9KLBZnqN9HMBABtJQsglgszvDAOIHxEHqjjky3FUUnM+4LEQ5GQIDxsRBGk44MtxVZlhgd9tNwsZNDuy/izXaQ4bbhzLRgsibGb7FonO72ISKRGDa7EUemZc5rEwlH6ekY5o2d53BkmHG6rBiMOtzZdmRZYrBvDL1BIeAPE/SHsdiMOF1WNE1jdMjPuC+IpoHVbsThNCNKIpFwlN6uEYwmHY4Mc3LRbvJ8FZ3E+FhinGl3mrHaEwKmI0N+RgbHKSjxYLZeC/r5fSFCwQiCIOAbC6LTy2S6bSg6Kfnvw4PjSY0znV7Gk+2Yc7ExMB6iv3cMl9dGhtuavEbhUJSxkQCyIuEbDSBJIhkuKwbT3DbfJ480EvCH+dJf3YderxAMhJPnMNt9mTzeyOA44VAUWZFwuqxJ975IOMpgn49oJIZ/PJRy/Ml/i0SimC0GnJlWJFkkHoszNDCO0azDNxIkEonhyDBjd5pRVQ3faICx4QCqpmEy68lwWZDm+Q6/H0gHJz7EdHeP4PeHsduvRQD7escYGw1Qs6Jg2ur5QvF4bGRmWmhtGcDvDydLTiDxMGtp6kdVVfLyM5IPI4BMl4UVtQW88PtTNF/tw+cLMjQ4zp13L8dqu9aGIAgUFLqQFYnWlgFAwPQORGUXgqKTuW1rJUcONXLqZAuKIuEfD7NmXelNR46dGWYyM61cuNBBe9sQubkZ0zJfppKV7cDhNNPc1E8oFE3J2ohF4zQ39SOIAjl5TmRZIhZTyctzculCBz09IxSXuJP7h0IxujrfHXeKYDDCvr2XKSn18Bf/7S4yMswICIhSIktosYMYQRCozvNyx/Jyfn7gFNGJwXQgEmXX2Qb2X24hP9OOx2pGIzG57BgcZTQYSpZGFbmdPH7Lcn55+EzSPvK9TjSuMjLio3vEx9HGdiRRwGLQk2W3YDXqMeoUVFXDH47QOzZO/5h/ol76Wht2k4HP3FpHkWt+K1xBENi2rJRD9a3svtCY3D40HuQXB0/zhxOXKHQ7sBsNxFSVYX+QjsFRApGEgJwoCKwuzmVtaT5P7TuREiB5ryKLIneuKGcsGOaHu48yOFHCEoxEOdPazbm2HmQpIRZqmsgcCkViBMKJIJc6WYf6bp5EmjQ3gKZp+CJhgtcFBpxGI/J1Ggtj4XCKg4dGYkW9x3/zOj6aRop150xIosiWwiKeOnsqWQLSPe7jRFcXVS4P8gzvlEg8zr62lhQ9i/KMTKo93jmPZVZ0KbafmqbhX6B45WwEotFpZbqWOZw3pmKU5UWXlUiigPk6Ec9wPL4gccsci5W/3ngreTYbz126SPcUa9GYqtI+NkrH2Ci7m69S6sxgW1EJO0pKqfFkLTqIcj2CIKA3KOgNCrIsYjTrksGHXc+f5PKZdiw2I35/iGgkziN/vIma1UWztqeqGhdPtfHczw6g1ysYTDr6ukYm/k3l+IEGdr9wKrHSHlPZdPsyNu1YxqnDjex56Qwuj42RIT+hYIRHP72Z6tWF1F/oZM+LZ2iu7+GV357AbDWycXsly9eWoKoaJw410HSlh3FfEKNJxye+tI2c/NltvEeG/Ox9+SxnjjVhsxvp6xohv9jNXY/WYbEa+eWP3kBvVIiEooyOBKiozuXej64jGAjz7JP7GR7wEQwmxot//NUd5Ba6GPeFeGPnOY7tu8zazRV88s+2AzA65OfH//QyOr2SKLcdC5Kdl8HHvnAbdqeZlsZe9r54hjPHmvh/vvNJCssSv5XTR6/y2u9P4ci0EPSHGfcFueOh1WzYXoXfF+K5pw4wMujHNxqg4UIntz+0ioc/uWHO4ER/7xg7n3uTN/fX85n/4042bKsCoL25n59/bzf2DAvRSIzxsSDVq4t44IlbMMyRDWw06giHowiCgDPTQsaEy150oux4pvuSlZvB5bPt7Hr+FPF4nLGRACvWlPDwH21AkiX2v3qePS+dxWY3JhZwJ7Tp4jGVXc+f4vjB+uS86/6P3cKylYWMjQb56bdfxZ1lxzcaJOAPsXZzBVvvXUF/9wjP/GgvkVDieeDIMPPJL23Dan//Z1qmgxPvYTRNQ1MnBqpvg3DK+XMdnDzRQl1dMbIiMe4LsfPFM0RjcVbXFc/5w50Lh9PMltuW8rvnjvPyi2d44MFVGE064jGVK5e7OLC/nty8DFatKkqZWAqCwPqNS9j50lkOH2ogFIpitRpYs7Zk2gR05eoiSko9HDxQT2VVbsIFQy+DBuFIjOGhcWw2Iy63bc4J/NvB0qpcyiuy2Lf3Ek6nGbfbSu2qwpteCTAYFG7ZUMaF8x389tljWK0GCgozkSRxIuMlAgi43VYkScTlsrJ5SwWv777IKy+fZccd1RgMCtFonPNn2znxZjOlpR6qqhIp+pIkUremhL2vX2Tni2coLnZjd5hQ4xqXL3dx4njzrHkkCWGfayKJif/X3pLVj9GRAB0dQ2RmWujtGU2KnIqiiMGoYLcbUZTFPcr0iszHN6xg2B9k55krhKLXVnSCkSj13QmnhesRBYH8TDtfvXMDq4pyefVcw/siOCFLYsqAVNU01LjGsD/I8AKcSiRRIMdh41NbVnHPyqUoC4zMZ1pNfHH7WsaCIU61diV1L1RNYzQY4mzbzOUxsiiysjiHP79zI4ok8qvDZ98XwQlBEFAkiY+sWUamxcRP3jhOQ89AUp9E1TQisTiR2PzXXRQETDplUQKBadK8W0RVle5xX4r2gSyIuE1mFPF6kcy3thb+RihyOFmZlZ2iT7G7+SofqayapsmgaRodY6Oc6O5Knp8kCNxaWIzbZJ7zODa9HkkQmJzGq5rGyByCnfOhaRpj4fC08pmFupyICyz/mIogCOil1HesqmkL0sMRBAG32cyfrV7HloIinr10gYPtbfT6x5NBJI3E9+fy4AD1Q4O80HCFTQWFPF5VQ0WmC/0NlPvMRzgUZWw0wEc/t4VMj43fPHWQo3svzRmcGB8L8spvj1O7toQtd9bQ2TbA9//+BQB6u0Z4+dljbLuvluVrSrh8tp3nntxPRU0emqox2DfGo5/ejDfXwZ4Xz7Dr+ZOUVeWwYm0JBoPCyOA4n/yz7bi8NhRFRkMjFo1jMOp47DObMZp0/PifdnLmaNOcwYlMj40HP76egd4xyqtz2X5fLaIkJsbHgG8sSDAQ5vHP3YrFZkQUBBSdjCgK3PPYGoxmPeFQlJ/8yyucP9lKbqELZ6aFj33uVsKhSMo91zSNwf4xalYXc/ejaxgb9vPkd3bR0tDLirUlLK8rJsNlob25P2WRQ1U1+ntHue/xdRRXZHHwtQscfv0Sqzcu4erlbjpbB/nC1+8mHIryo398mVUblmBzzv07Kyhx89HPbGGgdyypWTbZx96uEdZuqWD91koaL3Xxyx+/webbl5E9x3Vcub6M9uZ+fvSPL1FakUPd5nKKyjwIojDrfcl+JIPi8iw+8adbMZn11F/s5PmnD7P5jmoEQWDPS2e56yN1LFtZwJk3mzh9NKGpVX+hgyN7L/HEF7aSletk3yvnePnZNympyAYtoU+RU5DB45/dgqKXk+PdzrZButuH+NSXd+DNdRCJxDBZFqcn814lHZx4j6FpGj3do1y80EE4HGNoaBy/PzEof3XnOTIyzBiNOioqc8jOdszT2uyIkojbbeWZnx/i6OFG7HYjzc39XL7YxcpVRdyyvgxZvrFBsV4vc+ddy2lrHeT3vztB/eVu8goy8I+HOXO6DdD4oz/eRE7e9DrNvLwMltXkcfxYE7G4yoaN5XhmEODMyLDwiT/ayPe/+xo/+sHrvLHnEh6vjXhco79vlNbWQT7/xa1s27GMxZZm3CwZGWbWb1zCfz51gK7OYR5+pA6HY+4H60IQBIHNty6lrXWAnS+f5Zt/9zxLK3OwWPT4/WE6O4ZYVpPH576wFZNJj9Gk44GHV9PdNcIzPz/EuTNtZOc6GRn2c/Z0Gyaznkc+ug6P1zbRPtSuKmTLrZUcPFDPP3zzDywpzyIUitJ0tQ+Px8q4L3VCFQiEOX2qFd9YkEAgQktzIkvj8MEG+vt96PUy2TlOqpbl3nCQyJlhprjEzf43rnDxwq8QxEQFs04nk1+Qye131rBtx7Jpop/zkeWw8rW7N5LrtLHzzBWa+4fnLB0w6xVuKSvgE5tWsqooB1EU8dosCMLczhXvBZbleblrRTlvXm2nY2hs3pXFSQQBsuxW1pTm89i6apbleResVwGJCfbSXA//98PbePrgafZcvMrAmH/OzACPzcytlSV8ctNKit0ZDAeCOM3G95U7il6R2VFTRmlWJn84cZE3LjXT0j+8oOuukyXyMx0sz89ie3UpTvONi+imSfNOEYxGaRwaTNlmN+jxms3z2jiJgkCu1YZrFseLxWBUFFym+duRBIE7Ssp4oeFKMuDQMDTIhb4+NuQXpOyrahoXB/poHL52fi6TmU35hfNqJbhMpkSAMX4tQNkXmN8ZZDaiapzRcKommE6SyDQu7DmhajdQhqjdvE6GUVGoy85lmdvDxYF+Xm6o53BnOw1DgynPRVXTaBsb5VcXznG4o51Pr1jJwxVVWHRzp+EvFkEUyCt2s6QyF0EUyM7PoOFi55yfCQbCDPX7qPhoXqIsQ5GSE9zB3jG6O4bpbB1kfCzIyJCfvu5RRocS9zrDbaWsKgdFkVhak8+pw1eJhmOYzHr0BgVRSiy2GE2JEoBoNIYkiSxdnk9ekQtBEMj02Bgdnvu7I0kieqOCrIgoOhnjNFF6kbLKnGSbk6iiQDgU4+rlboL+CIHxMONjifGeIAhIsjhjyYusSNTUFePOsmMw6jBbDMmMAFEUUBQJYYaxX6bbSk1dETq9Ql6hi5OHGlHjKoKQ0PKIx9SJvwvodPMvhgiCgKxIiNIM+moWPSvWluB0WcnOzwCNebUeHBlmPvb527h6uZvjB+r56bdf4e5H1rB+W+Wc90WURHo7hxns9yXLf0LBCKFgoox+ybIcHJkWSiqyyZgQhW9p6GV0OEDjxU6a67vp6x6hvbmfYCCMJEnoDQpLa/Lx5DiS90zTNPKKXeQWunjx18eoqM6lblP5O74Y+3aRDk68x9A0jauNvTzz9CGi0TiqqiUdL3a+dAZRFLFY9TzxiQ1kZzsw6BU8HjvmiWiZIEJGpgVN1ZIrpWaLAa/Xnjp50zTWriulpNTD7tcu0FDfg8mk4+FH13D7HTV4vLaUB5ckiXi8NjIyLfOu5AmCQFa2gy98aRuH9tdz+FADJ441ozcorFlbwm3bKqmsmnmyarUZ2bS5nPa2QURRYMOmJTNmcIiiwIraQv76bx9k355LnDvbzvlzHYiigMdr5777V1Jdk3fDP1TbhEXqZIqVoshkZdkTJSoTpQROp5loND5NIFSWJVatLubFP5wmGIiwqq5kQQ/XhWC1GvjkpzZRUZnD0cNXaW3pJxyOYTbrKS72cMv6JcnyDUEQyM/P5EtfvZ39b1zmzWNNvHn0Kmazns23LuW2bZWUV2Qn7/PkOX32i7eRX5jJsSNXOXG8GY/XxkMfqSMj08wvf3E4+V0D8I2FeP43J+jrG03qVDicJk6caObkyRZkWWLtuhIqK3NAFNDrZbxZdhzO6YNHURBwe2yYzXokSUykCY6H+d1vjtPf52Prtipy85xIsoSqqvjGQhx/s4knf/IGbreVuhkybOZCEARcVjOf3VrH9uoyzrR1caG9j5aBYcaCIcLROAZFxm0zszTHzeriXKryvGSYjcnj/OmOdTy0ZhmapmFQZEq8swujrS7K5fufeSj5d50sU57tnnX/2bhzeTlLc9zJTCqjTiHXaZ/zM2XeTL5+3xY6hkZpHRihsWeQ9qER+kb9jAVDBCNR4qqKLEkYdQoOk4Eit5Myr4uqXA8FLgdW4+y1xXMhCgIlngz+8t7N3L+qkrNt3Vzo6KV72MdYKExcVTHrFXKcdpbleVhVlEt5tgvLhH2pzajnfzyyndFAaOLvBhym+Qfi2U4rf/Pw9hQr0mJPxlsihDYfgiAgCQJl3ky+fMd67l9dRUP3AOfae2jpH6bf5ycYiSIABp2C1aAn12mjwOWgPNtFrtNOboYNgyK/pQPyNGneLkZCIc719aZsc5vM5Nvs05YHrl+F10kSD5Qv5fGqmpvuhyAIOAwLe1bVeLxUZLq4OJBwIxoKBdnb2syanNwUwd5gLMqelmYiU/Q0KjJd1GZlz/v7zLZYUzJH4ppG++joDWcWjoXDDAZSHY+8ZgvmBZZ1hNX4NL2K+VA1LakXMYksirOKGs+GIAiYFB112bnUuL10jI1xqreb3c1XOdnTxVAwmAxUxDWN5pFh/r/DB+j3+/ni6jVYdDf2DpoJURAwGJTkxDmhCzJ//wVBSK7MaxrJcY8gCsiSSDymEouqWKxGHvnjTbiz7PR3jyayoCc+F5+YhCd/GBP/vf74oiSiNyhTxmgLWwi59rWavvP1bU5y6PWLHHztIjWri7DZTRMuf/MfTFFkFJ2U0seFoDcoCBO/i6maLKVLs3F57fz4n3aS4bawZnM5+SWehTU627H08pRxekJ4fb4zmywJqqotYElVDr97+hDH9l9h/bbKWe/L+FiIZ/5jD6qqsaQqB5NFn7xhokgiA37yu6NqSXFRUUyI7yfc6MCb46ToiSyMZj2RUAxZllB0qWMBQRBwe+185mt30FTfw8lDDfzsu6/xJ1+7k6zc+ctu3+ukgxPvMQRBYO0tpdQsz59jJ5LOCctq8vjG/3okmbJlNOr4yp/fnvj/iXbhS0oAACAASURBVAjs1m2VbNyYOslXNQ1JEtl861LWrCslHosjiAI6nYJON12MyOWy8I2/ewRREhfs2uDx2LjvwVXcflfNxMM4EQHV6ZRZgwaiKHDbtirWrU+IwJlM+ln3lWWR4mI3ebkZRCIJyz2BRCBF0SXEI290YP/QI3Xc98DK5DUsKMjkm9/6GHqdnMgokUU++/nbEoKS5unXY/LlVVGZTdF1EeqbQRAErDYjt95WyS3rlyQtQEVBQJIl9Hp52vXKyXHwyGNruO/+lcRVNZnGp9dPn/gIgoDLZeWxx9fxwEOrUVUVWRLRG3SAxpLyLHRTSihcbiv//X88NKc119Ro9tKlOfy///D4jFk5RpOOv/3Gw4kBzIQ+x8ULHfzXM0d47GPreOTRNYkHNIkXi6ZqFJe4+f53X6OxoZcVKwtvyA1FJ8ssycqkxJPBvSvjxOKJoKBG4qUjCSI6WUKRpWm1umVZLsqy5hc6FQQBt82M21a86P5dT36mnfzMuYMRMx3fpNexJMtFmdfFlspiYnEVVdUSJR4TL1BhYl9RSAy0FElCEhev6zHT8c16HbWF2VTneYnE48QnNRZIDBQlceI6TwjITaJIEssLshd9TLNex6rixTm5vB3oZJlSTwbFbidbq0qIqipxVU0OMkUhIQ4riyKyJCFPOAKlgxJp3k+c6umme/xadpMAFNod5FqnZz7a9HpkUUxORFVVQxZF8u2Le67dDIlyAwubC4q4MjhAfEIM+ER3Jz3j4yl96fL5UsQ6ZVHktqLiBbmL5NvsibKEcCIDVtU0On2j+KPRBetETGU4FKL3OjeSIodjwcGJ8UgkJe19IcQ1FV8ktaxOL0mY5BsXHNfLMiUZGRQ6HNxeUsqlgX5eaqhnT0sTnb6x5ORxPBLhlxfOUZaRyf3lSxell6FpGgF/mHFfiEgkxuiwH0mWblhPzWTW48lxcProVZyZiXKFno6EFaQn20FesRuX18byNSXEYvGk4CQkUvNPHWkkv9jN6aNX8eY6k+N2vUFBVVU6WgYSzmgmPTrDjU/PBEHAaNbT1TZEb9cwOp2MzWme02mv6XI3BqNC3aZyhgd8xGOJ8fRkyW40EiUaiYEgEA5FU/TiZkLTEpPvcCiKGlcJBSNEo7Ep2Rcz30dNS1iC3vVIHZUr8tEbdfPer8kS+HAoSjyqEglFiYSjqRoVi3ydNl3pJhqJY7UbCYej9HWPYptHyyEYCNN4qYt7Hl1DZW0BJw81Jt/jGW4bOp3M6WNN1K4t4cKpVkYmsmrKqnJx7r1MfrGbvCIXoWBiQUVvUIiEZs7w0DSNvu4RxkYCZOU6ueW2Sn723dcYHRpPByfSvPUkJvDygidZiiKhKNdWEQVBSFnZBtDrFfTX2TaiJSZ4kiQmMzPmQhTFRbsiCIIw0b+FvwgWe/6CIKDTy8mH/PWoqsroaJBodOHq2Aa9gsVqSAnCSLKI7brzN81y3SLhGMeONuL3h1l3Sxk2e+rnotEYo6PBRQ0QrFZDIso/8aCTJHHBIqCJ+yAvWJdhrntgtaaeiyRNvy5zISsSNmXm/QVBSGlf0zRamgcIBiMsKc/CZNanTNg0TZsIQCXuz81M5gRBQJYSE3K4GYeX9zbCxERYL8rM8pN524+vTAR6PkxMZlJIOpEPRkVomjTXGAuHeKnxSooYplFW2JhfOE0vQBAEzDodHrOZLl9CHDGqxunxjxONxxe9Gn8zGGSZLQVF/O7KJXonxDgvDfRzebCfXJsNcWJF93BHOwNTSjGyLFY25BUs6J3jMpnItdromxJQ6PWP0zQyxHJP1qL6q2ka3T4fnb5rOhkCUJ7hwrbArIKBgD9FjHQhROLxFCFLAItOj22BGSqzIZAI9Nj1Btbl5FHrzeahikqeOnuKlxsbkv0cCAb4zeWLrM/Ln+YaMme/w1Gee+oAl8+2Mzwwzk+//Srb71/J6vVlmMx61ClOW0aTDqt97rGM2WLg3o+u5fmnD/Of/74bV5aNyhX56AwKmR4bD//RRvbuPMPZ481IkkjxEi95xYnFC4vNyPkTrex96SyyIvHQJzZMLPokVsrrNpaz87njmMx6tt23gqraQqx2Y4qQutlqSKzGz4OsyGzYVsUfnjnCk9/eRUVNLnc8XIfJrMdqM2KYYey4dnMFLz37Jk9//3VcXhvF5VnYnGY0Dc6+2cQbO8/R3pzIMPrht15i3ZYKllTnYneak2NLURSw2k3o9DL+8RC7fnuS+gudBPxhfvOzg2S4LDz2mS3oDQo2hykZL1AmgieCKBAORIiEo+x6/iRH9l7CZNZTt6mcFXNkxkYjMQ6+dpGThxvo7R5h78tnuXSmjTs/UocsS9inBGYkWcSRYZ7XlaWloZfjB+qJxVQkWcST7WDHAysREGa9LzaHiY07lnF472XOvNlMVp6T0qXZSLKEy2Pjno+u5fUXTnPueDMur41lKwuRZJH8Ejd3fmQ1h16/mAj8KBIrbyklv9iNKAnYnKZpYqCalrA73fnccbSJxeY1m8spuMksk/cK6eBEmg80Pl+If/vnnVycp5ZwKps2V/C5L25dcIYIJAIS/kAYVVW5dKGL1149T0FBJutumW4z1tI8wD9960WG56kdnMrnv7iNrdurkGaop/sgk5lpQRQF3jzaRH5BZsKpQxDw+8O0tw3xys5z6A0KpWXeG9ZISZMmTZo0N0ZMVdnb2sLx7q6UcoFcm22adsMkVp2OYoczGZzQgPbRUYZCQbyLmHy+FazwZlHqzEgGJ4KxGIc62tiUX4hRUQjGYhzv7kyxJ92Ql0+2xbqg9o2ywnJPFqd6upPbev1+zvf1sczlWZTgbSQe52xfD/4pfbHo9FR7PPNqX0zSMTZGOLa44MRoKJwSXBEFgSyLBYP01k0hBEHAIMuszMrGYzYTjsfY1XQ1mdV3aaCfTp9vUcEJRafwwBO3cM+ja5LbTBYDoiSy48FVKRmfG7ZVsXZLxdx9FAVKK7L54v95D5FILLHoJyRKG0RRoKIml/xiF+FQFEEUMBh0yUCAI8PMY3+ymVg8jk4nY7YYklmueoPCPY+tYes9y9G0xGRXkkU++pktKZPoB55YP6N+w/RrCUtrEpoIsWgcnUFJZk4/8YXbkGdYMKxYnk9esZtoNIZOryBNiGgLAlTU5JFXNDVDVMBk1qE36vjC1+9OZhibLHo+9ZUd6AwKsiyx7f5aNt9ZPaVfAvYMMyvWllC5Ih9pYsy2pDqX/BI3BoOOF391DG+uk5XrShElkSvn2nn5ueNUVOdN08+YRFZk1mwup6auKOVYFpsRSRL507+6L5nB4smy8+d/8xBm29zLBBt3LGPV+jLicRVRFDCYdMlrONt90RsU7vpIHVvuqEYjEfCKx1UMBh2iJLJ64xKWLs8nHlPRGxXUuIpxoox5zaZyqmoLiUZiiQx1kw5ZkbDajHzuv901ze1PEKByRQEFJR7UuIooiZjM+lkXat9vfDDOIk2aWTAadNx9b22yTGQh5OQ4F53219TUx6+eOczYaJDu7hEUReLxJ27B5Z7+InV7rDz+8fVJ14mFULF0/trWDyK1qwrZclsl+/ddpqG+G7vDhCAIBAMR+vsSqZ+PPb6OZctyP5TXJ02aNGneLVRN40J/H/9x8k2GQ9fEkmVR5MHyyhlLOgAcBiO13mwOd7QnJ5+XB/tpGh7CYzK/o89ys07H9uISjnV2EJsQizzc0c5gMECubKNlZJiLA33JsItdr2dLQRHWBZZRGBSZ1dk5/OrCOULxRIp2KBZjT0sTt5eUzuv2MZXhUJA9Lc0p23KtVlZnLfz91+cfp8M3SrZ1YcEVgDO93Sn2p3pJotLlflvukzAhjvro0mqOd3UyGEx8rwaDAUZCwUVpdYiigCNj5mDG9ZmvBpOOWDTO6y+c5vK59hk/s3HHMmpWFc1q1SiKIhabMTkRTj2xRNBhpsCAIAgYjLpp+mrXt2O2GgiHEtkgvV3D09rR6RW231dLcXkWkixgn8HhYsa+MZEF65j5vIwmfTIAcT22KWLvoiimXJuZjg8JXTb9FA28yUzdWCzOQO8oJosBg0mXsP70hdDpZN545RxNV7pnbG/yvsx2blP7IckSNqeJtqZ+XvyvozPun1vgYscDK3Fkzvzdmem+TDJpXTvbec92TSRZmvH6C5Iw8/bJDOdZ+vh+Jx2c+BDimhAPzJvBLeODhqKTWLOuZFFuCjfyvjWZdGRmWFBVjQ0lS9i4uYLqmrwZX6J2u4lbb6tcVPsfxnm3IAhkZFj4s6/u4M1jTVw838nIRLZJVraDNWtLqF1VRGFh5g3b3qZJkyZNmsUTV1WuDA7wz0cOcnlCUBISqfrVbi93lpahn2U1XxFF1uXm8euL55POFUPBIK81XWW5J2vB+glvFevzCnCbzcnShd7xcU73dJNtsVI/OEDH6Fhy3yKHk1XZOQufICNQ5fZQ4nQmhTcBjna282ZXJ/eUlS+onbiqsqelOcURRRQE1uTkkbOIQEMgGuVQRzurs3MXpN8QisU41NmeDKxAIqBT6128DtBCSeiBmDDKCpAITqgTmiBvJ6IksHRFfsLRYQa8Oc4FZS5cT4bbStnSnLdkHCcrEqs3LCEYmG6tLUoiLu87p9vyViNJInc/tpYjey6x+4XTCYH7LAc77l+JrJMoLJ25ZOFG7kum28rWe1bM+G8miwHdIt3f0ry1pIMTH0JqVxZSu7Lw3e7GO8JiFYRvlIJCF1/52p0L2ney7j/N/IhiIkBx513LufOu5e92d9KkSZPmQ4umaahoBKIJ94ofnXqTi/39KTaTbrOZz9auotSZMesEXhAEVmfnsio7h1euNiSzEv7QcIXarGzuLitHEhYnxKtpGhoaAosX8M212tiUX8CvL10AwBcJc7Srg00FhRzp7CAyoX0gTwRVshZRWiAIAgU2O1sKimgcHko6fvgiEX5y+gQVmS5KHM45+6xqGpcH+vn5udOMTRGmdBlNPFixdFGlIeF4nNebr/JA+VKK7I55j3u8u5NjnR0p93iFJ4six9xW9tqE0LK4yPs4+dkuny+lfMUoK2970EoURXLyM8mZsAd9q6heXUT16qK3pC1JEila4n1L2nqvIQgCJeVZlJTPrMXyVt2XyZKPyhUzl52lefdJF2mnSZMmTZo0adKkmZG4qjISCnJ1eIidjQ38X6+9yv/ct4fzfX0pk1abXs/nVtaxtWh+W2eTovCxZTW4TNdSlgcCfv716CFebqxnfEoZwVyomsZYOMyF/j72tbVOc5VYCBadjo35hUlRybimcWVwgPrBQU72XHPpsOr0bFvAuV2PIkncX76UYkeqiv6Z3h7+4dA+Lg6kBnimElNVzvb28I9HDnJlcOBam6LIA+VLqchcvB31pYF+fnzqOD3+8Vn30YCrw0P8+NTxpB4HJO7bXaXl2PRz1+yPRyK80drC5YF+/JHIgmwpYUL0c9zHCw1XGA2HktsL7fZ3vOQnTZo07w7pzIk0adKkSZMmTZoPOTFV5Xh3Fz89fQJt4u/BWIyhYICe8XGaR4ZpGRkmOkN6fabRxOdX1fHEsuULXuFem5PHp5av5AcnjuGPRtGAppFhvrFvDweKW7m9pIxqtwenwXjNClCDqKrS7/fTOjbCxf4+Lvb3caavB6/Zwr/ecc+8E+frEQWBdbl5FDocnOvrBaB1ZIRXmxpTJuYrs7Ipc97Y6u2SjEw+tbyWbx54I5kREFNVdjVdpcvn48GKSjbmFVBgtyOLEuF4jObhYQ62t/G7KxdpGhlOsXxe4c3iEzUrFm1HKgoCUVXl2YsXGA2F+GRNLTUeLzopYb2uaRqReJxTvd38+NRx9re1Jo8rCgLrcvK4tbAIeZ5sjbFwmH89eghfJMyq7Bxqvdms8GZR5HCilyVEJjNIhYmsFwjGopzp7eGX58+yq/maGKYiiqzPKyDP9v4tWUiTJs3CSQcn0qRJkyZNmjRpPuTEVJV9bS0c7mgDEnZ1cU2dMRgxiSJKLHW5+PzKOrYVlSwq9d4gy3yyppaBQIBnL51PTtoHgwGeu3SB3c1XcRiMOA0GrHo9mpaYwI6Fw/gjEQLRKL5ImPBEqYRnEeKS1+MxW1iXm8el/n5imspgMMArVxuSLh06SeK2wmLshhszA5ZFkXvKKmgcGuJXF8+luH9c6O+jaXiIp4ynMOt06ESRcDzOeCTCcChIKBZLaas0I4OvrllPgX3u0orrkQSRWwuLuNDfR69/nJ1XGzje3UWRw0GpIwOrXk8wFuXq8DANgwMMBAMpGR3FDgefqV2dku0yFxoaLaMjtIyO8MrVBmx6Aw6DgVyrDa/ZgkWnQxZFQrEY/QE/LSPDdI/7GAwGU45b7fby0apqDHJ6ypImzYeB9C89TZo0adKkSZMmDTFVXZDwoCgI5Nts3F++lIcrqiieRzdhJgRBwGEw8LV1G3AYDPzs7CmGQ4lU/rimMRgMJt0aFtQeN57yLwoCO4pL+fXF84yGw8Q1jQ7fNSHMfJudupzceTMGZu3bxLl+Zc06JFHgF+fOEohdC1AEYzE6pxxvxjaAikwXf73pVtbnFSxI0HIqqqayo7iUjfkF/NuxI4yGQ/T6x+n1j3O0s2POz2ZbLHxt3UbW5c4s9D0f/mgUfzRK97iPS1OEQedCACpcLr6+YRPlma5590+TJs0Hg3RwIk2aNGnSpEmTJs00REFAFkX0koxJUbDp9ZQ4nWwpKGJdbj65Vhv6iZKAG8Wu1/OFVWuo8Xh5+vxZzvZ2MxwKzarDMBVJELAbDOTb7NyzpBzHDWY2AJQ4M1iZlcPe1lS7TkkQWO7JotR58w5nToORr665hYpMF784f5b6wYEU4ceZkAQBl8nErYXFfGp5LUsz3YsSwZxEA8LxGI9VVuM0GHnyzEmuDA4kM09mwiQrLPdm8YVVdWzML0CZxYFl2ud0CquzcxkKBRkIBJJCoAtBEUXcZjM7ikr5RM0KSpwZiw7EpEmT5v2LsFCRmreZ90Qn0qRJkyZNmjRpPgx0jo3xm8sXiMySKSEKAoooYlIUMo0msiwWih1O3G+jMKE/EuFoZztHOju40N9Hx9gog8EAoVgMAdDLChadDq/ZTI7VRkWmi2qPl9VZOTgMhpvqV0xVOdbZweHO9pTtiiiyKb+QVdk5N3l219A0jT6/nzdam/n/2XvvIDmy6073y8zK8qa9N2h4780AmBmOd5SjaIciJcqR4saTVqGn2NhYp423T9rVW6t10kqkxF1SnBHtkBxHjjcYAAPfjQa60d676i7v0t33R3UX0GjfAAaG+UUgZroqzb1pbt1z7jm/8+HwIO2TYUaTSeK5HIawcCoKJR4vDcEQuyqr+FjjGvZW1eBaQWrDUCLO7730Iy5OjBc++6P7jvLlPftxKgqD8Tgvd7ZzcniQK5OTTGbyTgSX4qDC52NzaRlH6xt4ct1Gyr3eFV9b3TRpnRjn9MgQbeEJBuJxxlNJYrksKV1HN00kScKlKHhVlQqfn4ZQiJ0VVdxf38jmsnKcy3SG2NjY3BUsaxCxnRM2NjY2NjY2NjZ3BDOijNFsloSWI2MYmNMOFEWWcU4bs36nk6DTtapylXcKQoiCtkRK19FMA0vkoyXcDgdBl4tijwenvPLolPmcE79/4D7+0f6DuB0qkHfIRLMZItksGV3HFAJFlvA6VEo8HorcbmTpxgr7WUKQ1jUSubxOSM400C0LS1iAhCJLqHL+ngadLoIu16oiQ2xsbO54ljWI2WkdNjYL0BWe4lh3H4bIT4q8qsrH1jdRHQzc5pb9/KKbJmcGhrk0dnWyVen38/CGJry3uAa6jc2dSjiZ4tW2jkLotCorHGysZVPFyssM3glE0hlO9g0ylU5TEwpwoKFuRUKLNnc3kiThcjio9PupxH+7m3NLkSSJgMtFwOX6SM4nxOzVQIcsU+b1UXYDYqJLIUsSfqcLv/Oj6aONjc3dje2csLFZgNbRMf79W++RM/IT/jKfl6aSYts5cRvRTJPXr3Tyf06dL3y2r66G/Q21tnPC5ueWkUSS//T2MZI5DQCfU+WfPvrgXemciGYy/MW7x3mxtY20plPkcfPF/bv5rfv2rSik3cbGxsbGxubuw46bsrGxsbGxsbkjGI4l+OnlDuLZHIZlEU6leaOjm/FE6nY3zcbGxsbGxuYWYy9D2Njc46Q1naxhIEvgd7pwKLZP0sbG5s7EsCzSujbrs7SmrUjt38bGxsbGxubuxHZO2Njc4/yw+RLHevoIuF185cgB1pbeeDk0Gxsbm1tB0O2iobiI9vEwkFfPWlNSTJFn9SUibWxsbGyWjyUMRtNnyJhTeJRSanwHb9m5DCtHONtKyLkGj2P++WnamCSpj1Du3oo0LdCqWSlG0qcwrAwh5xrK3Fuu2T7MWOYcljCpcO8g4Ky9Ze23ufnYzgkbm3uYlKbxatsVTvYNUuH38ezenbe7STY2NjYLUhMK8o8fPMw3T59nLJFka1UFXzqwl2Kv53Y3zcbGxua20ZN4ncHUMRTJhSI5KXNvoc53Py7lFumgSTLjmWYy5tQNOyeEsEjow/Sn3iGpjyBLDoqca1njfxhT6FyOfpetxZ9b0DmR1IfoT71PmXsz0rQigTRd+KEv+TZBtW6Wc0JCwhA5OmMvIbBs58Rdhu2csLG5h+mdjDAST9zuZtjY2NgsC6ei8ND6JvbV16JbJm6HA78rXy7SxsbG5ueVmNaHKTSaAo+RMsbpir+CIXJsCv0yy6zQuGwkFKo9+8iaEQaS797w8XJWnOapb+BUAlR69qBbSSxhILCWtX+pazMhZxMSSuEzh+ShwfcgkVwXhpWdtb1bKaHR9xDjmQs33Habjx7bOWFjc48ihKBtPMxE0haSs7GxuXtwKIodKWFjY2NzHX5HNXW+owgEaWOCyWwbIviLGCLHYOo4k7nLKJKTWu99lLm3ISGTNsP0J98ioQ/jdZTT4HuQgFpLROtmItuCKnmZynXgdhSzxv8YPkcFkiSRjz+Qud7xYVoaY9kLjKbPYGFQ5dlLlWcfDnnhUrG6lSZpDLM39FXK3dunj58nY0wV/t8SBuOZZiZzbawNPI1T8dEVf5XJXBtepYxdpb9V2LbQxnkc15IkIUlyIbpiBiEEGXOS/uQ7JPQhFMlJpWcP1d59yJJtEt8p2Mp4Njb3KBnd4PLYBBnduN1NsbGxsbGxsbGxuUGEsMiZMTLGFC4lhIVFX+It+pJvUexch0sJ0Rp5jpjWi2YlaJn63yT0YSo9u9GtFBem/o6MOUnGCNMR+wlxfYAy9xZiWh9XYi9giMyi5x/PNnMp8jw+tYoiZxNXYj9mNHN20X3cSohy9w464j9mJHOKtBFGCDG7X1iMZs7RGX+JImcTTsWPjIMa70GCah0T2Us3fu2w6Iq/wlSugyrPPoLOeixhcLMjT2xuDNtNZGNzjxLLZmkeHrndzbj1SPbPio2NjY2Njc29zWjmLB9O/BeyZhSAzUWfRLdSDKTep853hDrfUUyRYzzTwljmAmXurYSzl3mg6k8IORsod2/n2NifMpXrBPKpERuCv4RXLcfjKOPC5NfRzASq7F2wDf2pdylyraXR/zAyMpFcF0Op49R6DxXEKq9HlX1sK36W/uQ7dMR+jIRMY+Bh6nxHARAIwplWJnPtbAj9EtWefYVj+dUqAmo9Y1LzTbmGsqSiW2lkyUG9735U2Y8sKUvvaPORYTsnbH5uEEIQz+YYTyZJ5DQ0w0SWJDyqg2Kvhwq/D6fj2ldC4maYvbppEsvmiGYypHI6mmliWhaSlM+v9qgqIY+bEq8Hp6LMG6K2UoQQDMfidIanlt74JiKEQDNNYpks0WyWtKajmyamJZAlCadDwedUCbndFHs9OGT5hvsrS9KsfHRLCGKZLBOpFImshm5O32eng2KPh3K/76Ze56xhEM1kiWWyZHQd3bSwhECWJVyKA59LpdjjocjjRpFvbrBaStOIpDPEsjlyuoFumSBAUWScioLP6STgclLk9aDehGsN+T4blsVkKk0kkyWlaRhm/nl2ORwEXS7K/D4CLudNOd/txBKCZE4jmskQz+bIGSaGaSIAhyLjdjgIuFyUeD34b3J/kzmNiWSKWDZLzshHP7kcDoo8bsr9PnxOZ2HbmzFSGZbFaDzJeCKJbpkEXC5qQgFCbvesfs0884PRONFMBpAIuJzUhAIEXK678p7PjFsTyRTR6ffYtEThHofcbsp8Xtyq467sn83PJy5FYVdlNUHX1Uo3DaEQiv0M37V4HeVUefbgUkIEnfV4lFKyZoSMGaYr8SrD6VOAIGdGUSQVw8ogSw4cUv4ZUCQnTjlAzozhUoKoiheH7EZCQpW9CKzpSIKFyRiTJPVhUvoYAJoVp8S1CQsTZZGAfJccYn3w49T77mc4fYrL0e8RVBtwK8XoVoqh9AkkZJyy/5aNs7Iksz74DC4lQG/ydXoSr7E28ARV3r12WscdhH0nbO55hBBEMlnevNLFe929tI+HGU+kSOs6iiznS9cVhdhZU8WTWzawq6YKhyzjkKVV/YgLITAtwUQqxYWhEc4MDNMzFWE4lmAynSaj5R0UeceISpHHTXUwwLqyEo42NXK4qR7/tOGx1AA9cy5TWMSzOQYiMXqnIvRFopwfGiGV0wrbJnIaf3fyLOV+35J9qAz4+NLBvajK4t7kmbA83bIYjSc4MzDMhaEReiNRhmMJIunMtMFu4lBkvKqTEq+H6lCALRXlHF3byN66Gjw3MOlXJBlFlrGEYDKV5vX2Tt7r7qMzPMVEMklGN1BkmZDbRV1RiN21VTyxeQM7q6tQlZUZ7EIIBKAZJgPRGKf6B7k4MkZfJMpoPEk0kyVrTBs2sozP6aTU56E2FGR7dSUPrW9ic2X5qp0jM+efSKZ4r6uXU/1D9ExFGI0nSOQ0coaBEAKnw4FXdVDi81Lh97GmpJitVeXsq6ultii4qvMLIciZJpdHVylo0QAAIABJREFUx3n9Shctw2MMRGNMpTPkDANZkvC7nFT4fawvL+VQYx2PbFhHuc+LfJOdMrcKIQSWEKR1ncujE5wZGOLy2ARD8QRj8QQpTSer6wjA5VAIuFyUT1/fvXXVPLR+LTWhALI0fx7scs6f1nSO9/bz+pUuLo2OMzJ9XgC/y0lNKMiWynIe37SOQ431eFUVWZJwyEuv/KQ1nR9fvExneAoJeGrLBvbW1aCZJi+1tvMP51q4MjFJzjAo93vZU1fDbxzYw86aKhRZRgjBSDzBc2ebea29i6FYHAko9/vYW1fNs/t2sbu2eknxStOyODs4zE/bOpd1XXbXVvPU5g04lNU9R+3jYX5woRVzerz6+NaN7KqpRpJAM03ODY5MP9OjDMXixLJZdNPC5VDwu1zUBANsrCjj0Q1rOdhYj8+p2k6KuxTTtDANC4FAQsKhynfN+LRSyrw+/t+HH7vdzQCmndqGiWWJBbeRZQlVtc2SxQiq9TQGHp71mSyp+NVayt3bqfMdQUJCIHDJAZLGGAKTnBXDI0rRrCRZcwqvowxT6GhmgpwZQ5V9ZM0osuRAkZ3XpFwIQBT+liSJgFqLz1HB5qJPIuFAYKFKHuRFTEohLCxMJCRcShEVnh10xH+CbqVwK8U4ZA/rg8+Q0se4HP0ue0p/F5+j6tojzGlHoY2CWd8h5T8T5OdL+fNffe5U2cvawFM0+h+iO/EabbHvU+xav2ClEJuPHnsUsLmnMS2L5uExvnbiFCd6B0hcY6wDWKbJZCrNZCpN8/Aob3Z084mdW/nc3p24VRWnQyGt6ys636WxCV5r6+Ttzh5GEwni2RyWmPuDbAlBIpcjkcvlDd2BQX7a1sH++lq+fOQA26srl1wNzRkmXzt+mjODQ4zGkyQ1jbSmkZ5e+buWjK7zyuUry+rH5ooyvrBv95LOCc00aR4e5eVLVzjRO8B4MkUyl2O+6YduWsTMLLFslp6pCCf7BvhJaxuPbFjLbxzcy9qyklWt/uajL+D0wBB/9f6HnB8aIanNvc/hVJpwKk3LyCivtXfxmT3b+dSu7cty1syQ0nRODwzyUusVzg4OM5VOk9b0efurmSZaJkMkk6EzPMUHvf280HKZX9y2mS8c2E2537ei/gohyOgGb3d2863T52kfD5PMafOeO6PrZHSdyXSGjolJPujpx+fKO4Ye3rCWP3jgMAH3wuJV12MJwUAkxrfPXuDVyx1MJFMYljVnm2gmSzST5crEJO909vJiaztf2LebhzY04VHVFfT2o0cIwXgyxVsd3bza1kHnxCTRTBbNNOfdPqMbZHSD8WSK1tFx3uzo5oWWy3zxwG6e3LwBt6qu6P5aQjAYjfE3x0/zWnsnkUyG64eNmevbNjbBO509PLZxPb9zeB+KLONzqkQyi+cK5wyDN6508U5XLwA+l5ONFWW81NrOf3/vBOPXiOeOxJOMXr7CQCTGv3ryYXbWVDGWSPEf3nqf19u7yBpXV9cGojGGYnG6Jqf4V08+ws6aqkUdFJYQXB4L839OnVvWtcnoOo9vWodjlTJZA5Eo3zx9vvDMBlxOtlZVMJXO8PzZZl5oucx4MjnPmJm/xxPJFM0jY7xxpYtHN67jdw/vp6G4yK4gchdy/mwv3/zGeySTOUIhD7/9lYfZuq3udjfrnicRz/A3/+stLrcOLbjN9h31/OEfP/0RtureQJV9NPkfpSfxBqbQcEguDJGlzneUgFpDnfcIl6PfocS1kZjWR8jZRJFzHVO5dnQrw+Xodwk4a5nItFDtPZiPrLDiRHKdhLNtpIwJBlPH8KmVlLg20Oh/mNbIt+mOv47bEUIzk1S4d1DpLV6wjUljlLbo93ApIRySm5jeT0Ctxa9WAyCj4FaKqfLsQYsmuBz9HtuLP48sOYnkOpjItpIxwgym3sfrKKfUvZm0MU5E6yaq9WKKHEPpEwTVOvxqDQl9iEiuk5Q+yqTUjsdRRolzHQ7ZQ0/iNXJmHJcSJJrrJqjWLyrmafPRYzsnbO5ZLEtwYXiUf/3KG7SPh+c14q7FFIKBaIz/+f5Jwqk0R9Y04Has7BUxLcH/eO8Eb3Z0r7i9QsBUOsPP2jsZT6b4N888xsby0kVX6DTT5MVLbXRPRlZ8vptBNJPlz994j+bh0RXva1p5Y/C75y8ylkjxJ089THUwsOIVSYcic25whP/41jGuTISXdd6hWJz/+f5JxhMpfv/BwxR73Ms672A0xr98+Q3GEskVtRHyzpmhWJy/PXmGSCbDHz10lKJlnhfyBt1zZy/wl8c+JJ7NrejcgnyaQDKn0TcVxbWC59oSgkuj4/zb19/h7MBwYfV5KVKaxqn+ITrDU/xe4gCf3bMTr/POdVBYQvBWRzd/9to7swzv5ZLRdVpGxvjTn72Dblp8YsfWZa/0CyHoj0T516++yYnegXmdmde3NZxK853zLQzH4/z6gT15Z1NsZW3umZyieXiUr584M8sxcbVd0Do6zjdPn+efPPIA37twkZ+2daLP47CxhODiyDhfP3Ga/+fpx5astnE7zfrO8CRjiSR/dexDfnTxMrq5dDk7IQRT6Qw/uNDKeCLFv376EWpWMV59VAgh6OsN88ZrFxfcRpYlXC4Vv99NZVWIhsYyKiqDyHK+T3da364X0FtN+1KpHP19k8TjGUpKfGQzy198sFk9pikYG43R2zOx4Dbl5YGPsEV3H9XeffOmXMiSQq3vCB5HGeHsJUyhE1Ib8CplqLKXrcXPMpI+TVzvp9Kzi2rvAdxKEeTyeg413gMk9CEa/Q9T4z2EQ3aT1iaI5DpxKUHqfEeIaF0YIkuJawOlrk3sKf0yo5mzaFYKv1pNwLm4g8+thKjy7CGhDyOwqPbso8qzB7ejGN3KsDb4BH5HFS4lxObQJxlKn8QQOSShEdE6UWUv9f4HiWjdaFYq75wwJ4nkOil2rQMgkutElhz41CqS+ghxfYAq7778d9kOvEoJISVEsXM94dwlNCtJhWcn1Z59qPLyF6lsbj22c8LmnqV7cor/8Ob7sxwTElDs9bC+rJTNlWWE3G7Smk5/NEbHeJjheALNNHmh5RJ9U9E5q8NL4XQoPLS+ife7+worrj6nSonXS5nfS0NRiAq/H49TJWcY9EdiXBkPMxiLkTOuTvhbhkf56+On+BePP7ToJF+RJBoXWMHL62tcNTgUWaI6EMC9jLDJ+uKiZU38Qm43D6xt5OLIGJYQSIDf5aLUl9d2WFNcRInPi9vhIKlp9ExG6JiYZDSeQJ++tqYQvN/Ty3Nnm/nq0YN4r8mlXw6D0Rh/eewkHeFJJKDU52VNSTHry0so83rRLYvhWJzLYxMMRGLkpu9LzjD5/oVWynxefvPQ3mWdtzoY4L7GOn58sQ1BXu8i6HZR6vVSEfDRWFJEsceDqijEs1k6w1N0hacYSyQLBqdmmvyo5TJbq8r59O4dOJZxnS0heLuzh298eG6WYyI4naqyrrSE6qAfr9OJbppEM1kGozGG4/nUmmgmi2FZKJLE01s24nQsT/xJCEHb2AR/9to7nBkYKrxHDlmmKuhnbWkJa0tLCLid5HSTwViMjolJBqOxQpWYSDrDXx07hSLLPLt355LROLcLRZbZW19DfVGIjvAkAKosU+z1UOLzUhcKUhMKEnK78lEWqTRXxsP0TEaIZa/WWI9ls3z9xBk2VZSxs6ZqodPNIpHL8V/fPT7HMeF3OVlXWsLmynLKfT4002Q4HqdjYpKBSIy0rnOsp4/UdErPSmkbC/PdcxcZTSTYXVvN/vp8isf73X30TkWxptNcPujp56VLV/hBcysg2FFdyd66GlRF5mTfIJfHJgpj5fvdffRMRZYYt2T21FXz1aMHiWVzxDL5iKp4NkdK0xiOJcisIGJtpVwaneAbH57jxdZ2dDP/XlQG/DSVltBUWkyxx41umgxE47SNTTAQjRXGc1MIjvX08fdnLvD799+H5w51uAkBgwOTPPetDxbdTlFkHA4Fj0clEPSwaUsNjz+xnS3b6vB6VzYW32rGx+P094YpKvLStK4CxzLHMZvbj8fr5KlndrFxYxWJRJZ4PEM8lqa7e5xEPLv0AWyo9Oxe8DtZUihzb6HMvWXOd6rsocH/wLz7SchUeHZRf933QWc9W52fnX8fSSborCforC98JoRJXBtAs+Y6uSUk/GrVnHNc275G/9VUFbejmHXBpwp/byn6zLz7lbu3Uu7eOu93tb5D1PoOzb+fZxvlnm3zfmdzZ2A7J2zuSTTD4Junz3N+aKRgUMmSxNaqCr569CBHmxpnreKalsVgNM53zrfwnXMtxLI5jvX0rercD6xtZGN5KePJFPetqedQYx27aqpZU1qMqiizVgyFEAzG4vzD2Ra+ffYCyem0E3N6FfcTO7ZypKlhwfBhj1Pl3/3ik/OuZr/c2s6/ff2dwnfFHg9/8tQjbKuuXLIPDlnGtYyJn8uh8OjGdfxk2lg/2tTA/oZadtVUU1sUxHFdLq8lBO3jYb516jw/aW0rrFDrpsWLre08s3UTWyrLlzzvtcyIfiqSxOGmRn7j4B4ONdbhvi6NoD8S5TvnL/L82eaCgZ81DJ4728zO2ioeWLtmyXMF3S6e3rKRD3oHKPK4uX9aM2NXTRUVAf+c+2RYFheGRvja8dO829VbcMhkDYMfNl/isY3rl5VWEs1k+P6F1lkRG/VFIb5y5ACPb1o/ryE4o7VyeWyCC0MjfNg/SFrT2d9Qu+T5Zgin0vyP909ydnC48B55VAef3LWdz+7Zwfqyklkin0IIxhIpXmi5xLdOny84xyKZDH87bbAfbKi741ZkZ9hQVsr9axsZSSTYUV3FfWvq2FdXy+bKMgJu95x3N6VpvNXRw18d+7Dg0ID8s/ZiaxubK8qXdAQZlsWPL7bx5pXuWY6JhuIQv3VoHx/fuomg+6rQpBB5PZuXWq/wrdPnGIjGOTM4vKr+9k5FGIzGeGLzBv7pow9SGfQjhKBlZIw//tGr9E7lI7LCqTRfO36KqXSGJzdv4I8fuZ+6ohCQj0L4Jz96lYuj40A+9en84Ah762oWPK8sS2yvrmT7dWORNR1B8s9efI3TAwuHf98oA9EYf3/6PALwqipPb9nI5/buYGtVxSznmZiOpvvW6fN893wrqel0McOyeOXSFZ7ZsnFOH+42TNPCNC1yOZ1oNM1A/ySnTnbxS7+yj0995iA+v3vpg3wECCH46cvNfPubxzhy/0b+8I+fJhhcPDrH5s7B7VZ55LFtPPLYVaMwlcrx7//sJ7z/XvttbJnNzcASJkPpE8S03jnfSSisCzyFyxP66Btmc1diOyds7jmEEJwbGuHtzp5ZkQ+bKsr4549/jD211XMEsBRZprGkiK8ePUSpz8v/fP/kikPnZ6gI+PlXTz2SP2Zx0aJVCyRJoi4U5CtHDiBLEn/34dnCCmgyp3FmYIhDjXXIC6w2y5K04Aql3+UsCAPNbBvy5FXnbxaSJLG+rIQ/+8UnCLld1BcVLSpuKUsSmyvK+KOHj5IzDV6+dKVwj8KpFOeHRlbsnJg57tG1jfyLJx5aMBe8vriIrx49iNvh4GvHTxe0RMKpNN8/38ru2moCrsXzDiVJ4mBjHf/hl5+iKhCgJhRYVFzSIcvsravhXz75MP/sxdf4oLe/8N1AJM6l0XE+tr5pyf6NJVJcGLqaOuN3OvnSwb18YufWBSMRJEmixOvhaFMD9zXW8ald28gaBlUB/5Lng3yVmZ+2dfBuV2/BaA66Xfzu4QM8u3cnwXk0KyRJoiro50sH91AR8PH/vfEeU+m8DsKMkOKG8jJKlgj5v11IksQXD+zmY+ubWFdWQpnPu2CFFUmS8LtcfHzrJgJuJ//8xdeYSKWBvPHaPDzGRDJFbVFwwfMJIRiMxPj+hdZZ2jblfh9//PADPLJxLc7r7q8kSVT4/fzavl3UhAL86c/eZnQVaUaQHxqqggF+Y/p+zRx/e1Ulj29ax9dPnCnc+4lUmobiEL9+cA81oat9aigu4tFN6wrOCWBZ6VXzMSMSrK5S+HIlCPJRbb+2bze/c3jfnKokkL8WDcVF/MGDhzEsi2+faS5cj3AqzTudPWyrqrhjnW3X88wv7qGq6qqBoOsm8XiGwf5JBgYmmQwnMU2LWDTN979zElVV+MSnDuDx3P4IikQiS3fXGIYxvwaMjY3Nyih3b8Ov1tyUlAZZUtkY+hWEmD/a2K6EYbMS7KfF5p4jqxu809nLaDxR+Myrqvz6gT3sqqlaVJnb51T53J6dNA+P8erlK0vmfs+HQ5bZNR3OvZxJqzRd5eBze3fwRkcXHRNXV2BbR8cxTOuODYWHfHnDA/X51fjl9rfE6+Hze3dyom+A8UR+dd0wLS5dY+CshDKfl9+5bz+Ni6SjSIDP6eSze3bQMjzKW509QH619szgMG1jE+xvqFsyF97ndHJfY32hL0shSRLVwQDP7tvJh/2DBWdMStNoHw8v6ZwQQpDM5ZhMpwufhTxuDjTULvu5UGSZimU6JWYYSyT5YfOlgrNMkuBj65v4wv5deJcQt3Q5HDy5eQOn+4f4YctlTMtCAO929dI+NsHhpoYVteWjpDYUpDYUXLbBKUlwsKGOJzZv4NtnLxRELPsjUSZSSzsnTg8McWnsah62qsj8yvYtPLS+CXWRsUpVZB5ev5b28TB/c/zUrLSwldBUWszWytkGtixLHF7TwDdOni2MgRKwo7qSLZXls5x/qiyztbICWZIK2w7FEtwNHGlq5EuH9s7rmLgWv8vFZ3bv4M0r3QxP/67kDIP28TBZw7jjxV5nePTxbWzfUT/nc0M36emZ4MUfneWtNy6Ry+mk0xo/eeEMO3c1sH3n3H0+aibDCXq7F9YrsLGxWRlOJYBTuTk6H5IkoaDeXjEhm3uGe7N+ks3PNVPpDMd6+mYJYG6pKudoUwOOJYw5SZLwOlV+aftmPKssaSVNlxFcyWrajAG7tapi1ufjydSyBQhvF6vt75rSYtaXlRY+M4VgPJGcI3q2HA421LG5snxZbSjxevj4tk0EXFdXA8eTSc4NjqAvI29/Nf2FfORO3TWGqmaaTKRSy+qvJcSs7UzLWpVo43IRQnCsp5+eqatCq0GXm0/v2obPuXAk0AySJOFzOnli8wZC10RYpDWdd7p6VnWPPypW8yx7VJW99TX4nVf7GstmSWnaon3VLYu3O2dfj6pAgF/Yvgn3EuV1JUnC6VB4estGqgKrm2A6ZJm1pSXzpp5UBvz56KtpXA4HGyvK5xjikiQRcrtnOawSudy8opl3EiGPm0/u2kqJx7Os+10VDLDnulSVsWSyEBl0NyBJEooiz/nncqts3lLDb335IZ7++K6CIObUVIr332u/7e+rZQlGhiKMjkZvaztsbGxsbG49duSEzT3HYCxGf+TqJEaVZXZUV1G5gpXjjeVl1BcV0Tb+0a7UrCkumvV3RtMx7vBJ/mpxKg4aikJcK9c2UwLVoazMONzXUDvLkFoMZfp5qAkFaR/Ph58LAc3Do6Q0HecKK7Qst40+p5OaYJDeqfyzaQlBWtOxhEBZwjjyO50E3e6C8GIkk+XNK91sLC+7JRUwcobJyb4BUteU3t1WXcHa0pXVAd9SWU6J11Mw4KxpPYOcaa64Es6djCRJ1AQD+F1OErl8OphuWmT1xR1I4VR6VqQUwPryUtat4Do3FIfYWF5KX2Tlhps87RSdD5dDIeTxEMlkC3/XLxAF4nQoeJ1qoYSvOd33Oznia0NZaT7iQ17eWONzqqwpmT0+pzX9lgp3ftQUF/t47MkdfHiyi+GhCKZp0dE+Qjaj47mN4pi6ZtDaOoRhrEygeiUIIQhPJOjvm2RqKomuGaiqg0DQTW1dCdU1RasS4DQMk9GRGEODU8RiaXTdRFUVSkr81DeUUlG5/CithdqdTGbp7QkzMR4nm9WQZblQgaW+oRSXa3FH572CEIJ0WmNkOEp4Ik4ikUXXDBRFxu1xUlzio7a2mOIS/7Lf+/kwDJPhoQiDg1MkYhlMy8LlUikp8VNXX0JZ+cqr+FiWIBZN0d8/ydRkkmxGx6EqlJYFWL+h8o7VVzFNi4nxOGNjMSJTKbKZ/JzG6VQIBDxUVAapqS3G5VrdPCWT0RganGJ0JEoqlUNYgmDIS9PaCioqgyg3mAKYTGbp7wszPhYnndZQZAmvz0VlVYi6+hK8XrvE6O3g3pkd2thM0zYWnlUazqOq7KqpWtGPRcDlZFNF2UfunPBfp3lgCVEQUbzXkCUJ33UOBdMSGJa17BKMAEGXi4ai0ILaAPNRV5QP3b9yTSWXjolJMrpOMbdmEuCQZXzXORIMy8o7JxbZT5Ikyv0+dtZU8l53XqQ1Zxg8f64ZS1h8Yuc26oqCi2pfrJTRRIKeycis6KPtVRWEPCsTx/OoKvVFoYJoKcBUKsNoPMGakoVrot+NeJ3OOQKwumkiWDjStSs8RTw3W9tmb231ip5lRZbZVl3Ja1e6Vtji/Du4kP6HLEm4rzHGHIpC6QJ6NbIkzeq7hcBcIPf4TkCWJNaXlyxLjHYGhyzP0aTJGQbaPaSBIEkS9Q2lNDSUMjyUj5pKJLJEo6mCcyKRyPC9fzjJlfYRADZvqeFznz+Cy70840MIwY9+eIaTxzsAqKwq4te+eJTyimDh+6mpFGOjUfr7Jhnon6S/L0x720jhGC3N/fybP/kBDsf870l5RYhnf+0I1TVF835f6K8s4XAohCcSvPHaRY69187oSJREIothWDgcMh6Pk7LyADt3N/DML+yhcU3ZsgwiTTPo6hzjpy83c/nSEOGJOKmUhmmaOBwKfr+biqoQe/et4Ymnd1JbW7xoyunIcJTn//4Y4+NxGteU8+wXjqA6FI4f6+BnrzYzMDBJLJpG00xkWcLtViku8bFpczVPPL2LnTvrcag37zfiTkEIQSatMdA/yYnjnbReHGR8LEY8liGT0TAMC1mWcDod+ANuyiuC7N7TyONP7shf8wXuZV6A9QLvvH0Zl0vl47+4h737m+jvC/Pij8/RfL6fcDhOOpWPjnOoCgG/m6rqIo7cv5FHH99OaZl/yettWYKpySRvvdnK8fevMDwcJZnIok07VYJBD9U1RQs6B9c0VfC5zx8mVHR1bD53ppef/OgMmYxGKOTlM8/ex9p1iwv36rrB229e5s3X86WHa2pL+OKX7qeoaO4YaZoWk5NJms/1cfp0N309YSKRFMlkFl0z89djugJQqMhL45pyHn18G/sOrMXtVpf1DKbTGs3n+3j15Qv09kwQmUqRy+kIAV6vk8qqEKEi77xOJq/Xxac+e4gtW+cX/xZCEI9lOHmii7feaGWgP0wsmiGX05Gk/LtTVOylobGMJ57aye69jQQCd6Zz6F7Fdk7Y3HP0R6KY1xj0qkOhoXhlKsFu1UFtaOFc8VuFcgPe/LsNSWLBKiQrocjjptjrWVGqo6oo1IaCKLJc0ICIZrJE0tlZYn83E0li7g/pMqOlS31entm6ifNDIySmoxmimSz/+9Q53u3q5Zmtmzi8pp5NFeW4HDc+AZ1IpmZVBlFkmepQcI4441LIkkTwOodGRteZSmXuOeeELOXv8UoYisXJXrfy3lhSvKL3QpYk6lc4vs0gzeMgvPa7a40lRZLwL1Bud04qjGBVej0fFS6HQkNR0YqcQJIk4VDkWdoapiXu6H6uBq/Xif+aVVpdN8lmrz6jbrcTRZE5d6YXw7AYHJjigY9tYe26ivkON4d0KscbP7vI5UtDSBI88tj2WYaXljP42l+9yYnjHeiaiWFYmKbJtZc5MpUiMjW3ZOEMDQ2lpD+xb8m2KIpMMpnlb//mLd556zK53OxIJ1030fUM8XiG/r4wXR1jfPkfPbqg0TNDLqfz1huX+M5zxxkazEegXH/cSCRFJJKiu3OMiy0D/OZvP8S27XUoCzhcMukcLc0D9PdN0tcb5pFHt/HhyS5e+MEpopH0rG1NU5BK5UilcgwPRWi7PMxvf/lhjty/8Z4sv/r+e+188xvvEZ5IoOtznYWmKchkNDIZjYnxOB3tI1xuHeR3fu8RNm1euKpQvnJNN4ois2ZtOW6Pk6/9rzdpuzyMeV0Uj5YzmMwlmZxM0tU5xkD/JL/15YcoKVk8Ynd0JMr/+bt3ef/d9sJ75vE4KS0LoOsm0WiaycmFBY+zGR1Nm/3cToYTnD3TSzKRpaw8wNMfX7gE6QyWJRganOLUyW4A1m9IoeXmj/yLTKX4i//4Ci0X+slmdSxr7hioaQaaZhCLZRjon6L14iC/+qkD/PKv7l9SYDeb1Xj5xXN8/x9OEg4nC86OYNCLokjEE1k6O8YW3D8QdPPYEzsW/D4cTvDtbx7jjZ9dJJPRmD2Ez353Ll0c5Mmnd/HpZ++jqMi34t94m9VhOyds7jnGk6lZE0aP6qDMtzI1YlVRKPHduKfUtCwyukFa05hIphiMxZlIpohls6Q1vbDyppkmmmHSNTm19EHvYAzLIqPppDSN0USSoWiccCpNPJslo+vkpvupGSYZXaf9JkSmeJ0qvgWMpsWoCgZQZImZOYZhWUykFp7wzodumqQ1nWROYySeYCgWZyqdJp7NkTWMWfc3ldO4MDy69EHnQZFlntq8gctjE3znXEtBbyJnmLSNh+mYmOR754Psqq3mwXVr2N9QS6nXuypHhRCCWCZLLJOd9dn3zl/kgxWW1zUswZXr7rFuWaR0bYE97hyEEOQMk7SmEctmGYjGGUskiaQzpDSNjK6jmRaaYaCZJpOpNBPJ9NIHvoZwKjVLyNIhy4WqGctFAspXOL5du697EWPl2idHlqRlpzzd6ea6qigripr4uULAtbN1WZZmRQqoqsKh+9bz2qstjIxEmZpMcuKDDtY0lS8ZKi+E4GLLICPD+agMn8/NgUPr8PmuRqSI6X8ejxOP5+p+8Vim4DxwuRwEgp4Fz1daFkBVlzbCs1mdF35wmovN+SpKa9dVsGUHKDnSAAAgAElEQVRbHZXTqRZDg1O0XOhnZDSKYVhcbBnkuW8e44/+yccpKp7/+dE0g7feuMTX//otIlMpJEmiuNjH5i01NK2rwOtzkYhn6GgfobNjjHg8w8XmAf7Lf3yFf/xHT7Fzd8OSY3Y0kuI7z5/g1MkuslmdqqoQW7fX0dBYhqoq+VXt833094XRNJOhwQjf+t/vU11dxIZN1Utel7sJSZKoqAii6yaWJQgE3ZSWBVi7toLqmiK8Phe6ZtLfP8nF5v6CA+PC+X6e//vj/OH//fSsqIP5ME2L82d6OX2ym/a2EXw+J01rK9i8pYZQkRdNM+nuGuNi8wCxWJpsVuetN1qpqAjy2c8fXjCqKJXK8g/PHeftNy9hGBZFRV4eeXw7+/Y3EQh6MAyTkeEIr758gdaWwYIToK6+hMY15VRWBtm4uRp/4KMt9+t2q4RCXjJZHZcz/y7WN5TS0FhGSYkPRZGJRlK0Xhyip3ucTEZjajLJ898+TuOaMg4f3bjgsQ3D5MQHnTz3zWPEYhlUVWHP3jU89sQOKiqDyIpEZCrF8WMdvP9uG8lkPvIwGPSwfmMVlZX5dIw1TXOrvgkhmAwn+fpfv807b15C1008HpWGxjK2bq+jtNSPaVqMjsRoae5ndCRKLJbhRz88jSUEn//CUYIhO4Lio8B2TtjcUwjyYmzXTo69qrqiNAHIT8q9qooiSasSpBRCMBxP0Dw0ysm+AS4MjzKWSKKZJoZpYU4LHFpCIBAIkd/nTp/UL4RpWfRHYpwbHObD/kFaRsaYSmXQTBPTsjCFNS3qeLWfN6u/TkWZV9BvKfxOddYKtTVdFWM5aIZJ9+QUZwaGODUwxKXRCeLZLLppYlgCa57+3ugKq9ep8pUjByjyuPlh8yUGorHCd6YQ9EdjDMbivN3ZzZqSYh7esJYH165hQ0XpiqoJCCGIZ3Oz0oksIWgdHad1ldVUrsUSYlZk052GEIKkptE6Ms7pgSFO9w/ROxUhrevopoVpWQWBUmt6+9U8y4J8ueBrr4VbdeBaRXqOW3WgKvKsdLZlIbH86IGbFOl0JyBPCx/bzCWT0UgmrzomXS4Vv3+28bN2fSUbNlUzMhollzO4cK6PJ5/eSWnZ4sKsum5y/mwv8Xheg6ayKsSu64xxl8vBV/+vx9C1q067XE7nf/zXn/HhiXzq0u69a/jd33tkTrtmUBSZQHBpgy0Rz3DhXB8ut8rTz+ziF355L6WlfhzTjg1dM+jrDfO3f/M2zRf6sSxBS8sgLc0D3P/gpnnf067OMb77/IlCZMemzdV89vOH2bW7AZdLRZIlLCu/kv/h8U6e+9YHDA5O0d8X5vlvH6e2Lq9ZsBiaZvL+u20IAYePbuCznz9MfX0pTqcDpKs6AN95/gRv/Owium4yMDDJe++2s25D5aLpI3cjGzdX89AjW0mlchy6bz0bN1Xh9blQHQqyLCEE5DSD7q4x/vav3+ZS6xCWJbhwro/29hEOHFy75Jh7+dIwQgjKKwJ89vOHOfrAJnw+F4oi5x3ZWZ0zp3r4xt++w9BghFzO4M3XW3n4sW3UN5TOOZ4QgrZLwxw/1oFhWLhcDj7xqQOF0r0z7dm2vY516yv5z//+5UJq08H71vPsrx3G7XHicCgLpjfdKnx+Fw89soVcTmfT5hr27l9DWXkQl9OB4pCRyFdfS8Sz+QiI735IJq2RTGR547WLHDq8fsFnMB7P8MpL54nF8mPE3n1NfPX3H6PmmrQnIQQ7dzfg87v44fdOYVmCquoQv/t7j1BTW4zqUArv8LWYpsVbb7QWHBOhkIdPfPogjz+xg2DIU3DC6rrJ0OAU333+BO+900YuZ/DTVy6wdm0FTzy989ZcVJtZ2M4Jm3sKy7LmqMS7VXXFk+qZEF5FljFXKEgZy2R5/UonP2i+xMWRMTILiOLJ06HQM/+VJAnTsgppBncDQgjCqTQ/vniZly9doW18YkEDSZ7uqyxLSOT7a1gm5jwhgStBkeU5uf7LwaWqSNesDQvEkuUYLSEYjsX5zrkWXrvSRe9UZMH2X+2vzMwCn25aq3ZSzGhPfOXIAe5bU8+PWi7zdmcPk6l04ZmxhCCR02gZGaN1dJwfNl/iaFMDn9y1nU0VZbiXUYHGEpAxbrHI3x3qhdNNkwtDozx/rpkPevqZTKXnbarE1fdXkWUkKb/YPKMxsRyEEHO2dyrKilINYLoCgyShKsqKnRMSzHoHfl6Qpyud2MxGCMHQUIShwXxkgyRJVFWH5qwWqqrCgw9v5sQHV9A0k7bLw3R3jS8qNCiEYGI8zrmzfYUV4H0HmigpnR32LkkSodDslexMRssb3tO4XColpf4bFgkUIj9nePKpHfz6bz6A7zpnh9PpYOv2Or7wpQf4d//mR4TDCRLxDBdbBjhwaB3u61bEdd3kJy+cYaA/L3JbW1fC73zlYXbsapijU+F2qzz6xHYCQQ9/8Z9eYTKcj3b42avNfObZ+5ZMvzAMi337m/idrzxCXf1cAd2GxjK++Bv309szQdulYXTNpPXiIPFYZsGoj7sVj8fJF7/0AE6nY8GIGafLwa7djXz+14/y53/6Y+KxfLpOV8cou/c0znq+5sM0LYIhD1/4jQd4/Mkdc87jcqk88NBmotEUf/nfX8eyBIODU3R3jc/rnNA0g+YL/UxNp2ysWVvBo09snyPAqCgya9fljeK+3jDZrM7Z0z184pMHKF4iZeRWIUkSu/euYfvO+lmOlGtRyd+XX/30QQb6J3n37csIAd1d40xOJikvnz99trdngs4r+QhTf8DNk8/soqa2ZNa4IkkSgYCHp57ZxbH3rjA6EqWne4L+vjBr11UsqAnT0z3BSz85h66buD0qn/zMIX710wfnvMdOp4MNG6v4zd99iImJBBebB0jEs/z0lWYO3LeO4nvs/bkTsZ0TNvc8q516y0grzi+LZrJ87fhp/uFcC/Fsdpbh4VEdVPj9lPi8BN1OQm43PqcTr1PF7XDgVlXODAzxdmfPKlv80TMYi/NXxz7kpUvtpLXZBq3f5aQy4KfY4yHodhF0u/A5nXhUFbfqQJEk3u/u48zg8I03ZDXG7jxOgqVud/v4BP/57Q843jtA7ppSnhIQdLupDPgp8rhn9detOvCoKqZl8erljhtO3VEVhb11NWwqL+MXtm3i1csdfNg/SH8kOsu5YgnBQDTG9y60cqJvgM/u2cEndm6j2ONeYpVIzLk0iiRRHvDhVW9csb/Y48a7ijScW41mmLzZ0cV/e+8E3eGpWRFTiixR5vNR5vMS8rgJuV0EXK78u6vm39+pdJoftVwmll1e9M18rDoyYdoRtrp9V7fb3Y7889rxRchkNI69114Qw3Q6FXbtaZzXUN60uYY1TRVcaR8hlcpx6sMuduxqmDPRn0GIvOHR25tP8/J4nRw4tO6GqibcDCqrinji6Z14fQur8q9bV8GGjVWEwwkgr0WQSWtz+trdNcbF6fB7VVU4+sBGtu2oX9BYcjgUDhxax/6Da/npy83kcgYfvH+Fhx7dSnV18aLzj0DAzVPP7KKmdmHRz/KKEDt3NtB5ZRTDsJiazGsi3GvOCUmSZqUGLcb69ZU0NZVz4Xw+lWdsNIaum0s6JwC2b6/jgQc3LegAURSZHbsaqKwMMTKSr57U2zPOxx7eMmfbbFanrzd8tV0bKhcUXZRlmXXrKwkEPWSzOtFIit6e8SUFX28lTqdjWdcsEHCze+8aTp3sIp3WyGR0JsYTCzon+nrC5KY1NEpL/TQ0li44RhQX+2hqKmd0JIqum3RcGeX+BzbN+74ZhsnxDzoYG8tHnNbXl/LE0zsXHK8kSaKqqojDRzbQeWWUbFant2eC9svD3Hdkw5L9trkxbOeEzT2FLEko0uyBKWeaq6rTborli50JIcjoBt86fZ5vnj4/q7xcyO3i/nVreGjdGtaVlVIVDFDkcc9Z7RdC8NeIu8I5MRP6/7+OfcgLLZdmrdiW+bw8unEdR5oaWFtaQkXAR9DlmrMinNI0JtPpG3ZOmJaFsYrKAFnD4NpgfImFV1OFEEwkU/yXtz/gnc6ewl6yJFETCvDU5g3sq69lTUkx5X4ffpdzjrEYTqVoGRm7KboisiQRcLs41FjPvvpaeianODMwzNudPZwbHCGezRaMa8Oy6J2K8hfvHKd3Kso//tgRyhaougD5H+XrhS+9TpXfPrSfQ411N9x2hyxTtUD5ytuFEILTA0P8+RvvMRSLFz53yDI7a6p4bNM6dlRXURsKUObzzavlcWFohDeudC3bOSFNH/9aNNNcVWSNuMNTZWzuPGZ+Ey1LYBoW0WiKV166wI9fOFMQcNywsYqDh9bPu39ZqZ/DRzbQ1TmGaVqc/rCHX/qV/fOu4gOYpsmJ450Y04KF27bX0dhYdturR+za3UBtXcmi7XA6HdQ3lHL8g3yFkVgsg35dRKRlWYVKEZDPgT9y/8YltS8cDpkHP7aF1396EdO06OwYpbd7gqqqokXbVF1TzM7dDYumaMiyRH1jKQ6HgmFYZDIa6dTqnaf3Ai6XSlV1UcE5kUrlsJYZcXb4/o2LOrEkSSIY8lJeGSw4JxYSbjUNi1jsqkZRSYl/0fSMUMiLy5U32TTdKERc3OnMRF+53CrptIZhmKTTCz+D0Wi6MP54vM5F9TRUp2OWo20ynFjwdzAaSdF8rq+QLrZrTyNlS6ShybLEtu11eLxOslmdeDxDd9c4+w+uvSeFZe8kbOeEzT2FJEn4XU4kri6mZzR9xboRQgg0w1hRysGV8TDPnWme5Zio8Pv4/QcP8/jGdRR5PUuvbt6h4e7XYwnByb4BftrWMcsxsba0mD/82FGOrm3A75w/3K+AmDd4YcXkDHNWFMNySea0WYagLElzSgXOYFgWL11q50TfwKxbtLeuhj948DA7a6rwqEvUkhesykm2FA5ZZn15GU2lJTy2aT2dE5O8eKmNE70DDEbjhT5mDYMXWi7RUBzit+/bv+CzOOP4uL4qQYnXw+bKuSJT9wIZXedbp88zfI1jwuVw8MvbN/Pb9+2ntmjpSiUzQn7LRZIkfNPlR2fScrK6kU/1EGLZRls+PcS6p0pa2twaOq6MYEw/J8IS5HIG0UiKnp4JLjYPMNA/WagYUFkV4tOfu69Q4vN6HKrC3gNNvPrKBcZGY4Qn4pw53U1tXfG8z254IkFrywCQN/b37W9aUojwVuNwKDSuKV+yeoAkS7OM0tw8FQqyGZ3enjDGtMJyaVlgQUfN9dTUFlNeEWR0JC+82dkxOh1VMv+YI0lQVR1aVli/z+dCml55NnRz3moWP09IsoTTddX0MQ1rWfMQr89FfcPCq/gzqKoyazU+k5k/RfI63Vksy1r0B8Q0r7ZTQlqwBOqdiNPpKFw3Me0MXQghROE6CCu//WLbXlsJJ39N5t4fISAylWZw8OrC0PoNi5dWnaG0/Kq4rhCCsdEYuZxhOyduMbZzwuaeo9zvQ75GyDKlaUTSGSoDy8/PMy2LWDa3olXMNzu7Z1V78Kgqv7Z/N5/YsXXZ+c2ZVRjZt4O0pvNGR/esVeIij5uvHj3EY5vWLUsDwkIUqk7cCClNI5lbWfUHIQQj8cQs55NDlijzzz9ZnkpneP1K1yz9kKqgnz948DAHG+uWFVJviqU1LVbLzCp8mc9Lmc/LvvoaLo6M8dzZZn7W1kl62mGWM0x+2HyJJzZtoLFk/pBQSZIIud0EXC5i2bwwXtYwmEynsSxx28OwbwXNw2O0jIzOmhseaqzj9x88vOxxI7dCZyZAic+LU1EKzomZqh8r5dpIGRubhfjL//b6kttIUn61/fNfOMJ9RzYsmJIgSRIbNlaxcWM142Mx0mmN0x928/Cj2+ZoQQghOHe2j3A4v9pbVh7gwKF1Cx77o8LtUamoCC7LEXjtuDcjdnwtmYzG8NBV46e6ugjnMjR+JEnC43VSWZl3TgD09Ybzq/kLRF3IskxVVdGyxuK8xlOeGfHee5UZYzWT0RgZijI6GiWRyJJO5cjlDHTdIJ3WaG0ZvLrPMo9dUuzD718qJXJuiXRrgahO1aFQeo3eysR4HF03563sIYRgcjJJJpOf56hOZY5Wy+1ACIFlCQzdZGoqydBghEgkRTKZJZvR0TUDTc9XHEkllxexU1YWwOFQ0HWTVCpLNJqmrDww73XP5XTCE/FZ+yrKfPdHEIkkZ0WbvPt2W0FgdDGyWZ1k4qpAcDKZxbQXAm45tnPC5p6jviiELEuYZv5nRzdNBqKxFa36Zg2TkXhi2dsL8mHd11Lh9/HUlg0rEl6bWoVhcjtI6zoXR2bXmV5bWsKD69YsW5zStCwi6cwNtyWayTKVzqxotdmwLIZj8Vnio0UeD8WeuTmfQggi6QxtY+FZn++vr2VHdeWyc/01wywY+7caVVHYXVtNfXGIkNvNt06fLxivo/EkZweHF3ROAJT7vVQEfIX2WkLQGZ4irWv4F4guuVsRQtA+HmYqffXeyJLE01s2UrpI+sv1xLM5tBU622qCAdyqo+A8AuiLRLGEQFnmc2UJweA1ER82NitFksDtdlJWHmD7zno+/gu7WbehaknngdPp4OiDGzn1Yb6k5ZW2EXq6xueUw0ynNM6f6yUzHc69aUvNvCKBHzUORcbjvTn6N4ZhkUxcNcCCoYVLnV6Pqir4r9EbiMcyiy6MXB/J8fOOEIJUKkfbpWFOHO/gYvMA8f+fvfeOj+u67n2/p0xvAAa9d4K9d4qSKImSLFmyLTlW7Dh2ZMc1tj7JzX1pt717kxfnk7ybPOcmsRN3y5Kbqq1eSIm9V4AFIHoHBphezpzy/hhgyCFAACQhkaLm+/nQModnztlnn3327LX2Wr8ViBFPJFGTGpqmo+kGhm6g63OLlLgcq800bQWIa8VmN9G0sJTd755F0wyaT/cyMOCnwVU85VhFUTl2tDOdBpKX56S2tnDe2nItaJpOX+8YRw53cHBfG/3940SjCklFQ1VTVdpS/W1MiTKaicnSqLGYwshwkOZTvVTXFEybHtXVOUpra2odajJLLGgqmfY4wzAIheIZ7di7+/w13DUoCfWq7ifLtZF1TmS55VhQmI8sXiyrF0uqnBoY4u7Gujkbr1FFoW3UN+drJpIqvkimoV3qcVHknLt3O6nptF7FNWdlunudpzk1oij4Y5nGXEWOh1z73NXTwwmFDt/4dbclnEjQPe5H03XkWULvJ+n1B+kPZDqf6gvyrlhyMxhPELqkzKhZkqjJy8VhmdvC1jAMxmMxesYDsx88TwiCgNdu59EVi9nZ1kHXeGpXLqIo9PgDMzpzSj1uqnJzaB25OB6P9fYzFo3dcs4JzTAYjUQyqvy4LBaq83Lm7GjTdYMO3zihq4zgqcvPw2E2M3aJk+5E3yD6GoO5LoN1w+Dc0MhVXTfLh5PFS8ozKm+YzTI2m5k8r5Oy8jwaFxRTWZmPdBWlCZcsq6C80kvb+UF8vjDHj3XStKgUiyU1lxqGweCgn5ZTvRhGal66kmjd+40oCsim+WmHpunE4xfff7PFNOf1hiSKaT0BgGg0MaMBLZASK80yEWo/FOCXT+3j7TebCV+2Q2+1mnC5bTgcFiwWE7IsMjgYuGrNBlmWkOYxatBkklm1poayl/Lo7vIxOBDgZz/ZzRe/fCelZRdTo5JJjXd2nOH1V06gqTqCAFvvWHhDRU0VRWXvrnP8/Kl9XGgbyhirkiTidFpwOK3YbCbMFhOJeJLuLl86pWwmKiq9rFlbwysvnSCRUHnhucPkF7hYv7E+rcmh6wadHSM8/eReQhNliRctKqNpYem0GiyGwbxqrWRdE+89WedElluOqrwcSt3utPCgommc6BtgLBqb805oXyDI+ZG5OwqMS/53EpvJNOdqH4ZhcLJ/gN55NF5tJnmiTOCEboBhZOzQXheXzc4CYDNPb9hP+3XD4FB3X0YazPU05WBXLw8ubiJvDs4RXdc5NTBIX/DibrMALC8twXHFe8i8YVEQsF7BkXEl9nZ0z1//zxFBENJVRCadEwagqOqMu/N2k4kN1RXs7exOV2HpGvOz60IXv7vac+2VIT4gWGRpzo4JwzDwRaMc6Oq56jLARS4ntd5cevwX3/uWoWF6/AFqvXPLVx+Lxjh5WRRTlizT8dhnNrJw8UVRW0kUkGQRs1lGksRrEqfMzXWyaXMD7W1D6LrB/r1t3PeR5RQVpyKzdM2gpbmPoeHUfFtTW0Djgqm7wzeK+SqlKwhChqChrutXVVb40tx5Sc7WkpkLhmEwMhLi3//1LfbubkVVNWRZorLKy+q1tSxbXkFBoTvtlBAlkXgsyU9/tIudb7fc6OZTVZ3Pwx9fw5M/2c34WIT9e1vp7vLRsKCYwkI3iqJOlNYcIhCIIpskNm1u4J57l84onnlNzFETS9cNdr7dwve+8zZjE2KfuXkOFi0uZ826WmpqCnC5rSlnjiQiSSKnTvbwL99+nYB/9shgu83MRx9eTXv7COfPDtDT7ePb//gqDS8VU1HpxWSSGBzwc/ZMf1p8tqo6n8d+bxP5BdMLXE6mn1zKl766jdKyuf3GXkpenmPOlWGyXDtZ50SWWw6v3c7G6oqMqginBobY39nDfQsbplSNuBxN13nlTCvBqygJaDXJWC/LLx2LxuZsrATjCX51vJmReUzryLFlqhwnVJVe//w4P2xmU4ZAoG4YjEej6IYxJ8N1OBzhuVMtRK5yp/lKHO7po3lwmNtqq2Y9diwW5+WW8xk6FQVOByvKSzDL00+JdrMZWRRQJ37gkhMpKXNNJekc8/Pi6bNzvJv5JaokGY9d3JmXBAGnxTLjcxIEgTvqa3j2RDMtE7vyiqbx9NGTrKkso7Ew/5ZZPEsTwpSXiuiGEwpRJTnn57uno5sDXb2zHnc5Zkni9voa3rnQmf6sPxDipeZzfGXzOkyzRALpRqq6z3y911lubRxOKznzLEJpscisWl3Dqy+fYHgoSH/fOCeOd7P9vpRzIqEkObC3FWNCr2btujq8s6jkfxCRZRGb/aLREospc9Z30DSdROKi49pht1x1GfMPI6qqs/uds+zZdR5N0xFFgTu2LeTzX7idomLPtHN3OBTPiFK5kciyxH0fWY4ki/zq5/vp7xunu2uU7q7RKcc6XVbuvmcJn3xsA0XFnnlvi24YKInZ0xKHBv0886uDacdEcYmHL355G5u2NF6xtKjLbZ1zipMgCjQsKOarX7+bp57cw9HDHYz5whzY18aBfW0Zx8omiZXLy/ndz25mxYqqK1aumdR1uZQFTaUsXzn7ejHLjeHGx9VlyTLP2M0mbq+vySiXGE4o/PjQMc4MjcyYy6loGm+dv8BrZ1uvqjSfAFN2OvsDQU4PDM24QDEMg0A8zs+PneS1s63XVEbwShQ4HRmRBFElye72Lvyx+HWLYllkOUOzwAAujI5xYdQ36/0OBEP8x77DHO3pn7fwOH8szvf2HaJtxHfFfECDVFWGZ06c5kBXT/pzURBYXVHKwsLpNUkmK8CU51xcEGi6zumBIQZD4Vnvt8M3xj++s4fOsWtLYdF1nVP9g7SN+ggn5r7ghdQz39XeSdeYP/2Z22qhvsA7q9Fd7Hbx6IolWC9x2Fzw+fjr13dysm8gIw1ixvYbBuGEwoXRMU72DV5TZZX3EkEQKM9xZ6SrRJNJDvX0zSjYmqqSobG/s4f/2HcIZY79cSmiILCuspy6S+YORdN45kQzezq6UWcocafpOif6Bnn66ImrFoTNkmU+qW8oorGxBEEQiEYVDu6/kK760dU5SvuFYSC1w7pqbc2s5TU/iJjNcobA4ehIKCMaYiYSCZUx38UoQm+BC2GOkVsfZqLRRNoxAVBbV8hjn9lEccmVy7DqhpHhCLrRmMwSTQtLyc11IAgCeV4nTQtLqasvYuHiMjZtaeRzj2/lf/4/n+TzX7ydwqLpq+dkcA2OLV03CIdn1sSaFLbtm6h6YbWZ+OjDq9l824IrOiYgNb7nWq4VJn6TK/Oori5AEASsNhMNjcUpAd4FxaxeU8PDn1jNX/yXh/m//vIhVqysmrF6iSgK5OU5MlLJhgazDv2bmZvDfZglyzwiCAJrKsvYVFPJS83n0kKAp/oH+ds33+Grm9ezpqI0IyzfMAzGojFeOXOeHx44elVimJOsr6rghVNn0gb3aCTK9/cfodDppMabO2WnWtMN2kZH+cWxUzx/8gzRZDJj9/Z6ybPbWFZazJvnLwCpH+Vd7V08efg4j61cSr5z+pxFwzBQdX3GXVu72cTaijL2dXSn29s55ucHB47yza0bKXFP3RlTNI3mgSF+fOgYb567gKJp83a/qdKmvfzNGzv5/bUr2VBdgdVkyviNHgyEeO5UCz85dIyIcnFxku+w84lli3HOoB/htdtZUVZC5yVG/rG+fn557DSfW7eCnMuENA0gnkxyuLuPHx48yp72Lgy4pvvVDIOnjp7kQGcPt9VVs7K8hKbCAirzcrDJ05cv1XSdHn+Al1vO89SRExmGc7U3l1XlJbNe1ySK3LewkSM9/bx2thVVT4mKHezq4S9feoNPLFvEhupKar25U7Q6FFXDF43SFwhyYXSMU/2DHOzuZXFxIf/t3m1YrhChcqNYUlJEocuRoSvy/KkWFhTmc2dD7ZQyogbgi8Z4/WwrPzhwlO5x/zU9W0EQqM7L4eGlTfzL7oNpx01/MMQ/vL2LwMY42xpqU+WRJ56zYRiEFYXd7V388MBRWgZvDb0Jg9S4jSnJKRFniqYRSyaRRXHWyLcs7z8Wq4lNWxo5fLideCxJ6/kBurtGaWgs5tiRTvwTQn5VVfksWlR2TekjNzt2h5mq6nx2v3sOgMEBP5FwAqfTOuP3UmJ9MQYGLjqva+sKr1B1IMulhIJxBvov9tvyFVUUl1xZ6BlS5VQvdQTdaAb6/Xz/33fQfLqPktIcvvL1u1m5unoibUNAEFK/E6IozF3DRBLTkTeGbszJSZZMasosN3EAACAASURBVAwOzGywq6pOb7eP+ER5VLfbxtr1tbM6G8fHIihXUcI2Hk/ywrOH+c2LRxFFgU88uo5HPrkOu2NyjZbqD1EQYKJ/ZiMn10l+gSvtlGg9P8D2+5fNuU1Z3l9urhVilizzhMNs5nNrV9I24kuHpWuGweHuPv5i/HWaigpoKszHY7WS0DT6A0HODY1wwTdORFFwWSxsqa3ieN/AnB0V6yrLWV5Wwom+AQxSBvOejm7+9IVX2FJTxcLiApwWCwlVZSgU5mT/IKf6h+ga96PqOm6rhYeXLOQ3zWczxCavFY/Vyvameg5296ZTVCKKwvf3H2ZPRxfLSospdDqRRIF4UiWUSDAejeGLRKnNz+PP7tp6xXNbJImtddX8tvlcOn1G1XV+c/osnb5xbqurpj4/JTAZUZL0B4Ic7x/gdP9QqoSnYVCZm8PmmkpePH2WiHJtO7+yKLKirJhgPEHriI+9Hd2cH/HRUOClsSCffIcd3TDoD4ZoHhiibdSXUQ7UIsv8zsqlrKmcecHssJi5f2Ej+zp6GAqnhLQSqsaPDx7lZP8Am2uqqMzLwSxJhBMJOsf8nOgfpHlgiJFIBANYXFzIwqICftN89qpKihoTfdsbCPL00ZO8cOoMhS4HXoedUrebErcTl9WCRZZRVA1/LEbXuJ+uMT9d44GMSAW31cJnVi8nzz57aHdKUNPGH922gXBCYXdHV0qBG2gd8fFPO/dS7D5FoSsVoeMwm9F0nWhSJRCLE0ok8MfijEdj6QiEpitEp9xoKnI83NVQR/eYn+SEYdznD/LXr+1gR2s7q8pLKXI5U07MWJzzw6Mc7+vn/EgqmsUkSXxkYSPd436O9c1enuxSzLLMo8uXcLR3gHfaOtIOjvMjPv7mjZ08c6KZhUUF5DvtaLrBcDjC+eFRWkd9+KMxTKLIxppKRiNRWgaH57ln5p+uMT9vtV4gGE8QTihElNSfqJIklkwSU5IZTkCAXRc6+dKYH7MkYTPJ2M1mHGYTDrMZh8WMx2rhzoZaqvNyb9BdfbgRBIGlyyuoqPTSem6QwYEA5870k5/vouV0L0pCRZZF1m9suKbqGAJkiHTqus41lVx4D5FlifqGYlxuG6FgjIA/SvPpXgqLZi9Veqaln1Aw9ZvvcFioqy+6KQRDb3ai0USG4Z2b55jVUB4ZCdLbM4/C49eBYRi8+fppThzrxmSSuOe+pazfWH/dz95uN6eduAlFJRicPQV1dCREb+/YFf8dQNM0orGLazWTSSY3b2bR90QiSVvrYNqhMRuGYXChdZBXXz5BLKqwem0NDz68Cs91pKMJgkBBgYu6+qK0c+LUyR5GR0Pk34IpZrcCWedElluWhUUFfPP2TfztG+9kiAEOhcIMh8Lsae9KeZeNlONiMqXCLEk8vLSJT69azl/89vU5OScEQaDU4+IPN67hf72+g8FgyoDVdJ3mwWHODY8iiylvtmGkHBeqrqevmWu38eWNa7mzoZbWER/7L0k7uFYkUeTO+loOdPby/KmWdARJRElypKef432DiMKkZKaRbpdhGOljZ7rfpqICPr16Od/etY/AhDNF0TSO9PZzsn8Q6ZL71QwDVdfS68lSj4sntm6kLj+Po739nBuemmM5F+xmE59evRxZkvjfO3bTOeZnJBxhJBzhQFdPOlpF16fek0WSeGhJE4+tWoZ9FnFLURDYVFPJw0sX8qODR9ORCJM72Pu7epEE4eL96jrqJYJo9fl5/OmdWzBJErvbuxgMXZ1S+KVEkynjrXPMzzFhIPUMhZSw2+Rz1KYRY8u1WfnChjVsa6ib87UEQaDGm8uf372Vb7+7j7dbL6QdKwlNSzlBJqIGLt3Zv7nMhtmRRJFPrliS0qbp6sYwJuaKcITnT53ht83nkEQBg8nIIiOd9iUKAtsX1PPHd2zixdNnOdE/eNXpWV6HnW9u3chYNMqpgYvq5/5YnP1dPRzq6Z12LEuiwObaKp64fRM/Pnj0A+GcOD8yyr/uOkA0mUyP19nGzFg0llHRZHK8TY57h9lEqceddU7cQPK8TjZsqKft/CCapnPyZA+lZbl0dKQ2B3LznKxcXX1N5xZEAccleg6BQPSqdmLfDwRBYMmyCqqq8zl9sodIJMHud8+yZm1tRoWUywkFY7yz46I44+Kl5VTeBGVWPwhYLCaES7QMYjEFXdevaNwnkxrvvH2GYOj9Kek9G2pSo611EEVRsdnMFBa658Up5c13YZpIs4hGEnS0j7D5tgVXdNzoms6Bfa0EAzNrnomXVZXRdZ14TIErVA4xDIOO9hGOHemcczqqYaSiSUZGUutur9eJzXb95X7dbhtr1tZy7GgnsahCb+8Yb71xmo8/snbGlJQsN4bsE8lyyyJLEltrqzHfJ/Ef+w5xvG+Q2ES1hMnd6EuRBIEit5NHli3m06uXk2OzUuJ2cbJ/cE7GliSK3FFfg6JpfHfPQdp942kjVp0wVi/HIknUePN4fMNq7m2qRxJElpQUcaCrZ14MPI/NytduW49Flnj1bCv+WDxtOGm6zpWWd3MJHjRJEh9ftghBgB8dPEp/IJS+x6Sup3egL8VmkllaUswfblzDxupKVF2nOi/3mp0TXrudZaXFlLhdOMwmvrvnIKcHhokmk2i6gTZNL0qCQL7TwaPLF/PYqmUUXiG95XIssswfrF+FLIk8e6KZ4XAk5cwBkprG5fsCAuCymFlbWc5XN69jcUkRUSVJoct5Vc4JURCo9+ZR6HTgj8UzUjT0S5xq0yEI4DRbWFRcwGdWL2drXQ32q6iqMnn9Wm8u/2X7HawqL+HXJ5rpGQ9kVB6ZNNqnQxIEHBYzJW4XG6srpgjH3ixU5Hr4q+2388/v7mdvR1dK34MJoTBN4/KXRRQECpwOHljUyO+vXUmpx83K8lLMkjSjVsV0CILAwqIC/uaBe/jX3QfZ095FKJFIj97Lx7IgQK7Nxt0L6vjyxrVpw1wSxavSyrkRTPbn1VY2uZT0eDNSf1M0LVt7/gZjNsusXFPDa6+cZHg4yNnmPiorvYxMVOlYvbZmbvny0yBJImUVF3VZ2tuG6Wwfwet13lQpIjk5Du7ZvpSOC8NEIgkOH2znlZeOcf8DK3G5rRltNQwDvz/Ks786yJnmfgA8OXa23b0ET47jprqvmxW3x4bX62R0wpBtae7D5wtTXDw1tSMWU9jz7jneevM06k3i2BJEMeVgEVIRBi//9jhms4mq6nys1szfaXGiso7VYsLusMyY5lFU7KGo2MPIcBBdN3h35xk2bm6gcUHJFGFKRVE5cbyLN147RWIWQUyTSaK4JAezWUJRNEKhOCdPdFNY5JniVNF1nf6+cX751L6M1JtZ+0QAk1lGlkRUVefI4U5efP4Iq9fU4HRmCmsKAoiSiMUsY7dbMJmlK/aJIAps3rqAPbvOceRwB/FYkmd/eRC328ZtW5twOC3Tp8hqOrGYgn88QjSSoLGpdM73kuXauTlXiVmyzBOyJLKxuoIaby6vtJxnb2c3Hb5xxiZCzaUJscNSt4tFxYU8uLiJVeUlWCZy+e9eUJcKVzd0XBYL+c6ZQ8tMksT2BfXUefP4TfNZjvb20+sPEozHSagagpAqMZpjs1HucbOqvJQHFi+gOi8HkyRhGAZb66oJxOMkNY18h/268/PLPW7+5M7NrK0s563WdtpGRhkOR4goCoqmIwopw9tpMZNrs1HgdLCppnJO53aYTXxyxRIWFObzyplWTkykwYQSCZKajigI2M0m8uw2qnJzWFdVwf0LGyhxu5BEEZMhcm9TPU5LKiWgJi93xlrisiiytKSYjy1dCMCCwgK8DjuyJLGpupKavFxeO9vK7vYuusb8+KIxEqqKIAi4LGaK3S6WFBdx/8IGVleUYbtKQznPbuPLm9ayvLSY1862cmZohMFgmIiioOoakijhMJvIdziozstha1012xrryHfYESfa8PDSJmq9qR3eVRWlsy5CJUHgM2tWsLqyjD3tXZwdGmEoHGE8GiOUSBBPqiR1DYzUeLdIMm6rhQKng+q8XDZUV7C5ppICp+Oa8/UFQSDfYed3Vy/n9voadrS2c6i7jx5/gJFwhHBCIalpiKKAWZKwm1NjqdDpoNqbw8qyUlZXlFLgdEzRb7hZEAWBhnwv/3X7Hbx1/gI72zroGBtnNBIlnkyVXjVLEm6rhSKXkwWF+WxvamB9VXlaNLTWm8tjq5bhn6iOUupxz1mbTBJFGgvy+W/33smO1nbebm3nwugYI+FIWo/GbjZR5HLSUJDPvU0NbK6pxG1NLarWVpbx6PLFJFQViyxPG0VgliU2VleSOyGUa5FlChzTO+fsJhN31NfQUJDaxfXYrLit05dQ81gtbG+qZ3wiuqHI5cQsTf9ulbpdfHRJ05wFVeeCWZIozbmy4VvidvHQkoXoRsoh4rSYKXTNHI48HbXePB5eujDtiPPa7VOqIn1YEQSBuvoiGhaUMDISYtQXYu/u8+i6gcNhYfXqmmsuwSdJIo0LSnC5rIRCcSKRBD/76W40XaeqKh+rzYSupYQOo1EFQYCy8jwslqtzxF4vggCbb2ukpbmXN18/TTSq8Iun9zM8HOK2rU0UFXuwWGXisSQD/ePsfPsMO99uIZFIIgiw5bYFbNrSOOfKBh8UotEEw0NB4vEkSkJFUVJ/wqE4IyMXS3r7fGF2vt2C2SxjNkuYzDJms4zVYsJb4MLtzoxAsdvMrFhVzbmzqVS65lO9vPDcEe5/YDnFxTnIkkgkqjDQP86+Pa28/NtjBPwxcnLs+OdQ1vK9RpIE1m+s5/ixLvzjEVpO99HeNoxskjKqtQgImM0S7hw7VVX5rFpTw5p1tXi9rmmrutisZjZubqDldC+6btDb4+N733mbjz+6juqafOx2C8mkythYhJPHu3n1lRMMDvhxe2wEA7GpJ5xshyCwaHEZ3nwXA/1+wuE4Lzx7BLfHzqLFZbhcVlRVZ8wXpvX8IL994SgnT3TjdtuIRhWSc3QK1dYV0righDMtffhGQ/zsx7v51c/3T3kvZEnC7jBTWprLoiXlrN9YP6HXMv06JzfXwaOPrae3Z4yhoQA+X5jvfXcHZ5r7WLOulsIiD1arCV03SMSTBIMxhgb9nD8/SMvpXpYsq+BPss6J94WscyLLLY8kipR53Dy+YTUfW7aI/kCQQCzlLBDFVEhwodNJqcc1xRHw0JKFPLRk4VVdzyRJNBUVUJ/vZTgcZigUJjRhvAmAxSTjtlopcjnx2m0ZBqMgCGyormBDdcV83Hr6nG6rlY8sauTOhhoGgmF8kSixZDLVJkHAIqcMSo/VQp7djsc6twV36rsyayrKWF5awmAoxHAo5fhIGasiNpOMx2ql2O0i15a5eyQIAg8ubuLBxU1zup5Flnl46UIeXjr1mUiiSHmOhz9Yv5qPLV1E3+Rz1jREUroR+Q4HZR43FvnKHvbZ7tc2YbRtqK5gIBBiNJIyHlVNRxJF7GYTuTYbxW4n7sv6URAEPrtm5VVf02kxs6aijNXlpUSUJL5IlEA8TkRRSKgaqpbaV5dFEbMk4bSYybPbKXA6rvlep2uHWZKozsvl8+tW8eiKJQyFwoxHY0SUJKqmIQpCasFgMuG2Wshz2Mi12T4wIoaCIFDocvLYqmXct7CRgWCI8VjKwaUbYJJEnGYL+Q47xW7nlPmiwOngL++5/bqu73XYeXTFEu5ZUE9/MMRYJJqOxLCZTOQ77JR4XLgsmYbe2spy1laWz3h+h9nM4xtWz6ktuXYbT9y+aU7Hlnrc/MXdc7vvpaXFLC0tntOx88XikiK+9dHt132eLbVVbJlDueIPKw6HhQ2b6jl2tJNoJMGFtiEAyivyWLKs4prnIUEQqG8o4rY7FvLGqydJJjVOneyhp+s3KYPfYkLXdRRFIxZTqKzy8vVv3kth0fvrnIBU9MOnP7uZYDDGkUMdBAMxXnzuCLvfOYs334XZIpOIJxkdCeH3RzCMVNTJug11/M6nN2Czvf9tfq85d3aA7//7DgL+KMmkRlLRSCbV1P+/xGBtvzDMt/76RUxmCZNp8o+My2Xlkd9Zx93bl2ac12yRufOuRRw51M6FtiEUReX5Xx/iyMF28gtcSJJIPJZkeDjA4GAAAdi4uZGmRaX87Me7iUZvbJUjwzBYtrySrXc08fJvjqOqqfHLFfwDIyMhLrQOsWf3eVatrubzX7idmtrCKUa7JIvcdnsTRw61c/xoF7pucPxYFxfahigqycFmNZFMagQCUUaGQ+i6zuKl5axeW8vTT+4lEb+yPkRdfRF3bFvEM788iKKonD83wD/9w8uUV3hx2C2omkbAH6W/f5xQME5RkYdPfWYjO95q5tSJuaUre/OdfOSjKxkeDjI6Eko7s6ZjbAx6e8Y4dLCdd3ee4ZOPbeCObYumTWERRYEVK6v4yh/dzQ++t5Pe7jEC/igv//Y4O95qISfXPjGXGChKknA4QSScSOl1iAKNC2YXEs8yP2SdE1k+NIgTu7+Xlhh9L5ElkVKPm1LPtYWyzjeCIGA3m6nLz6MuP2/2L1zluc2yRGVuDpW5M6tlv9eIEwae9z18zpNOitr8PGrnuS9nu67TYp6xssj71Q6XxTLFQL5VEASBXLstHWFwI/DYrHiyu/JZPmCsWFlFSUkOF9qG0HUDSRJZurwS73UKzzmdVn7nsfVEIwn27W0lEU/i90en3QF3uqwp0cwbgCAIlJbl8uWv3c1zzxzi3Z1nGB+L4POF8fkuS+cTUlodt9+5kEd/Zz0FhbOLZ34QiUYS9Hb7CIcTsx6rqlrKSL/kM/+4adodfUEQqKkt5LOfv42nfrqH1vODJJMa7ReG0+VrJ3G5rGza0shjv7cJNanxxmun6Gy/cZWOkorKiRPdvPziMU4c78YwdPLyHLjcNmQ507DWdZ1EQiXgjxKJJEjEkxzY14bVauaPntg+RSxSEASKiz38wRfv4Kc/2sXxo10oikooFCcUGsw41myRWbGyhs9+/jYkSeD1V07S33flNAxZlnjoY6sJheLsfLuFcCiObzSMbzRzbItSKpLq0U+tZ8vWBYyPRWZ1ThiGQU+3jzdeO8U7O87gH4/gcFjIzXNgNmdWJjMMg2RSIxyOE/BH0XWD9gvD/OwnuykpyWHxkvIMPZJJTCaZjZsbcDqtPPOrg5w+1UM4FCcWU1KOoWmQJJHSslxqagtnbH+W+UOYq0jJe8xN0YgsWbJkyZIlS5YPOoZhMDIS4tSJ7vRnq9fUkHMF8br5Ih5P8rOf7ObpJ/cCKV2A//G/HmHZiuuPOJnUaTh8sJ2jRzroaB8mFIih6QZ2uxmXy0ZpWS5Ll1Vw+7ZF06aRDA8FOHumn2RSw2KRWbS4nDzvzCk+uq7T3eVLR4I4HBaWr6yaVagvFlNoae7j6OEOzrT0MTIcREmoWG0miopzaFpYyqrVNTQtKp2iMXA54VCc06dSQpuiKFBbV0RVdf4sPQbDw0HONPeiqjoms8ySJbPf73wzMhykpaXvmrUeJEmkrr6IiisIheq6TleXj317znPqRDf9fX7icQWTLJHndVJbX8SatTUsX1GFy21DUVROnezBPx6hsNBN08LStIDkJIZhcKFtiK7OlB6W22NjydKKWZ+5oqicae5jdDSlg1FU7GHJ0sxIWF3XeeuNZn78g3cZHPCTX+DiIw+uYNnySjw59pRzYtKuNiacE3GV0dEQ7+48w7s7z6IoKp4cO//pzx5g0+bGadtiGAajIyGOHO7g+NFOOjtGCAVjqJqOx2OnssrL6rW1rF5TQ0Ghm1hU4fSpXkKhGC6XlWUrqq44LsPhOEcPd3JwfxttbUME/VF0I5XCVVqex5KJNIuKSi+iKDA44KeluQ+zWWbh4rIpVTIMw6Crc5R/++c3OH6sC1mW2Li5gW13L6aw0I3ZarqYwmJcdE6EgjGaT/fy4nNH0s6/Rz+1ns89vnXGZ2UYBsFgjOZTvZw80U1b6yAjwyFiMQVJErHbzeTnu6io9FLfUERdQzGVlV4ss7ynWWZlTt7XrHMiS5YsWbJkyZIly3WTSCR5+qd7efInuwFYv6GO//TnD5I3S8nBq0HTdGJRhXg8iabpGIaBKIlIE+J4ZouMyTQ/6WzXi2EYxONJYrFUzr2hG4iigMksY7OZsVjkm6KdH3QMwyCpaESjCRRFRddTpTNlk4TVasJmM01U+Lnxfd3b4+Nv//pFzp3px2Y38/nHt/LgQ6swzzIWDMNgcMDP//1fn6GtdQiTWeKxT2/kc4/PnFKnaTrRaIJEXE2/L5KcEuO0281IknhN/aJrOtGYQjyWSuvESDmSzGYZm918Ve9gNJrgJz/cxXO/PoSm6dx+50K+9NVtFBZ5Zj1HJJLgyR/v4lc/PwDA0mUV/Pe/foScnNkdsbqe0qqJT7yfum6AkEoTlk0SFouMxWLKlvadP+Y0ILJpHVmyZMmS5YZwfmSUZ080E0q8v7m/AtBQ4OVz61a9r9fNkuVWxz8e4cD+NiCl7r9uQ/0UIcPrRZJEnC4rTtfNn/YkCAI2m3leyiFmuTKCIGC2pBxTNzOGYXD2TD+d7am0k5KSHG67vWlOO/KCIFBckkNBoZu21iE0VZ9RwHISSRJxuWy4ri+zagqiJOJ0WnE6r/89DAZiHNjbiqbpWK0mtt6xkILC2R0TAHa7mZraQmSThJrUCARj6Nrc9rxFMft+3ozc3G9xlixZsmS5ZRkMhnjx9FlGI++/cvrW2uqscyJLlnnEMAyOHelM56yXlOaydHlldtfxJsTvj9LdNYqqvjdlNQsK3JRX5N0UkQo3E7puMOYLp8t25he4sFrnbhhrmo4y8V1RFG6ZNINwOE5gwtHicFrIzbXPuWqNYUAioaJrKZ0Zq9WUHXcfcLLOiSxZsmTJkiVLlizXjGEYjI1F2PF2C9FoAkkSWbGyisoqb9ZQuAlpPt3D//67lwkE3hvH8MMfX83XvrEdSc4++8sRL6leFY0qaHMUbzWMlOjj4IAfSFV5KS2dWjL6g8ilfaIoGomEmqqSMYe5IxSK0XyqJ5WSAZSV5k5brSPLB4escyJLlixZstwQXBYLi4oLCcTi7/u1a7y3xqIuS5abgUg4wasvHaf5VC+GAQWFbu7avmRK5YEsNweiICCbRGT5vYlqESVxjtnlHy5EUaCg0I3dbiYaVejp9nH8aBdbti6Y0aBWVY2ujlGefnIPg4MBALz5LpYsm7+y8zcSp8tKfqGLYDBGOBTn4P4L1DcWkzuDgK+uGwT8UV595QT79rYCqVSylaursd6CJXk/TGSdE1myZMnyIeBy8eMbuZs52ZZlpcX8y6MfneE4gLntnsx8Drj8FOJlHxiGkaHMPPmvc7n2zdS3Wa6f7PO8MpqmMzQYQFFUrFZT+u97dp/nzddPEY8nkWWR7fctpa6+6EY3N8sVqK4p4HOPb02nF8w3tXWF2fdmGgRBoGlRKdW1hbSc7iXgj/L9f9/B0KCflaurKSvPw2YzT6QqJAn4o/T1jtHS3MeeXefSJVJlWeLe+5dRWnZrONndbhsbNzXS2T6Crhu8+vIJYjGFO7Ytorq2AI/HjiQKJFWNUCjO8FCQtvODHNzfxrGjnSQSKoIgsGx5JWvX12Wdoh9wstU6smTJkuVDwGgiwPcuvERMS/DEgkfJM8+zOtZVYBgGP+p4lbOhbr5S/xDV9uIpC9mIGuenna9zPtTDNxo/QY2j5KqvE0pG+UH7y4TVGF+q/ygFlpwrHvv3Z35OW7gv/fc6Zxlfb/gYDnlmsS8Dg+G4n39tfZ58i4c/rHsQq5QV1/ogo+oaP+p4hbZwH19v+DgV9mx9+0ni8SQ//dEu3tlxBkkSU9UoYgqBQAxN05FkkY0bG/jaE9spKHBlDdQsWS5D1w12v3uW7//7Dvp6U/osFouMx2PH7jAjSSnDWtN0FEUlGlUIh2Koair9IyfXzj33LuNTn96Ix2O7Jd4xwzDo7xvnX//PGxw52IGqaoiigMdjx+myYjJLiIKArqdKiMZjCqFQnHg8CYDZLLFsRRV/8MXbaVxQckv0yS1KtlpHliw3AzuHj9MbHU574ARAFiQcso0Sm5cFrgqc8vz+wASUCEE1QrmtYM7nHVNCRNU45faCeWtHlpsHVdfoiQ4T0eKo+nsjgnY1tEf6aQ31Ek5OrzauGzqD8TE6wgMktOQ1XSNpqLSGe4mqCWJqAixXPnZ5bh1ei5vhuJ93ho9jlczoxtxygWNagjPBLirshai6CrM4J3RDpz/mwynbyDHPX4nFLFO5lrlQR+dCuJ/WUB8RdXY1/A8ThmEQDsXTee+XYjJLbNnaxO9/fguFhe4b0LosWW5+RFFg05ZGnC4rv/r5AU4e7yaRSDI8HJzxew6nhcVLyrnn3qVs3NyI9RYRw4RURElZeR5f/8Z2nn/2MDveamZ8LML4eOrPlZAkkZraArZsXcD2+5dnHaK3CFnnRJYs7zFvDR1h32gLLtmGSUy9cgICOgYiAlWOIj5TdQ/LcmrnZVLVDZ2dw8c4GWjnLxZ+BlmYPbxNM3Re7T9AX3yU/9z02HW3IUuW2fha/ceIqHEq3kNnmEd28GcLP41u6JTYvDMeu714LYZh0BkZZL+vZc7XEBAoteXzreVfwiKacMizl00MqzG+2/YidxatZFtRtmLIe8W1zIUAJkHmm42PENXiVNiyUROXIssSS5dXMjYewT8WIZlUsdnNVFbls3JVNStWVuHJsd/oZmbJclMjyxIrVlZTVZVPZ8cIp0/10t01is8XJjERDWCxmnA4LBSX5FBZ6aW+sZiS0hxycuwZApK3EiWlOXz+C7dz9z1LONPSR1vrIEODASKRBJqmYzLL2Gxm8vNdlJXnUt9QTEWll4JCFyZT1qS9Vcg+ySxZ3gdMosxjVXex0F0JQFLXGEn42TvazH5fCwbw35y/j8t0/Yu6iBrnVKCDkUQAY44ZU8FkhOZgJ9ocLPQwAgAAIABJREFUd4qzZLkeBEGY1VkwH0iidFUh+YIgIIvSFH2K2TCLMrXO0jkf3xkZ4kKknw3aoqu7UJar4lrmQnj/xucHEVkW2Xb3Iu7YtjCtCQMCgiAgiqn/Zjcub21UVePEmT4EYGlTWbYywjUiigJ5Xid5XicrVlWndI/S7xSkXN8giKl36t0DbZzaPQhAYb6LDStrsNsyo/QGR4LsOtiKphmIosDqpZXUVV3fBkAkmuDg8U4qy/Ku+1yzIQgCdruZhgXF1DcWoetT+yR1HCiKyuFT3QTjCYqlK6dsZvngkXVOZMnyPiAJAjWOYpbl1KU/MwyDBa4KBuM++mIjdEeHWeypzvieZuiEklGiWhzN0DGLMi7Zjk2yZERZGIZBVIsTVRN0R4c5F+rGLlnpiQ6ndwtFQSTH7MQ5sbNrGAYRNU5Ui9MW7qc9PECRNZfuyFD6vKIgkmd2Y5cz4+ENw0A1NILJKHEtgQFYRBMekwOTKE8bATIUH0dAwGtxYxg6gWSEuKakviulvmsWry9MMZUKMI5VMpFjcqIaGgElQkJPIiBglcx4TA5kMXMxZRgGcV0hlIyS0JOIiNhlC26TA0nI3KGIaQnGlRAu2Y5dthJMRoiqcQzALlvxyHYkcepiTdGSDMbHyLO4cUhWYlqCYDJK0lCRBAmHZMFlsiNedr3Lx4BJkHGbpo6BjGvpKsGJ/hUFAadsQ7+CsGRACRNQo+SZXTgka8Yxiq7iSwQQECiw5kzpC8MwUPQkITU28SwNJEHCKplxSFbMkjyxvMq81qRKpSAIFFpysUgzP3cBgagaT/eXWZRxmxxYRfO09zSaCBBVL1YAkUSJIkvulOd+PRiGwXDCT0JT0p+ZRRNF1txp26TqGiE1SlxTODR2lrAaY0wJZbxvFsmE1+xBFiU0Q8eXCJLUk3gtnml1LBQ9yUgigIRIoTVnytiZKxE1RiAZIcfkxCyaCCTDxDQFAQGHbMU9zbgEiKkJRpUAXrMbm2QhosUJJaOohoYsSDhl25SUNd0wiGkJImoMRVcxMDAJMg7ZOmN6W2qsqYTUKAlNQZ8caxPRKpNj7VrmwknGlRChZIzJhbAgCBRZc2eclwzDIKEnCSajKHoy/Q7YJHOqXeLUZZZhGCQNLf2OAhfnJkGatg+MiX4LqVEUPSViKAsSdsmCQ7bN69ieiZTzQeBm3biNxZM8//pxBoeDfPF3N+NypDRjVE3jrd1n2Xukgz/63O3k5zn5x++9TWevD0kSEBBwOS0sbizltnX1FOW7EcXUc9B1g9GxMAeOd3CipZfxYBSbxUxFaS7bNi+gofrDFV0TT6g888pRZEmirqoAj2n2aLEs0zP5rkvS7B69cDRB76Cfwyc7KfS6WLKgdIpzQlU1RscidPeNcbS5G6tFvm6HwuhYmO//Yi/bNi94z50TAKFInLNtgyxunHp/Ge0aD/PjZ/azcnEFtZX50861WT6YZJ9kliw3CEEQ8Jgc5JpcBJIRknqmaraiqxzwtfDm4BFaw73ENYU8s5uVufU8ULqRSnth2mDQDJ1fdu/k8Pg5+mM+QskIAgLfPPrPadPQIdv4Yu0D3F28GoCYpvCzrjc47m9jIDZGWI0ymgjw9SP/lG6D2+TgGw2fYEN+5g5vSI2yc/g47wyfoCc6jDYRNr8pfzH3Fq/Fa/FMud//79yvkUWJL9c9xAl/G28OHaE3OgJAub2AL9Q+MMU5c7XEtAT/8/SPWOyp4ZGKrewaOcmukZMMxMYwiTJ1zlK+Wv9whq6Gbhj0xUZ4uf8Ax8bPM5zwYxZN1DlLubtoNZsLlmQYJ2eC3fxb6/PcXbyGcnsBL/fvpzXUBxjUOku5r2Qdm/OXpFN4JumODvHHx/6FL9c/xHJPHb/t38vhsfOMJ0PYZSvr8pp4vPYjGQbTpCH71tARzodSYyDX5GJlXgP3l6ynxlEypepEWI3x1uAR3h4+Rm90BKtkZrGnmg3eRZimCWt/aWA/v+reydcaPsa2olVIlzgTBmI+/u7MU1glC/99ye/jMWXqI3RHh3l76CjH/K0MxsZQDQ2HZKXcXsD24rXcUbQi4/jXBg/xi+4dKHoqbNUkynxr+ZdodM1cDm04Mc5bQ0c4NHaOQDJMntnNeu9CHirbTJF1qlr5zzrfYMfwcTQjpa1RYMnhW8u/ROE0x14rSUPj/7Q+x4nxtvSufKOrnG8t/zImYepPa2dkkJ90vkZXZIjhxDiKrvJU15v8sntH+pgmdxX/uekxCq05xLQET3e9xQFfC19r+BhbCpZmnM8wDFpDvfxNy5PUO8v4q0WfxSJdm8V40HeWn3a+zmNV2xAReXlgPz3REURBoMlVyYOlG1mZ2zDFAD4d6ODvzj7NNxs+QanNy2/693F8vI2QGsUl29lauJzP19yLROp7iq5yYryN3aOnOBfqYSTuR0cnx+RikbuKB0o3sMBdOcUJBtAbG2Hn0HGOjJ9jIDZG0lCxS1bK7PncXbQ6Pa9dy1w4yW/79/Fc7670XGwSZf7fFV+jxnllMda+2CivDx7m8NhZhuPjqIaOU7ZRbi9gY/5iHijZMKXfxpNh3ho8wp7RU/TFRgEoteWztWA5dxWtmqJDYhgGbeE+Xh44wGl/Oz4liAG4ZTvVjmLuLFrJbQXLpu23DxuartPdN05nry8tIAgpf+jgSJDm8/0klNTzPd8xRDSmsG5FNQCDw0GeeuEQp8728cTj28jPSz2H9u5Rvvfz3bR2DNNYW0RZUQ7ReJLjzT2Ul+R86JwTZrPEnRsXIEkitltI9+Bm577bF7H9toX8/XffYNgXmvaY0qIcvvDYJs5dGOJ8x9C0x1wtOR47D961lEWNVy9KfS109Y3x9IuH+fOv3jujc8LlsPKRO5dQVZaHdI2/fVluTrLOiSxZ3mcmK+Qoukp3dJi+2CglNm9G+LmiJXl18BBPdb2J22Rna8FyXLKN9sgAbw8d40K4n280fCK9aBYEgYXuKopteYwkAvyi623yLG4+VXlnesEqCxJNE2klALIossRTQ6WjiL7YKM/2vEupzcsjFbenjzGL8pSFeTgZ46edb/D20FFqnMXcX7IeURBoCXbxi+636Y2O8JX6h3FflqIS1xWiSoJf975DS6CTclsBDYXlBJIRgskI8jwsrA1STpfe6Ag/63qTc8Ee6p1lLPbUMJoIoOralAV8Z2SQf2t7ns7IEMtz6ritYBkhNcbhsXP8W9sLBNUo95esT3vl9Ymoj9cHD+GQrZTbCni4bBMjiQAHfGf4t7YXEIAt+UszIih0wyCqJWgOdHLAd4ZxJcTSnFpkUaI/5kvtmHJp1EKS1wYO8mTXG7hkO1sKluGW7fRER9g1cpIzgS7+qPETNLkq0rsvCU3hpf79PNX1JvkWD/cWr8UimTkf6uGprreIqDEsl+3AJ3WNqJZANaaKZOqGPrGzK3BpYadJw/g7F17kfKiXSnshG/MXYxFN+JQgAzEfiq5m3A/AbQXLqHWWElZjPN31Fl2RQfRZKkbFtAS/7N6BRTSxpWAJkiBxwn+B53p34UsE+UbjJ6ZU1Hi4fAsb8xcznPDz8663iGmJqwrrnwuyIPLZ6u08ULKB7ugQT3a+QXwG4U63yc6WgqVszF/Mu8MnODbeyh2FKzKiqXJMTlwTu5B2ycry3DreGTnO3tHTrMlbkBE9oRoax8Zb8SWCPFpxx6zRJzOhGhrjyRAv9O1BRKDOWcbq3Eb6Yj4OjZ2hPdLPHzd+khW59RkRFJqhE07GODJ+npcGxkhoSdbkLQBSjiuTKHGpOLdmaJwOdHB8vI0GVxkbvYswgJZAJzuHj9MRGeCvFv0eZZc4Dw3DoD3Sz3faXuRMsJtyWwHrvQuxShbGlSC9sdF0ZBRc21w4ybaiVTS5KwkqUX7e/Ra9sRH0GcZNIBnhx52vcch3hmU5daz3LkISRIbi47SGe+mKDE6JgggoEX5w4WX2+E6zwFXBg6Ub0Q2DU4F2nux8nf7YKI/X3p+hXTKqBPjOhRe5EOpnnbeJO+wr0CZEVTsiA/THRucmgT5H/MFYOjUjFk/idlqRJBF/IIoki+S67WljQNd1QpEEsVgqCs5mNeFyWDOMhYSi4g9Eyct1oKoawXAcTTOwWmTcLhvyxLGGYRCNKYQjCTTdwGKWcTut72naQENNIX/wyY3YbRZCkTjPv3acZ185xuGTXdx3x2LGA1F++ux+unrH+PJnbmP9yhrcTitKUmN0LEyO++qiBgzDIBZPEoqk+sBkknA7rVjMqd8XVdMZ80eQJZEctx1RTM29SlJlPBDFbjXhclqJxZNEogk8bhuRqEI8kUSSRDxOK2ZzZvSipumEInFi8SQCYLOZcTksGboFoXAcJamSl+MgFIkTiSoIgN1mxumwIooC2kTblKTGooYSbFYTsjz973Y8kSQYjqOqOrIspu9REAR0w0iNJUnEYpYJheMkVQ2TScYz8bwvb384miAWT6LrBrIkYrOZcNgsl0S36IQjCaKT49CS6qerMVoNw8AfjCEKAjariUAoRlLVpx2nmm4QSbdJR5IkXA4LNqsp3XbDMPCNR7BaZKwWE4FQqo9FUcDttGG1TKwpdINwNEE8nkTTdSRJxGm3YLdlRgZOlscUZ7gnURQwi3LqnZkhv0rXJ961aAJdT72LLqcV0yUlOJWkim88gq4b3LauHrdzauUqJaky7o+ialNTgnPctrRzwTAMIlGFaFxJVfURRex2c/oZXvpeNJ/rp2/Qz8BIgKSaWpd4XFYc9lS0aFJNvXu6brBhZQ1Oh2XKJs3kPUZiCSJRBcO4OJ9M9qOuG4z5I+lnNvlOWswyHldq7GTFNW8MWedElizvA6qhc3S8FX8yDKR2d0YSfk74L1BozeVTlXdklHbsig7xy+4deM1unljwCFX2IgRBJKYleKF3N7/s2cnLA/v5St1DSKKEiMA6bxMG0BkZ4Nmed8g1Obm7aHXGDr54yRLWJMhsyF8MpIyDF/v24LV42F68NqPtYoZxoXNo7BxvDx1leW49X657kFyTC4RUtY/vtL3IvtFmlufUcU/xmimh4N3RIURB4PHaj7DEU4MsiGiGgWqo2KQZSilcJS3BTpqo5E+bPkWlvQhJENAMHdXQsEsXf2AVLcmLfXtoC/fzmaq72V68BqtkwTB0thQs5R/O/oJf97zD8pw6qh3F6e8ZGAzGx/hS3Ue5q2gVZtGEZmgs8lTxnbYXebFvL4s9NeRPE0Fy0HeG9d6FfKXuIbyWlKK9amhgGNguMT47woM817cLj8nBE42P0uAqRxREVF3lraGj/MeF3/JMzzv88YJPpo3z/piPl/v34zY5+HrDx1nsrkYQUrn3P+x4lZf791E+D2URQ2qMZ3rf5Xyoh3uK1/KpijvwmJ0poVdDJ6olMvp5khKbl2JrHgYGbwwepisyOOu1VEPHJll4ovFR8i0eBAHuKlzFt1uf4eDYGQ6PnWVrwfKMRUS1o5gqexFjSoiX+/czrky/y3Q9iIJIo6scw2lQZM3llz07Zzy+wJLDXUWpnfqe6DAn/e0scldnvG8CpI1sURBY4qmh3FZAS7CTnugw9a6y9L9H1DiHxs7htXhYmVN/3fejGwY90WH+uPGTbMxfjCiIaLrGb/uL+WHHK7w8sJ8F7sopjiDVUNk7epptRat4pHwrbpMDgKSuIgpCxvxhFc18pHQDdxevJs/snnBegF+J8M+tz3LId5Yzwe4M50REi/N87x5aAl1sK1rJ71bdRa7ZddlYuzh3XMtcOEmZLZ9SqxdFV3l96BC9sZEZ+2wgNsqZYBf1rnKeaHxkQjNIQDM0omoCMDKcoZqhsWv0JHt9p9mSv4TP1dyXcuIaMJLw8+3zz7Jz+DirchvYmL8kveBuC/XRER5gS8FS/rDuwYm50kDVdSJqDJMoX3NKz3Q8/eIhwpFUWtTJM33cc9tCXA4rL755EqfDwlc+s5XFjSXousHR0z385s1TdPb60HWdipI8HrhrCetWVKcNnbbOYf7+u2/wxOPbOHi8k6OnuwmG49RW5PMnf3gX3lznxHEj/ObNk5w624eS1PDmOrlnSxN3bWmacQd1PhAEcDks/P/t3WeUHOd54Pt/hc5hZnpyHkzGAINBBhFIIjCLWRKzZIWVbK3lXe9en7tr7zn3ftlzr1dnvd5rW5Yl0ZatYCZRJMUAEiQRCCLnNJiccw6du8L90DMNNGYADEgAQ8nv7wPP4WCqq6qnqrrf533e51m1rJD399XTOzCBaZo0tg1ypr6Hh3fUsn1TVWJgY7Oq5Ofc+Dr33oEJ3v74HMfOdBKJxHC7bGzfVM1D25fhcdkJhqK8+NKnTPnD/Om3d5Cd4UHXDT450szLbx/nucfWsW1jFcfOdvLK28d5cOsy9h9roX9wCosqc8+WpTxyb21iOUs0pnHsTCfvfHyOnv5428olhRk88cBKaqvyEuezc+8FTtd3842vbOS1d0/S0jlMNKpx9x0VfP3Ld2C3WQiGovzijSM0tQ4xPO5nw8oSvvfCXXiuGLSOjvt5+6NzHDjRSjAYxWG3smVdGV/aUUumz000qvHjX+3HalXJzUrh02OtTEwGcLvt3H9XDQ9tW4bDbp05fp3Dp9rYte8i3X1j6EY8oLNpTSkvPLEBh92CrhucudjDW7vO0t49gq4bFOal8ei9daxdUYR1gYUSozGdf/n1YcKRGOUlmew+2MjEZIicLC9PPrCSDSuXYLEo6IbJ6QvdvPnBGbr6xtB0A5tFZdXyQr7y0Grysi997v/1ix+xvDqfLJ+H9/acZ2h0GlmS+O5zW7hjTSmYcK6xj9/sPBXP9tENrBaFFUsLeOpLqynIvXnZfpdrbh/irQ/PUN/cTyymk5Xu4d47l7JtU1UiG6Z/aIof/2o/QyNTDI/5ee7xdTz98Nqk1+kfnOQffrWfoZFLn7HRmMbEVIjvfe0uHtwa/47Z0jHMq++epKVjiGhUR1VlqsqyeeaRtZQWZRDTdA6faufD/Rdp7hhidCzAX/3ko8Qz5KmH13DfXUsBGB0P8Pc/38fAcPy4Hr+vjuefWJ8UWDFMk4stA7z90VkaWgfQdYNMn4cHty3j7g0VWK0qwXCUH/zDLmoqcolENU6c62I6ECYjzc0TD6zkznXlop7KIhHBCUG4DTRD452+gygzafUmJoZpUuDI5JH8TSz1FicNro6NNTAYHuPJwjspdeUl0oKtssqG9Bp2DRznwmQHI9GpxBr3xKCGmS+pkoQiyVdN9ZUkKZHCP/slWEK6ZmpwUAtzaPQCBiYP5q4n2+5L/FuO3cfmjOWcGm/m1HgLWzJr53QuiBoxdmSvZnVaxRXLHm5eYALig/2H8zbOOzt6ue7QMGcmWil0ZHJ3Vl1iYAVQ7SliRUoZ7/YfonGqOyk4AVDkzGZtWtVlyzBUNvhq+Nh9kobpLnqDw/MGJ5yKjacKt5HvzLjqcZmmyeHReobDkzxXvINqb1Hi/bLKKpszlnNg5DznJtto8/dRm1oKwNnJeMr3gznrqfYUJWbTLRaVe7JXs2fw5HXfu+sxTZOB0BiHR+spcGTxXNEOMu3JX9Kd6tzAxCxJksBcYLNr4nUcNmYsS3q/CpyZbM1aRcNUF6cnWtmQXjOnJsPs2vhbTZKkeWdt5vu92fvt8gDEte63dKuXdenVvNy1m7MTrZS4crDIKiYm9VMd9ASH2ZJZe9OWq1R6CqlLLbv0XsoqWzJr+WjwBPVTnQyFx+dkUplAujWFJwvuSjqO+WpkzNZwuJLP6mFNWiVHRusZjiS3qBwKj3No5AK5jnSeLd5BniP5vrnyWvssz8I520tX5vzMzyJbsEoqk7EAg+FxnKodu2zFKqvzBlunYkEOjpzHIqs8mHtH0vMh35nJhvQaLkx1cGaijdW+ysRr2BUrqqQwFB5nPDKF3RFfX21VpTn1gG4Gvz/M6Ys9fPWh1bicNl579wSrlxfx7ac38YvXj7D3UBMVJZk0tQ/x41/tpyA3je88uxlVVTh0so2f/OunqIrM2rpiFFlG0wz6Byd5fecplhSk882nNmEaJhNTQdwue/yZMjzFiy8fAODrX74Dl9PG6fpufvnmURRV5r47lyYG0gsRi2mMjPmJxuJLODTNwB+MXmer+GyqBNhsKjFNp7l9CE032LKu/Ib2fyXTNBmfDPKzVw8xMu7n2UfXkuJx0No1zBsfnEY3DL7y0Cq8bjsP37OC//XTj3hr1xleeHID3X1jvPbuSeqWFiSWoMRiOo2tg1hUhfvuqiHT5+Z8Yx9v7jqNzaby+H11yLLE8bNd/OPLB1i9vJBH71mBput8uL+Bv/nZHv78399PZWk2AJFojPrmfl5/7xQ1Fbncf3cNU/4wNquaGKA5HVaee3QdQ2N+XnzpQDxL4bLMN9OMZwD8/PUjNLYN8vh9dWSle+juH+eN90/jD0b49tObAZjyhznb0MuGlSU89fBq7FYLuw818o8vH6A4P521K4rQdYMDx1r46csHqKnI5dvPbsZptzI8Oo2qKlgtCqZp0tA6wE9fOkBxvo/vPrcFVVXYe6iJv37xY/7i+w+wsqZgQZ8FphmfaT90og3DMHn6kbVYLQrv773AD3++D1+qi6XlOUjEAxnFBT7uvWspDruFlo5hfrPzFHabynefuzPxmpP+MB9/2kB1eQ4P37MCt9PK4Mg0+blpyFK8a1ssppGfk8r2zVW4HFbaukZ57d0TWC0K3/+DrZ/5mrvaOfYNTvLTlz7FalX5xlc34rBbOHGui395/TBWq8LWjVWoikxuppfvvXAX7d0j/O0/7yUS0ea8XlaGl28/vYloNJ7hENN03vn4HI1tg0mBFd0wSHHb+dqTG0jxOOgdmODl3x7nFY7zf3z3XlRVZml5DhlpLj4+0Mj+oy1897kt+FLi38myMy9N3qWnuvjD5++kZ2CCv/3nPYQjMbgis7OzZ5Qf/WIfLqeVbz61CYfNwpmLPfziN0cwDJMdW6oTmS1v7jrDXRsq+MZXNxKL6by7+xz/9MpBim9DAVBhfiI4IQi3gUVWeTz/Tsrd+QDo6AxHJjk3EU/l7Q0N81zxPYmBbst0LyYwEfVzYOR80hfl0Wi8F/a0FmIiOj3vl/1bJaxHaff3xT/gQiN8MnQm6d9na0gMRcYJ69E5wQmHYqfMnb/gln6fldfiYonr+usjh8LjjEYncao2zk+0Jw1eDOKzkgD94dE522bYUuYsXbEpFopd2ZydbKMvPEodc2e0sx1p5Dmv3QkgasToCQ5jkRWKXNlz3i+3xUGpO48Lk+20B/oTwYme4DAxQ6PYlYP9sjR/SZJItXjmrQXyWfSFRvBrIco9+aRdlvFzK1jm6bghSRKFzkwcio3B8BghPTLvYPh3nSRJbEiv4b3+IxwerWdb9ip8Vi+aoXNyrAmANWmVSZkDn0eePR3HFYNdl2qn0JnJyfFmBsJjc4ITEhL5zgwybQufRQ5oYYbC40zG4sVqY4ZG70yWgmYkLy/qC40yrQVZ66sk3er9jGd2axQ4MtiQUcPOviP8oOFlNqYvY62vklJ33rz3RUAL0xEYiH95Dg4wckUgZjAyBpgMRsaI6rFEcKLSU8jKtHIOjpznLy/+K1syV1CXWsYSd+6cop43g2lCWoqLbZuq6Ood4/29F1hTW8zmtWUcPd3B8Ng0k/4w+w43E9N0vvXUxsRApLQwg97+CT74pJ6lFbmJVHDDNPG67Tz3+DrstvizSdfjKeyGaXLiXBfdfWP8tz95kKXluUgSlJdk0tQ2xL7DzWxcXUpaysK7WbV2jfBf//KNy5YumPgDEVzO+e8VXTcYHvNz4Hgrmm5QU56LphmMjvvxuOw3tO/5mEBD6yCnLnTzZ394D3esWoIkSaxcVkBT2xB7DzWxbWMluVkpVJfl8OUHV/HauyfJzU7h7MVe3C4bT9xfh9tpSyyx03WDbRsreeDuGmRZorY6j6b2QQ4cb+XuDRV4PXZ2fVJPZrqH5x5fnzgHr9vB//PD9zl0sj0RnACIxQyWV+fxwN3LUFUZ04wvl1Bm3kNFkcnJSsHtts/JlpjV3TfORwca+JNvbOWezdUoiszKZYV0943Hl8rcvSyecWKCx2njiQdWsqwiD0kCr8fO0VPtNLcPsnZFEZPTIXbuvUBOppfvPreFTJ8bSYovLzFME0WR0TSd3QcbAZNvPrWRrPT4fZfpc3Omvof9R1tYUZ2/oIKTEL/2XU4bTz64ksrSbCTAl+LkL37wFkdPd1CxJAtVkVlXV8zq5YWJ5ThLy3I419BLY+sgpnlZ8WkTgqEoD++opXJJNpI0EwCTZgLbwKplhdRW5196rfJc6pv75r7WTWAYJodPtTMwPMX/9acPUV6chSTFs2kaWwfZd7iZdXUlpHgcWK0qhXlpiSUR83HYLZTP1FzRdYPjZzvp6Bnl8fvqqCnPQZLiSzYql2RTUpCOzWpBliWWVebR2TvGiXOdaJqObSaLJj3NzbnGPqwWhYolWWRnzH3mWywKBblpWFQFh23u576mGRw708ngyDT/959+iZqK+POkpjKX/sFJ3t19jjW1RdhsKoZpkpXu4csPrqIoLw3TjGdR/e0/76Wta0QEJxaJCE4Iwm2gSDIrUktZn7408TPTNNmauZK/bnyN9/oOU+7OZ1vWKiRJYjLmx8TkNz2fJLItrpRpS0W/znr9m00zdaa0IH4txIut7111xliW5HnXatsVCzbZcstntJ2KbU5ByvmE9AhhPUrLdC//u+nX8/6OW3VgzNNi1SqrcwrdyZKES3XEZ2BioXlfz6U4Ls3oXkXU0AjpESyyBec8XTlUScGjOtBMfaa7QNxshwqXap+T5m2R45X9g3rkmvu+0nxX2JQWAOIz3rf6bykhzTv4dip2VFkhpEXmDGh/n+Q70lmXVsX+kXNcnOxiU8YyBsJjnJ/sIN+RQW1q6U37G9gV65zsAkVScKkOdNMgcFkHlFmJSeHXAAAfZUlEQVTxjh6OBWWPRI0Yp8Zb+KD/KP3hUUJahNhMrZOwPv+s9lQsgIlJmtV7U5cu3Aw2xcozhdspceawa+AY7/cf4aPB45S789mevZqN6ctwX9bJIH6/xju2/Kj5rXn/booUX6Z3+X3nVGx8p/RhKj2F7Bk6xatde3iv7zBV3kLuz1nPyrTymx6cc87UjrBaVRw2C1kZ8UGf3W5hdDzAtD9Mc8cQpUUZZKVfeg6keB0sq8rl/b31hELRRHBCkWXqluYn0vXh0hr6SDhGc8cQY5NBXn3nJNaZmXpNN+gfmkRVlUQRy4XKzUrh+cfWJYIRum6w/1gL5xv7kn7vXEMvP/iHXciSxNhkkKGRaR69ZwU1M8tWTJhdb/W5aJpOa+cwk9Mh3vn4PHsONiX+rb17hKnpMMFQ/B6wWhR2bK6mqX2IF186gNdt5z98cxsFuWmJwR7E6wtUleUk6io47FaqSnPY9Un9TL0Ene6+cYLhKD/6xSeJ/c3WSugbTA6OpXjs1FZdag0qSSDfYBeYtq4Rpv1hPj7QyImzXYmfd/aOMjEZZGo6lFgOk5XhpawoM1E3wuO2k+J14A/GP6P8gQiNbYN89Utr8KU4L+tsITN7VFP+MG1dIwwMT/PiSwcS+wtHYoTCUfoGJ+KBjBs4hxSPg9KijMQzLcPnoTg/nbau+JIRVZEJR2Kcb+yjuX2IyekQkYhGR/coGT43hmEmBUPKijPJy0pJnOeVgZJwVONCUx9NbUNMTAWJRDVaO4dxOW1zXuvzCkdiNLcPMTYR4KW3jifqaGiaztDINMFQlFjsxj9PTdOkrWuEX715jDW1Rdx/d01SplE0ptHUNsSFpj7GJuPn2NAyQDSmoxs3t4V9JKrR1DZIYW4q+TmpiffdabdQV1PAD3++jyl/iExb/JlWVpxBbqY30QY5NcWJ3aYSCF0/00q4NURwQhAWiSRJZNnTqEkp4cxEK63+Pu7MXIFFUlFlFVVSeKHkPkpcOfN+L7LKFgqdtzeqK0kSFknFZ/XwnbKH52QOzHKpDryqa87PJaTP/SVvIRaWlM1MqrdCjbeYrxZtvepWOfa5mQ66oc8JWphmfK29JHHV4MhCBpKKJKPKCoZpJAZvlzNm2ipKyEnts2aDJZqpz5lxMTHR5wmyXMtsnY4rzWZyxFsa3uoAmUlsnuCDZuoYpokqKwsaGP+ucih21qcv5cDIeQ6PXmCtr4o2f7wI4hMFd5J6RQeVzyNmaHMKlJqmGa8fgXTVa3qhIYNzE+38ffObGJhsz1pFXWo5GTYvqqzw6fB5Xmx7Z842s/ucbdP5ReO1ONmRvZo1vkqaprv5dPg85yZa+VHLWwyExnimeHviHCQkVFklx+Lm35U9nJTddLkUizuptockSWTYUngsfzNbMms5P9HOwZHzXJjsoGm6h+eL7+H+3HVXDWTfMCk+8JXlmSepJCUVFjSJD/bDkVh8ffpl958sSzjtVkIzxf0uf83LAxOX0w2DUCiKzariclqT1o6vXVFMWorzhrtCpHgcbFpblsgWiGk6PQPjc4IT8WOWsdtU6vIKqKvJZ2l5LjarSjSmk+Z14g9EmA6E553FXajZYp9Wi4LLYU2qoVG3tACH3ZJUcNBht1BenMnOPRcoyE2lIDd1zmeHJEmJQM4su91CNKah6waRqIam6zjslqT9OR1Wtm/yUlWWnbStosiJIo2fVSAYwaLOPcel5bmsrCkk3XfpeWW1KEn7k2bOafYRpOkGoXAMj+vqbbNjMZ1oVMNhU+ec4913VFKc77vhzwdFlpIG1ooiYbOphGaWD0xNh/nnXx/i7MVeyksyyc9JxZau0tg2f3cMm81y1cKc/kCEX/zmCMfOdlJRkklBbho2q0pb58hNH7RD/L4NhaPYZt4v9bLjWr+yhAyfG9sNXgOmaTI2EeSl3x4jLcXJkw+sSvpbxDSdX793il37L1JRnElRvo9Mn5vB4alEIOpmMmaKa9rt1kRgIk7CYbcSjsSSOvnYbZakv/dsVot5myf/hEtEcEIQFtHshMyVA8cCRyYnx5rItKWw3lf9GWYMJbihB+ulddrXSiO0yRZyHT46AgMUObOp8l67BeQXXZrVg9fiRJUVlnuXJM1yXs9ELEBACyctXdFMjYHwGIokz6nDcCPsipUsWyphIxpvt2iaSV+wwnqU/vAodsVCjuNS3Y8MWwqyJDMcniBm6lhnWlqapklIjzIR889ZCz87Ux7RY/EP49lsVNPEr4WYjgXwqMlBqBy7DxmZzsAAMUNHUW7dMh3NNBiKjCf9zDRNhsLjifa6v2tLOmb/kibXvt8gno1T4y2hxJXDxalOWv29HBtrwKZY2JhRc1MzV0aiU0T0WNL7GTaiDIbHscjqvDVUbsT+4TMMhMf4TtnDPJa/OTFoj3fRmf88sm1pqJJCV3CQqKEltfVdmBt9Ft7gq0sSqqSQYUshw5bCOl81J8eb+VHLm3w8dIK7suoodsUHgXbFSo49jelYiDJ3XlJL44XsxyKp5Nh95OT42Jy5nP1DZ3mx7V0+HDzOuvTqG1pa83lZLAqpXgfjk0GMywZR8Y4OQVK9jgXXaLCoCileBykeB996alOiheftUFudz3/+dzvmXe5hURWWFGVgmiYnznZRWpiR1OHiRsiyTKrXgc2q8txj61hSdO2aQ21dI3ywr57a6jwmJoPs3HuBrz2xAetl6fWGaTLlDyVtNzEVxOmwYrWquBxWHHYrJQXp/Mk3tyUNRK/qcz5P0lKcSMCTD6yktjp/3udTKHx5V6Or72+2k8nIuH8mg2Du79htFtyueGeL739ja1Jg67OKxnQCwUiiqGgsFu8wk5vpRZIlGtoG+HD/Rb725AaeuH9lorji+cY+JqbmZkxKl/33Si2dw+z6pJ4vP7Sar35pNXabhVA4RlP7UKKA6c2kWhRSPA7SvE6+++wWUm6w28x8AsEor+88xchYgO9/Y2siy2pW78AE7+0+z7q6Yv7ohbtwOqyJ7jPd1zrHz/jYVhSZtFQnbV0jSVkg8SBKAK/bkXQfxYNin21fwq3xxcqRFIR/Q0zTZCQyScNUF4qkkOfISMxIr/FVYlds7B06w0hkck4EN2ZohLT5I86KJGNXLAT0MAF9bhr2fFQpPgPv10KErpH271LsrE6rJKxH2TN0iqAWnlMQK6LHiFwlRfuLptCZRakrl3b/ACfGm+YsDzBMk6AWRp8ne6A7OER7YCCRPWGaJj3BERqnu8mwpVLkzJ6zzULJkszKtAqcio1jYw2MRiaT/r0zOMC5iTay7T6qPJcCRNWeIpyKjVMTzYxFpi6dByaNU11JP5uVZvUgSxLtgX4ixqUvjWEjypmJFvza3C9buY50St25tPh7OTJ6kZiRnHJtmMacn31WUSPG6fGWxHUZD7REODnejGbqVHgKbmqnl9vBrlgxMZmM+ReUzZJqdbPWV8VoZIqT482cm2xjRUoZuY6rD3A+i6bpbnpDI4n/N02T9kA/bYF+ch3p5DmuXSvlevxaGBMTn9WTNMs/EfNzerxl3m1yHD7K3Pm0+fs5PFI/77UWvcq19lmehTdi9ll3+TPQIqtUegrIc2TMtOm9tN8Ui4tVaRVMa0H2DJ0ipM8tKBjWo0SN5Ja0IT0y57wdio3a1FLSrB7CeozoNdrY3gpup43a6nw6e8do7hhCN4yZYnsTnK7voa6mANcCO2xYrSrLKvKIRGIcPNFKJKphmiamaTLlDzPlDy/KLKYsS1SVZlNeksXOvRc4dqaTQDCCaZpoms74ZDBejG8BVCXencBiUdh/rIVQOJY4x0AwMhPkiZ/j+GSQV94+garGCyI+tKOWfYebOXK6A/2ylo2GbnD8TFfi/RqbCHChsY/i/HRSvU58qS4qlmTR3D5EY+tAYiZe1w1GxwMLPvYbUVaSSVqqk/1HW/AHIom/WygcZWwikBTIuh6v287yqjyOnu6gu38ssa2m6Uz7w+iGgdttY2lFLv1DU5w6342mxz+rDSPe9vTKop0LMTrh5+zFXnQ9fk23d4/S1TtGdXl8CU0gEI0X9830oqoKumHQ0j5Me/fc2lTX4w9EMIHsDA9Wi4phmLR3j9Dace1OQZ+V3WpheVUegVCUgyfbiMYuu9emQ0zf4L2m6QZ7Dzdx7EwHzzyyhrJ5gm7BUBTdMMjO8GKzqZimSe/AxPxZTFI84BSaaUX72c5RpbYqn6GRaS629Cf+jqMTAY6d7aS2Ou+GWwALt5fInBCE20A3Tdr8/YlZP8M0GI1OcXi0nlMTLVR48lnnq0rMMtSmlLI9exV7Bk/xN02/YXNmLZm2FHRDZyQ6RWdggDJ3Hvfnrp+zL7fFwRJXLucnO3i1aw8b05ehygpRPUaBM3PeooipVg8FjkzaAwO81r2XNb4qFEkmZmgUObNJtcZnsqyKhbuzVnJirJFdA8cIamFWplWQYnER0aMMRMboC41yZ0YtdWmfv73hrZZm9fBI/ib+rvkNfta+k47AAJWeAiwzgZru4BDTsSBPF21PtP2cFdajvNq1h4noNEUzbSt/23uA8egUTxVu+9yzzHWpZWzJqGXXwHH+qX0n27JW4lGd9IVGeKf/ENOxIM8V35N0XFXeQlanVXBg5Dw/7/iAHdmrsSs2Wqd7ea//8LyV/as8hfisXj4dPkeGLYWVqeXopsHpiRZ2D57EfsXAX5IkMm2pPJq/mX9se5eftr5Nm7+PSm8hFklhKhakNzRMoTOL7dmrgfigy5xZnqGbBmEjStTQMIHJWIDpWBDrTDtEVUrucS8hcXaylV92fMhaXxUWSeXYWAN7h05T5Mxic8byRGaRaZoYmGiGjmbqTEb9M8s/DMajflyqA4ukoEgKiiQnUjd100A3DWKmxkTUjzGzlGEi6k8ckzrTsnfebWIBDNNAMzXGotO4VcecbS63xJ2HYyb4mG3zUejMImrEsMgKpe68OdkBsiSxMWMZO/uP8OHAcaa0IOvTl+K5ycUQg1qYX3bu4oGc9WTaUhkMj/N6zz5iRox7stfMyaC5UUtcuRwcOc/uoVOkWj1kWL0MRSbYM3iK9kD/vMuxfFYvj+Rv4sctv+Wf2t6jMzhIlacQm6wypQXpDY6Q40jnvpy1c7Zd6LPwyuvTrwXj16cJk1F/4vq8/LoBaJjqYu/Qaco9+RQ4MnCoNoJahNMTLTRN91DszE7qLmJXrNyfs46zE6281XOAiWiAFamluFU7IT1Kf2iUwcg492avTcpKOzRygYapLio8BeTYfdgUC5PRAIdH6xkMj3NHes0tL0x7JVVVuGdzNRea+vjhv+xjbW0xqipz5mIvkgSP7KhdcPtPWZJYu6KITWvLeOXtE7R0DpPp8xAMRekdnGDj6lLu3VL9ubplfFbZGR5eeGI9P/rlJ/zVTz9iWUUu6T43kYjG8Ng0zz+xgdqqvOu+jiTFAx1f2lHLzr0X6B+aJC87lUgkRt/QJBUlWXz5oVUoyHywr54zF3v4j9/cRklhOpnpHlo7hvnVm0fJz0mlpCCeLaeqCifOdeIPRkhPc3GxZYCR8QBPP7KWFI8dSZJ4/L46unrH+Lt/2cvKmkIcdguTUyEGRqb4xlc2UrFk4a2le/rH6egZZXwyyMDwJIoss+dQE75UF8UFPoryfBTmpPH84+t55Z0TjE0GKc73EdN0BoenSE9z8wdfuWPB+/O67TzxwEr+v3/azf/88UesXFaAw25lbCKAw27l2cfW4nHZeeCuGlo6hvnRLz5hbV0xKR47k1MhuvrGePaxddQtLVjwPiUpPuB+4/3TXGjqR1VlDp1oozAvjTtWLUGRJUoK00lLcfLmB2foH5wkHIlnOkgSV12+cTUlBelkpLl5+6NzjIwHZmozxJeHXJ7pMjQ6TUvHMIFghJ7+cSangnxypJnMdA+FuWkU5/sSrW+HR/20d48QmsnmcDlteNx2qkuz8XocbFxdytmGXn75myM0tg6QkebGH4zQOzDB3XdUsnVjJRImrZ3D9A1N0jcwwXQgTGPbIB99ehG3y05FSRbpaS6a24d45bfHSUtxMjAyzXu7zyeOuXxJFpVLssjPSSU3K4WPDzTEs0BliYaWASJRbU6mi6LILClMx2pR+ceXD7C8Kg/dMFm7oohllXmJrKKe/nGGRqeZmArS2jnMxwcbErVCsjO8rF9ZwonzXfzs1UOcb+rHabdwsWWA8Yl4dofX4yBwC5aUCDeHCE4Iwm0QMzRe7tqdqA9gEg9QyJLEitRSnivakdSW0606+HrJfTgUG4dHLvCztp3M5rjJkoxLtV81JTjF4uax/C1MxPy833+U3YOnUCWZVKuHby55cN7gRIbNy6P5m/nXzo94q/cAO/uPJlKV/6j80URwAuIp/X9Y/hivde/hxHgTh0cvJo5NkWQybClsyai9OW/cbbA2rYrvlT/G69372Nl/hHf7DgNmIl27wlPAfPmFdWllZNpSebV7LxE9RtSIIUsyO7LW8KW8O7DdcPp5Mqdi45ni7ciSxLGxRk6PtyBJ8YGUW3Xy9SX3szVrZVJxTbfq5JniHYSMKMfGGjgx3oRNtuBQbGzMWEZnYID2wEDSfgqdWTxTtJ3Xez7hjZ79vNt3GKus4lYd3J+znlPjzXOKaKqywo7s1Wimzrt9h3iv/zDv9R9JrBm2y1YeztuYtE3TdA9/0/Q6ESOGbuoMhyfRTJ3/3fgadsWKRVZZnVbJ10ruTVoqU+7OZ0fOanYPnmL/8FlihkbM0Ml1pPONJQ+Qc9l9A3Bw5Dy/6vyIqB4jZmoMRyYxTIP/fuHnWGULFlnl3pw1PJK3GZtiQTN13uo9wIcDx4kaGlEjRlAL0x7o5y/OvYhFUrDKFp4u2sZdWStQZkqrvdm7nw8HThA1NCJGlOlYkKAe4f88/Q8okoxVtvBM8XbuzKidUwugLqWMe3LWsGfwFD9u/S2WmYHvytRyvl36EFbr3Gsny5bGOl81v+09QKk7j2UpJTe9QOSdmSvQTJ2fte9MvBdW2cJj+Vu4O6tuQa04r2Vr1kpa/b2cnWzjBxdfwiZbUGe6sTxbvINfdHw4ZxtVVrgrcwVRI8a7fYd4v/8I7/cfTVxrNtnCA/MEaeHGnoX1kx38sOUtokYMzdAZjkwQMzX+Z+Mr2Gaumw3pNTxbtD3RvjRmapyZaOHQ6Pn4wrjLglDFzmxeKLkX7xUBnUJnNt8rf5xXuvZwaOQ8+4fPAvH2lbKkkONI497sNUnbRPQYh0fr+WT4zKX9mIAEq9LK+WrR3Tc1eyg/JzXRjcFut1BVmo1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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Member of an association of RSE/RSD for South A... \n", - "Yes NaN NaN \n", - "No 14.0 100.0 \n", - "\n", - " Percentage in 2017 \\\n", - "Member of an association of RSE/RSD for South A... \n", - "Yes NaN \n", - "No 100.0 \n", - "\n", - " Difference with previous year \n", - "Member of an association of RSE/RSD for South A... \n", - "Yes NaN \n", - "No 0.0 " - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
Joining a RSE/RSD association for South Africa
Yes990.054.54545535.454545
No110.045.454545-35.454545
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Joining a RSE/RSD association for South Africa \n", - "Yes 9 90.0 \n", - "No 1 10.0 \n", - "\n", - " Percentage in 2017 \\\n", - "Joining a RSE/RSD association for South Africa \n", - "Yes 54.545455 \n", - "No 45.454545 \n", - "\n", - " Difference with previous year \n", - "Joining a RSE/RSD association for South Africa \n", - "Yes 35.454545 \n", - "No -35.454545 " - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentagePercentage in 2017Difference with previous year
What is important for such organisation for South Africa
Job opportunities834.78260910.52631624.256293
Networking730.43478321.0526329.382151
Research collaborations730.43478321.0526329.382151
Training730.43478310.52631619.908467
Research software standards and interoperability definition730.43478315.78947414.645309
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "What is important for such organisation for Sou... \n", - "Job opportunities 8 34.782609 \n", - "Networking 7 30.434783 \n", - "Research collaborations 7 30.434783 \n", - "Training 7 30.434783 \n", - "Research software standards and interoperabilit... 7 30.434783 \n", - "\n", - " Percentage in 2017 \\\n", - "What is important for such organisation for Sou... \n", - "Job opportunities 10.526316 \n", - "Networking 21.052632 \n", - "Research collaborations 21.052632 \n", - "Training 10.526316 \n", - "Research software standards and interoperabilit... 15.789474 \n", - "\n", - " Difference with previous year \n", - "What is important for such organisation for Sou... \n", - "Job opportunities 24.256293 \n", - "Networking 9.382151 \n", - "Research collaborations 9.382151 \n", - "Training 19.908467 \n", - "Research software standards and interoperabilit... 14.645309 " - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "category = 'Which skill to improve as RSE/RSD'\n", - "plot_wordcloud(df, skill_improve, country, category)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## United Kingdom" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This year, we have a massive shift of participants that are RSE member. While last year, 71% of them were member of RSE, only 46 % are this year. However, among this 46%, 75% would like to join the organisation. For the reasons they would be interested in such organisation, they are all even, with a slightly higher appreciation for networking (19%). \n", - "Participants are also interested in a conference organised for RSE as 85% are willing to attempt such event" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "country = 'United Kingdom'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### RSE member" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountPercentagePercentage in 2017Difference with previous year
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Member of an association of RSE/RSD for United ... \n", - "Yes 76 46.341463 \n", - "No 88 53.658537 \n", - "\n", - " Percentage in 2017 \\\n", - "Member of an association of RSE/RSD for United ... \n", - "Yes 71.495327 \n", - "No 28.504673 \n", - "\n", - " Difference with previous year \n", - "Member of an association of RSE/RSD for United ... \n", - "Yes -25.153864 \n", - "No 25.153864 " - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Joining a RSE/RSD association for United Kingdom \n", - "Yes 54 75.0\n", - "No 18 25.0" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
What is important for such organisation for United Kingdom
Networking4619.491525
Job opportunities3816.101695
Training3715.677966
Research software standards and interoperability definition3715.677966
Research collaborations3113.135593
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" - ], - "text/plain": [ - " Count Percentage\n", - "What is important for such organisation for Uni... \n", - "Networking 46 19.491525\n", - "Job opportunities 38 16.101695\n", - "Training 37 15.677966\n", - "Research software standards and interoperabilit... 37 15.677966\n", - "Research collaborations 31 13.135593" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentagePercentage in 2017Difference with previous year
Member of an association of RSE/RSD for United States
Yes65.0847465.797101-0.712356
No11294.91525494.2028990.712356
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" - ], - "text/plain": [ - " Count Percentage \\\n", - "Member of an association of RSE/RSD for United ... \n", - "Yes 6 5.084746 \n", - "No 112 94.915254 \n", - "\n", - " Percentage in 2017 \\\n", - "Member of an association of RSE/RSD for United ... \n", - "Yes 5.797101 \n", - "No 94.202899 \n", - "\n", - " Difference with previous year \n", - "Member of an association of RSE/RSD for United ... \n", - "Yes -0.712356 \n", - "No 0.712356 " - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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Joining a RSE/RSD association for United States
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" - ], - "text/plain": [ - " Count Percentage\n", - "Joining a RSE/RSD association for United States \n", - "Yes 66 68.75\n", - "No 30 31.25" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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CountPercentage
What is important for such organisation for United States
Networking5537.414966
Research software standards and interoperability definition5336.054422
Training4832.653061
Job opportunities4329.251701
Research collaborations3926.530612
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" - ], - "text/plain": [ - " Count Percentage\n", - "What is important for such organisation for Uni... \n", - "Networking 55 37.414966\n", - "Research software standards and interoperabilit... 53 36.054422\n", - "Training 48 32.653061\n", - "Job opportunities 43 29.251701\n", - "Research collaborations 39 26.530612" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Attending a national conference of RSE/RSD for ... \n", - "Yes 92 76.666667\n", - "No 28 23.333333" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Attending a national conference of RSE/RSD'\n", - "results = count_diff(df, rse_conf, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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nre86bAMAAABgCzOTCPTFJLtX1YOqauskz0ly7uwMCwAAAIDZtMmng7XWbquqP0nyySRbJXlfa+3rszYygPE55RQAWCj8dwswb6q1Nt9jAAAAAGCOzeR0MAAAAAAWCBEIAAAAoAMiEAAAAEAHRCAAAACADohAwIJTVX9SVdsPy++tqi9U1YHzPS4AAIAtmQgELERHt9Z+VFUHJVma5I+TvGWexwQAMKWq2rWqzq6q71XVjVV1ZlXtOt/jAvojAgELURu+PiXJaa21r8S/ZwDAluv9Sc5NsizJ/ZP847ANYLOq1tr0ewFsQarq1CT3TfKbSfbOKAD9S2ttn3kdGADAFKrq4tba8um2Acy1xfM9AIBN8IIkD0/yrdbamqq6b5Kj5nlMAAAb8v2qem6SDw3rhyf5/jyOB+iU0yeABae1dnuSX0vyP4dN28a/ZwDAluu/J3l2kuuTXJfkmRn9n1oAm5XTwYAFp6r+KsmSJI9tre1ZVTsn+WRr7RHzPDQAAIAtltPBgIXov7bW9qmqi5KktfaDqtp6vgcFADBZVb36bu5urbW/2GyDAYgIBCxMv6iqRRn+SlhV3SfJHfM7JACAu7hlim33zuhahvdJIgIBm5XTwYAFp6qel+T3k+yb5H0ZnWN/Qmvt9HkdGADABlTVdklemlEAOiPJ21trN87vqIDeiEDAglFVH0/yotba6qp6SJInJqkkn26tXTK/owMAuKvh2oUvT3JEkhVJTmyt3TS/owJ65XQwYCF5f5LzqmpFkre01r4+3wMCANiQqnprkqcnmUjy0NbaT+Z5SEDnzAQCFpSq+uUkr0pycJLTMulaQK21d8zXuAAA1ldVdyT5eZLbMlzLcO1dGV0Yevt5GRjQLTOBgIXm1owusvhLSbaLC0IDAFuo1tqi+R4DwGQiELBgVNXBSd6R5Nwk+7TW1szzkAAAABYMp4MBC0ZVXZDkha4FBAAAsPFEIAAAAIAOOEcVAAAAoAMiEAAAAEAHRCAAAACADohAACxYVXVoVbWq2mPStt2q6g8mrS+vqqfM4nM+v6r+alh+YVU9b7aOPduqaseqetGk9ftX1Ufm4Hk+W1X7zvZxJx3/WVV1WVWdP1fPMVeqav82ibYYAAALxElEQVSq+npVXVxV26533+3D9kuq6h+rasdh+6KqOmnY/rWq+mJVPWi4b/Ww7eLhdtKk4+1XVX9bVQdU1Q+H+79RVW+btM/SqvpYVX2lqi6tqo8P23erqp9W1UXDe/2Fqnr+3byuD1XVV6vqTzfxfXltVR273rbVVXXfaR73uqp64rD8sqq610Y+7wFV9bEptt+rqj4wvLeXVNW/VtUvr/8zdDfHHWs/AJhvIhAAC9nhSf51+LrWbkn+YNL68iSzFoEma629p7V26lwce5bsmGTdL6atte+21p45j+PZVEcl+ePW2uPH2bmqFs/xeDbGEUne2Fpb3lr76Xr3/XTY/ltJfpDkxcP2w5LcP8nerbWHJvn9JDdPetzjh8ctb629ZNL2Jyf5xLB8QWtteZKHJXlaVT162P66JJ9qrf12a22vJMdNevyVrbWHtdb2TPKcJC+rqhes/4Kq6n5JHtFa27u19s5x3oTZ+kxaa69urX16WH1Zko2KQHfjpUluaK09dPg8jkryi6z3M3Q3xt0PAOaVCATAglRVv5zkMRn9svacSXe9Kcn+wyyIP8/ol97DhvXDqureVfW+YabDRVV1yHC851fVWVX1iaq6oqreMum5XlBV36yqLyR59KTt62YzDLNh3jwc95tVtf+w/V5VdcYw6+LsqrpwqlkzVfXqYcbHJVU1UVU1xT6nDDNE/q2qrqqqZ659L6pqZVV9eZjJcMik9+LXh9f+1mG2xyXDY7apqvcP+19UVY8f4334m6paVaOZLSeM8Rk9YhjrV4b3ZbuNfd6qevXwOZ88vIathq9fHGai/I9hvwOq6oKqOjfJpcO25w7Pe3FVvbeqthq2/6Sq/nIY1+eraumwfenwGX1luP3XuzvOeq/1wOH1fG34/vqlqvqjJM9O8hdV9YFp3q5/T7LLsLwsyXWttTuSpLV2TWvtpune7yQHJvn05A1DeLp4vWNfM+n+r051oNbaVUlenuQlU9x9XpJdhvdj/xrNtvv88HmcXVU7Jet+Jt5VVasyiixjGb5PL6vRrKavV9V5NcyiGn4GnllVL8kolJ1fwwyxqjqoqv59+Dn4cI3+jUhVHVyjGVFfTvL0DTztsiTXTnr9l7fWfp67/gyN9bM2PO+fTfo+PWHYdu+q+qfh++uSqjps3PcFAGZFa83Nzc3NzW3B3TKaYXHysPxvSR4+LB+Q5GOT9nt+kr+atP6GJM8dlndM8s0k9x72uyrJDkm2SfKdJL+a0S+H/5HkV5JsneRza4+X5LVJjh2WP5vk7cPyU5J8elg+Nsl7h+XfSnJbkn2neD07T1o+Lcl/m2KfU5J8OKP/E2evJN8ati9Osv2wfN8k30pSGc2KumTS49etJ3lFkvcNy3sMr3GbDb0Pk8eYZKvh9e496bXvu95Ytx6O84hhffthnJvyvOuOn+ToJP9nWP6lJKuSPGj43G9J8qDhvj2T/GOSJcP6Xyd53rDc1r6/Sd4y6Xj/kORlk17jDnd3nEmvdZskVyf5zWH91EnHOSXJMzfwPfyTSc/14SQHD+u7JlmdUbx5e5KHTXrM6iRfG+67OMmfTvrcz1//ZyDJTkm+lOR+w/rvZjSr6Pwkr0xy//W/NyY9144ZzVZaf9x32jfJV5M8blh+XZJ3Tfrc/noDr/21GX521ntt9x2Of1uS5cP2M/KfP7Pr3s+1+096/f+S5N7D+p8nefWkz2b3jH4mzsikfx8mPffyJDdmFONen2T3DbzWcX/WDkoyMdy3KMnHkjw2yTOS/O2k/XbYHP9eurm5ubm5rb2ZCQTAQnV4ktOH5dNz51PC7s5BSY6rqosz+iV1myQPGO5b2Vr7YWvtZxnNJnlgkkcl+Wxr7XuttVszCgUbctbw9UsZ/VKYjGaxnJ4krbVLMvqFeSqPr9Esoa8leUKSh2xgv4+21u5orV2aZOmwrZK8oaq+mtFMkF0m3bchj0ny98O4vpFRdPnN4b6p3ockefYwm+KiYXx73c3xH5zRbJYvDs/xo9babZv4vJMdlOR5w+d3YZL7ZPQLfpJ8obX27WH5wCQPT/LFYd8Dk/zacN+tGf1Sntz5s3pCkr8ZxnZ7a+2H0xxn8mv9dmvtm8P6iox+4Z/OtsMxr8/o8/rU8NzXDMc8PskdSVZW1YGTHjf5dLC1p2MdlNEMnbX2r6qvZDS75ZOtteuHY39yGP/fZhThLqqqX9nA+O4yG+0uO1TtkGTH1tr/HTat/9o39PPSptn+7dbaxcPy5M9oQ/bL6Pvxc8N7emRG3z97DMe6orXWMnzv3eVJR8/1a0nemmTnjD7vPafYddyftYOG20VJvjyMY/eMAt6TajRrcP/hewwANpst6Zx5ABhLVe2c0S/sD62qltFMilZVfzbOw5M8o7V2+XrHfFSSn0/adHs2/n8n1z5+ox5bVdtkNMNk39ba1VX12ozi1N09R/Kfv6QfkdFMpYe31n5RVavv5vHjuMv7UKMLEx+b0cyem6rqlBk+x1jPO8U+leSYIWb858aqAzKaCTR5vxWtteOnOMYvhiBwd88zznFm6qetteU1urjxJzO6JtBJSdJGpyL9c5J/rqobkhyaZOXdHOvJSd4xaf2C1trThs/t81V1xtqo0lr7QZIPJvlgjS6S/NiMQsv6Hpbkshm9wjt/JpN9P6NZdpNtl9Espe1y1++FbXP3KqNrHd0pBlfV8nEH2lr7SUYh96yquiOjGX1nrrfbuD9rldG1oN57lzuq9hmO/f/bu5/QuKoojuPfnxoVpAgKBRUxkBJBsGDFVRGpuBHEhdRFQVFUhCx0o9JNV1qQoguxUUPbRUVFQbqSUiOU4p8SNWJo0GJEDCIoVEWLGv+05bg4Z3B8mWHeEFTK/D67mbnz7r1570HumXPP2ynpcEQ83naMZmZma+VMIDMzOxttBV6KiKsiYjwirgSWgRuBn8lFZEfz9SzwkJQ1dyRdN6CvD4CbJF0qaQy4c8ixHiXrwiDpGuDaHm06i8jvq47JsMWbLwZO1KJ0C39n0DTn3u1dckGLpEkyG2qpT1vI7Vy/Aierhs6tA8a0BFwm6YbqY52yOPCw/TbNAlN1LpA0KemiHu0OA1slra92l0jqlVnU/M5UtT+3slzaHGcJGJe0oV7fDbxNSxGxQtbeeUTSeZI2Sbq8+jsH2EhmTPVU1/JGcntY89jLZL2a7dX25go6IWkdMEFuyWsecxx4Gtg9YOwngR9VNbBoP/d3gNtrDEi6AzgWEWdafLej+/p+H9jcOQdVe2cS+Iw8NxPVrmfGoKTNXbWMziezir5i9T3U9l6bBe7rqkt0haT1dV5XIuJlMuto0xDzNTMzWzNnApmZ2dloG7Cr8d6Bev9h4ExthdlPbk/pbP96EngCeAZYrAX2MnBbv44i4tvKzJkjsxRWLbQHeB54UdJxckH6KfCPLSAR8ZOkvcAn5Nag+SH7eAV4o7aSfVT9EBE/SDqqLAZ9CHiuMa4X6jungXsj4g+trkfdGeMxSQt17K/J4FZfEfFnFb3drSzq+xtwy7D99rCP3Br0cQU/viOzZJr9H5e0A3irzvMpMtOmbzCFLF68R9L9ZPbJVETMDTpORPyufIrW6xXomgdm2k6ojrFQW4y21Zz2SrqgPv4QmO5qfkRSJ1iySGYPLXRlNzXNAI9WYOd6YFrSafLHwH0RMV+fTdQ5vpAMajwbEftbDP8eYKaCS18Cq54o1mO+i5Kmgfcqm+8E8ECLvrrtAd6U9E1EbFE+0v7Vrr/bjoj4XNKDwEFJK2QQsldgdIK8Ljs1fA4CByIiGvfQLlrcaxHxWG0nm6tr+xfgLmAD8FRlGp2igo5mZmb/FfX/f8HMzMzWSvkkqbEKFEyQdUSurvpCZmtWQaovIuK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\n", 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CountPercentage
Member of an association of RSE/RSD for World
Yes410.0
No3690.0
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" - ], - "text/plain": [ - " Count Percentage\n", - "Member of an association of RSE/RSD for World \n", - "Yes 4 10.0\n", - "No 36 90.0" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Member of an association of RSE/RSD'\n", - "results = count_diff(df, rse_member, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Count Percentage\n", - "Joining a RSE/RSD association for World \n", - "Yes 32 88.888889\n", - "No 4 11.111111" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'Joining a RSE/RSD association'\n", - "results = count_diff(df, rse_joining, country, category, y_n=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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CountPercentage
What is important for such organisation for World
Networking2850.909091
Research collaborations2647.272727
Research software standards and interoperability definition2341.818182
Job opportunities2341.818182
Training2240.000000
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" - ], - "text/plain": [ - " Count Percentage\n", - "What is important for such organisation for World \n", - "Networking 28 50.909091\n", - "Research collaborations 26 47.272727\n", - "Research software standards and interoperabilit... 23 41.818182\n", - "Job opportunities 23 41.818182\n", - "Training 22 40.000000" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "category = 'What is important for such organisation'\n", - "results = count_diff(df, orga_wish, country, category, multi_choice=True)\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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